{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
Introduction to Programming and Machine Learning in Python 2020/2021
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Scuola Normale Superiore, Pisa, Italy
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Course responsibles
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Andrea Vandin a.vandin@santannapisa.it
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Daniele Licari d.licari@santannapisa.it
\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Lecture 4: Control and Repetition Statements
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and CSV manipulation/visualization applied on COVID-19 data
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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6UGl4ZWxYRGltZW5zaW9uPgogICAgICAgICA8ZXhpZjpVc2VyQ29tbWVudD5TY3JlZW5zaG90PC9leGlmOlVzZXJDb21tZW50PgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4KMCVHEAAAABxpRE9UAAAAAgAAAAAAAAEdAAAAKAAAAR0AAAEdAAEjjGu0p0gAAEAASURBVHgB7J0FuBQ3F4YP7u7OxbVISwWnFEqxosUpTnF3p7i7S3F3dyilBqWlpcWKu7tL/5zhz7Ayu3d2d3Z3dvfL88AkmUzkTXbuTL7JSYT/hCM4EAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABlwhEgNDmEi8kBgEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAGFAIQ2DAQQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQcIMAhDY3oOESEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEIDQhjEAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAm4QgNDmBjRcAgIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIQ2jAGQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQMANAhDa3ICGS0AABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAAQhvGAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAi4QQBCmxvQcAkIgAAIgAAIgAAIgAAI+JPAoycvaPO+Y/TwyXNKEDcGVfw0J0WOFNGfVaLHT1/Q7JW/0sPHzylmjCjUqMqHFC9OdL/WCYWDgCcEMKY9oYdrQQAEQAAEQAAEQAAEQCB0CEBoC52+RktBAARAAARAAARAAASChMCBw+eo47D1amsWjqxNmdMlVsP+8Pz973Vq1HOZWvTE3pXow/fSqmF4QCDQCGBMB1qPob4gAAIgAAIgAAIgAAIg4B8CENr8wx2lggAIgAAIgAAIgEDIErh97wnde/hUaX+82NEpcYJYXmXx4NEzunX3Mf0nSuFVX2lSxKeIESJ4tUxvZ24rtC0YUYuypE/i7WKd5h/sosTl6/fp6Klr9J8YSJnTJ6aMaRI55RFqJ33Bh1dLnr9yl85dvkuXr99TEMeOGY2SJ45DGdMmovSpEhqKPdjHtKGwkBkIgAAIgAAIgAAIgAAIhDABCG0h3PloOgiAAAiAAAiAAAj4msD63X/T0Om76Q2rFf93ebKlpBFdylH8ODFklGHHpZv+oAkLf6DXr9+oeX5RJBv1b1NaDQeiB0Kb73rt5avXNG/NIfpO/GM/u9TJ49GqCV/7rhImLsnbfNhM6tzVv9Kmfcfp7v0nTkmw4Fa/0gdUtXRup+n0noTQppcU0oEACIAACIAACIAACIBAaBOA0Bba/Y/WgwAIgAAIgAAIgIBPCfQYs5l2//yvXZmlC2Whb9uVsYv3JIJXvdTqtJDevHkn6nF+vIJu0/TGnmTt92shtPmmC/48cZWGTN9FZy/dsSowVbJ4tHoihDZv8mFxfM3OozRz+S/qClirTnAQ4NWq+xa2pKhRIjlIoT8aQpt+VkgJAiAAAiAAAiAAAiAAAqFMAEJbKPc+2g4CIAACIAACIAACPibQffQm2vPLabtSI0aMQGsnN6BkieLYnXM3YtDUnbRhzz92lyeIF5O2zmxiFx9IERDavNtbT56+oMmLf6RV2/9UTEXalhbqQpu3+bA43mn4Bvrx93O26CmT2IswTfL4lCBuDHr24hXdvPOIWBDjOkm3c25zihMrmgy6fYTQ5jY6XAgCIAACIAACIAACIAACIUUAQltIdTcaCwIgAAIgAAIgAAL+JeBIaONaNaxSgL6p+YkhFbz74ClVbDGHXrx8a+rPMlMIbZY0jPMHiyix/9AZGjF7L924/cghnFAW2nzBZ+y874nNvlq6zwtnpa8rf6C5Nx4Lc38cv0LfHzxDT5+/pO5NPyUjtmEMljFtyRF+EAABEAABEAABEAABEAAB4wlAaDOeKXIEARAAARAAARAAARBwQMBSaGPTbrxVm9z3KqFYabZ+akOKEtlzk29zVv1K05f9rNYiaaLYqnACoU3FYqgn0EWJ+w+f0fBZe2jXT6esuPDKqBa1CtK+g6fplyMXlHOhKLT5is9aYS5y6IzdVn1Q/8v3qVWdQlZxvggE+pj2BSOUAQIgAAIgAAIgAAIgAAIgQAShDaMABEAABEAABEAABEDAZwQshTY2E5knWwrafuCkWj7v08b7tXniXom9nSq1nEs37z5WsskalpTSp0pA2344oYQhtHlC1/G1gS5KDJ+5h1bv+MuqgWWLZae2dQsRj5n2Q9bRT3+cV86HotDmCz6PhfnHcs1n09NnL9V+aFHrE2pQuYAa9qUn0Me0L1mhLBAAARAAARAAARAAARAIZQIQ2kK599F2EAABEAABEAABEPAxAVuh7dt2n1OzvivVWuTJlpJmDKymht3xsKDWd8I29dK+rUopK5EgtKlIvOIJdFGi++jNYv/AfxU2GdIkpK5NSlC+7KlUVqEutPmCD5uLZLOR0tX4Ig91bFhMBn1+DPQx7XNgKBAEQAAEQAAEQAAEQAAEQpQAhLYQ7Xg0GwRAAARAAARAAAT8QcBWaGNTkbU7L6LTF26r1Vk8qg5lTJtIDbvqadRzGfEEOTteibR+SkMaNHWnoSva2Nwl7/8WM3pUQ/aC0mrj8xevFNOa0aNFtjt94PA56jhsvRq/YEQtypI+iRr2h8doUYJXN7EZUTYx6gs3edEB2vL9capZLp/4l5ciR4poVWyoC23e5vNG2JGt1nY+Xb5+X+EeMWIEWjOxASVPEseqH3wZ0DumeRUt3xNiRIviter54p7jtcprZMz3t9eCW8wYUTXOOo7icfLk6UtxXRSKaMRGfI6LwhkQAAEQAAEQAAEQAAEQ0E0AQptuVEgIAiAAAiAAAiAAAiDgKQEtoW3V9r9ohNgbS7oqpXJTt6YlZNCl418nr1KT3ivUaxpX+5CaffWxssLNkxVtR45fob2/vt2j68adR/Tw8XOljEhCjIkfJzplDUtCn+RNT18UzUa8p5c77qbId+PeY2JV1Wm6dO0esdDEjvNjEa1c8eyKWU0Wn1wR2s5dvqvsPfb02QuKFzsG8SrCuLGj66rixav3lP2ynohr+ZqBbT8X7Y2hea1eUULzYhG5/9AZpe2//XOJbt99ou7dx+1PmTQeFSuQgcoJU47+El5CXWhz1G8y3lM+Px85T+0Gr5PZUfEPM9LwzuXUsD88zsb0ibM3ifeT+/H3c8r+jywAsUnRbBmSKv9KF8zi0Vj1xj3HV/eC2/eeUP+J2+jhk+fKPWdYp7IUI3oUuvfwKc1f+xttFoL23ftPlC7l+NxZUtA3NT+hnJmS2XUzc90k7ou//HmBzl26QxfEPYlFOhbZeO9NXgVdpkhW5f4L3c0OHyJAAARAAARAAARAAAR8RABCm49AoxgQAAEQAAEQAAEQAAEiLaHtCe/L9M0csUrhrbDEE6+bpjemWC6udGC+vcdtpR0/vt3zjQWpdWI1W6L4Md0W2p49f0Uj5+yljXv+0dV9vO/cgLalrUwO6rnw8D+XqYcwXcgT0c5cxjSJqF/rUnRLCFF6V7R9f/AMdRm5Uc128WixYlDko8e5Iug5EyWclfXg0TOx4nAX7Tt42lky5RyPCTYFyiKMr52nQpKv6+vr8jzlM33ZTzRn1UG12lP6VaH3c6ZWw/7waI1pFoUmLvxB2c9PaEAOXTwhwA/rWJbyu9gGb95z/HUvWDu5gRDHXiv3LLli0RbclyVzUs/mJa2ij5+5Qbw34D+n365QtjppE2DBbUKvSqS1AtgmKYIgAAIgAAIgAAIgAAIgYDgBCG2GI0WGIAACIAACIAACIAACjghoCW2clle08co26To3KkbVy+SRQV3HG7cfUaXW3ynmyPiCL4pko/5tSivX8p5trq5oOytWT/Qcu5nOXLyjq3yZiFdaNKjyATWp9hHxirfwHK+KGTl7L7H5OT2OTSmWFSu7+DrpnJmO9Nfk+sTelejD99LKKmoeedVOn/Hb6Prth5rnHUXWrZifWtYqqIuvozxcjfdUSHK1vEBL7ykfXs3Gq9rYJUkQizYKsd3fzlZoY5GXV2Sdu6zvnsC//z4tP1PuRXra4u17jr/uBbzvZjfxIYFcxabFot6X71PrOoXUU3xPqN1pET168vYDDPWEEw+Xw4IbHAiAAAiAAAiAAAiAAAj4mgCENl8TR3kgAAIgAAIgAAIgEMIEHAltvEcb79UmXfpUCWnZ2LoyqOs4ZcmPNG/NITXt3KE1KEfGt6bIXBXaeIK95YBVxKtLpOP9l4p8EEY5hHmz7BmSUeTIEYlXXHDag8Ks2c27j2VS5Wg7cWx18v+BzfuO0YDJO6xO8QqYekJIypwusVL+0X+v0QIxuX/64rt97KwuEIFAFNpOnb9F9bstoTdv3i0LYlNwFYrnoJyZk1OGNAnpjjBBx+1mk5osylm6tvUKU50K+S2jvOr3VEjyauVMkLmnfEo3nkH3Hz5TWsK/galiRZu/na3QZlsfHqeNqhSgXFmS04NHz+moMF07ffnPdO3mO+GYTa3yXpTRotrvtWiZny/uOf4S2hKKvTLv/N9UJLe5yPthVLJgZsX8469/XaTfjl6iap+/RyygS9fm2zXE56TLlz0VNRSsM6dPrKx2vnrzgTAneZHW7PiLWKBkN21AVZdXE8v8cQQBEAABEAABEAABEAABTwhAaPOEHq4FARAAARAAARAAARBwiYAjoY0zadZ3pZWY4orpON6zp0KLOepEPZt3mzWoulo3V4W2FgNW0+G/L6nXs0nIUd3KK3ulqZEWHjb52HHoekV0k9E8sb564teUWKzO0XK891CN9guUPYfk+RIfZaQhHcpSxIgRZJRyZBN1Szb9rpissxSmZKJAFNraDl5Lvxy5IJtABXKnEfvHlaEEce33gOM2f7fmIM1a+