From 04c2b809d99ba559901dbf31a042731e891075fa Mon Sep 17 00:00:00 2001 From: John Huddleston Date: Mon, 15 Mar 2021 12:02:14 -0700 Subject: [PATCH] Add guide on how to estimate clade frequencies Adds the Jupyter notebook and corresponding restructured text version of a how-to guide to estimate clade frequencies from SARS-CoV-2 data. --- .../estimate-clade-frequencies.ipynb | 1251 +++++++++++++++++ .../estimate-clade-frequencies.rst | 758 ++++++++++ src/guides/bioinformatics/index.rst | 1 + ...estimate-clade-frequencies-output_24_1.png | Bin 0 -> 11219 bytes ...estimate-clade-frequencies-output_26_1.png | Bin 0 -> 34255 bytes ...estimate-clade-frequencies-output_42_1.png | Bin 0 -> 11078 bytes ...estimate-clade-frequencies-output_44_1.png | Bin 0 -> 35047 bytes ...estimate-clade-frequencies-output_52_1.png | Bin 0 -> 27875 bytes ...ARS-CoV-2-clade-frequency-distribution.png | Bin 0 -> 100959 bytes ...example-SARS-CoV-2-phylogenetic-clades.png | Bin 0 -> 793047 bytes 10 files changed, 2010 insertions(+) create mode 100644 src/guides/bioinformatics/estimate-clade-frequencies.ipynb create mode 100644 src/guides/bioinformatics/estimate-clade-frequencies.rst create mode 100644 src/images/estimate-clade-frequencies-output_24_1.png create mode 100644 src/images/estimate-clade-frequencies-output_26_1.png create mode 100644 src/images/estimate-clade-frequencies-output_42_1.png create mode 100644 src/images/estimate-clade-frequencies-output_44_1.png create mode 100644 src/images/estimate-clade-frequencies-output_52_1.png create mode 100644 src/images/example-SARS-CoV-2-clade-frequency-distribution.png create mode 100644 src/images/example-SARS-CoV-2-phylogenetic-clades.png diff --git a/src/guides/bioinformatics/estimate-clade-frequencies.ipynb b/src/guides/bioinformatics/estimate-clade-frequencies.ipynb new file mode 100644 index 00000000..862ac5ef --- /dev/null +++ b/src/guides/bioinformatics/estimate-clade-frequencies.ipynb @@ -0,0 +1,1251 @@ +{ + "cells": [ + { + 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" 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3/gPrIxo/0Zxn+R3647Lplbdozbky2FlA6GFNCCH11Jy1ESmFL+rwCwiUgwC+2SE3k4i+OAINAlaE6IFzl8optiDNzeY7EYHde+mPGcm7XZEMXcn39J9/GjNgQe7Z7Dl/Q6a69P+xruB5FrZJIasT8EXP/e6zVhcQ4moviHa5M8lCiL64en+0+iCN0JWikHIpQ+XFhZY4d9yRIAeEvRsXlyXUI4uMbjr6Cen6zFll3l/5o/l03U4zd/cRc/CP+L0PCzpcJ/75anNOmYAbKLc+Rc+31UWKMNoqLj5KGPWZPzp5I2bcJSHLU3PXx8oaJz/XZCn/2bpdndhKoeiAQGUQqDghXxmxQi4BgYBAQCAgEBAICAQEAgKPMgL4u56585B5yrPo1WSR8OvNe835Tp40PkxtgBJjzu7D5sU5LX50XTw/Wr3D7DvbuRu7oRyAFMGXMRtDEiJzVydJKtkP2NxwxaE6M3J5oT9u2grLV1w43H8QT85famgyz87MWdZiJey7DfFJDPwOqw9sPZHd1UUl6xvyengRuH7rdtR/ipGrft/Dxzd9rxKua2bszLldwaLbLyftvyy7x62rvPucclqV99mABessLqxmQXmWJr97D3ceepblUxslCSsF+m06ZvqsOWCtyd1VMrieeWVrfBkoA8gPa3S3nLRziF7JgK93/1f1y3F7v8eMleblzccz5Yu1vPJ0LemRgzx0L2t+kh9iXzgpD4VDl22yCmtf/s7+P2tXiyIL1zuqS9YQdz7UMa1NuUecSVv3taouiiuU+FtPnDH7z16K9fFPIlZ4nLl201xram6VR9YLeo9huZ+1fsR7eUtLn+B9GH4BgYcZgUDIP8ytF2QPCAQEAgIBgYBAQCAg8BAicOj8lcgFAhNDlspj/QZ5iFWb3YhMm5lNqTJbTpx5CGvZsSJvP3UuImrB9MkZK6w7gl7zN7Zyd4Bv347+/XLuUiwBjaw6hldtNvvOdK7CoD1weeD4cWfVwsvzC91PYAnpb4qJG4qdp/9oJc7n63NWv7h7yEpiyKcyLjKa795rlWclLty+e9dcb2hsh6PJXG+owNHYZG6EIzMG9Y1NhqMmT7Bmt+Ru8SnvEmcXbzSY+sZbLUfTLVNfwqEVIT5hW+wZsDLkLbB/OX3OnLl0xZy5dNWcudxynL181WQ9fjz0q9nyyxGz/+Rps/XwcbN6/xGz7pejZvexOnuN60nH9qMnzEtzWvZ6YBPSYvL796VgcF3N+KR+3/VHojE1CS+tYOg2pTqRsPfL1n9ZKH+0cpv5pe63gkObcyZZaCsPP9TeA75LJFzo8H4o1Ypa+UvpwHeFdX+z9MeCsXbSpt3mxLkLFTl+Pvm7qdl31MzfecAs2nXQbDh03Jw8d6Hl+OOCOZlyzP2pxXqdOuNWSPXIGtpVD/n3f1IaXEqRf89p1dbF0eDFGwwb7eo97IesLsBd1I5Tf5iP1vzUKi4rEHBNdfpqawVN0ruFPSkoh014k+RMuy53RxuP/Z5URLgeEHgoEAiE/EPRTEHIgEBAICAQEAgIBAQCAo8GAkcvXDVP5AkSiPckwgCfumzQp8nh5uNdj5Q/fva8OXT6TMnH4dNnTOFx1hw+fdYc/q2048hvZw3HnO0tFoYQNXEWZ69sOVGwsdugeavMkq072+1YunWn0TG2qsVPMS5WnoEcWbXP9Fl7wPoshixxCekxVeujtMqjVbhtp1ma+dhllm7LdizbtstU8piycoP5cskKM2HpCjNyXk3Un3vMWWsJole21bUQEtvq7KaOrquZEXNrzMSlK+3x4aKcZTxWny9vPtaSzvEjnERiQGjxLA0hv2UrzcRlq0o6vlq2yqQd1DEcjx4GA2fmiDo2TE3qW2nX5fv8/QW1ZfcP0lrybtbqsmQQeTdybk3ZMqhvf7Sw1gyaVW16TqmKnmW9o56fVmWGp5Tx8owclrLaLodwxQqe8nrMWhP5f/dJbCng/OtuO2n1AgS/ez3LOT7tkaHb5GXm2WlVps/05eb12dVmyJzc/hW0eZZ83DiMZ8LRdVnzXH6D1lLd1Sjv3su223x95YcsySnzjdnVbeoXb8+rMS9Mjye0n5y8zLw6q9p8sii9/3++eIV5YnKLchq5VIfSwroIx7R0clUkzBV2n7HS+van7/AeUl/VfYW8ryHTn5ja8k7j3ptza813NWuLHu8szCmmepWwOsOtj9oPN4eV+G07edZ8tn6X3Y+Bejw5pcq8unCd+XbrPnOgi7s4qkT9Qx6dh8AjT8j/+eefBr/wOu7dax+rkM5rwq5bMtizHwBH+HUcAsIc/MOvsghoHFFY2dxDbkkIhLEkCZnKXxfWYfyoPLZJOZ4+fdrU1dVFR1v24Ekqoytdv//gz2i5ftbNyphIM0Hq9sMy8/Ops+bc5auFx5Wr5pw9rplzV5KP3y9eNr+e/t0c//1sYrw/rlwzWY9th462aRIvgqet4Zg8WQVGkCzupDXuvO/6Q5GfWYiCtpZfLP3QPEmTk297qnwiiYgLuVMs74fp/nvzW4gLSKK4tnGvqd+Dxbvzc0QipBf/yyHR5BYCAu1hwq2zZIV4HTWvxtB/IVlpvy8WP3qEezF8X8qTyHGbfbr9NelcZDikZbGyku6jlKLfp7nhSCqf6yLvXmsj8fqmM5YhD2QkftK7z2yxeud672lVxldAjM4//2y8TByIzjSZk+5hDW/TT622Cj3J4cZnk1iuYxHuXnfPFafcdn1iWk5JQjn+kWV8c2XRuZQ3WHDrmtqu99LiY6bSuGGUPmbMdTd+pX2S+p97/bPFK8xb82rMa7OqTf+Zy83TU1sUM7QtRgb0Uwht+oaw4fslTSFEfsRVu3Du1qOUc5WZluaJaS3vI1vu/A2xxhG4REPB021yrt9C2Puug1DQaOUGeaF4cjGLOx+Wf5bKeZdRLzb8pSz2t2jL78C5y+bNpS2bCws7P8S1Hvu8hF9pCDQ3N0fzG+Y6f/zRetVfaTk+erEDIf/otWmXqRGEDsRCIOQ7tknAG9wDoVZ53EXEK6x8CSHHOATCWBKHSvtcE9Zh/EjGt/H2XdN0p3IbwEPInzx5MjoeRUL+1u07kWuC2Xk/wFgHp00W/XvyeZplohc3+Yu7pok11o7k+8rM5Wbw7GqTdWIel2dnXHsxb5lXysRW7gqYdPrEkVsHCEiISCbPEOQQYygA3Dhp5x8sbCFtnq/ZnanNn6/dE5EYY0soK02OrnCvd564KYVYknUnpA91UFuX6g5Cz5OsHbHG7AqYdEUZIM1QWviEjP5DwkHWd0XZ20MmWXVDXqoflRKKYHwnI+EZVwcp9cq1ksa6n/bzFZDjl6wwjFGMcYyDn6ZYMQ/ME6bkw/vIX9nFSpcXVvxcQMLyPlF96DekZXUQIa5iSsFRcbEez6VfXuBfXfcJIU2Jk2aBj2954vRdf7gsOZT++RU/G5R9tI3GF6658mQ9h8RGJleRoPdBuZbUcq+TtMJDY+xTU6rs+y1J6caYybcC8vkHRPxz1TtNf3e1U37VEmS16kU63qXqE26oFRcvrMy56CEuewZkxU7xIpc1RTaElWKIcmhLpU8KyffJfL9KMqZg9YYs5ocvXGPmb9yeeHyyPLdqDmySyky7LuX9vD1Hkj/Yi9zZcOy3qC17zFxl6CPCnOeZZ4P+8WR+nyNcvv168VqRXMNtFwEIeXeOEwh5F53ceSDkW2MSrlQIARE7gZCvEKAZswmEfEagyogmIl5hGVmEJGUgEMaSMkArM4mwDoR8IYDrjp42+NDE36YmYr1n1tqN6ljm2pbfw0bIX7h2w/jHxWs3jD2u3zAXo6PeXLxeb3YdPVEw+dSkk4lb2mTLv8eGdcK+2NJvd5Ibd86EO2lirTKemVpl3YvEpe9K1+TKgUlwgeuTDC5McBNDfVFE+HUCYwgorPqEiRv2mlKVyYJdZB6kiN+maf8hdyivXwZLO192/f9iyQpLsKF40bXOCrGopD7l+MsV8QVRLGtMkQZpGMbdY18B5Pj4MSKUs7Y5hJuswcGIZwrrbhRdEFCy3uUeR5prkqxlPgzxtCqjFEWS2/fkiurDNvQ5+j6Yl0/e5dyWiCCHgGdsiRvfUMb4pKlrGQ9h6tYv7vzpRVutvMj8wrTl5uNFtZGLG4hNkaG+7/e4vPxrEeE6Y4WVQ/3RjafnHLdv7nX3vMfstVbGOPdmbrykc8YyykYexZGLuedrK0fIQ4pSDv1I5ZQSSs7Eem6rs8oR4dh9cpVdFeM+myihezmW8FjBazyApHYxSJJNboQoZ3SMolnl41pO55bkz/Aud8tUOWkKDPUhlUOYiI9TvlwVET/pG07+6YmTtlH7qSs32tSucsH2Y925sj7B9565GOHMt5CLoX/OPhRa6fPi7FXmauOtssp8HBMFQr54qwdCvjhGIUaZCIjYCYR8mQCWmSwQ8mUClyGZiHiFGZKEKBVAIIwlFQAxYxbCOhDyOcD2/H7BDFiQm7Rq4vLE1OqCyRvXRy7fbI5fKs9qpq2E/NWbDeb8tevmQnQUEuZxZPmeY3WmZsfPZsXOvWbdzwcKjvV7D5j1ew+2OjbsPWgmr1jfJmITa2fwYgLrT3iy/NfmbGnLvt1JdNw51pAiNZGFSR0byWL9iSUeRLCswLg/IIasjsu3s66JLCvHchSyxrbH5GUF7YqbDteXLcQDhDqWnUzyXXyem5ZsLTxuUYt1fKn+zt3NINOsVn3cUSRAuskanfpx9JhSZRUPEHF+mo74D/mHHElWmmn9n5UFpIUsVt9Ns3xNy0vkKARhR9T7YSkDJR3+v8EZIp6xIA5HFCFarUNcLLcfljqWKyfukqhrOcokSD7SYn1cbvmkG5tfaVMuKatNwhnbGNORSQf1EsEqopx7uJ2BiGU1hOJmIePVb1yr6O55f/Pkz33J41qCK12xUNb+5O+Ok246VqAhcxJpSlz1Y1x/uGmzndcZ+SB/ZeuJKL2slstV3kj56JPDcglU6ioNbQhbrN/wXgMvrSzgXIpqvhkg6bn21Jzcnjcu6VzKCgMpwZ+fVqgERxlI/rZ/bGvxAV/Ot5LGeFYtJLWl5KA8nSdZvft5qI3TlGNadfDpup2psw99X6fJ6pfPf1eh0HC7vBWr/fPf9qX0VW2kPH7D7tR6hZstCARCvgWLpLNAyCchE663GQERO4GQbzOUJWUQCPmS4Copsoh4hSUlDpHLRiCMJWVDV3JCYf2oEvLUq+n2HdPYfDvxqNmxx5LVn63ITdCYJEFIYvHF5FeTAyy2mRi75OSYxauKbmTVstnVOvNdzTozafnqgoNr39cWP36ozaVtC8nR0WnbauUoX7D4Wi1HdogViCHbpnPWtnI5oLYltP5J85NwXA2UU15HpOmbd1dTrh9gTd7lgsPddLTXgo2Jln9MoGV5CKZK79YZn9GWxJi7PnpuXIyLnWvyi3W5m2/SuTYUpEwd+MnFNYT+E0KOl0LyJ5VXynWtDCnHsr3fppziBKUCmydSh3LamxUUwiHJLUMpdXqU4kK+gQ0+n8G7WN8UKUqax8FSXtbBSYqKJLz0DKM4bGt/kQyl9n3Xqlcun2g3iMU4RSEkuXx/Y0GvVRNZCUthgZ9t+d3Wc4eyh/vyfw3Bq/hZQ427yInrKvIW0a88nlmSW/2UZvkrVzAoB5Qua4hrHsrFyt5N8+LqX3LXM7hAcdNxrnHuf36oarXaS0pJ3lfud5ifh/sf1z4i2IspQmVVDm7gCp7UD+WNFHUuAa2VABDPbplZzuV7f/SClvcaq7hsH8nvKyDXP1wrxRWd3POkuQREmStlClbfIreRK4v8Wq2YtgcCfd/W54dlpvlu8v6N1QdyqwG6z1qVqWzJJ+OM73/cX/I8hwSrj5zK9dMSNx+m7mqbk5evl1X245YoEPLFWzwQ8sUxCjHKREDETiDkywSwzGSBkC8TuAzJRMQrzJAkRKkAAmEsqQCIGbMQ1oRxv3sPHtiP61t375nme/cM/9vzdzUXJKwAACAASURBVN9uDM4G4SUcbCiecDQ13zbXGxpTD0gDfN1qMpFlwsVEnfhM3rGmaivx8KimH5Z3O1DKBFMTMEKRGAPLJMhFxjCZc/NNOscKToQKsnfFdnkub9Xr+zNOqpN/XcvusYgXaUxfhqzy47b6v63OiHB7fnprpYUIckiOVmmdZfBJ97BcQ5Y3MpB59Ak9sxAnfdb8UlDmSxuPGjZJfSJPtEDuxSkR2quNJVtSXYtdF4GC9T95lUoOkj9EE2khmNqrng9jvrIAh2gpZeWB+ieYoizBDVZbFD2Qcrh1oV92NR//2lSV8TDrWKNNibEuHlcBt1EaT0q11JcPe9yQ0Vbdp6/I5Dc9eq9Pzin4SrGE1vMsgtRV3KMY4xAxW4pbElkei8BkrLP9z9uTRRbcKCTZlFPyuCGEtYjnUi2UpbCI2xdE9WK8ccsrds53AXXBcj8u7lP5jWp5ZxVTmqFoeSq/SoAwLj/3mr4t9G3Sdx3v/lx/sX3GW9Un3IrJ4Zahc1mkY1gwYcmK6KAcDhRIei/rmuRSHnGh+hppkp5RXCS5eSseKz9Jl1XZIUVHmqselXPkwpXUacKwZbk+jHIgrl7+NfWT52auMNdv3U7NO+nmO7U5l3golvz8i/1/ZnEu7exdh5OyD9cdBAIh74CRcBoI+QRgwuW2IyBiJxDybceylBwCIV8KWqXFFRGvsLTUIXa5CISxpFzkSk8nrH1Cno1MLzU0mT9uNLQ6Ljc0VXSTU6SGUK9vupVKnBcj1su9D6EktxBZyHh9vD+9KGdRD+n7MJJSHSGz/Gi7lmbCL0vYFgt5XBUw4Xxyeq2BiMhSHnEiS8ApVYYNADsCp1LKeCFvMZ3mmiCtrrK21MSfsBSyF2JJZJNvKQyRTn6lPEeurCL0ek5ZZtL8wIukhrQuRgJZombuupxcUzuuTeWrGrzcOmY9V/tA2Oq8FPKYckSQ+P6xS+lvxeLyjEAo42Kkq7jFQabXZ1XbcV2umGiPHlNy1s9S1NHfsraH4jGeqD0In5y8rKS9JyDe8U/+rOOfWvnhyxwSuqusZhChDRlZzHWI9oCgLpWwjle/kwISRWDcBppqF4Ui1eUyhjECwlP3i4VyLQOxXSxu3H1t0Kl8wAMrcuJKQca152p2Fc1f7z/io3Dsk7dGt//zeboyyMd22nguy3BIdJSWbvqkcxG/kPJxcbR6hDyzEtYuFkntg9W1FAGsesLVnE8gQzij4GAlArjwfsOqOU5O95oUHa4iWiQ9+bib1LLKiWv46XfzyHquVQ30ZfVrQr0jUPTJLQzl6OA9C7buvgCcc017BhA3aQUJShe9q3kOXMWHVsplbS8pO1D8JNVbPteX7jlsTpy7kHhs+/WU6T0jN47SXknyU5b7HNXuO5qYZ1p5x89dMN3ySrZSvgVVTz13b9dsLX2S9RimCIR88UYPhHxxjEKMMhEQsRMI+TIBLDNZIOTLBC5DMhHxCjMkCVEqgEAYSyoAYsYshLUI+bv3HxgI94iIr2805282mfMNt2z4R31jdO9K461Ei/nbd++ZxuZm03Ar5mhutve4r+NmJ5HxkPiQikxqIK/0AZ4lzFm85dK+v3CFmbh0pZmQ6VhhJix1j6zpcvE0obOWVpnKK8x/4rKVpqOODxfllmUzKcyCqR9H1tij5teULHPfNvjwlj/erK5T1CalhljX4pMalypM1iHkcJcAYZe0IaL8IUOs+HgV+0+f1WQfSzl7PrnKQHwUS+veh5wjLX7b3TrrWUojhNx8/HMRP+SNax43b51rXwLilGLlKXK6XPdHKj9rKDKzHCtbuRRgI13KU5uX4u5C1tysDMgqcynxcE9EG4lUsn0JQmxyznc/mw+Xkl+l4qIUesKxdJVccWGc+xK/T/r/Ze2KD2oRUOSdZUUN4wmW9ZIFi1wsTzlc61xcQoFvpTApJx+5n5KshJBykIH4+4ZEhWgED1lIKy79lg2WyynXT8M4KLdjkHdJPt1RUIo0RA71S0htvw3T/kMOkh7f5mnxku5pQ1LSyz+6awnskuys3IpTrIKrS0RilQ7ewjlJNuKoDdL2GJH7D/JLG0N5L8gin3yxIk+qt/LkXe/7g/fTyB0NeSaR/ErDhqc9F2yM6mXTzFhpv9d85TI4Z32Xqa+4ZDDkPvnzLKp8Qr0rS/1GVB7qE+TNHizvzKuxijf+qzytcNA1P0Qmd4xw74M57Y1CAbdEjP3qe4rHf1c5LLduWTcZVn5p7zP1gSxjF8813zuSDwUBLvOwhsc9kNu2rORry14wfGdRDv1dbVJKiNKC9P3mrc44s3q8owVCvnj7B0K+OEYhRpkIiNgJhHyZAJaZLBDyZQKXIZmIeIUZkoQoFUAgjCUVADFjFsKa8M79++Z8nnCHhL/QdNtcbL7b6rjQeLslXn2jtWx3ifebTc2dYuleroW8fDS7FlFZP9Zl1TSwTB/nPvnwKP6XWxRZCWbFVpMgJkKluoXAQlYTvawTTlcuWfy1py95iGHJmBRSvl93Wf6XQw5EPoTnrDUiRcpdvSCLRNcqmg0RqUu5ChhNwpW3b4HP8wEmlMEycrfNip1DJgnnNOv7Sj2DItHLWS2glQLqf8irVTwQdcWsGl1rZdyzVKpO5MMmutrHQHhirQmx5luPd/S4KN/fyIVSjf5usdpWZxgHsDLuNT9H7pXbRyEwyR+3KPQ5rHaFw+gUrFG8KR6WzJCufp+FHETponhx/b+SbZmWlzZJfm75Tkv06ZmUbH6Y2/zyYESKZ3E7lVa+ew/yTn69KffJabUG8g/FHyQebRnJ4yljSh3/X1p/xObFWOS3T5b/2tSW8fn5mj2RXO4KA/qlXKAgd7ep1fb5wS2Nex0rfRQQjNW6Ttw0K1/wEBaQqJTrErHUgedA5D5xGVN45/VZe8CSz1ivg60IYMou9v5GJleJgDU2lsXCH6t1Vp+5ceSWq8esNYmKAWSRuxS5k1P9FNJWLrFerJ1EsFM/F0tdRx43DylIy+0TKF2QVXhKbjfk+ZHVPs8abe/eb8s54427skCKG0hwt57J53WR7GrPuLhqp1LcOLIiSHtF+HVEeclqm6zuvIinVY18i5CW1VBSjgdCPuPEsI3RAiFfHMBAyBfHKMQoEwERO4GQLxPAMpMFQr5M4DIkExGvMEOSEKUCCISxpAIgJmQBtliv37571x7Nd+6Y5tt3DOGFmznrd6zh44j4gmu37uYs5m80mAv16T7ayyXKOyqdXBq4E5a4yUbcNU3gfEthl0x43M+x9maiVSqBLMs8Nl8sFUNcaFBmuaSbSJX28L0NoYmVnCafWPVB0NCXOCwZsrBlg2GsQ31rY1mMlqpE0oSZ8iK/rNXFXSfE9X3592X/Bbd9sI6lbqUQJOSvZf2QunIbBAnt5s25nld3GX+cfHHX5FuazYb9fCv9H3IWHLBELGVswSJU5KdrFQjJIeICYgfSHatKCBJIJUgjVk245CR+wCtZL56rnnlXKxBGuIrw64Z7B1mRU38UnpWUISkvKWooE3Ixrv25pjG71PFI+cWlV32TxgvX2hwCX3klhVLIUJdKK1SS8HOvj5ZizSXsttXZ5xJXbWCHAgZylbq7biy0yWd7rMxAqSFyDWzcA7IWMhriV+N3OW3M80e+PGNJ7ZN2PVJ0LtxsrdpdGd0xEUtud0WQG49ni/EVUluuRbjPuJCmjHOt733lGOMChLIso1VeGklMHItpRtc24KKxS/nHhd2mVkfvPGRSHGRmVZxdfTJvfQEpjbJCzxnunngnynUZCpqslvHIKOt48nPbUsQ5/dq9jk9+yegS+G6ctHO5CaK9cwq8FstwKSXIn/4q2VCC+G1IHK5hQY5iEGWL2z8ko0II6LixUArbLH7qqRffGVa+FN/8Ghefnl5jDp0+U/Kx7sAxM3fHfjN1689m9vZ9ZtX+o0Xz+PnEafPD5j3mjUXrTPf8XjFWzqkt31fCQmE57YcCi/SjqrckzKzCZReBQMi7aMSfB0I+HpdwtQIIBBKtAiCWkUUg5MsALWMSEfEKMyYL0dqIQBhLsgPI81+wAWrC5qba9DTJT/slkfE3m4qT8Y7V/Pn6nHubyzcfTlL+WkOj/dBmg6u0CVXSPcgwPtS7T17WIaSTS5oUO8eqFiIICySsFSHG8SUNwYP1UFaro2LlZLn/TJ6AZiKZhKV7PbIUm7ysLL/U+LO27VKm2wFZxFVa0YIbBy3ThtBKcwEA4SwCGX/IkKHCWq5hIFNcMszF0D+XgkMkFW0BRq7lpp8m7b/Sj/Rca8gSGPI/6+QXC04RM3LFI2LZVUbIXU25looQyNS5oyy3ZbGNNW8alu49uUGJc9kzblGtQUFFHdIO3B+NXlAZMp5xhFUa+DVX3/UtLl35dQ5BIz/H5SjV1NezhB/kCWQwQdkkGeJCPdvl9iH5E/ZJO5FnrhJFskuRUorPeo2BENDKp6NCEZ0Qd3EYFrsm62t3zKqk7FjM4+ZLz0Bvby+AaBVDCc+dWyeNPShH3etZzjVm0w9lieyS1GDqKhMZ++QiTfVJChm7UVa64yrpsaIXkUta+adHORCXN/VTGyEPhCsW8eQhghcCnNUCWeqsOFrVxnuJ1YPIm1MAVFlyXc8IZLOLra9I9OsPSc94IuWB6xJFq3UoK4vveL0HwcDf/FbtFTc2yLIfTFXfrCEW99SJdpKfere9kN2tMwoG/c+tjHAIfGtosCI3tnqrQUjDuwbFTJwrJOQVcU7cNPczbt26z8ytQEkbW7UyY/pPB7NPYNoQc/2vv5ln8n7oI6wcPPimp2+j6GfM53uLeG6/c+uYdk4+pJ2181AbJH58kgZCvnhbB0K+OEYhRpkIBBKtTODamCwQ8m0EMCW5iHiFKVHDrQoiEMaS4mDef/Cgopug/lGf27z1YtOdkgh53Nrgbx5XNx1l0V7JckTIY7GV9kGedA/rUD7Ue3QhQh6yIgtph9xMZjvCAhMFgCybIQhYGh+HKRMnuZRAPtyzlEPk4EaF9BAAceUUuybSrdIb9kIE2/6CP9eMG80KD9/SWBbBkBRpJAGYarM/JvciWWSdCUFQDI+4+/LvD2Hob0L5Qt43LCSGb0Ht54VSS/JBTOg+BBFYQfCrD2CNzzXKVrxSQhF1EOXKsz1DVkNoNQNEXZp1K/7M5YPXV8D4MvI8DZpVbQlylIFsLMpqAp57l6zy02X9D6lMXq6/c3BX382KOX1PbiYqIVeS/Nr40920MElGnjvVJesz6OYl63VIGve6CHTaxZWTVQoWN6dvu+nSzqWkau+9LFx5OX85T3ZD/qbJl3RPz3N7vVvo/2pD1+pc8shKHytzXSslpB+V02aypMXqGUt7yD/yyZGkOyKZuQbhzXXGMq1cUp0YpyHxn5heG2slTTzebSK4lY7/Ph7akJT8eB41HosE9t14KD55po1XcXg+s/RHW0cs3OPuc03Ykj/tgzKAzWWxcGd8ZtyXIo84dgXGmgORtTyuwNz+ipKyd/59AwmLRbhPtFMuimc9T3zvQUz7MqLcEJbCSXFIzz0UFqWMG5DYuXS5bxG5pHp+RYs7I2QGM5VdToiCodim37S/FC70PdUtLZQCw303+/Fxa4XMPaYuN1cbb8VOYG7evmMuNTSZhtt3Yu+XcnHO7pa9EhhrUHTo3Y4crOLx20iKkB6z12aqt+pIv8wpRZaZ45eulSLmYxs3EPLFmz4Q8sUxCjHKRCCQaGUC18ZkgZBvI4ApyUXEK0yJGm5VEIEwlhQHExczlSKmr5RpHS8XNtro9epDaiUPocVHfDkb/GkjLixH3UliZ53LcloTOghRiCPIIiYpsvzTfYWQu/K92V6yQ6LIDzblYrEEKYxsyOha8j05uapsMl7ys7kk5TDZ1+Qqa5hErinvckIUJcIbS7yssjCxlDWj7x5GfsotnjNZ0r/dEg+QMkzyRfByH7LG3WyP+1zPQmLGySqZyAMCz8UEhYjIXOvapGZ3K5IE8gNFgkglSBjIIJUl9wuvzW4hOCH4KA9yW/FKCV/Ib9jYUYQ8mNDvRcqjPMFNAIQhZBcH5/jDl/UnuLmrAlxc2/sccsu1PAZrLFzdtk6yvExqB61KeKEdXdcgJweEU5Ic7nURxuUoo0Tq+T7gRca+ML3wXSAL3jTrUlc291zPKG3S3m3v5q+VHT6568qWdq5VHu2lhJE/+WeWFLockUyM+fQHxhZdKyWUaxTy8BUvSflgnS0iWSshtIpIq36wSLaEtGPJq75bNGQD4JmrCizhlQaylL7CmOrLp3HUJ8lFyJOH77pFpDnt6OeX9F/uXsgvjux206GMkOxJIW2X+27JKWaJlzRuj1u8wt5z86J+KDv4rnDd9HA9bZzQagZwc2XmXFbyWclsi0m+rfX8a5x/JW/MgcwoZMgf0r+H48LHrQ/nOUVNtVVycs73nDZb5T7tmOTjnbFOxLLypc/4ddR/FPcaJ0mX9M2ibyXy3Hjs94LJy7GL18y3W/eZvnMK2/uluavNd9v2mxOXrhfEz/Kn9mCLQtU1RJAVf9rzKmUEqzdUz2KhxrLP1u/KIl6IY4wJhHzxbhAI+eIYhRhlIhBItDKBa2OyQMi3EcCU5CLiFaZEDbcqiMDjNpbcunPH3GhsKumoFBlPPribsVbuDc0lWceLkMfnPOkfVrc1ffPWgOWQMxACTER8q0iX3Oioc9zRaKKFlVmSdRski0glLMo0QcQavL1JefLHHQIWwJLVDbtZdyLL7caRbcVNFuRJpE3aREwTtzj3E+XKJTcQtE1a2XH35IO2/4zl5rultQXHu/OS/SoLWxQf/kQdUoL7TLZ9a7I4GdxrskYDpyfyvlvfn19dIJdc10gGQsgDSA27hN8hpXLW48cKcJEl8pDZy833S2vt8fmiHCEPEeHKk/Vc5FRHP6+4fJHVsYuHf04crOrL7WNtSYd7kafzvnfpE5AWUmapvUu1LrTtsq0uIoLao26QvuAoUitLX5DlMqTfK1tPZO5LIsjjytLz5LqYQYGklUHlKHxlrczG2G1p21LTStFXzjsR/EX24ou+1LKLxcfVmp6bNEw1hpeqQEJ+32KdMTttjKQMkfGQmOSh/oCsrosae299zsK3W94YAFkZo/VeVv1sv0bRumx7VOccMVpn3bPwjo8j4SmDgzFfBDOKP10nFNmqslxyFuWC0mV5X1F/xcdK3i0n7lz9A/LUJ4mRxxLozvuBa2zQWaxvsKKO7xjVyQ1597gEbpxcMrCwMkxeHo1/isvziIKZ+xD9aYoHjRXEla922oP/fHfRnzjXoTiURRv3nLs+ukcc3ptx7umQwe83vE/BlrbAlYzahnz43hP+/KffEvf52p/tig6+NbT6TbLxvkahgFz0ZeTg/ewaeNQeOhnNAv/805jvt+U2v1YerEqw3wtTW75TuTd5+y9RumInrMRVfu7+OYxTXKdeaqu4UPvUEJdnKi6OrtE+Wh3w7MwV1rq/mHzhfg6BQMgX7wkVJ+T/z/9Xa7rCoapD5Ig8I7x3755uhbCdEXjcSLR2hjNz9oGQN2bGuqe6xJG50ULEVAQep7Hk3v37FbN0L5ekl//4C43lEvLNDzUhjzsAPtCxsNHHeJbQXcraWRatmqBSviYq7sQ6qR4s6Za1FxNLERCQ2MqzvUM2vUSJgH97/NxDXvmuT9oig+vWIM1Xu4+RrCPZeLUt5ftp5cbFt6z1y4/7D/FiJ5wprpHAD9ICUlcW2c8s2Zq68oOJO/mmWZXFySOrPJaqi3iAiMQ9B6QIqwEIrcx5El790w1Zvp/kw17Wpaz6cLGU5X1W/7eu/CIiynWF5MpRzjk+8Gkj+gKb33JwzioA7pWTZ6XSRP7h56xr5YsZcp52K0ZiuFi75yL//BUelZBdiq5S3RhJpqyrLVBkqu/G+SGGGOM+7nNoS5cYhARz8ch+nnOhgaKyElhlzWNY3s0OhFR2WXMksEs0sv9A1jKzxovGlSKuJ6TQE0GetR4i92hLufXiHBKVcRJiG7Kd8QeS0l2FRFki7uUj3CVaJYM2ySRfyE5fWWq/LSbniGVZJpNPLj7uzrIpkUSsxj0bci+j54C8saKX2xPXuhvCN859EXHBhLQ2fYb+Qt0UH6z0DnKt2HWfd8prs6rt+yRr/yCe+gj50J5pihu1CaHeDyK4CeOUKbLGJn++o1D00qb0B1Y7SRnEfffdSrtxjbpS3v/8UGiY4PcVYUMaHSgEUIzy3eauXNL9pJB0kOIF9z2lR8E96jab1QXxCg7FHbJ0k9l/9lI0p2u+d8+8U9vSJzCI4HlxcaZPu/1m9Iofzd37D6I8kk6mbj9g5fdX9and4sZlt1zOUcpIdilp3L0HkJX2lB//p2fUmMPnrySJFK7HIBAI+RhQvEuBkPcACX8rh8DjRKJVDrW25xQI+UDIt70Xda0cuupYgt/2hlvNJVmyF7N8v97QVDFCHtma79xNPdjU1ZdJFvIX2mghf63xlsUHOThucjTdSjyQpSsc01ZtNC/MyE1U/AmR/zHv/tdEvP+sGvNdzTrnWGu+q1lrvq5abY9vl68x7pG7vsp8XZU77L3qNebbNhx9JX/CEn5Xbp1DAshdyLPLf4os5duDNCtlMl3JuK/mfbZTzywErnyhMmFDYVBJWUSS99tcaAmu9igWirDIQnJFFq4pS9IpTyQi9c2iyCGNfN1CVkjmuEm7NrK0/pS3nrA+lSkP1x6EPgmlvBRCgCEX5L7bDli3c71UslCEKqsz2nsliCsv57iCQWGCcoGDc9ws+PE66z9KAjCFoIizuMVKlvtyu6A2yhoqPQqbStfx9Xx/iCMd0+RDyaXxj3qnWVKL3AWDJAtgEblSvBFXpA7nabIk3RO5jZV9pXFLy097cCB30kqrJJk1hvp7XqSVV8o9jem+CxZfHrATYYkrL/9+3H9LQjvkJ2Mcrju0ISR4JB1ygwFeUnaTXgS9W56IcvLyyUrFY9zkPu9mrvFcShFqNwRfezCxTuQpGcAgrg3lYgkrZ55rt14QnJCeuOvQe8fex23OrFWWuHZJZ+75bm9UDz+kLYiP5Tb3ZHEuxS59nfGyrcp5vQN5BuMsy125eBeJ/AZbi/WctVZO3kM82258DBqkuHdxc8/JB9/mbjpb3/x7jTZRe7rpaA+eIVYnIYc2S7Vx4gh07xrt3nPBxgLrdTd/zrtPXW6emZ5TmEf3JlfZ8fDpxVuscgHFCfLyrpZyibi9plWbIUs3mokb95hNx04b9mFyj7Grcu2be3bSXfORd4/8hrEfrd5RkI+bp86xVEcG91uOvRq4VorSE6Ua8kV1z6fXM6fr1OXcjYauNUH2pEG+1UdOmWk7DphJW/eZWbsOmS0nzpj65ttezI77Gwj54lgHQr44RiFGmQh0VRKtzOo8NMkCIR8I+Yems2YUtKuOJY3NtytGnpdrzZ6WDqK9ZIK7sclcbWjKuay52VSey5qbufTX3PIbK6doSKtzW+9dbWg0r85abi1V9RFebIk2ExWR8VjrtocbhlIICqwxkZ1lyf1jfMj6E0L3v6yFmHAx8Sef9iJSSqlTJePKhzOTLeoYR5BgsaXlyWCA5X4lZSAvNv4l72JEtNs+7rmIC8iKNNmwbsXymrKykJQiQoiPQsrfzE4y2In53HU2Xzbq5L/uifzB2pJnQ0QYeXJkJcSUn/oivqL9uvK8YTFMvs/VJPvAVV6EkB8iX1mN4efZXv9R6sgft7BwQ+519uoaXIDIrUoScSXr3KxKGxd7zqXEGdkOhLw2TYVg8cst9h/i0u2rEJEQbRBwkGKQkq67h7QVAtqsUe1r3yPb6iJr2STiNU1GnjHyc93gtFdf9fPVxuAiTtPk1D1cekg5117+4/vPzCvkUjYOlTyuiwraI27sV1xIablvGzhzuV3pAPayxpV7Oq4Rjw1XIXF5Jhhf2J/DWv3mCVKI1bg2L5BpcbL7MvUjiG/JiCWvrIG5z1iL3Dy3rALDStt9j9EWLnmpfBRK0YBFMJbgdkWAR/BKDrWr/iuEsHbfBco7LnQVHsgs11F6dvUssroExQvKS5RDft/M+r/31BYLdNrGbw++5djjQu9WsFYc+opLhqOYoL3pR2DsE7p8Q3GPd5e7V4uPgzZpp1ztrwGW1D2Lb33h7oa82+Qyyb3un6t/67rGff1XyAoAlAVqD10v5jZo2Jwcyc+YGacE8rHgv3UDlFdSpL0fcKmGHO7zQHoUZlxXH4orI+kazwurDVQ/wn7zVpuJm342e89czDhj7Zxo+Of/cHXhRtFuPTjHT/+1puYOFzAQ8sUhD4R8cYxCjDIR6KokWpnVeWiSBUI+EPIPTWfNKGhXHUsgvNtKAGdN71ux6/91ZKiwHFif4AOe4+Ktu6WR8k13orRZ69YV4lHnC/W5evsfsfxngsMklcksEzOWGjPhhazRxLQzN190J6S4fEFmJtNJE4/k63URCdFvU24jPPLKYoXtytBVzz/Iu05ByRC18+Qqa/EFSciE251YQ/S2hxUv+ECqIUMaQZLUTljKSf4krCF2e09z6pknrbOQJbLuzZVRZS0jsQqGbKLPuxZyTIh9wgHSirRMcFUHrAOJK7mzbhDpkjZJqzUgapQvz6nKjAshfuTrFuVMEn6Vvo6rBclIiNICwobDJ2+LER2Vls3NTy67kC8OP66JOCpvjDkVWYK2t09xyJ2kOiRdlzJJSh63zXRO//d9cLv5iVhUHi5OtDf5yILaTVfsXFa4A2d1nBJJfQPFF5trI3uWlWNY9Gos9Td5Vp6VCKPVHHPWZmprtQ31gFSlbbjGuECbMn64lspYViMnim4RlhDfENZxlrXqI27IuyVOsQnZ666aSBub3fx8/GVl7saJO4dQTetjrnJAYzfvmj5rD1iiH4U9G2HLbcvLmwutukXw8gwVcwtDWbK2p18jl/qLLNBl6ODXhf4EIVtK/9G45ucF+U657ruJODkSZGZYywAAIABJREFUufXqNfqKT9oqT/stmH9GtN9GGt7c00otyn9ly/EIE/LEpQz9E8JfCmSVhdxc571MHA767rPLdkSrIRTX5sWmr9NXWKU88aRo4DtW7uCIRzngT59ynwM3LxQkfEsl4Q/WbNqtNPijL4aDe18rNJ6d2loBrzJRbpM/7043Ld9TXEd293rWc6UfvHiduXq99E1mM05rKxrN3diWPki/QIEMjrS1VnuAC6sKOlq5EAj54s3d7oT8f/7LXtMRh++3XlWHyAk+5IVGx4ZdlUTrWBQ6vrRAyLcm5Fcdfsl0xOH7ru/41n80S+yssQR3L3K3Ehd2JJEsAt4P67FCz28AW0l5LubJaTZo1WatWcLzN3Mbul6qb+wwZUVb632VTWzrcwqIP+ob7cSGSRITFial8qeuyUVciGVrWyy3NMmoRMhkFRnjfLxmmZTI4g6CQuedbbVbDi5YVzEp7J63RI9rNxFm/r0nJy+zFnntudpBm8xiQZelXdw42lQT/9Rx2OACRXWyS+VX7I2W1NOmbl5J50xM1f7Kyw0hX3DXEWdlyoSQuJAXhfnXRWQ495kwFt7P+Z3WNfqwSB4sJOPqqmtvOpsYU2eUBzzDrEDAkpRnWnJRNqQC1uBK356h3CVQLlbVcasiIOxcYm3grNKVBZBUbDxM+5frg14uQNL6pSy1IW/UVllDiCpw4NlrL1dBbHpKGZBUWeUinqv8wTUSCiC5WrKuI2p2WwvMtDzBRu6VkMHf8FVlECeuHyTlDcEp5W9njcfgQZ048FkNqerLy3gAGSRZWdXSVncjac/mu/Nb9kuRWw1fJv8/K6BcNzGqkxvSh3xlLCSg9qwgLuMJYxiEMiStCGblAwGaRLIzNsoSW/HTVrQpjkLXFzn1o+4Q5pCrtA1jtwhu0ujcT+djU+COacm2xD7KeCrFpjDptWBzdA0sIAN9y2gI4KcX5RS2yCVXQ7jD4b/7fpLyCgUYfarAQv2HZQbiN61v6B6baPNOJ39hLjy4poN3jZTNxQhd6sV7mPbnPaV2VnopGXx84/4rDViQn+RRSD8CC/C0JLm3aoH7OYv4lhUArruVYm2OTNRB5bkrn3ieeY+idHffn3Eb3PMN7O6VQX7IFlfnYtdkjZ9E/CcR8rzrKZd2LlZG3H0UTqQfXbPF3Lhxo8tPql0ynnaO+x6jnuzv4Cq4Dpy73GF1C4R8cagDIV8coxCjTAQ6i0QrU9xHJlkg5AMh39U6My/jPn36mJ9//rks0TpjLLl9524BoXzx6nXzwUcfmSnTphdcbysZ3FXT47pFVvJZN3clnk1T32B9P3bVurlyufVEmXDx1p3Yj3gs4ZjAixzkg53lz5BXnUWOaLLph7L+TrPgjJuI6JqICsgWTZLby92AL3sl/iOrCALayT1Yeo31nt0AzdnQ7InJVQarUyb4bP5aCTmK5YGcyAapIeyzhrJ4goT2y2FSLEtWJvFRntvqoiXwWSwYUUYJO4gQiGQmfBA2EBFJEz/KE9khkiKS4ccc4S5ShPwhIyCSLHm++bidOEJKyFKZOLJS9euq/yhOsJSVax7JnRRira607R3iEgc5GDuyPJOulWoWV0n4nqfuIqHdOmPRi6uRUvp0Pyn0WilTCpUlsp7EWt5v37T/Wj1RrE3b0i7D57asRmitFCqsh2SlP6vfupaZKDk0nmCNqU01lc4N6bciotUeLrmluCJGCHWtWKhnnvZpCzZtTQsRJiUFfQ3ijGeVuvgKPJTD7UnGqy5SrJZCgoL3s8t3RmMc73PenbzT0953kLtSprrPWtI5uNAHeK4hsRk/XZzUF+g3aX1ASh71UcpD8UifcxU79GPIVbcMxleX6C22OsPFBWKXbwKUhdYae9GWAiMFlN4aM6ws1oVfjlwXJlibQ8zq2dB18uuz+pfIEpv3Au8B4aDvD5dQRjEFca08smzIrX1GtGEt5fBushiyL8CGI5HVP/gp76yb5UpeQn0/kUfW1W+MKSLQIb2pr2RQu+t/lrDf7JXm5TkrbR4F3wD5968rr3vuvvOT9raRbM/NrDWrd+83a/LH/K27Iz/0KGpF3svFk1tOlnOl/3LdTnPs7PlWx9ajuVWCcUphkflZ8XflQYkLxjN+3NflCflfL16L+olWlbh1iTuXu7l+89Zk2ji3rEm7lygQ8h4gMX8DIR8DStqle/fumQULFpjJkyebo0ePpkW1927fvm22bNli47/77rtm6tSpZuvWrYZ8svwOHTpkZs2aZY/ffvstS5IuE6czSLQuU/lOFCQQ8o8uIX/58mWzdOlS8/nnn5sPP/zQzJw50xw4cKBobzt37pxZuXKlmTBhghk/frxZs2aNuXTpUmw64mrMKRZmJdinTJli/vKXv5j+/ftHZe7duzdzOb///ru5f/++oW9v3LjRpquqqorySjq5ePFiVEZSfZXWH9uxiHeJ2z379ts6/Mu//Is5deZswT03HpuWMvaVe9y7fz8xb7ecjjjX5q6Q7NZSPsl9za279r4I/Cs3Hx7r+PMxKwHiPmJ1jQmaiKiu6lu9zRby+c3LsJDXBBaLW5EfXTkcNKtlmbQmuEyuIGp8Sz3aFGIZcl6T3DiCuz3r+2zepUwpRBLkCvJCuse5ElL7Q6Kr3yrESkq+ZSFHIGZcAgT3BDlFzIYIE5cMUT5poSUX8u4gkuLJwl+4J4XUsRgp7VrG23wmV9ml/m77cx1SlQ0/O3IlC/79RRZmJYbBTNaKEOpxbaw+iQKpu2MtCTkBOfrUvPURuSxss7rBUf8pJq8sCckfq++ktnavu66Q4lxO0DaMNZBshG1pK1aPqO5yv+HK4p7j2gYL5+6TFpinvplnPp2fI70hn1GovDJjuWHzX+UH6YYiAoIVnFBWuUQpShCtzMFi0y2Lc8YiKaUg2uPGJqVBNimnIPkhhNX+nRWysoHn7mnHJ7ewsf1h+vJUUrvScrv7MjB+Cbu0kHbheUFecC1FJlnnkhaFqlVIzNtgiVT6hL4RXEz8c9pfyhoR1S6x7ssuhQz5sDLJ7W9cIz/1KZXFWA8e1sWUM05wn3c7G7n65bCC5ZnFLYSw8vLDnlOrzNC8QliEvDtmoHyMI5Nxw4KywHcPh3IB/9+uPJD4lMt46F7nnGeOe7wjij0TGiPlaovx0SXe/ZUVwhrFhF9u2n/yVFta2ey+AcXdZrnKEtKxusD9LuGalBpg4rdzr/mbcu+8H5bZcRNXYErDhrNpMvv3RISDr39P/+Wyx91/BSUmZTI2ggPfFvxH6aJ0pYRqX/KYsXmX2bD3YMHx/foWf+m+4l9Kg1KUEcjGKrUnpuS+IffX/d7lCfkP8j7jS/1Gk4u8hT8X5zE1R25LGAj54ugFQr44RlGMW7dumUGDBllSBnKpGCEE4fTPf/4zik8aHT179jR1dXVR3kknzz33XJRm9OjRSdG65PVAyHdOswRC/tEk5CHfNX744eDBg01DQ/zO74sWLUpMBzHv/7Zv354Y3y8Xcr/Y7+rVq1F+1dXVUfSvvvoquu7n6//fvHlzRMhrDP7HP/4R5cXJ3Xv3zZ179wqOtevWR2Xs3rPH3L13L/aov9lgBr76ahR3ydKlBtcwLul97WaD+X//+Z82zugxYwruufFu3mr7hjmMnQ8e5A7qdOv2HdPUUUfzbcNmtU23Oe6Y6015q3d8ytc3WuIdS/gLjbcNIUQ910XG32hqTpS1sbk5lzf5t+Nh5U/Jn41uabNI4VDfWOCWp9ikQT4mmSh8nOJHs5QJfiXjyod8qR/pqrcmlExSRVjEkWeVlLkSeb2Z951Pu0huCAH836puSaEmcKQtxZq4rXKz7JsyObJMXN2JO37T/fJxs2Hzm1yV6MOXdnWX/hOfNmfCL1ncsFRSQnkX639yd0B8CBqfvIHkKeZSxnUFA5HgE8OQSxAD6tMQiB3Zl6UsKMUSWn1UpJDrlojVOFjwQn7InzVtBQmCAk1pFeLr2e3bWPb6fcb/L1/3xaxoKUN5Y/1P33x18Qbz2tfTzOCPPjeDR39oBn86wbz23WwzsHZnRNAgr9932XiYOvWaMMO8+PFE0/+dsWbQyLfNy6M/Nv0+m2SGTVtYVG7V47M5i807H4+zR/8xn5o+H4y3/RqM/JUdjOUow1CavPrWu+bNN9/MHZPnmqfyBPyz474z/d7/pOjxwscT7QoN3JzQb6kn/c62xdaTOWy+m20Gf/CpGfz+h+bVCT+Y58ZPNU98u8jGxTIT+VCacUDsQijpWcQqfax939Sa98d/Zd7+6FN7vD/hm1bYfDBpcoQBWHz47ZRWcYSXG46bucC8++nnLWk/+cyMX1RjxkycFF17d9wXZtyslvbgeUJ5glU5RKCvQBq/uNa8/+XXUXrk+XzuklbyfDZ7kRn9xQQzauyHZsQ775qR771vZfnwu6mt4royc47iRjihiHOJYT0LbgiB5xLaaRbxfln8f2ZqjrSLG+Pc/T2sG5naPbYd6X+MA6ShbV155LIEJZd73T13x37qSh5cE2kd1T///sutWthY4EYnzv0e5C7kL/E1Jrt5QbyjFOW7YvDsanvurwpkdRlppGCQ3C+s2t/SLt5qNZVB+bhiURqFEPq5OFWt7imOLOhZGfXCtCrDniCMX647Fd7n5EN70y84511BHnpX+eSzFMY8v/KXrzLTQllX09ZSokGuJ1kvoxSSxTJy0Te0YiJX98IVfu413tfER5mnFQMyEtGKgFIU/aoX30uUw2pCXfND+h5xWFXC80C/4D+KKMXle8bGSSH2FTcuRHbSczAW++OK3q3cpx3dPOQWjXtpz5SbhnMpIz5du9Ncu3atSxPyZ6/ftNigQEAB4tcl7b/cpvWdu7pgHt1efwIhXxzZQMgXx8jGwDIVEt0litII+ePHj0dx//rXv5px48ZZS01IdeXxt7/9zTQ2NiZKAGGvuAqTSLfETDrxRiDkOwf8QMg/eoQ8Y43GgH/91381X375pZk0aZLp3r17dH348OGtOtzXX38d3Uc5SDrGIvJQfvPmzStI5xLyvXv3bpmgaqLqhHGEfkFmxthVQZTFOMhLWT+XkIdkjybCTv66duLEiURCnnFGBKtLjHNes3JVVM+t23fEkugnT/9munfvEcVD1rnzF9i4bPSJSxMOzqfPnBXFO3vhYmx+yNJ8507FjusNhYoBv44d8R8f69rwVMS7H+JzHpw6Qp5KlSHreN8lT9qHrO5pAtTZ7gPiyAJNQJnoSt6soSb9EKRYz9nJTsrGWnHld8Y1CLBueR+xmlQhexYyXtjIlQaT+46sg7shKZP4OLcmEEhuvZKsnTVJxUev6pUUMimjzlreDV4cEDwQJLLS5lqcTHH54nec+N0mL7d+2+Pi6Jo2kvOtl92JeJp1PBjkyqoqOumG+JBV2LMJfvfbo83xn23xSyHahIcfijwiPUSTLNf57x5xZJafF+0npQTEWlpd5SfcJVf8/Nz/kFBPfTXbEuh6Z8eFkOtPfLfY1kPlQ+aCUbfvl1rCOy6drr38xfcGhZPSJoWfTJtT8D3xxrDhBXiBnfX17VgMP//JN1GawSPeiuJD4r32zvvRPckSFw59+91INsgjykHJNGDDIauciEvDNeQDP7dN/XMUKbgmGr+w2rz1/tgCeUa8+15UrjD56IfpBXEo5+Mps1rFU3xC8h4ydGhBurc//MSmgYR35R86YmRqXm6+kPFu2iHDhpkvF7e0I+VC0rtx/PPho942KAvcfP1zFCEubhCbOQXMCTsW5jYnPWj3FXDjDSjRfRXKI9InPR+MNdxHKew+J2nn+EcnDURuYrxtda0so7GUh/RnLBcB7NZN53wLSAngKnlcF3yK668sQtHtY+3/1zsMgtyXX4pWypW1PmMWJHWcElHp5XIHa2xd80Otxopkd8ZGxnnGMlbbcB/SViQ/qwPIi/KV1v9W0PsWy/20FSySSRbh5Idc9DflwTVwkELGjpnOyjzuu9bcvO95D6IosRbxKMvz41WP2aujVW22jLz7HhS0Gh9RTpBn3AoIyZsW6l2RtmJDcYbMqYlc5LkKcbm/8cnytHLde1JMdJ+1ytYFJYPb7/QcUk8OX+lBH7P3UNBleP9KmfLU1Gpz9lp9WYT80QtXzfIDJ8zUHQfM99v2m2+37jOzdx02G4/9bvadvWgu3mwy63/9zXy1+Wfzds1WM3L5FjNu3S6z7Jfj5tyNeKM6zZn9cNXhU7Z+zEVc3LKeS/l26kr7+8kPhLzfeq3/B0K+NSatrkCMuwSWiKw0Ql5EGVacvqsEXN0ojzQL088++yyKp/hYuz4sv0DId05LBUL+0SLkeZHp+cfly507d6KOxTOGKyzdP3nyZHTvwoUL0fWBAwcWkOH19fUGsp10EOWuos8l5HGv1ZYf8jEGUo4/1rmEvFt+XHnuWCIL+X//j/8wV5ua7QcOZDGEMBbPEOcQtrhNWbZiZYTBum3bDQQsm41CMBNn38FD5v/83/8bxRGOs+YvsHF90vnkHy2Yzl+w8KEinytBYkO4gzEYgjehi3klyujIPNS+Fz1XPFk+aGUhhOWOO0noKueakPmWX2l1Y3IndyYQ85rgFyPwukKd++b9XjPRluXjM0t+LGmiwuRTk8yOdtEDaSCLXCaRdsn6rNU5y/FphURTGkkduQ6IWeKf2vZbT5qeC3J+f19Y0bIRKxgmTXj9/Ny4cS4GWsfPuUXwrSqJ57o2idvUTUonZMvqooL+LVcSSQqNSvdlbSSYRmz4uOg/RJuwV4iiA5yjPr40ex+X1Sd5FVsloL5YzNIYWQesP2jeGDoslVAVwdr/3Q+sNTU4Qx7hRgiSftAoxzo9Rimv9P0++NzE9Qe33XxCfujwEead+bXWmlM4umGPKcvMGyNHRfI//8nX1joUvKjfmxnrNuqDjwreBbT9U1/NMW8MHxHlrXrEhX0nL7JjLlbMsnqmHUSyfT5vqRn2VoucyiOOkAePkaMLFQnDRr5lvlzSQoS7mHE++vMJhXIOGWI+n7/M1gnrdZWnEJz9POL+g7/SEFKOG++tMR8U3HfjuucQ+V8sSH/f4kLFbVud89zo3A0HZlgx4srKuZRs7jipZ5YQH+eUUYpC3H33PF/b2j2L8hfJ6daBc5SNELoQwHZscJRNENtKrxDZNYb4eem/q6gt9j50V3rhYknlEDK+K8+s+024SgPwdPPzz0XcUw7fZfi61/NDuXonQlxCrHMN63Llg5W5rrkENlbHypv4uIpTGjeEPBd5TD4usU48xlDlw/20g/cTRDxl8Q7EdZCI01zeOfIVN3MQzmojVvi4bSRXUn5buHKnnavMtPR+nfjv5klaZOZbJm2zYjeNzq3rn/wzq29tFA5fV602k5bnjo8X53zku0olfzWfSPYcdltM3/WHCmRELr5VULqoXcYsWmW+rV5jJi3PHd9WrzXFjncWrDS98+4HlU854cDZNebLqjVFy0Oe1+fkVn7EfT8Jx7SwV34T5R/rzsZNuyt6LRDyxeEMhHwRjHbt2mUJKxFXO3fujMibJEIeAl7Ezvr162NLwJczcbp16xZ7n84LUUacTz/91AwYMCA1fmwmnXzRJdE6WZTHqvhAyD9ahDx7UGg8OX/+fKu+7BLvtbW10X0s4ZUOAt7/nTlzJrqPj3f9KknIHzx4MCqD8txfFkIedy24H8ENDL7ZbzTdMv3658bCf/v3f4/cpIhYtWF9gzlf32DvLaktJOTdeGs2bTH4gwcjwvWbNkeyTp+3IJc3LlpuNpnz9U2RW5a33sutcur97LOm3nNr05Fkciirbdb4KG5y/aXQXc3F5ruFH+wJm2CxjJkPbiZC/oS9K/x3J8hJE0n/Y12TSib3WN5RP3zrdsSmfG3FTO47ZNWP7GmTSb/u+q8JHBbJxWSCGGSpNsvEWbrNgS9j/KqW4/saK3+UH8/E+GWmHViKz+alaXJJEZNmeai6+qGWzvsTPBEWYMrEFSIAnCEiIC0hiCGfuM8Bhn7ecf9FuiT1T7UFluF+nWUtTtlxeSddk0Uk/aWYOxy/zFL/42cbPCAMkuQpdl2YKgRz9XFIp2Lp/fusnCAv19qQ59vHQsTmk9Nqij5HuF9xiVPOB7471vT7eIIZNOq9Vvfe/26abU8sWJGl3+fftorz+uffmNe+n2sGj/m41b0Xvpndqj+4bRNHyLv3Ibgh6HG7gdX5uJnzC8roNXNl5AIA6/aCug0fYd4YMTJ3DB9hBg8dZgYPG26GjfmwwI0L5TEuDPTrP3SYeX3iFPPapBnmjVHvFOY9dJjpv+W4bVO5e9DGt5/OnG8gpAtkySsukgj5z+a0JtFxZeNiofPP5y1rlfeYr74tiEs5bvlvf/hxwX3l5YZ+W5DedVeDKxw3T85ROuA2J075gCW9m3/cOe8+7c2h58YPUXRgUR+XPu0az4nySiMZpdhFqeY/g0n/XSXkCyuTXddAOEsGKdD13w3tKpD8mIy1PuMthDjjO2O6S0IWpHOUFxqjIXjjcAFrNnV108dZyfecuz6KQ55JuOBCSvvWkGcWN26S0X+P6BmSbBgYgL3q7SpUXEt23jtYuBOXPYPkFod8wBRXYpQZKT/yGLMxvMryV32RF98jkPPgT1urnuQJCe+2l/LJGrIyzm0ffUO4+8Mk9bu461JopK0MkI97KQWog5+XjDqytKObVqsNwJrrIv9dpQP11Xef237ExaDEuhraVmeezfuyF5Z8q9AHWimupuQ2dWY1Et9h7BPhYuqe8x2Gmyvek+5eJTyP9B/bxnrOZuYUByqfdqf9WZHRd91BqxDQ6kzioKTG9ZdbXtw5chKfurrYZT3Xc7Ph1/bfnzIQ8i77EX8eCPl4XKKr8tuMhbx8vovkSiLkt23bFhE7kGVxP1w9KJ+4DV7ZgFH3jxw5Yjdh1P8smzjGldnR1wIh39GI58oLhPyjRcizceqYMWPM3LlzYzsU44fGBsYrfjx7uoYFfdJPij7XH3slCXk2hUUOrPH9XzFC/t79BwUW6Fi8Q6C+9Ep/m+e//ft/mAtNt83Fpjv2wO2I68scIn3pypZxduNPu3PxGnLxvvp+ss0HC3ks5bH0FmYz5i/M5d18t8C3OOVt/GlXFO/SjfoCGQNJ3jaSvCPxY5VEmwj5/LL0jiTkmQRA9mINzoSLSTIELOSa79OVD3jiahLABJwNq+I+1llmLMthJiu95rds6OlPgOImBp19beyCHBmMFRt1oc5MjOLqWuya3IRA2CTVi3YQISx840J8fZerzGCTurELaq0/+2IkvCvni3lyxLX0K1Zn3YfQoB5MbnVNIVZkaeQP6WSpljaJV36E6nO+qwDFkaUpebub9oGp8MY9hOJnDUUSsCGqi11bzyF6IahGL2jZjJTxAVlL3ViPukAGWVynLDdy7wOxoQ0Xs/h49zGB0CdP+jcTehQ9whJyg/EEkgHiURtlQs64rgjcPAes3ldAqL4xZIh5YXHhEvrXv/y+IM47H31qtN/DUzNWtLJAf3VRjoRROa9/NaUg/YC337eESVJ7+SQwFtpJcbn+ziefRfn3H/1RAVk4cOnm6B5kcX/PWheLTPBjPPbLGP5DoeucN4ePMOClepEXfvZdQnrQtMXWmlQkF+NvnPsZN00SIY88733+ZUH+kPrjFxWSdxYDz2WMtaZ33MoQB1/ubrmc427Gr7f7H9LeTfPW6DEF8SnHvT/26+8L7n/wzQ8F93NW/isK4rjluec8i7wbGRNRlmLZjoKD1UhuvFLOecZp7zT/2rQvrmeIB/EWtXeCct+97yo/ec7jxlKIXRGUena7z1hhesxaY484P/GK1yp0SGTefbxDiaPxBoWnyvJXZslvOPFxx4JrEiki4pSyIqAlAwYAjGeQlygZ5Edf9+MIXhcrnct4ALc/uqZQLvjI0ypGt9VZ63P+g5OrVHE3EeU+WEDaipyWXH7IhrH0M95RvPN1Hzz8cfOVLScsgRq10eQqq2BFASDswQmyFAwZX1CA807Wvjjkj0xSLMQpSzR2u0oHYVIs1HuHcvr/WNcKU6UXLnLfSDvqnsI+0T4A2d3eseJNGAo/PRfvL1tnFm7aHh0D5uS+BcACJZZkUvosod7RcXGfm15tPqneYBZs2m6PCSs2mf75Mt349PskYlzfG3w/pX2X8axr3GAD8e/XbInKVfluOHLRGosTbgKFdymhyvrp9B/+9Lzi/11Cftv+Q2bZrl9M1S/HTe2hk2b3b+dNw+2Wlf8VL/whyTAQ8kUaCmJr48aN5vr161FMkTZJhDwEmuLgSz7ut3Tp0ijO7du3W0XRZq6yoMdNhSzmH5bNXQMh36pZO+RCIOQfLUK+WKc5depUNJaw+Sk/NqPRGLRu3brELObPnx/Fk2KwkoQ8fu2RY+zYsa1kmDBhYlT2patX7calbF6qo+FWc0R2i4yHQI0s5P/jPwrJ8sbbOYL1RoPdbBRL52Wr10VlbNy5uyX+rTuWvMeC/tffz1oynryF2cxFS1rieqT8yYstm9Ru3rnHWu0ja3sd1gofS/zGplYbzXYkgV2JsiDBUXzooF0rkW85ebTVQr5v3vcoJFYpE/py42qjRXcS4J9jkem7c3AniMRnEszEk494JjkiRbnHhFCkKpOUthAX5daznHTyX4uv2edr9thJCtZbpUxOFFftCh4+lsiG4gMLJov95Co7cWZJNZZoTKqZALvWWhBBHbnxrzY5jSMnVMekUKs+qFuSmwDqiiU9k0yIGizY6E8iM+hPSfm717UxMhNZlxRx43CujU3dvih3NVnL8vOUn3uejXL6m5sGgg7MIWVsn8gT8JyzFwHEN+ciFnxZ0v7LEh6c5fuYcxFkSYqMtDy551ti8sz716gPzxVjiupFv6b9UYLgYoM+/8rXhb7K+02a06r9X1mxq4BUHf7WqAiXAd8WktZYxreSf1udgcx2idtnvkl2l1IKIQ85/eaQIVHefWe2uLIiYAsaAAAgAElEQVRAjkHTlkT3sIxvJRsWtzNyFpC+8tL39T5odmHe5DVw1Z4of1u/4SPMMws3WcwhkrFod+vNuU9ipxHy1G/osOEFeeDT3e3D42YvLLhPGWDoxuF8/OKaVj7mfQLdTfPFwuWt8v3ohxlRvmy+69YNFztuelum1z7E9+O0x3+UoPR/nm3ITRSwENDD5+YIV4jauL6ga1Ls4vpD17KEvEP0vCmEbMRKm0P+tHUvLSSu9s1Ii8d7E0Ud8onQlHsrSETVBYWGsHbJeFcxqDGL8nLjVs7tk+oOwSzSPkkmiOdSxksRwkmEqMhcypPLHFl38z0k2QhfWn/Evt+kEIuTEUMHVleg0OVdJEwUPum9C6gv/UDYKk/w4T3IN4P87HMPvF2Z4s4hv5WPvyHxuEW5lXvcL8d/u5QYvOPjyrY4bci7o5laHa2m9N3FKC2KFSsrG38XcaWnsonPN4XykD/4ubuPFMwlG+/cNU/k37EoMYiPyyfa1bahfbctt9+5yEH7vrDy5wg7YYgyiH6MfMhAn5HbHuJM2rLXTNuRM/bgP+9MjfuUoxUVklehvouIm9V4QN+P+JhP++GXHln8Pqyyi4WsfiM9c9/2/kHIz9u62wyYm9sPgHL948uNe8zpq61X87e3bF0l/0DIl9ESIm2SCPkbN25ExI7vN5ni7t69a/7rv/7LxoFk93/uZq4LFiyIbrsuKIr5XI4SdeJJIOQ7B/xAyD9ehLw7LkhxyKoajVP79u1L7Ii41FK8P/7IackrQcjbZ//BA8NGsuQ/ddo0c//Bg+hovnPXjPv8i6jspA1SRbRq883zDc2m34BXbbp/cwn5W3cj63h3g85EQj5PsmNFz8eI8hcWaYQ8RP+/5N2JzVywyG52KjlDGE+wX7rZGGEM3v7Bffn+70gMJYddaeEoXop9yHJfS2p7xVhGamJWiZDJldyQ8AHLBIsJHGQYlnJMgJlouBM6kZdYCMr6p9vUFsst/0PY/w8BAdFYCfk7Ig+512BSxWSM+pRL1rqEwtNTlxe48gATTbaZBKVNsJhoizh9ZlphPu2JCSQB9QeLLP3YjSMShvQsoXbvpZ3j71XW80mkiJ8e/CiHia9/z/2vyby7jwEEBGnjXCO4aZPORTC1dUNmWXkjCwcYQGKAvU/oiCxIkinuupaxM9aAMWXgC1tY2yX5Gaxu/bxFNFjXDBuORPhjvQk2suijPIg3bZ6rerrh0+On2s1YX317tBk4/rsoL5X50oajpsf02gLidcjwEbYukJqDP/i04B4W6Urrhq99M6Mg3osfT0x0KVAKIe8S3rie8X39vz7+u6jcwR9+Fiub3gWuGyCecZds5vzZxTnCyK0X52+8O6Ygbs+Jsyw+YxfWmk+mzy24N2rMh+aL+YXuZdIIeeT48PtpBXmggPhifgu56isOfF/47nj13mfjC/IaPuqdxPcEZL2Lgb+ZK4Q8+VE+fuQ/m7skNi/KUD5sOst7jTGAsJTVQ249ks6xcpYrCLef++e8b/129P9r/M/67Ls+y3nP2+ffI3clBwQf3wBsVqlrENk+6cs9q2if0qJYU3yu+5tdiizHSlpKun7OXhZfLVtt3l/YskIpjjzGLZjISlv+tBo7pjDm5zBpUV5SnizD+UYpR8mo8UxKBb8deKa1ISrlWeX5xqPRGI3CI27TcpTSfVbvL3BZ887Clea7mrWpx/D5LfgIazekvKeXbLOrA1yDCDeOPzarTtSRvqG4I+atMN9VrzX4MH9pRnXkwkX3CTEyUPosIeMy6dLIcyk56NvRyrqUbwa5wyNflER8J9AOuC4iJA/em5Lb/y7QKohl+1sbuS7Zl9uzgbRYfae5KnQVGcQH/zTlD3L5+0+wqoMyJGtc3wFnd4VfSf3a2ctp28lk/+7XmpojGUr9FmAOgfxvLNmQyA9U6gbW72NXtuxFxLcRSgfaVMYdwpIQq/nH8RcI+TJaXaRNEiFPlq+//npENk2aNMnguqapqclAjmkzRfKJcyfhbuYKua/fsWPHojwfhs1dAyGvluvYMBDyjw8h7/poxwWMfqzq0Tjl+25XHELGI8UTce8S8igMIdXjDjcf9/z2nbuR1bN8tC9dXh1dE+HqEvK4jfl///mfrY4RI9+KrNchzyHD4wh5664GYj0fh3ipFvIiX5vuROQwaYVFMUL+f5540sb9ZvJUm74zLb2FZ1cMsYiXssMqPvDH33DLXGhotqEUIvZefW4j3o6sB5sBSy71GcIskxYtH66ElW0SOcB1+VlmkpQ2sWIyz+RIH7aQ8rLkFiEAgcyHOD412cATKzEmyJZEnLvOPDElR9oPrIDlcFqdKn3v7fk5ghaisu/6IxYDJt5Z2tGPIxcUIiZcLOQOhsmEny7uv91EdHZukomlZaXrHZcffstlrZ3mhzhOXlkNqg+5Fmpx8blGHWXFDjGSFM+9LqsxCJgkX8KKz+QXedxNWFsI+ULrRqUpFoqQj/NNH4dp3DV35QnPF6SCXy6TcNdCNYkw8tPxX77uqbsIBq1eEWGCtV9c2mLXNHbFucNQWtefNa4qID7xU8wz0MMhCSHtmFQrncKXtxy3rhaQGYJZhCrhkHfH2DYFtzfeervgXtJqiYFVWwvi9Xv/U+taJ65tSiHkR7zT4he976dft6rHG++NjcodPOYjM2hOrXnth/lm0MzlZuDyH82ATUej1QtgI3nYDNWt86uj3rN1ZryF6AIfYTXo20J8en/+gyWcldfYr74zw0aMNKPHT7T54ybGzbsYIU8+I98dXZAGH+1c97GCrGfzWJXth75VO3KMm7UwNr5LpBNv9Bc5+f080/5D0rt1FY4aowh5R2LNnpZPlnsQ/Hpnki+bHkLgsSoEl10QSC7hnfY+pm3tKqD8s8I7w1f2qP0VVwQ+hC3jKtcJGTcgzu2xosW6V+915PCJXY0VLk46xy3dczF+p8mHOBrHRXQz/uh83oYfTb9ZObc9WC27dfDPeZe6xLzKJ0QGcFUdJW8pYyRp5d6EdvHLd/9LAUzZVpmx/ogds13cGFfBlPcThLBLEEv28Wu2m92/nkw9th8+bnpNazGAUN2Uhx/qW8O/zn9kxYUN32hu38MwYMrm3WbJzl/MK57VMdhyKD/q5Y43Li7+OfUnHX3Rv6f/Wq1FPPo47z7OiympILddwxHJ54bIHafU13t012+t91Fj/jntp1zfVV4o61s9u/mVTIoDpknvG9WVkD4p5ZTedVpll7YCQeQ/44ibX5ZzvX8/XL3DnV63Ov96c45YT5PDL4+5gp7L1UdOtcqzkhea794zw6ty+9ZAxCcpeZiboIRS2yyNUbz4cp24fN2sOnzKzNl92MzdfdisOXLKnLrSwpn68bv6/0DIl9FCIm3SCPmrV68a/DIrblJ46NChAglwXyPXNCNHjiy4x5/u3bvbPOXKplWELnQhEPKd0xiBkH88CHmUfH/729/seNCzZ0+DWyv9ampqorGHTaaTfocPH47i/fTTTzaaS8gnjVtcj/vxzLuEqtLv2L2n4DpxXEJe8fzwxb59rQU6pKmsmOMIeRG7iiNytZiFPPHkd/5C4+0Ii2KE/KuD37Bxx034yhK6F+vjLcNdLB63c+ujPb+5Lu1zAV//UoS4YdMdc/7mrUgx0pHKDdcVEu0v+fwPWP+/rH2wPvc3Q8wy8c8Sh3xxd8IHqp1QZdwcTpZL3SfnrHaZiPryJ/1n4qEP4rQNrbLI35FxtHkmsjM51AQ4znovqe66zvJ98mFCJyzYoFUk8JPTaqMNH5UmLdRklbziXOC0B05aMcDkNo4ojpMXX8Gqr0vM03+YdMelgfDHl7LSEeL3GOvKuPj9Nh8zci9AXBEycXF1TZM06iSs8K1Pep4LxSsllEUzbqCUZymh8EWGLH1MeDIJTiPBVYccAZazssS3MtddC3n1zaTJrfKJC1GAIDfPSNx99xrECHE5fEtk+rK7mR2kkpR7vluN18Z+UkCqvjluos2TdnDJVtzSuOW75wNW7y2Iix95rPfj2s0nmZN8yH82u3DTU0g0t0zO3xwytKDcAnnzm6q+OnGK6fb9EouH5Pl0+ryCdMPGfmT3/BCehJBTED3Pf/pNQdxR47+JrZfyLoeQj3NLA/HuKiSo2/sT0stGhpHveeT+uC9ayQtJ72OVRvSrbrmw1ioFPvh2ihk6wnNVNGGGJUp5BiDpRJSB5/PTyl/ZhSsyrSZjzJMSzO8P7niOn3X/vv8fH9oiXAl5P0NovrTxqB2bGT/kr506QBAXGyNk3Up8iHKIP9KgNEA56lv0Eo+xEkI0ybUGcouMRfHAf63ygSwTgTcyvzoJpZ5f16T/WO+Cg75NkIf6u/FlAW1J0hJW/aC8IL8kdykqQ0pg4tpjcpVd5YgVM+Sq6hrdV7y81bXIVe77rqkK+25ufwOtVHPzo/0xGoBYz4W595gbh3soY61/b0fxqTi4QGMlDuMxRhe6btu3dk8B8e4Sr9wnX+HhhxD2cpVCnkmKEfqu+rOrsBdhzpju5+3+R8HEewWSmr6rvkq9LRGfV0S5adxn7uKNm+Zm061Wx8FzF82na38y3WNWgggjN3wygzGAK4OU+Iw34Kr6pn3DSAnE8+rmleWc9kDe7lOXx021o2uXGppMr+m5fsDzVSxv9rKRAcU7RVziRIW04QQ3NNSDcS3JDaIrM2OU2mnvmYuxJW86/rsZvLhlnyvFVzh02SbzY9252LRd+WIg5MtoHZFGaYQ82eIz6YcffjD4g4c4g0wfMmRIRPrgX9n/rVq1Krq/c+dO/7ZZvHhxdB/r2K78C4R857ROIOQffUIehZ/cwbDh9MWLhS8uxg6NU6ysSfpBwvvxXEKeTWIZZ+ION88Hf/5pbt+9Zxqbb0fE++Xr9VHebJrqE9IuIb9+02azfdfuVsf+Q4dzRG19Y0SWtiLkcVeDGxQnjojVUgj5i7fuRvIWI+SHjnrbxv1g3Oe2bKzA/fo97v9lGY9FvNojLcRqPteODR3qvkZW8lbpkyfl3Q9E/1wuNPj4e3VWi0Vk3KSs3GsfLawtIG/SJlK+fPxn8qWP01KXsmri2lZ3HuXWvdx0+OumzhC4T81bH00C4vBJuqZJF/m4E1R8xoIH14tN/OPyFtHhWnmXW8+s6SQvfkLTJo1MLiWf+gwTbiaR3Rw3R0yoiMekj4m7a61Hf5MlO3mQHpIJEgPSGH/2TMCVP+4DshDZbl/2FURyHVSOlbisIt+ZX7pVLS4tRNxBgMW1d9w14YWSJK3u5CnrRvqx8pJVIqS3rOcgbXQ/ayhiKWtakTS+Oxb1QyyTXWI+amNInRnLzdtTC12uYIE9ZObS3LM0f30BafvGO6MT64MlukvwvjZ8pLXYlxxumJWQd92vQPD7G3UOWHegoEy3fP/89eEjTd+pLZbl/gao7+ZJa/DCkp69R4TVc18U+omX9bpbJ/e8HEKe9O+NK3Q345PxQ0eMNOO9jVzdcnXuu8DBjYyfjvq6GOGWRunTQvJx0+n8jSFDTb8pi2P7B8+MCGNWB+Fyhr0P6JdgzSonFKpp5Ur5zRiX9iyhVFS7EWYZAyD3pURz0/rnjK2yjE+TQc+kb23MuCuyVHlbInbNgdQ6UZbGF9JBlsvdBvlxX8Sp9rJBgZsmY9I9KVB8co73kMbIpxfFu63y8xSmjOf+Pf+/fJALFzfkucca3q4CcEhwsHOJab3jXF/6SX2K1RZuGVnOUQq45VEHV4kxYm6LAlL7qJBvGhGLAta19Acz3smybMdNHQYmUb9BUZFXyLgYQorLEIUyfZd2rqu/tO8NN0+9i8gvSQFGfLnocVcZYoTBWPrCtMKxNAnnJycvs/tA9M3viYISxpUlyznKIvJHcSA3S2kr/GSskNUowpdBK9kuN95yp9utzlk1oHqzmiJp5Q7fHRon+81bY43dWmVWwQsQ6shF30prX7/eMpiAWHd/cIoi+MkXfBivebY5MPZwFWuTtia763Xz7SrngZAvoyVEYBUj5P2s6UxyZYMVPBsv+j9t5koZWMiPGjWq4BgwYEBEGnX1zV0DIe+3bsf8D4T8o03IM25oDwoUfXEuabimcQqCPennWtLX1+c2U3EJ+a1b0zeVId/79x+Y6w1NsYS0ZNiweUur+y4hn+RD3lpZe65o3hg+IqqbJXjzbmfO1+dc2rik74wFi6K4Ow4cbk0Me2S+5C1GyPd5+RWb75eTvotI5MedgL92s8FcvX7dXLl6zVy+csVcunLFXLx6zVxCUXIr50LIbRv//NKtO+bCjZu5NFeumCtXr9r8rtXXt+o7LtZXrl0zpR5uenzXn89b8kPKY60fR4CzXFyWrnwM4tc9aTLWlutfLF5hnslbxlNOKRbu+rBlQktaJu66ljWUBS3pkaUtdenItNpsz7bNip8jK3kI+ix1Z4IqskBEKBNX8oPcliuDYtaLcWVhHUg+WSbylcSMvQAol4PJJEQukzXqyqSZibxLumNxpwkrlu70BRsnweosmsTT1xZuNs/V7Iqsr1SuH9Ins07ORBKBvY8LJBt5U24c5knXpHTB0tDPM8t/bWZYyhJxZIFw0soN5IbsAVsswmgXzrkmvFBguOScrGghhVyfyGCUVFf/eo70ylllZnVnpFUzPYvgxV4XWBlDRLGCgbHjiwVVBut0kaqEYyZOilabPDOtquAe7mF8md3/bj4QtNorw2+3TIT84tqCDUp7fz7ZYo8iTmUOWL2vlX93ZMR1zZtDhxXIjmyDP2qxFB8zYVLB/ffHf9Wqv322eIXh+HhqocuaUWM/bBXXrWO5hDzp8OPu4uiefzxlVmq5kQweduQBSa/7kOqQ9AV5T54Z3Ve8uDCJkB/83lgzsLplk0e1URTiOiu/L4X8hetZUsh+L1gu++VqxUsWYpfyXNKHvLOQ8lrpI1kYO3netSKL68WUAaw8EhnPu4pxlOc4qrdj1a1yGF8ijBIsz3GtJXJfFs4oUckDAlfjMP/1TklTKqaVJ3I4zqc2310aI1E8Jo1tuZVZubEy6yowH3/qYmVxCHhhxneetdaOwUvK0rjNXN1+9XT+G4620Z4f/z975+EdxZG1/b/o293X9tqbvO9mb3x3HdaBYILBBoxJBhtjm2RyzjkHkUWQhIQEAoQkcs5J5CQQQjmAfb/zq57bqml198wIAQLPnFOnuqurblXdqu7pfu6tp1S+X0y+oHcLdZL4aHGDA0jnCLAc7/sNK6386g1KYxyc+ZljgE87n+0Zb4+1tpO8gO32Ne+x3Z4gXVPGlolcDG3Qxen7mLaL+wldMC+ZR8wdQFo1vrv5IvcIqz68bYp1rt7b3IM6T+3/aG95NTAFjas3v/dc5w3OTUG/6vqHcqnkgaQfvyCdlzesVmTseGdAJ9zDrOxUHbBZbJjMoLoSTZ+wzXmGMA7evsU6174fvd6wwh/6HvrAsypszjD3dHwmbz+QaLOfWf4kIN8E1Stokyggj7eploXj2fuzN3PVfLHilry5axKQ947w0zlPAvIvLiDvBeMvX77sO6mgvtJnx6pVq3zzkDhz5kw3n2ZKFJCvqq0LBEz/+Mc/GvkrV69plKepgPy0ufPcNp+5dkvuhADyI8ZNcPNeLS1vNkCeDWXR74KUla6HfHl1jTQpVNVIeTOGsqpqeaxQWSVlhBA5DyqrxA4lpQ/k7t27IeGeFId4yhdX1oSUvSv37pVIaXnjVQgYAcLr9W+TDchz7IDyDp88oLy+9LEcmhdbfbnTF9quS5oG5tkfbEHHCjSqB07Yi2fQS61uBhnPx7ifDF0GHuujM6gPzypd+fYBZGyPbD6gvB55dr+NN3iEPx+96zUFI1UuIIheSyRWI0dTQeDH0Sfe/XiH6dz1iwHhlU5H6WDI1yl9X6S/RWazPeYiHzsAUEp9YH9Y+8m20/BAjIezVXWrH9P2hq6qC2iEVHa88xwASwEVmwJHZcYTqyctHoHaznjjjhsbaIG07d6Yj3hvf2xATD/u+cilLF5iXvqHoPaoR2mitBAKQKLzeHREHsBfL4e4As2A0LS99axoWpd+w0YH6zT/QhTA2++rAYIRwK898QDyY+YvceUBHndb4qyw8VsB03P7KemZcyR67uZfkM9nL3NlKPg8eY0Dmo2aNT/q2rBJ03zbSvvHLoyWM3j0uMC8qlutjzgeDnnV0+g5C6PapXLYVFXzxBPTHy1L/O2w4W75MfMadMu1rwZ8LVPX+4+Vty4/MN+up/e6hlUjfvMcIJe5xTOf5zf3KfeKTaPkXe3xUQQ8jddIpZ7C+j+p9XkN+RjAMOryDkEegm3EVKAK46he5/7HexevWsA+ZGBABShX0BwZ9kaU+j+l7wwqS2PeB/y8dDHs2YAnAB46BfjXex4PakOfEmm/bjAfBJb7jYmdprLgfrfT9Zi+qGcx7UcfPLcwVgBaa7u4xlj79Utl2bGOAR7EjtwI5U5BkZHB2KHnMJ5/5Cmwz34a3rmr5+y5oe3TNvDfqSAj10wblmaaftljqfm9sXo2D1mVIazscvoQzpvvlcF7iILEGFgJ2hZi5nOblOyoOarXmVv0Xf/3vbL1XMfXyIusnGOuMK7MJbzv1fObPEHgPv/Vanwin/cdXNtFzNxgQ3JtgzdG93Z55pA3Tzzn9J36mEs6D/X/2K+8Pov8jE9++b1p+qyoqqvXz3M33n7uigCs23owbYM6blGDI4Z9vfe6bZJ1qsiV8SQPfvhBpFXEkSPs3dvbZz3X59LSvQ4TSMr+iO6XZMZ1zzPfWi1y7hM2/X0efklAvgmjpEBXIoC8vXmi30auNGPSpEkueJSbmyvQSfiFNWvWuPmgsGmpvyQg/2xGJgnIv5iAvA3Gs8Lm4sXwncjZZ4JnVdB+Ew8fPnQ56Hv06OFO1kQBeYBbL8Cp523atDVtmDh5ilTV1roBaptJk6e4z7Hbd+9JTV19o0A+h8akgbImbet2t9z0efON97U3D97XV++XyR/+6HDs//vNNxuD8REec+WQv1Nd58oN85C/WVHt5lufmW3aV1xeJRXVNc5KAQ9YbQPXT/o4aKWCjseTiEvul8YNigO8N/KML6+KuzwAvN2H5gLkVWZxeaXcLHMAeftFVo/5gAnyytSPsceJx65tABn1o5SPRH1JjTfWj6Kgj95YclyOySZQejxO/5ujrP2RqR+xZvwWbBJWDgAm84FkPKjS9pqPeh1fAA8oCVQ/CnQoIG+D9Zonnth4NPMht2Bj4Ed8c/Q9SAbeyt+szJDPlqUZL336g6cZFDp+RpcBKxuW2/OxG/RBBYihq0agcWFlh4L/9PXjJWmCQWBCaqZLa8LcAmQK0xtAlM5h2hrUL7udsZagA3ooGIGXZ5DMsHT0qHMprP1B13Q+IUM9+gA5CIBzfsAMZdSIgHe8LVt1BDjACh77mn0MaKXL7ZnD8QL4KkO9ePGAD9OPXpuyLr0RNzn0KFPWNXgnMxffn7chCtT94ttBgX3w0sf0GzQ0sC3xAPIDh41w64a6RkEuNrYOA1lUJxp/PrRh01eAY+pGD16v9yFjxge2d9TsaMqaYZODwXtkN9VDXsfHS1VDuyetXB/YPi1nx97NVo2MyGawtm5J91sdAOXEtyszDI0ERi4ox7jXoZvhP/bDhRul7YwV0mf8dHeckGX2GQjYo4Ix4R7i/vJ7VtsUGbp/BBRUJn8CxlbuJ/MciICBekzMiiMAO0N/EgFeSQfsVOoNBdpIV1Ce+1y9x2153mPjER7Av26vssFTWKmtVIa2AaBTn9t6jbI6p/W5wrPa1hl5FZDvvDl+ui6VS6wgZddtwXzm5ON5rs9rbaPGPO9oly037Fg3fjXPyUxnE0z6GFYm6BrgLu3oviwtcP8gVsIZXWVFc4erUaApxlzmCTKhbeEe4VjnTlBb/dIZN8raqzCZD7Zhg3ck8jBWzMtEaA+75ERvrooc/9BgDMBIAgDLmBIr5aApZ+jtjphnss4d0tU45Uev49dv3lUUlOe90C9PrDT0QN0YVvQdOWx1DPcU+YOMDmH18Y5K2U5L02X1jkI3zM3Ok26RTZW5TmBeoRvv/dIjJVNGbdomE9K3y7zsPFeGLe9JHc/PdjYHNk4YPitNwvrONXVCGJ5VKDciTlL0NRHjBgYg1dH9qhoX42ipB0lAvgkjkyggD5Cmmy/C9+zn1W5v5mqDY37NA+jWDWODwDa/ck87LQnIP22NO/UlAfkXD5D3gvFhvPA663JyclzguKCgQJPdOC0tzb1+8OBBNz1hQL7Sn64GkHPYiBGmji++/FLq6h9GhanTprn1Q3VS9/ChG2xw2wbMFWh/469/c8sWHDku0NUAyuumroDmg4ePdPPMWri4ERCswLDKv11Z4+YPA+RPXGqgAzpy/mIEkG/sva0g74sc3y8r9wXToaq54wfUQ2Njb+haXdeovEN1Uyp3ob7xeN1DY2Pr0w+Qx5s+NHhk2PL0GNqFvsvTDVjAh9eXAcClDVA0xzFeV7xAQsOhH2/2h1Ksl1i9rp6w8Xr8aTmNFbxDD83Rr6ctQwF0fRmPJwYM8S4/1o9XKGuUNzwWmKw6tGOMKrSBj+CnrYum1gc/q603PkD5sAQo4UPT/jhmeb4fsG/Xzb4IaizhwxFgw9aRHhuP0qUO8M2KgtFrw0FgvOe1nXjU81HPPYMRBGAVoNr2tMMQ0VQqJhe8a6KHna6UcPnDF2yyViFcaqQP+qIgAl6FqiONjeHC4uYHZGN8AKCgScLT3l4pApgHwKLl4411rOMB5P3A+K8HDTYgsnc+MG54uhugFbC1/1eBbeuVsbchHx7Zo8YG3kvjFqdE5fVu6srmom6dX34pE1PWGVm67wL9talrgvTEHP5kTLSn+MiZ84ysiSuiN4wN41BnI1W7PaNmzw/sGzp8XEB+5Kx5UfXZ3u32GMU6ppzd7oGTZki/JalRaVwftaKBWx+ZPFu8lBN6D9uxgjn9xkyKkj7s84cAACAASURBVNlrQzhNlXqu+xm4bJAGIwxzmjq5d4LG2S+dZyHlWDXFCitWCnlBeK7zv8I8UV5k0gwVmkWVwgaR/FdzP3Pv4tFuvKmtPFoXzxC7PVBvKMAPyK0gPPc9+fA09gJ1yNKA17nqif8pNQoAXttt1vw8PznGUGu3I55jNpRUObE80VUeXskYF9Ch0quh56CNw7WcxuhU36VY/YIs2sB/guZJJNby2g/+ozAu6ruSa7SdvzFqRQ3vDZSBiz+R+jQvz23K826jYHpTnDX0P0jb37AKruH/h7bq/04iAChtZV6obIB1fRcljf9nAHRkMm/tvFrGG6Nv1QFzxr7HEl3pRV+RD5ivMhOJofsz/bD2ccGYECRDjYN+/91BZTRd31nsfYd4VuneORgVuCe876zc7+hY9dhU5wN99rN3D6sJec8iZkPjeN6feB9UXWmfEol1vg/YtFNWRLzjm/LM0fefjUfPuxhHSz1IAvJNGJlEAHnA0W7durlAz6FDh3xrtDdz3bZtm28eO3HRokWuzJa6uWsSkLdH7OkdJwH5FwuQLy0tNV7u+tyB+grQ3C/cuNGwszge8LrxK2V5xrDRdGVlpdirbDp27Bg1OW1APiUlRaDFCQoYCqBpUSDTG69Z52xC/cZf/yps8mpftylrCvftl2OnTvuGQydPycVbxWJvDpq+bYf7/KNvoydOkoytuZK3/6Cs3pQhbdt3cK+/8+57AkAfBQQrKFxd53jgRzaFdXW8br1//pp6WZeRZWT/5vXX5UZpuSlfUvHjBOQNX7wFmt8DhMfLHC72imoprqptBKoXV9W5ui0ui6acKS65L7q5K97qfoA7RgCdR37X9drjxPoy+rRj5e/mI0SXVgMgJPIiS159IVc+2ETL8zHOyzQe+09bB81VHxug6Uav+nHijQEo+WAMMnqoRyMfIq7XW4gncpCeAUmpG8+25urf05ADGN7d4qH36o+PQz4YJ6+Pb68BKE/YZFHlACQBAAEKESuwxHU8MQHx4+knHrXwQ6vcoNj+uI1HrjcPnv7IbuoHvXrYMS/xdNR24s3LBzggH4Fj9YonjxqDgjY7BLhXj0GV6RfDCx00R8PStS3jAihiVE8GjB/6XRR4+vXAQaI0LppPY1Zt9Pl2cFT+nlsbUwEBOnSbFc2zHkYB491Q9Zsh0d70eGwrkGxfg0qnY8S7FRDTBoNs/QBqKW3Jx2OjPbihhKF/rAbQOoi9RgHVAfHgUWOj8o5blBI67x8XkPfS6TQVkLdpf+gjG+12mjAnqi89how085znCPdzL2veA4J33lgon63Nle45Dq0FoOkHS5z/H904ss/iaJC/z/JwUFPHhvvCHjc9Vm/jzosdIJV7JQxY03LeGMO53mcdNhQaAyCGHP5PAMaYt4BytscvYDxyMJgp6KkyiAHv9P/XTuce9KML0fcEBZj1GYOMhvYWGQ99lQfYz7OEtvB+gZ7UK548lFUjHOc8n4l5disgz7M6UeM09Wgb4gXktQ94OFP2/Qj9Gv8XXuOE5tWYOlQ/9Id03Xw0UTBXZdp90L5ojEFv+JoInYzHCxvjMPl4rqisRGIAbMpj1NZVaInqX+vTvXLsVRF6TWM1OGHcircer7GC9qIvm9YOEFnrIGaMMEbxrkp77HvF7/3VpnfiHrJlxXOs+0v43Uuxyut7HMCwMVpEaA71nvYrrwauMF17y9l6nLZpq8zL2CYz07ZKuwgVjd7r3nL2OcYD5Y3vu2KzkYGcqZu2yujUbBmxbouMWZ8t09Mc+VzTMCd9m/RflRloNOUeROa0tK0yN2Obb5i40aEOY6Wv3a54j/U+/S6zUL7csMPMfTUcxiuDfDpfhmxu7JQYBXy0gJMkIB/HIIwePdp4uOPlrp7uADfQRmhar169fCXNmTPHBYamTJnim4dE3cwVmXV1dYH59MKdO3dcuS11c9ckIK+j9XTjJCD/YgHy9kbOChgHxa1bt46abOxLoatp/MqQ/9atW1FlbEDer4ydxjOtsiYYkD9fdMl9TmXl5LhAKmCpDcjbMv2ON27JMSCvesADrs9ZvNSV7VeGtPc+aCWHz110AWAvKD9o2HD5wx//6AaVA9gO3Q2hW4+eUeXbdfzI1MvSaYBnNi19HPD3eS4b7cF+z+jBBuTRd/H9aH754orI5rvV9T5gfa2wUsHoNcIZ7+Wnt73kXzRAXj2f+KBX7zTAhUReQMmrG7LxMZVoWX0RxuvZBo2e12OoCfgwxEuOj8Eg8N2rJ/VqpyxAJNQrHDcFuGkd8fge7LOh4POgVzzD2QwRLyn0yUoOPKWgnWhK+wFiO0WAT3RqB9LxoG2KXNoI8MfchTIH8AIQifbGApPjra91xGs1EVoTnVt469NXQC3qYz50WtwAzNt64JhrGBvQtYLyADqAHHb9BtTIPBTlPYgOMADBZ/zlCgckagpNgy6dx4gQpiM/MH7AtwPNxq5h5fqPGh8F4HafPM/cp3xIc78CfkAj03vgkKh8o+c2bCLqlT9sSjRI7uVk7z/ga1cWdDF2eea6go6MAfoGeAWgMoBRhINax+rL4aNdWYDSE1LWuvK++ubbqGtKZ2PX5wXXkTFpVTi1lbdMIhzy1N1cgPzU1M2NNrftO2hoVJ8/nrfWvb91DgOKMbZ9pzXw7H/xzbfSI7KhrgJfAHncO5/PXREls/facG92BdwZM733vLEamb5d5dwbTfmvRKYNIDIn+J9hNRGAbzSwDmVatFd5t+1nooBwnVPemPnnBZ+hndKVbMxR+7qWt/vMdU2PN8ZQCCWHUr+ZlQ2W1z5UW3YdYccAysjTuhN9r9G+2ht6MoY8C72AMYYQVgqo/jFAYCChfdCv0QYMCmHtDbqmRvr26/KjNgzF8x25H0YMw14gUvVPm4Nkh6Uz3sjX/zaOEzVqqHw1fHv1ptc1VqMMhjPVn17zxtzPtIng/U/jualGMq4jj/HhHYv/MWLGUesjT4f1hb568jc4NXj3e9vlPdd9aRKdf8jRlRbqJMMKNO1zED0kq1Y0T9jzSNuJcULzD16XLYuzd5rwxSpnw9ZE3j/Vyxx5lO+8pGE1odZB3GVZhoxYn2PqmZS2TTpa7yQ8F7nPzf9fKisjt7rta71wk4zZuFWWZO9sFBZt2enma8o8hZ6Ptn25Kst99/GuBlCdhcV633ValhmFc7TEkyQgH8eofPXVVzGBn3bt2jWSZPPGd+/ePRBox6tVgSA83+P9wUWv5eIB8eOV21z5koB8c2kyMTlJQP7FAuTDAHW9/zV+5513Gk2WsrIy4VkBXZbmQ+b48eONx7y3wP79+918mj8onjFjRiggD9jc9dNPjbxu3btHAddTpk2Pu56sbdsNSAu9jA3KHzxzXnr17edyxWs7AeLhlw/2jK+XW+VVpqyWCYpbtf3QBeT3njjttnnLjjyzUz0bgj7PoPrjtB2qIQBygnqul6iHfJkDvBeXlkUB73i+G6Des5FrcUmJSWdcAOTv6Sau5ZVR5TECaJvjAeSRc6es0owV/PC3yirkdlml0I6glQ02YPI0jxsA+TPmI4UXUj6e4qFPsF9K8aDRF24+lOxrsY71wxfw9Wn2/UnVhdergqiJeAjrxyEAAG2blNrgMcTHYyw96nU+LBkLgOYn1cfnVS7gJ0v9AaaJOW/pfVFaE7/NP3XMg2K9L70bArISASNFv5R0EzjWTXZVH2y2q6s09N7G09HrGQ9w7jX8sPmplsFzLqh9funqHRu2usAXjP/mW5m8OhxYpm8Tlq+NAluhsPlgzjq3vbS73bSlUXnMJqGp/nOFtvQfYNHgRDjM0TH3cudpDRuOftG/v7Sat15Y1u/VGfsTAH51nDTf1K/605h5MGzJmqh2Aabbm5eOnDk36rrfxqnDp86MyjN4dDAVj86FpwnIQ+8zZt5imbBsTaN7kznRZfSUqPajAw26JwD7cqinKPpTDu2+k2e7eSnTd/pCMzd5vpLPeJXmnTW88SqTuGcM/nHAI8qHcWwDjpNHDa0cJ/o/y/2icgCu1PsWWRoAoRXII437lVVZBqTEI9hj4FGwVMuTFwAQQzIBQ5XWSR7A5mhv3yK3bu/9rHoBqG6fussAoMYwYYHsyOS/j/9KAFuti/8vXcGnbSP27mvhrZNzQDH9P1XvbMrG+z+KrsgPPQz/w19FDIx2O9A/7y4KuOo1jCMYA+x2KVDv3TzbzuN3rF7uyFaDqOoHOp02K7a5uvcD/LXv3vb41eVNU69pxkAp+RJ9liNT++DXPm+d5HXn7oJNZuWlTZMDbRDz0V5dYa/8UsMY+qK+tik5Lu2Qjo83ZoVImMe50sAw1t72xnPO/7bWmQgdjwLE6MOup0OqMzeRiQHRD3y2jRW0229DZO5hnUvIsldT8l6kbY7XoUTbqO3W8jx/aAPPFe+qRAwp9goUVqWoHDvulns6iorI+9+p/1P6vIj3Prfr0HmHQwJtj2e+2uXd4wLnedhq4SYv1NHizpOAfIsbkhenQUlA/tmMZRKQf7EA+eacRQbMLC1tTpGhgHz9w0eyZUu2C2JfvnJFHn3/fXB49L08evS94Zpnk9fa+nqHV77+odyrrHZA+Qgdyh2L+gSA98Lte3LswiW5VvLA5APYvV1ZK2zW6nrGV9U5lChlDq0KwGxVbZ2pg5hzwGAClCsG/KceylXWypARDi/9X974q9x6UCHVdZH2Wfz3Nhd+izr2cPh7Of31vNZsrlvn6D7OMlpWY9Uj+oOGxvak141d2Qg3Kv1BuRkr1T8b+lbX1pmNgEtKSqLysiqD8aqsrolKRx7phLLqGrkTMQ6oTL/4XkWVVNWw4bBTjjj30InHDMcl91D8YWPebtmws1B6rnAoMdTbhpdmXkbjWaKqL6C6IZe+gPMiG2sDNS2rVDedl2fK+Ru35fLt4hcipB50+FfRSRhIgx74CIXTl7w9Vue4ejh97aYM2OiMB9fw8FK9BcUKgJA/9+SFF0KXfnPi0u1iiRXOXrkmx88Xybmr12PmjSXrWV7ffDRCPbA4Qz7bdSHmHNC5ofyzzIVDRdfk0q3iJoVNh0/Ldxm7pMOSBm/TNovS5OuNO2Tl3uNRMvefOCW7Dx81YVy6M3cBrGJ5RmqblXO37aJ0OX7lRpRsbf/5azdk3PgJUcAqoOniZctlacpKWbw8pVHYvDVXim4VuwHjvA24fjVosAxasUlGp++QKas2Sv+vvoq6vilzi1s2b+9+wct97MLlxvN7gMcrHbn9FjV4afcYOsqV9dmI8S7QwbjgGQ+tkgIKg8dY3vtDhkn/WUtk0LL1MjZlncAV/2X//q4s6vHS6EBb4zUOALhPSFknAN02dY723/aw13Z446cFyI9fuiqqfyOmz3Z1o5vgtp69OiqP9oO4z8K17v2hnpW2IatX5v5GZftOmSPd1u2QVrPXSOdZK+SLQdErIxTk1znqFytAGEQ5RBkF/THSYJBh/GP9N3jrAnxTz2iAMqVVwWNdN2VXz3vaoqA0dXkD//X8T6sHsPe63zkAnhcABNgjr/Lve9sMGOdcz3S548mDMQLgvEdhkRkzPMnVG5yVDb2XOzpSA6DKQZZpe8Dm84CRCoCjC9WX9gdAM+g5ile2vgORn5VC3AvfRfipMXbY7VCZxKQHjb/h5zfUPBmBG5Z79ca5GlSVSknzaBtJt8fYS7Gh+rTvAZURK9Y6MCAxZ+kjNEmxynmv67yPd88ExsamZjI6XrDJAKS2vlvPWy9TBo2SOf0Hm7ZhCKFuvLQ5tvN6jzFUcM+GbZCq/eDdmPJNWe2FDC2PDIxRtE9lB8W2J7yfEcd+z0Mucw+vcrzw6bsfNZUx4KTkmNUCPC+8Opm/ZYcs25pnwogNDv0LxvGgNgalc1+r7M6Z/s453KMYQjSfd34HydbvBagL52bukGU5eVFh7EbnWYOenWdLfCsZ9L3joyXpRp4aCdiDIqgtQem6IoZvmpb+SwLyLX2EnuP2JQH5ZzN4SUA+Ccg/qZnHPV1VWytlVdXyoLLKhNKK4E1dmYtw2eO5jwf61KlTm9Q0fZaU1dS6gLkBV/F8Lq9yNnW1wXTrWPN5wVh2XX/0/Q9R7Xn0ww9SWu2pIwLQw2OvXvRr1m+Q6JJRYp7rE9U1cVN/5bUON/+tssbe7Xeq6x0PeS9/fHmlMYIwToyB/WOVhw3eM6f4PXr0KCqdPPyq6urdecKGv9DgGAMOdVfXG0MLBhedE9DoYCh6Vj/2aLh48aLM2up4U+tyWpYpA6jzoszHd9BLp6bbYHzGiYsya5ezgRkywryObE846jp49fazUsUTqzf9+AX3g4OPZj5C1MuNF30+zPBm14+nXmu3yY0HFaY9F+6WyqernI8i/Wgh5iPZ+9HNWOA1ZnuE5p698sT69bwIrq6uFvYcYR+T5/03KttZTh3vBzIfhQrQLd9/stm6z3OusrY+Sh7GxXtl5SacPHdejpw85YYvUh1ghPkfy9PO9m7MOHZe7pVV+IZ5CxY0AlVtUDbo+FzRJSkprzDh5NlzccsYPHiw3C19YPYXYYUUK5iD6iD981ET3Pu+46ptUXnZKBagAACg1WLHwIEXLqsToJcJk+u9xsa1ULh4wfORM6K95L3l7PMg7/iJK9cbowSGCQ12OY41nXj0vGA6H9oXL2XN0PHRm6naPPhKS8E86Td2sq+uem4/Zf6zFCT2o+voOzV6g1lvv7znvTYVhP4PMp76jOa+0/9Gb6wgG5z2AL2U4dkf676w5cDDrv8D5rnvgoW5ZtNR9Zg3nv6FDhjFfzpAMXMOcJT/Chussj3moUXBw5U0nh8EAD50HtROpboLel8AYLVBbIBNdIExAO9nKDMoq/+DgG3oRzeTVDo8xpJ+6PsJegBwB7wFjOTZaFPUUI+Cwaz0gUpLx4m6ALuRzf8y/SO/XmeFGwYgvbeGRLxmuW42w82/YP6/+S/mfzwI4GeM1MNax4ZnYdg80fFWL336q+8Neo1zbSvjqce8H2geYlY6cA3dhbXRLsOx2+b5G80qMt2ImLbE03ZbnhojEjUKMD8YV50X2kfieZ0+laO/eFXO/c//k9mf9DR9BKS262W+Mv7MLV3FwDtSLCocWwbHjC91IsN7LZ5zve9tAJr55mek5l7Ve1z7y5z2e5fGGKeryTRvIjFy0Q1lAKDzj59xw7A0Z8Ur+ounj948aiQKW1GhPP8YTr3lw87VyDR715Go9xA9GZPj7J/EMyceyhmbsmd3kbMn3lcbnf7ryqqw9nivqbxhmYXapBYbJwH5Fjs0z3/DFNgBlEv+np4GkoB8EpB/UrOtImQDV6URsWO99/fu3WvA7KC9NmK1136W1D/6Xh5U10Z5syuwihc9IAU/4pKqmqh8d8qrTNnah49Cq3z46HupqK0z5QFr71ZUy5FTDl3Ne++/L9qvUCHP6UXV9eMA8kD56PrOvWjP9mK84CMb6haXRnPL3ylzViZAS/TQ859RURG9+WttrQPY+wHypQ/K5E7JfROK75cK9bjBu7lvVZ0x6DB/7lZUyfff/yDf//CD2aiYzYoTCdwbTQ2nz52Xk2fOytYDzgeb86GFt1q0Rw/LODtvPtTo44GPAfXe4oV+fsFRty1TtjdspMaLOR9i+uHKyyrgv3q9UXbb6Utu2ab2p6WWyzt3RT5dlW0+esI+liZt2ye3SsuNHoqKSwTvGvLzUcGHJaCB7emHtxNjQ7A/WLus2CL556+aVUSs6nhyoVZYUdKSw73SB3Lj9m0peVDWotvp1eHh85ck9/AJ2XXstBvS9x+T9hEPdZ0T3g9BPWd5unIwf74mR/KPn/aEhg9v+yPc9/jEGcn3hIITZ0RD5r7DLmil4JUdw6Nv88Ny7/MsgHqAj2XAEVZ+KGDCnMcj05bhPfYCpvGej1uyMkru+CUrG3mTe2XBlT55dQP1E/Q03jz2+RdDhxv6Gzww8Yy0Nwf9YvB3UcADOlAQEKqayambjce7LS/o+NuhwwTQ3KsbPR85KzboPHT8ZF9AHxkTU9aF9tPbrlGz5we2BXnxA/LRQDuc+JQfoR7KkY1De6fuaNS+vhOmu/plTjGXfD0vCy5KP88+At7+6HmfZbF5v5nT1AVQpPegX6xerdBE0ScoIiiHZ3kQ2G3LUe9Qymh+BcMVgO+wwaHOIY8a2W0Z9jE0Ji4YH6GQAaTzesDbZbzH5FUQnPvae90+t/+naJ9fgJaJFSPszcF1AFRkKKCPDgCE6a8NzNuyeJbwfwngqSDot5E9QphHXUM2DUcOFCje/T/YZF3rYLz8wFS7r/axgpMY3ymLHAByP89nyqFH7S95lT/clsmxvn8x191xnL+xkVz1Fo/XmMuKCfWg7mjt6/PZovWm7TyzvG0JOlfAl37Emh9BMtSwDDCutCK7/vJnufnzn8m9X7wk83p+adoVBvirlzp6DaonKJ2x1rHH+zsoX1C6PU72OxwGGtrDM4o89n8g9QGGt4usWOWc/3TuadKNoSE139BHadt4p2b1B7II6J5njs4f7ht0CEiuRgl9TiKDZ5IGXcGDsSeoX2HpuroirLyuYkl0XtB27XNZTeP9L3F867HG4Z1nvvjR9Zi2FxQZ/aislP2n3C/o1QdPmzow9oX10++aGklwyGnpvyQg39JH6DlunwI7LzJ41RKHJwnIJwH5JzEvASttsD2eY+hn9Ld58+Yme0cGPUvwaq5/9EgA6QFSg37BV4JK+KefPn1azpw543/xKaRCgVNb3/SglDJhcXNQ1iD/QXm5x3v9nhRb9EGA5bbX+63SMuOxXl5TayiL7DaWeWRVVFY6tEa1dVEybHl+x/DZq0HAjaud/QQA5eGVZ17ri/CziJWjmpd/fcHkxd37gYCnkwGAFzZ8nPIy6+Wnpg9sxobnp77s+sXwPXp5q59F/59GnXB085GjOmFJPvz9LAUHJLDboBs8ej+g8WoEgFGw1dapgh3Is2Uljxs+Mp93XcDp3i6ygR9jDwAI8MQHLZ5cfKRHATlL0oT9DJ51v+Fgtnl+7XlrHwNKB3HD2n1QsDTRGDoUWw7H0LjgJY4nti3v64GDZNjkaY0Aa/Lb+fR4wMBBMmjaHPd5pyDDF4MbNhzts2SD+3zV5yyxrmzpE7l3AcOHjBnfiDYHupqvBw+R0XMWNuqHt1+cY4D4dtjwaDn9+8s3Q76LKWPiilTffmp/vXFMQH7Owih5ftz2tJl6bcqd0XMXmb7yH8NccUHmgiJhU1a7Hb02NWz4qeB1GEjXe9UWscdHZX3R/yvpPXaK9NwWDjAzdjagFc2r3pgqAcoO+qBznA2q2QCaNMBl2uoH9DKXbMDVpkVRgBLAUeeUAoDIBVg13u25p4xsAHSM6QbQtnjc8Z5X45D9HqAyg2IFDGOBtLqKgH7aOoObnPcA9o+x3wV6RShSdPyUmoc+dcpo8NoFXMR7GHAbYz8exqatBUUubQk69t4fY9ZuNu8o/F/ybGLjcED7oD1FlPdfQUSeszENF7QhAqgyTrTL+06FPpDVbu1O4+2sQLiOXZiHrnpeA7yiE8poQMc6ZnjTu+1esc3D/x89TwFv1YihshiXdUOGy54//kE6TV1u6mC8wzzlmcdKO/P+/A2mjI6ltiue2AbDMeDqszL7H/+S8l+9Io9++5qkftrbyOeeD5Jp06jYq0OC8nvT9f2K9y/vtbBzeyUDx3q/enWsuqYextOdx4WXzH+8GnI0X3Tc8J6thrqwNtnX7HdJe+6zUT11fJx5OKH+qmw1AtnPJb1GrKsOMLbY6fEe68bWBRev+34FX8rLly9nrTB9oB+spOGZx4oYnoc8I3V/Ba6vPhT9jY1zl+o4ENCPrECy28yz2dS3ME3KfYwFvo19holJQP4ZKv9FrzoIRHvR+/2s+5cE5JOA/JOYgwCk8YDwdh7A8ub4tbRnCYaGh48ePaVAXd8bb21bty35GC9YLyCOx7GhF6qoMRQyXm55AHl3I1fPRrklHvAe+fTfb1NXb732uS8gj8d+lUOxAyjPJr3eD8aneY5Hmm5CajxCChxOV140AfyU31xfUO24/4qGZd1+bWaDJJbo81FsNmlbmmY2kQRc9Mv/Y09TnmSzxDw/mC+cj0o2uuIDDGCA5d06LjYn9Y9dny9a/wHYuZ90rP3iDxZsNABXS+s7wA7AFyBcqwUbBaPUhws3GUOVerA+yzbjCT9+2WqBhz28HZsNcAzAzwaxShujIIYCQ73Sd7uAseEhD6AzgbZDx3FClAFlszEYUE+YN3x4Wx2DDEC3aev6lv/cnZKaYfo7eU0DkKre5Pwf2QBI0DHgCzrFSBWUx03PvyC9sg4KdEIfb7I8zNcXhFIeKOhv6rFAYleuBdgooMy9CRCvY8Yx/4s6/njNAtxjbAP0tAFaQFUb4FJgG7DOW6ehg7AAd1e+BdpqWudI2/E81ZVrGIPDAFeuqScoZdTj1tsOPWfcqA+gTmlUwjYdV6N0VH8jG+8iByqToPZRRoHPNgs3Re3RoHpPNOb5pO1XcLTV4s3m/Uj7aMdQ+SnYyQqCbvCaW+A8oKvq3xsD1kIb5Gecseugn06bthsvYI7ZYFvlMX9UfzxjtN2mzOodxjAC2EgewHIFu1UmntscDxszw1DDQA9T+I9/SufpKSYd8Jj7DIMR7yOA3hhI8MpuFXHaaDU3VRZ81s/kb7M8p9E8tfvjd6xzHIMU1wFWadOOv7whRS//RB7+9jXZ17qNIz+ymsJPDmlqqKLNQXn80gFwqVMDYLJfPr80HXOzUqegSD6wnFm4D9A/BiXmC8+IHta7ty1P9WC84Nc7XvC0h7lig/uGpz9Ahi2PY3cORp4T2Z9+JqkLl8nSnDz5Zu0W01+eI95y8ZzrcyvIQECfaX9TPNCpX1cG4clu/2qOHJZrnTq48xVqo47TG4B5HUONh67NkT2r10nJ3Nlyf+F8Kc/KlIe3bhmRaw45nvhQy8Uz5twHH0ToPp8Hi7hLXQAAIABJREFU73g6mQTk7dmTPG5WDbQ0EK1ZO9eChSUB+SQg/ySmJxu0JgoCAyQ3x68lPUvg0E9UDz+m/Pd9wHiA8JtKSRPh5L9TEu0hryC7n67u3Y/eGPZ+WXkgIF98754Ul5SYzWQB/aNCWUVjD/kIhc6tcodT/m75swXk+Tj9bnWGABY4L/mZBshgSbu+fHfPvyB8uOvya/Lh1Zboh20yfwMY46cLXa3QFG8yvOwYly+T4/LCz0soFaBR+Gxpmny8xDF44ekJcIRHut/cSqY9Ob1MXt+wSZ4+N/Gw7r06R3qvy5UeAWC8Pl8Bz7h3WUmTHKfG46TGDts7XHXnF/P8RJ+Jgm/IUvCL8gBggL8ASACXxHjpK00LeeIB/fV/s2/As5nVIcjyCwBuAFA2QAuQp3mDvFgx1AJ4+VG7YAjTOvGOVx0CqGIMRjblHMD1mDCnCXhsk6YyyUsZLR8UK5CK/nSu+62s07mvKwe8HuL22NBGgFoMI+gHgFGBeNXNNyub5x1l9FpnA0r6ix7UQ9foaUGaMaJgoADUtj1v4cf+KG2vC4Yzb1wg1MyvBqAfeo8gANNPr+qNi/FGwXlWG/AMweCpOiBmDum42uneY6jw9N1DZX41ZKIBOEt+8ZLxSC/+259l4rcjo+R75XA+aNA42fWnP5my3SYvMfnjNajRX+a7gs301faWP/9Lhz8eyprq3/9aWs9NNfLDgFP1yqZt8WzmShtUB5RRr2/A5rB6dKx0nI3BaqdDs2TrCTnxjLdyktvt5t7mHNm68kZBcOZcmFxn01znXVHbg+EEgwshq0cvd48LXdmhfYondo2PEXoxvzI8M6m7Kc9n5Gn5RbuPu5/7ZZs2uH3AWFP82ktS8etXpOY3r8r+d9+VVZ98JjN7fCnTu/WRFa07yO6//93Nr33X+EbP7lJ96KBMynXaifHJfk5G9amgyHjdqy5n7jrstqmlHzxxQP6Nn2+WZxFU8QA59fX1btDN4PR6Mn5yGmhJINqT62XLk5wE5BsD8ku3tZVnEVre7Gh6i/AK9wNLw9KYi83xa0nPkrBNbMN08WO45gfG20A7HvAA3lDDsDGf7b1eUvogcH7dK4nmosczHn36ecjDQe/S0UTA9njOb1c6m/neKXv2gDwfwniwfmx760Ve+L0fcnidtQSPVv14f5Hi1pEPaZY3R730W96WQem6uZvfEv0XSUfJvjQGLJM6ebY6UY5zgMeg+zMsnY99PuhZ/ZAcy8ZjqRQm8YDf6BlvRfTZ1PFQT0cFWfxiQGkA5rBxBURUABo+bts7fsK6zQJ1CsY1/nt1E9PWy3MMtQIetH7Ams4V2hQPoKVAJCtSPl6cZuYYHO0DI17frZdmRvWB/x5AXr8+22nkied/qsMGZ+N4wD2lWaGvYXRa7ooIi3pF9YxO1NvZbo8es5JADSYA6c11P7GyhzoUVAbUVUOL1q0xwHarJVmu4YJ0p10NdH8AqDo3Ys0j7bsd66aYxLrxrT4/0C2rkbQ9GjNnMWIAFhM4BmjGyGRAb8u7mrGlXJeJi+RuBIyHIkbDmbffksV9BsiA0TON13yn6Svky7GzZcbn30jWv/4tRS/9RO689pIBPde2bu+2xWtksftkH6tuoPQhXefO0GGTDV0N4Onll39q2kM7aKt60tty7GM11JEXndnXvMe6qkN1ZxuTSGMlgN8qDfRoUxPRX7tehzve2eyc8Qh6pgG626twdOUV7cQoRBtYpaHzoP2avCiDFF75vBOyeoWxdIxphcLcpCx89uxrwPHQ7ybJndf+xwWot3fo6NLj6Xz36ifoXMcN/QTlUd0+rof8qoiHfOX2XLft9EPnqF9c8atXzOoK5s/5l/6f3Hz1fwx4D4B//ec/k/MRwwTXS2bPlDn5DZsmYwCBpssYATcUmlUv9n/F4j0NBoLmwCGetIwkIP+kNfwjlt+SQLQf0zAkAfkkIN9c8517uKqmVh5UVpmQKKisgDybdNY8fCjV9Q+lpv6hoWBJpI0t6VmSqA5+LPn9wfhgkB0vdxuQv1dyPxCQt/NxrDr1A+ShxYkHgG+UJ0Jbc7uFAPL64QrNDHznCg7zwk7ovHiT2XAx6YHbGDBS3cUTo188PllezqoE9MzHfq9lzocSL/1BHzJh6foBjfdjPO1I5nm8cXze9TdjwwaZuzHFBI6f9/48y/YPiWxC6d33Iex+ta+pMY3n7rPsR0utmz1J+A+CAsLWW9ix8mYDbIfl815TPm7+76BWw5OblSh4H/PcZlNW9v+gPXhOQi/i5aX+rOCiARDVa5W9QwDdAYjhLecZrf+rxPwPsNIFY7emA5QC5AHwAWABvqs88sQDxtM3AGyVaceA4toOVgF49QCQD/CExy2eygT1dEcOYBq83t5y9jlt1DoV/OOc8QybawMiewYA+tvy7GN0/vGWI8YDHQ95vOfxzoV/mzrwEg+rI9FrSlsD2G8bImgH9bde7tB8aH/DYocSyAG8yRevx7bdf10NANCqe4dgaNF+Yegxeliy2QC4fuCxLc97rO8Tn0xaHApw+oGeV1/5qQFI7//yZQOaA24C1KtOAr2N4RffesI1dHAPs8ms7S2f176jac/Fl35i6qj9zatS/qffStepy4x8DA3evtjnjJW2g/nMPQblH8A1cx6A3Da02HOecVNPeVfGsi1G/5TRlSNcY3wYV125qPmJAdt5dmga73w827hfCBgW9Boxzxi7D/p/wbgr5Rnyum0/Y1b02GX9jgHNyauGg5yPPjE6hZf/fESvU4eMMW1AbjyrYGgf7aQ++kMf7Tbbx2okbIoHPnJ0DPIvXpcfamqk6M9/MHPh7mvOKg6/OWmn4TWPFz3zklUW9rX61181AD3XCHcnT5S9l2/KwPRgmqnvNhfIoWu3E4EYWkTeJCDfIobhxWxESwLRXkwN+/cqCcgnAXn/mZF4akV1jQt+KgiaSFzJppsVDhUI/Nx2uF1eKQ+qa4SNSmMGNjKtq5fa+vrYeeORl2Ce+ocPRUOj/ldWSVlV9RMPjer18Kw/y+u+YHyIxztt9QPT/frgBe7v3r3nzkk/GS8aIK8fdMRwGtubPdnXkseJAbpDV2cIXpJ+H0h2Gh+h9sdLvMcAA8gB/EmOTWJj46evaesbwA2/688ibdaGdbJo02xZlT5cNm7uI5szu0pm5seyObOLbMjoJylp42XmhvWB4z99fZqsTB8pWZmdZOeW/0SFLZkfyar0ETJ9Q/T8WbhpvqRmDJDszA6yY8vbsmPLW5KT1VY2ZvSVJZumiwPsL5N5G5fKrA1rA+sO09fcjcslJW2crMsYaOpanf6dLNk0Q2hvWLmWck33fgAoiPd+tfMBunLv9l6ZKSnbdsUMMzdlG71MW58p0zdkyfSNWyKB4yYG5DyjMG1DloSF8akWJdCO+FYPqVcq3NmfhezHYY8D4LWCahhOvfOL/8Jey/33cGCDQugjvMAsK5bwhAfIj3rOL0o3PONKy6HXFCTXc28MQAgQbbc77FjpbegXx+jF5gtX+bGATMB35RXXMvxXmU1jt5922wOQC6ipgDF5bYBz3OoMyd+SLflbcgJD1maHK5yyfqsEwvqLtzflBi1eJ1tXrJStKwmrYoaM2bMlfcYMSZ85SzJmzfYN/eauMrLpm1+7ACGhGGm7arvLx+/qKuJdC4BK+9G3XmOfnrA+ea+ptzg89Tq+reZvkLWz5sr6WXNMWDdrris/luHEK59zXWUyYMS0KMDSBi+Djh/88mUDZl77+c8EUB5gE+/jhX0bQHnmPWNFXzA4Aeba+xUZHec680q9rr8bNslti4L+lb/+uUk79u678v48ZwNZ7kPa79cvDHTee07HwY4xvGAQsueufR1P96jziOMK5SjjV67znDWmDP3FoEX5sLYA0mMs8PZDQX7uPa7puf7/YJTiGsA+zz8MeeiE1SoqT1eu9Jkw39Up4wkor2D0tAyH2gYv8FCjUUGRMSSoPrgHvG32nuvK2y5b/cfJm1/P1VBEXaXVtVIyf64z1175WVQ/guampms/L7zk7EWg6Ro/sPRQnplhwIwbDyok7/w12XD0nGw8el7yL1wTHKqe118SkH9eR+45aHcSkH82g5QE5JOAfHPMvO+//8EFPv2A0rA0Nsbkj9EF4MsqIxt6VpsYWhG9dqusUkrKK5tcV1g7nsY1wPin8YPDv7q2rtlDOcaEyiohxgBDKI/Eeh4WPyiviPJ0Nx7sZeWurLCyJR5u+NIHZVJeVWOFainx0NWUlpW712m313v+cSlr7lZUyZb9R55qSN1RKOu2F7ghc1/s+rP2H5EnHw5L1v6AsO+wZD2HYfPeQzI+o4ECgA9NAAs+6PH84iOejxIFEvjQ0I+PRGL1Ouq7Llcqa2qbFCqqKqW8qkwqa2qaFIpu3Zab9+7L7fsPTLhRfE0uXzssl67ul6s3T8vt+6Vxh0tX9srZc5vkzJm1cu58ply5cTyq7PkL2XLk0CTZV/iF7NnVQ/bv7i/HjkyXC5fy5Nb9Url867acu3xVrty6Y85Ju1USHK7fuSonT6bIvsIvZdfW9w1YnZfzX9mb31uOH5svV26cDi0fJvtxr10o2ikHdn8TBaB7AXX7nPZ66zx3IVsKcj90ZezKeVP27nzHBI61fP62NnLufJZcvXlODu4d6qbr9Vhx3tb2UlgwTvYfyZOrt4vlZklpYLhwuVD27x4QWEde9jty7OgcuXH3jtwsue+Gy9dPyOnTa+Xo4Wly+OB4OXZ0lpw9lyHXbl9289j5zfG9+2ZuMj+bOxwsuuaAKx76j3jvX/XaXL7vZNx/7Y8ePZL79+9LWVlZ3GWe54xw8/JsTMRLXkExwCjbq9lvXABKdSPOKdsPyKPvv48KB6/eko+WNRgG8E6FOsUGnhWQIu6zdpvsPHdVoF6cst3Z1JR0gFie1XYbMKbiNdx6iePV3Gl5Qz02fQxAnl0unmOlvcAb1s4PPzZ0NXabAe4A7F2wuaDIHAPu6YoDgEi80dUr2y7fCKT0AS2HTl0gu4cNjhmGT51v2kY9drvDjgFbtT2bRo+OWUc87bDzLBs3STpNWWrqgAKI+9Y7r/BEhzdeueSZU908RiT0qe3UGIA0rG96jXcF1TPjoJu1Tp40q1F/e810NmDFo1rLxxsrYLuw94CEgE4AzbrXHY53wE77mGuFbdvJJ9OWN+q/6gGPbGhYMCIAqrMZLNfwgL/5jzfctlx75WcGiIUnXEHUk/99R3pMWuTKRjfco6wA4T6yV5j0HzNbNnbtIW1nr3Xzaxu8MaB5p/QD5t7gmWJ7t3vzBp2PmDpPFg0aZurimcHKBvJCIdN160mzEoZnAO+GjBfPBL+xwltd69C5x5yDvoZ0jBdBZVWevXLlyHvvufpTPd561aGvKR43RmbmORuwIpvVMrSROcjzkvuNlS+tFjkrmMjTOf2Ab7u1bo31Py9RY5QaH2bkHTJ/Z5f//U8zDwDYtf3xxjqHMCD5lSn5hWNMuvSPN57nv87Atjc7IB9Y0zO6ACic5JB/NspPAvLPRu9JQP7J6d1+lnD8Iv/q6h82CSQHjAdkN4B7WaXAzd2IHqSmXm5X1TrgfMRz/nkF5aHzeZF++twmjvWrra1tBIgDoFdWVkpFRUWjQDrAhf7Y08ULqFdVVYk+wx48iOaZv3fvnhY1MbK85Zl3t6vqfOec3zzUtFuRlRyVtU//vr58+bJcvHjRDbaOojqcPGmSBiorrkhpyXEpKz0ju846S+j5WOFDUz9I/GIFd7pkHwvN51cWEIA6ZiW4qdS94r1y+tgE2bPjIxcYLcxtKycODZfbN7Y3qf83rm6WQ3v6ufIUxC3IbS1nT0yXirILRm75g3Ny7dJ6OXdyupw+NlHOnZwpxw8OlfxtHzQqi4z9+d3lzPFJsjfvY9/rWk/+1vflyP7BcvniVqmpqYnZh+uXN0lezjtRMvOyoz3IkV10bklMWc2d4dypWVHt0j4e3/++XDnzody+1EFuFXWQS6faypE977l5j+wbIHV1paY5N65muOmHCt+V6+fbSUXxx1Hh+oX2cnj3u24+dEhd+VvfkrNHWsudyx2k7HZnKb/zsdy92lEunmgje3e+7ebfvf1tKdj2lntO2csXUwPVceXiKjdv/tY3hf5cONFGik61lbNHW8vBgv+61/fld5PysvNSVnrKzA/VgV987uQMqastCaz3SV3onJJl7j8v2Op3r3rTlDrgwJVbcTcvDJB/+LBKHj2KPe/jrqwFZLxXWS0dljqgE8ZLrw6954BVhm4iAgpDowAQCv+ynRfqBgWteX4Ozyo0QLzd5WPXi10QzKF7aPAIN7IiwDWe69BaIIew49xVWbbvpDmmfryZ7bq9x3jyqzfwh4sdj3o8iBV09aOW8cqIOi8ocjfzpO9R1wwX9VlXdudF0RuBah/8YvpIu4y3/crcRt7gdhlAUPSLh60CmVMmzWwEHtvAN8fbR3wnnec4YClGGIzX3vbb53jlqvyJPuC0V36i5ztGfCcd566VsX2+kdF9B7pjTF/pI3PNBnxJBwTuvqsBWGXu2asMhgweHyWHa2FUHxhkFIxHJ/q+QF1+Op0+cYaRn4hRA50yD5Ub++Q77/iClX4App2mXNwPf/uaAMzjdQ0diOYZ32+w23fGjb7gNc6ccqiSHCCevvUbP08u/98/3bLIgD8emdW/cTzkVW7d734laz77XD6Z6g/6A9gDxGv+jV17mnZgnOqQWmBWj2BEUYMK9eP1jvd5+3V5DrC/1HnWc82sqPExPHFNQ/+hE2XPwAFy/P/+Lj3GzDHp1MUYkicW973Oc+aPGg3RkaYT87+jRjPaxHXSuG8wbmBkQ7f6LKHene0/cvWg+iCu+vXPjW4vvvFHqbp9S9L3HpVOkWev9skbs4cAaYD9druCjqH1ahUxCMZanaMyFMSHbuvSxctSfuKE086XfuLbD7tPfscKuN9+NZh3/kqEfqkiO8v+S3ghjpOA/AsxjC2zEwrsAK4kf09PAwpmxQOoPb1WvRg1/ZgAeShamuJhrp7xhjqkuj4mMKpAKCA+YH5T6nyWZX6sgLwfGO4Fx/3OvR6EXtDdr4ymecE8vzYAyN8qr4457xSIN3F1nbtig/0OnvYvCcg3v8YB3wGLd21tADW3Zb0jHRY5y9y9PKD6kWHHysGZiBeoltcPtf2X4wP1Kssvy9H9A13QE3AzL/tNsb2lSTtQ0EPu3ztswqXzKQY4P3V0nFw4M1/u3NwhDx82LNl9UHpKDhR85spE1v68d+RA/n8FwNYGUPfsbDAA2Ol6vC/vHQPSnjr0gRzd+57s3h4N9u7f9Y5cON5Gbha1l+IrHeXGhfZy7mhr2bMjup59uz6Vu3d2Bw44AK7WeXTPe3LtXDspvdnJgNUA0DcutpcTBxxwmnzHDgyRH354GCivOS+cPDLabZuOC6D5vWsfRYHpNriOPvbtdMDsw3u/lJLiA66M88daB5ZTGehU9XFg139dXeh1b3z6cCs3P7rCQAC4rjIunl3YSCWXL6xwrwO+A/J75XKOLAXm8637CiMBdWAUuHy6rdCvI5YxoTC3jVAvhqaDhb1lb94ncnD353L2xFQpvp3fqD3NkaDAa6L37seZjud315VbEmqGF5C/eW2LHDswWNSQgv4Lt7eTU0fHyt07exKS3VIzH752xwW58Hr3BbgLioyXKQA4AFH/DTtk/FZn01wFkfB4BQBU2gRNn194tFHX2YOo60qHQiUeQwDPYz8P6CAKDX1+27FNKQNo1XnzAbffvn0O2PQb0I++AdDZ8u1jpSZRHaATG1imfrNBZPaxKMOF5vfGgJZ48XbNPdnI+KHc15TZMnJETFB+/egx0m5equkDHsB4D3u9f+GNV/oP5OJZnyjYHk/+sZMdIHXwyOkGBMz995sy+ZsR0i7Aw5r5BSjK5qFscKm816qvjA87yqU//k5az1nnji3XGCsASgwYeCKzkoH3ApvLXP/rya+gfJt562XX8KFRfee8w1xHPmCsPe5hx+qFPOib0VL/esNGrn6gZlCa0p5w3Q+QBwzN/L835Zuhk6L6r/ohbj9rjazq0bcR2ApvPPIB/YPqr339Vdn+xl9lzfttJKtTF9nVroNc/M//+eb/YqwztnjT23rBAGLr3W4bm6ICbtv3CmPHOBse+BVbTb/wwN/zu/+VQ53ay9nXXpbsf/zL7S/1aXm8z8OMucwDzRtkYDGA/bIGY4HdXvv461EzhdUEQbojXTn6937T38ypwmGDZdH4yfLd1AXSZ+Zy6TlxgXwzaJzM/6yfkcUmv1pHvCt52qdatE0rcwP7D78/ulL5tIN7dn/vz8w8gL4orC9B19jglXmEp3xQnpJfOBsT3x4ysNF/w/OekATkn/cRbMHtTwLyz2ZwkoD8k9P7jwmQZ2lvokD33fIGz/g7cYDxCooC3gOkFj+H1DVllU+HsubJzepoyfrcjmXQw5NdgfJE4tJSx0vUrrW8PHqDVz95CsZDpfT9D07w87DX1Rm3K2viBuV1/pVW1xjZYTQ78VyrrK6RS3k75MzG9VKUkdY4bE6TIiscXbVCjqxc7oYL6Zuirtt5Ez2+sHmNnMycKkczR8iRzO/kWOZYOZ05v9nkJ9qe+POnS9HmpoVDWd+6ACNA2N4dbxsQekqq40kX9AFlf/xxDNigHnCdMw9FfRx689rneN7zsdJ7CeMYuw+nMmdL3hYHuN6d+7YBtu9ebQB5S65/ZDyuAcUVWA2O35RDWQPlZOZ0Ny9g+dWzHzYCWfGsBmBXWYDMJw9+ICcPNKTh5X37codGZc8caQB+8aL2A3A1DWBe69CYuRilm8x0OZw1yOTDEOHXXpVHjBe6GhUKtnwo5zNXS1Fm+hML2rbCbW8LwDj9OLb3vdB+a3sxKOjY7drieM2jE70eKwbgpj6MG7Hycv1MBJSHAkfz472vuj+aNVqKMjNMOJk1002/4jNHtLwd02+VRV0YSuzresz8slcJaBlvzPidyJrqtknb9jjx0fQMabPA8YqMF/zCa1GB45S1aQm15+LmdDm9IVWOpU8R+mP3kRUHasDR9D1Z3eRs5tKE6ijKypDmCpeyMqQ5wtaN6dJtcQN/M0AtIBjeyADZ6iXN83BYyiY5vdmpN2tDugxP2SRtI2Ok4E6HhRtl7Io02bEp3WrfZrmU5YRZqx3O+Hif4fpctjnCvd6smicoBpjT9hHTN+WmB/SLB9xXb1LKs3oqqC7SkW/qW7DJbG4Zlpf/KO0bbcEwAlgGWK4UGmHlFewdP3l2FHgcBIpvHjVS+s1wNuxUneAJjKGA+jWNeGocnvdB9cRKbxsxDPTMOGBAPIA8gGGAvBv/+Ktc+M//ybm3/iMLP/9GPpi3PqpddhtHfjFUCv7wB+PZzSaUqz740M1rey/bZdxjjye2eiMr9/rCCFBp9wXwUsvH81zSscVQQDuVoz0IsPRLVw/rSy//RADG0RWgvJ2XjTVJN9f+9Q/J6txVlvQZIPP7fStrun8u+1u1lvr//WVUGS1f/JoDkt4M8WxWHnvkk1/L+sXn3/yPfBgxrDCfMYTYcxhAGF3bzxbVKTEGPu43vNExmNkGte3vtTJ9PP4fh1oFoBvaHi3/wcL0KMMgq0/YWBo5xhjj2fMBihtWp9grRjjGsKsUXcjGKx9vfPrVek6qdJ2wUEZ9OVR2t/kwVBeqH12BsO+LPr736bG3/236xR4BWmZT1x5uvzBC2Tq0j2mvTdH4YeTeot0YJtA1zyyemzx3VVfsk6BgPHP8YJdOpg1NBuR/7QDyYeWZ/8yhq20+sD8hX4jjJCD/Qgxjy+yEAjtJD/mnOz5JQP7J6TsJyId7sKt3fBBNjQLwjeKqBg/lGjZurX8YFdjMtaauzmzs6r2W6HktG8Q+RvAaKfCQbyrH87MpF85nrYAzoHIY9zV8737Aeaw0eOP95D4oL5d7Hr54ZJG/vLJKKmpqBF3b+vfb1NU1CkFdEwuUr653aZPsFRrezeMSPV81f5HvS7P9YfakjwsnfCm7UjpEAUMKBhHnpb0r+XM/febtbG497FrR3u0zYCHeywCGeIV/umSh+ZiAa9P+IAk7BtjQDxA2ewzLyzWlqqHMqrHjY+q3cNxXkpfpeJvjZVx+xx/cVJDTBsLxVAdoBbzGk/pwYcNqgJ1bHB5yAHYtGxTjzQ5oyLw4efB9UXqYs0da+ZaFTkXnkh/dil89gPZaRuP8ed1c/RRM7utepz1+MrxpGC2UlgUdFkzv7cprznlVOL6/27ZzEXC8MPetQCDa207O8S7XfrNKwS9PWJoaAS6fbmxY8SuHEYb6Lp1uMJbYoHzhmK+Nrnatdwwr8Xjr2/UA9nvl29ft41MHHQMPY3X7UkdzT6IPKHHQheolf2GXZh2/BeOnuPduGCDBfWs8Hhc73LvfTm/a8zt/Tne3LzxvLp/5MGpFA88i+ozRzfQ5600pmPL5Y/eZZ33+ok8kb11ryUv/r+SlvyN5qa0kf2mnZpEf614qGDbEUHR8Mnu1q299ZhJ/PnO5LB43KbCfeGenjxol2SOHB+bRNqiHNp7YsZ7F9nXAaW0THM/2tXiO1aMaz2fkAEwBxqlMOL79AHDAeigwNB8UOLHq002F8cCNlZfrCqrzXxVPfjuPeuR/OntlTN3rGBAvGTdJBkxfIq09YHeX2asF7/WskSMTkmfLjnW8Zsw4o0+8penLpi49DEgXRHVR9YffyJ42bWVt9z6yuM8AWdWjn+S16yhFf/htFIDIpqeAfes6f+qOF6B821W5ZrzxhIcuxRgeLDC+y6TFDTz/5h3AWQEyImB1wLQIdY2ZRyu2Gb5yG9BlfgICq0EAfvz0N98xbbvzWjCdhwKx3lgBc/Sjm7re+Hm0F7Juqkn/vde88uxzBUgpF2QsePj6a4IxgDwa2KTTluM9PvvWm9J7wgJ3HKARAzRmdYLj8d4ADOv4YVg6AAAgAElEQVS9RcwKBUB07k97xU3XiQsFfnbt58k3/mjaUvSyY5jACPDtd8GrA+w6zLjNWScfRWhh9BqGKaWp0bTPJi2SzLffNXXdjowd44AeEhlL1d++/n1976ujrZw6MCrZulzfrZerQ/TBKh1We/B/h+c8Bh+lQ6LNC78dKtBBjZ4yV1pFNuXVvtgxnvlZnlU1Bz/5KEqndjviOS6NbDh889XouWmXVcPR5f/888kBPc9IcrMD8r9rc0BaQlB9AgrbIBoedcnf09FAEpB/Onr21pIE5MX9KNIPvWcVe8fmeTpP1EO+pMLyjq+JTVXjBeXVS7m8plYA4O1QU1dvNjM1oLznmp3vaRzbgHDyONxA01T93C8vF8D2ppZnpYXZw8DQ11Q5+xjYKzaq6wxYr5sLA8bbexgkCsB786fOnuv70hzrQ7O5rtvAEM8+gFqoLKCjgO4Dj3F9JuatbSOFYwc80/Y2W78XO1zmAH9QhSgoeGL/+5Kd+Z75MOFj2gYk4jnmA1A/RviA6Zbr4SwuvGS8JJVvmLyzJkyLS6e7VjnetMf2ve+2V9sdFAOUM35whnvzAHQqSH1sX3we3MiA3kTnBDHGAa9sPVfakkRB3BMRz/uD+Q185ICJjP+uVe1M/cxRrSeeGNDTbnfBjF5x6T2ROZe/pLOpA+MGRhDqA1iNp312HvXoj7WiwC6jxwDr1IvHuaaFxQD35Iej3s7HnCA9f+EnokYQ2mXniedYwX2A53jyh80ZdEmbTLvmNxhpEhmjoLwzJ053710ALuhLoPAAPMUjnpUv9n37VcoUwain8zJIrjcdY5D2AaNNmE6gBFIaobzMtwWjnFdeXOejvpFdyzu69Wr93njX6rYJ9yeu+n02A908apSkjJ1gANvVY8fLthHDmtY3H9nrxow1YwnoFs9z286jXu7ezVTtPGHHbJ7Ic/2b6Yul85w17pzyeoXTNgB4vKS94BxULmF16DU8gKkLT19NC4tbR2gx/P6XwsrpNV0Flu+hWIl3DmSPHCGZo0YaIC/eMo+Tb86EaUY//BfThyFrtxsgEJDT9hC2gTzvsQKzlOEY7nMFi+FWP/BBK+k3bq47zvr/741ndekl+954I2qcADvJ13/G0sC5v3j8ZOkYoa9RmQCmukJH03rPTJENo8fIuQjvO20ElPT2J+gcj/gLLzlAeOWvX3G53r0bZ16PGCPORTZnZSPRIJmazgauSqUSBC7DWa+yoSK5G6EcoR/Q5Kgsv/jur1+VmV16SfsZDs2g6sSOZ/UfIls/+lhGDonm/9c8n45fIPM6fSp3IgaAsggtyom//8WM93nPSoHct96Rcb2/ll6jZ0nHGSulw6zV8vG0FAFYHzhimszrN1B2tusgN37lrChY3vYj+ea7yfK+BV5jQBk0Yqps/KiLa4hQr29drUD/vXz7fjogjfmoc3P3d4N855R6p/vRvWCIGDiy4X9QdWPHAweONZRCtgd+/vAh5lnOSpdxk+fI5EkzZem4SWY/Cb/790Cv7m474+2b3WdWWMSaF2oASnrIx4EmtQQwnjboLwnIqyaefpwE5J++zqkxCcgnAfnmmHmJAvL3IiCo4Y5vAiCPN/PzSlvTVOA4We7JAProlfmo9DUKzhsAXjccjmwmfMdn7wIvwJ7o+eKliXmb+b3chqUVTuonBTN6SsHMHlIw9XMpHP2N+5KeP+9TF6ABQLx/w+Hf9gJEcHPv3eF4p+alvSfqMRtW7xO9NvJbKZjeS/CSBQDF47NgZs+424VOFIiCzkT7q0Dz+oyO5iO5KWAOH/02KM+HDN6LLIVmSbXticVyX3sZb5jOCiNe4XBwP7gV7hmv/dF4f4Q2xfaA5ho0IegBL/egsVcZ3vjE/gaqmqCy8MMjH9DfWz7WOR7COkbMTY5ZxcH81fRE9UCdtoEJOXmpH0j+gi5SOLaJQKcHDMzb5Kw8YCNVXUkAjVCs/nqvq6EkjHPeW0bPS653Skjv6NHoIvvNqHbejBhe8ja8b0B58rCSROtJJFYalqC5YsvS+zAI/FeAn/YUTvzCfZ6F3T/xXls5drx8NsvZ5M4GIezjDxaslxlpQ9x5SDviXkE0fJDxTKdMIkYqjHCU2bWyXcL9xWDAKifKE1iFwMoSxoLAMxDjls45VswUTHsyK0jiHYfHzTdvwlTzDI8X2FbAmZhVUYw33rN2erzHyrf+9fTFsnP4dzJyyjwjz55DQcf858RDa6NtwUMaWQD6mhYW47VNfnvD0rD83mtqONg6IvYKhbAxLBg+RKC0SRs9WnLiWO0QJivsmnqY29RD80dMccFAQF8b6PMeq5c44J/SpyhorF7MWgZKkRlfDTXg/CfTlhtgduSQCQIdyPH//Y2pM/e91lHjBL0J4/FlCCBP/wA8Z0ycbjjAAXF1/rSdt16+mr4k6j3izC8bDAYK7mobw2LtF17vgOb0mY0x7TKqj7Ov/EwORWhHTL6Xfype4J5yGARUFvn8QGDyAX5fimz2iie6GhLUY1/bcu8XLxnveq4DuALU6+ad5IGuJetf/5HF7T+RWZ/0lAUfdZMd77eS8j/9NqofnLPp7d7WbWXfe+/JwT/+3vTXbh91IbOoT0+58Nc/m2OvZ7/Sw5APah/VHX1WfXJNA22984uX5dKffi9Ff/q9FHvaz8oLQHUolVS2d57Z4+E91vG52Oo9uVGwyzdc35bjGm0A/b0yOD/99ltmlQh7LYwaMl6mfj1cNnTrKcf/+Q/Tlwt/f0OuF+xqcri2fp2rk6DVKn7tIo2xV33qPPHLy9wg3+1B3zYHzNGiZCQ95FvUcLxYjUkC8s9mPJOAfBKQb46Zlyggr1QhbNLq9X6P59wF5MueHEibBMB/XLplk2DmpVIpKTAPUA8QD2jvNycSBeD98s9evVEWpKxptrBk5ULZtPFL2ZHVQPGgYAxxZnpXSV0/2AVo4vHChcoFD1pTPu3TZmtrIv1evHKp6ZfdF+9xxqaesmzV3ND2pW9yPFS94KLyXeftcZahNxWQ75p7ynwww3ms3NT6AU3cfsEGGbA4VWYvj3/MGU/6Cg2NDV7Gc6we0Kx+sPPrJqCshLDT4zlWOpYwbvSik46nNqsO4pHpzYNHNX2+etbxiOd49dpxJs3rze0tG3SuPPg2/YnOoY0bvg6dN6FzdfkaWZSy3LQNIB4ueOQ2xRhB27VNQf2Ila5UQkGbrnrLQ6tDnV7AXIH0zDSHYiUWX79Xrp7rWNoGML3mF+sGvxh1/K7rOHK/L1y+plnDspULZeH6vjJ05RjpuXyBdF2+QnqvXi6jN8+WjftGyO3rn5o2McZKsYPuUlOHxmxHauowo2dWAfj1KyiNutTAs2L1DJ96VsvC5Y3DkhVLZVums6qAeybMwMMz3t4EecUq6mks83lIG7zE2RAT46gXVI51rl7LUM/Eyut3XWlkei5a7+pv9rI1MmzJOum3KFVI775wvXRduF4+WbjB/FfAce3d9NRPtjdNvfmVksV73Xuum0v6UeZ48/qdq5c/oDD/Y30Wr5exy1Jl5cq1bliRskZWLF/thlUr1sqqlU4YtyxVPlvk9Nn+T2y9YKN0XrhBvli8XoYtTZXpKetkQco6t5yWTzQetczZWFY95LVPiweNcUE9gGCAeby48dYFdAWMtYFe9epWChG8vetej8/7XD2tAQcXDp0QNaegm0EPUzJ2Sun5c3GHKydPybVTp6Py3z93Vq4ePigXO7Q1fSuKeMoDygcBrwCZ9Jk8tA8w/NbPHTCecxuAVpoQ0m/NnCal589KccYmKfq3A9KSjhc5ekOeUqeQbgeu41WPTm/+/GemTr3OZq/Fr/1PlG4f/PKVqDyaNywGyL8T4asnH+A41Dc6Znjj0zfAbpVDu/Q6elGdVORky93JE00+72oAdKflg2KAdQJ9C8rDfGITUuqlnbqagHJ+YHNQ2qXIqoXyzemhn/bFY0ebtmAACJLlTcdQoPIfrF4VKj+eixd++2tXH9wj3vqCztXQ4R0Lb369f8uzNsfTnOcqTxKQf66G6/lqbBKQfzbjlQTkk4B8c8y8WIA8fN52KKlwNma9Vf54gPzdiiopr6puFMqqqoXgd+1pp2lbXsy4Ssoqq4yun2X/7LnlPTbtq6wWNtRNJKicWGUWZe2QeMOMjVtk2oYsIZ65KbtJgbJ2iJazRVZkTBblBAckYoNIqCegPThU8K6wCaaCfcRB3N9+wBCgUME2h8Jmefp0mUk/nlJYmjZPcrc0eGUDLuHVefFkGwEc9m4IuSJ9UpSe0Nn0jVkyfWOm7IhsinrP47msurlyyQHk31+YHvXxrB/zsWIFZD5bukamb8iQsevSZfiadBmxJl3Gp6abNNITCVmZjhdzvICmPX4KDgOu2ulqgMDj2E6P51gB0YshdCxQHzHHmkLZQhuUtgbPfuYusjIzPzFxPHz3fv1gviDHBh6VWob0jMzuMnPDxoTGRsdx7saVRjZgMsA28gC6/doRK03nYlmMfQKC5FA3Iei6Nz0IkFdgfHNmFyMvXs5+r/zDu53xi7e8jgmrc7yyOFf90sd56WkyOz2n2UJmlmN8OLI72oDl1w7S7D0PlmYsCm1HVlZXo8emGDYwINLf9ZmDQ+uwdbEp09nTIBEDlq5I2ZL1cdz12HW2hOMhazMN0MmmpbGe197r0BMBkrL5qPdaPOfsQUD54Wk7JPvAUROmZhdI3zXZ0m6xwyUPoN3Gs7FpIp7x2g5olagLbnhNC4vhOCd/PHuceOV02+7Q41DeGz5PzZUj1+/I+eL7srzgkEzI3CWjM/JkRPpOmZV3SJbvOyl91jXw41MeWiiM3vaqMa/c9ks3y8y8Q3Luzv0mfaqcvl1i2upnXJ8we7Xs/dvfXFDQDywFoAaIrvjVKy5ASz4F6L0goPccT2cFxik3dHW0kYdVGPR525nLTeqfXQgc5f79+3Jr2RLTJwBJ9bKmbry36QtANAA9x3Bwa78BgemvnitISn7Kavq9aVPsas3xg1Ur5WpbZxNUzUd8/jXHS5njy6/81KXEsfNwjI7wMLfTMZTQhyBg387LMe0HiLcpUPAY98r1A8YxtADS6/ipEeXi//4aKgGpv3rVbZvqRfMyF0wfXv6JAf699dntxGCh5+Sjf9RNO5Fjj5eR+RKrBfy92LV+jZXG5dpH7RqNjzfhUVmZFP3F4caPBWwjHzCe1QO06drHH3nFNem8eNQIVxeMiVev2i871j4y1rbxxM7Dsa4UKPrbn5vUtpZe6IkD8n/telueRvBS5ajieZglOeRVG083TgLyT1ffWlsSkG8MyLOM+GkE/WDWWMfkeYxjAfLVtXVR3ap79MhQztwqq2qShzxAPh7MVXX1UXI5ST5LGqnkiSWoromTv6ejgcuXL8vFixfd8OjRI7fi61fSDGDDM+X4vvfFz7sUL0gFXJoCFqrX89H9A+XBg5vyoPSGE3McCWUPbkrZg1sm3LhxXM6d3SGXivbI1SuHnHD1kFy7ejgqHDm8QfbuXiYHD6yRY0fT3HD8aLoc2j/H7RfAu1+/FKQ7GeEeRwfbs7+UbTkTo0JujuOh6uVUZ9NPygBAIqvXquXmQ7kpIAneeHxkT1g7Kqpub1sSOd+5xfEWB1wPAgbD0pWOwi6vXN1NAfmZX+jrytlgMF9Be+ZMWNuCrqn3MYCnHlMn4XEB+dOHPnCNOHDLowMFn3dkd2riuI02bUPXbLirbQ3qX1j6nu2O4Que/7B8ftfuRKiCdC775bHTGihrGgP4ymW/I9u5P5pivKEupU2Ktz+sqkB/jI3dVvsYkJk8506vlRvXjzeEG8eF5054OCE3bjQOZ04uNTLpN89Ku76wY92rYV9+L7l540RAOO7OiURka71KIXR4b3/3mR92UFFe5NYX5hmv8u1YN+K9c3NHWBUt9trFu6XmGQzo6wWW4znHY51nOB7o8eS388A9T9mDV2/Lnks3pfuqHHNOmgnWJp9wsuPdTnpTjAdsHkrZeFcCdEpz+O3brd6RcL86btzjtDMC/sNfj4c3YLfbN+1jQIyRo3PGAfks/0JU/d1yT0n71PxQOYv3HG/SfOu03DHOdNl6PKpOHbPZY2fL4d//zgUHDRD68k8MAAkQHQQI40XvBQLtc4Bsu2xO63ZR9XfNPen290F1bZP6ZhfiPRxAvrSkRIr+8gfTn3u/cIBeBYHjjQHDAYcvWAD9+Vd+JgDvYb9HpaVSc+K4VB8+JHVFRSZr6coUV7cA0nieo1cC3s5XIlQ1pm2Wd35YWzEcAGR7AWyAWoBtwF30D+d/8S9ecj3ObZmUJa939YAxokTA5/tLFrndLZk3x/Tjwss/NQYae6x1k1/qx9BBvWyaCthN0BUY0KjYoLzdHj0GnKaseoIjMwyshrZF81741atSe+6s2+awg+r9+4QxpV4MA7TZ7pMe05+iSL5L//yr1N+4HiY27mt1l4rceaF9R1eMm9ZNjDEAgF3vJfY58Oax86MrlVeWtinu9jxPGZOA/PM0Ws9ZWxXYASBO/p6eBpKAfBKQb8psA34FZMfbHA9kvIn96Dw0zQvIU+ftCI/8naq6xED56nrRDTYf+jwvks+Spoxo08qoromTv6ejgSBA/v69Iy74Eua1DOhy7mhrk/f0ocTpTwCSlA5jW87YJgKX0SB5ODA9XnZmO+AcoKwNGgUdKxULYB0AvC0/N3uQ6Tse13Z5gELy68aTy3eNMx/LifIIf7rjrPuRvSG9c1TddjsSPd65xQEf7zcjIK+AZrxey7a+1KgTRneEYRudeqmBbDlhx7rq4eq5dsJcRZaGRDx+7TrUSIDX/vnjjre8tg/QsjDXAcK3Z/dt0tip4QRZ+3c5lFFN0e+BCO9/UyiKWDmCnjBO2X0POlZOdu89oUA9K262Zzs0T00xhPDM0HFDZlA77HT1qL9+3t9DnrxqpNme3a9JY+V3D+7Y4tAjefdbsNsWdKyrDHJzhgS0Z5TRQ1MModTJXgTocc/OTu6fzfc//CB7L9+UZftOyuTtB0zgeO+lm1J0zjEuxPvctPulXv/HDw1z63qeDu7fOywfLUoxz2J4uhV8jSe2PcETBa4/zjxk6uy6MlvSjl1w/wvapORI580HhbYo2I9sOOA/3enwwANqJ+K5rp74lGN/knj6ppzzlOmSE79eoLhRuho/I7XdFrzwO2UcMP3tsKHQLWcMDgVFoe3skn3M3axU6XV0I1naPDZnb8LTcPUhx7OffVzCdDRn9Awp/Oe/XDBPQT1iPG1PTZggB999N+o6QCZgIV7M9a+/Zrx2ATbVk9eWMWJ5tHGIMaNPS/aeSLhPfgV4DzeAfGmpQFmidQOosmEr3uOAu5oeb3zp3/+Qe9Mmy8M7t/2qjSut5uQJudmnZ3DdL/9UMj/rLZ9MWiw5f/+nmw+AtuSXLxl+evQMT33Zr142fdH247ld8aufux7cmu4X33j1Z1Ge8DaQyzG0RQr83ujxaaO+wUeuctEneqUc3vX2KgJkYDDAaEOgH/ZKiTtDB0v1wQNyf+F8uTNyuNwZMUwA/K9+2NrIZ5ygrrFlYshAFvOLdjorHBood4r+/Hsjs1GjQxJqjhyWy2/92+0TbQTcZ/5iZLC9/a936SwPb94MkZb4pfuLFrh1q16JqReDib1ig3SMFRiZvOOmY4AhQ+XcHT828QY9JyWSgHyCA/Xw4UNZs2aNLFiwQM6cOROzdG1trezatcvkHzp0qCxatEjy8/MFOd7fjRs3ZPny5Y1CSkqKbNq0SQ4dOiSVlZXeYi32XIGdJCD/dIcoCci/uID83bt3ZcOGDTJp0iQZPXq0LFu2TI4fj+1hwrMlKytLpk2bJlOmTJGcnBwpLi6OmpgV1TUGgD99/oLMW7AwZli0eIl5JtlCymvqHC/58sS85G9VOBu6llTV2OLc4+SzxFXFEz9QXRMnf09HAwrIHz9eIAf2p8m5szvlwvldsnuHQ4UQDwWN0kE0hTYB0Ea9XYOBp0QA9/C827N7GhAqUQBWPeV3ZEeD4rQZUEuBdwWhiiMbnOIZStrN692l7SKHfxYvwLAPefsavMN8ZA9aCdf52wHAXHif/YFCh4/9ZlH7uABN7RdxEGWNgupNoZTB6IMew/jnAaKNrnclxpetbS/Y6vCaA27rnFWvfuTGC+6qPGJWRlAWj3hAV45tkJl7grSd2e81aex2ZDv879AoqUHi6J73Eh4zBXehGfLyutv98R4z1so1jke197rfufK7e40rl045+tmR3UFyc4YavbCpcKLe3TpXvHsY+LVF03RFR5hntxppmmo8aXyfjTF99FI7aZtixWrs2Z7dK2DuOCsoHheQ37W1jRw/li6zt6RJu8WN6UN4/hBWpzn0Tk0xCGH44z7Iy/6vWeHEKqfosNP89/D/8zihsGCh7No5W/bsXiL79i6PM6TIvr1O2L83RfxC4Y4vZOLagUYPbVKy435+8yz/cPUOU+6DBQ7XOV7l9jM+6Biqmw8WOZQ003c6wDzj8FHaXrc8wDxp7dfmuWnIU891wGc2hQ2qQ9ORqeP84WJno9ZO6fG1Uz3dWy3ZLN12nIlZ12cFRdJ2xTZTX5gX/0ebHA965FKGtqrXe9uV0VQt2g+/GMBf+6YUO6wEQC7p8wqOJvSyVf/oe/lsdUTv66L17lf/wA35MnLkdBndd5CMGThKFixLlTaRce02fr4c+vUvDeh3/qVgTnAFBTWeO2q6q2f2CtB+QePDimF+tBPKH1ZWQP9z40FFQv3kPVwBeQremzXDBScBhJXKBTBXvcu99C03+/aW7ysrpO7CeeNp/ejevYTaECtz/fVrUrZhveFkLx490rTxWnq69F3uzGGMPq3mpkpKmw5u29EhADUgt9egQD9scBbPaRvEpize/gDxOhYAvXiqow9oT/CIx6saPnvNc73rx/J9dZVvd5RPXvNilFFvf2/7NI/GVz54V8q3ZPrKJfGH+nq52aeX2w5AeAByvMJVhl98e/BAeXj3bqDcWBcAxi/96+++dVxt/b6UrU+NJaLJ14vH2fs5NB5j+svY2ysLOGdOs/IAEB7928YDP1qlJjewBRZMAvIJDEp1dbX06dNHXn75ZRMAycN+hw8flrfeesvNr+WIP/zwQymKLP1RGbt37/bNa5d7/fXXZdasWUJbWvpPgZ0kIP90RyoJyL+YgDzgu/0ssI/79esnFRX+L3rr1q0LLAcwz+/ho0euN3xO7vbA/HadHAPu2z88u9RL/nZFTVxe8rcraw2ID12NvsTaMjlOPku8Gnly56pr4uQvWAMVFXddOpcGWheH0kWpXcrKbsm1a0cMZcuBfSvl8KFUNxw5tF407C5MkYJdS6IAn9zsgQY8gWYhFmjEdfWMjhew88oEWAOsod7GoFbiYHOYDPUMTxSItjmmt+WMtNrpeKkCWtr9silGFOjNPPCdCwx0Sg8H5VmCr0DOJ8tWSeZm+O7fsup9PL1sz3Z4rdWb2257rGMFnvE6tvMq+JzoBpPIUJAVPYZtHKqg+o04wWFtn3roquFEAVql7WD+4Qmu+eOJoT+hnFK56EoKuO7t8urZnpv9bcLjp/cioO6dyx2EmDrZWNeuI+xYucLV2947bmFldVUBBoywfHpNV8uoTjSdWGlLcrP7Gz3syO5o+gLwbOcLOy65zr4TjmEliA/eW1499hkH7zX7HEOH8xz6KuFx8nvm5OY4G13rnLPriudY241Rxk8+abq/hz5j4pGredTAlbulvXy+fKX7bALkBQzFu5rAcZuUrbJ5s7OqpOTG49FcbcsZE9ifoH4+63QMscyNHimLjZ7CgGQblIX6BdC33aK1MnXdAFfHeIDb+bzHbASrXOidlmVK+6WNQfLOEe/51suiPaVVVgeLsoVjP7C8y9YTorzjtHPjsfPSelGa207oYFReUEweBbxpc5hXPjQvSqlDu7vvOh8qHy90ZPN/aXvjY6wIao9fescNhUYO3Phaf4f1ThryoQLKOlkkY3L2GrAdWppea7fJxNz9sv3cFfMdcOFuqQHvu610KIG0z7QRPfrVC42MGtXJ326JM44c03/o6L6Yu052/qPBixsgkAC4DUhvA4OAiVDiUBcUP9ybarT5dFWOXL1fLqdv35NJ2w/I+wsaG9e6rNgio7bskWk7D5qY/i7ac1z2XLoh3rdu3sNtQJ430tIVy6NAVsBpAF4Cxza4e3/xwuCX2Cd45Zs0h+JPqZ7QNXNy1NIM2dittxz97W+i2kmbAb7ZtFVBdWI8xpXnnDyA6ud/0UBfcvWVnzUC9O3+6/G9qZNj9rYwLUsy27Rr1C5kHP3Fq5L7YQc5PWaM3J00wRgfHqxaIbWnTsaUqxlKly2Ri7973Ve+tvPyf/4l9xfMM/z2Wu5x47qLF6Vie65ZYVG5a2ez0dPEaldpyjKXPof+cS8xxl4Dx+W3/y2X/vaXQL0w5lV7dseq7rm/ngTk4xxCPFMB0W1AKgyQP3/+vJsXEH3ChAnG833YsGFu+p/+9Kcoj3cbkO/evbuQl/Dtt99Kp06d3HK0gbSW/lNgJwnIP92RSgLyLx4gz7NGnz1/+9vfZOrUqTJ79mxp3bq1m/711183mmgzZ850r2McpBzPImSovFWrVklt/UNfQP7Ddu2k9+ef+4bP+/Y1nvbeSmsfOlzyAOxmg9fqAPqa6noBtCcfobK2MXe8ym5pz5L6hw+lrv4FCfTFCrV19VJTVye19fVR6XYe+7imtlpqaiqkprZS6uqqXohw+tRWwctvR+402bl9hhTsmu+E/PlSmL/ApD1pcELB2ngBSvU2vno2mA5CQSC/+Gl5yKtXrnqt+7UlLE37aXPJ5+Z8Z4AawBovQKg0GTblz8qCMS540XblNvOhaPPfOh/Ze6VVZLO+DkvWyq79vSJ1vNtsQJZ69gPw2jzwYf3Xa2zsa0BhDx83QLqCpdDCaP54YvWqRm4YrYp6ie/Pezp7+5MAACAASURBVCcUuLfrxCsaT2xkw1GvntrMO/IpYM71eL1/7177yO2r0pHopraXT0dz3CsfOKszmnLvqpc8hg41XJi+ePRv91mP8awnLyE3e4Dx1OcYIxr7HGg+b/z/2XsPZ7uKO9/3b3o1Ne/eqldTM3Vnqt7UfXd8x762BxAgchTBJIMxDphom2AMGGOUj3I6OUhH0lE4SgQJJUAgIQFCEkIonijhfvXptb9r/3aflfY+UdLeVat6rV4dfx326u/v199GZuq/G7v+0wFW51myi9qG9ENqmPjQ29U3xDLQeCQ8dD9hGcJn+qn6SVEFAUC1uPzVTmG6elbfXbfmubiMtbSX4qCAoW5FD3NVOeQKMEdxoTRDl90G5FGNgkbpi6Ln7VVP+jkJPm6A4CRgEb+urmgXSzU7LJQXrnZprF3zYmp9wvpNlWeNwTWb7nXT50Y7nVBcQImSJC+44i0Q27LpMd9Ozy99Np7/4aPnENW7u/c6KFwAmW9v/8DduCQ6mBMgkYPAcbnwt3nx/4E/1DXW397LylxpYBmOdTlxZSHOu+vntLhNn33pWvZEtDjikucdyock7nv8eKe0RUHj01uw2qF0uKOjpNRp2e7zVFhkBx2bLWvSPdb9Pj0oekrAP4rqpLBZfjGNz6xmd0dnlCZc9ZLPtZaHP4Gv/sbS/7HKT129wsTEA+gHYL+lcau35NfuBeLcMr/dKQ/CJdEezf31H9yuf04HTZdec4O77w9/8/nafkH6L3XvcKcuDHi6GpURl7zoN2F72zC6v31Bp2vfe1BLH6+ECAF5Xn65Z59b/8BDbs9//8cRQOa+//sf3PoZ97vPP9gVpzORN00ffur7C22r8YcyJuwbj3d+4H7V1Oveee7Pbte//POIegikxt3z3/7RvfzgL9zbm3e54SNH3LEnHssM/+k//l/uyE//jwe38yhZ2MWA0kdtMH1mk3vy1dnuxeffcC+88Bf32GvzYoomwix6b3/t4vz+e3d+dZf75vcvuKMPzHBHZ9ztsIQ/s2ypu3jiRO3pTtGYF7/5xu+Y+PwnP6por0//n//uvn7kIXd+/dq45FDtcDbBt2+85k699aY729zkho+M/mDkOIMpflMH5As0EJbsFsASkJUFyAso+8EPfjCCGgKqG6VhLUwtIM99+Dtx4oS75ppr4rj79hXXzIVpTcTzVAPRJqLOUyGPOiB/ZQHyAwMD8Zi///773dBQ+TBVxhhUWJpPOBhSv+PHj8f+Dz74oCMd/c6ePetuueUW/x6F4Ylvv00E5Lu6u2N/ccfLPddfTk/pyh0YvuiOnb0Qg+0A88cvDDis4XGPne+POePzwHjSnEpzSd/gUKpMJJurxT174bzr6/vuirumAgDR0xVRgxS1QpZVbGgZbMGYtHtA3InikMcyF/CKA0TTypPl/+meCNxcv/q+GFAShzzphpawAPT4A0RZ0HvNB791tzUsixdhLLSwcrOABn6PL3rTHfz8Z273jshyNwuYq6XfcNgo5SsKbiIb2pg4gPJJsjq4LwLtADfTDssN4ylNAXakD2gehtOz+NDZWWHlqvfWpQw7NkQKBOQI0CzgVQeKihqEfFFQ5CmW7IGtgPDkRznUj7/9qhLoliX9hrUPuJ5NDanXug3zXOLV847bsDqyxkfuAv4p7553r/GW87bO3APmaucJ4dave9qnvX79a65ndRmkByinnyInaJa432sOMkYessqnfQDOLZAPOAvQbZUatu2gKlH/9dzx3c+7dWvfjK/1a37h+xNl3J1ycDT1QYZb10dKFcJaWqCw7npGgSAZ5FFU6XDpntXT3bq1fx6Ta313pKwL5wWVL8+Vhfz67gfcmo3LEq+165738suz/g/zgj9e/XXGvFn+IE2oL0Lgyj43dt/n86rl0OYy7/8P3aqeNa518/qKa153t3t4SZubPqfZW/ZeA5g4u9nd2dDiXmjurAgbxrXP7Zs6XMfGRte+sSvz6tjY5UZena5jY9LV4brXPefrztyz58Cj7uFlDfH87S2dl290WFwDyFrLXOb5LXt/6fs2/XZO2+Oea92GERhnXXjhoZGxdCsVXOu9h+L8rULXtpfu/QGnKzaN+H8hP/HPT5vd4lq2feDuWhDRuABaewDcAM4A+FiDc1kwH1ocwgroVpq2PrrnXd7uAJVbrjjfoeUhHfjk9a4aV4fF3r1uv7t2TmSpfs+6j2I53oiCvOMDb3mO5b5XkLS+664p0cuQNzsekKfyva/3oG/za2aVdxWorrg3zG31IPmt86ODYIucIfPCvFb3xpPPubfufMC9fu8j7o8vz3QzFndX9CubxzOdWzw9DWc+yB+lADsKVE657FAQUE3Ym1f2eqWQVR68tHaHu/T93xMB+da95XMMiP/QK7Pd08+/7n733Ovu4ZdnxfnzrvHDA1qWTZh7x8LoUGKUVJSB/nbf5oMj5CB5yH3zlVmu9fZ73bb/+f+5nf/yz27L//gfbtWPr3FvvfCGu6d5WzxOdBAwYC1W2Md/85Q7+uB97tjPH3Xfvvm6699R3ZkEv22PdtDw/ZemWKOPiRaKOs3Zmk8VO2ECvwwyAn84+NF+d3D7dnfwg/fd12PMW38ZiCC3iHVAPkdE7777rgOwAvDC3bFjRwxypQHycDMLIFu3bl1iDnA5EwaAXb88QJ5wlEdpwyU9lX9TCUSbynIa67LVAfkrC5DnDAqN+WPHjo3oLhZ4b29vj99jCa94APDh78svv4zfv/3OOzHIbClrsgB5OOezfhzOerq/TEcjS3jrYk0ydDHiWsxKayrNJRx4e7UA7nn1PHvh3BUHxqNgKAKszmt5y/1xxWz39NL5/np5xWzX0PqXQnGLpN/TFQF2RQFVABrABgCzEPjJe5a18orWO9yM+UvdIwsXuReWzXULTH3WrH51TOrGYY2Us5ZDCamHaE/Wr74nLo+1NCftjwL6DVF+AAxaKpZTx+52q7Y9755qnO2mzV4VL2Rvm7/UPbXoFTevaYaDAgaaEtLlWremesqTrPZet+Z5t2H1T3zagLx5tBfi2KYsWfRE4mUH+A53Ddj+QH6x5XQpTfjnVV+A+iSrbKzTBc5uWfsjbzV+5lgljQaAI4oigY6UiYN2RZsiIJ3yYJFPnj1dEcc59ygpvvx0eiwTykGdbXmxIIeaiDR0xoBNV3UVsNrY9qj786qOmq6/Ni51HR0Rnzzlg05KcsIFLAf4xepfnO/4r+u61s1rftPn+dyydnfv/BY3ffZS99bKyGLXppF2DxguWiqF2bi6DNTLjzKgkGHeoN0ZZwLzAePnNL+dWPeGltdcT1cZbKcOyBlFCe1gFTXKCxf5p4HD7ISQZTwu/UHtEbonv7jFbVoT5T+/+c+JZayl3f7SuNK3EbI6980dqfmH5dGzFEVLWp/NLNPqzkiBWg39lHY//G3Vw37uAaQUOJXmzlrHORbVUztRH5RcxG3vuCuuC/3xwQWt7toEag2AJ3tdN6vZPbmoNY5bS3uMJs5bjSvi8Ybiijqx2+nOBUsryqkyY0U/q+cVd/yre/0cpnHw/LrlsZzZjQAnOmAoB456q96lPR5wnrHpMx8OJQlpAgrbdtFh3+xqsP559wDQHL4qa/NpC7q8xTx5zGgog8qiksGynINUr50bAfWqHy5+vCMM+RJHZaVugMJY0Mua+9aWHYXA0bAO7CQgXfHOZ+3iCOPaZwHRWKdrdwGyEBgNWG3Dcz99WcT/z46BpF0CNjyKAgH9j65c57Z89oX79tx596eSBTTta8Pn3aPcod7UPw7be8jRJ+7b9JnfzcJ7e5F/Uj3i+Fs+92lZgFf1QqFyXen8gOc6tvi1xpGjX7svvj7mDp/8zr22rgz4U7Yk2iB2+Innn3L9bfMud/pCnzszAde2g196WbArgJ0Z5F9EARLKhmf1FWTCs1WMvXdk5Fo4aw2Z9m7Wlt1Reed3eiVQUjms351dH8Ztve6TI2nJ1v0DCXhA/uBBh9EgVx2QDwTknKsD8iNlUuEj3mYs5MX5LpArDZDv7e2NgS7AsqQf3M1KRwe8FgHkv/rqqzgeZZvKv6kEok1lOY112eqA/JUFyHOY83PPPecWL16c2FWYPzSXaE5g7MkPC/q03wMPPODD/cd//EcMMhcF5PsHy5b6aenjj5VH39CwOzsw6AH6M/2D7sLQsLcmyYpn302luYSP2jyg+mp5f+b81Wch/9rKme7WuSvij3K7EOP+znnL3ZuN78RgcRYYm/Wupyuyxj32+c2FQSRRSQCCClDKcwFkt6yLgMWnFr08ol7Xz17ldBDe9bMb3YMNS9zLK+a41s4/uzWr/1T1tRbKDm+JW4wPOyy/6D+6u37m2rve9FdH16s+TUA30ubCalmW2/AtCxjEujmNEuX40Xvd3p0RaEUagGuAvbIGX981Lc5TeY+F29X1rNvQFVmQA6DTficO3+LzRoGANTQ0Kdt7ygAwYGcoGz0DkMoCXfIAzD247wYPnqJg8GDtB9dWAMfsPlAalpYFIIsdDQD1KG9oA1k9K325HLCKvCRv+QOSWzoVwHkL9NNehG1sf9Y1t/86bkfFt20rP0urI+543iUpsbSDZFnrb0YNKALOru+KzlxQWZLcro6b3ZLW59wbq5p9no8uLFNfaN64p2GB+/2yp938phmuqfN217LmLrdk7RPuLz1/db/cvNW9vf7PXhYoMejH0NDQFhYgF9CYVAbrt6rticy6o3BY2fak6+kq9zMbv7PjVtfWcY8vD3ONLQPlw7oeq3modew7wmaB8fRH9Zemtkcyy1gLoNveER2ObXcNqJ/nuRpHM5vmZpZrdvM7cZ/N4+NnRwMUOsi2q2Oau3nOYg+gWeAn7f6ZTV0+Xu+6/xMrovLqoPcf9EZ5Lmr5vXtlZYe7z4C/6o8AeQBfgNEc4gnnOSAnAJvCPNDQkimLWtooKw5Kg6cWt7knFrW6jo7of5G+pnrh7vrk5679vd+55VtfcK3vPuPe++iJCgWMFH5rOn9aBlZLwGiarOWPNTZ1Rwbyw71n/ceRfwp/vA2bdI9sfbrzO71lruTr3VnNFXkpPmArXOlc3MvfurJmt37sICDdJADXhku7jwH5EkVPkUNqk9Iqg/B7yuezdO2KQXeBr4orjn5A7rT6Kqxc5CpOd/oNfQtlEvXP4tZXfOtKGUPcNIUZ3Pq+zWZGeVTsosjpYzrfALkoX/rVdSXly8MLWt0jC1vdTXOitKN8mhxyUfg0l7oq/JMlOSSNs9dWdbg/raxNSR2m9/ii6D9OVv/kX+1uDNUHRRPxUSLJj3v8ftW6yS4Ra7r/7JvTsXykEFE+Wa4s/2+a1+Y4N63+y5dAHZDPl1EdkM+REUBQT0+PO336dBxSQFcaIA+ApjBwySf9sG5XmMHBQR+kCCDf1dUVx8Nafir/phKINpXlNNZlqwPyVxYgn9c/Pv/883hO2Lhxow8O56Dml7VryxxtYVpLly6Nw508fdYDzWMNyId51vI8leaSs339ASDf56CxuXyvQdc3aK6BQXdhYND1cVn/lPsLA/3uQv8F1zfQ54aHB6f0NTQ86IpcBw6+77g+PrDNHTyy1x0/ddIdPn7cPd0WbddmQYClFYspwAoWZBzYpkUr7/+4Zps7eeZs6vXNmbNO14cffex27t0fX8dPfed2fRBZQmLtaoGHrHvobQSg5XE1kw5gr6w0F3U85IEYFiZYAbH1XwfaUR8t8v09lnmzmjxAEi7IXl/V4fzV2OFeb+wccc1sbvBlLHpYbVhflXd+S6UVrSyXsSAXeAtQCUCIlTsW0oDFkg8WwADuyBcwF0BY4BthPtk1zWG1KyUH1sVvNy4eNyCKtFvaH4jLp3ImuYDrJ45EFqJWPqeP3ebBfMURUCt5yD/LRUaA53vfvcbXXdbtaXEAH+FrD63FFR5LcStX/LFktzsVqIPiv9M038t4bvNb8WGZKgP1gBYEPnhRtnDAqLWYD7njJR+1oyzVw35b7fPrq9rd3Oa/uGWtT7tVbY87wO7lbb92C1v+6ABvsea1aWKFrLEjV+AUYFMWILC8O9pVAmj91Wc3xfMByiIpNaClQS6SNTJD6UFbqi3+2rikoky2fPb+9VVtbnbzTLeg5RW3sOUPDov1vzUt9HGxOMfinzTpIzZP5SNX/Q8XJU4IyjO+yofd/qdra5/hyNuWZSzuG1r+5MtLH8vbgaL+gisQt73jnkJlmt/yWizrret/7OcVlEO0EfmiXKW+ksvaruvcYwsjiokiFrUCiZau/Xkk//eKH8QrhdXazuvcH5a3jAD4sFDOA2vF9U3/BSQci7ZJSwOQ8LGFre6G2ZVA5OMLyzIucuYB7ajdMfTLV5uej8E9yTPPTQPkrTV6XhpJ77EMR5ZYnSsPPzeUwOMiNB9husQhDehb7Ds46/Hnv936F70XBY4AZPpC0bg2nGh2ANd1WCwAtg61DYF+dg9Q7jQqEZu2vRdoesucZvfssogah+8ZG6bovTj6sUhPi6Nvv1qswfWdZQ+lZQeB7wuB9T1+t7VlH0Zvyyg5XDerySvhNN5+t7TN3d/Q4m4044swd81rcVngveKnuSgQKCPAuXYA1NpXAPJ9Ws3bK+QueR35buTO72rWl9ACkT592sqsyP31pYOO135y9XCcVyPbMGwdkA8lMvK5DsiPlEmuj4CuNED+zJkzMchlOeKV8PDwsPvxj3/sw0CDo18WIC/FgOhzsGyd6r+pBKJNdVmNZfnqgPzVBchbahopDj/66KN4Dtq1q3ywD9r84YuX4mvNmu443MefHawD8gUG4rkAkMdi/kr6ad7Grf8iCXx96rT72dLIQpAFZZaVFQuga0uHwD2+otut37k3+dq1160vXc2btrmmjVvja93OPa5n2wIPugCqWZAo717AC+AD4LSsxMN4AHtYixOuc83N7vHNCYfS9R7yixUWLVzU7Y6uXRUH3gE0pi3O0vzXdEZWjuGhk2EZw2e4xwX2AQza9Be2vOTfUSeAPmg2FLYaF+AWoAcgvxzvhw5Qz+Y3Xvezm//mwd3VHTeVKER+GFssA0gLnKZsWCVTT6xFBTirzNtKdCqb1/zQnThycxwP+aCMwEIXq3HxjmP5vLbT1jnaaUB6xAF8hb4GuQDCouQQRY0OvlTehA+VAADzKD2+PlQGlNW+WPsTF9oPK1dA4e7OMtc6YwFAE0t9rO1lZax80w7VVPmwagdIt3lMxP0vSlaDjCFoMQQCaFzl0T883LvfCYSlrn63w97r/U4PKHyw/Lb9HeCeHRaMcYG/WOqPVV0ja/BoNwr9jnEMFRHAJ2XhMGGAaOaisB9gOU+/heZI7YaLZf5YlS8pndb2GT4/FHqiOFL/S3LFZ0/ZZjXNKly2WU2zXUfHnRV1s/XUfXP7w+6txuUxVUw14OuvNm+OlVVFqL/sf8Lc5tfdzSVrWyhY6INYfhfNXxaq8MtjZZ8k69H6YRFvLYKhKpm+fIPn2sad0/xQLF8UglJKJbWjdlQh96Utt484lLUI+CYraeQVhoeuBhnevXbviHdh2PCZgy79XOApZz7x9wDf4ravxtJaaROHNElDfrhSpmSByja8vRdNB2nG9wvXVKRvw6fdo3SibMyBhBHnO/IVoG254aWk4JsrLc0sf1mZP1ACicMDebPi2neygA93SNgwasubVqaD9ja8vVfc8OBTHSyMUkKKEJQYNm6Re1G/YL3+hxXt7u75ZVok2gNji/DsHID6Xy+pXjmKoo406W8Yq3BfS5+jXtNL5xXw3WnrKf81H48ODJ8+T2cY5FOF2fy5F93UrQ0djnMDFuzY53Yc/trVl03Jq8Y6IJ8sF+tbB+StNAre5wHyJPPII4/EQNdf//pXB3VNX1+fAxzTYYqkY+kkLCAPYH/nnXf6iwNiBcQTBwDOHuxYsNgTHkzADgBx/TdxEqgD8lcPIL937954nnnzzTfjTsauHs1TcMXzSzqMdPPWbXE47qFasRbyd997r/v9H19KvD7cM3GH2mguGRwedkPDFyfnunjRDV286EIO+akOyFcLrE+l+QMLfc4qmOhr5abtzl4PLYw+3LGKF1dr+IFun+GIFd8rNBW1ABQAh+u6IhoPgK4ksCHJD0vMTd2VYBcc6lh8f7p7mueUBjAVMLSq+3735OZKCyRbF+61mGcbOFaB+HHwml/MzWxy1dZxcesLPv93Uw4lTaoXfrL2xSI5SaadHbf7dAF+CQ8oSJ0BK9/f/BMPZMpiXrzykkOai0UpIFtSfhPlh9Xwuq5IwQCwDV2M5Si3ZX+/96exogXwHuoZtTeW5Fa2sgDu7rw+tkxGISAucazl0/jBlQ7UNwJ9BeiTHxbwKFBog/CAVcXFRWG0ZX3UH19Y+qL72YJW98LyMmj+ZmOTW972q7hMtq66h8IFJYxNV/eMh209UfpjCUoXbXtAS/Fzs4uGMQPAwmGR3MOPHI63tOc3e952PavLuzxUf+sCUCJzHdLLu7TxUrQOSeEYE+JNJw8s8wG7/Vjr/UkFEA9neXP7z0bQ/KzrvMaXbWbTnHEfX9DxdHdG5xPQP9OUgdDJWGUc9C5J9c/zY/dEY9tjbnXndLe+68dufedPXFfHrW5F2y8r5pNoDk2mJ0nrB/i/sLE5nsM5MBlFiFW+nj1xu6elsucONDS/4McXeQr05f7u7urAZAGFd82LqJjyZFHN+2eXtcfjBat9rMiT5LB49SNx/ZkLaTP+J1G+oSyk/2vXDf2zvf3WaOxVySGuvMVLHoLkAlMBCRW2iAsdkCx9sYxmhwxtAVgty+BagEzikE5IE8LuB/y57t3wSVVllXW9qEP0bQNHeJG6Koz6DWUToAnArLojY4XFlXV3tbJVGgJu75gbAdC1pqNvHSkSlL51RQ+DNb31L3Iva3hLW0M80fXcuLQnNoIoQlUT5qmDfm+d0+yuL1nE8y3Hd53dFYNihPRl/U1fAcSvZvz+cnH0rcz/mtoVZUtYpiLPUl6HVEG3Nkf/nb9cvtotXLu5pmvummiccLZCkbKEYex40rjCva2hwzXvTmbGiBfoV+FNHZDPb/Q6IJ8voxEhBHSlWcgT4dSpU+4HP/hBDHYpTuju27cvTt8C8mE4+4x1/P79++N4U/VGIFodkJ/YFppKgNrE1rycm12gcg8oMxFXmG+5RGN/h5Lv3/7t3/wcc+ONN1Yo6dra2uK5h0OmB4cvBjQrF/zz9vfL9FprezaMAOTtvBPet7S1jX2lUlJkLhlJFRPVYSrwtcOnX9U1NOT6x/saHBqhPJgKsrocymAXIICD+uAOFwbhR7p91iKLuH9cUQYYbdp599BfMKcAeOYBowIgBTRjpQkIFs5Jeu7sut690fNO4cWItpRzSJzqKWs56giQklcf+76z4zZfNkB2lT3LFbXF+q6fuLcalyXm9U7TvNiaHHAwDaQlH6hqJIskzmys+BePoVWxrXst9wCK6zrLVv9YtkP9AvDEhaXszq3l99QN2coSGYWEtQwGuFX95zT/tUKe85rfiC1wsXDGIh6Q17YPltkA4UoDxcUbq1riQ0+Rfx49COAn5SKNhuZ743FGfwKYt3IibWhs2tsjDnPiUAfSsOWy97S/+P+L0o7YPMfiXpy6gFHTl0aHE2I5GB+O2BUdWKcxlef+rPcTN3M1HPZlpRu7IFCewBEu5YvaBUqdsahHWhoo19jNofysC3d7eEArY/ftpoXeOjwtzfHyhxbKWq9jqc8YYqcI8wt91paf+Xe8yqJ0p5UOUwUMy2v78P1veta4Fa3lXUOUnR0Ilr8fv87Oa92Ti151N5WAScaXwNFaKDZkhY2i6aUV7e5XS9o8vQwHkt45r9ndPrfZU1/MmN/iAb0XjYJN9U5y4bGeXrLev6kAwP3W+jfdupTzDsrt+MNYIQUlB3W3IGQo07RngYPIzYbRwa6km7VzzsbhXoduCoQtK+g2xNz0pJlFZRWmKQA0quNIfnkB1GEdwnTss3ZEoDzQLgpZPgPqFpWlVepDV2NBfQBnygxneEXezdu8P9Qn1r/ovRQb9EfSr6Wvk1dsIZ+hzGGXk88j6B9FyooBB3FR1NrwAn0xBJHypohBiE2De86DIH1dyEGGFWFYPas/EuepKizlf1/6XsbiHqWTdpCEZwMonzRXB8Jy9kEYRn0SepykeaSIn77rs5QsYb72ecbGAyV5NvtxTx/VwcTI7Lmurf6stJQl7VXnXQfk85u8Dsjny2hECAFTWYA8keiAM2fOdLfddpsHzrB0f/zxx2Og7Mknn6xI2wLycMxj2cp1+PBhb1m/cuXKCpB/+/btFfGn2kMdkJ+cFqkD8le+hTwKvx/96Ed+LuHA6RMnTlR0th07dsTzzIEDB9yFgYFEQB4QXvPZ+7s+HAHI3zNjhvvds88mXvs++rgiz6QH5gD4yLEitxdW5tVcxL0cgNx6GaeOkmQ0bWE/6AEG+cDGutV+kBe5x0qIuD+v0srI5o91K+ACwOih/Tekgo9QRoi2BG5i8UUDgMG3vrT1GTe/+TfuuSXPuUeXzKq6LmzJpy4sDG3ddfDWvfOrO+jvnaaG2OobcNlyY1tQ9fjhmyuoSbA8tfIJ76GXABwWIIOCAitxaDQOfxxZTspimjAr2p7y6b3R2Oxllgb2h/lMxvPrq1odwLLqluaiwBGXOGGwkgVQB0SH6kWH+PKuoeW1RHnOappZoQAgLOkK4Ld5o1yhbMgE0FOWyORDnw0pJQDqaZPN3ZG1d2v3Xe6x3l0efJIVOX0NPlu4pENZr2yLDgamDCgdsIq1ygboWqTAIUxX562TAgBT7jtKYBBUT5Y/WYcO1gLEAnRwEOiry59ya0t87rY92OHQ2Pao57IPZTdez7Q7ih2UOVDa/CXg0B+vfGtJFyXCWkOFZGXHPQfL/q2pYUS/qyWvvDh3zousd6sBczX/yir36ZWvu6VrH/eW+LYuK7sfdH/umeMe3PxxhEUt+wAAIABJREFUhdUr/0uiCMFSWelV48pinHFa5LpnfovLA+ZFd1ENLccDWw66Vxufdatab3ZrO3/id9KwI4GdCStaf+nebGyM25HDaClrtZbnAltVz9tay4dMIjMBhP81s9lTuuXJUVb1pCclP6Arz+JQ5wwXnqHrKWLRThi1KXGTygCIKCAcEPy+TZ8lhlNcWSJTjrB/iled74E8XnrRrZDO7e0fxNzxKAYE/ALghnOh8g+t/VW+PBfjAfJEMYRbK/VNrMhYmr6bSdb8N62obqcEddC3FYCurZOUPRGoHSkV7Ptq7kUPxG6HovFuKx2gyoG41dBT8b+NvGk3KTOoA4qBInnTD/RfmTQ/SZlVrfW+nYsFyI/aQj44fJmxICXEb9o2Jy2LR/h9dvK02/b5Udd78Cu39+uT7sLg8Igwl7tHHZDPb8E6IJ8voxEhBGDlAfJhRMApUdlAQcPBi/ZnAXnuk37w08sqFlqbqfyrA/KT0zp1QP7KBuSZN3QGBXOBKGlsb8NP8xRzSZp1+bIVK+NwX3x9bAQg39XdnQqEw6VOukkX77jqQPqVAVCPBty+HOPaD3dx2VZjqaZFB4trFiZ3zEsHq7EKfGZZu3tqcZu/OGzr6aXt3kKYA8mw6vvLyugQP8AW+KGxiObwSrbos/PH0hJ0ddySCiZBLUN5Qks0lTfP1YLfWsWxeCJNrler5BTmAE9oHAQiYeUL3Qz12/vetTG/Oe+ht8BC2rZN2v1fGlc5C9oqfeuS7/zm1wull5bPZPm/3bjINbY/6ro7r3M9XRGXt61bkfu29nsKAbYrWp/ysk9KE9CroeXVETJEqdHafl/crsRF6UI/DS24F679lXu0d0/FQp2xpkUtYEqSnBe3vBhb8atsm7t/VEGVgj8KrTdWRdQa7FRhIY4V358SgP6kfPB7emlkAYxy7qEFrQ5OeNJJC2/9ZZVrrRQZZzok+f7eQxV1zxuDei/OX8YcB67OaX7bj4+ZTfNi+iFbjvr9SMUOtDtYwaOsXNz6vFcmhGdTjLfcniidL1ANUKY+cMOS6KBOQC/5Pdb7oft5704HUC0/XABbzdPQUog/3h4kacPn3VtrUKULeAwIijXsXat3e8oRwG8dCEq4LF7qaaXDTKstE5Q7pA1wmNVest4lbFHqDw8Ozu/06UvBTnyAZCsjq0ikzpYLXeEA63SQKWkI5BbwjJ/C4saHPs/NPreGdAS0A+zbNMJ75lYpU3BTaUsWron7i+1fNj3t+KHc9F9AaRQM9/R87A+IB5AVsEoY5KKdBpRTwKqXRQL9jahiyMfmW/RelvdYeHPmAfnkKQ/CtO/b/FnMda/2CsPwLNBetD5JYdL8tOMgpNRhHFBmxprme8qTlk6WP+lwsTshK1z4Tvzzv1re5eat3lDoeqVlbdx3kJn6MfXIUy6hhNDcQt5heXjGap66vNqytlB5kso9szMyliEd+z2blF+SnyiXkgB9FF9SsM3dlkztevJ8v5uzbY+7eX55B67aCPf3a7a7D7/6xi7rL+v7OiCf33x1QD5fRiNCCOiqFpBvaGiIwS84nsNfEUCeOK+88kqcDp18qv7qgPzktEwdkL9yAfkQjGf3TNJvcHAwniOWLFmSCoy/8qfX4nACTi2HfBYgr/B1tw66X2l9QIt6rHP1kZz0UZ7np22t8HYqTbkAevc3tMQLReWT5j616GXX2JpMDQHwCDC7vPU3mWDcfSULwaJgRFg/0RyEi1pxjqJMUP2qceH2TrNYhaJmeeuv3csrVjoO+8PKEiVGkfTfalzhFrS84g+MbG5/yFsNA75xWGiR+JdLGKyR5zW/6QCpARYByec0/80tannRtbQ/4ClFoOCBroMdAVgwV1s3ZDmn6W2/2wIgEwqZvDSgK2lrv7cCmBd4vmTtE+7FjZUAlO1vgDqyIkdZlZQXh2IubX3WRWcHlBUT1BWFDNzkjLMHG1rcDSXuXDu+ONwSpZfeQcHBM6D788va/c4Wce7aeLqHCuG3GX1e8weAJHUTMOn5o+dEXLvMEbbeRe7v6z3o5yVApiS51P3y5wcUGYDDWGVjOc1cjIvSkv5WLQVXrTKnHAKiw8MLs/qCLHIBhEQlkhWedwJtAWWJRz+uFvxWHgLNNBbSQFvCQ48BBY3CPr+01f2tsb3ienFZNB7Cw0iVX557/YIIQCadMG37/NTiqN6U5ba2siIjKX3AZQFropaR1TDxkQHtIBoR0bKonoDRhKFOkjfvAKWhtCNPAXuKY8FB2lVUcbznUFGs68mTi3v8FBeXfPLOBAD0FEgax0042BOlIf/ttkxWTshPQHGcTsKOCYB/KQEIR/2vmxu1N89JVtDkA3jMe/KoVnHJHKuywZ1+e4muqdr+JUUL/0W27vZe33mUFeWKfVfkXm0RfpepP1EGjbfwDIMi6TPevRwz6pCWjqgXb5rb6hp73y18PdMUKQsjmWyN+yn9E2VWuBsCGSI7tRntlESrA8BPmvctXZO09K3Kb3qpD6btKEmTCf5SrNEuSeEkc8r61elzFeVaf+CImzY72kXAe+YYlEfsOrl+YXfFeJ61ZXdF3Mv1oQ7I57dcHZDPl9GIELUA8hzmqnj2IFebeFFA/qWXXorTmsqHu9YBedu6E3dfB+SvTEDegvHssDl48GDcqRhrA0PDnh4Gihiun/70v/w88dP/+i93OoHy5eTps+5f//VffRgObxWoWgfk6wC7+sLV6gpcASzhg5lFRNJHd54fi0LiA/QpTVzxSvOOi496rB21GAG4Y5HAwhqLKAA4FsWAAY8smeX+sOxp99eVj7olLY94sBrgE8oVm0fSPbQy5Jdl6ZVVJ1kIhnygsg5LA06TypLkN7NprgfQAZYXtrzkXl/1jkOJICtjyQsXqge4i5PSqfvlA5ITKaO75i13982f6X7Zvtz9etNG91BvsUMFBTreMje/b1Mf6ClEncOzKDDUb6BXAMDSTg/557mAA4xHQEcsIAEXLcAEgJ8mT1lmMhfIso/FukCYWsYiB11S5lsLyiWtbFejP3M67aV2yWp7LK7ZFVHrGSBF5ftk6SBEylKkP+iQRsKngZlJ87jAZfrftfMiy0zGWFLYPD+B+5QhVNCmxRVVCwow2sHKRzsFAB/T4mf5CzglHZtu0r0U05SdsxwAQgWqA4IDemLNzXsuQDILDt60qjd+pzDa8RI/JwDTyJ//cMDle9Z/XKGkYI4hbhKgC/BtLc2T8sBCXf/DlCVLQUIfU3pWUaB0mSOnr9gY7+LBn/KRPnLBctnGs3NhETkoH7nh94RtZ82TgNPWP+9eYLa+qfhe0JgPLdHT0oKaSGX07bbl88QyiL6HsPy3pKWX5K+xjDz5zrNhtEsMUFx8+MjfhilyL8ogvjGLhA/DSIbV0NYw7h4u7chELvz3af6RTJEV376qp/yRZ9JOgIjKJvom79x/KF7/1nrzUne5fZN2tIRy0LO+Syhv1vypOWTxe+UzHzv2Rcp04lJPUVYpbVx206n/Eu7lte/WWsUpE68OyOc3RR2Qz5fRiBAC1otayAOkiWYGvufz58+PSBOPIoA8aQHGUQYOcpzKvzogPzmtUwfkrzxAPgTj4YXX7/uUA08bW1pjxd3qtWtjwF0g65Jly+P3Gzb3xu/rgHwdkFcfuVpdu4jXIg5AzX40F7kXTQAAhNIUbQwf2nywY63GYl+LEhbWAgfS8tACizSg01Daea748LMWl2l54h9baXVXUowICBgtIG/L/2CJu586cmFVR/4CNeXPQhsqAhu3fl8Jdk2mPNjRQFuFZw9k9TP7TsARFuvV1MOCblAjhAtugDfATIHzACIAcXd1fRhb5gMgwB9ty2PvxX9M/RhbSeXD4p73WCKLogFaDwAz/Ks5YFF5T1++wcdlLknK82r1YwfNLxe3eYXnLxa3OXbs2DMIeK9DQ5E9YCyH8dEPAN+Yx7Qrg/e6UKiOt/IPJYHyA1xOonbA7+aVZTC4WsvOWKHa8UF8qCugkPpVUddaf1ZL0cH/G/UM+67+F2s9wFMAVphu0lh4uaRol7yzXP5rQ7kIaMOqVf+JSgPaHo1P+eESjv6FvEOrdihLZInMPJm24wFFHPUkfy5/v3Jz3G/IQwA2eTJ3Eo7/e+Yb6mJBUYB1lf/mxt64TxAXC2BAYCz0tbPH1ifpXjzlesfchvJSNDXyx0VO2nHH+9BiWjKH+kjxtKtA79JcyZJ4HA563dzoP4hzDJQWY59+nJQG1tpqY8Ij06Rw+OlbjLpPWxgpVYqOKf6TpMwIFShSXtE+5INBhsqeBOKmlc/GgwIoLVyWv/rMC8s73BuNnVVdv1na7tiJprKnurOavZV4WhtTD40bDkwdi99n35yOy0Udk+bcUC62b6GoyNq5ocOvf9G8wRd399Fv4vzCcyjCfHj2itOSFf+CHfvGosqTlkYdkM8XfR2Qz5fRiBDVAPKAo/fcc08MfH3wwQcj0pOHBeQ51JWDGrmOHz/u9u3b5/AD0Ff+nZ2dijol3TogPznNUgfkryxA/vTp0+6aa66Jxz3UV8wVuno2bnKA6FwfffpZDKxjAf+///M/43grm5rdsZOn3NET37h5DQti/xunT3fn+suHvtYB+asDkP/u/AWn69S5C+7bcxccLn5XKxCvettFPFaoLCJYDCd9NGf5iQP17hKHPKCOFiQcbqa4WvxlLfwUVq4OLIPj3pY36x6wivxrAQGxWFLZw8O5RktZE5ZZh4KRH/VEaaF64wJYAGIIrIVWpCind5hX/TkZvMeCFToWLE4fW9jqsOIF0KxWXupzRUEK287cS9lD/kXzfrgEbl47uzWmhgjTjZ97D3mQjL5GfxJFBIBUGjAWx93yeQykEZ+6hmVUWQDjxQnMQh4LWQFdRayilacFBP6wovr2CMt3JTxzaPaNCZREtAlgOsoSwHks3vHLAuMAWGSNSlirAExq37GSH8pMnVdCvlzeKnkZVAY9/l7+uJRRfaKoK4tfxqIFOgG7iqZBOOL7sgQHGhZJ467uPT4u7WVlp11jSQB4kXQFjBY96BG6KepAXQCmAcJ5Zmwid/53kuSCFfM1cyLlCYAquwOIZ/9T9V/J+CZtLyuj4PH5zGr2oK/l9FbYauZKgdqhZbrmlqS8AcCxurfc9Rw6jZzpI0lKqaR0kvyQDXMd5+eQhyz/bVi7q0PnIBAuSd6USeA0dQxpXcK+wXsO1yU/4vFe32GMr0eM4osw7H7gTB2UFiiDYnnKEGB+Z+L/AN+DzCOqF/2A8suanLZkjg/Lp2fKJDmH7W0VvZaiRn0c8DhNgaH0cemHUrhQzlApbcNm3QuQ/+0odiTKGIQ609Z86/LfbudX6heWEeo6Px+X5u7ps5sdCjU7d4zm3hp+MAek969DFVbryDPLOl7yJ9z0eW0eDHqyOaLtqmbuFqhPOp9/e2ZyQKUxyLUOyOcLsQ7I58vIvfjii97CHSt3WboDimOpLr8HH3wwMaW33347Br5ee+21xDDytIC8QPc0989//rOiTVm3DshPTtPUAfkrC5B/4IEH4jkkbT6Q/zXXXlsBpu7au8/9r//1H6nxCf/JZwdd3+BQHK8OyE8eIA0YfvLcBXf87AV3rHRx/00JLBdgXKsL4H6ilO7XZ867tIswAPS15nO5x7Mf+LLcCxdNWQsYvZO1GtaapMligg9rax3DIg4/Lrs4VxpZrhZbSt+WO+n+5RXlA6TChU9WPrzT4t0CD/izMFT5QxqCpDLk+cHlTHqABmkWbCorgKkAVKywinLL55Xhan7/h+XtnktbbRq6AGlFQS/kCJhPGgBcardqXEAS4hexfCU/lAYqswUz8vIUMERcQKW8XSo2PW1htzth1IdQFKk8WDbqIETGkazkAXGKlNVbzJXAwKLyUDmuRJfdF1KYImN2OwDyYDmOklPzo2/T0hxbdB7HslbtJqUQz7UopbJkj6JAuyiUXwiuxv4oCGZF/xX3rKsORKe/ascW6fG/I8tlgEXbn7Pu1ddJI/wvyIpn3ylfq0RF+UeaKMJs2KL3AkezznRQO1jlDCBcEXBT5RAoCuCKn/4X8VcYXO14Y8yyAw4AFxCWfuU53hN23AE+CuzH+j6rXMxPAvABoG9euamCYsb2GeoI8IxFPQoRW26FA0RX+dkNSDkZQ3zDoHBn3qKOGleUMwv0V7q+TY2yDEWQ8sFFNlKsExYQPQTmkaFAYZ/e4rUeDEVexAf4pl/qe4swIfWR2uOOec3urvkt7vrSOCJs0qWdkXrHXEKb8D9hy0tftsYatK19jzINBQSKVJQUtIFVUrCbQvIgrr5nyBejA72TK+MH5ro0a3LC8n8Sy6wEZlej+FV+uGrn0cx9UsxTr7B9NaYka0B72ku7B+SP+/iikUpvjeta3TvmlXdOkAdtSj+nrfj+oA0tRRNhwvFu5WXvCYv8dn15wvcz6mXfF7kXHdc7vR9ODqg0BrnWAfl8IdYB+XwZuSeeeCIV0BIQNn369BEpWd74GTNmuDy+93fffTc1H8B/8njmmWcquKNHZDqFPOqA/OQ0Rh2Qv7IA+R/84Aep84LmH7k//NGPRoCoX3x9zP3yqV+5//ff/z1OB5D+uRde8BbzgKd9g4NxvPUbN8Xh6oe6ThwoDeieBpDLH3AeUL1awBugH5Bd6VS4APTn+uLLviNOkbxIHwAfZQL1wOX5crW2tx/28AfzUc1VlCuXj2wBFxzYB1D8VMk6noWd/QgX4MgCwPoXuRdodEcVXNKyVGLxWiQPwgAkCiQKF4FYlyEb+Omt3Gq5FyjDAqYahYEWqVgj15Jv0TgoHLBKpk9YKoyi8ad6OKx0LRABOAZFBmD6TSs2epoBjYXb5hajCsJ6mTiyViza5xRO1spFAej7SrQE9EulUcS1ijEsFIvEsWEE/iZRm2jMAZDcs25ffLim532WtXGJPzqNGgtqEMl+xhiMtcnoi4wdKLY4TBVQdDTc7IDxKECQCVQGaXMz84ioDpC/bbO8e4GttK2oYti9M1ayY7ypTact6PL/GQJh6QcAePwvWIBPlt0hxUVeXXivHRrkGe0S2B9bEwPuKu+0tAAIVV5c/uPSwmb5ywr5N8bilrlVaYeAXVZavAOYVdw8pTCH9SosO2i4Z54Ld30l5Wktl6Us1rinrWwcgYzV/q/7NioBqCjqSAfAF2UKF/+/HqBTmJKCztdjYXSwLfeAinxbWCU/FtN8M+j/Mqp7FIe8ALdtHfLuqRtpqJyMM+7x03V/Q6u7rbQbIY0qT7JSnCjNVt/vw/RCWhwbh3vAXGuBrzqorGH4a2Y1OXbYAdDfNLvZMb75VmOM0z/tbj0bF2CV+SFpvkaOKP5s+KR7zmFg3PE/ICWVwqW1B2lbxQN9l3Kww8ED/i3bK97T1kobxaLkUdTVDhDKhUFHrXOfvgNIJ0kpyjcmSiHRC0kOKJOkTMHv2eb1rnnLe2N6rep91z22rPJwZOWf5Ba1cEdpRvw7Fna62Vsj6iXGZFHZKxz/YaRz58KuyQGVxiDXOiCfL8Q6IJ8vo3qIGiVQB+RrFNwoo9UB+SsLkFd3oF05rLUIQJoW5uDhI+7wV0dHpNFvLOST4vYNDLqhixfjywL4SeHHy8+CvgJ+L1fQVzKi/ADtAsKPne93x/sG3Yn+IX8d7xtyx88PuK9NmGqs10kfa3ufPm7p/tjZPnf8wqA7MTBcefUPu+MXyvlRtjQZ45+nSOB9WnzJYKq54aJDVr4s4GVhpo/lJJeFkT7kRbUBiIYf27htHC2u0gAlGza8x0Jc+RQFiDmY68YSp2fSwijMA+BBC7oQXLCLNYCOUG7VPsMHT32q5SWmjMQDTM4DZKotE/Ki/UdYsZYOlh1PGotqyzqa8NaCjYW7BXJsn6DNZXmHtXwef79omrAutOkUvRewUUTOjAEpFIrwwYZlkNIJDuHwXd6z6EDY4ZHUDgJSAVcBpjSm6LeSp+/Ds1u8lSRW3igVkJu1znsgJf2kPKeKH7RHSeOH+gLWFWnbsC6SJxaleW0ji1TAyLyw4Xu1Exanopio9jyDsOw8P1OyCEcGRZRHIWhJncKy5j3L0l/1AAy8pWl7/B9yzZxWbxVqAXH+Yzh4UtzvUR+NgOxaLW41pkPlFX2b9LFIzauLfa/0iowN8Vkji0gOkVKHdk6rDxbYlhdeighRoQCs2vJwbxV8RXa/KD5zQyTjSmAbv/Bi3pCyyb6TRbP8qGeStTFxBfYR1lprqzxprv3GSQJ6pahXGZj30tLCEjnKPzo01h4YjD+ALP0fmdIfAdyZF/GnXpofKUd4MKryVB4A1KQFkK2yyWW3jVUSadzyDaD5xpeTcxcSdjgoL84dkRINRRvfTYw15ir66vVQ3ZQUKsobl3bzh+mW2jprBwrKIdXbpqF7FBfUmTLdZM6dsGNb5c1y9X2K0kLyqMXVN7TqnQVMo3TwZytt/DTegaJ6Aci3bfug9mv7B64t5Xqtc5O7a0FZMag85TIHVjOWNT88tLTL3bswSrea+LZdUExQju/6BgQJXFZuHZDPb646IJ8vo3qIGiVQB+RrFNwoo9UB+SsTkD/X1z8CSB8rIHO0QP9YlSMtHUDdGFROoFrBkrsWy/G0/CbSX2A8Vuon+oYqwfEALAesF3BftL42/RiMP9+fmY8H6fuHHKA9+SVZyqMUsG3irezPD3gw/9j5AW9xr7ISrholwkTKPymvpAWHPSSShQ4LQ/vBzD0LiZjvNDjoUfzA4YJIh0qmAaBhHuGzAKNqrE3Zeiw+ZQ5XA2AILb0ANLGM1mIkXBxqscH7otbLSXKV30ulnQgsStMW1WHd7bMWjljfKs3RugCFkhP1pGyAAFpsSza3zG1xY6GQGG15a40PwKi6FLIO7z0U0yWw3TsrX6yivexmt4zoY7b90u4FHuYB/5RB9ajWEpq86e+Uk/GUVpYsf+gGiA/AnCQPQB1rbQmgaoF4yT/NZRdMEliUlNdU8XveU8qUgUXAs2hXQI+34rTWryjjis5hvyjtuvDtnAGM0V4oV5Ap4FVW+6W9QzFCfAAkUQcALo1WxswZpAs4mJZ36K/84cUnbprFcRiPZ0BC4nBhZa3/DeQCUGjbgjAAegD0iiMXmWu3gKVeS8ozzU9gKLskrBxpf9WtqBUq7ULZiJfXf8RTj1W7dt7wv6H/DtJhbgc0pV0AUmUB7+tvOMyx6BUgmmSRTd2VB2CaLOrTZII/58pIzihBtENDfmkucyR58e0RgtkVcWY1+50RtJtAe/oFYLHC0ceyysg7D8YbQDnt20UgOGlbSpwwfepKGOYGvWPHAhbGWPXLL82VUoLdBWlh1E8EUhOObzGUP6q73EeC8W13VSgMbYq82b2Awob+wHeUlSXfTOF3lcpH2KjO3V7BwL1XkKyPdnuofZBJmnxJ+7aW7RXnH9y0YrNXLNnvU7/DsTT2GXsqQ55r+99DgUzsuC1yL4W/HU8c+Jum/Ga3jt3VcMPCSIEiA5ciedYaBiotyss8r//sami9JFfNK1BKXj87mnvZzaP31bj6Vvjyu3OjRIgmJ3odkM+Xex2Qz5dRPUSNEqgD8jUKbpTR6oD8lQfIY52eBByOld9kWbznlf9UaD0OtQoW5BdKwO+5/tjiG/AXqpS8NKfSe1mXezC+P7BUD8B4WbIDdlNXQO68usTpn43k5uMB/KekPcK/fyiWrwXUuY/B9ixFQt9QBTBv08gre957rO5RStBHxtoCP+1DXtQTLJ5YMLFYYqHJwkEf31qwhSC1OEsB7e2HuLbjhgeX2jBZ9wJWqj3gkUWHtfrCcglrLhZMUhKoLizyKANlZ2u0KAd4z6FYafKqxh8qC9KrZeFD2bR4HCvamtiiq8SVHFL1ABSwqEZmkhPW0VD3AMpysSsC62CUDdXIYqLDcugwdcgCTcI+yIJffTdvkRzvfChZ7IVppT2LIqIoJVPch0r8zmnpJvkDziADD/Ju+bxijCaFD/0UHwvcrPYDFMTaUH0mdLHwh4oFmTHfYEVcRBmRledkvIuUfhEIwRgBdAtlxjNjSHPY9DnNnhIqr7yyck6zaLb5iKYFy1jrX/SePGgjgDtRhI2Wnku7Rmrpaxpz6jfIL68uWGUKPBYgCRCm8wyUlqxX42djlS0qCf7rBCYW2Z0Qlg0QUWBjEgUGClXlj8Vz2lkO+PNeYUNr+6Q+pH7DLh/1Oe14Y+5TWiNcDmBdudkr7agPfULKijwZWMCX/ygLlEo2KANt/rQRCj61GQC6doFRNnab6BBjP2cHSikAXNqcC0ty4oRArOZWFBB3rtkdtwlhURYmjS2AXQuSEjZvN5uU10l86Ko/4DtpcaWBzwobuhrfKCXCd/ZZ7ZB0aKcUJyoDrv1+kzEGtG28C5VXNp5/P6vZf4/Y/MN7+g1hUeZIIcF3FQA//rSB+ijPgNe0CW3AhUGEdobwnvpnyc5+s/GtmreDLJRJnrIrabxZP52lgiJD8yjl5mIeoh8xr6Bk9PUyCh8UVZLFaHYnQRF2z/yWmOoMJR5zAv+zafz4KNKvKylAk/pO2K56pl2pG//1UFbq7I8iijmlYV3V/+iZ86NEiCYneh2Qz5d7HZDPl1E9RI0SqAPyNQpulNHqgPyVA8j/3blR09QAtp+90JcJ3p7vH3BnLvRVfZ0+3+ctnwF+saLGBRQXlzjW2QDHuLyvBpAFZJUFNoC1p3FJApKhWCmB1JcTKE/9BGrnWcaHQDnyKFLXr89GB7ciu1rz8vQ1Z877NgQkr2iXIpb2A8NeiUL+tOdowHMAePqR+oXqhEsfGyuFjF1IhPeAfrKa0YLCunzwJ1lL60DXEHjXYXQh4Gs/xlPvew/5j37yr/VAUyyBADxtHRLvzQKJ9yxmAJtD+dT6LD7lpO3vqfU3wCmLJcrF4rnWMiierLlIL6QYSiqLLFcT5VZadD60oHVK8s7DxU25ARmKWCPa+kvmbPWX7JL6CjacAAAgAElEQVRcAeXkYw/As2mF94BJkmeRgxrJF4tb4gA4hOnlPctCPol+Ii8u7wH2yBslV5IMQj/qhCUm/ZWL+6L1DNOaas/MRdoRBLiSJz/6nRSaecoXlBPIGWAnL13eM68SHsvVIuHDMDa++iTKktHInP8IylRkbgnLA3BF3FvMnA1ImgTGAXRaYC1pbqVOxBfgQ9pcPAP26iwPDpHFH5CY/zCFq9biUwcZZ8kQcF3UU+QDeAmYDciFKzDTl2dmk1da5bWHdurQb5AVcQGLrXwlW5/u7BbfJ29t4iDUvX58U3ZZ9xOGi8NS79uUbcVd8f/gFflrvcwBWa3FMOkBvnsZlf5vaTOshWUhC7BHXcvfE9kWt/QBKdi9tfWGT+I6S47MebafqG5eSd/Q5cHhJMv7Itb0shjPUxwJ6C8yX9g207xB+a1/xT1KoNJ5AUnjhLBS7kjRggy0I0m7NtRveMcuAXHx89+JdTtlp48i84r8zXcK/lIikI61BKdva1ciO3MwgJBc4jYp9bukZ9JNy5eyW0UCSjFohQCIpSQiDIoT7ThQHqP9zmPOxlBCckRGngYqh2cfJQqKbikA85TdaXMA7YiyV/VJc/kffnllx4i5HQt3xcEgJU3G8rcKB74lKZcA+SzFlOKHLn1E+bP2uRx/dUA+v9XqgHy+jOohapRAHZCvUXCjjFYH5K8cQB7u9jxL4bz3g8PDHmjPC1fNe6ySAUYtIFr0ng+KIsCppVoJAemkZ/jQVYZqgP9q6j2WYZEB5T12rgB9TKCIUF2RUVqZZMXulRkl2XhL/CCtJFmGfqK6AUyPre6rsbQHlC8pEYifVuYsf+WrNqZMpClaHfkjE/pnVlp579I+7K0/Vs986POxjoUwYFrSx7ziCMQPLc/KC7Di1AX6YBePaxpNhvIu4sK9jvURygRAWi4WUbfOaXbXCqSZ1eTBe6x8sRwqkm7RMLIaZRGm+lXjatFWhEc4q0zUi4N4WQBVc3CiFs4AJyxyuSiTLBRJD+C62p0MWWUdi3cstikb4FA18lZYARh5FnQoJMgHIADrPsVPcr0F6qwItMR6rWg9y2BtJdCWlEeSnwCLNNAmKY78AFOo34NjoBAqWt+pGo55A1mEVrmSVZIb7bjo9PGyACDmXNLG4jMpndDv7rURlRDAZ/iuyLOUTvBra74FUB+N7HUYbZ6ValL5tBMDQFZjF3lwYVULKAi4KLBQ7wD4ktKr8PMUGBHgn8QnLnBVdC7VtAP5MK50kGoetRhjGYBM5U9yOcCZcEXaQkpBAFwpVkLFnYBS0WQl5Ykf7wVm8wzgTd+okKVA2N5Dnu4oLS35A4LyX2GBbxQiKDChlVM4yU1WuwJTE/MulQFlihQuHojloNjuvR4MtpbTkVV2mb5MeSa5KC+y8tQ7fd9kcYYTlrGg+Zc4ip/lalcBdcuSg6hzwva2aUshS11FyYRS6BeLo7mMNiC82p36Q62n9sqrn/ICrJdyBSWCzZexrfToo4qD0osdDeRNP9F5AFKwSMb0w6w5RcrFpPZM82MuLzK+wjB8S7J7UjtDbfooR6gr9aO8fCdpTsHlWYYruKqvwO0wr6xnO0fSv1EGSEa0H99pzI3atYMimW/fME27O5YyKg21ka9LT+VOF2T3zNJ2b4Wv+mf1QZuWvZcSkzS+PD06ypoLQ8Pu02++c3uOnnQHT552gxcvjRJxyo++9+uTblbvLvf4im43Y1Gne2BJl3uubaPr2n/InRsYyk/gKglRB+SvkoaejGrWAfnJkLpzdUD+8gPkB4eGHVbq54IrDzgs8n744kWfdpGwRcII6BUACqCMFTVu7IdVPLQyHE7KoaRcPkxk2U24LGA2zgPL+oJULoDIoTV3kfpMVhgpNBIPVs0DzfuHY1mnlV8Atpd7aQcB9yHYXuRZYLpvl5LVfbVW/YRX/0grc5q/ZEV8KIv8gbdWRv4g2sGy5fwozxQIP8bH4ln8tSy67cc2CwI+tFmMYglj3+Xd83FPXNIeizJmpVH00NisNLLesWWYutRC44CctIj++ShlQXzKUa1FLYCAFo6hpRptzGKQdKEbGOuDZ7PkmvcOmh3KxUI1r78lvVcfBPDKy0uHNpIfYALAPAtuZMcCl2eBfoShbHlphu9lOWoBjaRyJ/mp/YoCQjYNgSy/HcMzDMK6XQ7PzBOyhAQMtzLKu0cRQ7sDiqTVVbtXoI/IS4/3AGCkyVXL2RRStAHACfiqFaSiTsiHsgAAFSn/iDClXVGAhaQnRabqGLqAeNWMBUBzpRGCTvqv4j2W41ibc4+MRpRTgHTJJV2NEai80to39EfRx+4pZM78gctzngIwTCdW5CztSd01ofqhvOEekBXAmmeUS9TTKxNLFDEAc5IVLvXDapy+AgiMckSW2QoHPQlAsgBA+VsXYBUFqeZWvaPugIXsBBLQGbZRWjvwbWEPplWa1bgoIgAvq1FYio6lCBUd1scqj6yjk+pD2/D/obBZ/duC0Het3p3ZT6WcmL50ffxfrjxUfp3F4HeKbPjE2YPt8w5nhmpG1uei0FKetLf6k/JKqrsUcpRLoDbh1FdQTlCmpLj4AXZL8aG6Jbn0zzfWbHUbd39U+Fq2dad7pmWDu3HOSEUa9UO5JOogqLdox7Ry4u/l1RApo36xcq3buHt/oavjvd3urbVb3cPL1sR9RFRdafkxjiTDuxZ2urU797o1O3a6Ne/uivN8ubOS1ipSgPZ4yh21q2T5aleve6qx3Efljxsa5aSVCX92j0lJQ9yzNQLYGz/90v22rbL8KtPzXVvdjsNfjzlgdeCb79zT7ZVzpPKUe+2sZrdi5ydjnvflmOC4A/L/cv17bjIuNQag8PDwcHxdvHhRr+ruOEugDsiPs4BTkq8D8iMB+Q1d/+km40ppotj70qXv3Xge1grAOXzxkr8uDAx4YP5sX7+nsIHGptrr1PkyoG6BUQHhAKZ5oK8NmwbKyzq+FrBa1txFDz1NA4HH2191rBrYLgHRqmcaBYxAbGSow2BrkSeAveIL5K/V0t4C+0XlqzypbyptkQHnVdbR0OOEi/mxeIYvVx+hLBLtR7gWKSFYb8OE9+KAxdqyVrqasajXWKahA1RFkxDWOetZFoBJdEHVlBErdtqJhXdWfknvBNixsA7fAwaKnmC0VvzV1CcvLHzY1DeN4zusR/isvivLzbz8OJBT7azxELos0rKspLPygPuX9KpVqAgMVlmq6YMai7Vuqc+qz+X2jp1CyBAqj7CvFHnWOIZzOKnu4hivZq4U0FLNjhfKiqJIgCr9QZbK4WGkSeVM8xMgDx1IEXmEYeBgR74C5DlUmWeAYHjH6ccCh+BeDuMXedYYgNs5DI/iTu9vXBIphHlmbkuyEkeGANQCAaF0moz/q2fULxd1e6CPMofK3/gA4Bw+cisT5JEFrktWhAk5qG9aviGWpcKlubSzQHgbphpwj3IDglpgnnZBAYAf/1soHfQ/RT78P9xSAliL0o1Z+dD+Km8RBR19SH2FeIDTAN3sQKJ8zCtKDwVBFhgP+KywHMBqy5V0r11OzEFSxCk+MlEcFC3444eiw+YD0Ew6yJl3AL0A5ADSNi0U0frvBHBF0aH3qUB176G4/ih1VB5c5GyV2SiQ+F8ib75lmPsE/pPP3YtXu1+2lMukvB9asdYtef8jd6pvIF6n5t1c/P5797fe8qHRSgsXWqiKNuo9VKFMoU0B3m1dmGvxVzqAukUsuc/0D7q3N5eVOorP/GPTz7pX/5q1Zbf77rvv3JkzZyqqj1X56xveTxzz181ucX/ZuNMdPnXWAXIrf+oigxH82FWY2saBIjNss4rCFHg4fu6Ce6aj3LeYh1Ak8J+o/wmV85W177rzg8MFUs0PsuHTL+L607/5NqYfsNuD9mXM2Lq9sHqbG7o0/tb6+SWfvBB1QH7yZH/F51wH5CenieuA/NQH5LGIP53D614UsJyocAC/MSf5eWNpbSyf88B4WWNbTnOsrm0dfD5nzvvDRKuxjo/TLlmDp4H9Nq/JvBcPeq2AvOKn0bMkA/Km3QyILdmludr9oDS9MqaK+EpXYHkRyiLaBqWKrOrZZaF08lwB/99kUPpktX0amDJafx0UygeqtW5i0aZt8iz28iw5tXDkQ7ooEDrask9EfG0LRgZZi6bwnbb0Yn0+mnICFEWLk9rAMhYcxLeLd1tWa92WBjiOpvy1xI0t5AscDmnronuBnUUs5FU+dggAzHOYLIcTQr+AyzNA/GjokIirQ1PzrOJUB9pF1vGi+pjW0FnIEtSCMVjhqo5Xq6s5rggAJvlbV2AXVtBJMtThgIBmNl7Wvax0aeN7Nx4oHE/c3wBdHDbI2B7tHEOddCBntfzr1BEwg3Kwi0BnJnDgqq2/FESAgNa/yL1oea4pHWSYZP1u+zxlsQAqMgZEBWyxwC7hsIyfDDAemUMn58s6q9mDlzrANrQwlxV/lpVxKEeAV+aaEJhHaQLlm9qb/NWXkDNgOvLV3MN7e6GYrDh43dPjdHgwTd8L1SimVG6BnVljiN0BlAVaIFEH1bqLSmUtqqTzB/Zm8Yub82xIE15uxgUKFeh5KKfl+i/CdY9sSIc6U159U6htUMxJfpwZoB1vAM7smuAMkbC/27bUPTt7AIhl9czYuX5B2ZI7TYlG/ZQ+fRQAXuWxrld+zYmU0sozdOdv3+uGL33vAYpL3//dAdpyWGgtYOy5wSH3i6ZKxZJ2ziAz+51ry6k+qLJ5xdC89oq5hHczt+zOBFIA4bHunrV1t7tpftnoReO4WsW85lfy3nnoC9ey8yP31007PcAOaEx5Nh/8yvUNXXQfHz/lthw66rYeOuo+OXHKXfo+kuni96I5mjSkMBN1muYI6ss8amVi7wHs9S1i51fyLvqD3uauRV2+T0+b3+HHBQpdmw8W+Py3aYw+tqrHIdPR/N47ciyex/LGHsZJOvj592u2jybbyz5uHZC/7Jtw6lagDshPTtvUAfmpDchjsZ4FBk7Vd4CbnjIk4DwXyFotSCtL+ZAHXSBsrVbYWIFTTsDjqSpLyiUL+SJW30kAdJ6FvCzLOfBWsq62jZSvwH/1gaKKF8WXq3IUVZZIAUAdlEYh1yiJ0nYQZPWNJCBorPx0oB8fwNZijgWdPrz5QGVhZbeGc8AXCz9Z8PCxX6sV8VjVZazTgYZAQBCLBLtwSLsXCI48RqucIH/SyQIq0sqBP+BOXnzx3o6G9mIs5S4qpSTgLauueifAYipx48uKmrZg4a+yJrkAbwIQpAiSkgFLtjQQCtBIgC35AESPZbtcrmnprIBqrdHVNgJqsuY20RKFO42URpILcEk7AWoBoCaFsX5W6clcTFyusVC6AEyTFunaPIvcCyhllw0czaQTHmgJ0K/ycnhikXQVBjCduJZeCvBRwJLCka5kqrzSXM5PGQu5jXZMcJAsZaRvyko8VBxxqCphRCmi+ua5yMfHmx2dE2IpddgVwXyfJh/82en20IJITsgKDm7t9uE95wJYS+LrGyKgjXfV7OaygCPfG2n1woKbtDmMEuWpL0MN57vEFEglEB0KpTyDA8qo3Sj0Rx24Shl4BlTk20mgNv5JF/N6FugZ1l1jXvFIk90DStvuAGEOsRbpfDPQp9hVklQuZK3dNkpP4Kx9Zv5jXkNujDGUibb+AM32uzCsA89SmGGxjaU2QDKW4+s+OeLODowObLWohgV8r50XfTshO7Vd2n+nykx/5j8U2UkGcin7TfPb3APLuj3Vyvwd+1zvwa/c6RJY3L73oLtncUQDqDi4KAKRmwD5WnZ1SCls0w3vp89rc40fHrDiiO+nlXaUhP+B6i+2T1FO5iC+7ZlD+E+wdEwCq23+H351Is4r6+bxxug/D5mkKXDUFnzPSOHzfNe2rGQz32HlLiVA+L+kvEKX/qx6Nu/+NDP9K/llHZC/klt3kutWB+QnpwHqgPzUBuT7Bkd/UGsWmDhe72SpXGHRbbjMR/B6F7CgFqhsrbxHDcj3RYB8CPSPl1xqTVeAeS0guXYYAJSn5S8efq/YEEANJ3+BdqkIU4p77Ox5fxivV8rA415tOob6pqiFfNzn+otbx6tcsuovmpeV42gX/nnxBcjwka0PchZRWDaGi5OkhRwWd1MB4MirZy3vsYzV4iMES8IPeWSmRS3gVC352TgC5FlQh3kVeRb4wLb1tPBSIIzFQby27LXey+IYBVFoPZVWB/kLhBoLq+Fay58WD3BL/QgL4mjL9G6/WAcIoO/Yha8sTQGDboE+wFhhonTgPWAJChWBlkp/Is5wSKvnVPN/pEQZVHR3gvqSXFFFcFB2Wt1+XsoDAEHx8lwUmlIesfi3ylAbFwtbUUnQvjrEkfuxUqIxd5NepPirtFi0ZQnvAVWkPMI6njmEdMIzK4gnOdJXw3TSnmkz0hMNGvRf0DDhx8V/ETLH+ligm97dPrfFK6UeW9TqnlgUHXJO/NHsdklr/1r9pahjrrujq0yxwZxsZSLALE+ZpzjMGbIwzVIkIQv+3/ivQjEPHQx9Kum/3P4PMlcpL7nKD/nTJyxYrzChiwW5gErNb1h7h+H0rL72/LLyf3KaxbPihK6l6iiPv5K1bmDlDSgohRP1QjF6R/sHFXOxlKbKh3GMH/Wif6qfepkF1sCKk+ZqrF+/cLXf8UBa0HpIZknzDaCz3hO+2otvBfqZpe9ISwNANw9YRcGs+L9t3ejW7DngDh49Xnl9fdwdHOW1ZEe0G5C8mMf03ao5JJrbPk/tW2Eb0A9RAqkNVYckd/pco9ya1RzH0Y4glCXEs7sawvyynulTypc+cVvbu15JguLLA+aLyrRJz3VudX1DZZqXedvTDxG3yjD6tuYZ5RW6tk+gKIS6iTD3Le3OBZeW74wUaihTs+pq3yE3AeNrPz6cm0dSAJQUlJH62bTz7tVvb5jbGu/eSEr/SvYbc0B+qgkLULjOIT85rVIH5CdH7nVAfvzkbucS7mv5nesbSAVRLSg4le4rwF0DxMbA8Lm+MQNoRw3IXyYW8qonSolqqXkENudZmsuy3fPIn4v4/6u1bo/pX85dcGn9QCB4nqu0QpqipL4u+dS+U2Kg5p0StS74q4kH4DTdgB3hxzjb3aHykD/3WPhlAVXV5D+Vw8oij7qzQABMxWqMBQ3gE4sTWfMQZiw52ZE7aXIYZN4iInwfLyoyFiMAg6SP5eFUaQNZjsJjG9Yp61lABO01VeqicjxTOiQYK3fknXelAQFZfPco1p5P4TpXOa42V4euSsGR1X+S3mlcZ/G0Y3EMZQttWnRnhygobD8AcPSKlpWbPcezaCh8GA/0lPsOioaxbEtxvxc9nBZZyXITi3PKIioUgMxQlgBcAnxQPCWFsXGwZpRsQoAYkFlnaygMLof3MgZGe27HWMo1Ly2dmUE/024l5gi720JKU+oIyJcFWmPBLHAcWeTlX+Q9/RulCPmHVrZqM+UpEJn5K8simXIKNMX6X/Gz/ufUf36/vD3eMUFfUhnyXABM219QDmn3kfz5D2HXn/KSP+FUN/zU9wH10/KFfkPxq7WMZnwoLtQ1KifzQ0RXFbVHmpKGbxOUAAC2tBmu/lNoF/736UcoNOhf7IgM6ZKgKZEVPe3PHAdlkb5JKB9GCqQVygAwVYCt6iGX78xfZCg4i/RJG4ZvUKWNKxAeJZ1of4rOy2E9LAjNPUp/2w+UL3JCzprXUZwoLQHf1k/viri0A/nQN9PC07ehgSEcHPf6YdGPHyB+Ulx7cDFzEPMuSih2QdDH6V/+2VA22T6n/0d2CGT9bmmIyhYqG5PKZP2w1Kf8j65an5V86jvtWqhm147yl6HDps++TE3/Sn5RB+Sv5Nad5LrVAfnJaYA6ID9+ch8LQP7MZcYdD1iKlXGSZbToYWqx8ga8TaIwiTnkoZ3pH64a6KcslDUPrE4CgSfaT5QsAOx5YLbeS+bw+efRsajd/IGoFyKAGtkUpcmBKsa3+9kLcV46R6Bip4RR0qicI9zYSv98IYXUaMF/KYtqoS6yi4/xvgd4Yms6XN5wtcpijkU5ecO3PZWsDMdbHkqfQ/hC/lwWCvZi0TrWCgrALvJIskrUwiHNBVwjLlvf08Jg4UYYFCyq62S7AGqSa9pCMqyPAJKpYukfyrC826HNAyAsar1lb0Ont3qk/Fz4CTjx7TI/OtBPYN2DDS0OQOpXS9o8RRTKBw4uvRrHZCjjpGeoi5AjO1eygMywP/EMWOXjzmxyfyrNf0l54EefFVAFSJhmIQxQpbYkbYAplAbs6uA572IOquZ8hLTyhv4oclR+D/pmWPMCNGq8MW+8WFICibonjcICeQqEvWZWiwfsAJu8lW3vIU99AaAlxRqyyJpPOZj8uWXtjrl5qpyBEco175lxK+UCChkBXNSdfgKYR1+MgLOojzA/QK0BqI38AFORm+Up59yKvLzD98xRKD+YU+iXzCtw3XNPeUg/aZzgN21BRFlDeeg/6sfe4nrl5gisbHvXA3y2fbGy1k4u6pWWPv4C7Wl3yiUFEDtI8nZT+cNZS7uM2K2kcz0AagH9BHir3Fkustb/JuEAfdPKLSv8onz1SiemhZnV7OcSlQdOd4GU8iNsEiiutO7o2FkG1jOU8wovF7CdPJhz1Ff0PWLbkDD0Ddqdy/ZD3nH+CS5j38a7e36L/55U2tW60Cj9zOw883ktWB2fr8EY0cH27PZUvapx+Z8mXe18RPbE19kWyhNrevylRAW4Vz78Fyic/KpxBcgzN2TFQ4mjnUI/X9Lh3mlf65WU5K15JCk+ILniqa60E3XRrhT8uULqRuYg/B9btd59e/Zc4rXxwGEfphrreFtOWcnv/uKY+/bs+cLXZ8e/9fkyb9j0it6LLuxq5ZKvA/Ljh91d9SnXAfnJ6QJ1QH785D4WgPzZyxiQD7m8BaiPJSAPKB7zq1+okjt8YNgfBguIjIX1RAPs1ebnlQ/i5i9AAyN5U7+iVCwC/QHlZVnvQfks2fYPOyk2CGst2mOqnSp3Rcg6vqiiZPQW8rWfJVDtQqUePlIejIccUFjAS40VNyAai1WUFwCk45GfqAJYIBVdSBBOYCKLpazDGhUOMG08yl9rmjpQl/KzsAbITKo/OxR02Ni0Wc1TGpiTFXURa0mBlKqzQI7x6me1ttPlEE/nZFjLPsk1yxXo/OCCYpbGAMOyJKbfYmEHIASAh9Um1q346wrBZoBt2hfKIXbZYOHM3AKlCFbhAFDjKW+Afp2Zcd3cNndr0zYPBtIXuQCGsKAUMMpuDbtzQGCd5bYO5cs4llwlhyQXaprxUDyMp/xqTRtQXn3Uy8LQU/EMKMb8L17sJHnJT8o8LO+LlgfgXbuSlI511acFRoZtyrOUTFjT8kxYC77a9LgHZGNcEBZlM343LEm3dtf/FEojxgX/wRgOMOfb9EJgOlQQaPca/VZlAujEgpY+DnUQADdlFwircLQD5aDMssLmHdbR8uedvdjpoPiA1fZd2r2lyUGuVllAGVFSk+Zd88rW6pTVKxc6d/pde/zHYBVvFTzEYeyiwEnLW/46iJk4zGv0JcajT2NuWzQfdO8dMafxXheKEg4PRYEnxQTgL2C1eO3ZmVO0nyoc5QiNIwSEY5UvEJ3+NVaAvEBhWbmL35+2FxjP3EbdQ8WS/GsFhqWA4TwAtU+ae3d3RFFDOVBGS8ma9v1k06Ffhf2l3JYbUs8K0DhJMwr4eenMh2r/f1U2/V88VeU39jNLI2V8niJD+YQuY4j6z1i6ZvxAnCmcch2Qn8KNc7kXrQ7IT04L1gH58ZP7WADy5/r6CwLFfe5sX5/Dol4XYD4Xaeg629fv4qsU1oez/qO8//Z8RHcSAu+y1q6VVuRYyQL7TN+AGxy+GF/nBiIwNaJzKc4fLovuk+f74rRsulPx/vzAUKxEgGLGU8oEOwOw9hagDUB+OpBXdr2GHfIgHpdobHSPzEjfXxcGIyC+pCQgzNn+QTc4PBxfA0PDscIk7A8jrOJLlvMC91G09A8NucGh4dyrb3AoKnMtvPfsvij1LWQ1dPFiVdcnXx51E3n17vzQbXp/Z3x9dOTL6vP/4qj7JOP6uPQO92q+9h/+0r3/0QG368DBVDn8bNkavzBgcR4uGhKfew/FC6u8OCxaWXQ807YpNf+JbJ8PD33hXuiIrNK0GJTLVnHACoAGFnd28ThjcZdbt/dA4Trs/uxzL/c9Bw8XjjNaOfy15z0v62poFmhfWePBVbvvyFcTVt7R1jeMv2XXHrfxvZ3xtffQkQmpS/eeMv1D0Z0mAlymzW5x2w98XricOw9+4V5ds81dG4Cq6sO4T7dudOv3fVo4zVCORZ41r+z85LOq8tmw/zP3i8b1vp/aMof3TzX1uM0fHXTzV2+IATUOEiYcgGbivGTASoA6+Lwj4LN8vgLgb57SCeDnpRXtTru2BNRd7i71Fg9/KG/7zLwH2AmFBvfeOrlk6S1gvOihzvawXIBELNZRgHoguHSgrvKG8z2tXQFaCQdobQ9JpZ2xqmW+Jl2A3pC2QmBq1tgUyKqyWFeW8vLzltjzO901AT1YKBNbd+ICuiJTAEBAcCk3eIe/QE2UwMpLLnkC/ifJxwLqKOmQSVI4dgoIfIzKEx3MqjxuKh0Irh0IgNLQNOl9mkubYMVv0waoVn1sWaiDVRxaahmUg+QR7riDZgjwkvbj4j6kHpKSQdQx0OPIch7le9Gxaw8WlmIQQPiGhRE1C3Q86itYOI8VZU1kLR4BvChfkCmykFIJGQoMTwKAZYEe9n0r+7R7HfhMfdLCWH+Fp78LkOdgWRsm615URlj2awzdmxFfire0XUrlg9WLlT8sm9qz2rNxRGXE/BimWeQZxZVv44aO8QNxpnDKYw7I//vT29xUuCRzQGELol28eFGv6u44S6AOyI+zgFOSrwPyzn28/N+nxJXUROf78znkAdi///vfk6JPih8npwHJLnAAACAASURBVEcAbsAV3z860FQg8+DFSyPq9V1fiS4FS+wAoE4Cfq31+FBCeiMymEIew5e+dycvRFQ7yNlfgOK6DJhuDxCqpgrnBHAr/TMRDVGcX+wf5X/qwkDq4Tq0l+J5ZUxfitKkb6hCkZDUzll1OCHe+77BwpQ+6hvqWwOXQV84fPiwO3jwYHxdujRyPGTJqf6uuAT4Bvzuu+/cuXPnUiN9cuJUvOhmMY6VXNqCgsUi2+NZSLBQygpLGlpMrd5/0NNAsUtmsq7PTnzrHlq+1pedRTbWbrd37qw41JJ62eu62S1u7tYP3cmz5woqlqOdSsdOfusOf/W1O/7tqariVbvryIY/dvqsu21BxKUqS9K0dpQ/IM20eREQsPS9/RNWVlvu9Ps+d/p88eujTw+63fs/crv3f+yvb747XVX8irzY2Ve6ZCCQ5S5/P6Kfoe8ARkm+oYs1p0BNwq7edzA2QMhKP3y364tj7k/r3nWPrFjn7l282j24rNs937nFrf3oUE3phennPZ86e84dOfq1++r4iZry2/LZF+719e/5ct84t9Vx/Wz5WvdGz/tu28Ev4zTfbOqKwbQ/LI/6KXJLo+wJ5a1ncXangfFYcWMZfX2g6IDuBeAJGpOioN54h2NXE2XFyh8FAztjsIAH3ITyLS//O+ZGwCcAKpQQ/ryS9R9FFqpZVEK9h+LdC0V2U4i/nvZCyXl/Qtqy7uXQVbVVmouikbSKWoKTjiyYAWfT0gUkJl1dgKAA+8oPf+QMQC0AUmHZ+QUgCM1XKHfovwgncFVxrAu4ancGYEkvIFjxoF9SHJQOYd+HLiTc3UC6AI2A2/zPWdDel2lOtCtC6RKf/3KoecTrrnfQAnH4M2kBprNjjPSYxyx1CvLlXBbFwwVoRtGNIoZ09I7dL+FYFCVV2m6AtPbDXzzqjHOFs+2aBubaNtMB3ZSRHQoC2wGgpzWs9mXHT0YG1F90MShblG9RN5J1aSwu7YkVGowVysA3iqVKklIK2Yd5SCGBrMN3Wc/IWm0iS/ys8LyTAp9dL6Jm4mDYvHjh+3Le2WOfXQOUMe38GrVbqMgJ80t71v+xVQ7ZfpF2/9SSSEGMsiwt7Sx/HaZ7+4LO1G/zK/lFHZC/klt3kutWB+QnpwHqgPzlD8j3DQxOTufJyPV4Cjgq4NNbdhfhEi+FEcc3VtNJPxQS38iy21uOp4Cy/UMV9CoXzIn3SelOZb/+4YvuVN9AhRU7wPfJ8/3u/ODQqJU0l77/u08HsJ329Bb5yPZcn5c1SpBzA0N+dwHzd9YPcF19gjLSD7CExzIdV/2Cd4SrFownbykRSEtAexFXOzcA9C+H35UKyF/6/nu/o0c7e85eMLt5aty1o51Btbqnz513Xx475o59c9Kd6x8YcaEw5dr06ZHY6pbt3/C7sgDE0oyFGge4Yn2mxRtAexqXsxYhWiQCHKUtaibSX9vQASvCssOPChcuZabu1oqPLdETUc4/rezwvMrkx9kKAIG/XhLxLBfNH45mtRGAjNoiyb1r9e6Ycxu+3aJ51MMlg57aOo/8AdMAz+BkZuxg2cn4sVaxcLtXK0toZyroRwyQqHYHRAZgrjbtyyG8qKYA+vKUgerz1uI3rCO85neXztGQ/LDaFBgqPyyFJ/swZygVQmttlU8unPvQD4X1tM+aIwB+w4M2JbMkV5akOmSXNNlNABiNHG0eAsmgJkqz7FYeoqSw4KPeWRcAT2FlCW3fh/cC45GNPcTWhiNNAcWxtW6Jr5twlF10XoCP1BWqDlx45m2dw3uooMgboJD/HLUR1vBYWtuDh7GWVT8lHMoS+38rChalwTwCCGznE73LcyVDhSMNtZF43SmveOYB4K3M8u6x8GeHhdK3LooN/tvYgRLKS+Hy0k9833soyi9Q7DAHk26elTzzpfKXkkFxAeCvXxC1H2NAQD/9hrIIMM46ZDipzPQL5QnQr4Om6R/4h3IX+M+3V5jejE2fxn3BWtWH4cJnHSwKKB2+S3vWgcDMRfeU5k4ULmnh0/w1PvMAbdERvdHS7Xnr4a6312+XR2cIMGbS8sryFyXhi42r3cyOdYWvV5rLY5p5JCuPpHcaXw+vWHc5LNvGvIx1QH7MRVpPUBKoA/KSxMS6dUC+DsiPR48DEBbwakFRgZ9V0cvAUX42olEh3bQfAPIpazkOD3oK6EvZarUeT8t/Mv2pO1cOLj7mRdS8nQfIkzFKk7MDQyMUCLSF7ytnL/j3te72oAzHSwcKA/Tbfpd6z+GxJcqdy6U/XImA/Denz7q3W7tHLDLDRedUfsaKTDzNWigmuQAUeWCY5YidClzN2opexKpfiycW5qp/EQu7WtsWUAsryyx6ALbzJ1lhJuUJ0KtyA9qw0PfKlZ6PPRcxlllY0ikMgCTKgKS06n7VyQU+5DvmZh+giryLWBiHsseiVG0GqAaAB9CPVS3KJMAiwA2FARQN08h6RvmD5TUW1wC7189q8hQnpDOe/T+rTOE7aGR0SClAmIBEjVnrYn0tYBDu+lDmWFwCECIvQB8Asgor0d5DHsi1Y4VxGpZpIp4fLtH1UFbAUviYsQqmjoBB9ANr0c18kVUuWa+TVhZVjORp53OAaf4nULSqr+FiPY7/z01Zi1BoqM9CyaH80lz6uvIEEAV8tEoF5IEsRFND2DQqDuIK0AZQFFCd9N8mBS1WwVlyte+gwCB/gF2UDRZg9/Ka1RIpfsJdGc0RT76AQlm/XwsIPz8CHyUDXBQrtD1gulf6GYt6Gy7pnvYXmIjcFAZQPQaAF6zObZek9lJbcRYOgHfWHMK49nkHgHpSuml+Krt9L/CcOc22TXivOcVaWQswZQfD9KUbfPmghiF97fxDZuJgpy9lHW5qyyW6EltnKUOkAAo53elDqiP93KbHvSyuCeN3pBgKrzAsY54+T1j6FDu3wjBpz9AFEe/GOS2uoaesVGC3TVqc0J9zh9gV48vanH4grtqPcGk/1l68Z3xYOqswz6Rn5nvicg0MV8coQnjFZYwnpZ/mx5yluG9v3pVWtSvavw7IX9HNO7mVE7ADQFz/TZwE6oB8HZAfr94mLnIOB7WAqA4LBWQ/kUZfIut5wPiStT00LUV+FwaHnehLBPZa93T/oLtYn2eKiDI3jObtIoC8TQwLeHYnoGDBrcUi3qanez7y1NYoY7Loi7xyqATG0ycul18SID988ZIbvngx5eJdFdelS244uC5euuTG5vreXbw08lq3c2/mgi9cAE7l52eWtXuLMviGsYJiKzlABAekaRGBNVISgAK/qxZ6hM2z1pwIOUDjILC7CEBkF1HazqzD+sa6vAC41uoVOiC2/QOAYUFmQTYAr3Cbf1p5nl3WPuJgOrWddVFUpKVR968OjLfyem5Zu9/hcF9Di7doByAFoMsCpWz88F5WzbQdoBsWkbaf2ntreVmkfVGY3TynPLZt/7D3UHBMBcUN1ti3lWhXKB+gO6AYYBjgIjsSAEhE9REeDotsmRN0CLLn796UDUix00GyqAaUDduxlmd2yijvPOtXlIgCmWmvtPxQAk4vAepYXwMs2j6ke+TJXK/8QzoTZAwwjuJPYeTST5VOlitwM29Hj9IAKBZYrbyos+otP+uKYoU8ULCIFoYwAK86HFWHaiovuQB9qmM1czDpy5KatAAY+U+REkJlRAbM99q5BWCqd/du+Lhixxb+YTsobFEXIF5tTt2gtVFcOPkpq4BXFBWSQzWuqFey+qHtn1KOWQVL0fyQG+WnjcI4An7TzoTgeyeKW0k9Yi3krbKCe4HftAN0PgLvGUt53xhQvti+Kg5yKf6k/EmyOtc7KHXCevJcoThb1O3nRQveM0eioFf+yKuoEkH5ER553dHQ5pq3vOfuXxQpiZBF2vkFiovLfxf9jzSQl30X3kuuhMVYKe33XNdWnx5jKEwj61lKsr9s2pmWdKb/L5s3+nwpH/87WXnZd2pr4j3RtMHtP/ZtZj5X4stxB+R/9Ocv3ERcIW+9GgtQoc4hL2lMrCtgpw7IT6zc64D8SEC+b9OP3ERcIXd9UssX4ZCfipQ11AWucyhmAEgB1aGd8cC8Adl5562Z+wNe8f5hf2CprJcB2IuC6JpLOJyzb+iiOz84HIO+tVpfJ7VN3c85yRp3qvz6h8qgPP2Hw4B930P50zfk+5WUPPS/ywmMR8YhIL/hw32pwIFdsNXvawcIx0J2LGjh2bQ8ulA7sLjyh5KZQ+6mJXDEjkUZaklDlsVJ3Kt2kZR07y25WOjPahrzPgpoLllStjRrX6y47MIUDumicvjd0javXIGuBwAOq1YoT1CU5FEuFM2jHm58xyXg6bSSJTdgSlI/Df3s7g76QFobQcMCKMAFKAjgCwiLlTDACQo2gRaEwZI0pCdJS3u8/XWYn8qf5GIJDsVIWBbRiUDZEMou7ZldCMoDML9W5UpYlqxnFDvKU1QaaeWTvz0UlF0PSemjCFS6ctklAFAEEMnuC2tlDiiL0oN+IVAQMM0ersk9tB2yNE9S2KqM1gWwVhmqORySvqp4Fe6sZl+Ou9ftq1AmVITxOw26PYc+ZRFNiLWQtmXkXpzi1ShktIsgic7Ej7GNn1bwhCtPFAeU13KiA+RKeRHWJXymPvyfMH5F+UEY/qsBLQGVkR//KwJneS8wXuUQcErby6+oq7hpfTDsl9q1we6PonkonPpCEm2JlC/3N7T6/7/4PxfKlfktMe1KqBCizZAJaVqLZtLziqrlERgbgfC7K3adIVeUPLI8Z2wA2GrsxO01q9mPIZQiagflm6RcoD193FnN8c4GyUAu84SUR8pHykk9y0WxoHhFXcmabwq1YXz2xqxmv3snLS36sMY78wTKtbSw2nmgsr575FjqEm3fsW/juaDoPKl6kP6eo9+kpp32AiOsexZH/PakQX2oX1p95F/+lqvcYfR4U4838ErL70rzrwPyV1qLTqH6CNipA/IT2yh1QL4OyI9nj/MHkJ43B5ACkJ7rj3jcS2C9LJo9eIo1fOAPV/mlKgDf+lwyni1ambZkPZUAeUqIhTfc93HfCg6h9Yqgsxe8oqayRmP3BJf/9s+/dp37Drmu/Z+797447s4G5z0c+OqY27rvE3MdcFv3HXBb91de2/YfcLq6tr7rOrbs8Ffr5u3xR70+7q8El8MI27Z/EF3bPnBtGVfjlvdc69bsMJXx33dt25Kv1m3vO3u1bHnPrdq4zTVu3l7hH4fZ+r5rLV0rNm5zldd293Jbj3toSZffnqyF0fQ5Le6WuRzoVT4IT++sC2iFhS6A4kS3KUAWnN5YtssSNm8btxZMoSsQJKS8GE2dUG6oXEUtSbGKk3yL0teMpoz1uBPfb5NkDucy7Q7IFvbNrGed4QCFTlK6UlSRdh7QDwAlgA3r9KT0JtoPQDyLT59yJnHpo1DQOMK6NUuG4TurnBCn+HjWWyBlCBaG5QqfBTahQEkqn+Yea/0umVgXIA+APrRaRoFIuJB7GpAZf8CpsExpz7JgJh59jDTSwsqfMOqPvrwcgImyoMS/DeilsB4MXf2hB9SRC4CdLNEJAwDsyzy7tULBoPhyVTfCFt0pgvI0SrslE3xUHriUz9fJ74Yp14N3UgqwK4QxSzgAYepLO/E+VGpgba+dXko3dG9Ysi5xx5ssw/kPtGXMu5cFOVbvSf0vyU/zUbV5URYO7aVOI2hTDM1LWOfwGYWbrZes7umfKCftWAHw9rsBDfUb722YOP2Akij2RwHSFu1M0VxNO1AGjYmksw80B0Gfw7xsyxzf9x7ySil22ElBRr6Um/g3rYiUCSgI4jgZFDc2zLQFXZGs55XblkOvp80qfw+yA4Q+x3ijT7LrT1z7lMOD16vTLcotGC+F0tZDRzMXNyt2lmlg2Clgyxzeo5Sy7XDD3Fa37fOvM9O3L8EF7lhYoo8K2hf5hsYVzB2MJdrM5ks5vfKtlMaN89rc4VNnbVZX7H0dkC/YtCdPnnSNjY3u1VdfdS+++KJraGhwe/bsyY199OhR19nZ6V5//XX32muvuTVr1rhvvimuedq3b59bsGCBv44cOZKb31QKIGCnDshPbKvUAfkrF5CfjHmIccw8tnnzZjdv3jz39NNPu9///vfuL2+/7bp6NrrD35waAZJyWChXBXh69oI/sLRaXjpGz+Uwl2AdwIGoWGdzcV9LXSd2thiZm2SNOxV/QyU5A84DkH97od/LmwNxx6vE739x3P2uI7LQsh+Puv918wbXsesjdyXRtCQtEIv4sd35ycVtno4CF6tnLMIeXNDmHlrW7e5Z1Ol+tmyNe75js1u6Y4/76IujbvuBz91bPe/699eaj/kZi1e751o3uDfbe9zCtZvdyk3bC12rNm13/tq83a3avKPiIo1l63vd8g1bYv/GzTtceP2trZL/HqtauF/V5rh2YSd/WZvxzMIJq8rJtJaH2gOqHZXPukWsl8KFG88CeZLAvSJ9JCmMOO21XT0p3yQ/HfwH13dSunW/qQGij2U7wOVOPy5CBxD2GYEZ8KXbMqEkk1VjHnihNAEVBKqgJLDpTfS9+Lk1vqF6ioCmTZ7myVqEhnRT2hUQcjSrnlmu6Bo0F0LjNV51p41UP0s7kVU++w6glvihIlGyA9AWLQeyYzcQYDAAGuARlvb39x5KBLYAAlU2C9aLaoW8bVmy7pWOgD76mM87BSDknfqh4pAGeVAutQ11ysqXdwLjiU+d88IL+OVw5aLtDm0V6TMW4VXPykOAu2QS1oH/MN5BZ2IVBLYN0tKnDwF0xlzzs6NyjQCxA7lrpwT/PWlpW3/mKVl7801URE70dc7W+K+Z0X83ZbRpZt0D9iITyhmGgz5GsiRNgFIdHozMsEa/dnak8ExqG+YI4vvxYfq80kwF4RMO21Yc73pL8vd8ecW1j7/obqRsSvw+6D3kpBBDzuxqSOJOZ5xY+kBrOU5fEOhfze4HaxTA7g8MT7h+vbSs5KyoZ4ocps3r8OPtvoAqDG59q9TQ/ESaR06dy12iLXm/PC+xuwSlFTsTkAVjh76ieZE0eW/z23E43QrfZv7oyugMHpRHd3fvGUFBRdqMd95rR0AoF0s7xC7I+IDdeW1jRoFqyzzV7uuAfIEWAXz/h3/4h8Tr0UcfdefPn09MZcWKFYlxSAtgvsjvtttui9N45plnikSZMmEE7NQB+Yltkjogf2UC8pMxDx06dMjdcsst8RyUNA/+0z/9k5s7v8GdHxh0gKJoyvWDkobnotQ0ihe6U3kugS9dB49WKCBKFtxQ/ECxc7n8JOvJBOR9Gb7/3l3KuKAvujAw6C4MDDgonsbyWv3eh07Xbxqjg574eORjnw96PoqxdtEiQB+WRfiJiyzGLrcw8A8DSEHLIlmU3SS/suVQUpwkPtifTSLgZQ8FBfAAJLALfkAPy22OlRULqZGL4Ynlk7cUFtfNbfd9lgW3AIU7CmwnDuvAsxa1YwnIiy9XC/CkfJP87t1Q5hZ+KYGK43IbS/XyZisQAFOZWwACk/pDnh9AEvHDsxzES07fzkvDvoeGRHMdVpHj2X6kn5SHlFmUg/8mOzeprIBulk8ZS3qVVQBpEQBW6VlX/N+ihWC+VNq4SecHIP9qd7XA7U8dq6HVseVMa3spWgGopLCplkeafARkYQWrfKHooMx8O8gvz4X2jDgAuQIieaZvkvZdq3f7i3vNxbwnLHG4Jw3lYwFOADHa2VLrEI4wNi0LjimdJFflC5Uctv2T7rXTwddraU9kpb/hE09pgiKEMuowT8JItqG1+L0lbnmUDgDyUtCGOxWSym79OOhWMrT+SfeA2FJyQGlkdxeE4amHlGH/P3tv/mZFkaZ//1Hzw0z3tNPT0/2+087SM+PX9zsqqK2tIKhAu7TtAoqtiDuoKJvsi+xYQLHvICKrqKgICLKDrEWtoPFenzjnznpOVGaePFWnFoo81xVX5ImM9YnIyIz7eeKOcgcLWznpIGyNR+qWhQ9cB6ESP+4bRPQg9y3cGo2PsM6SYdx8YBVP0BlZy23KbI/j/AMUV9SDMpWHbe9Ac9ho7O6YrYdLaOwA1xk/jBsMCCwIzLMRx2/O86Sys3wb2fike2DGcr/M+/bM+Sgf+sOeYcK4geKHccx8RDl6hlQ28ynguZQ4Cqc8qzC7/lM2E6TVXx+JxqvyCn36wH57aRzdN722LAXosi+1C2hJtBuFZ6KkXbFrg9bxkqQE19kYzy3ZdKMsodtdzxyQLyO6mpqaCIy69dZb3bvvvuvGjRvn+vTpE4U/++yzbXL54IMPovu33XabT/fWW2858hCoNWfOnDbpbABgmOLKTwL/bbqeci1gJwfku7ZHckC+9wHyXT0P8exOmjSpzfxz++23u6efftoNGTKkZC5jfoqbBysZ+XxaJAGwHD7JAZfXrl1PjJOUttLwxuYW19DU7PDTXENzs9MhtwDxnlMfbvOrTQVX1xgdXst94mbJN63MrrnXXKxnQQZNHNCa4ADEL1+t9+5KfYOrhrtc3+Au1l3tVqeFkV00+g/GGOs4tu7q45WPXEBQpb8ZfCzH7SGcWOqx0LAf4wDAWC2xkOVDHZ/FhV1ssnDyHKNbW7fnAy5YiyCsLwH/u1KuAoHoW7tAtItYu6U+C9+rDncjz2qC2lYuFowPqWn8lmD4r2vStzHbNtprbTOuFme0eKHJ15aT9VoHglXCJW9llV937TPVEXmLxgGKiqzjw8YToBEerCjKEmgXbPws1xp/nCfRkbbFpQXcfmjakugQZuYMduHA2421LbuPCMNl4T9m7r2rCPjKqp+8SG8BmSztVhwBp3oPikuZuZNr1S/O5x2bxbqafv9j8dyASsFW1VPzrn1Hi67H82BHB2GWHmap9OV8gYmWHoY0UlRkpQPSeBIgKiqWOPkpjDiUpTqQh60vfau48rGM9coUA5ahDFe5Nn3StZQxr1dgIa9xLiWY6hPnU0eNa30vhOMUWhPSokSwgHHWdljZZN01RhprOMD3C8puFBuArFCuaNcCdasEjMf4gDSAtiic1aeE8V2FPKwltT+rYPnuSNFOPMnM9psO6uU+Fsj2nr2WcgIaFxuua/ImDxzt9s+VGUM8Sx5MnlTjff4rPv4dU5a6vjNXe2tsvgfpM9ooi2jihAoDrwQx+VAuslGd5AO0h4YyKpuxxHNiZad08vVtRBrmGZRDuiefuvD+Ub56Ph+cucLN2rHf3Te9MCfbNiAzKWZIB+COAoznVAYSys/6fBORP21F4aS55KnFGzIvr8duLlA+IV8OK6ZcgG4UFeSdtPtG89CUbelsIOKNjwPVCZOC0bYrui6Om/6r2hqwIG/twCL+kfOXMrf5RoyYA/IpvdbY2BgBUoMGDXLNzc1RbAArqBsElB86dCi6d/r06Sgc4Ip89Lt8+XJkcYplaRrA/vbbb0f5qBys7m+UXw7Id09P5YB87wLku2MeWrZsWcncM3369JL5TyMbSq1HHnnEx126dKmCK/YB3C9dre9WELZSEFiH28KPHx1u29hSOOTW+NwTfQ9pKi0nj9/1MmPBKKtDFoF8gOtjPMnX1mk+HEMLQS1Ae5sPGK8PaxZBAOjIx1oEAbzHyUwLHxZu5RbByF9b4wcYy86ukCcHf9JGFi5x7YDCQFt+WcjGxgm2vBNHHKlsc652OwRaUm8AgrBOUiDEbv+OqatNL8ADftQPFtdWxb0wp7BgZ5Fty8p6rfH25Kwl2euzqEzddb+cH8qgXPzwvtKH4Wn/uZd2nzzj7iud/KR4Ybjih34YL/wfxg//m/jvc0//F9U6/z/wCRv2UWGsZKWLCMeQwC1oW95fXOveX7zcjSpyqAMchfGz/Feeg6aT53L3/qLlbX3C4lxC/BHz2lJk8S4KwQ1Z6oaHT6bV2wKQr88vAP7MFe1RRlCOrBgBdlSfJ4qgIvkyP6JYfbB2t5/rAS4BrRUXBQPUWnHyeXtBbZG6o9WakrzS2pd0TxatKCJUlnZceAvR4m6H9syLlCm5hhb8ssxHYZFUNxuOnJAb4KvCPehau8sru9mNhSNfxp61dpcinDyUVr4AZA9YGgC10EfL/A4Km5fSJfmAqaTtyAHf7PiAMgilE4r9O4t0VAD9tM1SBIkexMqFukUHexaVSupn6hYHEtr2FIDSwjs+1vI65X0oBRTlJLmH56xyy7886OoaGjO5/SfORnnZAz5tm1QWc0E4H/CdFPccs5NHwHi53Q96xwMgJ40HLOP1/FKfvrNWpR6wS1zGneqgNoR+qBDi2w9gW/GklNF/vhnYscg3JHWiD6UkUhzKjNstYMeBvQ4BfWQKiE24zZs2MUZRAqgs+QDnNk+u2QUAIB62QWloC/3EDieerVD2ogok/qffp/PHaxHO7mzlT55hndL+CwzvM2WJu2Z2vitvfKhalX9YX5s3cyPvKJ4Zvn157lAKaW4MFYg2LXKhjLfW7rBF97rrHJBP6dLNmzdHoNSpU215lCzwXltbG+WEJbwAdAD48Hfs2LHo/uTJk8Pb/j8gHIA9+bz55ptu8ODB/vqOO+6Ijd8TA3NAvnt6JQfkexYg/9PPP7uffiq6n392Vxoay4Ky0G/o19Xz0IULF6K5hzmInTrlfnDbd+SH5fiNBDyfvVLgxwdoP9PQ3AaEP2MAeX/d0BJZy5/NQfke39dspddHZtwhUvZj0V4LmOFwOw6prDbQ2pPyg+NUNCMWINGWeeRnOTqtnARcEIdrey/pmkUKtCuk6QxL1DjZYoFKeSEAYOsojtv2gDiyoANAjyu/vWGy9k1ShkBfIXCmkvFNu7WdfUgVd4KIw9qOIyvjctfqg2rWqb2yz9N17rzHjhKeSQCScuMi7r6UN9ZKWjs0sNqMS1MuDCCaOskyvKNjwCrUmCNC0BULT8AnrCz9/BTDFV2uzlh/khZrXJQTXCfNF+XyEijIHC1AmPxwgC9J6eFt1nxCXEB5K7vXF9RGBz0XQKwCoMv7dgAAIABJREFUcAowlZRnWriUwBxurXKkVAbgFv0Q/Ptp+STdEzAMcGfjACpKHoCd9l7Stfq2kl1MGtukjctXHNmtnOEHogNTebfGpUkLEyAN5ZHk2VGfM2eQVWwbth6OQN9Qeau+lYJfsiAvLM2x4ubbBBAQoJt3hnZ2EKc95ydorE/ZvNtN2rzLjajd7J5dvN4Nq9ng3l69zS3Y8YXbd/hoRe6tVQX+97h3oehmPKgdKFQAimOf34CqKpRbUv9Cu4dcAEyT4vC8C1AlbjkHgI3MALhTgXlP67KsBPAnb80z5cqx9ykzyQI8qV36LuM5DmljVA+AddHsqF8oi7FGnLR5j3JlkKG6pilUmT+YkxT3oelL3Ye16zK5Vxat8unCOSmp7WG4xvhri1e5ScvXtXEvLyzkj8zCtFn+a7cFlEJJ8TlcmLZjid+bfzkgn9K7u3fvdiNGjHAfffRRbKxr165FwDr8zvwAoQXGY0Gf9BPA/oc//CE2CgfBKp+vv/7ac87rf5bDZGMz7eLAHJDvYoEXi8sB+Z4DyLcXZLaAfFfPQxxarbmmq3bk9ASakqx9daGu9bDaM/UZwHiB8/XN0SG35690vdV31vbl8a56PnQ+ANtjhaltt1kP7+roAra70mtbdQiMaZtrmjWgLH3KLVrCD3RZdt/TCVblcXIUlQPgV1gX/Wehw1hJi6O4oS8gGdqGuPLbEybAkoVhWJ79j+Ug9Qb4yHpAohROpKuU/zmtLVDNkGdWsMC2g2tZTj4+qxVoSysvv9e5oHlnyheQlrECoBOOgyz/ma9Ib5VgESBvLJKz5KU4UkJWA5AXIEkdy1nsCgiKBeJSLHupt0DieyfXOD1/gNJqU1Yfy1PqCiBIGtGHEJZ1ToQKjPgoslH0avyIR5s51nJAA5JlrZ+NJ7AMEF5lyEKeewCM1APgz6bLek0/kD4OxBRwCXCVZb4VvQ75cV2uDjZ+HD82IDR5xQFfAqYBGcuVo/saP+TJmJU8O+KjKNGONPKNU+hTrkBSwEKrULbKHd4l7GoTvRr5pblKv/W0I5Ix25E2h2nZMUc9tdtQ8sbHAlntAaDFmEGKCLWNZxgwH6tyvrMkK+5XAsrKSp50ibsDi3MM5yR4BeG0wqHLULDQd1IqAVSrftXwobzJmg8H1GZ53iRnPcNWIYSlOOMMhVuoULPPAXOh6Gfi+k9lyKefbDuYQ+lPvrMAqlEq6ftS8TCCgWYrHDdJ/0ULlfY9rvrE+apjeOaKyntqVqEv2vPuoDwpMVG4xpVPmOaue6a2fxd+96BxlZWaA/KVyask9vfffx8BV5s2FQ4cwLpUYNbatWtL4ts/c+fOjeIB7Ic/HeYqi3jocmQxf6Mc7poD8mGvds3/HJDvXYB8uVFT7XmIMy+Yw/Dj5iZ4w29m0Dayjq9rKG8ZLzC+6J+qa/CgPHnczDLs6W3XoqiSba76mBRoaQ/N08drb/FHL1zueYxZJNht1VgMFRYONW2220o+LI58nOIhbArP6gtUecmAKp0lV6gUqCsLzqT6ydKcswSS4iSFa8s/W/Wr1QYpSsptS6dOWuwhU9uPcfXVQhV5JC3O2tsGLGPJ1y6C4+qQFCYFj7V6bm9d8nStgGhPlcUDRV5y5tqkMREXbkGmtwzwG/GItxOIlZVfNRRrals5MJ72aS4s9+zGyYIwgXVvLFgeUYXE0V0kpSdcz56Uq7KoTOKfTspL+YjXnjmGOcFzKBcBe4BjgceV0INRpgDUcK5lJxvl4Hg3CUTMunPLtkfzKePBhnONVbpkA/CWdmgkitoQxESRxGGuYb6ESclEG5KUM7Jmj+Pf1w4P0mcB/wEoaQPxB83ouBIUhZi+uchT1tPQfsgK2bab8a6xT3yUDADwtM2Gcw8XylLh+AIcuc46n8DnLS5v6HayzJOMs+FzlnkqRHaksJuLtLSd9BxI/kQR3KQutr32Gk5z20YpHvRc2LZF10VAnH6zeZW7lmUy+WBoAfgclwa5yXodQFrUJfSdDDRUF+actP5QvCRf1CZ8m+t5C+Myh2IQwzc494j3qDmbKK4NhGmOIE2cMihMxzef+kLztegL48ZtmJ7/oUIlbIv9f//UbOdt2PGoMVXJThtbT5Qx1AFg3+ara83TUH7ZdFmvmQfJP00JKuqcu6fkgHw5PKjk/u9f/NRZd9u7P7iucLZMrvUDFG5paYlcHMCkuJX6lprm4sWLPjnW7ALk9+7dm5jlunXrongnT54siWcPc503b150z5aXxj0fJejmixyQ754OyAH5Gx+Qv2rOnSg3iuy80JF56LvD37sfL16K5qWhw4a1OaSTAzx7Opja2fUTd3wab3wbyhoB80UreahuOrueef7tl7E+grN+VNp4AlmxPNRHa2/zZYUdfoT3W1H4uA6t5q184DRHviySbHjWay1gLO1AZ8iXBXK5hQKHbBGHRWbW+pfE23q4kP7Dj6s2VuDipU5x3PElZXuLu+8i/mfSYMUJEKVDz7AYZbFtF/ucrVBteduDKa3FY1jfuP+yaqX+OSDf88H0aowdWXSziM8KfDB2BFzGURvpYOok0Clu7CkMUIzxlxWcS5JBpYopUXhVIgPVGV+gKgoJnZkCAJ7VolRW2SglAacAvZAD7tFNlSkoZWnad1LhvSlLaQAbgX2AcALNAPWyAozUTRb2ccpEHd6OUkG7bdLeYVaGugYYp93wbvNeULj1qYfaQtw+M1d6QA4QHQegrD7hPvMxoKgAap//5KU+HWmlDCYcBze/LU/X0LQIBIWWR+HWJ63y4cDKOCUP/UufKy/id1QJ9dK82ki5X7B4L5x5omcVgHfg+njua3Z5WXmp/t4vHigqmh7CkL3l75bVMMojpS2n6EF+slJHYc+OnaTnWeE8W3elWIkz90j5Tz3KfU8wvvQdpHrH+Vgtc5AwY4X7WZ8XOy7882bqDgDtlR8LNvv5tGRsTqrxVCzh/MHYju0n+qgCa/c4S31RufA9iHLDKlr5hhN9H/VO+7YIKWT4Pg2t4a1c+E7SuUaMW91TO/kuUVg5HxlLWRfXj5yrALCu8SSf3T28czigHNoovn94N3Iug+IgF/KUwqBcXcL72tmTRBPJWSfkz1wUps3yP9odlUJ5o52xD85cXg4OuaHv5xby7ey+L7/8MgKu3n///SiXDRs2ROFwxSf9AOuTgHt7mOulS62nCh84cCBK01VUEkn1zxKeA/JZpFT9ODkgf+MD8lfqGzINjGrOQ1u2fep27f08mmPGTZiYg8Z1bUHdU5frvJX7mYa2B7gmAvEC5BtbItqaHDBvK9ueIBMoifjATNtCmfahiTU16Tn0Uh/Fvc1v/cgv3eIOD2bh47803MpLC38+9G141msWd5SBJXhnyjULIM+Bc9SFRX/W+tt4GisdORQvlAG0GdQpCXix5es60+IeaouA4zksu73/Wex5OZbh61d9rS8wlPRxQGt765Sn69ngPoc70+cAGVis2jERdy3QjS3/FrRRP2OZTX6Mp7j0SWHW6j4LOKfy4vxHi23KYqVMfQQMpgFHSfUmXGCaAJx+RWUe4FU5xYQFsACNyU9zM1aiaeUm3ZO1KYei0xdYq4vXnXtKJ5AIK+Vy/NBYFItGAgqyOLmLR54yyU+gbVarUhQisqxPS6O2UI4FtfkfOu4LYEdBSr6STxiX//fXxB86jmW+FKpQHEmGcT60IygUlD/lAc6TzlPxGWCW50Tj58W5tW7M4hUVufcWr3CjFq1w0M9RXrijAitrgZTIAjA2PJQSoF6W/+QB4M67LE1OxAM0lQW0qNvUZnzKRRFNeSghAJhRcFtKHClWBs1c6sbWrIp1by9a6R4sPlPKFwCSfpUCRrtUuI+spUBIUurYfgP0RYEA/z1jXO0GHLWy0u4TDCZs+qzXqmMSeA4Nk3jXJUdkTH1kMa7we+dv9HOL5ixZYN89Z70/gJexGpU3eYnvC+aaJIBb/T9t2z539tLlNm7/idPur4vXR2MaOTFGkBt9T32sYou5Rc+y+oSxgDIQEJ5+s7RcfheH2R0pq/042qhy8n6oaKxy1+QlbtyWvW7Orq/dZ0dOupbgQNXPj591LywrpbuRfOVP3Pq5u9zY5HYfO+3b3t5zMdSv+0/9mIhJcOgr5eqZKtdOe1/vsDhli+Lp3T182ZbEOvSGGzkg345e5DDX3/3udx64uueeexx0MvotW7YsArTOnj2r4Db+/v37o3jbt2+P7jc1NUXUNEOHDo3CddGnTx+fTlQ2Cu+Jfg7Id0+v5ID8jQ/Iw6le7lfteWjtho1u45at0bw0a86cREAe8H7UO++2cReu1CWm6Qlga7k6nK+76s5daXU/XrnqAGhtupOXioC8AdmzAPGKc/JygYPe5plfl8q4u+XBxyWLQH0QVuLLYjfcGh8HBNyoYXB1IyMWNFY2Wtyy6LTh9prFDWl7OiBP38hqTRbjth26lkWUFpgKz+KLKuBPU6u3m0LbtCtdfFN/+k2ADG0HvBwwbYnf/t2ZhxQLgBPAUw44kmypL2NJIEZuId+zQfRqzneA6jw39D8AKkCJDqvU+MD31oczCwfPMaaTqK5EW0N+zFE2j7RrATDQUHS0feyqovysc4kOXqykvmqLdnJZDmyAeSn0qAcAJEAkgDMAKRa2AFkC/oiD3MkT0FIgZaV83KqTlGvQoKj81vdFKZhsqTCgHQktugHiPdhXBJG9IsZYjoZ9hZUpZTKf6z3G/7R3GfX2FtPFgxzTdn15/u9iPFn/A/xSFvUvgIQ7XN/ZhTNJKLtQn1oPVgPI4wpAeKsCkziAipKh9Xm/CFCjz0QlYuOE1yi3qIsFKVUXfKyutftKOyTaS8/HfF3IM363HKC0BcGJyxgDxNNYs3Xz96cs9bvvUCDQl1bxQZvgVufdCJCrXROkA/QFUNT7PMzX/odrHzkpLE4RV2KdPXOVB3NDWWtsk4+eYSkh0qy5w3z0H4UKeYW7Oxg3hIdKD6VL86kHaWWggqIOBRz1BXRm94XS8585ycqctL5OczfEKvl0jg7PgPKpxH9gWcFA4731O9yp8xcT3fRt+9yfZhR2PapO1ufZFV0XhhKWysjGC69Dw4dI1mWUX3FtZC4l/9dXt2KCIQ4wf883Pg7xeAb4jkaGnnN+yfZoFxj3+81a4Wq/OuTuKr5XyilZwzqhhCCfB8pYpo9c+amPx1wT5pH2X+1NM2jRe4p6bDmUbOQcyulG/J8D8hX22vnz5z23Mtbtt956qztz5kxJDp999lkEaGHRnvQDhJeFvI23cuXKKJy8wt/ChQuj+1jH9uRfDsh3T+/kgHzvB+Q7Yx7COv7g90ei+eX1N98qAaItSDr63feieJrH8M9dvJyYxqbvadcA76KiEeBufe7pIFboZrh3pqGCA10F3jcULeQv39iKi57Wf9Wuj4CRcJGf9nGpe9peCXVIuOjvLf+TDorSAjMJIEBGWuCxYJbMKvG1UOooPUSWvtChrnGcwKqzrDVZ0Cssqw/wwUKjmkCyqCfIO2s9FA9QjfoAXHYmAB/KHpCUcgGNZB0HHRILQtXN+gCWAiNJJwvQZz7q3F0TYb1vtv9YErN1HpoKFDVsk4cCpJoH/FYiUw4AlQLKj9tJNZ6CibEBwCJLZ+7dP6Um4mtOKuOZ4vZ+4ss62Y47ew24KVAYK197GGlS/uXCIwXg1sOx496Wz7V2G7XnQD1ZuNOHYb1E4YIckhzPqkBDFJZ6Br3sKlBo2DZpLn24aFUMGB7tuoo5cBRg1NYPwBVAVYo9ey/Ljirx95NOVsVcYzELcA6gxRyJ0h1FjxQIxKH9SYA36QSMiyudOkJhY9uva1mE2vqnXVM29QMQxaE0YUwoDdRGSRbGKjP0sQYmPRbAAL2AlbTdxuvI+2JUwjk0Nn9d8x7wBxgbC33qxvPNmOEATb49tBNC7c7i0y/ITGXhk5dVOvFO4n0EnZG1PFf/MweFB21qXmIeilMUMlak9LBzjSiTyNvWKcs1ZdFmAFobH+WUZGHrb+MkXYs6iDk1KU5cOEA972nVSUqcMK6+GenH8F6W/1IK8Q0F/RHvI76BOGwUKjwUI3Z+4x3GDk/is4sVuQCix5XFMwNozPcszxhtoZ6+zsWxGJ4vZAHkytYPh12f6YVzGT45fCIWPJq3u7Uf0743/ffRnNZdAer7St8TjHnSzt39TWx9FHi1ucVh1U/crMpYxoPqlZZGuxEGfLRSxfVaPwfkK+haDmy9/fbbPRCFhXwcJQ1hAqi2bduWmLu1pL98+XIUT4e5kgcW8s8//3yJGzx4cJR/Tz/cNQfko27t0osckL/xAfm6hsbEMdPeeajl2nVHvljfy81ftCiaT344ecqD6b/61a982KODBieC6zv37HXvjx3r3WNPPBHlcSMC8meKALsH4C9fdaeuNLjTdY3enbpS72TRzn0OYxVwf/pqU8WHusI7Tz7kUW0QOc+vejKF+oKPxfaAmgJpugIwtguNrrwW1zELFLuQ0eFLLOJtuL0GhNCHeBIgYeOH19pO/HLxMLTObDcHg1HXvjNbOULD+gi4YHEdAhZhXPvfLtzgAq1WO+BRpc7eoi0jsKd6CQxor8Vje9tgDwlGoaVtzLQDwARuZaxdsW7UIpF7yBxgTADcyPnVk2N729Ib0wFsCEhE7nHukelLug2Yp36iWwnrRr0rmYt1CB75AEYxvix9BM8tAI7Afiyvq/X8whVMubY8PZtxPvGkwKpkR0yBU7wAoABQxY1ZKfaoD7tmeNZ4LgFGbVneqrgIJGFtT/wkgCuuDTZMIPigorU6799ygB3vHJS0oWWztx6dv6kA5H74sQfp4tppw1AsUX/rJF8bFncNNQdzFFbpAHmME+QEmKf4D0xd4pVZ/C8nI+Qqa2mlL/EDcLrkXtAGZAG9mpV1uWtoUMgzDfgjD72PX61w7o2+ISpQzEsBhYIBbvS4Nnhlyap93todhdHA9fvdncUDaHmXWKAdy1z6h3x5zlG8M+b4fpE8SRNXDmGy7lZc8XzrjB2vdAmUGMpLuzAY8wrDt5b31MneS7vWc0KZcfOHlF2VgLICu2nfg7VtDypOq4/ueRoeT2cS3xZ9PzHWlaYS3ytqPEVkYe5RX1ifd1Pct4HihKB6lvK1CyBO1owh8ua7Me5+XP5qB1Q0cb89x85EY1IUYXH52DD1Oe8qfSNlVXyoPkPmr3XXfvoprkolYYs+b90xwnszbZeXHVfMH7bOurYKb2T5xYlzJeX1xj85IJ+xV0MQ7MiRI7EpoZwRID9nzpzYOAR+8MEHUTxFsoe5Ko9yfk8+3DUH5NWzXevngPyND8jXNzbFDpr2zkM//+zcxZgDWd8e/U40DwnQfeDBB6MwaHF4jq1rvnbNNbUUHNfLamuj+PWNjY6wqruWa66xudk1NbdUNe8f6xoKnO6Xr7rTVxvjAfaGFg/Oe8D+Up07V1fv0wDWi4Ymq+8B/kt17lJDB+XUcs01d5JDxl7WLS2ZyyD+1cYmx7ht9OnJI6tr9uWRR5yrb2oq5N3U5LjuCvfRltYDzio5CAtLKz4e75j0sVv62V63dvcXmdzHm7a5RRs/idyaXfsypYvLf83uL1xnu2U7Wq1bAB70EY2vBS8LRBtur2XdrEPV7L20ay06+81c7tbs+sIhp0rd6p2fu9ptO93y7bsype1X3OacVle1J9wqntyWVl7foYvWZqpHJe18bG6BoqMShRILKC0yp2zYXvU6rfhsj1u2badb+dme2LyfX1yw6GQhiEUhQJAWkVo4R/6kGg/CQaUhJcKQOStj861Ebr0trp9XNmx1i4pu5Y69Fcvo5SUFYA7Zs3jmOQAsxMKN59Ev3IvgIAcXTly3reIyssp99a59Ls0t2b7HTdv4mZuw7lM3ecN2t3Db7tT4SXm9t2qr61vkxdWYA9QIwVl2CcTRVViQt5JrKT0qoRbAGpo6wu+cJR3gkw5CBKhKq58UkpIBVqKA31imA2RaEJzdRDoLohLQz86Ret6fLe5UQOErWq80YFR5AOIAyFpFryzF6SsAUw49DK2ZrQz6FMeyLHvV9tBnLEB5che7ejKC44wVFDjkhdWy6p3mMy/znKHoD/m42VGBIgqKH3YAWAv/u6ZC4/RZtHMBpWZaOfYe4Ktv76SasocmS2lQqVJKCp807mhbJ13LYpty6WuFx/m8HxiztMXuyEP2sm4P+1X/NbbT5AZgTnwdrsw1z4F21gG6x9WLMMkttM7nnsB6xhiAdVIeClc9KN9a2+s+Ps+E2oQSoJzxAAojyQJf1FQ2zyzXUqAntYN3vcpJA3Fjy9p6uORQWL496S++CXhPybpa+bMDSs/660XlW3vPu5As4+pMm7RbAz9tXmaM6vux75Sl7sj5VgNdCwIMXVI4eJi2xcrik+9jwzXOtLMUWfAsJO0+ZCeM0lCfb8+ct9VIvZ6+/cuIPpBymLPY4cT3AnNYQdlV2AXAfeZNdt/YnUWcC0EbpfAm3sI936aW21tu5oB8hp60INgtt9ziDh06lJoKfneA9CSe92vXrkUc9IMGDYryGjVqVARsrVu3zkFrE+fmzZsXxYPCpqf+ckC+e3omB+R7JyDfkXkIgFyAu3ys2X/729/6uWTAww9H95cuXxHNL08//XTZQWxptpjbOuPXGXPJ5cbmArB++ao7U1+efkbW7QDzoq1JBPFFUWN8LOqV9ic0JD30J1nj38w/DkXiY5CP/CyHBvLRzSKYNIs/T6ari5MpCn6+K+SuX78eF61HhXHoFG0Nt1YLNMcqL2nBbA+3i1uQxi04WPgIsFl/4Gi7ZcEcxVx65cqVTHnsPd5qmQQQFVc3xoes6gBy4hZpSsc2Zi14/jx/rWO7bzV/35+/5KaxMCpaSaaBAqoTShUpUt7ftLua1Ynyamho8HJvbIzf/cWcqjrbxT8LRywRAQgIx+pRVmcWiNh7rJQ+Mir4Jr5gx67mFHx73lUWscz47CvTJ5/Fjn3GEKCCtQTmmbnRf6t2f+GpDQA5RSXD+MQKHCD7xQTLcgE+7fHFY14pSClrRgCOkK5Czzg+z06fGSt8n0Lhk4VmB6txWazr+bT+H6fUOAFd5Kd7aXOgrZOuBQJzLoDNh3eI5v2Qr1lpk3zmNdUn9KHlibOa5SwA4gLsMc/wXkduAIr9V+7x4zwOgOd9pzIA+QDrAQSZf2X5L4ULQGtSndPCRRHDGAypOGiLxqkFkXnfqF5J7y9bJlbiip82lpRGPOyV0lahQKAcO9crzzQfGQjsRI7INwSXAfgAAjVukr7hGB+Uj9UwCh/qQz8yztiNxX+seZPqI8525j7eUwJpJT/mxdi0BoRO2rlgufNRTuudZ/MDZAd4VnnlFPCMBSl12PFCvnanAfXl+03fJ+QrC3d2TNiys1x7sL2orLJKsjDtnZMLY4F5LLyX9p/6U0fGQRIlDm3ieZCMoLRhbh4xr/C8pu3mTCtbIHrS+OCbsFSOGz34jIEPcyPfLtRLc8n9M2oTrcABxal/e+oqIyGegXCMEsY4Y9wge70bKOuxBevcgTMXKn6N7zh6yvWfVXjHSOZZfPpQslD8u6cudesP/FBxHW7UBDkgX6bnQhDM8r0nJV29enUEaG3durVNtCVLlkT3d+3a5e/bw1wtSN8msXPeWvUPf/iDzyMJ9I9L19VhAnYAiPNf10kgB+R7HyDf0Xlo46ZNEeAuQH7OvPnRPMRhrgrHHzzkz9G98ePHuzSg/UYE5K9d/6lgGQ8XfAYwXhbwFlSXxXwW6hoL5lcbgKv2zKJ5+2YH5FGaPL90c/QhjJVH0gc6C1c+KPmQHL1+Z8VdciMC8mfr6h0WNLQ5BJBE28MHfxIwQxp9eKdxtCNzwBAB3u9sqFy+tkMqBeRJu+HAD1Fd+85Y6Rfx0c6ArYf9YYd/XNC6uKJdLHDYWgygg2Pxbq3ynli43s9Btm4dud71w2k3rDheJVf5LKqTdnpwKNpdxX5ku7Tdnrz7u+/dpOXr3MTatR12E5atcROWrnH4SfkNn9+6kCt3mCJAitoHQPXSgpWJ+SaVF4Z/WLvWdZ5b5z6s7Vo3fulqN35Jq/NtW77OfZjBvbKoAFAh46xKMxb2xL93yhI3gbamlMO46snug49XRtaUADgcIgvvdXuA9qxpdJYCQKK1Gkx67ygc4EvvH+QPSIpFJO8lLGZ5liw49OC0tpzX5epI21FCAGjBwcxBzHFW0aJ7y75bSNa7BZoQ8qUucNvTFsBS6s91SJGm9if5mm/7zFjl52wsL/VuIj8cuwBs26Fe0T1As6S8mU95LxUoag5EhynGUUIIuFW+9G9Svmnh7G4gD7ivbZ255swa7sWWv2JP1CbGgaUcUnnwsEte5JO2I0xpADuJC9VSWJ9y/x8vAvLlqHtUlvU5syAEv6FTom0WVKRuAKchYG/z4pq+1POjbxFR8aQpgTTfyWoZ5ZGs5dPA00huU5Op/ajXfYtawXbodRj/9C8OK2faJwc4HbYr7r81hlBa/BAMJYydNJZCxx7gGpd3GKZ3dNpzyzNk64EiJcwn7j/f40qnw1jj4ilMh7+SBq55e4g386fiZfXpc/Jirk1LU9KHpr9Ud/xR63a6s1fqEz//Fu791peFkiitrKR7UhbSf49uPVTcfdiqQLR16T97pVuw51vXUaOxrYdOuJeWb3UPzV7p7p22zN0/vdbdN21Z7Diz5XNN3LGb97jrP91cRmE5IJ/4CDh38eJFb+Uu2pgZM2Y4eOHj3IkTrYcwsOC77bbbIkALwAqroKtXrzpr3X7//fdHpVtQa+3atVF40sWUKVOi/Hvq4a4CdnJAPqkXOyc8B+R7FyCfZR7asmWr27xlizty9IeI0qWhsdH9z//8TzRPLPy4xp06d96dOHPWTZsxMwq/5957S8B4APnvDn/v2A2kue/Ou+5yHy+rdbu/3O9OXbziTl645PZ8+ZWbPGWqP9wSNvXKAAAgAElEQVRa8ULg/tr1666lGg4anCKFSjXyu1jfWLBWr2toN+3Mj1eLdDdYzJNP3CGvDc3uVF2hLAB8ys1af2TXHc7TDbW0uJZr17qlfNpMHa7UN7iLdfUFB91SF7oPalY53Lsfr3QDpxdAZz4UAZhZhLHQ8JZVAXft4JlLfTqlz+q///FKZ13WdGG8sTWrXKe5Javc2MC9OL/VIpLFvBZsnhahuFWchSTgu+5p0cDi1YJEWBOyyGKxitUYFlVYPVmQ4OEZS9vUIaxTlv/IzcspaM/YJatdkntlwQoHB3C4eAj/3zslmctUcR+ftcx9ULPajVtSHffk7FYQia2+WD2xsPWWs4ZOAStA5OkX9HPWRSAE9Ro0c6l7P6hTOVClM+4D+ElOgBoAQwDCslRlIcxzqDhabPK/mofjdkbbbqQ87y+O9SQLQD3HoS+giIOfb6T29pS66jBIgMRQtkn//XPOmSdTalK5/vtMrvGHHXZmW1FciJYlDhwO2wBYKloRexC6BcYZg1LIomgI84j7L4Uv/PfhTi3KpG6aQ0JQXoeW8+5KU8RTLmCe3lHUMQ78Ze5SWfLjLJ7j2mHDUG6Tnl0Jtg85B4Bw5kIAN5tG14CWApmJCwDLPMo7wdJDcI9vG6VL80Vrwm4DW58s1yheKAtlcVoZSfdkJS9KFPKKc1h8J+VBOLsf9A7hOSJMXPXIJy2tlAIoZRRPdDNpafm2oa7IXemSfABr7bCIax/zBMqUpPRhOM8S+TBP8wyoDYX6LPWKJfUrYTw7elYqmZMwWMAKnzzSFFtx/VduJ4faQN7lFPe2/dpNAKUQ39ukx8UpqGy6uGvqqPSsCeLiKAylBs8U8tNYu2vSx+6p2cvcGwtXJH6zv7N4pXttwQo3oLgGkbJI+Wb1UYhQ14dW7Suppw5DVluwSO+sHxgou/T2H/jOLdq2241bv92N2bjbsdOWHZ1Lvzjk9p/80V2oj99B2Vn16kn55oB8Sm/YA1QFOCX5ffr0KckJPnhZscelIf6pU6eiNDrMFRAsy7bSM2fORGBZTz3cNQfko+7t0osckO9dgHwl89Add95ZAq7v/fIr9x//8Z/RXBHORXfeeac7fORoSRpZyh89fsL9+fHWA1vDtOH/ocOGuUtX66MDY7lWXj3NF+VMJdbxoZU8h8Geu3I1srT3dDRX6v2hsBwMK754WdJzIGxPk0Nen/g+CReUgIT3FLlf9RFufYCQYXNKLe3CPHrrf9qtwwiRCZaRgCEAwn1mti56uMd2aRaqAlckQzj3dZ3k68C07pYj7QWAEOhEfQFIoHXQAYls38eKFHANCgYcaThcMo2/uD1t09Z/6hFnbchikAWjLABD+T44tcZxKGZ7yu6sNFgKI9OwrvY/FpECy6z1G5aXnVWvmyVfDkxG1oA1WRf9igfwR9p7J5eChjeL7DraTnjGAc6RIQBOHMArWaP4FBjMHCwKFvqP+QcKHChY4OvmoMmO1i1reuZB0aegdE2ikwD4lEUx79CQhkWc9H48zWs9y4B3TNKOH4BAyYR0miMkM+uLf594obW/6IN82fM3eUt4mxZQ1e8uKh4Yeofn8I8HRi0gr3dfGkhpy7HXqu+jAQCuXQm8d238uGuAQasIp31yKEZC5UVcHoShYNc7pT30TYxzykUxUMluEMoWDQ/l81+W6vgoLVCSKIwyACQBM2kbihCU/shfdCzEEdhMX6ld7GxIar9AYRQDNo6l7LPh4bXA6oeTaG0CTnDmAX9ux7KdTgfuojDK2l+Uj1xax9/nrfXeetjfs3WUkg8Z8Q0h+h9Lh2Tj22ueQX378Szae/b6jwsKvOi0gz6QMoNrgGv6ELAchQdKeca3PfC9kl04KlfKpxHzaiPlJcoJ3c/iM17Vf9QVV06JQL5W0QHtGbuA8DEk4LtSO7BYb0Apprzlt2fOoFzGNnmkpRdl09ens3PGVwJsCZAXhd7JkycrSX5TxM0B+ZRuTgPUQzDq9ttvb5PT5cuX3YsvvlhiQUqeb775preYVwKs65Uflu9Zf+StdFlA/Kz5ViteDshXS5KV5ZMD8r0LkK9kHvqf225rA/r+cPKUe27oMPevv/99NF8A0o8YOdL9ePGSa7l2vU0agFoAZMDk+UuWuT8/8aT79/9sC+z/4b//2704YqT7ZPfnPv6NAPBeqCuC6HDHG473zNcNrdzztPd83VUHOC/gPfS5dz4H42PHWE8dL0nAA0ADQAcgKA6AlQ/7pPg3SziL6zSeYRYDFrTnPxZCLEaQKQsRFiFYSEI/ApjDtnzAYqwVqw1i95Z+4YDCaLG2yiywg8W8FpksbFGIkAYlQU+VK+NJgB6LZRbegEgAKyzS4wA+wiSLrgQfu2IsvbWgtg1Y2ZnlykIYWWvsVOIL9MHKuTPr2VvzBlBnHmQ8Aw4C9vDsAgLjoJ3AMlQgGXNre0DRzpQfbRBnOu1AGctzDEDHcyzQk3scuBqC8aqb3TED6G3T+UNmF3/ieb6RhyxBvdwmLUkF4zWeddghylOVKZ93PXnJUTZW5hrfCmeOSqJmoxzAYOICMt5TtFZtD5iouXvIjFKlI3M5+afRq6i98qF9oc4hhUkWK1zAYYH6nLEgeVXqazdIpfOMaIeUDp/2h5b9gON2vKi/Ql+UMwCWeqbSdncQT3mEdF6yrud+2pgQSBrWWf2T5kdAtlc2rMs8R+ucD56TtPy5B9Av2QHCs5NAbU5SsqHsQGmkdIC8cTtBGHM8M4X8CmOXHZJS5qqcNB9FTrk2xN3X8847buic1u+nOGOGuPSEWYUfawDVs+/M1Z6a0LYZJQhKBe0CUtw4n28ezfvcR47IWlb1jK2kOqWFaxcCHPJJ8aSAgZ6xM345IF9eqjkgX15GVYlx7tw5T4FTlcxukExyQL57OioH5HsXIJ82iuoaGisCOg8dOeqOHD8RpSE9FCEhMCowHnDZHlx65MeLbt/ho+7L74+5o+cveUCb+wKhsRgP8+pp/zsOyLf49p66XNemrQDvPxYd15TV09p/I9UH+VmZdpU8K11Y5vEL3MoAh1j6YJGJwgIf62sdHggADEjXU4HgG60fsUJm4Zbl8D0txAD0ZCX2Qg+zjJf8ZfGZZl2n9lhfFmgocpTXjepD6YCCyiqyWLD3m9p6iGZntU383VnAOSt/XQM2Mi57m2Kks+Qdly9KKQGWceCNwgCze7LiA1A7abcLzylKxbj22zB2zPTLQBcmmQCmZrUc9tauRQvduINJ6Qd23YS7uAAEoRJJs8DX8yAA794Fm1xfs2usEoBNFDy0MaSI6VvcYZa2m0J1ifMF+El+ANy8J+LiYjUeKSSgvZmU7XBg25+6xphBZWZ9h0kOKGfUXs03cRbAUPjcPWd9VA7lCegkLxRdtMnSwgD4x7WdMFnGk08cXcoAw4kOf3hSPv2KoL7fhVQBhzk7QyQzKQ8A2KMzbWKU8cjJ7gb448LNifVSfQHgGeMqC2CY96u1UGfcUDbykoJG8eUDvDOeUHrAgW7j6YBZ4gLG23uUL6tt5YXRBzQv/AdkVl0r8XWeA8YgjENLMZgFlLeH7T5SVIxhVBLOcTwj0XMSKfUK8kSxBn0O71fmDy9XMy8gBzuWUdrQZlEqVdJe6B/Vj3pe4tLr4NtVX3+fBjm0+14OyJcXXQ7Il5dRHqOdEsgB+XYKroPJckA+B+Szgq5XGwt8bVcbmyLgGABUAHuWA0uxLNdhp6QjfVz5UNh0xHkO8bp6b5EO8A/wDUCbNc+Ig7yuvtC+DlrIn7581dU3NZd1dci2vtGdv9rg3cX6BnelobFsuix5d0qcxibHeKjHZWhf++OQf7y7VN/ozphxqPGIj9wvXG3wdaSeneGWfbrbdaWbt26Lm7t2c+SWbtvVpeV3ZVu7u6yl23a6RZs/dR9v2V5FGau/8KvjGANLYhzhuDErtxQWpsGW+bjFVhgm6oM/f7TCLdy8vY2bvW6Lm756k3eTV6x3WdyUFetd6Di0U5z845eucRwyqoNd/SGvHPQauPHL1rg7i0BAmoVh2Cb9F7j02sLl7oOalbFuzOIVZUFAgUZd7XPg3P1Fi1cBEbRJ7VIYFFqdpVAB8KMcQCPJtRJflAo9jQqpq/uyGuVhaY5yEytogFcc1yitAKqrUUZX5AHYjYKGMYE1f3uUssgCJS/js9+0JQ7rbHwdaIqisVL6E8a1APOQS97KhXJ5JgAYs4L95G0B1IHrv/F56BnGf7A2mRZFz5wFgUmDFS114/lHqaH8/PkrMYCs8knypaAVV7jyw2oZUBngGjDQ8o0Dgt/9UUHx1pGzO+wOCHaCYFEcV0/ARAuGam7CGlmAI9QqcWkJA/jkAE61rZzPmEBJADAKcAqobNsfB8b7srceLikDCpykOslKHMv1pDg2nLZa0Bplgm0T/cdOMeiEGKOA3NRbFuvyaTtAOqC3zZ9rgH3SSD4oKkpA+CnLvBxsXoqb1Sct7wiUKqShPD2D/OeaumhHiMYZzztzCHGoV1j3LP+1k+6xOSvdkm073ZA5rQfJky9AP6C9nUeQJaC47X/ivrJkg8+DfHBv1W50gz5aEe3uI46v65TC+/TOyUtc3JkGzAsaw8gibAd94vOC3mlTvKIsTKP/jGHSMtYUFudrx8Ynh493EIGKT54D8vFysaE5IG+lkV9XVQI5IF9VcWbOLAfkex8gzwGbDQYc5RpXOPgyHgCPA8XDsIbm5mhc8bxyprkOKz1d11gRpYsOLyW9PxiUg1iLDlqcNHelscmXe/rKVQe/O6Drubp6d6mhyTW2XHPc554FZnVNfMBuykorw947c6UAyneEQ576NTa3JLorDU3ubLEc1dX6AM6XGxoT06fl3Zn3CmOryTU2N3d53RiPP9a1HpZ78vJVz8UfcfIbaiDkh7KjM2Sx45uDrivd6k93upXbdkRu+9ffdaz8bw+6HZ3uDrkd33a+2/ntIbf1y2/cnPVb3ay1WzwYXbt9t6vdvqfELd++x7Vxn+1xywNX++luV7Nlu1vyyY7o3orP9rhSt9et+KzVzV67xR+8NW7pajd15YZkt2qDm7pqY+Smrdro2uM+rF1bFmiDG5qFFmBN3AIrLQzrR9Jicf3OosLuBgs+deQai1K4rNsDuFEuoBt1C7l509pj7wlUAujpSDu6Iy1gJW3HAUaweLeWqgAy/Zbv8aCB4sGzXe26amy1h06BvtAW+RsJMK62DPP8qjuvpMlTz414wO18kOU6UlCmnD/BLi+swXnuOB8lS772WQCEBOQjPQC4LL35D9gdB9yGB3pSrp77kgPGi/UCgM1aL8UD4PN5FilAqIcUairL+n1mrPCHnpJeFCO8R9r7rKvvVAYgLXM4uwcA0ZmDPFhrrLXtroT7P/7U1z8rBRDzp8BkLMyljIBSZOD6/b4vVJc4n/dSSFMjWcoXuEp6QNwkxTLhqgtjN41Pnn7RQbZwrsuamzGld15cfRWGQheqm3vmbIjK5B7tZ74GoLfAO/cYo77c2WuiMaL8Qv/uj9Z45YXkae/TRjjlsQqHJ96C75RrlQykQ4mlsUW9UTAov9c/LtSloxby72zY6fadOOvzpb9sn6ksxkfIFc+9O6cVvlH6TFnirja1RGtoXbCWZh18rq7Bffx54fm6a+oyf/aBxoj1BYanWcBrhwNKKZs27RoFnRT59pmJS6PdCscuXlEzqurngHx5ceaAfHkZ5THaKYEckG+n4DqYLAfkexcgD+AYAunl/mP53tRyLXKArHFpAPS9JXTRIhprcw8aYz3e0FIRIE98Ac5ZqUWwctcBq0qb6qcAtIC3WSlzRMlzqq6hsjY2tkSHtaaVpfwlS8qB2gfHNXVVO+GYj+ubmy2MMYMiRjLzVEkxY/B0fVPUB8RlDFVbVmmL//xe1wEtuayTZS3LyDRe0LiFl8LgQmZxGUfTYOXOfQ7UxToN3n/xnGKVChg8euFyb7UGvYalVyFvACy2mQOy2zzTrsWLn7Y4VRvifG3vxqo4rZzuvjd8bq0/cLP/tCUON3BaQcGC3OKs5MK2QgFAXFy1qWGwFCZfQICw3HL/oYjQIX1vLUwev90t/7z83tM30DsxXgEmy43PuPs6iJO5Km1cVMI5jVUtYKOeUcA9FGr8v2NS4TBSzVWKA8UFQCMApQU2SQugBsCmuPJRyGKtzX/4sePalxYmznPoQWw8gHqs0Mkf8BcZcZiqjcO1rJyZ+8ODcdNkyT2UttoN1XdWEfSN6D1aufvVVuYjC24LtOU+youwbnH/kSPxAcq5D40K/62SxXLE04dYsDPfYpEel2cYpner6g0gnaTc9AqCScW5f1KN83ztK/cW+P3X7ffW2gJjlV+cdThyQTkRlq00WX2AacbgfQs3l4xfFMQA5YxrxoJ4/MlXFu2Sg7WwV7mxwPaUVgW04klOUj5I8aBnafaOAmUPMlV5lfjikF+094B7b+Mu3/fIDSt0AeOqS5xP29jFIZqkFfsPJyI2DS3X3N1TC7sALAWNra920NAeq3y3cbj2u2uKSqnE3RlmdwzPrxQdaRRM5C0anycXrU9sS0dv5IB8eQnmgHx5GeUx2imBHJBvp+A6mCwH5HsXIH+5vqFiwBEaD/vDejwLaAm4CciJRXLmQ07NwainihbhWUBSC1qTztPjNDQXFAENLQ7gNQKusZq/2hirJAgB2jSgXDKwtDyVWMlH1DzQpiTww9sDXn2djXysTH1eRQAaIFp1u1l9yY2xcIZxkCA3hXvFBmM1pS/aK8tyC8n8fu8Bc27Uvrx/SsFakwVduHjL8l8L3jQQBSqCuEWpDQtBeIAOFu+yuFLcIWXALvWDwOB2g2vFLdpYeSvPnuTDR41iQ3IJfQCZLP1HHFmHwoNbzTYClKleWCdmrQ/xZG2MkqGadcrzyufcpDEAdQvjtRzwlDSORQmThXql5BDHWas9OAlISd4AdVgUQ70ii1sAUoGRAOqivRCwTFpAvnC+pD3QkfCMiz4Dy2yF45OGcgHK+Y8iTHVJamsYLlqQP338aUXPufKxPN9QKSX1UVw4ChDqLUBXlt6Ak9CUEM58CO1GyJEOsC4ZZ31XAFJK/g8s2+Hbq/ZbsF07GahbpUoOAay+PwLlAu0CyKW+WKsLMI2LmxSG0uahGKoZ6GcEEpMW63b7X/lJZvqPj8LH/o+7Rk7UV/JTHL4jOCBY40H+wHVfR5Qzihvrm50PAt8FjFslEdb1pH9t9XY3bMlmf41iQOVl9WUxfvDsRffgzIJRgh1bPL8A3lC88PzRbhQgzBH22YLGiPq8sWa7XWqXXK/++nsfB+qnpPrRZvLJ8t6XMon49O2AtfEKIuSi+QQZpgH99F2fosX/sqU17vr50yVtqNYfAPnDOz9xhzetdIc/WetOHjpQrax7TT45IN9rurLnNSQH5LunT3JA/sYH5D2HN5Q0FR7aKgCSw1rtr7klGyAPmA0gXyldTStIWjjgtRwornJ8WQDtMeCrwH1A+SygOXUmP1wSj73kgy+FAIBuFgDYKgiS2he1CwVCfXlQmXK1Q4D62PrdTNdSBPm+zgDGa7ygOKK/q73LIG7xmIflgFBPGgNwJ7Mwaw9NAYtDLaxfn9/Wen3UwuXeapv8/WJx/iYPAggYgqsX4BWAgfsATmxFDzmMB274xm9TVz6AtOUocoZ+VAAHWHAmLWLTwkUFoUPbekqfsZPAHvwGPQDWmVgECogCbElrW9w9gTpp/NftkYHAMsCRuHLjwgA2NCY6i9++PW3J0/TuuZtDbZljBFDHjc20MAGAWNpnGSuMbXsYpOa3OH/A2v2RNbF91uOsXFF+DVjzpQfa4vjQRfUBiKfnHmCQtrGjiPIBstPaau8BAqrOAJH2XtZrAfLiMs86D3EAvMq2gKgAcu5hGY4SAiCdwyl5vwBKApAqLT5Kj3L1510kJbQAUgtwWrCVtku+5J9k3RwnI/HC2/pV4xrKE82t5Mc1ssLZcHZW0C7VDfAemhO971UXgHlZ0zPmUEiwc4P7WKMDgPNesnJQWgB8G05e9BXfAChPeAfLol1p0nzGENzu/VbsjUB82mGNDQRcc6i5dqrQJnadqK3lfIH6fIdAQUWdaEu5dHH3dR5Evxm1buWOvbHuqfmrfRlpigPNPbbP4spTGM+D3T1D/3vF1YLNHqS3yhWeE//sGMt55YPP95zG63NvjXI/PPD33v04YZi7duqohRDafd189Bt3YdoId3zQ76L8Vc7pEX9ydesXtDvv3paw0wH537/4qesOp44CFG5paYnctWvXdCv3O1kCOSDfyQJOyD4H5NsC8t/M/73rDtdeUBXqmPamJV1oIc9QAaQvl6dA6jTLboGhcb5A8STAmvLP17XStXir+BgwnvI9uJ4RjFddrNV0ubZyv5QipSlWMUDeUX1SwF8s5k9eLigEktqlepb49c2tioQEq/ssbbmR46gfKh53Da2yS9qx0B65ZFmU53F6N8jT0/sXShYWlFhQ2kVWlmvAB9JiqR3XzgFFsN8DHQnb9NnWTh5w74ZAfFiHAeu+ihb/j05Pt5x+rgjIA/KH+WT5T32oV08D5DmElXp5wKQIoqk9AuRlIajwLD6HQpIvFEJxfdneMKzkxZmdxXoPUE1gWk+TfXtlkKe7ceb4+4o7hgD1sjw3igPwzfODq/TcCwD8AdOXuLuLzzZ0XtSDA3c5eJU8oToR8AtoDfBJOCBmJbtPoCZTPZm/RTUD3zttsdbfgPIhwKz24mPJrzlHeUJbYeNkvRYA+OCyHb5+UKlleW6GaVdDoHgV/Y7qlejDo770sxLglwNotfNA9WdeAiCWZThAMhbDhd0KrUqBkCZMfebLn1RTAnIrb+tjaRwpCopW34DSKjexHcaK3tP/GItx0pAeRa3ndw/u2TyZe3l/PLqlrbV6VM+th/14JB0gLooJrgHDiQOgzn+Abjt+yBNwHKWHHbP850wBW4+4a0BnOOTtvUK7lvv+Q/kuy3Xi0EdhP4oGR+85QHXiFhT38QcBR+1m51ZxfJKGg9O1C4y22nhZrxk/5MWznzTeNSexWyApXyk2yimUbHqAdJ4TC8xTl9ChgEpSJqEk6DO1sLPo0bFT3eG//Ls798g/toLm/X7p6revTECZsgVfWvhBa34P/L070f8X7vSAX7pTA37hjj1YAP8B50+90Mc1HdyXLdNeHCsH5Htx53Z303JAvnt6IAfkb3xAvj0gok0D73zcj2fy559d0XFd6uoaCwAnwHYJaBwDmsfdFyB+KeWwUg5gBWxPK0NUNZUDtC0RzQ0HwZY/8JNDRIu8+VjXw1Fv+d6xwBav+aU6f9As/Pxx7oLaBeVKRnkpnuRGXeLy7pqwJq/IQXEjh2KnEkc6ziVQ+iw+u0Ai5UsMZ7xklOTLSj5NCWSfjSzXSR/YefiNA9D09r56cW5hMQVobhdrWa7TrMg5DJWF3V1Ta0sW5TZfLdwBAbJaqLHAliUfB/kl9Y/4oKkD1na23HLXWPppUdqTKGv6TyuAcwBy1hpU7RGQHcfRrDhJPkCc768E5UqSnLOEa4yRP8CBgBtbF/of/mX1LYAcuwGy5J/HyeVUrTGgeYtnyY7PcteyLC+nKKy0nncUaalQLAL6S4EJVYnKJCzL/Ak4KmtmWdYzj/jn3gCKgKaRJfSkGk+FA7c6cwQgNKAfClzRWZCe+uAD0JaTVXifvEkLWMw9gc9YH5eTF+eSkDZUKMsSGqoY3jMoWD3oP6nGA5AWABaft3jByQ8HUIm8LMhLOJbiyJt3kSz71S/cD8FLwF7liY+MQq56+hY6k7AspUNhKtBVYVl9zak2vuiPFNZ/+Z5UShLbZ7Rdfc9cLpDb9oHajPzKnU+j7wjqgoIHC3T6AgUuSgTVEbnpzBPkZPtQcfB5dsUhb+vNtWT4+KzC2TAcHi8ltyzswzT8Bzi3O0F02Du7ACkTGcelKxcmmiioA5PG+r1FpZxVboT5ykI9HFdhvKT/OoiXPsR63u+yQVFiFCDIvEABtcErQOy4GvHeO+7cC//tfhr6O+9anvmt+/HRX0VAev2ONXFQQtmw8xNfiPI4P/gW1/T0v0RlqKy6J37twXlZzDd+8UnZfHtzhByQ7829281tywH57umAHJC/OQD5xubmRKt3gFDA6KYYxz0s8OPcBYHTWKZXCCoTX+B1GmWMrMgTaWjM4bAVHyzLoascmppiyR4HyALmijrGg8NF6htdY8Fdjhe/1co72dI+UaZFK3nqEFe/3hwmPn/PHd+OMafdC9Wk/En6wM7Dyy+0cxl1nYzg7GVRaRfUSQs3hQNGaBH80ty2wLisPdMsTQU+wFurfLP4LLYpO82K0gLyADHWIq9cGVq0U0ZWzvrOHq8caCt5ozCIa4MWyFnAufj0BXALkKHa7Xlp3rISqp3C4n6tp+Gw8qaNWMbnYHz1+6Dafdpb8+PgacZhVpolAYpYtpc73LoSmb1ZpGOJKEBmr/VguA479hbDRctiwMQ0MI6DVQVuWjoaf3hyDKAI+C7AX/NOnI/1NgA+YKHuh1bJcXONDdPBnnr/COROO5dEctQOrxCABRSnPtTPlmWvUdSqzrwjAFypA/KRxb7u4/edudqDy7QXfn/dQ65YGwssJpxDVlWWt6IvHn6uNPiy7tZ70N7jmjZJscAYAPxGgQJYjYxQGDDnc4+8qLOActKPfHVEVMcwb/6TNqLfmZ0sJ7VDPsA46TWOqBf/rRKLd5ClmyEN3wK8hxlbKHVQlAgIJr0U516WS7ZH1Dd6PyAnKY6Jz3iHQggAmZ0ZBSD5m0juqq98q2gfs2ytm7xivXfvLV3r+k0vvPvUDsYC/YlyQDsAuIcbvmBllJY87ptasLKvxDpdddK3zPPvT3QLZk8vyVf1U92SuN7JSztVoABU3pX4+nZA9mE68kxSfjz3/ji3/tVH2oDkAssvDrnFA+rHHv5nd/3CmYrArEsL3/dpjwD98ZEAACAASURBVPf7B1f/l39OLENlnR9UUAAcf+Q37tq5ExWV1Zsi54B8b+rNHtaWHJDvng7JAfmbA5DnoFaskasN1gqYroh2xdO6NBUs31NA5Qh8vZxsRe4PO/WHdSbHSQS2M9YjSWbUD3AecBfHNRQ7SfFtuOSWhY8+rv5SZtg8b4Zr8ce39yBhjZdq8shr0Zj7ObjUk8eAtWCGwiBckIX/AQVkjQ1HeNi24UWrexb7YVr9h7OexW1aHMWN8++cXFhAY+EWls9/tUnbsalvOaAIcErgkACZP88oWNLFldGVYf2K1vEsvOPkQZinKgDQjllUJ6Wx4VqUdwYgL1k9NXtpCTAvkAMfGoGcMz6fKzVWusuHS15UMWlWswCz4m5m/Kbt2GlPW1rpMIpUI4CeM1d5IFPPKpbOFtAFBAXoBPyELgWAWYAmdYQOxSrssHgnnPnOzgW69ha8RYoTD/hOWebrAGAZKgBkYY41utKX8wVI0h7qQvy+swp0YSghy8lNFvKAp7Ys5kDahYvbTaS4gJwWOFaa0PeA99TaaAePvW/Bd8mA+4wNlM1Q+6CwEA2aTxvSxgT/7XtYYCvpOC8EEFr1lw/Hu23Hwqcf8NQeXw/8Fzfv2f5uyJgPvSyQM4oW6sw4QE7aNUH90t6RWPHr/ci7xtZDgG2oGMlEHTSpxn9PYFUvBYHk63cjbD0cjWHy17cH41rtz+LLinzwvHhr7cWfH3D9Z5dS4qge+KPX73RHzl9uA8hM217YUZf2bk6qn5RPS576owef4V2/fulcSRljVxYUIDzXSfnQn9SxkmdPeYlWKU2eVhFS+3w/t2fE/e7c8FaLeIHicb4obC7MfL2kXUl/Wo4fdBdnvRFZxjdkAONVrsr6cfzQpOx7fXjVAfmeJjFA4ZxDvnt6JQfku0fuOSDfeXK3cwnXcb/LnQCSdyUwCwhdMYUIXN5FahfSJ9U3C/gqi+d2W0zXl1cMJNWvI+Gnivzx7bHqt7sLqsmF3pH2dFXa1jHRMQVMDsjngFA5EKA33gco1eKThWXS9miAAoHVHIwWd7iqQBIsR7XoC31Z/sHXG97L8l88u0kg2ItzWy3KBUgBqgDcsLi0ZQCYwIUqmgYArjunFbai/3lmW4VDd/Q/PP30TwiC2XZocZ9kQW/jhteycO3bCZQ1cfLiEGCUJgDwcPFmoaeIyycPy+frzhgDI+fXOu0c4rnDkhcgE8to5kfNKdy7a1JNpyiSmFs1Jz+8/puSMrHWFgiqOGk+c1oIljIHAOSSLg2M07xC28N5w/6HI1wWz1hPYxlu74fXULSozjpUljg62DXLboNWDvn1bcoSkH3v/PI0OigeADyJKwUH7cayW4C16opFvKzECZMiQe2TkkHx8XlnaqeDDQ+vob55aE3rwbgA5H4HRgDYUycAeOLfNaX13f3A2Flu+V/udsce/Ad3ZuAvPagJSAlgOXzM+17e0MjZnWuUYccSIDj3CefQUSzPUcDw/izUt8bZ/qLdAnW5T3zJAl90PIwJ3rHIFyoUfUeEMuA/73e7c44dHj7epBr/rv7fDwt1oR9sWUnXtEnlbJk8yv3c0hS37PZh+0/96JZ/ddjN3fWNA6Tf9v0Jd6khOf7xi1eivDE0SKpDGK7x/+jYaQ46FvoM2pUTj93q6j9b436qv+Lrs3HuVJ+/3YEQ5sU3jORp+zaMF/efuQTZwI8fd58wKVZefm2ka36mLW2MAPE4H5oZ0ckcG/BPvn1n33jYXVk+rUT50HLysDv3/l+juKS5MPiWspbxtkyocn4o8sqT3834ywH5m7HXu6jNOSDfRYIOiskB+UAgVfx7MwDyALGiX/GgeENzOn1NQ7MjXhaamFbwNZmj/sYF5AuKjNxCPlkhEwfyR4f8tpMmSRRFaYqguHLTwjoDKMjzzAGozhoDzxhQngUai31ADazysIyTtTn3Hk6hFXl0RmELd7hot4s98c7GgUQ2XtK1LBGf+agtXQ7yGfpRgRufut63aIvn/eVaDgACazKBTQr3FqY1hUPpCIMSobPkXUm+qp+1bg1lI5mWA87CdPwXiES/VlKvPG4+H/XmMYCiUhzTegbl3zmpMD9ALdNZMhB9jnjJsXhPBXaL1CWAdwCgUG4obdxzL9A6VXlaPKQTwC9t/iF/QFwpNrHGJl97pgUgPe8FWcEjS4BJ1Q1KE8KSDgoP5TzpwwnRnB4qkclLIHJoQa/yQh95UT5ttYpbb02+6UB02CnAPfGQX5gH/0kL8E0c63iHYjlPOQWwv1XpYuMhO9Xdhvcb/5H744R5JXlyf8jYKW76S0+4g/1+VcKnDd3H9ed+60HNq8//mxv53ugoLe8+6oEyGjA2fBfacnUt5UScJbal8UHhHicXwlAYq/8B5wes+cJTAQHAQ/uSNMY0VgsybOXlR5kUdy4JZaFwssqzt14Z7gHfY8PvcScPfutOnjyZ7I4fS74XpJswpiBXlCNZFOLIXDJd9/wDvn9anvkXd/ZhcyDqA3/vjj13hzv2l/92Q94tjPO0cax3OPLhOUySvw3Xd1Qa2G8Pgt761B0VAeQCy08XlUMC5q1/eekkV79zrfuhX0GBhGJCh7U2x3DGK88kX9z1V1ZMryJqc+NklQPyN05f3XA1zQH57umyHJDvPLnfLIA8VtoC5bF894erhsB8Q7MPl2U88ctZd0eUNWkHnxb51Mk3jtqlXNjpusIhodQnDXSt9j0stFFKVEr149tzE3PI0w+i+zldXzn/vsYfY6tafRouHvP/OXjV08cAdA0C1LVgtD4AEVaJae1Q+nRAvgB8cJCnXSBmvdbi/NkEQJ5wW28s+LBeK1BMyNKvFSxhOzs8tNBQ2APvesKhrqOLlrIANGnygX6BNnv6hzLWqWE+skpN2nGQ1t/5vXxe6+1jYMS8Wse5FH+dvdShBPzb3GWxu4OqLQfK45kWXzfPLYAl8xkAKMAw9/xzP6kmcWdT+LzzXwdKkhZL6Lg4CtOciKWxwpJ8QPd7520omX9VP3w5gPvQmleAOO+QLLKsfXOYe23kSz5PdjCEdbKW29zHWjuMw39obazVe2jlbdOgFPFtQN4bvo3NT/EF3KvNST6yoO28h5i/FY9w3nXaUQagDhB59MX/dfte/qP76uV73Jnh/+PDrjz+aw82n32kFdS99Od/agOgLnv9Cdd//OyoDJUlHzo4AFrvipb4tJl3I2OPcOKivA6VILKk5j5gO3UHKAaARjkDkK9yaCd5SlZZfB0WSx7+nRVZ7Rf+04dY8xeUHSuisog/ZvRIfyjoqQEF4PerZ/u4pUuXRm7Zx4vdtndecF89c6f7fuA/e1ke7fdLd+Cx/3S7Rw52a2dMiOLadBs/HOXjjnztlag8gPM4xQLjTN8u1GnSC4/7tNeeLShN6NsQlAe8XvlknyjvNEt2PXeA8uGzZeWLwsiOzYcSzqXhm+mu4ngc89IzDk74JCA8LVz87oDtDX/5jbv65D870ctYcB4wvfGp33iZnHzoF+0qi0NeyfPHcc92HojTg3POAfke3Dk3etVyQL57ejAH5DtP7tUG5Osbmxxc8KGDGz48dPXy1XrXERfml+U/POo62FQ0Nt4avgg+6x7xyC8LIKo0aZbkAlnbA26fulyw1qdOWepTrTii+mkP1Y6svLu6ztVqe0fz0TirVHbaTVFt5UuWBWUeJwezeuIYgEccShGA7adnL/X8yFkoBGhLK2VNKa+vXRCyqGRByuLUhme9xnqf9ABjcfKDCoX7olDgOuLl3XrYW5CxCAWUgmqBcrHQ06F4Ah1oS1z+XR1G/XGPluGH14KcLf9ZZSmAIO2Q3K5ub15ePi/mY2C5Yx4Wn33agY0CkwF0B209XPbZh2ZFFtHsrCk3VzB3ag4C8CwX3x6YagFmLM8BVQFowzzsoZtZ+OMZH+tfHuJ2P3Kru3PiIl8/gOMwX/Frq/7MjQCm1BHfgrwcmJu0awvw2YKY5IeFMWePhGXqv6yWVXbo837SYaZKgw+YCw2JwqQEmPr2C4kgZeNfC0Dm6QG/jOhP0iyMd434k5vz5rPug9GvuAHvT/PyyzIWsL4G8PVtmVTjSMO7VHV+wNC/he3lv7X8jxsHanOcr3dVXL5JYQ+O/8htHTkgkhu0Jif6/8KDttveed6D7Fvff9l9P7AgPwsQh9d7Xxrgaj9eXALM73vhfp8Xyo9Jb78YPSfUh+cRJRbjRtQwquey1x93Up5cfqxVcUL9RF8DKK06LHr1yShvlEtxVvCcCaBvl0L5axzzBlR3KOxRUCFD2wf8D2mX+C7iOVddOSCYesQpeNKAeN3T4a7kcWpAK9AOMK/2iZ6moQjIQ7mk9JX4Sn9s4K/dqeF9PQ3OlTUfuesXS7n5Ow/h6d6cqw7IaxB0ty+xAgpbEO3atWu6lfudLIEckO9kASdknwPyzh0f/Zse4coBlU0JPPQJXdstwU3XrrsL9Y2RFbMAdayaCee+/fHcpznSkAcgdJK1uyhw2gvQAuj/VKYeaXXMeo8yWq5dd9euX3ct169HMqpEkYBVuGTa1HLN50V+3eVaUBC1tETt6op6ILvTReXPqbrGxHFhx4uVW31TS1XldfzcedeVbteX+92OfV9E7ocz57q0/K5sa3eXdfT0Wff14SPuwNFjuYyDcb7iiwN+IZfGS4xlHN/3WNHFLbzTwsR3TvpDp87Gyn/f0ROF/Kcs9ZaHWkuwQAYEwLIRAAFrTigdBGQTDyt6WfIt33cgNv+uHn93Ty1YyqZZbiIzLEClVAB4SuNxpv0s7H0/TKpxn353NLate/Z/E80pzC9HTp2OjdfVMumN5TFnF+aVH3IZB/NKZ/b34ROnvNwPHT9Zdbl/vW+PWzNpdLvd2EkT/TPKc5oEynuAfXrBIph5F+qPpDkUq1erqISSIimuwv3OIWONDOjHPCplpuKh1NTBn5pzRYdjAWbFl09975paAHn/9uH0zLL6fNi9HtBbPbx/JCOUE+FBrhxAqrlO9Qp9C1Ji/Y21N/Km/ha0v/PDxW7kmA+i8lAyAMz7XVhrvvT0KQDoFhid+vZw99z743yaPxlrc7W/nK+8do4o0JvEAZRNfy1wdQN4AnJC+xEXLy5s/jP9fN3iqGji6qazB0IZhv95vzMeAH2lAEKWhZ1qhd1cWa3kGW/KHyv/BW887Ya9Pzai8EEp03f8fPfH8XPdw2Mmu1deH+k+e+XBWBlcfaIABH//8G/cFy8+GIHCgMBYWLcULdavP/c7b7ENx7uA44N//je3deKbbtP0D7w72r+wI0Hc6hx4aqmBVGd8xg4KkKMv/l9fL1lzA8zbfgGcVnmib6n/yz+7Va8NiWRAfowLvl0Y8zJSUHl9Jy4siatw+f2CXRLsxiA/xrPi4M9+a6iD+oj6CDS3dc1yLQv5k0VFiIB9fPK14Lss5FEsZck7jIOcJLvQv7RgjIUZeuV1Dsj3ym7tGY0C1Lp+/boDIM5/XSeBHJDPAfnOGm3XfvrJtVz/yV3vwDMN+CoAOpGipKElOiQ2DbhPAmgv1jd2lghS861vbim0DZqfLPQrUNUUdxtcaWxOzburbmrexu/KH4odjQvf5w0ticC8LOOJ31Pk1hFZHTlyxB06dChyvDfzX+dIAKOMCxcuuCtXCgdvdU4pN2auPPF/mlHgxk3idmWRL25XyyEct/gPw2S5NWbj7lQBDVu62S8ssUBkMQ84YBeacddYTGLtx727pyz176nUQrro5gvLCtZqABmhPML/gFsC5eGb9haMq7/wvMYAd1iiAjIJAOszZYnb/cPpxJYcO3YsmlOYX5qbe8Y7JrHCN/AN5mzmlcuXL9/Arahe1a83N7n9C6e4z8aNiHU7xo1w8e4Vt2NcjBv/itvRLjfS7RifwU0Y6XaEbvwr7rOxL3fIvTd+fDR3QVHjeeGNBTXPNbQm1hodhRwW2oDkzMOAywDNmvfun7gguk6bg5k/le9DE+dGaZQPQB70IRbQ5t7DE+dEcalz3IHU1FvW36R5dsL0iuT01fCCdTKA3+aRA12foqU8eQlU57BWDg+3gCXtAShmHgRIh8IDJ05ttS30X5wwxa0a97rbN2Kg2zrkv93wUaOiNoZx+f/nsVN8vQANV7822McF9Azn7LT/2k02eOzUVICyvmhtfObhVi7uEKxM+v/9g79wfxpboLHhXZlWH91jfNFG2gPYjkwZA4wHAGLkqrj4yFdgLwC93sf45RTN9KHk+7f33ouVg0BsrM2llMBaOqnN1voc4PbKY79OjEseHE4KSEzcg0P+zY/Tne8O8/8BrMNyLr7wn273iD+59a8+6ja++oj78uV7XdOwfy2Jxw4G8gvpWQRKc09gOGOcMk4O/z9u4qiX3D0T50cykWzwX3t3lPt8xH2uedi/ujV/e8i9NWK4e27Uu27o+2PdG+++5RUZh/9W4IL/ZORDbuS7o9xd5rkhjwHjZ7oP3/6b+74YT7KFCz5sZ5b/p4qW/vSN2uTbUgwHRFc+KENsHIVn9VXGuUd/5Zr++huvYLH0OGdG9nPXr1yo3kuqh+WUA/I9rEN6U3UE7OSAfNf2ag7I54B81464yku70tTcClxfjecNt6Crt5QPOewbWwFbG/fMlfrKK1TFFJcaWi3e4bM/kwAs+zoXwXh2DfSUn+btrgbkaX9jy7VolwGKCoB5dhug3MDHel4KjN4CxtPuHJDvutGfA/Lpsv748+/8YrHv9BVttkNrkc4iXAtJrDYVnuZbK7mj59NBy62Hjvv8AQGwmMRCk/QAMXdNq/UAAmAAwA2AlKzJpSiYvXN/eiO78O5XJ89FskrjhpXssJQXjYVkHOe/snKb++FCulIpB+S7rqNzQL5U1qf2bKsIoO0o8N2T008dP8b98cNSq1fmMQGber7v/7AVaFeY9e/6cLEbPX6Cl+vICZOieYV5EmtbQGoc84fN+8UJU32aNeNec3+ZONNb+9p8dT1w4lw3e9y7Pu7s8e+6+0x9qC/gPGBu35mrorJJ+8qEyRX39Z43ChzcJ4p804CVWCCrLqEPYAw4n0b9JYXvwIlz3GsTPnSjJkxw08a/5zaMfTWq376Rj3rQEMvmAy/1cdNeetK99Pprbug777lX3hvtoJaJs2Z/+oPC4ZxQmGiuTvNRpqgNm0Y+HIGWceDk+cG/8nWCHkSUJ5abPC6NwgB9ZSVPeWkHAau+AO6qW5aDxHnHW6UNQL4UPeTDmPDnuGz4xoP30KagUJJlPXGe+mBiogx0mCdW5z8OKsgCXn21MfRltQ34S5rwftx/5Clwef+we9yud57zMocCJy5+uTDoaSj/RP9SQJ9yCMc6/kS/VtoaDn61eX77Ul9Px8PY4EyBK8//R8l9LM/Jx1Li2PRc6+yBrx77N2+5f/6F/yrJQ/HJB4eyQGFZ/IaixbqUFlKW1BV3KYRtJ0/FQcmUpQwbRwfIsgvChqOcUd+debV/6YumF/3LAfle1Jk9rSkCdnJAvmt7Jgfkc0C+a0dc+0qzwPWpKw0Fi3ILXtc3O1HXRJbTxLvamAjQAsZ3sWF3bOOx2ladPbB8pd6DyQD0tNWCyhcbmmLz6K5AzdvdAcjTZnZhiNYokuGlulZ5Xqpz5+oaPHjfXTKqdrk5IF9tiSbnlwPyybLRnb8t3+oX7AAvcXynLOyx3vaL+kk1HizXYj/Ot1ZyH+/5RsWk+qPWFbiPWfwn1UFlQeEiuoUnFq5313/q2t09qQ1xzj2/tGAlD4gRZ22qdsgHzBEA8sdpy1y/mSvcAzOXu78u3uAmfbLPfXkyG6dqDsiX65nq3c8B+VJZ/rBtTQSC9mSwvKvqtnXsK+798ePckIkfRWAo8ycg+1MTZ7op48d4eW0c+6r7cPz77qUJU9xfJ850f504w42YMNnfJw9b39nj33GPT5xVkp+fk4vnVgye+JEHpG0aXdeMe8tNHP+BGzd+rJs77h0X5k28LWNf8aD2gxPnxZbx3ITpbv640SV1Uv5Z/MOP/s4DhRZ8vfz8f7i5bz4blQddDbsE0mhzmDc5iFxtp21J5e9++ylfJhQcgH4cVJkFsDz0tzvdPcWdCSgmBq77OhGY58Bz1WXy2y+WgIsWaOQaAFcgPFzyAh6zAs06SHTsK0OjMqHsSVJcAJTr3aI6QncTtyMOerjoPf/hx+7l9951T4xtVQSF+Si/0B89+vVUGajNAMay6E4DokWXQrpQnmn/1ddH+/3C7XnjCd/vldAD2bzF+w8AbcOvP9cKyFtLfvrJxku7VvsAvKHeiYtLOeLTLzdWyIcxbull4vIMwwSQi6ZGihD5Z2LaJCv3Si3yxUkv8D+si1eoDChQDF3qpfQ1nQ7IsxWrK1w4AejTAFAh55CXNLrWF7CTA/JdK/cckG8LyP8041bXFS7kru8NHPKdOXqvNrVS00TgK1bjwaGx8NVH9wNwVuE9ycocmUHBcv5qgS9fdbT+uas9E1TWvN1dgLzGG8D81eYWh8LifH2jB+nZWdEcnFmg+DeynwPyXdd7OSBfXtYoS5/+eGO0wGdRbrmNAcBZwLPFXd/e0AqwRZ94WLVDrwIQD6CuODO27XWNjdl2AzF/iu6FhT+UNLKEF3DNoXwcWthneqEe/WatcEfKWN+Xb33nxOg/u1UOUD0gQ7VDPrzOWLhKXgNmr+xQZXJAvkPiqyhxDsiXiuvHA1+0AUW/mDveHVqzuGJ3cM1id3DNolh3YOV8t792jvt2xfzC/dWL3MHMbqE7uDrZfblgUps2JAG9lYRvGzvCrR33mls3rtVyu5L0YdwV495wk8ePce+MH+8t6AH0l417s6p1p4y540Y7lACLx70dC+CH9Sr3/4uXHiqAov3+wdOKWBCOQ0s1DwIia46M89klpbhjxo8r2+4jA37tyxUtigBGgMs0K+L9L93tBoxvVYBgGU7ZWJyzg4v3pH0nph3kqrbKOhxqDsJErZIV0BQwDOA649VnIjkgj7vnrPN1ol5Qpt05eUl0n90I0LIMHD8zCmOnRd9Za/zOM3tWAXnNfGtYBAxzqOljY1rPR5DsrX/fhLnu9XffdqeG/58ondpsfR3kKSA2i4W8AGtkZ/PKci1aoMMPFyhnkJvGQZb0inO5yKFOfRWGr/MAUPhIWULbKIc+Bli28cNre4gqIHV4X/91qCztUViSb2lfssrs3KMF8NsqPSR35Rfy56t88c1n5a2HUkgySlPE8GwiR9z1i2dLXzi94F8OyPeCTuypTRCwkwPyXdtDOSCfA/JdO+I6Vtr1n392dU3N3urZAtZYuwMMNV+/7g+JvdrU7H682uAP/wSgx52tq3eXGpv8Aa4dq0XnpcZas6HlmqtravHt5Bqwuaf+NG93NyDfU+XTGfXKAfnOkGp8njkgHy+XMJSzQsZv2Rst1rXYtlvVCbtzUo27d1o6x/tjC9a5LQeOeI7trIA89WGe/GBTq+Uj5QEUAP73mdkKcBOOVT+K3J76a2i+5gbNXd0qz0k1ngICmgVcgSO6Jro/eN6aNgemV9q2HJCvVGLtj58D8qWyiwPkj3+2oTRSFf4xn8Dd39DQUIXc2mZx6vPt7simFe7IpuUVuFp3ZFNb9/3G0rDvVi5wB1bML3Ur57vvUt0CRzrct7Vz3Bdzxrsv5oxzKA9w+2aOcTsnjHQ7x490Oz98zbjX3c4PM7jxI8sC2uWA9kruH/jLbR5gw9oXC2aBevgz3no+mg+hPwH85pwQdkxxoC3GnlbhC0VNlrL3D+3ry7RWywIZAfsAEuEIt3XBUhlL/oOP/Ma983KrNbrei9Z/7J1xbuPw+ENJbZ5SBGClTXkCcwU6yjLZpom7Fr0JoObeF/p6LnJbH3s9bMwHbtsrD0Vtg6988RtPucfHTo5krfh3T1zgxowe6al9bLmygt438P9xu57v63aN+JPb+dT/574c+Ft36LF/dY3Dfh/lb9PFXavuANHcF+VJGkguJYbdWRGXd1yYgHTJGD8rSG3zk1V/CJpHoPWjv3K6ZpwJcManrfS18oPOhracKvLcU6ektiEXKW1QIIXjVHlaXzJWm1H2WO53GxeqGdXj+IP/4FD46L52L2jcJh3eKqobL9tBv3JY8yuP0Ed+kg3PYHg//K/n9Mrq2W0n6xs8JAfkM3bguXPn3OLFi92oUaPcq6++6mbMmOG++OKLsqlPnDjhVqxY4d577z33zjvvuNWrV7uzZ+M1O8SdOXNmGzdr1ixXU1Pjdu/e7a5e7bkLjlAYAnZyQD6UTOf+zwH53gvId/U8dPz48bKDdfPmzX7OWrhwYdm4gGGPPfaYu+WWW/wiSgl27NgRzXszZsx0M4J5kPmPBW/cXPL111+7BQsWuLfeestNmDDBbd261dXXZ+eRv3TpkpsyZYqbNGmS49r++K85Oct8T/2WLFni0/C+4Ddv3jz/nzZm/fEu+Oijj3w6QBX742C+lStXunHjxrkRI0b4Nm/YsMEh22r8NG/ngHw1pJktjxyQzyanasTKAfnKpHjw7EU3eds+N2R+66GCd01e4p5bsskt2nvAK01/+vlnt/G7H9x7G3d5WpUh89a4Z2s2eUD/syMnfYEAZgBnlQDyqunnx8+6t9bu8OC/wAL5L9ZudZsOls6RStcT/Q+3fu76Tmm1VFQ75PedstTLuxp1zwH5akgxWx45IF8qpzhAHhqb602NBdfc6K571+Q4ALaNa2l2daePu/PffeUuHf3OXTp6sK374aA7e/Brd3z/Xnf2u/3u0g+H2rpjh9ylY4fcqX3b3XerFrpDaxe7Hz5Z0+q2rXHU64dta0vdp2vd/kVT3J5po93nM8e4rxZO9ofUEpbsprr9i4pu8VS337hdk94ogsUj/OG0/rDbDh4YmwV8vhHifPfEf0WWr4CjgIWyJN74ykD3yNhpbcBizZf4Az6c52aOL3DfZ2nvzvdecEcfusWXKSAY4E+Ao4BLlASAjgJfFX7sgb93Z5/7ksvoDAAAIABJREFUd3/oJ5Q0b7/9mnvjlb+5acMfd589c0dJWyygSRkA+1CMCPQkT/FtiyJEFDbcS7MYFlhpraoB96889k/uxxf+y336Sn+34KUhbsawQa7mr/e5/U/8ZyyAC2AKeAzAvvGx292Wp+9yR/72v7HgqEBm6mYpUHTIKeHEUd3SfAG7yJk6hNbySWkF4GJZnRQnKVwH6FJPWXJzrT5ISmfDJQNrPa77ypN+szJhTMuqnfLk6C9dW582Yn1PPoDz9LHGB/EoO2v7NZ7sOCEPKHUAuOkHfNXd5z/gF/5gVbULH4oa7olDnms9pzYe16KgIQ5t4dkijMNa6WfaZRUFWcB48uXZIc9zY/5S+sLpBf9yQD5DJwK+/93f/V2se/LJJ11dXV1sLoBESekA5sPftm3bEuMrH4CssWPHdpo1QFinjvwXsBMHonUk3zxtugRyQL53AvLdMQ9t2bIlfbA555566ik/b/3ud78rGxfgmLnsoYceKokLSK85Ls6/7bbb2gDyANMvvvhibLo//OEP7rvvvispI+4PgAV5q8yjR4+WRAO8u/3226P7Z86cKbkf/pkzZ04Ud9q0af72wIEDo7AQ8A/T679Nc/HiRQW77du3u1tvvTXKT/XGv+OOOzK1Ocos4ULzdg7IJwioE4JzQL4ThJqQZQ7IJwgmQ7B2+2SI2iZKRwB5ZQbw/8OFy+7r0z+6wz9e8juPdO9G8zcfPOZGr9/phi7Z5IYu2eyvtxwqrwCvpJ05IF+JtDoWNwfkS+V35osdmayVswCoN0uc3aOecXtff8ztfeNxt2v0szeV/PYPvTsWmAR8wy176l731ivD3RMfTHYPT5zjHps42x8mO6sCIN6Oo4N//veoPABJWfFCi4FSQKCvyrd+SCcjbnIsigENARttfPLC8ttyinOfMMoDuLXgJACszQML6ziLZgBOm86WCchNu8hHVsW6jzKANuLi0pMO0BSwFQUC9QstuGlLCMIKLKUc8g4PMlV8rMNF50JcyuKe6mKVJEojXxbuyFRhlfgC5Km/lTGgNZbd5fKyacI+OT+4oOShTVJKIEv+a8xQBkC7Bb9pC2A98iNPcb6TLnQA+GnyCetf93gBwEaxRH8qv6QyqBcyDvOhL5WWfNR/amcYn/9hPyu99ZE7Mo1LHxemXSSnnr+r9IXTC/7lgHyZTsQyU6AHQMi7777rLRP79OkThT/77LNtcvnggw+i+wA+pMOC04IpgDf2ZwH5Rx55xL300kveDR061D3wwANRftSHsJ7+E7CTA/Jd21M5IN/7APnumoeqDcgPGjTIz2OhQlLzIvMqc511gPfsMrIW8oBqdk4kzvjx49sA9GlW7dxDwan5HT8E5Hly9+zZE8VJm3fPnz8f5QeIz9kl/NatWxelD+f8uJkBEEV1euGFF6IoBw4ciMK5P3LkSG/Vb5UZKCIq2R0QZW4uNG/ngLwRSidf5oB8JwvYZJ8D8kYYXXhZDUC+C6vbK4rKAfmu68YckC+V9ZHNy28qQNmCvZVc7xr9jPvm2TvdkQGlIC6g1fcP/8YBVO987/mbQpbIYv+we9yhwb93R/sVrHGP9P+VAzz/6oX7K5bDlinvuC2TRrVxO0Y/G4GLAgcB0wFPAUUBiAFu+W+BU1kzh1Qd1hJaoG7T079x5Kn8rQ84CwgJkC/AVvcBsgVEUherGKB8gGQcVvpKA/geWvfrXlb/1EO/dGpfuTQA56pj6FtQnnwAbgGQaS++QHfunejXCoJLDshbypEwbyk+fNr+7QPkBagjZ5QN1MG298KQW1zLM20pVrDsPvdoAVwnfggih/KXwoK2aIcFbWes2HZRB/tfcqCM84Nu8f1qx+H5wa3jw6aLu6ZsjV+AeeLQbvLGp030F8qWq0/8uoRGJ8xP3P4anygOyIcxY+l3wnT8Z5cIfc9YiMbzg1ja/zrx0Nq4fAjTs3bquf9b+sLpBf9yQD6lE9laK2AEIAmLTP0AK6x15qFDh3TLnT59Oko3ZMiQki26ly9fdvfff7+/DxhkrestIM91+MM6EytI1emrr74Ko/So/wJ2ckC+a7slB+R7FyDfnfNQNQF5aFiYu5j37FzKHKg5LcmCPJxLAPSVZuLEiSUPGMA11vrc79+/f8k9/Vm7dm2UXvngxwHypAEYVzwA+rgfClTFgV5MPwBA1QflbDmgG3oz5bN3715l43cVEI7ygneM/S1dujRKw86sjvwk63L17EgZedpSCeSAfKk8OvNfDsh3pnST884B+WTZdNadHJDvLMm2zTcH5EtlcuzTdTcFiFwJ+B7G/Wr4n0rAQE+RMvCX3po2Aq4e+Ht3tP8/ui9eHpDLs0oUP4cH/b9e7gCdWax4AVcFXAJC0jcWMAT4JBxnD7rEkhjwXvey+KS/8ljBUhqlwMUh/xSBqmF68gYYvo41Mlb2RUqRMF74n/rTdtoEsNpSPGiU+gqwDdPY/yEYbWUBmB1HzWLTcw2ATXnsENBBq4TLWt7myTV1lcJAflbKFpuXyiI/wq8+UQCWw/qxi4CdBbSF/rf3AbBJS/3Jx9IPAWyrz2XJDohs80D2Xu7P/LYgg7/+xlvU8/yrHOpl620P702zSlcagH5ZsduDXwVoU05aPyoffOKpXlahoJ0XtK0cKE8+tFv5YBlvy8h6LUXA8Uf+xV2/kL5jvfSN1PP/5YB8Sh/BjSxg5NSpU21iWuC9trY2uo8lvNIBwIc/awE5efLk6HY5QJ6I8BArb3EURxn0sAsBOzkg37UdkwPyvQuQ7855qJqAPJznzF3sFrI/LNUJT6O8sXMJ11JM3nvvvTar6NoC1BbUJoKl/sGSHet7zalJgDzcx7Kmp2xAPftDOao8nn/+eXvLX6vtxAnrYyNjVa9yqJt+0NYof/jj435YxxMHxUBHfpI1fv7rGgnkgHzXyJlSckC+62RtS8oBeSuNrrnOAfmukTOldDcgDzf7iV1b3JHNKzrmtqx0R4w7umWly+5WuaNbCu7bZbPbAMifz3zPfbNkZtHNcN8sMa5mhvsmcPs+GutI8+X8ie7bpbNi3f6aGe5LeNs/Jq9ZqW7/x9N82QdXLXSd5xa4g6uS3ZdzCwePfl08WBSAStaqISgFOGnBzS+H/6mNTEOQP///chkZvRSBghZcxFoYoBOQEUtmwExAYwBA2y8Cg0Pg2PJ7h0AnnO6hJbaASfkn+5daaitcvsrVf0BQ6oizYC/31QbFlQ9wTBuTLNBppwX1sQgXqAu4jPW48sLyGvl4UP/Jf/ZW1hbMp75Yc4u/nHQAzoxnlAzQuwi4jvJ86Bc+H8BdlAQA7oDfAtGJB6grYBerbds35a6thb2VgQWcrSJM9Qp96F5Cyhes4MmfOthyBJ57ZYcBpMM89R+5CfAP20O44iFrO35tXBQ5sspH5s3PlFrl6+Bc8qIPrSxsPoRzX2XaeqEgCMcdbaWdNg+uoVayfS3Zhc9QmC7uv63P6Zfvc+6nn7ruJd/JJeWAfIqAsXLk0DwO14v7sbATSALIww8QQ2FY0Cf9Bg8e7OMBouiXBZDnkEXlrzKVvqf5AnZyQL5reyYH5HsXIN+d81C1AHnmSlmJh6A3h6Ayp7ELKeln55JvvvkmmgOXLVsWm4RdBQK2mcPtj11LlActGNb5UggQFtbNpuPQWs291gqduqEY4B5lQl0T/lDoKq2loQnjWXobe0juyZMnPeXZa6+9FlHhhGnZDUAZvFs68pOs8fNf10ggB+S7Rs6UkgPyXSdrW1IOyFtpdM11Dsh3jZwppbsB+a9rZpQBIssBlfn9rgKzv/xbvwjkkqVuHPikMPFmA4x9/uqgvJ87YCm/7+UBXvaAkpJvJb6Ad4Blm86CpfRTHA831uCAvx7cHnyL55AnLgAlQCYgNPkANAtsB9TG6trTqxQtqENwXoAp4YCxtl6yYgYYt4CqjcM1dYtA0yLVDkCq0stimzAL6Kps65979B8jsJg20QZ7315T56T22HgA5ewcoK7WyjvL80Oaa4Y6hvLC9tMuAcUqF5lZhYLCrc94iJOrHQ/0pcB6lA30P+lok227VQYgd9pGWwHUAa9J9/+zd+Z/VhVn/v+j5odJotlmMpk4k8l3ZpJMnJjoxKggu4gC7hoFlVVAdhBZBESMiAuo4L6x783WbLIjNDS4oCb1fb3P7c/p51bXOffe7ntPN02d1+tQ59by1FNP1T23eddznmProAebR0BqyoD0FpLTh4X2Cai/veSFb8MpMUbWHDpjB1I+27FrjIB4Gyuf/u1GDDqxPhgzZVZfdGOdoSv1WCf+POR9ZoNA8o7eVhpHy5IJxf3IN7inCOS7YOCDBw+mkOW9995LJOFJKfBCWISs4/nnn0/r8R9EjmqAPN6Rko+3fE8+BHYikC92liKQ711AvtLqaeR9qF5A/u23307uW/7LXBnbhAkTkjKeLAI8A8gBlLovUsfeSySL++CZM2cyzaOXzfp98tQSMiS/WiDP9+rGG29MdAW8K7yO9cZftmxZpj421rva+pXZJND93YYz8+v5n7GPNjywZ1cO2Zo0HsVYIAL5YuxMLxHIF2dr21ME8tYaxVxHIF+MnemlO4H85UutEdJ2AdIWBeLpZ8PTDyUhaABSglx5EEplglgHBv5LnOsuzHXTfTeUYKAH1GXnSmnrne3hO3xPeBu6RLAUqGq9hvH6xpNYYDEBmH2/X1YnSwfryX1uUMl7Hw9+IK/AOaBV8cIlB7hKP5xAUQAuddANXQCnKrcpAFew1QffAsR41AsqMybk+XHRCWODV7zqkapPwK3GBRBnHOjIEwWkfOZ74ntxqw36VvoeAaXTzYY2O1hQLTuhN3Lp19rB6o29geuKzU497AvIZm45uZYXv5WDfYDkjN22pw6e7Oih77lt518zFhvexi+XPHRgrn1Qn6yRYT9OYrtj/1B7Pw/d7XsLKAfMy3bYxT7NY9vjrY9dVZf1oHJ/XalOKLXrWOsdOd+ePlrcD30De4pAvgvGtaFpCCnA0dTUlAKVvNAE1hMSCMWRB+SBI++8807q9dlVL8ikwwb/I7ATgXyDDe2Jj0D+6gLyjbwP1QvICzT7L3Nl6fbr1y+9ZwpGKwVi411u7yXPPfdcWl9Q3fsKJB/HjRuX1CPmet5RLZBHhg1N88QTT7hLly6lIJwX0ubd67ClxhV6uasNZTZ69Og8lTuU8dsg2fyOdOWQrUnjUYwFIpAvxs70EoF8cba2PUUgb61RzHUE8sXYmV66E8h/+9WXEdJ2AdIWCeR3PvSnBEYBwkLQKS9PYSi2jeof57uT89107/8m9gfo5dk6qwyAKJhICoBWXbx/VWa9i8njs8BuqA4Q2Pdul1xSoLPfnjWkl8hSR/Ac+cgDxtIO+E5dv730KOn3jwkMZvNAnuJAVAFiUquPvQZuC7BLJl7SwGcfbqsc2dqUQE/qUoaePtC3fenaB96EteFJAm1+EFef+UC2+lRceD7njYc+ZAPVs/2Rx5gtIFYffnpmQAmK+wCeeswHcmUH9KdvgDX2AXBjP+A79mEsdr7VDlnUoT7zkDXPgHjbBtmsGU4gvy3jGnn+Ota6IsST5sKmnw9sB/ysvW+8cDmqy/hkq2qgvJ1H2mEPrfcLrz1b3A99A3uKQL6Txt2xY0cKQKZOnZpKsWCEP4azDmC9AIrAvQXyxA8mBAEnoEfhF2gDgLMvRczqo7vzBXbyIFV369gb+49A/uoB8o2+DxFSC6/wvFP3Jjy0Q4fCbFEvdN9S7HPubbz0lHuf7o1KeVEr/+FlbWsDIqs/6TBv3rxUTh64rwXIIxsQL73si70rvWQb3dkc0Dh94D1t2rRULmF5qj3w+JdcQuf4cquVo3q6b3dVjuTFtLIFIpCvbKN61YhAvl6WrE1OBPK12asetSOQr4cVq5PRnUD+u28uR0DbSUBbJIynr+Yh1yUgCi9awalqU0GsPcN/Hee7k/NNHP4E6N3+g5rtzzwB4Glv4SUwU/ART2FBTMAoYNcCUtrleTcDjYGPyGO+AbY+zEWG7Z9r2nGqb8FOP6Ucr3aBWOlmwamF44wHGdWE+AGs+mBe/bMBAkzWGiZfQJXr0/3x+i7F0Qf6Ck773w30kX60a7r3Bne4b/sTAORpTFzrxI542ePZn9S55R/Lwrn4/fD9VFt0phwQrzxSxgq0xu52PihjDHjLW7nY2N/QIU82QUYW6LZyuNYGgd+v1U/X6MJ6oh2bHdrYU7lNmQO7ySR9eWLh8siO8eF9vdgQkSd9yAa2voXsrAU2UGw51/Rvn27gfQzom6yRtjk6PbZ/dT/SPbxWBPKdmCBe5qrwAIAqC5mIaSxYc/r06Uzpu3btSut9+umnST0L5CUjlOIdT/uefgjsRCBf7ExFIH91APnuvg/596YsQC7QPGnSpOAXAUAGcAfY6CDPxmwHNJPH2hYEB97nHYsWLUrvscSUzzpqBfIAcG1CyAZA+moOu0mgjVja8TJX+5tSjSy109MH6JS3CVytTN23I5Cv1mJdrxeBfNdtWK2ECOSrtVR960UgX197ViMtAvlqrFSfOj0ZyB9Y+7JrObS3+vPgXteSnntcy8Hs89zBPS50xpj24Zj8R9ric/shOHwQFfoM4ANGHRjwzxHIZwL5Ubm22TjpvhSq4okcsnNenmAwLzxlLkLw1wLOrGvaAT4Bz1l1QvmAUeJ4Az5pD5j065Gnl7MCbPHkBiaHPPAFdOVZztjVFrlAUm0gAEfzbKMy1jZgGW93ZABeVUYKxJbOjMfaUPpQzjUygLUAfX9jYv/Qf0/mev3UR9yOR/7s9N2SbFLANfay/cuzHZCetwYEypGDHmwGAPSt/rYvXR+7Lf/9BBZEIwvdtDnBmPPsjL42XAvzA2xX37RP5j/1qG8fO3awL8ilHX0xTlLfTrKZxsvaz7OX6ttNGeYW+aGnHtDdX7/oz+aPn88mArZHR8bK3PGUgsb9+bSR7uv92+rzY95NUiKQr9HwvLAPEASIwSvx1KlTZRLWrVuXQiAgU9YBhBfMUT0L5F966aUErvAHNf9ZB94AqKw3qUB+Vh/dnS+wE4F8sTMRgXzvB/JF3Ye45xCjPu+85ZZbkntZCMgDmgWvuY/VeliAzQtXWdszZsxI75158qZPn57Uo/+8o1Ygjyy78Yp8IH01BzHvdd9/8MEH0yY2Lj4x6as5AIsjRoxI5fHbU49D9+0I5OthzepkRCBfnZ3qUSsC+XpYsXYZEcjXbrOutohAvqsWrL59Twbyxzd9WP1A6lRz+/Mzc8Fo0Z7pPaG/DVMeTAAS0EnwqpaUF1MCoA73uTbaNgPIfzRnnHt/3uTc82C/kvezD4orzYW8xZkDNkeYR67PDymFFwEu8xkICVQEsgKErYcvoJEQMnZDBjAp0E/7rBMQaz3ZpS8vTgWAcwqYypub/lXPT4Hw0teWabOBMnn/c814fa9v285eW5htdUY/2S1rnNXm773rv9LvwaaJI5OxAO2/GlECtdja6qTrxEv89lKIHDzCs7zxqW/hN3oxt8j1gbF9MqHS0y/Mk2SRYm90EpQnD7uz4aJNAIC5LacOp7zZLZQnH4jOGmAeWOf++lI72SQvZZ1ovMydvO39Nmz4+P1IT+wGqGesyeaKt5FEueraFHm2P40TW7CubF2uL7w8u06/YMWLiUC+BpvzwlaFUwA+hbwRyRNwyYvla4GOYI4F8llteRkgfdMHuvTkQ2AnAvliZykC+d4N5Iu8D3U1hrzelUHorc4cQHjdT999990EyK9cuTLNs171vnx50l9//fV+UdnnzgB57m3Sq1rveHU6cuTItK1e7jpo0KAkD7if580vGUDFe++9N5Xz/vvvq6jLqe7bEch32ZRVC4hAvmpTdbliBPJdNmGnBEQg3ymzdalRBPJdMl9NjSOQLzfXvtUvpLCsJ8DwnqDD+qcfbgNxnQPygFeg06HbfxRtmwHkq5nnPSN+m4K8kNe4Dxr5zGaIDfUB0FTYkDzoLVmXhrWHQFFYEEA8sBNIDXglbIsPGPlMCJBq9aQ/5AkQ04d08FM2BpCPR7wtY2zkC5zjVS1vd3RHV1vfv1Z7ZFiYevmef0o8m8kX4OWaE7lAaDyfSYG22PXc4GsTqOyDcdrsu/M/0u/BlrF3JnIAuPKiRo6vmz7zIlz1TYo+9IfugGz6kw0pT7y2+3R8GoE66CxZtFcfeanqqw+eQgCe014bO6oTSi34Bk5jWzZL7GZKqJ36Y1MgTz+/TJs3kpkC9gHXJGuD+VOZUmwayld5KEUu3xW83+2mlfSR9z0bFAo/xDzbpw5alk4s/zG6Qj5FIF/lRPkQLMvb8+uvv04hSejFfepOYRyAOjqqAfLUnTBhQtpHNfBG8otOBXYikC/W8hHI914gX/R9qKtAXuFUQi9zreZbwRNIAt/AfdZ26OmikCzC3ND2rrvuChWneZ0B8jSWXrw8tpZj48aNaVt+IxRjH3nc2ysdPoxfs2ZNpSY1leu+HYF8TWbrUuUI5LtkvpoaRyBfk7nqVjkC+bqZsmpBEchXbaouV4xAvqMJD773mtv/xovmXO72v5F97ntjuav13PP6Mrfr1SVu9+vLAm1fcPveqP3c+/rzbs+ri93e15fW/Tw8oAQCAU6CTNWm8tA+PPLXbv+bL3Y4m1YsSAFlNWD6aqyjl+paGAgAzJsD5ioFoG0hhwCbQHLJqQSpkZ+EDGl7eanaZaUtQ0qezSoHiOfpaMsEz4HKNt+/Fki20Jw6QHz6BaYKnDNeXVOGBzZQFNuwAcDYAMp204LPyAOsci0YzAbDl8N/UiYPmbx0FCjORgG2RT6ftTEgW8ibet+w/5eu983j7kp0TkKZtHlOA7n9MeszHumSZ8elvEopOvh6+XZUX6FUtgitCeT6stGH+cQmXPMkgK6lKxsngGk2MQDXVgZzKe9y+g7pVClP68XKVd+JTn2/7y7c8aP270qbnucGXetODyjNo+bOtrPXjClLD42X/pk/PQWiJ11s3P9L76/o+IPUw3MikK9igiwEw4Oxubk5txUemcCVLM9M/kMoL3c8I3VUC+QBQIJBNn695PSUVGAnAvliZyQC+d4J5LvjPtQVIK+nhbhndvY+Ze+JR44cSYA84Xp0/+MFr6HjwIEDaZ358+eHqqR5RQN57osKe8ZTTrNnz051JTRQ3sFvx/3335/WX716dV71TpXpvh2BfKfM16lGEch3ymydahSBfKfM1uVGEch32YQ1C4hAvmaTdbpBBPKdNl2XGuKUxt/GeU9LdqmDOjc+O+ehBKhV60lr4ZRiXx+edLdjs0Pnofded5zbl8YwQXmbDDv+cmsKYRNPZOPVC+wEqgP6ZHO8qK3nLTHKtz3e3+0Z/ptEDl7TwE+AIpCzGihv5QGCBSiBjMBnwUlAt8C48vBkz9vIoUwxwoHRgHKNxU8FM9HBL+OzNiDkLS4dqk2Ry8aAIK7fjvFaSJ8FedUuVL773v9NgbzCQQk2q36evfCsRj7wH1vzwtDPB17jjrSFT0EWNscWeZ7e8lAP2TGUxwYF/TL3Kgcms8lBnxozKf2yVvFQV11temA/xhcKZSMZ2EH3Gta4ZEpWLamdS9bFl3f/1KE3697ame8NmyvSgZQNBPSkHd8BrVNbR2A9pBPe8LKNNj70JAF6qI02HY4O+Vf392+/qfPdu7HiIpCvYF8fginee14zvEEFjD78sGPsPhtyAW9JHRY+cR060AfAhXxeKNuTD4GdCOSLnaUI5HsfkO+u+1BXgPyUKVOS+1TWy1z1rbh48aIuy1LWsbzcuecB0nQvIUwM90DyictuD+47Dz30UFqukGC2jr1uJJAnJE0IbOMZr98IpZXC+jD+Bx54IG1H2LNGHLpvh/RuRH9RpkveE8NGv07gTjwaY4EI5Btj10pSI5CvZKH6l0cgX3+bZkmMQD7LMo3Nv9KA/Fc7Pk5AFaDMQjYBpaxUcacBWJsmjkhBZB6AXj9ztNsw+4nOnbOecBvMuX7W4279THO2leX13+iyjU/d6zaNH+5IK/W18al7UkAooIetBZ4tGGRuBMqVf7jPNY6wKPTDS0Sbh1yXzqOVAVQPxVkHXAoAI5PPFs7TRuE4kIFugE71b1M2ZmhPG06utVlDPeAnUDRrLdl+v8wIP2P7xjOZegBVgW6rTzXXAtrIsHYA2qsMOUBW9E9OL+QJ9ewLZ9lgsfN+YNDPE3vxxIMgdR7kBVTTp//0AXBZ8LrS2M4OKn9hbZbNbb6erGDd2HxdE5pKGyZAeuUrZXzSC1BNPvcS5ALpGRepyijXWNUub32oH5uyztRWaZ5t2eCoZa1gb9ufvWajRH2yzinT5hVg39blWt+ji+/+tbE/PnWWHoF8jkFbWloSL3cBk4ULFzpAeeg8duxYKon/8MkDkrZ4MfJHw6VLl9yyZctSoHLzzTenbbiwQJ6XuhKugfPkyZNu586djjxeJCt9Vq1aVda+p30Q2BFE62n69VZ9IpDvXUC+O+9DnQXyeMRr4zArvBffP15gyv2sX79+SSga2nH/ZOOTPN3rCMvCf3h1L+F+qzLuiUB12p0+fdqNGjUqLeMFsJWORgH5YcOGJXpwn0c3ewDqpb/SvLA+tLcwnvj4od8h8nbt2mW7qvla9+0I5Gs2XacbRA/5Tpuu5oZ8l9jgbG1trbltbNB5C0Qg33nbdbZlBPKdtVzt7SKQr91m9WjRXUCev4/2rVrmNs9/ym1eMMltCZ6T3ZaFHU9CbQCYfBDogyV9BrbJO3X/kOvcljFDy0CkhZK9/Xrrk0Pc3rv/2x2+rT1uN7bkM/lbnhwStM3ukb9LbA6olV2V8lJPeR0L/CmVV+6BAT8rk+uHvvEBPh7qAFfmTTKQiec44WgslGaDgLWgcm3UCJzXAjaRAdQGwAJRNUZijAM27TjzwoPQzkJcALFkCf5Sjj2BovJWZqzAe2AwUJ+QLPJaRjdAsN6shUcxAAAgAElEQVSFwOdqTsZP/9jN1mczxq73/UN/mZRjc/t0AdfS3aaMQ7ZtHdoxVAq60y+AVxsEice8iRmfBdVtP/41kJ1xYD+/TJ+tjULx3gWkWXeE+FG7UKp1RJ9aiyHQH2qrPG1QnB1ceimr5oFNEmzEXLPesDWbAYLiqpeVSh/KsSWyGA9r5uzgHyZ2V1ttVNnxMEfSUanejXBmSn642nr8/tRTRgTyOdYcPHhwB2gieOKnN9xwQ5kkQib86le/ymxP/RMnTpS1sUDel+9/njx5clnbnvhBYEcQrSfq2Bt1ikD+ygHyX12u/EhVd96HOgvkAejcsyp5fdv3Yfj3OH3Gwz50L3n77bcz76+0BWDzn7XQQagYwoYpdJj6YhNB+fPmzQs1TfPUJhRD3r5LhHqAEf/QS2cpp99vvsleC2wGq79q0kpPBfi62M+yNWk8irFABPLF2JleIpAvzta2pwjkrTWKuY5Avhg700sE8sXZ2vbUSCD/t2+/cX//+99KTzny95BO59zpps1lMNCCwUrXGyfd5w7d/uMEygGuLDgVVFIK2LQQVXDqwIB/dtsf7dNpHSrp2NPK10992O0Z/usyIAv0JmwMqexCSkgZvNjtGATw82xNuBqAMXCRMBgC40B05G4Zc0cic9uofml/gFrbd9Y14BF4acE9ep8Z2B6mhM/yXKZvwUoAp8Cx5PPZnsqvJsVmNsyH1loo1UYBcukPAI8+AFPBavWJLXz4bWG8BdD+nEkGackT/gcJsGb9E3pHHu+q1zzkF2Xzy1wf7NfuOQ68Fbgt2bUjuGW8grfIRdeQDWyeZFJfc4I9bJ28a8VBZx1ofWXVl3zuEaE6gvLowgYP8duxF5Aab3l01UaJxmfnk/KQXD/v3JAfJmscfeTdj7xqTtbw+Tt+mMS7pz/mES931gL2FujPk8V6ZdOMJwOA9qrLZ19XPvOEA3WOD/9P+1PR468jkM+Zojyg7kMRAI9/AEWALtarHZkAnBAoWr9+fSZ0AdgQvuHRRx+tGMPe16O7PgvsRCBf7AxEIH/lAPkvvvq64uLozvtQNUD+3nvvTe5bgGwd8m6vJsb5unXrXGjTAZi/ZcuWRGTWvWTfvn1JW3njc19mszPvhdoItPX9e7k+8+LtvEP1QkCeduhPHX4bQrDdeuZX6mv06NGZvw3Sw6Y8VdHZQ7YmjUcxFohAvhg700sE8sXZ2vYUgby1RjHXEcgXY2d6iUC+OFvbnhoB5C9fPO92Lp/TAfhZwNvV683j73YH+7eHgQDMAgcBapzAKgvPgJ0td5TiLwsQA50OPXxT4qnf9NL8JDRNV/Xqie2JD65wJCXA9yP3zT3t3t9AOD4D+QSxmwf/wtGO8Wwee2cC6AB7IYBXKU8QdteDN7n1Tz/kDvctAUoLRBNgeNdPHJ7WzB26nOFFll4sbcFEP2X+8YqWLmcGluLJA0GR59cPfQZuAsTZUAB8Arb9etVCWPRggyIPnFvZ9M0c0IaUtWy9pIH3GhupXduaM+SRT10gNzaUN7nti+ttoweUfT8JW0S+IDbX6GRD3CCP+O1WD67tPNKfH8aHMQHS9ZQKsgkTJLjOZ8bry/U/04a6nDyt4Jf7n8vsMuAa921Ad9ZGaJ7VDynzoI0SrSuVYyMb/93q4IfuAcz76xmbsqbog41DNgZYe9jD9sVYmAvK6NNuMlLG98fOA/qRrycTeBGwdOb+58+R1TuN0T/gp/anosdfRyBf0BQR57grkKQgNevajcBOBPJ1NWtFYRHIXzlA/lIVQL7ihNdQoYj7EE/+AId5x0UtL3OlLqFoeGmrD4Mr3Usop21oo7MG89S1KuAPIBKC8XXtqM7CZGt/DurcTRRnLBCBvDFGgy8jkG+wgTPERyCfYZgGZkcg30DjeqIjkPcMUtDHegH51hNH3NF177jPPn3bNa2YXwb7GgWpgbsKpSLYFEp9mAl8AgYKPu4b9qtC9G2UHSrJ3XfnrxIYB+zLgocCcpQLnNIO2fJoBwSqXi2pgPieEb91ux64KdEFcAxcZL4qQW4LnzVneEgDJYGQgqXSycaDR7ZdE4KcAEpt4gDgfW9rdBbQBTIDuJFD/6EQKOrbptiLNgcHlF5CSlvWIjqht/VWtjr61yEPcgvrqV9JFuUaD/U3TRxZtua3P3pboiv1sIcFx3YDS31hO8bnl0l35ocy/wkI5owNM9kJe6gN8xZ6AoNwQYRfUb1K6wXZ9KH68nInxZb+y3pZP9aezJM2NqyuyJWdWbvWRoQd0kYIKZ/Vf7JWTZge2pJHOfJki1DKJoTVTTJJ0RNb2PFwTf+heWEuQmvJ7xcZyD827N8L+hWqTzcRyNfHjlFKwAICOxHIB4zTwKwI5COQb+Dyqkp0V0KmhDqI95KQVRqTJ1tHIN8Y+4akRiAfskpj8iKQb4xdK0mNQL6ShepfHoF8/W2aJTEC+SzLNDa/HkD+8qXWMrhXCRCHynnh6ZGP15pzjfvsk/C56ZnxZf3h3bvj4T87wtAAkoBdQFSgqg9aLXwC/smDedf9fyyTGdLxSszjxZ0JXOvz/TIPcmsH/xogJ7vs+MttbvtjtycyAIl+3Wo+yxOaUDiC03joAhTRrdImAX1ok4D6wFJCf3x3/89SfZhn5tuCSBtnnnacjM16EqMD48JTmZNr6zFtxyyYD4hlTFljJ2yOgOyhvj90Tff9Pumb/pEN8FZbYDP9AmbRhbVrwTljUl2ljFXjsWNBBp/981S/0sYAbQTImQut500ThqfvFMBm9INejF395KXoC5wHDmvd+PUZd2gs9KXNDrUB2vP95eSpDOWTYivZIS9lw4D6rAfGYjd1yEcfbGFtXUm+PMep13pnCexb+5OfdzK3AuKft+lHfWTkjYUy1q3V9dzg/DboasfM2qrUh8r1JMLp8QMb++NTZ+kRyNfZoFFcuwUEdiKQb7dJEVcRyF85QP6ry5eLWBJXfB/xXlLcFMrWEcgXZ/MI5IuzdQTyxdna9hSBvLVGMdcRyBdjZ3qJQL44W9ue6gHkj2/6KIV7gnxFp5smjEhhmO8xLdAUSokFLogG2C9a70b3p02KPIAcsosgOi9j5UWv2AhP3VDdSnlAVNrvvuf6JAUOAuHJA+BWaq9yAK3mSilgFXn6rNTCS+uFLTsAHUPAXu3ZAFBd9U9qITV1kI0sNgiArVbHg/1/6jaPG+aA8si1/VEP+dgB2ErcctrbUCSCt7Z/rjUePbFAeJOQDTQWUuyBPMLhKH/D5AeS9U48eeX54Bb9aMdmBPMP9D8eCOWj9jZl4+HisFKYGTYxbEghf0z0A5i282ZlAdarfTJBa5f2dg6Zp9CGAbIJJwO49/Wyn7WOkct8qww4Tx6bB4SVQR52ZCysT8A4NvQ3B+1YmUtsIJl+avuWXeiLMRESSPWZX/qiX9UjzQtRo7ZK0YU2rasW2p+KHn8dgXyPn6IrV0GBnQjki53DCOSvHCD/dc6LPItdNT27t3gvKW5+ZOsI5IuzeQTyxdk6AvnibG17ikDeWqOY6wjki7EzvUQgn21rwsBsfnaiwzO87Jw33m2qeE5wm+blnePdRuQi59kJbnPZOTHpl77zzo1zx3Y7yG6674YEIlXjbSrwpFSQlXAqjQbkRcoHBgPW8ATWWGtJBS+3tgF5ZIViiFeSqZAbOx/6v0QfwDQAGnnyyK4kQ+WARestj4ysExCql68KdOO5LlmkFt7i4Y0XdyXwSx3ZJqtvNh8IqbTt8QGlcbZtZoTAqi8DXS3wtfoCuVXfbjzxtAB6AVMBwqrDNXH5bfx0eU4TiognIKh7vO8P0nZ+mBbbv64Bv/RHmBnkaUPAeoyzcUB9AV7qqX1eytqQZ7w8+tFR8vLa8qJSjR07+nWB1Spn7fmQ3K+vz6wJtSO18JwnIsirZXMJucyxlck1tkJHQDsbLf5TB/4TFGqP/TUHylNayz3Rrq/vzn+e/aPUA0sikO+Bk9JbVBLYiUC+2BmNQD4C+WJXXON7i/eSxttYPcjWEcjLIo1PI5BvvI3VQwTyskSxaQTyxdqb3iKQL87mPRnIb1kwye1cPrf288W5bueLz3Tp3PH8rF4FiRsFpA8M+pcEblUDEwXZlApC7R9yXa+ytcLVAE011lpSbVQAbRWHHqBciwzF8j582w/cljF3JHOEl7UgZgiaViNfcgHO5+/4oWtpCzmDfonnueftfNHAT0Cy7UPAmNTm510DSgU88f72AT1jZa0TN5961m5AYKArXvLykk7CLLV5PGf1azcP8uC0Qutk2VYe9rseuNHx8l70Q7by0StLh1A+GwOyBWPThoC84kshkEoe22yIWJjty2NdsD6QB2BGnj6Tx+ZOaLMCYG7fHaC2HeS3PZkhfZlz62Hu1+cz47Pzy1z59TRmQLpflveZF01Ll0albG4wB3l6UIYNj/YpbeZceGVucT/+deopAvk6GTKK6WgBgZ0I5DvappE5EchHIN/I9dUdsuO9pDiry9YRyBdn8wjki7N1BPLF2dr2FIG8tUYx1xHIF2NneunJQL5REDnKfaxuAPzIrSXgVwmuhaAU0A8YdrjPtXXTpyfMLcCVceXB25A9lCdAu+vBm9zWJwan4NB6ZqtuVipvdmL0bx5/VyKDcBo2Hndn5kyeztV6/wIkLfC04BRvb3kXA2hZD1njId/CeOAscrVBIMBOuJp9Q3+Z9nkpI+Y8dlC8eeQwHmTJJuiCrjYUTpanOaBa9gaG42keGodst/ue3yX6oTP16It26EGdUFs/D/3lza51Zp8CkK7AXuvtzmYPNiGfkw0BbQDZeSKUDH2eNi9JpZz5wsMdWO+HZwGe54WfQSdkaK6ozyaN//QHGwdlc21CI+G9bm0hmwLmNXe2POtac68Xz9qxd/aaNUk4G7uJwLVd874+jF/2+HzayOJ++OvYU8OB/O/mrHDdccpGQIVvvvkmPfnPWDyKsYDATgTyxdhbvUQg3xHIH33qp647zpaLl1zeGUPWaNXmp/Fekm+fepbK1qTxKMYCEcgXY2d6iUC+OFvbniKQt9Yo5joC+WLsTC/dCeS/vnihV4HYngCDi9Rh/dRH2gBbR89VHzxlfU7g163f61XrYOeDpRAxAqVZY8/KF5An1AzzKYCLFy3QOKsd+cBdoCB2PTDo50n7zeNKQJ48YLFC2fhwM0+uyuQ1nQW6VU8pcNUHnMBWYDx12GQQlCdl7IBiwVXaA13lCY0sILJAKvHRBTQFxW1/lfS04FftBPv12abAbTYPAPikZfD1tu8lumvsfqp53T3yfxKb2LBB1gvfevX7MvjMS5Fpi15WBnNvdWee8XwnH33tOELX1AEQq4y5Bia3GnurzE+xY0hXm6dwSbS186nPjMXaU/mkymeN+NBf65l178N927+utQHBXFKfNaTNDfrR2iKPNsyN1ii6+CdjYfz63lHOtd3MQBZ1CGPEesbWdqPk7JyHi/vRr3NPEcjX2aBRXLsFBHYikG+3SRFXEchHIF/EOiuyj3gvKc7asnUE8sXZPAL54mwdgXxxtrY9RSBvrVHMdQTyxdiZXroTyH/3zeVeBWKLhOE9pS9CogCgqgFhAmJK5T3Nyzd7ynjqoQcxwrFJrSFIZBd5ZSNH+uy96z9TEHh28LUJaFV9UmwJyBU4xFN808SRSfstY+9M2wIjBX8BiVZGpWu1A1hWqqtytWFMFhZjHwAs+gC2pTf5WSf19ZSAIDzrTrBW3tJ4blMXOZXgNnoC/YHlhJpR34m3c78fuAt3lF4Kihz1ozo2Rf9K3wGBYz1B4cfVl/7IZXMBeItubE4A1YnLb8E6QFcbG7K3lSH9sC+gnbmgPXBYHvnUYVyyK3KQIftSji1YK/Rn8yWfPNteuoRSzQttsYdsIlmk2BJvekFy5LNJwzgoZ57YaJB8AL3gNinjVJlNeZJB/TMm6Yx9NS7src2C897TCvKqt7qGrulD/WJL/0kC2+azPte41reWFveD34CeIpBvgFGjyJIFBHYikC92RUQgH4F8sSuu8b3Fe0njbaweZOsI5GWRxqcRyDfexuohAnlZotg0Avli7U1vEcgXZ/OeDOR50en2pTOSc9uSGW7bkuldPKe5bUumuW2LK59bF01JYaigaEw7hrppHnJdAslC8aUFpbJSvJeBU4QY6U223Tjp3mRcQL5KkNa3DS8BVRigD+eMc+8unJ6e2x+5JZEroAe4BB76wG/3iN+6D+eMb2s3w300a0xZO4ClPN2Je+7rEPoMvBS0BO6G6oTyFKYE4N0OQ0vhWTQOP2VcgvfAYnS0YT/wEKcN46ZP6vP58sj2mOoaH2lIr6w8+pE+AGAAra0LCOYFpgnAb4P+1NdLbG1de007yd0yZmhyLQ9sW4/vkYCw6mel6Gfb6jrk9Z8lA8jMC3s52QDQfKm+5lyfSdGP8eNZLm9z6uU9cQE010aTlcU1+WwUoDfyNHeUsfnTDs7/uQzgU5+1wLiRb4E5awIvddYOY7LfEexuwwoRnifRo39p40L6yZ5KNVbKzw76YaI3axp9KSNPbemPTRz6YTOFdUWsfW0yUO/okH91lw81Ffdj36CeIpBvkGGjWOcEdiKQL3Y1RCAfgXyxK67xvcV7SeNtrB5k6wjkZZHGpxHIN97G6iECeVmi2DQC+XZ7swZPnz7tzp07157ZgKsI5Btg1AyRPRnIH9/0YYbWxWR/efa0O39kf/t5eL87X9W5z50/vM+15Jyn9+10n+3c7E7t3eFaDu0LnHtdy6HK59H177rdKxe5va8tdQfWvtzls3nty66W8+Dk4QmEyoKDglmhVPDv4NT7XPOaFQ05d7yy2G1dsSg9977xYhX9vOSa19RwvvWSa/bOww/ckNgFcBkae1Ye9YF1zSN/E9x82jnrMbfvoZvcof7t8Jn6h/tc4/aP+I3bOeFut3n+Ux3Ow33bYSH1W4a0e0EzDwKbIb1Kca5LnutnBlQH8JFj4Tb9aWzAV7z80QNwSf/kAYVD/ft5Vg7AHDmceIvLU1pri3xeHuzLyPtswS7t8eIG/gJYScuAcZ/vVYTx9GX12TJ2WKozsDakC5smFszj0Q78ZezAf405yxscXVWHFECtU5sdtty/Zp6Vx3iZS9ZISF8LqgHO6Eh97M7aOTOw5NkuebKFheQqC6XUZ5zMNf378hgX804aaq887InHurU3mwgqZ0NCtvl8YMfNDvsEBdd+6BzkAuBDXv/qQ+nnM+9337WcKeaHrMG91B3IN1jfmsUDFWIM+ZrNVpcGAjsRyNfFnFULiUC+alPVXJF7yYVLX+TGhc+LGe+XxRjy1U1BvJdUZ6d61JKtSeNRjAUikC/GzvQSgXxxtrY9NQrIHzt2zL3yyituzpw5bvz48W7q1KnupZdectu3b7fdZ14Dxj/88EO3aNEi9+STT7q5c+e6tWvXusOHD2e2oWDFihVu6dKl6dnS0pJbX4XoNXz48OScMWOGst0XX3yRyrJyQ9enTp1K2/kXdjyjRo1yU6ZMccuXL3cff/yxu3z5sl899zO2xS46kW2PS5culemMTc6fP2+rBK/5bXn77bfL2m7dutWdOXOmLO+9994Lts/KZM6WLVuWynj//fezqib5lcaX29grjEDeM0hBH7/66qtkY4v7y5V8AJXk0Q2Es7Ar7xrABpz6rP9P3N++vNgwE/BdaW5uTk/sXo/j8qULjg2bL89xnknOr86dcV+1fJ6c5z95IwV91doFz2sBu/0LJri9rz+fPM2R9fTAhsn3u00TRzg88rPqKF9xy62HLoDXQkw2VQCWeGmnXuAmjAu6ARsV3z1vfgkxYmUDX78a3g7P8XrWWGt5usICeGQIziMLj21BbAuJyQuB5JD+zJX0qpRWK1ebD/I23/GXW92+Yb9K+gGch/Qgz47VX0PMk/TzyySPOcAOgsyqT4ouzCVzjie54DipbOVDfWQxV4BoQiTxPgPsb+fZ9uFfq550B/RzbfUDrMtj3ub7sqr5fKpfyeM90dl70gEb2bVTslMJ6GMD2VApNqFP2Y1rxpP1tAjfHwvwNZbjd//KXW6u7m+8etynipARgXwRVr5K+xDYiUC+2AUQgXzj7B2BfONsmyc53kvyrFPfMtmaNB7FWCAC+WLsTC8RyBdna9tTvYE8APvZZ59N4bYgt00nTpzo8uD1J598ktv+xRdfdFl/v957771lbfFGr3Qg6/7770/b2U2D/fv3p/l2DKHrvXv3BruqNJ4XXnghczy+wJ07d7qRI0eW6QSQswe/EWxiWB3ZFKl0vPXWW2VtaA/sB/BbWVxv3LixkriknL/NfH3zgHw146uq47ZKEcjXYq361b2SgfzZ/bvcmaYt6XliwZMprKoUugPABSATUGueNNztW/2CO/zB6rbzDXf4gzfc4Q9D55vu8Idt50dvuj2vLnFbFk52WxZNcU0r5redC1zTivZz67I5bvPSWem586X5bvfLC92WBZPc+hmj3PoZo92G2U+Wn3OedBvmjEnOjXPGOP/cMOuJigAcEK5Y4YwV8Ci4F0oFKam764GbqpIv2B5OH3VbnxjseDFs072/d7tHlF4kinwAseCw5qGaVG2A+nnzjNex6lq5QE884ckDxgr4AjaBxyG72DygqMLeIAtgLdCJBzl19RlQSj+CwLTLewqAttoksjpfuKMkh5ju8pw/2Y94+CV4yziyPPvZMLAv+kRnZDfd/we39fFByTVyGIcdp72WjWjng3e89aUrdrVx1SUD3eSRTl3Cqvi2xi6Swwtc1Zb04rCfpDZVnayUOeC7jV5AdfplzK1Df5RAfNkMmK9roD6AX+siS3Yo/1DfaxNbHuxXup8wRzwlYTe2aFfS4ceJ/VgX9KV1Qbk2cbgmXxsS1g7aHKEuYajYyJBOAHy89gl9k4y97aXKKmcO1f7Efb+r349ID5EUgXwPmYjeqIbATtZ/aHrjmHvCmCKQb9wsRCDfONvmSY73kjzr1LdMtiaNRzEWiEC+GDvTSwTyxdna9lRPIM/fOJMmTeoAb32Yy+eHH3446BmO13iovp9HPyHP8s4A+R07dqR90t7+bYw3uN931mc8yf2jq+Ox8t59992gLj6Qpw33Ll/PLVu2WHFl12yk+OB85cqVaZ158+aVyXvqqafSsryL9evXl7VDp6+//jrYpJbxBQUEMiOQDxjFy/rbd995OV3/2Cgg//m+He7Elk/cia32/NSd2Np+ntz6qUvObZ+6k2XnOndyW865fZ3b+eIzQVi8Z8RvU0CF52kodjqgy3ql7r7n+qCsMGDuGL/+SqjXdF8pdA1wDmAIeAfUAuhIeWko+YJ3wNoujWvao27XA39MQthIpp8CQ4nfDygU4FYdgDZx2wHN1puecmCtrY+HNTIA2UB4YKSFmwLQkk1KTG95DiNLkBudsryNAaOAXskWeLW6AEgJkUIfyJdHM5/Vjmt0tPHDqQfottBacpEpIM661aaJZGgc6oPxUubHCgfYAsYlizXBHO+9+9clfdtAsgXA9trCah+8SyY6JHr0+X7i+c78WejMtQ/06YOnHahLW+bd9qtrbORDbPVnU9ay2vipNuFYU5TpPoCtVZf3J1APOzMuUoA95UB8PmvDZdtjfd3WJwen6xwb84SEZPH9stDc6pl1zYZC1tMfAup48KsP1r3/HbGy6Z/vOPW16XHiwd93/cejh0mIQL6HTUhvUkdgx/6nozeNr6eOJQL5xs1MBPKNs22e5HgvybNOfctk6wjk62vXPGkRyOdZp75lEcjX157VSqsnkCdEjQ+Bx4wZk4SRIXSNX0YYE3scOHCgQx1Cu6xatcr5QBhZa9assc2T684AeULUSDfCu9hjyZIlaRl1HnzwwQ4n3ughXbLG8/zzz7unn366TG7WeNCFvx2xlXT00xCQpx0hbWxdNkEA1KGDpw5sXZ4YsBse9GHLuf78889DosryAPe2HTr5R2fH58sJfY5APmSV9ry9ry+tAZCOcuumj3LrZtR2ljy18dbWOTrx3MZ7Oz1njnbrK530O737wDWe2BZI4R0MyOMUeFV5l8FzN46zVhtvG9XPHfRivssOSg/2/ydHvVpl2/qbx9/tDg78WToHwE4AsQCnDygt3AW6cgIPQ6ARECoQCUyVh7P0tykAXC/4VD4wWNeAX17W2f65/Zq26Ayc56QvAXLqswmAbEF2AVpArl4aCsxFV+TQBuDMWNWfUn8MfFYb6gCDgcxcky/Pa/qRLegLGCyZNgWCo782p6TDhrF3uTeXLXJrlsxze4f+R9KWulkbEni0W/hPH/RZ2jT5Qe5cYGt01NxKb1Jgsd0MaskB6mpnn35gPGqfBfPVjnlDbwvt1ZbNkJB+aitd6QMZh2/7gdt/x7+X2VzrzbbhGpBObHg2S9TezhFzLtuypvz2+gyoVzsf2gPb+c5oE4G1bjcHkKEXWJ+ZPKz9x6WXXNUdyA94aZLrCafmB6gARNPJf8biUYwFBHYikC/G3uolAnmX3vB14++u1I8Z73+OMeS1avPTeC/Jt089S2Vr0ngUY4EI5IuxM71EIF+crW1P9QLy3Jds2BcgrA39Qp8bNmwog7MAYnv4kNqH45s2bSprD3z3/+9QK5C/cOFCmUzfy33ChAlpOdC6liNrPHqp6+rVq1PZ2Cs0HrzJfTkWcHOdBeQvXrzYwes9FP/97NmzZXogc/PmzR2G+uijj5bVYwMm7wDY+7oeOXKkrElXxlcmKONDBPIZhnHOtRzc0yVAamHp1XK95ckhbt+dpfjYof+/7Bv2/9yWMUOvSrtuG93f8SRB8+BfuAMD/jlJ94z4H0d+Z9fH+qcfduumPeo2TRjhDrW9uBVQK89iAUWlgE/rOc0cAXeBowKTmje8f+XZ7ANXoCTgEeAM7MQrHCDph7IRBAVaApYFZtVHtSngVABabTQOgC4wm3zqCe6io8ZEHbzUAeuC+aX6JWDPpsWlu36c2iMLwcYAACAASURBVIZ6CUht20igvbyk6Vf2VArcBgojB13kGa1yUvW7eeyd6XxvGTOk7P/9yKYvYDd2tR7YjI2NLY1bdlBKffWhPFLyAcboxIl+/uaM6tNv6GWl2JS5Vj3mURsRbIqEwuVo7GpHfQuzsafGQortNHdqSx27SaL+bcrmjurnpZo/1iT9SBe+K5IXGrtkau1iS+VVm/JkCH20rlqY/YNzhZZEIH+FTtyVoLbATgTyxc5WBPIRyBe74hrfW7yXNN7G6kG2Jo1HMRaIQL4YO9NLBPLF2dr2VC8gz4s7LXwljnzowMPc1lP4EiC1zade6F7ne9r7gLlWIP/GG2+k/RLb3j9sGJdPP/3UL878nDceAXlAOk8A2HHb8eChzgtgbTnX/hizgDzK+SF3aCubS3n/6YOscDTvvPNOmS5swITmSHL9JyaeeOIJFSVpPcZXJjDwIQL5gFHasgjn0llQerW344WjWx8f6HiBJefWJwa5DZMfiPbsomc/Ntz54P+55iG/cIdvLXkMA/rwGiYFtOZBQry1BR/PDOjoNU4Z4Fve2nj6klct9PT79r3WKQfyA4kF65EvT3dd28/k2RN4K/DMNRsBKpfe0oONAIFjxgD0lfeyPNfZKJD3OnKAp2pPqBTJJqSKoCxyVKeaFIiLHDZi7L1hy9g7k3zGY58EUJ+kgHigNLqoL8AxcF1Au1TvHxPb2jwrJ+/ab4Mu2IF5Yj3YtrYu80SoIOnlp8RVV1s/ZI6eOFC5UsLCsBGheVM+KX0J0MvDvtKal04KacSGh/JICWGkPtDXltlr1hb16NfmV7q28r/9/Lj79swx98X6t1zrm4uT88sNa913Z09m/xD18JII5Hv4BF3J6gnsRCBf7CxGIB+BfLErrvG9xXtJ422sHmTrPACiujGtjwUikK+PHauREoF8NVaqf516AfmTJ0+6l156yU2dOtXNnTvX4Z0dOoCyFjDjoc5hwTjlWd7Xu3btKmtPf/bwYTXwO+vgXoqXvvRZt25dWVXfe9737i6r7H3IG48F8mvXrk37Rw87HvSz3vFsDuzevTuxs3QmzQPy/N05evTosj5sbHh/4wB5zGXoIM687Zdr5iN0oLv/xMSHH35YVrUe4ysTGPgQgXzAKG1ZFz47UAbPAGmb5z/lti2emp5bF091yfncVLe1hpMXkW5ueyHp1ueedpnnoqfd1ornFLcVec9OdOtnPp6Ettn0zDi3fen08LlkutvunduWTHfVnLxENXkJ6qzH3cbZT/aIMxkz4X6SkD6M35wzRrt15gzWsfVrvh7dYY1Y4FrP650P3+yOtL1MVAARWKtroG4lOJjGsu77/cSrmbbH+/4ggZJ4OQtSWznqQyDbllW6FpD1PexD7egbWKrxAGWTl4O2vSCUawuHAbb2M57YIbm86NPKRT5tsZeFy+Tz2ZehTQXkK/QOINrGovfb2M/A86Nt4VZ2/OW2svWyaeLIZLyyD3XpA/grr3Yry7/2Q0ExBoD1sdvaN2tkz6xUgJn5B8Bn1cvKZzMD2M36wPMcOYSm0aYJ7fyNEm1QUMaGCmOWnW0/zAdPX2j+aEesd+oIzJP6dgl91tMe9GPL0dn2GXq6QfX1xEW1fbKm042DKXe502P7l/Vl+z09cYj7alf531jZv049pyQC+Z4zF71OE/4I5o/UCOSLndoI5COQL3bFNb63eC9pvI3Vg2xNGo9iLBCBfDF2ppcI5Iuzte2pXkDeysy65m8g63HOtQ4/Vjvx10MHMiwUJoyKPWoB8vv27UtloQshNO0B/LZ98YJSvMSB7Vu3bnWnT5/O9BDPG48F8vv37y/rwx8PGxt4rBM659SpU4l6bHxYvfKAPA0ot/W5Pn/+fCJr8uTJZWWVwvLMnz+/rP7s2bOtydLrpqamsnrY18akV8V6jE+yQmkE8iGrlPJCQL7l0N7sBjWUNOqlrqjw3eWv3e6Vi9yWBZPazskOkF75nOK2LGw7F01xbBoA+v1z07wJZVCxntA5ygq/A2D3yN+lIA+PYOCi4Lk8q4GVAodZqbx1aQOoBggCp7Pqky9QWqtXOG0t4AXc5vWjMgBtnoe8hZj2uhIkFfT1ZQN9BXeR53t8A2jVDzLkTY/d/BA9GoNS7C0wvXfYf3b43mycdH8qm80Stas2VSgU9AuNS3pnpSHvckK5sL4Yn98OW7FRcnZQeegfv54+A7CtjQgbRJ8qD80ZoWWA+qxP2UFAXk9DALnlsV7tutLa1waEZJPqyQf04kmKLChvw9vQr8LeWFm65skLfTeP3vGLdMyfEZZowDXJmmP8jE2bXvTfsmxyDb8k3V+14UD+no8WuSJOP269TAtUUPx4Uj8OpOrFtP4WENiJQL7+ts2TGIF8RyD/tzt+7Io49eOo1I8Z73+OMeTzVnJ7WbyXtNui0VeyNWk8irFABPLF2JleIpAvzta2pyKB/MaNG8sgLTBYh/UEBxjnvTDUQncL9ZFly5CT5yFvQ7UsXbpUqqSp773uQ20+A9C5T/hH3ngskAeWW5398fhy+VwrkKcNIYSs/ozX3wxADz+cjd//wYMHy+Qg89KlS341B6j3++tQKSOjM+PLEJU4H507d87pSYyseo3I/+6byx0AlQWy25fOcHtXLcs9961a5nLP1S+4fZ08m16a30G/I5+scWf378o/m3e5s5lnkzvb3ORO7t7qjmxb7040bXXnmpuqPw80uXPpududO9DxbF6zooPe1q7xOgy9e6pddt3/xxLMu/Ufk5dDCviRKqQKQM/mZ13bONrUAbDy/z7ys9oAoalDKJGsOqF8AVD9v5K0Gnhq4TjgEqgrPa0swCmfjxpv8Go2DfCIltcyMBTdgcaSTX8+aBUIpg59WKjMmHyAy9jtOHgJ6fqpj3T4Xm4eNyzttxrbWDtr7qU3KVBeY7P5KpN3OZ9DMBz5bEhoE4EnEHTty/M/+xsCKmfuQnC/mrnSeNVe84CtgPv0gY6ql5cyp9LJhv+hjTz2y8D4kPIwQZLd0vayYGQxNp6cANSzgcD3iO+L3Yg6OqB9baG/5NiUzTXF2kfuufmjG/GT2xCZEcg3xKxRKBYQ2IlAvtj1EIF8BPLFrrjG9xbvJY23sXqQrSOQl0Uan0Yg33gbq4cI5GWJYtOigDyg148fv3dvuzeu/8LQPDDsh2AhlIoOC7cBwllA3g+/Eqq3aNGiMqhsAbN/7ceXzxuPD+T9OPF2PBqXTTsDrFtbW8ueTkD/MWPGlI3PD9lj+7TXvr48NWAPAL1vn2PHjtkqudedGV+WwJ7sId9TAenVohcvXyVMStN9N7im+//gCLexacLwDlDxarFHd4yTF4AKIvqe2wA9eezi4WsBX961oCPwkHAgCQCsEPZDHsSAxjzZKitB71LYFMCvvJnpC8DbSix3ExOda+rYl5iGPP6pR1gXC7vx5j5/R3uscnTM2mBApmLX0xd6ovOptlA5KiMUjMo0JoXfYQx4PvvhYj5rA7Q+mG4e9HO39ckhwe+NYsjnzbH691O7KSBgLTmAYuaMDQ1OoLWvF3lAYGzCCSwmTzKsDfDeP90fGR295lW/2hQZ/gaGPzb7WaFmWDcC8ugNxFafWfNt5XB9ZmDJO5/2fpnWOBtPkkvKBg3rA9vYjSHfnraNro8OKulIu2rGzHdcNm59q6MTRNbveHfmRyBfpfXPnDmTeIvwMiZiUy5cuNBt3769Ymv+OFy1alXyQqVJkya5N998M3n8tGLDNqB99OhR9/777yexMh955BH3zDPPJJ9r+aOzmr4aUUdgJwL5Rlg3W2YE8r0XyBd1H1q9erUDEuC5V81BLN8f/vCHyYvdVB8YgIy8MwsIhO6bxJut9l4CdFu2bFly3yQcgH9Qhl7cj6s5iEmrcQAB1J7QAtUejInwAsgJQRnJAR5hT+p2x6H7dgTyxVk/AvnibB2BfHG2tj0VAeS5Z/ke07NmzbJqdIDFZYXeh/Hjx5cBX4VyoVq1QN6+7BTAHzpee+21MnlsKODV7wNp4DOe7dYLm88WSlv5PpAfN25cWV07HttO150F1nke/9i02oP/+9ixYQ97+C9/BfzXcnR2fKE+uhPIf33xQhBSdQf4jH22e43veOTP7mC/kvepwJJN9w/5N7f18UFx7rr4gtZKa27DlIdc85DrcoG5YCXQ1QeMWZ/lvQtgBhJqbvOAISFEBAoBwRam+/2wSQDERC4Qk3L047MFmnxGpuRKD+UDXy1obYf27dAYiA+YtSBZcsjDkxp4j84WWuMZr5j48kzG4/7rke0hZtAVL24L5ktAv3NQ+sCgf3HbHh9Q9r3ZNH54YhfBXWzBnPo29T8zLtmJFNCMrhp7pVT9ZdVj/uy4bf+C4mpr7Yr+2A37ok8J8reHqKFNtZs66lNhX5CnjR09TSA7VCvTrnfWqfogZa1pfbJZ42+4aLzYhvHps1LsoPZHB/3MfdanfZ1WM6fShTWGzM/6/cj97YvW0M92j8qLQL6K6QC+/8M//EPwvOuuuzJfKrV8+fJgG2RVAkH8B/2mm27KbI8MXmTU0tJSxQi6p4rATrUQrXu07H29RiDfO4F8kfehX/3qV8m9Z/DgwRW/IGfPnk3vUxawP/fcc2l+1v2TDQb/yLtvElO30gH4GTp0aNr3yy+/3KHJ448/npYDTPIOYtRKf9mjX79+aZ5i5ObJoMy2ybpvA/7V189+9rNKIhtSrvt2BPINMW9QaATyQbM0JDMC+YaYtaLQIoA8G6UW4PIiVd8D3n8BKCA16xg7dmyZPEKS6KgWyFsv+7zfGu63AHJfX6C6fSEs47Px1/PG4wN531PdjkfjsmlngTV/g/qe+5oXnIyqPVgzaqf08OHDaXNrW8o/+eSTtKyai86OLyS7O4F8pZA1lYBlLG+H6PWwxYYpD7j9Q3+ZgiY8UgFevKARsAb0EnACGDXd+/syuFgPHaKMx9yGyQ+43fe0x4zH1oLHgnZK5SEv8K38vNRCSa7lbY53OHGvs9rSl51/1gbhOWhDiJaLd/64LJQLOgE55ckN8AaqXxpW7gnP+JCbQNw7ftQBdgKPfYDM2sSb2IZXAZSiB2XIDJ3UAeoyRkKYCOhSF+BLPjpqA0EyaMd4fNl2Q6Ek+0fJBoFsit7nBl9b1o4QRFrnm8ffnepp+0QvNkHsXKAvsNY+RXCyXwkMS3fsTd92njQGdNFmDKFrkMVmBHqrDuFu1JaUcqsHTyfwdIPCBaldNanWAXVbh1Z+3wFjl76Mmc9a7/rMeNW3bGBtFroWTGd8hL2xdVjLdo7xmidePjZlHj8feE3Z2OVNz5MmyGGNSB+lxPm3fVRzLR1b31wc+tnuUXkRyFeYDmCOAMl1112XeK3MmDHD3XDDDWk+f5j7x7Rp09Ly//7v/07a4RmCDMkLxZJEzoIFC9I6qnv99dcnHjQAITxRlc81/5nviYfATgTyxc5OBPK9D8gXfR+qBcjz8jXuRzw5ZA+e6CEfWbfcckuHc8qUKbZ6ct2V+yYCAPw33nhjen+k/xCQB6LrPso92YcgUox72M0335zKk2c7HoC6B2fdxyWDlHaq/9BDD9mi9BrIojqkEcinpun1FxHIFzfFEcgXZ2vbU6OBvA9X+bs8FB/e93q33uZWX659EG7/lq0GyB85cqQMKGODzhx+DHaettWRNx4fyOeNR/Js6tu00ktdbVv7IlvB9Oeff95WqeqaJ8rUnlRPjvm25UmB0Mtc8zrpyvh8uT0ZyG+cO66KF5EGXla6YLLbkp56sWn16eYFkxznhllPpOBMAK23psS3bh78rwlMAjIBWrPAkfWQBRz3Vpt0x7i2PjHYHerbHn4FqJcH2/Fipg6wNWu+QvkCxnj1AiEFAJHD/Pox1JEBmLXQWMAxlAJSgbkW7loPfLzaVSZAbvW0oF3y0Q1Yimz0l+c05YzDvgRUILdURptrXOuwHyfAnrUdgtZAZvqVHtSTXaSDTQHMZ9viidO/71EuWwF1kWm/N7seuDH53mwZOzQFuOhs6yS6Jy9R/UEZNCcfcH5pWPtTLIBy6a0UWA3AJj6+tbXAOKnq+v2qvh2vf81cnGrbEPDL7GfqyTZAc5VhO+VLD6VsrMhDnXnns8qkm9aTvOaRy5pTvVBq+0/18DY/ko2awaUnEFTHT/lOajMkWXv3/nOywWHrSU+7pkI6hfI0t6fHD/R/snvc5wjkc6aEt7cLkAwaNKjsjz1AjYATdewfqoRWULshQ4Y45Ojgj38BHoDQxYsXVZSkeM6rLSmwy/8jk5fT8ock7fGi5z+YPfGIQL57ZiUC+d4F5LvjPlQtkOc7rrp+aBhtWvpxX7O+FXn3TQD6n/70p+TeGLpvIvPAgQNlG566j4aAPPVfeeWV9F5LiJjQQSgBySEUgg7uuQBzythwxQ55B5sPkrNly5ayqrQFsKhcaQTyZWbq1R8ikC9ueiOQL87WtqdGAvkVK1aUQVtg+YkTJ2z36bV9wSqAN89j24JgwsjYoxogDzyWDPrt7MFvhOSQ0reOvPH4QN7K8McjeTbtKrD2vfetd7vtJ++aNlZvwDvfYf9pCD7XenR1fLa/ngzkj2/60Kpa+PWFoweuGti8Z/hvElAG6MuCZBYcAZkEn4gt3x3wurf1ueXJIalNgbnn2+AloNba3r+WV24IbPt17WcLmwGyFmITDx2QTB7g1npRC9rjFWxfEqr14KeMJQSM8ZKmLvJ8T2XpCRS34N2Xrc8Wxqst9giFw1EbUmyQbEi0hdQhj/HSL08lAGcB29jHviwVr2cBd9qE9GcDQ32xAYFeAq3kb3nyjuSdDKpDitc68drPDr62zBNbdZhrzbPi3uNNrzFnpQqDghygtGAxY9D3HTvYNaA+bcpcJfYZ1u7hztiA/ujFaZ86oD7t2RiQbnjYW5nIw77oBVBXLHfqMH8C72pPHcq00UG+Be0AcjZcmEPaEi6GNtbznc+SI12wCetcXu/KRx46Mi70TGS1xZmXfmwY2LXGtcauuZf+1aQ8pUH/x+74ReG/e7V2GIF8jsWIXyg4Evrj3gIkwI0OPFbULuR9Y70liQmvg7qCPLS3L6JSHZsSHiLLs9PW665r/hPBH6nWq6i7dLma+o1AvncB+aLvQ3xXBNkVoiXr+8ML5rhX4ZVuD/7DrHsg97tqjrz7JvcS/mMumfa+iWxiucvjnZSXxqluFpBHpjZHqevf47m/6n6MPfyNUZ6UUh8+ZLfjZQNVuv3mN7+xRYnMESNGpHK4ltwI5MtM1as/RCBf3PRGIF+crW1PjQLyPowH2OZB9pUrV5YB3qwXjOJdb0HwhAkT7HDKYr5Tz/+d4/fCxnfHY7wrh5WFp7uOvPFYIL958+bc8UieTbsKrP2X63YGyKMPT9/ZueD31pft/37bcWRdd3V8Vm4E8tYaHa8vX7zgvmr5vO7n+ZPH3MlDza7lxNG6y65V39YNaxP4A0QCPlYDjKhDiBKg0dEhP3dfnT3pvmo541qPH3EXTx51F0/pPOYunjrmLpWdx92lU6Xz5Pb17uSODe7Yhvfd3teWur2vP+8OvP2KO/DOK+7gO6+Wn+++5va8tsRtnDfObZw71m1ZMKn9CYpFk93W5Jziti6akpStmz7qitko4AkFxe0XYBVErRTyQvVCXtp5cykveYFHUqClYK3N5xrASBsffgM+yyFqSQ7jsCA2pAue6+oH2BmqQx4QVMCT0DqAYwHPvHa0tRsPtGGMAFY2BLAdekq2dMlK1V7l2CrPA1qbJQBjjU0gmPBQ66Y96o54L0rle6W62BpQDqQX2CVFf3RAbwF1tQmlfK9lL9oB4jXPyGBemStk0Sf6YjfZxbbFfoB3v1/sYDcpGKfGymaGfeoCgK0xyJah9Mvh7U8saFyMX9Bc3xXK0F/2DslSHk9KSBabJsjIC8HDphNj1gt/JYc1z7ywhmQnbdpoE4l89VVrSj+f9bmm449SD8uJQD5nQjZt2pS8VEmPSPpVLXQivjMHkEeQBg/6rAPQRT1Ajw4LpKoJg6B2PTWNQL57ZiYC+d4F5Iu+D7FqqwXygsk+9LabjtwnKx2V7pu6l/Ckkn/fRLbi6xN+Bk95Dt2Hfd2sLkAS1WMs9uCleir7+OOPbVFyDQBQeVYYGira8DY29i9ldhMWL3rGiccjciOQ72DyXpsRgXxxUxuBfHG2tj01AsiHYDyhTPKODRs2lMFdG/7Ftnv11VfL6vnhVip5yLNZLYgMQOfe3tnj9OnTqSxk2ie68sZjgbwf+sUfT0i3rgJrH5p3FsjzbhXZkvTJJ58s+8z/nTpzdHV8ts8I5K01irvmCVLehdDZcFD11PTsnIcTuAc8qxUaCYDtmXhXAsl7m9d6UeMhrjgAjjAdmgMAI3nAPeVlpYLOtBe4zapLvvUo3vnwzW7fnb9K+hJsVHq4zzXuYP+Spzdw0Yfxtg/pAGi1+XnX8vJWf0Bi2rMWAe2AdwtC6cNuJABK8+SrDGhq5ag/mwJYj97WFk/dg+S2nq7Rw4fS6k+pdPVt8tltpRfDbpowwu296z9L82zij1PfB/0JKL/jR+nLaXmKAV34Dvpe5OqfFK98wXfsJf1Jq3nCgTaAZyC6vu+SwSYQdpUu5APv5cVP/4LT2NdfP3xmbphvbMW4JTvvfqTvBnVZ83b8lNGWzQFizWvskpu1gYNXesuQdu99uwmhtqRAd3SlDwF48lmr+tx6Z7scuxFh5yXvmnWFzKODf17PW31DZEUg3wWzHjx4MAUyelkTfxgI0qxZsyZTOn8Mq56AFd6T5AHDlJcp4AooEESLHvLFTlYE8r0LyFdaPfW+D9FfNUCeeO26h9mXudKe+yFlhK2h3q5duxwhbWz4LjuuSvdN3UvYqFSf9h5JOaFx7MtSVS8PyKPDxIkTU5l42nNYb3wf1Fu97ctjs17uOmDAgFS+H6JMfalfPkcgby18dVxHIF/cPEcgX5ytbU/1BvIhGM/3qNIBOPVDqfje7ZcuXepQByhuj0pAHkgsiLx69WrbtMM13vgAfP93VBUB8JJFSmhLHXnjEZDfuXOnu++++8pk+OORPJt2FVhXC+T5/SZO/o4dO4JP/fpPG1hbcG1/P63+la67Oj4rPwJ5a43irrsC5C9favW86s+6r86XzmObPnRHPnrLHd/8kTk/die2lM5df52XeI9vXTzV7Vw+NzkP9yt5utfiHS+YBHgDHO25+9dXjDd6UZC9ln4O3V4CeMBE2RaQh205fZCpOkqBiYKtpHitq8ymzLENS7LjL7em87ZhyoNJGJVto/q5baMHOF44qjEorj1QNQswIlvwExiKTrZve01dZDE2vJ0J0aKxhlI2A7K8mIlFbmWHrm0cdQAx+gFyzwwshUvRi0uBzuqfPjn5jK5AWGAuIVCq2fRAD+rTHpBt9dIcEEt+z4j/SeoAgIG8PggGesuu0o2NCcLkUGbz2Ghh7jmRJRhOHW0KYPvSUwHhF99Knk1L/ZXWJgCdz76e1Kc/f5OCcEVamxojgN/ag80HC+Oph562jn/Nd8VustA342LcrAm7eYD9rPc+oWmYG+abdUpfGpcddzXX6AqA172QNuiql+/a77Q/hqzPrDHknHqyb3E/Sp3sKQL5ThqOZtajXSCoqakphS95YQys1+Tx48eT0AUCSHnell1Qt/CmgmgRyBdr+gjkry4gX8/7kFZqNUBe4Pjxxx9XszQFIOh+5qdAev/eWOm+qXsJm5ySx30z71C9SkDehqZhUxRgpyeYkHHq1KnMbj744INUn9BTTfZJgdGjR2fKsQWya/SQt1bp3dcRyBc3vxHIF2dr21M9gTz3dB/K8ptDPk8h+Se/Gzbk2LvvvlvWnnAw27Ztc4B4nrB69NFHy8r9EGmMKw/I85th9QuFrpRtbF30WLVqlSMcJrqw2U4IMyuLfv2N3azx8AQYv1H+y1xD45E+Nu0qsK4WyNsNB9qEvJ1tPH5rD2xmN+et/pWuuzo+Kz8CeWuN7OvWY4fd+SP73fkjzeXnZ83u/GcH3AVzHvnoTQf4bloxPwnBQhiWvauWpee+Vcvc7teWup0rn3NbFk5x62c97jbMftJtenaC2/zsxNI5f6LbPP+pDufGZ8alkFSwtCvphsn3J+AHYJUFh/LyCacBODow6F/qqldXxnSltd08blhiQ6Clb2uB22qgM+BTkJs5AXTTvgQory0ro3z7o32qnrOtY+5IdKQdoBHA7evKZzyV5XUNqASQAhcBnpyAYmLPIyfREe/rESXwip7KT7yu2+KPK48UmYBXUptPXmgTgj7lpU79SuF/GIMgOgAX8Ew7xhEab6U89Y0cW1d92DFwjW35ToWAucaOTE5Bbl+G/5mNDBsyR3oo7At2v9C2cUD/0hk5/kYJslhjbGb4/TMmyfZTIL1dm8hms8PfaCBfkB39KsFsvP+td74/dmzGeLRJkLWp47fjM2tK40RPe6o+8thcYENBeYyL8Ws9d2btaHPiwqudf4dP9q9ZfUsikO+kPfHkEPCZOnVqKgUvTeX7XjdpJecSIKV6wCkbOoEXufaGQxAtAvliZzMC+asHyNf7PqSVWgnIs8YID8M9zH+ZKzKAz7q/Ue/6669P46grn9i3OirdN3UvIQ6u2vtQX7KUql4lIE99+zJtYIza8ph/3mHtEHq567Rp01JZITuFZEcgH7JK786LQL64+Y1Avjhb257qBeQ/+eSTMkBt4WzeNWFPdPBeDx8W57UNxSfPA/IW9E6fPl3dBlNC5uT17ZexceAf9RgPMnlyl3Hp9PsGfqtszJgxvhodPvs2DoWsYV34/YTi+vP/Kb8en5cvX96h36yMeo/P9nM1A/nP9253zWtWdDzXrnDNa192B9rObYunVQ0urzQYvPGpexKQFILBPlQLfcZzGxB1sP9Pe62NGj2n2x/rm9gQeO7bWBse2Bj46JeHPgMCfWAtWEi6Z8Rv3ZYxQxMP+E0TvIGE8AAAIABJREFURzji1+eNcesTg93+IdelwFGy8ECmLzyL8Q6uBRIjA1ApUKpx+KCaPoDZAEquLcDFXjb0DjKBoQlI7dcRGJ+rMiQTOmmMtOEamdKxllQQGtvYdvbFpozjvNmMYIzYEy98C8elk02pKy9+vP0B6NiKk7Zshth+dS252JQ8jZN8NlXoA9mUMXZ9tn1zbdcZ9UJrFGDNXKstoN169pNPqBfm3p9/ytjAAczryQzsknjUm/cPYEM2iVgPXNMO/dVG45Z8Nh6QS4ou3P+whXS040pkmZe0qg425sW/2sxQPilriM0g5dmQOtIlK7Vw/7tz2Y519ne8O68jkO+E9fFewXsRaMPLDK3nDXEnBXPyHgklhIPq8agqj1zqM3/M94ZDEC0C+WJnMwL5qwPIN+I+pJVaCcjrZa54u4cOvvt49509e7asmPucQD4vOtU9stJ9U/cSHr3XfRId8g7VqwbII8eGlqGtvOXz+qBMAJ02dpMASGJ/JyrJUbnkRQ95WaT3pxHIFzfHEcgXZ2vbU72A/NNPPx0EsyFYa/P8sDGtra3JU662jn8NUM5yrMkC8oBZWxYC6NYu/I77Hvm+HnwGhvOC96yjq+NBLr89ob5Dedim0tFZIM97c0KHHzsevfKeYPNl1Ht8X5495Y58vMbhqb3n9efdzpWL3K5Xnivz4KYs81z9gtvX6XO527d6udv3xvKkvzwQeHxT+2aUb5Oufv7q/LlcCJmnV28q2zD5gRReZQGivHyF+Gge9PNoz+mPdcoGOx65NZmDLE9aQUTgHqA2dz6G/zT1XN5/x78lXvA7H/qT2/Hwnx397Bn5P07hcQQLSfff8e8dPOZ3PvR/TqFqVBcvdMJ96HNWSmx4eQjbOnjPM05gZWgceMsDSW0b/xpwKm94wdck1n2/di9ltQGsUod1GuovK09wln4kq1YZjEVt9RSA+pNttEkQgt4AZbz00R99fO/uljbIz4aI+gH0q4+sVH3TBlAMPBbU5zPAmzJshwxC40g+bYHjwG+FneGzXRO0Yw4Tnft0nEvmnzb0ywnUZgx4o6sf2UOflUpPfSbl+2HHqvUDKLf5XDM2bQYwFr+cDQXJDvXF+mVc5wZdm6xjyaINmxl6JwLjQbY2PtiEyFrzVgc24Jh35F1YOburP3OFtI9AvkYzA5jwhAS+AJb8Pwbx7BAI2rt3b6Z0AS3qUo8/ytWOlwn2hkMQLQL5YmczAvneD+QbdR/SSq0E5PmPMPerzmwebt++Pb3XyUu+0n1T9xK8I3WfzLu/Mg7VqxbI27jxtLVwXXYJpTaWvoUUb7/9dqrDK6+8EmoazItAPmiWXp0ZgXxx0xuBfHG2tj3VC8jX6lEumBx6pxPwnFj0PNGleqSEeOHpKMLGZB0+bD527FhSld8NyQLMV/P3L3U++ugjN3bs2LStZEiXvLA30jFrPOhK6Bve1ZJ38HSu+q2U2t+6LJl+qBzZyK/Pb7T6wwZZIWj8pyN4/0stRz3HR+iVKwUo1wrkD3/0ptv+/Ey3/flZyblj2SzXfs52O5a1nS/MdlsWTL5i7NDo+Tp0ewnoCbBZQFTpWh7Ke4b/Jtqzk0B+26jbEwCHx22WvQX2AHWAS4CfYrQDNfGqFZymzr6hvyzzfCdWOfk6gX6ASz/sCC9wJX78/iH/VlaXdugg/YDT6Et4ESBlIq/v9xNIKb2oK7Dtw03aXrzzxwkQBgIzHjy8pR96AW3x8G4d+uPE8xk4bqGmheVqd6D/PzleUssGA3kC99K72hT91F6hXfywM5VkKWY50NavK7sk42t7DwNQm3pZMBp9CM+SbGjc076h4duBfoHofp/UU7/IEjSWnnb9Uc4pGfqek8c68zcYqEcdC6glQ97mAs3KryZV21Bd9LBrDW94jQUbSnc/tR7o2PLb+8rfdcDYFKoo1G8oDzn0ozjy2Fn9Shbjl81VZlPa6ntyZtqIWv5E6Na6EcjXYH7+mNWLV/FeDHnOkCcQ9PHHH2dKtx6h/KENcFK7IUOGZLa7kgoE0ar5D8mVNK6ermsE8r0byDfyPqS1nQfk8WrXvSrrJXSSk5Vy/0SG/kNd6b6pewlgW31XAhSqVy2QR1d5ybPpWsuB96L608tdBw0alOTxJEDWy2xDfUQgH7JK786LQL64+Y1Avjhb257qBeStzHpe86Qrv0Od/U2TLlOmTEnhMvHbaz3QAwcddLFP33ZGzsaNG5MXqjc3NzvOrsirtf9a6/N7zm8nv/VXwoHXe6MBb73k73ltqbt48jNzHnUXTwbOU0fdsY0fXDHjqpd96iVn98jSSyUtcLWgKO9a8JAXgdZLn6tNDi9PBfIBt/NsDbCrBmo23XdD2VzsGf7rRD59AA7xwrX9ADKB4z6c5zPwUjG9QxDWygldW0AZApmhPGAmnswhecpDL8FawXMr62Dbi4rzAKhkhVKBXYA5p2RX+x2xGyi+Dmw0SN6397ZvWqgeGyyaCwA3c8b80M6GYOHaersDfmUT5AN3kSNZ6pMNBuyHZ7rGybrSi4N5FwF1ybO28e3Mhg55gHGF5lEf5LPRwgYKc2nL2XjQmlL9WlLsYUE8OmI7jROb2Y0bOwZda13SL3ZC5qVhJRtjG7zuJU91rG0Zu+A545dcUm3gyHOfebK2Qy79sYHBybW1x2d9rrkS/pRIdYxAPjVF/oUPwfgPdOj4+uuvUzATesmf2tjYwsq76aab0rahmJWqd6WkgmgRyBc7YxHI914gX8R9iNWaB+QFjEMvc612pUs+L6TlqHTf1L2E93UIfFfqS/VqAfKC6Gy81nIAPtQf9/2jR4+mnydMmFCLqDQEDpsW3XHI1lcKGOkOG9W7zwjk623RbHkRyGfbppElPR3I12vsvCsEL/ksb/B69VONHKC+YHxPB/LVjKcn1dmyYFIZrLva4GfeeHn56sF3X+tw7n19acm7/oU5bs+rS9y+VXkhe5a5fat1ZtfTS11JOx/+J1s+85y8LHbWE8kLY3lpbNa5deKIFBDWEpZDXrMH+/8krqlOesdrPRKDH/AH/LVwz78G7gETga8+nAfEb5p4T9lcNN33h0Qu8LCSbPoSGASgAlKBw+iFF7yvSzWfgfi0L0HYUigOwrRo7ZRg5z8m4xEcJi8But7GAf0BYi3sJg44+Raw0l5ntQDdH4tgrDYhrPc+tvc3NdQ+8a5u865HB8akMqXWSx0ITD1gr8pJAcoaAyn2A9wCeTmxj4Aw5YK/tLPyy2S0xWkH7GMXAWZC4QDP1b9s6XuZW51s37YPrtFNsmxq581vYz/TL+NhvMDuMwOuLQvXw7pnDpgTQsT434PQ0wFWD11jU9tvNdfA9uN920Pr+DAe2XYDR/NCPnbVusrr69iwX/akPxkq6hKBfEUTueQxT3nG4+3IH7Z5By8wBM6Qhg7+QygPUQCQDsI3COrw+OaVfgjsRCBf7ExGIN87gbyF8Y28D7FaBcwHDx5ctnhZW4oB39TUVFZW7Qc8EHWfs6Fc8u6b3Evw7gvdN7P6VR9FAHn0Uygzfitmz56djpFY+rUc2vCIQL4Wq13ZdSOQL27+IpAvzta2p6sFyNsxd/d1BPKNm4F1M0aVATsBwZh2Lv53b7Hb7nuuT+AUwKiSdylwycZajt7xXV87hFkB0uF5K2BYTSrPW2LD+2tRnvfIxeu3kjzqUBfYKg9kvbQXUF+pfagcOcjEa1kx0AWz2fyhLCm/7XtJeBk8wQWKyWc9Al8B27z4U/WV2j5lC+uNTXtbp5pr4LR0svUlX30DvoHMQFdS2y91TvdvD1uCHOspLYh8dlDppbGMzfYl+E29UBgY6aCU+fHrsYmi8qyUMckzXv3rqRfGozylQHJkAcKxE/cBvNOB4KTqh7ahNcec+3ZiXaCHtS/jwaZsWCAH2VkbDfTJPEuuNmmkc1aqjQcgu8aFLLv+NB4/xda0D8nGLnbDAr0Zh576oJw1428maMPi9PiBjfsDoAGSI5CvYFQfglWKW4y4N998M4UxH37Y8WU6FrzjWakDqGO95ImVmfWI6cWLF90jjzzi8LTvqUcE8t0zMxHI9z4gX+R9iFWbBeQJwwXoznqZq1Y80D1rI45H+gXLDxw4oCa5903uJcT6VTt730wFeBeqW28gz70XqOcfeMarT6V9+vTxq1X8HIF8RRP1ugoRyBc3pRHIF2dr21ME8tYaxVxHIN84O+M17YO73vp507zxLuvcMOfJq8YO1c7v/qG/TIDaZ7dlwyY8pgWOgFRN9/8h2rGL3vGan+ZB/5rYHzAZAn1+nubh8G0/cGyKbBvd3219fJDbNHFkMifEkWeOqOe3DX0WELVevamHvBe+JNQ+lCcPeYCpIKXAJPUvtMVPF/AEBp8bfG0C4VVfZUqBoQLa6Kd+edEodfB81ss1+ZwFTtXOT+WpH3rpJ579lYAt5ee9l6vakEDozgtZ0e30gBLgBtpaPXifg8ZCPl7t9I1OnLy8lXkNbVLQDhh/ZiAe5mxktNueMk7sDBi2fXLN3KsOqQ/rsbeeosBO1v6JnibEEe0ZK6CcTRX0sLJ1zTwDrGkPfNeGgMpD6fE+tPlJCvGRr00M6lc756xL6uPpru8TOl+6+yeJLtga2Zpz1p4/t9aG9Ku6jFu20hjYfNDaVR52YX71/WtdvbBxfwA0QHIE8jlGbWlpSbzcBVcWLlzoAFKh0z6eyn/45C1J29WrVycxhHlB1LJly1Joc/PNN3foncdd1R8pXqO04UWIxJWkHD3kKUod8nriEYF898xKBPK9C8h3x30oC8gPGzYsuT/lvcx13759SR1k8K4MADb3guPHjztC1Oj+Nm7cuLIvSFfum2WC2j6on3oC+SVLliT6c/9lPPYg/q36VMrmbK1HBPK1WuzKrx+BfHFzGIF8cba2PUUgb61RzHUE8o2z88ZnxkaAWieAKpDaW9L10/7i9t793yk0AxwBiQBVnIApQSTSXQ/eFNdSHdfSpgnD3aG+7R7TIQ9j4B8g1Z8LOy9c83JW5VXzxANyBcDlHS/QKM/rzrz0F0CJHqwjgcgOEHc48eAre3NrPAD9LFmSo1AwtAGQhuCzxmdTAWnk+3qqHp7uF4a2v4CTF61KN6WAcjYFgMsCtJQBaZkP9QMIJt/35Kdv8qsJFYQ9AOeyiVLpYlN0ygrpYsMIyducdaZxK8XLXU870BdjsWuM9cN823GX6dCv9KQDMjR+yumT9cITFBfv+nFSxuaK5pQ6Tfdc79iA4ho9sJPGyz1K641y9JLOoTR5GsPMHbax3yvkaVzoJHiPbOohn3WG9z51bTke9+imzR3fFnxGBm3RLQ1zc+v33HcXPm/cHwANkByBfI5RCdcgsFIp9T1G8fwU1Aq1pX5WnHj+c37jjTdW7BsoRKzKnnpEIN89MxOBfO8C8t1xH9K9y4asqfZlrmvXrq1478JzPPSi067cN5944olko5L7Iqfuu4T3UV6lF2ZXiiHPJqrk8qSTf/DUksrp95tvvvGrdPgMNJF+Vm/k2PxNmzZ1aNuIDN23SeNRjAUikC/GzvQSgXxxtrY9RSBvrVHMdQTyjbPz5vkTMyHqxrlj3bYl02s4p7ltS6a5bYs7d259bmqmLkDuA2+vdBc+O+DOJ2ezO38k+zy+Kb7UtV4bA9sfu901Dy55awOf/HPvXf/pNo+9M3fu6qXL1SZn0/jhrnnQz1ObA/nkvUsojpCXMXAPmAkEBfIJoDNvPugNgUny8kLTKJwHsd+z2mflC+xaD3G8gUP1L9zxozLdte4ArgK3XAOgVebLERQFpFoICtQV/PTb6DNQVXLxvlZ+KBUwpz7Xmpcs72484LGBZOG9TtuSR3VpM8L3RtdYsuwlWUrxhpf+2JLx2icFCKETksWTBQLHtAfM88JXQfeQJzy62ja0w95+mBxksG7YXAKgs5nBOqY+9kZ3+vPbaRxKD/e5xu2967/cljF3uD3Df5O0Z63TPoXZbPwMvCbpT+2wIeCccbMm2JihPxv+hnFYT3a9lNXKYB1nza3qkao/+tRGASljR1fsynrRnJEC+4/2KXnqX3j1mcb9+DdIcgTyOYYVlBJgyUtDLwG8cOFCElZGMZdpj0w8Q0MwyqrCfxrxhAeIAXbUN9cDBgxwvNwQj8yefAjsZIWu6Mm6X8m6RSDfu4B8d9yH1KcF2HPnzk3uQ6NHj6749Th8+HBy77P3Lu5hPPFD3Pg82Jt13xw7dqwjFE7WMXLkyPQ+qfulnxISLO+oBORnzZqV9MG4gKj+wZNM6rPacGJsQqhNXvrpp5/63TXks+7beXPUkI6vYqERyBc3+RHIF2dr21MlIM/95mhLq9t7+pw7cq7Vffu3v9nm3Xb9zXd/y/296jbFqui4O4F8y6G97uT29e7ktnXl5/Z17mSHc32pLvW7cJ7avt5lnjs2uFN1PDfOHZMJUpvXrKhidupX5btvLmfqcrWB2J443k0TRjjg/M6H/uSIcb5t9AC3YfL9cc664BW/csZ49+zMp92smdOSlM+hucfmB/u1x1i30E/XgD7gooV7uj47qARnAYnKy0v9ECm2LhBTfeolp7Y86xogTLsSRP9ZCocFYrPakQ+0tOCScSKLTQd5v4fGJrB6+Z5/Sj2WLTgGxCILQMtYAMUAY7uJASTP040yxiB9ZB/GSRkbBgBYPNEps+Molbc/jQAk1maDHyKHz+qjkj6UMybqcwLH9YRF4glunkBAT+AyJ9ftbco3LU6aEDPUQx/gsXTBxtjBylDfzA12BsCrPumlu0rvKaCevM/JT0B92yYFmye+TOnop1pLyLWe9MyzNhT8NvpMueaaOVI8f5XnpbYv1bMbQDavdWj2eko2ZNrm4PPp99Tvx7VASRHIF2TsM2fOOEJPdPagPXGkr6RDYCcC+WJnLQL53gXk67l6unIfAtIDovlPfrUH8OvUqVNJuK1qvMV9udK3J91LCFVD+LHeesjWpPEoxgIRyBdjZ3qJQL44W9uesoD85s9OuXFr1rnfP/Oy+92cFWXnE2984tYdKg8NZmU26vqt3Yfc6NUfuz8vfD3VZ/Cyt9zMD7a4HcfP1KXbs1985dYdOuFW7TrgVu864NYfPuHOffFVXWRLSHcA+a9bz7vtz88MwrEQMOuNeUUD+a8vnu819v50+ij3/vSrJz5/V9f/GzPGuEdnzXO3z37e3TTnxeTsO3uZe3jWs+71GY0Pq/TR3DAI7+q4Qu0/nf6Ymzxzprt19gvpfdn+Ztw65wU3ZWb43rN53F1p+BkgoPXE9j2qLfg8NyQcm9zWsdfpy1czYsXLS57+/ZA2Vo6ugcGCkoKe0h1wWY0MySIVaAe8AnuR7YNO33OecCfUY7MBHSpBXvQDoNt+Q9cWKlP/VP+SPj5QD7UlT6BdHt4C+uhq+8ebWpBXNsySqXw8xGV3UjYb5JVNv773t+oCsLVxwGaCvMHx+EZP1ctKsS12+fa+cu9v6UWqjRRkhMLJAOU1XmC9+vpy+E8SL3jgu904UTmbNNTn+6DNDZVlpbwnA3noXNo8Kb1oVeO27fDeZ/1pDdqy0DU68gSE3RBgLdIfmxScfJ+O9y2tG2ScnfuI/vy54tII5K+4KbtyFBbYiUC+2DmLQD4C+UasOCA0MKs7jngvKc7qsnUE8sXZPAL54mwdgXznbH3+y6/d7pNn3bZjp13zmRaH53gthw/kv/rmWzf5nY1lYOX3C1a5Pzz3prthwaqy/LFvrXMtX36ddNdy8Qt3quV8hfOCO9VS3Xm65YLT+caO/a7v4tVlfV8/t+NGwehVH7m9x0+n7dQ+mJ6/4E6b8729h9wDK98r68NCpb+89oH7YO+hsja0P1P12erOnC+dO/bsc5t37ErP42fOpmWqU5f0Qqs7c6HVnWg575578a/uoVnPuoGzl7o+s5e5IbOXuMdmPeOemzm510DjECy0eU0vza/lq9Hlule6h/xrM8a5MbPmuP6zl5Z9L1hDE2bNdkBna994/Zj7cPpoN2z2c2X2svcRXd88Z7mbM3Oq+3j6qIbZ8KM541x9zvHuoznh88U5U93tc9pB/O8XvO5uWvau+78XP0hSPmvMt899wb045+kyWVtH9U/BJBATeAf8zIPxwE9b10LRvGsBa+u5rPrf3f+zNMwHwDEv/Iv6TkDjoGsTwA1Q5rOAq2C05OelgqyAeMkGjvpt8ASnD3nOy4tZoJn66E3IFAA0AJ6QLtooEFT25drPGgf9oIs2KmjLhoCtG7rWUwO0t+FjgLXkMS6FN6G97a8aKH+m7SWxyLIn48WOAPsTBgRThzGgC/Lt0wRAZDziObGZ7Cm5AGcAtuYUeI8Ma2/GgGzNIW0Za8g25AmIszGhaxvqhzra0ECW1Ym5pKzljh8m47CbD5/d9n3X+sZz7nLzdnd63IAy22g8ShOgnoSxaX96QGV5KXBf42JzQd8nC+b99ice/L279NFrXf4t7U4BEch3p/V7ed8COxHIFzvREcj3TiD/t7//3X3397+7q9FvOd5LiruHyNYRyBdn8wjki7N1BPK12frNpoPu3pffTWGHoAfp2Lc+dXi4V3NYIN/69WV3z4qSzP99ZqX788ufugHv7XODPjqYngPe3+9uWbnO/e+8V5O+By59081e/Z6b/NfXG3KOWPxKOkY2BW59baMb8N7eVJ9+a3e5m1d87K5/ZmVS78ZnXnaPv/Ba1brct+RVd5N9CmDuy+6PS9a6P734QXJy/TsD/+9c9ErVshtlk1rk3rP4FXeD0d+uE133n/28WzxzUi4YfHf6E+6vMya4JTMmuRdnTHTvTH8it35PhLPEgi/yqATkdyyb7fDazz3XrnDN/hls87JrXlPh9OWUfX7ZNa9tPycsWJx+77ROrn+m/buovKmLFrudL8xpP5fPcTuXz3Hbl812ixfNd4/NX+oGzVvubnvmr27AvBfdw/OfdwsXL3JbX5ib1KNuNefWhVN6/Hp7dcY498c5f03tdtML77rbVm123KM4b1u1xf3f8vfTcmz4hzl/dZNmzurxYwt9n1+aMcHdMOelZDzcm/u8sS29L9vfDPIpZ7zUXzFjQjreg/1KnubA33bP8HCYGsFAUhu+RKFLbHnoOo3tnRErHtBqgS0AFpiLbpx4BQtCAh4FXm2Mb+rJyxkon7exQH+KtQ70PWtjvBv4qbEIrANw5aFPnsrzUguyGSPe3IRkQQc2KADNsj9jQy8bn508bJEH5Rm7gCx28sP/WNtSV2DbAmjq+PNJPfRjPpCPrSyMVp/1SJEN3McrXcA8JJeNBfSxwJx6eIfnzYO88RkjfdDmXNumjm2HHPXrPxWgfKXND/zR7Xp2vOP3RGfTrMfcvlF93YGRv3UH7/wPd+Du/3KH+5U2dNg8UF+sT+YCe/pjkXxSf4NKGzWsEWS1tul7bOh1rmXxONe6epH7ev/WIn9uG9ZXBPINM20ULLATgXyxayEC+d4D5L+4/I071fqFO37hkjt+/mJ6nrhwKXm8HUh/NRzxXlLcLMvWEcgXZ/MI5IuzdT2APB7ah06ebjvPuEMnO56HT55x6XnqjDvcgPPIqTMufH7ujpzyztOfuyPeuevwUbf8/U/d9JVvuCkvrSo7H3/hdXfLsyX4DOAARAM7/rhkjbthYbkX+aCFr7gpK1a5p8vO1e7pFfZc5Z5+iTqrXb8FJbl/WPSG6//O7iBcEWgBiv9x8ZoEstw6f2VDIPX9S0rQn3H+eeWnFfW5cenaRJ+b5r3sJryYv0HwyPOvuj/NK/eyv3nFJ27gB80d+iEP6I8enIMXNma8tYD2auoOWti+TpirW17d4G5fuyuZ29vf2pFsuNg1EworMW/m0+7ODI/fobMXu2dmPp3CtRC060l5Wxc9XdwNzTlXCcj3JNtIl0+mj3LDZy9K1zoAue9bO9LvxMAPD7i+b253N73Q/jTJA7Pml62BBTOnuNuM17S+Nza9cc5f3cyZ08raSYfuTl+eMd6NnzXbPTjr2eSpkkkzZ7rVFcLMvDf98QSuM8Y/LH4rAfC6V/pp/3f2ON2rZBO+S2tmPNkj7RGaj4+mj0rnmLXgjzH0WWumz5xlyZMBGyffn0JH4DDgDyAqWJiX4qErYCiP8bz6lNnQKTZWuN8O+JsHJ+kPoIoOFiYL0CPbeg0D2om3ThgbTjYTCLUiuM+YFX6GMYWgrgDoidtLMfMFdoGpvv6hzwK8h2/J94pm3ALfpfn4nmsxGwWUowuAFhuQMm5tQtDGtrfgHb00Ds0d0BsIb8evMqC3lUs+edgX29Ov6ualyKadrcNnxpKMt8/3k/65tnXs9av33uKmLVjgmgZ2fBk042Ud5G2+aE6A/chlDWgOLSBXPVJ53WMzNiXwUKcfra29d/+X2zD5garvGYSHOnxryQ70HXpS5P+z995fVhxZvu9f9H54a36Z26/7vXtHfadbt81Ma3paBnkJJCFAUrdMy3vvASEBwhvhPYUT3sgjQAgEAoQkvC/KUYAUb30izzfPPlHpzqkDVaBTa+WKPJlhd0RGVn72jh24/8EF0ql7ywoByrf1smNeqx3Ii3YdePS/L+o79mIU1gDyF0PKv9AyBHYaQP7iDoAGkL/0gfz5n35yh05XQngP5QMwD6THlUC9/jrPnXenOzo97D/e2uHwc4urAK61nz3nzp4/7xhflcfP7qef8o+z5867js5O134mOjgvepCm7cwZn7Zomssr3lnX0Xlxjqh/IllzfrKtwx1taXOHmlsdiiDGJb9PtXeU+o96dbqW9g7X3NrmTpWO5rZ2193jRGubO9bS5o6ejsITlNvW7k5f4GPSh2vdxTzGLlrhxixaHh++7OVr3aQLfExevtZdmGOdm7y8dx7IdMLS1W7isjVV13H80tVu2NwlFwQKFwGfFyvO89Ob3LWjIygMSO236MsuIGTA2m89aJVLl37j57u3c+A09X+0BL+vG9dUYYGeBFZZc+oaAAAgAElEQVR0DVDdZ2LkxgZL9nrKAaAuy+7bF3zapZ2qQxiimAByZUFzrOIFwghRagAZw7zC31h6Sq4P17m99ZQded1bgvHXjJ7v+i3amNk2VkJIHiNGvOc/8D8c/koFmKXdKH4AiYTkqzQPvj/JLbsE3Jd8NXV4vf4lK5RPZ0tzYViSBD174hpwnX7tM36RQ2kTPgP2N8+DVsq8MHKMbyuubDQuUOzdvuAzd9eKr93dq3e6/iu2+xUuekaJh5/1nmhnUplvjxjpfb2r/mF4+/szUhVQA0pufVB8WRllnd84baWXleYU8lj33ou9Rh5JMmKVzLMjx8bKhxs++LBwe5EFygrk+ubIkX4jXSAegBtgrXML/7LOZTFOOiBhVlzdE+QEoiYBScUjFDAlfw/N7/qVB8rAdCAy17gX3Y82PFV6KRh0v0gIfLZuQcgLn+WqM3mgVBBcB+hn+TRXXVAC7OsXgdiRY0e5cSPfcesev9XtuiuymE6sWwlOS9kBBLfySEpDfwDJQ8t64qJIID35ZYFv2iRFRVIZXANqowgAUst6Hot++jTMG+CPVb/y3Ht7GcwzZkgvORHSTvrAy7y0GenSB2/wY7bfkk2u6eWHfH+z2oLxE6a3eSWdq36AbykJjg2KrMzD+ILcjDMUELqPIgQ57O3/P92XEwYHx9vuywmlY/zb7svg2Dr4kdhSnjyw0mc80WavXMEPf2klAvctjKdc7SfAPeKrTlJ2HXru5kLvxkspUgPIX0q9dYnVtQHke6bDGkD+0gHyAM9z589XHFjFxxbxANDWDne4vdMd7jgbHe1n3aG2M+4glvMlq/kjLW0VeYR55v2mTPJQflkhYPbo6VZ3sqVxXM4yoI+zxgH3APQXYiwcoewE5ZPqc7i51R2/gOOv3tCqkV+2FXFDPr1HPgBq3LEAM4pYJPZfuT2G5QMm5Ft0y1q8bw68DQHTHUs2+zrdMGZeXYH8g5Mj9xg3Tl1ZFfCh3QJpryS4rnl2WiWMJy6uJMJ2pf3GBQVpUIy8UUDR0RPP0JNTy2201s1pbeJ634Wfx3KbNuJtx0aMtBMFTd+mz92g9Xu6yAj3QdeNb/Lxbh81wy3OsSJOAnwX89o38yd5q3Us1+t9/HS204VH69EDvRquhrIfPWJYNLbHLnD9c1bIaCzdtfzreNw8M3JsfA6IV5ykECWRQPRLI0f3qJzw497f+MlnTDPHsmKGlTE3TV8Vu8TimWAFgZXdByOGxO3OW1lkZYH7r2vHRvPcdeMjX+vPjBxXkbctpyfPkRHKE9pvj6Lzi9p954df+fS4rlnx6K0R3Bz4a9d6fwQZcc8hyJcXCkwCBwUPLbgM0+Naxlpcs5lluHGq0gCxQ2tulWNDuTUBEistIemJh0Xyt/3/lz+nPAvxbT7AbNzIYJ0MiKVtwG2BZNJRfyzOlQ43NLbMpHOAsayylz87oMszef/q7e7tKTPcyFeedqOf+oeb8OwDbvPL97gtz/ePy7HQGTc0wGqBZdUlDKlvBMjLSgsbh/RAdNpJuwhbH4wswJU3wBpLclYsKK3kYX+H1wS6idP+YKV/9y0Df++mvPNqnB9xUBQgaw4Atc1v0UsPeKUiY/7Gaatc0ysRkGccJck76xoAm/IYM9RLbWjOWOWg8YUcbN5aUXDm201VA63zzcfdifEvxuWrHmFIGwHwjB8rE67TZ7Y+UhJdypu3pgnyggP5AXMGu5441GCg8NmzZ+OD5cqNv4sjgQaQvzhyDktpAPmuQD58AVys39UC2xMtZRAJcD/cXoLwgvFBeKj1TAxNgZTVlkd8Dz/lDgcr6JYOR75Af8KDLe2JcBQwT31rKbORpnfLjbEk+M04ZBx4pRDjsb0zGhdWIVQnBc3x05EVvi2b8YdS6lBLR4USijgXQhnA2OwJuNUos/dA6V9yX9w3KQI3+DQX3MgLgWryrf7U1IWpzw8+1/ngBETl5Zl0X25PnpuWXka1fScFwZ3Lkv0SJ9VD1+Qa4aEEK3bli2WnPrKVrmiIkoC09V4VUK2MbPwXpje5J6YudNYnfh4UDdsr/9ZsOEn7GGsD1+7KHBOskpD7DTaK7Ulo2NvK/njEpeVnX5u3omgJx0bW79vmf+rHC2OGI29FhvJiVYrSsHnsheq/qcMHO9zOAP5fGTnKDR/xnlsw/HVf3orhL7tb3o/GO3A8te3r9/iVR6rvve9/ENcXdzNcv2X2+qrkhhxum/exT8vmp1JQYIVeL1ngPojVC2w0S50fGTnRvTVypMMtT9EycMdzX6mNtJNNWwlZAaG+rCYkHemnPBZBXyA8gI/vP+CoBX1551iq2+9GwCFgFcAL3MalBkA3y7qbNORDOiA8Vtw2T2AjeeG7HSDOATzHRYncd5DW1lXt2dvvV27dE7f5/CzEBHJjJU06W1bSORbnuBARWLdxAMhYdduydQ4AFpze+MB/u4dWbM7srz6TIpd37454z30+9Mm4XmHblD9W1SHAtnXTOWAesCzQrusKuR4qKoC+1ge95EwarO2j/Mqwnz5EPtxTvihbtLpA+S996i4vg1dmL3IrnilvKKw0Cj9+5Hr3zqTJPi7u+Riv7KGx7Pl74/yLrspAXmwaLMtzxqNdRcBvyTQMVf9w41fth9CyamaImgr/Pn/isDv0xqC4PbQ96otk1z2MJcZ+0j4CUhy0fbKkcPmXSsQGkL9UeuoSrGcDyPdMpzWA/KUL5LE4BjR6GB/A99hCPrhuoXy1VsPWCtpb4gd5x2W2n43AvAH3vp4NKH/ZKSSOCMazOqPtTHllRsLYsGMPxU53FC2MXTv+D7WZVSG27GAsXggobwFU47z3g/IirlIa/Zjfj1hi80HIweaA1cAP3L2Q7o4MP+/y1Q5oqSZvxWUDVMqoF6B+Y2akIOADWGVUE8qKHZ/4dnypnX0mLY1dJ2DhX03exMWinvbiDsjmf7HPWTXBJrPX201pS+OkFuUK1r20iwNXRPgLLySb9Xvi/QsenTTXjZiRd8xxI2Z07xg5Y45LOopCxosVb+3YwW7DqNd7/TFr1Du+37HULtTnZqNn4kvxd/PMYv7EVQYbRGvMPTlqovto1Gtdj/dfc2vGv+tWTxzuVk0c4Y/5Y951M8cMczPHjnDLxr3r1ox7p8vx5pjx7qbR5U1WVY7C60obkvIbIF5kVQAKQm3y/MyYSW7NuKHu+lI+WH+rXUXDeEXP6Hnu1jkbvCyeGTO5oi3Tx450g8eMd8+NmeSeHjPZvTpmghs7drRbNW5YRTwrg2FjxrpbMtpOmx8cPdXNGjsizmNtSYaE9iAe8Zk3qS+KPn4z7xdtp413c+l9Mey1FzwMxDoc4A0QBPqFUDLrNxbx1nWNgGpeCEjOixNC4bAe1hVKaMEskLpjwG9ji2zr/sPmJbAv3+C2XgLJuvbVfX90QyZPdcMmTna77ijDfEA0ZVIGygVr0bz6qTvcw8u7urezfcL5HUui99qdo6Z7Zc2u+/4Qyyh0pWPrz7nfHPTv0eagqmtSSD1RTKDkiNzXlKG64n/fN4LqtJ32UDZKh1B54SH8XRGEt+3lHOt7yZN8BMPfG/1+xZh95MONbsgHU70bn/Ejhng/8U8t6qpYk2uuVU/2i2VCfUNQHspFvzXeUBpY5QJ5YC2veGFI+4kTQnvl0bxwbLeAVkdHh9uz/kO3d8hD7oe7yqsv1BcH7vxXd/yeX2f6x6duxN//wJ+6VZfemrgB5Htrz1wG9WoA+Z7pxAaQvzSBPEBSlsGH02CkBZPm3Fuxl1yIFIWiWCOrPG8BbfKLQXxwDWivNHKZg6V80TIb8Xq3rI5pTDS3uqJjEGivMcGYqrWPGUfkc/B0e6YSQGPTjsXulJtU34sNvBrl5cNiKyMAIVC237h57rqSr3P/4T52nsPC+8XpTT0KMG1dL6VzgWQskcOP6LzfQFVZXr4+M1n+WJLTTwChvPyS7rPhKumBw/WQqyz2sbxPKi/vGhuXUp/bxlW60bmrtGkt7lkEEPMswJPKGrDmW59/n9Fz69LeamWGoovnSfsJ0FYAOgoV/LvzG+iVVPe8a0qPX/m8uPb+HUsvjOuiamWz8v36WRdfLGjfG8rBatyPm5lrq+p3jQH5Q+fZ0rWi4bXjIgUc5T+V4bJl/Iih7uGRE90No7pCdiy43/ebxL7glg5/zd33/hTfHvJkTN8yZ4O7feFnDgUASoNrx5XdOhEH1ztF64tbL9JcM2qu2/DeSz7kdy1zCWVqfsZnP/n0e3+G+/S9F9zEEUPdINMO7tnj+lGz3Vsj3/dxia8DtzeKR9tZwcBqBNqIMhGQLlc5xBvvN2Yup1c+nw5/wY0YGY0LFHxYClNfXPmQDuv+ojKz8ZT+7hkrYriJmxZZc+NPPgSTWb8B4yG4FlAMwx9LVsC6DsRuuT/yGS5oyz0smLPc31AfQffQql/+tMkHK+ynm9bG7UTxkNUW72Jl0K/dgWAT0i8e/G/3/phRFfK+6/3pbtLjA9yuOyJoqzYp/OLBv7mRY0dXpLH9kHROP9O3TcNfd1++fn9cb/IMoXDYDlYlWDCOXJBRqDBB0QGYt/Im/933/M59+caD7ou3H3U7H7yqomy1qdqQ+uDzn3Rb7v7f8RhOanvWNcll8fP3+bwE2MkXRUGS1TjyQVGjlQ1eUZCgCMK9UShL/dYKkFAhAiSn7NMfTukW0ALI7969Oz5+fHWgz5c+45lUPdJCrQShLq3rF3SrLr01cQPI99aeuQzq1QDyPdOJDSB/aQL5aoGkwKQP2zpjKJoEGJOuqTxcgVTkFUD48F4M/1va3cHmyO/8hbBSTqpz41rtwLuI7OIxwb4FOePA3sfNETC9VrdJWqnBeLL55p1rLFLvIu0rGqdaONOIXx1Q74682BT0utGRj3PBALvxo66x2WbDcr66fvl7yV0NYCXrozHtHhsNIn/8pyf1MRuUcr8WlwuUKcDywOTeDeSvLymJ7l61w7cXEJYms7zrGs9J8ryQ11B4XWueM5Q0dvNNrVYAPua1Iem+3P1Uu5cAecWuixqKt8Tn7EKOi+7mzT4TjGmUa0njIu8acwfpq3WTRL5ylaRnij0Q1B42sqZuwG/dJ8SSH9jMmBPQ5vqt4+bFe21wj41n0+ouyHbLrK4WsWlpdF0b0/I+U70Grt+dWpbSJYVSDqLo0zvz3tKcH7W1ySvYeKZxqYNfe22Oyv3bxs132i9jkDZzHpO9mTOupqzcn055N9w0Nnqns+pIdZeLoltm16bAjcfK/E/dV/f9yQNAwK38o2sj0TQIGF5Xuo0DrnRr7/svnx+AsNYjBOxhefyW5TJlWMiOpbgFzXJ7suDVR3x9qmmbyvj8oatj2asPULRr3F0zao7755tD3Xuj3nfD3n7VvfDKS+6hD2p7t+EnnXyfnbHYDV+wzC1//dEKOeJTHFc4bFqLwgKYLNc1Vt7U3coN9zNcs8Be8Tc/fK1b9O6rbtSiFRXHtCmT3I57rqwoX2mKhFjIy3qb+C+88mJVijfJmlCynvjum74+tMVa7KMQAtIzFrH+557cuFA27U5y2QOst3IKzyWvEI4L8nd8taFbQCsE8vu/2+3YmJU6oyALFQG2fnruiHtyypvdqkdvTlx3IN/bGgsUbviQ75leaQD5npF7A8hXL/fz53+qK9ArCv5svAPNLR5qFrVWD2GlNsHEytnmm3TufdXjfgZL6Bw/9WE5WE57i2i/4WxkHY2rkaRyGtcuHbnEKyYYE1XAeB+3/WysEKplX4GyIiDbRU6XelFuybK+WndNWWNTH+mNsDqge6HlJWDMRwuAECs8NqzzHzTr9/iPIH2EEwfL5TRr7Qtd10sxf8GyfovKUMR+LOady+cvPsaT2v90aRNQIFNeXkn32fSQfkUpk5R/tdfkogdQlVRe3jXkRH2syxqUQFxTnoJ4gKm8/ML7WMKSF6tAqm1bd+JrHFA2R9KKBkE2vxFr4FYkbEfS73L66vyIk5dcUaDg6U47G2kv7vxuNzqudmWExpDm91qAvACvVmdog2jtm6HxTkg5XVzLrN/j/dZLIUQ85rI8QK45oBrreLUXME45bLQtZQHuXHS/aDhgbbTahrxII9cY/ObA5VhaXli9yx874BxlHWmY44q26dY5H/k0yDxUlKMMIb8+ExZX1CHeyPuD2t4X2r+DVTXvTpgYA9fmv5d9ngM0LfxLOwcYAgQ5nh0y1DGfP770Uzd4ynRvUT7rrWfcglcfdnNefdRNfGKQ23L3v/u4wFGgJgeQHJ/c1uoZKG99vlM+ft8BvNpQkzJtHM5l5c+9TfdfFcvt/tXb3Kb7/+LLprwQsNr2AbrlI5x8Xp5dKX/GA/s00DfIUkpUFCTdmb/JV+mXf7M3/mA/OX1wLGPqk3fgLsa2x56jsBCoPvj41e7nzo64nKSTltWzfXnIXHA6r3zu0w9sequ4K4a94OVVy6oOlHrImmft+fnRqo4f+/0Pr5AQGFc51YYoN6x87LmUCcjLXmfs+HL6/o9c+SXJ1F7rAuT373fnT59wR4xveRRMKCAA8Bzs+WD74tTMYTbLy+68AeQvuy7tPQ1qAPme6YsGkK9e7r0CyJf8s6f6zs6BpHIhU8SXd2yRXNA9SAhCVZZ3VyIgWkARkAVBG/d6Ft7HY6KlmMuYtDFRRCFk+7pCOZQzxsMy+S0r+Xqu0miAmosLaorIW+5O+GBJ3RCvBAYBFgIIuLUpkn8jziInq8c8+aaBG1m9WctTK1cBcPpQbgnS8gqvA70AQKQFTGHZWQ9lizZfzbJwDeui3zfNiDYdvNP4eI+BfMkqXuMQqKV0RUN9oAOxgFZWlhfqfGDJglkQEQiTVF+tVsCKNul+3jU2cqUvgWV5ccP72qCy6EoJXFw9N73JseHwM9MWxla+kuGrM5sccJ/xf9f4+V7Bglsk4ipOI+zeO4H9GuweBDenjKuwr8Pf2ui435JNVY+b2Cf57PWxKxX2Z2Ac6gBU5z2rcpuEO5a8eQyFsZ+zRtem9EMp4NMD6korVmpRRkh56PfLsFbPo+fltjfqgz1+82XqopUz1b4nZO3/YLDCSSunQvdXA9dFsqNM9p0Ix0LW7/4ry/tUSBm65sm+MTiVGxiAI2A3y52HtdAd/dTfvRuitLLlq//G8U3um4ERlKcMwD+QWMATQGphI3GAu7hZ8RC0BKT53czmrg/8Tw8pk8DsW1NnVsjmqUXr3KZ/RFCevICcuHmhfNqJexN8g+8ruav5/vZ/dUM+mFaRh9qHP3/kT1+jfOGcFR9SjNW6mk7K9fW791V8sLeum+/23/f7ChlYedhz+i30iw5Epm2yEj/42N/cucM/VJSR9uPAo3/15ZKevG1ZSedh/7WsmO42/nioJKPq98iQOy4pK/HJT7nH7/mN922fVIfwmnWptK9vNJZwi6RxF4aMCbUjhPYAcfI/MeHlNJEVvp4E5JW4Zfk0d+Cf/5kq7yOv3+06tn6s6Jdt2ADyl23X9nzDGkC+Z/qgAeSrl3vvAvJVWgmXIKYgeREgTxys3DM3cs2Ao4KgpNd5PYGoBbaN84sD6us1JqodB/Jbz/hNAu551+RLns1o6zVWGvCle/Cl3vKTr28+Bu2Sdn00JoWAEPxdkyYEAPWu3+WS30OTSy5lanCtQB9cNyGSd5YPf1lfV7tRH+CXvrQHrouArN2RP2ODPKv1my/wovpYOAxA5zoQSfXGIjBpnGZdk0WiysASXy4jutPmtLSsPKCsa8dEMuE8DTjKehVr46w2JN2L9huIQGha/knpdE2bUjJe09rCdcYGmwxLfja8eew894/JC9xA4wrE3tc58dhbIaucxr3894Ws0GW1jD939WfRELAqRdHdqyM/40XTEs9CRBQC6mNrLV5kw1QpHovAyP4rtkfPVA3tpc7Wsl31xUK/mnYTV3JHoeE3jC3NpdVAdepyzdhobgDUVlsHlYuVvX1mUH7RtiR5ypK62o3AtVorhPyf/vPaGPwBuy3ABMJiLQz8Bk4C0a0l+rQhL8V7Z6QpEpnPaAtj6oFV29zmf1SCRiywsYrHJUsI30O4mvbb1nncyHcS++GBVV97i/20PHQdJcVz81cm5qGVSLavtSeCVptU2y8aM2xujJz2HDvV5YP95/PnXevauW7vm393Xw74ndtx5//ntg660gGoae/Uoa/Efah2+L7sV6nM2PLKPe6n0ye65J92oX3LujhfoPzZR69wrKZACSJorfIqwn6/ctaly+Pz1/q2Md+ovXkhzyHywJUUzxnxX5y7LK4PSiFZslN26Pvf1oe6qr7Es4ogC+RRXsjvPqs27D0poX686zfu3LGDaSIrfD0LyCuTMzs3eV/1p2a+407NGe5a185zZw+WV1Ao3uUaNoD85dqzvaBdDSDfM53QAPLVy71XAPnYZU11/rsFLOW6o4iFcr3gKzAUH/TA/WpBbL3gaSOf+oDoeo2JasdBGcjXZpmPi6fu+K9PGj/2Y7Fxng9bLrSMZLkdflznfeTcWVoCDLh9e3bPt+NCy6m7+ct1AH6T82Qb3pf1HFawWfUA1vPhyVEUBuGaSGkE5AT/uZ5mkZ9VD917a9Yi16dkeZoEhMJ26rcAl6w+qQd+nlEeSenAxo6ycOX+nR9uLSxXrHTVZqCUVgcwltN89KtNtYa4xaBMKQIyYQub+JbAfZ5FsWSmUDAHC2NdqyZEeUI90/qdPlUfRDKc50EaIJX+ElSSfH2bp692bBQKaGO8oUixrknunTg/c1zXKvNfQjr6Q7IGUGvVSLX7D2hVxtU17snQZ9ISXw/GKy5aVCet1khyzZQ0LjUH4Ys96b69huKAcuTCyt4rcm7nD1/f0lxVzcoU5iG1dcDqHX5TZn5fV4OSQPuE0BdF6h/G0ca6r84or/hBMUZ9ZBls09y9ekeshCnqBkTjBLhJepsf54teqtxE1MLMpPNPH77OvT1lhs9HCtYs+auN/Vds82kA+d/2L7n/yHHFEoJWrJwFWC2IZ4PVV156zuW5L3pm4RoPsNc/dov7asC/u639r3Ab7rvKzXr5YffazORVGxgz6B1Av9i9Q/TsSiHLsyiAHMo57bcUM/2nLM39WJ+xsbzSwe438tjST920oS+7Lx747xha03df97/CzX74djd6/LjcvJMitKyeE+fHhrBAcMC8YDXKGtz8CHj/eMf/UwHjyXP7wWPx85Y1TiQfbd6MrO1m1fTtWy8/F9cHhRGgnA2DNU5x84KrGR34s9c9xgvxw02DcYnk8ylZ0KNw0Gax3LNujNo+ye+jJDmG14oA+TDNL+133YH880v+4XrDoY4ECjd8yEsaFzdsAPmLK2+V1gDyzu38v/+vXnGcPXfetZ/pdM2tba65rT3zwA87YLEWS2HvOqbk8iYJMIbXgKa+rCo3dBX8P3i63acHhspC/lhLW9RO2lrDcaq1zTWOnpNBeUzUBsa1QuN4lePgREu0MXAt457xKAv5E20djuety3H+vDtb5bH30FGXehw+6vaWju8PH3U6Nu36zq3evM2t3cKxPfv4artba46m9Z+4BWs/jo81W7a5dV9tr9PxjVv3Vddj/dZvXNLxwfJ1btjcJe7deUvde/OXdf9YsMy9Zw428Kr2uDbeJLO6Zet88AicavMwyn5vPm1bWnU9qq13kfgjFixzvem4vWRRDMTRB2ORUK4ksHbMg4zyQZwGYWx5cjMRxf3Yu1fgnOOm0sZwjA/cjuSVm3Yfn/fKMw/6ANgE4VmBgdWuALPywKqacyk2ZNGNVWAR1wt8iGsjSOSKPDwkKfnQp70vG6CV1q5qrrPZInXGGlJWqbcv/DxzDMh1DGmwerf9lnYOpBLQpLxqLeSBoJJzkssi4G/fcZH8gaCAV7msUJ0ATMoDSJ8E7RQXQHL1qCg/FC7VyLQRN1KCojhB3jw3yJVVTvxmHBT1QS6Ip36r1m2LAKIs86N+jSyZNR6zxoHGgzZq1rOt61kh0JJ6F22rzUuWs6RnVZGs/PmdN1eRj50/b56+2iubJMPbaoDqmudRWtl6Fj3X3GmVig+WfNKnucfSeKHerGxImzO4blc+ZK2me2zpZ+7D5+5xOwJQvrffr9yOAb916564zX0w7HX38uxK5bR8qqfVFTlow+twFdjz81Z4ON700oOOzVfHjnzXPbLsC/fE4o/cl/dfFYNUAdWk8Ot7/o+bPuRFN+CDSMnFCqVwfkvrixunRJuuq/9xkcL4umvFNg/2eUYYX1L+8lxwzebHXE965nGtFKnWUEIbBc/6coewRWY45qPItzrlMv7uWFLeO4j3zsAlX7pBHzS5m4dP9XV7YsFa13KmMzPPrJtLZk1xGwdWbvKKCxy5wVG/rP77X92qVSsSs3qmKdp8mjoz5pNWVDAfyO0d8dhnQbLmub225KJvyojBDvCvcg/e+auKDX11XeH++//gDjwSud/RNSzh2VPA7kvAPSkd2CBWLmqUpnVDU2LbarnYAPL5UmsA+XwZNWLUKIEGkK9RcN1M1gDyvQfIV9OV7WfPecgNKAewC34XCQVDD51uLVTkmXPna4b/1EfW+GzwqrLJ80L9XYi55PxPP5dA7U/up59/vlBVv2Ty7dSYaK7NdYzGBIqnlvaOwkdzW7TCgvRFxnoYRwqhai3zQyWV/d3TIAV/u49MWeitPG8fN89vTopvY9xrYIHb0/W7mOW/oA3falimz8cNVnd87LAh7MWs96VaFm4+kBdHUb/qskjE0hw/8UXaLlcxlIO1O3kA3fjQx4KVfrMWyvZjVQAcGCHXBKyiKFJuWhz5MaY+109a5i3VBOj46OfjGbCO1WVU50UV1omqq1w6EIdDrmpuKFl148rAWvrpA1whgATLcaX3ANHAbn3A44olrS32+uDZi7psomjv61xuI+gHKTqK+OmON8icstzlWQwjQ0Cmb1sJUlYLcwS77p6Q3H5Zxl8/aUmq8kN9pb6R7NNCv1qhVNB4xAAAACAASURBVN+G+5piz7fGFSHunOhzay0qpQ/PQxKssn0BWBU05z1IXjyHedbBygNlllbUaPNSWTqzkSj5MSYUPytkfvLxq3DZorJvqcEVmAA27Ve9dI16pME+xqx8UhOPOY35XPMX16zls/LOCwXk8/osLR+tbmF/hhdnNPn9GqgLBytX0tIJhCsuMPi2+Z94oEwoOKz7RTcmZxxc+/5sN2D6cvePNfkKf/niZx5Oq6vGCHWhH9LihdefHj3JNT14g98Q9ts7fuN23vn/us13/7tbdv+1bsj7Iz24VxreSbJWB5Jn9SXPiVY2CLZLTmkhYyfp+VJ6ninbzqKry/Tc3zqxyS3fsdcda20v9I20eNsed8O48nuRemtOsG0YvWFLt77nRqwrr8YbPORNt/LJfu7b/v8rhuHbB/67W/LsQPfKO+/4MUvZszZVKhaWbd8b3Rs9r2LzZGRHX/HODFdpcQ3Z8HxIxuQ9bM1Gx9fpuaP7vS/3H+/4VVwXgXPC/f/4P+7YqKdc53fbYnm2fbTIHX61f2J8mzY8P/beI+7s/t1xPvU4aQD5fCk2gHy+jBoxapTAhYBoNVblF5WsAeQvTSDPII2t5IGi7WcLAUpZCAPy2zrPFR7rKqvaTWTlIuQgdWzrjJQIza3uQjLtes0l5376yTV3nHGHT0dW2chMx9GWNtd65qz/56eIEKkTRzV/gP+Oc+dca+dZf3ScPedQDFysP8pvO9Pp2jrOJB6HSqs06OMQfGf91hgkvQXbRc9rLZdnRIqA4y21lZ1URwsTLvb5/SV4YT8ywnOg02vdsAi+2G3qTnkCxHwg6mO0mlDWdUUBZnfqSlqW4uP6heNS7SOUFxpzWVbSWObJzyzx01yIJMnUbvCqspJCgFmSpaM+aLXxKWmTLKaTyk67dp1fiRFZsybVRddQAoTwWYof5CGFgeJ7q851u5w2suM67QIuYwnHwbnAHfcpQ6s7+jaVLdXZ3BZXE8TBqj2pLVifoqC4qeSCxpc3eq5j81n8xCelAXATD8tXWZkWcSmExb/qDVyl7aEFK2DHWvYC9W4sbepKmVljzD7rsmomTdI+BbLExpUOlsw2rc5lMQzM0rUiocpGpknya1xLB/VyOYbsraylTKM/eTawxvXP1fo9fgzx3AsA+3FS2qBbfv9R7uRZnTMOrNJI5evZUv6Abd3LClHSURdWsGTFs/c0dkiXV9+KdIs2xvMwz5a9Z2VHvh72TVziFQtyJcV1DtqmVTr87lNacZYEXG0ZSecCqrQp6X7eNVlYy02Nr6MBl1lgl41aw3arjQq5T7y8eui+3BUVtfjXqqA890YokKkT/VbEVZl9ZwDxNT5v02qrcQs9AFe9CVmtpbFNWbJ4pzwAPYpfKy/m6RumriyNiRV+3uW5Yy5EIYUsUFCkjVEs0ymHPlQ97AoOxkY49yseVviStfpK4dDVG/23b953EFbv87Z8655auM7dWILzbDD8wKyVbsInW93e41390eflae/P3RKtvvIrA5ZuidtIG+5fvb2LwsY+1x9/t99nde78T+72SZHSGdmgOKFvpQRWmwkteLfXOX964Tr3yXcHbPX8+c9nO13Htk9dy6pZ3t9628eL3Nl9u7rEsxd+am91nXu3uzM7NrqzP+x0P58/684d3OtaVs5wJya96o6PesqdmPyaz/PckR9t0rqdN4B8vigbQD5fRo0YNUqgXhCtxuJ/sckaQP7SBfKyXAcSexcebZ2ZYFT+24l/pKWtqjF/+kwE06tyFWIAqHdXU3Jdc6r9TGrZ53/6ybV1nnXEwa0IIeD77PmfUtOEN7o7l3SeP++OtkRudgTgAbm03Vv4l0A094D1adb+rGKgDQLIxOeca9zTH23u6DwbHy0dZxzAPy7bKAK4duR0mzvdfiaOb9PW8/x0W3smMJfbGm+t3p499mJAj1KmJL8i+xckAXCVi5KoqCKK8mUdf7hGRUBSXbjWE3AFq/h+JVcL/EOujys+jviY8aAMX9IlS02ske2y756o88Uos15A/ppRcz0kvxB1xl0KEFubedqPKwAeShb690KUfaHy1CaMtIWPSUAEVpF87APKAMjWkhsLc6yxi9ZHLlIiC88tHthyzsc+MIL8w+Xy+rgnjKHxws9jaIfrmaLlh/FQntBWLNIBGTx/gv64nEAG1CnNEhG5kP76yR/6D3mgip7VKN+FfhUAoEYb2nE9PAB9AuHUg/vhhrNYhHJ9YGAlThvY+DXM09aDe2yqyHNlZaB0yFz5014r87RzIAzysuUCS5FZLMNSW7XRncCe0tgVEEnlyKKZ+Iw1W3edawPXEPza/AQEiwK4pLRpihDVoxFWzgOyak9ysSJFlsZBYlh65/19UnlVBMolxWVMhXAZEM9qD0Ev+l2wkGdYafs2Rc8Yc47t66xzrYIp4n5K+UhpRYhfeF1PC72LnlK7qWvSfgt3Lt/q+kyMXIioPTb0kL60AqDieulZrMZ6W/VEeUZegF5dKxpad1OqDwpMfJAz7+haXr1QijBHSpmidMyXRetCPMC90mLxXSSt3K0Ap/PiWxjO/JXka53/77QiibpIOcl4Vt0enPGhP6c/dd+WbZUtShOGyHngul3u+onRPgrcz5OzLYNzKQm0ykT3LZQnX94FPHvMw8zrSsc9np1b5mzw7xj7zugzZr77aE8EtfUdlRdW8w2Zl9fR1vZY3tW8G6RIGTT9Q1/Eih3f+3xYkSD5KGT88788fa5NqTFqoB+QIf//IKOhq77Iq+4ld78B5PO77IID+WFbnnUX4wj91qvpgJyGD3lJ4+KG3YVoF7e2l09pDSDfFci3/+u/uItxhL7raxlVzR0lq/MStAU6ehc2AFKs5ts6vd9sWbh7KFzQVU1YHyA+6fEJnwtC28vuaYDYsooGxiZZeWONflLuSAIALTDNckVcpeT9Zc0l57H6NsCfMk93dHqojrVCCMKRJzKMgXJHtBIBGXs4X6qrBezUMQnoC0SrPcB80uELX7BXm6UqjlcCtLR7mBwqA47UGSyrDtWEwG0/JkorIEI52d9+74JS/O7WXUoOZGLLSDuPx9+pFnf8dP2s43sKyMvvMRDrzg/TlzlH8GuV/8cdX9KXuwsbbQKKXPRhU00oizb/oThmnnuzoEuVolDNujqhDIAqH+3hsmSsry81dxcAbuAt7Uo75N9f928dGykg8ny6P1LyG1wU+oZ9LmgMjFAfo/go2m9hPJ4j2lDrOBNAselDNwuSUVJIunAlgDaEBGrb9mujRzZhVTt4TqQQAt4BRCykZN7go99aVFqwjX906gVEARhwLn/btuyscxQ2Nn+1EytRADz5Kr1gzE0z18Rji/KAq8gBSOEVP7PXu+vGld0osf+A2mxDFF6Uh/IBq0SVY0Nk4OOMqW0zWWRK+nq5v8IdF66CmPtR3HH0Gz/fK/Aup3ldQJ4+t/2hc/qF5xlw55V8JYtpABXjkWcjSe7Ii+s6SAvwDpVAuBcBRqo8QVVt+kn68BlT3KRQG17mKZFsWtoo5QD15Fm09+NzLGpLbtZUL8Isn/VAPeTkXZgYiC+5EHLvphlrvcJQ1xnPcbkbvit0zv8mSl+NQoJyrFKNPEKwq1U09EueyxlrnSxFHHNPNe2RmxtgdZF0Wo0FVB6UMseE+Vw3MXKJJJlRRwA8z4KUNNxjbPC+sOmldJ700Wb3wMyy/3fmSe4xTjgYj1xTGYxlFMMoBBgXcr0m+ftnzL/rFkcrUgr0PWOd/P04TGg77xqrgFBd4nD0PD+3h4oP6iY3bMRdvfMHt/3QMffFD4fc1weP+W/IvO/Detyf9kWkAKlF0eSfu1Fz3bpdP7o3V3zm5ZT6fGfIWi6A7p5an41U6yGXeuXRAPL5kmwA+XwZNWLUKIEsiFZjlo1kBSTQAPKXNpCniwHMIewV0A3Dai3j7RDCwgC/8z7P5laX6KqkvbRxpgG1skwmnQXXyhtXLLb+AH8AKvl7y3qs1Uv5kUfLmbNKmhgmzSW4X8HaPpRH1u/E9pWAvMCvXXXQ3N7hTraVLetx00M7Dlvr8fauChKUJViLWxh/kA10U9wQebhckke9rb2rgfHEPdHSWrECwNc7VGCwd4BZcVCPOlOulExA+dR9FFAMmbLr6TtesrKg52Kcy38z4CF0hWE/0Oy5oAAw52LUsSfLEPQtYlloZcS54IssCe/tpq9xKwfrXoiPSgscVQ8AhuAjH5wWgtq8evM5FsFYzGOVKngYf2h7CDq/wleq7uEnPq1dUmTIYlryKhoCcyjnltkbvNUg5/d2Y58AFAjkkQW+suomq1sLhQDD5AkkxuL15pnrPFzEpQQHVrsoJLJcGpCeIyxbVu+sSgBG31hSnGA1mmSJadNb4KdVBbiyoRxBU4AOv5Osmm1e4bmAPAAHSCNLwDCeoCnPNM+ItaJUm23IuMtaEcQ94pNPWJZ+J/WR7hUJZcULYE4b10WuM9bkIsi2MTzHNcultrImqf2DJpZdYBV9v6k/pBxCNuHciXJV7wY9D5Ih0JE5ucIKeP2eCl/jcgMjP/JF98zQahjKAqKprnmhgLPqiPKW9zhgHFiK+xDrboa5CLBHfJ7rvPy5z5zDOEeZ5f2dlwC9BcjXlBRcAOEiedo41hpbc4W9n3Zu+5H2pEFwu3IGhQztZx5h3BBiIa53Ovnc/8FCvwH9reMihWJRoKq+AISjLEmrt64DkjVOmD91PSuUQpV6yoc75/ZgDPIOS6qDXMT0G7/A3TEheoYYEza9PQcMh0pd1U8wnviMc9WH/zkZL4qXFPKOUjlZz4jeK9cZpRBuamhH3sazAv4qx4Z3TlzoXpizzE38cM0FO/qW5FsxX2TAcysnlB7U9+9TFrnbxkf9xFi1cYqeS2mHW9PL6a8B5PN7swHk82XkYxw9etTNmTPHvfXWW+7ll192EydOdF999VVu6v3797vFixe7oUOHusGDB7tly5a5I0eOJKYj7qRJkxKP6dOnu88++8ydOHEiMW1vvJgE0XpjPS+3OjWA/KUP5BmTPD/HsTA34PrrPd+7cR9Mdc+//Kp76tnn3Zhx47s9D2HJjqV6DLKNKxfA6N4jx92IsePcu6PGuHVffFlRn9Bn/eHDh91//dd/uWv7XB9ZWWON3t7pJs+e64aPHd/leG/0WJ/vohWrvBsb2n3u/PnSZqtR+NXWrW7a9Onu1ddec+8NH+7WrF3rjp08VVYklNz7eODfVgL+JVc6tGnDxs3u7WHvuZHjJ3axvP5oy9e+TiMnTHJfffdDfF/AV1bb5MO1bw8ede9PnOzTLFq91v+mXSPGTXBf7txdAYpjeeLWJvDJvurTz2NZ/IibHJQCJdcvyHv6nHnurcFD3GOPP+GGvDPMLVy8xB1vPh1b3QscX8gQi3fbBj8OuRZcR+lQr3rgB75C5s1tXqYoSZC/X1FgVlvU6iInr75JUOFCXZOrDP6hz/swCv+pl4WVoNqFqmNP5yvrXT7WQxlk/cZiF7li0SbrI35319c48nisBDDJr4g11O3zI4BM/DyXF1jHAkgB/ihrAFFY0/Z0P+D3/fYS+KAdgASWYNs+4INWyiLiABWT6i1/39VAHVsOGySSP3IVCEBWSWUVvYZbI/JMg8i2/PBc/RuOUfLjsEAsTJv2G4hBWixGwzjanPHtWYu8v3jiAT/CeGm/tdT++jHz3FuzFvlnQnUFJty5dIsvm2uh5WZanoJpQJ60OFzXxohhvLuWb/UKAMAkME6QtcjKEo0n0qaVzdiM5NTVnUBaGntd6buzH8Vz0xY63I1RD+ALYBBlDZaiuFlhzgJWqi9YBZHkL7/omO4N8ewGzuHzYeWbdK5NQJHH44GbJdr2hJmHvTznbEj0Ic4crfcleV1Xsq5H9po/GHNJdUi6pj4C0haxFBdYp2y5TVIfhyHjXnJS+3HzkVSPrGtaSRP6u8cFl8qsxkq+EqpHeaieWfXg/xrte+HLHT3PhZbSNv3tCz+rUEyorjZkNRDvYI1vnhGBYJSC9KvNU+e0QTJVfnnzG/Mhm+ISv8+k7LlN5RDKAp9xyW/m88jl2ybvoidPmaP+u3502e8/ylZBW6voB9Qjt7uNcoG4jDtZcPv6T4yUMNyzSlAUGcB8ymQuop5AfGt5nyUnxqfkeX1pfBUZG5XyityeoaxFAYXiRW0lb1w6vjKj/v8HodRW3W19ip4zPkh/89h58Sq1ahWPKotnlbyKbnZ7qfCrBpDP76kGkM+XkYfv//Iv/+KSjgceeMC1tLQk5jJz5szENOQDmA//Pvroo9T4tuzf/va3jrwBdr35rwHke6Z3GkD+8gDydvQAzYHvdh6w5/WYh7DKx49eBYQ91eI2bt8ZlztqwkR/H5/pSf77Xn/jDR8XAA5EBTQfau+M09s62/Mnnn3O53vSuHo5fPykB9I2ns7/8Mc/uo++3OIBbZL7GUHjBctWxGX/2xW/jYG7rOG37Pk+vn/1tde5g23lzUyVh2A8aQbe9484/prPv3TfHz8V/772+ht8/oL5B05FQNtb1Bsr/KQ0qs+C5Svdv//u93Geai/h1Vdf7b7ZubNbfuZbsPivYvNTADnAXZbrGhv85jpW7dXkVzQuVu9hmSqbEGXBhSqbOuoj72KEuGDgH/Cill36x51Q/lyxXL4Ydb0YZQAYgdFYoQKjsIDsM6ZsVZb1UWhlwweRAAzuELinD+S0jS2Ltg+AKaiW5NPV1sOey7UKH25JZeHX2wJvfSQqJJ2tO7LiA/XlGU0XxZJWfpsBSnkWYIDFa8dEYxvr+rC91Jt2YclqZVT0HJhLersCoQi4Dethf2uzw6IWkLausgwPLRTlLx4QZOMXOZclLvK28bGmpO3Ul77X+CgCBm0+2mTvoZIbGG2WKTCp8Ur+wBmb1p4zFqw/5yzFIlBKz2XWxpAWYOIGCRdHtq/Cc+1JkGVJLKVcqAiwbck6l09/NtUOyy/ym74SNGQuyoI2wHn1D/NgPZSIRerY3TgoE1GO8CzSJyictQ+IxinKqyw5614M+UqAL82ND2Upb4U8M4xjnkspdnSPlTRSEhDHb5RcAmFF3dAwlpQvCt+09wBwU/Ce8vUuAkjfPGNtDBwBj/Q31raDNkQul/qVNtEkXS1AXkq38H8LyUFhWt3VD4Q843pu5fJECkwgdZKLGdpuLeq1QWmW0kxlMk8wP/CcUC6QVvJOc00GlL/FuFjjOce1C7IDDlswjSLyLrPfBnCbFTCUqzowZ8uSXrKir9Ngv9IRUp7ShAoRGy/rnPmcPPgfSLImvuTPGKKOeveoPL8Ca2z07tU1yZDfzJGae2z/KG5aiCKDeZmxT91QUKLQsVb76iPyqFaxrfnZK6CNWxzmXY09+i1tHqh17pK7M8ZYVn+k3aMfaC91u61ksJD3/1FaXlJANCzkLQH5ZZw3gHxOP8+bNy+GI1deeaUbMmSIGz58uOvTp098/dFHH+2Sy7vvvhvfv+qqq3y6N954w5GHIMvUqVMr0lkgf+utt7p//vOf8dG/f3/3m9/8Jk5LHnfccYf78ccLsyNyRcVq/NEA8jUKrpvJGkD+8gPyF3MewhUMPtP5h+BUxxm3bdfueN4ZP2myY4PS9s7OiqO144w7fOy4+/Wvf+3jbt2zN4bfFnrfdOttLjz6D7rHrfl8owfyWEcDRI+ebHY333JLXO7tffu6wUPf6QLogeKC2QrlcmbM5ClxeubLJCBPmiEjRsbxJkyfGeenfADzxMMiXnP3488+F8d75sWX4+tY3BNXMD/JH/qkWXPi+Jyr3hs2b42vU85Tzz7nhr33nhs46J74+n/853+6g0ePXxAIngfLAeA6iMu53PIAyAH0/K4nKMc3PHBeR73zT2tzrf/Y15JO/nVDkJf2D7u9jpUTHwLXjppbEyCqpb4XMg0Wb3zUpH0Q6noWyEM+WG3LClFwketYkJEHFvfdaYeUKNVYJKvfVK9wVQOQSO1jGTtW5oBhDj7uBXaJc9u4ee52swGw0gHsgRVAsO60Lymt2szHtz7m1aa00PobTnI3ghsS6h5BqGI+jClLoArQYd0CdAda4v5CcuSjGJiU1q7wuvwZI5vwnsAMYCe8l/dbrgJCGCdYzdwhsEg5efmF97WCBOBNnw/Aj3wJfnpoFvqzLvmCB+ABSYCLFsQDNIA0YTn6DewSZE7a9E7xgNGCTtaFB2MeqJ00PqWYyIRfJRdC9HOSiwiVnxaqL6XASKpH1jUptEJAmlYe12XNW6sSIKs+9bqHgvKBycmbWvvne9y8GCjqGQNSp1lJ0//ISHEJUT6l1VcbEtv4yefRfHPruHnu1RnlPReAknoWSIdrKQtmw/