{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Centre Universitaire de Mila" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Master 1 (STIC & I2A), Matière: Apprentissage Automatique" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Travaux pratiques N°2 Apprentissage supervisé et classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Classification\r\n", "\r\n", "In this work, we'll go through an example of linear classification.\r\n", "\r\n", "- Set up the binary linear classification problem using numpy.\r\n", "- Use the Iris flower dataset as a running example for classification.\r\n", "- Explore the geometry of the problem.\r\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "attachments": { "ae00bf8e-1e77-4c2b-83fe-47e1d4bd9245.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAADxCAIAAABgYTAfAAAQAElEQVR4Aez9Z4Blx3UeilbceZ8cOvf05ICZwSBngARBAswBpJhEihRJJSpRgVTOtNLVs2U5XAXbsi3JtjJlWcmSFQhmEETG5M7h5LNzqPBWQ/fPs5/vM3lNPdrq6uqD3fvUrvCttb71Ve2hRPTfVZFSXrp06fHHH0/T9L835ng8/tznPvfcc89lWfbfa/Pfu7+zs/PZz372+vXr/70GX8L9zc3Nz3zmM9AnTP6/fTyKIpjt888/r5T6b7/9H78zmUygn7W1tf/xR76olr1eD2B/5plniqL4rx78q7/6K4TQL//yL/9X9w/+PEDgAIEDBA4QOEDgAIH/tRAgkNH/bioh5NixYzfddJNlWf+9EWu12s0333zq1CnTNP97bf5792dmZm655ZZDhw799xp8Cffn5+dvvfVW6BMm/98+7rouzPbkyZMY4//22//xO9VqFfpZWlr6H3/ki2rZbrcB9jNnznDO/6sHf+VXfgXGfde73vVf3T/48wCBAwQOEPj/RODgrwMEDhD4Skfg707SfaUj8fdvfleuXPmN3/iNj370o/+t1Pv7B8bBig8QOEDgAIEDBA4Q+F8bgQNJ97+2/f6fzP57v/d7X/nKV77jHe/4f9LJ/5xnD3o5QOAAgQMEDhA4QOAAgf9nCBxIuv9n+P2v/PSHP/zhf/2v//X/yis4mPsBAgcIHCBwgMDfJwQO1vp/i8CBpPu/hed/6y9vvvnmSqXyv/USDxZ3gMABAgcIHCBwgMDfFwQOJN3fF0sfrPMAgQME/u8ROPj2AIEDBA4Q+F8agQNJ97+0+Q4mf4DAAQIHCBwgcIDAAQIHCOwjcCDp9lH48v8ejHCAwAECBwgcIHCAwAECBwh8GRE4kHRfRnAPuj5A4ACBAwQOEDhA4ItB4KDtAQJfOgIHku5Lx+7gyQMEDhA4QOAAgQMEDhA4QOArBIEDSfcVYoiDaRwg8OVH4GCEAwQOEDhA4ACB/30ROJB0//va9mBlBwgcIHCAwAECBwgcIPD3BoH/aZLu7w1iBws9QOAAgQMEDhA4QOAAgQMEvuIQOJB0X3EmOZjQAQIHCBwg8L8xAgdLO0DgAIEvEwIHku7LBOxBtwcIHCBwgMABAgcIHCBwgMDfHQIHku7vDuuDkb78CByMcIDAAQIHCBwgcIDA31MEDiTd31PDHyz7AIEDBA4QOEDgAIG/rwj877nuA0n3v6ddD1Z1gMABAgcIHCBwgMABAn+vEDiQdH+vzH2w2AMEDhD48iNwMMIBAgcIHCDw/w8EDiTd/z9QPxjzAIEDBA4QOEDgAIEDBA4Q+J+KwIGk+58K55e/s4MRDhA4QOAAgQMEDhA4QOAAgf8WgQNJ999icnDnAIEDBA4QOEDgAIH/tRE4mP3fQwQOJN3fQ6MfLPkAgQMEDhA4QOAAgQME/ndD4Mso6b7t5+/78V9/4z/62Lt+5rfe+gO/+PA3ffTWd3/f6Q/8yI0f/vmX/Pivvu5nfvOtPw33/81rv//fvPbHfvetP/2f3v2Tf/iu7/iVV7/3o3e9+4dveduHT3/ND9wALf9fv/PWX/7zD/zKX33dz3zsbT/0H17/rp+++fb31m57Z+1133L6bd95y6Nff/at33zmo7/8yE/965f/2K+89Id++cEf/dev+tA/e+m7f+KW9//cfd/762/9id//wI//wdf/8O+8/1t++U2P/vCtD37r0dd/3/lv/mev/IF//5aP/sd3/qO/+Lpf+Mtv+qk//Jrv+9U3fMs/efAb/4973v9Td3zoH73ku/7pgz/wfz78o//ilT/8iy/78M/d8R0/feF7/9FtP/5LD/zMv3roZ3/15T/7bx7+uV975B/+u9f8/G+9/p/87qP/5Pff+k8/9s6f/72v/tFffdM3/+xL3vQdZ+5+Z/fMq8zDLyXL9+HFu9ni3cbi3dbi3fbCXfb8Hc7srVb3Zqd9wWrdaEJt3sibN7LmjbR5I4HauoChds7Tzo20fZ5DbV3g9fO0eh77Z7F3Hldu3a/Wjdi5hRx+XfWR77753T/7yPt//lXv+cm7v/pHzr/tB2548/efedP3nn71d5x48FsOP/CNh176weOPfOjsIx86//C3XHjJ15++/e0rp17ZmL+b187h7i389jfMP/qtd3zoZx79wX/2Nf/gX33g5//Dt/+zj334n/z+h//Jx77r//xPH/kXf/4Dv/rXP/xL/+X7f+73v/Uj/+Lt7/2Zl735B++6+Z2zx19fXXqFN/cSf+7e6uydjZnbO3O3zy7evXTswaNHX7p89GXzJ149e8MbZ25+x/wD3wSAX3j7D9z31R95xbs+8qq3fscjr/zAfXe95cYbXnX42EOLxx6aOf5w++jDlbNvaDz0DSff/SMPfPCnXv11P/HK9/3wK97/o6/++h9/9Bs/+pb3/8Rb3vtjj77vH7z1/T/z9rf8wGvuePeFw4/Mz7+0WbvdnruvcehlM53b/ObNzuKd9blb/S7UO6ut27zWrXbnNmf2dnfmDnPmVt68gM+9svvI+y+853se+YYfev17P/zI13zoofd99yu/7nte9/7veeW7vuv+r/nIfe/8zrve/M03Q33Hd9z5zu+6600fvOn133j+7d9997f89Ot+7F++7x/99oe+tNBvn/TmztYrixxXsVGnRoNgExNO7Lrlz3jejFM/5M+ebS3e2lm6q3Xk/u4Nr1w+/fDCqZfPnH/1/PnXzJ15pH3yofaRB9oLt7fb59t0zsIYf+C7v/lX//Q3fvxXfvCn/vV3/fxvf/tP/7v3/sxvfu33/6v3/MRvfstP/Pa3f9+/+brv+ddf/w9+77t/7o9/6Md+57u//ze+9cd/98M//jvf/X2/+o3f+Uvv+wf/4UO/9F/+wc/93ke+/Re+unO8jjk2lg1n2Zu/Yem+17zkjgfvclpeY7buVqxa0260TbeGax187IbKbfcu3HLP3LFz9e6yW+1albrZaFda7Wqt5tdq1Zm59sKh7uzhxtyZ6qkHuq/4wE3v+NEH3/jDt9/zbYfu/KbFW95+aOmeysIdzk2vnbvnbUt3Pjp//9uO3vXosUN3NHAD4+aLtYWNY/bigws3vf3ULe86dvbtc6fe2j3+xvrx19dveGP75kfnb310/o43Ldz1lsU7Hp27/S1z97xn+f5vWLn1/TOn3u2e+UDlxm/tnPvG1tGvqi+9qrL8SHX55bXWXYYDIXMDrp5j/g20csqwj2LjKK7cYC3e0z320KHlB+bqt1SN0yY+TPAK5ce96g1t70SbLbnmguMccu95w23/r1/74X/2+z/44HuOdW7HD7zPetP3dx7+EH3zD7fvfo+9/CCevQ8ff5U5fz++8Ojs9/zK+37iN7/jrnefqt1K6SnsXMD2BXzv+08+/O3nXvKNRx/+0JmXfejE3R88dPv7lk+/vnn2dbN3vunE6Qdnj93fffh9d731I69444cfeOhbLtz1gWOw5PmXsbOPdm5963L9VnzhbYsPfMPZR77jlpd96/n7PnDmga879+DX33r/e2+/4+23nn3d+eMvP33/Vz94/KHj3Vtbb/7OV//D3/2Rn/2d7/62X3zdW/7B2ff+o3u++1ff+qFfeufP/v4PfO+/+Pbv/6UPvfz997zq6+8/9dDM6UdmH/6GW+97z6kjL/fPvn7u3veeOfPmTu0BfOTN+Oy7nJvfV7vnW5fu/baVmz8wc+Lt/tn3NG/8QPf4O/wb3tu58HXzX0IUvPfdt73nXbe+463n3/rGc1/1hvOPvvbsa15+6pUPnnrNy8+99XV3fuO7H/meb33zP/iB9/zcT3zgH330Az/1Q+/8jm946Kted/qrXnvjB7/2Nd/3oa/+8De95avfdM9rHjwN9Q0PnXnjK8688v4j733rXT/0HY9+9Hve9iPf+aYf//Cbf+5H3v0Pf/zdP/Wjr/2xH7nzIx859z0fvusHv/fh7//wWz7yobd/8wfe9NbX3/+qh86/6uEzr3r42EMPLtx3T/vee2df/vKjr3nVTa979YW3veXGR19/7M1vOP3er77vPe946O1vfOnXvuN1H3z/O973rje+4dUvefUjdz704Pn77z3+wAMnX/GKcy9/+Y13333iwi2Lt9y5csd9K/e/7Oj9D63cclfn+A3WynF27FTl9juP33TT8SOHFw6vLLmODdHKGWYYuzZeWDJuvm3mdW+85fVvuu11b7j17W+/5+3vvOXRt5x46GHvLV9V+6q3u1/39bM/+mO3/dNfeP2v/PN3/Ztf+eDHfvNH/+wPfub3/8P3/fqvfsOv/su3/eI/f+XP/B93/cRP3vqjP3rvd3zXfR/84Gu/4eu/5v3v/+Db3/HBV77uq+944OFTt9z0xq95/Wu/6mU/9mPf/k//4Q//wX/4xT/8rV/61//so//wx779+775bd/2nld+5wde/f6vuvcD77j3ba+/8MA93Ttvqb3kJXOvee2x177+6JsePfH2t5567WuX73ugde/97Zc/cvihlx+95fbuidOVw8cri4e87pzT6Fh+g3OPMAe7Nau9aJ6+YN58j/mSR+YffOXK2Qt1twrLxbZrtlo1z/V9v9pstpeWlk6cOHbi5OHFpdlq3Wq0DK/CLAcfOty66ZaTp88cPXf+RKPpQ4MTJ4+cOg0tjy0uLjSb9UrFr1Rc1zMdz5xfnOkudA4dWZhdaFsOqTftc+eO3H7ridtvPvrAXafvvePo7Tcu3Xf70ZfcefSldx17yW3L801uM+x7Zq1esW0TpkUpr1brMzMzs7Pdufn2/GJ95Wj7ptsOvfr1N3/Dt776hz/6rp/8f33tz/zjd//0L7ztu3/4Zd/4HXd/7Qdvf/Wbj91yd+3+ly9+/be+4hf/1Q/82m/+9I/+5Afe8s47voQQ+Lt85Mso6ZDWSikhhBRSa00IYRQ+9keEP6HCOuEGBbDhl+zfZ5Qa3KCEcsZNxgnBSkh4HLpiUCgzODdNkxKqFNwXSishxHg0zrIcvqlUqmC2aqXmuB7SJArj4XAUTsMiLwgmpmEyxrMk29nd3dzc7veGURSLUmqFFMxGIZigZVgIE6SQlEoKpZUmlHDDMA3bNC3TNA0ojDPKKWUUUwIVEfikhMKXjutWKpUqeKLnG6ZJCMEEYSgIVgBjQFUarpFGGFb/t1Xv34A7SGMM1/ANfvEphClGFGOMMNn/IRRhjGBu8AEXBCOC4E8Ns8fQq0KyVHmWZ0mapWlR5KIoy7zM0zyO0ihKwjCAnziKsjQXpdJ6vzeNEYZO0P7AUupSylKIsixg5pRxaAMdAoDD0ajf6/f3Br1evyiklEhJBPMlBKAwGWEYJqqwhpuYMmZYhu3YnuN4nBlCKHgAkNBaKyX3uy8LsEgBXRd5CtNN0zSB/8ZZkmRZVhY5NIKa50mWZ2We5XmWZSksCi6EKISAv1OYJPRSFgX0iWCiWsOcEUJSSaWV1lopuALjwjoRBZNKBQsTZSHKUkloo4UU0GGaJDB8Eicw7Es7CgAAEABJREFUBjyAMWGMcW5YLxYwPWOMwOwBcej9S62EEcqQRjCn/S4wQdAnXEkJVtqfEtaYYgrryLMCZg7fwrXWGuZDKeWcA6yU7s8NcfSpT3xyd3N7dnYWGsRJIoVknBNK4E+tFTwLLaGTUpT6xVLs20yZluV5HsI4CkOt9OLC4olzx5CLZKYoI7A+IUSappwxKSW4IvQgpIL7EJVIEwHdvQidkFIICV1mWQG1KPa/yLMcGmgl0ygf7MUb672d7d04TCzDarc6c3PzMzMztm1Ng3Bvd5hluWWbjFEYDlGEGEKcYJOYJjMNbnBYDYUlm/tWsF3HsW2HcQYzB3MqpcFFi7IA9Di05QbBVAkthdQaUUIBZTAyzBCuLejQNCmlEDXwuV/JPkoCSllCSxjNhAbQOcFy3xY5QsrgjND99W5tbl2/vsooP3bsaKNBxiPwlxwmE4ax47i1ukMohp4si2ktd3a2y7JcWlp2Xcc0EGMwQZRlmZSSUiaFgJnDhVJKKqXVvmGUUkKKosiV0tAaY8IYN2A+FDrU4KWwIiGgg/2lYYRfLAQTaMYIIQLslWUQ13ChlKxWfOgUIV0COBoxvt8JA7eDW1onSTIaDfd2d2F06Aeue3uDLCtLUcQJcEJKMMpzFATldJrFIRBIAS0ppUrqLIUZIsCT/e2qYK5fTG006lArFd92LEoJTAc+wRlqtarnuQgp6BZWbVkmN8DPYYEII0QwzvM8CII8zwwOTRhcZOk+noSQ/MWFSyFM06CUAQIaaegEY0IpRwgXhciyJAa+A8bLs1LAT1GWRVHAL9S8KPL9y7wANAArmBL0IEVZFAVgFYZAlmFe5i8W4J40juMojsFjiwLQUJTAQhAUeByehUoIVkgwTnwf5IwLE4M70ACMCNYlFLVaTcZInuemaWKEJpNJEqdSQKwR4L84zgejydra+rXr13d7e0EQTcaT6SSQEmFE9yuhtm3XG81Gs12rNjy3aluV82dvffjlr7nx3K0Xbrx1YX75yS88pbQq8gLwgqlOwJb7KCRRFGFMbMs2IZM5NsDuuZ5pm5wDrzBuGJQC+exTqLmf5yz4AnoA1DFGJRRRKrVPLJxzywSYDQ7fMQZ8UvGrsF7HcfyK36i7ho0AQsBJKOAxibQCn1RKwo/epyaIMiWAryizwN77gxkIIRhFKQVzQBgeFwARWEFKgYB3CKEEfAHr/QJNEfyBECSg/aAAYIENRClhCLiJ8b5RKGW+bzOOlFZaK7gPFYaAayEErAYhDPNJk3g4HGxD3G5t9fv9MAyLosQIA8iVFwv4Z71eMwweTIPV1etXr17Z3NyAPIi+sss+BF+mGapSQlKGyIjDSBQlA480wFcMRhlFhGNqUsOzHN/xfNu1uEkUtg3Ldz2bm55lV70KXKBCyCyH9q5tu6ZV8yudVsvzbCkLJUpIPGVRXLx4bW9nSJDZasyCmD+0dPToyolmvZsl5e72Xn+3PxlOZCFt07G4HQbxC89e/MLjTz395HMvPHd5bXVz3A8g5BF4LDY4tbSisgBGkKJQGHHb9quVZq3aqlbqvlv13IrrwERsg1uMmZRwRhglwAmG73qddntpcWlleWVhbqFeA2/Y91elwX+klMDNQimJ9t0UMYYxRuBa8AkVrvCLhRCCKQxLNCcYqrF/TTkMQDgH50ZMI46xQRDwFimkiNMyjKGqVCTTrL853Lq2t73aG+yMgmEYjePJcLqzubu9urNxfXvj2u72+mDUT/JEEeiHUW4YhDKFCcREXsokB6oscuA6mKzUeVYOh5PrV1effuq5Z556fu3q5mBvbBDPIBUiLVRyLC2KHU48i/om8y3mG9RjyIZvGXYtVmHISSMRR5kQEC+QJ1JRZlLlGglCINUpgiFulVKiyNM0ieIkTLO4KLOyzLIsLLKohJqGWTxJ40mRhVgXjCiKpQPwU1iFtAxiUqxUSYjGRGstwR6cw9oIphoRgJpYJpB+EcXhNACaHAXw32A6HEE8b21srm9ubm1sbOzu7MVxyggD+9aqtU6n2261QZZyxqRUeQ7JHn0JBb9YIM1XqjaBeZf7UzIcg3MD3CJPyyQo4iiReUk0w4gWWakEwEJhUAF0j7Bhcse2HMswLU6wph3v6cce/4Pf/l1CSKVaS+IMof3bpmHK/VIaBjdNLsoijiMhS0qpAF8uc8s0G406wbjX75VlcfzYiXe876tOnT2uBhAatl9xh/1eksSu62ZpBm4oBBhFAJCu41DCs6zIsxxpTTGmSCuxr96SKCuyvMzzOIiiaVjEeR4Vg9346gtbl5+7trPRVyl2DB+mv7i0dOrM6WarHSc5tIXkB3ObhhmxULXlzq/MLh1d6M7VXY9BggZsHMfyvf2Nvl+pOo5LDdhg6KwsQH2EcQw1zQuEqWHYGBllpvNIiAwZ1MQS5ymwguDUqLjVilc1uEUR49ywTMs2bIJJnuZxnEghHcuuVny/4ti2oSX4GjBVaoDJKSnTcvWZ7f/0h3+ys92/7577777znukE7e4GplEtMmw77tJS17F5mirTNMFpP//E48PB4Oabbzp58nizCZs7bhooAcEtpWkYZVlKqTgzwEG1BndFGUAVJVEYTadTiA2lNCXMdb16rW5ZdpGXSZJBUgunURwnopDgG4wyQig0M0wTIjdPs35v7/rq1dFoRClePrQEFivLPAwDaOa5vlLKsqwXR9QbGxuXX7j+1FOXYPncINcur198bhAEeZJEe709EBAUozzFYSBGw3zQmw77QZ7Kil93LK9MJUGwI8FAXeiLL5WqW6l6tbpfa1Sqdd+ruJ7vwM16owKfhslMk9kmwMU4wwTBWJJDHHKaF8lkMkzzBLSg57mEQDYohCg5p0kSD4fDJI0J3EU6BbDSDGlkcDBo0zCcPBdxHI/Hw35/N01DwyC2Y5omwEYZoEjw/jpAEZB9kQHsJ6RMsySMgyCcjibD/mBvOOgXBVBWlqZZFMXBdBpMpmkSa6U4qEYMRtRlWUgJPIZB1hsmwbiM4lFaBMxQjEvTRJaFLIc4Lm62/XqzUm1UXc9xPdf1vbwoBsMJQqTiNwpBkOZFobe3B08/8/xnPvv5zz3+xOefeOqppy9fvzLe20n6/Wg0jsCUtWq92Zqp+LOOObuyeNuFs688vHT3qWMPvPud3/h93/tdp0+dhdlev76W58X29t6Vy1eHg+F4PB6NRzBtSrnlOLVqtd1qtjttOHvgnFNGDdNkjAohAUCIhlq9wZnJGDeYUeQiy7KiKKSCZcKmCzbr+zBiooUAykVAF/V6DdTqwuLCiZMrh1fahonhCSEhPHNMJcLQcVGU0ANwERZSwTiOa1ZrFRB1EHfwFecMIYUxUi9aAcBOkgTuKw038b6JMYIvtZacUdO0wHZFkcNsMaFFWcZREoZxWZaMcs4N2/VnZ2eqVY9CVGBiGAY4j+s6jFEAEMaHsTTSQoooind2di5euvTU008/88wzFy+9sLW9UZawbTN93wMxcfTY4VarNRoNP/PZT338sb989tmntnc2YPSv5Eq+fJPL0yIO4+komIymSZQqoShmJjdBqLmW69tezYMAr1fdisNtjuFQiJqIWdgwEDMwM4gBfzKFqUJcEZsaBqG+bc+0mvVq1WDU4NS1LYLJeBJtb496vWkQFHmqXKt6ePn4yRM3rCwdnWnNGcyBxBOMozwpKfTPLJOYSOJRf/rsUxc/+6nPP//spX5vkiUyjcVkFGWJyDNZ5hACjFPHtRq+03RMUComwZwQBp+UcFgLwRS9yM5SKKhKaKKxwU0XfMr1XMuxTFNJnReiFEJKqTX4tyYEMUY4p5RhcDlKCYVLBkTD9gtn2KDSwNLECgQhw5hjwgllBH5MSi1GHUZdDHlMyyCN90aTjd3R+k7UC4LdaW9tsnUl2b2ejLfCsBfHoywZpZPdeLwXj3vZZCiSAOmCWNysVbxmo1mrNU3HRZiWCgkNS8ZKY8bNKEz6e4PBYLK3O9ra6PV3RmWGmrXuySNnZ5orTW+xYs5YuGnoqsua7eryoYUzJ49cOL5y42L7qEMa2RSH/SKbIlzYXLoiU1EclmVCqPQrZnememhl5vip5dOnD587f+r8+ROnTh5eWppvtOp+xYZot2zu2KxZdZs1u1mzmjWj4fOay9p1Z2G2dXRl4dyZ4zedP3Pq+MqhxZnlxdlWwyOoVDLnTHu2Ua95rVat1azWqp7rGKZJTYsDs4BzTCajXn93d3dra3t9Y2N1fX1tfX1jZ6e/vt7b3OxNJgHCxHH8Wq3RbncbjaZBjbIox5Px7l4PfUmFUoww8jyv2WzZtgXXhslcxyaATVpqgVCB8lBMx3E8SVSmbe4wsC1sWCBZlMA/CitECWJwl2GspSpSVCOP/fljv/Ufftv3qs3GrMH9OCoo5RophBDd9ygsZJHnqZQFrB22QEgrEEJJEmukGWXgkOtrayeOHH/JI/cjD4mo9CvudDoxLQNjVMSwWSJKaSURxczgJqccwyWmJrfqnteqVRoV07OIRYlrGDYD4Ekal0Ui6351rltpeg4trXQs9tZGV59be+JzT21sbjm+f+LUsVNnDjc7NamUQsKv0c6MtbTcPn58Eer8QsP1EMKJlgnFkEJ4WcgwiII4SvP9oEyKbBIFKSxNitFkOh6D6FdaMlUykZIywlpwggwIIahIcylhOw4BZJrcoYgaDNZnG9SQhQRGiiPoL6VaVh2jUbV9x8BS53GaxYkSgjFCfXr1yu4ffOyP9/amd915380XbginZHc7bjUXshQOQoxqxcAITafJeJKMBuOt9dUiS8+dPzs7O+u6XrVmuq7NIbcrRSjDCM7VFOeW6/iU8iCIhv1oOi6iaZyleVkqrbFp7H/LqZkmMIsUMAomcThN8rREEhP40QiQwxiZBmeE5EEy6Y+nW9OFxVmgVKGKaTBO08QB3rIcKTVlTJQlwWh19VrQK8oCOa5Dmc4TjCTiBi7LPMtywzApoq5pg8oCCxJlhKMsC4Vn1ee7y3MzS7Vqs8zkZBiiL75Mw1EYjYUsuEm8ig0yzvFMwKMsYYGFZbNCAID9wXBnPOqlSUiwqviAGyEEGyZHSCslQAXOz8+2Wg2ElJTCMBjULMsg3YZhkGbpcDja2d7DyPD9pudWOTP3vRLJoky5gas1169YMK7tWBARjDGtNUSXRjrJM6hpnkyD6SQYx2mQpGEcB3keF0UmZYkQwEgZpZRgRrHjmBDIUqg8K6MohphSWhgQCw7lBsqKaVZMNE2liggrHA+7Lq42jHanVsqCGVTocjAa7uzuJVlJqDWeplEiEbKF5Eqb3PClpJvbg2eee/7S1WuXLq8//vgLzz23eeni9ur1wfZmsL0RbG/Gg57idGGue+O1i+HnP73ZrBz3zNkzJ+76we/7iZWl41ubO9eurgIao9EkjCKEsWU64Ne9fg+uESbMNGzLskyTMao0wFlqDX6FwGEsDncNkEewQAJ8XUqt0P63Upv9StkAABAASURBVICriLLQEjxVlAK24OX6+qTf76dpxhhsL+3OTG12oTm3UK02iGEibmrGJfRBiCREEaIxRvDDOfJ8wzRAwmZFkQfBiDIC4JZlURQ5zAbsTijeJ7v9QQshC60lSDqMkWkacOaDMY7TtNg/aMdCqCTLh8PpaDQuCkGpAcGFCXNc3/U80wRjOdVqtVarep4LhnMcCwzKOa9VK91uu9lsUEqGg+GVq1efevLpz3/+C3Aat9fbGY0GeZFaFvd9SCEc1luWOTdgmd4XHwF/p0+QL99oUoGLyDIvszRL4O1WBtZSDDODm+BRju34sFWBCKMgsDQqFEPMxMwmzKYGykUyCrIgJgJbmKNCcIWI1AwT33aqQEuGAUcvpkkpJbblTybp+sYu5ObxCGwtGLPq1ebi3NLJY6eWZhfqXo1jiiUyCK86lU6r3W52XMsDqTHsjTfXttavb21t7Pb3BtNJPB0GwRikaJZHBYQzBYWFDVmSPAdnQ+BaWhOsCJJIFCD+ijTJ4jCaDMf93qC3uzvs9cLpJM8zrRTBmDHMGTIMbFrYMCnnlDIEzgo+yjnhBgXf4hzoiRoGM01umJyZFDOMGEHQkhFM9yu4PCXEIMxihk24gyEvARupbBCEO/3J1rC/1h/tTLKpxgWiAusM5YEIh/m0XyQBKlNENfYt2m05y4szJw4fO3Pi7LFjp7qzi36tyW2HW7Zte5btccOisMdUZDpNNtZ2Vq+DNiwqfuvI8sljK6dX5k+aqObzmfnWidOHb7lw+u7bzj1w760PvfTuV77s3tfce9vL77r5pTefvefEyoWlmRNzrcNzzSPLMydata7BSaVqdbs1EHNnTh+56cLJm285c8ttN9x+x4Xb77j5plvOnz5z4sgROOKcW1yYW1ycXVrsHlrqrix2Vpa6oNuWFjrLC+0jS3Onj6+cv+H4zTfecPvN5246dwa04FEYodu0TYBM2Bar1yu1eqXeqDbqlUpl31FMg1CwAicYLJYnUTSZTIFUe8PheDKNwlAkoRgNUb8nwPpCKNN0Kn69VoXna47rYYyTOBkPR+hLKkLKPM+VUpwxyDGYIkIJCJo0y8CfCEwKuCpF8QAOtybxKES51gKD4yHYASmmFFwDgRZYgzup7lwT3B5zhDj67Cc/99jHP9Oodym2kWZAyRQKIRo8TwqMEWeYwppFAZTs2jbC8FotyMrSr1QYY1evXbt06dL99933qjc9Mg7H/d29+YVZJYoomFBOoIBDco6llFkGD0GHFGuqhKYE+7bVqAHGdtW1PMtyTMtinCJEELO5axFHZbiIpM4oR7bNKiAI1jc2fvO3//h3P/anw8lkeWXlxMnjR48eOnv26JkbjnfaVYQyISLbQu2W12i4hkFEmWdxEgIko8l4EsRpUmoFqxRUW75r+57UOCuEEJhpC+5RZVNlEs0psUzqcGSWmQrGMfQgS80guybAyRJiVhRASiKL8nAcDXaH4XiKpYCdUt33XBcWjPJJlie5afF2p2px4/HPXv6Pf/AnouAve/DVJ46c3N2e9nuR61SUkq7nNBqmEHo6QUmqdnvbW1ubQC5z8zOgqTg3bNumjMMRAiGEUgYpxzAsz/UZ42lSZFNURigK0ySGc0WpJBAm2IpohYpCCiEZRWmqkjjL0hKQR4pIqQWUsmSMNJp1u2oB6Fihs+dOFyLFWEbRlDHqefASFlFKMSbQHKa6vr6FTd2ZMTHeZy2zqlsLqFqllFHLMny3ZhoVhjyqHZtXfKdh8UqZo/7uGCl27PCJxZllx3BVDuIDfbFlPw8goZAoVZ7lUZqFeRGXIi3KLC+SIBzvbm+trV7dXF8dDXtlCXmUNhsVy6IIS4wVtEnShDHSbNWbsGTboBRB3nBdF2McRVEQTGOQYMF0OJhMxlmZU4Is07QdG5IxWF5QLgktpcq0LjGWhCCNdAlZGqaT54RgyzEoHAqWaZhO42waxqNpNIpSOJUbRXGkhDQZd2wLVAjEKwQaBpFHqFK6KHJYBfTpuGa15lTrVr1pQ7VsLFEGsYupNizebDer9Vqj1d7e6V29tnb56vW/+uvnL1/uMe5fubK718s4r6e5OZ3KONYaBJjlIsaDOBqN96JkGIZhGtEibUyH7csv0BeeloNdzzYX+70YUt7KSv3oEWt3K7v6fMrVwm03vvLs6dvW1zZgR27bDqWGZTtetQKboiAOpZZ5kaZZCka0LNOxbc6pRkqD32lUFrIoZJ5lSZopqSzLqlYrjmUZnBGCwJHAOoCcZRLPh6MABsTW68Wbmxvj8UCqDM7XHZd0Z/35Rd+rIMtWmORQ4dDdcphpGhS6odqy4CvQryJJwiCcjsch+KcQ+w6vIMQZNU3TMBjMEG7CVxjB5CRjmDHKOTUMKqWYBgFUsH6el7A+iLJpkMCp52QcAqtPpxGh4NgmhQjAmlAETzmuBfoMhB10D/dhyQRjwzQsy4RgNziDZnmeZlmaJAm4Vb/f29ramkxH3KCtZqPTaXdfLOgru5Av3/T8as31a7brc8NEmEihBYSVwhgRDXyMCCOcU8gEBEvNEHWZ2fTrC525+XbXYVYyDqAypR3CaaltzBy2r2Zsxh2TWwYjkOVErpRyHD/N1XAYBJMEnCyN82A8jYMIaVT1K3Mzs0eWVg4tLHWbrarj2oZhMZNDb5bTbrU7rY7BzMlosrW+2d8b5Ek2HEwGvdGgB+fuY/AP6E0WWkmkJYGsKoWSpSqKEqweBCHIgv5ef2dne3O/bGxubu3u7g6Gg2g6LbJElBCrMD1s2eCm3DSZYWIKEQQLRpIbzDAYN+iLFfifQVpkjEAlBiUGwZwARpRRSgnBhEJFmMLBicBMYgchW2OjJDyHT5qOsyJAhsYVgzqMI0mLGKUBykJsM1KxORw6HV46dPLYmbNnzp2/Aer5UydOzy0stzszjWaz0WzXGi3b9aD7MMqSpJwG+3wx6kcGcRdmDq8sHK+5M0VCZuuHT6/ccvfNL3/o/jc+dO8b7rzw4MlDNy+0jnerKzPVlcPzN1w4ddddN7/ktvP3nzp880L7eKe63G3Oz8/NLCzOHFqZPXp88egJqHOHj3SXDnUXFpsLC62Fhe78fGd2pj0301lc6B5amltamu12/G7Lh8+ZTnW2U5vp1OZmGssLnZXFmfnZ5vxca26uO9ttNuu+71u2TRnTpsEsi1OisS6RgsMJSIqYcWJwhCGpqBJyJdrndI0pgltAFhj4XSN4S5DFKA6SPM0Jpo7teo5frzZnZ+Ya9Zbr+Jyb6EsqWQ7KJJmGYZzEUu6nEyCpJE6yOMMaI6mRQEjBpPannMXlqDdJJhmWjFML3JxhhhTWUhGsTE48x5iZqxuKOr7Z3x1/7N/9yfbm3uHlE0WusNImJYxiAbRc5uAupmkyRvI0TqLAMLlf8cDTlARX1qZh1Wq1ra0NjPWjb3ntjefO7K71HdeYTscwvWanattWrVqrVisI4SgCZ0+KXKRpOZlMhr0BZFFZAFCYEoBQaaW01gwhwJ5TjgQuEplM0xTqpMyDMgjCTJb7S0F4r9d/6ukvPPPCs5TTCzefX1qagzPehYV2pWaWZdLvbff3ttMkKPMsnIRKaohX0zD2t1FYURAfzZrfrFVbjfZMt9nqWmZFSQbZhErL4VWb+VSaRabTWORhAboNsnQaZFlUlpks4jILU6h5LGSKZIKKRKdRHgdBHkVMo3rFd12KMZK5QrCrGUeEacsmzzx1+b/8xWMUuw/c98jczLEnP7/NmAXYuq7d7TZnZmzLRJOJHI8nWREnSXTo0HKzVk+ieDqdgtGLArSnpIwTzJRESiEEWkVTbGBE0HgShmEKNzXC+zk1L7UmFHx2nzMMopHIZZGUqoQHGEXAlkqBkkW60awePrJETdQ44iyvLEiZaVKWunA9lzNTAmdaDqMUJjCZTHtbIXeR59nT6f54nkuqFYvz/aTu2JYS2jaq4aTcWB3sbk2QNCpeE0t+/cr6lReuFamq+vXFhUPzc0voiy8CpqtEqctCFHEWRwk4VDgNJoNBHzwQTou3NjfHo35Z5Jwzy4IpWTAlSL0Iq2kwTtOIcwRfaaRMi8/OzdYbdYyJlMK2QXNU4RokHULYtqvTcRaAEQpFAUCDWxZUiklRlGFRxkoXlEEzy3UtyzLMFwvjzHZsUHUgv6BXwjV6Ua3BcAgpjLFhGBWvUvVrjuUywpSSWmnOubH/azBGDRM0tNVo+jMzDdMkGXibyOE+oM0oJ5SbhhfHxTPPXj11wy2tmcO7e/Hd995z6tRNTzx++SUPvn62e2J9Pdaq6jizCnnAQARgsNwkTeIsrNQc1/c8r+taS0jO93ecnU1DFh2KW9NJQSm33XoYonrValTt3ma+NHfDG97wVoQIeJXruLBEhBCEJ7iU63lJEk+C6SSYJFmiCeImLIMSoss8T2C8JIOzruFgnIRpWZacGvV6fX5+fmlxYQb4twb9GbbDKxWn0ax02pW5OVdrtL092dreiuMpM7Rf5e2uNzPnN1rM8TTbz08F49q0iGESzjDCmhtwvb9t2XftPBFSSynSLOEGA6gB8Bfnq5TSCCHT5I5rIQymN7lBgdm13venJNZRnKR5BtR/9MixkydOtpodIXV/MBoPAwTng4bBoTvDQFgLUWKCHMfyK36l4rqeDW5QlHkC2T1LJTAIY67rtNuto0ePzM0ttFptz6uURQmHqTs7u0VeAEyGAVialmXCrL6SK/nyTa7RbNYbzWqj7vgVbtmIUeCqrMwjcB04uMuKsiwRIpRSk0MMO8CmM+3OiSNHzhw7eWzpcLta97jlMdvjNog5i/KK5VRs2+HcMQzLMkBkiaIAhoMupFJBGPVGw8kU6hg2a6LIDIIY1nXfm5tpL85357utbqveqlcgKXiOZTIO8s5znHq1WvU9vv+/nEiGg2Eax1maJnEUBtMwCOBaSkEIwQjv347TAPaVw9Fer7e7vbO9tbG5tbG1ub27uz0a9KNgmiaBKFMhcykLqQoptVBaKqFRibDARDEODk0MA8gWQ6+UIkIQxhpjhdB+xZjQFyvDDPz7b7+BL4nG0GUeF2VS6kIxTV0KIet5RsUzqr5ZdbhLJE0iORkW0QjGxFWPL8xVTxw7euLk6VOnzpw+debUqVNHjhyZW1xsdjvNdqfTnam1IZs2vUqNWTZknsl0srPXfwZO/a9ugKt3OwvzsyvN2pxvt2ouNF08f+q286fvPHX4lpXZU21/wcI1mfJkLMNBkQVKxtxElYYz23TnPdaAbx1Wq/vNTrvdadU67VqnU+m0/VbLbTSsSo37vlGrWuAj1arj+ZbrWa7veJ7tuxZU1+WeA23MasWu+W7Nt+tVp9GoNGq+Y5mWQQhBeZEkWayQQlorWQrYg8aTOJzkeUSJdj0OL3EqVU9rAS2LMkNYmDb1fO562DARIwhMYBj7n3EsRqMJJBzgKcMwfc9vtwGj9kxnv6AvqSjI1QhleRqlMSbEtm0I7Ue3AAAQAElEQVSYtBRyf75CqxLBBSWoVnMX2jM1p16mMo0yWWokCUUGI5xixjAxwF0dI4xG1Zq7dLIjS4lStLPV//Vf+62d7dGRlVOUccYIuJIWEhyOkf3HIC0xRrnB8wI4OjcMgzGWiaJUsgKgVLyr1y57vvfWr3m0OmM/9vHPIqJmZjsAiOvZwOatVqvi+9CBELooyjTLw1AOh3owiEfjcZIAG+ZKg28LjBWDuXLGObYsw3EszlgSJtsb2089+Tw4VbNVPXFq/tSZxeXDS4ApTHR7e/O5556F/IcJTMbptJr1aoUiHIfxeDidjqZlVsB0YQK+73KTSSKxQSp1z/RMwzWb3Vat3kAaT0YBtAfcDG2byCmSYtKbjPbGaZwjyZBgaVTEk4hjDqEEJ6AgqrBGjCHQalXfMAkF750O0jQMTcqBISpVi1AM0iMdFSrHnlMRmfz4X3/6b/76k41a92X3v3xxof7kk08FYQAoGSZvNOvLhzzPReNxube71dvbmZ3tLh9aAqj39vbKQrjO/v9aC2vCmVFkZRTESZIxysDtTRenUzUdx0qBSjCVUEUKeZo6tmNAJGnKCIP9RhKlWQo7Swz6gQB2sF8pC0IUDATGunDhnGkxQuFIL5KysB0H2mitLdvmnAshrl27jiJE94OliCLQsyVjIFsUtHFdhzEGnEYUVyXLIxlN0iTKkcAUcagb69uf+8znJsNpt9E9dvgY+uLLeDIdT6dBACMnWV6WAGoug2m0vb29vrbR3xtkeWZwu15r1Co18B2iiRKSMQILFSJXWjBOOCdwx/Oc2dmZdrtl2yZ8Df7s+7714r8XxAgaGHmGRqM4DFMJL4mQNE1Sq7u2Q0uZJGlQiowQkBfcMEzKKMYaIyRgk4Mxtw3LM8C7OnPNzmyz1anDZ7vdrtdB51c9r+q6vmnaGFMlVSlKKSWl1AB8+f5ECUEwPW5yyEwU4o3bfqXl+x0pDakcz+0mCT979t6HXvZVH/2Jf/71X/993/It3/XTP/tzL3voq9785g/8yI/8PEi64UAEIU1TDpIuSsq0KKjJmGFJyU2jwpgtNS6FzguoSGlrpnu41Vwpy0qREZOhOC4//emnh4PtdrtiG8yxYaoYtEiaZVlRKIyYwaSW4+l4NIHYHYVhkObgCbkSpVaqKIuyFEihJE7CMJRCwBrhDgDV7rTn5uYXFhZm52aazUatXgFIGzW3Wa91uq161aYEhcF0PO4XRei6tN12ZucqS0uN2blqs2V7LuMGgjSNsYTKOfIqBjeIkCkEfllmloUMg3FODc6BDUsYVQhCiGlSy+aGwSnwuJZwwSlRZamU4hzbNuxP3GazvbCwtLR86MjR40ePn56ZWwRLJlnJuMUIN7npvOjeYCyttW2brmealsHBl4AO4HM/wUIUwMQQ59z3IUPNVisN2FYgTdK0BC+djIPxPmpBMI3T/X/gJ9F/U76ibpAv32yIwRFnmFIK1rAsapil1tM4Hkyng/F4bwibgXEYgVcpjQkCsYMIRItB2Gyrc/ro8XMnTy/NLvqmbcBJNKJpEJZJiiCU8hJLCU3LPAOHMAyjVKXp2JqqyXTQH+wMB7uw58uySMmsSKeyjCjObBM3a+7ifPPw8uzRlfmV5dlOp2aahBJp26zZqLSaFcc1tC4qFbvZrDXBYRu+51mGSTHVUpVZnozHk9FoBO9Xe4P+EN7eT4H8kqLINBL7TuZQv2I2at5+BRXTrHRatVrd8H3mOIwbhDJEgK4oohRzA8NTWsu/rUoB8UoppBBSQmiVGhdIFRBqUuVK5kqkUiSyTFWeyDQqs1iJ/G9hACSIKDV0ifd3l0gJRDGqVKzFhTmQcRduuuns+XNnzpw5cfLEypGV2fnZRrPheg7QDuMQMBalBnBaGCf94WBja2d9c3tnB/TqoChFqzUDWmFp/mjD69hGre7PLM8et0gDZVY6EZN+Go4KkRCubJfVPF4zkI1KqnLCtWMSj2mXK88zGhWnCjgaJjNMCnnKtDWEsWUp29KmCRXte4dBGUUUS6gIaFYVjGFCoRLOqWly0wAMOWdwYUASStI0TOLRdLK+ubXb62dZLhHIuyyJp3meEKLqNW9xce7wCuTWhYXZDghBy2RIl1rmBsc+zKlmVyrEccEcyHVhDijP0e5Of2dzawrHLVkOm0TTMFzXazabszMd9CUVzMDWFBw7yxKEpGlxxiisi5mUM1geQhoZlNmG7VqeRSwqaBoV03EUTuMkyspcYg2wMEYQRtJzLSULJQrTQ94Mc33j6b+8+o//8b+o1zqe4yNMhCgpIgZnCGvwJK2VZZmua+d5HkexUsowDBheCJGmCXBcmkZbW2vnzp15/RterSOUFaA7VRQHZZmXMscYuZ7rVyrM4BB5UihKETNRWqBpjJJCKoIpx9RA3CF2hTMLZ2USZ4GUmWnSas2BKFte7vg+ZDi31ao2GtVGvd5utRuNluN4lNJ+v//C888+/tnPrV1fgyWcP3vzhbO3zrQXbNP3HIdgXRRJUWaUIts1bd8yHE44IgwrpIJosrO9tbfTjyYpbHKoJkmQTsdxPpUqQgListw3OOhmKRCkK4a4yQ3HcBzDtDl3uOXZnsVNBN+WKEtklpQE0YpX832HYoRtlGVFNI4B+mkQfOITn/784080m+1XvuKVWuDxYCiK4m+dtNGoLS56UibwLntzYz2J4m63e+TIEaR1WRSWaTFKZCngaAJ2C0LIJMmKUkB68UHtERQEoSiVwQylNNynhNu2izXNkwwGSuM8mIRxmEkhCcaUUIKwFGVRFswg9Za/cGiOmQQzHaWhggiilFHGOIcVIEzSLL148QVkIUIQeAU38IsugOFPjJEQAnyjLCQMZBuOa7kEsQKoJhMGZpC+4c+N9Z211dUoiCCK0RdfOLMYNaXQYZAOB9PRKEiTEoMfGQ4mrCgEZ0612qxVmwZ3RKFhvXlexHGkdOkAkWAURVFR5q7jViBiCbFtC0Ky0aiD/2RZhjF2HKcsxbA/lYKOBuFkHGZ5mucZocoD1W4Szkm15tfr1Rff3jYbjVq14sNTtmsQgrlheL4LDVqd2sxcqzPTgB1Is9nw/QpMCWEuXnSPOCrDIJlMQjBHFMZ5UWitpVQwdFmqNJVRBNziWEY1TUBjoTDEQUDmZ0+/7W3f8F3f+Q/e+pYPznUvrF6JTx2/J09rm+vy6z7wEZPNlIX/cz/7L86evQ+Op8NQ+17bsippXgD/IELjtGCmqwkDOYwoVVgbQGSGZTm1MFacyZVDDIhld3sgy4yQ8LOf/cvf/p1/L4XwfW80GQ4GPUxQs1mnBt3a2UqLNCsA3awQeVlkZZkrLSHKTMYroGhqFdOwGDH2keG21srkBjQUZcEZ8V2nDkfkjUq7Xe90G+1uE2Jnbm720PIMnIYOh73d3Y0kHWOSV2rG4SOzi0vtGRBINc65FDIVZVKKHJi/2XS5QZI4LIosTuBoFoFBq9WaUjJN0yyDE2tt2w7kTs91NQJgE6lAQIOdwe1h9wjmtlqtxuLi0tGjx2ZmZjUipdStVnfl0FG3Uk9yESdZlgOAGjxEQfJM4yyDTkCAiKJMSwGTyeEiK0Dox3kGc2Czc7PzcwtgaCUJuNve3nh3ZzAa5lA31nur1zd2tnuQ8+Oo+OIj4O/0CfLlGy0TIhOAX1FKqRnBJhNYB2k8mI53h4PdXm+n1xtNJnGaFmWRZGkQBtsgJ7Z3sNZzszPHjxxbmJm1KJdpjoXaW98e7vTiaRBOJlEUgu2jeFqUmWEAZ0WVqtVoVijTeR5HyWgw3NjevLK7fW003ArGO2ky4rRoNOy5ucb8fLPV9Ga7jcUFOKJqVKo2ZVKKFOOiXnMOH4LtSHt+obN0aG55eXFufqbR8GGIIk/CaBJGMPw0DAOoWZoqrQyTe77TatcWFsAhuvPznf260Fle7C4fmjt8ZPHEySPHjh9aXJoBjrAshrFUqpCqFGWpVKmR/Nsi9kspZCFFqXIpU6ESpWGEBJVJWcaiTESelqrUSuI0Q3GColQmqYjTchrl0zDZ6fVh8yWVhoGOnzhy7sL5c+dBFZ86dORwZ7bbBk3ThRPTGmQrp+raFWBHx3RMRVApxDQKQcStQQHy3tmDrrrd2ZPHTzcaIBSqda/Zrs/WvS7TfhoIqm0iDZ1TXDCDOK5RsRmcDjK5f/7FVQ5JmBjEhldgRBhFLJIgR5K5tsMZo0RTvD8mQhnS+7Uso7JM98UHZF0JqkxTgsh+1aV6ERQJa1LAbgohBZdAMxpD4O/1+r3eoLfX39zc3OtNCom4wYSQcZxqUXi2ubAwf/rE0dMnjh9aWZid7SwuzLfbDdNgWimMteOY9Vql3qhUKrZSwCncNKFbtLcb7exsDYaDMAqLIkNIG5xVKl6r2fjSIkVrTdk+4ySxFrDRJkgqpTRyXKcGW95qzfMcjGkSJMO94aQ/iadZNMmmg2Dch9PgqIgLLRDFFMSByIuKZyfJtCxT06ZFKtKkRBa6+NSlf/KP//nC3LIuNcQbo9TkhhYKqAojGEumaQKMDNoOgNUalo8JQKDRdDJqd+pCFdfXr9117x0vf+M9o9V87dpemsveYLSzsz0JRoRi13Uo5XleSiFMm9dbjmaoVCgVSAJ/mFQbSDNBTM0dRE1purje8eaXWguL7dnZZnemtnxotjvbNC1DA4gYl6WcjAPYFIH0SaIEacy5WRZya2Nv9cqWKvi507fcfcd93Xa7LNKd7d3+YE8jUa/Xmq0aM6nlWKZjREmwsbW+sb5bDpECrUkwp2w4GIcv/ntEjGHpqEihA9C41GJWNE1lKQ1iOKZtMhMpLEoJSQ0J5BimazpU83iagCEY5fVqHQo4CZY4jeEoVduW3dsdfuKxv1m9vrq0uPSGN7w6y9TW5i6AYxhGlueuZ1Z9YzzOVtf2/+8dOJZ1+vRp27bDKBICgh0lCYgMSB4GpLiyFFEYwqdpmq5nxHFU5CWoMK3AeUuKqcG4kCoMtRIqDWUINBknqty3HRgP8hyYkgGpIjm/NOO4RqtVpxxrIhjsFbHmgLVhpVleFkVZqI2NYX3W4AaxTA4ThglQwhzHI4QMgYInCQxnMBPBYrMijTMppG2Cv1hFltkmbVS93u7ezu52nqdgwC+2KuAMwbTgBBmMWoxZSFMhEKRPk3vdzny71fXcqtZcKUaYKRTYMRwMhnmWEtgGw0mrKIWAd6YE8DRNs9Vqdzodzo0sgwglnFtpmo8n0yhK+3tjYIAwiAeDwWQ6ECo3LepX7EYTLFrxPa9WrcOzzWbDcW3GNPTvebYBizd5c3/LUbEs7npmDZKBY3PDnJmd19hIMognI4yKIAJ2pnkhodAXPZlRM0vF+tp2miiKvfFYBAHWqjoaaK3qj77x6971jm9nZDaJvf4u+cRjV7/w+e311eTKpenjn1v75CdfeOrJzeef3+20jt1y88u+8Zs+3OkcnkyKIEwRoYhSZjJukp3dzVKW1VrzSOveXgAAEABJREFU+YuXX/HwK284f35mfma3v51ko2rDzgWKUmzasWHCy4ppFO7k2TSOpzu7G1keQ6SESbC+uRbFIVwbFi/1PvbUoIZpAL8JKSjBpsVt06j4fqvVhHM4rVG8X5I0TUEM5XlWFHlepFClKkECUoYphYODCucmJpgxeL+PhsNwOOxTptrtWrNd6840OjO1StWyXea8WG2buD6HrA0der5rWsbsbOP48WOHDq34vm9ZYAiTMc45g5iiFACGnpllmRSRJErLsrQdBwJzfn5hcXHZth0BmUPqolR+tU4om4YRIdw0nShOixw8H2adQW/Vml+pegZsnTmxbZMbjFCMkCwLVZYKhm02G5zzNCmQNgf96NILq1cvb4RhgTUuchRMVByJMMj6e5Pe3pf4j6q/2Kj5ktuTL/nJ/58Pbu5sr21ubPf2htF0HEfTNEmVyLEeRcHzVy+/cP3KpbWr1zbX1ne3tnp7e8PBaDrpDfdWV6+tr61maVqrgmvVijTdXN+4dvnKxrXVqxcvw8X2xmZvZ2cyHu5bU5XTeGRYWuFU48y0NOFlmo1Gw/Wd3cs7u1eHw7Uw3MmyYZFPpAoMo6w3zaVDnaXlztx8Y262MdutzXQq3W6l3YbEbVEmTYs0W5Xl5dn5+bYL/qeSOJtmRVSUaZLFuQBa1YZl+KB0uvWZ+c7i0tzcXLfdqXXBg7v1RtOv1px605vp1pYWuwsLnW630ek2FxZmlw8tdmbatm2Br1KGCQHwldJCKqE1KBakEYZYYoi7GN7HoHycFtNCxxqlWKQqjeR0rKYTXZQYM6Yom8TF2vb46vbeer/PXWdueeHUuTM33nbz2ZvOHT19fP7wYmu2WWlWKs2qXXFN1zArJnOZpCKVSabSJI9Hw9GwP5iMxtPJZG9vb3XtehAGXdj4wJpmF5YXDzeqbYLMMiNZhPII4dJUGZK5Qgp0m2lTixMDK6xLRRSymIlKzTRLgzwLctf0a16TSGBz7NgQU1XXsjHSQoJWzREptIYQEkWRZkmklYBYxggOS+I8S7TWEhFBiFC4lAhhxg2HcCMvZb8/3tzYiaJsb29w5erqaBwYpmnabilxninfMU4cO3L2hjMry4vdbgtgXzm0vLQwf/TIykynBfrJq7hgadexfd9tNurtdvPI4XnbMixTVysgsdH2zt7uznoaT/blQJmDlUwDTk1M9CUVjGE/IhnDpomBDQtREgbroEBqQJeu61IK12UcJ3GYRGEkS4Eh28UyjfIoyKbjeNgPJqNplhQUkygIOEUWoA4STyOFNbawSOTf/PFn/tMf/dHi/LLnetCVYQD1uTB0WZSiLBAGOLWCH3AvpOE+/LeURSELxollM9BMhsnf9q43W11cFMLxaZpIOJzORRYkwSSagL1NOFMlhBpcUuQ2jErXcJq8ZCISkTJ0c77RXW7ZDYP7yGmwatf2mrzSMmodp9IwqnWbgI+UhRIijdMoTExmurZfZLAChjVzLA/kVDhKw4l89um1j//lk9sbvUajcvzIoeNHl9vNumtbnCGtSvATrSFrjlZX19cuj/IdTTBZWeksL82BI436PTEtETiZ1iqXlDDP9R3Tsg3YTlGRlzB6kRWccsdyKaGwtnCaIwnvQwlwkyxxHOfD4RgSWaVS8T3fqVJiojjJMSk4x88+t/3xj/9lGExPnTp14/lzUsi19U2kUbfZ8l0PkATrDHvh5cvPD4eDVrNx7oYbDMrSJJMCXkxzDsmEQ4qyVCnjEJglSpKEc+Y5VhwG0TQ0wcsdENAE+tRSQgykY4kVyjPU3xsEkwmSmiIMX8OCpMqnwfimCze2240wniAip+GIG9R2IMow57xWrZmWubGxqQuUZIVhGJYNUtP522kkSR5FmZQ4z7XJDC2FKHKZlwioSApI5KXIXdf2HBsyoOuYaRSsX7/2JQSBLjEclCIJHoDKVEZBmkSwIzSaje7Cwsri4uG5ueV6o8O5nRUimCbTaTwNUykR44QxYpn79qOUgkkxxrZtgxsSwglhokTJPiVLC7zJ8pHGRVnGUTaZjsfjURQHeRZLWVKGOKeEgKcwSrjBDcuybBs4A5yae+AiPhi7Uq9WK9X9vadhUMYJQhiAGg2nFa/tuW1RMm74jtPICxyFWVFIAUrCr4sSC0GWl07s7Qaf/dQLM61j7/mab/v2b/+R7/uen3nvu7/9rjteUa0dShOT4GaZeUjWPGee4QbFVU5rSYQG/XTt+mB7a2KwetWfO3b0fLu50GzMN+ozCLHpdBJGI4XKwWiyvTs4cuTMseMX2u0F2/ZMG5+8YXbpSH17b+vi5ccGo+cGo8t7u5ebTcv1YIVY6bLIgUujKJ4G0TjOwiSPwyRKAP0CjjC0aXEIDIODQwE+DALFdR3Pcz3P8RzXsiyCAN44mAbTyQjwhMnEURjHcRhOY+CmNIXrLMslmAp8FIIOIaWlUkoqgZBkHJkWsyH2bGrZxHKZ43HPN13PrNbcmdn2/MLs0tJ8tzvj+z5j1AKb2Pvjcs73CaqURSGEUGqfsfYpDGNiGCY0c1zPdV3TNMtCjkaT3b29jc2ta2uraxubw8k4TrIohZqEcRDF07LM2D79Qq+MUA0VIUgs+29ybYe6rgFRblqwnRBhFMFGoLc37vemUZjLgmhFCaauYzNq55lOkzKKMvSVXcBqX64JPnfxBaiXrl1d3djY3Nna7u/1J6NRGARJnCnRn46vrq899dyzTzz11DMvPL+2vTkOJ1ES9Uf9ta31nd5uUeRaySROxoPhYK8PJjUZt7jhOo5lWpQSSqnGGrKO4VBmIgKnuyrJs0meT/MiCIJ+f2+1t7c2nuyk6UjqiNCSUIFJKXXieLzdqXe6tW63MTPbmZ3ptFp1v2JBMFOGKXRMtMZSyCLLE3CPQuWIYsuxHc+t1mrNdqvdbbc7sF1sNlqNStUDx7X/NnWA+4K0ManjcM8z6/UqNJub6y4szswvzHQ7bb/iEYxKAa6qtNaAPpyYAFVBRRrBDVnIbJqiTJsaZIDJFBOZLFJV5sg0DfD5UulJLAfTcpRIeDdm1mqt+cX5IytLxw8vH19ZPLLUXZxtdPbFnFt37apj+47hGorquIyzMlVMI46SMp1CZAbBeDC8fPnSk194YnNjo+J5h48cAgHUajRgmZ7rE8rhLTeSnMPqecW3Gxwb4OUEYVmWSRiFk2mWZIwQg/M8zQxqUExFJrQA/HCZSgvEplnVBYQVHOmboPyQUgQrCitHQu9HF6KUYk2ADaBbg0N8GYxyw3KZ6VBuIWIqxKTCRa7CIA3BgZJ8Z3N39drGeBxqzZDGWV7mhajW7COHDx89cuTwoUPdTqdRrTfAWLCtq9c913EcG6K3Cju2SmX/D9uy9++4rVYVhDgk5VabOi5K0qQ/2J1OxkWRgRjinFkmNw2+P98v/hdMrOQ+J5H9aWoFJMEJM6hCMoeNpCiQBjyU0lqIfTYkiFCE4aYuIf+pFGwWJMEwmgymsOsZjybgkRjkLwVnQIaB96fmu3lZ/s6v/XkaZS7Y2/SJJnmay1Jxxg2DUwIWQ7AWBP0iyNhw2IMYpZTTwXiQZglkstGkTw30oY98I6sgx2OHT3X8hpeLnDDMTYYZ8uB9ZLOOOLGqfqVdq3YqfsvjvolsjB2NXWTWeLXrNedrM4faM0uNahu8jiCWK5QP+ntZHDNNVKmTIN3Z2H3ic8888dkXdrf6qlSgMqLplAPMhre92dte7a9d7//nP3ri43/ydL+/c2hx4Y7bbjt96pRr20WaM0wJQuE0mE5yTbTdQW5HUVNjpqo1p1JxYcJIIlQCiKTieWBtCjFflkopIUSeF9BJWRSQg2BVtmnDFOOwKHLAxLBt37Y8jGmW5QG8NiPaqzm2S7XWsNnwfItRtXp9/dOf/uSwNzp79tyxYyfTJA+moRQqzwpKeXemAY2vXu2/cPE5JeWxo8ea9XpZCsqYaZlKiTLLwYJgeVQgIWSeZ/A3QkhJIASBYW1gI6y5wQzOOEUqQyDsoBaZSOJUFKDsNaME+ElKIDTdatcJxUKVaRphDLvN/ceUgja8Wq3mWfHsc88gjGzLaDTqjIIM2p8qxGwYwBsNAcMivT87rRWMxDkB4oLPMk+iaFq+uKUBPtRSwAHM+uoqTPWLrQRRimA5lsVtpHASpdNxlMSFUoQxg3ELYaMQaBom/eG43x+FcaoJhZBjjFFKuEGhZFk2Ho+B1oUQZVlAQXr/nLXfH8JpvZSKwtKkMgwjL+LJZBiEozieRMkEknqeZwCIVhiaSan3FQjGlmm4rum5lu8DN7i2AVEOkYKUKLI0CsNpFEWTILl6ffuppy9/5nPPvHBx49q1/vrmCBO7O3PItetI8bWr21pwgPaZJ1dto/Ped3/L61/77vmZU/Pdk0cOXzh+4pbZuROVyoxpQWPLczutxiGT19JERFGONLNtnzMzTctgmlUrHYycUydutsxGNBVlzkzuVWsVp8oEygk1K5W5my48VOTuyspNr3ndXXc/cHTleFXT673Jp6i1ubBEl5cqwXRw8bnntMorHqyOFSIBMZdloVCZUHkuUvgzToK8zAAGzrllWZQAV6RJCtq3wFgwikzT8H23UvE4Z3GSTKfT4WDQ7/cm43Ec7yMzngwm41EUTRHRvmu36vVGtVFxLd8hkEHLrIzDUBQ5uKjJmOuYLjCBw6qe2Wi4CwvdQyuLC/OzzQZIaL9arTq2bZqm71UNA/5r25ZncBtjIqUQAj60EhpjijEhBCYLvsAwokLovJDTINre2Vnb2Lx+fQ02Vzt74EGTSRAEYTQNppPJvsPkRQ6PQb+2Y3EGASYJRcBpkAvanebsbKfZaMDAUkp4bH1ta2trb9AfJ7AHgkScCVGCU1mu61uWa9uuZdnoK7vACr9cE5xOx2EYxEkEESXhfSHBlDNucstz/HqVWUYmCngJu7GzdX3t+pXrVy9eubKxsw2U/vzV5y9fvzyaDJWWjDG+X3mr0V5cXFpZOXzk6JHllUMzs7N+tWJYFgMlISD1CoxkmoMhR2k6FSqDz+Fwd7e3tbm9urm9BrkhiCZ5mShdaiQZJ67r1Gq1NgizTqvZbtYbtUq1An0qjKI4Ho5H4+kYLpIkTSEWFHCl1ex04WXtzMz87Nz8zMxco9X1KxULzg9Mg3FIEERjrbDWRIEHUga0hE2L+xUPOn9RI1XgolbzDYsLoaQUSimMESHAXAz8FSGsYc3wXS5oiakkuNQgj4pMKokAB0KJ1KKQSChNTVbv1pePHTl59uzpm86vnDgyv7zQWehU23BI6NsV23RNblvM4iUSzGKGY0qkkjwtRF7KIk5iOEjY3dpYu3pl/frVOJjWKi5IoaOHV2a6bVBBtu0oqfKkKDMYDyLdIIojCbEE3SislNZKKaGVgEkjrbSUoigtC96qaCBdznhZSJDxSZzLgsTAKsKgxMSYaiBjDGtV8BRW2uSmbcJYKInBIySn0IwWeakk0YgjYqYh91MAABAASURBVCDMYblFqbO0TCLYeBfRNL52+frG2g4SyDacIhOwrJpfPQ5vuY8dXZibbzebQBgV1wO5YHJwOgMg9hyn0+rMz87PdGeazWa1WvN9H7akts1mus35he7MbLPV4pyhyWQ4nvSLIlEyJ0RRjhFIAPSlFK0Q1hhpeBZjDDHwYmWEgqrDOkojjZVpAUlhqSVBhGACg8Ej4KcykzpHQLMa3CHXWVwoqaEwRjzX9jxYGcZaGxyMa+xtTX71X/0axcZMe54SAF9ZJrClizF4DWaUUEpgElJKpRQiiBqMmRSQy2ROTRIm02k0fvDlDzz0yC2aqs6s71YNA/YnLqvUXGYQYmCv7mvgRE6QyZhjmr5l122n4dg1kziY+dRvOZW25zdsZhGJi1TEaRFmeaqFSkGIT+IiKVWJW9XuhbO3nDh8PAni555Ze/xTa5/7zHpZqBI8plRZokbbSbSerm+OlQAngFefCfj90uzSiZUT7Wprb6M33J10Gvbiot+Y4515v96sIHAZEcOKqE2ZTTmkKoqgwzRN8iJTSmKkKSaUUrBFURRAEKIUnIGmYBI8EUQEppwblm1ZtokICuMgKxLDZF7FMOEGJhXfmu2aopRPPP7sJz/5ad+r3X7rXfOzi9NJOA1CShmjHGnNGRmui6e+cG1vdw/iaGZ21jQMuE8xGEuKMi9LmE+JKKIUEQzzgoVnCKbHiFSyKGGbpm3bcNz952C2OkNEIoiUNIKojQnBhsEk6DmMmq2641oKgWSko8nYckxucgzjaOicGoYxGEwuX9y1PAwbHNdzy6IMgJTDNAyzPBdCYCkQJYRSTjBiHFk2d1yDm1gIaJDAVLlBABIpBDBhnHwpL16XFueXlxZPHjtx04Wbbrvl1ttuuhkOL5eXD8GG2DDMJEkmk8nu7t7O3m5v0J8kIZjK8dxKtea4rmWB9DIJIWEYbm1ubW5u9vv9IIgnEziBA9lO0jQdDsZxVFBsmOY+aBgjpQutBUAqRJHnWVkKKbUEj8xlGCbTIISnADRYL3i4bZomZros0yQMpyADhuPxcDqdRmFar3Xf8IaveuMbv/qBl776wZe/7sSpm5V2dvaCp5+5/MJz14uCWWYjS6gqnCzmL3vgTQ899JZa7dDeTvL0U9c//8Sl69d3krSs11qzs3OmbYOvwXrLskySmBLkVaxqzW13Gt1uZ3l5xfea03Hmua352aOVyozndDy7Q7AzGMarq3uW3bjzrgdvvfXe+YXDJ07PTSPy/AvXP/nZP3v+6mfrbTyzYA4nV6N4uyj6m1sXR+MdTITtMETyvAwKnUJEU4NYJmeMUI4BGY2ASoRSqiyLOA4no9F0MoZIIRT4hFq24XmebTu2YQKeopSQNLBG8DwlREhZliUQUcVx283W3NzczMxMu9VuN7sVv44QSeMiTUohFKX7gzqO4bpmvenOzbc7nWarUa/Va6YFPWMhBSTYJEklTEdhzgzHgZGrju2Zhm0YBmMGhamDgTQWQheFhCwAphmNJjs7u/AzHIG4jIqyRC8WKRVMFsbOc5WlOs+B7oRhglebFuzIGEShBhBMk3u+Va9X682aDZlRlnEchUGQpFGaJgALpYxSDEwJg2KE4DgAGjfhYLk78+I4X7kf5Ms3tarnV4H2/Eq9WmnW6+1Go9NugShqd1utVrPbbc/PQ3qdrTXqgB6gub6xtrm7uT3cubJ29fLq5Z3hLmgH0Fj1ZrNaq1brtWazNTM7t3To0OGjRw8dPjw7N1dr1CzHydK8KAUhBBgZ/KwUpRJCijIrRBSlvb291dXrFy9fvnTp0vW1jf5wBPeDEHgkLHNFMOPMMmEj4dZcOJfwawgxiMPxJJ4EaZoJeA8GnmyYrl9pttrzzdZ8szNXb3b9ast2KpRZUmMJIBL6ovkVzATGVhpuI4QRRA6EBPgQoRiCwbIMz3fhiIgQ9GIBbyEYQROCMUEvcjEhzLEcjFCe5mmSlkUJ19AeekiSLI6F7RlLR2fO3XLmlrtuuXD7TcfOnJhbnm/NtuudhlevmB7kYYY4UQRJpIWWaZ6BjzLGDG7CEGmaDkbDnZ1t2HNfvXSxt73tO/aNZ2+45eYb52c7lsFdx7Jtk2CkhJSlRBKmRbXkkEREDu+A8iJPRVnA9xD5lYrrOqaGVFTkpmnASsR+kRqBIMNhGF+5vHrp4uqwn5Q55cQFtLEmSigNeCmNECybYkSk0Hki4iiPozQMoskknE6BxrM0BfZQZSHztEiiNAnicW+4eulaf3uvTIRNDZtBEqMNv3r2xOnTx07OtmcatZoNM2MwGSxBQhRlkecayNjxZmdmVw6tLC8vz87OtVvtZhPa+rbNmi2v1fI73frCYqPZBAUJ2AdZHsXRpMjiNI2DYIK+pAI8CObDBIN/YrAwVIoxI4RT+DPLM02k7dqYIg1pH8On0lCkVqWWhYZkTUD0Ets2/Kpbr/oVDzKz41Yqvu974Fc5GCOJsdbNGfe/fOzZj//Vp+rVJiWm51TAi5TSGLCVCvrFMB7SSkkphVRgIE0592sVzPEkmgBtgsUuXn7+Xe999+xSd3VzLy3j9kydcKSIJFxHySQrYm6zpEhymRe4VExxh7lV2607Xs3hFpVYlCoPkmA4GQ6G+3kxzXIITkZ4FhXxNMuCMh6l3cbcB7/+m37lF3/xR37wR17/6ldwikyOnvz8teuXN2pVd3auSxAhPrpw68JMe1YJFAzD3tZg6/r2eG+MMjzfXjw0t2QQlsWRwXi30/KrtsCZYoWQKTNQpeHWGj5jOAri0WiUZykmmlHCGeXwyxhCWEhYQ5FmqdTasmyMUVakYTyN0kBI8FTk+IbUYIDS803HIVoJANlzXNsgaVh8/nPPPvvUC9VK49abb6/X2uNRoAQy4cQlTiikAo4G/fzyxcthGHa73dmZGVmWWZaAvRjHpkFNk2GOKEWcY9fhmCj4vihSrUFlYkYRRhK+tQyCGUIK7W+DShSMp8FkopVkFEtZMk5mZruOY5mwbSuzaTglHBoijPG+s2GSZ/n29g7KUXem7jhuMA0nE9hoZ1mipUSMMtMwKbE4NSnlhGILFmAShCR0jsHtTO56NiCmtCIMBCLQgou++NJtNLvN5uJs9/jhpZsvnL/vnnte+sC9d9x206ljR+bnZiqNCuEol2lapKUuEfCWSWBGkDxazWatVvf9qsFhDyyCMBoOR/3eCCgijpK8FLblVvwGIUZRCEo5qAHAEJPSMInnmV7F9DwQCK7rerblMWoBg0VhNhlNwzDI8xS8gBGlpSjAs8MI4IXT4jSOxH5vzHX9kyfO3HvPy3/oh771F/7JP/m+7//JX/iFf/Vbv/3HP/2z//TbP/QDb3jDOwd78OrE4qS+sxXFAfujP/z47//On69e7YuSm0bF86phGD733NOXrz2f5FPKS41Ty5SeR2YXqjecXz5xarbdsVptb2amXqv5rWbj8NKRhZlDi7PHgqHcXJ2UqY1Ed2Xhnq9/3w9/49d9+P77XkpMxG1p2iiIhtfWrjzzzHPPPH1pY30PJGhvd3OndykvN/0qEHyfkNL1DNthholNExsmslzq1d1qw/drnuVa4F1qv+wLX4zBqBIjZTBimtwwGHyLEbwkYtVqpb5fGs1mq9Ptzs3NL8zPL8zOdbtg0iY0th17H1+3Uq2CsVqeW2PUFiUqYfspECXctm1wUc+3azUI7bZpsgK+UyrP8yRJoigeDuGctTedBhhT2/aqVRivAZ+VSs11KrblGIYBHKSELvIyTeCpLI5jaD8YDMGfpdxP/aZtQaWcIKIRRgi8GCHYTiuFMN6PBo2A9QohCqVB4THOKTg2rJRgVBRFFEVBMM2LzHUdFzzHdypVF7zGNAnniIIIxhITYVrUr9gA1ldyfXHpX54JduqNNti5UnnRi7yq51b2qwcKr9tpz852lxYWVpYXV5aXFxbnZrsdEHxgQWJTbZIgi/bGvShPTM/y61XDNME0QoIPIs6MarXW7s62Oh3QWdwwKbURNj2vPjuz0GrOGMzBmnHmmIbFKGxnSRQWe3uTK9e2YHf1+BdeeOKpS88+d/3y5a2NjcHeXjQeF1kKDmwbRtV2Wp7bMa0GoT6lvmEAFcKxw0y1Nl9vzNtu0/Yahl2hhk+orRGXiglBlWaYGBoxpahSwP5UAwlrAp8IgUNpQsC/kEISYUgtFApCCD4JoUhjcDuloSAMjSkjmCgMR1QK7fdKGUSfCY8hkJemy+aWW8dOHjp34cy5m84cP31k4dBMs1txffB807BNyhgiGO+PphVCL3arDcNI0hy8H5gLhkvibGdr79rlaxvXViE+ZjqtsydPHD283G014aDOsQ2CFdKQwBQ8jzX0RwlmFICHeAcFRSgmCGZYCojNXIIWwwhTgjAqRTmdTmFgwzAh/GAsSoyrV9ce/9wzu5sgGwTWlsk84A1RalFAMkXQBlomcV5mwKwqnMa7O/293cF0EsJLxuk4CCdhNAmD0XTSGw62e72tne3ra1CZ1E3XcLnhEDJTq51YWjl95NjS3EKtWncsl0EUaiKEztIiidMwDOETxqr41W4HtpSzoOdqtWalUvV916/anm/YDvF9Y26uNb/QqVQsKfMYCD4YjSfDQX9vb3cLTPYlVMAGDEoJJQQukUYaDK4J5EhCTaqQVkQzyAscQEfyb30BgQ4DOAFlKgqUxSKPlRbE4K5j+iY1oUMQBzYcqNgGpcBVoswLinil7v+nP/jTz332CZPZtulmSaEFIpgWhVCg7TAG02GCtVZKSSFKCjCZXGghkKAWi7NoY2e9O9d+xSMPFjrfHcTYoCXKo2wqcZmJJEwmhk2YiZkBFheaQO+ScEQY0lQC30ZRGMFBUpQlaVEUSOYsi/V0lEWTPI/KwWa0fXU07oXXX9j8T7/zl889c/Hhhx762Z/+6Pd839e+//2vuveemwxTr17ZkGV55HTn5Nml08cPM2TmsdAF3tsY/vV/euLPfuuzT3/mskPck4fPHJo/WnMbSui0zEpdKCKwgQybUgZWggSvLNtw983KKYQUQIr3Fw7uChVQh0aAQ16UQgkQrIqWmUymcTiJpkkZEkNV6q7lGoQhbnDTMjVSUZRkSUkR4xQlkfrTP33sC59/9sjhk7fdeqeWeG1tsyyl71VNk80fMqtVvLq2evXKVYMbiwuLlm2DkhIy55w4NsQHgzApBUJYup5tWzwvYNswUioHG3OGsiwGrW4YxHIwN2FIiBQURWg6CbI0gZlLBeYjcOKhlLAdOwwDrTTZ31gqhJBhGJwZ/f5gff16tct8r5Ln2d7uMIqzvEAYQ7xyg5tQCTYpsZTCpRAMHuKkLAvIbYZlVusV27bzvJwGUVkCcZmG6UDnX2ylWjAtCCqpRpZBG80K7OUX5mZArTme4boG4whjTTk2bQYhzWFGDBOKMMUYYaUVVA0GUDpNiuk0LAoAjlDMLNOp15twbpAmZa83GA4H02CkdOl5VrXmVyskHJfjAAAQAElEQVR+rV7ZFyPNbq3acixQ+baUKM9FluUlWEuWSokwmAz6vdFgFE4nOWArJSPEBhnvVUbj8Cd+4qd/7dcfC6aAfG457M57zrzzXW//kR/5oX/+T37psb954nd+609/73f+809+9Bd+7/f+7KM//vO33/ZSJQH2qBAaNl+WzUfT3u7eWpINhJq22ubhozMrR9p/W+cWKp0Z99BK6+iRedvivu+2O7OcessLx8+cvuXWm+9/xcvf9K3f/P0/9dH/8+UPvTmM8GRSdtuNWp1/8lNP/87vfmxtbZUbNIxGj3/+08+/8CSh+XS0vbb6QpYHnCuvAgjY1brb7tY7M80aaKRatdGsVuoVwKRS9bhlIgwOg8HEjf1SB1tQjjQSQhYgtuDEsiyFafGZmdmVlZVjx46eOAbl6N/+Li8vz83MNJtN0EDgRYYBIQJubWPE80zlmQRO0RpTyi3LgWJZ0ATsRU2TgSVH4+GVK1fgkAVec45GY/AxwzQNwzINC2xqma5tuba9Xw3DJphjjKXQYPeiKKEKIaGABZVS4POEkP0GUgoBRKcwQYbBKDgPQZQiTLRUIk2zKIrzHE7gBDgGKDbHtinDpSgySBJFgTG2LFgGcRzDsuFhAVBQBm4JmOSlSISE0/KSG1+s+/9dtydfvgEhMXa8atPzQBZVLMt37IrjVF0HXne16rVWvQ4v0zvN5sJM59Di4omjR8/dcProiaOLR5cXjy37rUqmykRkzDScqm84diHENIwGo3F/NAqTdJ+3uKEJk4owbiNl2Fa921lutxZcu2Ga1Vql02rM+X7XtBoIO2lG+oPs+vXecy+sP/XUtUuXtrc2Jrs7MWymJxORJERr1zCatt1ptVbarcOt5nK9tlStLtVqS/XqYsWft5wOYT6hQGq2RlAtTMAnPMP0OfcxcQiBO8BGJiH7FWGuINGBN8kSnA38GINu1LoEvxNCKfSiIyKttVJaSgUVIUIx1VgnZYYMbFYs7pnaIJJqZhOvYRw9fejWu86fu3D68LHFVtt3HGIYyjSR4zLDoIwwjClGBGFKMKeYE8woZha3y6wIxiEopPFgsrW2vXl9a9wbG4SuLCycPn50eWHWZFiVmWMZNd+hGKYgtRJpEo+Ho72dvZ3t3d2t3nBvPJ2EeVEgiiFfMoPB9TQAs4RCSSHF9dXV9fV1KbXteMCZeS5NywO2XV/d21gf9vfCNFYEWxSbSqKyVBjsh+HwDyVhHgbpeBxsrG9ffP7ytUuru9t7/d3+EF7F7PT6W7u9jZ29ze3e1nZ/c2fSHzCJ2n51plrzKK2axpHZuZNLS3XH8SyzUanZpsOpQRCEsi6LMo5SOK2JwlgUwmCG5wLZgpKrVat/W6vtds2vmBDgnscaTb87CwznK5lPpgPQc7t7W9tb67s7m+hLKhgB31ACBWOEMaxZIjC+QkwzQMJAimhFFDEwBmEE1/AABoAJQZRoUuYqCvPJKA6mWZYAzEBtShSFgJMkhlzX8j3TMHFZ6t7WZHahXhb6X/zyr+/tDBg1gBk5M7M0w/tlfwYMCucUXINAppRSiTiPC1WajpWV2TSBHrqXrl+69c7bHnnNPVKT3X6/1Bkc1wlUVBqe4TCNpe9ze9/xMEKFVHkhsjRPwjCIoihLizwRRaJFSkTKiowHI9HfireuTLOJDvv53vUoHov1q3v/7Gd+9Q2veN/3fvePXXz+yXe87S2veuUrvvXbXv+mN98LaQI8rUij5aVGWaIiQ5tre09++uoLT2xGuyjeRZcf7/3F733q6lObhxeO3XvnA4dWDhPGJNaSqGk8oQZWSgdhEiehYeBmy2+1a55vGyY3TYgOJMoyy7I8L6SUWiNYg9SFwAm3kVsxnAo3XModzBxCTezXPMM2BaQNSgFlpGmWiiLVotiXJmvXo7/4i8fW1rbOnD57y023YI16/QHGFBJRt+VXKjgIi9Xrq6Ph0LLMTrvNDQZCDXITN8AWCCkE/Wi0fxbiOCbMK5gORZmBDqCcZHmU5zHn1HNMD6YPj2AkJUqSLAwmWQ42RabBLcuI4ohSMg0Dy7YoY4RShJBtWZBj4c3UxsZ6veFHcTydBnkhKKEAi+PYCLE8k3kqwWGUollWBlGotKKEIaApjAEvzg2AKowSSM+ge6WkZUmg8y+2wrqCKWzShtPpII4mIo8JhjfFGhMFq47joChTRBS3iQF7cJNoIjQuJ8G41+tPJpMgCJIk0Rq2ppxSmEM5mYylAPPBUatyHX92dr5SqURR3O8NpSwcz6g3IKIdwzQY41AoZYZh2Q6EikVBrStAEihXFmWWZuF4MpoMx0kUSSEYpZztj4IwwAhGd6Mo/Z3f+b3r1zc9v9Yb6E9+cuuZZ3Z2d8pwgip2yzJqzXr9njsfXFo4ffaGG9/+tnte/7oHO+2F0Wg8Gg0cj83ON2bmKrW24XiKW+XsHFk5XOl0Lb+i/Iputc3FxebCEmwjW5bFQZJu7+wdPXrmO77t+77nu3/0nW/92htO37i317t2bS1Pmda1tevoN/7N53/xn/72U09euba6ur13lZkxN4LR+NpgsD0aTTjzLVYxTfAEJVQOLuP7TqtVrwKtu4CAaVmG5+8Xw9gPBwgB0zCqQIW1imnwsiziJMqyJM/SPM8JwdVKdX5+/sjhI0ePHltePjQ7M9/tznVa3arvA7SMUVEWUQjEHgO7qlKXuRCFLHMFvFJkAikMHskpUJsq8hi25gkAHUVbm5twpLK5GaRxSgilhJuATiGzrMiyPE3TPCuUwpSCQfa/Zgz4kSiJRKngUyuMESXQN2EaUSEVjKq1JAQxRgjDiGgY0zCRaVLD4ApyWRolaVjKgjLi+Y5t24zDnl+Aa4VhWJalZVmViue6tuMawLxFmUEMShiJICELTCCXQVeEc/QVXr6UEP0fXFLFMKG6lJmYmBjbhHqG4VuWb9muaVYcF/YMrWZjpt2a73Rn2+1Oqzm7MLN8bGX52OHu4rxTrRCbAZ/Vm835xQWv4muC4jQGVQfUORxPkjSXGkFulCXJUyxLRpHDiGdbjWZ9fqa73Gkv1etznFdFaZQFE9JAxDeMhut1Gath5XJa4axCcYWRmsmbrt3xnE61Mt9oLjeah+DCd2c8b8ZxuoRUy8JA2tJq/xMhWJPFmWfZVc9rmmZVYxMRk1CLUpsyG7wNaa4kjuNkPAJWH0wmI3AdoCc44M2yfUZWSr5YtVJKSrje/xQSHtLIJgTe9VhYMlEQQR08s9i+cOu50+dOzC915xY7rVbF20832DQgJQDZaUIwQvBLkMJIEawpVvvXskDhOBaZQiWOJsm1F64/94Xn+1uDqls7feL08SOHfdtkSAFqngubdXDxUMlSiiIIxhvra88888znPvv4pz/xqcc+/olPPvapTz72yecvXtzd3c6LwgR+cC3CSVHm0+l0e3v72eeeu3z1OuigUuqy1GlWCIVMy5GC7G5NttYH/d60LBAjQCdMgzkRYdwihOe56A9GVy5ff+oLzz75hedeuHgJcuHu5u7Wxub2xsbW+vrO5sZot5cFISpKl5mLnXa3BtrNrhi8btudigcXIo7KJEMShhZFURaFKPIygRQ4jSAvhGGcZnlRSim01pgx7jhAbtVardpoVFzf8Cum50MiJJ5n1hseZTqKxuNxf2dna3tnYzDs/Q+6/X/dTOv/6w7G+xdaIaQRhB1FmCFmUY1kIXJucdtlzMBwExFoqjE0Q5iA9NO0yHWZKZErKWDy0IHW8C4VadPirmdC4kcKUUp3d4bt5szu5vTf/7uPiUIdPrQCrfO84NAvwWS/EgaFMwpDYLxPnALe33GpZZankAIJw4NRLwgnj77l0XMXDmVCYE65xQjHjXa90a4plEmVSpkqmQqRyjKRAmROnkQxJIKy1HGQD/bCzbXR5vXxzsZ0vJdHQ7l9JUzGuF6ruo5VBBjOzw+f6nAL/dtf/E/ve983PPbxPzOMYmPzyq23nv/hn3zPQw/f3NsNvvDUU9evbfX7k/7uZPtqnAx5xTOqDcpKOr0uPvVfnv7LP/mb8XB66uSZc+fOVxt1BQIeKFrnUmnAWEidF3mapYXIGcW2Y1mOadn7WBFClN5XfggBaIRxZNqo1rJnFhoLh+rzS9Vmt+p4XKGcmwQRlGW5VnC0VnEM38A2kkzkKA6k55LV6/2P/f5/HI2mjzzympe/4uEiF6vXdwBg8Lqy3J8GiJJr165NJ0GjATRWpxTGBNKS3ECGhSwLmQZiDBkGhIOG7JJmMULwyhUDsWktKCGWwX3Hs03bMIhjguklEEgUBqZp1KpVcANgmCTZ923bcajBqMkJo4ZhiLKEvch4nEipB4MRTMm2GOembRmuCzsWHAQZ7BOSGCJFQR7fD5A0RRgblm1bNkY4TfLxOBBCeW6FUFNI8EMMC/hi61MvPPnk8089+8JTz1195vL1i9c3r23tre0NN3vDzUnYFyoHaxgmgUEh/JiiqtAi1+E0no7GURjC4spCMWY4jgdi1DAMUDmT6SRN4yxLTIsvw4HtsUPtTt12qGXxasWrVj3bcrBiosB5ipNYlLlmxMCEYkwI/AK+CkTGPj8UuZAIGIFatgMjWDYjVCudlyJ+4eJTt91208UXnnvssc9wjqq+Q4jJmbW9ufeJTz5++erqiRP1Z57d4pzUa9bmRv+F56JDh6377182OR2Pd0URMfA1VeZRkiVJf3e9zONazW41nVrVrlXsWtWyHK11InW4coTccBaOEkCbhr290aWL61944sr62rjXT+AY69ChI6Yhn376uReef+b4sUNveO0rz91wrMyicDzklHhudXH+8EMve82b3vCu+YWjpSTTIBkMR4BSCbsrIkGWaAluLBmlJjc45xRRIBMhFLgjAXABLmZluUzTQmrFDOy4rFI12l2/3XHaXa/drdTqrgNuyPadWGRlHAQ722vrG1c2tq4OBnsx0G9ZAJCADyU8SfM8KyT0L2EEKUQexdMgGG1vba9e29jbDvIUQW+tZsfzKmVZDoejMJpGUTCdTqYBnNpM8iJQOsWkJExwQzJDYJqpff7JlS41BDlEg0JKaQWL0Jpz5nq245oGRxKclUJmJKZFOcewlQZrS5VjLAwDIyylLIo8TcIwnMCYWQ5nRMpwrUq33mxVap4FZ4kKScQIMjliFO8HKSegFynDX6z//x23J1++8XSeizQTcVJEcRZGUMGqZZpIEDQSNtXKINii1DEMsIJj8n2J5DoVyK91v9Ks+nU4DTAVtHHtzuzM0qFDc3NzXqWqNQG9HUCfRUkod4DvrIppVjCy8lxnqeLMa9TnKl7HsuqO22LUp6TiOu2Z7uHDKzccPX7jseM3Liwc73YPz84c6XRWGg04hOu6bsu2m5bZ4qzm2G3PnbGdtmHVTbtpWi2E3CKHjEGFgnNBrrWJsI0JKC8LVsCYzajDuWeYngGTsarM8DG1EYLjKALODdG1vb27sb65vr65s7MXRQlCLVpFWQAAEABJREFUuCjArcC3wCGxVkQJJMp9zEopsUlyVJaooDZtzlSPnDh08oZjp86cmJ3reJ7pudyxiWMR1+WuwywOLpoTpIGpMKIY7V+Cw2uhVamKrBwPJ9E+P4Z7mz2oeVRU7epCd3Gm1bXhXZcoyzzfjwwpgslk2OtNRkMIrGF/sLmxfv3a1bVrV1evr129euV5oJNnnnnyC09+/oknnnzqqY2NDSlhr1nhpjkaj6+vrQHVbm1tX75ybXcPjisgS5HJOBASccMJg3R7a7Cz3U+TklKTEhODpNNUFBLisSxkb3d06eLVK5e3h4M4zyARFxmkuDAMRqNxfzAZDLMgJEL5ptn2/brrmZgYmDjcMDSKx+PRznY6naRBOBqOx4NxNJ7mcVKkaQa+EqVZkE7HwXg4HQ0nwB3D4RgSmCgFIRQSMCaIEmU7BlSkgfVwtepXqi4husjiKJzEcajAPOhLKbJUwC9aKb2v7TR0gTGiFNIK1liZ5v8lp7jBHN/lJoNKKYbGGmQatCScIoNgVpYqSfI0LWEiGBHoTCvI/SALTOiEcWzZPArS4WB0+uyRL/z1c3/2Jx8Pg9jzfM/1McZIayFKIYTWCiMMBSGlkdRYU05gLMyw7dn90YAxsrW9iQh6zWtfcvrMgmlxr+LajqW0oowyTvIsVgLSQ46RJFgzQjBCSqgsKeJpFof5dJQO97LBTjbpp2mEipR0Z+oiLye9FMREpeqPBuHedq/bZkfO4PXV/Nu+9UemwbBSs65ef7rX2377ex9499e/Ym9Pfe6zVy8+f1ULeuLMwvGT80jxeCBtx2zOuwThy8/vfPyvHnvi8SeTOD167OiZczdU67VGq1mpcW4g2EvEiYTENg2CIAoTED5ZLhGyHAeMW6u5XtUFbGAy1YZfbblezbAr1PKg7rsBZUjIIi+yoiiEkIBZkaskgSMEKQQpSzyZINs0kMKf/9zGX/7F35SlvuOOu2+++YLrG2Up4cRICMgxKE2Kfr+fJrHnOI0aEAu80C/zPIEDqkoF1erEsU0wDaGYUCKlhNMROPJEWloGM0zIRRphbJgGuLlpMb+CGUNJnIBTurbV7bYheJSS4/FYKQU2pdALJrB+QimMu7uzhxC8Z8yLApYOXsdgOUjDoC4lXBRo3yPAoQqZpPvLjNO0UMK2Lcty8lwE+zRFKTbiuAiCdDqKgwkoTujyi6slUwUVe+Hg0uqlJ174wmef+exnnv70U5eeWN+7Pgr6QTwq4aUEQgbmFrEd6lnSxQlVqSqzskhBFkiKscm4wTillBBi22YQTMIkkLgYTHeH092ZhebZCyfmFxuzc03XMbGiqmQyZ/EUhWNRJDScZDubu9PxJEsjKUqCEcNMC5xEsA2UQhNuWaZvM5vt78RJgUhKWdHs2JokSoU7O5en45Hv8KpjUY3nZhZOnz4Dku7P/mx1aXH+6adWP/2pK0tLHgy9tyMOH+7ef/95ixeTwY7Kcpzj8U7ssUbNraeh6NRZp2FjhW3YYlic4qLRYDMzDibIqyDDFpW6k5eFRsbs3HGEant9UWvMx1n5zHOXP/Yf/+VTT/6JY0+vXv7Upz/+n0HuUeW0/MO3nn/o5gsPHl65sdlePHnywvKhEwoZ00mcZlmWZkkUyjLDWkJKcTl3TcvEVpFIUMtFUSqlkywPwiwIZBBD3NBavbF0aG75yEyja1M7IzxiFnhsVBTjOB6Ohr311Y211e0xMO10b3v3ahDuYVoiUiKsQHOD9yAEOYhA/1rj9fWNLI5c28ySYDweaqFliopEVGzuWW4alXlcmtzCSKXg1uEwigdJOoxjeCW0NQm2Sjk0rNSt5bUWqjXBP4RQUZIGsCyYvAQ+E7rMZZEVZZErMDlVpqltG3k+JxQhrE2b2C72febYWsqIkIzgAlpmcTLsD5Mw5dpSGZMpa7jtbrUz35xpeTWuic4QU8izjUat4rouZQxCDO93ir6SC/kyTk5CzBBZYuB/kSGZIV0gVGBdYpGpPMmTaRJPwjgEXykhWH3PcR04ZoOYRZQzYrJSqSCLoyKXlHZm5xYWl2fasxW3wjHHUnONHNOqVSpz8zPdmVal5iLoW4KWZ9xyJTbykhBsGUbVr83OzB07cuTGw0dunJ85XvXm6rWFTudQu71cb8xVKh3HbZpmhTEwm0OYyQ3bssHzfW66huVBZdzWxBCaSEUlIlIToalSXEpeFgyC0bXattF2rK5jdxyzaZtty6gZvOL5HctuCmGEUznsZ3vbUX+vCKdIFIbMLZU7unSJ8onysHaJ9LCwVc5lwkSGgUw7rZnTp06ePX/m0MqCYRHHMxqtquWYGnKpxghhgiiwA/A5YZxwpincIPAkxlghXSoJjK+lnI7Hq9eurF2/AgG0MNs+dGjed404nARhyLkppd5c37h2aS0YhUUqBnvDyWCaBOmLpimgN8Oihs0wZB8i+4PepRcuf+bTn3n88ce3tja11oZp5kUxnU6klGEcra+vb29vaUiDiEwmkySKCSJCiigKo2lQ5jlGhDIwMKfETJIyi1WeoskoHvRAzCHfMVrNZqfdsW3DYHBmrvIsz5Ikz3MEaRIxionMyzzKZFZSidMo3VzdWL+2nozjYpqmu2PRD+UwVdMCxRLDEQBUgaNxOOqPe7sgK/f2dvvD4QQWHydpnpd5JuAskxHYU1hKIYSBArxqtQruyDglTHEDXiVT9CUVrcESAIZGSGENPIGYRgwhAvho2H5QrZESiGBicGNfMjHOuUEIDIcxjIjB3ZTUZRyn4/E0mAKdgTIjShItKSOm49h+xYYtdZ5lnm1rqXWu2ofc3/unf/Rnf/iJI0vHq35LSSoFESUSQkgllBYKlRqVhsEEbJBL4XkeGBFsZDs2pBPTMZ965qnb77rrzjvvsi3XMm3TtMJJmMapA+HALRMKbCuYbRmuSW2KDCxZCilhlEDHjmH5luFY2GKcYcIoGY/GBGHfc5QQZVaYzISZFymiyFmYR9cvow9920c7rfkzZ85fW73+zHPP3nbHife+7xEdozgU4/FkOg0Jou1Wu96s5bBLLAWlDMBqw47a9TdWNz7/2SezuLzt1rvOn795YXGecF4mSAFynGhEolD39+LhABRvijj16pV6u9Fs1zvdWmemXm1XWcWWnERlFoAETdOsyAErJXCZaZljqg1VkmCc7G1Per1pMAWFprVCcVwQjKRAn/3s03/6Z3+cJOmDDz700gdfphWRmnDGOMd437iCYsGpsk3DNKyylDCCVNKwseW50C4rSlEqwAftyy+RpeCv2rANZhJFpcSl5hpzTF+kJcJpUkrgTsu1a+2GhiYcTadTAgvVGktCFON0P1D7cO49HJqcQM42DMYYz/MijkUpFKfcZJxRRAllmIKLgVkIw6UsBCyVY7iXF0WeleBYQpLta+PRRjDZmYz2hjDJL7Y6YHjfh4jy6zW/6luOAYtKimiajJJ8gkkJgoBgqVVe5HGWxkmcTCcTcLJGq8EtJiW4TJ6XuVBgd8JMWqtVJCpH415eJtWay008jQaGiY6dPFytu6YDtFyMpuPdvV6vNxiPwyhKk/0Sp3GUQv9pDJ/QKXgIRgQRoEpcKiSUVhppTbVGhSzzIrFtFob9dqd69fJzO9tbjo1mZ8y5ri2laHfdt73jpRvb65/89DMPvuz42XOH/vqvrwg5qXgsTdDSYmVhvi2KRBSZKAui8XQ0xUq7tkkJMihzLcM2iW1y06AISY1ybqBKlR0+shjHk3qj2u10L168AjJubn726LHuCy8882/+7S9iFN9511mC4+3NS0k0BqeowA6l0rTtqus2Ot2FwyvHjx47ffTIydmZRdNw80wE0zCYTos8dy0TXu7Ua/WK65umSRksU+V5muZRKVOBJLeNWqvuVlxBhMACjibqDUi2dhgH48l4Og22d3rXrm+ure3u7Yx3tyerq8O93XJnu9xYi/f20jShStmlYKUkaSbjJDMt5/Lly4wZSZEXUjRa7bwQRSGqlVoLXqTV665tMUY5I0rD/TyKp1maKLAyw9wk3MCUIUwUIkLjkhkaJl6re/W653o2wjBEOA0mcRKWZYGwwkSj/W0qKEvEOCIUWzatN9yZmc7c3Gy706zWfNe1LNvMs5RhAjs6E2gtyNdWh/DK3nf9pfmleqXWbbZmu7PdNuyYvE6n2tj/94KeZcJUuVQ6SXP0lV3Il296W7uT7b3pzu50a3u8uTHY3R6H44JIy6IuVpRpA2sGySrP8iSJ4izJyyKPwjKIucQcA5nptCwziTKNU6njvLSc6uHDx06fOLPYna+Z8K7NbVXqM53GzIy/vFKvNA3D1s2u79XtaTLdG43iQili11pLC4snZrrHatWlenWxVV9pNg/Va/PcrmYK+BHlmgjKoEpGFScUDiQ4LQkSFCpJhIiKvMSaWhaiXDEOmUIg8HoNLKC1QbCPdRXrOsMdjrsMdQjuMNKyzW6tuuja854z36wfne2enZ+9caZ92jeXUFHPAs9A8zhrO3ixaqwYYqZCD51avuPc4bsWaqcXaqcWqsfPrtx84eTNC52Fuuc1G5VG07E9RhgQgCLEMEwfKTuKUJZxx24yy8pQHpZBjnIKSdYicZkMhr3t3a3dwdbm1vXBaAeos1o1DaMs0n6eDfIiHI0G19bWr1y9vrszHA+C3vZ46/re7upw7fLmxupWGhegbbltlCQTLMNWqa2yUgHzod7u3gvPP3fx+RcG/T7G2HFACrMkT33fC8NgZ3vz6pUrcQiZGAN/ZQlAGM3OQHRUKp6dpIHWEkIdS0qUJXI27sEb4c3pIDm8NHtk+ZDKpW3AOahOsngwHg2GgyCAHoQoZB7n8SSJRtBHHo7Twd6ktzPp98LNzf7FZ66sP3Epv9zjuzHaCdOre9n6mE0ES5CYFtkkH2yNrrxw/fnnr25swvlF7+rq+rXr6/1BoEujSNm4n01GOUamkiACYoVxpVGtAMU1PdvniJVfWqQ0Gp7jWpxioiUBdy/Bp7MyTSF/2oRblDU84As62T9EHEM6MQyLGdywTNM0gOuBG6XKKMWM4TyXwTSPQ5mnVBSWkgbSBLQgpQhY0aRIFQnHOA5Ck1i0hf/Db/z2H/zOn802VhjyTVbj3MWIwSqEyIVKKNeqzA2MsVZgKS0F9KWRNhxbEUyZsbG1c/OtdywsLA1703hSyAxngZCpNphDwO2VwbRlIFBunqUdQ1mGYkRqjnirArta07FotW4aplS6xAzlEiI4pFQZJmWMmczWwhr2xLjPlpcMUHXvfNsP9nr5vfe9IsvLS1evXrjl2Ld85O35HsJERPF4u7deqKQzVzMcK1c5HGYIJcfjqWnQml+3kL1xefeTf/FZkzkve+jV977knkrV0xIVgqZjRTi359q0XqG2S2Cv1qgoKgkrF5ablaYZqTiz6ISgUSkKbkpihZFC2qo5MzapcWkn43KwPY3GBbxdwJpFsSpKpDJkYNe1DJBbe+vJpz/9+adf1/UAABAASURBVGefe4pb1tnzN508fR5pYz83FbhR94s07PfWh/1Nk+HZ7pzrVDRmpu0ari0JkoSHaT6aRHJfdtPpJM4LabseNmnJSrNmCUNKQ6c6z1AxjLNUSXhHFEqNbcptarmG7Zh7vW0T1mjYulC+WTGpjRSJw2R3Z1IUmDNLFBojLkqENGKMT0Zwv7DgC0IdzoCIkSpylZg+9Wp2ofLBBMgh55yH02gymCCMqIlMi4Jroi++aLG/TooMizuO7ViWZTBuMOrahuNybirLwZaNmAHvo7XjknrTml9qcwvHWSS1NByj1vJb3UajXa80fNAcM4szzU4zK7O1rbW9wa7QJeHE8Z1Gu1bqPMmjMJ1KnXtVF57yqo5QRRCFURIlWZKBZM7hM89A74C+EAIjTaiCTy0gRg2CTYxMUZI4zkbDgVLF6RuOPfn0488991Qao09+fP2JJ64sHUJuFQH/w7bniSef+Pl/+p9zOTl5w9zapugNkkYLeUDUBKVFaJg4isZ7/c1LV55J0pAxjBFinAGY3MAmuC/HCGvGeDAts6wsS3HbbScGw51/+av/Asz6kpfcBmrkscee+M9/+rGtjeuUyGkw/PwTn93Z21RaWLbh+bZpMqQFxqparczNzR06dOimC7eeP3vT4UPHql5DK5JlQhQSgQtonWVpGAZBOIqTSQ5kWsRlEQkBL9yztBwOJpulijtzreMnj8/OLWFmTIN8c3N08dLWc89tXLvW39wMVq8Nn39+69Kl3bXV5NJzZTSZpehEkcyH02qeVSltcV6r1jv1Zrc3GjXbXa9SNU0vTkq/0jly+JTneQiXlgObCVWKNM9jKQuYvNIFCLVavdpqNaH4XoUSXuRlFKfBNMlSIUrNmen7lUajXgdx5pnAJFKLJAtKkWjwAYIopYZhWFBNblrctE3P96r1Wq1er9SAaOuOV7PsSrM1B0sLgjgKY/BtxyemYwgtlFa1eq3eaFRrNb/ie/tjddrNTqPRcl2fUl4UMphG6Cu7kC/f9EbTcDgJ9gaT7d3h1nZvawtqf2uzt7c7DEFzTeLpNAqDNErTNMvhN44TIRRjHBMiNcmljgs1yfJxlI6CJCkUaCnGbN+rt1oz3e5cu9Wt1xpgq2rN933IgUQTBbuBUkqptSKYcsOt1Bqt9szsQnduDgSFZXkYQwDAV5A1LeAYDgnGIJRhQhGmmjDYq+WlzITKNRIaC7Q/F4m4JhxzoDSDMQNaIzC/KJUUsKsjhBh8nxtdg/ucQjQDT7qm4Rnc9bzG4vyxY0fPzcyuNOtzJ4/e/JL7XnXPnQ8fPXQj0w2DNk3UYqJq4XbdXp6pHT9x+NbjyxcM6R/qHj995PyxpZPz7blmteFDTxAMWidpWpayFFJpbJhexW9y5kRJEcaxRNqwLE1QEIXj8Qh2MJNwMhz2d3Z2gmAipWBEUyaBv5TOkzTo9fYuXr7+7LOXnnv28sWL1y9fXL92aXNrfdDbDfq74WAvmo6zJCmLQmRFmRZpBHIiDqZBUBalYzlCyIsXLz7z9DNxHGmkJpP9PBHFQZJGk8kIiGM0hIORIEtSg7NatYoAMw2sTcHlwNBK6qIsp5NoPAo3N3Z6e2OkMCUEIrXZrKdZtL25kaZxxXUa9RqndDocb61tbK6vj3qDMssjoKXeqLc7HPbC8UANh2l/r9/f2etv7fTXdye7wySIizjPozyFRBjnBgWyJlEYrV1f+8ITTz7+mcdfePq5zY2t0WC8tz0KRlkclMEoDSYALwInKUuR5zkimBBE4JPCrL+U6rqubduGCSvYjzWtAAZgYE0x8mzbMSHBWRazGLC1VmVZZFkmFZiJUEYIB9dS4IdKCUyQ69iA22QcDYdhmoA1TYPZGBFoaFsGRohqOAawHMNC4LYlLUbqj//wz65fWT95+NTe5l7FrnDKYVEwGahS5FKVGJ4HV5b7RcCH2i9Sq2qt/vzzFyENvPa1r2+3Z4HsIdY4ZtNBEE/TNBKyQEQxleNwnARDgFqifc+i0MaC3hnTSCqZYyJdH1GCilymcZrt/1sxDc7jOxXXqpq8KjI+3C1ljoIR+vmf+6VBf3LDDTf2dvZ2d7aPn1p4+7e8fBKgaV/B8gej/uWrq5WaDdsbQnStQquuh3IzGZbpSKVDMt4uP/vY049/6skbTl74tg9/56nzZ9SgNKv20tljls+Xj8wtHZs3fFzgeG6l3ZyvrO9d2exd1TQvVCJxCatGQDHaoMgRMR/uZNtXpuOtUkzNfESzgUIRsEOl5nW6jQWkqMmq4x0E8e/W0LVrw0988mkINCnE0WNHjx0/Xhaq2qjlZUYo2d7ZieOwWq1CrqtWGo7jIkIUpsyyHc91Pb8odJoWskRYMaz2gVPQL8Hw/hBkVC5zzICGELcJMXAuEDzS7jYgLsHkWRZRipWQBGFOwfSYEw6xcPni9SxDBOskzpFCjIEzMQLmJphQYDukpMqKIktj+NWgDyyGKaBQFkUhhABfEGWZxEC72nWZY9m2Zbmmib74InIFFRygLIQs4Dovy0xpOHdBpkU5J6aJOdcY7/MtkLBhwh1SqVeqjRo1jVyICPJ2kkD+L7WmjAVRbAFy1Sqctu3s9YI4zspibWvzhUuXiAGaO9kbDobjSSYKwhihYOAiz2FETShmBnRAMdYwlTzPiyxTIlOyEEKKEmk4rcVA4xApDkZ0MOgtLc1wJo4cnUtSOPbbu+euI0vzR3791576wz969j/+8ZPPX7586eqVH/uJH/rQh37msceeuHbt+cc+8bkrl/YqVefIsZVKxaVwaqEyiAIwUxgFQkqlECaIUIQwokxD4GOMLYsnSVyvs1artrOTjEbTwytLC4sdjfNLV574pV/++ecvfqHTrQbh4KmnP7u5vQruU/Vt17VgfVmWjseT6XRaioIahuM4rdbMoeWjR46c6LRnDe4QzBAiSZyNhpMsy4MgCINQKWlZpueDYS3DYBIVmshKzbNc2HIne71hrz8ej7PJpNzejp57dusTn3ju43/z7NNPru/upabVOX36rodf8Y73vucHPvD+jz76pg/ddNNrZmcvuN4hKSujkez3c43906duf+SVb+0PC8dbYMZMryfhW8+r2w63HcK4kiorRSx1plAuZQ52d939Kfm+57iuYXCEMWR9UeoiV0IgCQ6CiWWb1ZrXaldn52oNSKEUAC2VhoM6adrcdX3H9S3LMU3DMCnjmDIYixvcMIz9XQyjtpIYOiwEpEun220uLs60Wg1CMeQ4cM1SCYg+GJpxSKe247iO7RDCy0IBhuNRgL585X9Gz+R/Rif/3/solIakUSiQWfumC5J0MJ5s7fWub2xdvHLt4pUrF69evby6tra+vbmzB/c3tve2d4e9wbTXD/qjaDiOp3EWxmWYymlSBmkZFTLXlFquW236tY7tNzgwNJyqGb5BPYYtioDbwDTMNq2q51YrjufwWsWs1+1qBUwqkA6kHEsZaB1DVTqGKlVUyqAQ01IEUPMCLkIhQ6lDpSOoGu3//+TSOhMig9VAfDIC0hN8BSITJqQRlnI/JIQGFUilJhJTRTm1bAuKX6nMzECMrZw8eeaWW26/8fytndZCkegslhx7Nm+YrGHgajyWF5/e+NRfPfvcF65Phtkm7D93phRZjUqXUycJizjMKbE8t2ZZHkY8ywv4kaARMJJQhOKQIwyLaJolWRRE4TQc9Abr62urq6uD4TBJkxRKkpXF/oNAAbu7w63Nweq13c310XAvG/Wz8aCYjlQSwmsCMR2V+/m3NBmyOYZuOZJICCWEkEpYjsW5sb27++zzz/X6PcIw41TvEyUkdqq0xhRFSQQzLGVp2pZbqUZZmQuAxSLUQIQgTEuhkizd6e+CJ4B7NGdqbs2RpDAcFieBFsLApOo6c+324cXFlaX5mXbdNQ2GNSeYUwQ5yDVJxUMVFxkExUnaC4bro92L26sXd9ZW+7vr/b213vbesD8FKZcmkKtkAYtKhnv9zeubq5evX794+doLV1evrsNOY2dzb/365trq1qA/yVIpci1LyB+GZcDBAogyC31JxbBMDnPmBuUmBt/ECGGECRJShFGU5gCJ1Ai0EwbQSqkKKYUsAWFEgHGA+yxKiUYaqmEaSJEklBOQdHGKEaEYUjZihINI4gRB8SwHGIghwgwNA135/Pof/NbvJdPpLTdeGOz1CKKO7SGNiqzAjHHOoQeCMIYJKK1eLBqGQqgsCsdxdna2zp49e/fddyklB/1+nGSDYTYZpMEgzqISKa5LHE+T6Sgq9l/dYDgYw5hyZnJuIo3LQsCUXNt1bW4QJIv9f0OjckERNphpccfhTrc5QxB3LQR+9twnk9//939Vsb0bb7jl+rXVSdC//e6zL335DbpA43HJDV4kqEh1szHbqS9TWSGFb+q2RxYa1pGOc7xC5mt0Zv2F7Z//6D/+49/9g9e+5pFv+7FvuuHWI73hpVYXOfWks0QacyTRu6NsM5SDSRkRlxo2jsZjVk4slDMhdFyWY5nsicH1LB6IfOgZ2bwnlpHu6tLX41qwRfeupzVrKRoSg1cYtfMIyym6/Pzq5x7/DGFo6cj80ZNLwE/X1oKsFJLiXJL17cFgHDqQ0BpVv+JhoqUsOcGOZUHC4IwyQgzGGKay0HlaiKIkClNETW5maU4QxlobBleaCYnaHb/TaQs4VaQkTRLXsaFDhBQ3KCGArbG9uX3xhesUEd92VSkopYRAJXI/hMHDSgnj71scIYq4yWzHNk0bI1zmRZEX+yGukAQvhFypMQMvwYgQjClGX3xh2KSIq1IXWRmDtgW/nwZRFGR5WhRZUaYaScqJaRmuawFbun7FcjzDdDh3DdO1nIrtVA3Tw9TAxGSGMwnSrNBwgbDRG0wuX1ldXdueBkmUyt4wLDR1qs1aa8ZyawrRQmipCaKMGYZtO57rOY5jGgZB4K4ABSw3gTmUZVGW8CdjxHftRr3SrNfqjWYlCPtR3KtW6XPPPn71yvOTSVLmAefyX/7qv/q3v/5vfumXfvmuu+/7hm/85l6//9d/8zdPPv30x/7j7//rX/utT376+d7edp6nwMJlkWBUalUmSaSRUAgRghhFSGu4oC/apShUq1WLImzbSKq80222ujWE8yee+PRv/Ma/6veuUlrm+Xg03MrTiedQ12WAkGVTqco4CafBOAgCYHetJWXMNKxGo9XtzrheBSGsFJYCB0GyuzvY2xlub+0Ne8MiKRkzoCUhTOx7CHN8lzCaFuU0SMbTbDwt93rZlct905g9f+4lD73sra959btf//r3fu17v+sjH/7J7/yOH3vXu77tgZe+5ez5h44eu+fc+Zfdcusrj5+4a+nQzQ+85NF773/D8qGbvvu7f/oNr3n/4UO3J5Ev8yYny5TMMu4bJjUsbXu4WrdqDddxKIGXXgq4MM7LRMqCUGSZhud5tVqt/mJx7IrBbKSJUkprZZikUrXb3Wq7W6lUDcNCmEjGkGPbLviQaVPRguIRAAAQAElEQVQ4USvLNE8LVSoMORJJqfNSJClYoewP4HW/MT+/dOTYidn5BXhGE62xzLNkb29nMglKIUzL9isV07KUxlkmQMxFcRKESTBJ0Vd2IV++6TWAdWbn5peXDx09unzkyMzCApiIcNh1qUmYjKZRfzjZHYx2BuPtvdH6dm91c+fy9c0XLq9furp59fr22kYPeHC7N97uQ53sDPZrbxxO06LQRFFTMUszCzOIfM/kvm1VHasGiqfq1+q1RrvdajQq1r5xpVSgLSZx2ouSnazoaRyUcphme3k2LPJhng/gIkv78AnXZTkW5ViKiRTT/6vKqQIVqEJVhDKPVBEhlVMmTAP0nBAgS/JpnIyzbJoV0zwPiiIqylTqQmFFGRHAz7ls1junT9wwP7tY5rK3PRr1o5nWQmd/u29OBsVkLx/tprvrQX8zLhNuYj8clxure73tCSfebGu5XZ+3WIUim1PH5I7BLfDvNE2DcJIWKcSAwUyGmMpVEZdZlE/HQX9vsANiebdnGQYckjXrDc91bduGIGg1m7Va3XUrnPkYeaZRr1XnKt6cbXRM3makoaUvS3jB6jHicfZipTZntsVt0zQ1goQgLcuwbXMynVy7fiUv0vmFWcvimCCoeZ7FcbS7t52kETcNblppXm5t7w3GU4koIhzDVBGFm4UUWzubGzvbTsVaPjzvePY0DsbTYZKE7XqjU6t3a43lmbnTx47dcv78rTfddPNN506dONJuVtqNSqVqeZ5R9S3Y3boOQhjFIt9NJ9dGOy9srT67dvnJa88/feXitZ2tSRJHaSKVMk2r4nh12/UZJ4VIhtPexs7W+t7ate1rV9avXNq9/MLulUvrO1u9NAYWZkgyTm3LcizTRV9SyfKiKEuNEKXMNAzT5OASAJGQehrmcRrD9wprRIlCCBKuQqqUIisyIQvKMCBsgaLGSEF+FQJrwB4poco0S8MkT3IstElNx3QqnkcJtgzTBr4spYlR1cOEoL/82Kd/899+7NThY1XbhzctNdcvszLLS4NbpmkzWB+F5whGCCOMCTxCoEyjAF6CSKQf//zjL3nwgVc88tDapXA8TSmAPNbhQEbjVBWgrQ2GOBKIQHqCqBQa6JNgzAkniEqpQUMgRKt+tVGtuhYH24tcpmGahHGZSXgKWta8KsX76+ce+sP/8Pgf/97jK8uHFuYXLl177srqc69/0yvO3DOjNRpP83rLD6bh7sZk0iunPe2g+WMzt55evu/Gww/edfbVj9z99puPv+TNr3jXax58U9RP//KP/zyPgodedudLHriR0CBMN9e3r0g+8Zo0KseTfKxNnWuQL0nD0kYu834xuD7ceWF3shbaefNo48LDN7/nna/81kcf/Lq3PfKtX/vwh9/50He++WXvv+fUq453bpv0i8n20KVdVtTFaH8Dk03QZ/784ic+9Vgp0tNnjz348vsEEmGuFead2aW0INfXtqIoch0btIJpmUWZQXlRPOlq1a9X677rmYZZFiIKYgHgIEoR5ZiXKUSJoIQgWUbT0nfZ0uKsbe2f7IJfQOjV6zXOeSlK0H22Y0GfOxt74540KDe4yQjjzEjTXGtt2QZnXGolIMkTzU1s2abrOyB0CMJaalFqWWhVKvm3lqPgEmBEpZQUUpZKoC++UARTBw2ry7yELjC4CuGMGoYBu/NKpdK0rRqhdiFYmqIoFMNhCqfnw2EexmgwBmGR7PaivUE6DUGcgEbtLq/csLRyw/mb7n3o4Udvvf2lltPpD/PeMJtM1GAostxSyo9jurU9vXa91+vDhtw2rRpnrmV6tuVD3ge4KBRCKCGYKEwkhqQOsScBQm4Znu9V69XK4lzbNMXcAmQUMhpfL8rBCy9c/vEf/YXf/Pe/f+NNN548dQOlxl99/ONZVra7s0899cz6xubS0koYRr/8S7/0b//Nvx2PR7BIsHWWpWmW5HlOKaSMfTgQkVLlGsF4iHNKCS5g/XTf5N1ufTodTSZ9IeKnnvrUc89+dmGhYZgySUd+hRmmLmUCEyYEjAjemwtRFkU2nU57e7DtGoRBAMbSSiENA1GIviIXsHkMgywK89EoDqZ5lmPGPNdpuHbTNuuu06pWZwj1huNsGsBAfHVt8oUn1tLUfckDb37/Bz7yPd/zf/zoj/7Tb/u2H33jG7/23ntfc+L4bZjWrq8NLl/bura2NZjE1Khys94fllvbqWHOP/roN/3gD/xcHFb+4I8ebzbPITV74cZXvec9333ThYewttMsSLMxxgVIupnZWrtTrdZs17Nsm5smpRxRirhBLctybZgk1H2TMWqBAwOGAKaQGSGCc205xPO54zDLZpCPDINRgFjjoizH0zgIi7LIiqIIw7DX7+/tDSAtJklWr7fanZlWu1ut1h13PyciDJ6zt7a5NhiNBqNxnguYjeP5CJMgjAbD8XA0nUyiKARDFl98BPydPkG+fKPNzi8uLC0vH145fPz4sVOnjhw/sbhyuDO30JmZXzp0ZHbxUHtmodGccf0GN1yFgVRJnMpJmI+CrD+OdwfB1u54bbN3dXXr4rX1q+s7V9a2L61uXFvf2d4bjwMIESS0gYhFMBCV79q1aqVVq7Yqlbrn+Y5jOy7YxdjfeYppWgyzfJAVwwIIGE3gMy9GUk21DjGCzVOIMNQI4wjuKB3s/4lCjUKEQrhJacqN0jIhTpIsGcfxKE8DCLlSxFkeZEVQqDATAdS0DNICapjmcZLCe3eiJBaFAmLVEu9uD65dXsuT8tDiseWF443KLCrMNFAiBf+sOaxTdxcq1ozIDZs1Jv38Ux//wif+8ont9akubSSsLNbhtAiDTEoMDg/LQwRyegEeySmTmYon0XQ46e301q5eX71yDTzYtbzlhWUwwpEjRxaXlmahLMwtLC0uLC7Nz6/MzazUK/N1f6HqzdsGHAe2OGrovEJEjaMm0TUkXVWYoqBKUIwoELwAYUFwXuaFLP2qTzm9vra6ub1lezbhuJRFku0TyGgy3NzeDOKAGwxjPRqNtrZ2entDiBYEW3bFsrycBtFkPNnZ3dVawUE64zQXWamKcTSBWIIY79bah2YXl2YXWrVa1XFmWs1Tx4/fevOFCxfOnThxpDvbsF1uGsR2aLXCqjVcctkrkr0i2okn69P+an9rrb8NvZW69H2/Vqv5nuebds3xOrXGXL3Vcqo2trJJPtoL+jvpeCAHO2rtUnzlha29nUE0zZIglwUimmPN0JdUxpMASEQqTZlhOrZhW4RROJdTGhGOgHQJoZQzDigxDPeFkkpDzkVlKfI8E6IgZD8NwOBFniGtbJPYBi2SfLDXH/dHkIBNyi1u1mp127Itw+CYqLRQsbQRna0ZSKG/+MM//e1f/7Wbzt7ocEMLqTWG2FBaI43BLSmhhBAMpoVfhGEg+K/anwakOnL16lXo8s1vefToDQvJjqz4BtZIZiiPSplri7o1v1n1aya3YZpEEaSwVtALJoRSwqArKSXSCLYcFc+vVyombOogZoIwieIyL8MwqbgVi7uqRN0mgyf/5S/9wWN/9YWXPHB/vePvjte3+6vv+bo3zx12dYgYNiix+ltxNuEnFm+78+yrTi3e22DH7WKpiY4fqt2y7N/YNo+94aF3veuN39Awu5977HN761svve+uhx665+SJxTBJt3ameZkriuAEFhsmorYuME8Qj3ANe6e6x+84+cCDN77mtfe982vf9F1vvP99d5141fmFl9y08uAD51/38K1vfuWdb370wa/+6td+/fvf/D2veOADLG+HgxwVRKcmwXTSy/7sDz71n//sTwjT5y6cftkrz8ch2ulPRlFaaGMcxHu9PcpJs91sNBqU0jiBrDOFD4wwo+D+hkENLJHMJZXMog6H2xrMqVUhLMPIE1wECI6rlxcXkjgiGOd5KqXwfdfgvMjyIs9Nbgx7g73tPgUzFWUwDpGiDLMkjA1mdNqtStUnhAj14tEVx4QTjcEpIHCFLJAWCGhKlqjMhSgl+AWjBBOMCIIw0EihL75A+O93gJHWGmPCmWEwizPHZBXbbBhGvSiMwUBsrgfbO3kQcK3rBp8rRVXIart1/Ny5B1760re88fXve/vbv/lr3v3tH/jAR775m3/wa9/7oW/8hu/97u/66Z/6qV/6mZ/5pZ/6yX/+4e/+qa9930fe+fYPveXRD77uNV/7kpe8+aYbH1pcuNE0O1lG0wRrZRPiMGoRZGAEy4J5mKC3PM/2KxAQALCBEJZCK4Ew1oRIqeKyHI2G11dW6ocONf74j3/rE4/9yfnzR+YXuqvXN3Z2BmfP3TQ3t5xm8oYbbrz5trujWG1u9WCVjBlKkyhMr19fLXKBES1zWZYl6A1KEcJISpkXmQQVjgAWBBaKoxKU3PZW8Dd/8+knn3wchM5wvPPxx/6zbSHIO3k2MnhZr1umiU0TCZnESZCmUVHmCKmiKPd2d59//vlnn33u+RcuPvPsU49//tPPPPv0aDyijGlN4jjXiHt+27WbnjdTrSx6/jzDzTQ2kogVhTMc6uEA3gLPyLK6tZHv7gjHXDx14t6773xDq3EyCoyd7WwwUGlijid6ayuYTErD8GHXN7c0M7c4U2+3Wt2FTvuQkv7li+Pf++3Hfvqjv/l7v/s5ix994J63fdWbv/XuO9+4MHf6LY++7/77X+754ImSUOk4tFKzKjWzUrXrIK48gxvgKaoswZHzoijgN03zJEnTOI/iOAgSEGeQVfehUwXCJcLwbl0A/3u+ZTsmoVgIkaYgXlMpNeWIG0wrNZ6MN3d3B6MRQN+E44x6HeytpIbe0jwzbG67VimLIAqyPA/gbgjYwmUxnQa9fh9gDKYR3MvSXAiJvrILROqXa4KOsy+puGFxw7Qt169Ua412szXT6c7Pzi1CnZs/BPEwO7vUnV3qgEPMLDY7c7Va1/ebplMh3NaY50KHaTENk73BeGNz7+q19UuXr1+6unZldXN1fWdjGzx5OOgH00mcJKUQCGmIGKhIAX8gjYhUOlcKHDpTKC0lKC1oOijykdYBxTHnmWEUJs8NXnCWcZZzUG8sY7SgNCcEdgP71wYXJoPIBAeYTMZwcL01Hu5G0ViqhLCScoFYoTGczKVSZUJnQoI7JlCiIBWQM4idRuXli9cf//ST1y5vGtQ5tnKKIzsLVR4prm3fblactsPqKDfLCJu4YrOazIzd9eCzn3zuz//osSc/d5kov11fMmmlyHASlaAULcv2PM+0DEKJLsAls2gYDnb769dWX3jmhY3VLYvzY0ePzc3NLy0trbxY4AL+7HZnWu1OpzPbaS26TpMiP0/YdKzigIjMSUNI/BWD1Kn2tXBEwUWGy1yLXCqhwjAyLUgcLE0TjZBpGdNgurq2utfbzfJc7Z+K85Ujy8sry+1Oy694HHLGvjVUXuRxHMtSmdwimqZRGk7CjY2t6XjaaVXrNQ9kHzSoNepepVqtNIBpq45fcXzHsDhmnDLXdVrtxuLSwvGT82vHegAAEABJREFUR48eP7J8aLHbbfp11/Nt06HEwILojGphE+xz6pjUsSzP8WqVeqM+A6XTaVaqFdete/5ss73UmZ2rt+t2hSoDFqgKzDAiCgUjtH41u3p5Z3ujNx1nWaq0YFgb6EsqSZJmeSGBXyjl3GQAB6WAm0KIUsBFAqaIIMj0sEIC42BgIlgtBiGUZmUcZ2UpGCMGJxCrSiJOoC3NUzXu55NBJLICQ19KU0IcxzaBFBWsQuEScYk7fuXOG5c9av7yL/zm1eefPby4UiSF63iW6ZQFUKeEGaD9Db3eX5zWSENRSkkD5A5CsPjuTGdjc8OvVN7+1Y/yOpoMyppr2pwTxUSqsWJVv9GudyzDwggxSjlmSGGpFCHEMA0oBJMoCpM4ZgxkdwXSgGkbUpVZmWYiIxSnRb4vRk1LFmph0cxG8vd+86+399ZOnFqxfRqkozCZfs173lSb5QjjRqXbri2cO37nK+5989mVe3HQiDZ5umMlm+bkOsjzORq2WdSc80+8+oGvuvXMvc8/ce1Tf/m5fFqeOnLurlvOdBqNMicmrTUrS7OdUwszN5xevu3O0w/ccvjeu0+95JE73vzae9959w2PzLun1cAZXMu3ngu3n5v2L0eDa1Hv8nS6Hjtl9Vj79AM3vvz1D77jq171/re9+kP33/WeI7O3Vs25SqMmU/Spv3n88U8/DmZ98KV3HznRnQTohasbYVYUQk0mY6lFrVFdXJhrtZogcuIojMN4NAiG/VEaJ0QRjrmBASHXNX2ODKqxQShRyCA4zxAz0cnjC+1mM5yOpcgBWAL4EkwpVlpkeZakyfrqejAaOybKYzXp5+AeJjMpJtVKzXFcSklR5nkplUbgb4gioURRlmUhZSl1qbVCUoCk00WuwDsRwYhSRBDCWpMX/QR9ccXaF0sc6IIRxjArS82561iNLGW7O2l/TxS5X6scvuvO17/spW9/+OGvef3rvu5r3v2d3/D1H/ngN/3gh779o9/zkZ/9jg993zve/gFQaTecvrNaOaREPU28jfXsyuVhb0+1WkdPn77ptptf8sB9b3nlw+950xu/6U1v+Oav/7of+M7v+Onv/chPfvU7vvmGG+5vtY6YZnMayCAUUjK9v6ukQiHDsBzHqUGpVhhjSGmsUZ4nEWydizjLx7UaOHG5179mmDkjyaB/NU72qr5x/MgRkxkf/+vHPvnYZ8Npcv7cLd/2wW/6pX/+Uw+//CWbG/0i0zdfuP3UybPb24Pr1zeKHCQcyFnGKCYEQaRAolJaQBRI+JQqTSTG9FOfuvypT33+4sWLZZk/9/xTj33iL8oyAsWTZGOl9zf9SuWWTas1VysRheMsjZQqpRJ5UYwmk0uXLj315NMXL11+/POfe/KZp65cuzQcj6ZBXApkOzXG/LIEAYfTlOeJUeQexU3PXZRlDclmvXJ8af62w4fuWlm+89wNL7v91tfec8+bZmfOX7o06vXk3l65sRFGEcGkkhdsPCmTDHHTMWwjLZPxNACmQtiZnTvR7Z68cmX8u7/9N9euDG+/5e7Tx488+YVrkBw+/tin//E/+re/97E/yoqw3anV6i4sBBNJqeKGNi3suJxypXSZAfggn14UVtNpMBpN+v3J7t6w3xvDn1mWAzhgIGhWCkjQmjJAEPAVhCLAV2lZlqUQwnZws2E67v7/PDlNkiLLAHvf91zXhQM3iACloGURhtMwCDhj3W6nVq8DmsDXYRxPw2g4GvcHo8k0DMMEBGWe51pjBhH4xbn/33Vr8uUbME3yMErADOPhZDwKojAtM4Ekhj1QHKQiU1gxRiDeXdeu1P12pznbbc21GzONRqfZaLVanWa70+p0mq12s90yLUsineTZJAiGo9Fur7e1tb2xsbm+vrW5ube9tdfbGfX3xiOwAZh+AkQZxSG4xjRN4rIoBNi5yJIkiCIw1qQsY4wySkHMKRNcylAGV5zCLgpep8K1ZLjUEiYcpPE4iUfZ/ido/d1g3Aung2DSn04GcTQuyphQgWkhZFTIoBCBUPCuXSIkpZLAkuEkiSfFZJBev7LzzBOXrlxcnQ4jkSGZ6ywqBnvjcBxRzYC+G35jvjO/MLNY99tEWkmgRcZs1shC/Mm/efJP/uCvLj+7wbTX9OcqdlsrHoZpkkJGJJThosjHw/FgZ7Czvrt+bX392lp/d6JKUatU52Zmm40GvGntgoKbmel0OnWIJ8/3/YrnVg3uIGUWOY6mIhyXqjBMVjd5nSKfIs8gvsk9A2aBDSS1KIB8iyyH97zYtEyJZFakwPGUkfFkeO36tTSDr1CtXrnr7jtf+uD9991/98lTxz3fBTlS9W3P5kiB1i1Nsq9c4kkSTeKtta0yzWtehROjzEukaMVtdppztWqrWmlqRUfD6fb23ngcwu6Ico4oSWURZQmcmlmuZfkOdw2YoGY6lQqbqNb2aq1avVVvdRpzs7NLUBYX52ZmfNfzbbfuVupuFWqzUm/4VZebVFGOLY5tgxgWNUyOISSSAG1dT9ev9Uf9MA5KoA4p2JcWKRhRtJ8MkYaCECGMc8gjJuWQWXWaiShLCwH7AUwNxgz4HmGGCEeEIi1RWQJhKdPkECeEIKhIIVmCb2kpkchEFiVZlOVJlsapa7lEoyyKGUK+hS1CarZ/bGnpzJFD8TD6hf/j3+ZRTDT1nYosIcFwpJGEbZDUWCGCMMIYZqm0VkpZlgUXlm351UoYR1euXT1x5sijb3tlPtIWs6uu7xhOkYgkyjhhNb/qWy7BBGNMKYF5Z3lalgVn3LYdcBWhyrSMcwmnYdquml7DAbmimSx0zi3SG+4lEI8MRYlK86KxQK5d2f7n//i342J85PgypnJ962q72373+7+q02lV3MYNJ2+6+Ya7F+rHg225+fxYDi23bPOkRqaeGFXyob/xXLb1fN62T51ZeoDE7fVn4/EGHVzXt59++MFbX33bqYdPzNy1ULnxaPeOpdotXfPGReeOFj7Lpovptp/tuGLoh5v68ue3157ZGW0EyTDPRtl0c7R9ZX3z0mpvdTvYGhXDon95tNI4/vDtb3jzg1/z1a/74KMPfe19Fx6++6b7FppH1i5vT/oBBPUb3vTSM2cXfc8joMq0jJNoNBopJUAor6wsNRs1pFVZqAn0tpcHo7jIci0RRdwxYa/mGftHSpgSzCgp81wW4shKfXlpjiAwXJHEQAGRY5tpkoBj+L4LLXd3tq9fvRaOQwpupxBFxGKmZdqVStUyzSiKIJ+FcVKUat/kDGFwM6I1zENoUQhVKKQ0xZgRQjBBID201kgBWSskgQPgzhdfFcISY5QksVTIsirgGtOJKjKr6h86f+5lD770Ha9/3Te89e0feuSRr735ltecPvXSY0dvO3rklqWFc6Yx3+/pF55Pv/D5/tVL034PXbw4HQ1hca0kdjY20u2tYmcLXbkkL1/Otzaz1avZ1oZ45unB6tVy0CeN+uG773z1G1733te/7mvuufdVS0tnpLRHkwx0icKWRqZfaVVrXc4djChF+yDH4VTLHOliOumNhjv93kYY7LmO9jyMcCjlSJTDYX9jPB7cevMtr3/da1/3mgduunHlhWefZQRXXfbqR17yutc+alr+2bM3vv/9H3jd6x6N4gJjDv2DGTGGThAUrRWMB8QgpFBKJ3GRZ/LSxcuMma12a3F5YWNjdXXtysxcw7HhiDEA91GqSLNQlFma7Cu5LEtEWRCMhZBlWSIMQYxKqSjjtUZzZnauOzvX6sykmdzdgyQs4Fwtz62jx2678fwDN9744E0XHrr1lkfe9tZveetXffNDL337W97wwfe+6/tf9Yr3v+S+dzxw79ubtdPR1MoTp9M8Fk1pbzcNAxUEZQ82ucOYErtRhzTdxZSDANKYScmSRKcp3d4IN9emzcbK2RvuiKPs937vLz/5ib/5/OOfuHr5qf7o8mcf/8/PX/y8VLnrGaaFS5FkRShkJlWmUMk4QUikWTydTqCGYRTHaZLkUNO0KAoBuIHsxoRkWRZFYZomlFHb3hdtSRoVRUYpgVir16v1esW1LdtyCMKAl5LC5My2DEz0oL83mYzSNCyKBDBjhDBKq36l2+w4lp0VRRTHURQHQdDvD0aQeKJ0PInDMNFKGdx0HQ+m8ZVcyZdvcuE0jCZhNI7iKRBJBBfhaDoZjsb9UTAK4in4Z5bHRRYWeViIZN+sRIDvE4MADXHPsqu+V6/VgPgazVp3ttOdabc7zVan3mrVYVtRgSztOLZlaaUhRWVJHkzCQX/U2+319wbDwXg8GofTKInyIivzrIyjLApSuKbgiRScARkGMS1mAeeZjMP+ESrVcADBGGRGkedgSOikP+jv7u1t9/c2w0m/zCOKBKNaqyJJoul0NJ4MgnCUpBOocRbkZYSwIhRilyihXasmMv7sF65+8q8fv3p5Q5XEZA4qSTAKi6SIg5Bq1Gk05zrthZnukZWlY0dWOu0Z26h2msvtxlLNn51pLjf8hfFe/kcf+8u//rNPh6PSt5u1akdLEkdpkqbggr1+b3t7e3N98+rFy5eevdzbGpoUNWs1Tlk4nQIhi1KUOZQiy/Ikhp80LyCb6ywry1wqCbM1DOY0ajOz3eVua5FiS+XUoI5jeq7lwhkMxbAckWUpJQQ6yIuMG0wqkRUpZVRpORwNNFLw5zSYVGs+GOvIscOHjx4CaWVZ1ORyX9FlqUhTVCrI7+PeOBqFYT9WqUqmUZmW7caMZ1XDUYaEoUqugCZSsdubXLm29szzLzx3+dLa1nZ/Mpkm8SSJgiwOimQMVJMDZSq7XuksNuYWQLS2W3DiB+mLMc+2GrVqs1J1LZsqBFCDWMKgh3KhCqml1hIjiRniHMPLDF4mSOXaZMjiKI/Q3maytzWaDtMkFFmk0JdUGDMp5QgRCQNKjTA1zP38CseFIOA0jA/YwVQwQgTDn1DLQkNjZiIClYGXYtPijNGylI5pEIzKQlCMPBPDvLM0f9HJ0zIvfM9HSg/7A7CKww0iFRZaZQIWvzJfefIzV/79v/1tmzucmFgzg1sEjvY0ppgwTMFVgNow3s/lsNCiyBFBpmXEaQzpfBJMMSGvfM0rzt2zPOhPXNuzuFOkeTQNZFlCDFYqHjxeFCUC2a7yOIriRCCibNuwbMOvO+D1sYiCfCJoxj1s+lTDSYFKgmJiV40wj+Iyc2oGosyrs3qHXbyy8fQLzzQ69Uk4bLRrTz371I3nb7z5ws2+W51pLcy3V8oQjzcjFBkN3kFTEm3HRubkI4qSqgyrxdifbLBkx63ik012topO0en86LLpZcdecfO7TrbuSzZcPunOm2ejterzj6Wjq5Wdi/Ty4+Hq09Noj5q6bmPf0KZDTZebTGuV57goSSmLIBltD9RUTDamFz97ZeuFvhxbM9bRe8+9+pG73nbh6AN3nH3Z8YXzYS/rbfZXFo4+8vL7z509bltU6TKM4Vh6DRSB69pz87OtdsO0uNIIWFgLVOYiT5Iszip7ORkAABAASURBVMA5DWwAwqZhKiGhUIKCiRAFOn5sueK5YTC2LDj3ipQsAfk4DgjB7U7HsZ3d7Z3Ntb3hHoonyAASqHtgLJOZjuVORhMoURwLIQlBmCJwNqEErElKAYpAFqosFdbIMS3f81zHMQyT7DcFv4XGWsN34BxfZJ0A2UVBu9UqYTCJOK8kKaG0eerUvbfc+srjR++enTnveoevXo22tvMrV6e9Ybm9q65fz9avR9sb8Wggygzm6heZlUQISzvPWDhGeWohUZmO0e5WGocUvBVrW5W+LBgj9bJgvZ38ic/3r1yemLx5eOXG22556A1v+Jo3v+Vrz52/pyytXj8tha2Rx3mdIIdix/fhwL8CmcAwwZcVgJxn8BIvbrXrSANPho6Ng2Bbo8mFm47UKmanXb/rDlB1D7/trY+IIvnt3/6Tv/iLNRCdJ08cecujb73ttltrVevmm2+tVqqEGIXQYFulFIAnpCrKQitQdQxjrCTco3kue3uDra3d06fPNJu14XAXY3i5iaNoWmRJEgdROImjIE2isshh14S0ppRyzqVQMEvG+OGVIzeeu3DixKlTp288fQNc3NidWbHdZprTKETV6uJNNz3w2te9+21v++Ab3/i+l730ze3Oqdnu2Ttue9VM92yaVAw67xiHpkP+wjP93nbh2XO1ymIUKC1NpK081VkilGSMORhD6Opgmm2sD3o7UZaQ3Z3p1ctbZU4G/SnM56Ybz62vr/7Df/R//sa/+9Wt7Wd2B8/2Bk8Ruut6Ya1Om61atVKBvR4mMsviaTgOYGlJkGdpliVxHEZxEMdRURSwQNe1qlWn0fBBpVXgKRssxQBFKfdJUgqFNDEMixAC7aUU4LYQVq1W0zJMWeo8Lco8VxLkINB9WRRxnkOwlEUZZ3nEKOp22iuHVrrtDtYAdZKl2SSIesPhYDSeRlGS50kqglBlmVYYYYoNg4G1vpIr+fJNzkDYALgRs4hpU84UkpnIg1TEuaEZAT8GexRSpmUZ51mYFkEm0lwXBSlLKgVRJdOCI20acIRCG1W306rNdZuL8zPLi7Mv1pnF+c7CXAdCq9Goe/7+K0jKQG0B98owTKaTKIryLBV5Bu6oklgUGdHSosQ1DMcyDZMzkxsm8NZ+5QZnBmNgOFEIMG2apME03N3ZW7u+vrG+Mez1VVlQoh3LACEJKTDPstF4tL27tdffGQ73dnbWR6N+kkZJEhdw4IQIJZZrN/e2pi88vTrYDVVBG5XOwuwh1/EooePRUInC9+3lpdnTp44cPjxfr9lKJeBnN5696Y5b777tprtPHjt7+sRN997+slPHLkx7xZ/94cf/8s8+MRmmDb/j2rUiU2lSTCbB5sbm2vXVK5euXLtyfW97ksba5IZlmkkc725v9/Z2N9bXrl69BvXSpcuXLl9ZXYWzza3d3Z0wBP9GjMN0iAk87leaze7c3DykAa0R1oRiZlBOMWRqpSCMIBlgnCYQexlGWEqZRFGWwQ5m348kAJymYRRsb2/BG/HRCA7+h4zjim9RVDBUFFGwee3aAAg7LlAqxjuDbCpUirJJIhJhIktndLQXBoMsDkSvF2zt9K+tbT57afXxp55/7DOfe+xzn/3C88+t7mxP82QQB/1wOk7jHCGrXp1dWT5+5tTy0mLNsg0h4ZUhKCALYRthQ8ErSE2FLKIkgW1GGEJiGw2GcRjDgrDCWGIQ4bpQZSqwoCYhkAspRkWqejvTPpzM9mFV+1y8v8gv8ldJVeYyS4s8K6VUBAMpcMcBVVdpNGqViglq0zA4NwgkIsjtADsQFgzCGOIcUYpMk5omtOCY0H07EQz6zrMNx+IY4zwXRZoroTCllLFSlGmcFKkosrJIy2g8GfUG4TiyOVuap3/0B5+6dukax0bVa3BimNxSMKlSQIca9J/WpmUJIaCnHCQ7p2mWYIKEktxkhchd33vHV7/Lto0ojDzXRUgDljkwOtWWzSnFGglERFGmWZGnKQrCPMsTqQu7Zle6DvdxLKN+OJzmU2lmvIpYRWtbzB5uVzu+3zLnDjUPn+h0ZluHT3cP32Cvrm31+v1Gq5UXOYDz/AsvnD9/7sjKEZPaBrbKRBnIma3PIdgS9KPe9a14EDjUtYhv4orHOzJ0UNxoG6fKfjPeqKxU7yp3271n8O6TIrhEtx4P4yuoo1bIuLn+rDLE4dOHXtKtnNa5x7SnBUZKFnkqyiQHGhgPJqNhHqUWscBRx7uT4Ub/cGexTn0S06wnr3x+q3c56RhHu/bxpfq5pfoN6QAno3KwM5prd08dP1SvmpRAUlGw4dnb203SuFrxa7WKaTJKEWXIYAhKWUpI3+F0CsAxblCEIVeB23CO81JXa2hhsY2wyrKYMpzlMSWIEqzAQIw5lu17XhSEk2Gkyn1Z1qjWXNcXhUyipMjLOIm12s9MhOy7FjfAXijP8xRcsxRCKi0RQpgRgzGwJmWcWZYFLgHkzcAAnBL+4izRF1tgIB1E0fzCMvD6xubg7Nm73vOeb7/jjleLsvGFJ7f+/M+f+vhjl3Z2S2r4QntBTKcR6BXLdT1OXawdrA1RGCBqwyk4nSELnKeIIu46PkVWlhJZ7oucPEWy5EWGKGa2hfeji1fK0opCMp3osrRbzUM3XnjgzW9+/+te/zVzc6eHI3VtLdjdyRzerVfmOHNbzc7K4UOU4iSJ5ufmjx073qy369Um1gRj3W5XajUm5ejkidmvfvvrPQvtbF659Nzqpz5x5Q2ve5Uqo4//1Z/ubm9trW/ubG+4DtrdS6IwdBwvCELX8cpSIQQVCSmgEEI54YApIeADcMHOnbv5maefL3JRQpE5vFKM4wBmUuapFgIpUNtAIIjBM2APxjDColRpmkdhUhbS96vdmbl2GzLi8uEjFxaXb7Cs7uzsyfvvf82rXv3Oe+55zeGVmzx3wbbn4tjEuBkEdG097P2/mfnvcNuS604Mq7jz3iefc/O9790X+73XudHImSBBggCHOQxGnGxZ4xmOJWs8nz55ZMn+5KQZS54ZSyNxEskhOaTIIQkSAEHERuhG5+6X77s5nBx2jlXldUHb//gPG/g+yKhb97xz9zl7V9Vav/Vbv1rVwFhkmTWfor2H890H0+mo0lm77q1y6iVRNZ2ECDGkSBxnVakAs8tLa67TmM/CB/cOUGUlvvKn2XQU7dzfDebzXrcBUurR7uv3H3xLocHGBb3eLPzgQaWOW51MorO8nHKObQcI0AZVp1QFUZYDYZUFvBZlLlVFCOYa0zSu65qm6ZxrsFzOGXSMSVXJohBlIUV1LmurSsHcsizHGHPOMVGEIBCCYHBOWJWXSZzkWQr40DQEfNtq2o2G2Wm5S71mr9OquQ5RKo2SMIiiEGos8cwPZosgiLNSSkopoRBfKC+hw45cUYa/W/T/T/x98v0bb729stZaWm0vrXZ6y81ux2s2TLdmOK5um1QzENEl1RXVEeEK6QjblDuMORpzTc0zuaNTgyqdCtgjW6DCccFwoTGhUUFxiVFOVEFlARnHcU3Xs+oNt91urqycn7X1ukuW6UrB0qRKUxGFZeAXaYSqkotKT2MkK3CNpipU5VWVCVkCtLAsznuVq2iRzM5PVoPZaLG/e3Tvzs7B7tFiFsjvpD1KAVsQEjQvKrg4HAwPjw7evnPnlddf33l47+z09OjweHg6LmKpU+90f/ytF96oMn7r6jNrvYvdxspjl29YhlWkqb+YmzojuKiq0LJxrcYNozINubzUvHbtaqvZ3VjduHn9ie3Na0vdzYvr19/13IeQNL/4+W+8+PXXZuOQIUMUaDH1Z9PF6fHp7s7Og3u783mi61jXYYEyz9KiyDBVIK36p2dHR4f7+/sPH+3sPNoFSfdod//hw4fz+diyQS6grAjzIqpEzjlueN7W+nq71SjKNIsjJAWG3zLHUjiWiZRSUmZJmkRgRwSBlMSQoRKKcVnmtmWuLK3AcI8e7bz1xhsvfO2rRwd7GlWOTpquCdT7ra+98PI3Xormkau74ThEecUk4UjLg/zo0enoZFoEanIWTkbhg52jb79+75uv3L39YHAwiHZPg9fv73ztlZe/8vK3Xrr9xu3dR2fTaUVpDZy9tVlfXuKWbQAJCCmDECVpjWoNrhuVVFkGNlZ5GU3ni/n8nDmiZDQcD4ZjKFvApTRJGMamppmabjAAHTsv10GSqJA/zU+PJv3jReSfczH67lvsJ9E0CaZRFMRFVohKSOhCUkIc1/VqdQ82oY5l2abj2XVIwi271mROjRrni2GmxYHUCAEeUZzRNEsVkg64wTKlUgDvLC2FEpgSypgfBPPFggLlU1JA/lAo8Bfj0RAWGIVRs95e7pif+Xd/tL+z75meq3smN5HEQoDJZJ5n8AaGyfOcUWrZdpbnhDHKmQmglNVwNAiT6OpjV/7SX/70PJiXqmp26oAw2DFEaSAUfLmyHEY1lJWpIufJC1TQeO6H6SJXsdXQuxueWWd+kS7KSKuj7oXmyuX2+uUe99SF670rty7Ul7zaUq211qx16l6jDrC6e/fB+toaWN2yjLIsYKZL3a5tWIuZH87CKi0TPxocn9Qty9MYLXPbYEcH+2EQtetLsBsPh2it8cRG/Rkru5CdNd9z5SeW6a0/+G+/uvP1YVdsdsVqeULU3DPVOsq71y68c7l7JUtQHKbjQZ/QqpRRKSLKK0y+I3YQd8wGUSaE9vDwlOdy2WvbyoSq4rK1tjjM7r90oqfdJf1KObNb+pahWiKW08Hw8tbKjWvrloFsiHzLnkzg8WeOay0t9SzLdFxKwFxAZBWSEkskZ4v5eDKWoiqqkulM0ymmRLfUzScuNFuNUpSE4zSLIcAJwXHoA3wMrmVJCo4DE2k62dzyrl5dbbc7eV4OR+PT07PZbGYapqZpBGHYNlCKOKcE43Pfq/OWxhUCHtY0xnhZijjJiqKklIL34Ubd0DmMoXPwxXfbuWZwbirE8kLFibpw4dZ73/ujrrM27OdS1FrtK5a7NpkVp/3Fw91JXuEglXvH43sPT8Igt20qSnV6GsxmEaMaTDv0YRfy5woHMYop5UhRIVCaqjiUQF+yRFkiFzPgLGSZuqEZs3maF4Xj2v1BvrMzFKr2/Lt+5K//zb//6U//ynLvJgD55DDefzTNM8qZWeYlZ6zb7tW8pm3UHavpWZ2LG1cuXby8tbl2YWu5KOZf+cofHu29efP6Wrum6TRbX/YcU/3wR9/33vc+97nPfubVV1994vHrlUCLhb8I/AjwVOQKo7KszqMCoXMSkJKA8xD8MjCyrmEo6XGqG7r1la98rdddfvrpp6LYHw37oNGBsgimBnzIDUYZwQQjonFNCBVFMagZWD68R4jqOrirUW9sYNSEFbdbV37045/+xV/8Xzz55Id1HWZuM62NsLXwUVlZXn0tSQmYnXGv09mQlebPMlWxpd7q6vK6zuH4C6jGDvy5v5hRguDRjLAiLZIoLzKFBB8N/G5zpe42Tg56hIYWAAAQAElEQVQO1lZaSTIIwn3biUbjN10voHQwm989O3stCg7i6Gw82hsO9iejszAMAIGWbVqWzTUmpRSiKKscjEMp5pxpOjd0aBpYBiOCzptQ6hyqVVUVRZVnVZHJEoyquMZsSjSsKDwTY6xp3LQMA44zuM6ozghnBNyKDY4dizcbFqTXXsdd6jWWuvVm3aZIRWHoz4MyFaJUUJsLgihJFZiUA3ANk2uEEKQEeA1mWsHv+XR+gH//3F7flwm23Frbq/fqzV6t2fYaTcerm3bdchwdUrvSMDUZh65jyALEJKDhjIZttTwb+BzUc6fp1T1T08GVSZrMqzIsiiAKp/Pp2RQy/+hkPu2H/iQJ51kSlmWKsdQ1ZlmG6zrtVnt1dW15edW1awRrWVqlcVkURApelQx0ThqVoZ8tFvFsFkyn/mTsj8eL6TScTII0EUlSwe7k5Hh0fDycz6IkLhfzZDicRWFSllDVoRiRNC0n48Xxydnh4cmDB7t37pzs7y12dnbu3314tHcyHs1BlEz64duv7VQJWelumXrDYG7Dazu2hyXZfbQLmDYMLmQ+nQ939+/vHd6P0lmjY7e7tSgNlKwU0ABkE8RqdnNz7dLTj7/jo+//+MXNx3buHH7tz741OJ24Vv3o4HTUn8xn/mLhVwIZBjUtomlIM2it5vY67W6nbVmmaUOMcMYowbSqFCxkMpoOh/3xtB/FM4UKpYDA46qMkcwRKi9d3rx+/bJjGVWZSVFpnBkgdyjED6+5bppkZ8M+3LCysnrp0qVmo5HlGZDL8tLy0lJP17XhcHDnztuHB/tBsDg5Pjo5OtI569RbDNH+Yf+tV9569VuvHe+eWprbrnmAhGAWjc5G/szP4iJYxCfHwzu3H7321t6jk0WQI8CKZBi0zCJH0zga+rP+fBKJlFi60667naZZc5lpgiIGijcJaRhGE+iCMVKWVZzmfhjN5zLPOcQ2oaKSYRyDnDsE3x0f94fjOPIh9F3L5hgDe4pcYEHymMBxVpmReFGOh3H/aI6+t1YgKF2hAhVZlcRgpSSKkjCMsiyjhOi67ji2bQMJaZZl1BveyspSs9msuc7yUmdjY3l1rVOv1zHGaZoALIVEQsiszNMyq6RACEMttaiqrCiklGEYTmazMEm5Qb2GAdEFOSSCG9M4Tavjo+mV7S1Riv/un/wPpwen7Vq7Sotuu91ptWFOFpAXofPJFLwJqh3knUJSqUoqIbFQREmkFsECEfXzn/659374nTu7h17Ttjzz5DSYLCa5iBErDQtTJpguTQtZTeS2sVunukkFzjIZYxN1t7ybz3Qef25t69pGd63WXHbsFndahu5RaitqKsRgOFhMClAzdefe3f29/YPNzc2yhD1zdXpyev/BjhRKZ5rGdTDAnTfedjQdV/l5hKeLg707QoaQJuaT8XgwFRnRlWepdp2tbXcfr6amkbcud2+tGBuPbzx5Y+1GOSlowi9vPZ4n+N6dPSQpGH+2mCRZANPWNJymoVSVUCpJCkKt2SznrEGVjUqSBUm6ALymZVRwodNcj8ZVOFLBEK83rm91buiili6qIixUnq0uNdrNmhQVpbiSZZYnjNHVtZULFzdrNafZwcxAWYGAXDSTY0aDOFwEPqI4LxO3YQxGMeWovVRjOqlkXoDDy8wwDd3QEEaWZcErIfTsbCArBepjfW01SwuwQRyEVQVBLJIw8RdBmuRKKEowwgQJjAA9GAOGZAXexlw7b8A6UkkO9jUMIUUlhKbrHIaC8QwDffcNKhylwLVGZzjyr11/+pd+8a+vrlxZLCQmda61DQtSxIbCZpCUDx4dzgI/l4XpGXGanFNuJCpZ6QZ3XV3TOUKIccoYZgxVFUoSWZSlQjBHVBQgUyDdF+CtqioXsyROJHyHUkQIAbmGkeY4Tp7rk1GZJnqrdfk97/3kpz/9d97xzA8bfCUNeRKiNBFZmgNJUsxDH+5nptaQpcaII0sCamZza+2pp68jFb/+6lfffuNrt26sUxxRHL/91svzeZ/i4qUXvzoen1y7vkQosmyzqHIJXiUSEZB0hRTnO8OyqKQUBIPhlRCCYmToKAjU8vLaUm8lChPD0Lc2N0BHDPr9LMnKAgB47mEpVJ4VSZwGPggmTinP81IICS1JsiiMojD2/XTv0WTnUXB0mC0WzKtd6HYvE9IqcivN9H4/CSOSFXQw9JXU0lwenw77Q9jbxrDeooA4q4o8F6LUdHLOqfBq8fOcbelCVMPh8NHuwfHRWRKXumavr6ytrq4PB2caL4Gldve/fXL2sm6Ok/xBnNwndEjp1DJzz6HBbLBz724wm5d5mcHwhNm263mebTu6rlNKMbhH55xTQjCClUsBDYgIY0wpAYMAIMH7sNiyhBlWWValaRWFeVFIy6wRos1nPhAgZP9OpwlPSqI4CROscM11e6DQl6CqVOu03XbHWVlu1TyOVJGlYZElVVFURZVnZZYUYE+pQCfCntZ0bNe0LMAe44gwRCmMr6QEToU3P7idfP+mVmXleU8KkRWqKFVeSbBdmpRJLLJUwsalKlVZQqEMOkOVwQgjCEPooJIRyajAuJRlksRzfzEaj0+Hg6N+/+Ds7GBwdjgZ9f3FOIn9PA0Df5YmYVXmGCPOmA2pseZ125215ZX1tc1ue6lea3pO07MbtuFRpaVJNR2Hw8FsNJzD67A/HY3ms0mwmEeBnx4dnh0fDfqnk35/BrwgSsapLYW2WKQnx8P+2RjuOutPj06GB4dn0PcPRsBCtoUtA0FKSIIs9PNgVoxOgvu3D+JAUGSP+/58EjZqkLuc44OTk5OzKIrKMpeqFFURBLPT/uHe0c5Rf2/mjyBgk8TPiqgok7ICRYAM01npbVzZvvned37oZ37iF5+89dzdtx6+9u23UIlxRY/3jgkiBHNYvkKiLAH2yHGNVTievri5sbF26TKcVl24cGn7wuVLV65egbZ14fz/0AQIbrGYjMYnUiQ1V2dMTCani3C4eaG7vb327NOP/+jHP3rp8lYc+XmcLHV7jUZjPBxzbnDQdkhb6ixdvwLC7/rq8mq7AeWDBth8tbdcc1x/Pj8+OAx8X2McK6SkRAIF8yD0Y1niYB6/+u23Xn3pbVCPGjZVqYpUpbFIoiSKYj8IpjN/PE0UAw5GXpPU2prXpm4TuU1S79VqnaZVd2q9Znu9111favY6Vs3hpk51pnHmGHrT89q1WsOyLU03KNEQ1hEkMEUwMbgO30GgYUuU5VIgZFqa7RgaVVjlGAlVlUUuOCUbK63tzZW62zH1Bqp4Fn2PgaJZGtYxwkiWKkuyNIqLNJOQc0pAdiJFCfRV5Jnv+6PRcDgcDAb9PE+B5izT9By35tagtdvttbW1ra2O5eqarkGH9Gq7Tq1lN1purd6AP8MoXPiLMMxKWBXFhDGma6brmI5DNN32rGZTn078MqlGJ+lv/qt/e7RzsLa8VmS5P1+0GkCCWlVUrWaTMxKGvoTsIdV5slBSwdIxEUqmeTLzp4qJX/rLP9fdNN96+MCuqY3LNJfzEiX1juU0dcOjTk1fWnW2LhmXr9YvXlxd3VzqLgH2La9ld1dbG9urq1vdWsfSXQJHsUorlZ4rXkgCUhpqNGkhk0KcI19UOInx2ckQhAhj3LKsLMsYY5Pp5Kw/UBJRhGuet7LUw6qquVqjptu2YiwLw34cTxyLe6aFcmkSa7W1znL98P5pNs2vrV270Nta8XpmxdqaAxNsN2u6RufzkVKlVzMYU4QrypVuApFjqmmEaqICHvCiCDPaZrTe66ynUX64tz8enFEll1rtXrO7uXRxrb39ytfvne5G6UzTqpZFGkVUBdN5u+696/lnNjbW4yjinIJpHz68L0R+4+b1Wt2GhIEpgvVIQCASlBOiU0URM5hkUnf1KET1lrOy0UVcpQWI+yiJI01nmGIFGQjwimiW5Ae7+3GUdrtLruvNQGL0AQ+pFBJJpAQioGzyAvhBSlUUMknLNIXsqMpUAQy9pllvNhzPpufPBO6FAywMDy+KIsvSLMvzvIR70XffEsBNWpSFCqPsxq2nNzaunJ4uuFa7du0WZe5kGg9H87yQmHOJqv2TvaOzXYHSWtOqZH5yeugHUzgpqzf0hT/rDyZS5kohriFC1XfoUXANOEYgpHQd8klQlAHjlW4I20GYwAoQY1RItghQmnPTarbaK1XlHB0u/IC6zvpzz3zsL/7Cf/DB9/94HIo7t++Nx2PfX0Rh1Gx2Gbba9dWas6RRDwueRGkSBZyKdst0LHmw+9bdOy+1Gobn0BvXNj2LffYzv+e42oc+/N5KoloDrazoQua6wfIKNqQCWBA62K8CAY0wIVCgUpWoCDkvKHKKlpdWbt18qtXqTKczISvTMpSSpm7oTCeIlHkBXvf9YA6GmC2kwJyDGGJSIBB5UJlO0yyOo0F/Eses2QR1eG0xI/fuDo+OkqKwvNqaV1uNEzSZFIZRD8I8yUReqqKSQB3zBWxZZbtRb9ZdggAVQVVGWTYf9PdFGUuZRcFsMZumccoJq9mNVr3bbnVvPrY2mRy9+spXbj6+fnD0yoOdr1nOArNT6FQb6VbAOVRbfHgcnLpZvFVGmiyZoRm6oZmGaZqGZZmWZdm2DYjVdA2iG2QddF3TdR3KEN/pIOjABvTcl1VVliX8yjwXgN7FPAJOy9ICI2qadq1Why1Zo+m5rsUZZ1iDcZr1+trK8sbaylK3XvN001CWiaVI/floOhmAeMhh9xAls+lsPl8ghJim2bYJetNxXNO2HcfzGrrlIIgLUHtFkcF3fpA7+f5NLlz4/mw+HY/nELVhVBZFBT9AD2Hgz2fzyWQyHkwng8V8GgaLIFgsFhPISlkKsAzCxQyuz2bj6Ww4nfXH07PB4Gg4OpnNh1E8L6oEYSiPK80gusG4RoBuGccQG7DzgTAgFHEOQttut9vdbm9leW1jY2Nzc315ebVWrwNWpMKAiTwTWSoAGSDykqSC1yyVWSow0l232euub25cvnrl1vVrT1y8cLXbWaHUUJKlmUoTWRVE406jAUXqlV6v12w0eu1Wq9arue12Y7nudETBg0nWP5wc75299ertN155+2D39M5bd7/2ta+PB6PlpaUszcqqwJxQTktRzv35Sf/00d7OW3de/+aLL3zjm1/72gtf/urXvviVr37lGy98/Ztf/9bXvvyNu28/rDstEHa3rj8lM3VyOGg3OoZmN2utpV7Tq1MgtkWIwhhpGut0251eu9ZqtHvtTqfT7XZXV1bW1jbW1zZXV1a73d7ycs/1zNOzo8m079a0Xq9eVNHB/oPh8Hg+6y/mQ6WqZTj03ViH8JpNF2GQWobrz3yl8Mry6qXty5sbG8vLS5sbW7duPv7kk0/2Or1WuwNZljGupOKc12u1mgdbKB6GxXgSRkFpGnXXXgL2PDoMR4Ng7od5JTSTWC7nOqtkWciKc2bXSKtjQixpNpdMVlQQE3ttt7PSWb2wcuna9saFs9KRDwAAEABJREFU9eW1brPTMG2NMrAh0U3dce1mo97tttvtpuNYOqcEfjjhGtM4M03TMAzG4NsMY6QQWEmrNWvddo3gEoLc1KljclUhUaGV3vLjN56+ef3Jx648c2X7yY31a99bpDTrDddxKQeeRCJGaSTTFNxeYbAPhYMS3TRhVpxRKqXIssz3E98PF/P5cDA6OTk9Ojo5OzvzfZ+Ajmg2ty9uX7y8vbG1ubSy3OqB85tOw2Umk0gWVUkoYJ6bjiYp9rM4yBNsMMO1JcESY8Ow33zrbDQMbR298cX93/wX/2PsB+1mkxGihJBC6Bo3DRPeVgJwBMtVSolKVlJVCqYLiQej4Xz48hsvXn/iyt/8278sEa8vNZ5+5416xzQ9urLZ7q42mh2n1XVW1jsXLq1vXVpbXm+3ux7gwmu4XCOMIaZjDA5FaYUyhYtCxBUIOJlUMpUoR6gAX1AkscI6552mNZ/OD/cOe93lKEqSJL129bqSZDSc+Yt4NJgs95bBdNPpWEkRR4GuYdfRyiKO/TnH2DYNpBQ4lBOdgRrKJalo0207Ro0jbXg0mk/mjCAkMstimoYDfwZeaDYbuqEVRUEIIEfDBGCkwVspqagIUpRRa2fnmHN7Y3OrLMvdvQdFGbq2vv9oDyIdznYM3CSyVuVQn3TSUBzsHh3u7nuOvX1xy7ItjcMMi9F4GES+aem95S7VuG6iRgcxQ2ZlTjRkuwbmSBGkW0ZWpchAa1srtmsmWZSkoR/NwzTAFAlRKqWEACHL5tP5yVE/DjN4mFBVMM/KGWyWEcIKYQRf1plmGbptmqamc0IgAChGJqcG/G1zw7YUgUeB75XAqhICOqFU03WqcY1zTYMXjr77phQUeNhw7L/15oOXXnz9zTfvfe1rL/72v/3D115/2GwuXdy+urKyVqs3R4NhDvucOIEFHR3vF3m2tbm6tNQGnjw5GZSVWFl2azV7CllhMhdCaRpGSHKNWpYuZZmkEeWo1XalzNMkqKqMcyVUUVSAfXCcBCgbOhcFy3KAHeHMs8xaFKPROGOs9cQT73/22Q8TUj84mMWRrATf3T0+PR3NYCMaRou5TymzbdsP/DgNm03XsjHsH9584xs7O69961tfqNW0D/340088fYUg4djItlD/NALANOveaNR3XTAxOycegsHs4AzGdAr7BoWFOK/bZTlqNPHCX+iGDuTFOW802rVaW9PMbqfrui5nsASRxVkcxkkQpgCCKEiTWMnz20FtFyWq1ZaWly9regMh+L5NaUNIU0pzsSjPzmYImxvrFxynvrt3IKUqqyov8iROGONevc44zfMM0pBUFUwqz7IU1J+SjXoNUnMSRZ7rbKytrq+uNuoNwzRqHog/5ytffekLf/bHzbZRbzLNCL16gugAinPLq8ytAYAWpsFazRbFTAnd0tsU15QwFOJSkqpUZSFFqQjBuqY5tgEcRrCwDNas251OvdOBvblrmJrGGYBOKFFVVVnAL9wFqhPl55maIkXmU98ynXe9890f/OD71jeWbcdcXu3duHH1+rUL66vdVrNW9yx4PqW0yPMojPuD4Wg4Oa/q+XHgQ10zjMIE9EBRqTjNq7JEBBOgBQzIUYxjx+GGCX8LyBFp/r1u7mEN/5N0mOj3a5wS4jNJwjBI4kjJStc12zLgVdM5dNBesixllQsJrATeyuIkiKIAvj+fz0aT4XDcn0yHc38Sxj4QGaJSM5jlGLWm2+o2ur12p9dpQ0Zq1ZaWljqdVh38ZumUYXgykAJAU6pSoVLjxKvZrXa9220vLbdXVjsbG6trq2vLS6u97mq7tVyvdxy7YRquxm1Gdceut9tL62sXLmxdhn7xwpWtzSubG9twZW3tQqu97Dotx+l0O5tbF65fv/bkrcefu3bt8a3Ny1tbl9bXLq6vXljubBmkHk7zs4PJyeFQo9pyb6kqynt37r7+6uunx6dKIkoYgQRHdc5NDtUAzcCUF6UCqh5Nx2fD48PTvUf7Dx7s3n+08+De7TuvvvzqN1745mf+6LP/4ld/7d7bDz/6wR9+4tZzs5GPBX/q5lPtZnt5bW11a7m9bJguQhyVBMxaVNV5h5gAtcS/03Rd1zTOCYeymWHqzVZD5QhIZzw5sx3twvaqUOnn//SPvvni18bTM0rESm9pc31rqbfqWjWNmgzr/iJiRFvurnQ7Pce0XctdW1l77Npjj127sbq00qjVobebLdd2KSayqmQloyAPAsG0Fqa1OKVVCdqrZ9r6IkritJCYaKZu1SzNhREwMxB3qV3TJQUyLkqZC1USpmzXaLScWtPyGgZ01zMsm2s6ohxTpriGbUcHfVbrtrxWw/IcorEKKSCNSsoKGMU0Xdc1DB3gLoHeKxTHKAyLMs8IATUjHUev10zb4gSjMq/SOKtyqTOn4XWWO5srSxfQ99Q44YxQTiki6JzNc5SHcjFPAz8s0kyUFUVY1w3Pc1qgRmuObVK4ASGcF3kYRrNZOBot+v3hANpoGKdRDkiCBRHFDW57Tr1V85qu23BrNcBtu7uy3FnqOfUa4iyTKAKaJsiquYjQ/mjEGEpjlAXI8tBLX7v3O7/572qe99hjj43HkySG4x6z3+9LIWq1GqEImkKoEqKCrIMRZghTpOmMmOre3lvv+uA7Pv03PtTbdCXPO+v15orjtPRWz3UamlljpstNmzJdAZySIlSgqqSoiqwoUiFyhSpKkG4Q29Z0negGNXRiWcyxNNc2XcdyXctzHdioNL0mp/p8uqh77t6jXUrZ9vblrc2LntvQNYNgFsWp70dxlEAbj8eH+4fAw67pJHF8dnoWB6HBmcagQjydTMa6qQklwJZhFHi1Ouba9Px/1hYUZShlbJks8KfBfAFzKnJVFliUVMHyMlmVmBK9yEuGSJ6lGGPHbp4N/P5wym3da1qnw71X3vxGlM62tjevXnkMyMHgrTIzKapZeltUfDaNjg5PdU1/+sknNcpgPwt5hlA8W0y2L19YXm15DeLVuWExrGFJVFpmi3hRqIzqZLIo6stofbtTSAkX0wr2gplQ4JbzPQCjrCxLQvl4NCkywShXCEklEFYIIEcQRggpBBfkefoncBsspMikyM8vEkx1boAx8zwJQj9MQq4x13PAVpRiyzJAxzCIJaoxzCli8LDvtsepnhaW5a59+i/9rbXNG3GOLa8JUumzn//8577w+YODAzDL4ze3n7z5pKbM8dHk7us787P4zZd3vv3Nh0R666sXkLIGZ0AW2DDMZrONERuNZnt7J44j220jTgBXkF8MWVHIM7ICYFiO3SgymsVlFCS2yV2bh37MCGu3nFF/Ckjk1AznuSgpotbhwB/56uK193/gQ7+8vvnB2aI2njHHW5sGgZ9M43JaEPi70D1coipKy7yqshL+XSCeDGePXn3rK3/wJ78eTsara81OF5DJEEUEmUWm8jR3HdPSqaEpjGUJGQmDZ5QSBFZBCNE1rhQydOT7pWVTxso0CYNFYvLmUnu75nZM16y3HK/mMmiYeY7T7bSWug0sU8einXbd94O5n1+//s6Nzef29irGNhzPOTsNwzBbW91Eik5Hc43pjBLYKIb+1LaoEhlIxMV8kiaxqZumbhPM0jxf+OHcT0bjiGt1w2gLYYaxMq2m5TRNyzVsm3BKGGY67w9PP//FL77yxpt+EjsNa7I4Unih66FlJa02xzKJFnOdm7rmYWRgaucS+2ALXFWYJylfLFQwr/JEQZZSVYXKROQLx6xct6i5pecK0ygNQ9abdrvdsBxLIJXkxSIMojgtCzAYJQRymhHOS39aXLl09V3PP799YbPmOM1m7cKF1cdvXVpbt1sd1V2i3a5er5mcsjSqRoPk5CAcnBTDgZiM0XiqxrNq4pezoJj68XQeQ1KIQgFkWBQRwjHnia4npplpmoQgKvIqz0r0g93I9296i8ViMpuNJ+PxdLrwgwxEtaoUMC5FhqFhqipUFFVWVVlWAPcuZrPRYHh6cnrehsPhdDFPId0yarlOrVlrg2xb6XRXe73Vpe5Kr9VtQxozHdMwTdAqlFJYiEISIfA3dAmkVlVFWWaVzIXMFCook6bFQGysrnVXV5dXltdXVzdWVtaXe+vdzlKz0a3VGq5bt0zP1F3LhE11zXNb0JuN9lIPROB2b3mj3Vlttpa73bX19UuXLj62vf3Y+ur29va1J5947uaNp2489vhj157YXNtm2AzG+XySmczqtrqNepMilqU5paxebxJCJ5O5pumEc6EwgAQ4GRODG65uONw0bdAeFtUt7jhWve7V6zXbtjhhRNAHDx594YtfOjsaMcQ9uxEH8frqhStQtrq0fePWteff+dxz77y2fcUzbS0Bjo79FIAsSykl5CFCGJCaxnRNMyzTUUIm8cJsIITLu/fuHp/sQQHo2WcfBxONJ2cLf6pp3LJgAvXrVx/7wPs//OxT7+y2li5duHTrsRuPXb220l1ybLfm1rrtTrPecC2nUWvYpt2st1aXVmBrRBQusrIqKqmYwGYldKHsojKCSMEOkDHXrXVMp0Z1rhhQXIU1yW1CHQSHcSXKs6pUWFkO6y7Vty6ubV/dXLuw3Op4lqPrFjNMapjMtjTLoJqGNYo4VVQnxOLY4lKnFQAMCwQEZHDDNHUD1gwZARZuNxqtVtt1bEQI7BERJWWn7S336rpGhChNHdVdU5QyChON6p7d6nY21pcuou+pZUmqKqUzHcSKaVPCERJIxCial7OZHywWcRSVWU4U0nXNNA2ucUYoI4wz3TRNzzNd1+CcFiWct8V7+2c7e/uHp4d9KG+HiwzCh0jEMKbYrde8eq0GUOu0l9ZWVrc2W8stbGiC4lq7We+0gwhRglwbiQIZDG5Cf/A73/qdf/sZJMXW5qZEyvd9rFRVlYwyigmhCBMIJyFhAUhSAj9Us7jXto6Ge9Og/6mf+9HeWisWYa3juE1TsRKDh+GVgitLzP9ckRdFmVaiIErBuoBYOaUaZ7BQC9Zr0Ebdrnl2vebWXQdCzrVM6DXbNrmOKgSI2lzbAKLd29tPkuTmzZtraxuW5c6mAaHm1Wu3+qeT/umoLGWWFgix6ThI/BIJTWeQuAjYNk1iw9C5wfaPHkVJFGZJEEd5JcOsCOOcabZbb1KKiizRGcMKpwloG5HFQqcuRqaseJEgWWGda0qWuomlSCnFltPUjJpk+iyYh8nMrtMnn73yvg+/Y31zCVN2cjoaDxNLb3W7FxlvzKdwFlwEQYIxvnLl8srqcpYlk8kojkLO6NJyd2tr3XbMoioFFrrFqU78JJj5U6KTEpdxIda2ms1uPaviMA7SIsUUaYZeibIUJWaUIBr58elx3zLsZq0pygqCjpsU2QhzhDEC1DENUwLwFllSxLGsCkQx4oQwzDTKTF03LEvTNddzl5eXNjc2u92u7QDrWBpkM3XehBBVVaHvvs0Xuaj43/t7/+Af/Tf/zd/5lb8LrPvYzRu/+Olf+LFPfLzVqL328su/+QiAuvsAABAASURBVBu/9vu/+ydlWrz/Pc/8hU/8hYurl/xxNDydf/ul23/4B1/a3Rm34CjNdkbDaDwKG3W91XIb9TohNAhEFAHACRAaQkRJEoeVoTkE67NpNJ3EtmX0upZhUNeD9dH5LESKdCDtO0aRFWfHw6qQmulURF8kah4y07n4+BMff+qZT9jOhfE0b3aXJ4tpmI51WyTFNKvC7koHLL+zu3syOF7E4/54fzw77q14t+9++//wf/ovFsHkne96rtVqIokA7baFCeYUYT+YFEUswCuFgvCXlZIV2JEQDN6jGCPYsuZlTkiJUEkpgbWYRr3dWDN0uzo/6RMYK43zes1ZXV7aWFtdXQJdV9M0EoUBQvhd7/zARz/6k8fH6d37s/39MI7xfO5LWdVqNRAiWZZROAQQ5XQ6nC9GGJdlmTCKHMv0HIdTLU/yKIzDKIrTVNcc2K5QZs8WWRKjbmez21nvdJbzUpye9QWShm3ee3jnc3/22Z29RzrUR5FwawDdMEgGTh17NRbMh5PhAJhJlbTKcJ5jgWguBEB6Hi/irExTHPky8PNwkSVRXmYFaF2dC0MrTehmZZlC10pGKiRLiN/5PPDDKIySJAUAYoTAQDB9huW5K69eudBqNBhSUhSGjpt10zJYFI7rNbK+4bXahmkSpaoszcIgX0zhsKg4OPBPT+LJpPJDFKU4TlSUigDUfyLLEgHGpRSYwDYJekpIgnEFQ1KGCEGUoh/wRr5/8xtPJtAnkym8jsaj0Xg8WywANFmehbEfp1GSxlESBSFUtaezxWgyG/qhn+RAzkUlJdc0x3Mb3VZ3eWl5baXRabnNOlwBSJ2LAIolhmqXrKSI0ySGx0VRHEdJEoOICSN/Pp/M5lA2H48nZ+PJKZzeBtE4L3yEM8YF15lmWJoO/VwRgN4ByEZJ6odxkhdhki4CeFBRSqUIRZQzzTQNSMg6JSZnlq47ltVwnJZjNS2zBleQ4hqH0kKz116uO01ZUlGwTmNZ48bJ8dHDe/dBriKh6l6z2WhhTMtCCEmkpEWJslzmJRaSY2wSaoMA8mM/yhZZDmdSOWCVUEwpUxL1ustXLlydDxdf/NMvTwYzWeEiFbbubK5BUt7YurR144mbz73zmaeevrmxuWzZGiZSqHI+ny7AxsEi+H+1JE6KogjDED4yDOK6dhHm+/uPFotZq9X48Ec+eOXy9qDf//ZL3z48OGy3elcv39xYvXj10o0f+siPfuB9H3r2mWcvbV/qtDqO5Zq6xQkXlcizTEnFGWt4tU67ZRmmEhJJySgzTQ8R149JIUzEvCBVk0WWQpp0avAZkF+JyxylJckkL5AmkK6ILg0T1Wu822usrXc3NpfW1zu9jue63DKx6xqWyUyDwORNHWtUElRASAsMuQOVDBdYJarMVFUiUWElkMpFWQlJKKvXG5e2L9+6eevy9sXl3lKr0W543upKd3Wl12rW6q4Df9c8ByMyHc93d/Z3Hu7fvn3vjdduo//P9v/DlTzNZSU4oZZuAGhMk1KOEEEKI4wkQkqIsiizssoJlqamQdmMEBpHaRKlZV5gpDhnYEMhZZYVAlWKgJlVWuQgJvqjs8PTo529w539QZxEUQLHcnGYRmALw7VqnabdrGOdwQwIo7qBoxDpTKu7ZD5DK22LEvTv/sc/evHFb0EKb7i1NIpbLdiai6IspJQEY3reCEIwUakg4IgsZRbmvtU0jkYHBUo3tpeXN9rMUooViuUVThUtMQepQ2CZgFmmIcOA3Tp3Tbtue65pwQR0ykyuG5rGKTM03dS4yZnOiEYJJwjMwxFRpSjSDL5MKfHnizdff92yTM65oZvd7vp8kezvniBlhEF2fNKPogw6RrqO60XIk7nSca3mdqQgfhCWsoLlI0qyskCE6I4Hc905ONs/nS4SCQEIK1OVpJg33BZDVhFjDdcJqhHlUmVjCTSOdQ1zTYBnhJwJGcEus1QG5mZndenK49v1nil5kstFf3wKDgrCNC9ImtJBP3r0aHD7zv7bb+30z8aQaOMk3tjcWF1bg/jaOzwoqzLP8x5UXVq1SqE0FxJJrjN4SFaVYPO0SGsttLLRUwQJJbIyC+MQM6KbRiUqyoiQgnP26NHDnZ0DSkFvWEVRAbocDwCHIAkhgg1TdxxH03XPcy0bYoc2m/bKarfX7XmOq8MHum47tltz7Jqj2+AwMDSnGiuAX5E0wYUcIMwIYei7b+0mAJ997jO//0//8f/1X/+rf2ZZ+Pl3XLpyafmpJ7d/8qfe+Vf+yo9+6sd/2HX1P/2zz/zGv/mtt++90ek2nnz6iWff8Uyr3Xy48+hPv/CFF7/19unpOAzD2WxxfOzPZoll0dWVJaX0PFO1mqZxuQBpneRxnGgaMQwDIaIUKkuVnLtYEYI0XQNI5zloJiolbTW9er1uGmaW5YQy121q3KLUWlvdfu6599+6+Y5abSmLZZKI8TTs98cQfY7juC6YkYEZwmCxv78bRX4QLMaTPuSar3/zq3/8x38Yx0Gt3o4WKAzTLKNKScbAboRxXlUANiUrBGfbCGH0/24Y3IQ5p1VVSik77Y7jOM1mc21tzXM9+B5WAiNpaLzRaHS73VarbZl2p70kJDrtDy5uX/3xT/5krdEk1BiN5seng8kkiOMYxoXn6LohJZCMzLIySTLONYJpAqk3TnRNty1HlDLPyiCIIHW6zvnPn3/fcdxWu2M7nmU7R6dnZ2cD07LDMPra11+4++A+xK1m0vX19lNPXql52unJXhTOXdsClGCJTN0CeZ0mOXQJgg5TUYk8T6GX55lPqHPegyllSZLk4EKFYGL6OSXonDFCzhddVVUchZC/+6fDycgP/LLIsRBEnC+nkqJUIgfXr602bAsRnCAZlcU8SUA9Lygp251Gp9ezbFdIDL6YzoPheNYfTU7PRnsHhyf94cz386KA8ClFmVd5JUtCkKYhy0Kua9i2/R3UgxUJQsixca+ndXtOr9eAP3+Q+/l0v0/zC4s0qTIIqKhMF4k/i+ZBFhaqVBwzyMeu6dYdp+Eanmk6pl136q1Gq9vuLLW7S53ucq/X63Z6nWarXWvUvRrUgS3KNAjNUqi8KLOiLOE4DZiPUEo1QihCEBIqy4swCKej0enx0eHB3v7ug50Hd3d3H5ydHvmLSZIGWQ7YDQEVhBKpUFlUYRCMh6OTo+O9nb27b985Pjg+2j882N07OTwaD4agRc9OTg4P9g8PDyF5nJwOTk7heGo0HI0mk+lssfAhGOI8zwWsNk9EkeEoqA72+gePTsJFRjGnlNfrDYjDqhLw9SIri6ISQmVpKQSmRGfMoEzHWKsqnKRFluWUU8YJ7MyErMqqKvJClBWscTqZVHlFFR2PxhtrG7ffvi2FgsBTSrmeU2u4bs3q9prrm6trG2udTss0dUxwkWdFnqZJFIfBbD6fTCfj6WgwGmR5pmlOMJNUw42eVcrk269+7duvfIVp+ZPPXLt+84Jb55WKlcpNS2s2at1eb31jY21lrV1vW7rFqUYVKfMqidI8yUUhq6KCxAdJAuaiFE7jrCoEWKCqSF5QTa9zvZ4kauGXXPNMpzmAsAojKRVMElNVoSoVVakUM5Td0LYudi5eWr+4vba23uv16s2mU284rVa9Xnc5gQYsp6SQ6jsdwUMQZsCLhiE5zVQVZOk0icZhMJhPD4dn42ARlkmOKt3RVzZ621e34NWr6ZZD6h3DbfDOSm376salK5tuzQyCxcHhwXw2x4gOB6Pbb9z75jdfQd9TgwWVRVlVlRBCSgXPoBTpJtINLL4jNovi3IBRmAAwKOGWZdcbDdfzMEEpgCEtzt1XlaISZaGEQARjxihWWIAMzPIkTIIwj4Ls9BScOgRwPto9hirC2aAfpylhxHIdZujAf0srrd6Kjjlq9dybN1Y2L/Te98HLK2u1N998c2/vUbfb6XQ7RZESTIHGBDAxIowySikmWCklyvMVVFIkWaKZmuUYo+nw6vUrWxe3KlFmRQbf1XVNN86ZGWZICcEEYSQIQZzrpuGYpgVPxkrC7E2du5bhmiYkPYoQPjcMxvAGYUgJsqo0jdUbtdli/vbbd9IsG46nVSn/4A/+cDyZ/aVfft8HPnTzrbtvvfn2q3bNjmCZVGe6hUFLSqYqUiQyXBTzaZJnWNO8hR/dvX8vE+k8nmYoOZud7vf3Bv7c6XYyrO7uPPLDiBBelfBlR6OOLHnDW0ojIQtCkYYkTAw8V0qZJOk0zSbj+cmjwz2v3Xnfhz9w9bFraZUdDQ8yFSE9f3Dw+iLrX7i6tH6x+8btV37rd37z7t37CPH5PHnrzYdvvXV3PBrVvNrjt24urSwfnx7dvnd7uph1l3rLa6tOTSsqFIQlxALo17KsFv40L5KV9Xq95SV5xHUqVDn3Z1JJjWswJ85MUP8aN+/dvf/oQV6VNC9KsKXruY2ma9sU3guJKMMapxAwGuOMUE4oBGmr2YaMXpaV7y982GyHETBSEmeT0aR/CuYJi7xKoyyLMlnKMiuLJMviBH33jaAMMsDv/96v/d7v/Pp//p/9vT/5499xjJJhP43H3Za2tORev7ny45983y//5Z963/vfVYlsb/+BH0wpVZcvbX/oQx+AEiYI1q9//Rs7Ozvj8fjw8ASId7EoDANTouazYDYt8hxkHG82LUq0xSKLorjddjc2bCFy+P5s5lcCYcRMyxRCLhaLfn9o26TdrgEm0ySbzxdhlJSFzDMxnYT+LG83159/7sNJSih28oLM/bwCMSGU78+lqjrtOqZiOhtBCVPT8f0Hd9M0bjRqf/qFz799+81arV5WKM2yk9PhaDQCcVCvN3TNUEoBAyh1bkF1/s933iEE74VAlDIJF7Hyai5GijLSbDVMS5eipDB1SrlGdXiKYXCuYYCrwCB06o2lZ597jx+k33rxtc2tDa/WkEIB1YG0hccSQoqiBNRmWf7njTEOz4AZlHlRVSJJkul0NpvNYRa1GljDhK+BtvM85+qVjV6vDfkPKMW2Pa/ZOh0O7z54CMGiG8bSytITTz5mWvLDH3x6MT+6f+81nZ/TRJGXayvrW+sXDc1CkhSZUJVCCgMh6JpW8zzXsWzbdF3XdmxN12CSeVkWpahKCb6Ajs//QwKZpXlRlFJIWYmiEEWOlSAcApTqBBGwj8YkeJDgTIqg3dJB5VYiOOs/Ojt5VKbTdsuCNfp+7vvZdBYMJ4vR2J/MgtEYVN04OX96LqXEBENHBKyNLIuDlzqd+tJSp9frNpsNELUWZFDd0DRsWNRxDKiSwAV48vfS/6e6h3z/BuId211rti4uty8s1dda7nLN7bm1nttcaSxtraxeWN28srV94/Klx65uXb20emGrt7HRWevBwebSWntpud1uN2qOYwECMSeKYQQ41hXWBQKdwSWiQuI8l2lahWnhR9lwPBtP5rPJvH/aP947PHz46PYrr7318iuL8TCaL/onx6fn+7sFeDPPAc0FJpUUaRTMotnVrt/OAAAQAElEQVQsHE1OoI78xr3BzvHx3Uc7r729++btQ8gDr7/2+re+/tYr33rrtRdfeumFb7/67VfeePW1t1595Y0XX3r1a998+csvvfrC66+/fOftO7ffvP/gzmE4FcFUfPNrb9x/+2AyjPIEi5KbmmfpLsOcEqaEjMKoSEtKuMmtIpMMG7bhUcTEed4vKrikJCG8yJXr1G2rRgjDisK0y7yQQlRFvtTrPPHkzaxKz4YnSENYU0kV51UMKxIqI1S22/XVlaU2qDDPgb2dxim8QsCVZQI9yYJ5OFpE4yiJirwSEs2miWSV26ZxNThbvP3a/c8OozdWL5N3fHBz+0ZtFu083HsxzkeUFYPhsShKCAEd6IVouMK4UBy8U5LMT7Ow4MgwNSecp4s5aDVaFqooVVWqMquwYgL+TCQRnEkdZooLWsaqyhFBEPKUIEQwshzUW3EvXlq98tjF7Suba5tLnaV6vel4rgUBxrlBsamkURWwQedFyouCl5UGOQ4pjhHHkiJFMdUU40FRni5mx7NpPw7GeTCrwlwvSR2TmjSbqLNuNFYIsha4EWbmGNei3iXr6jPrN569ePHaSqvrKlSVed7yWivttYbdQt9bIxIzVckqy7OyKoENbc/mGqtKlecyioo4glFwBQbMQMMJOBHTgchdg9tcd7S0lEFUpRlsWBWMzyktYrkYZ1kA94PnjbrZbIJUAtNJxAjFUhVxNjpLDh9N+sfj4dn46OBkOBhKIrvrrUuPL69e6XUu1jYer/WuelceX3r6uSuGiXf27kTZvNF2zqeKSqnOE2ApKikRgUuScKq5To0gFvopwjyNS4aMIlKe0bq+dathdklpWKzOiQ0ex4S7bs0wDCQB3kiH/YnGkcYUA1tUpQQ7JEUZpFmQpYEUhQC7FFWRwzLLOMujMourLJGZX4T9+XgSBH4GIDMmYXxwdrRIh0ej0fs/9uQPf+qJw8kblx9ffuyJy92VpaTAcSZLFJs1YdX43PfTBHPWmU7EeJRBeVOxSq+Vb+1+tb6urr1j4z/8zz/6wz9zeQEZPJ8vinK4SBQzO0ubQZCLijbcNiqUKioMuluKLIUJ5/VWPc7zeRwTQ3vH+25tXVk6Hhy9fuft49FYcz1k0qPpPnLDS086Cbv/tdf+9Yu3f/vhwVez4tQ0AZF4MqneeO342y/dm878Zrt768nHnZr7yuv7Z6NxUhabWxfX19YpgU2mKrIMy9LU0GTsI3DcUtv1rEqWC3+mhPAcB5KMKEUKQV/IXmdlMg3u3w7gPH00WqR5RTi2HFpvmbpFEEG6riybMgqyLC2SpEzyJKymI79/1B+eDRdzP47S2I/iSZrNyvH+9Ohef3w4j0ZJPIoFPHWWT45GwdkiGYX5NEXffUvDUZ5MOi2713GuXFj+zO//m7fefOXCVr1R0+bzCCQFIMU0NSlEt1f/6A+968Mfe3+zXVOo0nTabNbhqPqZZ5967MZVr+YmSTKZjM/O+m+88fZgEOu6qetGngvwEkY6JP5WSy+KCoQUpHClULfr9HqdslRFnsMoVQXUSnRdT9N0NIqhpuX7gefWdG4spovpeBZHeZagIiM6b6wuX3n2mQ9rWpuRWs3rgeh98HBn4fsYyzgNCEGrq8t+MM/zzHWdNIvO+keYyLW1lXrdZAxZplmWFYBXCJWlBXQEg2MMN2KCMaYIQccKgkTKLFUSgg3B7gFTSrIsDcMQIwzV/ChcICl0xnRGGEHwKaMcqiCHx/0kUz/00U+srm1/7YVvn5yNT04nyytrhAL4AaRgqnSxCEC/xnFcgcZUGCmUJhkMDcpJ000ple8HEzjNmvuGbnke7LdjKWSz1Wy2W5UifhAVZVWAdSWazPw79x4+OjwEHjcdI0wWx6ePGAUbPth5+GocjSHEKcZQArZMT+N2p7Vq6TWiiIQtRqU44qCImjVwer3mOK5l6pwjhIuizL6j3ioJ7uIweUZ1SjjjmmFaoIYdkH6mrRFTY44GW0m4rOu2yRsNa2W5vrHR3Nxorq54ji1EMSvSuZJRVYWLBcj+c+44O5sfHo1OTsfTWQihIRVkB8yYTihTWApVVjJXqNQN2mh7yyu95eVet9ut1xtgIs45g86gYQ3eahqjDGP0A97I929+K1dX1x/b3Lq1tXVzc+P65vrVtY0r0Fc3Lq1sXFxZ315Zv7i6cXF949LG6tba0tpya7njtTzbM2xwPoQq5xoGIkK4xKrAsPmWFa0EAZoFfBaQ0XIBaIiiZOGHMz8cDMZn/eHpydn+zu7ew529h7v941NVFLZueJalUy6KKokT+H5ZCny+7qoqkuy8yhEE0/liMMrmgaGoVkqWC1COtBTJfDY8Phie7A/PoHa3d3x6dHB0sHuwc//R7dt3X3v9rZdeff2lV1976bVXX7n79oOj/eH+7vCVF+9Az2PkWh2qNOBZiOQ8Owcup1zXNFEJJSC7MYIZge0B4RDIcIUSTJRUsoQPIKWmaSkFlQKKGkiD2zjcy13HHvuDiueP3br2lW98aRFNVja602CUVkmUB1mVZGVSVBllQFscXgGMjBFD10xD08/Ric+RDPrh/GtJlqdZnsD4uS/8sECgs7xcr6d+uffg+Gt3D790MPr22fStg8Hrj45e6092BPG9GtcNArQX+r4oSo0yjXIiCRZIFjIKkjyr8hTy5CKOMsYMgWhaiPw8YedpkmRJRiQ1mYUrVkWSS8OkDkcGqogqFfjENFCjbnY6rW6v1V3qdHrNdq/ZaNe8GnCFQTmXEpcVVdIQlV6Wel5oecGLgmYFyQqV57IsRFVKhBniWoFRUJwHeoiKUR6M80XCcuFIaZbIzM0m1mqyYIsYTVpQkVw1tbpavdS9dGOrvdyoNdyL2xfgfPbKpas3rt16/qnn0ffUJBZSlVJV4F3wCCZEKSUqVRUItGwMFewYMhKwC8mSMo3B6Ri+A9PXLaAugCGgAzu2aZo6RhhJuFFWqcjDKl6IMkYOd+B41WbENXXPdVv1ZsNzmEJlqqJ5Hi/i2Xgxm80JxV7TWd5cuvz41urlrtVlRpsk1cJ2ebtbG41Pd3buwgyb7QahCGEMcCOYYEwoBpUM4xJOOYPShFAE65SYZUpUxqJJVjfb17ZuObyhSt22WozZUpI8L4WQDGGGkc44o1xSJggB4i6rMs/TOI7iKIrDCEuiKiJLUhWkrHApSQEdkSjPB7Oxn8RUNxOwH9bSstIs7aD/8GRyeuO5C3/z7/7kRz751MB/kBN/HI4EZVCOTeVikZ+GxdhtOpLQ2SJxa91mt+cn/nB+NI0Pg+roL/yVJ/7Of/7Rpz+4de/4zUF8yGp8liZOpz0JgpPBkBrctIzxeFBkCSeQonQOYYokIgSEV1jk1DZ/6JMfctq4ZLOdk9ujcOR26lKj37796tHs4OLjvXtnL7x49/dfeP03/PK2XvOpETBedjutjbUOZ/TkZLS7dzxbhCtr608+/Yxha3cfPBiMxl6t0e2t1uu26zCd6UhUDCEplONy17O4RqQsfX+OlKx7ns40RphjulGYhH708rdfmx0KmCOYyLQ8RHGhUsvl3WVv84KzdaHdaTkEV1maB4soCcoskItJOhnOIeWXRUUpIpiWsZAJkolEINsSVQZFOkvLoIQrkCVVUpEUsRx9D22t11hqubDDuPP6txueEczO/uQP/yCNg+VlA6tkc71ZlYmS6fJKrdX24iRNs+zq9a3Hn7rR6bYxrFuVrVbjypVLN2/e2N7eXl1dA1obDoePHu2ORvOqEmVZFUAyuYA/GcNra/bKyupkPH755R1Aw8a63W4ZSSrjWOo66XZAKFgQThjDY1gURQhj1wZN4BFiFBkqCiyVUVZGHNHt7acuX35O07rjcRKEMApazOdxFFiWsbzSu3BhM4oW48kIkwqhCryj6xocY1ANhWEK32k165qmlWURBIFSCmOMFIIOgUwI/nNLKoUUfEIweMEwdNeFfAUcq1VlgZB0bMvgvOa4dc+1TItRKqUsqnNGnU7Dd7/3Ix/88I+lCeKaV6/37j/cXYSxaVlxnFZCpGk2m81y0LKwjzQMy7Iajbbr1ijlChGwmw8FtyjTuLm8tMqYFkeJ59WarTohaAbb4OFwHgaK4ChOXnntjXsPdmzXa7VbRZlRDbt1M0lnvSX9D//oX4/6O7aBxv3z3X63tYQELVJRs+uu5VmGSxABZFKFGCZgWYIRoUhIkWd5HMWQJrJMVZXCkCmSrCwkzMRxvJrXAApuNlqNxnm1DGYrS6kgHSKha6hRM1aW6hcudK5cXrp4EXQYLF93bArpg8HKisSfTdOkSDMFDDAYzPqDmR+mmHB4cqPVJpRJKfOiyPI0L9NK5oQp29G9um3ZJrgMpgfZKo5j0NZSCqmQPB+8Kss8LzL0g93I9296GxfbGxdaaxuNlfX68qq7vOKtrNVW1xvQl1a83pLX6tj1uu66zPWYW+P1hu44hs4NRjhWGHI/VZQqjiVAAFVFlSdFFCSLRTCbzWFvMRxOh8PxaDiCI9HTs2OocU/Go/F4OJ9P0zTCWMB2YHV1xbVhFG9ldaXVauRFPptNQFlIpbIsD8M4SzLf94+PT8ejiZCAJ2boFpwAL/WWut0e4MmyLQSpSFRwC8FEKFFAlORpVqRlkZd5niZpFEZIYtt0T476X/yzr87HgWN6zVpLCaWkJARTiikDU0spK6WEBIRImSSxZeqUkjgKq6rQNQ18UZS5grEqwSkty7IocvguIYhrlHEcRXOFy80Lq5jK23deZxytrvfmwTQ7F3N5mmdZUaQFvMnTLM9gcmUlpCIEhidMZ7AW27Fs13Rc23GsVhvcsdTuWnoTMRNVUqZlHBezCkV+Mto5ePvVN154sPd6hUPTQ7mclWqxcbElSeJH4yCeYl55Tct0dEUqRKVmcLDJ1J+d9E8ni3leCaGQwBT2RkmaFmWWZXGeZ2ACSihjOiFamgqd21CPEhnOIiEKpBHN1uoGq1FiYsqBdQmDyVOJsUBYYYI5R5RVEkkEZE9BnOelzEuRliIpygTWXhX5uaiTFdieYMFwjmUs8lkUTaNgAQq+zCssJFOCiEJVRSkCP2fUbTZW2s1VjI3jo9HB3hmj5juee9eHP/jRTqurUV5z6+h7apRgRrCucVDVnGJZ5iLPOVGWTjAwRY7KrBJ5hopMABGCFYo4z2K4y7JMSojGka7jZrO+strBCBeZVBIZOtM0BrdThDll0Ak8qqqwUq7tthrNmmcQgpBAVGHPNutezbXOfd6sN3vt9nJvudVqAsVjRUQuZIXzpDw7Pjs8OFYSN70WAJYzjRFOEKH0vBdFEUURQsq2LSWRZXmQFaTC09kiCJLtC5eXltbSvADBbds1XbejCKJD2oZHkMawSZRJJORvAylTVXpVcJnrqjBx5VapVSZGHul5rOWJXqRGnmhJiJNA5FFVJZUsFRU0TwskZJZG337lm9wqwnyijPTnfvlHqZfnWvho+IA38DQb1UnDxgAAEABJREFUJTKdRPO3Hr49CM6CarJ7dnsQ7BZ8XrLZxrVmUA4//dd+7v0fv776lP57n/3Kr/3O57226zScpIq7q+1J2H94+JZVR6Yn42KiWJ7LLKsKAB7W9CBLT8aDjatb249f0Jry4dnbJ4u7erv0Vuk0O3lw+vYoPcuwf/fg9T/84u8eDB8YDdVadrhNoiwN4gxRzfO8pV7LMrWT49P9/f2qEtevPfaud93y/RmQT5rnvd7Sha3NZsOzv5NXAME1j3Q7Tds1JMAkS0QF8otwzjDGlFJDN4uiOj45hYpEZ80066Td7TDOizwHf2FEGjV3ebnZrNcxQnlWlIXKUvHnKUnjhGsao4xQxCg8kwOwsixDmMDlsixBLJZ5WRa5ktLULUYpoEtA4KHvukGStA1je2vt6vYFWcQNz/yzz//B17/85UbNsE1CUNlpWs2WyTVsmnhpqQa8mxYyL6qlJfvxx5e3t5erSvT7/SSJlpa6Tz556fnnn37nO98J1LO3e3CwfzKbhlWZL/WMdqs2GCQAwo0NbWVlCczy5pv3BsOkVjc5Q4PBKM8T00KcEyD2Wk1fXnZrnhMHUbQIValQheIwG48W/dPFycn86DiYDMtLF55e6l5ZTIUoNM1wRxPgtzPN0Go1l1C1vNLFWO7t7QolLMso8hRjhRQKw0UlgXulqBDcRqkGr5UQZamqCkmQ3+LPzQhRSgjBmoYwPveC59UsywQtC3SKsGzU6636+S4NXGlZBjgXBGCRV/3h/LGbz37ikz9DqbMIyktXbmq6IxGfTuaGZWd5TgmVQkVhjIABvLquWwhRwwAtaydxFgVJlpZpUiBFzx/faFPCkFSmblRVNRqNoH4bRmGSxaPJ+MHuHtONZrsNsqvZbl557JJuUbem/8iPvn80eHh88AYlEZwPxwEk5oU/C/xZnCciTSqNW67t2o5rGAasHzgqiWLoRZZXZYkwopRDJxgJifNCJcAZpVJw5oMowYSeI9youW7NtSgRjFUaAyOrRp0vLznrm83tKyubW51WE76jtZvecq8DMPNn0XgwS+MySUQUVyG8JlUGKFaMgdsMU9NNwhisRcKwqlIKknQlVaEQjA2rr+I4nk7Hg2F/NOpHUViWJcE4jvPReLHw/Sjy0Q92A0h9vyboOtJzZN1FNQd7NnJN6RjSNqRlSttScBhhaBUlCVEJQSnGCVYpBX8qDVdMQYEF8FZgMHWelFmU+VMIsOmwPxycDE6Pz44Ojw/29ncf7e3u7h4c7g2HZ1Bqg1woRc44rre89QurK2s9wIwiilACrsSMREk4mU+CcBGG4XS+mC6CRRQPxuP9w+PhOPXjZDyfD6bTqMixrpmO69VbbqOlWY7EFDwvAHpIaVyzTbvm1Trt9spSb31tbWV5bW11bXNjQ+PabDLXNAMjCqJD4zo9B6cgTGICDwDEFGWZCpFLWRIiCQUEl0UBdAs9L4ocfrIsL/PctgwL4KdRTCCxRFG8WPjT4ezsA+999y/+zM+cDQ4sR794eQtRJXGJKQBTlkIB5VYCFZXIKlGUoqzOe1ZWBXxAkGZqXsMD3l/dWLtwaeuxW1eff/cTz77rsVvPLl++5nRXdBBaYRQeHO2Pp0OJK8PRGm13Zb3ZW/MEjfrTR6fjB4PZgWSJ29G4oyqSMFvVupZV55IJZrKZP310+Gg4GaVlmQtxPiWEwAWIikrkaR4laVyUhVQSYcaojhSvCpIlKAlRGuIi0arMEJlepiwMi3mQTBbReB5O/XgRgxxLoySLM+CiPIelKVmCHaUolajU+WtWQerPSjADUYRTZmjM4JjSSknoSZbPFv5oPJnMg3PJIZBATChT5M7gMA+nbNIXX/uzN956dXe5s/2RD/zo2tLF6diHZVSVqMoSfU+NImwbhmXoVSHjIFeltHVuGxpIOsdEDCOZI5WXOpU1C+BSBrPxdDgo04wTZul6wzU1gqQQjbpn6pqhM7gFKWnb+tJSrdNtmJauENhWRnCGG0YUE8/x2pDGXY1RMD3WuV53vKZbb9g1W7M4CEJiuJrbsJpbq5c4sstIwpkDEtobr94+2Dm2dM/iFkUUTFbmJTwaMIyILIpUqYpzWpQ5WEMqZVhmUYnpfA7q4NLVK1BfOjg6nExnGHNKjKokUoIfSZmSOCyjeZ4sqixEWUiSBfYnYjaopgPRP4z7R+l5P0zg/dlBcHreF7OzWIVYhQglEqcyC6IqzYosfuvNl7/81c+/fe+VV976+jw7+7Gf+/Dlp1Z+7BffPRUnrKmQw+dZsnWjZ3eVtNKlK+Y4u3s0efXjP/2ua0+tv+cjz/7Kf/yLuqajBL308mtXrm/31nsHw92l9UZ7xWivmtzN/Ox0Eh3xmmiv1/S6Pknmx7PBOJ4zT7/+9PWt62vKrr719jeE558ld06jO2fxnbeOvn4aPbA6cm945/c+99uJCFIZM0vzmg3gkLRQg3F4dDIcDKcAJELpaDR8tLOz8+ChKKunn3rmicefGE/GR4dHzWbz4vY2pG0/jBSWzECuS9vdlm0bgL8kicsq54Bow2SMQeJZ+HPOKGDDtq2Lj9cvXoKaRg0KQr4fChDAhUqiYjLwjw5HpyfzMKwoxUghTBDTEDyHEC4lESUCkaEgDnWoreZ5XuRVkaZFkVVCVaUs4c9KFYUoYMsUZxX67tt0NPZn8069QQmydf2xa5dEkf2zf/pPXnv55YtX23kcLOazJIp1jjhHYVT6QaZxrd3mjCM/gH0c3b7UvnnrAuxD5vPZgwdHZVndvNl86umLl69cvXEDbLak64aSSAg5mczefHNvPJYXL7oXLqyBNfb3B1Kobtesqmp392Q6Va6LWy1tsUjCUNXrXq/b0zQjywohkOvUal6LUUuUmpTGYoHyzFxbvXHxwlNZTk9PJklS+Yvw0SMYYgwe2djYaLebQpRxFPT7o1qj1llqIwoLORfWZ2dnk8mEc67reg52LKoSeApoRyCl/tyOmGCMERZC5XlelgWwPQSt41iEqKrMYTdIEAYxDTFOCP3Oo8D7sBmuPvZDP95pbuztDc6jrKBVSSnVHc8VUmZpBg+BpwFIhJBwY54XYRiHQXx2Ojw9HURRommm69Zt21ESH+wfY0SXl1cOjw53dx+VIjcsPSvSweg837q1elFV09k8jOKDg/27d98qReLW+GD06LOf+616jTg25hwtddpZnN5+887h/om/SEM/VgIB87mm7Zi2ZVmM8DLL4TtlVmFMTBNs3ajVGobhSkHSpJASC4mqUqRZEcVxmqZSSliybWmNhtFoaM0GqHaz13NXVuvr6631tdbGRrfTqSkoRwhp6K6h1+Ko6p8t4Lx1Mg78RQyPFXA6QDTKNII5PB/srGka4J9zsCflGiUUSVkUxTnosywFoy0Wi/k8DQKRZTArUN+KMqTrGFi3Xq+hH+xGvn/TU2WGREGR0IjkRAJEZZVVRSLyDMsSi1KeezjNkiTP0hIsnWZVDtAmIsVVLNOgCOfJYhSMz8anx4P9h/s793d2H+4eHRz2zwbj4RiiZTqd+oHvuiYkvFa73mjWLNukDGN8HlSIkrzI8qpI8yyMgiiOszxNs3S+mIPmmMxmfhRNFsHpYDSep7lEuZCD8exk0F/EkcSUm6bXarWXlt1aAxOeF7D3Ss/DjFLLMM93H5Ap682ldm9tdW11dQ22O7blupbXbnVEhaMo5UxnjCAM6k1gLIWsyiovygKCTcjCsiFs4gLEC0dlmfv+PM8zkHhFUWCMDcNUCpgc4jyL0yArwqKKanXr5hPX7Jp+0t9f3ehZrsYN4riGDtpF16luEm4gxgUmpZSFkJWoSiHAAgUMWlXwcEqpYRqgR9ud9spG9+LV1RtPXn72nY8/+/zjjz9x6cL2UrPlcp2FCYyYcBMTvapwVKhFnA+Gi0fHo/tOA69dbNY6HLTd3Uev+Um/0bPsulaixLR5kMyOTo9AOlNOJcZCIa4ZmglOAZElSlEleQqyLk2KSiBKzSJDeUqQMomyqpQH02p8loxPovFZdHQ4PDoaHJ+MhoMZ8MkiCCez+enZ4PisP134AUQe4KbIi6qsFLAB6DNVAQdIiQihGuOGppuGaZoQvVIpTecSIZB0J/0+eHzmx2mJFNYwcSlqo7x+763Bb//an37jK3cubT31F3/+b7zr2Q+Ffr7zcF9VyLFdwzC+t0iRQsCmPEvSOWwdA5HnFbAtkkhVFSfI4IhIBIHCMVtpt5Y7XZ1oWSCjeZSGISe002rZlp7GCVayWXfXVzqtpq0bTNOYYZ77nTNqmbrjWmWBfLBKFImqMnWzU6/VHV2HjxEBN3DCmGIqU0Vc5GFexVJlhAnDoB5XNkemozXgysM7IMgP2/WeY3g6N8CgZV5ghDQGQaWUEgiroiyjJMaEMK7rhgX8e3R2Vm+1r12/Ae/vPXh4dHoWBOnJ8Wjv0cnx4fRwd7i3c7j7aPdg7+DsCFLK8OxwsL9ztnP35P7tw3tvHj28e3Lw6Oxwb3C01z896I/ORoupX0Q5yYiKkQqFTEURJrLIYSXT2eTLX/ssNauVC827e6/zmrSW8Ed+4onNW+2b77169bnt2pr383/1E//B3/v5H/rJx37xb37kb/4v/+K7PvL48x988vajtx9/9omzyRgqF7/z2297jeWf+OmPs3pltONP/syzz7zn4vIFp6SxYCJFWaISXtOIK1LmF4bPGvnlZ9aeeP/1uydvfvOtb87F+JUHX7rTf+HR9KWZ3Ne6WYBOXrzzxYenb1C3msSD/qzfn44C2KNwqpucciIUzitRSVHk5XSanpyMbr995+HDB67jPPfcc7qmHx0dJUnSbNQ41+bzoqwK29UszzEcnVBUlHlepAhLXT/PRwDFsiwFJCiMDw5OTk+n82lEmSaVDKNwOp4mUcaZQYkW+TCbYDYpihxRSpTCCp/HByEQDqoSQlZIVODnc89igjST2B7nJkYMwTfTTKR5rjCAFmFGmEbQd9/ajaVmvSsFdQwXuCCL08dv3BwNz/7Ff/8/9HeHgKyjg73xcFRVqCyRYfCNDQNiYjgsikI5DoYKVhhWoKUsmy2vdNbWVvb29t98cyyEeOwxq1bXp7NkPJnP5kWzxZ56arXeaAB/npyUuu489thjcRy8+eae76NOpwlZ/OHD3fkchAJaX7cGg7M4zl2H1Wue59RarWar02G6WSpgf9exOrreePW1BzVv7fKVp/OMi9LwnB7YAyo44/G4VqtPxhPTNC5fvnxuFQzzz7IkgeiezWeD4bBerzPGhoNJvdYs8qIqwT9gbQTpTggwqcryAiFMKII1VrB+pNI0VkoAErIsVQhYS6OMZVnWbDSllLPZDKa2f3T6/g/90PXHnioKmuVsMknjSPa6a6GfJHEWBoHjeIxpUFECjHhe3bKcqhSLub+/v7+7uwfsaJqWrpmWea7nwjBx3RohbPfR/mg4oYzquu4HfhAsmM4sx/Y8D8yh6TqjxPOspSV4IHDsUpMAABAASURBVL58afnR/ddlGSIRa0QwVUpRAXQNHcZS49FkOBgXRQmUAdPGBLBDGaWmDs9z6169Xe8sd1Y21rZ6y+uE6XkpCTMxNRAgNskXYagQYhiFMOnFTNNUs4431tztS80LF5rr6/Wtzfb6WqtWt8ChjFGMGcBjPkvmi6rIONQF/Lmc+2mSFhXECKG6YRqGJYTK85JSCuYlGMMyMSaiLClWGueiKufzKbh1NpvnUOakSNcRNPCLECCLkWEyr+Z2ui24+IPcyfdvciKFGFVUEk44ZCyqCCqRyKXIhcyVKlRVSPhOmVYilTJTMkNZUEWzPJplwSz1J9FssJicTkenw8Hx4OTg+HD34GT/aNwfhX6YZ4WoJLiEc9bwvGbTa7bOk5imMymrNE/jNM7yTCBFCCnKch4EfhSWQlSVmC78/nA0mS+gn5ydHfVHUYa4gYnGo0z6SVUiTDVNs+1aq91bXqu1uky3EEaUElMzXddxoVmOpVuAUdd2oTPCsihPw0wJRRHVmMawVhZCQj5HUsFVJQSgpizhFf7EGBGqotDP8pgyoOzM9/08h/IvbOAUZ1xWYj6d+P5cyAKhklBZyezpZx+3avqffumzfjQrZCJVAfVIrjOqER2i1HK5aVHdwJQjhIVClUICAcOgsqqyssjyPAXKAdsUqQBVDQdahqg1tZX1zsXL69duXLrx+LUbj1+/+fiNjc11x7MQqbIqCPMp6LZYjLiTN1e1G89sXLjW1V0x9vcfHb151H8QJiPEMsyLIJ2M5oPhuF/JyrAMzCgYjUAhASHwFmQITIhEOC9EkpVpUqRpVRSEYMsxWjWzZ5B6GdFpPz479E8OpvfuHty7f7Czc3hwdHY2GE+m/nwezhfhdOoPx+OF78dxkgNTiur8yZigc5tiGA5sD5JH13UThNh5XYtKSE8wtJRJWs3n8Wzm+2GS5EIoBjPtn+T33xp988v3/Qn5kQ//7Kd+9NMW79y7fRj71drSBYr0cBGNBxP0PTXg/aoqwwiciDQDc0rLXIkSoYqVOYJanW1gVaIqLS1mL9WX15e6ts4jv5oNF2mQmJoOx6ZYqjKD3HMOtV6vu7K8xBmbTeeTyRQp1Kg1Ou02JD8lURInwWJR5oVt2ZClbMO2dZNjVsbFYrwYnw6nJ6PZ2Wx8PDrZPX37lfv+KCtTuv/gdDGMGlanfzD86he+MTgZelat0+i4tgPgleeshxjF6hxKkjIQKIJQCsKOabrteKPpFKpAl65evXz1+nSWPny41x9Mz06me7uDsyP/4b3Bwc7weH90cjAcngwW41k4j8JZtpiU81E5PsnH/WQ2gitRtEiSMBdloVOlI6ZSiVJURRXOAYkQVtIyea1GXnntxW+/9rV3fuDJZ95743i68/6Pv+ef/vqv/dW/+wuf+MWPfvQn3v8f/YP/+bwqSC35K//Rk0+911m+1PjUz398HAyefv65g9P+f/vP/nDvMNjZ37lwafnB/mvXLi1/7o//8c/88q2MDL0uvvr4+vrltfVLW7Ve88HJ/Rduf1G4ix/+mec/8BOPz+TeV9/8k3F5OheTL736p/1sZ5Dem6PdmB9Pit1peYjdWG/KnPiLbOLH4XTugzINoqiUiHGda4brebZtp2kVBCjP0WI229/dGw+Glm4+eetJz3ank7GmG1sX1lsdbjpGu9deWu5iiJ0iywvI9CXnDGgJY1xVlVKIMZ5l+f7+YjiU43FoGnpZ5OPx5PhwMJ/4juGsLq0tdZdrHjXBmgQpIU2T2ZZunWc4AxrXGNGwZjDOeJIUzELtnt1su7pDEUUSI8yQaRlew6013XbH6Sy56Ltvum5r3JKSYawzphPMOOeea4syn05AEunNFogwNRyOh8N5ksrjI7S6oq+uanGSTWchyFvXg7ViKNEFQaDp5Oaty46rQbnu5ZcHeV489ZTz9NPdIExeeOHObIZbrQYlGIZot+sbG+0bN65JpXZ3913PurS9HvhBGIZgP98HkdcBA/b7fhiEBKua58K99Xq93ew4tntwNEhSvNS7nKba5UvPbm8/RUitKHgQiNPTyf7eyZ3b90Wl6vVWo9G6fPnK1tZKURQgmxazmFGWpenJyUkcx1LK2WxmWpZSOMsUKDcplYSdJ8IE7IuwkiiKhG2bnU6LMQYfahpdXV22bWM0HGZpRgiHfBUnse3WFn5Y85pPP/k8UvrJ6SwKqyQW/dPJwf5xWVamYWiaVpbFZDIJAt913W63SwhdLIKyLFut7uXLV1eW1zy3QQhDkJER6MViNJq+9cad2dx/8qlnVlbWBhNYeFxr1VrfaWfDQZElBGNIf7atuY5mm+jk6O7h0Z1Gw7B1hmSVZVlVCozA6qah27DTK4WczsC9ozD0K1HW67WLF7evXrnebfc0zcKYQ2LESNMhy1oNx25Csq1KWQAnCykqeFOmaZpBAahKOK22ttobG+7GWn111VtdqXW6nudZMFJZAZ+Hi0UKtDMYhWdni+Pj+dFpdNYP+2cTANTCn4M4FueEKwmBDE6hNZo1r+Y4tulYhutCNvfAbgQyZiWgYYzAC4whghFSAqHzG8FdRQHMlIOLv/sI+J/0DvL9Gy2dV7kvygiLmFYRLUOchyj3VbKQ8RxeUTxT4bTyJ2UwqfxpFcyq8Wl4ejAZn86nAz8YR+ni3KekJAYxLM02qE4QVUJhqRDEB0aMEM64xrmpaSbAg2uUECFUkVeAh7KSgC3DcijXy1JkaZHnVZIXC98fjSfD0fj07Gzv8PBskGQVEkRVUgIq8wohxpllapblNhrdpeXlVeDG9dXVtaV2q9vuwl6u1Ww0IY4b9Wa9AS+eU+OUy0ooqRjV0iivOV7dbWRxkgFFCQmtqgR0IWD7gSDqTNOEc3pMEWNA0HlV5UpJUQmAtRTnS4AJR1GMMYbApueaLwXcrm8uX9hen/vj8axfyfyp554qSsA96DOBGaffsQTnBmEcUY4IJZTBj1KoUrKq4NkCYgBAWcHTpcRMQXDpDjFcZrma03C7ve7qxtr61satJ29dunLJqdmGzagu/Wx0Ntkb+wfT4GDk7w/nj8KsT4Byi/Ebd775xa9+5v6D18J4eHoGu+FhGE2KIoYAgXjAGHauZZomMK5UwAqcUg0RTUgaZ9IPclFRhi2D1V2rU7O7ltbEpRHNikk/UDnPUxXMkrPD0c6dvTtvPnhwf+/k8Gw6nATzII4SUQgkJEGYYVglZYRShAkmHFONMUPTbNO0ISNpuk6oKEtZSSWQLGUaF/488WdJGivY1Q2O47dfO6k5a3/503/7xz72s/64+ObXXt9/eIYruNGeTfzJcJ7GAIvvJVaanRYYvyiQYZFGyyKULvwijIoSzIGobdZcx+YUp0kJUyoyZWk1nRog46F+GfrJYrbA4ChKwyCE4YGppZSdTgcosihkEKRFeS6KOaPtdtMwOFYq9AN/vlBS6bqmUdaptTaX10mFTg9O7r5x5/Zrtx+8dX/n7Z17b9y//frdN165c+f1nZ07h/B6+/UHBztnb7zy9r/87399MpjYutWqtw1NB1gqCRoOxldgXssCAjQg3wdRXAph1+qEaoPBqJTyMTgeu7ipzlWf3W1v1p0V6Aa2VUpzn0QTHE9RFRMmHAObNuOOphk6sSg1iMYRowpThZjCDFEsUBkJkaEiQkQig2lEKU0j3aUmouh3//C3P/P53+OWisuZ3eJ/7z/9uy+/9XKtq/lVf1EOPvrJi72t+p98fu/f/tHX3n740nA6mswjz+2NRtlsln/2T775kQ9/LE39f/Hr//U83sEc/d5nvvRg/9Wf/osf/4//wc/deG79YPzmC2/86Us7X/iJX/rY/+b/+LdXrnd2RvcOFw/3Z2+fxPd9vP9jv/Sev/9f/s8fe35jIfrj5HCSHQSiz71K92RBQrNGzAbSPSQU8qMiCIokL5XCSqiyLAlRjoNcB4ODTk/7Dx7uLBb+1atXNzc3/YUfRP7K+sr2pYuGoXNOvZqtUJEXcVEkjFPLMijFVVWKSmJEgM5Gw1maIsNArsvq9XqSRGen/nSEFrM0CiMIDa/mtep126Gajhijjm1btsl1hmE6shSykpUqqrIA5BXIsjDXSJKF6XfQbnt0bdNb22zXge/azXqz4dQ99N03IVklaRhlpUAYc4yxpmlAoECA/dOjumeZGqt79tXLLcsypYTqmtrfV4OBaDb1zU3H82ieK6gnX7rc7C158/kkSbJWq3b5yoVW2xkMg7ffTmZzdPVq/d3vvlFVlWODYpZCSKWUlKrbNa5cXocng60Ys68/drXfH965c9JqqeVlzXXNLEkW09nx0eFw2DcMvVZ3wT5cN9KsXCwyPygfPeoXhXb58lM6bwwHUVXwMifwtJ2dvShOESKca5AkGo02DJrnOWcMVler1aSUmqYbhhEEPlJYShXHCvxVAhWB0ldgje9YUyGCwTtMN4imMdPUpRJezXFcax4soiSDz/vDcZJm8LDRZNbuLl+8dK2o6HgcKwlAqUVhMTgdEgXGJXEYpGlKMHUcD74fhkn/bDifL4RQGOGqBMvAHLLxeHp4eHJ8dDIcjM5O+7bjbW1dnE6nOzsPwUHXr19bXl6aL6b7UGk/2gdPhaCFF9M8CUwNNTzaP7mryrBT91zbIZhUhShygKUC9mWaYViWZvJZMB9OhxN/Op9PhRCeV6/VGrbtaUwr8zIIAKJZkQulqJCkLHGWi6IsIWvDL+gwqD8gJU1Dazas87Lcemt9vbGx2l5Z6QLXOZbNMeyKFSSR8Tg8PB493D27//B072By2vfHUBIK4yyNlRK6wRzXdD0b7OnapuuYOuPnyQITXdNrjttqNlv1hmPaBNGyLKSUCilwDNgLYQQdE6Qb2LKYpnEIQPSD3cj3b3r5guULmi1IuiCJjxOf5D7LA63wtXhGkgVLFzyesXBKwykJJ3gxUv64jGZpvMjyoAKBjipsMKNZa620ly+sbW2srHcabcdyONMIZghRjKnO9G6716q3PEAw06DCFkf5bBr0z6ZBkBkGAMji3CTMKIWKo9RfBEEQBWEIEJ3NZ/MglggZJiokCtJSMgSdGbpu2VTXqKZZrtfqLm1sXdy+dLW3tAy8aekGZ1zTNEM3NM7BgBhhToAH9G5naXNjEyj3fGK6Ca9VBVpKQjhJCSROMAI0mYZh2bZdluWFrc3NrVVNY5Zld3tLhmkB9evcxIgCwmzbga9RztM8w0StLi9VqCiqtNZwwjhYWu48/uQt3/fhORAwUkJsABIxRBUiFBNGGacag9sxJf+vTuEy8IeCb0EniDCFKVLANkgBjgmlOpT7LMd2aqZtmo6hO4YkRZjN/Wx8OHz0zVe+9MUv/7uvfO0zt+98a+6fZAXI4vtvvP7Cq69/bX//TlX5toV1A1cyg+CnSDi2wQmGATg3MCRrSRHilBmY6gRpVUWLgsLONU2AiqlpeO1at+40OdLKWLhGvVtbXelsdurLHJvhJD47GB8abuzdAAAQAElEQVTu9vvHwzxMyiQVRaEqgcoKQ64ozseUGbxHf05tJtdgDW231vKgxFBjAlNJdKphwaNZNjiaDI9nwSQVKV9tX3zPOz76U5/89y5t3nrj2w9efemuwetb61cjv7z79o6q+NrKhZvXn0DfU2M20z2N6Cgt5CyIw6QQEqWZDBOBKEpLISXTdI1rbpKi8SQajaMkKV1H21zvurY5Hk4XsxlBKI1iLFGR5gsoXCxCeCJsNXWdJSkYI5MKY0Q556ZpKqWyLC3zXOSlLCuKscl16LTC8SIZncxPDyb9I396FoEd9h8c79zdn42g4tp/6YWd08MwWcjXv3Hwza9+6+zk7HxalkMJkVIiBT9SIcH5uSAooF6hGedrSQvTcQul9o9ObLf2oQ//0PrGJVOvra9c2li+cu3iM+969mPP3nzn1bWtZa/hsIYmO6yss6LOqgYX9baz6hpdjmwidIaYTqiGKZG4zEQSF0WOIAUiRCnVcvgrzyjFa2v1weDoN37r14J4vra+9Hf+zn+AqPzwR5779qsvdledP/jcv/qTL35x5QJtdov5YpDl+f7BWeTLF79x962XDzTULFPt7GSwWEw//ye/9vf//l/+d3/0+4vF4uLV7UU6euXO2x/+8Zv/2X/17/+v/rO/8sr9/+5v/a8/cGd/53/8k9+/f/xoIeY7gzcnxX3hHby5/yd3D7/1yV/42L/3N37WqJHBbEz0CvEiLnzGkUCC65ADEAG3KcQYckyt7jlSiiRJXcfqAYcZBiEkjrLD/YP+aX86nrRaLcM0+33wSgC5R6IySvxCZJiISqRVlcNzdB0sjyDhSXX+P+SCXevx8Sl4pigQxM9wOBiNRxhXwGYgU44ODs5OT6QoHdsywJEwDdeUCvwWJakfARSSCIyMKqSgY+X2cKvnYS6TTGAN1XsM/qw16kzHeZmkRRLEgR8u0HffZnCmsIimMz8vSkIp0zTLsbq9NsLl7t6D0eCkKKI333rjD/7wa1/+0hf/+I8+d//+ge8HuoHSTOzsTE9PFxj2eeY5Q9k2euxGV6o0SRMon1iW5jgawpkfBMNRtvBLQqjvC1AGjBFQTqNRPJ3mK6v6jRs9qbAfzJaW7KWlXhzH/X4uJWrUeadV81xnODh7843XFouxYbI0i9Mi9ep1w3SCMIeovHP7oFlb73a3x+MsjrFuNAg2srQM/GQ+DRQQi2Zyxi9evACHsLDGIs8dxwGfep5bq9U41ypRKaky0IkFAqouCgmpCiOCEIQVclyWF3malpqh1WpeVZZFkSkly7IUCmHKCWOG5WDKJMLbV65LBeetgR/Ad3SoLXJmCIEcy0JKLmaTNE4sy67XG1EY3r93b9AfWLYDiqoohO+HYRgtFuF4NBmNpmEYgzdWVzfb7W6aFvNFgAhmjPYHpw927i38uVtzNrc2Wo2GCRzFEJaFwSQW4d7DN+o21TXGucG5iQH9uYQn5HkpFdIAbzoriiTLQFdFvg/+CQrwSinLXCZxMZ0Gw8F0PJ4FYZqmVZ6JNM2VAq7iGGNgm6ospKrAF+12fXW1A4cQ3abdbrqNuuPaYGpWltUiSBaL1F/kZ4PF/v7g4GBwOgRvZFGhMoEqqQhVpsU9z6nVXNe1bVOHB+o61xhllEDTGYfLDc9zbcfQdEYIVrgSoshFUYAtEePEMIBUOcYoS4sg9MeTEbjsB7mfQ+r7ND8sDFRZuDRRbuDMRNALkwqbSpdUFq0cUtm4sFWmy8KUmVnEFGjd4q7OXE5MKjkRXMOarTueBcm+1ag1bdPWAUOUg/U1xixgQd0gAisBYFOikAKyfCGrUkGXFYQLkwh8xxjTIfDCJA+COEsKCIBKqVIIqAw0m1A+0RBGUYYURbqF7ZpjeDbVNAEYpoQbpuPVeysrFy5eXlmGgwzPNAHhOjR6XpyTaZIAaou8gPLJ9vZlIUQEo6SpZdoE0wrAJQmMDpClRKNE59zUdZNScuPG9evXr9XqTqvduHBhs9FoMKp751sZt9Xs1Lw6pTSOQj+cOzX7E5/6UaLJP/78Hxwc7+om7y315sGccQYpFqYhJNC6FFIiWDAimGC4l58rTxju/F94yzmF60JACEEgJaALZ8E8TMKsyEooUGKi6bpte65bsyyn0exsbF3Y2FpvddtrF9aefffTTz13s96xw3h0cnz/4aPXT88eYBKvrHi9ZVehJAgGjaa+utrqdByGi7KMNE21W169ZlvnfnIg7MsSgfrCECnc5tzRNLvMZTBPZ9M4DnOGjUat3ap3LG6rgrz96oN5P+jWVp659Y73PPO+px57+uLaxkqn6xp2OFnkYVpEeRFlZVwUcZJHceKHRZKisiKl0hWzmVE37ZYLurCxVGubWDOQZhMTF9gfh/3Dcf94tphkMmcba1dvPfachu3dhydxWNa9riz56fFoMQ8dp7m+tt2od6fjEH1Prb5kbV1d6VzQEUVliARFegMxF7yEglQAqU6DgJq83m5othnl2elg4IdZp9d58pln1zc3FyGazkuJFDiIMAYAA5rc3d2d+wvbdQzdjMJMVMh16kEQKCFs09I4V5WswAN5LstyMZv1z850rq2vgvnWG45F4XEFYgiVmZIlgdiJ/TL2hSyRSBAVaHlJ+8oXvrz3cJcoDENojFNCFOiISkgpFRJ5kWV51mo2MWHDyRQzbrtefzAkjL33fe+v11rj8aLKqCyMdm3znU/90M//hb/1s5/8Wx98/qce23r/Sv1WXbtoqlWStUnWKn0rnfJghpI5BpbQcc0gDXgF9shTVJUoy5BUnBCeJoXvQ2IoNI21203Iwb/x678G6er9733vP/hP/pO6h9ZXN/Ii+eW//PP//J//49/6nd/urdaFLALf758O46Byze5y92KZszSU3/zqi5/4ofe94z2PS5HP56ej+dnyeuf+7u2/9u//e//lP/ovrAaxW/LLX3/4m7//wu9/4bfuHX37ZHr77b0XRsmDUB6QWnD38MVf/51f/cKX/mRppfXLf+2XPvxDzwpZjic+sIWmE04RB+OCmQT4HOka0sD1eY6lch3HcW0IWVAbjHJGMZw2Pnjw8ODw8OLWhaeefIIxmhVpA868OnXLMSzHxBQMXilUEQphwxSwVlkiBCIbzWaRv5Bra3R5hXW6Hdim+osYnO+6qCxFvw8b1omusWbDsx2dc2QZTNMIvOGcmCav1+3OstPdcDcvdi9fWb94cW1zc73ZrDea+uUr3ccfv9Zpt2A/cXh0NBgMzvpjSJzjQYS++xZnGYA2KwvMqGGZbs2t1Z1et9lu1998+5V/+t/+1w937kTR9IWvfmExH/vB9HOf++PZbKxpQMCk2XIthwPYptMY6tRSIkLElauNTsdSqCBMttpep1fXNJSkfhBMkzSeTGYYY4RkWZZVVYxHYf8sYwxfvtSo1eqnp9HaWg1Wt7NzcnqaZamqN6ybt7Y2NpYXi8nh4aOijCuRTybjMIl0y+p0l3u9jfE4CgJxefuJlaVLi1lRFaxe67aaPVGpKEoIYWUpgP8vbV+5cvVanudgNKjMaZompcQY12oeQpgxVlVSKUQolvJcyVH2/8y/WSZgquBcjXPDABrWhBBxHIlKEMIriWp1cEwL3iyvrl+7fnM0ng9H8yytQB5VhRKFKrKCYpIlcRj4kJ5guDiOFwsfJmM79hKUN12vqqo0Tcej8XlxbjjOMgglE6Qe5BoYVikMX7t48SLl9LR/yjm7cvVSo1FfX1uteU7Ns1eXu2vL7YbLJoP9R/dfr4B8k/w8byCOMVgARXERxWmSpXmVSwR7aEUYwgyBvkrSbOGHYZSMRuPDg6Ojw9OTk8F4NA/9rCzARAxTzbQ90/HOZRenhCKoYjCGDJPYll6zTccxTMMEbSsKGfvJcDg7PBru7/f39vvwZjCeB0lRKqKopmAylRSqxERo8ASd6hphBGGlFNhdSo0zg3FLN2zLcizbMiwTTA5JEtbMGUK4qhCQKsZI0wACjuu5lqlThoWUSZKhH+xGvn/T06RtkZqJPVIZCjaZyjZonVSg3riOPVwaqNQpXCQ1Lm2uHJvWbb3OmS1LVCQVlpQTjgT88pXu0srKcrNWb3k1k3NZCviIUw381vAaDDGUY670KhVJkIsKI8UpMRHis1k4mQRJXEpBilykaRnH2fl/+eOHoigN3Wi2mpZrSFwxDRk2Kipku3atWWMaxQwzjSvQ+pS3Wm1oDjTLddwaiC3HdgF3SipKKdiQMmY7ThhC4le9bieOQ89zzfNmBX4ShYXrNAkyhoM5wGV9bfPC1vaHPvShK1cu2Y6pUHVxe7NeB6Zz4cwFKbzcWwUoQdcMsxAlgNH09KSIMEOT+eT23bfWNleff9fzeZKOhmPGNIJJVZRFnldlCSyAJKKYUEKIQlgiThlEDLyXVSWLSkmJEYYmlcxLoII8hQ1ilscpnLjkYKKyUkUpYOFcAzXtrW2sbV+60Om26u3GlWuXrlzbXN9omKZAKOI81/SS0EQ3imaTm0blOajbsU0DtIXstR3HxLomLEMzYDFWjVG9yGWWSiQpRrzMIcYYxrwqVRKm4SLKkpwRre41OvWOQ53R3vjbX3r57RfvqERd37r21NUn1htLhqAqEdksjsbTdBbk8yCbRfk8EmGG4pJkgleIl4hmguZCr5CLNI+bF3prDd1VsTCU2XF6Hq+zUvdYe6N30dUbaVzORkEa5VjRPBX+PCoLtdRdv3Lphm3VRUkVFG/Bzd9937pef9dHHvvUL3zwR37x8Xf8xPo7f2jz5vOrzXUdeYjZSFYqr+R4GpW0zEi8yOdOy7n++FZaJPcf3F9ZW7lxc10q6YcxuFc/t6PhekDC9SRNB6NhWQnDtIBlfD/UKEcK+b5vmZbrOkWZQ1bL8/Jg7+Tenbu333pr1B9AWlheWml4brvpYoF1qrmuBwavCokFYhhJeCV4Y3394oXt3/6N3//MH/6JxrSaW8eI2rat6zqS556zLAgdvZQiThOpYCtsSaSAGIeQLU7OPvXJv3Bh7dLRo/6NS08//8SHGvpWPPS07NqHnv3rf/3n//c/8yP/8Qef/eWPvfuv/eIn/947HvuJn/jov//zn/yVT3/qP7yy/m4/0FTcrJsX4zk/PYbsQJIcrawvE24GURGnJWE6LDYIIlGJ3Ye7928/ePz648899Y6VzvrP/sSvvO9da+P+yXJv5a/+1b/SrK0G87zm2PPxJJgu5qNFHlaT0wUquEmchtm0WevtFx5+/c++9qlPfeSX/9on/91nfnPvcOff/PZv/8P/6u//F/+7f/TkOy60lmv/9F/+nz/7wq+G+M5cvZbrD7A7IG6I9IJbxPHs3Z39l156hWL2oz/8iY9+6MOeq5WFhBJC3TMhLawtN29cXaq5xOCo0/IcgytRhUHQPx2mGbAhU0o5puVY1unR0cnB4Xg45BpbXV02DSPPU8jgS2u9KPEVgtQeUIprNZdSUgmpaQajmu9Hi0VIKbhMyJvVcAAAEABJREFUaky3LWd1Zc1xbde1HReeSxyXM0bjFMI6tm0TqmJw3TCp4+rLy82V1XajYfe69avXLmxuLStVTKaj8XhEKQW5LGWx82j33v3D4SAOQhSEMoukTJRMFfruG+YMa1yzbMOxNcu0HRtWqpvMcaG2lL319mvffvmb733fu/7jv/crn/5Lv/Arf/evXHtsezodvfHGncPDM01DwNCGYUpZ5Xkym2f7B3EcF1yrmi2924FPkBA52AEWdeHiEufcts2qEtOp7/sBQkDfajRKj47yqlKtJgEU7+6OHRfdvLkdRtFkGieJ6LbRO99x7eLF7cl0OByeKiqCZHEEdc6DAyWR57U4tc9O5t325vve/bF2c10K3qi3ut0VSk0hcByncNt8sZhMJkmaMM6AimH4qoJ/C5guMHFVlRjTsqiEQBgTCWGjzkvrYE6F1GKRAB50HVzGpJSOY1EAFmeWA1voNIgSRFleiTBONja2LNsdjMZxmgtJojDz/Tjwo2C2WEynZyeHSRBCUQuGm8/njGrtds+23SzNIetB4BBCgwBgGGJMm40WiDld07MMiBhTxrM8h9HBproBgZYcHOy9/PKLb775xs6jnfFoiKVYWWrZFj892MEizhN/Pl/A0GkiikzlucizMk2yOAKTAlxKpkESUpCBKGSIJDk5OT0+Ojs8OAM9NzwbTceL+RwSZpoXUijCmO7YXs1rNBrNZqNeq7kmhIys0iSOo4WoKlGUZZrBcMPhZH/v9MH9/bt3dm7f3rn/cP+sP4mSUmBYroY4KYlMZYapMgximFQ3KCVIVkVepAChIstg1CxJZQkaAxNFGaKcaoZhG4YF7iAEU4owQQr+QPAx0TUNVF297jmOaZr8/PIP8C/5/s2NCkolZZLCGyIZR0zDXMe6TjSN6JxoBjV1anCqQ1JhEPdUA59Qwtl5Z2BYLImEGMhLsL5GmGMaruuYuoGlkgBnBPdwnRtUMSJgLEalrhHD5K7ObYp1CCIAzWg4PTsdnZ0Nx6NZuAiSOM2yPAz8MFjIquScco0RGF5HpoksC9VbrutaTKOYAiIxgXkwCpIEkpht21TjGGPwNqFwo8Y4QxgzzjFCfjCDD7qd7/xHzRQZlmZamm05jl0LguT0ZIwU39y4dO3KTU0zIIB7vc4TT924uL2OSZmmfppFy0vddz7/3I2b12/cuuG4blZkm1trhsUX1RxKdE8/d+v1N7/9lRf+LBfJxYtwl6rKCkI3T/MsTgGBFCtVllWRi6pQUKKUYCYlZSXKEqkKY8UJ1TSu65qma1zjHObNNMJg8lRB6hC4yESSQsErLYqqEqqqlJDfiTbbtDyn1qr31nobm6tXrlyAbX1vqe44zDSxpomq9Kezo9PTB8PxPlaR7SBMsiA4C4JTRgtDQ1VRANJMy6x7NR0EYHEuPjXd0kAImLZl2qJSo8H4YA+qZyMsUbfeXaqvQPb1B+Gdl+997bMvfPmPv/TyV1/aefvR6HCWzpJkFvjDyfDw5GzveHx8Njo+O3r4qL9/ODkZjo4GydTXKvSdqRFSKF5ABUg1jPp6e61lNnVptuze9vK1ldamyWqu3SSKlaUUhYrDbDSYAEevr2/CKQpSTAnwKtjtPNphCd9tT/AwECe8nm0/0br27FJjjbkd/NS7Nn/kJ2899b61jWcsdw01L5KczR/tnrRWGlaHhMXUT4LhfMIt+szzTzW6hh9Kw2F5mVie0V5qeS0PU5RleZoBmDMhpG3ZnV7XMKyizHVd73a7tVqNMQ58Ch5czJOjw7Nhv59lGTjecTydQ+BoGgfXIwk6TilGEWDZNpFtGgyx+WQynaS//Ruf+eLnv9ystzqt3ngwqwphGPp8MYONAGeUcmKahsJouliUlTQsC97DAQpn5q3HnjZ43TN6x7vT3dvjnTen/UdysItPHlQ0W7554UPXN9+31XnyEx/69Cc+8hc/8NwnPv3T//N/9t/8m//7/+5fe87q/bdPeNXUaNN2erXmih+B2ojDOKs324bhQLRlCaw854QPT4ef+YPP3HvrftNtffi9H/vd3/iWhmrhLDOoU8RY5nhzbbUHOa3VWWq3NEK6jWYZpCoVBrH+4Hc/v+inP/7RnxQZ+tY3X3ryqSf/8l/5y8+94/Iv/aX/8PGnn/z6t978vc/87sQ/0G3YGYwrOqxo4kMyyGLNFZtbKzrjx3v9L/3pC5/7zOcHJ8N3P/+eX/qFX+g0ew/fDKsSJEKTE5QE81adL/fqEJicIc5pnp3/iEoooWQlMSac6Ro3jo6O3r59OwgCymhRZZUsdZNLBHs5oVBJGdZ0Rgguy/L8XomKvAyDCHLnORoVgxzMqCYlpoRBc4Bxai5hOIyCMJxppra5ubK2vmQYTDdomubHx7Ozk2GRxZypPPWP4fj2ZEIpgQn0T85298a79/z+gzQ6KsVIKYgjG2k24i5i3vmA3+0vN3TN0E3H4romlShlEcUwe78oU91gmo7ffPPlb3/7hcef6FCmbAtdv76NwHt5PJuN3r69A7PVdd5o1ggVUuaOY41GxWCQTibZfJELUdXrJtTqhBSzWeK6+tKSA3yk6wzAmeeFCc3Soyg+OAiHo3xlhRoGHvQl5+Xqci3P0/FwPh5XvSXv2WdvuZ43m091jbabTcux9vf233rrdp4WllUTFUkTceXyrfe8+8Ou3VSCYMSkAEGpxqPpfB5A9IEh337z7TIvHNhTgZPKUtd5DpMogFxkUQC1hmkKbwRcrErx/7akYXBwLoQnpRiYWCrg4Xhjc+PWzVtxnOR5laU5SMYky1rtznS+KEuRxNl0cq6KkjgH3SmEyAGf/kLTaLjwgyAkmHmuh5Q8Ozvd39+bgNyMY7guhKzV6ltbW2tra2AbmF1ZFWHgj4djKHAeHZ0MBoPRaPzGG6+98frrpmVEUciAH4kSZdqsOeCZk+NHWxvLRRGFfujP48U8CII4z4qqEmUl8rKAnV6YRJUUeVVIJS3X4oYGF/0gkFJp3NR10zAMjWkIoaqELyqMCdOYaZj1Wh3oq9vr1mou5CzAMMy8f9of9CfQT0+HsEfd2Tl4+OBg58ER1OemsyiKCrClkDIryqwsJK64AWrYsCwYhAGzSVnkGYBu7s9ni/ksDuE4JKuKsshyOE+bTYPZxPdnfuSHaZqB/RlDhECpGyVJDpYXQkoJiysk+BtJmPMPciffv8mJKhNlJqpcyQKriqgKtpScIY0hRoSuI10nEF1cA7lXEVpQWiEkQRoDL1HGYWJVVUDL8yzLEiRKkHSebRscqhFKVYITahu2yQ2D6jrWNMJdw+00Oivd1aX2MuQhQ7MBURBsJyenUOwdDPph4FdFCYowjWPAoxSFRpFtcM+163W3062trDWWlzu1ugMcCtGFCSIUaZxyRgmlhmkghNMsh9ASUjDGNE1DGDaCGBEMe5NKFkxj9WY9zeLJZKTrelkK03Qa9S7oS4RYt7OiaUYYRAt/tn+4s7xc/+gPvWd1rbUIBo7Lbj1x7bGbVy5fubCysaxZdPPCeiaSXMa9VsOu63d33nr99kuFiC5d2VzfWtnde9AfHgfBfDzqw1gAWgyoy1OZpxikqkIcwUYF8ClkJZCUBBNYBXRKCNDG+UWEuWYypkMnWEMKC6HA4On5SUmRJlkUxWGYhHEC0YooN0zHcb16w9vYWr322OWti+vLK+2Nrd7FSyu9lZrA8Zu3X7lz56XpbN+0K80osmJSyallw37aajYcy9A0RnTOgeYY4xDDlFIJDifUtBzTtKXCgR/PpvNgEeVJ1bDay/W1Xn2VK3NyMnn41snBg1EyS0glcFEx2GIlVTCezgfjcDIPxuP+weh0bzA5HfiD6WIwmfVH4XAOKZyVWJfcxIahDAOZLvPqZtvVmhbxHN70jJalgYPaSpC93UPAiWM7165eazXbsHumnFZSlrCzRgR9T20Y7O6d3bu79/rJ+G2hjVprePmS0dmkSxfo9ec6T39g9dZ72899aAtKd7Qp3/HhKx/51LPYoYtMzJPwldtvpXJx4+nLRh35iZj6g6QMEBUEdvJEwIyAixfhPC8zt+ZYtiOEmIyjMIxsy2w2GqZpNOpuu20JhOaxmC7CIATRwLyaRxkDoBq2TjlQVAWvmonrdX1ttbG01KUYzyYzy0BpgL74hT+78/btpe7y+uommIgzTdcYPTeGTKIIY2JaUCZMAXrwXipV5EWwCG4+9sSTN54zaeNsb3G256dzzqvGYlDee/3w8P5QxFyl2uFOv0oxLhkutTdfvjc8mb//3R/95Z//G57TPTudosIaHM4WowQhb23tisa92SSZjv0sKXRuVoUMFuHp8fHXv/rC2eGZTnUNaY/ujHfeHr710kHD2nC0Th6Ja9vXPvWJH/rpv/D8x3/4xkc++DgIVs/mBmfLzdV0roYH2evfOnr9xbMbV5/9S5/+sf7Z+Kd/+q/qNtu+Vpc0Pjy5yzTp1FzKDc9t1TyLcwSHYIwHZTU+PhyO+1k4rx7cefTZP/rsm6+9vbWy/bM/9VPPvuvSZFhMhtFoGMznue9XwF6iyoNwASTGGSeEgpXKEq4XkC3KoqCEDPvh3dv3R8NBksZ+4Bcix1RFaYQpyLgMbmKcVUJIKTk8gmuAx8DPpxOR5yDvJCVallWnJ6e+H4ZRksIfoorjajiSg2EqVdXutbu9jgVHTTp1bO461DQJksXwdHzv9sl4MLNNqlENKyIqSbFwPd5bd9evNi89ubKyUlMKcbCviXWbfg9BwAhhlOgah5vLIk+T2Pfnvg8GiZESnVZzpdfZfXgPYcSJAh27vbn+3NOPP/3UU0889czlK1e4rk1mQRQVlq1bjl3ksHE3TcPBGCdJGgR5UUjOkGFoXGNCCEwlpspx9FrN41xnjOvcNHVHVap/4s+n5PLFtijE/bsRgMGz9UpkJ4Mor9CVa51L29tIcFWxle7a5a2rGtV37u+EQVSVJaiDOClLya5cf3Jt7eJiEYCaq0oBlCYqVAml6QbVWH94OpkN4S3CpVKlZTDQQ7IqDa4pVMbxoigyWeEiA8dBrgMDQGYDbtLKogCEIHSuGMpCJLBe3Wu1eohghWWap4uFD0t2vVoS5VKQNCqnw8CfZ2kkVEUt8zz8IT2urC7vHxyVhfS8WiWr6XwyX4wXwTROwizPB30oxBr1ekfXbfgzjBdZ4ReVj3mpW6wU+WA0PDvrU6qtrGysr20+cfOJ61cvXdhadWzqutTx6HzRD4Jxo+mCTbIcigl5lucwaco1qnGFcV6IKCnCCBIIwFyd501Dt23T86x63Wm32svdtdXuxnJnCYKqZvOaQ2sWMlmh49LkwrVZ3bObntts1OsQfQQt/PCwPzk4m+6fjA9OJscDvw/xNU5Gk2zhF3mOKkUkImUliipXQCgcwEA4o5gAk1GEUF6WQZwEURzHaRRnUuFCqDQXfpRBnee0Pz88nR6dzcbzsBIQZBXGcBOCc444UnFUFoVCiFJGYG5Ad4QAABAASURBVMsB3Hv+2Q/wL/n+za1IoyIN8yysiliUSVWlQqRIlZQIgkvOpKErXUeaJimIOQLOKCQqpRIQ2wgrUQFmirLMqyqXZSmqUmfU4JxSwjA2OHMdp1Fv2KZlaaZBuU4117SXOktwkLC9dXFzfXNlablWq1GCoygMFnPYoghRcYoMneic6BCLnJg6r7lWt11fXe1ehOOiyxeWVzquZ2ochCWiFBGCKMOMnMevqGRRivQcxwnIzEqep1VMsIA3VDGNzhbT6Wy4tNy1XWswPgP8MI0RwhjTqkpSwjY2Nl3Xs2xzMDhiTBJerV+xr9/YunCx+1M/85FP/cQHNEOmxSItfKLJ3lrj4f7bhkdvPHH53/7uv/zVf/lPmamefeeti5fWKhEdHe34wZjgimBhcArbjWg2Tf1FmUa4KjhGGkYEVbAJQjA9IamEuFMSmlDQMDRElaRIMYzOoY8JmAr+hK+LoiiyNI3jxA/ChR/4fhRHkCmKHJYPSUijNZDMS63uamdrexWm9+Szjz313PXHntjUbLFIzkbz/ZP+vdPRvYm/P5rtRvEAqjmey12Hcw7cR85t4BgIqaoSVXUeMJbhNuqder1NiL6YJ8eHg3CeokJrmN3V5upScwWKpy3H6TVaq+1Oq1av266tmybVDMo4IkQoWGC8gBknOuYiqwZHg/7+STwLUCaLuDCwpuBNWOrEbjk9i9RFyjXltGrLjJonx4O7dx8EQby8vH75yrXe0gooF8s2YbNomBphiICR0PfSMMskS8M02D+a3Ns5PBn143KaqUkqJ1iPuuvWzec2lrbMy493r72Dp+yI19L2hl5bRshUd+6ffOPl281l84l3rGeZGsyTRTItVYhowXVlOpRw4gfZeOqnRabpmkI4hIUPp0EcK4x0Q+st99bWVx2PcQ7EJ8IoFLIyHQNRUoiC6hhxIVBFdeTW9KXl5valCyuryxgrWVU6QzdudCaj8F//q9++e/ve9oUrda+ZRqlt6gA5XSOAjzAMTNOwbRMBaqQoyzKNkzwpbM15/zs/pHLm8rbDWw6rd2pLHbfjcCcL0vlwZlBN5dWjuw/CxSKYLQbHZ7sPDvYeHn7s/T/6iQ//RFjNolhcufQOWUK9jQbTgkgrGiayRIxw13YNrtVc9/LFbaLQ0cG+rRuT0ZBRenowe/XFR1TWIJS7jSWTuxzrK8uNK1csIeLd3Tctk1g6B1q6vHUj9fnhw4jL7uFO9I//4e/8B3/zbwNP/PAPv/ull79kOxAscZIEUiiN2Y7VrjmNpZ55YaNucm334TycZXKBxILMBvlr3zz4nX/9R1/43Bd67fanf/FnP/S+J4OgGA4qxpGQYjrPkjTDRGGMpJIIqfN/SlnkMs+KEuitrDhHURAcHR72+2dhHGSQ3Mu8qIpKllmRU0ogMkVVIoR13QSvR2EMO1XwHCVwjRqGDfOczWArBpFbjmfxZBaf31yhMKzm80WS5JxprufBRmUNaLFXa9adGgShzjUim561ubKsEV3npmN6kGjbQIEt3XAp1aXjmkvdXgciAYonnS767psocpgWFqoqSgXxXpRFlisBAKNAQGkEOTM72t+TKfIsGS0mLZt7BsnzNEpKCGvdsJkGJ+/lyWkynuSVYn6Qx0lFmeHV6rZtlwUJQwR29VzNMOFG5ThGFGdBEABPcKIXicCCWjqAwT3YTXcfIJ3y5VZzcII6Le/y1aVMzB8enDINPffs9vryhfkokTm9uLr93JPP1r3a7s79+/fvHBwdlQoLotWaq888916NG5ZhNSAB2V6701MKz/2wqKoYppaHls1tR1eqULK0AawKMSV0hrI0hCtgdVHSEupBMOsKlRlKohIjpHFawR9SGpqBFb/91s7ttx9omhYnEbQwCuqwXtMmip2djNNE2WaDYyOOiijK8qz0/YXt2VznlBvN1jKm2v7hwTyYNFqubjA/nMOMb9x6YmPjIgAmSWB4sQJZ7/JqralRrURaqTtsa3vj4qXLS0urumb3+8P79+4qWew+ejuOB8urzpu3v/W5L/yhUzfDxHdqDmVMYQXotF2zBrtj2xRI5SUAF15xklYKUgxiMHlIJrqOHUerO/VufXmtu7bRW15q13t1a3PJ21x2mxaCswfPVBZHrk7rjtlrtVaXe81GQxE2C4ujUbBzON47ng+nWVywElmKGkLyoiQYcylVWYINJQzherqmk6oq0rjIc/gEMgPJCykR44bNDSspxMxPz8bz0+HibBScQU0A0ibkTNCkBkKw2UHnDeIry+AwhJQloUzTdU6YVESdf/b/z9//L2MDJfx/+cb3/HGVF2Wal0BbRVGVeVmkVZEpVSIMVq4wEhDQjCHoBEulqkpkQhZgUEWQUFUB3y6yvEhKuBcelCZSVlJUWErLNOr1Rgd2nu2OY1oapQwBZypOsGuY7Xq91233Ou1etwW95lqaBi5RkIQsi7qe5rp6u+11mjXX1EydOqbWbrgrK+21taX19aV2G8obXGNIB5xzTIkkkOFElSZJlABRCgWBXck0z+Msy4pCKlmpqhSFJAJWG0Q+1fH61qrXcKaLEfB3URS+73POG81mb6n75FOPf+SjH7p0eWvrYo/yEiF064mtG7c2n3z24oXHbIVDPx70x/tEqx7svUn0cm2rkyv/9dvf9FrsAx957h3vvNFbduJk2uvWVpfb3XatXrNrjlGmUbqYZsE8C/08CsokqvJUFTmUj4msYPcNHCpKIFSBpGSUWmA3zRBCSqmURIRgTonGCKfQEMVwKgSfVFVV5FmeJGkYJgtIJIsQNszTMAyyFDyhOJZMcZt119pPPvfYT/7Cj737w89uP7ZWX9KspnLaRPOqeXq6f/x2f/CwEnPXI+2WUXO5oSPGsaYx07IY06pSFSWixHSspm02ldSTSPrTNJylKZBdRS3NrbvNhlf3rFrNrje8BifwAOJZds1xNcYYpjXHpAjlcUEV1amhUY0iWLqE3dlkMPInAUMaFK1svYalrjHXtTuc1eJI7u+ePri3N59Hq2tbjz/+dLe7QggBs0IiO6csKhCGPHLuKfTdt1ajaZncsWin5dZrtTSNT8/m0/kszv3xvL+IR7qtKhJhPXniubVZdDgOD6880X3s2faFx9yLT7g5m5/N99cvdTYft5CBgL2D3A/zRS5zbiLLxUxDmJZcw/VGbWllue7qWYnGk+l8MSuqkjBi2Gan21xdc02HB+DGLFJYKYqSooqzMC1TQZDlse5SY3Wtt7TSsSw9SSNdY57jwI4ITqB2H4z+za/9zttv3VnqrjmWmyZhHC4sQ/c8pyoLUVa6phOKMVIUE4yxqtRsvNhYvrAYBo4GFeZOHsZUFZ7Fm65hG6gq4Ha5ttIgKkUik2XabngGpUd7h2fH/R96/w//z376f/2pH/m5X/ipv/6XfvF/cXn98fHJQiSk3uxeXN/eXNts1GrbF7aefOLG0lLLq5mEibsP3mImqdUdmHK3tdFwPdciDJuiBFyzIFC33x4+fPAQjqMpk6alzebzNKniSHVaW3W3++v/4nf+yf/133zqE3/hn/3f/1E4qxy9c2H96myyAM3KGZJVkoR+5Ie04k172dXWy4jVbYdrSPgyD8/BNJtmn/vcC//23/7hYDD+0R/7xE/9zEevPrYURCgpwLamZoOC5RLJLM9FJZFCGIGlAPCEE0oJ63YbusEfPdqFKjHYDxgyzRLCUFYk8FUGk1ayrIAzCUY0CKPDw/FgkMEfGMHnhBAugIMqrHHGKZcCK6zZrt3uWkB3aSrgxMpfhIzqjlVrwsbJbVi63ay3NtZWV7p1plTkZwRpqGKqwmWm4kU2HgQnh7P93cF04ish86SMozyKUvTdtyKTeSaSOA+hVJKkohIUw8IZIxR+XdcwDba/9/C//e/+2dKmDXtaqQKCM40qKcswTKMoQ0i6tuk5lqkzgonnmobOy1xNxunJ8bR/NlksghzSLypNC9ebtNXSuz2v3nA4SA4qmY5LWcZZQrkgpIjiIIpyQpFho9m81Ay2vtFM0vzu3QHw0rvfs1nzvNHwdKlrX9xa++iH318WKSHo8PD44cM9hu12c/3a1aefe/b943Fo2w1QClJJyzEvXb6QpMGffekLD3YemLZOGYHoKPLcMAzT1PM8BeKVUpQwlVKVhchBUxXn1mQMUco0TYNMIaVkjMED5/P56emZ7weQbvJclgXSde/ShesIGb6fAcdPRjOuaY1mzXF03SBR7Hd7LUhVe492XccbDaa7O3tZljMQa2VFCO11l9bW1l3bmwM1zBaO7SwtLROKg8DHRNmO4VgWEBSsvdtpN+tep1VbX+uFwfjBvddsF3/8R99flvNf/ef/9SuvfhXS1mB8zDRl2TpjBGHFObMs0zA0+JPrjFIKQxdFmedFloLQFUoKIcosTbFCtmF5rtdqNpr1mutYtqm5jtlu1lqNOmQfWZWGbtRqDca1vChhja12TyhWlDhOyzDOo7jIC0WB2OyG49YN3eJUZ4TBqBrlOgXyJ5YOu1VSFFUcZxE4O8sRwpgQyHd5kVdVleVFnBRplsNPlqdFkclzy1NNJ5qGYf4KIaUQ1JeqUmVpXpYV3M8Y0XX0A97I929+GHYmCuKSIEEU6J0KRIUkChGMwb3QlZSYYEbBFwQjVJWFUAJrFMIdsg4gvxB5UaSQYPxgHkV+mgLRxfAUz3U67Va31Ww2wKMaQ4rCGKJCAsYoCfiGYM6QYVDPM13XrNXMet1qNux2yznvbafb8iAWLJ1pTOk6BUg1ai70umfVPOscmZwY559iYPSqhHhMIqjhJEAu2DAtzTAridIsS7M0FwXCEtALHeakiPzGt74eRv7q2pKQhR/M4jgo8nxtbXVtbXk+n127dvGnf+aDf/Pf/4t56XOtQCi+fG1JM7Pj00eIoEaLLcLT4fQwLmaHZztXb16Icqg533/Ph57+5b/+c+/74NPXb24ur8Pm0HjH87euXN6o10yDY0aEQbFJsaYkADD158F0nCzmZZIiyARCIClkJaqyhKXAZKq8EKWA72KEEWAXgYpGlGBKEKGSEEmp4hQxqiDaAdiVEFlexQmk5iQq8nEYjubzeRjOYv9sNjyb9hMZGzW9tVK79dy1D/zwuz72yQ988ud+6Cd/8eMf+bH3PPHc5eV1BxPYM59E8ZlulLaDEcqqKtV0Zhg613RE4FwJIpBUBcPK0nnNtpoUWWDaNCriuBIV5dRgVBeVFKXkFOgPclyla5qh6wBieKJt2YAHgtliHhZZ2ag12+0upzxJcvBSluSaZjZqbUNzixzlmcwLPJ0mOzsnd+/ueW7r8cefXd/YpgzmY9TrTcdxijJbBNNCJJjBOTL63prI7NTnRYxrlru9uQpnGK1aHXbsWVpFUXp41N872EvzaP/4iOqo0bW5KdsrzuWbWzee3vjgx7ff+7ELysiVHn/gY5cuXbd0R+Uy95N0kZRJKRATjodqTWK7OmRzYO2lXtOezqJNAAAQAElEQVTQMfhmOJoAdfeHg3mwaPc6F7Yv2p5VyDIrM4mE6ZpgTj8rMlE5Dbyy3lzfWuoutzQduDgOw6DRbDSbTSTQ6nJnean2yos7v/av/y3olYsXtlv1elFkRZ66tmmaelnkVXWud5UC2BBwBxIqi4osLrNQFJHkUg+mszKdF+k8Dkac5Awlg9NHeTpbWW5kiZ/FQZVnaZDIHB3tnqlS+9QP/ezH3/MTV9ef+KVP/ZVf+sm/+pM/8otdb3Vz+cKlzcsr3WXT0B1XNyw6XUAp9tH+6YOjwe6tZ69G+QJCs9Vo94/H927P9nfng7NFEpXD/uKN14+ns/HNWzcrVZYia7QaWVGVAodRAamx127+0s//zH/6v/302dF4eBp94od+tuWtTkeBbVrNmldmyWI6ng2C/n509DBMZlbH6XJsr2x0mmuuaeJakzd7ZrZAL3z5jT/4zB8+3Nv76A//yCd/6mONTjMTiBqIGAw2poUQjHH6ncYY5ZwwyiihBGFd04UQR8fBZBxZQD+GVomCaSTJIgJZWkmYKyQYzjUpsb8IQUz4CxTHKI6A81CWFkmSU4INw6BUc123Vm8aVrNWa8CPkrzfH+/uHZ2dDfpngyhINK67jueaXt1pulY9DYvDveF8Eixgr+bDs4QoFGg7irhl2kiRxTwIFv5suphMFt9DFGjc4sySAqdZlWRVWUgJRC9lWZUV1F1xBd5sd93/9H/zH/3Gr/729rWuU6OE515Db9QszzZdWzN1rESVxEWWVEgCY2NNQ2AZUakkzuZzfzRcDPrJYFDOF7l/ru5KpMDaGPCsWwQeaFiYacKucd2SuYAN1SQTKWTyRTR7+OgMpnftyholfHdvqlR+8+Zmu23tH+7PF2c3blx++ukn2s22a3sHuydf+eI3D3aHrcbWe9798Xb7YhwLw7L8YBElc5iL1zCHo7NHuztlJUQlNZBalEglK1VxnSJCcgi/TEhJhYDyj8gzpCRYVMF1wKXvB/K8icVifnJyNBoNyrIEzJS5CIMMovbC5g1V2qLQNOZUlZzPJ4wLpldzf2A7XDcYhG6WpGCQ+cKnjHdaS7ZV49ys11vNZrsq5cnpqRRC03iWZ6enZ/v7B4PBMArS2XhxfHD86MGj115+dffh/SIPH791+a/+5Z/9pV/68Y/98Lt/5GPvfvDg5f/+v/+Ho+Ge65D5YmCYYjbvg61Mk/a6zYsXNq9e3r54cbPZqiFZwa5PihxcVuZlkWfVef0Mc6ppVEuTGKYdR0GWp1IJzpjruO12Z2VtnXOdc4MyPYrz4Xg694NSIolAhymCuBK4KlVViLKURVGVRVmdv1awHM5Y3XG7zVav3Wk4NYNpVZ5jRDHmZSlg/KpSGGMlVZHnURSXVZ5lZZpKeIaUuUI5ppXlsFrdNk0dzMg5xZD5YXSJyrJMkixLi6oC32BKCfrBbt/H+XHmcGqfKw1iEmQiqQO5YATQ1pEC7cEU7NYQWM/g3KJEk4IIMBZTiGHMMAL1h6VQVZKEsxnkp2ngz8PAh1hxAaeODf5nDCSjlLCFESUW4Oo8z6IkDtIYwjoqi1QB/HVc98xmy2617EbDqNf0es2wTQ5lHMvgjqG7luHYhmPplsk0jVqWzjimFDMKSlRkaZyEQbCYz6bTJE4URoZpQhhT2EvByCCTRAkXFWAPy95yWzPoV778p/fu3xayhDDGBKhYAoZc17ZM8+zslDKxcpl96GNPIpwvgr4Qi0abYxYH4QAhxPT83sPXgnQynB9vXlrSXfTm3RdXNxq/+Om/8NitC0CwjZbheqzZsmoNUzMUxQWjwtSJrVHX1EHgWYzKMo8Xc386iRaLJAqzOM7TTJSVEgJesywLo2g2B60ZU1ijgialqhQSoE0xFtARLhGuANVAOUoJKUUpIIpEVkGkyqjIZ3E0jcNZHMAY43C6SOZ+5k/CkVFjvc3W+uXla09uP/3uG+/64FM/8sn3/cwvfPzDH3muXiPz2dF0flKKiNCSUomJFAKGI4Zum4bHmCWlVlUcYYsyRyleCVJWSEiMMSOECYmSNI8T4AIlpVQII4QVQgpjyplm6O1Op9Fol5UIowTCXghVlpJS1my2arWmFCgMITqrolCD4fz+/YNHO8fzWdrtbm5v39y+eL3utZUimMAdPE6Shb+QWBiO7jWsWt1E31O7/ToIDx5OzQe3g9denMyHerd+cbl9EfbA68tXLLOeRpWmmYPBfHdvnzIKgx6e7ume9JZ0ZRSXbq7feHqLWsXqVvf6k53Hn1navlpfXrdbXU03YdmIamCfYjYf+ZDK8sqyXcvWKwH7jSIv8ulsOlvMbddud1uYY65jpjNJUaPTai85REOWhzYuNLcurrW7DcIVJMf5YoywaNRquq61mi1ds1wbGnn1xdv/5l/9zmg4vHrl0lKvHfmLOAgsiBnOhCiVklVVKlERcIeUtmnNR3NL9xI/p0o3mJlFWRanEEyoUgDc4dlgcDJYX9lgSDs5GKhSd43edFBGC370KHztpYPM5yrUJoeLxzZu/p2//nff/44PN622yaw0jOPQ39/fe/2Nt85G/fuP3vrStz5nN/nGlaVYzHMZjKZHL79655VX7j54sH/77cNXXz3a242yVFaSZ7k0bWs2n+oW9xqOZrLBqD+bzT/yoY997CMf/8f/h8/+tX/v76/1luMo/vIXvwzw74BSYy7MTWRaleqLM3n/9ZOdt0dVaiZh3ml2llZriOAozHQNNZZ1u8mG4/Hv/9EffuHLX/YanV/65U+894OPwdiH/QnRjVa369Zc0zAYYwBoyOUA/qIoITZ9yOFz4CukabqmaRR2uERJsGZVCVGVkL7OUzszDAOuJklGcGWaSFQIYeq6HkKkKOCKAemIME64UQoWBMUiKCBWgjDvD2YPd87u3D6Afvvt/d3d4WwSlplwrdrmGpSith3TXMyA5ZI4yqRQmgZ8aHqOXnMtz3Ed24MXz4H3BvruG6GcEAZRmeVFlhVlBb5A8GcJK6vyKAnH07MwGq9vdv43/9u/+9f/6l/rj3ZvPr7aaEAWz3QmMAC8UhonzZbTrFuajoOgAi2lFHJsq9Ptrqysrqwu9ZaaNQ9OIUXoy/lCBIHIMlUBe1QIXiXQBEYKSXJuHmAYGedBmvuYyjxP793di6Ny+1Irz+Urrx60u+xd77kyHB+MJseIFE88cRN8UZYyDsv9veG3X7zz1S+9ahkr73z+Y0XJuGFDfElUTOdnjqcZFvWDeZLCOoFOKTN0iYRAhW5pmBC4nKUFApJBDMIlz1FVnk8vz6s0zcMwopSmSboPUutwX8iiVgfD27ZlU6xbRmN99RpBnmW2e71NRrX5bDyenJ6ePvL9oetppydHw2FfNwzbsaE3Gi3LtkvIPbnQddMwzEpUUlWGZShUnfZPDo/2gnARJ9HDnYevv/764cHBHGDhT2fj0/3d28fH92C/duvmxtKS9sU/+91f/dV/OJ8fXrrUw7gI/MCymJIpxlXNs7vdRrPp1BvW0lJzZaXruialEvwFQKYEFlgUWSHBAQoDdrIsnS+mg2F/0O/PZ9OyKnRdty3HchzOAfw6oPq0P7x7f2d372gyWUxm8/5wmuUiTcGhoihUkYP30yCIAj9UpTR1kxKCJSFSUYQ4ZbBtYogw8DTWkKJKEUIoIQxhXFag5ICsBMYgsBHjiOtK07FhUtDEjqubFthPoxTj88kihBHMPM/LKEqg51lZFYAk9IPcyPdvcpw6lNiMWBSZROmo4rLiQnCkdEoMrIAddIpNjVmGZnNqIcyrSpZlKWSJCQIe4JwhSuBKnMTT6XQ2mwVhUJYFJQyiM4OWpHEc+f40iYI8i7M0PP8rmMCVKPKjEHaXk7KIKZOGQcF5mFRCZmUZVVVKMXItq9Wot5t1KM5ZwBUG0zWiaYRggVShZFHkaRj4/nw2n88m0+nC98G7CGFGYGqMMIYIGBArcb7VkkjCdJrt2vqFjbWNpak/iuLAsg1CFcJVkkYgsrIi2t9/hEqkKvne9z/zrRe/MhofNFvmymqT60UcHr3+5ovj2alhkqJK6g37rbdftWztp3/mUxsXlv1wlOWLIBzG0QSp9NHOncHZIawxiRdxMA8W0zyJYVGGxilCWRzNxqP+2Un/9Hg4OJvPp3meUKQMnVuGrmucUQJwFVUpKmiFhEhSAsICFsSIAqUHZIcJiCmp1HlHYHGsMFgQoRKjTImozEHbZbLMVeWn0TiY5ahMZT4OxsfDg8HsdAoTllG959x88tL7PvDke973+MZWJ8tnfjjguqg1DaYhDV7A6JRjAlMyuOYw5sA0RQkJWGSFSDMBFfIgTkJwbwZTRUUFds4RphjTJC9j+IZUhDKlFGADyGF1fb1W9+Zz//S0H8cZoMtzGrpuiQoHfgI0MR4vprM4TYVheiurm08//U7d8JK40jW71epKqUbjYZpFmk4YR6aBGa/y0kffU3v4ehLPTE0tz/rktW+NXn5hb+/+ZD5Eeeg6Wnetu3Vx/VrLW9/e2DSpk/pVtMgnk0l/cjhanJwOD/vjY6ILzUVJNffaxo2nrj7x3JXn33vlfR++9Ny71q481l7ZskwP7DAvRRqlviTCrZlejXp1vdFuuA1PEVmITBIJ+yHEKDf1tMpM16q1mo5H2j13dWPFqztFlfZHZ492d8eTkW1biGBNNyzbLithGPaVKxddx/rqn770q//s1w4ODi5ubnmOF8cxo5QyIqUAMDFCRVnlaa4klHh5kZQM8TyuGDbazd6oPxOFgjdSUEbNhtehSDe4x5EzG2WW1nWMpcFJcnaYqLLpmpsuX8nm8vDu8dH9s/HJ4i/82E96Zm334S6cKw3OhtNp1B+F/fHQrukra72Hh3d3jx9cuXGBaAUzytXNNtWI78cKGbrWQMohBJa7kSTV0tIa07TReJBkfiXjUiaaboR+9Vu//gf/5P/2Pzx+6/p73vuO09PdL/3ZZwmSopD+IqsyrYiMKtGRYCKmg5PZ8HQihRxPBvPFjDHNcmy3VltaaS+t1N1aHaLlj/7kT776jW9sXrr60z//C7eefkoQRHTN8lxKiVRAK2VRQJcCmpRCSd/PAl+2O2xp2SnLKk4ihGVeZJQzAjGpkJSSYIoQCcJoMg6KAtQMMk3kmGx5aVVjep4VGJE8rYq0mk+i4WA6Hs9GI+iL2TwKgyoKpD+VUYT6h/HO7dHDu0f7uyf+LGk3ek898exzzzx/dfsqHH0giYIgnk788WAxOPOPDsbwkCIHt1ZlIWWJvofGgZIMjimFVVQCQqmABfqhv/Dnvj+bzUfjSZ9y2WiZhoX++b/81b/+N37xM5/9ndU1euOG4TgKq5SSjNGyKuIsjUWRKZGL81YpVTGKucYoIxU8XaFW0zJgr4NA+2qQy0FMlSXKMqQUY9xQiGm61YSSW71FiIYId72m67Z1zZ1Os9PTxHaMlZX2+TZoMX3q6etRMnvt9RcJEx/+8Ac3N7clFP6o00o3qQAAEABJREFUM5/lf/r5b332sy86zopSxu07D92a69TMWsPodF3L5nmZgscoY7PZAjKDBVrYNSsoexKS51USZ1IijFhZ4CJD4Moix4QwUJuwAsMw/MA/ONybzye6Tm1HNy3easMkG932WquxwTDkSk8WlFG+ubWWpvPhcH/70grX8Wjc97w6bF81jSdp6IcLrrHecq/T7VBO4zSCibU69VbH6y23uks1rwFyiFmO0V1qbW9vXrt64dLF1a2NzlLPWe5Byg4+97nf+pW//Zf+0//kb/3JZ/9Nu803NttBMHIctLnZGAxmsIqySDCGrAHOyMoygWKC6+iOrXuutbzcg97ttGzLooRhRLDCohJSVKDrA38+n03TOKaEGFAZM0zKuK6bUZQdHJ8eHp/2B6O9/ZO37zx8uHM0GE7HAMiJP5km01kym8X+PEniXAlwKqUYS4BGmuRJWgKnF7kswNiizIoiK6tSSomRIgQTRpmmaYZBNY05LqnVkesSy+IwuK5jhAupck2jjFFCsFIIGoa0ByCrRBQVgV/Escyy73wAn/2gdlAk37epUSwxmB3CCqyqJHCkUqI65zAKDkaYIKoTplHdoIZODA1xUiqRwy9wIGaMAQsQwhChhVBRkgeglJNMCBAWtCxFEidpHEehD+4e+GfjcLhI50G2gNdZNF3E80UIaX0aZ2FeZmWZQ4vjJIQ7okgKoWvMtc1m3W3UHc81HYvCHtjUFcM5wQVWeVnGcRyE5y2ClqRplMRJmsIHCjBCGQeexhrHTElEMFZSjkb9Rqv2C5/+qY98/H1IyybR6Tg4m8djp2kur7e6KzXdki9840v7j2aY4qefvvrmm18P/L7Gaq2m/dorL/3X/+i/+uYLL1zcuODaLkf6uB/OBulHP/DJ9zz3Iaia6QS1PE3lC5EtZJmcHjwanh4PTo73du6++vI3D86PCRZZVSFKEcZpkY/n09PhyUn/6Kx/NJ72k3hOSVlzeKdpLbXtjV6j49g4L1hRkUICnhHwtcDgGko44wZj4BxOzxthBDMs4cHs/NkIUaIIcKiCeKkQKpQK0my8mI9m85m/8KOwFFDb18AkSRL64WIRjbktnnzX1ec/eKu9aZVsrvTQaFSaW9a7vN7UOK9gRbLIuEI2NWwMG0nNNT1Dcwgy8oT4czmbiSzRNd7RWDsJcVVqVUbiIIvmUR7mIimrOF9MJqJI1pY7q0u9Ik9Hg3GWlATrWYb8ACJWR9gEXjg9mxFsXr504+atpzfWtimCx5o6NcoCCBdYBtXqpmGhrJgtFseDwcOd3Vfeevtr6HtrEVqMFkVcrC0tPXljvenahw9Pvvq523/wG6/+23/51de+/Kj/IDu+s+iZl7e7j9uic6G1vdHeCCZxMI506p6dTO7ee5DlqZ9MUjGPxEjqcXPdu/bUlSfefeuZ999810dvPP2hjQtP1utbWG9mVqdqbRidC2Zr3eys20sbnubIRTwO0kWUVXklsiqLsywXhSJI01ndqdXtFpJ0Olkc7p8cHs7DqLCcOjPMTnc5q4Tu2FuXL67Bmcq1NbPBv/LHr//6v/y9PGFraxct25GqUqqoREIoVIk4SI8iLTkk1IKIEmVJnhdVmiae603n06qqmvV2HGWLeWSYtUqQw8Ozu3d3arUGxXx///jShauW5k0GvmPUg0V8fHSytrwpS/7at++885mnTc197c3XT/uT8bykunX1xnJrpeY0G+sXlt++9/ryUk9JoessSYKqSB1LX19b3lheNjg3dL3ZaEuhhJBxFLWaTdM0dUOr113gmKoQeYz8WfLErZv/y//w74Tp7Cd//v392eHh8NHYH8yCCeA5CKM8LZDihBkWM1QJ8NbTJNMN++atK7du3mg2OpwanJiGZta8ervTvXv79m/+xm/M56NPfPLjP/aJj0bJfGf3YQQEAqokz8EXkNYVgXVTpLO0whVDzeWm2/bSKkrTQJZ5maQ6haZRwinRMeJ5JkfD6aAfLuYIVJ8oECeQevV4kUwH/nwYDE8Ws4Mo7se5n4q8lIWsMgk6DNjJMLBuIcvCZh3XO5hzvLc/+tJXv/7yy6/EabK1tfne97zzqSduri0vYUWThShCJHOkBIqjYjScL+YxvEkS4Aj03TavYbkNy/J03WKUIyFLoOG5P5nMRmEUCJFDNwy28KfdXmP7Ymv/4MGv/Mr/4m/+jb/xrW+9vLGlP/FU07akH5wxmkEOLsvQtrBlShB5hJSMCo2DIZGSOM+wP6/8eeHPs2CR+7NyPoFeLKaVKKlt6AxzTrhl6A4IDd2l1AXI1Jxaw+thYaSRIEoDfU4RlYKANPnEj72vKuOvfvnPPMe5duXy6vLKxc1L1y7fqtVW+/1UqdpjN56XkhVQQ+Wk3nS9mmnaPEqCKA64rvlxoOCJFugITSDBOC8LGYVpnpVlKfJMZjkqcpSnsHvAmFCMKSF0Np/4/lzTGaEyzXzOK9thXKOO6yHFZKXJisJWXVSVaeh+MFU4r9fN0fBUVmW71QE/MSYUgkw1y/NQ05DrcsfR2h1va3MJRGclYHpD20bbl5Yfe2zrypX1K1c2rz+2eenSEpw4f+xjz7//fbc0Lf3DP/xX/+T/9p/ffuurtRqq16GwMte5WF1p12sWY1XN5VKA3hFlHmd5LGWBUJVnAPBzh9q2trra3Vhf2dhY6/U69ZprGhCInGKaF0WURMAJZZUTSnTd4JoOGb0sxCKIDk/6u3uHo8k8K2SSFhMQcAtI2kUQZEkEz5dlqYpClrlSFTI0AyMcx7EoK4axrmkmWA1jkeXB3A/8KI6zLK2KTOQZGPz8v6u1bbvR9GzXarW91bVGb7nRaLr1uu24GqGiqEChKoSAxoQQ8ApvMVJEVBjcBEkEXkGCw9Uf5E6+f5OreJqpIMznqQgRrzQTE00UIs6LUIi8KmJQCZbOAboaw3AA6mi6oxsmYZrElgb8qBcZbHIoM+0SM2Q4i6ychgmmumE4SpAqE0WSB+Fins92R7v3Tu6dhmcxTlKZztPFNJz6eZiUWQqIy1Lw73zhB1FaSWJbtU6z22236/Wa59p1R2/UtJrHLF1QnCjpa1qh6xB709HoFIIzPwcEqnmexnlWFFGUVJUCMsaKqIoyqHxRS4dZGoamkXk4qrW4n59dvrVsdVRUTaJycTTcXb/c/S//L//LX/mP/mpSDv4v//A/EWS+st791Cc/fHb8cDJ8w2TkaHfvzZdfrxler740HYSjk/DK6nN/8VN/+7lrPzQ7Klpaa7VWM3HuaqXKpmUwXet0bGZUWSqyTElBdR2bNrNtzXWRoceiWKRgfFhwvEjmk8nJfHZaZHMNZxYpPFZ0HLxcM3um09RtB5iuxDIVVSrLHEvJy5LkBa6A4hAhBGOsCJZE5UpklGBGCNO4YZvfudWoEFFMp4aTCxRAwg6TIExgpzubLZIkL/IiLsJFNc6537lgPf7ui5ef7rFmHKNT7CwqNqK23+rhdofZhgK6MhFyCbOxZnFHoxZHtoYbWNST0JqN6KSP0tDS6FIRabEvqxjlQbUYLmZn82SWGlBaTMPxyX40n8KZ03w0jxepECz0qzQi01FxdhTOJiUjtU57o9vZcMyWxu1GrZHFWVEUOqMMC6/GV1frSvnz+X5RDR48/MZLL/7Rt7/9GfQ9tZXLhuUgP+hzlq30aq7JmJBNHXkKzR+gvVeiL/zmnRd+796L/+7+ySuhGth20lmztm+sPbXZfszFqx5fdXh3MvaPzw6DfLQ3vNePdsfJydHi8NA/8MmosU22njEal7PNZ7Tlm3jrKev6e9oXn/bqm1Jrp0a70uoyFFM/H69vN3Kpjod9SWV/Opj5CyI1Dbkacqg0slD4s0JW2HEbXqNtea0CXK9rSGNRlSoDrV7auPXux3rXml/94oN//t/9vsiMVnMpSkLT5bqF8iLASGhUo4I7rGFQL4lKjDXd1E8GJ8wkXtPJiiSIA6BvwgyJNW44jtcIk9iwjN5qL0nC/tmRLNNOwyNIpmlYa1hBDNuy9PL2EzsPx1euXr+8fc1xvXqrW2tt6M667S5nRbW7v2twunPnQcfrOrpd9zxKFOfIMADDgRSJ6/AiD6XIa65tWabONYxQFAT+YoGECmchrsgH3v/hvCh+63d/4zf/x391PBruD+5hp2ismiFsJbKR1TC8pg2TMhheOS9pbK2vrV+9fvPy9nXHqvdPp8OzRZ7IPKqKSCSLfDaYVmlx//bdf/nP/4fD/Yc//mMf/eAHn8sKMZ6nTMeE4yTHpmcIguMyn0aFnyurR7SGynFGTUw5isNQ5oJCLokryP2m4TFmwpvFLMUg7ggOh6A7rIvr20Vc9Y8mxQIVM4RihApEKdJ1Yuta3TYbHhSJTMsydJMbNqU61SyKNaZ0rnu0JOru3qMvf/2FF196aToZXFhfee/7nr9+bQ2IBBFEbERdzB3qdLXuVmPz+urlWxvou2+KZCA7FEolyTCrqCZhgRBpusEVlnlZmrYZhgtRFbP5NM3CrQsb4L7PfObf/YN/8Pf/4T/8P7715iubm7Xnn9/evtxa27Bu3eqsrlmNBgd5V69pnY4OBSTLkFXlx9E8XJRZJEQuRKWqAtQSpHOEJAHvjIfFdFLMplXgIxAEpgblGFrmaNgHzVeCpDO4S5GOBLItx3WcsihazfZ73vN8FPl3775laGx5ube2unLr5uPt9srOzuD2naPHrj/zwQ98bD4PCWUgUzBRjbqbxH5/cIKpMkzd8ew0T+MshMVyDY6hqizLs6zM8/NeFqgqIXZkGCSikmVZgfRYLOZKyXa7WYli4Q9r5yulSmacIpiSpum25YRh5Dr23v5DP5hcuLg2GJ6Mh2edDuit+mjQn06P2139xs2N5dWapgtNk7ZDbBvbLup09a2LrctXuivrbqPJag26vOJdf2z9yae2n3vH5Sef2kR4/tnP/9af/MlvzGY7XIt7y46s5nWPuTavyti1jWajpSpsm/bFi2sXLmzoBiw8SvMoSUMofo/Gfa7hVqOOlXBs4zzBug7YgXONEKYULoFnyxwyp25omq5JhcIomUymp2fDw+P+fB4UlawqjLDWaHXW1pcbrSZhOmhZTbdrXq3V6jTqdRDnCKGqgnxNTKg+gN2lBPOJqkKQjeBmCrMVeQ72VHlWgraDXlUSRvQ8z7HtTqe1ura6tNRrdxqdbqPdrbmuAYFTCYBOWQm4EQkBg2CEQNIh2KAqiZRC6vwiXP/B7d9HSec1HA1wQKuoCP10HmZBXoEvpWIQYkIqIWRZgamw0pgGcsi0TINpHFGOGXSdc103uG5goilE87IEE1OqEQAH44Zu2IbFCK2ECOLQzyI/jeFNkERhFid5mpWFkKC8SCX/H8z8Z7Qk2XUeCh4XPiJ95vX+luuq6mrf6EajARAAARKGBD1oAUmPJCSSopGjqEcnUXqiDEWRMk+UoTQkJVF0Eg0EEiC8aW+qqstf79Jnho84bvZtzZpZ89bHDDYAABAASURBVGsGmMFbOHVudGRmxIlz9v72t7+zYwGyzEWZcyk1IcSx3UqlZhgmpazi+7VKYLu2RoCHHGNhOwZlIGXKBMaJwyRNAIIII3icbbkaGkAHBixLxRUEP9EYIXI6jbKcTsda86KIJlH/oUcu/oUf+MDb3vVkY8afW247nvEbv/Uf/tNv/se3fd2Fv/f3f7rk0//6G/8eJr6xsToaDrSUx4cnB7vH7fpsxW/s7XTzCG0uX+rUV5rB/PaNw4//8SfTcbq6sDzXas62ahfPbzxw5b7zZzc3VlbPnbnvsUff8Lav+donn3z63IX7gnqzlCorS6mRJhSWnBdlnsPc0m632z85jmCSsjQwJkJChNV8vx3UZgDSjVajAinAN4ipFJEKKamkkFwoAR8QYgaxbQZRCqFomKZpGJQaYE9CKWEmMQxsgOuYIgweDXflBc8ghycZ2DBMJsOwN8lG2NKLGzMPPHbxwccvLa43qQOYOD4Z3OsOtxWOO7Me8ItjKaxSmLsQmYSoVQppSrBNkCsKIwrFcJClU4ml6Zg1m1WwYNFYdA/znXvJyUFYZGk4jfZ29pMw6zTnDOZ3DyfxRKQxGvaTfm+qFYNXGHMzy1XI0o7nOU5ZpJRwy0atlj8zX6VGcdK9d9y9e3hy5869lybxITXzoIa/vCD+ru/6jqeffjJNJCOs3W54jgXGpxADElUC7Bluy2+5qL53Z/DyF29C/8gf/Pmrz93MppDOrdn68rmVy+c3Lq0urTcadds1EcW9UX5ne7s7OIKcAY46GR+OkxMjEIJOGwvm3EZ1dq2yfL5z/oHVzctLc2vNmeV6a6FqBgSZgnmIY3Q4ODzo70JU5mW5t7f//PPP37p9RyLc6jScgGY8n8TTQhRgYmQQahrUsgzTtm2/WmvPzi5DGePzn37+pZeuVqs11/XSDNKVJYWWXNWCuomdLCr7R6NwnMKv7VYLsAK93WqEcRQlsWk7g8EoTbJ2Z1YjLKQ0DePll18yTTYz03JdazweTYbD+bmZaqP22o0bEKoA4Geeef7BBx/dWD+7tLJRrXcKQSdhsbV3sL13gBFenF/Ks4IRw/d92zINg1GMteKYKsuBNUAo6FrVdyDSlZ6MJxDHtVo18Fy4aG19ZXVtcTQ8+tZve99P/tRP/Mr/+Qu//9//8zQduBW7O+qWvFxeWfWCSjgO683Zp9/01jPrFwzsHu6OXntl97nP3/zcJ1+9+ezW/vXu+IQ7uF0xFgxZ9XAbFx7l3uSk+KPf+dj/+G9/9tDFp77/Q993bnOhhKpMqgMHiwJpRSGlpQVCDnIrhuUZkvKcpxoh1wYyZEhiRg2smRTIsfx+fzgeTS3DcB3T9JDvM85VGuXAdqBNKUOWiZiNIPGoAoIIwoZapmU7cLWJMZZKx4mYhiKMeVaUUkKEozBSuzvDl1+++elPf/LVV17Ssrx48b4L9y+YAVUKzc7Wrjx438WLF1eWl+u1qm3DhutLjoM47Sd5X+EUGNTxiWkjwyaGBUzLMKEaYc7ldJrAWibjEGta5HxmtnP5/jMIj3/v9/7j3/gbP/K3fvKv/Jf/+u+fe+4Td+5ePT65t719jZB4bt6iRrK/f+v4ZMcP0NlzjUuXGvdfcc6ec5ZXvJlZu1ZjjoMMg0N+xxQBU1kWUDUtChSGoCRA8KE8A6MRjAxKaFmI4TD3fXNpCVNKZ2Yavd60Uqk+/fRTAPL9w51aI4DJhtGw0WgcHPSee+7q88+/2uksO3Zl6+5OEmeWZTmutbe7tXXvdqtRxZrn+WnhB7zo+K7BGKUkzVIoLHEuJJSNBeIcAYANw4zj1Lac0WgUhaFpgllEFI8wKZhRTMNj8HW1apdlPAn748nQdqw8T5I4NA0KGC6LzLKMokivXXtlbr5x4eLimXPtxcVTI3ieKPlQqiljKZdDKfuWm5w933zsDWfPnmvPzrugiR0bxPTWM8/9yb//9V/8+//HX/vD//Hr0+l2u2XOz3pSTPIM3mlwy6BJFJ8c9yUnzcZ8rTYHO7qZzszMbMv1nCSedk+OptMJoIzCjIg+LQDwvChP/yfSlMJyUFHwNE3L1xestIqSdHRaSouH4/He3tHde9t37mz1ByMpiWHYtu1UK/VOZ7beaPl+tdWcaTY7zUa7VmsGfs1xfMu2TcsI/KBZb3ieZ1mWDd2Gg8WgEYoRUUpLCQd9GhFScS4EF0op+J0CWRgG3Fg7bRXfd4EcwIYwMY0UBpcQBHojz1RZKEIMQojgCCS4UuirvJGv3Pzcqmd6lqa6FEVWZpkoSs0FGAqDWaBQK3PJC8XB98yilmc7vmPalkEoRacop6AUmGUx+MYgYGYhlZaGwQzDpIzCxs4PfMMw4LJ6vVUJGo7jgelflyMYIWrAjdQhimlFpZScgzxAFFGTMIOZGECGkUZIIQ0+ht+4kDA5peDR4DwZR+loEk2nSQaBIDGh8CiLUooxzP71W+BShBDWWgsg0yBwGs1qu1PzfGAN7njMrxh5NrVt8vBDl97ylje84x1vskzzt/7jH6bJ+Jd+5Zd3draf/dxnF5bWH3zo8TzX3d6EUlcjtywM12oFzvy5zUeAUEBTuK4bJ9EXn/ki1vjyxctr8ApseXlxEWray+fPX3jgymOXLrxhY+3K0tLG3Nx8s9GoVCpBEHhe4NqeYZiMGpUAXjGQyTi9e/fglZdvXHv11s7O8Wic8FIzwhzHAVQ3WhAajUrgw+NOo8W0DBM4lxJ8ukJYJMaIYgIWMAiGbwlGhCCCMXT4krLTRhgllCCMuTp1blpCUT6L0zRO4ZiHEZykmNFWq7W2sXz2vjMXLp45c351Ya3tN6g2olz3S9QnTmjXCq8qqcEJleiUHUAlSoyU0qIseRzH/f5gOokBVRgZtuX7nu/YxDIRRghpJ89x92TKCzo7s2pZ1UE/ShMZjrLJKFaCzLbmz22eXZidY5RyXgieluVobt49s9mut1gYH7569Quff+Zjt++9enBy9+7ea4WMW3P1zQsbMPaX0V9++ZW7d+9luTw+Oel1TwhhjVa7Wq8YJhIaUmwBECKMhHGZ5tyyzUq1vr/X+/ynnnv+mZevX32te9yn2JqBwsTcars+v7a0dvn85tLsUp6og72T48NB/zjsHo1G/alGGDFSqCwpUpAKpmc4FWdmuXP2/o2N+8DIM8vnOucfmF29UA86hllF1Vlv6cyCU3WO+r3tw71x0i1UXCgobWTMkppmmHF2Gi0GRoYSFkGB53Q6raX1tY1Gu/kv//W/fvHlVzY2Nnmpy1xVgyZWZhYpg3iuWVWcTPqTeBwxTSqez8vScdwwjCcTSFfmaDyZTMMgqBRFWa1WMSGTyQhgq7WcTMaU4nanyXm5dWdrYX5+eWlB8Ewp2Wg0P/yDP7yxdo4Rw7HMfq8XTxODOY3a7Hvf+37PBVVbnkIh8G3HoQaVWhKKLcfUGAkpuATzAlYczLTjmrZnFaJIi2g43R+F2yub9bmlyp/8z9/5uZ/5+X/xr38F9J5l27Vqa2l+Q+Ssu913rNb5zYfv3Dz+wz/62KQvL60/9cTld3/tk9/xvrd+8K1v/I6lzsPjffLaZ3Zf/titg5tF0vXiEyfteSSeSY6dm88Mdq8mG7OPvvGh93hkVqeGb7Soglm6FDOGse+jas2yHANIKM9zADo1HEJdSG8mMxghEISWSUeDfDCA1bDXEzy1bKvkeZolWmvLxdWaU6tVqlW31aw0GjXDNLngSZpEUZQkSZ4WkJ+A75BEMkcgKBlhgWfXAnaqbBE62C+efebW5z/7xfFocu7cxbe+44lHn7i4tLRCMJuOw0FveHhwtLuz92WEALPlaXcgoqXUWcHTkmewUi4lQoRCfSstOFdpnCFNLNszDRsU6njclTpqNI286H/q03/8L//VL/7cz/3Ej/7Yhz74oQ/87M/99X/wD37yH/+jn/nlX/qZv/t3/9qP/Mj3/vAPfc8v/sOf++3f/k+f/vTHBsPtuQX0yKPooYfxxhm7M0MbTdRqk0aT2C7HOCnENMmjJE+kKk0LYcyqVYqJjuNSa5QmaDpF1QoY3VhZqWdZce78xtvf8VSz5R8cbl2/8eK97esLi50PfOA7i0J+8YsvFTna3e06TiONxd7OYZ5l08ng5ZeePTi8Zzs0Saee54JAyfNSKAEIT5NYKWVQQytgNAT6UorTkzQpMCZZlmukTJsB3VGKEC6jpE9YYbtaqHg8PcG6yLJxFA16vaOlxbnlxbnhsJdlsWWRM2eWv+7dX/O173yqPWMk8e6de8/0+zf9QCwtVRp1kqZHt2588ZOf+v3f+s1f/qV/9r//4j/8G//kH//tX/qnP/33//7f+vGf+P4f/dEP/dzf/dHf+s+/0h/eWV6r1RtsONiZTo6lSAgW09FgOBjwUua5GE/AbqZrNxGyLMcPIG4DFxFUipIwZDk2prgUeVkWcZoC83LBX1dUsiiLvCxPOy+SIg+TNEySOE0mYTyahONxlGalEJoSQK5jGo5h2o7t1YJao95sNqF2D9Kt4tiO43jVarXT6SwtLldrVdhLIowQ0ho8hjGcE0wRoZQZlNLTLzCGX2AOZVmmaQbhwKGVknNwh3r9TrgZM0Ydx61V6tUKbF7qFd+yLAxNa0qJaRgmJQRpBF6DW76aO/kKTo5hTbWiCLqmCFOEKJJEQVdUS6xKzQtVCiSIyQzXNl3LBAUCsSWRKIUuFRAZed0fCGGkNUQCBrMiLaWgjLq+Y1imaQKKAoM5UH0pcpnEOcQGZGqkESGUYALeMAwbLrRMixDKhZxOwyzP0jw/GfQPT076o9E0TtK0jJN8EqZ5qfNchnEeAh7THBgoLzkvhVQaHscMQgiMfDoRjLXWQiMeRqNpOHA9Br3ZDhaX22k2un3nVWoUcdw7PLjzznc+/SM//P1nzy4rmTz37Gef+eynfuSH/8rtW7eHJ731M284Opl2j+Btb2Nvb7C73btw9oE3Pflmx3AeunLloQcfAuA+cOlRhqqf/PjLO/fCerBqmU3HAu6udmbb8wuzrdaM5wLWXQf+ea7reqZpGxATtlutNprNmUrQrNfanleFde3sHF29dufmrd2jo9FkmsRZWgqOGbFt23M93/dg3EatVq/VqtVaEASuC9nTgjWDw6QEScWVkFrK0yMXSiowAUZgELA0wZRiRsE11DQoY4hgieBCoUC2IFaUIk6y4WjSG/fjIg7q3saF1SuPnH/D01ceesP5apuNk71hukO82G9Lp8bdCvF8wwa6oFyhQqESoMEYZhgXRTmZRKP+JIlyRr1mY35pfm15cbFZ71DiQeqKIyE4U9JIQznuZ+GkSJMSCKfTmF1eWGw16gZFWuRUl4GHNjYbZ841ay01Drd39l7ZO7p2cHJz/+Tm0WArLid+01q7sHLl0Uvoy2p379555ZWD2RlvPMl39nrUoKZtAzM4HqCXaiKFLqhFvAojBoozYJxYCg7fjvrJrdfuXXv5te65aoQVAAAQAElEQVT+AAvL0E46EeVUtYLZ85uX7zt7/5m1+1bmz1ScZhHq3nF66+69u9tbOweHYRox28IW44RbFbMxV6/M+PWFytKZuXMPrd33yNrahfnZ1UZzKVg+P7N0ZqbSMbVZRuWkH8aDEOXAqjY1obLj2KbtGKalNS5LLrkmyKhUaufOnevMtLM8+bVf+3evvHzt0sUHlaRZIh2zUWbEppWZ1tJce9G2XAUhjFC14ve7vSyFKjjKi+J1sNA0TaQUeZHPz893u13f86vVShiGRZGtry/D+e3bd5TUjz7y6GBwSKh68sknd7b3lWBvePxNV6486Hm27Zgbm2euXH5oYX7zHV/znopfSZLEC/xKrQL7Q2YZADrKCDNpWSalLKq1ytzi7PqZ1YWl2Zn5tuUwRXi15WGW3dj64vNXP/57f/jr/+rf/tNf/Ke/GIZjjKkswDnW/nYvGpXvfe93/cxP/aNv+Ybv+4Z3fefP/PV/9FM/9gs//KGf+pEP/vSP/8Wf/cm/8gt/72/+yt/7W//yF/7mr/7MT/7r/+17f+bx8193cempWfe+lnl+3rs8Y1/cfTX5lb/3W7/xL/54oXrfX/yOH9+YfXD35qiMaMOfzUPhWLrdNH3PVkqWZV4KoCgtpFYKSI9SYhjUoIQihS3zNDvGSS51EdT8SsUnmAhVaq0l0lGSD/rxqJsNevGgG42P02kvD8dFlp9ewAzDNOjsbGumE7hQnRQoDUUSFjwXWGvXpkuL1YXFhuk4g+Hw6PAkT3OCSJ5kh3v7d+9s7W0f9/cmk2N4s4u+1GZ5huXCIhBXRV6k2emMSqAQpDHGhFHLsjzLdBgxYY6+HwAYGCW2QxwXgxb0qqzesj0frk0RTmxXEJZevfq5P/zvv/mFz//pZLI7GW1//jN/9J/+/S/9q3/5c//qX//03/7fv+8v/9C3/MIv/PwXnv1kpZZcvGzPL6hGK1tew5vnrAcf8Z96c/UNTwVnL3h+LRLoMOfDMJrmeey5rFa1sqy8+Vr33t0T10G1CrvvQj2JEy3xhQtnzp5Zabfdk+7dZ5/99Nxcp1GvW4ZLsTXTWk1DJHOqBZWlErx45ZVnPvu5j7U7VakKCs6jRgmv0SlRGpLFBCFFKAItXpZacA2OVhIZhqE1IoQYpkkI1hi4VSRJxMu8VvcJAXU+6Pa2k3QwGh0cHW8pXYAy3tvf5Tx79LEr3/hN73z6LQ9Va/qP/+dv/pf/8qvPPPtHcbLj+2XgS0YTpKeuyxsNnGVH3e7NL37xf37kI7/56c/+4XPP/tlnP/ORL3zuD3d2rjoeb804s3O+48ISwiyfCpnbJi1SGU3LcJJPJ3kcFkkCxTYpBCXEKYTIyjIvCkgF4EvGKDOZ6ZiI4CiaJmmcF5kQpUQQyqoUHC6GHhdFnOeFkFLhNOdhnCZpAXkU0pZj+bbtgikg7yMFqoE4lg0TopQijTgvy7IAyziOWYNNZKsR1CrwOMuxMCV5UYRxFCYJPEIhDXOBDvZECCulhOBFkadpGkdJluVlCV/IoiiTJI2itCg43GGZbhBUqtVardaqVuu+55qGSYAKpEaaUsIQQkLA4au6fwUlXSF5IUUhy0KVuSpLJRRW2MBgGU00dIml0IIjAQqPnH5PKDRENNc850Ve8IIrrrTWGAFIiJbgGslFkaVxWeYSSY01M8y8EBw8oijGBiNAfwalBqMGwafAsC27Ua01G5DHG77rKa5Gw2Gv1z3uHu8d7G/t7W7v7u0dHB0cd/vDyTjKhpN4OEmipChLLSUwpi65BAzkvKTs/9EIDAw40VyqkotMqoxQIBpOWOkFtFpjQk6zfDi3UF9cagg++fOP/+F/+k//6oUXPq1RFieju3dvXL9+7Ru+4ZtOjgfDk8Mvfvbl5567cXIS89JdXLxw6fIVz0FBRZ87t7S8NKskme2cXZl/ogwX7lzDO7dZPKoQXaPEFCorxZiw2K9q26MaqTiOYGn9AWTQDGYb+JAcm1Ig16nOzS4vLW3Mz6/VarOGWRGS5aUoyqIQhYAsogR4BJZn26bvub4P3av4AfTA933PcyzLoIyiU5tSjaFjjSAZIK3BQ+AY6FophDE2TMMCqzum7VDTwszQiCLwrWnCudQqyuPBdDCOQNiNBE29Oplfr62cb7aWLVbLlTUU1kBZE8PldoBdn1qOppRrVJ52DS8qFCwNIhwAEkd5GGZpIpQwTVqxbJCtejRIiwynsdzZ6h7u9tNIpJPSxE671plptm3DKNJI8rji0dmZYH7BW1iyk3Tnlasfe+6Fj+wdX035SVx2d09uxuVgdXN2fq2zsNaZWYJd6ZcTyWc2zxmGGo7T4VBNxhlYiUuZlqUduH7N82uOZuA7e31ztdFujMbl7h5PE+xZrms4MM3tu/27N+8OjsJwKMe9PBrxw63+9s3dbJLN1udWF84utDbOrDzw0JXHa9VOpdqihh0mWX846A57x4OTvePdftiVBie+thtGZcadWWuu3je/cn5uZrViVDKvUy6dqyycDSqzrlUlRgDMhuJcY1ZjBlR6fMZsQiAVlUqnjJWmCaUVEVT9Kw89MBiGv/07v3d41NtYPW/iIBqWTPk8Z+GwCAeZKpBNLC1UPJmeHB+nadZotCk20qSAfTAhNE0Ly7Ahnx8fH1NGTMvUSHdmWvVG9d7W7SxL3/DEk9euXZuEo8XFmS9+/nP7O0d5hhbm15cWl9vt5v33XwJtNze7cuHcFYztKEyEFK5jB9WK7drUINAN29BYTuOJULlARVpEo+mwP+72hkf7h3thMqGmHkb7z7z0Jx//7H/9/AsfHU33qzUDkDSZRkgZx/vjxdkzf/n7f+L7P/Sjjz7wlkawfGH94fe+/QMu7gx2s+Pb0Y3nDm49f9S9nbC4ct/8o29/9P3f+/7v/8Wf+vm/8P4f+dD7/+oPffdPffD9f/XDH/jJH/run/7wd/7Uw2fe0b/Li5717rd+4Fu+/vsGu/GtV3Y9VjU0qflVyzSLMuOyAFMojLOCl1wTaimJGGGWYWCMN8+szc5506keDIRS0jSYUsCP0rSY41qWxSDUTAdjAjdJw8O1lje/0FqYn202Gq5pEfAtwY5lQTh7tsEwUC1yLa9dby/Mzs8vzS2sLHmVoD8cXrt+/caNm4d7h0eHh4OTkZhqmUhVKA2JF33JrchL6EIohIAHDI0ATkSdMgKzTa9aacx05mbn5pvNdq1aqwS+4wDkEHhBIz4an/QGh2k2RYSbEMMuqVdtgvPAIzMz/vxcZWmhfnZz/vJ9a2c2Ou02tZ3I86Z5tvWFZ/7wX/+ff+9nf/4H/tE/+eu/+Z//0X/7vX/+m//ln/zuH/zLT3z6927dfT5Kdr3a5L7LlXd+/cLlB+r1FmrNGBINdvauIhyD0fKMR5Hq9VQ1oA9c8aVKGTXe+97H3/V1D7dngoKPn3nu0wTYEJN7t3a/6b3fuTRz1mF1mwYi4ybFWTq5eeMlKLpZJirL3KCWY3vVasWy6HQ6jJNpksaj0RBArrQyDIQwNk0bafgvBreCouO8zLNUcIk0zdNcI0mJlDK+dfflre3rlqXC6eDk5PDCfWe//Tu+6cqD56L06GOf/J3/9Fv/pD+6mma7GI1MI2EkwSgUfJylfVGOkY44Hwa+rtdJJUCBh2xDGozbtjk3X2+2A2bIPA/LMjVNVq1VfcdTAmmYokCCQzY8TdVFibJcpGVZCJGkRZwUUZIlWZZzzmGCWkl02kslS8khJBXWwPkl53lRpHmWiRJuzEteSim0LiGHZQUcGSh7w3EcqCF4tn0K4pJzuJxnhSh5EsfTaDIej8ajfjgdp3kKg+dlrpRwANmuSS0mlUzyLMnzhOcljE1AG1ATrMmIUirPiyzjRXE6xxKCq+R5XsZxNgJGGIwmoyhJiqIQRVEqBenGME3HMGAahuC4yEVZCik16Dmp0Fd5I1+5+YHRwXRFkcdJHEZRlERZmQNmCTU0wcSg1GAQ1wgiHCMEEwHSgsSPwQMghqUEI5ZCCYkVooQSQqQQUpSclyDrQ3BxEiZJBHbmXBBkOLZfrzUa9SaoEMt8vWaKtWmblWowM9NeWpxfXJybme24HkSOOukPtnb29o8O9g/37+7s3Li1fQt2oofdyTTt9if9QRjHpZAEUxNjQ2nMlZRSaX3aQcggDH6X6pRPS6XyesNbWG7bLg6qzHFRkg25Ct0A9lkwwy4leaVC82Lw2mvP3bj5kuCAnbTX6927u3vt2u0/+N0/fv6Z68NBadB6JZjPMrK7cxRFE8+lu1u3RZk3a+08JYg3z228zTXObt0q9nfz45NwPJ5MJ8PR6GgwOpxOu4PRycHx/tbOvf3D3SgKGWOu6xqMIa2DoFKp1Ov19sLCytnzly5dfnBz83yjOWPZrmGZmCKpZMnLgufgL/6/4lBJjBCjzLbtwPOrMEQQBL4Pf65le5YDR9u0TGpQQhGCh2illEQaOgZXMUZM47QbDDMGjsaUSqWlloQRwzIIQxmPh2F3nPSG8XGuxu1F/8zlhea8MeVHw2SnJENNQ2oVwCpugF0f244Cxcw1lHuiJJ4oLSmlQujpJBn0p1FUYmSZhl8UMk5yQkzJcfd4EE4Sz/Yd0637tU6z1WrUbJNQXPiObtYM1+ZF3j0+uXZ3+5mD46tRtt8d3r5x59ntg+vYLM9fWX/qHU+cv/9MY66u7C8zlLO0WF5qh0dKZ2g4LMaj0vV9y7W44n4FtLMDQRHlU79a6czOBnW33raEQOGEU0RVTgY76saLwzvX72YT2XDnmsFiHqmrL9z72B+//NE/+tzLz74YDrmJG77Z2Vy7fP7c/eur5zyvXgIqNaaMjcPJ3tH+MByN4/EkHUXlSBllddafX+8srs9UO05nuXL2yvLZ+9fW71u58OD6/Y8sLK7PU8vgGDI4LwUYGNK4hIBEGLY0cM6zMmnPdoJq5dHHHuj1B//u3/x6GoozaxdNWjVQzaXNST+7c2O3fzSQXAH+iFYEAy2WvhdQSkejESGUYCOJU2DwNMkAqPAFpRD/2rKMvb2do6PDubl5JdF4MuEiOTrZp5RtrJ/td8M00UGlNr8ws7m5weCNVCbf8bb3JVMBdq5UYMtuOR5wMdVIAcNYjgl2HkdjZrOg7msiUh4xSLx1r9byN86t1TuVl28+8+KNTzpVnouhxKnSZRdQOc16RyOK3O/89r/wHd/8IZVbo5O05swmYzXpF0WEk75EiZH0ynSgwpM8PM7ik6K3NT6+M5nsIz4hHW9lsbbho/bl1cfe9zXf/i1f+z1P3f/OCloY7fIAzb//Hd/9Xe//QVPV9+6MWtX5eqVNEONcAL9QCCmChVBCIkqtPC1VqbTQEDznzpw/d3YBYjqaoDhRmsi0SMuyYCYLfK9eq87MttbPrG1srqyszi6uzM3Mt2qNimNbSKuyKLJUHR9CWowoprVKpdNuznVm5mfmFuYXW61OlGR3t3dvXj3Y2x2WpTCYARGdkmjLoQAAEABJREFUhHkRK1QiVCDE0ekJ+pLbaJKOp2kM+oRTwRnP4W2jQtqwnWq11my3O3Pzc7Ozs/VGYBhE6VKjnFDAXl5K6XpBuzNTa9QxQWEEcBjG8ViUaaViz83WXQcX6UjxuFEzV5eaa8vt1eXG8nJ9abk+PwcGQUiPDg9efea5P/n0p3/305/+b3/0R7/2b/7d3/3Zn//wj/7Ed/7YT3zbT//ch/7Oz/xQLu88/c7qA4/Z5y5XH358GdFwa+fVSs3WGk0myWisioJeuFCdX7CncT47P/vOdz117vwixlmehSIvbt/avXvr6Ovf8S2au7DjspjTacLT6ycn23duX201A4I0JYZteCBYLJtlRRzFo7xI0jSK40hwCQ9K4hisnWZZWZamaZimxRihlJiGK7nVPZ4UhWAG9gOrP9iN4q5l66Bqnjm7evHi2WnY+8Qn/uDVa5+cxrei4ma9nZ4735ibc3k5PD6+PezvJXF/NDjY3rq+u3ODoizwSatuVwJ4QsnLqeJpxXfLItvf383SVGmtpBYcqiWmQV3LCEzDoYQQRJhhWrbNDFaKMkqjMI2lwlIToUgpUMY5lEHiLIuSOC8LahhQiZEEca3ykkdpGqZxUmS5EJmQaSlOL86LOCvTQnCBEDEwNahpOY7nWa7JGJKyzNMMCCJJ0ihK4ygDyjjtSZonUTIdj3uDUXccjmHYQgroJeQgjGAQalvMoLZtBoHr+Q5lmnNRFEhBTcmwtMaCyyyD0mMyGoaDfjgchONhNB5F43EUhVmWcsHBDrA30uWpoCzyTAIta4UIxuj/gvb/wyPI/w/3/n+4FUhECC6k5JxnaR7HaZpm4F0JGNYYKMMyLcOwCDEIBkPBgRBMYXdtMmgGABq+pcD9lBgGNUyAiMaEUINKJJMcaGI0HA3iNCrAXUrg05sZM+FKygyCMKQHNtNpzs22FhY7K8tzq8sLK8sL83PtVrtOiA6zchTl/Uk+GBfDSTaaRKd5bxxPJ2kY5zkHIccwNRFhGhFMGCHk9DmQZxAsQCoFDAf7Y1KpupWq47jEdpAJiZ9kpZhimtmeMqyyXjfStOd7+ju+470/8APf+8QbHoD5RGEYR8nVV29VvM7NGwfHx7Cdaiwt3Hfp4hvW167Mz56tVxajYTHojc5unj2zuaGF5hznBSbII9o6PDy5dfv27t5ut98/OulvbR2+dmP7+vXrd7dv9scnCgm/4tRqvuuaGkmhxMLiQrvTrpy+S6232rPzi8uz80v1dsev1hzPhZVxVWZ5Bi2FY5rFSZKkaQ424KVWp/nYoMw0TKioOJbtWbZjGq5lurYJMWPBDwaj0BgljBFKESWADK0RdASmw+Ay8CoteVmUGSyFGhhYwnAZsxG1VMqn46yPHNmYr1TadknjRE61mWErI2bC7Nz2RbXJOnNea8YNKvAUUYpEaw7BpUFrwAq5ggxuwqDEBLcRQpjBmAF/1HHsJrx1bsHi3XrNaVTNaoA9h5tGItVgOr13eHx1d/+VXJx05uyZeTcpukf9Ha9Ov/Y9b/mGb3335Yfum19bIC6NyhgW9WX0m6/d2Vw/s7Bcr7RQkaP+MLVd1wuqURJRiyADZaXsnUR3t+8meVap+37AXM+p+o2q16r4UDRD02N169pJfz/0aMtCtcBo+6Z/vJ8+/6fHn/6f16+/dPPFL9z+k9//wr0bx9t3jsoEzTZX1lcvnjtz+cyZSwsLa4Rao8lkNB73h/1uv9sb9MbTSZYnCmm/1mgvrM+ubMytLC5vLlx6eOOxp8/e//jy8lnfDCbYGio6QjRhJhSEKGhzJQjGLKgEOc+Cig+bpJmZ2Xt3t37rN//bsJ+sL91X9+c6tWWX1qiybeJjRWzK1lfXNjc3AQywAzZNqyx5GEZa4zwvMSZao4WFRdMwy7LkvOj3e/fu3a43qhfOX7h5HRJSP/CtTrv+lje/hVKzyCXFtkFM13UpIWlStJoLDz7wBseq1uvNRqPGGLUcG1NUyoIwYjlWKYokj4Kqh5lmFiGGbs3UOgutuZXOfVfOjePBMy99ShuxW0W5CFudGmXMgbKwNERhfPs3fe8bHnr61tXtW9e2ZUpEqocnIZVOzesYmjb8ikmoZ1hYSF2W8MhJb3C4fbC3NXCIs9icDww/HaYq0zziOzf3kl6xOXPfmZlLNPV16L3naz7wvd/6Q08+/A6HdmRuKm4iySDlKLAIUghLBeNKLguRTLPeUTcaTxlhayvL587VgzqiVBsmKXmeplEGsVrkYZROxtDDJE3SLIM3Dt3D0eF272C31+9Ps5wTUIrAxwIimjDGTGZRbBRZ0Tvp7+zs7sGOcHc8GkVgN8+D8oyKp3mZS4IRYghRhAj68lo45eFUxJFMIhFFfBpDOpBKUgY51/FcSLmOazuWcarnCnjflxdTRGXOi2kUTSF1hxGsSEC1hBKTMYPRJAm7xwdH+3tpOLFN7NkEySwJR3kyhVTu2nbVc6u+7ZiUYmFZaHYmWFqsrSzX77+y8sij8Lq+6QfFeHrnxVc+9snP/u73/sW3ve8bn/75f/BX72x/em7JXFwJTFtOwu7W9m3OyzQlzz13tL9fuh5iTJgWm1uoLizV1zdnqSHCMFICff5TLyDhXTr/WM3vGMSa6bTmZ1tpMnzh+c9VAs9zXIqMspCCF8zEGIs0BfxLZtD01FNxmpZSKkJAxsIJuIkgrLWW4lREGIxU8pSUqYD4iKIR57FU2UlvT8hsZWVW6/yVV5/Z3X9tGu/kcq+zyLnci5NDSgvbxnk2vXPn+uc++/FPf+rPrl9/udvd63b34e1UnAwZkY7NPMe2TSNPIoJxZ3bO8StSoMk0jcIcabNa6czPr3puDWNbY8MwTM9zbddURMCGPM5jKOiOp1GcZGkOGaTMyqLggDAFEMYEg6RTSuW8TPI0SiIo5CkJGZxp2JprHWX5cBoOJ2EMP8PtQElplgJMSzCCUELyooTPSRLF0TTPU/gCQUqBhKTBMGVRpNN4EqaRUBKyAKGMmAZg2rBMZpnEMA3bdDwrCLxqFXzgGyYl5DRqKIUQN7SiRSaSuEhjeIrIUh7HRThNJqNoNJqOhlARnMZRkmVFkXN4OZBnsiyk4EipLy8I/q+7i3zlHlVmAuBOETOYTaHWJVFRiCzJgcopMiA8bcM1TevUDwTsbVLMCEYUfjANx7GgW7ZB4UKDMIPAhcA1Jtzju5ZjAujB3qNwnOapxuBVzmUhZIGIsj2j1a6urS2srS3Nzbbm5pqd2Xp7pj4z05x9vXc6jfnF2Wbb1wQXHDGTNJrVemvOMLwwLrnEGhkIG5gYGPKAAnLVmhDCqIL1IMDP/+oKU+U4JghE22GmheYXm0qnaTaq1AyhAA79Kw+eXduYyfPh889/+vatlynhUuSua9Wq9d7J1HMaw0FxfBDPz5w7s/5go7rUqMF2eaniz3hmy2Z1WM2tG7eHg/7s3IyUMpxGtuM4rpvl2XgygHA6Punt7h0dHkDhIxuMRqVIqjW7M1+v1ByNiqKMERa2zRgjfuC22812p1WpVSzXMWwL5JhhmYhiqVVegk/SgudClIUo87IoTxs/PeR5kWVFXkjOBfSihBuY0gxhizLHMGzDcEzLsR3bdjzHsUyLklNQASchpQnCYDkMR6RhGqbJKEVSwsAAjpKahJoYMSVxKXHBHBy0/PpMzamaxFZeg1l+iYwYm4lbQzOLwfJae3G5ubDUWFxu2x4teJIVQI6Cgmu0DqN4Gk8VEoRhznOpisC3fc9EqDQNbZnKsZVllYzGWXbc7d3q9m/k4thyU9PJCcvSor93dOtksLu83v7mb3/fN3/7N565sCGZLDGP8mSapejLallcFJk4c3GRmQamKMvjKErBWmCa4XTMVeZWKJd6d3eSFHmlWo9ioHLkOqDdzZpfmZ01iYX6R/LercODrYGMqYH8hc7S2lIFYdQ71McHo8mgmPSKq8/d++h/vfqR33n1hc/dPNoenOxNskjOzazcd+7KysJGuzkb+A1G7CTKDw9O9nYPer1RfxCNp1mpqO0F9Va9s9hYWm8vb9YXNyutWVZrIa8u3YpyA2S7mBINGABMaCQKkXuBO5mMW+32xsbmpz712d/6rd+Jp2U9mB11kyxUs62ljbVzSKDxcORY1vmzZy3LDMOwUqlBZSaKYowxYwbnslarA1MjhMbjMQR1liemxRYWIFcB4EOAy5X7L99//6UbN2/evr3VqHfmZ5bKAsRBAhhaXl5519e+ezxKGbOrEHUG05CILFMTDAhWWpkOnOuC57VGFVEFWx3LNUyXFTKFXmmYWwc393r3OnON7vCoPdOq1Rvt9myrNevate/+zv/tW97/3TzB927sUGUGdrWISobMuu9X3CpByrYgK0RFHsfRqMxj2yKuxVyIB6IcgzmmWfMCm7FJf3Tz6mvhaEqhrFwa8/XV2crK+KggZfWNj3z9d37Lh8+tPVwkVpkB89laojzLhYIih0S4hMEpIsk0und70D0cHO0d1qutxx975Ny5DhSt8xzYJkkzAZGpsc7LLBwlx8f946NB/2Q66oWTQTQdxvE0ywsBBrdtujDf6nTalmUrqfjrLU3zXre3tw8vJqAWh4wKqlQdShl8H8c5LzXCCDBnu9QPrKBqoy+9pQlOEpTEOk6V4IwgjxJPSyONOTyiLASAilIMz601PMcB+s25jA2TeX7VcnzGLISYlAQu3tk5ev6FG9eugTQZeK69ub66uboGVbF2o3bx/JmHH3gocJqB065C92Zcq6qVwUuFJFZSSlXaNvM9IwiMZsOen68uLtaaLba6YVP35Nb2J/7hP/nx973/qd/5/f/w8KP3nT+/XpYQ8nJ39+Ty/TNhNL55q7uy4iPc6w9OvubtT913cX1zbUkryQvVaszdu3P45ONfs7p0FlKEZRq+bwYVa2//XpJEzKAYEa1AocNGxzAtFsUhMK1hGGkGxYOiLDml1LIspbWQp56SShblKe9y4D9WM2lNgwI27OuvXQ3DMSbCddljjz/UatVv3LzW7R14AVF4HCbbjjs1nOnsgtduBQaVIHPD8WA6HvW7x/s7272jQ56n0XSEBK9VvE6zsbgwv7ywBPlICDUeRYPBdASbEGHUa3ML82vNxhzWlmNXnNe9YFoOULztWcTQQgGoov6gPxlP0yyHJRSFgFwhBFcaKYwl1hKWA/bhPAegFplG2nKdSr1eb7TAsxo2i0kOehb8zzlP8zSO4wT+xactTZIcoA3fRSEEWMlzGIwQTSnCABAtwUQcJC9ClmWaFsMmQQxryhAzNTUUgpyDCEGUYRCt1WrQaDZqNdtxPINZlmkTAkVxVZZCI2qarml4BJkwXl6UwE7TKXBVUhScYGbbfqXiWTZIAgRNSQ3Hr+ZOvnKTA3AzbLhOUPXrFa9iga25LtMyh5SaFlogrDCQPsSbPvU/BrcYzEBAywbGFGnwHEGEEWoQxIhCihiYGITZhuXZmuisyDKeA436XggAABAASURBVBS4zDCTtk1AzAVVpzNTX16bXd9cXFzpAHhqddfzTMvCloM8n1VrTqXiNlqNOoS1bRoWcn23Vm9Xqy3LCQhzEAFRYmFsIg0aDmuMMEZKKwHOhLgkCj5qDYSrHMeEYli9ETRaQbNZCQKLGQoTTggUkMokGc0vNOfm6wtLTYzzT37if/7X//Kf/vzP/+yLX3jGNtzlhQ2TVv7so5/nhfXwg29++KGnA68zHMQQI8PeeNAbw8zKnP/p//zos888l2ZZkoFyRUmWj8KQ2ZbpWLD8/rA/nkzykmuE/Ypdb3qNtl+pGIgUSR4WPLZsXK27CJWmeXqBV3WYhUuVp2WclUkh8lKAhC0hJcBJwcsctF1x2pRSUsqyKIWEwNQCQi5OijTDEJclJ1ITKYGiAOauYTmmaTIK3aAMzsE/BBPJJXQkNcOEYnCghmxnW+BLrZXASmkFo3LOS0wxM4xSiJyXfq26urHRaDcn8WQcdafpcSYH2M68Gqq1zeas25oPOou1hZVWZ77a7ASNdqXZroIXKCPAj3EyyYo4zcMsDxEuoIwC9G2ZnLG83TKqFWRaICWH02RvHG6F8XbOj5iZaJwOx0c3b1+9fvMV2zPf8rY3P/mmJ4NaEOfZBLwYht3B8LjXR19WgwXvbu8EdqXTmHcclOdiMomoQb3An8YpYtKtEOIh5qGSc9vzGq0ZrShcE0ax1rhea9SrTKZodyu5d+tgOkyJBkKlq0vt+x9uOh4Oh6xZmz23fsnD7e7V4s6n+yIyn/vUrT/+3c984iPPff4Tr466xfLsxlxzZb65url8cX3pbN1pWTjgmTw+Ptg/uHNweOfoZD+BxEsYhX270/CC5tzcamduodVuNlpBo23VW6jaLCv11HLjTITg8qzMuCwMg7ZbrXar/bnPfP4Pfv+Pe0eT48PRndv7SJuuG1QrtW6vd3J8YJq02WwAsFzXqdXrSZI4jjseT6SEIHLzvNjZ2cmyzDQNAM0CJNtq5d69e47rnD9/fmFhYTQafP5zn4ddd6c1V6k0lMKwieFFCTXsixcvHR1085w36nXGDMuGyEVA90opz7eVFtNwUm1UTYd6FYdZtDVTNxwSpZO4CIkBATUFr/pBEMd5JWh5boMXrMyNb//mD37wu36gWZmLxtlsa36uOZtFGcMscFwsUR7FeZFBIRAhUfI0TSN4kG0bhgGF/Lws0jxLiiKVHAr5aH93Lwqjxdm5xZnZwHJRibIpD8yWyhzojWD14StvDZz5NMZQDFCSEISRltCxFnA0qRWNizREacS7R91oGgJzXbx4cXFxNkxCIAGFEDMQZcQwCXMxJHtmEEwQgk4RYgiZCLgxCLxqtQrGZ4wmSTadxkmWCgkyTlGIW7hMILtq1OoVhHAS50JI0ySUIIqxa5o2NUxKDZgd+pJblhR5UuYpR4Japlup1IKgihCeTEMgsDg5zQemSWdmZhaX5putumUxpEQ4maRxajPTokYaJaPeIIujquduLM88/cSVxx9+eGF2DmktJA/8oN1sEUKztGjU2lriMElLriwg9KDi2i6lBLpj2bDvxBiLstRK2Sak6VO09PoHXIyJkcAexnTj//FHv/7v/sM/omZy9vy8xhkm4saNE4IdSoznn9/v94hJ/YPdg/W1pXe+8y3f/P73dFrVOJo+88XPbd29d/m++8+snY3GiUmdpfllyVWvd1wWCQxiu8SyNGQiwyRRNE2SWClRFCXBjDEDQkAIkee5hL2txsCZBqW2yShgQUiYs0J6bqZ1uLddZKNqlX391z995fLq9RtfePnVT2kc5vlwPDoyDTkN+7xMQLbxMpVQEsDccdnsbPPcufXHn3j4DW98Yn5psVpvOJ6vERlNpuPJVBNk2pZjO1XX903PACQhTBA5tRmllOFKzfOrrukAwLRlY9OC36TUJYSqaTuO47tOYJkepRC8gGGRpwUvONaYoNOmMZJIIaKYybzAa7abnZmZRqNh26cSFikMjsOY8kJjZFB8mviVRFIooaSQSkghTlEqKdPUwoZJGcDSBFiYtutopKbRNEqSNE0ycD/PlZYEg/LDCsIvL+DACAv8SqsBDNSueFXLtE3DJQgwhpEiJrU8x/NcD0oSpgEJyqNQklQImmmY1Vpldqa1vDzfaTU913Fd0zQgVODHr97+v8z+FZkfRsRgpu8G9WoduucGDFNR8DRKw/E0S7I4TMAdELd5lpc5B9eaFliYaqYKVaRlmosCwyeLEYsILMALpeIZzwWSGS+SPJFIxXkM8gUknVMxwF9Bzaq2vGrDZbbCDHIkIaaUUBwpo5LHCJeGiWwXvIwwJbZnQ/nKcioK0ZIrhZhjB1ozoYiSRAoEiQEzGIEiwJgoMdEYwyZESA3JDFerfq3hmxaGQLUdGidjz7cazQoXmR9YmMjh6Lhe91ZW5hYWWlqXYRzWqrXpOLp9Y3vYi575/NWdewPfnskTynAw01mC2GDEqFYDk6EyS1zHgn50ePy5z37u4PDwuNvd3tudJBEAzw18bGCFpWFT0yWKltW6W6namIAMi/IigiUTQ9oOzI1W6rZlQ55Lkxx2clDqHgyj/igZTOJRGE+TPM3KIsmzMJxOJ5MIau7gjzzPIFWlKS9KLYF8RJEVohREIQGZBzgxK4o4FnlBNML61DxIyjLLTwOQS3H6a1amBRLaAKsy5jmGZxsWhVlr1zRq1aDmBwYBw4KBGaUGDJkkpUGdhYXVubkVw7SSIhQ0QXYhSJTLUalDZWTIzBVNFSvac9WLV84+/Nj9Z+/bqLUCZiLolKG8SMIoKUqAEyescDw9OxesrMCu07ectJSDKDtM8iNEp8yOC9mPsl5vfDKNpoUsgZ0uX7l8/0MPAone3dk96g1G07g7mOzsH9/d/nL+7xsQQgYzesfjo4Pe2Y3F1aVljNB0Oo3i2PVtx8O2a0gk/BqbmbXHUNEaT2HvD5RXgkqnhGuoOJJaperYJA/RwU50984e1QxJaRrWmY35uY6bZxpr08TV9bn72osNRNBjF59qOMsnW+rZT3T/5Pdee+aTL+7f7R1uDQ/v9nlEGtbccvvMheX7F0HkddqddqBlenK8f3R4crDf39npj0eizCHf1W2n7nqVesPvzHpzi9bskp5ZEq15Um04MG2NeaXuI8Ix0fedP1cNKl/87Bd3tvc7rfnjo8HB/gmcu54XBH63f7S9s91qNV3XGQz6gCutkZIqy3IwhZSqWqklceq5Hucc+BvuwpjANhk+Li8vTybTP/3Tjy3OLzz0wEO27Y6GI6QRL2WWFpSwJI4sC2iWtVtt27JgEEArLzkkplq9kmbxaNhfXJwXmjueJREPqg5mCvLT7HwrLRMgIfBRknDfbZ8cT48Ppxatf+v7v+t7vuMHdGEmkwIr5pouQyQcj4jWROk0yiNAS5kDZkzXKiEJI5CPnmGyvEiieIoxrjfqlmXBjktJDQucm10wTSeehkRymWdZmFW8RhHp4UkWjhTDdYNVkbS1MCgxCCFCaC21wSDfMJ7JdKJ8CzHMikyeHHfBIPPzC2fPnaPMyHJkWrhWq2oNQYiqVdf1IPFYrkshFgAMzMCuZ/q+a9kWY2Qajrr9Xq83GY+zaZRM4nAaRxAsmBBKses7puOmOZ+M06IQpmG4juVYpm2YSKEyL9IECldgsC+tOyZ2LFL1LR+MZGLLIKfTcW2pxWDcPekecwnkq4F/fcdrNzr1oOnbHoi7puNyMHU0dqle6jQfPH/u0fsv3ndm/ezq8vry4sri8vzsYrPecYH3vWpQaweNZkkEtmFDIUuccgLFTs1smLsoymww7N++eWvnzm46LcoET/pFOBKmqgbOrEE9UXBexrPz9vK6+dxLv/+7//2fnbngL614RTFghMnC0GXFxEu+MRvYs1R3sNKLC62Ll5arvlqYtVYXgj/8vf/bzasvnt84364uJhOshZ/Ecm9vj9o8KY8MP7Y9qVVmMZTF4XQ8ghEUV3mSx9PMoh5DVs1vJtMEEMMAB1i7FtBjkSQnjRo+uz6zdeele3de6rTMxx9er1WKV17+w+uv/vH23U/fufGpJNzHkg+OJskQGahRpPrk5CRJprWGMzNfXVhpXrxy5tL952fmO35QMy1/FBaTuPBqDbceTLJxf3KCVOkRw8NsplZvBr7iqSojyxGmVXA9IlYU1IVbFdQuqSVtGxsGRAP2rKpt1AwSGMTBwpAZViWxmOs5FYoNKTXnvCxzcDSGpTiauYCcgjFZrbjVih94ADhLF1hk0iQ20UaR6WiaR0meCSmgFKFFlKfTtJCEw2AKCWJg0zahflCC6I+jKM2SvBiMhpPJREnu2sxiWpZxOh2O+sMkiiDgyqzMohwrWoGs6fhY4mQaZ3EqS8EwNQhBUsqyREJQTZGwiHZM4jiW7bu271lBYPg+aXeC2ZmG79mOZcAavpo7+cpNDlRBnudCcspoUKk06o0gCCgDwaS45GEUAuX1IGuORnEcg+vB8cjE1KaKiEIXucpzlRWo4FQSixiugSAYeD6NpyOQRaBPRFnIkquSGBhTrajQBPY4pURFqXLohUijbDJNRuNwMJwOxpPRJBwnaVSKDBHFDGbaruMGtuVgaiLEYAgpkORAvFgKraQ+5UmlsT5VcgQJCk85RWmO4JwhIE2leJbHYTRJs5hQZFmG41p+4DKDwE/wLKnLMJ7cvbd1+/adYX9w/vzF7/rAB+/dPfylf/Jvfv93Pp5NyZ3Xjj/xZ8989lPPDgeTuZm5drNGqVjfmJ2ZDRpNb2V1tVav94fj/YPD3mDALMOvVgRSiFKvWvFqHrUUtougTkwXvi2zLJqerjGUqqBMEaowkbbDCFNcJEk2iZNxlI/CdDSNR8OwP5j0R5PREMqC/d7RyRH0/qA7mY6Hw+FkPEqjaDIew7TTOCEIK6Gnk0kWxmWUlElaxmkaRvFkkkynOXxM4eHxGJwK735OukkYIg7xwRxmeKZVcZyqYzeCSrteb9aqdT+ouH7FO+2e47mm61quY7hABLbpra5sPvaGxx978sEHHr08v9xO+XTrYHfn6O44PEnycVZOJS0U4cTStg9OxELlrzt6wkWBkEYYgcYB+R6F/STu27ZaWm5yMdk/vHFv++X9w1vT6EiRxAmI7SGOco204Tp2cJpzFGFJUYZp0R1OQcbdvru9vbu/d3B8eNhFX1ZjGKos5d72wXSczLZbs50WJMswjAA8fmAgqrjUrY5NjFPS2ts+PDnqU4P5VR9yKcIyzROJVGcmaDSs6UjcvXMwncSdmTbGZRiNq02r1tBxlKdR6dPqE1ceJhI9++mXH7hw32J7Do3Rykwdqmy3r27ffGXrhS+8+tmPffGFz13t7U1QZga0tTZ38fz6I+c3Hj67einw6uPRZHd36+h4N4z63f7+cHyU5EOJc8NEtmM4jg3N8/32TLs922zP1BtNv1b3q3UvqHorK8u1RpUSMje30Gg0tUJJkpz0uiurS8wyDw5zVCRuAAAQAElEQVT34iRqthrj8SjLspmZDqS6zc3Nw4OjsuS1au2RRx4xTDOO4larpZSE3YXruXEc+Z4fTpP9vWMY1mBs0O9BfU4KZTCbnOYMpSWUW0ij5ksttZBaKqQ1L7lhmCD70jiFeDRNRjA0VK35XHKhykrNW11bOO7u94ddy7SjsNTSngyLO7eOvvG93/WTf+2neseTo/0BWFUWKjyNkD7SMDjXSkOUmJZlmI6U2Lb9rJAas2q9xSXqD6ecwyyQ5fjTaXp0NLAsf3lp02DuaBDdvbP16ssvaSHObZ6LJsnxQX8ySlWJo0kaThKCWcWv2IYpOSwKGxQzjHlaHu72ea4UwDSReSokR1JoKVUQBK1OpxBIKuxXXDdwIJE6vg1gNg0T7OY6phewWstrt2qO4yRZenjYPz4ZhnGhMSIWgvyVcREXZVIIiXWl4yCM4yhMcuA3RAgmhNi2Bf+J0xy0NsQVfIO+9Fb1vSpobRusRgnMXZZclFoLxjAz4DEahmUGsyzLsT3P8wMou/nValBp1IK5VnN1YWFzZeXs2ur6yuLK4sLK/JxrGQbMD2GtTyeFCdMIOpVKFSKRuIDdLDMJYUpDUsASEUkZMgywKBZCxHE6HoXjwTQcwXJzLOEHxzAtxzU8nzTazAmKazc/829//RcbbVxvspwPuYrjZHR8tN/vx2WBDQZriHZ2rnc67mNPXPJ91WgY99+/2T3Zh3h+6sm3uFYV/Gsz+97tO4HnapIFFWoyZRnYMJDSJecF4DPPyjCEAbmUmsOBC40QxcgEvGqJsYTrfcfutDuWZe7t7FgGefih+2Gc55/587t3X8J0Um/qWg2ZprBMDF4GJhuPpqPxME4mcToahd04GwBU/aqZFlG3ewSPFwoXpYpiPhxGJ93hJIwIJYxRglTVs9r1SqtRDQIHEwVL7o4OMeNeBWxCLA8zS1EqCYVhDEZNCMZpGBZFDgN4ru/7FXBjmYs0gipBIblUShHwFKUIPK91zgupJcGKYg0Wh6XBXRDp4HTH8mzDMQ2LmhYzLEqZwqpURaEkGIUa2vXMOlSGmjWv4hmWgWAUjCDa4RkYg3OpZVoGuFnBEyREBZKoyMtwHI6H4ziMRSGR+l836DIvi6zkBRclF5zzsiyLvCiyNM2iKBMlrBGmYgP4bZiOCYulBMMDkWPBlw766m7kKzc92PZ3gRrDsdDC9V0g9EarEdQC0zYKnk+i8Unv+LB7cDI8mYSjvEylFhoyHC1TnUUiisppVIbQE5HkEsyMJEW5LKbpqZsm8STOgYuKEoCjOVdFIcBNSZSFk2g0mPT6o5Pu4ODgeHcP1MDu1u7e1vb+9s7+7uHJYa/Xj6JYSEkZNUwb/jChWsO2AzrTmiINggwCT2ulkJIYCFWVChUaCciyiEguijAc9fong+EAgJDnaRRNIVeVZcl5IaVQCroqi6LZrGuELdeeX5yzHdexK5R6B3tjLXyLNiYjeXwUTcflpz7xud/+L7+9s33XdRmluVQThJNqzbv8wGUQN2fPn59dnKM2jrLxJB5EWSwRsn3Xr7mmT0yHW55QJIf9HtTfe4NuGI8JUb7vBBUIFpsZGhEhdF6qrFRpLuI4Gw3Hx8NxL4zC8WQMtxwe7sPLr1t3796+fefWrZv7e9u97kmv3+91e9DHw0meJHmaJtNQcwnGMhAiEGxZFsP93f7wpDfqDk6TX7fXPzye9gY8zqAeUjXdiuVBCNqYupQFplmx3ZrjVxwvcL2K63fq7Xat1aw22qD0KjXLcBg1K5X60tLy8urSzHynNduoNauIoe5octDdg/dltm+CjEBU9IZHt+6+trO/nRaJIipMptNwKqXyXDo7W+u0W4aBS57EyXA03D86vruzd/O4uytkFFStetu3PTYM+7fv3SmkyksVxtk0ygeTcO+ge3dr/87W3t3t/d29o+Oj/nAwhhzw5UXK8X4ceNgx7f3tw73d4yCora2tQ+ICCjnlHySjFAGpEIJczxz20+e+cH1nd1+BMDl1WQkrmkYTvxasrK/ML7vDUbl/cOy4LKjajs/aMxVmINDf4SSMw6xZmfEMZ/vWTjOYW5pvza2xC2dWsXRP9kcads/Yz6eiuzvcubF//flbL372+tVndg/vJDhvzLfOnVm97/zmuXObKzNzPmWwj90fTfZGk8Px+GQymcQRF6VFEdR7a0G1Um1U2rOtuYX2/EJ7ZrY2O9dYW1/szLSjJIS1PPLIY088+eTm2TNCCK7lytqyGzhHx/sQZIuL8zMznSAIkiRWr7eDgwPTAiVjAxVjzCpBxXGcoigR0q1WU2u9t3N4+b4H6tXGyy+/3D0+6LQbWOFoklYr9bm5+aAC+wVt2YSX+WmwaqyEyrPCYCYMMhqPDMNwXAvGEQJ0HoOtA9xiWTTJovF0QA28sXFuaeFM/yRR3P1LH/yRb3zPd/2P3/viZFBQbMfTJIXUV5aQwIHwiyJ3HCvNMilUlishmWFVorDknHg+hLkVJ7yUBGETY1NrZtmVemMOY+f4eLK9fcJLNb8AU56BBLK/f2jDdtJz0tMqQ6ZEmcRToBStZA3EdeAwRNNQjHtZd78sYlSmaDyA5BRGQH/TGLYEhmWfPbuxshJksTrYP0ZamSbL0lQrZVqm6/j1Wr3ZaAR+QAgVsHheQHoVEiOCmYtNDxuQtU1EbeTUcK1lBtUKqEguOYFLTEQoUTAbmBnnWSayUhRccKnQl96k1NA5l1lWgPXSJMmyDEjSNA3LtKSUMHBZZtCBV2GmWiNGses6jXpjZmZmcXFxdXV1cXGh0+lUq1XH8yzLIhjCQ+R5DkNlp8cUImU0HcbJtCgAWoXShVClUiXGYBBmWSalBHK/kCVcXvBU6RITRSlm1CDUoKfvDdV0Osmy2HZIHPc/87mPfPyTv3ffldnOHO6NXiXmydyyjss7r93984zvzS74BZ+4Prrv0urq+szMbL3dqZY8e+bZz9+5fWt5YXF9eTWLcyDR/d39mcYMWFBJYdrUNKmWkKtSXmZFnk3H4yLLAExgBXATxohQDcxQykxp8IWZRLCLiHa3epNhOttZbTUXjo9PNzZKiSBwZ2YabmDkfJqLCbO54YKbp05Fh3nvZLid8zFi5WhysrVzczrtI6wOD/YGg2E4jqMwG/TD3vE4mgiDVoBn5xc6zZmGE9iUYYCTVJwx1my2EEK85EppAbBPyzgq0rQsCqmkbnaabsVGRKVFHGVRXmRan75gJQyXpxcgDbsHRIgGMCFZyjRM4yiOXm9FCfkULtCEEHgQpggzxAxqnTYTTgj4GFNmEMtBpmG6rl1vVJvNZrUaWJaJsUZIlfA+P405F+r1xkuZZUUSQxyADkRSiTAOh5PxNIJITvOiOLU4GL0oCsE5WBxcAusUogD6gDUVpRQS1gvzMQyDklOMJUkyHo2m06kQsAkxDGbCBV/NnXzlJrd3vH3Y2+9PenEeCpxjW5k+86pANjZziCI85WmYTcJ0HGZQ6I9LlRc6T2UCPZNZotJEAn7iMI/i4rTnIi81z3kRJtE4nkR5UnAukEzLIimSMI1G0aQ37O4fH+zs79zduntnG2Tc3vbu9vYetP29/QNg0oNDeHfRHwwnERAw3A27WoW1JFqBkjvtBBsIUYQwIAYjhbFCWGhdasklsAAGl8MUo4PD/Tt3buzs3B2Nh4AQzjngaDqZDAfD0XAUx1lZlvAllDJWVxc8z37r13ztj/7Y37hxY+t7v/cHMQ7m584G3txC50zFnbGoD+8aijT//Oc/dXiwtbm+PBoO06zMMoERaXWa5+5bWT/fsqvx9snzN3e+EIsjv2Esri5snD+/cfZcZ37esG2pUMlF+jrDwdQha7bbnU6nVa1WlOaAWy5LqUqJCi6zOJv2RifH/ePesNftHkM76h2f9Lvdk+HBwcnO7t7Nm7evXr127dWrN66/dvvWrVuv3bh+7ca9u3cP9g8Y1oHj1INK3au4zFQFj8aT0Um/f3IyPO4Ojrrj3jALY0Mij5og5jxiGEKprORpKdKCFIIISZU2EIGNmmta/+tY8/16terZNpheK44xJpapKbGDYHF1bXaxAXY/GRRhFvqN4MyFM/c/fP/6mbVS5He2D+5tH8Rp6Po2pgbnyLWDWqVR8aGM6Tu2URbxzu69vf1tIdXi8sx9l8/PL85rTMIsl5ow2wmTPErLJJeGDfMNxlF62O0PR9MwTNO0kBJRYhrGlxnJrRqqekGZFsP+UAlV8aqWAWojj6FsFZemiZsNBK5xfWdpZWluOTAscnwY39vbS8vI8Q3DoYXAQkqoXczMLMzOmN3+Xm9wKFFmWLpac6p1jxhEa000MhDd3FyFkB70BiCE77/vfqrprWu3Tw4GEG/z8F620tacRqPscPvkYPvo8x9/5s/++58/9+nn71zbCntJYDU2Vy+eWblYr852mou1asc0fV7iySTrQ5V7GI4m8XgaRWFY5CnoBM+3qnWn2Q7mF5pLyzOPPnqlM9Pa3d+B5Rx3T7qD3mH3+LkXnr+3s7WwMAc7bF6WYTTZ298hBJ8/f2F/f39mZmY0HAuhj4+OhRSO4xalIIRJKcfDYeA549Hk1Vdu1Gudra3dNIkvX7kvTiaf+exnb9/acuxgFRRNADsWqVFeFplpWSahvOQQj5TQNEmm46nBDIMyipHt2EJCFlGObZaiTJLQtJhpMsf2IFOuLt/3Fz74l7//Q3/11mu7IkdHe/16pe1a3mgwxho3ajUlZZqkFkSa7SVxWRYCE6MsdVEIw3SEIpAxMGGNWuv+yw/mkEvHIQQvz+VwOOalnJ9dOn8BtmcP+4Hx/PMv1BqBV3VG4+7S2tzzL342L8etlud6jPN0PJxGo1RkuIxwOEQ8QagkeYRG/WIySrKUJ0k+HI2jKJqZmX3jm94YNFB8jDDBzKCTXpFnwBtpnuWmabmOp7WGnASZzPW9hdVGZ8FrzTr1thPUHds3oO7iVgicW74zGA1Gw0k65VAIRBrIRMZxMZ2mkMlsB5sWNkxMTaAW9KW2LMv/Vy/LUgrIxBiaaZoV0O9VnzFQnCAU4jFkztFoMhnnRQJqEpR9tVqtgzA9zeJVy3HgLhghy7IoTScx+HY4no7DKATSS8H9RQY3FgWUHeMsT9JsmiQTOMFU+b7daFYbzVoQ+LZtWTZzXdv3Pcc9lS9SCV5IrCmYMAzj4+PjLI8huKSOX7v5xaPutU997nf+42/94r/7T3/39//4nz/78u+cDF8YTG/cvP0cokkpp0HNeOjRSzML9SgZz861RuPeZz79ySyJ2s06qHOLsFdffKmMU5mVWglKsWEQTFFR5kUJ3CKTOClLrhRgWErFNeIKQpSpooySbIqJhulqTfu9oW15lUpt6+7WjZs3gcSXVtY2z56fX1h0Pa/gPIzjrCgkQvAAy3akIsNRctTtHh0f7+/v37xx87nnn3vuuWchJcICARKCc1FyXkhGaKtR78y0m21QpY1qxQcvc1UOccamyAAAEABJREFUR6PdA3hBsacRcf2q69VsG5zlEGoz6lpGxbDcLkxrMoiyqBClVEpICSdFceplxgwIZIypVhhAqDSWpcrjPA6TEeylxqM4jYscWgrBTgiGjjHCGBSeBt1k26ZpG6Zj+YEXBDZ5vZ3+SrVhUtMizMAIQVCK11sJg0AviiJN8jwrS4AZIYgQhdDp95ynWToFORnHcZ4hhACFp51ghBFco7SWgAP4U6KE4C7AoqcflNJFAeWlJAzjLCuEUNDh9q/mTr5ykxsno3E2mmTDUToYpcNpMc5Rpm1lVI3abMVveW7dYj4RrIxlPOXTWIQRn06KSSTCAmWKSU5kqvKYx9M8HCWTME9KLQRoOF7EkG3TtBRcKpXyIi2LJMumYQiUMBgN+4NBtz+CPDQNo2mYxKD4cplmPEryKIF7yzQrSnA7eBWCRiElAI9IC3LaJdKnXWmAIUaUaka1wTBhAATJBc/zNMtiSAnjybjX6x4dHfb7/SgKp2E4mU7HEziJ8rwQQitFkyRdXF7JS/2Rj/75vXt783OrndZyNZhdmj9fCxaRcOv+TLMOrxc6s51WmYYvPPfZvb29zY37F+YvOHbzpDs66u5rI6q206A9ePpdc9/zg296w1vW7Ko8OAGtejAZc6Q9ZtUcp+o6Fdv1Xd8PgloNXoNVIQhdjHFZ8jxLw3g6mU7Gp308no7G4XAw6B0dHx2dHPWG/ShOudAYNC1GYOI4loNB2e9n40kMSxsMhoeHh4Nuj5/SZibzgkhNNZIlD8fjk8Oj12ugu5PBMJ6EPM4IRyZiDmQBSXGhZFzmkyQbhclwGsJxHGfTVKQFSJUSnDOZJOG0zFOquUEVBVLjGVg5L3hWqoIjhZnpBF7FdHyEKeR7zYUIo6goy1q9trzWnltu1BpQ8vMotbC2tbLjSCRxblpOo9FyXU8pWQfBWHMVwoPx9Lg/7I9jQOd4ClQoD8AAk4RrVm/NNVqdvFAn3WF/NIEJADFZlu25YFYPfVnNoIYD+RBhwZVre+srG/edv3hmY7MSNEYjYPayWjPSFOV5znk5P7d46f7zi+s1N6CIIRAMeSnTqTrudeM4BI6bX5rnIk/TKaVFKacCJa3ZanOmDiwcJeMwHjWaFdMmw/FJs1W1XWNnd7vXTwihWkoKryoEpC5sGxbDhkNNiK6d2wef+8RnP/GRP/vMxz73+U+8eOPF/XGPWHpuvvPg8uyDS7P3z3XONWoLNmg7IaM0nITj7rA3GEOdYBBGwzyfSpTCNrrZ9Gfnm5Wam2YxPPT23duE0XOXzi9vrIyj8dVrLwuRLyzO1ev1CCIyDIPA7/d6GFPbduMoKbmwLYdgOgVBnZ5ybl7kw1Hv+PikWum4dg1pUq0H7U49y6OdrXu724dS4EpQEbKAdcB2GhPsWo5pUJ6XWCGKQdLlRVFaIPMwoYz6vvs6QWdclGmabGysMYpP8X90sr/dve/MlaefePut17ZlgZv12TLVDjNa9UY0jbI0bXdmXMeHbJEkOUYsiTNwHyEmyDWAxvzsXBbHg26v4vu1WnU8Hu7cuzcZjTFCWZIUaV71K+12e319IY7z51683ZprB3Vv7+DO7FJtEh90R/cOT15L8mPb5oaBlESM2J7ZINyLR8g1GNFGkeI0RHmq4VdgJ0hag8EoSqIzm+uPPv6Au4g48FKZY4w4F1GYQNDmGaT4knMplTKYUalU2jPtdgeq4XW/6jm+bfkW8wxlIk7KQuTAWDAyIoiYyLKJZWHLQq5LPd+yPevUtLbBTPZlBEHgVf9Xr/q1WqUW+L5jO5bJbMv0XRBWDkGqLLIUzJrEvCxgChBxHvziwoWOYVgYEyUlF6IUvBBllMRhHIVRlKRxwXOlBbjStE2YpOkQbEiOsjgPgeKm8agQGbyVdXyrUvfcimW5JizHDRzLNRTmUTyN43g8jsIw04pgzLIsn0yGUTxKs8GzL378n/7z//2LL/zhpQeaC2t46+Az12595Asv/Pa/+Y+/8G//4y8//8rnXrv5wtHJPa/CFpdmFhY77U710sXzCwuzN25cu3Ht2ky7WfO9Plxx63bV8yGJSFUYBvZspkA5ZDlFmpclL3JgP3Qam0LxoihTTTkkqzgdlzwB5rAtEidhpeLbjgmIxRhXqzXXCRhxMIFNccPxOppUooTCS9SisLu9AmHPMCsnJ/GdO0d5SZudRaHI3v6hRpoyZJvk9Y5cj7aa/txcY2am3mjV3cAVWuZFAfEoJTCG2ah3bMtj1DKYS7CjhCk4k9wSpcFLAjI5qFZBbWuMAG1ZnkmhGbMALowZjIFbGHjToKDNbMexbNvCBPJRCQ0hhE9zTamUsCxmg/vgIQYhcANFlBFGYQDDti3XtTFBeQHJaDSejEC2MYZNkwIoMNHMwKf3IKQUFjB7YDjNgAdgpQojODPBfIyWUmQFYJxjjNHpMzDMGUKDKym1klrD9fBXFCIDJCYgDAtCMOSOSuU0mVqGA6jikI8Kgb66G/nKTa8gRaqSaT4eRf1+2J1kw0zH0oDiMPHqtt90/LbvNxxsqUSEw6g3iPu9abc77o6SUSxijjn0XBVxFk3T6TQNM1FKrCTWQsqC80LIUqtSa6lUKVUh4RsB35dcllILDTGCeIlAoCjI5KcLBRFClSRaYkoMaIwBgphGWOvTrhQWUgkYXcrXj+A8yQhmp/BCBtFK8ziOJtNhliWwVwCMSsX7g97W1tbde9vHRyfj8TRLc61ABZqW6VDDWFheMW37iTe+4Xs++H27+8f/7t/9386fvX999VIcqoWZDVEywdmgO97d2gk857FHH/BdtnX31sxMe3FpcXV1nRAaRZM0n5R6uHmx5TfFcf9aLvvYFE7g1JqNRmemUq+aEEOeX601Ws2ZVmu2Vm+5jg/LicL4lPqjZDgZ9Xq9g6P9/cP9k94JSLokLbJCQJzkBS+FRggZJrZtYpoIMO95rFajlQpt1IN6re64DoOpYOKYFkXYJAwSngnqqhRJGI0H4343mfZSzSVVyKKGa1ouMw0wM5eo4CIFSZdFw2jSn0x7w/GpJOiHoP9GkxjKPpNxNB6G40EUjfMszPNpFA77g6OTbm8wiU8Gk929o/E0qbfbZ86d6czMh2n68tVXP/fFL9y8e6feab3pzU89+aY3dubnSs6zjGNlac7ShAtBAx+IzwNfZkXheH690aSYDQeTw6PBweHgxu39V67d29o5oZbvVqpeUHP8Si7RUbd7fNJP00JjYpi2ZVomNEbARF9GzyLOMPMsl+f4cK8Lel1Ktbyyev+Vs2trlhCac56maDxKD3b3R6OR0gpeM52772yl7hsmcgJkVpBQajAejEejcDrGVC2tzV28Hy5wwmSU81SoMs3j3vBkGg6EzDAWzNDtdnUwGt7bGZo2cl2VZ2kURWVZOrZdrzUdy9EC+5amAkUjVMY6nxZbr+187lPPX3vxdv846R1G07HQ0vf9uc7M+vzc5uwM7EaW4F7ThLeKwPvxJBoORscDeO50kBbhJBqVPDdsFmVRrVVfP7Nx36VLX/eer3/j02/EBgGdF4bj8+fPPvDAFQif4Wg0Nzd3+/ZtSulg0AeJYRiW0hrclmfc94J6rXp4eBDHyaOPPFEWemVlrVarHR7t7u1vQdIlxPBBmHh+lseuQwwLQZAqrRhDOWRKDKVklKcpI9S1fa2RQWmRZp7jBH7g2pYUvNG07m3d3Nvd5Tnvd8eLCxtZwq+9/NrlC/e99PzVpfllk3i+Yyuh4mnsQQDYTpaVcQh8z4FVFhcWleKTyajTac7NddI0Go8HFd+xDPzqyy9gJFZX5mc68OK4RFoEgVPx7eEg2j8cC4kU0pZjMQtLnCoaP/LEuUsPrRlOdtw7jqOsVrGrXjOdou5hPukhwHMa8Xiq8wSlUZFGeVkKzk+JCHaSSZpevHzpypXzo0naPUm8huEHluvYAFnJpSg5RtiCZhtAiuNwkvNCKK4hETrUCWyoszs+zIQym7VmavV2UGm5QWAD6g3TtGwL1o00jqI8TsooLpOEfxkhUAmq0AO/6vsV4CXGDODXNM2SJBGipAaBMZUGsoWAAyJSlGLLMpFGRVGkaTqZTgEto/E4DMOiyLVUHjTfd1yXmqbCiiteCF7wQmrh+ZZpUQwlIZ6lWRTF0yiaxHEIUmAwGMRRCBIKng5PJBQjpLgExKEozA4PugcH3TjMlaSCYwn0wXAN9lYVurTcsD1OzSSoyUpd+jXFjBIU+Sc//fHf++//7Y8+8ofPvfAstfClKxcs2zBMUqv5jBJe5t3Dw3o1SKOxKEDr5BajMDHDxH4AuwuRJJHWusizyWQ8mUzKMhNcFCWgOwYLEKyLMnU8Vqna/eFRFA/bs00LJN3J0SSE7BMgBKU4pxIsbaw//NCDX/vYw++7cvld58+89ez6m89uvuXM5pvPnXt6bfkxy5iDMNrZ6RPkLC6uNxqtdrtVqXmGiZilqhXWaJq1mmEYYNfTNCm1FgprhdNcTqZJGJfTqAwjEUcymqpwIuCYhDic6MmoHE/K6bQME8E5YafJoWK9rv+0plqDWylGhBL4waj4brUCVUbPMg2MscEMz3dN15JaSck1VhpL2zEBDAoJIQuu+OuuKTgvpZRgqDzPJ6dtnOUpwtowmWkxBoGuVckLaByuFEpwqaTSMJxEUsKKEGUMOsIIBoET27GpwQghcJEA/HHO4R4N2RLB013IcJYF5oCbYJ4Ew7WWY3uOCxazEMIYYfTV3cDuX6kJthZrXssWBp/y8TAdgFCbZOOwGE9g+52OMpUqxqUhUpUMwt7hYHe/t3s8OhqE/Uk6LVQhmUYmVlQKJLnmmCAC31CMKEUQMeAmkxJKNEaIUISJBj8jojFFFL5nzIArqMZYU0KoSahFmIVhRGIy5himZUE3TIopVlhrghEhGkHyfH0sTNDrMFMaa4kU1wAbWQCYwngUhpOizBmM4jimaWqlgZvC6bQoOcbUtt0ggBc1zVqtVa82y1I6kHiyQpTy8qUHz2xerNfnzmxemmkvmcx/5OGnZtqLJ4e9dqv1pqeefOjBy296+pH7H1rfP7qel8Nmq1Kp+gjTg6PDZ194bhpP6s2K4ZBSnZYkkyxNsiQtxoWcEBMqUobvNzqthdnZ5XZrznUCKdR4PDk+OjnYPzw8PDk+Bq1yMhwO4zgqhdAUMRPDKgyL2fbr4fG6MTDBBH4yiONYnudYpokRRlIrpdIk7vVOCiDiopAcfMKR4EQqm9CaR2G3ZlHTNUzHsEzCwJL8tKSXwlyLOM8hF47TaDCd9CaD4+7J/tHh3t7x/m73aH84OAmjYZqMsniUJaMkGgyHBwcHO3e3d/f3uyfdSX8UpYVwvEqtOWO5fl6UaVbMzi1cvvLA+uamZTnT6RQouyghNokSphSmKA3LgPxRi6NidwdWnZwcD4KgeuWBR688+Pjs3FpR0sPD6XgMmqXV7sxvbl5YWV3zg2qalaNJIhGuNZrVSo0ydtMgpZgAABAASURBVIoxycHY6Mtq66tLWZQMeiOD6ShKPvXRF37rP/zeZz7zmVo9eOObHm213XrDX14BDtFFgUaDyaA3GE1GcZYoqoJmcO7yxuNvPLu+OS+1BFXXH0+lAlAW1aazsNwKanZRxr3+UZiMFM4lzpgpKnUTfnUrOIzLbIq4RpNYdIfDMB5pJTzPbTRrrusYhumalabnrnaqZ5Y3FjpLNnPKrBgPhscHRzdfu3n7xp3te4dHh6D/hSgDy1yoVzc7rc2Zzky9XoURmIGULvJ8Oo57g/Fxlk8th1ALZ2U6Ckev3brx3IvPb+/twJbmPe95z+aZjdu3b96+c9NxLajVGIxubp4Zj+H96pC/3gDNtWrdMi3gbowpQgA54VpunskXX7gKQF1bXWk2qp/+5McOj/eazXnYvcA08jxxXYJwCYGuFEISTSaQKaESwMHasEbTMgWHegOD4jozKEy7Wqn4vs8LNJ3CC9QcUHH50v2PPPSISS2DOVvbx/PzS8ywTulAIwIFTqTzLI/jtOTah4gulJS6ErhFPqW4rNddXka8jCvwJsqSliUXFhoPPHB2ZbmFdCJF5Hm4XrPaLTuMk92DblBrB9X6nXu36y3P9sTnvvAnZ861vvUDb3/jmy/VG1gKlKciHCfDLoQCAtEnMhZNdZEhyRGk1cFgCjNBwHUagfV2dnYMk21sbtbrDiGoUnGbzUaj3giCCmRNrREm2DAYxjjP89FolKRRVmRclZoobGhqY8sz3arjV33Pd/3Asx2LAKkC6SFYJo+TJE5yWcLTNXynFfoyGj71JoXJKHXqUw5iJ8+z15uAHS0lhkEdx4EJuK57yqhaQxYvijyMosFk3O11j4+OTk5OYL1pmpaiZOAqG3xLCXmdZoo0AVYCViiznOdlmXJe8AJOsjSNJ+MJaN/Dw6Ojo+NpGOVFweHnoijLEqbEYPcDWUPRMkfRFMIcEeRS4lHq2pY/nUZCwIt1cqr+9+8qlStUFkUKoAInjsaTV6+9du369auvXX/11av93gDkkmXbMPm5uXat6o3HfSQKSGJZPIwnA8sCZkWmYYCdleJxNBFlkaUphDxsYWGfU5x+ArvksDaImtOpBLZXNbiIgoqtUHF8chhFkdLE88HJizOdM/Pzl+fmH5qbeWRl6U1n17/2zPq7lhfefv/F91848+4H73//u9/5g+979w/ef/FttjGndcUwqmWhMSJgN4QLwxBBQDxPKx2NQ9j7h2FUJqnkgmhiwTFLdRorg1Z9Z6bqQ/gvtZvri3MXVpcvQ1+Yv09LL89ZGgO6DJiUYVYR8pJExVEp+SmYgSAIwQBA2yAWw4RwZmAovHm+V6vVK0FAKRaaCyUKnmkCgcWLIs2yOM+SosxKcGiRFjwHNhBScC7KshACHCcpRfbrGJAKCbhfCFBsGBOEqNZMS4wxQhgJpQQAWSml4SPGjIJGMywTjogQqZVUUsAQCFFGGWOmBVnPg0YpLUsRxyn0POeEwI9MwdDMQF/dDUzwlZrgmQtnFpZn3YotMM/KOMwmg2nvoLd37xAqIzu9sBfyMFXJNB8fjY/2+rv7/d1xMi40hFqpGTJdww4c23ccOHqODSFmATuB5TFj2LIM0zaZQQlBYG1CKcYYQUeYQMeYYLiSwVUmM01mmcwxGEAAumtZrkktggwMFXlFTjOB1pgQRAng3YSHGAY+PddScyELAFJR5mWRpXHIs0wKrgSHj7zMkdYA0FaztTC/OD8734GdVKNRq1WhBYHn+6e7sXPnzs3PL/7+7//Rb/7Gf6s35pYWN323DhpifmFlYWHxwYce+MZvet873/kOkFBZlrqOBwLTYEirtFE3mo0afL+ztf2pT3566942o6bBHFlqQlkQBL5vIVoqkhqmMi0ITrfRbELGbbXaQaVCYS/JURRn29u7h4cnw1GS5RIWSwhYxPQ9kGsGfDSYAYrOJAZVp1nMINSzDIoJINy1HUxJKTjXgHodpWLvOP3MMzc+8+wzz73y4qs3Xrtz7+5R9zjNU3BH1XMpAqGIqUa65Dlwz2gcjcYxaPg04RwEcRLH0ylQ7GA06J70j45PDg72t7Z6e/vpeKoLDmVZBAUQXhZJPOz1j7f3jg8O8ygNHK9RqcM2vt/tnxwd52nWaDQ3N0BedAa94bXXbhweneRcJbkouUbYAtqKIqADpTTpD0Z7Qw6VWqmx0hQuU9pYWt58+NE3bp65wAwnyfjuUVcSarqeJjTJ0iLPDEodyzAZOe0UgX7N4hh9Wc10KLOobZswnmMYtoMJEQfb+1dfugaUBbu/zdXNBy5ehHXnGYpjILAszsI4hT1CeHzcnUzGpm105jogiR59/NGl5Rl4LfmJT7783PPXgkr98v2Xa63qJI4KER/3D456e1wVQd33KkG12d48v7B41qjWsGUjwyKmZUNUlLxIIU/HcZ5mtunOzy4uza84phdN07KQzUazXm+mSSpKFSfF8XH/zq2dG9fv3bu71+9GeQqTd6qVZuDXKkGtUWvX6y14mMkcrUiZizKXFa+6urzGSw45FCb/0T/70xdffHE0Hj/1pqcffuSxg4PD45OTmVlYRXrSPV5fW+2eHLfb7W63C5WKxcVlw7CiMO33hicn3dW1ZdMmr924trKyBrf0h71Wq7W6vo4QAetAhDgUcSEoY3mRUowsgLBGUF0Ef53aMcwYMiiieZ4YFm40qnE86Y+62MRzC7M7eweNZiWowMzlO972rmZt9rVrd/Ks9KxgOpo8/8zzWqZFVoLrqkEjDNOjw77I1cbqecv0pdBFmaVZWKk6tk13du9KlW+eWTVMkiZRvRYYBtnb34HaPZDAxsYKQuKVq9evX7vKC+F5QV7m03SiWfncq5+/dveFP/v0f//jj/43oZK3v/2NT7zhrOd4rlU7t3Hp7OZ5YAOFScGB0ZDlIs7ReBQXWW4ZNiEkDqPBoJ9lydLK4puefsP6mRmBCsSkJpILgRDEgtaQhTSQGzZMEAk2gZm9Tm6QybIsj+IYgldrZNqG41o+TK7iV2pBo1XvzLYa7YblmpZH/KZZadmN+aC9UkVfepNCSPjjJRAJnCgpgUK1loZBbccEfvMDtxJUAj8AYWeaJiG0LHhRlNAApUmSRGlyGphFIZHGlMLkC15mvCxEUQhewnJlKbXkSkZRmKRJnmdCyqLkSsELOz6dJHGUSYkINhGiYEa4J8/KLCuRAvBIQpxadbYazFqsIUsnmqjxQERTPR2Xz37x6t07+4LTOOJ7u72Tw2k4EXEokLaCSsdx6kWOT47HX/jii1945kUYf2FxeXZunjEjiqJ2qxXFY9+zd+/dETyjVDMDGwYBoBKsCsBoHosyD6fDOJzAMsu8gFmVhVKKEmKZVjAJ8xs3t7Mc6N2HzUZ/GN//4JPvfOc3PfTw064zy0svz5xBT+/vFgd7xahvxlMvDl0kZ2rBmeX5R67c/45vfv/3/+2/+Ys//Xf+8fd81w/ef+kNvCRRxKMw15rYFmRDS0gRwdo4ksroD+KT7jSKVbUy99avec8P/fDf/Mmf/Hs/+7P/+O/81D/4qz/yd37sR3/2Z376n/7C3/2Vn/vZX/oHv/Av/t7P/erP/8w//9G/+nNf/3XfubR40aTNNKJJpJW0lDDLEilFwP5KKUwRMcBzvCgTQpANyh1YAzZw9XoQ+BhrIQoNNTXJpeSlyPMyg/jiohRaSCWgaY0JJpQSQiA9KowlM5BpUQOYGgY/7ZgxBuAxDJMSg5DTTxQsrjXcDh0iAZCL4U8j+B5+hg4nMCIc4ZwZBjwArpRS6tdbURRRFKdpUgKQhFZSI60Ng8EYX82dfOUmt7q0sAHsvrLYrNeE4sPJ4GRw3Buf9Cfdg97e3cM7t/Zubh3dG6ZDwTh2sDKkZtIBTq1XTN/WBkYQ3RahBgHirEB1oVKp+65vsorNqp7p2dQ0lW1R22AWZaDCGMZwh0kpfDQZdW2r4gcm/IipQU3H8mzTswxI1nD0KXGVNLSiGBmAbylB7kjMsNBcoAJRySxCLSyQSIp4mk6jBPbiuRBclhq8S5A0TVKvVpbnFtZWVkHStRvtmU5nptX2fYcZitFS6ViqVKlybW2dIHtvd7C2fL9B60o5rfbcwvL82uaC7enNswvVuh+GsVYmkn40RgatMuIIrlqNoFGxLmysqqS88/LdtF8GtGFr16WAXGyYyIZJEKIR0DfsJArDEK5Pg6rj+77rATvX6s1OszUbBPXTtVPHtSu+U3fNgGqDKMPCFuEEc2QqakOMSMNWzEGWpUF4aKQ0DAxgzpVItI4xSgy9m2UvHnU/v3X7lYPtg2icYc0cmxoGJA8DwVCCx3E8GIb9XjQYxqNRNB5Mwt4w7Y7zXqkTZgoGnFzkKkloLkkqK8jxpSknJctwlVVwRspx0WDu4+fOv+XSpYfWV2ccLx9NTrZ3y2k4V2+eXV3bXF1enOuYDA97g0PQPXGeSTZMgBgMiWhSCsv3sckO4A3qcKghoxKEDbM3jp5/6fpzz189PBqahre6sn7mzKZfrYFTJ1mKDLhXl2VumSRwwDLaZcSlJJ1O02jCQb5/eaFil07DKrWgptNqLDh2gCUuQ9Q/mGaTNO4nu3eOPLPx1jc9/fRbHq40zShLhrBl7k/ztETIjkI+nUI2UlESjqfDSrWysDAfx/LZ53bv3htbTuPsfecefHxTmfnxqDiEUrhUTrUdpWg01svL58+eudxqLi0urPluk2ioV+kyLUfdweHuwXQ8llpohgRRKYcEKUzHteygKKTGpuV4jFlIk5Lz0WS4vXfv2o2XXnjpi6++8srhwSBPiEWbNW9ptn6uUz1Xt1Zq5uJsdc3SlTxUVacB0bk0v3ju7BnYz2xvbX3hmRcG4/jilQcuPfBQKXValsggB8cHS6uLBTA4z6vVQJSlZcAMVZEKg9iu41cq7iQ6mV903/H1Z0s1xRRBrq61Zk3TC4JgZqYNDiHILTLt2RUpIR+OS56UPKIEqZJgYdm0YhHTNrFUUS7H1RYoF3LUO1xcbd7aun773qvLq823v/0tD156bNxLZ5qzjWqNp0mrVinBC714cDwtEm6ziirtdKp8O2i3rCzlru9HaYwZ8ep+b9STWNdazawU4ygz3YobNE9605PuxPPqjfb8wWHv05/94s1bd+qVYHmmebR3b/dw59LDl3KDXzu40Su7J/nx1snWF18Aybfv27NPPPL2Jx57y/nz59YvzC9ttvvh2Ay0XUV5ioCY3MCB7WqRF2Ar0zDieHr9tVe4TBdXOytn2tTjJQkrTafW8BFDmJwSn8YEOoL0RiiCbxGF/UOacF4oRizLcLUiSZJOoonQuWkTy2Omz+yqVWkH7cVmc6neWK60VmpBx6KuRF96MxhlBBd5HkdRkeWQFynFpsEC36lVK4HvV/zAdWwlZZZkBBHLsMqizNKsLIWUCu52HQdkgGFb0E3HrtSqjusgrIQWgGFQAONw3Bv2RqNBCtvirJB08l0DAAAQAElEQVQIa4zStHTcarXaMi0PgO26VcqcokBFrpUCJQcxkkzGSTjJo7BIY1XmMM1KNVhaXbr//otPveFReJv5jm/6xu9705Nf9+RjX/umJ9/9xONfd+XSW5949Ou/9Zv+0nd+x/d/w3s/8OQb3mY7zXDKHaehlPWHf/Sx//mRT/T7UyGwaTqmaYFuSZJYCN7vnhwfHiolMdJAJqDzDKrHgy6GdFNmosjC8STL8gQ2phyNhvFkkoeRHvTLyRQNJyQr/Xbnwru+7gPvfOe3nTv/WDhBYYSV9gmu1oLF5cULm2sPnD3z4JXLb3rjG9/1+CNf8/CDb16cP5cmaGdncNJNKpX5r3nrez/84R//K3/5bzz++Fs7M+u+P6dREIZyOpZlbqUpPToOi5I9+OBT7373t37wQz/8d37q//ju7/7B+y++4U1vfGuzsZylEPBzayvnCKkNB5zRpmW01lcuvutrv/2v/JWf+umf/uWf+9lf/gsf+qtPPvmuRnNlEnKYfxwVaVZqjA3LVhiVojRNMy9ypYRt20UBMk612g2Ax3gywFhykWnEKUVK8aLMpCopJZhiKQEyymCwJ4FNMSMUU/gAY0FqB7jaCJoEoCihNZA9fALk09P/IAQaDn4SgsMvhmFQxuCaLMvgaNuW4ziWZf0/Tkw4tVzXhZ+yLC+KUggJk4TQSFPY5KYlh7lRhGFI9NXcyFducjONxsLszNL8fLtRo1hPQyihHx13j477R4fdg4OTg5PB0TgdCcrdml3rVOrtquubtsP8wLFdi9kU9o6mDSa3PNf1XLvquzXXDWzTt0zfhdAmhkksizoGc5l1up/8X4Hr+dWgUvUD3/XAaxYz2akAMk1iMgxxxPCpjLOwNpWkShLoWhOltFRSI6EpEILQiGsiFJalKtMyTQvwbDIZ53kKYgdVPKPTbi4vzm+srZzZhMPKbLtTr9Xgoa7rMIqxLjXKtEqlyKrVCpCm5zYevPLGTnvdNOuuVw+qDaHLpJh6FVBgBqHScT2CnSwBHq6MBnmZKpORRsW3CVpoty5uXrh9devlL1yvGM2620wnSTKdwAWGQUwDnmgCVgktMC1BXDku86tus9mYm59fXVu/dPnK+XOXVpbX2o1ZzwaxCGtnWlKiDKoMmasSpplLVWhcAN8TkHeB7dvMyuJ8NJ5OkxQ0RYF0ThEwLvfRhKG+4ENRREBPlGnKlNZFXsSTMAJimsa6FAydvifneT4dj+MsVAZHliQWAqsKUShIPRJ7xK6ZgUccnahynKMU4YzwSNXs+mOXH37ro48+df/lB9bXzi0tbszNL8H70dbM6sLi+fX1pZnZca9798Zrve5JkZdxxuNMGW6NOUEBTmPMrQbIwMPpOCmFaSJkMcPzJGL9YXTr7t4zz7/0zLPPAxbrjcbK2kql0ZhE0eHRca/fg2pCvRq0G5VGxa16FlVlFo7TMNScf3mRIlhsuNhv+FBXGI2m8SRLpjKPUDLMZVK+8eE3JZPimS+86rrexpnVKw9dWD/bAtIbbqt4iny3Uqu0CaJpmg8G3cOj/dt3uqNp6PtV06j3+/zOveOTfr8+4z7+5gcfe+pMc74K71pPhqPnX766vXcilYtIkOe4yLVWDMY5JUNKBS/TOFVKSCRKzUskMpGnPFcEI0K5QpRZWsNuGGGCCIUvVcHTSdQbjA6Ou4db9/YP9wbHB9P+cRaPKSoqNu20q2s1b4GneHAMyjN0DBfwE02iwPHm5xf6g/H/+KP/+erVmxtnzl+8fL9CynIM02b7R7vnLpyNkinB+uaN17bvbT9w+cFOa3brzg7DzDDpaHK8tFqbWTALHq5uLtt+sL1zWJZxrd10vKBQSCsqOXMtn2Eg2zLNx3mZaqXLVEBGMJFlIGqbVKlM6NgOCDal6ZuZkH3QAJOTCxc3nnjDk0WGs1jOtRayMGOUGAT7tiU50YJY1G3XZtJpFofFlSuP9rrxYNCrN2tbu9texZdah0namZ03LPe4OzRtvzO7KBTtD8Og0qnWOzdvbm3vHndml+Zml0ReIl5sri1fvv8y88xu0u+mvcZKndVM6llxVt69e/LKi3s3ru6PBvHMbOeptzzynm/8mrOXl1OBQAhVO87somswPBqOjg4Op+MJpQTWD/PpDg4ULtvz9casl4g856njGV7gEAMJCYVrpTSSQhNqnPoSvM51mUteaooMg1hYYcmlaTJMNZd5msVROo2KKNeFoFwyLqnQTArAkUjRl97KooAeRRPA8HQ6gh1oq1mfn5tp1Ku+5wS+a5oGIQjDyBprBSeEMdMwLEiyjusGgR9UKp7nWZYF1ygpJ5PJNA4zXnDBi7LMiiIr87ws8vxUQ5Ql6AdWFLpSacCREKdWnakEM4wG4RSoXOU56vXCfi8m2HG9xsMPPvn2t737TW96x9u/5r3f991/GepP/+W3/vg//Iff+cV/+H/+yj//jZ/+O//8J37sF3/ix/7RT/2tX/mHv/Af/8kv/uZP/eQv/8W/+KPf+33f91d/7Ef+2b/41d/8jd/+lV/9tR/48I+97Wvf99Z3vG9h+VxeIIRtxnypmJCk4jcItm7cuN0fjCbjSRJHEGcAM6RAaUAY5mD4LEuKLBOlwIhhBK9u7TwzxkOZZX4luG9x/vG3ve17v+97/vpTT36zkq3ucWlanYX5zdnZtXpjLqg0K5V6tV6rBIFhGVij8WSUpjGl2HMBMCzLivE46vcmWtnvffe3/c2//vf+9t/8P972lm9ZXLhy3/mn3/ymb3380feurTy4tnbpiTe+7emn33XmzJWFhTMnJ5NbN7aDyszNm92XX75Vr7UvXjx3ctz/7KdfTGN9cjSFeQZ+42gvHByXNmsG3vw3v/+7f+6n/+Ff//Gf/b7v+cFLFx+rVmazVE/H+WSaTSdxFOdS47IUCBHTtKIoHIwGoNiCiocJSpI4TqI0S7goNVGYIUyRxhJBatEAc0yIYRiMMVNrVBY57L0RkpZlOK5p2YgysDl0EJAIY4wQ3AIdrkWUUNMwLRNSJAPjKKWQ1koqwYVWCmMMg1q25Xue57gYYSFknudZBo/gSsElinMuJIczKYWU4F0Y/qu3k/+3qf3/9QPY0AKLO5ZtG5QCp5QFUG6eFnkmRIGRtiyzEni1WgV6peIHFdfzQMFBKBuOZXqO43uu55/+8334AYYxYTDXcmwbum3b8Mk2LQh+CH94iuM4HnTX9d3Xm2XZBBPGDGZYBASGRlIqKYG2tARvylP5Dx/1qd8xXEkIxBqihFAKH8GbAhgDZpvlaZ4mOfi4ULaBOi1vbWXx7Jn1sxtrayvLC/NzczOdmU67VqvZtkkIwgq2YqedEhjNShN9984ho9762vk04UA0gBhCCGjOJIu8wFNaMkbr9QaIS7jAtQOkCLx7gjCglMzNztarjUceekQW8hN//unucb9ea0qpBIgVw+Ylx4gap5AFU9jMhI0IYSZzfAcSz8xcZ2l5fv3Mxua5DTjOLy8E1YAQDPcKDv9kBmjVSiIkIHoAvrBuQhmztMKAYgkzgwcJKaVGGJkGdhxmmsgwEUwYIyYl4rD5KoUolcjFZBKF0xKC1ra9er0FHiXUgEHyAh6oqGFhBrlZJ/BZgg60qGFXqg3HCTAxNGZxXp70R5M4DerNM+cvzM3MNptNeKndbrVnZ2bBxoHvW5ZpmWY0Ca+9ClWN60mUWIYjhU7j3DRcCuMoBKgxTVNIAU2DdWwEGILl5AWIVkQMWpTFSf/k3u496MfdE0xJt9u/e+/eaDR2XbvVbFaCANDGiOZlnsHQWYI0GAl9GW37btzvj2fn6h74GYeurymIqgKN+/zeTfh+5uz51SgZ3N565dXrz9meef8DV97wxAN+xxvs5vt3hlmeQUiAtSnFYOWTo3DrVny0D34jCFMh0DQMj48PZ+caT73l8pkL86Yjp+HRtRvXRtMTxLJcjE/6R3uHhwWfIFpCx5RLXZQSYUYhgWKKmQHv6mRe5JxLwzBsy1ZI52CjsgSMKC0wQTABw2CmZVBC0igd9Ea7u4f37u5u7xyc9IZRkpdS5bw0bLvRaoHlEUJ5ViSgkIj15BNvevPTb674/vPPP/fyyy+aBoWQWVlenpvr3Ll5w2DEMpk6pc0yDCcQR1qqw/2D02lIBSHd6cxsb0/iOEJIaaT7/R5CutasKIxAIykNSoVpREzTshw3DiFUS14qSBC8zBhBFJ/KFnC6V/FykDsiW15bfOX61b39PYj7zY3zzcbc7Vu7SrI8UyeHg0atkSaF1hhoJQzDRh3yMTk6Omi2qnNzzgiqxb09x2UIgcUKMEW71akFtWF/VBZiaWHZsb3pOMyz8uTweHdn3zKsM5tn15bXbMshxGLUBbRTRp9/6bn9492cx41ONc9hshlwVqs2Mxlkn/jIC7/96x//nx/5TP+kOz8386EPfffjT15BDGVxjpSybEMKeXx0cnTUVUqZpo0x2d3ZjqKoVquvrK4Aug6OemEcOY4NmOGyIIAUjLXW8I1CCCwGeYsQSjA5/SClEhIrZBJDcVWkZQHO5EoUIpqG/ZPxqBdlcQJCTwhQsBg8+6V222KOzRq1SqfVBN0BGAIixkiajAIYCNJKcFGUshRKSCRhWtSiFgZ0am1BjqhWgQeACWrVquc5tm0WouCKM4Narmm5lumYIGWYaQAUkpTDe2rYg4KuMswgy1WSyLwkw1G6tzccj8t6Y/6JJ9/2vm/4zg9851/60R/7qX/1r/7Dr//6b/7qr/7ar/7qv/7Ff/xPvv8Hv/+hR65Agucpiqc8GvMkKuMwS6OCFyDIUTxR4UhloYrHeTIt81C4TnVx8ezDjz71Td/13T/yt3/qn/7LX/+7f++ffe/3/fDjj7/dcTqTiRDKdd12kQOlj7M0p4wRAgyclUUseJrF49HwOIkBa9M4zuKwGA6yPDPnZi684bF3v+89P/DBD/7M937fTz/+2LcURbvbI563duHCk/ddeHRl5fzC/MrszFyz0ahUXAsMhooyH0dRj/NpFHf7vb1ud38aDqUsTIO5bkCwfXA4ikO0vv7gX/7wT/3yP/2tn//ZX/v+v/SzH/rgT33bt334/d/03d/xgb/w9V//vrd+zbtqteatO3uYuC+9cvPmrbtveevb3vT0pVevHnzuczdr1ca5c+utVqXM9Y1rA99xZ1sVzVk4VlAkPT6cePbsB7/3h/7ZP/u1H/3Rn3r00bfGMTo+DCmD/LaYZMgLGllR3rp9y3adhYWFJI3DNPR8JwWEFaDncoU4lJUpw4xiCt1AzCCUGJbpuLZv2w7BuMjzosiUloZJbZsZBoF9gtZcSqGU0FopqQBTkiskFSXEsWzfA+y4wKUmO1W9Wim4RisNwQEXMEItw3TgCY5DKYX0B3KSUcN+HVswupQSMKoU10h8qfj/v/h68pV73mg8GI9HYTRJs0QKbjACKbnVbMwAC7ZacJyBY7PdrjXqfuCZFkPAeadKzrFM2wJrusIzLgAAEABJREFUmrYJFjUt0zSZYVJmUtM0TNOEiHNsy7NPBZxr2S41wasmMy24hFADEao0BnIQQnOhlAbiQoUQWQnRLrmEb05/Pf1JIvAcuNAwGANgMMYoVVJirRhoQOAazossKZK4yHL4cmHOXV1tnzuzce7sxsb68uLCXLNZA7XpurbnuZZpEAz3CK0EUhIjRQCK2P7Mp164c+tgaXEN6GcyDQE2Cq6QRatTn+k0hSgH45FQWgoNk7EsFzjWhrSq0GAwKfJyYX6pUqkFfrVWqd987dYzX3wWrvS9CiFGKRQHbhNKKoypddoJxacdnoyZTRzfhHJdte41O9W5xfbC0uzcfLtWr5qmiTTKOcRQUcJEGUXmaWo1HAvYl8JCKHMcv9XqzLRnA88nAOQSYakdA0FqchA1FWOSEo6wQARYWFOCGMJEKiQ1Jsxgpq0ZA+FmuIHCZppqwwhst8YsnzCXGK4iRlzyXGNsO8zzIUD3er17h/u96XicZ93JpDeZxnmectEdDA+Oj0fTcBLFg8F4d+/g6itXeyd9KbRzavgAJq1OVV1W5twA5WhaFOTOqaeVYWLHpZZtlrwM42lWpqZDg7rHbBIX4fbB/o3bN7I0SZJICGHbdq1er1QCymhZlmmWQW02TpNSFJRh9GW1wZY62st9l549P/v4E2cuXARVbWAKOEF3bg8+9uefm1+qXXlkTtPRa7f2nn/hOuf0gYcuPvTYmaBtR9Ns697x/kEPY91oNDQEK0MqQd39otefpAlslGU1qKZJtr11ezI9rtbZ0kp1Zt4GKE2jY8tNvKpIS54UXNNEoDjn07QMk2KaFEqi06QJYJMQKhoZzHAcoDVTapUVWSk4F6cUibQmGBNCyemkwQjENh2ESFGUURKPw0l/3D/sHd7bv3dv/6421OzSjNB8PB3FScJgbyCxLBQE8n33nZ3tNLbu3nzllRejcOy79vLCwubG+v4eFOQwRhqiSYhya/teHE1s04BnUmI1ax1AwCf//NP4dR4/Pj4QKndr9c5Mw3ZNhBGlBGFSSqUQQciMplyWVEucZonWheVgamJgEGYYluNA2jAdw7bRM8987pVXXwmjot1acaz6/s5JGovJODWYS7HhuxVKjDRJd3d2CMWDUa/g6YMPXRyN48n02HL0eNRtNWqKy8X5hWa9CQIrT4ulhSWs8N1bd7vHJ1mSpmnsWObK0jJWemd722DG6uoZhaxrN+7e29kmDE2nPcrUdDJQQhDFICliYZrY1SU7ujH6oz/4/H/9jd/7sz/9mO/4H/y+b/vmb33aNIxwmnueZ9tOkqA0ySHxWK8Txd07B0fHXYTw0sLq8tJ8ydFxtx8nE/CwZZnMpIZBDJNihERZKikYJUCgruuYloURBgAUaT4dTqNxVKacSGJSiyGD52U0FNlEq1JqgRgy4Xv0/2z/X58QCjSAW+3m2vry3PwMjJLmURSHeZmVZQEnURQlaVZwASvSGiPNCDYJhiM1DJijDc2wDEyIkLLgpUIa+MUBpeT5tueAqjNs+IIgkEocu3a1yBHAII4EVnY4Ke/c2gMGZrTyTe//rn/+S//253/ul37qb//9n/np/+N/+0t/9dFH38yYg5RSHIErugdZdz/Zuxtu3Qv3d8LhMOmfxAd7w62tw+17R7tbvd2d3sHeZH8v3N4e7e1M9nfG21u9u3f2r71y7+oz924+v3Pj5XujiVxZv/9bv/0HPvihH3vqqffOzt1HSDMMydHhsNsdhNMQwMl5hnSpdQknWRrG0WQ6maZxkaVyMsqnY0Vwa372crWyMZkacWINR+q4m4/GoiwNIczJNA/jXGlSrdZWVpbPnt28cP4cKK2zZxbOnZmp1XzGsJKw2xeOY/i+yyhLojQKE8+tEwp7YLMoWRLq8VhOQ5qmbH5h89Llh6uVitRyOsmWV1cDv/Hs8y8DBb797W+cTuPf+I3P3rx57y1veeSd73wIQNRqseFwmkTx0cH2zr2t48P+oBe+/ML23dsnWqHjo9FrV/dXl698+MM/+XM/98vvffd3Z5l981Y/z+F9K46iuCiK0Wh0eHwIR84LQjB4EiGFQNFTTRjGQE749IRZzLIBxa5jB55Xc10fNPEpDMpCwgKxNgxqmoT9P3Sa0FpBVxooUGECtMYcC0Lf8RyAi+vZ8MkymUEJZQRTAvFN4A4phJYKZq7goDRCmFIY1jItE060VrwsOC8R0YZJ0Vd3Ax78Sk1wb3dnb3/38OBgNBoIyV3XadTr7Ra0ZqveaNardUCQd0pRNjMMSg2MwX6OaTrMsCgzGTMNw4YDMxj8Sg1ojMHhtDO4hMDlJmMWoQYhcDfYmoBLi1JkWZGmeZSk0JOkiKMsitM4yQsugfuxppDFOFdag0tNZpgwLKUEIwRdiFLJEmsIcl5kSZ5ESHLPMWfa/rkzy2c31zc3VpYW5zqteq3iAyuaIOQ0uDyXPBe8kHC7AjxJAChBWHDc70WMuVBpwoRE6fSkf1hr+ZO4d3i0bVjYchjQq2XacZIKqStBPYWUG06rtappmLzgMOF6vcGI6dgeL+XVV167dese0UZZKog0y/YRYaXQQoHigpggCh4Kc1eFkLlQudAglnJm6CCwZmabqyvL62urS4uL7Xbb9X0wACc4kyIpeAYWIdS0HdO2FxaXYKGz7dlGtdGqt9uNdt33DGyKRFBODEHhiEtMOCVwrgxDW4zYtgF1MiIVSTMxGIfHvVF/FKaFxNRxvaYfzPh+27KrzASRZ02jfO9gcOP27p3dg4PeYO+ke28P1MtgnGUH/cHzr1595eatqzdv3z4tBHUzLpnpxHF248btl196dX//EAxSD5oEGXlSakEs5iJJKGGWZYEK4SUXQhqmEVROY1lphRnWpx1pqlOehVkEBgNHtGdbhsmajfrs7Azg0zIsjAEGWkkVR9FoOCjyDCMgDoa+rDa3Vl1aDGpV99Klzafe+NDZs8vLy42N9cbqerM9Z9+5s33S3bc9Y2G5tX620d9Ob9y4c3xy4pj08oMLFx5abNQqvf5wOBrYjg1lXddD2EWIIMO0Bv3Jiy9cn46nrWYT5nn16otCZo2Wt7DYmp1jO3t3h6Nuu+M3msjxkWEjxFSpylxBxhcKIwnop6woyuFolGaZ69iVSkAYKSCTlxnGimCNoBOECSGUYkKVBksQywZatC3TYoZBKMgpMYrGB92Dve5+P+xN83FURnbgzC3Mtdud8WBy7ZXrz3/xme17ty0Dz3aaJsPT8XDQPaEYPfjgg0AFWZIYDIpP4vpr1/cP9hYWF4JKcHRwzIgrOXnmC8/t7ezNgRaYaR+f7CfJ2LSIZTHTooQhymBWKMs5l5hznUSKag9EiShzEEy2S5mFqMGYYUqt4jRszVROhiev3bq6f3hg2fCcWaRcLY3JMB70pzOdReBt36k4lnt0cBRDhQEppcX8fGduvrW9e/u4u7u+sXByvIdBP80vnzt7JgmzXnc4P7tQ8arXr71287Vb02nYajQfeOChTqtz+/ate3fugLEg4rKs3Nk7KYRqz7UvP3BhEh47LpqMu57rtOotm/rjbtLbCyGSqwtkruF098ef+LNnf+s//xYX/AMf+J7v/Ivvu/LwWUaNLC8QOp1WUXCCGaPmeMwPD06Oj7uG4V66eGl5qROG/OCgm5e57VgKKUKQZRnAZpIXIDGBbG3LsCzToAyDp6USXOZpUWQlT3mZ8zLhRcaRJI5NLQPBCVaUIWZS+AAP/9K641iOYweBU6l6fmC7HiDIpBRlWRKGkxQETprmeQERhxCAwsAIYo1SyhgzYL2nbkZEKsWlKGFeeW5Zlhf4fgU2m74L5nNt0zYRgY26yguRxhxps9NZTCO5dfd4b69//6U3/JUP/8SP/ejf+t/+4g81W7M8V4d7g/Eg4blMplxJlmW834v63elokA/7YtjnWSIM5kbTHNi4LKUUCDoUxbGmJsOea9RqVXjlZ5gMWNq0PGZ4UplJjpKM7OyOP/2pV196eddzl9/ylm/+pm/8S299y7dduvS06zYH/dHWva1wMgG/MAbiZpTnISC5LLLpeDKZRmWBtXQUd7PIONiLt7YGW9vHL77y2t3t/UJoCN39w+Pt3b2Sqzzno/Gk1x8cHsIaD44Pj9MohuzZbtXObc5dOLuwuTG3tDBbD+pEkzwD1/I8zw+Oj4SUBRe7ewdbuwcQFK1O1fNdiHQTfIshiKTrVXZ2B/sHBw89/PDTb3nqjz/y6T/+k4+ZVv6mpy61O42XXt76whef+53f/cy9rbuAld3t8HB/6lj44vnT/cTmxoVWc25nu7e7O0pi1KitvfGJd/+lv/Q3fvRHfu4tT39LOGXbWyeGYbVazSRJer0eZYQxIz7dUXOEJEyDEIwh+2olpFBKwDlj1DRtw4CNoW1bjsksjLCUkosSLiBEWzYDgAGkmQGjUQNgypgHkHNd/3V8WIZBEEaAISkhciAe4RuTGZZhmoZB4anwMM7LIk/TVHCJECaEAesppYXgZVlAF7KEGRomRl/djXzlpjcY9sfjQZyESkvPc+qQnaq+YTACYUEwRSB5FShkijR8ZYMPLMs1DYsS4/UO37gGIB+6ZVuWaVkGsxg1MKZKYSEUhw15KfNSFSUvOM8LkRdlBmIuhz1nkWQFaLhplIQRQD0FNVAUQkqtETsVPYAISFCEUvb6gEJLIZTk8B9GEBhFirLIkywOFS+rvru+snDfuTNLi/MLc512E3IfQMiwLWpbzLENQuCqVPIcRkBawgIxmFUrIeGfevChRx948GEpRZqFST6+fuv5g5NbRz0I0hvH/d25hTZsXm3bZMwgiJWFIIimSTYZT4u8lAqlaba5ceahK4/Mzi56bhWY+sXnrwqOMWLAhyZzwZxKorJUAjalmmlMYQEaa4WE0LnQKWIlIpyZyPcdmP3q0vKZjY2zm2fXNzZnlxb8il9KMY1gconWOgiC2dk5qOfXKjXf8Zq1xrn1s489+OhDlx5YnV3wmEsgoeQIZdC1zrQqkC6xFkRLihRD2OCSTKJs76h/e2v/1vb+ne29wSgsOJlMisEgGY3SSZhPo3wwjk+6ycHR+Pa97Vtb28MwIsD2jZbfaFl+ICgtlB5FcS5VZ37x0v0Prq5tllwdHffBxb5fZdSCJU/H6XgADi4Isipeo+rVTWpIDs4rkdaW6/h+YFgM3JsUKdfC8mzI19gg0BuzjQuXL9z/wOV6szE7MwN6zjQMpBVGGMHK0nQ4ADHV42XBKFhboS+rvfOd9z315MVqYFd9UE3Mc42LFzafeOLhc+dXz56bXV6tXHtta29vz3H9Rx/bWLpQnYTd0bgH9L63feIy74kn73/ooU3Oy0k8rVSC+XnHrCAkkMNsLtmd23GvN+6020ijouBpGk8mY0rJxmb9+Li8deegVvOWVjqmhRABvBBqMEwps13DwYXkiLC8LI/h1elwLLWijAJmleSGQRkjhGFMsYal49OmkZZKSwkwUye2IZ0AABAASURBVECMGqxBCALTmBSbBFm4RMUwGRQ6W95cfODhK/c/cGVjY2NmZmFpcfXMmc04mty9fStNololqFUrnPOdnZ2Tk6P7LpwXnDfrDZMah7397vFxvVqdm5vlXEzG0WQcHx32Hnn48SROCMH7+zuT6TDJwjAacV4IqRTSQmkutcaMFygNlaF9USjBC8PQpqUxlVxLzAiXQigoano37rwynHQN01he3iQo4CVdmFuOJkkSp7YF8g4lcQ6Zo9ftua7nQ/O8eqPa6x/t7N8DyxEqG81Kvd6cn13snYT93nBtec1z/ZdefOnw4Hh1Ze1U3gXVcBJu3dsu8uzixfMX7zt/eHh4++62JIbhOojy3aNbB927liMdl2IksAD7eTon/b1wussZNzrVaqdWsQi+c+vW7//B721v33vqqae/7l1fB7WushCcozTj4/GUl8q2YZJGHOVb9w76vUm7PX/5/jPNpp1OUZRkQhdZCnvZDCOdpik4khKClBalKEEb5jkEC3xpMMOxIFmaGGFecLB2EsVgtiCwPN/QAkkheSmk+HKioFoNqlXfcS1K4VHIss1KxQfGy7J0MpnkIDfSNM9zAalUE4IZpaZpOCZcZ5qEUHCxPG1CKak0OFpjoimQHAWfIwCqaZuGZSACQYAd2wdu7HfHn/nUK9Np9j3f86F/9S/+3a/88r/5wQ//0Ne+851amvG01JJUg4AgO47KshTTcQInMGCtZsPWrhJUTdOVkmWpEBx2q7TZrCwvz62tzS0tddqddrVe8XzHsSzfcx3PczynUnFbrRq8cHK9Rr25vLp+ZW39yuzsmud3HHupVt28cN+b3ve+733iDW8FXkWwDMEZJQqJMB5PJoM8S4CxomkYh5mSxDQrwMHVyqJrd6RiucwULVMRHfb2bu/cvLd7Z2tv69ad2/3+KE0BX4KXWuQonYr+SbqzFd6+ER7s9ONJ6Tu1laXGxmpjfrYaBJ5lWa7ntNo1hIXC+ex844FHNh94ZG5h1XCqiFmYmVDpoMORSPPEC9yLly5KWf7u7/zR7Vt33vnOp77x/W9/5dqr/+bXfuP45MAw06PjrUuXW+fOrr/xiYfuv//s2ipsxOp5kn7i48989jMvO5b3xONvOntmg5fO1Vd3BwP+5je//yf/1i/+g7//L9/41NsHg8HtOzvg90ajZlgUIWkYrCxzBY4hiFJMgXkIUhpQp4VUUiqMmVJYSQ3wMEzLMAyMtRCi5JAfhGkYnmc7p0sEuchM07Qt03OcwAOx6tmGiZSCx6VxnCYJwF4KBfIO4GIQalBGYAbggLzgJUcIG4bpvN4opVprqV7HPEZaw4wEMCT66m6wnK/YBLGklLiu1WhUZ2ZbMzPNGmQ2izJKQJ6ZlBlgUEwhFk1MbWo4hmGzU29SjBgmDH6l1AClQyFsKcEEYQRO5YVIszxO0jBJwjiJwng6DSfTcDSdTqbTMIyiKI6SFK7JsiLPi6yAxoUAf2AYDxMK1FFyJaVGGiNNlEQC6ESAO7VhoGrg+Z5rUQzp3TVZu15ZWZw7f2b9wtnN07pDuwEXWCasDGhFMwKeFpBWYH4wQUIwJfCHoYFZpRBai7m51vqZZZA64+ig0kTVNrpx94v1Dts4N5uLkekitwLpuahXqr7rDwcjjJlte4cHR9NJZDFnPAi3bu0QxDZWz84054fd8b1b20jSRrWDBAmnSRyVWjGYvuAYCA8TRphBDIohMJgmhiZMYyqVFhop+CWoeLOzM2trq/fdd/HKAw+sr290Wi3fByLxO63O4vzS+uqGa1omZsuzSw9euP/Riw9eXD+/2JqrO0HAbMoJyREByVQokQuRijLleVYWaVkWCihJKZxkxXA8PRmMDk+Guwfdm7f2Xnz+xrNffPX5567duLZ1sNufjFIOqpTiWrPquIFpeUurG48+/uRjT7zx/gcevvTAQ5cfenTjwn0r6xvnL8HpY+cvXnKDYBolGpHZmUXXCcqcJ1GGJGLUAmvwElNkmcwG6ymFwA4GsyzTAmNohCSWmiGBlSCSWLTScBfXZ89ePLO8seDVPErx//IdY8S0GMYIULS7u7N/uJ/nOUKKECphk46+nEaQjOP4YO/w6KB7/eqto/0Tx7aaTQ+RbDSCN6osT1Gl2u51x4dH4wsPz8ytuLWa73r+we3kpWe2BoNhs9WamW1Xq4HrO6A+TctAEtmG2WhYjofyHMhOlqV03dp0Uhwe9PNcnz93cXamNhmHWuNWs8E5ilMtwS6UcgFgMEyXFoJrTMA4aaKjKE+ypBCFUBy2rIYB8YeANGHtgBmN4CpYO9YIKzCtUKdhKBUXqhCwdZXawE7NHkTd63dfNQN68YHzSRE+8/wXXnjpxSzNFxaXKn7l4QcffPyJxyCLP/vsF1977bV+r5dGCVYYhILBzF5vUKs3NhfO7u/uX7123TTtRqOlBB4PIs8J7r985aUXXhyPh72TozSOeDyZhsOCZ2WZS1CXENLgZmKkqUoiQZQDS1GitCxMTQlPyIqMUIop8at+icpbd1/L83R+fmFl6eygl44H8dL8Ei+KPAF9IxlBg34fKVg+rVZqgkulVZ5nt2/dxgjNzkKWlefOX5ifW4CPOzt7olQYG/fubo+Hk4219bWV1Vq19vnPff7VV19dW1t76o1P+X6ws7Nz48YNapi1VnsUj3dP7n3xhU8gGksMFRqVJ2EB1h8n0SjVAlEDQxIfHPaSSVgNLNuytu7d/chH/uTVV1+u1asb62uEOHyC4lANB2GWFWC9udl5pPHRYRemEUbp8srGmfuWaRXlpUiSKM/TBEgiDHlZwsaRUqqkKLIijdIsScqSE0QMRhHBzGSW67i+Z9kmBuBKIaVCCMP+sCiKNDvlVPSlt+G4P5wM4jTOizwrsixPixIcJwBdnBdhOInCCGIkzzMJaMLaNJnjWtWKD920DalUkmWTSTgahTBQtzva3jkETXD79s7de1DAPT46GvR6k253vLt7fPPG9tHReG52vVab/fp3vf9HfvivvfnNXwvBdf2VrduvHUMNLEvQYJALQYtchxNJsG2fajOfMTYej/f2TkajzLJ1p0NmZg3w8+p6p9WsmyZVWnABrZRKEqJcT1eqRr1hBhUHerNpd9p2q1mxLBL4xvJya3auDkLK9yoQmLbV9Nz2fRceeOSRN2xsnMOITsZjLVU1CICcut3DyWRYlKlrWc1603MqWBuUup5b94EJKrTSNIKa4fikWrfqTag86+Gou7V15/bt2/fu3D3cOwzHKdKmY9Vcu2EbtX4P3buTXH91eOcWPCe1TGdhrrOxubCxsTA323JcZjuk1nTrTYsylBaQADUzERc6yxRhRGl16/adP/nIRz760T+r14Pv+d7vGE+O/vmv/Pvrr+2ePbt68cK5t7z5yQ9+8FuDwEiz6TSMplNx6+bRH/3RC7DfXlmuP/TgxccevU9J49VXui+9fCsK9WQqr766M+jzr3nr1/7Ej//vP/D9P/LQAw9E07zfn9i2b9kOGJZCZqKUMgqZx4ZmmZRBhIF5tJICaIYXBecCaWKw04odwYZWUMgQZVmiU8xQw6AEoIw1HKnBCCGUUHArwoRzmWVZmuRlIQScp1kKcrgowJUIAaNpznlelEIo0zAty/ZczzItjKByJKSASiHCGHIrUgpID3ALN331dvKVmxoouWYTSKzRaNQD37PBSCZzLNO1TRdQ5li2ZdgmtYxT+xsEMzAbJhiDjaWS4OWyBDsXBVg/SRKI+SiKp9NoMgkn4xCO4TSOoiQGvsqyJEuTNI2gJ1kMzsvzFFzEuUbgZIopowY83jEsFxGjKERRcCGUAlUHXpICKcEYhKLTajTmOq3ZVq3drM7NNDfWli6c2zi7trY0O9eCd5D1oFZ1fM80DWJQDOyPtORFrgQ3GaWnGEIEGoY/hDHCRGEq+uNdiSedeavWQZsX6o88sTa7bC6s2088fb45a03CI4Rz08LMJJZtYo2yJM2yIgiqhmEBlqMw+e3/+nuf/dQXmGZn18+367P724fXXrohUu2ZlWSal6lQHFIjFhzCEp3uQDSSWgERY1g9wVyBHQQmGBOJsKKM+p7fabVXl5bOndm878KFB6488OjDDz/20MP3X7y0urhUcz1YZafS7AR1n9rlNO3vHB3d2R/u9uLe1FSGiSwmGZWElERlmicij4okKYpCCo7LQsVZGWWi4DiXKMpRry/2tvL9rfR4Px0NeBpxUShYbiUImvXW/PzKufMXH3r4kYcfffTBhx5+4KGHL9x3eXl1fXl1be3s+dWNc9Vmxw38aq3uVwLASilkkqRKYcf0fK/muzWTuVgavAQjaCUQQcw0bcN2NCaFECB4ESXNubbfrJRaDMJhLxzlsjQ9k9m0VAUmWgiOkHIcizEax+EJvMU6Po4jeGNOLMugFEuoaaEvpx0e3Hn2mWuvvXrQPZxee2nrlRdv3njttVu3X56MjyeTZGd76Dqs5i+Oh+rm9S3TMBodfxoN64F18bHZXPBP/8mNj//557jgs3MzMBOtda1O5i4hrwlCSzOGsrQs0qJWbStpAgyLlIawQXdnH37ojOew8agwAa0MQQVLKywVCbOMa+IEDrMshJll2K5PDZtopYXgWkv4byEzjYXUUsA/KZRU8CvSBCEMR4wpxhghKhGCa0oBDs8TkcyuztRn/FduPv/a3Vfu7t7kqKg1/Uxkn//iZ/ujnmEy3/fe9a53/fzP/+0PfODbfT8ghFmmnabl/Nzi0dFJt9ufm1twXf/VV65ee/U1rJljusPBuNVqHx0dRVHUbDUtG1ZDED3dTRkG0a83CDaCmBR4PAyzSBJt5kmptbJsapiIEGDhnJoMYVyrVw+7e8fHx0rJs2fOry2em/Tz4/0+IxhjOR72XcdCsCgpp9Oo3ezUq41hfzgZhUkCaYNtbp4l2FhbP0OYMegNjg56DEr+Qt28dmPYG26ubcKO6IXnn//Exz/+nq9/9ze+931Y6ZOjo4PdvYOdvU673Z7tjJMxtlVj1qN2UWuTUo65CE1GPNst4qy7NxYJX5ytb64sBm5FAySlHgySvBCDweDOnTvD4SAIgnqjgjCSGbxuRkVRSqnr9QaEw2TMt7YOdrZ2NUabZzc2NpuU6TQvDRNzzkeDCMnTahvWkiBMEcYIYYWwBucqIcHTpYKfDGyD3X3bdm1iUoklgkXCCZIFSELx5eSzJM+TLOsN+ofd4wkoS6UQJZpgAozJcCGKJA/jbFrKVNOS2cJwhGkL30eWJYAbhcyTNB2M0peubt25M+oOSG9oM3Oz1X5sbvbJjfW3Xr749ZcvfN0Dl97zNU9/5zd944d/+u/88i//s1/7F7/6a299yzds3R28dm03iTGlAQQIPDxPESj8JNKMMM/24wnqHoX3bh/ceu2gd5K6LllbZ5vn3MUl3/XNOMmThEOugGBDGFk2rrfMmTmz0mJuxWAUi5wXaZmnMEUkSmQQ5BjYAOOi00b5sEDSAAAQAElEQVQxMkzkV+x6w69UK4E/N9O+MD9zqeatUFVB0nItL7BtnoXjwSG8IZ+dCSqe4RiI6DIcdsPxCUEFRWUWTdNwgiW3GDMNiBriONivMMdFpYqO+7uv3Xn15WsvvnbrxsHRMZQ2ZhdnVjfnO3NOmmt4Sbt3kPb6MWRK00CujZcWobhSM4kZT3TvGGVT0jtI+seF5DSOMMF2tWL/1m/+wTTMv+9D3/jgw+f/5KO//ZGP/nGz0Xj/e77poUtPjbv6YHtqYhxOpMK8VPnu0fYf/skffOG5z88vzd//4P27+yf//tc//l9/+w9ee+0uQWxxYXl5YRNr687NnT/4vc+oovnB7/rZf/B3//OHf+DnKZ575eVD11mwnFYpGJf0dHdILIO9XnelFAyINFKISzzmepwW0yiG9A6I9SmpExIUBc0yoHklIA/hgpoKEYkpkVKlgLo8zwoOpTfOIekbEAp5SUthZIXIOc9LAF4aZ2nOhVBUCOhaI4SwFErkJfyQFLxQ8AUxDMMmxOIly1KIG/TV3MhXbnKtdgtYuFqtGBaDnJSmENeZEEJrrRQcT5kFY0IwYYRSAn+UwWetkNRg5CIvsjSLoUXRFNokCqen/6ZRHCVpnILF87woyrKkBO7D0BAQlNZaQcdaY42AqinBjEHmYrZleaZhYUyEkKLkSnCkJFIKawXX2ZZRCdx2qw5KtFEP2q3a4sLM+trSxvrKwlzbc0yMFCNABIgQzAhiQAmMwhGhUxig1x2t4NH69CM5bQye70Hkm3khukFDLm96nJx0x691Fsjnn/1jase1FovzXrVuz3SagEApS6ipALvCfrHRaPV6/a2tnTNnzp4/c35xfkWXeH35zCMPPH6yF/7Jf//o3Zv3LOraDKbmqxIpjqXAihPJseCKc8mlVFIBOoUoFUHgBRMixQRrENsyK74XwOsi25nvtC+c2Xjo/ssP3X/l7Ppa3Q9UVlKh8zi+ffW1z/7pJz/9p39+9YVXxkc9XEiHWjaBblsQeNiiiGKFlcDwBF7IohQQQinouVjmhdSEMguMgDyXLsw4Mw2nXXObNd+3XQbFQ4UppnEYg59m2p12a8Z1AtjUNhsdzwtg/gozZJqFFKPpBFF27r6LF++7zEsJpQiIVNvyqtWGxVwtCDCnwTyDuEoQIU4fa1uwVEshnHFewreWEaVpIUrTNU3XSAt03J8enOwenOz1hke1esVxLcPEhCIggf6gNxoPmEEqFd8wmGmCycipU9GX085sbBrIcExjrr3IsBNNiqPDo+Pjk1rVXl2uU4yKlFx/dcsyKrOdpek07HePKdau5zmWyVyEPJTm6MbN/Xtbt7kUMwuzm2eWl5bn4KXb3l7PslClikC8W5atJXWdmmUG/d60ezKem12B7D8cTLCm9bplGCCDmIbHcSAp4QZOUK8QgxiWVYf1VyrMMk6jByMhBWygToGDuFJcSaEARvp1WJ9egUoB34NpEaEEE6IwlkhrogqV3tm7+drtl90au/zIufuunAlaXtByz18+32w3gmrgB94kHH/mc8+//Or1+6888NTTT3/ui894QeXRR59473u+QUl0eHA8O7MgpYL0bxr29Ws3kcJPPP5E/6TbbjddC5uMAAiW11bBPJ7rQvxB1GNNCKKilLDTg8VRbPJSEKRNi1KGMEUKaWqwAl7F2tbh4QEEmkGNjZUzS/MbJg2iMA2jKaNoMh62Gw0pkOs40XTaqDcNw3Icv98bAkM8+sgbtGJzc4vVShOsOhlPn3nmua3tHaXQ0vLy0tLy3v7+Zz/7uZmZue/4ju+YTCaj0YgxdnBwAGpsbW3t0uVLXs1TpiSuHCUHO4fX+5Nd19OuQxnVvCyqQXV5oe2YbNAdHR8d8DwxGLYta319dtAX9+4dHezvbm3dQ5g88sjF5Y0WyhEhWkpZlpwSA7wkSzwexScnXVhOtVFdWJm33FPHeL6DECojpCXinGshDUJs03Qt1zJByzPJlZCcmlQimZZJUqa5zDWRlkMr9cCv+swimGoJDAgDfRkdJoow8PZJt9sfDZI0hXSgtEQMG7YBqGi0qs1W1a/YloOZqRAtoWAUZxOwjOc4/f7wxZdeO+6mqxtQ5Hr3g4+8+1u+7ce+67v+5nd9909+y7f++Ac+8BN/8S/85A99+O/89R/92R/+y3/3J378F77pm75lffX8lctvWV66bJpAqEsL83PtVtv3Gxhjy6KNmmkDIUSie5ycHI0BH7WKv7rceeDK6tkzHccxorAcjLIwzA2DmCb2POZXLMczmEkREUXJ87jMwiIO8zznYGJKMcCgyFFRaKmQ4DrLVFGoUgIvFhLnxMqZJSlzDNrynIVmc61WXcLq9P8lCm73PUvJlOKSYs6LiGBeq1pBQA2zNBhnWBtIgUgReZklcRqHHCgDc6FiiWLTgljGtocEysbhYP94f2v37ktXr+0dHZiuu7JeP3OusrBoMQPlmShLBInz5PAkidIyU6NeEo0kKpDM2M7d4vpV0EsK8H9yHFcr9W/71m9DGH/kI//DMMVf/ssffO/Xv8ukoD6RKtzjvf7H//SjH/voH/y33/0v/+xXf+mPPvpH2CTzS3O37m797h98/KVXb2os4d2C53v1WgNMdP3azdEgnOnMt+rz926NX35u2Kqe/0sf+jsf/J6/WQ3Wb944zFLa6yV5joVkCroiYE99mkwRRtCVVEkhR2k2iZI4z5RWDkEVJTytTMoolyJKE6lyhFWcplmWM8OUWiUZLDcHAccl0dqS0igKlGYCyEtjojBIRQn3KqBFYiFsC0mLsizKIoNNBJSGCigbS4wppSbChhAkT1GawIzQV3MjX7nJ4dO1KyU5AltSoCfmWCZQCeAL/HDawfCGaZkmo1RrXZZlDp0L0NdxFAEtTsYT0HJhGCZJMp2ensNJlmVFkXPOlYKdHtxqyP9XUzAORhiahljRSEnNS0EIhaKX63pwR1lAaDGTvb7HVwJpRQkyGGAS24w6Bqr4Zgv03OL86vLC4vxMs14BqVevV5r1qmUw4EUBI/KyLPIsTeAPRtAwedhIEGo7LnTTsgg9TSaY6DTrCzTUxqhAR4Pw1t7JC9Ps7m7vpZt3P/+HH/0tjsaY5QJlTsAg6pTiiChiQM3dg2zBS6iDsOOD7iMPPX5+45zrVAbHwyIqlxZmJ4PpM597XnNkaFNlOhlneZhjRQ141cRVkQFxw7wgzjWmDLrgQgqBMYIGR/hOawHWqfn+QmdmY3llY3FpuTPbDmo+s5hCB/e2X/z8My998bnb117r7hyNDrrDg146DBlMUCKIA57DYyRWmGCKEdZKgztAjRcFLziC8W3QVKZNmGU7DqNMlsiijm24FDHJVZlzUXJZSIYI+MJipmPYjmlDZhr2R9NxSAhThBRChkncmZ8PanWpUQ14ot2hlCFFoXyCNW00OoLrKMwYhWJ9QLBFiUWppTEDLaYx4UKZjusEsPm1NcEZzwTidoAU4XtHR/snewirrEy4yISCVBaPJsNevzuejhWSAFYCtUgwFNGOZ4Lpvoy+fWf/wpnFPOaK46X5ecFpPNWeZWBkzLRnL55fS+Ny2Jv6Tq3i1z3bTiO9vXUYTsazM835WQ8pBKBDSO8d9sFenBd5kc3OzmxsrDcbFdcmkudQ1m3UW0GllpeilJqZ9v7+YRylgV8RXIBj2q0mQkqhMvANTASXkeVqhXOpZas9s7i84riuglyEUJomcTKxbMrBwWUhJJdICf16chIccA4WKASHbyTSJedZDp7kXPKsSIiJgro9Srp3D66bVZ3K0STvliR79e7LR6Mjr+41Z1u1Vs2wzZ297T//1CcGw+GlS5cPjo7//FOfysryPd/wvgv3Xdzf24c4bTVat2/fgfE1QoFvGoa5ubpGKZqMRsuL81/79revLq8O+4NwOjWZWWbFaDCGCM4TniWZyYw0CosiBz2U5WlepNWqn6ZhUeZJEj3zzDN3bt978IFHqn793s0dpq21pdXAs5ihwnjYaNUsC1199ZXLl+5n1Lh1804c5fdffnims9Q7mcKxXu2Ad1555bWtrV2lJCEE2OnevXtRFD366KPvec975mbn0iwFGfepT33q1q1brVZreXnZ8zwoDT7/4udzOQoa9Pqd56mTGbbIirFpINj0Xr5wcXFuoVGvLi912i1fSc6htqA0zFiUeRDoPEPd3mh3d2fQH87PL1x+cMNsQYDLoigRyLWynJmZAcEh+qh7POr2uyBhz913/uyFdUzVeJzYBvLrQIsoDsvxCEIK4oV5rkMRAT/De3zTsHMIDSqpDdEDMYoUUQpYmWliYsM1bN/06sxvmPC4L7UDaSdpUpZcCJhwkWVwXjCD+IFbq1fbM82l5cWFpcVavW5aLmMOIw7GNuf28Ulx7+4Qo9obn3z3e9/7Xd/5nT/w6ONvf+vXvPcdb3/f2fMPBZVWp7M4N7sIgdNstGdm5mzbdWz35s3Jq6/0k1gsLs4sLc0yBgUFpDRiDHuewRgdjKZ37u7u7O5qVK6su515rzlTm1kARDCBdHRatZGub7Q6Vq1pugEAAUHwcOBUIQTQqJRcqoIrQpjjWX7V9Hxiuch0kGFLN9BBAzlVbvnc8AvTD5k70Uafk36pIqFLBNa1mBNYdmArAp+57TnwZQaeUDCoynjEZe5X7FojsCxGiTJMApNHSCiRS55LmUlgzzIB0k+zaVFGSpeEKqULyJODYQ/k/9Wr11586dru3qDgpFJjS0v+3Lzv+SgvxLPPvXAIfD6aHp8MwSmwNNuyK34QOJZj6l73aDwafPd3v8c0s3/1L/9PqGh88/u/ocyLV15++fnnnv/TP/3zP/vYn37yzz/57LNf9Cv+lSsPPvrYE1//7ne/7xu/4ZHHnnzgobV3vuvi008/srKyWqvVJ5Pwzt17XSirEuL7QbVaW1paaTXnLVa5fWvw+c++/NQb3/bv/+3/7fLlh48O+o16ByOLc1SWushVnok8V0IgjBDBSEhdlqIsSyXB7JQxA2MquBJcZqkIpwI2eEFQjaKkzKVlOuNxnIBEzPk0DCfhKC8ijQvCONykMQfOxwSSFDOB4k2PMZsSyNdEIVWUBTR4UFlyGFxKJYUWYHiueKn46RE46UuNgP9LrydfuaeVPC/LXAghpdJKEXACpZSAP5ht24ZhgK/geyEE2E0rjCHbSBkneRgl48l0NBr3B8MBcNgQ2ihOocySF7wUUkqtEUYYIw1/GBohhBJCKMVw0BgWhQl+vVPDdlzbtigFBMiyOL2ZIAyBQglGUsgihY6VMJh2bOa6hu/ZgW83al6zWW3UK9WK67mAdSBJxAxGCNFaKiUk3CthIhohbFpWpRLYtkNAiCDgQqhkaM4F53I47R71bh0cw7bp1a39F67d+syrNz+1ffDitDj46Md/97h79/D4npDR+sZisxnkeUSIMC0GNiKMYmykYdo7GYAVPad2Yf1iGYtRd3rf2qXF9uLu7b3PLxwZ/wAAEABJREFU/vnnRSLGxxOHuM1KC6afRWU8jnkmJMdlLtOoSDPuuQFQNkKw04Opa0yJZZnwD/Z/oAhg0g0HEq6n8nz71q1nP/vZz/75J68+/9Lxzl40mqTTJJ5MyyjFYPisCAfZdDyNpmESJRmky7wU/NQIGDMYv8hLTIjtWMwwS6HCOIFLEKEQzI1anWgk4PocwlIipX3XW1yYh9e+G6trgeeVRRFOp3EYgWSXHCyMOGyLACSMlVKA94WUnuc5jvu6DgffM4IZxgQSKyxWSgyaBIOXTJuCKjUd26s4vs9MCzGGKAvTJC4SAbRIMbOQEyDbZ5iinKfDaU9ibhigILPxpB/GU6VPuUQjjQn8IThiStGX1a6/AhJx+sYnHnVMY3am8+QbLm2uzfAMDY4mJvJmGgsLMwtgrzxOxv3hpB/NNOpI8mvXrlo2e/e7v2ZtM4B07lcQ53o4Hhwe7x8eHU6mY8syZmZbUFEmmJSl4GV+b+sOUNXKylLJi1devQah02q1arWa53qb6+uLi+0knobRBAxHGW93gqDCsjyaTsMsLSAbMICIa9uuRSnWEI3k9diiCGM4gY4JZggzsAihiIDhKTwZI4KhnR4Jokx15mq1lnP99vNbh9c7qzVhp1M1+LYPvvXbP/h1YRnf3b83ScPD3uEwHDq+I6mudxqXr1xeWFm6e+9ekqRrG+tzCwutejNT2fXdq4HnXLrv7O07W1CgqtersCswKP34n35sMpw88uDD87NzjmUjjmSBiKIi59FkyhDSAvDCDUId27ZM+K+GmoFhkvUzK2ma7u8d3bp+Z6a5sDS3nozzw60jA9OFuU67Wbt88b7Ac//Nv/4Plmk/+sjlXreXxLlhwD7U14oeH/cno2Qyyfd2jyk2Z2fn6Gk7rRq+5S1vbrdbd+7cfvXqq7duvfbMF5+xLetNb3rT5uZmmqQ7Ozsvv/TytWuvGA5a2GymqLffe22anTQ6bqPpJ0kGPtBSry6vvPnpp772HW994g0Pn9lcqkC+F1ASkJPJRChNGBKCd7vd69df3dvdmV+Yf/iRc7bNYEVwQRTFlLJW2yd1PBiPt3d29g73pJLLS0tz8w0ptRDIMBEYEOAMAq5I8zROsxRK0kWeFnAeJzGHG5TABDGLWa4JlMcsqrDSVJuOaXmWF7hB1UdfeiuKoixLxli1VmmBdxsg3irVql+puHCs1aqeHwR+pVZtVysdy6opafPcPtwvTrpkdv6hN7/l29/wxHtn5y5gUocx1tbPM8MmFI1GE9fL5+aQaYo0S5IscV06GACe4Wm8LLlSwMxQZiNFITjnBY8BZlevXR1N+u3Z4NL9s2ubdc9niAqh4e1CIZRkpvIqUJMzLZsw4EeklVZCCLANocq0iOOa0F3XCmqWV2W2R6mFFUaKaGYrr06xVeZ6iszE8HK7wp2KsgJp+cL0oHPmSsPmiqbIKO2AakMOp8PuuK8oKjX3Gv7aueWl1flK3bV9xixMmbZhs2szy2G2w1zP9H3HcYAwsGFSmKFUPM/TNAvzIhayAL1CiALqQFr2+ycvvfTKJz75zCuvduMUmTYELEoSNRwlg3FYcl2rNxtNSyi0d9gXZdRpmloM4/D2cPjKzRsff/7ZP2nUSBwN/uR//OGffuSjo+G40ayfO7/ynvc9/Fd+9D0//jc+/OEf+gt/6X9721/7a+9797sfvHRp8Q1vmL9yZcmy20Ii13WXlma/9p2Pnzt/ASHchtZpAXpffOHF5557/gtfePb6tVsYGYvzq5cuPfShD33Y9xo57KmBhQsdR3k4TZNECk60hGQKDA9uQIQQ+nqD/55yDoLMq0GpA7aFULxUeSZ5qV3HbdTbvl9DGmpyOk3LNI1LnmicUaM0bWnDfoEoGIESk53uYEyIHUwIMIfWCkaFo5QKutZagfuVElxSwmzbpcxEGqOv7gYr+UpNkGCEMYIjo8gwmGGYpmmw086oAdmUIUxPXaJ0wUVelnlRxkkWRUkYJ+MwHk2jcQgnWZiUSSYLuEgIpRQiiFLwLnm9vf4IihghjFKGCYVBNaEYG5Qa1DCZWfED3w2wBolTiKLEWlN06kyLQraCSE8FLyjmrk191/Q90/PMamBXK3at6taqXsV3HZsRLBFSjJ0+hNDTIwzPDNOANUEAUQPmVQoFS4CeZDxJy2mYD0H9JGF/dHBv59qdrVcPu7eH491huJ/xkemqMOnmkIbi/tHJvmWptfW5ZqviBxboSKAQ07A1wuE07p0Mx4OJScyz6+c3V86m4+xkt9sMOnP1hYM7+4d3j3CpJ73Jzas3j3YOMccVp1Zx63B0rQrFtshQUWjBkZSIl7IAO/LX2VuJwHNBFRRxuHPn1rUXX3juC59/5nOfu/7Ky0e7u6Bb5zuzZ1Y31pZXZ1pQOWjPzMxW/IoUGgYRAiaouBQl5yUvhRBSSo2xVwngnx/4pmVpsJfWhmFU6/VKrU4ZK0VRljmGUGPENs1Gvbq2vrqxsT47OwvASJJoMhlDjUiBNNMaaQSzJKZBTROyzzSMhFRBEHieJ16HAfgCHAHOxMSgzKLEBjFJqI2QyYEIkGHZrul48MqtEDIteFLkXEkNcCSIGMgElrQNrWWYTKJkkos0yibH3cPD4/0kjwkjGqtScnx6PcaEIIzRl9XCAdC198iDjywvz8zNV7TiW7e70VAXIXn5mf87OX8drcl1nY2Dh4rhZbrMzYzqFpPFsmzZMjv+nNiOkziJ4zA59IXsoJM4MTtmlmRZzGq11Mx9+zK992Uq5prT/s1a88+smbHW+JusNUenq+vWrTqw4dnP3qftWVcP+3KFbEqh0TN07cZ6XcDC5Oio3kFnjq8lkuJNNx0YGRWjGDgO0DSTLgER0NN7jVbD81wqjYSqxmFkGFr/QCaCZhjpOnWaddBrawSFIAwsU+NZkk4mQUShlgg8aDT8bqceRbrv2T1d6+k6VSO1aY4aM0uoUQMIqAQQQ/dNO4BUYgjRO0h/AQDAgAYwqkdI7yBEEGOIqFtrvbZuttI5QXcbLx17ar5yYePe4a3XTKx2qy+eePWF1549fenkWmttaMPIPQ/ey6r8t37wvUuzVy7NXYlgRGnE+csXulqrbyBvegaBcPvUZsPsEQKDwKX96KtHta4+NTEVeMHrR46eO3VOa2qBFQR2gPyYhYyrO3TfBAHb7nkePXlhOI5naByjoTjyII55jnn96OuvvPTa8OAGVcg2y53Kcq3X6PRamm07mTQtGCVefeVljNGb33zvc88e0TVrfHzDzh07AQBXpufiiPoEOXv64upKxTCccqW2bcfWG2++wQvcp599+vUTx2zPZljCi9L4xAQrcKIsUbSKEcjkc5wkAgRKwxkfd18795wVtjgxpmZGl8hx3Pqq//RTx0+eOK11WjwHJiYGbrjx8E03X79zx/bx8dFUKpVQCc8DhGLX9RYWl8+eO6frWl8fpc8q9QXDMDzPjkEkyzwv4cAH5Up1dn5GN4z+/v6x8XEaw6j9cCyHEaDygREIvMhzXOrADKGnc9SIKMZJokjFxUQg8oOrHg1AjBAihERxZDqW91M3vwq/4GduFBuiKKbGRf2XEjglKfIig1kAcBjDAFDrIpjG4Ey2JEs5qrpuJ+x0Ya6wbd/++7dvvyOO8mfPVSxL6uvbtHHTTs/lmi3bp4AWhZrmRhGQFcJyiGNBJs2pqlgopOlEzWbr8uXF+blqo9Hudlsrq4tr5aVEkt+6Y3TzVnoyIQEqqrBHyzaKwkgKhkxI7wkXszyk0BsB13J1ACmqAUwgocSPUEMHCMZ0LxSfMEYRBH4ALCc2bM90HC8KqI1wAiOrkigrnCBBzMWARViUZEpq+kWZF6VIzRJW8p2wE2JbSHKMxDICk8gmnMjTzLYf24wQshL1iIhhKXrFAPpR5Pq+7QdOFAUABp5v97S2ZepR4NGF8QK1IwYhui4vDN0w8lrNWui7yZSaziSDwJmZnjty5PzJU2vliieI0sZNu6OIUNoEIOrpYbPtmUaPUjff6QVuud06zXJrI0PBwQMDv/7r79+/e8vtt91yz1337N65Y8PU2I6d4xs2j+ZLw6lMtl5vvXZ07onHT335iw9/8+s/euzRl774+cf/8dP/+cSPn1pZWjh7+tx3v/XYs089e+HceVrVe/qJZxbmFkzdkoREKlnYMDW1d8+W8lrrv7/8HZYo1xy80TSCOGbjiLGtwDICCr0MFliGhjAxCgmIEUaEpahNy+lxdDWKeT59CCJIkYd6W3Xd6bStXGbAceKzZy+3W1oUsnFIIKDQxHIcRtiPYjuKXSpPCGOEEAQEAAbGdHBMZRdFQUyNidp9jCiqYUxtn47NMQxLCMPzgijSGi8NGeB/eEM/v/VxhOUo5SGEpVKhiMLRvxkqqBggP4jC6GoPosj1A8N0Wt1utd6oN9vtXq9L0chxbT/2KJxAgAhkWIQIuipllqqH5XmO43iWZQh9iCDVAEaIxYSh/xHMMJhnOUmQRFEQBU4WJI7lojD2XGrxIaROCiGBkEUxgSGDYp6FssiosiDLrMBhkScCT3ie4XjMsogQGMdhEPie51MApbpHEGFCf8tRNbMMhwmhxqKbjqabXc3s9PR2R6s3Wmvl2sLS6vz8wvLK2mq5tV7tdjqmF/qIiSSVy5cyI+PDIQgSKbVaX5+Zn5UpC0sJltVmSByEQRiDIPBdykV0q9Xo2rqTUTP9uf7h4tBIacTX/NXZldiMLp26sHJl5ZHvPPb8ky9Ul9cFLLBQaNe66ys1veuGAQl9bPS8wMcECwyhvIfaMU16wpAig+v0Wq0Lp08+/tjDP3748ddffbVRq4ocN9Bfmhgb27hh4+bNmzZunBoZGe0r9VFMSqRoUssyDGY4luGpvAmgzkFjOwAU+wAAYRR5gWe7Nl0+JoTjGIih7dia3jUtjdZSBEWgR2+ZfDaTT6tJVRC5IKbvG5Zj2o7l+dTf4qs6ZQhECCAEIQ1A0HE9y3Zc1ycMKwqCH9DcywppZAoi349i+irmEKHr4THmgxg5fuT5UQhIDBk/Brbr67YVIwAIAhghgjFDEMZxHPtREIa+G9idbn1pdW5habHR6VIyxwo0tsV+4EcIAgT/ryt4Q210eGhkYOr8uXPVykoU6oau1dvA0iGOJUsPQwfwhKH1k8A1QGg31yOzC2RBTSXFZrty6vSpIAr6+lPZnEJLmZ0uCOI4X8iKIt9s9lZWKrZtJpJJlmV1oxdCu6s1LbdbKCblPNC6Hc/2RV7ptc1quSHzSjqZUgRF5Fk6imUaIIoYampUCL4X0RZHfuiFUQAxwExMFQoRQJjuOQb0JwgRFQWkJR4qWD8CQRhHQRxSDIyjGNAe0kQ2Dn2aDVuDY1kP9554+YcXVk8IRbDSW67oawdv3nvDnTfsu27boZs25Qbzg1PF3/jddzz4rpvueWBXcTA9ONZXqa8+/9IzjXaFo7wkdDiqLOidOPXa577y2VQqsbyyeAV6/dgAABAASURBVPr06UwmryZSq2srl85eAj5UeZXHPKLq8aNOvaV3OjByu+2q75oMYSDEYRh7fkA3FcV+pVJdmF+orTevP3TLSN9keaHWrXVxhHNJfqhfoUTt6SeepuWtaw4cNnRH09xSaXDz5uHFxZULF6bT6axlOc8//8JapVLq69+6fdvo2HC1Vnnq6SdOnz0pKQL9UZKlMI4kRVKTifVK5fyFi3Pzc5VqtVar6rqRyiRZCZ68+MqJcy8KKkzlVNMMTMsLgrjXjdeW3bkrKyeOv/7880+fOnWsp7XVhDo+uWnf/oNbt+/YsnXT6Gg+mVQRjrVWeOl89ey5y0HgDg0PKorsuq5p6SyDRVEgGEICDAOsrNXWa+UIgGKxUMjnGAKikB5EQASoYq/2OABxCDFiBJ4uOZGQE4qiUrzkCBU8oc8xpgpAgA4RQRihnyqa4gb9GfysjeMoXvM8L7AsNazID7wgdIKQ0rKrLh+EfujHjht2uk6dJjsdn2PykxN7R0Z2R3G2UgtNVxwb37lt1wFBVLNZOZ2FmQyXSIKpyb56rXVlpgohUFVOUXjPD0WRxDH0fC+m20MxHZyiCu2Fgrpz10T/QEGSOEyoabgIU0ykIqAacKh5UNnSin8cBzEIIaQElAgiDwDdPIAQQYghQNQPgjAO6OrdSOsB2wCuR5MmENMpIb2EURhEMX0LYAwxJgSz9MMogq4TGaYVhlYQtjnBYQS70ZmfXzrXbJfDyEUMNmwDkZiwoRt0e2a1011rd1Ydtx3HV6UUBFf5XEDBAoZ0UJ5nGJZQ/VB1Y0S9M/ID13Us29Id2/Rcy/esVrteWVuJKHr09cmKsl6pLS/XPRel0sy+vaPFwnAYkla7Mz19Zb26ks6IfSWpvn5xbem1XTvTb3/b/uuuHRgehhzqBG67Xl468uLzy0uztt25fOXKk0+/8tn//NKf/flffuOb33j66ZcsM9yze9+2bdsoAChK4t6777ju+sPJRGr37m3333vwrW+57uabbjp86PBtt157+203HNx/6K47D917706eSzz8wyOPPfo0XUYm1f/rv/b7Y6NbMBSiEIU+CAMIIccyCs8mCVIh4KmSImqEcRwEvm3RLEa3HTMMA0C5hBcFPkglkwSLlMnlcwN79xzkWbXX8bRuaJuALgwijBBFKT8M3SjyGYZgTADAUQjpGEEQR2EYxQHt9O8ookqHhDAcy4siDTi084SQOIo9L7QsF/z/pv1/Oiv18f9PX/1Z3yMIE0BliTGitscgdBVk4zim4nM9z3KvxumeabZ6WqPdqTWblUaz1mo1ez3NsjwasTHALKbUgRV42gVJ5GWRypiyZUEQeJ6lAEEIHZq+hamR8xx9ixN4ThI5VRHTyWQmnU4mEqLAI0g1F4Q0pYpjCEAchnHoYxBKLE6rAmUXhXymkE/SOMrzWOAhx0CCIhiH1ITCiBJBzw8833NpC8IQAEhdipI5iGjlKdINh3bTcjsdvVprLa+sLy5SdrA6s7A0N7d86fJSvWaxDC9LsiiJFO4z2VLfwMjo2GQ2V2w0W5KkULMxTIMKhuOAabVt12B5WmqKHYfGWrpa0G1p9WrLd4KxwfHhwggXMYVELiUkiU9CMxgpDoz3jzTWmsszi81K3ejorhH4Dt0zxzMJgU9FIQlD4rnAcyNqviCmI9u0zPP6sVe//Y3/fuG5l06fWV1ebnuunc2k+gZKmVw6hnFX6zY7zQ5lY67Vs42W3jVcG7IYcQxmGcwReg8YBBn6hCAW0080jQKX5QcuYbEoCYLAh6HfaTc73RbmcaE/P7phZHhyaGCsvziUZyXc6jVW1pcqzXXd1gIYQAYRjlCNMxx7VakE+/R7WliPY4Sg49qB73EcF0VAN0zP913HNSzLp84IkR/HNFBEkEDChRFyaZCgmosApXReGFu+H0IUxpTMxJhjeUFACDie4/mU6gWubzbalfVGxbBtxALC4RjF0dVO3w/DOIrgT+0GvJGWSRU2TGxo1Grr68vltSWOcYpJYGqW0TWziaxruq5hAj/gMOgv5GQO2brRa/fyeSlX4M6dm7106QIv8Mmkks0JiRTUNJ3Gx0RSpZjX60Wtlhl6HqGOxmBJ4VJZWhnyJIkXZVSrN0wtihx+fUlrVry0NDKU3+J0SWBxQ4VcQigwQMVIiAEC1J5ZFjPE8z3Xc2IQIrrfmNp5FIM4iqMIRAACiHAEQBBRLwpDGEQwiuIYRBAGAPhR5AUEgjj2DLuJOCfTL5iw8ezxx5458YjFNnLjqlLgimNpB5lPvvz85aVz/aM5wKMrS7MvHnlFd9qQ9TdsHb3h1kNTm0dllXS16lp1TpAwHRCEXq1etkw9nUrR6WIf0KYIybSS4REJbI/W5yLL7zVasevC2Gp31qLIZRk28AG1DsdzIbyaJ1iWEUeARVJ9tZtXByYGN5EQdWvthAyLBVJZ7Tl2lJAzkY8vnpu7/tprEEAnjs2sl+udtra0uNTr9dSEsnHz1MbNG1ZXl+rNCmUAfQPFrds279u/Z/eenROTY7TeKskCwiCTTSuqPD4xNjg0DACmoW7Tls2a1Tx7+QhgbFaEgIB8MePYYH7GE3ghqRKOEWzbXlmrnzo7+/yLR5978eil6TnTCpPJ9Pj4xPbtWwcGBgSBo5sKK2BlrtrT2gMDJUolGQa2WkYEwlQ6ISssYSjAAcOKV8rl5dUVwrDj45OKonY7oW1TjIEYQgxQ6MVGz+o0e23aWz29Y4RX/5UpFJBAU8uknJZ5lQFs6ASREzIxQQECHoycGPzsTRQFQRA5ihuYGlbo+Y7j227o2J5tOZbtOD3DKK/X5xfKjaYp8oWB/i2DA9t5Pm/ZZH65Mb9UE5WMkmC9ANQb4My5dYggtcJ8kcqZq1YblQpNgxGDoUsNAAOGhdlsYvOW/t17BrdtL01M5aamKA/PiyIviIQTCMuxLItpZ1hAaGcIxgxGDITIp7SLJpe261HggNQjaKwA4GrQANQhAhfQDkIcB9i1gOeAyAcYQI5jqWp4HnMsYJmYIRHDBBwPFBWX+tWh4eTwWGJ8tLhv/+bJycKGqfyB/VNbtw5lsjSaQUnmGBatlVcTSWlgKJfLCaU+eWIiNz6aSSVxJiNs3DS+adPUpo0Tk+Mj46PDUxuuGsOhg/s3bdpY6u/LpDMyL3KEYIJpQ9R1AUgk1DgOZ2evnDxxot1uJZOpZDIjihImZHUttBw8PlXcubd/cCiHmajTXe/pZVNf43B3qB8avTNPPvYvR17973b95MylF2DY3rh57F2/8K79B3fbdts0G6rK3HjzNb/667+4aeumA4f2p9Jqr9d2XTuXyx48uOvOu8d276Kl5XSWhrdSXxCIvhekkun1cvvRR546d+7c008f++d/+uE3vvaD9XJncmLrzu2HUsni9Tfs0rqWobseZVwUUiCto5A4JFHAgIiFMR9FyPciajEWbZS2enYQ0Fwt4FgOY143XJ4XHAsszvcmJ7b8zm//4Ud/+Tc2bzigCCMMKgQO79rIpwEfUBkxLMuznMAyAqYkOgZBGASBG8YegJTKU4Sj02MEGYawDEM7gxCGEPt+ZNuu69AV/hSAfnYv+D/2Bfr5zYQRbRDRUADpDUIQQwDjOKZuY7uebhitbqfaaFYb9UanTbmd7fk/TUaCCGFM3Y56CQUCQWR4nnAcJ1LoE3ieY1mOyptQMkcQgwnDEuqrkiTKMu2CKF59UZZEVZUzqRTldCzLRGEUBWEcRbRHtIUhjCNaZkonlP5Cdri/ODxQ6itmsyn6ES/whGXpimMQB1EUxNSVYQyp42KEMEGIdvoDofyA6rfTM6q15nqlVl6vLq2U5+YXZ2YX5xaWyzQSdHTT9iCSE2qpkBsuloaHRjZs3LRnYmJrOlVCWKw1OidPnX/hpVdarQ5dfwwDNSEUimkvsNSEijFxvcCnwgqBoZmtWrvb7I0Njo/0jzbX20xEtk5uFjBndsxXnru8aXzD+MBAlw549PjsxSs4IplEkScK8AmDJFXMYii6TmSabhjEGDOe71WraydOnHrppSu1eo/jKPoAXmAgBo5rU7a3tLZycebSiXNnzk1fml9dXFhbmV9drXXbHoowpc8CC1kcUWSDVJRRCGIvpMTIJyxmqB9Q8cE4CHzf91hCUslEabA0tnli856tG3Zs6h/ty5TSalaJOdDUGz2r54MAsRDzhI5JQx0kkMoYMxgT4l8dxKU2RAh2HMt1XZ7n6fAAAkKoCiLPow6GEGHCCNh0vjCKYhJEyPYCnZ5sWY7rh14YOp7neNS6fC8MIASYoBBElh30NK+jWbqtmbSuw+NcScwXVboYWmikrI5wTBCFIYivOvobdZS1tWVD7+7atauvry8KwkJOGRqQ4ohaoJfLJD3HdkybhhUSwf5saWwwJTBeHHiCwCmyQON3p92l91QalVp3aCiRycqUkJoWFYWDEHAdv9Nu25bN8RzHs+lsQhCFbKbYXxrUutHM5crlc5UrJ1tnj61dOd/2erLR4rpVbLRQddlzDCFwsG3YFNToV7IsYUxpWkANPoxCeoWAOiu9C6MoghAihOklhlGMaQcQQ0wwgQTFmNY14iiyTcP3rRg66/V5w2sMTKWx7J6YeeX0wmvz1Utdv1HpLV9cPF9ur+l+Y3b1yskLl5cq66yc6JqNpfKMmuE3bhkZHi/s2LPxhpsPygqzuHRlcnLkmv376HnoxfMXGtWqKisEMADw6UQudEGjpnUa3dDyYADMjkaNESFXN+qUfIoCPa9BgRfBGDAsXSmo1yrddnfrxp0JMX/pzLzdDapLlQRHNk/svHSus7Swds2BmybHtzVqvW7HvHJ5oV5pzlyeW1las0wrCAIaJpNJhQ5yefo8pVOua+X7stu2b+kbKJm2XmtUTdsMAs+wDCrPTC7L09MgWaIIlMpkBgYGBVFsdqpO0E3mBIAj23VEKWmZcXc9ZpFAQwfBrCInczmFF0C1qp88XX7p5fMvvnj0/PkL9VqNajedTvf1Dw6Pp5k8cOyoUqm7njM6Ojw2PhrFUb1RCSM/lZbVBGEEQBjQ07TVtVXf90eGR0qlEi1+2DoIfUpPqCJppAS25fbabq9ut+oG3XWvoetNw+iYdpf+wvbNEHiIRCz0oat5nubZHcdo2+Bnb1QstFMrAuCqJwEYRZQaua6m6x2qkp5mUFc1A8eF2ezwho37JKnvxImZnh5v27V305btm7dt2rR9YHnVfvLpF5969oXL07MXpleOn5hptoLd24coeZqbW4oCQJ0llRQ4HuQKqNhHlARDGNqJIBBeYAhBNAJQvzENy/c9QhiRhgpBxJhBkEDIBCF9ARH6Oi9zvEhfiGNMDRwjdHXHNPZ7wDJD2/AoowjcgIEAxTREBKFngcAm0KNT0xnp7hx7/crlV198/rtPP/mtZ5/+/uuvPnX29Cvnz7147tQLj/7w60889u3K+mVR8BMKYQjFZN3zXHqsmUgop0699pVjpoC1AAAQAElEQVQvf+b1o09OjmcefMebP/Det950/V56EL9py+Tk1GipLycrNAqSRELO5XLDAwPjo6MTk+P0LGXHjh2bN2+m5+wcx4WeX62sJ1W1r69EMa9Wr5mWFYZRT7d0nRYm4dxsO46RwJPAtxCmNL+LUQfBJgjKBKwn5c72LRJNN3im7rtL0xdeeuz7X/zM3/7xt77272HQvf1Nex548MCOHRsHh6jhjcmyQIvAMQgNoxdFPrXVf/nnH3/+C99+/PEf/8u//Mc//MPXf/CDR19//dixY8eXl6kpBpVKbb3coidA99735msOXjcyvCGX6W829CceO5XJlFzXt0wn+inYBEFo2a5je75PcYggyNItOLZjWRTmXSpkasQIA4eSLGo3MSyvNQDA4+ODly7MfPY/Pnf+3KXrDt91523vGRnYg2HWMVnXohyRZ4jKsQmOkQkWEGKuAlwcRrEfX6V0AR2QYVjaadTEmCCE4hgEQWDbjud5dAFh+EZSGvB/tv3UXn8+UzKEYajDUJeAkM4QRdTYfMtxdcPqdLudTrfVbndoaUvXbdeLASIsx/ACK4gctVwlIamqqMgUCjmBPhQwexWYEcYQAYggJpjlCC/yksjLsqTQTu94nsUY0cnoKwjSL3iOmkLoe25MYznVTxhTiGcJk5ClfCY10JcfGuwfGij1l3K5bDql0mEovGJ0dQgKQWEUBRGI6HSITotpI3SdrhfSLbR/erpKbbS8XllYWJyenl2gnG692m51LcrkMJHVZD7fPz62ZWhgiywOikKpVJgcGdosyYVGw7h8eWlmbu3c+Svf/s4Pn3rqucWl5UazJkrs8HApjgOIEMNyEGDP9Xw3cG3P6JnNatu3vWKuSEVjtHWJEXGEmIi88uypS2cubtu4JZ/JXbk4+9Lzr73+6snTx0+/fuT4a0eOnz9zQeualM8hxBHCE8JCiMMwNEzD8zwlAbM5rlhi6Y0beNVGba1SrrWaFk2gfadrmj3L0F1Hc23NdR0YQoFhZJ6IHGRwCKMQRFSgVESu73t+SNdPZU4HNw1d14woDHPZ7OYtm3fv37Nt77bRzRP5wYKYlrFIAAch7TwSk1IirUoJmaVjEkgjcASjEMVBHEcgpkOFwf91oX5lR3EoSaIo8oLAS5KEGboXKiiGEwRIWV0MbcejwveCyHK8TlfvaQa9oSI0TJc+968OFdmUtLouJkSh+TFBrktVHLISzuYTpaFiKpuMUWR5ZhiHECPqwRGCAKL4pzYBfvbWatefe/FFz/UI5JNKbqh/bHAgPzgAaSK+YcNAPp2QWIWE/MJ0t7baTCeYbIbj2BhEoSRy2Qxv26FhaGpCoYsJonhsYiybS3favW43wBggEOu6SRstJBim5Xkhx6sQSSxJULjW2nhsaO9NN7116+RNGWXTUHH/gV1vHu8/3KmxC5fN+lps6bFhWLZtIQQFnmVZhhAEIQjDIIZhDGJAvYV6DQAIIRrkMKbBD8YoAChCGFF/oBcEEKDCcj0MY1FgME2t6cBu0ww6WPKh5LXd6lxlemb10smLryMxuuXu6wbGizHr3nrHvlvvvHbr7gnERmqK5wVoWm1MglxB3bB5dOeeLYSJF5ZmdKPbajfr9forL79iauboyERR7sOAuLZvGw4KIQtJ6AWt9bptaBC4ltMhVNa8CADBkOUYnm4KgJDa5MXz50f6x26/6e7Txy4sz6xSC948OYZD9MSjl3hWyaUHDC2YubJsGsGVaXrE2g6COJtVp6ZGisUCPSnHJEIkSCTxLbdcs//gbkHi6zQhbdV6WqfTo37farTr67X1tfJarVEvr6+fOXfu7LmzlXqNqmi9su6HjqQyQWwTHodRvL7ebLVsTmK7HZ9BCZaRIKKYBhgWACrREHTa3sVLq8dfv3Ls2NnFxUXLNrKZ7Padk1M7ckIS9Lra2uqK7ejj4yMjI9lOu1utrgsin80qSgLR3VP8+r9glmHYoaHhoaEky4DAA1EQUyumCMogwmKEaeSi5h1CR/ettkcr5pXF1tpco7bSNDsWDhkUMj7l6mbgW5FvhfTbn7VTfJZlWqUjmMWEo15LDYfOTZSEKiuJGGDLCWuNbjJVFMSMbcFMZiSOxJnZ+deOv3rxytkrc7MnTs+atpbOqQwPHJ8S6IqsCt/4xk/OTy/v37ezv2/IcTyOQ2EIaXaKcEw7JoAwgF6pPWMMAAQYQVnmJElkGQ4CFsKrV99DUYBAjAj9DzKeg3wHYUiLXTD0qNVcvVK+GDrUsELX8lw7DNyYSlJVQey3QdBKyL6cJixnXDn/3Bf/8/c/9tE7f+WXH/jU33/8M//6+5/+1K//7d985FN//yt/9qfv/ZVfvu9XP/yuL/3nv37pc5/51N/86fe+/dWFucsSL+zesVuVk5EPZi5fvnDu1MULx1587uHf+8SH33nv4f/+0r8Vi4kdOzZk0hLPRiJPBocKtDQbR1EMIpbjGMLQIgfPcxzLDQ8M7ty2/fA1hyYmJhKJRLfbdV1bTdDqbGdubo6aWrvd03WD55BlOZ4DEASrq5fbTVoJXtaMGZZtZDOeJPQ8Z2lx/tVCNpgYVw4enLrvvoNvvmf/LTdtHh9Rmo2ZHz/6gy9+4evf+d53vv+9H545c+7E8WPNZgXEEcHw0sXzZ06dQZDZu+fAfffce+/d99x6882333obPXgdHR7dt2f/TTfe9pb7b3vXu+7csmVj4ENVkdIpYfry/OyVlWy2b2pyo227uqm7LuXcLsaIYOy4nm05cQTjCAAAIUQIA0RtF9G7KI4D3/c9L4xjyDICjfC27dBqeqVSCfxY74WZ5MRdt7/nLff/4q7tt6QTo7GvOiYGMR+FhGV536dMLvJ9B6GI43Ac+xjH1BUgnS2K/cB1HNumwnJc+qZhGKZpEsJIkgz+Zzf081segQwC9AT6Ks91bEfTjFa7U6coWK1WKtVWu2uYdkA5OabiFViOZ6hhUvMUriZJnCCyV+tzIkOLDxzP8wJGCEAAANVthFDMMogmLAlKBlRZYFmBmjXDEEgBK/Ic37Udx3S8q4Q+cEzbs+04CiGgyopZQlRZLBSyQ4N9Q4Ol/r58LpdMqKIs0WkYliFh6AeB5/uO73t+GIZxHF71IRiGlA3YPU2rNRtr5fLS0vLC4tLS0srKSnmtXG00O47jM6yUTOULxYFSabCvf3BwYKyYG8mmRmnPp8fSiaHA4xbnqufPzM3Pli0jkISEIiauTF95+cUXlhcX4thVVJYTcLPVxAwldfT41Xd9atOx7wfNRmt2eknmE1s3bbN1N/KgyIjFTPGu2zZ1ajWt2eFigkO4vtR+/okT3/jyY9/678e/943nvvnlp7/zjafPHj9DwyECSO/pK0tLy8uLzUadMEFpgBckTDmzrEqizAEUB3GIOSyooppJpvIJOa2yiki7oHK8JAmyTBXgh1QwfhSGGENB5BVVkhWBo4GKkufApdLjBI7mlBs2TdFjqU2bN0xMjRb686zMhDi8WtuLAzf0IIcyxVwylxaTMi+LhGMRiyDBMUZ+HDre1cQojqmugec7lmU4jsWyjKoqVEnUDhC1BwDpOiCmjsYijOnCbNd1PJeGLD+MTMuxHI8aWBgB240sagIRCKNIMzzL8nKZ7O5du/bt2ToxWszQWkomLasKy1IJULSAMYjpOK7vAUpxKPhhOhuik76BXuznKNV/9MdPnT55oVbtNBpdjkdTm0qZPB9GnUSCmxgdHxoYK6+YywtrPIMyaZ5SmSiiKMlSuyQEzl5Zsy1n5/YNjuNqmk5NNJFIptOsKFJpUuGAKA45VnCduNf1o0CYuVQOXPHuO971/nd+7Jfe/7t/9Nv/9Fu/8rcP3vXRTSM33nTwHW+759cevOtXH7rnYxN9B3xL7HXsXtdwbD+6GqwhRoRgAuj+qRBhTEGU9qubRxRg6W8IQDAIgwiE8dWXQBzH1AxC3/csBwMAYkpAe4SNIfErzeWmURUSWM6yMe++fPLZc3Mn2nZlevlc12tuOzA1uimXLArTi+f2HR67+8237D+8Y+/BzaOTfRF0Gu1yIi3u2r1ldvbi4tLcxORYPp9tNJovPPf8yODw0MCw3jNwjHjESCwfekGv2a6tVyKqLxjYbi+GISYEAEhYlhcot4voAk1DLy+vZVN5FgmBEzmGs20LzbWURx5+aW5+cWpq+9zc6rFjpxkicqzI8zJ1Z9t2h4b7+/rypmWwLNy+Y+Ntt153y83XiDIjqZSBIYgxNZt0Nts/QJO30WKxRKNrGIf0fUmWIYK254ZRWGs22loXMTHmQoADwuAgjJr1ntYNRVmiZ3muA+KI8JzAcoIfID8AkgREBQcBsAxQXjOXl9ZWlleqlWoco75iYfOmgYnJYdOwX37hpGnq27ZtFURO0zWeYzFmEIZUZWEIdMNcXFxaW18vFIs7du1K51gvALYT+R4NZjEFGEniJAq3HGEABD5AIUQBBi72jdjqenrL0Ju63XE9Mw4sCGi53HsjXpBKq8mUTAh0PTuMAkkWc7l8MpECgHghtL1QM5yxsY3btuxrtuyXXz7V6fnveNf7brv9VtvRL1w8c/b8yWarFsZOp1efnbt4+fL573znG//2mX+9MjP98ssXv/vdp2vVqiKxcQAYJqarjIEVAzcCbgyCKA6jmDYQx8BxQl1zPTeieoE0UlCDjxDDMAAgxwK+BzAEPEsHAZ4DaFEThMDoeVrHqa11Wg0dRiCtiLmUInPEt3uBX0+VYPJqxb390pNf/6s//fjf/fWfPvGTH3aaFRYBzzJ8x86nU/lMtlmrR140Mjh0w+Hr9uzcdfP11x/cu48gWK1USqW+j3zo197+4Ps6bbOQK2m9tiILMKYuuT5z+fSf/8nv/9avf3h56UKuIO67dtu2HZPJlEDYSJRIOiUNDBQo6jq2SbHRdkzbNoPQp4XkoaH+gwev2bp1KwCx1uvZrtNs1dvtFseytuXPzzcH+wuWpR95+fW1lYuD/ezEKCdyLZFvM6TuOctjw+r+3eMw6j792DdeeOJrzep5LuNv2z/0pnv233HXNTffuO+G6w9fd+3hjZs2pdPU8DMP/+hH//iPnzp79uytt9z6J3/6S7/yK2+6++6JW27tO3BgMJFI2bataQYFaOqMlcr6K6+ceeqpY1em53u97muvnf7Ot5+MY9zf3z83O79v774PfvCDmbTarPkQMT9N8LQw9BgW27ZFMEcHocriBeaqxUoYkdCnYSQKqbUTTB2dpS8QzEKIer3O9JXpVrPbbPROHLvQaQa33fzgA/f9r9Hhnao82Gl6GInlcrnX6yEcixILUYwJEgSOogQhFMbCKPID2kLPDzzfd13XiaIIX22QXsD/7IZ+fssLQ+gGseNQlHc7XaPZ6tab7Xqj3Wz1NBpvfS8CiFDGJoqcIBCeQwwNzBxheIblCb2HBADqepA2TKNLHLIQcBhyGPFUJwwRGSJgKDKYJwDDkGISjMIoDF2bxPcH9AAAEABJREFU1rQsrWv2upahu44TUGIAIaHjUOXxApfJJCnhKPVl8/lEOi0pCstzgMEhAh6i3MmxAs+OwzCOI/pf4Ed0pa4bUd/o9FqN1lq5srS8urC0trxWqVSa7VqrZ9gRwyfUVF+pf2JgaKqvf6xYGMpl+1OpYkLJpNTs0MD4xOgmVci01vX2WpsJmKKa2zI2eePBaz74rof27dzYbiyWVy+ZRoVl3WxWNgw9CBxA3AjZMXEAExiO1eiY61VdVYe2bDns+UTrWcVCUde6SVXNJZLLFy5rK+UN2cJ4SqJgmSMS7KDq5WD+uPbUd86dfOHo6uWZhYuXp0+fPPP6K+dPH61W5mJoMlJMxJATQKmUnJqgHDSfy6pJVeE4DjIECxwlyxBjEEU8w1E5ET8KDSc0ncj2mRBIDJeSFIpcxcJVYdKiaTKTGBod3Lxzy97D+/cc3j++dWOqmOEkFjNh4Ju2pVH0cX0vjCHDSclMkRMTAPMx4iBmMREYhseAAZQzBD7NgiEIILTj2PQ8I4roPWEYuiYxjEIvcE3biiIKvpSpMwigKPRj4EHoQRQxhEEIRzGCiAWI7gTTN2OK8X7sWoBFwkj/6J5t+w/uvmn31mszar9I0r5Dei1b6zo0xGLIQoCoAUAYXe2YhgEaAcAbaIWB1MgEa3p2pVU/df7skeMn692WlFI7ZuvoiSOa3ZJT7NbdGw5eO5hIi1d5ACRRjDERHMdD0B8byocuPPv6AnDRYH6ourrebXVUVcjnk4mEAhGKYqCmJJ4XjB7BUb5bjZGXvH7/nX/wG3/+9rveB3Vh7ULDKkd2GVQv6ZVLWoGdeNedH/nou373fff/2t3Xv3Pflluy0ojbw54OaDiHIYiDkKVixgyMEYioEFBEZYAQIQihGCEI6IvUKSgHhIBKNAJ+SLM2FDXa9bX1FcPROka7Z17953FSAgdQr7Tmu946VwyFgfj4/POf/c6nHnvtW8+eefRfvvEvD7/8tfQEO7yLxWmDz4dSCQhZuHnP5O5rtkkSS7nLm267xfcdRRFEma231l85+qLlaDyPy6tLtfJa7AdmT+t1uu1627E8SUqEMXI8P8JhzHiApWlDQDgaAsXyavmbX/nmpolNOzZvO3/qFIri+bk5UzdrtebM/Kyosm2jCbmIEdCGbZOSyp8+d0pJyoPDfWfOXD7y6gnqw1s2TgksMTqdcycvvvjcS5cvX1lereqGa5m+ZXqRCyQip/ikjIWkIAuYKWZzU+MTm+mp2OYtmUIR83zH7LiRns2rCEYEopSaYGLgGrbE40a1Wl5bpYLNZ/tzmYwsAklkRUEEEaAXgfqfA7q13szFuUtnLmtto5Ttnxydknhlabp94cIMIezY5HiKllmiiDqXZ0eBHgMH+FZQqazPLsw4gdk3WsoNFyAHPQCsILJcLwwiDGgKy1DTihwAfWr0KCFyqQSnSpgA6Bpht6F3m7qlhZ4V0x5Y0RtwAYQj2iG9QsCyRFETiWRalhMMwwdXiZTUXxzzXNTu2NccvGlq4/bHHn/mhw8/0Wp3Dxzc/d73v33Xrk2nT7361a/+14svPt1q1x3PTKeTQeiOjgz3eho9YrNMFwLgucDzADVJCKirBhBQq42o/yMIIQKE0KkxwRyEOA5BGACHZvqW67sx+ulvXRtYOqDrARHAkHKyuNvuySKbyvAcg0DkhgGNCw5igJhmBNFpdc6cOPadb375zz75V7/+la/+28LiNC8IspThmXzgpPty+++46SN7t73jw+/79P/+0x/ef8fvvfutfzQxtP/6A7ft2XGg0zYb9V4U4LnZ6sqqVixM9fVtOHLktCAk6NEixFEhn9y1c+vha3ZNXzl53wM333n3tb/1mx86dvKZUknevX94+86xoZF8MsUTEhImzlD86sulkookcYoqqaq8YcPUXXfddOjQIVmWA5oWxIDSr77+PoxRHPq16hoDvdXlC/XqpVMnHuPY2v492b6Ca+lX2vVL6yuXlhcu2Ubztvtuuumtb+L47vOP/MuR575gdM7zSb8wkhufGhoZ7Z8cm9y6acub77vtU3/3uz/8/tcPHTzw40d++Lu//be/81v//Gd/8uU/+5Ov/e+/+Py3vvH1U8dPvf7q0VdefPnhHzx86tgpx3bLtK2vMQzZtm3TO9/5ponx/tWVdbq8fDG/Z8+2j/zyL91612bHM9odTU1yDEvVaieSCUiVFCMAr+oUwgBALwY0WQowhpLIsFRDCCME6Q3HM55v12rlF158ury+Uurr07r200+82qwF99/zCw89+Ivbtx5cWigHQVQs5aLYDUKbMHT42PeBrgdh6Lme69BqgEOLhZ5Pxef7ruuEVzl+HEURfQD+Zzf081ue5Ua2Exqm1+6ajZbWbGua5jguRV0iyCpHQVoQMcshqjcagFmO8ALLixKvqmKSohVDWAwRBoABMYojepU5NimKCsfSG5m+H0ahYQWmjmM39ozwaqoVogiEHgV6p9MyW02927HiEBNWxAxHCBEFNpNNDI/2D40U8iU1mREVlRElTJMzDDxIxwmdyLdhFDAIE0TPkIBj+j3NaXf0ZqfT6lTqrZVqfbXWqrS0ruF4PkCAERkxpSRLhcJosW88mx2S5YIkZVUln04Wi8V+RZF4lhOJYLbNznpzINN32+Ebb9x3zV033HDL4QM3Hd51z+2H82nm0oWXT598ttNZ7u9LDg/n2+2q63cwZ2Heixm33u109cB0mK6Oh0d2HL7u9rX1ervbyWeTV6YvGt3mluGRzcX+Q1Mb9w5N7R8d+IW79r7luo0TCXBwCu+f4Fgqp3Jt6ez5xtKC06txwB4syuMTuYnNfTv3Tw0Mp4b6UyOD+ZTEqjyniDzDEjdwHd+PIfIpn+oa0AnFCLn1HnFDPkQK4qjwsqKa4ASZ49IJpdRXGN8wunPfzv3X7tu8Y1OmP4dlJuCAS6WIfAQ8FLmObRi65vshTy1AzYlCCkEpjoQ4FjBSOCyjiER+hALAYYbFIPaNwO8SbEHosgxLSZ3jREoiJUgCAJFlWbKUiCMWAV5iJQxCloQYe35gUetgWRYABGISx1AQOJ6HPAdRBHEMsgmlLzMgwESoscCRrC5qrrvri73KcrdTsxwjgiEjcgrPCrQaBUEUx34U+eANtQB5UlrcsX8gNyiFbCymBS4hhRhJ6XR2IMOl0IX54x7qPPCOO7N9Ki0rd7pOpaoTNjE4NMwyUGbxxtGi1QRHnjqNXTIyMOza1uLS0sJy3Y84UclyAp8vpizLhl5qIL2rthzs3nTjxoFdV44vPvXdp5dOz6Mu6M73mtOdqfQmUVenj8wfe/zs419/TvZyf/mJT/7zn//3e+//9W0jB4U4HWggNKPYhTzmBczBGEGAYISjKKZeFcZBGPkUOVlGdN0gCiOWIVd5L4oJjyEX27ETopCXecwhL7Rtyu06VctuJdNEyAFP7FbcOZAxRvZl2mjxC4/8w99/9Q8//d9//OWf/MsHf/c3/u5Lf/G1n3zh6z/+xnPHnr6weAbw4fW3HL7n7jtuuuH6TDpJnU9QOCKA9dZqrbkyNFqIQntlcUbiGLOnwRD0aGHHp34ft7pGRBgkYJ+YjOJDxvKBI8vS+dMXf/zoTx66/+1r84sz58+GriGweHl5bWllnRIwMcVIKXzwht2cCr/0tf9sG42tuzaEwC4N5A9de2D3rq1JVaKsq12rh44DHZdHjG2FtYa+Vm7Pz5bLC/X5C8vnX7+wOrNcX6rOn79SX1pfmp2n5Znl5eVKo5Yu5lOlfMdqW15bVjCDUTaRLiZSfSmRhJ5jdLNpHIfG2mpZ67kEKwwjMYTjOcwSGLmApqxMTK1ZcHrR8kx3eWZtcWZp9sICA8DG7Zm15d6pU2cmJqbGx6ca3S4jCDiQvE5MfEStHUSgXC1PL16O+GBk63BmnCIgCBBw3Nj2/NAPKexhn2VjjgEY06w2hLEf+17oWXFgUycDLIYCC0UeixyLIAE/e9P1jmH0AAgUVVRVlZqQ63i2HUIkMJzs+dD1oSRnLl2ef/SxJ7s9gxeUV187/qOHH3nphRcWZmZSqnr94Wtvu+Xm/fv27t617YbrDu/fu3vnjh0QADqOIquOHbfbIScBjOh2EaBGCzAAEAB6D/6vFoVXfxYkQBjgOHEUAVFiqVHFcdCqm6YeCDzAOK5V2zPT86vLa67T5XDYqK8Z7ZZlNXjWU9MsxObcpRNf//xnfvt3PvQHn/z4f37hn1957YX61QoiFqXcxMTeu+/8hVtvfv8dt/3y+9/z5w/c9zs3XvuRXOr6XqM/LV83cxGuzLmXLq4tLzUUOSdKecenYSHfaoOVNetjv/6nqcxIhARRSQGIVtYqjVaTCqpQSPUPqfXW9E+e/Prf/N0f/OYnPvD3f/MXz7/wWLe3zgug1JfatHl089bx4ZH+vv7s4GA+m+MxiV599dVTp2d6pgURhpD6rXt1h76LYVivrbtmZ2n+QloBd9+xf8fW7MrCK88988UrV54eHGavObQ5qTAcjob7C06jvHjsUVXq3fTWG0emxMd+8rnPfvoPXn/2EavXQRiIPCNwkmUF1Sr1r+jmm3f//u9/6K/+6nc/8pGPvPnND7zp9jdde+2111933d1333P//fe/+90PvvnN99/xpjsOHDz4nne/Zd/eHb7vVCqNz3/+R9/4xo8KhXy+kDMNLZVWNm0de9tD97/9oZuSGb5ab/MiyBWSlqURTBBCdC/gqkn6YXj1tFSWSSLJS4rIcWwUBa5rhaHLspBqlhdRNi/MzJ26ePkUw+IgAMuLzbOn5lsN+7d/609+7/f+SJLk2dk5SSbptGoYTq/nxTGI49h13TD06S1CAGPEMAgRqpAYQogQBCCOqCXRRfwP7v8Po///+iINw+7pVlczaNcNy3U9WlEghCUshzEVFUsFRjBLMMaEIfQ5/qnaKIEDMYEUyLDMcYosKpKYEIWUKksiR1AUB07o0gzL8GzD+2mq1ahWNOp4hm7TopztUF2IgiiLEkfYyA9t03IMA8UhzWOGhvpGh/v7SrlkSpYUjpfotACiOIZhHIdhGASBz3N8HMFOT6vVW81Wr6PZ7a5Vq3fX1uorZXq806ZPghAFETIdz/WArKTzhf5ktpBIZ1Q1pSgJRVFkejDDixzDUJiQZCaREASBlUQ+lUik1fT48NiN114/VBo4sGfv0CAtUCu7d22nqedzLzzz8isvlkay1xyciEJabcYMI7XquuuhdDLv+6FmmJ1uj2G4aw/fKPKJ86cv8Aw30FeEkbcyNwtcd+Po2F/88W/9wjvenE+k3/O2+2882Ld329i9t1zjdl1Xtw/t3XfdNQd3bdty43UHN04N0+gyPFrIFJRSf7ZQzMg8PbygErXiONINvdvpWaZj2V4cIQYxgePbPQuFceR5PMMU8+mBgWIul1YUQVb4TFbt788OD5eK/blkVhVVkZMJJzK8zCazCmJgi0I1HcsPIGbkRG9FqKcAABAASURBVCKTLchqFmDeiyC9inJSllWEGNf1Xcemk2CMja7u053DEMQhCCNqNwrN7AlvW7ZtGlEUIADjkJoKiwEBMWAxwYg+AxjDq3/TC8SYIgFAYRgRDNLJZKkoKTJwDLdZaS/PlV998fjD333izPGZy+eWlucbvabLAjmtlmQx6xih2fVQLICAv9ojAbyh5tPaAfSSucTW3VuntgzZVFOVWkzikanhdCHV0OptvdLSK8vl2WROjVGsGUYcQ8/xDc0kiHAMn0moAyXgWuDkiUsMZgihnegGWFxs+q6dyaqGaZq6m1OHl2c6N19z7/bJfbHFTJ+eL1+pDSSLtx3aNZYbvXLyUntF27txHxeIldl6AqUXL6z+6BtHzx+fu//2d3z2H//7lkMPLE/3ujXYlx7Xml63oakitQiMcCAKDJW/Rp2ZJq5OGAcRz7ACw2LaEI6iOAhCnpU4Rg59jGJOIAmBS6KIca3A0R3H9KIgYBlEx4EohiTqH84fOLzj4PU7x7cMTi+cvTB/4oc/+fZffepP//h//97f/9vffvar//7Zr37m6z/8ypmZk3Zs7r9hz9TW0XJrSXPb/UOFSn1tZWVheKivv1Tothqh62IQNRt1Xdc8111ZWZMlhWKJ71sQB4SLbVO7cPZCZXX9wNb9tm4deeGFwHXr1TLPY7qyOI5Zngt8emKlfuXLXzpy5Mgtt98yNNyfyaWT6WQQeizPcDzb7XUrlers7Pz0pSuE5Xfu3LNp07ZD11w3OblxdHg8oaRM3VqcX6pXWuPDG7Zs3FVeaywtrdESYKNbvzhzZnF9emblVEcrSyIbeF6r3qyvVxiAxkZGpsZyqkRsKzQt4AVRDBHCbBAC17sanPJFCcZA4K5CIIa00A1pecm3Y6NrtJudKIBTYxv6CnK93JifW04kUxs3bMIxxUgP+MDoRKEHqHYc22+0GtVGVZCFiY3DQpIFLODTmHBANyzHcREAP1UQwzCEodNjlqM3BCAq2RAQzMiijGPsu4Fn+2/ACQLgBsADBDAsJgSHtEZouhStLdPrtEwqK9/D6Uwfw8iuFw+PTt1z/wPves9777v3zVs2bDe61ovPvvyjHzzy4nMvXDx3Yfri9Mljx5cWF7u93qWLlxYW5hcXF48ePXru3Jyl08IbjAET0R7jOCZRiIMA0uqL59IyMohjQMOx50a+74axDyAIPa/bbVhWu9tZbzZqceQWi8rwUDZPK3OchxlTFH0+BQcGZdMsP/bDz//VX/76Zz7zJyeOP44Zf3B4jFfyjJAbGN5+253v/l+/+MfvfOfv7dnz0HXXfYBWoJ54fPXkCefkcbdekQu5qfJaanGBs+ycJI9AlE5mxvsHtqUzk7w8XG+TZo8pN6P7HvylcxeXODldGBxL5rKA4dq6uVpZAqh959373/b2W0XZefrZH/7n5z/1Z3/+8be//Y4H337HX/7v33/2uUcWly+3u6uO19H02pUrF5577gnN6L722utXpq9kMpmpqSlVTaytLc9euZRJJ269ac+BfdsyKUbkg+99+9+77cv33Ll93+7c4sJLL774XVpQyOfSxWzR6OguDZrACPx1q/x8oeS960P3feRX3zU0mHnmice/9G9fPXXsAoOJ73ochz0Pvfji8f/8r29/5avff+nlly5dujg7O7ewsHh5evrChQuzs7P1um7RZjuGYc3MrJw4eeL1468uryzt2rXjve97qFjKz83NOJ4ZhJZld2QFX3/Tgbe+9aYtW7Km3Wp3yxRjIIKEEFEQaayhgZ3lacZDErQertBSJWIYCBEIQt+lBhq49H01wbZ787o9L0g2gLZhaoFPaRlXKXdefOEVyjL/7m//es/eqUuXa8vLtVRKiELYqNoJRYUQYgxYFvICw3F0TowQBCAmBHEsizGG9CfwP7pRd/55ra/V6XZ7GkUN2/H8IIxiAClgIRp3CcYMRQoGMYSwDOFYwjCYYQnLYUIoI6PRAMYMhhyDeIaKErMsRgjGEUVj27RN3dQ0jQ7e6epd3TJcj6oLEUKHJALPpZNqLpNSJIEhkI4G4gCAUBBIqZAaGxkYHirlcslkQpFlmWM5CClKhq4feEFIl2m5XtewWj292dbqrW612V6vN9cqjbX1RrnaqTXcRjOkdQHDwroWtduObjh0L7KsUNCVRF4WeUXiVUVIqKKqiAmFF3hIuCCINc/vCiJK5RJuYM/Oz1+8MhNG0A9hrdF1/HjvwWvf9s73joxvePnVVx99+GFB4nft3tiodkmcHirt1hoM8PnQ97VudX1tul5fmRqbuO6a60VG1bqOzItUMq22o5nG0ROvPv/y8+NT43fcdefw8PBb3/q2TZu27tqzd3SoMH3xSnltbcPE1MYNGxzH5nh2dHQIxD7L4HSKnoWohGF8P9Q0o9PWXNNDMUMt2fdi34/DEJqmZ9sOw7HFgXxhIJMuqEpalFMUgvhkTs6VUsX+fGkgT2WrqALLQwyDGLhh6AaBT/cfBPQUHgUhAZhnBZUR5BgT3bRlNSEnVC/0qR79yOdETpRFiIDjOJl0nsFCdJUlUHSONd3odHqu48bUlMKI1t04whCIWcIxmAURoCGDgVTh1MIITQ4AvGptHMPwHMsS3FfMJmSZofaGSaPeeeqJp7/0hf/+8aMvzFyqdZsOS6R8pk+RsqYeNdYNqxsrfD4p9iNfJVGGjXJsmHtjfmI6Rq6Qnto8NTY5Mrlx4trrdh+6dhfNLKkNU4kV+7KiIszOX3762edNS2c4GER+o9lcWZk3DUPgZOo3QRim0ylZAYkkYxg6VRAFNkkSLTP0g0ihv4hYz4LlhUYhMSBh9fzxS/MXl7dt2Ll3275Xnjv5mX94eHwo/+d/9J6Lp2c/+8+fp+cx+3Yc7NZ7STFRXV032t1Xnjv68HdfuOPGd33iV/4+q2w+8cpiKTMZewhT/dldrVMBka0qYlLNJJWCyCowDDmCGYRpEYhAjsQcDnmJJArqoMoX7R7SWwEbJfqyk6OlzfnEqIxykYZBj4Qd2FnVqrP17qrmdH2tYZUXq8tX5ikOp9Lp4YmhDZsn08XE3OrM9x7/7l98/s8+8Lvv+/Tn/26+fiU9lEj2JXVPb3Xrht4zdU3iOJFl2426ZWqWqTcb64Fv8zzpNOuBa2cTCbq82AskTpAFwdKN9dW1bdu2feXLX6mW1xmCW+3m8srywFDfwFCpXq2/+vzrz/z4ud1b912z91Cn3mk1O57thkFI+cLKyoofRlIyMTg+Whoa0d3g6IlT3/3BIz/+8eOzV2Znr0wvzM/yPHPnXdfddc/NYcycPjej6fG2HYdzxZHi4GBxKDe0Ia8W3emll6rtOVkSja7VrLf0nk6tmGEYSVYymYSiYvRTm3cdm2UZWVEgRpphdLoGwIDlWIZjEEIQAuoaYUR5rBuGFA/CdqtdzBULxeL6yprR0ydGJlNqhmWpUkhggCgAEIAwiLsdrVquMAiPDo2kkzTZAoLAIEICmjzRU2AOxwg6jmvTP54bxREhHH1B4CHHQjoaQ9iYgpUbXj2XBD9zSySUREImBHqe6zhOTCMBZQMh6LQNw/AUJcPxSqutWZYLMXP6zNnPf/6LX//aN8+dOo9jdtPktn17rtm8cfvGDVs3b9xSyBXoCI1Gy9B0RaHilBuNZr1es23fdQF1BXhVQhyCLIIEIwhicJUE+8Cygmq1s7i43um0eYEwBPZ6zVa7SphYVpgYOJbdCSMzCo2lpYsPP/KNz/7np/793//uO9/9wt/+2W9++ENv/5VfeccXvvCp9bXzPG+kc0iSxdmFjmkmd+y468Mf+Yt77/2wbadfPbq0thaurUUcP7Bl6zW8kGCFzOkLqz95ekZKpNPF0sbNe3fuusUL1emZqu0LhYGtMc6tlC3HT5Qr7q13vu0d7/lwq+vV2wYnJ9uaXW91+4YKm7YOCLKLWTOTY8enslMbS7mCBLF1/MTL3/j2lz75F793zz03XXPNrvvuv/0Tv/Nr3/3ef69XFuv1+uLCwuzMfK1Wr1arQRgkEknLtprNmuuGteqKa3cnxrK/9ZsfcM3yow9/ThR6v/ChN1977daLF88dO3YyCpEsJkSOpdKwnGq9calZPr50/vmF6RPJpHjXHXfdfuubcIye/MmTn//85/727/7m7//+X5qt5vXXX3fXnXdu2DAB4pDKd+fOnRs3buB5lvLvhx/+4Q9+8MNnnn76/Dk6/rHBwdzHP/62e++5IZFMvn7sxCOPPoIxpBbS05pR5LqeFsf2/mt2PPSuN+/YsYHlkCixcRxSs6PGzzCYdoxjAIMwCuKYmngQUxsmkNBcJvLtq0mkEcWWpAZqxp5deu3S9PFEQkIYXbm8oOvW5cuzP3nssdvedPM//NPf33vfNseL1tcN23LjiMWIgwgyLGJYSt1iOr7rWjYNe85Vm41hEISeT/MkupT/wR39/NbW0TTdNDxamEGE5QSWE+nfAEIAEEIE04YwoR1iFpKfivFqcOZZzGHqjpTSAQYDjAGCEYyDOHQD34/j8P86TqD3VPlhGBBCcrlcf//A4ODw8NDw2NjYxMTE0FB/QhFZBHgWygKTVLhsSirkUjla8ZAZBgWBfxVcLMvWNbOn6z3N7FztRrdnLa+Wl1YraxXK4dora/WFxfL88vpypVVrOq1W1NOQpsFO22t3XMeNMD2iogFWkVVFFnmOpTshgCWQJYhjEMNAngeSjDkesDzI5hLFQt7xvPMXL7169LUXXj76w4cfO3HqfFezO5ptuiErJWrt3vd++O1XXn38hhu3ZlO58mqTQSkOpx07puPFkVdvlZeXZ6PQf8t9Dxzaf/3C9JJjOAOlgfHJ7HK5fPbCpdePv7ZerayV15546qmh4VGO5ebnF950xx1RJH7tq0d/9KMnKLZm0inXsUOawFKB+l4Y+pqmtVpNnyqLFlIiGrURopuALI0KPhW8E3ge1RNX6i9NbBwtDmUYCQHGFxIMDVqjk3SevoHhwsSGkeGx/r6BbKGYKhTThXwynRIEETMcCxkhiJmIcLykUEugXuj59IJcPwjjiBd42gGMPc/xAnr2hARB0HrGlUtzr7964uyZCxfOXHzpuRef/Mnj506fo+ibUJRUMimLMsFY4kSe8MAHIKSGhTHBhBCMMAYxg6Ek8glVSlDGLfCB77m2C+MocEFlLSyv+ChGfX25XKYgCxkY8aFLCJRVqaAIxciRHJ2JfTV21NhNAC8J3lBDBHI802zVX3r5+edfeK7Ta6kp2XT1haWZIPJK/cWt2zfnCpkYgSDyUxk1V1AxAZpuei5dKmk3uq1mQ5K5Up+0efPYykq9st4WeKV/MJnJA4YBAGJI+S1QBrIj1+6+EdjscGGqmOhvrnQba9o9t77p4I5tX/j3R597vHr/nffedsMdn/n0F1NSesvENujh1bn11fna9o372uvmJ3/v73duPPzxX/7jyaGdl04t5FPDdi/QGiaOMYmxb3u2buL6JJedAAAQAElEQVQIZFJpAhGO4sD1Yy9iAM9hmQMKD9JMpPJxsqiODWY2qaSo18LFy7X1+a7djhIoW5IHh1NjE/nJyb6pzSOb927ed/3+G9500x0f+fCv/dL/+qW3vOWBm2666bqbrrvu5uuvu+W6W++65f577rvmhgN1e/2r3/vit370DUrmII68wEmoMgGg12qbmubapmPplfWVVrsWxjYhoUtzEdsmECgCT2sCtLScVlKteqO8tuY7rtbpTkyMU+vYs3dXaSDfszpXFqYxxu9+53vecv+DQ32Dhw5cc9stt26ixbcNUxs2Tg4O9mmWdnnuylql6vgBJXYjk1Pbd++/+dY7+0oDskBzNjUGwYWLZ77z3YeffeG1ZDazedvO5XLT8OJUvhQxMD+U3XfdhguLL56deZoXvDiMWvWOrTssFqhbUZRpNTuqqo6NDRf7lCBym+226ZhyQk5mkjGGpgEYmq1A4HjULwJ6z7IghleVzhLO1KzZ6QXfC2jVX+SV8tJ6t9XrKw0OlAYYzAAP+E4cehGBMArjepVynyYmbDZLGS8LYBjDAHEA84gIWJS5GEYgBnEcQwgZhvA8z3Ecy3B0zY5tB2EUx7RaAd5Aw9RiCLiKK9TGozCKIAQYI5Z2EGPbCjod3XVCAHCt1tB1fWh4aHRsbGFu5b+//K0vff4br754zNTcXtc+d3aaQkGvY1TXq0tLS5VqhTIJw9R7vW61WrkqOQtEId0CiOlWQhD4gNbnLCu2zIDKeW2tTCHOMOjrjZWVmfPnT5w5e/Ty9KkLF17XtfVUhgfQPnHixW9/50s/evgbrx19+tLF11544ZEzZ19Kp+CePRPbdgwWSny7s3jm7BE627bNd3/0o/9y912/Oj3tP/XULCeM7j+4F2ChXNN9BAEPHKi7uJYZjsZ38C47M7FdyQ8Vzl1ePXl2uaNDzcJtDcjJ4ZHJfU4otnR4/PTCHfe/U0mX5leq5Vo7iEm+NDgyMcpLcbOzWGvNBnEniHuasW67Lcy4e/ZPHTy4tVBIyDJJJDnX106efvX0mWNx7B858vLC4vLZs2dfeeWVHz38o2PHjvI8wzH40vlzZ0+fanca9drK8vJsUmWuObhl756Jam3u2ce/6yH75ntvSyqJV185v7xYZnKFQjGTHS+KyZDjTNerLS5eOHPqtbOnTnQ7nR3bt77zfff98Sd/48///E+vv/56lmXWyuthqB08WPqFD1x36617CeG2bNlwxx2bPvGJu//gD97367/+i5s2bjt18vTY+DCAzL/88/d/8viLq6vzqipfe90hOlEUeaLMaUY7CG1BQpre5Hn0trff/573vq3Ul02lEgxDz3A80zQd1wwCNwhoSHLC0KMWS2/jOGRZwgssIYBhkSSzajrmJMNwViqN2UZrrdVqdDptah4AwAsXL/zrv/4zlcl/fe6zv/8H75ck1rZwMplAiKNWz/Msz3MMQwCIYkDTGygIFGkhhIj+AVfdAPxPbujntzg3jPwoDiEEmIZZlqFGxXCYMBgRBOhThCDBgNAfaSeYIYiILJuSxJQiphNSShGStEuCKvGSdDUwZzNqqZQfGRkaGhnMlXKJlJzMqMViYXKSAvCmzZu2btu2feeOHTu2bx4bGUwmRAS9KDAkHlI+l88qKZUXOBr4Ldvq9TqNZqNO/7S6nZ5uWjblCZ5pe5rldHWv0ujMLq1dnl2cnl+hDrZWbpar7fWaXq27rQ5stqNK3TbMWFGyQ8OjfX392Vwmk0up9LSRhRiGKA5Q7IMoiCPPD3QILIYJEKZkNKa45rmeblJqEU3PLPzkqeeeffHo6yfPf+sHj372C19+5fWTdhRWWuWHf/ydtfXyzTdf7znhmbOXVTWPsMTyCsPyrmO2mtXV1cVCqXDo0GGG8O26lU32qYmUIGNeIUtrK6+8eqTZ6na7+hNPPJVIZNZXKqqUJAh22+Dxxy6fPnlFZDmBsGZPCx2Pnm+urZZPHDv52rGL69W260SuHdim53sAAQbTQBqCMIwghKqa6B8aSOZVMcPKWS7Trw5PlTbvGNuyY2x809DAWCFbUpJZIZnmszm52Jcq9WfSGVkQMGFxjIgXAURYXlIRw9tO6HqhoiYwYfyAOqcfRVeJnaIqAMJqff3i+QuvvHD0leePvvDMiZeeP/r60VOvH7n0+qvn5mau+K6XTqYot6AwRQCWWEFkBBRRwWMG8Twr8iyHMQIAMITIopRUk7l0GtEQFkMGc8DHoQsUkR0oZXg22awaZtd39Dh0CIolAWdEJsfEydASnS7ndnm/J/g92e8qdMA30It9hQhGjWalXGktr4EL08sXLp1udertnvb68XP03gusyY2T112/E3MxJLGSkPNFKZEgIAahD7WeZVqmLLGKytLw2usFjhPpPYNl2MGhUiql+F5sapHeiXPywFh+Q5rNxRp0O2FGyCe49PkTSygQHrjzrsXLlSd+9MSG4dHr9l7/tc99zWqbfCxsGtq1cL7x4++8cNu1d77pxlv/9dOf2Tw+/rGPfOL3f/PPI1Msz+nYy0ikH/hSUkiXMhmjV1tfnk8KIvBBbMfQY5mA4wKFCVRoi16Pq694F46tnHt1oVeORvPb7rr+be+69xff+8CHbtr9poMbDt+469a7rr3/vhseeNPhu2675o633fOOj7z/lz/w3l981zve/c6H3vWBD3zgFz/0v97/wff+wofe95u/87FP/PFvfuz3f/kf/uvv//lz//SR3/zIPW+5Z9funaIgnj19bml+ubJWXZyZj1zfd92FhdlOt0Ydt9urh74l8ETrNKn4WIQi36Ph69knn4Ix4AV+dGxEUoQQetPzl6lDr1YX55aurNfKnXa719aOvPTKk088eebk6XJ57fL0eYbH23dt27p9y8jYaBiDV48eP33uMuEUw4tPnL0wPDAGI8SzHDXFYjEvqlIEQbXRpLiR7htYrdevrCyUu9Wxrf0/euarL5z8jlQyeTXoNppm24EBVkWFxUyvq7UaLduyeUHI53PJVNLxvWa75Xi2pEiFUq44KEkJGSComYbtOpghDAtDylpozcwPTUqyAVmYL9fK9YHCoG+FZ46dFYhIa3WZnAKolhxg9ABBSOFlz/XLq5Veu1sslgYGBqiXRSBUUjx1HT9yGYEVZIkROMywMcIxuPpvFXw/8D1f15xu1w7cgMGIZdEbcAHHca/iXRhhhGlDEAOACYFKghAuECW8ffs2Wq6rVdrXXHP4nnvuGR6m2xbyheyOndsPHT6QK2RnZqZPnTqpG2a+2F/sGzh4+JrD1x4cHe+bmCruP7hleDjPMViRJNsEpgl6XWC6wHCA6QDdjLs9v9txXBuoQiolyVqrfOSFh7/3rX/72hf/+rP/8kd/+xe/8Td/+Vt