au6YpHTrZnUQNn7Sc3Eix5PhSQvVs0UWXvC59qth/Rly7lqOyqUyEG9W3ymhO8+eEp/nrhCJ8/donvCz2Lcf+IHkVCYhM0allSI3kkpfaoEXlnd6Eho499nxwZFNVfd8v5kHYauI97DTTrec5L3nnTmfHHP8ZfQJtvNe6h1a/IpVS6VS0ZpHnk1W8UW78ZDkQ8y0Kiu5TXT8n10sxDiDx69SF2blHDL5LBmxogEARAAARAAARAAARAAARcIQGhzARaSggAIgAAIgAAIgAAIeEbAmdDGph1ZEJPu048z0VCxx5Eet3bXURo6fbeadFD7MlSqYBY17IrQxuIPi0DSZQ1LQuN6fkm8KsOZe/r8JXUftVk1f8dpeXKdJ9m13J5f/hV71m1WT32QKzWN7fElsWlIR+7H388p17CwaOkCTWj7VawAbDPoHeOC+dLR6G4V7QRGyzayf9KiA7Rg3W9qNJuP/LryB2rYmx5PhCRv1ssseXvC58TZG2J141K1KY2rfkgpksalDWJvRNuVjGoiCw+vGuvSpDh99klmi1jPvVpCG/8+h3cuRwXzpXdYgG17eE9E3hvRkfPVPcffQhubhuSVvuE523ouHVOXwlInDO8ynAcBEAABEAABEAABEAABvxGA0OY39CgYBEAABEAABEAABEKPgDOh7eWr11ThmznEK1jY8f5G66c0dLgizJJerU4L1b3U2PzgWrHSyXJ/NL1CG68ca9BjqWISUuY/tX9Vyp8jlQw6PfJqlopiZZ3cb43rsHJ8fUopRANbx+UcO31DjWZTmWwyMzx34PA56jJyo7qyi9MHktDGjNlk5Mlzb1f8MKMlQoRIlzJBeE0X5vmeUWWxD5/ctyl54ji0TowRXzhPhCRf1M/fZXjC5zexerSlWEXqqWNxvasQ3OLGju5pVsr1tkIb7784tFNZKv5hxnDzt1yhGyVyJNq/qBXxii5b58t7jq2AxeIfi4B6HN93Og5bryZ1ds+x5cYXufLhxIqtR2jUnH1qWRunNaIkCWOrYXhAAARAAARAAARAAARAwGwEILSZrUdQHxAAARAAARAAARAIYgLOhDZu9pTFYp+1te/2WWtS/SNqKv45cwfFPj6txX4+0mmtctIrtP1z+jo17LFMZqXs8cZ7vbnieozZTLt//le9pH+b0vRFkWxqmD22pvJ4LzlXymEzkuPm7VfzdDbp7a/J9Ym9K9GH76VV6yg9tm2v9Fku6tHsU3k63OPoufto+ZYjSjoWLr5f2MrpKsBwM9SZwBMhSWcRAZ3MEz77Dp6mriM3OWw/r2biPbpYsGaTrJdv3Kdzl+4KU63X6OHj51bX8UqzsT0qWsW5G7AVjFrWFisoK+lbQcn7RfK+kdJtm92UeOWdrfPVPYfL9de9IIFYDbx0TB3N9tvy4PDPR85Tu8Hr1FN9Wpai8sWzq2F4QAAEQAAEQAAEQAAEQMBsBCC0ma1HUB8QAAEQAAEQAAEQCGIC4QltV28+oCqt5xHvu8MuidjfjFcsWa5Os8XTafgG+uG3s0o0T8JvmNqI4sWxXtGiV2jbuv8E9Zv4znwl7xlWutA7E5S2ZWuFfxXCXxsL4Y+FQhYMLd0fx65Q834r1ajOjYpp7vekJrDxuLK6xF+T646EtkNHL1Grge9WL7F5UF7totexyMZim3R6VwLK9O4ePRGSwivz/JW7NHXJT+pKyPDSu3M+erTIYn+sEhQnVjR3Lg/3Gk/4bN53jAZM3mFVBq9KY9OrlT7LSSmS2K8I5cS8+pVNxrJQZ+mmD6hGebOntIxyy28rtDka01qZbxRmL7+dulM9tWhkbcqULrEalh5f3XO4PH/dC/qI/fbKi3339Dre8/LzxjPV5LFjRqXxvSpRrszJ1Th4QAAEQAAEQAAEQAAEQMBMBCC0mak3UBcQAAEQAAEQAAEQCHIC4Qlt3Hw2T8ZCknTOhJhL1+5R9XYLVGHuy5I5qWfzkvJS9ahXaJu98leasfxn9boVwuxj2hTx1bAez7Pnr6hYvSlq0rLFslO/VqXUMHu27D9O/SduV+PmDKlBOTMlU8PheQJZaFuz4ygNm/luP71pA6pS6mTxwmuyen7fwTM0cvZeNTyme0UqlD+9GvaWxxMhKbw68SpOXs3pbTdjYDXKk81zAUqrnp7w2SSEtoEWQhsLr7zKUa8JSB5PPK6k4zZyWz11nghtP/1xnpiJdI5EOl/dc7ge/hLaHLVdstE62v4d4I8ovvoiD9Wr+L7dhxRa1yMOBEAABEAABEAABEAABHxJAEKbL2mjLBAAARAAARAAARAIcQJ6hLYffz9HHYa+2wsof87UNLVfFU1yY8TKpmX/NyPICRztOaRXaONVNby6RjreVylqlEgyqPtYssE0dR+xPFlT0Ixvq1td+92ag8oKJhnJq/B4bzm9LpCFtgkLfqBFGw7rbWq46XqL1TIVXFgtE26GDhJ4IiQ5yFKNZh7Mxdtu1qDqlDtLCq8U4wkfNrXKJlelY2GaBWq97tbdx8refS9evlYv2bugBcWIFkUNu+PxRGjj/Rd5H0bp2Jwlm7W0db6653C5gSS08WrFul0WE/etpeM+LSVWGbPJWVc+TrDMA34QAAEQAAEQAAEQAAEQMJoAhDajiSI/EAABEAABEAABEAABhwT0CG1sNrJqm3l05cYDNZ+lY+oS79Nk6R4/fUHlv5lDT8SR3Qe5UtPkvtqCnF6hrWmfFfTniatKfgnixqCts5oqflf/q9FhAZ27fFe5LH2qhMTmDS3d0Bm7ae3OtytweJ+xA4tbOzWPaXkt+wNZaOsycqMy4W/bJnfDA9p8TmWKZHX3ct3XeSIkhVfI9dsPaf7a37xqOjKeMMXIJkzdEY7Dqz+f94SP7eqv7k0/pcqlcukpVk3DK0R5pah0S0bXoQxpEsmgW0dPhLYTZ29Q/W7hC22+uucwgEAS2ri+/Lv4dspO4n04tVxOYUqydvl89NknmbVOIw4EQAAEQAAEQAAEQAAEfEYAQpvPUKMgEAABEAABEAABEAABPUIbU5q/7jeavOiACqx6mTzE+5hZuqWb/qCx875Xo0Z1LU9FPsighi09eoU2S4GMV5jxSjN3XPnms+nm/1dipBGmJ1cKE5SWrvvozbTnl3+VqIhCaTuwtDXxUa8LZKGN96/jfeyk4/23IkbU33Z5HR8zpU1MA9qW9njlkmWejvyeCEmO8gymeE/4sLjNgpN0reoUovpfvi+Duo6zVwmzr8vemX0d3a0CFX4/TNe1jhL5Qmjz1T2H2xhoQhvXmbfr3PnTSVq4/jAdP3ODo+xcgdxpqNc3JR3u5Wd3ASJAAARAAARAAARAAARAwGACENoMBorsQAAEQAAEQAAEQAAEHBPQK7Sx2bCKLeaQNAUXK0ZU2jS9McWI/tYUHK96q9Z2Pl2+fl8pjPf4WjGhvkOxSq/Q1lqIQHL1RJTIkYhNR7qgf6kN/7zxTLr38KkSfl+YvpxiY/rSdk+p7bObubTvUCALbYOm7qQNe/5RWfGqQV49aHbniZBk9rYZUT9P+Px7/hbVEWYCpePVbLyqzRW3ZNPvNG7efvWS4Z3LUfEPM6phdzy+ENp8dc/h9gei0GbZb0eOX6E1YiXwrp9OqX8b5PkkCWPTghG1AuJeIuuMIwiAAAiAAAiAAAiAQPAQgNAWPH2JloAACIAACIAACICA6QnoFdq4If0mbqOt+0+oberWtARVKZVbCe8/dIY6j9ionuvwdVGqWS6vGrb16BXahk4XJh13vTXpyHlsm92U4sdxTQR69vwVFas3Ra1CpZK5qEdza9Fgjlh9M91i9c2ysfUofaoE6jXheVwR2mxZzRT7xb0n9o3T41wpR68oMXf1QZq29Ce1+PnDa1HWsCRq2KweT4Qks7bJyHp5wod/MyXqTyUW0Nl9lCctTehVyaXq2e5zN6xTOSrxkfmFNl/dcxim2e4FLnWwRWLet23e2kO0evtfVuZWeQ883gsPDgRAAARAAARAAARAAAR8TQBCm6+JozwQAAEQAAEQAAEQCGECrghttubkMqZNRItH1VHotRq4mg4dvaT4Y4rVbhunNSJe9ebI6RXa5q05RFOW/Khm44ooJS+yXZ3TWpjBq2djBm/j3mNi76Ed8hJyZvZSTWThcUUA41UgzfquVK8e1qmsECAyqWFnHlfK0Su07ThwknqP36oWO0qY+CvioYk/NTMvejwRkrxYLdNk7Smf6u3m04Wr95T2xIkVjbbPaeZwhapWo0fP3UfLtxxRTwXKHm2+uucwGLPdC9TOctPz4+/nqNuoTerqNja/u3veN+rKZzezxWUgAAIgAAIgAAIgAAIg4DIBCG0uI8MFIAACIAACIAACIAAC7hJwRWjjMticHAtX0s0YWI1ix4xGtTsvklH01Rd5qFND6/3b1JP/9+gV2nb8KESgce9EoIqf5lT2/rHNz1nYdsJfa2XNr39eoDaD1qrZlC+enfq0LKWGw/PwSj9e8Scdm0zLkl57VdglYV6zapt5Mil1aVycqn3+nhp25rHl4awcvUKbbTpepcirFc3uPBWSzN4+T+vnKZ+eY7coJgFlPb4bWpOyZ0wqg+Ee63dbSifOvt3Di/f8+35hS2Lzr54427E6sXcl+vC9tLqy5LpwnaTjlVa84srW2f7GvHXP4XLNdi+wZeFOePqyn2jOqoPqpdMGVKV82VOpYXhAAARAAARAAARAAARAwBcEILT5gjLKAAEQAAEQAAEQAAEQUAi4KrSt3vEXDZ+5R6VXqlAWihEtCq3f/bcSx/unrRhXn9KkiK+m0fLoFdrOXLxNtTq9E/G4rE0zGjtdLWdZ3oNHz8TecnPp6fOXSjSvslszqYHd/mu37z2hCmIPutev3yjp4saOTltnNqFIkSJaZqfpP3f5jrJC7f7DZ+p5ZwLY8xevqGhd56Ys1YwsPFdvPqDGvZYT11U6Z+XoFSUePn5OnzeZqbY9apRItG5KQ0oYL6YsxpRHT4UkUzbKwEp5ysd2jzUWg1kU1uNsV16mS5mAlo+rp+dSp2n0jmmtTPQKbb6653AdzXYv0OLmahyvauswdL16Ge+HyftiwoEACIAACIAACIAACICALwlAaPMlbZQFAiAAAiAAAiAAAiFOwFWh7emzl1S2+Wx68vSFJrlC+dPTmO7h78mjV2jjQjoN30A//HZWLa++MPvYSph/1OPGz99Pizf+riZt9tXH1Ljah2rY0tNjzGba/fO/alTvFp9RhRI51LCW59qth9Ssz0q6fvuh1WlnAhgnLNVoBrEIyC56tMjC1GZjYvN8jtzd+08UMU+a8pPpnJXjiijB4imLqNKxaU02sWlm56mQZOa2GVE3T/ncffCUKnwzh16+eq1UJ1rUyLRqQn1KkjC20+qxWN2w53J1NRsn5j0ReW9ET50rY9q2LL1CG1/nq3sOl2W2ewHXyRPHH10MnrZLzYLNC7OZYTgQAAEQAAEQAAEQAAEQ8CUBCG2+pI2yQAAEQAAEQAAEQCDECbgqtDGukbP30sptf2qSm9CrEn2UJ3xTbq4IbWyqsm7XxfTff++KZPOUHRoUdbhn1Csx2T9i1h5at+vtSju+MkHcGMpqthjRo7zLyMJ3+O9L1GLAajWGzdxN7FPJodkz3rOO+VmuMJMXOxPAOI0tw9rl81G7+kXk5VZHXjHHK0Su3HhgFc8BZ+W4IkrcEUJeFWHOkoVU6epUyE+tahfUtarv/JW7dPCvi1Q4fxglTxJHZuHVo6dCklcrZ4LMjeDDZlvZlKJ0uTInp6n9qxKvetRyvDqSBWseC9JlSJOQFo2sQ2w+0lPnypi2LcsVoc1X9xyuo9nuBbbcuE+b9F5BmdMnpm9qfEypkztercwfYHDa02IlMjv+iGDPvBaG9L1tvRAGARAAARAAARAAARAAAWcEILQ5o4NzIAACIAACIAACIAAChhJwR2jjSdTaFuYcZYXCUiekpWPqyqDToytCG2dkmV5mzKvnyhbLTjkzJaMUSeIq0Wxe8Z9/r9PyrUfoj2NXZFLl2FEIczXK5rWKsw3U7LiQzl66o0azCckBbUpb7eXEotQSsUqOV8qxoKflnAlgnJ73Zqredj69sVAPecVPx4ZFiVcOsXvx8jWtEO2YvfJXeuxgBaGzclwVJWat+IVmin+WLneWFNS0+kfKipTECWJZnlKEv5/+OE87hRBz+J/LyjlO20T8M8o9evKC3rzRZtx15Cb6/djbcnmV1eJRte2KjSBsmTpbKWh3QYBFeJvP8TM3FOFErmpjPPw75xWlubMkp/hxYijEWGxm4Xny4gN08eo9K4qO9kKzSqQz4OqYtszWFaGNr/PVPceM9wJLbsdO36AGPd7ubccfH5QpkpWqlM5NOTIms0xGh45eoqlLfqSjp66p8cUKZKQRXcqpYXhAAARAAARAAARAAARAwFcEILT5ijTKAQEQAAEQAAEQAAEQUFZk7fnltEIiWaI4tH5qQ11UmvdbaSdkdWtagqqUyq3restJ7ARiLzDeD82Zu3X3sajrZvrr5FXNZPHiRFdWvElzjJaJeCVNc7ES4+tKBYj3kHPmeH+mtoPX0c07j6yS8SqtmGIlHE80sxDHIph0vLqna5MSNGjqThnldKWZTNRv4jbauv+EDCrHyGJPuEzpElNMsZccr6qxbA+X01SYvpy86IB6jZFCG+9j123UJvrlyAU1f0sPM06dLJ6y392tu0+s6ibTNaxSgL6p+YkMenTcsv849Z+43aM8+GJXTI16XJgPM/AVn417/qFvLca2ZROTJ46j/O5sTadyGh6vbeoWJl59apTzpdDmq3sOszHbvcCyv3i16lftF1hGKX5erZYqaTyKIvr5ujChy6ZGLR3/PZk/oqYqxlqegx8EQAAEQAAEQAAEQAAEvE0AQpu3CSN/EAABEAABEAABEAABlYA7K9r44h0HTlLv8VvVfHjVEO8zxpOvepyrQhvnyXs/8YqreWsOWa0Ec1Yer8Ia1L6MQ/OPWtdeu/mQ2gxaQ7b7oWmlTZcygVjx9jmlTBqXSjeeoSZxJoDJRLwabtScvbRmx1EZ5fCYSghc/VuXplgxo1qtJnRWjjuiBC+w473aJi74QRHUHFZI40RCIZjy/nzZMybVOOt61BSxOob72lNX8dOc1Oubkp5mY7rrfcln7uqDyspKy5VtzoCkSRGfBrf/grKGJXGWzOVz7oxpWYirK9r4Ol/dc8x4L5Dc+J7Qafh6OnD4nIwK95g0UWwa0bm8YfeCcAtEAhAAARAAARAAARAAARCwIQChzQYIgiAAAiAAAiAAAiAAAt4jMHDyDtq075hSAO+ltGS0PtOPPOHOe3rduP125VejqgXEqjH9K5mGz9yjCDpccOrk8WjVhK91N5LNFLKZwyPHrzg03Zgofkxis2XNvvqIeMWcq45XZ0wQYtPun0/Rs+ev7C7nlTyVS+WimmXzKeIi721WqtEMkkLE8nH1iEU4PW7V9r8UFrxSjif2LR2LVywUNajyAcWIFoUuC5OTVdvOU1YR8eq85ePqU1ohamg5Xp1Xu/MidW+72YO/It5jS4+7dO0eTVv2M50QpgPZtN2bNxYb5FlkwKYD82ZPSSU/ySx4Z1DNXlokcdu766dTxHuEWZrXdCczo81ZulMHb1zjaz68RyCbBtwp+sXReGDBmcdC46ofkqO9ED1h4cmYZuG8hliZJcfTjIHVKE+2lLqq44t7DlfEjPcCrheLbXt/PU2rt/9Jf4j7ruWKXj4vHX/YwCtIK4uVzY728ZNpcQQBEAABEAABEAABEAABbxKA0OZNusgbBEAABEAABEAABEDAigBPmF8TZr/Y8SSpK5Ojz1+8UkwsRo0SmXgFgyuOJ7vZ3BiXz/truVKuLIf3LTt57ibdvf9UMQn5RIhdCeLGoKQiv4xpE4drJlLm4+z4RCnjFt28+4jYrCNRBGX1WmZh3pFNUlq6h4+f0/2HTymWMPvojrjHPE8Jc5F3xH5XbMaRRYvsYh+kt+W+K+meKOORKIv3j+N/zpxMG1usOJT7aTlLr3WOJ9XZfNy5y3coUsSICtcEcWMqfc51hAstArz6ikU33ouNx8azFy8poRgPyYT4nD6VPnHZE2KejOn7D5/Rw8fPxMrQaMq9wtV6+OKew3Uy672A68Z9znv33b73WBHg+OMC3iOTP5jgDwPgQAAEQAAEQAAEQAAEQMAMBCC0maEXUAcQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAIGAIwChLeC6DBUGARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAwAwEIbWboBdQBBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAg4AhAaAu4LkOFQQAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEzEAAQpsZegF1AAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQCDgCENoCrstQYRAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAATMQgNBmhl5AHUAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABAKOAIS2gOsyVBgEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQMAMBCC0maEXUAcQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAIGAIwChLeC6DBUGARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAwAwEIbWboBdQBBEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAg4AhAaAu4LkOFQQAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEzEAAQpsZegF1AAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQCDgC4QptESJECLhGocIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgEB6B//77L7wkTs9DaHOKBydBAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAARAAASClYDPhLarV64EK0O0y8QEUqRMqdQO48/EnYSqgQAIgAAIgAAIgAAIgAAIgAAIgAAIgIAbBDDv4wY0XOIyAYwzl5HhAhAIGQLy/gChLWS6PDQbKgc6hLbQ7H+0GgRAAARAAARAAARAAARAAARAAARAIHgJYN4nePvWTC3DODNTb6AuIGAuAvL+AKHNXP2C2hhMQA50CG0Gg0V2IAACIAACIAACIAACIAACIAACIAACIOBnApj38XMHhEjxGGch0tFoJgi4QUDeHyC0uQEPlwQOATnQIbQFTp+hpiAAAiAAAiAAAiAAAiAAAiAAAiAAAiCghwDmffRQQhpPCWCceUoQ14NA8BKQ9wcIbcHbx2iZICAHOoQ2DAcQAAEQAAEQAAEQAAEQAAEQAAEQAAEQCC4CmPcJrv40a2swzszaM6gXCPifgLw/QGjzf1+gBl4kIAc6hDYvQkbWIAACIAACIAACIAACIAACIAACIAACIOAHApj38QP0ECwS4ywEOx1NBgGdBOT9AUKbTmBIFpgE5ECH0BaY/YdagwAIgAAIgAAIgAAIgAAIgAAIgAAIgIAjApj3cUQG8UYSwDgzkibyAoHgIiDvDxDagqtf0RobAnKgQ2izAYMgCIAACIAACIAACIAACIAACIAACIAACAQ4Acz7BHgHBkj1Mc4CpKNQTRDwAwF5f4DQ5gf4KNJ3BORAh9DmO+YoCQRAAARAAARAAARAAARAAARAAARAAAR8QQDzPr6gjDIwzjAGQAAEHBGQ9wcIbY4IIT4oCMiBDqEtKLoTjQABEAABEAABEAABEAABEAABEAABEAABlQDmfVQU8HiRAMaZF+EiaxAIcALy/gChzQcd+ebNG3ot/kWJHNkHpaEISwJyoENos6QCPwiAAAiAAAiAAAiAAAiAAAiAAAiAAAgEPgHM+wR+HwZCCzDOAqGXUEcQ8A8BeX+A0OZF/mvXb6RZc+fTgwcPlFKiRIlCBd7PT8MGD/BiqcjakoAc6BDaLKnADwIgAAIgAAIgAAKuE7h0+TJdunSFXrx4QYkSJaRsWbNQpEiRXM8IV4AACIAACIAACICAQQQw72MQSGTjlADGmVM8AXcS7zUB12WmrrC8P0BoC6ebHjx8SKdOnaa79+7RPfEvYsSIFD9+PEqRPDllyZzJ6eRC/0FDafeefVYlRIgQgfbt3GIVh4D3CMiBDqHNe4yRMwiAAAiAAAgEIwF+SH71+rVhTQt0ywZzvltA3y1YZMUjfbq0NGvaJIoaNapVPAIgAAIgAAIgAAIg4CsCgTDv81o8U74Rz5ZaLqKYJ8SHS1pkzBUXCOPMXMQ8q40338XwXuNZ3+BqewLy/gChzZ4NvXz1ijZu2kI7d++lv/85Rmz6UcvFiBGDCn78EX1VrTJlz5bVLgmENjskPo+QAx1Cm8/Ro0AQAAEQAAEQCGgC7Tp2pd+P/GlYG2rVqEYtmjUxLD9fZ1T2y2r06NEju2JHDhtEHxX4wC4eESAAAiAAAiAAAiDgCwJmnvdhga1jlx70x59/kbMJ2GjRolLs2LEpjvgXFpaecufMQfnz5aUMwg9nDgJmHmfmIGRsLbz5Lob3GmP7CrkRyfuDs/u8Hk4RRAban2T8/2pewcUuUISOH3/+hSZMmkZXrl79fwv0HSp/WZ7at2lFsr18FYQ2fey8mUoO9EAZf95kgbxBAARAAARAAAT0EyhVtiI9f/5C/wXhpMzzXm6aOHZkOKnMeZo5MA8tN2hAXypauKDWKcSBAAiAAAiAAAiAgNcJmHne59Bvh6lj155uMyj92afKh1pssttf7tmzZ/To8WMhFBLFihmTYsaM4a+q+LVcM48zv4LxUuHeehfDe42XOizEs5X3h3BksnApBZXQtmLVGpo8dYbD5dzh0Rg3apjyxYlMB6FNkvDfUQ50CG3+6wOUDAIgAAIgAAKBSKDYZ184/fLY1TZ9IPbpHTNiiKuXmSI9vzB8VqaCYvXBtkJDB/WnQp98bBuNMAiAAAiAAAiAAAj4hICZ53127tpDA4cM94gDC1tf161D1atWosiRI3uUl6sXjxo7gTYIi1+Wk8fFixahgf16uZpVwKc38zgLeLgaDfDWuxjeazRgI8pjAvL+YHmvdCfToBHaVq1ZR+MnTXWHgXpNt84dqNwXn6thCG0qCr955ECH0Oa3LkDBIAACIAACIBCQBMpUqExPnjw1rO758uah8aM9m2gxrDJuZNSlRx/65deDVleyiaOlC+ZQ3LhxreIRAAEQAAEQAAEQAAFfETDzvI8RQpvkyGYkJ40bpZiYlHHePrZo015sqXPcqphUqVLSkvlzrOJCIWDmcRaM/L35Lob3mmAcMf5tk7w/QGgT/fDv6TPUvFU7evnypcNeiRIlCmXNkpkSJ0pE165fp3PnLxAvn7Z0nTu0pYrly6pRENpUFH7zyIEOoc1vXYCCQQAEQAAEQCAgCYwYPY4OHf5ds+63b93WXN3FXxw7Ep1qVKtCVSt/qZlfIETyc++uPfvo8pUr9OrVa2ITRiWKFaGkSZIEQvVRRxAAARAAARAAgSAlYOZ5H0dCW/JkSSlzpkzKSrHHT57QgwcP6NLly+GaLf+wwPs0Ysi3FDFiRJ/0JoS2d5jNPM7e1TJ4fN58F8N7TfCME7O0RN4fILSJHvmmdXv655j1Fxqyo2LEiEHdu3SkwgU/JhbbpOMf5aYt22jx0hV