5h00eNTwsjuQbYZfUOY8VaIJMvsJ93E8+OlMNcxxI4nFMBrXbsk7f1gx/Wqcvv9XtiUApotvclGwubqW+aQo/5WaCQ57dPyS86cperGPIExgK9aY8AqspCKcveC/xGUWDrU/RcYyJP8cqcqP00VL5C9nKhHtpLhtVn14wuK/yJp7YqDSHyUfn8Zm5Ogq4YDKCgsGmRS9E22njyWQ+Qx0qePBknUiygsFV8/n9k7KEwUNm0g/7ifUE8xh5zNPe5h5LVw/XV7OHwqVdgWcUH8XhOuacVWco7DCWzm0vPLfOW6lZNKOVC+B7BFZNWBOh9lTYfVHud+Usyqaauisv/CqTvP2Vpw4d8Cr9qWMinCMZcbgB5I4zwlAEkADNo0CDX2dkZRwE2P/PMM/H93bt3x/cOHToUX7/33nsd+eivubnZAdvJF8BurestkF+3bp2SVIT79u1z99xTBjR//vOfK/KviNzDPxpAvmc6oAHkLz0gj5uWM2fPJh6nTp+O55MBAwa6061tcbyOzk735FNPxfe379gR3/vhx33x9UH33ONOnW6J7x09djwG3sxDx0+cjO9V1uOc2/3dd3E+4ydOSoXB02fO8vH6DxxUsWnqwhWr/fW//u3qGD4LQsdhexliY5U9Z/6CuMyhw4bFZQJmcUHzb1dc4e/f0rdflzz3n2pxL7z6Wpxec3gakN/X3Or+8Kc/+fi//s1v3O7Dx32efsNS3KM0t7r9p9vcf/zlL3GcXYeOxeV+snV7XNbTL7zkr+NrHkvu0Dqe9mJJT50o64cTzXE+N9wcKSB+9/vfu692fectxAWMJ02ZGpeB+xpd74kQ4K6NX63Vuj3nfj3B/MVuZ7X/0HcnPhDV/zO/8puaPmC0xNVCWCzF+CjFTzHQDgCN1SIfHt2p64VMq491ZAGs69u00UNRrBf5CAUqqK0+zpTl3pWGwBoABQBsrRH5uENpoQ+nevmAZuk0dQDMKO+iofyNWsA2qLShJnlmwQpADrCeeDoAH1gCWnjDvdDfcnf7ToADf7BF20o8WVkzDsM6yM0IH/NJcCOpHPpTyglkqY3vrDzDcor8FtAVWAAqFQFgFuTRP2Gduaa+wh1AeD/tN/KI0wVugQRkUGAJ8qKkSMsr67pAC1aHKk9jCTmjbKCNIVxUXBvidz4EKSobUKV+I0xTeACItPpBlrTAJl3LspDEkpz6pNWBupAncapx1UE6xp2sP62FJufAaMY3FsAoDRiLj0xZ6HDxpLEnC342qM2CvZKXQlxQqI+e7wVuq9Qehc9MW+hXMmkc0LfAZhSKwECNJd2XH27/e/Q8DzmZ84CGKB+tgodn0brMwFXQ27PLMqUOcmeGXJn/GVfMC/Qz7xHyYw6KrHp3xNbEbJ6rPqEuAFcpuvgNAAdY884AZAI/yVe+t4kjxQrjUyDRt8vMz3m/kyzyveLYuJWRCxCVp7GRFWpeTFJ8qU7MTSjX9JuQdpAWeQBVNR9yjz4dtH53rLS7v7RqhbGepCAGJLPqRuNWfZWnUE9rl97tdpWYxmFSSLnERZlMHXEXlRQPC+mHJi/wbZAlOu31/t1nravYG8b6YicO/5MgMz8/mT5D8e6t1yct9fJlDk1rV9p1qzDR+5d5XtcJk9Ly3kpTdqX5atfcRpuidi3yvt+VP3nSbzxXKBz4v4P5njow/pVOiqasFVXKMylk3JFX2hjRczb1823evSnfzjrOBu5Oq/l95weREqXo/yG27vwfSJ2fX7zBrdjxvT/P2svEprXn6tdRGzb3DDy6gKU2gHy+cBtAPkNGa9eWLSIPHjzYJaYF701NTfF9LOEFgQDw4R9W7bo/ZsyY+HYRIE9kQPfo0aPjPPBP3xv/GkC+Z3qlAeR7D5DnH4X2M53udFt7dLR3uNPB0dzWnglYFy9bFj/rO3bt7hJ35+498f0Zs2bH9198uWy5/cOBg/F1wc2vd5Rd0bw7fHiX+4q3bee3cf5ZQP7Gm27y8eYvXR5DZgD0sFFj/PWHHnu84noM40vuXOTq5Uhzi/vvv/3Np7n++hsq6iX/4pNnzo7rhD925QVcv+cf98f3OH998FD/Ow3Ik3bJ2vVxGizefX7tnR6qA+TxE68521q1q1zBdOIA2WUhH7rT+firbXE+z73yWlzvb348GF+fvXhZnN5Cba0+eHvI0AqZqJ8uRoiFugXvfvNVv1kvG/Z2VPp4b27xFvMXo161lIFyh/F0sLklbhPnuMq5c/w8D7TTPuCSPupqvXZTCSKlASr7D3vSuSAXGwUCGG4yS7b1kWTDgRPmO1yd1FrfC5FOVr5ZH2K0naXixAk/Hm37dI4FW+i3Wx9OKCq60w5AA+UUAbZhnwm00u/UAXDu2zRmvgdKYfzwN9ajslAEUNj7QCNrxdddn+qSEdCNOgIZbHlFzoGP6pOkDSrlJgVLUwBGVp5YcOqDnJUPgv3k313fsgLyAEPBX85D61JbP1t+GhyRAoY6AjCKwFjGldoJoLBlCgjJ7RHWguRdC0ggX42l+0vWq4wf8goBPACGIwSsAM87Fm+KrXGpC/FumraqBPVWxlaZ3MMCH1mF8x19a2ERIDGUVQx7Ulw+AcYpw66KsbLjHFjv68GeHYGiyYCvnQAAIABJREFUI4xrfwtwYhXMc1F0Y1a51wDSU65clti8887luiXJ9ZOe0Z4IrSsaZJ6mCAF0W7B+w9QVFRbi6g8bMg6v/yDy240CSiDfKt7KQH1e7twhGQ80m3OiBJYLIcpmbEfAMYKotj5dzkfP831pxyhjGDhJf0lpZtMx52OhrWu0iWeBOYJNqnnWrdKZ+TZUwFK/NNhKG6lPvIfH6HleEaG2K1T5PE9c67/yG1+2rochc4GUzxa+vhQoiFBAsdcJIDxpJQvvI/Jm3lRdqgmZU0gfri6r99j/R2keoSzmbMavn6/W7/GyBxZrPIay4t1hYTLPO3GqtRj3CsAx0Zxhy8BKnPck1/g/qCq3MGbVBHMlCpKk/xcZj9X0i95J1EkroLIMC7Ly1lyXll7z960TysytHqTl3TWRUqEWRYL+55q75VuHe9nbJ0UW94ybrLbae+pTZLjr6Ml6NKlX5dEA8vnd0QDyGTLauHGje+GFF9yUKVMSY507dy6GKGzyyh8QWuAGC/q0P1m5Y+Guv6JAnvhAV+s2Z+/evcqm14QNIN8zXdEA8r0HyNcCCsM0a9ZvcE89/Yz3IR/e4zfuXTTnjBw12sPaE6db4mtsDJqUjmv9Bwzw8f74xz+lxikC5Ddu3uLzwf/5vpOnY9AMsAbEUz/AvAB2UgjQBfZ+9MWXcd2xulfdgdMeBje3uh9OnvYW5uRr3cfsOnQ0tp5/5a233f6Tp92Q4SN8fllAnvr8/cGH4nIB536T1VMt7uvvfoivA97xiR/Wf/r8pjgOwD4G8u1nK+Ja9zafbdsR39u8e6979uVXHZD+QEt7nN4CedzV0F42eZVMLmYIwBaMR3nCZr2hHPzv9k530GyqC8S/mPXMK4v6dPFPH2xWaz+AAF95S6S780Eotx1Y99l/0Iuey3rSu5soWTex7JiPez6s+CjAGtRa9vXpRRsFYs0vefOxn9VubXIGtMCyj48/uQ7g4xSAgfuBNDiJHCirO6C6vLy5Nt/nABPqAJghr2tLVnV5bbdysR9vSVCR1QWSaZ7v7SJjVwqT0HWKrVPWObCO+gD2w/LYUE1W3sQBUIX952Ht3I9jRQzQ48aSpTNp6vF8ymUNzxOQo+J5mbgkAmelDWRvmrE6HneUn2TlKnkIrMt6mzFqXQ0onkKAgxQCQD1WiOieVQAAI5Flt4H8hMW+b+T2w/qTxi+0+o526pBCDFiIWwXqh0sB6lexeaNJQ1rJQPnwHNNWC2u5Fyoh1H5CyZMxGY4lFI0qgw2HbTp7LktblJlYTtt7SefkRb2wngU0Mo4FcpEF+bFyhGeRZ5M511p6Y40tC9dqVkmoLvjkp/x6u2oI5VfNbxQSUkymKaNUf0JWOWlc0xaeA+/6qOkL/2zR58zdrKTAx7xcwaDcAYYiN+1JISCLxTx5Vavk0KoWjWPGuO0v8kw7gG9K5+OMnueVV1wHcNs2cp/xevPMNT4/uTpCsZKWP9eRjd4HKBCA8DY+7zzmHMYa91Hgcc77LXZJMnpe/GzafuBcccjT7vfAXMP8w/gFKjOmQ8WZnj/SVjNeiEu/ka5aOK36S1lhV6hUW4ci8VGiWXnnnd/sXRRFGzEDzFVfQvpG/6NUA7oFeSkb44KbSmOI3yhHdL8aWUpRw3xk5cA7WCs1yZ/3m21D1rn9X4S0PMeEPMtZ6dLuSfGZBbM1BjftO1w3yLL1wFFf72urdFcnBQFt1kasH36zNx4/RVZG8P+NFDxjPtpStzb1powaQD6/NxpAPl9GqTG+M64c1qxZ4+OdOHEiBjPLly9PTTtt2rQ4HmCfv2qAPPE/+eSTOI85c+akltVTNxpAvmck3wDylxeQzwOMm78uW10vWrrUw8/vjLuaeQubUoHouAkT4zkEsJ9UVhEgL2v8t95513lYazYxxVUNIHnmwsVu445dDov2r/fu6wK2BeTnNC2K67R77/dxnXBlAxCWX/Z773/Ax7u13x0xGMbNzOdfb3dLVq/11wDjQ94rBuS3/3AgLhdXOAdbIgXBw48/EV/3oN60TUAay3xc0NBOXNKUgXwZWmM5rzj40VfapFDpBeS3bCu7xWHFRFI/Xchr1kVNkhuepDZYH/xqx4WsY5G8K5QKp9vcodYzlYqFtk5v6a8PKPvhjVsR+xFTr3N9nNdimWM/Bvgg4GDZf9rHDh9PsnwFpiRZsdWrXUXzkeVoEahDuwRqalFgADqQkWBm0TraeEA/8mBspMk56zqWb6THJzKwnPNqPqqVN/IiLf6Kdc2GfND6eo6a2+0NIe8tudSxln+2rLxzfaTjYsXK0p7rOaDOHDyDwDgLj/z1cWUFDoBUcM7mVeu54LY+ogGDISxW/Qh5lgSkk2QAgCHejWPneYtqax1Ln3Of9Bycy7qQNFhmohhAgQOcw4WOysb9gtqIqxSuy4I1qR5Z1zTH3Vmy4E5aEQBsx4pW/obJT9bqvn3TVvk6Au+w3qUu9LlW7xAHi0zqzF4CeubVHkL6GxiTpaygXM15uK6RDGyo1RzkCViSS6tQBsg/Kn+enzOTrI5ZkWMVM7hYwgJYbi2AYqHvb1sOdRVooaxa5wygHukZP+/NW9rleGfOYjd09iI3dM5ix/nFOAZNjOYuZGDbnHVOX+jdGsl+rn++GfdAZ8C4XYHBdWsBzPxDOtyjYI0tmTI+s8pNuicLdhRIWkllQT3Qj/qgbFG5KKDIi3GepKhSm6J6zY8twXl+uXb3xAW+77RxN88QygTmcg7mAN7RSfWVdbgUO7as8By5hUpNm6faQzoUCElj38bXud45V4+a5/2uT/xwjavmGLWkvC8AEFL5FglRDlDf28YvcBM/XHvBjmdmRasyKEsKIyC7fw+MnufHJ2PDrubhnc48IPc+VqlJ21AyqY9YCZHXXkFppZHSXRCecnBdIwVF9Jyk73lC/yotBgDDmlZ1kd89k6PnSWXS13n1ZKzq/zGlo+2c877KS590Xyu20p4D0mgc4iJm/le73OffH3RtnWe7DVwGr4zqznu9yJwSgfRIblO/2F5R/ugN0WpOZIGiOi0//k/D3Rbxnl20oSKPy+lHA8jn92YDyOfLKDWGdU1z8mS0xGT79jI42bRpU2raFStWxJDnwIEDPl61QB53OAAgDurS2/4aQL5neqQB5H9ZQF4wnHlg7779HtZ++sXGeG5Y99HHqQB3voHf3yS4wwFy5gF5NhmVOxXv+/x0WwybsfbWHJUUvvTGW7EfdQH5kWPGxmmskoANPi2Qx6KcPH/3+yvj8mTVDtAGEgPviwJ54o8YNyEue/r8hW7Vx5/Fv59/9fVyOQlQ/uU3347jrt+42dfVA99S3Mmz58b3sahPgtj+WlvkKgcr7kPHTjh8xrOCgbay0S2rH4rA53rFkZugSPbt6fVOkIks5dnwtV71qTUf624nT6nAB4w2kAIgxFbo3XR1YsGRzgFU/DPuwcCG4htb8mESWs4lwbSkjx7BNKxJVY+eCGVtTvsteEmqs65peXS1EFu+vOvRZlnhZkEP1TcM5XYHqBTD1ATf42G68PddK6Jl60DP8J5+a3zIbUatfSwgH4IGlZMXCjBkAXnqBuxkGX0R6ISCrLtuakJ5YMHKWARw2DYBVgXEr8E6de7HmcCLtIJw5CelgVyqcC3vAAAJuNi4cpmiumv1AjK2dS5yznxB3mwSjBsnzmWZWyS9tdi3dbTnPCtqv+qMSwviAKt5hoo++6qTFGtpLsWk6PL1wE/5jDXe6hfgSvtY6WGVBaovoI15H9hqFTG0Qas7BFNROKg+WSEQWlAekJYVN+0elsvUESWqZNiTIfuVSGahBXVaG3T91pIiEUVbaE2uPOkHVvkojQ3lwkV9HD6rNm7WORa8lAfoVjytREAZpmuEAFHiAvHtdaz2byutPuszYYnrM3Gpzy96hspKAuAi6XnOHi9ZidN2m1feOdAX613yefiDhY5NwFEgotiVgog5irkqLy/uSxFHfvgEzwKgKCy0qoT4Ouy+NUXHo/zIW7kXqa/GSr33RrH15n2itiXtB2LrybzlZTdhcSxvKcG5jnLFxpfrGu4xv6C0RNmqOMwTpAnnpVDhxbOhOmI5HwNxXIGxUmfpFq8wYk5lLDDXScnFqp6kzdWRgVznKW9CxpOU06onIcoHrTa08ZnfmKs0tjLHVML/utSd/Hjv2fLCcxTltlydv7f2S++Gslbycrqj0903I1rNxzsmy+iDZ1yrwV5c8lFikZM+i5576sezy//d/P+K7Hgn2ff7mys+c/i8v1z/GkA+v2cbQD5fRokxtm7dGsOVYcOGxXFWrVoVX8dXfNofsF6ASuC+WiBP3mzISD533HFHWlE9dr0B5HtG9A0g38uBfGubOxkeLQZYtra5UwWPjz/7PJ5H3nz77TgdEFfzy7YdO+PryvdkS5sHpMB6xYvAPdcrj65APkorMDp9VrSZ68BB90QuTUowHLi8Zc/3cf6U85f/+q94A1WVy2apuKABngN9X3gp8n1/xRVXVEBc67KGvN95f1ScN+BfgPvAqQjcYy0PEK8GyJOPLPr/8Mc/ultu7+vLwN3N3mMn4zJUlg037Spvfvvkc89XKA+Id90NN/q8sJLHot6mteeyzL+1VLbk9PIrr7gTzc1+TwL2JUg66F/1Sz1CaxlP36S6qUmA8b5NJeUCaetRn1rzYOzITU0ejKfe+gCQFSWhLPvYIMx+xNXjnCXE/NPu/Z4nfKioPjYUYNbHSPgBaOOG51jrYH1MWlmu1qMd1eYhZQQfmWEd036jLBGUAQimxbPXASqCGUU3hMtqCzAY2fFhZcspci6wASSP9w+o0lpQ5UhRZD/sdY+QD3I/rlJ8bme10d4TqE6zxrdlJp0LZqfBAFuWzvE3j49iABbl42YI+IyVst0sU/HrEaIgwvIamSX5sNV8AHhg48WktgLO5OKEfKx7JAt8sLAE6pInB+MCqH7D5LIlPOk5AGY6D1e12DyxYk+qU9o1Wfkyp8lNQ5b7naR8gDMAEkEYACHuDwD8aa6EBFOLQu2wXD1DaXBOVvLh6grJUCHQ5ba5H8XKV11XCMBizGnPDdrDPaw4wzpl/cbqX3lmWdSn5SH4h7/n7o5zXITxDKEkQaGBq6Zq82QOpT0o/NLqnHad9xRp6UPisCcGIA7AhbIyTzkjJaPm4FrHkCx57TtX/YSFrK0/K0N8vwdA3sbJOheQt0rYWlYbSYkQ7iWgcVnNe9TCY41N4C/9gKIBRQvvD+aD8DnSs16L6xggvtw9FbHCRq4yjkAZVu1YrSa+XKcVGVPq01DmrFCUPEPwjgsw/e+iOMhW/1vaa5xzL+l5sP3Bu8iCXeURhndNyFZg44LKpkHxrN/UmWeC95SUobpH+TqXUljvv2qVZVq1kueCSopg/q9gDNlVTKwAWPNtOnvLozKHTre6R+aWV3LQh9QHBQrPBv/zWaXIax9+6s6e/yk12837jrjnFkXKP8nJhg/OXulW7fwhNf3lcqMB5PN7sgHk82XUJQabuf72t7/1cOXGG290nZ2dcZyFCxfGkOjIkSPx9fBk27aymwlcz/BXC5C/6qqrfHnXXHNNWESP/24A+Z7pggaQ7z1AXru/K6zniKh1Hjr/08+u5Uyn93e37rOyJf2Hq9f6ZX8/B5Xct29fPKdNnz7dnTl7tgKusvEq0HjJhx966wTgq7UMB2R/snW7940u8Pzd0RPO+lPHUp50HI+WXMTgMz0EsAdKG3AChu1GqwB95X2wOQL7WGdzbcjwkb5+/3bFFXEcxU0KV35SVnIIhuNuJylueK1f/7tjWe0+eMS3B1nYzVxfeWtwel4GYGtjW9WBVQhz5i/oIpNQRvX6Hbt3wb+6cRUUtjnvtxQtPelLXm2Ru6O8Ouvjmo9S/fN82/wIJMj3dzUfenlxsQxWOUV8b9ol0KSr1tqO9umD/IYxPWd1KZCgDznJPS/k40jyyvuoJ64+eNnQNq8vityXIgHLs2oAm8AadQdmAC85L+oyIJSLPsyz6qAP5lrAm2TxXGl8osQJ65D3G8s/9RXAW3lmhUBmNoxkfBCGEDorbXfvASpV367un/Z4yzbdB1Rg9cYY9GBgitygRP2a5OecjSRJj2Vjlj9xQIw/Vpb9y5I2qX2yOgUe5PWH7gscsRoB4CyIXctcolUfRYGxrPprUWhRfwGZNGWiNhsF5CFjIDBzDH7CgY6UG1oSo9S6a/lWv4kvVs/0UbgaQT7LmTslx6KhntVa0soitNb5CwgKxO1T2q9C41chsK4aZVm8YiawAi4iC0HlJIVXkfSCfVrRUQSeJuUrxYB9fzBW9GzaNCjZuM5caq8XPde7FldNgtHMi0XTK54s+LG0D+cBKXerUcxLIadxUCTEj7+sst+Ys8S9N39p1cdzM8ruUdjgN82SmhU8UkYyT70+e3HVZRWt3yNTy/+D8Z6WzNNCvcuT3on8f9YFvLPS0sDrUNbcY+4VCCdMc9+lsXvTuDI0D/MDTPedsNA9NWe5G7V8g5v/0Rcpx+du/kfRMeCDcr+QH6uE7EohW4YMOuw19SMutqQkKPp8StEG8E+Tua5rhaddxYD7GFyUqT4rd34ffMlW93PK59tcn4z+umPyYtf09e7CmWIQhKJg1qYdbsbGbxx+5vccO1U4/aUesQHk83uwAeTzZVQR4/jx404Q/Morr3SHD1duKvHpp5/GQGbnzp0Vae0P6/9d8aoF8nZT2X/+8582+15x3gDyPdMNDSDfe4B8PUcA/frTTz/74+ixYxXz0MFDh9xPP/8cHx+b/SW+2bEjvt7ccSYG30DWRSvKK3o2yM1Kc6trPXM2TvPDjz/Gcxp7XzS3tcdQ+ItNm/09rNlxLyPw6V3GBBuaJkHQOwcM9OmB5dQH1yZvDxkalxfCZVls45/89aHDfDwszm3eAHDy4uB86MjIkp4yPKRP24y046zDqp5/nP5Z2ogWGN73zru6+MW35dnzuUuXx3WfMG1GVI/mVvfcK5F7HfLDkt6mic/bIxc7Xg7Nre5482mHD/3lq1a7226/Pc532YqVsfxD+dTztyzK5XYGmcd1TbOIT7jOngK0ibFRz/pVk5fc7tC/Rdqgf/wJ+aDgn3wgEBY/nNfDyjr8oNZSdvL3vqmXbOryYcIHjzbmIp4simoCW+v3uKtLgKY7sDZsRzW/cWFCO6oF8vSLIAfp+WgE9GBpyYcycsIC0gIHYIjqBgwHCgKisFpkY10sLgHAsoZV3LRQm2BiNWbHS9o5wE+WVQAt8hVEyQKzaflxXZaKaRbyxJG7DCA3ZdJ2wC5QB+US7g6AHcgiy6WMNn2rFigCvOgjK/80meIbXX7cSWMPZKVNEdPS1+u6Xb5Pn9Fma6mIxVwaqKDOjA3csoT1wTLZuuMB2gBv0voYizyBXGBwmJ9+8/wCwykbwHV3DuxjvpBsGftyPaE+rtY1kZ6zJAWE6mhDLPIp38LQNBkkXRfUTRsPcokTWq8m5ZV0TdbTKDpUbzY+lMwATknpsq7pPVJLnfQMo2hQfYqGPNPafJX6Y90P0EIxoflI7cINSpF8tQcA4zOrzUn35HKsq7KrmLs2zSdSCoTuZZLKTLqmVRahT2+B1HCzX1kGF3ULZ8sUQNRKI2CrvV/0HMUtfXXD2Plu6qoNFcfrC1bG49OCyrS8ccchVybq/7zwuomLnVylEXfaqo/djNW1HUMWrXY3jStbVwOj+T+A/mVsCvpTTt/xC9xbc5e59xcuTz+alrv3azyenhGtFqQsnrU0mYXX9f9TkkKcdzLgnP/l9J6O5BvN09F5pOSpvB/N4Vn/E/RfEbnL+fvMFf57Zd2uH93czd+6OZu/dWt2/ej2n2pxHefOua/2H/XW1yt2fO++/PGwO9V+xn/XJX2XvrNafu6j+smIgXp6ZcGExV5hcO348jzo21D6HzJcWcX4UhuzXClFSpdobx/KDJ+7UObMvZJXkrssKZope+/x5qSmFrrG9/bBI0fd0q92urEff+VwKfN003r31MJ17qUlHzs2X5235Vu3/dDxQvn90iM1gHz+CGgA+XwZxTHYsPWvf/2rByNYyCe5pOGaLBoB7Gl/1pIeX/D8VQvk9+/fH5c1atSotKJ67HoDyPeM6BtA/vID8qfbO2KYyYatfymtjAGEf71jZ3xPkJJrmocEcAWzgaNAVuDkB7PnxfF2HTwSu43xULgEULu6rCmD1edeeMGnHzpsWFwHwU9vjZwD5SfOnB2X/+2+Aw7XIlOnz4ivHTx6LM6XtsmPPPV7+ImnfDxczISQVVbZxBs64n0fT9AfZQGQ2Fvxt3U6/M5zbtOsXP9RXIfpc+d7oOw3q81qT/tZt+/kaUc5yJ7NXcnzu8PHYh/7KCDCuvLbKxFKlujIT/2o8MiJU04W87f37dvlvuLVK4zljB/70ua2RVy9JLatlL6ngHzo6iipjuE1+xGgzcQAr4LAWOcVARfVxhEQ04eM/xCatNSDd4E53QMkUCd+J/n5tG1IOxfQBxRWW9d6xJdVbugiIK2+4XVrESW5hCHQWW6GgNKyrAzj6TcWjGmgz7YZiClf8tQ/y6oOy0YBHUC4oL+gfrWQGzmgdKDOSRZ6Vk4CG1iZy5JabU0KaVPSeJDyhDGZ99Gs8gF2KgNXGVZ+9px+6Vty20R8xjrWzN6qedrK2NqOe7eMned9zdv0F+Ic+CnIrTYIBOg3If2JuxcgPmlen5ncTrlpIQ0A28JQYBQgChDMwTnXVA7jRGMmra0oWjQe6SOgNWNEm8nhGoS8NQ6VNyGW01hIW6VgaEGuPg1DfBSTB2Xn1VF1R06kQQ5hfkV+SzFKPsrThigo1L5a4LmsNe3muXLpwPNUpI5hHFnUUq+irrbIQxbhSVbRts1J51axBOTU5pC2bkBeq6Ap8m6Tu5ha5i29Q5m7bT2Knqvvnygpc5FnEpjLy0/zIs+IjYsLG/IMLXux6Od6tWNWVu2kZZ4jBDzaMoueC8izsiqpv+0eFSgceObDvAcG/Y2Cn3nazjfU0R64RtOm81JW4d4lqQ7VXOM5xaWXVorZMu05CiWUQGl7RiSVyTzMOwvlM+OVFSIYUkgxrTS8x+WDnzKLKtiRq1zp5LlYIS59J8U5zwBzdEUbxzV5Y4si/8uhACBtv8mLu0CG746dckNXRxu62/zt+W0TF7nXl3/q1u6KXLsIxuPWj35W3VBO6Tmx6blvLeTTDCpumR09S0pLGuYhxiZzrM2b/0WL/F+h+ZD/D8Kxrd9SftLGWv/gKDC/U6dOucVf73H9p0RKA7XFhvfNXPGLcDtTqyxJ1wDy+dJrAPl8GfkYIYzfu3dvYsozZ87EIGfq1KmJcbj47rvvxvEUqVogP2LEiDgPfNf3tr8GkO+ZHmkA+UsHyPOMyJ1NWoivcIHWEMZv2bY9vqc4hGwGKiA/dvwEF8N4AKuxEn5tyDtxPEFJD4dLFuZA1I8//yKOM3PO3Lg8YLk2c/12z3fxdeuvG/jtwXeC5TT1mDqnrBDY82O0IS0W4ao7Fvi2XZxjRQ9ov67kKmfQ3+/vCrnbzzrKJl7Zh/wVHsRzLesg/w2fljdznbuwqRzft6fDQ/zDwHkOgD7QuVTem0PLMl33xZdu0ozIxz5tmrt4aUkZ0OEA3EB+udj5/ugJ7/IH+YVt5vfgUr7IPOl+Pa9ppUOkuOjw7fcKiYR+1LhJC0mHvHsayGPxn1bH8Lr+sScUSOGDlQ8G/hEHCuqDrp6hgDwwLQmcsQyYDxJ9aAOCqU/a0mbbjqRzpX94SjLYqmfbkvLCF7g+bPhgTapj1jXJCJcOgEFgCf2kZd8AaEHCp6eVLUUBDHwUAiIAMsjPW7NNiTb0ok5AUKxik+qta0DQm8eWP6z52ORjGwhDnvgJ1kc7eeIDV9bI5CFfzNVCHmQiC0/gbZqMAACSL0BP50AnLNgECABa1NtC4iRrZ1xmkMd14xb61Qhp5XKdtqu8pLwkQwCJrMaxTkyzugVUqH7XjJ7rcKOjPC5kCNRh893rjbsPQD1jqyggYuxJFtYyGBmFm/gpXhTOc/dOKg6+gFB5CifyxUo62vxvp7eW5hpQCtdZsjxG+cCYSOtjnldAjOqrTU+L9IUF5tXCVFYqqMw3ZqWPAW2YbOWd1hZ7nblV+QPh1R7B1GosaCvzjdyhKO8i9cLqVPGfm17dHC23WqRnfrR1STpnzpLS1+57oPbbUJbezEFJeWVd0/u0Fig9oOQ6hjaxx8TA0l4e1g98Vtm6J6iMhTMbluo6IfswSOZ2LvL7royLgHrRFWkog/SOkkxREJN/klW1rUfSuZSwrCKy/WHPtfpEbWDORPnBs6r3ve4R4tJNZTEGgMsAzZtnrvH+4/st2eQ36iSOl0HJQjrcqNnWodpz5i2rkKVeWGIDaS205TpwPeu9zDOrcWHbac95t0tBDKjnnmRTDZDnnURaVhpUM48hY1+f0fP8O5iNUNUHRULcs5D+7ilL3ZGTzfHx1vLKzU7pe/qd/uR/DF9moGy5ZUL0bsIVkZRT/J+rd63S0A8AdWs5z720Z4E6Cuzzf6s2QFV+NsyC61YevI+UTnW193XOPCHlOd8etfzBUfYfPuqebyorFfjfMlKcf+b/X2Tese9vFCGNv2QJNIB8slzs1QaQt9JIObcwnk1Ud+/O9huFP3fgS5pfd1zNyAf9oEGD4lKrAfIHDhyIoRUudKwf+zjDHj5pAPme6YAGkL80gDwuZqrZhNPCeKDsl19tzQSzsqj+69/+FgFlgCQW4SWoygambFbKXBVablsoP3v+gniuAVQL/E6bMdNfZzNXXVMIVJalvIffWKWfbosANJu3luD1K2++5fOwG7ju+aG8yujFl1/ukjdlfLalvKn2O++PjsB4AIsB/pRjgbwvl7JL5VswT30Fwy2Qn9+0KFYC2PhJ57Tx671ln/vPvviy2Rj2Cvfj8VNluG8UA08++5zSqOkrAAAgAElEQVSXAysOJMMwfOW1132c3/3+96lxwjS1/pbSA6WBl2MdfMhjdV9rfbqTjj7VGNTYzwv1jz2hAAL/jPPRxQcB7jOq/egsEl/QVB8bfFjwccRv6zJD9RPstR/VulckpE20B1ctRep3IeLgKoU6yAKvSL2Jo5ULuA6xadRf5Am0oc5yYeH7bsZqh1xtGnvOEmqAM3H5cM9rM37RgabEzzoEZGx+KAvk1zkLftr6cQ7sV1m0N7yv3/qAlQUiH9lZ8UknS1DyT3LNhExUNlZuABvGJnCfj3DKFNwgXlK7rQxQUhCPj3JZc6v+SaEg8I1j57miPultefac8QFwB8oAsgE5WJmmgfYsEGTzDc9jRVvKJsBYo3sQxsaus9Y5YK1Wf1Sr/BMsjawYF8VuqXhOcJ2R5CJHFoW3lTZNtCspAIpYdAOfUOKQnviCLfRd0oqKUAbhb1lZ059J/Zx2TXWlr8I87W+tvgHM5I15W5bci1A/oDZjA7c+dvWBjV/0XH72pXxCbkAy5jELhYFzgGALxBijtm1FzvVcha4ksurLOKReHCgb08rRnicA/Kz8ku6hCFIZRZQSNg9Zx8qKnzoqr6RxbdPqnHepYB1pgfO6p9DOgTZf3g0qDwWw4ieFHmpOKlvV3jJ+gXtk1ofu7pKf7mrme+Uvdz9PzVnpln2+JfFY/OmXbujCFe7vUyotv1VvQvpNG2ECWJNWTqhMG2rlyF0TF7iJy9a6ycu7fwxftMrdOj6C4lhks/IvfD/zf1fU9kip3M+sMrNjlBUz1j0T/x8xryJrlFIozG3fswJG71+eOWRTrcKNPEnH81rEqIDxZPuimrlJfaE8UDrSftohRQ95A4qTFAS8o7X/BvGsyyI7zlUOro+SQD7jhzLS6s7/AfrfknL0vx3jjI1tUUQjb7syxxsWBMox1YPQxi2y/4T6Zcm272oCMXCUx+au8n2FQsEq52y9OGd8odCgrd2xyq+popdIogaQz++oBpDPkVEI4+XvPSvZsmXLPDgBdK1fv75L1Pnz58f3v/iirFErCuS3b98e+4+mjI0bN3YpozdcaAD5numFBpDvPUC+pb3DpR3WF3secAxh/OatW11rx5nMY0FTUzzPzF+2vIul+qRZc+L7yz/6JAb1gpWybL7V+C/fd/BgrETo0+d6n37xsmWpoBWr6N0HDiVC6G17vo8t7B946KGKPJ55LgLUKB7wo27lc+J0i3v40cd82dzfue+Az98D/9PtkesZA9wrgLyB4ALqWE6HG46GQF7KBblvIe2+E81R2VbZgDV4c6sbcM+9sWyZoznefm+4O2Q2baVc5AOofsesmPr8y00V7aXtPxw46FBakE8oKyubep1bIM8qACkwrEJH4yQrFMxHXkXqRj9QNvJGPt6qvSQnKUuK5GPjdBfIAxz5RxvLKT7mOcfv+NA5i+t3zF7khs5eFFt2JUGC8CPAfqRkWUknpeMaH720xX9EzFpUv7ZUKRdtGEo9irrJwLpQlnPhJnZyaQBIUx/JL3lRi06sJOUj/J8fLIzzUX5J4WuzFjlWGgyYON/1HTff9RsP4I2WyWMRnJSGa7KSp/1FlqvzEay2s5IirX+5bj+KOS/qvkMWpFhNv55Q9wc/KFt8awyF4fVj5nkXKGnt5jryIh11s1Ayq03cEyT4x+RyH2eVE957a/ZiD1rDOtvfjJknpzal9luYZ9pvuYHB2jOvXeF99R/1eGfO4txj8OzFMZCq1te1yqK+lIUFbOiyx8qHc8DoKzMX5dYrqe6vziyvjikCWJANsE51IH1SvvbaPRMjSAJkw+9yKN/wt2A/bqt4hlVWGNayIkl+71GwPDWtvCpEeXsL1MA/M/J/dnqxvrft1pyK9WbYxrzfgDbqxPxp8wzPJZ80C9m0cqyyjnIA9Glx7XUBU9K8OKMsk4fNXBS+C2x6zlFcXzO2ZBFdshgGLoYAmLi8U9U3gGi9m4Bvuo7FMMAX0EgeKCaZwzWOFM8qr3St2vkAmCr/9iiKLIhOOsfq/NUZTe7Z6QudFIKMsTuWli3iBS0Bs1l+53nnaM4FYNdzk23+l0Im5J+3aoB6aJ6SUkZtt6uQaFcSkKZfgeYa4+oLQXgB6jTQHI4n5adVEMg3Ddz6cmdH7r0ol/4nFKxOyjvtGspr0rIaAjmoHYRJYD3Mh/nLWrqjTAjj2N8oCfsuLI974ie9Xzzwn/9phbKWOmW56NL/GsRjfNM3QHsUmMiS51AbxEZ5fZJZV9WbuYD4ozZsqQnEjNoQKd8Yb0nGMCpHIQo4rQKY8eWOmsq8nBM1gHx+7zaAfIaMTp486a3cBVQmTpzo/bwDzsMDf+76wwJeG7+SdsmSJd5/Umtrq5s+fXoMam699VYl8aEF8rNnz/Y+6vFJz/H11187QP4LJZ/NqtPgwYMr8uhNPxpAvmd6owHkew+Qt2Cw1vO9+/bH/sN57keOGu2Wr1qVeOzYtdtvunq6rd2daD7t/uM//zOeb6bPb3I/nDzt9h476UZPnhJfv+HmW2IYv/vwcffJ1u1u16FjPnzg4UfieE8/82y8oSvQmLpoM9e0tj32+BM+3pNPP+M+27TZHTp5yu07cswtXbHS/fGPf4rz3v7trgpgy2/NcViEA8jZNHbXd3vdU08/E997bfCQCt/vguw+LPk/t5u6xm5isNI/1eJd+STVPQTyB5sjNzeH2zt9eSgB/lCq/0uvv9FF4bBw+cq4jmrHtu/3x9bmqqfcuKB0QLkgmS5autQdPHrc4Tt+3UcfV/Q/Ln2S6lzPa9SLOspNjRQRKD2yAHx4j/hqa5aFPCAe+K64iWFz7W5vYoWKcdcU1tX+1j/ZhPq4xppPS42xINWHYD1DLNX5iABa2DqknUtBEFkqVi69T0uj67SHsrCsqmcbaskLP6/UBXDhLUY3pG/w5z/KSx+zwHe1h1Ab3mLNCgSnLliPkXe1AETWkMhHbm9qaVuRNGymSB05AFx82Np26fz2hZ/FH7t5y7zl0kb5Yt2sfIqEgjX0TVIbAD5YY7PZKFa/yAm5Y0GPkqGINbmAb16fh/XVuMd1TbV9w2oJWTsjG+SI9SQf/0ApDwAmlGExYDKp/UWvaQVILRax9Dd1DOFTWtlYUhMfuBXKLO9336bIchPrU5s/VqfIAJ/RKJmoy0OTF2RaUNv0WeeqL3W+Zdb61HHP82ABadLKjaRyGIOMT/LHPQlzXhJ8ZfxZi3Qf31sSN3lgBoy968NIGcs9no08edr7rPxgjiYtcJS6Mm4BagKSKpMQi3z2HEhqU5Fr9Bf5VAvLqTNgibQ801llaQUCcQFotr1p5wKhKArK/ZntGom8BNcoK8n9FXs4cI+DfiQ+7QDwolzludZ+K8ThPUG+AptYiycpK225pMO6GjgoqK8ys0LBSKyG+f9B44A01axe0Lst9N3OagVWITGOgOXWQtzWC7CYBLyVL3EBy4wZFBe8/2i/VuFxn1VJlJc1Lqq5R1/6clEWZ1hH2/GEHAWT5TYH13cogMkrT0mtvKxyT+9SvTP5n0/xioTIi7J1oKghD2RJfaJxVnYZhwJSq9wYU7SpSDnE0f8lKMvt3EbZ9FfhfErudkjHuCySjjqjvFA7Gcu8axgj4fzJeNNqhDx53rV8a6zwUd5hSP53FlTe0RbmJPIYsqps9FqUyOCHX+UXXT3i+8as/jne1lG0uF9EvAaQz+/mBpDPkNE999zTBaoIroRhnz59KnLas2eP+/Of/5yanvgHDx6sSGOBfJh/+BuXN+vWratI39t+NIB8z/RIA8hfukAeFzbh0X/AgNR5JJwXrrn22gpY+8VXX7s//PGPqemvvvY6t/W7H2PI+spbgxPjAsWB4YK+zz7/vI9nN3PVPYWHj59015f8vIf1tL9xCaM0NlywaHFiXZT2wYcf8Rumeh/17We99TnnX+7c7V3x4I5HLnmURtfYeHXZ2vWpfs1DIC9ADLQF6i9asSquG3kBrP3RGvmXP9h2xv3u91fGceTnXqsO2FRXecrym5UGqmdaOOSd8ua5Vlb1PrebunpQbazkBektwE46V1tlXQ/kB7wTYgXPIYt4yQJ/+sjXW+K3J2+4y34I1bY3VjAUVCjo46R/yVcn/5zzYS/rrLTNBKv5GE2KC0DSh2WWxZrqRyjLNQCHvZ51Trvwo067LpRyIal9QFys66wfdeJFvtjLH6wALyykrNU0H0ZliKMl4pHrGazC1DcACaCryhfwSrNcy5KTZFuLywiVXzQEqugjkA9ZPuJxi8AHPfKQdSRxsvzcsmmfhSzEv2FqpeIiq826J+idB+aKti+Mhw9f6laLFS91lKVtNc8i4wzrZy+TKStSl9yTv4Vx+FUP61/0t57nIlZ2kr1CQI3v7xw4qrrId3LRFTYqhxAgRlkc1So5VH4toV0hgkIOeONdGizZ5F0B8JvNBlU3u9FqkfJs/soD8MgzxBgS3Ivulecg4LGVj/UtTtyiEJo8aIPKFpC3dUfe+L7mKKLIsmmTzgH6lCerbtuOIueaa5ivk/LXNbuJaBb8ZxzLFZCtlwA91+gLxi3zPNbNzD88g9dPWhbLjhUxKtuG1FPyzQoZX4BYyWDAmp1+PwXSpFk3EwdQm2Tl7oGj2VuCfBhPN81cE7uKCq2tUS5p7iJ+EYCMP3ef9+i5sXU671A2OuV60gEstfAf//Bqdxj6vSzGZ8uQ96iU3Fb23TnX3Fh0lYTqTX1pM3WifCn0BdYVLy/kvUg+AGXi2me8iKU5afw+ASXXf4whFH9J/cE17jOuVS+9p4HNSQohxVPIs6FnE+Uoeeo3eShe0VCrAP3/WhlGEGF+KLDZhySpnbhz5DpKBwH5ou94ZIPSlP93MLbQM8f8H9Yh77fe3++v31w1iBn3ceS6K3wH5JXJfbl1mrv526rLvZwTNIB8fu82gHyGjLKAeghM/vrXv3bJqbm52T3zzDPuyivLYIY8X3/9dW8xHyb47LPyRoJh/vy+8cYbvYU8VvZY2/f2vwaQ75keagD5SxfIJ4FGa0meNC/Ya3+56qoKWHmkudW7VXn4iScrAPEf/vQn9+zLr3qLeQtTn3vltQoo/Otf/8Y99tTT7vuDh+N8Dxw5GsfZuXtPfD2p7li1T5k23cm9jeqKNfhDDz/s8tJv3LzFoZCQ9TjpUTqwUW0MWZsrrbY/374zrp/KSwqB6oLhYd27APnYQp6NXDvdtr0/xHV64tnnY4WGleWwUWPieixZu95DZoFngLOgPGBa5bOJ7V133x2nU71vvuUWt2b9hjie4l/IMLYqB5CjiMAnf8nlD5bv/Lbt1TnXY8t43M6UNnVV2rTQg/hgHwDlGZdfsqKvBcrLAj+vHMrSP94CsgAVWZRX69O52g9WWXTzMVMEqGD5rA+jIq4fgB3xEuvRc+sCgLLaCBzHH3Of0oea6oo1HwAxCyoQF8ChDzul5Rp9w0eoPtq4xwe6NmujTto8kvTq02pCfdRR/6w21usergiwgFQ7w9D6ifX+2xd96aEyIAGogcJCy+5RTNw5Pvo4ph3VtFtxtVScDS3r1Ublo9Ug1Vobq26ALOSTZDGrMsJQypmiZfL8qQ9q2WcBuOrT1zj+aKvKD9uS9Fvts9BH8ioSCrLU0yVFUj3Da1jdahNWtTcMeS6qtc7Fglb5AEE1n+uaQpR51oI6yXIZMEt8O98UUfKhVFM5hOwTEra/3r95R1EWitci/R7GkXKzyDiwUB4ADLyWj2jgtwXxzNshfPX+l0urB6yc7DmQT9bQSbKStT79i6KE/RdoA/XBWhngCuxPgp4oyjxILYFtzpkf8FdPW64vbZyu+gBx5W5E1zyEn746djl207TI93TWPNNnYtm/PO9jZHb3mp1xf7G5MOBTdcMiWhsn8xxoLwL7bqTNyFO+zElPHbPqYfsedzveonvaqrKC24B6XOAkyb+Wa+qzaleuqb7InLbxbpKStdp5j7FIHshf+VrLefpE15NClC38D6JxQF9gSMFv5glWR/B/o19ZWQL19IVWKniYX1rtR9+Fz4Ytk37V3GPnSj2rtShhlTZLWWPrEJ6r7U/NWuYGL1zpxixd4zin/fwvovz5XY0Ck3K0You0t+W45gvrxW8pOxZv21M1iLlvRrQBbrXjiXJZbUWdn23q6q666opcRgkaQD6/MxtAPl9GdYlx9OhRhwucX9JfA8j3TG83gHzvAfIdnWdd2tHWceaCA1aAPABUEPKbHw+6bw8eTQSpgp/7T7c53KvsPHAkhqnAb8HfmXPmemCctuGq4oXh/sNHHC518Icf3sv7jd943NjgxsXGFTQuarUNCLcW2zavrHOVgw94D4dbOrx1/qYdu5y30M8AyV6u7eVyD7ZUAm7yDstGkfH1jp2+zZyH9y/Gb6zXPTw3mwF7H/jGtQwW7cg+Psw95OwVDwbIe5DPaoLWjnhs2fGpMZga1th/yCtuD89DqQ/SygG+CNBg3aMPW/7Rfnpqvv/WWj5QbRq7qWIWTMWyyX70UD8++EKrPH2w8IGpD1nflgK+aG29qjkHRtp2UB6ABOhnLfe4zoE1kqwjsba09fRxRs+LrfqVRiH+vpPcWGjTP2QkGVQTalk5FqfVtL2WuCgucGGB+xoUFbgGQX64hQEGC45ZS3q1Pwz5YCe+4H7Wh36WPLTxX9omp7W0U2ke/iACKtWs7LB1/f/Ze+/2OIrs/fsVPX88r+a7ZNgFlrCwiWxMxjlHgi1LsoJzkOQgOdsYgw0Yk4wJJoPNEgy25Qj1uz7Vc/ecKVWHGY0cR7r6qp7uiqeqK9zn1F1SlmRR6igduaJHof3ZeIru+WaQb6MHOatuitKJvZfVOmCcypHn6qwE6Dpi8RU9k6IOju68dMbqHd8r3wAKMNo/Lr95Xm+a9D+i77CWjlgoA7TwTaDM1M4F9fEA91lyUp+kg4WpW+5jwE1Cg7PVt53EX3L446VQ7oWHg2eVJ+u5QGAs9svIHXBVnPJq76GLUluyHpHu3qMeyGTsoq8mfVn+PtgVt4q3+dK3Xe8BwcoHYCf5hQIrzLf9XQPQ7j3qgVWB34pLuyFoK1k85vhFFt6aOrCoBnS1IDvpYw3NNzBv3SY3fU0VjL+lp9q+Yv1oQpWyPpPXXHmOuZTLl72tz7dx7pMzOzgPZfSXDp9G8RFLv+iZqHQerZwhYEH1orB6r/6Vstm2iULOl71C/4XiLaW62nvUf+/IW35or1LcYFkvoJrzh5QWczUpy9mdSJ9EH3HP0PupgQTxERZeedok7c0D24Ymhu+Bc23wy/eiOLPmfEo/5kpZVkaxGAuPsot8zFw35F4Z2OqviWsG/TPKcc+26uHzWOMzr47FEz7ju7FzROQU+sn7jaJDO0Bnrd/iXt2wLXot2rDNhRd+k3ptzIhDitu7ezZfHgDoCk21BcgXV0wLkC+WUctHgxJoAfINCm6UwVqA/JUDyBdV5YWLF935C3nXBXf+wsjr9NmzDkA/C+zX819Pn/GgqkDgLAAy67ksnYfPX3AX//jDX+fOnXMnT55Mf+t5M91zFy64Cxf/MNdFd+58Iofk+UWH7M6cP2+stoe99XpWWbyFdwUw/vnUsA9PHGWuX04lFDMW+JeFO8BzHijPOykBkGeaP2hgKhbnlwJgbyQNLNEFyqcW8dADnTyTlkllsK4tp9qQlEIqP7IkjJWp3uW5Xp6EiygyisqoXRU+Xaz8sf6HGgeFyvB5r0CgbLJEYhGhhR+TdBaRFggYy3vLK46lMtZ6gJAs0lgwatFHvrCMFRiXLCYSznSshAAIWJgLTNL7Rix+y5Z31ppNDi5qpUV+Q2tNbe1FxgDfsQUWFsp+0RiAFooXFx7VkAJH+cSSED/IKhZ/0TOANsIjX8XZbJd6kEWrLZfu4TsHvLbpUl6ASvjaCQsNBqANYL21IhYgX++WdMllLAF5UYnQPpVePS7Wh8gI/mgrm6x70XiUpYKyeRFQXQ89jvKhLfyNgORqf2V35ai+yxwObMune4EgWd+TynQ1uAD6tA+AMpUvz72pOwGSYocVKpyAeAAzdiPpG8VFdtCr0FY0fvAc0IrvT9QreZbezZKrdh3VAMglKSkAHsl3WSWQzTO7kxgjUTqoT2P8tGCnZFnkanwoo3DTwckAlEXxxt5jXWzrkvvbV7/mreqpO4HsyfM9IxQw/tDLjW/XKMfL9LmM6cRJP44S9SajEMACnjasPgdaIy61a8Z0Ud8QT6xc4vtuBKwlPu2QEm85Z37Y+h7Nvc45yDM4iJVJzwC0kZ3aOrQ+elePK4OGUDEAIB7OmUJFCen7POz+JO0PyFe6mzKgEWTXg9q1wpZ1GeNFnSe6Gl8vlblRqBgqIwPlM6v95MVBWch77AwitWPmb1Zm7IZgN19evLRV1YlkU6+yRW2D81vqbaPprsr2gdx8ZpWBvoB839oxULT8v67etwD54upuAfLFMmr5aFACLUC+QcGNMlgLkL96APlRVnVh8LMXLiagpwWCi6y59d4Axn/8+WdhWmPpIa8voYyiIwH4BuD1APnpc55WxVtjm8NFfyk4bAdlgL1Qfvx8snrgqOc3r8hIoLIHo9O0qxbgab4AkKkDQF/J98z5FNTOos4pApjH+n3KJZ9S1QwnVDWUw/P2n02s4wXchwA7Fu2ExVrelJt7KSmsPEM/Wb8l17yDYrNkg6W8wvu8Vcpm75lQh4ux0RyyV++iQP6fXr7BUxxoYRK60L5Yyg7ASYCU0J/9/bf2voYsTpWnMi4AA2mysIoBkVrgYyGIVXzW4sY+v2frh+6Gyvb5O9bv88oJAYiA1rIgt/nDwpN8ACzYuMreY+FGeMASG2+z7sX57fPIQYcVpQsAkbeMq3DT8h6wtV4OX4AxwjaynR0ZyVJ2LChrsLonbwCVZevD+pN1XxnFUrrIbpA6RsBFIwe8qg7yOLZtuey9LDXLctjrcMuYtayNN3bPd0p9jNWZAc36ZsrGI+v4MsoJKCQoO0B6TDZ6ph0z/7e4z+9CghsdWYuLmTh0AT4JbNThvByKWTb/o/Eni3EoXJT3sq52noy2zxNdUL283sqn+h7kibI5a2ca1vkCKBulPxGAp7rDDc/pUB8gP1jwo8QR6K3nuBzyqXLkuRoH6dtV3wLe+Y0MGUvFta40aKc6tDJvbGN3H2HyLPXz8peG33kkPciWA1SV1zIuShqUx+z2emBpvz8gmvbJPXkrQ7MXy6OUJFK0NtLnES/hJNdwJxm7afge+I5kiY5f5jWae9BHE4/qEgVUer884aYP88+cRxb1N3PYdEeifEHx/uSyAa9kZtxAZszvwh1qag+yxvZ1vPNIqTZn86I+n/ZUL6CfUsatGHQrd+2ruZ5dm+zcwBDizgEpuyoGGm19fgcAgL7NC30pik7Vhdw7OpKddGWVbdrpRPiXB3e7FTtfr/tS2mUPGq4px65EUfG3ro1juSS+6uJuAfLFVdYC5Itl1PLRoATyQLQGo2wFKyGBFiDfAuRtMzlWAaNTC+cAGM0CPb0V9ImTrgjAtmmN1X1RX3Lxjz+ddgNYYNXeA8Ji6e53F7DDIHL9dno4kx5G9D8hsA74D3WLTSu8txbjVt7fn0iA/vAg32b9zgKlyzxHSZAC1wZwD8uW/vY7BRI6HpUxtY4PKWIqQH2WXBQ+y2XHB+laKqUyZbJ+AObZAfBD5XyAtBwnTqaLArawsygaC0CyzGJWfrB6ZlGL1Tz5gbf32Qy6GRb0LHhZ5N++pM8BVgPCAyZa62nF3WxXYBCARRYQIC7nehfjWuiyGGYRxCJS1EJ/7eiL8uFr8dqIlaCAGuTdbDnJ0pHFMNZ4dlFn7wF3ZKkI+FDPoY+yQm8EFAM0YGGK/JpdduKzlCIxpY2VQXgvK17yV8aaWwfINgrYAdSQlgXOysqEcwEIi4KvHtADkJi2QdgXzCHFeelCe6S0AJNCueX9lrUufUxeGlfDuxdXVmRe6Sfyys27tK0bLumsMAICAWOt5Td9HTsaaMu2nvl+qROuS2EdT/0wBohXux46CqgepFxAGTyaup5hDloFbMuSZ+x52s+3D9QcHmmVz5TRKjQl40b6eYH/t6+pHr5LfIDwNn/s8gLAVX+sNHFlCVzPbizySthwBwzf8d86km9faSh+fgOGqh2yU8jm0d7fXKG0KXMWjQ2ne/U/nuu8cojnQ93VnVns/gFMRmlA3dDPanyi37O75FSO1BWn+qrGLNsFaCu+soCtyibXgsDQnOTRowDQ0i9r/uItt/ce9fInHHkBkL+nMl7kHaauMYUdfvV+ZzpLhj5e7aKe71xlV/sj3/XQPVUVk+vdkeM/j1j2sV57aM2Oijx2upsru49UV3LpaxLlRvxA4XH9u93Rn0642zsryvverZm7KemL9U0Q/5bDX47IV9kHt1bOtCizy0WylKszBP7eO1g2uevCXwuQL67mFiBfLKOWjwYlUASiNRhtK1iBBFqAfAuQt03k1LmEGgVwNaXnKADlPb1LxXIYC/TL/Qetz9lz59258+ejFD/DZ885QGxAZEBagFa42bk4NBXw1YKxjd6LSx5ZjlBwYJFf4Ub3QHQFxPagc2AZ74FmgdINUK80mv96wiE3QGrlXxbt3qVslYv3CfVLrfV/unvAt7vadyntzO/DIyzns0B4+1zhGzncNZQBVva0D9oNF/cAJyyKtbisZ8GEpTZWuyxQubiPWW/XE+fV5FfUOVkgMwsnFkws9h+sLGa1mCnjij7ELpZE3xOjL8G6mPTq3ZYNqCZAAqChmXVAuyBPKBbK7BDAEk7buMtaS5NfrBlJhyvGc50nbx2K1ohVeFlZibYAa/e8vITvpChBqVEmLQHVefzgYRr2N4feIcNGzxJg6zzh6yknShTCqIxQV0DfwW8AMIBz+pZw1wRKA8IBTtgy5N1jRU4Yrmuhr3q08n2VtRAXNVAZMBVQTmAggFIWBRJgmXY4IFfopGTk1RQAACAASURBVMq01Wb50RkNKILKfvtqc40onmL51u4QaDry2l/4Tn081q68s9bpKKahRJNlNIAk70UnVA+wSNzaESBajBBsB/wO88dv+mSUL9S/uLQZLwCvY/5jzwSIsqsNcBtLfylqaTOcd0H+pNhW3u7d9kE6HuTVray/AZ1j6ec904HWjDv4k9JC/USeK7oi/KCYpy+CPgl+dU/1ZCjoeJ+Xj9g75KH0b+hMxjjyF/Nb9EzgujjHiZexL6TRw6Kbdqadk+wesDR8/uDWymGmlJV48tqilIDQ4c1btzn/WrvJzeOq+MPIgvhRdKntoQgoKmv4XlbukmVI2xP65zdj4Y0VwPr5vp1uy9vvRa9lr73lbqtYt7OL5MaO6lxE6eW59/dsTuPt2XPA3d1VBe3pp2nb1Ad9rIwyFN+8ob1p2Kz85T3XLlMOh47JIO+Z2tOd3Zsu97L5ikq/BcgXV0cLkC+WUctHgxJoAfINCm6UwVqAfAuQD5vQz6cqXPLQplQOJrUAp733YHwFTP7tzLkwqlH/hms+xtt+9vwF9/vwGff76eHEHT7jTg6fcb+dOt0UMD0EYhv5DeAvUF5gNWA0MvMXgLyhx0nA7ApHeaAEEWAN8N1IXsqEIb8AzFwAz/wuEw4/31csx9VefLtIqWty2tHpczUyIJxtX9wLUEcG4bsyvxW+UUAeedh6tNbxlBvAq96t2QBmAgm0MLAu78QHGwMvrvRnbJsG8AYwALCBuxW+YHvgIveUGaAqa9Ei68eQEiDLf/icRSNpsBjTO1lsQVOB5aSVpfJEmDL0FYpTgDRtwcY32vvpxnK0nvxoeznlqEdBoENgPdhYUgGCMoV0uMoe7NiIXJCFLHnLgkYC0OqRAyAz/gEGVL/1uLJybrQtIEPt1AD0tJbVYT4AmwQwQB/DN6ewqhPrAh5w2KLkr90A+MkCE22aWGpK8TQWO0GUr9G4s9duclCTAMYiD/od+tJQGaE01ObLglQC+G7M6beszABdiVv1ABgI+AYtkQeIVuxILVfxc7nkKn5t6jdLQUq5AHWlZKDNNeubZ/eKvu87MoBtK1fuxbEd7maxfZIoagDRBYoCTqo+ylJ0adwgnCyMpeyDs1vxAXoy3iAngHjSwj9W2fKDYgCwMixP3m/1K4rDugCOYVh/COzi9R70FzBsd2OE/gWq+/G4ZN+vOFQPtOkHdMBrRakIsI4yge+Gg5HxI2WBLUOMpktKH+pXHPh2LFf6ea4soW/uGfLtWmkyt8gLF76zY6ryorhwqVPKJVnrHYpV2oGNT+et2HaR1w4xKCA+DBjUb5V1GYcIyzdhQfW65hN8LxXFiM5jIU7kEIuH8trdBGXGQsZdOyeWNb/kGHMZz2LnRjAG0PerP4mFpb8brUJZ9HaKPyYLW+/23vZRLQ75WqigBcjXyiP2a8wB+RcH/+sux6XCAgqfx6qycl24cEGvWu4YS6AFyI+xgDOibwHyIwH5T/7//89djiujii75Yzjgf6ocTOqBZIBQC8yLD/z35KBN/Pw6fNbnEzqYC/5A15E88gDrOnQWChgoX7g8qB5xfzuVTQlTBBQDoiYUIwnNiLdSr1jA1wM0F6VT5j2W1AKsa8Bc8ZFH6FtqgGZxq5846YHyMmnW44f8pXQzylPFBYhGlnnx8d63k+DsAQ/KV5Q1eg+oDr0RrlVGYEEfA+M9IH/6bDT+GhkFCgz7DiUI6dMeKCsu5eIq2hERAvHQDZFvn/dK2ZiMszAoe4grNDKawLN4Y6HO4oWLe7ugw2+ZhRcLCyhHWIQAMAFGlaWuKBN/WT9Q47AtXeWLufANAwSKriZv+3hqPZZxEJ1d4MTuxccMcGLfa0Eco1oAEPN1uqQ/uti08XAvy0LaQGyBh4XmCys3+J0UpFcPFRD1SF7qsZZW/pSveqzW2eUBnQ9pIiNAFMUXcwERVMfhYbJl20w9/pCf0gPUhBIgli8sjlV+/Nd7pgP0U4TLA8Nj6fLsjjUJz/BogFXaCGAneQCYoP2y2Afc4+JetDH4we9dhrYChQrACSAe9AhYmt6ybHsqO75RUWuJv9vHkwGwkKaVJ9bM9dTbpfALOAI4Iz54yhNe9KchbZG+sTIW76pzcUKX2bGiMAAw2rkS5ovf9IuXo8+2dWNpXcgrCgMAVdoRbUjKH/ILCG0VrDaeRu9RnEg2gLH3bv8w+n2jGAKkxS/jJWCp5CxXYHniZyQlmsYW3sfAYMWDiwykiLK7pxSHlBnKe5GbB77adO09/Z3P67p9vl+WtTPfpfWne+WBvhDLcn5D36X3MVcWu7aMMX/2mWg3OCsBIFYykbW89WvvrZIK+dp3/n7v0RQERlkg2hbKURb4VF4Ig1LAKmihkRqRZs5hxrbt27xTzvC71rwOOpowDYHrtKd7KzRE5C9vrBUI3gggLyo6wHMUUqTFRR8W+27C/KLEoW8kTKJITLjbLWBO+yJ+xphQFvXMP+g3yG/eHJKxmb4HxXJoUBHrd6ScxT+7DZlDoNyP+a33GekjF8niL+0DI3ZLhPLktyiLVBctC/lamKMFyNfKI/arBcjHpNJ61hQJtAD5poix7khagHwLkI81GuD0E8MJEJqCyBXakfR3BbT96eRpD2yGoC6/ATx/OXXaU8TkgbrNegc4HOYjzC+/x9LSPKss5C0FeOEj/71yoGyMokYA8/C5lHO+2XkeISufJ8DmACyvgNlZ5fIKB39Aay0nvAfFUd7A4W6A+Zr6qDzPtX43BwaHB91a4D3rvgb4DxQOygtthnLYMqZ1pbINj9y9cOz0OScrLibX/+7OB6rswl1b7GMTdnvYFGGyFgoA4NaqSBN8uWxtvxRAKfkTkE3aWIFinY4FGAtpFu1YqgnUwI8stwB9YjLgmayI6qHUsHFpAR6CFlrgZlFDiD6BfALssJi38XIPSKWFKv7CHQ1Qn1hKAfzoAjQEHBQomlW/cMYShrTC9It+Y6FJWBavWfHHnpMnWXyy0MSqzgKPLNCpVwvwogiKxTUWzyyATPlQ6FDP5AmgC9DAtrNG2r++07KW+KoLKEqkUKtH8RKTE6CB8qF2E3MBUWUFjNV2Hq8xVrkCMm9v73dwd5M2oIWoDUiDMtC2UcoI+FPal7KuY3KJPYODWgoM8kne+eaxpsXaWgo4X7a2Pg/KKB67KwbwUnWZ50o5UW+/JOt68gGNEAAR7TlUEihvl8NFUXqbsfhWvVsXxUcZMKyR/DOm2V0etFfkzHjCTiR7MKq3eo+A8dQd4LDyTP8Qq0/6DvkhXsYFrLgBLuk/6U+sNXRY3wDJhBf1E3m1YK3iph8lr0qPOGP5yXomuhrik8U993ybWWGU9n3bD6fjFGXL8s9zjRmELbNjRuXHv2Ss/oJvLi8t7bLIUoaI1oVvWfFYC2/Adj2PuRrjbd50uK36aOoqFjZ8JuWnxhUpRyRj5in0HShw85QevFP7pW8SyB+2qzB9gdz39g667R9/6Q59c8ydOnPWQb9pr9Nnzrrvjx93P/z4Y/ocf3f3bPbtlPasvou8c/gseQ/T028UH8ovbVs7DgnLOGPrQ7LAvaGtz03fut8d/PqHNB82n2Xuv/vlN/f2V9+7vZ9949756gd37MTJhuMqk16jfu5fnigGVZeUn7p9YO/IsYT6tzJTX/HUwJ7YMvy6fdYC5IurvgXIF8uo5aNBCbQA+QYFN8pgLUC+BchDC3PxYnB5K/c/3JnzF/wBqMcNtYoHtE+e9oC9taT34KY/+LLCGW7ATw45tWDnWNwLGCYfgLCeqxzLfgDv4XPeAhvgVyAsgOultpan3FhoS1bQqWQByZ5qpeKXvDZTZrJqT2UVoYpBbt66vCAPKAqIx8tbioSIiwU8ftLL/65YvxfQ0QhUB9zPklfsubfSVzukbWKhf6pCGVTJj+KmDNTNiDqKycaUj8ULE3AtSABYYkBEygVekqeXxbEWjoQN4wQUUZr4g8OSfGDJyAISTlm9BzCol1YnTC/vt8qmxYgWdKHLolWLW+WNRV7oT79lTcbiXc/qcVnoko7AAoWVVR9gZla5AB6VR1yUDIADLEy1MOc54DUUPTYe0WAoPOEAY25bsXOEBVme9bZAxkYstSmrLLfqBc9oKzEw2Jabst3U1ud3OtiyX4p7diJkKTskc9o8SpGy+UERgVIFCz1bf1YZofaT5coql7TJI98Fiie4f1Gc0d6IP4s+JZbXias2+p0vgO4ApVwoamifgMlqpwBheVaWaZ73Hk0Baqvso42wy8dyOkuWHAyIkqoe+qNYWcbiGd+e8omSiH4zLauxeL1vx8cpxQn+7e4YHXyYpyS1cVpL03qUZex0Ie0HcpSsYyGjRuJESUPboo3wrWHpGjuHoJG4i8LQ/+TtdoAaBMDW1knsXhbfWRbVsroGmFQbirlYAMes2gUaq68UeKx+FzCzhiZm79GUXz0LiI6Wo3erz58s1wX+heOaDas8kEcBqaFi2vrXvUBr5MC4G1Pw8Y2Jpg1/GsPtMx2mrnitK+A/z4/qLlTYW0CZsZj5DnRCKC2wpAeIl1JAZVDaUmxQn9rlAtgdKyNhiM8qZASMy1DAjod5dUFcWKOjlCFPKCuknIEiKGunF+HuHNgfbZs3t/e7V/e+6+feggHAUX755Rf366+/6pF3d336dRoHShTaKfnQRTtFrig5KBuKaOsHearshPEKCG85n7RLngH6T9+23+3/8gfHmvJ6+XvlteSAXtqpbZt8fxzUyzfLpfYsmfP9a366eO+h60VcpcrZAuSLxdQC5Itl1PLRoARagHyDghtlsBYgf30D8lDH1AP0CsDGTS2Iof8AKA0tiAHBsY6uAKLNBpVtvi3AXAQMQ78D9YgHkZsMdNs85d2noDyySYHiBKz2dC6V/Akkltzz4iz7jrhEoZNrmS7Q2chLgLVNKwXk6wTLPYAuOh4Oc1V6EdcC61il5/lN3w2fT2lxqO886/pQ+ZG22QIwnrS02NOiF+u+EHDAAlIT8SxwQPFYF78KZ60odfgo7wDhbRh7j9Ww+Fr/1tE/JlaNWKcqjyzmbfpZ99Z6jR0GWf7gX1bcjYDSKnsI0mlBXUS9AeCJJTvAs/Ihl23VMetra13PIi222AYYsFZ2MYULbUhAYVnL3VCOUujUAwDbtgugTfmtxSx5Ahym7NDxWP+X+n7qqo3uiWUbHN8DoBh5JV/1UGlgEZy3RR4wgvoKZRv+tm1aFrNqK6ELvdFoKG0kZ9uvFFm/2vzyLQlM4vslPqzlsep/YQVXclA1boyGSelfbhclwq0Va+4iK1OVH7CJ+mCXivjPsVbnGTLBAll+81yBsYSjn83zyzuBlTct6buiLOIvdx3mpS9lE2MEyhL67bAvz5O7FGRZYKms6Kl3xlr8A0QCUAL2Umcob7MOFBcwTp/j21RHcuioFC88u3317pq2oXNReFdkhY6CTUAeedIhsPp28xRwN3YN+jxxoKgAcEDCMuMoigrCkUcu0oPiBZkIyNY7AGPyIWtf/GrcQb6x+gFEJ7wUDDE/AoBjlvDUCQpy5SHmKg/UoY1f8ZKHGtC5c6OnhqMfASy3oD6yoA35dNr6HDuhZPAgYJ13gPfkTTJm3KZfppzKI/lW3pFV3lkCKPsUDhfwnvQE7Ovd0OEvPBKQBcjzsufAR2lczD2oS4Uv6yI7jCRow7RHwnHArSiRFM/6Q5+OEpm4eoJ/9MNPiRwYO3Yd8TtC7e5ByUQufQN1rm+S57e0D7j3vvvx6in0GOe0BcgXC7jpgHxxkpfWB52Z+ONxWxzyl07+LUD+0snaptQC5K00XNOpVU6eHk77lNqUxvYX39Pps+fcyTNn3KmMi0NQLbBaz73AeKyLRwDxIaDqAd3EijoG6NaTbsyvBZgLwXjlDRqUiuV3SFUSS2MsnpFuHr1OjEalGfmQMqAUGC95AZxX5IXy4+eTCcULOx9q2oL81+Eq3iwOeQHs5NcD5aRZBJRD9aNdHQVgv+JHUaO8kE5Z+djFngDgJ3prLaZlQc5iyvovc68Fn0BbcYLC2RrjKA3jBBDW4qsIgM4DR7LeiValXnoPgRkcFiagIcw7v7H8Z9ECWBJ7n/VMC2gWr6EfWTJJpllls8+xoAagxkpYVB/2PfeqZxbaLFzDdMPfluM2pLwhPtGIlAUJa+M/mi644YYP82p/Ux4s9bGEhacWK2lAd6xUxWtNHJcbgLd5Hu09ZYa3WwtlQAWAPwEyAm54D5AFgBNTjLCwtrRVbNf3cbb1+bgAa/HDIpz6Tts92/47++uylg/L/GhlF0cj/YqAaXZ43FThzJcsfJkBmiuW/mG6V8pvAbZF9Bi13wWHgSZ9iu0Pb67IgHov872pD5HMAP5CcI0DLqlzgXsoAaQAuVJkeCXnQztV+PbCOizzW0ryvJ0PojPKAu2z0rGHfGLRr7763m0f1PCd0z4A4Sx4LoUw72hvgNoo/aC5YCzE4tu3r0pfYpWCgMH++2zry5WJVRByroXaPP1PVplqnx9N5w1q43LpK4kPuVrFMmA9ALT6Tnal1Mb5hf8ty2DkEHvPM8WRVy8A1sR1c89W7x9AHLmhUFC+cG0aGnMBxdm9QPwCl1U+uQDgyBGZi2KHd3zXUiqQNlbn+FW4Mi5zBM64sXnTPempfyYuKQ60EwF/oVIfEDwPkGfFiR+bt1J55rDapZu9cgrZWmUA3879FaULY5xkThptr783tovcKyj2qVuSHbJ+HKociIxcUFyws4Y2h8JPdEbMydW+1fY42PWbX3+/gkpVf1Y+Of6L237kKzfw/mdu68dfug9/+Kn+SJxzLUC+WGwtQL5YRi0fDUqgBcg3KLhRBmsB8rUCPHHqdMMgdQwsrReQ50DUk2fPuZ9Pn3E/njztoIqBFua3M+fcuYsXazOb8wvewFh+mvEspYYB6MzjP7eg7HAV7Pz55OnMg1x1wGs99SALbbjPU3DVpp1xn1pd/3byslDXqC5+/r0Cbv9+ygFwI1+e6X0zXa+8qOxYKFSkBHJD2eGB6gowLyty65ZuD4pbFvIVmqGi+qOOlZ4HzENreXZlkE/l0bfRkhb1Z6DoqZ6bUHOQsfIbcbWIwtUiCooKC3SI570e63jFKyt54gAUFb9u3mJWYeWyMNYWdgGsNn+N3mM9y+ILa7QsK0LlIXShAtHiMM9S0AIfLHzDeGK/AcYA+ok/Zr0qgKyZssDaVuVhIRbLV+yZLG1jXO/i2a+nrpUG2+2VnzxrbMv9L/+hC3B8JdKVNNpu2TGgw2vhXc+SLyCDlGxeJmxD793qwSgsQtWOeHdjW5/TYbAJABe3DqV+UNbcVLFARbaNlkPKsCzKBbWFmAugY+sZgAjFHeBPTZk5DPIKpVhRXwiAGStj1jMAd5VdVF6TVm70h3Pz3INlA/ujPMAoQS2NBX294krCDniAT1awekf/Df1Qo3V9PYbTgbv1KmNV7wKh88YNWSH/pX2glCJGccsKlvpHUSvlAWniR2lrHKIdeIv7jW9XqFXeLAXiEkZAHvEKkCde5SXm2jZO2revfi39rgHlrYIgDI/ikXTVdm8Lzn/Rc+viX+Cs+o+sNCSb2NisvEjJCeCuZ/W4ArFjyhztOuA71g42+kPyA3jKTj9LVXbbyoRqSnMo7UpU/+/b596jqcJV1vlWPln3ANwA3eQT8B/Z0P/IP9Qm2q3AmB7KAMBXft/66ocoZY1dKna8+UHqX+Gsy3cAWKw6tO90j+IlJlfypu8Jv+sOfWKTvmbvJw+9kcqUdodSLqwn/U52nyS7C0TFqO9h4uC+q1JGa979xN3Tm+zIURuRe3vnBte1/0N36uz50mVrAfLFomoB8sUyavloUAItQL5BwY0yWAuQrxXgb6eHmwqEAjCfOXvWnRo+44ibS6CzdXn+P1n0ivM64gI+n8iIw8bXTBA3jEtW3YCXRQCqfS9At9nUNWl+QnA2Ap7a/HAvK2qsvsNyXou/pUwpa/1dIy9zuCqAN3FQp7QDybHeeAWwqw7LhLc0SB6cB3zXFXwz9bZRlBSKs6bsOW1JE21cgaBYnFoAJaUe2fNZ5kTdxmPvscZicksccPhyz0LS+ilzL2VBHm+6zXOZe+hCyA+L8TJ5CP1oQUscLOTC9/otazT85VnM4Z9FtRa0sS3xWsBiBV6mjGX9yFq3EVnI6iw8f0C7Ieq1AEYOFlBBblCz2LJg7W6pVQCY79r4jue6RYED8IiixG5HD/Nn47ua7qXoYPEsQEZtLeZqwYwcwwtQGDBOwGzZ+ofWQO2fttOI/EZ9xkAF+IlRTXEYpCxZKTOAciN5HG0YaHTYeQLv+r1L+z0PP1z36gsBj2J1VvRMgKrlkietmt0CbX3eMpazHwAxa0Cqtj7378oZFCjjaAOW2kntBKUJeR2tHK7k8Ow2gT6p3rMqisqk8wEarWNZAAO25rUHfd+kw/kAeX55F/at1LU9ewEFH+O2+nWNR2oTZVys2lEIhnnBil7hi3Zy2AMkCYM1rvpzwGWAYOYsUMvQD6LIZp5g/ciIAJAeOhbttiM++k/GZisz+jXeUeYw7/otCpe8sfyujQnQDPircGVde8aDlAQ2LOWlrsknbcSfD1CxbLb+6BdTf+0D1d1NbX1+nGQ3AHFwAdrHFBDIA6MC6OtSv6t3e7mF9D96j0v/RN0AyPP75u7q4bY2j9xrN8TDa3bkAvKnzp13cM8T312bDvrdDCiruHw7COan5BvZWMv3vDpTviwo/92Jk7WL7Gvs1/vf/ejlecOSgZSKCPkyXiArvh8uvhMpgpL63ZYq2vi2buxI5tKHvr16qGs+/9+vjjZHebigcaJvZCcHcwf1f7zjjIGD3xwvVfstQL5YTC1AvlhGLR8NSqAFyDcouFEGawHytQIE1L7UQCxWy6L9AAxMgM6zzlvopoeRWqvfk+5yAchYbvs8lqUBCYBMWS5DedIMOacW3w3mR0qCS3HobDPKO9o4RFdTN1BdqUcB7yOsx42lOzItA2anwPpvSXtOee05kDeLkgb6I6O4EpDvQXS+nd+Sg1nrBdWVX+2a8JzzQduVn9DVIgRXC8EbFlcBeaza/YS1wKLNxhPey8pOh8f5BaQ5sDD0H/utvMU47ouAkaz3HPRH2fIoAWJ50bMQ2Mjawo1/KRRIDyCAxQ4LRhbXAC6AIALZ8BNuVScOAAdZuTUbXBYgUw+Xt+RAWchzqCwB4JIVcJYVt+KwrnZVEOdf+5IFPTz4lnJGYDyWvCzGbXh7j0WmBWY57DGrPVxJz6ev3ujpQQBcyTN88+SP38gFK0Zx/dryZt1LBgDTtB0ohmTxPL4SJ4BXVvjYc+ROXrjYbYLSBB586oZ0oIxBeQBgj3Im5MYXeFxzcGQd/YIAoTylBNb3tv+5VHUMGEv5JZ8sN/adx2QdPlN/Ets9Qj+r3Q6xdPnWVfehPLC4py4B6YuoosKwV9Nv2j9tU8pmyQnKK2TK9zea8rCLBW52aH6Iu55dR9Q1/aXydP/OI7nfJYCYKEkAktm1FPumUPYKoOWbAPAG1K5R1FS+Z8Zovis7JtHnYO3Md+dBetFbVcIgO/JcBEKrXFDdhO06/C0QUOOewha5hJMiA/lQ9pqdIRlp64B7AOowL/ot2hgUIXoWc5XnLGvsWBiepQByzpyLupEVPrIgLehnUExTTnvQL/MNZGH9U49Y0TPWWoULZfIUJYOHvMxoI1K8SuYAlRp7GAOYP+GPPol2K0WL5EQ4LKuzystztcsdH3464lBXrXI3fZjQHZWnLUoohohf9E8xI4dYvjRetr/xvpK/Jt2Fuw/6bxbFiRR7queY6/uXyLlPUqq8vOfdq0JOgPFYv1NGvo8s+kyUirQ3yeLtr48Vlq8FyBeKyLUA+WIZtXw0KIEWIN+g4EYZrAXI1wqwHqqU0YKjCi8wHqBxBNBpQUEOqRSP9omTY0ZrQr4AugH9scjnwrKa36OysPYW6QnlSLMUCqmCANlZWZW8FwDbbKt91e2V5qaAfBbgXSA3geExwFzKDSmVMulrgnastkBdWoAdUNwrp06e8a7SlkJI4WirupD3aNqE2gOKo7LtyS5GRMMCiGDBCIEWeVzpNh57Txgms8ShBTtAtPVT9l6Wb6MFS1Q2wEPyxsKxbB6sP1nKCRzW5B6Amok8FmfIlN9M+jWpz3NZ8ODfpsM91m5aOJNvlaEZLsA5eWJRH6Zb5jf1SfiY1T4grcpbhpoE+g5tmWeRR/paEEEBQXnFdQ8YH7Pqi+X5jnWv+3xgBXwlA42A5YDZkpl1kS/UQDyLtZFYufUMgI4D7AgbHnSq9tvIdwC9jc1j0T2W+ICh1KPKIuBMeS3lVrioSa+IbspaPIZKgWZ8P2Ecoiohb4CTUEJgnQsoC2AF2COwDkC0VHkDRQX1T/yckxCmr98obzgwGOAZC33y1ay+U2lcbS5naYgqSW2VccWD0gZg5uBizqVopHzsgCC84sfF+hJguExdA3ZK2URY2ktROCzPQwUxwCmAOkCtxg7lKfzWRT2m97iE5duhrYWgrPWntsyBv3qeV1bRIQEKF5brtc9rgGQLNCutLJdxxMox8deX2XcidyhP8JcHIDPmKE0B07Fy8N3LX158NiyKEIXBpd+w78P7UNFgw7IbQPWMpb3eSXnDb0B05iph25Ffuff2Drr+d4+4R9cmFsXINUvJjnwEaBO+jEJC7e/FgV3urcOfuI++/GbENX59MtbkUTiF8tFvzVFoe3qW52oufGfXRnf462+D6zt3+OvmXB9//Z1r9nXk6+9c2evu7mTuxxgsxRztQeMUcy8UObRl5qBZ37Xk++9V22pBiSv01yOVdlykVFMbYZz238vSje6X02dyS9UC5HPF41+2APliGbV8NCiBFiDfoOBGGawFyFcF+KdzTbHargeErfKfczjq+VIgoED5sQCRsVwXaCur45hb1go6BDV/OJnwkAPs1yOnLL+jAV/JmJ5V8gAAIABJREFUmwDYsZBlVp4v53PV7Wgt5GOAvJdnhWfet5mA1oY24ylqxO9+Ir7Tg2/CAvM17e+3k15BBACfJcdRtQlDy1P2e9SEE5dJOJNOqCQsECE6C6yprP8y97J2Jo7bKgv2siBqGL9AAVkL2zw2ci+aFqyDwrTK/MYaDXkBfEHroIPxeBa72F6OJZkO4gv9sMhlgYyVOjsCWBixQLf+7UGOjZQ5FgaQjryQvzLlDv1grUf4cPcCVraiV1FZAcYtp7DiwpJd1on4tQslb+UMCN2RWMmnVqcFVneKW66ACAH7MVlcrmfUgT2kFQANS0foRgDGaoAlDhKOUBSonFmuLC/D8gs8jFnVZsWl54AjqlsW74B3fPNcfpt777b0vYA7/KNUSnfMRBRQij/LhceeeAAds/zY5yq7qGugd0H5gcLo2RUbPGVJM+oeq2jJg2/d5sHeC3gbCwv5ZpTjWozDU/pUxiDOXsCyNwRUsZS0SqY8hUdMRmrTtAGALEAs0aTwPbMjyraD8J5+31IlqC3RXkK/sd/aOaFw1i0CwtXPEkZ9rMIDboeg/s09Q36MAqSTzNSX5FG42TyWUTZQTq+AMgoT5UsueWP8AKCOKr8rYUk7JjfKIAv6POt4hRWAbccpvbOu5izkMwvAln/Ru+BXO9YYk8M2Kv/WZUylz5XRgnji5UcAOYfM80xtQfLDQh25+edGzhwW/URvdVfZtNWVHZOVOQ7jEvICsMRAQTJUvHm7BpU3XHjLVe7Yd8WzdP5YgpbJxq17td8sUFn+5CJ78gSdVVaerubnNYYYUnA3aJShsyFuWtJfBSWu0DvOBqBeae+q6zKu+rhFew/llqwFyOeKx79sAfLFMmr5aFACLUC+QcGNMlgLkK8K8OLFPzJBvizwbzTPARUFNuZaxkeslrEeJqyshEeTD4WV9bvyhEUytCIeSMVK2VCFNA7IJxbyTQPkJcM6LJqtkoByUF6AasnhWnalAKJerRzK3otyKPdA2IBWRu0pdIuUIADrtBNd/C5TNykg/1tjuyZUxjJt/Ifh8zUT0lsqWzMBUe1CQxbJRYvP2KSWMEx+iUMW8vduH8ktGwsbPpPlNJy/Nn+N3ov+oxGOc/KmxS9Wl8oDIJ/KSbl1WTBSz6yrXQj2mb2HsiW02ARgQqmAhfPfOvq8ZTWAPcqBeqzAoVcgLeQbyrzMbx3Ax4JZcuCgQFlMshDWYlhlglIAkMAv4pdvTy2Gee8PmTMWwZZ3WBb3gNRl8mb9CHBCVsrnleACxlsARlaNNu/cS2FR70JS8UjhZqmFdJhvWctBxSUXyzrqLM/a1R4Ehz+1Ae0EALBUfGVdQCDi0S6KonAot/APYMi3pDxYl/zQJzTaJjg4WPFl1aHyKQAKIEzP6nFp/6Q1mvw2Ws6rMRxjhhSmKLmKQDnOo1BdhgqsrPLT9xKGftTuBkIBLUoO3qGoCpWSgK60ZY0TKB91cLPykQUmq91o1wT+UQbR5lFcseso2XmU7FaC31xhQleWykoTQFl58mXr2OgpVYg3DKudTPijfw/f67fGC6VRBMoD9gkAVxhcxhT6DsLzvcFzDle5/NzSs9WPJfqdNX+hf1L9YIEf1o3ybV1ohCQX6FDsO3vP2CXLY/JB340iiPqg74TyBSDe9ovUPW2MMyd8mO4hx7koNt7wnvwQN/7DsVHjBu+0GymsZ97FLr4ZS/PGDiP8AVbHFEeKg/pSWmFeY7/trgPG51i/hnKA+BtRHJOmlNp5FGc2b1KkZR0Iz7wPKjaUdiiYOYeD+Z8O2s7qJ0bznHkdaTLnEx0gyjNkRvr17ACDAhB50ubZZebvGwTkFf7GJX1VUOIKvburOzmUtuyuFbUJzXWQ08mcQ15bgHxxxbcA+WIZtXw0KIEWIN+g4EYZrAXIVwV49vz5UoBfCAoOnz3nYhcHueo6OXzGnT571p0+e86dPX/Bnb9w0Z0YPpvwsZ8crhsctUAyNDvh9dup046L579wnTztfq080zvr/nQyAfgBTbHAzwJcxfuNpXNZENf6E6jfTEUCvOEeVG/oUNfmKgjCtnGl/a6C1eUpWVR/2k1Qml8dXvmKNTz17uln4Jc3z/Ms3UcjO4H/We1YZYq5yjNukZX84V+H00UedApMNLnCST0WQnpXzyQWvwpHHACB/AY40CS3rKvJcGi9X2ZxQ3mwXIW+AdCEBRQLp6mrN6XUAoAXZfOCP4GbWeAuQCdcxLyX1aBkYV3oE7T4xFL3X90DHliHzoOwWFwCQtsDB+F/Fs2IjcveA4ZT5jLywY8O2MRCsx454BerRNImT8RF2QXGY1UEwCHlheWxtfnlHiAhq32li+kKSFHWYjQsixQDY7loLitz+VNdYsGfBxboG2VnRliuMr+1WwVLfKUNqIDsAd7KxBH6EbhWFJ5yCfQCGJNyTSALAFEYd9ZvtTfyXWRxbONQmoQjL+QDC3XandqFj3Npf833JlkVufdX2iYHWtp0s+7VpvPOQIiF1Xka5BVlWlG+Wu83ecAMeaF0jsk09szu/rBK15g8GU+IH5A2NpbQ/mVhiT8uvhlAVAvG8pxxkv4+dsguijOAZ75lFNsA4wCu+rYIH+7MoH3JIrqM9bf83rKsevg6h7wWKTHUF6h8eWez2ENCvSw6N3nuew/i7j3qdwBBg4GSQpbKildAqX6HLtRcXqaB4o1dEYD3zD8YP5CTQGwfR8W/B+4LdiDdPfhuCsgTlj4EkD3WjpgrCLwP8xr+tnR0fNtSWhIe4D7cXZgqcioHXCMbjSH0jZRXaVj6G+3Qod0ApnIINjvzaLuEp82Iv5/wohkTIO/Dce7QjsP+UFWd9fKX9g3+QOCYHPKeifLEyon5mv3WqhRn9c9RSFtxF7Vj5fOm7uTg3KfXbnUrdr7uVu3a569Xhna7fy9LQF3JNnQfXzXkurbtTcMorNyVu/a52DVv0y735Oot7h89m9zdSze4+7o3ukdXDroZAzvc9IEd7raOZA4dpmd/P7FqyC3fGY8/TPOGSpuHWlLjUdjGJI88V/PzB1dsqYISV+Ddkn3JmqRovpJVVn0T+45+l1m6FiCfKZr0RQuQT0XRumm2BFqAfLMlWi6+6xWQB3w/deasAyjX9VuDB7r+PnymISAfC2GAwyz6jxhYmD4z1Box4BKrYsUvcNK7lUMvrbWxQFqfl6IDOXV4ZyMW6SbPzQRiZfXtFQmR3QSpzMJ3KsuJk56DPCbHa/GZ6GDKWIBb2UmZUk84T1FDGz91tkaBo7iaqZixdZVS89S7E2BYSoTK4cUFiqdN3/zqF5BMpjUZv6ujdhGkBRHgMpN+/MUAh3ACix/FqYMHBVqwCA79F/3WoVx2waq8ZbnPlzhYUVaI9VjJs2BlcY88AMuz0rfPsUbCuokFLdbjuPaQUus3714y9HXRPuC3imON6cGZrR94sMFuGwfQz4tP76QsaYS+R0CTLElFU8Nz1atAFUACba/HqhFgAKC5aFu+wFSsByl7Fvih9LJcWfVlWb1JHpfKlcU/VpRFlpmAJJS9nrZq5SCA0bYJ7Y4AkLZ+y94rTygTisLQJ5B/rrs2JBzoVllVZFVO/F4pUQERyhwKafMEiETaWZzGAHU3LEn6OYAwqwQb2R42uDnrsGRNdsdYpWVRPSpPoqjge9WzMq52B9TTF47M//UD5ENxpnZXr8JRVEccAJ4nQ+2KKlIU0n4TqrPaXRp8Byh0Huvd4C1gsXYlz1ZRFAL3KpNcxlvaMBbljFGA9oDLeo8ytOi8Bdqf+JKLLNdjbVXyUpp532iqnA2Ac4WtdRN5SaEQAvq1fpM+puwzLIRRavhD0yvANrKmLkNrbPowW0YAuto62uxpxvDDjgGNW+SFQ54Ty+Zq/qh3lOH/7BrwyrV56zY7e81Zu9k92FWlwSIexgrGMSlOVE76N/o2lBii09M7C8ZTb/jhXVHfo7YAcDuvf6t7aUNCQRYbLySHorE81m5k4EB7pQ0r3w8t3+y6t+3x1797E4tu/MbiyHtG3RJnPQeXC8An3K3t/W5a/3Y3cX31gE/ek19kztjl5W4OAL2lvd/N2bjLrdi5r/Cau3GXu6er2k+p/DGXOqM+JWcUDChTdKYRYe7t3uiWbtvrVgLM51z3dydpQjGleRzyz5Nl7B0yIN1HVgxGFQ2hIuBy/J7UV607UTfFypL3THRbK975OBOkagHymaJJX7QA+VQUrZtmS6AFyDdbouXiu94AeSzTsQy34N3luhcw2ogVL0CpLHktuA24XgPEw+ONdTJ0M4a7G/AdIJuyC7wsC2gLTK0HmCW/4o9vNj0MvPdSOoTArwWUw3uVQ3K4XO3gUqcLCJ7Kq+ThrrQNwtBmQznm/Va4sF70vFnURaEMrZKpHjooKRDUNnyZcw5bnnLoO2/dLOvlm9rW54JQsgBlIZI3aeedFjOEsUCGaAPywocTYsBmLUygabHxZd2LZodwLIplGcdijsW33V6vvHrLOEOVEuaD3xyOJqs6a2mclY9mPseCXnKgPHmWXlgRCwywFCVZ+UF5QdwsqrXQi5U/fGZ3QUC98sLKJB7StmCGlASARGEcRb+1nR1ragHyZZRCsXhVd2XbUZa8mvWcXRDIPQRMYnmXHJBt7H3RM4ErUpCpDLI8bETJIWCMuIvS573ArAQ0SmhntEMAOXiqg8ihz5Rd+ccf4EOZ9KwfrOIIm7ULA79Y+Qq4f6Crltpo5voeN2nTC27C4CPuxcH/pteEzY+5x1a95OOuZ/cCwKnyVBb8xKqXMnBBV6U6bLnZCgYUhcirERBGhzvm7cyiLyF+AFLb3nLvsUre8bG7Z6i6M00UFKpfXEAy2+4BYrHGRgGGNXTMEtyG130R3Y3NqxR3jchLu1cEzpK+3/k0WNvvM3bR5/2lcogq/ghjwwGU29/hNwI/ucpX5CJDxgzmHdx7qrRlCbgMSCurcowTNFYpTuoVPzavvIMeR3OH/1vcl463CieXMQsaufAbrYdWjvEZRWoRtZ3SlMuchjLZ+uVe9IS35lALKQxxEJ8UuaJXC2mLpCisZ7eT0pDlscB2qxzRTj8pr4uUCIrTurQdysAZNvZ51r0OAqfu7Rk+kiu7oNg1EguPvK1ChLoL697+Vv9E3HzPKGqRLfEwJtu4iubN7DTQDpK7S1DzKW3ag75dxr9YufKeSVmonRS2fFfCvXZ2pPVXcr4Slhn5E0f7vvczQaoWIJ8pmvRFC5BPRdG6abYEWoB8syVaLr7rCZA/f/HiFQHECzxsFiCPhT7W/idOJ3zoAhFDENQDp8PnPHWIANkfxQtfgp5DwKuoS4ijrHU/eVGa1jpfshitC7Cr+KPlttbxw+dTPnzqYLRpX43htavA12Hergjay+8JGJ/U97n6APlK+wrbyVgD8tRJWkbadgk6I+Upoao5589PsEos5IASirJw9R35NgWW/UKgrc9TjRRNnsWTSxgs8gDQWEBwcS+reN7jN4xvfGVrP+9ZAIQT3vC3P+SuAqRB5xLGF/sta37SyAMi/MLJWDThn8VILF+AZ0zGBXL/taPfNYvLPlaG8BnWulJmhJQEocz0GzDphorFH7yjYZzhbylcWIBSXsWT5SI/7RQQyMs2cy/3dbWH58kaOARVsuK2z2V9Rf5kfR+rIxsm6175hVYnLP+l/i26GBRiWfkNn2sbfd6hiWEY/RaX8VNrF7jZ69am5Zc1bt0A3N6jKZ0EFnpKJ88VbQ6gCrQPtJW7lq5wj6zs8Pf8Tr7Dzf5QTMAI7WrQO2/pW6A4C/MAAKjwRRbstGsBbU+sm+6mDcxzkzY9kwLwgPEThh5yE7c9nD57cOUcHz/tPEw777e33KxYCANK8Tvm3/dVKxIFhspBf3Cp2+zVmJ76tTJKr5jstbsnq88QqNWIkoj0dNh00u4HExqlymHIoj8CqJTiXPUfcz2AXWlP+Ef5XC8Fhc7asDucYnKJPdMuGAA6gP2aPLf1eaWF+iHlnz45tPbWO1y+/6z+nvnBbav3pN+rDcc9ivesb4r8Cwhm3Lf+SM8q7cN47W+AaNqWgGve/b2jz6FAz2ozo/mOiNPOcZAz4wF9D8oG5jw8w3ggVkcogpT/29fsifqx4YhH/mf3bXFPLE8s1cN+WMp5r4zf/WlhvEpD4Ddt1xoZUAeke2Nbn1s4sMW9smFrSq1XZjeV4tcuLuKiH9XzPFeKewHg2qFJHHqWF553nIWD/9vb+91LA1vdqxtGXs+srFLfxOaqlgZKyoqidDGEuKkriZe6iqWrZ8hV9ILIVGA+7agoHb2XZf7flw74OqKeotfAVvfKZbr+2Z0YikjZhmGA8l+Pq50ly946nAlStQD5TNGkL1qAfCqK1k2zJdAC5Jst0XLxXU+A/JViGS8AV5bsIVgp4LvIFVhIfP6AWPF1l+CkJ02FB2gFjCxKz74Xl3wC6NbSkVh/3ANi4k/XWFlFpwAs5eFAWqy/h89XyzV8LsmL5PTbKYd1verjenOtvGgLyQG+CdhMnVkg3r8vaU1v619tLNwFIgv0saKsUV1q94dvp9DXDI9UKNBOlB/vz5Qz/E7Uhrcf+SpdYLFggJ6hHvoUOM9lqUz48OKdeNFjC08BgIQDXLaW1HZyzAJBADhc67G4wmccQKb83L2pGPAnvdtX7/ZhOBxLYbGGY/LOotMvzsy2ekDhS81BLot/AAQro6J7WTvmWXhKhigYZC3NwiwPZEW2Als4fE5xiLohtGBnISzZYsVVlG+9Z4EuQAzrK8mhEWBfPLVlZKHyjKVLeZBJCGyo7DFXFlqAVLH3Wc8A5kjrjqVdKYj84uDDbuKm8e65/ilp3WQBX7F4BTjU0yaxRCUftB3d37Rklc/T0xvGufuXL3Q3LlmT5kdt5i9t69wtnSv983rkpXwDZhAXoI+e5bmS1109be7Foao1/LyDz7j2L6e63h9n+6vn+Cy3+LPJ7j99L/v4UR7lxRt7hxWktb7l20O2AtgsYIs/aE9kxf9CgfXlWLbfqyVu8XBbwDVWD1nPBM5BNRYrM3Q2tK2yQF2YTsx6V+3V9nMoSRkTUVIBYNOW6RuxQIcaRlbetCfyc3NPfVRIypf4xW3aelfkCpDHehy/9N98EwL69D37b7F9wJ/FojjVt1Eu5gXkA6Wy3ue52mmCUQB9GDKw4G5WWOYeAunIE6A6ADFAKDvFOHwZcFLzkJr8e/lvGKEMWPn2Yff76eFSF1Sj9vr+1+Puq5++ccdO/K/mufXD/f4vvvN1TH7qtWgWNQlhiyiWJDcpGzZ/dNSdPHvO3bE02RUStnnF7ceEEkp92otkG8ZF2rLkH/zoCw8K7DBzV3twsvIZuuyu1PyhrMKM+kY2lmdcVur1ANU+/xXF2soIxQkGVWpPsbITHoUcfuoFkLGwJ9wtHQPu3IWLuYDKto+/TPPBDgLlKe+wYslZcwDCfHL8l9x0LtdLDmBVmWQEUO83o/Iy9yCuPZ99k1mcFiCfKZr0RQuQT0XRumm2BFqAfLMlWi6+6wWQ5yBVgXRXiitAFCDUgphl7j1QiIV6xcJbwCMgapnw+FEcHoTMs5K21uXmPrUoFgBeObDTg56nE/DbAp26V57Hoh68pXzlkFeBpx4UDuh6kJel+hmLvFwNcQKIa6dGKi+jPLHPyliZ27anXRHUu32OkkTxXoo6+DGoew6lJU++PZp3yIFvoiavlfZOWeR/1cEjfkIpztrJq+IgQwx4CJ+xDRTLa6y1uLjnWegv9ttaeDHBxRqNxQ4LcRZ/1tKerdL5fM5VugIpCrBk0SS6jCvAALBdvPKaxMu1B7DGyjSWzwSU59FtZJVTZSuznRir7b+Zg8NYWANOAnIA7mPFZS2WsT61W++1pT4GhmjxBsAVex/Lv7bBSyFDe6U+sGCu50BP4hbwVXanxVjWJ3HzvVCWeoEvyR/wKSaz8JksDUlr4r65btab4w0on4DN/1o10+cFP2VAeVHV4D9UvoTp29/UO2E8ML73aKUu17n5h551s/ePdxO3JFbnTw487Z7aMs1NenOBm3/kJdd9bI5bcCShhSF8SJdg04jdy2KQviX2PnyGFT3pcL2w+WE3bc/jruPraSkQL0Be7nOvt3u/9QI2SleAFwdSKt0at63Pg/Rq8wJqsM4e63Z6tcd/V+c6L9M8BaPqIeYKkM+iuaI/oa7KgpthGuqXrAWsrHpJO/Rf9Dttu2197oG9n9cdXm2xkfJIkRD7zvj2sdbnkpV8qMBivEGWKMmLyqn3GlcarQNrhVzzzQXGBhy0Oal/h3tk5ZDnFLd+/9610T2/frvr3fWG63v9QF1X754NbsH2uW7y0BM1/fKUoSfdwu0L3LI9m2vi69i13M3YMtGhpFQeAIwljzxXYPP/VQwMylqM0xZIa/6ut92pM2fc0EfVHUe2DumfpBxh3pH3zdFWGAeIN2t3FjsPeD9pcJ/fSc1u6sV7qzRPeQYdHCqsnU7EAe0Q31WWfGif+hbxL79qH8TF4adZ4WPP9R3/vWdzmn/KwLVwd1K2vHFcyop6jBiUD1HtbDv8xYi0lQfck6eH3au7kvql3FYBzI48lIAad4gbRRXtQUphwuw88qU7febsFXnt/ewb34ZkOCCZ1qugpdyUleuX02cyQaoWIJ8pmvRFC5BPRdG6abYEWoB8syVaLr7rBZDH2uJKA0hTnus66GIEFnpw8MRJBwDtreMrIGrMAlhhYi7gJOBoIc2LAeJtPMqHANaoC9BZOdRTFtNjaZmOPJCLdiAoTwCuAPFjbZV9pbWzMvmRrKhPf51M6FloT1K88NzWfe49oHsF7Fbdy792V1AXZfLWDD98a1JaqT3UuLSNrDY+fN4d/nXYcYDrC/uqE8oYp+mlBl6wOBQFiSa61oVfu558Eh/h2QKvRUlZV9v04UdFDhzSCPcn286J91JbxNu6YIs65UJJUbY81p+22f67Z01p8A5+artjwNYL91iZPxEBAxUmBrhj4SkwmcV6HpALaCNrpJva+hyKAskEBQ150AF/tqxZ96pfwo1GCaU8NMOlbSflKAcSq2zITcAt1rF5i3VRBZHO03s6UkC57ehkN2XnozUA0D9WLPT5wS/ARCxerLOtRWnZXSjKu+gSoLRgkU9at3at8fnC0lzc7Avffz7Nq0Bv3LuWL/NhCF+WiiMFWeoEKAU4PDP4nOv6fmY0P8rb7A9e8flqBEBFNuLgxSIYEAeLSb5bLJ9RwoXfE2ATsvtPSRqvZrTXqy2OmX1dbvLGF909vUndNAIwUzcCcDgjIyYD7dopY1Gq78C6fMPUpT1fg76yXtBUcdqwWZa38hu6+ibJz10b36p7vJGFNPzuYdz2t1US2jz6XUwVsJjv1oaJ3Ysug/xyASbG/OU9Q8lMWOYij/YO+INXb1vS5ynimINweDI778K6Z07APKGssUAYfs7aATdlw7S0z6Pvm7TtEd8vT9xapcPiOf5m9i11kzY9n/q/f3mioBSoTX+VZTUO+Kh2JlnVczi4xk9kpHIgK8WF3AHP2aUBgC0jAN4zXtCXodAHhEcpADiusHn1DCUR/m6rzMuUdmjQAdiKYoa4UU5IJoTlDB0U+kqP93dtfMfvvkAhQf/Kt6sdf/izlHAA0j4PJZW5YVuTguLJ/mfdhM2P+z5pWv9L6fwqSymiXYXWUj+MO+83ihLyXXQgtWQKV79khGuVGf53cKYDz/g+snYOKd7L7apcov/S9y6APk+G9p120s7d+XYuQNUC5HPF419e84D86dOn3eeff55eP/zwQ7FUWj6aIoFz5865X375xZ06daop8bUiKScB5I3ckf+1/He5B7Ss9DXJyZtQ2QGNe1lawAs4c80ml/JvlrT2s/HpgDgWrfZ52XsBPkzisNDAGsAf4NQ95LcIhpaCshyqByTMkl2Z51ieQiOBnMr4v179CKCLgUMsMDXRZsJe1DawgJGVVjhhE/8xE9EXMravj2Ud0B4mrtzoF4ekP2HlBndre3IopLdGyrH+4aAt8s1VdoI+lmWxcQN0QHFDX8Aij++rEdC0CoyU57+07UFW+WPB+2rLG7ufvW61m7V+uZu9fqWbu7Z28Q8tBfXGwtbmt+w9ICrhod8AoJrZ112qP4HG6KnlGzzohyU83xlAPUqKWBl4Jkv+GJhLfgFRZXFKnsS/C8gMGMlCOAVQK4vCcMFH/TB+EL7M2OM5aiv+aSNZeb/Uz3UYZCPbpz3NScW60LeNZdv9TgYADwAu5CIgkfdPv1YF4wUiL/12upu8IwHlBQD9Z91cL1fCcGHJSn3Rv1iQg0MM6+VLp/41/jOW+nrhsMD1yzzYPXX34x5smn/ouUzwe+KOJ90NbWsreduUe0Arfb92WFAWQOyy3wz+NA5MPTA3Mz+SJe7NDVpiC+wClC+bP/Xn0H9d6nZ7NaQH77+UOw+tm+7bC7uwyspX/sSLLUVtrOw6ELteGinSADwX8EV7Vbq4ApuzrIetX3tvd69wMOr9O4/UxGv9hvea4/K9hPOf0G/4mz5c/UZW/2/DCDAkDCCpLJKTeVbSvzMfxx+KPIUF8GXOL6CT8LLM1738FrnEK/lzIHmsfsfi2Zx1692kTc/6Nsp5FOwQ6vymdgdOx1fTHBRZaseizqLPfuXwBLfoy/nuLxWaPe04oPzIjHpkvov1tRSLvNNcmPt6dhnJUv0BA8gjF+ZtOtuGOLn8OFEZb/Us5gLKE29eHYnWjAOPw3pgXpBn0AFV1fiVy92M/sVuev8i99/eFWn7jOWHZ/QRYdvVroJ6xw+VS9/Uw2urCucn+p7zeWFclb/QVd8DbU/4rsxvzfusEiWUYfibuRXrAwwusmR0U9t6B00hc8Mw/JX4W4ojdlMgN5Tb+l4E0hfJUxR2yOTbX3/PhJu+O/G12/bxgFvy2hy3cOdk98quaW75/jb33ncH3IU/zmeGu95etAD5663GL2F5W4D8JRS2Sep6AORvLeYKAAAgAElEQVRPnz13xQ56Eyv0AQxSTFqKBjUtxvH/ZOWQQYGpRROzWNyahNdjKWnjEQCHFYZ9nnUvfr2WVdqVpSAQJ3kWTYkmtrQ7QE0t/MJ6pg2ymMEfiz22KMqPFiS8A5S8UiaeANdYqZAvLsAzFuR8aykw15EAury/ltsui0XK2EhfQj0LgItZw41Ffc9a3+OmbJjqJgw+Ul10DyYUIpM3TnAz+tp9OxMvPhZuao/1uOITvbOnPU1n2sD8zDY8e90aN6Ovw03vf8VN73/VW+bNWTdyQRyTCQf5UgcAhtl5POot0vBX5rKUOLPW97ppAwvd+DUvOWiXCA/gwFgQWhEDEElpi79/dq92s9evyix3rDxj+UyAPHkjr9ny+mLkO4C89lqLtpgs71+33M3+8JVMQHnxp5PSNjFl12P+fvLeie7e5YlVcRgnstZhh2VpEmy5ZDmJtSThif/5fUvcoko+yIMFue39ok8m+vw9M/SCu7G9StfAd0F/h5ICOaJI90odAwqVXXjX5LVni88flDk2H1n3T+1JDqatx0re7xrpGvTpWEthm4/YPUAbsitzWPNYtuErMe6pA3PSNr3g0HOu89u5KXCZNfbHZMwzWRUXKfIEYGVZKGfFL8VKrG8HSJeVvKUFyYqL5xgljPhmu4dK7SYR8GjDZ82pwjzQ9+rbJnyRhbzCM1ZbRR9KRBQbCdhendfYPNl7vjV98/Y5cz6lkeUC9irP/+i+tOMC4ztAO1RYnTlUWPQ17V9MdRO2POT9z9g3znX/UN2tM/ntxWl9M3/RThsrC+4B4jW/4XfsANEsOfFcbSP2HTA+0w/d09nvAGuV9q3tq93fe19Nfrf1eeUA/TJtqux3KCtxFP1ZfQ0GHdDxYQnNNX7FGvd8X7UPSBUag/91z256zN3WkQDz3viqa7OXC2BtFoWJH0sqSp88GWW9U/iJBxa7pd/NcIuOTHTjNicUcXnKNq1bGlEkkhcB8o+s2uK2vfN+5rX17ffcxn1vuU1vvF3jZ82+d1zX7gP+WvfGQbfpwCF/5cU11u+2vvO+q/dasCXhxbey1pyYtso8JGuXAmtAWcbjd+cnXxsEqnp7/OT3bsU7i9Nxx7Y53U/bNs698eXOaqDr+K4FyF/HlT/WRW8B8mMt4Xj81wMgf/zXE5kTkawJyqV8joWEJmBMblloh8AIg58W3/hlu6HyKCv7shM0O+nB2lJph9ZF1l/sXltm67FOFG8rSgTlv+VefnBehyPmbVemfQlsp82wcGF7NYAdE15rTQpof9/OhOuU9qxFOeGuFP7psN3xTclqWN+Ede/s6M+1bA7juxp/y1qKhUjsmy96pu32ZbjWRyufqRtm1kzesXpjcS5QVJN4Fu4TViUWwfX0VbasUlw+PNjtAKgU97SBuTX92My+Djdp0wvpe/mTO2XjFG/Fn1d2rOf999VZbO3ruUgHDrjbVuysscCmHlgg6ZtkhxDKiUmbjLXg4H/duP5n3O1Lu9IxwKe7dLMH6BVW38A/V81Ky4UCZMqG6W7W+mU15c8r11i8G2/GznrBbWsF+8+uAYf13T9WzHP/2djpHt/W5V54Y4l76dOFpYDkGXvHednM3Pekd73F5vuTvFwB/QG8uACwaFdwVIsypx7ll8BHwDZZx9+wZL3r+Haem/PW0z7tLKoagKm5b1f9LPlmnrtrZXLIq+o4y23kEFjKKctZ8pcFwtvnPcdnuztXrPJyK2MkwDxJY0ve2GW/Zd2rfZc9s2Ms2u+VGOeM/iXpd44CR/UjZQl9KO1XcsxzAQ5pU1jnFh16/sjyCsgHFVPJ+Pmm1GYtXY3NE9Qa8uONXnIOyrRWnH/1ea8C2rQXr/CJhGduZMFa0mNHlNKVZanNl72nrwYYx39qsb10cykZEw/ysjzwSjfLBVzG6tgqP5T/v3Z1pvlGHjaf9p75f2oly0HXm56+ZGMBim7GVMb8ru9mpG1UbTV0X/owGZOn7nrM9RybNcL/i/vb0jJjZATwSFvRdfuqPU5naCDTW1fuzJSLlZG9l6zC3WqxPgAKn5nrl6Xf4R29SZ9Ie7dxlrkXXQztMZZW+Eyy1Zxl2mtPuDkHnvLjC8oMFBt3difnfZRR2pBH2j9yy2tPeWXR2nfau4vSupv0VqJIAazPCnvf9sM+XXYSZPnJey5as8WvvxcHUCpPof6FaeDEiRO5/q7Wl1/8dMLLkfWflRf1b3eM0IegqKKfpO/XDnr1Q90HPoyK4PCxQ445E22OnYZz33nGMfZw+PuSo1Mc36/mWPhZ/W5HNJ7r6WELkL+eavsSl7UFyF9igVeSux4A+ZPDZ0pNRMKJyaX8DaXCXyvUGRq8GPxYeNdYv7SNtOjCqoIwZSdHdkDlXgvTek+hZ2FGumUteUhLk36sQC+lfFtp5YP+WOjoMMm8doQ1IhMtLS7UVsu4gN1PVHZ1XKn1gRwARAHn/9XV77eeYjEEzc2Vmudm5kvW2Sziwn6izG9AMdoC/Vkz81Ub10ZPG6MF4/x3n3VQh9hFOBZwTOInb08s5ydsHpdag9tdG2XKhB9tmX7hzSU+HVkakwcs4ckfALXyxMGaM9940s19+xkPgk7fW3vYHBbqtWWq/T7ZKo4coVwom0cBzFbpIEB08kAVTAfEYMHz8kcvulcOv+gVDI9tnOn+1pVYJ9tv+Zb2Fe7+5fPd05vGe2XH9NeeGMGbjjVtXlnG8p0OdVU5y1otoiS05Xywe42vO/iHbTsqe//SBwkvMe1NoDyyvbkjAVJi1mN2t1tI7Rarc+sfsFDzAqzjyefU3Yl1PovYrHxTf7RRFrnyM+vDlz3lzc2didIKuWA9DzD+8FC3l5NtU7G8xZ5Jxnev6E3TUpp57sJPF7pbKnkh3SzZoCSTgrheWhEpNvjOxrJ9Xo1xT9ycKJfoP8N6YrcI7YN6KQIHBcLhH6OTIllM3vhC2gcBThftugQE1w7Non5SoCR5AUACaKVdEQegNHm1ltGikpIilnC6UKTBHc6YAOCkNqj3uBzqTXnVP/EMUNBTx2z/yD2w5zOvnLtn6L0aerHbO5e5O7uXpGnlgY3hN6cDKJWP21e/5v6++aDf+UQ5MOr5x574gZrqW25asso9v/lh9/jWBHAlLtYHlBUwle8GWVtw+sH+ZW7SzuSQ6yU7e936vQfciu2vud6tu9Nr7Z43/XPeNeOauuUp34+9eqSqMArbqv2tsz6sgsm+537e4Zed2rdkGLq3tift4Oae+qjv0v6ma1Xp8i/YvsCXcd7BZ90TO5b6NlHUzsM2wW/NyZ7t63HL92zNTX/Rjg6fJmMECt7Ob2rnVcip5/gs96++pI2W3ZGksaBRxe4NHckZQK98viDtk2a+n+wciO2MsXJgbKAeY2Ow9Re713p196ff5AI01zogT+H/szo5pyOkNcXIoIwy8M7uTVEZHv3piGlzT9XsXgm/Ub7fydsSisA1hzqj8V0vD1uA/PVS05ehnC1A/jII3TnP2X+tc8hfDYC8FitM4O829BmaEMK/CUg4Y81IYBC+Ovwx6YtNKoqeCZAnDi1EisLIYqGereVY4Ks8sW2bkkHLrQXnLpU8qBPqh8U2C8aiNgBPpF10j1uW8Jff3dnvLeI4nJJt6CiMOLyyyELuUpWzlU52+9LhTdA5FNX/iPeGy5dzG8ZKzjrEjUV2HvjIZB5gXgDpPT3JIpI2OyLvr0coTSrP7C6iRV/MTxeEAmEnbnrKTd6Y0JZg5cPzcCHBb7Zaz3unaqEOR3OWjCwVi7fqzMkfZdEhW3y/AC88k/Xore2r0gVPDGRTXgFpp+we557aMN6NH3jKPbPxcTdt9+MuBnqwULfcvFj+Z5VlLJ9rd9nNPUPp2AKIlWdhaw9p1YL7X8uWehmhOJE86nEXf1at/5cr1phz3nrK/asvAbayFAXUrcZEwJYYCMm5AFII4Rc+XIUBMFc+J1WUT3kWo9o9UkTxoDhx71yeKBXKgi/6tgTaPb2zCqLYePPuX/5sobuztyctJ3MU6oqdHwCPUkZIDriAPko7zwUEVbi8sxzGst1eaXFDp0V/NGFzotRhp1Gsftq/mefuXVvlkWacYDcVfSTf3L3bP/Tz0IQuJQEvmdMWlZdzPwABnx8c5/6+Otm1gZINJWMIpNGvicKCeiyzk8L3h/5Qzm1p3asNWBeql3B3GFzror2xfrPuH1q9zX3yzffptendj92/VibW71lheP7o2uUeDB+3aVpNHrHW5lyerDYNhzs7EmNxA7RnhdNzq3R4aM0UD8RS97M+eCUXoL6jd417saKgfvXjhD5m6f75fiH73XffpWfxcS4fhzQ26++rXz73bQVr91gbDZ8xR6BtMV8I38V+z/v4ZffU7k73z4Fed9/a5e7uZR1eKb3hg7fc6kOd7taORClVFhy/e/DdtG4eXTfBDZ8vd07enJ3JTjx48F/+vHpY+D1b3y+sU9WtFC03tyffF3Lo/2CZOx3Jw5HjH3g54QdlfUw2ejapQvNTlgpGPPa0Uc4vUP7KuCjOCMc4pPRx276a758zFjwY2bWiuKknwtej3CIscibcX9rWuVk7XnTvfvtmZhO+UgD5k2d/d7+d+dWdv9h8rvWhw194eaCAjM2vWDOya4/5FfMa5jyMyZoHrDv0yQj5/fnnn27BnoRGj/mkrd+se74HDCdop/u/2j0izuvlQQuQv15q+jKUswXIXwahtwD5woVCbCHx5uFP3fkLFwuvI59+6ux1/sIFp+vchQsu7zp97pz7+pff3Jc/n3C/nh6u9Xv+gjtnrj2ffuMHynrAcU1WxJF3T29i7c4EhAVOuAhK/Q8d8vyUfqKypD/Tn/xb12rR3/762Jg1+PPnz/vtgydPnhyzNK7ViJ/ZkExevYWaOQTM1qPumSjLMrV3/wfXqkiuuHJ9+eWXNYvdixcvNi2P3504WVmE9EUn3ar7mKvF37Mb9zYtP2FEh4+95yfiWKB3FPDG2gn9tNcedzoEjL4LruxYGWLPpHy04KfiBhRgYcCF5XmRgoBwAi8Is3xvm9v61saaa82uXtezpc1NW1+lkkFJhpWnKE/IJ9aO0DHwrVImLsAVlUFg7/3LF/rtwG1HJ5da8Mzcl1jIUh6VM8tt+3xyujiaNzTB55u8X6rrlY2JVT+Wspb7mX6JHV/IgzEOWhjo0mRph6yw+BS4PX5dcoDljNfHFZY5JgvkQH2ikNE9W6ynvZ0c8Ep+soAIWU+qDqlrgA4s/6zVLu8tEP349qU1eaW+yEPMqlF5hn4AP0u+qFrI612WO/XgorR9ZdGCqM3JlQLhjqVL3fyDz9bkMyud8Dmg8H9WT3d3Lo3T6tzXvdZNH1jpJqxPFAbIp+hweg8+Vnjxn16z2q3dveyyXWt29rpVO7r9tWZnj8u/eh3+G7529Tr6ldjVvn2+mzSUtB3aBlce7RH1NK5isas2G3Pv7VrrFm5eEU0zzMfi7bN9ulBjLP1hTrozQ/H+pX3A78qz7Z93N3RuTPs7tb0i1x4sj3KH/h3gH2v5rLAoyqySQfmyLjsMaYtrdy0bcS3f1uGmr+9yDy1b4e7sXONuXrLO3dq+zt3btdo9tWq5m7MxoWCh/+D7vX99AvpKEYBCivOXyCPKD7jxKYdVTEg2AJD0bcob32JsN4NX9FXOUcDvf1a+7OsgtCJ/+fMFbuJbbW787k735K5OT+UFaG2/V2hg1HZ6ty1xvVvbXe9Wue1u2bZGrg63bNvI6+UtyU406LdsHrLuObyVvM0+8FQp/2E8Ujwv3pGU0c4jUBDmHfhr6+E/61/y+ejctdD1712Ve617LaGrgb5D+UH21BO7U6m7rLaq56I0I8zzry1MKc2QxfzdL7pjv39bM716ZW+iuFj4XtygQPnA7fzOnClRci6ltlpWgebLsfdoCuhK+WPzoe8kr99HYaVvoazSFiq0m7qTNfGDK+embXv6tifdr8M/1cjt2xNfuv1f7nGb31vjhj5Y74H7/506XuNnLH98fOw9t+rgEjd1W+0uzFdfn+52fzbkAOmb9Tdh8z4vS3aIFO00ZX4qOrkn++PA+Rtf7PSyZeeerdeie4xEaMczto93f/75R7OKd1XF0wLkr6rquroy2wLkL099tShrsq1Fe7a95tbsedNf/fvecm8c/tT9erKcdQO1iWWIvcayhu/q2ewHyqzt3Zqkha62M/a996l7/ei37paO6iF3AD2A6FiUciiLNN2a3OBi/RHGGfttrXAId+pc8zX4km8LkJck6nd/Pn3GPbpuZ2UC2+cXgXby/8Dez/1CUFzh1OWCHfvd2bNn60+sFaIhCQiQP3zkI7f/0D539LtP3Zc/fB6/jh11X1aur44ddWWuFzYm9c83H/uWY8/Y/XJj5eDbpXt2uAOH9/lrx8Eht3pXj1u9s9svQDe8vsal1741bsO+tTXXxn1rXfa1zs3ckliYv/TBSDqFvEk81t9M4P+xfIFv2ze2D3gLqFhZ7DMtIm9Zuta1fV21jldalk+eNPS8yCX/5Gfy4OO54PUMA8qr3wWcsbuaeA4dgqWaYveK/D/Z/4x75eMJpfPW9f1MJ2vrEJyJlQugn7JwtW2Zl1uesQDq7+pck4x9mw56BbHtmyQD6zKusYsApbOezxhMLNzLWlGGcsCikPLDr6u2hrU9Cpp7epPDXUk3a+cReaGtCVRTvmIutAps1w/zAL8vecirM/HMZ+3iCOPUbwvA5h2OSbvTroMb29e6Jwee9lQ6iqesCwWV2lTnlpfdok3tblb/Uq+kmt2/1C3e3F7Tzp5atSytS6yc4f4FhAS8ZPxCWai5DjJ9bPnymvBj0S6vhjhfHqrKmZ1Eoj0qo7xb9MUC98zeDveP9cvd7T2r3a1da9ztS3vdvctedlP6auunSBYo86hv2y6hEHlkS7e7rTv5vvUt/HXZaocySlzrWcYjth+39/a7z2vLNozuUeyRDw7DvqN9rftbxxr3z56Vbsr6rlG1p9lDCeXV/EOJ8oodIjp02SoRJYPQFXUPbV/nT3maHnMoM5atfJtcIc3OC2t63JTBx30ddH4zbUTfUua7TRWCW14elSyK20oCxhUpjZRn7WSD+kXP6nFJh7Y5eyixWEdRyO4BS/HFmMMOItZfrHVQ/lpaR5QZysfcoRcL5UOfR5qhUvxfG3qT9tfWl6l8xHoZ5Y3ayJM7O9Nyo+xB6ezLs/NZ98Xxz9zxX35w+z/f45+V3XWA/CgTadg2p+8k5gLg6tyUMrv+sHoXB/l9a1ekZbB1N/1QQlvzlyV9ucZh4oInv9RPLH96huJcRg73rlnhFWS0gUnbHvYyQmn2xc+fune+2efm70n6LeQZXp3757vP/vdRQ3P8MoF+OnXc9byVtBOljeX45B2PpHzsPJ849Ig78NVrZaIs9PPr8Bn38NrkIHnmoChCwjkN/Q/j7U2dCc3Q/cu3uO9/i+MmKA3IIwfS23otcy/6vQ9/OFiY72vRQwuQvxZr9QopUwuQvzwV0QLkswH5L479OKpKsWA892P5t/mjo35yxCDJoliTizz3jrXJpO2BFVvcxT/+9Nn76dSwW/z6IXfjkuphVprY4d63bMj9Z1Xttt+irezWSoQ45u96ZyxF4VqA/OjEe+bCBbdwd7JNVHWPhSdWavqNe0Nbn1v7zmG/G6EFyNcn8y++/8y988n+EdfBT/a76nXAHfykcn16wB389IB799MDbtdb29zOA1vd8m2dhQu7osVt7P3LFatj6jiLasP2K1htawHzr56VY5In8qlFKqBn7/HZ9U/gKzzuDxoqDBaGMcvlZKttYiEF8DPno1qLQC0YRFUSLpz1Ps9lYc9i5NWhmbkye2Z1dRFuAVvPZbxs24gFJgtfrKypv/uWL3T1Wh+RZykM4MHPK4PeweNPWQAtYm1qLJ9NWJtQm2BNLjAK0I1xCaUSFrDQPjAOWUtRLfYBZ18ZmpEuqOvZeaHyz3oz4VBmMZxaZO4f78Hx5zY94u7oTABjlNp5VuaABapjqDsAPJ/Z2+7+s26ue2jtFDf70EhOX+UhBY72j8+sM1mWZVGSKK6Y+5/+RLFAuwJsQlkP6Me3gpU/Vv2847qjd7Wb93FiEerbeB0KIdLm7AXCTR58rHR7mrq+y/21o8qDr7xY99b2tW7i2p7ScY5lu73ccbcNVS0/F7z3nG8zAuShBYi1gaJn6tPatyyoS8aAlNR3FlVGx7dzPUXF0u/npvni4GXqFjDUjkdF9xyArTbBvKbsfJl4b+5OqLFQADWz/iYNVna3mF1fcz962d24ZLXPK/kE+ETxCkDPRR+vfp7y8B4FlC2/HwuWJsY6KrPcm5asdo+vWO5e3dThy1IF5LP7mLz6F09755aXmiqbUM7zhyqAfAlLbvIrCrGyFvVhGaV0nzWYjHGzKmMilCk6Y0MyDd17Vq9IlacoSmnjs4aeLZRP15ZXvV9rIa98oaRSOje09/vxjXkM/bGUoXr/r9XV70XhcbULTuP1nKHEQKCskkNxUT7SYv6HJbpte+E947HyhcvutHu3xXcqYuilto1C7tWj2bRnDw8m8mAHizUeCtO39JqkzQ4Ce6YCcwO/Jm6r7DZcucot/qpqhOHpD99IDm1/cagKwNPuUXQvfO85fx7P7P3j/cGk1DXXlo/Xu4t/XKz7Gj53yh377Vv3w4lv3O9nfnV//HHRQY3D9fUvR9307UlemHsyX4MSUfWC2/bZZKd5CfnY+nGf++PPP0ZcWJhXrz8dNDJ5129nzroZ2/bX1CV1xW4j+iBbxxMH97kfT552f1b+nUtwBlZLJ8/+ltnGbTmy7jXf2fTR6voWX9eI7xYgf41U5JVYjBYgf3lq5VoC5OEtHBgYcIsXL3YzZsxwCxYscOvWrXMH3n6nFDXNzJ7VbuLCRe6ZKdPduKefcfMXvuS2b9/uvvrqq8zKOXbsmFu+fHn0WrRokc/L6tWr3a5du9xYU6jM2fGWHwxvbN+QeRAakxT4KGX5yeB56NuRiodzFy+6d7897jZ9eNStO/Sp2/rxl+7I8Z+9HA4f+7lm0CUOBmIW5WypZYGDy+GfLCDsAM391780bwtdrGJagHxMKvU/o74X7T3kHlxR5ScFhB/Xt9utefeI+3X4rDt9+nQLkA9Ee+bcsDv02dvurY/3ubc+fsNfb3/8hnv7SHLtObS9cEEWLkIv9e8p66uLPoBLC2TahQ4Aoizj71q6xrUP1mcZWU+5Fg0ltAZYAmdN0vOea2E9f2iSG7eyalFLn4TFIItK+jHAD/VZf1+10i345KXM9KD+YLEzdXecczkvPwK9sY4sksO/eyu8ykv6vVVSjMOTesFCT5Z5d3X1uBcGH/KH2+blI/au6/sEoMYaLPY+fCaL5gmDDxWWpaisjby/vzsBrgAk8viW1XbFKwttxJLN7d6yXwvoeoEbAHyFhZ6FBTm/4evXmQEzNk1z1IfaFW0Nmgy+H0BtABU7Vob0SLQv4mSBHcpev1UH+MvbrSFL1izwU/FZF8vKiVsecnAg37G0SqWk8lj3ie1LPaUB4XV+A9aFZXnrXz1StTp8aWha3e0JYP7hZSvc35eudn/tWOPuXrra/XfZCjd5XbfrvoR0So2040sZZtpg0k6t5bAOn4Z2ydZ/2Xu1rY46QVn6ZNqtLMTLpLfk63nupo51/pviW9K3nefqrI0blqxx9/cmdFeeAmTbh7nh6W9Fv3D30jV1t8m8el2aAb6yU+npDePcPcuqlFH2O7P39B8PBDzaKCdFHYWcsOpGsTz7w5fdUwPjXdhXTx9KDkpFyVxG/qGfCRWQsnvLoqbKJ5SddnWUpaABmKRtNaKYpowA8ISfMfS0d+nTbNkB5iceaHOPbety/9nU40H6Z/e2u/kf184bpAydVUJp3b1lsU+LdDu+GnlIN5bh91UOWLbtQPf/WLvUPdH/rN/pZvOq+6XfzkitqJdsmeemDSZlrIfKjLgWfznf3bWyShlGOwRkV1tk5yQKW3vGwX8He9ytXVXFKWAuZ1GgUIDORvMXyoKF+is5YDx56Dk+2z3QV53P0ReENEIA7ygEpOyWnHBjzxh/rfJPcsPVDgPqBvpB+87eQ/2DHy4UHmE7zvo9Z+hFJwWdwsudOPiI4zvF6p1nzAegi7LphvcyEMD/wqGppfORlT89h4LrwZ5q3VuZ/qN7lZu6vjs3LdodeYJGL8xzmd+LK981uwSux78WIH891volKnMLkL9Egg6SuRYAeUDBjo4O9+ijj2ZeTz77vJvRszoTmJ/00uLMsMS7Zs0ar5kOxOf279+fGy7M07hx49zOnTu9BjqMqxm/Z1dAeQZHJkFMQjicBkANqwMmPTdUTp3H8nPf0e8aSnbtu9UDWkP6BDswc6/ttNwPfvRFQ+nVE6gFyNcjrXJ+z1/8I0ozNNaA/OkzpxwA98jrjDtzLrnOnjvj0uv8GXe25jrr9h9+3e14Z8jtfndr5drmdr+7ze0+NPLac2ibG3ltd4Domdd7291r5oKXWJPWq9llwg3Xrb5nv3Baucsr8wDp7Xf/YM9KD2yOZXm1EMcaqcyEPfTzyuHEClOLo/kbOt1/l/W6G5fUUiJQXhaCLLLDOMLfbLVlUVHWktyG12FzUwfHlWov8A+rLrAGpy+nf79zw4EE0K1YxeOH+pi8KQEQ6l1kK48C1wBj9SzPFZ9+vdaxzWgzUJrIOhrlCtQSMWAOqhpLXQINCukv3ZJwOFOXXHm0L6EM7AJddUocANBYOHK/ZMt8t3horvvnqlkOy1TVY+hycN3ktxfXyFsUOGXypp0KHN4K6BLmld/QF6Vxldgq3v39TA9mEWZmBZQa1/+se2zzQvfIli730GC35xSf8s5ihyWzTRMZyJqQ9lQE9Ir6h7SmDY0v9V00o/1cb3EsHprj2wB1YutrbuXQaVnM23dF91IITRx8uO56WzSU8HPXe6iyKCv4jgCfY7ud6NV2v8UAACAASURBVAcA6ARO4/eRdYm18oM91T4V69iQ/obdX9BdaA57R8dax7kVzWwv2vkV1oV42dkR9tKnC91Tezo88Ag9kPoNxmDoSXy+9x71QChWwhysqDzfsGRtzQ6vnuOJrENAXpbnKBGL6jp8v7gyDgLsNlM2sbgYX+gfUPKF+Yj9lhwJU1YpqHhQihDOXo3SmqFsIh4U8MgagJ+xH5lhqc5znk0YTMYMpZl32CWHzE97d5Hn9YdjfcZ7rzoOXhadBxQmKkvoiht/7tAEQ1dUbqy3cQFc378yoY5Ru/SuMWzg921daxxjBGHhoB+/q7OG9seG/duyVb5MNp2i+3+uq1VceSOL7qERZz/cvWype2jgJfe3rk53Q1t17ve35ascu27mH6lVpITpWgV8TFli/XvQuKKoYv4aa896xvuJQ9W6xxiCORW7ljSPUJvADRVDNt3w3p5bVK+yVPnLcpcOLXELNnS6Of1Lvds5uCS3nIqnbUuyQ6vePl9l07xo6f4F5Rax15ivFiB/jVXolVScFiB/eWrjagfk2b41Z86cUqD44+OedHNWDYwA5Z+bPqtUeNKhndq/egF5AfRTp051WNePxd/GDz53f+1K+NvsJMfeT9nypvvql99GlfzKd6qH5dzYsdFv5wW0Y+sgLtt7tSgg7f73PxtVemUDX0mA/K/DP7uPfnjXvfnlLn8dPnbInTjzS9mijKm/CxcvuAOHX3c7Dw5Vri1u58Hsa9fBLS68tr+12W3dv9HteHvQ7Xp3S+Ta6na9W+I6OOS2vbPR5wPgnDyt3DE6XlZN/Fpu44dsYvGONbkF5m0/ghXqpHX5ljDNkr9oRcpaxmniLjfdum44XGWJ9tSGJ92cDxe4hZ8uTK17FS7PxSKaxRFAaJ6/2Du2GBO2HloOrHw5FNDWgb2/vWOtgw8YmU8dTA75aoSChfzWS18hYBrguVl1Xk88gPJYZkkeN7Rv8DQqHO4KrYXlTQa8nzOQgPFKA3DELnixaIzVm551H5tVsyV87jtPp9ZzWNlzER8gi9KAroBn44emeoANQPvRrV3u2dfb3dzDI2mRADkB1308FcolFud5ShbVA8BRlrWrwBji9eBrBgUUiokplcNipw6Nc1ApQLFEOJ+nfeNcjG8c0I8dIAISZD1LmNn7n3IAeOzCACzr/Ha6p/mRdTZ+pgw+kcpMsmu5jffjoexEEcOuIbVnXAGr9XBJK7x2IIkGI0wz7zf9MAAxdZ/XtpWWdV94ba67oa1qcQt1EoA0ykpcS6UELzsApr6RV4dmedoW9Rm4ooOx/QXP4YoPzy7IK1PZdyk9CVRsP9ZSsUkp2h5YSS848pK7b23l4NcKTZQtg+7v7F7iXtxRe94KdETJN1Z7fglKQ56zE4ZvM8xL3m+dX7FwaMol+W6nDyW7O8pSrKgvpu/JK0f4Tgqqydsf8f05yhFk1F7HodiKU7ucCF/vhaJX8RS5VqkJhVqWfwGaWGPT3/py1ZGOjRf5jOt/xt2/fIG7rbPX/aUtMeS4cckqd9/qbjdhf5vrPjYnmhd2EqCEfu61V93Daye7ZzbXP5ciLygfOHCXM1vYAaNvQO59a7r8t698qw4Wfz7dW9nreRlXu+BCJVosrCzUJ215xL372dvuvc8PjrhWHmhP2wTKlJhBAPU1Y1+FMqfg8PZYPjgwmzL3vrloRPqxPI31s72HkwNdG1VwScmw5lDnmK6Tr9TIW4D8lVoz10C+WoD85anEqx2Qh6JGILdcwO7169d7uhg9kwv4PndtlTd+WueyEeHHP/+ie2HOfLfg5ZdHvNu2bVtNRYWA/OOPP+4VBID35GPixImOZ0o/dD/55JOa+Jr148Iff7g9n33jXtpz0D2z4TVPMzJl6A0HiP7Z/35tVjLuwFc/uEfXVjk5Nfmx7vj+Pe6970bS4jQtE0FEVwIg/+mPH7nuA1UOXU3+5Pa+9Yr7/KePg5xf2p9vH3nzkiyeshamHVsWunlDE1PgULJhccAhb5fD0jYrr63nbW7+QKebsq7bTVzb7bCeF/dsWdl0bVnkLZEb3dLOgaG0kUb4r1mgaFEebtudOZTwVZdd3NvFDgtR8sRiyT4vc18FRuoHH+cNdLrnVvd6MOmxFcvds6t7HYdd2rqYXqGkKLJKzsqrDnYFFM7yY5/LKu9yHOxqy037vHtp1YrUjkVYuD6zqtd1DY0EN6FHUR8kl4V3CDijSAFsVt3jl0Wl+FpZpIuqxreNLfPTesESX1zNbNXOAx8BRwXIASAia5RRyps9ANPWA1y32q2AX8LiF3CetgBgo7wqLoBzygo4z3fAt1ITx9BT/tuVnKGPstvqKT+7RIgDYB3rPsXN9yrljp7luVaBofRa7sj2OhqZiK4m1m+prurpD1H6qc4bVcjJQrsei0m+RfopqF3+PdA+AoSz3/4jQ92eYoNvBZoe2qAAZMa2R5avcLeYHWGEvaEtAeKn942tcQCHe5OfEHjVmIXi137juscimh0qf+1d7UHQG5asc1j6ouh7ZtvUpIzvP18TlnolrRhVmhSGedRYSluuDiudNPiIY4wfTbssG1b0dZSjzPjGLi/t1Cnbri2wrXpRu6lHPshJ4CH5pa9FIUr/rvj88wrYD3BPX80zXShly+xU0449hcubKzFOyJ9cyqx6LetqZwxxoMxRXNDlcV+PsYLOoKg3H9DDkRZjqsa2CYMvOA60f2H7867zm5k15ZLikTG8bDmtP4HspGmfZ93P2Jso+/d9sWPEIu/I8fdTmRXJSt9aI0Yp2r03e+ezI/JwuR5M3ZYogsq07VC2c95K5kL7vth+ubJ/WdNtAfKXVfzXduItQP7y1O/VDMhz8Mj48eNrwO7333+/RpBvvfVWzXus5C0gP/6FF2vePz9zTvqeQ13feeedmvdQzly4cCFNIwTkZ82alb6zh7oePHjQwSUfAvJPP/30CKv7NIKr6ObQt8dd1/4P3cTBN9xTA3vc5KE3XO+Bj9yH3/+vVClOnTvpvvrlM3fk+Afui58+cb+dSZQGnGa//6vdbvdng46Bl8nLmfPDuXFebkB+8PDadII1ccvDHqhgAg5IwzZDWdkwmeOgncv1t27P8kuyeIotsrT4Rgb+Gkq2IGtRr+cA87HwrWfNBWjGSp5Y3UERgxW46hRXSheUMuXTrlpRNmL1LQCVPNk0tbhnMVnPwoDFk8rU+U39hyCKQqfMIW82v2Xvs6xgw4VN7LenGqmDFoA4oBBAHlAwlM3jWPpDYTSjr8tzh09b3+VeKkE1MW2oaoGmusWlzwYcl5LCvsMyT88BWwQq4OeVyIG9tHmszRUHYwKAAiABgAqAkbUW5z3giepJIB3hkbkH0g9VDpQ78FSaF96H/anSlFv0nu82VGCpzrDshft7UvBtK+7QnTL0uO8Lpg4li3D7HpoGuHHDb1Nptdzm9vcCgGP9nQX1AJ7U7rJcADlZ/8ZA3rJ1h5X8lErb8IBnxq4N5YN09a2JMqz923lu6sFFfvcJZxlA88JvaDwUDhfFE+2P9hvm7/+x9x7edRxJmu/ftvNmZ2ZnZ+btnrd7ultqo251q9Wt9qIkeomi996TAEkABEECJAiPC4AAAQL0FL33njIURbVsS8p3flX4CnkTZS8syQucOlm3KiszMtJFfhEZubl5izdWZFU4u+lk+Y3bEOihb9t0orDz+kkum7sVQGr1L/ewx/n7/ANkmfdcGnFngZ9qvgX0wz+3TY97L3Cf+GFjnZv+cP1GsakdTYxhuOFyabN/a3eceMKh0exwsuPY9/bcztisd+X3lgTy+9qz+YoOxXFD3JpopxBKa/n8tkF6KT9RnrK7iDTUpxQy1iMzuOnzmzRXn/LbNGUEmCbEwj8svr7x+GEdUApwHBU/6rnagJQUuDiTv3yPlp705+vo/BDWTWkPlgZo1poKy3LbpQxzM3Xm0q4dMtSH+y7Nb+0uoHxp4ku5s6prlrlw84y5cOtscC1q92WBuLpSHlI2JLV3xXdDycCffumfBzdWa0/l23B2h9dOs7rJYkyT7PLR5yPjaUA0jtewCMiP15p5DugqAvJjU4lJgDzgc19fn3doKVbfAM7btm0z7e3t5rPPkl2efPfdd+bcuXPeYaurVq0yS5cu9fyxA3R/+WU0sEr6UYel8hyf7nV1dXkAN37kw/6mT383L97y6noPdF9cvjPv+aTJUwIwHtAeQJ4/Dom1gfTu7u4gm7SAPOA8f1jEuxbzu3btCtJ70W7O3j9hyo74W2U94VAALdYWlj89913D2Srz+IuPQ9k1loD83tPbg4UQgqqEa1swQnjWgpBybe5ZlueD3PZH7t93mgOnC7t6T3eaQdeZLtN7pstUd42s1VfU4ksWyZQdf+CulR6LUBt0wmKSxXpUesXnwwvWDAc/qS+AeLvfAngDXEqQ1rswUCSKBoHMWS2EZFkU5eMWNwvQA8DjAhh239W9LLJUBtf1g+LFhVoUJvkWjeJF0nP5iS5kS7As99L665fF2bPsagR+ARqrTrXI1++k0G7XWI+HAV6qM/oHu4OS0hTI4bYjgAftSAhLg3YMuMFcA/DDeLr04BTPWp6t6wAE3qJWLhjaVhvaIX0RugDhSzK4HmI30/rcIoNyCWUD5QfYYzcAhxiGgXUoblBOAK6JL8VwdMbywJ3VrXBFoi2fAJaEgVq0SQB7QC/a4LL290xd705T31td8LWzZ6uZl/MBY6yCw4AnlFOM5wI5aeuAgG4fifst+WLviUpz+tqJMb8OXNgXjAWuxTdjMPz1ymkp5qLKByCJqxK+ceclpbWue745deWYOXXl+KCr40xjcGgkSkh2A9m7pOA/gKusfsmn6lCJOXiuO7j2HW0xbYeaggv59eDZ7gxXjzl4duA6dLbH6Ko/ttPMb8tX8EMD8ynjGkAuYxtALfO0wGnioNwk5AL0hR+A3CihaMu0CymWiUPZXT7TJpVGkkUz6ap/0J6VFjxU+5Wl79yOt/L6mfogh8oKiCVfQFVc7+CTnvxRRtlzFc9V/25bUv6EAq6RDzAo0PzFfGHHi7uHzyqH6x7NpinMBUtUutoFRttzd6e531A+gczwUe/VNpcdzj+AV+/1DW1Dz7KE0KU2kOY77YZ0z9dYl/N3sUBPmnQ058ftrItLR9/f/fRm6Np5tB/e/+x2wMe4tuqWSf2h9lT5aJM8bvIrAvLjpiqeP0KKgPzY1GkcIH/q1CmDBbcNRtv3AMuuCxe7FE+fPjVLliyJ/J60790LP1Q0Ll+bBu6hY9GiRebJkyd29sH93Lnz8mhYVlXrAe+zV67Nez5r2apQQP78+fN58dasGThEJCsgD1G5XC4vPcrw6NGjgN4X4ebzr5+anSc2B5MxwiDCwhK2u1vbHlmEICQjnGJlLhALYQjA/sz9Y4PYNVaAfO/1dq88CKguyOwKFPxGAFFZo6wQRxuguHH/qrkeXFfM9fvx18Ub58yZKyfN5VsXouPeu2Ku91+VR/zDE7HSShLAEDpZLFDXe06VDarnF/XBzZs3jb37BqXnePr76tsvzNbD/oFN1B3grnv4FXUrcIA4NSfDlaluuVDCydewbbkW1r/0rOTqwOLp4qPTbpLe72+++9qUHvIPu6NtRlmiYVGqBTR0t5yv8don/TjM2lQ0uKEsyNiy++13+eeShBJY4MPNB30/9S4w49Jj/6ZuKBtX2oWfLLr7hmn7MMr6x48fm6+++qrAkmf77OitnqDMAAECGeAB4Aa/PcDCsiYUj+xwdfds03M1Z2hPSX9ffvuFufPpDdN7rd2gYK46sdnsPFFi2GGFX1SliwV8WD0wx9jzoQdIXQCQSudvWFvY1/TM8Ui9c+dO3riCTF78GxkOMGbTvtMYtYwEBdUf+D6LwwBvjQVSYqod0r4A5wEBaZPaFcL7XR+Umq//MTx99cPPH+TNH4ytAGfkjzwoegjpl4CbojltKKvjo9d6zdW7l7Jd9y6Zq8517d4lM3BdNtfuJV/nb582vZf2mX3nGk3n+WZTcXi9VzbmH/qmyoJSTeUG1HWBT8UjBEwVoKxdA3ovJQR8Y+dLnMIQBdvi1gH3WOK10lYdoDzhTInRklPx+a+8AaoZ62zLcL1zQ8Z0Ac3w1gbm3bj8BtCNA4NthTwyKusTxmNkAGhCfrDzgG+qB8K1/Ts0iCNwEQMeOw5+/LU+ID36qtptGM2khUwtv/dJrp/Uv2XcoF0E5Jlm/YKx0QDwPS2Pdsphy3fMoVGHjNtl5h7w3i4f6eTR82i5Vze2HOYC7zIoiFJoz2v3FVYoQdz80/yWxTt0pomPQpO47kHK2uWRVj6TnJXHD+fciTh6NI7ce3JrJKaVgtLsvNzo8YY6QVaPo593GseQnT/9MtworyBCnrGPioD8M1ZhzxK5RUB+bGorCpC/dOnSINDYBcL1u7e3dxDxDx48GORORvHd8PTpwSBJFkBe6YVZyHPoa55F+sSJAeg+Y2G+smDR1srgnW0hTxrKg3DWrFlBeQsB5Nl14Jbv0KFDQZrP+83Tr5+YdQd8kIzFB8INW2MRlAWEAM5HAbYIvbKiQMg5de9oHstGEpD/7rt/mGMXD5p9x1vyrpajtYEQiVVMklCh9wLmENTK2jaO2sImagFFW8/y98UXX3jAwtdfJwNQ5x+e9IXStgl5C07xIizEdYaE59NOPWeh83mKawPyF69cMA+e3DUPn94zf//66bgo5o7jm7x6ZvGYtO2YPs4YQD9uOlediv7mfhCcb5Is1FjIEo9ry+EVsekDkAKIKj6AEws6QCgWAVoM6f2JO31eenvP+LtiAI3SgEMsprDOI50jt3piaSr0JeDYybuHzfZjPshDXiy4w/qY/QwwAfCC+IBu9ruoey1+V3XPMt99PzzKodEE5FHqqk4Bdyhn+f2lwcJP79yQBWHf9Q7DeSHXP75kPvki2T3bF9987rlfW987oPRQuiixjt0+EFT5iTsH83aJYUXHvMhlg6F8T1+Lqp+o57RrvkUBwN/zDsh/+49vzSeffWQeP/14DK9PzOOnn5iPn3xobt69Ye48uOX95tloXvsvt3p174K2bltBJhNgqHZqh8hxfdf2mU8//2SI12Pz6ef5V9/VfWZznw9k2XlyX3ZkjVnU4bt62JwCxLHLxZxDGgvbs5/dESU3ZXnOTpylOd/q3S2XlM34O7d3WALoCfzkG8YAQDysupnj8DEv3/+894DIR8s9gBgrbxk28A5QX/km7c4CAGfXi9zY8B00cj4J1r2juXORHTVYGEODPe9jLc4z5mfKjfsXza88Zz6Dl8y7WIUT8nth1wAfiMfF+sNWhtjtxr2nHQng1PdRoWshLhc1tF2B7mE782zgV+6jBPgD6lMO1hDawQBfREOYEtcug9qBTZt4SfuLM3ig7FIOkE7UIcCihZAyb7kxoGiyadE9ZbS/ce+1PrSf221B6UjhEaWUWGDVPWXRd2lDW9mS5hvqDJrpOy2H601r/zU35ysGkupKeehgVtqFnmUJxb/Pv072bhAIIqNwY+8sRy6hn7rlYsef3d+ufnRhFCgbv1kUAfnxWzfPPGVFQH5sqjAMkOdZHoj9zjsG3+m4quGwVBdMBqR2rdNXrlyZB2LzPa5Z+B5A2wa4eedaY7l54CqntLTUu9avX2/mz5+fl4bSAyC3/44fP54Xb9rMWQHo7vqPX1q5O3hnA/KkB43KA97orxBAnm937Mg/TBb/8i/Kn0AihCVbkNNkmxYI0pZOBB2sqvg7f/OM6T3dZbpOtJnukx3JW2TPdZtD53pSXw29NaGg+Zqcv8hLS7stbLAopgzjwUo+axvMAsjLajpO0Lf5onuBqhv7FmUl77mMf+PmDdN8fI9Zu3/A8lsLlDU9c03n5Sbz9Kvw3ULDyZAvvv7CPHr8IO/qvNDktWUWwWELTNWpHW7BIrvf8vjo9QN56bnp3/rwWgDEqMzkxTZtFrcsfFhwY/216EC+NSXxP7h5KDZ98uu53GbW9QzmrfLbdbzUXLp/Lkjn7ke3zLoe/xA2Fvm4b7HLZ9/T9rU1nHTc8g3H75azuwOXA6JZIQs6lFw2Tdxj7QbPBA4QH0UYi303rn6jfLCt4I7f6Bu28tx+cNNcvXXZ3Hl4a9jSDOPtzUfXzIJ2H5gB3FDZFAKEMf5gdbjsyDRPEcyCcd4+HxhqP1+Xmr7uS7k8Vwu4cALMsMEy+L5q/yxz4uZBL93rDy+b+lNVZlnnYABvUftUs/XAajOvf1EfV1cqj0JAJ7WJlhN7PRdm7YebTOvBhuDqObXP9J3pirj2m74zw3Sd3W/6huk6eHa/GbgGXGRQlh0dW0Pn7ixg6mjExY0Ph40uzc3wXP4AhuJj36+vCd4z3IEB7BZKD26CVP9pAG3kNAwN6CMCdUZLXoFWDoqmvJwxoINDJXMhN6pdpwklZ/J9ofwr9DvXjRsyMCCogGTViULGY8A/FMKMtVKW6n1UyByjeUZxAPEFNtvALTThCm5FbraBJ1HtijMjxtJoRLzzlA39VsGyPKaMrrzBeOiOreKFG2qnUZKCKqx9sWNBbnHoGyhGoBEf8+TDM/s7lL16DpDOPfVqx7Hv7bpifREG3gKq05ZULu0GsNOx76VED+s76h+iC3/7KPM9xc+pGZ4ySPlQ7ridgbhJU1yFtGVAcHZ+QBNjC3Vlg9yKu7hviqd8sZVNvOM3fIk6u0fK5iUHw33iw0flQb42b5LubXc1KMaT4vNeihXGcnvsmN1/8C3tOE06WgtlpZm0dVDw+gMLhnMZMGxp1Zz0d22pXugTjFkofuyxbMm+aYaz5V70vyIg/6K3gBEsfxGQH0HmxiQdBsjjM17gM+GCBQuMbTmLBfLcuXPz4hw9OmClfOvWrbx3HLz60UcD1mNY07qubDo7808fdwF5rELdvw8//HCQcmDLli1BNPJx01m4pSIA3SdPzT8QdkV1Q/DOBeTd8gJE8lcoIL9v3748Hi1fvjyg+1m5+ejvDz2Lvpbzu03dmUqTu1BrPrh7yBy/3Weazu3yth1v6F3ohc3nqs3FR2cMVn9MuAs6J+ZZk2LFw/MwATFOUBEgtKlniWk5vDdP2LEFn5G+xzc19MdtJ44qh7ZoLslNHzP6xZ/d+ytNmmvP/kqzp5u4201N13bvG35HXTv2l3r8cbfuRvHEfa6F6PauzWZP947n6qrt3mHSXVWmvHNDcPAd7Q1BFcsjFigCSrznrRNMyb4Vpra7yr96qgyH+A7XVd1VYba3lQ5qr/NzPriZBRykrgF6oDupD8jvNgtnz0Kt//Ayvg27sCpmEYM1Ie85OFJtPSnc0rbW832NJeC63CIPqBAY5H4LaETaooFxjEUvC1nGNhahasPEAfxw0xjqbwATzlsQDSxGyZ8F5CrLco730McuI8ZPwAgbiF+Rm2nkU5+4LPQpA/zGwo3xCoDabm9YUg6V/rH4XodL4/7AHXPifmvMZoGdxkpU4CH8JC/XKg+FCH3GViK5fte3ta3zgEnASe7FL4BR0gXgRxkVRzfvAFBkHQkQp3SK4ej4b4/iM2MIh6JSl2kv+nu2g7EHyqg2ybgUB6rZ7QmgEdqSxumoMg73cx2O7PXfhANIKYfox1XEcNOSlJ59ds7a0zPz5F/xGMBc46oLQtptYnHvFM91GgpWXHdgnAJAKctrOy6gKeOV8lAYAL0hbrhwRTNaCpckvvHeViDZbZUxk7LGAZSUnXkOcI9xj5DfPBeILQCX5+JPllBAqf29lJ7umkb+xKlf+XGn3uLys13kUF7k6EXdkzy5z567aTtJaxCMF9Q+3HkIGkSf4oSF5EObi6NZ7+zdCm5aNtDqvuN3Hu8eLQ/tM8rHDqljvmfniP1c9ygX7fzClPGKa4cYIdh9LO1uaLUzV/4UIK8dDnZeYffkL+OVsLoL+0bPpHTCtep4+zt4ozOoD9q23aZVTzqLgd+b+paYz776dLwVY1TpKQLyo8ruFyuzIiA/NvUdBsivXr06Dyx++HDwKdaHDx/Oi8Mhq/rDgt0G9MPcsZCmHQfQHlcu+nOB9DBAnrikbacjdzI//PCD2bRpU9676XPm5QHu70ycmPceEN6+dKgr+bgKBPl8LxSQ51Bbm27K+6z84X/O9v+uCTNNOK/Nd4fgWnBoC2FaAUdCBtYVElBskCKNkD+ccbTVuOJhdn+msvJZ0D7ZfHDlqDlZ4MW3kdflo+YD59rVOXqHum7I+VvPbesm1WGaMNiqmVs06gvp4WwnQ0kLgE59jAVH2CIbQE6gA3GzHJg6FNr4lkMgyTNpcRlW37iskhDO1vQoWrR1Hqt6pcPCROdLYE2jBberFBDQgX/cqPSH+hzLVg60VD25IUDQSPncBSQjP6wCw3xxAmSgGIhaBPP9JgtYRxGhLdVuOfQbkGkk+TnU+kj6Hl/KlCUNkK32plCL7CRlhMY+8ll/PtltkKwXPbraVqdqqzaQy04H0eiG+CHWwna8gKpJdfQivC9tW+X59Va/Ukhfpj61qwXFDbuAAMNUj7jx2JzhAF6bnwKJUVyGzSdqPwCHAnQYEwpVAth5D8c9Y48OgWXewa2BaLZD5gIBacQf7TFrVc53xQGfZaVu06d76ld1X/loueeKBJkYC9v1F2Z743qcWzSBwIC9MnKJ27Up0B/5ijwYe+SKBDpQ+IylVbzaCHMm9LjAu3bJolwQD7OE8rcuF5iFyqfiNcC+8seSHZqRR/SMUIA3vMeqnzhpLK0BbSmnrdjnWy57TqefuusoKXwFVPONXODYtOleayri0TaQG+Qmbc2Z9z0Xo4qbFJK3ZDvRmxSqXRIv69ysPsC3Ya5PRK9LA4oKvQsLSRcFgb6jTGHx3Geyjue7qgOlpvVwXXBp7HLry03D/i3jEsYzdlvY76Lu1U+Wdb1nvhnBM4sKwTBO3TsS8BRFpcqAvEofgu8a8+g7MlrYcijeBWUhtDxL3xQB+WeplvN/hgAAIABJREFUtp4xWouA/NhUWBggf+DAAc89DW5nwsB0KD1z5kweoFxZWekVACDcBpq5j/IvjeW9Hff27dsBE9IC8q6vewHyuMex0540ZapZXl2fB7hPnDw5L86K3U15721AnkNj7fQ4kIu/QgF5V5EwZ45/sFrAgHF6c+x2bzB5YvmAIIv1BoKyBBUsN7A4QJBCIMJCk9/aPsqiRJMuoaxEOPjHfp72HlcC5J3kD1PC/XCHWEiSf1oBLaxc4t1w0zZe0gOopIyFLpwkUI4WwEydYpU1Hhaj1CFb9dVG0vBQFlt8M1r9QnVsL0rD2nrUM40hUZZ54kEhgD95SqmDtftI9wu2/WOBigXyytwcz9oQ+kcqX1l6o9h0t+67/GaBzNi8uN+lD1amUUoQ+gGKINwFcMgfO4EA8eiHI1mekeKTnS6gIv0DgMPlUZrf2tVB/drp2vfsqJASKY0Pf+ULAAJt8NxOL+6etqYxArCWuZlxEzqx3NT8Sxz8Qle0bUqddly+xXe+1Tl9njqgj6DoWdA62esrjGdR/Qve0Q6l+LIBM8BCtYewsOLhMu+cB+oTUH6rtWsibZ3QvwXKe+2td7LXXrCyRdEJmGQreCnXeOv38A+f5gNt/y3D7iCAaEIsLvVuUes0w84nmz8okpkTGK9RQlKPw9k3NG9BQxK4KOOMNABtWJuQOxT6v+Rq+n1YXJ4xJkGXC0SjnBHwC89oJzbPRvue+QY63cMvkYV4zhgXVca45/pewDzzZ1z8qHfyvU5/URwARWhz5xfVETuaiCvFWhx4rDQVMscDVK7qnyeYLyQjkycXID11b4/7POd3nFs98hCAbruX1BkGcYfdir6wMM5SXjQT4vaP70U3Coaw9KKe2W5y4sopBUNe3vtRZM30lJ6AwPRHxkL7AFnF33hxoK6jaAFoV/xV3bMHreq3HV7lvUc2jUoj7LmMAVBc2MYpYXHZJSAaLjwcfF7fIKJG8cHfv3kauAxEqRVGv/sMozcpDXHP+aL+FQH5F7XmR6HcRUB+FJgckkUYIB8SbdCjjo6OPIAaFyz8PX36NO/5ihXRWsympqa8uCdPngzySQvIt7a25qWBn/va2tq8Z/h/d/3DYwk/9b338+Itq6qNBORnzJiRF1cufAoF5PGlbwP80D3e/3BFo4kd0E1aa1sQtAU4dyLV9tIw4Z90s7oNUPoIUHwfB4yM9AJCFvLyiyja0oSBgO74FxwKzZtyyw3uPQBeWHADqLHojAMGhpJf0rcBWBuxhTSJT2pjIwnI4/IDS1PXwpm6Xdg62eNfUjlH6j3AnNfGE0Aam4+yzMH/8GgoFuh/0JhWsLZp5R5fpXzPRZt1gR/tEIiz+HPTtH9r2/fz5qaDPi2+JQE+Nj8A5gW6JFl5j1S7Hst0Ad7gW9YFv3ioxTZtNaocGvdcy06lEReiuIY+6IxK333ODgcANLUHNwQkHi0FnUvb8/ob63YbEHZ5rt8ozcJ4IDdTyEUYMxA/i1JT/pDj2mFYvvYzlAZSHIleN0SGYI60vxtP98g3cmHj0s7OpHxF7GYPgJ/X6vcxNz6uJJgnhkNeku9zdnHF9XfeIVNDC7u5kuKGvR/wSf52qrQC0NgxkiFtwEgBX5RhLOtaykZ3fSHZP0t/sfkmoFXAPLzP6goExZgAbO1kUR5SBmHZq2eEsgD3wV5f+cruBDtOmnvt+gB4loIYK27bYl5tG2Wfy7+wPKQU4jv7vQwabKWD/T7pXooH5lsXnKe9ozQmT2inH7DLT5b6tiuguHykyLbLHBUfnileISE0R/GCdSAHxNvp3vj48qAl/vkHJ4M4KFiiaHWfszPcrmOU78gj9H/ekRbtQUoN6PjgzsFB+Y/1g84r/plTLibgltf9jZwr3n757d/Huhhjkn8RkB8Ttr8YmRYB+bGp50IAeazgZ86cmQco37hxwyuA6z9+69atkQXr7e3NSwOQX39JgDzubVxf9wDcWOrbQDdg/LWbN/OAdrmleXdevoX+kvKdefFsC3k7Tdu9TKGAPIoKO0277OLBeAofPr0bTIC2UGdPjHFbnplQZY3jWn6xdZLJFeHYnXjT/Nb3gKljtWhgwUcZsgrzlE+CIYv6odIP2CI/3hJY3JDFFdbfQ80ry/faclyo0iWwQMotHhG6UV5IqSJ+YUEjNyd6hoXgaG/XF3Do7ixJ0zd0YDDWf1nqq5C42pbPIjkNbW4cLabshYYNHnJPPaRdnLnpa9fAWIMLhfA27hvANPiSdVEDf6SkGAqYF0fbeH6nfhV18JvbftzfgCnwPY53Olsky5Z05aOt6YUokHDJQX9BgQkQDBgJcDye6+NZpM12R8T4TJ0hEwGMYPGKEQL9UvMHPoRtUBvFOe+Ya9b3y0GAdWoDaULAK81TWHsXykesoJmnaW8oCbiQqcZSkV9IWXBdCF8pC6HryhBF74LcwAGYgM7MPbisQDa1dymw82CoykopOtJaQAvEBSxPU/92HCkJAT0FrCZZ26tt2unoXu5ViOMqyAupm0K/CSzkHb/lHmjr+hrvP/BVZYgLBWhrrKWcWRW0KAP4LuxAWMk0hDYdAs+x5vYOte83REiydrbTkJGKxguVhXWYxhxAYdpRFkMhyUmUyc5PBh5h5bTjhd1rncg4Zb+Xqx/xR/KqdoFKYeLVS++UyB0muDah3ojHVXu63HB4KfdK285X9zqMV98VEtK/WJ9AMxdlkIJG6R2/3Ru5nF/T469/UaSg3BFtcaFcLElhoXzCwtJDy8zNcXoI6qpuf4cO7SOuvGHvtKP2gzuHInn7PL8oAvLPc+2OcdmKgPzYVEAhgHx3d3cemLx06dKAeNc3uu1bPojUf3P69Om8dHAzoz8XkOc3B6vi2sV9B7AN8I6VuQ1yT5o0ydy9e9d8/uVXeUC7APmZy1bmxZ+3viQvngD5jz/+OC+eXd5CAPlr167lpQfNFy9eVNHHXfjd99+ZmpNbQ4UbTYoSoMImTj2ToOcC7wiQCBKFgrWyktnYtcTsPbDL7O3Z6R1kWX+g2jT27Q6uhr7dZihXbc9Os2tfWeilQxDdsqnscaEs3Fa2zQpNOypP9znfSyBjkckiA94C+KMMkZBOHIBlDgcsdIGU9TsWxeSLoIplbhw/wt5pkepuN89KR1j8pa2WZfbBqR6/bBoBV9aenWlksQpwv6lt+ajxTtZh1GcYb+KeCTQcjUPs2O5PHRcKmGtBtenS3DxreUAv6g3rX9IvxNoYHmkBG2WpGtY2noVnAMLwxfWZH9cu9M47g4N+2frWqLXn8cJTQGv4xkF/4keWUArmKAUPACfpc9njSdo85IMYUH+88KxIx8ChqALTqd8kC10ABx2ka/vuX5bzrSgB6ARGRVldxrUb5C/oKER5M1x1CnAtMJ8dXezOY4fISMzZhdIMqAzIDq8A3qMMKACibXkJcL+QPLV7KQkUt+tW8iBtwn6e5l5AHb6YA0OP3nwf5nnpPPIVQvAj77kFamPZP9ZtS7vjwsBgKaOygnqSjZDrtDZRWq7RUBRvOBME3nCFgem2QoP6UDoo0STTUs8C9bFodq3p9Y0dChwnX9KlvrmXOz/tRhZYb3+bdG8rpGwgX7IC+TA3JaVjv2dtx3fzHfdJAupFt34TV+dBeMY41sHDrG2QMRnzCG2/7nxXcXSdefT4gTl162hQN7Qbd/eC6FvQ+U5gic/3aS7tLEyKO799oum72unRA01h16X758zcnD8mUZYtN6It5VGy2eOS+jt0rNo/yyzvnGGW7Jtm1vbMM9Untpgj1w+E5hlGx2g/u/rgosfrLGOj6oxQ8lf92R3jDjMZDYKKgPxocPkFzaMIyI9NxWcF5F0LeMBk2/c7rmtsUDyXy0UW7PLly3lxS0pKgrhhoLudrnu/bt26vLQA40VXFCA/f0Np3jfT3p8VCsg3Njbmxdu5c2dAZ1ZAHsv++fPn56WHkuG7774L0hyNmw8/fWiu3LlgLt+54IXcX7lz0Vy5619X7140Jy4dNnu6d3jbdiV4IJRpUtT2WA9kTaHZx/cg6SB0KA1C+bos1Ie8FjCbOpYZDirl2tkPnFd3lpvQq6vcVHtXhanuSndVtm+JXJRp2znly7Iw2My2zH4hkAVsIYs+vtGhfviljDusCV5LicLCdDQPNxOPAEbt+k+6l8JlOHYQuPxdYfldTgJCWJxIGBYoP5K+VbGkpH5wl5O1Xdk8lRXNSNIKXwE7oLOQfiy3TXzPPfTLigz3AfhH5uI9C1m7fGnvBfgXCq64bWe8/MYNCXyJWnAm8UeKpuFwzzBeeJKWDhQRHu8KsEYVyGDv4rDzZRcSacPfpDoIex9YuLa+U/C8YNNTvB8A04fKC8ZS7URLY4xA/eL3WS4EtGNJLlOQpQQGUu9h7SHumZQ3o6F4dXm3PrfI6HBC2nvYhWxTiI97N6+h/pZLG0C+OH7qHVbzlIf5vhD6pfQDRFSaSaGAYlx8ANwmxdd7tQHoxSpaLkbi5C0OCCY+7VLpuCHuL7w4rZPGbBzSWAod9BWbRtURfrXt50n3AnKRM7SzYFHPwM4JZL2oORVLZoHo0OSuaey8ZQjAOsneKSXQnO+JI7mceFFu/7x67XftwnfQ7oLzyltucZIOK1V8QgH7pM1lv+Neij/Ka4P1bjz7t6zglaarcBC4rR3WNg3abbnh4uxgfFQ6bkgfdedidsHZLigB5uHZxotzPL4B6MuVjpte6G9LMcB71iRS8NnxMXhiV4e9Gypu7EImtb9nTQuN9E/4RbvB0t/ePaodEXzH7tS49EfiHWVjdyYKZn8em+C5PUMZuya3IHEXNgZhHg+dQ4/tthN3jzKV7yuOrh0NyGTc5VEE5MddlTw/BBUB+bGpyyyA/KNHjzxLdBsM7+npySPcPay0oaEh7739A6twO62ysrLgdVZA3k4HMP7mzZtBWlGAPIe4uge7Lrbc1mAhD3+mTZuWR+eHH34YpJ0FkL9//75n4W/Tyr0UB0GiI3Tz+ZefmRv3r5re012ZJm9ty3Yt2BEYmBARXOMmTr3DShBhk29coUwLVVtg1XdxoWe10S8kFbJgGi5BxRb6EDDTbE9G2MI6AH5wLShwwcOWcr5nQR9mpRPGP7mAGQmQO4qnchEBrVGWaS6ttsUMFtJRaRfyXAAv9GAh5eYd9VsLJ75jEYCF7HC1PQ6Tw6pQLpDIQ1fSYZ1R9GrBM9KAKwK6aMV6JYqesOf4T/X42X/QmeLIAmhJ67te3S/K+ZZWWeqLtLb0Aw/kEbVIyqqwYFxcmpsRLPhoC4DjWImO5u4TFn+UywUqxMOkUGOv69qhkD71rH2zItd//kiGsxm89tQPUnl8j3D/JRCJBX9SHYS9l8Kb+n3W+Pq806uzATjoMKzuop4JRGCs0K4x5m2AV9oS91Hfxj0Pvh/Gc2jS1KEMAaAdkA6wC0AZ4wvkQwAvgUgov9hVkCbdkYijOosDT8N4LFmpEJeIJW0rvXqNA7zD8tRuiTCL8LD4yMECYJlLbTcoca5v5KqFegpLV89Uh8N52G2WOlZfoZ0hE4guQtYV2n2SVtEiZaraAjxS/6P9SjnGM+Q9QGJkDsBl8tA6hve6RyEQZTluu16B1/IXLpdxpAMttgsVaCBvgFi+ty3XiU/dkRb3XPQ9my+2sU+cUkbf8L3SIkRu1Ds7hE7eQ0/SOsdOE+CW7yiTnZ54QH4y+LL9r9OuoZ+xk/QWHZjk1Y/aJGnG7SJjHkZGJ17UxTrIk7tzA25vouLynLHA3vnD/ebcSoPLsELXArjClCwXl7f7Drqz9KXhiAsQzxzm0uL+luI5LM8AkM+oSFPb0VxaXgTkRwgxGuNkv/jiC4M7CV0PHjwYY4penOyLgPzY1HVaQB4Q2gWmOZjU/XOt3rdv3+5GCX67YDaW6PpzAXnc23z66afe9fjxY4OlPj7kcVXjAtxY2tfV1Rnc5XDt3LXLvL9kuXfNXrXOrKhuCCzh56zZkP/9xIlmweZtZvmuOtN3/ISZNWtW3vvS0lKR6IVuGYh/6tQp72J3AAfXomhYvHhxXjqimQNoh+vv8dNPzPX7V8y1e5eDi99cJy4fKXjSjvLfKMuPLBYYbAVl0l52JB/ElxW0BGRNukmhBNKhWJeHCQtZngHkUSYERIG1czveigV5sWrBmt3jRf92TgScLPn6cTcbWadpi2cSz/R+QZcP5MklSPa8s1scys84vEqiF4sZLYxGYiu+DkrFGkU8SRNq8eYKn1gKDoWHbPlXXXrtqW2Ct8jWwiNuYR1Ht5Q+LEyGQl/St7aVDzRHLU5dWuWySvzUYpV4Nq8Zh6QcxOo4iyUpfsJJ3z74GXABZRYLRdvKSaB6lM9cQCXbB7HodkPGpLK29SPKc+pEfsqz7Myx60CAQnnbphGnNakNjfZ7WbBSd1mUwYAvbnsKo13tKktbVd0ELidy01+4egnj5Xh6Jktr2w2F6i0pxG80bUdnPzA+B4D6MwTIC4zngMYNF+dEzqG0fYHalHsofu6H0gbmt/pAYtY6k2IM2rPOofb4UtG/8yupffCePDVvs7PLNWCx0wCYEiDNuAS/B8D56INkaXNym0IadpruveKNxuHwbh0jX8vohDrgcgFm3HxIVmQNETWWY5Uuy2LKZPNVYDiyOcYPWlsoTzdEWYLig7Zvv6MOWBPhzgYAmbYv2ux41C+0sqPQfp50j3JHZVDcKAMIgd3Eox2F8QUFhMYk4mluA3B32wG/aZvs+FDerOmQPWhPlY98mQ0eCrj30sxNM6vb5pp5Ob+s8NZOW/IZ30jORS5Uu1ZeUWHzyd2m53yHOXHliDl97YPQ6+jlPtP4QbWpPLzJbO1bZcoPrjN7jm/3vnO/6b3QZdpPN5imD2pM3YkqU3u80gvbzzSG5nHq6glz5GyfOXruoJd374VOU3Nsm9l0YIlZ2TXLuzYfWGb2HK8w+8+1mdzpOlN3Yod3cX/kUm9AMzSu6pod8CqszIs7pprKwxvNwYv7g+/cMozU77KDa4O6pw/gYtKTbx4t9xQq1Jt2EkN7ae/KUBoPXuz20il0B6F2htSdicaYhgtbGY/pFC3kx2OtPCc0FQH5sanINIB8GBhfVVUVSvBHH32UBzyvX78+NB4POchUwDTh4cOHg7guIG9bvCuSa41vpxV3P3ftpgCQX1HTYCZNHgzqR33vKulcQD7qu7DnNTU1Bhc2w/GHqxlXkB2u34BYTKwId7YQJesaVzi247j3CHMCgLA6sd9LyEtr5WJvbWThM1zlzZqODchjrSMXOvAM4RkLF3yQcyGIymKZ91j78A33hQDy8q2JEG3zMs29/GYCTGct81Di29YqKDAA5mkXbIFlIcSiSRZiHo9G6LBeWXgUAmRqOziLHN1Da6HWKvaCkzRt0IDfpI2gm6Ze7TjeDhKvbQ2Pj3BAW7YF4/sYK352dSxqneZZhS9r9f0hL+pfrLEITaJZQjXlU/93wR0tEH3+LvQO0eSeBWOaXQOqH1xMyDoeYF/uIkiLS4oP/SYEdLKBarueWDx6i/f+LfT0Y5QJbOuWsg2Lp5Eem1BWQWshZwzIygglxFD69LP8LVZcqv+k9grooLFpQW5SXtsI44H8+7tzp91Ho+4FCMVZmYXlWXyWXVGchWfa+cD4FlV3cc/ld1qANm2PsUOgXSHKG7krGS2XNcwB0A0Yn3ZXnowxUGZm4fdwxBUwntVSXfWoPp/VeMHehZd1DGAu0TwCr5ErkdnYfcC4TXoCMnmPnIDsRBn5nSQTCjSjbCpnVEh6XFl3kSXVHXNrGMiPMpx5DflCeRMutw5IZp0g8Ba64ZdkCOIC9FE2ZGzkTCk4lB5ygV1e7fhlR5PkCuQnnstfOW5qmPNtVzaSz1CMS6ZUHnZIXZEW/cClhXj0f4B2rY/sb8Pu5+T883rirNQl+xBXaSDnAHS7eaGgYI2iePhWt/lj3+OyR/OT4mcNUYBIzoXPAvChD1lGdUsceMZ7273M/H1+O3fz3X5snTn34IPhWFanTuP77783GAre/+iuqTtTGfDQpS3u947jG831jy/l5fndD9+Zf3z/D/P3bz439z+7be4+uWk+/fKTvDij+aP9Yp1XNsYlxhq7Tbj31Jvqq/HcgJtfm97lXf7OWNsIx00n6rfGr2MxB+baeT1v90VA/nmr0XFUniIgPzaVkQTIA7C7lvEVFRXmhx9+CCUYgNkGn2fMmBEaj4dbt27Ni3vlypUgbhpAfvXq1Xnf2/nG3c9esSYA5DngddnOvWbqe+/HpgU9d+7cCejTTSGAPD7jwxQMSrOQsOVw3YgtcgRYuL5SdaiKa+0QNYHqOQCsBBPAaoQ73nkLkHbrwK3r4VY7CGpyZUE66/sPfUwS/kfy/bx+txESIlk4xVl3YMGEcE65Az+eBbisEbgd5XNSPA8LAcBVD6O9FZkDQOW/WTS4IYubQgHupLpmeyj5sQgJ403SM4RRvpd1h/oCzzblVmTqi7YrnzDllhRP7lbtJBp5L7oABpN4kvQei05Z/Lp1Zf8GKLAtIlkUS+kCoMlilv5hA+0cHCefrC5wISBHeWxuW2FkoYrATxkBtFx+AK4Gi7zWCYEbGe34IT0fxJgTbJXGwgtrO+8gu/5F7MLcZM+9BDsYREMS+M2CXrtlfOB245D5H1U/aj9RW8xdvti/pTyEJ1HpvwjPNY5Sv7RdQC+bT2V3l3jWjgJScFGWRtGiXSNZgUAsN9XWGKtehDp4VsqoszIYW+w2kvZebthwk6DdLYAXGi8A/NKmpXhy8TASO8nC6mV+zgfDXOWp6IkKZYXMXBKW7kg9k+FCWveKLv2ag1fl5mamWyAtsoJnRWwdmOrmY/8WQKxxICoEbMXCWcAw8ZhbdRaLnSb3KHwEZgECS2Z14+m3lLbDpexhhxkKfdc9B32BechWVHllzg0oy5ENpBwRPyg3axOs0XHXw8GheueGgNCSCXgnGVxltV3ZYCSi51Gh5Bx2X6BcQI5GTqAc9EXVPUC3mwbps+ah74tOWbADslMe6gnDA9y0aJcCcVk3hck8dh7EUbrIVtBgl13vWIuQF/S473lup+neQz88xwjDViTQ/pYc9N0LLj4wydtFQFoa45Q3oac4OTjVK6vmV73nN+soAbt6Dl9kQMH35GcrY4gHwP3kq8eFLKczfwMgf+H2GbOs098BTv6si5FBWd/hMhEZWO2F99Qn8hd9V2XhOaD3ePy79rF/CCs0Ju2oUTtBllbZzj84OahYAvjhi75JE9LuoIPr6ddPBqX7IjwoAvIvQi2PURmLgPzYMD4OkA8D47dt2xYJxqsEM2fOzAO3r1+/rldBSH27oPnTp0+D92kA+RUrVgxKw00z7DduawDi7WvF7kYzc+kKM3n6u3lpolBAAQGfwv7SAPKUBVpxyYM7m5E4wLVq37bMC4W0ix98dzPxuf5SZZWF65M0k6gdR9bZpMuiAOGFw0gRuBGwNNkiIALIAVQi+NmLDuJktVhKW+as8VhgQI8LjMMjnkE7F+VzLcrWnva/xZ9x1nxZ1JOvCyDZvI6719bXNOBSVtqS4mOtDDDPYa8AXAD0hPxmwZ51e3hSfvb7jW2+z17aVxx/ot5JIGQRoji0UeoCsNjOK+le/uJdhZfSZcFMulzkq+dpQlnLAQwm0RH3Xu0bGuiDgEbQAm0ATJRdFp5SKrAAkzAu+t2QhRZjAWWRks09lBi+8B0LU0LfFcxGz3+70iMf3i87PNWjz168Uh9yP0N70zcA+XE8pGzKE7CAtsm3Kl/ct3qn8QrAN46/Q323OOePAygSlHdSaCtGR/p8gaGWbzS+R/mntkFI30bJ4YIBKLey+NvXGO1aZEbVD0CL2t1oAayjwd/nJY8AkI9w6RBVr3ouuYmdRWpzgIxyfQGwpLhpQgwa1EbxYzzSfJZispC5E4CKvjVc4G7assqiH5AyDU/dOMx30F3IOK5dMnxPPbtph/2mjdjW8ciNuHWMM/IgfV2MXcwFAGcoh7m455mAU+bINLsDNS+vHMIchpEC87YAaptOe67Wc0Jolbwj2QpZAHma93G8QB5gvAVwp18BdG+7s8jjvZQRysuW2VGYCJRGnuFd2OGlGGQIAF7QPtFcfnjOfP7l53nXR08/9Oi0ZcSwuuaZykdcXMhExVu4f0DZwHoMOmz6sDSnrUquVxmRAwH+SZcyAvhzSUFE2wi+sazp+T6N0g0wX26SZKAluRU+2uWR0oP8JJ+KToWMZ2qn9jPSpi8IuHeNVOAFcp3WkMu63jOf/H3gzLewNfxwPPv48w/N4g5fBkPpQNntMtv3APSa3+EBdcAYrh3nlLfhbLgHguGgtdA0Ko+t99pzFvmXclNflKnk0LJBWWPtr/rVOsDmVdS9+Je7OHwufwcRN84fFAH5cV5BzzJ5RUB+bGovCpD/+OOPB1nG4z8dTXDS34EDB/JA7Y0bNw4C8fGvboPlAP32XxpAnviA/XY63D98+NBOykQd6moD8vY9bmw43PXizdt56WT9obMoFGb9Pkv8kQTksfyY3X+AiwRkTZQSqPAjp2dpQln/JFlJa7J2Q8DrQg/PSbuIyxJPi1T4kab8igP4IuExq2U19MnCzq0XpZ8UavEhwDJLmZ/luBv6Afms4If4KVCFRbOeEWqRmPbwOlnQIpjb6bj3sh6nvrSIcuO4v7VdGUBwKHUli7V5CS5o1Kdt0AErPRa1LFLwlcrijD7CohgB3Lby0oIO3tplUTm0EGcsKG/faCrbt5iNbcs9H/Du+MBvgPh1bYu8eMTd1r7BEv6jfR7bebPAkwse0gRgt98n3bMbQLRta18f0AI9w3kJJCSvJOt9aNYOD+KPtrXqUNriSH+LYmJ1bq53OK/qjZCdIQBKdr9GoYg/bMZ+nkcpNXkuIAqLuCjLVeqFcVxWxLTf0d65lJa/KCRQhmMJitUwbSgKDIanzNVhrinS5jee4ukIYJh0AAAgAElEQVSASebtpP4f9l7jJO2JNqRdRx6Q1u2f64LyPuzbsGcCTFFkjwafUBJ540aC9WwYrTyT4nYkFe4uH2QhT/+LoivuOcplylyIhbwMWqScxprXNcqw86YdKC55Aj7a7wW6Ak7iBoW5FUWDQF2+SbqYf9NYgNvW26TJbiyXt3G/6fu2QoI0AFqZo2xXK8gBAriRcWzf7pRdihxAaIxPSAeZibGUd5RdVvLQbIPUNu+4l/JqYf/hpKRFnp6xzM2FXt5SpPNO7+Ezdaf26z1vnRo57q9v8w0pSNulIew39an8kPfCQN2Sq/Pz8ld82ojKpWdhIUAmvGK9Bt9o15QpiGuB8ZqHeAc9Ua60kOOUN2nZMp3cc9plAfxXfqSJjAQtkv94hxEWcyGKJN4TD+WRzSOA/TA+8gwZWe6c5rW9bU7fP5plOZ057o7jrJHf9OTaKJrc5+I7B/bqHbzBDRhpHbzRmZmOkfrgyZePPZqgza5f0Z0USoHy8Om9QSQevXUgaA+4c4tLi/agvrm+d4H59rtvB6X3ojwoAvIvSk2PQTmLgPwYMN0Yz/Ib32fwX39hYDxANxbeHEKqw1IVcrgroLP+cFvjurkBcH/06JF58uSJaW1tHQSi887+cwF5/M1funTJuy5evGjwH48fexeMx6LddaeTFZAXOH/j4dA06wLiFdrlK+T+yeePzZHzvabjeLPpON5i9llXVcfWTIJybXeVOXC6M/W19cAqb9Jke509YUr7DcgWBzTY3yBcyf9fRc8GU3twh9navcas61xgVu2bY9Z2zjdbuleamr5ys6t3m9nWvdaU7F9htnavNjt6S03j4d2m9Uh99HW4zjT17THNB/dGx4n6/nC9aXWuhr7dpr6v2tT3hl8NvdWGa2mbL1BnscIS2LisbYbZvb8y87W8zbfK1lZXm89p7iUwjyflRtwCb7jeAZIh9LqAehqeEYdFCN+7oIwWxWktW5dH7Kxw6UAIZmFHngDELmhtx6d/yQoMIDAKKEzDS1kWer6CE6zzEZahj4t7m6ake7lxwFrOjSslB2VmUUz6gKA2/YA7gKOAH4AGYRbMOguDPufmEfdbtJFvIf2MBRffpvEFTjngOUqQxbnp3sU9z5IALFx3kQ8Xi5YwSzuss+xFrX3Irc3P4n2J54IAQMnlO+3LBZnEd3ZRANqFfSPglTEHgIP6AWwAmEJBImCVtADjx+OYXNq2KrLs0E351+QWeAoK3yLWBxfEH9xU0OaedTc82i1TiCJcc77csWmMhUdYBYtX3MeNS8wJSgvDhi2j5NoI4B8aw8aXOHr1TkAfbWm0xhkpLLMaTIhmzaeFukfUeGGDuYzRAKLsVGJXGEoYzXVqA4RpLEcBICUf+GPL/ADUZ04VIKZ0AUBVtqiQeU/0Sl7n+7TGG8gdnNvCN1IwUGbcf7l5SuERtY7Aglh+0OlzklvTlMPOSzsdoGnrncXeuKu0xJs0ITs8OE8mrP0yZ6AA0q41QHCbhrh720oaOmgP8AzwVqA3z+fm3h50Bo5NN+A24K6MfXjnWpzb8VU/9jMUG/b3vIMW2hdtFeWW3a7oI9STXT61SXecVFmQRez4pG3TAF3EVd3rHc/s78LuGR+l5OG77UfWm7sf3R726/A1/3BSaEprLAO97NhQeWz+0KZ5jux+5f6FRHrvfXTbjPTVe7nDo8k2tgnjedQzzVMn7vSFQh/7rzQHvKCNwQOblyjocMum8Wh192zz4ecPQtN6UR4WAfkXpabHoJxFQH4MmB4CyAOmuy5nXNA77PeUKVPyCtDT0zMILA/7jmeudTwJuYB81Lfu8zA/788DIP/d99+ZPd07QgXAMKFQzz7/8qn5gf8f8q+8ykrx46tvvzAr9ve7VnGEKCZQBAgEzySrGywlJKSt7Zpn9p9sC7nazf6T6a7uk+2GK3e83jQd221ajtWafSdaTfvRZrPvWKv3TnEGwg7TfbL/OtVhumOuhr6aVDzH+s92h5EEym9/tNwIqBsKaIqFIrxPWryHCUqy3p3b+naqMqpNPS+hrFa1lTeMR1HPtEB3BVSBt2mt0vE9Sv3Z1mJRebKQxZco8bmgAWtLhHkEVsBi2p0WV9RrlNVq2jrE/zl5pQEFoFs+Mm2rn6jy2M81hqw+lW8ZKgs9Fs3EX/2B775GYFbachBPh7jaix+bhqh7FgbwAL5GxYl7rgUWoEwUvRyWB5Cruo0Kkyw0UUgILCSNuR1veRbXLOhd4AHgNIqe4vPwg0FtX/PwlzmPfsg4AJikeqPvsfvF5iMAOyC14kSFKPOG+/BEm45C7+VeBbrpC5QbAAkwDYtGG/ywywaoA2+0mNY75q5CaRnr7wLlnmXdGDcG6B3ykcpvKyU0j/OONqU4WAHjgsGWq5i34bn6M/NYVsvlofAPRSH0FeomDytn7/tRcK9jl1M+y7EyVn2kCVFwqz4AW+00097z3fz+udQGMZWuHQqs1DPGFrv+XZpRVKvvIVsDREo+ISS+vSNK6SIzUjY3PazLZViguCgRlx/1XXKkkRfZ2cPhvXyvcRHaOKPFzY/fclsTJ4tJWYWsoN1ypG0Dd2Fp6xlrD41B7PbTc0LPv/fR6Z6VNjv57DpgzC9pW+UpGVH6R7UBxkd77hXvoNHOK+ke+QT5SXKc0vF42TrJU+zroHmUHiiJbNkBpbvyoC7Ffy+d3JveuMEzLsaQsHyIi0wpK26FNi26p+1FubVh/FJaoolQBi28Yyyz31F+gPk8upFl+s8X4xt8stvfRN2jNBSdhBjApO2zaeNpBymuR6PoiHqu85Fcd5Xqv+NFRmMHHPwrZJ1J2TWedF1pikQbTt09Yhbv8w1uVGfUuds+d5/cZj7/+rPIdF6UF0VA/kWp6TEoZxGQHwOmhwDyt27dSg2ku2C4W4K+vr7EtGpqakLd4GQF5LGMP3/+vEuC9/t5AOTR7KcVEOx4Hz8ZmpW/zdCbn1wJJkcWjVrYINRrQcAEioDlCvpYzDIpy0pjUW7qkLewY6mDsBwmBGPFhZWKzYuRuEdAl/WThAiFCzrf8XjBAloCGcCrv5iWn/wJZk7dWrOkrtyUtmzJTC8LBfJjAcFCTPmkCbXAKcQv6kjwcrTTFLDAAi8NvxSHBbDquOR6vnsVWb0saJ2cqi7lsilui7XyVYh1kvKPCgH+wqzEs/AYkIf0sbZS3kmhlDx8x0F4SfF5v/K4bxXF4jDPwurR8mAbsw5FkwVZGmtzu6w6xJdFXhqa7DgqE9Zq9vO09yxsPT62TjZL68rMu9WV5h12d1VVmRk1lWZZ46bgkFriAcBgyYeFGxf3POMdF2NnXN0ChsAf2qC+UYhSAsDXBgNtPhXvw4F4+GKP8yy+w4AgbxeHVVdYP7s8Zd7CLQ7jz4LWSV49kTaAzni0iod+HexOO2LeCCs7/QEAJJAF8FHt7KrxwaYB1wwjAZC4/B6J3xpP4AdgZ9qxQP0YEMelC4tb9VNCF4jgt/uMNjSUHVAuDWl+6zwRlMFpy23HkxX4aNOtNozsatOTdK8dRZQ7DX+i4tBmFuV8ZQT1y1yEgh2gWpeAad4DytngPSAtbY0+hMsbrOoF3BGfnQfIl3pGWnIVonYHsC5wjG+4AFspI8p8ZCG7jUGXvkVuFUiapEyTwkq7IciHsTGM11K6EzfsvZ4x5kgJBS+kxKc+4xQWfA9IrXYHLUkGBpKNxSPbVZlbv4Dj9lwLj6FNvCIN1YPKkiakPpS/rwhYF9v+FDdMqQHArbWX4tmhXed6bo/VnF+AqySMPlCGII8BwiPbRJUFmVZphcm3alfEoayk76bFd7R1tWkv7on4nUNuGrRh0UGIu0q3DofyW4o+e53n0hD1G/kOmqDRjqM+kdawZyj0p/l2qIC8DsXuvBwNyIM1fPPd1+bwzf1m66GVZl5Oa+Q3zfJ9Mzy/+mAQxT+fA0VAvtgSRowDRUB+xFgbm7DrQx73Ki7Qnub3pEmTQvO5ceOGWb16tcGCXukQd9myZebYsWOh3/AwCZAnjfnz55uSkhLT29sbCuor8ecBkD928WBBQsTDx/fFhmEJbz++ZtYeGLA6QOhEWGK7vbu90Vtw9EwKhOg8oWiIYLltEUK65I1QYwvdPF/cyoJ1bUG8SxJUXBq8hc3R6WbJwal51hx2ue37SXUzzSvbKsyPNu8Nrj9v32WW15dloldbyLG2sIW6uHtZckNP2i3ISfx41t4Dfqk+AHrj+KV3AMbyKR7m951FDGni2z8NP7A2I34UwKV83RBreVmJ8f3C1sneYbgslIcL6JDVpmu949Li/mahJr6yVTVsizrfsJizF2UsTpQWCzG9A7TQc4Ej6yO2i0fxXMqFrMoX8h0uQH5647Sgn6vPv1RaY3jutZmeeFdEABpaXC7MTfZcqkSVV8+x5sM1BIq78Qr2itbxHMpvNq4b6ONqj1GhDXo96+MrZ5uoP7sHLoeVH8Uwru34xnVxp/gA97J4XJWbk2qsHG/tw94xgIWtyhYVyiXRvNw7kVa29FfkCoE84rsd8g5FRhxIOJK8UrlddxNR5bafa4cAVv0jSWNY2uw60Y6vtLQLSIL/wyVHMq/KfZVdr7oXOAq4jmGL3D3ofVhI2/JcOnT4LqLoW8h48F47tPhu1XFfRnRBTjdNzTOEgLC8B/iWi8o4K3ncdSk9KdBxNWe3A/se+YL4aWQwyiT+LOyZaOb370qSosEF5gHClb5oWprCAIOyEl+8Bxgtadli5tVWmMk7q8yEHTs9hfrMPWVmdou/Mwqe2wfFq+ykgxGFXeake+RBjY9p+sqmnL+Lj7zizknYeHGu934xiqADk8xyzvK5mK/YEZ94rp0VWZVYlG99v1vHOJlLLgiVJ2tJFD8YITCHah7R+xUFHMosNzjamTOvdWLo2LO+aatZ2VBmVjduS20chfEDtKHsSKrTsPcV9/16o67t99Q/6c5ve8dcvnNhzK/2sw0ePdSPTWfae8ntx273psIhvvrqK88N8sUrF8zlq5fNvXuDfc+nSug5jlQE5J/jyh3rohUB+bGpAReQH0kq8E3Pgauuj/eRzJO0nwdA/uz1k6FCRNjCw3729Iv8rV03Hlw1B892m74z+03f2fzr4Nn93jvex1195/abyoObIheNCMeuzz8EFoSvJdYBQq4faJvuuHt72z/CluvuA2EGgU4WKiwehhsU0TZFhCYWQmGA6gaPBn/LpgTKdxunmAl7FpjfVJSYn1V2mFdqerzrZzs68sC6KbvSuyeibEo/1aLmxoLA8upZBUPi2keWdxwOLN7hDiVOwMTKSgtVFoVhftJZkJFeWstPHcpbyPZ/2j15AdBkKXPauJSB9AuxhLRBedIAXKdtokRggSzrNt6xu2Oz5UaA/NR3UbTZlkd6nrU/47qHvOIWh1F1r8URdR4VJ+65AJGJe2ebn1bkzK9q+8xvGo+ZXzceMxMbl3t0ocxLs8MFRUUAFoRY2aat22K8aEt4lzfahUT7ibLyDKv/AAjITR+R/unSOVK/NUYBkISVM+wZfQbXD/AsCqyWdSBx4PFI0T+S6coSmDIAhAkEFU84V8eWRdgRhbVrGpp8ZdpqT3YB5ARQHg+ujACmKS/jYZhVq8oeFgocTTs/puFTlji0M7mqYy7YciNcuQawKzCWsnKAcZZ8kuJSjyhUAOc1zyI3A5Rj/U2eyJXiIXO9bTHN+6iLuVYW2bRH0iVu2PxFP2XuBTylnWKZixKAuUjpM+d49zn/bJjgedvAGLqi3t/5BVA9ebe/a5NDN0Uz877K4obiMzKD+y7sN2OwXKF45eovn+hi3GFXn2sgxPs0wLKMKuAXfNCuhV9s254no6NUt5XprjJAYLbocseGsLLpmQBMr3wJyitb/ldeYVbyStsNpXDRt7KkF/iqXRpp68dL/9HyQIZL+s6uS9EQFsYpddwy2b+x5ic95mP1Bc03qxq2ecqVl0pqB9Xtb8tqzOzd22P7PbsjSNsF1O384+7Vt6DLjUf7I23c1Y713+MvPvJocV09uTRH/dbOlvtPbqcqigB5nb9XBOQHs60IyA/mSfHJMHGgCMgPEyMzJjOagHxG0oYt+ngG5D/9/BPz4acPneuR+ejT/uvJI/PRk0fmzLUPYgWDqAUAPuT1x6GwUfEKfb6pbXmwwEGAs8Fx3Hcg3GpxoMlai7K5ubcGHX6XRIcWwIB4tkWt0rZDhGloQqjhcKnyto2py1/BNv3GbZ6LiWX1ZWZD08Chufj184SwtgmJNEAPgATxuV6v3OABcn/ouWL+1Hcj7/rjgavmV3sPBYLhW1U7U9PLglF5ILiGCf8snm2rHRQbSfx+Ed5rhwH8W9A10bPQod2yWAV0x5ozb4GUe9OzOrPbmu5lhZN2AY9ChHxZLCiNtKGscMPcHwxHvQWuCTK4ZLBpt0F3tU03ZPG3uG+yB2YRX1ZhxAOktscOAdu4+chaPrmYYGFg05j2Xov7LAtdpa2283ZrWV5/f7PnoFf3LLzscuq7qFAW+/Aoq2IiK9+K8Uu8A3bhNfNWVJ2EPffBHB+UFgDwrPET8JiyF9JvAPj4Nk4JJlngWZ6LtJ2fsnIBrqA4FAih51jZDtfupbFuRzKK4MyQsLYf9gyZRLwYy/5Am9Zho9ADSIuLEixzaY+uVW7aubzQOkHxAh3qYyjn+c3c6IK8uA4RD704OT8eoCbgty0TUx47bta5S3MxcpBAaRRMnEtCurhNW1BbYX69bXcgswJSv7nb3yVI/9cut7i8A0D+QjpAXm3LdqFjlzP0Ppfe/7WstmkT5KWdLb/bsc78fGenebX+iHmlutv8caeveIBPYfM38rZNC8B2GoWuxkR9yzlDcW1rUau/xlEd8R11lCYvT2Fj+WbnW50DxD3vNY7THsPWFaoPO0Q5yffIcPbzsHu5NWJnELI45cUNKSGu3HRuC+077PukZ5KTOZ9IdK1om2Wm7KrKa7cvlbWYn1W2e0YTPy6tD979pmyPWd1UbnZ0bAm95HaSfpJEi/te7gyZL+x3Aurntb2j5fuYh2VHfMMvuY+06Y2713kBG3sXpS5DEZBPZlURkE/mUTFGgRwoAvIFMm6InxUB+Wazck/4deNhdv/rX33zjfnsiy+96+yFi8a+nn7xpXn65Veexf6nnz81LYfrYwWtOCFM71qPNJj7H98x1Z3loWnt3l9panuqvGtXRBylVUgoYSlum2TYZC2gfGHrcrO4ucWsyLWakn2NpuVIs+k4Fn7tObg9EHDTCobkLWBw8/5lpuN4c+xV2dNkpu6uNz8pGXAjI/cSr5bVmfmN1QENAIRhZQt7Jsvp91unmj/1Xc8D5lxg/vW200YC4ZKmhkh+wKfNHY1mdl2Deae63kyu3Wxmtw5Y5LPAY3GJpZIsuxGSuTbtX2rajzU5V7NpP5bu8uuoyeSONJiWQ3Wm7Uijk5abdv7v6q4KU7Vvm3dQcW13lXGv6s4KQ3ut6aoYlWtN+4AbJvEoLGRRFeWyQooXXBJUdw3QTll2dGw1O9q3mKqOraaqY1twbWsfcJsTtqgLa0s88xfJPthX2r46SM9OO+4eeirbt3gXdIVdcsnEwjeKjrjnWmiVdKw0a9rnR+6ocflMW2URaKdNeVGWEHdD+xKzc19Z5ot64fuo+rPzc+9lmR8HLrrf8Js6Vfn+duB4Xr+f0rnVe6eFf9j3Uc9kff2i73ApZM7K+o3cS2Tpn6o3+SLGEjZrvuMhfqFuqyi/Z2Wb8+ebKLACa1z1D7b/j4cyF0IDoCrnAti+pCkX1tijdZ5NIXQX+g3ur2RpnkaZjLymgzLHw5iFZSvzm8qgNmiHKLpHw82XrGwBPDVuCBT1dk49zD8bSAC2aEUmATTG2IILWVxguuKsPjlgba88kkJ9Szxo4zcu+2QxPblmYwBaAmb+ck+f+U3TcTO11d+5xxlTAuSxwo7KT0YiWRWeSk8W1gtzUzwgV3Xqhz7d8Efx40JZ9FNGjVmcF0LZJ7X7CvXXWj7wyj2jyfdNHmf9L76Jl4SUM2x3JTsVtFbJi5+bGzkussuYuMgnAvIlq/A8Djy1FTb6hp0FAPnKH96iWNCuDYwHXNnM5icAs8pAG7QNtOx4uveA5/45Ispgip0k0JMG3Fe6dqi1Ju7WVOa5uTlB2/1lbZ95o+tSnmzGmox6Zkej1n8f3HkUiraUH/V3DEXtBLNpce/ldtJtn9o9tvng0tA8x+LhpUdnvHqgDbCTxy1L2G/qf167v045de9oarKLgHwyq4qAfDKPijEK5EARkC+QcRyE8e0/zPUHj8zp67cyX8cuXDGHzl4wH1y+nvjtmeu3TLrrtjlzPeN147Y5U8B19sZtk3Qdv3wtEnSPAuN5fuDMRXPx9r2869Kde2bgum8u3Rm4du0/mDqfzY3prZ/jFk0NfTVewwFgi4s3Eu8QoCS4YQ0fNiFHPZNlwKzWCeYnJXsCoQfhZ2JVldkccsCprLKwdIhKN+w5rkZEJ1u/o3gxddeOPDpeLm81P6/aZ3An89K2Ju/dn3b5/nSzKiCgC4ESOt7Z3zhI+HNB+ddaTga04LvSpZmtlL/Yks83eIdP6j/vWm7eaxp8oCN5w0Pcd7jpFX+XeLs12D4uv+5qM4QsWNbGbLsGcNB2WA7ny8JPuT/Cuj6s/YY9Q8kCXVgQZckrS1ztulhyMD1dohVLOvEPwEH5Yp0IyKeDmNkCy4KJRS87EVyLQNIDtFPf4RBDpZU11G4Ed/EjmqNCWSyqPFkUFPCO76bu2zSoz89o8y2I0y5ubPq0aF7YOqVgfmTl34sQf0trqdnQvNVsbvbHXJ0zIetVuw7S3MsdwNLcu89kPekg2yzKZ5svUgTHKcEUZyytpoezbSMX0W4A6Ycz3fGWloAyxjeszMNAV8ZzAYXEG287IeQ6Br/4APQc/ArIGScnjkQ9sOsL/siqGTA4AJq7J+ZZvtO/AEVdt5B8H3atyrizh/SRZ0gLGrQji11istzl3avl28yPSvZ6rtds+XV6hy8jM59LcRw3ZxKP9BgH7LEjzf2AwntCqDsnxhTxBBkiypAHvgtIJn7YToPJnRXmD91XzI9LG8zLWwYMc/IOov9weV4ZBPCLBjvk8GvfjeeUQMlhv/fvw8ulNqg1EcAu4Ke+X3Z44BB4gHFkLPohF/e2wkaANd/KB752CfCMNgDftNNPz0gLEJq5gfylfOE9bUVtOa4eBUijtFSZ3NBeZ4bJh3Hp014ll9NWZBg1rWG6eWlro3m9/ewgucxuy9zjVpS11SvbGs2HT78YBNQcvXXA43sW+V00q4+786t4nXQI6iBiRvhB07ldXll9N5PRSjbKR5vRLrE9p8ozUVYE5JPZVQTkk3lUjFEgB4qAfGGM6zl9ITUIHAc+F9+FW8mPFF+2NMf7pnOFkqjfe7p3eA2HMCpO3PN9CRbjgUV5iNW6FmRZrUYljMgX8h8baj3rGrYLyhrh5dJas3jvgNW/Ds9B2AOgUxppQwmL63OLQ/n01o6dQd5Y+ryxf7DFBMLbtCbfWsYW2NPSoK170ztWJwqBCIK/2Nnl0fReTWUezX+rHKD1p9vbzKt1h8xvW0+a3+ZOmV83HjU/7//uF9sqzRs7NptlTSs9H702MBrXJp61dyhv1jVtNRubh08phYsTbWtnoRi1kKPu15+fFRw0Voj7GBYcC3K+AoVFI8qqqDbFokKLJf9wwHV5bWM4685eCGUFjWX1tjTCLRJglcqMcM/CTBZpKju/ea6t2BxkOhSQiy32jB9ccVZeyp/QB0Z8sGR6x5rg+yR/2igkNObMbHvX/KX3/KA+P7vVt97DktjOM829gBGsAIezzl/EtHBHxkF9v9yar+DEr+xbO0u9Ome3R5p6ceMARNPe7EOeNzVvMbN2bzdv7thp3iivNn+oqDZvV+00HBi4rbV0XNUnCjDoL+SMC3ghkCtuvhQgVOiZMi9imx0vZUa5r4NSaScAfch11LvAJp5z4W5wvNBdKB3luRKzpK7cvFdd6Y0Z03bt8PrtUGUP7UbDElljCOCjZGT4h2zAvAMIil9uAFHtOhCPFb7fMsnMzPmgLP1LaaYNBSRzro5cfmCZD3CoPF4pqwwFNKfu88dM3OvIjzq0x+Utl3DEj4vnvhOdcXKXt8un3wob2rECB/CEf4SLuv35nXf4n3fHKuUxsavW/Kr2oCeT/7HW391mHzjv0qbfNvgt3qUNOUw8rq3KsEFANYfHkjYGJMg48D0qL94RR9bxxJNFu23EpO9pRyuPvRuArHruhrRZV5YTL+wQmsWbLftWm5qu7ZHXqnbftSP1ZaeRdE8dQ58OF9fvyXXvh7ZdF4zX71/s8tdiK7uODwJqvvv+H2ZZ57tePsirSTTpvWhBMaNnhKw1xNOP/x5ulT+IiFF8sPvUtoA+jFvoL7YM6ypvdhzfaL7/4ftMFBYB+WR2FQH5ZB4VYxTIgSIgn41xX3/7rclikT1SwPKLlu57VY3mj+X15heldebHm/d6rk1+uaXO/Lm83szc2ZhaOVLanA+yxgldSe8q28ZmEY9VEYIDQqAtUKS9X3niPe97BF0JPr/vvBAA0YDzi/pB+dJ+S5dCrGigZ13/YZthAu671ZWekI2bmNdzpwNaRNNAeD0QRGwBJG15Zc3zftuMmDwG/MoDsMOD35XXBEL5Xyt3ec9+sqXBvNb8QWQ68FEHxf60tDbPB35Se1q4t9y8U1Vl3qioNq+X1Zg/bd9lplfvMByAlPTtaL3Hvz80/nxL/mFMuBr68/ZdecqcQmkClGcbtIRjLYhZDLOQwfrLXszgvmlIebUOLJ4QdFmcsjACoGchLKsZ6GEHxFu7Ss3KhrKC80xDq4ACFllp27m9oIjbjYEVoixwxWMWy/CZUM8IAfaHw2qR3QtKN2nxxOKUBTfx32tf5PU1xip9zzuUbPb2c+oLZYQWmjNaJps3ew6H9NNrXjps/7b/JHUAACAASURBVE3LVzee6EhTj89rHM76GErZNPZLEfyT0gaD+4WXtvo7ojjIDz7THl3+p/nNYpXvF7dON1jfM2Ypr7CQ8QuahlKm4fyWfgf9rgVfmrITR2BXnIW8FFco+IeT9mJaQ+sbWfiHH31262hMUojCkF1nz/ruh/JcqWEH5UshrgzVj5E7VhcoI+mME/iGxbjdv5hPwlyfiMeEM5onmdm1W83vKvxdnr9rP2smdu0J6iPOh7udF/fafUW6pdfnB3MZY5kUbLx7relYyLx2w7y9v8XLl7jIyZoL3XLZ+Uo+B5hHTrbfRd3LRSC0xJ3NsKHF99EPD6Xc5xv7gkYA0jAgWa7y3uzpMz/Z2uiN3++0+aAkY1cUfXquHQB2fmnukT3j+qCMlCiX8iJUHeF2Bx6xe3njRd9dCzsVuIfHhFLoqH2xG0Jp2cqXNPQqjn0YsdJyQ2Qm7YyqObk1Efz48PMHQX2lNaaQMgi6pFCWguLtxrWhbXdgrTewDuPZG/svB/P2vSefD6L3zL1jAX20Zbe87m8puTzars0P4lNX87t814p/qV5mztz7aFBe4+FB91W/j6vOCdXP7Wcdl+oLIrcIyCezrQjIJ/OoGKNADhQB+WyMazh4PDX4+6KB5iNR3jm7msxvttYFk7KEcDf89dY6Q9wkGjbU744VtuIEsTTvACrKctmAeg5owlIPAPi1shrPcm/Krh1mRX046Cf/sribcAWONL8R3Ji8J3XtGiQcyRIFK0UsCmWNn0YADstbwqVrsbu+aWtQpwDgUQIZz//Se8GjF6E+LI+kZ2xtpbyzcpNi8xENfzxwzaPtJyW1Xlt5v8ZXHLAo+P2+C6nSkJU9VphqN1tbS83axm3e4tG27JqzJ9wNjt3G/1hR7R12q7TGIqRN2jTBD9wLvbStOe85igTazlBppJ3LL6ktbOoey+0NuaVDzocFFgojpRsVvl23xLy8xVfMwAeAgqGWMep7tvTLkp2+F7Zgtds9i3Yt8tJaRGIZax+sa5eb58NtOYtbAuXBAg0Fi0B1LM9RKEhZSLwZ7XPNX3vPBP3tre4Og1JNaRACrNu/uX+ndo75ZeXe4Dv1a4Uz+5U9hez4Kbvr+97GQi6q7obyHIXXzN3bzcSdVd6cgCUoytGsc8pQaAj7FvddM2oqze/Lawy7qGj/zBGvl9d4QHaW/m7vimJb+u86zuXVFe4JXmvoC+q1ECWsfNYuap6TZ4H/i137PX/Lr7efMa+3nTG/bjhqfrZjXzB+MV4D4IfxYDSfaY4v5JwDzXf0hYqH0QfeLdjvK9/iQLXRLHMxr8KBfHYwAb6jiH1e6nN14zbz6raB3TM/3d5uflXb5/XZV+sOewYkPy4ZWBswbhbShtTXALYEIGpuZV5ChsX4Bf/yKOy1U47+9dr2zd7YobOPkB05qwhZk/fIrHFKMeUDUCsjA/q88sA6OjhQNvemmdXyVt5YqTmN8M+9V8ys/vNaAKM1BpJu3FwnN3zEYw4WTWEhoCzl4sIwKIzfuB77bVmNx5cp9f58DVhK2nwPXYQur+38BPq/3/a+wcjFm2/Kms3ELt9lTVo3JYDfojdNOL3h3VAXPHY5owB52op4SV4ok6lLysrFvb17BQBfIL6ruEGek0LCo7v/EGHknTCZR2VDVoxyWQMN2hGBj/Sv/vFlKvDj2G3fNQx5oKSy68m9x3e+aNFuRlvR9OeucGWS3Y7d+19Ud3v133Dm6iB6v//+e9N+rj7IE/7DO5cu+CteQx+8UBzk0Lkdvr/1Kc0LvbzW95wclNd4efD4i49M15Vms6lv4BwYyrShd6EBiEeJUuhfEZBP5lwRkE/mUTFGgRwoAvLpGXfl7oNEwDcJEC6+T++i5t0q3yrCE8a2NZtX6w97wtkfe6+bP/ZeM7/bd978au8hg9UycbgA72cnAPMbG2rM1ha2qZdFXmWtZYarPJdsnYy1LBZ4v9q6O6AD62gW97P3bDdst7UFOt0DxLqWxiqHwt+XVw+yxsUqigk4zaFeEjrsMNgKur8uVLgHtCD/t6uqzKac75eSBYKdRtp7WUssy72fxwNcFZAHgIwrgLm//9x3xStvoVatgH7wa2ZuemJeyluHu65vrAyss3BPo/dJIe1T/u/frKw2vy0bWFiqbn9autf8ynLX4LnBqT/iAUWAVOT3yz29ee17ds1Og9ul0b7+VDHQtqGJRZLNA0C0XzccCSyZfrGl1qyq3zFkOkuby83altVmRctCs7RljlnWMtesbFli1jevH3LaLg+nVpebP+xc5QG605vfN+/lZhv8sk7q2ml0MCjllNKKenyzsmbY6RBdG5s3m3n9hwWzkMKyHJcsdt/DMtwGsZe0zMpMDzze2LzJ4ykhv0XDcIdrWlYFZaJPRl0T9i71AAa7jemesyCmd6w0AtZJg4X71H2bzV86fPdbHAqm+G74bod/WBkLMZuXae45oIz8Fre8P6w8WrCnyrxeNtDHNEYoBPCZVFVtSppGv+9P3zWghBI9P7KAMD2bsrM6kSeUgfg/Ka33XH25dWP/frfdP5iX3RBp6saOo4ON39ixycuPXUvumGXnxYHeL5f5isXfle1OLMdw9ws3vfl7N3ntDGtLu1xp7mX1GncGhVz6zG19Z8zL6pa9+Hv0+/h44/nKuh3m5VJfpv9pZbvB8tzur7r/44GrnoykMejdXbsKas9LWwaAZkBHd56l37Fzyz7YdVJXtflN4zFvfFH+f+q97tEpa3XmCqyg5SM8rP8yD8mCnB1xsibGDzS02HPklGZ/x5jK74YY2RBfILxASM8fecSBkADJise3lBFAvwJZ49Fy73wZaMyL0zo/dO00fdeAW0d48sbuCo+eOW1vxboEtPmCvI4LG2iZuL/OmydIi3OlJvT0eM+zGOew03Fhz4B7HJufA/dvmT9XLzM/K601Ozt3Jl46qB4FvU079x7w3elbWw+kPyDryCqecVr1iwznpsNv4sii3U6LeQHwXc+299aY+f1KIJ5R35y3xe5O1m62FfXqzmWm8chh03r0ZOSVO3LCtB88aFqPfuDF2drj71gjbdoluxoAuXGpSFuhHLaywT5vTO15euO7oX3YbcPubw4spv4XtR0yH332NO/68NMn5vqdu6bjbM7Mbx/Y3Ul5UYhwid/Qjl97eAJf4bmU0ryb1rHWvLHvjJfXn3e1pweGxjTmD+brf3xlfsjomiaK5CIgH8WZgedFQH6AF8W7YeZAEZBPz9Dmwx8UAfk96QH1oSgfANUl5L6y+0DsRI5QLhBZ37y1vcGs2tPsX7UtZlXEtXpvi9nY0G5KmvdFXqUtraa0pWXQtb6p2fxle31Ap/K2rXZ49vMtdWb27iZT2twSXG9WDnwHEAuYia/03+87b36bO+1ZAmn7Pmm8X91oSpubvWtdS7kniBXqX1fb2Sf0hPP1ja6LQZmW7d3h5YUQFiYwJj1DMEPYWdS4Kq8OcD1EuVzrSFcY029ZxqaxNnJpkpX+u+1LY9uR8mJRpbqcUd3i3WNFGbzvy99WGfUcv/JKh5B28XJFzlDftlU5z3/TdCIyfRRQv9x9IEhr7u5Ws6mxw2xsbPfCTU0dZriutXWtZlVts6FfcM/11+2+wusnW5sS/T/+oeeqt3CivK9urTdr+tNQWmMRUp6ksWi6pfz7TXN0XaiucbH04xK/D79T2ZCYflL+Ue+X1+4285vyrbzoiyx+ZBFP//L6WMPKEaMjir7CnjeZxfUbzfymuWZOixbKb5l5ze+a+Q3LzStlFQaFmHgdF/6576pnkag4r7V84PWTn+/sjPz+nf2+RRULRXesSPot38KL6zcNG6/frBhQKLPrBCUlltssRFE4/6yyI+j7uGmbm6BwLqxOwvsIbuI0hrHr57etpwx9HH4z7zJX/aLaV+AS7/dl9ZF8YQeb0gIAV51Fhe/sb/baNZaCSfVivwc8oj/MbJ6U2BbsvP/Qfdnb8QON1Mlw8jFrWn+raDD426UcgB92+eLusYTVuMC8FxUXsIa0FzYuH9NyZuVLMX54P33e+MKOV/ohcr3dR6PuBdrxzawMLixtvs1r8BW19Asuxnqs4rFSx9+0nhMCFIsWDIU0rr3RNXAG0uROX3bWd4DMgIFYiGNJjGGMrOKJI+tl777z7Tw/9l4auTfNG+2HgnyVvxu+2+HvCEVGACwVIEoaAtvL7y/xDorFVQoAchjo6+XpKM3ntE40S+o3h44Zb/fLiV69VXcH50FN27fB4x1yS5T1tsYpDzzv5zVKd8qGYQppckYTv2e3vuWlFze+KT07ZO0gYHpWbrKnxEc5j4L/9dwJL4+XS+pCy2a3E+7nN/kH4tqW1nZe3GOpvfa0X8/UNfXOM9oTvGX9JsUooHHcLgYURMTlkt96/LOTzpyWiR7NK2r3miX1S828lsG7Bom3uHGyWVJf4sVdvbvBVFWuNY3bZpvWre+Z+rJ5prZ8keksfducX/N/zd3l/y24zq39kekonWzW7uEsoPC01VZoc3a9aJ7h/a93DbhIddts3G92slH/v90WLVtQJ5R/UcNqM73R569oIpzV6it47Ge6x5jjnf0NQb9SX06PDD0fMb//4rF5crLO3KqbZW7vetvcqpli7rWvNl/fHb+7BcaC80VAfiy4/oLkWQTk01c0oK07MRd/D/8CYUNDu3mtzLeOB4iMm6ztdzoARhPqe7vbTOOBQ+bAmYvpr7MXzYGYq/fsRcNVf/S0ea3Ct6gDPMJqFot90eNtu28+YewDU5e29nrfzqr3AQwAvSTwj4NOVZ53dzaZNXtbzZq9LWZOv4CRJOAOEhKv+24jsC4VrWGhtvGzS2FOi+9jO2k7q5sXv7WQWVpXFvSdJTU+MMPOhrC8w55N2bfFEz4L2cIvAXhSV02q/FCMwPNfbakzfyjzASkWfGF0xT0DuFLdveaAvPz23pXUJYLcygNwjm9+Wlpnlu4e/n4XNpa9v3Ngl0pa5Qn0onSA1gnbxxbYCitT2LOf9SuIAELF76Twtf6FIuVcVJPsLiss37TPltRt9QBsd0FE31zYuNQs27sz6F9p0xyv8QCd4Wn8uRLhSjFtb35ld9zOm2tmZpu/aEvyZ2+PaXIdMLdl8rDxGuCVsnLhhiGqzf2u46zBUpR49P8F1SPb3mgbf+2njfktaXcQAPtL/X5+/1QevnDWWPrL2r7Icrrl5wwBFs4s7O26iLpnjpJF3O92rPN27KA4cNON+o0lrupj4Qj36bj+97tt9ebVcv8AQ8ofB/yIF7i1EvjG1n09d0PavA9GTDDLa/cMW1uOK0/x3ejM188DnydX+mMi7vCi+mnYc+1cey0BuIviEbIKfW5So78DVYCdQtzBcHDqXw8MPkNIu3R/3ZjvksP2J690Cg3f3L0wb40RxgOe4eJxqqXE99zsWNbUUflj9DJx/16DImFq40zzfjNW3hM8pfniptmmouZdc2zTb82lNf/HXF39X+bC2h+Zo5v/YJq3LzGr9zR6Z3sxdiKn5tN23dtpqHzZ2QuwbI9L7D7QYZvEY9z/S+9FLx3mPm/e69/19m67r3DIeq6VXPgA6OfTd8O8Wn/Ey+OVLekA+SX1/gG6Wc842f5ouZm/b8B6np0TAq1Zp9g8ibuXLAKvdu/4uenb9AfTs/lv5vaKf/aA9JMb/sN0l/5/pnPL/zEHN/9vc2HNv3nPr676T3Nl1X+Zu8v/KQDcbfDdvr+/cnCc5rLf9s8dvrtAlCzsnGBdhvJHNLMzGt6ozv+0a6Unv7h8T/M7ONMrZb+mrbxcWm3+duCod9EfyOfNnl4zsWu3mdK5zbtYD07o6R3UFmRQ9933P6QHh57hmN9/9Zn5tHN5bHt4VPFr8+Xlzme4lMNHehGQHz5eFlNyOFAE5B2GxPxcszdXXLyMgoW8rFVfLm8ZNFnGTeAAoBKMtaiesiP9ga9Rgrr7fPnuZiPQiK3wb+wfsIoJow+QT/T8qbwfgMkAxMoC56WSOrO4HyRY2OC7kkEYkhCUJtSCHaE7jFY9+9Xegx7N7DRY1LDSE6yy+pGXe4e5LVPy+s38ah+Qz1K/b/YcDIQ7hPc0ZSVOydUBv9W2P2qVMyxkRwb1BVj2ar+llq1sCfsm6pks4W3LKeK+XOZb3rPlOerbsOds24W20QK6X9/mKyTiwMIwOqXUwNXGslFSHrj9NO3vqTt8pQNKhLCyxD3Tzhz6Sdr8hhoPq/nle3eZFbW1o5bnUGnO8r0s7Wjrcbx33/2+c2Bnj6zp3Dj6bbsUSAN2EkeLyyV1W4aF75rn6M9Ynou2uJByEb9Q0CltPdiKOPytx9Gkd4yRcvVF2ey8VuxpDgCbpPlS6RH+7cCxwB8zcx0WlFFjP3Uk/7pTahd5fAJosdNLc68+PZI7X2zehN1Tv9TzW20DVrZYWerMBZcHWCXK2hYrxShrS7lIoC1HWbqG0VN8VgTUR6sNvNqvkGW3U5r+asdhhxH9Js15Um55MMDgWyxyAYNxj/L2/lbzdnfOIH/iG97Oy76XIjjMVRru7qZ3rArmD80jWcIpDbM92pLOWxJNr9YdMn+pXpqY56zWtzzw++39zXll0zi+vXyFado2y9xc+a+xgN1fNpZ49MXtaJjSWZZHD9bqALqyWhc/JuxZbPydb77SXWc6UTcYOv2l97yZ3X92DDsO3LEw7Dfjo9Kfuq8kr6zwjPMJSP+1bekAedrOvOb3vDSzGAlBL3TMaBuQJ9afmx24LAKcx4VQWBn0bECx4O/kuLgmv24+3vTfzd93/Lv5Zs9/mm/3/pf5uuY/zGdl/2YerPl/8urww/X/bD7d8q95zx9v+Vcv/g9N/8t4V+P/Ml9V/4d5XDqQR1/J/zbzW/4a8JM5l3UlSmDmaLs+OQNqc3eFx9ssBlhqx4SsPaibuY3dpu/cpeA6eOacOdbbbI7kys2R9u3m2KEO792r/cZ87prLTjPqXofI/qaiJQYJen5efXPvjHlQ8qOgXdB2nlb8D/NF1f/02tCnW//NPLTazZP9q56fwhdYkiIgXyDjip8lc6AIyCfzSDFW7SkC8q4QOxK/2fbOBOxam0RNovZzWckAlJMGWxCHGxCU5WAWAI+yQM+PNvtCf9ayCYgBJIbnK2rrDUA3wl1aoVT+L9miZwu8Nv90jwsd6CW/FbV1Zk6rb9Whg3okHEaFWMDMbfO3lrruHbA8JG3AauWXJsRHNOXFMibMx6dLC8C9fFFO7qxKlRdW4H497TXzqpsCxQtgXxoa3ThYeZGe7b9YWzCzWoCRtoDun5emXzgU2keX7B44rNU/rCzcKtkts37L1Qa7LAqlYTS+e0O7IDIqR7z6aDvt1S+Km9Gg9UXIg90fjNv0m19nAFQ15qv/JoEXnA2gRTquCVyrPcYTfKTKgs0bexrWDFs9Y43nlTHDrgzcV73U7+t82ggom9W+2B4ObVkVcZrn3P4gdzUvV2SzeqWPvdnTZ95vHdiGjmIYK29AFg7tw7ISEFp1ubBxSdB+soD/Gre08wVlpPgx2qHGpNeaP/CsVlU2QlkkUm7mdAHxisN73PYw/+HegF10gDi2v9zF9evHrGyjzctifs+OMoGdZow7hYJ3MqbIqkzDyMabN0oGXNFoPEgT4mrS+94bM10LcV9uAkh+v027UwZ8iqvfRoXT9q33XFiSPofapqFHO31eqagx+JXHXSNnKLEzdkbbLIMbmbe7ww0QtHtzwoYNAVCH5fRHGweA3n/U/Zf5Zvd/euDdrXX/HpQ9SU5+s+eIYbfr+20+mK0yz2ie7J0B89pO3we9uyNV6x8MhSj/pM6BuZv5ANc7rvyv3zaATdld/snNHfx9a2tl6nFxaZ3vH58ypAHldXYX8eHD5M6B77GOx78571izQDMH/aoM7H7ioFsZVIlvB5tfMYCo1M/9Vf9kvtz1P30gXYC6Ez7Z5lvKEx/Q9ZPN/+J9C+j6dc1/xn771a7/8PLwrOjX/XdTvuc3Zo7j0kh0EW49vNI8+eqxB59M2O0bEiXJZG7d8Fu7bQ/fvO+l9c2Dc+Zxyyxzd8VgC/776/9fM79qh9ces66xyUuurxa0HRbs89yG3354xdxb8z+8+qdvo8AJFDFOu/l8ux+Puv+0a8Vzy5M0BSsC8mm4VIxTEAeKgHx6tq3ZXXRZMxqLm5dL/C38aKvDJui4Z9reiK9uuV1hC+xw0Y2FugTvrFbTcl/zUlk2y3/KK6D4pyV7g7Is3ctBO74Qh6AWdro8Ah3P5ft4du5tD+CI4yHvbAt5eIdVqIStJOFz06W5gZXEgsZFAb12Hfy4303DH3qupK5jDned0e5bvM/vmugdKiSB1Q0BJOa29x8MVTfXJC0UKDPgDVb71C9KF+h9rd9CHhA9iWdh73+yxbfYwrJH78XbtIsrfadQVvfsNLB5Otz3M/vd1dBulXeWECsteDnW/piT+KLzDH7fVYDSxTpvACvgpLyK79PxaJrl0z8JFKZvaecIY+uv9vpuvgB1UGDFtVl8AWsMZXzDYo+xlIt7jXnEcRWLQ6nLGf19qxClnBaNjE1DoSHqWylMsZLUIYVxPHTf6ewT29e9yvvzqmjf/m469u/ftR4xf6vxD3kdqJN8UGtuyzTPR64UiYy9dhpp77GsY9xiXIji0Ug/1y4RnZ/D9nuAuaiyo2TH57L8K0fFw6rTdh830uUopp9uvCvyyedTIHPs6Cio72ps5OyLLDyVXM85OWnHCTsecqzWBYRxO3P+1nPITO9Ybd5vxaAmyif3BPNe2wLztwO+GzMZYmShT0AmcphNa9L9T/tl4D0b/+KBdfdW/pMH3kaBdTU73/XKnlVOxJXIXw+cNi9vqfG+R6mh+kPG1Vkl0MsuLfFXB/ziemR2bmAO8BW1Mz3gmoPAVx5/L88vP8oQt+wYyti7qqdtWGnuHqszdz/6JNW1/1JXMCbjooVdWvYuJhSiKI9tpelb3QNt2zYKYMye2+EbMWn8BqS3Lc695/1lbmn5tfl8+78HYPw3tdGAql13T8t9cPVeP6ANkP9t7X9FgrH2t1/v/k8vP4BZwH9+H97+f01N1c9Nxa5fmbpDq83Ju4e8g0ZtZKXutN8/srYRKYder2z1kvusb1OQPzQ8WvfP5uNN/+IpJWTJXbf6d15bAQNw6zvpt/pM5+VbNvnP5f2HVb/3ePlJyb+kqnt2SnjKGJQ5F3LPJU/SFKoIyKfhUjFOQRwoAvLp2bau5kAmIS+LQFiM6wvkWLMjeHlgQMrDM+1JVn67f7ylwQST+TBausm/ZZJLBJsm3XNYH2X75Z7BfusUJy6UmxMb6Fi2t9LMbZk6IBTun2jwGYmfRkLbKg6B1N96m2zpLGvTiZYyA0BKgiIHUGGhh0sYLPGwwsMfItZ5irOgcWFkf8FHLrzg4NO4Mrvv/tJ7zkxpHNh+irU8dCCAc636IN9acsre+eZHm2s9oTvOXz9WMgKSbHcQ2g0hyxyXnrjfKGwo40vb8hd5comA9WPc91HvBD4Cco3kuCGXGhzaGEVL3HP4TfmzLo5Hskxhab/UrwAsZBcA5ZfSBSAwLP3x9GxZVa1Zur3GrKgePiXlSJWPsYf2w8VCicU6B2+qzbGAp19qe/2PSxu8Q7F5bx80CiARVrekxVj8sy1V3vZ+DgHV2KXQ89HfsGLYfW3Ld/xgf7vJYzNW8j/q30EwEmdJsKMFnscdjKs6CAtfqe72vp9sWfDLBU4hh2OTx2st/sF+f6yo8VytcG7Cgqb5ZkHTQrOoYZVZWlce9L0hg2vd/eDBGALy7M6iDmjbtg98rGwBdPCFi+Urh9G92TMAuHkgV0O5ead2rpnRNM3bRTeveYZh18DSum0Bj0aqzxbTHf9zwHiuo/eCscc/wDNsfIl7husv+k3c4dJh5Wcc9ftb+nONbDow5uB77eziHuVjmCEH4LIsvomHS8q/HThh3trfZt7sqDevbKvwxnc7fdttC+dK2e+i7jlwm/S54mRf+3udwzVlS791/Ir/lu/CxLGcBaxdULHSy6PgdU1FzvuevKFFhlTssLRBedKnLLglEl/f7m43M3MDu6c0b+eHE8z/z955uFdxXI37b4u/OE77JU6+L3FLHNuJ7cSxjXE3pppmOqiBehcSAoE6HdGrQBJdiCp677hgn9/zzt6zmt2799696sDqeUazZcqZM3P37n3nzJkJGwvidMa+KPrupu8Q4/OyDHT84VpPaDBw+sYJyd/h7HWi9bKPie5lotcmr5/jeVar3lkBxgSNpgsTb2t900DUS9mOGxqs3W1wnuoYiK1wFfc2qdLb93FpQt5rec+7+W6VOi5tLua9KD89vB2nO/yxf7DM2Vcq7DjBCO2VYucdcN3R03Jz/RxXZiz9WaVhy8UxqzYAzB/mF5uxks7vNjUgGlO7Pk7+p+3C/UNNRpeXl/wyTod+ndrn95Y6E0CXS1572lQSuj0RkA+tqihhuhqIgHx4jeWu2CELa9ZHP2qG0BK0D8j378X4g9hGmsAZ9QfHho1BL+H9uaYb0wGH9IUqbKygoj95qUNf4vnR4pW92ewuP211PFDi5W7q2vGCJUYyH5h2G7AU1hf5L5d662IC4NvWqUlfHnFvk2pJvMJeYDWAya4/2bFu8PNBbZbMWN3npsD/EsskBRMIWC3r8n/ahAU8L4QsZ8R/Oz9u1K0M95kosF0cqcWWH6onk1Hv6fJp/wuo9mOqjRK1HH+s+ePHweDCAAVz+kPJL0eqc7V2SrTJo3cMD67s6ZTN8+HvOVXy8ZJy+XRelnw2bZZ8NmuBfLKkTMauSO3HnE2g/ra4WmbkFMjk2fPk60mTZdLMWTIjK1fmldf4Pqt97ZxfuVymzJnvBtKnkjujrlm+mbfQzUP+jLrUKyVIM37KVPniiy9MmF/Rtwnst7lFnvJsmezjGVlLEspH+bOLymXawiyZMHW6jJ/yjXwzf5HMyi+RRbXpWStmi+3wTgAAIABJREFUrmyR6Rk5Rpfjvp0r783Ndp9HfEbR97/m58l/p891wz8XFJg09qol/QFvnmVFDcIk47/Km+TDudny4ayFbt6XC1bK5wuXGB1MnjtHpiyYLXOqi2TRqhUJ22v3E22fnrnYo8OF1fGbZaIfdDJx2gz5dOIU+XDKTPkou0Q+aknfzznWX7TLnpy1ZRrIsU6EhAU//ueA+ny197nQfUPSdVOmZeuPZXXZlqx9A3U/oavR8CmdrJ6hvqeT1kzkqx5SxbbrDL67hlrGqPy+53mki4HrQt+30rWk1c/FQN45dGP3/qyUU7cnH5Qsl/cKyj3fV1hg41ueoADYfI8VN5pJZpWdmFWT3POvotXyzXdZDOLb+YKO+S60rb8p+4PtJwOfJfam4W8WL5cDuY5faSywbSAXdDy5PNfInK4lvsrM94zbrobd5nebGh/xfWFPJuiEAen5fldXkPj6n7RhgXyzdoJMXf252ZB2QtNE+WjFIvnnqjazRwv6wLqePb3U4Ihy+K2o31kLimYbUHm9YVxSMPDo1E65s6tYbq2fK7c2zpe7eytl576lkrc1K7YZrmO5z2+vCRtyEroHUh3wG+j18pXyztICya77UOa3jIn7jTV/zVhpXf0vudryV9MnWKgbK/Hc9KAqfXg/BlbxKx/Up6musWqCuvFRr2nVdU4iP+Od56+6/cxvYXuyRfWgMcZKr5Y4MD5rc7vRL/VRL65ztM5E8Y7yd926woxL3aeN8bDv7KWkfZ/WzZ8eG2vym+tmydVl78uVqrfl2spP5fa2XPnufEdaRQ1mYmRBn+lOxqBvViWQ99Gp7YMp0hNTVgTkn5iuevIEjYB8+D4DyM+raIugfEggnxMynf+HjFqs2m4+9Is6Vaw/po0rgJg7Cdyj+Ovo77nrwiSFK4QgOV3L6H5sVkV5mt+/YZ62BZDyZnm5jGmski/bVsmYpmp5s7xCsDQJkifRNful95MEm1XiP3FO8yKZ1TJNZrZOEqzwcE/jbBQXDgToxnVhga9ZXlrqWA6ypJ92Y/WHheTs5nkmzG3KEWRTnWjM5r7/iPls1pd/O8Yn+1fWagDNR/x2zG3NmyH9d6JX2zpJfzSovhXU88NAr6UT67LK6bWpQazdjnSPXb/PFen7faY9CkS1r9KtfzjSL6ptkI+nzXJBtQJrO/5sxmwZs2Z/YF8BwP41LzdpfiBsZgA0B4Tb9QDMU7V50bJ6Tx7yZ6xIbe0+c3G+m2/cxEmeemxQb8vjPwayB8m3cFm9jJ/8jVu+P99X476W+RW1gXn95WG5P3H6TE9Z47+ZKnx+8emt7szeXOTVHXW+kVFiJtdsv+H/XtflurN5Jb9OPv/yK0/Z70+bLZ9UNhpQbsv91fgJoeRFfmC8nffLceM8/U3bv548xZPGTs/xpxl58uGW5JuD288IgBXPr2lD8AwYCiCPnhR48R1ttyXMsT7zwk5C9m3Q2JV2XfrjfKQnEtVKnn5mb5xUeuJ7BpBH+jFpuuzwfw6j84HD5UiH6etQV7f0d4WsrkLlGZau/lnJZz5r9X0rTlJ95vS+vjNX5Hwqjdn/dmGguhekXA3sAYLlrv/3zX8xhImtfPK7vNHnvf4GoKx/LGsTewJaZcGa3jzDYmUp3CYPeqUM7rM6lefK32LfJdwfW1omR5e9ZYAb1teJgKd9fVZFlmnbm3XbUj6jVEY7Jp/qhpj3Rr7D1VKea0xksOKA/rXbY+6VtggT1Prss8tKdcz3CvpSI5fVtV8Y6Gvg785lcuHwNm9oninncxwQThp/6M3/i3xTkCmvFNXJG7Xhf3fppsAT87OMr37K7c7+lRyr+pOca31Zrrf8Ja4v1B/8nYrfxN2z+yfoWF3dsIlr0P1U19TC3rbMxwe50VvmL+XnH78LBCu7Tl+QV2LjkrHIbyEmm3gnYNUDewbpBrv0XWZbu/x4+4Kr54fLwq8EqC/9xB1XTMCwesYedxxzzZ6caT18MlDun767K49O75T7nauMD/Ubrd/IjebJcnPNTLm9dYk8PL5Rfv7+gSfv/c6VcjH3D67s/rHC+bUVY+X7iwc9+Yb65KdHd5x+yniuX33PeEP2RBMvQy3/SJcfAfmR7oGnuP4IyIfvXAXyQPn5VRtlUe06yahbnfaLX7ovik9qeoB8Vj+gPOCFL+P+WJLjAoC8fNGrX0cgzmDpcCBAXgElL8P+F4Mw5/rinMjyTZf7qlsArGF0A8CwVnZqoYMVKnoMY5HYX91iNalLfJHZD65tneCygKWqyJTucmRbvmnLmgVA/FFFo4EWHCfSp+YDelEvIZU/a2TmxRKXSaQPWjKpVlz9cQmhLpkou7B1o5St3SwV67YMWihft0Xs8GqxMw6S9Y3dT/ax/nBa2LhBytdtThjK1m2WkQila9tk8vQZSUGpgtPPJ0ySDy13KdrOMfNzQuWfPG2GlMT6iz4jLCqp8OSdNHW6ua73g+KipnWePMhHuaVrN8eHNZulNBbGW0B4fkGJe537X37lhdTaZn88bc48KV3T5gl5Kxrlq3Hj4mTy5+U8s7zak9dfVkHDahk/aXJcWZOmTffkK17dJiVr2mTyDC+4/3z8RPOZ4zlhW9XRV7inwRrdluvzL7+UTyvqpXTNJslb2eS5R7qc6hVSsmZTyjBu/HhP3lnZi908BQ2tofX76fzs0N8Luqqnpf2Q7D3W44Y9x3okeTghe44lDtsPHpXCjTuNHvvzfELXb6xwXNasPXra83JVudfZMBv4oZ+fMLFah75T5fiR9RSa4GT5fmeVF9AqTB12Gt1HZO9gWsolkJPLvb29cvLkSTfwTq5/23rOm77gef/3mo3Gl7ItK8cK4F4uct6bpq/eodmj2KeBx48fy82bN+XOnTu+O9HpUGrg0aNHculst9y4eFru37xkwu3jm+Xm7kq5sTVPbu4slduH18qD673y9SpnA8h03//5HKjrkZbqBbJ32bdphRVLHdcrlJHO/lW87/H5JHTn/tHAqvfzS8w5z2km7Y119obDHpdr9ucY2fX9nu8v+55ab7NKU/fI0vqIqYNnKqDdgPvYu7um4d0fwI9hjl7zxxgtVdVMle+b/9ds1ApwuxUS1tbWTDblArdtucMes3IAeebEXN9wjHX0m3XbDYBPCNqLGsxqOX9bwpxTpu4vQ99onhuNr5p20/6jRW+742f/0ilyavH/unD1Su4vBSCOpTluPHDZoj7MOzL/JG8WOpvT0i/+iRdbL6zo1kmWvxXWyd7Mv8hdNtDMcGB/MgB9PbYh64M0ILWCdoX5uJ/Ra+nEt0udzWGR1c53Nc/ZYLar/FPZu2xWYGitXihfl1a6Olfd2/EbRXWSV5kne2tnybHCfxq9h/V1bsuzJvddebtgqVsXv2v5XULQ37jU+2ZRnVRULTb1UaeGjqqv5UTeq26/My4Sh+fkWOFbsm/ZTDmR/zc3HTphU9TvVvzebJz6sPb3ZuxcjLkborzDpR/IvtpZoUPH0olypOQ96c5/XXryXpET+X+Xo8X/kY6q8SnL6KwcZ2RjDNu6CnuM/Mh8fdUXQ/mVMWrLjoD8qO2aJ1+wCMiH70MbyAPlBxJ2dJw0PwzsH1/hJQlO+bOIJAw/i/zshp/l55+HJxw5eVpatu2Slq074wPXA0JG8ybzBZrupiwAaIW2vCSre5MPq1qkZdvOQQnjatcY2dL9scBLmPq054e1/VIW5pgXdn1hadrdIevbu+JC4+4Dbhp9CdTNoMiLJUAi60SAq1qJkBZrFOKKXV2hNjdiE6Qzl67I0VNn5MS586HzbO8+I/+ucqz6qA9LI1zJ/Httl+k/Ji/UOpL701u2ybmr10OXH3ZzplTpavc5MMnoZtkms/TV329AP53QMG1ZviWwn0nHfUK6oFtdN8xcvcM8P777LtgSJfgJkf7Voh2OH9J0/cjTh7TvkxUb0690mHI0NcVD2M+mTJdPch3XNTa85fjT7GJPf36wcrMHxJImKytLVq9eLSUlXvjLvQ0bNnhatmfPHk/+hQsXeu4Hndy7d8+Th3J/+OGHoKTutfPnz3vyPHz40L139+5dz70JEybIpEmTPGHKlCmmPZcvX3bz6UFmZqYn/9dffy21tbVSX18v06ZNi7uX6PsOKEndtMcfFi1apNV54mvXrsWlnVZa4362mIw0MKJht7y9vC0u7fzyGk951GPXXVZW5rkfdNLT0+PJQ36An/4tWLAg7v6SJUtkXmGZfDwh3mp+bG3qDZR5tvPZ4gfl459+0qoGJWZsdPdedMpnU9cd4d2J6fMQcIR8J6/d8sh06+F38nqpM1HptwDVvP6Y5+OrsYnY1YdPecpLdnLzwSPXEo/vXX+5ic6xGEX2r+o3Jyt+UO8lA/JUxMTA29Z3JFa3fD/zXakQD5kJOVv2y0+86EV/gRqIgHygWszFO5dPyY2zhwPCEblxzh+Oyo1zR+VY21I52JovR9aXybFNlVaokmObquRYmxM6mnJcuHm06B05l+UAPT/c6s34H6kpcCZWeY4ALBN9Vv3X1dJ6XGmlW1e6UH5SqeNuBngdxpUi7m30ebesZooBXAawZfw/ea1wpflM8j3EbxG/vHqOT3l1QcZn2H5HVxjPdVZUKpyeVlYqs8uL5fUipw79/Gv8cclSeaPI2SxVryWKp5TnGhCvQE79gQMR9Vqy+G7TS6adlK8brmrbUsX275P7zX+VA2VvCBurJpLVvo5VOfmxpscQi983OiFjp7OPeW76ZdRnaHH1TNNeADd9eHLJX6S9+hvZVzNNzuQ4ls6XF/9SAJKJ9HE113Hn0V7xlvyr2IHyyMTqWvqZ724CcvNdoy6F/lG0QvZUvOOAzoJfyaVsxyUMPtET1aVW6riuSZQm0fXb5TGg3g/resq8FQPy/jGi1+3JjESfwaalCyWjokC+Lq2QsSXV8llJlcwoK5HyyhzZs+xb2VczXY4U/1t6MxydArQTtSfRdSYcTi96XooLpsqHJX3vhjomuJZdkS87ambHPTOo2/984hw3P3xGmIzB5QsW49fynYkI7p/LdI5TbYZs65F8B8s+ipPBr7uOyq+lJ+ZOKkg2rjFuOyu+TFhWZ8Xnpl1MFCTSW7Lr9AP1XFs+JvGXyVN8JwLyT3HnjnTT+IHMD8j79++PtCijvv7RDuRHvQLTEPDjFY6VDIAz1Uud3lcf7WohrpYHdR3H06g5eVKs/vgy74/1oO3GJGipqbYjKNYX82/X7Eoq4IINe418WONrObwI2ktnAdxYnwB3SafLYc1LSlGD4NtcLTAPXbyWtD77JmCQZwnQMJ2/u999L/nbnc249EXJH/+rslWaDwUvJ0ynroGk3X7yvLxR3mctj04Za7zk2z+okP2VUu9GrtoXGqvbGjZo1WupYtuSZ/fJc8MC5K/cfeBakoR1scMPSrU+2dLTOxCVD1leJiT9ABg3KK+Vt4r6kB1bs9oDU42VfGyjaTZaHPuN17oeCG3/7d+/35MfWP3jjz+6SYYLyC9btsyVo7S01K2fg+7ubvceMDmdCZ6zZ8968qJPILn+Udb8+fM9aTZt2qS33birq8uTxobiHCcC8hTQ2NjoyYsMaw/