/+7e//xd/+vE/+J1f/cy/fnpxdnq4vzA1McYycHJieGCwpCZlLwwrte7yWs/x5fHJw2958GPvftdvc2SgWQUJZbAvv7HdDKcv+Y5LLUKEAK2vV8+ePcfyWBSYcmXJ9Tr5Ymp2YaHR1QFOVGug0xVcN3HxYnn60hIEXCKRrVa6Wid617t/bXRkV7sdsFIyZuDy6nKn10MMZAUYIzOIfCXJyQqHIKpVm4tLK61mW5CE8amB0kCiZzYuz51cq81u3Dxy4Jrdg0N9pb68IIjVSmO9XLUtz7J8jpe2bd+7Uu6mcxOI6Z/adKsXDE9M3jm55b6XXlg8dnR66sZbb3zg9vOXlq4cPQKkRNwykryUysi5PJzYwIxNIVZqrFbOv37i9RNHp7W2IQrhwQM73/GuW4cHM//91e999KOf+trXjnY6tml1r0wvPPnE3Le/Pf2DH5y+dHHF892JyQ1rq5Vmo7Nt2879+3bffNPe/v5B2/QKpcG5hbXVtUY+30cXvLKy0u20OR7zfDQ+Xrzn3lvHxvrSGSWOI4qGrh3FEY+RSJCCkYwAH0cEAMBcRX8iq1wyxecKiiAS27ZZhhNFTjOqYdxMZmCrU66sV8srRmXVuXB2ZmVp/qGHbv/kn71n2xbJs3osA9SEoCZEJSFJsiDJsqLSptCkP5VKCNRHRCKI1HrpbP9zO/r5LQ0xDCQMRYcojIMwDKIYIvqMZRnu6t+IMBgziHCI5TDHYZbeyzyfTSmFbGqgmB3qLwz2Ffr76LU4NFAcHh4YHR2ZmpzYvHnj5s2bxsZGiqVCLpfN5fPFvv7+0sDQ0DAt0dHn/f396XRSElgMgti3FYnkMnI2Kcsinc4HoRv6tARiua7r+yHl3JgwhBUYTgCIDWLMi6oX4vVaZ2GlQq+aSd+OdTPoap7hQMsjlgMcFxFWyhf6hwaH87msIokCR0eBBAGMAYMRSxB9wBGCKL8LKf/rtDvNTq9rUj7p+l3drNY6lXovgrwboSuLKzRcTC8s1nqUT7p24FyYPvuvn/mUB4ybb78Ws/FadS0GOAKs58PAh/Vm68y502fOnB4dHbvn7gdAKJw7uxBDDhDcaPboro6fOvX68ZM7duyhOcZrrxwThYShuyJP9uyUMmlw7syFSxeuQMAIrOQ7lHfHkY9aLb2y7plGRN2+VqMsIiQIc4STOYmlSowBLQ+IMs+JhEgoXVInt47sPLB1275NIxsH0v1JNSeIKnEC3Qs1NzRCaCEmYNiQoRKFDkQByzEMQ6g8IAK243R7Hd3QwpDmf6woCALHX50lDLVub3Fu7tWXj/zksZ+cPXm+U9PtrteqOpbmEhBhEIMYs3RVkiILCoxh4IY8y8uiwkKWAMxglmMFjhMIZhCAGCKeYUWe5xiesgEOswxVDiCBR0Odr7UMre2Yhs+RZELIZtX+hJAPbNKu2N2ah3yJh+nIEoEnI1eh/Y15SjKTJiyLea7QlxoeY9QE8cM4ghHAeL3uTc+0Xj956dL0Ocs3Hc9CLKZChiD2bB9GocgrkqBgCAkDRYkAGOSyrKpItXqnUW/RfSVTqSjAtaqut6ONIzuf+8kroYFJIECXFmmIxMildH91pfvD7/7E0pwDew7987/8l2d4Nx668cSrJ+anl8YHt9x1y1sHspPnjs0wIX/tvmtefua1bVNbx/o3/PWf/OPBnXcsTnfPvb7YrTjAwzCMFJ7JpRIEMLGLeCSpXJoNFegKTJiIHdlsQM5PHth683ve/OFfeNtH77nxbbumrhlMTyRxfrK0acvwto39mzYPbZns25gVizyQE0yymO5XeZVQRPYRBCSk/ur7HMfl+0r9w/1JSnLy6f2HD97+pjvuuuPOj3zoV//2L/7+N375NzeMbCwvlS+culCjgco0KrVVw+35sV3vrEPkQeDDODD0TqGQTajqs88+c/78uVQyOTc3my/mm73m9NxFzekMTw1t3rvxze++5xN/+JtTGyanr1y4/sYDv/axB976tmvvffMuzIKXjzz3+JMPL64sbNpaeud79t9y+0GWU5dWKr2ek04XV5ZW6+s1BlGrjB3XFWVx49ZNu/bt5hNi19W27d/mM96+HbePugAAEABJREFU63c89vz3jpx9OuBbiXxoO81WvYVjxGOOAFZkpZSaJAjXak26NsuxC8VirpSPcdyhzEvvRQioKSWVSUkJBUDoByHChGVZKqkwiuMQYHTVhbtl/9LZ5cZ6C0XYt4LqSpXB/MYNm8ZG8gIHIx/wDJdOppNK0nf9TrOdSiQGh/olWWCosdHqKgMNz3B8k0Zc1/Msx7Es0zB007Rtm6459K/aK52OVmup/zBvwAtYyDNIiAPo+34MYo4XaJzkRZpwNxHbkxJhs1kJPDQ8tIljxaXlxZXVpfXKiuXqht0x7HYI7RD5Y1Nj191048Frr88Wil2ti3hfycSYa9dbl+eXzrToCDawLWDaUa0FIANMN3YoV/Viz0MA0LpAJpvM9lq1h7/7xR9+6zOzZ58A1tzGIbJva2b3Nhr/vW5zWWtWsorcn+vr1HsJKSnxcqPRxpiZmVtdXtN6lmwF/eOb3vqeX/inm25+UO9gzwCdut9Yt/WuZWoUTHp6R4+DCEaomOvfs+Ogb6Pp8wsDhak33Xyj7xAlnWybmhPwmBkwewk2HhosbPaccHlxoVWrFzKFpbnOtXvvO3zgLWGU7HYNxEYRjjUzNJ3YdIzhiYFERgQEdTpdCFiOSSliIZnKB6G7Up7TrOrIZCom1vT8qUZrhWUDVWEZDHMZuqdEtdpstnqOBy5dXtMMdOud779wxV5vF3R3h5x4YGVta3bog9fd+79PnXdeeOIVLMv3vPf2hua+/vTr5WUD4zzAQjKHWHl5sfYIEM/f8cCW3ddsjnD43HOvHn/tEmVpWsfZvGn0bz79q7/2K+9dmJ955OHHV5aW18tr6Uyyry+/b9+u3buGdu7Zcffdbzp8zUEKa4bmzs5XHnv8zInjFzXd5TiOYRM/+tFTnY6HkCKJ6VQyFfimrtUwMkpF7oG3vunQNXuHBksMEUKPMFAVSAFHaRAkRDabThQzyYKqqMmkkM2Kigp9T8un+3ici31R4KVOb2V64TndniGs4zi+q6evnLOXZ7u19eVa9fV9+/kPfejmjZOpwGsxXMjLRFJ4SRFT6VQqlRYlOZFIJJOqqvA0TmTS8htwgf+Tn6Cf32QIMRBhABGlcjGgEyGECMEsIRxHO+ZYTG94Gm55hhcYniecLAq5lNqXTw/1l0YG+4cGSkP9xaHB4sjQwNjIMEWi/v7i4ED/yPDAwEApnUkJkkCtgedFUZBkWVYUhePYOPQD16JgJglMIZ/o78sMDWSL+WRC5QQe8hwQOJo8caIkiZIqyUmqMkFSIeH9EBlOpDtRz/S7hqeboUMpVMyEgI0AFyOeMBKicMyKajJVLBZLfaVEKsFyBMKQThpFHq3M4TjGEBJEEECAfomZMIzpyUK12livNFptwzD8ZkubvrJ0eXYpVxo6fP3NY1MbEc/5EEQM9GDow6hj9L71w69//fv/VRhlt+wtNfSFjk5d0tBMilNstdE7f/nyq6+92tV61xy4YdPGg+trzsxMOVfoT2ZSXc1bWbWPvX7h2PGTlUrj7OlL66v1pJLbunGnLLApmTE6ZquuoZjKPCHzGVUq9BdGCrkBRSGcIEDMBVHMEoZqByPIsYRnMX2cLyb7hwtyRsz0pwbG+ya2jo1vGS0MZnmFhNgNoB1jl7AR5iLCRJRWQOQj4rNcJMtYkhC9ptNUQ1wUUafSfN+MIs/3bc+xeIbNZTIcJnOXZh770aOP/uDRs8fPtiqtVqWLY4GmBcADCTFVzBVEVgicCAEmoaRlUY0jGLgBxwiKpHKEx4glhGU5lqMEkeEgwCAGMIZxGPuuTwDj2aFrBRwWecy7VuzZZKA4sW/nDTu2HMymBgOH2HoMQ5EjSRxLnoUim/AowQNVhAkRJcEbahGAtuNTOl9vaqbtMxwnyKof0qVFg8NyIi30TOvkmeaJ00um49OX1XSS5bDnA4SALCqpVIZjWYQjSWUB8rMFNZlO0W06NhWjCyGm9NTswkJ6bOvkrspiQ8BqX3ZI4dJW111ZWH/t1eML86vbt+zetnXzudMXhvtG5mZpOrxeKvQ1a62nH3/u9GuX92wZ3LYhM312Xm+1jr1ypC8Dh4qDZ4/PffDd7/v6F773S+/5uEwyS1fWuvUuB2kYc2IbE08sqsOjhY0JUmD9pIxKrJ/ZOXHte+7/8A177xgrbVFJjo9UESTYUAoMKJFEkk/LTEJhUip7tSskKWNFABKwcexgmVFSUkogIhMREhO7Z9m6o0jp0EMwYAMTdGqm2XA3DW394Ds/cu9tb8nLpcpK7dSJM9Vqrd1r6VYP8lHXbobIdXwNM6Gmd4LAWV5eeOrJJyJaNccwAuFyeUlKiPn+nJqXrLgn53msREdOPLdcn7v9/hsHJguvnHj96ZefDTD+6B9eJ2ddOc0THj7+xLMvvnh+ZGRwy+YNlfVGu6EXsn0CLzq23Wo0EEapTCZGsN6ph4yfH0n1vErbW33H/7rr9fNPPfXKDyJWlzOwqTXXK+3IRSqnsJh1DCfyY1o/VlTZsoLVVY9iAsBAURUloUKMulq3Vq93ej0/DlieZzjG8X3H8zDDcDwPAaaqZwlvGw7wgdnyrlyYMdpmgkuuzq81q01KiScnpgq5jCJT/xV5VsgmMyzDtlotx7QTiprLZ2VVJBwifBwxsRU4hh2YdkQXY5ieZfmOE0VBTKGNI5jFmGUYDBGdFfzszfND3w/oghmGJYREAbAtz7atILDCyALAlxVRkVXNtKdnZk6fPjU7N6PpvaWV5XPnz1+4eL5SKw8MlrZs3kiZ5uzMnCjKE1NTruscO37kxIkj6SQv8PG5c68buua50cpyM5cDthn02n696ph6JHA48LVqbeG5F7/76X/8wxdf/rEkMWOjY/lMcbA4avdcBvO5XIHnRNty4wglkmmEGctwstlSsTCMoFwsTS0tdyhv//hv/fUf/clfCtLozJVA6/idlqNp1HxJOqUOUybYl0klVYJIFMYEIU3rriytlUpDspB8+cXFbscyTIuwgmFRcXDJ5KDn41qjQzVOiQPdWooyzo69ttp5873vPrD/Fi9APc3saY7W8+v1bhRFO3dtf+tbb1yveIbhyAovy0Lg+5rWwQxIpxOEUK6MC6V0t9eaX7js+bqisrbdXVmZ5ziyccMUJsh2rQ2bJ9s9++WXjr/++mXMZAAsFPv3x3jk0iW3NHD3B3/lX4N47PWX50Nm4Pr7H9q07YYrV7rnTtRMmrzw+WROyRd92z939NiXvGBm/8GNb37L7RiBl1568cXnT5w+vbg8a+45MPwnf/z+2267hRC3Wq2dPHniypUrq6tr65XQMkNR9HfszO/bt4MKPAxChpANGzYViwOXr1RvvvWOleXqN7/5Pcv0VTXVbncCPxB4zjA6fmD3erU9+7e8690P3nDDITUh2rZNAVSSJJbhPC/wvZCaVjKZFoWr/3eSWs90vTAM0MjIWCaboQLhBZAvCj2j3GyvmlSoPbPV1Bbp4fTS7Fr5cqs7NzqWfPvb7tyzZ1ur0Q78UNcMGkhAFNumlc8VqE96rgNArCpyNv0GA8HP7jdv8Av0Br/7/+CzIAxDGqMwZmkYEwSe5wliIvokigWW5+hThl5ZnmF5lpNYQWQ4ieMSMkUfpZBN57PpXCaZTSVz6RQN+YV8NpNMiJIgSWIikUylkoosY8IABMHVwI0gRCACrmV1Oo1Ou2FobUkkWzZPbpgYHhvu7yumM0mZsuyEyidUOoKqqD8lc6JKJ48ANhy/2TVrrd7ZCzMzC6ua5UNGhFiw3diwghAynCAh6jcgxAzMZFNDwwP5fFbgqVnGDIEMhgwEVJowiqMgcm1X7xrtVrdSblbKrUatV15tnD8/c/zEhfmFck/zTDvkRCVGTK7YN7V5s5xKtI1O1+66dAeREzHAAcYPn/zSl7/z93zG2LyvVO4urreqMcPHRPFjvmu4tVb7pVdeXym37rzznTfccF+n45uWn0zmYxoUEbBM70c/eP75Zy9BwE5fnLf1IJssVVat2GPtHiAgOdw/mVEHBZwJXaqXBEaiaYBOJzAp6eEZjueooziWHoU2wYEk4ZHxvl37tmzcPjm6YagwnOeTfEiLAqFhBrofWSH0IBsJChFlwksY4dDzDcfRotildJDnIoGLCgUpk+IwcDB0U6pQyCYpxRwsldKKUltbe+nZ55949PFTr53qVDs4IBwQmZBlYyGwIQxAWs1n1GLoY9sIOCInlGxCTnNYiAJKOgVZkBlCNYDpxBBhTBhCWKqNOICe47uWr3UsS/NAQFUn0LBq6T6DuOHBqamxHfnUoKmHRi+kpzYoFkQuKRCVRSJPFJ6RGcAyEU8AyyIWvKFGlaKbrh8AhhNFWeIEOYxAt+fpZsCLKJmSRseKubzc7fq67py/OK0Z9uZtGzdtzrAs43k+x/KCIDAcwiQuV5qO67E8PzY+ViiWTMM2eobvIA6l92y7LnLwlqltzWqnutaYuTyndYx0Mlss9rEs22g0641WNp9XJLXT7bx49MWtW7dt2bLFMY2Tp1/9zD99ztLqD9y3e3l2efe2PUeen+EAN3dxsZQeF2By77Zr/vC3PvnOB96blQpMKGo1V6t4sSkU1bGpwV1ZaYSPM3lpZCA1WUqMFRIjCa4AHFZv2GbbwT5J8alCssATCcYMCJBvh5EHeCzJrIoD1tN8HkgCkBJcSsEqcjEXCyk+wwS8XneAySbZgtsCzWUjyfQJUaq1bPTKzo17b3vPW3+BQ/Lrr51cK5dN26AxJ2Kjntu1PMrnomanxvDo3MVz//Jv/3z67CnDMk+eOun5juWaTugki4lrbzu8/6Y9G/ZMjO4Ymtg9lOhjFhuXfd7KjZZiEXzte1/zY3TrXTdhLpraKG3a3PfCi6e++92n6pVaMVcc6h+enZ4RBT6XS+mGplsGJU1qJmnH9mJtVinAQ7dvxkr3Gw//y2PPf9WBDSIE1DVM23FtIBBO4RMM5CgV0zuaa/sEs4rCpTJMGAdr5bVavcZybL5YFETJtn2KCCuLDcdxQxDZetTreNR4qD1ghF3HdWwnpMlBCCjuRV7crndr5bpnubQW6DleLpvLZihQJekUtu4wkMAoplW6WrUWx1Emm5ZUKUYRJzNSkosIIAJkeIhZgK6mQoCGTIQAwxBVVdLpFMdx9PMooJOBn7UFfhQGMUKIoaPH0Ha8blfr9TTTcgjmFDXp+VerdwlVEekxXhhEcSgr0vjYxIaprTt37tm/f78gcHOLM6bVUxSp2Ww+/8wLVy7O9WUHdm3b3d9XENh4ZfHcmTNPp1JWKtGIw/bSTAX7iOZ5MAjazbpurhw/8/3v/PDTEa7fdNsN+eJwuewtLHhz844kb1xb8SfHDt54w5tvf9Nbbr/jPlaQ1GTGdmnGCekxLkSpxaXO1q3X/f2nPrd5454TJ1Y6Pd2wvCiKeZ5TFBFh2O36q2tmrWbZdiCIWJa5er1VWW9NTIwXCoULFy44jtPr6gwr0TknE14AABAASURBVIMdjpUgJLIs0W02mw3d1CzHsF1remYGE+aFl16ZW1y9664Hsrnhmdlqu+VYRrB549ZEIru4uOgH4e//wf27903Ozs92u5V0ls3kREEkfuBReXbaOgLC8MB4rb5erS1zPOAEcONNB/fv3x7Fliixff3Ju+4dXViY43n2P/7jf7dqHdt0C4MjW7bvsQ1w6UKZFfdt2PheUbz51MudMJ4oDl176Ib3lNfVc6dDbRULODU2OrB1E68Ki4szP3K1UyC2h4eH7777HgjB+XNnzp699PzTyy++WBnoVz70oTv27jtAFWqYerW6vrK6sFaem1voHH+9fv7slSh09+/dcmD/1iZdRLtN9YsRs2Fq09EjF7773R/Va51UsoAg73mRLCU5nkumBISdfFG+9U0H77nv5sHhdFdfb3fXMROIEhOGQbvdWy/XG3Xd0mPTwPWKSUlhIsnn8hIiHicCNcF7vq6bddNpQWy61C7aqz290dPanU5raLj/wbfd//YHH7zx2uu1th0HpNPsaFRl5Or/vGO9vOZ5fhhFFIUBIj+r/f8ffh/9v5vvjf8eY0wwwzEsxzAMYRlECMIMvnqNo5jCEIGYYhxPWByBOAhxDHlMRI6TKGjRgIbR1fcZhn5yla/BqxcEMYIEArpsAhAT+FGnq1NO3dNNy7At0+y0WvXKuqF3k6o4Pjo4OjzYX8pTMphKyJLIMRgRDDiWIXRdjMAwQhgAGkR7mqPrbq3RnZ1fvTK72GzrMWQRIwQx9gMQQwwxgQhA5Mexpaps/0A2nRYJ8mHswTiEUUCrAAxCMIa+H7i2b5muTglipbu21pq5snbq1PTpU9MXzs9fmV5aXq3TuQBmIWHLterxMydnFme7dq9ltlZryyu1pZXKSrlR83BIj/r/6+v//qNnvxgJDbUf9Px6y2x7AMVYQSRZa7inTtPgsiZKuRtvvHN8fMuli9WVlXah0JdMpJt1u7wSdJs9HLGuFT3/zCvLc5Vssk/m00YPtOuupUGzC7u1MLCFK5erZ06v1xqB5QZuEPkRoIlkEDpxZDu25vt2/1B6975NYxsHRjf0Yw4GcWAHrkYZhakbjulHPiKI4RmGw4RBhAGYAYjEdBg6SODbAg+yKUZkPFUE/QV1Yji/YXxgcnhgtL8kYDR97twPvvndx3/4WHl+FbsI2CAwQuIzAhYDM3B6nsKnNk9syyTyRteFEZfLDhQKQ3HEdDomz8tRCKhVcNxVrbIMI8sJWVYxtTfCI0B4Tg1cEDiAQAHGnGeC0CXZRN/I4FRCzmsdu7zaatY0h84IOAaKdCue7YduiCGihkcQYhnMEATiNxLMAADNlqHpjqY5HCf09w8Jgtpqmz3NCSNsWZHjxmGIBQGIMvTDqNu1Vleqlm2WSrliIe+5nmVZhMEUswxT0zW7p3VAHKQSiWQiiRExek6zqvMotWl812uvnAz82OiZvY4eBvHK2trcwjwv8INDg5Zr1xuNYn8xgNHo+NX/6e2R147OL8xu2Djw6x99iOL73//1F+rr7dtuvreUnbB7pF7Wb77uhqW5telzZ5dnp4vpwkNvfu/erTdtGDzwi+/67QQ3khKGxvt2poVBAWYTbAm7YkYosrFcXWm5vVDEckqiNTmZh5zIcBIvUn+DmEQA+kHkezEl4jAgoQN9M+aAyAZCqEO3FcU6wa7ABVKK5BIwF7YI7AluDTg1CLu8VYunT6w89+NXzx+biWwi86nAjdfXq61uJ0RRU2+1rU7X6lqe0dHbCysLjz3x49eOv55Ip1LpDMOxiUw6XyrYob3WXLs4d+7lky+9cPK5srY8vnvo2nv2pEb5Tljmcv6DH7h1bHvxs//1LSUrO1Engu7eAzvGJ/oJDn3PZRFMyGJaVReXpkdG+zdsmmQ4hi7ABf7ARKl/MtWy5+aqr5xffPKbj3xaDxalVAjZwDQDzwY8gxRR4RAHfGDrVqfdsS2bICLyrCACgELD0qu1xlq5bjlOJpcfGu5TUxLVvmlbpmWFIKb5sG3blMzBGGFAfmqiLMMDhAAVqalZ7UYn9mPLsCqV9TiOM5lMHMWmZoRBSEESBCBwAnoi1m63M9l0NpfyItcJXYZHiKW0mhUUlpUw4QEm/1dHEKEgDEEMRFGIIbRdn5r0z9oJwxHC0SsmNPrGpm71OpqmGy6tRcdXB/N9X9e0ZrPl+97AYP+WrZsKhQLHS7YbLq2Up69cqdTKrm+5ntlo1JYXF4f6h649eN3WjdsKmfzc5Uuu087nmOef+3aneXlsSAFeI6OGAmOvLS97bsMPV597/ptPPfNtSBxBFGs1neP7DEuCuP/Q9W/JFbck01Pp1Hg2MxaG3Jmzl8+cOd9stwBma3VtYbG2uNRCIP87v/tX6dTo5cvryWSeIUKzqWGW1Xp6tdLsdHQEUSYjpdMSx5EoBJ1217LMbCYlS4leT6NakyTFDyKGiNlMcXhkIpXNY4bleC5GYbvbclybcAwiMJ3JGIZz6fLCxg27H7jvvarc32n5DJPQ9dB1IwDw9PT5KPb/7C8+fsNNh+utar2+yjIhIYHrmslkemhgLAqI4/iJpLK0NN3VKwwTpDLs3ffd9NFf/cC73vPmt7zlDr0b5jLJa689RONUOpVxfag3uon0yPjUAZYd7LT4dq+4dc97zGDk2MvrgN/Cittvve03RGHPSy9Ups+1PDOkANqXiSJn7sLpJ3StZVk6RsyNN157++23igJz8uTrs3MXa3X79GlrYkJ6K+VI1x6OIfWKs3Pz02fOHD995pggsIlEYnpmwTC1ocHC8PBQJp1RZHV8bCqZyrx29MrDP3ycSjiTKRAiRDFybIvlYt2sdbS1RIo5eGjbm+68dvuucVbw2531dqfm+ZYfeFrPaNR79ZrRqtutJnWBar2xJqlkZLQoCCgCjqSQGDh+0NWtinG11wH0osinzmJYvf7hws03Xf+Jj//OQ295qFPX2jXLs+y1lTXf964CFog5jg+CsNfTrprs/+A/6Oe3NpY6McuwmMEQAUraIoAAop5Nn6EY0XsC6Y8sTR+BH/kOZRMezQKjMKItDALfC/wgoJAUA0BF6TqeY/ueGzqOp+kW7Y4T0Ce9jqFpptbtdXuaaZqe51HoUyVhYmxkanwsqQgCxxA609WNxnTwMKBLgRAyfgA13W60e/Vmp1pvr643V8u11dWqadOUkUGYj2LsBzFAhOMEQkgYeHFoCgIo5JVCTpU4iGMfhn7kunQ1eqdn6Bbtes/qdoxGvbuyWpubWzl3dvbY6xdPn5yen6v0Oi5dne9FfhDFMG6121EUUM+8MH1uaXmm06kZWrtntHVHc2MLiZFcwFB2L6+8vtQ8nRqIY7FX19es0IkQG8RyV4OWw16eXnns8acx5t50+32ymD13plEpG5S78IyUTwtJGXdbhm/F0+fnLM3PJfOhR2ReaVWNF54+eezI5YtnVqfPr7/+6uXZGcP1QQQRJUhe4DueBWDAsCCMLMyGUxuHN+2YJCKwfc1yLNO2TduxXKoTzw9CPwx/+oljO45LNRSFhEGiyAoCgzGIIj/yrTjQBOwN5JVNk4PjQ8WkRIx2beHyhSce/uFjP/jRueNnXM1NiymFVQIzsDoWrd94uq+3DOCBtJTZNLF1x5Z9IwMbEkpRlfOikGq3DMP0RFpqkBSe5yVZplYWgzifyw8ODitKksoEAI6KwjZiBsksUmOfc0xAoFzMDefTA5SHm4bLYF4WElRcGHIYsAxiCSI0hnmOC6JQTUhqkpdllucReEOt2dRXV4yZK23DCGU5S0ddXen2eoDneIbIhuGXyy2tF0gSjascx8uNeufsmcvrlSqAIUSQ5RlRFl3f83y/NCCKEotQVCmvGj0tnyqIXIIFykjfRteIV5bLLGa3btqSpQn+yEgmm7VdZ2FpsdFulgb7kpnUzNwVOSEV+orX33yjkpLn5ufa3bXhseSvffytt9+17+yZ+cXZWqveu/XusXat118slpdnN28cHR4oPP7oT1rrzWt23iDEQ/u23PK+Bz9w3d47Nw7vDg0usti8OsQBGkcZlU+rQppDgsRISSmh8DJPeBYRiqYQYUBwTP0QMwgyMCIwYhgg8EgBDoN9ahocH8oKSkODrc231y5XGnPdlfON8y/NXjgye/HI3EuPvv7KY8cuHp9furT+6vMnThw7D2ImmchQU+yaOoZMo9PQHcOKbMu3KBifPndaM/SH3v7QH/7Bn/zuH/z+n//1X370V3717e9810233JQp5s5cPvvdR779+a9/7m//9W/+7NN/+MqFZ7ddO64OMNPlMzjhf/Bjd6T6yenLrw5NZMq11pHXjo9Plm6+5dDE5EDg6Z1W+aabtqQzPCOF2b5kCH3d1ZSMlB1Um/bSk69+6+uPfOrZ17+aH/bljI1ZG4LQ0aPAYhQ+m5DSKIaB41uGbRpWEISYYIgZCghXmRPErhdVqsbKatXz3WQqXSjkBkbyAEHHcWIcQQJ8L/Q8DwHEshyLORDHskwkHseUMSBMB283O5qm1Rr1dq+TTKUkSep1NEMzPMdHEHOs0G31GrU6RiiZSmAGOvQXsYtZGCMQE0jdI0IAMIBwmLnqCpg6tW7qMQR0GSH4f93+n/+W40WWFwkjgBjR9VuOZ9t+4NMhURgB1/Eou0mmM8lkgmVJHIftdvPk6RPzC8tRzHCcRInO5IbxfCG1sHhleWlx546dG6c2RT7stLSXX3ip3aiU8pIqu1FY+dbXP3P8yLOrcxc79ZlW43SxYDHM6o9//Nlnnv0uxmFfaWRqat/1NzwgKuMHD9//a5/4Ey9MJTKTUxsPP/748cvTlSjm5hYWh8ZGRyenWt2ebgeK2mea7Pve98tJtTQ7Uw8iMYx4TQOE8J4bcJxA16woMkLQtl3bdkActVpao6lls5lSX67d7jm2T5mK74aZTLHXtTGWNm3eMTQyihka91AYB91eM4jooY0uyaJlOzyvMERZWGxee+3dd93xTkPH6+vGxYsLGPHtTieXT1+4eGpm9tzv/P7b73vg+mbHararySSbyagQIFFQU2pOlhP9/dlWd/Xy9InV9ekvfunff/TIN4YHlW1bc6IYRSHesHHAto16zWZYOfRBBBgAcE9jujrm5JKgjDWa8Y23fvTstLNYkSJuhxdNjozeqYi7Tx5tLMw4ojIqy+L4YDKwa0/++IcQUn11DMORJe7w4Z1ve/A+KpNXXj5WrS5PTskTU2B0XLjv3ht+/TcefPMD1wPkyKo0NdU/OMAoitdqVmu1SqvdWpxfVES2mB8o5IuSKJw9u/b97z126dICwypxjIMobHVqvAAYJqzWF3t6ZdOWoXvvu/mmmw9kc1JPa9UbNU2zCGYI4g3Nazft0CeW5S4tz0WxNTbeJ8us51uSwmB68hF0u9qq4zViYEexB1FMFzA7O6116xhHFPc++Sd/+sk/+b2EkqusG4rM8QwUeSrhtMALtu222v9/TOkQ5USB7QhIAAAQAElEQVQRwBAShBmECL252q/eMJBKMqZ8IfL9KAjoDYiu/hgGoe/7rud5fhAGMe1BEAc+iChw+sBzQ9Nw2h2Duo3Ws+iPCLI8I8Cr/6LIty0rCDxaCR8c6B8bHe4rFRMJmaeoBEHo+Z7nhWEIEAKQhIDW0mJaEVmvtmuNXr2hzy2snTl/aX5xzfGiCDJBBF0/DIKYLiqmK4sj6qsQ0FKc15dT8xmFJzHPYFngCQCuaZma1W7q66u1teX1teXq7MzS6VPnjxw9dvS1My+8cObsmXVNcxlGZFieMAzDYkJgBAJZ4TKFpJri6Z7q9RVE/NHNgwev3XHDbbvve+jGex+84cH33PSuD9xx693XpkqcFa2pBTfimvXeUgiDCPAYpRyHvXBh8ZVXXz1x8kRCzd5x6y0bJydpzdnomgOFdD7FgyB2DFvvGH35vkKm2Kx1mjU9nSh5Fjrx2uXL51cWZxuvvHh6vdyTEhxmUVcPLVqgYqlEI0HEiQQviEhWGSUlIzbWHb1cq0aQLh67Xug4QRBS6UDPj3TD7HS6PU0zTdP13CiKAAAQAoggRDGIfB7GaUWQWKw161cunDn6wks/+dFjX/vit77/rZfnL1cSopxP52CIYx8khKTCJ0M3hj6AHkiIioAFHPH7dl973z0P7dtzw2D/Br0XNJtmLtvvepGkqD5VbRw4geP4bjqb3bRlW7FvEAAmQwXHJghSMVAsHYBAUKS8wKfDgPE9xDJSKpXLpvI8Jwm8IvIqvfkpn4MYIoosgkiFHPMCm8mpw6N94A21wEOGFvkegIAxdLdZ1ywzwojhOUWSEghyBPGiqIp8EkPedwH1FcfBS8vdlbVlgMPSQDGdTSFCOEEo9eXS2YQfWEvLi45l5VIFlctODm27/sBt85dXculCf7Ff5CWtp+uaMTQ0dGD//rHxMdu1lleXm722YRm6qa+U1xZXlt/97rt/8/d+odZa/Md//JdOr/Grf/Xu937gjkszr75+9JWXnnutUBIuXriAAFlfqezdeVBiky8/c7Q/l88l0l/+7Hev2bF7MDPp6bhTtX0TJfj0QGFIFZMSp+TSeVVWBZZjCcsxnMALAk9lK2HCQML89IEsCArPyATyMGSAQ6y2a7Yco2F317XKfH3hwvLlEzOnjlw8c+Ti/Jnl+TOrc6eX588vry80taYTOZDFkqpkZSkJEQMwYXkhxtD0LTt0vNCjFkeTDU03i8X+u++676G3vfvuO+6/60333XffA7fedMf99z34lgff8dA73/VLv/zhD//qR2694xZB5S4vXvjRU9/+zo//u2asAsl75sjT00sLN95xmFPQwet3q1lmrTYTQKPVW4+gmSowhLN1p7H74NR8+UJDXyFKpJZEpciduXLkc9/49OmZZ/RwEcktMWWrqYAhQWC5wGFElEvweYEIoR84dKUBxbTI94IwCBHBksjHMTDNkPoNYYBlhqsL6/VanWc4UZAEjkcQRS4IXUAwfVlkWCbwKOI5oeeDEHIMo8qixAswik3T0k1TM7VasxZE4djYmMDz5dU6jCn2YVmUWYbptjuNOg1gOJNJMyxFkwhzsQc8L3b9OIggQDT28YSwDEKIMCSCEbUcAIGksOBnb3GM4xj5XkAjou24FDook6PriSnUMhxmOLpT62phMsvxbLm63mzW+/pKg0MjvKBmcqWRcUqA8Hp5FeF4fHwklUiur1aNnlVeWRcYvlTIwtBIyMHosFhdu/Tv//jpv/uLP/7alz/1za//3Ze+9GeP/fjzDHb27z1QKkz2l7Y/8MCHxib3LSzVb779TZt27DtyfKZvaPzA/ptvvfktGMnr1Zaipiq16sz8LCOIbggbLWv/wdt27D6wcNXhRACU1VUKdT5hOF0zgzBCGGGCgjDWDa/RNMvrV6lgLp8RJbnZMoZH8plssdXuekGUSuc6PYswUi7fl8kUEskkw7GWa3W1dqtTd117tVzmeMkwPdeD87Prvi/ee8979++9rbZueTZpNQ3XDSyLjhCfPPPKannu4x9/x8c+ficdeeZKBaFY5FnfdvOZ4uTohCKzhaIaRDrDeTG0/u3fPv2Zz/4zgsC0rUQKpNPRxUsXRsbEGEanz07XGlc5Squh0/MKkYOJZGp6dikC3Fvf9htP/+TSWk1SBw5ZfuH6G//XNdd/9IVnq0efmGfUawQhjzEnS+qPH3nh8uUZ0+xcuDA/N0cFyN9447777r9e11t/93dPP/PUlUwaraz2Xj/W6O9Pf+hDb921a8d6ZZUQ8+abNh48NLVhaiiTyXTaPYzQW97ykCxmqCIK+cLpU80vfOFHFy9MI8QnkllqNo5DSwaWrnfqjXKrvS5IaN/+bXfefePO3VOEAZWqRuudAF6tpbEsTzBhGGLZoNttAuQnUhJPY3UcQBwA5IoyyBXkVFoyDI1ybkpz19bWr8xc6nRo/ltfnJv+wAc/+K1v/+Odd1zfouwwdHgBAxhRw+129G7X/Nk94P/oF+jnNxsLEI+IyPISJwgsy2HMQEhiCMPINnRb1y1Nt3Tdse3A9yk1wBCzVz2cB5CJKQpEMAyg44bUynWN5kCBTSOI6Rm6Yxqe7wGCRVXJJFNZQpgoij3PCXyPJSSVVDPZdCKpiqLAsByE0A8oUwzDGEUx9kJgO1G92Wu1ddcDhulTP1xYLFfWmz3NcYIohoS6Kv0kCPyYQmxMWwSikEFRWpX68+msIuEoAL4fOJ7ZNbSW4Rq+pbkri+uXzs2cPn3x+Ikzr71+/tTpKxcvVXUDMBzkBZHhqAiIJAtqUmQF+rXG8EG9vTyzcN6wGoNTpVvuveGh97z5oXc/8NZ33nf/29501/233XHXXTfdcuuGLRs4CUa4kyx6XKJX616qtZYoGoY+o3V9nlUJRs+/8Mxjjzw2UJr8pQ+87947bksr2Wa12ah04iBicZxLSoN9JdMwBYaG04TWcepV3bERjGlGmEyoxWJpOF/IcjIPWYg5wAhUskyhL1Xqz0oKh3BkuXa5Vqk06prjVuvdbteJQsIQEUOOKoLqhaopDCEAJAhj3w9d1/c8z/eDKIrCMMplcyMDQ3q7e+Loscd++Mh3v/HII99//dSxlVY9wDHDEQzD2NLtdqPTbWmhB0ReSScy+WRWYQWJ8CIj+VYkkMTU2NbDB289sO/GMOBMK1IT+Z5mN1ud9XotiP1cMZvIJAVV7hscHBunYLH1+utv27vnupGhTSASXYdAIAtcRuQzAp/geZlgmmqH3a5BvZpgugrGNKxOq+M7HvvTFgS+Yeie5xAOJ9OJN+YpcYwTCaJKNN5oZ09Pe268bduGDVPDGHGuGzKEmoWAEC1OIIYRZDmZSKQ4nqMxzwk8LzIBDBCDWRrUMaFUwA9smpJGMZBE0bOjbs0RYHK0f5JaIArR6uLy4tyCbVg00q8sLy8szNNwvnHTpkwuSxVBjVAzzVa7/cqRI488euKme4b2XrPL8sLz51aPfK+GsPKxTzywXl1+/zt+b2wqjUBAaVOt3Dtx9OJI/wZb41576fSOrcMcFB/9/tmXn3ntzLELvYbJQoFAwiAml85lUimWYBYTlmEkQVAV2lSBExlCHzMEcZiaV0xohmYabqeh19fa5cXq6tz67MWFs8cuv/by6RNHzs5eWNRatkiUpJBmIl5hkxm1VMr05zJ5WZQBwLZ71bhCihe0qoRgCGAUxxGIYwhADKkA4xDHIcll+vOZgU7DPvrS6ecef+34i5fPnZpdWawSIGzbtPP+ex/44Ad/6Xd+7/f+8Z//4VP/+Dd3P3BHtVt+8oXHz0+feezpR/74L//yu498V0zxnMpN7Ri/9tb9+cEEIzlSylPzODckXl4876K2BZohZygFpm2Xv/vYV770nc+UO9O5YQ4LGi/bvOSxXEhgiCPEBKIMr27HthxdNz3XxRAQTFEuDgLqIz7LcggSSs8ggpKEMYR6N+i19TiCMAL0R47hCYsQAhxhRF7kWCYMQ9u26RXEURQEvuuGvk/DWCadjGEUxoHlmKvlVYDQ6PgYIaTT7mJIVFnmWa7X7VEWBQBIZ1K8KAQ0/8IAMHGEaNADMQaIQZBF9MajGAhjiBGlXIigREqlX/2s3dRNQ7c03exRYmhYPkV7AGOAgiC2Hc9xfWrPdMW6bnS7PYJQoZgfHB7yw7DbM3TDmpmZPX36lG52i8VCKpWoVWt6z7BNxzW8wb5+BtDtm/0DKgRdFlsotEU2su21ubmjZ049Mzd3dnR4IqWMTIxce++dH15dcR798QuMoExsGPnRj152fXnz9h3VWq9W60FIDNPpGUYYh17ot3o9alqEU+5780PtDldtuEFIMGTjGDk2RbYwCGNqiqbluV5IWCwqkiDyiJBCKZNIC13NQDhWE6BcqZmWqxv28lLZdiJZVkyTao1y04nxyfFUSpUUodmuNdo1lmMHh0Yx4ekStF54+sRMFIkPPviBbVuuWVs1atWu6wSdTicI3XRaPn78pcszZz74C2/91V95UDfBermXzYgIAZZhozDkBTIyXhwZzTNsuHv3WCZLvv3tL545d6y/L9ls2ABgRRFdN8qkpbVyfWWlQxVaKqRtjVy80EgmcDIphgDncpNbd976+pEF0wTZwa3rNXZs+zvvfsvfvP6if+zHlPJubLdBNtu/d++ebCZ7ZbrSbutaV5++XJubqwsCueWWfRR4nn/+8je/eZLnuYTKXLjYqNecwYE0y0ivvrr+2I+XL13odrouDe2KkpyZaUxODO7dfa1rQxBzQ4OD7Zb3yKNPv/b6Sdv0ZSlpGE6nTdWEOY7taZ1qbdV0On0DmRtvOnDn3Yd37srEMOj0mgwL0mmFUGASoSSCSqW2uracTCm5XNow6eehIOIwMjgeBpF76dLS6kobI9GxwuWllWpltduhBe6V2Yuvbdky9e///ocf/tBbZIlptxu2bdBcqaeZvkel9T+6o5/f6kSWU0UpJSu0K4LIEYpvUeh5oeuHfuBZjmOYlGc4pkkf4piaI8GYiWPsh8ANQsePbNfXdKvTpWTAaDa7zZbe7Vq65tiWHwWYY2VK6RJqhiEMQz9FiGJ7DCII46u7ikIQhejqQ4qKKIYkBvSAA1l20O6Z7Y5lmgGFxE7Panf0MMJKIiNIimX7FGsgRHFEoQJQuIQghHScKGQhTAi8xLK0gudpttW1OtVuZanRrRm9prW2WLtyYfH06ekzZ6YvXFpdWOp1NAAZmMmjfEFUVJ6aGiegfFEZm+wbm6RFBLXeWZ6dO93prm3dNv6e9731wbfds3XbhnwxnUjwvm94lLsa3U673Wo0er2m47fDuD0xlZ6cSnW15XpzieNBMZ9VRDGwXZqhLMwuTV+c69R7I4OjB/fvH+zri0MAI8gS2FdIiyyqlVeKuXypUFpbqTfrekrJs0SGMTMyPJnJFajMIcFKEitpVs2IuVIqV0wJMsPyWE7IEJPVcv3izOLlK0uXLy+urTRM3Y8jNgyIa8eeS6NKsAAAEABJREFUA2DMMlgEMYkj7PtXKZ1te0FAdYEUSTa61mtHTr347KsvPf/6pXMLlbXY0ABdWDHP7dhRGhsfxkQ0TcekzNHzvSjieSGbzYucyNKsyvISEqXnydCBgUcBXACxoCg5iESAOT9GpuMoKXVy88QNt1x38NABTuAM2xkd33Dn3Q8cPnxLJtXHs2kCExiqCMhxyAUeom5JzYxhqEmyYQzsqzmgZ5q2YZgIMYViKZfL67qp6aakJuj4a2vVKzMzb8xT6JjNpltZslanu/WKlk6ntm3dOdA/Qi1/eWm12ehomm6ZNogBpV8Y427HgMhPZijwhtT26+11zdAZhmFZvtfTbEdvtSOWQSB0K6sNoxtwSEUBiwPSWKvLnDwxNjk+PNZXpGaUDJzgOE0vTp0uZHI7tu0QeHF9rUII21ccePiZH/zTJ0/05fZnc8OWA0bGCy++dOS//uPhv/7079x5/w0//uHxW2/ZTy3qxmvvfvnZk7OXVq4/dMNPHj76/W+89Ju/+s75K/PlpXJluYpjlEtT76M2YMURhV0+lVBVVZIVWZKoYSoctXjEhiH0HWDpfqveW15Ym744f+n87OXzszOXFuavLK8srDfW26bmxCFmGZ6nSiccQcQynZWV5Xq90um1NKPTMzptrVXv1MqN1UprvWN0DNe0XPqW6QcBCxmZlUVW7CsMXn/olkKq/8jzx5957BWnE+aU/pRY7E+P9GXHgMe2K1qr0mvVet2mzkBu69T2PTv2Hbhm/y/+4gff+c53btqypd3pnDh14uHHHvnYxz/2yf/9p5fmLjIKpXHJzfsGh7dIWHU9pinkAwPWU/3MmdlXv/q9f//c1z/1/Se+pIWV/omECzpyisKY7/u2b1ux4+IAcoATIBc5Xq/dNQ0jDkMavwWBhxDSxbuuR12PpcaIAUZYFqRkQiQcCPzYMukOzdAPJIlaIsdygPLXGMQIoigIfceFccxihDAIA891nTAMGJYAGLEihxi8uLS4srY6NDw8MtLf63R/iga8JEihH7cbbds0JFlIqDImIIIAsRgyABAAGApcCF7NswLHd70wiAA1TygpQraQAz97s13qYVavp2tdzXY93w9dx7Ns1w8j3bDa7W46k0unMlEUQYQoxXR9b3ZulhpqPl9cXSufv3hRlMR9+/fv2r2rUW1cuHDR8/3zFy7QRWm9ruOY6bRKcGRZ7fXKTF8/Pz6ZY0mQy+U+8P5fvueO92ptKZvcfuuN74qjRK/n3nrb7X0DA2vrQSKVe/Ob3zU7HZ87v9Jo1j3ftWxTM3RBklzfrzeb2Wzp47/9e0GEWi0joSY4nm927CBAvMADEOYLSjaXpFdJZg3T6lIyyqBiKZVM8Z2O5rp+saR0e+b8/IJI4V9NVmsthvAcy5iWZZq2IIkbNm7YtXvnyNhw/0Cf51O0DHq93vDwuMgn2m36Ybm80p6a2HXnm94KIrbVcOfnyhQUBEFoNeuCyLz22otHj778jrfd/sd/+JYwDGeurCPg9jp1P7DDyItiL5mUCAldTx8dK1VrS//1n/8MQOQG5tz8Wi6fRhh1OsHA4IgsJ2MPCIwkM5zVaXOE3TA5tbK83tX0Q4d3sWLyzNlpxHJ1DV062xocu+vGOz7xyE9WZi4F117/0GtHz83OLu7YsRFjzHFiEGDPDTtt49lnLpbXwgfefM2tt97s+y7NLalyp6bSkkgM3RscKO7aOSXwsWObFOsiasMs12p2V5btt771PQP9U5V1I59PT00NdjrOiy8eOXr0GIYihpKq5kMfaz0TI0ww0rVOt9tUVP6aQ7vuf/Nthw5vymRFP+z6UY8XKK5Ta6L+FdKCtKHrFJFUqkSOcBy2nR7VWKvZ7LTNlaXe2rLebbvtFj3c0By7G0dmu7UyN32MpmR//Kcf+qu/+p2+UuryxXK7ZYqiIPDqz+4B/0e/QD+/2bLJRD6VLKRTuWRC5XkSx75jW1rPMXUWUSwKAs/xXdv37DDwKQ8jGEdRrJt2p2s0mlqt2a3U2uVyg/b1Sm15eZ1G1kZd67ZtQ6OlEwBCBgIOQxaENBeFDEMYTCAFvDj+v2/qp3/Dq+pnEeaiGNl+3DW8RtPwfBj4mFazOx2almFJTgiSSt8JKEdABCIEISQYYES9IKLhCqGIw4yA+cgM3Z7n6b7dcupLraUr5ZW5yvTZhWOvnj1/ZnF+xlyvhJoG/AiwAsgUOMzFMfJYMRYSQE6hfL8ytaVv98ENB6/fumnzwLYdo9dcu+3aG3Zt2jzGkLhRX281qq5j0Rkjz7F1o9NqmT0NRBHHoCg0CTanpjLbtuYDv1yrXpSEICkxkeMmhUToRqePnX7uqecun79ABZRLK9u3lCZH0wTEHBOVV2dNre06RqvRsPTAc3Gz0VtdXW80Wo1mc4763HLZj2wxIYgJLp2Xiv0pSWHD0BN4fmRkLFfs7+jOpSvLR147s7hQWVmoL85V15box6ZtxXHEoJiLQ2zbgetSZcZRCGOIf9oRZoW19ebLL568eH51ebHdbQOOBX0lVCwmOT5BGEUQEpKaEtUkL8ucKFMApDEtkUqMDg+ODQ9LnCixksAoUcBwJBH6TLvlDPRvyOWGwpDEiGn3dF4Scn250anR2+6+fXLjpuWVNbqvKEJXriy/8vKZhbmq7xIEZNpBzHsuomzecSPC8YW+vi1bNt9Fq6E33LB//4GNGzcqiYTt0RhGxic3DY2MG6bjesB2I9v9qTGBn7mxhKqOyFk8ujUxOp7vtnunTpyiFU+CidZ1G3VT6xosJoosU5vTe1qj0YkBoec+TuBbbkez2+1eW7cchAVZSYkiSWfoGqJGvaV3LYUrpOWSq1Gipzk9u7ZSO32MUucXjh85Vi1XYQiSguIY7quvHHvqiadr6/Xbbrjd1dyklLpt1+0/eenxP/v0p7PpDatr5te++c1rrt/sxtZX/vsrn/m3P/vCF//t6GtLWsc7d2r6fe/6yPpy+3vfeuQD73//4WsOv/j8xesPH5oanxBYJvQcDEKexTwHo8CKIgeRyPPtnq41mq1yrba23qAmtrLWXC+3Kyut6lKzttymHNXq+CjgBDahKpkk7WpWVdKCIAVR1Oy05xYXjp85MbN0mZFAyDoBa8ZiwKZwdjgxvmN4z3U7th/cPLVrYuPOqbENw9kC/ZDHNEABmrQR34jMlr9heNtt190daOgrn/32d778oxVa1141e+uO3QwijUCH5yKZhLzRsuamF5YWVkQkTQxPTY1sePub3/Hv//b5X/2VXy+VBmmec/T4a3/+d3/xiT/++G/+4a988Dc++KFPfPQfvvSnf/XZ3//m4//1V//yB3//b5/8r6/9/cXlI/lxdsv+vpGNyZgz12orPiVjPvAc4JqB3XPdnhXoRuRYkedFQQCiCMCrkIQI/TsOwoB2BKEkiQKPr/4UxopEhZLmCOfYjmf7oR/wDKuKMoiIrrmWrodXATOKQRhGtMUIIY6j8Ic8z2k0ml7ohjCMQBTEwcrqSrfbKeWLsiCFvh+4Ph0WI0bTTEpeqdxSqaQiMwgDwiLEQYqmiEOYI5gliCDaPT+g5ShB5op9xaHhAWp8P2unLM6lK3Nty7FdxzNNp6sZdAGBH3EsTwhdjFGrNw3ToqBLpUOXyTJMo9Ggi8cYbdu2fc+evZ1O7/TpszQQiCIVlNBPw2w64XgWgDEV2uLCQrNeT6ZFNQtbvWVOEAb7NjlWytQytlkYKO23TO70mZkNmzbtO7iFl/hECk5t2EATBYT1vXu3btw4VmuUvcBJphLHTpycmV08fO2Nv/7xT/QNDGsGtWfDdX2EgECNnsGqKhZKiTAKqfSDENhOaDk2LzCZHC9KoNmyuz1XlBiKF7qBJEnu9jRekBDCGGHHAbKU4nnB1A1J4CcnJwr57OjI8EB/f6/XrdXqgwPDGzdszuf6OFaxrSgO+e3bDlKLr5QdCLjqertea1GL4QUun8ucPv/aK0dffMt9t/3ub7/TsGiNs9HrVRbmLjWblVarAWCQSiuIehoLZJkcO/Hyj3/ynf7+bLmyIKscw6Cu1imVSoThTTMCYVxM5QqJYn21Gzuca1BDRYEHDl6ze36pdvbiSnFwhJCU3gQ7D91x/9t/68XX6pqTvveBB06ePLG4uDwykgoDN5GUR8f6MOJbrc4rr5x45pmKIAr333+oUMicPn1xfn4hjtH4BKsoURwzmzePDA6otUqn2+nKckKRU4YWHNi76e47HxgamPIcIgmpiYnJICCP/viVnzz2ksClJSETRywArEsNHGJE9xa6jqvZTm9gKHvnPTfefd+hodGUFxiaqXu+D1EsS4SS9YXFJcfxN23aMjAwQH2AF7Hj6s2WhiHUOu7qkttuut2uZeimY2rdbrVaW6w3l85ffLXdXb/3/jv/6E9+Y8u20vq64dhIlmXwP7uhn9/yMmoirSZSSoKiCYtI7IcutX3TdgzLpNmZphv0apguTdcCj7oliOIgDHXbabR75fXa4vLa3NzS3PzVvrSw2mj2DN2jivEDEAQoCqgr4zBAvh/5gY8A5BiW4xjCEBogWQazHMEYhxRAEQIYU9+z7EDXqb9ZXd3WDVfTLdvxWUYSBcU0nNXl9V5XT6UzBDMQUHuBBCOMAK2HMCiig0k8r7AyE3EcFHgo+XrcqvRW56rnT105fWJ6YabdqMeuS98HLANYDjA8RBgyLEyk+L6B1PBwrtinqkmkJGA2JwyPZq69YedNtx7YuXujpDCtdqVaW+tpbU3r1derizOLtISzsrS0trRUrZTbDeqk9fXV1YvnTs7NnmE5rVSCMK7WK5cxdPtyfQKWZU5BEYq9sF1vXDh3ZnlxTubZgf50PseybLi0dAXG/tnTx187egVjQle4vFQ1NIpEwsrq6vxik9aJMAcZERIR8jJN2VhRYkRFSGZSsqwaurO22uj2PNeFrkvTVn1+dm3myjJ1SOr2ELKBDyzLD7woCgGCDCEsQWwYQMvwOm1N77mBxzsW06qD1TWgdekbKZHPhCGzXmm2ewbLS6KkxAiHMGYFXk6oiaQC4jibSo8Pj6bUpGW6jWo7dCHLqL5Ld5sdGd3A8LLnR/PLi0ury5ZnlYYKNEBADDdt3jK1YYth+S++cOTC+SuWGUliBsYiBqIq5fL5/myuJEkKy7CCJCZTCQxgMpnctXPn29720Lve9Z6DBw6lU1mEmEQiOza+eXhsQ2lgNJXtB2+ojYyMbN02vn/fjq1bt9EUvlZrnb8wu7A4HwS+JGFCAMtCzOBut31lZrFc7iiKkMmoAOAoBpyIBYG1HbfZbDseBeisLIsbNsi5LOIJy2OBBSIHRa1l2Lp9w3XX9xdKxXTuwK69h/YdysqZ2IuG+oeuPXj4wJ79B3YfmBqbWlta07rGof2HJ8emfuHuX/zkb/51CLm5xbVnXjj/zW8/++l//51f/82PUoj+4cNf+d73vtPX19dqN1VZKDdXPvvF/7x0ZrqvMBdcpbIAABAASURBVMgStpDJbd20cWiwD8HYsTQQuqLIsDyybK3eqFQq5ZWV5fnFpYWl1ZW1arXebrcNs+cCC/JATkuFQqIvI+V4LEUutDRnenru8uUr01dm5hbmK/WaHwWpfHpyy4aprVOZgURhNNM3nu/fUBja1DeydWhyx+jkzvFdh7YfuH733mt27Duwe/v2zcVcDgNIAEonMoETV1dbZ09Maw3n9hvufevd7/J19MQPn339+dN6zWECWSTJyIJ63aJXhU0qXCIhpCIHzl9ajD3EETF04wfue9t/f+Vr//qv/5bJ55dXl1bqq1VtfV1bfv7kk6dnjzC50BO6iQIpt2ZCtpcdJKxq17X5czNHK82lbF4KPI8gjpY9CJICN7a6htFqGa1m5Hs8zzEMiyAMAvqWT6+ARv6raSOFFV4QuDAAtuGBCPAMx2AORRghQl+LohhCCELgm8CwgsCnOQrmWNa2g1Yr6PW8IPDp4IJIwQ8QlvSMLvWIQiEXhv6FC+dtxy71leIwdl0XQMgxhE6k93TPdUSJTyRUTiAxgZBBhIGEQYi92jGHWZ6KFtBFZPOpXCGXSCbAz94cx3ZdB8IIM8h1KfBqpmVdRWaAIcRxBD034nlBTaQYjpclRVYSumEtrywCGA6PDKuJRKerLS2Vr0zPy2pSUZR2r6OosuNanV5blCXCCdV6ByJhdHxjrd1m5cTExgMDQ/t0TZqbNbZt3ZUt5KZnVgb689t35E6fWqa1IVXBFNvrzfnN29X9h0ZiZC4tX7YcTRApIOTf9Kb7H3roFwYHJ5rNXhDGDI0lLCEMYBhaiYi6PW1trVWv66bluG4YhpEsidmsLAjQtALLslVVyOdV0/QqFa1UKmhab3l5JY5ilmUokRUFlMsmwjBwbFNRpXQqTe/7S6XNmzdl05kwCPv6ils3b1XlRK+rdzsGQ9T+0gTFVVMP9V40N1vvdu1e14xjmFbTJ44fOfLa8+99932//Ym3Lq00NaPqOO1mo0oJsa4Zhq4hGBEUqTLXble++MX/iCJrfHyArjAIYE/rsTwbxDQyB7btEOirvFBbjHiYySgjvh0Zpt83wF5zaO+xk3MdzZna3L+wtrK0Vt934+Gte+546ehMvjT67ne9/+ir5/v7h/bs2Woaeqftbt7c96bbt5eKGRpijr1+5vSpK/39xRtu3Gwa8MyZmRPHzraanVQSSAKgup6amKD7jSMkCgnT8GsVcMcdb8nnhztdSxCTnhdLkuh78eOPnXzumSM0B1bVvCJnCRZ1zQkCajYcNZIodoJIVxN47/5ND7z1lmtvnJQTkR9GpkU5BVQUzvc8qgLbdovFUiaTKhQzmATNhr9e9k0dwIhxHbZR12q1ZhSFDAaa3r48fXZtdWZ6+uSly0cPXrPrb/7u9266eVO92nNd52f3gP+jX6Cf32w8x3MsxxBMHTeOwiigxD/ECCBAI4Hp2pbn2v9Xp/e2oet6r9PtNZrtcrmyuLRCuf/q2nqj3tR1y3JoksRwNNpzEs+KDOER5iBgYARDH2BEWJbleV7gOIHOyFBMItRKwohOSztwPV83rWarXWvQ/EE3TE83HccNCKYLFH0/bjY79UbbcX1FViGEVCYEYXK1YYIgRTSeJ4ooSKwiEkVlUyJSAhsGNgo91Kh41TXftQEGgGMBywGGBaIIJfqBwvcNZkfGiv2D6UKfks6wrOD7Qde0KR7UPL8dRybtga+DyOdZWmKM1lfXzp2+MHtpfunKUrtS8R2NQVAVxXyqMFya7C8M6N3a3OyxhNrduSutSEa3tYx9lJb6rtlzbTGfD0JP5Nm+XDapio7bDXxjcqyfZYGlR65n1hsh3VpS5UFM6Pb6+kuKwne1NsIgmQExHYiJMnlVVnlBYpIpJZfNKIqqm/b0lYXl5TohSjY3hGLes2Nbd03d9WntKmZASFwnpuzNd8PAi6g8Az/2g8jzfcd1LNPRdb/RcCplS9OAKAAlkUCMarnY86Flh13N6ekWdVA/jg3Xaugt3TUiGF+5eHFxbjaXTg32DyiC6trBVXJgeJ5PN8EWioO8IENEICG253iB63hmBCMvCF58+ZU/+OM//tNP/vnxE+dGRqfGxjcSRuI4lecT9FArl+8fGR4fGBiksSMKQ8uyDcNYWVk6e/bs9PR0DOCWrdsPXHO4f3BkbGLzPfc+eOjQTaOjmxAS6axvoAeBF0X+6uryyVPH1yvruVxycCDlulQgXUlmUylWkgXT1CuU2rbDGACqEY4XMEaSTNSUJCosZjDC1AqI7/tR7GMCcll5aKifQA5GJKFkOu1u5IUXT15orzcD3dMavVa16ZoOAwkIAPBhPp3niXDp7IX7797//ne/75knn335+VeeeOzJ1ZX67/3BLf/7b37JjZR//K9vffjd//G97544evTiwoL1jofeDpDFid6ps0f/8i8+/N1v/esLz73+j3//udXFuirh/lJ+gB7npySeLiFywsAJfNv1DM+3QhBAul7CsETgWEkQkwk5q/JpalACknHAeEbYbRjry7WFK0uzVxaSiWwuVxwYHBqbHB+fnOgfHUoXM0KCV4vK5M7RyV1Dm/aNb9o7MbVrdHhzKT+eTg+qXApFrMfSZQwXN26e6u8r8gybSWT2bttzx413jfVNIo+tLDZPHTnfqRi7Nx2YGtx26eTc4z945uxrF9trXezzCpeUmQQHBBywVptSA78vPVxMD4Yu6rUcmq5MTy9hwv/H5z73+a9/eWTD8FJtwefcwlQ2TgYo5dbsVY81uEScHRD1oDa/di5mzYHxTDIjYAo+RIxDJvCY2CU4YqkWWBBATw8cMwxDgBEFmMD3XWoEQRDTFsW2ZdO/BVHkOArIUeDTHsZBhAAhiHEsm76AEeIFhDnAYBCFUUCzKBBHMYgC4HnAC2KAYlkWi8UsLzC253mBx0mcrKrNplmtVCRJ4nmewQwBhGNY+pfrubqmh7QEyPMcx1OtIYIQgwAGMYzCOIwAJRIRZECS4ktfkTC42WmCN9Io7EQMx/ICTw05psMDhBCh1u44vhdEoiQThjMNu9Pptttdi0IDIZNT45s2T0ZRcO7CxXPnL2Mi7Nl7aHh4tNXpMSzRjF6r01ATIsux7bZGmEQyPWo5vJwY3rbzFswNSup4MjNZGth84PBW22uwvHPd9ePTF41jR5aH+7ZdvqhFofvhD98lp7iHH/3Gd777n1FkOZZx+fLsQ297z1/++d8GLjtzZY3nZFGQMUG2Y/Z0y/UClsUCT3iWNuqPbhD6tACWSAp+ELSaDsU6RRWGhinUA9v2DUOj/JRlGCqzTDYzPDRkU9B0HEKAaWqWaSRVVCqmROEqtuQz2WRC1XvdWqVOPV2RKJAz7Wan27EH+idFQe20g1YbdFugWTfnZ1bW1+q9ri6K0uXp8y8defojv/S+D33opkpFl9XY8x3b8spr5WazEUeR7zs8jwv59IULp/7rv/51fGKMWkgEqBqiZCbJsAxFT44TklkqPUZmS66Oe824vFrjuTj0Y0WUdm7dVK32mh2nbzhVaTdqbSddHEtmRr70xe/uvW7sllsO//dXH63VNK3nHX311PT0Wrvtbtiw6bprN27bUrp0qfLjH7+EID063zQyUmy1+FMn18+dnlsvU237VdoqDV0zOI7yqrBc1nfuGBkZHtU1jwbobk+zbGvT5pFcVn30kWNPPfksDfcskYMAcRzF70QYXnUESRai2G0016LY3LV3irK6tz903fiEZFmg0fRjCCSZ6bQ7Fy9e6PW6Y2PDIyP9+UKGqkXvgVYT6D1o9MJ6pbO0tFZvdBgqimTCtk3LMYPIqtSW5+Yvbd284ZN/+ok77tpZXm1Rbf5P7hRBfl7Lw8BDsQsiJw7MOLBB7FGE4zkoSkRWOJE6I8cQBscxsC2XOmq11lpfr62ulheXVpaWVyvrNa1nBRF9OVMsjShKVhRTkpQUeIVlBAQJ/TCgLuV7As8LPMNT12EYQiDGMI4jx3Msx/HC0A1Dyw2pbTTaZr1h0ON5TfMAZHlRCQFstbv1RjOCMJ3LSorSo+wjCGI6NIoJRgxFHgAIBCLLSiwf2R72Yx6yTESACxQ2MZAfyahJBl59h2UAQYBm0jEAvMRSoxkZ6x8YKKqqiGAYhR7AIWFABDzdaDVb6xjT+d0wcjGKeQHxAuZYJAhXgS8M4yiMMEfUhJJKydRkE6nkwGDf9m2bb7z50L4DGzGvOV651M/mciQIOyzj97oVVSF7dm3eODWcy8ljE6WNm0byhWQ6q/i+GUKgme7gEH/XXbuLfSnHNYeGS4PD/ZVKu1EHogjTKa7dArbtDA4OZPIZKZ0UUgkk8CFCmuU22j3HDRlGjELiByCGDCcokpTgeAlCxvcpiIS+H/Z6drdrdboGhT/bonugcCEJQpJmXdnsoOuBGMCBwdFcrq/T1ucXVtv0zJGVKPZVqg2qKjWRBIhZXq1emVukM45t3Gw6ge3DGPKKmsrmC7l8jp6THjp0uG9wuFAciACh7to/2AcJPHvuzD/+4z/99u/87n9+7vMnTp6ihrFjx45rrjm4YWoqlUrt3XNgeGiEp3NZvudFipoolvpz2SLLsn7gaYbWNzAwOTXl+cHMzEylUhd4dXh4nBCuvFZNJbN79x287fY735ifXL4yR2OP7eqGQf/oltNzA4ewcTLN5QvpkbHBXD7D8qRvIHPzLVtuuGGHIPG6pkEAJVkSJBEzjCLL/f0DmWTa6Oqu5c9dMQJfSKUypuUmlPSOTTsC3S+kqHSopSVYhieYlURFllTDsOhZ1Y8fffTJx39SrZTp8//4t+/NXJ7btmVHrd0cmxjP9ikPPzn/1//wveHhwrOPfffd73/w2WePf+Y/Pnfbm+48ff7kwvL0l7/6n5/+p79cnmv15zYTIpha5NvINOO1tdWLF8/X61WEY4ZFYej5gUMlGUUxywiSlEgk0gk1I0lJjpVZLPpW1K13l+eWL567dOXylUazzvLM2OTQjr3b6CtiWkgUpfxQtn+iOLyhf2zTyOS2ieHNA6khJT2kJPsltU+Qi5xS4lP9cqpfKYxki8P5/tHill2b912zd3xqnOEIRZLJDZMjk+N7rjl43U03TkxNapZ15uyFWVra4dStUzuotzaXWxdPz6zOlr1uGJnAavtWx2NiXuGSrhl2aj29aSX4ZC5ZDG1odpxWtbt10/Z//qd/vP8t95TPT/vALI0UqIH3DWXdoOcEvm42Wc5PpJk4NmxTo5mFpduxx7YbdnW1167bICCpRCadzkpX/59onJ6u+aEfxnEQ0qOGiNYHwjigstN1Mwh8QeAURREEMQKxblmG7VD2E8Ux5Tq2ZXEMl0omMhmqWhlD1jY9+obEoXyJLeR5UWCjIAx8n+NYGAGBofLAruMkEoqiMo1Oxw19KaFwPEcw4Vj6NxdTGeiGY1NkjinWEQxpi1EcwTgIqJs4Dv3eogCACv35fLHo+h71DvAGGo4BjjGhtkz2BrawAAAQAElEQVRYjuFp4zg6l2k5luPygiSKcrejrZercYQAwIZuMYQVRa5WW51bmPZ9X1HSokiNKltrdFLZbDKl2p6B+bhvqM/x/fnFchRKvp+YnbWyhWv6h26YXbBjkuk5wZbdm5qaNbeyxCtkad1bWGzdcO32m27YnE2r2TR/7tyz//svPv6lL/1dq7OoJlnHNhnEbd28n2OU0BcUOefYcRgCjCHBhCFEEkkmyRTSIhUqgAj9NNhgFiIC6EYs15cTXL4oCBLSzbine4RFtKBIF6wkVEmSSyUpCumebZGnEQF0Wm1Lj3mOT6qJRqNer9WiMBQ5wbat0LML+VRfKU/npTIpFobGxjYTxJsmMHpgZanbbti9Nh0nIYmy1utcvHhqfvn87/zuh9/81i1LK1c5B8dJq6vO0mKr3W55noMQSCXlKHK++IXPrq8vpDMKZkA2nyv1SZmcHAEWiRwrCwBDNcOtrsE4khdnqzx3ld3PXpnbuqk4Nd6/sFBmWDI8UppfXEymBbqmgcHBH337mckNmQ1TEysr7QwVq8pfOLfUaWMIkOexHJfavWtvJpV7/vkzrx65KEmJPbs2bN8yrCpyreo0arVshkKxaOru+nonDLGuu44NPvzhX92yZdepk2cSSRrxZctyCoUkwuDHP7743HMvRmGkyilZSlBTgZDwnOh6HoRAUUWGiy27qyTI4ev3v/s9991y6xj9ana2p+lOJivTd+gxgmn3CBNmc8lSnyoIwLWAocWmETYanaWFtcXFSqOuESIQzAVUHTIvSkyjsXr+4vGtWyb/6A9/e3xDEvzPbtSFfl4LbDbnNG3Vdequ26I9DHuYOJwQigpMZ7l8KZHNK7zIAojjmLUtXFnXp2niPjvXbLW8IBbEZCpdymQGlcSAIBYIk8JMAsSi79FjiyiOYgpgcRRIAhE4RCFC5LEoMoSBbuCYvhGiEPNMRIjphR3dabSdSsOsN13b4SSlHyDBoMmvZ5s0s/JsN/YRgxCHKaJRswYIRFHke5SPhhLHq4LIAUS8IMdLSoyx5fJenOEVEWC/a8SmozIwKbAkBnEACAbZLD88nBseyZb6MoqiymJaZBOxjx3DtzRH71p0VgSgY7s0CjIYYQJty+x2Wpapua7hRTafEqS8IqQlIONYjJkkErKYT8VCDvVP5Ce3jcsZqdJeKXeuyDl7eCvOj1qQW2fYtmkt9syFTB6PT+YTaRYwvhtZIQlENR4YSUHWp50RqWSAlMCQBO1Ol2EAQfHynDs+WDi47zBLRJZP2H5shrGF4VKrsdauxwxW0glBYA2tp9s25LhELjsyNZktFZ0o8AGIEV5aW18uV7q65XnYcZDW85tNT9cRwUlBTPR0q9Iw5ASvGXqtXtN1DcRhFARREIIodm2/09I7bSP0MQRcvaEfOz19Zn5NGZj8wK/+3uFb7heTGYCj9frS8688/r2Hv/Glr3zp69/45lq5TDXl+hbHYVVRowAFLmAJl8vmp6Ym+/pLmXxSUNjSQL7Ql922Y1uuWBAl2XX8bsfw3YjuP5PKshyv2+Z6g+bG9cHhETWZMQwn9IHEJwI71DoaTxir2x0fGnhjfqLmiZIXRzYObz84NbVtOFtKZIpyaTA9PF4cn6KcRWBlkswpibwas17LbNQ7LdOipdmAIGSYrm66hMOigCn2BD3DaAaRAzTN72iRqKbzxYJvequX1xYuLTiu27X1ptFZrJRPXDh76uK5tqGli5lNOzaqOXVu+Qriwkwx+9xLz7585IWD+w6sVVZn185FYvzRP7zzSz/4X3Zc/dETj//lpz72ha/89Sf/4g9rzUpP733gA7+wf9/eP/rDv/nB95698YY3yWJO67q2HSzML/cV+4r5giAKiEBBEnlREqWEKmdYRmGIzCDZtaMmtdGF1eXl1QXq1PUqYVG2mMwOJNJ9UqKfE/oIX4yzU1J+SkqNCfQeJV0hBzNDspTFIecAJeBzmMmggHdIEhAV2LHGqWjLrg1bdm1MF5NqTiYinl2bQTK69Z7b2AynDCfEUXni8Iadt+6Z3D2RHUzXu/Uz584QSIaKQxKjdNd7F05cunDicmdd42JJYpJ0psiNGYB5wjEhhHYkRnyKpKRAgRosX1rpT+R+/2Mf23ZgW/t8UxHlQroPhkwchBgELKQQACTIJ5kEtplIg2KUYD2JCeTaSqR3QzVRjCAXQAYKSkAYN4oCCCICGBFLqtTrOUHoSjL0Q9CjPB5FalLGLDJdB3GsnKJ7xrpjYI6huZBpuwzDJ9Q0gpznxlGIIK18MQLH8gwiDOboDYRY7+goRBKRUYgDP3ICJ2IiB4bVbjUicXFkQEjIUQwxxCCM9R7lA50o9FmCKTJSbiFwnOeEURRRz4pAxIhgcuPY4PDQerWysrpGC3fgZ29BGNDu+Y7r2XRkiGAAAsuxdV1vt9u9rkbTgGQyOzg0unHjlnyh5FKXtuxOp7W8PG87RqlYommV76NO11xcXBZFYWbusm61GR55ods1DI9ifSyGYSJf2J3LX3NpxhWU0bYR23QTAnnyhZd9CDZs3WI7wbYdw1u3Z2Zmpp968uFP/8Of/Mav/9Jjj30zBnoiieu1FVmRH3r7ezdO7FqYNQQu6zm86wCMmGRCKvXxuRxLCGq13NmZ9tLS1ZwkV5AUleiG89N/k4dUCjYJBjNAN8B6RXc8O5VON1vNdCYtSTKVAISAZRGCcTGvFHMZU9fWVsu9rqUqSn+hX+v2DE1XVSWlygQDnifpTLJQKFDuomsOhkIuO9BfLEgCu74aLS8Z7abdbpudjoYwMMzuI49+Z2bm5F/9+W8fvGak0bBN3WcIohFsbVWrVqmQaBLjDg4Uw8j7q//9yTC0TctWVVGSqR3ylh86sRvzxApBiL31eqd/QGg23IWZLgRgdLhv9so8ywaFnFyvNKjlyIrCcMA0tD17dmOozM20b751UzLB0em2bN6ZTGUvXpxeWlpXZNxsgqWlVVlOFPJFatSvHT3dbhn5nDo8VJyYyLKMYNveYF9h27bS8KDI8ZLtRsePlzdt7H/Pu9/OMnKz3urv78MIiiKfTpNMBj755Onvfe9hKsRMOs8yYjKRlSi3iyEhJJFQeYHYjmbZlGkE23dsfc973/rQOw5n82itbHR7NstFYex0e/Vmex3hsFTKDw0WM5mEKKQQ5F03MGjW3QvWym3LjFKZPGEYap+WYwAUdnuNtfW5zVuGf/u3P/yze8D/0S/Qz2+2IDQ8X3O8Hr3GiJK5WFaxksCCHBPeExQgpYic5ESVY0UOMYQ6YPxT3ciSnMnk8oW+XK4/mczzvIqwGATEdSPb8RzH8TyaMdq+Z0LgUj5Hu8gTlkOExABFMQopHsUYUaqhW26za1Qb3WbXsh0YU6xjU4KQQZj3gsD2XcdzvSgEGEKC6BXgCBGECYTUlkFEpcMgxOKrD0AUepaud1qNaqVeLffaDUPrOLbOYiBwGIOAZYAggmSa5ItKvphIZgRRYiRRFDg5jjnTCNpNo1nv6V0TxkSV6TJo2PO63Z5rUw4ROKbpWqbAsZlsUkqIyVwqQ+2tmE3lUsmMItBAyceG0708e+nMubOGYfQP9Q+MFBBnmcGSB1cNdwngjqiEyTSfSEkQA92iabztR9HQyFCuxHuhGcTBen1xdb3OS9iwm7NzVwSBQxCokjo2VJoaneSBrHXCXi+KoNLsBatVvdFz1hs9KqB0OhWHYS6bHRgcHKQjDo+nM0VeVBBi2x1tZbVCoc114/J6e36+vLrcrtfMXtvvtaNWwy2X22vrDdcDoqxAiMIgpsFJEESG8L2eaegu9SiOlRUpWygMDw1MZtODCMumj2u6d+rSwo9+8uxXv/Xtb3//24889r3v//AbDz/8/WPHj12Zm4UEpXMZRIBhdGEMt27cftN1t2yc2sJxXBiGlIcXSlk1KQEUVuvrFGGvOXRo27btxWJfQk3xnJROZ1mWLxRKG7du8cJwYWmpUq2K0tUVUk/mWK6vVAx8t1GrZlOKbXbBG2rJrIIY4IZGEFph7EUwZBmUSEjUpNYr5XarQQl+GEeu5zZanVqz7biu5/mEopggaZq3slqt1+rdZlNrtyLPF5EgMaxphBenVzTToaFC6+gylgbzw5qp05fahhbiOJ3PjkxOjE1NFPqKqXx6dHJ4dGpYt7oBcO974K4Nm6dYlr3xphvr3bV/+I8/f+yZJ1aqVsfy7cD4wle+OD41mcqI7/tfb/nt3/+VD/7qW//kT37/b//xt+978FAYeovLs4uLC67j7929o9fTEISJRCKOgOO6kqzKUsLzY9vy9a7dbnY7rY7e1QLHYRCQZZ5hAcKBkhKGxktDG4qUt6l9bHJIzIwppY0Zpcgi2RVzRM5zUPCRGPWNpocncw6yrUD3gB0it2+4SKt641OjXb3zwkvPPfns41/5+pd/949+55XXXml2W4XB/K5Du9JjKb6fEfq51Ghyy8GNu6/dsefanVObx4+fOLq8vMjz3HD/sMTIq/PlcycuLV5ZM1oe8BkC2SgAkRvGfszEWCV8WlAlJBSULBeQ06+c5CL2b//ir2+77+bp09MpKUkA0XudvXsmDu3fxTOkvqr1ao4A2IJSVJhEZMfYZ/ppEMv1aT1Ht/y2brd0S3fCAJIYskEIFTXBclw2k6T5TLcV8RzkOBRSx4ABtRbCYU6iAYvQJCUEIcMzECPP9z0/CPyY9jhGDOYJZiFg44BG7ihw6S9iEIIoiF3T11uG1bPCIIopkBHkhjE92F+plikmcKLAcbzrhLbpR0EUeoFr23EUsoQJgyAOI1FgZVkAII4hKPTn07lUV+s22w3TMglh3oATxHFAu+tajmv7ged5jmHSZkRhyDEcBEg3dAAhRGS9XFldWaMTJxJJNSElrx74FliOq9eacUx8P5akZK3R7hmakhQ4Cbe6dduxE8lcGAmGgYeH93Di8NETi7m+CcOD6cJgpaG7ATc6OlUosl7UeeaF73zsEx/67Of/6IlnvnDu7AvZRJGN0iIjwNi2rN7I4MiubfspV7Z0HPkcQUChlAexluXW69raWrOyVjN1XxKVXE5NJLh8DnEcNOkjzxElRhSJ58WWCVw3clwH4ziREOhuBQqyHMcwKAgAxTjft2m0KBZTqpKk8jc1g2JXMV9QJNVx7G6naeq9brdVray2m1WEkSQldN2u1lqSmBodnhoZGh8eKrCEXZhvHT92try2nlDUdFrpabVjJ170wubHf/N9Pz3f1NPJZCrJG2bcblKyYiMIBgf66VHPjx995PHHHqusly3L8ENg2VZXa/vIsbHecDpAgUi0Y4jUxMClM3W36w2MqRD5oevKPKu1bd+E2UTywtnZTFqZvnzpnnsPXLw4d2VaP3RoJIo0y9Juv21jOqU++eSR48cWIYDFQimVyvT1DRaL/aOj43Nzq089caZa1TIZplhMO3Z0+VLnynTFtvmhIW5sJEetenHBuv32ez7y0Y/Um/VW3E2BcgAAEABJREFUuzUyOiTJ/MaNk5kMBiB65ZXFr33t+51uu69vAGOGYngqlWYYVtN0y7QVRU4mk0Hgd7oNiv/veOd9H/rQA9t3pHuaU6trYWgTyrnNlmG24zhIpVKlwgDlhQzheJaaAbu4UF+ab8zOroYhwzJCdb3WbDYFgSmVcmvrC+cvHjt8eBf4n93Qz295mBVCAC03sHwfYCSqkpKWxQTLiACwLmAtJDpCwucSXsz3QraNJYcifjaTz2eLhVwxnclIssiwdIVeQMNhYHpuz3U7fqhFkeEHXd9vE2JLChJEhnoNYWBEQSKKMGEYhosjZFl+p2NUq63KerPT0QHAspKUJBVAWhcEQRhatm05Dv2KIQzDMRjDOI5p0kMwJIR2RO8BjACFJBB6sVc3mmW9utRanqvOzddmK72yEXaB4MVcGJCIk0EmhwtFJZdPqirPMRDGAW0dynhW1pdXy5Vqo9PV/TASBGp26XyumElftWC9p+s9jWPYYr6Yz+ZL2fzWyamBXD4lKglOSnAqGxGjqS9OL585dv78iUuV5QYH5eG+saHCiMBInukYva4ssYVSrm+AWn+u1QpnrnSWFvRWPdC0wLKcVErJlxK7904l0zI1bo6VE3Ku17HanVY6zY+PT2yYHA091tRwKbullNnSa3Enjq6eObnWbsa2wdDKfeACvWsllER/YSiX7kuniqGPfBdyjKr3vFqlq4g5ghRFyFkGqJQ73ZbTrJlry604FONA7LUdkefigKc8r1bRO01H6wS9tgciXpGy+czAQGlieJCuYuumqV0bN+yYGN86MDjqBeAnTzz7zLMvnD9/ebW8ToWZSqao0/q+T1iWYTg1kczn8yzHWqYR+AFGRBSlZDJFf+m6DoQwn8+VSsVEQqUHG3Ec9fcP5PMFUZR5no9j4Diu7/mSoCQTtMIvzc3PunS3TKwZrSCyiv0ZXsTrlZVUOkGj2hvzFL1jrq90Zi/WF69UamvNTq3XqHQrK41mua13HKPrWl1bb5t6y3QNWvURs8l8Rs3IfALHnKF5ph7gmCWIAyHEgE1IiUyyUCoMQ8T2lYbHxjasrqxXy/U4hH4QCqLUPzgwPjUxNDwkyZKm64tLy+fOX1hYXEwkk3v37ctksgQxsqIur669fvL49MzMvfft3bx59F/++fvPv3Dk9rv2P/TOG/MFJp1hdH19dv7kj7739See+fr0zGsnzz6bLjrv/8XbAeldunRhYrIvDJAgJnmOphqCrKRdJyqvVWvVRrvV0bo9rdezzJ4fmBj7LBvKKsmVUoMjxVJ/RlAZwASIDWlI5mUSQZ9SWUiC/qFiKqMiHPEik84mGAa32h3bMjdtHNm/b2s6nYyjoF6rfv3rX/uVj/7y97//vSDw5+Zmzp09MzDQD2H02E8evXoil5EyOUVMMoWBxNB4YcO24V37twxP9Y1tHPSBQxXQ6DTS6dzAwIhthZfOz1+5uNSsapbmRS4kscBACcYoiLwI6AxnQWSnkgkYyotXzPHBA3/xyX+4/uBNR156qVTkb7pp34NvvXNsNIegT4toGDqBb8ehYxvd0LMSCVEQ4jj2e702iGl8BDEANGywRCVYRUB0bWjpfuBFPKVPoswQ6HmupmmuZ/MSk8gImPN6dp2WGOlyEAaYpX+AH7mub4ehTw0b0qcAhmHouZ5ju6ZBu+17AcOwgRtp7cDoOaEfChwvCGIUArMTrq7UlhaXGMImUynfQ7YZMZghmNCpIwpKHO84DogiUeSo8OkUsixQ2WKCq5VqFIY8LwgCD372hjCCGAJAO6KCCPzQpVHBjzES+vrGx8Y3dbumY9sMw/R6ehzCsdGxQqEQRxFdmCKr6WSG50VFVKcvXkmmkplMemxyHBHGtH3TjvyQT6aHMrkxyGRiJtloh14oHj1+qVAapTmkpunXHj44MNj/5FPP/+u//vk3v/VPq+vHWb7b7cznc3Ihm8un+xCiBp8xTKNebyeSiigChvDtjmtoyLAi2/aiCDKMxLMiFR3HklSSKeX5pAKDEOhGEMaBrMiyTKhCwgiGUYQQjR2Y7jcMqVp9yuoAAJIocSyQZbHRqNdqTZ4TBwdLA/0lCKCh6d1ud2pqasPkBoHjBJHPZFIMy7ieG/h+IqFO0ee8EoVY7zk8m3jowQff+dA7rz10kK5nbaW3tlJut1osg3pa49kXH924aeQTv/Uh+ivLtqIwlgSQSmGe5QFAhml6njU2Mfj5L/+HGxi62QIg1rpdz3MRxrVmpdJeUzJMKp+Ynu1MTGzEWLItBgRAlVkaEzP5VD6bNTUvn5ZHh4sMg6g2Tp9Z3Ld349nTFxcWeqMjI9Vqd3amfvvtW/fv2/i97z+u6/rQULLT6REChgaUVFIdGx/neP706bnzF9u27RcKyY0bFTWRn5urnjtTbdTMpJpr1E3a3/rmt99/30MXLy4FQYwJYNgolUlmMkiSwOlTa5/7z2+tLldGhzeCmI0jaqS8qiYlWfJ9asU6gJ4gokp1qd2p3XjToV/+6PsPHZ5AKKaZhKY3o8jvdnu1Wt0wbQAp1Q4Ny4ow4iQ5BlSP4szsyszMUrttrVeaVFmWZel6m2EBx0PbaYP/2Q39/JYHWT5ErBvFfgQAwYzAsSKHOIT4mJPp1UOchQQzZnoubHi4TiRTUoksKhKvCrzAYBRH1NgMx2rbVj2Ke1Hc9cN2RG+ijus1HK+JsC3LiGFiwmKMaJobh2GEAANjltJ/redqmtPtmD0KGU6AMeF5HhPouJZpGpZl0u75HgCQYExhB0JATRxQ/AMxwYAwEGP6hA7peb5j+mYn0lsULeNeJ+52464OOzYxXM6PxZhRgZCASpKREjzLwRj4FN21XrdWb8wuLl+amVtZq5iWAwkRREUUJII5njovjYaSqkgJRVCudpHGgkSCl4WYhLrTK7fq8+vlK6tLF1bmzyxdfH2msdjLcKWJ4maFZNfnGstXKsjjCsnBjFqU5RStpdUbxvSlypnT5flZy9IUHOdgrEpyeuu27ddee3BwqMTzXF9BkTiRRamh/rFSMZ3LKqqsskyiVjZOHZt/9YUrZ46te3o6n9gmomEmLBRSEwqb51Fi9/Z9+3cf3Di5fXx4U19uhMMKrZPaWmT1QluLQ4eFvoBCKXJYzySRy9saXJlvHj9yceZCmUHJlNqPQtXSkWtgjtDEciCXHunLj/cXJrKpIY4kfJcEDsFQFEiSZxSqBElUHJtSLjWbKSSUdCadLxZLtA8PjZSK/SzLUw43PDy8a9fO/oF+0zJq9QrLkKmpKfrQtu3l5WWKKalUamJigj5cXV1FCBWLRUr46A3tiiL7frA8v8Jhtq9YdG27220iFMTAbXfWo9jMFRKQjRvdNuFY8IZat2o117zuemh3wsgCvh52Ku7qnNUsWyTgtaZTXXJqy0avZocGIqHAQ1ViUr4JGpVu6MC0mkkn86qUUcQ0g3gEWJ6T87kitZm+4mCpONhsdOr1lut5qVSGYRjLNBvV2np5vdloeK7DcayqqNSi18s1h7KOIP7Ww98/c+58BCg2OTdcf8vffupjH/2De973/htKA/A//v3ffvLMw1/44uebrZVjx1+amTl5/uIrq+un4lgbHVX3XpM9eG3fgcPjhIlfPTpjO57WM7WepesO5RPV6v+NvL+MtiyrzgDQJdv1uNxz/d665dVl7UY30FiA4BYIBIlBhBgQSCCQEAKBBAgBAsEdmoaGpt2tqsu9rvtx2e5rv3Xz/rx/79Fj8B5jvMWqU/vss2WuKd/85lzdTaex2XYsP4riFCYMThFMIAypJhPicCLQ8qJekCSNYQXAiUiQWIAS37cZFmRzaiajyTTpySKA0LadJE6oaYaHylfs2e47wf33PnT3L+7+909++u1ve8cH/u79cZS88LYXZbWsbdjDQ7W8nqkUy61G86e33/7k4w9PzlRFCYSRnSvLuaqKlFQp8re+5Oap3eNQAOvNtY3mJo3BmW27hysTVj+YvbC0Ol83uyFMWA5zhKR+aHlxL8GmHxssz5ZLtNrRTz+zDgLtT975nu1ToywMX/i8m0Q+PX16bm3VVlWoKNB1qMeZCCYkCSjCtJptCl4CxzuGOaC7i13D6DpmP4p9jnp7pTCVU0cCF5NY4jDFK4FEGBAEIb0/sN2B4RgRcTk+DkIvJhElbxCnkIGIg5ABhOIc5WskJpRqJUkUJ0GYBn4SR4T+zHM8Ba4kJnEcI8jwLI8RADGgW+HNRstzPImXBZ4jCYiChBCA4BbToq/mWY7naAMvMgaWwAu1oSFJEEM/oGLxPC9JIh3PIggYUWF4JUGc71OLJ0kcRYGHiTg5cnjXzM2KOCKJhQSmltOrDVcPHzrIQTRobm2sKKLmu1GvZWTU7PLCQj6rc5h4ruXafqk42e+yjTrPCjvcpNr1JKU6QTj9wtx6t+vbFuQZHZJ0eDina+699/73d77z0c31oyIT5ZUcTMQSBRwsQGRj0QYMaA/8nhmWhkbGpka9KLU8O1vgEAPiCAZBagxc2w5EQaiUM3pGoEzONIFhgFY9dW03o6nlIo8hsC2XxAE9iMOIalgRdKPnTIxNxAFdbwRSCBAoFnOyorh+GBGSwpTadHS0WCjmfd+l7LNcEaiWEStmc+VabYJhpF6/h1gyMTk6Uhvz7CTyU5FT1hZXh0rFP3r7W97/3j+//up93ZazcHkz8BOGwYbReeDhn91w8/YXvWQngC5m0nJJV1UdQt4w3Va3hbgok2dWN8784IdfkmTSabYkVp4cGqFNQ5Yw/YYtIlApcQNjML2To3XRsTOXO22vOjIVAZ6mQJZj6s1Ot+MNV9SVheaOHcPrG2YYyYKYf/jhy4ixDx0eW17xz55tT0xuHx8bu+dX95w4tiCwYpowlL42N9f6vWB6Zke1NrG40Dh2/ES33zNM4Nr9XbsKsqjJguBaQRwIRifRpdFXv+ztkyP71lc7LA85MeF4wvFAVQBIweVLne9/9xdnTy9XitsEtljID6UEhKGbyYqQsb2g5QU9ToCYTRy3Wyypr3397/z+214yNlFeX6cVEdftppt113S9AMZQQKIuxZAMXDPGcWfQRixrmP7KStOw4kZzcO7irOO5qsalwCGpDX67B43135SAMQgJiihwAyYBbJqySYpjgmLAxJyCGQkwImGkFAsJ4kMspKKOFFUUeRlBNg4jz3Zsa2DZPdfrBUEvintB3Aujbhi2vaBtOy3XbcexiSDFO2qkFEBq6K2SOE1xFCLTDDsdu993PQqJBCHIIsTSK/zAHwx6nV53QI3mh3TxGGMAU0ARbosOUndJIExZBvMsw7IIUqJIQkrp3IgWuqaJHYf3IyUhWgIzCZsDfB6IBSDTz0yK5TRFFNAty+r3+9T1O61ut93rO37ACKKWyWl6VlOzgiABgpKQ8IyQ13K6QjsBcNA2Nlc366v1pQtzj939wLmnTiyevLx4au7C0Quzxxf6a44McuO5HSPZGSHNuho1Y7UAABAASURBVJ2ks+b06q47SBJKg4jU7ngXL68fOz578uTK0qLpupIojIjSEAR6JjM8NbVrYnzGcYJ+x8woOgu5ftvmGG58bLhSKaMUDTpu5PGxpx5/cvmen53yutpU7bqstB14eT4tpb6cBvx4dVrj8wqb1bgijETi8VYraq2ZHNGr2UkYSChU7E6ak4armW3tNW/xfLOz5j/98NlnnrykCEOV/LasOloubJsY2bd7+zU7pw/v2Ha4kpvSpCEeZwMH9Vpua9PqtlyzH9pmFEcon68Ui9WhodFMNo8wAykEUmQEuFKtDQ+PZHMZhJAoSrXhoW3btk1NT42Ojmi6Rk9KkpTP56lx19fXG40GwzAHDhzIZrOEkEKhwHGcbduyLGcy9Bl5WZQpSwjcAAPYpa/3rCT1Bla7O2gSEPAS2+w0gyigT3sWk7iAOAB4AAQAhmzqMfQMDFFko8ZSr7nkt1cjq51ENpM4bDCAZjvobBpLc63NVZNDEgvkzTWDGouFUhLAQd82erZrha4dGgPLtlyM+UKhXCpVOZaP44QmBtdxWIapVMoTkxNTU1NjY+P5fMm2g6ePHveCeHxqMpsv6NnMNVdfI/DiZ/7t59/69K+MgWlZ9gNPP3bHTx5aWVkDIKwOZZ733Gve9UdvfPu7Xn31tRN63luvH11ef2r/oZHpbcMrq0tqRlyvr66urzZbzbm5edcN8oUS1SctD0RRxAygUxSwqrFqhs8U5ZSLBm7bSywa37yCExQSEAoiVyhkazVaaXDNZnMwMPN5ZXwip2kcjZwTR088eM9Df/fef3jb7/3Rf37q87/46a9WFtaed8sLPvT+f9yzY8/cxbnQjYaroxAwxVzp0P5Dd/78zs997jOrq/PlWgYJcYJ9JCVYiSf21oQiM7yzuvvKncPTtYHTX1xajkMwXB4bLo4xsdyt+5vL3fXl5qA3ACgUJMRyMCaJqOgQ86btUehwLPeZJ56RoPjxf/hoQa7MnV+88/Z7z59eSgKQxpB+kgD4dui7Sb/rdeoDidPyeiV0wepmn8Pq5OiuSmESE7XfCrr1oNsIYk/0DCYNFMdAAspKbC5N2CTe8m8GA5YDvAA4AYdh7AeB61Ma4CZpxDAQMygBcZxGiMWIWprneIFlOYpUiKJPEgOBFxSJgwBEQRyFMSApiwHAAALgWN762qbnBLmMwnFg0HcDN2QxTxJKMJDIiQhhx/AdM9E1rVKuuBRgen1BEOj5JEmiKAK//nDC2I3iKAUEckkCTdOkLirx+lht1+TYFTDNLK80OYEbHq92e51njhydvXCxubGRz+R0PR+H0HOizbU6g/HoSNUYdI1+Nw5JSgSWKUFcTUDRCeS+C50YdSy73esdOHAoDtL6ZqNSzklC/Mwzv5yde1CWjEIWagrPADENeBbrCcEQxZiPBFUMCcMIWnGoxkrAD6mMWwmDWoLlkKwosqJx7Jbknp94XhAEcZwA2gqIY8BiVhQEqpV2pzPotzk2yWQQSEkUEmqblKSlYhUjzjRMUUo5AaQYCIrMcCwdAKSdTtuyfUHgKHx5ntPu+LIsq4reG1gr6w1OUnLFfK/ftj0rjLbYOaQ+7QRLCwvPPPXkg/ffy2D41t/7/d9/05vLxUqz0ad6jZJwYeHiufOPvesPf3fHzqIoEk1TCEG2E7l+6IeBafU2Nuf37Js6duKRp568n2dht9my+z2VAwzhRSwCACBB2Xy20w1lnYccsFwgKmhtff3y/FJ1WK9UxF/+8sGlxf6B/UPLS04+V714cf25z50sldgf/fAMy3o33agvL/cQYl78kpsmJ6cgwOfOnbt4YX72MhgfG+31zMXlXqmSLRQr1OkuX547c+aiaQ4unF0WWAESBqd8XlfTGBv9ePvUgRuufWGnbbAMFEUGM1SjW4me50HggSNPLX3ja98/f25hbGRbv2eHUVIoFNc3ljvdOsunBIQpChGOPd8IY6tYUg4e2v3c59304hcfajS8bJZalWnQZqDnSppAN5x8EsqaBJnUC13KtWMC+gOv33O7XbNRb9EyuT9ohZGFUAB+uwf6zYln2E3b7/iRERE7TGwvsrzIptEdJn5EqLpTzDKswAmyINGoUUVJlgRB4liBkivbtCklokq07bYf9MJwEISdKOrEcS+Iep5PSd4gjm2SekkaYAYiug46aZAiNom2PJjao9M2203T91IIRYi4iKSu51FA6fd63V7XNG0amphGHoNBmsZxDAhhMWboGRZzPCuKnCBQMkCRkJA0CgEtqgOXCX02CviIyAnSAV+AahVpVagUoZBFjERSHISxH9DwCcM4oU6LJFUbnZzYuXvXyPi4pmVlVctkcpqq5fVCVsl4tnv+5LknH37i7Ikzi5fmTzz1zKP3PLxw+lL98rK1OYh6EbQQH8pFfmjX8MGyNN5Z8RbPNQeNOCeP5NURqxcvzzZWltrNTXdj3Wu2Ysdjo1gOQ8ELOdvBzZZ/4vjisWfm5y61supIMTfWbdm+nXBY6HV6ruMW8gUG8oFDcvrwnpnrCuo2lZtorCTHHl9dmaWILhpNYPfQoB0/fPfT3/jyj3787Tt/9sN77/je3Y/e+8yRR8+eePKyP0CVzBSKdD7Ni7Cs4KHYFtbnzLU5I7J4hRkSYFnEpbw2LjHlvDpWzk3ltFGU6okngkRhgCrgrCqWMkpVV8oynxc5XeQzipTLZEq5fFlRs5qWy1AQKFVL5SGG4/sDIwUgk83qWd3zvc163Qv8sbGxnbt20XxWp189b2ZmZv/+/ZqmUXLdalFq3d2zZw/9ijEuFov0M01Tnuczmcy+PfsUQfFdn/5qW2a70/ACJ4hdw+4bTl+UuUI52+w0nl2kJB6AMYAAoJRNAxaGHMXNopqVsNKre6nPyAyncipLZM9M7U7kDVKz6w+6YRqxgDBry51TzzTq6x16u9G3N9d6zXrPtnwEGd8PTcvmOZ5GTRIRwzA5jq/VauPj47kcJa8JdXXTtOjSe71BNpMvl4ZK5dpLnv+SfKFM09ZjR5/8xa/uvvOnT9/7q7O/vONxb0C+96Uv3/7d2//ur/92dHj40P79y8tzx0481WwtzS+d/PkvvvnE0z+PyKYfbaaMObNreO/+qepw1nJ7mAOqKuey2WKxnMvlNV0TeJ5hEMchSeZzGTlfVLBICBsgiTAiSNk4Sv0Uk0xWrw1TMke3wUwaMLouCDzba7cvnDv16MMPfvcb3//7v/mXv/yTDz392DO7pq+45uD173jLH3/tv7/99S99I7CSz3/mi6uL9fHh6Up+KJ8p8lvJAE2OTdqG9f6/fp/tDA5ctccnppcOcsOyWGKJEhTGtPJUYdsV09v3zgAGnD5z+uypcyqv757al5NqvpVsrq1ubC6adi+FMcOJkFEEKZekTJiELJ9kdJ7HzOpcfTiz+/CO59710yd+9fPZNARDRQFGLKZdRUHvt5KFS4bdg2yqjQ5t31gb9Drhc65+4R+/42/e9Jp3vexFb3rJ8197zcFba4Xtw4UdbJqfGT0sMxWzlZqtxOzGVj8MfSDycqGQyWU4hIHjBRBT+kZMKxr0fMuwKLCkkMJKlCLCiRQ9eVmV9UyWqp0XJQBwGMQppU4sxzEY0ksp3aCbSSwFNQABQABurm92uz3qD1ktH/iU9kUs4gCBGDFhFLm2S0mhpLC6nkEQWdTDbCeOie8HjuOYpgl+/ZFSMQgwDYf6oWnYMEXFQnlkZExR1HarS08O1UZoRJ84forEoFSu8pJcGRrWtIxt0Xc6/cGg2+3mc3maGtIUUFglBDTqbUGQs5kCw4gCZUmyxjB8GAVhYM3MjJaKcrOxWCqprdbqpUsneB4MD5ckhcNUJSlJAaacLAxTPwQkYQlBg0E/JUTXNUCAQxsxKXHdiMZXkiYAJgxOEVUcShBDu0RIVjHHEdsO4igkJA2C0HEdQoiiaJksxzKAUkKMUQoSx7EVBYoS6wceBABjEEUJRy3DMByHaXQ4jtNuNQGg90q8wNCXZrOgUsX5vMbSwTCZbKZYKlLBaA9VlERq4hQglhf7A2uz0XrmxJlTZy6OjE295jVv3H/FVZ22tbbaJBCdPH0yDL3Xvu4lmJHbXVMQMMZIEMU4ij3Pi+lfcUSN+b3vf8v1+tm82OkObAdkMtygF1w4Qxk8Hh/T2i2TeoKmZk3Dp2pJSVzftOMQjI/XhoZGn3jiqChTCErHxkrra8sXL1q7dh/IF/R77p7tdPjx8cLc7OWxMXVoaOjipYsIsaVS5d57njh5YnVkpEZRt9fzVE1kGQ4hplodhoCFKTd7afHCudVWc0CjgGX4OEpYThgbH93Y6Pb6PQrXiqzy1IYIiSI1AbRtcOTp5W9947uPPvYELf51Ld/tmpKY07UKhlKaUoenH0lCojDy6VRUadeunc973nN+9xW3CAJy3JiawjQ7rU5T01RVlQ1zwHJclFAV0g6MjFmO+kqcEC8I1jfXV9dXg9hH7K8fAP/fvQP95l5nGHXDbJh207Tblt21HcP1HD/wPS+0LQoRVNMo9GAScRAqLM4AIoGUBSkMPQpexqDfsYyOa3ddp2c7Hdfvk8SFkJaJEUhDloGSJEo8pYAsTQWYQQhBjHGaIs+LBn170HMGfd8Y+GEAQcpQFAj8kIaQ41iOa9EYiyIakAm9i0HU9iBNEgRTnsOiwIs8K/CYYxHGAKIUImrjBLHw/37AiIeESRP6SJYAgbAykDKsWuDlrCCqIi/zvCKIskwDXM/mMrlcqVaZ3DY1tW26XClTv9E1jcKTrqrlUnllYennt//qwbsfWplfGrR6/WbPN92iVti/fV8tV8uI2ZJSmSzPTFZ26GzZ78HWqt3d8Oxu6hjQ6Ee9tmv2KQ4jltVJokehDmCOE/IpEkzb7w9sN6DwL3Vaya9+efxntz/J46E9O65LQlbk5InRUY5hccqglAu9dKQ2lVGKywuNfsefHN3NwszCpUZgMNX8Nk2sZYSawlbOn1x55vHzTz586pF7jzx491OP3f/MU4+ceuqhM0cfu3j+xOrypfb6wsDpgqcePvfw3ccUtjo9sj+yeZzo5cykwpd5nPNM2s/gQMSHLuMMSOyjLeKScAKrlfPDE6MzE2PbRqoTw5XxkaFxnpV9j4IuA1KsqblKqZanmKFnZElBiKGRqmna+PhYLpcLgrDX7Xa61M0sjuPK5XKpVNJ1vVKp0C3XbDbb6/WefvrpNE0LhQKEcHJycvfu3VEUCYIAqMdAWK1UpyenZrbNqKpmO04QUhSI/SgUFUnWZa2gLa0vPrtIQZCRJbaQE/KZnC5nVTmryQVdLqhiTpOzeU2n/oCBYPb85ma/27HiAOT10ki1pMuiPfA6TRenSFczHMv3+65lgDCgjopoHpNoAAgiwnjLsV3arsMQQCp4r9dfXVtdXFzc3Nx0bDcKosCPRFkdHp2gaeDoiTMPPPFgZ9Dd7Dauv+G5n/+Pf/noh//mrW952Z+95/eed+uN8/PRw+GBAAAQAElEQVQrg/7gPz7zhYW5lfvve/Szn/7c/ffct3vnjptvvrZU1DSd9eI2YbpdY/bS/FPj09lcka0M6Xuv2F4oZVxKBzw3JglmKCBKkiyJogARisLQj2xORWpBBCKJYZgr5nbunBkdK2MM45iEYeI6obAVeuzxZy595pPf+tpXfjToWtdddfPvvvi1//zhT33rf3/4qX/59ze8+i2l3OiF0yunjl7wrVRkMyDhPSsZtJzxkZnmWu/qA9e++4/e8+jRx/7jU581ev1MQcMi5HWm5zWVioB1AKSIyrBtz+TOvdtkVex0WsvLK54bbf0zQvRqVUti0my2l1ca7a4LseJ4IYGgWNE1HUbRgGeZkj589JG5yMhp7DYcak6b7df52MmXMrtmxq8bKe/OSeWh0pQqDnfbMU5zL77tDR/4m3+98dqXlfLbt08dfP5zXvb2N7/779774Q9/4N/f/Pr3vPHVf3zjlS/ZPX2txo+gOJt4gtOJew2XcruUsCzD8Azgt1AIpgmIXWDbqe351J5REkckISAGiDAcK0qKrGg8LwKAQvpzGGKIZEkWBAlBjBAr8pLIU4QEPL+1r0ohkEFcNqMpMj1JWx8QEgQIcC1qw1CSmZHasMAJlPl5XkBSQHt1Ma14n10AACq2Y9uOZVlBEDIcly8URkZHcoVCv2/2B4aq6Z7nFYqlmR3bqbCGYXAsl8vlO91uvz9wPd8YWLlsgUq+traBKcITQBN1q9XBiJckhcGsIuuamqUnA9fjWeDZrdHRbKksnj37xOmzj2M2HqoVC8WMokiIRSQlBCYpAGEMXC+13GTQt1dXVl3PVRSFEEDzE0IwTuI4iXzfcz3HdiwvsEgaCgLlYSzLQqoTksZpmsZJ6HkuhZRqNT88nAEpU687cRzS+iTwA8syIAQ8j3Rd6fZt16XvBoTQR8ckjTNZOZ8vBqFPHxJFwejoiKII/T71wK3bh4cLg0F/aXke4pSuuN7c7HS6YZz4Ybh1M8B+SBYX1x997Omnj5y2nXjHzv033/yCsfGd7ZbZaXcWFmcPHNz/ylc9lwqzQnkeifq9vud5YRhmc/mV1SXKZjY31374o++Wq0q5oiwtbShyWdfzCwtLAgcCH2HEI8jLkm6Z9vycXavtVBT5xIllCJjDh8YFQT95rLF/v1Kvt2vDQ+32IIrCw4d2A8DOL6yMj+cxI3z7W/dPTo6Pjo5S03Mce8011wCAFxZW6XoTElPP27N3Z5KQe++5nySwVhu54orp664byeXFtfWWRQ2TxDRN79ixfdeuidXVNdd1ZVmhYI4ZNokJw6TZLFRVcPSZ1c/+549WlteyWhUkQkarZtRa6FPYISnVHCAIpWkaRZEXBHYKQlFmnnPLDb/z0tumpkoDIxqYThTbhkl162sZjerH83wqFUfTuKLqmYyqaBzHW6a5sbnebrdcz3q2cfD/pfvQb+49mPEAcOPICgMrjjxArZhuNXVhwoKII4HgmrjXiruNyDe4xNeIp6QRl1CvDRzPt33fDgM3oMWha1hmz7UNWnmk1PgEIMDQyiyjFjWlIAqqIEkQQ2pAasEwIgPT6XTNXtfxnBgCDgI2JTAKiecGPsXDiF5C/QlSlyJbg0YmQBBiTF0FU88TeE7gGIaWWSmJ4yhOAuoQ1C0YhgICYhmWpxjKY15A/zcxKyJeZkRVlDVZzapanhbA+WyhlC9W8qVKbWSkUq1oGVUQOI5jFEXSVQUS0mm0zp86/cQjjyxc2Mxphb27dpdyJYag8drYtVdeN1adrOZGc3JFl4oym4eBOGhHi5eb3brPAh2lyqAXLi7U19baMeH0XLlcHo8T1TA5z+NTIKQIB3EYJgmmEKRVd+68gWdGVhajh++/NOjAfbuvufLQVdms1m626htdFsmhB4ZKIyKrgYQ5tP+qHZO7OEhTgKyJBV0sZ6QqCUR/wOSUsZHSjhsP33Zw97W7pw8OF6bK2lhGqHTWnNXLXeKIp56aO3dsaeVSO7J5CRaAJ7ldCHxZ5gqaWFSEPMdkCpnhUn40r1dymfL4yLZyoaaIOs+IAkVmQZV4VRa1nF6slqnehhHkNC2rablKeahQKPOcKApStVKbnpqiVEiWZbq7OjIyvHPHjtGxURrzG+vrVMs7d+6s1WqDwaDdbvM8XyqVRFH0ff/48eP1ej0IqEFTXdcJId1uNwmjZr2OIapUKjPbtl9zzfWalrddP0yAH5EYwJ45+PEdP7z/kXvAsxojI0PUBcqliqyoCLMIsSwrIsQDwELEBWFqGn6nM2g0TcOIKGkbGBbPy8V8BabYMl1ZBFPTSqFA0cfwnFSVgSJyJI5ajbrj2CyH4zgQRLZYzEPEBEHsOi7CcGiosmvXjunpqYyuQYiCkHTa/bX1erPVplsgHh8GIHjuzbeFXvTtbz3+l3/xlTe98ZMf/MAPP//Zu+6j8BrHrYbxta/94OUvff3Pf3bfy1/2uscfO/r4o08Vi5XJyQnEeKY7d+L8L0+cu9tw54tDjCCHgHElFUEmslwzoGQjBZjlGE5ALBMDYrk2EjBhE494mEdqVklSsri0+uRTZ5548mSr2V9bqZ86fva7377/u9/4uSZl/vXjn/zPz/zXq3/3Ta962Zve91d/u2PyiuXLm0abnDpy6XP//uVvfvVH2yf3v+X17ypnx0AoVEtTuly55cYXT4zuXFvuXHf1Lf/w3o8+9MDj//qJf6f+n68WAxiwGnLIwCJ9rSxqZSFhPTXLXX3t/quvOeB7xrmzJzqdOscxlUo1ly1HIW42nUbDtMzA8wPMEsdrOW6LZRKz32dTRUajxx9v7Bx7wa3XvGY4f7WUbq/lrto9fdst173xrW/429e96k93Td8oscOdVvKNL9751+/52D13Hrn7ziOBK+XU0UHLPXdyrr5iPPXIyenaPqsN3v6m937uk9/6q3d/7Hdf+NbpkcPEUcwmSXxJ4csSm6V4yCFB4kRFYhiJWphWnmkQhl4Qum5oWpbp2F7gJ7TGZDjMMClCSZrGUQIhEgWRZ7gkSZOEsBwn8hLLYpQiBtFukG8aJssKuVyZwiPtnLlu4LsBiekDgKbpJVr5pKDb7ji2nSSJ7/sMw6iqSqPmWQRBv2eYhiWK0lB1uDY0mssVGYb33MC2XdO0HddT9Iwoy4OBFUXh+ORkeahy7Pixjc2NrK6zEEs8Xy6VqGwmpYDdAQMZBrCBG4IEYsCCBDGQQynTbXabm5uqxLhOV9MgnT/68VfPn306IRbEYb6g14arekaFLPRDml082/MsN7Ks0HZD24kQ4lRVQAxACAsCz20NFiFADxVFFHiWpJHtGAODdoy6UeRlszK9kue32GcmIwsCTrb2lONe30QoRhA4rqfrGn1CECSlUsGmxrJCjOllsePYth2KIhgdE6jVDMMgaZLNYgAiuurVlZUg8Go1fu++sWKxSDde25367OzljcYmZhlW4C3H7Q3Mep2SxDhMmLmF9UceP7600q6Nbt+79+qh2kRCyKVLFxuNzeff9tzXvOYl2Yxo2a4gcgzDOk7iuS5dnONateHSt77zlfsfvKs8lKECeF7vyivHKuURywJLiwPX2ZKQ53iMuF7XVWWuWNQVhYJMMDfXv/rqw6blb9YpqcpS0pYC0u/ZphUcPLy9Nlw4T5NaLmvZdrPZpPAbx/HPf/ZLz7Wvvba2f/9oCuJme6Pe2Gg0mpMT04cOXnXhwiwFmaefuri8lNhWSpJElARNo5gCXNexLCtJUt8PEMbZbE5VlITAMASUxHMc0jWwsV7/xMe/duzY2Ynx3Z6DjX5MYiElXBTRNwcAJiyLGBakME5BCGAYJ+7+A7te+aqXXnf9NMPClRVzbX0zIb4kixDQx6aOs2XpMAoZajCGoSdJmtqWubq+sLq28CxC4P+bt6Df3Mt0OavwqsCIApIErEisJnG6yGYoVMl8QYAa8Vi7lxidwDfSNBBgIsOURZAgmNBIYKkB6TdEUSyM4sTzQt+nSk7CII0jjIjIII1BKkwFBnMIMiQBcQTCMHEc3+hT/TsJAbygsIwAIEt9Io7jiP4vJQACaik6IaT2AylIIQYMhvSNLH0WZqghIdiqppIkSpKYpARjhAEKHB9EhAOMLIi6ouqqqqmKKtNvIsfzoizI9OvW6Zyi5ekUpUyxXCkUsvThcRTAlAgsA5Kk3WicO33upz/8cVbJvfmNL37eLTfoki5xYrU0xABuZWFtdbnpWwkiQuThVt1cWW51GhZMhDhkGg2j1bIAFIaGJyZmduRKRTeM5lfXIZYEIUPP05qcFWSCGdMJWl1zc8O8PNsol3ccPvjcleXBpYv1makrdu/az7MiCZnWpnv8yIUzJy5lteJIbZTEsSwKUeivLC0Ygz6k9JAVyvmhOGDr60ZGGpbZkmOSXtuJnDT2schma+VpmlOZVN41c/hFz32V1U+SgB8qTUcuI+Dsc65/0YFdVytCNpspFvKVamV0ZGisVptQ5QwgOAqToaGRifHpYrEqSyqDOIwYjuEkSS4UChk9Q9GEY3kKK/SMJCmalhkfn5ye3kbTA8tyYRhTNAyjoFwpzcxMV6sVPwzrrSZlcr1ejwIB3ScKw1DX9ZmZmec85zkAAHpe07QoomZNpqamkiQZGRnmOLbbbbVbLUEQD115TW14wnGpx4FMNl+qVGIY3XXPT5u9VXr7s5iKrsmaQmDa6XaW1ldW1tcbrVZ30Dddx/Y8w7Zt101SwAoQIMBRX2awaVpUToplIImLhdxwbcSxBivLyxAmiiLIisgw0PMdjIEkCY5FDdUOPBdBmCIEAHAdZ2V1+fTpk2dOn5ybmzUtGwA8sBy6Zl4Q1/r1G664cag29OjTD5uOceToEZbF3/jGp//gD17Q63aoaP/wj//+9x/4h69+5/uOQ/71nz997tzc9dff8ta3vrNSqf3oRz/4n6989p4HvnP19WNvefsLDXchBs0U9017kxWSfFmTFBYxIExC0zaCKISYxQwnKDInsVEa0uJrYtt4iuE3vvmtt7zlbR/64IcffeSJRx96em2pySJlfGR6fGS72Q+OPH6isd5noHj8yVN3//zIuZPz7bo1d3Hds+DM+BW14tT9dz/5xMMnM9IQdTCGSFm1evbEvGOkVi+8eHblT//or/7sT//6wvn5Bx58jEAYpRFhUzlHoQgnrJ8yPiulgoZFHWUKwsz2EVVjF5Yuttubvh+JYjafH9b0Ygpgt9ckwPMjq1HfWJpbTAK8Y9vBfssLbVDOTQpg6OUv/MP3vvtTf/quj7zule++4aqX7Zq+du/26w7vu/nwFc/RlaG/eNf7YcJ/9tNfvvGGF7z8pa9bXth45umTnZZx6ezc4uWlbeN7Tx65mAbCHd+/76G7jlFud2jXLX/z7o996P2fufXmV/sGf/l0w+0xQ8WJNOYFVlekjCqLqsgzmI1jEkVp6ALbIAPTN23b832axCD1AIgQYmiqS+kfCOMk8T0vCHz6FTOYYDrOaQAAEABJREFU/hTGEYTQ89xWux34dL0SIelg4FkWLZ09GnqarNKtD5gi3w9s26WfNIKSOOF5Xvm/QR3s152lUqVUqg7VRmj8cgwvSzLPC77n245Dg1uRlUajcerU6SgKt+3YkRAyPz8/MTl16NCVCGEIEa1n4pCQmLbYi67tqaoeRTSecBhEJIEMFgRe5jk5CJIwjEqFPM+AUjHz6CN3d9trGxvzy8uXe1v/1ERcKGULxYwkM17otmm897t9yzRsh6RQkkRJpGHF/N/S8P8pDyKEWJbPZIWhISlfUDDGHh2+hxCk2khT4vsePRgagpoGDCPods0UgFw2KwhKf2AmSTgzM5ECQheazQmiRBlGiDGgt8QxZXVOGBJJEjRNGwz69HwUgxQkiiqqurBRb83N9xAmMzOZSqVES2+z2xoYPYoJHC8JkoqxkABs2lG9Pqg3jM1N4/Tp+UceOd7t+YcO33D4yqs3NtcuXDjT7TZf+tIX/eV73zM5NWqaDqUrgoAbjQGFTds2IIqpsP/6iX+461c/GhktIiTYNLEAxnEARV0KVc2GH/hQ14ocJ5lmzLM6x2ap0XQ967lhpVw5euTUtm0QpJExcIdqrCiGnhtQ7VmmqSjyvn1XPPDAA5Ik7d1zxcLCwn33PXz0aJOWl1ddXRwf10+eOn327DnTtDOZwtVX3dBu9c6du/T008+cP39+ZXXpyJGnT5w6Zpi9TZrATEuWJMcObNPlOaFQKBaLWVWhxkqjiFB8Harm5i/1PvsfX3/w/qd1tZzRRmSxKgo6xgxVdRSFJI0JofhHW84+AImqCQOjPTxSetsfvPl3fudGUcKdbtxobDZb64IiZLMavb7dbhmG5fuh7wVxkkqiTGtxwxhsbq6D3+6BfnPiwVAEPo9iReELOWVIY0sSyutSNa8OCSDDgQwLFBQLxGUiG5KA4RkFAyaJI05gdF3K5rVcVtc0lRdouoMkAVGYurTIcNLIZ+NQCH3ec1jXBp6b8LxAUro77kdhTL2t1e7ZTiCJqqxovCSzHI9oCQsBIUlKEoSRH4ZhEgoSL8sUDnicQgwghggkKUOZHUY0gDmOESVe1RRd11U6ZLmg5PNCNsfrOp/ROU0TNFVQJUHhOUkUlIxeyObKqlaQZF0QVY6nn1oSJYAkDAS00KPpGRFw8fy5E0eeWbw4O1SqMilanV+9fHZ2aW5leWFlbWU9iUFWryAgAaiYJllZai8tNWw7BkgMQkAg68Wkb9mirHKS1LOMnm3EiIiqtH33jvHJiTiJ251eAhAvaJYdmXaiZSopEQMfI6Tt2H7Qc8Ezxy7OXl4bH9n5ptf9wc3X3zZW2TEzsaex1gYxgSSqVnJh2C8UxWyW03Vu27YJjhMQ4GrliZw+6piQYzSeUSrFsXyWUj2sSYXJsR3rK+3/+s+v/vgHv8xqQ6XcSOgiTS5NjO2qlSdzmaFSviZwEq0oRV7sdnrlYpkaRhSESqnMsxw9Hh8dobYGacIyKAr9leUlyzKnprbt2LWLEnDEsp4fYoYtlauKpjMcIylSqVIeGq7liwVeELzAj0kyOja2xep8f3V1lSaJUqlE0aTT6VA06fV6tm3Tr4ZhXLx4kTbnAAA0RLPZ7NLSYrVa5nkGwLTXH6ysbkxOzYyMTEQxpC/w4uCHt//AcLv5skRveRbz2KlziEOjkyOZYlZSBcCQjjEYOAYvCWpGyxZy2WJO1mVRFfWcWBzKj0+NYxYY9oCX+EK5ICmiYfbbnTYAZHhEoxBLp+vbPI81VSrkMuOTIywLE5L0++aZM2c3N5u8IE5NTe7dt2dkdIQqYXx8fGJiolodFkR5vb55xY59+VIWCeCVr3v5FQd27N03NTZe+Nx//c/Lfvet584/86F/fN+3fvifhVLxR1//3pGnnnnDG9967VU3ry7Xf/azX37hv7507vzFN//+az780XeXh9Mvfe2f/+0zf3d58UgIupC3A9ITFUCXkMIwScOLly+xolAaGrI8P1ssTcxMl0eqjMAuriz//Oe/eOKppycmZ177mje+5U1vHx2eymeqDJCaa32j7aligUZ/t2HT6H/5i2+NXO7YU+cH7YCDWlapHj5w00hle0Eb5VDWHgAGZiS+RELaAKtdc/jWi+fWGxuW1U9vuOa2F77gFa4Tr603WEEyHAtygFOYkLgpG7AyYcVYkFJRgZxMhifzUzsqjfbG6bOXOx0vlylXqiOyJsTAanUWL1063ml3s/qYwAwFJj9c3VYtV0aGRvbuvME1pII2A+NC5Iihwx996sJDDzwdelBTcm987e/9zote9pGPfOyaa687fGjsC1/43He/+4NuZ3D5wuKOmdF/+MDbHrrn6Z9+/67V2XZBGelvhquXByeemDv68GUxHfqzd/zDx//hv6858JLY1RvLHnH5rFR0B1FgEl0pgJSJI8jxPMAApCBNgOt5hkFZtQkgVBSFurQgCHEcUz+hEJcQkiQEQogQjawQIkxnHBGTephhIIgyNM5Z3usD144ZjEdHxgq5fL3euHxxzqYNY5bnGI5jaF0ucBxHCHkWIVAtD1VK1UqhzCLWc30AMKRYbXt+ELEMx7JMNpc7fPiQqqqPPvro3MIc9ddsLuu6rmGYDMPQRYUUrZMkjpN8vghSaFsuLyhJgqg2WEbAmD5ERJBnsaBIqshxzY31px57WJKYMHbX11fX19ebzUYQ+ZmcWhkuKFkmxV5E7DgNIpIwLJujoM5LYUBASrNMTNsHIKUPpzrDKYFhSDciae4APC+oqkYHwzK2Tds/gGFwHAPDAL4fQQiTOKF8leNYx41kmdEzoNt1RFHQNCBKLMYYQpDL6YLA0Ws9D9k2rFYVAIgfuBCmekbVdaVYzLuudfHy2cceP7qw2IyJc/bsCap2QsjJ0yeXVpcR5jhBsd0ojDFAEt1QXVppLC23F5ealy6tz86u1YZGb775Zgip5L7jWYcOH3jta18tCGwcR/TVGAOXsjsIGq310fHyen31f776X/OLZ1VNWlpudrqdKAIQMQIvdTtGGJIgSAZ9yzB8QRB7XXd9bWV6SjUM13a8HTt2rqwgWmwfPLgHIRUhkWFFSdL1jGY7m7fdNqQo2tGjR2+4ofC6171iY6Nx/PixRx974rHHL9EYe8Urnk+96Zvf/M6Pf/TTpaXl66+/sVYbESWR45lCMUtJG8vgc+fO3n77j00zAFtEk/q55TguSQl1lWKpmM3qkigEAV2Wt217cWUx+Nx/fv3UiXlIVJEv8pyKMZumabI14igOw8iNYg/AME68bF71QzuK3Re/5AV//CevnJrSur3YsvqG0RNVmRN4LwpD+uAktV3fD2OAMeIYgJDtWdQW/2/n/w8vQL+5dwu4JrI1hauJeEjEVVWoacKQhHIs0Dio0M3YftMcdGzPCRPaEE1SEkYMTiWFFyWOF1lWZHieF0VR1XKFfFHXstRjogjHMRtFjGHE3bbnu5BjM1GYxhGNQEwSFPiJ6/pBGCZbSEYNwTAMy1I04jiG2TIJIWkUBQkJ05SktKraWj9BCNFfWY4RBUESRFmUBJZnGYZneJEXeFEQJEmT9YJazAgZiZG5lGMBJzJyRsmXc7VaeayQr7KMDAjLYJFnFYxoC5dlMW8aZq/dgXFMu4jrC0uPPfDQkw8/1lyvTwyPoQS2N7vry3UQox3b9lx18Prx2rYkwOYgjGJ+bYPWXv0o4SQpT+/ude2+6dCdM16Qrjh4kGbH5Y2VAIRiVsQyU50oD43lC2VZ0XlOYjHmAZRIKrku6BshYISQQINGgx8hRogiNHtp42c/ffDi2Y1rDz//VS//vXe97d0H9l8JU/iyl74k8C3P6x86tGtqeliUWE2XwzBIAdq1az/H6SMj23QtXymOcKwSB1AWM4qcU+XccG2S9uGoBjAQfZdwWLKtwOg7g75LMXOoOkyb86IoUEDJ5/O2bVGDUGSkWCbLIiGxYQxUVR4ZqdHParW8a/eM41gLi/NDQ0N79uyRRIlak1bztG/H/N+gwKoodOMDUQylVqTmw5ihuYFefOjgQVmmmzgDyup27NhBXymKIr2dwjp96djYWJqmy8vLQRDQzJHLZbu9DsvhodqQYzumOVhdWRoYRiafn9g2udFY/fZ3v9ZoL/NywkjJlqf8+n9KNeX4yYunL5xXNGlsamJ658z09vGYxJdpXWn0vNDzYjdKw1wxs2Pf9tpYtd7Z8GKnWClIigQwjEkCGShSj5R5hkGSygoiK4mCJIvdbqteX+UZ5NrW2tpqEIT79u4/dPAQXezs7Gyn1aQh4fne+tr6mfNnnzj2uOP4Bw8ditP40vylux/75Re+8p/nLp58z3tfetOtI6KMfnnv13/50GcXFi7f/oN7IQS33PLc933kY3f+4p6vfPWbl2YXH3r48bHxyW/+9M6rnnP9Bz/0l9/5/hdzeeblr3zujt3D2SIbpUZEzAjYrAwgl2x21vdfc8XY1MhqY3nfoX0r9dXv/eR7X/nGV/713//1Hz/2kYcfe3R8Yur5z3/hju17Tp+6wGN1baXVrhujQ9Ol3Mig7VL6knjw9DNLZ062brv1wBtf/arNlc5/fOpL3/7fH50+Nru51u+2fcsgtpGwUN+z85qh0tTxY+d/769u++hHP8mQzMp8x7fg1Yees2PHwdnZlXa7v23b9jbNRb6dKWlyRoR8HBArTE0xiwQdJciTdXFqZjKby6ysLZ05f64/aCIcxond7tSjMBG5HAllEMuikEdQiOKIkoxmo5+Ra526k4Zc4KXmwFGobViu3d76f0ElIHniiUcOX3none+8+k//8q8effyxUjkfBelf/NWrP/Ivb/nBt8/Nnb/87ne95w/f9vqJoe0bi90LzyzIsFDWp7g4t3Kx7/f4P3/nP/7JWz6goAoO1bNHZjmijdd2WD0/DbDASL4dQAQ4GbACABD4UWi7juXYURJvYRbPMQyLEK3iEERpCgkhSZjEUQQ8z49JAjBOCO1ABn4YIoR4gYIZIDSRA+y73uba5sbqRuAHLMdHUQwRzOfzHMtFFDeDAPz6w3fc0PNFQdYUjcVM5PvdDnXPJgZpRlcBRGEQ0GpkZW2VBuzBAwdpfUL9eX5+jgappqkcx7EsRyVfXlrJ54udTi8IIllSEGIAoMtDvpfYlken70YkAAwS7v3V3ZiB3XZHYHnf8TbWNtqtrmM7qi4Nj5dGxgqFiqLnOVml+A5YntH0LM+JQZikBEAIqIYYBnAcYjBy3bS+6dU3ezRPcawkcHIYpLblY4yyGVUQQLuVNBodjKEsy+1Ox7YGCBMEU1WVfT9otRrZLC/JVGsJhJCQVNNYSRIowSIkMM1uqczSDLOxsZYCommAYUGpzF919Z5bb71px87phPiXL51fXJjVisrQcKXVCusbbSpjDKnVFEHSARIAFFlWjxNmabF+/Pj5c2fnn3zy6NjY1MzMDPXVfr/b6zVvufXGj//rP42MDnmeq+rc1HSBpsc0DWSW/9wAABAASURBVJeWL2+byV+ef+b7P/hGQkilUshklCCIV1YWt23bpqoZnkObG/XV5Uboh7IEZIlZXbPOnKnv3pldWlzrdvtUMwwT8zy4cGFtc5P2EV0Io5GRTKvlnzoZvva1L2212j/68dlCofqKV/xuqVQkJNqsrz7wwEOdjvm85z3vxhtuosSuUW/96ld327YZx+H586eefPKR5ZWFZnvzoYfvf+qpJ3bumAp8uhRA7T4YmDTEbMuCANBsIooS9Q7fDz3XHR/XW03wiX/5wpOPn0kTEUExiUGaYow5Gg70L4aBHIcpftpO17K6PA8xk3iBtWfvrj/50zfecOOOldXB8ir1OhvhFMKUwZiajSbjMIw9Nwj8GAIUxwT8dg/0mxNPACMKM6lykwIeEUBVYqoiW4KJGnlsHCLLcCzDSqKAeklG41UJ8Tztn8UAxhBSjkXlSmOSRDGFIwAQG8WMbUb9nm8MQvq5stw6e3b+4sXltbUWhTLHi6I4pX8s2+kPTNfxkiSmQQJRimDCMAAzCGMEYJqQKIxC+nTKAGiOxBhitPUDhohjGJHaHGBIAAQIY5ZleY6lpE7keYFjBJQglGAYYxQzbCoISJY4XZXyipQTeJ1jNZ5VBV5BSIiD1HcDy3TK+dLMxGQpV2iu1Z946LHNlc1qppyT8sQndseZGJ5+3s0vuGLXlQyQbSMOfSaOOMsm3U7Y7voDg7gBpjTMDahzQkXTaqM1QeY6g6afOkpeyJXV2lR5YudIriY3+7MhqeeLHMuiXs90zITn8wApzdag0+032/WVtQXKUaIk5jgKozrPDrkm//SjZ5965MTl80t0OTPbZibGRs+dO7FF5mSoqHh8qlJvrNqOee11127fsXt5ZSNfrGIk5PM08rMcfZCqs4xAmXQuW1JknSQwJdTpoSJnEKRrSWmwcSwriKLjOl7gqpqSL+QouZFVqTJUIYCkkMiKxPGMrMq1kaFSpZArZkfHR+mVhVK+WCzIsiSKfC6f4QTWdk1B4EZGRnieQwgHQUBNKUm0KtQpRlLEZBj2/yaj6zr9eurUKXqeXs8wDLUlFZhenMlkGIZpNpvra2uyJO/YvoMyPC2jZQu5MAmDKKClnZoRltdmf3rnD46feiJI+moW8fKWz4Bff3QGrqCTdn1w5vzl5fWlntGWM9L0zql8KYd5GIEwhQnmUUC8zfbqZms1hgGnCFEad/o0ebUd36R6o5CFGJgvUp0znu9YtmFZ5uzc7MbGarlcVFSZOujk5HSagpWV1X6vjyDwfZeyVUJzPIsL2fwt1986Mj5qudZGY3NlY+nVr3rF3//j3+4+OPK2P3zHj++44+8/+vvlMfjjH9w1PlN86auf+/Qzj8Uwevc73/GLn/9ix87d46MT7/nzv/zrD7zv6//9mde+4hWHrz7w9x/8Gy+0Xvnq32l11h546Ff//tmPnzj79MyeCV6FSxuXUjYw/O73f/bdL3zt89/+yTe/9I0vfvjD77/9pz+0XFNSJcyxYRxTx5AlPXBJ4CfXHLoucNJey54eG5mojYFYcK24vt598tFT//35n/3sJ48mPrzmyhuvPnyzxGVJJOBUyWnDPJOdPb+yvtzeuf1g4DBf/ZdHjh25VC6N+w5qN6mSsCIUJCG7srx57uwFWRApoRiY/fX6CmRIpqh6xOnZDSQlgqYAVhJ0VS3yco4ESaPZvdxsLbqOEfmpKlYK+jhMFM+FcQRty+50W2Ho5alD8lgQeYaBiiJkMvK58ye+8a3/CaLBG37vRQwXXlw4+aF/etOn/uPbzzxzVJDR+z7whq9/6w9jh3vH6z/3+MOPvvOt7xypjt/xw8c/9S//aXX8Fz335Yf3XM8EyoVnlhfOttcvW3f/5InElneOX3fLVb/zplf/kdWOL5y6xAGNREzog2EKBLWKJIuqqoiygFmcJFEY+UHsRyQGFOcoXUKEpEmSphRBI4qGJCEwpSsKgiiK6XWR7bi26xIAZIpfOV7TBAZRjLVom981YpBAgRcETshomVK5IooSACBJEvr5605FlmkMW6Y56PUbG5uryytmf0CRgjotfYUx6K+tLEkSv3Pndt935udn6VpIGtumocoyhznPdREEly9dwgivrawCkiqS3O/2zYFpm47IKwjgzfUmTJlSsZbNVtdWG81mR5ZUSZapUjDkLSNcW232egaNGoZNqjV9x+7atu2VfJmDjGvbvUqlTF86N7sMMRgblwgBlhXRLBHHwLH9wKcZZAs8KNZBgG077PdNhoWyCjFDY47qGFSqAmYSVdUpUlFWZ9kWw4phxI+O1QaGBSEQRYGWqWmaGEZoWb4kpZUqLyuZIGAokWo0Ny5fnvN8N5cX2h2TpBGAPsvB4eGyYw8uXDyVyaoQJZkMXF5tb2zWoygBmIsTwPGKotKaHyYxwkjq99xe31mYX3/qyaOW5VCr0QxomJ21tYXJqZF//cQ/Pe/5t1hmMjAH9EUkDUWJyRVocDB3/PzH3/nuVyQFpiDqG/3pbeMcD5rNRpLEHMdv2zYTBqJjh/k8G4dps25ubuLtMztXljdVVblwoV0qxhPj+oULlzvtjWyWvlbauWOk0VwtV9Jdu2Y21tcyWRzHdrvdGhkd2blrR6/XO3LkiGUaN954zfbt22hq3r9/r+sZvX69XM1VhwqihNbWF0+fOpmQ2PU8kLKOE9Y3+61m1/d8ahs/dAFMSBpCBHPZrG277baRy6JeB3zus//7wH2PcYyqayWBVxnEuw51+ghjZitlhL4sC4omJMTrGy3fN1kWVqql59924+tef6ueUU+cfKbRXKcB7vr2YGBSR4pCYgxcGv7/p2Qe/HYP9JsTT+CHZHFYFKosyoNUB0RPE9lzwaBn041zy3YRhoVCZnS0MjRSyJe1bF5WNUGURVGVRVnmBQliNkkxASyCAstKHKcLvC6KOsspVL/djrmwuHb50kK36wz6jmMHju13u4Nut+e4TkxiGqVh5IURrUWpPbw4CRNCMYmQhLAMFgSe4ziGYRFGCAEIIT1iaD6nv8eExCmlUXFEwjByHd8wnH7PGgxs34lAgnhGFgSV41UMxDjGUUDBksVQQICLfRDSYjEGDGQVXhIh299sXzxx9tSRs/Pn+pGZiFgOzcDu+nt3HDy495qx2o404rtN1+wlgYe7bW9poVOnOcnn41SkVXEQAk5U9ExWUqQgDgyzS6BXG83t2juxbc/Y9r3jvJo+9Ngvzl581HKXtSwsVzM8z3tBEkYQQD5KoGGZtud0Bt3N5uZGvbG6Rv8yAk+QxTKL1F7bPfrkidt/9LOTR09eOHu+UixhBEyzXyjqU1Oj5Uo+m9NiEg5sY3RihOW4MAppyI6NjpdLQ7lsQRLlKCIIsQIvJUlC1SjLiiSJmqZzHBvHsWGajVa9P+hiBuoZDTOgVCyoqjQ6WtN01fNcyt7K1TLLYY5jsjkdpEkY+qNjIxTiOR47riUKQrFQYBg0GBiu61DD5f5vyLKIMYYQEEJSQgRB9Dyv1+vS0K1UKqVSaWlpyXVdhmFUVZ2amqKu3u/3C4XCrl276PH58+cd153ZuSMFqeXY1VqZ4eHoZJVXYM/aOHbq4RPnHlULUM2lnBwA/Cz77XGLpCl1mdQfxJ2W2enS0Q4iP1fMlcpFVZcUTZJV3vWtteUeLXNlhadovl5vtPp+yoBMPivIkhv6cUqKlaqma7Iiy7JCV5HR9XyuOFQZCjy/PxicPnPWc0PadxweHioU8gCkfuCFUaCpiqwoa6tr7U7L8RzEgOe/6NbXv+nKywsnv/39r45ODr/zT19dnWJVLfs7r7p1ZKbw9W987WMf/9juPXvHx6fvuOsePySqmtu394pvfO3rJ06e/NAHP/D85/3O3/zVxz74gY88/dTxFDK9wWCzsWF6fcNpB6lVHs+Vx7OnLj11zyM/nV09/d2ffm2pfjE3kpVzkukYtmPQgMtujVzg+a7ptDfal8/NHdp3iAX8kw+fin22UqiREA1XRq65+vpDB666+ebD119/w56d+3U1322bxsCje6P0wDKCbVN711c7qyvNyfFdJ48sDHqBZ6cP3vfk448cnbu03NrsM6kgMGqvY3Y7fd8NND0zNFxLERk4PV5hMiUVcCSCFGD4CCS8TAoVVs7HXtg0jWbgBXltaLQ8U8mPZ9QyhlwcJREhUQpcnzqaPTd7PozsFIXN5sqFiycYJnnXO9+8bfvwS1/24mMnHvvIP737p3fc9en/+PTuPTu//s2PPOfW67797SP/8tHPzV5YwxA9/OBj3/rfbzMp/yfvePMrXvK7TMw9/dAzp566uGd6x8uf//zE4p55+OzGbP85V75o/7br3/76d3/+3746M3LloBkQn00jZtCzAj9UVV1RFKrLXC6rZzVBZFNIvMChoJVAEsbh/80oSsIkjQEClIUAFkCMEA0bBhFI6EIcuv/HMvlioTZUBWlKoSJNCMsjhvb6Eab1D32F7/uu59r/N8CvP9q0i9VoWr1BGsc0lkVKFtIkobgJYRz4VKMzM1MZTe112zS6Hceq19d7vQ6t/Sg9CuOg0axfvnw5iqJarSYIQrPZ5nmBxgDH0mISmIbte0E2mxsfpQ/Jra1sWqYXBJHreo5FpY6jEDNIdax0ebFOGzxh7GSy7MhodnwqX6wqWoYLQsuye51uY219vt2kEuHasC4IrGX7Nn22HzIMn88puawAUmibSegTSRIyGY5yo3rdoixB1zWQYlq0JknCMIAXWE3VZJmnMlPNQQgohssKBxFAiEYTl5Cw2bIcB7AsouahOPaCF96m6QJ1mEceeYJhoR/4AJLpbfkgMB584Fft5oauy/mszguQ/nLh4kIYhjrldwiblhPHQNcLspRVZL1YroEUuXayudGdn19pNdtxHCUkNu3u6tqc6w3+4O1v+MDf/2GaSiSFgsA4br/dru/YNWI77a/87xc36rNjkyVRhJKMczlKQ1meT7ewFwscy/a63OpKWqsOjY6OnT51VpHR5MTYPXc/MjKcuXwZJIm2b+/uIACLiz2MQS6PZEW+dMl+ye/st53+3Xc/dc11U+Pjubm5eZ7jb7zxJtoXeOSRJx977Onrr98bJ8FTRx47fOW+6ZkagI4gUQ9Mn376sRMnjtBcE/iR70UkQYAiox/btksHzRFh5AWh7/sOhTUAaKhzipyRZGT24//+wne+8uVvwJQfrk35fspgUVV0zwsQgv1Bx7QGSRLIikDRNAWxafVSEI2O1m644ern33bDrr2Tm43N+YXL+UJe09S11fUoIgwjWmbgubQETcFv96Bq+k0JKElZUdI5TkNQSAgOotTxAtN2mp3+ZqNB0jRfKoxNjY1OjlSHS6VKls5sPiMpMsdzKYRUj0EQhUGSEszziqYVimXqTmP0r0wmmyvkMzktDMONzXqnO2jTXlTH7vbtTqdvDAYUCFKQhKFr2QPTGZj2wHJMj9KxMEjTFGJM6QPmGLgVYylCgJ7gWZb5wx7PAAAQAElEQVTBLEb0NIcRSwPBtRyjb/a6Rrcz6LT6vYFBKB+hwimanM3LeoGXMikjBREKApQSDhI29olvB4iggpYZyhfKmcLa3PJ9dzx87JFTfMJcMTOel/KdtT6OxdtufPHV+29KfeHc8fnFy83A4UKfb7fCTjtxbNayUByJCCgYqaKY0bQsla7daYaRNTyWp3xOkImkEkVPL84989CjvxzY61qG8JKnZcGeveOHrtxZKmfCyI/iiBeFmKSYpXEkISxQ/262jKWlxuJSo9O0fCuM3LhcqIEEL86vr63Ub77plmajc+rU2U63h1lm2/bpiZnxBMTzy5eGxkpqTpQVkWFxdahKZy6fq43UiqUC1YqmZzCDeZEvVwsxiVSd2hETEC6tzK2sLJYrhZkd22gOgpjW/4SqUNGU2nCV4XAQB6Is8CKXpAl9DsSQmlDV1DgKoySkl6lZNQEJYjDNW51e9/LcbK5QKFeLI+Njejbrel6z3bZcm640k83k81tx6NHCDqTPec5NnucvLi5SF1cUhVqZno+iSNM0mh6y2axpmpv1xvjU1OLysuWabmjFyF5cP/30ibsbg4t6Kc6VCSe7BPUTMADPatz68iv9AcQMUHKAJlaYon7XuHxxud/vpkmsaTRVqJLAFbLq1HRudExLEntpubu+GacYZAp5JZNJQNIbWM1Ot9nuiJKcyebSFNK4EAR6b47nuCSChVx55/bdqqLW683l5WXD7EuyMFQtZ7M6hb/1tbVGq06ThCDxfuL0zfbff/Rzn/36566+/rqP/cvfXn/jXsAArcQnBL7khS//2te+2x84f/ruv/3rv3/ft7/5o5GJPfnK6Ic++LHllca/fuIz26cPfvB9//EX7/6nhx84r4gj0xMHHIdcd/1zfveVrzh26sj5uZMveNlN9cHCxaVnlEo6ujPrpBtaBeoVMQKeH1kMj5I0oigs8JxlmMPVmshJrXrn8tnLgR0ETkp7URdOX+jU251Wx7NtmJJBPzh+7NSxZ463Wh0IGUVUeU5eXlo3TW96264Usq6XSGrmhhtuLpeGAp/ccO2NE+Mzjc2e0XPTmIl9oPC6OwgWZ5e7rV4mkxUEyQv8gERm6DqJjyWeUSQgpC5pdawlx9/g+UBVZBHrIs5HLus5NKmDFAaG24tIkiK+1TEoc5qcrDpuW5RTxIQA+n/+V7/3itdc99GPfSiIjA9/5C8eeOihv3zv37329a/5zg8+dd0N+/7nf37075/87zNzl4yBy2G1XCi/5AUvvPHaqxwjPHvs1Kkjx0dKtav3Hz77zKV/++h/LV9aveHgzYkFzh65tHyxfe8dT0Bffc873z+Um4wdlFcrHJIoxWQxx3G8JAl6RqUVQqaQERU+ARFkAMvjFKVxGscgJpSpQYBZhhOZfCmjZhRO5EVFovHih2HfGARRKKuqrmdACqMgZhCWZF4QRBazEi9AAGiY+J6fJAl4VsN3Xd91fNcGJJF5jmcxSgEGkL6IoYAL0sDzO826YxpZXc1mFAQJvWZkpIYxohuXURiwLJJlMU1jwzRFcau7Rz2BYVgIsecFUUR0LZvJ0sYB47oBIQSArRZlFCVRTJKYSSKBboBYRtRs9Or1uu2aooyqQ9npbbWdu8dro1k/7Cep88ij9/70ju/RxxiGzXEpxyFFEQSeQwgmMbBt0O9t4Yeuq+WSRh0hioIw9BiGkSTONMFg4MoyQ3U4GIQIxzwPfOplJBZElqqtWKQrh0FIBBFomkC2GoF+v08X5BXLCgUtuplw4MDOhESnTh+//4F7jh490m5a3U5zc30RUiMmfui7mawyMsJSSc6enTUNS5E0QKDvhwhhhmV5XijmigzieU71HNBqDrrdfhj6AEZx4oWx43qDKPaef9utH/nIH1NFxgkrK1Ich77vTs9UFpZO/tu/f0RSiKSAKHbCCMzsqEFIXxdgDKmgzWaXxHSZvutE116798SJlZ07cxPjlZVlgyocpCCXyymK0u22NtbNKBKuu25kbX3Rtslb3/bGTmf99p88NbP9oCSK99z9gG0511937czM9kaj8cUvfvfa667cd8X2X93zkyNHHykP6SPjhZ/+7HsPP/xLjmeC0Lcsl/oxg6gpROoSVJk0AYkS9XxelllqqSii7km9NDQt6h6sIDG+A++5++S3vvmTdsscG9mWEsb3SEbPBUFAHRuAlJA4TROGpZpL/cBxHDMhoaLxM7smbn3e9fsOTFuuOzs353iuomUIYSwrdF1iO8S2//+Y0nmhbfu25Zqma/btQXvQarSbzU5rYA0iCJSsXqkNlWsVmre0TEbLabQhIesaZpkoii2bEjHLtLwgSBhGlNWcquYLebqBWRQkmRO4Yjk/PjVaqeU5gXVsv9ezu12j37cMwwzDACNIG87UG1zPotNxTcezPErpkhDClOUomECSkpiiVJJACLmteOA5+gNmIUBxFHuOZxuOZbl+ECPIipJMk2u2XFKKeTGbZVUFCVJKy0TEE8CngE1Thj6YRbwmaWXKN1Ut8fy1ufkLx8+ZLSMvFyp6NS9nhwsjB3ZcefM1zz+491rPIM11o7VhuxYKXKbZ8NfXLN/nJKnKoCyLdUks6GqBY8TQ8+M41DRxenpketuwJFPSs7G2cXlh6ezFy8fdoHXDTQfGJ4uZLJsvcKWKVB3WRifyI+MFWeP8gIIOlZDDeKvNyfMZUcxyghInaa9nrK1uri9vmgNX4GTPiakafZfceMPz9l9xZUKQabsD24YM2r5rKsVh29gUVFws5wACKSSYRSzPDNWqE1PjlOcJ0hYtUzWlUilFSSiInKyJ+YLOsNDxzFw+OzlJm/n0+iHXtSj3ipNQ1dShGv3qOI6dyWRkRRZEsTo0RHHB8zzTNiAC5UqxUMzRByYkzuYyvMB3KGa0W71eHwCg6ZqsqvQuiJh2pxNGUbVapo8yDKPX6w0NVUulIg3jzc0N+pXjqG4l+tPGxgbGeGxsjD5tY2OT42WIMOYwL6OltfMbrUtdc56R+rlK4kVrBHYBtFnBp697FvN5t928c9dYGgIKsiQCrpXQTxamRrffajZ9x06ThGNgPqePjdLmmkJLTtNOlAysDhdYQVyvt5dWur0B6RvR3MIitRpJAM0E7WYnjQCLhcBP8lphYniKJKntuFFMtZTL6HpEs43rRmEQxSFV/vjERKffXV5dUjTx4ccfOHvh8rvf9Ya/fO/rx69QoQKeemD2za//kze95R1hyP7t337oNa/5/X/6l/fde9eTxcJwHOFvffMOXR964QtfefHi6ulTq0lQ3DPz3Pe999/Hh6+sr7s7Zg73B26r3TVsY3Ht8kZn8ckT93uwq5eRXgZKOTHDtVZ3qdlatb0BywGMU0nmh2tV3/VYjGGa7pjZzmFufXk9iaKcpoMoadUbly5ceObokfn5+U67T9NAsVhgWCak0RgntFmraTrHCc8cP2FazrZtO6jxlpdWTcNpNFuXLs8nUbp3177J0UmqdomVK/mhbntAi/MH73/ksUef8oK4OjzCCEKj2yEszFYyCesZYadpbPbtVhjZFPAZwPJYohrutLrUTGHkEBBRSPBpHEao0enXGxsAh4gJ1tbnhoZzv/+21zWaG+97/wcOHb7i29/9+q/uuYfS33/5xF//2yfff/z4hTe8/q/+6eOfWGuvPe+a2z7+0T/7q794yd7dV2yub1w+d/HuX9xLw/LGa66LvWDp8uXWWisrF2mvzunZkRXtmT44M7qvvmhdOrWqc6X3/eWHD+y6etC2dSmvCJk4TqMoou4dk4hqVZA4UeYplZcUkQYjy7EMxzAswhhBBtJoZXiqZoakJEriFNHKFiZJHIQhgYBWjFEY8RxPCRNGGENGVVRdU9M0pdkyISQFKcNQnQnPIgRkjpc4nkeMzAu6quiKqoqSyDJR4CVRIPCsZfTDMNBVSRQY6hCyyI+M1hBKm81NQhJFkWkOpu+lK3VsS5KkLbGp3ycJSKlcKcuyoiglcWxZpqKKLMdAhjAs5HiW40QIxDBgAx/bFmnWB5vrzW6nHUeeLHO1anF6enxyaiib5/IlYbMx9+AjtC0NZA0Gka+oHGJokcmwLIpi4LpBnMQchySJbgukvX7EcgyFGlkREKJEZ5AkJJth4iQ2TZ/jEMeBMAohSjED/IBQKBMEjkYkJXPFoqbrahzTDdxeb9BS1K2gCCP3hS/afeut1wwPVyuVImbSuYWL8/OX8ln16sNXKCIXeBbLwEolk8sxayve/PwaL3CFYimKYttyUkKoM8RxBAEj8JrA6YBwju2Zphn4LkQJxklM/Hpj9fSZY1fsP/D5z/8Zy2qNhpXLZ4PA1XR+aqb2y7t+/t9f+rfpmYLtdmn/BUHKa0G328XYHRvNd9pmq9UbHxuJo4RBIKMV779v83d/d1+/t768VKfWiaKgUChMTk7qGZGudzAAw8O11bVetYonp0bX1pcvXjy3Y+fObDZ/5533Pvjgk6VS/m1ve/WVVx28775flSqZ173hd6++Zm+ztfjv//6xJ598KFfIZ3M6SFGn43puRAhmGZGntYbAy4qk63ImI2sZWZA4AFOMQUKAZcUAguHh0q49QwzD33H7qW9+7ce2HW+b3gUh02736aeuZ+hDqLQDo+8HDs+ziiIASIxBv9dvsmwyPlF9wQtuvfLKnY4TNJstBnNpgj03jgLoOcQyI+qKv80T/eaEW2leXNw4u7B5bqU5u95aWKkvrDaWmr2GGzm8zMuaJmoa4kSCOMhKkJHDlIkJRXgQhLHvRyE1IsGY4TlBkWRdFBVBknmegxgwLMzl1Ymp4ZmdY+MTw9Tqnh1apmtbbhBGEGNB4DGGSRqmaZgQOqMkoY9LKAAghBiKGwiSJEniKKb8P005luU4DtN7AAz8gKJYFMUpgPTduUyuWqmNjo0Pj48rxSybU4HEhxh6IPVTGEMMWQEyQgro3ZyuZSrFksqLRqd9+dzpI48/urm8XskXa8WhXt1YuLCscJmbr711+8Tuk0cvrMxtuoMoTUTXAt225zmIwVkENJgqWb2W0YeyelmSshBgmq0pvB46sDebkfqDuiAQXiCtznK3u3bFFdte+KIbNI1NkoBhAMeSIOx6waaeJ9v3VEfHC5gFmVyZ5TIY5SDIRrGAGEqRFYYHA6sT+h6Nm3631++aHCuySD769GkExde/7i0vuO2lLCtt1Bv1Vj0iXqmWK1a1IDIYHqYI9I2+F/hhFMS0DJUEAIntWbzIZvJ6oZRTs7Ks8pm8NjJW27Frm5bVesbA833M4snpKY7nWI6ltqDhN1SrKYrmByFmWFXTFVUrV4aGasNxksiawnIY4VRWRIqAaZq4nlMo5qpD5fn52XPnz6+trRFCNFUtl8qqqm5u1hcXFhzHZxhW13UI8cmTZ0ql0vDwsGU5dFDop5dBCPv9AR0AwFw2l8sVKIua3LZteHy4PJTz436+yu27cmR0myLpLhZNXg1ZMcRcAJ7V+05m7QAAEABJREFUOPnMqRtuOFQpZBIPiBxIAoJSlFXF2Esj1/dNJ3DcNAxpodhttpyBKQnC1LbMzJ7RXLngBWG91TadSFI4TZMBwEGY2E7AsVKxUB2ujfGs2u+6CPDUfGurdcf2WU6QRJF6NUkTVZHiKGy3W9TRKfpT9yKIYAbGafzhD7/9g598Y+2A0Ji3PvXPP3n/Bz/5wx/cf+7c0sc//ulabefE+BXnTja6rWTP7hu+9F8/tA38pjf9aak4OTtbf+bIwu+/4f13/uTUc659vWcp9bXopS9+7c7t+y/PLkmKFMTeN77zZdtvVEYlwpqc5uWHMRANQSOSSi0eOp7huibdKpckXuQ5CABJErqfAUi6Z+fEzNREHEYcZnbN7Dh0xRWHDl0xMTECUQwhYTmGrgVhRJ3H971sNstx3PLSEoMYx3Hz+cLi8komo5cr5eMnz1y8eLnVbM1evHzuzLnzZy9cPHeJ0mgEONfyn3nm1KXLC0GU8pJWHhqV9YwZtZvOpfXuJcNzeCknS0OhLxgDNwgdjo9EMUTIS7c4E8UIBSCe4pWgKKVKcXVtqdWuK4rkevZ3vvetN77hbUvL65/7r088/tjTX//GD9/3/ne/4Q1v/cpX7nz72z40O9vbtePKF936mn/40B++/LUz588uPfHo40efOvLIQ480N9YsgzYUW6eOHzXa7Vuuv37H9vGLs2doQVMrVVGMNpc6Oyf2izBz7vhlTcy/8uWvL+QqKytrCDGu5zuubVhG3+gOzK7tmkkasjxmOAwZgFjE8Cwn8ixPj3CKEMTQ8V0/ChJCgS+KkwgxWJAEjjZ6CQ0ul2EYWZQp6NEzlNvxvBBFied6oR/Ylm1QdkCbUb9+FHAI8gjxDNIUqZjLlvK5YiEridRp2+1mnQqoa8roUFWRxR5lDcZA5Dge43azYRp9+msU+u1WIyUxzzEMggwCSRTGURD6Pl0NSRKerpITMOWAMMYc8CPT9vpRGnICJ4kSRgJJeMcE1Mydlt1p9jutfr8/8FyfZbhcRh8dLc7sKI+MadPbyyur577zvf/ZtUPOZCFmQ9PsJMTjRSiKQFH4XE6lPM/zQKsVBIHDcayqUkkhVQmEMJPRIOQd2tPFmHoFBS76w1bcIeh5gWmmLMsDkCZJwnE8nZIklEpZkKJmg1bd6eLi/KlTfZZj912x8/nPf86tt95El3fyxDO5rHLFvp3ZjJzNqgikpmEoMsmXwNr6WqfbyeezkiRuMTkIQj/otNpUJ7YZxREDUtb3o0F/YNqDMLQdr287XcykUexdvnx+3xUH/uVf/nRqamJ5uU3ld70BxN1cMfrWd/7nl7/6xe49k7bTdryIAKAoom2DZtNlGCZNmcXFZrM5CHxQyKs8x959l33ttYcFnjt/bqXVMinH9v2ASk7hOoxQoZAzjP78gn3TTdeNjw+trC6fP3dektTxsamN9c2HHnp0bq4xOjpUKOlPPfVQu7s6vb3abC/NL56FKAxDv9nqxnGc0eV+L7YtPwhiqi6GYan6BIGTZE6WGY5HmAGKCkplmC8wVFqqfE3PTk8OZTPi3b86/42v/dAy/WKhlhKkqVlqd2qFKIp83wtDiuoJyzECXQDPsixKYRjFbiYr33jz9S9/+XNrtWqDCkFL6oSJQsa1Ca0+qLp+myf6zQm3XD+9sHZiYeP0WvtivT/f6C+2jXU7GoQg9CMvSEInCg3Ht/0wSFLHTxqt7gbdBmu3O72uZdtBEEZRTIPBsKxef2B7ru06lmN6nkPDFbKEl6CelwuVHC+IlMIH9IlhTFLI8ryoSJhBaRozND+wkGHR1mQo60KQxhlIGYQQhiSlgEBSAND/jTRNoyhMogQCKAgSLSaqlaGhynCpWNEzeYG2pDmGcEzEwACkPiExBIBlGYGnAnCcQB/PMyyHcKfZPH3sxNyF86kf5NUsrfTqK+3YS3dM7RutzQy6/vzsxtlTtP3gtZt2c3PQrJv9jh8GiOcy2cxQIT9UoPk8W+Qp302Aqmq7du/cuXOaZVPDbMWJw7ARRIGscdPTtW0zI4KIaHkhCALVVbO9maSmKEeYNVjOpu26K/bvyOZowVMdGdlZKU2zWE8JSwWm+iEkkmU1k8kHfuI6EUp5Vc5xrPLAvY89+cQzIyOTw7Xxjc3NTrfdM7qFon7g0O449W3P4ng2TiKqW6qs1Y21Zqc1sMx6Y1OS5FK5lM1lqtWyIPGiyKm6NDJeqw0Pdbo92mTi6IslOZsvtDrdTDbPCSLD8sNjY/Sz3mglJBVEKYoTepmqq6IgUYCgEJbEcaVSlhWp1WpGcVitVgCEtm17nmfbzvr6Bu3PYYaha6Fo0mhsJiSmleLISI1+bbVamqZtozyS4wghgiAUCvlSqSCKAoQp/ZrP5UVBpgmSXtnttVSdzxX43XuHDx2enJzKbt9RrFRFiKjmo2cXKffefX+vM7jhxkO79pYZBjIMSOLEtgKMAUer/KwmidxgYK6stPu9gSQKE+PDo6PDKWBWV9ub9b4gciNj2Uo1qyiKIGmuG66vt6Io5Rg+juKVldVLl+aCOF7brCuqatHEa9kU4QhJLcuiWsrlC3Gc9Ae90dGhndu30+7d0sbK29722mJRb6+C5ePmP3zwf//1n7+WpsLrX/OOP/i9d+/aPvruP/mAJJbvuP3kq15x47/+y5cx4F/1yjc0G4ExoN1r5aEHTh3a/9yVJe/Vr/yjwBVvuP65Y2Mze/cdUnQtJKHl9Vc35obGclgMeS1JGBvyrpxBJYquOZVG88BsBzG1XH+jsQpQChFUFa3T7niOo9DF81ySJGFE9zFTjqfxlCZp2Om2/NCFkJimQUCcL2SpfQ3TYFhmanp61+7d6xvrEMKxiXF6cmJ88rWvuu3g/t29Tq++2XQtf3VxfX2pASNO5rRdM/uoLU6fPvPo448/fexIDGgIx+cXnllrnUhgn2G4JJYjT8egyDOZwPNJ7MpSCgGlFLS1Q9sw2PPjMImHRmqFYpbloCRxhtn+6v9+6ed3/vQP3vnmf/3Xj95z333f/8GP/umjHzh86PrXv+5vPvj3n77lOTf84Ptf+McPfGhsaOaxR49+6p9v/8ePf/vHj/zI9xzD6JeKhUGvc/zY02kcQiZZXl1YmJ3rt9uIpI5hzZ67tHx52WjbgZU0VnuP3PfkeG37m173B5qSX5hbCt3IpRWB4w0Gbrtj0iZEf9D3PCegdCeKCCEYYYEVeZqvGBZDRHtaPM/l87lSuSCJIgCAfqVuQzXpuyGJUt/y4yChNEiVlSSODdPyfA8gmgGJ7di0uUXLA3rXrztJFJM4xhCooqBJNI4FnVpdluPA73e7MCGqLCGUDvrd0PcyuiZJ4ubmehwGmqpQztrptDmOq1RKQeCHUVQoFhDeGkmSOK4bRRH1cwABXWUul0lRaAcDy+kQ4LIcTCH0Q0L5RxwyUcB6Tkpzy9rKxtzF+cX5JXNgcRw/OlYdHs1PTBV37h5tdZe+/s3/mV3c2LZN4EXI8gDhmKRRkhIACWYAywKICMKE49iUcgQEIKR6pbHM5/Oy54Nej1IfiJBgGGEQuQLPMwxDP7YuhpAeQwip9HGcMGwyPpnN57Obm5uun2zbPmrbg+Xltfm5+YFhFEss1UmzvhF4dqe50W3VZYXXVJnlMMuw5ZLgB2BpadO2TU1TKZoBQsEysSzDsmxakFgGdYQ4CtM4joOA0nLT82ldOzDMztBQWdXkp59+cteuK973vnfv3r2j0TTD2BfkNF8UJQV/9nP/duLk0anpWgqCXtcfHS2kKWw0uiVaOSt6p90SBWFlxS4WwXCtxDDJyRNtknD7r5jRdbbVati2ZZp2u21wXOwHzuRkJYq8QpFVVWH37p3ZbM4Y2L4X8rxEgffy7OWz507FsXfF/p0Do/mpT//znb/4ca6g5Is6IaEsC2FEej2bqt93I8/x4jiFAAK6WpAgDESJkxWW5QBEQBSZYjFTLGZVjepDlMRcMZ+TBHzvPac+9akvb240Dx28imE53/chpN4i0IuoUUzLHPRp1Lj0aYhJw8jBLAlDV5L466+//rnPfd7I8AgEtJ6EcYioI3lu+uv6//+Xr0e/ufe5ccdNOl7c9pKOT7pB2g+hSbCfQN/0jK7Vbnaonlfr7bVGd3Wzu7jWuLy0dpG69EZzrTtoOZ7hB7bpGI3W5tLS/PLq4uLy/OLKYr3d6A667UGna/Ys3/biKMFMBHBAQAIxYjnEsjRXbFkeQVqYMhTYMMAYIEyZXIpojylN6CdGNPAgxnTS31CagiQhUZykCPOSoucK5cpwqVLTMnlOkABgEoJhyoIY0clhQZVkkeO2TiEgcIhDhINEZHG3sXnx9KnN5ZXEDoaLtfHiOBuJTCIf2HPdC573Sl0dOXFy8ez5jSBR1urOasPebDmmnUBGkiRdldVSvlAtFUQuFTmAUaQqzMREdWy8wgpkrbEQAY+TUbNXdyMrU9DkjHzq3MkTp49rWV1SlTgFm63mwDFK1ayswM3Nyxzj7ds7MTykj5RzCsdWCqXxocmR0lQ5O56TR3LaJM9Xms0gDHiGzbhu6ntJOV8d9Aaf+4/P/eC736PlcEaWOYRK+WIaExo+uUzRMC1C0r5pshyDGUw3MddW1nrdAd2nZrGEUy6XKe3evo9jeNqGCQIHgmR0eCSXKcchxkgMvETglH7P5HlR17IIoXw+V66ULMtsNptxHPd6XQrTNNqNgYUAE3qxt1X4ctlMDiOm3eq4rlcqljPZLADAtJ2BaTda3UazSw0nSnIUhVEYMAzWNIUiSBh59Pvo+HA+n2FYSNGZ5XA2q2uakqax65h+4NLldDv95YWVpbllp28nTpCT1B1jY7vGR3ZP1aaq2VKG0XiKI/SFv/a0bfDAI49JOfXAdVfkR/KpAOwwMpJQrQKlymaGBanIJGKSijg3XCmODkGO7w3MjfX15maXTZPJ0crM9Hgmm6H5JIYsI6mQ4Tc3NlZXZo8/89ixZx5NccBmOCCBBHqCjGWVpiIpISCOkONRj0b03rHR4bHhmmNaoR0mAdo9tfeXP1n4j39++M/+6Et3/ezhv/mzd/z5H76dZ/Dv/s5tZ08uDFeq48Mje3dNfPdbT/Y7/Xe98x2nTpw/eeJCmoqf/cx3HYdhOKhmsufnLlFPO3TdzphJNrorqeD3/HrH3sjXNCwDKzAhCxzf86LYMByz53kmpQeWG7Sx7CWcMbd6zk38tfV6FKK8XqsUho4fvfDEE09wEsQCOH3p5OPPPP7U0adanbauq5WhCsNiSZVUXSVp4ocBxDCTyxbLJT2rZ/PZ5dXVcrVy8fLcsaOnCnrm2sO7nnPDc26+7tbD+27Yt+3qsdKu0MQoljlGTJKg01+fXTn1gzv/90vf+Y/HTzzQNzdgbOocKqqa37PtbiDhIk6yLCk4BvRsaPS91dX1TqdjWTRf9knsa4qQxHZtSKctwqefuafZu/TyV9/8jj967dzy5Z/89MVXJvEAABAASURBVK4/fc97eFZ63Wv+qtdpfvQjf/2lL/wjA/wTx5545NH73v+Jz37t609cfXDn8666ISJxeag8sW2KVhiY30Kt9Wbj6MkTSQAnh7c3Gu3N9UYxX5qemFiam+MAX8kOpw5/6fjq4ZnnvOM1f8GGWb+bMpGEIwYEIPZB4Cau7ZuGZXRMb+ClDsGUj23NNHUJ8GIUA1WQC9lcPkcrBEkUeF1RMrIKIuD0XORj4gDiEY4wAsMDQlzPdEOT7jvxMoNQnMRhksS/dgAAwGLMYcyzHMdy9Ame4yIAM7pWyGdxmpqDvsgxgWf7jp3JqILAdLtN2zaiJORFThD5JIl4ns3lsnEcUVbHsgwhCUsHx6ZUSkIfGfm0dZYCTVdpfwXjBLEpJzAUoMIgGvQN03R8P0kiiAGPEt6xoo31ztLCxsZau9vqExIVisrYRKk2kp2arljO5mc//4kY0MYPVjUOwtgPHPpqiNI4ToKAcBzSMxLHc1QMjgN0xnHqOj7DkiT2wjASJQFC3Ok4tmXEcUgHy7FbuBRHVFYIE0p9OA6ZhgtSUC6rsqJSXkF3NrfNTFCruJ5DSLy01J6dvTAYdGcvXzp58mSj3vFdFyNULJYhRIBAVUGNxvrS0iLPcZS2U9ZG9SzwtLtBlQIMw6W9Ect24iQJw4A+kxZFsiymJN7cXKfQl8tnn3r6ycnJ6b/8yz+m/YJu16cZUJRRrVYQZfY/P/tJP+jTlp4f2ohJWA5omsbzGGO0bdvE9HR5ba2VksT3QS6v83zS63dpbbN7d2ZsTKUPz+dzvh82WzbGMJcXOI4VRSBKjKLSekHEiMnmctSy8wuX0zQaGa0GkUXfsrRy8fiJJ8PY4nhI9YMZnKZpLitzLMSY7mIDx43oY4Mw9HzX8xyqW6oojImqYSphnMSQZmGe+irAGPrUbHYsSxxG8Okn5374g5/Ozi4IvKJreQhZluV5jocQxlEYxUEKYkKiJA4oPjiOgRlA1WXag6Ghoec977bDh6/ieZE+MCUIQRb8dg/0mxNP0rGcwbIGeClm2JDhI1ZKGT5FHEEccEK73WtuNpcW187PLp1aXDu12bk8cOpBZCTEAzhmORqWkNvClsh2Bq12fbO+3uq2TNeyPKdrDtqDQdswmv1+33EtP3JCahDaGGZiAGkEB3RHFdFad8sICENIgwAkCBIWAY5BW1/TlGUYjuNYhkUIA8QgesBwLM/LspbN5jPZvKTomBNTyCLMccwW0eLTrU+ZlTRRFhnMkJCHlMzFKPFFDBLfOUfDb2WtkitKjJQ4aeLB4fzYDYdvnRjevbLYPXZstt4Mmr3kwnx7oxM7sQj4jKDRXbTx6W0ztWqVpyQxsjkmYBm3WpHHxnOiENWbc8sbl2PsWUF3fuWSR9zKaClKw9Pnz65u1nPlih/HtBkhZXRB05fX19zAHaqVRJ6Ebqtdnxsq8sUs9q0ml8blTL6SHcnwtZw0UczuFIURjq9mc5MclyMJF7jJ2upaHPiKyP7sJz985MH7n3P99ft37U2DuNfsdxv94coYiYHreRsbm5ZlMwwT+P7K0nK31RsbnhRYeXlhQ+L1Pbt3cYwAAYJpTLuliqgMlcdGhmdIzMURkiSNAhNFHIToscTz7OhorVItm6bZ6/UgRAzDxnFKQV7gZF3Jhn5sGY7ACsVCKYlJq9VRNC2Tybl+GMTJyNhkqTzU6ZmbjbbrBwjQJrDXbDUM02A4ZvuO7QyHe/0+L/KYwfRkp9e1HYuWkp1OxxgMKOD2en1V1qrFIZXT64vNoBdlmUxRyNa0wkgmt22kfNWe4esOaOBZDVbke1Z47xOPmpGz6+ra8I6sNMxlJqA2yhamxW7S7pFBfkyZ3FcS8jIV+vzCUqPdyajKnu2F3TPFgiqwIBJojlVV2rnitdyOvbuzOaVa0gO35fmt62+9ktFZD7tONJicrmXy+uLywtzCcr4wlMtWNjabYUhvFx999InL5y/ktMKO0u4ff/MZIRy68/sP3XPsnte96gVve8uL6qtzAoz27qjcefvjP/nRv6wuzl53eMcXv/C5d739LYNu/OD9xyql6tlTc2cvbrzgha956ujFvQemOQXwuejYhTNIjqf3DQW433bWoBJ60HQiS9IUN4gYRtL1Id9BZsuPLAJI4ke9CHVMUl9sXFQLuuVFNOtFHvbMSOEl3zFPnz3Wc9rViaFtu7dfd+P1+w8eoC2xdrd97sLZylB5ZmZ7fzBIUkLNT+M1jKNWpymrcrfftRz7uuuvqa/Xv/6Ve+/5xTm763iDMLJgRhwODCGyJbMTu1ao6aLhbnppw0eN45cfOXbxMVFMy4oS9bolSRrJl0bLQyDEaShJXM0xJKPHhD7HYFHXZJrEGRQOD2UZFOSyjCB46xunpma0t7zthZfmHjl8zbZPfvqfDh7eNb+wct0tr7DM4PHHv/n6V9/ykx+efNMbP/yV//n29LbKH/3eW2665Zp9B/f9xZ+9c+/BA1oua3jOhfnZ5Y2NjmGUiyP7dh9qdruPHTtSzA9NTW0PPL/faWgSX9AyeaVEbG7lXLcx5z734Cvf8aq/AJHEBBIfSygCbAoEBnA0RQWx0XWcjkOcJDbisOOFbT/s+okRcAmOHc/q9+lMwkAUeFVWBMilDgn6fjiIBCLxUEgCmigTgceCiCATR6kbJHZIfNqdgPDZxABOeQx4iVPTBKcxxohnECtLIi2sBI6GqyWzSUbFuoJx6g96jd6gxYlskPgJiaiALE9xlnG9wHUDgZe6nQHNwjzPYQQgTESBFTlsm0a/2+VYVhKlibEpnlGyWoXDchiEcexRRbhO27P7ICESLTmFYYYUrBbaWLDXFgZrdOcRItoZqtakfQcqE9u4M+fvvu/BO/N5RGKfxCkGXEbhMX1ZkgBE/4QEuBBFaEsAkMSp54QpofUvCMNUEuVsRqWEwLZt3w8AoCpLHdtLEiLTUI69yI9lCWga47qo3aK9OlQuFU3T29yMRRHQvcLdO8d1FTz84I+feuKXvX794uzS8orthSgMGYRVntMhFOOY0TU5iZPNjYbj2AihKIoo4VBElWMFCFGYxLbjGRRSLcdxwyAihEDEMAzH9I0uzQpx7Gdz6sLCbLFYesc73jQzM7axTtXL0b5XoaA4Xuc/P/tphvVyeYauI00T1+tHkZXN8bYdWGZ0ww2T99y3LCmASrZvf2VoON/uhkefWdd0fefO0Uaz47oJfWOasuubQYauSgGqppy/cH5zc63VWnfc7uhYfmCunD770PFT91WH+Tvv+uZ3v/vlSjVbKuYGdF+8P+A5plzKsSwlqYiqOk0B9cUwjMIwoMPzXNe1DcuwbBcAxPOAZSEhsePY3V6n0dxot1u2Yzmun83wQ1Xp2DOLX/j8dxbn2ro6CkkWpVpKRBIzLCtQoikIkNAwACHP867jQQg5jjXNgesZQ7XilVft275jPJOVWD5NiA9+uwf6zYknsILAiBwWOMTxNNg4QeVlVVI0RcuomizIPMsjwEReYAx6g37P9326CYoZTpYUVdEoL04hIgQghOmxwNM+lJ7NFlQ9h1nBC+JO36i3Oo1217ap4XzX9UzHMW0nCGm7CsZxEkYxTBEdHMtSC9HODQYQYcAyDM9wDGYxZBC9AECMGJbhOEEUJDmfL+mZjCCIAKIoikP6J6GxQ0iSQoIUQdFlBcSJ0e2Fni8LkiTwlNNrskJi8tB9D108d2lmeveOqT2anEeAk4RMsTAicNrGWuf06fm5hUaz5fR6vmHEklKQlGKlOrFzx77RkYk0Ts2+iTGqVgpD1ezwiD69rez7zVPnHje9DSUDLK++3ppTs+zUthpigB8FfhiVqyPlyjilAY4f87I2OjWp6KphDUYnR577glsQG506/WS9Ph9FxuHDuyplPQzswHNJRBRJr5Rq2VwxmyuwlG6HSRTGdKF0xTQkFElSRPHoU0+urCxdc81VHMvzLL+xujlEmVe5QgjRNDUIPAyJJPIbG2u0xLn1ubcMDVUphgz6Zuin2Yze6/Q0RS8UioZp2bYHAfK9oNVqFYu5ifEJYzAwjIHn04AkaZoOD9dKpUK9XqeWiuOYxjDL0QwFSpUMRCCKoyAKBUnQdT1NiZ7RKtVKtVaVRJHKTG8p03w4PEzdBmOBZWWSINPw+j1r0HONvl3f7KwuNzqdQUAhOgJxDBHkedoRAnwSwXK5Si3LMoIm5wKHzF5YWl2o81iplIdL+UqtNDRaG5kcGwfPauw8PJGvqPXNwTPHT5qWd+DK6ee/aNu+/dVCMcNynONGhhmynKCrWWNgLsyvWYaLEVvIFsZr45jgSxcunz51rtXsGZa3vtE5efp8u22MjoxdsWd3tVJSNSlfzPIK7wTu6ERtfWNlc3NdVdWR4bHVtY0TJ08JnFitDK2srqwsLw3XhkWOR4ivL9fnzq/IQmaG2/vaVzz/5DNnfvCth59303Oaa72Lpy7On++31ltf/fIPPvIPH569dHl9dfGjH/47TSnd+bPH3/DKN99w3S0/+uEPbr55T7FQfNUrnvfgg/dcuHx238HdfuwurF7mFJxiAnEKEMEsCxkMUgQhoyg6z/F0gW7gQpbYwSAEYalC+yIjmp5LE5hERJaowqulQkmWFV3PDtdGMplss9k8efoUz/NXHDiQzxeWV5cN24IYmbY5MAeswKp6JknTbCF74eKlSjX/mte8brg2/NADD/zqrnsffvDRpx57ur7WaTfMfsfxvaRcrEZRtLq6tLw6f/Dw3je95XX79u/GCKQJsE3nwvmzAESTU+NR6F9xxd4oSjY2aB3ZCXyapxWMKBoFAFmYNVPUWq+fWlh6+uprt+3dOxKEXc/vve51L/v7v//r8xdO/+d/feqKffs+/elPNTf8173mw3//oQ/M7Kh87nOf/pu/ec/rXnfbFQf33HnXr770vz+J0/ChJx8+dvIEgXBkdCyTz2006tRkcZDsGtstCFK/Mwi9UOTFbDZz9tTZk0dP6nJxbGhbfaXXrlvXHLzxwParDMtCgAUJCnxAwZPhqCuxmIZlSqlGHEcJHSCFDMAcw/EsH0dxv9dvtVuu45AocUyn3eq6lodSZJuW47lJGgMGxiDyYi9BES8zBEemN/ApNgCQgGc1EgQJIwt6EiKWlTLZIi/I7JY8iMeU5TlGe5kBdk6DYTSIYlvWRcQh6tucgLv9ThRH+ULJdfxe36SOQdGexBHF7ihwGZjms3pG133PbTXqIS0jgvTAgWuGy9sHrSAKsMjLQ5VcqSioSiTwlAx4ScjwuKwwY6mX722ma/PGxqq9stymdR1EXqEKD1xVFpXO177xUQz7ozUVJkCTpNBLLcPHmKEFfgT6YWJgTBgGeR4wDOA4cUbPxBFllglGHMuiMAz9wIcQUzvmMpLvx/SAgYRjiNELfCct0XaBJBqGF/gUjkhGz3bbzdDzhoflmW2ZRx766T13favXuWSaTcuNnAB4AYpiQZJKKZCymap4wMP/AAAQAElEQVSqFRHkAcC9fn9zc53l2Gw253uh74ZUAAIIL7K8xPth2OkODNMNw9Rxwm534LgegMD3Kc8zAIwgjlvtjX379v35n71zejK/MNdncBpFNsb+93/45a989dO5PFOuCNkczma5NCWCgCUJtTsro2OpokDbdUQlXVwxvIjsvaKWL2lPHbm82bQOXzWiZ+Fmw1jfbGKGpfX2uQv+th3beYHrdltBaJ44/tiRI/dOb8sdvmZsdEL8zvf+8557v5/NU4LvJUlEYpImEEE28GMMYamoiyKvKKwkY4ah5yFCEIDU832f/vGIYURhCDADwf8tzbSMTqfZaLb8wOU4HMeAJCzPimdPNb7xvz898cySKo7IwhACOoISywgAENcbOB71NBdCRtPySZL6fqAoIsJJf1CHODh05e7rbzxYrmoJsZ5VDPx/7yb0m3tVli3qbFHD+Qybz/BFnS9khFyGp72vfC0/XNLKRbWcUwoCllMPEC/lgSBzmiRkJCnLcypMhZSwGImSqGX0QqU8UqkM53MlUVBSAuOAwJTZMrSspZTAIwJAGsdxEscQAgYzCOE4joMwoCBOSAohhhABCOi1EEIEMaZXbbkBy0COQQzHcCInyryoKIokiZhhCKEPC+M4JCSmWsIYCgIbxz4hIctinuMYhgEEGD3Dd0MWi6srm7OXl3buuGL3roOOHVcrE7UhiviHS9WRlfXW6TOz7ZbJIBlBgee0seFpiVV3zew+uO9QLlfEkC1kiqMjo5qqQZCUSurM9mGaKlbXz3NyQPsXrc5sRLpjE9nJmZIfm2cvnMEct2P3PoSl2cubEGkECDR4oyjW9Iyez+TLuZGxobGpkUPX7Jd1PgEeKwB6o6Sw41O1kbGyJGEAw4wuTk4Oz2wfL1ey9GubRkKjbju2ZdkHDhzYsWPn97//g5///OfXX3/1nj17r9h/BcOyLIMa9c1+ry2JHELpYNCkwbZ79zZBZACKh0cq7V4rir2bn7N7z749fcPnOHl8ahLz0LJ7jeb6/MLs5mad5ZCmqyzH+L5br2+EoS/LYgriZmvjzNnTtIWWkAixEDBgs97Rs3oQ+5BJC4WsKPEsh+uNtTB0WUz5eAJAtDXTKAxcUZCy2SrL6nHIdNr23OzamTOz83Mb3bYd0nSCVUnMC1wGQ4VjNZHPISwnCUaQ86mvxFBSsrKWDWPcG4RRzLFcBmFFkDJ6ppgv1KgPPIvJxOjKfftedMvVk9VRp+M2ltrBAFb08eHyNoXN7t+xe9fkuM7nNV4fLY9PDNWq+YrV9S+eX1xe3hwM3DjCjgVXlusLl1Y2F4zWpr26unnyxLnZ2UWW5SVJGQwsjuWLhdLi4oppWrIkM4g6JgMhVFV1eHiESi+KQqVSsSzr/PnzHMsOBj0/cGv52mte+tr6ovrNLx699uDel73mmsYafNXL3vSZf/3ei5//ivvveTin5VYWVg9cMbz35tzpU4/0e733/vm7zV73oQceEXKAZ+Tbf/DE9OSuhfkVUdRKpWrg03TCpCmhk76d+gYAKdiiAakXOLKulCo5nqXtRN9zA4xQkoSW0+/1m5IijE2OT05Nbdu2c/++g9undjFQ2Firz83TvbENnuc1TaNRSUvzzfpGpVqq1arT05PT09MpIYoia5pKK4TnPOfmH/zgF+fOX9i//4rbXnDb2NhYYWvkwygUBH7nzh0cxwqCiAGT13NZLRP58eriShoDRc0ngLX86F8+9fG/fv+f33XvjwPSO3PuWLOzJkpMLpf3/WBjfaPRWG+2lkxn9Ud3/FdMVqrD4NiJu374wy/advN3Xnzb3/3t395y863TU9Pf+963V5ZOf/vr/zM0ov7N+/5Dy6mPPfW1z3/+/YcPTj1w/8Mf/NB/zs9d1lT5Zw/+5Gf33YEwHB4eZhhsGMbc6iWGA1cfvmrXjp2AEBLFiqS0Wm1BkEeH6fqm9u7et23bNkEQ5ubn77//QdqyuvWW58usJqsqpYO8hHlFACwOY+rRKRRgyiHCgoSBCUojkARJ7IcBwGmURGFIUgARhJ7j9Tt927IJIlAESEo5lWVVlLCxT1w/DXwQ+iSglxME6EzQs4gAIKl0KTIvCrzAQUjLMypjhDCRFZ7lQLe7UW8sDXp1TgDVsq7pLAQ+wgFAcZxsIa0sS5A6EgSKovK8QEgaUHzxgzCMREHkOJGSlSSBKcAbG01K3DlGfvUrX9/rmFFEctl8Pp8tVfJDw+ViOU9BhiRpElFqJcqiHoXJ8uLamZNLcxd768t2vxuJXGZ8bHJsvEa51De+/YVMHk3NSHFiLy62WA5lsyhNUhLTRTBUEoQxPaIfLEs3lNMopHaDAVU0TRcpSQkQBCEIAoSBwEv9ruG4brmSEUUmCkOeAxyXgq0GPEhTWC6pUUhDu67I7M9+9tPvfvfrmxtLJKawFCiaXK5mdU21HbfVaVOOrmpyPq8rqihJrO+T1bW6aXR1XaNiWKYNAGRZluFYCgOEANcLBwN7MDBdl4JJQkgax6EfejYtYmyDfuN43Go36G7G77/1reVK1nYGQeQOzI4oMf/9xf/87y/9p57F27bLvID8wGJYkskxXhB2OvCKKyZX11Y5BvhBPDainzq1ls1wN900trKyvLzcPXhwaOcOPYr9Rp1W6dQ86aAfXHPN1QcPXlEdqkxtm7jx5qve8rbXKSrzla9+/viJIxNTtUyGWhMDEIfUVaMgTnyEYo5DgshnszlF0XheZDBDF0iSLaUxDMMyLEL0GETRFjOGEDIsZiiiIyCIIJdT8/kcx3FhGKYEYghmLze/8uUfXLwwRwijawWOkyGk/oapXhDCLMs6jut5fhwnaZomWyOO48iyBlSqSrUwNTU2MTkGfrvHs4rR/8+WlBHKWaGYl8o5qVKQywWllBHyCqPRmVeKRb08VKgNl0aK2bLMawKWJE6VpYwkZDhGoYBEEoQgJwpqLlsqFYeymbyqZGRRFliB4yS6N5rLFor5Eg1aagmWwZhBEEIEIIbUOojKSC1C4ZhaiKYQahkEEIQQpJC6NY04RBDFd+oiWxOxGNMHYOoQaUriJImjMI7DhNDoJBClFIAQAiSNPY92AamrAYTxFuMLQkDojfyFsxfv/uX9mlokMf/oQ0cuX1yen1sPQri62llYqJtmBKDIsGoSM55DOEadnNx++PB1ndag2zHoKqIgXFtboRXnTTdeu2PXpOU073vgjtmFU9dcv3dmZ2Vu4fjK5pmUGVSGFcQGF2YvNDumqmqinDGsZHmtky+NcKwaEyhI8tjERLFSarbrlxYvhMAdHq940SBITC/uB5FBgGuYLc/rc3zK8wCmgeeZYWjlMvL27dMTk6OCwA56fVmROUHgRVHXM08+deTHt/+8OjzM8Nzx48fzuexYrTrotpr1tZXl2ZWVuZHRyoHDu027RQN+ZKy8vr741JFjG5tBqVwbGOaFy7OeH3Ds1j9NIkpCsViM4gBjNDk17vturVaiUdfptJvNTU3T9u7dW6mUACRUz6Y5OHb8mY3mRq/flSUpjsJevxOTqNNtbqyvWdZAFPmxkdrE2EihmMMojYPg0qXLDz386MkTp1aW13pdo9vp93sGxwo7d+7J6DlFzmhqhjoPRYQkStMUkwTS+O30BhT9PT9KCByuTY6OzgAgtmnb3qam1ThOE6WsouSpRz2LuTg3H7ihxGs8I4IE2QPv0rmFX97x5M9/9OT8xSW7H/Qa9qlnLhx98vjCpfn1pfrc+c1+PXCspNs1kxhntEI+lxE4uvuw9XIEAUbY7Ibzs+uu7w8GxlNHn3b8gCaHNE58NzD7ZrvdpoXBoYMHqTKp/8/Nz1HHrZTKKSExzYI8Xy1XZqamJF7cWO7cdftDRXXsLa9960M/Pva617xX5Ypjlak7b7/7Zbe98lP//N/v/JPfueElB1pn0iPPLAexl9GE8RGNS1VzCYxVpy6cnZ2a3L5z++6VhWWRF6cmp6OQ6pDEJEnSmOo3pRtdKQEwcVwzTSNdU3lBSAF1PN73vbmFywCl5aHi3NLlu+6+68zZcxgy+WxJEfSMlNXkTBREAIBqdQhjTA9oDk+SpN8f0ONiscAwyPUcUeIZBp8/f358YuTQof0b66vHjh8VRG58Ygt5L168ODc7SwjZ2NikuLG+usax/OjIWD6bxxDrijY2PLq6sv6PH/nn23/281e+5hWZkvb3//y33/jOl0+efWpsorZ77y6WY8rl8tj4MI2aVmu+0bqQL0abzeNRsvSc5+5AqN9uzS8tXjh+9Mj/fuUrf/buP339619TLFZe9boXXXXjvm/d/sXZhZN/9sefe/5z3/O8F7zrv7/03XpzbW1jzfFsDWtX77t6amJqs75OVVGqFHZP7uJS/olnnnjsqceatGRZW+u2O5qqryyuXDx7aW15nd55zz33HTlyTBLU4ZExLVuY2rZj3/5DeiZfGx0t1cq5fJ7l2RAAggBkYUpTFQsgA6nHpAygSTAiUUQo6kFBoN0jyq4oaYqpSjGDeYG6J065hBI7RsIpmxA2BUwaEp/ARFYZUQGsBDAPnsVAGCJaZ3CIFRiGxwAlQeRYjmHafcvtR8RDLAG0sRXZlMnlskK5rMoKIpS5RYHAc7mczvE4TgKOQ3QmSQggjJPUD2PE8EGYNFsdL0g4Xu4NnI2N1vz8ys7de1/8kpcLguz7lI4C+npBlDRd1TIqx2HPs0yrG4RWQhsJADTr1rlTjZWFoN9mF+cNWpBedejGnbt2/fKun3zpK58fH1cVPVGzoaIBiOmb2ZSIIOU4jsUIpik9AziOQQiGESA0VyAEUuB5NAhSXc+GYUgIvQaappnRszRMFFWME86wAC8wPI99P65UKVuyJ6eHikXpZz//1d/93d+dv3CG3h+Eoa5pkihSb8/lMySNDKNrmG0vMF1/oGfEialyJic0m+6585ebzQ2e50RZoHEHqKQYswyHEBPHiet6dDMxDCN6TJ0toRoMQiqPYRr0hySJkiSkQHn99Qc+8IE/hhDWN9eLpRxNBIomfOLfPvbu9/zpY4+f3bW7cuDQGESU6HgYw/VNN4zdWi1vGs5ILa/riO6XnDy5oCjS1VeNPv3U6aePrAwNqZMTVZZNJJFRZEHgSa2mX3fd7je96bl/8zdvvva6637ykx9++CMfarY2VU3M5zMsh3kB05dKEpMQYpieaZkE+FQSzDAQYpCilKAkhlFI4oikCcKY4ziWYQCmboUgoAMChBDGiOo2n8+OjNSKxRxCKEkomOMwSFdXu5/73HeOHjmOIKMqWZahTikKvM5zKqV3YRhGURhToKQzCoMg8APXD7xOp9Uf9DVN2759O/jtHug3J15JGi7LI2V1tKrTOVKSqxk+JzEqB0WGcCpLK9hcMVPMKgVF0BkoAMJACiSETRIUEwwQLwqaruU1NafIekpgHBMAqA35rJopUTKn51jERh6NGRLHcRhS19xK1ADClKT0DLVimqb0dBQn1Bswu3xP3wAAEABJREFUZlmWxxgjiGG69ckxPI0CnqO4wbMU2BDAkMJcGIdBnNA0mdAnYQwwAyAGNKIcx2Ax5BgcBaFr2bTYgSlS5a0NhdCDw5VJmctGPpq9vG4MkqsOPYeF2V4/jmIaZnKvFzQbFsvoU1N7t03vzehlBnHbZ3YpsrK6tIQQuerqA2Nj1aXFi08++UCztTQ+WZS1eLNxcXbuaAR6VxyaGp8u9p314+dOdUzjisPTnCSdOHUOc0plaNIPmbV6J0kRJ4qsxAdxsLyxvLq51GivrW5c2rN/Gxbj5dVLogamZ6oxMXrGhpphayO5TE4SBAhRwrBQVvhcLrN9ZuaVr3rl7l27QQpNw9a17M7tu44ceeant9+xZ/fkq1/7Kt92sqrMs4AyijA0NI0dGy8Uy/LQcHZkvMiJ6cHDe7WcsrzWyOThVdfs7/e92cvzNLpUTXZdh6Sx4zgbG1v/ZTiE0Jkz51zXkyQqhogxHgwGEIJWq6HrOm0KVmqVJI2XVhaPHnv6xKnjjmuPjo7ccMO1L3zhLbTUG/S7ly9dOHP65IVzZygnFESWNm8OHDywb/++mR0zteFqsZjPZjOCwNEoTdMUIQwhDIPApg+iNDOipkn8IDAsm4I9hJxjR7peHq7NgFRqNp1Ol9Zn0POYKGIoCj+7SJkamzA63Yfue+SRe09dPL1aX2sb7cC3gIS5rFQ2mk57Y4BiJCDJ7Tv9RkQ7KvmSXBuqiUJm0LPr603H9GQpW8zVFE0kA8BBuVDOiAqfxIDSkXa7u2vPTtqB01SNQZjjuXy+mMvmwyBu1JvNZgOkACPc6XSK+WIhm1tcmCsXC9OT4zChuuCxrzKBcucPLn7xk8fkSP/SZ77Op3pv06VsLyMXq0rxgW+ffsXL3r65sPnhv/3LkRncbqZpxLQ2QBLi/fsOVwq1hdllCLDruq1Wi6XgSgMFJIAOWjoBmuJShmdSRNrdZqPdtByXYVhVlrvt1oWLZ3bsmAxj58qrD9z2wtsYln3owcfuu/uR5bmNTr2/uVoPgmBouFYql0RZ8gJvcWl+eHQ4JpHrO47nup7H8Xy318nkRFGWb//pHTt3757Ztd1wzCePPH3h4gVB4MfGx4eHh0drI9VSlcTp3KW5yI9s07EH1khl+IZrrt9c3fjON75Nm5H1TmejufHjO35ARVprLIxMllc3F86cObG6tuwHtijg1bVLx47fu3df+eCVpXse+PKDj37j9LlffvYLH/yDt7/0f7743S996btvfetrv/bV/77lpms++7l/+/A//t3999yxOnvuE5/42O+9+Y3vfvd7XvCCF9/y3Oe/8KUvlnQRIvj8FzyvXC0btklzsB+4F86f39jcZFlWF7SsrOdzOUWSSZJEQbRt2/aMXqyUa3v3Hrzhuhtf9IIX33jTzUmSnjp5hkHC4UPXIiyoer5QKGWLeSWbyWyhKQsElDBpAGKfhCGME5RiHnOi4LgeAUCQJcQyNHERAgReUiQF88gMjLbd6ns9jzgJjjAPOZmyMEQAAQzgJCyrjKRQu/7aM4x8OqM4COLADx3bMXqDTqtT36ivtjubUeKxPMBsEkRGmNiygoplKZPhR4ZL1UqB5ShVckyrEyeOpDCciAFKWI7BDGI4npfUMCSdrhEnFL6yALKG4T768JOPPPLU1PROnpUcl64yjWlpniQYIZ5nIE4sd9Dtt0ynR3FPVqRCZsS3pBNH1o4fWem3gWNhup0iivy+/dvuuvub9z700/FpeXqHJquQJgLfC+IAirySkDQhJIoIHQwDSQpoDxRCzLGcYcSbm21CEhqGAMAkAQyDNE23bX9ltZeQRJAgz4Ncjk2Ic+nSadcbFEt8dUhdXbt4+x3fLhTU6alxCpgsz1mOHSc0swVxHCYkcNxBs7XRaq97njEw235gVofEqWmJgHBhada0+pIkRlHseX4YxIRs9S+SOPUDqnTXMqkabSo/ISmEIEkix7Ft2/B8Sm0Dw+iEob9//4Fbb70pl9d93x4YnVxezeXlr3/jf97+zt/7uw+895d33TEwW5PTpZues2tqmzQ8Ih04VMoVaG0I1jbaBw6Nb99ZO3byoht611w/3e4tX5pb5YRo155RLSOUq/DwlWJ1CMgKmJzKXrx04c1vef1/ffnTsiL+H0rrnuskJIYopbri+C1VU735AV28GydB4Ie+GwcBVTiIIroi4rmx58ckQSzLiQISRYQx5W1xGAQkjVkOIwwSEhGSQEAbeLFj+0lMFAXnctzKyuDLX/7pXb98SJGzxeJw4EEERJ5TXSfCiO4zJGEYer7ruhadnucEgecFbhA4KYgZBoP/b45f/13o17/l/9M78lI5KxdzciEnFzNSQRWzEqfyUMQJToIEQUbkJIlXVEmTRJVjBJrMPCf0toIQYsTTk5qaVWSdYWjjNOI4TqCmTkESJYQQhp7lePqQlBZKII3oiENqPI6jv2AAAYSIYViG4TFkGMRymGUZDiGWoQcsyzEsz7ACy4gsQz9ZDBECCEAIUkgo6CWAAhlMEE4hTgFIUhInSQDSRFJEeoXnOgxmVEmNfLI0v3ru1IXzZ+Yam0aaCEsLDVWp3HTDiwChoCwW8+MIZTbrdr8fa1p1+8wVe3YfGB2elEUtk8nqmsIgMjJSvvXW68tl7cmn7n/q6fs4IcqXhQSYp04/Nbt0NpuXJJnpGY18SWc4pt0zh2r69PYdIQApZsq1YUaUV9brkOUAZtY2aZJaHziGn7gJDr3Y6pp1wAZXXbdnfLrU7a8vr18YmSzc9uIbM1ludW1WEMBQNTs6Vs1kFLoh0+/1oiipDQ3v2LF7Zmbn9h07IcTzC0sIMo88+thfvPdD58+ce/GLnl8u673ORru5zLLhrc+96kUvuQmzvuO3RifyPbM5OllNYXh57vIv7z6yvNrmeUmWM5OTuZmZchxTTZJCoRBFcRQmIyOjvh+Zpp2miFKTXq9fLler1Rq1z8oqJaPrlfLQ1NTMTbfcTJsuxUKRnl9bWz1//uL99z/yzDNHVldXCIkzGT2XzWgKRTOeYVGaxpY9WF6en1+YtWxDVUVJppnMjJOQoit1HwC37AshwRhwPOYEnuXZYjGn6Zk4xRDSej6DGNX10KAftNpOrx+aTmJ71CXAsxidZmNpec0x/XyBr1XzmHCBQ0pZlXZEUcJ1GobZ9WiLOqvmNCmTUXG5KFcrQ3SlrY3+xqLTa4F2O+g0u67jyzRMMtzAGAAIioU8Rnh1fSUM3Suv3A8gbHfamqZNT07TfaMgCJaWlynHymQz4+PjHMeRJNY1hed5QmJVUVYWlzKqrvJZLtUSi3n8seMrzc7rX/qWSmb8Fz+5f+/MoR0T+yq56vJFdPcvjm+uNvJq3uyBo/d0n3r0pB+Qu3/xFAuF+mqrvdkJvIhaoN8zG80WJ/AIQgQBxFuBBEBClSyJPGZgnNKcFA0Mv17vBb4HUNrtNUQVq3lps70+v3SZl6R9Bw5tm96JCOOZvjVwLcstlypBELIsa5rm7NzlQjHPcSydGNMuTpLJaK7nUxd6wQsOr62v3nnnzzIZ/YUvfEGxWDDMQUwSVdeSJDlx4sTy8rLruv1uv9VoOKaze8eevJ596tEnvvbVr128fHFoekRUxYcffeTzX/6cE5pT28cvzV8QVU7S+EIpw7Ck1Vl9/guuecWrb/voP/8jwp03v+UFh64cyeajj330zx2ncfL07a959bV//d4PfOPrX6xWchPjVdvpDI9UqTZ27Jq57UW7/cj2w/Ds+bPf+NY3jp45emT56F1333Xnw3c2m3UqZy6Xm5yaLBcLo8PD+/bu1VSt3mrEUSSwXLvZfvLpI/OLS512f319g4bEmTNnz5w8EwXUh/H6WqNSHU0Atp0AMbTnI6oZrTxSrYwO5coFSZMBC4I08uPAp7FNoiRNSEqo+gRBoKBGFUdTV5qmVEWu53hRELip6TpO6PqxH6dRnMZ+SPo90u3Evk8whpQlg19/IBpViPLKxPNc07IGluF4Vhh7SRpSP6EA6wc0PF2eJSD1B4N6p7UaeD0IfU6AelbM5SVeSiHjkdQJYoMTEQFhGPk8T6mpQgD0oziMEz+gQsY2tZ8ZnD87uzC/ms2VEGIdxydJihAGEIaUtgRulAQQxZTbJcT1PCsIEpHLw1SrbziXLmzMXd5oNQcMg4tlfe++0e98/z+efOaObIlkctB1BnEcirwEUhwEYRSFQRhS7UG4xTM8LwQACiK27UG321MUUdMxPROGdGcwlRUJY0bXJHp9EBBRBLwQc3yk6HQxhqSQ02efuP2Ob7NsdOjwnl27Z2q16tBQtVQqiYKQxFEQuhAmKQhdL/QDm+VJCt1Wp29adqEkDA9nEIKe7yQxNbZL0TWOSZKQNEUQYJIA1w17dNei3fP9iA4IIcIwIZHjbrG6ILR5kTWt/sDoPvf5txw4tHdp6XImK6gar2jc+GR5Y3PuS1/+0t++72/+5D2//+fv/bP/+u/P3//g/ecvnm23LaoMlgfDoznM+Tv3ZA5dtSNfkq44NPqCF1+9+4qqrMeQsTmRQmjv1JmlRx47edevHn3gwdmFpTbDJIVsURSFVqvJsgxFDYhAEPiWZVDPFASQzSNZAVFME4QRhUkUkThKU4JIAkOfrih1KdcKIpAijFmMKfKnvu9RPIiigMK7KPJR5LfbTdMyAQAIo61FY4ZB3Nio3Ki7P/rhXT/76V3t5kDXihyjhT4DCEOvSQkIQ8pDXIf+z7V936VeQx8IUep7tJNj0Kf9Nk/0mxNOYFQBKzySWShgyCPAwxQTQg2ThD7d2yZUd5SPMZhRZFVVdY4XqBPGCSUqnChKkiTTyQscogET+jzH0mMACdVv4PskiVkG06a0RJumPAdADAjl5gy9j+M4BBCLWBZzGCKG4ViWRYiJ4tj3vSAI0iRlMGIZxGKEIVVAksQhiegzw5RGO0gAvYIkhMZEEpGEBm0Yx0GchAyDAUloseO5HpNis2ueO3nuxJHTGysdkctmtSHi89de+bzXvOL3y6UpgStwTG5xsXP+/DpEmWuued6tt760VB6zzIBWDAyDfc+2zN7u3VNX7Js6e/bJX939A1mNr71xt6yRhaWzTx15KIU+L2DDMnK5fC5funR5cWmlXqroxUqtbzo9yxyfnuIkduD0fRLs3L2TF6R6s93t92zPtn27azRXG/M+MZ2oc/rCkYsLJ1g5wmK0snHx6WMP2kE7W5A2W6uWa1CVihJPc39teLjb7X7/+z889sxJWdIYLPK8MrN9Fy039+zeu762+ZWv/M/DD/+KJNbvvfFlH/r7v/i933v59PZKRHqGtdbsLJy/fMwNO3peuOaGq971x8+9+ZbDO3Ztf8cfXrNrj3TPPccuX17v9XoYs7qWo9XV4uLK3OyiKGiaWpyZGZqarMhSlpKDlMDtM7vy+VKXLqDVFmR5YNiCqELMdrq9zc3NleUVTdE0RddkjcNsmoAkjF3LbdSbNKeGcIsAABAASURBVOTo4fLawvzy5XavEScexITBKcukEFBkDTFOeAHyEmb4FOAoRRHEMULE8fwkJZzAp5DFjCSJWcehVmisrLTqDaPX8wyD4jV1lV97cgJKSBTFIIwj2zH9wBckrljcSjYrq3XL9hmWerZEYsAybKGQLRUL1O09NzD7Dl0aJwAOp6YR+Laryuq+vXtoSzn0fZ5lBJHtW71zc2c6/U6pnE1JwvMc9UzTMB3brpTL09PTmUzGduwwjEqlchgE9OTzbr5V5PizZ05DAry+21ruWk1339iB5+x93vlTc04vNDteaKaP3vd0VqowRNm17eBQYZIDCozlc6eWl+fqtdw4C4T773rYs2PHDEv5Mm2E8QKfJDGgyQuBFAOwlcGjJKFFEaTrhUwqSLyWUWm89aiz2JaiSGFinz53FDAeryBeFRKUWlRBhuM7kWv4qqQduOIgBfS1tfVOpxOGASX7nXZrbW2FF1iISH/Qyeb0QiF35sw5P0CHrzzMcnh+cW5ldYnlmbHx0SDw6/V6bai2ffvOMIgtwwIAIYCGa8OTYxPUrj/58U+Wl5YL1ZIVmC6xC6P5+x6+781ve8vvve0ttzz/Fj9y1Qz1OxSl5oXZI3f8/Ovj49Jf//Xrf/ST/7Wc5d17qn/yp2+SlOjfPvnxEyfu+egn/+6j//reJx9/4IMffN/9992lyvKnP/Pv+w7tf/Nb3/qJf/tavdnJl/Jve/tb/vCP3rFzZucfveldr3rtq8q5It3YHapUEEL1zU3btGeXZ5869mQY+Af37qeMH6aAyrlz225ZVOuN1uylOUAolS+JghSHiTWgQR4wjFTID5mmT1UfRCHASJRFPZ/RS3m1kFGyuqjLnMwjFkUg9mKfERjE4yRNkyRJCUEQQJjSN/q+BzlAgySlmRGmcRwHW3TFD+0kseidgMQphgyDWfDrD4bag+VSGm8J8SMSEQAxxwmyKCuyqlCaGEaB7ZiuZ/YHzdWV+YWFC/XNpdnZMyurF1mW2l0pV0RNh0nad92mqiIAfc+zIE5TQLZWjWAQRa12q9cfOHYgCEohX7Usr1SkpZFITU/FlmSJFziSbmUYnkeSzHI8jIhnu4MUBI5rRmGoyrprhSeeOTc/u2Kb9uLC5bHJMicEX/nqJ1dWTiLWdoOuqpFCAUV0DSmBKIUwxVsDkISEIYUXKIrAc11C0lqtwnEJIUlMqXQSpyDhOEbPCFEUNRuNwcASBLRzR/XQwW2E9L/+jc9+6tP/iBlfkpEoMbIiiqJA6zpN06nb67qmKHTjWKEOn8vxmiaIEjtcqxSKkutF/b7BMJhCB8cznu/6gQ9omiQgjujLIUIsg6lpkeeFpumYpjnoW7btxHFMf/YDx7R6ptX3PYoSvu87hXz21a/+3cNXHmi2Br1eHeEwSV1VYwslOYX22XNHvv3dr/zbJz/6d+9775++549/761v/Id/+Ku/fO/b/+crn/z2d/7nIx/78Be++E+/uOtr3//RF3744y989X//7Zvf/synPv2hd/3hG/7xw3//4MOPnT138sKlU+fPn1RV4brrrw1DP0nikZERihthGFEfC8PE96I0xaLIa6ogiCxJQRhQnaVRmMYRSGJIZxQCOukBISChRt3ScPJ/g9BBVw9gSjVG1RKEPl0mT9OYLEqSSDtH9JY0Adu35fu9+Iv//auf/uQBxwohlAMfMVgOwzgIQzp9qkff90M/jPw4CV3XHgx6jmshSMBv90C/SfFQQgl1lFCLBGEYRmEURzGJwziwPCsIqe1cN3CjhGZZQVJVVhBpB40TeFGUqA0YFgGYIPR/nViOsW3DtgwaIByHRYGjk0YIRgRhwvMIQpKmCcdggaO3UW+O6Eiok4QJTCGGDEhh4AbmwLQtm/6EEGQwgDAmSRj5fkhTqO+FgZfEUZrEKSVzcZhEYRLSRBzE9DgJSZzEYWwbbq9txD7pdwb333P8zjtO2gNwzVU3v/oVb37Zi157y82/87pXv/XG614AEikOhH6PrlnIZEZ27bjyiiuuz+WGPC9mEGV/uijQUIv37BmPwt69D/x4s3Hh0FVTk9syiyvHz1x4wvF7mIPbZqap//l+kslVSSqPjuypVLZ7PjOwkpX15iZNFEZvtb6i56XRibIXevNLy6bjQpYxHGvgDCzPWdnYNIP+Zmf10SP3Hznx+PzqhbaxJmrA8hqX5o+HqTE0UtAykuebhtHlBG5ifJz2yTDmRFE5ferchXOXaKPUsVx36wpnanIqiYP77rlzYqK4bbrS668qKhmqqaWy+No3vvhP3vv2l77i1kNX77njFz/+5Kf++TOf/crtd9zxwMMP/OJXpy5dbtMm3KlTlzCi/bCqpnLTdD9yfIzuKO3YMSOJ0srSYDBIw4BsrDeNgW0anmm6kqz2+sbjjz916uS5jY2WHyRRlDp2kCSA5wVZ0qhN+32z1WhZBs08KY01x7GXVxcvzV2wHKM6RNlRdjDo1OtrJI3ixPcDanqPsn+EkjDxbM8wnJ7tUp/oXZo91+o1BImluE99UdFy7Y75xBMnnnzy5MmTF85foFt2K+BZjZRL1CyXr7IEk2YniiEu18qIY5eWqQlt149yhVx1qJKAaKPR6/YHvMjFcRyGiZqhzQkQ+cC1AS08BI5HGBqDPoZpNqfxIqvIgqSxlxbPXbhw9jm33EjzI8ZMq9OyPSdJU0VTeUEwTcu2rXKlWCoXT5w+yfPs9PTU6sqSriqKKHSbnZyS37/7gILVoBPxQGBT7l1v/qN+w1qdW9eEAgdB7DIik+VxNnSZhcsbs+eXb7nxhY4RdNtmXi/CFBfyJWNgULzDDA2nKE0jksaEJHESxnEAIIEIcAKO09DxPF1XRobLLG0ygNAJBkdOPcqIseG3/NQWNF6QRMty2s0Oi/lt0zO02ba2uiYIguu6jm3vv2LfmbOnhoYqtVq13WpkdGVqimZN7Li0ko5GR4ZZls1ms6IokiTZrNdpB4bie7fbzWSyo6OjqqLKsnzo0KFd23d89zvf+sY3v+E5jiLTOCRKnmc1qBTlgWMdO3V6esf2Zqed4tQnzqnzR9Y2L9xw025J4f7zv/771uft+t1XvPDndx4TRHLu/PGXvOy5V1839pGPfeKOH333D975O5/9/L9eeeWee+/5FQT4r//ib392+9f+/d//6sDhgy95+U3X3bjXC7wwimlxhlI0VBvav/dAkpDmoLXR2OCoRgQeJiCrZCRB7NOtxMHA9wOW4URe0tTMjh078/kCjaKFuUWq85HaeKFQlcQMSvnJie1RRIkFb9qu47mOb9u+S1GME8VMMV+uDZWHKplCVpREyCACieO7hjkIAo/lOVlTqNtIiizKIsKADo6FEi9gxFDGAhIUBQAwoFji85mMLKosfDaUzrYjOr0gDgKQUHfAVOcCAUwQJR79Q1JKzQxjMD8/u7y4YFkGTGPfNX2nb/Y3lxbPXp49blkbpRI/PKyIcizJSSbDMVyCmSSFcZSEDIcxCw3HIDDleWl1dTOICMtu/afXeU4YGhnJFQuiIEnyVmKRZXrEIwyjyE9hpGZE220naZ/homALHyLfiy5TcDx+ZnVldW724tS2YYT9n9z+tVZnYWyiKMosxIAXAMczgkAjjE4kiAAhAAASRUwIaLZ6cRwVimKaJimIZBnKKhZENk7DgeEWi6Kug4HZlhQkq+kdP/v2P3/8/bff/vV+b3VtfbbZWp2bv7C4NBtQioFRGIYUDRhqFFnIZNRqtTw2XqPIRlcBERkdLe/ZM6yokh+4KSCu47Q7rYRQPQee59k2DRsvihIIGQhZSoB8Pxr0bQrF3e7A8yiQRr7vmibF3q7r2aLEExCfPP1MGLr/+I8fqNb0Tt9NSBAnjiClALpBaGSyIk0RkgI7vbXFpbNHjz74k9u/ce99P/nq1z/z9W/+x113f/fOX37j+z/6wo9/+qU7fvHVX979rfsf+vHpcw/NLhx94qlfnDzzQKHE7tk7VRnKMwwYDLpUPlVRLcuixoKAcZ0wJUiWdU3NcqwYhsRzIwggx/Fb+dmPAjqDOAyTOAYQAJ5mLFYAlCwnSRSlSQIwphdj7v9GTE/GEYQQIRxFseN6SZIyLMcylCtLlulmM4qqMA8+cPR73/1lv+uoSrHbMX0v9j2q+5A6VhKTJE7iOE6SCIAkTROSxgiD3/Kx5Ym/IRHdiLacqSMRPw6cwNqaIYUby/INJ7T7dq/n9J3IJWyKBJaTBVGXJU2iWYflkChxqirzAkMDz/WMILQ934piqmw7CGwIIgxp94UIPK3U/u9fQGIQwzIsi6lR6XJSAiBAIIX0gKGNHIConSzTskzHtj3Tcij0RYHne47rWoHnpCTG1PiAUNeIgsB1HNu0XNuJo4jiL0xhHMaeHRg92+i6WaWwudp++P6jl88tx31QLY5euf+mcnaUBeq2qX1pIp0+Mbux2uu0XHo8NrLz8OHnTE3v9T1CFz9Ma6tqXhBhNi/uPzDd6S4cOXYPw9nPf+FhPR8/ffxXqxunMeeFiVsbHRYV3QtBq+Mvrxi2SR1xOI6yoa9xbFHXK5XaSMommCfFIblYU1qDpheFrCB0Bv3VzfVGp053Rq0QRCAAXFIeLUAhplvEi+sX673l6lh2fFs5SIwYeEHsyCofJkGztYkQuuGGmyYmp2zLo27Ms+KgbzY2m54T+L6XJkkuo2d0YXK8sOfgtJ6lSGFn8myrt/TIE3dhxj101a6X/u7Nr3rtja99ww3jUzNxkt53/31f+O/vnjq1qMgKz0qZTFHk1VbLnZ/baNQHluk3Ngfra61TJxfOnVlut/ubm+3V1Tr9dJ3QMNwwAqbhiYKSyxZFUem0+wDgQ4euEngFAobCNw17o2/69MKAsn9GkhVqeT8IKYLns1TPEsfxHM9HYeT7AaC4BCGhdR+g7gGpO8wvLJw6e/LS3JnjJ558+ugjly6fbfXq3X670Wz2en3bcludwdLqxsXLi+cvzIJnNQaumR/SxSyyo1TMsiNTZciD1fqq6RmZIVnLK3peD2JvnXYwux7kcIqSbq9N3VKSOU3ndI0tF9XRWlGWxXazsba6apoDGhRx7GGO8DykUTI8VooST+T5RqMh0CFSV2F4jvMjPwFJtTbECdzSymImq/I8a5h92zZlSchmdFkS6Y41SglN8imFPS/UJX20NkItlUZ4cXbzzPFWe8NEidhv0RBExcxIEnCF7NDi4gq1SLFYXlpZcX2v2W72+t2t0INxQj0OJlESpLQWhinVPCUMWyrHQKIZWZIYhonpIEGK/dZgba0zL+eZntsyfcPybdf3FVUdqlYBSS9dvtzqdoulSmVoyHIdVuAwiwqlvKxIhm3YnkNDXM+pwyNDl2YvVoYqEINOr4NZvHPPzqHhIQBpfR/W643FxQVKhhzPm56e7vf699x7z0OPPLS6tgYRoN0OxAWMEoo65GSmNFx59ImnZhdWL88vEgDc0Bga1Zrd2c325ReG3VhmAAAQAElEQVS/7Jq+ufmFL97xyle+cPeusU984uFcvizL3A03XXXVtSMf++f/+sDf/uctz9v3kY984LWvfu2jjz7xwX/4yC9//niSKADhR594/Hs//Na3v/u1Bx54kDrSHT+94/bbf9ru9DY2NrNaNiWpSBEBAhADTGASE5IkDGYkmfZg/IFh2Y6TpmmlXJmemioVi51Ob2523jYpOkHXCkeHJ7OZYkQDmDp5GFAe5Hl2FId+6JM05QReUmVJkQWZEhpRkAWqNDeM3SCkvkF1xWzxIcwwSOA4Jc9JgkjiBBLIpCyPhHIxMz1VHakO6ZIOIhja8bMIAoxFhATT8j0v9rzEsgLXS/yQBAH0g7RvOL2+ZRlO6Mdb8BsGEf0tCkUeCCwF6ZZprJrGcr8777jrvOBh3lU06ktIywj9QZt6miBxfmBBTKI4lCQ1ClNayUC6txqT4eERROt9hFRVpZJLskhzepREJI1FWRBFPk7cMGmnqAlgMwibgW/ALaeN6xuNhYW1xYXlxuZmpVpYWp39znf/x/ebU5MKAaGWgSmI6Suo3gihrSNASBoEbhwTwwibzYYf2GkKghDnCxpHFyKgXAEnqYfYGHPp6HhlZqZ2+vRTf/GX7/r8f328211GiKIc6HVpJUKZ5OLq6srC0vLq6gatlVzP8gM3DP0oCpMkRgjznChJCqVBLMtnMpna0NYoFguVajmf16n8tm132l3DMKMtX4JRQKhOkhgGXmKanufGju3RXz3Pp/kSY2Tbdrfbpm8RRS5JwgsXz4gy86+f+GCxhLUMp2gMgAEvQD0jkNQJIlNWGS8wo8SVlFSQQ1lPeTEg0GA4R1QjUQ050eZEpzLMlYe4kXH5ikOjmB88+fQvLsw+lcmxhw7vrdZKnu+kIO10OzwvEkK9n2YTNk0ZBgsCr2IkpgkDU0QICoMUAByGoeuGcUTVjjEG9FQYxnFEEGKpHliGXgxSqnRAvT4JAp9qLE23gCdOopQ+i6HVCIrCJI5TksA4QiQhosD6XnLfvaf+96s/XpxfHapOODZlbxyVIU6A74cIMoIgxPQ9cchxmOcZloXUkX6bJ/rNCWdHjpfQ4KUAYw98w/B6pt83gv7A7w+8fmPQaPaahmfGMMUiKyiiltX1rC7JVG0pxglmUlqIxMQPIydOgph4NPw833QdIwydJAkgSAQecwyCgDAYsQw1f+L7vutSvIoIARAhhNmUgNAPDcPq9w3btF3bs23HNAzbMsMgSAn1CcjQ62jopygOE0KBNcUc4nksMJCHhIExhjEDEzZwk/WV1tLcptkNei2HhGD7rqFrD98Uu/jM8cu9todTubHen7u8YQ7iwAOF/PC26X3Dw1MICxBiRZKoDykqx/FRbVhb3ThvOutT23NXXrNNycTHTj6wvH5K0pKIOPlyMcVsd+BiLoOYXKuVtprgzOmm52q7d928feaqbduv2L5rb6VWVnNcBI2eue4FFgUpqo6+Mej2up1+t9nrARZhEUMevPBlt+28YqrvRlbYW2/NrTQuDbyGG/Utt7O0NktgUKrk9QxtrSelcmHf3r2YwbKsVCpVCiI0Ymg64ChDJiEhgaqgu3/143Zz4boXXHflDQeGhtTKkBbG5qnTT506e/SZZ57I5JQbb77+He+45d3vecXf/t0bbrllf6/XWV/fpKGLEbO0tHru7NzSYnNjvUc7PZcvrtU3+74XObYfBoShkUxY2lS3DA+mLIvFndv31mrj2WyBkrxuZ5DPFYdrw75Pg4xIkioKcprSxBD2e4Nut+96IctJhWJ1qDYmK5kkgYKgSKLiONQr/CRJoyjp9QfLK2tz8wuzc/Pzi4ur60vLq5fqrYX19csLC2cvXT5z8tTTp04fbXUaLMcIIp8kwPUCx6HtvWcTK5myCgUSpiHNiUMTKquAttF2Yjc3pNfGC1pBNpzB/Opaz3LEPNZy8sA2TNtgMBRFLpvVSkU5lxV4lrpxlESB7yWeF/U6LWoIACPXsaYmxvdcsf3hxx9c7i6rqgwxsmxTUsSIRK7nKLqs5/RWt7XZWN+1e4eiSpub6xnKIzJaq7GJAIlCZ3V50fcd+kaj36cvP33irNk3eVbZsa26tdG51CQBq0slicklLqfJ2cnR4vzcAi2vy9WK7VpaRl1ZX273WrImApQCSOgnATGCKcYQpESUxK1jFggCPcCe67mOHSU+ovkU2ycuPgHlQK9ILrGoo5ZrNC3lKG1dpFIFoappCGPbtlMA+oNBLp9HDOr2O5mcnsnqm3Xa9oxyxbxhmoZpTExOGpZ59vy5FKajoyOTk1OHrzw8vW1qY7M+MExJlPzA/8Vdv/jVvXcxHEMdPiZhRNcmpUjyWTkOYifFADDcpdmFbL6IWcRwgPJOWlZcmj/Bit67/ujVv/jlsc997pfvfMebVpdbX/nyBVEcNi1j/4Hx17/ppiNHH//0Z/5reHz8Fa94pcArIOE+9sn/fvWr//SLX/zK+QsXa6O1l738pX/wtjc877lXkpSJaCQlKV1U4Ae5bI7neZbhRFkCCBKKSAwTxbHv+YOtWO55LlUYxcCIYTDLYOrKJEk1JRN7ie/GIMZpRPWM89m8SPGFXsTQZYCQmtZxqOr8IIAA8oIga6qkyIqmqFlJ0mirDAVJYLkWZYGG5SCQqgoHCOh2+klIRqqjO6Z2T42OFzJ5gdUELImspFEn/vWDgKQ4IcijTu/GhuV3elanuzW7fbPV6m/W25a5RYZSQptSSeD5aUyBndMUUZExx4RJ3HedehC2OM6TZArsgzR1MApUmcOYhL4dUu9lkK7LSRx5rlutDZM0TSHUMlkCQLfba7Wapm3ajtNsNqlKGRYrisyyND1zui7VRpVCOZU1X5BCzAaISQSqK1GjBa1l2pcvz7caTZaF58+fvP2n31laWRLlhKQBgzC1VJoChAAhIEkIhIjjIM+jNI273ZZhmpUqRjjZqG8ARK9NRkazltu2nV65ipZXz3/mP/7l/vt/ls8LmQzPC9RElDbR6yKSJFEU2zRTuZ5pWvV6vdFo1OtN6sYbG/X6ZrPZ6HbatC/u9Hu2bfkIMQIvsiwnCLyuZ3RdLxTyiqKlBDiWa5qObYeBTzCmy9JCPw18+nDPNGzXDajYdAlhFFm21e91bMuUZDGX19c3lsfGan/53j9EOBIlplorZPOKlhH1rCyKCMBYlplMlkdMwHJRkpoEuklqDcwmhc16c9O0O/kio+cQL/kx6UpKODqhJaD3k5/+709//s2njz504uSTlt3L5TSeZ0RRjMKYJEAUVYFTGSxhJCIkIMQzWMSIBynlcP/PCTGDBV6QRIlnORoFURxDQM+xHMfSvyC1AaIfW5NmrjiOEzqTGKQpPZ0kxPdDz/MdxycE+F7se4RncRSAUycW7rn73uWljcnx7WFAVZRoCq15C/Qy23KDgO7M0lcjhuZTFoLf7oF+c+LZsWmFphkMjKBv+P2+1xv4XTs0PFokBGbP6XWM9sA2wjTmJEHLZTP5fDaXUTMSy8EooSWdGQR2moaIUipEtW/adj/wLZCEGKUYAQxThADHYIgAPYAp5XPeYGv0HdsKwwCkEEFMHXfQM+ielkFxy3YDP0zCmMZMTAhECOMt8h4EiWuHnhMFPklCxCM5oxRzakVis4nP2P3Y6oRmN3IGaejj5YXWSHXbdVc+Z9/OK15y22u2je9bnmsENpge251G3NLcBl2TwOn5Qm1iYkcuU/KcgMQkm9F4Edl2G2F/i8+tn75w8UmGt7dtL2sZ8PCjd9K0IcgoJK5M03C+tNkYLC23w1DIZCckacTzVddVeH5IEocSIocJByFHMwHEiR8ZA7MBUYQxDU9C3Zmuz7BcLwSsiJVMBvEsr4pX3nDlTbftxxLZaC/Ve8sXl06uNC5hPuwM1jbbSwR6+ZLOimBgdfbs3XHNNVcCEPe6LYlnBB4lsQtS33V6igSTxDp67LFPf/Kffvy9/x1YrXxZ37nv4Etf/up9+/ewHJqdn/3Wt2+//af3Pf746aWli/mcctON11xz9VWFQpFjearypcXlzY06xwm+F7puRKMrJTBDbZ8ryZJOez8T49Mjw6PFUnV8bJJyD0GQaMBvrtddyx0eHlFVfXVls9PtxUnCsJyma5JGwSI1bWuzTitq2k1KFTnHc4plBd2eZQzcVrM/N7u0ud5oNpqbm5tLS8vnLlw4c+bM8spKnMSZjKxosFBmy1VJkONeb3lh8cxafdbx+5BJOBbxPCuIoiBK4FkNOSt0rT7g4Y59lZGpEpawqHP5qsIpDGAJI8CNZtNo+lgFw2MZUeEptmUyerlc1BRZkXmOZTzX63TaVPuaopTLOkN9nmUEgbUdCzNQUcTLc5cgA/zIq9Vq7W6zb/TLQ2UncLqDjqiIIQlMe1CqlCCGhtUfmB0K2aourW+sQBilIKaTYWAYBZVKkSTxxtp6p9XRVfoizELed2OekSbHt8U+nL+0Wi1VayPZpfVFQCsuTLSMXB0pzS1dXt1cYkQImIQ6JK3EMAII0/CCDIsxwrLKkSSyLTuOKd1ClJS4rpkiH3DuRm9urTtbHM8wGiJ8witsELvdXoth0fS2bSPDo57vr6+vb9+x3XFtjKGsiJuNDQoUu/fuanVa1KiKIo2OjZw8eaJYKl591cFsVqc75adPn2YYZsfWv+GzY9v2md37dk9NT84vzp8+cxximr9FXmQIojV+JCqMksUE2z2zObB7+XL+7IVzU9u3Tc1MJSA6e+FEbbQoa9wv7/7V/gNXXHtd/sc/eXBurv/pL7z/+InFX951XFTK09v3//7v3/TOP7z+yadP/+MHP1Rv1G+68ZaXvfiVr3nJ61/xuy/KZjSe50VJCKLItOwd23a86w/+eMf23YEXZrQcZniSpLbj0mUmSULzuelYrW7LsAyIgJ6hMJIXJNF1neXlRVqGOLahq4pGE3YMSAgQYV07ata7oRcK7Bab0FRFpTriBIkTAUk9x3FsJ47jLTMwmBc4VVPyhWyukBVVkeDUSwIn8h0/tCzaEgtYhPN6bnx0cnp8WzlfIRFsbXbWlje6rW7oh1SlzyIIvCD2gojW2bbnWY5nWt7AcAam0x84pusTQOsAFEfEcbzYjyVeLhfL48OjEsdykBRysibjOBy4doOQgcDFqoiiyIIgFATMcthyDNMcMCySFYE6XrfXrlRKCUloaFNFDIxBSEcQNJr1tY31peXldrudJCn1SwIBZthMVq8OZYdG1HJNLpQFyq6puTK6SGOQUm0EWM+NNjabURCnJLr77p8+9sSvMjksKfRWREgaxwnF3CAAvu9jGtAs0+12RJmtDhX7RpNiBq3FwtDkBAIxrRnMm2+duvKayh0/u/Nj//KBjc256akhFifddh3BmGUgxyKazmhKhgmgyQukKElIELiuG5pG3O9GrYa3vm4tL/cW55t0riw165vdfteh+qQJrtvpOY6F6LPimLI62kT3vHB9rdHp9MMg3ZI5LwAAEABJREFUjUOYxJBhhCgCtukPBk6/Zwz6pusGaZpGUdRqt+qNdQr7pRKtkfqDQecPf/9de/fspFoVRSafV1WVqkXRMgrP4/GJkfGJ4Z07J6e3jYyOlitliuBqRhd4Lk7isNczFxbWu501mixIajOcNzVd3LmnKsnB3ff+6OOf+OBX//dzc/OnZJWRKeIlHq0DqSmpDwR+HPhJGFD7IZjyDCPxrMKyUpJQB8Y8PcFgzCDqxhzH0pOUbCU0qUBIz2KMEYJoa0CWRXGcBEEQxUESbw26QPqNUjrXCQI/9Nyt7OP7W11njoW2BR5/bPUnP76PJpeMRjNRxnUihhFUJQMhw/O8JEns1sAsi8Fv96D+85sS0I0dOj3i+CkNXMdLbDexg9QhTIgFAHBCQJykMcSA5QVxC6YykqrwIscwME3jKPboDELX9yzL7Flm33OsOApZFimySBteDKaEGVErMggwDIIwjULfc93AC0hMAAF0RmFCC51ul95uJxGtVDiGZRlEP0SGFZIE2o7f61u9Ls39vufEcYCjAIUejn0ujUQYycQX3R7srLvrS73GmqVLlUp+InRZhSvumj4sMvkjj53uNd1DV1yvivlL55eefvKUMfCr1bHx8R26VrBtB4K0UspBFAZBf2winy0wl+eeWVw6ueeK0VZnvtlZWlm/fGnubAppfzCJ03Rm555GyzCspGfEnV4wMAFAtPoaHRrakRJlaaU7v1hfXqp3uoYXhrT64ARG1SVJ5kSBF3mO4xnq5aYdhTFQdDZbKkmaPr+0ODwx+vo3v3pkcihIncporjCkLq1fuLxE+4IwZbxLC6cuzp8ynZ4bGAyXbpsZV1Wh2VwNAoNj4tDv57O8bdQx9Hkh3bZ9LE79r3/pv773ra8dO/7Mk0/cfenyiWw2v2/fwde+7rWHDu1yXfPEibmjTy//7I6nN9Y7u3dt27Fje214eKha1XVdFCWaG1zXd6iDJAmNtMCnQJCGQWTZjm1bEIJysRR4HsPgTqvZ63QWF+apGqcmJ6m5O70O/WQo+LGYek0mlxFlEbHY9V3TtujTPD/odPurK3Rvba3VbG5ubMxevLg4P0cz4sLCbL2+5noGwDEvYk0XswWpVBZoU0bLJCzvEjCICd3etTk+5HmCWUocUyoGfraRjDkGcSyvsIzEIh7kS9rEtiE9J/qRCdlY2+qXsKwEdB1T50cMw1ILihQXo0Hf6LQtCtae5yVxQn9RJGW0Vi0VcrKkeF7g+0E2m1lZW7n99tuvvfrqF9z0gsX6Eiuw1eEqoWGN0xz1OiY17H6+lKMp2vVoD64niCy1rOMaY+O1UqXAcUhSeIaDtOlQqhbL1RLDUejkWA4feXqpkC8M10qSKOW0rEnJYKs9NDTcNQLMg1avefTEETe0ZhcvtfsNyJIUxwRHKYoBjGmahpjiLFUbwzJYUaSYQrvjpgRAiDwapoEJsAcFP8TGhZUTLXcjW1NdYq80lvt2J1tQpybHFVWlwGDZFmaZnbsmDXOAWAQRDOMwBQnCIAUkjAJJEfPFPD25srpSLBWef9uNsiKurK5u1jcWFpZoU3ZyalRRZcpuE5CkOM0WshGhW1lWihNR5eQMS0BoeyEnI1njWR5enD8/OjFUb24QEGsZlVpQ0XQabmvr3Ve/6i3XXbv9e9/7Val6zbe//4ljJ87OLvSnt+1td/ydu3b+4R+96a5fPfzVr34FIbS6vspx3POed8s7//AdN968/9y54x//zMff/dH3f+l/7qCoGFiBZdhRkIxUxjHkBobZpYIahu06cRojjBCDCExiJqKrgwwFyjCKfQBijroTQoNur7666dsBJFiTsrFPNlbrayurjc2ma1n0ag4yiiDJvMgADBMCCInj0HPtrQezGFKAZQDiMa8IYkYSMywnAQIoimLKoa++8uqd23e4rnf+/MWlhaVmo7W20llebm1s1NvtNvj1R0wiOqMkjpOEugEBKWQwZqmqBVlSVFVnORHS77xQKpWnJyfGRoZ1VWYRkniukNGKeU0RcZo4gTdIIotlExJ5siQydAc/DAFJGYxIFAFCNF2L4hCAlMoYhmG7224061tfEGp3ur1eD2PqjXzgUygO6DH1LkLShCQMizRNLJWzteF8pZLLZFVeYjCGoigXciXfDVeWV1mOMa3e2fPPRPGgXKLSpSyLIURJkrqunyQJz/O9vk1SsH37tKxwtA6hiuclSsyou3q79vB79miPP/X4i17ykre947Vz82eqQ7ogQZYF1aFSGkcopaZCkEq/JTGEgAEAUXEVGjwiJ4mYY9HWuvzUNkm/m7SbSX0z2lgzG/Vev2P1++YWJ6tvbtY3lpeXO+1eSlJV1RVFC/xkc7NVr3ccO2awiACXEtZ3417XarV6xsBKCX0doll2YPQ833ZcG6HU992e03zb239/aKi0vrEaJ6GiSlQn1ANzuVy1Ws1ktNGR2ugoncOjo8MTE2NT01NTUxNjo/liQWDwFp2SZK5QVNLUddy2IMaj49lSRQyids9YAdhRdcRycQpCCj5xHLuu7bqu5/lhGCUxXSvN7ywAdNUQYyyIjCByEIE4pp3aBEB6wdY/NE9tSf5fRpqmdDFpSk+lSULdPqadvDghSZyShNCRpvQ3mFKGEVOxaPYhDAPoDF1w9szm9753b7PZL+RqoqBbpgdSplweKuRLoiDyPEsnx1GRtl79W/uH6us3JZsb237sRqlPUJziOIFBkob0AHGAl1lZEiRJogqCACUxITE1BIsxy2BEB/1OyZzrWo5rUijvdDu+58VxTO0oCKIiq6JAY46anPoYI3AsjTfEwC2DEYIQfQROSeoHoUX7Et0tr00iIglyRs8ossbxYgqQ7xHLDAd9zzKCiLYCgcAijYUqhzOIqKHDOj3gDhDxZI7kFbYqM+XY5x0jJZF4/Onzp0/M9dvug/c88eMf/HLQ8dKIfezho8ePnKFl8I6ZvROj07TANgwzBUmlks3lJV4guRw/NKSZ5uov7/re3n3jWgbmCpKeF4+fOuoFQb5QUZQcy6kXLi3XGyYn5rLF4STlBmYQx5jjVUIwJ2h6tsgwAiEooZCfUNVR32Yo9CiyrCmyIomSKNIAiCJCY0HPqrKWAQwjZ3Ndo2959oGrD9z0/OsBH7uJEaTG+bnjnJpwKhm4jYX1C/XGQqu9YtsdzEa1kVwuL/pBj8W+pgJNQ1cennHdVrOx1m7X3/1n7/6dl7/s3Pnz99x939NPHfvlXff+7M47jx471u2av/Oy2w4e2L9j+w7anHvdq19RKeYvXjzX7TZpQoI41XRVksQ0jTNZTdfVQj6PEDItg3K5IPRNa0Dx6MKFC0uL85cvXuj12gyCRr/r+65FCYnZxwxEmEZtFEWe4xopiBWFp1bVswovYcNptfvrBLqSBngpiWLDtDeDsMMKtCfS7vSXW50F015L4YAR3JQZOFHdcFb6g+V2a7bRuNjpzrv+JoQGZlySWgTYiIkgiiFKMaauB57F2H/w4PYd0wijpeW1+YWFdqdJVxollC9CUWZEmR2bqIzu1EZHRwRBjkIyGNitJuWxzUajt7FhdlpeEhJFUjQ5IwmS70S5bNYyvPpGF1FtpnBldWNheUlS1Ruec/1iY2F8cmxopNo3e2pGrY5UTdf2Q780VGJ4xMtcbXQom9MIiUCabN85rWoywCBOo4EziNIojALIQMwijmcURXrOLYcmJ7OyzKckliRWVXjb6gWhlwD2wIH9Fy+fO3ryaYLje+7/ZaffGJmoigqXkGDLMalvAgIgQRBihCCAFA8JYDyfwipNwBxJSZj4CfYgHwSMeXbxmWPnn9TL8vZ9k2KG94nLSlRa1g+8IAxpJk6SpNezKJ+gu0q+72V1jeOYTqdFHYk+3jQsgRcmJsbn5mbPnLnIMmDXzpnhkZEgDOrN+vrm5uLS6uzcrB3YABGWZyWVD4gPOKDlZF5hnMAz7YgVRC3DQybiJQJwQAu9Bx+9m/K50bHJdtfK5Yb37bsWIW10fI8gDO3cfc0//PVHJPX/wbx/h1uWXfdh4I4nn5vvffm9ylXdXZ0DOiARBEAIJCjmIMqkApVMSbY0lmRJtmXZomTlaJImxRzBCJIASEAECDTQ6Izurq6cXw4335N3nHWL4/nLM98A88Ef9tvvvnPP2WHttX7rt9bep+rcP/gf/vmv/+rHf+onf2Nh4Sxn7aeefPLHfuJHL1298nu//9vf+IH3Mm7+3J/7r1965bXzDxz7oR/8sx9533e+98Q3UEb+t5/8F/uHh7324mg4PTw8WlxcajXbAZiwVgOXW+gttjsdUNzhsH9989rtOzeSZNLuNtc3VlxOR8N+niVLC73j68eJYUjiRtisBfV0lAz2++Die5tHe3f3psOxKoWDqc+cwPE8x6GYgD9UsOORQlmpsbLMMJ96sevFPmwtjp/qnTp7av3Emhu4e3t7b7518crVm8PxBFPseMhgpBDY0H4VLkAY+CwhFGOCEbaIYMwIc5jruWQe+aXj8nareXxj9eTJY2sry0HgpUnSqtWXOgtEWY7IQreztrRQC3xZZJP+kVGq3WhgjcpC1mutbmepqnSaZAudThgHo/FhA06SPHb16qWd7a2izIajYZamtVqt1+t1Fxf8CJIMqiQSgIPSJBORTY1Vju+GtTiO634QUJdZRhCoTSvlut50mk4m06LIb9+6dv36Ja2RtYbPUwFsrRWichy32QyPjo60kWBAP+COS4vKNNven/62hx3P/Mjf+PsPPf74t3/bh196+fMPPXr8xMmFWdI3kM0we+fmdchHtbZaGSXMvVBIGYRCwq1BUgqELHx3HHCj2HV8ih1sObFEVWg20ZNRISrrMN/zgFdtkqRKqRs3Nq9duw1LfvSRxxcXl0ejrN+fgroGR7Oy0JQ6jLlS2Mk4G41meVZpbSilUqrDw4PpFDZ+gB378msvv+OJp77jO77d8+Ot7V3wuOkMlFBZa8qylBLm0Qhhh0PGWWs2estL6/Di8tTJ+x968LEnn3i6016Io6jb7ba7jTDmXoAJL1fW41NnO80OYW4u9ViokevrKGJwoEw5Yg7hnHEojJM50SMpNGjAdanvc6gU+EqJqpwnA5QCsDAIYe8VY4y1CN8rcAOyUkIQFGusmdvLEgKDO57nwU3OXYczjJFS0Mn6Pmq0URyh7a3Br//ap27e2D554r5ue1kIE/ih7weMMx8U7ELh0P3rud5b9NdGwFk6mmWjrEwE5A+mVKpUukQWUi5EMAbdgHIBpkaaMhNlLiHQMMIdB/ycSK1naTaGrccsgbRdSumCx3GXYrApp4hjQ5AGkzqe4wUhKN3jjGGEwJbwabRJ0nQ4GAyGw9FoArsojKkfhAGEHTgKx3iW5INhkmTKYi+KgTE2Oq310O8SFDu46dGOh7tY1cqpk484kc1O7fTJtUdXemcmQ1WkyGVNjzWJjVTFI6996/rOL/zsR69dvnXy+Jlv/ZbvOAfP+s0AABAASURBVHns5HgwzdIS6OHUyQ3G5Xiy06zzxaXozbee/8QnfuW9732Ms/LtCy8dP7G0tXU7zbIwalSS5gXb2U1ffPHKaCqVdf2oFdRafhgTxxFGDmdjbVUchZ7nh1EUhTXOIG1hWoJaQo97fgDqZJRRRIhByHGcuNZlPAxrrc7Cwt5h/8Lli8xn9z90nxvSQbLfXIyWNuqXbrz6pdc+Y3ja6gYKJ8Pp3mi6K9Vkfb29sgw7FdgDbibprtHj97zrkeMbnc2tG5PpJG61nnr6mbJQrdbi3/7v/tH73vshJdgLX3z1x3/8py++effRh+/jRH/x81843DsyQoPEnU794qU3PvWpjx8c7AiZ7+xuVlXmenxpaWF9Y/nkyfXTZ46fOn38/APnHnzwvpW1hWY7bDajIp1ZI/pHe8tLXa3KL3/5lc3NWzvbd7Z3bm1u3bx99+Zo2sdURw2vs9CAKsx0nN3xavna8WD9ZARKVejIDWfHToWtnnb8sUZ7SXn7aPL29v7Lt7ZeuL37pa29125vvba1d/FoeHOSbOXVodBDi6eUF4yXhFaEKUoNBVR9VW6yvnbs5Mkz3VYXaZqncm9vcP3aTv9wiokCDUxGfY/x9dVj7WaHE5daVxYWGdpqdjfWFjfWolaDudwhlqvSTEbp7vb+reuQc6uiRHv7/SyrWs1OGNaZw7d2dtaaK67nJlly4tSJTq/zxltv5FV+5oGzo+lw72Cv0YrXNlaqqhpORpTjPJ9ZYoN6nJZFKUS92ShFmeYJobbRaZw8dWLjmPuHn/osd5y4znf2brc70cpa92gAZ1flo+94+HC8X2sHCysdOFQ7Gu+VOtNIQDVIWgwJAADQzt3RIG2M67qAS4hNUmpKGGPcIgiphXXAf7Ti+dXNt15++4vN5fraqSXsagoVmiAIlgIou16v37lzW2uxuroSx2G9Ece1sKwKjC1jZGvrblUVcGYAd8oy292eOtxnlOzt7WVppo0+6B86nltUxTgdF+VUmNKPnUYnDpqBxGV/mBrjHNsIM9jcJQcnzi4aNPn0Z3/nz/zgdxGO4Qj/4QefNTo+PJTLK+eLHE5fxt/+HT84K/nf+7v/rNU5+5Fv/csf/ejnPvf5K72F+1995fLy0sZv/Mavffq//P4P/fnv/gf/w9/4R//z3/qN3/zlBx/9th//sd9t1DrPPf2uv/Bdf/5Pnf+Wm7t3rly+5jGXEZZkuQZtIVQJkWZpmmUGmWa7eeb06UfPPLJ+fN0gdXC4O5kOwWrNRtyERNwYbHGz1sAKedRb7i43o5bP/cBjYoCGt7LdO3v93cN0PDNAK4g4lHvc9TzPaAlGZ0AYxBaiyERmmY2a0erx1ceeeAJgI2QFO8zPffHF3c2+RYg5xAl41PSiFo47bmOx/lU4ASUWQIWo0UhqK6QulSrBmsoqTFEce/VG3G43a7WIYFtWOTKqHgf1qB44UeTFzQj2azWXcVEUeZqWeZkluaxMAYlIqV3me06gKpnMMoyJ5zvTdFarR71eezQaQLJltC6KwnHder1BKacUgnpgDRoOx/uwdZ4U2YxkM55OcTKRs1kGhwhCpphI7ljPd8fjYbvdXl1bnd4rk8n47ubNWTLN4C1yYYVQ1iIBf7TgHM2m4+l03Ok0VlZ6rkdXVsnZ096vffQPnnvHIz/38z9x/eaFzoq7vB7PZoeVnC0ttx2KJqMhd7mFUQCpwohSgY9YzClzCeUIkg6EMCEgOaMeIR42LmSfsqJaOUZTOJQsCysFdr2w0+61WrAH8zjnxlhYe5pkRS66ncUHz5/vtLtHh+ODg/5olOSZQpZTAiPgLK1AFbPZDGOktRwOh/qexsC5PNfd2t38lo988zd98N1Zpq5eO9zfH/aPju7c2bx27fre3uHm5vbB/tFgAIuYDgfwAhw0QQgJKAkwduq1dqezCFn0sWPHHnnk4SeefOThh+/rLYZhTccNg1layYFGqeNp5mhjKyVLqFIJpeArcAiCsSAtA8EkkKUoAJzWaouMVPC9ElKA2iilCN1Lie95EWMM7ty7TzifX2OMEUZQ4T48ZcyBL5wDtqI48n3fhUYEI8aw61JG0HCQ/MEn/wjOKRYXV8+dvV9DjoBpLa47jgs/3GHo67uQr5144+lkPBtNkwk4SZanRZlLWYE9KCYMg7q553gcu0ZhXVorMDHMobChhC3lXOlFXibJ3G8ohTODGhTfDwgB9IP95gEBdM0w9/0IqCr0XOgGtlNKVKLKi3wymUIyl8zSsjRAgBQzjInW8FzCblUrhJEb+M1eG8LEyeWlE43aEkZhldHRUVmmhNNmwHtY15KRHe5Vwz0xG2qkXCCcybDw3IZR3Ej++MNPP/rQU5NhNhvnzzz9rve8+/3gV+PJLM8LYJCV5SUhc89FnmsRKXZ3r335y1949rlHn3ji7OtvfBFYoz/c/8xn/gg2T0VhKYk9r2tNfPrs42HcExInSWUwpS6vjJilk1Jkg/Hh7a2bB/3dvCgoJHo8JNhHNiA4wIQyRgDxUggpFHBWEDhh3LSWWsIn04x6jhv6d7c3h9PB2onVsw+c8mI0THbu7F790muvXrry2u3NS8wzDzx4ordSF3K2uXXl1u23GauaLWc224sje/PGG+fObZw+c+oHf/DPyUwcO3bqu77nz1y4cPm3f+O3Hn30/T/4Q3/pr/7V//Yb3vtN/+pf/uTP/MwfPPbIqe/9rj8NTlqWuRDF229/OS+mnk+7C43lle7CYjsMvTSdbu/cnc3Gvu9Qhsbj/jQZMsfGsdds1s6eO9lu14aDvSDkjNv+YO+tt1594YXPXb5y4fr1y7fvwAHGtf3DnUk6kqrwI7fZjVo9h3nJcHrt7s7r+/0LSXFLoh1DDi079KMpD8aK7KXljeHk4sHorWFySaEdFswQm/qhims4jq3jlBinhBZhaIOAEKpAMAoxiZivzlN2Nvdiv3bf2fvXV7suRx5HrQZtNqnrEC2FkbIoivFgvHVn6871O8PDicsC1wkc7na7C2srx9utHrJsOkqODgeH+4PJOJ+NlMsZMiRPYANDGQ9OnDj1zuceunDhQlgPvdBbWl2eptNbd293F3vHTx2rZGmQrjUjTPHRYF9ZhbG2Vmd57ngOsGYuqiCOFpaWgjhkDoNrSKndAH/8Ey9/6aVXAh91O7U8HyNcnTy1GkRsOO0vri0yjzTbtbvbtyFTdH0+noxykdm5lgzGBhOEMZ5rzFij5ymdHzD4WlVCG3jTQa1VlUoNKYVNu6sNGthPf/4P3r72Vi5ThUonIGHsiara39uHXvfff7/rur4faK2BINJsJqV0XacSRRgFoMDZbAa7Nx9e7Qg56B/t7O66rnvfffdBJPahg8MLURBGLbLUd93IbbTrGotZPiplVW85YWS2d0b1erC4XN/auViZQbvrnX/oTBD4cNRhrReGi6OBqtdWB4P8sJ/c/+CTtdpCWbFPfPyFb/qm73v00Q/86I/+2Of++Mvvee9HdvcOO73WtesXDgabH/zwh77tO5+4dP23funnfvbGjZ3f+9infuVXfuOXfvXXvvs7v+9bnv1ILaxT4k4n6e3tO8PxWGvAW9BsNv0wkEqCPg+ODo+GfUKx4/JaPYSMB5Q2mQ5Hw8FkNJqNJ6qSDvc4dhY7y6uLKy73IhfUREBjOtXJcDIZTNJJUqZ5keainB/Nuh4HfQASclUmeSpUFTXCk2dPnn7gLPPJ7uHO5euXjgZ9DslDBChBWWIMoYtr3dXjSxunNlaPr8HgX2mVSEgLdhcG0n2kCEOQxIAVwhhA3lxbW2026q7PATZCFmk6LasU5KzKqipUHDQiLxZ5dbQPDnCUJZmWOp0mg6Mh4DryGxA+IGtxvYhSYLkJBRqtw2HVHCeAFoRNOU/9ket6xiKpTJrmw8F4NJpmaZFl1XCUziY4HTujvjncT/Z3jw4O9kbjwywfC5kqnYO0BON6VINo1ag3hZSHBweO4yily7KC1CEM5wpP06wskdRSKlipXl1bhm3qr//6px99/AN/4Yd+YDDeb8D2vOFInRAqur1aEPBkNi7KjDuU2rm7WIuV1JXQSoKCCcHMWoQJhqQDpqMUvmKjIPBRKaiSTAlOUMBZYDSBRRVZAWwVhmEcx9C+VvMajdpslly7dhWC4KkTZ44dO4kJ5czLMtE/AhCNK4AEIkqa6SQZjyaz2bQsC4zxeDweDAbgYo1G49q1a0rK7/zO737nc48qhcrSwP7v6Cg7PEgOD45u3draurO9fWf35rW7b79x5cuvvvnmqxcvvQn0fGd386jKtCptOi2yWaqqKnD4ysrC+YdOP/3cg8++86GHHz118vTSylqz0fRdH/kBdVxEqDFWgmohh9NGWqsxaHduxCzLIOgVjNNaLQwCByEQBmmFKejPWjlXPTIGgfxQlTIIzR9RAs8JmVMRtsZqZZVUoChKCOc8iqJ6vQFKY4yAtkUFDdjy4uKdO/1f+ZXffPXV1yl14lojiiA0u4xRBr8UBEJfz+VrKF9Z5mWR5Xla5FlVQlwvrVEAYN/zwYYu8yiiCAi+sqJSotSiUFpayrjn+lAp5QisQpjvh81Gy/N9zlzOfdeZxzxOXYKABRxGXIohu3Ec18UESynKsijLqgK2LhQkNwRj13W4w43WVVVJqRhx6rVOq7vcbC/VG70oaHIaEuwRGzISTcZV/ygbH5XZxKqcqYIlE3OwPT3cmdZrS8tLxxkJitSMB1kyKZr17tnT9z/5xNMf+tA3P/HoO7I0u3r5GiXs3H33ra12sjwp8hkl1Zmza8PxziuvfuED3/Tud77riTt3rxpULS51L1+6FPgxnOhnmW3UV45vPHT+wXdtbDy4tHjC8xvaYqlMJappMhlMDofT/aQYliIpy1SBQzOg84giX0tHVsxoggHSShQFQL9CGAVRGMV1afBgOMGMY+YIo5UFHctM5nEzePqdjz/17INBjFod94lnHp5mR//hP/2Ln/rZ//3GrYtbO9cvvP3K3v6tbjd87plHn3vm4XbbnU53q3L8l/7SX/j0H/3xpcvX6+3ed/zAXzl37qF//i///ac//cmqQA7Dzzz95D/+n3/0C89/8e///R//xV/6Xc/1VpfXtFara0v/1Q9+//d+33cUZfLGm69n+QxhnRczIVO4M0smk8ngqL+3vw/heGtz6/bu3t2DvS1OQdxqbWVx887NCxden6VjKTPHQcZCeFBJPjnq7966DecdF3b2NqdJ35JZqbau3vzcF1/+ndff+sTB4C1L9hHfhzTOsj2FtrPqRq5uWb7vxmO/PnXjkRPMHFcwLjErDMq0SbTNEC4xkZRr7iDGEWOEwvYNfTWlzBS2dHlheXVp1eVO6LlnT288cN+pTqPdiGrLC4vU2MPdg/5+f39vsn93NOqn/d0RpKyXLl3b2tydjNM0KaczkWal1QQ4fXV1QStepqbZqmsFgEePP/50f1Dt7O488uhjQRTdvH37zbdmcdznAAAQAElEQVTfwhQ98OADru+Op+OFpd7i0gKhuD84CiO/s9Bpd1pxHJVC7R/2jcEAlKzIIea5PkQ+BbuhqszrrfDpZx63WNQa3sbxpTTtK50sLjUw1V7A6q1YYfW5F/74YHgQ1cNGK3Y9po202CJCCWgMEYyxtcgq7TpeHDuMoaIQ4IMYkGqFkLlCRX+8L0wWtTwesovX3p7l00YryvLp7v7O5s5OfzA090pZlq7rjiej/YP9oyOQWTsOr6qSMQpHMuPJ0FhVr9egDTSfTiZgqrhWM9ZYYru9bhAEWqsoijqLXS/wqEvSIpllE8IRIRAsabMeYWIO+9sGpytrtVKMf+4Xfurg6CiOF5aXVpeX1u/enmSJffyJd47GKSLOk0+96/PPv/L8F94Yj/W/+fcf+/7v/+v/0//4zz/zmecffOixvb2tWToYjXeVmp6+/5nv//Z/NpnY8/c/9v5v+PD3fsf37xzt/bf/+G+/8ebbo3wSRXG329tYPNZrwaGOVwgxGI/6w8FkNgOeokBanjOEQ4MMMClAPA6LjeN2qxV4XpkXohD1uF5kBSdsbXU18nyOaBBjv45clyDARilFJYssT2az6QySmEwpSETKNE2llFEtXNlYhVprAkuIS9cuXbry9n7/KKgH6ycW2wsuCRAKUGe5dvzsqVP3nd44vdFabqKvvMgqUyIzqsRWcmpD32k1oqVua3V5oddtuQ5FWGGk/cCt1SLG2Xg2vnn71mAy1MjklTwaTff2R9NEau1UFT46muSlSNOMOby70AXziUp3m8ut+lJZKBh8bXEBKKUSRVFlk8n44OAgmSUCNKEVc52yqnb3DkbjiesHca2R5xVkMkliZhM5GRfDcTkemvHIwPV4mvcPkyhoH+yNd7b7cdg6vnEiS5Lt7bu1mlNrYu6Vfqi6CyiKtVAjpcdRaIt8EIaVMYN/+A//7l/64e+8fPnS2sbGyVOnOaVxGBol8yINI7e30MIEHRwcDvpTgyllHrJUaiKF1vPTJouwtlYaLRWY6l56K0SptEBYMAfs6wDyPS+I4wbnflGo6TQXucLY8bgLG4OylGmWOi4zRm9ubm3vbEdhfN/ZB5eXjjHij0fZ0cF0NiuNIghRKU2W5UdHg7IUcVzb2toaj4d5kUymR9qUr7/x8qOPP/A93/ftx48HUYTCEKIzZGBYVIpgjKmLkQOp3miU7O6OdnZGhweTnd3+pYs3Xnz5rc9+5otffOH1S2/fvHZ9Z283xShyHd/3WLMR9TrNleXexvrK6srixvrSgw+dWVtfWFhsNJsQNDAsU6qsEFleZmBKSokxCGMURzG8O+90FsIgIBhZBNUqpYQAPSENiDHYGCulhfaEYAI9CSEUg/toI6TKK5lxxwKJWSS4g+LYrTeCEHDn2DDijYZ32O/HkVsJ9PM/99uf+tRnu52lRr1TVpZSD1NGMENf34V87cQzptRG6rkeJSjdArsix+VB6IFdIXniRuEKjJalRZrlyXQ2HhZZii1yuBP4YRTEgRO7HAAE1zVsHWMYp04YRrVaPQh9ykF4GFUYoylBDiWgbA1TVZWREsPCMFIGcZd4gc8B3NZIIQi2YeA3mvVGox74Pka4qErYYUHLIIgWequcBcms2tzcv3lj6whekCEvjjpx1CbEh/vEuKHfjIPGYne1SMXzf/yl7bu7C53FdrvHuDOdJYig3kLHIDWeJJzpjfVOEKPf+d1f3Nq+9M3f+u7xdOsP/svHFld7UovxbAbQv3P36OSph8+ceXRre3LjxmGWou3twc3bu9NZZixIB+6OI1AEEHbgSFkMR0fD0WA6neZ5rqXCBhFQrEUMYYax0UpUpawkqCb0QUmRQ2mn3R2NJkdHRwQT5rBKVbPZ+HBwtHd0QDh77KnHT55dlUoNR5OF5ZXV1bWP/uqvvfr6K/c9cObMfccnyRFx5Ps+8GxWjf77/+FvaVJYqj78kW/62O//9k/8x/+ETPX4k8+eOXb2C5/70v/09//Rv/sXP/HGy5c2TuP3vfu5Rx99rNVs/7N//i8/9nufeOqpZ5aXVy69feFo/2Cx277v7Mla6B8d7rVbNUjXlCh3tu5kyWxjbf3Jx544cewktWw2STe3dm7fvjOaDPf3dg52NiOOnnvqwQcfPO6G8sS53vKJ2KkX/fzGW9c///mXf+fFL//upWt/fOP2S3e239g7vHI0uj6Y3ansIY+LsGH8umRBpfEkKw+FLL2ANus8cFE6zQ/3DhkyIs1no3E6nVhtgsCD0BJFoeO5hAJzcsrh0wFAfRXV9f2Dgz7C9Ml3PP30M091em1t7WQ6297dH46GUoPaIWuTG+vHHzl/X1DzxLQC23HO0mk5Gs2kUAhhjYC5kNFmdWW1fzSBGBjX3OFgaFH15NNnK9v/8Z/5D+/90Pu2BvtffPULk3JIPZmr4e7RzSQfxDW/yMtrV2+J0mALvcaqkguL7cPBbn90WMiqtdBtdbsHRwOhRBRFZVVdv379iSefXFle3Nq6u3F8+b4HTu3tb2/t3m00Iz90syKdzEYrG0tPPfP40mrvcLA3TUdSV0pJDCSKCceUIkoIwRhbYpTV1HH8oEYorkoFFVlqNAOcIoOWllpJ2p9kuyvH40u3X87s8OQjpypmt/b201l+fP3Y0sLK5cuXb9y40ev1lpaWxpMJzFJvNC1CVSWytKxFtdlkenLj+OrSoiiLG9ev1+NGq9E6gBGyFA47AMP1rj8rh9hRwAbTZFSKgnLqhQ7hxnVI4How11yY7oLHvTe/tPvmly898fg7dncOnn7mufvue+r5L1xWhma57Q+y7Z1Blup6a/X8Q0/v7E4/+7kv//qvfvSbP/S9H/7wn/t//O1/aY1z8sS5Q7A4Iv/kR/8Xzt2XXn/hJ/6P//jClz7/0stffOmVFzZ6a6c6J8bJUc2Px5PBLJ0KJZnD55XxMAwhrK1vHO91l5DFs+msDm+Z44BRKoTU1jZb7eW11agRI27ChusFbO/wdpYPT5xYX1tddji3yriUOJQhbYk2DGFikZZSlYWoqtFg1D8YToZTyAhOnzz1+MOPryys9g+PXn7plcuX75Sl9DwqVDmejpjDzpxbec/7Hl1dXwaczIop5O43bl1DX3nxCJ5Xil2KA07rgdtr1JbaTfiMPQ6HN712q9msCS2Ohkf90VGlJA897OLD6dHlW9ev3907mohJQoZTlOaUeQ2hUdiIG63QcREsNAgiq51shtq1pUYcedy0G6Ess9B3IIYQTqAahGZJctgfjKZTCQED4bwUsyyz1nJOkdUCYoNCxEKCwpVyyzIu81pV1LY3Cy1q1oRWMeDbVj28cfnNj/7aT9x/X8sLRv/kn/31QkwfeWwxiMfj2eUz98XPPHv8Yx/7pR/4ge9+6eVPLS+tnz5xDBsjc8kMowaHDqSzDWTReDQqqwr8wlikNCklrRSrJJLaSvAYrJijPN86DCQTupKQDVNaGTSjThHE2o9l1KDchWXB3sYD1c6G6d5OPxnkskRVXsWRq4RIppNaHFCiX3vl1csXL7eb3XZjsd1Y2lg522os9Q+Su7d38rSkmFWFKjOZTNPd7W3f4xjBaffuaLRNaS6qwZtvfvH973/mR37khxwHKVWtrjUpMXDG0mi0EGZpXkmNXQ8yoxblvrYcY4/yMM3Q9o65fHny5S/vfPm1rTffOLp8Ybxza1ZNlYdcrh2daaxwI4zbjYbvsd5iDU7H623WXQrXjnVWjy32ljqtbrvealHm+p5Xr3VazeVGfdFz6zAFhDNrtKgqKQWoEaqUcHRXVaVBoBiEMMaMYUyw0lYBjxJoopU2QqbGZl5ggwhTLqCGNRzWkMVVpXPuU221Rjgr0Cf/8LM//wu/PEvlyspJizxjnCBsoK/vQr524nkB6EtrUwlRSqmR5YyFnNUJCqWksiLWYIRwUWZHg+2j/mYpJ0UxqtKk5ga9eqsZ1htRo1tfakYdhv1ee2mhs9BuL4RRnTosiP0YDthJqWzpOhS8Nwr9yPdi140YdzBSwmhwoZrjRQHzGfV41IwXlhcWF7ph4AQBjWqM+8bgSqrcIgmOzTiRqlxeXtrY2FhbW19d31heXessLMaNOnQgzBOCeRxEWl7urK8tri22eqZUr730+iuvvLa3D7nBUSEF5ihqgCgw1HRhMWq0yJtvfU6og0ce2xhMbr3x9gv1tvfm5Tcrg9+6eCsr4JXKxnhMiyIMo7Wi5AcHM21Ys9kJg5rLPZ9x33FcRom1oqxAXa7nV8okWQZ4RUaqYobFTBdjI6rxaJJMUg3cgC2IUPcjrJTDaJEksG0Jfb8oMqFkJVQu4PCOMidAxEck7PWOJSmK46UwWIBD9ZOnziPk7B0cLq0uCVu+fevyUx/5cGep/Yk//uRf/Dt/48budcWKf/zP/ufd/d1/8g/+h5sXr3JNQ8Q+8oEP1D3+d/7mj/yDv/5Pv//7Pyxl9e4PrP/bH/8nNzcP/+Z/+3euXrjmk7DT7DVr7XSWWKvOnDox7B/BaZDvOi6H6k2H2aW3bvZ3Z536ejNetcQnXrizc/D2628st5pPP/JAJ8ShkzfbaqZuXe1/cbt8bVe+PqEXUP1mhl47mnzh8OiNvBhSB2sEm4WZZcqLGOI6KWZZCTpLlbKcUixpMUHlBHPpRDjGpeOTOKR1ZnwlsFHQJGZukzkNzusE+0ZTrQGr6KsomRb1hc7hbLbVPzrxwP3H7z975fbhpZv9zkrXb9SHs2kmZZIhoKXuAiQtHRYQSOO0UA5FyKiyqphDW62wVvMRM8lsJiqZJbnVllLrhqWgt28efHL5Ab6THe7l03C9tZNtrj3Q7B53DqbXJun2aHywv3sExyJVwmd9vdjZAFwdHe62O2G7W+8tLxqMR5Nxb6HbW1yMazWXu0VabN3dOjzoLy4sGc0Hw5kbBkEtVsg2Os0w4m+8+Yrj4lojPPvAScu0G3qUUSWVy3wkkcilAnwRyjhFDEmsJrMZZS4lQT6TRWmUdqocExVhweFtU1UcYrJfmhs2OJii7ZmTpi7NLK1FreH+lGMuKw3uUW/UHN/tLPbiZmtr76ASdqG3unVnxyFep9a88tbbZ9aPPXb+gYCx7dubspC9Ti+Mwu5iY+1Ue1buIS+9sXOBhTiohUKpSgnuEGB7ayqHGAIy2QCJ4O71iR2hv/SDf+uFz104ffKh97//gy986ZXP/vEfActPpmmW6Ycfes4P6q++dumxJ99z4vRDP/ETv3Tp0vabb9xdXTr1De/+pg+///soW7z/gXe89ca1P/2nv+OXfuEXJ9P9IK7+3A9/y0OPb1zfefPizVelngmUGlT4de7HLveJsJWy4LhwysKRoek4x5J16suPPfhkr9XJsxT2vBA7sRNMC3lze3trsKdc4XURbxQvvvmpG5tv7B/ehLUEzG9H9diLjLSiVAThwPOQ0dNRkScy8Dg2SJQ2ctz7T5x95NzDsRPfvbb51peu7F4ac8iRJbJCWv8D7gAAEABJREFU+4yf3Fh74vGHT53cEDK7fvPq3c07s3Q4HB3evLX5VbgARoZg43LWjKPlxd7GyurKwkLs+7KADcWcvbUEGsiAMTAl1OEGo6Iqh9PxKBlnolIGGewgElAacDd0XL9Wi40tZ2k/gzQd5/UaW9/onTy1Amxdj9jt2xdv3byoVRqGvNmo9Xpd3w+VsdZihAgmjDIHPhHCaH4HJ7P5jxDKagwJHmVR4DU8t8VI3SjXGi9NVZlIUYCAUpTF/t7mT/3U//6+Dz7zF//y9/7mb/70r/zKj41nd7/92979yGPr12688o/+8d/6V//qfxwM7iz26o26LwWsoKAEea5LCcEWE4ORxhrwZLQFnROKKVOGKIONJYgwuIExpCTSogpjzQjGFoH0FilCLLgNJhJhaa0wSBlklFJFXuRZVZUaWeKxADYGnsdhHCHLSkB0M5Bdvfnm3c9/7nml7NrqcQijDo8WFpYp8W7dBGYaRmGdc//ocLS/f5hlWVHmY9hvJBNMdbtT39y88eUvv/hf/eD3/It/9Y/iGg4C59HHzmOikzSBuTq9XuDXCOGUOpS6CHNMuOt6UegHIaIEVRWaTsTezuTK5c2duweDw/H+zuHuzv7m5vbNazdht3bUPzBWQc5LuaHMuO6cWxaXe8eObRw7cWJj/fjGxrH19Y3FhVXfi0Rls7RSErlu4HDPWsQYcRwElTGEEbEAN0K10kIIOSdTBW0wqJYgxpHjojByHZdhrCtZlFVmLexkWL0edDqNZrNRFAL0uLLSarbp7Tv2D/7w9d/73U8kaXXs+GlCvP4wQV/fhXztxOMOARUzhhljjuN5buA5IaMeJZ7nRMaQfH7oPRmP+/3B3t7Bnbt3rw6O9qUorVIud5q1eqfZbdRbgVfn1A/9RhzWwzDyw8D1mOtR16fEMQACxqzjsMj3gDJqQQB9GSWMIkzAlIi4NIi8sBHVG3GjBTErigKHMWlJhmluaWGpIBT4XTqednzjRziskbjhNDp+ayHqrTSWNzrrJxY3TqwswtuCXmtxEeJgNw48bIwUIp0TwsxaSxwKLglZox9SpbOFhXqW91965Y8qOXzksVOHw9uvvv58qxe+dfH1T/3Rpwfj8ZUbW+NEIVJLMjwci0qAxB5CnCBmLVZKSymrClyygsBupLRSIYOiuL60tAKbF99z49BvNcLQxflkkExHoqwoJgxTGCiCR/XYoUQUpapKoyVGoFdltdHGGGQp51lZQWjMhWp2FhdXjp0+e/7YqbPdpaW1Y+uPPP6IsKKz1Przf+UHJco+8bGff/p9T/3qb//yL/7yT5598MRHf/uX03L6T//VP7NWf+bT/+VPfeCDi43WZ//gkz/wvd/1n37q31x8+82/9lf+2rd+x4Oraye4G3/rd37rY489eev63ef/+Itvvf7WfWdOnTl95tzpc8c3ji0tLuzs7KZJGkURRpRhTjHf3to/2O/nuegudLb3t7iDzt9/emMZUnzSrnPPK0t5OJPbo/L2xGylZFs4+ygcMP+IeX0eFMwxiAju2qjmBpGLsColvFFVwNuzJKsqhSwhFjabLlYeMz4zHoRPJOE0CRuJtAKrMoQdRDxCA+qElAHOXIIp+qqKJlgRJLGZFXlaVc1e7+T9x7w6hWvLnOu3R4CZzoJ32D/Iy/LsubP1uIE04hSLEokKYQzfbF4VBeR2nBRlAfD2AKlKAxwwq6g3yu2tg+Stt+6+hBo2XHLbG7WROHIb5JGnzi+uLbS6LaDFLC/juH767Lk0TRYWF0bj4Wg8yMrE8ajjkrxMgR7jOITgvbK65Hne6tryZDLR1i6t1iypRpNJq9feOLXhRc7JMxtRw+v0anv9rVymQhdSF9zhLgxkMFLUaowMtsgigiwBRwe8Icf1Hc8BFValLHMjSqpLIgGYlfDAi1la6j3iz3ant3Znu6wZOrXY4V7gBosLS61Gc6HX9Tw3zfI0z6XSLojr+EohQMPu9s4D586DS+/ubpdV9s53PXPf/ecmsyns6YA/0mqSqdHyicb++NYw2U2qcSpmCivXd6M4qDUCC35VVu1aezbM9jZHKneQQYP9fH3pzOBwRqwaDXeEqH7gz/5AmpU/+qP/6rnnPoAt+dSnv3D8xP1PPPmuNEOnTx73HDdP8Ld803ffvT39tg99797d0emT63du7n3kW975T370H73rvU/euvtWq+P/g7/3333/934nJpJgW8j0cHRw4+Dq0eRoNBlUsuKMUUCLUFYjgkk2STbvbO7t7jz84Pnjx443Wh2DyChJ6r3O0sZyphNJM4lnk/xg5+jmhUuvzWbjANSCHY95cOpVr4XGmFkyBUzXI2aNPbxdIGVPHu+9+7l3PXj/Q6DKF7/44usvvpHP8jBy8hlqNaMH77///nP3+Z6/s7t55eqlu3fvFEUGAsOnVJXrW7DgV1rrUdyIar1ub3l5pdNuuw4HZlNK+b4XuH5VlEmSzKapLCXDJPR8SgjwXpamVVEAgjjlnLkcEDav8JdQCiyWer5aWHLbPcK9maEHQm8dDt6+eed1GP7pd5x/7rlHV5bakFGpqsLWgk3Ban9SKWIEYaQNVIxQJYSUmlIOFRPKmeN5oeNAMge5CAhSDvr96XQqpOCEtuotStjdu3d3d7eQEceOrfziL/3Mn/mB7/6BH/rev/v3/ubP/dyPHQ3urG20jp1cWFppuIGljvJDQpmeJWOtFcHA0BRhYowFixCYD2xOCDwCrTLGfN8FMoQwFwR+GELyWm822rVaBNdRGIdwMwg9z+OcY4wh0TPGSCkqyE0KBH8RwowTz4MluIQQ8A6AruezRgN0jq5eG7z88kv9ft9hEIxDzwnjuOl70RAcY/cgSTIhlKjUZDLrH/UH/dF4NJuM4YhBWWSSNBmNRk8//dRf/as/zDjKsul9953hDqNgDK21ka7r+V6AESWIYgRMJSjlruuAmOD/Ssokm+3t7xwNDqaT0SydVaKEGbe2R2+/fffy5au7Ozsw/gTKdApzVZXACLtgCdAFSNloN5vtIAjAUsPhuN8fzmapADJHGGZxHH+uGJ86DkWQ0oFxLbEIzG6hYIQIQXOxKHZdeOvHHA7KoaCc2SSZjJPpLC2AwxQhhMESuhBTAZZ5RazttrAo0Md+6/Uf/48/ef3yzVPHTp/cOIW+vgv52olHGdgbkAefDDzE8QLGXYQgZFqtdZ6n4/EIUJPnmQKDS5EkkyyDwJdlRUoobrXaC4uQKjS8wOMuWIFz1/N83/c813U5oNqFO5xzGJ9wxoLAq9fAHWAWghFyOPY94jg8isJWq9XtttvtRq0WzvvDDoYJSxLCU+am1IGLqeVT6qVuXIYtFTWroFkGjSJql/Weai+jzhpZWnc2TtZ6S97iatRZDC0qZ8mgFAlzcCXL0WSIMer2WksrPaWKNJt4Pu73d+/euUaIuHH90uuvviJkde36tTffevO+++57/bULQRAdO3bi7Ln7lpZXOOeEIFgCkBxEwwq8E2oJdFdWZQmeBvxDCdXSVLCHgBAKOkpShzu9TmdtaW25t0QRAS2Cc0GzKI6azWYcR2ABGEbKSkohlbTGaGsg7MLu1CALMA+b0fKx5fsePvvYMw8/9uzDjz19/pEnH3jk6QesV0zFwfWtC29cebk/3fr9P/jo/nj7ufc9Bau+cuPtzmLrZ37+p7Iy+W/+H39rY21FYv1tf/b7bt24+iP/9V964pnH/uE/+LsHB7v/+l/8xz/85EvJVJ46efzkiePddveRRx4t8+pnf/aXs6TkzBVC9hYWNzbm/0BDSDkcDNI87cH77LVlP3T9AE2z3SvXXmButnGiwb2c8KzRZsyVaTWYFcNCJpXOpa6UFRZiIKUU1OFxhGDnlVkkavUwCiHqq7IsMSYZjJ5kSkjwdU4YZ4wTDE5rjFbWlFIURVmATJDwIgQqIhRzx/E8DxIRQJ/jwMjoqyiAVUA4whZTNBgOCGOPPfHw/Q+chjPDo/4hc6znu4ip8RQsJI8dX4dXmQgjJcBEwETUGJoXoqqM7/srK6tLCwsnjx9bW1nutlu9jtts+I2GX2/yYXJTOrdn5uLF21+wXJSK3Nme7R2WQnuVQpqU9S5JxFbUVgur9c3dO+3uUqsFrzAa0+kBJmWzGQyH+5wbzyXD8dHG8TU9D3eaMBLX3SB2c1lloiy1GKfjqOEn5fCRJ8/vHm1evv62X/MIx4XI7D0KxRgkv/dhiYFLBL+GcuIFXtwIkIeKosxzSOWw1kQpXJUq8CNKsdQl9/De0eb2wZ1GN+4s1IRIHAf5AS/zjCAshZqOplagpe6SkXYynq0ur61vbCBGs6o4efbsxatXhum4vtzYuP94vFBPTZrqKQl0cyUO2vyPX/jU0WRX4lxh4YbMjzxLtDaSYoI1kYWRuR4dTmf7mVurAaBefuklmPfm9TvD/uR7v+d7/9Jf+AvG2Odf+MR95x6+fm3QPxxBePrIN3/r6vrqYT9/5OF3b945vHrl+n/+6R/73U/93j/87/9pEIanTiwPjuyP/PVv/fZvff/bFy/+wu/84qWrV6OwrrRWVhEKBwP1ZtzstFsQMgnS9dgLfQfOKhxuA4/FseMwO5sMb1y72u8fgC/XazUA0mQ6CuPgzJl5aBkM+2UFJw3l7dubg6Oh0khKRAgNY7/WimqNiDOSpHI2NkajWoNuHFt+5h1PP/jg/f3h4R//4fNvvngVEqdKwu5R/KkPv/PRxx5dXF4wSB8c7F2/unPnzhRgWW/U1tbWPC+o15snT5/8KlxgeXl5aWm522rXoshzPQYrIcRqU1UizVLIloosV1ISQsBZHMdxGURmzAj1PD+GdLBRr0eR7/ouFMooZDKmNKaIAttbcGsNwZyBGwya7Wxh0a6u+o022d698oef/q2bN98OfdZbaPm+RyzGllqDrSbIIAT4VuDqhhDseV4cwQwxJCUEzwslBCHAp6JwYKBMlqRVVWkhoYRhuLK83Gk1CbKz2YRQO5n2d/duXbjw8u7ezbhOTpzsLa3UGC9n6cFkulNVE8YVpDquh7XR4BEYQVeosA5KgGUQMvOiYELOKYxf+z9LHc4zWq0OlHav24E3VG0IZLV6PQgCENVxXcqYtRZGRQgxhigjhMyd0HMhx4FgSY1FWZ7BDJ1OsLCIwZvu3p185jPPX79xqwb4CBuNemd15TgEybt3j3Z3AGMwapilxWAwTtN8Nptubm5u7+y02s0w8v/oM5/a3r795//CD37wm75xd287rjnr60twX0oB8HIch1DIk0pwcCEUcBBGBOIa55hQBGoFOUGNg+FoMBwqJWu1WrfXdnw0TdDentjf3R8MBpPxZDqZDvrDXZhge+9g/2gymCSzDAaUAgAj0zSdzWZZkhfFnLGrSiID03LfB83FsG5K/0SxADK4pAA27kCqhxhH8J2zOaVTypDF4IQQGbIMpYmFDeBknA4HsyRJoigKo1hUmhBnfbWxvOQohf7gYySVrO4AABAASURBVJs//mO//NZblzFQGPq6LuRrJ501QNlGVFIIdc99rNZaCJHnObgxGCbPUvBkgB7kH90uHN/2INmulIAQBglHWIsa7UYYR47rcNexyFpsKSNQCcUAXrAd2I1QgggmBFNKKIdfCCTgOdpxOQT1ZqvRabfbnXa9XoPBOWOEIEw0wZLSiruw75SuVyKeajxSZIjYxAlSHuUsmpFggryRdQaKHQmyr+gRh0d+5kSVwtPBeGs8OyTMxLWAOXQ0HY6ng06vybjRpoxCfni4ORzshAG7fOmtz3/+s0PAy2RW5NWJ42dms3xhcXlxcWl5ZXVhaRG8AhGjTCVNXlazokowAbPMSYhgjAiGH0YopLEEs2Sa7Gzubm/uZNO8FsStemdjZf2R8w/DETXGZDIea6M63Q54P8JIa+U4XINEWhmjtNWgWGPgu9XWCCsSMRsm/a2jOzd3Lt3Yunj34PL+5ObB9GaJBw88vnb8/i4Jyufe9/gHPvLeq7cvrJxYdGusskW710jS8S/+0s8iJM8/fP/zz3/2+pULDz507tbtax//xY/+3u/+huegW9e3fuVXfkHKvYfOO+1mPBwcZUnyzLPPzqbJjRu3rl67Ppkl3PUQJVlZxPV6Z6mzd7Rzc/Nae7Hu+mZ7/9qFtz9P2NDxxruHF+DVhhNUhiaFHBlcQCxQqtRKKakrcPXSwqZOaqK0KGVVVEhqcEjwdYxgscoggwGHRmkKGGHAM8yd+zmhDJSsDYaDpioVRamEshpSIIstIMUDjXuu6zqOxwGB6Ksq0L2sCiBez3OlFNPJxOH89OnTKyvLRSm7vYAQjBAc2KHpbJAV2frx9Voj1gh5roMsKgvl8OD4sWNwsrm8sgKcHgS+1opRHMeekOlgeChUkVX7Tn3fbe6P8usXr7/h1xpBtLh/WGztjkutDReKT0880JmUW8Ns53B80Ows+EGLMQ74lNVMysTzsNJFuxPBZ3ehOUvHrW4DMX1n56hUpr3QDOsx7GEVkoPZQVjn9V6wtX/7ABBed4mD8jKV8C4E4DrX0txZLVxA7LQAXmKR5g6uNyLfd6WYFzr3VU4wVwoT4lhLYLGc06KcDQY7hJX1tpPLSSGmaTre398qskzkVZkUsRf51E/HydH+UVlVYRRcv3n97Wtva2YeeOIhEvMXLrx8YfNiuBh2j7ci2ICdah9lOz/1C//p5be+UJhJreWGdccLGCIqLdKiKDhxGPaScTk5yiFfZJSCwhhj8Kbne77r265cvgIp3d/8kR++fff2T/zUf/6LP/T3DnYH21uDPBWnT5w5vu60a90Lb9xsxHWIUL/0K7+z3D33Zz/yNz72W5/+ru/42ztbaadJP/5bL1gV/dAP/OU6a//c7/7iZ194vtXueTwEOmOYOsAvoyNYOEI6S6ewQowkslVZjCgWrWYAWyZjlOe6eZqUedppNbQS169dBW036vG1+f9nTNrtrtZ6MBwfHhxNk3Q4HQEdMZesH1s5cepYWOcSmXbXe/KdD33j+99HGf70Zz//Xz71wvatI5iq2Y7f9e5nvut7vzNqhLuH+y8+f/nlz127e2fAOFlebW4cXzp+4uTx46eWYN+4un7q9H1g1a+0dtu9Trtbi+u+E/iOXwsgZoaE0izJ0llKMHYdN4QSBLBM0D8ghiLqOk4UBFEYBr7ve37oAXY8x3EYga2vW5az6zfffPHFP/zCF37nhRd/+5XXPnbh4idu3/nCcHJzf//Siy996jOf+b0068c1hyDDMPa4O48T8xN6jMHp53ibe57DOARwiOKu61IKkZ4YY5UyWmlrrcthQi/wQbKQEApWgZgFQIVodfz4ehz5jNpet7621glDG9XAnIXQQ40mjicabd5oeoRXSd4vqgmH+WHrqazWQMvGWsQYZ9AfITUvGj6MMeApwAbGSKkghYR7SmsNrkRAOOYw5lDC2b0L13EdzgkUSh2HBgHUkFIKfRA2jKEo5mEIuxaVpjMhK4Jx4OPFRS/L8OUrV+/e3UIWlBwxGvQ6K416M8/kdJKOhtM8F0aDVDrLiuFwdHh4WFVCySqKvTSbjieHf/a/+u4Pf8t7ge2lyh3w63rkOE6WpVmaG4OyLJ9OEso4pZwxB5ZJMDJWSzWnovFY7h4MprMJaL/Vaiz0WvUaqAJJVRmrQCWu62KCiywfD0ej0Xg6m+VZIYUG3YDSEMKcuUEY+55vLS4LWRQVcDtcc+55rg9Znet4QRBx7sA499RDKYFUFxnzJ2Yl0BghghBlFEPFFiuJixxyOzGZJAcHg7KsGo1mLWrkhZICHT/OlzbYG28c/ct//mO/9qu/g76+CyzsayWgVkhUuixB6QI+hQAyl5UQRVVCAeBy1wnjsFGvdbut3kK3t9irt5qO51hstTWEEeZyyimlhDp03lsJbbQyShptrEEEY0oIJdAGE2StFgqGr7RWlLOoFrU77d5it9luBKHPOIG+0ACgo7Q0RmIjKFEOcKoLJyilsjNhxhKNC90vzJFAfUEHko4q0i/Qfm72Erk9ym5lcjcpdvf7N7b2ruXltN6MOr32yspSp9uUukAYFpjGMW80nDt3Lo9GO3v7t7e3b/ePDpLZtBbVjx87bQ1PptXq2nFj2GicbO/uHRwdptmsknkpM6ELY6WFHATQxhl3OFQGhTCCwQNdThxdaSNN6IbHVo4tdZZ7rV6v3Tt1/FStVgN3EqKKfD+OIoJBJ+DbFP4iDD/ARRYKIFspJRUYB/KYdHewfenGm6+9/cKbV750Y/vNvfHl3dGVoCOXToQrJ+Pj93c6a35zyfMaOJMjQfOF1VYh05Pnjg+Gex/7vV+fpAMpZn/4e7/hhuy55574/U/8+uc+9we3b158+unzedr/2G//yuCofOTh+1yXvPHG647DvvlbPpznGWzCbt/ZzIrS9XyoszxhPg0a7rVbFy5effXu7pVrt18fjK+cf6hXa5R7hxcqfYD4dDjbHM12pE6UzrWtwIhK60qorALdqbzSpaogVLN5LqSLYlYUqdGgK50nuaoUNpRiwBMQKeGcuC7zPMAYMRQJpEoroIUhRmNtoCljjuc6Lnece5XRr85PNLCFtWALl3PO2CyZ9vtHYRg88ujDp8+sV1LkVbm0vNjuOHe3d2/cuh7G/uLyIuBeW1pUGmN+bO3Yg+cfWllcrvIqTbLhYACb19FoPJsVO1ujG9fvzCbDtDjI9E0S7sVd0U/v1nvx408/vbJ+XCFC4LynHcRt12+S/fHdVI5P339ye3+/EMpoBWyMbSFl0u3VKpHUmn69FUBtdOJ6JxaoPBiNBDJwXevE1KeJnNHIvPMbn/rSlz9/Y/PtsMmFzQqZEE4IwxbpuZYgaFqAsAX8YUzBQcEGmJooDvzAQ9oC/DCGYAMnCoRRR0mtlKGMGiQ8H82yg+39Kwon1FOISyFT6D63A+EqV7ZCIquaUYNYcvnyJRhs9fjq6okVEOy+J86t3LfsLXBUl26P1tZCXJM3Dy5+7NO/+tGP/6x20lrHaXQ8ypU2FdjFKAXDcuIVMzMbVtlExV7caDYBT824/pEPf/PLL7406vc/+P73Q6718Y99Ekv+nR/5vs3b+y9+4bWN1RNnTp3LJqjmdT71+5/93GcunjnxSDZmv/2rz6dT5LH27/7ep//bH/lfkUSQsP37f/1zzz72wE/9p3/f8he+eO2lslDNVsfzAwhFhGBRVI24xhieTUdpMqFzUkJ5Nu73dw4PdqIgWOgtFkkuyioKo8D34zBgFN51SObQS1cupUW2sNgD35daH/Yno0leVJXUuVBpVk4tNcdOrjzz7pNPP/fY6TOnp9nkS6+89tLH3xpdny2cbn7o+9774W/+0Or68ng8/twfvvra529uXjgcT7OoGZ88c/zMuZMnT52K681SasyYRQQ2IXP7foW/4b0C+/Ym0Dt3siybDMfgbQvd3srKShRCOgwJcT3wYXsDqDCQzmgDQDIIG2vnKDXaEEJc5jLKCCKB5xktdnfuXr3y5s7O9dHk7t7u21evfuni5S9euPj84dFN1y1XVhonTixzbifjvqwqxhhGhCDOqeO6vus44IycO1AYc4xBUmglFcwrhIREvyorrSxcMEzazVYtimDSKIyAR43RDqFVUTYajWYjtkhtb986ONpxXLO80l5bX1hYbHQXYnCoe68KKcYwcFmJDDCPEFXSVJWQUoKLEMIxgiUrIaoSSpXBjGmajO79a6ThYDgYjPpHg9FoPJnMj0HgN01TIQTGYBBYE4dfqByCBHeA1yCqGqPyPM2yjFDS6sTNVghP4D53COMWLk6f7iBLvvCFCxcuXM4ziZEbR+31tZOtZmc8Svb3+nlWWQv5q0rTXAg5GY8P9vcgXsS1MMsnF95+nTv2b/43f2VtY2F7Z+/waE/pUhsxHA4nkwlnHDw6SwuoQFZVKQgm9wRDGFmHg9gInB1GnqWZsiaK/FoNMYayzFpjHUYDSPw9j3FOMIa9oIFUQBqjAA+YEnjucA7ZPVgD0MKVQmUJ5pVaGQAG58Cy87zfdSAvZKBhay3oihAYaT6vVFIpDYuqSrCA0ZpAwo8ss4ZqiZXCRuFkWvaPxuPRrCwFspSxgNPm8mLUrLGbN/R/+dQX0Nd3IV878ZRCRmOtsbEYWUIxI5RDBQj6vldv1DrddrfXbnXAM2pxPfIjL4yDMA4pZ8qoUlSVFEorjTTCqFLwtRJKgvXu3TQYRuQU4qTrMM4pwkbO20vX4+1Wowc7w06r3og930EYooisRCllpbWCJWutpVRGGmQtmWPHGAQTlQoXpZ5WdiZpqlmqnUTxmSQTiUa5OhrMbk+ynaPR7e2DG+Okzz0CJxmdhXZvuQubtt5CMy/HCBeEldu7Vw8OrmfZUb+/nSSjqioc7tTrrWRSJNNqY+3s4cFMCdbvT+/c2T48GlRKYFgBRY7PHd8pRWlAIvCGuXAYrqXWQgijTOAEzVrT5a6qdBzUu81up95lmMdR3ISXcIEP6Af2B11HQQi+VJQ5xggUaDEyCAFngfakUsD7Bms3chAHExWaFCQoo7atdXG9a1mYZmY3kTvGmUyKncu3Xm8uBmHHwa46GO1SzzoR82vO5t6tUqcPP/aAF/Mwco4dW4xrzke++Rvvf+A4CHJsvf2x3/7NT3z8Y4yWUcQZU9euXTh3bn19fc1xnVJWb739VtyIn37uyb3DrVe+/KWFlcbSWv1geKtCY+ImnR5eXnGYOw1q8B5cjbOdvcGtcXYwTg4rlUklQC3GWCl1JTRkP3mppFaOZ+IaIlQDCw4GgyTJk1m2v3OUzSoprFEYmbk+KKQ6Lg0Cx/UdzZBkVhELuZ2hVlmpACQEAxVyTjij8MMoRV9VydKZwyklGGibc+o4TlmWs2TWbDcffuyherMGbgFEFNYiofTW7p29w2346oexVJY77sLiYqfTga3Kwd7e5t3N4WCUzFIpZFnK6VhMx0gL5fsOc5Sho/7sCnLGSxsB6IqspHwsAAAQAElEQVT4or4YNxZq2DOTYqSZvrF5zY346sZKrVVTyEC2irGeTQdR6KyuLBhbISzqzSiMvfZinfqYhdSrceMoGhHF5d5oZ1wOar2guRwkuv/HL/5hIoZejWhcSltSBxOGwBoIAdD+BHDWGrhGhFCLtMXa9YGMObJISVVVYjpJZrOcc18IqyRYBQuRuT7KiqO3L3/paHS32QvDuitUVavV4LTG4x4xrEoFR8wINRkOZsmQuvaZ9z7JYvzGjdd+9jd/8jc+/cvXji7cOLzwhy/+9m98+ud+4Xd+/D/8zP/2+Vc+2Vrxeqth1GKWiUqk4Ewu5zCg1aTMzLRfVYntARNF3XxStlsLpzZOvvKll376J/6zy5xn3/HQ5/7oC2++dOXPfNsPXnn7Zq+1duGNq/effXD7ztHtG+LcyfOH2ejiGxcjJ657q83aGlK1jZXzH3ziOz7z8hf+xl//3xdbx3fvHPzr//DvldXf8ZHv8ZB/a/+O6wWe63Hu1OJat9GlmDiMQ9Ljew5glBHreTyKPGN0fzCA0wKCAYCMEDydjLVVnV7T9dh4OhyM+47PXY+3uy3AEiAHNO5CsHNIf5Tc3dmBXcDpsyeffe7Z1Y1VaPy7v/vpq1d3e6eaT37zg9/wgXeurK30+8M//i/Pf/K3P9sfwvvcaOWJpcffd/+jTz26tHbM9SJjSV7KrKw0okLa4Tj5KpygXq+DBQkheZ6n8DJcat8L6o1GPY7jMIqi2PMChpjVCOhZVHJelFBaKlVWIi/KDEhMCKm1MeCcQmdJhozhlPieu7zUPX1ybW2tt7bePXVqqdGglGaepwkuinyEbNVq1sB3izzDFoEGfTeIgzgKosD1XAYYcCAEFGUJSVBZCiVNWVSzGTjorMjzPEmttbVarLWAkNFuzd8dWyUZo2AvgnA9jAGanLGlhS6jZDLuJ8lQ68KYSqpCyAJhGwRwquQxTjl3wI5SmDwrYRZjLKWgFWItqiCvrypgBqh5XoCWEihplibJdDqDMp1Mh8PxYDAZj6fQwBjgcggPIAiEUxjlXoyQCu5jBNc2m89R+Z7fbjdrtciDZYeO51MIcp7nLS50a3G8t9e/fOn6wf6wyCSnXru10G4veF6YZ2I4gFnzIq+KooSEcnt7ezQa5llSVaCS0e2713oLjb/2X//FjfVmmk7393etFq5LrVFGa9eBZZJ0WuZpqQWYiXsOZwRRgh2XBiHmDgJNJ8mcx0CYuB6CgdIUsroc9KKVJoQEng/oCILQYY6xBqCAMaaUYQyVQG7nwmp8z3EowQRZ0CHGBJoQhLAGIElttQHLwlfoBToiBDaQCCFogKwBFSGtjKy0EEYrbA01hiKDKWYgK5wMjAbpeDAzklDE87RIZ6bbic6eCkQBaTGM8/Vb5yv8GkmnFQzMOPcDP47iOlRw7FotbjQazWajDblcB3yk2WjCHhVSOd91OaEYqF1jW0o4rwajpwDxUoqiLMDbtAErafjUWlkDBxiIMcoYoZDROJQyArm44zIA8fLKYm+hE9cAKwSBvYzUSlngDLA7xYAIgh2kXSUdJbkxzFpuEAGDWowIiOECw2CwsrSiVEUmslkxmxWTtJxMk6OD/s54MuSuEzfqLiSngY8pUnDAEDClE2Vm27tX3nr7BaFH3K2WlltKVYC/dnvx2pXbN6/tPHT+6WRmjISeDUoCpQm4mUZYGgNrhKr0vBhjgE0g/sGilVISqE4o4LKqrChm6TS/fePO/s5+lQl+T+KiKEERoGEQTCo457Oe72FssyzRMIRRymi4UFrCU5ilkrISQJ6VwZJw63jIDVEQIzfSLCiYn7mh8GvKj3Sz6y+tNaTOhcorlWfVDHE1TofTYhLUvCD2uI97i41OF/iZnb//1KlTq+9995NVOWnWWbft7Gxd/sTHP3r58itxTN9668Xnv/D5s/cdw1TB9rHWim7cuRI1yflHTqVFfzDdPH62d3b+3yrqQSQ6HS+Z7Uk56fQCJzDTvJ8Uo1zOZvmkEoWSwpi5ioy2cFlWphSyUhIsyBjkFUAQ1WScTMbpZJQPDmfpVIrSGgUIA1JgFIDDGXcYAyZiRgMdcYRcMDq6p5zSIE0J5ow6wAeUMEbRV1WkqDCkkUaVVYUQjqIIDJ8V6VH/CC6ee+ezx0+sHvT3EEVrx+uVzu9s3ZllE8IQ0F+702i2a+Pp6I03X794+fJsNjNaG2UDz/VdjhFiHAWRF0WtMIjCMOAOJq5odMhLX/74l778sUTe5rVc0fRweLCzf8icMIo7C4tr2zs79UZEuKlErpRuNludTptSHES+NGL9xGJlit3Bbtj2W8uNSTGoSO43nURN4q73jvc+8ua1V//jT/9riZPOcjzJ+37MvZAJlSkNC7Rz1SOE516HEPy1aM65GICsuEvcADwLwrHJs7LfHw37U6shljOtkQJcqkLZrDKTvaMbu4c3w4br+Gw8m4RhqKVRwjrMxRr7jj8eHk1mBxsnFzI5/LWP/eyP/cK//e1P//L/8Sv/9qd+9d/89Ef/3S997Md/81M/+3uf+cVPf+m3rtx9xTqTzqLHPCl1KisI7cahrst8K9lwL+vvJEjy2Gu360suC8u0Or52PJskL3/xS9/8TX8qcsNLb92eDmeiKM+dPvG5T7/Qa62akqCKry0Hf/j7n3Bw/MT6u2Go2agwlV/zl775g98tC4508C1PfvdP/8Yv//t/9+Pvevo9r760+bf/+3+STCZnVs4KW5XgrlXpup7reJw7/f5AlmqhuxhFtWSajodjShkckT344MOMemWpVtaPgfGyPDNIZcWMOiiI+bXrb0ubd3q1QqZu5MQNP6zzWpMKa0Yz2FCjpbWF8w/ft7C6ME2nV29ce/vy28wNHnr0xPs+8syjTz80Hs1+8zd/+9Mf/yxE7mOPrZ9/5syD7zr72NMPnzp1LoobQLV5KWZZUQiBMCPMJcyBC/SVF0opIWQ2S2CZQspmq7W8vBTHcQ7JWp57no8xllrleZ5mWZ4XUsLGC1urKlHkeQpViEopJaUuSylKOR4laVIAhMoc8oZiPJwO+6NklkDOkaVjg8og5BbLwfAQiBqCAiawX9eYYMoY5w5nDnwy7sKqIBuAkYUAuaS28zbWmrIs0yxJ0mlVlUoWUpR5llZFzgkOfY8SDOkAI0QLqY2xyviOBx6ZJulkMukf9WGlQRCBW4Vh5DicsXmU4ozDMgmhxiLgd2OhGNAlZaAcDBfGGHBue+8BSGUNhmoshoQPvkqlKyilEUJpBY0QxuBZmNzTrdamqgRoCUbGGMMyMcIGTAgUAQzmMBCDcxYGbrMZjMfjOK498sjpWi2+e/fo5o27OzuHkMMR4iwtri0urGLMZ9M8TQCkMkvL2SQ9PDya521Iez5gAGTIb92+/vQzj//Qn//e3kI0nmjuUOBzx2VFkQshXcefr9QgbSws33FdEElrW1UKYUIIF0KXpYA7IBlQYhAiQlGaiyxLpRSEYs9zwiAIfM/hHDogCwRNQGXoXv97Y3pz0gtC1wMPutcGUXiqlKoqWRSlEIrgeUNQBSbEgcLBaARM77gOfFLKQSr4hPUiyyh2KHGtJTCX4wBBcKXscDgZDqdKEqMIMm4YdjwvRl/fhXztxBMSW8Q9N6rFzUYDNpFQm1AazUaz3ajV62F4zx6Ow12XUmqMzossKxLw5KLMZyn4SJIVWV5m09lYyMqiuU0BqVIpwO78C0IYI+hIGJkbCFAbBe1uu7fQqzdqnIONIcYYhC2hyAGvchnh8yVzFrmsg01spKulq7SjNAR2SOyYQVQCK0igzmqW5pNZOpomUKdJUpbVZDw5POiXpaw32mHUqICepQYu2DvYun77YloO9/u3b29ehGSu1WbNFnc4Onn85CMPP44MO9yfBn4X29p0pBd7J6sSZnQY8WGLkEOilGRJVsKCy6rinAPa5lCGpAwhY+EHYTSvRhutjSzVdDzr7/fvQGK3fVBkxWyapEkG/h9GYViLMaOlKO8pzQglpAIplVbQeT7AXH/wTUohhDHKWnhaKpUZW3BH+qFptFgQGtcDD8zLclyvB1oXw+GR41A4IRhM+9N8BIGkVPk0GQ5G+0k22ty6sbe/qXSmdTYY7hidBq555h0PwTvoq1dfnyX7lJW37lz4P37y3wyGWwf9O1s7159+9hFhklffePXhx8+974PvmGV7Gk+4l+8eXmZO6XvW6qJW8ylDlSydgDvA1KBHBq8qhAXCw/+vk3lYXgWgAcqrgG7QPJphRCjFmmrwRokpCbSiVoHtXUJdShxGHQpJDUYKA+tgyOoRw1AtQpVSlaiMlpQgB1BFgXXhD0ZfVQlDvyrKsigxxhpMpzXjDufz10+zZLa0vPjQow+HjUjaKm7GXuTBhUIVdTT1jEJyPBns7W/tH/bzvGCE1sJQVEILFHpxFHmEoSw3WaaR8UXBGvUFSkxW7I2TyxdvfGK7/0VBNpGbBA2/1mrH8WIJp2luTVS6Eulhf0vIcmlxJQhroMA6kD2cFBpx/L6lK7evKSL8hhv3okxPFcvPPXr8kafvD7vO9e2LP/mz//banQu1hQC5inhW2BwRDRsibSXoaF4tAs+fxyKL518JfBiNBGYGEhjsIgIWVBoiZjrJqwLiKMOYClFhivJqQp3CCUR/sluo0mCUlVmz0waqFcIaadPpTIqyt9A8e99Gvc0+99In/93P/fef/dJv3x1e7p0Mzj25XFvSrJE2V/DChrN+Mr7/kZXFlTDJ9rVJtcwZwYHjY0nLqa4mKhvZfGIJnCzgsEo11bxVa99/5v6rl648eP+D73723etL65cuXLnw1uVzp872Wo0LX7564fXL6bia9YsHzi39/sd+786NvbMnz7/24t0rFybd5vqP/Yef+8THPts/mt29vnv/2cfetfGNf/zSCzevbf617/trvUbv1z/966oUXb87S2CHIY2xVSk4dTh1tbJKWq2JUigv5GSSCmk9P+p2l0bjBNJfRNgCHEktdrlHl9Z6cdN7+fXnk6If1llSDrEjMwlUWSAOjkHDuvPIk8eeeddjvZXFzb3tV954bXNvy/G9b/xTTz39rnfAUC++/PIXXngJE/7ou+//ho+85+mn37G+frLTWQRDHo2G+4dHkyQVBqyGikpOZsloPJmlmYLU+yv3gr29/YODI2ttq91uNJowCBw9jsewb+GO6+dZWVUyL/NpOptMpmmaGYPCKAIvKar5zazIDbIEE6D9UgCpaUK4rGw2E8hwRkMtmBG0SNXezpEQVVkWo/FQiLJWg70PT7OEEFSLIbuCSOOAGGVZCSGNMRZZIec/1hhMqeN5US1qNCEwBdbCnlCMJ/n29uHNG3dns5kUlayKdqt+4sRGrRb7jgNEq0EmqXqdHidcC1Vl8nB/uL/Xz9JCK8s55CUwLyQKVhsrICJiRCmBLCTwffANYxTIxB1YBcMY3AQhRCi4B6HWEiVhn2PRvAc3GmuFOEeQwBBCSeEpRwAAEABJREFUMRRCoCml82tYlNZWKa2hGi2Fdt3A80JYBVRIjUDgKI5cOAO2utVsUkZns5RRp9erwwi3b925du0mvG1MZoXDg3ZrsdFoU+KISgkBSzRZlkM6vrm5NZtNKUOzZDwcHt65e+27vucj3/k937S07BVVZqyEeI4JkhJOMR1CqZSmKEpYNWc8iiDW06pCRoPAVGkrpEmzIk1SZFFY4/UWMgYpWCfSGC6NkuAqogQynuvOmjRNJpMJGBeWDjJjdC8bwIQQ4EVOyVyH9+5jJXUJAuWlsdAWgQxVJcAWnu8xRnwfEjqHMcYBfaAlN+DMIZhT6nLuUcoJZlphKawxmBIG0MvSsqpgLXo8yij2wUhfz3We33yN5DMaBqace74fxXENShzF4KtRGAVgfI8RirQ1SoPRRVFkkJLM4DfNsrzIyjIv8uJPCrh7XhhQMBgIUhxrtFJKSq21tdZYA98wRpxT7jhgowjwW4992E4xirAhBFMgck4opxSuCCQElhLX4RHBnjFcaqINhuGVMcKYrCxmaTKaTYfTyWg6mcymkySZ5RCWVVWaZCaAjZVyXLfJWCBAeuBgigbjg9fe/OLdnat7BzeFGT/w0LHV4x0nxGk26y2urG+ccp3aysrpOF5+4fk311buKws6GsPGD2KWw6hL8RxVjDqeE4IrwkIcfq8wxijljHPmYAJCe54XuK7bAp9rtqXSO7u7Vy9fvnvr7nAwBLG1MZDPNcBpCU6SNMtzTKxUFehqrjQlJeBdQytjtQXtE0SohdTHGC2RlZyZWsR73dghKvKJw7QoE07QqH8ElAOvsmVV9Qf97f3tSuXSFOPZIG4EK6uLeZFiAiOq7Z07R/1dbYpBf+vwaKvRcI8f6z3y6OlHHj25shY/+8xDQaR/5dd/ajjbvnrr9R/7yX9+34MblqUXr75U77LF1Wgy237+xY+/+MofHjvRDnzebXcWekvGGGl03Gr5UWQIdj0fg9iEUIQJhoqs1hKoWcISEQQdZRAhpBbVW+1eLW7X6z0gKdeJCfEdHnpuDCgh1LWYawTHAxpWrjBQjUUUgT0MMItWGsxqDAbwYDIHDmHoqyq1uFaJ+Q9nDBaSZanSQLieH4YA39t37/QWu8+9+7moFo6nQ+biRjsOag4NjUTl0XC0sw/p8iyIaK3mAmm6nocpkdpyJ6zX655Dx6Nid3dY5Phot7h+ee/mtRtCjs8/sjxKr3zhtd84ml0MW7KzGjW7tRt37iytHd/a3iecn3/4/jSfeYHPPE8hAkFmmuVBLV4+vg7vYRKRNBbq42JAQ7txbnnlVKe7XsNB9Vsf/4X/+m/84Isvf+7J5x4uTXI03mt16/3hYV4kQeBRTAxobG4RYBVi7dxXMcLIWoOMthpRyz3mzh0fI4ThLrJECI0Rx4ZqYwnHQmXM02GdQLICJ8HMd7DDW72eX6sJpZQx49l4c+emX6NL680XXv3Uz/3Ov6OgtDW+dCqsrxASTb1W5jXyyu4fTa4PprcrNYTRegs1Ro3DiMddang2Ksd7STm2AYkCFqVTebQ/KHMFkoDeHzh3fmlhJUuLV19+9ZEHHx4c9F/+4kurC2c//fE3e83FL372FSLdwf7wX/6jT8lZ8Mj9Dy82ly+8eelzn/liMhGDo+T2td2Gt2iVc/HLV7SgTx9757W3bnDmfvCd7w+Rk+bjTrdprOKEQnp6dHiYzbLVlTVI3YCFoFl3cbm9sGyps3fYv3LjdqnNAw89bLDd7x+OkwniaO3EcqmTT3/uk3d2r6fVMFMTgVPEyuE4ywe2UubM+d4HP/yOR598AoD9wssvfvHFF9IiO3H69HPvfg/n3rUbN9+6eJEy530fePe3fde3PHD+ISHl/tGRJVjP3UHlQhZCCKWVRkJqjBkQOGPccYI4rKGvvOB5QQCHSsjJdJoXBbzccMNgliTb2zsHhwcHR4cjkD7LAT+EUcbnvxZhgywiGMFWwGJltLYWwXdMKOWEONqQdFYN+7PhIB2Py3Qmi0yPxxVQdFVCWxjHDaIwikPXc+BIznG4RUaIKi9yiDMJHP+VldQaZsQEGwOZIgoCv96o1xsxXDgOBjKRCillqlJWVYaRikJvebG3sbYShK4SBUW2VoPGIZwY+W5sNM5zkcyK6SRL00Irwzh3XR9jVIoCYTsPRvA79wwDkQuhe3coBQEIIRREoRwUbi2BoWB2oxFUYG0ltVJzcoNuSpuqgnUIBcJZy7nj+14QwESQSBFkkcMDRgOMIDWxxiBKOTRwXRjZQjfgaq1FEPq1euy6kG4aizDIvLN9MOiPQX5GvUat02x0QvAczMIglkJvb+9tbm2Px6OyKKsKPvJKpKPxzt/8kR/+C3/x/RhXWpW+TzyXO5xprWBJlMyFASGNtq7jxlFQr8MxnphOK1ijNihJ8iQFtRCYIo54GGEQEghDiirLIHuczmb39Fikk+lkNkvSNIX8TAhhjAEsGFgcaMcaghHnzHFgNa4DZsPztFIKVBZwXFdpbaBAgIBPxjhjlEAHBMqEqKG0BoRjBv2ZA/GXU48SB1k630/P/0EI6B8TwoXQeVpKYaW0X7kH/N/aA8j3azUfdz3ueI4HhBBFcS0MQ8d1KKMWW0BEJQRoqKqKLMums+kszcpKGgOYU3CdZnklZSVFXpZCzrN+RhyHOZ7rcsexxspKKCGM0hAYtFYEY88PojgKg9B1HQ7UNc/GXUwIdx3qOOA8SkltlcUaM6qUlvPp7jmtVDAgIfMtQpLO4EulRVYkkwSkAhhl0+ksywvuhLKiWvoubzq0XuZWKuz7MYw/SUfTop8Ug7evvOLVUXshoo6st3zqWOqwg4PBpYu3gGsoiYkNGW3sbo/LAvtuA1sXWVartRYWVmpxCyMAE+fUBe8Gq2CEKGPBHO/3MlRCKlGlaVKWpeO4nMPIB0EQHB0dbW5t3t68a6xdWFlqttuI4EpWhciTbDZNptk8jRDG6vKetqWQFBNsrVbaSmuEtto6hIF5QpcTpIt05lDiM+pSGsFROyWh4zvEUaUiiEpRxbUIhkXWwsUsnQ1HA2PUeAznSduHh7t371znsLfBau/g7pe+9Lnf//1f39m58thjJx96+FizTR9/6nSl+lFNT9PdV17/o//8M//62MlWUu393id+8fbmm5/93Mf6wztn71udTY+sRkbSdFJxVgvCZlmqstLGkrwEPLggCVaaExb5wF9EKkWJpQwTCpwALMybzYXTJ+8/eeLsxvqpdmup2Vhw3YhyP4waftAwhFXGCoNLpUslSwWerxAwDYwARKSMAC2XhZbKYRwgDJwJFvkqqtU28APH4VIIow2lwHcaookxFgLbNE32D/fXj6098+5n/VowSmYSCcuFZYVXs7UOYgHKSpTkWsjKIL27v6c1oswB5i0Ki7DX7ycvfPGtq5f3du5U2zcrOLeIIy/Ndrk3JU7/1s6L2/0Lmk1KM4nb4e7BzrXb14+fObG5e/fY6WMLq8tJXlDXKbUepcnqyQ3F8MH08Pj9JyUXUzEWNPNa1PDid//g1/6bv/PDP//L/4m5xeoDK7uHW5PZUb0ZHh7tEoq5w8qqklIigwiinHIGCMbEWmvgx1pCsbYKYRSGnuMyKUQlKoeTWlR3nRDYUynreb6UAhENNpnm/VHaT6u03mvlshhA3irFYDpaWFlYPr50MN0DXKT66JW3/ziqo7CncThrrZDC7kl0IM1hmm9l1aEbiG7Xq9WJVhA6JroSVlpV6GJWlTOVT2Q21KhwdUmUgMDcAsqZTtJOe+Ha1Zu+Fx5bPcaxc7g7ONwfnDx+5oHT5y++cdkK+txT7968vWslPdo97PdHzaix2FyyCB9N+wGNHn/oSWwoEmSlt3bp8pVm1Drc71tJfvXnf+0Tv//xjcUVoI/R8MgFv/a95ZWlxYWlJE36R0PfD1vtblBrYuZQz1s/daq7ugZJwcFomKs8bNXdyCl0jgPEI3J759qrb35BoKS9GO/177gxxq5yfILq6OyDx59993PdpcUr16++9NprlVbvePbZb/zQN60dO9EfjQ9HI+Z5x0+ePHH6ZBBF4+n0aNhXQGphoKwpKpHlZVFWpVCVUJaQeqMZxzVYHSbg+CrNcvSVF2WM0Gr+mn04VBYpa7d2dy9dvgpngUKpQpR5VeRVVUkllIRsMs2z4WQMnCuU0YYgwjBjmHJEKPwQzjAhGBNjbSlkllV5JkRppaBSMamZUBQ+LeaUQQAKKIeOCAMYsRK6zKo0zZNpMgO150UllcEEjsRsVRZ5kUpRUgIo9dvwGn6xc+pU+8zp7qmT3ePHF9ZWFjudVi2GAwmv2Yja7RolBjx7ZXFhZXFpsbfYbnUZ9ZHhUMtCF7kAV3VcP4gCIFFGidZSyqqsiqrKYa0IchGKCLAWJXBoF8CvHwDwPDfkzCPEwYghxAhhjHPXdYKAh6HPmaOkAlrPsgKG09oQTPi9Bo7LGINv8OtS4iPrFLmeTbOyLMFo8IxxZqyeTmeDwRHkTDC14zDOmeNwhFGeV5NxOoZQVlTgsozC3svFGCZtdNqLtbhRFlW/P4CkinNIccqdnbubm1cIyv7yX/pz3//934ixytK0HvsOZ1YrRpjvei5zLIioFKc0CoJWLcSYFMIKiYDMk6xI80pZ67peDbigFoSBRxnVRlZVkWVJns7KMpNSSDnPF6qqFAK0amA5lAIoGKWABAvBHdaltISprEUWGaUVKF9USlTCWmu0FUJKOQ+CkAbk85IVRS4VBAGNocAQFswj0iTLAH9pWeSqKnRVKFlpLQwyhGLuUMd3A5j967mSr51wQFJQHcclhChtAApZlqXZ/F98ztLJZDqbzSZJkoAC8wKIpCrAm6UEk2BEoQCUMQLxCEZ4Xsj82lqMDMIGIQT3wayUEriP4Tt3eC2u1Rt1wIcxpixLAakeZwwwQghljMA1Y/OvlHDwd4qNlGWRZtkkycazfJIW46xKDvrzcCVMpU2Z5YD/iTGq3W7BcREnsaoco/w47HZay44TJXl2ONjXqGx0gvZidPK+1XrLWVhqgEvu7W9D8qrnCDbMCboLKxvHzm4cO9fprDhu3Kz36rV2u90L/JoQSmu72F0+c+Jcr71kFCky4Jd5LUvA1DwWuq5Tq0GHluc5WZZN05k0ijMgIyONLqvCUowcWBiDlUKem1UwRlqJUisF7lEUc8e2EC4tgk8tJDaWgA41oog5zOEU8ErhDsfEZ6AeAoVjygnz5k8ZPDKVLvMiTbM8z4SoKlVJJY3VkD4myXQ0Gvb7h/3B4cHB3uHBVgXxuOY3GqE1Ynvr+qc+/Vu/9bGfnyQ73/rt7/srf/XPPPzYyd6y/w0feArR9JN/+NHXvvz5nb0bm1tXMC27Xd9zTacTQx7p0sjhASGuNcwgpvH8zTjQjdGGIexyJ+AOiOeBwAAHbK222CCX43ocdzpLy8trGxsQvs6cPnN2bX292WohQpOimmbZOEtHCZzFJrM8Nx7IgV0AABAASURBVNaAJgAmjIH2KAH3NmBzgw1mhBKMKfydwwxQ9hXXW7duxWEchnGa5hiRMIgAmEUlECXgEe1uZ5ald+7c7S50n33nM8srvcFw7IV8aaPHfOQEyAsRghQTIUMQJNCu7zkOp4QJCQ4llEKYQhhD04l2KO403W6r5UIDB4cN7sZ2Uu6+deOLr1/+XGqPmivuYbL9wJPnwlZw8r5TS+uLh5Mj7djeRnf97PLixsLhbOg13PZKu8L5ID3cOL38wGNnbm5d+p/+6d//N//k712++EJnvXnsgePTab+UaaVKBakKQRgbY41RGpSPMEEIWQsgg79Q544Kf0CxxiKlJXWoF3iYQhtgUqKUgbYMO9gSKSWMYpA2WBGuMVO5TmblaFZNEzG7euea1/CWTzW8BuuuNm7sXvq13/+5rf5lr6niDo57NDV9HsvSTCuZI2ZAb55vEamkyCVQOxA5aEsYVVldYVMRndNiqgcHs3RaMkoxxs1Gq9XuQCR45h3P3bm9qRVa6C6PBmNTom5t8ea122++9lbk1FYW12ZFurF84nAbUkLz6U8///abV9peN0bNYX+0fWfHdTxjbDqZWWSzWeIhN+ABsRSOtIsiWV9bWup2IMFARlultRTg13mZbe1u7x3uV6ry6pFXD2ng1nrN1dNrxtW5zayncWDcJqn3fMOLrcMbe8O7PLLNxTCo8/3BsD/tn3m48aHvfPid73sqq/KrN26Afk+ePfPQY4/Fzfb+4XB7Z7+UKozqQRATxrRF0pi59jHofp5wF1UJvMFdpwalXvN8TyvYp03A3xHCWlkpZVVK9JWXvcPDg6N+JYRF8M4u2dvf3z88nEwnSZokWVrCA6mUMQaQQwjIUFTVdJYkaVlWSM8dHU7XqLZYGQWEI7QoZS5NZZHBFBNKgPld3/d8eL9RD/2O4zQICSFPMBYyGATAM6BrI4Us59VUGijTKtC9sQYTUAYjAEislZJlBZMXkOu0WrWN9ZVjG+vra6srK8srSwsLvU69HjgcI6RAzMAnjKsgINCy3W62m61Gve25UeTXwqCmNBxBQahLpao4x0HgxnUf0sqqKrNsluWJUgLIxnVdxhkh2PUcx/Vc13fnn57nhr4XBUHkcMjMMMHUmR+NhGEYw03oxbkDChNCSNCI1POFYEIpcD+4GmwasdGQgqNkVvaPJgf7Q3jZpLXmnDkOy0vdHySwA5eqdFwaRn4UeYHvEcyKXIxHs9FwOpvmRSGNIZz5RV5R6rSaHYe7CbBVkoHPam1G48G16xd+8+M/v9iu/72//7fO3X9ylqSEGcYwzMUYC/woDCNKuZACCsbY84N6PXIdpyx1kQs7N4yGTBGeMk59H1wHZMQUW2yN0RUYxGiBsYWnhCJjrIShZAVuY63BGIEqwiiEPkrJosjKIgdVwNdwnvtiqawU9xriOdXc05XI84xQi4FUrVFCV1VZQJwvMvgEQhaVNmau7SgO2q3OwsLS4uLK4uLq6srGxsZxqMc2jn/lHvB/aw/ytZuNMQ6VUmqNqaoqL4osB5SDr6Z5URagv6IqSyEqpSU0AZbHxkAFiQD8BN+ztwGKtZiC+xCHA8DA3MYabbQy9xzTam2hQFqDMa7V4m6nW6vXMKNCSq2A1rAhCIPTwC9hGFGMKcEIwzy2rMQ4zY+SHA7YDpPscJofpWV/PN2dzA6S9CjLR2U1s7aMIqfXbdSiupWOyKmuHIfGnPtVJZJkUogZ83TcoM2us368AwyLXfT6W6/+/ic/eXg0TJKcOd6psw9sHD+HaFBK4oeNIGw0Wj3XDaIojmvwSsgpC5GlhdU4DuuLPeCPRcZoAqOPJ6Cqubx0fhCFKYU+nu9iZktRTPJpWqVZlQxnI2U0YQ5xHcuI0LKowBNLaRRoVFtVFFlVZEYJipFRSlbwxBKNrDIMk3lu5LqcOhRThrjHfY+HLuzSsEMRw3DqoBDYSFamykWez60npEII7OEw5sCFkjpNs8HgyFjl+Q7nnBHYe7Ewcl0P15ruxvFOXEMvvfpH//Sf/YNf+OX/VMn+u9770Lu/4ZF3PHdfEJswQq0WNyYJA9KoubKaVXkhKy1LWxWoKHQKWk6r2awEfRZ5gQ3xqFP3ooZfq3le4HKXYWowRYRxz3Xi0I8bUavR6HQ67R4k44tLK6vLUT1SRiX5bFokuSgLoySxhkKomOMEFM4ArAAWDHsGq2GFQmF4YjC2mCCKvqriuv5kMgH9xHFda5MkGWMOZ25RCm2wFJo7rkF2lqeLqytPPffU4mp7e/9gkozbi3U3YoihzgrqLGLuoKLKQRTKqbIyLdJJNiulZK7veC7h4D6gw2avuwgwyMpKYYQ8kpnZ1uDaK1c+88JbH8e1yVPfeFo5o2s7bx8kh/WF9uqZ1eZa/ebezes7NxZOdYxXfemN51++8MXTDx9/34ffeTDZ+mf/9h//y//wo/uD28ffcfbcU2eNTW7evAqzS1EpLSyYgRIKnmUxsDwCLVkCn6AujDBCEKNBZfBEc88x4K9Ceq4b1yLoY60CawkYRyiI9AgRpaxUylgNCGUMZyLZ3L9tHdlciJ0GXTm9lOrp7cPdhZPdM49tbI+uX7j5ktPUKyfrnTV/YSMyLCNuIYyVBlGKwgAqDIOkqGQlrSbEcAxg15xhz6WRw2KCPJ3CQS+vt5saG5CqEsJaG9cbZ06e+y9/8BmG3WSSeyxcaC9fv3zr+OqJZJS9+NmXTrVPhyw+2unft3h+uD0aD6fdVs8jXFZlmk0nyQBjySlrOk2RlQ6lnVr75OrGQycecDC9/PYFVRYnj61xigf9IwmhnZNmo+b4tNB5hUpJqn7Wv7Zz7erOlf3ZLqvbO/0bh9m236ULJ5vazd6+/dqXr72IQrF8qrM93No8GAcxeuDhc+9419Mnz50ap5ODwYC6XndxpdlesIhKZYnjeVGMqeP5sR/EjhMgAlmdBdUbBOayBpZtrdRSqAqqNtoi8ATCHcdxPUAsIQwq3ENfeekPh4PhaJakk+lk//BgMBpajCCJqJQcz2alkAIcA1tEgPIRZGBSG/CNSiIhmDJMGyKlyYpiliSTZDJLxlmZClNgqpiDHI96gRtGQRhHQVDz/bbL25TERjtCICG1tnPLWmKklQYrQjFzGXMdNi+wPs4d8CE3AuatRb7vIuAEoxjFQejGsR8EnuMw8H+ly6rKtRaOQ1yXIFT4AQ586jiYMcw5BWzX641arcGYB9w1GU37/aPxZFiJjDuwH/Ncz6FAi8gYowhBLvCs7/mexyE3VKByPf8wCFnGqAspXRw27w1YD/yQUgaOpJQyBh6zIJjfMcZorZRWWmswIIKuds4DoNAiV3km06QYDdXhQTYcjKsK4haPIt+FJRJkrMIYKJq6LqMUvM8URZVlRTbPi8qigMUKpRDFTpGL6TQtCkjsOGNOmuaQkk8nM+g+TY5u3b782sXnm+GJb/mWdzWaZDqdIRgbdE6w43DP8xnjUqoURCkKa22z2YrjhhCmqsDTKSwqL2DSDNpoo7SW1ipIGRi1cxmNsmC3OScAHmFpWkpRFVByIStjJOMUNEgZFqKcJdNpMhaydFzeaDTBfNYgCYwAcyDoi/C9orSyVhuj4KVCUdoCzkxkyTmp12oLC4sb68dOnjx1/oGHnnj8qWeeffbd737Pe97zDe9593vf9a53P/vsO5966ulHH3sC9Pz1XAGaXyvxhBBaA9QMfILGy6qoqlKISkkFpjXGgF6NBTUTghnFnFGO0dzGYAKtjABqqaSsNDKEE8gRoDqUMIII0shKMKiWQmqhEcJVKauyIpzVm2DNhu97lDOLkdYwu51PZOYF5rUGfpA2lVRppRKpEqUzqbJSJWU1LcqJ1HkhgTmGRZV5Lu91u+vLK+1621RI5ohIhxjHKlKVoqoKi0VUp1KPkuJgYa0et51CTA0SewcHV67efOWVN5kTCoVeeuW1l19746g/sggjymdZVolCaVmUudECmKQeh7KsBofDZJIpocqyrNVqq6ur3W5XSrm/v9fv9wkBXGro1WjV662a0NVw1M/LjDoEUURdThwGihEwotUKdEQspphSQim8aIYxYS5N0Jw4TQW9pTUGEUPnqmeccUyIheTCIkq543icuxhTrawURkCtlCyUKGWel1UpQA5ojDDMCU1dBtZjc6Kp1eJWq9HpNpvNehQFQIj1Wuh7hDBRbzi9xbjZcaG6virK/o0bX/Z8TVhpTQqyY1u53LpAdpRYIaklFIPRYXCwpk+5x7jDuQs4QQa5zI+8qAbbQD8KmMsRs8rCfYYoMrBeK6BUIKekBDEX1xqRF7gKiVIV0ipNEXIQ9jhxHcAoQRiKRQhZhM38U2urpbbKQAVdIgATPP3K6+LCcgFIgsyecYRIUVUW/hAqpVYGkjpUa9Spw3f39kfT0fLKyjueezpuR/v9YpblhGM3xI5Hm71Go1ubpaD+UhppQBqQmIBcSgIumWEeQhT5ketFntB6MJ4NkqSERCagYc9pbbhjs/mff/Nff+ILv1y5o0ffc66g0zdvvraXbPGGXTnTaa0F26Mbw3L3W3/gm775e94/E4Nf/K2f+YXf+M+vXvgScXVvpSFQvntwV+Oqu9LABFaAjDEYYUYYmAO8khFKMMUWHhKCyP+pJ2hpkLXQBhRZSgHAqtUixonRCCNbiSrPc8AhKN/oe38RtQiQpZQt+rPtw9lmbdmHxLS71jhM9sbV0cKJ9lGx++bNl5Wb1RYd45epGhUa0vTsaJRbbDhHjguVUgZHO0gBzDUI6Ttu5PLY9Wp+0Kw3INFfXFxcbi50LSNJntRb8dLasus5kzS7euXacDQd9KfdTuPOrbs7dw9XF9ZdEnASKKGHR0MHuyrXSpATa6d9J7LK+syhGLmctuq1RhC1o1oc+gvtptG6yst8NlOlLJPc587GyupsMr5187rr8GYjLoq0klkQO15IDS0lzYxXkVjTuuIN40Ca3UXxEjn96OrK2ebh7NbHP/Prv/vpj46L/eaivzfazoRcPx099a7Hl4/D2WE+mE4tYrV6u9lZ8KNaXsrD4TTNhR/Eca3FvMBiZhAzmGiLlEEGdI2xNkhDsUYpKYScXyLEOQ+CoF6v+74PViQUCmfM/T8t+xX8BcMKrbZ3dm7fvVuIyoMNHCazJC2qklBCOMCHIoKl0fA0n6cTRTUXgxjrKs0qYfNCJlmWZmle5UIBCyt4oef4xPWJ4yPHw+Aj3CWMgxUCQiKEAqV5KUxRKaU1DE44phxRhilDxIFfYgBmFlkEaCWUEc91wjDwPBdul2WZZRkgE4IKVLDRsH9468bNt9788qWLb+1sbk4mR9qk8fwESs2S/nQK3jaFlnEU1esNGIRQKoVMUsgyxmk2EToDlUexX6vFcRyFge84nBCMCYhEucMA/1obJcAAUgggBkQIZ8yNo8bi4mKr1QyCgGAqpYAwJ4TQWlEAOGeEUBgGPNFaq7W+10BIYbO0mk2zotAmtoakAAAQAElEQVRSoKJAaQo3BXTxA7fVdNtt1/c59DBGI6QxNlLpogAAaAQuZLAQKk2LLIW3MgWljlImSXOtLecuPBoNJ1lWuK7jerZed7/40md2Dl96x1OPnzp1djRMQApGGfgwyGO1IZgYrbJUJElSFvBem7kO2MgBs0hlFNCZkMADJTwrSyFLizTjxHFhDACAlrqSSmglrbUgP3gyJhgIGhPEOIPFg73gqza6rCDVy6So4G4Q+E3I6gIXYWQMsmBoiyjFnIPGcA7ZroR0ENXqfGGhcfz4sfPnH3jqHU++853PvQuSuHe+5z3ves973vmedz37zmff8dw7nnz6icefeOyRxx584PyZU2eOrW2gr+9CvnbiCSmMNUAH2lql1NzACCOCLbHmXtEGLrQxEEMxIEvB5bxaVamyqIoMrFyBNbFFjDAGEMeU4/kFJQwGstpqaZTUlMJRswY4WIN9P6jXGnFY972AUj5HgrF2LgUMAxMhjbC11hitjbBWEIoYR4hIpYqySoo8gYRFAaFI4zC33eguL6wtLa5Hfj2fFqIwFLsO5VZLhOEtBovrFNN09+h6Ko9O3b/ixSQpJ3DItbx2/PjJ+7d3RoNJFtbrtWZTGb21u7u1sw1SA/iuXb+aZdNkNszSCaW6067Dwb7nuMk0OTroZ0leAfoxCUPo3YC8hTEKIwgNOhWgsCAKw1pgqZFYuZHTWe7UWk3meQrC5Fx6BXoGhQFrwHIB8UJWVQUhXnNwUIA8IkAA1moC9qeGgDohi7K2UlKAc9xzAHABTBihHBGqLaqEyudMV0yn0zTJirzK8xI4Ns9KrQxGNPDClZU1Rh0pFbhjE46tu+0oDIzVjkuj2MNUdRfq958/efbsGqZlXo0gxFTVeDzamYz3inxKEazMgPUbQR0ppAR4sjZz24GBMKYwCQEgUEIZIoHjQI5W9+IabLC90CUcuhiFjLaVAPpIh8PBUX8Pst6kGCmdIyowExbeUlKhaKUocJ2qTCXnu1WMEOTLc1wCARCMGKzcYqSsUQZABU8JNEBfTZmOp416y2HuZDTFiIZBnN0DNnccIUQUx6VQSZZxz83y/KB/sLCy+C3f+i1rJxb3d2SpaFRvDid6MEyDKHIDQjnAWFNuYzifbLiImiQXuZBugGpdRLwqV0kqy0zpQuEKwB25Tser/Gxodmg3uzV+4w9e/rU/ePnXVTSJ1kjnhOd0qtI5Et5o5VzjuQ89Oiw2/7f/+D/9r//2H370937u4s3XBU6IpyqdVCrBFDAP6BCe52EY2WB7L4cmlhLDKHIo4siCkQBSCAo4PnwiBPozBsEmCkllKKVBCPGMoTnGNGggSWZaW2uB96EHIYQagyTwPVOpOHjr+kvNJXfhRL227B47v3LuqRMXNl/95d/9mbuD63DH+NVMTNIyH86mc3G0BV/mDsIYchRcVVCRUhxhn/DYC1pu0HB9uAiiZqOz2F1cXVxYW1xcX2j1GlmZbu3etcRuHD926uzZ3/mdj3cXVu7cGYB0ybS4ce22y4PpcLrYWWjXmukkQYYFPBzsD2fjWTpLqjIHFRCiPRdHAS+r9Ki/K6vCocR3nTIrjg4Pi6zAGnnMWV9aDT1vZ29Tm2p5pSdVlslxZaep6g+rnanaR0ESr6D6KmHN/NrBazvTy1d3Xv7dz/7iz//Of/rihT+c6j0Ulqyul0/1nnrXA8+++5n2QnfvaLC1e1QIbOf/o7euDBkMZkWp/LDueFGSick014bmJWwjIYJqqayGUAdciK2xSCglZaW1YhSHgV+vxYHvcfgChlNKVcIq2A1iBp53z6hf0cdwNJpMx5iSqB57vmfBR8HGGHAyzyy1sUYZLTWAoSwLqOCShDECKLdYSVtWIHNZVRU05Jx6nhNG4PN+ELmuR+jcVxFhllJMCcGYY+wh7FrLlEIVpAPAIkpjgplDLNbGaq2llFUuyhwyFlEpLWHqoiiyPM8L+CzSFDK6rMjzrCiFgj2Yyatsa3d68VL/4uWbd7fvHPX3p7ORQSJJp5ubd+5u3d3d2+0PBlVZhWHcbrZrwHe+h/GcxEByARMK4bosroXNRj2Oa4xx0KuAQGM0OEUYhr7vMUatNVpDMFIaJIUvBnQD/MwCP7jXJmSuwxjDlDLOHQ5ZleO4DtxBGGllqkqmWQl9QfTprASOowwxCk5oDZgZIc55XIvr9YhQkuVJmiXGAj+7MIbjIN+fDwhN01k2Go6hpElegBKEKItqMp5N5odzpNVqN5tNx3EYYcNhfzQYvPzaF+B0o9GI8gKsW7kuVbIqy6KsKg0sYeErKgtTlDLPK5DEdX3gkDyXZSGRBfloWSoBhx8ageFhZNfljBGAmdZKKaEMpLAkCLwaaLYWhBEoI6zVap7vA2MEfhgGged40BHUGEZBGPmdbqfRqMN6MeSUBgEYjDEYYxjPcXizVTt5avWJJx5617uem2dx73znM888+/TTTz/5xJOPPfbYAw88cOrU6bW1dThSqddjGNAFxyYUzJjlKUj19VznWvsayQegoZwA7sA2GCOMLCGWMAIFZrQWoqc1GhlrtbZSqrKsAAJFXmRplsyyLMmrQmhtMCKMOgSBV1Iy93VGMUMaa2FEIaCP0VYprbUxFqBOXcd1PY87zp9MBN0xoVApCEQIhooxJYQCPzEonEIUUQaAm+clYC7LLLa8FjYWO6sLndV61I29jktq2VTk08xqTZBBWAcB7S3VGy13ONkqZH/9eLvd8xGrmEvSHKhA95aOP/TYMzu7R6Pp9MFHHn72nc91uu27W5v9/gFzUF5M82KMsUC4mk4Hg/6B0aLZiOtRDFvFWhwDvgeD0WQygRnBm8EPPd9rd1pxIxK68gJ3aW2p3qkLUyqka+162Iy57xqMKiWVVYhhTJA2qqzKLE+VFBRj2IlGgR/PAR94rsvBa1xKOQZ1onuNKyGKsiwrWcCVVIg6Dpz8+AEitBTlaDo5Gg7SNK8qpaUp8wrSlOFgNJvlShnQKGeOtRhsSrkDJmAOZOCYu8xiMFAVBC74PHcscy2hgoOwVCidug5iFLmMNmt1l/AqLahhkNDnSZYDCLIkzZM0nSXZLCvSooC5lMO5S53AdQPHq/thLagFbsAwAZDAso0yWZruH+zdvHXt6vWLN29dubt9fXPnZn+8V8qZRGVlC4EKRaUiWllJKAV8YIOwxXQur+MDOxBOLYYB4RGbg4Wjr6pcvXpVlCKOaww2uJUE5TiORyknmDLHHU9m49GYMgYUCSifJrP+cNRbXn7uPe9ePtPNK5GXotYMwD+Go/HCSrfT6zg+F6ooRCKMkBYhjtqL/PjZheVjTeSKcTGurHDrkdesG88pIOdDRckr2jIynNFOMaN7r978zKde+80Z3Vk/X2etBMUT3sxfePMP/pd//Xf+7j/+6x//o4/2083STvwGafYi6plKZZjoMHa5Q4yUQJ3YYi20ElZJqMYo+I6xJehexRauEQHZsEVztQKfKkwYgi/GAO48z0EYGYukstPpTCuNLFbKWPhriTZwX1kiKjTePHx7q3/ZbagUDf0uurZ78ed/6ydfuPC5eMmvL8e5SSwT3Ceg1yCgnQ7k+fN5YNaysFlmhHIwiyiPMfEZD5kTYOYaxrFDeciDpldrB27EWEAavXoNfKvZaLZa+weHN2/dPXfuwRvXt0CIWtx+68uXDnYPakGt2+jkSR44vsikx4K9vT2jNDaoKgpOEcYyTUdpNhIiycVEyTQKeD0Kfded+zXYHVILg1UlIz9cW1yyRh71d/2QWVIKNBN4Mq329pMbh/mNQXl7O7l8q/9GwQ+Oyptv33n+5v7rXlu985se+bY/88Gnv+GRBx4/+w0ffOexMyulFpu7+5NpFkTdIOweDpL9o0lWagNL9SMviBFxK2GKSimJ8kLmZVVJLaUBhRuL55rXCgohxFqjpJRCiKoCR0vB62azspz/43rgb0aoy74aLzC2MhZOClm9Hvq+gxGyEFxBW5hYbVSlhFBlKYA187xU0mBEYONvbYlR4TDpcM2IJFhSZFxOQz8IvCAKgCobcdQM3ZBhpmEEYIssKatUqtzoClao4IVFBUuihLjWUC3hkIk7LuBQSVUImSlVGS0NvNIAgbQVhSozpSusJUlT0R8mxtIgbtTarXqv11yq0RgfpuWtw8HhLAUFF9IIg/JK7x8Mb9zc3Nk7lMpwx4nCaLHXW+gugHichLrkunA4jkMPcmWvUQt817MKl6mu5pIiZJDvOozCaWJpUWFwVukkL5OiygqRFTI3CIblru+5fuh6PnM85nBCMab3rGclZpR5viWOMMRgUqkMsRKYlrskCJwghJwvQCigFFJg7nguIqisyjTLp7M0yySyTrvTXlhqMYeAImFZlhip5GQ63dk9SNNMCFWKKsuz6XQ6SyZAS9CyVquvrZw+c+IhUaIvfuHFPE/f/e6Hm226vV/4ofZClhbZNEmlxpaEQLiTGZolppASGNhgYa0FxSvJtPSQCpH0iQm15EoizpwwDryIEY6AR5ijPZ9TBrjQhBnHoa5LOSiAUId5jLpSYIy9Wq0dRTW4AvZpNMJur9lq1xjDRSGVgr0W89zQ86JOe+nkyfvuO/fw+QcefeC+R86cvv/kiTPHj51cX9tYXVldWlnqLHSiRoiho8xGs+HB4ODg6GBz+/b1W1evzwPKFfT1XcjXTjxKCWfccTiDzQdGGhmDLEJ2rnRCMMEIw+TYGKu0rkpZ5FUyzSaj6XS+8U3LsrTaQjtCKMF/UgnFgGJipBZFmUymg8P+/t7B4WE/yVKlwDm1FEoqZbSZV4PIvYkIJujeIJRwgikGDyAuwx5BrtVMVCjPNAxQFcho7lC3XlvoddZXFk626+subVFTM6U/GRZFmiEjOMecWYeZOMDNtltr8bPn1+97+FhWDZTN42a8d9C/fgNSt+LBB59eWd24fPXKJ//wDxDGf/rbv+3suTOD4RHCan1jSdvC8azvoSIf7W7fPtjbkVVVA1RGdfDQelxvNBqgq/5RHzaC09m02aovLPaiOArisNluNloNwmgJ73VkASo0IDsyykDVGlmE4ETAVkoURZHnGWOs024vLiz02p1Oo9msw96jFkWBGzLiYsuMIUpaXSmZizIXVS5EpSEqYESpsigvy/F02h8PDwcDrS2nDlQt7WycHh0O+/1RmuRFUY7HE0JoFNc8PzDGgiNRBl/jMAxhIQRj33fjOPAjpwKqKqdKFXkxFSLXSjBM4iAKvcihgaostdTzXc9DlGlrpdSVVAIWhzFiYEUKA1MHM5fxyAvqYb0WxMBdjDBCCKXEKDke9Te3bl65/Obbb7/+9sXXLl/78t7hVqkTSyuNK4UFGJ/4FDkEU6A4QiymmEKmG4URjMkpnCRhiNYYLAfwI8Au6Kso02ly8+atWZLW4hqoLoG3b37gez5cu55/cHggtIzqsZACrAYKGI/H8Mq+0139wAc/3O0tI+I+8OCDi0srgxG8BeFKiQAAEABJREFU6fDjWsQcVEmZp6ATHTfRxvHg9LmlE2dW6r2QhVhTYT3Na5zFrnFJScxElTlWbjsyIfIXnb7cCZbkUXX1M69/9Fc/+b//xid/+pd/58d+8pf+1a9//KdfeONTtw8uSp7Uuo4TWcvADJXrU9clQpTJbKaV8lwPG2yU1UJrqa22BuTWCBnQFeiQEDNP7DB4+RyEgEO4AvtJxkCjXGk4k2C+D3ZF8+cGlTkMYY2FRakKHhvYh2BtkaWK+rK0w09//vd+99O/9ukv/P7HP/s7//b/+Odv3vhytBCEXU+SYlpMK2MMtdrAYIRAimCpRdRaV0gmFee8HsU9x2uaubFdRB3LuCEQT7VlGrsG+8aNaFQLwnoQxD488sPwxu27jzz6+GyWEeICu2R52W0vTkYzbDGs2gjtMi9PSoq5x4N2vR1HEULGcUFRtChmnkdOnFg9sbrmgJMwgrQyWoZe4DseNoRjB1ksCkgcTLcFL34bQsykTqgj/JqJWzhsaVbLrT+u+FHJ+n5btNfY0qn4He+9750feHjldLO2wNZOdzvLtWk+3Dnc2d7bq5Sp1bp+0EIo9P2OVAwO5OrNNneCWVJkeeV6YRDWlLJzarDEGqyNlXquN20tEKaScApClZJZmk4mgMHhdDrJs1SKCiPLGWWMUAoVfxUu4HoUlIOw0hoyM0QJCGDKqiyLqsxEMsvytEjTIs8qIeabFLAjwcjhKPBQFOBG7DRqfi0MosD1XQeOYjzuesx1me9g4HA2N6ewslJCVsaW2hRalTCXlsArqKp0ngmo0ABwRmB0agm1jCHK4Is1oBcFurDzDEMgeJ+uJS0rPJsV/eEkLUpo2uz11k5vdNZagqLd0fRgMtMIiJEAYWjLZ2l1NJiOxmmSFsZYP/BrtVo9rsV+7PGIGB8Jj9mQIIKRtFYpKatCVbkVUCskK42xoVQTKpSdJdlwONobDOENw9EsHQuZS11abMCDHM/zfNCC57iccMCR1kYKWar5WyOKCSfE89wQzjeDiMR1FoaO7weeFzHmI8utBTs6ruf4cD/gMIgxpqq0sdT1gJO4xbISYIZSG7hpylKMJ2Jntz8eTxnlfhCUorhx88abb71xd/NWnpeB137y0W949JFnm82e63of+OA3fO/3faDWQJs7WSGEA+mW4+alynPtOLEX1kpJCpgPC3DEIITxIs4CbD1qA4fVHRLCKjU4P7LQN6q5QYyZZxFRjGJKESGGEIuJgdiiDRRLCCPEVQpbzRj1CGZ5nk+nw8kUtlWF4zitdntjY+X8Aw889tjjDz746H1nH3zooccffvDJBx94/Myp8ysrG41GB/RDCIfspBQiyWZpPkvS6Wg63Nnfvnrj0quvv/L8Fz/32c9/9nPPf/bzX/zj51/4HPr6LuRrJ54xCmMgdGSt1fNi4ALfm89YMzeJsvPbSksBmUcJXj2bJdPJbDZNsrwAJgSPAeSC6wF44fpeBTpAALXpdHY0GOzs7m1u7dzd3B6Op5UAXtJFKYDCykoIAWOb+YxzETC4E8IYKgaZgIAR1ZYJhctK57nKUpln4GmU4gAO51YWT7Qay7VooRb0fKfJcVzlqH8w0hoFvt9oxkEIpFlInTQ73jd849Pv/8Bz9YY3TfoWSdfl0sh2r5NVxZ3NzbMPnF1a716/c1mT6j3f+OzDjz8QxBy6A4T8wNFWKiMdB3zPw8TOpsP9/e3JdEgJ1oBTBHusqN5oeL5fiXL/cH9r925ezdrduLvUkLYYjI8UUjxyLMNAiSk4mRQGI0yJJchYMy8anF6AxGsrq8fWN5YWFxuwgDCGO2EIbuwwh4B2DNbaGmkUqK2SSllsCdcIPFCMp8lgPB4C0yezSTLDiDjcBQe2xoCtDo/6UOCQfjrLilyA/xEKGaJBCEVRUK/VgENLUQoplQX9aaEqBD2tIgjmUKqqRFFYqSDgh37QaXR6rQUtbBREzXoUhC7j1thKqLwUmdQwPtAfBgdn4IUInNgJvKAexPWgFnrACFgrTSE9ZEjrEgjxYHCwe3h3Z3/rcHhYqIIHzIsdxIzCChGDmUWQoYDGMKGEupQDX8Z+CGNC3o41MtJYja2F1XyVFSi23z+8euXSZDJutVqB74+Go6KEdxN+WYhWqxP4AYSCJE2FEGCyIAxBVcPhJK61nnoGAPN4GMXU5V5EJ8kwk1NhCw3mDVFv1b3/4eVzD63FzSAtJ5hbHjp+w2MhVxiUlVa2JPCtXqOem6uKB3yYDYIOKclQB6Pb/de/8PrvX7rz4pvXvvjyW380Lnfdum4vec0FT9MUsUrqrBSJQYJCpGCgLGthXgYOCDpBViNsydwQmFPMMaKgReBbjBGaVww6s9AEzYtS2uFQGPQEsDkuKBshgqCxlohgYrSpSiWFNsZaA3eQRULoMXKyWbn/x1/6+BuXn3/t4udv7FwImri1FFUIXHYGyVylbCUhiDqOAz5iFeQM1sfIt8bFGAzZajaWgwByHdcgF1OPcBczBzOKYFFwZuET5hPMjZC5JQYxyxzWanfq9WZVVpw64/40maS1sM4wRwaLShAC+HfqcY0Y3IqbSkhRlqAO2K40apESZRwHx4+vL/Q6s2ysIEGg1hpVlTnoKnACipjLXEB7AVQlq7gRrJ1YoT5SrAxafPlk+8R9S0vHG7UF3lx02mt+1EbHznWWT9TaK54b67QaFGqGmRpNBrc37+RlFUT1Xm+l2VqUEk0mOaV+HLcIYUlaJBlkGIhSjhCZB2lkmEPBEIQRyIG1hSgGyrbK6EqKLEvzDFxMQ3tIHDzfmxuMzgsBX7VgIgVrnZvzK/01FhlrYBqljTFgdErm+yUpZFGWVVUJIfU81wecuqEf1ONaoz4vcS0Ko8AP/TCOoloMKQAmWCrop6BPJSptJLA7pgSBiAAjGBqBtuezWGuNsUrqMq8m42maJFJp8CxjDGPM9wOojuNAD8ao67iwWIyxUhrkyfPynjLyvf19eKOaphkIsLi03FtcDGNPGZPlpYJtBMJG46qSeQFgEdDs4OAwSRJMMEJzuRhlnDnwCVoGoUsoWZFlWZ4VMItSEn6qssyLvCwLyojnc4x1WYqylMZUcBICcUDKUsAOoCq0ERRb1+E+bIyjgAOGYX6jhIBx87LINSAAYcqw6xHfhyjDvYA7LmOgH6SlKosSXnaMqypHWHGHEGIqYdI0zbKZkBVYlWBqtC1LEK8ERWFI5w0ajWR/MJlOZ1UJAoN+xHg82by7ffXKzZ2d4dbOoNddP//Ao1pjxr2PfOSDf/bPfnhlNR6NS8ZIEHiMYYsBeARIFfJRyJ21Eb7vNBq1uBY7DoDTGCuRVSAPpQAVLQTgVoah32xFrgNOp/OimIPEGKORELCSSpSAGSSlzrMyz6ocWuQVfMWYIISlkNaQWq119vT973n3N3zoQ9/8gfd/6Nln3vXoI0/ef99Dp0+fO3bseLe74Lo+DDsYDG/fvnvp0uVLFy/euHH18pW3L1x4840vv/b6a6/Czxtf/vKbb7555fLlWzdu3rl1Z3tzG319F1j/10pAArsnI5GRADyKEEMIa6ulBnUboay04D9CiDLPsxTKNM+SWZonuQRzaI20AkARTh3XcV3KwDMoJWBTpdXcqYQ8GE1u7uzeuLt99drtg4NpWthC2qwypcLKMm0ROBKjnFiMjMVaWQMgKI2VgFtDlSIS2s6K2WQ6TtIcIwoZSLveXeiu1AM4HW8E3OcE+hMQMZtOAi9sN5cw9gh4SeAWNp9Uo8ZC9MQ7Ht5YW5Z5TpTxAcVI1Bp89VSjtUFndPfYw933/KnHv/Fb33HioV6idpA3PX52ARIy2ARIZaoKckrcXVg/fe6+uBkWepqrfloMRFESzISwEKI6veXjp876UbB7tHnp2qtpvr2wyrxaPi63RtXeRE0SXU6UmFVZKUtttdCqVEJYqY0uqyovMjiTW+p0lru9XqNZD8FTgBs913dcB/ZCHkMUa0sRphQZLcqiqCppLRUS9qliOp3Xg8PJ1s7heJJyBpTiUoIJtnyeC1rgqMFoCCl1VgrGA0p9IJY8F8gg33UDFwxnla0yVFYMdr86kyV4H3i5Sx0E+adATNPYjRpB7GIGklgF6R2JwhBwYLQB64EL58U0rxKhS40UwpaA94OMErIyQhRhlgTMrcGSMBV5BYyEENIEC2MEsbmRBTaCIuRj4nEENmKcE0YRIRoxi7FFGFlKiE/dmhO1/GbDbYQ05MbBhmIDSYw1gEgY9CuvcY3Xm/5sNrxx/dJ0MgAeC9wgT4tsVnDk1KMWsawsBMYQTlRRZEHstbuNNB8dHm21F2qnzx8noR1XAxB0bGbbs8PKL3vnvNNPdTYeXmputFiTl7SailQiTJjLHY8gYrWhRnsYewjVHafleagqy2Q8HR7UYj6ZHRRiyHzpNbXbktEiWT7V6Kx6hR5oPItibGzGmKQMsmdljIBch3vc8R3EsUAa9g8aGW0txYRih86nQ0YZbbTGWiMNnwpb6GwQQdAHcSM1x8QhWEk4b1BB3fcjLC0yBEGT6TQDJfgc8hqjFeC2UrpQJi3lENFZ3FLUG5f2rnV2l47juCuQlxR6Wqic+cwNOfcc6oGXa4MtuDzRnFkndOJOrdOKWx4JuHFdElHjcxwzHFIccifkrk8ow4wKK0qdMA8jql2PIqQC3715/dpjDz1KLS5nRa+xwCg34COMK2QKI8IwCDiPGNd5QY1lynqWNbwYqMEglU3Tg939wdEhxC0EOweq45YvUQHOVXfDkDi9ZvvkiRPNXrufDHYnh7WVZrBQdzthbaUVLzWcls9jlwaM+qTWieK2B8cQpZ5N0n4uZo5LMEaH+/2D3YGDw3Z9sdNc9J0QI6yVFlWWJGNrJCgiy1KlKt9zPI9qDRExsbYgpMKswlRiJLQqqjIXZWURQgQ2bxJTxw1CL4rcMPIgeQlD7vkWzo6MAVcqpSzEPPBD86+oCuCjUlYFTCXAvJQyz4PgHrieCyUANvL9MAyjKGrUG81ms9Vqtprter3uhwHhHLJPZY3SGjx7OpsdDUC1h/A5nU0FMApnzHEIeDMmxlpYEWCIEMTuFQw8ZS1GGFlstDEG1orhiev6vg825NAFzxtTzhkhBPSmtdGgSqOU0nAny/JZkkgpKVCb59dqcbNR971ACqOkKcsqywtRQazC0HEKrrV/dHjQB0LMsgzGwRhAaZVSBTg5tJ7XSioJE8G8IJRUZVmmaTaxVnme4wcAEdpqeYuL3aXlXqdddznRWibJZDg8HA2P0tkIehgDshlGDMGgHg2iaKBLWWkltBZKCWMFxpA9G4SVtpXSJeRzeZ5grDHRnNMo9hvNuNF0a3WvVoMEF0zhBnNcwx4aWUs8zw/DOAhorQZqQUdH44ODvtao1eyEUTwaJZcuXn/jjSuf+sPnr12+G7jN0TB57bUvV5X47u/+9r/1t/7ygw8tWyRH41FUC9bWF8PQg6/1KPBcx4LL0LnCKQufMQoAABAASURBVAPlgNx5nk/TdFBUU2VybUoBG9KqoAT7vu9wpqSBRHk2zWaTdDabZWlWVZWUGtK7qlLT6WwynY5HsywDeDutVmd9/dipU/etr5/YWDtx5sz9588/+tCDj93/wPmTJ08vL691Ot1are44LuQe/f7g9u3bb7/99muvvfbiiy++8KXnv/SlL3zx+ec//7k/ho9XX37l6pUrB3t7s+lUVgIhRAiBjnDx9VyBU79W4nFiCWR1WlFkgM2B05E2ohAyr4yyWgH8RFkUaZpkaVIWWSWKqhJCWURcSucUSxCF3ZPvAtQdTgnDgAArjVYEVdYO03RvODwYjm/f3d+8e7i3PxpPy0JhhbkmXEGsIIQzDvBEWiENKSR4oQCsEwdBHqGJMERJDbu4TFsVBGG31V3oLTXiBkwV+5HL4L1+WRXJZHRQFJPVpaU4rDteVEmNXTqtJlHXXz62YLCcTEZImpgFAeFWldwTJRrUVvTag4HTzppr7MT55sEUzhl+l0Xp6fOLcdtttGrKEMoia/wwaG8cP728vuzXaXPB7S3GUpb1Wr3b7VlCD/vjrCzDRtDsQNTLo2bVXrSW9zUb00hN5Hh7dLQ/HWdVqZHC1CKsKyVAlaWspBQEo5Pr6+tAD42Gx9hcFWbeDNyJwvyIMjRXrMuc0HeJNTnQSzofLEvFcJgeHSX7B5OdncHB/rjIle/FvucDgwL/+Z7r+VwqMZpMxtNZUUnCHcY8DPq1nCJKtCFahT6vt2McOyWQs8fDWg0z8FItC4nu5XMOnC4xD9Ip0CG47KB/JEWRzCZ5DlEQFADWQAZpWBdh8JVQQjEiZS5zgEyuZC6tMC4hPofEg2ulS0jtoTXG8zM9hipCKli3QzSnlZ3TG+DK44GDHWaoi4EYLUXIJdRnTsyDOo9qLApoyJGLFLAO0CYGxKL/b+X/47NWy19ebnW68WTSf/vCG/2jo26rU/drZVISw/JZYQFNjkcwcRzm+m6WJ0k6YI6wtBiM9wo9WzjWaq/XtWtlgHALN0+GJ59cPP7oSrDoz8x0WI4EN14jtsRFyIENFHiIg2jDC1sQILRFScKrskawTGYBxaPDfQgSDqOgpwplE3GUqL71SusUxKkIE9YW1pQYK4w1oQYcCPChrRZGKQhE4MwMvFpJo7Wem8UIq4VWUmm4g7SEtG3+CXxLEKLWQlrMicHMak6sNpVGMqqHIQiskUGIcTweJdiAPQIjtRaV0ZVQqUYlZsqgNC13APOWHiD3APt95Aw1mSoMPgtJJ4/rURB6QlZpkWGkPeYyDSbHDnIafi1kvi01ljRmNdcCvuFAO2TI91jkctAmgQWBjNRjLGClKjUQBdKH+7suYMlxrdJlni8uLK6vrZdFobSiDi8RnLA6ZZ56lIg8BduutBc4ogrycoGbrGVLtHNnt8iK5e5yZ6ErtHACHjeiyPcCCgGNhp5fb9Tr7Xpzse02w34xdrtRbbXNGl6KqmGZlFgrgtOiAi+WWI7TMabWjzzHc5Qyh/v97c19UdjAbXq0hhQXpRalpAQ5DiK4EiLFVoe+6zpU61ypFJOS0MoYGHJUVmOtEoQKZCtR5VUF5jacO9wLvbjm+AF4WiGFMNpSRhxuKdEIGYwMtZYR9JUXIZQQuixlVVQwsDWGMgbShX4AubE35xHPc9w5z3vzwrnLGKeMImLBshlkImmSFUleZBm4R5pOk9loOhqOR+PpNM3TShRSC4MsiKaUhH6B74c+jOtyxl3XjSB/8YN5doWs1sZAU2ustfreZ1kVpciNUYQgzmkY+O1We6HXXVyEU7lFGKqqqsl4Mhj0QQA/CNqdThzHWumiqGazNEuhr+XMJwTIUMORz872ztHR0XQ6hY4wGUwkpczzDLIqMderpghzyhljYDJkoYnCBHSCABxhwCDfqDf9qOY6DuYMBz7zAF5W6QrmT9JkkibjLBkDk3sOCwM3rgW1WhjHfhg4vsc8ly0sdJdXllbXVtbXV9fWltfXV9bWVldXlxYWu81WDRpHEXSJFhY6x46tHDu+trSy2GgAQGv1ejOOG74fuQ6oL4jCuF6fp3ueC5mYixAucjEeTftH4+FgOhwk1y5vHu7NxpOyEjjP5XSaTGZTacQjj53/iz/8Zx586KwXaG2zwKegM8iEGRAuRYxRWLNUwlhJqKXMIKyU0aKqrAJVzDUiqhKggi1YxHUdiBe2LKskybOshKaUOo7jMsbnFzwA5TuOH/hRs9FaWlzbWD9x4vjJ1ZWNXm+l1ezWaq16vVWLWp4bIYSEkACjyWTa7/d3d3c2N+9ubd3e3rkDL/y2t+7AKd3O7p3ZpC9lRrFm1BJkrVFQsTWUYIdyGOTruZKvnXDGqP931VpBNfAhJbC/FOAPRZHlUCrItIWAfQzcB+VRQhhjjusCpjzfdxyHUUoxQnq+2aKgVIyFkmmRpkWm535IpbDb29vXr9zY3z8SMJLWZVUZizChUkqjtYH4ghDGCBOCKfyBa3BCHEZ+497GsAFQjmpRANEh9F0/8gOXc2tMnmbjEaSOs/n0SCXZdGV1wQ+JtNksHzz4yLkTJ1fTdJRnE5+zyPM4QaoqkRG1mstdM57t3rjzFvMrN5I37rw2nN4+d3791Nkl6khw2oWldlwPHc8djiewuJOnzsIbn6zMg9gHt6pk5rq01ghLkc6ygRNgN0Crx9onzyw5vkZMeAFxfcY4UxiXEpYsRAnx2Hi+67oOOADoNgz948eOL/UWet1uo95wXS4rkSQzeGSMxRjBj+/4tSiGk7xmrRH4oYUcYJZORtOyULLU+zuHVy5f39/tOwzUUlfSYIUczD3qUkSVkBDq7hkQUnWRF6D4yhjDGHU9sF7gOh4wLcbYBbIBiiJEQyA3CCa3CoFTe9z1uEMgYijDMPEcB1ndPzy6deum1gAawAUkZpYwgilCMJY1GCOCwLKqyIosLWSlKGKcMIywNhYhBHABDFHGEJz6ISStlRZBZMKUEE6BS+ECBsEIQgYgzlhtOSYusD/jnFBiEQQxCr6sjCgqJTQENEIYjPxV1Hoj8n03jnzQMCDqzu1bt2/eDINweWllMp463HO5I0opKsG543C3LMssmxFigpBLXQyGh5jbhx8/f/9zS61F776HF06cXfJrXmXLSpeWWswJHCMKoEJMMKIgJ4MVEkoRZhgHnFMDYJ2pqmJ4fseBJwaK1lZh0JBPiYP1nFKF1pVFcNhnCaQ61mJrgM3gDygPYYwpxZwRSpWBg1IEz+a+JqUFi1rLGIUf0P68PQZoWYQxQlBhLOpQx8wlRIxzgzShyPHB0GBOhBAhmElpqkIpqWE00NK9QZBGWIKk2GCmg5oT1LnjgoELISZWV6Hnhr7LLCZKcWt9eN+EaOTFGLE8q9KkgPADAMOIcEjEmM8IZ3DBXZe5nLuUOYwzyonru8RxIF/QsHhjKqkIZefPP/jSy69sbm61ms1Oqxn5vjGaINyKa52oAe4D61XGRGGtAvhRVyM0maUBr/eaq+3aUqcxr2Vqe621RrQgc9KKF9aXTzbqbTDLERj16Ig5dPXY2vqJtcZC3W9y66pETqf5qJCJxpXBIhfJeDoAlkOc8NCH6YeTyc7+/jRJ/TBuNDuU+4R6iDgWzdWAELYEg6dQRsBTtJ57ZyXySmRCQmJXGFvBNZzWFFUqVYWwYRyDLYxR2ijGoDPG5E8qQWA+bGEcoD7wEEzAxKAnir7yYow1xsw9uaoKILi8rATsrSCPpK7rOA53OJiCUYJhbGutUloIUeRA8WmSpWmaFUUhpQTZOKS1PvxCemGzPINDoMFwALldmmVKK1gLDAdjeq4LFa4dzuETQgn8tRYbbaUAVygrMJtSMB0hJIrCdrvR6Ta6vWan2+4udJaWF1dWVldWVlqtNrAYCD+dTY+ODmfTKcHY8xzQMJBEkas0KatSIgAhoRhBBUdSeV7keV4UJcgM60Z47g4Y1gXbHgV+A+vABBRMECGYc+w4xPUohb0IQ2Ho1OthXPPhDiGac9Sshb12c3W5t7LcW+y16jUgVZhIc4YC323U44Ved3V5YXmp14XNYrsBBcTjnIJiCQV5MYWxQbsEMwaLBSzDZFhrDfdr9Rq05xzIzcJXx3HDMAyCgDGmlNWQ1RMOn1pjZBlE0TyvJpMsnQnY+zDqS0HyzFy+dPvi21fzrOi0OzDv3v72ZHZ07r5j3/N93/Lt3/lNtTrb3LozHO1SViJSEqRh3VJqJSXFBFLkRi2u1cIockCNCCPK5tUYKyppNPb9uNFouy7sujjGoDcC174feN78DsGUc68WN9rtXre72OkstFqdKK5DG9cJwN+VMmmSDgej/f2Du3fvXrt27eLFi3As9/bbb168eOHqtUt3797c298ZDo+m03GWjkU5kWImVY5MCfTDqGbMcKBZpJFVFAM3avT/b/na9idfy+GtMVopcM9KiErIeZVSgjsVRQ6fQkg1N60WlZpXIRHCnudCCAwDL4z8IATDeZxzDNkytggbQjChGMGw0L/KNRy8Y+Q5JB2nW3du721tTUfDPElEUVCEXcbN/1ksFIwQmYMCGetyp1VvrvSWTqwdP7V+fG15daHbbdTqcRAgbYyyRmkQNEkSiLtpmkqlmIP9yCKWub4aDLa8wHa6kRdg7sBo2OE4CByHEawkQK8eBKHrybIUFbzJIo89ce4jf/p97/mGJ46daLe6ruvLabLvBpB+oYXltkb67YsXtza3fb8RBm1wm6xMKZeVTt3QnnvoWHshGE93EC/vO3/y+Mk1Y2WSTMuyAseoStCeLotKlFIJaeeUgZRSZVEYpWpxfX19rdfrtVpNz/eMsUVRZGlWleVcH5gQOnfybre7srS0tLjS6fQ8x4c8ZtQfwUY4mxX9g9H+9kGRFLWg3m50fBpYQZBiHHku8TzqwaIDD9YOZkLT6SDLQbBMKamM1tYaMBh1OPdhWJe61FJjIJPTSpiqkllW5GmuKoERopRiMv9hmFICzouGo/7RsD+aTnJYizZwixACXMMBDwTD8FUJSWQupIQ4jwkjhCODtbJaI5gFGHxeDaQlmmDEKKUcekOFK0oIwRgegYgW/lJMYF6HcYeBEaEtPL6HsqLQUsJwYFj0VRUjNcwRhtE8RiwvE0Jgd7izsyOlXFhYUEqVpeCMU+wkk3w2yQMviqMaZQTQnhfpeDzI0gRunTl99pGHT8HhDiXcaCOFQgY53PE93+Eu3IRZYEWcM8/zfN/nnFuEtDGVAC0VAOC5+NACY3OvWAMLxwQRDB8WlmitRRh+5nXeFkFj+GvvhXW4QIgSQilBCIMSMZrDDCQxBkYC6xCMMSgU/V8USygpy1JrTQgBRuCc1eIY0XlTUWkhhIEQgWFCYgyWUisBo1LCA0MhiXMM4ohySjl0kKJEWsHmKeDUtQhXJRYiRCTGLKQcS5TMijQFeFPGfUwh2aPaGGWUnQtoMWCME2hIiEFIW2AVCkGLVpWxlhlLqlKvrR4iccdOAAAQAElEQVRjzGWUDofD1eWV5cXFFA44HY9IbYV6+vwTO7t3lUXU92qd7sFw3J/MWrWllc5xz2+UuVUladdWdeFFbm+8K9Y69zmqKWdu6HWa7cXu8mrcaiNONTUwIXIUpLsGF4iV3IflKmlmWTEUCt6xokY78qPIMmdWVPv98d7hYJym2HV6S3AyuIyYYylTCAkz37fAhcHgYZA0I2XAAUHhldYSqrXKWo0xNKcWgcLBGnlVQZ5XIasptuBPhBpKEMWIYUSRpQAvq41VSgNUKykrLYWSFfrKC8UUKkFEK1uWVZEVsigBKvcSCFif73ucMQKCGSVEmWfJdDIezXO14XACgbZIpIR9HWYMsO3GcQg8DRinDI4NDYAKqjEaIUMphR0SLNMqof8kNLiu57iMMIoJQRgmVVqJSkEXQkgYhs1mExjyxMljGxtrS0uQENRh/AC2Cx6HohQIJIo8Gw0Hh0f7SZpwh/m+48z9LiSEYkzuwZJKCWMqzl3X9Slj1lp5ryBkYRzP86IohgtGOWcONICunGDPZVEcNJtxLfLDgPuhU6v7zWYQBU7gsjj2mo2o1YxXFjvH1pchSq0sdLrzxi5ozHd56Dn12G83o/kIsC8PAxckY6QOmVqtFQax63iUOARzyqA4GDEpDMbgR2xuiLJClhBMRSUHg+H+/v54PFEK1AhxE6VpPpkkQNFa2aoQk0k2nZZG4yisN5utKGq4ThBH7emsePONC6+8/Mrbly7tDw4qlYM/VXI2nOzef/7Yd3z7Bz/0p965thEAhw/Hw0pMlSqqSgiplAKTIVDHXGW+H3ie6yJCELFgJmIsVRIbST0e1eutbm9haWlpbW1tdXVtcXG51eyAGIEPwYdTWKHjuo6DMVFS51kxHadHR4Cf/tHR4dbm5uXLl1599aUXXvjcC1/63MuvfOnLb7zy6qsvvPHGK5evXNjaujUY7RXlGAIjJhWiALNCq6IsIeanySzJ0gzcxJgSI0Gwgoos+NlX7gP/N/YgX7u5CNgHIQB2WYKOyqqqJKgcnElrIcDlgGIwwcQYc8/ACmESBAG4a1SDCAj28lxv7o/MoZxTyjAUkBZjRCiYD2FrwUUxsZD4cYTKNDva29vd2uwfHuRZarTCGEPDeSM7LwghjMDFrDIa4APecXx9/dzpU/edOX0SDqB7i7U45owqIYosBXvmeaLkfDeJMXFcHsS83mTj6VZ3MXBD9dSzDzu+HY32PJ/UagElhhiNpLJKKlEJ2KIVlZZinlXaFOE0rmHXV3l1qNG41eW9lZC5VZr3w4g/cP5soxEPR5NGs/3kk+84fuJ4WHcqA2nqLmblwkq0dqy1frLz5DMPPPDgCTj8g5PvvYO94WgwmwHy8jyvshSczWAgRa2LvCizghHabLWWlhYXOr1avQ6BH4PCwF+NAbuAf3PQKSHIIt/zWvVGtwNvGZYWuov1qM6wk03zaX+aTXKRCyyRS73Yi2O/Frq1jaWTJ5dPry8eW2wvdept2F9xxiTwXjrRqlJKSF3lVZ5k6SwvpNLc9VwvZMRl8PLNEC00RBkllCxFnqTj4QgE5oyBGEA8YC9o3mw2e512KcqigINcyKcriw2yxmhlIdIg8Hk4M+CMM0I4BjhQ5rheEEau52NMtbFCaaGV0kZD1KcEIEQ4ofRPKp5jiViEjLVzpXFEsDZIWaKtQ0BQB+AGjmGgu5IGqMfY+bToqylSVUZKTnGjFq0sLy4v9Dij+3t7u9vbnBBsLcXEYZxYXMGCgWQRgEjMZhMhikajtrjYQ9gcHOz2jw60VnmeZVlaVcIaQxl1HNfhHsQJgDpUsCzn3PM8x3FAVvCyPM/hE66hQgOo4G5/UuEOxCGppAU/Qggj0ALGBJogaAB//qSiuZqM1hpu3muJYXCYAiAEjwihdB7AEIwBneHO/2XFCAkpYAyMkTYK+gRhgCiC+7AfFpUCSzAwJ2XaIqVB8Ygyzwvq1AkMocIYYI9KlFIKsCoEwlrgMWxNWZqi5AqFxPUtR8IO+pP+0aSqdODHcdRgzIGRAQfQ3WgljTQWeMYibLWV0ghttNXGQpgjDmVw2EbhuK6zsHBn824HDmy6HdD266+9cvfWrWPLa6DX23ev60JEJKCcCKvd0De+TUQWxfV6owPjxEHdKuqxEKKzS8LZMG/HvcX2mq5wfzidFiX1vbjdCJqxZXaaj6f5ELvKsMrSCrEK8YK60vGsG5CowcN6qJGFwLqzv39wNCi1DmvNerPjBAEcqlhMDCLSWtAP6A02LoYQRAFKFnI8NF8pKM8SaiHLQZDJW+OB7hhRCnKqvKxyIQutK4KNM9emwUhhoiEtJNRYMBSoSMGcAuYxVklVVlXxf2nf/19uWguYtVqDAYXWGlw3AB6NfBeICGRGWsoK4D2bwa58eHh0OBwO4N1llmZlWYLA0BlmIQTTeWF/