089YtJbpX9y70eamSMgn2aFNJ+M8jBzqENv/1AUoGARAAARAAgWAjMHnaDFq2YrVds/r26k6ffVrcLh4RIAACIAACIAACIAAC3iFg5nkfR0Lb1/VqU+MG9a2AvHjxgn47/AdNnDJdEd2sTloEOrRtRZW/rGAR4z0vhLZ3bM08zt7VMjR8eBcLjX4OpFbK+0PIC21/Hv2bWrfrpNl3/KXu8MEDKUvmTJrnOZK/PJkzdz799MtBGjV8EKVMkUJN686KttevX9PJU/8qS7Nv375N9+7fpzdv3lCSJImVL4aTJk1C7+XK5dLmo9dv3KDjx0/SJfEF8pUrV8XKvVfia+s4lFos986TOxeFhaVX6+zIY0QejvL2Zrwc6BDavEkZeYMACIAACIBAaBHwxsvdq1ev6OKly3T23Dk6c/YcXb9+gxInTkzp0qamtGnSiGMaihUrllPQbJ3hxMlT9OjRY4oUKRKlSpXC6tn03r37tG//D0o598UzZprUqSl3rhyUPXs2ih4tmtO8+Xn09JmzxHnw82rMWDEpU4YMup5J+Tny7NnzdEa07ZJoY9SoUZVnW34OzZEjO0WMEMFp2TgJAiAAAiAAAiAAAo4ImHnexxWhTbaPTZePGjeB+Fotx9YEliycS1Ec7Nfm6bzi8+cvxNzhFaXoPgMG0YWLl6yqkTBBAho7cui7OPEclyZ1qnD3j+NVe2xRjP+dPXeeoolnTzaHGZY+nXIM7zn3XYH+8Zl5nPmHiP9K9fRdTO97Db9b8Rz9w4ePlHer5MmTKWNdtvzatevKu9Wly1eU1ahJEiei9OnTUtHChcX4jiqTqcer167Rvu9/EEL6FeV9KlPGDIr1vEyZMob7LqZm8n9PoP+ebNsT6GF5fwh5oa3fwMG0Z99+zf4cN2oY5c+XV/OcnkhXhLYLFy7S8lVraNfuvYp45yx/NklUu2Z1qlKpotMf4o2bN2n+wiW0eet2YeLnlcMsM4sfdG+xGi8sLL1dGiPysMvUhxFyoENo8yF0FAUCIAACIAACQU7A05c7SzyPHj1S9glms4zOntf4mhLFi1KHNq0ofvx4llmofjaxsnHzVjUcQUx8LPxuljB9npCmzZyjbGavVQaLcmz+vF2blg5Fr7ETJtOadRvUvNnD9Vi/aplVnGWABcMhw0cpL6iW8ZZ+/kitScP69FnJEpbR8IMACIAACIAACICALgJmnvdxR2iTjR4+aqxiSUuGLY/9+/SgT4sXs4wio+YVR44ZrzwzWmUeTqBJw6+pft1amqmuXL1KQ4aNIl7o4MyxhbD2YrVerJgxnSXz2zkzjzO/QfFTwZ6+i+l9r7F9t+LmzpkxhZIlTSpWnk6j7Tt20Zv//rOjEDdOHGUsS0snLIqNnzSNdu7eo5iLtb0gYcIENHhAP8qZI5vtKbtwsPye7BoW4BHy/hDSQhv/GMpXqi6++n1k1528im3WtEl28a5E6BXaWM0eOHiY5l4fzsrLljULTZs0TtM2M6vqTb5pTQ8ePnSWhXqufNky1LVTezXMHiPysMrQDwE50CG0+QE+igQBEAABEACBICXg6cudxHLot8M0dOQYunnzrRlyGe/sGC9eXGrXuqWmiUqtZ88BfXrSjNlzxd5qV51lq5zjl8Ge3TprfpGslTcLeft2brHLl7+kXrRkOc1bsEj38y3Xk4VEOBAAARAAARAAARBwhYCZ5308Edr4w/dadRtqPkvZzuEZOa/YtmMX+uPIX650gbKNDm+nY+u2bt9B4yZOIV6lp8fx3nW9e3YTlrxy6knu0zRmHmc+BWGCwjx9F9P7XqOVrkvHduIdZzHx79OZ4/ek3j26iNWaYdS5ey+6ffuOs+TKdlUsoBcpVNBhumD6PTlsZICekPeHkBba2PxNw6YtNLvQiD02tH6QWhMSHbv2JJ5occe1btGMvqpWxepSXtrK+86d+ve0VbyzQLGihenbfr3VJEbkoWbmR48c6BDa/NgJKBoEQAAEQAAEgoyApy93jGPLth00TIhs7j6Mjxj6LX38YQErslrPnlYJdAR4zw/e+8PWaeWt9VzL1y1YvJRmzv7ONgunYX6e5edaOBAAARAAARAAARBwhYCZ5308EdqYwZjxk2jt+o12OFKlTEFLFsxV442cV2zXsSv9fuRPNW89Hl6NZiu0rVqzTrHaoOd6yzRsQnKZMI3J1rzM5Mw8zszEyRd18fRdTO97jVY6V9oXMWJEihE9eriW62SebJpyqfhd83W2Lth+T7btC/SwvD+4+24v2x9BZGC/RlKeFUd+AWdnRqGDTevwMlAtt3HNco9v6lo/SK0JiRZtOog92Y7ZVSNOnNjC1E8ixRbsLbFfm5aLESMGbVm/yupHyJundujS3S45L10tWqSQYgeZV6sd/uMIPX369quSEsWK0IC+vdRrjMhDzcyPHjnQzTj+/IgFRYMACIAACIAACHhAwNOXO97jt3a9RnT33j23axEWlp7mzpxqZepR69nT1QJ4r7Y1Kxbb7QenlbfWcy0/s9b5uon6jKm3/MpflhcCX2u9yZEOBEAABEAABEAABBQCZp738VRoczQ3x89ge7ZvUucCjZxXZLPfW7fvdGl01a9Ti5o0+lq9hve0qlWvoaaVrbCw9JRdWOh69PgxHf79iKaVMTN+gGXmcaaCDxGPp+9iet9rtNJ5G/HAfr2oeNEiVsUE4+/JqoFBEJD3h3BksnBbGtBC28LFyxRTOratjC7U5u2b1tpGuxzW+kFqTUj07v8tfb//gJJ/xgxhxEvA2XQObzAqHdsy7tt/EN25e1dGqcfli+YRq97SaX1FHDt2bFowZwYlEnt0SMcbnO7YtVvZy4NNBVWrUkme0vwS2dU81Mz86JEDHUKbHzsBRYMACIAACIBAkBHw9OVuutgvbdHS5XZUeK+05k0aUuFCn1DixImVvc1WrlpLe7/X3k+4W+cOVO6Lz9V8tJ491ZPCkyN7NqpQ7gu6L/YJ4H2BHVk/aC/2auO9gC2dVt5az7WDh42kbWK/AlsXJUoUaiomYHj/Y/5K89jxE7Rk2UqxGfhlJWmjBvWoQb06tpchDAIgAAIgAAIgAAJOCZh53sdToY1Nf7NgpeU2rF5ObFKcnZHzilwmzxXyhPHqtevp/v0HVsXzR1m1alZX4yJFjEQVyn9BCeLHV+OmTJtJS1esUsPSw2Ici3LS8SKArj370LnzF2SUcowSOTItEavakiZJYhXvz4CZx5k/ufijbE/fxfS+12ils2wv7zXN8/f3799X9lMMT2RJnSoV8UIX/jCRrZtouVIlP6U+PbtanQrG35NVA4MgIO8P4Y2B8Joa0ELblOmzaOnylXZtTJs2DS2cO9Mu3tUIrR+k1oTE8ROnxNciO+jjjwrQRwU+UFcB2pbnaJno2JHD6P38edXkWl+f8Gb1a1cutfrqWb1Aw2NEHhrZ+jxKDnQIbT5HjwJBAARAAARAIGgJePJyxx9NVa9Vn9hMt60bMUSYgxTPg5bujZjkGDRkuNg8e69ltOLn/XpnTJmgxms9e8qTdWp+Rc2EiMfPoux4r4wWbTvQ2bPnlLDlf7b58jmtvG2fa/mlsWqNunbmMCOKMseOHk758rxnWQy9evVK+bhrx8491KNrR8ptwv04rCqMAAiAAAiAAAiAgOkImHnex1Oh7aV4VipVpgLx86CtWzJ/DqVKlVKJNnpeUZbVok17YYHruAwqRy6Ty3bkHogPuipXr223t1yBD/LT6OFD7C47dPh36tilh1282fbvNfM4s4MX5BGevIsxGj3vNY7SSbRsjaN9m1bqu9Xylatp0tQZ8rTdsXrVytSmZXM13tHin7x5ctOEMSPVdMH6e1IbGCQeeX8IaaFt+KixiuJs26d53stNE8e+G9S25/WG9f5w9eb3z7Hjyt5rtum7dmqvrIKT8bPmzKP5i5bIoHpks5Ed27W2WimnnrTxGJGHTZZ+CcqBDqHNL/hRKAiAAAiAAAgEJQFPXu4OHjpMnbr1tOOSL28eGi/EKC139do1qlm3oZ2AxWbGN61999GY1rMn58er03iVmq1zZI6I98Zg0+SWTitvW6Ht8O9/UPvO3S0vU/yFPvmYhg7qbxePCBAAARAAARAAARDwlICZ5308FdqYTdGSZTQRrVgyn5IlTap5zlGk3nlFeb07Qtuffx2l1u07yyzU47DBA6jgxx+pYUtPuUrVlG1zLOOaNW5IdWvXsIzyq9/M48yvYPxQuCfvYlxdPe81jtJxPFsU4bl4+QEjx7148YK+rFaLHguTqLZOaw9s3sqpkhCk5ZZO8hrb/ReD9fck2xssR3l/CGmhbdTYCbR+42a7Pg1Ln47mzZ5uF+9qhN4frrN8+QfK+3fwV8e8fLvfwMF2yVk8q1SxvBrPXzwPHDxMDVt6ePk1L2stJ8xT5hWCouVNwTKdEXlY5ucvvxzoENr81QMoFwRAAARAAASCj4AnL3dsgmfcxCl2UPr27EaflSxhFy8jWrbtSEf//kcG1SMLYiyMsdN69uT4vTs2q3t4cFi6169fU8WqNewmNvg8m1Fnc+rSaeVtK7TxczU/X9u6QQP6UtHCBW2jEQYBEAABEAABEAABjwmYed7HU6GN92ZiEUrLrVm+2Gp7GK00HOfOvKLMyx2hbdOWbcQLG2xdi2ZNKFkybVOQk6fOpJu3blldwmIGm0k3izPzODMLI1/Vw5N3Ma6jnvcaR+k4fu/OLZoW475p3Z5YzLZ0bGp1m3iv0pp/b9y8lZ0p/7hx4tDGtSvULIL196Q2MEg88v4Q0kLb9FlzadGSZXZdGjNmDNq6YY1dvKsRen+4Ml/eM23/Dwdo287ddObsWbp3957dUmuZ1vJoK7SxKFe/UTO6cfOmZTI7f/p0aalenZrE9l9tnRF52Obpj7Ac6BDa/EEfZYIACIAACIBAcBLw5OVuwqSptHLNOjswM6ZMpGxZM9vFy4hhI8fQ5q3bZVA9zp4+mTJnyqiEXX325IvaduxCfxz5S81PehbNm01pUqeSQV0vpI72D/hu1jTKEJZezQseEAABEAABEAABEDCKgJnnfTwV2ng/XZ6M13K7tm4g3gPX0hk1ryjzdEdoczTXKvPUe/ywwPs0apj9YgO91xudzszjzOi2mj0/T97FuG2M9st7AABAAElEQVR635n0ppO8evTpTwd+/FkGlWOMGDFo20ZtjaFL9970y8FDVulthbZg/T1ZNToIAvL+ENJC2+JlK2jajNma3clmeNgcjyfOlR/kMmHL9bt5C+nxkycuF2krtHEGh347TPwD5z+y4bnCBT+hXt07q19Dy/RG5CHz8tdRDnQIbf7qAZQLAiAAAiAAAsFHwJOXuy49+tAvvx60g7J6+SJKnCiRXbyMGDthMq1Zt0EG1eP4MSPUvc9cefaUGXTr1Zd++vlXGVSP84Q4FhaWXg3ryVvr5ZIzWL9qGfF+wXAgAAIgAAIgAAIgYDQBM8/7eCq0ff/Dj9S730A7ZFqT90bPK3Kh7ghtfQcMpr3f77ers6sRn3z8IQ0fbN92V/MxKr2Zx5lRbQyUfDx5F+M26nmvcSWd5Na737f0vVhAY+m0fqvyvNZ7mK3QFqy/J8kgWI7y/hDSQtuuPXtpwCBtE4tjRw6j9/Pn9ai/9f5wV65eSxMmT3O7LC2hjTPjL18GDR1BZ8+dDzfvYkUL07f9etulMyIPu0x9GCEHOoQ2H0JHUSAAAiAAAiAQ5AQ8ebnjPcx4LzNbt2rpQkqSJLFttBoeL1bCrdJYCcebZfOm2ez0PnuqmQpPx649lQ+0LOPYz2bU2Zy6dHrydrQ6Tq9pI1kWjiAAAiAAAiAAAiCgl4CZ5308FdocWTTIl+c94o+tpPPWvKI7QluP3mJVz0/Wq3pkPV05ftOsMdWuUd2VS7ya1szjzKsNN2HmnryLcXP0vNe4kk4i8obQFqy/J8ksWI7y/hDSQtu16zfoq9r1Nfv0g/fz05gRQzTP6Y3U88