1yEfLvdaA70+f60k3eepU+ckHs/39FUYfQHtbXmC7/vknDL766iu5dcuB1Mev3DDP6Q9mzPPkN65rUmxmrt8Fc9fv0aoGLQbI8wyf3ORsQJ7uai6diPtiVVugTFtO9LqwJWj1kP0M5PtSYRffa+n+tRzum8TGyt4uO+iYtur3TteFq+lW1+/0qYA8BT/4/gepaT8q/17qGASonBrPWLNT9p2LnzDrt1BPacaRBvIPbl2W+zcuulbiai3+4OYl8YbL8uBmLNy6LOTTcK5jo3RvrZWTO+vl1O6mvrCnSU6Z0Cyn9wSEvS1yZH1pzIJytrSvmBsL82TfijkJAY4fCvX3vKNynJzJcdxaAHQuL/4fuVn8grEWxRpbYSb3JuQ7blCArBijBH1e7Wv6TOTzAOjrr4yba+bIv4trzXMAy23AqV2Pfcwz5dXYBOO3FVku3LqY5cDUvZVvy98sYM57Ns8Y3q8Jxmq92vqeKmoQfGfTXsq238uZfHul2FkB80Vplad9jUsXSkVVjpRVLpblVZlCG7T9uZV5pj1YwOuzgvgfRctlVmWWXGr8uyu3Qjj6gj7A8luvpYo/L3M20UzXPaa28YuyYlPXnRgoPlD2D6ldNlnmVmYIPuq/rciWsurpsn/l+1K3bJKnLawM4l3c9s9PG3kHf6Nuq1mligHVf9u8LuEA4xhHkRZXPY+a/8/I8F1d3xhFD+cXOf3J+Hzc9MekOgHWkueHVX+QK41/k3mVizyy2n2gx/TD+YZ/mE1Kycv4UT/dySA07mZMP4Xw8+/vP92ck8+f/16Yc/UX77fOV3cmJwv/Lh2NWQlDZ/0CObhylnStmhuY5ujSzz2Tdhf66V5F+/Jc3l+ke8syOdi2TLavrzWBY651b6mJC6eXOdAa/fKcIk6la+rSVRLIy3kYXarOzmf9Wk5sLI2TReU7tfIbV44LGb8wm9fiegi3QfQnfam+/ZH11IoJcnxLTVw4sSbHlEO7wsjnT0N9lH8x70/y03fp/dZ/Gl4rIiD/NPTiKG1DBOTDd0wE5MPraqAp7Q1gwkB5LCHNC05Rg7E6tpeRXr3n9e02ENmw8tMXKduSxX5RT3RsW6DzIpoonf86IFYB5/7e5D+6e67ecuWz3Tbwko8eU1mQ8EMAv3q0kR//6fz1F8hrHdfuPZQ1R04ZK78Zq3fKrLW7pHhnl+w8dcGs6NB0IxnfefS9LN17JBCM8KNn4ca98lYM2ieDQLhT4gcDesbSx9/n/nPG2mtlrSZ9/vYOefDgwbAAeXS94dgZd0xhieSXzT6nzWr1k7t15DYtSjVG/DAZUP3tWsfdFatstO8+H++12sbPN37J38xf7gGpWJUD+f1/hYWFnnRbtmxxkwwHkOczCQhWaHzixAm3fg7a2vosx2lDOn+5uV7f+bt2xU8WYlWvdRMDzO1Jid27d3vuk2bGDO9ERzIgz/sLctt1rF271jSj++pNWX3klBRv3OG5T1os2/1/wDomTeyytm9PvHEVEw52Wo4PHTrkFrt+/XrP/R07vK5EvmnZLq8tqfGk+XzKtKSfLyaL9Bl+oPeKW9dgHSiQ39lzzv3MJ4NS9mcf1wwq29YkE3FYuut3KBafwDSsFrF0xCKe7y1doUW6Oet299vqu3RXnzsJ3hGCViTxrmDXt+aI19XOYOk2UTlhgLyd99zNO8Zqnu9FJsyZ0I7+wmlgMIH8nStnpLerTXo7Nzmha5NzzrWuNjnvhs1y/uBmObyuxAWlCkyflRjLzt6Y5SiuEh4tD7Z2xQ81rjgOZvxB3isoM88J3EvgstB+1ujxe5uOuS4/eFYUVS4ZsI7XVs/3WNMyKQBIRwbeC3gHUjcr1DmvMkN+aP6zC7fUlci1vOflZtMrAmzW512ymPcmXeGr6XieqvtDrk0vyJDdxhVIeu54GGcbqufJrrx3pTvjNwbi+UGbnisgxK2JXksVn61/020jLsu0f5LFakDFe3NvwxumLtySAPtSbTZ5qfF1qayZJmOKS9160c+bBTUytqTvGs91fs/YkzqMGfrwlRJnguO9kio52/Cm21bGJjLgNuZibPNSACiQPZUeSEfen5tfdNMeW/WOlFbPkHFlhfJ2cY0JX5YVCRb5h1f9201H2ZofuEo5fgt0u37dmBVLeft6mONHyx2oGnafALvMn5r/6Mr5Y4NXJ+oK50z2783qAvv5tn/pROPShXtGvzHI3ZvxvPTkviwHyz42n11W0Oh9dYHTHzmRGfko62Lei+G+IETkYc9Wt/6bxc54pF8SPbNs3SiQp2/s66mOdbXDne0FgXI+OLauT6aSF+RxY/DEEH2jqxRo9/0ur5GQKfznx3I+01l14O+/VHJyX1fQUD4b1D5rfxGQf9Z6fBjbGwH58MqOgHx4XQ1Gyk3dZ92XLSy2sb7D3Ye+5GHx8K+mPa6fdF7IWBpqlrnHls3nrt85GKJ4yijffcjIZTYE2h5uST/Wxcj399ImeX/ZOnMMoE+1LNaA2HIHxOZtCwc467sclwbUF+caYPspAxSRh5dSLP1JR+CcF9e/VThWeI1d8dDKowjfyUCBvK+4UX/ae+uuAMX2nb0kJ67elB8eO+4j2BgIfeJqIQgA6fgFdCnAYnwHuVYwy3FjbhQok0kK/oYTyFNf08Eed5w4EG2Xs1y47Zjxj8pnkx+uOpayN+8f1f0HKF61apXk5ORIUVGRWdXx408/yfwNe9w2sOrh04letyL/KHP2MXh3dpYHpOL+JujvyJEjnnTUp3/DAeT37t3r1o/rGf+kQVVVlXvflk1lTBRTjh9GJ7Kunz17tiftuXPn3GJPnTrluVdQUGD6wi47GZCnoI6ODk8ZTEDYK/7y8vI893EnlOiPVQ523XPmzEmUVID1dlomG2yr+6NHj0pNTY3g1qeuri6unGOXb8jL+XWeMj6fONn9ftPnhMY8C16rdJ7NQ/X5UiCPz2d1VwUoCtoQTeUiBmq/FvvOzQrx2WfCHbcw+rwIitn8bTBWt63q7HMRRj24kMCSk0lxG4C9Wd4irIIa7r90gfxwy/c01adAvvfYXmMtfmhNoRxaUySH1hbJ4cBQLIfXWmFdsRxeV2zS27ApOk4OiE/nOL7VbxSGg4eAvc7MF+XL/CXuMwIraFzn4f6DFYb25o+vFK6S0srFA4bxdj8uKC8Uyg16NnHtnZIaaakdFwfefqjv28hRrcy76982PtLfLa6WVwtXit9iPVEdev3T/Hypz/6PHCz7ZEBtPF7wpgF7d5O4KnkU8xGdro/p6ppvXF3hBobvBPs7Qo+5bvddTczVD7BPVxeEgd+kxyVJT8YLcjDjj3I043fGshxYWZvzobxeuNyVBz3yPabv26pXJlOuN77q6UPKBDZibaxgHBcvYWAlltHkBYyGSe9Po77jmZAwwDOJW5HHDc5ninRMZPnLSnau4Jy8WFknS+u/p6sYcNPiv6cAnXJZWXC06N04yM49dMtqAu1vJ/0v5Ey29dmp+o0Bz9wjnb+uMOeMIy37SsVb8vBE8Mo9+zvuSnnsM1L5G2EigPypJoiQRSdycGsURjY7jbqBuVTwF1sUc/z4ziW5EAPoTJbZ+RIdM5Gj7f7hWvzv+Ov1X5r79GWiMoKuM651kkp1c3e3d9VtXAOesgsRkH/KOnQ0NScC8uF7IwLy4XU1WClZOv5pXR805kXKWI3ENjDTFyteALEkx7qOFy+uT1610WyUNliyaDmPf/pZWJJPHfyo/2/bscAXT30BtZfCM8nQc+2W/LPCgezAAWCmbcFBPiYbbH/kCmJVhlRxbWxTO2QE9mKFiOsaADEgGFBvu1mhLjay0iWkk5u3paoi7v6zBuTjFGBdWLjR8aEOlH9nTbB1F/2MZai91JaVEFhfMZ7VX6iOcQCZ/g03kKdeJh++jI17lckfA7VwFfEk/2FV/Z/qtfJSwSph40+FrhzT3tdLGmXaQi+QBywH/QFoNT8xftX1bziAPH7ptX61HNf6iefO7XPlQlos1tesWWNgM20C0Ab9+X3PZ2RkBCUz11paWlwZkAWAbv9t3brV6AXf+4B+3klUZuJUQJ6yqN/Ogx97/vzAH1ifbEPH69eve8qhzCDf+ZQNrLfrpJ3p/i3f6l0h8Om38wO/S/iOeLXEmQya2LRVvn/8ON2qQqW3gTwZMtvaXaiBCzgmvPW7ipjVIqzw0ecA1uzp/LWfuyys+BlXv1ner1knH6/YIHPX75bWw6fk7qPBs/xm8rRge6e8VdHnckxl/mDZOlnWflTujZCleQTk0xkxA0urQP5AQ9aAwKYNbqPj5DBefTHjhiMI8iS6ptbSZflT5N2YGxn9zGoM2Mbv9PrqeUPSn9trZktZZY7x1z6xtFym5y+S3MUTZFvle0nbolbyQDFcPAS1sbfhH9K58j3pWPlf6a5+XY5n/lZ2Zb4kq/Pfk/raCbJy2UTZtOJT6Sp8xcCzk0v+OuA2Hir9yJQVBFNtGRWUJvOXbqfX49JSrzsZNsjm+wHXmEymsNpB+44YiK95FYSn49ta9awgWNuFexlWAiwvHyfjy/M9Eyv/KVkq2VXzjO61bjtW10nAdYWOP6wKB7yBsfR5WHcldr0Kj6mTSQUFqn63MHYetVbWdtv3Eh0rONbysf4OK6+d128xzqSAlql64Pxi0cvudT7Tfjc8WGnT9xezHd2Rx54k0DJ/rPda4ydqn31d3auYMmKrF66vmSnf3bsVGO4eWmNk5VmleRkPdpmJjnWiIp2VJXZZrruj694VejdWTzMypbuprbqeur7ys7gvzRvNk9w+SWcyR8tEn6qfC5nPP1OuayIgHzecoguDpYEIyIfXZATkw+tqsFOuO3ZG3rE2NuNlDjAPVGYpOi98vPzpy970xjbp6Tk5JECetl26c1/Uz/1LRQ2m/v9sOCRsLGuA+ubjgt9Ce0PS+s4+dxHnb92VKS3bXXmRG3BOetvfO9dx29Kfv92nL8b5Ulb9aKwTAkwavBqbyBi7YqPgPibdvwjIezW2YKOzKgJdY5HJqgQmQ5g4wocoY1Ynj0jj93vNtb+VNErGpn1y5NJ1T+EjAeRVACAacGt84xb5qHa9mZxCxo3Hzw4ZKNS6hzOuW7fRA1wnTP9W6ncdkO6enjjf6IDcRH+2GxSAsP4NNZC/evWqR/4gEG27s7Hhsn2M1bjtZgb5g1z+aLv8sd+S3L+5rT99f4D8lStXPG1F/tu3b4s9IcE13Mik+vNvVBtk3e53xUPZQfpNVVd1dbVH7ndnZ5oJOSAG32ssubefEfM37JVHP/TtQ5Cq/HTv+4E8+Vd2eC3MeS6pCzWONVTvO5pudSOSnu9eXL3wTGWPjJH+i4B8fA9cOLxNurcui4Va4zPeYpiZAAAgAElEQVQdv+nJwomty8WEbcvlRIJA/iOblg4YbEYQPjmEt/VzNstxj5Hu5pMAOIVx7dVTjG/44solklORL3mVuVJblRm4GaNd92Afq9sdgKkN04KObd/TgNMg9xCUY1srA2O1LAAtoBUdnMt8QXD5MdD2sFEmG+dSph+Mar3ECsdpw08p/KZrPjYgxcJ7d+ZLMia/yP1e0O8HO/60tFRON7zltlUthJEr7DhBnzo+mDjgWCd91Ee6nps2Nb0kD5v/4tapctuxQkbKUktgrLntNMmOFVj2B8qqqyCs8h/GNpY1cmQ9l9ACnr5RNylMTqSyzEdP2i5k1BUATMCk0ju6UZc6Qe3TyRFkph7aoOmZ3OA8me70c2C74MFnP+URkq3qSFSuyqQrF7SsE3mvBn6WuvNfd+tSH/18FhKVb1/XCUT0ZF8Pe6x++R+d6lvV//OP37l7GIRdNaL1/WitoHh8v29vJ75tLxX8n6tXPuNhJpx0fKoO+YxdK3CeT/cPNcd/iT+lVyIg/5R27GhoVgTkw/dCBOTD62qoUmI59x7WqxYIsI8BhNXb9hkQf/Lk0AF52sdGazlb9ieUReXC8m/X6QuBKmHTy6mtXjBPvjfKmgW3BLg1GOgfYB7LQ5WHmMkMwL8f/gN88JPen78IyMdrDVcvb5Q7lq22/u1jfJefuXHHZMZKkxUURy9dl96bd+MLjF0ZSSCfUKin6AbuV/y+ybHk1mcK7l9saJ3IXQsqmTlzpictfcefH8hTHnUmC7hFsevlmM9d0J/tfsXebFTTssGov6xE51j2866gf/4NUIOgtab1b9qq1ut63x/3B8hTBi6IbPn9MH7q1KmChWyqv87OTk85TKj489Feuy7c4qT7B4i1y/jyyy/l9QQuEpj8SuaXPd26E6UPAvKkvX7/oaw4cNxMwv09NnH7WkmjcTvDZqNMUEd//dNABOS9ertx9kggLBkojIzyh4fog6UrfMcDcLD+VFCUTqy+lQ+VfjjiY2JfzQzTFuBe2DYAhBVgEWNtC7gDhKpVt96/lP2ccXuBewyFe9w7m/Ub6aj8atDaf6zwn0YmA6stX+f+Nql8xKmskwHqak2OzLi76cj8k+QtmSBTSnJkXFmBTKtYLJU1U+M2ksUCXDejZOLCL0eic4XJ6AowrXrUjVdV96RLVIZ9HStxlYOytD32JImdPuhYJxYoJ8ykjZaB/PQ/9QKzFc5qGwDmiUAvEyG6ogFZsS73100aBczUAajWuu2xhkspwLnJ3+z4YKdelYe8lKN5NVaYzn0g/E/NL4qZoInBdNqkaRPFalVvW97bky600d+uRGVx3bbmN/qJWchrH6s7HftZd2rxn0wf0I86/jlOVo/eU/ifauJB0/tjzX9hU54wIW1CW76R52peOCv9uDJjwPzC6nl9Ze5rMGUyVnTCD50w8UC/+cvgc6HPYdP/sf0NbhT/ymwma66tnen9En+KzyIg/xR37kg3LQLy4XsgAvLhdTXUKXFlg39ZLHULd3QKfmIPX3RmgRWaaTzUsuA/vGTXQfmsbpOxaAa2vlu1Wmav222shsPU/92Pj+XszTvGF/nFIYIbWAVmtLWL+sFWKPxacaPMW79HsHweyF8E5IO1h3uJthPnzOQN7ibwnfztml0CyGLs9OcvAvL90Vq4PLhNwZe5DUvz8/PlzJkzLpD3W5YnK3n+/PmesrDm5i8IyNt1hj0OAvK4yrEt84Hi/r9r166J3787blgA2XZelQPgrX8bN3pXDwS5w9G03d3dnvbjsz/ZX3+BPPmCJixU/mPHjiWr1r3n1x35gfT6B5z364e9AtL5w8e9f1KHDXZ/+vlnY7nd1n1O1h09I0ymXr47fLA7EZD3t033y/Bfj87T18CTBuSvneqUU7sa5eSuejm5qyFlOLWrQZzQaPKd2t0oyUJHY/agwUcbtkTHww/kD5WOMfAnrO94PwxSq8xjhW+NgjEx07QFAOWXM9k5rizUKpm86YTu/L9Le/XUQW/7mZhPf4BckOU+7eG6AmGAHX2Bf3y7rbi7ULcptEvdvVCuDYA5B+wC9oHPxH7QS37gsF1+omMdF+RRy2GFxmrRDEhUn+zAzmSTCkyCqBW1gnEtD8CcSI6g6wpWbUvvoHT2NYXi6En9xyvU13uqX9oH4AY4k1YnJrhvBybBgNwK6+17HNM+xiblKXz2p7HP0Y9/k1ksq7W9mpZNRWmbyqXndnv9x4B28tNm+557PQbTsci27yc6ZkzohArlYgWu47RP3ufiNp7VDWfJr2M/rEsXXR3h11EiGf3XmcRC1s6KL9zPu1rsU7Y/fZhzdaPDprn6/Uf51EOfs/mwblxr9J/xC2EzasYcerJX+fAMY/JMJzpIpxNQVyr/JXe258m1FWPlcunf5HLZ63J91Rdyd0+FfHd2nzw8tl7utVfLvfYaeXh8o/xwtVt+euQYoaX/xjSyOSIgP7L6f6prj4B8+O6NgHx4XY1kSgXxGo+kLKO1biDP6eu3ZTDhfwTkh6+3IyA/dLrGglshLjHgFAt4G8iPHz/ek8ZvQW1LZ/tpp7ybN51JmKEE8rZVOvDY3mzUlo1j4DAud+wNX3FR09DQ4GkjsgNs+du1a5fnXqJNbUkLCLf1WV5ebspI9K+/QJ7y9u3b56lL62VCJZ0/2qN5ibOzs93stm65x4oGW3duwgQHtM/vf76wsDBB6uG9HBbID69UT3dtTxKQv3P5lPvDXn/gR/Hwg+4nReeHS/5r4E9/gZK6HgFMjYY2n8l23O+EhXQ2NLtb5WzUCXRUYA2Uvr/UgaoAMgXawLEDVV8PWZsPVE0UbUsi2A5su1H0guk/5NEA4MVNin+SAStpQKamA6ZirU35ei0oBniTV9NhDfwogVUy5duAGv2pjrFMpnzk00kG4KENpMmLvrlOesC+glfy0i8q43d1v3eB5HcrwvmQRxbAv9YJ9FZZVE47RkcKiGk/cFzr1w2BSW/0GNswVu/7Y9pGHjOREAPY/jQXM/9HLsYs8f339FwnJPRc46u5z5t+wnUM/QWQ1XvqmoZ20yZk1mv+SRy7/XoM2KcsJhD0msaqSwXsfEaS+bwHGmsbtG/RsYJk8qvO2d/Cfq6cznnRyEH5OhbY5FhlSRbrREo6EzFank48oAPcSqlMPbkvGXnQt6ZNJ9bxdGrxn90y+4B8n675LGh7tU81Rv/Ur/2qeiS9mfSyng2aJ2x8IfsFA+4fHG59Yl7yIiD/xHTVkydoBOTD91kE5MPraiRTKojXeCRleZbqjoD88PV2BOSHRtd+tyfAbPUPbwP5b7/91gNsk/kP91tCKxz3A3ms1bFaTxb8vtsBwkEW8rioUaCM65r+/rGhqpZDzDOVP7/Ve1VVVcIq/O1sbk7ub3IgQB4h/K5qkFsnQRIK6btBervdHGsf27rlerLVAb5ijdsfv3yc+330+/MN13kE5IdL0331PElAvmdnvfvDXqHBcMQXD2+XKyfaA8I+uXIiIHTvkytWuNy9VwiXju2R0x1bpH3lghFpx3DoajTV4VrIh7R89sMmBUrHC94cFf2FxTqw6XZ5+oAMS2GTN2ZB7G8r5wBmhVm4yBnKvsQvP5azWh8x8A3wqdbieu9G8QsGhPshPGmZbNEJCvSiedQyGot4gDKg2JSd6dQB0MOaWEEfdWheYmAqZQPNb5d6ATD3ye/XISsxuAd01XIB4mqtbZfvPyaNQt8rMTAMiCQd9/x1JTsHVCqQJsY6G5CJLASOaZNOQqBX9cdNfTaAxQWPPQkBTKbt6EfzkwfZuQ4QVmtrfxsTnVMOdaoPeoWuWm6ifP775EMvjAfuqR6T6Yp7OpGDRbY/rfYdY0Hd2lA24+lu1W/MxAoQnnFiT2ipnkjLRIX6VGeM6+fs5JL/83zGTuT9zcjNuNS+D/tZt6G6fh78bUl03mfJ/pJHHv18pjv+tB595pwr+pv0bF9hwsmNxaaNTMxoOo0fN/zRjE30g06D2sFnGZ0ik+qRlSjUxeQFEzD0J/m170iP3jlnfPqfL9y/UvGmfHeuve/FaJQeRUB+lHbM0yBWBOTD92IE5MPraiRTKojXeCRleZbqjoD88PV2BOQHX9e2z3VAKzD+0qVLbkU2kMdi2ga258+fd9P5D+x0WFPrnx9UA2ZT/d27d89TL2X7gTybmdp1srlrf//YBNUuiw1a+WPSwL6em5ubsAo2cbXT7t69O2FabgwUyO/YscNTn23dnrRi301/HwPe79696ymbdnEtzB/t8sN4JmGS7T8QptzBTBMB+cHUZriyniQgf2pPswcYDCUwtMvGjU1nkx1ypLMpnbBYOpsIOXKgIVsor8OXv6N+0Yi0zW7n03bcUTnOwJsg0KYQKFmslqyHSz4YFX3TWfG5aQ8AM5nls79NQCqgEwHf2v77eq6uQ85l/mrY2ttV/qmwySV1qowaA84UsqqMtJv2KPDW68A4zacxwE7vJ4uBd5oHcEfQc3+ssNmG1lo2MqlVNIDarh+ZAa1AQfSs8J3ygb24eNG6AIqUqaCY6349aJ1BMfVoWaliG6qTlnYhK/VxbE+CsGJBZaNe2gusDwKclKWTArYMnmuA1ATW19Rvy4Z+AN6sYCC+tLhPX+jS1g8udagTaB6kH/813QMA2fz3WC2hbfl+1R9cUG63yT5m7KB/HVO0gfIVmHOfMUye3pzfyYltK9xwqsFxS0X7aA9paJtfpkTn6hYnaLIoUR7byvxk60LPhuRnaj41MvT3+akTFLfWz/G8jFwqfsWUG9Y/vi27WYGx6Bfuyh50xISCncY+BuqrHEzQ0Bf4qrfdTtmf9wdH13pkHW0nEZAfbT3yFMkTAfnwnRkB+fC6GsmUCuI1HklZnqW6IyA/fL0dAfnB1bUfxuMj3g/ZbSBfUVHhAbPA9aA/rOttGL1gwQI32VAB+TVr1rh12vW5Fadx4IfpuIThD4tuu12sAkj0V1pa6kl74sSJREnN9YECeb87nf4C+YMHD3rknjFjhjCZYLebvQbC/NEm/2qDWbNmuS6AwpQxHGkiID8cWvbW8SQBeazMg6BxV0uueMMS6WrxheYl0hUYFktXc19oXzEvsI6geqNro99dzrksx8rYBnY2sEl0rAAN4LN/6aRRMyZ6ch2YFRq6Nb/o+ugGBidqr64GoL1Y4vdnbGNVf6BqgnF3gwV8umW0V39jdL2vZpprPY97mlQuWwDfCoXVqpd2EGhXojZz3Q+vAalcZ7xwT/2cP6z9ndjW4rZLF7t8xg19o/UDVIHWwG3Au0566H0F+Hqu9WuZar0MNEylB/K4VsMxaEl+GzhqPQOJgcz+MjlnhYDt9ztZHYzFZH71acv1mB49EN9yUYIc6FU30lWdKcwO/RlpedG16g/aFFVXCAB2qYs+xkUM/YnFNRN3yKF5gdw6kYEVPXIp+Ka/WQmAbi5k/9r7ZSwilwr+z9zDtZGCZMrWtiWLkY3xRtnInCytkYnNkHMc3/G3Ni2Kk+X7y0fdccz4T1WefV/9uyPLo9O7PGXf2VFgykVvdp5Ux3aZ3+NmKOYaCZdDSfPaz0DLHz7jRJ8btguk7853eOQdTScRkB9NvfGUyRIB+fAdGgH58LoayZQK4jUeSVmepbojID98vR0B+cHTdRCMP3fuXFwFNpBvbW31gNmMjIy49FzAPYsNcJctW+amGwogjy9zrPC1zkQTBa4QKQ5KSkrcsihTN6Ql29SpUz33Tp06FVeaH65TRiqLcn8eQHY6f4MF5HEt5N8k1r8J7vHjx1OKFgTjgft8hkfbXwTkh79HngYgP5haY9PYdEFilH70gvmjRW8b+AMITQptWl703NdNQQHgo6l/9y+dImezHAto2hTk1kHbiTW8Qj1AqR9cajo/lMYSP502Hyr5QE4t/l8X3imIRU7c/QDp0ymPtPiyxqWHlkV/ANDUrQltAYDqKgbS6UTC8YJ/uPm4jmUsvsexdgbkAfYA9X4YTh2qk6AYy1oFrakgIEDVdnGi7UgUA7QTWQwrECYvlr2qA1tGrK7VQtqk81kN46JG6z6T7bh00fOwcRAYR26s1gHTHGtZavHPNTbuZGKFe4zZVCBe26XlMflBXsYw/YjbEsaCpvPHurIAGfz3Ep3rZyDoOYFVtY4VZEgGpx1/+85kkA3FdWIFiK8W8pcK/hL31fXgULOrQ3uSLNXEEu3iWXAxBuSNvnL+x1iS+8cL+gHya1/daJoQJ4deuJjrTB7Q/kS6C7qOHin/QtavRORnLc7EPz24KRdynGeYTlgElWFfs/sANz76ubd1bKf3H+s+Achkf3Z1Aouxrc/8K0vf9cg7mk4iID+aeuMpkyUC8uE7NALy4XU1kikVxGs8krI8S3VHQH74ejsC8oOj6yAYD3gP+rOBPFbeflgLWLP/2CzVn8Z2HzMUQN727Y6Vv9+djS0f8L6jo8P1C2/f4/jixYse4A5Mtzcv3bZtm+c+G6fa9ykDNy86OUBcVlbmrybufDiBPH7hOzs75cKFC3FycKGlpcUjv90WVgX42+svBP37LeOnTZsmuB4ajX8RkB/+XomAfLzOLx7dKWfb18iZUGG1nGmPhX2r5UyScHpvixzfXi/dOxrkzL5WT8DHbrrQMkqfeiIAq+2zsc1QUwFXhTg2CBvKzU37238dlV+7bQIwAaWw2MUKl8Cx+jM3UCzzOePHWtunMVATkEoaDSfywk9AdFR+JboRpeYHvALvFKbq9aNF7/RrfAP0tQyN48BwxnPi3yAzaIJA8wfFYcCe7aM+GZRV/RIDSYHoCqT9dWOhC2S28wQdA3I1L+3H+pvx7LjAcayc9T66Dyyj1Cnj1OI/ycGyj42rIM1DTLnkBTpTLtb6wFwmPvz9aeezj+l7nQTiOpMg5Nc0ySaQbJmZ0CAPLoIUYKMrJkXsdImO1VKcz0OiNJ7rzS+6boOA5557bJbb8AfPRrLIBdRmsgAIT//oJARye541lB0D5XzmFAJfX/VF/JePiGCtrvqyP5+M0SD9oROeWa61d+0HcrX2Q7cMymJyiH6xZeT67S3ZgTLoxXv7l7nlIEsY/SOnyn9ne74W5YkfHFndlybF+KfNOqaIGZuUz5gMO7lDfypw9/ev6pjJAcY+ZT/s3uSRd7ScREB+tPTEUyhHBOTDd2oE5MPraiRTKojXeCRleZbqjoD88PV2BOQHruuGhoY42FpUVCRcr6uriwsrVqyQY8eOGYDNs6Wtrc2THwDe1dUlgHisxQGvNsAtLi72CD0UQB75tc7q6mpPff6TyspKN21mZqYcOXLEWK/jZgc/7LRHyyL2b8aK2xr/hAPAHSt6/NjbrnO0HNvC3i+Png8XkGcVhMpFTH/6//z++O30+NdP9sfzkJUTdh6OGVtMBAWNsb179yYrcsjvRUB+yFUcV0EE5ONU0q8Lty50y7mODUnCRjl7YL2c2N0iPXtapbdjoxM6N0pvLJzdv7YP7hvIH3ZSYI2c2a+BMtZKR0NWvwBofyHxaM7XWfGFC38AmUFQC2ADdFPYA5QZLb7jg3SLW5fu/NfddikASxYD7ABzWIzb/rnV9QMW7biNCarPf62r/DM5n+FYRFMmkwBYsdogExhq6xN5/eWEOT9QNV6OFb4lp3P+KL2LnDp7M34ppxb/WY4WvRsnM7A5mR789wDmttxBxwpRNS9gMChdomtqgX0555fGEp7VCwrpw7okwTe6WuirHHasVsPA30RyKJBlgqQn9yWPnlJNMtiueC5mORMv+PQGRrOp5nXLnzxwn/KA+jqBEkbPyM0GqAqwGVdc07rDTF6QXi3A03GLgryqz0R9AvhONjnBhARjxda/gmDaYNpS4FiP39hRLPdvXAwM19bOcWXxfFaZpFjySzMJx2eLMlW/yH61abI8uHnJhFt7a+RyzX/dcrRtFxb/zqS7073FTfvg5mVJFC6V902KAaz97dO2MvGCbFrPxaKX5MGNC/Lg1uXAcGOb47qG9ExwMLnB/gVAf1bAMHlhT0QxJvQzQ5uTrZJQmexY9xbwr4LQzza61M/pjZbEbjD79YIwSJkiID9IioyKiddABOTjdZLoSgTkE2lmdF1XEK/x6JLu6ZUmAvLD17cRkB+Yrv1uTfzQNNE5IFWfK48ePfK4h0mUR6/bG8Qi/WADeSYCtC7iILc7qjXaYKdNdYyrFly4+P+2bt0aupxE1vE3b940G+iyia4Gvzx6nRiL9mR//r5N5EOeCRa7nkR+8Nmw1k6nx6ms3Gmvpk0nDjNpkaz9A7kXAfmBaK9/eZ8GIH/lRLvEhZ52ueKG/XKlxxuu9uyX8OGAXO2xwskDctUKl47u7BdoDAMjozSpreDD6Ag3LOpP3oCrvOcNtAOwYTGpmwUqTDpUOnwbuQLXD5WOkeMFbwguctjk9FjhP4UNT1O1Df/2WIfjOx1r9dM5fzLuY85meTc59UM92um5FvPHTN37l05OWi919sY2YQUK2tAr6Bgoq9C/v5byth5Y9WCf28f4rlfZgKqPG/5orIeBcDbMttuOqxe/Ww+7HYBkHRfG2j1mRQsstNMlOlYQSBk2zAQoarnIkCg/13G1o1bCTICgU6zI1fc1bWWiifKAoonKsld/mLqxto+5F+Gcz0IiK2hkt3WosvtjIPiDmt8aaGzfC7MKgUkxbSeWy9oOW4dhrN6B+moxTpu1nGQxMNgeF8Bf8qJXJpvwHe+HxOiDdpEuSC7bjRDlKPxlQonPvT12/cdMLLGawdZhomPcO5HeXwbnuH9iVQ0rWg5UTQxME5RPr+Fy6mxsLw6tn0kJADZt59l5KbvPXRFpejOfFzbV1jKCYib/THmxZ4+WnTLO+EXCSdVk/asrLfwTVnqdNjEGqP9S4V/790I1xLkiID/ECn6Wi4+AfPjej4B8eF2NZEoFZhqPpCzPUt0RkB++3o6A/MB0DaRNB5Jq2pqaGhfIP3782FiUz58/P2lZ+HT3u7NB+sEG8rbF/syZM5MqCFcrTU1NSeXWNmPlDTRP9Ic1vaZNFAO/g4A+ZeLGJ1G+oOtsrJrsr79AHp/4QX+sHPDLwUqEVH/+PGHPg3zxp6prsO5HQH6wNBm+nCcJyJ/e15r0B37Qj/7omgO09y2fI4MXZsu+5f4w8PL31s4a0v5tr55qoPf5mJV1EPgBSGORPTzjZqax/E4mz9ms38rhkvcTygNs64P5L8uZ7D7ICwRXi+igtuo1tXJWaH4u8wVhVUEiHaAj8qZlfWy5LRlK/TKpYWSzYK4N6RSQAhOxvlYdAFYB7ABToCsxkNuvP6Aqblg0H66BAHp2HfaxWtySHj/u9j2OFdByn7oA/oBd4C/lAqLVwpo0wHagIXm5r9bRyIXLDdIkmyQhHWkIwGf1W2+74+E67QLOIw/1q2Wy5tX89jk6BHbaUJv76FWvIT9t9uuBSQBcv6j1OenQgZ1OVwCQJpV1NO1UK3tk8LspscvlmPK0r8/EXFzZbUt0fC33+Zhrnz5XOmbT16W/9ViLYz1OHdpfR4rfS/j58n/ugOmkx30T45uVJqwYYdKQSTv2lfDnGaxzJriYzDxc8l+zQiWRHuzrTAyGcfUFsCcffe1awieB8+qXHvjv778w5/QL9TF+POmbX3Q+Exm/MNe1LeHfooYvZQTkh0/Xz1xNEZAP3+URkA+vq5FMqSBe45GU5VmqOwLyw9fbEZAfmK6DXImEAabLly/3AHmkAMxjOQ8Et8vA4hq3MFiuB/0NFpDHdQx/bBSq9W/ZsiWoyrhrwPCqqipjma55iXFXM3fuXGlvb4/LE3Th9OnTwiQHFuxaDmUsXLhQ9u3bF5TFvYaLHM0TJk4F5HH7YpeDb/ugP+q1Xe4cOHAgKJnxE29vlEvZPT09gWnti7YM6RwnW9lglz8UxxGQHwqtJi/zSQLyJ7bXDRl4GCyAEZUzOBbtQ6lHIDbWpFhrA7mOFf7LQG3g01DWa5cNlD6T41hjAoAAxFjZAisVBgOqFA4Bwe38HLNhbW+G4/NY02lsLJ2b/mgse7Go5jogCutj6gLa4iICS2KFUwBe9aeMhWvQZqzIrXUkA9Faph0rWO7O/4eg64NlH5k+YDXAkeL/CG5w/G3EohfoeLBsrAGDyfoIy3nVB0DWrluPH1huSQB0uI5BH9qmoBh3GgqKgbaUDShXyEweLIXRp3HTEoP5NsTmWGXwx49W/D8X1AbVr9eAlrZbIO0rtTzX8RIEvLVOVgJoef50AGNtp6axY9qgbdTruDBhTKk1ul7XmA1fmdhgvNllc4xlPm0wFvEWiAW8+2F8kGyUqRMK2j76hvq0foXsnCOrWrIzdtncFB0o6CcNMJlxhHskzUM++hqZkZXyKccG/qTl3G8pTp8gu73KQjcf9o/10XTOJCCrbWiXP/RmBH9eTuf8QQ6nNdHwlSmbzxc6Uh1qXzIG6CMzARXbO0BlSbSKQ/MGxUx0kZ8+se/7Qb2pI+O55C9OI3Q3AvIjpPhnodoIyIfv5QjIh9fVSKZUEK/xSMryLNUdAfnh6+0IyA+frrUme1NXni2AeP8f36cANvpnOP+QTaEvEwHIkc4fFvP4SwcGYw2farPSZGUDui9fvjygMphkQI67d+8mq2rA9+jDGzduCCA6+hOjB/SOO6bob3g00B8g/+DWFbl/40Kg79tEPnE9129ekvsJgvq/DYp7dtbHAbvRBDEiWUY/jB8NfYRLGPy1A34AfN+tCIbHQCOsuBX84s4G+cmP/3SFUwo2Off7VgZamnryHP/VNohKdAzgJc/JJX+J+7zhs517lJsof6LrwFLyKjTn2B/OZf7KTDTghsdj7W+lZcNWVgX4+xJwT3noNJEMgDytE7Cq6ZAN/+S0HUAPpGVSA2t40tjW6OTn3nd1vzfptbygGIirsBprea3PHxu3PrE2kocA4MUqmLp+WNU3RoDyumkv6ZANQEz9ycA/dZJX5fTLoOc2oKZ89Gs3IwAAACAASURBVAFQRkbquRbzga7lEJPuSu7zAoDXCSD7vufYgu/2ddpLPSoHMfrXMUxaYCr6sPMx5i9mP+d+TvQeE0D0N7BXJyv0XlDM2NMx1VnxpVsHYwKf5rZcHDtW/cE+5ZkIQE9MOGj/mzozn5eeHStDhxM7VkrSsH2lnIgLdcLkdX9Cz4YiOVf0mtt2nj2MQTNxkuedeOnNf0lOr5oip1oWSM/GkrTr69lUauphEsP+XALh/brWczN5w6ary+JXWWiaRPGdcuczwsSWnUY3Haad+oy6XPLa8LyApVlLBOTTVFiUPLwGIiAfXlcRkA+vq5FMqSBe45GU5VmqOwLyw9fbEZAfPl1rTWGAvKYd7hiY3tHRIYcOHUobxg+3rGHqGy4gH0aWZylNZCE//L2dDpD/8fuHcnhdiQstFF6MdHz7Yo+EDbcunhA3XDght0KE3o4Ncnpviwln9raKP5ze0ywHVi2SfbWzYmG27KsdqjC0bl1Gui+fhfp1M01Apw2GEh0DidhEE6CHVX+f9a5jWYqFp0I/2+pZ4RL5kkEuf71AW7X+9fulxlc95dn1+PMnO9dyKQNgCRQHwgLJgqCpAmEgMcBM20l+9GhvQouVPdf9wM0vj1qWkxZLd//9oHP0hyzksQPwGQhtLLF9oFknLWzXOADtoPK5hssWLRvwSD57BQMyoCuVgxgLcbt8oHmi8rmuVsL0Q7J0lGlb+Ktc/Y0vZP7C6OlW2a+dFSDlvzb9GVgegD1A16TVcYcu6OfA/EwY+aArbQW80ieMM9pP+9Czjqmd67Nl2YENUtfZJptPtEtvZ5OoOynANBvXMl6om88WsujECHKoO5ogmfTepaKXhv9LPmSNP1w/JZcK/s/oFN0wBoLGCHsX6MqDy8Wvyo+3L4SsIT7ZpcK/mPoYl/psQM9B9XJNJ57CPjvtcrR8Jmjs69qHlM3ni/67uW5WvLCj4EoE5EdBJzytIkRAPnzPRkA+vK5GMqWCeI1HUpZnqe4IyA9fb0dAfvh0rTWNZiCvMj4tcQTkR6YnIyA//HpPB8hfPLJ91MF4AO69a739COfl3rXzcu968nD+4OZR2eZnAVw/jW08WPaJAT4AR79bDhsS+Y/VilMBISBRrXbVdzi+4O186rojFaC28+ixgq8TeY5VvvaFbjKZzKpfywiK1cIV6AWE86cx1sy5MRc7mc/FTyS4vsadCQrc/iiUZ7KCcvGH7i/XPteNGxWcKuS109jHyKQAkjz2Jqhahh0zcfBjzM+7lqP6JF0fbO+zBMZ1Dv2lcNguj2sKdPU6kxnfLf+9B0pjAaz1JYp1TKibm0Tp9LrKY8N5wOb1wheM1TTuXNANkBtIavevyppO7N80lnKR+VJsQspeKYCM6Jry0S8TSfZKA7NRbszVibbHjgHOqtemwjfl/VUZcWFnyT9N+anaoOWQzj7mHNl11cm5vD9L5YH18s36MhnTkCUf1mfJpLUlUtq+Rjovnkz4AvDgh+/k/O1rcvbWFbn5cGhWbl6p+pdpKxNWWKzbuvIf8+yhv2nf1doPE8qd6sbtLTmmDCZK7JUPfldEWj99rJM1yVacaHqNdfKG8aLXiJlg0b7lueBC+zPJ94pK1a6huh8B+aHSbFSusaZjiXIiP7eRivo0EAH5Pl2M5iMF8RqPZlmfJtkiID98vRkB+eHTtdYUAXnVxNDHEZAfeh0H1RAB+SCtDM61qz0H5PDaIulszPaE/asypH3VImk3cYZ0cL8pJzCwKaiCuSiO3LNEYyD9MaAW5gBEGwyFObZdhWClq3kUjPnBssJRv0Wo5ksWK7Rmg1e7n3EXA8BSVy7Jygi6Z1vBcxyUhmvqNsUP0DQ9blq0fSeX/NXIeLjkPQfuBVhHaz6Nbaty2sNkBvrTSRKA46PaeJc0gFWFdujdgL6YZTxW1Hcrg62KmXyw264Q0A9v9Tqx/x7ngPEg8B1mPJmVFJmOlX8qS3rV0+XYPgbUGdeGjF/IlcW/FHyAq05UfizUFZz626Fp/DEgmHqBwaYfYlD4QfXvTL9SjsqlMX1GOdTFmOC63bdcB+jj259JD8YtutKxQ96Wwjfk47V58uW2cvl691IZt6tKPm8rkQ8bs2RGzWRTPumAxuSjzLBtYkwwcaJtPZH1Qhz0tycCFmxdLj3XL8j3j529mdpOdsiczTVxecavKZIVB7fI1fu3zAsCoH5jzwGp6dwklfvXS/3h7dJ+vlse/ZjYfST3em9flZM3LsqFrXlGxmSfSdW5xuxHwIQMbbu3v7ZfLyo/3j7v6oa+VB/8jKegCTunf50+N/VWBX/eVEZinYQivV0m40HHKJbxOmlyfdXn/WrLcGSKgPxwaPkZrSOykA/f8RGQD6+rkUypIF7jkZTlWao7AvLD19sRkB8+XWtNEZBXTQx9HAH5oddxUA3PIpC/ce6IXDyyQ7A+d2KOk4SjO+SiG3bKxaPecOnoTvGHcwfWeaCaDdii4/ShaqSzSGf9HQO6IaLCQxscpTpW0AiUtdMqVLLdm3BfrytktvOEOQYmArH21Uxznx/d+X9zAFwIEBZUh5YJyE0G1ICyCvtwkRFU1uOGP8rFbAcIHir90Gz6SplhoSJglvRhg8pDeizHsdZFLqx5tV3mXqbjdx2AizsMOx/3AdhMAGj/cA3LcOA+ZeHL3r7H/USBsYD7lCD9+K/ZrnrC5rEtznVih/6wgbbKhsy0QcvGlY/e0xiQ7Vj8e93/JHJTwti1VycEuRjSyRv0qp8rwKtOVGnd/rh30XNSVTVWJnfWycyTq+NDT6t8taNSGoveMu3APZG98oFj6mFlAv2JTphAsldQMMbs/u/O+rWM21kp3xyqlxk9rTKzp1W+OdxgJgE+alnsAe8f1Ge65xyPXZ0rY9fkyYdN2e51YP7EtSWecxvwk2/loa3y/eMf3Feu3eeOyqJtdZ48yIV+tI/9YyfRua7cuVz8ilt+ugf39i9zx8mdCu/+AIByXQlky6AW78jMuPbLzfMDwG+PU861DNxD6aQK40dh/IWc38iPN06n24RhSx8B+WFT9bNXUQTkw/d5BOTD62okUyqI13gkZXmW6o6A/PD1dgTkh0/XWlME5FUTQx9HQH7odRxUw7MG5E/tanBBV38BX5QvgsPRGHgyxgCbsQKQsP5UMJRODOg0+X1AnmsEf1nq/iMIaPnTBp0rFG6vnuo+pw6VfmDqAnYG5Ul2TeEdwFwtm4GoifKoZXSyNMBh2n4650UjIxtzcp7I5YW/rqu5jtsN1WGYWAExKxZ+jllxAwCDLODt8siHpTYy0CcKkoH5QX0EfAZIAh9vFv/KpFcXMna5wMSg/NpWILXCeM2fjrsPHQfAfwXelM2EBGMSS2MbVHMPuVVGYDvAWs81plwmLWyrZZWZGBivLmkUagNY7TSajjFCuZQJbNV+YRzgwojxivz2xElm/bR4CB8A5ie1L5OduY6vc8pnYswvg57b7WZ86FjRsdFZ8krSOr/YUuoB5VjuT9xfG5dnysFV8vnmPhD/QUOWkHf8nmqZsK/GQP9P1he4ZU1eVyr7L5yQDB+IB/IvXDnN6C7sRJa2VWP0iu6/v3Qk6LUu6bXTNy9LxvY6qSt+2x0fTGgoLNexwjhgnPOZ0bGg9zRmbHNP5dHrZpyVvGAmuhhv9moO2qz7c1zI+a18d649qbwjfTMC8iPdA09x/RGQD9+5EZAPr6uRTKkgXuORlOVZqjsC8sPX24MF5O9ePStRCKeDE1175HjHLjfcvnQ60t0QjZ9bl07JhZOH5fKZY5GOA3Tc27lRDq0pkK7mJXKwNS/NkC8HW4NDV0uudDYvEeLANKvz5eAghUOr88UJBXJo9TCGNQVGdwdX57mQ60kGqvuWzxbc4Vzt2T9IoV2u9rTLlZ79TjixX67EQkdD5lOhsye5vyPZ+w//D1RNNNAJYKQwK50Y6AlkAvLZ+Vzw3uhYbOs9BVdqsazXw8TAVurqzfgfz2duX8106c1w4GeQtXKyshWuqnsVhaPJLPi1bTYI9tcBcEPW/UsnybFCxw82dfnTBZ3jwkTBHcBPISplshEpYJBjygO2qlX0+ZibGoCerQfgs5Zn8uX+Uu6U/dr1hU87aL/KrGmBkMn66X7174wVPekVKN4q+bULmCkP1xwAaPTJagmshpFHITzuQBQYJ5vk8Ovp+7o+HTGmUk122C5C/JCXSRntUyzObatlrZfJjXtLf+vqyFimN/zBBbH0k6bVmDbrBAc6ot8MxC38lYHxqjPudeb8QeYsnyLTu1viQHegpfzJ1TJ5R5moFbnpg5z/MZMJ6BPf58ik7bL7iGMmA3RcrGv4LGWdX2wtMyB9TFNOyrQT22td6I67Hb/8gPtP1uWbNB/UOz7yscQfv7fGsdA/uVpWrZtqxqzxud+S3He86tuOgdy08/7BJs+P0AffPzLud7ounZJjV8/JjQd3PPf3nDvqyk5bl678SnozvCsnKDdROJv1vKxp+kqaVk+Ug8V/jUt3Ibvvs5ioDL1+vWGc/HjznEe+0XgSAfnR2CtPiUwRkA/fkRGQD6+rkUypIF7jkZTlWao7AvLD19sDBfIXDm2TzoYszw+96Id+/3/oR7qLdBeNgWgMRGMgGgPRGBi9YwBLcwAQINoGWmGP2UiV/H6YqqBbra+1PAVlCsD1ephYLdhPLf5z3Huabp4K5PRbRicqWyGtmUyIWZWrO4lEFtKUpe4//C4p7HrUt/7Bso9lX80MOZvtWM3TfjtdomOgsfYLwDhROq4Dzd30FjwEGuM3HTgb5yolw4HofghPnejQtujFkh3rdeTAXQzlaX2kt8sGQrOXQJD1OWntADDWSQ212k7HSv5GDLpqmZSHfOw1QLnGdUvFb1yLcNJdzA4e5/jmt3UByGYM03bGhG0dzTVnguEPciXmr5yySRc0Jhi3ai2vsmrcs+R3srT6Y/lgVYaxJPfD61TnhdWfO+PE6nctOyjmc85nD/l18mnx5sw4aB5U70etSwysDrKO96efYEH5aUcbA8v/bFOxKe/DxmwXxGs5rc3jTLtwlZRs7Ce6xwoE2n93b6X5EXrgQo9kbV/pwnbbhc6MjZWy6eQBOXjplHufCQhc9yDPosO10tLytXQuedEzfgH1p7NfkON5L8r22v/I0q0L5NtYHm3HvGP1kt1ZJVMa5shHKxfInt5jxmr/Xked3GidKleWviuXCv8qFxf/Ti4u+YNcqXpbbm1aJN/1Hhi+H88DrCkC8gNUYJQ9sQYiIJ9YN/47EZD3a2R0niuI13h0Svn0SRUB+eHr04EC+QgajF5oEPVN1DfRGIjGQDQGojEQjYHBHwNnsxxYnAxCJwJfADPAlx80q9Wz33JYXcT0xyJfwe+R4v/EAfmm2tmyO/dlIwtwNwiMahuwdrb9PQNj9Z4L21f0XdN7GqvVczJQrhMPh0s+MLJ2Vnwh5zMcNxqA3kTyYemt7bSBKnokD7KrHLhlUStnOy0W4zZctu9xrNbp9nX8yjN5oqAd2I11sp3Gfwy4B+7qqgdAvcpGTFsoAxhty0Pf+8eaTrZQR5CFul0ux0xC2BbmftkSnZMHmXDxArzHlQxtT5Tevs7YQDZc8fhXFNjAHh3S/0z4MM50koeygOBcZ6KE83UNn7oQeMaJ8NbxCnzxJ9+R46xSYYxgxX875o6HcXYtz9kbgDYju44fbfOm/FeNWxktL1n89Z5qI+tnm4oCAbs/L5vQAr6/2l6RML1Cflza2PmxMEc/gHV/34c517F7a1+1FO5tdXX8fn2m2Sz3041F8sm6AmEyQOH8mIaspPLi+/6TunmyYF+ZZBxa5pHXlj3oGB/91DNzY9Xw/SgeppoiID9Min4Wq4mAfPhej4B8eF2NZEoF8RqPpCzPUt0RkB++3h4IkO/cEflNjkDH4IOOSKeRTqMxEI2BaAxEY2A0j4HjBW8Y+AUkDAO77DQKY4GM9nUslBVm+uGzWgv789j5/cd3qxzw35P1a/ls5XwZA+hbuUjm182XeXXzDewau3K+HM/q8xOOJTPgFXiL1TZyUKcNh/3wV9uTzFWLC+2XJ4b2wFHaf6h0jDt50FnxpZzN/p2rF2PBHgO3AFyF4eRjUgHgb8Nc1Sfy2wDYpI9tJNub6UB/ruGLnskD4CsB0K8bznKfa7qRrU4uAMq1HtqA3tAhYBl9kgcdAu/Rp+qLsv19Zp+TV8slDtIvQF/TAFTVet4uh2NguN1+zpEraKKB8pgACOWXP+MXsbLjXZSgJ/rd7iOVlf7A4pxJKHts6X1i5GXyhHS0gZUAXF9bN9YZu6tz0wK8Cn0ndayQedXjXb2l+kzh9knHJtbdE5bPMBuzannJYizdgcps4Josnd6b0uVYpOOORq/54wn7lpkyP16b70mDtTn6Ydz4+z/MuX5G82snOzI3Zgvuc2accKzebTkm7l8uY5pzTDogvX1Pj6cda0qr7ZpP48kxXaC/Q5dH7wat/fnFHgH5/mgtyhNKAxGQD6UmkygC8uF1NZIpFcRrPJKyPEt1R0B++Hp7IED+0Kkjsqt2jvvDaTT/eI5ki+BONAaiMRCNgWgMRGMgGgODMQYOVPUBPT88Twa/bICKixJ/Wr2PVbINYG0f6X6ran8ZnGPFrHBzceVnBoypVasdY4nbGLOs1fSJYgAyFuZ2fTqJADy1r/uP1dVHImBMegXVHZVfed4rd9XMkLqS/8jJ2EavfvkoG9kcwNzn4gVAr/Bc83ANK2jdAPJM9q+kaE++bFz1sasvTWvHZzOdzUwBs8Bs7gEwtZ34n1e4TQyMB9jThwB7AL0N2JFXQbOWoTHXdUUBbbsZm6hgUiZo01eVR+WlfUwUORMCz7tuVrjPPU1HW5APd0VMFmD9bsYcvt+r+ny/MxaZCEEW08aY332OdYzSr7bLHq0jKAbQA7m1vcSsDMBS3Zk4cOD+9yv/4EmjKxtWNo034/njdV4grSA3VTzloAO9C2q/cnVB+2iz7brp+1X/z0wY4LOfdpixsnNx2pCZjVr5zIW15v+w0Uk//XhzIOimfVieU+b07r40uIlRfScaW7bO7WParXk/rZsnY9fkydQEbnNUv2NXO+54mODQa3Y8qbPOyIhFv3097PHUIw0mP+38qCFbLt29MXw/joe4pgjID7GCn+XiIyAfvvcjIB9eVyOZUkG8xiMpy7NUdwTkh6+3BwTkz3RL46pczw+nwfihO5rK2FQ7S1pqZ5uwuXbWU93WZHpvrp0tS5fPlfIVc6V6+VxZXTv7mdVFMj092fdmSWdTjtnglU1eBxIop6MxWzqbFocohzSjIyBvfwJt3b9yoQkHsOZaXSjHNlUNa+hcXSwdLUVuOLqhcljrH+72Dkd9R9aXyeG1xfFhTZF0tRbIwdaC+HtB6ftx7eDqQlMH9Qx12LkqU7YsXxCFNHSwoG6RLCv5t4FYF7JSb5AJ/LIhuW6oCqi1wRjHNoy9v7TvPmkVmgFW1ULbzs/kgA1+ly//VLC6ZeNLLF2xeFUgz0aSwLElB8qcdsR8ZRsr8CW/NICcerAgTrQBqPqdBu7actjHKjeW6/Z1+1itzM9lvhA3DnPqFhmZscTFCrij9DVXD6oPOwa6+8+BwAr87Xtrmr50YeHCIyuksPYrWVX8L9lU9Y60rfxIGtZOkfz2Ilm+aZZb5oPq37muX+zJESzj/XXbddnHyAJ8Jg96wC0Kkx2UdyG2ua2m55qukKAdQX1BXh03ms+OyYdbFnUL5L9H/wHxmSTSyRPSkO9u1W8dn/oWzCcN49nuQ45ZlZHI4h1gz6a2/jz2ubptsic79L5OruRvdWB0f0HvpAPLzXj6dEOhFO/OlUPFL7l9a/QSm3CwdbSn6i3J6agQtfoOs1Grgud0gby6pAFIaxn++OM1eaYNbPZq39u+zHkmsVpC9RYm1nHRWvgP45Jm2rFgH/Zal+oB9zV6zR9PjgF5LOn998KcTzm0yn1W8cxasqtx+H4cD3FNEZAfYgU/y8VHQD5870dAPryuRjKlgniNR1KWZ6nuCMgPX28PFMjnty6TsuZKA+aB84S2tRXCZq9PajhyYKOUt9XIV02O9Yf+eCWe1JInNVtq5VTX5n6378j2Jjm0tdEN5w9u6XdZQ6nj012bpWrzMvms0VmWauuB46+bl0jdthWjUnbVS2/XFjm5b52c3r9hVMup8o5UfO1Ux6A+dB4+fCg3b96UR48eDWq5UWGJNdDb2yv6rkLMO3n0l54G7jy4J0fPnUwZDp89Ie3HDsqB7sNytPekCcd6T8qx3lMDDsd7T8n+E4ekcHWt8P0ahdGng68bHBjG9+Cmin+5MA9wGmSZihUxwFMBX33FZ7Kq6mv33O8CBoBmpwfyAksBuIAzG5himQ7cVQtmreN05vNSs+HbOBCmsA8wb0OxnTXvGHkoPwzAI41CdOoMgsSk+an5j67ldNDkg9alG5puKf84bsyPqXcshnFhoTLntRe7+kNXAEgsrNmc1Mi24vdGh7auVDdYp6svdYCslolFMn36QUPwhp0HLXCr/rYp03Z5guW3gn8syOk7YDoyIp/xOZ/rbD6r8gTF+Cmvb+obI1dyn3fLJT36ojxWTqB7dMtESlBZya71xnz0J0uT7B6QnYkAxg0yBcF47qkfdu3voJjJJK2LFQd2Gj4j3Due90f5xgK1yazItV/98Zfby00/m01IT642/V+9Zb7sWPZvObGkz/3QsfwXZfOKD6RsZx9QxhqcMRLWOj8MuPbLh7sa6kgG5D9ZX2DSAL3t/Hn7S1wdMj5sHSY6VldA6HdS7fRQG+XqKoOP1+Z56rdl0c8TbUEP9r0wx+Nj/vdx9zMm5rf+5I0L6X2pj9LUEZAfpR3zNIgVAfnwvRgB+fC6GsmU9o9bjqO/4dFABOQdPQMHbt67HQt35Oa9cOHWvTuSMty/I7fu35FL167I2Qu9cuXmdbl1/64n3L5/V5KFvd0H4344AQ+a97QNz0AZglraTnaal1xeIAlYdvDCSbA3MvqiJU/az3f3S4IzZ854wNnjx4/7Vc5QZjp69ayMX1Pk6mLs6lxhsyl+wHzWViz6gwEdzWpbKufvXBtKcfpd9o8//mjA8N27d/tdxkhlBAw27W57IkPDzg2yavs6adi58YmU/0nU+4ota2R5W6sbGiPdpz32itYsD/xOi6D46IPiI9UnUxoL3XcDtU5d1/CZC8GAWliCA2ABlYByhYy9i56T/IqP3e/VuuK33Xu4F1GYrOAMyJrMDci5jL6ytY7OnD9I7dIxsuCoF9QBwCYdcGAirib8QGxxR4X0ZjiuOWzArLL4YyyyFWons8ZV0B5k8axlqpX96azfSElTmeczuLC5wuiLdxC/zLuX/tPoD6tqLSsoRq/I+8Oq/2fAsA137TLpT95pEkHG+UdXysnFfasUsB5XvavFO5Mv1Kf+uLnPPfqXCRVkZWzYEwW9i34h5zJ/KQdzX5SmwrdkTvUEIwcuTiq2Z0p3bp87Ea0vWdyV0weVE6U7WPKysQ7P6qp224BsrLrAfQm6AujiJgbZmWzCpY26jaFc2ye9p54AC/NkkzH0GZbzWp5//OEO52KOo+uV66ebFR/6jj5uV1XcuLD7NOhYfZ/bQN5O921Pi3zbE+83nTRfbCk1fcPGsHaeRMcKldkQNVEa+zp9rm2bkUAG0vN5IN03h+rjyl25fprbp6k2eEXX2ncFFR8L1vy2PImO1b/7JyncBunqgK93eScAE5VrX9dJB+IvtzmTKHWHto7UK/mg1hsB+UFVZ1SYrYEIyNvaSH4cAfnk+hktdyMgPzI98awDecD4yu3rPD9KRurHZ3/qbdqzacAD5+7D+7K/57DsOd41bCF3W737Ivx5W7Hoj237BRFrFJa56gtz+a7WtOVbv2ebrN29xQ27j3V6yth7vEv6Hw7K3uMDC6va29z28SJsW6XZumDZ79g1zo+CTxoXy9quncIkzWgK6HZr117Zfqi9X3Lt6z4oIxE2d+15Yj///XlmRHki4BmNgWgMjPYxkNFS6X43+r8XsbRWK3MFXBqfyvqV1Bf9UyasnGXAEiBQYVNl6fsuECM9kBeQj9sZddGh5XTlvSbbysbI+qqvZXndIvMdUdxcIUvrl0jpyiz5vG6ukS+RZe2XW8vM/XE7g2Fi1baFriwA5SDf+KwAAM6qTFibB0FwLJwVWAPu/ZMN5KEsrKe1rIbaWXHfe982lRiZP99cGgcKS3ctdvNiKR4kh/8acFcnEuo2zPCUqS426Bv7Xcc+xk/3kYI/u/Wq7P2Jdxe+LAuWjjOGH1oHY0PfL2fGgOysEy2yat1U6Sh9Na7eM9kvCJbc22v/I8DqWTscQ4o59TOFiaKukpeFjUjPZj0vRwv+JFuX/1cqty3ytK+tbowpN+xmoID5ZBNF6IJJKVZQ2CsJGFO4YMJND32vm98yhlR//k2SmeDQccQEDHoCQquOAL6pfJ2rbonZM0HzAuaTQW87n6n3cF+93xyOB+H+9JwrOJ/Qvsyj86C0XJuwr8bIl2wM4jde25BI/vq137g6ZVNi+oGJKD7TxEyy2KsZlq4cl7JeW2b1755s81nSf7bJGY9YuaezmgF3WtpGfNHrZ3P+ltoB/74cDQVEQH409MJTKkME5MN3bATkw+tqJFNGQH5ktP+sA/n1B3bE/SgZ7T9UbfnK1q+Sg6ePB4RuOXjaCme65WAsHDrTLXZY2tY0rDqY1eRYvfACyAux/eIZdDxuZ5X7sji/uXxYZbV1PdjHi1uq5aPY8vBE1kN+fegL92cNi58aPQy2XqPyItgYjYFoDERj4MkeA5MaHTcRgG3/96CezztWL8V78oyv86ptiyS/vdikVVcx9gaIgLUvt1fIN8umSkvhG3IuwH0Im4nuLPmvLK3PTfr9Oq3JAV9Y8Kos/hgf7Lzj+N1c2Olwz3HCssgGXgNMsXRXMKrwVGPuY2kLVH4flgAAIABJREFUqAeo2qsCSMMGqlhWYwWNyxagrAHxMYt80jQtmxHYvhlNxUZm3IzYcuqxrk7A4pyy/QDePgfuXo5Zte+qfjuuPCAr+glaQaD1adzcOkFOZ/dNTKguNMYVzKGiv8jq5nFS2zbbAHX81XOOP/qsPU67qA8jDy2X+P16Z4Vm0MTKnO5Gye6qMmHu8Xgf4+oixXmXDQeBmWRQy3/6xdZZ0DGgHchLWw8Wvyzo8kRuvFU+fcL4MRvBLurbbFd1ZMektX3S01e29fb+stdk3jHHX7ptRU478acexiWKWquTRwMrPm3dJzoGfH+8Nt/kS/YZs/OrVTeGK/b1ZMcuwE/yO4RVAcifyuqeScL95X93wbytbz3eVfSqzKqZJJ+16cRXSWhZdfPZoHGqbWSyRHXtH+eaxh/jDkct63WfgGmxciatLRkZMDHItUZAfpAVGhXXp4EIyPfpItVRBORTaWh03I+A/Mj0w7MO5Cs3NgT+MIl+zA/Nj/klrTWiPkrH760O/TL61Q7H0uZpAtGTY8Ah1Yu+/wVaLeWnNxVHY3cI/D4Xrl4u5Rvq+xXy162Q+asrZWZLqUxvKZFZreWStaa6X2WFlYFJubJ1q6Rsff9kDltPlK5Pv6VrV4odygeo+6I1KyS/FT/mtVLwLASfz/aC1mWSLOj3cbI06d/r07WWH8VD873fH72OjU1Wh7WOtb8nsUoHTAVNdE/c72wy+eGqRVK4fK5gKU5YtjIr9PfpVw3OajVWrtn12sdjYxtBBrm5sNPN7m6SptUT5WgCS/A9hW9Ka/U3srvY2UBS4Z4dn8z+vewq/rccyn05KRDcV/hPY+GfqD8mx1wEJYOgW1b0rTLAHYyx7G9+0QXLfkvt9vLXZe7xAAvnnlYXHk47Hs7n9fyGmVJe9r40FP1TmpZ9KNVb5knmwdRGHbpCgjEBKLb1/9FqZ/8iv59/O02i4/F7HQtryv2gPjPp5ItdxqL6aYJLJfqQiResqP0wntUF6l6IdJsLX/NYmNdtmGms8e1xkNZxBpM3z8UB/NUV78qsnhaPjlR/Y5odf+tYu0/YFzwBARRmhYWCYay19Zj4s41FSYE+nxfcGGmezzenhtYK48kzcb+zebKt76BjdYfD5zToPteA3wqr7cm9ROm5Pr95tiwtfU/ayt6SPVX/lG2175nPN5OFX25zVmTQJqOLTeEmKChX5Q16ptnyfLW9b2URkyf+1UV2Wn6DMW5V12zsyn0F+5PXlY4MmBjkWiMgP8gKjYrr00AE5Pt0keooAvKpNDQ67kdAfvj6AX/JGzt2ybr922XNvm3SsrtNWvdsNudcCw47ZN3++LB+/w7xhAM7BKvz4Q4bDuyQDQd2ph0S/TCJrg/ND3O1wAprvWG/PGJJxYvj3Gav39Mnsa+WtFa7L8HpAgcgAHr4uD47NEB4EnX0JMmM791xMUijP27smEkorCqfpDZFsg7NMzDSa6TXaAwkHwM5Lc73IzDPfgcIezy5q875jlybH5hfQSor1PL6Man7Sb2z+Xoya1WFmMks5P3tyepaKiW7lkj5jiyZXTdNxq5cIFktVe73RmlTmZk82FA1TjZVfC5rl0503enomMK9Dvf2FL0j+wvflF3F/5F1VeNTWv3Pj/mP53srlZUxEwh++Gtccvj8mW+o/0S+PRnsH5y264q/RG59/PrBFYn9vZoqH6Dfdnv4fn2msFLCLhf/5KbNAb7+7XRBxwqOv2xw3k0pJxnYZ1zqRA39e7Dor64esVrH9QyuZnSjWtVxU9k7RkbGlO2KZPaJJrMCYPuyf8uRgv+VE0t+L4cK/lfWFb0hSyo/leqKD929CrSsoPh01q+ksegtmVEzOXBzU3VpAoj/xHIjyflnmwDN5fLFljLBx7ndP9q/rEL4sMn5zHAfCEx63mV5/yVQB+4r7fx6jKsW9Gq7y8GKm8kVtXJ307YuSToxgv6w1Nf0Qe4y6WvK17LRe1D/+6/hu51yad+0Y41xeTC+4b5a3atFur+coHN0pDKzP0VQGr1m2meBdlbr8FlhEoVnH/2lq4i0zAntfRMZ+hsja/vK4QMTQ1hTBOSHULnPetERkA8/AiIgH15XI5kyAvLDo/0dRw64L/f6Ah/FyX8cRvoZPP180eBY2ExMYlmmL5X+mBdyXh4nNOY/8WN4TrNjKRP2Rd+vC93oFT+70fgcvPHZH12yUkF/1PBDjB+o/PhhvPLDByslvc8Kj0wLsPSnvijPyPZ3pP9I/9EYGNoxwDOSZ2YYdyb+70bOAeXkTwa8FB7iQi/d/vyk3rH6tQGhX45UPuT96e1zQDLyf7AqM23Z0m0L6Vm5ODbWJrWYndK1Min0wzK9teVr6Sr2WuWzyWlD2buStz+1ZbP6qgaUhzVMUFcm+p3K9yuQ0QagWFmzqlLdfGibggC+7XYGn+d2PyQ7pixkYCygQ13xyLUxLYvN6gyAMbIB/T+2YDUgWydz8K3fWfqKC+YVmLPxLNbVRXvyTFq1NCfm3cI/sUD7zeSCBWKRhfeRutbJBtjj2x73Prhmwhf+mvrPZOKmPoj+RRJrdJ3YIMbVpMJq7Qc7xgJc39f1Op83tQzXa8niDxuzjTW9Pw19qf2p95hAAiLrJBjXP91YaHQPcGc88JsD6/IPGmIW4fWZcasltL+xHKd+LZ841Ype3Dxp+kSrB3Q88tzQ/sRljNabKtbJI9pPe5OlV+ivMiWKxzRli9/6X1c4tB7bPTxgYohriYD8ECv4WS4+AvLhez8C8uF1NZIpIyA/dNq//+ihXLh+xQTcMfTnhT3KM7Q/QJ8V/X4Q8yeJX8pkL5NB99RCBOu0J11fUxsdSxl+NAa1NdU1tfCZ3Q+Y8KTrbjTJr76E+bHDD7JE4xrwoJZxgI+slqVP/BgeTf0QyRJ9P0Vj4OkZA9ktzuQ7LjJSfRcG3cf1As/kZO4oAKWkGd+Ql/azWC2i/SDLloV7lJ9sUsBObx/rvjlf90O2/nwOvom5qgFo6kac6RgLfNvTKhPW58qYlQtd0BjWX7gC9o9aloSC8uq6A92qOxGOTfDBaCeNA2ATrcpU9xxaBtDT7ougYxt2zrP2NcLQgkl3LSsujskX5FZlwZEVUrCv0OyJsORAmaBTu261WrbLZGwxIaEGGnoPoIprJls/tJ9JBMAy8rvW66q7WAxIt+vVYyzG1WUNnyveaXgnZ9UCeZh8YMwzUaDgGHk+j/lLB8hTFml0ZYHKa8e69wKTFvoZ4p1/zKo+1yqaHjCN1Tmfd7Phas9qA931fpj4/7N3Hu5RHNna//fu2rvrTd547+7e3Xu/e3fvrnPAeZ1zxBFnbHBCaRSRAJFRFggEEjmDyWAwYML5nl/PvK2aUndPzyiMJFp66qme6gqnToWues+pU4D50Ei/gkcCzUkLzW5/o97wjrpTJm3CvRTQqrJ8k0jinwQUCGYI0ziL65dK5/t3Lc2by6I8aJOZGcVjDcrc5mrAu/1AdOrUgX9R7RPDeWEm8Y6cOzl1wMQ05pwB8tPI7ButqAyQT9/iGSCfnlfVjJkB8lPD/b4dW8rebFSyoJ9raZp7Vtp1/V+/btcrcNeuXzfXfXf+vJ08edK+v3jRrl2/VuyuXbNrMe7qtWtWt75j1rcjl5iyyKv0GPrT21uC9LfXp7f1OlP7pbSpHvLsmWpRXcqX9t2zTZ/M+n4xU9uoFF1sxLW5idOI8tuRzRdpAHRK5Z+9nzsAY9aWWVtmfSB9H0BjW3NrWvvi7lwLKEZ6gDY33H2WFn0lAn4B2KXsOUuLGBDPLTvpGYBYAJoL9k5l/7mtABSjTQygJ+AVsyJJtOqdwEXoBkQVqAn4GKdpj+kQ8lc746O9jNmPZ3YUg9GUQz76fhJXZfAMICqeBe+a3ioCSdGWjsqTfHWngAtgAsQGoPnOtqL6+1rYceuv15oXGcKUoE4N8wPNcDS0ZbKklHaz+Or7qqP6Ffn7Dl48UbAFDogubWc/nn4Damu8KAwhCaAufRHAlraiXUX/WLwFwSlAwGb6OOPNbReAeQm+/LHIyQT4QNnEIX/AfDTGyR/wW6cXUGLgZCzhD3d/EYL8oiPWjxDQKC77iNsiQH7ewxP6ofjP+o5TD0ob5dPX4+y1o6FPnqSjv5EvdZWWfFrFHPpkVNnkQ59w+zDx1F/YL9CW8BYA3zV7pDrKp++T9ouNK6YGlKhCrhkgXwWm3yhFZoB8+pbOAPn0vKpmzAyQn3zunzl/LgN9KrAPysZnaf/aSW+QCxcu2KlTp+zSpUtl533k1HH7oE2X0KXf2E7lJq7cvLXJZpGoxV85vo5xY/c14AX8KOX8CxJLxS/13s+vwt/SkI86Qp2GJzr6+3Lr5xZc6snFntV2HXX2SUedfdpRVzEtn7TXGhdcftxeU3RppnuB5kx5vr9gN7acNgzAjsLG7qWWz4K6Ut/MjecBp7luiAtOK5hDyp17s/iz85t5o7YbdtMFPLnAWJpvI3GkZZskKAUQowzWE+Xy+fWWvLkSQLYkgQGAo+qRRIvqBVAm7eFKNPfLrQfxZTseTWvREZqSwfTH8g/HaeEqHkINV9NaYCPAvgsOUifMt9GWgLQ+sBu0gwt4NswPtJMxt0JcVwMc8BFwG7A2CZgmT9aapYQhAMXE5VQCcbF3rjYTXZQvQDUIa3jT0IZP4reEHGiQi1/Sto7Tola8OF+a2PAA3uMAWPHRVndphN8yA0QfhQ7AeTTCw/o1zA9AWsqTnXi//mFcD/x3y/LjcLqCPkS+6h9p6yxTQAhr3DEqAQfCgkA5p9BOSXSIrtBMjVMHhGqvNH9mzzd/apiteq7pE+OuH9LAi6g2eGBDYV4qgOv0L9bi3A0QFZ8wQHq1G/x349GPRSN9g/q6793noG8W6Ac0p81pY+WtfPDhP/ONhE2Ekf+z3qkLN3/yExj/xLLP7OKVy2XvU2dqggyQn6ktMwfoygD59I2YAfLpeVXNmBkgP/nc335ob+KCMWkxeaO/W7KmzVZu6k52Q922MtH12MqhMbd8YL21966xFYMbisIVZ9VQj02m6xzqso+WziwTRWx+WRyy+HMXg2medXwVIHS2909MzcAHNptp6u7H0UaUy0RnOy9mI/2vFi7AQ2vKb5tSv6UxlmnJZyDpbOz7Gc0T77cAQQBCgK5cBv1o4/uGti2mWqL4y+kyLjPnvgqEucRlDoqKO9vDENw/XjChwjcS8DFJo9OfbwUsYgPaN8fgxmUNQv7lXo7+dssXhhNAeG+Jb7gARsoCQIsD3aBbmumYPYEPU9mWXCwPnwVo+trwAKou2AcQCv0A1/gSelAvgEmB8eIxvEfzF/vwxIlyAO4Ah6IB4N633a10tze9HZj5gH/QBuiod3e357V6AV4JB3wEgI7TiheNgNnKAw1iKX2Qj2jSe/z7Gt6xZ5o+tvcS2oZ2u7dw6S/1UVn4+vaX6jNuGj1LW1z0IPDwzZVQB7fNiAs/ESj4fOWS1SeHG4roA8CPEpaoTHzWPBIysCbP94eFgck+6ofJE9GMpr7SQr/Ck3xpopO32ueehrcNp7wA993TFUVChpi+Br+i2pQ8MaV5f0P+Yl7yiqNPZmfuW/2pydQS6TFXKOGH0iKU4gSNaI5b68NLxckD/J8GY4L6oxFP3q5ASnEZgyoL3lI+c5rmPAQBrlCMdPQNBGJoyjOnko5yJCgizpPLP7Mj505NPiBRxRwzQL6KzJ/rRWeAfPoWzgD59LyqZswMkJ987ndt25h6Qf9FZ5O19q6eBLfKWnuTXUvvKpt017PKWipwH1SoQT+VG6W5nPcjufzGiUW8FpNpfS0aASRmO4/Y0GthnaRhF8UbHelFm2e282G20q8TDmyWotooMWxna7gxfLfly1RtiM15zBeglQeYR/+ZrbzL6J44oJvxcHbyEEEsJlI090f5gPMa32iKy1RDVFwE3NxjMVf6A5qqt0cAuGntLPNtBNSCV6XMwQEEEw+BSCn+QdcDuXcD4M5tBwF82EtPAn9d7VbSUx++HYBjaNi6gNsDuffs9eZF9kLzp0HbIrgBBJ5MAQzfEClHqD5RZjMAvwH+VE/FdX3WZVFgK/wIwd1CmwJQUmdASDcNADuCF+V7R3OxeRCARXgG2O4CzjwDKPK9FUAKPxO/v7vyZmg4rYZZFMqctzZvmgea+E0fUps91LjAGIdJILzbf2g/1YM8XFqUP+9d4NqNE/css0AIghAiqQzMkfjAPFr/UVrhSoPPiQjxzi8TIJgLld34ei51uambl9rEBY/d9/4z8QLa2vN21tkn8Js50TcvE9BYaD+lQcATCHWa3gpM51AHNPTpO6Ifn76GNjjhUm7Re/js06Xfoi8wq7SztQjIDvJtfDPon5qDlGepdWIaQciDze/bJ2sabX7nmNka5g0Efsx79C0AefgCH1Q2Y+Zfm+qKBFh65/uLBpfZ9z+Uf4J78tGLyc0xA+Qnl59Zbg4HMkDeYUaJxwyQL8GgGfI6A+QnvyGG9+4oudFwF5LZ8+zb5LNJ4Kglm0oW6Sxa72x4M9g8solDs24mtavsbgdabwnHM7UAlo8NRi0e57csnlF1qpS/aEdSJza0qmcaX5sLNuqVlp2lm9hYl3Ykm580bebHYTNM2wO8JLUFY/ieXDSAd3/uHcsu9Z1YOybxPnuX8XYy+8BjjWMavQBFAD/MH7Kj7IIogKWuljhzBcAKgNADGxYF3wwXSEKj+o1Z/l2UkJO68o2TdqeAWoC2OBvNzK8AhQKO04Cy+o7G2QGn7QHB/fkXENgFhaEXRxgALFrKmu8BtAGfBUwqbpSPoIZvur4tUXHoF5yS8PslAhy+BfCQfkMchAhvtCyyt701IGC88oYHAhmT7OGjdRtqJDumQuiL/ukF4qIpLSGDgOGk/OEXgCKax6ItyRcQCaguXqONrfZnLPl0KR4+2svSquZbLK1iAGrKhWZpd6OZ7fM77rcueVedH9uUFxa4ZYuP8N4NT3qm34sfnIqUuTyFBTQ3zA+AZvHAfUffBKTHRAp11NgiDs+MF+Yj2ohx5qZ9pG/sPgeFoymeRC9tyXyl+A/3fZUYn7wQ1Ci+7h1QH9K+gffQqHj0XX9sUVfAdsp366k0UYIn6NV8mmRaSkIRV9ACGM4aPmpOCOhNub6XAEh03tv8nn3Q02KNWzfY6LEDRQDBnY3Ra0Klle8LFxB8qZ53Nb5jD7V9aK+uWRKUcfDs8aIy5tKPDJCfS605w+qSAfLpGyQD5NPzqpoxM0B+4tzfsG3QPl+Rsw/bvrHA/m7bN4kLSY5Hs9Bh4Y7mZSlwKG4RmoVXB7hwbR5qARblR23gqtlmCA+gM+4Ip7/QZ9MlAJPLUKtJ+2SWjWBB7ZXWTq42z1xyNdVH2iezrnMtL8zN0HZscPz+mua3NqvY743iDTaKAdnUPwKNrmUfBJpPmApwNbDQyJNGbVReWVh15ueM7xnf1QdCML5wgWLcHAGYG2oVF4BewDIuZ4xKw/yjbyNg7WwVVrOW0VwnW9MyD4EWs0Ak4jD/oRUKcAbwyzfRBd7SCLgRhJAXCgxx31HWxKIJ8BZgEtvVagdAXPIR/xUXn/nZvdwyKKthfnDaAZCfvFmXsZ55JLfAODlYBLI25NdHgIdoCQNCujy4L/dOoLUN4C7Bvlu+/0zfoA+6mvFoVlMX+hDxqYfqFucL/PTBR2ijXQKQ2znhoHiBAsZovH1stzyZ+IF/rlkcwEVoTTJ3yHsB0oDi8A2BF9roaCEjHHEFX4DPgLEqX2AvaRGmwBcu/9Q4TvIxAYTpE9JIu1zAsvLHJ1/xhZMV7ruoZ+okczMIWx53BHu3Nb8d1FHAtdod+tEMZwz57xQnja+xJOGVfNLSNo/0f1Mk+EBxhnbS+kR0E595zNfkp74ICLQeIh7jjHCtdVE8gO/iLe2vPqI6MP7V7grzfb1/YmuxmR7xXHcJ0EcU5vvMTeQbJ/CjbelPzBOu/XbydvuZmy9p4LPoFS/eXt8QCwos7G8P4tOXScscSZ+irWkj2j2yvJ1thuknytp14lBs/nPtRQbIz7UWnUH1yQD59I2RAfLpeVXNmBkgPzHud41sSrVoZGHDUdgHGseOVWohgH9n7i17ueMLq93QYU3dnXPCNXZ3WkWuq9May3BfrG2zt1cssRc7Ftlz7Z/bKx1f2IKVdfZuZ4093/65PdL8gT3QtMAean7fHm/92F5sX2Tvr6yzL9a2WGPXirIcZajdWMCxOWUzD3jNQoyNInYqFefxlo/s69UtoftqdYvhvlzZbB8uXRIIcbhQkws5p9otaP/GAJShDdqTNlhsaLQRZcP6SYdPI7/j3cdcEOq4pLiT+Q4607iXWse01VhYx2l1wSNdjgXfXm9bnCr/kjS01xrtPhnu4/Za+3hp3qXN75XWzwOQQkew2XShkfh404c2v/WLsugKyoeGaXAyI8E4czdXaZ91VH7R2hZr6l5Z5D5b0xxeLgbA4dvmVRmAUdrY39f0rn29tq0oHz/fL1e2GKbJatYuLXZrltqSCtxnKxvto84G+2Rlzr5a3RqbxzdrllroVi+1b4pcm32zujz3RWezfbWqxb5e1Vo1t3h5zhYtG3NfrczT89WqVpu4awnqRx1vFPflqhaLdSubbfGKRvtiRVPwveKbNZvc6+15EAdAKOnyP41rfC7/Y55nfLvhcc/61rO++GJlc7LrbDbGUCm3eEWTLV6RM/yScQv5Le5stnLdJ8sb7J/1eTvjzGlhHXe2Bvaq4QPANE6gGmG+491D3V+OpS+YJgnzK/xmTXFbwazNS22LbHFn0zi3YFleU5oyAAb9PPzfMq1BfN+0hk8nvx9sXGDzGqNNglAeIJ1fBr8BL7Ue0gWUyh9BDlrGgHGYyBB4Hrx3QHJ++9rZAlDRHI8qV2GsQ/TNwY8SRpA/NLpCEoBD5ZHkSzhAHgCjAuQlPEhKyzsJWoI6R/QRN9xvV9bPutCUurEWC+rS8JYtWpEb51B+Ihwf90pbfk0Ob7VWi7sc1DWtBJ/o9662P3VBiEC9RfNzHZ/b4g2t4W/ZWpdGN+nz/WOsX5E3oP/dnDjxLqb9Z+ObwZiiv2g8IKAQ6B7woNAPxVfAXE6iCNQVbToRoN8B35YuKALa9S7oN+0Lgr7jCq0IR3hC3aWJTppvujusc1OX3VU4KSiewkPxWXm7PvVDUx6hAcIYvYvrQyoTsD8ujk7qUv+4OG54cJ+FM/YCIUnX4kDoAN8ZF+6cRj/Q2rBlW3csKLDr5KGwPqXGrEuP+tMb62pj856LLzJAfi626gypUwbIp2+IDJBPz6tqxswA+Ylxn01YkvYG79DgcI/Dshhi8YW0n4WBtDpYuHBcbvDQjokRdYOk3nnikL21fmzBp4VfOf6Tyz6zlbs2puJY87aucDFWtIGN2ICywNWR70UDy1LlPx2R9p0+ao+0j9k5RIOEDRiLbDbM1MvVFHxx1Vd2+vvvyiZt79695s4tV69eDfO4cu2qXb76Q/i7Wg/r9m4J2zMYe50fBUff0cZhc6ANEu/uaX7Xho7srhapieVeuXLFTp06ZefOnUuMx8uRY/vt2c6xEwJxY2VBd5OduHC2ZH7THUFj0N/Uu5ufuGc2zqrvxSuXi0i/dOWyPdqe1xZlTMTloXCAG2lUvb6mpiivSn5s/XafLRlaba+vrbFnViyyl1Z9bZ8PdFjPgRG7fv269R3cbu9syNk9TWObftXltbU1tmHf1rKKPXb+tA0c2mGrdm2yNXs2G+X7PCkrw2mKfODAgaJ5hTV5Nf52Ht5vIwd2l+V6dm6xmsGV9v76RntzTa0tWJ+zJQOd1rVjc5DP6IHdNr1uj40eiHEH99i2/btsYHSLbdyx1UYP7pl17sHWvOmGUt9qjWn5MqkhjXGFx/kCQGnL7Qf3TNgN79lug6PDtmXP9gnnlUTPJ935+TAKtH1s0AHG130WgJaAgwDOzI8ILvhG3tGaVzAB1EsSkgKC6ZLRt9bU2faDe237ofHu2eV5cNW/6DSO94S7oDxzImAgduwBmVnXsL5hra35Eh8gXPM3v1P1kZ2tRWuCJEE+5QrUdoE/gEW3LvCT8llruOFRz4Dyd3Xk7wIiDeDkXR0fBGmpi/qh3uHjoNMHnd38qbtoJK7Wf+xTktIpD+okjWwBxICbogkhAXnSB54aGX/ixG0H+CDhwPOdX9jJc2di3alzZwz3flfe/jyAtfoC9RB9vg9I7PIRHsE7aTuLb/j1w+uCz8sra5YEvMS8CfziHfz3T9BQvoQsbj5BfC72XPe5PebZGocWV4hD/V2atQ6FT0/vaDHmJbet/XLc3w8t/dBeWJkXTLrhPLPvpD7cOcDYdXnStX9b+Fl9a33+glj/QlwEJzL7RduSh2s2ijpIo575wa2T+yyNdsp3w/1nmfShLP9d1G/GC3OVX2/3N0A9/UF9jnel1kEPFL4rXASNeaWost0w8YC8azevCfl6IzxkgPyN0MpVqmMGyKdnfAbIp+dVNWO6oBnP2d94Dly+8oP1bt8cXF6a115fac1oV/Z02rstX8VeOrSg9St7reXz8JZ6Fq1xF/MgbddCmA83QEz2F8+BZTv6w4UWWiYsvFioaRMED9EiYsHJYouFE1osLIhZHPLedS+t/tqOfhd/w/2uk4fD+NiDdBdccc8cE9XivPfAaHxlpvnN+csXbfHg8rA+Lh/c54bCZqQS8nxAfujwLvu0b6k9vHTs9MC9ze8ax0MBxqv1d/DMcfuwZwyodeuvZ3hViVAirk6AeZt2b3PciG3aXbkb3DFsXcOD1rNtU2I+X/eNtTmbZEALNi30X8wAMEbQhtTm+t6md61jS3dinhOhu5K07VvyQrG0mlLu2GR+oE2fW75oXJ0WrMsF79j0ummSnjkerWPpX/Z2jMuT+g2VcK1D6+zx9rFj0+pzST4bQTan0thU3CfbF1rncJ8N7R6NdXUDq4x4SuN7Qlr2AAAgAElEQVT7r69aYiu39dnQntEZ6dYMdltn3/rQDe7YOu105jYsLymEd4X0mDMpZd4CgT1mMNx02XNp0zuYIcF+NCdnMEGCaQnMkrxQMHsCuJ40hqPeBdqVKU2JkF7x7y3D5vVMaFudjoqzD48JC80PAIDMn4BXAHjMfaSTqRE3HmHExRwcwL273sJ8S1zdZa86CbyLai/CBGhSdlwcwFOtsQGONX+i3R6Xxg+n3qpPkokNpXMBQQQFCpePYFf5JdGu+PgugC2+yycvAEC+59CncMB18gc0RfGCtTDgsbSCicc3RbQoHSCsDzq7tKAFrfUCaQRW8xyA4jvzF7m6afQctEfh0k+tk+k30En6tHf1YFqF+NRLGtnkF3faQeWj4R7FyztybwXr432nvw2WcIfOngjyd9ccOhlDH6JM5SkfhQEJOaAtzrm8UxxpqysvTt5qnUF5tJ3eIdDxNfCVzyd9beESdP3eYbuzcexCWvgDIM+4dul8rP0T23J0T5iOh+0nDob0u2WLhjj/qdGm0HwUdMbFo69KYz8pf/ZdqlvcnOWXQX9XGk4sMB/RNvRTV3igEycoICX9SYlH/RUhY16oMWZSSzT4e3rouL9lgV27fj2piDn1LgPk51RzzqzKZIB8+vbIAPn0vKpmzKkE5M9evGCDh3Ya4OnS0V5jUbD/zLGi6o4eP2BoPX7StzS4SOXLjZ0BQHf6YvlauUUZT+KPBmcDjv13LnBi86UPPf7dDW8FdimxQYy9SFcjnvcsfKO0Q/Txlu9esDOXL3s59f25oF+g9fnEsoXGQvDlVV/bN0OrAi3epObr2N4X8p6FHhtE+MdCS23Cgks8jfJ1TJL4txVs+6FRt+PbA3b6/Lkid+b8uQA4Ju68dZ8n5uuXJduHmH35fHlDhS5nny+vwDnHenW81/U/WFZjL7Z9bo82f2jzGt8LzCn9q/lDe7ltkX28vC48EuymSfu8sGCC572lX9tDjcWXVbEBCBe0hc0K5lLmt3857nhy1JHl8sMabdGKZPfRsjp7delie6blU3uy5RN7tnWhvb70C/tkeX3JtOPy7my0RZ5b3NlouIXL6mMBiTigYjLCBXak6cNoPgm4wMSRfzndZNAzkTxkR76csRhsDpvyG1IAO7d8LmiWndRyjiEz1gEk4Gk5F9CpbC41JC2OTTVzfyA8HG4IwAXACXfDzvwmAYrmmQB46fsq1Ji7rWG+cfmcypCPcBjAUuWRL20M+AFw4mrHESfpwkXlmfmlAWPM1Inn+Ggj066AQfiABC4g8lzTp+PaLuPzeD5zkSaXcbq8jXoGnNRYKcfX9ynOlJmfl07DsT6cDe3FnA6/oNuvi/ub+cgFbaN4TFgUmBsVN+nOjcca89rflbSZwOc0AlUXJAeAduub5lmgcxTAHpVeIDfzd9T7f20aO42ANnSc1i3Ar77LLm8RfCAUikqH9ro0rN00Rc+OaQ/C4aEASsWDZwho6A8BmN+1eNwlpEFaTid0jZ3Ak4CA7yoAOeOJPDDhoXnv9sJ3mfSA6iozrYDyvoYCIF/QVhZYHmdv3G8D9g/Mxyr3yw1ttrR/TegWrMrTBA+UlpMDtL/SsA/xgXlAYzeO4vr+/c3v2Xur6+2d1fly4AtAssrCBzyWhjjpAebhIWAw4yUwwZLLm5/i/Xur62z15t4i1z64zuav+MYeaB5bB4iWR1s/sg/W5mzV5p6iNMrjkda8Ig3t6a9BXDrdZwk7WGu44VHPOtmAkCDpVIaENczP9PmovBSG8pvqFzensH7SmLqt4U07c/F80tYzuIiVPOkvrJuUPz5rKNqB/NwTDAgboFVrrJmknJVY2Ul4mQHyk8DELItoDmSAfDRfokIzQD6KKzMvbCoA+b2njgbguvuxcp+fXv65Ld643J5a/nnRB82Nw/MXG1fYuUsXppxpFy59b52bugMAMrTjvawuAM+wBa0NFppYPo0sNrSw9N/pN4sHVxqvBUOcrw89ZiOm8+/giaPWO7rZekaHJtX1jg6Z695dkz8CKf5E+U91LLSWTeuCkwmcTpBrHFwTtoELurvaE0laFi7PAUSCshvmh5r19+XeDdtb7f5OYfNK3FJaN27+ekajlbQ32uW9AIOyt4p2EYtudzEPSMomz91oZEDgePBJ/XAivsArNODVL0v52shz8d1Eyp7stGjFas5Ay79UPdBq1Mb4odx74+qCJh75pQVY/PIEuJRzsSMXeqsOcW0iu6MIDNNohN23Mm+KCiEKc5bL9wcKl+FymijOFAcai/r2QNtMu5Tarc9seHYvpwQcirzsrXDZICY61B/oG7OhftWi8dECcAu/AD4AOgFIAGX5xggI4n3atYA/pvVNSiugu3tZfg5B8FktvpRTLmAn/AFs9+se9RuzEgCSgTZubkygznfdvTASW/0AxLQJjvkZoBigivI4yRBHJ0JN4rj5RdESFca6jLRovke998Mk6IwDyf347m9APK3506wHZW8b8NTNx32mn8JL6oBD4x/a6M/4+n7xDtrRohZP09QBngJKMjZUd5WFT30AEt17U3wzP25895n9DWtpF4TElI77243vPrPG0PczoK8jb2aKMR7XT/zwB3N5s0kCsVljyjxSGt7wbZVAjRM2fv5aH9AWbps9u7Ot6HtJveAtYySKx/BIwgf2ki81Lxx3GXR4CXVBeIvwwi0T4F/CQpePekY44QvkWS9xiTHvWBtwMgYFocdyHxjzVdzlyi4fiKM7GuCVeO3SpmfMNWn+hC7MX+ldki/Amr6ftF92+yX9h7mfNkfYg1CEfaHyonz6/LM780pbbvmku6M1vzcjHub7kv4wZUM8xoryY9xqncw718En2ktCXe03OXF7o/xlgPyN0tJVqGcGyKdnegbIp+dVNWNONiDf4ZgS4ePEx4pFERrJLOgFTurD5W6oWAzy0ZKGA3Gw17b9+IFJZdG3p09Yx8C64KI9LpZ6f+k39lLzZwEAAfj0QO494xgkmphouqMRT5hoph7BQsk5jsmCN6xbwxvh4pc01MldCJR6BkCSLcbPVjVZ3bqOvFvfYXWe+2bdUlu8ptm+WNMSvKtfv8zSuNp1HfbpqkZb0FkbOC4IdBdgU/EMSCTtVvjChgLNARZTgEFs5gCntEAnDppwLi1KT39y+SiNHjaDbnipZzQUKQfNC9ny90FhaRcHC7sIe/GlyhDI5efr1muuPaMpeEfDmwFvaeckrRf4x2aMdsCxUZlr/KhmfZ4raGKzSSrVV933nOgR8JBWW2266slYUn/hGHLcsXrmFzbIxOUUhg9U09eUTxww7vIk6lmAi695H8cLxoY08uO+DcyFogutwahyo8K0OXRNQ2iTz7fWFYhFpSdMGqCUP1sAxjheVyscTWBOK8DDtCYxAOzU5uUId6pVx2qUq0udmZdcgbzfl2UHPu1lrn56gfpp02sdkXYOqAbv3DJDQL6tfJM+8ApBBX017TdFpiMABF063Ofb6/PrBda/fnuk+S0QNA1Irv6RBCwmlan1ZhqBjcY14FxSntDNXknfXM0Frs/eA0UG8lEb8N43cxJXjmv+ROXcsyLefj37HI0Flw6e4TffTPE70BovCKb8uO5v1vfw4oENi0IgHFOTEjqgPMC9W27fSHqWohTrbNVbdskpF3A2ChSGF+5JWcyKRZUTAvIxAhUAaMp2BSqUSz0J19zAt572412S0PWZprE7nohLO5GX+jdhcoDzakeFAbazxnijZXHRvlXvfZ+TKWlAeb5JtzunKRgDfNsYQ9q7a/0RlNGQ8m6Gwp6K9pAZKepE24w7dbCpNuSnX4+k3+QH0A999AdXqMFajDVyVNu7YfCTMqBR/Uw+Y4CxwnoT5TD/rgji8Z70r03CnUOTCohMYWYZID+FzL3Rs84A+fQ9IAPk0/OqmjEnE5BvGekOFwosLCUZ1kcLX0fO+DA91B2v3QhwoI87Nv32nj4aySa0urHnjikItNvxcZ/hljeMcwuX19sHrV+btAZkRzPpY653aBfGLXwltQf0YBHBpkLpSoGRLn/0DMhE+igtRUAlFqHSKFI5+GhCJi32MKnDplaAkJsWDQjAm6kCAwSm39n6bnA0VXWN8t1+IlBIwDgLUzeNNiYsWt3wNM+0FTxggaZNIxsCdyEmQNNd8KfJW3FYiFNGlPaNW85cepbNZLSuxIdSPhpI8IlNOyY25hI/qlkXNmjwFfMqpdrAf69xiFCymnWIKlvjkrrh2NRDL6Zs2PgKiOcdc49vLoFNq7S+iBOnOe7zxP8tHqUVuKGtRnlotPt56be0H8sVEvDdJG8c9UVbTr+jTBqoPN/XWLwn986Ma/eovjDTwtTGtKPP26Tf+u4naRLPtLpOFz0SwrEOAwRL4qPGD1rzSfHi3km71weE4uJrraq1ynTxpNJyWEMyL7DuiatTUjgn20iftn9rXvpn/fzY+eT2+rwAK2rfkESL3skOdRpAX3cNBYo1FShZCKROk16nN9MqdOiSTYGGLoAIGPjEcP7eF+odmrhs4Pue3NcBCQV40l8f7h4z6QFtSd8HwHN9R+RzqselRe1wT+E0hOKhKRxo/K/5LKARoFUCEeLcXhCY88x+rNz9h4BSQFcJK6CFtnHXAOwb4CV1lfKNaLy3If4790xB+J9m/U/fRbvb7cMS2LP+4ntOmezfksYu327WXFF7PPY5KLBwUkM8p0wEP9L0lzA44G/TWwG4zUkAQG+UF9Dspj6q/925t+3NlsWJNEEv5v20nlTaOD/N6QTRL9/dNytfxoHqpTB8eMg3gVOPmIxFAYi9G3sP9sDQqtMTbjr3mXWhr6QR1y6ccCZtWiGk6iRf+9RSduojgY5ZGpgB8rO04WYD2Rkgn76VMkA+Pa+qGXOyAPlNh3eFH3eOgukj5PosGPUxTLOQJa2AbmzYrd3SP+aG++2rVS0lFxD+xxX77rI5KFpcnw8/AAuLJ2h0NSjitKXQviAPFoTawLFhJAwtApcHaZ/hIen9jTkglAsiUSaLzlA7vwDGUEffRIo0SVRfFsWcRsBpoa53aGn4vJvIbxaX5M1G1100J/FDvAegdRdW/sJYgLcfnpS3+06bA9qMxS50upsCAQH0Czdd2mfRd6MA8gh94GGwQRrJa3Ol5ZU2ypPd/ybSd2dz2gWtY3NuJYJBNm60JRuXmcgHxqm0ZqHTd2zQ4oBymb4Q+JZkUiCp/+oblSQIdXmn+VvfCj9vABnVI+1c6eahE2Z8K1RH5lI3Tppn8WW2gIwuj6v57N5JENfGcfwHMFHbpwUKqlnX6SobAa3Mn6GFGMc/hUsruZI1QdgGgWmC+EspVRa+ACOEfNPFk4mUA53qZ1Haw27dop41x6QVYoqnKILE0a0TdXHr7Cg6FMZpLurjK2vove8LJJ0ODXkXZExzQkm0ovyjNroHzfOCdjLrKgBZeEpcCYSJiwIE6UKhxM7WQHjlxgGUllZ7ALQ7Ws8A9Ywd9h+cQCGd1sSihfL1jM/+A+12gEoJRdz3aZ9p/zSa2lH9RwogvoAI0Jr66FtWRItTjyQwWkJt8lDblONLs52252QANLyx/Btr6l6Zyr22fOxy5aRTQdBEu9MHVE+083XHVhTN0KSTCfOaFlh91/JUNH25rs2eXrrQ7m18J5iXmZvvbnzb/tX6sb3SkZ9bEMJElZkUJoxgXvMCe679c7unccykDHV6oPl9e3XZV/bN+o5UdMLjxu6V9uHKBnuxY7E9s3ShvdC+yN5fWW+5rs7UeZDP1+uWBnxFgJRUh7h3Esy9uyFXTchnWsvOAPlpZfeNVVgGyKdv7wyQT8+rasacDED+ytWr9tjS/FG8JFBD9trSLuL1YRNYDMAQtRhLG4a2uRYq8pU3v6Mk+tJ8Sjp2rjhu3QVk8U71KMdXeldzQ6A2tLLo4jIoN08WYyzYXO0PgSnS2AvquWZhpIkHFmfS0CPeZGnFShuLPNMKYlQvNg+kc52/KNVmo9x+pTJke5nFoDZq7tFzmbWotC1F340CMuuIL/UWj9P6Omp8X6aZO6G5TnMimlaMnUpOj9BmaF6RHs015TkTfY64M9ehzcY8DzieZGZHlxpSN+ZtfH8zn7bP6tJD33ZrFJ9eK2hZ8d2Jy1+aVAgK4+IkhWO3mfpw2kkgZjlAkPKWGSm+HVF1ycKi73tA6B+MmQoACXiv9YT7DbrRec14hqcIbNU/k3y0gYmPdmUITqbUhJbWcdr5QCfr7vVO1s3kNpPQPOApNpZT8oZ4UjYhbVqBoea0JA35Owoma6LW4aXok9ID67dScXmvNq6kLFdgmrZvCdRO26dUBymLwOugPzsgMr8BiQE+lb/iBXGdSz4VHrUmY00elV5p5FOW5iZAeWnw632cL0C66L1Xj7sa37JDJ4/Z4Qrd8KHddlcBvL3PMV0jPuIjtEFLnPq6F8/WbFpVstxH2vIgdxphoFsmexLqLa1qgeUbRjrt0pk9dv3a5cTt//HzZ4L05BGn6OaWp2ed4EgrkBQoz71tE/27fv16aK6t3FOZ2o9/3fWlHVj7sI0s+TfbvOTHNrjkp7Z1yU22I3erHel71S6eHJkomRWlv685b7q2kvWU7gRq2tZVUdmzMVEGyM/GVpslNGeAfPqGygD59LyqZsxyAPm93x6y/h1bggs/ufyTizZXb+mz19rygEaSBoEA5iQgQosJ3+ejzoIEre9KNzmuXT4tJKXZSN4s6P1yOXbIu380vBFrAxtNkyBOfXEcabiz0PHzTfNbmzyZT3HNM/iAdFR+LMSgC23MJwuXFvIbwDMqvhsm2onv23CvhP+ivRJAW1oFaKBJK8vXalJd0/DFraeeJYTgGLYu13OFP9Imw66/e0xU6Uv5jAt4iZmkSvg329LINBFjvhRvxr3fOaYdnJmtiQb8yukP6ruVAvIcb6bvznRAvhyeEJd5jXqxQWZzxTPfhXJPEQj4Y55NQwMgK2UlATM6cZVk23fcuHEANWlW6iLXStseTVVo5Yh6mrplcfLjdaInqnQyrJRZgxuJ3zoFU47QXeAX3/ek8eK+4y4g+jwurfKAQKS4kzgzsZ1cMx/UFeGby4e4Z+ZHgcSlbKK7ecgEVtJ35LYCIJ8/WdeYih6VIdMk/tpQ731fQgXsfvvvSv0WyJrWBA356QQFvE57WglhAfFvb3wrBML5Xam7o+XdxMsyWa+xRtf+yC3HbWutl3lPW7G+RQkIU5R3NBdrNLt5xD3f3/yenb10oWgb/MOFb+37E8OB++H8kaJ3cT+2frs3tKfOmGQ973/PaXfZcYeez9d8YtevXYnLMgxfvXtTwHfqp5MJpfoJp6PES/oltOh0Qe+SnwdgM4AzwPO5A6vDstyHd7vy6y9oLlWe+15rGuqYdEGq0rjxD587GZLww/nDdnL0Gzu4/nHbs+zvtqfjb3Zw3aN2YtsXdvnsvjDe1cvf2fkjPXZ6V5Nt2Zzfr1M2JybSXtKsfRzpHqt7OuTP7sabbU/zzbaz4aYwDL59u+m9sPzpelg0sCzoB+UK8mh7Cab2nErXn6erTlNZTgbITyV3b/C8M0A+fQfIAPn0vKpmzChA/uS5M7Zl7w4b2LnVBguuZl177KZc2tdJi3otLpM0zbU4iPK1sKnkGLevDcQHn4WnAPm4DZuECEkLb4EWaHK7dKNJoQWJG572WUcbsY1HndEsIr9yQGctPGUvvpSNSZc2aRwlXcKVdqMZbqZ7vyrikVte0rPaXu2FBqgbX3YZK+1b0iahvaUt7wsiBG65pyBcGuKe1Q+SNqJp+Thb4lFX+mqajUAU32RTFDB5ttR5ptJZZLLGsTkaxfeoMM2Bcw2U1SkOgCLqLc2/cjdaOlGTVotcggDmsih+EyaeJ3134tISLmGuBGOVCMHJR5t07NjO1P49E+nSSby0wJvfljqxQR+difWrBk2cFOSbgqa1z6+43wBipMGlaQuEa/r2pDW3oPE/2050caIIvggg5Jm7N+J4STj8RNOXuNL4TYrvvpNSAqd24vqPLnUl/3KUNwQQ+2twt3z/WYA8ZaXpG0qPko4u70wL/msN6JqVRCDL/Kp8XR8+S5gEfXwPeA/N4iPhSe6Jlhds28DfbN+m/y6KB0DK2j5KsQQBlNbCbt5RSkUIfW9rypt3dOOW+/xK3UO2I/cr+/74Frt66bQd3/KJ7Wr9UxHwCvi6s/E3dqj7WbtwbFPidnnPqaP2wsox2/jQkxcYvBcCoqJxce3fg3J2Nv3Ozu4vrRn+zoa84B6BVJTtfLcNmackJBKYrn3Kyw2P2N6WHxtAM3WTO7D2EUMQ4f5xfxr0pgW1XRrcy2Td8LhnAeLcBXf53H47sOahkDbR6PsH1z1mh9Y/URTv+bpHA5rVV+lzSXtPTi5oHlXbsGc9tf4XdmXr7+z66O9Dd2noN/btyp+F5SEomM6/vaeOhuOpHNNa4u3bGxqmk9yql5UB8lVvgrlLQAbIp2/bDJBPz6tqxvQB+eF9O2MXzHELaW38kzSKBHiwkItbECSFayPAkf84OuLCH8rlNxHz1nwWbkAeL2j/sQBACzSqbMBv3vMxjXpPmMAPX+NRoArp0y7c3TLCxVzDO4HpGPJBQ9yNU+oZ7X1tuFjgl4rvv5e5mLS2keP4f39Om+nki9j88vVbGmhsnAI+eJchysxJ1MZBeST5AvzRfJG5H9/+PuYwKBvHxigpP70jPx0Fnk3ac3HtmDYcIRJ8ittwij9xvkCRDJCfuIY8baZLuCqZh3TMdq6BgwBD9FEJOF2ABs26uL7phsvsAReoYQInzfiQOZMksF1AeKWa7dr4z2vIn8yp1OapeDLbwMY07TCVcXQiLE7Q7/ahqGcpL0Rd6D6VdM/kvDkpWMk3RWAoaRlzUWtUzI4gmNNaibg42i9OG5Z8tCa9t/ld27R/R0mzF2nNcew9ctBG9+6yPYcPTFqeUWU/szx/14vAIuoMiIY5D4QT8AWTNKxl3TjEK+ekgtZtpNt1NF+ng/v6bf+O5YE7uH8gqOeTywoa4QWglz1D3NqccYPWqZROsK+edCmpP86k3AFNaetDeQKs0woMAL4FTMIzmQZRueQHf+A5AhHdocN7NGoFxot+l5fKw/UfbX7Rlq6/166N/iEEMZvX3RfU0Y1HX4cW9i2cxNKaizicBMW/o/61wOeUqsr3/eAb2JAsHHDL5fm+xlfsq1UP2enNf7SDHT/Ng6t1t9hI7U9CoHVH/U0BaL2v5ce2s75YM3pb7S22eeVTNrBlpfXt2BKc2ubktuu+Wl9jzzY8Na7e8KduzTw7svHPdqb7l7av9cdhmUNrX7P+HcOxbv3IRnuifewiVNrCX+MybuatzZ+Co65BP9nZZjrpS9jo4P+GbXN16+/s1LpfGPUF7N5c92vLdS62b9a02qcr8wLFStcBOukMMO+3W9Rvnax7puHZkCfQdHjZT+1s96/s4sbf2MVNv7GzPb+yI8tvKYpDPHh5ZMUtdk/DK/l+M/DN2PhEiLd0QTDPUg7zJ+uscPwW+jvh2vvu3fj/Qj65oDzPFwZ+HWrMHx2YP60QSt2WtUH9EMxhAimKl26YO2b3nzk2rbRWu7AMkK92C8zh8jNAPn3jZoB8el5VM6YPyC9cVp8KWHA3b9jOZKGBZof7IXKftZAtR6oclb5csx+yoQx9As/RfpJZgCSbpCwYSJe0sdYixl+gszkgLa5cW8CufUMu5UNDkXyiNpMuj6KeBQhXIgiRQAKBhtve5T7rEt1KtDyoEws56u8ual3bpdj01Gb68RQLJJdPOgnA5oS0lMPlUlF1FIjH8WN/o+TmyTMLcwkSuJA2Kr+5GiYBXSV9jg0sbYDLTNZMDiAvExrlaBDShxljGlecMppL/ZULlulj7omXh7rGLjoE1PbHtH4j6HQBqnJsfct2PXyN0lJUGdKmrOR7qXkHrWJdIBsHLKq8KF9zI9+gudT2U10X3RMAEBfF11JhAnp1/8tU0zsb8pdQsZI1UKAc4disZk3Eeg0FB/Fa3xz6uuzVK+zuZR8GYCknQLHBLZMtvGdtlnRXxUzmbfhdaF8QrC11F4bqHeXL7ALv0pg/1GkP4j+ee9s6G+604ZoCCOtoB2+pucVer388mJMBy0OAuGF+wHPanTmMbxIgGCCXS0s55r20D4AmCS95Zk6Pmyepq4B14romXJLGszTd+fbK1A3pX697IFzn8Nt3zOGcBKXvol2MYFya+cQVaP5B7Z3W2fl3G+z7hx0a+q9YAPPLVQ+FZbjmc9xy0WTW9/6B+heC+PxOqh/vODUACO22h/JF0/nOhtfsubZnbcnqB2xXBMh6sH2sP/AM2DoOgB38tR0SeO/0m5bcY+O+TR+2fmEDtb8LAOM9bbfYwYH/DHhzdvhP4/KlnJPrfhGCy42NT47Lzx3DrEl1UbrqSL0BkeGfwvB12k77KMIa194fSQOa4AeW5gUSfbX/HtDwdu7lIL+0p3X8dmKcUGbadZ/uC3qw/vmAHwhDAOD9ttDvy5t/E9K8o/5Hdnnzb4O4tze8HpQrxaWHe78MFZNc/rjPAPNoylMH6su7tvX3xpYNDd8P/jpst/NHe6cVRnl/Q5630MlcFDVvMGcJ9yBe74Hq2L2fVsZ4hWWAvMeQ7OfkcSAD5NPzMgPk0/OqmjFdQH5o25bExYi7MHGf02yW0MTgo5R0dM1fULi/BTKUu/mRzV4W7AIY2FTpmYWuW477zAcVmpMWNDoWzYLMTcuzFrfkkWSiwE0nbW/S4GT7Hi1uN17aZzSHgnx2tJSdXgu0iZqteSiXvwinEg1d6qmNCIseHcP0+SkthHIWr2i3SDsevmvxlKQN/HDhtIXa1NeQQOggDUfiMDbebf2qonHljrHZ9KzLh9ngpu2niieNRvg2m+o8k2nFbI3MCCWZFVMbyNedDfT5mVy/SmgT6OafbHIBJOYdvhVomiEMZGPNvCMwhPFdiZ1vmb9C8NOzQWkAACAASURBVCpe+760731Brx/P/y0hMveecFJFp8NcwYOfJu63wMoXmhfOufavpM+Uk4ZvJv2jlODW571OJXDqgnFbTplzOW4as4g+L/Vba7TbG+aH8yBt4zqE5pxeEQ/ntyw2mdpz4+mZy5IrGfvKf6b4Onkg8JB5jjkO8BmAEfCW9S/zEWY6XEUTeME33tcShu8IEpm7xK9H64q1bjHXsb/tJ4HblctrBy+v+X0Q//bGN+3JrY1F2rPKx/cF3hHOGlBtHudTP63LNSe6QDn5sA6EH4D14oXKFb/4zbcjTgkJZQTtWRAA6aQZ6b6p/R/bUfcjO7/1jzbQ9w97vu3ZoN635eaPCSK8/qnyyfP2pvzc8kbdPNte96NE0FLgKX7H+nvC9iA/+ACYrDWwynil7kFbVvOHIC7lxfEyKpxTFfQHKc+80PZsSfp+GP6tjdb+KABXAVldmv3nUxt+GYKwMp/S0XBfOG4ZV8sb7gniYBbGTx/3+9T6fL7bltxkC1s+Lsrvk5aFVtf4vC3NPWiU1Zp7xD5sfNXuKczx4hs+4wVwmXUs/crtnzWrH0imZ+T3ga106jVU83NbUvv/gjbgOxzF61JhjEFoSlI6c/Ngf0X8efUvBNrucbzywyVQOdD+k6B+txUAeV94Sp9AcMO8wBiDT+zD/flDAs/c2nnJ/Br9vZ1Yk7fFj1376fi78v0J27vi9qB/vV97V8AvtT9jRXWTIhzvHmz70IaO7J4O8mZcGRkgP+OaZO4QlAHy6dsyA+TT86qaMV1AfsPGvqKFSNpNgzSHtcB1P/J61qVOlYB0aMXoo1eu1iybJtKyWAeMCp7XLwo0IxUuGn2fxaXKdTWy/Xj6+PrgbHgcrwCK87GOW8CTp3ikMvFfa86baalE244jtuRRKZgvbeW0FxbG9Re1QSVtjy1G6gCP4RGLNwkZ3A0YtGoDhFYSdffbyf1NO0jjiXYSiA6QUgpAF+ActlNDfiGujZ7Ck+ylxvFqLoQDZogH5dqR1wbmRjLxMx1t/lLhMlHaBXDFHQv+M2NHAlROi8xF00HUKeijDfMDDT+XB4FmU0deS0v9OMqPO0lTqj1l/or5Iu57wLdHmoyl2ku0M1e64ApzmcoCeInS4lJa35dW30SFsaV4MVffy448p7t83ib9lsmKJKHwXOVZUr3Uj6MUH5L4yTuBofoe830iP+ZE1ldJ33vu70Gpg/bku4+CRLmnNJPqVfV3ja+G32pOgiatm5gXZU5C5kw0L7KWAmTjpKHWw3r3dP2YjenDy28Zp3X7/cYxTdc3mvP2pyUoRQDAOo91AfkiJGVM0aZab7vAPzRECcGYZ1l/iqZ7vUsyea/7gxTH9RFo0/a0F/1BJ4+IA20IbjE54wP4Ac0tYxed5pbfEYB5aHu7wOb7y/8V0kZ9aAt4wDN+8HtFfi9Dma82Pmrblvwo0FB28yn1fHLLfwZa2k825YUAqiPfskdyC6y+7v8C+rZ0/kdAT7mAvMYiJ0TJG834UjTxXnbBv131s5LxpdGOMEKgfHftn21D3V+tt+6PYRj9Kk3ZiiMNfAH8nze/b6vq/xHmp7Lkb635sX3Y8HhwolZ8jPIfanrJNnTfnoqW8/23huV15v4Y8JBvt/haji9BE30yTToB+E/VPWHYahdfSvlo96MhD1++67s1OBEBHzhxmKZcP472UV09pXmGyR+1x9XL56YUSuGegdHaMbv/9JeBVX+xBUsfMd3T5rb/w7mXrXWkxy5d+WFK6ZrJmWeA/ExunVlOWwbIp2/ADJBPz6tqxnQB+cHhTRUB8gJ7khZvWqABGCQt+v2PM78FpFdiOkXgKXlIK57FswCHUosVAVPSIIqiT8deWTy77wUm85EWuMIz8RBeoHnJcT42Cu4mRsd12UC+WQCOKtmIClBHW9KlK+0zR1GhF22wiWwcQ4C2YX5ZoBB00j7Q4PLfPXLMyQf4TFw2VdKmh4csSP2+Bigl7VPyRfvEvVDI1ZJLqvObLYsN0ETmhMgryK/hLUObb66Z+EjiRdQ7HevluH/a/qZxdCNdgBvFu6kKk21r+inmCZgDXZAWDUiEgtLAY9wDWE0VPdXOV9rjcYJC5hXmaQR2CPmYi/iGSINrIhqyGh/M65q//HHinpbim/VswqW8aOTpyLzoe7DlA9u0e8Re7sybXgPsxbyXX47/OzDxUZjPvu5bHuRBPjPBrR7sts6+9aEb2DE8I+iK4s2jS/OnAgUu+nz2f+tb90DL+9a/s/r12rhzq3UND1rP1o1TyuPBncPWu7XP+rb2B65/81obGGi2gYEm6x9aZX3b+gP3WFtBuSLBnJTPU5ltYM5r7mm3FWvrAte5vtEqdhsarTNwTda5IZ1buaHJcK0dC62p7UNrbv8keOa371o6Flpz+6eG778Lfy9baK3LPivpGlvft8aWBZGuu/5/AzCruebPwdoFHjGHsNZiDpBGPKduZHqFOC/UPWrnhv5gi1c+bLfFaHIT797cq7Z8/d12rrcAMtb827hLGgH7ZMcb+9NHN//F7s69FtDDaUh//ea3r2uv+y7HLBEgJms7tPslRIAm1/GOuZ/6sgbUd484TzQ9a5/l7gi0lFfW/NbW5O4v4uE3ze/Z87m3IoE4tww9P936vA31/58dL2j0Hlv983GAJ+ZMFF++5nT9xv+o9g7b25y3fY6AoxRgGvX+TNcvbcuSm62r5vdW0/JeWDeBmyc25QH5SsFgrdHfXfZ4KvoERGMmJYpeP2x/a968y6FlY+ZuRDs+Wtt+mlK/LxRMoGyt+ZkN5O4OgV7yw5zMsVU/txNrfxEID9C+V3nDNb+wr+vvt9fr5tljdU8b5n7w59fPM0Dla86lpKVo4L3yPrbu1rA/+Nrm/jiI+s0+k/7COi/qvR+G4Iv4C1uTTcVE1UH9mv74r+YXg3wQVPlllPrNCXr19Qtb/5iqDTV/nBz5yr7d9J4dWPOg7VtxR3Ap7bGh9+38t/0Thli+O9Idtjd9C3M9Lh9+GPmDYfN+S//frW/Vf1lPTd4M0t7lt0247NmcQQbIz+bWm+G0Z4B8+gbKAPn0vKpmTBeQ37R1c1ngy4dtS+zr1a22ZE2b3duYv0AOwCLuowt4ysc2DgCJSgfIKo3o+Uu/sIXL6orcp8vqLMm90Jq/YIcyWdRQPgt1TIvwXArodkH1OJMr2BQW4A6o6NZDixwW1logacHh+9pAEH537m37bEXOFnU2hguUNGCKWzbPAqgrsd8uYObBpgX21aqWCbnHWwROpL9c9pH+b8K6+5rWHH9ksyAeIgwCOEPzSW3hvmNxeEfrmKYS725vydvm5/nOxretedM627J3R9lu055R6905bBt3j5SdtpLyZn6a7dbRu9bua8qbKqLfu8Cv30f5jU1WtVfLEO2wPXMpebBp10gAmvWNbI7k2ea9202ueWidPdw6ZkoAngcaSQ6YQdjzK76wNaODYTqlnzZ/z3bbPMVu5da+sM+l1ebiOwJ/Hmz9wPpGN1v31o02uGO4IlpfWDFmsx7tSv/oNt8V5jONC+a1ACwbrAnuqODOC7637kWBzIF8R0jz9vqGYGlx7tIF04WJzJNRGqQakwggVN5XmzqruTSJLPvAgQPmrllYk8/UvwNnjtn9Lfm2gO98s8Rn16c91GZ35N6yXScOzYgqXb161U6dOmVnz56NpefsyQN2eFevHd7tuj47vDvG7em3I447vKvHepbOtw3NL9hgwz9tuHZMQ9QFvDbW/y0wG6G+mbTOFG9Zu2n981buVdvQ/NIN53obH7aN9f9rm+v+EPB2S+1vbajuL2N8rvm3wOzDvsH/sreXPRGOffHZ9xfW/jMAlQVGXdz279bX+09b2PmIvdH+lL3Z8WRwYSfAlOLgY86C9jy1/hdF4WjUEr6r4aYwfGTgb3ZXAZSn/VCmYR+gdmWepP11whEav2h8xdY2v2QfNL5qDxVMZri034Xd9twrlqu73d6qHX/JqeKi0e1qMwOcqx/25+4Z13/66//X2mv+w5qW3WYfLP+Xvdj2jD3e8oL9q+UFe3HpM4HQYmPf/4V1E3B5PAKQh08IJBrWzLNnW58raounW58LLiMd7vz3gB6Aa+iqBHimHNqB9MO1vwzr1NP0ryAME0LEeaIlb0e+kntM9J1sXZcO3P1hy2+Dsnc6/QAa4tyZ7l8F8TF7JNvrXDTKb+p1esMvY9PG5Um4f4EsALNso/vpAPBVnvrIsVU/Cy49nUjbcEqA9AioHq7Ln2RgDa3+n8aXtjv9mnVEqTTsLbVvGtoQfxeBzwP9RqMemmm/tnX3hn23XBO1fCeh+e7cq6nbL04oozbB37v8H3b+SI9duXjSzu7tsGNDH9iR/tcCAP/07hb74bvkb+6OhrxJI/qY6pzkcw/CaM2/BTz5duO7sd/Puf4iA+TnegtXsX4ZIJ+e+Rkgn55X1Yzpbm7TAvIrNm4IbqK/cOn7kPS+g6PhRzgOuA7A9YKWig9cRy0YiH9nax7oXzy4PCyrnIcdJw4GdPGhf3ZnW3ikn82aNGfQRIwqX2HS0GehEKdtIJuJxGEx6mr2SPONdzyTH8AK4Alx0Up9YO1nIT33Nr9nu08eCav52pqaoA7lLm6gXyA05ak+aX3R3bytK6Sl0oeTF87Zfc35xRb5lqLB1ZSI23znL5P6LNQMhb+uu6txDHB3w/3nRYPL7NT3U3vcsVK+zdZ0e/futfVbBmxecx6Qui33ZnD0nHHH2OD0RtTGesO+4dla5arRfeXKlQA4O3cufR/esG+rvdvVGAKGjIlHln5sC/vbbfjo3qrVZboLXrd3SzhnMBfHmSbjhJcrUOW78v333wd8v3jxYsVkfz20MiyfNuCkFKcXXLCJcNcUjT9/8RvhJJcASjORsO7920K6jp8/Yy+tGtM+C8w+rPssOEXE/IpJBIGXpK3ZvDpMO5MeZgMgf+7gGjva/7rt67zLetputyebXgrbmPblbgb6Glq5WoPA86eWf257To1996eS72eO77Udg0022p8L3Pb+nG0fcF1jEL6lq8aGu2tt+0Cj55pspL8+BPMmAnb35e43tFIFoGBPek/TzYFzzVKMLLnJPmsYM+2BiREXqNWagu+La/7v+dxrk0LnROo4mWl7Gh+z/tzdNtBwuw003Gm9jQ+Nq19v46O2ufb3IU/FW9cHBPfNeuzc+D9Wv2aevdHxpD3V+nxgcuTtlocDu+eDS/LayL52aBIwpXdoZFO2DyADcBGOLWjFxT889Fd7s6O0gOCJ+qesve5v4+q/vOllyzW9bA1NL9vSppetu+nJoj420niLbe79X1vddaet2HCX9fTeFpTp0qBntKKhcVvNj62r6dmgLHwEHfRJ3mGDXPGT/NMFPgAiJsXj3bXRP9iFrf9hV0f+EMYV+AhYS7m7cjeH70rl574X3zfX/XvIu8GGvG1s2V6Xxj7zlMZWGp/LOf/ZkF+LJ10069JTLiB/ZTgP4DM/nOvJg/NoSktb+vzArRXxRYKOoE+uLe6TLr165tJT4ub7QF7YJGHH0c504K3ykq/0mESpr/lr+O1IMgnrtgsAvNYPac3daa/3Qt0jhhkY0VKOLwD62sjvTHbkUURjze/SF/fMGoTvII45KG3ZzCnwH2EAgi6EfNxFgM+pBt1RoXaK8w+uf8Iunt4x7rMLcE8avklpaSIeQiHSjdb+ZFyeN0pABsjfKC1dhXpmgHx6pmeAfHpeVTNmJYB8HL31w+vCDyqAO6Cb//F1gVYADtmBdOMhrUdjUSDE/HV1dt2uxxVbMvyhtrxG6GODNaEmLqY0ACL4+LN4cQF0lxY9A2hrsYCdSszNoLUNrYA4APLSciMeCxHMDACQUEddRqo80EZASOBuyHn3+toaO3LuZFGd1u7ZHJQNUCN60vgshFQepwx8DcykPHS5HOm//e50ET2V/hg5tt/QACRPeI5ww9feQLPD5VXSpbsu/dBLmyjtCyu/DMi8fPUH23n0gK0aHbDclnW2ZPNqWzS43Oq2rA0Aq7MXz1danSxdAgcA5JlbNo0M2xudYycdwv7oCU+e6/zCRo8dSMgxexXHgUoAeTevH65etavXrrlBN9SzC8rTPzHPIBNnnHCSXW/ecUEX8xh/kwHIk8+uk4fts/4Ou7c5L3yOGyN+OCcbOPnDNzUQcG1rDE2f8e77Hy6Na8elo712X0Fr28+P34D2mw7vGpdupgTMZED+7P5O2936n8Em3N/0f1n7N3u4vthus/j/WPsn1r69b8Is/v67E3b2xD47e2J/sTu539Bkd93AigUhEDeZYHG5eQ3k7gr5hRmKc72/Ggd6YM5CoAt8/bLhwSJTIayjAjvbKz8pOi0Cf1+fQ2D8YMNttrVmTGPb7WPbam62jfX/EwDGgPV6t6P+psDEBnwFfNfllbwvdYGmCz4JwOUyUjc87bM0aLnM1U3Db2i5uLHYBITiDPf/3T5b+UigcS47zQ83v2QfrXjMervy9s631fykRF9+sRiMX/JvRp9SGWl8aWFvrP+7IUCiTPEYH+AvTT4CcNHEThPfj0N7BvxygOBy60KetCP59OfuDHk3WJ/np9ro9PCf7fbCaYM4RSR3Da5nmTf6tPPR1HWUyRoJA/x6R/3WRbBXtubBeQDhyQLkDxYuKI0q1w07XDCZg4BE4QJi02pTK538kwUB0NHOvJDyibonw31cKUU2TkLLZB3zX5wyk9oKn30qcf9Z/7qtrbnVrm2rDJDfXriY9+q231luzbyQZvbx7M3cMt3np7Y1BkJqfQ/va3wl5KV4kuRrDvGFi24anUyhzwOsIwCkneA1go/RmrH7CE7vbi76Fm8vaMef7R7/bXLLiHqWaakTWxcV5Xmj/MgA+RulpatQzwyQT8/0DJBPz6tqxpxMQJ56oE2tDytasWyUkNIj3efDf2fbeNABUJpFHHGx66hLXcgHoOLa9YmBRR07+gOa2Lg9NdocghbQo+P+gOw+OOwuGnjGJrlLm+rp+48vyy9w/HD9vq3hzZBHhLHReGt9g/UeGI3tCk+vyF9ImxagRsAAgE/+Ty/PpwW8KSV4oJ6YF4FXpK3dsiaWpkpe7D99zF5aPaapSRnYeweglwCGMLlyNPsDzZDmvFma3gMjIXkXLlwINFkvXRoPUIWRsodJ5YAAec0v248dsK83rTT6MeaBsE/+aPsn9nFvmw0c3D6pZd9omU0UkL/R+BVV30NnT9hHva3hvKP5Rz7z/pKhVXb+8pg2/GQB8i49aLLvP/2tbTy8s4gW5kcEvggH7l+dF/S63yf3wkVozg2vd7Md97zl6J7gwjHGJNrwK3dtDModFzEh4MrFU3b10uQIaxOKKXo1UwH5Y5s/DAG6Pc03B7aGObZ+adNv7MLArXZi7c8DIGBdza3WVPOftnT9+9Z/cLsdPHO8qH6V/jh+cDgE1soFxasVH81uABJcnAkPF+RwweSVufvtjdyrdoezVtBYxX+m4TWraXpl1vEkqi16mh63LbVjmrhofKIpDWCHSQ36m/gIMK9nNHSvjRSb/RCAiGkNl7elntGKJ1/XtEypNO77OA1oF8Rz46d9Vvqu5udj23qo7s952nN5MBszI2nzVzwBxltrxmyWA9JLez6t7XPyE0jnm+9RWXG+NKcFWu8ttHu59ZEZHvqK29/6cveGfQdQFTrWdN0ZfofY/7jfHP8ZobAUYuY1vWKntvw5NZ/DS11Xpu+X6ufQqZM0uph1oiZrLqa4EJbLTEUD/Vvtpr5STp9QWnzGNPnS3ggYBpbcYvNyL4ftwFoAoJ1Te+x52K9h9kxa7u48yDOKb49hLm1nW9h+pEPI4u7H2xvy46ScC11Ft3jBeFTYq+1PhzRDB6fyUHSAFtYrlM8pcZde9sJ7N/13mIfyivMB4eFVGkGhBCXE9wWA0M98qfY8tavJrl27ape+OxyEufWKoyUqHOCfPPcu/2eln/ZZnS4D5Gd1881s4jNAPn37ZIB8el5VM6YAs0CbNaUN+VL0jh4/YG+td7SzvU0TphHQ1Gvcut6kve5+lHl+c329DR2ZPE29lwsgMMC7a14GkPr2AojLcfJAEyRKs7/vq1CbHZMyr62tsYeXfhSAi/Na37fX19ba0u29dvr77wL27Dt91FpGuu397mZ7dc2SgB8AOtI+PH7utG07sNv2fHsolcBh+/ED4cIlMIkTQaMWyE9sqQ8WP/ARTXE0JZ/rzNsGBmhPuiCIxZIulaVOU/XXs39bwJPbPNvV2DrObV0ftL36RBr7zggaaFvSvL0hbztZtGeAvDgxfb4PyGOPOPubGg5kgPzk8ZX5m7mpceuG4DQNczjg+KUrP4wrZCoAebeQttGecM5nXmPuzm/E6w1zXZzQ4gQWgmzNlficNpnIiTKXhuLn63Z6Z6PtX3WfjTrA32jdLXZg7cN2Zm9HcfQp+DVTAPmrVy6b3LEtn4Yb+ZPrim1k+5t03mvTf2zLZzbc9ZX1tL1uPUtxb5Rw8wN769hcD1z7fOtpn2+97fOtq2Vi4HNv+5sW5VRW8bt8mdDrAnrlPg/X5sEUwDifT3G/BUqioSwQtrHpZfuy8RVb3PiK1Ta9Yp1zyFZ8T9MTtq0mDxTtbro58gQBvELb3bVnHXVpKPEEYMfZxY7jOwAt/bZSYErAmW/2QfQIAI4rPy5cWtLqC34f7G56JhxvaD1Th3KBcJUt7XTykEADgYfqkNZMCpq24iUa88o/yQcgVl3P9uQ1dRH2kQ8u7RiS6SDSYHLH5ZfLK5dHTWvHbO4L3HVPPwMI813SPuqu+ldt++D/pqoXdb4y/LuQh9hlT+KD3sEP6iCTPdJwPlWYX33TSEqX5CNAJc+0fZxTJ8T3BSIaK7yrxLzTjvq8tjZ9Q+01mPuVPePdK+B+8/3n9vX3WHfPbYa2ufuONmKf64Y93/asYapK80epb1gUD12b/u57TF+5ZSU931H/mvWv+muq9lcZEsCk7f8C3eNMRrnf557Gf1l/Q/60EUI0lVmOrzsyduRutSvfn5iCFdHMzjID5Gd2+8xq6jJAPn3zZYB8el5VM+ZUAPKqD6ZOsFXctK3LGobX2Yqdg4btXf/v4NnjAVCNxhjmAL5zbNP7cSv9fez86UAjlwXBHc3v2Ly1C4sWJpiY0WIBbUiAehaf+K7mNiZlyGuifz/88EOgtf3dd3kAP01+A4d2hDRi7xdzCph4wWYj5miwhe9qHADGyzY6vquZDnjNqQUAHRyaC9RVPADUjjJ5kIbOcuJcv37dTlw4G5jFueBon5LHmj1DIT1of8SZ3IF+3TXwr45PQ6GI6MgAeXFi+vwMkJ8+XmeA/PTx2i1pqgF5yvpmaFU4B2puTvI5nXVskkyMuXX97tB629XyxwCAAGjAAVC5IBVhe5f9n31/fLObdFKfqw3Inz9z1FxzL66Wt4CyUht2gRfwq7fxkSJQzAXI5vIzZj+ov8xjlOKZ+17AESZc5jKPqBuXsMIntLF9bXeXJzzLLIMPECqezMYIxFR4Wl8XXqYFTd18BXSh/euGA9BTv3LM5yg9QgXSorUe1w8w40McAFr1m0pMvFCm7Iv7/OV0B2WUA9rJBBN2r0vRw3viUQaawK4G87cFsya8A5xMErSITuJuqf11JM9GluTBYMpzhSTruu+wuwsX7er7A7DL3SX6jf9c3WO2vuZWixMIqe1cX6BqOSA6JoKoB6ZiQjNADTfZDwXb8rwrt08d7MifftjXmu4Ehfp0FBgsE0/lmq2RRjWa8eKRzPDAp+Ub7rb7PZDd5f/8jidt98b/F6b9ftt/WMf6e+yFpc8UtRM23rmAeUPP7WFc1d8XmomOJF80uoIcxV/VdZfdm3u1qHyXZp5fb/2X9S+5JbgINe38Iv4jjHFPKKjcKF8ndegfCIKi4uh+hqG6P9lAw21BP3PbIypNXJiEPJSHG637qR1Y+4id3b9iUtdFMzWzDJCfqS0zB+jKAPn0jZgB8ul5Vc2YUwnIV7NeUWVzsSimYbQYAHgPLrLztLT13vVfXv2NTeaFk5UA8tRp/5lj9ua6urAOLo3uM0BOlF1oTAphMsSN6z7f1/KeLdvRH8W+qoTBc5c+TAxhamjeuvyluK4Nfk4tAO77fxkg73Nk6n9ngPzU81glZIC8ODG9/nQA8tSoc9eg+WbO3DlRz5h/mgph9uldjcFmkg0loBSAsgvWsLHlOLjANeKdOzA1l8KWAuQvfX/WtvXW2sZVH8W4j23jqhRu9ce2afUn41xvx1tFQBaXIlLftDaktXEHxCHd5ro/FuUXByzOtfChur8E9cfkh3iS1tcljoDVc40vbn24tJU+gtCiFBgP73R5YRzAC9BFfhWb0pC9bA9UT9Numht8oZXsZJc7fihTgBzAmcs393m4Jq/FzPw0YUC+9ccB/+h/fp1lNgjBSalLMQGQOe1AW8gB3KJhr3bG57fMlxBPdt/RlAe45WJT6HDjEA/gFt6giU+9ARhdwelw7a0x/HohpId8qItbz/Nb/2hoXr/ogbv35F6xV+setOaavMkT1UmnCNw83Ge+IbqkFpMzabXJAVV1KgHAU4IGCXs0tyIgET/dcqOedfIG2rErHhXHDxN4HiV8kPCL/KJAaj8vfn/Xe2vIfzSrFYe81PYAw5w22Tn4P7ay6y5b3HSHfV77D2uq+4vtWRsNMMOvoytuseElN1nvkp/b7lVj5nVUBnyS0Aeao+qkuL6vcUj6OH4jKFpa9yd7u/Y+e7HlKXu+7Rl7peER426VIwN/DOoqIJy2ZY3hl+P+pm+pn3GKwH1X6lnzQNR9JaR1hToDDXcE5VQiOCYvnYYZqfk3k0BTdO/rvNMunprb5jozQH569yQ3VGkZIJ++uTNAPj2vqhnzRgLkxWfsi6PpLiDD9dGw/qi3zZbvGAjMpqDRf/bSBSWdNL9SQF4EYBYIEzhcwvfo0o8NujEThCmgY+fPKFqkdjpQpQAAIABJREFUf/nqFes7MGpLhlbbBz0t9mFPS2ArfvDQTrt2vfLLcyMLm4RATlosGlwW2V603eMdnwY2kOOKygD5OM5MXXgGyE8db/2cM0De58j0/J4uQJ7anL14IbD5zqkn93v1UNtH9vlAh/E9mIq/7w53hRtfNHBLbXYFsLHpvHhq1C5fPGdnju+1Myf2BS5/6WjExaO6iDS4gLT4ElLSb163yLrbXrOuVrnXrau1YOalYLYF0y3dra/GgE0vTXp4d9OTAW/Q0HMFFKV4xHvZ3IVP3U1PTzptLig5E5+Ha38Z8A5wKQ2/3DjwOg9q/GhO8224Ng8m+yC2yws9y8Y7oJjCfF9mPirRgCUvmc+A9y5g6Jfj/+b+BNJEgVqAzrwDcGRM+GmTfksA0Z+7L7YfbFuS1ywHuD28LG/6B5A6Kd+4dyrP1VBXXMzHCHCjDQBh/TkBYBTwmMtHqTPg6rGCYI7fcrKHrt/4AKRctqk66B3APvm4YKrejfd/ZJvq/yuWV33OnQ5Ki716eKd6yr8y8gfj0td9q8fM5pAGYQD8VXoEFac2/LJIgxn+AWaLX8SlT8aBuSpTvgBVygrA+cIFtRJEkc+e5rzwBN6UAvp1D4BoTiskVD0lCBB98t07L2h3hUf5rkAgSpDBPOn2C3gAD6EBwYNoZxxx0oDvMAA39dc7fMDzqPIFhotvxE3zvXfpjrv0FAGVTpfIVAxtJLrcS2Rd4RK0kz8nHRhftC981DgkPXRH1ScpTAKbOF6QVidYzuxpDemkryXlG/VOfKUuvEeIRr9gLoR+TP+dPzrxC92nYu03GXlmgPxkcDHLI5IDGSAfyZbIwAyQj2TLjAu8EQF5NcKFHy7Z7lNHbNu3+2zPqSPTYqJFZU8UkFc+N5J/8cpl4zJCLiDs2N5v6/cN277T35ZkQQbIl2TRpEfIAPlJZ2lshhkgH8uaKX0xnYC8WxGEpt9d/t6YD6f6b3fbfwYbx1KAgrsZ1SZ0Wy5ec3UmgsTl0tSfy9uXLcfUgssnNFDZlKOFV27Zsz0+NuCpe7kgrPgnO8tdTc/OSd5xkSv8AbRUnZN8wCriA9TFxQMYIw6AcFrw083LBS4BB9PYTBdoSblxGqkCvzCZ4ZaX9Kw5JumUBDbSKRcHqCzwECA3Ke+od1wCST5J9sXRAnZBU+IDmANqYyZItOCjEa82AKB2QVU3Hs+A7dCM/WsAzSTwfbjml7Y1cD+1bUtuNsYZGvEb6/8W3rkQN3f0N9wV0OjTCg0AinwDaE/4CP99OvitOn3Xf2vRiSnyoN9JGOHWUQArPEgyM0MbCGAmDeDmgbb8POK3KSD8GOiZt7HPCZFrI3mhD+Dq6a5fhkAx9AzV5U2ypZ3PoZV0UYIm9SFpjxMPmuEhwizqwphlTLltDyCutL5/oTDGXd6lfeYy57j7CgRQkxeguitIYD6JEr5Bu8Yt6RC6+fTy+1zvrWE7IHTR6RFpju/O3TwuHf1LJwLi6qdxFkVbFB1umLTr42gmrsx/Hd/yie1sygsPyjk1QB7UVSc5Tm8YLwiR8GF7/c/s8nfjTflO9dpuOvLPAPnp4PINWkYGyKdv+AyQT8+rasa8kQH5avI9A+Snj/sZID99vFZJGSAvTky9nwHyU8/jqBKqBchH0TIVYWd257XDAJTcDW2aZ4E1fbl5cxIwBdQabPi/AJApd6Mu/rlACGY3uEQuDiyba+HY/QZswTyA+FGOL0Cmq+m5Ocmzvtx9AX+4iDQNXwCm4KdvZsRPK0CzXDMP5DMGHObtjFMeAGOUUAWQWYAT8QAjBYb6NAGeCoADlI/KT2kAfN18exsfjWz//ty9AT8oGwf4Cgir33HgpMrxfZWZJPAgjYBGleP6nKQBOAbMdPPnBITicaeE+vRgwz9ta03+dIHey99W81MbbPib9TQ+atxjga90lc4V6nMA8i6QrDKTfOb7KE30M92/DIBbXUhLHgiZ0PQXEE/9Xc1sgF6Af4QoONoOvql8AHDMBqkvk0+U9jKAqNpNaaP8rTU/M/pLd9NTYRlR+bltpmfVIU7YRDzG5tjYGTsJ4dKi7yVhmK5R/r6vbwbjBZCd+iEcAdhH4MC4g58SVJDfgaXj+xzjiL7Kt92lAwAZ3pOHe4KBcAB1nOZeNx30Qwf9BkAdOt02pa1cnqrcfTECROhjjqKfwDudBDm68meGsEe0RfU5n2f+b50yoZ7+O/3W5cDfbnzHTgx/HvIoSWCktPIlNIRfCvN99etDG56ciiVc1fPMAPmqN8HcJSAD5NO3bQbIp+dVNWNmgHx1uJ8B8tPH9wyQnz5eq6QMkBcnpt7PAPmp53FUCXMFkD+8q9f2DK8I3N6tnSa3tTGvHV8JeCcNs031f40EzCoFjWZSOrROASXSHO33N+L81sWELrDRn7trzvLLbTtdVlqJhqMu8wSUdPOcS88Duby2ctpLITFpQT8CMIvqawoD3CReklav4rq+0rl91X3GJAXa2wBM0OC+0zPAWpT5E8ohXNqkAFhosQIwAqpi+oX6Mc5c4HKk5kex5p621v4ioEGAKXRRDlrm0FMKWHfr7oLsx1f/LJG/pBMQB2gKQBmY3Bj6TWQ6QEHxZ7Dh75H9uafxMevP3ROcpOFUTpwQYiL9n/4mM1LQA3gKMFzEb8esjmiWD+gLUOryjXaj37j9wbW/L/Nm3676WaBZL7BZeUb5tNuB9mJwvpRwBf5LWz4qz431/y88PTBUl7eDD2jr1iXuWYIL8ndNr0TFZ66jjtRBAgqAafEE4Rb0IbhRWFQ+rmY6Y0Ja525cxs6epvFgO3TG8WJXwYwKNDBuAPsR8An8dnnHWIVe6uKG+8/cXeCbAHLbeVeCiS23Pu6zbO1z2sINT/usOSHJXBpCdupyYuvnwdJvV8ufgt+kTUonGqSFTx6cOFC473P/juY9TPzNtb8MkJ9rLTqD6pMB8ukbIwPk0/OqmjEzQL463M8A+enjewbITx+vVVIGyIsTU+9ngPzU8ziqhNkAyJ88MhoA7FGAO8A7F5fGATmYPGBDyabR30iW+i2AEJAnLv/ZHq5LNwHgSvEj6r009QB1BOLBb0C32c6bUvRLmFEJ72Q6JekyT7987P33NT5onNjIA5ovzGgeS8M7rRkXNErpOzhXEzWq30k7Vfaco+K4YYDlrqkRgDrGt2+2QuXjAyqqHLRjXQ1hQD60aAEocfR/V6PXzSfqGRBQ2tFba34xrh0BWEkHEOwC3gC3gJcyycLpgyRtfHjg2s0nz7QCEngr2ikHUB9BEuWjxQxdqgPxNtb/z7h6+H14Kn5j8kkXU4tefFfIyAWbtBkCBvoBbbur8aYAXEaoKHCZdMG73M2h9rvyxJY8IHFRvyqYfCG9+iw+fcMF8ZWH7wPo+3b63fz1DLjtpsVUCfbXXTB5a+3Pg3mhp+kJG1mSPwEC4Kw8knyZzyK/Uv0JeuEl9DA+/Hzd7wAa8L4A6/KW3wYAt8tz8goEYh0/DU4jRAHu7vgVL9wwQHJo4URDEu8Bj9EeF93MOxrbAYi/7JbAfj38jRK2SiAmGvCTTMeoHNeXPXrSJp1McNPoWcI1eKSwKF9949zBNcHS78rFk4ZpGdHN+Ihqa+ZEpSVumjlWginM48y1vwyQn2stOoPqkwHy6RsjA+TT86qaMTNAvjrczwD56eN7BshPH69VUgbIixNT72eA/NTzOKqE6QLkf7h03q78cNFxl+zqD5fs/JkjtnNTq23rqbGRvjob6asP3GhfveE2r19UFsjT3fSMDTTcaWi1b677Q7D5TDpuHbWRVRjAExvSbTU/LouGqQCdpipPzEtQx1Kbe/HE96Wpx2WbvAOY0IYfYGiq6J4J+WKeR3Xlwj6fN3G/AbSktduXuz+RR13NzwdmhQDbVJbrA+hj7mMm8MOnAa1oaKWPxPHCD5f5A0BS/537G2BaWpmAg0kaxmh3usAdgJabF88AUwLfAy34AvAqwFnavq7WqNsOeqYcQFBASIFahEErJisAKwXyYepIdWDOgn+9jQ/bcG3+pAB5ClSWiQ3ogV6ECepDeQ3enwdgeVivkbyZEVcTeV9rHkQFlAaEDOOOxj8jOHJ5p3q6Pqc80E732386fmPiBvvy0AM/ED4IXIZuBAdp6okt9/0F/rh1U75oycflI8EF/dCPQ79CcIEQhP5AGa7gJg1gDmCrNkBYAE2uRjl9QbTzreppfDw4jaB6MKbi5ifAV/X7kcJFvfARmqP6COGa89EMj+MvZllUPj7gO+noq244ZWucuOE8E5fxhrArCqBXfPoz4wo+4eizGrfEgU6NM54JAxB35wwETa55GgR25EU4AhYEMbSVxhx5uGOL35jI8ds/6rcEFmpT6lbqZILyoT+J/0la69QNmnCHdqyzw7v7AndwpMNGG/LjRe9pA+pC/3Xrx/u0wjvmNOLvXz0vapk5q8MyQH5WN9/MJj4D5NO3TwbIp+dVNWNmgHx1uJ8B8tPH9wyQnz5eq6QMkBcnpt7PAPmp53FUCRMF5C9f/M4O7+61A6Pr7MB21623A9vX286hNuttf3PKwRqAy00FrVJtNOWzGdeGthyfzS95cKmgCy4BxAKgoSHNpYtomU+FCQa3TLSjsfe+pfZ3trXmlvxFhzW/MMwToInsxi33WTae0wIK4iGaiPAHoFFh+IAZhA/V/eeE6Cq3HtWIj+CHugLwRAFYLl/0LNB5S+3vE/mDJvy2mjwvKQOzC4BXACe+Buim+v9OzKsavKFMbFtDu29zXLzwfYBs4uN8zdqouC6ABKgEeAd4jkY0YJ4P5NFn/Xz4LUAJENAFOwXkMRcoXQCydv0yAAFpCxwgG2CwmxYgT+2mtL4PyEec4dpfhfc5qP744tvprrz5GsIoDzAfsJBnNz7gZJR5DglFBH7CG5+WuN8uCAjgi2PO2Fz3x2Ae3ND8YtX6nsxGASrCEwlRxRPGCXyKq5vC0WhXGkzXXB76TQhOqg0U1/cpVyAp/I0DqUkX1Wa0YVQZ5CPNY7U7vj/fip6xeeW3QXsEJ1RqxkwvAVKTH6ZM6K/uHMLzd335UwTiA4AxfIU+5jcJA/SeUxM+3QhmXXMujE8uPVUafIRL0Oramd/Xku/HAswZd6c8++iA4oFt986fjQkREkwQkYc011VXQHY9Q4uAd3h9aei3Rp1cWqOe4SMmhKg77xlziodWvdrD9ynDB/FHavICAvpNqVN8zCfSrCe+n7/7W/NC3HdhqP6vtm1JsXBEdcCnj3EBr5tn0jN1C9It/e+oZeasDssA+VndfDOb+AyQT98+GSCfnlfVjJkB8tXhfgbITx/fM0B++nitkjJAXpyYej8D5Keex1ElCJA/d+aEHT+0zY4dHA7c8YPDdvzgVts3stoGV34YgOp9HW9b//L38m7FezawYoF1tbxSNTBGICOauLK3zKaQTTUb93O9t4aacWlAGX/DKXAQjVXK6s/dZ8O1Y5pn7gaW5621v7SpsJ+OKQi/LP83ZZfStha/fF9mawCVSoEC4hHggMBQtCYVjg+vRV9X0zNV7x9+fSfzN4IgwFTqC3iFtqrLC/cZUw0CfAJN1qbHY3kjcy/kC/girWo3P4BA2QkmHgDpZNZtMvLSpcHS7Hbpj3sWoAc4fn4gGRQCLPZBd/U9+QLVAQHjypSWswuoobVKHmj3xqUrFR7QkGAnekyTdQzUI420vHXyhHIOLRsTzgBqAuaTnr5B3VxgUHUXiCpNbM1pvPfHbVxdpNHLHFtN8L24P75oCLSoB+2r+V381NwkXsbVlXSqXz7uTYEJGY0rxnQcX9xwyhUoTz5oFgP+5oHe3wTPQTkFLXTAbk4/uBrjPDNOGO9+n6b9MP1E3mpLt3yeEQgq3WDDP4ILthEUb6r/r9CEDeldR5k6haH8EGZBhxtPzwDChxz79wqnv6qvKYz6XhvJC7I4FQSvmbNUjnwJw2hH4qkO5AN99G3mBIQJ8Eb543MfAoIwzMgcaP9J+L1HQ19lU46ExAjsKOPoirGx5ObnPzP2EXBxaoYy/DsGRKsAcNLT96CVPsdpHMp0gXjGqUzkbKr7b8NkVZCu/qZg3QJ94g0+cxx5aHwjUIjio9KobpxcKfX97Wt8wDCPJZNPO+qiLxdW3nG+xt2e9v+JWmbO6rAMkJ/VzTezic8A+fTtkwHy6XlVzZgZIF8d7meA/PTxPQPkp4/XKikD5MWJqfczQL5yHmNj/dDO7rzb1WOHPMeFp8MbvrSepW9Yd9vr1tM+33o73sq79resZ+n8GQfkFYMvL8XSh+Y4GuNsaAPNNQ8QFYjBhjZuMxkXLmAQzfs8qJEHMwAJsJ0OkAGAB/jigjF5u+AT1xrFHAMa8QIJsMcLyAMYziadTTD1cjX+Bhv+GcurJJ5uqcuDWwBQArfi+ALIJEABICIqngCKiWrvJ9E8U94FfbAAytNWgLuAWhc3/iZoIzS2XTAOoATTJHH0u6Zw0mgyozkqABJwJS7f6oS/aDK3Aw+i+oof5morw0/GIX3OjQf4CBAnQIx422puDsYLggl4rLSyVe1r87r5SavcL4c8cNdTmnhx85S2NkCjG+4/y3SFygLc3F8ARH0AMOhHHqhKegkdlEfg1+TnRJ7pjyqXOUPx4G2cuQzmF41j4if12enuW5sLYDx0nVw7NrejuUwY8xjzs+qJz7wNMApYCh990BnAU3Oq0iX1GfFTvjSmlTbO11gFJAZ8hU7dCeCmoU2hk3lEFxLT1klgrOK5+fB95CQPgld9K3kPH0R7lM9FtW4+aLErHt8IAb9uHD2XMjmlfDAVpDEsYRhjUPnE+XzXaWvlgy9zaeTnhvPM6S/y4lupd5QD7wH54T/fcAQOjImzhdNfpEn6HuqUGO2CqRz6XRzNhLNW0Lpie8Ov7NTRbXby0Cbb03lfUTropH+633bSI4iLO+VD/5PpIuJ+u73Vzhzfl+iOHd5h24a6bNumtWH5riBDvCrly679wXWPVb6QnaEpM0B+hjbMXCArA+TTt2IGyKfnVTVjZoB8dbifAfLTx/cMkJ8+XqukDJAXJ6bezwD58Tw+dXRnYEd9uOsrG3Nf23DX17a14NBSn24wZCaVJ82uOGBYG3E226U2le57QG8BeZtr87bo2eQmAftoxG2vyx8Dx379RPmkcgEY/MsEXVp5dsGnSrT0u5ueDm0xAwQBjsADtxx+U474AviAYMCNo2cAGfjV13CnrWp+d8671c1v20D9/4WgBnWPcpvq/mrrml6yNc1vxjoEOqRNa78Xnruaz12NT8bmnVTumub5tq75NVsbuDdsbfPkuG7H1j7jFNBT/cT16UuAhOKbrw3LGKbPBSBVQdOYuACcAvX4Lf7xfHlLHtyjz7pluc+AosSNAs6Vb6nx5+anZwG00KywKF9gusx2ANgJtIvShkbAI7qgO84BEkrz37eb74LylI+wjzDmMMa4C8ST/0D9P2xd8+szwm1xbOxDmzsHAZ4SRp+A18z/0iyO4xPh2HU/3//rgA+KlzTXR7UjgoEgr6U/CXlIO+Hoy7QlfR8ne+0uKA7tjGP6jTtGXJA9yW44NCGoot2hg3GCEEL1we+vv9221IzZECcOc31Q5sZfB6ctoNPtX8F4K/QzX3tbJzmIzztXmFaKf5wmUt7wx+WptPDpm8dW5+3Ikx8CaUB8Ny7P9FvVkzj+e36rTgL+o+K4YdKq51STG+4/S0jGCQHaCkEB4Dzp0e6njaHv8mZMEI1p5n93aF3Rou/cgdV2YM2DYT1UH/x9K++xXW1582j8Zi4M8l5xSzDGVbfgXcuf7MKxjUV5R/24duWindy93LavedW2dz5pIw35udIV3vl1jfuteebk6DdRRc3qsAyQn9XNN7OJzwD59O2TAfLpeVXNmBkgXx3uZ4D89PE9A+Snj9cqKQPkxYmp9zNAvpjHly+dnzCgO1FAeKanx0QLG1BABxeU8TeN0oQsB+AUICVzJGimAZb4efu/0bqTtiOmZirlISYH8hvvm8cB436Z+g1gQZqRJTcZAHu5ZaORj036fB55UIeNP5fd4bvhnBDwwRnRgQ8gQXxs7JdLx2yOn7f1/0/bXPcfgYCD/oNwZrDh74EJiVJ162l8NOAbQJRrj9zlbdyzQNyRJT+yTXV/mfJ7DUrVxX3f1/hgYHtcfUgAJQAemq2ASwISiUM49QTckkax0spnXAOAiR9ozEtYRBz67PmCTXrGpOL5PnMH8QFu/XfiKSYw/Helfguow/xJXFyVTfkSQGDCQ2Y8ANri0iIkYJwxr2HOBo1mgHfMeJAfWsTScgZk9/MhveY54kc5Abpc/uy251Q+M3cN1v89GDeA75wSwhZ2b+6h8E4F9RUAXb9eAuDdi0wBRFUX1RMAFf7C9z3NxXbOOQHk51vqt0DRNKdaAI1FB/MrWs++ZjLmmhgXipcmX2hUXWQ+C3DfFXQhsOIUifKN9WvGhILqJ34/4rfS098o3w1D4zwPRv82EBYwpwH+a2yQljgC2REoyFyQ8sVHSBD1jed7K+CceMwVcfOmy3PNL0ltCjCtfgbgnHRKxq0PAjjGJfVk/kKABv/VL1WvUztzxYu+wi+A8ound9iF40N26fROu371chjv1PZa2932l5Dnyiuoe9Nv7fjwZ0Xxw4TOA/kd2/yhjdZGa/OX2/fpZ6Ljh/NHnJLmxmMGyM+NdpyRtcgA+fTNkgHy6XlVzZgZIF8d7meA/PTxPQPkp4/XKikD5MWJqffnMiB/5sQ+O/3tLjv97W47fSzO7bHTx8bcrqH2aQNAphJcmcq8hwqgApvfpI21u2GUmYC4+GiBC3zIm73I23ZmUx2Xxg8H6NIGFfMj5fKgq/mFwPwGeQDM+fkn/ZaJnokA4VwmOlw7pkWpugB2AhABNCTRwDsBmQgWyq3/jRwf4B5+o0lZisf+ezQw1VbyJyIUmux2wJ6xLhAWfb6PSREBidQPsJk4CCgAt3AAjHHCIMaeQHkAUp0ckMa0zzP9FvDm5+vOHa7WstLF+dCpugEaxsXTCR7AYWkLqxz9TqvRSxn0AXhF2cwdzFs8I7yIowH60LxmzAIsAvwC7H+/Uf3pR7ah+YUpH8fdTU8l3tEhfuILhPU1q6mjwFFAUL/OgLISfLj58Uy/UT/gt3+qwM/L/Q1grPwC8Hb09+PKduPzTN9UGystfRaHAFhh0JQGQFb+EkD7AuT/z955uEdxZGv/39v1rvfut7vevetNd++mu77X9joHjHHA4EDO2IBzgEVxFAgiJyEJSSAkASKYaHIwNhjb+HzPr3vemZpS90yPNBok6HmefqpD1alTp07VdL/n1CnmbRklMHBgPAScHwjCO+Xro15AWTc0DmXFj0uXcEcK9xSUa/lp8P+A7OIMaaJDivEAQzI6jtyku24e9zyIYd/2s+B/yJed8nE/bu8JGYrJy6oQjTXJjpR3AMaA6EknMPDRD/4+K4HhpC1vOFG5uNQ1sty6fnpEL9ffXD1i105ssitHmuza8Q1289KBAjrXz+y2s93z7fON/7Ija/5sx9b/0063T7Pz+9+zo46nPSFu0F2MJrRNRgPmAlcmcecYkTBA0NZzvYsLeLhbLlJA/m7pyXHYjhSQT94pKSCfXFZ3MmcKyN8Z6aeAfPXkngLy1ZO1akoBeUli7NO7EZD/7tYN692yYsyBjEoDZxOFHhtj8iHoh1aJ+ngEnNKHNaAEXniAd3xc450H4MBHqDamGwzi7v49oA9IGEWz2D2BQiMBRPc0PhnUWwxEi6tbxgBiBY+mH4kXjWyPZH5ibCwJ0BdXZ9R9gBPKA+6Pho97rSye9cgNoDZKrqXuaSWDAEtoAbqNFzmyCkPGHsYjesK4w9PdjdUMcKp9CmhDEiOQZHNpZ7g6A1ATwIjyHFEetiojEDPK8KaxDD/FaIgW85HAwlLAlsBhQC21FzAfWq5HL97/oh+XAqCKBmAj+fA4FrhbrnEP3kP9+fOY609342MFG48y5wKe0m6AQrVBfflVVwgQ015fHsRcVz4/Br/y0kfIA73DOx2QWcYfebpDI0ofRENpfmVSfpVBHCCsMm7qepSLb1IAbf6nkvy/ufTEfxTYTDtVB3Hl92VX8mAoG6j5eXDwnLEpPRRtVonwDNDW1SXORVMp/YJB5NT6+4P/EP2v6nmSVGODvDIk+OXg09UN95wwRPQN/HFwLmO7Swd5oW8YszV+9BxgHmOB3h10n75h1Y1vQKAO5m7i62supu3Q0SoFeND8fLZnYUVfrr8622WfbwhX14nXqJT5jncF9a1S1/BCG3Q/KkW/BMZ/3va/9sPt7yralvFCLAXkx0tP3IV8pIB88k5NAfnksrqTOVNA/s5IPwXkqyf3FJCvnqxVUwrISxJjn96NgPwXx7rHHMgYL0BbtfkgrAEfmnjnRX0sRt3jAzLqg9z/YAXAhL5iuI8EHBXw0V/zy7J1AO9FeCrl+R/VRu7JM7Gj6ZWy63b7URsAlgOGUn/eO/i+qnjWujxP9PP9tWEM7CiwJK6/3fsyhFCefhvK7mkwEsPQWMkyDI0UxslHzwXMA4oBwvng20jGgQBAxqG8PovF3xaoCojnypNzvIAF1AHeuWCkn/fLzgdyQFwpgxpAs+ae612/ysV7x1tVdF2wFkBUoT30XCmgssY9vLqe/gCK1APvSQwK0HSNAYRRGitdgO6exidycgAU9Y1/koHAT4wd2jAX3cHoIDkoVdgT+j7J/CXjA3Lif0LgKdesVola5cAYQ2fVh65XNWBsVBnxp5T+EKgJHf7PtFlqKWOOaLgp4D10kEtciBXXm1+8R6Xw4stOscLJD6jM+KJ+9EVjLoqWf4+xgYzcMvTvibX35+LBc824VJx60aBPNaZ1D53Xpq66VyrFaKVY/n5exgrvCgLVee6C/W5+8qJvt5w9V1x90vuDdJay6E5As+EXFXu5vjxUl9PFo5lwU2P6h/F0y17FAAAgAElEQVSEkQo+qROddXXGP4dftY85BX2BDrqF0ZQ5TsYr8h1re8juxlA16pgUkJck0rTiEkgB+eQiTQH55LK6kzlTQP7OSD8F5Ksn9xSQr56sVVMKyEsSY5/ejYB8/67PxhTIGEuQZLzTZrk9H4N8MPsflKWuARnkoUa8bULT7K/9jQFaurGSBUiX66Go+vVRu6v5rbL0QBvV8uErWuWk8iwkbvdo+rGnIdykFMBoJPWXAwJ3NT5nPQ0PB33QW/+QsUqAEBaj4X8ilt1f+2Cg1z4QllT+xKNG7xT2BU9d6SGrHsaTTPY0Pm192faKR6UCwgDekrbdzSePdwDEMxtC0BRAys3jngNgC+QDKHefcc4cIJrwyDlAN+AVB6CxjCE8ZwwWA78B3dVWUoxYugcQ6NavzUKVn+cAfmyczF4OkhXPaYMfUgNa4h3g0o2t7tajc8B91UUIpbHUGcJzsecF9UWFmIEnGWi0UkHyUZtcA4baQBoArtnVEcjLXYGhfNc7H8jJBh4EnvJchgDJQiAtfXukIb+nBsAxnvwc5JU3NXy79FSnUgw7AkkpI3D662x4GMpHGRtUPioVz4RFiXrOPfRDbWIjYeSHEQIdZ96QQUB5AF8FvFPeB/ThHeBWBhOVi0oxphSTiXgW8E8fs/KDMeAaLqBNvegCcodvF7gPwPyswUv50B/yarwAVAvE19iP4ln3eGeQznFPxgMML4DxyAj5iz55fN2UYY/xrr4nXvxof1ePrc31KcYByVGpdBOv/iQ6BX+Es1Hb49Kz3Qvsh++/GS3747p8CsiP6+6Z2MylgHzy/ksB+eSyupM5U0D+zkg/KSB//fp1W79+vX3wwQc2Z84cmzt3rq1cudJ27NhhAHGlfl999ZV1dXVZTU2NzZo1yxYuXGgtLS02MDBgt2/fLlU895y8Z8+ete7ubmtqarK3337b3nzzTXv33Xdt7dq1tm/fPrt48WIu/3g6SQH56vdGCshXT+Z3IyB/qLtxTMGMsQRKxjttvGz5SOTDWx+d5aTyUOuv/XVsHw2uDj3KXG/TcurQRz68liNPAfLFPHGL8ZEH5J8rq94oHrWpbTGAx+VFnnOEP2hvLtXutwzwXaGHoj762SdgrD10o9p9p+7trf9roNcj8QqnHwTquWCwPHfZsPdOtatYve1N03OhMgDYAE4Bt9AHADBXv5KeC9yGBgAzoBzngGpxNARakc8H0lQGwC0J8IgXapRRBaBLYCP1iC88gfGg1bU/9gEc3djTlHUPlXM3uRXPpICtAgMpB0Atow3PmePwcnY9vlmpU6zfKvFMcx3gn8uvzgFjg3bW/MgUpkY6of4CAGUVg8q4qXRfsgIEZX7EeKL5mWfQ8GWOMUvgquQrOqSA0NBXrHXNu+e2FuoIRjKMJ/CLLgJou8YbaH3Z8UDOAxs9yNFKGMubNgOqi88o3XPlInDbBdp5HoQ4yu5BoLBLuTbXEDqmMM5+7llWH5EJeopxRXUoD6C6y0Oxc+avo03h/y98KPTQ7QO/DXTZNZIzVjUmBXKTIgPqho5bl0B1aAKmiz/0C1oyAAX1dj0QhExSHlLXGOPed89puy9beGB+Ix+6dnJd9vzMrlG9aH/79fncBq3MI25bda42x81ryuenyFArA4YaH7AjLX+0E1uesYsDH9mtL0+Miu+JUjgF5CdKT01APlNAPnmnpYB8clndqZyXvrxqGzt32Nr2LcHRtGODvdO6quRxp/i9m+otBcj/8MMPAXD+3HPP2TPPPBN5TJkyJQDW4+Ry/Phxmzx5cmRZaM6bN88A7Ev9Tp48adOnT4+l4/L3zjvv2LVr10qRrOrzFJCvqriDylJAvnoyvxsB+ZOHdkQCGh1r51nn+oXhsW6BdcYcu5pn5sq3t8y03a2zbHfr7DE4xopuKV5HV+9AbeiRGPXh639Y+tcK47Cv/q+x8gRU5uM5yrPSpxd1rQ/0nk3vWM+mZbmjs22JdaxfnDvcZ5zvz/wzqDfKUzeqHv+eQImBbUusv31V0WPf9o9sz4bF1tW2KPLoXjvNDmRj9QPo4VHq18c1H+55kOnH1pmZlNPdKOCuIzPFBPYjJ2gDEgJEA1i5wCDPuxseLUovqg733k5nLLn3x9v5nsangr4H0ImSc7F7V3eHoQb8snhvhrrI5pzlrdaohnxYGRHogNNmgWkAk8XaHPdM5cN2hxs46hzdcgE9l4br/QuwGDW3sHLFBSsBXNFdAWyqhxQAk/5gbABWus8wnsj7XX2meQnQLyrkCeAvcc0pR14ANo0VxpDbFv8c0Fpe5i4fAjPz9+4b9XhLqjfyjqe/fH65pn3whXzoM84B0pVXwDUy0D0/xQiCIUab/ebbGRo16Bu8tgG0MVIAnEum5MVYAEDMc4BUePX7hk1MyYssMW5w5OfDQuOJX/+xpjDEEPcB1OFfBmPu4cXtt8m/hh/N+xhF/ef+tTb/9mPkq93wThnoYnQQOC7eaWewKWpvuMEyfYMhgTK0nfGgvAKhSX0+il3TJ6JBCk+MT4xO6AV1qM08hx+B6eRT2CF/g2wZaShP/RoTMvTQzwLdaSce58iJ1SguP/45xhvq8g07bhsFjGPskayvn945qhftc71LAr7ijOYKlYNuJfGOd/nlXHPi+b1vj4rPiVo4BeQnas9NAL5TQD55J6WAfHJZ3YmcXYf6SgLvceD8neD3bquzFCDf3NycCAAHDD99evhu83iyu0B53Dmg/rlz5yLFC48NDQ2J6Lj0MSJs27YtkuaduJkC8tWXegrIV0/mdwsg/+03X9lQT5Pt2bDUAN6jgIkLpweqJ9gSNd24ccMuX75sN2/eLJFz/D0+v2958CFazOvV/7jUtT7krxfxTju5fXJAH6BT5ZKmChVybP0/hwkO47C7qo93cvd39WhrUO+pdeUBGPAGgBIABTX3W9+Oj61vxye2f6d/fGr7d4ZH57r5kTrq6m0InudDnwA8BF6QG/8jSCVL6h2o+YWVCo3SkXnZBmtC70CAtjgwjtAKAlWg3dPwSEleXb7d8x3Nc2xT83Lb2rzYORbZ1ubyj+3N0eParW8054RQor140ybVN/IJJL7sxCBXeT2jL0fD21iUZZ8F2uuGaGIjYe7Bt9pQTgpoR3lXN91zwCmAOEA/QFgAUEC+aFD9vsBgBPAub1FouyFJBFpxHy96ty7uuYdoaN7SM8W4F4AJgI/Xely7AUEFrEJD9OLyc5/5QV7fg6vzISkGV99n+2p/bx31z9imzFLb0PRexY7NmUW2q+FF66p/1LrrHrLuun+Eae0/ArnATxzPkiv9Qh7psYBk2kOsc9ofzCXd0cA+QKTiypP35LqfGfsFSPZxaVwYHZdf5noZNXwjKvwBFNNG+p1D8+fJteE4p42K2S8gHPoyRsAb8627osGtH69o6RTGgySgK/8t0PX1q5iHPXQxPLgrC9BVGYbgg9UfruEDeWDMUJmkK38AkdXXx1vvz7Uvqp8YaxhRBKzTFxjR820p3LxUxg5kRj0cGq8YeCjL2ELmfn2iqfvQuBjjle72kc4lB+irfQO1v7DepqesY938ER36L43TD+7DbymDnXj0U+ZlyvM+dC/+UkD+Xuz1KrU5BeSTCzoF5JPLqto5+44dHDEYD0if/kYvgWKA/MGDB4eB4C+//LKtXr06CFfje81PmzatgKFvvvnGovJkMhlbtWrVsGdLliwpKK+LBQsWDONDwDue9zNmzLCpU6dG5omjKdrVTFNAvprSDutKAfnqyfxuAeQPdNaVBLy++Ly7eoItUdNEBuRvXT+d+2D2gQX/o9K9FjDzedtDRaVz+XBD+CFapmcfdQGO8RF7vm/FsDoO7d9l/T2bs8cWO3u8zy6eHrSLZzgO2JmhLbl2xX1ku+1xzwVK7K3/S0k9LBdcxZN5oCbcIFKAhFLi7RNzPokHtjYuLebV6rYJoFL1lPK8L9amHc1zbVvzgnF/dDWEXvIAS3j3urKIO1eooGPN0QC2PIl3Z6aMq/bvbHoj6Ft/c2bAP4FfgFdx7Y67L29WQEIO6U/SlFjLALxR+fEWBoQMwrx0/KogrrQbMgZvdnny4o17ZdcvAkBcALI8aRVmiLqYxwjLIcCUe/QdbcBwBZgIKBr0dzYMj8Bg8gKQkseXC/KEhvKyYTWGpW3N821785wx0Qn6trcuDMEUJUfdKzYPAOAGMsiGtFFf0jdqIx7NAjfJC6iNFzRgMOUBxAVY8xyDicoyv2LUkK4BmHItowVGEeSt/H4qfgIey1jNQd9ThgMAWEYYH7DGGOwC3LQz3BfhPwK9UH9Ch/vojs9j1LUAaGSn51ph44d40XOljEf9z6gNfkp73LlLKwjIhwFCtKJSeAI8Fk36Ef1lbPDfzX8r9TMGMYZAwzXcXt7xi5w8oRE1HjS+0A3KB17xjWGIHHSB8crqGPqJuuQxL55ImWOi+I+7hxGJcvQhfe7S4pz9Q9gbp9h/mP+ss3FSQIf+jKuXdkBfKwDi8sXdz5Xf/OSwd5l74UYKyN8LvXyH2pgC8skFnwLyyWVV7Zxxnu9J71eb37uxvmKA/HvvvVcActfW1haI4Pz58wXPAcmvXr2ay9PW1lbwnLjzrichseAnTZpUkAfPQ/fX2dlZ8Jw6APmJXe+HucEAsHPnTsNooHxXrlxxyd3R8xSQr774U0C+ejK/WwD59pZZJT+ojvVvqJ5gS9Q0kQF5mnZx8NPgYxNgQgBX3Icl910A5cLQWvvy0in78nL0ce38YTtYFwLr5XjJA5zpY/vQ7g/tUHcmd3RvXFpSP/jo7q3/e/gR7QBPxdrFM3eJf0fmpUT1+B/4Sa7xsmbT1e6GfwVpOTHeuxseC9oFgADIUqpNeq4wA4AWSXic6Hn21f05p9d4f0oOfgqwo9AHB2rCzUH9PFwrVMJoDBpjIVM282WsADr7fMtDFRDOf1bsGsBQ4w8PZfIiJ0A2d+NH5VHKHIKcXOMe415ereQDHEV3OQTich8A1/Xwj+NPbQKwJA/ew2H9P87xDGDJ2ACcdQFX8emm0KNt8Oy2Df7QCwBHZOuC/uwlwGaqY9GfohmGXsqH6IEX2oPBgjkYviW/Yp79mkvpA8lU4VMASnWPFLkVkxeGEOYRQFz+K+AH8F7yhCfRw2taoDzPkSfhSIJQQdtDUFiGFZUH9I8KcSSaSjECqCw8azUHvKMPyqcUfUZ3XaOC6iRFZ5n7lb9UKo9p9MXNK6Nesf5w83/X/5/G+ECm9IVA9CMx4DDAuvgGlEYP2GAYwxa0BH4rj2uIYLz4/++UY27ECKkyGFNk3JAuRM0fzAuiLz2CB8aLaMWl0lv4d+VR6lzyoZwMCMgaGWIApD5WRxUD5XnWW/9P66/Nv2NQrphRC2MDeUoZWuL413vFqZ0vl3ibvDsfp4D83dmv46JVKSCfvBtSQD65rKqZ88r1a6Pyjk895CvTW3GA/Pfff1/gwf7qq68aef0fm7zKW510//79QRbAOR9sj9pslZAybnliv+vHRrK+hz0x5KPoqAwpde/du9fGExgPXykg7/ZSdc5TQL46cqaWiQLI37p53Y4f2GoH9zQ4R6Md3NNoSTdxvZcA+a+vnberFz63qxeOh8fF43bVO65dPG7544Rdu1jkuHTCrl06YedP9Vvv5hVBWKC+hr/lPqIBLoiZ7X9c4q3nhndIGpOcfHzMAmhpYzmftnsN2KE4tnw4C6AqNwUwU4x8AAbAArce/5zwJvDJ0dPwfyOut1w+y83PJrrwWI6BQ22VXDszL47b9m1tXmhbmpfYtuZF2WOhbWse2dFbl9drwBw8ewFe0UM8r13wCMAyLvQP8pPsdjVNsx3Ns8f82Nk8y4jbHx6cRx9djc8G+hAFKMkzE32J8nKVXvipQG88hv1nXBN6BprMB4B6UXnce4ROivKQhYYOxmgxT37Gr+YfgFUZCuQ53Ff7oPXUh3tHQBMwkXawGejpdT8LDQDZzTZ5DkD8tReeBTAXcFR9Ld6UUkdX4zOxfRHXR+XeV59SLzoaNR8jX+Zq8iA7V97+uQBQgc6uXiBTDBIqgyGDfS4YK4CeLuAuOfgp8gIsFg1S9EKGGD/2v1seT33GpDsWi21eSj0yjsC7+h+aUaGmXJ4453+MMpId5dxVGX7+qGuND2i4zxWuyb/v5il2DtAMP+7qBT8/oLoMKq4c/fODtT+yb/tlrMqPM3QBQ4lrLFHZz5t+mjPyMF4JJcMzDA9R4xxeVJbxxJzKWEfGyACjgfpK+ZCdAGru+UYCv726BvQnPzTRF9HjfYE88KdVTIM1P7GuxqeH/cexAk3llMqoAF+qy08ZE8pf6j3CL8u1dO1C/4fV+yAYRzWlgPw46oy7jZUUkE/eoykgn1xW1cx59IuTKSBfTYHH1BUHyONt3tLSYsuWLbNFixYZwGbUD695F1Dv6uoKspHfvT9r1qyo4gFI7ebjXD+fNs+i4tQr/3hPU0C++j2UAvLVk/lEAeT3bn1/2IdSuaDkmaPhPFc96cbXFOch/82Na3buZJ+dO7E3e+yzcyeKHeTtC8qcP9lnHEO9zaOWVVLZ9tb/T+6jk49PPnxZlg7YU/jxfp/taXyiLL4I/6IPWoCeOM9uAAl9wPfV/bGsOqLaiZf7QG0IWgHiUbeAPH04AwgI6IPHvfV/G3W9UbxU4t7upqmBHGmL+C8nPZsFNcazwQE5Ea+e8DiVOPY0PGnaXFg66Kd4WRYDgwU8Eau9EjxVkgarLWiPGzvb1Ql5kgKKJgHl8WKGHsBdnLcygJtkSNgJvKHdOt1zvEtdUBdv2xNro2OPUyf8YjChPzgwkgBoyVs3MJw4QDoxv+Glq+HxoG86MpONcDLiz0+Zy3zw2OWXc+qnHDLD8AVfXHdkXrDtzXPH9NjZ9KYNZjeBxpjg8+ZeSy9d73f3uc6Zw+HfDcdEWddjHOMLgDarFACsMUwAsrryY5wAXCJzwE90RSC/6lIqAFXGAnSJ+Z2+PO1s7umWl+5RJ22iLvSFA/5cQwkGKNVB/iQbsYo3UsmEsuiWgF03T9S5NhEGyPXnDHgMePFWHkTRibpHOylPzPeo5+495EZ9eIbDf258ZPcDAFAnv+77fUk9cQfGEcJFaR8X8sWFl2Eu8ENTsXrBN8LQn+5KJYHU0EYv3La557f6fpNfwUQIu6yMKMf/uZsXUN59Vzm0cUqwHxF7Eh1c80iuvbSPeYX3EBmnihlBqAN9o07C/Lh1ljw/kDfm3rg4fvY+in+jrfyTFJCvvExTilkJpIB8clVIAfnksqpmzovXrqSAfDUFHlNXHCAfk33YbcB6F1BXyBl/M9e1a9cOK6sbc+bMKaChUDSzZ88uuP/ZZ5+pyIRMU0C++t2WAvLVk/mdBuRPHNhm3Zvesc71C4Oja/1C61q/KDzaFllX2yLrXLegImBnpTd1xaP81NAuOzm0M0g5L36026mh8Dg2uM2G+jbZ54Pb7dTh9uCATtyGtJUAZseKRmdmshGO4cDqfPgHPkI5WAreW/8P29302oj6kLKiBZjBB+65LT8PgB+Al6G6fHiGvXX/PaI6ouQCv4D7qpsUIEohD/L3f2zdo9j0NKruSt/rzDwftANArCQQcHB4OBsAEdpLOJdK8zbe6eHZPLg6BBgxNgEwAQQB+JSSpTwvwxj/M+647PY0Pm776v4Y7Ecg8BbQ+HZM/GuBSfQ9IK8PJNJ+4jP7wBqesXi9RskHXRJQzXgCYAPkwtsao1fg9ZzdB0JjDCAeWniZCihULGrlKZb63tz0H/mZm/BCDw05GHNmW0993hsWsBYQPs7A4LdPYK0AP4X0GKy5z3ZnXnHqoa7KHpon6TOfr6hr9YELdvr58PxXPjecCp73XBeTeSjfcG7GWJokrJALtmKQ8flxPZz5L3BXpvBM4aGi+Arm7ob8f4XyMEb9euKuCbVDOfRbIDqAsWsciCrL2FF9UfIWXdfwEUUn7p70DsNEXJ64+zLOaK6ir8grmoxjAOuvuh4IjF4nWn9qRzP3BTLA0MHY5//YNUyoH6N0x+eDFWbUpbySEyuTkEuU0U70yQuQzjVyZS5ivLqGcvrd1QsMdz4PXLsr3aDLfzpGds7pY+TkloMv8Yp3v/vMPZd80VffqO/m88/VxhNbn63ex8A4qykF5MdZh9xN7KSAfPLeTAH55LKqZs4UkK+mtOPrGg0gT0gYF4wnvAz0+Pnx44ntHvd79913C+icOHEiyOqHqxkaGoojMSHup4B89bspBeSrJ/NKAfJfXTtnF04N2IVT/c7B9YABhOs4faTD8Hbf3TrH2ltLx32vJGB3dH+bnTi4zfZufS8wApDu2/5hkeMj69vuHTs+sr4dH9nere/ecYCtkrKpDK03DXAeEJPwCZWKp068a8I+6APYT/fX/saInVyZNhQCp9SNsQHwzq2XWLI9DQ+N2NAwFrzG0aQ/4D0pWOeDAwLC+ur+MCYyjuN7vNwnZj/yA9xxgSdfTu41nsKUYdPd9uY37qjcWJkyWBMPoBbzNJWnvHQfj1nAO7zXkYd7Hw9xFwzDeIXRDHAJOgL9VCZJCj1XrgKqSAHxFQYHWoBzeNhywB958MR1ywPYqV72Y5CO9TQ8YoM1hR74casHXHo6lwc04J3ikbse/oSMUl2VT9+yA6tDsPlm73AgWzy6qfoJWYlf97nOL27Pg8kApy5QjvyRJ4YLwq64IVHQe+TsGkwBjIldLtpKfTA9DuBWrHUZOqBPLHg3LAqgJ/oMUKxVU+pvUnSWFT+s+pBXNO3Cs1v8RKV4OIsOKwHII1Ce++g24DXzAzzgJY5hRnWQB1lF0YZ/0fb1NSq/e48+yJVN2PdueYBsyrvGNwxQuo8R0s1f6hw5ymhGPwhoRw5cu4ZMDHzIzO1PxnOcgdCtG/Ddla1kEJfCR7F5DtruSgqXTpxBTjJDB13e/HOMuNBDlvSX/9y/loGGMjcu9lfvY2Cc1ZQC8uOsQ+4mdlJAPnlvpoB8cllVM2cKyFdT2vF1jQaQJ967C8g3NTXlKlq5cmXBs76+vtwz/2T16tUFeYn/zuawLm3Ov/zyS7/ohLpOAfnqd1cKyFdP5gLkr127GoRGOXlopwVHhNd3f/uq0IO7Zaa1c7TODo+WmWMINhQCpJUHM1L6E0WmbKwGiEboFA6Axo6ml6ume+1N07MA/NhuzFjp/pCHPJ6C/sd/kmttfngvesirL8IVIAB69xX1iL09+NuCkBgYpkTjTqTspyBwCYAYAAzAEA9PQo3wDJCyGFAEIAX4KHBN9EgBmXygCzDPBcrd/JwD0hM2BK9R/5muAfXg1ddPhcNwQ0W4YTUAV31vVmjQBoHQ1JFftfBWwUoYxsiFbb/IgX0ArcVkA22AV/Ht7tEgwJDNNnnOxspjoQMa365MfLlFXQs4ZeVMMVAeD2g2LlYbkTEANf0cAPIb/6MAzOyv+ZVhJCU/4LWvN8gFOeMF7Rp1uI9RJ4pXdFb1c66NOrkHfXgC8Oegz9w60TfousYE6rjJJq9Zr3lkQVgT16AhwBi5qm4MbS5/6L7kqDx+Kj2PMzRAj3FEOdrh0i917sbQL5U36jnyol4ZEDnXaggB5We9mPdRdHRPIDUy5x7ydD3UoY88fJnR9zKgYDARvbgUWUKLg/7m0HjTfdLA037b/ytpcKEeZC96olEs1AwrNJQvDrSHLv8JMs6xuiJuzwL00zXyXDmS/zbXF8Gt66fs0sF/2+ldU+34xn/Z8U2P25mON428339zVdnuijQF5O+KbhyfjUgB+eT9kgLyyWVVzZwpIF9NacfXNVJAfsuWLQWA+ZQpU4xYxvotXbq04PmxY8f0aFgKkO+C79u3b7eDBw8W3ON53A8gkJA4a9asGXZs2LAhrljV76eAfNVFHux9cOTIEdPBZsXpb+QSuHjmgBEa5vjg1mBjVDZH5eDe5wNb7FDv+iBczFiABSnNFPBPdeDO6gDhdwAOAEHiAI5i9xVzuafh4TEBFCeKfgiUR5aATIBxADF4xeLli0c2HtICaVwP7DvRRvpLvMR55wKckQfgKm4TUFc35O0J4OlvburmE1hFPsA+FywD4OTepZ2/DLyrASNdgO5UEVASD1z4xfte9QGcCsxTewF6MQrQLrdP8CR3gXFWfVAG71i8bkUT0FflaIO87eW9C0iPwcAFhl3DhABk+FA4DEDq0eoBK5AwRLJqA/1iLwCt4GCciv8kabDyJQu00z8A7FHlMIIca8qD0pLx8PTHtq/+L8GKEJ4hN+JtS0bUIZm6ZWXUidsjBJ4E6qqNgJcujbjzw433Bd7qUe3iHm2L8oyGd5emrqPCNuHhjpc0+cl3tPEnOZoYOxh7PKP9cZ74zCGqLy6sit8G1alyUQYsv4x/DUBMeRm6RAvdYG7TdSmeCNsiMB55+nMJ9CRD0UQXAMGldwrvwnOMAYwbXydYQeCGS/L5EvAdZZTz2+5fawWG4s0zp2i8+3l1Tf3wixzdEEp6rhQdkXyC/Nm2o8+0R2OEZwdrf2rXPl9f8ML//TdX7IuuWbn+IF/UcWH/ewXlJvJFCshP5N4b57yngHzyDkoB+eSyqmbOFJCvprTj6xoJIO/HhwcsV+x41fTBBx8UAOqHDh3So2FpY2NjQd7du3fbmTNnCu5Rh8Lh+AQuX748LK8AfsLejJdfCshXvydSD/nhMr9+9Qv78vJpu85x5UzBAdBOGJXeLe8G4Vf6dnxsOrraFo8aBBgtiJCWv7OAbCr/VP7yWMXbXSBBkhTvPoGlgH/3ui4RW1jx16MAEe711f0uAErvpKy0aSv8AGzF9TWe8vIABiCLA+4B7PBCVZtd8NqnTax3ea0rnjp5CH8SBciKJiBcMS9iaEQB8twHMIcOgJw8kkXXT9msl5jriruOlzQAut8OGRX88v41G2QCOLrlxY+8jcXT7syrZY+h9uY3rbf+oSD8kV831wq1gye7y36fqt0AACAASURBVEOSc+TtAqUCSeEbY436Mai3JtTtvrrfBxseU+9Azc+McDyE74JPdL4j83LQF5SFh68cYBfvYIBjteNMCSMChg/pHfTcmOLy7sZYwMoEdJeDvri599c5EJ+6AH4v7/xlYEQCaAYEdr2RD9eH+5PQl+KNNDAWZGPHlzJoik8AXfRJcgU4l/c1wGuUriGnc1lwl3oBb32PfvUnMnE94zU/A/i74XuUPy4NVj5kPczJo9UC1A9NVhW4nujQJ5wKfAFUUxcAOTHytdIBEDtuE2itAvhi489j+aRvlE/9QL9zT8YD3YcXv23S16jQSH5e/1rGSY1d+szPE3WtcvAFQO+usiA/8yHGOu0/I71QO5QerLvfzvYstG+/PlvwAXDj0oAdbs5vOI1RFH1H9siL8UTIKNE5vvkJ++7mpQIaE/EiBeQnYq9NEJ5TQD55R6WAfHJZVTNnCshXU9rxdZULyO/bt28Y+B0Vjsb3eu/q6opl4uOPPy6gSax4PJkFqis9depUJI0UkI8US3rTbMJ5yN+6ed0AzL+6ejY8rp0zYqq7x9fXztnX184HB3HWD3VnrL99pQ12rLaDXfV2cE9D5LF/12dBvPU7Ce6kdaeAbqoDE1sH2NCTD/ZyQRt5AAIyT2Qd2N30inVmJllX5vkK7G3wZuClzCbC+2v/MwAkkQ/hYfBgHg9yIrwQ/Q1oGQUiufcAOd1wLoBxgIuAfgCDLkgZAHXeBocuLUAiAWrQcJ/pXN7sgL7oF2AV5fS8WCpPXj88i7x58YpXiCUBVIDMAKGUESimZ6TFvGkFdAH0ESNdYBp0kI28e12exQu01S55wPbX/qqsPQXQ2YGafEgc+ABIpl8BAhnPaovAf5eXJOdnN8fvLyDaAzW/sK7MC4l0W8Yg9ED1C5CGHqC5Vg1wnQN6e8NQSnhbYwwJ5h7HU/16V6HRI/C+z4aToW+iPJTl7ax2RKV4KbshewT002fwr5je/n4GaptS14ADYEq4HtVHWY0LdEigvcqSAnT7KxEYQwDejBEX2HfpCkDmHnL2vcrdOnROH4gG+sp98efqFCtZMHDI81xl4lLGi+rwU8kR41TcSgGVAWTWqgi3LmRHe6OMGjLWkV90ykkF5it8D/qXtDxjz+UT4wE66cqS5/QPBhUO5HokGzLpyOaX7Icfbg/7/iNEzVBjGBqHslHtFo/0o/qQcDb2ww/D6E2kGykgP5F6a4LxmgLyyTssBeSTy6qaOVNAvprSjq+rHEA+CoyPA9rZxFVAOummTZtimVi0aFFB3kuXQov89OnTC+53dHRE0rh9+7YRs37ZsmXB4W4Gm3rIR4rsnrk5kTzkj+xbm+gjdTyANCkPExtUTfsv7b/R6IA2xk0K2mijSoCE8QI0l9N+Yv4DkruApkATvNz31v+lAuD8+NNJNpFVOwF+BNiUSgEQo0AwaLmrAgCu0A1icANkEsYDcEnhbMgPHYDVqDrlSRwFZkfld+8JfCR172NUoF48dWkz5wD/UWA7HrwCyBkLLh3/3A2NksQDHVBMoL/LI6FL4ImD0EdJ9Fix4SmDPKMAZ/iV3OkXn/8k1+rzL3f/Kgfo9df+0gjn0xtsXF2eV79CZAFKuvULLKQ9yB0d0uoMySYqJQQM98nreshDG90T/+RBtwCv6XcOzqVvPMegRN9jzOCZOz6C/R8cYBU9wbtZntlfdkbHt3fb6O4nwLkfQ9/1Qocfwrtg8PJXjsAnz+MONstViJrcPF0TGmeQc5TeS14YIEQXGei+7pGeXFe4iTkyCwxaDcR6L+RLoDLl0P1iBgG1q5RxQzLFC19jHvrFwmRJ9vBHX4pGklTGFPpHxookxkyX9hfZePyuHDmHn1Pr7i8IiYXeSi8PNv/FTp86Gfl9d3LbpKCvksqL+Vjj7NzepZE0J8rNFJCfKD01AflMAfnknZYC8sllVc2cKSBfTWnH15UUkI8C4wktE/c7cOBAAZj+0UcfRWb94YcfjPjzLngPwM7PD3vz6quvBp7zkYScm2+88UaOXgrIO4K5B08nCiB/6exQog/rJB/faZ7xB2ylfZL2yd2kA2yKO1Abhvbgox0Q1QUUdA5I5Xr8EaN6osmB+NouiAzQAnAHCCJPSAEn+Q0+J76+d2Resn11fwxAHAA09Wk5qQA76OxpfDoXfqer8Tnrr81vZCj5+akLREfVq5Al8kCOyhN1D7BJoTH8sBgAd/AB4EfZgKeaeE9ZhZlIEsLJDdsBsB4FdgKw4cksWUDfbQPesuKPtKvxmaJjCmPSYE0InNIfLi3/HFBV9Ubx5ud3rxW7HNDw1v58XPbdTVOL8ldqPiAsEDxphYDqPJHdOFP8kgJGC6h17+OVDX/0rTYJjvOEx3vcB4pdWu458rze+UAAxtNvGFHoOzeWvObGk9kwTayGUBtKpQKGqZN5h9jkxx2DjMuLew6YDW+SGX2JHjFfCbBHTn64KNVH6CAMKaKJrKCHbDAmYQTRM1JC+KgtAL7c+7w5H7IHuhonbjnOGYd4kLtgufLQXtH108uOrrLSo1SMdsJciS5zt09P10GIIMeIUWoOUjmlAseRFX1PncXqUzk/1eoKyqM7frgw+KQOzWMHM3+ww/077fTp08O+9K6f3hnwcbjhJ7Ehfvz6uUZ/JLNb14fTHVbROL2RAvLjtGPuBrZSQD55L6aAfHJZVTNnCshXU9rxdSUB5AlJ4wLmnO/YsSOeqJldvXq1oAzAOHX5P8LTuLSnTp2ay8JGnO4zztevL9ygJpfZOUkBeUcY9/jpRAHkPx/YNKqP1lIftenziQ+QpX04cfqwq/Fp21v/NyNG8v7aBwNPVjbG7Gh6+a4Z5x1Nr5jiyfPRDtgD+A4gBcDievLyvLvx8QnXdm1yGYAia++P3NQRYMQFT/bW/3XCtdOfW3rr/ycHxNB2Qs5EATal7gkwx0Par4NrQHpC4vTX/DKIXy7DB56+t/qGx2KPqk9GEcJDRD2PuidwMAoclSc7dHPe8kU2MZYXqR/vOape7rnxxpEt4C1jBZBTtLjP4YOBuVAaNT/KhT9hjomSre7trf97QKuUBz+8uYB8uUYOAZHwDHirNhAfnvBO4qfcdF/dnwJaUWF0AJp9maleQHUB64CW8EUsc3dVA3kxrl3EA70jDA0DeEzbRQevdtpGm1iJAfDutk/5/BQQFV0CpJf3PmFHKB+nG/59P2SSX4eu0dWL234RhCHBE9+no2ueyQudGPy6r1TjgjFJP+2vDY1TqsdP0WXaqPKSC/LGGBuECsrqMs8wiiB/DAGA1ayMwaPcBfglK9VFOdH309NteT3DYIGHv7tSAcMbIX/clQ/Iyqeja8pG6ZNWEChfXKr2ImOMP7nxuvpHwVwSVy7uPqsXJAelGFsEwuveobbn7ciBHuObOQqQP90ebsaOfOLqirsvg/rFwU8m7NdkCshP2K4b/4yngHzyPkoB+eSyqmbOFJCvprTj6yoFyEeB8du2bYsn6DxZsWJFAaC+efNm56kZnvB+uJr29vaCPKtWrSqgASifyWSKesqngHyBCO/pi4kCyA/sXjXiD9ZyP3DT/PHAbmfmReut/3vgvQk4NLj6J0bMW0IDAB6lsouXXSqbGQaAK29UfSz7KbqEh/lEkhf84onLhot9dX8KgBpinhPvnHSwpjAsgdvmfXX/bYD3E6m98OqG+cC7Mg6w0H15Q9J2jC8Trb3ity/rFU87BGRFgaFqd7FUgDy0iGGuOuJSQuRIlwBJi9HWM0BZ6VupUDCAZALEQ9AwDyaKnuJT02aFnygGTssgUCwms2iT5jzJa39cEFNfbSAFGAXIdctxLg9mnstYQH7kFiXTMORQGLKEen16/rVilQvwox4/T9S1gFhAUfpNbXG91Zn38NaP4jPuXndDuF+F6MFfVP14RyMvNjPVvgLUTQgeH+AVrSQp7QE0jqqTzT7V99AC/AcsBbwnrjtykJFCdcFfFK2oe4RrcfdcwKAAHQw4ANjo55FM6IXOCoBSQD9gs2QRZZxhbEh27qoL5njxT3n4AFB3gX/6hY2Ulc9dXeF6pvMcowQGKOYWdyUBnvsYRdRmhXtRGT8sEO3FMz8KtKbvpcPiiRTjimtAcOXOXOXyQ37pNefMLXFe+BgPtTKAvAoJ5Rq4MFS79ZU6x2ACrSNr/mpn9y6zo+sKjaRDmf+0U7um2fkjm+zQgf2548TnQ3br5pcFx6GG0FPfNVaUql/P9b92YuuzE/ZbMgXkJ2zXjX/GU0A+eR+lgHxyWVUrZ8/hAVuxdrW907pqVEe1+L2b6ykGyEeB8dOmTbPm5marra0ddnD/4sWLOXFhqfc93Dds2GDXrl2zs2fPBvHe3eeErmEzV/f3zTff2OTJk4fRIb78unXrbGBgIPAIwDOAuPULFiwoyJuGrHGlee+djydAnpfkLz7vsZMHd9jJQ+6x0/Zt/6CsD9W4D9hy77e3zLT2llkRx0xrb51jXesX2p4NS4cfG5daz+bl1rNlRf7YvML2bHzHujcty99zn8eeQ2d5SA+ad+Do3bjI+jP/yH1Q8iEUdQzU/9b2rp9elMfdrbMNue5unWW718wd+6N1brBZ727SMaqvq/kl29v4v7a/7g/WX/sb21/3oO1r+Jt1Nz07ZnWOVVsqQpc+dg5kv6/+LzmdAcADkCGcAR/neFbK0wy9wtizp/mFcS+7nsxTQX9HjQX/HiFs9jX8xXobH7HezGPW3TTJOlpnWE4vAz1FV4sdc7K67KezjXG1u5X7Sv08lbieFY7b1lm5dpfjeS1AE9l0tkzP8ireC9M9TS8a8u3JPGHdTc9ZZ8s0292SzeOl4TzNXB1ztMbcz+Yv/F+Yabuaow9i4cM7QCR6K0Aa8EwATTmpNjWEJoaqJIDsnsancuOIkAzF6rvlxE+WPuLhCpjngk+AcIxHAFPyAdgJNPPpC2QFiDqb9fQupgMyWsTR8+lzLY9g6MMnZQExAc3j4mbTBnl8qy6BoBiS8338Vu4cwxDtTdp/GBUkH4U2oQ5kEdUO+FD7KXfKCWUCwAlIzn0dA7W/tKQhbACFVc6tIw6UF3+0wd8AU3TclDzuRq0YHzgAXtEf11MaIw6e1vQPKyEAjgmnInrqF127qf8MOuK1WMrqDdHB4xpvb13L+AMoLT4BoDEmuUA59PHSBhSXcYSQPX4e8tFu6PPflNel0AB/YHVhHHpkR5/wP8fGquILXvwQUNDGeBG3mSsAPIYmxfQXPWK3I2+/HEYD5VG98ENYHV2XSqEJ2I5HO3J2gXjJSZ75LqjOM/7H0Q/+05G320/0gYwRwXh1ZANPelas33mGEUht3NP4hNMfbxr7KrQ3ve7cK+4kwZxL3YznUvVGPWd+ovyRlj9M2A/IFJCfsF03/hlPAfnkfZQC8sllVY2ca7q2jQqEd0H8avB7t9cRB8ifO3euANh2gfNi53jFu7/ly5cnpuN7x4vO8ePHh8WZL8aD+ywF5CXFezMdL4D89StnAvDN/9BJcg2A2JE9hoOJc7LA4CzrXL/ADnTW2pmjXc7RaWeOdtqZI512Ojg67PSRjuD5tYvHK6oU3333nV2+fNm+/PLLitIda2LfXDtmR1r/K/jo4GMPDzCABD4Q+Sjkw4qPMgE1fJxcPbZ2rNlKTP/GjRuB3G/evJm4TNKMNy4NGp5RtDnuONz0W7tytCUpybsi38mTJ4Pl4RiCOU61h5tfHqq7L/hQj/qw5R4ACqCPZHnjYv+4lMd3Ny7Y8S15QEz88lEPiAEgxRgBYABMEShEvn2N/7TO9QuHHRj38sci61qfPzrXLUgMMCSZM0ebp6sx1Hk8UOP6Mu6+PLDZBNbnAzCSUEaDNdHgESGAiFnvl6vGtQBQAER5U7sgoACzuHZH3VfoD6VJwvmID+kcACKesALY8VIltjEAokCrOADWB0OhCRguQNPnWV7IeAIz74sHzv28ulYZwF3dK5UiX9EuZXSAluuNLaCQ+/LAJqxLGJM/NDgAqobXIVhazKDg8yoAlDLqN3hFxsxd1E/q/h8CRLqydusToKnnrKgppc/tzW/mVhpJPgoHAi+AooqPLv4xZBBnW0YK8sEnMoJX5ig2xPTDmgiARddFixQ9c+tUf/kpvAB6y/v8xJqfBiGe0AvmScBv1aGyeEvHGV6YV0VL+i3dQvZql3iFb/c/hee0FxpuHwXl2sKVFSqrFLmJNzbfdfsHQJc+4zky9NvCfeoCpBY9P8WjXvTRh6+6Hwj+PzSm3fzybHfnm8B7vS4P/EMLPjAKoB8YaVyDtzz9+b9yZRM3T0API6TKoTPiiT7kufRX7fBTDDRapYBuqi7C//BfoPylNqDmP1UGAoUOcvuj3HNtjEz71KZyUvQX3vHIn6i/FJCfqD03AfhOAfnknZQC8sllNdY5Ow/1VQyMB5hPf6OXQBwg39bWlhhIdwHw+fPnFzCFx/tnn31WklZnZ2dBOf+COS8qfI1bt3+Oxz1e/uPl9/XXXwfAGV7/6a86EhgvgPxQT3PBR045L9XffH21OsIaZS0TEZC//e1XdnRN6BXKR1jUB6L78SLwhQ+U62fiN7UepSjLKj5WgPz5wdW5j0g+EGk7npKASXhGAmwIOEAe+zP/tB5WR4zVsXmZ9SQ6xn6VRWfbUutYvyQ4eptD4BqAwAeJXN1xzwWsDNb/puhqC3+1SO/m5ZY/Vljv5sofezctsMG6MAwIS/wFJABOAVK57XDPAU2Vl7BP5cxx4y2vPMXxqnbbmOScsYEc2BTRbRdA+4HV+ZjAAIfEZkcXAIkFRFGWTVDbm5N7Qbr1jPRc8aL9OMPyABUwmkQG5GF1CG1RmAjpRnvTtAK5FPL7lmkTTx/0VXk/xQByK+vZ7T5zgUOAOQC7Yh6qgMgqTz6B0ewPUKzN6u9yAS+AOdV3ct39kZ7FjDcATLXFBQrhyZ1/RSsKOIRGsTa4zwRAUqeM0QojojpKpT44i2woc7gxTHsa/q+IDswwnpPfby+66dZNvwIS+8Az9wC23XbFnZMXmnG6wTuBNiilHeRnvDI3YCgRXcYHdJgndU+pwrbAr/hHvuguXtbIC/2TMYQ87moOebTDi3TBD4HCeAvGas1w4zn349pHO8TT/tpf5/oFL2ztP6DnpHjAf939QC4WPbKnbrXVTTE6SC6UdQ01bj73XOMuqv/kxe/y458LGNe8xXN4dMcFYDn1MH7oTxk+yEuYI9dYIgMPhmeB7NDiPnM341hAPPrgviMeav2nHe1bHxxDbXnHBvQHIwLlqIv+5d3KNR4cWvtIrqxoHO1bZ/5xqLfVenfU5I6+9vrCPPvW5PrXbZcr82LnMh4eW//Pst5Lx1PmFJAfT71xl/GSAvLJOzQF5JPLaqxzut7tlTgfa37vBfpxgPyaNWtKgug+AM71kiVLIsWG9/vs2bMLaE6aNCnIj7dh0t/hw4dt5cqVNmPGjAJa4gWab7/9tvX29g4Lf5O0jrHKlwLyYyXZeLrjBZAHWCsEHoovM3Xzfnkp+fiIl8TYP5mIgPzZPXODjxVimhb7KHGfaZn7kdY/mf3ww9gL1ixY1dC/6zOLOvp2fGJ7t31kpP27VhYe7Sutv+Sxyvrb88dA+yob3PRm7iMuBGIfjJUPH6TyLAPIdHX3XjhXzGu8DF09KXUu4KG74dFxJTPCEQFMHG/Jg8SAEaXaw3NAHwEkE3nPhf7a0IM5KvxCEjloPCi2d3fDYzm5ALrEbQDqxkTGK1Xlx3oc4blPvwH2/XCgcKwLcOY550naj9euQFIAR8oAQkGjMARD4f9gT8MjQR48X1UP4wpwTaCu9AugXP0DsBXc98BI5nXlB9wNQq847WMFFMCYC2wDGir8BfeTgFgKqQIYJ75LpfAi3pQiM9oKUAtNF0T0gULoC5zFsIPXMe3hvjy7BSCWa0yRtzHlBYwCziMrwOUvNv2HndkQGpPIq75Rn/vAqwyQkhMbvRbT6f6aEHiPAnoBpZGz2ibZkQKS4k1dSvbuc/SCsrTDve+eE2aGPOiDe989xxhLHgxrxGN3n3GuepCV5n7y+wd9KjnxzP9fkcGEZ8wl/moP9NUP2wO4j8woi56ge/SRK8P+2l/l+qQz84IN1uYNVPCuMQL/tJV+cPkE2EbvMJoA8qPD0k94BUz3ZRJ1LUA7biyxGgEDhmgTzocxwzzjyyIwZjlGEF/W7jVzBZ78Lk8KS0TbuP9d//DVCMgDvZdXu2ie61087N3wyuFGO1SfN4Aor59eHPh4WNm4G6yM1Eo90qhNXT/fEIauijPKuG32z2VM+qJrdhwL4/5+CsiP+y6auAymgHzyvksB+eSyGsucN2/dqqh3fOohX5neigPkK0N9OBU2cj1z5kzgKT78aXl3fvjhBzt//rydOHEiSL/66qvyCFQ5dwrIV1ngZnYnAHlCwRzoqst7Cm9elo3ZWwg+FPsgdZ9dv3ym+oIbQY3jBZD//rtv7fb334XH7e/sdsHxvd2+HR43r36e+xj2P+T8jxL/Wp5sg20v2cDu1QXHYMdqK37U2GBHwqOzJgDUXX0Y63OWqAOY8JGYFIgFtBF4VAxwG2veq01f8a6LATW+7ugacAsZu16J1ebfr0+bKALUCNQD7BDPSVJAENpFyAyf/lhe41GO7hESho1J8TLHUz80DOTjaifhQV7a8nxM0m43j4AugO7OzOTcPAO44eaLOgfoAgBChpUIWZCkvV2NTwf1AZpH8SSQDLAxCiR1yzCXCrxzDZ0AZrRJqycwNiAfNgxGRoQJYgNt8gTA+cFCwwB1CHgHBHPrdEPraB6Cjg7/Hv2jPlIePPkJj6Nr+gDwz60n7pz5T+WSzJkAYwIUKYfntA/oiV7OkODJQ2FGBBaKt3BzzrDt8n6O61eViUplQIEP5gKFMVJeAHrXYxlw9sLWEMT1vbc1JwCYSzfo7yjdZAUFdSIf1RWXog/wIVmWWs0QRUdjjTpl4InKB/BLHt/7380rmQHkuvc5JwSLayAiL/xirOBgPwHKyRhEXXGGFO67Oo2O0BfML4xVFyiHTqmDjbfVFx2ZF3MreaDrGg/5LxAteMCzm3Etb349c1N5n19pT2YokUc27WMu9OWoaxlJqAtDg+77KatMGCsYL1yZseqB8cFY9Of5YJNWtZUQXj2Fqy0o4/al2juU+Y19sWeO3bw0GPsGffvbr+3yUL2d3DbJCPd3sPanNtT4azux5Sm7eOAzI1xcOb8kgPzFwU+Dfiv3vxxZysh2/cyuctgaV3lTQH5cdcfdxUwKyCfvzxSQTy6rscz53fffp4D8WAp4hLSrDciPkM27olhSQJ64wnhInG6fZie3vWCn26fbxcFP7OalA3eFHKrZiGoD8je/vmK7Wtgwb2Tge1S5uz1kzekju50ltuHy3vwSXe96/3o7ur8t9iCER5QMo+71NPxv8JFSzDPO/7jTtbzUiPkcRXsi3+ut/59ALuWCOApZ4ofqmMiyKMU7MbH5GJcXsPQjaSqwIslml6V4qcRzeYaz6kEAYTGQKq6dhxtCQBlPy0rwVYpGGKM3Hw5CAIlSDExscFmKjp4LGC7XUCd5SHa7m6ZZX2244gBQU89LpdQr3YgDLsVrJVJWaSCrYjy6IB9zJp62bjsARvG6FeiFF7ALaAtA7q/5leGNq77xU8q7dN3zOECePKJzdvPPcwCteNGzJKnKAJK6dZc6xzNb9Jk7o1YTyLtb+QBgBQgDWrOZI166GOsor1AlUXULKPM9wuV5T38hf9Xlg45RNN17AkZVnhTgG2OIG16J+8gKz2z0gmv+C1xagNjcp62A9Zz31udjlWM0w/iEXsgYDHjv0ih2zuoBaHLIo79Yfj2ToUBlkWkcCCz9JW8cAMwYEK04D2/GiPIkSQOwffPPA3AeOUtfKHuwNnoviuBZzY8CcJ6NjxnXBX1Wc58NNf/BTu56w66dP2jscaTj6Nq/B/whU8nJTaHl8s04J+QSxiy3DnQF3SSmPvnJ59Ipdq7+pO3F8rmy5NyNO++Wgw+FC0J/xT/9TTnGG+MGPXXDxlAmahxDW8aJs90L7Na14/bdjYvV/LTJ1ZUEkP/+m6t2qC40pvjzhSsn/1zy/XzDI7n6JuJJCshPxF6bIDyngHzyjkoB+eSyGsucKSA/ltIdOe0UkB+57MotWQqQ//pcjx3fTJzZeI+WE1ufsRsXxk9c/HJlUO38lQbkr106GcR1xAM+f9Tbwa7w2Lv1vcSgT1Ig5Ytj3XbxzIEyjoN28UzC44uDdjF7XPrioJV/HLJLX4TH+VODdnyo204d3Zu7p2dx6VBvS6y8tjXPsIammfZZZpatzMyyTNNM21lBQ0df3e+DseYvU/Y/SqKuAR80TtmALmlfToR8AzUhuFEOsCEZCSTqyjx/V8kkrt8Eto5kKTgyA6RAjzozL1ZdXhuaZtqapplGSvvwVIYXQAiAQc7pT/VtOalAm1KxouPkmvQ+PMuIAL8AOBhHAlCz41fBCg+tZuE5Yz5JbHbNDQA15bSbvAKN2VhT3vHINEnoE7cuhQroq/vDmOtGd8O/gv4uBkLLCIkcdQBe4x0rD2XdB5j1w3YABOm5nzIOBPiX0jkB5j74pjjnAJYYNASY+XW519R1vPX+nBEBsFihR8gHwOr2SbFzvPRdQJLygH940qKXmhtVvzbqRFd1L+l/EeFAKBO1MgcPfZ7JS51wNlyXa3hmA9SgXNvPAkDXX1FA29AX12AnsJP5w5WVVlggC+kB4c0wNsUZZ8oBcF0gHB58b36XF527ADsGNPqI9lI+DnAXQEk+2kQIE9FT6o4TdPrLiPjqxGB35yXo6UDu/J8oXIruuyle1TjtfHW2K1eO54wN5Mb8y9yFrOl3f3x+fb438lWckCrQYQypPVEpIHWx8YVeaPy7eoP8ouj595CrxhIydGP1+3mlW4F8asJNm7lHXYwT13sfQ1noMf+rYePRlS/n6SWe4AAAIABJREFU9E+cEUsrTw41/MIAu+/kLwkgD39XjjTldAWDuy9H/1rzCLKI05c72e5y6k4B+XKkleYtSwIpIJ9cXCkgn1xWY5kzBeTHUrojp50C8iOXXbkliwHylw7mN1DEu5AXapZk8mLOhwPX8rrjBenyUEO51d9T+b/95iu7evG4Hdy/2wb37codl88dtasXPneO43b1wvEgL/l1EHYmPE7YtYvhcfpIR2JgpDkLJH+cmWWrM7OsLQt6DQOaWmbaza8u28E99YlpD6NRQZB6PNBubJppbzXOsf+rnzfseLR+ns1pnBMAiaPltb8mBIiKfez5HynutQCg3U2v3PG+29Q80z7NzLIljbNtfuPsIOWa++XIqSPzUvDRxke029ak5wph4Ho/llP/RMtLnO/ggzXhBoK+HAVCjrUneV3TLFvUONteaphjT9bPs0e8sfVY/Tz7qP75oC2AFgIJR7LEnTbmQDcnFEKl+5ZVBQO14RjGm7aYAQnvR4GF+2sfLDkm8KanX/GW9Pus1LW8bgmZ09PwUECH/+9S5fzngFLwwLFrjI1+AKPUU8wjVUYa5j3AXje0BmWRbwDQxowFQnKQT0Ab5wp7QdsFqpYCAwWc+iEwXAAJQA6a6ATngGvwR9gRxhxguMB2ecS6uk4oEfgD8Baw6PePfy2AEv6CkCK1w1dssOoBgNQHjF2gF7DPp61ryqn9yFFt0HNSdA3eFVoF4wTXHElX8ogfDEmulz5GEEBKjA9unZzLCz4KSFcoIOSifJo74QtdIvY47bvWHhooeN/16yh2Lc976AFMMw6j8sO/ZCS5AKLTz8x9ukc70BPASw54V7gd5SGlP6CHnqEDyMx9zjn30EEMEsMMM1nPbvTCLcc+FFG0yNOzdpp1t83LxXkn/Ir2rXBpuOc8Z57k3mDt/7PutgW2Z8OSgmOgLtSVOIOEL09khgELo8Ph7Abg7pzJc+pzedPY9GnpmjIyOLn8Ix/4QufRaeZ05hsZ6Ny8/rnyYJhwxz6GBfihX93vq2I88kz0V7a9ac+0vGP/alxok9Yst0W7GmzL0b32zXffVu17KykgD0Pn+5bneGcVgh+Khz4IwvFkjVO088rRlqq1ZawqSgH5sZJsStdSQD65EqSAfHJZVTrnF5fP29o9223F2tXBUYmNXF0aleb3XqSXAvLV6/U4QJ54gnrBk1eTXk791H0ZvHK0uXrM34Gavrx8ys6f6rfzp/ZnU8777cKwY8AunBqwC6fD4+CehpKAS6XBIehtaZ5hixtn25MNw4FkwOWXGubaJ5lZBby1t8wKJMvGm2PB00SjifxcIP7xdW/bU5vetac2rbDH1iwtePZeZvaoZJYD5Pcl94J0x6M+rDvGAJDfkdDIsr5pps2KMV5IjrMb5xj5kuhCV+MzwVwEMOG2Nem5vA731f1XovqS8DSe8wC6MnePxJMamcqo09H08pjIq6Zplk1pmFswbqQXjzYtsn+1LrFHmxcFzxfWhnHEA+AjG98eYCRp37v5FN93LPUA2sgegBWvR7f+qHNCN2jMEpapmF7tbnot958cF7Igqg7AJHlkMpaIZR/oR5EYx1F0dE/hKToyU4ryW6wtSZ5h3NA7iAvAig+lAq1k/EDuhEWh3coTl8ogQj0A4z4YJAMEQHMcDe4DxEPDD2milQlqRykjSAD8rQ+9x6mTuNGqF2BYIYMAk10vcOVRCjgokJy+V8gTgb4K2QFfgLxRcwXGDoGl5EPOgI2A17QXY4PqCJ7X/XiY/MSPwHQX2AdQllygG9fH8C4DBfkBoUW3WEpfCvT0wVzAWtWNzCUX3fPrIGa5nhWTexQ/p7L9qfIAsPyXKVa7DKB6TopsXVpRYLCbH5D8i00h+O7e98/RKb+tyoOsogwzjCv6x/Uqp4yMAyrPKh/2YuDa/a9mVQ3gPDzSdlLKuoYY6ZE/B+Y2di4x/lxZuef6NoF/3UfP4JFx4eog8xq6rbFCfoB2dFbzJ/wzVtTmJClzDPokAwD9DV3mBlevoUUfUEcUXcrBH/pHeUBqxpVCsVFmce1Tkf+r/L8+1bzUth2rzkrmcgB5PjYuD9UVtBmZYZBAT4bq8uF8Dmd+Y1+e2nYHvvwqX2UKyFdepinFrARSQD65KqSAfHJZVTLn4TPHKx4z3gXj001dK9NbKSBfGTkmoRIFyN+8MpR7Obq8q/QyQl5c5YHHSyGxC93frZvX7etr5+zrL8/b119eiDxuXL9o/nH28x47PrjFjh/YYniCDz867cwR7zjaaWdijy47c3T4MbD739a98W3b07Y4SAnxEh7v296t79vebeHRsXb+mAIQSUCKcvL8OzOrAIgH6AJEfnrLe/bkhuX2SGZB7uX99cY5tjkLuO5eMzswMhQL3VIOHxM5L57vAguf3fGhTT3QZNOPrCk4Xh1otKe3vJ/L9/YoQHmFG4laUq4PymKpAIgkITBK9QuhQzBGvNgwN+e9jNfyqw1zbUVmdmDs8WkQysf1dEbPntv5sU3q+CxIuZY8WVlA2B+fhn9NLF/mFYCNYm2PewYYQ/l9dX8qWZdf90S6Xtc00+Y2zrH3ax8J2uuCEHGy8e8DRiCrwdU/GRNZLcvkjVsPN87P6cJzOz4yxpE7tl4dzNjSDSEIDXABCA1veHT6fCe5BgCivDbwrHTfdmYmBfQBXlxQpxRvAF7wxUG4m2J8hXHpfxQYTQDzS9Hmubyk++p+F9DeXxt6iPrx1pPQIo/AM9pbjNdKPGPMIpdi3qHyQnZBwCRtUYgHyd4H40VDBpNSRhAZKnxe8bJWHaRHMj8J3pcAzX848GAQNgjAF9BOxgWAU7d/WN0hoM71UKZvAccB6eAfo5NiXQd1NRaGSgHE4z5tQu/EM/f47+AaEMw1VAR0nBjXXEcdV3ZFe38jRxksXE9l977oMcczTmkv/UMccD1TCp+0U/0TlfL/yYa4lPHnQTzq1aeAnJR3weYoL3Z3g95yDYKaU8V/qTSqfniUUYPy8E/fo/t4ZUsGGJBcwB1Q0/VyB9B1jSy8b7DptHgCJBatqPT24G8LViLkQ1j9PlgxM7g6BE/91RZRtNx76C88EFLLnTc0p6qf3DJJzgWeu3pHG6gLPYIG49qViZ5JJkpPrrk/8ILX6g6AcNrPvMNqCvqEuZFxLH2Cb8pj7OO+aDHOMAYQMoz60VGVUR7Szzc8bJcO1tpQY3EjwMaaB21a3cuBo8iUntU29WCTTTvcalMPZGzynlX2RNuy3H/t3O01tvvEoB2/ctb9TKvoebmAPJV/+9UZO7d3qR1u/l1OTpLF0bV/MzaBvf3djYryeSeJpYD8nZT+XV53Csgn7+AUkE8uq0rl/ObbW2MOxt/LgPzX39ywc1cu2vmrl0Z1nLt60XqPH7TNA122a2ifHT1/2qF32c5fvWwXkhzXLtuFMo9zl8/ZkUO77dD+TXZkYIudGtqVPdrt1JB3HG63U4mP3Xb6cPnHYGeN9W5ZYT2bl9u+be8bwHF4rLaB3attsCPqqLHBjpoARO5YN9/wdubY3TrHOtbOM0DlwmOe7V7j3F833/oa/hy8EPFin+SlV3kUX7Kv4a/WuW5BcLS3lgbc3BfwiXxO3ONVmVn2bmZ2cAA2xoaFSehtPFJ5AIwK+AQEfXlfXQHYJeDrhc6V9mjTwiAvwCse9SOt824rtzwLHj7cMN+m9NZEyk9yJEWWkjnyH4k8BLjhPadxlTS9nvX66699YER1u/wu8FYF0C7koPaRAqi7KwLQdz1/avO7BqDqykfn3GeFgfIyZty6/XN9lAMuJJWFm0/Gwr31fytaj1/vRLr+0JH9y3VTg/kbb9qoMA6ubPxzhfdhM8NS7d+eXYFTKp+eMy+qzx9bsyQ4x0j4yv6GSD1BXxb3fRC0BbBDno0AKUm8z/22AZzwgQ8AJZ4qmRJ/GvqlVpT5fHGtmNps6lyKJxntWMkAwBpFj3t4UQo8H6z5mSmMlWLRu0BeHI2o+wC2tJNY9KV4He1zxbunPt/LWbyh4wJfFQNdz+JS2g5NHcX6TEAaAGgcPe4DoIueP38DuOlZqRRgDvCVecsH6tAT6tI4LUaLsgC0Ps8C4eWhDEjL3OrTwiuYd0AASEBlGQQYR9IB0tPZzUsBGP26dC1QmrHrx9lHT31PYZ8XrqnflSN8ALgCIgNssiqCfnU90l0gFl7gQ3HSoYd3PE4nqg/Zi2c/PdqUl1GxtvrlNO9QhwwBqs9NAc6RhV/evZZRUeUCwL3tZ4ERRuCvntF2t26uZWihH8inzZm1sseXl1u3fw6v8vqGTlNDGF4M+fp5k1xLpzqdvV4Utop2JKHh55EByi+vftCqGsqhS+iOvOGRD/pAv7jzrEKfFXMQ0BjDSOb2AW1UH6if4IX8rqFNz25dPxVAIMcunrT12xbYmsaHbHPNf9qOmgdsQ+3vrabhEXu9bkqwoqzUO+rkrvz7qf6HJ69dYWsPdlYKZsnRGQkgnyscgPNf2I2LA3bz0uAd25jW5WcszlNAfiykmtIMJJAC8skVIQXkk8uqUjkHTxyZ8ID85Rtf2tCFUzZw7rgdv3LOvrv9faXEMyo6m/d1jFq2c5o/shca37aH6wtBH14cnmpcbNOb3ht1Hf5qBvf6g9aPbWvz6MJNjPbjczyUd5fFxy0h9l96da2PLl4mWW4+HtpTKR7WNs0MQrsA0nIAuCrkBrGQpzXMyYFNetlVOrVhjhGmoVK8lKIDrw9n4zHjeSogNC7F65swLPD7ZuOcqvFZqh138jnGFfXfi93/LilDyXbS7k+Dcs82zB2RHAkDwfjhQ7eUt5rGnVJ9+I1m08qtzTPsVUeXn9n6vr20t9amDbUGMnjtULMhD9fTnfjwGJ7+JZ3bWVrnkBe6iYwfa5hnG4uEr2lvej0HmPhgjtpeLNVGgN2Nj4+oT+6kHiap2wW6Wf2Cp/mm9f8byAwwoZhs3Geup3Yc2MomxvMa5xj6rfFBijGPlSGMmyie2b9C+bWa5JHMwlijjcYTaW9DCJgBeApgjvMiddvjnrshJ8bqv2mgJozjWwpUc/nSuQBivNej5Ofea29+w/B2F2jDigHkAWiEtyWAEcCang/U/L+CDXp76/8RPANoVv3lpALhxkqObls5x0ihtlzeGQ36Sn7kC4DoiHjiaqMMdKJJWmyu5T1IoWLi6hdtrcaBJmAeXt54CzNvKXyG6hUoyrV7ruduise8DwIDQJ/KGpnwrAecBSTEIz/wvj/4YGT/urIinJd4h0d0F355l9N92i/AHu9wnsEP/KFzGEE4L2UM0UoNfwWB6oEunvQ8pw8xSsCf/tdUDgOCjAOujPxzZJ+nHa5AUD+Slz0pwrA2+RAhxYwuvt4wzkQ/KsVo6I5D+hjjEWOU+gXMMp6ShFdSHcxl7ioIv93Ixm0n9bogs4xX7sbMrMwZrAljuSdxxEFPBGrvq/tvY1+i5bWPBe1SP4nfpKn2SOhueDQ3B7KPCe1D/5LScfNpZQbycu/DI3TRM/e+zottdi3DR7H+l1FIYxZDShKdRSfcFQ7ffHvDPu5py/136j/04cb86lbOX+mPN2q7/6Uv9qzO0Xq0eXHufOqGj+zzy5XzmB8tID8qQGKCFE4B+QnSURORzRSQj++1/v5+q62ttSVLltisWbPspWkz7eW3ltgb7zTYzI82lzxeX1pnr8xabpNffcuef/EVmzJ9jk2d+769uaLFdvYescuXLwcx/OM5CJ8QnmJoaMg2b95sH3/8sb311lu2aNEia2xstO7ubjt37lwpEhP2OXHjXQB2rM7HQkAbDnfbtI0f5/489adMuqyjxQ6ePxlb7Y1vbtqNW9/YzXKPb2/ZzW9vGSsLih29RwZHLdeXMvnldLQJr7kn1i8LQEL3xePJhkU2p/njUdcX1ffNLUtyL4H+B+G9dL2n8angRdX3KNGLaqlUgAmxau8GueG9+7IHPrnj75n6PDCFBzFA5bPbPggOzt2wDACX1ZCJNh8FnHNfxoudA8oDkNG2JGFEqtGOO1nH0qyHOJ7cxeQW9UzGDT82f9L2yFutGDjgj0OBBYM199towtVMz4boYQ5+ua++aNsnd63K/ScByKI75crrqY0rgnLzSowNwAM+oP3Yur4c/GuAAwEWu5umVWX8Je3nSuSrbcqvSiAskPRxYf/HNlgTAk1JABLAeIXLiArpgje8G76Jvma+05zhzokYLP22aU56ZtsH9tjacN8FVpSI32Jp/fbQSMV/i8BEwI1ioKOvB/pfGqtVEoDk6Bngml93kmsAYcoP1PxsmOx8Weoaw9uBLIgmHffTvfV/HWYc72p8LqgLQC0Jb24eACbqYPNL8VGNVEYE6gYQAwyj/wE4ibMOcCuvVPIASAK2wS+gMUA5AK9ARPLoPIkcqI8yHADCrkz886+78+FSVCZJCnBKOBv4cQFVdD0OIEQGok3Md5+XuGt5/VOW+SFuJQ1ewxgWyEfc+lv7fpMH57MhxJAvz/H+jauP+4Df4rUYmOnSEJ/IwDWaYDzgP49xzbwVZdDAaMAqEs1rqlvhgADk5ZUs3XFBfJcPzukDyUK0+I+m/W5e+IS3POAe6o0MYJIXhjTowLtbPum55owDq/MGBfEVlcKP+Md4SHx2d+zKG52yjDG/XfCF3AnTIqMcm1GvbZoR/Id/WPt/QXvK/Y9We9XX7iohdx8JQs0ob9JUq3b9FTDuuMFAkpSe5gF0Km5MQksrWNx3OIwuzEfwRN+zkoDnjD/+16TfMiIc3fSkvb4pdPDg//XZ7R8WvJPxjsb9pP+j+o8l9CLlCF+JV73eVx/PLLZjl7+IxRLKeZAC8qWllQLypWWU5hihBFJAfrjgTp8+bTNmzLBnnnkm9pgybY7N+KAtGpT/cJNNeX1ebFnorqxrLQnI375929auXVuUjnhctmyZXb9+fXhjJvid5o7NYwLk+uBuJcV06MIpe7ntg+DPkz9QPn4fX/9OEA/O30xweXuznTz/hZ28EB4benfZu+tqqtJmXwblXD/fmN8UEY/JqBjNeGQ+tjb04EUOs5o/rHi7NjbPK3g5dV9U76VzeaP5L7BJX1jledLT8MiEl6cLQBFvnRdYXmZ5MX4SINHZKJU42dOGWoYBTMRxfH7XJ7kxPHOMPdDxjmeMAJYRR1Iv4UlSAD3K4tF/L+l8VFsnZwFmvMOTyM7N80JWjoCQUbRL3eNDGWCdD2M87Ep5z7nL2Pc0PjmiOuGJ8DP0PxtqTo0JN+O2k3PilVJGhx8H3M/vX+PZRVlWdAD6xslGICIyKSc+bR6I/Wss7bg6J8J9bY76XMSqhA/2zM8BYHEACyAAc70AHDaE9du9qXlm4AGvPmb+e2V/3ljDHMeHvRuGiLlTdDY2573jCZ0FHTZv9XUh7vqtoYz1ZmPo8v8i71CAyyTe6NoQcaD258ZqC/FVyVTAEQBf0v9KNx9jnD4YXF0YQ7kUj+3NbxpjHuC9r/Z3BkBGuCG8TH3AzaXVXxsCzACHLh+lzgViV3u1yduNs21h3dPWk12FIH31U4BCgav+M13Lu1vvKkn3JABoFA0cFgDRXJAQD28XiB2sCYFsAFfqRDcArakX0P781p8HsaVFc1iaDSvC/WIrXeRRC+1S/xXqX+j59dEmjBYAozzX5s7kI342qwOIhc014DzgrOgJ9EYmuheVIh/VS13E0I/KR6gdgankjwtX5Jd1+0j1KKUP+D8FFJXXPc+YH4gBznkpcFZgOnkLjAB4oTfcNxz8z27Qyf+QeNWKAgxGAsiTzGMqr1Se9vtrf53bqBm+GKMn1t4fgL0Avhxa4cBzxn5H5qXcPMjqNpwHZjTOsfn1L9rumrzxCc96eCeWP/pFeR14xu9qfst4p2VO/7A13Hwd/RaP5aTS46M7Z9nJQztyx9Cah4I6y52r0E95pfshpOBL/3v0W5J3ChmDaT+gebG2ydufvO5eEMXK6Jnmr3+vmxbIFcDcf6/S/+i/WhYn/h/V/+trB5sDuvQZKx65//Tm94J7r7Z9aN//cHvUMEYKyJcWYQrIl5ZRmmOEEkgB+ULBXbt2zSZNmpQIBJ88dcYwQB6QftKUqYnKr1q1KtZD/uTJkzZ9+vREdATKw/fevXsLGzTBr7b2dVYcxI0Cno9+cdIKjrMn7ejZk3Ysd5yyY2dLHxsGu3J/mvwhs9RMf6hKAdwAAvWhDLgdxdN4vSfPeACgl/uiY1yrraSETwg+5hsW2KKWTyva1g3NE2vDTvfjupLnimFdzFNIL45RqV5yXS+XSvJXLVqEbkHXALYJQ+LqIecKTcLzl/aWji/+0r5aeyS7zJSNDceqHQJVecH2eS51DbBGe2i3NngdKz7HM90dzaHHF3KYfrhwA9dSMuT5K/2NgQyfG2HYGmTDUm02OOODjg9GQHc8QTXm8GhkYzstnyZfT8PDo9Krp7NGiHJC9NDewDhVP8+eWP9O2TpHeYzMyLpUWCfF6A4+oHtKe4MKiB0MgNi7K4QWOiLv+GIf5St6llpPY94zFeAMnQGQ0oc/usOxt/7vkfqDgY7+wSheamk8uqM5hA2B4VN7C7BiSKsqyl1JsaJnSQ4IAlRTHGhAMUA4wndobCgFeBOATDgGxlSl5h322sD4yUa6zBfQlRxHEt9eHpuEl6kUj8XoaCUcPJcCUSVPhd/YX/ubMeURma5ummWfZmbZ6sysnKEQHXx60wr7pGOm9deGcyOAG6Am+oznujy9ATiZM5kDeAYoybsJbZV3r8LLlBMOA52SV7X6mzHl39tR+zubUjfN+rObXLrgteSpFDAQz1uAcA7O4d8fn8XCawgsJcUTXbT9lPAz6kcMBh93zMqFt1J73DQ0IvwkBxzzjPnXD2cooJ2+kKevX7eulRda0KddtJn+oA+Jk68+Ei+KnS8acakL4svwIhp+yioEeGF1Bc/QpTi67n3+d0WLMjJG6B50kZGuMfhIL6GjZwDQtJ18pcL9uPXr/Gy27LGOBXbm0nn7fO9HdsiZ61W/mx7dPdfOXDgd5O88NmDzttUEcztjS8cj9XPt3frHrL0m306XxuFNz9qJQ+sDGkNfnMiVW94ZGoD5fxGP5aSa008MbQho0yaO4weaAxkN1ZXWLbc+yRbeD9XeZ1GbYDMv8Jz/kTjAn77DeCQZlDI4oP/uChf+g0qNCfEtnnsy/xX+565ZYq8dGu7oo+8PVpwleSf187ACnf52484/vi58D2s5sHvUaE8KyJcWYQrIl5ZRmmOEEkgB+ULBzZ49exgITsiaTCZjk18aDrS/tvDTAlD+lZnvDCv/4muz7OUZS23SS68Ne3bkyJFCBswMMF4ge1QKUD916nBeyLtmzZph9CbyjY6D+yoK4I4lyL2w5VN7JAuMJfnDfXl/vSke3JTMsgnRztnNYfxgXgpKhUZwXyYU4mBy5p2KtrOpZemYfmQW+zgeT8+6Gx4JXjyjPEr00lgsledVd8NjE1aeClfCZqdRuolXiUCnF/ckjy/uxm9sbF5gLS2LK368kQX9X+jMh69wx0+pc72Uf9i0qOK8jUV7x4JmfTa25iNNC0f0scMHFPPaY/XzRiXD9U1vWk/dH3MfguGH5Y9z8Xv1gdhf83PbknlhVHW937Qo+wG4tOw2451Ne/GcLqVfUc8J8UT5hZmFJdvQXfennDz4SHZjHTMvsYy8EIj9qW1seq0k3bHQo7GmOTMTxpGN8o535fzG4War2fmqdTY9mJOddGdw9Y+tq+4vtrFpaqSMFmTDWAH641nn0o075yOf/uT4qHmRiQb6Mak9XC3ESqO48nH33+teaPuzRir4l3ep2oKXK+AXoKQLiOyt/a21Nb0e2b5y+qiueZHNySywZ73NjWnnlMb51lkbhp2JCvVQ7D+TZ3gf0449df89aj6TtqmdkDdZY0wxAzwArwx/AzX3W1vTG2PC4+LMQnsuQrbSJVKcMtCP2h2vBLyXu4GkvHDRD0Bl2p8UiFUf4oUOeCdgVTLsq/u5rV/zkM2qm5TT/00N4XwFiKvySdMTraHRAW9n1YHOU7drnAVoxCjl6jyGCMLNAOxj7GHDb9quPPtr77flvfm5fs6B1Vazc6rtbg5Dg6k+N92TCeXFvSiAUV7nGBJKeRy7AKdbh3veXPNftrM+XDnCfQwncWMLb3HpKHmRE3JGBqyogSf6C3AUEBbgHyMJshGgjjd40r7hP8blNe4cI5BL0203vGgjYHQwSqZuWfecflWdnzQvKfgWqm16y9oanrTt9f9jO+r+bpsa/mUNmak2J/O2vZh5x55tXGKPN4ThCYOxlV3pyfvO8+2fFKyOmzew0pbsmmfz10611+petsfrZxmOVPr+fas5/O/G2MpKJoXPgT+X31Ln2uNjYPVPbHnrcGcr2kJ70YEkclL4G8rsqvtrUBb9iFpBIhCcvBhx0A9Ad8aLVthJ1tAt1RaVYQzqPOjrIqFxWBEiBwLqmlb/SjCHxK3Q1DtTlLNQ3P+ne1/ObW64G+oK5tiWd0YN9aSAfGkRpoB8aRmlOUYogRSQzwvuwoULBUD4c889Z1euXMllYFPXKdPnFuQhdI3iyc/4YIM9++xzBc+nLVqZe06+l16fX/B88eLFOfqcEKYmyjN+7ty5AVDPc/2+++476+zstClTpgQ0iXPvPle+iZxOJEB+cmMYnqUcLzJAeX24AHbrhWm8ppOybcTD331RKHX+6mAm104MF5Vq37utn9rdHLZmZ/NM29Y8O9i4ls1r4472zOTg5ZUPmFIvnlHPefHkhbI9MyWob3vzLNvRPNOon/NNzXOttWVx7ljTstjWtCyKPNa3LLANLfOtrWW+tbQssX+3vDvmx/KWcBUGY8n1HnH1Ut4pT25cXpbuQkNhHaY2raiY7rpjQOMqakWN24a4cxm8ZjR/MCb8ubyO1/OlrSuDOYb9K+LkVOw+YbfQn8caFlZEhrVNM2xb/UO2ryYfMoEP1/ZRj9L4AAAgAElEQVS6P1tz48u2rPWzUdeDPsLzSIBSrdJ6fld5c7lkqPJJx8TGhnDzOH0kE1oBYI45yw0j0Fn3B/PBivGic4tbPrN5LR8Hx6KWkfUfwEqxeUryddO5g6ts2d53DM/5qZlp9kj9HCv2P/qvhhD0JzSRS6fUuTbsZT6SbtHPmjtHaryZtn2p1df8JfiPUf/HpR21f7RM5tVRjw105vWm9wo2nGduIIYvhgr6gOO92tCYzYZ+Uf+Nxe4ppERDZlpF+E2q5+sbns7JEkAScAqwkpAMgLwClJBxb+0D9llzZeY0l7/5LZ/Y0415OQIMAvA9tfldezQr38ezIQv1Tvz64RYTQAzPxWSrZwDZrq6wb4I8y5OGRBEtUpXFY3/mwXwIJ3hHH2jHyt3h3gIj8RoecrysAZZdwJl24EUugF3t0oaduo5KAbpndKyIHc8zD9YZxq9/75oWgPS0b3Ff6ImbqQvHHuChKwvO8SR2eaRfkLFWjPAcOQu4h7ej2fj07TW/tKaa/7La2r/b27WP2+S6acFcAS8YEt15nXdM6gcwxXNe75xqq/ICmvs8utfwJqOewgsB0Lt5ip3LuAOIy38PtOCF8C7omg8cu/on3YWGViww1orVp2eAypovNtX/q+R88VrTuzkHL81VSrUHCO+yCl8SN7dP3vPv3Fw3tendoN783B5u5N6yOZxPyp0DtfH6hoYnItvzbsuHtqc23MgaAworKiQPN8UQJK939IH59L2WD60nayw9mok26rByxtVd6ZKb0sfFDE0YIUQDXcDgh867cyjthHeMnOSnXnRA43j/6p/YzPrJgZyLrTjEUY8+dPeNieu3qPtRgDz5FAp36OKpUcE9KSBfWnwpIF9aRmmOEUogBeTzgmtraysAy3fu3Jl/aGYA8m+uaC3I8/zkl3KA+6uzlxc8wzNeYH0u/XCTPfvc8wX5zpw5k6snKmY8fP3www+5PP4JwPzg4KDduHHDfzShr09fPGcfb8pE/tG7Hwbj4XxBSz7edFQ89ag/V90TsMFH8HhoSxwPb2cBL14oyo1zTVv5UKPs9Kb3Kt7OT1s+GBXou7rlXRv5scJWtxQetS3LrK5lua1sfd/ea/20yPGJvdcafWBsiOuLqPt9WeAvzhvJfQF2z3m55AV2b+2vyqovioc7de/VTAhMFtsQ9Ym2cLlnuaE90F15jwJAjEUbWTnC2CA0hOaFclK1bSz2aRiL9o6U5oKWT21O80c2t+VjAxz16QCmI8dSITqiZPtidxhX/bnGQs81v46RXK9o+djebSlucF3SutJeb3rfJje+Y083LLanGhbZc41L7ZXM8qDNUfXiOUd7XY+pqLZF3cuBrCNcPq2Py3Lm81VN82xr/f/agOMxrY/njro/WSYzdVifRrU76h66gecf/ADEMhYw0kTl5d7M5g+NeQMZskINkCLKKL6k9bPg2RMN4WoE5K2De9CI0sW4eunXkeoo/ajNVTEMRNVBu6BPyLyofi92z41TO60pjE/79Jb3g9B70AS0LFY+7pkMmvMyiwKwfWPD44EebKl/JPAKbcq8GoDG77VUzqDIuFE/sY+I77XI3iHMt5Na59pAdoNFAFT3v7HY+aXtIVB8p/43a5pmGsYLjZ/h6Y8D2a5o/SRST6J0J+m9eS2fmIw+j61ZYv5/KoYPZM9KNFI3PNPbe5fnPHIBeeM2NcX7VOE9aNuWtf8I2ipPae4RE71YH/nPtPFiT+MDw/SYORReCfGE4YA81MFmmD6duGuBvb0NoSc24D/gHhuRAuBiPFE/AcLTFnnhCxTcs/rntjvzYABob137d2vY/qLN3BJuvj0Sgxj/hS/UTc+F4YkL3SHexR+pQHLdwyMcMF3XU+peC2Sm9w+thGAeeOtQozU3/j2XV2WiUmTjejyjF4xFhbTCK573Wq3khMaWdf9jazc+EdBHT+L6JOq+ZE37CJHk7img/ACvrvfzqvbX7e29K3LtQQ4yDEAPb3GV9VOMCMeaQ6eXPbUP2vIiY5LvLHePLmQrIBb9lKwJXxI33/r3GZ+U5cCQ9nJ2bpzUHoZ1ZKXF/rqwX1kN4PMfdY0e0Q99NT+zlW0r7aMNjZHHZ22rrL0h9JQnP+GO6F/6G/kCmEsn+mt+Zs2ts3N0Vq3/2Lrq/5x7znhi41WMjxhKoOGueNnTmF+BgPFD/QN9dAxjz9c9vw4OzmVU4TlGmW+8FQKux7549NONbf9nU9vy7wSsVvDlr2ue0QcjGcfQUN9P6SkMtyn92Hp036gwnxSQLy2+FJAvLaM0xwglkALyecEBaq9cudLmz59vtbW1+QfZMwB5vODdMDLPTZqcA91feLkw5vv0Jatzz3KAPF7yby4qoLFhw4agBgB1lzbnS5cuHcbHvXDjxPkzFf+ISPqxMZJ805pCsHkkMaABt/WyxMvYSOqvRhlAMPjEGq8XjHJSffAAgFSD33utjjWNk4IX13I+UvGCkqdSS+OL465fAMOKgWrq46caQk89H3Rx9VNeRSMxJgHeoPuP1M8fExnJY4klrS7PSc/x6oO/Yl6zklU1UsDCN5reN+ZFwFGAzpHObXxAApgKANJcSUq/U4faJIAaT9+kslM+gYZ4poletdLAG64+3AfAbZ97Djjvg7Bq70gAeRmZRgLcIjNt2B0FYieR28fNb9vKpvn2afPiAmMF/Q3NOc3RRhefNiD8M1mvc1deOsfYBU2VQ9ZRuqT8gOzoLvnfbHrfHs16m/OcTaIBxDk0nwT3G+YHeVVHsVS8vrSv9P4r0k03xcObOnECiKpHxslSIXFcmu65wl9h2KAe6nPfUUp5ZLq0dI7civEc1Y7R3GPOoT6