AsI4Br3XoyiCr/AII0MBvFIURQa/2MK6uON4hEDwgG6cIIYReDYimLiuC8S40Ov6gUspYuCNBCNk7VxGEBDklBAGknmBd4vpcCiLQroOi6LYDwKokL25ju86ASUcsKWUhjF9z2cwHLIKFAYHgRZSOgI5Yr1RA6+BzMNxHMYYJVCw5/J6HLXacbtTr9WjuOZHke+6FEyqVImQdjiBNC3wuMcxxcgaaZSwWhJkYAgYyXW4wxmsjdybEQxUVeLwYHCwD28VDzfv7t6+vXXz1t2b1zevX7tz/frtO7e3DyDz2h/u7Bxub+3v7w2ODke7O9DyYGvrCHabWQYHJWALWHuaJGmWlVKCNgxECkoYwQ7CFFligTgx457b6/UWFhbzvHj9y69dunRBypwxcLGKMnVwcMcN9Lf+6Q/8Vz/0nafOBElqx1ORFWVVVkbc8zxlYEFznxZGS0yJgxGcDmID65NUC6oVLMvx3Gh9ZR3KyZMnT58+Dcl3b6HXaDTB5Wq1ehhGgGqt9Ww2Ozg42trauXPnLtStrc2t7du37ly/cvXtt95+7cLFL9+8dfWov5vl48lsmOYTpTLumFrdbXdq3YV6b6G2uNjYOL5w4lTv3LnlB86v3vfA8rHjrW7X9wMc16BZ3GyFkM2ir+8yx/fXSELKMPCI0qISRVlmQpQK4GjnuTmacww4n5FSFUVVlgIhGkdxq91sgaVqcRj6LgQmzjiHkEHonG85YQQGRFZjABT0tlopq4SURc6hP0ZZkhzuHwz7gyLLKvA/UTGgXkwwxrBGjOETQ+wxRsFIse8ttFvH1lZhh3Z8DU61O804hPDocoq0zLNZksxAZs5xFPn1elhv+F5kuF+ePLf42ONnvuEbn6o3nDQdYCt8n3EKkhSqKrVQ5SztHxyNjwbAgQ5HQYjzcnBn6+3+8FYY61oTMyf3QhE3sLKzvcNbnV7tqaefBIhOJzNK3cWV5eW17jQ/nBUH03x3e/9S1ELv/1PPvPO9j0VNPk77h/35QTF4W57nBSg3l9NZXhVCCVGk6WQ8BqdpNOrH14+tr6w2m404isDvsbHWAL/wKAqjKIJkgBDMKPF8P4rrjUaj1+osdRc7jW7kxtRwAavJKqpI6EQu9Yy0SJPIixdbK1A7tR44ArypWOx0Os166DucEy/grkchAJRVNp5OxpNxVlWIMEgzGJm7qwFGKqWslJZaVFIUVZrkkJJqbQjBruvEUdCs1SIYznHDKGAORQRhGBJoxFqp5gWWgTA09mu1RhTHrhu4rh9GNXhF1m51o6jG2PwM3xgEMcpiRBilfA4jyhlcIwIjYhgBwcAIUWw5oVRbLaQSAkziYOJQCo2IhcmRAbaQxhr01RXPpa7HQCdSwrmpDAMfEB7FwWw2uX7jKowbhiFkS0qrOIpqYTSdb5RlEEIuUiEsKpEOBge7u1v9wVGSzjBB3GGOw6EQQq3FWltYKULYcRwIFQghBW4mIKKB04GuJdy515hYCy3nq4EFWWvhvlJSSmWtwVAIhgGhwn1ogDFoaP4L7YyxcMcYY62FBp4XBEHIKByAWUIJZxzNxdAG5MDQ+/+iYooxgfEtIQhmttYwhuf9FMRQBD1hFTCFUsZoC03BoG4Qcy/AzDOYKW1KJYSsMDWeT+boALOpUsuSIRLywMWeKfSsPxse5tUYEeMGQey5ATKwY7QW35vCzidRVmnQkJXSSKWFtRKBzGBu5hDHMQgXohyM+sqqNE0ch1di/j8OqEVWqboTHWusi1m5srDsOjwrpgqJpVbPZ05ZFZCCpLPZyWMnIBUs0qLXWlClaoYNXaiF5mIzbmVpPpiODqf9cTY13IRt34mxcQTxpRNb5AAJTg0twhrrLMa1lqdsORof7ff7h4PBJEktIbV6s9XuOF4wy/JpmmFONbYgs8GQiAFgKaagD4ywJkRTjhjDlFp4aGHJGhSYSwG1lKKwpkJWWQNVIgRK19YIuEOwIdAdGwxbHCO1quArYJgzBMNaBI3RV1rie6UOpRbVa1GzUQPKaLYaUQBkYSVYARlKECUYqAEC8yyZVlUBKhXz/41hEDKVKLIiKatca20McAUKAq9er/l+wBiFU75aLQ7CgAEWHaqBX2TlOgzeutSiGLzbSKXB4MaAGRnnwbyE9wCMDODRasclng8wA4UPBv3BDIh4NhsOh3kO6hLc4QLOaDBqd4BIKWz1wTuQwVEYxnENQAJ+53k+FGNBPiALBReY2rIqZumUcdxs1oyRvV6v0+0Gvu8wh1OGsVW60hoOLI1UVSWyskjABIHvMUbyMpWipBgxQmCiKI4ZoxIsVxRZnqWzqVbAyEhKCUICVqFCBjaezo4GkBAP/yRvg+3NcDAbHM36UA9T2CcS7GSpTGZlmWtR2jyV8FUpTMHwGqWpqKrM85x6vQ4xwvd8+AwCmL8G5OR5oGGXYhcjYCciBYABCy04qA7JSua3bl97863XD4/2tCkwqbTNJ9NDg9Knn37gh3/4+z70oY7RELZhLpOmFSgtDGtSmLLUyHKjKTIOpHFWup7TiKKO69Q4jZqN7vo6nL2s33//fQ89dP7YsY12u9Vs1lvteq0ee56HMS7LSgjQhMzzAmpRFCN4HT88miWjvJhMZ/29/c3Dox1tKu7YSiQWFUpnymaIVpQrxzW1hrO60T11dm19Y/HkqfVTZzaOn1heXWsvrTQXlhqLSw0wfa3uRZEXhi76+i7k/8nefwDadVT34vDUXU+9VVfNcsX0TkJCCCQhITxCQkJ9hIeTBwnhpREgEAKhg8H0ZgwEML0a944L4N7kIluyunR7O3X3Kd9v30P06W8bAzYOxjmjdfedPXtmzZo1q80aWX7gyKOUWGtQlNIKuqhhNcp3CwXm3GiTZ0WaptgM+AJkckZGEB2M1hCB1PwgxGa5jgO9k1xyLoTruELAhxldIiuUSnWRWU2YgcaTiueMNRqh51ldqCIzwF6CYRBVuBFC6FphbO0XoVYbKI/rsGolGG3WpyZG108gpw1B9kbrFc+FvEI6OiqPGdeuR12XOb6pNdlRa9PW9AAAEABJREFUx06MTXqPfPSRlaoQDqYvKNXwMaHvUbN2pZgWcTfuLbfSbiosqwQ+YyqsiI2bJ+ojDhHRxJQ/tTHo9A8Uerk5Lqbndlx97SX9aHlkrJbpdG5ptp+0vJA8/NFbjj5+fWWErt9Se/xTjj3quEmD6+XebLs73+4sJ3kM3mprYanyTCGptowT1tLiyspKv9fjlI2Pjm3cuAEM9RzPkQhxCGQeQC2RQnLBtdbw1tVKpYYALwgrQbVRa06OTE6OTjZrMLfN0K051POdSsWvS+rlsbE5rbpVQVymHWGkQxHrVUZrI1NjY+vGm6PNSgUq71Bt8m7UbbVXl1urrV4PUZ2xVCD+KEwaZb1uL+qXUbzOsVNFr9Npray0V1fjfiQoHx0ZHZ8Yh8lVOof4KJVnWZLnuVagV1mrOWdCCClEaWZqtUpYcX0s0Q8r1UazMTI2Vm82Xc+njBOYDsoYjCIeknHJGaNwD7YshlrDLKGMYFKPSU4EU0ZnucoyXRREGWqMYFQyYQpdpLlOcOog96FYkrsO9VxOSJGriFFVq3rrJpqNeggLHnXbcb9LrHEl55xyRoPAD3yHMZOk/dm5g3v27Jybnwbz6o0aVEJKLF0wfIaLyMsCvlBKHeHgK6MMTXEc98D2foQ6erquK0Q5BOuGMuKJVaw98bDEWvQBUAI0AHyE2TWW/OSdEhS84ZWgmxAcCB2nvMQvCkXKNizNAjP6Ufz8/wHOuHzBNFgbRjFRksE4uIuB1vEYwW+XgIgULiZOs6KwWItT7iZkwBBqKcINra1CmpY7FN6wVq84LiLwAlNKxn0ncJBdy0lnJVucI1mfAKfkjisDpUiWwusgVPO4Iy3DWi2hoNiSconKmILC/mFLjCGMUE4s117obN+9/dGPe0Qnaq92lh92/NEPf/hxriPTJKaGHrnpqGa1WSSIh0zouzBhYeBJRgUxFc/JkyRNk/GRJiqrq4u+41iiu712nkfw4KPrRiePmDSu7uSrWmbVCb826Von6WZLmWpRJwvqoj7qexWpTN7tt1fbUIxWVuSEMz+sBtWa43uEI0YDqYwJagnB5oHnCA4Y6KfgNMQBPDWUg3mKUGUsrG+WZlGCY27U67ShkR1V5IIxD4yTnJasyKk1ghPOLKOWU8OIYdRwanEdKhjhnDBWfiLUkF+8VKplqdfrzWYTFmkcZQxeuRKEiLydehXW3oGBZUyD2rz0y1HUTYwy0hGO47glwM27UjqClwVLNsZYY6UQvucJxos8j3sIWdrtldWJ0bGHHXPsyMgIXHuv1zNKc8YpxWUoxjHsFecCi1BKQVM6nc7K6tLB6f379u2eX5jtdFZb7dWFxcV2u10UCoqDUI0Q6jqmVuWe61IKKk2v2223O1GUAgljHIUyqrUpcjgmJbioVhGL1MLQUSpZXi4PY6Owj9Vgct3kEZuPgN3K86RAxMYYltzttHrtlVYLJnxhYXFuYQlh/OLCwvLBg8iozUVRH0YQawzDsAEm1uu1sBIGFWNtBmlL0iTN8hy2xVhsji3XSAkXzPHcSiVs1KrNem2kEtaDICjVFpGTZdYwo1me2SzTWsH8BWFYCUImcTqzBIvinFcwOgyxFlQajWa1Wncdn+AyIcv7/bjb7rXbuIbp5kVCqZUO54z2+929e3dde93VN998I9orVa9Q8fYdt6y2Fp76W094+Ste/Lznb+xHth95Rx41pnU+Oz3NOfedMO7nWnFdCMHCamW0UZ8cqU+MjUxMjK+fGFk3VkoNbpICF6rGDYVpNgjgsiSJjdFC0CxLI2xGlhpTWGu0UYXCmaAfJ+006xUqMRY3qoUlWG2mdNLr9+IkLZQmRAlpXZ97nnRdLNlbv35i3eTouqnRyXWjY2OjzWa93qhUqyGegErF84NSeMiDuLAHjjZj1BqAcZZSAsBc1oLlGizP8xw6A3WAqNVrKI0qOFc6NC8IoEdQH1e4pRZDb7HxBJQCKLHG5AWEOAMimLhmw58ar09NTmycnMIuVIMKp8xqQ6yl6E9QAQGYGQgoFIND2hknxFBbMJNzm7vCVgMxMhKMj1bHRyvj45XRkaBec6oVUakKP6CU5xnssOr4ARmZ8HLd82u8Gy0laUcKqAFDoZapXCX9uN+J4m6CgJMZHjqBpLzdWo2SrueLPO8fOLjDkP6jHrvlyb9xvB+qLUeObtzSXGofnJ6/c2J99TGPe9jmIyarDcev89982mOe8luPeNTjj3z6Hzz5cU8+WvhJP5nPi1aB4wVO2EQbY4q0MIUxyuZZ0W3HrZV+EqWB561fN7Vh/YbRkdEwwJtrrTVaF3lZoK7GGGus1rioYZ4bSOGAeKssNQwK7AnfZa7DHJdKj/uhVwvdCje8iAudIikgPRb4MnREQDQsqSryDD8G19zM+IFDoJg6y4s013lpYQhTmihtTWHSKG23uquLq63lVr/Tz9CrKLvmeZ6mSRz3M4SNRkGtheCMU3xMsjjCktK4UDmIZpS60gmgVn6A4nkB59ISiuUgBjGGSumiEbJmtIa8cVEWKSFBgjFKAGiFRbAaPKAUAsI545ILB0/KSWGyKI66vSSOqEHcWg4Hp0AfgNy3YgqYQcaVlEQKiwoXSrq2ORJOrR/LVa/TXYLFkS7TKk3SyPe9Vqe1Y/cdK+0lbbUTOGEtrDaqjudESHWrvNDY7RxMV7YUcQp5FpIIDqOYqjQrskxluc4hGZpoJhkVVFutrAKghUApELswm2tNGXMcR0qHMY7FWQI9xWcKxMRatFBKCC0LYwy8QGeA4CXSPC+iKCkQ/lr0R/eyP3qT/0+BCBiK79aszQJ0cMOSYCJGqtUK4YRJorVO0rSAB5US/iMMK47jgphCpYXCeTohVEmH+oF0fcYdQrghlDAhhRtQ4cWJWV6JllskiUlZBHGdQDBHK6M0AbWO41BGCaGGGGPRZkwpkoWx4ICxFC3KMlOYFBMFdX9hZc6v+9VRuFC/Od7oxb1OrzM5MWkNnd43u7ywWg8acIaTo02dJQ4ljWqAxMvU+MhoLZw/uNfqpFHzos5yUGGMZ8p0e9F8bjtekzU3Vse3jFTXedZPFe/nvJ+STmxWEtKlngrrWBDPi3hxZXFxeTlKMs5FEPr1SumZqyEmYRSnGkJ8F+IgrdEEt6trT2uU0UWRJ3HczdJI5WmeRWnaS5JeAm+XxFkSQ8/QrlXOqfUc4blQDMoZwavDWQCL6wjBGCGGWAOGScED33Mkxw5xSlwhfFeQX7w4XEguHCGBrVoJ6/VKtRa6rqDgvMksyRBvBxWv3qiMjtThRsdGyqRIGLoY4knHdz3f88oXTqnRqshUXmCdEXJNSRnuoN7v9bM0dTjfvHHDuklEA81aBfxyMUIpFceJNtr3fQdBoUAbU9aAQd1ud2VluY/B/U6321Yqx/ot0UmSZFnGGIPoe25ALKlUvPGJMc/zwOJ2e3X/gQNzc3Ot1dU8xxDhui5jpFBpmiHIUC7sY+h5CFUqfhB6WR71+y0vcJqNxsTY2NTUxOTEeLVatdYmMcxbL8tw15Jig/q9tNPpw/7kqSpS0uuW1ogzLoTAQa/ZbI6OjjYbzUql4vseozzJilavv7zaLo/O/TQtlIE5kC6jkjIHT8YkZ67grpSuI7F8nzFXCmx1RQrPWJKmWIGylgZBZWQUG+MwRiAnxijXlX7g0fIVffJirWQZDGGaZXg1Wut2t9WPO8pmXFLpSktpp9s/eGBmx46d2++488CBaURPnBjIYae7ND5Wf9lLXviqVz7liCOK+fklMBkOynGEI52pdRvXr9t89FHHP/IRT3jMo570sGMfuWnjkVOTG5vNEcZlHEe9CGtcWFg8uLQ0t9pa6nRXur1VPHv9Vj/qtDtlQi7PYm3yDAFnv9PponF5ZXVpZWWp2+1gRVrnSmVK51oXjkP8AEtmQeD7WKTnCAHzq+MoWm21WhjQ60cJrr0KZbSxlgmurYlTeLCkF0W/uAb8t45gD9xs0CXsOiHYaMo545xTxqy1qrTgSZomqIdBMDaGU9sERJxzRqgVnAqHS1c40GYHNUEERzFrBYYZfaxWqsisNYHPJ8ZHjjpy88YpGNhGrVb1XccanWUxetCyqzXGWGuxTM7KwhnnjDmCOhyfC6UTYxJX0mrojNT9ZiOYwJ3iRHVqXX3jxrGpjc3GqMPdPFOI1JbjYjXNu0nWEhLhi9Q6h40h1sbY524U95IWstwLK93VCF8cCqPlwd5Wwqpkst/rep6cnGhEyXKSrz7t6Y9/2tMfd/yjNz33T3/39//oSY1xKf0CT6+qwzqtjznLnWnLk5FJL8rm55d3a9t1PIVQQLqUccxp06To91WWFYxwRmHrDUyxI8TUxLrjjjlm88aN1TBE9FOtVKglFB0I1ksonhTbwV3X5QguCqWKIouTqNOPu1ERFUVSZFHeb0VJL2eGu9wVzLGK5qmK+mm/Gy8vtlpL3X47iftZ3I+TGI7UVCpeo1FzAykdTrFjDvfDoFavVrAjYcg5y3MVx2l7ZRXOCooWdeMcBikvPNetYduqVc45TOviErDDUGbYJS8MpOcQDpWylhJLCCVYBnUct1qpgn5KKQQsS0v3leWqF8d5oawmUOs8h52yjDMBZRUcFcLK8ZBGa7TVhsI/WwKJ5JZzSx3CHMpwZM6SFKxIo1I4HS4k2pRWwJ4X5D6VesMXwmR5P8/72sYApfFMmShcH2GNIx2aZT2lkjDEhHbfvjsXl2aVLtIsYYK65b9boXu9Hmyp4wguQDIljKLiuC4MUskHRpVS3W43SRJtdPkJioOelJJywViuRgcAFIGt8QTtMHNCcGCQUnIO7hBTmi+LQZRSa0sZA9MpxWyMQ1aEcFCkRwi0uHQGvW4/S4u1npRShh/MRsldC2VElfk8YlCs4ZgV2KSs1CvMI0aRHFDk2ioQAyMehiFIzZJYq7QoIJGxsbj8sq7HqSBJHmGN0pHCcQl3M0VW2un8cg5LSzlBK8MHCVVzOWGMEtd1BOdFkRmrrcUSsZ2F0rnSeBZGo1FJx3ohz3Wc6oiIPNXdm7ddt+XYjaNTjXa86lacxlizF/WB7mGPeES70zvu6ON0okLmJO3epvF1jzr2+KTd6a+2YYdcSeOoOzU1csTRG+Btj3zYeurlItReze6bv2P3/K3VSTZ+RGj8eKG/f7G7P6Pt2qg7tr7q10ScR8ut5eV2K0kzSrkUnhCOVpoSrAIpBL9eq1YCj1Gdxr0k6hqdmSLFk+gCF18qi7N+L+62o34nLk1SL+53k6iXpbFGqk8bponv+qEbeI4nhZSUo4Vp4zIeOG7oeH7ZSCjEQBXMGExfx2Z4HmfUd516rTI+MnbX3f053htrpd6o1ctSrTeq1WoQBK4PKqDd2FxJq1VvfHx048b1W7ZsPPKoTTDpR2854qgjthxZwhFHbNq0af2GyYmJ0ZGRerXmOy6njMEiGGsKpYpCcjE+OnrssUc/5jGPajbrXIjQDypBaFd0xIYAABAASURBVJVOk9SRTqPaCLyAl/wkYG/Uj3u9fr8PxepBNoSAg3erMCvVKlyS4wilin4/AsDCWGtr9drExAQ0Lo77C/Pt/fs7nU67H0VaK8dBM+wElKL0NYQYzimlRqlMCDI62mg2G4SaXq/tuuiGT2xiYvzIIzc3mrW8yJRWYeBBZ2VZqJTM98NGozoyGjQagRRulmYxAr8oSdMiL4xSJlem0CTXJstUv5u2Wr2VdrfdBbFZaQAtlQ40mhNCtNYKRWtLSmO4psWlyldrVazI95F1g2UusjyjjFYrITggHShLkaYxxhFiQW6/jxCpg2eSpFlaFJjYWMaADFMYS9CxUMqgRokgFicNp9PKb71l5y1bb19abtdqIxC2PXt2HTi4t94MX/W3L3/py55bqTFD7MhYgH095thjH/Ooxz7m0U980hN/E/CYxzzhmKMetmH95vHxCYSuaRLNz8/MTO/bf2DPgQN75uYPrLbm293llZXFxcU5fFpcnI/iyNjCEp1lSRz3AQqMVQpb3+0la5QneV7kOUjV0CwsCsyxlhaFyrIsilJE0iurrdmFpQPT8/sPzk8fnJ+ZXVlcaC+vdNvtJIpVux0tLa2utnud9v/gkI5SSDlYB+XjjCHvTcBUcBBPuAvIU6VSCYIAz0az3hxpBAEOY7ArDmw+g8pyygXiY4YNUBaeQDLOtVF5nqlCVfzwyM0bjjlqy7pxlDGk2Zsj9UolKFTR7kC8e4VWgAy2DHQwBjoMVNMSyKLDBWeEMsWFllxzWhidaBM7UtVqol6Ta/FcY3IyBEytq46MONLNDY1MaQ06lComYE4wnDoOIkiWpSqOsk476XezuJenkSIaoVAomSdoAGMoWJCnJk0LY4zWeZZHykZHHDN51HHjW44e2bC5mqmF67dedO0N5+2buWmpszdV7YL2V7sz7d5sWqy2+7O9ZJE7yvXBECI559B94UBzi0xB4ozCKiinZHJsDEZwDAeuam18ZDT0fAtTTiG7hdYabFdrhVIqhaDEIoqam1mYn51fWVyenZ7bt/vA9P655bmVpJ8Xqc5TRTRMp1TKpkmpt1I4WaaStLR37VY7imLHdWBma7WKkKzQWZJGeZGB31wy6Uk/9EAltVTlRdKPsiwDB4oi7/U6nU4XIYjrSM91KCUKgX6W9mFF40iVuToOZ8uE8DwPUzAOWTLaaHTDQhhb47y1RVEQSoBnbmFhpd3qdLtxHJdT5CYtb8eskJwxShilCHqxfmJQFZBMTUyhqCYukw6VI7Vms9ZwEWclSZ4mpiiyOE2zFJ2ttkWex31EruQ+lFzFcdLJi77j01oDa7F50UvTdlH0jU2qdXdsvOp6tNNbOTC9Z2FxGrKBnZGSw57meVoUORcUq+CcgRV4hWFilMErexhGeYYB/TiKYrBFKZXneZGXYiaEkFKWrACLCOGcC+ClNM9zsAudwxA5Ts4YloiYMkNPz/fQB0goLZ2BNWZtvRQFox3HcR3XdT3H8eI40xqnL5HEaRQnQM4Y19gejYEWyM2asllb1otCxVkK/nPGsI+U2iSJGKcTk+OYwK0Q0iO9TjI+OXbkUVt8H5c1uOPWxuaq6OZpi9i4EspKxRWCaFswRgUERjqaioLIRPEop2kO58OYFxaJEha4qVaKc8Y57Ue9ftx3XMkESbO4yDPGS3EwSkEcOGMSXxxLWCZcLTytWGycbHZ1396FOyeOaDbWV52G5CEnHpvYPLXYWtqwefPI2MT68Y0k5VVZX51rV2Xt2C3HF6nqdnrjY2NpHmuqEPoe9YgjIt2lgW4VK127Utsg/QnbsTNdPR2Rhcguy7oemfJFRUdFZ6WzNLc0N7+IfENsrKDULwoWR5ktcqsyWwBSg6dGjs14kgUODx3mMWvyxKR9SQqHKofqWuBWfVdAt7XSeaELZbWxmnBCPekSgwqnmqRR0mt3VaYQ5NUr9aofVH3fLXWB1/3q1Njk1Ohk6PhJN467kaBcUpnG6ez07JpI/GIPxmkJjFBitFZ5FkPR8zxO84RQE1Y8x2GQd4ETpDDYKYRVMOZjY6MT4CZuaOsIAmFgqrWwErie77j1ajg5Prp+ah2uIybGRsdGmusnx485+ij8gYhWQqxEWmvXrI2t1+pbthy1ceOGIAikEBDvJC7/5Hkp8xDLKO4nacxKLYNiDXSNQ2nn51vLy20EfVhtrVZDZOa6TqHAhgwqBTHGFJxzaCVACM4Ysj4uZaZQCZ6MEQap8Z1qzReCdnvt5ZXF1dWVJOkzRhE+Idhr1GuB70NPPdcLQywvCF38rtYbo83GaLXStIYtLa7Mzs7v23dg7979Bw/MzM4igdvptPu9btztRXGSFhqEMKVJlOTdftaLMDukmkNTg8ALQgczOA40m1JmKdVCEnCiAXtXrwaByzkl1iiVa1NIyRykTIlOywKTUnBOnLUCIoFCSiGlRAU2gRArXYgGMdZqAxzCaJlnPIlot1Msz/XmDrZ275zZt3cuiYpmbbRabSwtL8XJ6jN+/8mv+rvnPv6Jo57Pjj568+Me96jNR2w86ugjN23YvG5ifaM2Ak7AldfqYVBxCSvSrNftIy23HMXtvIiVziA8Udxpd5a7/VVtMtdlvi9IeXLE2g0GTq3HFfdktVqTghECYvEVqgLGc8FdRl3OXEYgJFzDCSiMNElSRP2i19OddtFqF91e3unm7U6KZ6+vothkOTNGMuGTB3fBgh8oAj0PwuoQQq2xpjT3xsJyMgiNW8H2NnB8qVdrtUoFh4MyG4+qhxMhp5QSCKnFMGohg5RRQmCL8I7fnDMOuz82NrbliM1Hbdmyfv3USLMBJJ7ncAnJVmmaZEWutMackDQMZ6xcpinnJ5RQvGpdZEWS68zYwppC69SoxNiMMyV4EQa82fRHx/yx0WBiojo6FiDUq9blyEgVGgIaKdEFgkULbNhmqwqTJiqOMphcAk/HHM+puDLQBe21835XM+oHfpMxN88wl6HM5AqBS8/SOM6Xo2y+Ex08MHvLrv3X4Tm7sKPXX7I2ibN2p7fQi5ejZCVXfSGJ6wohOCFUFUoX2hSgHaQo8MlzXN/l9VqtjOcqVZi1wA8E5wZsMAZqAVBl0WAsOAAnTQ2Ne/3pAwfvuO2OrTfdctMNW+/Ytn1+ej7uxoIIV3iMQEuJLc94lBAslqJYQgh2hBFjNYCJcrXSEZQRa4BcCYHgw3FcSTnVWsVJlCSx1aWLDcOg0ahXqgH6YE9gPoSEslmldZ7naZ4lWWlt0ywtwDtKuRQSa+a4qiPGYP8sxeyUMM4rlSo0n3OONbW7nbn52ZmZmenpg6sry5RQD8EJLzEbA+o19BjnVGuUQVxrCLOUGkI0FZY7TIauD7tXcf0AVhBzGaPyvMiwm3me5fhJkgQxE7lPJcl6hBnGbZZF/ahtaRFU3aDqCMdSpuK0u9peXO0stNoL7f4ydtkLhBe4UkohQH85pRAlG0rOWwiA77ouo0xrk2dFyaw4yfPC2rInfrB2Y9YYRSlewZyigMhhH7A1P+lECQVy3w8YowSxEMU2lV/RSMEYYyhllBLKGClftbGGc1buqCM553QtLrTGIkg0BvtiOY44tgzKrYXTtihAi9kBqBsU/KKknANNjGiiGDPYI0KJahNZIes34wQ1Jh1eaAR/Vjhc6yTPOpwWngunYhgpVJFSa5BJ0dq2O/28XLSg3BdujXm4HaO6m4GqZq02UmsIykCK42BNTKk0zxPBKOOE4QMl1hi8SbxQkGAYw8Egp0JbkRU2Klgc2/behR3tfElUbWNDJVznk9AaVx1YOmAcO7sy/4QnPDnP7GMf/QTJg5137rWGjo9PMWyU66zftKGfx/Odhb7uZTyuTVWq60NnjLN6EdP5xWh3zyw49aKx3hmdqjhVutCaW+ku9dNerpQljJR5aQnvaDWnRiB2d8F1ZolVukiLLFFZanVBdJH1u2m/G0iGcxMq3ZXlLOr0VpeWFma77TYk3JUOJ0ylWiOZqSkn0hN+vdpcP7Fh7Z+YPfKIDZvXT0whg+VylxTWQSRABLjVw/FoebXb6sS9CCgXp+d2bb9z+7Y79u/egw38RUGpDKDXDFZeJFHU63RagH6/nWZRUWRQr2631Wqvtlur/X4nyyNjlLUQ2kLlhcpyrbBeTY3lhEI0JeMVPxgfGZ0YHR1rjoyPjIw2R2pBRTKW4jCaZe12e2FuVql88+ZNjzz+EaMjo47jVRFbQbVcRzrSdVz4GqhApRoSapXKQR5mlBLOxfd9D7INU9HrkU4ngQy5rqSUwGxSygOfrFsn641GpQoT63q+Ix0OtfA8ibCvUg0ZJVwwP3C4IGnazzJErjhlFbt379q3b9/c3DzMFDaJC47MX7Va1VoHQYBKrV4Lw9AHWV7guSHnDqYjlMdJttruLC8tLy+vLiytLK+0VttdQK8XQ2QciVRIwJgslM1SuL88SROsiFLtejwMgwqYFTiOI6SkXFBCLcyR67KwElRrAULqIHQ5B7sLxqnjSNd1GIdeG2sNhuFVSgkrhPoanbVqpY6K47pFkRdFoQ3O/cx1w8CrO1AY7WUx63aKudnOzjunb79t1969B1vtbpFpcGZ5dTrJFp70lONfccILf++ZT/UDLphpNutSSsdxGaUam13uepJl/TjppGknz/v9qB2nvQwKxLSUREoqJOGCuK6o1YNGs+r5niWl6xkfHzn66C3HP/zYTZs3j4yM+V5FCk8KlzOXUk6I5NwlVlgjjeF5aqNe0Wkny0u92enVfXsWd++a27sHG7SyvNhvd7JuJ+92s34vzzJmrcuY7zhV8uAu7IEjr1KpBUEFW0UsrKoxxjImPM+vVKq1Wq2KUqvgd6USQBYQkLk+NINqU5bB00KoCASQcZyujNEaxpcHQTjSHJ2anNwwNbVxw4aNGzdWaxUukSIq4jRJEQ1AIIoiK3KFTROCsZ+s0VqYRUutpaSU17wo0jwH5KrUN2K0NcrqnEIyuAkDWa/7zRG/MeKNjYdT6xubNk9sOWrDunWjQcWjzGijtNH4KQqTZTpNizzTxlIh3DCs1htN1/OSOO/1sqinkggWmDMCFXUI4ZRCc0SO0D9tRclSnC3lZsXwdmaWWv19S629re58q7ec6zjN+wuLBxeXZrTOsA6IvesE1Ioi0UlUZImBkHquqAQejIGPiERI3/OqlYrnehbrUcqAyrzIsjSBYUhTozUllDPGGRdMcMJVpmBgV5ZWOqudPCscLqpBFRD6FdfBiYRpYyinAqc3RqI0zm1muOIud0IHwB1BBeeu4wW+47pQrbWjoe97Dqcky+J+r9XttbI8cRzRaFRxE1GvV4MKttHHxrm+KxzJOSeUFFphO8ogSitDqAdEfuC4PuXCGGyZpYQ40sE0jpCwfPguJVdGQft7UW9xaWF5aTGNI0ZJGHi+L0GANZpA/ii23hC9hkUbqy23TFJHEimpCByPWyIorfgB4kT0TeJYqUJrHUX9uCxoSMgModQcAAAQAElEQVR9KtYa6UomeZRG7U47V5nrSz9wDS06/dbS6sLs4sGV1lKuU+kJ6XJlC1DJhQSItSeFtFlqrC2UCYJy3YSyLC/6cRRBwgrcOKABiqMpwzYJeCzGmbGmUAVAQ3GMzqEU8IuUuJ7rh5AUlzFG1wqWhd+EItKxKJRSfAJw/FCq18YLKbGjci3tl+fKALtBX8Y4FxzejhljrEHIaAnYB4z/BcCGXZMCO2hBg9Eaew0KCcWW5n6FQII3H998+KOO83wRJx2CLILDkwxM7/our1W9auBRoossUbkmmMJSToTDPcEco4jKDWcQhhpzQ6uNHyBkgYcS1BS6SPAr8KWUIE9RagPPdR2psSSQQRijHNqBjSZEl0EphSFIFU00TzPW79vVW/Zev3tpuzPOJo8bqWz0dZjzpolkv6M6/khtdGp9q58+8gmP7WXJ3pnZ8Q3rnUrIg2DD0VtE1XVHgoXeUjBR0aF1x30+Irp2qW/meCUJx2kwQrmvMgLz0OlnUYplUOYGQRBWPbfCqEMhmQJaUg1hHX3Pdx2Hc0aIVarI0zSOAcQYVwqVZ6bIm/Xa1Pj42EjjqCNwl7Vh3TgyWBvGRyeb9ZGR+si68akjNmw5cuPR443J0croSGW07jd87utEtxdas3unZ/bOtOdbCwfnZvdNT++Zmd47M71neubA7NL8Uh4XJrNLs0uzBzqrC/dFC/I8K2AcwXYL3hdpmkVR3I+6cdLv93uddjuKemke54AsibtdnMrmFmaWFxdby6uryyurK2vBZRQXeW6M4tQmSZInWZomSRzlSABbwhnL06zb6WZp1l5dWVldxkyVarXZaDiug9kxqSogyoYSCrWSEiIpCKMQZd/3GKNRv5+mqRBMOpxQKwWrVAhjsGDEdXFBSXrdXhzHqlCeJzdsmBgbH4fzCgLfdYGKc04hWzBomzZuHB0dBalK5bQ0gEmc9JRSWufAj6AMUd3MzEwUR5wzDK/VywKlcRhUM5CwAlQKKhgphVNDqwjVyqrCWMqp4HKtuK7HmVhTtlKRYBkKzGAMbGkQBtbqQqeFSnL4CZNxYcPQHRmtjYzVwoorhFEmVSqlFGk54rrccYQfeBjoum4QetVqBTyhzGqjjdHApnWu4EqMYQydHSFhLKnRpih0lms8rWGUCA6t5AGjPjG+ymUakc5ycmDvws03bb/hulv375nWhWXMtrpzab561DHrn/jkR05MVo1NgSkHe7I0TuIo6kX9bru9urA4A9/X6S0XKgIxFKYCGiuIkBQrYtwIQaVkYCPnlBBNGanVw81HbNi0eX2jUWOUF7nNMg2pgdMzumSjVsRqHkV5EudpotfAxH0Nw7y8lM/NmvlZsrSoer0iL2CypDGO0jzLCfyDEKEQFelU/su2PUh/w0o8UJRVQsh8s1Efq9Ubvh9KiJuQnuf7gQ/T6q0V1xWQJy44xaZYY60htiwGxeIFrCSUccoFY4IQij9COLVqbXxsfHJicnRkpFoJCSNpkbZ7iEla7X6nn8ZpkWWq0MQwwQmEiFFLYA5Lx0gR0lEK9VCG5jBWhVbaagPFwJSmnN3gdGwFt5xDaKzvM2TsNm4aP+qojVuOmJqYHAkrMAHEGG3XSlGoLC+KQuMdGuf5flit1Br1sBJCJbJU9br5ylK/tRolibYGq+CUcEIIF8zSPFf9vOho2qNuzNwIgV1SrKy051vt5UzFgNXVxZWVpQgmp9tPokwXVGdEZdZkBLgCV9Yr4Ui92qhXYF0EZZIjvnI4nLrWRmmsyGhd5Dm0JUtSrSDUMFklN0ADCA79sNkYmRydXL9u/YZ1sFWT9Voz8Ctw/Y50CaEG+soZ87lmppt2e1kb+enUJtSlXtUPaoFXCbww8IIAS0ZgB7sA4+RIzoixOjdrk8dpj1DlIkuAAMpzXN/xAy+sBHhKzxGOYIIRis2xhhIhpReUwZzjeEI4FAptCPjNKIPkhCHsqId1FUVureWSc+wWwfYVYeiPw2HBRpd0a6D0HMcBK1RBsQrGIElgOtWUW+lQKQi8PaPKEq0xvSOlIyQlVOm1olRWFniNPE0zcp+KZcj8aG2IH1YqtZoyZnlleWlpcaWFa5jFGOdZQR3flZ5LQYgxpSgppSEpBsIPogACOmAJjomkUCovlMaWWHwFWAi2MWStAb0o44xyigaFndboqQkFCQzt4DAYBUCFUKKMxoIoxXIJpZic4hX8RJ1zDryUlYUQixZv7WJICFkURZpA+AgvEUl8xBB0tgYbAlqAo8SDX4Cf1ChFZ2PBYzwsoUBMDNGM28nJ4OjHjRxz3JHVql/o8r9OYNykWT+K2lLQ8bGRSujDUWA9jAqIt8O9pJdaRRzqJJ2ktbjaX+0Ircfrtc0bN2469uhHP/y49ROjrkDCCXckJkt63fayUWnFdymBQyIWYmQMo1QXKolTlWuLPwrL54wTAuGQVlYYC00mooi3DnR3bj1w3cFod7iRb37C1NFP2TR6bOisY7dM36Z8smtxf48mxz3p4awhD7ZmjE+6tr8QLyqvGD1ilI8IWmcrarXPe6SuvTHWWO82p1y/QVLbnVs5cHBxfyfueqFPGCeUCeG6Dpy6z5mEYvpu4PuhQIGIM8mwbRTCgJ/SnAVesH5q/UgTBrBCKel2u51OxxoThH6jWvOkA6uURmmRYPW6344XZ1uz+xdX51sLBxZ33bHn1hu23XDVTTdctfXm62/bfuuOPTv27N2x75Zrdt12457WQtvmNGpFc7uX926bby9GtbC+fnzj5EgDKkN+8bKysLi8iDu35eXllaWl1sLCysHZxf0HF/cdWJ5b6kUZrLcgJBBOhXMXItLv9hZnF/ftPbBr1747d+7btXv/nr0H9+6fPnhwbmZucW52sRclnV602uosLyNf1YmTJM2yGNYtRUyQpKrwfG90fNT3/dVOa2b2YBz30zRaWV3u9XtpmhaZ0oUtCpMnqt9JCsXTnHZ6ab+XpGmWpmmW4AieuRJnPEQ8xMVJpjDdTr/TipKYCFathZDMoFaBtWOC50IkjpcEoQpDiHRtpFlBaNrv9FWmjDacYjupMUWzWeHC9KMWRD0M/UolkI6ohtWJ8Sld8KJgWWpzGPhc59BckluWJ0W83G6v9ntRjlfq+l6tWcOt7Oh4s1qFtFDBjTFpkSPWjBktXEmqoesHwnUZY0brQiFJQY0fyNGxyrp1zWpNuL4hJCtUVOhY6VQbxRj1nCD0G75bc2XowZr7yBFyY6DuOaOE48carTXes7RI4zzqZeAltQ41QhU6SaMkb6d5Kys6RdEjpgjdSs1tUuXP7mvvvmNu7kB3YSE5sB8bFlX8Gsz60uLBtFg95mHr1m30eunBRM21+zMr3Zl2b7nTX213sL2tbtRTKhUOr9cq9UoV7sJxXApLUihV5FrnCuawyLIsyRDZE1ar1RuN0Uqlbg1fWemtrgBBmsT4mClVFKrQutBWS+H4HtDVR5rjE+MTG9dPbd6wbvOGxvpJt17ljZrTqDXq1Vq9Wg8D5C3gQLjvefV6tVoNgsAjD+7CHjjyrOW+Xx0fWzc1tXFyYl293gzCtRKE0pGOIwUKLBWnlBljS4GxFtJG4SFAlbGUEEooY4QTyh3pUQ7rDatluBAla13fGpulcVbk/SRqd9udXjvCq8oVNZZbwmkJEEdKCSlxUUvLQqghDOfxfqKipEhzWygCgN/FpEobXRalIQFFanXhOLxRr4yPNeq1MKggSOCUWeAAZZQSBTlXhTK44DOOJ8NKIH3pBo5fdZ3AWV5dnZ6eX1npxHFuQJZiRW60Ah2Mc2EJyVWaqdjQzPFM2GCNUadSE9aiFTYqyrMkinq9bq+92lmcX5o5uLA43+p3UltQl4tq4NZrtZF6rVELm41aJaxIjjiRlMsklBMGBjuOwxgHo4wxYAFbK4QQvFprOROe9Ct+tRrWapU6zEWt0giCipSOEOUGMUHBQ4awCXdhTMUqbkWrS92F1XglNYnwWFAP/GooHAe2zfN9z/HcMlXneZ7rucJzeOAL12GUgbuFIQVhWjrMD2RQ8QGOB9TMUoLY08DhEmKsJYxxKSkr990SaozVRqMdLVI6YRBCt7RGvJUaXZYkjZQuwkply5Yjjjn6qMmxUUSJQCY48zwpObNKISDijAmCF84MLUEzm5siLuBCVK6pJQbTaC0lpMsXUhBQzTGIDgq5T8VYkaSqyInnVYJKLSv03MLS9OwchBVL49JxYTVcz5aSoIwljuMxWv7lRQOKDCOWEUIp4agwxuI4ieMYhpUxKsviMMYJmGYsQxPFKi1WAXlEH2MMpRTtUkjXdbEhUkp01goiW2izFtIRCt1AJwA+2bKA/VBI7IYlFHXQ6GBjXc9D1zzPswwJY+Y6PiTEGFvk2ALLKKfl7IRYS9YKpZRQlPIFvyghjFK0GKu1UQpOTLCp9euOOXpzternRVToxFLoY7fbXwlDZ3JqgjIoAlOKWM09BzZ9tO43pXFpSnU/L3qxyNSo666v1TY1qsdONh+9ZeOxR6wfbUBFqSMIs0Wvs7w4P5P0O46kjmRaYyNyybnvBHlWtJZbKtMO80nOGYJAChkW3BNuxRFVboLCnxCZ192+cOMdizcuqL1dZ56Mx94mUz/Oycf6ZENx5G+tv3H2Or6BbnzCRFsuhlukv4l2xaKqRqnfNtV+l87HYrnPFnpmgQSpqJhYtVe7C63+Es5FmcpyozJVEArecKMR9Zbs45xBaqVkqGhNlaHKcm2lZQ4THscJwAsJk1GS4TkxOTU+vi7Jijt37rrmyhvP+taFl5x/5XU/vuXay27eduOOA7v27d6+97or77j6B7decdlNt1x/+6033XHHzTv23rl//uByZ7mfR5pryRSf3rvSW8ppISpOxbGiu5r0pot8wc7tW1nYtxw4lSOmjtg8tb7czl/wR6IIQa3VBclzEqem3VVLLdXq2tWOmV6IZxb6q50izyXlQb0xtm5yI5KL0g0LKvu56SSql+l2nC+2e4tI2PXTdj+aW1paXF5daXda7e7SSuvAwdn5xSVImKWk3mg2R0YYp3HSi6Ner9+dmZ2Znj7Y7qxGUT/LsqIojLbEwpvQPLfLS/1OpyiUE6e63UaeLwkDp9kIqlU+Ps62bAp8h1ptskitLPSjLmGkrgpOrR0dCSfGwyDIPS+anBCbNwfj41DGfp72rCniKFtdilRajDaaG6fWjY3UKnVnfKo+NtlwPChCIRC2C8dqRo0zOb5Z8kq/m6+s4FKjm2SRJonjWzcUStDU2lhlmdXCl5V6WK35jmNdn1arolrltSqv12Wz4dZqUvAsipYlN416MNKsVQJXcgqxTxNccMeOY8IKq1SY4xaMpdakcdTrtFo5RDCjWUyZ9YlxQY/vVqt+zZWu4JQzIkT5NEqlUdrvxFE3zRNrC5l2DSp5mqVZOytWLF91wp4fZpWQBFLkPcVTXxT1tOPu39299qrt11135+Jc1FvNW6t9pQvGSCow+wAAEABJREFUM+71RtazkfWmX+xf7O7YM3PLroPb7ty7fc/BPZ1eVxuTa2VhMnIYcEoNiEywpUkcqQLthlijiiKOENTn1tJK2EhibC7Tiu3ZuX9hdtkRjusIY5UhiiJGJUrbHPqEV4OCk7wlnpTNamVypInT4MapUcRzsLkF1pT2tcoQNLsu8X0WBMzzCReKPLgLiH+gCGy3ulmSCeHUq41GY6RarQXw4X7o+4HrCscRUjLOGWOw85ZSRUowZM28UcoGwKgglFPKgYdRobQuCmVKhbRGqTSKEe7EWVrqLjY2ywqjFPbZWoNTOaCsADnlnGMmxiC1lBJe5KzX161OutpKoMVRXCSZzTOrtFVAgdjDUs7WKCMgyRBqKSNMWIRhnBPKDGOaIWpkRhtQlGV5muUJc4gbSgE/6xAn5NWGn2bJ/Pz8wQPTM9NzKyvtCGY4VXmh4W2VhnwZrbEYA5y+L+oNf3yyPrV+bGysIaWAHqZxDNlN4rS10l5eaM0eWIQhTiPtirBeGxlpjI2NNEea1UYlqFcQluFIgcQJOINohQiwTEpXSLG2csGF68AvQ4AlGgghUjjVoBr6oSc9wTgnXDAn8IJapY4IgIJXnHIMcwRzGTbBcksdmpG0X3S7GeLKmPncq1a8MBCOQ9GDAQ2iB68SBPVatVatVEN8lJWKiz2n3BY6U6bgkrme44WuF+KX5IKa0pcpY7WyBuzPy00ubLl9CLOIwWcoLyEgm3PGyh+qsdGqSPNkdXVpZna6F/fGJ0c3bVy/bnxs4/r16ybHKwHuJmB/NUYIzqiFj0fAQYi2RhmLaTKTRXnUjbrtnsqVUbZIldY44jv1Ri0IkekQiEwdB8xwHccBx+4DJIlVhcgL1intdb/Xx0xcG26J8MM6Yw7kNVfaQL6E5I4jHE8IT3CHMWwTp6SM6qwt4yQ8tLZagyHGWgCWwyihKIxRIQSlRGuNqAuACiFEYP84LysCW+TwMv1mlVLGGEYZodSUeMBpylj5ao0BZkqpNlppjRkF5wjSsXyGRg2mo9GuIXMxBLMURY4nZZxBPSwpCcV8h4BaSgkpgXIhKWXobIGXGCFYc6zBmNUGgW6GZ15EWR5Bs+rNih/6nX4CS04oJvKpcYlyhIGfaYz4zbGgubE+dtzk1MPWTW4IvYpKWGeJdBcX9u1sL8/mWS+J2532YhJ3GFNYNKPa9QSzECMdeH4lqORpsbqwohLl8ZBbnxOfUY8xSQXX3ChRWL9om+Xc79c2S2ci39O99bLbzrrx4A/nzc68udx4lJh8ath4PGdbop3ZTf4xxaan1DvBwdGHO81juTuVrui9ub/UJQfECGLPuYOtbSvRwW62OrNwcGZpJspTPwgr9TrjotPta22NplmWp2mqYZuoFRyMhKgUirCccG2Fxk0clZY5hLvcrSS5Pjiz0O0n8wvLuI943OOe+MQn/0YtHBeqsrqYLO6IVrdny7ORKawnQmkFNsbjvLOSt5fyLNKSeHW/2aw06n6t5tUDXhGGbVhfO+7ITRW31m8lec8yzmTA8q7au3324N6ZuJuGXp384mVlrayitNqdbqfXX7PUpZITLLfdjbu9pN/Pk0xRxr2gMjY6vnnTEes3bBodnaw3RsOw5nqB68NvVMJqrVKtw5qAe34QuJ4rnHLLQCqhlDDWqDWDIIC4Qh0sMUWRxYhbkn6ep6rIkzTuR1G/j0eUp6m14LNDLM0LkyZFEqMt10oRahxBQ98ZHanWq1XPd8vNSPMsRQedxKrINJSKUeI6HMat0QjAxCDgvoc2hYlg0VzJahUJE+g6klMiGIHkaxzrIYVG96Le0vLi6spqnuTUcim8MKzXKw3huHle4Bhf6Exg5+qVKraoEsJ2Y42UUSa47zvVajg62hybGB0fG4ELQBjSbFTqmKxaqdUrge85mJQzQi2UPU2Sbq+zdoe9lKYRYbZS8cbGm6OjDc930iydn5ufn1vstHu9Xgw+gAOMcfA2DMNarea4kq8VNFJayiWMldYUZ3RBHU4EPgpBmbRMaiE0RwXr19Zz/bHG+JYNRx69+WHrxjdozfbsm7nhhltuvXXb7Oxsv9/FQguVcFlMTNYe9Zhj06K3d/+u27bduuPO7TOzswjaQXMHItPt9rpl6fV7aZykaVZ6UKWMMVmWx3EMtoRBUKtVpXSyrJidmb/llls77S6zHDIhHcdxHc6ZtQYiQazlaKZUK51mWTJAWBRWK8aI5/iOlLTcLFVA+YzhjLquoNQWRapVrk1BHtyFPXDkrSy3lldWWq1Or48jgqLQV15OZwl4KignYJy11hhtTGGsBliLUAntjDHOucCTcE4YJ4QZaBVhg4pWKkuyKIrjKMYTVw6tXhtmIcmzXBeAVGXQ0FznyhpYccooZmeMcQBqlBXKRJHC+WR5JV5txa120u7EnV4S9fOon6VJXhSGGMrxB5a0MEmcJUlkTE4p7I5m1BBiCNUIEIzBWTvp9lfbvVZhchkI1xeOz4KaV2uGW448olat7tu396qrr7rxxhunp2eRhej3onarC4mhlkrPRVgFPaw3q82R2uh4Y3L9xPpNSD3UzFrx/YpgIuom3Xbca6dpGc8FI83xybHJyfHxidHRkWa92awL0EoIZxyDVFFYY7Fmo3SSpHmWKaUoIUJK13WllGCEYFwy6Uq3WqmOjIwi5q5VanCkrvTEoHAOVnHBhSsIpwhChOdUmpXqaMVveAhYZSid0HVCT/pA4wrX05YACCVA4DlADvtDHcFKw+tixy2+g28IiDmWJAhj1gs8L/SEI4WQjutIx2FCGIJrQWsIlLDcd2MJtYxS0MMJYVmWLi8vR31sf7zaXl1Ymu/2Ohi6efPGkUbdc+W6ybGpyYlqJWTUag0DbSWuTqzRShNjjTIG+lsYSEceF3E/SfEnieMkTtPEmLKz7/me54NXDopbUgUM901Tej3MhPtKNr/Q2n9gMYpUWMGGjUu3onTpSwqF5UnXr4ZBnTGvF+WFsQ4CEOFQijQVNYZqrZWyAHBJSoGdLRQEvSgU+lrGKAdDwU1r0FIUBbqDWsYZh1gwYAALLVqgenhSCs4zzpkhVhldigqjjDFKiDbGaAM1JNbqtYJ+UkpKGUQIDag4jocWzvlaH6sN0JTI8UpIWbGWWltWyFrBbq69UcYlGoBYOMJxsDriusAktc7zHMyPCp2FVbc5Wk3yaH5hwVhOqSedOqN+3CuWZlvtpR4vhGNkhbpTYW0CO4Qtay2a1QXaXbSd+c7iQWbzesUTTGdpJCUbH8Nlk69VLgVzJHel4zmuI0Qapa2VftxLGXFcUWVlVOdQ6mpLkiJOdaJlYf3CVvLC7UVsKXGWSDPyptRssuP8m77zg+3fveCOb141c47esMK3dHenN9yyePnVe849++ov3z5/xcHolqViB621WaPd3GhHNtqxzcytqUzFGhINbaIkL1SeK0MYnJGxLFN5gVfsMVGUakawiWlRZJZxQx0NIEJZAFeWp4WpNsaPPObhy63uHK4yl9u7903XGhN/9vK/+Ks3nvDM5/zmxFF1d8wNPL8ejk6MrZsYaVJGsxVDUkISkvZsv5P223HcSdN+DlclCJ8aH9+87oiaV++2er12NFKvbD5ybHSsOjZeGR2vRZ1kZt/s4twydvAXBezuAIoci8a6lDWmlBBK8FSqKIq8yDMNVSXEcWQQhtVatQoFDgPPg4gICCdnMAzcKS2YI4UUQkC2IYT4BHmGYFsDi0fcsn/5FURaC3nWSqk8z4sC8xo88yzP87JFI4628ESQMYgrMXrtK/ZAKQykjEGngiCEHcBcxpi8wMBc68IYrdHbYjoqhHQcx3U9rzQXHhfSWhzUtYWxFQIfHKxHSuACNiyWUMoZRyUD4weRJRL4lEgpsFLXdfG1KIosAzeM5ML3fBR8ZaV2W2M0Y0Q6EtOFQVgJK6DQ9wPP90HDYC4pJdgCGAzBMrFqIEzXCrSVEiJBNSZzXcGRqoSPgPmLYAWzLFUKCwT5RAgBVMAJyoEKDCGElnwG9QbbZ1AIdpBYIKT4TDln+IPN4hhVq9eazcbY+NjU+qmNmzeuWzcZBL7RanFxYW5urt/HMQakGbCSMVGp1CYm1lUr1aJQnU6n1+vFpWePUEHPOI5Ae4aSZtgDUKi0BgWUUtCgNQjARohB0VphyPIKHERfQaLo2kKExBIIKeUNT1BLbCkbGrjAnQJLNsCGlbquAzyo67WCtWIg+ICnMdZYiycwPJiBPXDEWUuTJGuttldWWv1erBW4Vk5njAGDyJrdN1atgbYWAONPKGWMQjQY4xwbxSgExlpsgMZXKqUryr/Qo3vdPsLwKIqzLG93W9jFJM201YQS9FOm1DmNmUp/QyilQMo5Zwz4gJBQ7lju5gWFi+1203Y7Xl2JWivR6kq304k67ajb7nc7cb+f5RnEzChltAb9BPrIkTekoFYbTGIKY9Eh7fU7ne5KrhLEc5WGX6n7tUZQqQdHH7P5qKO3hJUwjmOI8t49e/fiqDI3v7zaThPE+zwMwibKCPLytTAMUGDNRkdHm41GGFZGmiMbN2xqNseVJnmmjLaMcN8L65V6HRFYEPguXBRiKm6VwsphBQCcMY4fSqEAnW6n3el0ez2sBPyAsoKbAEphyKw22pFuGFRCL3Clg0a0ZGnGGIMcE0YJZ5QxQg2hCL/ckbGR8anR0clmrVl1A5dIpq0ugJdzLhzGpdEmiRPoYrfTxVPlGXBIwaXkjidd33F8wR1BBSOMQgRcDwvwuBQCv4PSSvk+Dtlu2cIlY2XYAZopqOAgo9ThPC/ATADiucXFRVDbGGkgCEZcC7uKEyomERy7jFUazjANMRA+raHQjBBMzAjnhFPw0hBdKJDf65f7l2YZ5tKmDIwIpVwIxinAMkooJfeppDlJMpvm1lhgcwl8s+GUuYy5KgdiKQU44uEaKM8tAFJmNVPKFgqk6bwAqEJZpY0yQIKgFEEB9g5bQgiIAjCKiiZYpCoHmfI4wkRJOWEICQgYiYUqU2irLDW0XLrRRqPgF7BSQjhjlFJj0AAGWAbOow6hwiSUonOe5+gvhQiCgGOjjSlApQWHOWM4SOCjJv9lNFEhEMcSCPASQ60p27AlhFB4KT/0LcFsyvVYmiVJGlmiGEc8zRzJ0zTpR4nj1ZSV2JMssf1+0VqNOiv9uJuaRNe94MjJqSNGx0ekWFfxHnvkhqc//hFPf+Kjjj9q0+ZNiOfHapBoh7uSuQ4XDDOBgwayFng+pTTPVBrHukv6q1mRGUdWicEWeJy5lvBM6dzkwuOpjvrFqvGyYJwF49R4USZbqVhKvWUzvrrq7bijc8WO7hU72ldsnf3BdHZLuCmrbMpSd1aOdKsbCt5opWxusb9jObqjW+wraA+S73q+BxoYzwqdZsoa5gcheGI04Zw5jgBIh1AGT1UYCyDackhKCRqBHi0MRd9WN1pYam064ugNm490gyoT/oGZ+Wuvv3nP3tlnPlUoo7EAABAASURBVPM5//wv//Dc5z/zqKM39zvJwX3TMGiudPymI6TglNOMxR3Tbqe9bpKnWlAZehVPBGmUrS61km7qMq9RGWlWkeqGbk1snNw0Uhuhlvfb9+Uf5br6tkXAVbfMX33z9A23zG7bsbhvf2t+trs4112e77UX4qXZ/o7tM1ddefv551//9W9c8rkvnXvqN35w7vlXX3ftrXdu37d/3/yBfQv79y4Cdu6cufXW3bfcsnv79unbth24dduBW27bv/XmvXhedd0dX//2BR85+Wsf+uRXP/aZb375WxecdcE1l/x42zU37Nq2fe7O3ct79q4uzqfdjol6ttexK0vZ4mx/9kB7cS5fWbBLC3Z+1u7fq+/Ynmy9uXfdjd1rruv84NKZCy7ee/75O39w8a4bb1zatzfftyu64Zr9552z7dSv3PCRj/3wPe+78KMfu+Y/v3DHqV/e+bnPb/vkp677/BduOPu8vdfc0N16W3btjb1Lf7Rw2hk7v/bNbd/8zs7TTz9wxunTZ50ze+7582ecffC0M/d+78w9X/z61g9+/OL3nnTOiSed+/kvXX/+eTM/urzzw0u7l5y/fOZ39572zVsvPHvblZfvvf6qmWt+fOCHP9h98bl3nHfWrWefsfWs07eee+atF5x3xwUXbL/wgjt/cPGeSy/Zd9FFu889e8dZZ9x+1ve3XXzBnddeNXPL1oU7tq3u2BbdcHXnorPnvvfVvV/93M4vn3Ln1//zzu99484fXza3d1e8MJ/v39e75ab5K36459KLt194HoZvPfv0bRecveus0+74wfn7f3zp/LVXLG+9fvWWG1dv3bq67dbVHXe0du3o335797at/RuvSq+5RP3obHXhd/Lzvh1ffHZ0/gXL3zl72zfOvvbkb533ia+cedKnv/PRT597xuk7L7+we85341M+MvfGv7/mL59/2vP/8CvPfvqnf+eJJz718f/x1Cf869vefNYF5xy87Zbkzh3Zjh3R7bf3dmxP9uxWt2+Lt27t3nBD67rrlq65ev7aaxZuunHljtu6u3bE0/v1wqw9uC/fsW31+qv3n/7dHwG+/Y2Lb7hmz+JSttLKZ2b6u+9s7di2smdHb2ZvMbsvP7gnmt7bO7CndXB/e3amv/9g/9Ztiz++et9lV+6/4mrAnTfcuG/rjQdvuG7/9dfuu+nGma03zF175YErLt/1w0t2XHbR7T/6we3kwV3YA0derRk6nix0kaRJoQrGmZQOh4HlQgpXCo9yyeHbSvfuMHzkrqAONwiZBOyOoJQTS6ktgzQL/6PgJITAeKGKoo/S7WZJlOdZkmVFAUNHmHCFE0jpA1wnFNyFLacWGAhnlDFgpPCixsJzSBfOBD7EWAX7HhVwFX3YuE7e76pOJ19dTVZWe51OFEW5yi0nTOAPYxJ/KANGQ+AekYS1ipnc6qjIurCINpM+82oiqImwxisNKV2Lk+5jHvvwxz/hUaNjjYWVhR27dszMzMRZnKZxoXMBWn3f93zpuIw41ghmeSjdWhjUq7WJ0fUb1x8x2pjgxNMajpMaoik3VBDLlbJpYfJCF7nRWKXkTuAgyPPhunxXOlJYYtIsxjq6Ub8HPmldEKPATAMHXEjJR+vNeljxy+OaJIRxKlzXxRUucuaMcjooCIosoZY4QoKkWqVeCau+73POi3wtukqiNE8VsUK62thenC6vtpeXV1vtXppmxBIByjyJ+LNaDQGICVxXgj4pJaUIUKwpHT7lwnEc13EcKV3BHcYZYdgzSgllDG8cy1FYAbF+4FJKkaHtdrsgY8O6qfXr1mmNuzxRr1WxvjhKsiRlhAIPeoIMqwknHGjQn3EuuJACIsYoYcSyOMm73SgttEIKJCe9RJXrIdJY5MkEQxAGESD3pSBEiOIsL0y1PjI2MSUdv99Pe70Y++UFOGRXHdctCl3eTS2vIGxq1GtS8iRJ87zIsjzPC6WU1gYFIWme50WRW1uGXBILEIwxUAUGavwgH4iOg6/4gJWiDg6DpeChRhdNKMW2Ik/AMKlVmhhrsX4CLmCjbInL6rVRpBRyCzGnllJltTYan5kjhCvASrybcjjlzJFUUkXK7xbUUEKNpdbSEgMjlBJCLWEGQSJYTUHVWkJCaALxSaMk6vS6xqhKJYSK9TpRFBWVoDHanGRGxv2stdrp9RNVWGKRuzWFNp1eFCVKeBUrnW6StHtRXORJlq22O1GazC8u7tm7Z24WNzv9NCnFQHLRqFR1lrvCdYRAiJQnKCnBn16appkUEsQySgXjgjJmKKMMjVPr1lUqQau9vNJeyk2iWKJ4ygM7si7sprORXjz2MevcRt5Kp6eOqTc2uXPd3U5dB2NUu1FqOvOt6ZX+/Gp/ITMJk0QTDfI6SC/neOXVeqVaC7F93W67yCCrxHGE5zue62Bny11izDIKRQUYXWitjNVrYLTRfuDXR5oLSysLi0tJmuK4iRu6Sq0+t7h0/g8uvnXHzoc/9vEv+su/fM5fPP9hj350bWKE+45i9Ijjjjzi+M3rjhxfv3F8cnwE6oi9sznJEtXr95aXl+M4CcNaEFR7nQQ5Oap5FhWz04uBG443x0MX0ScZliEHhhx40HKAPXCUWVoIh7gBZw7VME3UUphzx2PcyQuiFTMaSR1pjCTE4SRweNWTVYd6QjNpKY7MjqAc3sQWjOSW5LB3COmyLOv1+u1OO01jx+VMwBCzIKy4Mijvvq0UTtVxaoL7kklJmCDwxpaXdloXpsjgFyTTTFFeuC6Dk8njLO0jNrH9rlqai2anOzt3Ldx2x/6dexYWFrrt1bjbjrIoU6mK+4hgsjyz2gKxa7mrkTLkTkJsX2cZLXKW5SzVPKZu6lR1rUkbo2Jqqrply+TRR28+7vijH/Hohx117GYnYMur84WNhUelSx1HBEEldOtE+1nEi0ibPK273lFTm0OnWkRMsrorG9qwSCU5iYyIlOwSL/Wbjt9wGTgqXN+rbpzYOFZrgnUOoUzjSrGVZnFh9Uq3tdzrtuKkp4rcwEsT7EOlgpAxRPAber4rJLeEE1AiBXd1YeI4RSxBETkYSgrLDXOZdBDfJNpRXkjrVdn0RUCNydIoyyNl88LmvTQ2ghMm48zEmU5zA1+jQAFckFLwmtJBYBdWKtUwqHoOslOSMxl61ZH6+GhjtBbWQ68Weg3fqQrhIhDgDpMus8woi/2irutwwYxRcMjLSwtRtxf6/kijWQtrHveotkWctsFZuPNOx5HwjhUCR6qo51YcJyg06fbjfpwYrSmjnEE+mHRcYznHTrh+ZkUvN+3CdgrSjjUgyWmWWECeIJ65L7oCLwsQjpukWbvTxZMx7rqQbp4nWdyPkn5EENCEXqNa9aXIoihNYqMLazSnTHIpmGSEAwSXYESRFSovsARrtbXKmkIVaZYn3ahfKINVcUdSTg1F3geKxNGilCKEMcIEcxgR1AiihFac4hsjkoE/gjGKbtZaJrg2JlcFWso6mihhXBAmXc+vVCuGFf24JV0OttOCzO6dNSmpeU2HOgTTCM6l4A6nQMkojmSccHwSWtCcCIsN5AprKHIhqSG62+94oVtrjkgZWi2ZCRxbcUyV5a5OtC98W5gccpz0l9tq0zHH8Kq/Y3bh6tvvvOL2HbtW+2nY7Aj/ltmly+/Ycc2uXfsWW61+GhfGCOmHNd+tmhxSkRNt037UWVpxiQykvzS/1FnpE4900+787LTVketoXcSBJ2qVKjPU0ZKkJG5h70XFaXgiZFYyJoyxmhIhRMBlQ3jxcovmBQzNyuJMmrSPPO6IdUesC0cqRnKD7q6XWR5lNCuEoUGBm1NG3IrvhR6hOsl6SdKlJA0C7vvcxwmX26zIelHUg7UxXLiVMISaMI41ZDFVKdWZVSkpUs4Q1WXdbhvb4gYulB8MNwSqbYJa4NTCmc7KZTdee+W2rboin/rHz3zOi5//6N96kjdW2bN4ILL55uOOGZmcMJaoXFPLXCfAjtdGKk4oM62wRsacil9bP7G5EYzV/eZYZbToK5LRuB1ji4cw5MCQAw9aDrBfGmV3R8QsAXDLOCGcWLhoytBEiODMYVQI2MYSXEFdhweuCBzmCiI5FdRSYiyF/bSKwS1TKzillGil8yxTqiDWCgFj5HiuMz461qg3fT90pM+FJ6QHk8SJFEQwQqmxMIDWwmppDQREF0SBHo7PAmgZo0wQygnocTl141gvLXX371vYs+fg/oPzS8uduJfmmYKHBCFWc0M4o8IyaahQmhbaxHkeowcyE5iPW3ykUgu4Bc94AQsrst7wxyfq6zeMb9q8/ogtGzdv2bhp8xRooMxIyYPAr9bqlWrDFaEtmMqsJLTq+xNjk5Oj60KnXmQUMVaaFmEYTG4cH1vfGJ2sNicqjbEKLDh3HUMIY9xzvYofVL0g9CTcOqMWLLfM5hphldHgKGOECyaFcISUEg9HCMmYsCC95FCeqyzLytQGoo04TeIkSzJdaEaY5EJQThVlBWc5IzkhBWGGCbQLPDjjDJtGuGTCFY4vpE+pLAqNjEqRa87BY2o1MWCkQSCCndRwH2uhi+WUC+FK6UmJp8MFiOKFKpTKlVEGfKeWcsI4ZdhPU4Z0eV5QSh2BMY7knBhg1v1eb3VlpdftQkissdaWI5FPUoU22kJCsVawSimVZyniW9DteR4BmxCnKJrkqpcUiAmWO9Fiq7+03F1c7CzC+y93V5ba5D6VQisNUigBtYyxwROUATjneAVWRih4x6glkFKNYM7QtUIIJcTCxZpB0QYYMApPCn2yxlpjrNIGIYxCOwYZYrELlDO8opu1BoUQZi2Wjyc+c2OoNQysIWWB7BhMbKFvwAc+YkprMZaUrEYsZIwlbIARm8uZsZoywikxxmRx2m9HaS+1BWSIEzwwA7UoZA0VJYQRQkG4YdxyQbG1HFywRIMtyuSEW2WKPC+SLDeGcuow4tqCQwvyVMfdOE+LLM8wo18hVNJEG1nxU2qu37b7vMu3Xnnr9sU09cYnGpu31DdsltVqnBdzi0tLy6uCO1Pr1k+MTxJCep2+C7NAWBIl8zNzs9OzaZoSh2BpcRxhcsq0FIRgaUozrNdSk1umhTQOt5JaYS0zhpRypJTRxcZ1UxXHiVrt7mrLYWx8bHRsYky4ot1vH5ybXmqt9NKsAL2O73oI/wJtYSuIIdTSEhOQgQOEKkI1Z1rAEAnqOFwKgZ0jlCpD0kxDE0E8pwYJd0cQV3IA52CGIVZjLKHYVkJoyXjsqi1JpzAENHB7Ot8zP33dtltu3nF7ZLJHPeVxr/i7Vz7yiY9ZWJi9+pIr9u3f35gcG1s3mWUaSlpv1JUtojTqdNvtbqfX6bVb/e5qHPXSIlVEU0llxQtqXoUMy5ADQw48iDkAe/tAUUfL6EEywSlnjAIoJZQaBvNDKYxQWbGGwl5QwtDPl55benQJb0QpOlhrYLAsRjHGKKVa6zRJozK6yay1UkrXc33fHx0ZrYQV6UhGMZQiClx3AAAQAElEQVQLLgAYwjApW1sgEGFA+TQocO8AYzTAwk4TAsNo4dMM3qxWBkmg1dXVZURzHQQHOYYQAk8FFCVBWAQlHE4NC9HaFrj4VEprwxnWKkAnLYml1lrKKeqMMdylVMKg2WhMjI+vm5hcPzW1fmoy9D3Y+zDwa7Xq+MjIuomJyYmJsZHRerXquW6tWh0dHYWncF0ZRVh0IoXcsH79kUcduWHDhnVT68Ynx8fGmtVaKKVUWhFCpBSB71UqPm5eQYw12sBdlqafUIbd4AIoJEc3ISSl5ZJAGwbatWKMAYeLHH+KLM+zLIPby/McH8FPIQRGoE+WFglsP1IM/VjlihIG3NSgF4Js4Uo38INapVat1AK/woUDNmSpinoJ3EPSz1K43KTQuSHw8VRwhq3njsDuScERExBMnPSjqIeuoCJX8KCQEjCSMTwIQSxgsiwH9SAJAZnrupzxoiiifrSyvLy4tNjp99IcE1haRklEW1torRRcIJVcCMaM0kWaGaWklJUwRCOlVBuT5lk/itvtzvLKCu7v5haXFpaAELCyuLyCqe8DZFmmlALfMBbcBs2YC69aw5HjrQS04Cs4iHZsApaGFgAqaLF2jbnWAg/kGwMY4+XS8AFYAEbbNXXAEGsJdIYzttYNUUi5p/hKSCmQJTZjy+dat7KztQaAJgPZRqtFIyEEewFsxpTDCSn1CrLDOBCXQu57npTCKI3djHtxEpXJGwyBkgyAYYyF5uIXgdjgF6UUZHMUho/WWIxWSuty+zjT2qBwxvEqpYPPeZZD1dsry2mc5EkhuJyYHAF9cZIEYdgYG6UOTZJ8djHeO720+8D+PdP7dx7Yxxyngqxtc6TaaDpBYCjJ8jyKs14vmp2dn5tb3LNn77Zt2/bvm1GFDQLkSlm/l7Q7LcwOjoGXSqk1GjlooKRcOKgC7eCqMRZ0Kq3RB1LKKIXZGWk2oddhGFJKoaXdbjeKoySJoTjGGMbAM4SDNokRsuZgDhqxdkoJw3gGnqCKOrphLiFLPYA8CuwiZgHxmAxiwFm5oeA5iGScWRRjaFkICt7wHADa0iw1xE5Mjm3ctLFWr/ai/vTs9Pz87NLq8rP+6A9P+Nu/edKznhrHyfZrdoAnzfFGUPFbrVUgB8uTyPR6/W6nu7y8tLi80MdLr9dut7QupJSwLINZ7u9zOH7IgSEHHhgOwLw+MIgJEVII7nAmOYe1F4xyQhghiOqIVcYWRmdW50oXmijCcPlFuCMcRzprJhU9YQBhrGBLMYYyxmDmysxNgfQMQTBXgUHFTxiiThmFCSYEYY304HB8z3Fd6WBqXg7Eh/8Ca0ujqooSk7UEX3nZhcFuatgt5P8o4Zy7jlupVBqNerVaBX5GMQG8PrGG4Ghfoih/CMG52DJGhe8HQVgF8VZbXag0LRLkt3KtckyUwzoDjNbEWsbhL5mUslorgy/O4SMpvMvY2MimTRuOPuaozZs3wWl5WILjgHMZ4ox+D1RPTU0dfcwxmzdtWrduHaK5sdHRkZGRWq3muR5FlseAMoL+HId6a7I8RfSbppFSRRB6QYDYF4GiIyTHksEExGxxHPd7MNq9OIrLyEMrcACAlYHVhJR8AJ1SCgYvQkCCUeijVJ4WWZxmSa4LTS1jlONpy7iCMCpc4XpeUA2rlbAa+qHvBUaTfjuKOlGv3e91orifZXGuskJlyiq4aXCUGG3BqyRN1v6SZKfbaWd5Vm5TyTQCmjEN2A3aDFrWaMMeua4LJwcfGcdwzO3Vdrvb68VZqqyhGAO54xy/AVgOI1QwJhioJZiSEeJxGbog0XccRzKOxpItSdzr9lvt9kob6PrtXtTuoSEBhvsAiDXBUvtfBR4XxOANqFDHc1AfVFA3WAx+IJqE4BVjzdrODjpgCIYzRvGKdr0WCaFOGUU751wIjkXjBY0AWnYk1gDTAMC8tTHgD8G3w75YC4QAu1YIpfg9eOWMlfwBhxgmpg4vt5hZmkHEkziNSJYUjICxglooMkZiZmSjEEWWr4xQTiFBoA40Ihwp6cG67BpV2D6Gj4yCbulIIcsAKM2AG9KZdNo5ZEAry5kYHxsHPUoViFGSNGuONieOaNRGnH5a7J2Jdx/oHZiN20lCHVkdGYH2rnY727bfccPNN++4c9eBA9Pbd9y5c9euvXv3Tk/PJL2MM+55vmBO3E3n5+ezDLeZTCkFwsrFSsHZTwo9rGBhBHyxtt3u4PPkusn169dD3Pu93vLycqfdVkpBJSGW6ImtB4BmYkmJVylj8WbWEEBtgOAnUOJEM/pRwrFU8EIIfMPMQDgYgydow1h0RgWAr+RQWRMYvFEKVSq0KrAffuDBQLquRGg4tzC/c9fOXft2xzp/7JMfd8KrT3jGnz0D2rt7+/SdO/cyl9XqNUxtSxNljdVFji2ItCmSLF5tLUMZCSW8PNaRYRlyYMiBBy0H2ANIGROEwTDCNpVAKewBvClFWk7nVufGZNrgPJkZkhNeEK5ZeS+zZstAlV0rqNC1AtPPBccTBhcRT6PeaDSa9Vq9Uqng+8CgwSWEYYggLAwrQRAg1hG8LJQy9BkAo1hy6a6AWeLcGfhhpRIgLnRd2FDMabRBpVqrTkwgpzYObJgWnSk8lLGwpKoM1LRS2hjEDVwKx3X9aqVWq9QoE2mqskSlZR4rTpMcLtTAvhZZ6aTSfpL2sjzNi0xrBdenTY6oK04ihUOww6u1cKyM00bCMGCMFUWRpVmapnmeS8dZNzW5ceOG8fHxZhPJuVq1Ct9RQqVaLtcSkKOMUQUirjTq9bv9qJckcaFS30fY4nnIgf5XtGwsHGWGPktLi0tLS6ut1X6vnyYpcg95keOb1hoEIJYFGx3pwNcALxrhs13pesIVRAiCgN3xHS9wfFf6gkidGV2UQDRBjC4Y9lJyKhzmujzgxtE5yWMFhxr1km6r31pp9zv9qB9HSI71I0RzaRypPLNGgznGlBy2xiCop2sbaK1VKBp5FFDHGGecc0opOiIUixDW5Sk4jnjOIAJnlKwBY6CDU8YowRZSTqgjJK6mPeE4lAtLfITPLliDHlgfkOlCqSwvwPgoyfpJEWU6yhS5rwVka62LAlhLJKAZAGRYCgCfAMYYdAOgHa8As1Z0yYMyH4MhWAghWARBQc+174YQhDsMXzEEHRzEplJSQgeYGeOMMWPRDYMofn4yylrwja5hA6qfgMFvdAG/CbAB8A7MEkgd8IdjLqOVUdoUKupGndVO3M9IWoZ04BdCDWbBYUgisdg0S4ELysYIlbzUXFAChEpBvgqQAWxogWyjXs4iJEgq8iLq99vtNhJFWQpNI4xSxgjWEVTCXOlSxK3GB2ip8KSPu8CmWx1x/brwaqw+Pho2R7jvE2ATDnVcwqUyNs2LOClzdZBx6fh+1Yc+WFNSCOPTbycgg3Ou1wrMAgjDrKAHkk8ooQxvaGMCC5ECZWSk/PfPlFLtdqfdRiSZKK0BWMtgOFaqtcYr0GKuMAjAgrUGUzKHEEp/gpOsFfQ3GFD2ABMJRgGPlAIYAPgC+QGRmNGgawmEUErAxLIOlOWv8pVYaLojRdTtLC/Od5BgIzqoBo3RenO00Yt7nbgdpREPneOf+IgX/Z8X/fELnr3+qA2dqFtvVD1PUk5cT3qeg9XaNTW0xkByKUUOHm3ljGRYhhwYcuDBygH2wBF28puu+sQbfviR1136kddd8uHXXXTSv5zz/n8+4wOvO+OkN575wTed+aF/P+vD/3H2R9527gffevZ73vDdN77m1H94xadf8+KP/sOLP/GGl3/+zX/1lTf/1df/9WVf/ofnf+5Vz/nICc868S9/790v/4N3vfZln3n3a7//7tee9a9/892/+vMvPPfpH37B7336lX/+9ff98w+//sE7z/70nu9/cOvX/uPSz73+jI++5hsfePU3PvgPZ7z//53x3v935vv+7qwTX3P2+1995omv+t6Jf/3td5/w7be87OuvfeF//uNLPvfaE774T39z6mv/7stvft233vOWcz7ynktO/fjN3zx556fedeO//t+zX/4np/75s77wv373c3/wWx9/9tM+8idP/8jznvaB5z/txJc+/f0v/e13/+/feeern/ext736Ox9/xxUff891b/i7s0544Zdf/Jwv/MXvff7Fv//l5/3mKc9+0sf/6MkffXYJH3v2kz7xR0/8xLMe97E/eNxHf+8xH/7dR570tOPf93uP/dAfP/njz3rCB5/5GNTf+zuPevtvPeqtf/AbJ/7uk975e095+3Of8d6//d9f/PB//PDj77jy71966p/8xruf95T3v/gZn3zxMz/5/Kd9+LlP/cCL/uCj/+9lX37rv5z53vdd9Ia3fvelJ3zqmb//jt944r89/Ylvf+7vfPhlf/zZv/mzU//xpV/7j789462v+e7rXnHqP73iC//yyq/866u/9eZ/Ov3tbz7nbe84+81vO+1f/v3r//imL/3dGz//d2/67P/798/+/X/gefLfvuETf/svn3zdv3/ppI+cf+oXr//6F2/5zMd+fOI7z3nTv331Df/+lTe/7dtvfdsZb37T91/3j9987f/7+htf+613vvWMj3/44o98+Nz3nnTam97+pde88VOvev0nXvmvJ//fN5zy92859a0fOOPET1z0kc9e/uFTLjvp5Is/cPLFJ51y8UmfvfidnzjzLR/8zr+d+PV/fd9X3njS19/6kW+//RPfe8cnv/euj33/Pe///gfef/YnTrrk8x++6ssfvekbH9/2jU/e/tVP33bqZ2754n/ecOrXbjr1Wzd+9qtXffzzl370lB989ktXffPbt595xr7zz5m55JyFH5698OMzF644bf7q783f8P2lrWes3nZue+s5revOW7r2B8vXX9m+5vruZdcsnXH5rm9evO37P9555tV7Lto6fcX25a37+nfOZftX1FzLzK0WcyvZate0una5pe+bpmz9/OwNpxy8/jMHbvzs9E2fm7nu5P1Xf3LPtZ/eh8o1n9qLCgB1dEA3dED/W784f8sXZrd+/uDNXzh426kzt3zxwI2f23P9Kbtu+vze60/Zed1ndl33md03nLIfPW/5wsLNn1+66bMLN508f/NnZrZ++uCNnyjhpk/P3vyZha0nz9/wyZkbPjV942embzj5wA2n7LvxsweA7favzO74xtzOby/s/G5792nx7tOTnadHO8/o7z0/nr44P3hRsu+C7p7zVg9c2F64vD9z4crWr9526Scu/9Enf3T1KVdd+Zmrrv3C9Vu/cesdZ+1cubGX7TF2xe68fOasT1155gevvuDDt53/vtvPf9ft579j+3nvvP28d91+9ru3nfmem09799Xfe9ePT3vXFWe86+qz33Pjee+97aL37rjkxN2Xvn/vD9639/KTDl584q7z3337BSduv+hDOy7/1J5bv7m679xs+uKkf52du8QsXmbvPL173kk3XPm57XvOWVn6cbx0VXf2x4szVyzOX9tZnHzuswAAEABJREFUvjldvS1dubVYuVVf9e07zjvlh+ef8sNLv3zNVd+5+bbzds9cs7x6a3/1tl6x3+T7dbQ77e+K4n1xZ2dndcdKOp3YVdvfllx16g3nfPSCH332xz885fILPnjOue8/46IPnX3+B8447wOnX3jS2Re8/+zz33/2hR86/6KPXHjuSRec8b7zvv4fZ37538889d++/7W3nvHdd19w1gcvv/CjV1zy8avO/9APv/uOc8/74OWXfuJKwPkfvPTM915wxnvPP/+kSy7+4GUXfeCSi95/6YXvu/SC915y3rsvPvddF539jgsA5777wrPfdf4ZbzvzzLefftY7Tz/zHd87/e3fOvOd3z7nPZj9nAs+cO757z/nvBPPPu/Es8478cwL3n/WRSedc9EHzrrgPadd8N7vX3jiaYCLT/z+T+B9p1/8vrMuff+5P/rQRVd85OIffej8yz9wziUnnnHxiWdc9IHTL/3o2ed/8LRvvOvUz/77p05+y6e+9KFTz/3Oedtv2Ln/tuWzv3HFwdv7JrGd+Xhprq0KnabZwYPTy8urqrD79sz+6LKrb7lpx33TguGoIQcehBx4SJL0AIZ0D0l+DRc15MCQA0MODDkw5MCQA0MOPAg5MAzpHoSbMiRpyIEhB36tOTAkfsiBIQeGHPgVcGAY0v0KmD6ccsiBIQeGHBhyYMiBIQeGHPjlcmAY0v1y+Ll3796tW7f2+/2fhm5ubu6EE074xCc+8dM6/Lztw35DDvz3ciBJEsj2rl277mXaSy+9FOJ90UUX3UufB8+nk08+GdQePHjw/pO0sLDwz//8z1/84hfvP6ohhl87Dtx6661QjXsh+4Ez+/cf8y+K4ZeoNffCseGn+8mBYUh3Pxn4k+HPe97zHv/4x6+urv7k/W6/fvzjH5966qlLS0t3+zJsGHLgQc2Bc889F7L93ve+916o/O53vwvx5pzfS58Hz6dPfvKTX/va1yYmJu4/ST/84Q8/9rGP4UR3/1ENMfx6cWBlZeUxj3nMn//5n98L2Q+c2f+5MN8LZYT8ohh+iVpzr3QNP94vDgxDuvvFvsHgKIpuv/32ycnJzZs3D1ru/nzGM55x00034UB/908PdAu8F6X0Pe95zwM90RD/Q5ID1113Hdb1lKc8Bc+fBq9//esh3k972tN+WocHVfs3v/nNm2++2XXd+0/VgDm/8Ru/cf9RDTH8enFgsPX3rhcPnNm//5h/UQy/RK359droXy9qhyHdL2G/rr/+emPMvev2+Pj44x73uJGRkV/CfL8gimuvvRYj7p08dBjCkAP3yIFrrrkG7XeRH7QcDkceeSTE23GcwxsftPVHP/rRj3jEI34p5P08zPmlTDRE8mDjwM+z9Q+c2b//mH9RDL9ErXmwbeVDiZ5hSPdL2M2Bbh86qb/hDW94/vOff8MNN/yv//W/tmzZ8ulPf1pr/Rd/8Rf/8A//MJjMWvvtb38bd7XHHHPMpk2bnvrUp5544olFUQy+3v05PT2NLMgTn/hEdD7++ONf+MIXIiNyeLft27cDOW4BkCZ88pOf/KlPfQpTDDq8+tWvxukK9ZNOOunv/u7vUAHg63e+850/+ZM/OfroozHkD/7gD/CK9kPwM2e84oorXvaylz3sYQ8DSVD1f/u3f8vz/NDwYeUhwwGILk4snudBurAoSPWf/dmffeELX/jABz6A3YdMIkV92223ofGUU05BB0Acxx/60IeQA4DwI9SDdOFaFu13h507d2LgG9/4xsM/QThf+cpX4j5reXl50H7xxRe/9KUvPe644yCrf/iHf3j439jDbS8woOVv//ZvMdcJJ5yAIcBwL/oFdcAQCDB6AnAYAxKgBXLo41/+5V/u27cP7QMAKqjGT9OUAXMwL7zjoP9g7b/7u787wPbCF77wxhtvHHzC8+6WAY1D+DXlwOFmP8syCBX294wzzoAjOPbYY/EV4nG42R/IxjOe8YyfqRdgyItf/GIgvItT+MhHPoJG3PUfjvkepwYGwOWXX/6iF70IioMZYa7xiuGDv899OAb0/OpXv4pPOPzv2rULV0mPetSjIMAYe0gH76I1GAIyQCRWChfw7Gc/+7LLLkPjIYB+YUaYCHwdOohDbPlvqDwIQ7r/hlX/kqc4PAMPVUEMd9555z3zmc+sVCpQYOgGrmVPO+20Q3+R7q//+q/hORB7ff3rX4cJ+M3f/E2ERG95y1vukSzcEEHBrrzyyv/4j/8499xz3//+98NJPP3pT19cXBz0/+xnP/vYxz721ltvxdXqt771rQ0bNvz93//92972NnyFu0LiBD1xKYy0BLqhEbHXC17wAqgryHvf+96Hnrt378brV77yFXwF/MwZP/jBD+KKDWixUjg86C1CUoSMGDuEhxgHcFro9/tPeMIThBBYGoInSCxcFwK45zznOdj6MAwvvfRSNCL6QYderwd5/vCHP/zyl7/8zDPP/NKXvsQ5R2QDjcDXu0CtVsPA73//+4e3I/77z//8T6AdGxuDNiG8e9azngVZ/dxawWED/gNkDIZ84xvfAIaXvOQlUDGckY466ii037t+QWIxZHR0FD3hZbEK9MdA+Etg+NrXvvb7v//7A1f6MzUFkwLDofwlaEOMC0UGBz72sY+B8nPOOQeasmNH+S/0Yi3QF/DhcMsAGobwa8oBmH3INlQD9OOMDaGC3L7iFa+ADOCojOMBxOO0/zL7v5BeAOEtt9wChIdcBloOHDjw5je/GXYe0nU45nucGv3f8Y53wPvguAVfg4P9HXfcgXMLcEIO8fVwDHj9xpoeffKTn4Qww7D/6Z/+KWMMmgJTj68A1DF2oDV4fetb34pzS6vVeuc73/m6170OARyQw1bgEwCjIPbAA4HHQFiJoYMAW/57YBjS/RL4fPXVVwMLlAHPbdu2wcq7rnv66acjwIJLe+5zn3t4BxgCNJ5wwgnQCgyBRYAvufDCC1/1qldh+N0BatzpdODnoGY47uB5wQUXnH/++XBy6IyByE/AFV1yySXIJSDhh0mheMCplIJawrOi2x/90R999KMfhWKjjkMYDA20DmqMSO7//t//C61DO9wwnoB7nxH0/+u//itiStAA5wf7MviL88jlYOwQHmIcGIguEg+DdeEcjwoSb3AtkDGcSfA66ANhRv0zn/kMPiG+h1whsQe7D4FEmg1+Dl/vAjhpBEEA03+oHYcQnDGQFMRhA404xsBNfvzjH0c4B1QQYxw80OeQrA7owYnoRz/6EaIo9Id83rt+gVqEknAzwP+a17zmggsuAHKQjYQK0MIzoX0QhP1MTQEqdB4sHFEgsvJ79+7FYnHuQp7+TW96ExxekiRAjm73aBnQPoT7wYFf2VAcg5HBgoT7vg8iBnKI4/TWrVsRx8A2wggfLh6QgZ9fL4AQZww8D1cNmNk0TZEdxyn9cMz3ODX8xdvf/nYcV0APlAKiiCHHH388cA7EFa+H6qgMkCDjjlAPSo3sABLtaJ+fn8cTgP6HtAb69e53v/v//J//A91B+hxqAo+ARDX6oCcUEK9DBwFW/EpgGNLdX7bPzc3hdA4PUa/XgQv5djyhRb/3e7+HygAg5agM/OKdd96JOlRlkNVAHYA8BE51qNwdBv0xy6FP6Pnbv/3b8IXA8I//+I/IZyBlguht0AHRJCZCZgW3WmgZ6OpAjfGKs9rJJ5+M4f/yL/+C1wE86UlPAjZ4o8HrvcyIDvDNMzMzCApxQsUrYPDf+TabTdSH8BDjwF3kB+INOYfRh8AcWinEG0EY3Bta7i48jUYDof9P+89LcWuJEwsujzAWgAtTiCjO/Rs3bjx48CBiI5xS/uG//sYCOkD8MDUS1ahDwpEnwJHp9a9/PV4HMCDgp+nX7FqBOlBKcYmMK1fk/JClG4zFE14K3hp5cZDxMzUFC8cQqBueCD1vueUWUA7lwusAEIaiMtAssA71u1gGtAzh15EDd9cLrAKxDq44URnA4eIxEMvDzfjP1AsgWVhYwBOAFN0XvvAFiBYOHng9HPNArg6fGnk4aAT8AhoR/6E/ABWchZBrf/zjH4/XwzFAPhGeQkm/973vrVu3Dl8BOIrgiSsmPNeUZnagNQgrkaRHBv1Tn/oUlAhfAUhPwCkgT4E6NBT1oYMAK34lMAzp7i/b76Lbg1fkrg7HC61DAISEHBph5XHcOeuss3ANinQ0dBWN9wLPe97z8PV3fud3kG/DPQ5yb3gdwA9/+EOkE1784hff5b+6kFKiAxQYzwE90EbUAZ///OfxRCB4SBvxCsDrYBTq9zIjviJ2nJqaQn8k+V772tciGB1YmYFHR4eHCAyXscaBw+UHlhrG/clPfjKEee1j+UBAj9AKsg1vgXekivGER0FGDU6o2+3i9V5gkI2AR0EfyDZuLZG6G/ztOgyHczr0F0DRYQAQ1MNl+y66du/6BU0EkoE6IDmH+uHxIl4Pwc+jKcAGVmDtGAVsUIq7YEMLPoFgPAecvAu1aB/CryMHBrs5ECTQj1ecamDSUT8Eh4vH/dELIMRJAGlgZJFRBxyO+e5TX3TRRfv373/BC16AzBk6D2CQgYOVHqQVD8eAOvogr4bnIcCNLepQdjwHHQaLPf3006Gtf/VXfzW4JsLXu8DQQdyFIf/Nr8OQ7v4yfCDug5M6cEHBDll5vAKgS1CPQ7qE9APSA//0T/+EExgujHCqwzUWnCJ63iPgDgu5BOD/2te+hoQEcvvIvQ964tYVFXg+eI7D4YwzzkA7MOMJ8pC3e9zjHoc6AEkIqBzcLeqHAJSAyIFzReO9zIivIPWFL3whki64X8DlAhYyUPXBEx2G8JDhQBzHuC3CiXwgG5BtLO0uGz1ohHziEwDngcsuu+wlL3kJzhu4e0V89spXvhI5Y3y6RxhghpPAV0g4MmS4rKxWq3gdiDfudw6XbdSR1TvyyCPRYTD1Xei5d/2COmDggFrgR+ri8Gw6Ph2Cn6kpUJlDer20tITEIWK7Q0mOAR4sB5XBGkHtXSwDPg3h15QDhwsSTjW7du3C7g9ONYMVHS4eaLk/egEp+upXv4orzoGoH475HqdGSIcZ4SzwPATXH/bPMhyOAR0gmXgOkKMygMECDw/pDmkNOvzxH/8xnvcI/xMdxD0y4lfUOAzp7i/jBxnsgT4MVAVntcFJaIAath5JhUGHQQtuTj/60Y8i4QG3B4/ygx/8ACeqwae7PxGBwatdeumlSNpjVK/XQw5j8DfK4VHQH9c9uIG9OyDxDueHNB7iuUGeIM/z7du3wx3i7gwDD8Hll1+O+qFT2r3MCD0Htm3btl199dU/+tGPkFOB4YA5gy0b5POBZwgPGQ7cdNNNyJMdEl3sPpZ2lzzT4fKPrwDkyZDBXVlZ+c53voOELm4k//3f/x3t9wiDcKfdbkNHcM2KG89D16AQb6Sf7y7YaBk4IdCDCO8QeYfw34t+HaIWeoT7poc//OFIrhwaeKjy82jK4XqNwBdjoRp4HkVyYAMAAAuXSURBVA6HNOseLcPhPYf1XyMOIJ0M1UCaCvIDsgfSeBe9OFw80Adw3/QCA3HGhgF/73/9W9+HY77HqW+++WaMghvC8xBAWVAfhGWHY0Dj4NPhegRlRAiIW9fBEeWQ1qDzAPlPs/ZABS0YOggw6lcFw5DufnEeog+lwlkfcgxESL+hZXCywesAEP2gcrjC4BWAIzuuU3EDizoCLzzvHZDwQEpscLMz6I+IDUMGKQ1U7g6gDY1PetKT8AQg6QIPfff+yALi6//+3/8bz8Ph7jO+6lWvgjk7//zzD+FEAub222+H+Tg8ij0cybD+68uBgegO3ABWMRCnn1O8gyDAQeVTn/oUBg7EFZW7Aw4YaESyYfC36OC9cDxACwCXtneXVbQPAPdQcKvHHXfcXc4ng6943l2/oJtYwqZNm+CoEHGiT6PRwPPu8PNoyoA5A70GqUByF2qTJMGicPmFNPw9WgYM+Zkw7PAg5ADCmjRNoQg4/YI8CBWeeMXzEBwuHocaUflF9eLAgQO4h4Hl37JlC4YDDsd8j1MPct530YvDw7LDMcCeI8LDKQjHJyAfwB133AHDPlD8w7UGX+9dcYYOAiz61cIwpLtf/IevgjXHkQWnKCDCGQXPgSagMoCBLh1qhCsatA+e82v/SdFTn/rUwevdn/fSf6C0e/bsOXzUm9/85le84hXI1aNxkDwYeE28IuqCDZqZmYGW4nUAuGA699xz/+RP/gSrGLT8tBn3798PhE984hNxehv0xBOHOWC7izlD+xAeAhwYOIxB1IJdhiRj6xEPHb40NI6NjQ2SbWj/acKDT/cIg4HwE7hvfdaznvXsZz/7ULdarYbMNAKjQy1Irf3lX/7lP/7jP2ZZtnXrVuTSDqnVoT73QgBS1Icc1SD8Wvivv36O4cAJbMi1QKN/Hk3BwjEKQ/BEwgbPg//f/2ksVoR1velNb3Jd9x4tA4YM4deRA4frBei/x809XDzQ517EEl/vDpBPqFWr1UJyDnb+3/7t3w71ORzzPU49Olr+Az2wzIeGQKSvuOIK4Bz8R6+HY4BJR3g60PFD/QdoB1b9cK1BByDB83DFefWrX/2IRzwCYeLQQYAzv3IYhnT3awsGuj0w60A0eL27esDiD1L0L3rRi3DRc84556AzYHFxEfoAiz/4JxvQcjjg8ATX8pznPAcKiXbcN333u9/Fldaf/umfIoePluc///l4vu1tbxt0QKoDhySgwnRHH300PiHZgCc0DXdMUEJM9Id/+IdLS0trf9kWRqb4+te/DpLQ+XOf+xx63vuMuORCHwSLCApRgSH46le/OsjtIc5DyxAeYhw4XJ4HB/e7yDbkCuI0aIQ8HHHEEcgl4CJ+wAckM97xjnfgRDFILQ8a7/I8au1fkkMeAqejwb+bcKgDxBtBG44oiCbReOedd0J6If+/9Vu/BUk+nDZ8HQCE+V70a+CoBtTC7T3hCU+Au/riF78IzULs+Bd/8RfACXlGKAn8mAtL+2magumADYo20GscyYDwjDPOOPPMM/EJ6XMMPPHEE6GqyK+gBZjxHEyNyhB+rTkw2M3DzT7CL8j54Ys6JB73TS+ACqqBCxCoBpQIUR1aBnAIM15Byd2nfu5zn4tPr3/965EbhtmH10BwBgnHE0d6fDocA+powUkGz0MAtKgPGgcdDoku9AKf3vKWt+AIhOMWKqeccgq0ANwYOghw5lcOw5Dufm3BXcQdr4es/AAvknDInB/SJcRbuKKFykH/oQYbNmyIoujHP/7xQHkGQw494XLe+ta34nQ1NTX1mMc8Btegr3zlK3Hox23OoA+ycW94wxswKTo87GEPQ/rkkksugYsa3HahD9QPl8Kf+MQnELQNknmf//znMdd73vMeHLYAJ5xwAhwnDlhAjv73PiMyNPBP8HO4ugLlzWYTlGAKDEToiecQHkocwHlj3759h25kIGZY3SHLjjpg0AhrjjpiqZNPPhnhEUQRp3ZIOMT+t3/7t6+88srD73TQ83CA5EB6r7rqqr/6q7969KMfffinD3/4w9CUj370oxBOYEOCAXeyP/rRj17ykpeg22Dqu9Bz7/o1GDKgFhi+/OUv4972r//6r6Gz69evR9oPLUgB4hPg3jXlLnodhuHgH4BADAdsCO8++clPvutd74I3xf0vsGFqtEPlUR/CrzsHsJtYwkD2YFdx0Tmoo3EAh4vHfdML4IHRRkyGwO5v/uZv8DqAwzHf49TohhPUS1/6UpzBnvSkJ8EpQKQHNzADIg/HgM6D6A2qivohwAIht3AHaEGdEHJIa97+9rcjlQ7twMkHHgTqCZeEgxbiuaGDALt+5TAM6e7XFnz605+GD3vZy142wILoDXdDg5PQoAUahQ6ItAavAy2FKiK/9dnPfhY3NYjnoHiDr3d/IkUBewE39vGPf/zCCy9EOIXbHERpg57Qog984ANIzl188cU4KkGHkUJDlDb4iid0GC2XX3759PQ0EgloQSgG94nkCrChHWO/9KUv4ZyHTwO49xmhwLAIl112GYK5mZkZ5CSwCtwOvOAFLxgMHz4fMhyYmJiA6O7cuXOwIoQ+eMURYvA6eCK6QiMyUoNXZJQh0rjKQWwHK49rx6997WtQgcHXn/acnZ0FEjiJu3RAIHjWWWchu3Daaad95StfQQWKgBTdoBvCL4y6iyu6d/36zGc+gyGH/jOgRz7ykcjS3XbbbciaI6G4f//+l7/85QPkeN67pmBRQHVIr9EfiXNgwNrPPvtseGIExEhgIAbFJ8DdLQMah/BrygEkz7D7kBDQj5ALdYgQ6ofgLuJx3/QCVyjADBE9JEXAfzjme5wafdAfY2HzYagh2Khs3LgR7c985jPxPBwDXpEFxCw456N+CG666SalFA4qaLmL1iCMO++88yDP8CBIN0DOcY465JKGDgIc+9XCMKT7FfAfKQdkL37nd34H2vUzpw+CAKelZzzjGUjvDf7G3l2G4PSPcA0d4M/u8gmvUGb4MCQhUD8EuB1DIw5eGHuo8VDl3meEp8dY0A+PiyFQ5kajgYsq1Icw5AAO90jRIb6Bk4D1/9kM+Vk9oCPQlKc97WnI1f2svj/5/vPrFw5FCOygO8iCg/KfjD/s171rymEdyyrOco961KOA7bGPfSzcatk0/BlyYI0DkK5frl6sYb23ByJOqCEEG0J++umnw0rj9d4G/CLfcFEDbPAgcBZ3GTd0EHdhyH/z6zCk+29m+HC6IQeGHBhyYMiBIQceEA4gZY5kM3Jsh7B/5zvfwV3Na17zmuHB+xBPHsKVh3JI9xDetuHShhwYcmDIgSEHhhy4CwdwzfrVr3717W9/e5qmRVF885vffNWrXoVc3eH/zexdhgxfH0ocGIZ0D6XdHK5lyIEhB4YcGHLgF+bAQ2bAxz72sRe96EXvfe97cSUahiEyds9//vMvvfTSe/w7Ng+ZVQ8XcogDw5DuECuGlSEHhhwYcmDIgSEHfo05UK1Wv/Wtb5m1kuc5EnVf+tKXBn/v+dd4VUPSf24ODEO6n5tVw45DDtwXDgzHDDkw5MCQA0MODDnw38GBYUj338Hl4RxDDgw5MOTAkANDDgw5MOTAT+fAL+HLMKT7JTBxiGLIgSEHhhwYcmDIgSEHhhz41XJgGNL9avk/nH3IgSEHhhx44DkwnGHIgSEH/gdwYBjS/Q/Y5OEShxwYcmDIgSEHhhwYcuChzoFhSPdQ3+EHfn3DGYYcGHJgyIEhB4YcGHLgV86BYUj3K9+CIQFDDgw5MOTAkANDDjz0OTBc4QPNgWFI90BzeIh/yIEhB4YcGHJgyIEhB4YceMA5MAzpHnAWDycYcmDIgQeeA8MZhhwYcmDIgf/pHBiGdP/TJWC4/iEHhhwYcmDIgSEHhhx4CHBgGNL9HJs47DLkwJADQw4MOTDkwJADQw48uDkwDOke3PszpG7IgSEHhhwYcuDXhQNDOocc+JVy4P8HAAD//+EmWQMAAAAGSURBVAMAp9MyqatrjoYAAAAASUVORK5CYII=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## The Iris Flower Dataset\n", "\n", "The Iris flower dataset is another one of the \"toy datasets\" available in sklearn.\n", "\n", "We will only work with the first 2 flower classes\n", "(Setosa and Versicolour), and with just the first\n", "two features: length and width of the sepal \n", "\n", "If you don't know what the sepal is, see this\n", "diagram:\n", "https://www.math.umd.edu/~petersd/666/html/iris_with_labels.jpg\n", "![image.png](attachment:ae00bf8e-1e77-4c2b-83fe-47e1d4bd9245.png)\n", "We can import and display the dataset description like this:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".. _iris_dataset:\n", "\n", "Iris plants dataset\n", "--------------------\n", "\n", "**Data Set Characteristics:**\n", "\n", ":Number of Instances: 150 (50 in each of three classes)\n", ":Number of Attributes: 4 numeric, predictive attributes and the class\n", ":Attribute Information:\n", " - sepal length in cm\n", " - sepal width in cm\n", " - petal length in cm\n", " - petal width in cm\n", " - class:\n", " - Iris-Setosa\n", " - Iris-Versicolour\n", " - Iris-Virginica\n", "\n", ":Summary Statistics:\n", "\n", "============== ==== ==== ======= ===== ====================\n", " Min Max Mean SD Class Correlation\n", "============== ==== ==== ======= ===== ====================\n", "sepal length: 4.3 7.9 5.84 0.83 0.7826\n", "sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", "petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", "petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", "============== ==== ==== ======= ===== ====================\n", "\n", ":Missing Attribute Values: None\n", ":Class Distribution: 33.3% for each of 3 classes.\n", ":Creator: R.A. Fisher\n", ":Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", ":Date: July, 1988\n", "\n", "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n", "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n", "Machine Learning Repository, which has two wrong data points.\n", "\n", "This is perhaps the best known database to be found in the\n", "pattern recognition literature. Fisher's paper is a classic in the field and\n", "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", "data set contains 3 classes of 50 instances each, where each class refers to a\n", "type of iris plant. One class is linearly separable from the other 2; the\n", "latter are NOT linearly separable from each other.\n", "\n", "|details-start|\n", "**References**\n", "|details-split|\n", "\n", "- Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n", " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", " Mathematical Statistics\" (John Wiley, NY, 1950).\n", "- Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n", " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", "- Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", " Structure and Classification Rule for Recognition in Partially Exposed\n", " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", "- Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", " on Information Theory, May 1972, 431-433.\n", "- See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", " conceptual clustering system finds 3 classes in the data.\n", "- Many, many more ...\n", "\n", "|details-end|\n", "\n" ] } ], "source": [ "from sklearn.datasets import load_iris\n", "iris = load_iris()\n", "print(iris['DESCR'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get some idea of what the data looks like, let's look at scatter plots across\n", "each pair of features." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "from pandas.plotting import scatter_matrix\n", "import pandas as pd\n", "iris_data = pd.DataFrame(data=iris['data'],columns=iris['feature_names'])\n", "iris_data[\"target\"] = iris['target']\n", "color_wheel = {1: \"#0392cf\", \n", " 2: \"#7bc043\", \n", " 3: \"#ee4035\"}\n", "colors = iris_data[\"target\"].map(lambda x: color_wheel.get(x + 1))\n", "ax = scatter_matrix(iris_data, color=colors, alpha=0.6, figsize=(15, 15), diagonal='hist')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll only select the first two flower classes for binary classification (~100 rows),\n", "and only use the first 2 features:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# Select first 2 flower classes (~100 rows)\n", "# And first 2 features(sepal_len, sepal_wid )\n", "\n", "sepal_len = iris['data'][:100,0]\n", "\n", "sepal_wid = iris['data'][:100,1]\n", "\n", "labels = iris['target'][:100]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our binary classification model will look like this:\n", "\n", "\\begin{align*}\n", "f(x) &= w_0 + w_1 x_1 + w_2 x_2 \\\\\n", "\\end{align*}\n", "\n", "If $f(x) >= 0$ then we will classify the flower as a Setosa." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at these two features. Note that in our case, the data set is *linearly separable*,\n", "meaning that it is possible to draw a line that separates the two classes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "X = np.stack([sepal_len, sepal_wid], axis=1)\n", "Y = labels" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'sepal width')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.scatter(X[:, 0],\n", " X[:, 1],\n", " c=Y,\n", " cmap=plt.cm.Paired,\n", " edgecolors='k',\n", " marker='o',\n", " s=50,\n", " label=\"Data Points\")\n", "plt.xlabel(\"sepal length\")\n", "plt.ylabel(\"sepal width\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision Boundaries\n", "\n", "The *decision boundary*$f(x) >= 0$ can be expressed as $w_0 + w_1 x_1 + w_2 x_2 = 0$.\n", "The decision boundary is therefore a line through the origin in the data space!\n", "\n", "The following function will help you plot a decision boundary $w_0 + w_1 x_1 + w_2 x_2 = 0$." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", "def plot_decision_boundary(X, Y, weight_vector, title=\"Linear Classification\"): \n", " plt.scatter(X[:, 0], X[:, 1], c=Y, cmap=plt.cm.Paired, edgecolors='k', marker='o', s=50) \n", " # Définition des limites de l'espace de décision\n", " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.01), np.arange(y_min, y_max, 0.01)) \n", " Z = np.c_[xx.ravel(), yy.ravel()] # Création d'un tableau de points \n", " Z = np.c_[np.ones(Z.shape[0]), Z] \n", " Z_pred = Z.dot(weight_vector) # Produit matriciel avec le vecteur de poids \n", " Z_pred = (Z_pred > 0).astype(int) \n", " Z_pred = Z_pred.reshape(xx.shape) \n", " plt.contour(xx, yy, Z_pred, colors='g', linewidths=3, levels=[0.5], alpha=0.5)\n", " plt.xlabel('x1')\n", " plt.ylabel('x2')\n", " plt.title(title)\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at a few example hypothesis to see how the choices of $w_0$, $w_1$ and $w_2$ influence the \n", "decision boundary:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_decision_boundary(X, Y, [0.5, 0.5, -1])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_decision_boundary(X, Y, [0.5, 0.4, -1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implemenation from scratch\n", "\n", "We will implement the linear classification using the formula studied in our course:\n", "\\begin{align*}\n", " W = (X^{\\prime}X)^{-1}X^{\\prime}Y \\\\\n", "\\end{align*}" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def linear_classification(X, Y):\n", "\n", " # Ajouter colonne de 1 (biais)\n", " X_new = np.c_[np.ones((X.shape[0], 1)), X]\n", "\n", " # Calcul matriciel\n", " W = np.linalg.inv(X_new.T.dot(X_new)) \\\n", " .dot(X_new.T).dot(Y)\n", "\n", " return W\n", "\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-0.28531228 0.47927218 -0.59270275]\n" ] } ], "source": [ "# Train the linear classifier on the first two features of the training data\n", "weight_vector = linear_classification(X, Y)\n", "print(weight_vector)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_decision_boundary(X, Y, weight_vector, \n", " title=\"Linear Classification Decision Boundary\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using `sklearn`\n", "\n", "Now, we will write a sklearn code to solve a linear classification problem." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
LinearRegression(fit_intercept=False)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LinearRegression(fit_intercept=False)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import linear_model\n", "import numpy as np\n", "LinearModel = linear_model.LinearRegression(fit_intercept=False)\n", "X_new = np.c_[np.ones((X.shape[0], 1)), X] \n", "LinearModel.fit(X_new, Y)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are the coefficients that we get from sklearn:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-0.28531228 0.47927218 -0.59270275]\n" ] } ], "source": [ "\n", "weight_vector_sklearn = LinearModel.coef_\n", "print(weight_vector_sklearn)\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plot_decision_boundary(X, Y, weight_vector_sklearn, \n", " title=\"Linear Classification Decision Boundary\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 4 }