M9eepfavJNa80seV+M/HnzUMKECYgV7Xv372uaDHIktHGm3MH79v9AvB+Illkgy4IdiYtG5GFZji/9cqBDaPMldZQFAiAAAiAAAsFNwJOXO96zgm3t27qZUydS1iyOTUdqPVdyHpYr4bTS2O6jZltu0xZt6MTJU7bRihl1NqcunZ68Bw8bSdt27JKXqMfw2qYmhAcEQAAEQAAEQAAEXCRg5nkfT4S2CxcuUv3GzenNmzd2RBp+XZca1q+rxHtzXtEdoc3Rx2E1q1elePHi2rVFKyJ1qlRUsODHFCVyZK3Tfokz8zjzCxA/FurJuxhXW897jSvpJApvCG3B+nuSzILlKO8PIS20cWdWrVHXbsNN2cnTJo2jHNmzyaDLRz0/3OXCZOSkqTPs8uZNP9u2+oZ4ial0l69cpVr1GsqgenQmtKmJhIf/SK8Qq+c2bNoS7h9qy+ss/UbkYZmft/1yoENo8zZp5A8CIAACIAACoUPAk5e7BYuX0szZ39nB6tyhLVUsX9YuXkbUbdhUeZaTYT7y5trbN7/b703r2ZPT7di8nqJFi8peK3f//gOq/FVtevXqlVU8m09nM+qWTitvWxFvrjCDPnf+QsvLFH/XTu2pfNkydvGIAAEQAAEQAAEQAAFPCZh53scToa3PgEG07/sfNPFMmTCGcuXMoZzz5ryiltCWPHkyWr5onma9ONLR6roZUyaI/YizOLzO7CfMPM7Mzs7o+nnyLsZ10fNe40o62T5vCG3B+nuSzILlKO8PIS+0TZk+i5Yut55IkJ2cPl1aGvJtP+IvKRw5/rJk4+attGPXHmr1TVOrPxp6frj9Bg6mPfusbRfz6rX1q5dRxIgRrYr1VGiTmfE+HGwH1taVLVOaunfpaButGTYiD82MDY6UAx1Cm8FgkR0IgAAIgAAIhDABT17uHJkufy9XTpo0frQm1d//OELtOnWzO5cxQxjNnTlVjdd69uSTvJn80G/7U5QoUdS07Fm5ep0wX/7uenkyU8YMNGfGFBlUjlp52wptW7fvpCHDR1ldxwFeqcer2rTc69ev6YcDP1HmzBkpZYoUWkkQBwIgAAIgAAIgAAIOCZh53scdoe3Bw4c0dvxk4mdGLZczR3aaOnGsesqb84ot2nSgv/85ppbFnogRItDm9avJ0vKBZQI2G8nm7mxdg3p1qFGDerbRARM28zgLGIgGVdSTdzGugp73GlfSyWZ5Q2gL1t+TZBYsR3l/CHmhjc1H1qzbQHOFF3d2rJgxqZP4wrho4YIUNeq7L4FfvHhBu/fuo2UrVtPpM2eVcdGqRTOqUa2KOkb0/HBbtetEfx39W72GPfzFMW8ab7majTtq+sw5tHjZCqu0HLBd0cbLxnlftmJFChGbn9RypctVomfPnlmdshTajMjDKnM/BeRAh9Dmpw5AsSAAAiAAAiAQhAQ8ebn79/QZatSspSYV22c6TnTn7l3q0r23sveu7UU1qlcRH3o1U6O1nj3lSd5QfkCfnuqzIT/rtW7f2e55kNOzZYVunTvIS5WjVt62Qtvf/xwn/vJZyzVuUJ++rlfb6tS58xeI9x7559hxqvxlBerQtpXVeQRAAARAAARAAARAIDwCZp730Su0vRTWBa5cuULHjp+kGbPm0q3btx02e+SwQfRRgQ/U896YV5SZd+/Vj378+RcZVI+jhg1WPuRSIyw85y9coHoN3z2fylM8Pzlv9jRKkTy5jNI83r59R3wcFpnixtVnZlIzEy9EmnmceaG5ps7Sk3cxbpie9xpX0klY3hDagvX3JJkFy1HeH0JeaOMOHTthMq1Zt8Fp3/LqsnRp0yib1N+8dVv5A/j8+Qura9q1bkFVK3+pxun54Y4cM14x5ahe9H8Pf+lRt3YNRdy7e+8eTZwynfgPtJaznZTp1Xcg7T/wI8WPH4+qVvqSPi/9GSVPllS59OXLl7Rw8TJNsz48ucGTHOyMyEPJyM//yYEOoc3PHYHiQQAEQAAEQCCICHj6cte5ey/69eBvmkRY5Ho/fz7lOe60EOVWrVlH/GGYrWPzjksWzFX28ZXntJ495Tk+8kdchT75iHgV2c+/HqKnT59anlb8LJ59N2sahaVPZ3VOK29boY0vaN6qnZgkOmF1rQzkE3sP582TmyJFikQnT/4rVrL9SG/Ex2TsPvu0OPXt1V3x4z8QAAEQAAEQAAEQ0EvAzPM+joS2hAkSUNq0qYkfg1hUu3r1msMFAJYc2Mw4mxu3dN6YV5T5j50wScyXbpRB9ch7pxUvVpQSJoyvPNPyXGKliuXV8x279KBDh39Xw9LDq+CaNmpAH39YgFKkSE78LPlQrOA7ffYc/XHkT8VU5hnht121J6/359HM48yfXPxRtqfvYnrfa/Smkwy8IbRx3sH4e5LMguUo7w8Q2kSP8uq0pi3b0llxM/fENW/SkOrUqqFmoecHuXb9RhozfpJ6jaWHv/ZImjQJXbx4SfzxfTsJYXle+m2FNjYtxCaGLB2bo0wg/pDzH/DHjx9bnlL9lhvVG5GHmrEfPXKgQ2jzYyegaBAAARAAARAIMgKevtzxBEKjpi1UkckdPG1aNqfqVStbXar17GmVQEeAV74NHzzQLqVW3lpCmyMzl3YZ2kRoraKzSYIgCIAACIAACIAACNgRMPO8jyOhza4ROiI+EB9i8Wo2/mDJ0nljXlHmz1vt8JY74bkypUtRz26d1GRsZYstOPDHXY6c3C6Ht+SxdalSplA+KLON92fYzOPMn1z8Uban72J632v0ppMMvCW0BePvSTILlqO8PzjTb/S0NYLIwLECJHLgF3B2Zhc6+Evhbj37KCYXlQq78d/Afr2oeNEi6pV6fpBsDqhR05aKWSD1Qhc9tkIb20JmG66uONvJDSPycKV8b6WVA93s489b7Ue+IAACIAACIAACxhPw9OWOazRq7ARav3GzW5XLLfZzGz96OEUWXxNbOq1nT8vz4fl5D7cJY0YoXxHbptXKW0to4+u69OhDv/x60DYLp+HyZctQ107aZiedXoiTIAACIAACIAACIU3AzPM+RghtvCdarRrVqXHD+nbPftzx3phXlAOK865Zt6GmqXGZho+8mo3nJi3d+ElTFcsMlnF6/WlSp6JF82brTe6TdGYeZz4BYKJCPH0X0/teozedROMtoY3zD7bfk2QWLEd5fwhHJgu3uUEjtHFLeaXXqLETlb3XXAHDkwyVKpajdm1aKZuCSmp6f5C8nLpz157hftUcPVo0yp07Jx08dFgWoRxthbY53y2g7xYsskrjLJAvz3s0esQQqz/YRuThrExfnZMDHUKbr4ijHBAAARAAARAIfgKevtwxITaZuGr1Wpo5+zt69vy5LmgsrDWoL8yLCwsK8itgywu1nj35fM4c2cRG9sctk9r548WLS0MG9iMW8bScVt6OhDY2r86M+AtrPY6tOIwY8q1iVlJPeqQBARAAARAAARAAAUnAzPM+vx3+gzp06S6r6tKRV64VLVyQvqpWVXmWc3ax0fOKlmXNnb+Q5s5baBll5+dtdHg7HUv3Suw7t2zFKpq3YLHuZ115fcGPP6JhgwfIoCmOZh5npgDkw0p4+i6m971GbzrZdG8KbcH2e5LMguUo7w+u6ElabQ8qoU028NS/p5U/Bixo8f5ojlzSJEmIzetUq/Kl2L8trV0y/mM0b/4iKwEtLCw9zRP7Xtg6LpM3PP3l4CHbU8qy8JzZsylf+XJ92nfuri6/5j+8gwf2Jf4jJB3/+FavXS8mNzbRpcuXZbTdMXOmjGIfuJpUrGhhK4GQExqRh12BfoiQAx1Cmx/go0gQAAEQAAEQCFICW7btUFak8d630sWOHZvGiA+XsmXNIqN0HS9fuUoTJk+lP/88So+fPNG8hkWwzJkyUYtmjcUxo2YajnT0Mrhzy3qat3Cx8nxru8dw1KhRlRVs3bt0cLo5vSvPtbKCP/78C02bMZsuCDPoWmaBeJ+Ozz4tQbVrVqeUKVLIy3AEARAAARAAARAAAd0EzDzvw88/XXr0pt9++91qbtCycbzfWazYsShWrFiUIH58ypols/I8+X7+vJQ4USLLpE79Rs4r2ha0fedu8bw6jR48eGB7injfYP5givdV03LXb9ygSVNnCGsHh5yujOOPyLJkzqTMUVaqUE7hoZWfv+LMPM78xcRf5Xr6Lqb3vUZvOsmBP6BctGSZ1W89h5jPnzZpnExidWTBcPnKNVbbRb0nPnqcNH60VTrLQLD8nizbFAx+eX+A0OakNxnOOWFX+PqNm3Tv/j168uQp8SQK/+FLKTbtTJUqpZOr357iyYyHjx4qkwsxosdQ/gA5u+jatet08dJlRSDjP8j8RyZL5swULVpU9TL+6vnhw0dKmP+g8Uo3R45/gCdOnFIEw0dixR7XPUXyZMpESnJx1OOMyENPOd5IIwc6hDZv0EWeIAACIAACIBC6BPijpAdi83YW26JFjUYshkmT6e5S4b10z5+/KISpi8qzY/p06SgsLB0lFPvs6nGOhLZ9O7col7OQd0h8SHbj5k1iM5HZsmalTBnDrKwaOCvH1edamRfvh3zu/AU6c/YsPXr0WGGVMkVKUX5mu31G5DU4ggAIgAAIgAAIgIAeApj3saZk9LyizP2lePa9cuUKXbx4WTFXGU3MRfLcaLZsWYnFQj2On3UvXbqizHnyc3SsmDEpbpw4lCxZUsqYIYPV3Kee/HyZBuPMl7TDL8vTdzG97zV608kayzn7//57QzFjxFB0BHlO6/js2TOhGzwWYpu+9JZ5BPLvybIdweCX9wcIbcHQm2iDQwJyoENoc4gIJ0AABEAABEAABIKEQHhCW5A0E80AARAAARAAARAAAZUA5n1UFPB4kQDGmRfhImsQCHAC8v4AoS3AOxLVd05ADnQIbc454SwIgAAIgAAIgEDgE4DQFvh9iBaAAAiAAAiAAAi4RgDzPq7xQmr3CGCcuccNV4FAKBCQ9wcIbaHQ2yHcRjnQIbSF8CBA00EABEAABEAgRAhAaAuRjkYzQQAEQAAEQAAEVAKY91FRwONFAhhnXoSLrEEgwAnI+wOEtgDvSFTfOQE50CG0OeeEsyAAAiAAAiAAAoFPAEJb4PchWgACIAACIAACIOAaAcz7uMYLqd0jgHHmHjdcBQKhQEDeHyC0hUJvh3Ab5UCH0BbCgwBNBwEQAAEQAIEQIQChLUQ6Gs0EARAAARAAARBQCWDeR0UBjxcJYJx5ES6yBoEAJyDvDxDaArwjUX3nBORAh9DmnBPOggAIgAAIgAAIBD6BIcNH09btO6waEi1aVNqxeb1VHAIgAAIgAAIgAAIgECwEMO8TLD1p7nZgnJm7f1A7EPAnAXl/gNDmz15A2V4nIAc6hDavo0YBIAACIAACIAACfibw+PFj+vXQYbp79y69efOGYsaMSblz5aQ0qVP5uWYoHgRAAARAAARAAAS8QwDzPt7hilytCWCcWfNACARA4B0BeX+A0PaOCXxBSEAOdAhtQdi5aBIIgAAIgAAIgAAIgAAIgAAIgAAIgEBIE8C8T0h3v88aj3HmM9QoCAQCjoC8P0BoC7iuQ4VdISAHOoQ2V6ghLQiAAAiAAAiAAAiAAAiAAAiAAAiAAAiYnwDmfczfR8FQQ4yzYOhFtAEEvENA3h8gtHmHL3I1CQE50CG0maRDUA0QAAEQAAEQAAEQAAEQAAEQAAEQAAEQMIgA5n0MAolsnBLAOHOKBydBIKQJyPsDhLaQHgbB33g50CG0BX9fo4UgAAIgAAIgAAIgAAIgAAIgAAIgAAKhRQDzPqHV3/5qLcaZv8ijXBAwPwF5f/CZ0GZ+JKghCIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACOgnAKFNPyukBAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAGVgM+ENk8LUmsMDwi4QCBChAhKaow/F6AhKQiAAAiAAAiAAAiAAAiAAAiAAAiAAAgEAAHM+wRAJwVBFTHOgqAT0QQQ8BIBo+4PEYSA8Z+zOhpVkLMycA4EHBHA+HNEBvEgAAIgAAIgAAIgAAIgAAIgAAIgAAIgENgEMO8T2P0XKLXHOAuUnkI9QcD3BIy6P0Bo833foUQXCBg10F0oEklBAARAAARAAARAAARAAARAAARAAARAAAR8QADzPj6AjCII4wyDAARAwBEBo+4PENocEUa8KQgYNdBN0RhUAgRAAARAAARAAARAAARAAARAAARAAARAQCWAeR8VBTxeJIBx5kW4yBoEApyAUfcHCG0BPhCCvfpGDfRg54T2gQAIgAAIgAAIgAAIgAAIgAAIgAAIgECgEcC8T6D1WGDWF+MsMPsNtQYBXxAw6v4Aoc0XvYUy3CZg1EB3uwK4EARAAARAAARAAARAAARAAARAAARAAARAwCsEMO/jFazI1IYAxpkNEARBAARUAkbdHyC0qUjhMSMBowa6GduGOoEACIAACIAACIAACIAACIAACIAACIBAKBPAvE8o977v2o5x5jvWKAkEAo2AUfcHCG2B1vMhVl+jBnqIYUNzQQAEQAAEQAAEQAAEQAAEQAAEQAAEQMD0BDDvY/ouCooKYpwFRTeiESDgFQJG3R8gtHmle5CpUQSMGuhG1Qf5gAAIgAAIgAAIBA6BJctW0J69+yhixIhUo3o1KlG8aOBUHjUFARAAARAAARAAgRAggHmfEOhkEzQR48wEnYAqgIBJCRh1f4DQZtIORrXeEjBqoIMnCICAMQQuX7lKd+7coZgxY1CGsDCSv1FjckcuIAAC/iDw8uVLOvLnX/Tk6VNKlDAh5cyR3R/VMLzM+w8eUKGiJenFixdK3vXq1KI+vbobXg4yBAEmYPTvyOj80EsgAAIgAAIgYFYC8p3yv//+M2sVA6JeR4/+TctXrqbn4tk3daqU9E2zJhQlSpSAqLsvKolx5gvKKAMEApOAUfcHCG2B2f8hU2ujBnrIAENDQcCLBC5evEQlPy+nljB+7Ej64vPSajjYPI8fPxaCYsyQEhNfvXpFp0+foXPnLyj/bt++TXHixKb06dJR7ty5xDFtsHUz2iMIrF23gbr26K2y2L9nByVLllQNB6pn6fKV1Lf/t2r1582ZQZ98/JEaNqsHv0Pje8YX93Ojf0dG52c8VeQIAiAAAiAAAsYQwLyPMRwrVa1B/xw7rma2ffN6Sp8+nRoOdQ/GWaiPALQfBBwTMOr+AKHNMWOcMQEBowa6q025fv0G7dqzl06cOEk3b90mnqBJkCA+JU+ejD54Pz998tGHFCtWLFezRXofEFi0eCldvHSJIkeOQp+X/oxy58rpg1JDo4izZ8/R5+W+VBs7YthgqlSxvBoOFs/OXbtpwKChxPcBXt2zeuUSSpE8ebA0z2E7uN3DR46l8xcuaKbh+zH/pjq2b+szwQ33Ys2uMDxy1Zp11KNXXzXfvbu2UsoUKdSwPzxG3Mtr1vmaDv/+h1L95MmSEbeLTUg6c5cuXaY9+76nv/85Rrdv36G7d+9S3LhxKEvmTJQ5c2bKKo4ZM2WkGNGjO8vG7XO+/h3+ceRP2rFzt7IaK06cONSk0dcUI0YMl+p//MQJ2rhpq7JykIV5M3097cv7udG/I6Pzc6lTkRgEQAAEQAAEfEjAX/M+Pmyi14s6efIUla9UTS0nlVjRtnv75pD6aFRtvAMPxpkDMIgGARBQ75WerqyG0OaDwXTlqjC1JiZrIkeJTOnSpnV5AsMHVTRtEb7+Q/jkyRPqP3AwrduwiZz9uHgSqkb1qtTym6YUP3580/ILtYqxebBceQuozf5K9NGgAe8mj9UT8LhFIFSEtlZtOygTzxJSsAqKsn18HD5yDM2eO88yyqE/VcoUtHb1cooXN67DNJ6ewL3YU4KuXW+2CX0j7uUXLl6kzz5/9yFA08YNqUun9g7B3L17j3r07ku79+xzmEaeiB4tGvXo3oVq1aguoww5+uN3aFtm/769qHbNr1xqT7MWrWnvvv3qNT/9sEf5SEGN8KPHl/dzo39HRufnx25A0SAAAiAAAiDglICv532cVsbipFFzeTy3xB8Qnr9wUfkomM05pkubhtKmSUMJEyawKNF974hRY2nWnO/UDFo0b0od2rVWw1oerhcLdFevXaebN29SxEiRKEniRJQmdWoKC0uvdYlLcWwGm5/Jz5w5R2zSPVasmMrHfPwBm6sfdrlUsIPEZh1nttX1ZNy9fv2G3rx5bZulwzB/hBhJ9Lu3nDfGmDfyNKL97vSbq/1lW8+IESOJ/nP+IantNXrC3mDsjTz1tEVvGqPuDxDa9BJ3I939+/dp6IjRtFp8KS5dyRLFaerk8TKIYzgEjBro4RSjnOYvstt26ELnzp3Xk1xJw1/8r1m5VFntpvsiJPQaASMmZ92tHE/Obt2+g96IB5v8+fO6PFHpbrm+vC5QhTZX+6Zth860ddsOFe3QwQOpauV3K/nUE0HiOfTbYar7dWPxQP5GbVH+fHmpQIH3KWqUqHT0779pz97v1XPs4Yl4npD3hsO92BtUnedptgl9I+7lEydPo4mTp6oN37R+NWUWK9G03M+/HKTO3XrQjRs3tU47jPu0RDEa8u0AQyZI/PU7/H7/D9SkeSu1jR8W+IAWzputhsPzPHj4kD4pXEJZEcdps2bNQhvWrAjvMp+d9+X93OjfkdH5+Qw6CgIBEAABEAABFwn4ct5HT9WMmsu7eu0ajR03UXm3fPb8uWbRiRMlomZNG1GdWjXc3k+N3+OKlfxcEfNkIds2rXMolj199oxmzpoj5irXE4sDWi5TxgxUp3ZN5b1P9o9WOtu456Kdc+ctUOZBLwpLEa9f24s+kSNHpoKffEx9e3dXxEbbPLwVlu3gCX8zOk/H3fSZc2j8xMnEZuj1Ohba+NmfLXcZ6bwxxryRpxFtdrffWHwu8VkZevTosdvV4DE9ZNAAw+arvMHYG3m6DczJhUbdHyC0OYHsyanNW7bRt4OH0e07d6yyKVq4EM2aMcUqDgHHBIwa6I5LeHuG+6tbzz7EDwWWLl68eJQ3z3vK10bXb9ygU/+eFl/jnLVMQpPGj6HSpUpaxSHgHwJGTM66W/P2nboSjyN2YWHpiR9sg80FqtDmat+wGbWBg4cqk+7ZxKTx9CkTFbOxwdafsj22Kz46CdOQzZs1lqeV47btO6lN+05qnLcm03EvVhH71GO2CX0j7uW8mo2/oGWXI3s2WrtqmSZT/vJ31JjxVkIzJ+Q96vLlzUPZs2Wla+Ir37/E5vInxBe//GWupUuSODFtXLfK4w9u/PU75MmPgkU/FSYy7ynN4pft73dvp6RJk1g206Hfdh+xTh3aUXMxWWQW58v7udG/I6PzM0ufoB4gAAIgAAIgYEvAV/M+tuVqhY2ay2PRY9KUaXZzTFplclzq1Klo7qzpytyTozSO4n/86Wdq0Li5evo9sbf2ymWL1LCl5/SZM9S6bSfiox5XuNAnNHnCWF0r0PjDY7aWcPnyFT1ZK+bGO7ZvoyutEYnMNM5s22PEuKtcraZi/t427/DC/Xr3UETV8NLpPe+NMeaNPPW2x1k6T/rtqHi/rPJVbWfZ6zrX8ptm1L7tuw8ndV2kkcgbjL2Rp0bVDYky6v4Aoc2Q7niXCU/G9Bs4yO7rf5kCQpskoe9o1EB3Vhp/jV2ydDnirxCkiyv2KRkzejhxf9k63u9lyrSZxF+Bsxs3ZiSVLVPaNhnCfiBgxOSsu9V2Vcxxtxx/XhcqQptkzMJ7NGEiLthdqTIV1H3ZeJXunp1bVPvUlm233Fybv0L858/fLE977Me92GOEbmdgtgl9T+/l/Hea92eTrke3ztTw63oyqB5ZiCtTrpLVV5+8YfzUSeMoY4YMajrp4XtC/4FDaNWatTJKOTZp1IC6du5gFedqwJ+/wwHfDqFFS94Jkb16dKWv69XR1YTmLduoz7z8zLZ7xxZi87Jmc764nxv9OzI6P7P1CeoDAiAAAiAAApKAL+Z9ZFmOjkbO5e3cvYdatrY3Wc4m+hIlSijmnh5oCnC5c+ekZYvmi/3mIzuqpmZ81+69aO36jeq5vr26U906tdSw9Ny5c5dYjOGVdq64Lz4vTePHjnR6yYqVq6lX3wEO0/B7te2H7fx8zs/pvnJmGGe2bTVy3FWoXJ1OnDhpW0S4YSPnNL0xxryRZ7hQwklgRL/x3uCfli4bTknhn27UoB517+rZ78gbjL2RZ/g03E9h1P0BQpv7fWB1JS89XiwmKUaNnUCPHzte9gmhzQpbuAGjBrqzgkaOHkczZ89Vk/A+ejOmTnS4zF4m3LhpCy1eulxZpps+XVoZjaMfCXg6OetJ1SG0eULPu9eGQt94QjDHe++rQgObCNm8YY1mdl+Ur6x++ciC3N5dWzXTuRuJe7G75Dy/zmwT+p7ey/sNGERLlr01XxhJrNDav28nsVkeW9elW09lT1YZz5Mbs6ZNCXd12rgJk8UHNzPkZcR7tu3asVnsaZFYjXPV48/f4eHDQpis+06Y5JV8yxbPD7cJDx8+oo8LF1dX+bHZ5KUL54V7XbAmMPp3ZHR+wcod7QIBEAABEAh8Ar6Y93FEyei5PP6Au9QXFenevbfWArhcfsfq1qUjFS5USNlPicv8+59jNFrMHx748Serqrm6X+7Tp0/pkyKfEu9xzY5FugP7dmk+z9paUOD0vK99fSHKpRXzYHfv3aUfDvxE48ZPopu3bvFp1bFlLq0P0TnBb4d/p/oNm6rPhBzHH69XrVJJMUn4fv58iql1nitlKxF7931Pvx78jRp8XZcqli/HyX3i/DnObBto9Ljj/C2FtkQJE1IVHdtf8F55LNTEjBnTtopuhb0xxryRp1uNExcZ2W+c13fzFrokfL96/YoWLlpqVf3B3/an6lUrW8W5GvAGY2/k6Wq7XElv1P0BQpsr1J2ktd0LhJPGjx+f8ufLQ7w/kHQQ2iQJfUejBrqj0vhLntLiIcjyy5r1a5ZTtqxZHV3icjybZTpz9hwdP36CHokHiwxhYco+MXo2vWVb2xfEhrkvhKkqTq81UWhZId5glx/sokWPrmlygG/k589fUPJLnjyZ8vDD1/OXFL8cPKQ8nKVIkZw++ehDsVFtLMusVT+bQz1z5qyyl91LYfuZJxbZNAGb2dLr2AbxsePHFVOc/DvJIUxzpRWbAbPJKk+c3slZRxy4bK7br4IFmwrNmjkzZc+RjWIInlqONy69d//tA3TP3v3Ur/pTpUppZ6qBHzR502PpHNXBlb7gvDwZX7Iulkcec/+ePkO8jD2SeEh/P19exYwFp9Gzos3oMWtZN+nnr4dOnjpFl4RJivjCvCuvQGHzbvJ+wek87Rs2d/FEvLQkEOMzSRJ9k+ee9IWj8cBtcWVMcnpXXeHin6l7U7FgcOD73RQnTmyrbHiPNl65Il2J4kUVk5oy7OnR7Pdib/aPEfdUT8Ye9507E/reuo9zffTeyzmtreNrCxUtqWy4zueKFilMs6ZPtk2m/P2pUKmaajKSTUXvFas5Hf3ts82ghfhKeZf4Wlm6emKCoo/4ethd58/fIY/vT0t9QZevXFWqz/dSXtnKgrozx19O8xfU0vXr01PZX0SGbY98Xz527BhdEM8cd8WzBJebXDxzZMmcidKkTm11D7e9lsOOfofO/m7yNa7czz2po7Pf0clT/4rnnhP0UOzFwKZ3c+fKRdGjR9NqphrnLD81kYbHiN+mEfcljaohCgRAAARAAAQ0Ccj3OP677Wtn9Fye7XsTz+NsWLtS84Msfoav83Uj4o+epKv0ZQUaMXSQDIZ7XLdhE/HHY9KVLFGcpk4eL4Pq8ebNW1S0RCl6Ld73patbpyb17dVDBtUj71tcoXI11bQ4n6hUsTyNGDZYTSM9LPSxhahbt2/LKKWtc2ZOVZ551EgTePw5zmybb/S44/wthbaPPypA8+fOsi3Wq2FvjDFv