OJGPjg7XhfydgCwbqKADKvYe3pICZ+swbkf0wGv7LKftZ8yLjv5sQF1vqH7a2hqetPvO6rShhACynDj/vU1nPeFZmqY+VotfInfmBe1qN4K7WWNb7jgm0Ro54oxKPG6AND3/XW5bn766bbLMO1lp/bRgGBmOIgDxAObdv4s4BRRXj/NOOGcP4Zj8kl293c2VA2zi6ui+AEn4xOuxqCcPeEJLJ3XSUdy4XAMbrVp7THTW/sKfqZ9jkPYWGeULwwRtzzrSh1mG8S/ZRqQyns+uez+ks8nZ5UhsAoXnmAvGA8ISUAgAlRJL0flntYwFPCn0Gf64zkuaMt+omW9vah2wgG5df5ZVSn+onBFSpGPKUW7PpyUAGi/Z/lOMHo4folEoFyIsH9AI+APwBaaVbPCc82MLap3NhEF29YDWEu7qBsswN6BphbS7v+qXJixxarP76oKX4KkuB8ezRpTGj/1qtYELW5TodCLTlXYr/QGi4K+ve37MgJ0vaEbfqgPvu+JxZ90Jg/PbnCP+6MfOaddX+PleHZE8KEL+h4Ul7vyX83/XLrml8wfbXDN/QWDR2NPzO6Bf0/6OuOdZXn8/r6rLyR6WA/RjHtDJEOoRhyNUH5i2MQfXbp9jivjAUV7CPk4yQ3fHhMBVeZiTf0HyDKOSm/w0jvVh7sHNU8FAKyJcWXwrIl5ZRmmOEEkgB+eSCA5B//e2GAtD8hVdez4HugPMuoD7zo025Zy4gP31JTUE+Nnfld/jw4YL70Lp48WJyBu+inP/e2npHP3L8F4JS1/JwTfLxF/XSrCVngN6l6rpTz+V5N1IvOQFAE20T2zsl75HU25VdHsryW/ejTy+XborXER8hvJzinTqS+ipdBvAdIIiwDg87ACUAGiGh0MGoOvm44ODFOGp8cU954p6Xuv9wYwiYjhRYjuJb9/D6hj8+wkrx4T/no42yTzYsipSN6qhGCjheEOfU8SamP4ljWs7GzjJUqO/YcwPAkA9UeWHyDBAVj2iAXK75cCFMli+ruGt9KFEWMK8asqKOt1tX2aT/z95ZcMlxJO367901rGkNa1qv7TUziYxiZmaa0UijYdJIGjFLlsWWbckgsy0z0+Y9T1a/3dE5Rd0zI8v7dZ9TJ6urshIiKeKNyMj2RcW++fTWZY5zBABgELiZM7GmsuAvALTKJ/pYwTqpjv2en+txjxR8P8edudAv/vnSQbmvFEC3xwdJQUX/f759cdmYV5sD/sVZ4UM7dhMoHqAvB9UCQAE+6NBZvWe7vtzF8Ax3GgiyrNlc0FlgN++l5OOeNS9O2cczHY5LvDzKnJcKuxqq8SMLGE4+XNRf/cCGUtK8cGR97v5v2xqjAtJHGaGxjIWl3GJVat2HSyTSg/a2nEN1jyshrR2V8GMtXY8WwSKshcNzDlg7ASytlW5v+8hLUqeholU16WrOYfzYfqN7aE57a7caVrj8F0CveLiL6do5wgOecQAZz3DT8krLWP89fXDt4RnFNrIHgQIQxrWX+B1AUoHxAnNVDoVyH2nrhfsXlQ1eyStrzt5aBH5xQ8LhonKDQ9y1R2Z5usw42+T2biq5acIq+Mu91zssvQHDAZ8tsHmo63b3cucUX1e5+FHZCOVSh7nNPk+7t+sabTB322T3Wnvp0E8siCkDlsrUTy44qAflxc89ACz00+GdvFvT/IgvJ+uSdpZhvWvLorN3WNMUB5c2Y1pGu6kHlrglJ5Y5uZwhbyyXaS9oCp14pkN3LahKm9h8dC4B5cra4cJuBepF3COd//QgLrsQ+B9eKH+6dw5zY3dGxh4olsacafd5Lzy50u0xbRt+G/cfN1NZ401jCz5QeakNyR/egHaMU4RZmsTd69B6FMyS5UL3KoDyUnpRB9oAf/ooY7Cc57/qdqLpKjdvy3hfnkp2Fa7tWupaOqb4nVK4plnfOTeTLqIbB8gz56J87G55zKEUmtgzqaw/UPepb7b58yoYUyqvQup3pOk6P7c0tY1ybR0T3GvNJct64jEuMFSy44HvcAMVR1ueaedauFsojC93Xlnxwu+0jsbJ31K67Th/bEAoUA2QzyZfDZDPplEtRpUUqAHy+QkX50OeQ1wFtlswHrc0eh6Gk5d1lQHvHBrLb9euXWXP8Qn/f/H38Zef516gtVD/2SHWizBKACjhQprnv5jty9nlhMCuSrZK2rqLKb/cXfP82X1pIPnXdS1yJ5qirfT4aE7yx4mAda4t2irKlnuY5IHkOxjfAgCFlqsIfBZ4ZYyh0ME9hfLE1QfPAeRsfwvvZaVZjYUnQD95PNo6u5iv8h+sEDclvn77k7e8hnXiPxbOfGctxQerTHnTwVpXlr+UBeERYA/wzoOjhTLyjoOvLaiclAeWXMTnIo04izCEfln0Eo90pRwFkMWqKI5m9hmCr4Qk5Uc/vBT01NkB1hrOlk33WEVCA5VP64TqWo3FlSwYSTMEU5RvUsgawHe4BUlqv7zPUdKoXoSA4qRPv7ZjH4UTwL3SBQQgPnGSfLKOfb2jjG5KP9zybesJkC3lG/G1rd/GCe/l/of4Wec40EeJV83OBOWTptQWIF8JGG3rI9dy1EOW5k90L/QKCcrNlRdMkBKeb+AflvU0Dvk1tuC+DDc1tl5Z9+Pe6nZrWiN/8gJvcDMBYMmlnWR6193+ypDX5VLQq9I8ntT5BAm8LmOR9ra7vQRWxQHNuDYBCGzd87Lr2jncte9+wS3bOtqNaJ3kFausIep3WI7jOkRtcK79Cn+4q/4DLMPbAHpjMY3LCWvd2rHpscQ+QZ8mn/CMmTVHZrkTrSXLcPICsDtvfMXzDIB32bH+SgosaQU8q5xh2LlrpOMQ55EHI+UF5UDpafvs6FNtRTrk2QEGkGsVueyiIz0O8YTWFpgPy5P0/2jL9W52y/BiOZgrim44ggOfNVfRD54v9AnxKtRv1MEGt+T4Mne0/aZie7JTgJ0GWOLjmsQCwFjYL946powmok/n9tKZClh3h9b/KGtwPaSDYI+1/cPNP1U6oHrM3mUOS/4lm19xtPeiEyvK8pGrEHhIO6+uODrf9W5/yh3p+Kc73XyVO9N0hTu+8WqH26HDLbe6Y5tHuMO7F7i9x3a63SePBNerbvfJ0tV3/GDRZ7yVI4fvjYwMaHOUXNAOeqrulYRP9EQ85qG3z7jHCuN49KnSOQqkNev1Rrdp+7PFNonrCxub73MjO6d7A5jHCpbhJ95/y134/ONLdr2yJeKHstw8ovibd7rOXwD11FF9dvqODe79zz/219vH692B9rv61ftQ122uZe8rjnMR0mgtUDzrTB6NBXg+u6MkLe2XT0QHt9L2jOswrnjgM5++NyDIqAbIZ5OvBshn06gWo0oK1AD5/ISbvbq7DDAfNny4m7pqiwfep6zsLXtnfcuHgDzfWPB+/PjxvhB1dXVlz+vr6/MX7n8o5t4zR4tCt4Tvyz0UsALoHC6Wef5jqcBiO6unzi3v3XjJrmW9G92yTfnyW7ApAj4f76zcihcayFf+mM7ll6x+l5KWsXmJtoSDeNFmusJ067uXuYMtJb+LbDlmiy5W81g5WauP/S33uOXdS92ing3F9JRu3nB1T7Or625x9T3VX4Dx9H8uhB+E43FvlsBUQFOYaLlmATBd1LXe51nXE20159u0sSam1Qo7afHtO1kpYeXZ2Nvhr+at3a65b/Cuxb0lP595AS+BtIDhecuyYnOzm9az1o3uXO5e7Fzqw+k9a93Kzc2507B51W1pc8+0R36xn+zBn3D8HAigLrcwtNX8TesT85tecI+Fpbu2bdv2CO8taLN8c1NROQBQHSfA6HvozHxGeYg7Yn9dUcHBs5c6l7oNWzsTy2npUOn9zJ7Inyj5yxpO5UoKsYSnXM+0L3DTeiLLY/5z5e0zSls0ww0T39OX9C4txKe4ytA4QNq80lny8w3gMPZs/10N1Etb9sl3ae9GN6ErKgNAcR7aaexj/ZpHIScFTZZwbekkIZ+2yeoLTxfGiwV3bFpx95QbIR4aLOzdkJgHY5s4Ve2aQMFXOIhz9eYW19HX614sKEzgUdT/SD9JCaKyy1KauCghmjd35bu2dLmWAVxSDKaNe5UxDBkTo1vGuC0tD7jXY1xsnGn6u9vb9oxr61rtNvS0xV7Luja4iR0rveKYHQacazGibaGb0LHCLe5aH/tNUlr5nre7DT2VXeu7W11Dd0vF16KuCGxPUwACmtPmFnwHTJZCHFA2qW38GrEtOg+GNDSnaZ2L0l3uFu6b6Q7GWL/GgYc8O9h0vXc7krZrSnnAp4b9YvJbHW7j/nFuX+cd/QC7PZvudQ0Hp/T7xqYx8dRGN7/lOdfc/B+3o+deh1U2QC7fzThbDrBJCQmNOdPBpmMP6IRPiuNlUELacaqdPsN29XeHN+/UWrfq1Xlucd9YN7nlBTe6dbRb1faU295+l3ut5Tp3Emvi1hvdpo7/uHktw3y7svtE8g7zo/j6cK4sAvJ71hQBecrAPE87ctEXXjq4xrVuH+FOFdwRxbVhZ8+jblTLxFTf28vbIn/y+h6revyLy8pez3dsechxSLalq9YH9Tf7jnsMMp7YFCmAKTfzMAYHuOuhPlisq914X42iWsrP0AJaxlrwQVIMvHS8OsMvfY9yVH7kw/xU92lvtvodBIDRHbtGeVAaxdmI3sg94siC4Yh2Tk3uinc3M1SyO8Yx0DocIyp/Wsg849uxtdw6n7HyeOtMN+3oKjf39DpvaZ+Wjn0ngzP6kn0ed682ZYyHCpEwPu2uuZP1KXxfrEv7XPfbH78PCAmqAfLZ5KsB8tk0qsWokgI1QD4f4b7//ns3MnBJM2bG8qIVfGj1PvLF0cV3ISDPfwvIjxo1yhcCi3j7nMNc/y/+Dr1xomJA/tfff3N//Pe/7o///uFd/+D+RxfPPrj4iSPdPadedbtPHfHX8bfPuh9//sn98ccfxev3P/5w+a7f3e9/lK7mk7v8Ah/HzIcLaNx/AY1f/PDtZd3kr2yNrPviBIG4etlnMB8wQac+eeeyruNfoXA//PCD+/LLL93PP//cr7jf/fyje/WDN93u/Qvca12lLdMSSAiPdN7jlnW+6NuDNuEa0bPErT26xb364Zu+jQ6/f9Yd/+i8+/jbL/vlMZgP9r93ulgOhDjbZ8J7QHosH315Ny113/z8gy/KuG0ROBlaldnvERj5Dqsu+zzPvUDI1Xu73fnz5/31++8DY37jaNj5+v4iLUIB15YTEBJLPuoDaH3+i9LB4HHp8uzsZxfc9F0l0J9vw2v2nmZ37uKHSUnEPp+1J7LeQchIcxmk8kuAJ++3Ln7gPv72C/f591+7/7ro4PJPvv2yWC4s4PVdVqg2WrC/3V384Rs3dVcEDJEPFtcIkBwyCGCEIG1BXoRKW3byle9j6jfYPwSnZ7ui+TBJgZFUXylv1XYCArzFVU43PXJzRBqTduDiI+oL0CnJtzlWWsqbXQ5rjm5xiw92ull7mtzCAx2u7fRe38fy0mrD8R2+nSk3/puT6qvnAsye7oys/Cg7bib0PimUb+hH2mbnAu+xuCNt67oiKe3wuYCd9Ue2OviLpGvDkT6fB2M3CZwM05YQP6mvvizdE2+fdfZatbvDp50GmoZp6z9gnvqVzu7gXAopEB7vnFcEhUQj5mxcHgF2Ai5gASg6EIcdEEMFyoTpcuYIeTImVKdKQvgavkfxurSnwTV0zXXNHVNcc+cUt64r3SUYrrhwu8T3aRe7G+yZBmEdLuf/OlcgTXlXBIgC92v0DfGA0Id75mwATaxLrfW0b4PgHBDrTkr0ndn2vGttvtfta7rRHdt4tbdOPtp8nTvccYvbtfl+DyTO7o1c3pBXUl8A1GMskm7WjpgR25a4kS0T3ctb5vjDX5PStM8FhOY5Y8r3wbaoDwEChzwN76WYo7zIDszL5MEBu6INIcAwO4u4Z+ePLVN4z5ogZZxNw97Tv9kNp3MqWFO1IyLsE1IewK+xI4l0KCP58k5KT6X/WOssb6W+rPkJt7b5Ebey9Qm3aMckBzCsuT9NCQg/NLx1sqvveNKFrkpOtlzrtvY95lYcXdCPBjp4WDsIQrrov8orvkDltiE7pbV7rdJxrLkjVNLK9RrrmNaAauQv6qH1G0CeuRJlIeUP2051DkMZVNi1RQqWPO7aKqVJUnztiq12nteZUNTd5qGxkkfJH9Jmwrme4hyS1T7IMWoLysAukjK3ged6PF8g93HESZo7pBBpPLEjL+uVGK8GyCeSpviiBsgXSVG7GWwK1AD5bIpCoylTppSB5S+MnVoGuE9eXm49P+qlMWXvLSg/dc22srReeuklXwgOcLWAfFtbW3bh/gdjnPvovbJF0i6YSfeA4/oJMFOo50MZAjKzaFpGpd+CbXzw2ncCR8b2rR3KIg5K2hwaQz0Bbmwdsu5lLffyllWDUo5KEgGs7Dt31DWd3OWvvreOVgw6/vTbL27/e2fc2qNbPQAFsLnsULfb+tar7tPvhhawjqtrHCAPqAmgTvvYa1jrFDeh5SXH4UuLN093z7VGfkqJw5ZmBAwphOx39n701tW+rnFlGciz73750T3ZEQmMacJW2L8kmAAK8lt6KPKtnCZYWLApLwhGvjqkDnocPnN8SAF56tL1+oFi+2E9TZ3wHQqQPOpAfRGIpzwoUQDas35b3ny1lGbXfG9phiCK4EC6ACKyFCfdHeePe0XMoQuvuy1nD7ud54650x+97T7/5suyq/f1Qz7dJ7sX5nIPo3YUeG77GPcv9q5wk3dEoFpaWyodGyJkaYt+06E+t/34QTdvR1PZoZxhfgAbSf2O7cQCgWZvb3Q7jh9Mv04cdDtyXqv3Rf0VoczWIc+91gvq8mzB37csqChvmWAXs+YIcLa0aDiw2Q0rKAh4HoFlkcshtsnzX/HtIad6ZsPne5a5dQd63c4ThxKvxoNbi+llldfSRMo48mMrv32XdE8/iuL3ty6L+0YCbgiMxMUNnwF6kVeaSxnxMNYlU5oikvlHYCUW13kObpbvd8Z2WMa0/9p2jysklZNwQXeDr5NtZwGY9pm9x7WJDse1aQ3lPWAhZWAcpNUz6R1ADN9zJkUl5ZzVVVcEt6ALloysMbiFAuwFVAW40vzErpRqgbtKyjXYceXjOsvwRPNmnMUxima71tg+oz5FGLobk8W1j18Az/Ut6TFPheu6XHzA36S5hxDQ6Ns+8IUe9hXSESAOwJwG3qGcEKBK2i8cTgfFyYs6WJdZfMe8x7zNToPRZ9pd6KpNdCDEgp3xy6HYrxh3YKwbYV3i/jPf0EYYLnA+Bue2kK49x0OKGdZx8Ueh7KOxBO0ZAyqj3aHE/ATQyLfQlH5DXZl7bfuL3mkK2Od2RAeVkg/jb/JbnW7m2Y1ueoqrkWjnRgRKp7mBEejMPAzNZFQAgAsQzQ7PPPNy2niUy8KwjuJ1aT/Nz2nrRVyb6pnoKJePAPNqF3iRcPzoO/hEKWvgNaxVt2hzKQH5BQNUvNIHVe+tr+1zul7eFPWhJDqIHkmhjCOQqcKDV+O+UXuqLJzpozWi+Ax+IsGNpWj/TOdC9/VP32eJAZnva4B8JolcDZDPplEtRpUUqAHy6YSDPjNnziwDyke9NNYBqluQfdqa7WVxRox8vvz92h3F/5NX9JTFJX1+APAWkAeg/7/46zy4vSJhCCbnzwbkaSfAZhbRSgV5Mexb3np1UJr7l99+db/9/nvu68OvL7rzFz9y73/1mfv51/Rvf/r1F/dCb2ShHLd9Lo7pQBiVgLH33VPu3S8/8aAjlqyAb9N2bXCrXu11e9856X745aeynQd2F0Kl96Q3ZmvJ/6hlcLgHZN7zzkmf35ufv+82v3nYrT+23a07ts11nz3oTn3yrt8twf3j7RHTHqah/6tf3ezY3ZBvd0XeXRhRPLuDQ/ffffedu/jFRffjjz/63R0H3ztTVkaYeKyAYdxh2mShpfLSdgiLtr0QoMTgEQ9Biu/ExPNs/LY6b43NrpO4izY6/d5b7tj5192Jt9+IrnfecCcSrhUHuv2YQfCzZcm6xxpTddl19qibui0CcXkWWpTZtCRIUaew/jae7qGJLKIm9qx267d3Fa+WvVtc676tQ3It21uxECwAACAASURBVNHqnu8q962t+iqc2LvGNe7d5Nr2bw2uPte2v3TN6StZitMnVLe4kH6h9ONCgD4reGk7fJYfzzAvL6AXQBUsz2R9ZvMMBdMwjbj/Kj8WfBJ+sfTlQE+l7cfG3rXeai8uDfusaF3NgXjd9cU0lXa1ocDYagVrAfByTTBsz5qyMQ4IjVCJ73nqgwAKOCbhHlogDMqSGcEcOkG38BwH0Q2reN0DgEFr0sRyHoCIuUNjhXi2DUI6yRowqz/atuDeKtXSgDD7nfpWnvHOd5rv0txb2PTtPWAddYeGYZ3j/lv/+eRLmwAMwUMwV1krOg63zWtZLfcHWLTnpZMsWin/7ITD5XE9o/Ny1BcUAjIzPwAGAlDF1XeonwGKefp397eEte2UdE8f4XuAtrxlxTJelqaMrzTgF5BRVo8Ap0l0zpv3pY7HuRrQh7GfREOey08yAKsFVu03rNP0c1w9oRRlvhKfEpe+lF12jgEQDnfXsNOJuFIKAO4zR9m87b0Udr4fy0o+Y6ceQG55OVb63VcAlVwR0Fxac6zBA9awcX0Eq1nxJ5TFz80FS3lftsDQwj57rn2hV/DY/qSzKhSvUrlENNIcxBqh/oYCinShAfGkYAktg6VIpD9I0ZlXkar81Zc4h0DPwpD1Tcoc1Ze+Yd0eht+wdgn8TNs1aRVBAmq1jg7mAfCyzg7XKfHkhJqjKzWIou5SnDBHqx0JvdLGrO2MG+Yo1iLoYvs5ihP6vqUlcaD5pVS+wquonatZp0ULeBr7w2iLdCvlS6AH455vnyjIitAqi4dV3+a74T2lA+r5T99kHoTnsfTmnmdWAXXsw3O2GlXf1wD5bNLVAPlsGtViVEmBGiCfTLg4MH7kC6+4qau3FsF1C8pzkGsRUB8+PDYO8ScuLgfeV69e7Qtx6NCh0vfDhjks5//732gbf3Ip/7fefPTFZ2XMgmUc0u4vB0D+wHtn/IIcCQDZW/BZWGHOPQPQvcQdOnvCHX7jZOl686Q7nOM68uZJp2vDrp5M+s3qrvNbWQHTEArJ315Y96UdTIdll+JjgZTG9ALUCYwHhJHvSX0fhgj1FvBLa/Okd4t7NpRtHYehhLmEsebiXsIa+T8eQwOVy9IHYVGCI8IkdZMFlk+nbW7ZoYNJ5dNzmEqYWAAMrGNgyNkqj29HK/wovg0BZtiOHLYhTFocgyoLMOqdxSQiEMBMUicdcIZ1jixkoIk9XNGWq9J7gX8SdELGM+2/rKyhgwARykx7p4FQgP/Ew5olTUilfSWwAUJVWre0+It71nsANC0O7xirgCAAuPQTQqwUp3WtjgXn6BdYrwH0cbjjC+0lJj+trpbOVgClz9PHEaZlKef7Rft8N7Uzmgegkf0+770EOYQSvkGoxhKI9AEw8qZj48l6PGwvAZ9xQI/9Pu5eYzwNYM5qx/C9DiStpt9TRgEd6stqW+oH/ewVAhW+3xdoLnAwBFAZ3xM7V/m+Rzi6cFAm6aIEiKOTnsmXOnHpq2Hd6fsqXx4rMqVLKMAb8No+T7oHDCSvSra2q2xJaWY9F71Zh8K6x/1nrZViS3nbkDWxmr6ntRaFRFY/s8BAnvWXtYu5iXWKkP9xdbvUz2zfSgKC09pP7ivy7HBQ3aRc0lqZlr7eaU5hvVc6f4VwaoH3Y11QXZJCAbnEzdMWogn9NS6+5hXmOIGUGifMB/AnocsW3tMu4S6cCLTfUORzlI7We/5z6GhS3XjOeiU+Sd/HhfCb1Ecu8xQHwJ06w8dAIz0n1DpFOeHpNKfYONynKekE8GqNIJ+0+iS9k9Xv/O6Gsr6q9OGT1DYhaK7xRBovHCm5y8vrio52U91JK6mM+Kb39Ni23CuJRScU19Aft3CkhWIG/kZ9k3i0oRTXNn34YPEoxNNOOvEY7BRr3r/VtR/Y5toP9Lnm3b2uec9mf8//1Gt/n2sPrhe7IxeEoVKDuZv84Wspp9ojjGfLHnevfoARzJn3zhWvna8fLa6RUqyIfgoZk7RxXLr6Zvcbr7nT750rXG95wxyMc4bq0qG07BqNK1faM/FJw7oXlwEo7DalzvC6ad/HvZNir/61Pjd990afDmnJOIJDw/kOHoYxg1JF9O04s9+XA1eGu985UXzOe3hvaA+PB3+sduQd4P/RD94sq8NA/tQA+Wzq1QD5bBrVYlRJgRogH0846DJr1qwygHzUi68UD3G1QLzu8RtfBOSHDXNYwuudDcfOWl0Wr6uryxfiwoULZc9Ja+/evfEF/B98Chhft62jjOnLK6RcDoA8TTJze2SNChMpkCRu8cZCVGAIC2sWAJuXDmnxELS1lV2MgF/Uuxd4YcaC1DxHKMX6Ky5Na30DgwjTAcMMUA2jCAMhAJe0AMgAFrgHoPfxjzZ6cNhbSh1qKBNKyBvhOi7vrGd8Sz4IVy+k+M20gKsvE6A91omHGrxAJMYXRjiN+QUAR+jzdWudEwuUhmUGZH3cWKXwbXghrLPtOPxWhzGF8bGuiutrWGsRF3qkAdX2W5hGWYrafiyhmX6EH8ewbJX8xw1CVK7q/P1i4cT3EgwZcxJsEcTS2t76D/cKm12rEhU2AC7V9kVLD8Y4ILkdg4wJ2hkQPS0PFDc6rNC2O99TPr5Xv7fvdY/iz7Zv1r2UHbS3jcs4EBgsZVUecMamoXvGGuWzh83JQjUU7PVNVqjvnw0sXHFBQV4hMJOVHu+pM98+175gQP3d9gXKR5pYauUpQxhHu6pkqWfH6OjT0U4XaCgwg7kMEAIwAiBJ6WkNCgF5W1a5AaG8fK9v00LNOXwTrm0AuDwHCElLI+6d2jfvt3KVUImCRzQDDIsrQ9Yz6sa1dluH52fgaUpXu6vbVn6t3tLqVm9pcfN717tJ3avdmO4VbnTXcjehZ5Wb09vg1mxr6/dNmEb4f01fq1vd1+qe7ywp5AD2AJOgCXVj3YqAgVKc8d0r3Zq+tiquVvMN98kX5RrKa2RH5MedumW1VfheiuvJPatzlXH+5ki5xPiqVLmknRuzNtWX8tra6lYP4cXB8xrbSzc1ukqvSixT6V+srYwFwqT2KFP2t89J3OEmC2ut61jqwkda63ONvbgQ/od5I+RzmSfhQfWNBc6ZX0Pez4P5r24oroN899z2yL0LacFbUFbmSmscoblL84vysyH5xSnPWLeI91jrXD+fZrlHkdEMdS3m2z43VtERjgH7H1qT77CYtQ9FLe/8LpzXO4pnsgAY2rlTawx9QHwF39k1y+ape0B7KUhoZz0PQykDSFPW29RZPDnP4y5ZMvNOvCP8DnMA/aT4TducIi9Juk8UDtbGDaB+GM5xptNXX32lRxWHraf3+jyljLH1lCwFj6/6Qs+4nRb2O90DWlOfpzsXOs6YCn8TtkfvaRP6GmMVOYh13LqnUXoKpcidsnN9mOSQ/5drQ+QU299UtqQQmmkMLjrQ2a+cMwpgelw7JKUpHhEaf/TtRX8eUuOJnaU+lNAHcTl54MKZfmXgXKUVRzalfr/m1c3+7KV+Hw/gQQ2QzyZeDZDPplEtRpUUqAHy/QkXB8aPHz/ezV9fcjtjAXbdvzShHMAfPW1xLCCPyxsL3B87dswXAncU5GPfceArB8pm/fAp/Vf9vffph27H8UNFQUECQyXh5QLI12/v9FasYuZg0GHwETpgtGF0YErFEABqpVmjV0KDpLhsY8WSRmXyYdscvz02ZOgAaxAkYLKJB3iY5KoBa9xRBfC7LG3DfGC5jAWz3gMKAAgkMjavlQ6sAmBMqlPSc+UFkwYwlZSPngNQSzDG6krPZUERMb39twwqng1lTQNAnFQ+nsuiDpoAZsLUsu0aZh/GjnLI6oQ42goKYGvdBdCPBMiRty2LvRf4nCUA2W+4F6iGUGffCfRGMZBWz6x3MwcAzFEehC/oox0OgCJYoaivEdJ+CHMIMViXIHBJ0cB7CXz2G90D4or2WXVJe49SS9aqSpvxL4WPnrFbIARGZ3fXe2FYcfiOOQVANgQWiEOaCMCMYS59lzbmbNvqHiCh+O2bkWWP3hFKMUOctL5nvwnvZT1nv2c8kmbY58Jvk/4LuGDHiW0T1SXpu7TnzIl8Tz+zaQ7kXgoCxlha3knv6NeUSTus0qzW04RV67ImqT4okcgrVM4klU3PZcUa7lYQWMTcpbh5Q/VL5uw831B33/Zts3PFJ02BMdUob7Rt3feXtrkD3u2V1CZxz5lnUH5AX2u1jnW9p4FZl8P/zD2DMdfFletSP6Me1C+v0kb9SHMH32YBnqrTQHbeaH6GH1B6f4WwkvkA1wriF6ArinL+M+cz/u1aTHsljbmxZ0vrUciz0n7MC+z8Eziv9Yl5Al5OPJ7t9ygoLU8k0JMDSOHT5RaMb1h3WZM07yodnsUB6OpTNhSQCliPxXwkD6x3zx9Z7/m+rDVaMsPPv/2aKOp9+OGH/owbDp+njOJpxSdiLW7LlHZPGUU3dv/G/TjUm3zYmYAVutoTuhTXtnM9RT7Vx+0tgd1YCQP6s+6TH/0FvsBaAdNf4srp3XbsXFmc22xbKj59AhBbRgTkz8H1By+87rBG3vX28cQzZuCloBf5kB7lUv/izCL7GwxA/tzFD31dyCNcsy3gSz3VntAZZZLqGxdaN0iH3j9ri128hx7QphKjHeSVx9rn+u+OvP9GMa1LdaMd6ZQbnjeu7nHPRDu+O/Ppu/2Kq3bgPbJ7XBr2GeNYcwXnP9nfR99c9Ifdozx4qoMd6Zz7tNTN39/mLeHpg2m/L3/81p9d1npqj2s4ts2htKGtvh4Ef/Fx+dYA+TiqlD+rAfLl9Kj9G0QK1AD5cmL++uuv/Szjx44d6/DZvKhpXyzALkB+0tKOMjB9+MhRbsqqLWXfTFzUUhYHtzQA8fqdO3eu7D3gPHE4oDTuBxCvw2B7e3vjolx2zz756qJ77fwZt+f0qw4AezCEkO3HDxQP3OvY2+fsVTpo75DbcSL7SjuMLuvdys3Nvj4IhdYSlsU9vBDEksDuwaAJaQDG6xA+gY8IPjBTlqkI7xEOJEhlWYaSB64JAB2x4sUdA4KqFA2yYLaWsGF+9v+YMx1Fxj7P9nnRCjcLonFeIYl82caq7xAMsHTT/0rSmXCupyiwTe5aHduvcTtC2rQFFt623uG9wDbiQ0uBugiFMOECCnlvLbFsOrQz7wH47fO89xJAraCMkEOaKJMG4qpA298R5vKWx8YT+EU5tPsCmhSFwgJoSVnDC+Fb9EcZAjiC4C5rLhRJ6lcDCVFaaR5AeME3pR17lBdBT2ONcsrNB7sj5LfbC7hYfAZWu9aaj/Ij1IpG8jeKcKtnlYTaUhtaCCoNAZcIOHpWSSjrKmv9RvnVVqFQmidthFW+x1WP2k1WnQjYedLoF6cA6iJMKc2BhpoTKwW5KZuUFuzqkaBeKfhIOgBbonXSbhfRjnjk2482MYfGKo7dXm/XOUBj0qvGDy5pC5iKA+aUtw3VT/PO5Zp3GU82nTz3UkI81hntgKCe7IAJ3T0MtP/Y79ltpf6k9lTImgFAD8DMvML6DPjOnMkch9IbP8hpu3NsXn+Vexkg5AUgcbunflKJolmuhrJAsbi+I+US7fFXoSvlLNsxk9NdhHYeqF/akLWN9TeORnqGIQffpAFvcndGO4rvsfMifB3PI/C3/+4XAeZyPcTaTJrqF7bMzL2sXypfnlB8Cet9nvhhHH2fR1kkXrHI4xR4NupAPcO0w/+svU9vjQxp5uxtSZQhUQ5M31VyRcN6hsGAaFVUwGzH5V1pTvTvc/rHJy78GvMy7cEca/kl3qe5LZHii3jNJ3f3q8s7X37sRm0qKS0B75n7WVux0ofHsoA+6XA2FWdQPd+73L3Qu8LToOfUfvflACzkKdjcfRFvbXkitY36J/k/t2tV2WHBKLhQiKA8QHaDNx51YF2Z0caO85HhXz8CFB6sOBxZZD/RzcHw6SA/O/vUnpwF9mf9XtpSUsgwx6QptZhvbb+h3yb9OOsMOnPB38btZIT/0Bk+xOMcsb/6rwbIZ7dgDZDPplEtRpUUqAHyJcIBxs+ePbsfIN7c3OwPXB03bYF7edK8smvcnLVlgPsLYyaXfT/y+ZfdxMUtbsrKzW7c3Ho3bPjwsvc7d+4sFaBwt3LlyrI4spifP3++w73N0aNH3b59+9y6devciBEjyuIeOFCuoe2X+CA8wLXMmQuRrzh80R09d8ZxEKu22q7d1u7W7egsXF2uYUfpEmD9VxJABlLW+Vsb3dJ9nW7q9gY3sa/ezdq10dUf3uz2vnnMvX7hfFXXmQvnXXSd8+1AW+jaefKQ6z2yx/Ud2++OnjvtXigwmmIovQVEzCExYvpsCFMuYWRqb51r2NnlVm1t8e1cat9ON623zg3vWOSBf4GjCPuABAibMCsw6TbtrHsBTQCtSWCRbRfAeIGy1YBcsqjCmkRMFpZMWeUM3wtkpO62fNzroD2ElLRtoDZNWbcImLWH9MllC4KT/cbeY+kF/a0Vsn2fdY9gwPeh8CkfnFK6hHXN8396d+TvGuE2qxxx72XBD1AK6EU5eSbhH0EMRQKuURDiuJ4/3FDc1hyXpgBurADz1CEtDmDm0+2REApTnwUgWsERkE1AflLbWYvOsH2om+pSzQFVfC9gMgksUf9DMIujZdYzbV8P01ffou9mpRG+l/VTeNia5oa08y7CtPQfIdfPYYMInAkwJN2sfqFyKARk5DuUZTyTYCzwRfGyQkAH0kmz0JU1O5b0WenFvddYtNbXAErkiyVg3DdZzwDw+D4PsERa9H/ip4F5Nk/ACOID/Ms60r5PuqcdtesFAZ41TGWlvQeivIybZ1jzNL94enbM8yANY0DrNs+5XhrgfMYajAIVBTm70Ainda0Z9DrF1bOaZ1Y5z9puFZVh+zGPCkTMMj4Iy6LdWdXMK5RD/WWw+0ZYzsH+r10I9C3moyT68lzzFXFHHawvjgl40jxKPim5GI9Jhgdai3xfP9bkgTnu4XfD9k76DwCv9gitrWlfykr+sqRnfUxKK3wuPooy5alz+D3/VbYxMedyhO0r93XMQUpLymrKwFyYVA5AaM1bT7bPc437NrvOgztSr+GdJRCe9GkrKU75by/mfXg++0zf8A7QVJb5j7RFLi7DuHH/WWvgg9iNDB/I+iaDEuLHgfESh3/45Se3/vj2fmWy+UD/Jwtrj31u76nzyiPVG8a999WnxTLQ79V2Ci2PSL62frYc9n5cX507HWMJrror/P2PP9y8gkKA7xm31hCHMrA22r6sfDae6I9jKN2hDE9/8m6RXpSFNqLdUb6zdjNeGQNhmWmn97/+LLVor37wpnu2q9Sv8StP34xbX1tP70lN66/ysgbIZ7dUDZDPplEtRpUUqAHyJcJxuKrA70rCScs6i6D8pCXlB7ampfPyyy+7H3/s788Na/wZM2ZUXBYs6fFDn/X76Zef3YXPPnbvfPKBv9799AP37qcfulfPnXYdB7Z7q3UA18ZdPW7j7k3Fa/3Obrdic9OAgaqQefy//H9pzwa3tKexdGX49Zzf0+Dm9qxzC3oa+vn/XLap0dkLUA8mBQFCgDyApJi7PKGAcazsw3bCh6Ss78WYJYXF7aspFpVheWTNYMGcsAz8n9u9rgj8k78VQsI0k/7DwIlWEkaqKTMWGqJBWFaUFLyrFGgUyOi/NS4uioBrDOOuesqqJo65V5y0UFZnIagrIVnW3GFd8/yXpSz1QohKK0fcO4BqvgVsxYc694C5CJTcC7CM+zbuGRa9chUEEJmnDmlx5M6AMsXlF/dMCh3K7+uTsF2bb7WtOwkYUBvlBS7D8uT5XiABNA+/T/uPsk/bfO2OAb4RcGCtG9PS0jvNVSgFQyWe/O9XWk7SllKrGhdaSf1DgAlt/Oz2/Io/1VH9A4FTvvgB5vMCyBojpDMr5pwKlVtKRARa0bmSUPMHIK7SJJTLnmrmaoEQgG15/HZDI9ELdxR5yq+dMqxBeeITR/M0wJC+AeQTgDcYSj7RUIoS6sXaHtevWYv8GlGwRA1dBymttBA3OBwkLfqFIcpQ5jnOA0lL5894h7KY8lFm+oqAGvoDYCQgrtYQ4gDGJ52Zk1R+KfqSAGn1g6RQ82c4XyXldzk919wA7agHig/4S+hKyH/VjzgCuaG91lnm+KS1H6MFrXF8n6RwFB9EHAwYRGvNE5XsXtDaQ1pJfBrp8Z4rae1VGQhDMDApXftNeK/dgMo3yxBCOzFFc6WntUzpwJsAvLLW015P9ASuLVmfCoY19HWMBLC+hye3h1ajZGXdJV2t68qD3UJP9y1zzx9aX6Z8liKZdyqfQvgDzcFKh/gA9QCjFuznYE7FiQvHbatzRz98K0ss9u9l7Y/CgL5J/2PesPMryhkZ7ZAfceiDkrF4hluSX3//LVeeYaTD758t1oddZOEa6cdFX8kNaFydUWxw8W7F4Z4wi8T/G47vKOatdKG1V6IEZ17RPlbZNndvq3cDlJj4ELzAu8DWM4f7lVllTwqPfxTvcSAs4ve//OQ6zuzzOyHCtDCSWnlkkzv/xUfhZ3/Z/zVAPrvpaoB8No1qMaqkQA2QLxEuDTxPe4cbGrmtIcQifviIkamA+viJU9wHH3zgoH/cD590mzdvTk3DlmnevHkujx/5A68fu+wEp8tJyLgcy4IlGlaMEv7EGGB9jpCfBKgIAJaQUYm1kBhjQgEKFqSUH1HKAuOK5QbA2rDdkUU1z3UI1yNtc9yEc5v6Md02j7h7gZMIF2ntUgS3CgxjNdZqCNSUGUZcQmQIFMaVMe6ZBA3rpoE29LTqXVwxHWQVg6LA5iehgK2p9rm917cIFfZ53ntZ6FtBl28FAgLGpLVN2jvcuUATrkqAL/KX/3i+faJtnhcO1d/ZvqxDLysBEiUAVgNchfWUFTDlq7QfWRAi6VtADdJGWErq72p7hKa87W3jIaCTRyjU2ziyZuecAvs8657+SNpJuzt07kHe9gNk07iLUxJh0Ut+0DarbOF71TG0ug/bvJL/OutCloLsFgjzDf8jmGtuoi5cAn/VZ5gjsrabW1AG/+Jp5ZZSt9r5Q30wdAOig6krUVZBj+JaVgB/mDcAb0Jahf/VlwGLcFEWvg//AyiKxpQxaRzyHWeVSHkMYBTueNBYJb2ktTqtDcJ3zC1ShOcZH8yVAicrUQpgEa98KDvgEGsOCj76g8YF7+BFWOPCsv7Z/1ljivxBYcyoXW0Y9k9ojJIXvgtlHjuw4EOYA6zyQYolHSYZ9qO0/1Lew9ddajoBpsKf4G6Qutr8+S/3RrQ/QCvty7oITaw1P2cVZNGXOYlxyzhgbmJOgGe09Kd/sv7Sr+jTmv9tHFzJsLZjKMH4JJ6AfeKFc5QUykk7zJLaRjvDSJMyhVbCfDd8b8k9IvWDH7LKUK8oPbiuOO5I64lN0c4eFHdJeSc9p26eFgUe95mOBa79wPZ+VuvNu3rdxh09bmZvtAuJ8odpUjZo59OLGRNF63S9S3At83THfLdoR0uxDIt3RO5WSPdZ6HaqNZY3QYmq3XEqA/3Bgt4qM2uezjlRXIVTdqz3friRnz///mu38+3jru61rY6DOgGhO18/4N747P048Tr2mSzkaU/cZqoMSaHdlYF7QOJ5P/oFd2XPdS2KzSfPw1OfvONd4aiuyG4A/sy5msv1jrUHhQBjwvZV2lnKkZMfv52ZLVbeSrM4PgMQHtrQF+16SJ4859vlGeA/SgrA8O6zBx3gf8upPW7POyfdJ999mVm+uAgA8hyme+TtM25cX2lMqh5hOG3XBoeLomp+lPHMp++5k5+849796hPHjoL/tV8NkM9u0Rogn02jWowqKVAD5EuEswB3JfcTF7eVAfKA8lNW9LoXx013I0Y+Xwaqj3zhZffK1EVu72tv+YUkCZBXqQDtN27c6C3mQ/c0lHHmzJluz549DgA/64cvdct41+43XNb0QPBDILRMBaATzI+sH/QuBEYR/HlHXDGO1YBRMJkSBrCMoc8ITCJ9GEExrAhLKg9CE0wb/2HuFKeSUK4DhrWXH9Bo+60sBWFYfd4VHN4XlkVWNwphaMM4ef6LOcUCXGUVABUC23nSk5V7aI0l61MEz6R0im1fhRBImgB+0DW06lLeoeWr6psnpH+rvxDavpRUHz23QtqTbXP9YYZTuiJXHqSlPst9FmiFZbzAeMARQJw85U+LI4t9AaYqd55QQEKa4C5gMi197fqo1F2UyijBD8Faz8LQjvk44T+Mz38p2mibJPAYIY/3XNQxzRIaq2eB8c93LnFr+tpK19Y2t2Zrm1uxpaXojz/sy3Fl1DOVFWXPqq2tbvXWtkG55vZGvu49oFQAPJgnKVsIMDOPWgBFlniySKSvo1AUKKw+T/vLchfwj7lAVtzEGdO1ouhmTu7mVm1pcSu3tDhC6jt9U7SOpPUz0Sou1Dic1bfB775jB96SHa1Fy2XKQZy4b8Nn9BUpMOZua3TPFdwkQLfQitB+i8KSfOzFPBynyOLwSGv1Z9dZ+rdf1061epdjgDCaN0ibed8CFbYMosOkzXVuze4uN6ev0U3eXOcm9q5xY3tWugk9q9zszQ1uwZZGt25Xt1u4vdmN713jnu9a6kZ2LXGv9KxwM7Y2uLrd3f45+VWys4JyaV1bsbO92Ba0R9y1bGe0dvt8ti1PrBfpShlE3Dxpx+U31M9W7+p0U7fUuxe6l7lnOxa6YR2LPE1n921wG/b2FmnQsn+ro42oS9o1fcs6/82E3ggoZT207Z3nnsMsyePlnhXF/IeaDow98gvr9lT7fDexd62/wnfh/yfa57n525rKyrxuT4+b29fovx+7aZV7qXu5I83wW/ufOZt5ReuMfcc9ykfxUuG78D9phTRHMaZ4lcz5dteEvid95l2MUwRy8k5jSvH4Hz6DV2HeUBzCSvzIW+t45m8pwrbH+ATXoa5Hzhz3+VGWpLWTtYF5E2UCPCY8Beuu+E0UsSlbKwAAIABJREFUIOKz4EmIj1KFeCoDdWk7vbcoeh4oHA6qutK+zL/0dUL+6x0heWk94z/KAOIwBzO3FoFh1onuJa73jcOOQze/+emHYp6DcfP2Fx8VywW9w76U9F+GKZRbcZAb1Kcn71hfdfE48HPzm0fcS5tLftJFO/ogPEGWIlBtuehAR2o5AJqVtpRNjD/md/hj+AdC1TEM6RePF2SwuAOAAeLpJ09KTouZX+fva3NvXfwwtZzhSwHyX3/9tX+1/70zDp/2z3RGCgLqxA6KJQe7HC5oar90CtQA+XT68LYGyGfTqBajSgrUAPn8hMs61NVaydt7/Mfjymbqmm1F4H7fsfO5AHlbOkD3ixcverc0aIV/+y3/lrh3P/lgwCBTGgBVezdwcB+rJVkfYaX0TEGg4TBIBL7Q8g7LPAn6MB7WslfuMrAMFKhUraWsmE7ykMUk91g6iTGzVoASNiRIVGo9qzT1PQenJfUvWeoD5kpQgnlUGnlDXAtQJ5hQgT55LCnj0pcV62wD7IaHbMV9l/RMABHtYOPI7UTa4YgSShHMxpkDP206afeiKe1r40mwynInlNRuev5UW7nQnqZcIH/KYYVB2kwXNLbKIu3s4D3bnBFOvIBxrseDnggz9BtZ2QHG210gKmM1oRRplQABoq8s9Oz40juFGvcA4noWFwpQBJyNe5/0DEsv6IZgmRSH5/LPLXAYUNhaadlvGWOqG2mn1Y/vvEV4wUKL/osACqhM+vjoZl6zIDSWmpo/49pMShLyjrPGs2Xl3oIoA+3nceV5ri1yD0C9QotQDjrmmRQNlJmLduccCe5tX4cOtLH6heL7MLByo59Di7gyhc+0iyUO8ArpFfdfYIvGlXYKUS7bdqxT9I+4NHxbHNlQ3B0gK2/WSNyMqK7kBZhAv6BvQVdLP5Si2kWjbygDeXMJfNI75gtAKM2/eh4XklccwK/6aC3TOIlLo9JnlSqMpURlnITtjM91+jj9YkLniqLyCot41SEtVL/DktpakIf5XM7/sRa3PvlZ4wASmWvgBbBAtQotLOehGe1mAbk0Otl3GhtDMbeEdMat34jCOSvqZ4DdKGvtGNE7QGlcyXgg7lyP5z2ZD+2YDY1Awjz5b90GQSPqzFgTjyh6oPRlrWTcAvhCbxST4qUwboBOjGF2KuBGCV6UvkqZGbtKy4aWd82zFjOOSU+gOvxPHH2Iw9rInEVd2A2qtZZ38BT0H9ZR5gXxIppjqFce/hKre9YC0uR6+XhT0cBm5KalVjz09wLkz58/7+Zsj9bwvIpy6GYVd6y/XL6uwe5M4kqu4D3AsX4ffXPRW0qrzHEhtEF+UVvR7gKxw/jPdS927Wf2uZ9+i99NrnwHEta91ufrmXe+U7kJ1ba2T8sYgrpc/OGbgRTN1510GJPMRSEvbssS3kuu4XsA/qQfB/cSB35Y9aF9w/TS/stIZPy2urJssCZ/ZWvJWIbdq/D5jE3WWOqFjEv+XLYvlSUU8ycE5G0U+guHDtd++SlQA+SzaVUD5LNpVItRJQVqgHx+wlULyFtwXvfVAPL5S9o/5s6Th/sJYXEM9F/t2cKeBu8vmO23MO1c1lXI5V4ftvwi2GjrMwwJQrsOCwN8DIH4kCkCoBIzi5Bo00JQFqOEsBF+m+e/tYIV0wRDbb8VaGFdL2BtSHyEExs3770A5zgAQe2qgy8RJATU5gHbwjIgfFJWmEUJYKHf9PCbuP8wzKKRBQe1rTuvD2ObtmgbAvKARcqL+ttv7D2WTsTLArvtN9zDnPMdQrh9h4ApgTXc7q52yRviMkN1UIgAioCGwOatc97s8sKr6KB4CoftXFVk6AHcOPTMulpQvLQQZdZgWMar3vJZXon/WtGYsUVZAZ/1LAwFHDC2w3f2v0C4SpRi9CtZJtIONr3wXgAVLg40Fik7Y9ELXQfX+X6ENS+uq9QGYV8O09X/EKjW9zYEYMYljWifFkpRyffMjcxRykshAq/oq3xoT+bqtLQrfWfBacAi2lKulpQvIfMnfZ95XoCY5kSAbgsysw48s3WptyyUMk1pAZYy3lgzKykrB1STBoCcaJQnFCjBWCQ/5kOVVcCHdvCQPiAVdAfYYNwABiGwC7gkjsB4W376Xtp4B7SXz2UB4uq3oo0NAbBCy0PAb4GDWG0CZGIZztqYx70B9NKciXKQejIGAHkZJ7aOlIV2BhCBDoCVAHv0AaURrr952sOCM7QFfstR6iTRrtJDzUXT0P2LbavL9Z51TH0TBXfaesoaL8tdlGrs4KPNaJ887UAcuYKDVxtqmqBoYOxTRngb+lWoPFLb8T5LeYuSQuMly+UVddPuwEp3aDIuyMcamohW9F2lSxzaI4n2zDUqL+MmrB/rHXOv1jziMvdoLoanBRhn/uUafaatGBfw0u7yQolgdzgBuquvcEApdNb6Tj5p7gaZb2UsQFztiCF91WfMppWubf/W4tW4s8et397lr5V9rSXFWo5dSPBbogFKE9FTZYhTALJLSGVZu7uzWA7K1LCn2+9C4T1pSBaJS0d5Me9Sb9FsdM+KsjRtXUv3fYU4hNVd2s1hlQQqU1YIj0QdLc34Ru08qmtp1eWiPuyOIv1q5BrKIYXOB19/3h8YcM599t1XPn3WN+hPXiiXsuod9561je8vfPWpz+vDby4WD0ZlPNmxYr+Hz5dlPt9veuNQbFnDh2mAfBi39j+bAjVAPptGNUA+m0a1GFVSoAbI5yfcXxmQ37Cze8gZfzHLQx1iKQOTDhDD4h13IVyNal/knu9Y7P1/AqhgWYNbi8U96yuixfzuBi/QY5ED8EP+CDkDqSdliDssTUI/dYKRQliwjEvSvbdsaS/RQ6Aygr+AkSQroqQ09RxGk/JIQOEewUTvCWUdFAIZKkf43H6bdC8ANknoY0eB2p40pDioVPDjW/m7BwCSGwLKnlS2pOf69snW8kNwZclfqdUJ+VAm6hm6rOGdaJRWZ6skANhJKrt9Lsso8uXevpM1JONrIGOAb7GmTBvHat+kUEIQlnxSPDD2UcoB1AlMDL/nsL+n2+Z5gE/WuwOti/1+IIC8+lCaRZ/ACpQmtm3i7gEPqT99xIIFcXEB7QT6AqrHxdEz7b4gbeZIQD5AEoGeIc35zzhLc4GjtAktWIuilfakzwGwQl/GFHOxVXzZNki6Jx1bNkB/hGcAD9FK7+lTUnbyTMBuUtqVPrdlYVxBf+Z85nOsquWXGIWhwBLKAQg4s3AYK/VnjhSgqLIrBDSETpWWTfF1eCPCdiW7jwQya/5WXUMFH3Wlb6q8SSGgosoUF6LgIA+ULlxYe1slCooI0tZZKtSFuQ2AkbHGOpm23mptTotj+294L7dqIRhKPNWfNSfpkEviaW6oZh3he1k/wsvY/gIAxlxqFVFpoHRYN/4zrj19W+eUHfgY11aX2zPtYAMwjatb+Iw2lLJQu6GoO2M4jBv+l6Kb+EPtd5+5QQYafv6P4Sfp+9G4iFxUhOWN+y9jCb7TPJTUpqzxUvrkddmnMpE+c79Nm/ys8pc4XGkuNVB+AYgrLmOZ+RSrfT0jROEl3tbvaikokRl3dtwDKqv9+Y5+w5jEgp05ZdTB8t0UjC8p09iBadcZeGfSR3kOr8cYtGsO6fPfGuaIr+ZdkttA1ipLp7gDQmlb6kW+2hnq52dzLof4gZAPVL8QDxp31hP9T2WgXvomLRR/SZ+p9JBl20/y3st1YrUgNP2FdqBNbb3Ev8Df5i1LXLwiL3mypSx9m1favQyVOo7ucgfPHu93rTu42ZcfHkjjjvu0NJPeSVbELzy/qTujuSVvesofep759N1McKYGyGeSqKIINUA+m1w1QD6bRrUYVVKgBsjnJ9xfGZCv394xIKYgjlG41M8AzpIANhhUGA8uy6yysIcXgBECe1b5YfwlqIVp8J+yVAN0wADarfYwoBICYHQEbicxwEnMkCw1YN6xzKGMCA0w3Cp/mnVKUroqj9IPt2djUUr64XPSE7OelxlXGRB4tY0RQIj2AlgCRIDB55C10QXragQdvgNgkdCTZl2sPBSKccaClzRkJUKd4kBwfReGxXTwz9yxrKx/CdSSlVP4bdr/ovuQmG3D+AdV+6SBAbLIo05ZYI61gJMlq8qHRaf60mAcUMgYZAwpTbWf/seFqi9WV1ZIpYyy9LPC4cLuBm/9jgU8lnVZ434w3gMcU/YsC3bR1YYCbNLaEyti0s8DIAGsaU5kbkDosfnpnrLaeFlzhcA7AClLM4RwwACBo1JGUd48CgTKw5yidmas2/QH4972ubCP0QexirSApOpKXAvyDkZZrBsw36bblnmraWhFvhaIp33ksoa44fqDohil8+TOVR7sG+gOFtUPBTj5odQNx5z6j0KAMQHMzxoLYBRgpJG0rjHvAkqhtEH5CxDE+sG8KhoMRHlGvyR/gCeVtZJQYyNrXMSlaa1aw/dSJJN+ljsC0TUNtA/Tt//1PXTg4lBla7XIDi7/PEMZZ9O091LCDKSd1OcuVUhZqTMKk0oUTpZPsGMY8JW5FOWaaAMPxpxtjRrgCYa6jrIiJ1+VJQw1tlj3w3dp/2V5Do+cVQ/WA/U55jRLmzAPy6uEO5+Y3x4rgOTMD4DmAoyz1lrmLXY9qr4qD6GVK6zSmrlKPAn9A0U4Bg7wXaQH0GjT6XffNtvnSR3FP/eLEyOj2Dj0p9ByW3OR4ln3iLSFdWfmy292p/EtfIOfZzeXn1EFoGrrT7llrJJkoY3SWOVgjg37AgoVvaet7Hxj257xZOenoVZWqZwYb1A++oUtT9571gP/feDeT895p7yqCbX2VrO7ljrQfyhDkhGZFOWMDRn/0M/z1t/GE+/a9foBt/udk1XRVeN/2q7GTHCmBshnkqiiCDVAPptcNUA+m0a1GFVSoAbI5yfcXxmQb96zeUBMQTWMRLXfNO3d7Ppe2+84hHbniUP+WrU38vENY2GZUfzPWTBbzAHPLLNMPIR9WQuQzjPtC9ya7e1u/c7uftfU3vKDvWBgAchgVJ7bsaKsDC92LnWr+1rdis1NuWgMwET+gOUW9KHsCAB6p7pUEsqKDyZZ99BClgsIQ5WkJ5cX0E3AAUy1TUMW2HFCn8B66lQJiKDyaqs136ddAokk9AC6hFuTbZl1TxzRiW/1HLcPyi+PVZdAc77BsifchYGlj9LLAl1UBoWyhub7ODBVfYb39NO48UBadjwArAHMIwRBO/ohAq0dH4BhKsOEc+VbSgEgqh3fcd9JKKAOgMZxlmsITLIyJYwT7KwQFAqpcfkO9jN8Mcs9EXVBmC3S8PymXPfqw2kCIoAG6XOFwnpcfvQ5LOT0DX2e8Up/oS8IdOA9zzSe4tLimcpI/DyuflCQKO80RQNp0581xz/eylga+PkcYTvL6gx3R7gFAfTl8n3KWAfa+guU59swvYH+R7llLZZFK4XQw85P1hf/YFvtx9UFJTLgOuVh7FEWazEqOgHqMX6Jx9ytvoEPa55RD8WtJNQcGCo648qa9kw0Hh2ciZGnLIwT6pAF/MWlpTkaC3X7Hhpq/cmzPmoOt/6KbXpZ9wIvqUfcONQaH/cuK23eSwGf94yCtLa6VO80N+VVFlo6aE5gFwjAowV2oTFKRbn84D8XBgVTu9b4OWRx9wY3s7XZzWhtdgs6G2PnlSlNre6V+g73Ul2nm7Chzc3v3BgbL6SXdoSQZxJPwNzH+7S1xtbX3qO8UJ1Qeof5h/9REip+pPRc6ccS/R6+hr6jeZ948ARhGjJkgZ9XWXBxQnx4hjQrecUnZP0cua/gkq+gNFTaIfDM+sqaqLKnhbQ1Y4x+wVxoFQ+sqXzL/GnrmZYe4zAEyDFW8d9wrsruSNFhDYykhCEO41l9lDpobg7z5F3S/KN5Dz7f0tDeSxHHGAjbjP88l6U8eTMPUnZ4a0LlwTv450sFxlM2dveRL2PV1invvXYGhRbydnzE0STvM7VnHjkkLLM1xprS3BzbNsxd1J/5T4A87mPCtPL8F5jeffagm7wjomulru7IR+NjYd9x98EXPyWCNDVAPpE0Vb2oAfLZZKsB8tk0qsWokgI1QD4/4S43QP7zb750u08dcRv39Lqm2GuzA4jnWtabj4nPyyRcynjTjYXFM32lre15BGNAR5gNLgAXFnuEYwQQngEahFYdYlB4D0NsmWrLlMBwS9gCpAlB2DgaYfHj8+1ZGJuuAPBqBWIJDggVpEFePLPAeJaFtOooaznSgGayfiA9xSEExCIOTLV9rnt9hxCWxPQrLqEFm0gXRhlAxlsmne30bhwojwQN4ti+YJ/DIMYBRwhuKhffW9/3lAHhSRb6vEfIIk9bTu4Bsm1+xE0CyOSiKKRfmKb9L2UH6XIhzMUB+pRNfZF4XuDZtcrTjfLJSsanY6yllK4NUWagdGK8QFe+J1/FGWwwXuMEgV1b25UX+Ya+sGmLOBqIbmoPucpQ+kMdWqWCBbiTwBCVNwy9lVhhe33aWB22KxLGiR+mkfSf9tTWdNE4DFGGYQEYlwZggEAAvqvEylOWXnyH+xPGJjt5UKIwjgBl5HaIOFhCCtAdzLaTtSbgRFwd055JUTTYgIEsbBnDgN2sA9AHVwuAZnFlkvAbt4YNJr2UFqB8uGMMpTLjEUDG9nmUzvYsF1khEzeuLlnPtCMk3I2hsuUNtVsD2mXlGb6XsjJO8RzGDf8LSGfNse/o8/T1vHTRIcqshzadvPcCOlA4x32j9Ol/ce+znun7ODA1bxtd6nhS0qStKUn1Zt2l/aySjl0rzHWh6y7GhBQVo1Z3uztm7nD/b/SBsuuWqbvc08s2uenNLe6xxZvdNeP3lb1X/Ltnb3fj1rfHAmyinwBwdkEklR8f5r78VvmeU3FMmhoTeXdEMJ+Hcwj52wtaxqWnXYbwMmF9GD+kkXctVLvxDXRCKfLUushSOok/gxeDN4W3Yp5mLMHzMhYf64qUlXE8oi2rr2fBap571lL4LNKl7OQN/+LB/DdKOyxsGnbO0GHRgN20O7ujfB7GAEYykJQY9HPKiYxAnZLkG/KET9bZL2nx5EoLWqr/hSFyVnRmRcm1pspKqJ3LrDPht4P9H+XWf+b1uX9M3uOuGrffPdQUtV81c4DoCw1sO9kdNNuPH3DVXg0Hen2bVqM0U9nuXrvSzyNPLDvgmvaWl2XZnmiHM3yf1tm848jWl3utc9vOvebLDO8exsnzX7LrrYuafLkX9r7r/vvf/lhNDZDvT5OBPKkB8tnUqwHy2TSqxaiSAjVAPj/hLidA/vUL54ecaRlsJqja9GR1xBZZgY7WWjBrgZfQAQikuABLMNaeKS5YPC7qbnQvbixZMufR7GOJLrDz8fWr3JiGZNdAWHoKcExi3AV25T30UPVRKJAORgwGuuj2gcNdjXIiC5Aoi1sQ/iUIhIxh0fInxcJEIKmn965ydxAqO4KJLG3EqMMkplk9yaKDtlQ6hGLoPKPfNicSdHav9gIQQo8FjwCV4gDIl4+3lMUjLQBiyggoI3BOZSWUwB3X1xE0JPxLOLJlDu+x3lf7YSUjQRYgEUEqjE97U29ZXNpy+bKbMxcQJum31AEXGPwPge/wewCFJAuouPpW8wyhTUormz90gNnPo9AhDt9S3mrKUM03dos41kXj3uou9kH6ZmjlFrad/jOv+bYyShNAa723oXVXxLxh38XdUwb6PuljDUhbAixj1U/fFIAjukNvysM8yHyEwGnB/Beb17oZLc3egn1iY5t7Ymmv+/fs7e626TvdnTN3uIcXbvGWnZaesvZSHkkhc74VzF9c2+nunbvNXT9pj7tizH4vRANePbp4i5u8sbWidpbP50rWENFT8411iWTrV829XRfynvGg8giIupQAKAoNq1yxbQiYFrrRgSb0M+JVK+hrTD+wbqV7cW1XRe1t20TKfea6uDlfdA1DC65QD9bHME7Sf9Y10SjceaKdYHnXe9YE0grX4KS87XMLQiYBT+KVWEfst3nvxb+krYO2Pf7se9Yb6MmambeONp6sYFGKxdWFOQwLXL3Dwv3mqbvLQPYrxh91V054zf1tzMGy5wLfr5xwzP196ln392lvuKsmnSyLwxyrtMNQcy1zli2zvZfxQ97+Z7/lXnzdxBQgNiwX/wHmUUKiIMO9G/Mpc1iaP3pcFtJWcXw5/VmyASB53O45lV1zOGm92LbMPbhgq6fpFWP3FoHZSughGmYp6mTZTl9DAU3+XCikVbY8Ifwq38kIRXwbfe2Z9ghYtmub3TUYzj9Z+YkfyVIYah6Lm/vj2p95mDmCNqcfoIDJY9AUl1Ylz8Y2tPcbf4yzf62IlDEoFLNoEr6XdX/YL0U7FA2VlDEurmRgdjyE+Sf9p79JAfvPxbuK88sVY/eX8WW44KM/IQuor9BH8/KsNn8Z7tAPSBOFnX2f9x5a8v3daxuL890Ty065L7//tQywqQHyZeQY8J8aIJ9Nwhogn02jWowqKVAD5PMT7nIB5D/+4rMBL/Bxi/7l+EwgEeChQGJcL+Rd2BVPTJOYWJ6zFZVFn+vBZe3ub2MOuPvXR8yuZWiVRlLomesCgHbdtC3u6nH73FPLevu1kSwzKUtSWgKSK8nfpiUBSfW0QjgAm9KnzgC7APMI+dQB4A9hRQw/caxg7q1lJEQEW/6144C0bHnsvbVIJ+3IwmixPwzJAn3yEYpywX6fdK+8QyUDZREASX5ZF8wj9OPCqsyC9lnfYqGUx2oW8FP1o9y0U6hwoF9KyCNfWYUisFggDCGIOmoHAIA8gB6gl8oL8IplGfmOXtfhHlnV5B7aGPmUVJwwRGkEmE2+CMwITEn+J4dizsDvNWVCQADwQLBIavu45wjnfI/P6qEoX5imtUorcyVxrqd4eBvCehIIpjpodwxlZ97Tjgr6IRZzimdDO76ZF5PGH+XSOEEphAuRsB78BygRYB32C/2/Z81qd82UvqKgJOAoKbxh0l73/JoSiIorBfrVk21zi/2UtDn8jP4qdw6UBwXnTVPKAay4fO6f3+fmdeTbBSalWFZ7WDrrXmuGLBLjaFjpM/WfLEBHZbAh7Q3tOLix0nwHGp/zGHC1A5gipU5SmgBtlDNUnNq6pN1r7b9z+Trf726fsdNNbW6pqs5SbLI2pOWpd8yrWhOlAKEuIQCj+DZkfGodiVvTaXPSilOw2nTsvcZxJUoBvpfLKr636dl7zSfV9EXSkZHDUCtuk/pZpc/l1gUgydIh771cQjyeA3R7ub6zOGdeNfGE+8eCT9ytq35xt635vXhdO/PtYhxA+JuXfl18p3i3rvrZXTf7QjHePXO2xY4DzeNla1Jg/S4FSqV9SfQRv1nJTqlK24j4gM2MkzTFCTzsk5uina/Epb/DE8JjAbBTVgGUvB/RvNJdN3FvkY7XTHvT3bHygM+H93loIldaxE9TAkAvzdUYdPBfIHbaDgbRWaH4d+qpZ0/0RIoKgaBx45sdj5QxjyGI0gWcFdgfuvFRHIXaKTG2Ld5lTTVtPtjfjFjVXWzrKycedzfM/dDdsuw7PwbvXPt21O5tczL5NNWZkL4FXVEG2efcy1Dr2bYFseOzkvpJdiQvFLxhXnH/Jfvc39Ti55B/rvzJXTP9rSIN7A4bKXIwutIaF+7misvDPpOiC6V8UQGfc4216XCvdej+jW3u5qXfOOZL+L5nV50uA2xqgHwZOQb8pwbIZ5OwBshn06gWo0oK1AD5/IS7XAD5rUf3DXiBr4QZ+DPjyh8zh0nCuMKQ5BGEwwUeQItvcYlg34nBvaduhfvHrB4fB0bKxslzr63ad63eUGR4bpm2201vKYEGsqINgWObPoID5QxdqNg4afdSPFhgDmYaQYZ0uRCarWCi5zYEDI2js9IJLXIFtmeBHAhNfCvLb5snVmYvtEcKkSdTQIOw/ta1TtxWe6yCoAG05dK2SvJG6LL/bXm4BwAHcOKKQMSS6xb8W9M/81oFaRzh2xym1eaFEAXoE7YLfUbfKVQ/st9rW7GeYZUDkM43r9R3upum7Cn2Sxhb+vqdyxvcvfXL3X3rl7j7G5a5Zzau8Fuelc+fFQqQr8alCH3jUgPygKHQPQ5wQ6i1IAGKFsA3KVF4j1AnIIt01G7QX6A8zxHkEXoY27jBoU8zfz3aURrbxKMv0acBIFDO2D5Fv0sC42170waALPimxXrx4fo17uZ5be7vk7b7foRVJ5fA8SvGHXHXznrH3bjwcw8i3bT4C3f9nPeLghTxHl4Ub80JKBa6DaMsVoC+CgF63kfuluXfu9tW/+aF6JuWfOWunfmO+38Fy1K2n9v51tbH3kMjrnAeyftf39s0B3IPjUmTts1bBhtPc+lgHeA6kLokfStLZOoJwG3Ln+dec/QdK/d4a2L6E64GsDhOyjPpOed5yJ8xQBLW70llQEktYIXxh9Wg1nrqgtKYMRx+j/W9BesYi2Ec/pMm6VTi1uqFwoHOfGfX+bj09Ux8Dt+kubtBOSwFQhpdlK4N5bru4ZZ5frcMu2eS2uByev5oYT7QnGzrlHXvjTFyKMTwA6+5EtBd4LoNb1rydTEOc6d9F3cPWH/FuFf9N7i3CWkq3/iAbEn1EIhG/0iKk/Zc4F0eY4SwfJX8R+FH300zZqGcfnzuXVvsw3wTXljaj22pd1eP2+9pd/WU16N1paAYuWd9CZRn/YwbY9FuztK5KHG8ckg3KS9khY2xAXw25YNvzrJet0YatkzaGTCue6VPS+nb/JmjZPSSp60939IbGW4w99q0wnvmc9H4zkWdbt2Ona7z4I7L6prZVlLqXzf7vdixdV/jZl8P+PA8u6cEGlN3eDhLF8lDvLt64g73yOK9bmnvrgHRZMbWkvtV2jjJgp2+gT978n6oZYW7o+6rsvp6nmn0AXfjlAOufX/UTgu3R4p9+pJ2QvM9dbT1SronT+JzLd/Z7tbsjvpE1nhNSk9luK9xky/7rSt/dvCAzKGrt79fBG3ixzGIAAAgAElEQVRqgHyRFINyUwPks8lYA+SzaVSLUSUFaoB8fsJdLoD8yi1/DUGnEoY7KS4gLYs8zKq2w+VhlsKFfuzZDp9OaMmAIEz6CJH3ro989VUDjMDARukscjct/rIIRN0waY+b1RYd9loUkF5NFpDkExIQLaxD1n/c51AGrlC4pP6A/HofF0ZuQZYnWmCojvrWWs1gxSxgKA4Ujys7AjxuhJQe4LYswEMGN+57+wxgXekgJNqy+Xjneny9ZMlDXJsHQgXMJ89UJguM2v6Ji4k4ANHGyXOPFTSW6Cq3Qvo8QGyaVTr+mfGRjnCJZTHfYqVHerh8GbuhxQOauA4REMDW9+vnXPD98+al3/qQ/zxXnCeX9t/ZkacucXE4sA4gAkscXJrMac936LEF7zhM1rZznnsJSpfCZY0sl9KUeIwNWcOpjeNCgH3SC2mJOwBZdcd9xzPq+mI7VuclhZGNy5bnatxI4MbL9iGE2VuW/+D+seCzYp9BwLttzW9lQp8FkG6Y93Ex7qMJoHxY55frStakSQK08qA8V08+7fPAmn5hV/zhiMpDdMnTl+Li6HulN9BQSue8wm9YJllZv7hh8A+/HWjd7Pe4poB2lVre2XUnAhd+c1izMmdh4To357xiy8JOECnSKBOgE3M/ADzgAuuJLAx5D40tYCbXLuoLKNSwPsUSVUpxvWPsh22m/9rNlNfqUd/Jspk8MFbQ8zAE9AvnnizLX4H3Wcr1MC+Bs7ctMW4GlvYHim07XA73Uo734xkCa/KwvvxHCUsbvNC+pN+8bev2r1nROnzNjHOJ86TmsOtmMZ+WrObT7lFKau0OXXfhDoSypQGwAtLS1q+4evPM7w4o7Ay17sVsvQfrHoMI6kIfSyqPfU7Z2C2I8kmKab6/d91yT68rx0ZgPG6A4uh7d8MJ90hrpGjnOwxRUKyj7LbGDxgN5Jm3dfAnadmdWfD7UpgDmNNWnBkCz0AdUPggj5AP33KhkFNdxfM/3jbHu/7hfVI/5rnSgI60vdIphud6vNGKZC2vhHwrfYeiVVDeNKfTDV99Jr9QfQli/vjL7+7mqZHiKk3Rdfuan92DzZEcgQyQNidbwD00TpJRFbS+r2FFcXwyTtfu/GBANeawVLUhfZI1B3mLeYi+Yw07Hmxe5+6s+zy2f2uuWb/nw2J5Fh+MDh1mLiiuGX53ZrK8Sr9hB47O29p4YqdP7/tffvLlRLmbpDgo9rmYeVbKq3vWHy6W/6bF0Vx3xZiD7rsff/P51AD5YvMNyk0NkM8mYw2Qz6ZRLUaVFKgB8vkJd7kA8kt68m3NHyxm+M9KR8AcjCqLOowIC3zaQp72ToxMGEfPH2iK/NZVsn3cpiXGWqDB1VPOeGbsrtnbvbBWBORTLJZIT1ZzcRa3Nr/wXkxMGgDgBfTC9lUAdPxdY40AYB+mF/6H+ROtFNrt0DCwep5mhUe6gPGyHJY7AARjLLtJg3KG+Wf9txaJvhxtc7wgY4UZnmOVlOaLHGCGeABlWX1/bsdGDzQDPmfFTXpPPwcgAoCv1soVYRwwHUDyijHlB8UhCFw/94MiYxsngPJegv0zyzdVXRfqOH5Du/f3jQsopakQv9/DVvZkpo/rEtqgUp/a9BGBVZfiUFdZsOdR4iGUIzQh8MhazffTljnutgXtblZruqIV1ybkB/iOIob+SR2xHrR9i35EXIB8QvqWfV/J/X3zItc0+DhGiUPfYevz38Ye8m2bJuDafobFvPoArhvSyrCgq9FdMyE6zDBv+uR11eRTPo8kS3zlKaWFBUay5ha9l0XsYLqsGVFQysUCJDHCqsqiUEDoddM3u1un73TjMw57FB0udShQ7ZG22alW6aqXwmcLLriwYLR96u9TX/ftjQ/otLrg2gaXScxrz67Y5J5Zscm9sLbLjVnf6ka2ltx7+bEYY1EbZ3FK2egLReAi5jspStPmBgE7rN2qb95QuwYoN3MKO+9Y1+hHrOko4GXtjhV4SSGSvhODtVfKdaxy85RHvMdDLcvdzUs+LXONwAGkae3zZ79D8Q4NK1VAQBfozrfMs0n1YD1k7mMX0a2rfy3rw+rPAtbZdaRneUNZvIbjALdBlC3OhYltU1lppwGQNr7u6W+kn4dPSqJN3ufyc43lr/KvJMSCnbLetaqu5Et7/NHE9oD2t6/9zt27Yb97sDlSBvC9vQBt87jTw4BI/SROOYKiL463tnlxj6IvdIsjN3e4J8qzjqA8kMEJadL29HvmEoxVNF/wjmehYU9Icyl0VNab5/f6vt515NP8gvUQx1y3+0NfJuSxrDF1+9rv3f0bIyMt6sTYYW5jDmeupp3kxof3yE+iCcoV244Ptyz0+cEvoWQT/8MBpdX+Tr73rWOdv6eudHivaK/w4ZZFjl0eaXW9cVHEj90771ixKD//9qubuTs6pJq0ZGXPPTwGawrKcfo8IWPKKq3rXttaTIubWXsiq/ksBbDop5A+JxrfWfdJWT2uLqz5PUej/lUD5MtIPuA/NUA+m4Q1QD6bRrUYVVKgBsjnJ9zlAsgv6qzsELu8TO/lFg+f2TADAuHFcFRjNcsib9PS4k8oNywPNkcW5NUANaQjpvvOus88E4GvT20pBoQa0xG53EkS8FUma8mSF6SRSx7qCFCgtJJCgeAw3Ulx7HOB3QDm+OZWWxCShsqJtZ7ewczCyAJEIuRjzUPdOBxScRACXiwISwCNPA93MdhypN2XrIXmFoF95UOIosMrOTKsrhGQiJ90UBvWu3fP2ebPChCTTQgYBuCzoPPSKcwQ9u+YUbKCV3ms1fs/FnxaxtQmMerE0/eTGit3BcH88dDC6IA0pYOvTgShqyadcn8be7iY/s1Tdnur+aQ5RyBJpedF0HYSKtN2GCTlW+lzWVcmHbya1l95J+H46ok73V2zLi/g6pFFW3x70W7eVUzBalPCZZJ1YVL/ktLnn9N2JYJX0B/glP6TR4C2ed287Nti/5qZotyQWyysnLPaJ3zPfMbcgHK10r6SFF+KWrtjJ8w37b+32myd7a6dVnJLhbufpPz+zOdSYKEkBcBIqxfvBPQCMtyxttyfNn1S80xcewO6owBUnKTwH1O3u0cbI/cTKNUBHwDaaY887nWG7y4cWLt1afGcG3YrSfEDX5BUTx0WCw9SqRJaB7jroHi71tl7fOajlJOP6We3L08sj8qpXUakA+jCGq53NmSHoRRCxP1X/bvFtYadgnJrhWLvz+x3aXlzFoJoWMkYFCCN/+W09DWPpu30uW7Wu76fEto5Lc89frDp29eM7+/K8unCIZ9p9dLuQvq+3QVi2zm8t0AsB3Sm1X8w3sk4hz6WBwQPy6t55J71h/wBudDrhnkf5qY1QC18/Q2zX3VXjt/tHtgYAaLMveJ9wzz5zziSQUjSuQyMe8akH7NtEQgMIMmcQPrMRXEGJLSVLNnnb9noXu6KFEtZ7nNwSwW4LN7D5xsoGyhzlhxEmSQ7SYH3z2XRTrV75hx15z+4OCjX2x9cdAO5/j0ncq2HUUCe8UScuxtecw+1lOSUJBqxw4n5UWuw4j3cstjdvvansvxw56c1aHXf2+7tD76o+JrdEe0M8+4BF5xyN83tcP9a1ePu3bDT0bfvWhfvDiuu3pJNj775mXv/k6/8deHjL93S/Zuivhj0CdUtDJ9sn+9aju0vpvH+p185rs2nX/PpIM9VsrbJoAb/8WG5cVsIDae1nffATQ2Qz49f5YlZA+SzqVQD5LNpVItRJQVqgHx+wg0mIN+1+5Q7fvZd98a7nyQyLWUL9odfuLcL17zmwXMrMRjM8lCmoYP/0MiL6anE36qYZLaBwkiEwjHMvRiMB5oiBUBohaI0ssJyC/loyzFMPwwEYJsOumFbYVZa8hcJuIhlQlp8gUTUI69VPaC9mGnKk7TtFsBA2+pJ/6m6RscBffK7Ktr5sG2O336rdMvexTB3w/dGfku15VVgDXRMq2/SOwHpACGytB99pt1bc4QHpyaloecCdVEKqX9PbWpxd8zYWWSqade/jT1SVLqI2b56/P6yQyz1/WCHgP/KUyEgJr5lORCOZzDuIVOb9p/4fHf3nMrB4X/PjvyL8z3gwz9X/Ngv7xsXfuaumhQd0ES8sQ3tRfpa+kB3AVp5XSDRduqrgK42vaG6xxUM/TyPEkx9y4ZS4l07LQIOh6/qcU8v3+TdxOCO4+/j97kbJ+92AFov1aVblg9mHZ9YGlm60UYIQbbP0Od5zmFb9nmeewF0uDBKKu/NBRD1xkUXK07/mumRwPrciuRdGHIzBOhg2yLPvUCMwfSZjCsh+hDWdXnKYOMAmvDtwy0LPK0E7NE+L64tHaSbROs/47ncklFuQM04F3RY60ppTLy71sXPY3JdY3fdLOpq9Dt0oAEXwAPxoA3KJG9ZXzh3QHE4jJ18WLvygpK0A0pgrRXiS/TfusRhjbbtZu+1AwBFtX2edm8B82nNLW5iS6N7sWW1G96yzA1rWeJGtix3r7TUOd7Nbe7y14zmNl9H6pkHICEPwBTic6HQBixhvSa07hGwjLdgvOYClGTaTTNi+dZiWVSmyyUc2xK5nqGeWfwW7TKqoJgjPrRPq8c/p0aKMqzgRZcwZN2mL1YCGto0BK5NWd9TVpZxLZGBBH0yja+VpSu7FrMUZQCxclFBn0ur+2C+G94SnbUB7dPGRviuzOK2/mP3tzHR7i4sly0N89zLaOG6mcfdfRtKfQbDAcY48xYXPItciWn8eGD9WJPnR5k3Xjre5HfMWX6ZnXOaR8J62P/sGJYibNjGVW7a2h3uhQ3RLgCUDzZu2j18C+0pHhze245rLPrDsyRQQFijmmf6ImXCw63RGqS+OHr5Tl8uypb3Grdypxu5ZJd7btFuN2LxLjdmReVp2LwmrIr4dYwK8rRvGOfWpafcLfNb3X0rN7hRGxrcEy39XUyqfaNwjrt/Y3diXv+Y/0m0Jo054G6bus9f98zY655asNtRVlv2uPs7p0WHEMNHYxDBnPGPhZEBWFj2rP+ac6B3mNe4dd1uRONa93hLyVWS6ods9XjLfPfcxpXupfUb3ZS6vn7fKz3i8B2GV3mU21aW/Vd9Od9JfbST6LlVkVukGiCfH7/KE7MGyGdTqQbIZ9OoFqNKCtQA+fyEG0xAXgtWteG81o5EQOPPELKHKk+2YrKgAzRLcx637TON6eSdAO7w25I1+nz3n8ZIKM8Lats85aNewIiYoVtX/eKZJhgn/DHLJ34eVxyy6hFDgyUTwhLKCYQrmBcBesTBWiYO3LDl1D0C+WMI2wUfoHwvaxy2YZK3XOfwjnrdMKvH1wUwzW+Hbi4J68RJuxA6YPYRIig3dVBZpGiRwoJ0EDj0Pm+IqyG+xd2J3AVkbblNSlugigB53EDI7+gV419zN8z9sAxwZis6FjBicmnvp5cNneIMwJE8uCRg6rA4gPDo3UHHLg31xTwh8ZXu7MLZB3nGtizjrxx/NBdQe+2M8z4fAOekfASc0qYAd0ltxXMUa7IyY4xxcGOecg80TslCviW1fElll7uAmxZFQLJonxTeOGW3G71uaOd+WahThlCQBYTnOTsf8vSnMA59lO+T3CLN69jo39Onw2/z/Bdgcs+cbantr3arBLzQGRyDfTaBDjGmn2dZJYb9SOsaa5fog5sfaMyhp9X4Vx/omMjzvZSv1JmLdYy1AbcMj7aXdmA92LzW/as+2d2WAA5rga0zD+i7N8z/uEgX0YeQdRmlIXTy/XnCMXfXysjFB+BkSOek/wLFBKazbkV1muOGNZe7w2EXW1w6tLnWG3icuDj2GUC5QLznN6xPBEPieEvAO8qXt98DosAzWT5BbUYICHfvht3u9rX9la+it86QuHHSvorKGlf+oXz2/IbS7j7aM25XAGCklL7UH0Aqq0zXjo/8lccpqEWjKydGSmqs3fWskvCqwvcvL+sPrgGsUVZAdOti0PYp1k97vg790ALD9GsAZOuSY/jGNZl1z6JNJe/HNETKR/q+5R9tPeLuJTdgcSveqBrXQLSHdiNcOeG4v791UZN7uKX8UHU7PrB0t64/7Dt7D+8ixRxzQdqOBvqg0nyyZZGbXLfVt8OE+oJbz/a5ma5mQjpZIBTrea11KiOKAlnB6xkhigd2yHL/nw07fN+VMQiget72fXrBbnfz5MhNneZkhTdM3O8em7cnd1o2z5eWRYYOjI9KxpPi3lw4aPmWyaW5C3o/vHqDu2/dUvdg0yKHMvLBpg3unoZX3W1r4l1SKT1CKyOojgrvn7XHTV2TrMC4dUpEI3Yfic7VGC5QDn0/fHH/OcPSkPpOqt9c7Gf2XdY93z7VHMnwGEDY8w9sHxx9ur1sbuEMB0sz3QuQf2blaQ/c1AD5/PhVnpg1QD6bSjVAPptGtRhVUqAGyOcn3OUEyLMQzmnqdou68h2UmCYkb351j7vw2cfuoy8+u+yu7W8c9cweizkgNIwfDGslDLmsCPk2FLKe2Ra5kcF//L/XnfXp57Fgt8wE9/IFe1+MdYTch4xb3ede2RhZ4QNOYyUTphP+xwWMhG/KH3fh4/LBpshah7Jn0Yb3Atvv39ji7ll/0D3UEtGhf/rzPKN9x9pvvYUhjOMd0/a4Weu3uKsn7HZ3Li8Jsf2/xQ/h4tjttqqnBIGnWxb7NJ9pjlwHoChRnLyh3Oo837TWPdUS+Xa1QmXedNRfnmhZ4IWAsSt3uivHRsDNNdPfcretTj7AEsZRuyKgFZYvWUxrpe9fLAgZpH/1lGiLMMy1mFasZ3iHJaieVRLKN/NzC/OVfdSSkluISqymZeFz94y9iTR6aX3JpyV9G0HVWrBi4cXYk7D4WMs8N25dV2J6ldI6K/6IxoIf3Qqt9uiL2tEBqGUVd1h537jocw8eoCABBEABJNCFtq1WQM2qjwRY8ojrQ8W+lXAYXlY/AyAlXazC4sryyvLIoq1awF8Kg5sywL/x60o7o/KAkxagAPiIK/tAngk0qwQMtlbSd9aXA88Sth+YXR2QMZC65P127LpO9+T6eF+4DzbXu7vXZ/vTBpigPwFUkO9/ZkYWhJx5YN0sJfVL60bgupkn3QON0bqBxWvarhfeyQIWhbIszsWjPNK4pGixKvCM9ZG+FrfuY6Wq9ZN5Ls6fN3kKXCQufSYvrRVvQn3JHUFewwMpfR5smu/+ubDN+yembe7y7mnS10LRXTtjmF9UFhtOXr3DDVu02z00Z49vQ/ota+dALWRtHnnuAdjVDoTeYnjLEq8o0hrD88da57lXGlpj6xLmc92ECJDn8GnRIwxx6UY/BgAM3+X5Lx5zdIJFMeC56kXfxrgD3gheB4AXhTc8tuLYUP6c7TOsscN6Xor/wwuuYhhTceMo5PHEl1N25kjaADozP+ShaxjnlhWF78e/5s9SIa1rJ+x1oxta3cjGeofC68mNES9N35F7TcYuNIb20BlFPPMHPKvlUW0fY15BGQbPw64N6mKVJk83L3UT63vL2kEWyXnWNNHKKgTVxqwtzGWkI6MBvUN5ikU99Bf//kjrPHdHXdR3ZWzx5Pxs/nH8yp3u9qklIJ7dNBw4Cm949ZTXy3af/mPifgfvW0k/Ez9z1aSTVbW3+IlbJu93sxt2Fy/+0/b4Yg/7SNZ/GQ1QJnbEsANR67VPc9IBN2H1nmJeNt+7pke0wiqeA6KJn6R0zioH+fN9065z7tDpC0N27Tj+hhu3ubSbhHGBEoe+Tf+SLBr1r7nu3w2nE2kqBfyEprc8cDMUgPx3P/3m3vn0B3f+4x/cF9/9mh8g+h+IWQPksxuxBshn06gWo0oK1AD5/IS73AB5MSbT67e5GfV9/a5Dp9923/34g/vux+/dtwlX/tr/eTFn7I6EJEARbZWEMRWzK8YyLsSyB6s7Fnu+t3FgcsVk3rXuvGcCHmqJrD0qOYgGgFugedzWejE+YibFNMNww/TaMoX38u9JOQEpuB5qXuUeaGrwFv3/XvemLzcHUD3YHDE9lAXm3QKXpMt/LFpU1geb1jiAdjFuWCJimcDJ9vhQvKseNwEliw+swLX9fNjiCIRFELxj7Tfu7oaT7qGCRSAMF/ngJiisj/2PtZboj/UT/fnF9dEzLA9t3Kx7XNLIn+a4dZ1uZAEoReDJ+jZ8LyEDIfb5pbvcVQUwvhKf2fJ1CJA/McdWVI3lPOEdBQHm2hmRtTFMNa4B1I6ykK3GHy1pyO3FI3PzgXnaRnvdnAvFMqgsaaGEW8qP0iOp7vQNLMHUVwi9RanZ3cGz5zau6CegJqU5WM9HN0RuIBBSw36U9V9ggZR4AlVuWZ5sJam2hWZDoey5a3oEaF418bgX1hCubRtKmPSKqYJPefs+617fJylhXh4oIF/wI5/HGlcWl/QdXNEw7gEn1G7c80xuaoineWqw+o/SwZJM28PzuK6x/nvv3bCvrI1oA1n2XTNuf+K4Ut5/Zsj8+rcx+90Ns/Z7tzT/qn/frydZ/UjvdTgdoI5VVFaiGNRcDWh804KT7qGm0s4v+A18MqPI5+LeWgnj4sP2GW9N3jrb3bNivZ+L6DNcuGfTPSE8CfwIgARKGK3JNg5WqQCPABasqfZdpZbxto1fXh8dtkd65C9lgvq9QuplrcGvn9HrgSPRvpLwmukReBSCdJNW73BYhf6toABkXgsv2vaFpZUBcba+ld5jDTqqsd67ZbA05x6XFdCe8Zo3XVm1plmyij6he7A8NLbK3Ckp1rUoGx5tKe0+CevGf9w23t1w3N29bou7f0PkIkbxnm5e4us+qW5z7rrnpVHeeFPqtrmnm6Jywe9hsKL+akPGqizOKf+/G075OVK0qnYHlix04el1ZglAMW4/4Jfgza4Yc8D9Z10EyjMf2HKl3cMzU1b8jz/QWE57tQHho61zfTvE0UxW8sTL2lVIWRjjTxQOJr53XYe7fWmJJ7cyEDtNmSfszlXNdeRlQVR4A8bwCysOuKWtydfsxgPuxknReGfuTQKWMU6QDAVtJ9YlpxnmN6exkP64I/3WyDxjS/zKPbMPuVErX3X3zT3sbp8euTyijkmHNKelXdylMQ6L+si1KSFrlup599xj7qvv+4PBa3ZEu984yFnrFgYcNp0893Yn7I+//H5JhPvd75xwY/qi3Tq2P0f3c91/GvvcHXVfptZFLgmbD3zsy2wB+c+++cW98eF37s2PvndfxtAurZJ//PFfR5qPLomUFHYNunvOMbei74L7/Jtf0pL4n3hXA+Szm7EGyGfTqBajSgrUAPn8hLtcAfk4xoxnO46cy1+5yzjme199WtzSjTAsFycIqta6JGR2AbvlhxbAzLovwWWMmIIHmxqKTACMpZ4DeoRphv/Z0i0N/32Nm4rpWKYIaxwWeFkvIVQ821Tazi7fkvKxB3COskDb4SnPvRv2xKZt8+EQIcqg8hNijQMNQuunf69uSN1mbtO192KI7psV+UVl+6Xew0yxfZN8yRPLq5Be/IeplzU7cS24MLVuW1EQzmvBR5qyYH22aYUXFrGSJm22aScBDrFle6un6Df3mZVdJXBgzEFvEaW65gll9fLwnHzAdtI4ts/Hrij4xBxz0P1jQWQJj0WRLc/1cy74cl83uzKAXGnwHf01T7knrykdKPvPlZW5xyE/+YB+Ioc1FUASyiys4GlbLgASFCdj13X8aSDBk82RsqCS/hqnxJMwlgUmagcGwik+V23/GMj9xNVR36Lt/z4tcqGDFZb6BSEWXby3496+z7qXQiHJcnugPl+xHKN8ACN5aDG+vts905S0O6i0I4k444fAMt6WkTnrsdbI/QHzNZaR4QGGAE2AqOr/1lVNSPsrxxfWnSp8+dpyDeU9/Zf2wu9wWP48/3VQMJbx9xas4ys9N4N8ZKEMAHPdtK1F+orOcSHW6panANxSvOunRX51pRjGGhYrWRkUKF4lIX572ZGDlftA28SC8pQBlxkonwDhUBTKpzjvOFD31qXRuRHVKnk17h80OzYA2a8dXwLgWcdwIwTQdP2cD/wcJHds9JGh2hWURksskBmXXNUC0ayjlD+cS23/FvAXruU2TtK9gLnbCrtEkuqDtfDfxuxzN83pdPfUtzr4XnZXPtC00e+CjDMmuXbGG+6KcXvdjRMvH8UePqvleon+iQU//RUeEPkAXl/j6uHWBX7nq2gnQJ72uKmK3QjijXC9JrpfOabUh0nXpz1/f7EMeYxCZARCue9a96bfHXf9jK3u1oXN7tH6Os/j4MMcA4Cpa7enjv9XGqKdxKTFDuAko59RBxs87Yj3QFOju23NLw6l0e1Lo128PEchiKIAXh5ZC5kIIN4qCO9uOFY2d7O7DRpkKdGkqKLP53GtKKCfOQNFXlI/D59fV3AZVU17K0+1qw1Dd37qY5nh6t88ff425mAZ3fSdXNo8teK0+/jLn8sk8yPnvvbfsl5qtwdlSnOHpXRtqPn45YY3ytIfyj+9r33mHl580l0zeZu7cU6nu33ZFq/8Y6fV7Wt+iaXF/2fvPLzkKo62/++9lpAIQoCJxjbJ9mdw4nXkxaxyQDnnVY5kBAiM8u4q55wzEhIgISRYQX/n13eemZrem2Z2Nki+c8493XNvx+pU/VR1tS2zvcRddLn01S038f0j7pGR0fpk2+eZ8Tvdko3n3a0ffkyt1pajX7mnx0W8EvFZc+jDnEjVfUm87zuozb239VJqWnf7xwKQz27BApDPplERok4KFIB8fsLdbYD8Bxuji0/y17D3htx78UT5os6X35tUxRCixQV4AdPIw6bSanZZMy4cs9QRbBhONptPLqg+SsyN9Xzj8VomCfbMOVYuoBvN9Tg7qmVtiKbWDgzkXxanm3shf46JPzEzss1omZM0/y8Wn3DPr/ggxrblJPfrJavcQ2M+cvVoVZCnAJBnSpcL3Tci0jxSeZ5eeKWsqU/5oT0MPGAljD0bJqsN+OvZKzvQhaPgon8ekNMe47fmJLRpo5rJ7/IAACAASURBVC/Ege9x76T9+IflczzjKwbvgbHVmsKqb5orcwpoUIWbhHr/Y2uTMqGtL6Y6BElkFiQNAEgrt47ChtqMcWWWVmq9NjplXzhJYzouT96xKc3amCbFbfR7jqurv8aZmgj7GQIixgVxrBCPuwlo2zymNmTuB+3SRtWHS9TInw0yGlj4ASptX+EiPN57DcMM0002nvzabP4lxRwSNmPJg/GjeHldaZrmPd0h2qH5jjkEe2mbhD1dpRWvvK0L2BoKCLxQ9aNp5RNA6mu/WtqaSh+O/ENH2tXm0dv8D5VMetTT3vRV6kh/ur8EvNRjh1vgmgCYp2ZFazPAE2Af45UH4Jo1KTQLBzAvwTxm3CgT2soI32VDl1N9gPaE9XzK1qWO+1oQyPMgaJECAW0M+IYQCPNKwxY1XiuZtVJrpPpU6HqtxQXflNd9LsXNOxZtOK1VAuQBhxEoQifmhCQhJACqLhon7O9zntrqTX0cRQzKzpPYN5vby+APgnZLuzT/483tjntbSDttToUeT42OzF3orpm0dO03XcLeEwKRtHaET8RsS9hn+f/bt6Y6+Hh7ApQ6WRCTsW7rmcevNRrBtIR40B4ATwJQhNmkhVa+ysaJGHgDq2EOXwDAbRVvfrm0IpjUHRecsnx58ib36rSN7t+zN7iR89e7sYui57VZG93vJm5yvxqz2T07ZrN7Yfwm95epG90/F75XddIHJSbmLgSC5Gd58OdXrHZPLqgoU0AXAFOZ71IdQhdBzjOLqpU+GMfQo9+g1nIZVVbr/mlKJKSCZozxPLQnjPiHF8dvSk3f5vWbCdGpP7VL3rwsAEyd4Isx2ac68i5vWjZcmYdK0Npnz2gFkX+Zu99tPHjVnb96yz0/ORJ2kPeD4085rVe1nN59jIu2S5eabz36VZdv+tH0f23xofIc2Gfw1rIfQaSlTZpfbT/u/RO+zO9uuVR1sgohBUotEZBeyeOh4Vs9/eIq+unuK+WysJfFhF1YBk7FiN+G7vM+PxuX1D3xrgDks5uxAOSzaVSEqJMCBSCfn3B3GyD/4aaD+St3F4QcufSTKs3ykEGM+49NRn9h0uezqza7hH1pxTT31MJ4G4C/XrapzEyjgYPNOzTH0GQBAJaWPum8sHJVB8Zfi7q0lQGww80FWpz9h691T89d7Y8Ks4n43dsT3G/emum4gOrJ2Z97jaZ67F168zJNW1y/4WvdU81n3NMLv/SMhsDa0BSFypvlKv6zJdMWfRKYSsAihB1xbcK755YscQ+++Yl7flxHukCn15ZVzAn96dNZkR16IxjhNAFCGKsNFQJnHD1Hq5D80BQKTfhYoJT0dDkVWqrPjP/MM2qyfZt23DyNZmKs0T4O27+e/wAaMIUAHDItg5DElkEbBkyg2Pd5/TKdIhNLaeUUiFuvvXroSn3yajSnlaUnv9kLAdGIs5qztp9hpkkmUDAxxakW2uXnJdu0Hug2x5iT2kxt3L+BJkk4pUBbIHzS6Qv+h7aPtTHCrn1S+eLeq8ykOTxlPEij1N6LEJde+M5uoHUaqSf7RGfyRsvxxUVzO8yfnEDi8jwEn2H9w/86oZN1aVtnytmIuGpv+lVYh7T/sv+OSbGhJU37erUWH5153fd9gDXGIGZ0MAvH2sFaD4Bux7H1803r0IsrF7k+gyKzFaINWtbW5Bb8A3G4gJ11h1MPCKutrea89smVR2fc/zf1P+6Rie+5XzR/6J5b/h8H7/PskoPuyQXflttDJ09qHZNqPwFHEvIipGYeyAuKiu8gDmaOOlPfnoir0xtegSFBkCmhEH2YuVK0S3MFFOkOhaS6SSgAEFcLAEreWqMRnCWl3xPv6QeYWOs/fJ0bMHa178MDJ3zgBoxLPk0qBRn6EU8cAJdEb4RRxKEN1Vb/w0nFqZe98Jhv8MOWvgPGfuxeWFbNByNg9Yo8xuTeb9+aUaXJTxl0gazKat0+TW3ugaEV0NF+k7/vkI3u6TnvOdKO48MB1J9dfLhDP7NCi8dntPg54cWVq/we5YUVb/vTuiEQL5rp/qGZn56u2lH+9JNzO0987d7ZctEtWn/O/fzN7Z6WtQCy5CEegvrnNbWCqRG0m6EL84jKmuWKz2EPEGqgc6kv6dVz54PGU9ppGAlj6F9qT2mBy5wg79lfMl/gzyNow8yS+Psx7x6vaqOu+PPNd+3upWnRhdUIDrEBD93hHVUvvUtqD8aTeJknx+5wpDnlo1Pl+JyyjWsHzNmpDcnrw+1fVFVx/9kb5TRCpaa4ssh+PWmt3lGdVlXCd/GfApDPbrwCkM+mURGiTgoUgHx+wt1tgPyGnZEkOX8Nezbk9oNn3Yy3Wt2UFZvdVJ6VlcfSHvMUsiNpGU1srgKee/vSCRegKvwzcxa5/3mjJZUh5wgvjKjihC7gSNrFc9iCliYCNibtpqWyQdpSxcBbRkCAKwxAFtNi4+GXIAAtSftNIEa9G2ulCzA8oKTZmHaxEdr6v1q6xT23bJ1n5LFRD5gk8xyvTku++AlQisvTLN0BM+1xWb69snKG+8uc1Q7gCRvUls5oFwqUp19wOsKDIYfe9wA9fjT4MW1DWuT313kfekbtZ4O3lZnXRM22DPBUzG+jAEIEGPQHzJaoLWDebRvjl5kkNHrCb2n/dWln3Oaby1tfnrTRX7z3/yZu9JfwcREf5akVTFMZ1B/jBFa2He8G/58XVoRI9DVOZgDOI8jjOP0rHyJwi07esLHl3gfRQRuwWk6uSFvvjaDP10urlycJkD/hrH3/8KSF2oz7JPJo86uO0mbO0urnzgVdokw/V/wsV5uvpAtj66VLT8UDxAMYfnTaYff0wi9qsq0OrXQJcB7BWk/VkXy50LP/4Aggy2tmi36HRhxzD5q7MuWFxmVWP4n7LqAO8EUawY/NPOfNeWjMoln6j9ZFXjiMZus/WhdXabe+tGqZIw5lemJ0m1v80Y7yM3/1Ftf0XsUUhNIM3b++PdtN/WBtOZ5No6v8I5dEx/3D026WTpoPIoFHvotcbXy11aRV292/5kYAEnS2YbL84oeeHbulbvosWr3dzX9/q5v33hY36+02Nw9/Nzyz3t3qHh0ZgWvQOYmfkOACoVAazwewpvmu/5A2N3HFVtf8fvTE1eefcyK713kFIGFbSDFhwor66DXnvTY3+51Wh0v5/t28xT0/odUhmOGeC/iNZ97c7P40dZMbvahyeaa90NL6XxxfuQiU8YYgTetLllBOPDnxADzzKFuI1yKO9Q8oKUPoItNw/vJ5vNHqnl28zb24ssIfaNy/tHKxv7NJgvmQ7lLoeHDsca+lC+CvNHHhLzlBQl9BiI5yhk5G8V3rJxfaPrv4kLf1Dk/OvU9hXvZ/n5KZTdJI64c2DhrbhB84cpv75ma730zevH3Hzf70jHtwWEfhAXOCjZ/Xr3becOBq7g3r+9sulemGMCUtLwsA05fiTDHq1E4eEDzMS2Y/UaoJv+m/hDGMu4c8eF2aO7ictrm9CtDuXzoJB+05tRHXnzEJ5E8pGYB/3b789MtN6CBg07LI9CHl4mSA6oer+Zxysx+N9pGVtYU1mf6steN/3oho8Lf50cm/vH3TjtddJ78pl/DPc6PTdbW0oQTDDwzb6q5/F/XxcoL3gKcA5LMbsQDks2lUhKiTAgUgn59wFhTuyQ1s3rx3HT6fv3LdEPLyV9+6t9fudQtXby8/iz7a4fTkrZfCcbz/b8sX+EuOxODK/f1bE92fV872GvV/XDXD8WB/+v+WrvQXcrGJZ0HvM2hbpjYSAPLTzW3uiekr3BMzlrun563rcFTTMhr40XjtOyzSDIgzx4HNW/JP2yCJ6SMctuzygl+6eIp4oRkAaZHWzQyPPODL/cfJG/wlVuSRpukR0oX/0r4FhFFbJrkc+X9t2fIYAcwE99Liue7Rie+XGW3KwoPGJMA1IA3pDl+4xv3viuYyGKo+ErqvrpjnL+IDMCQdGEY2eviTNtBx9bPvGg3IS5uUsgkYDYUu5C8NruhIcOU4si1b6Idp17Fr2XTH7MJvJmx0uthWNA7devuTgOgkm+JJ/aK3vn9ywsfu2fnJfY0LmUObq7ocDpoydsN2SfovQCYU9tVLG4RjlEHCur7Do/mLd6FmmYAj+nf22GgvH/kFeAGAzSqjTDORd3gCJKQH/ZYyE/aBIS0OO/RZ6d8N37m017ZHWO+0/wKYiZ920WNvoYMEe74Nx6abRcFchABCzHBQh8rdA/Vd3qcxyHzPBp1yaG3mtNfv3q6+VLV67ZjkdLGuzH3JNEtIX8zEcJoGhQIExdyHgUkb+JjwhFcYt6v+0z9kPiZNM1vzTRqQFNcntRY9MjxqK5mkYv2KC5/8rt1rINM2mLzpKnp0VbpNc9Z5AJry+/6FCYxpX/oTSIxXeDXWdYGwhKE/skbCM0EvNEs11/H9waEt/jLjrDKL3xRAm0zjyiWTNozyZJxm5ZX2HbM6zNGiQZxLX0wzjyPTO77+409XaS+LX2OOsOW3fmlxIxhR/oz5OP6aNrEAt/VrfiBt8XmctLF5KX1pzT85/7Y/lcvJ3CQQ3sZHKYQ0HpsVAej3jzleKnOb5/FsWOsXiBkHztpwSX5bT9E5KSxAq/gBwv51WjQ2UeCwd0SghMPpO53qqMXMis1bPCN8aVpfC78RXu1B/RhP9lJWTgYwt5WFHk1tsZrXlEXrBemFbW7LGvrpTyoDYz78bv9rHpAwNMqrIkjRvKr0FJ7/1IF9GX1dAmaF03+EJPvPXndvtV50/1p0yNtRf3jkNvfshF0OIP2jnZfdnR9/qhsZWL8/um+IsiTVlTrYckdl314236Uy05+t4IH3mLu09ErzC/x/YswOXx/Z4u87dEfuNJS+5kLs01+4dsut2X3FNa8962Z/dsatarnoLOhfN/F6KGIByGcTvgDks2lUhKiTAgUgn59wBSCfn1ZxIVd9vqcmBipkqNL+Y2uVDS1P3sv3OO7Kwg5DEAJOWnxxYaIErotBYOMNo2TDyU9aYuoeG7G5ChBhQyLN8oipSNYABYgijLSdAUuzADuYTDRXiYcdaJXJutq01HpcVFobpA0gz0ZeDDcMj80jyQ8j26d0xFKgb1q72m/YDOditd9O/rzM1Hr6DNvtN6kwn9oY8Z6HI/IAlgCBD4z6zAtUfr1wtntxxVT30oqp7teLZrsnZyxzD4z+1NeFzcTPR0TaV7S7mC+OJSfVKfk9lzdFWh1cfmrrUq+f8lEvmG00d1TP0KwIZRKAwsYziSFW2fmuDaqOv6NZC92UB4w8G1c0Tji+rfT1PW0TrHxCV32xt9u5ztte9DXfPsPWuSfntDrAPMA6QPhnFnUc64AA6rO1mpHSprlRtAMwouzSMNRpCbUv7V5uv+Z20/5tDs3AUAMKTS606zR/IdSpRVsbO/DKm/4OKGUvf+MEEmXSXIuA724E6pL6lkBmaMC8WaZ9xqkcwmkDyhqXlH5ve2+FMH2GbPdAJHMwY4T6PzzlUnk+hiZPjqpeWzHfxHv6RS20IqzusuD4uwU6HpkeCcgAz55dcsA9t/xz98KKd/2DeRfeCVjj0kD110adiOquNkIgStmZ05Nohwaj6pfFhygNwCoBLvA+mmPqFeBKE5kTWt1Fm0bmAx8g8zWiZZzrNcczgGuUDvJebikTg7XyfGpHAa5/nlI/IG8BUcBZxhnjmnWDMU7Z+o2qaL9S5pD2EiwwPzw68+sOfdVrAft+XH0yVPXAlfkl+GmrPUs7sBYzBlhvBGr79jGaxfwP78xRH7cAL3mpbeuZk7gfQPEB9KWdS15Z409lHzitVqFXJJARbyceg3IgHGD8UQ54A9qP+VJl/FlTq3u1dDcMYLzek5Y1KaK5tp57maCp5mf6Qtg/sv6zxoTKJfAP8Dwqr9zwtAN520eCW3jYLP6aeOyfJEhGqGDTivOrTA9Nisy7sBcJw5GmNO5V7iSX+OLRJZRKCqv3mBb6ZNfluO185ru/ljTZaa+w3PY/+xjGrQQFyhtXJ6nxPz4XxYvDvp0ov00jj198NvWZ8EFkfqqKpw3aNylNrYMDRnTsMyo7wP/yTRcyadTbAhSAfHaLFIB8No2KEHVSoADk8xOuAOTz0you5MSlvW8Thfa6FlEWbLTSYTjZ/MOQCaQkzKPDNztpKCsO32FSYc7Q+BA4xPenR1dvmGRuhG9ittI2SDDdhIXhs4wxwgCAAjH/MOswCdI8IU64YbDMhRh7gDJp7tjvSX7LxEkDUDbEyRM6qExxaSAsEH3qBYosDSOtpo5CETZ52kBSLj0wd9Db1pnyskGz7VwBdm6WL7OrxZSI6i5A89ERkWZg1mYhz/dQm1EamVZbS/mz0RXgTX9DwBMev/XM8MRz5f44cFiLGzJvnQc2ZTYE2iRtABEEyDQGm1jlncdVPwT0z1P3uyWMTt/Q72iXOM076MNGRfNARLvKcd089JMd09dnN05bFAEi5dYmKtzsMUeyiaE/ADJIYKUx5gGNEfujPmFADNL9dx2mdQDxMGmg9HGhmQAQvecOgkFz7w3NeNvPNd/VMrasFt6/7jJ725RXAlG1bej+7I1Wvw5bOuHHVBFh8wqH7RiDvsRFgMTlf8oTACUPmBYJ1qJLme/G0z6cWnmwBABzMbKljfULhGIMsp7bb6Hfn2QomRXSKUHxC/AzYfg8/7VmKL2wD9wt/xHYwEs+MXKzv4wYkLBvU6u/pBANcdoCHgk+iwc//CQgJCdnaj0FJCC71ns/1Cbi/erRkMekmgQCjKusMkRKJRHYZc2PYTNe4zIOjKes8HbiMR+aUH23juqCq/HO+ub5xTHHymux8khzQ35Itr4RQtt89F7rqf2W5RfwRzkIK5A9jwkZnXSs9TSLyiRzeORFXUWvJJrQPyWEZC6Rog57AqUpl70V6cTxrAqT5kpR6bcTN7tJyzbW/IxbstH9cepm9/jIlqpLQe8f0up+NbbyroOCQQxgK7qwTqTNh+w7OOVMveOA9bC+7Es8rZvaynsZ5r4wnP7DxyN8gTa0OQ99jj7EKXDSskID2tSnXyoPyg4omDF+WMvIS3Uj3OsL9zhM4OZ91mw5Vi5/2p5Q5S+7ze1eQNf/zWgNpj6ae+iLGgP1nPxQv/nl+O3u2fERTaygqFyGmHau/lYRlMGHsu8GK4DmrI/ac0G3P83Z7y5eux0Hh3Tq3foDV/1Fub+YsNP9fPR298z4ne4fCw86LqntzK8A5LOpVwDy2TQqQtRJgQKQz0+4RgLySz7e4S5+ccVdv3HT3fq+vfLc/sHdMs93t39w4YMtxTwbj9nvtLmla3a5ZY18Pt3llmc+u93yTzs+Yxf1TsAErQmrCcxCah+ASTZPojnAkgXybVj8jwxvcaEm0fMlMyh8h1HSxhb7gNWLfbUWhjQqYPak9WjzC4Ep+03aEHHpVzRgDlQB1HFheQdjTdoCENHyEj0AzZQv2u8INWCY2OjA8FDffiMjwINw9doLl41r0khjflUHaeIQPg8TDFOleuACxFQdF61RS1UgP+UWrRrhlrUZR+z3x9216YvT6PHmPEZHWiWqG6ApNh1x9Q6XdsF+N2UEmOddHkEEDLc2G3nBMDYEsuXK+GsEXXpTGpzMsLRFGATQxThig6FxRBg2GTVtWtC2mv2tTx8Qp5H1ltkabx9+1g1vr1Rzha1PXj9AfGfbFyEUp2k4uUF9lff9Q1rcs2M2ub9Pb5xAopG0bERaaMBiloI6s/HL6iceBC1p+2XZ6m9E+boqDTQsEUbQf1ib0RgGkKQfaI4K8wbMV9/INqNUWWfZ6BOPcfjIjIpJAa2tjNU0EAywRSAgAGtYrrvlP4CnTNewPjwyLd7shwVq6JOs9Tq5AqADCGQFebSbaKD5BaGH1ulaXNZ92qpeHkLl6A0ugm+ATPXZJHfg8BbHeOhMmX8+MhK0otFcC70VVkCYQNc8ZYHvsadBqV+aAorywgVwF38Af0l+z5RolaVdLA148ovjiUif+UEnSeENMTGp9wg0KSe8OSAea7bqrzYKgXcB4OG8I2UF1n9bvzx+KdiQt+rEuMwTVycN4EHzhLdhoL3qaZUJOO0CPVACYfyKf3xy5CaH0okUODSHwDfYdOVnT0D6aUpDChvnam7RBdF5+mJaGNYTnTRhTFI2aB6Xd/iO+U6AseoEDwygzf6DU8qiE9+jea9aaBOmyX/mVJ/e8H1lYDwUAsXFi3tHnyGtEHzW3tK2cRjf7qHsHjiNnnzTWlxPv6cMWpMR2rB/pPxSPsKfxQeF9eA//Ze49FMpeeQRusSlVaFdR4UwwtN+AuZ/OXGXu3r9+/xAU0rINbsvu0dHRcIE6hL3DBixzb3TdjElleRPBSCfTBt9KQB5UaJwG06BApDPT9JGAvLL1ux0165dc9C/1t+bC3snsJ21SIffxyxc57bsP1N+APrDMN35n00PTAdaOQDuaCahEQQgFFcOmDjAIBhDNh9sHOI2LNqEsngKJJemF0x33IKvd2JG0FjR0V42JBGjH5lDATiA8UFCjxYETIxfqJvaEjdAhBOjSNporShP61JeAcukKRuWf5i2xc3/YFv5Gbd8q3t2bFSeOCaBd/0Gt7m/z66OZ9NI8894Z1sZLMi7qaMe0orgNICtV5Jf9ikpL5sgwkl44jdDgQZUYjrjoguuHhnR1liB2JpdbtFHu9zDwyNa09ayye/b582j5c2lLRsMogVS1EZomz4/YYsbtWxHuZz/mhcxfLUw0/QTpQnjzEbF5m/9MNvabL88bWs534YKDtc0WBC5Zpdrfq/VzXu3pfws/WRnatlnvLvTvTwVbe54xvmpNyPTUtAtzXazpZ386pMvTWh1M99q7PPC+Ki8jBmVSwI5tTFCIOYdgZZ6/9ToVvfvua1u5KJWN3lF/eWa8VaLm7Zyk5u+cnOH+k1d2eqmraw/7UbTq6vTg5Zo70FjNoKsCQJA1R8Qfto2en58ffSZviqi+4xVLR3o3tX1bET6L02M6MT6aDUCRafQjeataC5Fo1ZrIuuABeehPd8Yd9jh5sGv8Hz/9bhWN31V7XSfumKjm7J8Q/npKtozpmjftGfYghY3cHhlvgJohEfxINyoQ2WTCxrv1W7H9f8PU1sc9dEzqDkSLiWBdWH7hP/FD/1h+jb31n/2Vp7P97q3cjyr/rPHLftku1u+ZmeH8NxlNLmkcZtGo85+m7ayxb0+q2JfmzkUEA8g9PF5P3ghqNdSnXje6RQUdEYzPo4PzXqnUzZRW7V1NC2WoREqIQhCsay8+I7CyqPDK6eatEYwXsL2TPuvtibfUfPXlrWZ84xrxaXOzAX898Bjc7vnTQA3BXirDyMwh7ekHfhOHHsyVUol1Ccst3hu+E37TSAgeYTfbLjQTzlULj/XlBRi8qahNiONPMorNn/RBUGkfR/64/hJmWgk3xAAtvGlkCD+wn5L83vlj6aIb4rba+Xpn2lh6LuUnXU2rRzhN9pIIK3azbrwUmka7mF6OnlIe4vOjQbkpWiBACrM3/63fSmvycG/To+E43kUoWxe8ut0CMIO7S1Eh7zCEqUlF5M3tAl7Hp0GkyBOYfK6EsCnAfr0Vc0Zry85XCvM0yH8iLdLpw58/9zpTfqxr2MMQS+Ej5Yf+ffS2vMsAPkOZO/wogDkO5CkeNEoChSAfH5K9hZAfkwv1TRPY3TiviFY6Irf8ePHnX26Io9a0nxpWnQ5oj2qCyMghi1tUYdBEOMEQBpqM4SaAtixDRlDNhUw+GxkCI+LORWlq3Kg5UxYNhcwUjYdFnoYQmmnNH92wp04f7XqOXL6C/fepqNu5Mr97o+z97jnJu10v5m6y72++IBbtPakO3z6y6rwYfy0/5M/jIQM9TB40I065gXysU9KeGmHQ7NIANLqhRNZJgzQihFN3287405euJrxXHMnL+R7Tl245nhWbznpBRzkQ9l8nsZECBpSMGj0OcAl29YIRv53ZpubuHKba/5gu1vwYfUzsAT2w+zlZVAJJyETZUL7DIAQYQH9BoYRgZG1E/m7KVvcgtXbu/yxl0h3xj/77RY3++3N5WfBh9vKl1OnpQuNRy/d5v7dvNX937ytbuiirW7q21HcP06PNpd5Nd+gs90gTViZrwxp5Qu/0R9+Oa4CrnHiBc2/aPwfrdLuVz/vN7jV/Xv+1lz0CPOL+w9tm9/f4po/aFyacfl0y7uPdriFNTy65Ny6U9/e7p4dWxHgQHcEqWhhaXOotnh15tbyRek2jTx+0R03T/jeFmbB6h3uqTejvsv6xfyTNIcxH4lmzJcy08BcqTha7+4fUhkPiiN34Ig293pz/fSa+26rm/PO5vJDn2w0Xee9v9XVosjB/Q0CLVRPuZxYeHnSRm/ajHCcYpBdZk6woC2LYkOcCanBc6vvqRCd87oCPmu9fyaO/+ypd2jk6tQL/FYWwGxPRtZ6X4hVBulXusQU4UpeehPuvtLF9nlO+gFocpcHfYW5yQLLWfWMK5PGJKeslGZcuLh38BwWoFL/Dd2007E+bFObN9NGHhIuhAoH8Eq+fDGKH1aogsZxXFntO7u+C3wUGFkLKCvQm3kw6b4rmy9+TgWIPkl3UBEOnlgnM5kvoTU0kbk0+LwwbfsfnoJ8auXnNRa4P6Qrxm95vDS1pZbf1sX6Lf04RQxfRD1Za2y4NL+0w+lrCN4159UC6Nv06UOUIQSfpdlP29nwcX7ujCKNvCeTUG4jPP02Lr2sd1Iy4kRBGZAvafpnCYqS0mb+oUwoyPxpdrQnrHWPQ9rs1306GQIrhRX9Nx64WgtsUBV27PvRRfPkm3TqR/VGiEM4nkHLj1Slk/WnAOSzKORcAchn06gIUScFCkA+P+F6CyA/570tXcKMdAWDk5YmgoVaf2cvfeWOnrmS+mzcus/Z5+jZK84+x85ecfHPl+7Y2cY+q7dEm/44DW1diATDpcU0zsU+oEBlmGAA1hCYRxNHWrMsxDC6CxSR8AAAIABJREFUaPjoWK4W6A5uU5vXFLLguw0TXXwFMxlpFmlDwuVsaW3b6G/Y76dceZjHkIbSlsp7TN4CNdLgwVa6jiBSDsBmGEWYM5hmwhFPR5cJE5otajRNuMBSpmXID2Cuz+AdZWaMd+HDJoFjuUllqVdDSDS3wH+Yt/4/MKSlbm2/pHLfre85fYMGILSBdlnCOW1UCF/LEeJ66FOtWRld6gbAoQ2G2hP7wDryXU8+RZz4E1hxdOHSPMAItLxEf1zM92AnmvEbF++/6d2w5nWeRqIPfZb5mvmZ+w9Yd2ViizB27QMgtWCbwDHMJWHShctEGRfPjdvk/by7l2nL/RSc/EM7G7CqEf1La3maGSCtJ9aFDxII2BXasd3VjjJ3aAU/tp5xfp3cA8ivpZziDxDMI1TVmMh7maG0pWmzPPliXoc8BLSWAdo6TKdABy7+JD1p3NdCM9ERoYAAbdUfsyoIjtDkpV70J9ZTmVuBX4cvp4/a+UCnReOAPH2LOwkgcJz8SZcTTSqfXHhMy8OjbU6f57sUGeDzFT7LRWtb9aU+WZrQAH0KD5+fxotY0I85UmURr818q3dxLmmLJvTtuDDhOwHVlLGr7kb52/SKqcEseoXl47+lIf2KE9aiKbSJi2PfWf5OwhvRlLFow+bxyzwQa1wYXkpG2uOE3+1/2kv1SDIZZ+eHzgpeJbDxSkUxJmtC4YIta5KfvSN16DekzS1aH4HWWXvvuLTK7RFzyW5s+JKQ61+LDtUKd/jwu05+U6Z9XqGM7Uef7/0yd74FIJ9NqgKQz6ZREaJOChSAfH7C9RZA/siZK27WO20OQDvxWbjOYRIm6UFbqvZnrXtzYfAsWOveLD12Qc7rn7B0o+Oy1/KzbKObWHrCC3vG5bSdnzfv7ggHkw8TgIZBuFgDqovJyWJK0UixNvSIB6iABpEY23JaJi82EzAQHJ2TmRA2tWxs2KTB8Ef2NKNLtGCE2MDAZIf2MMUkcYFid9DO5iEACjqEdMz6LzrHCUXi4kqTAnrCtGpDhstGQ3ROcrFR2FUbBksT+dFWHFACdcMyYSsRG76AKcObs8E6aQjVw/xDS23UAGnRnkSjhksanxi12QNZ9VwKp3reqy4gly5B4w4GwJJQ4MbmUOAIbQz42h304IgyQhxpPap/oRFLG3fWtnF31OFezGPUgrUOoSh9J03Adi/WPW+dMCUnTWT12ySXNZS5K1wPtBYg8MibbxEuXcAkbWdAIq2tId3j/ov/yaul2RvbgfGqPhjO8XF1tu8E+OY9HaBLUFESUDpWYx3BVFIZUDYQCOxPP+UQ9CGsom7wTOX8Svcz1KqVr/gCv0QztPz1rRZXGuxKx7qsY/QVXcaeBvpLWSOOP7K210NQnn5uhYDkj6AQLWWEF1bZg28A4vYkJmXifa0KKf1HHyr3N+JTbk7HAv4DsnpFkonnOuRPP0mir98vlMzGkKYNK/pk7WdIW8JO0qB/YFIkKU8JpAiLSdFBRiEIZQBO4zRiHURBgjx44to4qXx6L+EuWtiafzQufD1HHymbAVQcXGhq9xacBNB3C4bnAc8VDxclJPK16fFe6xrfHs9phlNCrbyndAaWlKhk+tOWK8svOnIiBCE55UQgo71u3FqdlabWj0dGbnPnvqwIGGoRcqGYJqUrxlFWnnxn7FN+nu/bf8wPOJVCPjd5t4+bJeQKy1I+TTJ2R+48C0A+m1QFIJ9NoyJEnRQoAPn8hOstgHz+EveukOMW39vaZGLArAuz75mJBAbXSrJhAEMQXIssGwppNMCs/2xweLFLm9cCChk2AGw2NdJqZRMAM6Z0YXh0LFgmWvTNuvZyn9e6WSsQjUdoyIbGlimvXwwRzFzeODoJQL7Q3dKVNmKDwAYZupKuGEXCdycYb/saAB3MMhqN3G2Alor9nsePJiR1qHcDLS0mNk158ivCRODVkLnrvOAE2uuhT0XjttpcBsBBT9Bt6Lx1HgSmrD2Rf5FnOtBZ0KcjfeizjCfGEiAZpmmYt3nY6POONThJ0MvpJ+L3G1QA8o3sX1x+6+k68kAi7e1abTVPG6Gl38i61JKWFDTqWV91sScmgvLkiUAcGoemR+jvZeWMklkJxgE8DeUKweFXp+Xj2zn5Rn5We1xm7GoFk9T2ISAP36tvtbgIuT0txhz3QgjANJ1Q5T3mmR7RKUyj8R3mEYGj0XpsNcMVjnRJjwc6Un/i6Hu/UdUAucJaNxI6VF/8KXAtBFaVbqLb3N7hdIDNK84PzZPSQ7OfPQTxtKdAeKPwaq9QIKHvoWsFRPRJNJahGbSFlyQd5ROWFUFR/8GVuwr4jqIAl//mBY3jxpG984cyhGVO+m9NVTIWbNrw1TZd9lwIWXhET9UvDmyWMlQtpg3Le7amtqo9H+V/cHx0x1XeU8PEkcDgz9M2ufFLNmQ+f5oa7X0ZB0k0i3svoQ6nwtmfii6sxeyR+U+fqEWYS79VOg8MbfUKjb+bHI1T8smbFv2TdGo1xaM59cSlmzWBMl99+0O53HbfHke38B08jfaxh89/myvfApDPJlMByGfTqAhRJwUKQD4/4QpAPj+t4kJyCaJlUv4b/Ggns4DHMe9aQPlmAV0YBJgfmG8YgJBhwwwNGycYNzYa1d/bvHkbGD1pOIkRQRsn2hy0R/agx1QuiYkYjOpNAOVjUZf9QNJBG7u7221ESWsF5kI0q8WVhglMXN54Ohr/iLmcjA0cm2IAeTTL2IjAKKPVDG047qwj0N1No0bl1ygN+RfGdX8/aRQNejIdBCkI8UKNdEwP/GbCRleA4R1B155sryLv3t0eXAap9e+JnJqAdo1grif+gBpNhfw39Au0UgHH42zFZ9UfYbFOL8C/JGkbAqQIhKEd/jy1votNs8rTXd8liLCgte1vqf7m9nJfRpM3q8wyjRMHKmLyQQCbxod14ZXEV/6ipEGelh8nqYhPHFsHaabDj9r3ef0ComX/njzqoZ2UWcK4mPQQWKb6JwnnVGb4bsLCj8aZNQFEVH5KE/7e8vg+/qBIsUbvoxMj8VriAiYJo3LkdUVDlSXNJf2ov1TvBeChI6FYJIygPVVuCxRCD9JnD5O3fMyxdozHlY/9ieje8XubB2jDu1TYe9WjlGJ5fvKyJwCS6mQ1+Inz0oSO/C9lgS8OeTvCQ0vGI7SIy4M+qfHIaWdL87jwnH4WnUIzJ+pLfOfOsbj4ce8QjhAHPjRpLuDkAnsg5mlOw+rkbpqyl83LKqgNnHalPI6gL+E42aF60Wds3CQ/YDv9UfE4wUz5mUNlYou9slW6CtOi/6uPMu7jTE6Fcex/nW7aeuSqu37zduJz4+ZtZ5+5n0WCk3rnT5V50ocn4yCZDu8KQL4DSTq8KAD5DiQpXjSKAgUgn5+SBSCfn1ZxIc9+8bV7a+1et2zNrthn6Zpdrvx8sssB4Nun+YNtkTmbpRvcrHda3ZJPdrolH3d85r672fnnnc1u7jubY8LscEs+3uEWN/L5aIdbHPO8PDW6iC9N64SFGwbLMzzmYk4xELgDhm9xbyzZ716eER1fs99q8YuJjovD4g3TCwNKeREG2PCT3z/s9h27mPjsOnzOte055rbtP+X2Hrvoth8853YePt+559B5t/PQeffYqAj0TmJYLfMT+subwpwXDAG2Q59HR2112w6cdU1L9pWZuTi68e6Vmbvc6raTbvvBs93ytOw+4TZsP+La9taf57aDZ134fNAaMd31bPyguxjAqR8e6pB2mNfd9n/Npj3u4427ys/W/aez63igRGPcGp8Nu067z3eccq37ztQct9a8elv4LftOuw3bD7tNO4/919W9J9uCeWX99sOuZc+Je4buv5wQXWpnNTnDNSLpv+ww/+/cPV1Gj09b9rqPN+wqP617TzYkr60HzrpGP0vXHnOvzt3j7h9SfcEwl96+Ome3W7L2mNt64Ezqs3HPaTdoyT7Xd1D1yR/WHDQ20TRF4cCCKP2HtLk5nxxOTZd8V2865FZ9vte9lfBMXbnZjV283o1fst7zkphFHLe4+0B+XSCaZComqR/qvU4zWpMdSeAYQDq8SZrJCMAqzKAA4KGZCt8nkE7mLkgj60LX8sm64D4k+FriA2JlAd2qo3WlVAIPRxqkBbhlw2T5AZiJxxMHumG2EXOGfM+rtEH/VJqAhXEatmgoy7yFwvo8yqD3nageze1lLfA44YnqJ5MhceYvFSZ0qa/NW6Au9WS86Rt1EGjo3zW1eTCUPBVHYe8fc9xJ+7pDWzS3l9spjtZh+ex/8enkIzMl+AFmFc5emsq3Cn3bvHAEQRP9uM+g6AQxmupv5DC3ZMeQTuSqvrjsheLqQ5nVLjY8+XL/hk1XfoD5AUOjE0KcChiQQwsfcz5WcMRYQNBiza0AGrN3s+WBFqIdLgITna5Gmch+y/Jzuow6vjC+4+lXxr9OmFg6WD+gchwNla8VarAX5jQA8UPhjj2JgJIZIL3SCF0Ebh2EY2+0Osym/X3Get9GutOEvJjzoCGAO3tN2tffY1Hal7MffmT6V4n5hfnrv8YQAmwEAfRJ7gDLEmZjno1yQQ+lVYurk2WvNh+Ig2Q6vCsA+Q4k6fCiAOQ7kKR40SgKFIB8fkoWgHx+WvVkyOPHjzv79GRZPtj+hV9QASrzLKTY84NpYmOko3ssyNe/ay9X4/ilm25lywU39r0TbujKo278Byfcu1svuXNXb7kbt9rdwXM33I7jX7tD5264Yxe/dXP/c8b9ZtoeXw7S4nlx6h4389PTbvvxr92otyubC3237j8WHnT7zlwv55/k+eGHH9y1a9fcjRs3koLU/X7Me5HtdmlK5KGlwuiYYd6LzET3kW8dK5f30te33fLNF9z/LTnsnp+y2/1q0i736rwDbtanZ9yBs42vbznjBM/Nmzc9rW/fvp0Qov7Xv5wQHUmGGRUN87g6iUDfufhV48tVf40aE/PUqVNV88qdO3cak3CRSgcKtLe3+/59/Xr2vNMhcvGibgp89913nu5szO6V38J1kUZr3jXYznXazNdyMVqtdDt79mzVvAJP3tt+2L4d/U71/SkAeoBEFthj7h/59jF364d4W7nwEc+Mj8BPwgIeAdQAEFqeQ35A+yHLDri2Axfc4VOX3eHTl937Gw+4KSs2u2krW7zpAe5Tmv1Om5v+VrWZCAFgvcntLCAvADIPIK9LuVGysH06r98Ce7RH2kW6sr8OSBimT/sSPwQHw3DhfwG0AskjPi4S4oRmeMK4+g8gJyA/rQzKqxaziKHmOfUEqOcJaQf4CZDn+7U3IVINIsq0Dycz47TuqY/VbM7TpoCKEuBIsUanItRO+q9LeBEIVAHzMqHX1OaVLSgbQhaNVzSaRWu5OlELWKp3eVwpcwA+ykSLymXjK29Py5Ktd/y81yW48KLqdw8Pa3GclKplHnh2TASEKg+55AFAzLogmvpvRpFKawaa2Nw9oriYRXpy5GbXb1C0B9N7XAS/to7WT9+UwOi+YbvLduFtfNvHeU85rWY/4LJX+Cq1J6d9bR6ZfiNoedGcfkW4oFM/5Mv4QZjCWKXt1P+4oFjlpV38Za2TL3pBIGHt/QpWEAst404DhH3g/jePecEjgD8P/Vj9SfmG//Ue0FvCS71LcusBxumTSs/SSu/6li6YxpxZaI7tyVGR4EbjNbOd5peEfCX3oQkR7/PKrH25WIoCkM8mUwHIZ9OoCFEnBQpAPj/hCkA+P616MqQF4/H35O/yN5ULXWrVitIRzX8urO929rDeP/3k3Le377gf8QQ/yvnRjstu6ken/IZ64ocn3dttF93JL/LbvOtKQH73qUjTB3M9cQxaEqPChkyMT5omheL7o6FDInCg7chXAZV6z9+uBORXbL7gaRZqpohGSa60xoasPNp7CNXAkhSAfAOJmZFUAchnEKiLPt+LgPyX1793fUqASRyAlDSfSTCL8LUrf70NkL987Ya7+OV1/1z68ro7fuEr97vp0ck8NDoBUx6bUw0oopnKe9km51TCrHe3ecB8wertbsVnu92Ut3eWteIBZUJtSQBEQCTobgHNLO3sWoC2ng77eMl2fq2Xc6qPCtjCjF9WXXR5bhyoqfSSXPggme3r/2Z0MWTavTBcoAyfBcAbpkldxYOFbR6G1X/sRUurVOCzTqsoLYA8AbCKZ92Hp1wqg/HqT2k2s1XfWvhLQHLoqzKFLiAgPKjKFQkV0ADvaMLHa+KWAFPVWfHkSjOdfHzaM6+X01YY2s7vHUpznoBp4kjwgCCN8ADXZY1p03bQn7aiftGp1MiEDbQRYJrUr4grwDSv4ETCDUBua26Fi3JVL7niM8vlGH3EX45L/aChwuEqzIvjk82shOMIreUKQFsBkkPQm/yqQHnuIiiZVrE0J1zlidJT37bxEWz60wcTz3uFLIQSAveJT11oL+rFKRbGmtKJ0q+Ulf98I77aolKGdBOqln7yay9KGs+NjTTkAeMfGhrVrS+nPqbE29tX3FBwa8sT56edH5/3Q1V7Uh6Nof8xFwvHxbfvKIPVwCcNawaLsKoL7YwggTGCcMELDyZd9G2IQFQ0yeuq/rY8vm2G7+kgzCbMw8Nb3V+mb3aTl29yz42PBDp5Tf6EZZIQ5rXF+TCEApDP5vQKQD6bRkWIOilQAPL5CVcA8vlp1ZMhexMgDx3GvBtpliUxsOEiyn+Y4D6DoiO6rYev9SQ5c+fdlYA8hRi2ylyok8MeMJsHMax5NQxgfGCK/r7gYO5690TArgTkqQ8nKKBDXkZQ4BVxTl3+ridI0uV5FoB8l5O4nEEByJdJ0a2eexGQh4CrWqMNNaAboFTcmmvfcUKNuYxn08GuXX+zAPnbP7RHdmW/+97d+O57923w3Lz1veM5euaK27r/jNtz9IJ/9h674E3HYT5ODybntuw/7eZ/GIHluItkau/jHQ6TLiFA9VRJSw9wJ0upgO8yM4J2n02LezCiNeVoJv1pC9sG3X2RvC13I/0vjddFq7WbIBCYimmIPGXShcbQPAJVq7UnbX8P/QKRABZpU9LgjpwkTeN/zIhsyAMahmnxX5rYgINJGuCKh+KEgFSAdL2X6RkPdsqERBP3KR33ghzAY8B/eBHF9/1tzDGfJ37iKr3Q7Tss4nnStJXDOPovkJDySijVb0THvABUpTVMWRBkKQ1caYZ7eg/e5sFH6kN7AK5ZsyWE4eEd4HwEMu4vC1L4BqgpEF911ykLAaiY8lJaaMfHC4va/XiUnXbGOMC7Lbv12zTZ9yTZ3H5sdrX9eGsmiTrbNOUXYE+7q9z0KfmtkMYq5HA/T9a4oR9zMazSyu02tfnLwVVGBJYSnqnu/UdGJl+wAa90KTd3iGnO1HvrShAQ3y7RmJY5KG+ypnQixaZBuzEGJfgAHBe4rzInuQhmVBfSfK6kIS/hIvWJM9mk9HSyg7HhTWRNvewvlaWvAeSjZGXLyp6NPqv4uPQ13mk/R3mgHY+EbTYN+b3QatZ1by5LfZfxp7TpK6IJcTiJEI5JhdWckvekNfHYg0roguCLNS2kFfOrTpWo3Lh/nrvfLd0Y3QVAe6kctbiaLxZvOJeLjywA+WwyFYB8No2KEHVSoADk8xOuAOTz06onQ/Y2QB4NvYEjSzYNjRZK0sLK5kmMB+Zk7pZfVwPy39xsd7+eFGnqwRzJ1mkcHe0xT5gbNgVpmk8wZjBvhH1g2FZ3upeDyl0NyB+58K17cFhktx/GGaY6js5snrUZhXZrdl+5W7przeUsAPmaSVZ3hAKQr5t0nYp4rwLyEIWLzZij/Bw/9kSs7Vls8kooS7glG865O3d+dHd+tM9P7scfowfw+70N+/3z/ob9LnoOuPc3RM8HGw+48Plw4wE37/2tbvySDW7i0o1uyoqNbqp5Zr7dWjbFMnVFPvA1C2iq97tsgwOkpq2fdm2IQMfIPjWa0+QtkyYATzZsll8AZQjup9UHG73Y5/3b9PXeTnDTnHWZQFxaeo38RrnoV4C2eekpGnkg+o1WT8u8ZUKblfzQ9FQ6WS78ZwUEjIRX0tT918x4UBOgHsCevARAhvmIvyIM4GCoLe+BqfGny3mTpwUNJfQHQCOsTY80wwcQSxdaAnrynThhufRf6UeAXfWlpgoT50Iv5f3YrOtlAI531myI4kIfgfIICAHaARapK3woQHSt2sTKXy59BR4YoFZ56XSQzOMAFKqt4O+05yAN8qfPQK9IyFABTekbaWC86gmALBCUNEmHtsOMBq4FphkP0tQnLG2hdEJXgjropj7gTZSUbJyHNNe4+dkbre7Vacn3RXARKWFUf1yBqX2H7Sr3S97r4TuCgbCM/Jd2MprZEagd3aUgTe2wLxIGYRCnCogLDegXmgPR1I7LJ+7dI+ZUyoCJF6ri0a6U3wtYEy6RVZrkH2rYT/3giBu6PDJDhXAnBJgVV25ZoJcBKqtdy7Rt2uIB8qSxYOnBuEEIhJCJ9qc/S0hBOeweBSGVyobLuFOe1Nd+s35LU/qb/Rbnp0yygw8NbXniwiM8Ul3V754au9P1Kd21EvbruDTsO8Yf9fpZU6u73R5vQi5kFgtAPqRIx/8FIN+RJsWbBlGgAOTzE7IA5PPTqidD9jZAHlpgq12LPmAyGwS7eOKHyYUJk4bN/zYfcO13OpqX6UnapuXd1YA8eZ+/esv9bsbeMi1hLrnoic0HNIV+9ijiK7P3ucdGR+AAdC1vfuZ85zfEMGBoJ/QZFIHPA0Zsc7tOfpNWzV7xrasBeSrJHQS/mli5RBgwJdoonPE000aHfo2t38/23LtgPPQoAPnu6/oFIN99tLY53a2APFbYklbKs5e+crsOn/fP6FURGKG12GuXjjrkTR5YQApgRmByXvCz1nAc+cc8Qh7zI7Wm3ajwA0pa7bWCAYB/0HjA0MiuOy7/WadDviftPyCGwInQvm5YR8BiTE0IVFMb42K/GRu9w5vTTb0ALL82a73732kb3F+nR5f+hfl09r/MYdRyYhK+hnr0H9xaU38ZNm+du39IBCACSqXRmm9WGcSGx+Y0+f9lajKgKZv1IdBo83xw/CmfjtqGtgWEsjak+UbeIdAHvfhm+yLlhTYCjuFJ4FFC/lpasDIpYsskv0BT5a/3qW5ze5XNdfqrNGl9Hb1N+Ksd6A4IaEFCH9YAvfY/YB5pahzwDZoRn3pS7oFTL0dAZAnYV5kFWAN+6x2u8ibtyphs98IA2Su3ZZD/Z4NLfPLkag1mm7b1U0/aQ/GzXK9oM70jvWyaakvaXSc5AK2t34bXe/KGT/3PtpOube/pqmfo0ugCUcKU+VqEBCWzKICrpMnlqmj1AzJnAaw6JcB+RGUGbMe2PvlIQGLLGucXsMpaFfc96R2a3KI3tFI49pkCivlO2SSYURjAYZkGIoxOVeB/YGhFOGPHouLGuQL16atx3/UOISVj1K7FqgP1D99bUF5phK6tB2lV+nt0ukCmsPqPShbWKU3Nw54OY09UCQwVBpe2RfufcIzbPAIs4tk56L5h0T73kVGRMh9jnvFk80ny0zelHf+nufsti5fqLwD5VPL4jwUgn02jIkSdFCgA+fyEKwD5/LTqyZC9EZCHHlxoxoWgYjD8BTj+UrODHY4scoHanR+TIIaepG5y3t0ByJM74Mvsz7BXW9FUEU3lDhi+1S3bdN4X9so337thKyNzN/oe576x7Ig7f+3uuMywOwB5iIdAqPnzsw5BRRzNeIdJpgt3Cd2Se2/2lwKQz6ZRo0IUgHyjKJmdztc3brnrN2/75/LVr93ZC1+4L699E5lJuXm7ZC7ltjeXEmcyBRMqx8996XYcOucOnLhU/Zz8wh1MeNAsX7h6u1u2Zpd7d/3+8vPe+v2uw1PSQp//yV43aNFO9/K07e65CVvdr8dvcS+O3+QB1BAofXPBWvfmwo4ALFrKvxyzqazRa+e1foNbHMAiQHmYXiP+AwoDDts88ZMvFwkOa+6afOspu7S5AQKSNv5p7wXsoZVKHetNhwv7iJ9mS/6FcZEpGNEVMKLfqIMeXBMYxDcAbcD2kB7U9VnA/BieAhMWjewTCGIohy/P6MOxdpItXS0IlKbhG9ZJ//85c325XtAlDggE6PEAnrE7/oQxCygAFy1ipRu6Q+atczL3kQZ8A6IDTFqQD1rAD5NP3Gk8adkSDpMllj55/NISj0tb8QG1SV8PYHYaAAaIKWBTSjScsBH4KkCM9AAO4wBcALhqkxsVG+MDp6HVH/2X5q5M//AejWKVPXRtuoDK0C8MI7Ce8gESo11M2wCKQgvGXZ/BEahIGBRfAGDxAzISNkwz7j80Jw4P7VvOt6nN153/9Je0trHpSuDhNaInX4rSHXOsXDbysOERWpC35oHQ5BN3I6h8AL6ab6SZTjybXl4/dPT5DtlR7ie0o0DluDZJSltxajGnRH8LhTgIR2jngVMuVwmSKCdhqauEEKIJ86j81q2FLjLJUstlsgjk1N/IF1Db/ldZ6A+8t6A3tGd8iG42bEjjOEFfGMb+l8kkpemFgONO+j5M3wvnNfqpjZ/l13yPspnK329wNA9QV+qWlgZCIwmV7hvc5q5/157NBJZCFIB8NqkKQD6bRkWIOilQAPL5CVcA8vlp1ZMheysgL5pgz1Y2urWoy/2/JYfdlqO99zJR1SHO7S5AXnnfuNXu1uy64riA9vUlh92/lx52Uz465dbt/zL2ZMHh89+6WZ+ecX+cs989OXaHe2LMDveH2fvc9E9Ou/1nryvZu8LtLkDeEmPHia/dW60XXfPas17YsfnQNUcb/Lf8CkC++1q6XkCezQf9lNMan+/70u0/cz32Euvuq0n35LRx1wkPbgNwhw82wuMe7IePWxxvgiIE23r6PyAmILrWyTj3/sGt7pWSiZQ85R21IDJtgiY05k1en911YPjfZ2xw/QdXA/EAGoDUAt2oE4AwdsbzlL+rw8hcTQhwpYEB9ps0E39dMpsC6Gd5DVQ+AAAgAElEQVS/5/XLlAHpxNVZGufQDzA0DrAACBNIQTgLLP9mQjWYjykHQBrKK0BE/a1RpyYAyQVe0w8AYSxABxAMcCbAl/zTBBJxdLHvwrGD3WbAHWhigWPyiUw6VJts0alDbGzbdEO/hC8+HX/parxGJ2Cb1ZxGizmtP5RBXG/neZezwoK0eHwTwEV908Kqv3pBkrFR7zXup33p2wcQOgKrKwoe9BedIAB4x2yN+ovS9P+b2nyf8iZJxqEpfagKMGWcCUB9ZHpkIlBazoB86tf28lf6J8AxJjQQtGAORiZJVAbcJLvXXnu8VFcb3vrpH9Z+uUx6MXdlgehoI6tO0FH0lxCiVuGKtMUxhePbduI5T2tooHkCoYXywX24JGixwPIbpbkeAWlU1wjwxJwP45F3mMTErQV4tvkyhhVfafIumvNby+1p4yT5VQfSCzW8k+IIaL5v2O7qUxtG6ER6PCEIT78CRKevKgwudNd4Iv2kvMP39F2tczIjFYYJ/3OhK2OLfCXgs3cCROWJ2kplRKin/qZ3ojf/Na5sXprj8wqYiIvgzd53oLzkip7MrzavPH7mRqWj+x9+MX5n+WJ66se4tQII0iUeY0B9DXp/uvtyTQxoAchnk6sA5LNpVISokwIFIJ+fcAUgn59WPRmytwPyos0XX3/vzaMAwB88d8N99/0dfbor3e4G5O9KIjWo0D0ByDeo6L06mZu377idJ752n+y67D7eddltO/a1+6akYRIC8rtPfu0mrT7pXpy62/UfssUfh35m/E43dOVRLxTq1RXtpsIdOHvDzfv8rHtt8SH3yqx9DjNcEz44kUmfWgF5QHiEctrIWLffkC1u/Psn3Nkv747TL7U2zckLV1NBshA0q+c/drjRIn6jB+xxAwL2K2kU064AVwBQgKyAEwAEgG1qczSd66ljV8X5w5RIQ5zysfkHkAg30wBNMmVAuKdH93wdBFYJDMkDJtgwgJOqC269wD5AI/EB3sM2erF0SSpAURY4SNmoC2nx0J8lLOA/4FPchX5oQguEJNz/m9gYgQlj6YnShbkqE0BOeMkhJyritPpDWqT9Jz559Bm6s2qsKF9cTDZIE9u2I31V4fKc4MCsjTUbBJgu7Wo0fD3wXDIFQrpZAJ2Ae8A2CShI05YxyW81atOATAsYAq5bAYDqHudSNjSRoRvf6Yde2FC6cJR5aeD0q7EgudIDnKZsAtLDuuk9oLy0bRkToSBF6cn1JzvGCnCO7OeHpkmgG+1b1SZNbQ4QF2FCEs0E9pIXGuXUXycAqL+fz0pmjqIw8Vrr9Pe8QCjpq87M+ZRd7cR6oNMD9DXbHzQPIaxTeARUjD/RSmDxz0sXGNPXSEPfVTebbpZfJwPoAwJJAeR1geujM7+uKmdWejp5QZlU/7g4gNbc+6Syc7kwbcJ74tHWVosbmkIz2hDAmrZDgCOgWungUidojT8S3OW/KJpxrrTCNgrrgVkgjXUrSJMZIJ14IT2+8wgE5x2gNfHVX3iXNM+IFlzEG5Yj678XsJQEOF4oNPmiNzujEwFp7ZSWtgSgtEnfIZHQ4ZNdV9xDwyOTUaIj9WP+sPXk2/1Dt7h1+6/Wykq6ApDPJlkByGfTqAhRJwUKQD4/4QpAPj+tejLk3QLI9ySNuiLvk5euu7YD592e41fct7fubuFCV9CnkWne64D8hWu33cYDV917Wy+51Tu+8FrPt37IdzFRPXTm9MSwVRWtNzG8cjl98UnbEcfcsn3vUff3uTvLmwuFCd3fTt/rdp7o/fcR1EOvrDiHz99wf18Qf9RZdHp8zA734fYvYpOqBZCf+lG1XWI2M2w60WCShpXypD/da781bYc7AJVp4Fzeb3+fvt49M7qjaRcubwQwRqs8b1r1hsOet8yIAALFAaba2AK+STsuDryttwydiff6rArokwfAkJYn/RUzLJ3Ju7NxAZ4pB0CQaFyLK/AbUzykA7BYS3yFlY1fLii1dZJJHdIGuFD4LFcA70Mlu/ZcrJkEPNq0bNt0FiC39WAcIUS635gyAkx9YuTmuu8x4GLbP03Z4E+VPDpisxs4bHN5HEErgCQAOvxoe6YBjgI0nxqV/4JhwE57coE2inswicK4tXSWn7JJk5q4AIWcIgD05n/aZfNo0Kv/EZY6KN04V0AtYfsO3e3pgh/hCP3FnyQYust/Q3CGhioX2tu0JFBj3YGeWntwoTWgP+ZT0ArnQdOeNADJVU+0eWkbm64VKlAmxhHgImmiQYsAIQJPIy1vzOdYrWDA576DKvSnPKyPANjMqaInaQN0yl66LUOc39KXuJ5eRtCid0mgJGUgDIBoHtviohHtTnmgk/KAtgK9w7QAawnHGNcY5m6M50tmrqTp7GlfNjOz0+chYJS2iqNB2jvRh/4jEB6t+7LgwNh1T0vHfrOCQerLmsL8SH8gP9HI04V+MCgCc6kbdQeYV3oA66KZ6Bi6th+RPnElIIVuSiuvK5qQD7TlFBBtR3zGjKePuXOAvqrvhKEvEReaqi1VZupCeIRJ4gP4xvvwTglbXgH/eQS6Np78EqBa2qpvJ81tipvk6sQNJyMk/Np08Kq/J2fEW8e8ApDqbV1M1DQtO+Ju17lXKgD57N1BAchn06gIUScFCkA+P+EKQD4/rXoyZAHIdx/10ezH3n0ouYdJwDRMEuDWfSW8N3O6VwF5zA39ac7+8kbLMpv433z3uDt9+buGNuqiDdGxZ+XFhg+GGs2vqg0OWpULdrlHR0VaKn0GbYkuxJr5TQRoNLd7wIDNNpt6pffxztqOjTa0cj2Q2JpdFVu8fQdv85qnunwOkAUwQ5tkaDT2vRMdSpkXkLdCFEAXuynSZgcQR3ZhyW/JxuhuiQ6Z3qUv2vadrgIqLdhXj5+LLwEI1X9xMeNAm8kuuL4BuuXRmq2nHMQZODwy85IHzKa9ARe1GQdAxDRIvXk3Ip7sxTOfqD9muQIa0DLmUs5GlKOeNNB0pp0BBLLKHPddQMLvJ0XAPsBfXLisdwInQnMx0m4HnMlKw35/vLm9CoSsBWwTIKTLauuha1ocgPQRGRfPpsXnG6ZtZA5H49S6aFOmAfCWVtLyJX6WuZq4ciEUIC7AnkwGAR6jiav//vvgbf6ECOMccNxq56L5yrqhcgFgW41Q1muERowb1hZAS80BpJ0ECCs9gWeERTiDi1kYgfR5zU54Eyel+MRF89uuc4wHgFNoSlgAUYHB5EmdQ21xhBDS/I3oFZXPlzVGyOHzLdmLt+DnH6Zs9PcgWGDepiFzWtBQdMnjsraSDxrlSo/y9ilp9Ub12u3NxsSlB4CqeGgVoxltwwHG0n5qT2gkoSx9hbjMDzLtI7BeacjUC6As7wDlfZzBLe6BkgBMNuZZ2+Af+E5+hNdcDB+oNPO4jC8JOmhv5ijShVYqA3XJk5YNI0DeAuWkW/XYPjjnZtU4Ixz5QvcwDWgE30qfpa/pUlHi9B9dWQMQeCgdW7a8frVlVZnDOpQ08DFbY9OVYEMAO/2DsR/WReWj72TNdZW2SRfa2XLIr/kxbEvxm4xxha3F1dxDPdXPw33EvtPX3cJ159yUj066+WvPup0nO6/8UwDy2ZuAApDPplERok4KFIB8fsLdy4A8lzd+9e0Pd73ZFFrzXgHkj1z41i3ffMGDkENWHPWmHtDw7C0XaM5YUzn+DQOEdg3aBp7JNnYpfz9zrzty/tv8A60ImUmBew2QZ/4ZviraYPm+NGhryd7qcc+QSotFTHyjNJ1tH45MFnS8MIkj3ZXNbbQhRhsu1GQLGW57xLjtyN15L0RmRwwCcKpBbcRGB/ArpIv+s1kR2DD+g2pQPg8gz2XDvq/kNFcBGKKycf9BV//2HbvoFny43c16py32mf1Om+vwvNvmZpefLW72u5VnzrtbXNwzdWVHzdXVmw+67QfPlZ6zbvvByrPt4FnnnwNnXcueU27DzhM+HJe7Hj37pXtxcnT6A80vNrRhP+c/7/sMigRTA4e1OC50jAPkOvPuj5MjMA/wTX0mjysQRm398LAWB7jcmbLUE1f2tAEg4gRFaXURmP3UqGqt8HrKUW8c7PZ7Gja11Vx+QBCNbS7IlWClVo3BSAs2mnMxm2TrIhAxBDHT6KpvurARAErv8roCEXuiT9n6x/mtVjogIoAimtSA2IC7Aq74ZjVP4+qOeQiNcS61jcsv6135HgIu3YwxdcGcLHpqvMoFIJQ/nIOkAa8+pnBxLqB3aDuaNR3tcoC0qjiGb+3/5pGyaQ/4j1Dz2tIMWsn0hdJj3MM3VAH+McAj4f1aabSXBTQqrfvHHPftp/pCM89rD99THmcPT73SoS8zT5MGlwhL0POvmev96QkEXMxRnGbQxab1AogVAPJiuQz3jahWrKA9seMOPeCfbPuqnrgeGB62u9xX9Q2QUtr7AuD5NqBkRx6/TPrQNtFpiqgPSdAg8F2nrhAklEH4pi2+7DKH4tsb4Z2/5yNbsGP7g9pcp4IE3ALSMzdKUEP/sPHS/AgORQv6B8JntOPpO2jdkxb1VB+xtCCuTB8pjbwu7RGWS22HYCn8lvbfrgukEfWDkjCnqc0L2pib48aa5g/aIy6PiCbflIV1VogXF17vCActktJVuDhX7fzg+OpTZBp31CUuXtY7KfRAB4HzKCt19a8A5LMpXADy2TQqQtRJgQKQz0+4ew2Qv/jVbTf3P2fdS9MqWgosTE+N2+nGvX/C7TvTPRdd7jn1jZv68Sl/weZT43a4X0zY6f42/6BbuP6cO3Oldm3Yux2QR9L9l3kHysxXHOOEZui5HrKJfPbSV+4fCyrMNkwHzG81k9HujyJLk4mjdJ/uOO+IWzydp8HR05fcgaNn3fGzl+8Jev5xVjQHAQBo81Tdn9hg3SxrizAmZn58vFN1X7y2Yuokj5akNPryasxRfgH5T43d0amy3g1j5tDpL92Ako3LLBMBals2qhyxpz2XbzhdptGp81/6/n34RPycsbq1ctmY3Xgq3SRXG6VHR7Z1uOh08Uc7XPn5eIdbnOvZ6RZ/XP0s+XinTzsLrOrK7xOWbnTTV7XEP2+1uOnBM+OtFjfjrVb3izGRRjqAQWiSIaQpmooSlGFeo9H1eWzEZt8vagVxKadMDQg4oH8lXQra6HIrvZ+Xyl/Pppw+TZn7NrU2nK4qXx6XUwaUo1azNZr3niyZOQH88/UZuitTY9H2M2kHYjrJlheQn/TqAVFIX1qq9HObXx4/J6DIu7fdVaBTLayhCKXi6sKYFQiNwO3BCWc6jHMAfNGdenbG/FMVIF+6CwCN5rBs8I+0iYTYfYft8WEERiUCl83tPh4ALcAk8QH5QzMv1AOgEi1oAay804NGvOiiNYJvAKh2DvFa7pMueODX29qeyCWqFV6YsDLxo7TzuPDJpE19BdYqngdcx1XWO9rG0k/le2TmN1XvFUZ8y+9S7j7gImnyy7tuK225ygOa6B18nOpQr0ubQROlSz+Rljhpqn+EZWf+VDsTRmXSvKTySNirtrfa7NCdeALxiUPfUFpJrkzScNrCCgsFiAPiCgT2aWZcaOzLgGZ/iU/iFEhc3git1HegUVwYBFkRDSNzQc+OaXF/mLLZPTGqxQttEFTcPwSTdC3uV2OTT6eJjhI4xOY1v6N9eY1vaclDizxxEaip/llCI5UtHCdp+XCygraoZa22/UKnNpSHBDD0K73L6wLCUxbdY6BTiccudr1SWwHIZ+OBBSCfTaMiRJ0UKAD5/IS7lwD5xRuiTQUTvx4YO0nX9Q4TEbe+7xrbzScu3XT/XHionL/yDN0JH550tdiPzgPIt9/50d2xz48/ujtVz0/uxx9jnp9+cj+Wnp9++snxtLffcVv2n3H/2XrUfb7tWNWzdtsxF/tsP+bWxjzDllUup2MzAHPHBgPAEAZXx7ehUd9BbW7q+/t9Ouu2H3PRc9yt257z2XHcravheXf9fjdxaXT0lfzpLzAeWYyGtAjQ0ukKTUq7US/8a6uAi7uBHjI9APPaUbDTkam3G7167VhjGkAXRTK+svowGyvNS1lAZZiWQMtXJne/lm53tr829Wg9hTRI+4+mIrStxQwE9rWJU8umS2WQkBDtwO6kT2/PS6ApQEYHjdSYzTX0fHzu7bJmaCP7N2Zz/HhranNPzE8+ZaE2DV2BpvQPP1+UwAzsKXdXO/QbHAEatQiMbD3Eiw2d13NzOiZ/NO8BQNjyJfktUPHPGRWTQRJQRPNDdptaYPPfs6u142U/vh5AnXKjMU690DROqkfSe8WtZb7q6j6nsQvIHqddauvCmLV8JHTwwPOQHR34/99M6Nw9BtxDQfpo5HOJJX6BoLZM8qMBTRjAN8BDAVu8q+USTJ0woX0F/vl0zX4nKsueMg8rsJA5gzYWyBwXr+O7SKgs4aEFEMlfD3WHpweQhY8A9NU4D9PEvr6AYn0LBROkoW8hKCiaAmYThpNCSf1Ql/7WaprF59HcXq6DXTcAjlU2XNqE8UqdePADljPOESAxT9r6elqNPeHN0QCUUrZKem3uZ6W7BHgnpSDsm3M5scKRJ/1ItNBpDC46JQynGvgmEJfTFBrffNf+RvdY8I5yUF576ol6s87Y8iNgUr648JBSPiivS6X+SDmVV1Wc2d/6PqL6JAHY9DsJIKCrLZtNT360yUkTs2hNc9fFmp2TqTHGheLJJX0JguK+K5x1peFOvgPM6UhAfSu4sHHwW36fsRN+D/+zhxC9EC6G3+P+23kG4V5cGPtu4LQrZQFBkoBEfCblt3Gz/BIy0acluHly7I78QFUnQhaAfDbxCkA+m0ZFiDopUADy+Ql3rwDy2PzWgiVpvV0kYEhYZMU8cDnh1Rs/5CdUjpCYDOgzKGJi2QyQH4sijAJMJswMTIvK+eLUPe781Vs5Us42WfPu+n2JjGkSw9od73WJGnUOGW/bPjB/ArkJ+9duuFxP9bcb9FqOK2qDxNFYpVW4PQe09Bbac3xaY5wjuLafp/kF1jwyPHmTmVZHARhot6Xlo2/KL8+GQHHk6hIsNH7TynS3f9OlhHEbS9EiydVGNq+d4gdLFzLWAtIobwEF3QnO3g1tC8DIWBSoJHpluTpKT5s0qp6vz47mhTTwLq1c2mALYOK/gK9GCg7S6svlt9Azj5Axri7SjMs7JtLK0plvv50QCb+oSxa4YMGTEMzF5Azal6RDu4aAlWgAOCNQgrB/jjE3BEDv06nD5Az5eHvfpYtBlW9eF0CbvBG4dIaujYz7QImutYxdwB6BatRHD5fdIvDElElny8j9EkoXvlXgOHuMJHoLeFVfA7QmDcqaB2DTvoF9hQBipQnIjWk66BQK1i2QJyEaNEJ73gP7g7f58pMuQC5atXwTLw4gausUCZqjPQ7lh3egz5MvD3mEgLzmKNHMu01tPo84QYv4EsJZ4NmWA7/oPjTBtBgKCpzGIZ1a12+tp+HJQQGwWtuhmzTdw/LpP4IMlbWKBqZ/5n0fAqsqz/+80eYeb45sxZMW4LIAav7TN9iP4qdN1VcRNAr0Vhnok1YwwHvm7bi2oo4SjigcfcfWl/ShI4/oprzk8g2wlj0i8W2ZEHbKrI9omuQKMFa63HeCaSoJP8UjM57i0rB1QSMfGsaF450EHuQlAJs5uLrsh0qXHV8pt4GlgU4sJOVh36v9iP/YnOrLl204+Sm7nQsREjD29V0udxww5kUz/PoWuvQjH66pza834fe4/xpLzAOUSfMWtuK741cA8tlULgD5bBoVIeqkQAHI5ydcbwTkz33xteNSt817TvkHm7BpzxuLIg1sLiRM2hBpoYBBRdrOovLi5B3V6e495Voynta9p1zcs2ztkfKChu3BtEtX2JxJw/SZsdvdhl2keTr1Wb1+p7MP9NHz3vr9nd5kdHaTEhffAt1ZR/LUPmI60Dzvyov1bHllozRNYKDyWddudjhubtMs/P+9wDygKPMLfdn2lzx+Mev1aMnLFMPDU/JdusQmiHJmzZlx5WZ+84z5G61u1Px7s60FkGF/NY4GWe80l4UgXtzcMLwE8rCRzUo37ruOBA8cdm8LSOJol/ROGsf1tp/G4msNukT1tVkRIA//EdeGWe/Uxja+NsicjOmOcVgB5KsvKswqu77LlnFnAflRC9Y6wHDGKHbhk/pA2vsXSyYtmMeg6UMTz3uNZdZ1hGKcSBCvSBgA3bj0AHkfHR6ZwSEc4BWgEuMfwNKmwQWUr8aA8aQ7Yn7pBAWAWnP1xX+iX5orwUES2JQWF01kX/ZBPWtOSPRFIcO3Sx3a/tLA5IJL+DJOpijdRrmYG6J8vo3HRqZXrBmRkNYS8HlAvQTySaFD6cSBbIxvTN0QBg17AWqW90wy5aMyCOAm7zzgv+YU8sSvdORabW1frgxgmTTY8wB2wmt4YNdoeCtdXEB9AfhZJz2kGf76rMqJlbB9WXspo50zbX5xfsBqKW6FvJHmYD/GR9s9X2SypXK/THQSgvEvGgGIak0BZKb9ASf7jzxYOrkQCToAlXkAU8mHsMxFEsSozJRFtCIt3ounQ3DCf6sFH2naR6e3icd859NqbvdCyQgorQhbVG7cLKUNymLBXx/X3F1g0yJvgbL2fejH5niek56iBy60Ip2fNUUnOGyazPfak6b1LYQUoivxGdfQEfpRHu4+sBf+CoxXORBuWoDbliH0pwmclJ511b7QOm3cW0ELdLRtgx/zd7QB/cuWqRbzRdAobn6w5RUPTB6ElSDy6fE73Q/tXWOlIES/CkA+pEjH/wUg35EmxZsGUaAA5PMTctKy+E1GyNjk+b9szU537do1B/3r/R07+2VNzDPHh7WgiFm1C0Kcn8uPtBChwZ2nbllh0GqlHGnS5aqyNLeXQfnnxt6bGtbY4IUmLMpVdU8wFaAwXJJEPBioLLp39jtaNBxxJL80bQiVLXQ5Dkrc7tJQ7Gx9i/iN35yHNL1vUNSfQm21sO/E/dfmuZ4L56TNnXTMO8xPcyCb+/Bbnv/SBLpXhVEChdjk5aFHGIYNCHNDHnvFFfvR9YH/zF3kBQgV9sf/1v9lW885bbqG7Set1EbN7QDItBHjJswrz3+ZTRH4ojgCN+K0rvO2PWY4sI3OpaKshzz9BrU4TLLAn2DLm9MwujiQsij/vK4V4j0+cnNdp+AwyUQ5tWZDTx4E+JgJQwiTt86E4xJTtCiVTpzLmMpDW8whJKUF3aBjlvDg5yWeKa8Cg6W9+kEIENkwSX71LerfG07ZSFjCephU5rT3fYZEF18y5mrpD3nD2lNwD0++WAbw0mivExKAwwJX0Wy3fQ7AFrDsPnOxKd8BaD2QXeKdAXd5D8ieRgd9s+Z8AN3iBD6sIQLMSDtJQQWQmu/UQ5rQ9w9ucfcNisYR721/ArjLszdDq1uKSqQvUFl1CF0B8lljXpcvQzP2fmE69r8HlodEIGWSYEt2v6mjvYiVMvOIJvqPyx5IJ5wioXvF5Izyf8Ccnvaa0wlCC8IDDisfAFalIZ4D3k7v0DxXWRAUWkEQafCf/ADdNYcovHVJExDf8ov46fP28l/a0ALWtD/9mTykmW/vKKAunpYTz/n+TJ5p40j1inMFWJMG4DntaYUiCNL6lfjzNOEUvDu0svUP/dAq7eQFY5x5nHoz9kVbe/oAMzFx9Uh6x7gV3055GAP0LepKXvg1LvhOnowrHvqqjVuuT1Obp1GaiZ2wPJbOzFcILKAnaTDWmTu0PyAf/tt+t+vkN/VCRDXHKwD5bJIVgHw2jYoQdVKgAOTzE27c4to2MGkMa/MHWz0gv/vIObdh54kOz8ZdJ1zH56TbuOuk21R65n+4rSYG+mlpqtRwszuLi5hKNMvS6pTn25+mlC73Gra7psX1sZLNTxasrto45Cl/V4SRdikMXxzzHy7w9j8Lu2cmuuH4tLQo2fDYMuT1y1Z0rZtY6MOxebSaBw7f7B4ZvtnBLAL+FDbpux4074o+T5oVYLU+0A1mlr4PEFZrGaW9WtHS6mir3vZrMef1CA5IR9qu9yogLxu0aZqPlp6hX6BEeHljXLty7J52zwuwhHmxESJ+b7IBHVfP7nzHhX/QJAlYCmkY/hfYkueEQ956CQywoEaYb9J/NvZRfapBSmlG17oGUWbWIewwk24tD2BFUjmT3gsssvnkNfc2aM4690TpMlbFBwSSJqne4b5QhyAfrXXoxzqMeRNc/gPY521bheMkBMKg30/c6Nfzv89Y7xD863uaW+Yla7w4TxrY1L+e/i7AVprBL0/qemWINDqIr2cOTepPae8FGEH7tHw6803a19C8CkwddzK2zIDBAssAUaX9C7/LeLJaubY/k3a5rs3tTkoghKHdy98yFF0AysvpNrV5bWpAZx5dAKnvaYAoQCPhWKsemhDZVH92TCSw473AdwuE8j4tTfZj0h4nLP6segn0zeKX35i9zsn8kaf7xPP+nhCbPvMxYCZ586AUZL/Lb+cwysjehpMNjDm1rdJgbiJNAZ2icdr4tKAlwC1gOrTB9CHgL5ryutybfAgj4Y7KqO/2ElSAdJXLxyvdAWDfWb/6otYc+y3yo0lfrU1P/azQKAKCOwpA6AdKj3GqcuOKJw1N89gwaX7xpEpfp07ok7Q9758YHZU7zDsuXZRbGKfQQQAze1oJFuLiJL3j5Cr5M9ZF1zxlsOnR3xh3pPPoqKg+qqt1+w/Z4sPECXapE31JGAjx0gQLNn/5Nb/ePzTKx+Zt/dDMzjsDR25z2459nR+gakDIApDPJmIByGfTqAhRJwUKQD4/4d5c2DgNklnvtLrVG7vPlrm15cgxMS0WeV0tFJ21Vy5N8LjFL6ssmLdhAQM86MzmICnumwvWuvKzcK170zxJcRrxHmCZetWzcYdmHLMjPpvbRpTHpoF5CG2QMQ1CPmjPZLVV3HfZHERrz+aR5EdDDm1D8kx7uuN0QFIZi/f5wJM4OslONJuzuP6S9U7AatplZXH58uo7FCQAACAASURBVE4XLoYbtKQ8pbFDH04Kk/i+ub3cf7O0PpPK29vfl48312liRJdw5j0BVQZrc9gHDdtFmz2ArM7QFcHAX6etd69M2uBenrTBoZEMGNqZNHsqru4vARQJ6ZXnP8AJc/TvOnkJpOqPSRLdE4BmbJ4yKMzj834oa0Ra0IPvulgSsynKK48LWCmNd8AKQBCABi/Qa273QBLatAIioAUgj9atWkEJAVb9Rh3y4JzA36y18/XZFTvtHlCbFAOozcIObiSwoHydHQd56NdVYR4dEZ0szMs7Adb1GbS13C4ARrWc9gOMUZtKuINwFz6pq+qYla7MrwEaaQzU4sp0RT2m37LKZr9zkk20s4Ay/dSDqVOv+PGJbXXG0n3DIr5WcWgreE9AcQS/FlAEeFP9AfNpG6uJnGVGJKQXADH5asyrDNZlfGfdewMoGKWzxc8R+BFicZIEv/oegKylCd+gC3UFlEWrFhppXuC7HoH6YR30X32WfG17JPnhUZhnlD4u4C952/mN98wjyse6tIHaR8BxpHX/fVV46m3j4ZcQxQsaUjTfCWu1x215Qz/Ae5zJE3hI+hXhGQdSuMCF3mF9lS6nSuhv1FMnNaGFBAmsL5z200lMn37pkm/8pB3WO/wfCgboAzaM9uS49n0evxS5KItoaNuSdVN1FZid90S7eAHis27F0T2rjBJQ0fctsF42HZQhUCN91gTK8M9FhzzIA7i9YN05N+a9427Mu8fd/LVn3dajX7n3t0Xgf9a+VvVibqDds+rAd+YxyvDY6O3uxq129+nuK+61xYfcwyMqaxDfw2fCBycafm9fHqSrAOSzqVQA8tk0KkLUSYECkM9PuEYC8jPfbnVTVnQOEEhiqOLeY4eUSd8zJjkWs3Cx0WLUWQ04MbhxjFiYZ/hfWpSA+nF17I3vsMmJJtdz4zY5NNygH0d4bVm1UQGUCuuc5780tvIcFbf5xvlhxmEkBViKUcCea+U4a76LMMOyq/3yAAAAfBytj/Jv8xsT4rMBgllEoGPtc2IiIEv7J66+xbv6AfXO0k5mKdiwhX0lz39dzFfPZalo1dO3tInPyk/zn920ZMXRd/V78rvXTveoDzDPaa6oZ26XthvaskozzdVdFmx4ROe8rgCoes2rMH8zh6m+oUvf4sRAWvl72zeECdSjXpNDar9GrEEIgDU+RVsu+8vbvtrMx9WFS9lIsxYhHlqj4lvY5AMQpJVF+ZMPl0jiAprkPY1TNs3R1OaPz5MXgH7fIVFaSSa6oNuAkgY/7ZE1DgHqAP0oX15BWG/rt9jE1mkn6px2mgKNXYFvzB+ybZ5X8xINUoGLrAe0i+YSBHI9RRuZ7gGETuuXSd8E8naFQkdIEy6KlJk6+l3Wo/bKDrfNK6YIBK4K39SW2i9CulitZJsO9IXvBADPGltKU/cNAOwCTJIe/TUE5AkPOKz+ZfPt4Df2xunTyivJlfmfl2o8DZNk8gpte5SjAHXj8kTJQQoMjC2/PymVGSFJkjIWJxjKghA0q2d+E5u+zVPrzs8GddQ+7jNomx+fj85KT4d50JpGQdAStfNX/uJdxrrGCG1BnhZklsAD8zMS0mGSSH0fwb0u0+UUkdoT0zS0X7iewJMCDiscghT8oeAFXlRh0mykW3rJL7oRn7i4jDV9xxWY/NyUimCMciUJoZh7JUwhvRdK8bLMKdk88UMPjXsJsu1pizygvNbgPk1t7sQXN1NBnm9v3XH9Bkf9J2s/oBMV9Ies/mlPkaw/cLVDGc5+ect9sO0LN+3jU27c+yfc7M/OuP/s/dJ9fbO9Q9juelEA8tmULgD5bBoVIeqkQAHI5yfc2EXVQKoW3Hrcue9t8RrY9cStJw4bZRbJvJpE4SIJg0L8vMem48oI2EsanjmtQyjAgk/8x0ZtcR9tPpT4LP94q7PP6s0HnZ4ln+wsM0pxZWzUOy4vk618yhw+ANzaBENTvutYbkj7rP9o0RA/L5iVVEeOnYfl9IyR2QDwnU18VpnivkuTJOnCN5UL0wDQh7xgHKVFFJcmoKw0qaA3F9gpncLt/bQQ0PXzOk7tSIOonjlJJjrsUeW4/qV30hjieHJerXrF1eaU/nwvC42kqVkrSK6TDrXQB41lwjM/pc0PagO5bLiIx5NHMBjOIdb0AmkAOLAx5mGu0kaSb/X0yzC/7vo/pLQ2U+682l+iKeCUNLgbYZJJ6xDgDJfCUSY0YAE+lGeSazfB2szbsIAapFeLmSsBInnnCvITINB3OJdMRsf+AWzo67Y8Vf7m9nI8yijQV2Gk3c+3uMtzZUscLU3FyXJtml1psqQr+3G18L7VA4DwUmhaM96Zj6RNCu04dUd5AMl0CoPvSQAjNESoKm1ZC+ALKMo6udBV9dfdD9SrHnNhrGXE5dFJyK4qq9Id0bzWmyfCrJK/h6EpAqn7DYo0x8tmoZravCAKwFBAmMqaxwU0E7CJP886ofa06Utznf6UNZ7C70qPtQGgkXQB5HWxcZgmfJA0e20ZQj9zSVp/VTlkJpI86+U94KkB58WTMy9jy1x5VFwuPL1YFvIhHJHGOOUHgFY9WCfRzKbPMp5kWiQKtzeXmRMEZEpP6wR0qZQn3QyhDad2UnpxLmWOA4NVDoQprDmKy7ohYSHvoB/CM/q8wshlbvEnOoK9FnEGloSs4fpHG5TjD97mEDbbOiX5rcCJOhFOp6wt2O77a6k8Ez886WTahTxp1wfHnfRzK2subaiyYJoFAPrzvRGvxX6xFv5egoZQY92Wm/y8TXlzgoKT/8z7EuqoPAfO3sgEeZZtiswU9R28PbXvMV/Sx5Q2Y5U1hrmF/KEf5dScQThA97vlVwDy2S1VAPLZNCpC1EmBApDPT7iJSxtnKmXpJztcIwF+MbtJbgWQP5Jr0Q4XcxY6FpfOgAwVm9H1acRK2+SZ8TtTG+348ePOPmHgQ6e+cNsPnq16th086/xz4KzbZp6tB866rQfOuGVrdjku9Z20fJOb/laLm76q8kxb1eL0jF283ttl1YKNCyAHkwHjwgJuj9JypBFgnnC1AllqI2k7dEYrEzuwKjNaDmwUrEYfgGRZcy9GW0NlSXOlZZJl9kgaX3kBEAAhpf38uMaN0aSxVLxvHNBfBnEnnqt5XhLIUo/tYs1F9PlQ8yipD0v7h/GWFCZ8Ly0jPw804A6O3tz3BJJT1yztIUsngSYSUOatY0XDdX+VxppN2/rZLGvjL7uvAGl5hXgIEjVHMpcnAdd+41jayNYD+uetf6PDSeufjbalW5ZfIHgjQEn1IQB+gdcad9CevOKANdYrCwrEA0Z3yuYFkrTMQ5qKb6LfhJqMWXSRtuuDaDIaoAUBerSJv+nrAtAC+C5tdeqJVmlc+qI1QgtbVk6o6PJWQPa4uEnvZP+fudimeTf5ARul2KAxGrr3D2l1aGjbeun+HoVlLgJ0o30A4SMwvwLACFgVLcWT9sQF0Wi0q9xy004IqMzWpd8R95mSkMLSpif9aktOhWgtYdwzzgFP/WnJWdd9P+ed+D/GGaY9ZHqEMSsAjfGFuTJbf/kBDDEjIjoKFCeOxkfSmFQaca7mJPZPAmsZpzJlwr4gLh51ZqzD46CRDnAKyIdLGX0/zDCbIW1twof9vp62xRyWVTKiLOxtKAsArYSy5Kdy4gdsFpiMYpf4Nr7ZhzW5llPCdl2QUhL5xtEz6534NNqdMrD3oG60H6Za/HpiwF+bnhQKAILpo7ZO+KP2i2yZ6xs0YOxZZY3Ktz3+G3T18ZsiOtHvbb70bfExhIPOWSYVNd6Vl8zQKC/mPZuH+q/CZ7mDlx1yO45edqcvfuWfv8yN7mKgnnlOlVjQXePelkfj0paDetu1k2/QVydD/jx3fwgBxP4ftDwyMddn8FY/x9h8rZ/1NczPlkf+307f63ac6F4b8LEVq+FlAchnE6sA5LNpVISokwIFIJ+fcNNWNm7DsmzNTg/wxjFGH2466D5uORT7fNRyyOl5f8MBN+udNv/MfqfNLV+zy63edLD8kE70HHAzPogWRhYqu7jk9bNJZ6EZvnyfa9lzyj+b95xy+Z+Tbt2O0hE77MrVoSEv7bY/zklfYC0Yj787f+M/qBwjhEnURTlhfdlQaMPer3SpTKgREMZJ+i/m4Mj5G+7Ojz+6S1/fcie/uOn2nv7GtRy+6j7bc8W1HLrqzl75zt2582OH528LIu0GmDvKlZQP7yvaC9UXDKXF4Zs0UJ4au8O13/kx8fl87xXfz+7DjEkCAxyXF8ybGKF71SxI3Fxxt7/TZaAAXrVo0TxcEhCysa2XBhzhps+gyZUHyKCPadPJZhBb1XF9Ue+0kVe/lGYm5eUEDdrWmNtBY4pj/GhUEQZttHrr1NPxfl0SLlogRfSIc7XBAtAaNq82O8xouEp7GUBGm/64fAACBBKwUYvA+cpFX2hMp4EWVhM1a44kf/qK5mU0PjGP09vvD0DrWn013PzH0ZR39oJMNJU72/8kZGHs2DwtWEYZAT9YL9noi87RWE4HJbTm5rWXLUE1p7tsefL4dS8C/e2RnJt45pew7jYvnRLkDgVLa5lCAECx4fP4AUrU7tw1ZNO92/wIWhlrCCzQwEbIgJA+SVmhfLdSU0eTF6IJLiYt4rRjWQP4zvzd3bSSnW94Mp3ISLpgM64fMF+qjo0Yu42uv+pHGRl/cSfTAErLYHwJ4IUWlnekfwtwJC0APNadB8ef8iC8BMKiBaCggEHiWZA1z9wvWkuJib4DeKoTosrHu01tsQJGpRG6ns8tCffgmQCSLe9CXSmjBVJ/26B7PdS+jK+BRoGnqj4GZMeMDEKFOCA2Eq5cK/dbCcqh9xPz2zPnMAkmBUiz15JmdAgqhzSM+y8hwYDJ8QKbuDh6p70NZRc4D03gOSxPqzvQEBBZZSf6KoI99oqh0BfBgOhLn1WecsVjirchLOWgTJSFdDlFTD/R2qf0cNV3BF6H/VuCDsYMAh74JuIg9MJkKO+VXpyyHoLSASWTO+SfZFqHNMULkh5jR3W0ruYslNrUZsqftZOxbHkXmXnLeznqsFWR3XnSZF5BgMEcA12YE+xc8cuJux0nB16dd8A9MWaHe2TUNm+mZ/Q7x92mg9e6E3ZoWF4FIJ9NygKQz6ZREaJOChSAfH7CdRcg/93tH/IXKmfI79t/LNtBZZG2i1wev5idnZ2U+P5uRiQYqIdpEhM27ZNTqbXuKUB+/f6rZeYkj6YHjGqoISGtwDxtQhgxgzAQmP+QLTwxKaH70tQ97t0tl8r0+2xPxYQDmkZZ+bIBFQACs5IVnu8enCpp9kx676Br23e6w7Nl32nH88rMXZ6G4QVGefIRQ9dVl/5qQ1K4jdOQh5bSkvdgUg4hjARz9O3OmmnSpp8NoWXkw/7GfFXefJQ3xGjPVW+IAQ1CLTCB+NzjgTa27owIx6b9D4ibFzTM6o9cNIp2W3cBwqIp9WGOYPNdTc92T2sd6+VYdnivRlad9B3hm0B58mM+ZZNKW9IOrBlau/huN7W0qaU5fjaPoemOUfPXlu+zSNooVtcvOipv+6nyQWDRm0FPmXKivGxA4+qldwKcCdsI0IexIS3vOPANYCG6LyUyASOa4tKXGIshoKGy4ko7EC1P9Z8sVyYH7FF+m2aaHy1dysZ6qXDQTCCSLT9hABLTyq80NA9Z80A6vQENFK4WV6YlmKOyaHIvfWdsR+2Avf7bft4A4AbUAqRCEBSCVJauPaUh/38l7XiAOPoMwJ/uK7BznC2r9QNsCQTtzacKJeDVWIkEcftLmuMVIQr3GzEHKRx1Y+5nDgbsA0gEXLTApcLK9YLakt1ygX1q+4cmnPNpAzKTpqVlnJ94Spd1yPLNKBPYckQgdD7zKprDwjmE/2hiK0/cfoNb3Z9z3smSNabhHVgbEFyjQMC82H9Ii3t0eOWC2n7D93mhA3NcRKNsYF1rsBWs0saie0hb9hK6t4E6CrCGLjJhyFwWxkv7b/dQgM5pYeO+0X6UhbgSwmCmzIa1QH1Ne7zm9vJ+izziFLw0d0frQse1kXh6tHbw3woY1d9DM0jaUz0w5lhVfWzd6N9KH7NpYV+i7zw+snICmzLQbij5seap/FEabal8uAB5+osvgxdmfBcrrOO7hGAA53l/mJh5cuzOcp1UN7nwKDPXnHY/3Pkpb5J3TbgCkM9uqgKQz6ZREaJOChSAfH7C3c2APLUc9XZkazzpmKRdZK1fDMsvJuzKT6yEkEs3Rrba4i5cs3mGfjYd2kDsOX09IfXodRYg/933d/xRso93XnYf7bjsthz9yl37tvNCkJ+/GWlc1nLkP9pIVTQ1a6ELgL4usRK4JaYGF3oBcgJiINkX/fj2yqx9Xov+mXGRhgMMbUjzpP9iokknC0RAu0Cbj2eDY/Yh48Z/2amMA2SSyqP32gR1x6W/ec1cxNWxeFcN6GO/umzLF03nlA2vNNfoe7WaOImjO4CMtHJJk80gG3k2Vh7QHR8dG+ebHgB2bWDsu3CTzNjUuETzHY3uR0dU7IcCEHDEmL7OWGajxmZWdyKQdr2XBQLmY4JEgKLKiWYt2qP1AuBxNIx7JzNcyhc6sPFC60gCCr5hS5eLGePSyPtONsetWRDlK9drZ8Vov2kzzcbTtqm9nFTa8eVNYA2nu6Rhpn5AeR4Y0uq64wLFvPQLw1k7+YwHQF42wvRPXP5brdRaLwsM89N/mQ+BVprTY93mdte/pDmI9inrUWw4004IeNUXQoGL8o9zFScPUB5XBvV1qxEp2kHLetY5xbfjRpcce9MKpt5xZYp7J/MP9Zj/iqPb3fROF+Ei8ImjTdo78cYIIbuzzhKceW3wUnvTn7QGMYY8EBwIuAGn7WmTu8GkFkIi1mgJ6zQmcTnBYi/nRlBhwT8b1vqZ95nH4CfgG+04LJt6CU7ySsOZdAD6YjW/596qoi+0pv8IOIYP57+AUSm3UB6rTR3X56SQ5PMfWzGvYy/JZb0HNH950kY3Yn41n1Vv/7TrgaVh6K/ndI7sryNMoG/aNRj+ib0L+1W/Pg+r2KCHbvBOOgkgzWuts5jXjKNh+A6AX/sT6kO71DLXw6uKDvQheAT+M+/bvAQMww/Y93n8EjSQLv0kjIPCg7XPTxl4oAU0ZL2ATlo3SMfu9+wJkLDuag/6Xpiv/U9biA5jV+50Kz7b3eF5Y8F2N3BEssCAuUympmza1i/wP6/5KAQMlOv3M/emYgZxH7cc+crN+eyMG7ryqMOczeSPTrlPd19xN2713KWrceVs5LsCkM+mZgHIZ9OoCFEnBQpAPj/h7nZA/vilyiU4bCTsQpfkZxPed3CkefHh9s5fTsJi9tDwyA5iLdoIAjb+uehQZoMlAfJHL3zrhr8VCSXEPFj3tcWH3Pbj9dl821DSjgcgyHPk0tJbGwBt3u0my4azfrS5xPyJEUYLyGqPxAGbmBgAZKHe/YdUQMaszYDNG782oqQDMw0DDDACg8vGEGBR5SMMm4SsDQGAJWGtRmGYb9p/aST2G9TSaW1gjloCmmHGAU1ENoUcybTauGgKsaFtlBZSFn3u5e9oOlv7pBzrZdMAMA6YxpjoM6QiuGq0Vh/mSh4cUgHL6Yf26T+41f1+0sYqO8XMSf+fvfdwk6u40v//vZ8BkUX22l6vWbxfp3VY26wDi3LOGQlphIREztGAsmaUhTJIKIBEFggkJDSg+j2fuv12n66pe291T+gZced5aur2vRVOncrvOXWKjaI214Rnc8emm02kjgijvYeNZ/oAYdgY0U+K2rI2cIS34HBZG6APWQED8b1gYOLeJjp5j/ZhWXr9+Y4ZBIDCUChA3pjq6e/pBtF2Q+2SNMY/wBU2j9QLDj7GxkHxHgATeiQItaCHhBayrd6KdrzS14aQzTFzqQAEtBeHs2ktzCbpqDn8ibmbJ3S7gQRwaS/kw7wh/hX5EqYgiEGDNQQTiAvPaQeiv1UAUvFiaRfRpm8CSG18aQQyTypcK75AJ8xeqQ9IKAVg0UpaCiuTBXmmXZTP1ejrMtyUdZf4JV8mDCwoPBQ8aghgmtfxjIGyma62y3oPYM3OU/o2nAWDIR8Rnj+wbINfizE2M9eFYfSbsYRTI7pAk37IeMFau2ita5VN4JHqWb5Md4p/jOd+HTDjaNN6l++c1AK0FxiPdr0u3hSAira8QHnWDqx5WBtIgAdIzfpHl26SrkBSnikjZeai3ME4eaW5j7wQ2sEfr0DQddndFjlh1vc0XLHmvwWDNb+yd9DaiXyt8zyq3d/CqSV9k3DEAuSM+3n3vFCfVlmIetTczFio+i7y2W+wtoIGfyqvrine46hrG1d7oTIb7zaOnsUjCaQol77JZ37RHlk8wdeeUu/Yq4VzhNY8IcgtYQlxU4TeMp+DQEz9MOZL6Yo9I/2Rk9l2flSZYj40Qk/qCWrx7p6Zu0pxgyqAcxUgX94KKkC+nEdViDY5UAHy6Ywb6YA8JX1885n6IqYMEGdxo0U8UuKB+nttT+N2+DIamJQBt7LFRbd7bvMxt+3AqSa3/cApJ7dh9zG39OktbvGTm92K57a6VS/2uKff2uf+2dWwdUdabIpZ2LCIGTUFrYaG5P5PS3f6OMR7et0+90yCu3duJmRo9fQB5WPxbfMXfXmLNxZUqhc25+EimIt6SIMweXautQEn3KgWj3hqoWSBDtKJO8PXhcW2sTnaKLqVRys+GwVLA6DtlBa0hNjUoHkmjTmbVt/nRrn4RpyBMjESW8T+UN5x7NxqfIV8R6N6MEEjtGehAeELDu2wsF6tyRk204whaNvdMvcDL5iymkhsThDuSMuM/nrX8kt9NlSxdq7TAPAjxb46gqNbJmb98Jqx2z1NVvOPPNjgawMGb6GvlT7Sbjt8cNl6r5WPBuNAAgeyAc1GPcbDsnfwAz5gk1RhNd9wmoHySghHWIVpxZfmvjadGnuH4iRPu/WlePQ1BDcIUDCjhM/vweiDMsNB/0nl7w0zsrnOjxPehuyBbF6f9k6TRqAdRxAkpGrJKx5AZypNCicwgJNpeoeveRPgyb5PeQZ4Ek0AlKonmeugb6ekE4YR4EcdKM0fis/YJJ62IiSRMA+ACYHrUPKLsQOa84SNrBEFAqps+IyTzFcC7e9ffHXXN/Mm4xZlZ+4tAhYFKHo+1ZSQYu0BnltQ3PKXZ8Z3+I8wWKdSQ1M3CH8Iy7oBs0d14WLuOrq76WJo4iKIHsw2x6k+8kERImbOUvMY9xYQDteqUMuCyKyl7HqFMRfFH/aI8DM8wSIAPdSG9ydla2YFEcRAExr0CMepO9ZVEoqKbuqJvOgfvEPQVjTf0460ByMs/GnawwUa8hK6hHu1cBzO+y1zRFJuoC0jwJAgQvHgE99ULnzKBK/go9YgCp/RndVdaK5GbZQ0ioRYSgtb+OJfkbKBLjSOCRbqaUVOeSFcV7lSze5KSeunc3YPFHxxVadTAfLl1VsB8uU8qkK0yYEKkE9n3EAC8iue3+Zmr4kDlINhQ96WkmNYmtgAY5nYWXwA3rJgYEGjI8yEe2DNEff9lYG1l7ZqQ2aTkfTRTgzBZxYafnFR0+YmXLsggC5vJA3AltiiiPzsgtxewJiy6JV2berJg3DhoQU+tAoAgl4WfSzW0bJhUaUFD99YCMbKQtparNqjiWGe2iy0ujBSOtSPaCQf6EHzh8Uu7YpvOGkI8YxZgjx+AgxmcZqPeyq/Ml/aqFq8khaXT2FDOy9PvadtoQWd5Z8tYj1IoYW9tJcMMMOi8JZ5HzYBP0UXQyqvyi8GLwCa/rJ4gwexAf8wf4J2+nACi2gvCAfUXkKfTQc0U9eTutbX7+/IA1Dy2rY26gD6Ze0GsBQ6AGLyxgXlg3aZNm5oW5alPVy/Y+6IMjNOqmyt+BLisWG28aShRzscNTYDdIq07Wzc8Lm+GV9+0efh7QnXLkNrd04brvXRH7oANbN+1NN0KWPIz/A34Ijmu7AfekBmZnYUnnWNgEjCpWj3Kz2AszDfst8AIMQHuLJhZTKEedK+T3lWmqGJFE5wkRd9OiUdG0aapp24mLQ/7WUg40pLnksAAX4sf2LPjOPSPm3XrFh/6JfmMm06Rp/esa6lPGhdW3MQ6gc6BdQfWoZ7XBQ97jSm4jgxwD4AYJZ+zfq0eV19sC60BjAWL0P/tiVnm9Z+GitCPwbuysQH84zSBfwHBM3m5WaFD6VJeM3bKWuCsG4YY5nTMGnz67mb/Cm12CmJPyzY6McT+BLrD6wvRJM9zce7VO1lBJJKQ8Ij9kFlaxf4JaFmpnT0bZ2H4iX7WQkMlEfos/9hPJXWNd9JV3cx+N/T3smEAYvPetAd8zGile+sz26e3dhP10H5PoB8dso8CdiOgNFaQ0xY1ePumdbYp0CDPwE5YU9TG+Y9ezKdtBBfrM+8qRNcXHBsv2lvRzqU134rehbP12w46U5++EUfd+hE8709reyXNce3IvTxwpkHu939jxyyEEj1nMOBCpDPYYx5XQHyhhnV48ByoALk0/k5kIB8uFCyvwcbkKfE2EK7a0az1jiTb+hWrns/nUEthsSG+00TM40En++YHq+pKM0D0YLJh3Y3Dph7UDopkz+LYrRLiYPWma2XoudRNbMJrQJuWtywaCfPX83Z5C9+RFNbIL/ol8+ilQWT4sZ8ykF4Fp2x77yTeZt2AXkEOeSRBwKwIOQ7CzppwpSZDABAJ85ti8ovmA3LJYEKJwTYgErIgYYU2u959ff7+Y02wqIPrRGAOrVDFt1lC2mVFdorkC2f13l1MFLfIyTAXAFHx9GcZ5Mbat9qc0sfD9ts2e/bFmf9GCFdEY/IV30x71RMmBebVgERKeBkUf6d+oadXMod2mwNy5r3Gy28jG97m+pGpxMwBaJx2AJaeenF3mvTa+tFYETZeNgpvnYqX5l1KpvfYnwWUIXGJNrLocaf4lizE2VCvutqwphM4FN+SaHywJdpOGix7zXvkfIeZAAAIABJREFU0u5S1iSKawU5sf4qE0My/aB4Zb6ULxi/OlXvwyFfXS6ONjNAXR7fAHGpOxynqDpBu5RM2j0RoTGpyOxLJ8o1mHkiIJd2rurP+j8ak9Upaz/mRn0rW9OzXmR968efmgIHwCzviuJqfVpUhxKoAIpDF+OF6EIYncovzFvJrJXiW587fKxgSWNJ3jis0yGsjQXI23HN36MV3F9Q709dvU129gGU7/CmljIb8Zj9BNQPtbmJ74WqNVvytOG8MV55Mb9b5SDWO+x3ZHNe4ZgzLD+krGTf2Wfyvpb7cGp7Rf9tTI+7YfoRnw7vlTa+5oIyU4U2jp7hg/JWfbOvtYpb+s48JYUkaGBPFK5b2BtKoEG8UOiktY/SLGrDolG+9kF5e2fmW9K1Qo+8NqY06QNSTOEkI7/1rcxXOddsPN0iOvHDDF4B8uX1XgHy5TyqQrTJgQqQT2fc1QTIU2q03rnU9MHHjrifzN7twXEuJv1z10HH5aufnPs2nTlthvzqm1736MbT7hfzmo/ZMWljTqG/doZvqNlJL9pghZM6mgNajKRoV7NI0kI/XOiFaef9lsbS7xdsdrMe3eDdnxdnIBta5yzE0apJ0R5RHvVFYM5lZVp4sTFQnFZ8ARtFGhTS7GBRp03gmIc3uBmr1kedgEUWYK3QQlgB6GyQ+I12iI6m5tnLlmYh9c3iVXlqIcdxXL0r8+sCgfHdzpoT0CK68n84QL2ta0Ab2lcrY5Bta+pDaPrZdO2zTneEJ41sOrFnaII2tOtteiPpWeABG81YGYveqfz0dxtOQD1po40Mj1oBT5WW0gF00Dt8aeZj7mIk8XqwaZXwymuO5gE6EQ1C1WOecNjynmcdxy8zG/TvNbMN1H8IXIRp2t91LfjA/I6E2DI9gCAptd0KlGBdFKsH8c4DVSV3VIhWXRgIPUXjSyy/q/GdzHRQ34y7aE8DMuHQ/rQAnOx3d4IPWrdYU1uq0zJfoC4nvDpBe6fzhHeA89Qfgg32GCj8UOfZHVCZ3XOBi7SDFCDV7htShGJSmiHflBM40vYlPBruqXzUpeTEw7Fe54QAggDmPZ0G4xsCUe4P4bloLNVaFx5p7EURRs/EBxhmnL11wUfeVBDAK78FGBNGa/YMPH6/DrzyDVNv7IsY96DZxku5h0f9QPsg9V3yjM3l1Ic1v+NpiCipxd7DK6/gMGab5114+kmm1VLqWXTLV72HazRdgq7xXkpDrC2kqS5a4Z0H62v06T3zFOFZpyAE0d0G+u4FK5H5VrSFvtoF90HF2qf6GUIS2p/yoY7pP5i9UZoIEuBXXTgypiepHyo+fVbpnzl7sU2E4ocVrQLky+u7AuTLeVSFaJMDFSCfzrihAuQxZTPHurUb3Zx+u01uztpmN3ftJpfkHtvk5rbp5j22yaW4mY9u8FrMAODYQp76SF/wbvqq9e61niPu9e7MvdZ9xFnH+5e3HHKkxWJAG9RwcaQJu8gXIMuCPbawCN/JXAQLnKJ0874JrH7A2HCV3Wk0UPLiFb1XGfI0EOylPa0A/cpTC10LZOubfNljZmEFoMECSaY8Qh7yG40tgRV5dCtt60vDJaxrNIu0KIuZy9FFolZLCW2dLE6Pt+9p8yl7ZuNA3FY2TDE+VO/69v+RyhMANNpEK5pGtp1JqJR3SgiNfNJvxfa2TV8ngorsfg5n3svcxA3T880L2PLaZ2kphlrMaCPDUwBzNAd5RgPQxk15FjDLOBiGl6ClFU3H4VwPA0WbtOQBFUKexX5bICysx1h43iGsBXyjXrkAMo929S3C4VKOy6vOCW/BduYzpQNIJkEd2rQAWXm0+tNeNRNwCN6K+qm0YAGfypQDBDhCE2ulPB780N5z+uC2AnNkjOe6V0QnpFgnMg5xWqrs1MVA8VM0tgryeU3uB7v7rewyUOUYDumw7qQfMCbbflgHNrk4eu4HTd8UDo1d25diY73Chr4EdOTNCbrYGoE1rASIhGvlJAvtkTg45sdQW1r0APqqXXDhOOGLyqHy0vYkWND6A611mRdR3qHPd8LBOwHlCoOAwILveo/PPqlorFR55Fv+AvpaLX4AavZIrP3ZP4Q0Z4KL437fIsFBEy3eNvuBOkgsgSlhwrZSN1EUCOZFZ5Gv09N/eajHPfzctib381mZaaPYvERb8uaYavOcpT3lGd4U0RX7pj0e6f952c4+9689/NJe37Yk7KF+tPcVTfTBsE2oPaTSRLuiPZLmoldPpIM8QcjDp792Gw5+7tbt/8ztPX7Onb/4XRAiU2w8c/aSO/XpN+7LC719vo+kFxUgX15bFSBfzqMqRJscqAD5dMYNFSA/HBaoVwMNP5lW00yd/2HLCwstMjF3ksKLX8/NFr7hgj62aAnfaaN+7ZhmbUldHplqkzFMVyB1UXwtfIoW32G6/JaWFWCC1WoIw6Idw6KIhZTKWWafHzvsWpwRP0wz/K3NAXFiR1i1mQmFK9jSJI4Wh0pXR3Bji1yFyfOlzXL7CNY4TmnvVZh0gcGdAuTb0OCmnenIdR5wiHkr2nG7wkBtJNGMG4n1CkCp8aKVEwI6IeS1sQMtMDZ0pInJEi6OlZCQ/p3X98P30o4nnZiGJdqtfEs9hTUS66YdmjGvIFAIUCTGO/FadQgfW23/0tArMzuiCzTJA0d7weQQAm3RgUAboEhCasJJCxP6mf8U385DnNzSe+YhysA8SVzALgsScWHzA8vyhQfitdXyJj73nEADGpysaxCgW61Ya6pCaVT+On/fDYITzC8wxmImQsIQnkdPzAStqj/rj5641YcfTD5q/UK+ZcIXtVMBzKG27WDSOVLS/lGtf1vTYvBN60f4zHqZ+ZK1NWvmDCxt2HtPBQxVH/j087rt8ZpQACE8Y5/mCLUt2mEqP6WNTFxOwtg8Y8+YRmkabwqEhDpZo32DtJitQIExh7LBE3iGf/OcDxx3Vih/wouvNm+VF79u3qRmDihVQYm9gO55IB0J7AGBdYm1zafsmTGTsVm0y2etoH6lNGIKTjoFTdtR3DJfJw5unbzDXbjUFww+9tGF+vxRxBe05+9cdqHJXr5ojfm08zLaYt/D9trzzhd9AJbrx2enCMSju5Zf8u1EyhGihzaFfX/WdChJCbiH14obo4F6Fxj/26X7W77/7sMvLrn/W3vEXTO20a9FE/4vF73t9hw/5954+1Nvm16mrhTm3+fucUv/ddJ9ePZSn7IP9xcVIF9eQxUgX86jKkSbHKgA+XTGVYB8OgiVumgsCofplqLvZd9kY4+NaGziLnunRTKXjZblxXeBNkULozBPFsHaHP9kWvMR4oaG/Mm26BcIEFtEig67CE7d1MFPLcDL7GJLe5EFOaZkWLSEF9LFeCutV8Kj5RED2klbGumEEwCissnXoj8EyaWhyKZBYfHFE3+EMgDqbLjoc1dvfYGc2m5i5a/epfW5kcAnAWRF/TDalmptT9pZAoPCMvdfcPeeb7No04Vpj5TfgGaMAWj7W63kPL5SF4THxUB2CWTRQoUHv6kJPUj/9oe+bBovYnmwYRQ4myfY0waTi/ZGCp+Hik60jGWKiDpiTAZIpt4AKeCpThjw3Z5witVH7J3mBewnF5WLk1Wa29Vm5FOHqke9w9QC4DoAjKWR7zHwG41sBP/1+LV2aX8zH7Yyn5APl7TaNMJn2nZ430URH6pvWT/VKQT46bVsZxz1gJIHH2ccrZvh4HuZ8kF/eao1InmhmBBr57xjzNJaiXYROy3YX1pGenydzBm9sPnOB/gXrjXDvqQ1fN5Yn1cvvJfpRwBJzfU2/VFjux2Cu1brTILEVgSVXFzOHQrkX6SJrrFTWvGZUKHb39tUVNbwm0BYrcEBt2mrCBGhAX4wl/Jsx1kvCDDmTcJ02QsoPGMx8UOtdQTmzCeYk7kO4ceEPe6a8TvrJ6eIIwfQDE13GiEsJxeYk7QXYtwnfN5cdNuSL+vpFfVVlUU8IM3X9nxSByrOX/rOvffRBffOmfPu3TPn3d9XH66nyz4rT4BNWTUf3T51p7tuXDPgTF2yd71uQqbFjuBCtKT48Bxa4aPaw59WHKjTrYdJT2XC6TgPer0JHdphmOdov3+s0Tymx68BWLtRj5QZ5S0rGPnvZfvdZ1+1Znb3iS2ZCcd6vU/c69PknhUJVPTN+nkX6z6+5YyKPSL8CpAvr6YKkC/nURWiTQ5UgHw64wYSkJ//+GY3PWKWZaQvaocT/aNqF7KxyAsn95TfWrykXnyFTUpN0ix+UvJgAUUcNvyhmR7ZcgSMSEkrDKOFaN4CjfACn0V32SKMSya1aeAYYZhn+Bs+kDbCAQB/njm5kNJOZCpCtLHwxcYhC0cttvkGPUXguew1Xz+uGXhBi434IX/Et3YFOdISqTRfK6CRdq5j42wWwv5R9httMtpo2HZt/9G4E244y9LWd2kAcjLFpjvSniX4gF9sLGPjPkf2VV7C5ZnbAsTg+72zGhqJSh+tuyKwgnFOY6Q3oRUBDgT4AzqPND4PFb1c2AsQHWqgUS/WoUGpttyKz/hOOuHJtFj5AK4FylutS0tH9twMcvCOe2zoo5jii6Wtd39bssFrYwP40taIA1jfrsAG/qHh/dPpmx2XpaOggGb0L2ZurptcUd6VnzZXcQkzdcr6A8Asr715Uww1YHOwL26WMBK6EBh6TeS5px00AHoJiOc7bWCoTOp0uk0hwGYNzfxLP8B2fJFQ6zc102TwK79es/UsGsTMtwCCrC+taUQAwrz44ftsDMrGDK1DqScc9HJaqB0+UsdZe9hReII1pIff2pOUAfkCogHniScBdOo6R+CpQP2QFp3eJX0B99YkCvszaGTtD+/86Z+5p+v3RlF++oLSSa0X7VMEsCu+6kXv67+NsACawnLY3wKticvJx6gywOKzTcDyXdN3ur+sPOh+v+yA++mc7FSdzbvx3Jh7uHCWsrPWoT5VV4T9x6OH3fajX2Rzn78kFfC7YbtdNGLSLc/EkS0TzwhNtF/WHlJ5nvjkmyaQZd9JmQTtu/cK07W/7bqtUebmtYDeo6He6t+8lxsX+3olsEg/RpufMVX50C7DdSbKY/BeYea/fLxVUjoWvgLky1lfAfLlPKpCtMmBCpBPZ9xAAvKPvb67rYVWO4uzH2qcG8dngKvVarATfNmzQN/JLWgwyq4nkzGLxXCyVp52kYkmfsyGK6YSNKm3Cg5Lg6VogSjNE/JAS1B5jZpywGub8x1zNBx3ZNFrFxnwhk2IypPnawHNEVeZCLBH9svaJiDGL2Y1jvWLRnwW8h6EjABelh7qwIcPLlAE5OQ9GyobvgLk08CJsrqrvmd85LJEtduUPmPbovpckd1YAf6EtXFTnwXY3L+4fyeShkN9A6CL1/iUDb6wwdKmXt8xOxLjEeOexv5/BPbFdaqGNADd0a5jDCIttPYESvAde7V547/qFcB5OPBtONMAIP0/Czd6cB6wGm1R7iGRabPwwtxYncbeCUQDaE8pPxqq0jpVG4r5rAEAADEZUQbCp+RbhRke85G00VlTpYB7hEHjljZC3MGsR8Bb3VUSa5MItRhrENIMJh1laf9j6QbfN9R/88ywlaVT9N2bE5rUWM9afmCWhjE8dtpMgDzhMa0SGzN4JyWWcL5l/CcuSiMxDd8wPU7H6n4YmVMhjADgdgVx8KZuxm7msdxyhPTo922LspOszGV6F/OlBc28ynff3mv2yokbO2lAOABvzZOAtnl9SXzGl2IPa3OAd32zdWuf6aMIzGS2s+wkry2fgF98CdZJm2fVDb8BrOvmdLwQJQPEWWvkzfvkAwjflI4/UbXX88S+t+XRaW3/bkxPE13Simcfw54zLw3GgDunbXd/69rr7u/KtODZn9my61nCEvhtTQzpu/WZR1Wf0KJvWuO8tPPjPiDLvJcy8JuTJWXpk54FwUmXvSTrK18ntZMJ8OaPyw+0rBUPcev3f1ZfNxYpW6hstEHZtY9r+mftXHW4dtPpPjwYji8qQL68VipAvpxHVYg2OVAB8umMqwD5zi7mixbhsW93T81sfOYtDDW5xnwWiUymgPqxtIve3W4vBBvT47Ud0MQEuGGBaIEhNghFF4DKxmyq1onKouN1Ogqq99YXWK5j1SlgAzxhkRaC2DZdPbMo1eLQL9omZNodbB6L+Bf7Ju1EFkLUDZoKyqfM1yWtoTZqQ2DzTVNaWuwXad3n5lmZrGm5bmP1fbW9QyuVvlOkfRe2KWkqES8GIIhHDyzThXTlJ1bCPKxQrj8AgGgZDj7jy49rYz+8a3Y9/pK2IsGILlFDszhWHrSWR+cAPuTFJrFoU8eGXDRVgG37awq0R8XHIgAkbPP6rf7Fxb2xes57x4WeCAbQNgbkYA6/afxWr9X+l0Wtz215+YyE9wgpWL8AcnLyDR+wNcXW/Ugon2ikn6qtSSNY7ajIl2IEcYfixBz1gYAWAS5rRwQBf160seNAPADxDTUFGfFRPiZ0EBaggCJ+t+Mzf/3b1IbyBoApACFAOWtdu+4mb4RmNh+ZrBFdXtkjYrKQuUMCW0xZ1MH3rt56HtgoL2onrGNRKCEvwEyNX4D0vGNcsbTZZ07sUqf0s1/P3eR+PW+T++38TV5o+cDSDf6kLXMX6TDGFbXPvG8qX0yD28ZRGeAzF2XDG8tngHHmU0BqfGlNQxt7lKJ5+ObZp+q29THrI8UBgb5oIvsTIFMO+Tz5Doiui71l5568dPrA0h579iZ7xmQme9hnsM/RPol08hz8ysDwLC5tD9owv0OaONGrPRFxpPwTS5d2a8uAoIeyaW9KnDzzqORF3aOtzlokL5+8/WF2n8CBenkBwMO6QklMSlbQgnBJ7RjeSmDz8JunoiALmvq+3FyYPOf9priqm0z4cqhOR157RiFCPJz5/HvR/IpeynxPHj9Fj/VlgpV8Q94onF3rcenrcP+rAPnyGqoA+XIeVSHa5EAFyKczbqAB+Ve3HPA3pq94Ybsb0e757W5Fjlv+/HbXrlv27Da34PHNbvFTW92Sp7qT3fzHNzrcHxZli9JWwWwmUy00fjmXfLe6hU9sacn9Zv5Wx0Zfi4SYD6gzdVVxujMe3eJkC5ZFqSb6Il+aCWwK7FFEG8cu9KYYGsav3OLumJKjXeRNNcS1Sm3aer5x5jFffhbQbG7gwe2Tu1vio/h+99SMl2UbBOVtfeX9i1nN9fjjaVk5Q+CdRRm0sri36aQ8awF219Ru99DTg+foE4ue3OzbZn/zmbumeWNqN3/Vc/uAoeUdYIHutPCb14iNTNu+pBFGO2TjbdOKPWOKgrBFmn02fT2rj0ooF0t7pL6buGK916IG3IA3oyYfLBQkckmnhHEI68avKAaI0PaUoMWnP+VQqf16xhqZPAFMGam8HQ502xNkOiavdp3iSwsQMH04lGc40QBvOdmTJ6QD+MsXemX9DQE/pwSGU7napUVmYQAWU9qWDaP12GBrybdbtsGMh+kUez8CwCD8ALz0IHkNlGb8vH5cd9umlDBFIxOEaK7mjQeAiKoP8rR3OuhSV+ZQvmVj+gGv0QxAqToFXIV+aS0DsLJfkLKIBaSZT1hrM+5zOSXAoQS+pE9Ye4JX2uko9aheEMbT/niHeS3RVuRrz9DKJecqH740nhEu+5OyEcEE4QAiAd2hhboVYOpB4ImZFnZIJ/NfCvAZAuGsm5QXgoC8skGvjQuwbctW9Ky2Ee4ZrWCNcooOtLS5eFRl5D080+88n7Lo1DMgNnyUeULFoQ4kGGGdJrrJkzCt7E/IS2khRNJzHiCvvLQ+FE30LbTaETjoXZ2W4KSy9l0PvZ5vPmbWC9mpEqVFf4D3mfZ7wzwPgpzRiz6t80D0WZ/+p3I9v/2jZGBn1fqsv1OvNr2UZ+rAl7/gol61xZFguqYC5MubTQXIl/OoCtEmBypAPp1xAwnIz31sk1v10na35tVd7rHX91RuAHmw4rmtDrfoqQawnLd4i026LF602J77VP/q58FHdrqfz97ubpvc426Z1OPumrrN/Wbhdrfo2d3JdT51bWOBx0Iu74gf9t11BJaFSUwrhI2FjtaykBizameUjtunNC52YsOgTQQbDKsFEeMf76QdQR5amPE8ZW08v7I+8M+ubAFI/nl55r2/dmJ2qdPkNc153/9wliaLcBu3oYHS07RZsmHynqXFA71lZerP90df2VmNHwM4ZqTURdfz3X5c0fiy9rX0Pkz6C57Z5W6amB1rZoNBH2my0dnV6zeZ9HH6Cu5PD6W1o6mPNcYINHfy2qd9b0H/hc+0VpYUfvUnDLxlflz9clr5i/Ka+cQuN6p2gRk2lhFsssFm444DBMnGxKxubpm0zddVUZr2G2O86ou6Y2No+cwzc4odd3+3aPugjg+WvlaeR9q4cnOtP7W6maaOVGe/W9T/NtYKj8OwK1/oaRpX+rMmXPnijjqQJ0Av1Qc8R8M91GRGYIHGNSdxSAvNYvGOdQbzJ+YhEEYDhAJASAuUcL+bVyzwBfwHdCwTgKWWYzDCcSE8ZWllHakxQJqUFmQdDBqHW5qA8QKGAdry5iXWqVpfwuO/tGE6TZrx2M62ALfqIPStRi0nqtA6J28AVcJyqlagK+/9t/G7+ryz7Vzh0nxA6b6X8AKWEh8AHiGDFfjadFkHc9oWQQBCojwQWAB5WP6y39pHkCfAMGvivDjMbQLwCQ9PWAczF147ifueGrbNSbcI4Ld5qEy+bdTT6KmbChFtgKIA/F6LfspBzz/LK0DkotMKylPmbbART5n0Hh9+kyY08RsBC7+1H4HPOi1g8248Y2Zmt18DxNYHpKk5iXRQplJcKwTU3gQep+zDbBm0J6Nerp+WrTHDvY8Nr2e0/BnTw/7gyz/5gNf8V1jra73z5Nbii02xZ/9Pacv3OYXQ43mWWlbqAbpGT9nher+7kgTuEJY4ZcIJWzY9M3YRt8hsnursjmk7k+jpZKAKkC/nfgXIl/OoCtEmBypAPp1xAwnID7fF89VKj2wpspgoWlRqgkX7RRouHEsfLnxhkzJqXEM7BhqzhegJv1iyC2IWCD8ay0b5qN8g522Uiy5xRCuXdMgH3rCIBvTgHX6eGSA0PazGyPVTj/g4xOuPvWRsn6r8ReYgVI/yb5p9wufPpXZhXQICQBcuFF7UNWWmHmpamCvdmI9ZItLiEr+iy8NCOqrfA6OFPhL4iOmDULOUzVW42cFEU1H/jJVVl7vSBgHbY21U77Q5I2yRyaxYPiPxHX1dFzJS5jzHSYHUS7wtHzBjI/CJtNm4A0qwYde4qTx/iJqylldcXo7ZF04I0GbhB3af0ci24VKeiSu+AhqofRf5mCGw8+XVosWdwq9YGOYqgHjxEd+PSd5mciaY17d7jEkQ1h95QIkX/NcuRiZuOJZhWoX7HgD7lTY+fegn0xuXzhKOdsI7bKTfM3WLjzfUpoF02jGvvEXtjTiULeXy4Fj9jNR30owHZC7ij75lWudZGxjfwljAhcvwF+A3BFKVdszXKVhOrgmQR/NXYWnDAPcy/6h2Sj6AxAK7b+MSxxlH6+3Yz+U1ABlNX7SM8f2zN6nyUbTf6HQl+fx96QZ3W8QsGqAxdzqJRusz52sdQf8lHUBRGyb1mf0D8REiqdyk1bRO7ur1QDeAscKEmtN6z3wofqXQwBpfcRGC6TST3pX50AEIb2kDsG9SgKhp/QOuWwGE1cSG1w0FiR53e03Yzj4HGrJTyN/VeSxQnvcICagTwqaUWW2IPUuj/D1N9a11G2NvSpo2DHtb8e362qWjtBcbpuyZufP2ZZhsyoQsRcIVzbEzn9jp1ry2u49D6cK6lS/tdrOe2OkmrdnpfjojS589VRlN4XcpRd2/dKtb+OQWB26TOU4V93XiCWZ+wrRSfquvFZlRlXDpzNlL6YBTTshPz33rTn76jcMf6L8KkC/naAXIl/OoCtEmBypAPp1xFSA/MoEzATFMnEVAFQszgScshjt9AVa4EWPTwCZW9tS1kGjVZ1OLuYUw/fC3NlS6cMpryk9u2BVEK4AFLxspFojNG5ce96Nx2aYA+lq5yDWkQ7+5+FZlRSOvbLEkgJw4bNqUjvXR/OM7C2kWrEqThacWUSzIixZbxEHbSbRh39PmUT2PzHFjMOsNQBI7rxzTV7vB50JIhIjtgMLQazXq6I+3zDvtN9EAFWhgsaHTRon80MQbzHIOt7QBXwGBMfGDWRoctoMZnzDD0R96MZFDOrqbwtYrYBwC3v7m0R/6Oh0X4Bf+CNy0/NEzczWatam0AtzJJBFpAP4xdmscD336gOZ4wjMXpuZ1NYZDO13a3/ADkDIEkADhQtMFqdqEjD+qW2nYWyEK31iXYQZBYKLCh5r6ei+ffsaaYCjqJcuzJ7ddhe0s/I3WLWlM7fClqkPBK/LQmlsKHSE/8n5LgQP79ym0Mp6qnaS2SZu31nhcLqtxKTp+dPVmJ6pyxhaZNAHYJX32GWqnAO02z9gz8WVug/lfYDz9QumkANoApAKFidcq4OppX5DRDhiP8NSuKTwtY5q11EWf+A//GGfZT9nTsSla6uTPCWDxAuD37q7e+lrcKxfNO+0FIKzLBYb6MaRmIkeKO5SdepDgRXQy/gPa0jYVn2/Xjt9d16RnDARQb3zv8WVR3UnrmbWU3nneLfykXl+p5SUeQh3Rx1qNeuS3L78xF6QTFCltwdKlZ7UNgf/k0YqCE+nAF+IhlFK6oS/hEmN0Sj8Ow0i5IeW0S5i3hBl5dwCFeYnv7eRF3uqjMWGPaNPe+OD7X6cDTibk2yfOuSnPHPWa/6IXH+1+3u89cc6Ebv+xAuTLeVcB8uU8qkK0yYEKkE9n3EAC8o+9ttu92XPIbdx11G3Ze7xyA8iDF9ftdtbB3z8ty7S7mcRYkAEic7zaL9hmn6xrxfP9vvm73Gs9x4ZtnWzafdw98q8jbtbTB9zkJ/a72c8edI++ecQtfOGQ+9PDe9zXpw1NAAAgAElEQVRPZ+1woydv8+6uadvdz+fsdH9dsddNf+qAe3rju8nlenzdO+7asdlGEk1PnTBgwWNBDbtACJ/Je/mrh5PzLOsLEx/bX1+4ojXDwl+LHvlo1OiIKfTMefZgbv6b9xx3/zGnZgNz4t6m9AAiBBJw7JWFqHhAXiyaaUNctqRyz37mQG5eZWVr5fv6He9W48cAjhkpvH95w56mcWXznvcGpK7f3HHMvbbtmNu0Z2DmgXnPHXS3Tm4Iw9Q2rf/jGTvcslcGrl+m8K+VMJt2H/Pte932IwPC41byHoiwL2w56lb964hb+foR9/SG9DF3IPLuTxobdmbjCn5/0gnjPrH+HXf39IbdWcAQ5mAAG8bVhhZiJqCa+XT6ODrrmYaQmDYOmAOADCjAeM04zjwf5kHYp4ZB3byycW/TuNKfNeG6HUfdkqe7/b07y5/fVno30b/PzOZ3gJoQiNd8Kl/8syYU9K3IR1gPr++d0+P+c06WH79536RxW5tTAfYsEMY8DwCFST4P8s051QQ63jd7q79riPuGytz8xze7eY9t8q4srP0ugMgK7YvKbL9JQ/768T31PvXixoPu+Q0H2nIvbDjgom7jAfdCgXv89T1uztqNbtajG9ycNRsHzd03u6FV3aqJH8BI2gZu+uqNnl5oDt34Lk5NNPIhfBRIN2CmrRM9C6z92Yyt7ifTs9MarQKUpCXzHNYMjTT+fVufhWZ7X0EhbcMqcyC0RemGOIyRWmczTormMp9+LAEQ6ViayuICfgtgtJfeIiRFeUX34JCup3Hi2378zgUzSW98JlRgXM47WSu6MGukNbdoF8DKGKVw+DIFRTjGe4H/CGjsKUTSA4D3vKybvmlWhFB5vCAgEmZUcFKW8Yg4jImWJgHpfCNfu1+w4ewzbV48pz3qm8ZAeypH+5pWwH6lh6/4ave+3GN6+ozDNo59tjzPowHlJZXH3tEQAuF5vxGyi38279Rn2eJHCYLTnwiV8vLivedBwcWsZfmqvVL3eWHpy+Rz5PT5dMDJOXf5uytuxnPZ/Ck6yY+2rHz1fvpzx9y3vd+3lH4YuALkQ470/V0B8n15Ur0ZIA5UgHw6IwcSkN+y55g7e/asg//V38By4NixY846pf7K7k/cz+Y2gHlNZPKRNj+2+bSCV75z7u0TX7l7ZjbsU7OgA0BBQ50Nx3WT99WPL8LH/5y/20156ojn46EP2tMGKGP8izs/dtfVbEKTJ8dTAcVZsGsRy3ts9m08+HlZcu7zry+7/17WAHVYZAO0c4TRH2c1F4+prdgND+/+Y95e1/POF6V5DVSACxcu+PHj0qX+H4EcKJqu9nROnDjRNK589913w7bIWM984+1P3dRnjrrfPLTP/ce8Pe6/l+13s194z205fHbY0i3Cent7ffv+6quv9KryB4EDly5/7459dMHtP/WVO/7xBff1+WxcYWM2UH+kf8vkDIxHgzQmRGUji3kAAVuMqU93f1hKwrZ3v3D3LmjY262PzwVmiWyYn87e7aY9e8ztOPplaV6DFeD9999vGleGak347LZMExYt4RhYaMEFzHeIbwBI9lvZM2krLj73Z+TZE1daxBF4BJih99ZHyCLTCfev2OsFmgjYc93e427j7mPuje5D7s1th93mvceT3b3zsjUQ6wFLQ8ozcSj3PdO63cPPb3PzHk/T/i4CkYbrN07AqK4BjVL4E4ZRvf9PzklD3usCVmlSt5uX6gZNXsyOQXuraaEZqzunQgDWntIk7VGT93vtbjSUZVpD/OLkFibt9FsAc6iFHfIr9tuC/KTHejYWLnwnoRunxvLa2N+WbKif0qVv5vUJwHdMt5C/6oln8kBYqjEHIRdpWFOXhKMe0BxXH7914Sf1Mty14nI9bcIynggkR3gG7ZyeGR0x+0N41u/QQRzqJFzPE+aasTvq+4lwvJKmOhf2Wh5mbSHTbCcNTP8U8Z78GQ8JG2qcay9jAXnVD/yz+aY+S1NbGuyeF55OLk0tHts8f2vCCis4sHlTfoHPpP2fs/PHusld66JguUyJttoPRccdD9MfGwIXzKJxIjWvPSss84nSSPUlgKGuiuKoLs+ev5y8jDh/6Tv3+4dr+1J/EfLJPia54Dd9XX2ENf7XF3uT8wgDVoB8yJG+vytAvi9PqjcDxIEKkE9nZAXIp/OqkyEtGM9z+Lfn+Dn36MbTjhveZzx/zHWte991DyGYGtIz3H8zwS98NbPFrsVL6P9t9WG3572zHkT7+uvBAeItnz776lv38Jun3M/m9BWw3Lfwbbdm02l38dvWtAVILyxX+PvmSQ3NYwD/B9Yeca/v/dSSNiTPFSA/JGxuymQkAfJNhI/AHxUgP7iVtv7AZ+5/Vx3qM95h/uVvj+x3mw58PGAE/Pah7FRTqi1paUQy9u47mS+QeW57wywEAtk+doYxrTBmWxMYVB/PI1qQf1992L3/WZog4vvvr7h9Rz90u4+crrs9R067UvfOabcncOt6Drh/bdlbdzsPnnJ73zkduDNu7zs57t0zbm/NbTt4ymvFs1Zd+myPW/789sy9sL2PtvwttQtxLdCVBypIMxLwKi9M0XvsZ4v3eQKZPvG7euunz/K0fElLYMRgmq/RXUS0sT50lmhhq12SRh4odDW8B6hVHeO3epJCfBWYHLtrQ/bis/SPultrtsZlKkZppPpcWElaAnFlM70VG90SIORdkMkpEJkKsfzRM9rcXCxLG/jN3Eyg4U1BznzP0yZTMKllIhwa66RvgXDsz1tw16aHtrOAVMzoPfhw8X0emLyUSUvyQagHWAwP8K32Ls/2t8pd5ANgIpDgZCrhEGCIXkBQK8wgDN80b6gu1acwT0ca8OLmue97szQIGJWefASN8AFFHIQF8J14oWY+9SnaQ61oAd1Zm2icBuKUAG0KAB+H4BnAWen4caWrt06ThJgh0CvN9rzxUGXJ83U3AOlrXArpqAtLamaabl3wieOEgGiFH6FQlvaG8EntTfWN4Ex22+c+ttX9afFWd8/U7rp5KNK8dWK3+6+53W7Cysy+++y12UkVe59DXnli76k/0kVL3wtbauD8gucPuhe3HPWnyTlR/sKWzDoBJ5cIHwpEYmmH7yQ0K5oXJPT75cK3W1pT/d/a7P41LqouO73G91G1k9r/XHOkpXxs4AqQt9yIP1eAfJwv1dsB4EAFyKczsQLk03nVyZBlgHwnaRvJeSOx33Dgc7f8zffdnBffc4teO+Fe3PGxO/XpN75Yly9fHjJA3vIRcP6dM+fdux+ed1+0oIFg09Az8V/Y8ZGb9NS77vfL9rvfLd3vxjz2jnts85k6WIP28Xff879zfxUgP/S8rwD5oeN5O4A8IOn3V+LuypUrrnXn3JUrEeeco/cP9Ahw+pNzbtOe99yG3ZnbuPs9N9DuxS3vul8tbJx48hvXiXv9pXZ2Y877Py7d497YfqxfNGB6RnmEm9mi3wIefrlgl+cJfLFuyUsNgMCCEwAkXIqnI/PkbR2AxB1Lv6oDH2xkARIEINwwYZtb/cYRr22NCak8beuHn9s2osFVbGb7epnQbAM5r04EdgEk5YUpei+QFSCtKFz4DcAdOgF6YiAa4dFAJQzmNATCDbQ/fkVDc7kV7VSBMdAHz381Z5O7e8oWT+tNE7L7K7js/h8P9dXgxL5/u3eJDHT5U9KTmRAB1O22FbU1TKSQLzxAmCGwHF5yOpO6v3V+ZjqkHS1y4kvQdN3YrQ7NXC4OJn0cdyfltTnioomrsgK4Fl22qjQ5QYApGBxau2H9ioceBEVzG+3viFlG8i9zso+vvudpQDN82hF/yhUw0Z9yrZnT4Dsgu+56SKlzLlymHat8yT4CUQlF7bMH9wFSGydW0ZwXvz3oW7twVvEpB99lF/2GcVs9f7mH4CfTNvv7YkQXGuJ59WT5KW174lnNcTTzZaJSbdDGQyBBHMD862plkAa8aLA+c25MM1tjWtiuERgQn3g235Rn2hRxEbwQ3goWpHlvaev73BAw8I05Ezo0d9rwmeZ/Zgr0rX2fupd2fuysMhNhBd7beFOfPebYZ941PVujlAHRsXILJJcQp6n9B+uBu2fscndMa6yHbF3H0rbvaEeq26J4asuPbz6TvIB+eVdtXBu/05tGtfnmPbP2UV3A73b+KkC+nGsVIF/OoypEmxyoAPl0xlWAfDqvOhmyAuQ7w/1OAfKdKW1nc60A+aHnfwXIDx3PWwXkMT+RAiD8kMMAON00IQOb2LgBfIUak9IMlCYdlwsCDLbLN2lRpmhhN200uchvbHYaKbwIl8vWdRlykfYoZWFDjzYfQIo2xjHtV/ggMwRcCojpiHbLPBLi/WZepombCpoK5MgzVdBUdxGw8OY5H3gwKAZilcVVvRUB4QBXADtFpgn6Wy+Ajx5IGrs9CST12vu1NmzBZAtA2WcuQv3d/E3+QlTZrNd3tHypM8w89LccgxFfdp8BSQWo52mMl9W3zLwAXmOD2l7aDD9oD0rj9qUNbeUi8FzhQ195XT9uqxPPdeKCvBgnAfSkNQ3oBShKv1HdoMUca5uYrxFAS9jYBer/t2y94yTAnVOyS8ZVVsYttel2QEnKKa186JDpGNEc+pQ9diIhta1QDkwJ/efsTe7HUzf7i9Jps1yajcDp1/M2OYDyMN+y34C2CFcFNIbhEYj4Ou3qrZuXCcOEv68Zv9vlzUfYP2eMUhzah9oMtsl1iiADtRsa7YSxADemRG6tCQqhnbHgFjTjZx33Di15zPEo7dBX3YWAPOHULkgvjFf0ux5vXsN8kb10m3mxWZANAN8MwosvfX1MAB2qmx1iXlbbv31qBswTBy10+opdd8A35hX1u3sXvO0VogjPqY6iMsW+qZy2T5KOp3lMj9eaZwyRwMqWBYA9NDsVy4N3lIW4CDPywkgY8ONZu709+NQV9L3zs/kMwUZe2rH3EiT9Yv7e1KyawlWAfBM7oj8qQD7KlurlQHCgAuTTuVgB8um86mTICpDvDPcrQH7o+F4B8kPHa+VUAfLixOD4Jz486w4c+8i7t9897bbtO+Z2HjjhDrz3kTuY545/7A4d/9jNXH11A6ipwEhROIGCgBhll1NmtmCzy6rR2ixKN++b7CG3e/QcgIANL0CozUPAaB2MiQDAsc3qHcu+rgMt4ZF7hdcxfjQrbZ5X2zP2quGttEtV/jxfGptoDeeFKXovQCQ1P5uWQNMiYYCAD8C/wayrn83YXG9DmTCoGZQT3RJAwGMBvTzDP4Ai2h99DA1tQDrZGCaMHKY4QiASYdEfF24c1DK2w78/L8rsrwNS1U1GTEw7fSGeyZe27t1TG9rq1089UgfQQm1UgYYIApRGqi/wTjxHKIfmK6dopP2ub2U+2sKUH8ezDf+7+c11hpDz56Yt2bA80z4ww8Nz+xry2WWqtDOV8+Z5H3q76fQXlY/TAe3UeatxKDPjzjVjGm08LHfa7wwkBhRH6Epd60SV4jOOAzbT1wApfR8bs62pTgCf6Y/wgvjWrBbp8B7ekYbAZd77fIMLPAGYBdYLRKYdiZ5WhFP1stROEIQXI2ObX+mGfSGv3Yv+TJDQfLqCO8GUHoC02oreeU12nWYw4xPfrx2/y5sBUr6MibyHd3pWOkW29Ilv2/x9C7K1B3EZT5R+mS/BcewEgS4XFs8EXpOHNcnDWFwEhEOP6hrhTmi2SDRaoV0rJnE57Q1NCAyUVis+NBG/1QtkWdVXgHz53qYC5Mt5VIVokwMVIJ/OuAqQT+dVJ0NWgHxnuF8B8kPH9wqQHzpeK6cKkBcn8v3e7753n3153n1+7oJ3Z89dcJn7xp099407+1XmvvjqG2fd+l3HhgQUaBVEuFrCywb2dYBkxlZt0UbPHoFuxz73/YszsyitAueiSSDwv89oBsdHT8qAOm2sFT7FFzABYBoLD8Cjo/TYSb5a6j8sB8A1m/ZUgFzanzGgI8bH8J0ADLSLw29lvwWcFIFagGaUBy3zsKwD/fsXsxqgPOANADIgWgbqHW4C1wHQoQtwtUjTGQFZ41LLHnfbos/rfELzm/IJQCW94WaPHk126NKJC4Rw/C7SAo7VO/2PeNZR/4xFvJO9cBt31KQMuAbAspq3Nkzs2WoHk3ZM2CRteMyUIBzBYfZEgpLbJm9xP5m2xVmhi2gfNbbb/WLmZm8Kx7ZBtMlvrp1UIiyCR0BX7HALhOe3BJKpfdSWsc6vMdv8eC+a7jBA8l1dvXUN6Ikrhu7kxZSV6/xJFgSrnIKgLSPQmdS1rs9pCOjONKebNbUxR6ITEZonVMY87Xf4o9M2Ctuq79t3MH8yNkqj3QPete8AzDZ9mVCx9RQ+32S082WCh3aNeSQbtg7al4zhVrDEvIaWv02HZwHyMr9iaQ6f6X8InBB+xYBogdD0LYHjpFEEcFt6qFPx8udzMs16AOYUrXVM/4hexkubLs8SEKgepCEvQZ7mKKWBYALBArTTpiiPHYMJx2+++5N4D1/wwjPiKG3CLHzxkOvedyLZzXs+07wvmu/CstnfjGPk+2IbZmsqQD5/b6MvFSAvTlT+gHOgAuTTWVoB8um86mTICpDvDPcrQH7o+F4B8kPHa+VUAfLOnTt/0Z359FyT+/Czrxzu7XfPuNlrmjUBLRAxlM/zHtvkljzd7d3ip7c6fuPmP7650M1Zu8nNWL3ezVi13s1cvSHZTV81dIBGO3yUiRc0cu3mrexZm9zRE1vXkseEARvDogvPivIXyGq11QFtSBNwoShu3jdpFxYdM5fJAswvtMPrkRAHjV34GAMh83gnkKFVQQgavuSFOZO8tIveqw0W0QqASR6YyBgK/mMax9ob9+UzQDImSKThnV2EG9ekD8stMCXvklILIrcjJBss3tRNINVsuwNKwZNWhXECIcVPAWtqQ9ZcjXinb8RBy1nvi3zasPLAb1XQBLBp4982aYs3y0K7wAG6x3iNljh3HRCXsgDaWjrFN4BNjX8IA2yYlGeBj4y9ty7IgMrYmCnw848LOy98RAAKX2S6xPKXZ8YfhBTSmAa8tcC0whcJMGxbUXjr10HpMT11++B8hyYAUtoN4CsAMUCszJwRBkDXgtQatzDdw+WmhKEM0GfrnTiAwlYzXQC2tPYBpa2QjjZgy+55M/M9f58GcclDcZVvTDim0yyEQfgkMzsSNFLmm+accqMXf54k7FJ7um3xF3WBUqzdFbVh1RHmm7hvA9pII89ED/y7cWZ2mo6w1syQzacuVJ6419cdYb0AxZywa/CsWQBE2FbdnZO3RO8GiY0L9h2mrciLscDSn/osAcsj6z/Q1iXZrwD5clZVgHw5j6oQbXKgAuTTGVcB8um86mTICpDvDPcrQH7o+F4B8kPHa+V0tQLyH5/92m07cMp17ztZdz37Tzrrtu0/5Z7fcCAKMtjNRPU8/ID5+5dkQEc7wA6bQGmD5oFMeXWufGMgWsrmUpqPmHZQHg8uyy7XbBVAU34AKWx2AT/0LvQBJggDkKJ8rzYfu/yUkboNy5/3G5CnjHexuNL6bdd0kYCnPKCFPNVWwtMUg11v3Mvwp4UbvVklNH555h19BV75drTs62QeUxbZcUZ4FOMn4J2vh7HdbuKKOPAblht6EMLcO2uT47JLNJMRmCHgCsO285tyQ5MEXWiqS4AjrflYWew7gcjimx2vABl5nwfwN04XZCAboJ5N2z6H+ZCutGRtuLJnwEriWnND8LaIf7RPXw5jB9/mI9CQNDk1ITMbrdAHQCmaEMAK6I0JRqUx/tt5nRc+/k+tDWE+BAAWPsldP+Wg13AG5EYoBe9VRoW5cUamGQxob3lqn2+Y/o5PU6cPaKOM97QXTijohAbAPPFUx8ojz0ez/e6VzUI3aVP/9/yNTRfL1tMY09OnnHzD3r8EUQgdGiBxZoOdsY52wlzmtbHHNWy019M2vKP/xUzUUWbN7baPqt+2LHitzZviHXM09ADS2zpIeRbvMM+lPkNa1Dn8AIBHeKe5ReXOA+3Jk/sBfBrjdji1g1i/8nwZ37joVWlbHwENpw0RlIRtFdOA/7ukfQGXTjMy76XwKgwjod6jG09r65LsV4B8OasqQL6cR1WINjlQAfLpjKsA+XRedTJkBch3hvsVID90fK8A+aHjtXIaCkD+wsXLbsve4+7N7e9G3Vs73nWZO+re2tHslj+/zWt2o+E969ENbtaaDV5jHa310M1Zs9HNWZu9LwIQqm8DA1h1ko+yuS7btuEGruw3QA6b0VZtV49bnoGSbKLL8oh9l7awBYsagHw+oB5LS+/QbqQsRYA8gBZhbhg/NLaVO9U2dKdAEYghvsnXsX6AV0xe6H2ebzVI4WmR2Za8NAQoApzlhRHAgumUTvHT5ssFmZS3CBzMK4sAd4HbsXB8I/3YRaGWjr89tKGuZUr4mAOk7y8wjxCCtG1fl2CL99CbV/eAoFYzXiAovsougUtRv8WUjOzJkydgHeDULfM+9Nq15FHXgK7xQtrY0KC8Uv3RizIzSYCH2cmFTKv2Z9PjoPwDTUKaZs14m6fqljYtQQTlSQFIvS3zmu15+p7GUE6nyMSLzUt96w/D4F4C5hfKSb0zBksYwbsiByDKCRnxyrYbW1aeBeJjyoU0ids3TGZuCTMxEpB4umYc9QIhAHP4Rj1xOSu0hmmIFkwZYaLnpvHZqQjaMcIjAeGkS5skLX8yy9hqhzbyQTAluov4wDcuUZeNfgSgmGYLwXj6IQC80goFNc2C1/IxXmXX3IDA69YFDTv3ef1e8WK+aMDkE+MZJo0QkIvm0KfOy8zaNIQtO+tCqqI43AFwy/yPPK9unH7M1zXjiU4BWBpunbzdTXryiNt2+BN/evT0p+dcy+6Tc+70J+fcU1syO/y0iRhvyt5p/Hhz36fauiT7FSBfzqoKkC/nURWiTQ5UgHw64ypAPp1XnQxZAfKd4X4FyA8d3ytAfnB4fenbXnf6ky/9wlgLaplo2bXviNu+51Dm9h5yH3z8RbPplk/PedMtMuFS5H/02Vdu2/6TDhB90VNb3dJnetzSZ3s8kG4Blep55APina7DxgWep9va4MmEiwXGU8t0/bgMiMBsQtlG0n4HWJLmmdXMx+QDG+EYkGLj5z3LDARadnlhBMiPGqLLDlN5OdDhZFIIfhZpFFs+Ad4LiEADEuDJftczfL52YnYx34/GNrRdi8AyxbW+zD6gNW7f22fVF3QBDA80n9pJD3MF0ANQaGlNeRZwZMHtMB6az6QPAJdHnwRxhCMteA/QBSiIWQNpofL9xvHd7u8Pta/VCQ0qMyCl6MXMhuzJkw95ZiD5GW9aQuAR33CME9LwhMZ6OrXyEiYGgPpwXb3JGs0A8RJ8tHJKRPTgc+En9KAly2/Mfwg4/eOC9W7R2n81uf+anQHOaPfadMJnzJlo7EOIYO2Ke57kCMJ8n6tpJdM3r5+S2aKGxtidGQC1fMPNXPVGE60h7UPx+8Flb3la7Imqm+edbgKvRS8+PLphxrG6KRWdfMjTLAZgJx4a4PBc41PYRyXcIz3CCbyGp9R5WF/hby+IqgHr14zZ6u6btcExl5C3BccRaIZCEgHRtpypz/Q/+iFjoEy9KC7jJ+W1ggC+IcQK6ee3wHXmyZDGPuG7er1Awac38W3fP6Vlj4CsT3hjIibvm0xKhRfK664G6oZxDF6n3huhMRMTYuJDO4I4aFb5Nh8+605/fnFANyMffVnT5EeItuJyS/yjrjR2fPjFpZbpqgD5cpZVgHw5j6oQbXKgAuTTGVcB8um86mTICpDvDPcrQH7o+F4B8nFen/v6ont162H3xBt7o+7JN/a6J994O3Nvvu2eNG71K7vc9FXDA9DJA1mq9z9sgH7W6jfdnBbdr+ZkQJAAhrxNcN57He//44INLectbT20HUs39majbm3C/m3J+qZ8sdfM5j8EUvLot++liVvEC2n23jBuq1uw5o0BdbNWvelmrnpzQNOM0Tj9kTfdmIfXuf9bus6NX/6Wm7s6Xo5f1kBCQPM8EyniH5rGAnhuqtnB5nd20d9Br/nJhX8COzxAM2lf3Ra24pKO0izy0V4UwAkwnxdWJzjunbnJLV77r2HhpBGbCx6bth4rl0BstDRj33kn4GXe6jf6lPkP8zOTRPAcgDLvNAO20AXMXzum201a8VaftFJ5+sDS7H4HtLHRLBbdgF4CNdUGYj62qokjemS2g3e0BcUBsFfaMZ94MsWiONa/cdZ7HjSUIEcAbSytonf1+MbsE3mTF/avVz75invsmZfr7saalnTKPR4CD0kLIBgzLiqDF65Me8cLNABw4a003Qlj+x+/EajGyiHwl3Hu8Wde7rjreuLVGu/Q5m/WzEZIAW9vmX/GCwFt+1LZ1G7yLnVVG5IJFeYA+ANvlQa+eA+fBdiOmnLAh0WbvWgsUpqqq9BP0RbXeBbGLfoNUG0F16wTMQGkU1A27rVju90tEzMBAW3All3P8FugM2B+nuCV97RP0qfdMYfYtnjdxH3R9JVPnl8H5Kc1m43jPhnyskK/vDTC91rHMH6IZmvLPwxf9Fvz0lff9MY3Iv18+49HsxNQZWNdSKOEmX9bfbgtCipAvpxtFSBfzqMqRJscqAD5dMZVgHw6rzoZsgLkO8P9CpAfOr4PJSCPGZWvLlzy7usLl1zdfXPJff3Nt+584N4+esZ1vbjdMV4ufmprwz291XHBptySp7e6zGWXb+oSzkL/mW635Jlu91COw1RLBVr/sEHrqv6b6//3C2qmAKa909bmWOAWlxW2wtt/1i/pyzSkAWvvDoCWcEPJ7xDUuC+4XFU2Vn16JcCmTV8arWzo7yiw660TAaPGdbdU3jzeAIz827QtTtp95M8lf2g0YmIFkwZ5cVt9T3qja2AL+ViHtmGsDq2NXngKyAJQARgMgIQmIlqFSosTF9CFbWQu+9V76wPKWPu8ofmJIoEIdQYgI/MiRVr1Em/mvWoAACAASURBVNzA27HLh48wVSdDBOjZdpjyLFC1KL5ApQeDUwG6u4H6SD2ZAo8JT9uhbjFh85fFG7xtfMzvcDqmzC6yzRf6EWzZsqLJCqiKljcgMuZUVE6ZZ6C9qR2Fmq8SQPBdF3va9MNneIeGvrR9iWfNcyAgzPJqT4uXUyXEpww2b2n9W3NCukSZ8KlCGkBnSztxLQ8y2pv7uH2HUAfTIZY2PWMvXaDiL2bFTey0OvYMRHhdlJwHFIv+0G+YlkGr+NtomRnT4I9O2xAOYSLvQoBXoDggP7bhaSt6R3hORSDc5V4L2jPmgcRPvvPcXH+ZOSM7JoZlsL/tnQgIuEizyQXvuMPB8p++GwPjm9Lwwrq4sAZamC8196tM/IYPCChseRFyyIa/zYMxypYr9VnConuDtonpGtJHWBAKbYrStuMKz+qjqeOjTVtp3TVj16Bt+PaeOFevb8ZMm3/es4SB8GfP8XNt0VYB8uVsqwD5ch5VIdrkQAXIpzOuAuTTedXJkBUg3xnuV4D80PG9XUAeMyonzpxtuA/PupN93Bfu5IdfuFMffeGeeuvtpoW+XfRXzwMHpFW8rHg5WG0AwE4b6hRA3G74AG60wW7VzvRfFmVauoAadW27iXtzbSEDmMhcAHlijgD/p4FNZugALOdbK8ANYHOW7tHcDS4gnkCvUf00WYNAIrR7CwAkEBJaPD3juv1loP2pf8yNYL5EaQKWAKJT5tDmLQD81Eea+9tv5m1yaEgrfsy/fly3+8OCZuAHmqW1CFgDkB7TOpSQRe2A9AHtqT+AK0BK4iEMsJcYYq85BkoDPliwUoIGhE+3T97iTUSgpcwJDe4C+Mm0LS4ErvvD77K4o2unOG5/6Mvctmb7mX1uAMXdfS6KtOHyAHm1uVa1K9VOFD/WBhB8cCFsTIgkMxmii/iAlrctaeYB9W015mk3Oj0joIz2a8vKs4QGpOsB/yDdMDy/pRWrsgCm2XB6385pG2mjhoC87GfTnxBa3b+4cVqB/GLt2dIUPtMnNHaJXvxRYzOnU0i8Y+yiXxQBv+SvvjNqXL7Jo7I2PhjfBbhSjrCuQr7Y3wKO88zVKKzAbdUBvBVP7VzCd4B7vsErmfRCO95qgCuufAH8nDgiT0Dj7G6DbGzNMxEj+qxPHYZzhfKRL3NgVhhJ/9R3xlv6GnQzZpKmFSxwz4LNM/ZMXAlHlW7dz72Ydk99Hi2y0x7Lj3eqzyc3n3Lvf/xlk/vd0swUGmuFvPhN76mDmkBZd3rAB8pAv2oKmyDgV7+f8dyxQd3wrVyXneCAzqL+DP0qD2FXvPV+23RVgHw56ypAvpxHVYg2OVAB8umMqwD5dF51MmQFyHeG+xUgn/F9+8FT7sVNBwvdS5sOuoY75F7a3Jp7fv0+98xbe90LG/e7lzcfirsth9zLxmGjfDA2UVWazeBWxY+KH8OtDQgsaxWkE6AFiJtSpskr1zmAeLTYfzw1O14OAADYaoEJQDsANgAUAAOrgQ1oAlDC8Xc2mAC+Yd5oBPINV6ZtfdfyS3WNOACKIjMgFqzA7EiYb+pvQDgAYegD2GHDbDVjsQ1L+QQ8EA5QPDV9Gw7NZTTuSYMLAGMadfAAPukSSzRRpwaa+Qg60ORFkx6TNGh53zwBMHuzB+JDEF80YCqBvHH55mh662YCrp9ysP6seH39Zq1QQDAEOwArVjMT0wtcXIo9fGml900ro433nEqIgckqy0D5/zEza/vWDnoq8CNNx2Lwrrd+gSl9TnT/o3YqJQSJU/JWvuIfbZPTImgB00cF4vKddmFtztcvcK5dHirQSmnRp6FJwi69J13RxnP2Pqv7EJBtaEE36pPxA6Gh0pBP37L0km4I8gO6ig5p6Ct+ii/hEproNrwVYpK+Bcz5naLdb9Pj2QppqOPJXY06p+7vnNI4qcLJgzxb54yrdbrHdLu/PTR8TpVQjrE14TF8Yo4oA3MBvDVmE16CnZB/+i2BjwXfeVY7oM3DI2y9Z3NWBv7ynfGHMRSTOPQJwFwLmNO+ZBaHdq48pVGtPLgAWN/KfARFikf+mNdByMU4q7z4TpuAfxaML5oX76ydFiBuqtDw1oWfuh+N2V6nR3RZX/0b/ggELzrhFCu/TAbdMGGb+7b3+z6b2ROffONunJjRQX3aeTVMD5NcGgeYQ2ST3Z+OGJOd3IvNl2E6+k2b0By67+RXfWgb6BdLXj9Z5zfloO0wDurCYX6rfNTD4tdO9ouECpAvZ18FyJfzqArRJgcqQD6dcRUgn86rToasAPnOcH84AfIffPKl23PktNtdczznundOuz05bu87p11fd8btfSfi3j3jnn5rX31zrE1y5TdvHit+VPyo2sDQtgFAW22cUzegVusqtE8b1t+krvUOUyYCoZUXPiCxNrSYBuC4v/1unxEAsNkkPBcR8u3emomUME8AbMVl88/xc2k+Eh8gBEBUAC7gCZtZ0WJ9NugCdhT+nqnN9mvD/PN+o4mNnV5oAxyz+cSeLSAUmh7Iy0Pvx69Y79Bc93nNKM8LnkiDOVXIoryKfGuSAzAmVk6Z+IBWgBTABPiTXTa4y9PFe9pIA5xtgK+qa3xMq0iAgUkjfUP4ARBFPSOEAKwB1NLdAYTjdAUAclF5+vtN5luuGd9sziTGl/AdwBt0hmY0bDiB5wDjllaZc7JAt41X9ixN2NDcjOJRhxIiATQLCNQFwfayZE5LCKBT/eBTR9AHWEa6Ps1amfku0DQG5AHA+7QCkx20aegCnFL/JZw0lrN8m81n0DZ8Wg/KnEja3QbQLFNJxAfgFn/wGUuydLOy+rwn7q3T0h8hDWnlCZQkdFXejImMpzfOPO7HNgseo71//+K+p11sW2rnefzy9e6PCzd6YPgXMzd7nzFtwoq0/kYc6Le0ItwJQVeAd0xpSYsdTXG1J1sX4bNsk9Mu7FyBAEeCCvGPdhRrv/ouX+2NNqF7NiwgDw0SbCsOoH9IW/ibfqH2GxtT7fzMmMZpDKVfNseLTsLTb8K8i35r/qCOcNQBcycnYTDdQ5qUz47hRXb3bV4Iy6+r2aRfveGD3I0sJl1GT8nMDQGQw3t/Omvp115QwSkVe9qO0z+hkEoXlFN/KUIyT9ukfb58055tTzt+86Gzbv7Lx91fHznkfr/sgHtgzRHX9db77uD7X+eW9V97P3X3zMxfM8Hve2bucq/v/TQ3jdQPFSBfzqkKkC/nURWiTQ5UgHw64ypAPp1XnQxZAfKd4f5wAeQB0NvZTFRxhhYkrPhd8btqA0PXBrAFrQ07m1G7EQ6fAY0UFrC1qJ4A+28Y3wBO2eADnAlQJ50QUAEwZZMOGA2wgK1naa+JFgGTRSA1Jg50gabo9SBKANjxDSCBvAT4kw8ANWCHgEg25wIcfzO3PY31H0/LtFWTj9QjfKhpaQKuW43nIr7z7eczaqcQph4urE/xVGUW0ISt4bI8Ur//em6jfcFr2hDA7h1Lv/KgK2UUmKO6AsD1WqfzP6oB9O82AaqkCQCJ+R9AbrThLZiObXOldVPO5ZUqOxql0iYcqPsBiniDNj60ARaJhjJfIBHtsUjbV9qnmCmyNPxsetYeUgGwkB71uTxAXuFlPoYTCuSvegD8VRh8+pd47vvgeMC7dzxYRxqh+Q9sZ6OFqjoFdLXp8ay8fXoTMI3RfJqC94CrDVA3+w642ZRWF6cMGuMWz7H8muKs/M6PbTZeeJLB3lUhWhGuiLcZgN98aWmYR/hbl4pyAaut7/D5d/M2OczQWPrCZ07HlJkfYwxCCIvAZUxwR0GYJ78RQqrthfnpN2OVNa0SS0eCTNpNCGIzdtDuwzZD+oxnxAn5FvstwSvjfFMf6+r184O3j17TnvZp1+zM84xWPG2UekVQgDa3xjQEf5o7rgnamrS+LegPYB3Oi9CLQIc5SXwjr7AcnAyQYFv9S3eUFGnGK53rpx7x6UuYEMtDYes+pxGmZpeNkmf9vTHzovTow2rvKkfZmsOPzxOzEwl/7jpYuon9+MtLbsKTmQBAecR8xt+mejb0qn9ygoe1QaxMvAPsl/Dn10v2uYuX+2ruFxH8+p5P3E9mF4Pq9z9yyB3+IB+Yf3PfZ27qM0fd/1u8z/10zm7vT3nmqHtzX/+BeNFeAfLiRL5fAfL5vKm+9JMDFSCfzsAKkE/nVSdDVoB8Z7g/XAD5x17fU7hpiW0EqndDBwxWvK54XbWBzrSBJm3iiXv9xh+wAIAcQAGQ4drxu+pgAIBoUV1htkLmUtiAhxro0lIDoM/b7MbeS5sajfvQPEOMHrQD757afHEqm3PAOl+m2ka/sWHvC+IBDgNkKgzanrG8it7BD5/v2O3e7EGsbHnvBGBI87soH77JTAj5AYDkpRt7LwEAPCvLp5Xv2HK/rWY/XXwMfUApAYzht/B3EYAHUC9zINRxrJzhO8Au2UoHmGylbK2GBcxUeTD9EtIS/rYar0UatJQ1S7fHl9/S9W/TMkC+TEM2zFu/BVamxBcQiFZ+HiCvdL0wJudkDMKHUZOzUwEaJywvYicFGjzIAHUAUAAzgZTiOz5l0vtwfJIZLZVb4Rl/RHvm93pTJSqzD1cDJ0NBEHXHd0BigbWAxTrVwDfA5ub0v8v9rb76/z3Y4/4ruODa1r19RngFAM59APTHe6Zu9mbEJnYVj2lot+tiVeiUAygHcLdmipQfcTQHEN6fcplzygOcCOUws2LTQYiquNb/R23s5MSMeEM9SPikNOQDfsNrgaoA9Snj4I2zMI2Ujf/cUcG8p/ys74FxI5iO9WG1Q9pFY+7o8WC0TUvmkRASXTf5QJ0flIU2SBk4xZMB+o25KRRwKU21V8ZRD86P2+nTzIQ9+W1J8dWOEQpIOMs7gGeFsT5meuAV9FKGmPADQQDfKQOXpque7GWvmKaDTxJEwGOEf1b4gub7F+cvJ21iv//+e7fryIduyStH3f+uOuT+c8Fe98uFb7u/rz7s7pyW8YRyFZnlkZDBlw2b+zM46XA6a7+zjtfnC77/ZeUhd/brNNpUgHkvHa/zgrkHPvk115Iv/ZhAHUshgDxe3f2Jog65XwHy5SyvAPlyHlUh2uRABcinM64C5NN51cmQFSDfGe4PF0B+ztr4gt8u/qvnzgCCFd8rvldtoLNtAPMSt0wo1qK8fdIWr5FcVFfYIL95QgbaACbYDbyeb53fuDQPLXi9L/T9RXjZ0fBQA7iIHn1DuxPaBE7q4jaOsXtwrgZesPm9dvxuD4R4Te6HL9S14DhNoPRa8SXwiIE3hWWuaeFBE7xPyZMLTAlPmcrSDr9zGoG4uDKQLoWWMIzMJyAQASiT+QwL9GICAEANEJb2AzjkTzAs/dqXCdooY5i2ftvLZMPyFf3GPIHKXgT4K5+Yj9bw39DYX5JpEGOyCReGtXcdeNAO+9Rdl5vqi35hL7It0nClXYl2bJfzbMugExMpmt4xHknD97bFISDdF+ST1u+N47u9DX9oAdyKpat3aMFS59QzvoAymRTivcJakxeAlpQJ7XP4R9shrABv8UQ+5ZAmNfmIb+E4pRMJhCd9XfpJOmj7kkaWRwMk5TfApbSBQ3MXEqxd583UZLauAR4p1zW1i0JJn/KprHl+A4zP+mo7QsKwTcZ+o+EeAvEAsLRZCTPEW8zKKA3bvgGVBbSG5QEolzkT0uGeEaUhX2kRzsZXf6UueKYNiZ8+XFdvXTOdOkGAA0ht0+AZcJ+5QOWQORh+A5TSRmgP8Jyy2O8SFNk0bd3cVAOjlXbYh6GXb9B3R91UUkPgoXjyGQ9ip1QyzfOsDD6tmiBWoHJKm6IMEnKgiY+QSn2F/AH1SQ8eQEfjpEm3jxcTekCraPfj2bRMA5+45EcftKcDFDbmo/Wd+gcgf/bsWffll1/2iXLm7CX3qyXZOoJ8KBN9nHaA41knBfz38ZlN+RhNd03f6Z7ceqZPHmUvFrxSM7FVdvqmq7fJxM/6A5+VJT0o3ytAvpytFSBfzqMqRJscqAD5dMZVgHw6rzoZsgLkO8P94QLIL36q+FivNgCV31lgsOL/8OE/WsjYo0brFi04NF3xU22/VnU5fOoytS4wV3LvrM0eiAEExgYxduAxQZOShuxVs7m3QIV9BtDRBhdNPAvI2nB6BtBpaE/3eJv0KbTEwtCWAQvJHxqbtWObAZvRiz51147PNOrgQyy9lHdopJJfDExRGfP9hgmNPDvRlgZdHIo2X36afYFUhRUoA6hs0x2IZ7Rg4UMZQCtaQl9gV979AdAo8xZ5Wp1hmva3NEx/lnhZMfkBfNM/MBuiNh36mI3g7oE/GEEC/UmCK4VHEASwK+1UvcfHxALtB61agDxsYwPwyWQCYQC4BKLZ+x1+Oy/jO2CaLW/qs+ix9rWL4oqmvyzO8iX+3REwtCgNvgn0be6j3zUB5JZH4TNauPAJzV0Ae+xZZ2F6PA8BERXHtherXQyPKTdazzGgn7FMAgOd/AnbN/WifAgrMFP8JG99xwcIRmO4CWBe2esBfwH7Cp96cqbV/os5KN1DQbvEvnhoPgwzX4DSooU2zgWs9RMqOfdGhPWuNEaN7e6ztkDTnvTDtiswm29cthqmyW/qnHiiD8EKQhbMy1BHaqd8p43GzBzV45qTAQiCEDzZPGmjGj+IY4VpSiMErREi8A0hhxWGMudw98kt8z9q0sSGdsZAtPcZCzx4XLPPTjqA2xJmQRvl5D1tydKa91xvv0b4QX6WTyqLp3vi3nrbD9P0bb5mNorTIqpjT88CS09vDQRvgPzUBf2KOKJp7abTyRvYIkCeRL6/csU9ZC5GtWWyz1yG2vvdFXfo/a898A6Qjmb7oxtPux1H+4L9KQRuONC4kDd1PSBTRbdM2p58SiCFltQwFSBfzqkKkC/nURWiTQ5UgHw64ypAPp1XnQxZAfKd4f5wAeRXv7IrCjCsenmne637iHevdh9xr26VO+xe3ZrmXtl62DW5LYfdK8aRR6sboir8yAMzY3WG1heADZq5P566xQGYoeE5XEFtTCqgFSdgy25Q7DMgowWYYmWv3l0dbbiVerxxfAZMFm02ZRrAAhgAJ2io2Y09AAabUWmdAogJcPx/bWqrUxbASrTs1Z69lty80x7wAhwDhBMwTRj6bSs23EN+yZ79nbWLaW0ZU56lRWi1nsM89Fsa4mVCjrx8VSecmFCaA+UzXsDPUCM5j5bwPSAV8fMunh23Yr3/7gFgYxM4TCfvt8xLUF8pZbaX1kIX9QRohlOd8d462p0VbnFqQAIbGw4QDBC4CVAM0lJ4wCv1HYG9VmsaTWfCAjjmgZd5PPEa4t7kRL6ALYwrrWdr6iTUDg7jhL9VF/T38JtMylAmyg6vPaA6dofvt5hECcFPBAJcJE0c+Ko0oSvjzbYmMyXWlIylHS18AH7St4C5tPmhw+YNeKrxjktGAYk1tlhQFw1u6AgdZcsEEw1tfIWxWukp7TU1DGMdFwOTD9rC0Cx+xXyvTV0zaaZ4AKmxsHnvGIPJD2GwpVMXIdOnwriKwxwRfrO/qctQkCEehr4N96Mx2UkGykI7s2FpS+QP8N4EWI9BYNzQqlZ/jGmpS8BIH4eHpK8L0DFXgkkYykHb0BxoabDP0EjbtOXWWJ46F6jNk1coQLPtWPlSJ4wPmKLx/WLZeQ/+Wx5Cg+qJeDxbGsuexb8iO+rhzrYMkFf4s+cvuxd2fOzQvv+fFQfdn1YcdJOfPuqe3/6R+7xFEzRKs8z/r0XZGFRmOz/ki3i49F+nyrJo+/vbJ75yz277yK1c975bu/m023jwcy8AyAPkv+393r194px7ddcnDlv2Jz/9pu28R3rECpAf6TU4jOmvAPn0yqkA+XRedTJkBch3hvvDHZDfdmDwFjiW499/f8X+bHrmS9vuinNXau78hQvu87Nn3cVLl+rv9G1w/SvuypXMXbzU6y5cvJzjvnUXLn7rvslzly67b1pwFy9ddi25by+7i99edut2HXMvbTrYLETxQpUj7pWtmfPCGQQ0Je6pf+10T76+ve4QzBBn8uNvu1smNTZm2sRY/6/Ld7sXNh2uC4QkGMr8d9ySp7ubNqd2ozoYz+Hx9DqtY3r8hpSj3YAhdsNJHLTiBoOeKs2RBeijVUmbAaAIN5T6PXrhJ1mYGtAmQMy2NQ+wjc3AEL1nY59pqmYX2wFi9qd9oG2OoEzpx3w0NgdCA/WmGriFaQ3xoRVf4K69uDSv7LpEEQ3FVvJQWGl2DuTFrqIVkB8+twrKiDaZEglBu0b6tfYXAXGVRpEvUAxhpNLM8+1lyIBhxA3TRltVoBjlFrjEM2C1TZv2iMkb1Z8FGdGkBURm7AWoAzBDq/aG6Ueb7DsDFJN27JJPmWpqRRgCyCaaW2lPaPNDB8IGTlXxjJPQIORT+JtyCICM5XvDNKP1nKABjCAM8BAaAFbD/ASm8x3gVIC62hvviY95KwvCc3KHkyh1QHZMT11zGhDbXoJNGoCX5E1d8jusC4QQdm4lTJ4bPbF/459te+GzxsUYCB7yTr9po1bDvNWxTtriaNfbk0AoLmQ8QJjULBhA6Cv+xPqfaJPP/EEcCXWVLprYtDOv8a+6mZ5dMkwYgekSTinPIp92phMVnHiICTX0HSGw2gTll1CV9EmHdjR64ccOu+J+/VUzS8V3+mee8Fs22HWCQ3wo8tXvrNBK4eGRylzWTvluTTEhlPJAfwuCUvWfPy4/0LRfKvthAfmL337vzpy96D784pLXdg/joi1/6IOv3aZDn7tNBz/32vDfFezVwvix31sOn3Vo1z+w5oi3YQ/g/0zPh27d/uwkDCdOxNNUn7kE3t8+dWcsy3694/TBXTMadwSpjuWPf+KI27jziANDQUlt/Np9Dm19fbf+tWN73F9XHnRffdPbL5pGWuQKkB9pNTaC6K0A+fTKqgD5dF51MmQFyHeG+xUgP3R8v3DhgredeOnSpaHL1OS089D7TSBDuNH7ofz+6fTsEj0Wqo0N1acePGEDL20Xvt80odsBZHaSN2yApdkMTbKTChDIUfVQW4pNBOABGwvCYwIELcxOlqHKu/PgfcPeb779cgEPFpQFMON9M1AC2LDDawhbwAFQzPebRC3msnYB4MOJFU6uYHIBbXgAX8DjqY8MDE8l6LJmMVI34jLNwAWJZWXhOycHfJ9MuDA0RoPA/weXDXx/5mQCtJFHLO+ydzLBANAb44XMWwCAlaUV+14H5McU81r5UBaBrLH09A5AjLA4e5nl3x7qO+4LwAasU/xUH+CQPGjLIX/Ee74DdJWliSa9QGyENGXh7XfVk4QOaHKT7zVjtzcJEGwcPQPay1RNnpa1veyQdHGMJ/QvC3xKkCHwkHktZgcfzeBrxjUDUvAfTV9/aWXN9Ibywk6/gEv7Dk1nbI7DLwtOE8ZexCnBCe+hUWXHB+QHIJYgROnj+3LUtK+5MDes44H4PalrXf0y1hSQ29Ku0xzwzb5PfWatRDnRildZOBUkHtiTCkpTwh/GlNBuv8JYnzbleTk2u2shFDoIJKcdSkhAeAmT0BSvtydMq9RM4ND35Oz6jrEodjJKJlwoM2O82jTj/LLntrm/LutxN07oeypCvMAnjdjaTOWVAAGhoN6V+aKL9GOa9Tq5wnfauO6ssHT1eQacr5l+C4VQefRY8H/nsdbMw3z9zWW3/PWj7pcL99TbjmhCC/7FHR+74x9fcDOeO+ZGRWzEXzeux0179pg79tEFs7spf3xp58funpnN44jytb4EPHllz3uvtnn0w/PlxCSEQKP9Nw81Tn6w/kKIw/xAO7AnHaD/5ol9FYxo37R3wmrtQFjaxppNp935S9+5PcfPubf2febW7//MHXz/a28yKIG8ERWkAuRHVHWNLGIrQD69vipAPp1XnQxZAfKd4X4FyKfx/bvvv3cfff61++Rsq+68++Rs5k6d+dQdPXnGnf74rPvki/Pu00Fyn31x3nn35Xn3mXHLnu2pb6S0ofqh+dJuumbsDq91lbe4ZrNXBzzGdXvtyE7x6paa+Q40/Vhgs6BmgV1m3oCNpDRqb5uUZuahU2Ws8h0YcLmIj7q0k01dXrvXhh9TCLEwAGqAUnltTxr2CJCKaBlO3wSSp4IRli8CJgD1U8qE7Xf6b9EpBZu+fZbG6WDyVqcFWhVO0B4EcqJJHuMF5rY8GDB2R7Rt2bLGnjERQfzrx+W3LYSXsq3diuapzFMANgPOks9tORf1MpbyPaalGqObdwCGxMHlCXitIIH+h331WHq0OYErANKydR4LG3sn4MjSIc1/6AOwx1yLwHNstgOUW031TAjQfKcDecmeMnOnBQdVdnwPlgcguv3uwfbJB7yw3ALrlJl5T4CrjUPb8wLognRtePscEyxIeCJANsZHgHv4BAjMesECvTGhS6xPtPpOQlX4EKOp6N1Nc7LTS4zxReHyvglcxxSU6OakToOXPdGTKJYv5N1HO7+rN1MgmJABtNS5zB5ZgRonQsiL76JR8xUCGwkoOEFh82zQ13yigTqOXSQrzW/i+XZfExIoHZUd/8dTM2EWbRZgnTTpn3nzo+jGH724Ya+cOdV+K3q2gvHYXSSMG2Xlp7+wlryVuwe6Lnvb9rocmZOWtO0oDV299dMC8IM7aSw/yp4Z40aNM/VQ67cS8onH1r/Wg8pHPH+1/tX31Pwxo6Y4mDNinGKOo//SxiQIIgzjVrTsJacHxHO0+fv7d/rzi+7umlY8ZWaMidFEu9FJC5UPn7kpNi8wD2lPYMPbZ8wy/e+qQ+7UVWTipgLk+9siq/i5HKgA+VzW9PlQAfJ9WDIsX1SAfGeqpQLky/l+7vxFt/DJNMClbEFafR984DGPx7+em2mnou10R6D5Flvs8k6L7P5cGplHT8r7+2ZnNLMJlfYymz+BJXl0N9731kH81M1LCl1VmM6143Z5/z+1C/iKNPKkLcwmsNGG8i8ZDcPIxM3oifmgabv0D1Y8q50sG2nwzAAAIABJREFUcxhhufJ+y+41Wvyp9Mk+fqt2agHh2DhjjiU1r1bDaYwEiMwrc+y9wDpMrxTliYYpZeACz1g6Re8ECN9ZYA5JduNDzdqidPVNIKA/XVQDB2O2+mU3m3LEADGlJx+gUBqomBsp4g/5ccmsABL6odfsnvmeB6RCzWyBkMqrzAeAIu2YUEcXPitv/Bj4nQfoysY18cgHWtCKHjVpf708Nu3UZwC5sK9kYPhZd93EvfW0FQbgFkAUwE1C9by88sY5gFpphBOmSLubMUN9UxrJCLaK6rndbzJXE9NGL6t7rR/aiUvaim/XERIiSciD0CTWtyXkUj0gPKG/ZeByQ9Oc3xJyEtaaIMIWOu8QQtmyao2G2RXKprURZkRoq7QBK9jxedTsv9t0fHuZkplOIh/mQgG1th/YOyZ4JizltmmlPEvoQ3zudUiJQxhAWOLI0T4pt04NILgFcA5BbtoofSQPbCe+HV8A5kmX8ZBxjnGoiY9jux3r09T7ljS3QDdph0Jf6s2CxQDNsfkYgY7lXdmYyiXg5MkdEdxzksdntSNO+eWFKXqvk0dom/f3789d2VyfCT7L11/Uj9pDiiBaglPi0HehnXUhbUnp4CMU+O3S/W7cE++4p7s/dJ+c+7a/RetI/AqQ7wjbfxiZVoB8ej1XgHw6rzoZsgLkO8P94Q7Id+8/6dBOb7grDhuCOOy+J7srV/xRPGwShk721fP8LW+fGJTNVbubsoGK98Qbe932g6cyd+CU217gsOWf7Pafctvq7qTr2d+ae/qtfe6Jf+11/+p5x23Ze7xf7uUNe9yL63a7p9/Y7QR0hBuBokU2dlGljfjQy4eaaHlz+7sOWgfTjRqXbVbR4pEJmthR5aIy3OYvruNIa08urY++ssv1161+eadb+cJ298iL2wvT6npxl3vkpf7n1z96d7pHX0l3XS/scMuf396ae2G7W57gVryw3fXHLX+uxy17ttstf35bYTqzHs+ONF9bAB7ctfxifUPWitae2p8AsF/N73FdL+6IupUv7nCD6l7a4VZG3U638qW4+9X8jDetALmYv2DTetvk7qzdv7TTPVLkXt7pHnl5pxu3qmHfVcCl+JfnSxP0pgk9bvkLOx0XkQ+Wu31KNuYAwOTRY99LuxxezH1yh2McyHN3Tc3SbgWAIi/MSggo+N+lW7yAfM6ajW7GqvXezXp0g8Nh1ohwgHqWxpTnugmJqYc9AEU6P5uxxc1as6HuZq7OtP+5u0D0wKcYyMXcAaClcGXCCs3r41esd/fO2pR7cTcCndsnZeVMrSOVX0IHC6oqX3zuQYhdYosQG0A2BpCRNkCfykk45ScfkJD+Qv8CAEKQBdgJeCQQG7DvhhnHfLhb5p/xWrsxLU+lKfNY9oLzmICEtsOcSV44AW/QWyTQuN3b/G+AxcSjjQDOA/bSxuC/ys38THoCb387d6M3rTWQd7joJEM77Vv9lHoQD1vxJRCzJqnsvROWr+QR9gm0fCXkEM+sr5MKaqOAw5Y+2h7hY6eLrJYw2t+Az9BL/eTliYkkAEgAetUZ6ZMvtAic5pto4jtrstWvH3CvbDnk3b/Pzszr3NQCX3XayZdnbNbGAJlteWPPzMl55SGtvq7HIdDS+zLtb/qU5YXiWR++WLD/ponb3LJXDjetjcN1++KXDtVp4BLcWNmgTfmktG+dmCLOnGcPRvOf/UwmYGFsKerr0KP5nH4So6/sndY+u1o04RPu/F/dnZ0Eo51LuFSWt6Wftp8UvnYSjPq24eln6uuqD+svfPWEu/zd9yHZw/p3BcgP6+oZ2cRVgHx6/VWAfDqvOhmyAuQ7w/3hAshX5lSGXuP2oWe63WOv77mqXdfz3W7Fc1vd3x/OzAygmWMXnynP0j75xZxtQ8qrqY9l9i7ZALGZYFEMmJFCcxgm00TrdrOe3DVoZVj72m636qXtbvXLO5ryWPvaHvfHh3a4Wyf1OI7DanEPkHLP9B43fvXOpvDDrU0ufmpwtB0tEDZUzzfXLjAtEkoJiLB2lcP2FPvN8X7VbZ7ZkqEqZ6v5TOxa78QbNrR9zCoEx9Wthp7VmEzNF8BVvCrSaEPT126OB+My15BmTMtweSH0ATIAPsbqG3DI0pZySuCvi7OLY0m7DByyeQrsi12IaumX0LUIyLXp2meB/rR/gX83FJheoryqQ3zAPQQNgIAZONMAc9s1YYId+z8s2OjQ/Mdcie4O4E4QnTbAFIktR96zwGNMoBXdvyCNUjSOb5nzQb2M8IUxAXAbLWjGEMx7eDvuNTCw1flJoLrMZUBjHv32vQe+axdL/9u0Ld50huoCrdLQxAPAFiCfBTMB9Gya4bPaHMCY0s7zAYRlpkQCBhsWIUd42gJ78Iw7tv2WPf+8pu2LYCCkt+w3PIGm6ybvbzkuaWsNYe9WeKB27wTCCMII1FTZaTPEkzJB4/0OpzrnHWMgJxtYnylMCLxzakHfYkAl5WPsVpiB8KHnlrmNPqA0Memhv30nv6rniQCurB7QRI+1EdJm3ACs75tGr+eRbNnfu6BxMmTU1MN14UFGX09NqPBu3WyJPaEAj+gLjHfwkbGSPo2GtMonUN4LIybv9xrp1JEVsjAvqI8Q7819n4olTf63vd+726bu9Gnngd3QobL5e5GC+bYvPzKtcYH4N0/a7i5c+q4p3yvOuTumZfkmAfy1S3G5RyQvv7z30K/2/MX5y010tPrjd0uzE0WtzI+erq7e+v1SeebOQvq11ovViwTU1O0NM95tah/3LXzbffD5xVaL1rHwFSDfMdZf/RlXgHx6HVeAfDqvOhmyAuQ7w/3hAsjPWVt8lLtsozKU36evWufmPbapZTd37UY3Z+1GNzcnLu8H001/pLXN31DydLDz0kWu7WxkZbsUkGqw6bTpa/MNSKHF8Q3Tj7a8WWARLgDxt/PSTWtYWtp9/s28jXVwr77ZG7u9bm9a7zjiP9JA3HZ50sl40uwFPAw3Z/otTUrqpgi4V3h8NqQ67jxS7yvAdI1sqFN2+gzgCIAFYBsgIICLTswQBpC03frkclq1f0ArNIvhN3kCIAB2Cxjpb16t0vj3hzb4C61FHxqiaIDSNqDTmhYgTAoYLxow/6V0y8Zj2hUgt8ID6Cud0Md+POFCjT/bTsues3x6fN9QnmE+9jfaz1yKeq0RNCoePhr7XARr4wzUs8yFkA8avXna695szORMU5Q57B+Ry2otTZorSRfA3ca3ZbPPAPG6Q0CmY8p4DbgnEI4TIGrrtK28spAmfQPzE8ofIQx1j+BCAhm+ebvyE/b0AYPRli06ZUZ/F9AIfQCXvAOQhM8A2vQHAEy0fZuFdw3QmPGDdKyZD+6aQMsdwZLoR0gNYM/YPLmrWDFDZoVaFZbCNw8a1gQnZdrCYd1J2Ir9b9tWeObSeMoiIJm0OemgulU5Yz53JXCCj3FVIDXa12oL4SktaSEXmR7xAPOiz73Aj7YyqmaGBvNGoyZnYCfp6zQG7e3aCbsyQBWb5pjwmHHUl4dyixbRLxBzx9HGZaZcGKrv1HnMxBF0MXYqHGZC7AkagdZ8Z46BLsY+ymzb+9jH33HnL37n7p6Rgc3QWq+vrr73OugbYy2nApR/ni/hCcKrkP9Ky/q2TO993Pei1QfWZEA/5bDx7DN9C3pStbttXAlxMKli/9bt/8ynSV+14fOe76rdUQAd4WXOeXH0Xmum+x9pCGosLanPn331raeZMUNpt+LrpEgMYI+lo5N3EqiFYVQuhA18o29LqIlQiHY4Ev4qQH4k1NIIpbEC5NMrrgLk03nVyZAVIN8Z7g8fQD5/ox1uAKrfxZu2ij99+TN6YgYCpWqOhAtTgXD3zd7cslZbu/XB5p3NAaCINm5sfkLaUn4r/i9nD53gq+kircn7M62s5Zfq9AO6QJc27gATRYCb5SOgEgAM7oFlgwN42fyupmddSllkS75+zH1MjyvTJL3j4QsG6Oh2qTZlhyNPJ65Y72y7zQMtsGOOJnl/ywCoKs38vLwwdYKwoL95tRofcBAbwXlgM/QCLrZDm+zokwYAlhf8GDAJIAhgV+Mu4f4rYewSD1PGxDAMJmaIDwDHN6WVyjeEGAhoqFPszA9FPyA/nWaAXgAtQBbGVQBhgSd8Q9gEjWXl+YURFBGvDrQu+bImjDns+ztAGEIaaaM3m60p1tonjupW41Bow5r3AHWEBUBnHpTQz5d18oHaSYRuPw9Qrkld6722PHdYEMY62px4BeAFn8gToPTOhy/6cgJ0C4AlTN7pkLDt6De8Is9Q4MkpO6UrmgBZQ4AUwJs5La+O+Eb8UHtc+Rf5rH2UN3VXFDb8hhCCuNxf8ccFGx1Cm1smbPUXLI+qCRdigCv9GBBPAg7lj7CEi1gFbus94Ygje9zUuaVFGtHMT/Z90TPCVLU16kWgPvURM3GktLRmgjZbd7K//c/VB9zhEx/X3eq33nPX1szPEAeQ04PqUw839UO+WbNBAj0x/TLt6cPurulx0Pw/5uxwC54/6NbvPOadzLGQXioAe/PshgmtGyf0uOvG9Th80sAJoKXtI4gSL8p8nZS6d842t+a13XX3hyUN82xc+J6XjkD1FE32MA1dJH/31K1u/hOb6+6+OdkYkMob0pXiSiuCAQSLah//XL7Vm1PjzrF23Jiu2kneAuFFWH77W/0j9aSR7hShP9p07LPuyeGeGP++q7feh6Y/d6wzwEWLuVaAfIsMq4Knc6AC5Bu8utz7nXv73TPuhY0Hvb1SzDBkrsctfabH25fMW9y0+n7LnmPu7NmzDv5XfwPLgQqQH1h+pqY2XAB5+mqr/bEK3xd4vpp4wtFotEhvm7TFb/yuH7fVP2PuIQVYsLwQ6FWkeWcXoeEzWlPatGBqpRWNUEtHK88NQP6k18Qj/3Y04yiLtJjuf7jZnMxAmoexJmv+sqyxqWRjG/LT/ubiNsAXynfN2B63/MXdURM2C5/Z7f5txrYmszeqE8D8n87c5pY8H4/bn3IuenKrm71mg1vwxBa39Nke9/Bz27xb9tw217J7dptb1oZb9NRWN++xzVHnT9XUT95kYeY+ttnlufErtziAH3gHYBe3Y97bBJZQPz6cAU3ZiNKutBlFi+qvD23JzTePnrz3s1ZvcJzqmV6zEy574f3x/3/2zsPdquL6+//e+1NR0dijxiRGE01ieowpRnrvvV9RQUVRqgpSLu3SewdRQBBFREUQNPM+n9nnu886+84u59xzboF9nmee2Wf2lDVryp75rjVrNP445ZTlEPIARj8wPJp7+g3c7AD0MD0C2Dp6/tpal5NfVlm8I0/Ke3TUJse4B/D67aQN7r9zqH9Eq2jvbh/tY7S8uZQPGp+ZsMEDz9g67wotVlNe4xiATgK6OGzAFvf7ScUEiYCEpKtXA5j5CHDWj4mhe71pBp77Z5is6Urdm5kWLX2dphLPrM/3CkHs8JeLrRdkF1zjGnAu76QMYK9MmqhsvpnM/YDagKxcygngZsFZykBzW98DwHFpeSqfkE8/IY00axGiJXmKSRhOXcEf+jDv+Y+AK5RnMoy5UXQV9dGgJ5+Q4NyfCBgcmaGzgBnfPwQOgICigTGWrA//OeGGKSHiUfeidBFP31ilh89F0kMr5d01OLoMWDTW+vl20Fl7AfjatZTyQMAgwQ40SbDBNwW+WTollClKP30q0vquAs9WEMB8gyY6bQZ98Ik+X6Wtah7GC2lmRYIN1pS2jbh/QWmk7a//8v13dMalmvr4thkZmepRuyPkxDwZAje+DWlzre7MIH/AZISKlld6po/p4m3iYuZJtFfXmZ/EfbDoKZdq/tfidYAEtFFfrQrF0mgjD835tJXyLOrrBCunY1QnfNVLAsUi+cEn2cdHKJSXBk169efQHGTpKfL892nRJcHMkXllh94zT9O+RdMzttQ3Q/kRJpOd9H3FYSwr3dFPvy0KN/RYvBKQ7zHW3/wFl4B81MZcSIgJiCITXTPilIB868ZWCci3jrdZOfcWQP7VlTuD43jD7pPum++uuW+uFHdfX7nmCrtvr7mvA+7yt9fc5W+vxu6tD/c6QDHsSc94e0tDbvpbm9y0RRu7lEejZeelo17MpWNfW9/jbtC8dr9h0IIvzX989CY3pK3djXl1nRvz6no3NuCid+scGq3kwxFkLSrr8aXJZjfNv5+y2XECq1XuqfERuMQmTgvtejR3bP0Eggx9rXX22gXIz1u6PQbN69FOQpuMNnpoZEcnQP7ZKdUNMnEAfyLtM46bV4UlvPvDtG2d0ncFkO/ptAs/2O1B2WasYZTHi7PWe4AZfnl+DtnjMIcEIAHQYTVrFUc+m2eBdQrrN3CLBw6Uf1/xAe3QOgXQZAOPQ+sbm90ALH2lHn2VTkAnnV5SX5KPZv7jozY62qho/TAfQ3r6sZ3/ijxLO5K00o5F+xdBRFEwuyidrYiHPfK/TWv39ALAYwIFMC/LXnwaHbrr446KqRt4CkCFUA5b3uInYLv4RhxpU6oN031Mg0S22UPgkT8hgYmYMcdjLWN9w8hTmrQSomDyJa0uoXAE+k+N2+Avx8V8DA7hGwKnf81a77g7gHLqAb31jSYd9ItH1seUiXgSEhpJwEAce3mq6oBAUOnxqb/NP+1ZWtgC45UH2uJpeQBk6jJT9QfSEQadgHkAqBHQHl1wzXvWK7VmfCJ73xFtN2LlAOJKs5rnpGBY7/jW2/wsDxEWAKKm1Zu62TsOVB/Ky3Pwxq73iN9/7EfukYote+5wULvgIzQkDuA+9MAff7pj2hfehI0VPCXplQACgaLNs8izgGfK5tQF33HssKM5TjvBI/u9fmRkdawwt4oP8FjPWbQmadd/tRfzDgIE22dYMyheyFe5oXdFwmQuS4I3+KbLqes95UJ8CWRYW2qusXTQ7zm9EdM9YlND82yyfbmPhjxDp01s+WnP9WrIU9e4Dil2+xE6hOJo3p/+/sdZEEOveFcC8r2iGW5OIkpA3rkl6w/U/eFKTn71/i8B+daNpxKQbx1vs3JuNiDPiZVjn3zuDpw8H7uDJ8+7Tu6jz9wh49A8DY3HrQc+ySK/T727cuWKP2Fz7dq1hujeceIrN+ODjx0XSnHxD/YKp713ym07dikzPy5VWrLtvPvXq4fdQ6N3+GO19w7f5v4we797ee1pd/biVffRpxeD/A+1SSvDABDQ6GMByKIYcIQL5NCCYRHMBosw2dRE07eItrzsNSePQKctbG04G2fo4dgz4bLnThjAXav4AbgiPjw872q8KE7b7Fua7bM0iMirlSDjwLnrPKBx+8DKsds6j8XrUkXotBdlWk1awOLQKQc2v9LkI73VAGtV+9wM+WKTGM1HeJZ0mHdg3Dw3eYO7t2LyKRmH8ceJlb7IC7QRZcIiWS/9B+CtBxDui3zoDTQDpGCGCnMYaGg3ep8E3wLaDoCmHpMLaG+rze+febnmdAjhdw7q2n0BvYHH9dDw6MhIgA1oboEn8SgCrKoax4QD0Eioqv+AdGg08+0E3AJUByTkm8Q8Lk1lTKKE7G7rO3aPuVzWmvuQGRbM8dRTv7y49EPVlYtnRUeaD6AqEC/vRJgu2AS4DuUHmErZzE1JzWiEhbwTUEw/z7v8kfWS6iLTMwhsZPudd4DefD+hDd8Kuen7Sk/bhWgmDPDZAr+0NYIAAE0PDHMnRsKGObTp9B78s1ryAN+xeZmB230eKhvhh8oiHX2PMNYBAIj+JIa5pPTuioDF827Yvrg+pKWulCOb7tAMXdKUVt2tWQ+F2X6E8JDwEIArurN89Z9GTF1hSijvW8b7ZybWfqs5hQrNCOAl6GjkZAj1EhhMH+XbSr4SotHumXUfEN0JkSVcSU0vAUnijifNYVn3RaTlSR9S//JtPaDDCxvpJ3Zs+HcvbXHPppxosf2jyPPgyikL+kIabVnhrI+hqagiDOOS+NQ1LV+7f7Bx2IuR9tnp+zL3n73hZQnI94ZWuElpuNUB+cVr9zV18VVkoiROCci3bkCVgHzreJuVczMB+XNffO0mv9H56HDR8RWKdysC8leufu/mr9jhzW1hnuGFme1Odp+1AEz69w3b7J6f0d5JS/zPUzfE5imSaex/bKOH+N+dYRx11aaCzVHW4hxwng0tdQAUzANwAPqJyybLLiqLPGuRy6ZP8bX5QEuqHpAbwAiNXLTf/jq1Pdf+soQTbPIFOEOP6CjiS5OFDWOr2lOXhdo+VbO5TtG+SdIvXnMUG1qfHBtt7Mi3CDCidiE+m9RW1fdmy5d++cfJkXYtQibGi9U2o778J94vxm5w9w/H7E0keGHMouWMxmlP2vNnM/ufWeu9SwJZtr0APKxWIeAWx7IB1XAI3DS30I8wTdCT9bK0l8/52vIxaOnt8Fa1uZNzjf6jDSrNWQBkzbP0C0A+gZ/0haKmc/p6OzHW9S2m/gCdAPNJDXjAKUBcACzN3fAJB5ifp2lLOmvqBsCLcpjHAYvIU6A9eQKUqt3wpZUO4NpsnqMtr7rwDQ0JwlmjCFAmLn3H0hd6ps7EzQLBNP9QL0z28T0ERNe8xXxl+U3/5YJZQDLy59sbgcqRiRzKg5+y1c3JFE598I2U+TLVVT6nBqxGft5dItQVHvWrnHRTPkmf/mQFLNGYq17cTL2oA/nRf+ylzgC7gLyYX4FHArGTZdj/8I2+wXfNhmMOx/73WtaJMPuePglNMtfBKQrb5x4YpnuKLuf2gVC/kCkevmE233qeOc0jE4+sHTHzCF2Eh/LRJcHwkj5DfeFviL68MKWnr+oOByuoCo0f5al5pZETrBIkYFLO1lFCAbtuV3l5vk4L0CckxLJ9gb4Dn2xfb9a3Qf0o6+LiIP1tN2KBV9G7suyFx8E8fX+vnpywcZj74En/oduyIIZe8a4E5HtFM9ycRNzKgDwmLOyk253PJSDfuvFUAvKt421Wzs0E5Je2N//UyopNh7PI71PvimrId+z/OJ7jtGBm4YMdTDZ/bELR2vabrvGf1GhsWBDSbihZeKG5Ey2KbzguuuKIsMAH8kcTuSeP5muzWWRTq4WhNq5ow+R9Cx4YHgGIyU298gr58EgLcUAJG0cbRW340srHlABtgVkP5WV9NhKh4+nkB8ipuD+ZHGnO8Z/NtaUl7dlq83dlo5dWN8J1+gC67qoISbLAhjRaCUebiXzYSKKZjMCD/9oMZ6XVO10uCKDUiLmGrLreyu8QJFltSdol5ABxkmB+q/gG8M74Q0M2SQvH/9mUc9GjLV9H2QETAQzUb5I+oJA0NDlFUI/gzZZXPueD6M3kERfz6s4Qr/k5Mx0gA8wREOa1hEdFwCDzl53vqyY/tnizMM2kt7fmhf1qmThh7WE1f72wvGK6hm+kBa34ZslEXCFwD03oEZG5suQY1n/akXVPcoxK27wVgDztctuA2nkF4Jv1CWZBNDeIRi64TdKX9l+a4mifhuJI+1R5J33Zt+b7bgUWyXj8p23Ij3JkqzupwOAFslPavcCJeZ7TKtRfWt/2VEKI3mTYPRVzHtAmgRbzrYB24gPwi16AddpY//FJy9gMaSTbePRRLnlV3fSO739SMMscznpLcYr6tv4IPkgH6GzHroDUkCmiJH9C/wVKt2qdZmnV86/HR1r9jFPAcOpFvw7RlxeGwgTp4zsaKheFkjfhWRfosiYnDsKYvHKS76VwwryjeuHDR/Kkb2Up9yTz47/o0V6E/RLtyjiKvgtVQa8EcpjoSa41LD1Fn7mfCrqLCDQt7cw/pGO82fC0Z621SXP/tIupaew4rcmrcjKBi4F7+68E5Ht7C/Vh+m5VQP7Ly9/VTLhFJ7hmxSsB+dYNmhKQbx1vs3JuJiDPZcrNGmvK5601rT0Oxz0UKzcddis3d3bvbT7sGnNH3Hubj7j3thxx7xu3fMMBt2TdXrdi48GacBuH59kV8z2yScmC6Z4Jn6QumFgkyeYtcQHx0YjhGcemrWYhldBWZpEpe64spsX77vTR2IJWNmHWRm0W3bxjoSwtKWvmJES77DNSDhpaeXlb7Z6QqRtM6ZBX1nF56mU10OKj4WMiDS+7mUYggdmXJO0Cl9DKsQKUPMGCNgrQiAZ7Mt9m/Lf9jIX7fRUBBpvoPP6G3rPZ8f2AS1p1PH/kobrzEkCEyZFm1PNWzwPQm3bBsWH3wr3KBWxoMTKHaGNMHE70NHL0vh4+s3GVFq/vM4O2e1AHYENzgqd3YNXciARcjENO2YT6YDJMZjhKM0jdC6zX0xeScV+aUwu8AQrxHaSf+lMQk87F5hSivrMzBvQA40OCGn1jMfWRLK83/OdeCOZ57kNg7kQwhqA3Cb6KVgB3LiJEo5ZvDD7/CSfOyJfXdgIvuawS8JzvEDxNmvVA6Ay4S17wFQfQGuIn44zvt503yJfvFlrThCNcTQM4mXcEbN87JF8gr3rX46sOAhX13/q8S6tfci7Rf4HMWfatVbf7pn3phREIH6rzWkfN/MW315sHGr7fg9iAcqwPrMaxANMkkJzGDwRbqmfRuVL1w9faRiaPmEfte54B6DW/qqw0H8AdwBYgEYUEhPQIaXgWP0l758jo5OQdA2sBc1vPOytm9dLKUjga0knlB5WVtPcu4YUVXCXrm/Vf7Z0UIli6m/2sk42s/1HWod7QkUVn2jsBwlLQkIlHAb+UkZZW6z7KL6rdTV423aL1R92mPR/VuN9Oi+6pYGyklZ0M5xuh9k+be5JpJFD8zdSdNeUn6Sn6/+nJ0ckW5pZkWaH/9NGY5hlf5aaBx+pvjNNQngqT0lNSyUYnRR4btysLYugV70pAvlc0w81JxK0KyK/feaJHF8IlIN+68VQC8q3jbVbOzQTkxy1o/Khl2kJzzrtb3cbdH0Vuz0duYwGXuejZe8ptqrjFa/f36HySVmfC2VxrgZUHqGvhxEZAaeQXMfNBeo5oagPVSrvoaXV+dGSkqZNnf1V1tb6AZ0wVpOWvcHtsmcXnMhyaAAAgAElEQVRuaEPM5lMaMvBRWjK2TD1LKwtzGSpDPraQ1Q5sOkNlkQ9tJIEI4H5SE5dTC7pkjvy0IeSZNmOjzoYcUICLvNDmUlsSJ+24suhs1AfoUf0ol7rcP/0LHwaN4lE9vjZYAK06UcCGrp48iMtmHdpapTnZKM+6Ox1moNh0W+ANUwScQEBT8PHRGx3AdpZGuxUMJsGJZLsAsEjT76ERrQHJ4KE9OcSGkU10khbGgwV7rFCh6EabPNFiva1i+/gf05v/jevuPnGrlEeflgBG81SeD7DCHJTsS/ovQV/aiaae4C12oHW6LK1+APQIKaDvz1PbXX9jUzuUhnmzepJkVyft5WQaLs6U2R/7rgogRxe+8q3yNrrHf1IRiNSaDakH2LYmW+q91LVoO6kuzAEPz7vuv7GsswAbeRead9RXsnx9nxHqp8XTyQ0LUCKE4LQCZdcDMmKPXeuGon33+YqSRKMa09AHnQL0qE9aXS0IGmnKR/2CdRja72oHfO4Poi5qg+q7DnfPxNOu//hI2zppwsS2ORdG6/RH0nQN+d02cJu7a8yJTsohVnh0x8BawZzA7btGR5e6ptU1FE6/p1wEY5bOVj9Li5yyWZ+qzzWy5pJwTncf0cdV137D90d9dnQ6MC7eQkMRARDCPK01xi87GdzmnjhfNbeSp8ACrZyY0ti0pyJUjzRf/ff2gc3RFj9z8ap7aHQ0x1DH5IXHogM+2XmQdkQYl/UNY/6qzsvctRK+gJoy7AlhzPOoXHwJAQa9cTTI+94UWALyvak1bjJablVAft7Sbd36sUp+DD/Ycshfygj/y19zOVAC8vXzc9+xTx1jAiB8/IL2LjjSr3cTFrRHbmG7m1CX2+AmLNzgRr/SGZRMjqHyfzEtQ2kHs0i1i6C8Zwsk15tWRxOTtjG7o83Y3LCYDF3YmVdnwDXSAjIWoRVAQrbZSccGFyAGgF4bEsJxeYt4bQiSx4wBq6W9m5cH9eNIrY52A66E6iGARLTl+cTHFngor2aESRPKAgMPzY60rNjk5rVb6L20qWSfnDrWe9yYfHVBLMeIm1HXvpYH/VGXmuX1E95ziiME1ADiKX1Rm6YPz70Wgz+YjGk27yJTGtH4zBMQ0BesuRHqkiVgC/VJn8eE054PRYR+za5vmV+xb2Yan9A4pW/Tdtx1EIFx0cWvABOclgDUKAIGS+iNebe08rozXCAg/ToCEY/7kwB8yxkbmDbR+GUutHMCwKc00BHI8x3lvzUdYk33MA/7PEcfjb6Xo474k3kxoNN2I/5+ApgKFOJ0n7QxRUuaT3sUaQe7ziEv2vTfs6J7LxBohwTkjbSL6FRdND+Ir0WVJZQOX/apyTsLeNRaxJp58ekrp8hIHzq5Z8vSM2sb4ucJLhBiAcTTr7AFThrGhvKpx9e8K431vPrKnjU8FX9VP8adlBbIxzq02BG8ipcC6jETGGpzTn749MZePGtl2pj1Z9p6A4DWlsvziTNfxG7roapJwWR/yeOb2mf8u0fj/GzerXo+fvqLeJ2K4EQgK30vj2b7XncC/GryLk//3UOiS1rVJvRhCT4QWACm2/TR843Y9BXzByY5O8f5wYcBFEvA9NsZ+9w3V6+7a9dvxO776zec3KrdVUUl1tih+QU6pdhDu8KLtLLTwtU/Nx/5sv7NfCDFqQvfOeqmPue/U2NP+NPSzH/Sytd7CRL0X+3JKRLW1Ywl7VcU5ycZyi70YY0l4ifrrflp9d7PA9T3rqASkO9d7XFTUXMrAvI//u9/wY9r6IPbqrB31u4tAfkWjaS+DMifPHvRfdBxxC1pPxA77KmH3UG3tD3FbTjolhV0i1bv6fHxUHScAe5Pf3uzm/5WrZv21mYnN3p+1zbdRWnpC/Ew9aAFkxa0ycVQ2n80ueK0c650WkSlpVO4FllsyrqLV3aDJDrq8dEao87YGy9KMzxmwwZIIX5ZH/vwWdprok/8Sl76qIsF69GWYiMo7Te0lkN1eWHmer+pFtgvmqk7R7TZcHOPAFqTofTNDJPWflLbGBAHuhrRsgIsJa2ED8ljsuJ7rl+xb0lezaxzX8hLNkh93zCggwXgANHYJAN+WFvImLmwdcTkD/lYoUsu741mFYKvLO17W1aRZ/K6a1AFjJ94tvD8JrMJ1CVkizqvTjqeXVToV6QuigOAyCkWBHFoJvcbuNlrSiKUlfkQxS39rq8TMDVBP0gCnXl9gPf6vtKve7otLBgfCX2rdo1tXVhDaF71c0KBO0gELmXZfbZl6FmavgDrj7xcSw/vvHb8uFMeHLp7zEnfDqIJwEnPmL94MLB+AaSz8xUmdJQm+U3kP4ITbKI32lZaHyQFfzqB1Yj2eDwX5QitpcVKnxN/5UswRN0B3tIAYOY6rVG4B0OnJJL8YD2EgD3JQ/KvV7FDNOoulztHV4VCgJ56n/RVJzStZfoOLXZbN4DcyEzNWXfv5E87jWGBqqyH/jM7XUFI9eT7p/4Dn2hXu+bmmThWS19tn9SQh6f6XtbTLxhj0MCc0gozbwgkURBJM4Uj5R9o4IRq3F8KXFBMG0qJgvSYaIQPsiNPH1A7A6JzuoF49G3GOHMCyhMIqWhX21eIh2Y9NFEGjmc7/h8avjm1XraPs5+h/5MnDvAaARBa36qv3hEumuvxJVSZs/qTpqIkr7WfdQ+O2hHTLjpDPkLZUHinsAEdjjup0urHWLRC1LsTJn8QspLnLybtaWpdW5VZCci3irNlvu5WBOS/+OrbhhdVdmLuyvOi1btLQL5F46+vAvJHTl3o8X7ZlT7dHWkXr823Az/21fTFc3fQ2JvK0JFPtDnSFkxp4bJrDviWFicrXJpn9nLYVvMGkI3FHZpOWbSlvusC+Cr77BylZ0PAsV0A/tSyEvb3tcEYYkzWYAdeC+BYezCRLi1/tJBJiw3uPL5j45Wy8PPiNvs9ICJ02mPJqpM0/evZlJKWjbf49id/oWC0eVK+9fgIN5RXs+vem/P7c+VCMOpuTUjkAWt+A1YB7wFmVMf45EqGGY+0dtHGuZmgskxO1du3oFEaevWOSdVPABmXDYs/XfWZZ9VP03zmKL4JXS2rTB+1m05HYYJEbVuP34p+UG/bYKdd/QXAMI9+mVQgTZ6glPFBPOqZl2/oveYdvqeh9zYMgE31wOeyVPsfLVi+JwBzMg/HezQ3AaJ5xoyQ1RblXVJb9L5hm71t+3r4zDi/vXKpa3I9xT03AqyYO22dsp4RMkhgnbW+Q/BA3RBSpOWntZr4Bd/vHnvCn+pDACMNYt6znngpBaAGrLT33MBPa68eoDGNhqxwgHzK7l8B70RnlpkfrR0oUyZv4EGRk5MCtlUOPkLO0ClBXcAKSAwobIVBpKNt1b7KD1Ae2tU2odMG9BmtKemTFtwP8UqnCCijK4KjZL9mfsBMHQJk0Y9POxNuFTYwa2fj0HdYi/v4OSa8BMwSF5NwokN7GMaiXU/TjgKubZmhZ83Tae+erfP03dC2te5X4zZ4oXcwz4pyTlEzn8n2RPmGfCet+KglKMmeU5fd4o5zrm3Nabdgw1m3/sBFN/rdE9W2M8oXofoRJgGj3rOOYg6mzsxjCLSSAgq06m1dbZ/d0qTTAC1hmMm0BOQNM8rH5nLgVgTkv7x8JZ7sNel3t//W6j0lIN/crhzn1lcB+bfX7uvxftnd46De8l5dscN9cv5Spqs3z5s5vjTf2BTZhVCRZxZWLLY48lskfjKOtH9YtHcXjwXIQ3cjYJkFcuulWZunRo6oAjhoYWs3u9JQbiRP2kMbwdAFr/XWr1XxZXs0CVRA/0Ozjd3O8dmXEdv+JwBXdt+1eUhq4Ns0ac/S1MSUQat40NvyHThnXbzhsnZFi24wxTP69N+nrXcvVjbqADtpfM4Kj4+xG4C/qzyTrex6QDDRKCAsfFw+OgqvuCFfgGAztBiZ82QSAn5zIgeglPkP+pjT0Mq1R8yxm99V/pXp1/qTRPC80X6gfvSfWd0vCFX7qe8UtXOsuxSyNJTV5/VdS9oM1vs8X0Bx3kX0yseaRWCuuW/KBa/RLz7rG4vPewAkzS2EAZJaMzACb2nfSLu5qnnPvCYe5vmaa2RrHCBKNOPLvAd0ZoHMSoOQWHcQiG69S/oCpqlr8p39rzlJNFpe8YxWcNYdMoDxSgNQqlMjAsN516hgRiA3vKkRmAzaHjQbQr1oOwlT4JXAQWhInlIQH0hjT4DAE+ZTCc6ow7OTNrmJCzfE7neTInM8pFM+rH2hU0oWqjvjwH5vZE7nd5M3eVOdmOu0blDbRtd/SKRMQF6MOfGVsgDpyU921SnnuSnhvGy+RZ7HL9zgfjW+eqEyecMPxo34ShjuyXGb3LgFEe1/mJJMs6OGf/AgAm4/8+3A+sLm99tJ0F9r6vSB4ZEwgLYQj+Vjq515gjZm/HMylOf/Gxhpgv96ArS1u3/M3Oh4fmJM5Hh+fuZG/y5ZXtr/v07f6B4ZWSuYoP6c8HxizGb3wqwoP4R2hCfHuWjO87V+fXX9mRjXaNUDQPiTk6vzmto0y5+35rQn55eTdsdjPj1+JJC5c0TVbjzrQ31HSPf2lnOtql7T8y0B+aaztMxQHLgVAfkrV78vvJDKW2g1+n7p+v0lIK9O2GS/rwLy0xb1DluijfbpMl3ztB2bxUtdWFhk85xcJMaA/OjOi+Bk3NB/aWh3JyAP3zhizCLv3kn52n5JuqWxwTHketsAm8JalLJJSOad9V+bZtJbG/JPjovMfNjjuln5JN9p89qdZoPq5ZsuHWbDnKSf/xYQzuvHgJCWl/+eGQFdEpZwtDlURlYYF7LRLkVOGtRb994a/xcyLzP6mAckqH+9Qj2NJbT/BNY0CswBMEMD2oghngFKj6zTVJk09kNmHLL6A+9khsOCI3lp4vfmFE69NIfqriP9ABFsdONyAidp1CbwMmTnP5R/GZb+Xb9/WDTnFwFRk+1igV8Eh5iBQNsUU0+YwpEQkYuTaWPuK2l2W+gybYDgIlr+0njnhEiafWxbT5nxaNR2ON/waO4pZntcmtS6OJl6Rd/OGx7IZHzQVtQDQZU0USnDgrQCkUMgtr5HrDMwK0J74VhrvRC4ZwVzduQPkGmBXUBbyyuV6Wkx5jlsHJ4RcpAX8XBZChPQTxwAz7z2FajreTT9S88P5guVFdIOV39EsHhnxfyX/U5o3paWdF7dknX19a3M/YCtqr+vu9Hild12mx5tatYLtuyq0CESDiA4oD05TYFCgM+3wlfaKtbIbrvhTSPp/fT3P453ree+rJp2DM2/CHNCAjt7yeVnX12L80s+fPH1927Qm1VTPaIhKWT66didbt2BL5LJG/p/9fqP7q/zDsb8APCWcEo85r/l7x9nH3DfXL3hy5u1KjJDIlqL+L+ftd9tPXYpSK8FjAFymTtFR9KnDdRnKfeZ6XuDedYTeOjMN+5ZY4OdfFkDIChKmnZZtPlTN/ztyiXEjZwI4cRMxVTjoTNf10Nm3XHf2lJrZok58MHZ33gzT4wL6mfnrEfH7XLHz31bU87SbefdT4ZXzX2F2hoeMb5wUhIi3r3Dt7sP9/V+u/G2wiUgb7lRPjeVAyUgn77Y1mKjFf7abUdLQL6pPbmaWV8F5Ce+XmqttWKs3cp5SsPaau8kF7Bp/9m4smgKaS6npbHhLNZJb4+fdkdb3DM40k5JA3gtjclnLeR/MjTfzEuyLlUtuC1eG6sIYEH5sgOrjSMgifKW/XirVZWkOeu/tL1aAeaIxq76mMmhn7AJSauLBdnZJHCk3G8Q2254oCHSkvooNiWClh8mSUTbbye1VzaXHZ02lmllEq5LfqEP0zfK72b2h7dVLqoDAK9cckz9847Mh/gozbffTIxAKTbToXh5YQJ2uNtAvAdQRru338Cqxlr/IZvdL8ZsDAJjSoc/PDZtld7nsmjSuLonAzhLSy+tYcBcS1PRZ8AvLp0EvGVupW3gcxIwSStfICfp7FxTtPwyXnXP8NS4iP9Ftcttm0g4ojECKE+bZDmA+mYKVxlDlJcF6lqadVk7QKYNT3vWKblG1h/kKdvhRW2P852kPoBlGqP859vCNwTQGxBe2tIRr7GBXAuOa75Jq2fSHE6UT9R2CH91bwsnjfSOb5SdTwmHHjtuJVDgHQA07+EBQBnCZHvKhTjUIw1o1/qLeNQnrY0Urm9sElTWRapZpq4w30E5yfldWvy2XrRFUUEm3xzdhWNNpaltrd1/8QyeaB1HGM5qqissz7fliUeau0n74KjtHoi8b8R2d//ICJC8ffCOQnV7YObXjrjkM39dMS1ozIyMW3rS/XxCVRgDEPrCK4fcsu2fOe7G43f9h/+5XScvu2U7PnNvd5xzXJR58rMr1Q1ygaeBb0QCANZaeW2FYEvj6T8Ljvjc0aCO+BtpR+fx+pkZ+9y3V38IUvbBnkgYf9uQXTWa9PQBxjumIdmr8F2zWtdWwPLs9H3u4jfXg/nnBW47dilW8oEfzBWxoKYi9GZsq09S1z/NOVCp/5aaewvUj7J8mUu6e+i2PNK69H5Vha/Qm3cCiT6guYe6hX7nLl1z72w97yYu+8hNWXnKAfZPe++U+9mEXTEv1A/QrKfff/1dJMAJ5ddbw0pAvre2zE1AVwnIVxfX3bnR2LT7RAnIt2j89FVAftY7HQ1t0Luz35Zl9cx80SjfZQ6Ey62yFoGhd9Z2diNgnBbEupyp0TrUm+4ZY0sZzZ5Q3UJhdtOIqZ96yxU4I4CF+udtZnQkXwvVpFkUNO94Z7X3QrSnhQEokD5rM11vPVsRX5qmWcCBbR/xK+T3G8iFYJ3BczRNiQ9IkNxQhfhHn9dGE6C3FfXujXlKmx0+ycZto5eTaZP6YEWTGKAkxOu8sBi8HLDF/XVau7vbXKpGm0qYZfvD46M2Ou4nCPG4q5c/x8Bfhl3mtDppTNZrNua5Se3+lIato8xL3Df1Ql18Vbug4RviTxlW7DuPYET9D63rtDZPhjP/yLwKfUlaiPRjvgnetFZbdJEptsIBmzQXUZ4VNnalrfTNYnwlaQz9l8Z10e9qV4X60hoPgaMh+gSY8g3mPd8TmX+oHTcAtR3+ktHQha98t4kPz0Pl0H7S9EQYw/cZzXALBHPBpdYijDflo1MDlh7KwRwHwgKbh40Ter5rzDF/Kubhudf8N82bp5p4tsaOOX1HZWf5Kje5ZpHm/B8mb3CsixB4PjB8k7dvjhDJCpIAmlUGggZohk9cyiutX8Lo+/QNxQ35pNcaEmGBjQP/RRdgOzbvk+A85cBXQFTxjn6LoII5mHD6SeS2G2F+BOJzQagtU8+0dZRfGGymnlk8J7148buZ6Xdinb90ze09ddmD6x8lAHXA9+9v/Fizgz7/1TU3cflH7o5BYbrQMl+6/XxNmtCf93dHpio5TZCliS5+4DP33TF4p+fLoDePxfyWMIn203hhjqNdaAtO4d5RaZ9/vno4RI4XOMBvxg1rsixhmNoFJRfo0vxB+O9m7nc//hgJLYIFBQLPXrzqAMZJT162zqFnnSqO6Ij6UVJIFUqnMPq8vgVjl5wMUNScoK+uXHf9K/UqOvezH9RYksmaotR8fvl7d/jsN+7I2W8dJz768q8E5Pty6/Vy2ktAvtjCuyuL3lDaEpBv3cDoq4D8Kyt2pG6OAeuXbTgYu6UbDrql7VnugFva3tktaT/gatz6A27J+gNu0Yd7Y8f7PcfOui8vf1eXu3Dxsjt1+pw7c+7zutLVW07x+Fcc90XcjO7sZxfdR6fPufOfX8qs38XLV9wTFQ2FovaftTjU5pbFZdENeDItGjzQ0J3u6Jmv4g2Bp338x7kLabTPtIi+fWCHO/XZ151o3nfomNu9/3DsPv/ym5o4a/dVtPMG74y1SciThTzAJpsJji6z4WURrA0wcfpVgPP/Ljhck+cra6NTBkU2A+K99QX67Dl5sSbfuD2+uuIu9gI3f01UT0BgS3/ymY0fm2ltWtRm+GisTVp2wu0/cc7tPnq2xu05etYt3XwqBm7ZEGYBAhwnV/vQH9bu/MTtPfpp1R371O099qn7oONI6pwd+u73hTCAX/iJAETgA8/JtijyX/aZ7x1a1f4FNCqS1saR9qbMeEAffQWzWFZYyNjyx+gHRptowKIXZ4dtPfevaCQ3Qo+ARujQ5t/Sm/YsjWFMYhW1H8+lepzYoSwcYA5AlTbHPKeVlxb+oADHgfWb5uoLfbg7adQppiRomMZ7wmUqRWl0SirvrhDFox8gmKKe9CMErtj3RsiD1juCgiI8qAp8i4G2MSBf4JtKPQFOJTQCbMriSeidhNteQBEwwZRMI7AbDXn7ju8G6xnGH2sZ+Cfe23h6zgPkiad8rIkWwpmT9H2SWSzKVt74aKFb8yka20V8vum67DYrvr84NMeElWgCfCYv5haFRT5AehjgTZad/HYLnFSfhk+kUZvyzHfFgviUST/x2v2Vcqnvg3OuJuj6wf1k6ucxyOtpAegdtq96ce/gzpq5CEboA/CfNqE/C/S3tHGhbS0fau8FUZp7J57x6zmEaghUPB2VeRq6AY8pA0fZWo/ZeE9O2u1W7z7nzl647I6fueSmrjjhHhsXgds23t1DtrpBbxx2mw9+5uMSX+7NjZ/UAPHQx5oRnkOXLfePs/e5/R9djNMqD/m/nBjxDT5l8SD5TkJq0cz/ZJzQf8YmCkOkm/3ByU50ScBgzf7QR1hD07cYC/Q9+Mv4t/G0h9F4RHO7nt+gykmBoieIqJ/6fcSHaOzQD0J1t2HUSd/0B0buqIfMuuPqBANraUtD3rPWPbcN6OiT2u11MyqQoATkA0wpg5rDgRKQLwH55vSk3pPLzQjIv78lOgrYe7jcmZLr16/7Ux/ffPNN55dlSFM5cOXKFc/ra9fSbU+qwCXbzkcbocG7aharWYsvNtK3D6lqFrG4TG4q09Jjk1k2lt/Y+KnI6Fb/tfYzNZsjNihsEKwZGRbubDoAZ7WJwOeoZeh36tQpZ+eWH37ofMQWjSfyYENZRKPb0zX5fLzp5aix/Z04H22Ubxu0zT1S0ZhM43syXDZKOTLa23+ctn6ichS7qPAHUFEbzbbKJVPtu05mAlF/mdoeHz+mnQBl2NjRt/0GfeKZGo1KgNPnZ3TWti8CdvXVOAB7vg+PO+VNA/HcMCA/8azPywLK9QqXAE+gwToAjmR/t/8B6bFX7+sxZIsb2tZZUx5NT/++jsuCVUZybBfRMrMb9aIazjqtAJ3MFVYTXoBgPQIB0Y8vgZO9s6Kv9tmepBtAXFrCzCdZwDP9EhCJ9gQkkjCINIQBVto2Cj3T94nbb9AW9/joqA/zP+k41fP7Sdlzl0weFe1DArytxneIRhvGeIe2esc9Y4p09HubX9YzdJEmSytV+WbNaRqrWYCVwKkQfbSrTJJAjxUaWvrvmXQ2HofEk7tt0E4HoK7/CDVYj1E/zEvAS+LoPYJK3Z1DGIJUW07es+aSZLtKIEue0urmGe103iEo6T8uEqYnBROY8yKuzDnBAwGj8Ix3coQDykqLWuGxD9g+fL8XxjPGLKhPHEtbnKYynlC20OWp9p199kLOCr9Zu9p1Yoh3qhunL+x7+HF7RVPc5m+fMf0B79CiFwDL+1+N2xjb4ec/dYTPnE7TXK18fjOheoJTZil5Rz01p1i6eKZPy/wPc0dIaPd05c6iIvNQMn/+x/nXCfQKOIcuO5dzr4Z4ESovL4zTL0ov3p3+4mqh5TC20klD30gbv2nlax6SmRfyYZ8ROgFKX2NOUh9GAHEsYae9EMF1RHp8fCQAyVJKSaub1lUrd16oo8SbJ2oJyN88bdnralIC8iUg3+s6ZRcJsqAZz33ll6UhXwLyfaUVu4fOegB5KHp+fgROsalBIyVtsUU4gDqbHhaR2AuUNgWaUtiQzUrLZqDfsGgj+beXD3UPM1JKGfZWBARoIS6fzUaadtqYJenzRRFAftvxyO4+ZbHh4oIkwA42VpTLhjPaWKM1/4Vjw9BvWCT4GP1uuGy1XVGgWu1DW0PHgg1nUzjUu4K3H6+ebPCXAGYIINhISOjzs7Edbt7Sbd6NfbUz8Go3eDxjNxtbzOoPaf5Phm5KNXmSzPNm+q8NPptKAGD4kwVMqb+FfAHXSeCwqPacPSatdqrHbrvmMTSBk23EBYzkCRhUz4Zb4Clpn6oAGOJRaIOL4EigZJSmCqYkabL/sT99+8AItPLjIaEhLJAJoCXE+7ww2hR6MKsBMMvFodyDgakfwm5FoJ67BTiRgPY5WudFecApDHt6g/by8/vsK36ORzgKYCnQhe9Asq8IrMwDA2lX9WvaD8d/gE8EwWhjam7kHW2aZrqJeip9Xn/hPYAj8esxgWfHS1Gg2Arh4GMR2hjDXDYLfSHgS3lIuzwrjgC1LEEb6yjKoi2Vt/VtHXLbtO2G7yeYCLFx1ScoJ8sxfh8dWb1Uvp752tKJPW7VAX6yZqHcuD+xBkxoTuvURtIOdWwLe2z1InV4rnrcOepwJFhIANiUCf81vyl+0mcdZQFPBF3Upf+ET2LgnzSEQwt9LzIJtCceh7wH7Ja5G8pOmuwRP6yPzXDSks6G84wyiwQOtB9jEsd6MJQ349bWjbFMPZL5Mo70PSU+3zSZpOR/npDa0zbv+xqFA4TvfHP4FtYIzUcf7VR+kp7Qf33nigr4bB4al9a8IvMWdUPxwsYt+qwxSnqZupm8/Lg7ff5Srpu4NBLuhb69eeVX58md0R1R5pQJfQJBDsC2+onan9OYG/ady6WtCP1pcXYfk0mifOFvqJ6MI+hN26/0rl1F86kpAfnm87TMscKBEpAvAfmbbTCUgHzPtGipId99fK8XkOdCo19Pi4Dy2wZu9xoZduPHwov/LLak2fXzibvduS8jDfzxy07GmwY2OJhgYeOhBRsLUB1JZrH23Kz97tK3jV2i1EwuTlpuNjtmURwtgNm8V49jT3//48yiiwDyZBpBkhIAACAASURBVPDGJtkYjbQCU22RTj4XCwb+PPeAu/FD2L7lvo8je7bQjIaieJ7ls4kgPpcn1Ws3M5MJDb48+/ll17H/Y7dlX60jzLqZKyKQENrZHCOEYHPKZhRhD0CuNEyJA9g0LKD9bIHNtOd/TF/vfjoCrbTNDk14HHbmHx250YNyaen6Yvh/Z0dmLbjclzsdAHvT6iG72AAVAtPSQKesPsg7aQAK/KbN5PL6MmXHG9bYfEF9m0gEYiovdIEpIDTvszRqa+rYdiMGNH4+JgL54amAc/Ki3/oN9/ADscagaBAAksZ7G44Nak/bqDA4onFgteZraE0A+Ml3Si/aQv4jIzYFNSktnTfDMyC8+J3kA22Lrf1Q/7F172cuF07mYf/D95DdcgmJEYgn2yr5XxqlpEkTJgF+CkjFZFTIRBJzp2gLgYXJcvmvk3NFhWqkEYhDWUngNlkGgK++y/Vo1QtEhyfJPPVfmu+MUYUlfb4z4kmWDW1p3yJkSeah/9V86jfT9XDbjZgO5kr4DegK2Am4e9+0z70QRmUIUJXQpwjv+LYyt5OHFfhjk1422nUKjTghoFja4kkNeYHv/UbUXuStNvB0D+jwIDmCj3smferXpdBtBRHYIWdMIMCi3/v1QMW+u4BP8QAwm37MmNAaSO86+Yn1IEKMPGUVtWv8XUxpe2hQeffPuJzaP5Sf1s5Z/VJx4YHMCLFmoZys0x5KJ98KWkir+3tELz4CBMWvx2dsR+kjG+6NpH16fFVgPaJy+Tp51ntClLLpM6RlHaE586ER+ZepD5y7zsXmpgpciByqZzyfz/nO2+KP1zJmDQRtONpTbZr3nbHfnEae+dZ5nuSYhwzVyfO0cmLx7y8fbHA30LeTlYB8326/Xk19CciXgHyv7qANEFcC8g0wrQlJSkC+CUwsmEW9gDzZXr5yww2s2ETUQhDADPBIwJnC//Pa4U6X7yza/KnDdqDi4Ecbp9qwcUtPuus/1F44VbBaLYm25egl97e2SOPf0q7nf8w/5NDOzvsVBeTJ592tkZkglcHmlg0iGycAGS3WeU+bfPd9Z/M3lp43DcjPxtkKQ+zCGTABcFHlAua3+ve///3P7Tt+zu08fMa7XYfPuF1HcGe9A3CvZ+OA1hdAu+qQ5qMVmJfvhIXtbsqbG7vgNrkpb2a78a+td2NeWevGvLLODX95nfvTlA0OsPah4Zvcg8M3ec1jgNiXMkDwvHo08p6LS7m08Y4UoBDhA/av2QADOMJPTPpYExxsYnXSAlDN9rW8ZwEytB/Aty7VFQBEOGANgHLV7usNr4VrtQYBKdQH0DTOKzf5XkBdCAxHA++uygWxgDkA+Mn0+g/4o001AKcVBMEz+Je8bNbXsQLo1tP+xI3q3JEKEolHRTQjVQfry1QX/GVOob0AuwDMmKcQ3Irv2CVvpA/2hTS0m+qJTxszRwPQJb+LWaaGdOoGPvpTUSMOeoEM2uR8Y+Exfci2QfxswNc4LEegIm3wpGDdpucdZVOvR0eFgShMZfA+CZzafOyzzNbQb4oCmB4ErNzrQFkI+wDv7p9+yQta0TgGeJWWLHFw/E8TOFiaABCVJqnBrXiApJp7suYyAdF5IKcAvkxAvrJeyipP9CV9XahNvdK+96RhTuRiU9Xfmw2plEv/jQQn0QXBKgNAmfopDZrjekd8gfCs7+4YGpmXSTstINN4fCeUBz7tFuXfUaP1zzu/TqmYbhINSd9ris+oauzbvO0z40rlKA/6MvMimvF3jToWmXxJrF0Vl+9Dvd+V+6UhnwLIQ5+0xYsKe2NBV84pVPK231ba6OF5VeUYy5u056qArHbtLtM48DQtbVa4xmGe0C2UB6dvaRMEo/a78UDlQnjGWyhdVpj6BgIPacvfNXhzTf62LJ5ZN90/rHqCMnnHQVZ59p2+r1bQyXzM/HT3mJP+FAj0ScileYfvyLC21uFS/6wA8pRn6S36LCHHX9tKQL7Ve6seyR9wwYJo586Fbbj2CHE3eaElIN+6iS850dv/5aWurRtYdi7hua/8SpM1faWlep7ORgB5Ub3x8JfuX69VNZG1McEHnF5/4KKidvLRtMc+++9n7Xccr1TaX0za7Sav+MgdOdt77w/49Mtrbu3+LxyCBRz1PP9Vvg1+MaEeQJ40py5850a+EzabA9+wN79q7+fKPteHZvGbTRgbSbTTAEjYfLIJ1fsHR+1wO090FjJ8d+26S3NXr1133n1/w1017tr3N9yRjy+4FRsPueUbDrqVmw5HbvNh997mw276W9kbHPvdy3pGMwjt7Bdnrfdg5z9nrPeAMsD2PUM2+yPVALvYRca2aFZePfEOMx/WbIXawvoA9YPntp52Nl3YY1XZACwAjPQZ+omAKb1P+toEA+jcNyXaKNPnAFKKbNzQsJQ92WTe/MfUAPnZd9LstGESBhCGBlmRspNxpJFJ3wn1C/ob9rZVLjwClAI8xfFsL+xDEzVLi4139F1OBbw0u7G2/t2kCCSGlmR99F/1ArhSWFFf4AR1RhM3lI5wC9pxEiDEv74cpnsE4APgSAhgps/TDuofXJwaqrMudwUEDPEzK0zgK8KArHj2ncAzwFUbnnyONGIj4YougrX0D51XFUoV0aoGVJJAGdApr3zeC5wC6LqvArCJn0kfzVTNP7wD+E8F2Wd8VSOAxsxJsv78B+zTnGfBZxvXm48bEQkvAEfzQE4Brv83YFuwTPJWG9XTrqLJnmBRWJov4YB42X/8qVh46MMGdHjhEnQIbFdc5niUBfg+wGuF42v8E55WNsICafcmwUvyJJ80jWv6BuAw5dN20Ef824fuTi0vRIf4bGkPPesbI584WacgQmURhnCCtFl8UZtkndiw+Qskp91teNqzxlSRMdspDwSAAQEF60jqRbt1SpMjICS++mwkBKq9CDcvPwHymLez85Pm6Hq/c/RLzVOAyAj9qVu/Qdnr1V+Ni769EnJZM055dbDvJcwtumYS76DxjzN3u017PmqJW7op2pMwD1h6iz5LIDv87eO5e5abMUKpIX8ztmovqVMJyJeAfC/pik0jowTkm8bKujIqNeTrYleXIncFkFfB39/40XFx0d5Tl/0lQle/r1+r/cq1H1JNraicm8WvF5BXveERGvhLt593izvOeaHAJ59/p9fe/+bKNXfl6vfuytXrsQsB5ztPfOn+MjeyDc/CPeSen7fbLdt01K3dcbzGzV2yrWajYzc9PfWMNjwbrn4VW9m2Pg8M3+T6gmYuF4ZajX4AbzbXbALZzLE5tYDenYO2OADzVvEcUzziI4B2mvYfdKG9S1wACi6/s0IdXRKIrVNALOJhAiNVy7eyYQfgELDCJhpAEABDm+Mqbfs84IMGrwXnAVc8QFQpU/HZ4BbdNNp40EseHM1P4zltiE1elZXmo03MMfq0fJoVLvMpWcAGgKGAMPqarXPeM21NHdPASZteIA3mEdJskTer3t2ZDycm4AF9H0Dc1jn0LCCCNNbOsWjmdAnvAMpC6bPCBFzC66x49p1AyDxAnDSy540JItFrfYRHGu9opafxg/6oSytlLoM+COCaNMPDf04KxH102Ob4cmUuK+ZUDieIOG3C2NQJA3gYcgDqaBsDQCIgk0ax4lLO3WNP+BM3zLtoniKwluYp8ZhnmJs9z9pueM1ttJ39aRNplQ/ZlXlSBn5aU1i3DdmV2mbYMxd9aRrmtk31DJ+VDr96gigd5JSAwKcb0OG/P/TZ5KkDm2/oWUAi7+7Whbyjj6fWEZplciWpDS5tWvIqquEsM0tF5ibKFjierAvjmj5jvy2K423AV9o7TVigtgj5AsOzQOKq0LOYIBnThtCXBfJbWvStThNW2bihZ/ULnaDxp1Eq9yIA1medvAnlh0kZgdhF5qRkHvrOINgcPX9t7LjTRO3GKZpkurT/shkPn4gjM0II1Ee/Us3fliWb9ZRH2+IzhtLKyAqXwKMoH1We+uu6A1/U7BGa+eehUZHgLW8tF6qfBAecAr4VfyUgfyu2ejfVuQTkW7+5sgtfPZca8q3r4CUg3zreZuVcAvJZ3Gnuu2YA8s2l6ObPTYD8ph0H3PJ1u9zGPR+5zXtPRW7fKbd53ym3pcbV2kuX/XRrM33N9mNu0uthjUt9K0I+mreYTwAgBNDG7AiAENqOofi9MSxpKgKNHYBcNrsCcdgQ3Tdss/t3CwHsrvJGYDwAmY4fhzYyAFQC3rBLjV33rpadTI/pFGnpA2qH6LBhbBa1EdRFjWymtenSRhiQpAaoGfdRJ215gPgIgIvMJ6AFb81N8KyylC8+QADayfdOOONPeviyjfaeNvmtBOTFR7TbAWrRpgckRFMXQOD3kzZ0KxitPoVJD9teyWeZCIDXRW3sShsb3hfdkOuCRUBU8aov+xZ4wfxDkq9p/wX+cWInVH/AZfhaD7Au8JU5z46XNBoULi3fIoAPcTTmhqeYQ8C2sAXFs07V0D8xq8SJH+WLTxrGKb4NJx4X5oZ49o8Ztad5ANDgH0DjPRMQ5NXmZfNVmf0qmtXJd/oPyJXU/tY76/P9KWLDXyAmabNOsTxQsWGtMrD9rvZL8605EqUr0sYSPKpfAAgKTCQ9GsiA3Agy4u+rmWe9UGX2t34OV7ka93nCBHgm/iZtyWuOIs888BjzZZrviQ+fEZiEeAXgbYUQElAhgBEtqofy0jcMoUz1W9TR6VsWKk9hgMLKN0vIwFhWPKXN8wXiFpnLtZbIoiGrPKXXt17tJpOH9QoqZD+eOieFc1l06J0dU9xBtfnwlw5ziPeNqJpOI+8ioDxrH8/7AdW21dw96p30U/MyDUm/lwAWPonGoj79mPKZT4qmUZ9lDUXav8xrnUmYae9FZp6y5q4Q3RJqQN/nl7+/+Td9gRqWgHyAKWVQczhQAvLhRWJo4djMsBKQb07/DeVSAvIhrrQ+rATkW89jlVAC8uJEZ//H//3PnbnwlTvz2VeRf+ErdzZ2l93ZCxX3+WV3/PQX7o1Vu93sdzrc3KXb3MvLtruXl9e6+ct3ONzsxZvctEX1g+fN/G709bwAgzBLI8CRhT3H4kO2uwGqpIlGPICb3lZ/CRUAA4qCadI2L3K5WD31BeDXRWRJTcXQ5kphgDXSSsTUgcJlo1yasLSBAAP/jMbpoO3eLIM2kwpnoxcEkdpu1LSp4qf5AG2APbwHVBNt9fgCPNNM1tTD4+6K+9OR0R0KaZrKtv7xaYThB4ImV2xcwD6BcfUALhy7pw3oC9jY7S4+tKqc30yQSaCwiRPLs+Qzwg94gQA0SR8XJqsvFzFdI+CGNICEybLS/sscRj3a+JpLOZWUpFv/R85f6zDJY004qT74CKn+OKW23mjXo9WquUfx+c9JD94r/6Qve8akAfhKM+/w0LxrBkCtatBbgBuwCFAwAvYic3oIBjyYXDHLhJknAEgvMDAXKYpmAN4se+0IKwUcCvhmfklrJ809yh+fuRFak2kQaMpEjI3P3JqMm/ZfZnkEPJMP7Q7IR5/xd0RMPl85sRXxCABc84xAfZV/VwXYLNSXp12M+z5taesoDXryhX8A8/CSbwT1hk+cxFK5/UYcjs39+DoM4zTVR15Qw7wl7XDFZ+zoWe0HYA8NrC0UpvFG+8MLpYFfIXNVST7LTBjp8tqFUxrEo58k80n7r+9rEUBewpKs/pdWDuHqx/RH6JQQseZUQ0FhpeYj8ZN+nFV28l3cFgM6aoQpT1bMx3C6ToA6ZSBM8YIIY26NUySA6Lbv+ziVk3t3DN3t6/nu5tPu9PlLQff3tuj0Ke2M2T3VJ0vRIlkX/uubXHROF/8QlpFec8sXX7cG9P70y6qwqJ7+oz6DedJb9VcC8rdqy3dDvUtAvmc2FyUg37rOXQLyreNtVs4lIJ/Fnea+uxkB+RNnvnDrd51w63ZW3fqdJ1zQ7Trh1u866doTbs32425iAxrnSaCg/N/c7yImCh6tgIza5ACwFtnoSAsOgGdgN9hfL9r2Vsu2LpMhbTdi++p/DYB6Rcu38QDZrM34NGArtHkkTMBREvSWttwjIzd5ME5tF/IBg9jc57WpNt+0J8Do3YM3e6DX5snG1B571yY7zfxOWr0IlwAEu+yWZ735+cnKRZsCSbLqB6Al7VDaD/DN8o608Fx8gM9FTk8kyxTI0EpzS93VJvdVNNnz+mqSB/wX+Je8fFC0y/4/fAb8DZ1CoH1iLU4P0mabBEnSIe3ePM1lm65fxT56FkCuOuAj4MM0D3cHIGgYWOBSauZE0uHbvELPCHb6D4nA9aL9UVqrmisAiGwd9YxWtdXSpx1oN4AvhFKMEQkolJd8gFZAX+Z0hKwAtQDWtr0kgNSpIpWb9NVOjEvlL58xy/wKeK35Te/wVQZzajLftP+aBzSf2/xCz8wJzB/kRz+1PKN8TiiQDuFsWpk2HD5Z02SYTIuAdAQlBzsJdJM0AURKAxoQnXYI8U7p4A3fOgkSigio1CbwPdmmaRr8gL26IFRl552skcY4wm7Lo7Rn5gTypg3S4thw5V8v+K08xFd4TLm2jaWlTXgeqGzHpISVpMvjj+jwCgFD93ga9L3DJw858eQnk8/FYfadxorCoAOzRCpDdeT+itBcpDDM2ZCHhEniQz0KF1JkII3Kz/P1bcXEFnEFfGPqslW/t7dUeUkbZtHIPCiB2S8m7XHfff9Dq8jq9fmWgHyvb6K+S2AJyDcXeNDEnueXgHzrxkx3A/IAiRt2n3SAgSG3dvtx513CprO18bxuxwk3dVH6YuH9LUdax7Am5VwC8k1iZIFsegsgf/7i127/8XORO3HOrdl23M1cvMVNemOj78/T397scDO82+JmvJ1wi7f4+Fl9P28uLd/3zDesKN91KZc2S/LrAcN0rBpNzKLltjqegDdoy9rMhN4J1ENI0VU6MQWBCQ3xVTZTQ+VmhWlTawHEGOgYuMXTCdCGjXrMJVEeAAqAyENzrtbFA9mvBegTH0U/vjQaRa826PXWDdqUbxFAsatt0az0XL4J3WzUxYMsn1ME9uJZ0gK4+DY1ZikIZ2OdlVfaO9nkTWpIN6vO3ZUPdwBEfaKYbeckP9SnMO+SRjM8sidLAG4BAnECTSMaItCpnn4tkJS2zbt41NIuADpLQz6tPq0IRxMfHgDaWjrznpPAKP9DaRgTFnC1/NYzQJ+0reGn5iW9D/kCy3iHJm2obMIAd216m06a0Pb9/3sp0lgnjHEvYFva62nl2HAB6tgjF8inMpgP6AOA2AB/EtoBtgmwJK6AWvppLDyt414Ez/exH6WD71wwO2SXB54R4kIzggm+icFTVS/fiE9HMH74FqDpbk+kSasboZPlR+gZAYS+dfS9O4ZFYLD4BD3wCJ5w10YklK62DfEAakN52zC1RVr/tHF5lgY4mu/Jd6H/91dOJFCX0PusMGn6A1xLOzsp3NI9I9SXcUH7cGmvTh7wH/6Jbwg4pDyhsDzta/qg+immhizNoou87CmDeyZVTQapHO8P6PD9JFmm1g7EyTtlKUCeOV60SIDjx0PGXS2sWWz9+4/7OM5DeYV8pUEop/cSnq/Z1zo78mwzZ6+u3nFBP4fndu1F+yD40Vz007E73YnzVwrsUG/eKCUgf/O2bY/XrATkewbMKAH51nX97gTk39t8OHVT1sxNTAnIt66/9MWcuwLI//jj/3Kr/PG5S2711mOO/v3e5iOO/mfdB1uOuEWr93RL32/mOCrz6t7vHZcIRhuqDr+R1kbDamNpE5LlswnU5gvbxb2hHaXxnwXKpNUJMIH6ANp1tS5Pja9cTlnRwmQDlVZuVjgbamhKgg0C8qxmtExzsFnNyjPtnQCg+4dZQUJ0idrtAfAHoAbzONBXl1bw8AM+TV+0fX7XoIg3SYAhjaeEA6CJTxov+AAN4jVASlYeae9kTgNhTFf7bE+m554FeNIIkAVv0JYlfb9B6YA89Rs8d517atwGp3a07cEdEggqGVOcEOEd4w8wM43/hEsrlvjYBM+Ka98Bsqj8YSk25Lu7TfpX6l33qZd51bqoTgDvDxvzFbbufDu47FVmIJSGb5Hiae7DnNNdY0560zERKL7DA8aAlXyzAGqVnjlM6ZM+2sGKJ5/8mLsEBivc+tDI/Ct6AMmSeaf9j01sDIgETQD5ylvgMP89MD9sfyQcqmgmK55Ml+k/msKiF7AurexQuGytI4yS1jD5WiA9lC4UJvqtsNjGiwXHgW+Hjadn6mUFY6qj6p3lF/n+yESPBZJVdpoPnyi3KJ+Zx0Vn8pudVobCdSIDk098W5WPBaKJy7dHvFecoM8lsG3X45N/j4+u3i1BX/ZA77zv4/5De9UA/kP3Bk0GqQ9Rpj2FaIVyKESEhFZ8CyVsI32R75bWq7YNmO+tMI3y4MuD3hzSt/6bCz0CrS1/stoFXkfCHoSyHTUa/Rr/Gw99mbtX62qE5Ts+c3cPrT3BwxoiOV++tPCIu3CL2o23PC4BecuN8rmpHCgB+e4FKLToLQH5pnbjmsy6C5DHLrXas9X+wg9219SxN/4pNeS7p1XOffG1O3D8jNt96JQ7dPKct4OOLXQ5TmyE3L5j59ycJVvjPjv6lbVu9CvrYjfmlXVuzKuRa3V/LvPvme9Od/JdmvFsfHUEWBe26Zi8NohFfIEhvcX0iC5AlKZhkTrYOAIBiph3SGs3wLX/qxzt1oY+7/ixpcE+S5sUPttwaXD9wQCxaACz8eSdjVv02R5zJx+EGrGWY4oZCmn1ET9P6AAIJ822e4Zscb0FhExrx1B4fAph4Lag2ZMQrwUEYQN8SNs6N3jeOodGOPk/U7GbngUkhvJUmEACtPdD9PaVMPoCfQhgUnWrx0f7mPQA6UXrjBAR7UxOl7yYuMwZjfU7B0Wa8rdVTA5pvoQu+jLa1tIkpewiNr1tnQTecXdHUZpbGQ+zNtSDOcvSWeQZ3pAWUBGtWp59XoO2e7MigHOAXYB+zDMWlCOehIHJk02a54hD36C/I4RiXrSAHO8xvxLS5vba5uM+immSJjwmuEjnTWnMvOwBSkA8TrVAB+OW+Y26iV6+D/V8J9XGFsQHEKRcT/OIgylmeiLNYpkbAYjTaRtokeY23/FQnUNtht12eEi5aLMTR/NHUY1x5at6ZYHbFlS2Gr7KI+QTzwK74lOWX2TuVP8in7zvlOhS30tqqet9J7/thh87ltafTDlfaCypbZlPyJexonySY0LlAkCzLmDMAdDjI9CSsJ5xQhzy+fnE3e7a9zfcos1nXb/B0QXvyj/qE7WnDah71kkf3YuQXJcwBypffOiKTjzsSwilO9zkFSc9TdCV5WavqpjvCdjAt+1qy00+Pz5up/tbW6Rc4OkatN2vk+jH8AiN/SoQHwmGk6dFb68IZ052kzb6N1dvuNc3fup+P3Ov+78B0XwB7Q+O3OZGLD7uWmk6p3t2zc0rpQTkm8fLMqcEB0pAvmeAkRKQT3TEJv7tLkB+15Ez3ba5mbtkWxM51JqsuguQ7zh6yb289rQbu+SkG7/spFuw4azbe+pyayrVxFz3HD3r1mw/Zlz9Jo5eXbmz2/pcKzfkZd49893pLr5jM54FPRqHaBLZjR8be2306vG14Uuz3dxddVM50vAEMKunHoqrTVdXTKlggx4+Az7fITusFTukKqeoH59eGHOipj7SbrSCkD8JkE+A90XLEsgC7bI1a4G2tHzsJhxAAcANgJT4aMhGmnenYu0ugGnAP7VZX/Mx0QSPAGoB7NL4ghafBFbEDx3Nxx647ysJ0wBpeSbDJUDqLSdUutKW0lpvRJgm7We0KRulgfZBYGlNTVkTN7STdwlzQ4pTFOjz42LetVjLNXQRbaN16Eo69UVA2mQ/y/ufFNwJzIx5Jt4lfPovF20m09vyaNsk+J6ebwRkc/EpNCTT8Z2Txjmavlag4rVsJ5/38xVzFmPbjl/KLKKJLdoBlyWQFQCud/ZUBeBmJAA4GWn8I2wYUQUP+V7DI7TtNd5t3RCA5H3vqA91pw4WRMWuv3hpNZBFZ8gnL6upy/9QPMJUD74taXFC4YD5OlXkv6PD9nk6AXj53kDr7ZULQaEf/lltbeUZ9Z2qgCiq/9FMsJnLW23/vW9qsVMIutCVPmdNsiBgSBNIYFNdfRRgXNrwcb+rzDVFhA7UWcIM+hSmbG4fvMPzbdmOz+Jd0+UrN9y8NbX24OEL/QMQP6s9xVdOt6T1GwRWrE/UVxUPX2365OQ9MT15D0c/jez4ozgSOslBGH2CeQuhBPWAp/BCwkH2pofOVIQcifnb0sczdUueitL89MiYnXnkNv391atXHfjJ3oPH3IHDx93Zs2ebXkZfz7AE5Pt6C/Zi+ktAvmeAkRKQb92g6C5A/u21+xrekNW7mZnz7tbWMawLOV+7fsNdufq9d199fcV9ev6Cu/DFJXfl6vVO7rur191314q7q9euO+teXX/a3T8yMluQXNjw/9GxO9zMlUfd7iNnI3f0rNt99Kxbsn6/m/LmJjdx4QY3uWLbHJvluGk1brObtmizm/ZWupv+1maX6So202U7XfbTJyzsOxcK1ts3y/g98w3pzXyXORc2i9pYaaPBBkZh9fhK31u0PB8YFpnjCW3Oi9RLQENXtLefrpirAXSRBqIFQYrQoThsMJlH2XAqDF8bdkB49bl/zogELtKys/GLPEsb39qPBlDXvA4glJaPB0gqgI/ih3wEN5gnEc191aceqh/8AqhDow6ABfANXqovod0G2BmqK5ryAnTthXdpfLbhsoeddyleqNzeGPbzMRFPi4JPlhcAcrTHbyfW/00fMGddp8ut1bbWVzsRxmXNPx25yXEqRYJOwgtpxLZV7W+TR29pCy6KpQ6NzFWAeKS1cw/CPD//DajVyCUeQDV2p9WGzB+EW01yvZOvOLcNApQ9501iIPQS8Ke5knySTnEA2WXuA6D3kZdvxCBmMo39L0118ikqMFKfTLOhLrDez51LDAAAIABJREFUlhN67j+2enkrc4zi3DF0Xwz4A+byXU8C89AqkJZ0gJUAzuIpvtUyTrtAVfFpA5kBEb+z7KszF1IufEuCnMoz5OsUgfoTAgnywW66je8vpTXtDRCNhji0af6N+NURC8dFD2UAWgOW4+iv8FD9I0oXaXlTb1uufYbH0q62oLpOMZAPtMAn7ppAOAHPBRbznnYREG5PqlkhOVr0aX3P01CZA8mPdNKUD92J86+Z1bWCP2GR6BO2fqFnCUBVt6Q2udIAzvNdo/2skILLS+v5DXzjqG9/eKC883zx8c7BW92lb6/74p6bHQlnEDwgkOM7zXyHqR6US9L6qARLbWtP10N2U+IKkBeGUgLyndlaAvKdeVKGNIkDJSDfM2BKCcg3qQMHstHHRH4gSqEgjrZ9f/2Hqrvxg7tu3PKNh7ptg/PKyvql5Zgt2Xn4TOx2HT7j0OrfdeSsd9sPnnZoXANKAzLPW7qtk2tbus21LcNt7+QAt7tjg8exe0A4FmQ4Fs4s/FkEsVliwcMiU++fGNM9dHVH3csyemZ+LvneON+HV0xCMB4BMbSZYbMUjd/aja7e5/m6xOyRXgIsYZec+mTZCU2r0/3TL/m02PbuSl8TsAi4IdAU7a40Lbk0etQ21Ce5UdTc+u9Z62NaAXdlKidt455WFuECIpLanBIqFNEOBZAkvgAwaMc9NmqjAwToCl97W1rM19xZsSmveiZ96p13GuDXFQEOAE1W+9h3aAWqvaxQprfxqB56XqgIlACvksCirXvy2YKU2Iivp0z6JOA67VZrmiYCLR+cc6UCblUvmbRmolSWLkMlH7RD08yIYLpFQCYnRbpiGktlN8uv3kFR3Ea62oJvCnVHm1th1vfA3MzLHvQM8UYALMCYTWefdVoHoNGGRyY3tvg+w7iAx6xDmXuxhW9Be/qVAGXoBYQjL8IBMQH8WMvimMeY8zSX6rJM5jYASUuDfUbLWQAeALHS2zg8wytoYJ6nbNbMAISAtczBurCZuti0xNf8H/G8VuDBvEAfS87BPq7RwrZ5UjbvcdAOX+j7fLPgDfWVgIE48Ilwmf9JCoxt3vp+IJgo8g0UkEo5Anq1zoiEKD/U8OO+KRfiUw+qg/VpS50IrAXpo/rauHqGVkBk0U6413yfeNb3KQT+9C+dYOO910qf8VUNbZxACLWDyoEe9k3iiwXxo35+w/Pe0g0P6CMAyh7Yt6cpBmLaKBJOUsaDwze5YW2d50TNtSF+2rZLe7ZzrupCPUIa7IxbyyfiP//yoUL7fUU6++VVd8+wyNwS4yKNLoVbQQb22PXjJLfozRrDygdfAq2Hx+x0333/g7LqNr8E5PNZXQLy+TwqYzTIgRKQbxx46MritATkG+ywBZIJiJdfIElNlHU7TrhJ3QQ2F+1DyzYcrKEx7w91KJp3b443/OW17v6KJiobgyztERbXslH9+Ki+B8oPbVvntRsxDYG9X0CYmw1Y6s19raStOd9CqxFlNxsPzYkuMmUzacOLPmsD2Vsu6MTsBBsuQImidVA8QAbS/mZC/Vq2tp/+siIUYFNI3tpMs7FTWUV82S1mjrXxAZmgM2QvW3cEcOTepsl71kVt0JqMK81UgC+ZoknGCf0HLIBOQAHLn5vpeeT8tQ6TI7Q5Amrq+tioTf5b8aIRlmTVGUGKzKQApoR4acMAwtAUhbe9ScM6q45F3+nkgT+xU0BrE7Dz9sE7Gxq3gOGyEw/fraDS8lvPAmbgO1rxyTqhnc877wZ0eDCPMYBmqFdQGLo3fv/AsM0OzfxkHj35HzNd0N7ot0DmKAAqxbOivoQUoYsglQcX5kIfIKnCdIInTRCgeJqDiS8AX+1U5AJbQEUJwHy6irY2bcv8SB6sdS0YSnxAXdFgfdUFWmy4fdaJpSQgrzhoW8v8jmgK+Ywl6NCpKugCKFY+8qO1evppV+VNnZVGAmfepZlsAqSVACFrv4DQ2QoGrABYJn6w66+ykz7p75uKPfBP/CXA0JQU3gDOEw5vcdBD3/CuYl+fuwXsKQLoqOkzGuPGR8gTAqOhkT5HG4h/lIm2PLx7aO533kwNawXRRjztmYjrNbfnXKkxo6O8rK8+rjBO9Dw5cat7Zso298Lc7W7iWzvd6x/s9m7y29GcmeRPkqdp/6GJchA22HmRMC/MGnXEj1PoFz34KGtJQDH87ePuRB322Hec+MrdMSgSYpEvPEsqKjB/WCEKpmqSv2enR30AemwfS9aV9tSYIe6M9z9OZtUt/0tAPp/NJSCfz6MyRoMcKAH55oAQ9S5uS0C+wQ5bIJmAePkFksRR2nedbNrGZfY7HW72uxXHc8XNeqfDhdzY1zpvvNSv3t9yJKaxyMPUN28OYEIaoCy88jaxLHI4FiqtJDTJxL/e7GOTV/W0C0o93zW4sePxvbnOJW09893pDr5L+9GCGdqAVMGQ9GPZipv0pTXYmy6VBBRlnGZt3pP10AaTdF3VWkV458uv2H2XvXfCioJVdpObFHhq4x6aS5m3KAeXBuQk6y6zQ6ShLyTf81/CCspOAx5sOquhFgIvu6PP96UyuES038Co3QTCWH7yjBYlmqi3DYxAM0zV3Azmf2w7UR8JJwCLskxPoUUscKcRwYTA/9CcmOS9/kvI1H/IluA65t8z12eav0EA0IhZHcujVj7fXrk8kPlQdS7ie23pyrxD/y2SRnHo037uyUkncKwGRJNJrRTNfJWhfhKBw9FpBwueA+JKS1lp5DOXCey0wKrm2ZAP2Jtl4ktzOGnTLs+UiQ++H6Il5KORzzeCNgOQfGDGJQ/yYtKG/O0YkmkVwrGVLTMpype4tXXs8GMMTWr4Hpr7CRcP+H7wn3yJi8AMM0ESLsfxsFc+5oQHz/nWWbqIg4BYNOHXu0bR9wfNbJtP3NcC3zna//aK0AyBJ0IYpeUd/IVmeMFpJmtyiP9JcFhp5fcbeSjmk/iQ9BGwoLlNm2ptRRwEArTLnSMOVYQbtZewKh/2WWiQ3zZkV7CsP8054Hae+Mpdu/5j/L7IHk51kC8b8oxJwji1oTWCaJEP7QhaJMzXHKr3I9854b66EpmUydtHH/v0W/fHOVXhBnkwtiNhWZUn/Yducyt3XuiU3Zp9kWkslY3PvUGRyZoLfhyxbvJzTWxrPsr3riFb3Rdff98pz1YHlIB8PodLQD6fR2WMBjlQAvI9A4yUgHyDHbZAMgHx8gskiaNguqVZm5AffvwxzrfIwysrdqSWvbT9oLv8zVV3+dssd819/W3kmlWHnsxHmrb/76WO1KO4WrRZP9ayfGlLrwcRsAtrF2wswNkUsZBE8xQNGr2/f9hmdzNcqNeTfaosu/XfO2mOh44oa0PNhs+O2bxnafkBMvWmNqzOUZiu+Ti3TrJzy5j+/aSuCwwxI0NebBTFQ6spBgCB7WK9sz7AloAn8rhzZK3GtDa9WWZ1OMWj+clqM9py9AzIILCJNKH+QVzMTMR2lAfv9OCE8rA+m257IR55/mpc13nam/pXq2jBtI2ESfANLUlAGcAsC+DxDlM4nN5qFS09mS+a43xXqSeOPok2MEAV4B7mTSw/4AWnDOqhGQGI5/GADm96w/bhvGedTmCcpZU5cO46h012TtVhkgghHWYi0uL3hnBoFs8BG0OmZdJ4owstlZ55Ki2uDde6kHR8T+w7+wxAqbwxf2PfSdkjzTQMcelDpKcPaX5ibrSCT+ZBhDOEeZB41JFYkYS0AJ365vEfkFh9wacddSTS2s25UFxa4Jp3qZutj55lFiRNSKp4Id8KSJKAf1LbGzr4Voke8Rk6Q3mHwiIQvwqIKo+gHwOdldMkRtMcIUlSSBCD6DkCG0uXhArJOx0Azdm7QFdobUDfQhAouvkWe4B89rfehA9tQt+IeTigI76olJMlCHZsPwTIJ70VSGAOh/4IiEyamJ7ACTrAYX13RZN8XUCP4IUyrbBEfRwBAjygLWljpR3x5n73u+kRaJ+3RrB85Zk6qf7JtuId4Dx1ZmyjjJVMLwUAS89j43e54+e+Td2Sf3H5hPv4wlZ36rMt7rNLh92qPZ+6f7922GEfXnXCf3bGPreg/az7+rsbwbyenqo7eT719Nm2tvnomf4IbyW8m94DWvIlIB9syprAEpCvYUf5p5kcKAH5+hbXzVrMloB8M3txbV4C4uXXvk3/9+OP/2vqJgYb9PX85i7Z2tTym9VXeyqfX8hGc2DxmFx4Jf/rKGEzQK9W1R/7sFqMsQGTVkeyLmgiaTGHtnxvO37eKv6U+fbMt6mrfJc5AgsSx3267YbXEqLfs9mMw1+utdVqwwERBIT8flI6MNVVuhtNj11tjWM2vyFTCN626ZjjcbxfjWuOSS1rrx9hB3wD3NIGGrrYiLNpZsMNyAjoILC9SndVQOLnm8px+zsGbnEAilm8sTatESCy6cZMAZtLNtFoEAq0oDzNZYAEtp3tM2CG1WQkLkAc2mVs+G1+5ElfUl3qte2dVbeb/R3fIF1OLP7Jf2TEJtebTqO0si0Asu1FquKB/LsGbXaNzj2y218P6KixwHiFhoduMlNMupw2AgkjQUgRUN6O89uG7o7BOuaDJGAnHuJLEAwvs2zHE1dzCwCjzYNnzV2aa5Pv+a+yANYkBEAbmXeArALs1besj/BH92qIDn37mA8BWInP/J5l/gZesqZU3hLSZvFI34x6TyxwOoxykhriAKUq/6djF8fPCvNpRh0NAqkhvipMAO1zUz5wv57ymntw1DJ31+C1Pn9MGYkexUOjnG8QwjW+TfDXAsrKV20FXVkCG8XHh1fEp42s6RnePTi7KtghTgiMBlRmXuB9lsNM0u3D9nrhoOql+Ag3NI7isIHbgifkoIE4CF4o29ZFzwhY6KfwA0Cbb7nKDPFFWujJ+imc8p6e/IYvF1qtEEFlpvnSjiddWpyscAmLWD8gANHYe3TcLnfxm6qm/NffnXcdR+a519Y+6V5e/Wgnt37fBA/Oo7X+2VfX3Pc3spXt9pyKLp5OnuCBn/RD1l/sURHCcELD8oQxCs/uHrrRXbv+TT0QQpfjloB8PgtLQD6fR2WMBjlQAvI9A3qUgHyDHbZAMgHx8gskiaM0c9NXr4b8pNdbq93H5a3zV+zwDm38+cuj53nLtjn+r9h02H24/Vjs1mw/5nBvr9nrxi3ofiAMu8UsTNK0erIWYtrINnK8vJl9IC0vabZSv6zNna2jAKqHRtwc5ojSeFOG98w3qZl8lymIEDgtu+T0fYDiLCCGTb0AicdHNwfEbmY9ldffprU7hGXUCceljYAraB2zGVQ4fjPNSACY2rwtvyWUtO9Dz4DogAIAKgJuiIdmfB4Yr/pjpoj4ofxtmLe/3HYj1qBLs3useQ8hgkwI2Hz0zIZW3wdplmVpE4ve0q+dY7g4/Z8z13t75Zz6CF3Od7PzDOEWNvoRlnEHDWZmnh6/wdG3u1J3wHT6axaAqv6e9AHN1Ne5Q6ArdPSmtGj0Uy/GrGyT47NuS/KA/2jCWs1f0gqEV3of5k84nPaauoCwgOpWOzZLCAx4J8COeTD0XbptUDSXe2Fiyr0DgL1qM0BNnbCw5mBQvgDcZO3HiQyAXQBc1V2gPrQD0EmjHGDU1pc14U8mn/NxmAcpD0BaACoa0f4bWvkGpSl9UC5zLXTzvbUAoWgK+RZ0t2A//dZ+S6Z/+KL71fQlPn80u2kXykqC+KEybJgu5H145Ho374OnPHD6xuafu4U7/+vzQ2Ai/sMDtT2nCwBDbV72WUB1VP8dwba38XkGtNZludgrT76XzXsJccib/hWaB2h/+52Ddn9iafj+2MY76eXoD6qbwmhr0tB3Qn1X9OmkBeMnJJhQPHwUCdSOCMTtOz1LAHJPwvQP78UDaHxi/OtxG3GJr9Kn+fQT1Q3TaWnxssIphzw4haN4mkf+8+pBd/r8JddxcEkNAP/6pifc4h1Pund2Pune3PLzmnfr9szzaUiX5aYuj4Rhdsyr/CK+eD5n1Qh39frXMT7R6ocSkM/ncAnI5/OojNEgB0pAvmcWuSUg32CHLZBMQLz8AkniKM3ctNQLyI/vAdC7mfVtZl7D2ioaLwMb04xAG4KFWP/BzTNB1Mz6ISiAvnq05qJNTnT0E1M3zaSnzKtnvgM3K9916SCbvtAGxJpuYfPJOABMYFPPxjmpVd0XLmnmAmq0xe8NANN3DtrsuIy22SanpH2LFqA2r/BOPGdDfefoY7FQQ3GyfAShjQoN/j5tvb90FK1rhDLYHn+iAmxSJoABtEnTFUBOtGb51APQQsfjASSSdpMFKFHezTquynr1vXmaNQh9PwsMzer7Euh19b6J3tR3EGDCE4SG8EXa4IQBNBIOaOuFhEOrZvt4p3HuQfHKiSCAL9LmOUxyAJ4KEGRNxTeH+UigN+CdhHy2XaTxK7AbYaB9b58F8AJui15oC5kusel41qXXxJeAQgBdXv3se3hIPXCEey3ujJNolC2hJrzNArA9nRUAn7ytdjRmawR68u6OQZvctot/d/O2jfN0wGfA7P9XMSdTVCHFgv9DFo70QOni7b90Oy791W2+8I+47QGjZeqRb6EFuulntAFtwkkxvicW2NYz/GY9kmwb/ZfAhPqFTlIQT30aUJpvl8zFkMYD7kMjjXcpHBAOT6BN5dA3fbi/p+W8u396ZLOf91bgHuqvyiPp0/dVJpr11CUJzLN/Un+nfE5mMFaSefFf9Uzjl771z85Z7J6asazSF7f5NV4oP+ps6/Z/Ayrz59xrwfJDeSgMmqAfoZjCELxJkDL41dkx4P7url+5jZ/+0fcn+pRcx4U/uxX7fx3Hm7H0pdz1he4EK3qPj2iTr3E46PUX3Zo9o2N8otUPJSCfz+ESkM/nURmjQQ6UgHzPLPBLQL7BDlsgmYB4+QWSxFGauWmpF5Afl3GpazPp6gt5obHHQooFshYp9fhcHuQXkoN6HyD/4uyobizK0xa5aXWNFvZbvJmBvtCOJY09833pab6PfHmt6z8k2kihQRXqzx4szrl8DJMp2ETu6frUWz5mU7h0EW3jVpqYshs/aar5DejQvZHpmOkXHVrogBmAVgIciMPGX8AJ2sCY3imqEV8vP5IX/QIACABLXqoX6iuEsZEWOBkCcQCQqNfNZt6jXl6X8XvXnHsrAPJjF7zjJr81xU1fMtjNWPqi9/lPeKg/ag2EmRSNd4ByC54yluUADgH2pPmruQPwTul5B4BNPMBygFLmCeIAzBUBtdECToKT5G9B8nsnfxqDyZSTtoaTWTDAP+KpLgglI7M0tXd7oDmtU5DEtXOcAOb/G7DNg8hWSx4Ql7UkcyMa2ACpli8yiZIGHIt/3sekXNKu+bSL0SWibTf8HMwaVCcJoNOaAOKdaJPg4sXFr8Tg5j/eWOj5cPuQHTWAb6RJXMsPSxe8EP9+N/UdD44u3PAzt+3iXzoB8rSVBCLQiSkZeKI+o3ys79tk2kXff2rCh+71302AfWhIAvhpCjXSDMeEjvqHrYMtg2fGATTavgcorj6bLAd6SHfbwGiNlaa9bnmoZ8B7AdKWDtoNbX59Y/Uuq99IA524GpsqRz71F++XHhvk/vzqorgtubuENsK8EuPFjv87BrW7gQv/6+4cHO2XrKBCeef5EuCjsGDjSoD33Mypvi+tOvps3EcFxCf99R//3r2y5jEff+riscF5TXMdSgHwhPFgyy36THuSfvCbA315J861xxhFKx9KQD6fuyUgn8+jMkaDHCgB+Z5ZvJeAfIMdtkAyAfHyCySJo+iDmuWv2nrU7Th02i1euy/zo3z41Gfu6McXctzn7ujHkZv8RqnZJ75zcZpfEA7oaGhBI60gtDSVZ2/xARipG4vFogs0G08bnZtJY663tE1JR/O+h7rc1ff10cdqNpu2PwMeCBj2cQdtdgDNAMT1XqB4q7XfLyv3bEgr3gIifv40oJb+o9GGCQjaQBs/THW0kndcMkn5lK225wI40cTxdIWHfMB2gRP0lbQ45Fea9GreGG5ln7hV8r6ZTdaMW7jIzVz2Lw8ahWwvEzZz2T8d8ZLtLZOEaEvb8YzpFgBrADjms5BZq/83ILpgMUtL3eap5/4VG9qad+R72+0BjWi+TQLWiYtWNXkBngtkRMgpEBxQEmUQ5tf+40/FwD1pAWe1dovK7fBzGvOa8orpGbq3hicye8P7GoA0xWyO6us10SvfAATgCs/y75tWtf0ueoL+gA4P4NIGzMnUT/Fkj/6OwRvdh5+8WAN2/r6tak++3/DoAlzSwUeEyrQ98z1CFPiqeZ84nAibveJPvr+tPl4FUd89MjguG+3vSAs8ulgUMzfUF2AYwTR5wkNAbtpTl4EChqssQGIrvFa95Pv+MvXzID/vn3Yx1oZPgsgCiMmH8ulfCJqT7QGgLy12L1QwJxsExpPHmFUz3Z1DIvA3Cdon8+Q/+yLVkfScGLHa6Kof/ZR2zTslIUFT3l5G64ypGyb7vjCnY7x7amakLa8y5d89rN0NePdlt/LY827p3t/E7QrdoTqlhWkPSL4ImWw8Ce8fHr3EvXfoNzX9MwnE2/9rT/0unuvW7dzhNu35KOhefCW6rNeeHLHl5z3rxOOsDREgv2LbizFG0cqHEpDP524JyOfzqIzRIAdKQL5nNi8lIN9ghy2QTEC8/AJJ4ijJTUPo/8fnLvn4yzYe7LTJCMUvwxobYzL9kLcoDC1u0LZiIdZsUxdDp7/jRr78YZfaXVqtycV6qB6hMB0RBeRqVd8a2bbaDZu5pGX5t4ruMt/Gxlqr+IZpgviyxIqmIJtNgAJtjq1WFGZdWkXLzZivTANx+ZmdKwAz2KCzmcdmLJqXHjSqAPGKK21ItPlbyR+Eh8zH2NZX2fhW85R+wH+AI0AtgAr6CGYrtFkH6EnTxGM+Jd4TY8o+1Mq2LPOub47FDj39sghgZscGz2h8k7Y3nvqY9Nb0GJya/+FjDpMPHxx5xn144rfe5z/hAuonvzW9Zo55ZkLEFyukS9Y/9J95TPMBPoK9ULxQmIAutYXMaSg/gFbMRQBSWuASLfSk+QkAPytIVh5JH9BTGu7Jd/Y/859A4KRmbRI0hQeh+tkw1s267LNIfKW1WvrQhPa4FRgAvItOSz/PaFhrfcr/2VsmBMHOl96dX9OGIY1tmzf3k7CWGPPqct+f0FS2QOkb+0b4/GIQe/iBipmY6JSF1eJXPa2PAEXrEMyz6J0/WWFMJsGHVF623XDW7jnfXeVjfXuSjfbh+0Y6wFuAbUwmqe70xUjD/oYXUPQzJwpHvjfb8+CVnWPi+PRve4+MyuWbyV0F4vP9I1fHaR6aczU2a0S59xToW+RrNf7z7hygbPIetLStpt1Wf/Kig/7xq8a6AQsGuPFLqqZiaN8PT//Hp1P/qxFGGSGF6hn7bTf8ukd8ROs/flcxc8W7Owevr6HH9qm0Z+Y15rSdxxfGuEHy4cO9kVArKUyxNKQ901aiu/3cP92rax/35X3z3YVkMU3/XwLy+SwtAfl8HpUxGuRACcjXt7hu1makBOQb7LAFkgmIl18gSRylSPsKkP9w27GaDUaRtGWc4uNNG1mOM6YtXtLCdXERWrbN4vmIue+5v/397+75F/7lhk57u+F8HxsVabSgiZRGf1a47AuyQWlW3Ww+gycvdH9//h/eAczbd+Vz8f5b8iriFSZbEIxpkxHyOcnCRX8lz+rrXwDp8DO54cyaP/QO4Ju0tw/c0i18v29odG9GZK7hh3juS4Ieof6hMGn2qw7WF2j1h8llPyrHUX3jqJX8wgwU/RdQyZqksH037RkwlLS97aLiSYtmxkD70j1Pua2f/zkIbBHOe4HykxbNiOca7ty4u3IRtgDyND4oHKBacwFCSD3nKTfAd4HnAO0yI0K+ANdaUyk/6zOvhLSYRRPCZWgB0BVwqPQAqIqHNjTazQgBcACa90254C9QBYQDNCYdoLbSyBfQa8FuwL7k6QLiQ2uNoGFAhwdclVeWL1Mvdw/d4PoNjr7Z5EUavYNGAHmAZMBlzH/QfvDQngCYvnFSsE8I6Hz3yBD377dec/ePXhO3o897wEZ3z7A17rHx77o/zprihr/5gqO/MUYnvP6a70uLOn5Rk/c7h4dUeLcnBtYxwQKAq7bgP3XgxAX9AZMwSYEv/OVuEnhI+8h8C/Wq0eYfvNNrkKN9D0CfrLvK1Mm1JM/55kk4pLghHz6LBr2nbWZsquXt63tHuofHVUF20tE/6Lv2dAV5PP/6QjenY0LMF2m3S6BNHNrVjhFLP+G0t+hJCqpsXD1Lq9+aL1I/kK8LVNd+9Lu4bdeciQB5LnVVeWjlpwnlKY91jfZ/Eqol10fcc0B+/QZviMsSHXl+++nnfB98fd2zbvu+94OufecHMb2Me/GhiK9x9rt5iz1tb2/7pS/v9Oc7YpyiVQ8lIJ/P2RKQz+dRGaNBDpSAfM8s3EtAvsEOWyCZgHj5BZLEUYpszATIf3Plmnvrw73ulRU7Orn5K3a4ht3yHW5+t7rtbv7yWvfy8u2uXte2bJub+26Hm7dkq5vx+io3YsIsN2DYGPfvlwa5/w4e4YaNm+4mtb3TOd9l293LCTfzzTVu2OTX3FMvjHfPPf+S+91/p7mnR692T0wL26NmofOz6Z+43w5Z4H7z0hz3qxcmuV//a5IbMnqydwNHTHIvDh3v3X+HTXAvDY/ckAnz3MSFGwq5l4ZNcH/729+8+9d/h7iJC9u9Gz5lgeNdUffcixPd/f9ZHGtc/Xr0Kk83tOMen5VtdxANnif+OcsNGj3NTZgy002cOsu9374reHTSHqlcu+2wmzR9jhs/abp3i5Z+GEzznxf/G9dzVtvCYByb763yvGL9brds7a7Ybdx98pbhzZptx9zC93e5Rav3uJWbDuW6FZsOuaR75YMDbtBru91z03e4pyZtd89M2eFemLfLTXl3n1ux8VCNW95+0C1es8dtfMo6AAAgAElEQVS9u3avD1++8ZDrsttwyC1voVu24ZBb1o472BS3tP2gK+IeG7PNb/7umRiZUyiy6SOOjpH/dfZOt6T9gHeL1+51i1bv9ubYlqw/4JrpBr+229MZApygB6CezTabaDQH2UQDKuDYPKdpHJIWkEUb9gUf7HPvrtvv3Tvr9jvv1u537+S6fe6dtZF7deUO9/aavZ3cW2v2ulT34V6/HmBNUI97dflWN39pR+zeXLW7rvTJshZ9uNd1ya2mD1Tdm6v3uqrb495cHbnXP9jt3li1pyH3+qo97vUPstxuR/7F3C73+gcp7v1dbsF7O9yC93dGbuUON3/ZVvfK8m1ROO+64NqWbnKz31nv5rzb7t2sxe1u9rud3ZPjI2EUAFnR8QnYR5++Z+hmN23Rqsbcm7XpJr/+npu0cEXFrXSTFhZ3ExeucLjJb77uXl4dab4XNfdAvAiUf8ynV17/mb0qHreAmrpsNcQjgE+NcWxPA6TbMDS7AVgtkIj5G/gooDjtwlbKIx0CP/KwGuBohGcJAkUr6USf9Yto9QqMJx0XdypP+RKeAvgjlLD0efB1+AEvcJCWt8qPAclB2zMvKaUcS8PcreNd2/axcX3otwCLCAAkJFIZSf+xsW+5eRv+WRfQuf7Tf7n3P3rJLdoZmaNZeeDXPv2yfU9X+s2jrm3Vz93cldH7xdufrMl/4/kXYlrR1tY3A9puG7wjNv+SpDX5H15yiisZHtm458TKZ15gknyv/5QLj6QRTjj9OtR/4Kc9jfD0zKVu8vqpDs33Z2a/5W4fWKvE8MTk5d5EDXUNgcbbLv7Nv//p+OqYEl34v5z0unt112ifFn7bdwgf6AMCznnnzdaMOe5NR9G3AewB7xl7SpsnCFP/1TgdvnJOkHbqs/JgdHHq8v1R26uOspMPDRJ4QRuCInjNnEGb814mdKCPsXDv5MgsXvIUjsbTI+M+SKVH5Yf8+RVb8otXjXfvrJoUdH+b+Y7nU7Js8STkYz5JpxjUVkt2RwLN45+ui3GKVj2UgHw+Z0tAPp9HZYwGOVAC8iUg32DX6bXJBMTLr4fQegD5evK9FeJev37dnT171s2aNSsGdAVgW3/s2LHus88+S2XJli1bMtM/O2yRe6TteqdNy6/GZ6ezNOh5woQJqXTYF9CrNPjLly+PX8+fP7/mnY2X9vyzf86JbYH+5R9VAJz4P596rFPd7OKNDcMf//6fmjKPHTsW0xN6+Pzzz92AAQNq0qxcuTIU1S1YsCCO9/zzz7tvvvkmGO9WCzx16pTTnIL/ww8/3Gos6Lb63rhxw3355Zfu66+/7rYy+2pBGw5hszY6mh/SmLRzh5513PyOQR3us6+uxVX/7rvvPN/ZmLXi9+yMfZ5WNs6iJcu3GrHYbQ7FfdgfT4/ynfnBx60gu6V5nj59umZeYU3el39nzh91B49vqXGHjm9xNe7EFnfoREeqO3yiwx0+sdW7fUfa3apN89177XPdmi0L3Lqtb7j13r3p1m+tuG1vuvU1bpFbv22RW7Z2RhAsSQNRWhU+f9kM139IZKIFgC5Lw5M+LgCLcT38jUFu/uqfufmrH3evrH7SLVj9B/fmqpd6rF4LVkegKKYbQmBVWphMPSxY/VwN7WNen+n6DYp4Q33hD6arMNcD4AegLVMkmufkAyKjUSrAXeEI9ATeKYx8szTdNbdY3lvtZMphrlE8+Q/NvVajkS6w/KV3XonnZbSzqZMVOEALAKgF0QWMKm/rQz91QZCK8AB6yFf1i31vGu5oLFyIw9EIHnHI8xTgDxCT7wX1tfWcumFK3K7zd45x9wyPTniQD9rWd4054bXjEaxavvcf+qEbumCsB9CX7386ziOtP4TCBcquPFi16714x5MxKK+TFkkNefL6zewlnheYq4RvnrdDIiGw5YGeAZapD6cYkn2l/7D1/vLRIcvn+TwB9e2YBdClb8rUDN8pNO7VXlZArPK8gBnByfADNfzm/b9eGV7Dr+1f/sXXefqKp92M955xcz/4mfvg6DM1cUL8U9j7p15yC/aMcvN3jHFj3/27m/3eL9zKQ7VAty7YFX1ovVNHaNdpEr0L+ZyQUH3zfOpMHv+fvfPwjqPI+va/9xF2WXiXZWEBL7C75LzkYMA555yDsiXbsiTb0oxsOeecc7YxDgQTFhvud55u/UY1pe6ZHmkkJHmk06d6uqurbt2q7pl+7q1bS3ZNjG1D65nXgzav3JP9XHltQX1wLZ74GNgwDkXJ4x4L2oInf/sMCca4K6N+/3xYVRUrj3QZlVZu/Gcg6/LUhKxnmfv9Uds8w54YE4bqC575Ee+srkwYaBSu6NPayoxcK/eE4//sta09/rOgBOTzq7gE5PPrqJSjixooAfkSkO/i0Omzl7nQjP1C/kpAvhBtZef95ZdfbMKECRmYGwejOf7ll19aFHiora1NdP3bX0y2pxd1LIbEy82g4U2JrnXlSgrka2pqssq+efNmpvFdBfK8ZP5j8V0rBMgLUL3/8RdZ8uQC8twDgHW33ezHAXnAs5u3ubk509b7eacE5Huv90tAvjBdz1x7LvOSms9rzQ1n0LwvOy5pTwP5k1fu2CMjQg87vAljp3MvvpsFJQEf7sur9oFK8th8dfZB++233wtTXB/I3ZtAHrid3lJu6a2dt9at5Ra9VVjr1hzbtgpr3VZh67ZVWGrLklhA4cKK+3F/Zt0ie6Q9DAjf/Yxp4pBrLIeA9mqWB+7gspGdYKSgZHn6RatNDe9VfeMRqvq3XnsnA42ioJV/bOu1EORzfU3qi0DuutTowNgws+kVe2Pe4swzzIVr2n95XoMRmmPu1qmd8gGmgVmu966uIw283BMsauquaaHrXTgJuOUzwA/Y53pik195n5iwLtANoVRenJO9eCVldALAozcGbaI8jQc/5Vmn9rle94BgwDoGy2CB0najQeixv7293M7QWe1z03cWhHHJ3b7Dm3rIqiX2p/bFQ9387P9t3Hr7cNGEYFzUpAYH6Ypd/ypobKg+wcf0qdcz12+5+k5mzDUeCD3m/RjyXE+8euR5aPiebHhOqKAAnl80ZpERLgYjivSrECFPjW+wtsufG3G7JQ/pG4tCT2egqq7JlQaLw7bHnSckz/DGxfa38es7jdm/jm0L9Dqj8dWgfW6d7Ct2ePWW54LzhC7x8+T7vOH8mxndbb7ydtb1a89+ZQ8M2ZolF+MS0M59wPMJY4VrrFHfY3QitE8uPegc3/FBvwzdaluvf5Qlgyv/ugyQz579MGvz9OB6d2YdMw74HcN3P/c99z/3Dn3JfULd3BeSFwOK5CGVIWvBtnGx8riy+fvlbYrrftN+vfu/9u0X+/Vu9nbk4i17bFSoY8Yl49CdwSM53d9kLHrs1le9Oez/G98VxjIK/Wlz77df7fTlrbZ+91xr2THJUjun2fZDNXbrh/7n5FBo2wvJXwLyhWirlLcgDZSAfAnIFzRg+kHmEpD/Yzqpvr4+C+QCdceMGWMrV66M9JoHcrt/Z86c6XT91KlTA3D8xejpnc49P6QmmEIpIPPU5x2e3dQNhJ48eXLODdny/eEJ/cknn2TqnzRpUtYlPpAfPHhwzjqR6aMpoTcPHl7JgfzdzEJjnw7+KiMPbY0D8jt27MjK54L2OCBP44YOHZq5jv3Sn1kJyPfeKCgB+cJ1PbUpjEHMSyief3iBEf4ASMNCb7z0uS/X9Tuudaqkp4E8FR6+8L09O6nDs5MXacJKBNBk6uVg2rnreYnMeMfJu1WhJdzF8V6cud+u3OqeV/83ty7a1zcudGw3L9j1omwX7frN+O3I8T22/9COzHbl67OZ/N/cvGhZ262Lhpwd2yX75lay7dylw70Kb+9H6J6vzYtXzbMXp6zNgCIBIxYNzex/tc2eGNtko5Z9YgDIDRfesh03/ms7b75nwMnm46+aIF0Itz/vtX6tTQ0NAF/djuwY3i5AyrVftyOMh4zcy1JDrDwdAlZ5xbLI46xN041Y0+8urbLXZs23wZUTjXjjbrkrj43sFHvc1R/7hH7gGZgJC9L+2QdiARSb90NWuIsp62bbxPTcoE8oh+eTD9/d+oC1j07qCKkzf3v2YqaLdk6y/5Yvs7+MaM30M57nby9dbvO2TQ0gsGKAA/X1rHMhIvs8x1UvC3LjoOF77QNA3dAdGA+4Fu9nnrF/HnciMPoQzobfzlrY+/Exa21x+llrO/9mlq6l9123PjAWT52xYYZNap1jgNIVR0ca3uz0Z0X6DVueGh/ss5gv41XXJkpvAaHDUEhbr2YbezRu1p15w2q2Ph/UkT71WqfyX1sYelO7sft9Hbqf5eCCTkfWfGbEB/dlJZTOY2PCWQKMAQFftxztYxhRmKAX5zZmldV87ktbdmh0sAHDqWfb16GRqqJtUFZezmlB5MaDHWswbLgQ3Te+zPqs+OP0z66I/mDsaTy5vw10zE3d8/46MGp/VEqITcoZumpJpzZKTlKFtWo62Hl2xaBpzUEZCh0UVY9/TPerPxtPvxuenrAyWIDalSHJPoZI9Fm5/t+dfj9FHTh0/pQNmlSb0TO6YFYMv9HkES89f7miLEtHGy+1x6vf8EpU0UU59tvv92zv6RorX/dC0C7a5m/Nu4fZ5ZsHilJffy+kBOT7ew/2YflLQL4E5Pvw8OySaCUg3yW1deui33//3T777LMMxAX8Hjx4MKvMXbt2ZZ3HS979mzZtWtZ5H5bXrtmUdf79Dz62B77qiLP45cyGrPOExinGH+1wQfbOnTuzivWBfGNjY9b5qA+HLoQLKvJD7L8fZYefiQtZoynLb88/3Cn8jA/k6Y+Ghmx9uG1gPxeQT6VSWW2+cOFCVDPuq2MlIN973V0C8l3T9dq91+3piXuyXv70sqf0nQWHbf+57yIr6A0gT8U//nLPZjWfsweGhKF2JJubvjTzgP193O6cbSH/V5V77MiZg3b20iE7l7UdNiB01nb5sJ1ztvOXjxgboVDywdS+dB5PZbxRCf8B1CxL/8fK069aVfr9Xvea7kt66S+yTF22xN6a2WiPj+oIB0JIm39PrbavKoYaITl8KOnDotWHw5jLwBPgdm+0vSb1aQBroqCZL1/UZ0KZCPYQgof9mi3PZ0EoXdd2LvTuXZ7D2/rtJcszzwe8x4GGAGcMeCzcGEDoaVezQqsA2IF1gDrCv+B5q+cOHsMYBCTDZ7UVmXMYNPG0DeJpT7tihEYBkBPig9jaKiMuTrbgWsWmf9u2bzp7CjecGG5PtC9wGhgBJp0Nws7QBowIzKbAw/uhETwTsw04QGDAuh/aJ5dXN57cLrif3PRZ0B945O68kQyma4FL+pHZGoRSUv8yPqXHJKmAbJSxR2OdkDZ4z1MHYUN86J86/6U90e6NTr/GhXBDn65X8uCamUGZq/Zlh0uR3BiAmPWgPsaL/K8zrtnf5nwbrGVAeBzNjiDPK/NWGTMLdH1cilGBtvgzCjZffjs4XrXpucAgJ53SN3ELKPt1SJ9cy3X+eX2et3WqPdAe8g7ZH26HxQBjtodG7M+0W/HcCUHz1KL8HvIaX09ObLUt1z+OlQFZ6HdkxVNesinFECTdy8DkA3h9xpglGP/Q8L1ZsyHcPh+3/AMjHJLqSJrKAFW76Y3I31BRB5v3DLOvKofav2d2PK/Unj+P2GQfVVdb3ZFRnWTh2YdO9pyqiiq228fwfl+17aOgDurhe4d7LXXitcDwy/2g2QCc33d6Wbfr7O8FlIB8f+/BPix/CciXgHwfHp5dEq0E5Luktm5ddP78+SyAu2jRosjy8B53wTBhbvhj2r57nHxAZf/Pj08/p6LJdp/+NgA8vjd4sYB8WVlZRja87v1QO10B8rRrxfarwY/Mdz/MNmT4QJ6XCn4Y8wPuibG77fz1n/ICeVdm6dU3mOQC8t99912mzVwP3L/f/0pAvvdGQAnId0/XGw7ftMkNZ+y9hYeNuO0fLz1qxFffdzYaxKu23gLyqg8wj6wLWy/YpIYzNnPNOcNz/+zXPyqLrdlz3QZXHrcn2+H8n4btsJdnHjDC9Cxbt7pXQGRvwM6kdVSnPgniifOCHLcB5+tSI+873STVYV/Kt6Jlmi1vmW5V6TBu9LJtL9iuW+93gjNRwEhwqCz9gq1ITenx/q5KhR69gNEoefIdk7wKw8D4XXf2jciymBnA+ah44W49Q5fPyMA6fiMxuwZA7XufPju12f4zuykrr6DYn4ZvtsHLy63l3JedZFEcceXltxggH9jtwnzOT143u9P1klXGCGY96Jifrjr8vr00fUmkjKqf9IWZqwOPYxYCdY+z//cJrSaPYj4jL6E8MB6wEC5e4cHinO2zMlg8dGLT0EAmdC2dE2LIl8/9jCe9YB0GweWpcVaZ6ggvQznrY/rWLYd9yiI/W5SHfsvxMKwLi7ySXx7zeID798qa00Ps+ZlrMnp5eNQBwyua2RKEYaHf3JBB45rnmbyec8lMKBvXQOPrnc8PDtlqcQYZv818lr5TJ7O9/TF4IUvDgRdty5VsnWLA2nQpO/yMX7YMGNJpw74Xc/blmjND7MOqmozOotr22qx5Nr/tM3t6SrhoLMYvZlwIhLspRivdG9xbUbDZlRnPf2QlFJFvZFG+BdsnZ+Qj/Atjmtl/gcFq4S/B2A6839vHNfc/BjSML4x5vUPRtrF1oQGGOqPGm+r00+3X37Wy9lkcZa3PZX6jaOfOzzfs2u2jduXmAbv5/VnD+5y/KzcPZsb32uNvW+OpYYaRRzMl/Hr4rD6s3vCy/fJr8dfx+u7Hq1azMbyv+M6Jmh0iufTcRl89ZRyQDvt6WgLyfb2H+rF8JSBfAvL9ePhGil4C8pFq6dGD165ds7q6OiMm+5w5c2IXAh01alQW6AX88keccoHjXAD4yJEjWfmmT5+eaVdPAfkRI0Zk6ly8eHGmPu10Fchz/aqd18wH8k+N2Rr82MQThJcJ/Th+ceYBO30tBFX+Aq2+h7zv4d7S0mKHDx/OtAMd5wLyyEZoHfUJsxfu978SkO+9EVAC8r2na7emQoD81zfO2a6DzbZj/+rc24HVtiN2W2M7DoTbzgNrrNCtPj29xyFkX4K3lekOcAWMAuRsuvx2EMqEeMG8xFdsCBec4+W5KvXf+0o/famvCpFFoT7oM7xjBUKSpIKTNalPerSv61IjbEk6DCnSsD834IuTG8BIG7melLEalxf4RR4AWFwejrMA5uzmN+3teTPtb+PSmd9L/G7C4/31hSuD+OIqY/2lz23JrjE2rGaEDakcYhPrPzDCseh8VApQfK9iWVbZ+l320LAtxiKMq0+HUDvqekKTLF0X6g5P+ag8HFNfLtr8hb2/ZL49Oa7BHh620R4ettkeH9NsL81YbFNasj1p8bZffXqINZwcZusufZ4pe+am6fb4uM6xyyU36X+mL7VpDa8HQJr6kbOmPWY5cBTDiz9TY9Olt2xVe//RP9qY8VCeCvtVoJlzPmz2247H+9LWsJy4xWAFBHm+cT3GAi2sCaBef65zKJexzfPt0VFhbH63zdr/94waw0taoW/kUU4/RZUnuTHaTG6dbW8uqLRnJi63QZPq7NXZi2xw+QirP5j83m0+FsJQ2qGySd2Y+YD31Yc6ZsJI16Sr9v7H1p97I+gzvOZ5bjQfeyXwhnfzsZ/0fl13abDhMY8RivApHy6dbkOrvrJ5azsW1p3b/Iq9OKsjBAszU/CYx9CBZ7o7S+O56Ws7hZty28o+AF5jjn72z7ufZ6U+sWcndvYyV5+6KQYDN8wO51hkldlJZemO0FnoH5279UTtY/jR/al7uX7bR3bqSpsdPt9o9ds+zNwL0v/S1kG24eDUANIfOLM8c56xFlUHx+jLVfs6whRduL7L/YlWtP2WPTzPn0k8SwDDqdp1/usdRZOjvxVUAvL9rcf6kbwlIF8C8v1ouCYStQTkE6mp6Jl+/fVXu3XrViyM/+2337IWF8XbXH+Vldnx34knH/VHGYLEpG58854A8rTJrS9qgdPuAHnaOHhw9gKtfx2c7fX0+JhdtrTtkrkTBvIBeWYXlJeX2/Dhw+3AgTD2X6FA3l3Ilhj69/tfCcj33ggoAfne07VbU1Ig//vvv1njutk9CgALAZr3Q17C0/BCDMTM53mKJ6lenoEPtalhpb5KTeuzOlAoGMVSj4M1UceBcvQ1i7z21H1AiCQXYsWFmYmSzz2m+N9r2+OO+6E63LzsK3/r6c5hLNy80gF6WLbzrQBQA06jQDue91XtCyXqHkkaomXr9Y9tevNnNqTqKxvXMMKWHxllO2/mhvnIqVje9XuiQ6KQp+VECGgr2gYF97dkUwgXhfDheD7ITXkhXH/ehlcPtrfmzbHnp1TZ85PW2GvTV9sXi2ptTv24YNz4YTtYr6B+738yzw/qwxMecAmkl1xKAfR+fp4/dTs7oCeAnjAYLCy6/fp/A69v2qAwJZSFsQa5o7YVu0Ig7I4DDAWu8ZFZF4BnjAiAfel8dO0n9tHiCfZp9Xwb2bTIZm+eZsSFV7gY1mNQnTIUIQ9tiFq4mPGjUCLkox3IJX0k6Rt0ofxuiBZg7LL2GPlAWdooYwX9pGvypYo/T8gb8uYyfKntfirPfOpf7qz9oLq/rBhmT09YEWmkYg2MT5aMzRujHf3KeFO7Lfe6FBieVfekmoX21swGe3LsevvzsM32yPBN9sy4Vnt+Yos9OaYjtJAA/aCJ9fZF2RSrSv/XlqW+tKXpcCaIxgjj2x1bvi7wHle/oFN33Ekm0vK2fwbtoVx3nQ/O7Ti+2Pafqc20gfuJMUa9PL8YN4SIUd9xzdlrW9yfZ0XbP311UyBH1abnI9cW8NuvzzIirdr2YdFk6W8FlYB8f+uxfiRvCciXgHw/Gq6JRC0B+URqKnqmfEB+9+7dWXAbb3r9+fHjb9y4oVOdUneBVRfq9wSQJ3a6C+SJg+//dRfIE0vfrWP28u22IH3BardesT2nv/WrCz7nA/JRFxUK5NPpdJZcms0QVfb9cKwE5Huvl0tAvvd07daUFMjf/PZqj8G/noKK/bncmlQY3xlwACjRC3KuFDDlwgLK6M86GMiya+ZDLiiUq68FSlekJvVIH1elPwjGEh6iFW1h7PdCF5hUCBrBL8YmIDdXuwQuXWgalz/tQNHKDf8MZotQ57Zr7wYesOh2pQM1AV8Ca3hpx5XrH6e8ig2hDgBvuUK74Hkr6AyAA0b75fEZGKd7FS9wdKTP7piQFzfngMdA96jygM2SEdCpEEF1qVGZ8VGZDkOhANmiyqB/6Z8KRxbqBUgSUoUwF3xWyA+F5OEY40QA1QWMnPM32poLYm9rnynBdcyacGWV3jT+/bL5TBvinpky+Lge5P5zE93Rz/SjxgvlUieLzEoeefEHde75T2RYGYwXK/d0gHXXUxqDi/oJ+Eu7l20LF7ClTKCtjDZ8ZitfPyiQA1m0r3PBNWffyJSx9li8V7ba4KYysuANzvE4T/1Zq1+20bUf27CqL23Usk+tfOt71tg+EwYZuOdoGzNZVD6GGcrT2MBDPm4s6xqNt9Xbh9ux0zuC7eip7bbvcJvtP7Ihc4xza7dPtZlNr9uMxldtUarjXurQTftslYvZ/cF44P7jnqNv6R95xXMt57dc7TAMpE+8lrlXeUb54ZMYr5SnetcfmGiXbuy1pp2fZ47pnJu2HZhkt+9cdH+aFXWfRVqpL9d9J737qcbo5Rv7iypTfymsBOT7S0/1QzlLQL4E5PvhsM0pcgnI51RPj53MBeSJFe/Hjz9x4kRGFjzdXSit2PKZDM6OG0KGa378MQzj4gN5tzx/f/To0U6J8btHjx7NkivKc98H8n5d7mfC+vh/PpBn/Ob76w0gv2/fvqy2X7lyJZ9YA/p8Ccj3XveWgHzv6dqtKSmQ/+mXHzJgZyCD0r7StrJ0CGZaIxa881+Y3c/yANTL/rLUF6V+64Oe8izMSx8BMd3+S7ovb8zlqTE90L9TM2sWABQFHgFkSeUjH2CYNgI85dGea8FWlS0omcu7XHmRT8BIYz4uBZArNAQAVGUkSSW/ygboMmsFAA/8JbyDyiYPwDQKfhG+hlkRKkfwXp8BgK48hPcAvOo8KdfgXQ4kB/YKxHMOr2q8rpUfIF+XGm0yAHHcBf5uXe4+ZQBM3ZkEArbu9YKmlEv+yk1h+Czi5qtfgLDsIyuGAxfUunVqX3qkPh1T2tLuaU77Bdfxpgc+0wfbv4k2gOh6xot0Q/m0k3OEf8FbORfoX3+2c5gcGQhUJmMMD3A29nV8SeszwfhAd9wPujc4T3+2nno9M4tDMcsVrgeYLd1nynMMHehWz336wx2rMp6o/XFpc3vMfpWPYYy8jG/GWWW7573OV+DtfeDFzPPLDW+iPKQYXxTuRcfpN2ZlxMmCAcy9L9bvnxT8ZLl667AdPLvKNh2YZ1sOLbBjF5vt0jd7bfXOLzJ6Rg+0BR2wYXxyAbt0yjjK6h9Hn8jJmFVe7nOO8VxCZgxyev66hh23PYyzyo3hbIWdx5cE8n99+5jtP7PcNh6aZuv2j7fNR2bbkQur7ds7l9yfZEXf/9/dHwP5aVO+e89tg/ZlYNh9srzosvWHAktAvj/0Uj+VsQTkS0C+nw7dWLFLQD5WNT16Ig7IEz5l7ty5WXCXOPPuH57uLrh2z/n748ePz8r79ddfB1kKAfKEcknyt2fPnqy6orzECwHyhIHx//oqkPdnByQxFPhtG0ifS0C+93qzBOR7T9duTd0B8ms3LrSte1e1b/W2da+37am3rXtWhVsm3yrbEux7eZ1rt+ypt9Vt861x3SxrWj/Xmto6tvshhvyy1JAsAKAX4ySpFsuTxy1xnlekJvQAtO274WD6ilEllxwC8oXGj9cYIIQMkKiuB4A84Y5CANUB4AWggKqSIVcq6AwsxIuUUByUCTzOdR3nAJCCkoC5uAUtKVewSPICJAFt1AuoBc7V7hFf4dwAACAASURBVAgNA4RUAYiTly0ufnmUfAKeVe3AWWVEpQo5wjnuQ0AecrngnHPyFnbL8BdalIc/1+eCskBOef0rNAvlVqXez7RX9Qi2RrUz1zGFUAG+Kp+rT+CkwC7jZcc37xkzF6iXUB26JlfqzgiIivMN6Kc8YqcDt9mnv13DQa7yOUcsdukCAA9YBroy7hhrAHP0rTxuv2Gc8uvCEFHreLbrunwpdTM2ZYAiP8cIacM+MxPctmA8QE50jJ7oZz0/uBd0j2L0cj3W8/W36wkvSI0RyF9LAOMQMz78RViRy70vuM8weLntp1z3GAYLxqtmQCA/uuee1H1B+wXz+R5zy/P3eR76946rO8YL11S0DcqC0njy8wzB+MezTSFl3D7Wve/OLGGsSIa4et17o379eFvdNi9imx/81uH3Tk9tq9ZPCmT1jX2ufnLty8DTum+s+9PxvtkvAfn7pqt7v6ElIF8C8r0/6nq2xhKQ71n9xpUeB+TdWORAdwC07wH/2WefZYHve/fC1emj6ho7dmxWXuLW89cTQH7z5s1ZdWFc8P8GKpC/c+dOVtsPHjzoN/2++lwC8r3X3SUgX1xdn76w39ZsmG8A7I5thtWn47dV6Rm2qpVtZuSWCzCWzhUPUFelQ4jmhjfI9cLsn1OYBYEEwo8MlP5ZnhprdamRhudvT4Vr6Q1dVaRDr0s3nrTfj7k+C1ivSE0set8qvr0LUQF/8h4OFtV0oKwrJ8BQnsvl65/NeNCSR9e7YT/ca919PEwBcoJegHlAKR7JAEngNNBQ5+PuFTyElQeAqzA6Oua20a1f+wBDxQ8HKioeOmCW+wvwr/uN80BkAGUueK66SaUT9t3ZMMBQ3b/0teA0nsVAREKZoAfa5IdnQSa3DvYB2ZrpEOfVqzbHpYKuwEg3T8XGjn7A81iAGb21ta93gAwAfbXDvZ599CzPePLKuODnkwyCoNIRqZ836rMgvq+fuM9r2heVZZwoDwYXvK6RF696xUTX+a6kgtDyytY9FDeuo9q24eJbmfjzjElXLsqjLAy2zMoJQPShl7O8xDE84EHtGtME/KPq4xje4upvGQkZ0+pn7gUX4DPGBf2lJ7Vdn0m5f7iWsarjGBzoB8Y9cFzPB2YbuHXEySp9sEBxXB7/OHVRP4Y1vw4ZAzHw+Nfps/JUpt8u+nM66fdUuDh3OBNDchWScq+hg7W7hxb3R2o/Ka0E5PtJR/VHMUtAvgTk++O4zSVzCcjn0k7PnYsC8itWrMiCusR/j4oP73u9R3miS3Lfo5yFXvnzgTyhbU6ePBm5nT9/XsXlTDdt2pQlf1RmH8gvXrw4sk5kuX79eqci/PaQL9/fF19kLwSb5JpCY8gTCsidtaDFYfPJNlDPl4B87/VsCcgXT9e//XYvgPBJX9hK+YoH04uhS8Fa4GYhL87Kq+n+ij+8NP38HwYDiqGPMOTGu7Y07YSAUEzl9MvWH2PlV6c+DiAHQE/9ljTVLIiy9H96pF+r0x+GAOZodgxqQKwLzwBreKHTBmCrC9oAgC7MY19gjfjRSdoKAHPjlOt6NwWMoo+o8oDnWswVeE8e3ROCc5QF2APwAbZ33Xwv8IDGu5W6Bcxpd67wQmq760ULlKzb3uFp7crt7hPmpeX4a4GHLyDah/ll6wblrNttu38t9chDWn1Q0ZZ/loJbJvsac7TTP+fXCUSVPtA/etSMHeQBnmNcoS8wEmgBV+kkDsbTDvIAxCVDECanPTQMYy4uREs4ljpiewvmIgcbMgGU8eIGSGNY8MPfbDj/ZsY4I1ndFOhalx5pNemPrTzd4YWvPPLyZixSH0CfuvFAVlgVyb/+XIchKU4f0gEp7dNzv8JbA8C9ZyWLm0oufd9wD3CPKk/ToZczgF11onf6TvcHuud+01jAKCQor2uU4g2PYQ0dyAOeujC24NkvYwv5AficA/rrelK86SWf78nv5nP3Nf65DgOVey5qv8UJ44Mhx8/DArWUxdj2z+kzeiIPOm7bUfOHbC3b5gYyYNCQXIWkGFBpw/oDE4r3I7UflVQC8v2os/qbqCUgXwLy/W3M5pO3BOTzaahnzvtAfuXKlVlAFxh/9erVyMoXLlyYlffSpfg4ei4kJi69/nwgP3HiRJ3qcuovRPv99993KssH8o2NjZ3y5DqAnG6btm3bliu74aXv5mc/CvT7hRQK5C9evJhVz6lTp/wi76vPJSDfe91dAvLF0/Xt777uEVAXBVc7vO9dT/wE+6npVp9ji6rrfjlWkQ4hhOBMIS/P5AV08ALN9fIoxbO8P+pPcJj2sAH68IgEALkwpzz9YuA531/aSH+oTYCdQvpYoUOq0x/1SJ/KWACI8+WSx6dAnNqgFACLV6l/nbzMFc4laegbvHpVtlsnY9z3DHfrDGLLO1BRUFPgk8+AP3n3qo64FPnd8v19QSuu92PHA3KBr0Bgtd9tS1ydHBdMxUs+CgpKDsaQr2Oub/DAowwRgGBdmySV3qKukxczccXVlvK2f2bC1XAMaClIrzx+StiQOIgLgJUuuM6dTcA1bjgUng2BJ/WxEPgT9sd9VtAPCuuT1DgkHWnhWmSoTn1iy1KDrTY13FakJne6F5m9gjGRrSodxvWv3vRcJkyLyiRFZsp0jVia0cBx4rjHxV0H6GtWBPefjE5c52+MP/rC1SV5uM6VR8YP93o86KlHYYh0DgivEC942GuMMcYxUPme5dTDd5MMCJQjY4ArA/vyzqZM95xCF6EX93i+fTfWPQYYxoFk17XoU9+hyJZrloJmxwDedb2fqm9u/XCheD/yCijp3m93M+OAWQe+fPk+a3bIvtPLCqh14GQtAfmB05d9riUlIF8C8n1uUHZToBKQ76YCu3i5C+R9GE+M+FyQfdWqVVnwF7ge9Yd3vQujJ0zosNL3BJA/cuRIVn1RnvXdBfJ+SJ/a2tqopmeOETPf1QH7UaF0Mhe07xQK5PGId+u5fPmyX+R99bkE5Huvu0tAPpmuf//9Nztyaptt39+U2Xbsb7Id+1dntm17GzrBgf4CKktyTrPKdOh554O9fC/OOi8AANwRWCAueH/TLR6ngj5AgShYR8gXwSzy9qd2qp/pI/VdvlSwDY/LnghXwxipbV/DAAjrywNcE1gFqgO4gNukUf3D9YJnFW2DAljNApf0FTA8zrsdwCxvW/ICzkIo2wEZGefEhmacA5qAYoA99zquVUgJwnTwGVDoQkJdEwDzdc8G54F1yK2xleRedI0HyODCVekRHQlgIwt9r7AnQEd0ikHDBfby5iY/4BlQi8xATeRSiBHOu57ofF5/JnuWDddwnC0X4Je8pEBP8tPvrt6URwYijBIu+FY9+VJAfC6gydjCq9wth/5R/UrRv99+9xrtcw9xjfqWBWJVRq6UtusawoolfZ4uT03IyO56f7t1CU779wOL1UpuYDq6xihGWxlHihtPHvZllOEz4xdvdDzImd3i6ljfCwLzGIxceRhXlKEZML5eMRDRbxib3OvYB8pLT4Hsrc8EkB7DCPXq+cE59hmTfhn6TPnk859F+o7jmaC8SVPuLxnGAvna5WCminucMZfvHpH+cxkH1bebD88OFqK9dvtosh97Rcy1bn84BnMZF+L0J6PD9W9PFFGi/lNUCcj3n77qd5KWgHwJyPe7QZtH4BKQz6OgHjotIL9s2bIskAuMZ4HQXH+7du3Kumby5MmR2fE+dyFxdXV1Jl9PAHkAvFsfi7z6f90F8n6cevT1ww8/+NVkPhMSx5Vp1KhRmXO5dgoF8uvWrcuq59tvv81V/IA/VwLyvdfFJSCfTNe7D6USgwAfGGzcVWebdtUZqba2Hcts3bZqI924s7bTtmFnrbG1bi3vcr2+HKXPuUPk1KQ+DyBEUi9i90Ua6AJkALRwfMWu0Fu+NjW0X/VfdfqDoB1AkVzARm0X5CSszfLUuH7RVoB6WToMaQJoi/OAVRsVz5j+xTO3p+4jYvMLVEV578trlTzApjjICCwT+COv+tFdRJLjwFX6D+9r4K8AlmQAQgfX3gpDpxCbXufypYKt2669mwGBSaGUFtcEPkaBaPWLm8o7WHIB09EBoFQQUeeAre617r4L5MnPQpm+Z7LKUUo9yMrnivawJVFA0fW8Zt+t193nWQJ0VfnqPzcP+wJ2GBvS7SCXa2gDG5CTFA/r5TtfCLzbgcSuHABcQoRgxCCefFDWqdezxg9lujAXo4cvC5+BuBhqCJUDvJZBSO1gLJDPHccYRXL1MZ7x8sJnQeaVqamJ77+a1CeBDnM9z7UIa9TYZLaHH9ZHbSFFvwLrOh41S8XVFbKQV/2LntzzMl5xL+o444F+ccG+zvlpx/M425Ai+ejHNUdfCUJE+de6n/Gw5xrKc4+rnN233s867uaJ28cjXtdHpYxF+sH3nI8qT+Mxl07cBYJVX83GV+3A2ZXJfvQVIdelG3uDNhP+KuqZHtU2jilkWPOe4UWQon8WUQLy/bPf+oXUJSBfAvL9YqAWIGQuIH/37m929vJNO37uuh0/37GdOH/d2MYtzT8ezl+9XYA0909WgDyA3IXFwGVAZr4/FnH1F3YlZIr7xyKjfh43VEtPAHmej257UqmUK1Kw310gz6K0bh3sE8bGD4+DF3xra2unvGvXru0kU9SBQoE8nvqSi3683/9KQL73RsD9COS//f66Xbx6vH07YZeunrBL16K2k3bpWrg1rp+TGAT4wO7u3V87dehPP/1kPI9+/vnnTuf8A43rZnW5bl+W0ud4KL88NT4DDAAgcS/LUcflzSpYBewEArAIan/RObIKXER5YEa1m2PyFK5Mv1X0thKSAtDPFhWeoqu6pa1L02G85oq2QQEIcmMiA+kBwy6kJqRMV+tLel1lOjTsaBz5OgdmCkbRV0AsoBlgj1TwknMAWx/m6lrf81n9TooHveuxGpY1KAOd3bz+Pt6ugtHUzWfy4OlLjGy/Pf5nYsgLigOK/fNRn7lXJYfAuD4rpUz0k8ujlrIr2oE6BgVdC+xHv9zjAFoAPCAZQwYezsrHjADJTjuiZHVhOP0DEGYWAl7ueJDrXqJMyooLKaIY32586mXbw2cO1wIj4+5hxlB1+/NJsudKg0WCL4ULTCofOsilS8Cq8pL6nuCEJ9EYY2wAIJGXxUrpT/TBPaAygPE8n5PeR+RTCLJcCzijX+qI8vxX/wF9GdPIg3FHfSzZGHOMhVxwWGXJcKTxxQwknSNlxonK7UqYE4VKUxmkjFtAfyHfaZLTDVGEBz7lMRvDlbmQfclFqB72Vx95OejzXEYZv3z0zLXo3T/nftazgLHFve/G52/Y/qnd+iHZ+mb+77FCP286ND2Ql2d1kjEiYwht/Pr2sUKrGzD5S0B+wHRl32tIV4E84QsaGhps3rx5xoKM06dPNxZwPHjwYKJGAtLwDC0rK7PRo0fb/PnzA9gUFRIiX4GApqqqqsxGuIxcfz/+/L9E4DUJnO1qni37Tgcvvui/9FdcDcQB+V1HLhal30tAPrq//AVcgbnc1/X19VZXV9dpS6fT5o7/tra2DADmWiAwYVMA8WfOnLGhQ4dmnV+wYEGWID6QZ7FUPNpzbUniorv18rzy/3wgP3PmzJx1Is+1a9eyimlpaclqG+0n5j5loxf0x3NSgFwpsmHMSPJXKJCfNm1apr64GQtJ6h0oeUpAvvd6cqAB+Xv3frW7zsbne/fuZraT5/cW9FJfCACIyxv13CgEyP/48/d27PSORNu+I+tsz6GWPFvK9hzqwnY4ZXsSbpt3r7BV6Rm9ruu4Pkh6vKodiAKc3Jf7XPuAJIEGvJMFDJakny3IozOpjD2VT6FcfEiUq+2cY1FBeYouT43pdp+vSE0xvFuBcNKr0vJgMdlPi6JXIL+gncoHtvmwmsV5l6W+7Ha7kvQbMjFukCfOixp4BSD25XTbAISK8vwXQGbxzA0Xsj2AgYS6Bm9p6gciqdy4FKAKSCbcBp7WAOYoz2KgZxwkZhwRP1vjiLjo+cYd54H8riesG6saeQCRUSFs4soWiCTMBwYFF3Cib+rCSOOGs0Ev9Ie7IGhc+RynXNZjiNMnx4G/wOmocuh/1Y/OlAeA688G4DPGA6AsfS9DIXVgEEBu6qKdLmiW4YZ8Clsir12BdM4xA4EZBwBr9M0Ycq8N6xkUPCMkp1KAvhvqhbxRW3n6FSNUDRsLSRMbPupeYuYLs5wIuVWexsM79BJ3DW2q202ly6QGIK6lzIp24w1jzi0vbh+grfHdeipcr0S6da9RKCJmtLjH8+0r3I0McbrXMdLlu9Y9rxkqgRHN84QX5O6KsUDfi5Qrg5K/aKwrR9y+jFo8c+Ly6DngG1q492S0rN7wst2+E7+GWrF+hd+997Ot3vlFMLbpG2azRMmNwcQ1Qh272FIsEfplOSUg3y+7rX8IXSiQ//HHH23RokUZUCMw5KZ4dxLnOO6PRQvd/P4+8Om3336Lu7zTcUI2+GUA8OL+SkA+TjMD43gUkN955EJRYDwGmBKQ7zxO8t3T/v2pzxjl9IeHPYu06ly+1F8g1gfy+a7n/JQpU1R9bOqGiMFI4IMsH8gnqbe5uTmrPp53I0aMSNx21XHsWLynAmGAgPrakF3XKdU5UtcjHyOI8pDmM3JmNWaAfigB+d7r2L4C5H/77Z7duH3Zvrl1KbPduHXZsrbbl4M85OvYrtiN2+G2adfyyBf1qJf33jx24uweO3V+b9Z29NQOO3B0ix09tTPr+Knz+yzJdvr8PstsF/bZ6Qv7bOfBtd1qP+E4KtJvGAAyBCODjEU7ASH5PL1ZLBMP4or0mwY0BaIARgAkhOLoTX13py43nAlhBXZ5QMJ/keYFX5BCAEXe8rS/O7L09rWEnaHf8wEsXwd8FvxhwcXuyL0s9ZUz/sKQEAAzNhcEEnKGmOvdqUvXEv+evlraHsamY+y/GgDAlakpEfUkD52hepKmwH+BSWAqcDxK5wAugF4m7/4Xw9jwOcasPJc1VinXhUAYooBl29sXIQQiAu7Vv9RFCBTVmSSt3fZ8Bl6SHxgNCAbcAxEJbeKCb5UJ+M7l1YvxS3CNawQedT3lR+kt17E1hzs8uwlZwv1PGBbFrFbZpABs9EJYFcpUXwDdctWhc5SPHhT/HXgOYI8D8VwHjKePqB/jgcpSSrgPhUNxZY3bdyG88mCQUx0cA8SrfNf4ofxRqdpEyvjR9VEpHvs+mOc7SDNYosrHWMezQvdUVXuorai8+bySMSbourgZCa7c3BPqawxP7rlc+wB/6uFa1xPel88N6ZNEHurE6KS+1AwVZl/omcl+Ltl0jnIA5sgZZaDQjKFcsw5Ulp9yP1Iu4dw4J8MNzwA/b9xn7g21k+/euHxaNDqqDVwjo8eaXV/2yo/t/929Y+sPdKxpUNH2z0AG+oVniORFP0vTz9qpK229IldfrqQE5Pty7/Rz2QoB8kAjPCVdUBO3j3eq6/0qNblhEOKu5Tj1RF2vcpQS1iKqHCBZ3F8JyMdpZmAc94H8L/+7WzQYXwLy0WPE9aaOuh/jjvnhVoDCzLiJy89xoL0fzgapegrI49HuyrN3794sJRQDyFPgL7/8YpWVlVl1ufW6+8OGDTM83rkm7s+PTe9eH7V/8+bNTFHr16/PkoN76n7/KwH53hsBXQHyQHOFcnHTy9dOWtb29Um7/PWpvNupc3usqRshYfRS3tvpjgNrsmA6i772tgzFqG9ZaoiVtXaAPV4KozY8qP2wISycB8yMyu8eq05/2G90U5caaYLTgGCAgR/XFnDBNHi1EajJiz6QQMfyGTGK0XfFKgODCnIDRuMgR67jglrdCVuD92tGdzv+FRmuA89HeTGTF4NPsXRAOYzvKAMSfVmVfs/K0h1hNACGeNiHMhQX0LtQnnYCkIDpjEVS1wMdr1tCfOTqH53TYpUukFfcannvqg/8zxxnzAMkWazSh6i6TikwMF/8deUlBXoDg91j7HNvMb4A2ISCAezhwe7nE/iVwQB4qHYnTQFkKpfZAW4oDQwjwFLq8Q0F8trl2rrtyWfXIJc7w4axHQca0YEMF3jr5wL39Kmgo9qjtMPA1bEmALoHvG++8k7G+CLw6QJT3ecqixSDJBBXIFfngIxJZyfIKKRUZQRj4sBLwYK7hPIAXmLw0Hm+e9yZNNwXyEsfKSxKXPggd0zI+59y42amkJ++0SwD2r0txljmls0+fUWfUb486tXWVV6cdvKvOfxypo0s3uyX535GJo15ytQ5vz84J0Ob8rgpkF3XYNRxz2lfRoVCZpDpWj23NZ5ol/qREEbKF5dixJBByG2nn1/3MAYu/5z7WWGbetMT/fSVDda4I1yrRm1XurR1kG07Ot++/yl7VnfvvQ30rZpKQL5v9ceAkqYQIE+IGh/kjBkzJvCeJHSNf66mpiZLV3it+3mmTp1qa9assYULF3Y6R0iLfH+EqvHL1Oc4WFUC8vm02r/P+0D+5IVvigrk95240r8V1APSJzXU6d5UGnWP44GOR7bvMY6Rj5AxeG9H/XUFyBNeJt8fcND1Lsf44P51BcgTCz7u7+TJkzZ79myjvdITKTIw+wjvegwXxHqOe8ZRdqGzFlwg7+oeAwjx6+/3v74E5Al38v2dm/bDj7fshx9vF7zd+fG2hdu3dufHmO2nb+1OxHb45Bbbvr/JAL+7D7V0cUsZC5Jq80OO7DrYYlv3NNn2favzhCNJ257DaWvZvKSoAEwwLQRhk3ukbNVR7HT1+rm2dsOCzLZ6/bx+JT/6wKNZL4S87PKyLI89YBQAyoVkZekXM4t31qVGZHkzA0vwrsVzlesoS4ubUkdF+lXDA73Y/dAT5RF6BS9/6YYUkAWMqWj3INQ54gfzoo83oyBWdwwQ3AsA4NrUiCA8g28E6Yn20pe0J8rr1oUYcfvy6iRURFfkY/Fb6RPgHFePjqNz5a9NDe9SnUnkBM4rlI/qI/VhdU+EtcFIks/YRdzyQhYLlBGJeOXSJfCSNslz3W0n+wGsPfhSJFwFkrNQpa8Pvwx9btgXLiLLZ8Aq8tDfjB/Jg0e68idNXW94QUOuzQczVScp4DZTX2tolAQq54qVznUYNzLXtQNqF+S7dcTtrz6UbYio2hh60DJDAsNHhffMob44cO/WgfGERTzlKY1XsqsrV06gqDx1ya8+dWfM6D6nfowiArhu+znm1uHKE7XP+NX17AvcMnMiKj/H3D7mWownPnjXWM8F2N3yma0gOWgD0BcDFnUx68mdjSF9JvE8B8Yr9JMbZoVxpfqow5WFfXdR3GDmyunXg+9m+pQwYXzfaJFYyqE/VMb2bzoWGXd1RZ+iFwwr9CXGIAwd0jnlsJCxyvFTxov6XGDdzxP1WTJwz7uzztzfFrn6CSOGjFHoUqG13LrQiTs7xH2muPm0r9A8Dds/7vVXruu3ztr2Aytt094K27Kv2g6dbLN7v3Vea6jXBetDFZaAfB/qjIEmSlIgD5DxF1T048UTIsEFSAAl98/3ovXDIPieqIRRAIbF/SG7C8rcutl3w2G4ZZSAvKuNgbfvA/m1244VFcjvPJK92OjA02DXWkTIGSDxDz/80LUCIq7iHscbnlBZf+QfhgD3+fLtt9/2ijhqv18f+sgH5LsqoD/rqLGxsatFDajr+gqQP3fpkNX3wzjYSUBTX8iDF2gYIiVc4IuXQTyTObYs9UWPQba+0Pa+IAM6FhDIB0GBMnppDxfYG2NL22P04pUoiK+XXTcF+Cm2cVeB7R+lL8LwqJ3SFSlgAWACVOHFH3Cm8yzM2RV5CcFQkQ6n9asspXhiM5OhK+UmuQYDAHUB5Ny+S7oPHOR65E9Sn5+nLB16POeCMr4sAmiEVfLLK8Zn4rmXt8sFgAPKYWwSUAIAAbZ0X9D+6tRHRZeFxSy5VwnLIUAPWMt1z/m60meFiaAdOoaXL7LjwcsxDE981kYblTcqxXNV3vKBt3S7JzAyAtGAbvJWBiKq39BnVHkAR9XtpoQ/USgUHWfRWGK3u+VkXd+aDFzj8S7gh6wNB7IBORCTMU6fM1uGGQKATD3XkAcv5bqdYWz4XDDZlZV9ylO/VKbetLJ09Gwlnrs1qcHBOKA+xmQ+g0PghdxuXFAdXEtfA16BzvSdO5OBNnFc+Vx5XXguL2WAM2F70I9AdSGwVuFxMOhSF8Yi6uaZ6tbt72vMYUiKWjBYMz/oV//auM+0QWFZkMHfgNF8V6psznP/89kvk3EIiEbX5MPg7c+0Qk+qww0NpLI4r+uVLyr1n5uK0S54HXWNf0zG5HxGBowtujbfs4F2EDM9V37XoEVbgeroGMMcsmAQ1PWkLM7Kee77DRfeDO4BxorGHu1I4nGPbBXthq7e9kr/+eefzeUnrBVZ+svWQAnIZ+uj9KmIGkgK5Fls1QVSxJGP+vNjQMuD04c8cV6Xvqf9hg0boqoJjm3fvj1LJjzyXRlZBDHqrwTko7QycI65Xyjsb9x7pqhA/siZ+PURBo4WC29JTwD5wqXomSsuXbqU9WzxQ+30TK3xpfYkkK+urs5q6+3bt+MFuY/ORAH585eP2NHT2zPbsdPbLdzyLHZ5Zocdi9122rEz4Xb8zE7zt8Z1s4sOV4oBivp7GYQEcaeZ85IFyGFzX7wAbXgJ9/f29kX58VQXaI7yzhMQcNNgAcX2RR4Vb1tQxs0XtQ/IErwCLPZFncTJBBD1F/8EvgF6BDE0bgH4ceXEHSfsj18+IAUwpPAIKh9jVU/MMqBM3YdR/ZfvGHCS66vS/y24/TIMdcUYIFjjxpOO03Nhx6dmwtMA3PJ5oTe3x4dGB8UOo+PLLaNNPiOa32cCY+jMPycPXrxGgXu0wwW4eOICv9zrMAggQ0U71ALqAqrdPOwLOlIen1WuX557ncKSACklGzJpY6wEz62IePmESVE+pbQJQOrWoX3k03cP9zPPKs7JcKAyYtNWPLSfC8KXAKaVD+9q1RGX/e1jvgAAIABJREFUIpOAtGvMqkuNCWKkc28wewTjEEYzni8YZVxoT0xyIClGBYwjpHz2wTLt4bjr6S1ZSTHEcB+rvzgG5PRhN/GvdZ1vECAGvs65C85GtR84rbA6jAmFU5EXPgA76jqOuX3shw9yr5HHfxTsdvO5+0BmtYFFajEoMc6B9W4+9CQITH7GLH2JpzrPDPccnvE+jFdZ8h4PymgbFBh6kYH6SJFB45M8lKvvHfo4yjDHos3kRQ7qkR4Yk7RFMupeJJ+r03ze5S5Ex5ASNYuEZ4FrqNZMMrXbTfMZQtAtzyDJS9uiNvSc71nt1qt779I32eFRe/p1qwTk82u4BOTz66iUo4saSArkr127ZitWrLDp06fb/PnzY71g/QVWv/vuu0Aywiy4sJzwN1F/R44cycpHfXF/fqxpFpJlkUa3HkCa/1cC8r5GBtZnH8gfOn21qEC+tKhr9HgZyECeFruLWU+aNClaCT1w9PadX23D4Zs2L3XepjSdsbINl2zz4a/t5s34kDVXb/9iu059axuP3LTdp7+1b777X2LJhg4dmnmG+rOYEhcyADP6QH7rnlUFQx4fYpQ+T+sTOgSc6UUKQMuLoxuHlTi9vOi6IBJP+lL/Fbf/CKlCPwBE3BfUfPuEqFD/AeB2RQCxuDIEWrgeyN3f+hQwVpl+MxNfXnrAuxsjA9Cs0DZxjbzDgQ54h7phJNAlICfwtGwHn+Wt/zEgfqF15csvI1nShQTdfgbooI+ugHGMDFwLMHbLTLIvb9ruxK6P0gsLGSMTMDgO5PryuSCzJ8e3G94nHziTjEBLedr6EJU8Ang8dxlvikktYKWxDgwEiilshY7HzZIBtCkP9bqQm5kzks9PAWtcByDmHDIxSwfY5t8f/rUyKCjetOoHYvK8AyYiB8ZEgX/yAD3bzr8VzHjhvHSg66NS9OAaNN0wI+SnjjhAyH0mIyWAPW7MYJRmZlFU/UmOVTjhbgCkgG8groAv3sSC2m7/CAK77UPXbrx16mfcu33glsH4oZ0u1MejHjAs/aJDd8YGIJdyGYtuue6+ZMg3E0HhmCjP9yJ3y9M+azFIpxjZdDwqVUgcxpk/q0RlYCxRzPioMnSM+9g3oKgMpTxjZcRSyK64NlEn1zHbgzp0f2vhY9XLOFD5wH/plXs8yrim60hlhNX1jGX6m83XR1LjIeOQ8cQYQpay9tkF7sLWjCcZO7QAPV71GsOujPn2uT+R/+y1Lb36JlUC8vnVXQLy+XVUytFFDSQF8kmKZ9FXN4QM+/rzFysknnzUH2W4QB04FPWHgcDNJ2/4nTt3Zh3H29P/KwF5XyMD63MJyP8x/TnQgTwhYnjmEEoLw2Ex/gDnLfuu26J1F21O83mr2nTZdp68bYRsv/DNT/bh4iP2/77aFrk9NHS7TVh50n691xHfvX7HNXtl1oHI/G/NO2Rr9163n/53z+p3XrPPK47ZMxP32KMjd9rTE/fYp+XHbPn2q7Zxy/bgOc7z+9zV27b9xG1rPfCNbTl2y85f/6kYze6XZbhA/uixA0UHT1EA5n46Vrl6li1cNc+WNMy1FS3Te02/eMbr5S3fizQvUoQ0UH5iXN9PfdTTbZWHZVKg577YakFJPNbc40n2BdpqUp/06/5ckZoQAPioBUAL6TvFqQfc4N2aS4d47gp8E4+/kHqS5K1JfRrcb4SAyCWHf04Qi0VOV6YKX9yU67jPXcOcX0fcZ2An1zKek7QxSR7NFqBcPy51nBw6rvHd1bBFSeQjDwvMIh+QPV94Bu5xeZbGLdaI/PJEB1IBvSifjUUnAYCEitAxUqAYYU/8kDHShTtrgOe9jCcqg3qU108zQLGAcCOUAfgV6BVwVix01VtISvvQH/eErgM8InvrqdeDxTqBvgBEN+yLYK2u4b5FBxgDgOIusOQZEGfM4zmpMmgXITwwbNDneLvjneyH8SE//Z068WomDrwLT+k35AfScu8CQJHXNbIQLkRAnuOuFzb7AqKSDQhLn8lYgmzy4laeChZ+bQesOsZ1vsFCRhyeif640GeN1STfX1mGsp3/CuKmqxylwGe3z/CK17mo1L0/BIIxGBG6RqF0aH/UtbmOqe3oB0DPdyzQ3X8O6TkTZVyjfPpBOlbfyfjj//Zy71NmyGjdF+T3jTGSne8q9/dZ1D3Gc13APEk/qWylGELVBt/wr7ZgiCUPzxZdV0jK+OP6i9/s6dV3pRKQz6/uEpDPr6NSji5qoJhAfvfu3VkwHG91/fnx42/cuKFTnVKAl2C7C/XdjHV1dZk85G1rawtO0x7fKAAodP9KQN7VxsDb7yqQn1y5MZEn/R/tIb/j5G2btfacfVJ21N6efygAq/PTF2z/uXA2yh/Vo/0VyKO3qU1n7aWZ++0vI3bYn4fvsBem7rOxK0/btuO3stR59OhR++mn7kPpo5d+sC+qjkeCcwA8Mrgg/k9jjtqjk87ZY1Mu2l8mnrGHRx3MnH9s1K4AmL8571Dm2IPDdtmfxhyxP487bn8afdgeGLqz49zQ7Zl9tw7t/2n4DhtWecDemtwSme+5KfusenPfjy144/YV27R7uTWtnxtubXOtydlWt82zQrbGdXNM26rWWUUDLUlhR1/Mtyo9w5rWz+nyVr56sX00v8H+Nnpj1lh7YMg2e3FKi42vqi6o7IYu9IvgI1Owk7406aUP792+2C/9USY8MXkJBfAk7Qc3nwBHV4C8FlIjREt/1F0xZRYABy64HqSurv19FrMTzKtJfVZ0HcpbPx+QklyALIG8rskzNRiLAB2VWVB6K/RkX5J+tmi6UL9geCpIltvvm2aQsBZGMcdKVFmKJ8+9DGgH5gmIArMAxQBbzrMBCn2w5bZP3rHkBYbKC5fPeJIDnQHBhCJx4TNQCw9YPGx5NgD8ZADgWgC0K4frQZ3LmCDjE6DUlTPXPqA5aKuzMCWGLOqMhIatHWHSKtoGBXIT3oPx73vwu3JTR9SGzIwBZAQ0u+3285elXzDGWlTfckzjkOuoO67d9Dk6d8unDeQXZEYvgGOe2W4+fx8ITLs1y0D3NuUplA/l6juA632DANDdP+bWQ5kA5bi+VzgUxmNcmwX748LA+NdheKhwZgqwT1+xsQ6BK18+b+7QQzscN35eF6hTJnryZcn1WW3PN3NN/SJjQFSZMkxp7GxsX7wZubgn3YVRGe/SAWNWUJ5j9CfykIdxxrNBeUnRAXKwTyi72tQwI+QSY1iGQ8kQJWfcMRk9okIX6Ttw3+llQb2M77hych2Xjr7/8WrW+2dPfygB+fwaLgH5/Doq5eiiBooF5IkV78ePP3HiREYqNwwCAF2x5TMZnJ0RI0ZkwXZ/Qcd79+4FXqqUo+3OnTuZEhYvXpw5zvkdO3ZkzrFTAvJZ6hhwH7oK5K/f+qFPA3nCj7w4Y38WuBJEVfrOgsO298wfA+b7G5C/cusX+zIHFJdO/7vwsB27VLyFamu3Xsn04QNDtgfQ/LEpF+yxqZfsL5PO2oPDd2fOPzLhlD254Cf7x5J7nba/zbltD4/ugPDI+9DI/fbXmdc75eX6v06/Zg8O3xuU/cCQHUF9f1/woz216H/25IIf7a8zrtufxx7N1E15Dw7dGYD9R8afsD+PPWYPDt+TOf/v6fvt8IXvI58f9+7dtd9//y3B9ruxYHjizX4P/s2YFaAtUgRLbV4a+1IZ97JZOl7cECS59Dl4YW1mLDHWMBo9NGJfZozq/ntuYsrm18/vkb6sTQ0JXpwKWWBNL1LyhupKOIxcetG5+Svn29AlNfb+nHp7d9Yq+2T+cptQVWa1zTN6RBeq949KNVMh6kVXOs+VAmx4+Qbe5MoXdU4v7oDfP6r9faVegBx6jANTUfrjmDzSpcMF9fNtXGW5jSirtrEVFTZnxYIu67Y2NTyQCbl8aOPLg0eswFDXQ8aEQJ76/PKTfO7wBB3U5Tb740GGQzyIk8jg5xGMjvN69uvrzmdiiqM7dxOsdI8BsKLiPCM7YM4FuupTrgfEqj1ueUn2KUfgTPkFKAXO8cJWGA5fj4Qx0XX5oDwGLZUJDPbbKsBMW6hvw/k3M3kKAf+EzsCjGGMN30sKeQO0jGsH0BjPabyN1xKfv32R1Vyza7TIMu2Xznz9+J8Bo9IXKc9awsOoPoX/wZMbj2J0CqDnPscjnvj3lKnZCZTBs0be6LTVDSu1xqkPqE1fu57zFW2DAh3pGOFTNl9+J+89JZ36BhG3vSpzdwEh0+gHxoE/JmmnZgOwT3sxLrn1sU+MdWaLkIfNH5P0sVtOUO66Z4Pr/LKiPgtAc10uj3LC/UgGGeCiytOYJy+ykyc0JoTyIyv3PccwrDL7QuWScv/67XHPE4dexif0xblJ9YNtUfqoXf3morXuPWXjVzQEx8vbCG8XvYZDlOwcY3YKZWrcKp/rOX/z+7NBnrJ1g2Jj9Os6P9X3aP22D6NfbHrwaAnI51duCcjn11EpRxc1UAwgD0yZO3duFgSfM2dOlkSu1zqQPNdfVGx4N//evXuz6po1a5Z72o4fP551fsKECVnnS0A+Sx0D7sNABPILWi9k4BXQ6tHJF+zxWTftiTnf2uOzbgTe0w85sLRuW+9a1hlE/QnIH7rwvT0+ZlegU6Dzo5PP2xNzv7OnFv1qTy3+1Z6Y933gjf5QO8AGDm44crPb9wqe5QKNwHdguAvbqVfnAfTuubh9YDnXPDB0V9781IfnPPmB+VFlPj7zugHsyYM3vp+H8SYP/QeHbrd9ZzsMQOcuH7GWTYuLBiG6AwVK1/YeXC9U1+/MasiM80fGn7In5n6bNc4Yp/837Yo9NCI0IP1p2BabWbeo6ONK3pz+y5X/khT1GZDBixnxuwttf678U5ctsecnRc9O4Z58cMhW+2jeCqsbYGBeQL7Q0CTqGwF5QJaOJU0Vs7bQECMYR4ppIKlcPdvmrFhos+oW2aJV84o6rnKNOZ0jBBNjGqiXVHduPkGll6Yvy9zfjFltj43caJ8uWN6lsbssMJ6FHqDAXUANkA5ACijifnTjHXcVxpc3zbaP56+wWU0hYNp8JT+sc3XAvqBtWfrFovWhFiyOA6y+DP5nAd7eWvuCGS/V6Y+sPP2yMVOAccXGotj0jUICcQxvdkAdkBcIi6ey6zlO3waA3vGYVXluyrigncBptdc97+/jdStvXh8ckxcP2qiQTamTHbHTgemBN+6VdwJPf8AcIBEwLIgLjMdL2e0Tt74o45dm7aCHQsMmASWRf00OD3ZXFsXydhdw1TPBTSvSYez9pDNVVIeMEsik8ESEj1F/5PI6pww3fIm8mukXhSmjHEAtHtQAafreHT+cFyxXnaT5jHuSXzPiKFfHolL1NwaHqPO5jhFDH5kYwzzPNC7Zd8My0S4WQAbQy5NabWJMqQ5gN7rQOd+AxbXAeuWPSt0+yjWW9N2ruvL9npIsOEJwr1A37XX7U2XlS9E51/FdoAV41RY86Ln+rbmzgu8gZv/qu2h0bWg0xJih/PlSjUPGmm90EPxfu2tI8J64bn844w/jQr5y3fNap+joxbXdft8stIASkM+vsRKQz6+jUo4uaqAYQL6mpiYLgH/55ZedPOA/++yzrDx4ucf9jR07NisvsZvdP3/h1n379rmnA29Lvz4WfNVfCchLEwMzHWhAfmnbpcyPiHyQFrCsHxyNuzvGvN/TV298b+eu3LJzV7O381dvWVe305e+scMnL9ixM1eMsD7+duHqbbtwrfjbxWu3LW47eeG8rdteZ26IkaWNc+wvIzYHeiKky1MLf8mCgT6A/suE0xmddgcKTqtdkinn/6ZfjazzwWGhB/pfJp6OPO/Lps8Pjwzjxv/f1Mt5r8PggFGHcfJ/06Lz432vcQSAVz1uivd+UMbIjVa1phTChRfX9dsq7edffvC2O/bTLxHbz3fsp2D7wX76OXv7+ecfLNgiyjp5bq9t3buqfWuwrXu16dgqW7+9ytZsWGBrNi6wtRsXJt4a1s2y+vT0YFvVOsNybzNtVWvnzX2Bn7Jsib03p97+OSFlfx+z3p4e12pPjV0XjBtmhzw+85vIsdUxzu6aDE6PjdxkFatnFw1wIadiluvl130xyrcfePkF06GfL5pMwErddxjYHhl/0rineV7wbCf8lM7/fUybze2G17HbT31hvyNkzT8LeoFVPwHzePnuyjRxoAfXAg/z6WJ8Vbm9Om21PTqiI8zSX0Zsspenrgk8wfNd759fkZpmXy1eFtwb6lulfxm+yd6ZtcqYLeFf1xOfCe+CHnwvS+k4Xwrg4vrXZs0LZlPx/cr35yPjTmS+c2jb30ZvsOm1hRtul6fGmBZbpZ6ojbAsuUJu5NIb3vwYvJDxi/LQKx9QnK/d/vmmQ0DoZ4LQCLnqK+ScAHZ3gXzXQvh037i7IjUlawwTE78qHULIqH7UsWpvEU3AfOuZ19vjnr8YGGYA9vK2VV8Qx5oypq760GavDvf5DAwEWAP+8erleQFgU32E0BGA1TFALPnYWIBSx5OkhNJwPePx/HXDayC7ZPZTeZHnCxXiXqfnIODWDefi5nH3AdsCyblme+n5DNh2w4q4ZcXt8/3q6krg2I3fjwzoHbDK8xhYTHgizUTjekKn+HXQz3F9Atx2+xbDkO4jZg9Qj1+e/9k1nOTLLwCcdPaAW5eALmPDPa59QjIJ1rq6dPcxiJKnwhnPnHcNlcjogm9mIzAmGSsYkzBOI4s8wbk+F1TmXlQooMr1XwX9jGd4rt9U1EHfUDbjlPtQgBtjJkYXjHS0h35SG3kW6DNtyjW+3TA9T889m/Xbidm+/1lyOFNurvZJ/4LxyIJ+dFypxuDxS6ngdfvGd2cy5eczUKgMhW5q2jnYf2Xvlc8lIJ9fzSUgn19HpRxd1EB3gfyKFSuy4Dnx36Piw/te79991+FV6YsO0FcoGlIWetXfzZs3s87heX/37l2dzqQrV67Myoec+isBeWliYKb9Hcjfvfeb/e/Xe8G28+StDIDBc7kDVHUOYaJzeJbqhX5p8yFr3HSkY9t42KYv25woNM+4pev7fb7q1Z29DF+ZtjrQDz/KpLN8KZ7i6PSZ8a1ZL5WFvFATeoMyAGtR9f193g9hvw3Zbk8tym0k8K8HmlM2oN0/F/UZEBrm3xubH+MPeeI86SmX2PbkAboWootS3u4Djr6sQ2DboAnpYGwwPqK2OENP1HhVKKW3ZzYUdZzJc3NXAVPM9fJEKq+7riwa6fcfXrnSEzOgovTAMWZF/ak9VNUjwzcboUH8svrrZ4VL8ReLc3Uety+v0MaDyT3eVJbiUhNbNk53s1cs7DSmmUmk2UTqu3+MW2czEsJmZkMAp3XtA0N3BLOPeOYqvJjOYayJk61Yx6vTHwYQAe9e6aaQFJACsPikuiJy/P5t9q0sMEL7uyJ7XWp04H0NnMeIQjiXyvQ7tiz1ha30wG/S8j9bUJfpBwwJry7dGrQFoFcIgCR8iGATsz6S1p8vn+6N7oas6S0P+Xzt0XlCpACCGXsA+qr0+1aTGmzLUp8H+geQFzIGlRegy1gctezToF/fnT/d5q4JDUYCfG46b004dhUyC69fAVY3H/s89wPv+ivvBOFT5I3NcW2Za1qfCcAicFH5OIeHMuEpJG9U6sJkjAH5vqeAtqpXnuhR5eoYEFTGgbKW3DO9qltC2FqIcUD1kLoL0CIjEJSQPkDufLMZKtpy60rPHTzHgeEAU4UtWdUev9810rlGPTy/fc9q5EUuF1wngewyAilWvtv+fPuC5rkWAtVi0epjxhRtVx/qOCkGDnTseslzXEYFxrmbP9c+cDx9OlwsmBA7OCOgY47rOgyYrH2V2jstOEZf5ILytMUd39w3jANmxzDGaJvKJnXz5hvb1FuxIbz+8xV1me8iflfp+5TvondqtmfqwJDBjAA//j+zV9x2ypjk9qcMePXbsqM/nLjUmimf54UWsnWvZZ9njfqjqu1Fu/XD+T8EzpSAfH61l4B8fh2VcnRRA90B8j70BsZfvRodKmPhwoVZgPzSpUuxErswnrj07l9DQ0NWOW7eXPvIJq/8EpB3NTrw9vsSkMcjfOeRC7bj0AXbcTh723n4gmW2Ixds28FztnDVziwI/o8xW4IfEHEQNw7ayHv5hQn3D3z3DQgTyjrD81nLFwX6BHw8ufDnzA+1OD26x4nPzo+5MRUVBb9kz1q+MLj2wWG7Y+v887hjQR48gt16k+4rvvvf599JdL3CgRCqJ66OB4aFYX0wFkTlcUPs1KydWbBe9FLea2l6ujWum92ljVkW4TbTWMy012RO9S94P2xpdTCOuVcI+cRLEDMuGJcYwTgeFQopanzpGNfqRWpJw9yi6b4DyBcWR1QvVLxE8rLYXSA/sbos076khlegITrB0DdQxmJV+oNQn3sKWwwN71i9vBO2QP2TNNUUemKVR+nS7R+em8xaYP0NjU/W+QhCLLV/R9AvxE2PKkvH8LTXmAbAR80W4bnLbCnle3tWcQ1SkkWpYn8DeZLqzs0nMPHp8oaMbqQjN1WbHh2xySpXJ59dxQw1ni8YJ75YVGvosKKp+7NmRldUZnTszl4b1zguGFeFQEjBm66GzFFf+KliyAMJXZ0n2deirtwjvRFD3pe9K58VPilfmJC49gMMae+IulHB941mFz03udrenT/NJtR9ZYvWfGKDl06xJ8c1Bv0/sykMRYOBTuXiQc6sBMpjA2i6cacB5YFenecO4BzPd3kO69lEiictHrPyCFY9fkoZuk4GHp5TlIvRR/nJF0DDXR1wVNcBY928uoYUr2h5n89ofM0eH50K7i2/rwjhhMPFB4smBfK4unHLy7cvMOzC9/L1gwJgjF7RSQhi/5lluACo5ypb/Uyb/dkj9J2MIMtTYzPPY/alI6X0C/VjACKUio4rBZrmkkPndG0UuFUeP6VPqQcjjTu2/HwyHOt3h2RjDLaeeSMAuxuYXXD+zUCf6l/lcz3B8S4X5GZcVbSFi94C8nmGYRhoPv5KznjtlLso9YJ9UtcUzILie2pywwlr3j0saA/jNvB+v9H59xXjD8OFZEuaIquMLb5++EyoJ2LDUx7Pb/d7h/1HJ50L7nVmFfP5taojNmPtR1lyUAebq2d0xVhz6+Te07imvqu3DnUCKicvr88qG90y04PxQX9oLQSuB+jf+P5MpzJ660AJyOfXdAnI59dRKUcXNdBVIO/DeDzVc0H2VatWZYF0f6FViY93vQvW3fjveMr7oWjcvPn2FdqmBOSl7YGZ9hUgv/XAuSy47gPjfJ+/WtAW/HBgscN/LL7b6YeF/0PD/fz3+T9mXjBHL+7/nu75dBV1fkJ5OvMDXC8ZLJDIj0Z+lLn6SrL/f9OuBte+NHVtp3JVflz6+cLQ+y4XiNRirnFhZPLJKNiZ1POYcBjogsVe48pWuJBceRSTHjgS1/775TjhJwiJBDRe1h8MFEWG/RirBA+j7jGeZZz/+/xoA0/cOOS4xuKQJTVFG2csQMmLkB/uwH3pitvXNPxC445H3Qt4VaOXfCHJsvVzNxMGZGR5VdF0EiVfbx1bnpqQiTedxCNRfeN7X/ovzsoXlRIPmTEA8IxqJ2GBNKYJv5LdB51nqrE2iPLPqIsOy0IIGuUhf74yeaYT4olr+C6JkrMYx/CeRhddgb7oVjAaz8N8bdKslySzqwjp89dRHTMJpDulr05fbXNXdm3RWNYAYKYJZWFUceX+d8UVm98SxpIH1MV5ONJ2PD4V5gFv9hWpCUXtJzx86Ru2QmeQ4HXKdYTzKcY46Y0y0B8ys4Bj1H2b75ju68ErajN9yuL1bgjCB9rDE+ne+s/MuoyOk4BnhWgCPEZ5A2vWDjNOGB/5ILzbJoXcANhpTQL1P2lF2yCr3JANjtEVXr5uKBjycl8Sp5024anrgtqJDYPtyckds9g+mLsyM0ZYRJz1W7g3Pl4cxsROGn7DbQv71I8s8mZ3YafbLne/bvsLOe85AWquiQLgWuyU2PfumMUoxTUAcCC8W6f2OQc4BZpyDECb5HeCjJJckysckfTD95zqzPW9te1ax8wb2qprkqZRz3TNIqEMxgjjTHIpZcxyLwnek3dey6s2vnGMfVy3xgaVfR/cX67TxPc//mKbD8/MkjEweOz6VxA+xy0LAwb3kQwnGLGqNz1nhKfBaxy56ANCxuB1r/ZynLEI2GemCaHFXMA/tnGSPb0ke40uPdsVstM1gn9Qu84mNo2wxemOEDmqC9npG2YG8B2AUY5xrFBP5Dv39bZYoPLtnUu26fCMjOwqV2lV20u2/0yt/f57RzSI2MJ68EQJyOdXbgnI59dRKUcXNdAVIB8F4y9cuJBTgl27dmWB9smTJ0fmb2xszMpXXV2dyXfo0KGsc/kAvH9+6tSpQVklIJ9R6YDc6StAflr1pm4B+XdmhDFqu+oxjddd8EN6zoZuyREFu7ty7OM5G+z1qZvsxUmb7OXJm4z2YXRQWUMXtNmb0zbZc+M321NjthizA/41cbO9N3OjjVnSNaOCH7KGkDPoBI9d/ThLmuJRz7W8oLCo4qDxaSPG75+HbQ7iY785s9HwpHR/+Gv/telNwbV/nfF1bL2Clbny5JI1A9hz1OFeL0+RXBDw0SnhFM9cITQ0DfST+T0fUkH67Gvp6PJK+/fkZtMLPuOE7R9j1xmhEArxAu1rbUsqD56qDw8NX96jxpRe2PAwdsdh0n2MQuj09RlNkfdYUjndfJXpd4OXpK7EicbzixcqFoZ1yyx0f9qycG2JpOGmXH39dUaoE2L0F1pvX81f0x6qAt3mAxq8HGu6fnnrf4LY4XrJzQU3BBsEh7gmLryIFthl1pmr+1z7gvLPjOs8Swu9vzhlbTCWCylTYcm4BxbWdw7FVoz+DA0izxixq/EulZ6SpHjiSvfPld3Kq6tMiLavtlnNmujZVRg2FeqNdnOPPDLhdDDrhu8vhUzjHNvQLhjrhiyuCa7hxDWjAAAgAElEQVTFsBzVp69WHbN5Le3QrPXZwCMSj+StV98JNoCQ6yVZ1vovI6ROMfrDLYPQLtIvgCiXJ63bXy7wIySMW2Zf3q9rnm4zG8O1HZLcy26b2VfIiteqjnbqVzesI2t1MHbwoH9q8V37sK6lQ8/bwjAWbkgTwChwsLLdixqQ6C/YKlkUwqQrC1UTloP+BjoTV519QCUzgDQOlDIegLRuaCUWy1QZyuemc1resk+WN2Z0o+8SdKHZJ7qvmI31ybLaoF6As9pXSKqZBOhEXvKUhdzICWAlhjbt5ZhmBSAzx/kuALymT75mDQdezFrQNOr724X1dakx3rifmtEhOgM6A1m5l7m33Zj/tFHQnr6m76PazfNSRgdXzxhlFCbGvQ747fZPVBuUnzAq0hl6pDzqcI0ayJbZ2uOzSw7XM15lKmXsYnxQXsYSzzOMERg03Lj1s5rftaj7Sc9NzULZcixc9+/iN3usdV/n2Qih7KG8qpcUUJ9roVkAvJs/ah9jAYYCyRSVPjb1cvj9O/5kRL679kL51zZozgH7rGxU3vpa9oww4sUn+fv5f9/Zua+328GzK23v6Ro7cmG1Xbl5MMmlvZKnBOTzq7kE5PPrqJSjixooFMhHwfhz587lrZ1wMb53+8WLF7Ouu3PnTqc8169fz+SZNWtWFpAH3v/++++xG3HqfSjPArElIJ9R6YDc6QtA/seff82AZgHnQtOXJm8KfjQ8NuVixI+Gzp55/g8PeQK9PX1jt2UpVHY3/2tTgdYdHjj6ka/0ydFb7OmxIcjTMT99eOg2e2Na4QaOKZVrraJxkS1vCUOMsPgeZT+ZZyFXX5f6LGjuy+d+Bvr7MYQFYB6fdTO2L1V2koVZJY+bFuohr7ABvlegWyZjj7blCpmkmQPvzl6V9dJT1zzLyhuW2IIV1X/ItmhlpS2uL+/RbXxlrf1jbDiTRWOA0EFAZ3ndcfyhoVvt8wUNPSpLT7c1X/lvz1wTjBVe3t0xpH0tFMxLm44Vkv5tdrjQ8AuT2mx5y7LYrbZ5mSXdqlumBy9cFW3/LMh7kanKeMzxQljVPNlq1lRbzZqa3NtazldbRVNlsFU2VRnbe7NDOPvo5MJn7aA/jbOF9TVBeSq3qynydfXaYl1XvnZI5kWY2LoAORcQ46kITBe0WZp6ySpWzwvkLmsenLkWz7tNlzt7/QFdFLM3AAFrx0W2eWxFOKPqoeGEGitsltrDI8OFs4cvbcgqe0pNuFbAg0N32lOLoj344u4LYDTPk7dntmSVWSy9U05Zy3uB/goFb0AydDm6YWri+1uzq0aWrerUnnkrltnjo0LPdXQZN/MLQ7nWeEE3n85f3aksVz/h+O4Y44MmhM9v11vS1/8L5d/YqIbwWREFgXSsrPljq1y9JGf9riyF7pc1hzMYqA9Ah9e1wFpU6i5ESHiuitWLEslWs2aJVa9ZalWrK4q3NZV3KquysczKG5ZaRWNZ1ra0odz+OWFdsDgwbcWje3cB63wIxk5Z/WXsWOQ3jb6z+e1F2Cn1+1s1u23W2uwFZ/E+1/NG/U0f5POa1vdEPuOi238C8NTjGh0Fg9WvFW2D8taPMYHyNIsI4xJGJrXVTf8683pGJ1rcWL/93qreE9zfeCG7sibdVygX9AVYp23BzIIr0WMYb2RBfOnbT9G/bwyhfAF08i9qHGcLV1Z22hY3hwvNEnc/SRuYWaD6GQt4nOM53njgxYxRWOeJWz6qPpzhoWN4UyMvm8aEztHOOBlon2Y04CFO6BxdX7X5uTA0jeM5rjJJMWQkCbUjY4I/vlXWvJaX7YsVNfbM0txrW8nJ5/35e2zJmoNW33bYVm04bPUb9lhd2wqrWjfSylrDtR1Udlnry1bZ+qWVtXbAdozsGGX43segiJ41frhO7Wcf2QhN89XKMnunZkfkuHbHOPsyBudyguB5wPPhuSnpAKCn9o6y5VvesdpNbxqLru44vtiu3uwcoqY/Q5UkQH736W+tctNlm7HmnM1uPm/1O67Zqat3+nOzC5K9BOQLUlcpcyEaKATI19fXdwLc8+fPN47X1dV12tLptFG+/tra2rKuJ8zNgQMHDBB/5swZGzp0aNb5BQsW6FKLgutRi8dmLmjfmTZtWlaZQPwSkPe1NLA+9wUgz8KsLpTuyv5/JoXwuKuA9i8Tw6nzb077Y4D8kAVt9sToDtBOzD5kwnsW0PvncSeMWO56KSJlNgCesCy487fZN4O88rrg/DPjtnTZW54++NPQrUF9hS6aqh908qbCsxEZAftAFWKp0y5+4Kk9787o0Dte/xzP5f2umO6PjOtiDPlhu4M68ESWvLlSzaCgHXH5tBYB0D0uD+2mbcx86Mo476/XfDS7I4QC6wsQe9gHbIxhGUrQ0StTBq6O/jwsvLfi1iRgMVJ0wLiLG0u5jqNLrn9m3FabXrM53JZtthnONr6sY8ZN0nE1rymMH5rrpdh/WVaognmr3+/2mOeZRrtyAcFcenl41MHg+s/m9o2ZUEn1ni/ftNq5tjiVHU4gChjMaRhsE8pXZ/XDjOVTMvCEl3ZgCNPf8f4rW9/hDbio5SWbumxx1rWuXM9PCJ/bXTGKywv32XHZ67gwO4z+5rswV79GnXti7vfBtY8M3xorsyt/V/YnV1VndIc3qz/2oz67XtgvV+YP66O2CYpGPRdlpAfaP7X417y64vmLXtk+KWBW4INDwmv8Z7dkdNOXK88EYIrQBjPX/tdmrnnXRtd+bJ8snmyTKpf3WJ+4/bhg7VsZz1g8ZDGcEFNZHvPMVHC9kAW+ptfN6hX5XFm7uq/fS3yvTm76IhiPeBpHjT3/mLzSafeb1bkXudeCzI9NiV5E+4PaVpvQNNoWRjyHiFXt1x31GaioPkji6Q+A1XOOWVgufHdD3igcDt7NAPeoujkGbHXB9uvVub9/5cjDfeTOzn16ya8ZPUR5fMfVz3EBeBbqVD7JxLEoo6nyAebXHns148WNF7j0SdvRA1Cc72Q3Hvfi1PM2ddmC2DE/rXZeUA71Y2BXfblS9Cw4LhncdGzjxIyx48kZx21xKvyuqWjr+M5x8wP29Rk58GTHQMDzFIOzG4IFkN90+KXMvc+1rpFaoVRajoezefjOy9WWqHPyvF/Q8i/7bPnKYLbI61XJHSjkwKPn8AP8Xhu7xT6Y1fEuFD4T1tmE8jU2bFFLcA6nsfdmrrdJdWMyIeukl1zph4sn5f1ecJ/f2uf7BBm5/3UsKtXz4ZdfeyeUzNXbv9jStkv29vxD9ujIMLzj/43eae8vOmI1W67Yt3d+7VFYkwvI12y+Yn8fF75jqn/dFJk1M6JHhfyDCy8B+T+4AwZy9UmB/LZt27LAtu95Hvd58+bNGfX9+uuvxiKtcXn94+4Csc3NzVnXjR07NlNurh0/VA5e+nd++iX2S7qrPyALvW7LvtOGt75rsMjVjtK55BoYKEAez3K+8B5NEGM26seEFv2bu/qYbT90Pns7eN62HTxvB05csePnrufcjp27bkm2w6ev2O7DZ2zfsQu2/cgV+8eE8Mubl6ooz3C8FOQVTjzZXCAZ7zi8FNHHu/MP2LGzX9vRLmwvTNkTlPHE3G9z/hCL0ifwnfrz/Yijv/RDZe3uK3btxvc2r/lMcCxXDGJ5rP+/IdsL9uAH5lHnQyP2J2qXwodwTS7YoYVi4yArelJs77lrTtreY5esfM0eW9Sw08rW7M7aytfsto5tT5CPvEm3ijV7LPG2do9VrN1jM2o3G5B2QlmbTSzfkHur2GAT27dJFRvM3yaUt5m2oQs32EPtICdXn2ocubDo3ZmbbHJ7+YV+b/TV/F/OD71Mc4WjkcfRg8N2JRqj0p1STTMmjFUx9TCpcoUtToWxSZlCzvTwqJdVju26+Z6xyFz4kjjIJlXVdlsWwnNxH+YyjEkHUam8jAkJVky99IWyxpelbfry6Tav6QMDsOjlfGHzqzZ71TCbXF0Z2+aJlSttVv1IW9TS4dmo6xesfcNmrJhslJ+rnY+NaDcyzQvj5EbpP+6Yxjuzw9w6/tE+GyzO4zuuPB1nYXDGy7CFhRufXDly7bsGDeJfx90PHJc3Mrr9uG51Qfe2jBb/9u5pwtTRRtr6VAGz2QT4/z56S5bO49o6crHW6enaMwmIj5zM4Iuro9jHJ1Y0GONXY9lN3RAW7vEZKyb1mnzdbe+H7YZufmfxO+XFivM2PxXG8cbLOw4GA6vdkCGfLV+RdywKuLHmku6vuHTQ0h/spcqzGb0XYsB1IS7hQIDM/j2FJ7sbQguPbLzq1Y/1ezobJATlycOMH/LjEU04FCA4dS1dF8LgRenn7O2anXnb6f42JOa+q48vVoTGukJC8NAvar87SwAITpgata/p0MtBCChXLyw8ilFCMcfxCEd3xMh3wbzKIOW7nOf+hIqmvGN+/upwNhDf+269cfusEwDopp7RDdOC5x3hUdCrH6aL95535oVxwzECrzsbLghMe1wQ78oetU87gfV+e3OFdtFsCLzM49oSdVz98UnF7Kx+d8dArn05gfHcloMRz0c2DKz6zvrvzI32xKgOZy3lIf3L8A32ycJFNm3FaMNZYsGaN23h2ldtzupXbHL92za8erC9u2ixPToynfddLE5WHLKoi/fPuDwc1/Nhzd6OSA3JSURhORevC2cju7rw9x8aut1qt14prOACcgvIN205Zh8s2GtPj99l/zdqlz08LFy/BnkCx7pJZ421znDGemT8qeB7WrLOWps/YkYBIvW5rCUg3+e6ZOAIlBTI+57mPjyP+7x27dosZX3//fc2fvz4LLjuXwu0d8PZEJbmyy+/zLrGBf1ZFXgfMALgie/WsXffgbxf1N39UZnv+hKQ9zqqCx/v/fab3fz2R7vx7Y9Byv7N7360fYeO2f5gO277Dx0PQHS+/uD89Vs/JBoX56/ezittLg/5pat3287DFzLbjsMXLGs7FJ5r2B7G78YDMtePhrhzAtjnrv+UV95iZOBew8j0ww8/2ODK48EPntC7LXqqvzzfk3qE86IgQFy+4VKXRJ7aFMJyTcON013UccWwpk1R591jAgP/nLzXfvv9dzt55U6gjweH7QzilLp5ta8fifywKSS2MNfz45/rcoWfUT2kgui5YLLaS9nute4+MF8/Wt31AJLcb/05D16vQT+NTz6bQVAej8wRi3oOpv0RehVEwbDmjg9/XzNI8Hb3z+X7rOcFL3PFbuOUmvIMlOflf83hlwOoAZwHKODBB3jUy/iS9CCbUrOkKHIMah9Lf51xvWCdoDNekBiLg+cNPCDv9/P4spSNW9pasN4nVqyyydXVNrmqppM3vV+H+znjPZ3AQztq/OrZ6K6B8vjIEEQwqyrqmnzH1N9f9HB/z1wxMQPLKjc+F8BCQv0ARIm1TIxhN3TAZ8vrC26PPCoJz+fqXUaqpN9nrs70GyHJjBEWvOfeoZ/cMpLua10ZZge58vf0PvfB7FVDM/0TBfI4tqj55Zxewj0tZ1fK18wIYI/6gVkXM9e+n2kvwBGAC+AFOhKaQ+CZdn+aYCxmHCwKNBAPrw89q6kHKJ/LgIsHswvN3X5itg4gmDLwfnbP0R4WEXaPsc9x35ucuNr5AC+e2y9WJA99qe9p/xn19NL/ZfoBWaKgrnuM+Oxa44M2uue0j3e7206+Y4lb7j5bOE8YGgA9nuDS14I1b9m02vmB0XZa3ex2A+26xPcis1pk6AVGsy6E5PJTvOPL20IYP65xfGZsaoy6qdZV4tkybWUYZgqgLoMEs1kwvviL8rp6iNpfnPqnTWsIQ77E6RO53cVac82ecNsoY9C8tf+2x8Z27Xn48Khw3TL9vuMeY4a3jMhPjNlpL88InaLQzYNDdwUzSHkPYQ0sfbdxDgg8s+GIbdp3xkbVhOVyXLN1VSbvha7uk+wrfGKud2sZ1KmT7fExu2xK45kAiLce+MYOXfjeVu64ZkNqTtjLsw7Yv6bts/cWHQnCuBw4911B76dfVYXvy9TDuxkObJqxhQ5xuHJn2k5Ydbqg8pNmPnj2lj09PvTMV7uV8kzI5USgmdLk5z17oP6VgPxA7dk+0K6kQJ5FWF2onXSfsDX+H/HkiUU/YsSIrDKB7mVlZUEIG/ea8+fPZ+XDO74Qz/LW1tas6xcsWJj4C7srPyiTXFMC8m4PF7b/69171rLteNH7sDtA/rs7P9umfWetYeMRa9h0xFZtPBwr3+otRxM3+K+jwwWnCvWeFEx9dfaBxHV1NyNA/tylq1a57mTwA4YfTPyYiPqBBHzii/uh4XvtH4ujgX3UdX+bFYatAJRUthywlu0nLOVuO05YytnSO05Yx3bS5q8+kpEtl2d4VN0KDYFuo877xxQS5qN5223GsnCRWtqcK1SBftCSL2mYBM2EeBBdLsm/toAgCJ74f/c8oHQ9P3IfGBaOvVzt1WwAXqKTPPcGQp7P54WhavCuKTT0kfoqKkRDf9YNU5IZs3Hx4zWuNPaSGLV0DSkvApSPJ6oLN4upMzzl5zV9nAUHol6K5zV9aJMq64o23l+dohAmZxLdv65e5KGLbkZ3ceHrYupwoJXVfSAfepa5Y1aegV2ZpUXfMwuK/mZWSk/re2rNEluw5u2c98SEFf+1f81YWfDYpS16Hrrh3Ua1e63TxkK/oylTC+omfcY+0h5qq0tgZ/atoC+SeuQXu7+YoTOrfrQBJsNZPs/aouYXbW7jpwagLHZ9PV2eZiwEfe+tr/DM0v/ZFyuqbGGqM6jWc3p845ici066z04BNww47vEk+5NXf5W5JzDgAjM3XnorCCEChMdohcHABeWEOcLDfuSqWbFhOQhV43pCz29+wV6ZudBGVcwzYKzaicc5gHrlnv9kYsPrHDOCptb/10bUfG6f1JRZISGk1HYtliywquOkL1eesgWpEKIjR2tM6B4WXxVUx8M7alYAQJgwPm6b1Q5SjtPOYBHla+8aC58qnM/CtW8Ys0W6OyYnV1dlzaLCSELImA0X3gzANh7tMgAgE8aNp5fEr/0BgGb8amP2D7O51C7C7BBeB0MSG/uVGztC2oxpmGxvVB+yYfULbWLTSJvUNCxYv+K9/8/eebhbVVz9/9/7RVDsLTE9muRNj2+iia8x0i69S28XARt2VCyJ0i+9FwFpKgICioriRef3fGaf7z7rzJ3dzu2Xc55nP7PP3lPWlD2z1netWfPcWj8fDh+9zj2xOnGDhNLGuq2JAeyU++ahbEt50lv/+L+cudLTDmht+73onl201NkrNwOZDj5ZY+r/Pd7hdztjoBLLEyWQ1gXya3v+aHpOjlXQAuDzvqycZMvSmSP4vLfP7b12byV1qluI87/M9dCyg+7wR8W+1Se8eNTnhwFdkZx/x5xz7oaam9f5b53srsjekB6XOKoXsg1yqmRYQikIbBuF99CvM41e33G2If+h8qcFyA+VnhyA9SgLyPcW6ZSPNfxXX33VW0X4fLGyP/PpZXfk9Hm39+jH3V7Eu8sEtAD55rr7u+++9y4uutv+sfTNAvJfXLnqAddYnrFnL68tfxDM8vcS/9zDx+3JZBzCRRGrLVnHr8nYanfp8hV34uOL9evMRXey4brk2Alw6swld/jkOffMW7u8G5KVa3a6p9/Utcs9/dYu/473y1Zv89+VLJzY0hbSpv9iziyDpXdFIVa4MA5/avKw2h/WXETA0BWVpfeyeMdKQM+KQrmRAYBhHDy6oO5z3Fp/2XxgesTQUEesJbKAApgfKQnESOUxmOQtRpT4Wf7sYaxlIZUHsErpQ15lrBFj38JgfNYdH9D0mW/7tr61qOztdqb/qVeexRHj/N6l36bWUliR2bGfdY87AVm9/n5moyVtb9QLa3kEaNxCYD0H0LV4ze+9ReqMZ5f3OO8gBY935RMIslltoueySrqeFGK90edZed4mlzULqluzM275JkKXNfKPLUs/9WWpsL3T50m+WHdn0d3Tzxn3c1+a4BVW81b/r2t77v/cP56c4f7wzN7U7VxVBUNioZwAHaOM+x19D0VzSVZ7AVrQPqHv/qw2UX80BezUDtllTcjKv/W8/Dh9JF1H9mWuDVhp//nZbe7RF19w/35unnto6RT3+4VPuvtXZvObsbEiZWazuyMmvDIxBVkFtmaF4UHH9z35tfvd0wc8OD9nTeI2xaad9fpDvn4j2hJlLeP51rZ33D+XTXKL34wrJBas/qfT+oTfbtLkWbTG2kTP5AYtBsgT59dPnXAz3kh8+0M3LllwmQN4Dngt0Fx1WrX55x7kxuULADDhO0d/l1rPE2/MKwvdv196qqFNyZfDPFcGPthfWD/erdt1wG3cfbxHrnU797qXNtR3BIluGy5885fuTwvmeh46xpMz/1kgWbz2Hxbs9cLuibMd7rWtjzbUz+bPDpC/r/pv5rin3WXIdM+kV92q9Qkoz4H0APubAzdI9jBYyqEdcenE2Qe8o/0B4q0y5A/tq9P1hR2JGg9lQo2ZPBlE8kqeUZLKkvEG45gr3H2JFTnPMfwqAxYrX/pOeXImi56HoXYdy/WOQqVNaDrkbp/9iT9DjHzh76m/rPeJ85+9n2aCHW/vSVyNcsB7uBslpEf/JUOQ945jn2XmXeXFW7sTOsiT3dm0J98+/wHnUV6q/KJQcuE9k7a777+vQsXgiNsC5AdHPw1KKvsbkO/tRvv4/Odu9foDbuqK3rcmqsJ4twD55nr+ve3Hek3waRaQx91Mlb5vX72tUuV/Nz85tA+GpIjxwOJZTM/Pp3a4xS9vcYtf2eKWpNdWt+DFji70Tlz2ruOQSgAvhEv81/9t7jrXVtG1BpaALOJcebRiJZHEiVvQ5y36WvABoRDkob1K+2NZ+IOa/+8yrmEExkMvFvp5tIXvsEInncATDi/iPxcKgZjv0uTwy0aLDJhjmFhoYXunmEXlpfrwH2APf/S0EwIZIfWEsVJ88qMcSy9AvIQI4hHn3gyA0LbJH2bFwQjcsnC4HuMIlyaP94FFZ5Vx0GxcuVOInYtg2zPrXm4ssAZsloaBlg7rbI0tFIJZdee5rN2JXySYIXywi4a4gAwDrd49RY+UhEXtYdsV/776ph+aO/Td1fRUW1fJ5xe1Q13LKo9s/8hSEpdEtsy/zE7WAJTSNn6Ze5SofAv3lPSRbsvtqXvRj+9YaAaAgKYQMCmqj85MCduHsxDIr+ouGpUnwIJ5ukyddTh3ZWBn4ReeTmjti90KZeoy2OOkO60mHir1bdyz5EraB3n8psZGGP5gVLILMOSFwnix/5xp8usnlrknXvtTJsg689U/uT89ta64Lksvu7unrHV3TnjD3TG97hJRvMKNE/anRhKMt3snv+IeWbrMu2uZ8cxKN3nFmoaxfv+02mHUxu1PrA5ZzwQ+cs5TVhyeP/z8m27WG/+M1n/O6gfd/FdHuqVvNR7MbUFo7he/fb/PR+Wwi2DUy0vdvDcbd+bgSmXSqsdTpUNvjHVcm81+YZab/+q/3fzXHnLjnvune3TFRPfgcxvcbTOTeY7254IHZw5nnmJ3qp7TZ4C0cmd17+TtDfLeg4vfdr+ft8A9tHSqe+yF5Q4f9P/z9OHcdlbbaAftzW1b3Jdfn3f/3T25oe3ZrYHLH3uWRPs7P3YL3oyfOaG+wOr/V8sOp+4nf1Czwi5rtIRMQv0xnMj7DuUqBr6lzM5oK4/ElEsyzsozHFLbKUSugVatX3puQ+2yIh6uYgSw3zTp/Vo/d+Rbs7d3ejlNY2Lrkbib21/PSdwNZu0WsDTZe7lEemTFoYax1eyfEWMT2dDyn6prM4pqWda/s+d8syQN2HQtQH7Ads3gJ2woA/Jrd/QeeNtdZqAFyDf37XS33fPSf3j2UgNTmxU39CG/6p1qZxIsfKmjUuVPnrvifjgl8bs3fOwOx+IdbuVmSyDWkmjaYQLuHLepFJgOUIz/Vh1QKQbChj+fssGNXFwOPATQJ22e33GUBsQp62LFMiLcY0lg6eMegAKwO6vPwucSwj2tY3d6P4f2ACuYaYBsKTeIV5VpglZZmlv/6gI0VIcEbP/AAxswwBKG9L5MeNf4xCJKjGNWGoGb6fuRHZ7ZtFb56bvHO7yFPrsYsDqk/jDeAP6KE7NYRqgWwKh4Cm8Zs8nhomMwu9eQ1WzMSiocq7H/sTERjs/B+F++0FHWxOptn0mpxrhAiCMNwhoKKkAAgEfrMxPl22AeM0X9WWb3jG0/LJY0N/10ciPgW1RW6315Ba7AYea8cM21/RG71zyOQtK2+bj2d51c4VRV6g2rnRfAGmLz7Mt7FLB8t4AW1BveQ+tOnnWkbSMpK8gn9IXffQv5xNqvrIU8baddfTdNLAeMMRYEjvX0IdN92ZcDrSzxZVWUMVJKNrPbUoB8GcMMO365l79rdkL++qkP3N9XveP+9eJz/vr7qv+4H81MFEt8G3nngwA0aq5gThdQefeiROFjXeqwPlqQEoVhrA91KDK8ZUh30f8G1yMlXCCS3y9XnHV/fGaX+8uzHe7ns172B27qTJPJy//jxqyY70Y/85h74rU/uoVv/dbNXfOgm7h6invo+bfdj5/Mtr796fLP3K9WfuzumZUYJcE7hvUds/Q9rxAbVVJGCdNn/cegxPMn5owBZA9v3DJyS8oDEyeJt93z8DJIkEukH03Zkcp76w8mVsdKA49T1B96XzeC6XB/X7rPnb34hT/3bP/xTe6tHVPdU+8lBx8LZJ+9+i/ub0umu7ums3Z1+t1MHMo74dVpbvJrE7wbnEdeeNU9sPKEw1JcsgFjEAWVZALAVZScosOG8GwCuKlTGTc3AmtjALvNm/t7aodmk/cPl3V1bQoPLteagPNWhgvzunvh5dQFCzx4luLAgvHqV1nrs2NZfJfWv7Ac+1/K6p9M3+mufddoLn7ow67ft02bd8/6o/45//nVdHw1cyOXOX7uMd+75tUq1vGiWe5+yHuo/VqA/FDr0QFUn7e0t14AACAASURBVKEKyGMVn7XQDoTnLUC++kdw9dvOXu3TwyfOlco/BOTlqqXsuMJiverv44vfuIefTFy1JMxchxcIYIZCa+lfTN3kEPqL6GF78M1jEmaSPBEwYTJgPmAktAWRdz94fLPLO0zxz7PXuRFjNqVMKkyXFucw1JZBmKLwXZn/So/1ubVMgc7b2jZ5q+yiuvMegQHfr0l7Ju2AdYsYEfu8KfcCGYA8ZaPgQNFhy7D3CGjJKfYfpe467HvuYaAE7t43MckLAROBij4E3IfhJ0RZI2snQny/K63Nd8SUI96CWdYR9p29x/oQ63fbzuyO0PZ/H3dkh2eAsV65ceLBhnow7v4xrzG9zWsg39/eloxztWeZMWvjSPguq+QayG1haXukZtlK35cRzBD6bhxfP6zLji97HxPCbblD5b5h98yk99Pv1Y4d7lFmCAC9c9zGUnP9UGmj/qiHwFqE8bAvsv7LYjDLtzg70BjjgG1lFXvK845x/evuSgplaz0p9wHUibUj62wSQBALKMaU6HUf8h2ZO7Sy2p3nAlTK+pBnTDEX41oI+rF6je1cU5msrwJl7mjblO5+64+xOdTKpB/8dzG6vF93ANIkDa4ryu+4xMKddLqy3LOo320ogC6PhwUEFVhIGQD48NXM31wArBpHvIfftmcuyQo2ZskLmCnr+blvHHWnP7nkr537j7qOnQfchu0H3IgxyS7Lqko/5jm1icBlW/e8e+1OuXviNnfwg7PptWhNrY+a8NdPeQJxl7552G3ec8K9tP6oe/TJPe6O8fVdn9CMovNXM7a4aat2uzc2HnRvbDzkrzUbD7mGa9Mh73pz7vObHAZSy1/f3uUas7yed6wdAOdpW8YNypOwXeTyA7run77J/W3eWi9HqW0Vwh8XjVsBu0rDvBP79qeseMNNWbnaTV7+jpdvbqzNaYDtMUMuwNY60M/u2vp3B39mZQTOLmHOZ34ltHIn+Zfh+WgjlUcYtln4X8ZXVinVJc6Cz1J+iPZhnURJBn9O+tvnnPP0qu34bm6edqJh3QXIB0S2dcIoRN/YXbXdUIlyLdmlxruQlth/KSz+Mmejm/nM+vR6cG4iezajDKQcuX19dPEmN2fVxqYvzmWibWgz0S9lUl67K24slFLv9/MTd01V8Y6BHL8FyA/k3hnktA1FQP6drUeii1VsAeuvZy1AvvqHc+2773q1X49/dKFU/vhNf3Xd/tp1wMHUVRlHz7y9q3rlaynYAvb39uRgUjEYCn86ZZP71+JNbsryYmt2fD7LSo/tsFn+XxGsYb5Uxv/OWe/dP/1r0Tr32xkbHIyh8iGOGLg8QSXxHZv4post5kXPxPTL+gdrAZgnK9xgIRTrE9yEAAQDKnBhkUWIde+NtcPdqAdMCkCMwNcy1hwxusXQYW0To+evcxL3BYC0gOYIajAzYV4IBHfO/8xbqvCeOvNM/QL4oHvyCdNn/ScfmFPShlZp5MPzW9q2uEee3O9GPn3QLVhzzK3feyYVACUIvn/qgvvxtGQXB9tdSUveYbn0HeNNtL606VSXvJTnQAu37j7khd0/zqsddjv7XJf6hfUN/9Mmqvu3175reh4YqAnnrEnG0rAx2zKtqtQmtIWs4G8bv9X9aeE+97MZu9wDs3e7x5465Fb89wN3+pOLA7WqvULX27vPu+Gj6+6qmNMAZHDvQVvZ3SmPPXXYXb7S2aN0XLlyxV28eNF9/fXXPZrvYM6MHWojxiYWkayFsXlNY5pQwDnfOVZwWb9/rTzk54JhY3bk+npmnrcK0gOns/PMKqsnn+8/nexQC3fB3TH3fApgUHfGK8AlaxrgJ0Cf1kPeT33lg0yyxOM0Y/VMe5L/3pOXu+R/7do1P74///zzLu8OfvhFuhOR9Hx3gDlYj7Lm+l07kw6n8/dv5+11Zy5+0yWf1oOuLcB8wrzC/FL0Yw2g/asA5DKi8DxMhps9+43qfB/K0a4TjBnKgIoAm6TjsiCWzZ97DCqSeMzn9TldaRUyp4c8G9+86pRlnWzrMHrpWjdlxXue94f/50p3q47d6XnFkL7Yf1m2iraqYKGAcynR4a9RGis/wrzdAjGaAIZJh5yB0YfO8FGetB9zUWicwy7NZo0edJaBymjGIMeuA8qHUEqaG7y7pGRcMPZQwAAgyxIc2SsEib0LTLnBLOGqk52599TOzBINtBXGVzIM0XPCLtbQ7Z3u1hmnGgBvG5+2h+6iNdH2q74f2sc+j90L2AUIj73XM74XK6daGu29DBnSZyM7UktzPUNxpnlA6xX10/cosJr4Kj8vRHYkbqhEYWc6z8NvPy8v+06K7T/Oisu6MXkzfDa6tgskVC7I6A0ljC2z7L3S/2JW81hH0TrRX+9bgHx/tfx1UO5QA+SPnv40CnyFE1F//28B8tU/rt4G5Mv6kO/u2Hl948HqlQ9SbNp3yltAYJXKlm8Y1Sy6pj+1zn1ztdNfX1/tdF990+l+PjMRemLWN7FFVxZBMBB/Xhi3aiUOzKSED5ikWF48E/McA5+z0ui5LCxiWwZlHQedG/af9Qc5f/LpZbdu3yfukeVxRQZxH27f7/67+4w7ceYzd/zMZ+6TC5f9Nef1xDdiGeZR9Cm0FjIAOk+8dsx9cuELd9Zcp89+7m4ak4A9d867lNleytOGspq5YWSH+8P8xBchdeEqmxc+8etp6ttSYTp1MPDT6075rbF8H7FrwRuHU5dHMHBlLD7VTwhZ059Lzjlg58hAvuY9v8HNW7XB/a8sWyaVt5hVvwHq0N73Td5sznWwZzwM/vv7Z9TBB4QGtgqr/oRYgyFoYn1DW2DJN+Xpxnpz9sXCFze7RS8N1Hba6pa80jvXrFVb3e+f6Ei/KX2fCu+d2OH+tZT26vnyF7/c4dudsDfy77c8X93qlnTjaluxxQ2rWZIh1ANSAJ74MzbaO701HuufxjR9NfrJLf4g9KWvbo2Gi17e6n4xrf6tACbyXQAGsC7iJox1R1vTURKPXZGfZ1ZZPf385pr1bbjOYGkIT6GxmhfOfzHeLtD6eHuyJt4wpprVs3iDH03qiLY5Z+kwpyx6Kf5+7otb3W9n1fski/4/zulwi1/Jpr+n23uw56d2Jyyqy98WJH0vgwu7dmTdW3DaA2oZLjZwB6Mxor4FILRW4R5gXHq1Yc2iXPgaWeOTNuF3r3WJR1x8iCt/dgdyz9zgrYunHPXgIXRkGXowF5CmyDe2QEjAPcv/P7aocfcnIGwRry0DDMptMPDwfH28nrY/1Da3jt3kz3XSLiDyw4JaFr0AwVnuQmx+upeFMXXEPRv5cTE3JgB2nTaMfVCEMG8Qh10voUss205Z9zLEUT/kGRiJThsKkIQGrOjl6xwAW2tEwmMncpjqlBcCmiJTKf1ocxB2Vj30nN3NOvvIloGrUu0S9sos47LE1od7jLZQrupboT/DOGX+S+kDb1gUHyBc9NrdI1npsIpnbYa2REmT8Ji0mXY9oTgeMen9BiUDazrfmlUWCXhHWUJ59B20QIeA/XD8ZdElMN8aZv2qm+c89AQg/7e5iVst5kxLO+OMulJP+7zsvZRoGNkMtV8LkB9qPTqA6jPUAPmn3tzZwJhoQRpoYQuQr/4RXA+A/LqdH7jn3t7tnnun8cJPvb/+s8et+s8eN+uZRgY8b3xPXbG2obFXrkssd7CSKLvAEk8Mt2eQalYaYpbwCau8ZPWaJ7DgMoW0VS1wKEMMaZblkA6L08F3VrigTBh8yuUSs696dBVski3UgCIwaKpjmTBlwmvAI2Xc0baxywFwog+mqKyliXYJiO4whHnHui+PTg8O1/oRcF9xYWphZsmz6CBNa61EmWXAeJUjYZKdCHnjd6C9QxBSexcJuaqrwuHjEsVJzFXDQKtnd+iR9Y/aCcaeMRVaZXXHiq079A2GtBxWjcKVHTx/emKdPxzZnkUxGOowlGjk4M6sszE0zglZd+Q/uUz9sWTNO8OFPNnB1ay1ZxkaqsbRmpUFmiLQs76wzrPOclgcwKcArjJ+1+UqiDRZh4trXiWU5SXthe//qnWy8fnOABRZ/7Dw5aIP/jhrvasChNk8W/fZRiO2bTAukSvFmNGF7XPd110m1ZUp7C4iPbwpvKjfoWEOtpelMuMFnpXzA7jXhTs1eBTAO3gzPSdkl1+MHwxBe0B3aJTlOMBuFt9KPPiJNO6YYst2AV+A4GpDrLs1n7De2jWXbxFDEUBFeE3oxfrb7i5l3JPXX2uHT1Nf2iFWX9Gs7xrXluy+5TtRewGQqp8Uj3mjyE0LaWh78qF+909N8sSyPK8NSQfgn8ohYzdVOn9G9RZIqbapYpSjetLe0CPwlPGg/hCvfNvMD1Olq9osDNkhpTYUGIzvfPV52ZAzw1DW0EfiJbSTwsoAKisWojCGPtol9r7oGe3o+7TkTl7kCuID5BflHb6Xcpj+CN/5/+2dmWuL1hPGUV0x0OHzUR/cPudsPN9AsaExZPkCuSytMq5sHSRf6nstOwbYIf6rqRu8Iuam2q7wWF9KAaFxassuupdyb9qr2bvgGkCJQfSnBcgPos4abKQOJUD+08++rLxAlZ3EejpeC5Cv/qUMFUD+yde3u+0HT5vrQ7f94IfuxXf39sr4nbZynWPnCNexDz9190xKNP1VtgSzAEtrLmZRTEloxSPhCKsAWSWECziLvPLJshIK0/AfwZ50WUCA0gi0//Gk+nZZGE7qoDgKYd6t1VR4UJascmDMlKYo1HZl2gDBAyZWTNmIMZvdqMC65a7atl7qlSX4qEzaC7cwtIOv0+KvGuiX2yDfThMOemCE7a/Uk/4AKJHAQBwUGOQNEE9+POPCcibvLAId7qf4VbdeJuMpEaCrMpU9PR9Xze+BaYlwCMB+79KurnnUVzbU2MX6qmp5gzE+lmkAbyOMKyjGCkI7YNvfMtxKDca6tmguB7YNhXZCoGWNACRih88PRiaAEQL2Q02eiwFQAhBEHsy7rAf3TdroQeHHFlUHXnq7nQFNqT/fs0AnO9fF7rW2sNOgDKhNnFtqZaDMy+ITABcFeEFP7KDx3m6PVv7Nf/8omlA48k1xEC/n0Ais8uMLMDjCt2mMidfSWBxeMybgf9YlgA7QTYAfcTG8EG/VJS1n4gTAPDwd/C+XXN8onTVSYYxaV32Uz3t2KAIuAzYKQCY94x1+THXMC0Uv7hgBaXUWAiC60mlHomiLhezACQ+gFjit+FgewyvD6/E9S3nAe5Qo2rGr+LSvaCCEtxV/Co8evldcdgfJKAR+wZ5PJXciipsXwk9DC/xa2W9USleswckby3DVh7kuz2gGuUa8NfWU0kHjBgWKdgqE7o6oFwAyYwq+kjF1RwD4SgZD4VK2PkXxpFzNM6BqaGPORqgZ8jQD1ko2K2vMovFC2EBHAHqH77BeV78hq8oVUBgv67/6DHkJq3rywogNOUr50p9Z6e1z0pFm5NINqQ/5+6cnsim7R2zcMvf+fIqaouL/lm5zz7y1q/Ca9twOd9/kRG4U/Qrpk7Bcxjrv+c7Dd0X/9e1uOHihOtAzwFO0APkB3kGDmbyhBMjvOfJxjy1SRYtYd9+3APnqX01ZQH72s+vd2xt2p9drGw6WGhd95bKmu2MnK/0L7+51HGY84+lsn3KAZCyyWGkULaqx9zCJpEeIESAfY0q0rRHmMkuYggFUXlnCtqVBh1yRJlamjYtVDvF0lckfwUjCGWCz2hlgQIcjYbGTx5BDgz0sDGbO0qXty6FV+KjF77nbauADAhZ1DZndhGGv+/MPgZDb5yRMI3VGuFNd1AaxkDgwhGzLtO9/MXWD33asNghDrGtsfO5hVG1dy9zLSp70g8lqfOKT77o7xyWAFGMcP8NZ9YV5HlGzCqKeCK1hew71/3xDWBgDvtB2Q72+rfq1+niojwGsLFFGMKcBfHHGSWwOBBixYOPf52bzJ2GbMV/IpQLlIOhjUQjvADAoK0HecWGZG+bR+t//3yJgMUYIbcaqFx5Cxg7qv8xwZIe30gYkxeADwBagSGAd6aw1PVbf4k9594OR9QM6ZYCgsQpYDr8oy2VLA/kz3jy/WfNND5Bo+RYbn3vW+iwwnXFbxJdRjyIeU7QTim6+FZQa0MB3YeNwDz8JXwmIDr8HHQBx9mD1Rxd25U3oJ5QkYT31H6UkgLeMN9SnWS5JAOUFSpMHdDB/IFsAZoe8qMoh5JsP65X3n75Sejv28uYEFACksfws8oNccTKuoIP5DtmG+mDcpJ25pKVOdgxoLBL/1hnJ2UzISHm0x97J3Qs7dvLqEHvHN8jci8ISEB7f4/+cX9/NkNVfMTpk5W6VPrF44TOUULQPCofwXdZ/5BP1YSjzZKXh+4Ev9+lqyoOyackzVR63JT7UNV5RRCHTiZ6s8sPnUkLwjapvEqOexCBJyp8wXdZ/yc7QsWrTmUIw5dVtdRdauItlHkCeZE5QXUL3O1YRVVZ5Ar2yjv/lrN2FdA3GCC1AfjD22iCheSgB8ut3fZBOdpr0BmrYAuSrfyBlAflFL250x44dS699x86UGheDHZB//r973Uvv7XNTV3ZlqvUdcNgpC7DdApm16MeeixEQsxPTrJMOZtbGCYFp5a0tqdAEQxiC0MQDKJfVCfHKMC+WES8TX/TIFylMud0SyjZgnUZPnWE68JerdNQXIdHSSVvpvULiiTkPrZHwLyhhRkwSFvaemQtcBMXypoxbp9cVER64mPmRF87IQ3khgHmhrGZhobKwZEagA2jReMkKsXwmnRQM9LXqWCXUtlDR8GiJsrNo6uvngMwC5aEf4YTxwxj2Qtr8S15wU38TJ+zzvqa5VV7/g1OtPmj1wVAZA6yLsmJnfgNoAZgCsGI9txa0rJ8PzS1eW2JtA4hkrWS1XijEnYx1BxDLo/Wsb787+gPXCDePSRTX6qsRozd7f9YCPgE6AScBG1k/4dcYO3bdVNqsEFAaEBpg16YTz6N0eaCjeEZvnQ5vV3A4LKAfQD003/ZEAnjh5qGI/2FHHfww/BlAnwB6eLcs45W8PD1/iKuYmrENdY3x0Xl5yIKenQlZ3wn8KbvaOLAVl3TsamRHkD2/ijhq66K60AZ2flA6QiywUeLRJxY0LMozVkcp7bD2z6qbno+puSNkDIV5AVha/t7SG97TJza9xiT0IzcofhWgEwtvC06X3QkECGx3nKhshZJrqoDktk/KupJBjlOZfDO2fbLuBe4qHSFzhXYexNJhHCPZk/jWOItvLpbGPhMYT9pk90pyiHOy27ku1zJGbbqse1nq4x5G44xQOxMoByVU2W8WIJ00ul7fcTYXTPnP3uRQWeLHrN2l1Iy1DfMl6YhThj57dsb6IWgdT0O3APnc4dZ62Z0WGEqA/LLntzZMeHbyG2j3LUC++qjtbUCewzYH2jjpaXqwQmaBjS2+WQyFfS4AVRYDCED2vb3H8kjMMGXCpMJMwRSw0NstvLzXxeIP4xsKVzC1ZRk5yvb5lWSaLN3aBRC6UXl80XtdDkaCSbO+SH09R2/3ApfN097LyiW0kldfY7USs0jiwFSADtzP2PzCe9EPLVjbsw0WizEUBpQNcCwhkDjU0x42JDryQh1wqLrELLJCumL/5d5Ih/yyXTiv3IH2Dj/f99cOZ/LjzYxj+596tQCjvgWEBtpYadHT6v+hOAbGL3vXcZaIgB0773GPFT1zpFVwN9sOKACw7ATMYN3CwAAQrdn8Wul655uUSzeNBQHjhHpGCC+SB7LaXZFKRx7wON63e80VhN5lhfBO9sDGGC/CmTukBwiOvc97JtAN3jUvXuyddo9kGa3E0ugZbQfNWKnzXXBPu+h92RBXhqTtrisULLDJB/69bNnUAeAT3l6uPWxfyVK3CmBsy9aOVZRDRd87Zzz59gwAdZsftCK/APoik9wwOtll4K3m512Iple9SEteOkMLN0d54LItl28loa1uMc5hrXl16upy6ICXvwCpfR0CF0yAvbbMvHvJgtDEd5oX1wO1NaOist8I44G8dQ1vq1m8e7lmq3dfys4EgGJ2IyDfqI2SNIn1OXKnBdkpHzdXGM2IZsYg9ZGbGtLzPaIcVPnc08f6f+OkcvMEsjZpZr12vAH0eHdfApRLWYMMVNT+7NTQHCq5c9/Jyw352j+XvvzW3ToumXOzjLi0awEaYzvJpYSi3CzlC20p8J58nnzvQ0vGkLpvAfJDqjsHVmWGEiC/4sVtuYtT3sLV1+9agHz176C3AXks5CcvLyfc4R7myytX3RdXrvpDVvt6/DRbXt1C/nDKjIgpKRPKQh4LexbePEBe+cHoyKccacJLCz6Mifxh2jhYP8FA2i2kyjsrlKACE5EVJ+t5sj018aEea2eEDmsV6Gkd2eG3/sLoFW03ph6qn7UusmWlgs24fZ5xLMqzsS74eIz7ClS5hPgoxoWRLbfMPcAy6RFyETC4LzMOGmm85vslFYInHXY31IT1wQhcY4UEQATwjm9lrALvGr/RA1EoWMq0aytO74BDrXZttWtrDPTNGEhcICRWtLh9eziwoG31Q9/0Q1+0M4oQAEGUMYCdhPy/d0L93B5AGuvODd5HQFLMWjPKIxgXEfAaIXDtLdUXfO7BM7mmgR8BmE5A0gQEjeVtn8lnchXXFkovUKsZPkhAVjOKAJULLycjDvht0VUlBKikfbtzZoXOFbLug6rQIMDTgofix5tpH8oWsMv5BHnfBbtsqL+uoh0SsXqJH8by374XIExf67l2ByAb5QGxgJ1S2sgVjpQMuNKUq6CwbhwGr7oAVGcZ8kAzSgXiojgQfWVC7c4gLeMHOe3OeYkrFBQpyEOqp2gh5DvJ2x1grdqJjzU6c8fN5owrm194TzsBoKvdeA99Ar8Vn3gCuPWM/uC7sru3GZfqwyReOet4jT3SvLev0Z86YLnKpD10z/zDeNBB5uyowXBJMjfxZBB3x4RtuUDKoneSHdN5346+OV/+yI6uRm+43JycyPvEwZqf/BjL7IaztPP+uY0f59I02F+2APnB3oMDmP6hBMg//8qu3AU3XLD6838LkK/+UfQFIM/hKGXGxXPv7HZ7j57x19znG7eilUnfX3Fgtlk0mzlIBgZNDI62ElbJBysiLCVIKyvumyYf8QIWNPGMMrB2gEkUqGwtGcowicTBcoI8m3GlIsAcq6OsfrqnJnQiLNy75JtKTCz0SfjBr3asDIRb6C+yPMlqDyk5OCwNv7q4ovnJ5A0O3/BYUmHtHyu3zDO2Kfv+mngo3X5bZqt2jFYxuTCFEkzDnQllaGrFGTpAT6svW315PY0BfBujhMR/c3jY9/XUDoOtruyO4hpMdMNv4G4EH9TwN6zjN47a5BXJ8AUcLlxUH5TPAn9JH7sA6mLn/Aj8AVCK8QNZz+RSBYONrDg8Fz8BgJQXL3wHj6l63FSRNvKSZW0z/KZ4YcqH7w1py/qPIkKAKK7wdBhplTxs3uIZyxgQYDCC28J7xm90d4zb6JUw7IqQaxT62eZd9l4GPzZ9HZCvNmZUJtb2tC3uILPG9mML6652NA4AU5VH2VDjL1RIyB3S/xvZkVpmYzRk/fcjWwEiExclFuUnSqLE0hvXTnfM+TSlSaDsQwu3uGWrtzVc05+t70Sxyo3MenBQa80gpqw7U41bZECNf7VdGCIf6CBY7vWeMQf4Tr397t0pRxtAc50nQBzRjkU8ZUs+VF5piHHUhP1+FzjW6ckZC2rD+HxFWupPXULQnrIaDco6vJJB9GSFHow3rkanvHysC+gx6aXEel47x9M61ObVWB3pT32rS/5zqkue9sG9UxJFS2wuFt06g8L2C+POKlKJiyJUcUM6+T921RF35OMvbfFD8r4FyA/Jbh0YlRpKgPxbaw5kLrhZC3F/PW8B8tXH/5Vvrpbq3+74kP/4/Odu/guDB2BvZvzKuhtGV4tymdAKLdzL0gmgvUx6G0fAPtY8CdOJr79Gn+tpnFkfV85fByzdMr36CfHQKUaI7fixNkaghQkJmRZbx7x7+TiMHaJFeTqcC0Y1L5+sd2rTMn4zY/XLe2YBecoXs1p1PPm0NasshEgYPtoUS6W88lvv4mOy1S6tdmmNgcEzBlCU2jMoJOTeNDpx8cJhiq3+HFj9CfDJ+oQfdPUXvu0B+wApB3J/lXGthtshLGuz6sEOy7rv98S9C3ybB9MmHfZtAu9kD7S0PIrArjyAyMbX/V01v8lFFryWRw0t6ZVXLBSvqT7F/UUsXuwZ9Vc6wip8EHyPTYvbCtzHxMoJnwkQlZs/XCBWLd/mKUtX5AOA9vunrXf/CHb3sQNC8oOlO7zHItvmXfZe7j2sawzGEvkDBpbNx8aTEggjl6xxTX0pw1pFA3rafIru/e6PUQnYHDvgWu5UQmWU6AvbMPwf+iyXouKOcV3lVXYDkL6Ka1KvNKgByADsWQoJnovnB8SV/Kf6oXTA4AgZh2fJd9jpQXfVKVFEZIPklA84TnzGZVbbS84j3nDKHL/Pp1E5NhzetjtVOkC33AjZOKXujesd5DMs2C19tGPaFjWf9+Q7YkyHW7fjWMP18vr33bBRSTtgfIWyAZk1UXDU2mdkh29LlBLMbzJcunPCVvfO1qNu3c5j0euFtYlVO3OKpc/ea76kPdgREipWmK99X4zdnR5qrDbi+7D1fPyZw9VBnUGYogXID8JOGywkDyVA/r9vHXKT5ryTuehmLcb98bwFyFf7QtbuLH9gb3cAeVF16pNL7s1NhwfFWKo6fjkMiEW1qjVPuvjW/LKLMQD8tYt80X1qLQKgvfCLFPwOhTiEIuisyojD1IhpuGteeZ+IKd3tnWn6rLaVNRJbCdN0yxI3LGX+i9nE2ixWBlvAqYMVTMrkqzjaYljkYzJWdtGz1GVN225fd22frTqetN0a5h66JZxKwCyio/V+YIFVrf7o2f5gKzouP7BcZc5GudaMi6ky/QLQhnUjikZcLhGiFGwdQtyzfUpf91U+gwAAIABJREFUAHLRxlqjADARepk/BVjqXdmD+8r0cStO833JQed31ZTw6huAJ38ZK/G7xw+8s0La2t/zAKvoBqTDrYSAJCx1sSKW1SXxsKIPx4vcHfIeXhAwR/wGoQCuLJ5FfB9gnU1X5l68QRmQFDcZqmuhQYNxx8C3l4KjuG4oYbBCXVWW+GMsbcsoHDDm0PdOuTpvCav3vLLhk9VXuCyR4k4Kl9CwpUz7EsdayKpOhIzpR+avdfZcAOYryqFfAGTZkUodZLEPf1u2XBtPQG/owkXtxBiy8cvcC2RkLQ3HtP5rtwj9lnzTCRjKbt4yZRBH/Z91nhLfmdoHUN5+P7xjLKEQYB2AZsVVX8TGvuYfu7MFmYI0iZuXart3b5v5YTqeyYN2R1lF3aiX+oF30CmZTTuS/fPAXY9tP+2sTtLv9sZYzEfkjxzJvVWO0QbIczYP7hkHUkiRl6z7ub9x4sHEncq0497PPKD9TRMOpPVKlAV14H64B5vrClbyiF20J3TePPV4QzsQFxmVsSuLfpseBZvOyIrJe43z6vsNCjnrqpTvTHME+RftZGG8Ey9UANm21JxsZTfkMrkwsvXQPQoSDiZO+uGzpK1qSopnNnwkCGXIhi1Afsh2bf9XbKgB8hPHvZm56GrxHQhhC5AvP/bXbDpUqU97ApAXdet2fuAo315vbDrk/LXxkHuj4TroXt9org0H3esbDjrc4Ex/ap2b8fQ6N//FzW7+C31zzXths8u67hqfMB1lt/amgkqNWQEst8B3FWskWTGwrTNlYmvuaiyzwL3iVgH9ZekDA9EMYI51i0/btslNWf5e9Pr19AQwp11Cmov+yyqBA7Sy8sd6EhqqWLjYciWEPLpwXWYZWWWXeQ7t0CdmWS54ytKrw1x9O9e2Bvstno9vdg/M3Oq/Gb6bgXS1v7LZLX15U3o9/ebOlL4Fr+x0/1yyzf1i+hZ35/gOd/u4DvfjKVvcX+dvc9NW7UjjDaT6NEPLvJd3un+1b3d/mLPV99PvZm91jyzZ5ma90LN1pG2Xv7bVrXh925BpO+r0xDMb3Myn17kFL2zOvKY8tdn9ekZcKPTfy7jN7uEF2enz8g7fPbJos7tlbHZZlHdbW4f715KeKS8s/3r7/9iSelsDYMasEAHqtMOJ9v/tzE1uznMbh+a1aqObk3NNW5kNovUVH49Sin7gYp0DsLBWzKyBAE1SshOPXWR9RV9ROT+sWU4DGBUBmuxYVF2tMghXSgItY270xAsCSFk+xN7b82Ls8zL3KXDUticzf5uPXIdQF4A7gGP7XgCo+gxXOAKB4WHUBoBvAp9sev+NGr/K9L8F50mPoYJNY++Jq12Y0Mc7wDfrwgQ+lnzhlaCfvrEgJOfU2B2WGqdFuwgsHbqXwsMDoDWXkRZgV3sQQrvSxUKBkvR37H3WM1l8Q0MYR/2ptgrfZ/3XrkvaKus7Gb2kBmCP2uoPWLV1TfqxGJTXfO13hyz6ogv9ou82c0goYDrji7ZnPOL6knHO92WBb/HWsbMB9A55RKA8biqhu6xsJ9oU2rLDtuA/84gdA76Na4As7y24qzxtSD+L7lj+sWeMafoesN6mpb0pX/NPLG3WM8aZxhVzGwYPHOqreU7p5GpH/20Yewf4zqG9Ui4xV0iORbEbG4eA8rZclC98f3z/0GhlWnbQhTtXYnmGO5ltH+g+nVfHdZ1XkVNRaN46/VSqfFM6hV6BheJmTOIaZ8TYLe7K1WuCT4Zk2ALkh2S3DoxKDTlAftQaN3Ha29FJLzZp9dezFiBfbvwfOXW+cl/OeW69O3bsWHrtO3amVB4c6nq9/N7/+Et3S1viZxBmIRRYtOBiAWGFgBGTj3pmD8CXODAMYlCKrJFgOuX3EGbl5ikfJGlHdqTArspVCDMjKxAYTLaF6l0YwpSJcblzQrJ1FMA/jFf0X9sg5791MnM47Pzg86QdxnYVHoryl3Kj7fkjmfkf/LC2TTcinBTlT5/RJzeN2eK++z6ziG69mPpK0ncC4BFmNQ4YL1kHSEG7LOqJb31tijku8ovYLcK7kfjEiRPpnML8cu3aNXftu+/dnDdOpHVXG4ThP5486I6eGbz+FY+f/cqNfKZ+sFNYP/4/uGS/2/HBZ91o4XrSzs5Od/HiRXf58uX6w+vg7rXtidsmtS/zGTuR+DaY/yT48J4x9enlq023ypw19XGLEI1lKQIa8yiCFnO7FHuUN1C/y6YboI8THj3zVTpP2Hkvaz6XgpK2t+Bof/Gs12O5ACj6FvkOs/pKz0cYMHcgHE6uQzaHjdnRYJEremOhgHPqrQM+5UIvC+RTmjzAFP6QPKsYV4g+rPnVD3k8oOITJqC3cYsxssPPnyHgyBwrS1+lBxRVeYTMg4CBWKhaQBC/3vBz9sBF8aukw+o8OVz2lAda4Udt+QBvAJQoecQbk866BbJ06B7/7ex8CL/JG0cliqMqLneosyzuY9b1lv/Ps9xX29Hu0Imy496l5Sy0UUYMq1kqs+4oL4XIDlJgxN4rng2xKJbl9J+fyHbDBLjp6R27y38jamMb+n6ac94rTVRGqtSpuV0kfp4BEIodjR3V1ZYR3lOmgP6sXcI8Vzr6HlC5vrs2WyGkOsRCWWErJH/oRi66c+6nXnlw96IvPFircUMczRHclzlXCyCdsQWA7fu2BurznckNlOV3VE9C+pU11O4yUBrygi7aRv1v04rXwapfY4p5MvyWbmtLdrH5Q2oXfuFum3XG82GUyxhMZeb2Ts8zMYcwJtSm6hv4KfFRC1fvca+s3R+9lq/Z6/48f3van5ZmX+eRm93fF+1wz76zL5o+zHfBq3t8XpLVRZcNoTdpz2xFqo0f3mtOx6JeY+GNHef6mLPq2+JagHzftvd1VdqQBOQB5acPbFC+BciX+8ywMA8XyqL/M55a2wCctQD5eFsf+ugL96sn8A2XMPEs3ACsCBgIn9ZaR3HuWvBZylwI7BaQShyYKZh2u9UOhgT/d2KOEEiGjUuYBdIUMfnWquSGUVu99YG3Kln8lbdUI70YV/L7xazdbvvR2lY6f1BWebc1shggn7lrsgF5WvRPi5Jtj7RXyKhk/fdgeY3x3HX883jH1J7+YcFe3zdlBRCVqV0HM187npt/d14C0NJGXGx3p2zP4NYOhuI5zDbCGcASzLe3GjECBP9FM6Gs1YrapTt0dydtCMifuXjF/W5+0kfUl3anrox3hC8YefxBDhtTZ7LXHbjQHRL6Je07e86nfa1tu1hr+X594hM/V1iQ4en13d+2ej0C8i921K1Tmc+ylFp8bxL2Hpi9x3321beVx8Xid+qAU8zyzn6Xci3FGH9qXff7tjKxPZBg39Ezbtlr29ySV7Y2Xq9udUubvNpf3er8tXqra/fXNte+Ovv6+dQEHKwCSMptG20/KsO9WRE/1HrfvKuau8YloEwZMF7fjHgRDn7v77bHpQljp4jHEu0KqS/pcGMF8Ms9F2ub4thQc0SeogkayAOgz6Ytey8wswo/BOCUGEAYYN6789iS8Ko5VtzwguKlVP80rIH7w0YnlqH++ciOBpcVWWBimketTWP/8QGO1SzgKr7hceNHX2D9jEW3HVe4NvvtjPUOK3DlhSIgVDJktXPSPol7ErkxsnFl5GIP1rTvY/cC5zD2saBpLO49S77xh3BCOzJHLA7P4CFVvyKem7EmFzyci0Bb2jbjvAfac8ToTanyg/4CSPZl1Hh0zsnSWVkqG15HeesZwC7fQBbt8Eo3GD6QcYUshewEQEx+7CyQDIZ8o36hjCjQb1xrygKbuLfXgGTaK4uevOca86SHNwjrqjorpH2l8JDv+tgumrwyUZ4oP8aDaLAgu8Bf4sUUR+SvdEkcFDudXhZlRxMXcum97Z0p4E+8h5fucZv3nOxy3TclMerKKiuvPtTB16fm3lXA/79X7HNTXzzonvrvUbftwOnotXbXSbfkzffdhFUH3Oin97lJzx9wy94+4jbuORWNn5XP5n2n0rGd9w1qXk0VDBVcr0pZh2yPwoI6j3/haA9wbAM3ixYgP3D7ZtBTNmQBeUD5yW+5SYv/27AQ20W5P+9bgHy5T2fRyx2V+2/ayvdagHy55vUWvsvePe3uqFmUeybCCAo/GLnZzVh93E18qWYZP2a7AyAXg4FVz90LL9eskbakTBX5JExm4zNrPQSoVIYJuHHCfp/vj6fVrUFCOvUfy+0vv062zGHRyXPKyRIkLVMF0xJaruRZyWMNrHLtFk6bp72HBuUPnUW/9QcvpPmXaSfKkmB8w8gOd+bSN0VFdOs9/gJVf+2OoA0tU6z3NoR5Q0CxbSPG+/fz93aLpt5MbAH5I0ePOSlMho/bk+sKACFAIA3tsPtEviKmN+tQNW8UCOo76pBn+WQFyGc3fFy1qIb41xsgv+dkXSDFUt1+G7F7LA8lhFc9TGv7sfq8VRaoQwmgcXDw9ODbSTb7uf49KFqW1qyJVlkd69vwmebTmF/v/uRhh3rZcgECYBH2Sf7/znQnS3+6rpHLgiIXErG6AF7xvcP/qR0AWWNxeSa/7XmKizTPHLc2WfnzfFhbYsQB/0BeeXHtO+14pD6hFauNl3V/e82Nzw9Gb0/5Xs2FhAC0GBfA+1hf2n630cLEkhgwmws+6e4Flx2KNtoqsbo/5A1hbp/9ieellTdW8oCdnF2QddDuQ3PXOlxYKA2gsjV8yZ/fOz0NShuL6w1IvEVyNQtaFCEC+gCa2RUZ7mzgP+NGgC/xY+6BbL/I+h6a4etpU3ZnMh4AdWnfhp0GxkAEH/v43eZ8FNU5DKFbxgVSRCDr0E9ab5WG58PH728A7Inj+3n22cQIZfpJD7grDX3JN8V/dq2gXLJjmfKpA9+s0mQpzLUrhXjIFrZteFaGj7Btq3tZxqfjoT05kFVGAIxJzkABfAeIn7CsrvCkfUU3CgflWRSqrb2LqCXfeP/35IPcQ8i4TkHu2jcXjieVIWUi6fgW6DsUhVzcS3blPeciZK1jt9fOecmzMFeZYUi/kj/lWd6JZ7poRxRpE5+st18WLc0+57BxykPxE9Ko/4zXhNZqilJrvEY76/8fF+xr4OWH2p8WID/UenQA1WdIA/KA8lxT33aT5v3HTVo6cMD5FiBf7iN44tnqgvT0lS0L+XKt2xgLoPDlLZ+4FWs/dM9vPuO2HLnkvv72uzQSwI+YCbbhinHlGUwwgFyyBdFYDRkGRGkVwgiIKYiFCDhirn8+c5f74utOt//UZQdI/tfF+91Ppu10P52x0z207IB78r0P3YlzV1JadfN/Kw55mmH68yxGEJBk0QRzaJkoWX/EmCL5eqdOACdZwD/MsgQlLOfKMmEjjNVTFmOutrOA6L19ZJ33wPTE173GAEA7YCGCFXWGIZXlO3Fg6hE6RDOhbev+BDBi/Zv1TAecwaxnCQa2jtxLUMCCKSvfgfR87NL3HEID/cbYCusT+48wSXyuLH+ZA6mOA4UW5gTfzjmCU9jeCXiQWHEBmpWtC3ND0qf5829YHgIt6RDEy5bVipcI24DpSf827goK2zj2X35a8fU/g7NodD2dnEvD2TS6JveicH+99eVPJtUOVs+xfI31F8+kYMYKt7/a7Tcac9OrfeeqE2sbY1YuMPJAHcA74uaB9uQroJF1QuWUCQUMUwYXtMEfFqUV2EQa3CoUxY+9l/WugDn+A7wDFsas0GV0UpYvCMu0gKHqSwjw/vC8+jz/4Jz62Qa0OzvyrOtApeUdvKMUBNBOX1r+PYs3ltUrvG1IZ9F/ANTQuhxXlfDX8q8tGgnzxpcti3bXOLLp7T1tqJ0UUhaF7/kPzw+wfcOoZB0lrownoEf3xBW4y7MRU46k7jGVb1a/8f6m0ZscsgKA9U8mbXQ6g8mm5RwD/SdEQRG1jK9ZMOsQZeLS1rQR/aw8stxL2baM3WtchLKM3JVmKYc0z2m+IB+dyxArh2dYq8vKGtmAb0bl8BxZgvrQ9sTXt8UzZIusfJmPBPKrPWzIjpN/BOd8sBOIHSicuXHb2E0NPt2RZbLKCp/Dl+kcBejAYCcpu8OPSZQOdvziGuexhXHf8mrTZkMZAlB+llEXbSx69c2Ederyv72zoQ70j+bo38zdI/F7SIYtQH5IduvAqNR1AcgLmCccvcZNbOv/g19bgHy58b/opeoW8rOfXXfdW8hvP3jaoczgMNmeuAQC/GZGo3WJQGbL7Nj7uydscn+du8H9a/F69+8l69345evdX+ckgi7xYExgIlPLmPZOLzjADItBBYgY085hiOvLXc+sdzNr1/SV650Ea8rDQh1gCUGDcilHgifvYfIkSAlcHDZqc9Rfp5gkAHtbZ+oEU4n7H/KzbYTFgrUoUR6xEL/B5GvTkzdME4yuBEPAUikTLB1lDv6JlVv1GfUXcKvyY8KJt7Bu/7bO2LZ3NmzLxVqkatn9EV+HgFFXhNwuzGrOlk8x53lKnv6oU6xMKR3yBJ9Y3fmmaBu22sfybT1rtIh6tOanGgE21p55zwQ2IGCWadfHF9cPsPthe2el8tLt/I9vdmOWNrpNKFP29RxHSpA7516o1ObqewnMKMmu53bsy7rjzoJ5zFqwqj+KQoETWJL2Jc22rJ/VrCOzwNaiOggo+/GkhOfLc90ACKW1H4AnK2+swIkni9eseOFzWe3CUw1vS9wsAvbCx4Vx+c+6LPpFV/WdDtd83gCT5FE2vXifqjthVA+lp03h8Wh3a9TwPzPXO84nUL2sslwgJGswfKLyUtwwZPdpHg+jtbw0UBfwPvSXb7tan3Ut/4C7ZdrJWl06cmlR+xDStuJ5CQUiA9gCnoqHVxq7cwHFDHTAS9PGxNHZD+RllRp8xxiZxNx3qi6MM9rw9tl1MBwreL4/lGIYmYxc/J7nh5QmK4TXv3HiQW8lL9pjoTW+YWzYOChgyB/3gnnfok2je+pKWuQkPVMo3vWRjINJ7dxz9/i6nIi8FYL79A/fLv7jPa2jt/k21HjjmZRd6me+BY1vyUTUNcxb9BJ6ZUvtwFGloV8mL3+v4ZISgXKzrnTHQDDGbXmMS9HIuND413eoOpEGBRpjkPJGjOlwc17c4Z56c2fpa9YLO9yYFdvdY8u2udErtrmZz8fTPzg/OSsOd698B5Ze3bNGqN5FhnK0t74H9Q0hyiPyePjJg+XAnUEaqwXID9KOGwxkX3eAPKD82BYgP9DH5qlPLrldhz9yC5sA5Be9uLEpQP7o6fPu4udfmeuKu/h57bp8xV0016XLV5yujn0n3eznNrppK9eWAr8FbsuqrXy43s14OrkywekaEG2Zo56+B0DC8isEYVmMsQS5Z/xGxyE5eYeawaQirIoJyAoB07sL/siSSExRrCwYipgVhATBokP1YLg51CjrMC4Y1NCPZVG/WP+vKAfE/MTo5xkWM1hB6ECy+/oQEMWPKX2OpS8KjJBGlB4IEbQxwh0WV2KQifs/gwSMp890UB67RMTQlg3F+PKNFPV/f7/X950nsMfqjVCibw0AuL/rMdDLZ+zzDeS5e4i1M8/sYYd8g0V15dA3yuIQwqw8855rxxI+eIvKar2v94f8+lqBPK+dw3eyKP33otb31BfjauKyd5M1rOYDOOyPwv81/84Ac31Bb6yMngLkfzYlMaDAsjOv3ihumVsA1fLjHfTxcO8hQDQvfgqWjt7uLYFvqgGOlMXlQcwJB701M2uyvhW9H1YDvYiXV07WO3gq8gJoy4pjn8u1x10LLpeKb9Ni9Z/UqauLGO2w4/0dNT/hAH5Kr500VrHrgc8nzvgDwQFUxXMB+hZZL5MvfU55zbo/Ec0eJG//NlUw+PacUG9PAZf4WS+iy++cHZ+4sYTnhd+QO6M8MFHKaw7ihT8JFW3iWSyQyljSTgziA1hTFy4ASLnw84B/ze88dbvZKOIemb/WiZdipy58MDwVdAvElOW3B5gX57tj0k41yuEKz2KyCgU7PjRO8kIZJ4X9DRhOWVj2l9ndK8W/aCREfmEMotiyz/mu4IvFW/AOIF10agwxFml33qOUE5jPf+QJ8uAboP4YW2k+8vHH7UuVNtZQCQW3lUOR91AUkIcUenYnQt74oi819zAH3FibDylfz6FP9VKocv60aH8pWOaZDR+7LPet907Z4Za/96HrvPa9z+u77753H5z9yoPk0MHFmKA/VT4hihvRkbTXHt/W/htp7/QKLtpEfaE6yZ0saRmHPF/09qlS9RiskVqA/GDtuUFAdwuQrwtNMaa2t561LOTjH8e5i1+4FW/s6JYQEwLyAPu91Y/Xe74A0QD0jy1a68oAQmF7ARDdN2mjB/JZzAG02S74y6kbXBlLjDC/2H9ZyMPMIVxhcQRTwsV91lY+GBVtxQZQj+UdPsP6nW2pbOvEChrgqpnD+B6el1hAYUFhGSfvexQrsfH7vGU/DDyMkK0DQhhtydVfFpW0AxcWQjfUfGaKJhtiOUp7he04kP+j6KAOuNqxfVPmHiFM9ad9Bmo9tdVV2/TL1M3GYbs09RwMOwH6uw80P1kh1LZl0b2E6EdLbHtmFwr9UvXQNdEggAalVH+322Aq/46a3+JmQDraXiAf6+1gqvdgpbWnAHnWvv5qg9RNUrMua2quFqSABpjSPBALBQgzvwBcxuLwDBBeABXgMeBZLG7i7mFful7C48iFiE8362NvhKD11IYAz7I+Za6ThXkVv9aiSVa7IfCp92EIOAgteTsKwjT6T1uQNmtXmgVjqSP8hNLKECNPcYLCgvzLrjXUgfhl6y5aFAoUhW/VM9UxBIsVl/IA/kLQEGAceqRUANhlzMkiOeSVVZ4NBQazg9U+5z7ZEZsc/gtfrXUVIBmwN4yv/2oj6NalHWvM1wLjUYKHlvvkIZq0CwpwnvoDgAKUonTnnC4MWRRX5RDGLMSxhlacW2dwuGmy2yMvhD7SxNpRYC1++MvOZzIooi2x1hc9CvmGKSus081B36C8UBruZZiEYkPKOr2PhUm85Aw03ltAXgchQ4OVoWgnKUt4Rx7Km/EHf0u/czYC35vGCnGolxQshOyK03wXjmn1h9rg1W1n48CIc+7ImS/db+fK/Q1nEOz0hhWckeEVkUbR8cMpO9zflh5ww0Z1bXfVA+UQdFnFBu+0M13xYiHzsGRj3tMvw0Ynbp/2nbqcWYeh8KIFyA+FXhygdWgB8v0DirQA+a4fxOUvv/GW5mUX/Kx4ISD/Vsfh0kxEVp6t5/3znfREu99S88MeY1zFEGWFArf7WrCuA2f51mZZdEtICf0k9kR7Vs0D4BnFBHViayiuUABqB6u1Z7etXccm23QHMrgmS+pmfMcyJhEeYdTzDs2qOo6GavzUncm8i6UE5/CbR+Clra2gmdVW8iuNMBnmU+a/wKmiHUNZ5V+vz1OlS0Xf2fTJYFHiDbW+1fktzfANsijtT5c1rLnMC0VAeuy7x4UgaTGQwNBCSnWAl1h8PbM+27PcyRAXUN6CWFgnw7MACmIp60GtGsAJWMV6IoAdC2cLnkEr4BCAqreSrR0mKRAeYFPzVuX1rL0zpYV8VM+8UIAzwGFVt2AC7vIAYLUNoK2lQ6BpHtguhSrtadNm3cvVSwykzUpjn+vAVvsNqX0AU21c7tVPjD0//kZt84Ct6qznjJFbpuPWMgGeGSN3F1iW2/zDthMdt0xPFBAqx5ZLGTLiYZwDyqYgeo1egcW/m5korGW8Qd+ojDAUGEuZ9psQDWFIfFnzZ63jci+jtIz71C1oAM4nrlMSxRftGYLGqaKnbav79PLVroJ7xpOfzUgs4aVcuhUFWu1cCtGlkHbW+OU+VFzQX8Sl7rKS5z/1x4obYJz0zHUYK1Ffxhm+9ZVWZc1Y/YGn+F9PJWei8c1l7dQRvZTDnCO5SnkVhXzHdv1GuRL2P/91jtbv5u+Ntub7H3/pbh2XjHX6lvkulk9CY12JCX20GXRTl5hixNZB4xS6uffjeWSyo4T0KARZA7xStaYA8M+nJq6p/jHE3dXQOS1APjpEWw97ogVagHz/AI0tQL7r6F2z6VCPAOchIH/oxLkeybdI4GSbHpbNCEJYmCLI4G6FA/dg0AAk/zhrXY9ZfhfR09PvqR/WUmxhxj80IAMAz0C3cNYBStaaKMbMZD0T0x/bAUCb4HICUA1rC/zOYg2JhT9jodk+wP0NjBJMZRZdec91MBLAarM0tNLF1wZ2cNA3VsjM64vwnQQwxs5AbWMUJtQR65uQ/jL/JTShgGmmjuPb33WjlrzXbXdVzZTd12k4JJW2zrMqzWtzAVXsVCqinfXH92sEDMkrQ+9kYdmaV+JzQ1b7c1gc7S5wQu1ZJtRZJqwxWfm3nlfrjzLtxXkv9BlgT5l+snEAcEjbn4e64lrixpr7uCwAx9Js7wViwevRVrK2R/ln48Xu5bqA+gOOAczjqgkQhzWT8SwlInFiLu54Dt/FWilQ18dt2+2tomPl2mdSCJMGvg/QjnuuKvOs2qFMvVW+AGfKwpJUz4tCgdEAhHlxBRKG9VCbWmVFmA9AG3QBaIfvsv4LdM7LN5ZW7RCC+VgMexoyXAABCNPu4ruJqwsgOnyOEkeHmsbosM9QVpCXgEf7Tvc3T0/OwFGZZUML1mJswQ5f0kJvli93WRlb4B//3NSJdiMtFst8B9Bs3aDkjS2NkTvHNboFZYwwzlAo0MaKB52MO6twg2btSOH9/NcOuo27j5e6/rs9AdDVdlZxwE4HFD2MRcawVQDIN3lsndT4pk1kzU/+tDv9auU7xgPjTwou4t06M5mTfz1njztzKTkslud5u2bUP8Rj3mKMMJeRN+2Iixu/W3ncnkShOLGuTNQuDOY/T2fB3KmDhc9+9k0XcOSBOYllPPXWOM0L1W8A6g3KjfZOXw/JIID8Gw5ecNNXJ+5moJNxkZf3nfM/82cMEJfv0e7aOfzRl11oH2oPWoD8UOvRAVSfFiDf84x8GWa/Bch3/QjKtFsso6sgAAAgAElEQVQYh5PRAbpxKYIl9C1jN7kfTdrsZryw1+07eNT7kv/+e+eeeWtXrwizgLSUf/OYOtPIQlV0YX01WKwMAQ5l4ZdVL6yGUTyE/VP0H1/yCK2kv3HUJu+6hr4E6O8pC+oba4ezlWXaQ2ZEVgXWxQj3ZQ4Coi4oZ4raIXwPoE9b51mZhXTa/1iIkP7BFiBfue3Dvgj/y6KZLa22zcvey7qJuSvMe6D8/9ucGoCYY9mVV19t8WVuLFunMUuSuVw7EDTXANhwsGAz80vZsvsznqzWEfDy2jT6rr0ztXoqM57kigiBLJpfYD0XxhFw0FNzc3+2e1+WjeswjeeqwJZAhZYSpG95dVmY4y4o/A5y/2NVXTtIsDtK+Z4YnzoYnjqU5X8AyTRWdQ4QfK7cO4SuRmJtweGtWueUV5ew5saCs3WY+38zY73nA7vEq/HTWIbGygqfWfrJS0BaCtKP7CgFymsNIw8LVIblhf8B6GwdyrSXwHjSFc0PUsCGQCKALemte5iQNkBW0Va2TlIuAd6WtfjHGluKFIBXS4c9HLxoTFJHwMVhte9JtBMC0Ba1lS2XewGsMcDXxlUf+jpE3K1YOohDG8kqXW5d7qsp2hlHNm97j8EDeZFe/riVN3MIdUR5ojVA7/LyJH8pLZCtSGP9oCuPetjhaec74dsBbEZ+sN8vBkJV5qM6n5HsBqWsIv6GvtGY8TSP39cIlrd3etcsotsrK0ZuScczz+FPbB4+n3F7vRKPscZ/dv38dEriyoVdDrY/Yvca/6QFrM6ypqf9xB8xflAQcGktKHJxqf7ffuyzBnBk5bpkt2mo2IrRap9JgRFv906v4KFO7GT4+up37t9PJ/MHz6CZMcauIBQoXpE651yDIoSdSlah886e8w10D9U/LUB+qPbsAKhXC5DvWyZfi1oLkG8c/Ps/OFtpwacdtR2QBSTr+vvinWlB31ztdN92XnNXdX17zV3NvDrd1W873TfhdbXTkQ/X2n3n3d2TtqdlJwxUV+aJA5RYFL1VwpRjDczV7+btdns+uODwnX/24hfuwMmL7vmNp90Trx1zU14+4uav+cC9vu1jd/rs5+7shS9yr08ufOG4Tp656HYf+dhxMK6uk59ccg3XmUvuZOZ10edBPi9sPJX6oQOYhlHzjNvcC94qgXpJ204ftD2z1x364CN34szF3OutHR+538xpPNwn1oePP3XA7T9+1nHgLteRrOvUeXck4/ptrZysE+YtExPe47sRun40ZXvalruOnncPzK7TjiUEzCRCCMwaQgR9bYWIZ9adTNOrT/LCuW8kjHqeP9CQVvtfQtvu45+n4791070WOHHihFfwTV6VWKs00zcIkIyn+2fv7h4xPZAaK6HjZ79yn0Qsck6eSw6XGzZme6HAYsed7mUttu7AhVKUvthxxt1gBF/mGuZTCTiaGx5edtCdOn+lVJ6DJdKu44mPVHx5qv3KhrJCfHBJuQPBaJOfTE+EZITvsuUQj3mffvjt3Pi26sHS3v1F57J3Ews9D44uvlKq7WXphqWjeMdW2Hc8+13jEwvTMqCqviUpwwfKjgYpkAFPrDWq6LUhQLrm2vCgdXZC6h3ze5YLF9Y4AZrM4wBN8IjM5Yx9wNDbZn6U+lkevaRRMY3y6u5au3N4I4CuwEHAybyDkS14JvkAMFN1FABKPejTWF7wclq/fLxp+YfZKm9C7QyjrnL1QR7Um4MyrdsQgK7EirfuFzoEr23euhfQFoLRUiAU+XvXDgbqqDyLwmFjd/u+p+wsa2/lAXinQ1azLNGlPIiDhXF/51j64g+d9mQ8qLwqodZL5tW8dHwnMsSBVsYJ6x9jhvHLhWUwayj8voBJ5ml2pjxYM2iA1lBxYssVn863JNDcg+GjEn/cpNdFnXlXpEiR73MMG3RgPO2MIgR6aUPGys1TGi3kVY4NBW5XVSxiaEU+/pDU2rkI/IfH4bugvuxaoZ1pV2RklcsYE4jNM/7zXQNoMz+Rp+YDpQlD3pOn/Z6QzRQPUJ77sjyQn69MX0AT4DztitW65VMZG7JK555yiG/7PXavb2L9wUaemYNaySP83mN52GeME9LRFnb3gI2jeW7emyc9W7TgzQ9S92SkLXNB3+bDF/uLrerzcluAfJ83+fVTYAuQ7zvm3gpSLUC+/o1tO3C6krCJKwMdGMOCwcKbHNh5wW+Fg/GFcddictek7e7c5+V939Upy777z566FRGLLX74WOjY3qxy87TpMP0IG8S9b9pOt+X9S270c8mhOkpvw+GjO9z8N0+6r7651kBUx/uX3Jw1J/wp6n9cuM/9c/lBN/+tk25HoGVvSFTyz5Yjl9K6wAhmWQaE9Z792tHcEt7clWwbpX7Dx+70zBaH3cHoUwbAOYyv6v/A7D3u44tf5+aZ97L9vwkQUsSEW0ZF9xJypr6S+B1ktwXt7GnH8mJB42n1SqeQMaB60J5lf7tPJMxUM5asCH0q85tvvytbZCteQQsIkH+7I2GysdAR463+LgrFdAPO9ccP65uxq464m9vqh34xVm4bt9WNf+GoY9zp95vaNlkr1BTVj/cSBADYr1xtnK+Utw3nrqlvEad9QsGDOQGBaPjYRDC5bfw2d+D0FzaLQX//hwV7/TeL4FmmjYmTWF8l4Ppbu8tbJ73UkWyhxsdykYWiaME/rw7temvXuVLt/d1335eK19ORDh4/61avP+BeXRe/eNfT12vrD7gu14aD7rXgun9mArQA0IXjXG1NyJi32/LLHNhr+cvWfc/w9bS71tJCUB4LzsnJ4YE/GLnZPbaoEWjurz4B4L5rfHIQOXWBJ+EwTFk7w3cBTAF0qa6y8g1pxg0Hu1AVD7Ab3hDlNKE1zuA+C4yUmwPcdYVl8B+atVNK1pqNIN3BGkh31vP+9I0FxdiZBdAvOcHyfha0px6AhLjKAByVZTHPBfrxLO9b1XfLOql2uWXG6QZ69Fz5hgcn0o5lyqAsKRVCP/CAnORPO4mmWMi6oX7y4KE5GDYWn3wFzPr8OYh31kddeB/mLAxRBGR7K+GlV6O0NBwAnOEPO6QFUNz2T1Xei/x02Dx0hvmH/+kPlcdY4LtBboMODyTX/Gyrb+8at9GPObmq0fM8OlkHiAc4LSt48qctlZ62LlKkWdqRR0mLm1SAdO7zrKvh1/gm+H7hv/hWVKYOJ8X1auw7zXr2l9nJDkspfazCQfUKQ8aNDqC131IYT//5bqEV2vkWcFuDPEbb2fbQPf1JWvUp97S73heF9IG+G9FgQ5QyKBfIB7cuUrAwL5UpR+D4jg/qFvL7TyUGYVapWESnfS/FaNZuXvHqrFdffnPNff31127/oaPuD3O3uxtHZx8IS71/OWuXW7nuI3e9yZgtQL6nOfZWfmkLtAD5nmHcsxamrOfXKyB/9PSnbsv+U65j30l/vbPlSKWFnq2zw0clAgELIAufXYDsPUyAmJzbx2/rsYXj6JkvU2YJwFZlAsprgS7laqS9s0FxoLQwyTCMgFBo4LVQ8/7H03a6vScvu/UHLrgHZieAvtKFISDP1qPlQeB0UnDOff3td+5HUxMArMjiRvWHWRUNGw/FNeYoEBQHoUxpYyGMqZia/5m313VeKwfwnL/0pfv0s6/Sa8/xhBGjXBiQWFmxZ1gwSXBav/+cu/D5V27G6kRRwNjLY7RtfvQhZd83bYeniXzKXD+bkTDrYvJsnnn3UgKMfvawu/j5lfh1+Yq72I3r9Y0HXfurW92Tr213y18fItcbO9zynGvxS5sc51Nw/WJqMgchxOT1hX0n6ywOyFv4yna34o0dfXYtXb3D/WZWsL13zA4/P1qgg3H6u9lb3JOv73CPtdfAwzE7S4916iuB8C/zthbW75+L64qBIuAfIEEKjVvbOtyiPm7DsL9WvrHD9cQ1Y9V29/vZ9b4pageNKVlf/XTqFrdyzY5K18+nJeUhqBcJi8zDWkcfmJld1pLVO9wjS7Y66LlpdGJdhbuhH07qcH9bsNXNeXF7JRrL1WmnW7mmfvH9ZvFcPfEc1xq48QCo5b5qnvAvP5xQB0dlQQhAxdoEMAq4KFCL9iuyTpy4LLHIxD0BLtI4w4Qy8PsNOFSVxoEQHzd5uKjiLAtc9TTj9q2n6iHXNcyN7HoD/Ll70RfpvM/3ASjEbiLiAG4U9VlP0VY2H1zsyQ0eNOoS6Kz/nLfDeQd5+ZIXgLe+caVVCABFe/xwWWfaRpqzCOFnFDdP0QQI+MOJ9W+FfHVQq9KHIeOftueA6+E1//mKw9oBTwcN9Jn/ziKWyD7+yA6Hr3MpWHgGrx+zDidP8VzEwxhI7aoQHpryLbBNXObfsvO92lBgZQxkFb+MFbLix0KASykwWP8xaAr5WSzdpTiB1htq45t7XVjOU2YIVMIXZVnlih4Zu5BXURsAptbpTb6zZIzFrelVhg3pJ9FdVqZBES2eQ2ljoT28HmDex6nt+Avb1dIky3rAXoGnyK3EkdxAPxe1pfKkTSibb5NzePiOpZTKAmWVNgyVF99g3nwQe8ecDR0/GL2tYRx6Yyt8149nzOz0fAXti7xs20l1Z/xhGU/I+TXkR758byG9Rf/1jSoknyzwPi8vmx5wf/j4/f6AYfh7xrSV1+GbmGvy8tM7KQqWvLbTPfv2Ln+NXJ6MdatQVPwyoXbDhMo7m1b8+rv7PnXv7T3rfjK1zpPTRrFr9LPvuy+/Lja2sZjCULlvAfJDpScHYD1agHwLkO+LYXn67GduyStbKi/s4WJ/R1vC7HjriwLLDhYdFnkYGhaV32ecYF61/o+uTCxkQ4spLcQWpLcLX+we+gSIkT6LQUBY18JpXTsMb9uVbAGcdyER6Ode8EyBFVye2fBRbhU/Ove5w6rQXlNfSvzJUWaM7qxnLPy09a9m7XSHTpxtuA4cP+vuqbn4KdtG97Z3pv039tmD7vCJc8l18pw7HLkWvLg5Osaw+IIuttKWswrtTBkrDndjHALAiDnJsvzKahcx2xyqGI7prP8pUztqa2kLGQlr0PnYosEJxmS1x0B6DmAEsE47h/NAbAwIjCc+IFNYF4AJ/P0CmnCQHgIe257L+AUP8wr/Y214R+1wLwAClH0CJkQroGwiICdWMQAbgIdyd8DcFAMjlF4hgrhvkzGbfPqQFvufg8+Iy1XkX1P5E2r3U1W/pioby0lAtj/NWufBJ7ZXV7UAU17dCSn3ruDQNbUHAmmWEA44oTWNs0hox6p0MCburAEHxWMi6aN7xm9MhfywPOY1fQ+qAz5G6/dJHoDEYdqB/r9taXK2wa3GMlj14hngJO1ZpR64EgC4VT6xkHNbivqWMSzAJZYHz/iG84DPKnT3dlwsK+9oq1tg2zqhnLh/2vp++VZpP+ZES0/snrYeyOsuyiTaUNbn1AEQnm/7D7PWV15vUJT8rHb4LXnpIEM7X9t71h61W9kzlJIxEW97vqHb2zb6b1D+7ukruaQA7IMnEtiFxS/gFusNPBzgJ+ue5lNoEz/OPe8sAMcz1kLWOS6bzqc1AD/goQ5Etest87p2xzLP2/Ypc4/SjrK4QiBbVsD+Xc1aNytPAHf5rVZ+AOuAxLYN9O6mSYncQ721BuudQvhcaMgqM3xud2WQJ/2StFWn59Mx8pFVO2WghJZLFtatsmAn5epAcvLxaStYR7MDhHR8K3w7yKHs7vjjrGQnhuZFKe8ENpMmzwhINMEfapzVFQ112QelR1FdE/4tGRfQyVzEuvw/M9cntI/d1QB6h31h//NtQDtXM8pF0ig9fWjzLnMvBU84llRH3pfJR3FQrIgfQfmR3lcw0FJehEqvOoYh4wtatQvJpo3dy1UYyhyNJUKdAdLMPEE5ksfz0kvx8vf2ZGcFdeE8BJR03lijvdOPG+ZKjVHi/OqJ3e6jC83vXM8FJQbwyxYgP4A7Z7CT1gLkW4B8b49hLJanrew+OChmh8UQZjK2sMWewchowdxawW2IbResifHhvvlQ4m7lBu+u4tuUBjEwWHHEaMh7JrAORj8vHu+sxU6e1pu41ofl6JU73Svr9vvr1XX7nS6sEC0DoHsd4BUyREX08V7MfGjVBvNKP7A9uEw+igNDq/4L/Y2K3jKhBGqYubx60ZcStABcBLbA3EIHQp5oKxtKiAIEy6KV9mKbKZaOP5m8wR8aq63mWFYVWbjIfyk0lhV2s2hpPS9eF6zQgSUMln/WyoexwTi7aWL9sCQO8LRtm4CycbBBYx5l0rhuHAAri1zGdBVraAROvjcBkXzXzFWxMX/H3POeiYdmgNkylrlSklW1/mHuV9sUAZa2rekvKRiU3ob4HC5Dt82z2XsULiqbNQOlDt+vQA/eIdThtgSBCVdoWDtpXuI9wGV3DldF4WLBNPKkjxnLskYUjSg/sMSO1dcebu0BkznnU6Un3wPfAH2svBiP9oDsWJ4D5RmHYltLWwA2+oDLWrsCgFQ9dBVlG8o5+gBBnLWBMQhYXwbUtX0H74CbAXYMAjgAgiCE236sSl9f9kHMGpqxhHsOD3y21f1s0x/9dcAzPCjtfsuYutKAe5SozOV92WY9UVZPfYeA+fq+mUMYe/A8gDgai9ZI5HcVDvumnszdGEawFt00epM/YPbe8Rv998M8ZttCika7ruDGT+Cn6AxD5lvx1NBv3/s5MXKwqI2je80L5CFFQMgXCCjjfRlFt11z+dZVFjR790PmMG4BbMQBSM7KH2tlWWiTj/JUyFxHG8rqXnM4oBz0oFhAtoJfliU97VQWhMTYhviUFytfdNTDjpT3YE7gObx8EVANrQISKUc7y5jDswygbHujJBANRfOO5mT6lzWddHm7FbRbBMMnvhNfJ3PmAeNWfcQ75kPWU/zBq/3ZSa12JI52V3HPhcJWPBwKkyIekPw1hlnb7bdV9h53XSqfdrbtWXQvf+1+LJlxTTq9I2/7fRflKWM2xg1xtS7WlR/ld1rw3fi6jezwLnKg6cbxdTCbd/RTEU16Tz/KdRHKR9vG7Fby+U0pn5/yJZQCI6+e1oiLsorcOXlFXu3g6io71y2eMpjvW4D8YO69AU57C5BvZObsZNib99eTy5pX1u5vWGSabVdtBYT5s4tOmXsxZA88scNtO3jau9qYs2qjw6J66atbXftqrm3ptWz1Nuev17Y54olmHZIjplRly/InfK73+WFnykTBaOXHvZaCMhIe8uIL7GehLevTFJCH+AhWeXlnvVNbjxi9yVuQqO3UfwhqWWmznkuYQvBTflVDgHULyMGkAXQBdMNkeUCsdggP9QfwwhJa5WCxyPPQKimL5vC5GOVQgMyzlKU8eyFM4CsRRh0hj63zbPeU0ETcEPQV/b0dPjR3nQO4QyBGoXPb2E0eYEKRIaVGb9PQ1/k/umBtammsfvKg5tidDUImIHVoGY+1cJomBWXP+PEFA22t0GjPUMFVpq5i6HG1UG5nyDU/tiSQAeKxM+RHxnUAIAKgAIopaJRwQ134Zspa4wKskKboHIbwO+K/BPKy84EFjROh/KAX0pmrJKypL3r7+5EigvJiczgglu170aUQQJJ1qEz/l4mDewfALiyQVQYh5QAw5CkpaKskTUfhvAhYLMEzy3d0GXr7Ko4FGZl3ASrCsUhfCeChHfpKEYrSlvIwDMjdXdLemYJRxAdQ7qv2K1sOa8NtNat45qms9ZV5gjknGW+b/Q6ismW04vW+nMM8IqMH9VEYwhsArpftDw6SFd8Y5qX/rK367uS7Ggv08FvlP9+r0hGydgHsYaEKMGbT+G/bjDebDl4OwBC+FOAV4BteEt5M8VCM4eea/zEDIoH15GHLzbu3YLu+BdYzgF2bzp5lxa4A5ijAOdKz5lmQF8DU09fe6UPohr9UfqqDrHhJq3c2JB/qytoVKiBsPO55r3XX73ZeetXz3zxL+IkOr8zgHTQPG107P0YGAbj7rCkmqD/raKxMeHvFU7/cOuujuvHAmJ2+z0L6RKNVzLDWcWArysMsflaKOvhy1gvKpD7h2FJ5PNc4QC4SsG75AuII3FcdskKlg9djXVAbE1/8Fu3FWAjHJIZPthzknbLfaSwe/IPoJF/VOS+UUoJ0MTkx7Ev4wFi/qwyUD2oDeA/xwFIu8Uxxy4b67sLvQM9VZ/VFbr7tnenZHcimYTsyp5JfVaWGyhQfececc5n1RH6sRDNKEr6/2vc+780TAxzl7FnyWoB8z7ZnKzfTAi1AvvcZ1XCS5f/1BMjH6t/MM22JxyJDC07ZUIw4oEMzZSsNQELCLDQucFqMc4XjQNtvaRczG1q72Di615bNssyEmCzAFdUjLwQgpo5sJ1WZVUJZfWiRR9h+uMZYIMhUyUtxpcXvCSAHMEtjSTSGIWBpaBEqy6u8LaiiNxbib5NyrFVrHdBKFCAIS7Qfgh2WFxpXIX2x/yPG9A9IgYCd5WZAdLKFHOv/vHE3mN8BXFtlj+rN9mbGWyjAWTAegTM2XniGcJwKFKM2u8cWlgczaE8dwJfHkMfK1jdMv6pfqKN2bKh+CvnGy4Lj5IdlO2mbVfppPpA7KdEYC4kjOn1bt3f1bYxQJ2si4v5qWrm5MlZe3jPcEImWoh0vCMz0A1aApMHKrQqYlUdH1jsOTGd+CnciMRfS/wjpKNpkpVqvS7lt6dRJyp5QQZVFU388r+/GQ2nyUeb3qW8H63S1RZEVZXfrI9CR803KrkXaLYdv4e7stuku7bH07Aqg7dg5V8YgQXUhTVkjg1i5rWe9I/ugwIOvoV9xhUPIege4XqXNpUymn+F1MXqBjwdkY11kbhTgRBzmJikEspQ6fK9yI0MaLsC5LMCU+JSpORgr/7vw8R1ZQ4grwFDWu6IvtrNMa6ynocRZNKxdKc2BpS/PAXNZwwAytSvBKsuVViHv8ngP1d3Hr/Htyo/8eW8vP7fXFBCs67E6c64Az3nvaR6zs9Bi27frhOTAYQ9uL60ZLflDlBNLedUJOQrlQx3YT/qYuXKEUa7QL1Ypwfiiz5hbaEOvZK35gCdvDBJCHhcZAp7vf+fUlZxyQ6bxId4tz5WTrL4B5gFxVRcUILZ9GfMoCKgjYxhgnXYUoK8xZ9Nwb3fOylJeZZBPkkfjDolm3QHa7zs8swJZJs863yqRYj7+LVgvOZx64BqKduE7ZccDLo8SX/XJDgXi0L92JwVx1AakDdss67+UUqRlV6iNJ4xB+RKiMMiqM/WRAubmtq3u0OnP3KXLVxqu85e+Sg9Xpf9teUX3to55O0FkQMccV5SnfW93rn96+apBFYf2bQuQH9r926+1awHyvcOU2oUpdn+9APIsMLH6N/NMC52YHbs4FN3DcCt9M2UrjRj+EDgX4xWzoiuijfdi3GEkysQXQ2uZjKx0dmEu45NafutgoLLyzHsO+EdbY7UtRYPavuqir3JgRsgD343qi+6EHHgEOAbTCLPNwUUwoYAdIXiqcsSQV2WMVAcxXwLkLRifJxjB0Fm3J1iMYTF946hNHqRDEAUsE519GcoNEX1D31IPFGaMOayEEIytBSmMNFZGfUljX5ZF3QA1AZzDnRCiA8BO30NMsNV4saH8qOJzXPkUhVjUq19sXmXvJXxrvKo8wFoUbFidMx8yFrGGwp857kgA5ot8sos2LODK0mPjSfgB8BFdsVA7mrAkzjsAXHlboa83AONbxiYAAUKyyiwK7136bQpgWOE/Vt/eeMacmHWAI+OrikBLXaVMoS16g96eyFP9lDcvh/0mMOXmMb1bL1lhAuiFNOT9F4+Bz/ueaKOeyIPxzBhCSZMHGoT1AnwiXU8o6HuiHq08enZNt4pLANKw/+1/5mwp+RgTuLTMkxG0uwp3YEl8A+rNu+itwwGXAbYVl3jwb9Zy3NIAH85a5uMZX91yMZm1zgkM8+nG7PRGGPBOyhtFMfOl8iaedfkogw2t1byPXYC3Pu2Eg17BWFZOsT7eUSBrjqMtYkoM2keyEOVRLnIA+RCKjoSWA13OslG9w9CC5yg9rFU0/X/jxASwj9WdZw3W3wZoT+J3PetE+WCEE+4co60bx9tmv8OHnYEy9FHbeLmlVl4WYE5dxd/RPpZfZnxkzYtesVE75JQ2yRvzVvlD3SjH9oV/NqrxMM9/Ltzonnh2Q9PXY4vrhhAoRNSmjFn4H74vxjY73q07qxg/kSh7EiUO+dw/Y4uzFvjKOxbyDYaKXsmTil/kpoU+Et9CGnysh2OU/1KOKF+F9A+7aJjLGAdS8Ok94Yq1H0axwNlvJO6zGBexMrOeae4izIrDc2EJVXhS5af556Utn0RpH4oPW4D8UOzVAVKnFiDfs4xkWcb8egHkv/7m2x4R/gBQ/eLVpIU1C4gWv7J9FIsnf8whcC7mvi8s5KmLmLbYtj4tljaU5Y4AaNzJwDxi6YiVByA82+OsawrP5AVWMDbPrHtZfMBMEkcW+rQ/jHxWurznCDykx+I41i998UxtU7bNw/qIWQPw1y4E6lQ2P7UjVi59Ud+iMlAC6JvK85NJOyDM3TBmu4/f3a2wRXQN9Pc6UK+M5a0dQ1LolAWKdeZB2e3Ctizu5SYqVPYAlrAbQ32fFea5VUF4JR0Ku7DcMv/vnJe4HkA5hQIAK3jAeeYyFGv4/v63OTS2yBrdlinhFYFvfIbf9GbGmKyuw63Otuyse1m5sf40U3azaayve9YDQADmYgRk9bu2gWfRHnuusVzVarbZelRJp3mtmbEp4OwvkYObq9CQFZcdEv67yXAbEWtrPZMSCwVaVv59/ZxvlvpUBQPwiy1AKVQY9nUdWuX1rAyFMlcgaCm3D7WdZDfUQL8iHlOuRBg/rAsaR5rPskJ2d8LTAgAz/zEPwrsJ+CIdZfNO35z47rwxfuvM0w63MrZceMXQkh9FQ8iTozAkHT6rqQtgJiAZ8gHAH98VAL8se6lraEwkWsPwFh3AW6ONugE0a47jQNgssBjwEsWBrZPusVbmfVhe1v+6kjxxY0M+AOM/kEMAACAASURBVLihrAVIj9Ldu6QxZVNWWpfHN3tLatotNBYiX4xc4CVQFP7anPOCkoG+FtAOrdSd9rXgKnMr+didS3X6E0tt5CMOGVV96R8PrpsDgUPAn/IZe1iOI2taBQz9jdJe+WWFGqd2XWPtpnwpOPgvZSf1aNbFGemknCAfLo0b/Q9D+KKYLJTIDgkYrzGFIYh2fwJyA3ZTL68sGbPDfyc8zzKekmLJfmO0cSjX05a4SpNiDZqxyFd7hW2tsUDo05mzc8L6AoRDB3XWuw37PnGnP7nUcO374LzDgp44RcpJ0aN5gTR2PtJ7hWoHr8RsQtYXr9y26sgAQTR7n4wWIN/7bXzdltAC5HuWmSzLnF8vgPzhk+d6TPjTopXFBGqRiYUwHUpfto9i8eSLOLSc65YP+fbOlCEPNfmxuvBMzFVZxhZmTvUvCgUcIyRw8FIWDVnPpTWHyVQcKRDIW8+qhGJaAMVj/dIXz2Rt2wzAKTAEJhUL4zvHJYx7OI6K2kS+4uUztS/qHSsDv+JiuBEwiujmPQKsBA22o8fyHerP5BMShr1Mm9k4fOt8u2Wt5LUDo+oYU5kI95Rnx5ry5DkClgdoF33pBRTmWHbH6PsnTpYFK+OH9whEKq9KKICaPLIubR8vshCKlSsrv54cp1lrR6z88BkCt+rZk0qCvO8NS2qVaedyaBOoFQJEId1Z/xGgyXsgurH68aQaSGzWr6x6hM8FfPXWOiVXV2UF85A+WcPZs1HyxkBvvkMxzRhI3NhV5zPEA1VxldWb9Wnl3TOylMY460g4fvP+iwe3gGNWfI0d+CnxloxFAXqAxqwBrJ24qJFyWvNhLAQUt8BobI3K4tdRMFHfmHIAd3/DRwnobXRbAejnvyF/OOzV3PYS0AoPnkVH0l6N505Y2YH5HrBZwCP8HPxfeHAsMhptp/pQ5i3TE36C+zyQ0PYZwKfKop70FYoAtT/zGe0GjdTPguyUDQ2WH+lS7/ZOD6zLAl8AtHbuUE4ZpZDaVnSF8zNtFgLS0Kf2UTpCDgi3/7PuoblLfXJAVY0Vxrht49g99FMuPNSvplZzNyWFNun5zuz4oQ1oK5439BXjY9pxr1RCTqC94Dm0q4u8kCHvrB18K8UHz8kzVoe8ZxpTfneFOSTZ11kHt4/fl1qP85yL8xTgc7PyVr529xpjmHIwwGE8Uq9QKaY24myY2DoiYw5oYDdFFg18d3Ys5o0PlA+qF/NdVp3ynlMP8vjLon3XDYbaAuSvm67u+4q2APmeYSJjk2jes+sBkP/uu++ji0teu+S9E1Oat8hkLR7S5GIBkVdG0Tu5mwiZftx0+AW7BLMT0sgCTdoq4Ia2krLQh/nF/gtcgwGkPBZ0rD0IYYS0MHuhov3bdNtpWbBVZeJeRXlZpoF7PS+7XVZ5Eso6PM/qtqjvuvsef7XUAQDB1s3SmXVvhYKbxybCFcJEVvys57K2wY9zd+vTnfSynKVeWbTGnmPVRBvi3qQ75Q/WtAIbQoEt1laxZxLgstwq2XYRoFq0eyFWDs/YSkxfCfCSKyueATZkpeO5t2oaneyIyDq7gjFMXjGrpLy8eWcFNYQ75neUXswtzFkC1JP8ux7GWZQ/awxpexJY1RkDzcx/0Cur8r6wCMYPNPXnAgQJ20vrKcJf+K7Mf4FV7NiyY3Yg3LN7jHpnuafIqx8CMWlvHN078xu7i5I+aTzDJo8m+07fxT8qHKzZW33yiA6sawJQoU7im7JAjN6iu5Vv78pMOnyy6llRfK98G2X4KkAygbCAaALESM88y/yU+n5u76xbu6aW7B0enIMPB2QLAWatH+SH9WkSJvMpZcX4R0BtAaE2PnyndpKwxtnvmXvJAmUMRaSIIH+vUJ/5kV83AWvhLZEFrPW1gEUZ1JAOJTp02jWY57QjcpFASVsH7mlTuWYhjrUiD+vEf9rIgthYxSseeWWVgyGRp6V2ZlNC81ZvLKD0NtRaJldjKLxlbFIGjFdetm1xkRcqKYjHWgrPbNuY9sTlzg2jEytods+ycwxZh7kNo4b7Jm7wB6zrHKtm+Ucd0BuOV9XBhrbPaUPKzlo3cEEIn2fdyMA/Kj/a2Fqj+z6puVHiPvca2eG/MfLiW0vjjuxI25HnKqsoFF9rZXjGk4yF0vwtXSM73C1T6/WJlYHxmtLanRSxuOEzyc2MuyyXnmAPGpeUQ/8I4GecWhmT97fnGBRQX9FKaNsipC3vv3CPP7cA+b4Hb3urxK+++sodO3Ysvc6cOdNbRbXyDVqgBcj3LnOZxbxfD4D83qNnuiVsz35uo3tj0yG3Yfdxf/1+7k6/iCBU5i0SsXeA3Sw8v3lim3vx3b1NXS+8u9dx3TYuYbDFrKo8lVGFWUIwkNVaFUWDGLoyjBX0iRGmDSyICoCAxQrPrR89WQ0l1iz17ZWqa1YoJi4G1AhQIk5W+thzD+bXBKH+PsRNB0TaNozRbJ+J4UdQkIU77Y2VqI1X9l59j5/yrPmlt5/Lp3SRUBWrE/4XqT+CR2/TOdDyv69mfRsDOWNtFT7T+EEAKqqbLJWqjFVbngRurHM4TJY+4yo7T7FdWHNL6PYG2rGOJr+q87mss0mbN/5Eb55vVVtfey9wpyfde+Bep4hmS0N4r75/tETfF42Novc6aDNrLdOcFpvnQ7pj/yUQDkRAPh03OdaGsTrpmdxPhIeCF7V5mffql7KKeNGkUOtzmbkXK3p2iLCzA7CFEHdZo3po3ZHVX1V+QHWRcpo5tUzbteL0j6xTpd1RNvL9NWuxKYU1VrYaJ1khvK94dl/mmJ0pwKc5ICsE/CZ9mDfAmoxHlPbW1Nq47kebd4BggLhclg7ead3E8IH2+8XURBEXA4itP+ys+drS6S3VU8VCHAxlTQ4VIjE/7fCiolX1VSgrZvUJzzEMklJQ/0MZBn4foFH53lRzj4fiwdaDe/qZ9r5hdN2/uMonJA/47FhfkR4LX9HHWSm40hPoXZUvQZYTzZRdxHcB2gq4FZiP0j7ve+GsK/JuxoiB+mqclTEKgLfybThyS4OPdwwzJix71/OEKO5/UuNpiauLcsK+YvcIh5/bNiI+yhPayn8HEw54hRgyArtSULrSrspLsgPpbp9zrmF3S+zbUDqFMkwjfUy5dfOUZCc545rxnriCwuiteAeXlHBlFIKix4aSj5979323cffx6PXqxqPub4t3pe2s9o6F1AHlA7IG3zJjhu9KikjSPLRkt88LZYSlpey96jz6ufcDZHHo/m1ZyA/dvu33mrUA+f5hUq8HQP6drUdymYuQ8di4+4TbcehDt/Pwh+7Exxe7fBsfXcD6LAHDEejLLhpYTCYLVodr5jTwC5996d7qeN+9uemwe2/HMTftxQTch5GzBwXKLQlllaKvvTNlTqswfzAilMECXrYNBPrrcB221pNWDEpMKNY2XRbwkGmOlStBBEuImAUQDFPSDyXbpwaICEQADA/HTF//58DOG0cnjCcMZKwd7DNZ8WlMeAVITRgqC2za/LiXQIM/4b6uP+V1V2jGYpv2wFq8P+jvzzK7ayWtvsf1TVE9UNjQznzzVUFprLv0reLTF0CO/1j3heMx77+A29iODs4FkWLHKgPz8uP7AayBlrw0CHFJ3ZtzkYWgTHq2jxe1c9n36RkUJXc1he0gi8Dedjcid0LeZZkRhi092u4cE7xtvKx7WakNRJc1skITWJJVh/jzupVc2XFRJR4KDMZlKf4iolCQMA7wlFXuvxaudQL+KSt2/WTyBvf4ou4phOW+qwrvY9tcYEDWDpys+rWe973MA4DHrq4id1s6IyEGvtq+z7rX+lhlnYIvlZFDbKzr2fC2BLzSf0IPqk963/v1tmChjzOyI5UPrA/qLvHMN8b3KYDYnhciFypZlqz6FigXRXoMbGRNvHXGh36HJ/E4y4bzVnQwO89YY6xME7az3AL5+hm67X/cnNw/LeHVZdkvHp54tPWwtsQoQ+mSZ7tT4yQ9x12PfIXHZBRLHzLKLcaCmrUpJocoDbyJ2jqxQk/AbpXdjNGE5Cm5y7tp4uFMZQB00CeSs1h3ina/9Rwg33WnhdrFhgKJAefFt6t9wpC6S87MA/zFEw4bW15+hSalAwOwyo66fJ8Yd4TKatZxduby7YjmLNnLG3/VxnWokLLtErtX/sjBsfdFz/SNbDzUFfsIwZDzn191b+465+a/ddJNfeUDN+/Nk+71HWfdmUvfuP2nLru/tx9I66o62/Cn03e6t3ef99n+bEYC8MfmjCKaZej3/Obrx4i6BciHo7H1v8daoAXI9z1zikBwPQDyS17dmin0xYSiz764UjiuRz77frrQsEAXLRgWEB3bxMEjn372pZu8vKvgCSPLAof7EsoQHfiJ08KHdj3LMgOmQcwOFgN5jKPy9mF7Z7pVs6xQbpl1GBnog/EnP20jjFmawshoyyg0IrjEQArqIutN8s6y3sCNhdqGsIh+tgCKWQW4w/d6bNz09TO2kwq0ARykHmE/U1cxWNTVWi6p35th+Okz9aH8XfZ1/XUgbbNCsxRK1+PhrgBZjIcsgaDhW88B1ADNyvS7DqGu6rZGbqwQVNMDtb0bj2z/mVm0C0jGmiqkWVay/huZdiKdR2N5Yc2mb6cQCE63D3fk5hkrh2d8z9CE+4SQ5mb/p+6KCuoZo0mCIvNOs+WXTac+AdiJ0cIzq7Ape+6JzUv9OBAPddWhy1UFcuonq8LeOngbC3U/Liu6CoM2jWnSA5DGxoPyJw5gFUpn1jfmK4APHV7Pey4OeI7lU+YZym1fTpPWeXIzMhCVOmXqP9TjoDhkzrutLXEBpTHDtwFgG65hgPE6W6cIfLVzib2/zRh9ZPGhNr7u5XcZxTG0YZnOoejQKF5PSl7VIy8c1rar4eBOypHBCumwSEV5cNOkQ56f415gJu/hjcJvFDd/vMuSe+DDrWIBFy/waPCL4uNFc+jm6f7aAaZlrIz/P3vn4S5Vka39f+8bc9bRyeOdfGfm3snhOo7kDJKjBEEF0XFMIOpIOpxDzlGCIIIBUIIoB6zv+dXut3t1ndqpT3efc6D7efazd+9dYdWqtOpdq1YxF2FpyxzsrZ2H9VRBfqXPHcMVyTsod++ffib1oFcbjzUVl33Hc5oyQnWoO/VurbAZw+AZIDE8QqkgxSTpfntcl/eVzrONV9aIgfzt7j25b8EgArAawJMxmINTUXrwTusvDjEuYmRRU8gWO7dJPNFdbayIgRVxBLhKXrXraRl3sQZi3iNNeEgeyi/tLvC6iFETaTw050L1nDXyCAF/1hS27QPa0/7looc4XF7hNOdcJn1SqtBG6PNpZbDvdSYOeXCOkv1W9FnrxU2H8gH5XKDEObf35EW38N1T7onnDjpcyvxlyQE3483jbmMA+C98NzGQskqOIjSzO0V8RRFwq/w6gPytUtMDUM6hDsgfPfKJe2fVAff84s1u2oR33fjhq/OvEavd+Alr3Pipb7sJ895teEHRH4H6VgDkX1izoxRvv/zqmu8Bn5y/5D4+f8lxr12X3ScXLrtPL1x2j09LLCSZDJjQYyep4xORb5owvjNxs3tl7d7o9e+1e12fa91e9+91+9ycl9IBGYHy5AHAAOjKZHz3pKPVfPkGsMEkjyCIUC4wQrRxt4Bt1mSoSRsAPCucviEASggjH4Ri/RdQDz0KH94B4CWUiV7yhg6/iKj4ieZbYl2TbnkBAE04+QjlGd7w3gL9XuCfdtrdPjLZhoqwGgPz+tP/+hv3BxPrrWkoCwKh561ZTABqWIUN/FW7zFNIhHWh/1pc4YO3v+VoJP6fZyfuSxpdNKsdpB342QhNQyWO3LQ0YkVjQdA8S0PxQ1aotE8Wo2pDWXf5+ScO7lEATXkuOuaEaQs4s4fDij7ubBUnfS4Wdyz2AUMZu3ABQHuxYxBhYv5Zw3ylCGgEWFUbzdtCbsuR9yyf2UUWrGFZZJ3Wjl1CnBlAXeS51JJisOjcpTKpfclnbx7f2v0dQI7yo5QSzUXvWsy3yhVPdffCU93ukQX5bjks3dQT5UpThP5vBexP6v5YKhhBvxSASdg/9gOUl/KD/mZpLfIsAKaI+652t6FbPT97+DdtBEAWEDoEWv9rSgI8AxD7cJV5ACvyIm0gDGMNYgBXQ+AuDM9/9VnyZ7cFCknAcHaRoHDiPWkRVnMKshtgtwdUkfco3/BtXmGVZmnKe9JCnrVltc/0h5h7N9qT5kl4mJYHACL9XDK+TZtndmnF3FWJ/2lgf4xv9p3Gg7vGHfBjg13jCJimv1IfHox++oNkDTF2n78jD5E3Mop4zOGt8PnOsXur/GLssfmmPeNyTnJ2yAP9Z/55cExNWeTXkjoLrACoHMtbinPyoJ5lEKE8Y3d2IxXd9SY3hFnK8hhdvJOymHpICxO+V73admEVS6xv5B5KBldFaPPuDCs+5AmvNML8+U8bCPkWcyHDGhKFktpPGIf6jaUfe6c0AOVjxmqK49fHk96voy9r56bixe7sGIDmIx9dbisSeO7SNXfniMSdVpk1KQo56J36+vG20jvQmXUA+YGugZs4/6EKyB89/IlbPK8rH3wvAtCPW9N2YP5WAOTf6j5YCjAEkAcEL7KYYZulnXABaQCIudCM229smyySZiNhEJCw+LH5FXlGYEZ4EDhBHACOmHKByRtBtWbV0eMtXvIsExFKZYkgyw8EeYFbEqyweosJCPYd+VvB2JYR4aWIZY0AAS067gwWJgiKshhR+gBieds4G6m3/saR6xHKBDCtra+im7oCWMQaxvKRZwmY1EP4Le8/uwa0qC1ysGd/yxmLz0KVclLGPHpj32krxMcncSz9m/kdFneUnf6IT80Yf9LeiW8s4MrwyIIjKOTS0ue93f4ry1MtAsssaGweau9ZICVgtXysqw+l3WN9yuanZ7lFKeO+QHEFNqcpEcrw34bVvAUIpLzy7t4SqaLka4dF+a8rvv3zaBTARD2xGM8rB98feeZK1ZIN/+SWN4PlWeMbIBv0FikXYQBjNA+0UoEsK8kiwIdoZ3eJ+lNMkSs3ZIQB1FS8rLuURABPje5ewwqZPMvOJcqb/oRrLpRIgKnMy4COKFUGagfZYGnHA0UHina1NQC9EDwG4JKS1td9RQ6k79xXcWfH+6Lgq22jgOTExdWJaGAeqB7QanadMWYJVFLY1PuwZKeVZGb8sNt8izyrzFjf098A2Dl4nfmZsTDLjZTq0hoBZYFn8FiyP4D472atd6MXpe8wlRKyaN8Py4trFnhnFWtYNct4xNZHkTbBOs4a6agsyNth3ln/WbeoTlkHIjvB//+evqHiCiexxKdeSacR0Nrmz3yh/LjTF1AYsgMB3/QYI3HxDM+ZJ6h3DuzkImyWsQXyiNIP+5WlI/asdV8ZRbMMwGy9WqUDLoKUl9ayRS2tUcxYxRF5IX+SF8ZiyB8Cxikz8x33IgqFuydWdoKP3VuNR1zag+hNu8NXrZfFa3gHXewCYF1N24Y+aFEY7SqlzaelnfZe1ub3jdkyIGgj7m5UDuogjU7eMy7rPIkfT9vpLn91fUBoHqhMO4D8QHH+Fsh3KALym9YfbQ4QH4D1E2a807YF4q0AyK/pOVSKn6s3lQPw2V5994h0MJwtngi9EmZbeX+4Ymkh63GETgRmLPWZyAFnWUTyLhSk+M7iXxMiwicCIhM+IJgVSggjIYA76YXb6rAeBbyTUKH4/GdCFTAu0An/llkTsP2G4gMaSANrl9hCx4a3z7KaYVsydTFm8XsO8OfhQLnCAgJBdjAvqHXwE/WrMiKoIKzahYS+2Ts8U12XXXRyKBJxm2m5W7ZfYD1Wpf+Z8i5MJFinWYKVpWeohZcvcVxa2XaR9cxCQGBfzMItjwfakk69Mb4gdLP4JF3AOsaLmsKv24MESrMKyE8qPk7YsmibcxYgr7woGwfYPTimy4/t947c5K3M5O6ljHW5PeyOslqasp5l6QWv8J8v2ppxl5U8aectfKCR+rljdOLjEzCmGTTkpSGr0CILa80lzF8syLP4yk4FzUWDfXeMzkzIdY1kAD5AJOq11bsYUMTeXTnosIhSF3lDMgMgUKz+dVi5gKmserTfJEP0R7kqK9WiCj/t7IPXUozzHLuQAZETY2XuvIu7LeoPXwQY097yrNMZk6sy6uhdfqyjbcktUlnwFVks1gb0jrEHq2sAM2v4oXkVC1XvzsT4mqYc+s58Ql8iPd4h69m+kPXMOC46Qlc9ZfkthRzpIY+jcMCCmfHXu5KpjEN8x1ioSH5yVVXEOCdWTgGrMUtn+jW0hAY4vPvWiK11ax/exXZmie98z/JxH9JGfRPHjnucfWFpwZ+94ukwd+KE6yqFybrXFAA91bbN2Jq4QNrgAXfqGyUi9Zi2WwLXSfeP6nKshTjHhnp8cHRghFbCpYpkMMpVpt2yq4U4tF9bbimyLMDNWpSwZQBpjMqQg4mXdomGe6ac8GG0jrX0hM+sq2SYB6320F/GlVjdegt7cwbBw+O3upmrkjzTaOM9835iSNdbHVcsX0LaYv+1E2Egrc2Xraud8QbPGE/sTlT6NhjGbSO2+Hp4bNJ2d/TslVsAJa0vYgeQr+dH518TOTDUAPlWgfFyddMuUL4DyDdvMYBwgzUniwEurAh4V1bQ7U/4qoXJ1A/rBJfY5Bt7d9vIRNMuf5WhAHDPyE1VC1Lvd7JiCaRwgN1MogK99R4B+86xCVAgi0fufJcQgEARoyn2jkOhiEtese9p76xAGNsyP/7Z5NCvLCue/tRPs+MKCCjjp9TyRv4XiwAqiocgrYUk1jTNLlOZ9ATgqE2Jxry7LJBoQ6MXt7ePlilfK8PKSh4eFNneitWVwPL+HGAIsM42bfJNu1j4cYCcLb8O2ivb59UWNN78cmrjh/gynkMzoIrSLXKXVSLxWGznxQHUub0yFrNAacXvlZ4zVf4DVsRADOhkgXvb8GTx88dF+931G9+0gpy6NL/88ku35+hZTx8L4Tx+8V1Wo9QPVm4sRrXgZZELmGLDcODYpau9rvf6jczr+vUbrtB144a7Xur6xvMSfuq6ceMbZ68Ll685rL8oEwBD2s41yk/90TcI+51J29yeY5+6k2cvFL627Tnsenbsr17HPsyP/+7Oj9zdo5Jt5rRtADl2T9n6AkTRLhFo+9uSfVGaoJfvXGUVxJSdeLcP73HHTp+Ppp/Hi3V7zrg7RyZl8eCGUXLb8uDTuaoAQgYZUTNioB/BA0Bg2h/ApKxqoe9PC3e5zftOup69J9zarYfc+u1H3Jb9J/t37Tvptuw76bamXftPujc3HnCzX9rk5r3c45a8vjW53tjqnu3HtfSNra56vbnNTV++wU1autZNfm6dm/rC+tLXtBc2uH5fyze4v89PLOPZwVdEAeoNUSq7xSzgB+Cq9sjYUdcGjAIsfK8+KJAfK3booG0IVFe6vs0CwE/70H37matVuVlKAMAoDxZjAFPZcatvOteoqNzMGMgYQp7NUqoyR8vdky1T+My6ATA4bz2k+RXFatEdaOI//S3h547UulL5HxuX7GIJ1zmMYQDxWeOs/HQnyp7sdgHPpSzkgNUfTNjo5RrWGfiMh14BvQ/MrJ1FhowtHlo3LSpr3r02z/XUuUJSmtyty07+s2aDVi47Ztk49pm1FIZfvCN8mvwgWlH8K37eDknF4U75kzxqCgt9l1yFjKJ3Ck8bgv96X+TOvKPDjrmrL1M+jRPIFlIs2/EiLX34QrtS2TUu6D/9F2UAZcFIKBwjJr5y1P105i7vzuU2YzAHDbRn5tZwfNIuVsaMooqPKt+e6nanPrtaJ4+1+8+qbR+5B8cmc7H45Plmys/7YcsPOw6WvRV/HUD+Vqz1NpV5KAHy7x/+pCWW8QLjdW+HX/kOIF8MkF/wSo9btmqbv5au2uaWvplc8/7V7Wa+uNHNXrnJPf/WDrfy3d3upcq15LVuZy++cb2o653d7rnV293cf3U70ln02tbMa9aLXW7Gio1u1kquruj1fwsSS33cuqQJCGnvtQC5d1S3m/Filxu2aJP709xN7vezN7m/zNvkRi3pctAwYVlX9YApNNX4q0eo0MRp7wJGrBArbTffCCuLhiIWB1XaF/dWFygIJNX3GQslb91iJvTfzOz2i1QWqqWulZt8fVPnzb+63OyVxa9fTU/qm3oowgMbBuHT1lWRLaQIdxJYfzR5k5u5YqObsWKD7wO0jWZfM1/sclnXiMU1a508Szhbdi3M4F99+ht9WejTpa8VGz0/4EneRT9u9JoG2PH8uurVaDrE+8u8Gv/oj2kAhgVlHx23yU19oS/901dsdNVr+UY3Pef667wu919TNrlHxm5y94/u9vefTNnk/jafuBv6XBOfq22TFtBq6zTvWYvMfyyIpx/LE4Bo6vMJuDQNwKlCA4qsvPzC71rcsZDKsuJmoStF2c+mb3HL1+xs2TV86bY6twrwCOCIBX3imzgB4hknfjFji3tudetoseV8jjn2jS2OM1c0R4T8jP33i34zxhNXrrV41gU4ZJU9g/kZv772QEqU21hn01e5eJYbAMp336jutrpXe3LBWvfw2PodgoA7tCVZrBbhO+Ae4Wh3sbrNeydwqMihhGn1jasGwEPRi1zjdxTOOONd6HhQtaKcIoxcYABiZQEf1JGAmP4oM9Po7ryvyfG4BKFuiro90bjMrr+wjcn9AwYIeUYPzEmSaQXYxeRwADpkFeTtsM14GbWqlErcDBJe6fk2563ir3illXaKIs9kgciME5LbGEvYFYp7p99M3+DPcmCnJReuVDAqKupLXO3uf2ZsqOs30AnNHCorhQLvuOSCTnHDO4YyhGMOCusj67/md8DItHDwXXTY+yPzL5YCbwWyezonH+sDRtMWvMwUuC1VnrJIl/U07y14bGXzsm60AImVz22+3Sa7KRiL4Q185b3CMKbFwHRokBEDYTGckqGV1ht+sg8/KAAAIABJREFUPTB6dzUtQGXasMrCd4Be62YUcDqtfsL3KGU0h5BO+F3909a5FDPQXHQMULp1u4ahfWaiDIBHajvMCfwnffFB8dPutIeakqQmh6gOwnsis9QUveF3/tMusuRg7QCmztLketGrHc+k+3LPmTahfunZXL161R08/L6b/8Ze9+vZ29xdI2u8+N6UHW7iv4+67cc+T0/gFvjSAeRvgUoeqCIOJUB+8dwm+YwPXNUIiK/ex69p+aKxA8jXBPlQMByK/8cvea+6DRLBRBNukbsWE/iSzCu7Fs9M4IABWM8ihLEoQCDjjqUcgp7SJawWNQgSco/jhbqK5Y61dMijWQJSQsMRl+XLHmFOlgdaGPdn4Z7Hn3Z9l9VwGSFXfMV6D949MqYGyiJsUn8KY+9+gVHZOsrijUVdu8qZlY/ciFCveW0eZZD8u7Iwxe1NVtq3wjd2ObAlmbbAlVhKHXa4kPIWOwaAYrE8kPUOYACNRSz6bdvVIg2rsP7Wqc7qKLNlHVoY86ylFK4JWMCyGAJI9gtls4DngLv+0lok/vDKtvXQWlDtAf/Y4W6FIuk2I4zmGRQUMdDA1rGeAVc0xqtMWCey1Z6xYjCeBZLHK/z5aveb6iV2x2XLQPVPdr4IDLW0MbbQlvN8U7NzhXiyAFZ9Fr0L8OjvmQDwz7rWsmXRM4ckahwAqCpCI6CI2mV/acxrL7fqd1lYw+cidSLgE9kwdkAjaVhlF23MugfkO6AhY7iAQw9EVyxisaotQocNI3nZWhFr/vp/TyXAFEoEdmowJgokpW0CFCPrIsNxodxVenxHboNHKCTVltPu9Nki5wMhRzO+kg7zG/kLkFW5aPvIE8ory20cCj6FQ0ZVGll3AaTwIisc3yy/yAdlRl6c2PcwHeodkNTO8aRPXT0485Oqv2uVjTuALncUK2EeGiv4jpwQfk/7LwUT8ah7tXHoI44svflO+0hLR+9Zs2ntRBysrvWNO3WtsZfvWZfaSZExE7oF5COH2jz1rF0iKDz1jrWnaICHRazYFVeKFtGncgH4Y0RBuoTR2pP0Q6Wa0ordoVO0If/dPnK7d2PD2IHLoqT/fuxdsCocShH6j+9T9PkFl6tjDUqoNEUc8qZtC5SJuvQGcYt7/U5N+qp4TH6L3zs1UBBgXb4A8kePHq1ep0+fdl9+fd1d671RF+5W/tMB5G/l2m9x2YcKIH/0SHus4wXKt9pKvgPI1wNybOf999q9bQFCWrVo4mAxJlcm+aKHwSFwEAfLjSJCOLQLLJHggNDEYhqrBO7Wah4LI3vgHt+Jh8CI4CJhB2uaIi4dJOxYoRihEQEKoYfFCPklW8ZrFhyyomGbbav43+50HxydWPQVXbzAOyxBJGQD6nPJH7BvB6N2+LphoUM9ymKXb/hdHmxuXlg8qh0ieOInWm2EO0IzbVzbgynrUATmWtW26PMs0i0wL35yH0hQ1paZxb/oSlMc2XrnGUWdFsnNOBxVCiD6RphX3n+BNneNSF+4MjbhP92Wux3PKHM53A1gFV++nJ0xfOHAu3OSH3WsCTlnIIvHgPF3jN7l24gOHb6ZlG7WqpXDh7lQkjHnD4a6op2OXfyeA1QDgM9zUWHbtfqVtXbMquvwm6w5m9HHoQtgHmUlBgoAiChEANKZN+Truqz1quQcFIO4rbDl7zz3nx+SSSVXhm0k/A9AxXyCjBN+s/8lr2ruQY5A9pQbGb0nnYfnf+HTTED+65np2jz0DEhKeqEbQVm8Aqzy3YNxcz9PANHJx/w70RG7e5cxC9d6UF7fPQBY3W1z0T0w65OqC0nCsFtEijRkvnBtwHgkP+hFzoDyYHBlB1PMUv6Jeeu8Bb0OHYcG0k0DPZkPBDrC7zxLYHgsxYAUFQJfxf+id7lgoR1Y8Fy8pS2EO+HCdgS9hAecDfO1iiBfF37HQL07MBsHoFa+6kUDRjTwjv8C5CULlRlnLYjPOGvz1TOKKnYrMyZqbUGeGMBYC2yB8rTfNAMa+oDaOfwFnFc+9i55KlTWS873vDXnQti44bPAd9aq8AwAXPUK6I1ShPRkDCLwPm/sUD6sa7WjhXag97G72lbaGAJ92vECTdCOkgDl4KOLrnlFHWnY9THh0q5HJ2537+z+tMUoX/HkY4B88di3RsgOIH9r1POAlHKoAPJvr9rfFnc1AuTHT327pUJ7B5CvXwTgz5PfGxsPtJTvscXXxKVr3aRlzbm+OyGxJEUAYKKOTfp6Z4XEP8xK/IDiC7TIRfi0SV7vEWSsQGWFOwuqScBBoCtySKusYhCaJFwrz/CO4Ca3OXx7cmG3m/fyzXENW1QTtLB4UL2m3akLKSZ+8nSNB7NWdrv/mdXtcFkU8o//35nQ7f7xTC08/JuDu5+VG93cl/BPW/+t3f9/N7uebtoF7V+Cvcr0w0nd7ukXBpbW/vBmFi6CVqyvXnNfbi7vxy7tdk880+3+vqDb0baeXj64ePXfM5J6pn6tki/W3lmkqq1/b2L5csBb2veclV3V9j3lhVo7YyyL5Rt7Jz/a9CPqf9Sz3e4Pc7rdr6Z3O8r0p7ndbszS8jT2py0N1rh2XJn7crf7waQaz5lPQitVFuQCZOnnj43vdtOWF3f9VcZN2ECFxYUWrurmrNzUkmvGivVuxvLaRTlblVcsXVzjUXdFXKfF+pfkgckv7XXvbjmSey1+bUvDMp4AQ2uZGaMp9k7u0gZq10lM9rxZ3skYpagbQ1msFlGuMsYw9ggElDzBHUMSzQWy0LWHdMbaQdo7jAlIExdMNoyA+rvGHaie5UI4AZ4PzPjY3T3pqLe0FZBoaeTQYsl2HszPOGAc+buqABjW7ayiHkCVnTC/mb7eHxztaZhwqI5WS3f4bOV/GUVgEPJwxdWQpdk+JwY/J7yRDbK85nXCIOeFRhhhvvqveULrDcBMfStzB+wmb9oEcjfPnKvlLbKDczRsuneNP+TDAowDoBKP+rJheJYVtnYSE462h1U9ZSUusjzhoIHvdRc+1Bd9VU0HAFcKQZ7D/PL+63yxNBA9L77AYYwN7LkDyOeA2tQHyhWB+ZSFdZ1dO9o81HcJ98iCS3XlUR3LXRJpooCIuXihPHJ3RlraxS2e0u7YjSKQX0of6JJyw/enDGOBB2d/Wh03igD4SvfOYAyw5fc7E3IOoqU8P521272+7WO36D+n3G/n73X3j93i7hjR4zgM9cnnD7k3t3/sz60ZEOAvJdMOIJ/CGPO6A8gbZnQem8uBoQLIP7doc3sB+QmtdVvTAeTjgDyt+1rvdffNN9+4G7ErOHzNHsSmA9qOvP++s1f1wLfgkDgOlWv27+q1G+5vSw9UBTSEHaxfEBYRJBAqOBhVEz8T9yubzzZExoJ3km2XpHHn+APeSgIrAgTvUACSEEvY0P8eYSVkI6CmCVAIlRLuSIcLwQ3BCitxCXYIUghVCENY7SvsnLc+aKicgzmSPZmeMmcJsXeM2u558as5e9yVr65Hi8Wp9Rv2n/NWE1uOXEg9OOfKlSvu/Pnz7quvvoqm0+6Xpz770lG/P5haO0SJer9n9BZ/ANCmg+fbTVLT8ztx4kR1KyfbOq9fj9dh0zMeRAmOebm2/R0wxSr2WLQIoJX/8F/N3ePOXbpWugS9vb2+fV+8eLEu7vKNyWKc9Blf7EIp9qyt6bTFvSfr06pLuPPHc4BDXRlXWJjpN3t1cgi4xnHmCAAKHTir91NeO9aWg2dF181wf//UZ+6dTXvc6g07/fXWhp2uZ88Jt+3AqRLXh27bgdq1/eCHrsy17N3EL28IRMb6U+ydZJknF6z3B4tyuKi9pjy3ztmrURAaS2Hf1ob15Pb7GJ3INcTPctvRKG23ejxAYniLDBTjffhO4DAyY/gt6z/yFXMM8qbPz4C6KAt51wjoSZ6ymkYWtjRU0x0NmNpbp4Akv/AChES5hcytvpHQtTdxf5Fx3pLyhS9K14+3FZeFepfce1It2JVOeJc1Mi62flFxVUVagL7UHQA3Z1NxIG5MAaL8oQmDIu/Oo0B5oAOLeOJzkCb3Rs+sEOhLG1A74F1Y1vD/Q3MSn+7aXaO6CWUY4on/4Ryn8sfuArRlAS9DAFyTyOqeNhHSlfdfa668XWpp6WgnA7uD2MWE8uz+UbXzOmxZUFpmKTvpf7ZdhAo1vosP8Lku7TF7/HoRYNwa61APqgON0cSjP1Z5GOykuXdqbe1LWNacrDVZizK20C6kgOU7bQ0L9jQe8Z72L3pJIyss3xiHxIt7Rm12947e4n40bacb/dIRt3bvZ0NOPPno/FfuxY2n3JPP7nS/m7fd/fmZHW7yv/a5nsMXhlxZWklwB5BvJXdv8bSHCiA/d9q69gLyY99q2IqniHDeAeTTAfn+dknrA43ngfihFdfknnb/5Zw9buv7/TsgZeaqGliCAILAxwKCrXUINPwX2A4dbNGU8COBA6sPCeqWVuIh6JAuAri+8d4C7bxHgGV7JIIMAh2ClD046WYE49WuXtyUgITiDwIn5WfBgsAqoY3v/7fsoPv8Sq+iNnwfbIC8LcjFL3vd6XNXU5UJNuxQeu4A8kltPbs2AbbU3rEkY4Flxwi+TXjlqENB2cgvDZAnralvHK+ORSzuWRhpLNMd6zX6oWhcveOTRsi45eLEAHmYcOSjy276G8cdB3uJp9yx9pr86jG379SlW45X/S3wqbMXWipjFpFDCYNrodsrvqiLWruqn7FThnaAi42i+TUa7sn5idssAWqioehdlq/fHtfVclobLeNQjYebLdqBt2otANAK5AaMK1p/NpzAM4GffAtdhNjwRZ4BoikDRiY2PMY0vLe04o5NMjAAJIAfcxGyrwWpmZuIyxWbp2w+9hkjGYGW2o3GO4x7JFc34vKluovAnF0DeGnzts+PzP+ieji3ANY7RqOwSHfhYuPbZ8WnDPADecF+L/qs9QwW1bQ30gpd1MTSCtuHdijjDz0MD7AswB75/VsVd0WqS3vHfZJAaCmY6oDpMXuqaZVpA6KJtkV+/bWQF80cBM4h2gDzgPS8R4mVRxtuWMV7gfzEDZUM1oKeXSXijfLXHf6q/9LHWCvpG7tS6sB5YwWfjOPJmQ6krzhpd9av4mXaXeMJacTcGKXFU1vG8h0L+Men73RjX37frd9/rr/iQdvif/rF115WT+Mf738wdYd7a2dHhqZSOoB825rmrZfRUAHkJ41a0wHkh1jzXNNzqPDCRy5rmlHEwQDIUw4muhe7PnJ/X3bQT2iPTtzmfjF7t5v076Ouq4kWw6t2fOIemZD4t0ybVO8bUwPUFQaffXZbJu9ZjEjIVTjdEdokfEmA+W4A0Cis7pR3KAknjba/w6cvuxEvHk4VDn8yY5ffvtho+mG8wQzIh7TeLP87gHytJj88d9XNf/uko12rr3P/zuQEoN37Qf+s0bMAeahYuq5eKcDWeRaJLL60xRl6GBc3HBg6i6MahwfmKQ2Qt9RcutrrPv78K/fFl/1XLNp0b7XndzYfKSwftRqolR95+lAa+BB7L5CtWf7js8qJn2v6dKOW/LKAxkVHVj6t/IbyAzAMtzm4kPjb3HWD7lyYRso/cmFt90K4OzPWbnincbqsEsjHHZnsNgzjyvghfJ9Gg30vC+4QoJYiB0tnGz4G1NvvPAv0bcQ9i6y/Q5/2st4uAkKH9PBfPKIvASjGwugdVtmEY36Vmxc/ry64khlP8XWnPognEF6ALv62FabIXQpA2o5VdqAgKRJfRgPEFUDv+WAOJ1U6uA8SAE0YxjrWR/Af9zcA5QLt+W6txQnHO64E0N/qn/3BngUUVqKBu3YE0Jbs+yLP9EXR8cCsT/vscE6+JeA2CiDWd2H/pd4Bx8U71oG8kysn0ghpIx3l6w9QHVlT5OPOBv6wi4R+gcymsByefN+0U/Xg/PQz1XLLx7vCs6MDnnojsMnHkvoZf8jdPaEG7hOWesJgzJ6TRv1Dp61DwjJPFOEtYR5d3Gtor98t8/PZu/ttcNdqmWjb0c/dg+OStknZUU5Rr/QzjOuoV+3Q4DvGF7f6rwPI3+otoIXlHyqA/JQxb7cXkJ/YcVmT1uxwJYN7GOsuxj8bFzO4nHnrFgfk0/jXivc3vnFuza5P3ZiXjrifz9rtLRkBw9HW69AYQDTc3PxsVrCVcETF2mBCzTIIoQwhGisULOqx+JCQYg8KOnj6kvvk86892Dz51ffdE0v3uhErDjisaHef+KIVRR3UaZ6/fM0DgChint9w2q3a/om3Lm020R1AvtkczU+vA8jHefTVtRveLc3lFDdM8VjZb/MAeWIfO3vF4SYFyyQWC/b68fSdDndSX35967kVyuZs9tcigHx2CgP3FQOAF97a4V54a2dyrdnpXohcy9fsdE293t7pVmReu9yKt/tec//VPWDAcAi6jl3ynru34sbAAkua82N3gU4PjWm9dTz0clAtfRyL1Bg9ee8AGIivQ4dDHrTyPz67fzxpo9PBinas4pkD2wHnW0lDs9PG/zgH7j46LjnkWNa2ITiXVi8CGmlHaWFi76uWsxHXRUqzaBtW+gk4m8jBoaUw5aGO8J+u8NzlFzyLfoGNgPo2bpFnAf4ApTa80mzUhYn8dhdREshlCNb/0CClRagksPTFnmXkI9cy6otYT4f8jsXnHTsPBA6irJDlOMZBaXHC99o1p7q0axlA3TA8/63ldthv+Y+yQmdIAQ5LYSI/6tSflCAWEI7lFXsnhRD5xL5nvVP5qjtXFvdWDa5QatC2ubQbQ+WDzyigsBbXO+4AthawtwA59OEiEHqp0/unfVQtt00j7RlgXPWrMBwEfP/0M96djHiob7rfNeFw9NB5665QYbnT5tKs9mmXWfyMfdMB05SZHSjsnLHleHVLYy5pWy1J7T91yd1WOeiZMYwdELHy8Q6QXm4oJ706MF4HWs2Poul3APminOqEK82BoQLIT5/wblsB+QnT32mpcDwUXdZs2n3CPfPvzS3hy81oIV+6M7YxAgoVXItcu37D7fngYnWhiOCGUBGbmLFCkWU8gs2/A0Hj2rVr3v/wpUsd9wWtrsoOIN9qDvdNvwPI9+VJq94UAeRt3h988qXbefwLP5Zhvd35NcaBdgDyR05+6pat2u4WvbYl9+IA0MWv69rqFr/e91ry+lY3e2V7QOFmg5qDKT0st2+ruK7BMjTNRQKghQCHu0Z0Ox0Q2Y6y6JBLwMqYjJL1TrLLL6duaIkMm1Z++VcXKISFKcAWQJ/AVX376ZT20pZGc9Z73NPYwyFFu72ntR1bP1jZyuo2PNfIhrPPpGvzCWVVAE99TwNYbXp6FogaA5oFBIaguhRSWVbe2gVgDVqUZ5G7+GNBUFmXh64ni6RHGFl9F7EEVl6AjMTFaly7aovWmfodoK8th4BuXPDk0YLCRLTQZ+RikzTL8Fa7Dmgj4h+W2moz0NRH0bG4191T8X9POOoEHlIu3yYW93o3ofDD7zomzIitVQtyD25X3Oc1AvhKMUPe4e6NrDqnfwlot/lSBwKRbR+R0kS8iN1jyjZ4oDYVi1N71+OVF98avrnK79q3eoOKvPfQqr6hsPQ16GAnQ/hNYbLu7CDI4mfaN/EyBLSlyCPPwehT/pdzEsO8oq6vHpr7eVWRwYG0t+qvA8jfqjXfhnIPFUB+7tT2+pCf8Mx/Wiq0DyVA/upX1/wCOktI7++3DiDfhs6ekQVgFv6AJbDcOW6ft5xgS5+3RplwqKohJ0xM698B5DMY3ORPHUC+yQwtkFwHkC/ApCYFKQvINynbWz4ZAfLHPvzEzX+lx8tAE599z01caq+1buLSvtekpWtd3bVsrZsUuforK3Ti15+/00x+PDF/XR3YChgJ8IilIncBPMgAD4/paisYTzl/NGmjl1Gw3E0DSGLvAaEE0vxjfvss0QH/JVMBfMQUCVjVWvDmhxM3tnTt0Z/2Yg8CxaIVEJJdlACquDmwCoYHZp7NrCNAQmupihW29b8e1qN1gyFXSbTLPuGmna7y3AKOYTj9FzAMiArwq/fcZXFPuex7yqx6zQKE1eYsEG3TyXsWwGtdnchKHX7kxY99F01ZdCuegFYB8rzXzgDKD+9CIFJxsRiW0oKwoUKDcBYEpk+H1vLUB+sP0cx4JJrS0lT+sbsF3xnLBL5bS2/She8A6Yk7k2TnBO+ljPDPwa48vaPMKC7um5q41aO+tKsDxU+Mrqx3dmwgjyJtmn6k3QDQE6aPRT9phe1afYFvWMjDF18HlQOxeU8d0C9QjsE/+j00SnHlw1TAcRSPmjOs4ooy2HokTpGLepGyj/Z718R0N6FK797Jx737FU9LxdVVQuM2h3W92hblCPmU/7/msiY2dkkB9NC4ra6ZO0gRVNmZytk+u45/4XCZeqXEDlXW7/AA5XB+Ga9Xw6jd4JryVv11APlbtebbUO6hAsgvmLmhfRbyk99uuUA8lAD5l/+zp+X86ADybejsOVlgMc8hsWnbqpnAhy0/nOqCpVmA/NGzVxy+7VASfHT+ag7Vt+bnDiDf/nrvAPLt43kHkG8fr21OAuRfW7+35XN+GjA4fsl7btSitW7M4tYBz2l5d94nPMcnvFzYCNjQ/f7RmxxW3/3l1Z/nrHOPT97ogX3ywur6+xM2uv+Zsd6NTal7FAaiQxauRQAFgZjtdFfzx8pBp9ArlxZZtAJYChxqtxV/kbr81bSacgGAMa0ssoim3ICCgG+Ato8uuubBPfyWW6D2kbFd1Tq9bfgWb3kM6Ev9Ar4B+mtHBml64LZy0KrnbcTViIB0vgOChmAwuz0T/9GJb2sUAw/NuVBXJoFppGHbGkoVgY/3TT1ZFyfkifxTh5b8YbjYf0B88gYEtt9RdPAe3tr3RZ61wwD6i4S/Y+w+n5dc1iiOB+Ur7i4SWg54UBbg/t6nTzgMejztFfqzwE7bXogDgIurFPFY6VjlDe+oH9FT9K4DcWVtTzq0L9oDuytoN7J4Vr66A15rx4Pe+fswLL93eqt9285U9/AcUFtxbJg8uomncqN8UhooFtKUPOSn/gINaYoXpRt+T5QHRglRECyHNvKVNT79RKB7WltFcUF49VdcqJy7eM1tPHDOLfrPKe+S8P+WJf74bxu+NVpm3x8rh+7SZqCB8YX+HZbN83txr3uMq+LLn10x0E471Luid2gnLuVMiyOlEy4Um/HbeOC8E0/UHnT/85ID7j97P8vN5tfzEr/99OM0utPeq05v1bOZOoB8bvPqBGiUAx1AfnU90D/qLTdhUWut4xF+hwogf+Kj8/1eeBUR9jfsbN5hIYPlUNdG++RAx0PTzkGsS9475Wa8edz7neeE9TMXsl1B9AeQR8M/4ZWj7q6Rfbczfv/pHZ6Wy1c7/qDVNm4WQP7Ah5fc61s/9od0Lt942q3bd86du/i1ijmo7u0G5C9cvuZe7j7j/vH8IffjaTvddyZtd2wz5VBoFiw36w/Lnx1Hz7t/bTzhVm390HH2Rdrv8yu9bvWOT9y0N467f75wyA1fcdjNe/sDt+nQ+bQonfcZHBAgP3tlew++BIAHhHxoTA2cY5F594hNDovhvw4x/9pFZJ6hEAZ3NADLv5u53uGq5Kln1vZbHsT3eJ7Lk9uHd7tfT4+7b9EBtIBjFihNAxAE9tCenlzQf/qL1psUGlngdUizAFNoxWd+0bxaHQ53RgJ9iljo4vdZgJ/ihXcMP3QYMLsWvjO+vu+H4QEX7SGkgL8KE1N4JBb1NWARevBzHQK9AK0WMMc1g1UY4D9Z9fTgrE+qFr8xy2OF010Wx2XagOIK7AsPk0WxId5mAd1Kx94FREOXfZ/2LNcw8D4MA5hqQWLVhb2LzjwQmh0WKM1kTW3TsM8A6vIdnwWChrTyPwGaE6tg69pI6ZMeyhvq9fZRtd3CajcKpzvjSiwf3smq3VogA/wTl/YX2ykTpsWBodX6mnDY56UyeBqG9XhayQvlBEoTAfF8p12n7V4gL74TLjaGAmTLTc+3oHlYt+OMCM6LuHfkpmq/o77gG0oydo2Q7iMLLiXlryhs+B4FxoPDbWXRz2HXdjxDSQudWX3I8+Op7jqgPeRn2n/KT3x8pKMASQsXey/Fk7X+D8PR9kn/8em7MiSv/E9ffNnr5VuVlTv1TRvRjiF9+/uygy7NdePnV64l5R2+uVRZVS4pKmesOpFP9E0YogPI34SVOliK1AHkDSA/YrWbMO/dusnATgzNfB4qgPz6Hcfawo/XNuxrWpcYDID8B59+6XoOX/AHfO4+cdFdutrblPKdv3TNfXT+K/fFleak1xSiKok0CshjCSFBwgsZo3Z66x8EDSugPzR+m1cUNJPmrLSw1F/47kn3u4X7vDufRyZsc7+as8eDf9uPfp4VteXfhjog/8rms+5H03bW1bttAwCrh05fbjkfy2TQTkB+6boPHQshy5PwmcObNx+5UKYIgzosSsCfzKg/RExlvmf0Zjf6pSPu6rUbvgyA9rPfOpHJH1xwxVxrtYMJ+El/q/uQe7PrQN21quuAW9V1sPFr00G3KnKt3nTQNeN6Y8M+9+ra3W7Gi+1zm4G1dbgri3Ff1sJqAyzMRy4aPCBlTB58asFaD17j2oMLa+92ukiJ0TSY3gGyqz4B+Vjc4/YA4AhQFPBTwAzhfpDivkUgDWEAxmJACgCRAC3C/SEAelrJF/Iiz7KgIaCHQNyfPx1XSLSS7rS02VkgXguYybt7txkVC+vbh3U7lCwo2B4b1+WVLSjhwvzoKyjmOOT22+O6PAhIvmkHkFplC0CqB6iN9Svgum8Dxpqb9OwFmAXIS7uzYD1ALOkDjGMJT10qHsCwtbJN44VA9RignRZH79UPYmCfQDGsuYseFFrjVY/jsE/lk3UXmEi5Y0oP4uKrHEUFgDOW2+LTXeMP+f5N3DL94NvPXHV3jEks7O+acNDvsEBRZd3ZCHgGxM+iX99UD9BCWtCmuix+l3Knx90xOt0iWnVlPs9EAAAgAElEQVRDuqEiQsoE5jerXBKdugMSC2Sl7WDBr2/hjoKQftpwFnitdKR0gh96F95RYJH+kwvq3XxJKaq88QtPvuGcjcIm5solzIf/UjZwULQdF3RuSGyMJx7pQwf9NZZukXcqRxElm9JTPVOXeWWU66lG5RfiPTg6UYSQFsrIcIcENKCEvG3kNs8PFMIxpa52mZXpkyozd8ZY+PVfM/qnYGiHHN6KPDqAfCu42knTc6ADyFcA+TFvtQ2MZ7IZKoD8kje21k2OdqJs5jNucZr1GyhA/suvr3tL7u9OSYQYTfK6P/HcwYYAtB3Hv3Dj/vW+e2j8Vj8RKr3vTt7hpr953L1/ZnAAl40A8lj7qjz3TD7ufS/ayZ9nhFpt+yPsqh2fNKupRNNBeTLR0CX6wvufluxPdd8TTbiJL4cqIP/Zxa/dX5YcqNY5Aj+LKqx8WDDaeobfL276qIlc619S7QDkOWz5yedri0UWCH7L/4LLHnTCkoyFC1u61R5f2nSmfwXrR+xzn19x+4+ddftKXIQPr1/MqlfO1IEkle3IlPeOET1uwssH3HcnJ4sO3rHIBbR4cPanVWAAyzTx5y+L97j9xz+uXgeOf+xaefXs/aAtc2Yz59+BSovFt+rJu5bAj6sB1LAkBAzTQp9FJqD3QNGbli/uV75tXG+oTLpjEY6VeVr8W+H9/85MQGp4AngXzvP2PwAa7ksIi9/4GH84AFX85e6tBcft9wCsVeTfM7LbYZUfS6NV71AkQBMAiS1XkWdZbOIaqFX0lUl3+MK1vixYkIYgUF55sIxVHcUAeNExYuFa99c567zShL6kPi63P7SFNEAOHssSW3nFFHrVbyO3efAdoFPvyt7LnGEgYBX5Jo9f+p5Y9yeHg2IRr/f2fuf4RI5CORACvzYc46ks3VXOMr7MNfYCBBax7KaeVB/08yp4XrHyrqMtsJLmm2glX+s738Z7eN7n7v89lQDkzP9YZdvv9lnAKWVHzpT7KvmDv3dqYrku3uTdaVsPzjnfJz9cHglwJ41Y36f/2HYHKApNuA5BqQGtUsSQBt/ZiUA8wlgF430VS3XqkjRQssSs3S0v7DM7L8gjKw5pE0bKzLFL3vNKZhR0KNewnA+V6dQ9PM5K19KhZ8pPXihbNS4wZvCO3VAKF7urjaa1l1gcvaO9kke1PU04lDvOIZMkcbqrLnqUXuxOPRIeMFxlK3NHiUl8djWkjYPKFx6oDXHOS5jP3yu7nWhLilPmrvkJel7YcLofq4ehGbUDyA/NehsSVN/ygPzI1W781LfdhCXt9Vc6VAD5xa9t6TOghwN8M/6/tn5oW8h3HzrvHp1Y2+aItQDgIgLNHWMSwUcTOCB0kR+uY8a+XPMbSHwEEwRwCSBKc+6aD4ok2dIwZQF5fOpBP9YVRbbeassncfaevNiSsnzwyZfu8em1hRqLAyztEIJYXGLNBx12wY9lb6t/33zjvOsOrPbZijgUAXl2dfxsVgKUAsQjgMcEQSyurBXQc+sHh9DXDkB+xIrEn+XtI7dXtwDHeMQ72x9w29Lu36mPP2/K3HDfqNoWaMoU296cKOX2VxdBjAEsKFFQpPEHRQZ+RwmLxWUz5qlOGtlyEn7fAdGwDgdsx8oXIBrALeSd9Umd5waDNqFFJuD2uAx5DaswLLFZ2OOfmm32P5600dOR5ps8pK3Mf6tUYF7m8DjaMYt2LASt1e33J27MpP2JeQkoCc8AkRu1qCtDfzvCAupqx08MqIr1Yfq2gL00ZQauVAC/Q1CIPs+4QhvLaiutKjtgOjQ8Mv9i6vgUK7PeCSwEAGsVjUXTxYUEZSljPapycFe/xeVRmCdpP5yiyKL+cGnD2E3+gFqxuYE8kBkAMwV8Eb56DevxSm0svAUOV7+ZcIBdyCRYI+OnHRcglNkDnlOOu9tH15S8WKbbMmY9M3cpP8aErLB8Y5eIwmeNiwD1tjyJ8v6s32kCcE6+KAGs33N2Iyntopb1OpyUeJQ7D2hFmYbyRvlAl9Yr1E+arE+6FnAmPv7o0/hF+ZQuYckHYwWAa3iIDGnHXr5LOSLwlfikz+4ctVPRnXeHF9BLu7HrAcVj7AKgx9CIi2eNZ4SxtCtOeGdt1DdcjbeEb8T3OWUmbeKn9SnCSDmCMpXdXncON/3K9B1LN3xOq7Os99Qb6dhdUcgNvKMes+Kq3dD2ssLFvtHHyOPOsXuqvKY+GU+sAgo+MYbYMaboXKY4017a7pav2VnqeurZxPjE74YxOyViZam+W9xbHRv+vnBrXX6zX0kMBhvZtUP6qid4xnUz7dItsobqAPJFuNQJ0xAHbklAHtc0099xE+a2xz1NKITyf6gA8ivf2dVHiI6Vp7/vcI3TrF+7LeTf2/uZn5j8pD5uf9RaBQsHJngJqn9beiCzuFgS/2J2olVHiGOBb4UDJsaH512sAy6xrB3IXxlA/tRnNcuprC2TVQGjYkmDYAuff7+weQoc8Qwf9T+allgeI+CF/K6jJbA62vNBaxQEgP3/eO6gu214vRD+4LitbsyLB9zu43Ff2TdufONOfvqld/sCrwfDDzc01B0LmCKWLAi/hOfC/VMjv7V7P3YzXj/iRq444EatOOBmvXnErd56yh398LPqdezDcy56nT7njpmre8cB17VtX/V6/9Sndd8V9vjpc67U9dE5d/yjc+6Zt5PdIiygsyy+bDvEMhz+YKk0avE6N2nZWje5z7XOTV4WvyYtXecmP5d+TXlunUu7Ji3tC7KWnQdkVcwCCKs3W7bYM8pIylt00cc2dwES8ldclsZO+HxQcPSitR6AV3+N3QHI5cMb3+QKU2YRLeU21tFhvQBeY02tdGN3+glhABgAef82d13qAaJh+rH/AP3Kh/k91mZ5x1gmi2+s3WxagNX/NXmjd+mhtOyd8FgN2zhD7ZnyUaaivqvFR4GTgLNZZeYgYNydYGVNncLTrPCt/oa/ZcoLUKyylLkL4BsMChlcyFAWrHDLlEFhsSYnvj0TgHJZn/GAjgCiKLMALi2Qeu+oRLlCGvCFvqS07R0Fjix6CUvb0X/kObmVAHy1Cn/mkixQkm+yfIauOysGNkXdpUCjADnoopwxUBpAWvQSrgh4b9MlTtqFUlKus35YGbPuKmixHtJPHt4Ces75Kk9Z33hXMBWL6hgdFlj2OyMnHvb1wJhgd/wxx1et2CtKANoeADzzOUYxyD3IkbF8wnce1DYKAkB53MUQjnxtG6IOaK+kDR2AluxEAOhHgcGagLZjy2LzC3d42m96pv4pC/nCM5Qmvt1POOTzBnhV2LQ7YdRHkG9sGYo862Bg2k9WeLVH21ehnz4oy334Yq33GwV6qWPKa111oUDnHevmLDolB8P/rHCxbwLzGS/kLqyO78N66hQpfPMGRRmufsJ8NJ6fzTmHLbbGkRtHeBymm/VfrmVwtRr+7qyc1ZZnbR9LX0oa+c//5ZzmeTcI6RyM/zuA/GCslZuEpoEA5D/79LLbuPZ998KSLW7ahHfddHtNfNdN99d/3PSJyTVj4n/cxJFv1R++Otz4fi/7zMGtz+YvMlsZZqgA8vilbSUflPaW/Seb1qPaCcgf+/hKVXgqsiWVxQCTOZP606/FlRC4vvn1vASMR2BC8IlNjHqHECnhbNKrR90Xl6+6Ty9czr0+u3DZffZ5eF1xn31ef207cMqtfGe3e25Vtnb/+dXb3dI3trjnVm2r08jHLAJ+PzexXC2zqFF5VdbJL2bTE8s3691vZiVb5BHQlFfeXQu7xyZszi1zVt7htwWv7XCPT60/4NYvEEbv7mON87u5NQuI8S9sdz+ZurmPxSD+W38+fYv755KtbuSybe6fS7b5+4yXm8vDsBz6D120+ayt5zFea2vod0ry98kl29x9o9MXqPePGnwuJO6ubEEuK3izsIa3MZBS46vuAFVYL7OVFXDSLy6GdXtLYqxJY5bMitvsu/wsQwOL7Fj923csXn0bwmfnoq9zwytuNd6wbjd68cACdc3mYTvTS7MuBwC9a0Str7FgT7bQf+SV0ABe1JsuLO0erwC0LO5UT0XugG5Kx7rAYBu2pYGFNZZvzI2AH2znhy7FDe8cHBv6yc3jraxNUZgLYMkqA2CO3BX8pKJQQClgrbuxeKU/Q79f8BogCfA/j6bB+p35B55bP9BZvLLfxDPa2WAtX0iXDj7Mk91sOe2zAL8xg2C8AiCj7rIUTpb28FlAG/MLfAKM1w4CgCqAsDAO/wGULOhqLelxn8K4wvhBX6lZPieWx373HYdimrGHvmWB8AeMJTrfsHaVEQYHajLWQLvqgjvvMITR+OHlV+NiKywH89TdE5P5GVBRymHikx50417tWyOMO8phPak8semz3vDpDEvkRPHZ19WoTd6FFjIBY6Ntn8gA6o8YuNg0Y8+AdnZ3gMpevZsxqvoOwwuzo8C+T3uGH4zR+I2XBXta2PA9fCUu7SXxoV1vwEJ4xmkOG6aM1DPvWIvFypz3jnWcjz9yRxXc57/qgHYB3wDaec8FiJ7lN56xUeAw4UmD9iOlpKd/xpk62Ufhi6w9VSYUU1qDpim3FFZrLZUhL7z6Cn1EaRS9q70MX9zj5v+rdj08NuEfLoHS0oJPyjuPRpsGfd7XzYhtfm5SOQH4rZJI77PGK5uufZbMwplGZX+4o/X05ewQsPnZZ/F05/Ev6rLmPCbSpb3a8HnPCZ+T8cZiGdsG+Ey1usK1+E8HkG8xg2/l5NsJyF+7dt299ca+5gHrZYF4he8A8oWbfAeQr7HqytWv3ZdfXau78AvPxFYGWLYCfc/h8+7q173+WrXtrPvDwuQwI9JkIVrEkphJlDRlfR/bGmwF8sHwrAUrwkqeEBB+l9ArUKMZ5bEWm1qUhfmm/b9jdGJVn7atvix90HL3yIoQz4J12uk+lnZYUMvyjLby2Piu6tZu/qv9oNCR8K334Z28WCyPL6ikxJUCFo+4gwDYfmhMlwPQovxp7gF0KByWRml8THsv+v9aAJDBZYby8jwYvcvzCcGbCwWK0uM7dJetn1aExwIWevIslmI8ksB/54juzLIAxId1L9cI9j0Wka0oY5gmbYd8iy4mZa3VSBuShSNgcEhH53/cOAHXLz+fusH3b7kb4f7g6C5vxcZ3+SOlHuExi7RYG8XKVJZVhJUyqOxYS9qqS6zcqTvGSwFMgHQcEBqjgXcAcgIZWFzL4l7t31rxZrULxhnlWUaBlvg+Tsbnnxkf6AA3Md4BntDeNbdjqZhF12D8pkPkAD3T6iXrPQdFUj/tGpeawUNZlJZpG+KBwEJ8NDeDlv6mIcVTWeWZyiOrU/VX8QYwscgOAo0bKNys0k19VncAOWQiZCPm+jRLYwBwwqGkQ24XkKd0su5SvHklbwWIvm3Edm/NTv+lv3IxJ7OrVQC8lHa+P089VXUnUZdXJb07/O7M9DEMvsoQhPjfGpYYksBL7SBjbM6qd8kbxKceVC7Vme4A2CoDrsKsbFVHu1G46j1jvpUvoNm7bplwqOpKTmGz7t+fkPjPhg7GEMZs6g2FK3zOUrSSrlyzID+oXChclCd1ovdF73JzQprUu9JCfuPZ8jNRMCRjPt+Yo+CrVxbPveCtzWVUYdMRLYCg/n3ESpw0FIc2rzhZdynIqfescDJkUPr8zwrPN+1gRgmVF9Z+Fz/vGdl3zEMGgQbmSBsnfJbigrBZig/FU56Epz4kC9C2/Bhc6Y8Pz7ngHl5wqcrnsjKLxr9/LtvtunYdL3XNeDUxIijLT5VR48TK4CwudnSrXsusweEN8WhD5KG1+Jy3Bt5lbg2pae1TB5BvLX9v6dTbBchjFb9w9saBB+MB5TuAfOE2P9QB+f0HD7vPL12NXliSp19fuYuXk+vsZxfd4tf7Hm6LRR2TEwIfQpMmwSJ3hHXiso3/qWfWum9XDm3RJMm9iABk82LhTjy2p2YJ4wP9TQf1sBCy9Bd9RtilnHcM73bWSrI/5RJYicBRlA6FwyIDekJXBCE9WB8DYAEss32YbfYKA8BDWQC0H6z4n2WrbF67wrJYABM04DObdhAudLHWwdpcwA5g1N0TDlUtNokLQIoPY9EU3qEb8J2waRc+Jn8bgJ6USeGLKpjEW+4S+opYgFddoIzclimUU2daiA8G/+I/q1ghMi7Yshd9lhUp4GRYb/yXH17qgQUC5yKobXFnrLGLQsAgfIHH0mrWO7WJLADVlh9QgzhZ7gVsePusPmoPDOtvOQA1sB7F5ym+wWmfWP232u8zYwVKMYAy3PAAdDV6WFgaDzQeqo64C9iw7xiD+V8UrNMcRRzarK2jos8AacTHyh761eeLLlrZYi/giv7G2Ii/aJWLsqfxRe8Z4wjfyBZ5LZKV333TTufyAdCHcyWIg8960TEU7jqY0wJiReuacOq7aYe7DkYeoNihrgRclCmv5rvBUl4p3UL3HkXLpL6GzIPSHr4gs4QySlZ6AhGJCyjL3V7M5YwnIQgP6JjE7WsxbeP3eR7W49NjXLDAHXRLccY9DwxWulhuh+Wj/KSBMQ1zGhbSmsexEGecQNYlHHM04dilIH6SNv+5QxfpKz5rirx+gTzHgceiEd7BK8ZRymXHe+QH3JKRJvMe/6VUVXzmAnbe6T+Kdjuu8t7uhgBAFr2KE96ZrzkngvdZxgrJ2U4f+PGYcJwvk4D2n3iDFuLDT1sHtA3eU7/2fZFnGQcwFwkIRraWTCnZSmlJdgnLF/tPHYRKAilFYn1G7lpUxjT5iLakw+6R//OAZVlXky5jksqSdWcu1e6GogoC2r3KF64daG/yIw8deUC7lLcJL45Gy0i5BSwTzu6woczwWDtz+KbySjFI39C7vLvmLvJpxI0a8h1xixqthPTo/Ic/zq/totau5f+dkyjy/JhWwDAOGqCFSzvd5Bbnr89mu+AtDDgNgYAdQH4IVNJQJbEdgPyli1+5udPWDQ4wvgPIl2qqZQD57r0fuGu916tXmbjWZc3RM1fcqu2fOA79fH7Daffunk/dsbNX3Du7P3Uz3jzunlp+yA1bcdjNfuuEw8c2/rLtTy5rVq7pC6LnCallvmNVzORUFIywk6W3HgHkYFFf2e6PoC2rZwQDG77Yc2/V1511PcEiCNAICxfcYgC8IugC5KRZNJfhQ9mwLBbgG8J4sXJdrwvnrRckGIxtjvIBJQY0lVWCQD/CN3G5woUQVucIVdqirXDcqXt2Ctw5vHaopb5nLT5CniUW0smCM29xAe8kaCP4k1YiqCf+OFlksQAK6/Q3FYAB+qg3wH2sc0iP/BG+tcAhjAUTtPug0QU9dUKa7AII6bL/5aeYBTsLg5BP4X8WwyxMSHugrS/pj9CRt+AIy6D/shpmsWx5wjN1QdqUlbpWnNgdXmtRSRws4lrhxxhfz6TPboUYHeG7ZKFXAx7C73n/OVzR83d0XwuskF95/1k0agcLaYYXfagIqJuXT/gdq0frszzMl7GkqIV3mLb9r7ZI+onyxvgKXtzr2xCHlSr/PEu7sG7UVsssbG0aWgRiaSu3R0k76i3UlkiLfiD6BWBY4I10LU/CZ1mK5o23lm49J+N10m7KLLRtvNgYHdI4WP6rjvIsHMWf8K56GSy7mYrwVUYHtDHrJiUsW/gf5aTAu78X2BFWhJZmhMFyNSlLvpWsLRM7BIiHzAkdD41J0gGosuHyngGA1F+VJv+RRQCU9C2593hg1s6lCTCVD8oDSgN8W3pkhYybHNKnfizYiHIbgA9afN0ZFy7EUbwiZeZAWcbc+vL0nWMADAGhpdwD+IZmzd1FXbOhPEb2Uf2G+bILMmssZE7CMElgo5Q3SgfLY7VnvWO+AMRGdsRAA/5RjpiihfS0XiB+DJC2dRV7ThQy3X3OHhCQXnatpfaQ0FM7bDxxcZK0sZAOyZnaTSte2Dvrv7Q2IpdGaeWnPdq0mGMB0VHYwFvJ/IThWYBqSKf+S+Hg0xzWUzXe0PesuwWh885BSHasJTI4ckfaWCUFJ2B/3pkzUlKJH7Qr2gBX2MboswrHmosxQ7wirFWs0Fal8CMt+y3GD7Uv0sd4Iq1sWe+ru5MCZVIsv9g7Gf6lyaP0b5XfGydEzjxBVrKKR+8OrHKmm2SSX8/bayGYm/q5A8jf1NU7sIVrByD/8gvbBw8Y3wHkfYP78JPP3ZFTnzoOJkyuz9z7p+ovDj588e3ih7paUJ1M1vQcKjwJEXfNrk/dL+fsrk4Qmijy7g+M3epWdH1U7UgA8jv2tN73vYCLRhblTJ5WOEAAYhulhAmA+dgEm/cOq2r4hdsagPgs4IhwKAPa7cZheAWQR7jJK0/sO0AqtEvQx7o4S6gp8k0udIpa64Z0SeBmYSMAE5+391bccnh68XM5dp8Xbmzd842tvUqD/w8V8KltaVC7KWKxCbipvOwCQAtBaLaKGhQ3nsYCljIslmVZ9eOKBWvVwiliJWbLkPYsoQ8fsml1+eT8BOCFTsKnpRW+ZzGoslklVlo+rXovC/a8xUZIv/5r0fnn2fWAvMAw+koINChueKftiSfcAVOazRtZGMcsB0N6+C8lHAuo2Pe8d/RrykLbbrQO6ROqJ9LC2oxFL+M/Czn6oFVKYS0ooKLRPBVPlqWqF/JhoQ2gS7+1C0sWWXkuC5RueBfgz/iQp7yRVVteuLBuaOOUo3FAPlHQAYrL/YUFyML80v6rz9i4sjZkPgh5Y/9X54uc813S8tZOpdASMi283stKzSo8LV2D8Zl50PeXBsd/zW3NmOfbyR8ZbNCX8gAw6pe2IMvMwaZ8ECDGOPPoomIuPgAPtauD8Z4xiXYAQK32XPQuhaziAp5pLESG8RbmCy5luqsijOQexdUdH+lpcrzOsWG8lYxEPNLCmpw5gAsZXoC40vXuc4yv+iIGH8gv7HRUHoCxpAvgC/CvNADklQ9zu4DivAOQ0/oAhhOsG34/a73fgdXonB+6FbI8k/W06M6662BkG6bsDkIp4klDilfb5gS+Urf2fdqzb9OVHRp+7q8cDkv61IvaV2gQovbKXMn6BUXFvU+f8PM380/WgfbkSfrIcGl08Z5064D0iLEA6RAmbTyCPtEql2xF1hQhXXU74Ubv8rt2addJP73s+5rmX2j63oSuXJeZMrghPPWFTBjmSx+w6VqXScSLXyjw9teBzvCAnXRh+r5vVox4kH+Ym+rWjIt7k92m5uwKe0gtfY9xkB2O7Bxjbsza5S3XUsh7IS1F/qs9/L7i3i/s+zKWsnxBroWH8ETtme8oPkPlstZPf17SsZCvAlBD/eHKlStOVq3cz5w5M9SLNGTobzUgf2j/2cEFxt/igPzW/afcjBXpmuhwwC7zv1FAHqDjD8/UtqEy8CPEMenin1GTBRMEEz0Lei4mQy1gCPPjKT1u4Wvb3IJ/dbmZK/oP0uaVXVbVCAFFJscwDOWBboRCfaPMvLMggb4VuWtbnWjz6Y/d69NDYPMC0fxL3kLFgkfa/p9X5mZ910F2jbgwkQWGpf830za4tEMHi9AsC6FQkC7Cc8JYKy1AOxY28F781yLKpkdeCPXVcJVFZiPCF4t5LXbSrGhs3uKhbXt8F08lRAIoyn8023NtGmnPLBQFOLG4k9CHEiItTtZ7WcRmuQTiPAH4WHRhZfOTqxZ2MhRpK60Io8UG45ulreizFpah65IHKxaJZccTLagEMOAWpJnlFsCM8F+kjFgOUr/QUyR8GEZKBkDyRssh8JeFmLW+7JPXnAtVKyt2xhS1VhRd7KpBaYllIIs1FKYaI5gX0w6KZE5MrPQSxUNZQEWuRei7eUotACBoakRBIuVKowpZtU36TL/mkZkf+zKwaLV1KECCsUt1Et7vrOxqyrOSs+naZy10YyCRDRc+i3e4BgtpGqz/af9qv43wS3PSHzPqY7CWXQo8DjNPA3ypY4AwKenZyVh2zGhH+eUaivrIa7fINvLJrHkbZTHtAOvdsF3n/RfYjCsSwsJLtSnuefMb9EjeJjy8BkgrIu9J2SkwylvRGoWApYNnWcRbZbPker4j86X1g2RsS6ysw3HJ8ghZXjKnjHckx0h2a0ebiOWBxT3l1Bjnn0fuMPXVU+dbnu9edjU7C5J3CQhNOWV8w/ss8NryiGfVeZpcaJUazK1p9UJayBDqo/QBL+cOr7j9GLHNt0sZRIV9XYpU1VVIZ9Z/WVoXBcbpm5LbmCNRpgH8Mr8LZIePtE/4Qnv0OzyMKyjGIFzwES6Nd1k0861eERMHw5m/2Qlf9Ld0XeKWVe2DvkkdUx/qD/rGWIEcw0V94N/e11+knSmO7qRFX7SyFmtV0rl9TF+jQfht2zvp3DNqi3tj28e+aGziX77xtPvRtJpFvvLi/qfF+926fef6sOHil7WzDoqMVbZOaMvqN2fOf9UnbV70Xv+m2i+1c9HSxTM7N8BaYsYDUlbOXHUimv7N+LJjIX8z1uogKVOrAfkXl23tAPKRwxK7dh5158+fd/C/Xb//bD3S0kVco4A8AjsDP1YhCB9MKkx+En4Am7JAb2+ZUNm22k7/6QJoYmCrnRjTnrXwt1bKOhQHS720eFnvrW88eIolRlb4B2bi/zxZABTx0R0TwGPvJj77nsu6xLu8hVSMdgkOlI1t8BIgcBXxq6kbovnGaLTvtHXvoTkNKFfMAVFajAkooj5jZbDvEOyt4ilvm6eNa58FXBS1WJUAaa1ltPDFHyj8EVBc1D+z6KFeqRcEexRuqqOsBY/ihncpLbLaJ1bc5FFmsaZ8ZLHbzrHDtj2eBVAXXXSJdu4I6uKv3dmgXQPUsw1f9FmLOvmsxW1RSHej//+p8zdyrL4srdounAcW2zh6lpVto4pH+VTH4jNmmaV8dGfxov6Iu7AifAIAxi2TFGCqU91ZICr9tLvPt6LoFRBWJG/CaAwsMvfIbQQgUBotWe/VthqpS/H1NxVFBYvnrLzSvjHuwVvkDBtGY1dWvdUs5Pta6dm00vQvZngAACAASURBVJ5luRdb5KbF0XsBD83afVG0ffQnnFz8lJ3bNB8xt7f6bIb+lC8rLu1IfZi2BjiHzAe4g8UvwJG+M+9yTgu7LwHSGt3pkkVPo99ob/eNSoA1lJKME+F8juKUcUr9m/NwtGNQcxwyqtpy0TsyDTwCfFMcjQPiHd8Ay62RB8A18oOAKYVlzlc6WXe5fIgpjhk/qEfmFi7qE5k0LQ/JMcn3xK0OYCcyIhap4hnfaSdpABx8V3mk3CBv4jF3lFXENtoe0uKhUJaLRtY4Gq/ElyJ32ghysa0bAbzIM1nrwSROb/VMHOSGsJ0qXdqHeOn5VzkYGOUL8zzf4a0sjQlDu/PyRBXY7akqqFT/d46rt2hmnvPpD9tcDSsa8u5aB0NHXlh919qScxtsPdE2rCI7rAt2N8h9o3bFNKJEgI5EudTt/rJ4rxv2wgH3+PQd7pHxW933pmx3f1y01z2z5pjbf/wzd+rshVJX176zbvjyA+7uUcmZQrYMj07c5u4YUe+aivZHnTHOas2jOGAL9D36IfylnqTEURjah+2bvP/O5B1uwTsn3aiVR9xD45PdLAr/m3l73QsbTjvAdH67T3zhfmyAeGhAzqdNQZOMl4g/fMVhd/nq9TpIaOzLiXvAsq5xpQR64rmDdemFf/hO3n489wdSf+6t/Blz82Rdtc3uwxfCZG/a/x1A/qat2oEvWCsB+d7eG4MPjMdCfuRbdZOUnbDa9dxuQP7A8Y9bXuZGAHkOKGMyuGPUjrrBX8IXE2mRRSvCqyxZsrY2z3+lxy16bUvdtfC1LW7hq+G12S18tXZNX7HR7yyYtbLLvfjOLrd++zH3xLOJprzsIlNCk1x7WGsjHVhXdvJVmnZxV3TRoW1n1ANb6drRB+RKA7DvscXFff/KWhpAw1ssVLaMysciZQBYLWthJmsQhBjxsugdhYxvw2P2JIJ6xTKeNlw0DWupU0bwtumrzxSNL4uqMLyEeaxqZFHDwsTmVeQZv87wBT+gVQVMA4om9Wv8jsfaJofjkg9XEbrCMPQ/4rJFOpZ+q98BxMr6EDrKgpQSvEMAUZbVZdqh5Y22/kpJmOfGQ3yivhmDKROKEgAmXGxYC1cOJlWdhe3P0mCfWRgSpxFAR22okfFt5MKahW9RZRd0s+VZi/0sf9BPLljrHhlbf44EIIKnubLoL2OlBvggEAQQTPWSdZefXoA2y/O0Z1ntNTxPVZQGWVagsbyr4/9T3b490R7gUyxs3jus32LxGet4D6iUxjMBzCi08/IJv6M0JH3qKPxW5L92w6BwS6NvsL3nAEnKzBUCbVll1lw00Fa//eUnY7GUOOJD0Ttjp0Dt/tLR3/jQ8d0JNb/DlAFQBmtb7c5RuVAqWDlMMl/ZPk/7qO7IMcozwKIqwFYFR5M2loy79cCc6AJcKzLHSjFHvCJzFGnK1QxxrGJAbRwgWfOq6LF3KZ31jvUPYyzjP+C7BQY5x4N0oU3hG/VV3d92EcYHCNaB3ygzmLuRQxi7MD7hQj5k7GbOEf3sJGE9In6FdwuMk2YIGLJWZG7SfJ/UdT2wrzRZHylv5FON6aIldqcskmv13dJL/kozNIaSvE39i4a8u2Qv+JYX1n6vzhEL4nMEhhvI07QXXGsxPoXnklT7awl6LQ20W3jUyjaJ7MTcwloF5aVcIZLvvZOP18aHytzDe+ZdZGa77o7RTdgHx9XaJgqAPy/Z717dctbd+Kb+3LpLX/a685ev9TnPbuv7NbdS7BiKGu8t7vU7fG6v9INfzd3jLl1NwHwQwmMfJ3IK9IRtytJtn+2YsPeDi5lA44YDidtO2m0aT2zaeuYwemj6rxm7MtO/2T52APmbrUYHUXlaCcifPfNFB5CPWMcjvLQbkH/hrR0tX7y9u/VIXcvO8yGP0MaAzmUFZFlFIVTX+WerHCSiCSG8W1AzzbLova1H3bYDp4LrQ7ftwIdu+8H4teT1+OGw8u9WVliCbix5KDeCqS0HfPDvG1isW0vZslYNsiD99rjGXTqEQnnef4GQRQ978wuwyk4I6IVvvINfCOAIxhLESTsvf/tdh1GxIEizprH1ZJ9lUYFFiK2DIq5jbDo68Em7ROy3Is8S+LPcadh07q0AnAhW9j2LP3j604qyjAW3/V70WYsJBH658Ckt9E095WnB0s7Wl30WuMviqyhtNhyLKN/nhrXXDUQCxNaDG9Bht7pbOmPPshwkXrigklW3+kosftY7Af20a/WrJyIH/qouyP/BMX3LA226cLXBmQR27C86fqqvk5bcB2TRr2+yTORAQdFa5i4+NgIkKe80n9+MO1J6sdBnwaXxR8Aw7bqIUlrl5S6XVFi9FymrrFeLWrxzsBf10AhPoE9tizSK7pJisWjBELkDabTfq++E/a2Igk7KLmuxa/mf9SygolHeqS+GB4gXqeeBDKPdVswBeYot5k6sCGkf7LLC6nYgaW9W3oBHjCcoT++uHJRKGWlHGGPAF+RfABUp2Pl+94hEsd0sOvqbDvO5lOzQZy+Azdjh4hrzab9Z/SP6zexCtKARY6SsNKGBsUC7T/RfSlH/34C/zIuxcRXLd8t74gH8sysoStuS634Ms5auxImlrfiUAXCOsY96ZzzVWkeGOqQRuwDpAZNxocLORYX5aRPOUupvu7DxqW/kNtGHsoExj/GPux3LFYYyiUdpdynmFQeAFcWdbQf6Bi+RZ+EXayv6FvyGhwrzfbODDfmG3Tj6lnWnTcT8jGvuJa5tM6wNpEAClLftOFZWyeGkA92xMGnv1OatQszWTZFn1tDk3ej8qvoN5dIieTcSBmMLW1+PLUkMvVC8210l1AFGdN7ICGOwxb3epz5yrlWIrdv3mcczvvz6eh+r9TqgI+XPZxe/rgL6tPm0utJ72ocU0MOWH65L9d+b2cmetEtkSsWJ3bWWJ/zz60/XpZP2558vHPLps7Mja9xSfpL/yGPd/r6udtLyuRnedwD5m6EWB2kZWgnIb+s5MTgB+RGrB1y4bzcg38gEVzbOv9fVn7SdB8hrgQZwp4GeuxasHHpj3xd5liCtbXdly1A2vA7tLAuiyoIBesNyYYXBRIfgGH7L+m8FOIE6WeHDb34x81S3911clg+NhMe3uMAoFt+htYulL7Fm2eb5Yi1MEIjhFYIU4RFy7xid+Okru0DRAjNWJ5YW+ywrAUAGCTISuhGwbNi8Z4FUYX/Ii6fvWpBY5Za+xe5qLyEgpm3aOrS4UeBIVrQcFEn7EIDmd70UOBjOWnmEh5WG7U1uPjgYOVbWrHdqQwAkYbqt+l8PxO70Vl2AUKpDfJGy/T+Lbhb0WrzHdgWpPTcDkJcrLIDIkCf4OedQLvqh74sjtnnAFfr8InjOBb99WYsNwtgzLvhf1OpddDBW5YF68E79kzwAw0Las/5TR2qzxGcMyqqP2LeqW5SIz2+sTXUAXswllLZ8F1nMxfLWoryIda0OoMxb7CkflatRK+/QSjSvjWJVrr6hO4cXclE3ZayuVQYpS8LxVoqfh8b2uOVv7Yhey1btcHdVtsYzTinNvLvOMoBmxvu88OF35nXicj2/Ok5bGs2D4f3Pp9fcDDD/eFDEGFowf3tgpHJw3gNjetycV7ZH66CR8mCYsuyNLW7Zm1ublmYjdPx4SsKH20f1PSjP1jlgklz03Tmix83+V/N40QjdYZznVu1ws/613U1duc3f09rk86u2eb7fMyqxWi8CvFo+AK4J8O4zRi3ujbqlUT+xd/q21hf+/bAeD84i82EYIrlcce4cf7DOoh1lAu0WgI92eveko9XdSMSxYG6WPFtftuvVcQCretKhrheuPugeHpf4KE/o6fH+nBn/5BpRdE56eZ/r2nXcrd6wx618e7sbvWyr+9XMze77k7e670zc6n46fbt7culut+ydQz4cYdt1jV+51317gi1HDfB+ePwW99jExAq5zE5j5AoZwogHuv9sxnY3dsVe9+s51m99LU+Fu2fUZjfxpYRvlhfEJwzyyrcq45Di0AbZCQIgmVaHvNf5CcS7Z/LRqi9y5jGtD5BhmAN4x7jO+oHxkLnQAsN5eYV0IKeQ7w+f3tbvOv7J9IQXodFOmGf4X7L7YxO39JsGWzfh88adx927PQfcfzYfdPePScZUrWORUSxd/JeSV/WZdn9k/LZ+I3aTX00Mm+x61dITe2bNKEv59/YmCgER8mJX4gYUmmXl72XsuYmLGcZFKesJs+S9U4qaez936Zr78fRk3cz4Qrox+mijkpvI45l3TuamfbMF6ADyN1uNDqLytBKQ39J9fHAC8reYy5qve3tLARFZIEXWt5ff21PXsvMAeW3hDRdlEkbC97EJInzHRMJE8Z0J7QHXZFmIH/YiABH0ClQiTgzIl0Dl0yxoGSEBiLLjtibkS5H/8sfOogKAL8u6Al+EgHP4ZAa4/eHEjd73YFlrCLuVHdqhAQsTbyk2+5xf9FhrFi/cGNBVuykQgFVGu1OCwxGz2qz9hoJAC6oiIJgAM+i2ljASisouyFQWLEtUlqJ3AWQAtEXjaEETCl+yQLp/VAKyllFQ2LzVJn9YAeQBbuWDFh6F+SouixMpJ+BtEeUablEIW7QPKi/uohP3KhzsiguZtB02tr00+gwf7h6ZLBBDIJZ6RNimLCh5aGOhYof2XRtDur07mJCW2rjU7a39bHmLPgs0pW1LSRPWBX7ldV4CNOftzPHWY8a9gN3iT36yEozRSFyBzOTFhdI2ZmnGgh1FksKV3TYtq3jF5x6zhovRGb7TAvF74+t9yWM1T7ppCzb6Hd8pd5hmkf9yX8Z27rB9hP+rgHwJkFjjXFlFBXUsvtrFHWAYykH6AGMA9coYIT4QJ7EOTazzH5mwzc1/OzkUu5ExSv0sHDM0Hjz5/KE6eSb8w9Z1aAKksW4L0uqGcslqkHh2zkqLE76HP8T9+7Jsv7AhrYPp/4K3T1br3/NvxFYPJKg+eMf1j+cPuU++aO4ZS9evX/dnN33xxRcDxpLF/0l2fdEWwrE9rG/9l2z2x0X7vW9i7x4hcJswYAUqkPHVq1c93+euTkAqgDGVrcjdjhO0jZjRAWARYxFhkd9QtNFf7qrstICHyosdVmngnJ1j6LPEIR2dpaL2mXZXOyaO8it6185ZDnnU77WtZ93/PlOz6Fa+P5i609GXPv68dmDj7NcPVGVYhQvvpH3gw0tKvm33o2evOEDG17d97P6z5zN35Mxld+FysjsxcUH5dWl+Scn/UvcZd/zjK+7qtRt15Tl0+rIHJvGT/et5e93vF+5zE/991L2961N37Xq92xFF/O382pkOtLOqnD+sJ1VmtfWLsibkOf+Z35BJMLYIFSqx8HoXzk82r9gzO76IC0/6+5M7E+a4WJ+L5Y+cdPvIxHhKh5r2l460+Ddu3PDjyvJ1iTtDjNkkL1BvMfqYq5GfvfziZdFE0UW8eyYm/tpHrqzf7Z+Wf9p7rONVf2XXgZrjaavhb9vRz91vF9Tap/Kw95/N2u26Dp4Po+b+5+DX38zbU6Wb9oryET6iLGP3pGRZ8nt2bfHDeHMzH0IBOoD8EKqsoUZqKwH5fbtPdwD5lK227bSQP3Ci9f7jWeC/2XWgrvlnAfJjFse3wyFUM9gjFMcm07x3LOKJ305/0IDSmhCzhHAmZoFcsuhlwouVCasKz4fhW7x7m1gYvQsFwDxQTPHCu0A3lQXrzdDnMkC8gCSFC++4hvjT7HwQSKCQDuQM07H/EQRiVhpaqIVWjhLKAJqUT5G73BCRNwIbLiSs6xkssFn0CcwmXCj4SWix8UJep/3XYjCrHcXiqrxp7SmMo34C/aGvU6sA4Tv/w/hF/iPEEd9ab3MwnFwV8Q1rDBbPWAVRl/QPWcLxvWj9CUANAe4idNq6JE9d0JlnmV+kTYVh2DFAHjqQLaQRkEbjhGjBqgoAR21L70OAnLyeWlDzeU444oZ5FPmvvLDSlIIEhYXKY8c98smzclaeUjypDFa5wDvqEEUlC6cEYDlZZ7noeTE62UWkNFiYs9iFbwKK+YaCragfdZXrvyqumohPubV4DvuJypN3l0Uc6ckXtraD8w7+xtJQG0hTXMXi2HeKX6QNo4SCljK7YTTv0IdtvnnPAhfVLimfrTPoiF242CJtgVYPj9/qth9OwHnCl1EMME4SJza2ySJ50dvHcg+bG/ViciAaaXkLT6MstnxgHsEdGuH+sHCPe6jim7aMD3qUFAL7Xtp4Mpe2sofltTM8B/ONWXnQPTKh5qPX18fIHn8I4Kvdp1pSvhMfnXP7j5xyB4+dbkn6eTzceyyxXqWspYC2xb1RQPgXs3a6uauPukMnz5Uqz973z7g3Nux3G3cdz71Cq9Tc/7tPuK7gWrf9fW/J+lb3YfdAxZKVsdX2kbRnKcjg2W/nVqw4R24vBBCqnyNTxMZZ5CDmGfJA8YyyW/0fmSqkibkLeQ8Zm4tdrACVtXw2V92FAWiF8fP+Sxb5waRN7n9mbXJ/mbfJjVna5Wav7HLTV3S58cu63NilXe7pF5J3vOea+WKXIw484qIMKHLxvc+6g7YGv+1c9Lf5m3xcpdHn/lKXm1342uRmv1Ts4hwu5fXUooTm8BDUPD7pu+SSP8zd7Ba/tqUpl4xy4CMy1yMLLnkrd/GWuo61JdqBNQKQsYF/Z4wQlE6S/s6KXLfZr3mZB2l3zGUKxzvaqcqcdRc/fjh1Zx8/53WL8xJ/Jr2arEVpO3ljFjzQWRJPvZCt0C5BQmpQAfKPT0t2QyA3Ik/AO+2azuJX+E1yyPp+umFZvaPi0q9B//va+QqwH/vtPP6FP1QWRRPKOhT0c9d84PBZ358fitNZr+5xD42t7WRTO9T9r88ecOR/q/46gPytWvNtKHcrAfkTxz4bnID8qFvjUNcvv7rmVr6zuwqgCHBo1b1n7wd1LTYLkAfYTSbNeh/qLDp5DwgSTpZF/j+6KAH0cYXSqnLG0pX7HWhnUkcwQsBHOABctYLanSM46GaDL+ftGb7iObRJkyCCOgI2FjsIZ+weYDEgCxHCSZgn7yK8CsMAqJEO+WLFobx/NytxUwE4r4Oa+EaZKBvCI8ACoLgAA75bIDbGM70TmEqelAmBlLJgwYRiwlufR4GO3uoCIxQUJZThGkP5FL1b9xviAcKoXczwnv+eNrPlXoePYd0c8rfI/6oFJVaXBfxpkiY8E51ZFsY2fy0gQwCbxZvSsnf6pY1f5FnA/h9n93Vz8uvpG9w9xoeuzYtn/NCW2W2h8YS41H0R+ghDn/J5D+vxh0DRd2jXAqP5BvBctO3khUMh4fPzQOzlTDopR0iL4uIqK+Y+hvzZrUI4gO6a+6ty1nqADqQhwFLWhKpL9VnRA/hblOeEY9xQXIBM+pE9mFnfwjvjAvHVF0PXNwrPGMtBzbQLeMIhZviHxfcxF/5tY3Ul3+Cko3akRZqsJcuUk7CiSXcUJrR//sdAH6XPN8KUAW0Vl7v6XxELeSkIaPc2jbxnzT+007ywfBdgQLlCpTttALBeiifqmDLQPiwAAhBGfJ0rgZKI/1hZqs6yaJESlzihqxvi8x5QJmuHmG07OhCceCyk4QU7N8iH8VVtle/0Tfyhq5156/qCu+CkYHmsgTnN0jvYnnGphD98xsbBRluz6WGnDu2gaH+x7bg6Zg7rqWtTpIdcxtkczaa3FelZowfGuCyw0RqJoJxnPJebKspNH4vFpx9btyGEjRl0WP4i41AvhEWOjaVrw9tn5E/F471ASei34bKea3Jc38NoGeuyFMs6aBe6H5qdfigqrn8k+0FvzNd/K+o8Lc3fzqjMg5OSA2qz+BP7JreIzZLRdIC7n3sqB48zJ6JQlYEJfONCEY3iA5kk3D3B+lWgKkZm+ClnrsH9DBeyvX9v1g5h+awMegdnZGXOE9RrApxD2/DF3W7uy827fjS5piTHTVM4byZKqWReJv/vTuh2M1c2L/+ssqDckRJFO460O7DITmfxXf3iuxM3u+Vrdvbr+t85ifI9NNZSXnl3FFTwsb8Aex0gU+APgPzRo0f99cbGA27BqoNu3poP3MJ3TzqUDKc+u1oglZs7SAeQv7nrd0BL1wHkB+awqHZYyC99c1tbBfQt++v9iWUB8mkW8kxUuGphMsoTWGKTmgDFh8f2uDfX7fBX954PXGPXCde9J7nW7zjqNuw8lnnNeHV/1R8i9Meu387Z6ha+scO9+M4u952JiRY6a6GAkG4Fs1iaCINYDcqSqOjBfCH/ZKnKwo9vAj7IUwIPzyxaLEASpiMwj7BFQHkW5HJ7UQZ8kgAVs65BMCN/QN+0xUDa+z/PThbNHLiLwC2rddLjYqFHncXap4TiRtwRwEdb1+RLnYb8tf8tuFRU+KyC0ABS8y/Wpa+DYUnLpl3U+lm0IbDDK9rN2MXpYyx+ugEpsBzG2htL3UaBmZ9PTRZ38DB78ZL4bBX4Bp0x11G2HXMIX1p7KfP+txVAxm6fF8+y7t9+Bku+C33GFNwBATaLBvqS2il9QNbEtCWURVl56Jv1cw2PACaUJukDbOu/DtBjQab4Re+3VbY1e+tFuQaYcSbx3Tp8i98pAd2ADAA3GnM0LukA6rFL3vPKG4B2AIYnF9TA9ifmr/MgqHYkVemugFgoUuWeiHYqhaMdh2TRrXGxaPkIJ6AGa0mNr4AHtCdoyerfUpAyzpXJU2E1lkgpoTaSdtfOlTKLSJQUyocy0l6Uv71768HxNWty1UNW+W18+yylL0C4ymJ3azAGx5QnWMJKaZ3wvt4VEDSiSOWb3QmiPLLuf52zrs+5CCojd1xqMbbZNLRTxruuy3BvgY9huSG4e8Smanu1aXWea2PgYOaFlP2NtHt23Pk2NazH9zHkD/qbLLr5hqJ0MJdftKHYtTIlYyzjqzfumIFxx9E6pQNgfFXxFpGtAUe9EcfYvdUdTfAD8L7WzxIFM3OiNTBgzcBYq77PnT5nx5y8Z82RKJUJi0scX1deERB3nWHTFLBMHMZRZC8u5j2Nd3zDPaSd7+GnlLvMp5TFppv2LNkOw6WBOhwa130yyqCcabRmvZeSqlmAvAw74DkgOgpV1aNAetqa5B594w4Aj9zMM/HVnsoodmxZtVNU8zLpsvZCcc38hvEN8gV1aZW+fwjmGfW5/t6R0W154QH5husjZKr+5lUmPv3B01UZF+Ehc7loLbIu0lqSOJy9hMIc5UwZOmzYmnyXfdaArW/7rHaHa6d2/iwgDzB/+nSxQ2HbSeNA59UB5Ae6Bm7i/DuA/MAI8qs27nf73z/ljn34qTv18YWmX29vPtzwZGInljLPISC/4u2dmTRIGAtBQVndIdTaSarIM5YMTKp/Wbijquntb/c998UV99K7u92yVdv99dyq7e651bp2+MPVnvn35mpZ8YuO8PL9iRsdlissCJjgQ2AEwUlCQ2jhbcuK1T8CO8KYhDzieSB+Zm3CR0jjPUKSjV/0WdbZdjEiiyHRyUKpSHoPzq5tubxzxCaHGxtc3cAHfLXbdgUoq/MEyKfIYtVaWsbAQA7EJC3ytnkVfX5gdLKV1rshqBwW660vopb6CcAr8I18y7pxgKfapurBO7s7Yuw+v1ilnCy4/LbpqSejbh7yQEOBfNCIywlbl7JGQ8CmrCz4tSggfIzPNr59Vh+Wi46ifC8bbvSitR7IV31Bpy7qLqY0Adiw7Sd0d2TLgWJBW49j7mHK0guA7nk/40wd722eWc+y1iYNLYQAprVI15gCSKN0tNOGcSFrnCE8AI8AVgHBWqwABlBeLTakvIEm5VXmLmCdstwxelcVcM9KwypJ8nZQhFb89CusjLlkwai28tsZ6x0X/2WFLzoYjzyNY/aULqcWVvQtxlWf/ohNVbdNWYojLSobGc9FM0Bw0TZqLVez6BJfuCdlQoFes+qkPQCwUL/JLo2aX1IAK9/GhulQy50e+LBpZj1bK8VwwUz/VH1yZ37Ewh4w286b8DNUHDC/qj/1R/mGcgfgHQARerBafjKY72x9WEUC8y9jEQpT6o+x2ioQ7h+9qU7ZZNPpPA+MHF+W79QhbTOmMMpq9/omcNbLIsa6VnIvaTOOlaVrIMLTVzSX2H5rnx8Z2+UP47b9hDEV5TRjVCifKi4GHlZhx7yoA7SrYbzSt941g1cOp7gQUx3E7gLk7Vhds3hPXMjE5l7kC82j0AW4GkufMUFjmN31ybwvJXI4psXSse9khYtiJHRN2Y72wC5I1QXyoqWt6LNkk7IK1LTyVcHdp7qr8xIAuORZ0WvvfJMCX2sAdiZKidrIOlZrOdZF0NoHDDdyrmihXWCAkFa2Zrxndx/9KnQzyo5NgPi0nYfNyDstDQwyEh4kikq1Ha2n+IZMwnrH7iDG1z3rJStTi5e6/2TKRkf6aXmnvZcSMGboI/qy7toNt/FAeV/w/cE7OoB8Pvc6gHw+jzohGuRAB5AvP9imDcI3y3uAZ0Bn7jNfLK7tDgH5Ra9tyZzIJGSzcLeTk0BDhG37vsizBKdla/Y1DZBf09N85QagvRQSmvzzJm986Cosd/gU8kTlz0srjCcAJwTXtOOA/O4YXU5otuCZpZtnhEdcKdjDJwUE8h1AxyoGRC9ClgRdwiEs65u9o+Tx30c3BshbcCoP5CZfaNWCSQskCemWrqznat1NT4Dyu4x1DmWJXQj+WH5agBng8b6pH/oFK4I9iwSALCt42rbD4h5+K3221IpOu+AFDMhzo+O3fVfcHQGSj29AmC06jtJ2sPAS3QBqlNG2I6x4ALWwkuGSGw/FKbKlnIWuwodKtRitYxa/54E43FMAKACKsvgEoHt4bOOHz1InFqADcBSwTF7QIhA6LJetR+qaNiMrQe6U0QIDhCE/u5uCxRZW5OKF2hyLB7WXMnelffuwpA6pt7S+RjuWpTr5o9iL8V7vNLcQFpAzBLCg06dp2r1cITAWhuWQsrKM9bhdECp/gb6yeouBNDZv1FWhcAAAIABJREFUtVd4bd9nP/dW+3oen8Qv3eV6jbqA/qx8aDPyr0/fgjcCDNVGdPfWg1OOV8/jsGNb0Xlec5TSRMEbAgAoe6l7jcEKqzv0wUvmR0BMAB07LpKmeNGuO2BhTKEomtndwU4zKd3aRVcnn+avDQCuqFft9snqX7Fvaqux+A/MSIxRaC9F5qnBUr8A8ygR6LcofemDAKwCF6uKNlxSGdmkyh/cgcy76OUcxqQ7xibuHlB+2D7Ds+ZH9S3ugOhe/qn4+da8WE3fKD7S3mlXGbKXDYN8auURxkvkPC7ytXTwjFW2jW+fkcVV/7JClgKeecKGLfJsrfjJG8OYdrUJyf2WB40cmi5+NJP2h8ckMhptyfIRecErSjnkctppPz9qXlc4yUTIaTJwwSBC34vetYMBYFd1Qp9mNwSyJIA4YwnyJaBxEbd0SqdZd/oTuxyydsA2K6+8dNSPqCPLY4waQtdVKN0khyme7shjyAZWXv7x9F3u2MdXSiFsyzcmbkSLGrBZmnlGtoemsvmWIjISuAPIR5gSvOoA8gFDOn+bx4EOIN98oTtv8hjs3/E9r9/qTQerAkEe3SEg/87mI5lxEbg1EVp3Ct7apCIcx8CRcPLSfwHAj07YUgXj2XYV++09eqbijqbmzgYf+LFr2vLmbgO2YK+34BtTsyBEUKccCAYIEwiFCHlWcJX2PAbSCLRgEVB0+ypCpYCUGJAvEDCWn3ifdudgHepYNPv6jhxwJKWMDgpUuwDkBnTG4twKUQBkgIpp+aotNAKwoCwROCc6WLBxuFOYH4s3KZAIi7XR9yqWP9AbUyqEafAfwY34AKz2Ows83pMWiw8uFBIASaHlTeISo2apKtrtnXZBWahn6K6rl6d6+ig4tDCwaVBXoeCL1Tl1p3Z698juPjsh8saPMt+xQBVNlMG2BZ75Zq37FVZ3BO7QD6ble/gsMBhwIItO6LJb8ZVfeA8Xe2F+af8F0AqIp0+qXzCuyJ91zA2WFoh1tET6opQ11hqZhSDl/vvcZMxmkSPrNHiTRm/We8AKaEExaS0laaP4rKc901bVBwiL5WOWL11o1BZ+lDFF+ExfsDwJF9mUwYLrsTEyLCdtUPXCWKTvGmcBnsgz3KWicLpjBSraiuRLPC0mHxnbmDJSZxCQL2lRdh1QzR2eKg/CYLEqerkzb6FsoQ1Cc8zaHsVLUq5kvKI9xcKRHrtcaOfig/iq/z99epOburzLzXqx/hq3tMsNX7TJjVjc5f57+qY+FrKKz/3BMd3ur/M29UmDNGeu2OgmL1vnJi9b655+bn3TL9LlemL+evff0ze4xyezq67L/Xxql/vznI1u4tLm59mKcgyFNKc8t85NWbbWX3n0TnluvWv29e2xCSCf1tZtP4o9C9xNA42lVP31jHhbDvtIu/7Th2as2OD7Upk8Rz9bs6IuMpaLZzLa+NX0ej5MeT5Jj11v8JDdp4qjuTXNyEPhYnfJSbG5kMPAQ4MIjT3MB5L9kJ1iadt32jVF/LW7P3J/XJSsHewcY8PnPUuhSnqPz9jlrt/4pi3Xr+YmdDNPeGWIV5wX232rMmnefnw6dN9o2iUwlXWP8ipypz2Jn6xXrDET9VYkDcIgf8j//M7jn/ct1/Ub7votfvVev+G4rl3rdZ9+ds7dP6bisz1ipAZPkWGQWbQ+ob3zzLu7JiSu9ML+h1GXfNF/d8oO9+kX8QNWY/jCgQ+T3eq3j8zv02G7kGvKxyZtjyXd0ncdQD6fvR1APp9HnRANcqCVgPzhg2c7h7o+O/QA/6+v9VZbU38A+f3HP84ErwBP/rlsr19oAzDZ7WR2u2eepR4TmoQzL1g+3eNeWL3VrVyTXPiytxfuZrJAtVZ+w8pB1nsAWtAuQFeLLcoQu1gwsJATOJQmMAo8BLzNEwQBVgV4AWyGwgH/BeSlbaeNxdE7wFvKwoIEAUeHTAqY4luYLpYyHmgcnghZlhfET0CsdEsi8vZ+Hp/qdjqEsmid4mJA+XnQcVLtYF3ewyv4yyJCCziFt8LeXSOShTfgUZalPMonLaJJxy7U1S6UPnfALxamxHt0ca+DVyhhtP2YMNQjFqssSr0iI8JHm2aSLgqHvv5HRYMUKzYe5b199O6qNYe+4YOxUT/wRerp96aOYhbVWuBBO3yCX1jDypqKRaDaZ9E7B6VRPqynYjSyrZVyiwcAytCG5Rx9kD5Lneg7tBXN24ZTG9N4R/1K+UT+UlSkKc8YY8N2C3ANb6AP3tAfZaEDvaSpMuOOg3e0w/uePumfWbRYGos+i24sGUkfaz8svsQje8eKHqvAvHalQ9mIi6/gsrQQL81KUX2BMCgLYgo62psFjwlnadAYr3pKG8NtHIBt8YI5A4DHftczY4d22eCege3lqrey9yx/zaKFO+Ox8i9zFyAv4EFpMmbBP+Z/+M1YawF4wnNgKuGllOIZC/Phz+SXlx0D+PGmH9PWUD5w9kBZ/nTCDz25Nqwz+geWpVjXhhbl7OyiXbAzgTaCqzGsq4u49sDi+/+zdx5uUhRbG/+rPnNO7C5LzkhQQUARQUUlKzmaBRUw4fWavUaWJSw555wlB1ERvYoi6PmeX9e+MzW93T09m1i4M89TT/V0Vzh1Kr/n1Cn6N+Mx7RJtVi7iJb4Ej+E1T5q+Q/927T7eRJg0tWXqIlzmK+0/ChWUWWvlNHwijA9co8Xrl7tV9WXyYaUCjUmFzmcIDHU6kgsvk2gEbIU2nAS/yhdwMCmuvmlN7d+L4iskKFwaX9rDWht9vuZUZu/XUA9cDEmdwjNo1GnWYByPOJ0WVQ74p7ljwdYf6oXUf/4x+3bD9zbkvV0ZZY4oxYYoenindSflwLFPUV2xTmNtEBc3837Oxcz6bNLn++ulXFdzIn///bedPXvWRr3vTsXQpuKEleIx/VWmLKkTrcmoP4Xxfdby1OeYj/cVxMrH3nLYRqFrfSnAvbfkWEH51UfgIiCfn4tFQD4/j4ohasmBhgTk160+VATkr0BA/q+LlzKtqS6APIks3/ydzfgke+zOXxjzvHLLIRs422kBM5n64KU0MJkMefYBe02YLKrDCyHCsxG6XJcVhcvo/9cGw198C6gDZBNwB2gGuMJiAIDCB2rRUqSMOC3qxY/AZ1E3dVcmTJRGM+CrDxwBhMQtZLRhKHRTBC3S2JcWJWCSwHLoZ0OQQ7t3PJjFEmAh4VjUxAFR4fgSINAGfN7HPT/1OiANZg4ciE5+8EbpwivqyAeGCOM78YaTDSqfBC+EC04+vHIsAIcJQzt37daVj7Spe9oz/Jbgws8j33PQf0JgM3WqeGx8qA/KRnnw+R/ZhqrrQW2T9iQwGF61GJ9bfjaHHKUtVAASVydx7zkeq7wB7VRHvi9hT3jDLe2lVBsjrx2SNpp08BHt9yjaBMY3n7CpxskFnzYB6fQ3/32aZ9oNNLB5Jjz1zX/KqToWYM74kZQmpyvytTHufQgDUDoiT3+WJg95+5qGSfn637TR6TZtZWAjFVv49FkcJl0A4NGGx1b8tJTzqMwb+OOrn2fSs8aapPahvi1+899pWe3NgOH6FgbdfI05BAsyt5RG89MXUGOvHaEb4xxCDcZ3AfHkXV+2xrnAF2CeutDYiM9/6oq88rWzOH4LqCC+fxJDvIvyKSM81AkY2g//6UuEp73GtRPGpThhD3EZ0/LdSRDV74vvrixgPsmkEafiGD8Azv25O9wWOdETZacdU2W+qaxwPP8/80Rc34h7r3UuAqm4MLzXvBC+Y+FKbKs6bUY/Typz1DfGSHiOkoVfdtURY1BuvIuZk6KFgGiqF/KqTb1qTkmrme8D2FqT+vuD3DK5+43i3jH+QrfG4J4vbrAVWw5lHPuzvG7rIVuZ0q3aeshmVziA01cAknAeWvKdGmO+5C4Swk77MvoEdGYDm/Jh+a6frMdL7jQv6foO2uL4p/daJ3Mqs0W1yUbSQMFBPA5O9Sbci8aJTc3jmEk593tWMS5lMf7nggmQ37zvdKbOCln7aYygruLGGNaDZdVKTRsPnkvN47X7sqcb2duprST52pOjHX/+QhaHSZ1pHQMWAfn8DCwC8vl59D8R4uJfl+zk8XN2YN8Z27/3+1TuwN7vLdedsQN7s27PzhO2ZdN3tmPb0SBd0k7rDu47Y0nu0/c3FAH5lECCv2C83M/1CcirY344f3POotgvI9qlbIi1CEIbF81CFolazOgbGspMojhpdegbQGaghV29QW87cY1NmpOrHePn21jPaExhBsXXvvaFCzqyCv1Jk7X/TZuAJPuEvkADHgFIsijUYlZ8C7Q4E2xXsjkhbBhg8umJe2bxTFx/8S1gkff5tFglDCBspP3QEHDqL+zDYCI2DwEUsblIewNUwrQKaftO4HrNMl0MzJywcQLIphzKj42RzDqgfaF222Hyqhp3Bfh5JT3TvrELq8UgYVlskjZ1yeIfkJwLPNEAl9aHTzd1Rjzo89+nfVYfgydqc7JLjVYhFxbSvuOAsPruYzJHEqtZPOdidV3mXvBEecXrtGUPh9Pml3bkl0sgMFrlaeygCjBJu0gXHRKyCSxQG6MdStONcUaac4yFihvnE5dNAJtIaRwDRsXZJEWbFD6ycSRNgdiiKS6f8HtMlKk+knxoefTVXEDF5334GXv9pFcbjUHZiU8CyDUeIfRRewjTz4mXKHNI6osS6khLnrTStBu0AtUfw3nyH14BJjZGXxxV3Q7IV+NeuI6T/guE0pzCZhiArDRsVxmAY8quQFip9Og35Ks5hXFPQAYazeE2ISE4cRhLiUdejGnqU3zD5TNJFU67+D93LGzK/FB/U13T3xlDEehI2Kxv+LxH6MVcjwAdIFynCfnOGkJzAdr2urCVb8yVErBzkoYxJQDtPBNhSZeJq63LZ+0j2vKNFRK0hu9XaMp1E0Xbs9UmLZmXxIdCfAkxAeD99OGLeMmY6qepsYXvaea0LBCL2Ss39/DOTzPpWYJJ2lVSuPA3afWyHoTW2pz6I03NeYy/SrOhBTmsH6E5bF9b8yPfGM+Za1E2YH7hzgT6IWM333EPvLpF28s6+Z+tlvk01+cDJZV3/sis7cmLeYK2walU1QV0+ScvCSczkv44wXpA81OQFkLoV48HYwLjAu3UB/H7z9xux3/6o05l+l+JLED+3LlzNumz7D1YtJMkxQqUkNg3UR+48ElG1bF8CaymfnGgINa+u9jtnckjaTyBVu2vCLtu/88F5VNfgYuAfH5OFgH5/Dy6qkMAen/+0aamCW6Pq7zy6Jo4P2eB5i/Wis9LrCEA+dlfrM3LcwBrf1OjyTLJZxHJxjos3RZYVRsb4vXRBtiosQEM2yKnLGEJPhM17wvZoFFe8SVJg4MNBxuE8IYTUJ5FSL5LOlmQaBHMQlULlLQ+C1bo9Bc8ACiiPc48hJ++Ni0Bj144GCzS/e88Uw7RSbiB03NBPOoiTusNkEtCEcCxcNr5/itff8Hla1UgGHj4eZnCAWDaGZj8aPPSkaDO+U/90JbZIGGmwdeWQmNI/CKcL8xJos0XfBC/0PrLbk7XVl8M69rpQxGgV330mTRp6FJUaIsqOxsmyholgNCGs+s70SY/otLTO7VZgamiFYEfds3JMy0ILKAAYD7K7Iny9H1tVql/nWTRhoJNoNogZhYQOEEPGsR+GvmetWmkr6h8vo92qS79JP1gU1NtfxNgPo0AQDT4JpZIC/pp59Qr7ZQLrH3wuXTQCiu/ucI6lM+zhwcssDGvVNWgESCatHBpxhXRIp95JKAlwSY+vBcQD62Mr/gAZmgpRgnFSB9AQfHQ1BZfMycrgjsxzibWl+iDRu4KAHwHgEaLfdjMxruQT7RrPEWgIx6m8alfV09rI8F8B8D8Fiuk0AkoP1/u6nBprjHfRAWndngP7+l3UfRx8kqaaeKtylj0rxzAPamu/HGL9VD49BQnfAROMu4kjeXMzVpP0X+ZA7TOYy4Pp+23OcZM2SWmrdGW/e9Rz4wvnIohfNJaT3EFBgJoJ/GkqX9j3USZC53HxAcpgzAGhMuqOZI6D9eXhK7kjVCG8UpzLmmztiOM2gvhuL/FvxOLsVp0xPnMccTFFarhrlOAGgsB8+LyiXuvPQTrIsLopFF9XpAa5jv/daFrFM1B35qwKcMX8SfXd31h5vwjdcZ9qrY7hSHS99fv4pnf10UDfV/9X+/ww3WuPajCBIoYnkBO733/zYVH7W9s5xR/qTjgA/IXL/1jD87Ymmk7zPnsqdkHMe4iyGRcD9ZRXj2kEYapr3R9fmMquvxA71Q5047UM2MG+1nGlEAYM+OUA+Kr6Skfv9Y4rXG5fkVAPj/ni4B8fh5dlSEuXvzbvv1i25UHeDd1kL4IyNdYoPoLJx+Qn7tyV2JYP95nVdtszfbsJal65qLUQuy2s7BFiwLAAdudTGRotnV5+w8HgLzxYzCZ+RfBagElHwBEm5jG1hRCS7W1p3nN4g0NC9llDh/JZDHuJut426Aql++jFaPFHICyv2nwwwFwSJOH8Gwm/O9Jz2w+lEdY6JEUT98wbRHOU4sbFicKl8+XJrpoIS48DcBsbwGPGQjMdqhdTnp3qXWtNq9AXMI7YMst6qXN5N7V7hSA7IuHF3YStLQavNyada4K+OALJvKVWd8FBmfLnv9uADbxAgB17DvQxE1jxzIw0XIhA4iSDrSoDqK0UMXvhvR9wDUO+IROnQBhES4e4gsIYSHsv0/zLOEGGth+GaXtBTieJh2FkWYbY0M+etQ2qX8/rAB0wEhp+j722nKjzbeqNimk9q1843zdY9AhxswTda72Jx+63Pjg+hLjW1jjsGZ+FwOBpNIoDy4/q3lZsuJJeBGEH7TCmv3f3Ix74P75Nm1OFjAEiCUcG1/FL8QHmBFdSYCc+gHtLH95MXd0IXOCgfRls/yZ56ps8DNV1n509nQYggk2a9DCHMbcgDBGAAzx811q67fPhnzu81K2TUgzMB+/KZMPZqSN56crwNHvC3yXUEoneNRm4V0aYZEDPh1A1lR43JD1V0jak2YvtqeeWRQIw/r0nR/4Tz27yCa9uThnPCwkzcYKq1NV9B3q2G9LemZe5jtjatw6SmHxWcNgniRIc5Izdcfawg+T9Kyxm/iM3VHjDWOAv25jvE1KU98kePYFU43F6/rMh3W0+KOyFeIzPhC/+3O5c7ZolDAUW+ThNTHtxB9zSYd5RWbv+I/jLgr2K0oT01j6hmCHdP11SADmzziVMWtIWMb7QspFWNVxpzd/yeSXVlFDeWldoTWC1hDwXeVpCD98yk70+D48QTEFHsJ3Tk27k6AnMusHjfO1pRETUzJ/mCToYq2JLXmdQlT9oohBG/L3F9QLazsEvACvOgmmOGGftTlKJsw3TeE0dxQvJ7+12AY+udDu7VBprW6vsLIb5lrL2yvs3vaV9ujghcbcEBXvcrxjzEsyTRfmf/mUnanGe7/P/f5n4aZkVu89awOqLzIO06D/Ez/bb9yvcDl/RUA+P/eLgHx+Hl11Ic6f/8v+9daaIhjfEOB+EZBvMhNovklbx83TaBL5CzqekY4z2fUYkwVo8+VX1++ALZpg2aD5Gy0WmHyLMtMibdBCj55ynF/5AZyidcImgAUtYFYAiHvaACwQw3xK+q+NKnmEBQlJ8fgWB+ZnAfnCBBDaoGozonIHfnUZEeD4dajFGQC+wB9tPHxzP9ogF6qpJB7IdIcPFLMRC2h7ZrWV9HGby0LrV+ln6Ks+Fk26bKQCequP0aLlF2hLVx9jJkyvF1ZmLvrkP+nkE6xAt7SliCOzEgIHBk6P1qD2+d4Qz9i0hh4APfElyhcwh712/7sEJIDP/vs0z7QV8g6fDtAlfeG88qd5MWezhhYgaQDwUj+BKZmXD+eAl/79GoBG0IPjWeDB4zPcWCcwg+/BODTr58gyA1rIxAEaz1Falb45MY1hyhvNcMYa/cenvfggBLzg5AJtX+Mc4aA5P58uBbxQ+i17bbaWN6zJgPJt7q6wCa+7DSH3CxBOAqQ0afthMv01sAW8sYbmpB9WfCCvpLqnP2bLvNY6T1plffrMt+Y3VmTKgJChpNviHB6qvL7PWPbk80vs2ReqbPxrTWMTnBE8j12bF1jCjA/jcFBH1W23EBAT/ksIDUDj1wfP1ANpMwdwmkO8K2RMz5zompDu/pG6jnNcHjpySpUNHrHQnhi20IaOW2QT3mgadUvZxs1YbAi+fEFY+LnXA/NtfHUfrCs/6js+ZtXUDqLWXbSb7OmKtXnnRr/NSUjr0ifu7zXapB/ef2bMdusYJ8wkDQR8gH70CSlviPYo7V0/PT0z3hAn7f059c3v+kyPO6AoS1RfV3mTfM33aMNH0YWAnwt7xWPAdtYO7BsAq7VO1Hf5zJNo3WP+MCpd7qLgPguFxwf0r7luXRuAtklliPomwbHmT61NoD0qfNQ7CSugTcJKgccNrcAE36UkQlmi6It/dzFjwpExPor/ad/JhFVBJzDmXPTGizXBPEN+7Pu4W8Wvc/+ZuZu9rBym0epKf9py1iUcQHzZDblrlfD4X3rdXHv0iYV1qou60BgVl7rVHT1+PegZBb8kIUxU+wtOOIxZUyfb/tsO/2r/WnrcuLD32Q/32vNfHbQv1p667EC8ANQiIC9OxPtFQD6eN1ftl0+aqv31hgDIGzvNIiDfpCbPqAlV77hAi0m08IUbZkyqL1V5YoU9NqThFwzY0tZCM8r8jMDtKABHQAObgrRl9TX62MRpsRHls7mQZmJaTSttaJQeG4pCNp3Sjsf3FzgCE2sLnGkzAZDIxZIAmNqkQKsu880cS560NWNPUJtoeOGD5wI0w0CiT3fSc1x8vS9/zAFREgokpRX1TSAzR6N9zdRM3YxdV6P+MWWhfsQG3Q9L3SIw8fPiP4tUf+MIMCC7mQIWL9flh9KABrjw6Q4/A1xTVoQP/jcfcC2kHvzLS+nj4im+bJan0ZT2aeFZginVS5xP3wY08uOrb9IuEPoprrSvoQ078G2qx0++Y4sXgR3932mfZS8xw/5tFBivC/DoL/Qd9T21BdJlPBOQKTpcfpsDwY7b6GeBpyBMgXcaKP3SZ9dalztPWIfbDljz6xYHQGGbu+Zl6qQu84XG05bjXV+hHyQJ0PwxF37AV+iEHwglJEQTT5oDzNyVBTfLrq2yFjestBY3rLLm1y21ZjfNs2Ydq6zk4WVW8uRKK3l6lZU+vsLaPbHM2vdcVAMUbXFrhfXuNd+efbGm+R6/jTbkM/3B3/jSHuGjLuBmjKXdaO4TL/p7Jy4w3eC37bhnAH3mDNKIqhfN971f2WBD33FtO2ynOC5t/72Ekc9/ts3mrdpTD263VazKdR98uc2eHLTcyq6PBjv6dFts02dutIqVu1O5b5buShWO9OamdC/N2GDNPTCm/Prl1vqmjdbm5i3W+qYNxn+BMy1unmevvr7R5q7YHeF22dwV0e7bFbusId2IOa4dhNcgfn1L0OybQPK/Jz1rHEy7pvLT0hje7fn11mVazfmbdk5/SrseJG2ByKP/tdm+XrazXtxXy3Zaard0p32VcTvsq6XO/WfxNvt04Wb7T9XWzDt9S/LbTnLzRnj+8/kY95zpx59usS+X7oh2S3bYc59ssfteXJ+ZQzVGye//2gab9fVW+3DBdvtowXb7csmOwH2xZIfFu+027ePN9tD09dZqQu7cxwmf1tUnMphD4uiPey9TN9JsZ92mtX2UGZhwOszhGkel6CTlGe6f+axqu/1ncd3c54u32edV8e6JWe5SVtYhYfqS/jOvUi+9Xl6fmL6fNye3o9y9z7k+V8haULS1euFgQMfwdzbaZ4u22aeLttqH8zbazC832OQPN9kzczYGbupHm+yduVvss0VbgzCEqxe3cKt9Wgf3ycKtls8N7L80M74z1re9ZYd1uv2Qdb7jWOC3u2WHlV+fPbU4oN8S+2Thlmi3YIt9kuA+XrDFauXmb7F/V2wIXDj+h/O32JSPNtqTszfYwzPWZ05DhE/DqE6TfJnCpO1dzRaFioB8fki5CMjn59FVFWL18oNFzfiGBOmLgHwGwGjIzXpd08YOe7AoHlvzgsakyVPfBPyWjFodLCyGTVjUoOXuWa1tE7colqkDLaRFp3xpXQLiAmLofZQvbUD4w8aOMAB8LDYCwK0aeBMohGYi3wJ+5tnoAVz6AArgh2hjM5HmaKzsvrPwh65wGcrGu+PemHsJf8v3n/JRDmluK7xolvaJyuqDpbIVH44rjbRCBA7KF18bojDILa2jFoO2BDT7tuH9+PmeBf7psk20a7Aj7QPtwfHXyasCjfjwxVxcvqrjueILPu2CNiJgwf8GICneQTffsJVb135dl/iyWx3mc5h/Kk+4nnU5E/WlsoXj+v8BQ2SaIKwdTznE/0JAEz99CT+og+Dyr0nbgrqgvulDUdq95KUNNZtJtQ3qJyws4cJsTH+1rDZh49cvzwD2vuDGrxuEPy782gyvpA3PGOfb3QYIgtfiezgf/RfdgCU+H9I8N5+0zfX7+3YHoHznO45aWTUof38Pdy9M9kTVkYLTlwAR7Spfc5IyObD9ZPX4mv8ousorv3z0amvWzIHxgPAdbtsflAHhghwb3dY3bbJm/+dA2pJrKjMbYgGfZdcuCspces2CnG8P9V9w2foloHybiVmBn8qsU0OZ/wjJqi8M9k9d8B0tT+bruHaAkE1th3E+KpwA+fueW28dJzmwJU0fD6cl4U/fV9fZN8t31sHtsm+W13STpqzNqTvaMEIZTn6UX7/MSq7JgvSPD1gemcab/9psTz2+wrqUL7CSa5wZp5a3zLPe9y62CRPX2BdV0F0z77TvXpq+IUMjtHW8/btMO1V7xe94+8FAqKT2+eobGxoUYC8UvO9aDbpFjaOqd8390hTW+zS+TnwkpR+XjgSy7SavDXj20aIdNvvb7Tbzm+32+KyNwViH0gEn3+J808rtAAAgAElEQVTS8N9rbms7aZ19uXRnrBAkTjhS83164U0+Ic/Xy3bYF4u32tdLt+cIhGZ8stJe/nC5vfbpSnvj89U13IAZ7hRY+N4lv9xRzxIcM++98dlqm/l5fvf8B6tt1Nur7alZq+3pWatt9Lur7dVP8serkfZ/VtvMkJvx2Wp7arYbI7k/hTtOpHEbJVyMKhPvaKMaT/2xjfan8ZH5iv1BeDwlvNbIwZjrjaOyRf/0O9tt58HTDe5WbDtuzcc5QUXbV46nat+ccFHZv1h12HZ+d7rWbuMetxeCZ3G8Tnov4f2If+8JsKd//vnHzp49az//fHku46xvAGzmi7uD8Z+5CODdH/PDz+1u2Wkl18wLws+YurO+SUlMz7chnxjQzKb8x51yLfSkN+1A48nA2TvyZXNFfy8C8vmrrwjI5+fRVRPirwuX7MXJC4uAfBGQv2wbbB+UuZzPgEkswGq7aMpItZ91Jg7alWQ1Keu7XDpeCwgRBxayIKY8gIFxiz1pQgcL5uf2BQsB0kPTkEtpAMT8CxHzahfOuZjRmiJNNja+HUwBaZi3YUPn5094mclgUygbisQPtAyqTaX4ZUGQIC0t4rNw9b/rWcBdoba34YU2HuENtBZN2HQEPA14+MLBnPxlfziscSWa4+gV3VE+NvrJK6qdCqhv1cedYMhbX+9dyqFX+anOOIIf1XbpK1Hv/XeA+Lp8DnqTHHzSHQ0IaKTpX1e7nT49tXluM8TVaz4tF4BqlY92LT7iy3479ZWUDptaAeZRF8NB/73V9xPQ9vw80j6Xjc9q5gHA54vHJbDqO4G2u3cxHOXFLmocX7F1i63SQTOWB/cs5DuaLtuo/tFebUQZJ6DV8chpu4nfUT6CKWdGy22Ea6O5LMCpfPCmzAaxw237MsDhxJmLbUS13WHqtpDTLgJzoV19DF61iwKaq/sOwgzZIY4qs96V9l3mtN//b661uWlzhvbwxlb/AetLr10YlKv5dUsy5Wt144acuB1vO2Atb8yCu/d1v7yX1Q94dbnpdIHKLr/52DXBhcCMUxlBe/XpCoXBrAPCaoAXLunm5AfCZgmVCRcHxqstBmn1c4KkqPE4X//iOwIv0qHu4/pSbd8/+rirVwDsljesDgBt1bv8znceC9pJs2pgvlunygwd2PN9oGf2lIWA8JJqIY7+cwEyJnBqQyfmZ2SmAE140ZXkt7pxfdBOyZd+WJt86zsOYyH1mNQOWFe5MLVT+tD8oBMhadqXHwbayD9q/sY+Od9o/53f/DVxbvCFo/4pqfrmaWOnh5k6nTpNC6ShMKL1CvcHNDbNcfkx7kkpAhDeV6pJo6VNuTjlRpuImj9ZD2udSBgcawXmXoH/ei8lHtqi9iV8k8JHXBnq8z13PYme4ERxxH5CfUXKTIRH4aaudGi/Bn+URyG+5oi+r20NsKerCZDfsPqHzJqj/a17Uo3/7W/dm4mzeun3jYbHFQLIL93p7pSgPxRS14TVvvjDFScarWyXI6MiIJ+f60VAPj+PrpoQ27ccL4LxDQnGk3ZRQ77OC5q6LojSxs9qxP5Z8CQqDaSyYRsM8wBsVp8c2TBa8v1fdIvLOO14LQB0jDYMEuo7vrRVtFiN8jHbUYhmjTYoSksbQf0P+2iLhrV+0bgRmEl40kA7F+15FizY+lQ6Tss/Wvvd3wAQHmGAX/6kZ+UfZQccgUVA17BVVvakA27DJw20YQlvoHV8PF/9RdGmkwdh4YLaX+nI9dahndPqRxsvKo2kdwJB4y7cTNuXFE4bfdWV77NB4QIr0cMmj4s3CRMHSivdhvZ7dKm0Zq0WBrSksSsrTVdop53CR5nf8TXFaKto6NIGcHzz+wva0nFlk+AnDZgunspXP2hRbSJFdIbbLOERiAXmhKoBHMYR2qpfd/VZP7K9HIBZ3kZZG1Gf/4Ba9AFssWrjD1AFkITWvH9CRvZuC+nz4pcEbqUj1udsEltcvzIY2/v2dVrisutPnaOJqPhxvgM63NgVdQqCUwecInjwxZWB49kHLrhEt/+0ZdbyseVWMmiFlTy2wkoeWmbNuiy2kjuy4CmgZRKo6X/zBQ2tMqB7hXEqwA/HM5tmadP37Xf5NOXVRwA7uNyQC4axsxwW/PCfdovQjzqhTWnD67dn/5n+CIAVV4e819xQ1q36IviUdxSE00ToS94IF1Sm+vCHjs+aHWpz89Ya9RiuV8wySTDDvQPYc29X6jQRWcvQntxJi+NBWp3uOBJoM6JlL2C+Nicnej+QPckRpinpv8wXQGt98KuuaYyrtkGeNOeyDqCuWReE20Ga/1pHMQamCR8OI0A/SpDKGNzBs0WOsAohVaCg8e6FQFuaOUECWspxuQXmda2zqPgIRjUWyMRKmI/6j2BVpxbqcz6Moqs276gflQUQXqc9eRfsCWLmKxRjNLcG81qM4gZzbal3Z5TywmcMBfj252OULnQCEPN0tSlTXeL4/KB88IPTmKyBWK+1eflwpj4pQ9T8XJv86wuQ7/f6tgB7upoA+SH91wXzB6f1ksb78DeUDZh3nnhwdaPhcYUA8hD14Ay3l0naf2sskc8+m7bXYsK6OtmPbzSm1CGjIiCfn3lFQD4/j66aEBVfbS8C8kVAvtEXRrVZ1DRGHGmgol2pCTKtnwFKB2wzNsAsFnp0zWqb1Qf9o6ZVWfvSeVbSx11AlQ8k9+09J5kvQbsTcJDFtzZ9weJ67NoA/CpkAyiAgfiAeNLaDtILaUoDdCdplrJILh2b1eoNp8Gin8VOEn3StG85NXshrQ8CR9bvnIvuglo2z+M3RNII3QE9w1YZZop4Dh/bJS7v0Wr388FUjcoCUOp/y/esDXG4PqW11urh7cHCtvlTzkyPr3GcL22+S6t/4PToS8Rq047ZrKq8nLiAJrSvRQ9AvGyVEo5LqaJAg9rkXZs4/R52JjpKr51vzR93x/nTCE86vPFDDrhOWWijOJU/zm8+bKUNfi2Z56NmO3CRS6KS2rz46vsSCmB6iEtYfVvc0AfADcio/iI6AxML2nTLH7MmSKM2vI2KM2CKG8+iLjwT76IEB375ajzPuZg5cRAW9tUIGwE4SIu9dNS6nI1i25u3BWO7TkABkEuzPbhnIuZCW/JkPCub4NoTc00UL/K9GzG5KnNJK+2z9U2bMyY+pDmGiZnwBjbff2kdO1MmzlZri+tXRKYDKC8QduTUy2dTPh+v+D602hRSuG0x5rSYsiPol4zTnFoCoKGO8rUPCbfoIx1bHHZpjFufN15UuhKk1rd5rg7NHZiOHfZ8da/vvmCG9k0dc99AnAkZxdN6h/ADB6fXlEcDX+0IczRKL42PAIG4XPI39d34kzpp2kh9hMFsG+0h6UQi9a9xNY3wLtxeNBbWZjyTMKDlhHV24odfarozv9jhU+ds8md7MzSK1rDfd8YWW7DppJ0480uTdIeOn7E9B4/Zd8fOVNN3zk6cOWeb9x63NduP2L4jZyLd3iNnDPdGRVb4jIYr6xXAZNZxCFQZI1i7ii+DZm+17Qe/D+Iqjabij/8ou+5FwND6JTdeQTsCGuZ8BNmsoxFg+4ourDXzmTCCF+IDQnH2QewB/LYL30hf4R5/c5vtOXymlu5723O49m7e+qM2cJYDSkVP2O/16ib7ZNmh2udz6Hvb47kt+9wF4AgvfL6kfRaPR31wdZmsOXn8dzeGXzvPutzpBL1pxn6FKb3Wmdk78t1/GwWTKxSQX7Ov+l45BGCe4lFcvctUJ+3x6/WnG6VMlzOTIiCfn/tFQD4/j66aEB+8u64IyBcB+VoBA/WxiWlqaUiDIkkrJG4ylc3hdl32BxtYNout7qioN972qtYkI92SR5zmC4B7HD1672vAJ0nq0fj2NxmASywMwnaxlW6cLy0c/wIlFugAD4DYbCYxF6BFMAAwixVADn1H0ACAojD4XR5fYs16uU2voyvXNEiYHtKSaRg2Ve2mH89Jj28sdH0QnTjQoo0vdALMhdPmvwC75oM3Wslod2T33vdyNWRl/iAqDbSHKIez2xpvz9jPW1rKYZvYPkDUoc2hANho38nZMCQPyumnE/csjeL60o73+3c/72JFaELwA5+ltcc7HJpT01KYxPHTrs/n0S+50y30MwDOjq0OWcloZ380ECCFhCs+LwMNf4F8z+ZerkbZyp/YbK1677BmHRZZSY+l1rr3LmvTbaeVNXPAVJ+++bU9ZbYkyZyGTxPP2tBBgy6KRSPSB+XF/zif/tJ8vAOT61O77Znnqqy0U1VQ91H3Xeg0SaFjsgRU9OEwP9L81+aoLKQhL9Cy/Kbs2A5P24/3hU67AhAHvuMYdzUWwN97p6yMNBuRrx2jtYyZDtomtraxA6/NKX55tfZ+q5SmP/y4gK7B3HJNZaAFHzz/HxvlE5FOAP7lNl2Tj2ecLoDnUe2H8V625/NpxPttRkIrTIPBH9oIedQGKJVG3LB3d9qpE+dquOPHfjbnztrxY2ft2NFod/ToWQvckZ/s2/8cDOqSOwDi6i/uveqV+sfefLiNxcVre8v2IE/irV51zA5890MNt//gD+bcGdt/8Ix9/pEzAYWWfVy6Se9lYumLz/bbnv3f2559p3Pc7n2nLcftPW279562XXtP5bide09Z4Pacsp0ht2PPSctxu0/ajt0nbXvY7TphLca7MT8MSOa2HbeuSrN28+PxrDGkUCE7cXUfx6BZ2+zo4Z8S3Zotp+yVL/bZI69vtQ5T1lubSevsvpc22ej3d9kXy44kxs2XdmN8P7DvlO3accTwa5vftyuO2gMvZ09hxs2LL/9nX63zqC1thcZ78fOskIX5kPFLa9yocrWe6NbnhAm3waj/CMt1NwLpIZRC8YJTnNpHKJ8JH+5uEvxauuGEzfhqvw17d4cNmrnNnn57u8GnytXHGoS+ftPdvU5p1+I+n7Xuf+Pr/RnaaN+4QttCUwr/6b/c+M+pw6RxPu4bayDmm8qvjjUKJlcoIA9Rn69xwhjaP8IvLov365Zn1g1SmCHczPlHGqU8lzuTIiCfvwaKgHx+Hl01IWa8sLgIyDc0ID+h0p67jABTvg1r8XtWuwogsNUEp+1cyKYH0JqJtPnTWW00FgrNrplbL4A8oEeQHrZgb1xrLR4tbHHng/IsloOjmjNOW4fXzwQmXHT8njIAkGKugUU2/3FpF5ECF4gDOBleeOg/CxB/Aa98In1s8rfK2sJt8YADBQnbYtrugDYfVCdt6kOgP5uKltOyG5KW/bdZ2chcrXuOr4aBYTYUSQCL6rxV3x0ZQAaAR2XE12Wzkbbc51zMbLCdDfV4TXk2+Jk6Grs2h7cBLye6jSO0+ItXAF/xFGDTp81/Jg0JQLChiv3vhhgXuOy1z0sra1zK2HrC6gCIRwO8IfItJE1MINDX6GfiZfv2B630GbdJRZCAMAVABSETjv6hTRP8ZhzoVH7Eutx93Do1PxK4Lnc5DSBsNpM+F1MpfYG8vB/zcrLGMTxUnaYxXQNtAh25QNTnBTbQZTPX9ZM9QTkw6UHfokyBVt0LBzN5IhDw06jrc6CJ225RkH6kkGHOxcwx8ihbtn471rNvLxdeJQFkihP2EQ4Qt/zxXDvsmO2gnspvqLCvP98auFenrrXm11dYSffFGeGc6ijHH7HamnWqsra3z7OpY5bYrFeXZd30ZTZr+jKbHbjlNnt6TXd/W6e1HLeBLb3Wnexof6u7iFbtK62v+J1uP2QySxOnHU2YoB1fO9emjq1ssuvIceMWBPXIGB+uY/77bSWfaaMcIe+Qjdb5bteny/u6OQkhUFQeSe8kNH54RP2txXt3ckKbQs0A0E7QVKdecR1u25sZo9K0IezUE+/BThWp2sMjPV17RgiQJv1wmFY3OnMHjz4wL1V+0xp4rd99rFOUSGpH0hRGuJvULqK+6XQcftT3pHcIpBiLBo2tv3bW0PxsCuk/NbbK7h+7zNqPWWktx6y21mNW2b1jV9gjY5cYY0tToDENDcPGLgrozpmPvBOrrcastgfGLrNR4xba5HHzg7ZCWMy4JLWrzLc5F3NM4oTzoW8MHbvoiuFXGp4WEmbAWHfHRJRgOMPDiJN6OkEFP8dcQe0tDW+y43+6u0PC4z+nv5hv3pu5v1EwudoA8hC2YMsZa1Ut5KIeWWvTDgIll+q9m/rLxytPNkpZmkImRUA+fy0UAfn8PLpqQrw46cpZUKQZ4JtsmMnzbdq0BVedG/bkfOvbfZ7d27LCOpZUWNcWFdan2zwb8sSVW94nJy/OLEY5fpm0WOKbNDiZUNt30LHr48FCofTauXWu80EPuWN5LDwwl8CipPWD1Zd2vnwkL32iHwBRmn2a/MM+ABya8orjA/lJm8wwHziamQ/EB/APg+A59Ixea5hfaV9ywLhgkPKXVGtstu22NwOQKg5phe1ZymSMwpR3duYnAFLa9txj2PvXN3xsuwJ856Od4+Zl4xwI06H9QSt/1AHiYRNCaEO4dNdFgoIAPNJ6IxybdDTZEGYAkiMYQXgiM0KUEb6pfqgTfWsxaEskqNG6VxaUD4QxLxw07J2TT9tXjgdaTOJBq7GrbfiUKpv23IIGd5OmLbTx0xYafmPkl5THkMHzrX+vSut97zxrfoPAqP05/ARgb/Fo8lFn+Niq3w7rfE/88VtpImOv2d9gYCqENt6v57y8/PDHKPp0VHulDQlUhq7eE5ZHpjtqapV1GJfV7qY90SbZMAgAUvvoPTE6jSTeJn2D55S5rFxazDsybVttHF+nUaADYQGbVP+7njHjI834gOZqU1KMYwqTxkfAp7GJscavp3a37AhoLr9xbgAujBo8z0qucW2mxQ2rrdM9R6xd1/2GcIz20nLANmvdZ6dxYoW6L79+eRC/9a0VNmFkeiCbfIIx8Jp51umOwzk0iT6EPIThAla9K8Rvfp07qYE5EGkft70lV8jnp6e7UkY92TQA0bj1X7sxrn3HXYYskJQ2Q7tnbPTNjGGuAmBKYy3zBqZqxIvysmz/SRLihtseF8oG7fSZ1davZ/q2EFdOve9U4gB5TviIxkL80mucULLT7dkypolPu6P9qW+Inji/3721FxxAjwCZ/j2aRvsDvKU+sZMdZ1IsOJVRoKID7UYmEXVaqxDhD8ol0AXoOrWBhRJxdV18X3/9uy68HDtugQ0eWxUIFPqPXWKPj11sz45bWAMo7zLW3YtEu0lzwa1TDHGKQmWYtBu7yIaMXWQjqwH+utB8NcSdMq7SWF/Dz6STyuE5gvmIOL3GLqtRR1c6X/pLIFuLE31u/N8UzDdz3tjXKJhcbQF5iDv737/srUVHrduLNc1Xtp+ywV759pAd+eF8o5SjqWRSBOTz10QRkM/PoyYV4vjRn2354n322Qcb7d1Zq2yO72avsjmzVwfuvdmrTe7N15bbS5NrTsL1OcBPGdM0FiC1LdPuHafsxLGfC3LZ48U6ZhzjH/3ZqLe0bv+eH231suO2fNEx27z+VOp4Sv/AvpO2e+dRO3TwTHXcs3b8aO3dvK++s35ds5d5sQkLuwfaLrGvPjkQHLFes+K4ff7BfvvX7N328Xv7bNnCo3bsyNkm62Z+kzX3AQDkg6BaMHFJkrTbgkVWj+zmV1qUvTsss6rK3bVeSA0f5AAWeOvbggX4J8/a3OCuzRnxAd7QOkVL0AfiVUZ8H+AKzMu8csw6zvw5AI3hC4tLH7hD+k/auADcfuNH06WmAF0IBnxtYp+HzXuus7Y99gaCDWkfsvCSBjEgkYCBzs2OWZv79gRmQGQyRvmG/fJ+G63Z7ZUW1iwlDWxEE76QExECOls85kDwFp2dxj2LZ593PEuznXYU/qb/vv30MO36j3CBtMibo8ACDPnevN9a63JXtGkJ+EV7KR+cfPy669NLbeK4+bVuq7UdZy9nPIAcwKPw2OVrr6u9ycckUGnPlVYycLmVDVlnzYdsMIQhbe7fbR3Rio8x8aH3skHe4obcY7qy/93h7nTapWx4247NAoEBkD5pW9Cn/T5I+2DjnY/PaE52GuMuqFSbwy8ds8Z6jl1uwxtAu638RgfItbsza54qfMpEfYRxQxfNQRd9AGEoQjAAA8YUv08061xlzdBYD8ai3FMlSjPOV/8O24+nDqUF3PEeV08CPxGoqI7z+QLl72ubrq6pu35dHa/QCo5LX4A842VcmKT3mDihL6AlnQXk3Z0UUfFUjqGPNg1ANK6NSzsxbOrLr39AeASWOW2/+lJj/13LR7ZZ55Lcy245TVDS251cYY5McyIDIZMA/mYdq6xLWfq2EFdOvW97hxvTCrXLrjqWoKU28XUx7LNP528TA+6rm4Y8p5horwObiIY8/O9aDWQyV/vty3/WGoz6Z1zzv0U90zbVBv1Tb2kEjYyNijvr0522atmBq94tq9pjiyq329JFu6/6sjZkfbb1tHqZX+OEjbQxjWW0tbc++99oZ4Xy/q3Ps8ox+UyB+qexuk5db1VV+zNteeXS/UH7rpq/I/OuUFqaQvjXnneAOqZnNPcU4mst9u3nRxsFk6sLIO8TePynP2zLoV9s03fn7PCZ/y0Q3udDEZD3uRH9XATko/nS5N4CFn/8r/V5N9papNfGf/LhefZA+wrr1KzC2t3h/F4dKuyp/jUX22h7IfEkbNl1bkOA5lj7uyqsb9cKS7NArw2NDRXnpx9/q/c6v/Dn33b+90uR6f7+20XbsPoH++azI/bFh4dtyfyT9q9Z++2xXu4YsA8adbx7ob08cYcd3PtLjbQO7PnFPv/3IXt50g6b+uxWe3XKDntr+k5b8O1B27f7J/vnnxpRCnrx8ZzskWY2X9ir5Yg8IDQ+wLE29sHm/u6suZGcMtyz0N55ba+d//1iQfnXZ+Bfzp23sPvgrf3WuWSRNWu7yEqeccAyi0zAHjbbOB/4KR213tp1ztWmlebWc2O22CvTandM8/G+WTA+rE3LoqX5UAcepNHi9zd5vkY2F6YmmZZRPDT5wmCFNnnynZ32kzm80bfA9y6E1HsWpWiFB/97Lw004aMWZLpEEAAo6jvvANc7tD4UaKe26bnH2navBvbvOR7YAqftRdmqbXdv9nKuNLyU7Xdo7tja2Wtvfv0SKxnutF/CabCwFu8A5X3NS/EXn3BsbHxTPpg+af5ULkgk3uG3H7XCmrVcaJiaiOOL/x7+IMRo9dAOa/7Qeiu5b4k1a7PImt3k2lr3lhU28ZkrW5CaZj4YO7QymKc0HgE+YjYBEw+8i+pvPh/b3Lw5CFcec+mlHzb8nAU6czWPsdUc5H2d07xOUw7CPDp2iXWIANI5Xt977DIbHaH9lpT2hHHzA602AHg05xpKo3LkE67Nyc41QCdtmhMhfr/wnwE6BZb7/cB/7jJ6hZWVOg3fNjdvsbLhTliG0DAOUPDzkCkq0mzbY09Ov9LpBuppwP3zjPURzypDuK7j/jtzLw5gR/M9qT70rXOpC89YGJeuTM5Q7rgwce8733E0KAvl4YK1kmot6fYJZksYTwk/bGC6Mqgsje3ThttUC68Yv/369p+7zrkYaCIjJPYBJsZ2xswObb+rwddOdxwJeFBy3fyM0LNs/KbAHJyftv/sg6QtH3IXwLe6tbB+n8RDhHrUC2uyuPpOei9QnXaaFC7qm4Q0KG3ks1csW/dcHBuVVr53OtEx/5tDefPKR0t9fV+79ZS1mVQtoJ+6O/Y0j28zmNMXUesCLn/3xzvAeHjStlt2zYISQNQJKYB+hJYaGz9eeaI+l85NOi2AnrNnz9r58/+7YFd9VNDFS/9Y5+dy15/YhAecp/1i5jBnnPwfuYyyLrz9ZkNWuFYe3G11snqMuBicquk0+1ygBCWTmz1e2mzfnf49J8t//vknaN8///xzzvsr7c/hg/8N5qmya+fXavzXemf/7po4SEPwor4A+Yag7UpMswjI56+1IiCfn0eXPcSWjUdTbeKSFu1J3wb3m2ccqWZRH+fa3l5hTz3sNmJsTnVsW+FLrqkZv0/n+tMCSqK/Pr7VFZA/8/2vtmv7Sfv0/T027NHV1vEeZ98V/rS6pdIGPrDc3pq+3aoqD9nIQc5cgXgX9kv+DyFHVaC1pklIYSaP2mBvvrrd+ndfZi2rgTV9i/LLrquwIf1X21ef7rPdO0/luD07T1mSm/nStkx78DW2ozZObW5yoBU0lF5TaWiEBvbPb1hl0sDiG8KFLz7a6/Lddcr25HWnbc+uXLd312krxG3ZcNSmP1eV04cmjqq0ztVHvQOa0Ra8scJKui21siG5pk3Y5ACWohUbNk/BBl32d9Fwr01bHDOkMqc/RV3Sh1kEbbaiNPh9AEDPunC1+ZCN1rL/9iA+YDHa/goT5WeOS1dr1bMJRDCBT5rE52LR5tX28PABz9BgRStRAgwW7wgE0Oxis5kBv55ZY81umWdtbt4auTDTiQMumYtqa/neycxEnCZGmweyG1d3IiKXHxw/R0vNv6DKF8IE9d3G2cGmTqJM1wiUhxecOsCcDScGur77VyAUgVe+ZnO7TlmzE53uPmrNyhZYSftFgQ1YjsZz9Ji2hQCU9pqvP/o8oo3KLEG7W3YGppBKr3UgJmDOpKsYlB8/stLa3OZ41vy6quACS/Gms8C1ayoT2xngpbSRucxQ8fP5AvLjAP9m/+foqs2YAZCO/VeOiKtt1CadxorzSLV2LGZe4BvCLY1nXKgaNQ7pHeAV/bHV81lgCvu3CB8Q/tMfdBoGG/6l1RfsMv6gnRplTgKNZR/AavmoMw/m1ykCGNLGYTcdARbPceOWHzf8LPvX0JuG561vc/kmgaSirzYAZ9ubHTAMoKoTSZQtTLf/v/Qat6YZM7TpC/E4UaL2BaCUpMXOibGM+bNeS4P1il9u/xnzQfAJXiAU5rSM8mk+cWswP3JROO0OEEvzAGEwb6X4LW+uP0Cekxe1bZcSMDAW+eVM+yxAfuOaH/Luk/668LeV3+iEWoUKD9RG294+P28+jRu4qRgAACAASURBVB1g17H/5pgmYJxiTcAYw1oNU3P+yUC1F9ZKAdj53L5gnaT3+AjS/Tooa7XMSob5J6TWBicVUYwQmEe8tpPX24Kt+euisXnUkPkVAfn65e64T/YFJ+X89hh+7jJtvR08ea5+M75KU9tw4Jz1e90pIIT56P+f9Pn+wNRJmA1XCyBPuR69z13MWugaSidNH+q6PMyeBvtfBOTrl7VFQD4/P4uAfH4eXdYQWzYeS7WBS7PJiwrTt4tbzLOgRwMFEIHFL8dXOVaPFqEPqLa/Kwvaswlud+suA7Bg8dj5TqedqqOlwQavrMImj276G7i6APJnTv9qo5+utK7Ns7yk7ADrAnL4H3ZspLWp5hsAZJQNV+qiZfWFVuE00Gzj+DwTHGARwLifph+e0w5RbSDq3TNPuY0T8WXL3N8gRD0LCCVO+Bg9F4Zp88b3IQNqB15H0VrouycfmmfNr3f1AVjW7haniSS+IUzoVHrUOrY6ZB1bHbbOJcdyNkd+2VtUgzZ1OYLe9nZHi4Ra9Ck/Dz2zodcCLqyZLfAKH+1rmU4hfId2TtOv5YCsTWy+c8krYQGKsdMMMMEmUXkApnd+6785YFlgq/rFLJimsGw4AekzdMy5mHkmDZ+e0tZLgr4QtymX9jDtRGOLeJDGF/iVdMld6y47ck9EjF0XbHDLJuSaekGYIf4pbwGpvr12wBdfIxeTQH6ZxaewX/7E5kDTX2nLF4Aetjs9dGBh/RL+Nb/OabYKtCQP7AVLe7tH6/TjQqF97XKHF4iKdi8XrIq/8sVntKH1LsrXhoA2iVAjKoz/Ll94CQOwYX+5edQY+d/fzs2N/oWOCDjVH5LGM8YUtEIl6PPtq7a6xY2d/nzTseURKx3pTFO59Ndaiyk7gtM5COAkSNQ3Ln72647xB2Eeda2+/kS/eVZefd9Aoba2SVsmimT6Jh/P21QD8kntUieJoDNq3eCXyX+mfNKKpi2rrEkCUNGP4kY+2pvK96fHVhn2jalnAHfGaAQ7gKTYl8f8GoJmtcGeo9w4mXwCwt0XA885WQBfMbsWvp9EaeKXP7nJ2nV2AlcBy73aL7bdO05m3K4dJy3HbT8ZKHig5JHPvfuGu+eAcd6v5zTPnK6gLKzx04QPh1E7OvLdf1Ptk954YXeQH2vBcFpJ/3U64+3pe1Pl09iBfv7tL3v+q6zpQ7/+9Vw+bq01w9TRQ+4ODb3P+KPXWMuHtwdrTp8XraXscu1ce+0/B23ALKdckYk3Zo31fW2r/XvZcfv1/OU7gdrYPFd+RUBenKg//4+//rb3lhyzPq9tNWxeI+jp8tx6e/rtzbZk/V47ePCgwffiLz0HFm//0cZ/us+6v7jJysattZYT1gVA/YyKQ7bz6K+xCV1NgDyWAJhvwEXS3n0D/lF2rbt/aME3x2P5VN8fioB8/XK0CMjn52cRkM/PozqHwNzM+jWHbdG83Vb57U6bH+fm7rT5c3fagmr35SdbGnTz81C3LICcT2IpbT83mFbkBSXYeMiUCaBIU9mkxdHx6b832FefbclxX3+2xb7+bKtzn2+1ryPcN59vtUkjl3gA7wJjAe1vpNFC0qYX/iGwQPMNJ+1q3vmL8KhnTMT4AH+SliyTmABm8pTrWlYRaPvF8UHv72vj2kYaunxadSEnefvv9SywtPkNFTZ+eOMLajDJJF5wCsG/MI8609F9gPYk4IW6C/MXcK13xwobPSR9uYZl7MZDl6PNB5fEN/k+KI92FFrngFVorQOoo3GljVrpM+usfYes5jVp+NrhChf2pWGq91x+imkVAWJ6X3L/EmvZcoOVjXBHtnnPpZOYCUADHFvpaNUrPPS0au9OUuQDAMTbws0xZM0vxAH+8AEhDCciyrqttJLBNW1plz++2cIXPKoOBOLSPrgsVuXDR0sS0C8A/iZlBSBBmGfXWukza63kqZVW8uAy71LgmvbglUcYkKd/Sts4M5bEXPpIGTUGw2/GIZUBnzbMaRbSiTJLprHgSvWffsQJL0qvrczp5z4PZJcyaSxVeMBkjR2Mi4yx+iafCzLRAle4OKEQQChhupQ2/bkxXP+Tnq20Pl0qrO0dFVZ2PSZ/5gaX42Ku7uHu0eXp2bp6PgnZXvdtJDN2AMwj2EIrHiEhAKqvyd5iQPayM04WwcM4E04A7aWj1+b0T7+vcieAPz7Snxlv/FNpUkaQFjLzteq6EF+ayO3umG8b1x7O6x7utjQoG3N+Uj6ilXVB0rzhp4FgDr4BcvqCoyTzOBKmvzpla63NhRzYd8p27Thi+PVlMiRfOuu3nbIR72aFzH7967nb8xvtw4WH7LsDPwZ8gTcILXye+c8SZIbrBsEtms1c6stF7JhRQ6jvx5WZLEwQ1tfv4sW/rcNdzlQgShF+fknPCAV1UipJGBOXBmMdvOp4z8LURfn1l7+sCyYCq9fBcWn773UBdo+Wi+2P89EmIFMT0IABz//+l63acMxmf3vAJn223558d5cNeW+Xvfj1d4HW+h8XLlnfLu6S52Y3VFir1lsCk3vtuuwPzCP59+io/OzL4BXuiT5rMtT/9uclO3LmfGCT+Jf/QRA+wwizABgumqzxOdIwzydOnAiAeMD4IiDfMDyOSvVqAuQpH6Z1Gc/KrltoKOpprIvyfRxpwvDNUexpsHdFQL5+WVsE5PPzswjI5+dRrUPs2HrC3nljZZMEo7NAIBp/0Rq5/gDZ4da9mYVh0sbNjxMAPtWmEQb1vnwa0WFAoT7/jx1WabqsDtA9aiOXo8l2c1YbT8AN8Xy+JT37abEhSgrLN4AjJj80mQTOoa2YxAPMuWgTkARKR+VN+Uv+zwFh1H9UGAECgONJdNT3N2nLqmxREnoWAAJDOeGAAAGeUxYcm3AnVBCwXxEAOOKt0gY0xRQUAP295RXB6Qn4Tj8YPyIL2HcrzwJV5Ef88EY/zEPM18imvECFsA8YhfmGcFz+o/3fotsmKxmw3EqHrQkuOi0dujbQ3Cpt7zSJsZ/b6uHtOWA7eQC+IxRo28Jp5QX03rUnACDCQL5PE3Hal+zPCKDymf7glABpA4DFtaOoskngk08DT/1CAEmz6yusY/lhK7ltgTW7dm4N8NrPS8ICaaV2bHE44AkCB7/MPMMT+Nix5eGgLlSuJDMT0p4uTbAv/ugDWU15+ER5nV30jcGJGb89ArzF8VAakpzuqe/+drnTU39HmOzXn/8szV8AzTge+eF901zwHT7De5zPc74lnSxSG8L82+XmUyH5c8oqbK6OsvqOdhsG5vt0du01CvhjPJPt93D/yfx/do1xcat/CS62zMmX9u3XUfi5fef9gU3w8kc3WslDy61Z18XW7NZs/8H8iASxfjmYp9Q+ZCqKcOH00/znpAppt79rQar15JzX9wXh8wnEmSuyNFcktjkElDotwxzX6qaNmbi0x7hyIKwiD8zN/fbf2mvgYuMZ4OxyaFZymdonq04aZgGGvrfbnvlgj82cf8RW7z2bUx9PP+TWS0nzkzSWk3gWx8vm1zngfN3KMzn51vXPV5/IlE56wQxjFvWq/kxbj6M76r2Ema89t6sg8jFvozYLDXGCJN5LM77k2grbuvGngvJpjMD//fUv+/DtA/ZIDyfkUrla3DjPRgxab4sqcm25Hz/yW8ZsD2HhYdw61FfiaXfHAvv5pz8bo0hXXB6MJ0VAvuGrrQjINzyPo3K42gB5yjjq8Q2ZOYA1TngOYK2iPRrj5LAB6+zixTpeiBfF3IR3RUA+gTm1+FQE5PMzrQjI5+dRwSH++fsf++Y/W5v0RlvmVdJoBrIYF4iaNrwW8DJjciUddS4EoMDcAxMG/FGZw74uo/J5h3alW7xXJGpih9Piv0BHNIeivoffSaMLwE5mUdAejSunNEvzAR3hfPQfky+UTYCl3stHE92Vfa5FaQDH0VWX9/2qbQ3rhAE8FD1hHyGEvxkSrWFffOU9Gq9srKTNFQ4b/v9gpwqb/GylYUtW8SXI8NtJmDb/f/sOB631g7usxaNbrcXALVby4FJr1qnKOjTPL6hRHcAPHb0HJIaWAMD1tKkx2QO475vuIX5GcHFNZWC6qsvdxwOt70BLsNcua3Pfbmvf8YB1vudYoAmh4+1pBVCqA/icRjDkg6VJ2vFoq4rX1JnqEXBLIEUSICOt0qj+gW1syty+04FIUzQaR6HVr0v/Wenfmwck56JMTmWE25b+w+98J58QoCn81XbBK5rblC18MsDnNc8SjNL+05hIctrtEsjl8h/AlnE2CdxnXIQuLkO/kniOBrzaCv2EPsI8Bn/pR7Q19SXCIYjUmK05hffhzZfqo13XfcZlr5iJwuRM2dAN1mLgVmvTfZehUaq8uVyVdGW+CVqURj6f+m1xY/IdLgD06v+MI+R7f9sqK7ve0ZCmjYTpUDr9uqSzgXpw36+Z8ia1JfLxxz1oRTBEG6QMtFW+a1zjO+Xz64n1SZhe/ddag3jLF50qeC3sR7icgLxPR9Jz5dduPEw6wUX9ax2RJHQTD+WLl4/3Xp1EQq2/PTfG3fnDGi9p3Kf/qf67lS+2GdOc8JsTg2nbdtubt2fa58njuZcQpinAprU/2r1lVZk0aIMAMJywZA2F4I42h+vZaolta4JgfOVXx6zNbe4uFtHKnEv/0n/8QQ+ssr27sva2d2w5a61vrRmP9QROp16URqdmC+27ffEmLdLw+2oOUwTkG6d2i4B84/A5nMvVCMhTxtkv78kZJzkh7vaU2bUeY+AbLxQm8A3zr7b/i4B8bTkXHa8IyEfzxX9bBOR9btTT8yfvb8hsRLUhbUo+l3Ix0LGpwO67NgxxvjQ2iZN2we6npWPfaOU3JT7UlZZRg52WHXz0TZ/4ZZdGO5tk/71MAKUF1f24WTA13fF5adFBg/JN0oiV9m0SaO3TE34GUKatJAHL0hDFNm8h9cDletiff7i70z7n4uCBveYZNu/j0sG+P/TgtFlKAmxVHsK0vmlDoFXoNlpuE8WzTidIw5h3iifAjfwQTsB/2gGbZAGyfOOiZEA5nslLtIXbitJN8kmbdNCyTwrnfxNIo3oC+CFv0mFhRNnC/R3wDQ1BARK+ZikAOmXVKZHMnRI3ZAEwp1WYf8yBTvIWcAA9Asn8MvAMKCjwPuCrdwolHJb/CovPf2nJU1cCwxM12O88ltGoLQSQkXCSOmJMjaKNdwIjHuo2z54bPz/W9e2i8ce1S8pDWaApTftW/uLxM0/OtxcnL7AXJy2wFyY5P/jPu8voXpq8wAp1E0Zm+6rKGefTzsRz5iracFxYeKuTLAD5MtFFu0sCwZReO0+jecSgJfbe7NWBe3PGUps9Y0nGzZm9KvNNYeL8ObNXWyo3a7XNKcitsjmznLu33PGTfg/Iq/JE+RqL4EmfTguCNGa+nNUgLQRAJ/2wkJOLyqc/t8Jemuw0fGszXjJfaxwAACu/YWUw1jNO+2XSiZaRg9bbU/3cOFaIWRClpTHmxQnbU68ydbQ7Db98nsP3Qhzpa8xgLIUHXCyu+Yi05n11LDXdcQGvBEAe2gdUazsnrc3gl3gMOK16jvNZRyg8gGxD/V6akAXKy65DMLMuqFvWJLRBAF/R0a/rcjt80Nl+f6yXM7PFXEAbiCsH7/229uXHh1MV5Yfv/7AP3j5gg/uuCU6JINzC1E2PVoutxY3Z9Zlow29/5wJ757W99ucfTc9Mzb9mOUEddLKmCc8ZrJNoI5n11HUVtn5V9lTEmdN/2DOelqhfbv954vAthpmf4i+eA0VAPp439fmlCMjXJzfTp3W1AvJw4NCBX23mi7utdwenDKax74G2S+3153cZigmX61cE5OuX80VAPj8/i4B8fh4VFKLiq+2xwGAcYNjY7x/v64AcAKikhbe+sdh0C8/ko+EKH/alGTT75Z126sS5gt3JE+cs7FYuPVDvfJ716jKbPX25zZ6R696csdyi3MBe7vhxEnCNphq8E+gp3ggMiNMiV7g4HwCYdAHn48L477W57nA7dj+dBDpOO102qgGb/DTSPktjj019XBwBFH27ZrUo8/UDQPgkjeDOJRWRl8Vi7xhetcxoRqYHrX360dImHXjpv5dmuQ8Ya8OOyRUB1IoDmK84pIdDa01tgv+A3gqfzw9swV6TBczyhdd3mWMgP4FsAVBVfVGtaAOkhF5tLvWezX2HW/fVAMz4LsBeYeXn2+yLNvmApX5aAPMINdCmAzARmOzSr4g9laH0dAySNNV3KLPogw/qW7RRxQv71LUfJ/w9/N8Bsa4dJgG3GiuVNmaPovoFfVdh1JbCoECYhrj/Eo4lnZqJoqEpv3vmSTfHRZlIieIDfVt8hK+0K0A0+nHbm7cGwJbf/gFxlY5fZ4F2fISwBYBGcwHpT5+yM2ddcfjw4Rz7rJcuNR0Q6v03s+BTnHa7eCGffqT2uXrp6aCsPgCVNGcqDXzNE6SFBq/GyGmjtwVpSkO10HGFtCUcpY79PP1n1e27r++zrz524wTtxA+T5rmser5eX4Cpkp9/umDdWzhNYfponNBf+cuEiPie5NO+W924NmdsjQo/oOdK27m1fgDkKwWQ37vznCH0gR+skeNOZ0nxwIVbFXnyA4GOP640xqV0VRUnrG/nalvlEcKZ8hvm2dsz9trff2dNAAAQP3zvikyfpd3T13URNm2PtapMHlHm997YlzOGxf15f3Z2/IhqY7wrv3GejR+62T5696B989mRJqkRr/JVfJE9VZY0l2f7pRPktbql0jBZ4//27/nFGFsG3b/KujWvsm7lVfb4g6sNnqW9KNdP73/xuQjIN06tFwH5xuFzOJerGZD3y3rhwt927uwFu/Bn01j7FgF5v3bq/lwE5PPzsAjI5+dR6hD7dp+OBE+aGnChy1zDILEWkGFf4GKSxlA4jv9fGjXY025qvKgLPZ1L3aYtrFXnl10aSeEw2qSlBTj8NHkuNL60oQHttKniyH9U+R/vI4HN6oKBB2gTiIGGdZhu/VebSmNHnktSsR2szZwDEzYEmlrkARDhjro5cLvfvbntrO3t7j11QBq1vZhP5j0Ac1UOfIGzTvs7e0GneB7HBwGh0AQ/1E9UzjSamGihKx8JWgoB833Ayzejwr0SPn2iKZ/vTMFk64rwvIPnPBc6hoi3aOLL9FOYBtnAdemvrgGMUG+ko5M6hAv3R+rIpVsRALHKw+eJX+c8+9rRtPko0xIAGT4QS7hwOvovYQF5AwSJBmxlh/vpYw+6PkodCaRM016Ul+9rPJg6Zrm99+Zqe3fWSnvnjRWBZjP/a+PembnKXp6ywp4bt9xemrzC3n5jVXw61VricRrgtXn/2guOfz5w7pc57tmd/sgKO1QH8nu1X5bR6PQ1Y31wjrCMz7R1JzTK1f55Z8beGmuKpgzIt73dCfvixrE4Xqrd3992SVBeNIPFR3wuzo4D0gFB4Z0fHpCfPqZ3P/34p0kjmL4TR0fUe11ISVoIS6LCMG7o0svd23+2S5f+sXubOzMbhYyx6tdP9s1eylijAcS82LfrnHUpdXmWXjsv0Fzn9IsT8h4PhIrUS/PrsuY/sCeOjfKvPzli//ngUOAv/OaYTR6lMY47ZSqDebP1zZuC8YOx0Rd8op387edHY6iq3esrBZCndNg5b3u7Mz2CCRjaIu0P3nOfEnN1dt7NnkhgnkMIGOYnpmHWLv++doyrZSzMvLz+wkYb/dRKG/XECps2do0tqjgaezHqH39cshfHZwXN6mdaV+h/52aLbOHcXNvocSSOG7Ip01+ZpxBQuP52PBB0wFN/nfHypPq77DaOprq8P/fzBWt1s5sf0oDxGlc0R495cmNdsi/GjeBAEZCPYEoDvCoC8g3A1BRJ/q8A8ilY0ahBioB8/bK7CMjn52cRkM/Po9QhPpyzrgZwEgZSmsJ/AEsW10kaoFpI4steJJsS/33aZwGNVxsg3/o2txGLAuLEG5lCCF/cpM1cGBhUvHy+NIPTmqbQhoANkGwmD36oMtIcxrNPuQ2Hb4YlHz3+d5U56ZIwAaCDelfZv95ak+Pee3ONTRix3Abct8i6Np9vpde69gogm8QvH1zu32O+zXhhsb0yTbZInVa8NpWym+7Tne9ZpoLCfBFIhFDATwNekx9CGf+9ntFsl01/NqVKRzTiA/o68CUL9Cs+whUfZPZBQTa+Cpfk+6Ay+aEFTDpodCMsogxhgQcAE8CyTl2wYW95w9ogjvKCZgFqaBiLd+SRpJGq+Pj0GQH5Aj9JB5pIU33ooW7OzI7PtwAYubaqhlY/YeLapYAzwgik5pl8avLzeECHtOmVN/2SvkYfUx/VN/gESBloHt5xNKhXygi456dD+Si/AM0eLats66ZjOW7kYw6sZGxVvRPe51/aZ/EYLUl+v//+e3BJ2p9/Fn6J3Kolp23kY1nzDNmyu4uZli2smx3q1JOxWca+b9L4HMcjjZF9Oi2zlyfusI/eOWjbN7lLBQEqVS7VFelQrxpn9T3sow0Z9WuqgPyKqlNBWcOnguL45r8HeFP5z/50ISj2ezPdZaV6j8/4SBtmTsD3ATqF8wF3fV8094R9tz9ra92vC5+OqGcJtJP6jMaD4Y+uz1QZ7Vc0JQnrlKf6MHH27Pg5k04hD5j78IFN5R/2+3dfYVvW/5iY9KZ1P9rTD7uLS8Px+d/ipkp7e/peu/jX34np1ObjlQTIU77TJ87bxOGbM/Udx6/Zr+yxt6bvtfvaLKkRljr57P3v7FIjX0in+jl27FjOyZsLF1w/1PcoHyEQdnu576D5DU7w2+HuhUY/+PrTI6nbxrTRzoxe2XULaph0Uf+Qj/a91kJvvroniqwm8U7a/ggTRXsa351idLzcsyNrT75JFOoKJ6IIyDdOBRYB+cbhcziXIiAf5kjj/C8C8vXL5yIgn5+fRUA+P49ShTj38/krAoxHICAb4f4mN2lRKc3iOGAxKS7fpDH9SM+amp4NJaB4bnxlg9dHm2pAXqYvovigjX8YBNRmv1CtQ+UhEC3fMXaFF8BIXeqo/vCBC+zVaVWRrv2dDgQvVOtW5o3yATgCrp56eIFNf67Knp+wyAb1mm/t73KblvDmF1BUZUnyAU4Vl4tTn5FwoRoszwoLcm0FJ6Wpb9LWhn96J1956j8+5lZ4H9ao98O0rDZpRDjqRu3C11bEZjUa0wFoddNmZz7Du/QMoBfaSFftjfSS2hZgmW/iAPDYB4VVHt8nbdoxQiCB4Y7uvTX4AS0y8aFTIBLMBbTlMclDOxLgDzjq80zPbOJJS5d3YhYCAUNUORi7Sqvt4ye1aYHb2XL72v4VQZnC6Qc2qD3bvNm4TmAnPoTfh//D37CATacC0Ij3x0pdyk2b6XDb3mo+ZO8xEI/y+YCY0NG5pDJjL/ydmSvs7deXG75siOfzZ72y0h7slHuZHcIiyuQLjcirV/sF9sZL6dPOl3fc935dnVkvTM/k40P4O/aXoXXiyKWRPBjUOysEos/6cwD9nnpBQOj3x8F9qyLTgn7sx8+avjjjOKWgcmEv/en+VXZfWzc+tr1jnmHTfeADi2zq6GWZcApfn37fLo6HtRXG0+/g4/CBS+2j99YFrlcHlybv07hw/5fgFRCU3wdvYYbNpZXUt6ljgDEB+rTLOGGnb/N73+5cAO2z97Na+pSP00S+gJf6D07keGP00vknU60jkwJt33zWXp2yMzBHAnCOHe4eLRcHoPHSBYUJurDdCrj6xgu77dXJOwxBCcK0vy7UPxCvMl1pgLzohlfYPx/95Mbggs4n+qwxTCZxqef53y8qWOD/9MOfdmDPL8ElnE3B9ndtAPmcAtXyz6KKE0GfZB2j+3bCY2z4v9aO9OV8gqVaklXnaAgpoI/xPUx/vv/aByHwKv7qjwNFQL7+eJmUUhGQT+JOw30rAvINx9uklIuAfBJ3Cv9WBOTz86wIyOfnUaoQe3aeygFMfPCkqT2PeMyBnmxI8y0i+c4mVhtentPE8cMIkHn7tU22sGJXvbkFFbssyf3rnSqbNWOBvTNzkb331uKMm/PmYqsP17O14yMbCb+8/rMA1rA2HcABPAWw8cOneRboDLicJjxhBPAC4Asg5FLauLY5qLcrG+Bj3JH+mnkfz4Bv4fL6YZ1dcAd0jhlSGVzKKlBV7QyQU2Y7AGaJ46eR9OwDv0pPoLgA1zDIk5SevglcCmt4A+qQD6ZZFFa++B4H/Pha8dRLx9sOZuonDPyqLL5PG5AGsK+NqTCkCUgN8Eo7BShymus+0OzALNlm94+oI/gBrCcOG0ofYKSOwoImlVtAL2XQO3wJYqAPsBmhAVritDGn/b4jIzAiDG3Aj+8/qx9ky5odz1x6B4M0dXE1WvUu3+Q+Byju06n0wz68oK2JJurYnSrYYfRveEOZ1AaaX780I0yBr7ynfuBt3BgiIVCXslwzTPeWu/pTPAH3Sf1OdPq+BFQIaePGgnzvx4+otHbVAjzKRZ2G+yv/4ZVMgLS5rcLGDmtYoenw6nmOegufUPJ5EH4W4Nv+rlyeh/mAgNlvE8xzgL04zXn6/uj9hfOXC6wRKiqNOB/hDDbzw/TVx/8O97ixIUm4F+af/1/z331tsrzkEm7Kon4RVy7GIS4h99PjWebORgxcZauWHQjcqMdXZfhE3w0DZoyR1KsE2fjtb6sJqhHPFza+8eKmTB7KC3/Wy5ut7R3OlI/oZ6xjTNR//O4tFtm/39oWmYaf3v/C89JFu21R5XZbVrWnyI/qdtvQ9T7vm0327ZfrM2754r2NwvuerZzAMrxWCvfl8H+tzwb0XNoodBbC/6r57nQP41aY7jT/masZEzihUvzVHweKgHz98TIppSIgn8SdhvtWX4D8waPnbfXmc7Zi48+268BvdvFS9g4Rn/qTZ/60SW8css6PbbeSXpvs7vs2WmnvTdbh0W32xMS99tG3p23rHncZuB/vansuAvL1W6NFQD4/P4uAfH4epQqxfvWh6N+eDgAAIABJREFUBtkQ18emOiqNVre4jb7T7qppDiO8wJRWddJFneE4/JcWa8/Wzo5sKmZeIYHmvO4W6IAOUWXnHfxlEQ5glhvmeAYcSFsHii9QNC1IIgCDeICN0FN+YxYgiWofvJMWLoCsQF/REPad5qHTHiKf8Hf/vzSFurWosD6dawJOfCe8gBEf9PTTSXoW0EhZ5dDU8gFwgZlJ6eibeOjM0hzPKR8gLHlECUiUt69BqTTlCyQK0rh2kbW5eVtGOxzb6TilA+gP8APohC1b8gZoigLvpWGuuHE++Tvb745X1HcYUAzHRaARBl1VHt5L6BOuO4Ho+cG4/Ca1VCcSIFAO0RDni09s/OPC6L0AdvhB+QUm07512Z3CxvnSxiV+Ie1N6cFL4mIn3++nvTq4fqMxQHwlbFrTHU4wM9fyAc9+vlHP2XFiaewFiCoPghIJtjqV5B+DovIr5B13VMAT2rOvxS56wn62Tc21NJfcPvvUPCOPsuuy4wz5BXleP9eoJ+7AKIRmwo4bnntvBqdZmCcoA2MYwh7mYrVJ8nvy4foH5dvf5cqidhbmV77/Gut7tMrW9ROZS+VXBeA6awv6Jf0Xnz5DfnHjiwQm4QvBEXr490kwLjAG+uOr6kY+Y7YToizLjLl8a3FTRd76nzK60gbcP8863pM7h0EDArTwqZZC20AxfOH9psizy8+zkU9klTnyjQ/h726+c/0JQW9Tqk+URxgbWNuE6U7zn7Gb+L3aL71CdjhXBplFQL5x6qkIyNcvn3//45Jt3f1fW7z2rC1b/7PtPfR7ZAa1AeT3HPzNXv/gmD04YpeVPLDJbu++wW7rluvu7LHRxs34LgDnlfHTU/fXCBeOp/9lD2622R8fV9Srzm9KgPw3i3+wp6bss+5P7ggEJX1G7LLn3z5iR086M6NXAvOLgHz+WioC8vl5lCrEp//e0KQWj/kWsmxetbiM2/j6i0yBjsRJCyyxABVgUN8XhKWqFDOrqtwd2BLHnjjutYxbYq+9mN+9/uISC9xLS+z1kJv8bPYitSTAWiAgYI/PU0AH+AnIG3e5nR+eZ2lBu01BLjAcDst/ADABs2jtSrDSp0sWIIlrKxNGVgZgHTQCakSBJICWgebrNU4zELqSgC/Ckh6ud8eshqlAEwGlaDUrXJr2GS67QBuEJQLnZS9Y38gzTsPbT0/a3tAj0zD+d4FOSl/fdHFgvg1cWKuSfBBGiG7xIZ8vkLvljdnLEAHzSUcgu8KQFqZw/P/50uc7bYmxQGUM+1zGKIERwGv4uwRCAKS6m8Kly10BWTCOdhuOG/6PUEA0iXbMt4TD+f+lpUb4fKZMaNvSlIeP0K6+TNmS+ix9QMCzQMKkMcKnMfys/gtIq74qUNPnsbQLXdk2xfKBUxgSdnEyBQBF6RbqS9sZvqQ9PQVfZRJmwH21zzsNrWiZ6/Lt0msqY+8voG6kzQ3/+vconC5OHAHi40bVQWMdmjtUg7wIcml34Tah/4yTEqxA9/BBhdOdxMeuZQ4ck5BU+ab1JZBC01/5wCdozTcuxuWhOezxvjXLCojHpfUImchDrvzGudazTYUNGTDPODnRs3WFNbsm+13hWt9WYQ93n2eTn832NdGd5E8Z44Qofh9NCl/8Vhh/i/y6cviVMYlZyzunNDc91b9m/76c7WDM0LrdrcR6gXGGe0mKv/rjQBGQrz9eJqXU1AF5AO7P539vgMrtB2y1Zg9ssraPbLUnJu0LtLrP/pJrXiyprHX5dvjEH/bBN6dt9CsHbeC4vTZ40j574e0jtmj1T/b33//Y5l2/2qiXDkYC3+V9Ntsr7x210z9m7/rwAfn//nbJDh//w46c+MN+P3+pBpk/nfsrANkFmvv+HT2329299gXuzvt25uT/wjtHrN0jWzPv7ul90Jo/8qO1eux3a/X4eWsx8Bcr7Xfc7ui5LRNGaXcetM2Ony78vqkaxDexF00BkJ/10YmgHYvXUX7v4buMUw1N/VcE5PPXUBGQz8+jVCG++HhzZsN5OReNheTdpdRtWgHQBBb1bLHFBjw4O+N6NN8RgAEBuJ7R1K0ITDL4G+buzXda33u/CuI9MXCiDez/nPXuNt06l79jzw6OPqK5cOFC++ijj2Ld559/bsuWLbN9+/YZg2OhvzOnf23wOrm/reMhmwifH/6zTgmwGA8LM3yzLGi5+vH8Z0AsH3gBKPS/Rz0DambB0RWBJjU0lF0/1wDb07SVic9UGtqNAiyC+IFt6GU1AGMEC+1jAFHoF3BNGrpYmGeBnj4PtXkBuI0qW753mB4gbQBLgcD8lz1T3346AD30hdOEfxKAEDcMuBOefsE3l3YucKYLU5NOUJCGNLwxaaK08vuA6ZVBHZA+7Uqa3JSX8qvu86dVE5iqGce1gUAwc9PmGmaMAGMxLyHBCvUGOB/mKf8lBKCOtfkuVAOXtEWjX840/cLXgkZYwX+fVuiiTdCeyQN6BfRj+gQgUXnTJxHY8B7Hs99PS6+rsBY3O/5qjI3iSdI7CWx8sA/AsLRaK9s3z+GD8tBP26B8jEFcHiuAFPqxQV1XALft7a5sabXyVU4uDYaGljdngdo041FtwqDJ3AMAtrqfAswD6jIewR+//RCmLuZ7akNfOI5ODQHGR41L4qHva2zFdFA4vbr879/D8a2247D6+tBHc8E16h1e+23XL0/cs9/v/f4QVUZAcgD6iaOi5zq+IxwApB86cJ4BuEWlU3xX5EuxDaRvA327uL4dZW4qrl/77zWWvfPaLjt6+Kcm477b/0NmDpEZPJ/ufM9S7Bj12IZCtzLF8AkcKALyCcypx09NEZD/+deL9uG3p6374B2RWuA+gHlHj432768Lu2ulEPadOnMhFgwXHXf0yNVSv+v+XXZP7wN2d6/9dud9OzJg9109N9rcJT8E2R87ed6mzNxvXR/PAuZKr++oXfbx3NP218V/bN+h363TQAeY3959YyYt0gdQbzP4Yo4DbC/peyQTjjShocWj53LCheOV9D2aiXN7jy3Bc/MHN9v3nhChEL411bCXG5DvN2p3hs933r8zEIiUP/KjlQ84a2X9v7d7HswKdWjbX1e59tJU+VkE5PPXTCpAnoH4/fffz7gzZ87kT9nMfvjhB1uyZEkQb+rUqTZ9+nT78ssvbfPmzYbUL+2PdMLA7a+//poq+u+//24HDx7MuFOnGmZAnv/tzituMxe2/dut5Tf21FND7emnn864nq1WVdtedYvstrc7LRE204A77W/daf26f5IJ78fV87PPjLMvP19tVfP35Ljhw0cmxlN8fMK+OesTWzRvpy2ev6emW7DHFodcxZfbG7xOALZl/gd+xF2yqk0GfAMY8xfv0vhzPF0eaJyjhQx4DEhPXAGdhJEjvzhtZTS5BeQBpvgg4eCHcsGRNJvNp/tzkaBrA8pfPtqIvskG6ALQhAaAVjSZBcwQB8BLJjcAxARw+uCMQHRAZp9XaZ/D8cmHvB1QfChI068TQHHAYcLBK12CqzJSnnDegGUC84jjfwd8FdAeV0eEp8wBXddl66hFkP+SHJ4RhvpsceOaWHMpaiN+G4QP2BWHPsBqygdAy2aZNBFYQAPhHPh3PDg1gL114hEW+jmlIMGJeEK9Oc37LEDNN4RMSdrSqgtokqkVaE86WeHzlmdpx5OfBB+iK+oUQzg+ZaYtKI7zad8123iL61fk1C28UBly42f7pt4/1G2edWrm0vTbd5ie+P/ZkyJTx+SCImjykg/14J8ocMKZZOEOWvvPPp2bXppxwA+T1XTOvScgviy5ptHEfzSW/XQb6nlwv5rmRVRP+Pe1rTBM0DRU/mnSHTcsO7/SJ9PyknC6R4D7P9LklSYMoLV4VKhpNZ0AY24I56W2y/hZSBkZM6AHbfdwmsX/devPRf4V+VcfbYDTl/TRQoXsGge0Lvviw8Op9niNGYgLfSlbvsujVRbf15rl43cPNibJV31eRUC+caq4qQHy2DIHuBY4jX93r73WvP+ZQLO79RMXrNVj5635Iz/Y3b2zplgw01Lfv3XbfjFAadFyz4PfBXS0ePTnAEAtfeiECbwmTEm/Y9b68T9qAN8tB/4aAPRK585Q+W7vvikAze+8b7v5oHvb/lut1UMOHL/r/qz2e+lDJ2vkEQbYEQqQHxr0aMOHv0f9R1s+oLH7Rru7157gudvg7fXN1sua3uUE5PuOdHVyW/eNAfgeVQe8o30jcFF7wfxRU/0VAfn8NZMXkN+5c6cNHZoL0gJwJ/1oyJWVlYlg65QpUywtOI6mtA/O8kz6aX6NBcivWfHdFblBRHsM7cHu7d6owWP43O6ef2c25AAWk0dXBoCqLuF8+MFJkfHC9cX/yWO+yOHRkCHDU8dVeiOHT81Jo9ANxPTnF5vcjOcXW5JTOPlxYcePWJQB5QGeAQh9gBONWzYnvi3wQHv1hjXBe8y4OAC4JhgoMEQ+oCxgoJ8WwFYAtt6wJhCS+N8wJSGzQaRRV7u2aJtygSAgGoCcjvajrSh7zaI17GMzXuYxmt/gwEsu1iMc/PA3L1kN+drZ65RpEl/rXuA5JkC0oQIklZZ2mN6ArmsXRpqMAKQWAFZ2XVVIk/V4BtBHE98vV/hZIDeazQDJ5OnTjK3yNCZ7VF6A7XAeUf+dwIA6qEiVvtIgn/LrlmXGBJ9nCGLQfFbYON8/VQDgLx6grd7p9u/yxvdPLZA/deHTwXMaUF7gXhiEb3fHPOvfY5GNHZotZxSYTjmkdU4bwMEDbbyh4+3X19jgvosD+qJOWMTxSO91B0X3lgvso/fW1XD3tak2FRVh2iQQxty8pVrItDojPIKusUOW1UhL6X/w7hp7/+1Vhq93UT5pkFa+Nq6yhH0JNV4Yv75RL/D7+tNdNvPlzfbC+A328qQNNmfmVls8f1+j0hC+THDuVxuCixfHDnWCFPpEmF/5/uskVp/Oi+u1LP266g6F9Bd8O3Ndbj4b9mj28lWVe/ni/da5ZGF1+8kVZsaVE6Eo7Q335Se7al3GFUv2BZeLLl6ws9ZpqBxF312qm4YPxUtd0/MqDT/ThLkcl7o+P26969cJdyvF9XHeM4fSx5cvahjlqTT7xrgw33x2JKCtUEURmS+kXCePR9uKjsuz+D6ZA0VAPpk/9fW1KQHyk2ceyoCQDozcGADgccAl79EuvqOHA82fe6v+hH079/+W0c6/p/f+ACQN0wEAD52399hsgPTh7+H/AOkCWfERNJQP+KlGPMp01wMOEFc4tKl5Js9wuuH/rZ/4M5MPmtfh70n/oUl53tHTae835AmE+mrHadO5XIA8JovgKwKXfKcVVD/N+rj+UNp7c9riNXq4IiCfn+WJgPzSpUsjAdN8gPysWbMi4wlU9f0ff/wxkcpLly7Z8OE1gdvRo0en0rIvAvL5tH7m2TMjXoytrw4l/w4A+/CRc4D8xx56u0a8R/pOtYH9ZtqIp6fbkCHDcr4PHzY+B0wPA/LDh461kcOnBG7EsIk2bOizOfHVbsY983ZOOoWC8g0RHkA6bNpF4EFtfIB9AErAWcBajruGgWOnEZ0fxCd/zBONeLz+NCfjeMiJAexbc2wZgB7bwWhs+hcbooUKTWj2CkyN0pQUUOprfCdt5Pxv2AcnDx8ERWvbrwvyBxREWNL6xg1Wft3yGicROL0AaIyteRzP2jCSFhsz3xSJA+odgIWgJAlM1xFm0sEUAxrq2HXnfxQA7Jcv/Cx75cRFmBH+HvVfJzN8HkWFC78TgI4dZt1FEVV/4Xj+f/8ugTY3b8qAxbRpp1lX834EJzzJguSUlX5CuhK2oM3Oexya+uE7AqgP6lDa2YRTXC5oxH6337axR00YBEYyd+SXI/xM/bt+Odf693T9jX5HGrxPag/htPiveoXPPl16pr9JA588EDLAJzTmaU8IDZzAzwkFCPNIPdltp3ykV+hF3yqnANaXJm5pMmYJLpeJhPVrd9na1Tts4AOuniQwFK/S+AjvqA/cX38VbuItbiH255+XrOXNTlOe8S7fSRb6gE5ndS1bFJesbd/8k5Ve6/oXc1vciQDGV9/E2IJv63aR2MWLF+3s2bOW9pRlbAGKHwriwPnz5wO+szEr/hqHA8eOHcucDmbfduFC1jZxQ1Gwc8vZYAxifZVm3MoNczxzMvD7k+cbisQ6pdu7g1uDpF03Yd6GcZNxeca0nXXKuxi5JgeKgHxNnjTEGx+Q37B5v63f9pNt2PGL7T/yu/33/CU79+tFK8DwQa1J9AFLgEtcFFgtsNL3Www8l9Esry9t4l7DnDZzswe/iwS0Ww76b61Ab4H4gN1+GcLPaNU7Pmy0sodPB8+YngmHi/rfrM/hIDzgetT3pHcA+A443pTJt92ArbWu16YW8XIB8nfdtyngK2Zpkvgf/qaTDhNeP9TUWBnQUwTk81dLJCBPQ/zkk3gzJEmA/Pr162uAqHPmzDHA/W+++cZGjsw1U/LKK68kUrlp06Ya6QmYxbZ4vl8RkM8FmATk4E8dO9dGDJsQy1/4PHH0h5FAEPHDgPv4Z/+VE3bq2G9t6JBROelPGv1JJkwYkJ84+uPMN9E5ecx/LByurlrySrshfDTHe3esMGz5YuMZ0xCtb50bXCL35MPzDOD+wc4VgR13gSe+r5MHcYCsA+YBHXOBeMA+QEaBga1umRuYmMFW+4hGMgmRlp8IdygzIAyAqXuueQGogN8oczG5m7hcUxh80+WbPiALGOrzOulZfEwK48y97A4AUEDPXKB+cSJwJVMtpO8f7RZIGZghibHBHi677IbLLBB8DYeJ+g8ApvIBUkeFCb8TfbRt2jInJJSGL5gIx4v6r7SIz4YVAZTSon1zaoQ2AF9Vn3wP1w35Qr/ScWB/tn8Ewq1rF+WkobBtb3Hx+I8Jr6g23L36DoWSayoCcDuqLLyjHkkHFzap0b2lo6cQzWe070kLe9uYDomiLXg3tjIQfCnvOL/NbRVWnxflIcAgr7TARJhvareYL4kt27iEcl+F35g34CkX74b5lea/+smJo/Wrhblu1ZkMeE7fROAZBuYZT2RugjK0vmW+nTmdDL5u2fCTdS3Lmo5COEZ7wlwWefhCaMD7hXNP5Fvy5f1eBOTzsqhBAhQB+QZha2KilwOQh6Be7d1JnzQn1fxxTXPekP7R904lFraRPm5a92MwRjPGodDh0x9+ZhyXwP+hrivsrwv1JyhtpOI2+WyuZED+woVLVsP9dckuxLi//rpkse7iJfsrcH/bXxedu3jxb/Pd2XPn7cSpX+3Mj79l3A8//mZbd5219744ZsOe22d9Ruy0zo9tsw6Pbg2ep8w8aFWrztiOXYfs+dnbrcsgBxgKDA/7HQdutamzDtrnlSftrU+P2esfHLH3vzpuKzb8aD/89HudXOXy7wOwkjwFQKbRBPfBy7Jq7fPew3fajz/9Xif3wdcnAnq4JNXPw39uVm2nHS1m/32aZ0zTUNYkgYNsugOuIxQgPCZy0qXv7NaXPXwqVfhwmjLD44QCznzQr7/VvGy2yQ8iEQReDkD+3f+4kxGccgjzOt9/TDMFdd9EteSLgHxEIwu9qgHI//nnn4Gtd4HeUX4SIB8G3Hfs2JGTJelPmJALAh89ejQnjP/n5ZdfzgF0fXreeustP2jk8/8yID9n9uoadtVlZ31hxQ57ZtSYGrwdOjRXq/2zj5bk2GuXHfiKr3MFJRMnPpdjH55wCyp22r/e+TYnj3ff+sKqKncHLmxD/vOPl2a+KQw+cfx6HzXyWVtUuTvZzdttX322tUkDPZhvefKhefZEv3kGSI22a4ubHKCXxl4vgAja0L4GuTRq+/dsujZ2uUCPzQxgS5JpGoQShENrPK3WNxsiAX2AvLkbpKw9btKVw4QNmtUAquSpDRTfEXI4sNiZJJHmp+LG+Wifoymam7+7BNYHrXgOhxEIFZwguHVvje9+eMAr0YBW7f+zdx5uUhTb3/+rXq967/1diZKDoohKFCRnEDOiCCIqwYgRTIDpGq4oOYdd2F1yWHIOkjOLeN7n073fmZre7p6e2cAuzjxPPdXTXfFUOvU9p06pfEnMiEBTNL8VP07TGWGGTIwQ3r2HQBcbZ9ucuuXmWZtvCRJUjiifdpKZIMI83NwHL2lv0pPWOzRlTPBe79w0oS/mPdAi13cEV3GgcM8H0wA/NMMsDenjANldOnI/QjCtl5+enxLCJWkbV1iBIC+YXtj/cWPmGxr9aMy3+ec8714HhIGc3OHUSlicuHcvj11oY55ZYqPGLLVnnl1ir760MCMNwH3oCj2DbZvkv05oMP/FlePv9E2X5AbB7iT09MeAf5/DoQOXQ/kh9+XZ8xW2rOisffnzcfv0u6P23e8nrWx79N082zeftYea+WZmNJ4QjiEECArJenRYZqdPXXezi3y+fOmmfTh1h7W51+9PStv13xi3yY4czF6nyEycDwVA3iFGHT7Wd0D+xB837MeFp+z1jw7Y02/sthem7rEPZh+2NaXn65BKNZvV7QLkf/uvr/zAuph0LoNf0pgvWpXsnrKapVby1JYtOJYqa6t/LPT4AMoP34GCAKb90ibx5lm/Liv/9qZqLl2+YfsPnbMDcofP2YGAO3j4nGW4I+fsoOfO28Ej5+33JeU2a26pff39Rpv742bPzf5ho335Xanh612G/9Nmmxvjvvlps6XdFvvmpzzcz1vsm4D79uctFufefG+lvf7OitvmXp260h4ZUmRNAheNAuqFOTccplea9trhmUtxLyMNi+e+a9FrvfV7dm3edX5wYJFXthb9Ki8j7Vpi2IrPBlYGvzfu7ttbf37SqrzLQtt17F/slQe79cE89L9xd/+i1bCLVRUmypet9jgwv2lP//LPNkPOmszVJM2LdqR9kpjRCSujhCJoc+t54eozySfSehzydgDy/V70T1vQ7mH0zvaOOwZoz0PH4hVhbgfZC4B8dqpXAeSDYDlAaNBkTBQgzxFgFzh97733Qkuwffv2jHDr1q0LDYc5Gze9adOmVQHzL1+O36T9XQH5Rb9tD6WpXnKpLpfsir7cE7Bz50778cdM8DuqrYNt+MsvvyjplM/x2AMHDqTyIC/uA9Bv7NixGd8IG/bbtWtXRrjx48eHBQt998XHaxsU2PNAYx8oFsiYFIhRONmPr0lN2JoGxAAO2XgB5FBuAbJhGzdtanz74v5lrKprmO+aQgk7ZSANUm38RC/9ZwPpgqt6X9VHg3uZB0YCSFJOtMF80NoBb/+xKBVG4K/SAnQNqwPgt1sGAF9ORkAfNnts/Ogfbl2kicY30ROb5mGmLwCifcDXLyfAv8oEPagD6aHFj+Y5dVOahHvvzdIM28s/zt2Wip9U014270mPZ4QhmaDeb949CZ5d9rtXpo58q5zvTi6x2Z/5Nvd59/B9e1KnLfhPmf1Lao96ZmJEO9EbOqk9nuyczOb2R9PLrNeDaW1elUV+74eW2ifvbsygjWvn94uPNluru0XzRV6d3VMFtDvt5QqEsMfrplEXz6+/vdk6D868LEubqp6jN9r7n/r2uxfO80+3UH9XKCgax/nUlRMHxJ334446r2Nd0DGXPGRDvvdD/p0AjIk4+kV90zi9dKEidD3k5d5DV+25KemLoNS28jsO3GRf/HQsMv77b263Tk38cqrvy3+05WKb/emeyLhxH27cuGXrVp60uTP32idv77SvPt5tyxcet/Nna9bMRlJA/uTpG/bfhads4oz9NmpSuY2ZvNumzjpoS9aetT///CuuKoVvIRSor4D8mfMVNvlj/+i+xkDQ7zxss/1v6R8htardV5iA2L7nsi0vPusJz7bsumQ3cjBHdbsAeajyyhj/zofW9/imCaPmLN4z3+muo3debxhmXXZuPW+j+/mXvGr+C/Onv7bVrl/LXWsUzeWtO07Y1p0nU27bzpOW4XadtG0Bt33XSfPdKdu+65RtLz/lAdIfzCqyj79cbzPnlES4Ups5x3FzSz3wGwA8qfv8m1ILd2X2xm0AoIeMXWOPDC2yVr3XW7Me6w1AuNPAIuv33Fp7ZcrtBcRvJxgPKN6oa1XgvXnvvd4lqO2GXfYuRgWoxS665kPAX+yWB4HB9sOvmDS1Cdu4m29TnGcAezS3pe3Nuw79im3s5NzA8JfeWOmVA9BR2sDNniivUpZg2cL+N++z10tr0Atr8gbkJ0zzy8PFmx1HVYSWg4tbqW+jrmWh38PK5r7DhjjxAbvd9+6zaM2FrLLlzmWfbpioZ8pF+nkD8r18YQCmcmRTvm81BC63c0zUh7zv77nea4+4ExFRbcl7CUVuB6+SjRMqAPLZKGRWBZCvbZCWIp0/fz4DYHVBWrfIgLwCjPFXr15tCxYsyHi3dOlSN0qV5yAgX7KeC7122OxZxfbROyvS7t0V9rHnVtrH7yZw7620j99baZ9UunffXFIvgN/pkxdb2froEwcugS5dumQIOaZMmWInT570PiUF5DEX5LbN3Llz3aS9ZwD5IHDvhksKyAcvCMYEUi6/a9cqLMNdrbBrIe7q1Qqr4q5U2NUrN0LdlSs3TO7o4XO2f+8fduLYhZzd8WMXTO7VZ0o8kAoAOm4DE/bNBTk3bzpohw78YcePnvfcsaPnLdQdOW/Hqu3O2dEj52zv7lO2dtVe27X9hJXvcBz/Kx3fcA819QEdzBwIdA/TFscusgBKQOoowBdgU+mwKXLNwLi0an2Pf5S6VaVNT8LyHATmMcsA4A0g7ALf2nABxgOKo2kNiMqzykkY4qDRrfCu3/Ku+aHa8yonYLgbPu6ZfgK4rLj42DqnfIoHSCfhAfXRe3xo1qXJEc88hPs+7PmlUSW2Z9eF0KH37Rf7UulGCRpURpmXIQ9Acb3Hp93C6O2WZ/TTm2zF+nNeOaZN8GmFUAHQXZegEp425QQBghm+cSKAtkLAofSa/d9CG/LSdiveHF6vsMruK79ov/14yL74cLd9+dFu+/1FLtIeAAAgAElEQVSnw3Zgz6WwoFXeQb9RT2Zu4hFEZAoj5tnjrZfU+aV2u/ZdsT7P+xoaMOmNu230NKCa9d7taUNxyRDvcc++udvQsJ74nG9WJ2zsuu0afNbJjrEjNlShUX15gU3U/Yev2sGj1+zq9do1NYAwGuH3W+P9vgF9gjTL9l/mv/o8vCKUhIB6sneqdmQTxUYajRy0sDh6rW99nttu+w5H23E+ceyqrVh03H79/pCtWXbCzp5OphEfWrg6fJkNkL94+aa99VmlBl6EtmCbJzfa3Hkn6rDUDT+r+gjIb9xx0RBAqc83773HOL7PhhjQB3MI0jokzGsf1o191gNHr9mbnxyw+3tVNQ8BkDb+vX22Y2+8MhI9Jgkgv3PfFVu67qwtWHXGijddsDPnooV5ufTCG9dv2TODilNrLYL+TF7liLc2u5egv/b8xlyyqJOwaHTvO3i2itt/8Kzhfv15v014vsT6dF5unZousM4tFtrgnqvs7cmbbc2ao7b/0NlKdy5TQzxGU3zP/jP21vu5AZb1AVCqL2UY+tIaa9GrKuCscS7/yWfy19auL3XNtRw9R69LzXfSkGaOC9OqBpgX34dJlDgwkG8AyPCN0Ldp5aWfPCsu86o06hGOALInLf+wl9Z46cKPyuyM0s1WruB3aZ73eir/9n/+9VVeeeLstbcfdrkyzJastAuWkf8IOqAfWvZh33knszGA/xJ60G5R4d33AvBb52ivXGlI+592FRj8dxxTSftwtnAIDWnv/AUk/gW/c3+tf7xpAZDPzq5UAeRrG6SlSDCJ2cBcjosEzd8ArnMZlxs3m7a0APk1q7bYJ+8tqxegeU1rHE+btMjmfF5sxWv32/XrN7O3ekyIpIA8JxPcduAUBRsu9wcg/+GHH2aE+/XXX1NBsgHybJzXrFmTEZ88JTxIJXQHPRzYeyllHz4KfI4CZrC5DdD4RKdl3jjJdoEXR7G5IGfka+XWf+wOG/16ub0/+7CVbI02W1BTpMZEAWUFHAVAFkAaphmKNq3MWxAOYJ7/gIBs8lwgnO9xdHO1wQUKKu8wYFTf8KuC9mmzN+lwaM4vtwf+vcXTMm//zyLv8lp9p43itIkB+BW24782epe9AlJjR52ye0KCDI32+aFa8PQRX+s83AwE9AO8RgvevQiVvDF7JGFCu/8ssK8+22v0y6gfx/xb9ymzJi3TF64CtAPMAxIChLMRpzyuoOD+u3z6ccIADXe3XxOediSN1vek023SaoXHsMC0PDx0s/2y5A8bM6DIo1nLf3Ah7CYvLdIUHSP91uusceWRTdL7cG71LouMok/Y+5WLj3sahJ0qBVMe3f/5uz3Vv8h+/vag3bpVtxq4W8ovpcAfNmeAUWK6036FB1Zpw9Xz6W22Yf2ZFJ3jxp3btm4f37rxbBh5bts7wCjMt3R7yretSb+QGzhuh/13Qe2YUhAgv+h3f/zTl5n3XLple+YSY/rR5zMy79Y5cuK6jZ5UnqoH9QF8j9Ki4rIugZAPDNxUK8dfAfq5VA1NHjTOdx+oWZv3cR3IBeTRgi/ff8UTPFy59qenjdx5mG+3FTr5AO0JgyZsOrHNylF99QlOGlRU1O1Yjatbff5W3wB52l2AN5qWcSAGR/J1HHxiLV+ahuko9S98AB9AKDRVNS71/bPv4+9UiALkORXw/teHrV0/HzxTevJHTNxlKzf4Qu/q9qkZU7an1gitxUEBNO85EVPffj/8ui0xYJgNbCl8rxvzLL3HrE2NHzS60d7lYs0OI657ACe8DeNJfR2zLX+Xthn+0upUvbWOMb9AmzSfdzP1zPoHndAoD/se9k5a3cTTxaQ8p+fXCmO+5R0maJLSHq1+L00UCCrtwLfoezBxudyyso6TFhrJ4/M8KfHsRB+Qj9Neh8cin2wXs7plc5/bDfMvbI0D/bUmQHfRNc6Ejpu+tNo5GeG+T/Kcvkx2g3UcWWH3Pe4r7Ax/eZ1N+2j1HeGmfrjKcHVVn5ZP+IB80vYLthP9hP62qB6aDSoA8tm5myqAfFiUmgRpSX/mzJkZIOuvDkir/Lds2ZIR5qOPPtInmzp1asa3/fujtVYA5DkOXtMgeG2nt3zxLrtx/WbKAbRnuGs37fo1/3uKMDXwkLStyWrcuHEZ7TBp0iTDvAwnIA4ePGiffPJJxnfAdNpVvyAgz/+JEyd6ZomC34gL6B9lQkdp3gl+r4d8ABLb6ZkaRVUvLxVI44LLS+cfjAXkAULCACcmcrl+L+7ISWs4V7pz2V+re3yTFYCoaJizKUObG5BY9XJ9gDzXhrg2d/LR9o6zNe+asyEOAPdD/yn3tKjDNojQ3wfpM0HtGdPW24/fbLKn+qeBYgDoJIA9gDTmZ9x68Uw7u5pilA9gP6o+vsmZtECAsADepIOAA8EGfSKqTC3+X2adREOAbAktmt873xp1LrKOAzbZ+i3hGuRTZ6Y1SWHuWj1Wbi3u808hKM2g3/ye+dak7Spr/MAaa35PuhzkTb0AdqkLttbddmn14FYfFOt3xJr0TGtyT5qx39CsUz7EQYDR5l6EGLRLOg/CtGpVYh0GX6pkQCs87WD1+3e+THa6KNf+HhceG9oXz1dPK/HS5T89YHHb7ssGAJvLDyDykeE+CJlk49V+xLUUKAnQ+8PX+1O0p/2Cfdv9z2Wdaqc5n+Vn2iSXuuUS9ufFp6xZj7RGKsIaGFxf6yh9OqDT4M2eIBNhUNGmC1YTl1gJkGd9G105rzAfuLSLe2bMQFfssLua6px6aN8/rQFMP2814FiizZc2d0PH78yFjLFhv/3tpD0+qqqwg3JhFgR79pjpqM3f3kOXbfJHu+2BgVXByCbd/XZu1muXB+IENzz6z7H9Jt19uj7zRv0DEmuTfvmmXd8AeXgc+l2SOY92R4NUAlyE0O6PkzRf/HTcnn1rjz35/HbrOnqrIbAcNG6nTZix3776+bihjZ/tB8CutQgzDwCJ6nPy0ZrURYGEZQ2O+oUB8gjAWvX2TRUQnzkOsB86NO21M6URy7cJH+yvEfNM+3ZftDfHb7Su7dMn9FrcNc96dlpqk14usUVL9lvp5qMJ3DEr3ey4LcesdMsxK6uu23rMNoa422FmJQqgnPzuCsvXRaV5p70XaEvfzXZRJQJW2RJ/dNi6xMBwQ6ZZ80oNXATy0AgHkKu5xfWZe7ww2GkfcS00jBvefZb5GuYUXTSKAEBhsPsu7WrMCiWhKaZQKA9pp0zW9N6dSlNpJ/Hd+mPCKEn+r729wjBx89CgIhMdKU82sF2C3CgFiLjyIggmDwQjUeE4JeDRpd/h1MkBBE5R4d33bQad8ds4Q2CSFsi4YYPPzSsvkIU/RuhFGXAbIvaKUWtUfX2PUjAKwOBZ/Cpu/mU3a9lUIYJwaMiYCdI7238Jf4h/6WruJtJqux0KgHx2CtcoIE922UDazz77LBakVZFnzJiREW7z5s36ZNicd7Wzv/rqq9S34MOKJTsbHBgP2L9q2e3Z5OUCyAdtu7ttEvXsam2Hge5R8XiPyaI7/Tfzh2PW6OG0SQuAU9kHDwNk0KIEuBTI9fTAYuP0AguJS2vRDS1gLZxsxDi6h/Yfm00YVJgdMUqEm1OLR5/mVV78Rdm54NM1OcMz5mzcOlNXgKdW/0hfLIgmNwC37IW74d1nQH7R6JEWaZvpnhmc/9vq5QOYDS11MarCu/6rz67xhEIAZ7gvPkxfRCbb64CSlB8nsza+mRRfAEF62M8GLMbkTBA0n/VBuXcJmPLlJACa5r7G7BHP/Ap0iCun4ib3ET6kgetWzdZa276nUhoX9IXSbRc9ze1LV/60W7fMPnL6UvDIY7uex6x1+y3Wsukaa/mf5dai0Qpr1myZNW63ytv409dg1ht1KbamzZem2iasvK2aF1n7PlUvTXK1Ft/4+IAtX3jMRvROj4WMtO76zVq322TtB14IZXQoj8bF7ytOa7jUe/+nxads4EtpjV3VoW3fjZ5dZE67YIN4445LkeZH3vvqsFd3wJhsTJ++s0HTPIGW85yZe1Nt2OruxZ4JJIRCjGF8xoEEPbRLUIv7dhMarXjRjs1M1SOjFd4mUMdyFVb+uLf3enQO1uOPsxWepukPC04aDlNLp85UtYnuAvKrV+ywNv/0xyJzijuPhT0LjIeu//suDc5dufqnPTbSF7ToWHNOGmUjK1JHoKtrkxK79QJAoRmbWOjMxgMwUH2Jb93HbLWt5WlzHNBw3vLThrAMgBBzMt/+ftJ2H8w8kRekfdh/QFO1mVeObhs9rWNpFvGO8qifx/lo/DXp4V/YNuu/0Tb3w8pRl+8OHT3vmM2Q+Yww3zepwcWLGZcvyrRG0A9cyBi8oDH4v3zPCdu6/ZCV7z2Zuswx4wLH4IWOYf9Tlzzqsse0//3/ttrbH6+1dz5Za+99ti7WjX7Vv4yPdo9r4+A3NNfoI/f32mDvzSyyt2YUWY/Rvlab26+intv23WBPTSi292cWVXHPvOaXibisbcG8g//bDD7taCUW2wczi6q4dz5ZY+98sjrlRk9I5+HNc0ND1sORFZ4GqoCkzkPWG/bH412xfTAr3M2YVWzvfZoGPCe9vcImTFmeCARLApQVwtSN5nl9p7NMiDB+kmqYooEsO9pDXkwGDNd3OkSVb+ALvskX1l6EFdApDrhNaZHnBQ76plaYQ6TljQa1O4exZ6AM2JOPKrP7HjNEhAecbj/cNwWTr2128Ruyvz7g+fi2J2/Z96YMvksraYQJTlVXaEx46Kl3SX1psAN4R8WBVyV9Tq66oCz7+qg47nvRgrzc93HPEoiQL2WjT/k02VCnpx1rk4+6deuW/Xf+IRvz+g7rMCCtvMHJ7Fff31crl73/toI1nTsH8heCPTBoU42RZXXJeZsy86ANfnmn9Riz1QaM3WGTPjpgi9fmfnFvAZDP3iw1DshXF6SlyBcuXMgA3NGM/vPPtMTn+vXrGd8Ba3kX/JXvPNkgwfiGAshD78WLF1dpiyhQ/bvvvstoolwBedL94IMPDLNKd+Lvk2/ToFCLzmnTJQAtaFYD9Pog1y7PTAlgjQuiPtl5hd2suBUJyLvaVxz5i1tw3aOGXGxXWz8u8BNw6ts5X5X6z3vAaoDroF3x3pWnCAjDtzCtcx+8wj66r31P2M7NFxna+T06pm2s8x6wEHqimY0Wb9t71qQuGeM7bkSftRlgvE5ruBrChEOLHwAeFzSn8/TAIhvaI23DXGl3b7/UPp6+07DLzO/qlT9tyvjstuQfa7XEBjyWSTOlid/qnt+9dHfvvGCfvbvL+nReaTIV44bTc8v7VlrbR/dn9A1pkzR1tIfFfOEDZsf1JX1D6MMFSMSRSRSYySbdN9t9XYqte98ia912hTVtutTub11kbR/dZ+37n4tNG+0e2bicPnOnrSo+YO9+st0ad1jtaeG37rLH2vU+aR1H3IhNhzJKy6NdvzIvHdKqr272z3vskWFpJhEaYP8bwFgMtttGem7ao8SGvrLFvvpxt1e3Jav3W+NulZpSYeDMqGhtGW2ougzf6KU187Ot1uPBeOFK1w5L7JOPttQruk79zLe7CI3iNj7qx4DaoqeOC+v/+He3e3X7/Pvd1vcFH6zVN9fv89xm++zb8hQdfl2wyX6ZX5Zyn36cHvvMfwhlgyZsuBvBNeX1ygvFqfTot89M9u3B6zQJ9mI5Wqx6JPEFQD420m/jfMbDd/P2WKve/skDANDWIZfCURbmEQk8mnQrsRlfl9vIieHa9KLlE89ssi9+8PtytrI9NSmdlqd97PR3bTDZWKK9l4Q2fpnPVm6gNtj85fsy6J+tPHXx/dPZGxKBHS7w8Xd4fmCAD0wHBclJ2l2mHvo8vdaa9xQ442u10Y/aDb3gKTgAqguMob8K4Ob5sRCNXNm8zsabuWVsPcgXEGBXPtsllc++5ptYIH8UMdx0wp4BmWSTuOuINKDu9g/yfGbiKnvq1dX23KRVNnF6ARx26VPTz69OXWm4mk73TkjvseG+bXT41bD+HPVOWsite6+/o+kK8M3YZ28nUzRx8186TFVlmChauu81dzCPiCcNKjpoTnz5rex9euQrvrkdj4/hAstK03G5zJeUT3yreBFo0qTbBhv84hp7LWT+Yp4nDA6lFXgiabtLSzzOlr0vOPUB8yjTQC7d9MwpPPKERh1GhpsUUlgB9/A1so8PzdNmgqL5eAH65IUyQjb+RzyhR4+eO1KXuXr/e5RYHVvbrBVoAi3/HmPS9yn57VCS2r/yHzdiYnmkolO+BWtfaUYu6ck9+oC3t64s06wfqq8csqrknPV4OrP+qrP8h4Zstt+WJ1deKwDy2XtEjQPyZFkdkJb4wUs8v/322yo1CWrah2lPf/r+qgIgX4Vy8S9y0ZBXSqdOnbI5c+bY5MmTDZD99ddft3feeScDqH/mmWfs4sXMI7tBQJ5TEOfOnfMcGt6YvcGGfPDUBenfaT/sdWqiE1jZrudxa3HPggyAWsBp0H9x+AaruOFfPBimIV+yzbdFRx5KX4t5lC8tCuLsP5K7NmLSNlq55Lj16JAJkAfrp//PDi62xb/5dlN/nHMggzYC1dG2B4QHEHcFFoDxxw77tooP7b9kfR9JYGe8EozHTvn5czdCAXnqiY31KeM3W2vHBIvKjP/KmFLbXJqWKmOmZP+ei94lqSdPXLWbf95KuT//vGVyu7adsxlTt9vAx1dZh/+b75n5eaz1Ehs3usTm/3I4FW7/3kv2y3cHbcaUHfb2pK02a0a5QdcrV27an7f+8jTbb936y8a9s9frZzBu7fudsXbdDlvbxw9Yux5Hrf2A8KOr9A8YUfVPaRTxH+Y+qv+EvVefAiTUd49hd2y556KpTRoC0ltVbqg4fpxP2UhLgOCwl1bX283Z6PFpO6CA8GHaYNBUR1mhBRrS2iCpHXuMWmcjXvbTypXmajvZk39xcvoCuqefXWp9eiy0RzvMt4dbzbcu7edbn+4LbcwzS+sdTQE3mnb3meskYLzqnRJS9dpp7UdcNRek18bXp3OJt2GhLXBsnCRA4jsXrEWBIc+NXWqdWszPmON0h4Q7r7W8+zcbOnhxRjoAZWrnFk/6AoRcgQrVVeM9yaY5rC7t+vpAQJw2nvLC1yYXkFF1aPbEbk/DjL7OHML8pQvpCMNx9rC89Y6Lxry0upYYG103P55lnofL4oLfsv1X3IFZtOxUloJ/e0HbCdM0NkpyFlDRF2S/uHFl/6T9MSMT1U8QGuuyZEASgVCu7WrMNtA/sXkdlU7Ue4H+2S7TwzQDecSBR8E8XDvBY15Nr4lo27avHNfeuEppjW6wzoOLjDUqrJ+/8tZKe3rCKhv1ymoPyB9fAJdD6eTSDu3chwcXpdYp6A2AiOkMQEQ3bEN7RoBDX+n/3Bqj/6KpPGZCeN+JqxvpqB/GjcVg/9Z/8UZReVPGbiPXWft+xYadZ8B72qT/c2st33Uxrj618c29MFKKBAgPRYOgL54/CKIHw0X9d+PruVX/4xn56b07twTrjiCRvq72xWcOFmCN5j2AZFQ53Pdo1uu0oE4huafjmvXYYO46zrPyhe9w0+LZnR/jNNLFI+AH0wj7753cqLwcN4lmvVsO+DzlxwmAuP0+dJNgQzbgUUqAvhI6qHxthpxNCXKgCbx/mna+ohWXjTf0H6cx1eas2+wL3DmFvRVtolMB3ENTk2Z6ALmVf5ITrbShytJlRNokdL7t8MVPx1L5074IeJgDqDe8DH1D+2TKOf3zZGZeC4B89hapFUCebPMFaf/6668qACzAbPC3ffv2DMA3CNJu33KswYLxDUlDPtgu/K+oqPBswbua8pgZCv6CgDzH9sN+APmcknDTk12vsPAN8V3v53yb2MHFt8Pw69am005rce/CDGBGYG/z/1vsaQMPenmnLSvyL0gMA+RHveZfopMrgArwwaTbZfgWGzN5t7387j77/MdjoeYZqkv3Rb8esfFPlxra4u3/Pd8earbIhvRYbdNf22ola/8ItWW6peysdWsfr5ULrV4Yvt6uBeyqnTt/zca/sCGUrqIvNpknjy+1DRuPeG7+4k3mOr33/E1Hraj0iH3/fbl9+tE2++TDrfbt3F22et0hK9l0NNR9/cOmOttQjXtLQMQGD0QUo5XElxaFdyxyhH9REQxcNs2NsLTFPMBE6ru0VuhrSTXuFRdfgMeo8atTG1eXiXLDxj0LbHl8eDRQGtwwuP85js8GbdybK41n91tNPJOuAGTGZlxd+MYmQcAl5qigiex7Qms2lvi5zgvKV2DQ8HHpTTRaRmxg+z231rhgDbuuADD1UXuybyVQm3SjpHp3HFWRYoLZqPCejQ+0lIOmYdpGvJMWE2Gz9bXhwxZbl3aZwDzz04PNfrf+fRbZ+MlVzT8A1JA2QDaaNjxrA5quQ7TWlBtGm2a0YHPtw7L7CgDgppntWXk27rHFO54eHr4ioy/Tz8LKh7BIbRIGxpO2QFLuRwjPK5pWmrtcgDWsHIV3NT8f5kNTmbZgs5lrWxNeayF9Ks62r5s2mpECwbhAT4JM5h/qQN/xxmiMaQI3PfdZ5tbiTD9IOx4b+LmekmEeo2xdhhZ5WvDt+qZN9DBu2Jxz54LWYI015jWtgcxHmYLK9Dz54IAiG+asH/m06Z0YB8GFhJmiKWu51nO9a9NnvXdCoSHRAMEMCgGu0FX1wQcYhXcI01gOqydAOvHoi+7YSPqsOxk0HpUHbRDVb93yUlbFqa++BIi+qTVf+xXgN4pG0rrOhx8nTYF2PujrK/QE97fiH1EMCaObzOxAa2+ukWJQVx+Ev7+Pbwsf4Fl8WFR9KIcEL2iCK5wUV6TFT17MXS+9md4vtRoYbTJG/DTjMqoM8N3a9wCAUxblH/RROtAYJ07we9R/d/5lbXP/0xbwnJxOpD25R0igvduPg8+sUx5dKk8267v4Jf2Xv3lXw7ZewJ1QqgvtGkVr3ncYWZHirVv2LrNDx65VFwJJxZ84I33HA/0lbAzCq2ptpswte5cal7VX54cpSNWf/hJXfynCEf6D2YezZlsA5LOSyGoNkA9mnRSkLS8vzwBeXRA22/PRo77mLHn//P3GBg3Iz//f1iAJ6+R/PhrywYLNmjUrow3fe++9YBDvf1JAnsBc6uu2P5rzDf13+coNu3K1wlaX+MfeG3ffEjsBYr4D29ztuh+xdk+ctA5Dr3ggiyZQfMxYfPbNLlu5brcVlx6yks1H7ddF/qUvLKK5bsZgJNz03edOg4rthclrbdpHa1Ju+kdrrMbcx2tsehb39sdrDPf8C8ut64MLrd1/frdW98yzVvf+Zg80/d369lhsE15f5dmWxb6s6ya/6x+THP/Gchs2dLH1fNTX6kWz94nHF9qIEUts4tSqYFcY49gQ3kkLL6mmanAxljYETDX9IBebg25a0oB1NU7Uz2AA3bBJn8WYSJMGBj1pXDccjDJ1QxMqlzblsieZQXDHSMf+xZ7Wl4CJXNIMC4upA9J3NxRu+cOe2SSoTNoItB16PrVB4Fsu2uFuHtIUp/5om6PxLRM4ylM+m282OtlMK4TVu7beScszjOF16xn2rD7napyKSWVDBWgfFk/vAPa0sYkCk91604fGvbbMXpqwzCa8FT8vYWLCb9fjKbMZUWC0yhPlZ9s0u2UMPrfo5YN3udJX4zDJmiWTA9Q3TMOx+yifFlECLNldzWXz69IKzSHybtsntzkjSKvC/7oB7AVO5wveqW9ifi0XfioVzxOOpS/BYz5E65Y+lMTEgNv3eEbAR1zm16g+JLML7lwVTCfqv8YH6WtuB+zBXE4wDneLsJHXKSDATNZAyueXsdTTyAQM8gA7B+hBs74+rQ1RtKyL9wi4RTP4Lk9L0xEWQmfmPQl5CJv0csy6KH9cHiNfTitNUG4AJ/ol6yn8hFsnTj1iEikuPb6hvU5auZh5cPuu1u1ujmkmCbVJF1CSfo2GKLwq4xQBvMy6EIYTKJy+yVbW2/VdYxdFmBTYHnJaTHQRUB0E0fU9m6+TdQCHAqODPIgE72HCfnhK6IqjLFJukJIYewUUTuCFU+H67KtySS3zrupCOPJUWtRBSjhoI3tgeFffvF7bJ/15K0mfcsFt0qGPBOnDfkf8HuWgDcibfoSj/7t9n/XFDxd/Agv+Q3TUvCt6+H7a1n3me5+2lFe8bPp7fByF47SBLjp/98vsoGx9x2y6PeWbNcwGxrttqzmAC91r8sdl7aIzPrSmnek3Gf2EuWfwJjt5uurdVLmUZ89BKdolV96Br1cZ15b5l99G5VkA5KMok35fZ4B8EKTl0taw36effpoBvLogbLZn17TNh2+vaNCA/A9zSsPIU+vvqgvIL126NKP90Gw/efJkaLlzAeTffvvtjHSLi4tD02woL7/5aXOKcXviqfTt8e5En/RZC7ek/0yQHKWE8eNIsDZ7SbW5gvnqSJsnYR94ymNupOHl59Wwj83eLga5rvNVP8sm+Q62v/5L01Y+TK6+5eIL0HeZHmkdwnDkkpbCovkhxgA/X+1HNlrER3P86YmrvKPUgMy9RvvHqZ97LXNziCY4m0Y3bzYf2oDoPfaB2YhWp81dTd/gcVLRIcqH6aYsCEMUxgWI2BjofS6++kKvp9bZ/Y49ZUwv0D/oa+StOUT0eGBAkcUdU64OnZLGRftO5cmlzgrL5pz4QWBPdU2ikZ4+dr2hRo++c5yessEwq42SlEd1c31t9sI2zXG0FvDJuuSml/RZdEwC5ktLDVAkWCZdxuaeyHHLoAvi0MZ33yd9ljBRJrOC+Rf+1w3QnpTOY9/wNR8B2ZK2sRtOYzafNUZjkXlRgi7MdTSpNJvlAkVuntmepVEZZV8csJv5AOAnW1ph313ekjqEhXHfARJJgE++xA8zrYZAA6CqcXf/PhS0vRuKCZCk/S3XcJo3oVsSHktzH+FznaNzLVt1w8tEHmWl/0dpaMMPav4HSI4D5d00k/S5HT0AACAASURBVPRNt5/qGQ1oyqS7Etw04V8ULsynrLrcG4WQ6tKotuLfXykchw8QAIsAJKxOvBNPHeRvosK77xUX4FB8EvRFq9gNp3krOOZfeD19qi2MN3VBeNpc8yp5+K7EN03jCPx4Hzae0vsRv5398qYB6Si+wa0HQod03n4ZmPPgnejHMpNDGAkqguHd/8ydrDO6dJbTyLQV9uiZW3HQWMpNbroAtsy1CAlcAYDS5x3pI9hg7mUtEo+nMNn8Rt1KU0Idwr40fW9DgV4iy/m/pf4JV9ecqtvGUc+cfmvcvcxr/007avaEwK59V6z3s771hLA2afFEqU2bVdWCSGQlYz68+r6vlR83J4TRgP5D2Ya8sjMmdbMCIB9LHu9jnQDyYSBt2MWcmNrIBrrHfcdO+c2bN72KYfalIbs5n98ewLk6gPzu3burtF9RUZF3yWhYV0wKyO/bt69KuidOnAhLst6/W7xyr039MBPA1mYpqD0QNvmFvfM0jdDQG3rBW1w1caPhIY1h3jFxhsXP9o4JmviuRjNx3I2Aa3evthjKQrrVAza6V2oRBdsxW/vrO8ws/UDMcBhzq7BxfpoBTh8JlKQdJjIubtQ3xRcDmreGfCXIKm0ijSXX5xg5R+x14oBvjEGYYBdQ4RkARBtLwqH1k28/RshGGvlsOgU6Qh+XhtLsySdN0glqarAZiLJLyuYbEyouLdH4v11aZTLhlK9mtDRHg/G1uU96EkUaNtlsQOfSbzpXmsBgTdF4y5XRVj/RBjK4ac5WHmkYukIgpZnElxCJ8mcPX5E65o1JEpUNE0/0t2AbuemxoSIM9XTfJ32WMDHOZIjKU/Crt4bVFP1k9isfjXStg/msfwLzm3E5YKWJK3i05j19oW4+JpPop9KMjDLxIS11wKak/doNpzUsF3AO0EjrcTbelnorj64jS+3bn7c0ODf3p8329Q+l9vUPZdUqe5dhvoZuLv1LvPiDA0uqlXdt0v3TOZs9UzTMtZTX7V9RzwJaO/Qvsbk/Ve0Ts77ZbM17psHTfBU6RL9X391pq4sPW5sn/TZIumdCKCuTJ6/P2JUycZlh0rLS7OXtejdonK/9C88HyOyveaUWN+cIEA4Vpo2KNuOmPSl7De0XggJv0qQMj4/cVIVew1/1yxrHs0ioQBppl+4Legfoz1iKAtalce/ui5R2LkJbTrgrzzCfckAXzXMKw9zd9Ild3pjwecF0HTBvFgyveK4PbfnPfMu8q/EE3y9h0ejXy+2xkemL7d34PDftXmKTPz5gL07bE1kPyuoKF4j33lcNXzMe4GjUJN+sb9xFx6Jr0Nf88fYXyeypV1T8ZRt3XLTfV562ecv+MLTLT5+LNjdz7uJN+3nxKXvr04M24YP99tHcI7ZpZ82B/5ev/plq87DTHcH6Bv9LQXPvoei7BguAfHZ4stYB+TCQduvWcHMsQeB+6tSphk35ODd+/PgMsHb9+vVerRsyGE/ZZ89qWIA8l7AG7bx/9dVXxnsELWG/ICDPZcC7du3y3M6dOw2783Pnzs1oXwQyXPJKn2hovyPHLqSAAndjiQ1NFjY29sGJLsl/NndufOzD8V/2GQWohGkaJElf9hXD4sPEkBfu+UlpIMStX+G5foAQT4zxAd2km4xg3xBwKEAiX/A8TMAjbW0A3mC+Sf7ryLH6In4+YIvAS+Kj4UJZ6fe8h3EPar4TLsnmUloEhMfOfT5j4tGhlVqOA0/mRSNpOboMu7SXPDAyoL2Uje7a1FEnXFIAQUCr4mE25naYKsCOLWXI10ySNKODmzadsgi+j6KnhEmAZvn0i7A4nOqgbvQ7tRMbwlxMbFBebZrzAZsxw0MZkoyPMNpoLCaNr401FwOKJtI2zQYkajOdD2CpzTumcZRvwa8fa15UO2A6y++b8dqvwX6JhqcACdas4Pds/905Q8+cYJS5sySnQYJ5aHzHndCQYkY+6ZOfBK+5atizdkJnbMwHyx3879nZ777ZC18dwXVUmzeE9yNf8U3VJF07XBrKZjSXwNbHusqMWq4ndQVIhgmse47215hmvXwwjb5GP3LpkuRZADJ33ZCP12efyN5n3bS1jnPhbn28L4f9GfXCUVbx83HtIb4a/jDpfKf9AVrYXJKuPFsPdE/nVKTsuQfHOryg4mQ7CQrgHOQnietpgHsgfBqcdtvKfZbQwQXsZeYxFwGPQFmVPVcfPpR+2LiHPwdmi+8B+YSvvPwVMN69WBbeTd+efH5LSugx+6d9NuG9nTZq4jZD8DF26g77eM4eTxAlYdHKdYfs8x/22pCXt1qH/r72t1sehGDE/37efi/dj2bvsacmbbMeYzbbw0M2eu6xkZus3wtb7KVpO+yDr3bb0tWHUmVQPvXJb9bDF4TkM39oH9XmyTL7aeFRO3TkfKhbW3rKxk4rt8bd0kIXl66DX95uvyyKjh+VbnXf/2+JP06Za92xkfRZgtOfFp2KhOUKgHwkaVIfahWQDwNp58yZk8o8+BAE18MuAg3GWbRoUQZgO2XKFC9IQwfkv/t6Q7CqtfL/m2++8YB0wPQgoA74zakDfZs8eXJoGbgfYNKkSRntAGjOKYhcAPm40w/ut8OHa1Yi+8fpy7Z+4xErKjmcdqWHrSjGFZcetiqu7LAVp9wRKy7z3fqyI4ab82PaTI3LMOtCr1w3O5ostVlyNVPFbDHZa7IEWFecXHylFaUlIYCVS7/cehWe6xcowUaN/pAvkM4mkfhtBvl24/LVKE2BX0PT2noAHWJM4jR2ovotmiSKr41pUiDPTVNjKQ5cdoVQ2Y4zu2kLuGuTp63p6grudCw1KPiTFmOu9JLJBb9P5bZ5VVxtGMJMjdTF/MHmmfJjk9dtqyTPaW3XzLpz0TFpJh0fCk9ZaqrOOnIvIJqTC5Qpl/7KmJR2FdruuZZNF7LFabnF0VnjJakAUeMSe8Iqq0AI5oTYvPoe8uiTjza/5kXMVynfgl+/1r5ge0hQw5jIRQgjXgcwJK4/RX1rX3khOiCQTmY067E+BQLmc1JJQJDb74P15QJN6pp0LGWWn7U5P7DCW9crzUYkmWMlAPy73sfwWKWgKNmpoEwNZYGnnI4Ktv/t/j/eAVlzVZQAZPTWrl7rq9RLJ10Ai3Xaj3Ujs/9m0in4TUB68x7++tu6t2873AU3g3Gi/ovHqq9CkQ6V9zkw/1A/eBRoizA7qk7aP8InRu0BiQvfrr2i0sTHBYE+8X9hSgi6PyGXfYryjePbw+ongaH4JIXJB5D3T0yGA62iQ235KArB26GMBw2kfEN+nMCPOjmVdF5g/LJmYsYT05mKN+jFNSaTgEnqhlAu15OWyqs2fUz7Un6E7eoDufisbW792asFFRRRFHHD0OcYW/Cc3rzhmFeKW8trgw66ryFfXl3KM3GXuxYA+VD4NONlKCBfmyDtjRvhFw/s378/A9AFgL1+/XpGYcP+nD9/vkq8U6dONWhzNQgTfv1xc1h1a/zdzJkzq9DPBb/dZzTaw37B+wGIc/DgQaOtaxKQB+Tfvn17WBFC350+e8VWrjtgi1bsscW4lXtTbsnKvbZk1V6bt3iXTX739m4eq3PhlsAcJnrXXIbACc8WXSVDm6/2cUqDwDkK5y5W2mRShtuh6VobC1S+aaL9jCb6o8PW2aPDijzb4zCYuTJEMAhoS7GIo2mKeRTXFEMu5aNN0N5s3NVnjmmn3DdFPggvzS1tPHLdOGrDDcPo9iGetTnIdUMlTUPqRR+XtoJfz4tV8gnmq//S5lEd9T7oyz5m8AhuMFzYf+wTUq58LmCrrpYjdt3JOwhA6T3f4jZcbn1cjX8vzRy1RdHSJx5OgKar2ZxL/65OWNlaZ75065fkWfY7gyCX+mOcmZRg+hKK5DpPxNVdZjAQ9HKJr+hNPw/mH/ZfAAfau3H5RH3DnjF5Bje7YXmFvVP+SQXVmlsAtVQmbGpTBugblofeyaQTYbOZ11AcfGnnhQELKkPBv738VRT9dYqEccr4cNs17FkCIo2jbJc2h6XhngTTHIhm+0uVdu1JOzg/h6Wjd95pnMqNfJydbWle58MDcoSfcmVbF1WmoC9eAZAr+C3sv06hYUc6qu3u1Pe6j8Y9xRZGo7B3WneY9+sbfdIga6bwOqweYe8EMAIKqm70d/qlhK0yHeaPoWSnjb1TGZXmPuCzZcYuX2BOAK97OazKWx98NPclxKCOLfohiPZBZGiMUCeoIcy4FY8GbVnP4fsRZEBz1l3vdJoAxa4lGeFRwFGbEp74pNOsx4YMcFf00QmFXBRENK+SblJ+we0v8PQqI77m5lznPO27KYf2Mzwndewbn5u0yl6YvMrbR8aZzsyWpnhKFCNE25r0deKFcrCHoO+zdnHSAGEP7ae53C0r/Y+TKDVZluqmVV1AHmEUdYTmqjMWCnQaum/lqRvCMFbC9t/gNwK2CYeiZnXrlTS+hAW5CrQ0ZrR3fufLaJM9BUA+FKbMeBkKyNcmSJuRu/MH8yYu+Mvlrkl/06dPz4j7008/NXhAftWy3UmrX61wn3/+eQbt3DYIPocB8lyu6oYjzIYNvnZ/dQF5tPPRvKcvrF692m7dupW4rpi0eX9m3U1o2SY+NlxMyoBqMN0cU8YMAJpLA5/3j0iiLZrrJk8MYFCbQBP7/U/6WvE6Zp2r1oc2Y2J6NQEHfWlgwnhH0QJb0TDRLMZc6Ih936iwYe8Bq5CuI60P+34732FDv0XlpUku86FntF8RvGQrI1J1mDLFC/ptnyw2aatCBzRh2UjAxCLlDm7K+S4tYNJSP0CjJNiGcf+lOS4AnsuF/LKVJD7KyoZRGtEw/m5+MNFuXZMejyWN5r3TdsnFWEuTEYEU+bp5hT27+Wdj6KWNz9gLSyvunbTYAIKz9YXgd90BoDaIyyfsmy7QCh4DFmAi+gcBZjctBICircLnegmS0lO+AjWZE4N1ru3/wypPjYQJiFTOMF9mIqBBkLlWX2JODIsbfKfTITDwNVlfMdlcmEgZ3c3i/X32W7AfqFysERrvXNTLJZj5lOu1t1ekhIBRl/cpz6Dva5v5G1kEvsHvYf+15vUYnQbkKXf7fr7GY7ZxrfhsqgAbwvJw37lCqTETote9fGhXiFM3IL5OJzKOAdzDtLgBbsTfEI55Cj9JH3H7C8/qM8yhWgu08e71lM8HMhclWbPYwEuYigmebH1G5Q6uvcEyBv8LDM1Xe07aq9nGn/JV+PqqZZyNztX5LqWJXE2LiXac3KBv1qRgtzr1UdzeT/t9O1dlC9VLWtquIsPQsb7GqXuqRLwEvE628cmaKHBYQmeB/Iwr5Z2Lz9oJ/W/XiT/RO85/cfLKFChPWdnbCUTkPw4gGiBdoK733rMfXtV8ieKE+aTDuuppbffc5qXthyux1k+EmypMmdZMdHdM+vSD1m/Sz6ZgwVykukWBkPrumrJJ0hdcwS28MX0sGzj/8NBS+/qnHfbr4p0ZrvtTPr0bd4umOyZuGAPUAwcdJCiBFj3HlGWkGcwjn//DX93ktSXzTTab6zrBRVnEV/L87ufbarxc+dRFcdIma3I/LSvhDm0NhiNlHQQqr8/wFaH8fpm57w3rT+x9NR5fmLLNVhUfqHX3/lf+Cdqk914Fy61596ufj0didAVAPpI0qQ+hgHxtgrSpnJ0HgFbAVwG7L7zwgh09etQJEf+4d+/eDHMrxG/oJmvqCpCPp2z1vmYD5KuXenzs7eWnsm5Q4piWmvo26e0VJk0sJuQox7FlvjGxBSe7qP9s2gSyAZC64ViY/QXA1/zURtDXkMq86d6N5z4DhEg7vlUWu9VadBE6BGmHdpa0e4P1b/vkek8LPBhH/9HuBmzmIk03LtoVmMgh7YnTVnjg/u04Cgfo5G7qoW+Lvoc9rZHWg055G3ABj5QfIUyUIEIAmupJPNqRPsEmVYs03+PAfzbe/Z9bY9JKIjyXacJYen2mq39hVdK+pg2y33fSDLCAWUD2bIIemAxt7IOLPmVS3WQvFEY+CSivMng0yzAjUJG6DAkhRFT/RRtIzIRH1wSXjVE2wuanxXbVi8t4Vx9P6qs989kssjmlzAgo3DHOs8Z4j1H+pplwtAcmrtB+Ii70Q7NDmxTCcCErfr5AjejOBoJykdbTE9IacEnpUt1wuvAwqbkSHwjztbwYn0F66jh2UoGNmHnmuOrWJRhfcxPtyRgVCAitcQCNzN2sD7Sj2oFv2PavrpYqJ3NIC6FZkE5x/z2NOy/e3sTxRHcXtIEemlf9zVJ6/grLX/lSZtoWzflgOB+gTdssDtrADbZB4X/dgOv50ll9lDbHAaKg4MDY0Fzv9eGe6z0BuLTdgkoQwX4S9l/pMadqrXP7K0AeeXnjNaC16abXZsi51Fht92RxoouxBWCSfrb1Wnlp7SdO1BqqsFG+LvJOevJEdxYNeK52NDvz7Sd1EU/KE+5p1yi6hr2/T4D82/VrzMlkUjagNKxOvNN+hrlc7RBlZkHgvTdm++ytcjcXfJu/X/GFF5wo0N4B/oN48N5RZYl7r7UckxUqZ330UY5iL0JdsznmLEBmCcZReoFX8Hn23Ey0sF+F9pr7whRT+j3n86FhvFUc7fmmfajXhj23e8A8ygCUnXZnDnOFq3E8n06zugKfbPnz3T2hm6atf2pACkl6/+CgEntn5kab/d9NoQ6FCMKigc0pLkzSwDdTT8ZS3B5JSg3t+2+MB0ty/LpkrS90olz09yQ0kbAEAF9g9UNDNtu168mVLHMsZs7BR77m83T5rHPay+CLHqpniyd8YQo00LdsvuYRaLznYPRFqTlXMiLC4eOVGv55muyRoGX95gsROZgVAPlI0qQ+hALyqa8N+KEAyN/+xrsTAXnMhsAIIsV/4qm1hma0e4zSZb5g8lymh4UdZgbNDEBIJl0YHQFiWqSTADkwGNLuYNMUnOC1QLhpKTwMSfBYYjA+5UuHL6+SfjC8AP/eY9KAPMcjg9repMlGFoZXwgRvYX9yfRU6QltpDIk2MIHS8tY710ciDZM3LEZTnzbiQkfaEc0yNsEIDLDbhlZWLhcyyeQFjFacBhjHPgV2AZhjSsHtK30rL0CkLjC7UdqraCP4jLAAtZ0+g9bvsAeYCvR2aQLz5raXbF8ThraIYurYtKsP0FZhmiLuhh0GJMigkbY2U+RHu7ubTe49EF0EcIhZJ7y3ERheVUMWWothVl1Jx60n+QikIwx0Q7sdejA+yE9x8elXbvyoZ21689di8wUiuWqxTXpnhblmSKLKF/ZeNA0yhbSxaAD4ih1sd87SN9enz3OSQ8BUsH+F5R/2Tkw68dVHECS546IunjkirAuw6c9hWrIqP/1VY8ITUAUuwpXgA3olvQtBIDDrSU3XF4Gw5ijKRJ9v2e9olb7vti9HisMEq/mUjTWwSXd/rmIsi45xPmuWypNU6MV6pTgCV9zytu7jC7yT3KNCOZUWPvMKayZzV8bc22ODJ/R08yk81y8gMGl7cGJPwiu37XlmvUbD99Vp/prN8XYBp7lom4snQ6Cq0yr399pgzOsq54RpmeOVuYb+yHqHY86kH6qM2ISOEvArTdd3hQ8ubxgcj6z1zSrzkdmEfAAy0tWdMUlPycD/UL+/o6CL+2Wou3sfVLBtov6zryAuyhpum9eHZ/YFXtkSrgHBOgpkd4VXUlBA4BMMr/0IefquxNtnuQoF+sbJFNEI+9i8B4QOppnkP2Ae8dn3KM367MPzMe/d32u9t9div6U9F5rznIjMVu+mT/jzEfMF/D/8E/sXb77qd8Tjt5lrXCEgvJH2vZxSdGlUXVN37hqtNg769INswiHqr3hJQVr2HAIne4z2Ty4HlclYO+DJ4k6TQw94Ny//DEWjeIWCYFup/DWJBj3xrE+XbPQLlkV7RU7taw379Lvkirc1WYewtMa97d9DFlQ8C9Yj+J/+rnklY3/lXQDvg/HBvWkwjbD/2hNNmxVtBiasHvm+6z/W1+TPhaeh3NrzdBiwKTbrAiAfSx7vYwGQHz+/XmrTFzTks3feuBDHTlzMWOTdBT+fZ0x/xAFVbfqsr2IXWuGbYtc61sZyhQfCavHEhwGNAiNcUJbFIwxcl00vNjea7GHYpaEF08KC6oKjhGNxYVHRAoOd7DiASmlrEyUNFrTWpXlKWqQZzIu4CCjEwACK6eh/r9FpbV1AVZeZIx4ADGmmNA6wW1h527zo+ED/4ip21wHbpa2jcEEfhgmt/Gz9RLb/m3TfVMVsheji+tRfwCgX4TxXaQ8TO3MqQ5LFEGZXNAvT3gBw19HlsO+USWZXlC/gNm0IaACwLpCc7zyHgfGqWxDAIo4vNMnUnnH7ItoeYjgI7wP1PvOvC5VUNpWBMAAU7vFPyibb0VFMD+PFZa7ddJW38lCd4nyNjbD+HBdP32Szk9MV2fpY8Lu0faFvUoBDQJC/ycw8HSPQhfq7l1JyeRP9m1MobB7Qhsc0kqsxjcCMeG67qo5JfJWLcYwjLQRkmPcK1jvuPwAsYwgNUDY5AOxx4cO+UXcBx7QvfRNGkzmTeZjNpTtmGH/MQW49GSMSFgIIuN+inl1tKveyrLAyVued7LJC4yjnn6zJPu/lWg4BJ+TLfCRNuyBNWMfcOaFV/+R2/bXZizLdAeCqeiMAiRu7rDUCCySoUVx8D6Ads7aKUDVXuhTC5z7/1TbN4A8wW8HJO+aEqDEp7Vz6Q7Yj+/Rzd41s0e9Iqi8yZ4XVCcGkhK9u39MzPEoSE3hhabv8D2sCYw7AyTvR1z9TWEdf1+XM+YCUmt8YT8HxHvVfZngA5sLKfye/QymENqa/RNEn6r3WUO4uqm80kmk4KV1E1SHqvfhR1yRjCjyPUKTgdBPCfsXV2GHvwxogHjoIjOq0ctT+K6qMvNc6pH1QfWuHbOWBv4NO7B+SKBRAIz98aeg+NI5WOq0nc0Fu2WTnPqjgE5ce3wQO0sbsC9LreKl3Qpe9JPnGrf9eOkN8RRUJI6ljNgAaXlH7O/b+bn1YVxCcogjmvs/2LP4jH+Uf6ki5m/cqjYNKcvq2aaff3vmsBfDHfl8p8wQ3PHccGA/i5lS4agYeOC5tWoa9Sba+pu+uyVTmFb3HB/uhnszN7vskz6JX56F1c5/kojWV98R1K7P2w6qeDA0rM31M8+vXv0Sbq6FpCoB89g5aAOQLgHz2XpJniNupIR8FyP+2ZJeVbTlWxS1Zuce75LVk0xELumff8M0TMLEC+gIqALgwyTIBszjxDTd0/FYrKjts46b7kztMXxItAyY7AVRKCx8AkjzYNDHxi8HgG8xtFFguLejgwgmI5B7ZIx3AShgJTaxu/lGa2sHJWYDnN//bbyWbj9qw8f5CxHsYlWD44H/qSL5t+5bZxPd9e2b8z7bZhbbSgqauLCQwTtLKwi4cZSrdfNR+XXzQOg5I2+ITcwYAAyOHFock9+SN5nxQk10MFCCg6JT0sjLq7Gly6vKjxzd4R+AxDUFaSUE8L51hl1NCkzBhhcoW1X46Fk59BTArjutjazrYVmH/BYq7ccOeXTBd3+nbbpoIr/iGMCjYVxWHcSUGmTHAe9J20wk+A2DTnxi3tDUgK/TRWEm6WdQ4iReyhWuyaANTHS02QHKPPt3KPIFWsJ76D7OkcUX4YD9hs+rTzdfYdwF59fM4XyAnwhzlmYuvseaNPQekokxNe5TYc2/tsZUbzkWuPkvWnbUh49PaosSTa9dvo30w+4idu3gzMn7wA8c2Ow32bWMqnTDfv5cjU7DBJk/jCD/JZt7bwPXc4pV50gfbDNN7cn/++WeweNX+f+7CTft+/kl7bsoe6/bUVntk2Gbr9+IOe+vTg7am7Hy1049LAGZfm0toCnDhjcGBJw3hMcIOCRFFc/pHmLA52McE4rfsXWYn/rgRWYxlxWdTZcAmK3OgL3S55AnMASWZA5T/U6/v9o5U7z5wxYo2XbANWy8YfaQh/LhD5+Kl63XrLl+3izHu1OnzdvjISfvj9AW7dPlGg3fvfnkw1Vfoz2EXw9K/NM/Rr9znd744mJUGC1f9YdM/P2gvTN1tz0/ZbVM+O2C/Ljtlp89eyxoXGpfvPmDbtpen3Nlzl714vy0/ZT3G+GbC1N+D/puf7LcTf1z1wksrkjEbHH9x/zWekp6iYk6kHI27ldjZ89fs8pUbDcZduHjNjh47ZcdPnMm7zKtLBIpsTLxv8OlfYU0q9yGLVv+Rd/4+vSvs8pUK21H+h23fdcp27zvtu/2nbc/+M3m50i2nUmMlKMiO6z98A5SlT7A32HvgTIbrNtrfe8F/xqUDL4QgWHsxgV2sSVt3nbZ9B856buPW4zZorL9HyFXRQH2Xss7+caf9trjcd0vK7bcE7vcl5VYdN39JuYW6peU2v9L98OtWe/fTtd79ajPnlFjQjRjvK9EkrbsUv6IUf+LahG9a89+flVmWoeN8Xo59abY03O8SsggAZf7157WSWKUiNw3AbwGpw18psaEvpxWLmL/pa2lhRYXHO7h7944DSuzdz0pt1tzqu44DfDog2Mwo46jw/YUbRuPmwYEbaqQs1Gdkqn9k7tncfOOe3b2TTnNP/bjMvvp+4213jZz9A31G9+9F1Ye5RAI47Wupnxs+Xd/c2490ZEXgfA77mOrwp+PeqTwlgBLesIsZdXHrxbNnpaHyFN3AcTuzZlsA5LOSyAqAfAGQz95L8gxxOwH5g0fO5SSJjgKeZCeZCTpuM8JmXhevPNDfB8yIE7ZJC05s7n+ZQ0C73AUwfKbCX5wBubMdoRPgSjwBl24+gJHNeqWBbzd9CRhYbNw4Uc8AfcRH6xs6jhjnayNCjzAbvFHpaPOmsmRjst10VBeXkYRJJC3szXPRn5g/mDwYcje++0x9mvTwGf0w7Q3qiLYwaSelkZu+gFDVEx8BghsmybOO5QbtM4s5DL5301QZfCFAhbfpAVR0hRuUC4YAwNqNG3ymLwmMFAMiRgU6m04MuAAAIABJREFUkoffr9OMLeEoZ1g7wOiINmyklDb9AcY0TMNW+eYiHFE96DPkl1QgIgAwKcigfPDVZswrUXNOkvcC5Sk3mwTGOLThqDvtRRnFzBGGNlI5fKDerzPfNN4xQ5MkbzdMSpNpaG4MpwQT5E95NFYROKo8fMN1HlyUsvFK3mgbufWnfzD+SYM+r75AXMY+p5vcMkc966h0o26+hjx0DV5spn7LWIHm0FnCP/Lj6Dc+tI+bo+nLOtGDuayoMt1J79FofLRSmASNwhxtjWBIJmboC1FCWTacLsDJZeHZ6IXJuYcHpdfnsDKw7j6Z4ALubHkVvtc/Dfi4Nnltmm8mIC5M8JtOLKkfMaYRUAIMad3im/vM/5oyCRUsT67/sZnN6RlOlqBZjfY8WvuY5XHTYg5VHYOCXa0rQV+nAjg1lESwRnytA91GVG99dMve0J5lYiwX3lL2iuuz7XL6GH2INg72lbj/muPDToQMftE/pcc6kbSPkZcUPbjfK9g/pCVOWTnBG1c295vS7NqA+67Mdrn8olvH4LMUPuCHgt+S/JdGuU5Gqy04PSoeINk4qPDuyaLNggoiUhZDaz4bsA3Qrv7marljKql5jwDP4ihWaW6kj2OfX/Worq/75+Azk9DTDaN9jWuSqbrloW9T13zbW/tC+peegyaLqlvGfOKPn+Ir2LFWwZurPREagPuklQorvD0ra5tOw3p75MGnvTi8c9tAe5lchZBKQ3uLIyeu54nC5Rbt+o1bNuzVNC5EPYNlZ4wg8BLehXLPsVPZy1cA5LO3RQGQLwDy2XtJniFuJyC/edvxai+KAl2ZcLMt5EygTNqS+jKhJ2MkMiXdLFTEBZD3gSd/AfSAiUF/JNK8TGsFVDIQXUsiTeYAhgGKemAeGsSD0otRUg1gaSVok8mmwF+0k5sc8OnnH4cjbrOEwgAtXC7A5y4gAphJ00v3iV0ZC6biB31AXwF7YQyNLl9Lyri66aus7iY9nyPKlNGrV8DGoJjcOAESIJdP50z7m/QD3lN3bY4Vjs2JD4ZXeD51d4UobArFQAh4Jq47dnwNpUztYpc2er6vktkF9FQ54gBwbf5pb6WRxEdDXiZkooC/YDqiEVoRaU2ZzHEcjMN/xlrj7hs9+mJiJR/G0Y2DWQMB4tA5zDEfwTwjGKS9PKC+a/qUCH2EeJhAcNNO+szYID6b0bA6R73TRX/aaIi5lWa5z/QdS4HWmE4YO3mVNyemTGEBeg8In2Oor9s3uRsiW50kfA0TzEAn93RSkNbSkGHNcO/NYDywMSI+2mTU110j2ADnepdAtnrU9+8vvbnSAFIA/x4bvs6wa41ZDNpXZecEUqeB6Uvn6B+0J3MM66pLQ06b5Hq6A9MH2OxnHm/7ZLF3gS1CHkyRRJ2KUtkKfsMC2qPaCwB+yKDF1qXdfGt97292//+b57mOTX63Xo8ttGdfWJrqj1Fp8B5TBMyDzFHBeSH4v3G7Vdb83wvtgaa/W/8+i2zCW8sT5RGXf119EzhEnaLmXa1zAoMIqzk+ai3Qezb5hEcglqvZsrqiQV3kM/aNlal1nbkuDmh2hdnQLR+hel3UiTyol5SMkvK76keMLfZDYWXVOgGQGnViWH0MX8IL1o2oud418ZaNx+8wsiIFLrbotcEA98LK2RDeibdKqkim/VU2pR2X/u6z4rtKEy++sswGD1xsjz2+1Bo/7s+p7DGj8qB9tFeDR0vxkMMvp9rFnYdRVlMYlYV9jQsytuq93uuvbpvR/zDTCM/QtHt6rufeB3iZqLvk3DRyfcb8osoeLLPKHuaj3ax4KCHkmm9UePg10s1FWc4tn/ZyxL+/j68UBC8YlV9dvWceoF5gPZSXPZ6UI0XHMB+eFNzH30dysivTNJv6ZZjimUuXqGftOf44W5EnCpd7tFu3/rI3PjmQ6j/UG/yJMSgBg2jxwtQ9dvZ8srIVAPnsbVEA5BMC8mdPX7YzMW7pgp01aov+dtmQv3C+wrZtOmsb1v5h2zefs0sXkw22sK52OwF5jiBWZzJHQ0jMYy5aEjAymqzyW7QqUvHbN5lv7Rv/bo06+8AEoFc2hpOyShMcplcaDJ4UN4u2B5sslR3AA2Y/aqHgPd8FemF2BXq/IkmzBxJnB16D6Su9MFAsGDb4XxJ3bqLXNxdwRfM1FwBVwCs0efrlzM0AzDzvXfBfeSbxBcbLR4iSJF4wjADwtAT/pjXp7pvBiOt/lNtv65IqfQpNEr5RJm2S/bDhoC/gOYAjjDHhKBN5K06uYK3AdS8tNBZSx04zwX2XFowL0TIOLHDj8CxgmLzYqAW/R/1HE5s49NeoMMH36p+dalAjGjBXNn4pD+MWJlC04F2Y8xjJoRdTd1fkq9WFNpDGApvnYJ3D/usEB3OStC0oY9jxZNpVmmfMMQLN0XpKcvrG7UvZwApO+FAOdywFy492KHMTdQVoYnwwT6jvS9sdjSruFQmjPe9a917vgdLVWaP+DnHZrMmkV5CWnEbgsk3uK/k70KJQx5pr5xEjlljbf/+eAuEB41vclfmfd90eXmDj30gOmiNI4m6Ynv2WW7MmS6xp06Weu/++pdbq3uXW+u5l1uKu+al82/zrNxs5ckmD6b+u/XnWGeZX+AROqzAHMi8yrwfHaiw/N7LCMx+lOO7FnX/XPo/GsITt0BNlBPYWgPMoNaAsA+11yoqLOHMVSt4O2g6rPD1LW8MPRa211E/rPmE5yRFVXsac1lp41yjtXQBdtKdJD9vgcWmSl3sBMkAifdzlB+Bd4DUFUnEaz7VxH1Xe+vxeylTBurr1dp/TAOvJDNq4YeKepY3+3KR19tIrK+zxBxam5kbm3+b/XmCNOvkgsN9umyoF83u9/iFFDu9b903eOGFcuH0HZZOnXl1nvcdknozzTjP12JpqP9LAPTqs2Ca9s9amfbgm1k35IP57tvhJv/cY5e//AYjjhHOiMzyzlOR6PlVsUz9cU9XNWGNT83B9nvZpGDufx5jTUXvDR2vv9cncPba+7EhVV3rE1lfDFZcesVxcq96+6U53T8+axjylMY7yFqZUwVXck2JSggzuYdQPo+YktVmYrz16myfLwuC1Wn9Xtv2ivfr+PmvVJ3M9b9q9xJ6fssdWl0SbEw0rXAGQD6NK5rsCIJ8QkM8kW9V/61bta9CA/KJfj9ioJ9dlLIbSGBozoMiWLThWtdJZ3twOQH5H+Sn76EvfdEp1GB+0T1mccwHcNKmKSchXKirtv+b/nG/N7/7dGnVhQfbNfZB2y/5HqgDBMFBijii3C46576kPYClgFos7UncWC2lVe0xJV39hYhGKMruANrHAYIARXX4msw8svKJHLr4A4KRaVW7alJXys4C67yWJ5wJL932SZ9GuaYvl1qX9fBvzrK81p4ufkjBIYfmkNlKV4DemRsLCZXsnKb57mkFS+WzAtLRTgrROaU332OoJXQSa0qZ+3y7xfP4TFgaQTaL6A/nSH/2+5PfbOO12t44ukK8+ST70Z9Lzjp1GmEdR+xMuW92xEymAXOOVeC6T5ZYr+AyzJOCBMYXgJxhG/6GPAHwuDtVYqc78FIyLti/l94/r+oIwASTQj4vyKCeMtPqKQGTiuZe1BtPO9l9jnnRgQJW+6i+f+ZAyEA4HEwu93f8Km+lXpDYYhEXYELWRz4znn1pQ38EUQFRdUhoyWe4hCEufd2Kescvu/rbsumRz552wt7845Lk5v56wTTsuuUG85wMHDqTsx2NHvjZsyFfJtAG94Mgu9wnMW/6HLV571nbtv5J36W/evGlnz561ixcv5p1GfY947fpNO3f+aqQ7e/6q1bU7fuKcHTh4wo6fPFfnebt1/fid7Sk+t809K+zB/9tqnRsftC5Njnruofv2WPt/bUgB9N3bL7Utm07b2XNXE7kPp6XTb3vvGnvovvJU2sqj0392Wpt7VqbKMWfW7kRpJy2Dwm3fsc82bd6VcidPXah2Pj8uOG5dhqfvTdL87fojJu609ZvP2ow5/j0lfMN8HcJY1h3mfdZ6eA/xQoT5+pejdubc1Qbp/jh9yfYfOG4HD5/Kr/xnr9oZx23ddd5GT0qbD3Dp6z4Pe3WnlW09lxHXTSf9fKUyDP7tcz8tOm7c7aQ6YG4O/hDen/4hvo/vXPq4dB13JlyJdMeOn7PSLUds2Pj0XV/wCPA98HjwJDqZSJrdntpia8tOR6bn5vXpt+n+S1zShc+V0orqMGjcDtu4/WyiNN3069vzK+/u8dqF03xRvI77Hn4SGgT3EG6YuGe1y+ef7k3NhS3vmm/t7l1nHf+9yZubO/57o93fssgaPZwJqIv2cf7rHx3IMKexY+9lT/u344DMu4Ka9yw1tH1Xl9buXTr58A3Xrv9pTzzjK1mxt4szy8m8KvyA+4Fu3vwrnywj4yxe69vkZ8zGtWvYNxT4hGOwp5T294Gj9eNenpem+yZu2dOGlT/unRQfEQa54Zr19vc7+dBLY+vld/ZFtkddfTh68rqVH7hSrTuUCoB89tYqAPJ/c0D++NEr9vTA4tRi2OKu3zwtHjYLaPMIlMd/bkixHTpw0S5fup7InTt7yY4eOWmnTp5Nh7983S577oZdvuy7K5dvWF7uyg274rhLl6/b1BnVNwUBaIOmIws9mwd3gk3yLGlqLkfM3HQFqDb/1wJr2sa33QlzKQBVDAhAInlJI17vAb3c9Hj2gO4Qm3eKgy+t2lb9j6bs6Ok9TDISbXyF41vbPsUZR/uGveSXNwiKB8sT9V8mc7jkLypM1HuBwJTRDSPgERq675M8o1VDPRs/sDY1Fvr0WOhpuPI+3zYmLk6bj6RAcLDMYr7ccrD4kzbChGB49z8AqcoRBLBVLtLKJnSAuYK2fn18GvvMV6Z2NuXxTd6Em3eBmVF5EJ6QrsYCWgnSbiIMYcPSkgCFMGzEaD/3pAfAKQyXxih9mX6jvAEHogBll3bSiFB5GYNsSmhH8gCgb0O6fQ+mxgsaVEFbmVEAca7vJ72zwtpVXg5MW1AGt7zBZ1fwIVNTuebphgeUl/10aIKgCHrAVOKrP/GNeQv6+WaTJLA5GFtejW3iM5cF6xP3H2GR5qwoLflXKi9pDh45jUvX/YbQhbJ1GLAxO9cVEqIAyIcQpZZe/R0A+VoiXbWSvXr1qicIYWN2u37/+/5gah0H6BFAHuZ3brTfAOzhffs8vNJuXL+VtdgLfjmSSv+Bf2+OTZ88O/yrLBV+/ZpTWdPPNcDhw4czBH0oydTUb03peXv3y8M2ZvJuGzp+l704ba99/t9jtnNfprBs3cbz1n/sjtTazjwZdKNeK7et5VUFlTVV1rpIByEqgr4LFy7UaHZoKk6dddC4WBdtydZ9yqznM9vszU8P2oYtNZtXjRY8JjFsDk/+ONMsgtsnmvUstfe+OmyXrmS/3Jz5BLozvyxYddoGvRx+0Xv3MVvtm3knYkoV/un4qRv24dwj1nV05iXIgLjPvrnblq47Gx6xAb6FfrRD0r0SvDLh8+GbtC/rNGBjag5s/8/19kjjw6HzZudGB6zNf9ZZs0aLrWmTJfbJrP12+AQXid+0ZUVnbeYPx+zdrw7bZ98ftSXrzlq2izAxA7L/8NUMwL4+NhkXtO/Zf8oGjE33P9oHPpj9DY5n7cFoD+yAn0loSiSXOl+5+qd34TZ5JNknuTyyh0FU7svU9j2f3pZL9rUaFoUP6tWk+6aMPaNbh7Bn1zyQuw/vOKoiQ3CXC5bE/lEKX0WbGuYcH2ysAiAfpEjV/wVA/m8MyB/af9m6tl3qLYYt/7HI/A3EkYzF8JEmhz1Jdct/LPDCPdDoNxv/3PwaPQ3wRsI2yBpu4sJIDUgXPEryLDMM2YCtsAlax5QAncK+Z3sne8TN/704tXHRRE+agN2arFlAvEWkx9bUghylrQCwCvAKYO8B+d3KPG0PtHfRLhZoJgk8gBmatcrD9QVoPtDfN1UjmuryL8D7bPUM+95q4AkvPyTOYd/j3gm0CzKTAp45xhcXP+ybb/JmgzXpUmYd/lWaYhxbP+afoAgC2WFpBN9BX7/NtnlgJc8Al8Fw2f7TnmoTFn+Fb9nfNz0ECOmC0fru+pRfaQAeKzz9XhrvMNuE0zfF5z/vpWEOeO5qiksD3dOKdoRBCFuIh3kl+hj9VdoSKgs+5aEcLqOpsaFwmC5hvBFG5fC/pTWw+A/QHhwzxNG4ok4qL1ocUaAv4K7Ae9Lt+1yp9X7GP1GiMoX5PceU2owvN9rs/26qNffBFxutfT+/3rQ95XTrR3sxf7iCvcEvlVYpz1ffldoX35bYV9+XVfkWV/6ZczfZ0HGlxvH5MBpAV2gc3Dygwa4+FeVTdqWZTUAUloa05Me8Fl6nL7+TxlRJ1rKEpa85pseY/DYYBUC+KnNaW28KgHxtUTY+3dsNyJ86cc1a3e3bik8Clgukb333cm/d/+Ct7bEVvHr1T+vUxDe5gHan4mfzO/yrxEu/36MrY9PP52NtAvK5lmfjjov26XdHPeB+1KRyG/f2Xvv8x2OG1uqd8KstQP5OoE1UHQBTlxefsy9/Ou6B3l//ctzWlp23GxXZhV9K0wXk9Q6wdf2WC7a06KwhEKqpSxEREJDWydM1J9hSmeuDD91logKgN4zXCb7TvhF+M/gt7r/MqjRt7iv+JZ0zO/xrgzdfPthkoZ07c2e2g9sXAOQROJ07d84TOiAIEi8c9O/vVWqz/pu7NQM3v2zPH8z2Fado97j2db95/HHlHpB9X9Oevsb/fxfWvBA6W/njviMYhqbsU9zyRz2zL9Ep9eA+Rlrzj43068olqInuZhhZkdrzjp2+N664DepbAZDP3lx3JCB//frNGgeMs5GyIZqsGdRttbewoQ0fJZXWZoIjvW3u9rWFurT8rcbpmxVsTwLaT1hQY4A8piWYmJlwoybjqPcC7KKA8ah4vBeoTN6tW/kgEQBaWBy0MgEsVUbZPEdrOix83DsBz36dr2fERxOZcrUZfNrzBboK4HQv4+MCGdIAzI3LL+obNCN+FCAaFY/3ApeDtsClxcHCGRc/7JtA78aPlnobbI6ac4oEDQ3KmU+aAn7pJwCkpAOYHZZ/3DuZlgmeiOCSKR0NTNIHRTfKAeAN/XiHk4Y637xy9tzmMQtipvWeMqDR7pZXdCcMaaneihP0YfDQMJdQhu8IfqCTB9p3jz8m76WHpjqChRHXq5Sd7/RZBFBRmw0Bt17YrmXeqRDSI39f0JYG+ge8sN4+mFXkuQlvF1v/59fbQ4PWW6veGzzXadB66/fcehs/vTgVTuFry5/2UZF1H5VpuxxwXmPVo5EnoNhgI8eHl+v9mevsvc/W2gez1uVV7vc+K/Jo0bxnFDDvv0eAktS2ovpSPkI1+qROBMQd/+z1zDavjzPXuf04ybPG4qvv78/GKoR+LwDyoWSplZcFQL5WyJo10dsNyH/89k6P38WMjPjaJP5D9+324qEpf/pUtHb/91/tT/HTSdJ1w7S+e4kXd/nC41npmEuA+gTI51Luhhi2AMjfnlYLA+RvT0nujFzn/uorRaEp7Cp0RPFB8OziK+GzosK573WStU1PH1xv/8/inObktves8ubLGVN23BlEj6mFC8gT7Nr1W7Zw9RmbNuuQZ8sbe97TPz9ki9acses3kguyYrKM/YTQpttTvrY+2ITwB7d93Wd4dynwsbf0FLQe32BDXtkZm8/t+Ij5HAmkvD1tzElj6iUwnn2JSweB8dxDWL7/ik143ze5yknquD0PynoomTGeOJFz9sLN20GGWsmzAMhnJ2sBkE8C9I6fn5WSNQ3Iz5i+3GbPLEq7WUU2O5Erttmzot2cWcU25/Nie3aIr/XT6u6l1qVJpla8u1Fwnx9pfMha/WOxtxAO7fV7vQTlJ0/1bXxLYztfvzoa8tKW9DSUAyClu1CFPbugZcsH/YkZMDMsbNg7mTCJsv0eFod3AsKTSoaJo7IOfSnzlnRdjpgPsCXbjPnYcdPJhGDdZVs8l7qJTmrLpo+kj7c/+H/bvDHQ6BH/sp1cyop2gJhXCVP0P5d0AL+lER4GLsP4KN0k/QfJvWiveEn9uNMMsoNHWmjDtx922QPnsetPe6kOfCd/2sgHv8tTZkaSloNTGQipvL7p1J/4bQadSX1T20b5CJ5crfxg/tgiry3TM/nOV8F4lO/xEeusZeXlw6pDh37Fhoma8VNW1pjwMpi3+x8TVo8NX2ftniy25j18QQHMOX3BPdUR1RZ6r00ffUbvcvEVHw2YqN8n3x71xkw+5rIkoOKodD6/AiCfD9Xyi1MA5POjW3Vj3W5A/vE2PugdZtPd5XPDntve6yuv/PztwUgyjKy8gwn+ICyNuHeeneT/N88mvZCfyauoQhUA+SjK1Pz7AiBf8zRNkmIBkE9CpdzCYE8dnhFQPmx/Id4LxReB6+IxvfuiRqZP7CosPvspmdRs1qPUmv97oafgBLYQNz8Gv0lI2uE/C3KrWAMMHQTk60MVAJnb9/cVBrkbBJDZBaRpa/a39AX1C3hkacY/NGSzHT5+vT5UpUoZNu28ZB1SdwyUGHtV9u2YpqH/InQS9uGNkZ7bvLpyrxWKhBI+NHp8Q8bFp66JLhQW2edCN/AJlM500oQ0+764w7Dbfif9CoB89ta8IwF5ql0jGtcOWJ+NlIt+217jedZ0Hdz02v7LP7rb6T87cloIBUZ2vK+easmPn2+TJy+2yVOXVQtwelg25BNK/F2mw9VyzwUEFnCsBez+h/yjTnEMkZsvzwBdxEfTmQUk+D3sv+y5EQ+pb1iYsHdabIM2qHuP8S+YzBU8YzFT3XONm6Z5SRWb5zLRETxSFlan4DtpviIccZnCNvessmaN0yaFgkKAYDr8BxRESEMddQLApT3vk9iZg/ERYBxnGsgF2Fn8o0x9eEzyE+nLw9CKJ/0wMzKUEa0ALn2SaRzewVCE1Zl3EvYQjnaljtKmxwQM34OmaAiLQ6Mg6hvfYX5oV06HQBfawdXqFwgcPDURVVb3vRirriPW2YDn1xjmmF5+q26AbBfUru7zxOkrjEtLq5tOdeMjuKPN2MC5dE7yrNM/mNBKEj4YRoKwAc9vsjUr9oS6eb+mL5wlfDCNqP9csk29HhpUFppuVH7u+3k/b7Bff1qfcquWleedlptu4blqW0PbxfO32NKF2wo0jhgLtdFvli/e4dF9xZKddU73eT/u8IToLe9amLGOu2t63DMmbtCQH9FnhS1ZsNNzSxfsNNfJHE6u4BL5PtzIv9Sw14PLs201cvpeAORzIle1AhcA+WqRL+/IBUA+b9JFRvzz1l/2fCUoD2/DnU4o9sCHtRt6wQPp4dsbd/P3M026l9j499JKQN5J1D57vfuaAB3ZH5AGaeEeHrrZPv50nzenIuyMm3ujvqFMyJy8ufRMZD3uhA/1EZCHroeOXbMRE9P7RtrV2zv23J4CpdXe2vfyf/ArO+stGK/+curMjYz+rHqE+5yaTp+cJgza/8G7VEh7waozhlnL8HQ2WMveZZ5ZIpXjTvILgHz21iwA8g7o7gLWwWcmxTj3/eySBgPIPzvsd28h87Xjj+a8GGJvnoXwxVH1U0vea7s3FlcLgBr4vA8e5QoMA9rouNJ9lTbT4jSIBfK4YLzMSwiQTwLSKh18aSxgNzubHXuYJS0OudoxTwHyT6+x16cvT7lXp6yw5j19bVhPW2JU+CWebpnRSlY5ZC4oaXnQihYIGwSGBeSRdtC0i5t/1LPS7dh6b8Y4kWCq7UMrUuWmnZGSB9MCfBatKIfbHwSsdxrgXyLMd68OERomtKfKxGmIsItNlb/SFl19G967PXv1MNfkEwwTtAvYekClgKdbqbUedMY6BsolgQV5AGBTT8+00dDzXt8jD53aSJcj2pQJGvNc3gro7woUEA64Wv9Kiz6O5kVYHs27r7dnX1iaah/KJdpk89Ve7fsU2RsTFxZcDdBAbUF7ZaN/8Dv9nDaHsQ9+S/Jf7dl76MrYdbr/cH88IwjKNneSL+NIfXHUmKWxaQd5isL/enoXTUKesNB+Daf9nh/h87zYg48CeOLed/rPLo/nfSTCXONrY+d731vcNT+v9DEZCU/d+p55hTmkMP4KfaDQB+pFH+g/YoU16RbNr8P7dO63xsa+sMgr7zPPLrGH+voKWeKLgn7PIats4ssLrN+jvlIgd3PFzb1R39rdu86bM3/78XB2pKsBh6ivgLxIivmckZW214Nt7f7v/tRW+2HBSUWr9/6tW7esbOsJ+3DOPnv6jd3epdp9nt9unB6ZOGO/PfPmbus0WHdPbTC0/l95d5+tXH8ua9027rhkX/583N745IBN+nC/ffzNEVux/pzd/POvrHEbaoACIJ+95QqA/N9w4R/c09+c5Gq3TQtju3vXegvh8D71GJBHU37ashRI7ALGSZ4nTFlhTSvtyCe1iwdA02aIf1M3C5EPjPuSUwBD71jXiEz77GhNS4ObONImbvTYBmvTwdcoCILMSQAoN01sZqPxie13tIjbD79ceYlrWmMBwCpJum4YHdsaNnpZFeZx9NNpIBQAOko7m/RcUPeJoSttxFPpuNnKhUa/bK4BLrvlC7MjnktbytyKa65GY6Bz4wPeGGj7r3k2cOTyFChHGwI4QhucbMyJMXHroxMBLXoU2+uvzLcnh61MpQPwSHzKAH3oF6SrdACo0VRx66tn+lQqrHOZquJG+eShNFxf7UwfDjtBgd27qMt/lRdCBGjfasAxT1NGQifqqWeFdX1P06b3HmvR93C6TpVaNm64sGc2B4BmfVMga6l3SsGtW9iz2oU0n37GT6MAvlUffJv8yvzUha9JbJMG20YCzlwFlKQjgc2YBO3ZbdDq1DjzLxa+WmVccPpIgk/6Sb/hK6rMgYU+U/0+U6BhgYY10QdqG5CfNE6A/O95gUvc0QQg3+afBUC+Jtq7kEZh3ij0gZrpA5NeXmBDRy/u4lfKAAAgAElEQVSzxweuto591ln73uvs4X5rvP3K888vDuV7AOgHjVxuPQevsm6DVhmKEOzrAOLVLn06+4B80stctfeSD37BnPnjnAPZka4GHKK+A/IiLfbr9x66atv3XLZlRWdtwarT9tPiU7Zk7Vnbd/iqgjUYH0Cey3TPnz8fW+Y///zLOFFS+MVToADIx9OHr3ckIH/takVq0tfkX/DTi3O/xySZLstr89C+8pbzQd3rNyBf3TaHoQBs8bUlz1YBZYKAEaY/XDMfaBu7F38INETzF21i0tU7ngHsBU43f6DUHmjlHwEEcA7mle1/2oRLvHaDX7/8tE4FpL70oq8dEaT3iKeWOfUr9TTDMakDYAyoBjgtoIxyPDEkrb062AG5CQNICn39i2yvetqrLiAGrWU/HNp4QH0lgM03V5M1CaCndqBctIOYwLR/xGMGW/5jnn3+0Rob/9o64wIXtWfQB9RGW1/t5oK+4yas89IgnddeX2ePDfZt0wfTCPuP1j8CG9LzQPvKC2EIK/vsjSqP09GP3D7npgd9VLYq/siKlN1H4nDJKW3hhvMAyt6+3Uk3Xfo6ZXPD6pnTBAL7idN5YLE9NCDzQlI3LZ4ZN/Qh347fbl+LvtKsDcIPCUC6DFqfoil07TMqTVMfZL1SpUzY0XcFWU+/VJSRBun8HdzMD1fZzBkrDb+m69t3tN8OuZoQcsdvk565XYCssdyhb2afiKvb0GfTJ1bodwi46BuMN51QUd98dlx6/MalGfftk/eXm+tmfbS6xmkfl//f6Ru09fr3jJUFGtfhnFab80q2/vv+W/4lgC3vWhCylmc/JSqTNQMeX2Rffbo21HW4z1d0ebhRGL8QnweXxQMudW23wOZ+UVxj7otPVpnrZn9eVGNp12Q574S05nxeZF/PXOu5O6E+DaUOs2et82iO31DK3BDL6c4jPFeX3k8PWubNeR3+VZLXnMzl3MyZi+cdzY50NeAQAPKXLl3yXAOuRoMrOoB8ge4112wA8seOHctwNZf6nZHSHQnI0zTTJ4dLboOg4d/x/4Cu/sYh34VQkukhPe9sQJ6+0X3QqhTIirZyh4DJDoGL2NQW2Nmi01Zr/KhvW8+/vBDb7qc8+9lBW2OAO6SLWRMAZYGoLZut85iUJl3KvPyVjvLL5gMcARgBnuoSHf43eqzESJMytm+72xp38oGnWEA2xOSMQK4H+qyLFX6hKfFIf9/8jwCsoN/2iSIbGWLuAW1WtDGC4YP/AXXR/ucSGeztu0A9YWWDH1ooLnbHw7R0Ac1dULZdu/JQZlEabQ83W5RaCdaUnU+B8gDRnAxoPfh06rIbTicgDEBAoHJ8+1v4Eb6Dx67ZgLF+OAkkOOmgeEFQUO/xPbMvPfz7B/jfuqOfDmUSnag7ZkAaK1zXksqLNqPNC7nl9vLpWlYpWPL7qMqAYKBlv8OpsvIeQBOaIzygHYKmcl6avjdFx90HrtiXPx1PHQdE8EPcbCZE1CfJj4t5gr+P5vq2vlVOBBSME8xSAfTrfYsnSm3+qtPB6IX/NUCBQ8evpeicdM5xhYtdRvj9mjGebQ7kO31G7bo0xwtXt+6+7B1BVXzXb92nzKbNOnTHXbxUA01cSKJAgXpJgW7tfZvDeV3qeo9/qev/vo++1PX1sZsqAabcTTC0+2eRF/ez93bVS9oVClWgQIECBQrUJAVWLTnhzXlt7lkRusdKKz+FCzNlOnfPrgs1WaxCWgUKFChQoMBtocAdC8hDzSuXb9i6VXvtnTdzNztAnHUr99rlS9dr1V26dN0i3cXrdqkW3Lz/VprbuCe/y1RYQJFMr10RDibelp5ci5l+MDsNLmJiw9NK7nvQ0/AGDJamOIBNqwe2e8wFYDf/AekBlFzwCOAYx4WW7nuAQeI07uBv/rjoK51Oaai5EDe+nmVqhXJhTkRAEiZwXCanc6P9qYtJvXJGmEBRuvLRJJbwIYm9NJqGo2yzfznuAVyjJ5V7dtg+nHvE1m/OzkxhW+21Gfu9y1Da99toHfpvtDZPZoLAqqPrc1M5/5v02JSinauZ7n/b4gGyAMQuKItWeYc2ezLo5dLuwf9s98bAU/2KMnrejr2XrX8lkK6y0A4StOhdp8GbvWN9GZEDf46dum6t+vj1BJCG/mh3Kw0AdvoiQD1ChOa9yzPAfoRC0u7XfQQA+a6pG4QEmac6uLzphKcBTx/lpAFAd8oEDv0zxKakJ4DgctWhF/zLVQccN+y7q6xRfocBG+33FeHg9/mLN63nM76ZniY90Iw/lTFe1B8xweTal4+zU7ht92Xvsp7G3dKnU1S2BwZusg9mH7HT5yoCLVH4W5MU+GnRqVS/YK5SO4b5tDlzLm005bOD3kVJzXv6/5kvw4RqSscd6+9/nb+d0RsVt2xL+SVbXnzWVm44Z7v2XalJchTSKlCgQIE6oABgN3xr2xz5XgB84uHOnrkeWdL1a055YVrdvcByudhVF7qS/r7dFyPTL3woUKBAgQIF7hQKXL1y01r+wz+t/9B90Xstd9+l5wf/z99/9exYs5dg3ym0LdSjQIECBRoeBe5oQF7NsbHkkH04fXmsJq+rKU9Y4typv5PHr3obhxZ3/ZbTxoHFEBBXm5OLF/4+wBXAMUCywLug3/zhzRa8+BNwXuHitEEB7LnIkrBNumy0Nv/xtaXa3LPSA4RbPuiDko26lnka1gKcwny0k5UnYBdAqZ9uVfNEOunQtb8PcDXpziWw8aZ50DgV0Prmp9HaYnUxdoo2XfBAur4vbPe0qbsM32KjXiv3tKuPnvQ3zlzAQv0RIPimUyo8EA+AG3qKVq5PW3ZudjgSjGcctL3XF5rMnZXW7P7/7Z2LlxTVve/v/+RaxpPE5JwYNOgVw0lIMF4ji0MMy2gSOaiox4saFaJLPYLiA3yhEHwiRDwSwAdIuMj7JfJmkJeIyFMEhH3Xt8Zf8es9VdXV3TM9PT2fvdZMVVftV32qa/dvf/dv7/LXPP+fX4Y7HtmaCurJPbhuRfjTfZuSF9to3bkyYemaw2kdJYrLw17vA/ACua+77eu7569h6E93B12Xndf3xC+hE3u/W7x4O/axreGrI2fCfz1auTyN6qNBjbhetz64OSxbdyQ88lxHGDl2Y7j2lvXhd3d+kojiZQZjJI77507fZw2CaWBC9zCu99vvf1EGa/LynI1bj4fFKw+H/7f6cJ9c47DUhbZopL+9ff5l0skMkJG7k4FLLWOkQR21l34WxYOTz68TqhciaUDLvpsalNKzLfFeg0n6blu7pzgaZCFAAAL9m8Chg9+EQT/sXOu97LrFQy/ZHa64qHNphSkTPq0KcOx/Lk/s4//9Lx8V2g8mLOllrpb/hHHrq+ZPBAhAAALtQuCpRzqFdevrWrtYvN0dLv/ee0k7O/NvO9oFBdcBAQj0cwL9QpDXPd6181D4x5wNYWLBUjY6pziK2+7hntErkh+0q36wrFTHwX4gbWqtpuf2x7DvwDfhV79aHH562Qdh4BUrEy/qIZd15DL0orw8sCUWSTS6/A+fJ8t3eEFxwK/XBOU19CcdYeD35iX3R+vkXX3J7mCivAQmCVUSrOSpLg9RieRaj917Opu3veJrmRovzupe/uJHG5L8NbiyZeORMHbCtlTg0nIQEublPS3RX578KsOv933v49v7zO1/aMr5QYp/+23nDAfdBwm6NhBi4t6VV23KvZf2DPzyxxtTdgcP5HvMGSB5eh86csY+1rxdt+lYGP6dp3hyP69dmQjfWkvbz85Ivhu/WB6GXJr9fZQXyoAruy4BZB7IxiDeXvn7VYkAv3t/5bV+8PGhCrHcp7v5gU1BgxLdFfRyoN/eev6ltr4s7f918s6wa+/J7iqOfJpAYMmqw+E/7jg/aBnfU32+8verw1vzDnSpzeFjZ8J/v3B+tkhW2pH/d2Pi0d4lMQcgAIF+SWDu7M/S3+7BP+zqpGC/8dpqLfgrLvowiX/DNR+FsyVe3LZvz9fh15ctSNJIZCpaT37Iv24JV/xL5zI6I6/+KHxz8tt+eU+4aAhAoH8SkFPf1QM7xfVB3+9cptW3wfG+Bkg12Kl+683/saR/QuOqIQCBtiTQbwR5u3sH9h8NK5d1hLlzNoQ3X1mZ/Glfx3Suv4SN675KOyb//qN1VUVI/TDKq8i843ds7T+s4u/E4vc7174TC73sKzYa4s9XDtwQfjKkqxCaikjXLAuXXvFxRT6aJv2zCzu9uS7/3oKknEFXbgo/uabTmz1N+3+iF4m6F8UqjtaL/9WluyrytheUqf4znt+aXt7zb+xJRfk0/yg/HZ86c2+apq/saKmJP9/fuSRQem2O3SVXLQmDL6suxqsTPfB7/0ieg+nPnWfXDA4z5x0IEhnj+mtZm5G3rg2XXtw5iDPwwrnhyu8vCYMvXp18b/SuCFtmSvf81z//MNzzyJZw3W3r07x+et2KZKmdqW/tDV8cOh1Onz4Xjhw7E8p48n998tvw6bYTYcX6o0FL9hw70XPCwpaOE+HdRQfDK+/sDzP/cSBoBsEJhIxmfP16rAzNUnjk+Y7wh7s7Z1Bc/1+fhPsnbQ//s/BgOHOmeCaJBrq05NHEl3aFv0zangzMTJu9L1lipscqTMYQgECfJfDqi9tSO1be6bKHNPNTdps81mV72exB/V7+fuiisHd3+WWqNn1yONh69Uo/6PtLwi9+tD7IdlDesrdthp3O33Td4rB/79d9licVhwAEIFAvgdXLDqZL12gAVC+4jvvQ+iwnMvWF1Wb+5vL3wmc7j9dbJOkgAAEItByBfifIt9wd6MUKvfbS9rRj8vMfFr+I6qofdk7F1Y/h31/r3aVKehFZWvTfnt+astPIvtYBjY0Ivfjz547bHWNWh+l/3xe01Is8eie/uju89MquMOhHnQLvFRd1Cu+2/qjyNA8tcdff5RctCJcO+ChcctU/w7/+ZlkqqMYi7b9dvSwMHLQmqA7ysFeHUx1BL8xOnrAxvR7b0brlEua1Drqt1XzZ8JXhhrs3hhdn7g37D56yqH1yu+/AqWQtaIm5Wst6yerD4bY/LvuO7T8SRvF9tM8akPrZhZ0vRL7/9lW9dv3yuJfwvXbTsdCx57xX+NqVX4Y7bvo4/V7ad8a2P7vwnaAposeOnl9qSl5/CNq9dispGAIQgAAEmkxg4fx94dorO73T7fcxa/vwvWvDieO1z247cvh0+O/71+X+FltZkx/bWMrzvsl4KA4CEIBA0wisX3UoDP/3ztlIahv1wla960N9a3nEX/6dE5TO/efvloTdHYjxTbs5FAQBCDSFAIJ8UzC3biF/e+68sKwfwat+sDzohSm//PGmZERaS9oMvLDT81Y/hm9MY802u5uzX+uo6HBdftH7ieeTlpmJhXR1vPLCts1Hw6jfLanIS/dC6+SZl7x14LK2A348P1xy2QfhkssXhiuuXBQu/UGnZ31WXB0bMmB+eHdWuZccnq7ioZp3TX3puLxwH7hjVcpf7LU0k6a0609GoS0hJH6P/GVtS1/ezm3Hwt9f70jE98fGrQt6md2H8/aG48dqFxZa+kKpHAQgAAEIQKBOArKDtO771T/r9Ly88gfvhpG/WZT8dm7acLjOXM8n273reJDjy19uXRn+OOyf4c/D/xkeuHNVmPXKzlBmubvzObEHAQhAoH0JyDlIjm6/HZQ9UDry6kU4A7bv7efKINDvCSDI9/uvQAgfLz4Q/jis8yWVeSLuqBFLgqaWESoJaKReL+Oyl4XF/O69dWVYs6LcWtoL3tmTeDjLk9nnc93PPwgS9Du2HQu7dhwPUyZ+mnTsZLhcPXBBGDFkYdLJW7+6890H+3afCC9P3hJ0z355ybxwxfffTeLd9edliVB76tTZyovgU0JA68v+7lcLK9j7+/CHaz8K78/te8v1cHshAAEIQAACEIAABCAAAQi0MgE5qWkWk/pkH72/n+VpWvlmUTcIQKBbCCDIdwvG9shk9fKD4fknNoW7R68It45cGu65ZUV48anNYd2q9n/JbaN38Ny5ELQuvzyRJdquXv5l3R7J8hTY+9mJ0LH9WPjqUN9eIqZRrr2R/pO1X4W3ZuwIUyZ8Gp6d+GmY/erOsPmTxr3leuNaKBMCEIAABCAAAQhAAAIQgAAEIAABCECgtQggyLfW/aA2EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg0KYEEOTb9MZyWRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINBaBBDkW+t+UBsIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBoUwII8m16Y7ksCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaC0CCPKtdT+oDQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCLQpAQT5Nr2xXBYEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQi0FgEE+da6H9QGAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE2pQAgnyb3lguCwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFqLAIJ8a90PagMBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJtSqC0IP/pp5+GadOmhb/+9a/J3yuvvBI6OjqqYlm/fn1Q3HvvvTc8/fTTYdGiReHYsWNV01kElfvMM8+El19+2Q4Vbrds2RLeeOONMG7cuKSeb775Zql6ZmW6Z8+eMHXq1Mw/XdPSpUvDgQMHspJyDAIQyCCg50XP58MPPxweeOCB8MILL4RVq1ZlxKw8tGvXrjBnzpzkmVbauXPnhv3791dGyvhUb3mNtlu+KmfOnEnbkI8//tifKrW/du3aJL3a31OnTpVKQyQI9FcC586dC4sXLw7PPvtsuO+++8Jjjz0WZs2aFY4cOVKI5KuvvgrvvfdemDhxYrj//vuDbIfNmzcXptHJkydPhnfeeSc88cQTqZ2zYMGC8O233xamrbe8wkzdSdlCZr9Uu3aXjF0IQCCDQLNtid7qc2VcelCbKttF7ck999yTtKlvv/122LZtW1Z0jkEAAhkEmm0r1Ftevf2tjEtODqnvZrZIvH333XfDpk2b6NvkweM4BL4j0GyboN7y7IbVqt9aOr/1OmwZzdmn1b60IrU56qO1eqgqyKtBv+uuu8IFF1yQ+adOqIy1OEg4uvvuuzPTDBw4sFRHV+K9lTtgwIC4iIrPJ06cCA899FAa39LZVp3zah3kigxDCEuWLMnNz/LV9uKLL04GHc6ePRtnwWcIQOA7Ai+++GLu8zRq1KhcwUyDX/558/tqbPNCPeV1R7sV1+frr7+uqH8tg3hHjx5N2he75lrSxvXgMwTanYA6ksOGDat43uzZ0e/0vHnzMhGsXLmy4jmzNNpK0M+zHST8yzbx8W1/yJAhuXZOveVlVj7noDrBVheJ8wQIQKA+As20JXqzz5VF5/PPPw833nhj2pZYm2LbBx98MBw/fjwrKccgAIHvCDTbVqi3vHr7W0U3Os8mszbEtmpnZMMRIACB8wSabRPUW975GofE+dqe62r6rU8X73sd9pprrgm16KyrV69O7ZZBgwbFWbfc50JBXkK7F+OHDx+eeJ1JhPedUHm8+qDOq+LazVAjK0FcHrHqFNvxNWvW+GQV+6+++moaT/Gr3dDbb789jX/DDTcEGdDPPfdc0A208uRhWkvwX4Trr78+YSEe+rvpppsqGKgMXXM9Izi11Im4EOiLBGbOnJk+hxqQe/LJJ8OUKVPCtddemx4fM2ZMl0t7/PHH0/MSuJRuwoQJQY2rPdczZszokq6e8rqj3epSkRBCLMhrtlDZoLbWrlNbBPmy5IjX3who5t3gwYPT50U2gewAzerzz5C8sXyIB/41sD958uQKG0YDhnFQPj5fCVOa8XPbbbelx9VOyVnAh3rL83mU2UeQL0OJOBAoJtBMW6I3+1xZFGQTeTFN9praR3nJ+z6g2lkCBCCQTaDZtkK95dXb38q+6vNHrQ2R/mMairay0YYOHZraS2ZPSaupRXg7XxJ7EGgvAs22Ceotz1OvVb/1aeN9r8OqfVC/pkzQdVi7o3R9XpBfsWJF2lBK3PZBIpM1pGpkdfEW5IVmDevzzz9vh5OtPLXMkBsxYkTFOX1QI/zoo4+m6S2fIkH+ww8/TOPHS9vIoJTxaPl88cUXXcrMO+C/CBptzgp79+4N6qxb/hIbNbpEgAAEOgl4Qfrmm2+umJqo513LQ9jzs3Xr1hTbvn370uN6xr755pv0nJZgUPth6fySDPWW10i7lVYsY8fXx+obi4IZyYK/fkuHIJ9FimMQCMkAnz0ny5Ytq0CyY8eOtK3wA39qf0zEl8Gm33MLOqflsSzP5cuX26lkq0F6ndNvvrxIffBi+Ouvv56eaqS8NJOSO74OeMiXhEY0CDgC/re7FtulXluiN/pc7nK77PrrkOesD6dPnw5yhlA76O0vH4d9CEAgJM9IM22FemwT39+opb9V5v6aMCYHyaygtkRL13iHzdjRMysdxyDQ7gSabRPUW57ug/o3teq31e6f12HVhkoLLqOxatlQ67tp2+cFeQOrDqsX3A2glouwC9Y6P3ZD5Mmq42qEs4LvKPr1oyW4ee+yO++8M1l3XnkVCfLjx49PytMAQVY9teyD1VPifdngvwh5grzl5ae0yoOXAAEIdBLwA2axcKUYOmbPpx/99GJYVodv9+7daTrNwLFQT3n6Iam33bJy87a+U2/XqVk81ULWkl8I8tWocb6/EjAHAdkDWUEz9PT8SUC3oDXj7ZnUO2HioHZBhpzijBw5Mj2t9d8tnUSrrGDp/IyYesvLyr/aMW9nIchXo8V5CHQl0Gxbotl9rq5XXHnkkUceSdq5vtCZraw5nyDQGgSabSvUW169/a0ylKsJ8paH+oJmN0mcp79jZNj2VwLNtgnqKU/3pl79ttp99Tqs9bm83pOVXgN81o5Ymr5gwxQuWaOX9qgzmdVRFQQ/krJhw4aEixbxNwB5i+hrdMNGQtVJtiDh3Lznn3rqqURcN6G7SJC3ZS98Xpanbc0LLvb0t/NZW/9FqCbIq+Pul8eRR14cNHVd+WjWgAzd1157LXeNWUurHyiN9GipDqWZPXt22Llzp51mC4GWJ6BBN4lksYeVVVyzWKzNsGWlNLBmx/Rixrzwpz/9qUuHsZ7yGmm38upmx70gb4OHujYtXZEXfH1MSFSaLANVPz7y3pW3muLay7PjwUm1P2pzbN19pVMbpynoWid7+/btedXhOARamoDaEH3v1VaYc0BcYS2RZW2KnbPZbTLW9BueFTTrztLZi6TlTSbDVZ1YvbQ5K5iXmjxrLdRbnqWvZZsnyGv2gNqBPJtGx3U+nmWg/GQTirX+1q1bF8RGS/XIm83Y1FJH4kKglQk025Zodp+rGntzClD/K7YnqqVV32X+/Plh0qRJyYuydW1Z9ovZJdYeqX+oPqfac9kmaneyHDKqlc95CLQCgWbbCvWU10h/qwzjsoK88vKDoFrWJitoJrW0EPVb1E5IIynympW9ovWktZSGljDU0oJqb/ys66xyOAaB3ibQbJugnvLEqF79thpfr8N6/aRotRP/HgxbgSFPkJdtIS1GIr/6j9KcN27c2KVa0l3VLzIncl2vZvUof6XtDhulUJDvUqPowJtvvpl2VK0y3gPs4MGDUYrzH80T3nud6axe6KEXnlkoI8hbx1d55gUT+tV4lw3+i2DGYlFaGZHWcX/rrbcqourHQJ55dt5vJbRLHIuDX7vSx9e+1pbWCygJEOjrBCQE2/d74cKFyeV8+eWX6TEZW3nBr1Umo6tMyCqv0XarqFwvyGsQ096voUHCPDFPHvRiojj6cTA+cYdWS9+YZ7DFsa3EP99GaDkOO6cfMxuktGN5AyZF18Y5CPQVAppxp++6nhcLNitGonJe2Lx5c/rcmDGWF9eOS9w3m0OdRgs9VZ7l77d5grw6ueKg9+BkBbPN1H74YPaL8rX2ydoObeVkkee84fNhHwLtQqDZtkRP9LmK7oUfjHzmmWdKifIS94r6LhLSfPB2idra2C5R26K2h1k+nhr77UKg2bZCVnk92d/SfapFkFd86yPJpvBBortsNW932L4ENzkJxEEDg6YRWVzbqq0xZ9I4HZ8h0BcINNsmyCrPONWj31ravK3XYaVbmDO3hPCsIKHc4shB0TSiLEFeDgMW19oE28Ze+HIw1zm1ZbJFLJ5tZbs0GuoW5NWomxCkClqYPn16WtEigcymR/np45aH35YR5G1apcCo8Y2DX1onFsrjuP6z/yKUEeQ1KGE3R9dnQQ2+HZc3v+qjjqtuuB2P19qXt6udE+eXXnopSWfTSfQl0o8oAQJ9nYC1Bfq+Hz58OLkcL0IXvfzZC+l+/eciJlnldXe75cv3grwGG9evX58+2359aUvj2x15i3hB0Avy3ohWO6r2RNdh7bJ42owD5e07vjarSHFk/Eo8xDC1O8C23QjoubHfU3lsKnivsPj311+/f87yZv35+Np///330/L0PCv0ZHlx+frcU4K8cdQL2dS+aAaAHVM75AcBs+rFMQi0C4Fm2hLN6nP5eyOvMHu2tdWAombDFPU9vC2lQVDZMOo/aba15eVtOm+X6Lz6NuPGjUtmVJp3m45LPBMDAgTaiUCzbYWs8nqyv6V7VasgLycGayt8W2MzDHVOqwbItpKoZu8TU9thzqEqV7NvzDFCaeQdL7tIbZjVSQONBAj0RQLNtgnyystjV0a/zUtrx70eIk1ZWqi1DVkiuJyV7bz6fXmCvJ+JIw1Edosctn174TURE+TVxkjcVxnaVzuiz90x26ZuQV4dMbto7xVlBqouqijYjVIeRcK9xSvKzy/vIINRU62PHz+eTF33N09lad3pssF/EcoI8spXN0jlaERWQV9ga/h10+Jr1VQJ46i13xT0g2L5yIstnoqlH6i8aflJBsCDrvMAAB0iSURBVPyDQB8hsHbt2vT7LwPLwgcffJAe16hrXvDpy3iv+vi+vO5ut3x9Y0Fe58xbV8+5RnQtqH0wL1p76XWeIK80EvT1QxKLYNbmqBNrIe74yhCVwUqAQDsTkBDuO3KHDh1KLtevtRp7bXoe+g233+jYa8LHs339fkuYVhoZehZ6qjzLP972lCCvNitua9XBNUbeHozrxGcItAuBZtsSzepzxffHOzTZM66t2tR4WSvNirY4/t0ZlqcJbXIIsODtEvWRtOSGD376uRwwCBBoFwLNthXyyuup/pbdJ+uP5L3U1eLZVo6T1o5oVrGCNBg7JtvGB/WbzMlo4sSJ6Sn1cSxNbJfILvzkk0+6aDJpYnYg0OIEmm0T5JWXh6mMfpuX1o57HVbPubQO61/F7+LTspn2vNtqKHmCvPJ5/PHHE+cpK0vbY8eOpXn4mdMmyFv+EvRjPdfnU89+XYK8GjarlIQsH8wLwgtB/rzt+xsbC84WR9uyN9RPrbS6xVs/BVsin9b/if+0FrMF/0UoK8jrulWuTYvXWmdWD60/lBVstMXK9tM9maaZRYxj7UBAHS8bjZQx5UVlLyZ5r/D4umVQ2fMVG1xx3KLy6m23NPAXtyH6bOu0qw5ZgrwG1Kze3oDU+m123KZfFgny8TXaZz/7xn40fMdXS4VJaCRAoN0JyDCzZ0reYRb8M5j3YlaLa+n9IJ6d81u1YTfeeGNSnoRr7wDQSHlatiurnVEHOy/4NtTbEY0uWZPlUeYNYYnzBAi0M4GesCWKePVEn6tMH8jqpHZM67mbo5C1h9pqWrjELQU5CNg53+ZYPr6dMHvP2yVZNpw8z6xc30G2PNlCoC8S6ClbIY9FUXneVqi1v1XGNqlVkPeDgLaM6ZgxY5K2RX1Gazv8tVoac2TSOWs3ipYz9nmwD4G+QqAnbIKiay8qLy9dNf22jA3idVjTMtRfMzvDa7P2zhs999JmFPIE+bw667j0EeXvBX8vyGf1gYryK3uuZkFeUw0NhF6oGK+B7Eckiyqhjq3yEbiiUO2G+rQSsOR5KlFcIrfqZ96mKmvbtm1pdO/RZdejrV/T3n8R/E1PM4l29GWxvPTjoaAfKzsmb3cdj//sR8M6suZFolEgAgTakYA8qWzwSt/zeKkpeV7Zc5M1LcmY+B+JonjVyqu33VKbYvWMt/bjkSXIq/4anbU0Eus0MGkDFNZ+KF6tgrzKNeNU+WvEV6FaxzeJxD8ItBEBv3xC/EJ3ders+St6f4KeS4sn4y4v6Lmz9dcVP/YebaQ8sxGsHrb179uJ6+U72V4c6wlBXmVb21W0/E9cRz5DoK8R6ClbIo9DT/W5yvSB4jrpXVeyuWyGn7VD1n5KtLdjcT9Hn337aP0xb5eYU1JcrnWQ/Quy4zh8hkBfIdCTtkIWg2rlNdLfKmOb1CrIm+6jtsTaCesvqrystsUvWyMGclawtki2EAEC7UKgp2yCPD7VystLZ8+x+gZZoYwN4nVYtWMKcgCwNkXtgo77lVJMS1XcWgV59dO0tJXaDj+jxwvyRU7kWddZ9lhNgryfoikDKatSmvptjWDRcgjmkWqe5HkVrnZD89LpuAR6q8vkyZMrokpgv+WWW7r82TQHRfZfhDKCvLxIrDyb2u5nAuiHpOjPvPRser0f6a2oPB8g0IcJaMklM67UUHsvUrssjZzas6TnMC940SnPW7RMefW2W/KUy2pHdMw80PMEef/yEXVwra3Tdev6LVQT5Hfs2BGmTJmSDCbaVC5jp22WIJ/X8bUy2UKgrxPwSx1o8CsrmIisdQfzgvdsN2+tOK4MQq2pbs+dlqLLCvWWN3bs2Mx2xjqrWWX5thFBPosQxyBQG4GetCWyatKTfa4yfaCsOtmx1atXp+2dLc0lJyhrA4v6Ot7uKyPI2wBAtf6i1Y0tBFqVQE/bCvF1lymvkf5WGdvExDMvcMX19J/vueeetB3RIKCCtSvaFrUtVoZfFz92jvBlsQ+BvkSgJ22CLA5lystKp2Omaej3PiuUsUG8Dqu2zIIfJNCqIjYzWc7Y3lG8SJCXsK8lsbTSi9oo659ZW2Nticr0gry1SVaX7tqWFuT9TZHxlSe2l/VYtQZawlVRqHZD89Lq5ZAmTmk5DH+D8tLEx/0XoYwg771stSabgvdUzZpmFZepzzbtAuMziw7H+jIBdWht1ooaP700LCtomrI1iuZ9lRWv2kybsuV1d7vl65onyCuOlrGy67RtvAxYkSCvgUZLp63eXSEDefTo0elxBHl/N9jvDwTMCNMzoZe+5wXZMopTZIdUaxtkJJpgpLyK1jnujvLyriU+7p0BNHBoAQ95I8EWAuUJNNuW6K0+V3kiIXjhTOn0MlazQ8rmU0aQN6Hfz2Aumz/xINAqBJptK5Qtr7v6W3mcTe/xAldeXL1rR4K72hH1FS3Y0r5yPioT/CCD1nsmQKCvE2i2TVC2vDyu9eq3Pj+vw3pBXnH8jDu1F/rzy5IqjvUF1X74IIdyzbizdGpzZGfcd9996fsofHvVMoK89zRXw2pr8/iLs30ZrXaBeR1hv8yDblhRqOeGyjPVDDjVRR6k9QT/RagmyHsvOnn/mvjup1EULanh6/fCCy+kDHtqJMaXxz4EmkHAd2jV+BV5d6o+GpDS85s3MKVBNhvR1HJQcailvO5ut3xdigR5XYPNFrB20146aXnkCfLeq3/GjBkVg6Rqryw/BHkjybY/EPCDXFpz2NY3zrp2Wx5Oz4ragKxgnu9qs+JZgXGHVwPwRaHR8oryjs/ZtEtdmzdkTZD3L1b0ac3I9e/c0XlzcMhbP9HaYpas8TTZbwcCzbYlerPPVcv9Uvuq9kU2jILsEH1WW+nbnKI8qwnyar+t7Rk/fnxRVpyDQMsSaLatUGt5jfa3isDXIsh7u8UvNWMrB8g+KRN0/WqL9FdNZyqTH3Eg0JsEmm0T1FJeHpd69Ns4L6/DxjaFH3TTcy6Hp7i/lyfIy3FRadRvkV7i87blhFtOkF+/fn06WqkOnJZZqBasQZVR9sUXX1REFyzzANf5avnVc0O1Vqw1xEXetRUVy/jgvwhFgrxeLOlFtVWrVqW5SYzTdao+6giXCb7cWbNmlUlCHAi0NAGJzOYZr+ehzOBU3os77EK9IK1pRz7UU153tlu+LkWCvOJpGQxrrzQYF4c8Qd4MVHnnxkEeIZYngnxMh8/tSsC/VFAvG7Rlo/Ku179kMGtZG83gsecoXvZOBpyJ24rjO489UV5enlnHtXyX2R3xgOakSZPSa4oH/+RIYJ1nBPksshzrbwSabUv0dp/L318NIGr5zSzHILUxNghnfRvvUffWW2/5rHL3vSCvvk8c/AylMm1snJ7PEOhtAs22Feopr5H+VjW+ZlN4gStOI9vD2yZ6oaIX10wLkq1VzZnL8pZmpfga0MtqwyweWwi0MoFm2wT1lJfFz55Z2Qn1Bq+HetHc8vNOTlrGJg5Zgrz6hdave/PNN+MkyaxqnfftVa97yG/YsCHt1KlyarAlTMd/AubXb/be4moIZaQJpN7erU6ygfDrtXch8t2BWm+o1ka2/NWgV+uQ55Wr4/6LoJvW0dGR/omNBEF/PSp3woQJXbK0L4Sd9152+uJr2oQ6zSac6UfIprarU+3Xo5Wnjtbfl7ipZXkIEGh1Ar5Dq2dASyno2YrbEX1W22FBbYYf6JL3qZ4dPSdeeNOz4kO95XVnu+XrU02QV1yJ8mpPstqrPEHePHdl7Pp0+lGyjrJ4W7viO76sIe/vEPvtQMC/IEi/j3ltjL773rDzv+HqEKr9UOdNQpCJ2nqOvI2j9F6M19INeeVpwN6Hesrz6bP29WzLPlHd9aJXGZKqs/5ir/358+en5zQIKbtMQTMJze5QOgT5LNIc608Emm1LtEKfy+6v7/+oPVU7IhtJfRCdM49atRWaCWzBZtjouDqxZpuozdRyXkqn9tKCt0tkt/i8xMNsmXhtWEvPFgKtTKDZtkK95SldPf2tMuxNkFc74nUU2RzSNzSrTufUZuhPz/xnn31WkbX6Ub4tkHZiQX2c6dOnJ+e9E6MfzFO7ZH0haSxyWpI+1YjTppXPFgI9RaDZNkG95WVdf636bVYe3g5RGxUHrTKgvp+e9axg+mu8ZI317bwjltoFtR/WDrWMIC/hyypslSvaapTCB63jUxRfnVkvTFtaNdBqdO3P52HHtPWNsaVVx1LnlEZ1//zzz+1UXVv/RfD1yNpXuRIUs4K+RH6tIqXXD5/nq/T+5ZYS4fx57fsfLH25/Isfs8rlGARagYBfPirr2fHHfAOoum/fvj3ou+7j+H3F9+sjK00j5dXbbhVxLiPIF6XPE+T9SxvFQWufmaBmU7zFyoxQ3/FFkC8izrm+RkD2gG8Xqu37QW7N0itqM/TbGz8vL7/8ck3leTG/nvKq3Q/zBIuvW0t5mSBmecQdb6XxtobZGQjyRoxtfyVQ1C7Ez1psu9RqS/RWnyvv3qo+tiRNfK3+szrdPmjWkRf2FDf+rHfdmMeqt0ssX/WHfJuU1Qb7MtmHQKsSaLat0Eh59fS3ynA3Qd6e76Kt+jHeXvL5x04Sahfi/uETTzzhk3RxmpR9YzqR6lHGMbQiQz5AoEkEmm0TNFpeI/ptHlKvw2YJ8nnp7HieIO/ffyM7T5+tLTH9xNt0veohLzG7qNGMz8UvIhSMLVu2JB1db1jpAotGJP368nEZ/nPWaIi9ZVfldcdLPPRmbl9mvK9OsLzd5K1btK6+WNjIi/cqUX668RMnTkw82+wLZNuDBw8GecF6fvrCPPTQQxXrRVt8thBoRQLWyMXPT9ZnGUtxkHGmWSHWSCqd8lSbox+QODRaXj3tVlwH/9m/MEneq7UGGcnGyrxZlYfaFBmTdk5btRV60a24WFtjL+BWWou7evXqWqtBfAi0LAF5b9p3u8zWXrpuFyRDT0szmBhtz5K8qvysHYtvLy8sU5bi6EVlPtRank+btW/PutVHbeBLL73URYy3tFpKMHYS0IxCefPLsUD5xIK8tataEjArWPuscgkQaAcC9p2356pom2W71GJL9Fafq9p9UodYL732IpY4SFTX7OesIPtDs4WtTTBuaqfUX7J3bCmtF+Tl6aYXt1p8bTWoqKXDCBDoiwSabSs0Wl6t/a0y92TEiBEVz7R/vtVGyNZQX8Yv95uXrwb8xowZU6GLKD/ZL3lOkXJe8rad4st5KUtHyiuX4xBoNoFm2wSNlteIfpvH1uuw9QjyWt1Ez7tsOR/kGOVn81mct99+O3Hy1GdpvBa8IF9PPSyfou3/KjrZXefkoaVObZZ41l1l9KV8ZIxKHCu75IyEN/0ImbDWl66VukKgOwlISIrFre7M3+fVV9ottSeaLaOZAj31Q+G5sA+BdiagwXX93jYrdFd5mokj4aqac4C/LrUdmkJu3qr+HPsQgED3EGi2LdFT5Wm5Ggnoyr9s0Aw99Xfy+i9ekLeZSGqP1GespZyy9SEeBPoqge6yFcpefzP7W2Xr5ONp8EC2mh/g8+fjfdlI6ifRrsRk+NzuBHrKJujr3NSmyrNfDtC9HZoiyPf2RVI+BCAAAQhAAAIQgAAEIAABCLQGgSxBvjVqRi0gAAEIQAACEIBAzxNAkO95xpQAAQhAAAIQgAAEIAABCEAAAt8RQJDnqwABCEAAAhCAQH8mgCDfn+8+1w4BCEAAAhCAAAQgAAEIQKDJBLTkhNZr1d+KFSuaXDrFQQACEIAABCAAgd4lgCDfu/wpHQIQgAAEIAABCEAAAhCAQL8joDXm9cc7cPrdreeCIQABCEAAAv2eAIJ8v/8KAAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASaQQBBvhmUKQMCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAT6PQEE+X7/FQAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEINIMAgnwzKFMGBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI9HsCCPL9/isAAAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGgGAQT5ZlCmDAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEOj3BBDk+/1XAAAQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDQDAII8s2gTBkQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDQ7wkgyPf7rwAAIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoBkEEOSbQZkyIAABCEAAAhCAAASqEjhz5kyYOnVq5t/LL78cPvjgg7Br165w9uzZqnkRAQIQgAAEIAABCEAAAhCAQCsSQJBvxbtCnSAAAQhAAAIQgEA/JPD111+HCy64oNTf+PHjw/Hjx7uV0tKlS8M777zTrXmSGQQgAAEIQAACEIAABCAAAU8AQd7TYB8CEIAABCAAAQhAoNcIeEF+8ODB4a677kr/Ro8eHQYNGlQh1g8YMCAsWbKk2+p78cUXJ/l3W4ZkBAEIQAACEIAABCAAAQhAICKAIB8B4SMEIAABCEAAAhCAQO8Q8IL8hAkTMishr/gnn3yyQpjfsmVLZtxaDh49ejTNs5Z0xIUABCAAAQhAAAIQgAAEIFALAQT5WmgRFwIQgAAEIAABCECgxwiUEeSt8JUrV6YC+rXXXtvwuvKbN29O87My2EIAAhCAAAQgAAEIQAACEOhuAgjy3U2U/CAAAQhAAAIQgAAE6iJQiyCvAh599NFURJ81a1aXMk+fPh2WL18eZsyYER544IHw9NNPh0WLFoVz585VxD18+HB49dVX07wkztvfoUOHKuLqw9atW8Ps2bPDY489luS5YMGCcPLkyS7xOAABCEAAAhCAAAQgAAEIQCAmgCAfE+EzBCAAAQhAAAIQgECvEKhVkD9y5Egqomu9eR82bdoUhg4dmp73L4sdNWpUOHXqVBJ9/vz5mXEs/iuvvJJmK9H9wQcfzIyv9e3XrVuXxmUHAhCAAAQgAAEIQAACEIBAFgEE+SwqHIMABCAAAQhAAAIQaDqBWgV5VfCaa65JBPIhQ4ak9f3yyy9T0XzgwIHh2WefDdOnT68Q6KdNm5bE37lzZxg/fnwYPnx4mmbcuHHB/tauXZvmKyHfhHqtY68XykrQHzFiRHJcL4XVIAEBAhCAAAQgAAEIQAACEIBAHgEE+TwyHIcABCAAAQhAAAIQaCqBegR5ecabSG5e76r066+/nojw/piODxs2LIk/ePDgimt744030nwqTnz3YfHixen5OXPmVET59ttvg9axVz0mTpxYcY4PEIAABCAAAQhAAAIQgAAEPAEEeU+DfQhAAAIQgAAEIACBXiNQjyDvl5Ap450ub3kT8CWkW6gmyI8ZMyZJN2DAgHS5G0ur7dy5c5Pz8pYnQAACEIAABCAAAQhAAAIQyCOAIJ9HhuMQgAAEIAABCEAAAk0lUI8gf9NNNyVCuJaLqRYkwJtwLlH+2LFjaZJqgrw86pVG5Uicj//8sjVppuxAAAIQgAAEIAABCEAAAhCICCDIR0D4CAEIQAACEIAABCDQOwTqEeTlsS6hfOTIkV0qvWPHjjBlypTknNaSN89429YiyFsabSXK5/1pTXsCBCAAAQhAAAIQgAAEIACBPAII8nlkOA4BCEAAAhCAAAQg0FQCtQryy5YtS0X2hx9+uKKukydPTs9JRL/++uvD2LFjw+jRo9PjtQjygwYNStJJ4CdAAAIQgAAEIAABCEAAAhColwCCfL3kSAcBCEAAAhCAAAQg0K0EahHktfzMkCFDUnF9586daV1mz56dHp8xY0Y4ceJEes6/nLUWQX7UqFFJnrfddluaFzsQgAAEIAABCEAAAhCAAARqJYAgXysx4kMAAhCAAAQgAAEI9AiBsoL8wYMHw80335yK7npRqw8mnt95553+cLL/4YcfpunyBPmzZ892Sffiiy+m6bZt29blPAcgAAEIQAACEIAABCAAAQiUIYAgX4YScSAAAQhAAAIQgAAEepyAF+Tvu+++0NHRkf5t3rw5zJs3L0yaNClZv93WdB8+fHg4ffp0Rd1uv/32RDwfNmxY8OL6mjVrgq05r/RekF+6dGkquC9ZsiRJt3DhwnDy5Mkkb9XN0mr5mvXr16dlKp/p06cn52fNmpUeZwcCEIAABCAAAQhAAAIQgEBMAEE+JsJnCEAAAhCAAAQgAIFeIeAFeRPci7bTpk0LWromDnPmzEnFdb1kVeK+hHvl5V/u6gX5M2fOVAj9emmr4k+cODHNXqK9Hdc57dva8lbPJ554Io3PDgQgAAEIQAACEIAABCAAgZgAgnxMhM8QgAAEIAABCEAAAr1C4JtvvkmFdBO4/VZrxt91111h6tSpYdeuXbl1PHfuXHj66acr8pJ4/uSTTyYe70OHDk3O+bXlldnMmTMr0kjMX7t2bUU5+/fvD2PGjKkQ5lXHG264IWh9egIEIAABCEAAAhCAAAQgAIEiAgjyRXQ4BwEIQAACEIAABCDQZwmcOnUqEe737duX6UmfdWFKs2fPnorlbLLi6diRI0eCBHqlIUAAAhCAAAQgAAEIQAACEChDAEG+DCXiQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaJIAg3yBAkkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEyhBAkC9DiTgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgQYJIMg3CJDkEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEyBBDky1AiDgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgQQII8g0CJDkEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoAwBBPkylIgDAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGiQAIJ8gwBJDgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhAoQwBBvgwl4kAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEGiSAIN8gQJJDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABMoQQJAvQ4k4EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEGCSDINwiQ5BCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBMgQQ5MtQIg4EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoEECCPINAiQ5BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKAMAQT5MpSIAwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBokACCfIMASQ4BCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKEMAQb4MJeJAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABBokgCDfIECSQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATKEECQL0OJOBCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBBgkgyDcIkOQQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgTIEEOTLUCIOBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKBBAgjyDQIkOQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgDAEE+TKUiAMBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQaJAAgnyDAEkOAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEChDAEG+DCXiQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaJIAg3yBAkkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEyhBAkC9DiTgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgQYJIMg3CJDkEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEyBP4/8SVBgzpwB4sAAAAASUVORK5CYII=" + } + }, + "cell_type": "markdown", + "id": "tough-lesson", + "metadata": {}, + "source": [ + "# Estimate frequencies of phylogenetic clades through time\n", + "\n", + "Genomic epidemiologists rely on [phylogenetic trees to identify patterns in the evolution of pathogens](https://docs.nextstrain.org/en/latest/learn/interpret/how-to-read-a-tree.html).\n", + "One common pattern in these trees is a group of pathogen strains (or samples) that all share the same mutations and descend from the same recent common ancestor.\n", + "These groups are also known as \"clades\".\n", + "For example, the following tree highlights SARS-CoV-2 clades as of March 2021.\n", + "\n", + "![Phylogenetic clades for SARS-CoV-2](attachment:bb1470d5-e6b6-4653-aa7f-7559a245d711.png)\n", + "\n", + "We assume that strains in the same clade share similar phenotypes like their ability to infect specific cells or transmit between hosts.\n", + "The rise in frequency of specific clades through time can indicate potentially more pathogenic phenotypes.\n", + "We visualize the frequencies of clades through time for SARS-CoV-2, as shown below, to identify and track the evolution of these new phenotypes.\n", + "\n", + "![Frequencies of phylogenetic clades through time for SARS-CoV-2](attachment:8844a36b-cd54-45a4-9959-2f535e1286a8.png)\n", + "\n", + "This tutorial shows how to use Nextstrain's precalculated strain frequencies to estimate the frequencies of SARS-CoV-2 clades through time and use that information to identify clades that have risen in frequency rapidly.\n", + "By the end of this tutorial you will know:\n", + "\n", + "* how Nextstrain estimates the frequency of individual pathogen strains\n", + "* how to calculate the frequency of phylogenetic clades through time\n", + "* how to use clade frequencies to identify clades that have recently grown or declined in frequency\n", + "\n", + "To get started, you will need to:\n", + "\n", + "* install Python and Augur\n", + "* know how to execute Python commands on from the Python terminal" + ] + }, + { + "cell_type": "markdown", + "id": "criminal-subscription", + "metadata": {}, + "source": [ + "## Import Python modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "theoretical-guess", + "metadata": {}, + "outputs": [], + "source": [ + "from augur.utils import json_to_tree\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import requests\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "excited-marks", + "metadata": {}, + "source": [ + "## Get the data" + ] + }, + { + "cell_type": "markdown", + "id": "amazing-berlin", + "metadata": {}, + "source": [ + "Define the URLs to a phylogeny of a global Nextstrain analysis of SARS-CoV-2 and the precalculated frequencies for each strain in that phylogeny." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "automatic-desperate", + "metadata": {}, + "outputs": [], + "source": [ + "tree_url = \"https://data.nextstrain.org/ncov_global.json\"\n", + "frequencies_url = \"https://data.nextstrain.org/ncov_global_tip-frequencies.json\"" + ] + }, + { + "cell_type": "markdown", + "id": "modular-namibia", + "metadata": {}, + "source": [ + "Download precalculated frequencies." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bridal-consumption", + "metadata": {}, + "outputs": [], + "source": [ + "frequencies = requests.get(frequencies_url).json()" + ] + }, + { + "cell_type": "markdown", + "id": "solar-corrections", + "metadata": {}, + "source": [ + "Frequencies are stored by strain name." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "treated-anthropology", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Afghanistan/IMB07958/2020', 'Afghanistan/IMB07966/2020', 'Afghanistan/IMB15483/2021', 'Afghanistan/IMB15484/2021', 'Afghanistan/IMB15486/2021']\n" + ] + } + ], + "source": [ + "print(list(frequencies.keys())[:5])" + ] + }, + { + "cell_type": "markdown", + "id": "regional-water", + "metadata": {}, + "source": [ + "Each strain has a list of frequencies at multiple timepoints from the global analysis.\n", + "The following code selects the first strain from the list of all strains, but you can set `strain_name` to any valid strain to see that strain's frequencies." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "varying-jewelry", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Afghanistan/IMB07958/2020\n" + ] + } + ], + "source": [ + "strain_name = list(frequencies.keys())[0]\n", + "print(strain_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "original-commons", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'frequencies': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1e-06, 3e-06, 1.4e-05, 5.1e-05, 0.000165, 0.000483, 0.001121, 0.00219, 0.003605, 0.004974, 0.005749, 0.005776, 0.005015, 0.003791, 0.002421, 0.001373, 0.000666, 0.000278, 0.000108, 3.4e-05, 9e-06, 2e-06, 1e-06, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]}\n" + ] + } + ], + "source": [ + "print(frequencies[strain_name])" + ] + }, + { + "cell_type": "markdown", + "id": "simplified-mexican", + "metadata": {}, + "source": [ + "In addition to strain-specific data, the frequencies data also include the array of timepoints (or \"pivots\") at which frequencies were originally estimated for each strain. Each position in the array of pivots corresponds to a position in each strain's frequencies array." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "brown-seafood", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2020.011, 2020.0301, 2020.0493, 2020.0684, 2020.0861]\n" + ] + } + ], + "source": [ + "print(frequencies[\"pivots\"][:5])" + ] + }, + { + "cell_type": "markdown", + "id": "dutch-daily", + "metadata": {}, + "source": [ + "We can also learn how these frequencies were originally generated." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "organizational-invite", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'program': 'augur', 'version': '11.2.0'}\n" + ] + } + ], + "source": [ + "print(frequencies[\"generated_by\"])" + ] + }, + { + "cell_type": "markdown", + "id": "interracial-football", + "metadata": {}, + "source": [ + "Let's export the pivots into their own variable, removing them from the main data structure. We convert them to a numpy array to simplify math and plotting operations later." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "geographic-provincial", + "metadata": {}, + "outputs": [], + "source": [ + "pivots = np.array(frequencies.pop(\"pivots\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "atomic-tribe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2020.011 2020.0301 2020.0493 2020.0684 2020.0861 2020.1052 2020.1244\n", + " 2020.1436 2020.1667 2020.1858 2020.205 2020.2242 2020.2433 2020.261\n", + " 2020.2801 2020.2993 2020.3184 2020.3388 2020.358 2020.3771 2020.3963\n", + " 2020.4155 2020.4331 2020.4523 2020.4714 2020.4906 2020.511 2020.5301\n", + " 2020.5493 2020.5684 2020.5861 2020.6052 2020.6244 2020.6436 2020.6627\n", + " 2020.6804 2020.6995 2020.7187 2020.7379 2020.7582 2020.7774 2020.7965\n", + " 2020.8157 2020.8333 2020.8525 2020.8717 2020.8908 2020.91 2020.9304\n", + " 2020.9495 2020.9687 2020.9879 2021.0055 2021.0246 2021.0438 2021.063\n", + " 2021.0821 2021.0998 2021.1189 2021.1381 2021.1573 2021.1831]\n" + ] + } + ], + "source": [ + "print(pivots)" + ] + }, + { + "cell_type": "markdown", + "id": "configured-lancaster", + "metadata": {}, + "source": [ + "Let's convert the dictionary of lists to a dictionary of numpy arrays, too." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "preceding-tennis", + "metadata": {}, + "outputs": [], + "source": [ + "frequency_arrays = {\n", + " strain: np.array(strain_frequencies[\"frequencies\"])\n", + " for strain, strain_frequencies in frequencies.items()\n", + " if \"frequencies\" in strain_frequencies\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "scenic-planner", + "metadata": {}, + "source": [ + "## Plot strain frequencies through time" + ] + }, + { + "cell_type": "markdown", + "id": "juvenile-grove", + "metadata": {}, + "source": [ + "Now, we can plot the frequency of an individual strain over time. This view shows us that each strain's frequencies through time are represented by a normal distribution. This representation is a feature of [the kernel density estimation (KDE) method of frequency estimation in Augur](https://docs.nextstrain.org/projects/augur/en/stable/usage/cli/frequencies.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "nearby-pollution", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Frequency')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "ax.plot(\n", + " pivots,\n", + " frequency_arrays[strain_name]\n", + ")\n", + "\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Frequency\")" + ] + }, + { + "cell_type": "markdown", + "id": "light-processing", + "metadata": {}, + "source": [ + "We can also plot the frequencies of all strains over time at once. This view shows us all of the overlapping normal distributions for each strain. It also shows us the noise (or uncertainty) in frequency estimates at the beginning of 2020 when relatively few SARS-CoV-2 strains had been sampled." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "reflected-storage", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Frequency')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "\n", + "for strain, strain_frequencies in frequency_arrays.items():\n", + " ax.plot(\n", + " pivots,\n", + " strain_frequencies\n", + " )\n", + "\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Frequency\")" + ] + }, + { + "cell_type": "markdown", + "id": "tutorial-meaning", + "metadata": {}, + "source": [ + "## Estimate clade frequencies through time\n", + "\n", + "In practice, we care about the growth or decline of groups of strains that all share the same mutation(s), or _clades_. Clades are also represented as internal or ancestral nodes of a phylogeny. To calculate the frequencies of clades through time, we need to know which strains belong to each clade which is information provided by the original phylogeny. So, let's download the phylogenetic tree of the strains that we've loaded frequencies for." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "consistent-target", + "metadata": {}, + "outputs": [], + "source": [ + "tree_json = requests.get(tree_url).json()" + ] + }, + { + "cell_type": "markdown", + "id": "verified-motivation", + "metadata": {}, + "source": [ + "On [nextstrain.org](https://nextstrain.org), the tree is a JSON file, but to work with the tree in Python, we need to convert the JSON to a BioPython tree data structure." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "boolean-stamp", + "metadata": {}, + "outputs": [], + "source": [ + "tree = json_to_tree(tree_json)" + ] + }, + { + "cell_type": "markdown", + "id": "south-myanmar", + "metadata": {}, + "source": [ + "Every inferred ancestral node and observed strain in the tree is represented as a \"clade\" object with zero or more descendants. This means the root of the tree is a clade, too. Ancestral nodes get their own arbitrary names, so we can perform operations on specific nodes." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "comic-gazette", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Clade(branch_length=0, name='NODE_0000000')\n" + ] + } + ], + "source": [ + "print(repr(tree))" + ] + }, + { + "cell_type": "markdown", + "id": "optional-power", + "metadata": {}, + "source": [ + "Before we can inspect the frequency of clades over time, we need to calculate the frequency of each clade from its child strain frequencies. The frequency of any clade at a given time is the sum of its child strain frequencies at that time. We'll calculate these clade frequencies in a bottom-up approach, working from each tip up to the root of the tree. For example, we calculate the frequencies of the parents of each strain in the tree as the sum of their immediate children. This approach is also known as a [postorder tree traversal](https://en.wikipedia.org/wiki/Tree_traversal#Post-order,_LRN) and it allows us to calculate the frequencies of all nodes in the tree in a single pass." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "efficient-timeline", + "metadata": {}, + "outputs": [], + "source": [ + "for node in tree.find_clades(order=\"postorder\"):\n", + " if node.is_terminal():\n", + " # We already know the frequencies of each terminal node, so\n", + " # store those frequencies with the corresponding node of the tree.\n", + " node.frequencies = frequency_arrays[node.name]\n", + " else:\n", + " # For each internal node, sum the frequencies of its immediate\n", + " # children. Since we are walking through the tree from the bottom\n", + " # up, each child node will always have frequencies calculated\n", + " # before its parent node. Thus, summing the frequencies of the\n", + " # immediate children in postorder gives us the sum of the frequencies\n", + " # of all children of a node (not just the immediate ones).\n", + " node.frequencies = np.array([\n", + " child.frequencies\n", + " for child in node.clades\n", + " ]).sum(axis=0)" + ] + }, + { + "cell_type": "markdown", + "id": "least-pharmacy", + "metadata": {}, + "source": [ + "The root node of the tree should always be at 100% frequency. We can see that this is generally true, within the bounds of some rounding error." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "brown-trance", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.000001, 0.999976, 0.999992, 0.999988, 1.000006, 1.000002,\n", + " 0.999984, 0.999995, 0.999993, 1.000007, 0.999979, 1.000007,\n", + " 1.000003, 0.999979, 0.999979, 0.999984, 0.999962, 0.999983,\n", + " 0.999953, 1.000006, 1.000008, 0.99996 , 0.99999 , 1.000022,\n", + " 0.999964, 0.999966, 1.000004, 1.000007, 1.000015, 0.999969,\n", + " 0.999994, 0.999968, 0.999974, 0.999979, 0.999962, 0.999912,\n", + " 0.999957, 0.999999, 1.000012, 0.99999 , 0.999854, 0.999941,\n", + " 0.999937, 0.999995, 0.999904, 0.999944, 0.99991 , 0.999979,\n", + " 0.99992 , 0.999943, 1.000061, 0.999974, 0.999973, 0.999882,\n", + " 1.000104, 0.999916, 0.999869, 1.000042, 0.999852, 0.999916,\n", + " 1.000003, 1.000119])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree.root.frequencies" + ] + }, + { + "cell_type": "markdown", + "id": "hispanic-cotton", + "metadata": {}, + "source": [ + "Now, we can investigate the frequency of different clades through time. In addition to strain names, each node of the tree also carries annotations like clade membership. Here, clade membership refers to the Nextstrain clade names, which label major clades of potential epidemiological significance. We can use these annotations to identify the most ancestral node for each major clade. Then we can plot the frequencies of these major clades through time." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "entitled-drove", + "metadata": {}, + "outputs": [], + "source": [ + "clade_nodes_by_name = {}\n", + "for node in tree.find_clades(terminal=False):\n", + " if \"clade_membership\" in node.node_attrs:\n", + " clade_name = node.node_attrs[\"clade_membership\"][\"value\"]\n", + "\n", + " if clade_name not in clade_nodes_by_name:\n", + " clade_nodes_by_name[clade_name] = node" + ] + }, + { + "cell_type": "markdown", + "id": "funded-china", + "metadata": {}, + "source": [ + "From the list below, we see that we found all major clades annotated in the tree." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "fantastic-humidity", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['19A', '19B', '20A', '20E (EU1)', '20C', '20G', '20H/501Y.V2', '20B', '20D', '20I/501Y.V1', '20F', '20J/501Y.V3'])\n" + ] + } + ], + "source": [ + "print(clade_nodes_by_name.keys())" + ] + }, + { + "cell_type": "markdown", + "id": "wrong-terry", + "metadata": {}, + "source": [ + "Let's plot the frequency of the clade 20A through time." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "furnished-finland", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "\n", + "ax.plot(\n", + " pivots,\n", + " clade_nodes_by_name[\"20A\"].frequencies,\n", + " label=\"20A\"\n", + ")\n", + "\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Frequency\")\n", + "\n", + "ax.legend(frameon=False)" + ] + }, + { + "cell_type": "markdown", + "id": "wrong-soccer", + "metadata": {}, + "source": [ + "Now that we know what to expect, we can plot all clades at once." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "objective-lodge", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "\n", + "for clade_name, clade_node in clade_nodes_by_name.items():\n", + " ax.plot(\n", + " pivots,\n", + " clade_node.frequencies,\n", + " label=clade_name\n", + " )\n", + "\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Frequency\")\n", + "\n", + "ax.legend(\n", + " frameon=False,\n", + " bbox_to_anchor=(1.05, 1),\n", + " loc='upper left',\n", + " borderaxespad=0.\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "practical-carol", + "metadata": {}, + "source": [ + "We can also investigate the frequencies of clades that carry a specific mutation. As an example, let's find all clades that carry the S:484K mutation. Each node in the tree also carries information about the mutations that occurred on the branch leading to that node. Here, we will look at all clades, not just the ones annotated with a Nextstrain clade label." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "relative-private", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Node Wuhan/WH01/2019 has the following branch attributes:\n", + "{'labels': {'aa': 'ORF1a: L2235I, N3833K'}, 'mutations': {'ORF1a': ['L2235I', 'N3833K'], 'nuc': ['C6968A', 'T11764A']}}\n" + ] + } + ], + "source": [ + "for node in tree.find_clades():\n", + " if hasattr(node, \"branch_attrs\") and len(node.branch_attrs.get(\"mutations\", {})) > 0:\n", + " print(f\"Node {node.name} has the following branch attributes:\")\n", + " print(node.branch_attrs)\n", + " break" + ] + }, + { + "cell_type": "markdown", + "id": "floating-world", + "metadata": {}, + "source": [ + "Use this branch-specific information to find all ancestral nodes with a S:484K mutation on their preceding branch." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "forty-space", + "metadata": {}, + "outputs": [], + "source": [ + "clade_nodes_with_484K_by_name = {}\n", + "for node in tree.find_clades(terminal=False):\n", + " if (hasattr(node, \"branch_attrs\") and\n", + " \"mutations\" in node.branch_attrs and \n", + " \"S\" in node.branch_attrs[\"mutations\"] and \n", + " any([mutation.endswith(\"484K\") for mutation in node.branch_attrs[\"mutations\"][\"S\"]])):\n", + " if node.name not in clade_nodes_by_name:\n", + " clade_nodes_with_484K_by_name[node.name] = node" + ] + }, + { + "cell_type": "markdown", + "id": "recent-carter", + "metadata": {}, + "source": [ + "We found multiple clades with a S:484K mutation. Since these clades don't necessarily have official names, we will use their internal names for now. In practice, we may want to name these clades after the specific mutations on the branch leading to each clade." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "numerous-alexander", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['NODE_0000610', 'NODE_0000881', 'NODE_0000871', 'NODE_0001119', 'NODE_0001363', 'NODE_0002520', 'NODE_0003571', 'NODE_0003006', 'NODE_0003606', 'NODE_0003639'])\n" + ] + } + ], + "source": [ + "print(clade_nodes_with_484K_by_name.keys())" + ] + }, + { + "cell_type": "markdown", + "id": "popular-transsexual", + "metadata": {}, + "source": [ + "Now, we can plot the frequencies of those clades." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "excited-failing", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "\n", + "for clade_name, clade_node in clade_nodes_with_484K_by_name.items():\n", + " ax.plot(\n", + " pivots,\n", + " clade_node.frequencies,\n", + " label=clade_name\n", + " )\n", + "\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Frequency\")\n", + "\n", + "ax.legend(\n", + " frameon=False,\n", + " bbox_to_anchor=(1.05, 1),\n", + " loc='upper left',\n", + " borderaxespad=0.\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "catholic-adobe", + "metadata": {}, + "source": [ + "## Calculate change in frequency over time per clade\n", + "\n", + "In addition to observing the frequencies of clades through time, we also want to calculate how much each clade has changed in frequency recently. This measure is an indication of growth or decline. Rapidly growing clades may indicate potential variants of concern.\n", + "\n", + "We calculate frequencies at weekly intervals, such that \"pivots\" are spaced by one week. To find the change in frequency of clades over the last month, we need to compare the most recent frequency of each clade to the frequency four pivots previous. We'll calculate this change in frequency (or \"delta frequency\") for each major clade." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "purple-watts", + "metadata": {}, + "outputs": [], + "source": [ + "delta_frequencies = []\n", + "for clade_name, clade_node in clade_nodes_by_name.items():\n", + " delta_frequency = clade_node.frequencies[-1] - clade_node.frequencies[-5]\n", + " delta_frequencies.append({\n", + " \"clade_name\": clade_name,\n", + " \"delta_frequency\": delta_frequency\n", + " })" + ] + }, + { + "cell_type": "markdown", + "id": "civil-craps", + "metadata": {}, + "source": [ + "Convert the delta frequencies to a pandas DataFrame for easily manipulation and visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "entire-working", + "metadata": {}, + "outputs": [], + "source": [ + "delta_frequencies_df = pd.DataFrame(delta_frequencies)" + ] + }, + { + "cell_type": "markdown", + "id": "consistent-eight", + "metadata": {}, + "source": [ + "List clades by change in frequency in descending order." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "lesser-chicago", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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clade_namedelta_frequency
920I/501Y.V10.152523
720B0.073556
220A0.006957
019A0.000077
1020F0.000000
1120J/501Y.V3-0.002099
119B-0.006255
620H/501Y.V2-0.010157
520G-0.013409
420C-0.016833
320E (EU1)-0.021548
820D-0.022156
\n", + "
" + ], + "text/plain": [ + " clade_name delta_frequency\n", + "9 20I/501Y.V1 0.152523\n", + "7 20B 0.073556\n", + "2 20A 0.006957\n", + "0 19A 0.000077\n", + "10 20F 0.000000\n", + "11 20J/501Y.V3 -0.002099\n", + "1 19B -0.006255\n", + "6 20H/501Y.V2 -0.010157\n", + "5 20G -0.013409\n", + "4 20C -0.016833\n", + "3 20E (EU1) -0.021548\n", + "8 20D -0.022156" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "delta_frequencies_df.sort_values(\"delta_frequency\", ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "excited-shame", + "metadata": {}, + "source": [ + "We can repeat the steps above for all clades in the tree, not just those with Nextstrain clade names.\n", + "This analysis shows us which clades have changed the most in frequency anywhere in the tree.\n", + "We will focus on clades with at least one amino acid mutation on the branch leading to the clade's first ancestral node." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "certain-likelihood", + "metadata": {}, + "outputs": [], + "source": [ + "all_delta_frequencies = []\n", + "\n", + "# Inspect all ancestral nodes in the tree.\n", + "for node in tree.find_clades(terminal=False):\n", + " # Skip nodes without branch attribute annotations.\n", + " if not hasattr(node, \"branch_attrs\"):\n", + " continue\n", + "\n", + " # Skip nodes without any mutations.\n", + " if len(node.branch_attrs[\"mutations\"]) == 0:\n", + " continue\n", + "\n", + " # Skip nodes with only nucleotide mutations (no amino acid mutations).\n", + " if set(node.branch_attrs[\"mutations\"].keys()) == {\"nuc\"}:\n", + " continue\n", + "\n", + " # Convert mutations to a human-readable list.\n", + " mutations = []\n", + " for gene, gene_mutations in node.branch_attrs[\"mutations\"].items():\n", + " if gene != \"nuc\":\n", + " for mutation in gene_mutations:\n", + " mutations.append(f\"{gene}:{mutation}\")\n", + " \n", + " mutation_list = \",\".join(mutations)\n", + " \n", + " # Calculate the change in frequency over the last four weeks.\n", + " delta_frequency = node.frequencies[-1] - node.frequencies[-5]\n", + " all_delta_frequencies.append({\n", + " \"clade_name\": node.name,\n", + " \"mutations\": mutation_list,\n", + " \"delta_frequency\": delta_frequency\n", + " })" + ] + }, + { + "cell_type": "markdown", + "id": "stopped-token", + "metadata": {}, + "source": [ + "As before, we convert this list of records into a DataFrame and then view the top 10 clades by increased frequency." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "demonstrated-sugar", + "metadata": {}, + "outputs": [], + "source": [ + "all_delta_frequencies_df = pd.DataFrame(all_delta_frequencies)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "defensive-prayer", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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clade_namemutationsdelta_frequency
903NODE_0003085S:A570D,S:P681H,S:D1118H0.152192
900NODE_0003082N:S235F,ORF1a:A1708D,ORF1a:I2230T,ORF1a:S3675-...0.151538
899NODE_0003081ORF1a:T1001I0.151526
902NODE_0003084ORF8:R52I0.151515
901NODE_0003083ORF8:Q27*,ORF8:Y73C,S:T716I0.151424
905NODE_0003089N:D3L0.149269
726NODE_0002321N:R203K,N:G204R0.073556
952NODE_0003104ORF8:K68*0.054308
959NODE_0003143ORF3a:W131C0.032203
339NODE_0002252ORF1a:T1168I,ORF1a:P1640L,S:N439K0.029591
\n", + "
" + ], + "text/plain": [ + " clade_name mutations \\\n", + "903 NODE_0003085 S:A570D,S:P681H,S:D1118H \n", + "900 NODE_0003082 N:S235F,ORF1a:A1708D,ORF1a:I2230T,ORF1a:S3675-... \n", + "899 NODE_0003081 ORF1a:T1001I \n", + "902 NODE_0003084 ORF8:R52I \n", + "901 NODE_0003083 ORF8:Q27*,ORF8:Y73C,S:T716I \n", + "905 NODE_0003089 N:D3L \n", + "726 NODE_0002321 N:R203K,N:G204R \n", + "952 NODE_0003104 ORF8:K68* \n", + "959 NODE_0003143 ORF3a:W131C \n", + "339 NODE_0002252 ORF1a:T1168I,ORF1a:P1640L,S:N439K \n", + "\n", + " delta_frequency \n", + "903 0.152192 \n", + "900 0.151538 \n", + "899 0.151526 \n", + "902 0.151515 \n", + "901 0.151424 \n", + "905 0.149269 \n", + "726 0.073556 \n", + "952 0.054308 \n", + "959 0.032203 \n", + "339 0.029591 " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_delta_frequencies_df.sort_values(\"delta_frequency\", ascending=False).head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ancient-scale", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/guides/bioinformatics/estimate-clade-frequencies.rst b/src/guides/bioinformatics/estimate-clade-frequencies.rst new file mode 100644 index 00000000..3a1a809b --- /dev/null +++ b/src/guides/bioinformatics/estimate-clade-frequencies.rst @@ -0,0 +1,758 @@ +======================================================== +Estimate frequencies of phylogenetic clades through time +======================================================== + +Genomic epidemiologists rely on `phylogenetic trees to identify patterns +in the evolution of +pathogens `__. +One common pattern in these trees is a group of pathogen strains (or +samples) that all share the same mutations and descend from the same +recent common ancestor. These groups are also known as “clades”. For +example, the following tree highlights SARS-CoV-2 clades (as of March +2021) with a different color. + +.. figure:: /images/example-SARS-CoV-2-phylogenetic-clades.png + :alt: Phylogenetic clades for SARS-CoV-2 + + Phylogenetic clades for SARS-CoV-2 + +We assume that strains in the same clade share similar phenotypes like +their ability to infect specific cells or transmit between hosts. The +rise in frequency of specific clades through time can indicate +potentially more pathogenic phenotypes. We visualize the frequencies of +clades through time for SARS-CoV-2, as shown below, to identify and +track the evolution of these new phenotypes. + +.. figure:: /images/example-SARS-CoV-2-clade-frequency-distribution.png + :alt: Frequencies of phylogenetic clades through time for SARS-CoV-2 + + Frequencies of phylogenetic clades through time for SARS-CoV-2 + +This guide shows how to use Nextstrain’s precalculated strain +frequencies to estimate the frequencies of SARS-CoV-2 clades through +time and use that information to identify clades that have risen in +frequency rapidly. By the end of this guide you will know: + +- how Nextstrain estimates the frequency of individual pathogen strains +- how to calculate the frequency of phylogenetic clades through time +- how to use clade frequencies to identify clades that have recently + grown or declined in frequency + +To get started, you will need to: + +- know how to execute Python commands from a Python console (like `Jupyter Lab `_) +- :doc:`install Nextstrain ` +- install Jupyter Lab (or your preferred Python console) with ``conda install jupyterlab`` +- start Jupyter Lab with ``jupyter lab`` + +After those steps, you can run the Python code in the guide below. +Note that your output will differ from the guide's, as Nextstrain's global phylogenetic tree of SARS-CoV-2 will change over time. + +Import Python modules +--------------------- + +.. code:: ipython3 + + from augur.utils import json_to_tree + import matplotlib.pyplot as plt + import numpy as np + import pandas as pd + import requests + + %matplotlib inline + +Get the data +------------ + +Define the URLs to a phylogeny of a global Nextstrain analysis of +SARS-CoV-2 and the precalculated frequencies for each strain in that +phylogeny. + +.. code:: ipython3 + + tree_url = "https://data.nextstrain.org/ncov_global.json" + frequencies_url = "https://data.nextstrain.org/ncov_global_tip-frequencies.json" + +Download precalculated frequencies. + +.. code:: ipython3 + + frequencies = requests.get(frequencies_url).json() + +Frequencies are stored by strain name. + +.. code:: ipython3 + + print(list(frequencies.keys())[:5]) + + +.. parsed-literal:: + + ['Afghanistan/IMB07958/2020', 'Afghanistan/IMB07966/2020', 'Afghanistan/IMB15483/2021', 'Afghanistan/IMB15484/2021', 'Afghanistan/IMB15486/2021'] + + +Each strain has a list of frequencies at multiple timepoints from the +global analysis. The following code selects the first strain from the +list of all strains, but you can set ``strain_name`` to any valid strain +to see that strain’s frequencies. + +.. code:: ipython3 + + strain_name = list(frequencies.keys())[0] + print(strain_name) + + +.. parsed-literal:: + + Afghanistan/IMB07958/2020 + + +.. code:: ipython3 + + print(frequencies[strain_name]) + + +.. parsed-literal:: + + {'frequencies': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1e-06, 3e-06, 1.4e-05, 5.1e-05, 0.000165, 0.000483, 0.001121, 0.00219, 0.003605, 0.004974, 0.005749, 0.005776, 0.005015, 0.003791, 0.002421, 0.001373, 0.000666, 0.000278, 0.000108, 3.4e-05, 9e-06, 2e-06, 1e-06, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]} + + +In addition to strain-specific data, the frequencies data also include +the array of timepoints (or “pivots”) at which frequencies were +originally estimated for each strain. Each position in the array of +pivots corresponds to a position in each strain’s frequencies array. + +.. code:: ipython3 + + print(frequencies["pivots"][:5]) + + +.. parsed-literal:: + + [2020.011, 2020.0301, 2020.0493, 2020.0684, 2020.0861] + + +We can also learn how these frequencies were originally generated. + +.. code:: ipython3 + + print(frequencies["generated_by"]) + + +.. parsed-literal:: + + {'program': 'augur', 'version': '11.2.0'} + + +Let’s export the pivots into their own variable, removing them from the +main data structure. We convert them to a numpy array to simplify math +and plotting operations later. + +.. code:: ipython3 + + pivots = np.array(frequencies.pop("pivots")) + +.. code:: ipython3 + + print(pivots) + + +.. parsed-literal:: + + [2020.011 2020.0301 2020.0493 2020.0684 2020.0861 2020.1052 2020.1244 + 2020.1436 2020.1667 2020.1858 2020.205 2020.2242 2020.2433 2020.261 + 2020.2801 2020.2993 2020.3184 2020.3388 2020.358 2020.3771 2020.3963 + 2020.4155 2020.4331 2020.4523 2020.4714 2020.4906 2020.511 2020.5301 + 2020.5493 2020.5684 2020.5861 2020.6052 2020.6244 2020.6436 2020.6627 + 2020.6804 2020.6995 2020.7187 2020.7379 2020.7582 2020.7774 2020.7965 + 2020.8157 2020.8333 2020.8525 2020.8717 2020.8908 2020.91 2020.9304 + 2020.9495 2020.9687 2020.9879 2021.0055 2021.0246 2021.0438 2021.063 + 2021.0821 2021.0998 2021.1189 2021.1381 2021.1573 2021.1831] + + +Let’s convert the dictionary of lists to a dictionary of numpy arrays, +too. + +.. code:: ipython3 + + frequency_arrays = { + strain: np.array(strain_frequencies["frequencies"]) + for strain, strain_frequencies in frequencies.items() + if "frequencies" in strain_frequencies + } + +Plot strain frequencies through time +------------------------------------ + +Now, we can plot the frequency of an individual strain over time. This +view shows us that each strain’s frequencies through time are +represented by a normal distribution. This representation is a feature +of `the kernel density estimation (KDE) method of frequency estimation +in +Augur `__. + +.. code:: ipython3 + + fig, ax = plt.subplots(1, 1, figsize=(8, 4)) + ax.plot( + pivots, + frequency_arrays[strain_name] + ) + + ax.set_xlabel("Date") + ax.set_ylabel("Frequency") + + +.. image:: /images/estimate-clade-frequencies-output_24_1.png + + +We can also plot the frequencies of all strains over time at once. This +view shows us all of the overlapping normal distributions for each +strain. It also shows us the noise (or uncertainty) in frequency +estimates at the beginning of 2020 when relatively few SARS-CoV-2 +strains had been sampled. + +.. code:: ipython3 + + fig, ax = plt.subplots(1, 1, figsize=(8, 4)) + + for strain, strain_frequencies in frequency_arrays.items(): + ax.plot( + pivots, + strain_frequencies + ) + + ax.set_xlabel("Date") + ax.set_ylabel("Frequency") + + +.. image:: /images/estimate-clade-frequencies-output_26_1.png + + +Estimate clade frequencies through time +--------------------------------------- + +In practice, we care about the growth or decline of groups of strains +that all share the same mutation(s), or *clades*. Clades are also +represented as internal or ancestral nodes of a phylogeny. To calculate +the frequencies of clades through time, we need to know which strains +belong to each clade which is information provided by the original +phylogeny. So, let’s download the phylogenetic tree of the strains that +we’ve loaded frequencies for. + +.. code:: ipython3 + + tree_json = requests.get(tree_url).json() + +On `nextstrain.org `__, the tree is a JSON file, +but to work with the tree in Python, we need to convert the JSON to a +BioPython tree data structure. + +.. code:: ipython3 + + tree = json_to_tree(tree_json) + +Every inferred ancestral node and observed strain in the tree is +represented as a “clade” object with zero or more descendants. This +means the root of the tree is a clade, too. Ancestral nodes get their +own arbitrary names, so we can perform operations on specific nodes. + +.. code:: ipython3 + + print(repr(tree)) + + +.. parsed-literal:: + + Clade(branch_length=0, name='NODE_0000000') + + +Before we can inspect the frequency of clades over time, we need to +calculate the frequency of each clade from its child strain frequencies. +The frequency of any clade at a given time is the sum of its child +strain frequencies at that time. We’ll calculate these clade frequencies +in a bottom-up approach, working from each tip up to the root of the +tree. For example, we calculate the frequencies of the parents of each +strain in the tree as the sum of their immediate children. This approach +is also known as a `postorder tree +traversal `__ +and it allows us to calculate the frequencies of all nodes in the tree +in a single pass. + +.. code:: ipython3 + + for node in tree.find_clades(order="postorder"): + if node.is_terminal(): + # We already know the frequencies of each terminal node, so + # store those frequencies with the corresponding node of the tree. + node.frequencies = frequency_arrays[node.name] + else: + # For each internal node, sum the frequencies of its immediate + # children. Since we are walking through the tree from the bottom + # up, each child node will always have frequencies calculated + # before its parent node. Thus, summing the frequencies of the + # immediate children in postorder gives us the sum of the frequencies + # of all children of a node (not just the immediate ones). + node.frequencies = np.array([ + child.frequencies + for child in node.clades + ]).sum(axis=0) + +The root node of the tree should always be at 100% frequency. We can see +that this is generally true, within the bounds of some rounding error. + +.. code:: ipython3 + + tree.root.frequencies + + + + +.. parsed-literal:: + + array([1.000001, 0.999976, 0.999992, 0.999988, 1.000006, 1.000002, + 0.999984, 0.999995, 0.999993, 1.000007, 0.999979, 1.000007, + 1.000003, 0.999979, 0.999979, 0.999984, 0.999962, 0.999983, + 0.999953, 1.000006, 1.000008, 0.99996 , 0.99999 , 1.000022, + 0.999964, 0.999966, 1.000004, 1.000007, 1.000015, 0.999969, + 0.999994, 0.999968, 0.999974, 0.999979, 0.999962, 0.999912, + 0.999957, 0.999999, 1.000012, 0.99999 , 0.999854, 0.999941, + 0.999937, 0.999995, 0.999904, 0.999944, 0.99991 , 0.999979, + 0.99992 , 0.999943, 1.000061, 0.999974, 0.999973, 0.999882, + 1.000104, 0.999916, 0.999869, 1.000042, 0.999852, 0.999916, + 1.000003, 1.000119]) + + + +Now, we can investigate the frequency of different clades through time. +In addition to strain names, each node of the tree also carries +annotations like clade membership. Here, clade membership refers to the +Nextstrain clade names, which label major clades of potential +epidemiological significance. We can use these annotations to identify +the most ancestral node for each major clade. Then we can plot the +frequencies of these major clades through time. + +.. code:: ipython3 + + clade_nodes_by_name = {} + for node in tree.find_clades(terminal=False): + if "clade_membership" in node.node_attrs: + clade_name = node.node_attrs["clade_membership"]["value"] + + if clade_name not in clade_nodes_by_name: + clade_nodes_by_name[clade_name] = node + +From the list below, we see that we found all major clades annotated in +the tree. + +.. code:: ipython3 + + print(clade_nodes_by_name.keys()) + + +.. parsed-literal:: + + dict_keys(['19A', '19B', '20A', '20E (EU1)', '20C', '20G', '20H/501Y.V2', '20B', '20D', '20I/501Y.V1', '20F', '20J/501Y.V3']) + + +Let’s plot the frequency of the clade 20A through time. + +.. code:: ipython3 + + fig, ax = plt.subplots(1, 1, figsize=(8, 4)) + + ax.plot( + pivots, + clade_nodes_by_name["20A"].frequencies, + label="20A" + ) + + ax.set_xlabel("Date") + ax.set_ylabel("Frequency") + + ax.legend(frameon=False) + + +.. image:: /images/estimate-clade-frequencies-output_42_1.png + + +Now that we know what to expect, we can plot all clades at once. + +.. code:: ipython3 + + fig, ax = plt.subplots(1, 1, figsize=(8, 4)) + + for clade_name, clade_node in clade_nodes_by_name.items(): + ax.plot( + pivots, + clade_node.frequencies, + label=clade_name + ) + + ax.set_xlabel("Date") + ax.set_ylabel("Frequency") + + ax.legend( + frameon=False, + bbox_to_anchor=(1.05, 1), + loc='upper left', + borderaxespad=0. + ) + + +.. image:: /images/estimate-clade-frequencies-output_44_1.png + + +We can also investigate the frequencies of clades that carry a specific +mutation. As an example, let’s find all clades that carry the S:484K +mutation. Each node in the tree also carries information about the +mutations that occurred on the branch leading to that node. Here, we +will look at all clades, not just the ones annotated with a Nextstrain +clade label. + +.. code:: ipython3 + + for node in tree.find_clades(): + if hasattr(node, "branch_attrs") and len(node.branch_attrs.get("mutations", {})) > 0: + print(f"Node {node.name} has the following branch attributes:") + print(node.branch_attrs) + break + + +.. parsed-literal:: + + Node Wuhan/WH01/2019 has the following branch attributes: + {'labels': {'aa': 'ORF1a: L2235I, N3833K'}, 'mutations': {'ORF1a': ['L2235I', 'N3833K'], 'nuc': ['C6968A', 'T11764A']}} + + +Use this branch-specific information to find all ancestral nodes with a +S:484K mutation on their preceding branch. + +.. code:: ipython3 + + clade_nodes_with_484K_by_name = {} + for node in tree.find_clades(terminal=False): + if (hasattr(node, "branch_attrs") and + "mutations" in node.branch_attrs and + "S" in node.branch_attrs["mutations"] and + any([mutation.endswith("484K") for mutation in node.branch_attrs["mutations"]["S"]])): + if node.name not in clade_nodes_by_name: + clade_nodes_with_484K_by_name[node.name] = node + +We found multiple clades with a S:484K mutation. Since these clades +don’t necessarily have official names, we will use their internal names +for now. In practice, we may want to name these clades after the +specific mutations on the branch leading to each clade. + +.. code:: ipython3 + + print(clade_nodes_with_484K_by_name.keys()) + + +.. parsed-literal:: + + dict_keys(['NODE_0000610', 'NODE_0000881', 'NODE_0000871', 'NODE_0001119', 'NODE_0001363', 'NODE_0002520', 'NODE_0003571', 'NODE_0003006', 'NODE_0003606', 'NODE_0003639']) + + +Now, we can plot the frequencies of those clades. + +.. code:: ipython3 + + fig, ax = plt.subplots(1, 1, figsize=(8, 4)) + + for clade_name, clade_node in clade_nodes_with_484K_by_name.items(): + ax.plot( + pivots, + clade_node.frequencies, + label=clade_name + ) + + ax.set_xlabel("Date") + ax.set_ylabel("Frequency") + + ax.legend( + frameon=False, + bbox_to_anchor=(1.05, 1), + loc='upper left', + borderaxespad=0. + ) + + +.. image:: /images/estimate-clade-frequencies-output_52_1.png + + +Calculate change in frequency over time per clade +------------------------------------------------- + +In addition to observing the frequencies of clades through time, we also +want to calculate how much each clade has changed in frequency recently. +This measure is an indication of growth or decline. Rapidly growing +clades may indicate potential variants of concern. + +We calculate frequencies at weekly intervals, such that “pivots” are +spaced by one week. To find the change in frequency of clades over the +last month, we need to compare the most recent frequency of each clade +to the frequency four pivots previous. We’ll calculate this change in +frequency (or “delta frequency”) for each major clade. + +.. code:: ipython3 + + delta_frequencies = [] + for clade_name, clade_node in clade_nodes_by_name.items(): + delta_frequency = clade_node.frequencies[-1] - clade_node.frequencies[-5] + delta_frequencies.append({ + "clade_name": clade_name, + "delta_frequency": delta_frequency + }) + +Convert the delta frequencies to a pandas DataFrame for easily +manipulation and visualization. + +.. code:: ipython3 + + delta_frequencies_df = pd.DataFrame(delta_frequencies) + +List clades by change in frequency in descending order. + +.. code:: ipython3 + + delta_frequencies_df.sort_values("delta_frequency", ascending=False) + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
clade_namedelta_frequency
920I/501Y.V10.152523
720B0.073556
220A0.006957
019A0.000077
1020F0.000000
1120J/501Y.V3-0.002099
119B-0.006255
620H/501Y.V2-0.010157
520G-0.013409
420C-0.016833
320E (EU1)-0.021548
820D-0.022156
+
+ + + +We can repeat the steps above for all clades in the tree, not just those +with Nextstrain clade names. This analysis shows us which clades have +changed the most in frequency anywhere in the tree. We will focus on +clades with at least one amino acid mutation on the branch leading to +the clade’s first ancestral node. + +.. code:: ipython3 + + all_delta_frequencies = [] + + # Inspect all ancestral nodes in the tree. + for node in tree.find_clades(terminal=False): + # Skip nodes without branch attribute annotations. + if not hasattr(node, "branch_attrs"): + continue + + # Skip nodes without any mutations. + if len(node.branch_attrs["mutations"]) == 0: + continue + + # Skip nodes with only nucleotide mutations (no amino acid mutations). + if set(node.branch_attrs["mutations"].keys()) == {"nuc"}: + continue + + # Convert mutations to a human-readable list. + mutations = [] + for gene, gene_mutations in node.branch_attrs["mutations"].items(): + if gene != "nuc": + for mutation in gene_mutations: + mutations.append(f"{gene}:{mutation}") + + mutation_list = ",".join(mutations) + + # Calculate the change in frequency over the last four weeks. + delta_frequency = node.frequencies[-1] - node.frequencies[-5] + all_delta_frequencies.append({ + "clade_name": node.name, + "mutations": mutation_list, + "delta_frequency": delta_frequency + }) + +As before, we convert this list of records into a DataFrame and then +view the top 10 clades by increased frequency. + +.. code:: ipython3 + + all_delta_frequencies_df = pd.DataFrame(all_delta_frequencies) + +.. code:: ipython3 + + all_delta_frequencies_df.sort_values("delta_frequency", ascending=False).head(10) + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
clade_namemutationsdelta_frequency
903NODE_0003085S:A570D,S:P681H,S:D1118H0.152192
900NODE_0003082N:S235F,ORF1a:A1708D,ORF1a:I2230T,ORF1a:S3675-...0.151538
899NODE_0003081ORF1a:T1001I0.151526
902NODE_0003084ORF8:R52I0.151515
901NODE_0003083ORF8:Q27*,ORF8:Y73C,S:T716I0.151424
905NODE_0003089N:D3L0.149269
726NODE_0002321N:R203K,N:G204R0.073556
952NODE_0003104ORF8:K68*0.054308
959NODE_0003143ORF3a:W131C0.032203
339NODE_0002252ORF1a:T1168I,ORF1a:P1640L,S:N439K0.029591
+
diff --git a/src/guides/bioinformatics/index.rst b/src/guides/bioinformatics/index.rst index 19d15d22..d8a2e666 100644 --- a/src/guides/bioinformatics/index.rst +++ b/src/guides/bioinformatics/index.rst @@ -19,4 +19,5 @@ How-to guides for performing bioinformatic anaylses with Nextstrain. vcf_input fasta_input seq_traits + estimate-clade-frequencies examples diff --git a/src/images/estimate-clade-frequencies-output_24_1.png b/src/images/estimate-clade-frequencies-output_24_1.png new file mode 100644 index 0000000000000000000000000000000000000000..842bf6323131d19c15efdbe39f81115f5199de53 GIT binary patch literal 11219 zcmaiacUV*1mu^BRB25rPsuDx{=mbQXpacmZ(nX{Q2%#70h(ZuinqcUmD^;36q!)uy z1Ouov5dx8_bVcdl-ErprX6Bi>bN}$cC+D19*4pb`?|RpcF}kM1a-8=#1Oj2vMWak0 z5E>{10zGz&9{kb`6;%L#l>N1D_?voT{DbU$ogfDG{yrYw{vNIlX9Jyl{an4hkkUwL z1$0Vr7fjkq+$fV)HMF&>R%*P~$;wL7GOmuaeI)0c6a#;9 zWh-0xT+ZNfuUfA1=6?Tf?yZ%N7Oyw0NMv?)cHEA5j0yz&C+1NS_=C$Z;W!J2bC~MU 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