5OkJBG/0myv12bx1O7Xv2EW9hIXS/Xt3qHO76gkXPN5g7I08XWiSW0mNuj9AaHMLv/1Flputs1hQQ3wVwraGD/9+xGpyEkKbPTtnMUYNdEdl2JpLKla0CM2cNslRcpfi+WFpyPCRdFws3eaJP1vHX5g0qF+XmjRuqHzVZHuew3O/W0BDR4xSTrGZgT8O/eTQlJ3tsuMJ40ZRmdKlrLLdsHEzder69kEqV66ctErY7eYv82fMnG31wKX1R5lNbLG9bd7vRMt99OEH1K9PL+VrLa3zHLd3336lPefO/Y+974C3olb+n78FxWdX7KDYRZoo2JGuVOldeu+9Sq/Se+9NmiBFpHcRBPXZnmC5KlZExPr0/UTvP9/V5O7m7jln95zk3gPM+JFNnSTfzObszSQznzkbZu5yOEFTsnhRh8fFF/sr+dzl/cJBN2d1HFYtX+Io10YJPz3vvPOuBwvchihVsgQNGzIg3SmfiZOnEn5og1D5cmVo9IhhqqjehzBzASYm5Et1RgSgbMb7gB9ueRpO5l9/3XX0bK/uztw+WfZpmex8aOOD202mZVbyxh9duEE6fuIUz+lAmQ9FL8y31a1dy3mfTM0N1nN8uES7qWJiLnR5iFcmJR5hnp269iDc0JXUrk0ratOquYzSwUOvU6u2HZV5XazLSxbOJZxMNEXJvhbbmB8Ta6oJ2cMchtnQt72Ooz9B13KU1Wnzlm3Upn0nlTxm5HAqV7a0isuAfputccP6zkljmR/rCfPRTZq3VsUuu/RSOrh/j4qHDWT2ezh67HiCLxFJOHUNTKJRi9bt1GEyfKPsE0r6K664PF2Vw0eO0FxxWnPL1m0RnX3jm6SP+J3BbbpIpL+HQX433XWirecm+uj3HuGPzAGDhzmHV9zjwmnzfHnz0HPDBlGO7NndWSrsxy+a8tPEu2liXVID4AAjwAgwAowAIxAQAdv7PtG6YXovb/LUGeJv1rRDXrHMum3dtt35W0v2EQdI16xaLqMxn42atnBuocmCfvtAyJszbwENHzFaFiNYcoAlAvdhYJUpAvA9BcswknAYbf/eHen2o5YtX0l9+g+Sxei6a6+lhfNn+x78VoUyKZCZcqYP2bTcgX9mK9psyJgNnvpchInbmLcw7VerWZfeevsdVaV2zeqEW7CJkA2MbfBMZIxB6ppaH1jRFgTtAGW69XyW4BA+f7681Fc4ksx9by6nln6ahRVtAcB0FTEl6C6WnmCVGrWFYuU9lfb8onkJbx7jNPTU6TNpsnB86z4tpBrRAjC1NGr4UHVryJ09fcZsGj1ugkp66/X9EZ3QBrlt5N60ufPOO5yba/MXpneSW0DcYlq6OM38E3hXFLa8cVopGuHa/6gRQ9MVwaYpzML5taUXxoYTPg5z3XO3nhUzHnRzVsehfJnSNGb8xHTKP3eDwGuhOBHk3kTsKz4ol4oPyyD0yMMP0bzZ01VRvQ+4ReiHjz4XJuVLdgZmIWBD3v2DLfPczxLFixH+EJCEE226os20zKItbFR2Fbcm4OQ5FmFDHRvrpuYG7cFEot/mpsm50OUhXpmMhY9fPkx91KrbQGXhBuf6NS/QDcLP0rwFixyTJqfE7VVJjRrWox5dO8uokWeyr8Wm5yfRNdWk7GEC3eND3E/mM2odR/tB13KU1QlKYblO4dDGvt07fG8OlXu6irgZ+5FTHd8aWzaui6jw0NtAHLd3i5UsQ199/fctMKS98do+ivegSGa/hx988CGVEzf8JOE7dtWK52U03RNmIx9+vKg6SBTp5uDqF9cSbnwH+R7CPIwdPSKi31u3nAb9hnHXwSD8ZNtUH/W2oKicO3+hujWZDkSRAEsFc2ZN9bWkoPPz6zt4mno3E12X/MbHaYwAI8AIMAKMQBAEbO/7ROuD6b287r36EL4tJHXt3IGaisPVkWj/gdccs4syHzff161eIaNRn7h5VrhYKfWtASs6+/ZspyxZsqSr51bCIBMHzHHQPBLh7z+YpITFJEl+Sjydb1jTl5J3RjwzU8708ZmWO/B3z4Xf4Xm9D6bj7vbB24SM2eCZyLhtzFvQ/uh+yCHPLwu3H7femjMoC99yNjC2wdO38wYTTa0PrGgzNCkwt3NMmDO7T5iKlJMD1qxoSwxgiaUtEwIFH3pcmZeCCcPX9u1KrMOidv+BQ5ybN25GMEmFTSuc+H7n3Xc9V/BR7o7bb6O1q1emu9lmWmmhb9q4+wis0T98UOFkOW7USKpcrRa9+95/ZNSxzV2w4ANCMfUX/ef9w46c40ZUyRLFaPKEsaqcDOiY4Pbao488JDaW7qTvvjshFCgH6LOjR2VxulFs8G9+eV3E01WqoBYIujkbDQfMFcxY4VQ3THG6qVWLZtShXdoNBphpGDn67/FiHNh4lXTNNdlk0HnWqVWDWjZvqtKi9SHaXOhYgmG88iU7o5+KQTpucN12W05h6uoDz8e1rINnRinadBNtaBvmIm/NeQt9/fU3zmY5zG6AcCLvvbcOOX6XTM1NpM1Nk3MRTR7CyKQDQhz/tO3QmTZt3qpq3nbrrXTe+ed5nClDLju2b0MtmjVR5UwFkn0tNj0/ptdUzEMi64A+Pj+Z1+Xd1jqOsQRdy1HWTfCF8egTJZR/iCqVKjq3kd1lZDhfgQfpt99/d6KxlEqyjv6Ew3c4fpeETRFsjsRLmf0eupWPGMPWTesjKh91M0UjnxtKT5cvm27oum1++LTNleseuiZbNsf3x6v7DxAcZUvCDeqNG9b4mmzW5VTWwTPS76Zex0+2TfVRb8vdP2x83Su+A6HM+ubYMXeWY2p+lzjQAdMvbtL5+fUd5U29m4muS+6+c5gRYAQYAUaAEQiDAH7HQbb2faL1xfRe3ljh3wwHryWVeepJGjdmhIyme8KvMPwLSypb5ikaO+o5GY36nD13vmN1SBaqUb0qDerfR0bVUz9QhX2fQ8ISQyyT6brSsFLFCvTc0LTba3A3Ubl6bdUO3A/s3bk13TeNKpDJgcyUM33opuUO/N3KDdOKNpgG/VAcUgSGdwoXK7orHBsyZoOnPg9h4zbmLWgfYLUF1lskPf7YIzR7xlQZTfeMNWeoYANjGzzTDc5CgrH1QfyQRSXRdxhJjlqGMyMjIPyzpd5xT171f+OmLSMX5px0CNiUP7Gxo+YFc1Spas107YdNSEn5JPXu3Pcpvnffmz91waIl6diIxTE1d/6CqhzaX7nqxXTlpk2f5SkjTPqlKyMTUlI+8ZRdvWadzFJPtOGWRxkWp81Tf/zpp1SxuZkqbg2lHnr9DVVHKJs8dcZNmKTyZODEie9TR40Zl7pm3XqZpJ4pKV5MnipbMRVpbvrtt99TxckQTzsLfXBz1/ELC2Wfh4fYBPUr5mAtx+5+DntuZKob45mz56bemSuf4vnAQ4+nCr9dvjzbd+qqypUqU8G3jDsxnrlISfFimah8oT/7DxxU/QYWeYRc7t7zCrIcEg6LU4WJCU8ZiZmfjJmWWbEJ62kbc/D662/K7jlPoaRNbdehi1Mu/wMPe/IQSXRuvvzqq3Q8U1LMzkUkeUhEJtN1OkrCt8ePpxZ6pLAHaznPeBYuWioVv2c26HRYi03Oj+k11cQ6oI9Pl/mUFK+821zHIWNB13KUddOiJUs9Mvzq/tfc2SosbvF6ygllvsoLExBmgTx8tm7fEaZ6urKZ+R6iM/r6LTaJ0vVRJrRo1U6NHb8b+K3wI2Gi0ynXrGWbVHFrL12RH378MbVu/UaKF9abDRs3pSuHBF1O5RoV7RtGr6PLNvia6qPeluwf1vFffvkFTTkk/MCm5rv/Ic+Yly5bIbPVU+fn1/eUFDPvZqLrkuo0BxgBRoARYAQYgTgQsLnvE0d3nCrx7uUJk/ye33jsJ0T6JsX3waNPFPeUx+9/UBLWCDx13fs4bh4vbdjoKVe1Rh13dsSwMP/mqSfMVHrKLlr8vCd/0JDhnvxkiySjnOkYxSt34OOWh2caNNZZxx0XbmpS895XSM019ly++eaYh58NGbPB09Npg5FE5i1IN44e/Tz1LrG/LP++wHPX7j0RqwaZM1S2gbENnhEHajDD1PoQU4NmqiGDYz+tWNl+2U4rMOLorE35E9duPYuUOB0QRw+9VcSpaA9PP0WErPHKvlc9ZR8vUtJRdMl8PPVNL7cSyF0O4ZSU+BRtvfr0R/WItGvPXk8/xQ22iGX9Mlq0bq/q35OnQOqnnx31K+aM/YliT6qyRYo/6VsuWmLQzVl98wo/UhMmTfVljc1B94+ZuNnnWy5RZQ7aiDUXpuULA2ncrJVnfBs3bfEdHzZc3Tgg7CffpmW2QqVqnnaFDz3f/iERfcdGu06Jzo3f5qbpubAhkzoO0eJQdgvzkR6s5XxDiR5p7Rk4eFgq3hEoKt55971oTUTMOx3WYpPzk+iaalr2MDH6+HSZz8h1HP0JupajrJvE7Vwlw/g9EbeM3dkqrMtc/0FDVV6YwOLnl6n28L74HawJwy8z30P0E3+QuQ+X4I91PxJmI1PvzfeAGnv7jl39ijlp4pZhKv4wjEaHDx9RvIDjjFlzfIvrcoqysX439Tq6bKMhU33U20L/lq9c5TuWLdu2e8ZcvmK1dOV0fn59N/VuJroupes8JzACjAAjwAgwAiEQsLnvE6IbnqLx7uX9/vvvqe59DXwP4IANfvvdhIPONerU83wPlC5XMfXUqT/dxSKG3z982FO3WKkyEb995y9c7CkbVCEmLHR56lWqVsvTn569+3ryX3rZ/7CUp1ImRpJRznQ44pU78LGlaHtx7XrPPEOm9bm2IWM2eOp4m4onMm9B+oB3FrjL/0uVqRDxfQe/IHOGcjYwtsETfbVNptYHNh0pkLRJbDoyMXSNXd306YZYeKib8PskqWH9Z6hn9y4yGvoJ29UFHy6s6uXMeQttXP+ix5SoyvwnUKN2PXrz32+pZPhFgtlCSbZNR8LEFUxERnKAi37o5gDatWlFbVo1l12M+oT5r7zCPJc0qVitamUaMrBfxDrTZ84R/qDGq/xoPulUIVcgqLkx3RxT29YtqW3rFi5OacEtW7eT2NhWCdOnTKSiRdLmWWbAUTAcBoNy5ryFNr20BsGIpPch1lzYkC+xme3Mj/jBcvqZM2f0fk+bMYvGjJuoxmTbdCR8AN3/4KOqvQcLPUAL581W8aCBROdGN9dlYy50eTAhk0Hxef/wEerUpQd9nJLiW2XS+DFUqmTxdHmQG3GqSqU/26s71aubZjpEZcQInA5rscn5SWRNtSF7mB59fG6Zz+h1HP0JupajrCRxiINKlS4vo9S8WWPq3KGdirsD69ZvoM7deqqk9m1bU+uWzVQ8aGDV6jXUo3dfVbxLpw7UrElkHxyqoE8gs99D2aWadeoT7P9LwneMbvd/7fqXqEu3XrIITZk0jkoUK6ri8QTEBpTyA1urRjUa0O/ZdGx0OY31uwkGeh23bKdrIEZCrD7qbcHUrttktM6+xJPlHDPVMv2V3dscs80yrvPT+27y3UxkXZL95ScjwAgwAowAIxAvAjb3feLtUyJ7edhDgJk3+Xc2+oAxVq74NHXq2JY+/vgT6jtgEH366Weqe3BlsmDuDF+/raqQKzB85GiaM3eBSsEeDfZq/Eg3Zxl0T+ejj1OoTPlKiuWNN95AO7a8rOIVq9RwXInIBPj3ve22W0kcKidhhYa++PJLx23KhcIH+G3Cj9TtIu8Osd+VP19eWSVDn8koZzoAicid23QkTJKXL1eG/k/s+cBX8uXCRUqOHNkds/A5ctwk5uNWvemI8WXLV1Kf/mkmQ1EQLmPgOkaSDRmzwVP21/QzkXmL1Zeffv6ZhIUhEoefVdF+z/akOrVrqrgeCDJnqGMDYxs89fHZiBtbH2JpBEXn2XRkLJCi5NvWakdp+ozIsil/OGUsTwPgiZsZidBbb7/j4Sc+emKyE/a4PXX0U06mbwfpp6Nxqj8W4UQWbqK5sRo6fGTqyZMnY1VN/ejjjz31/G5AuZm8vGmzp/yRIx+4s2OGg96C0HHwOyUuG9NPiokfLJnleSZ6ayrWXNiQr08+/cyD98TJ0zxj0iMpKbFvTZqUWdyQcstdpJsBej/1eKJzo8uHjbmwIZM6Dn5x3FAtUOgRD85uzBHOI8zC+ZkhwSlMd9kXQpg5cffldFiLTc5PImuqDdnDXEQbX0av4+hP0LUcZSXBrLFbHtHvSIQTmO6yuLUZD0Hm3XziMXmMdpPhPZTj100ATZg0RWapp/sW1QMPPpbuNr4qGCIglE4Kyy7devrW1OU01u8mmOh19PXct6EIibH6GLatYSNGqTFDjvQb27H4mXw3E1mXIsDFyYwAI8AIMAKMQGAEbO77BO6EVjDRvTzsfcDEu/tbMVL4kcLFne9BrQsRo7j1hjpufvjbPhLBAoC77Nz5CyMV9aTju8ldT3fT8MjjxTz5nbr2SL2v4MOeNHd9GYZFlG+/Pe5pKyMiyShn+rgTkTv3jTaJdaRnleq1Uw+8dlBv3jcO1zc6n527dnvK2pAxGzw9nTYYSWTeYnUDLm3c+GP/JpLZfskryJyhrA2MbfCU47L5NLU+8I02gaRNsqnVttnvZOFtTKPsMyDhm4rqNWyicooXLUJTJ6fdplIZAQP6CfmZ0ybRE4Ufj1pb+OmguvUbqzI9u3Whhg2eUXHbN9r009GqYS0gNtpo0pTpnlSckCknHPXWqlmdct+by5MnI9t27KSWrdvLKMHpbrarr1ZxPQBnnadOnVLJM6ZOoiJPRMdQFRaBoLcgYp0Sd/NEn8QHpErq1aMrNahXV8VlwPStKclXPm3Il/DHRw0ap91OnDBuFD1VqqRsMt3zk08+pSfLPq3Sbd9oE7adqWOX7qq9BXNn0kMPFlLxoAHTc2NjLmzIZCx8INsVKlYjPCXBgXaXju2oYZMWJMykymSCY2vcJsx1z90q7b3/vE/Ct6WKB1nzVGFX4HRYi03PT7xrqg3Zw1REG19Gr+PoT9C1HGVB4oObij9ZloTpQyeO3yScqI1EQmFJwsykyq5SqSINGzJAxYMG9N/oeN6BZHkP5ZiFz0QSvkLozz//dJJw2vXl9atlNok/6ujBR4s4c4TEWDfVVUUROH78O9qz9xX6+ptjInycvhXx//3vd6fIvlcPqDafLl+WRj431F3VCUeT03SF/0kIWyeRPoZta8ULq6l3n/6q61MmjqUSxdO+N2LxM/1uxrsuqQFwgBFgBBgBRoARiBMBm/s+cXaJTOzlYb+n74DBlJLyScRulCn9JA3s34cuveSSiGX0jD1791HjZi1VMm6ILX9+oYrrgRat25FQBKjkoYMHUNXKFVU8UuDkyR/Ed98Tnuz33jqkLCK5b/t7CgWIXCZuWM2bPZ3uzXVPgNJmiiSjnOkjS0TuKler5fkbXuftF8e350SxD4S9ukgES0gdOnent8XfUOJqJt1fID+NGTmczjvvPFXFhozZ4Kk6bDiQyLxF6wr2R4uVLEPfHDumijUSe8Y9xN5xNAoyZ6hvA2MbPKON1VSeqfWBFW2mZiQCH1svW4TmzrhkU4LuB8zX33xDwna2yrr7rrto7erlKh42AEUUNikkrX9xJd155x0y6vv88KOPqWyFyiqvRbMm1KlDWxXXN/GimVIMogSJtWmjGtYC2HAbMGgoLRVXxv0IJv369O7pMXuJcnPnLSRxYtuvSqC0sIqVoJuzYXDANW1xYl/1N7MUbTbkS5yWp17P9lNje37RPPHRdJ+K64EgMmZSZqdMm0HjJkxW3fAzYaYyowRMK9pszIUNmYwCiZOlmxupWKEcQXkKwmZzzbr16fPPv3Di+Ec3ZyJsb9OQYSNU/u7tm+m6665V8aCB02EtNj0/8a6pNmQP8xRtfBm9jqM/QddylAW9/sabJHwMOmH8E8uMKeQbyiRJOBQDJVlYGjhkGC1avFRVg0IqjBkWVEyW91ANQgSaNGtFu4VCTNK61SsIZhpBurJ3wdxZ4gBEQVnU9ylup9OQ4SMJm03SlLRvwX8SM0PRZqKP0d4jv/HqpqmhXMTYJcXiZ/rdjHddkv3lJyPACDACjAAjEC8CNvd94u2Tib28P/74g2bMmkvjJ6b9Tav35+qrrqKOYg+oSqWn6ZxzztGzfeMw4Q1T3pL69elFdWrVkNF0T3wn43tZEpQk5cqWltGIz19++ZXE7RmVnyVLFjq0fy9deOEF4oDUX3RPHv+9Ayhg8ubNTXfefrtjMvOTTz91FEDg56Z4XUO4eYQJJ6Oc6f1PRO7EzSfnb5OsF2V1TEVeIpS355zz/5y/7Y99e5y+++47jzlT2XY0k/uyTKynDRmzwTPWOOLNT2TeorWp/+2FNWLrxvV00003RqsWOM8GxjZ4Bh5QAgVNrQ+saEtgEoJUtfWyBWn7TChjStD9sMBmD/yHYUMPhBsbB1/dE/jjRucJ31XwYSXJvTEl0/TnBx98SOJ6t0qGLw/49JBkUmkBnrE2bWS7kZ64ATV1+kw68NqhdEXw0TVuzAiPn5ZZc+bRiFFjVVncZrv22mtUPFrg5ptz0Eix6e8+JROtPPKCbs6GwSFZFG025GvxkqU0YPAwBeviBXOo4AP3q7geyGhF2+hxEwjvgKR4NrFR17SizcZc2JBJiZvfEzeAChR61Lmdgnysf7u2baaLL/6XKv7ll185yrZjx75VaVC2zZ01zTl5WLl6bceHIzKzZ7+Jtm1K+2NPVQgQOB3WYlvzE3ZNtSF7mKJo48vodRz9CbqWoyzo2X4DafmKF5wwTmPu3bWVrrrySifu9w/kP899hdTvf47s2WnrpvV+RaOmuf2s4nvlrdcPOBsPUSu5MpPpPXR1i3S/ie5DQK3adqSt27Y7xa+5JhtBwR5tU+iDDz9ybu7/8MMP7iacMPzDXnTRRU4Y/gclZbSizVQfo71Hcmzup/6H86gRQ6lCueCKNlvvZth1yT0mDjMCjAAjwAgwAvEgYHPfJ57+oE6ie3n/futtx6ft0c8/D9QFKJ0mCb9Xl116adTy8NP08GNF6bff/7YKgO+pfcLPK26IRaImzVvT7j17VfaIYYOp4tPlVTxSQFe04ZvvvbdeF7efznF86+JGm5ugNITSplLFCulu6MGKQ4+efTyH1nHFPwAAQABJREFUuVB3zsxp9NijD7vZWAsno5zpg01U7nR+7jh8As6et4BWv7hW/R2EfMzrwnmzou4Fufn4hW3ImA2e6Dv+7sClh1h0h/AnGOt9lDxszZt+SxE3EGEFwxTZwNgGT1PjjcbH2Pog/siPSqITqfifKT4EbNppja9Hp1ct2/L3VNmKHlu3Lwm/LfESfHe57eaK6/wxWaGMu86q1Ws8dXR/VydOfO/Jd0dSUmL7z4rl78PNL1pYbEqlDhg8NDW38N3k7j98tYgPKFV146Ytnvxt23eqPBuBoH59wuCg+6GKZM/ctB8wHR8b8rVp81bP/CAejVJSYsuYSZldsnS5p3/CqXK07kXMMz03NubChkxGBERkfP31Nx5s23Xo4ltcKFdTHytSwlMWdvdHjh7nSRMOb33rB01M9rXY9vwEXVNtyB7mKNr4MnodR3+CruUoC99S9xd6VMlj0xatkRyT3P628DsmTvnGrOMuAB+i7t8/+MkIS8n2Hsr+w+Y/fDPK8RUvVdbJ+uWXXzy/+8OeGymr+D79/Ie0aNUuFWu5ULx56pQqU0G1F9RHWxB/a9FkGx0w2cdYbXkGLCKLn1+mxgysdV+YsfjZfjeDrkv6uDjOCDACjAAjwAiERcD2vk/Y/qB8Int5+I12f0vhdx7fq3PmLnB8kw0fMdrzTSW/ufA9FOv7BntGsjyeLdt0iDk8fFu56yxdtiJmHRTA3o67njAjqerhG8qdh3C0/SpUxHe77tdNWEhRPG0HklHO9DEnInc6r0hxcdgr3dzBr1YiZEPGbPDEGBs3a5Vu/LosI96774DAkNiYN2ENJF0/hduNwH0KUtAGxjZ4BhlLomVMrQ8xNWimGkp0wKdrfRsv2+mKRTz9ti1/nbt6PzjKV6wWTzedOuIEsGcRFCeNY/KaM2+Bp87rr3s3+hYtft6Tf+SDDyPyTEmJrQSJtWkTkXmEjG++OZZasUoNTx/dykrhw8mTt2jJ0giczCQH3ZwNg0OyKNpsyJfwU+SZH2H6NOpEpKTEljGTMrt7zyue/gX9g0AfhGlFm425sCGTOg7u+Mcfp3iwFaeO3Nme8GdHj6YWLlrKU979IXpPngKO4s5TKWQk2dfijJqfWGuqDdnDVEUbX0av4+hP0LUcZV/etNkjm+7fIORHovYdu3rq9ezdN1JR3/T+g4Z66g8e+pxvuWiJyfYeuvvqXjfxvr/z7nup+h/lSItGyHevFdEwLlUmcxRtJvsY7T3yw6lPv4EefL76+mtPsVj8MurdjLUueTrNEUaAEWAEGAFGIA4EbO/7xNGluBVtOLx11735Pb/xNerUSz3+3XeebgjfwqnVaz3jKYfvpvqNmnnK6ZF6DZt66sQ6LIv6UGa5v8lwODYI4dClu16Z8pU81fSD1z/8+KMn3y8iTOF7eLZo3d6vmJW0ZJQzfaAZtYfcqWsPzzxUqlZL70qouA0Zs8ETg8K+r1uuI4Wj/e2ig2Nj3vBuuPuWyH613l8Zt4GxDZ6yvzafptYHNh0pkLRJtq6P2uxzMvE2dnUzwqBShFPask9XEfal/1QlgtqrRgX4L7ryyivoX//6F4kPJSpWqoziAz8tMHUXiWAu7amyT9Onnx11imCsr+7Z4fCTdTZv2UZt2neSUZoyaZzHNKPMEIsN9R84hJ5ftkImOb6W4HPJTWHNGrnrRgqj/6VKp5kd6NKpAzVr0tAprpsagP8v+AGzRUHNjYXBIajpSPGhQutfetkZGkxkviLMN0SjMH0AHxvy9a2w0y1uK6luwgcPTJ5GIpiZhLlJSfDnpcuYSZmFaYNSZSrI5ihf3jy0YukiFQ8aMD03NuYijDwElclo+Ohzf3OOHLT55bWODX2/emIDmBo3bUUfp6SkyzZh0z3Z1+KMnJ9oa6oN2cOERhtfRq/j6E/QtRxlW7ZuT9t27ETQMYG6b/d2uuCCC5x4tH/+8/5hqlS1Jg6cOcWyZs1KLyxfQrffdmu0ak4eTAE1aNycYLoHlPXCC2nblg0EczlhKNneQ3ffgSmwldS4YX2C6SP4FQPdcsvNtHnDWpnt+1ywaAkJBaTKWyXwzZ37XhV3B54U30MwTwzKSNORJvuov0e6OXBncP/8A58t4hakY7oGSTCT/c6bBx1TTLKczm/nto10w/XXy2zKyHcz2rqkOsQBRoARYAQYAUYgTgRs7/vE06149vKwr1RRfF/C96ukwo8/RlPFPg5MPOqE8uLWDIlbap6sieNG05Ol0v5Ol5ni8AsVKfGU8nkLc5EwG+nHW9bBU/d9XrdOTerbu6e7iG9YWGCixs1aqjz45YV/XkmFHnmC3ObBt2/eENN3lL5fcPddd9Ha1cslS6vPZJQzfcDxyJ3OI0hc/87E30//PrTf8y0ahI8sY0PGbPBEf7v1fJZeXLNOdj3is12bVtSmVfOI+e4M0/OGb2/sF7v9Ww8bMtDx5ehuN9GwDYxt8Ex0nEHqG1sfxAZDVBKdYdORURGKnmlDqx29xTMrNyPkT/h28ZwSuFucPhJORKMCefTo56kNmzR36slbNuIjKbV0Oa8pSt0UpJsp6rlPJ3Ts0t2d7YTfePPfnjJ+t07EwpuqjwF8V69Zl45frNPR6SqIBJiKwv+R6OTJk54+zluwyFMUJ2Pc49z7SmyTmh4GISJBb0GEwSHojbZBQ4arcUKGdLNY+jDC9AF1bcgX+IqNZtVvzJP4QEByOhIOnD3lIsmYSZkVG5Gpjxcp6Wk3kvycOnUqFX18pkGTVLwTbjI9NzbmIow8BJVJNwZ6GBgJx9YebCOZRZV1cTrT/S7LsHB2m/r99ydlsbif+jqWTGuxyflJZE21IXuYsFjjy8h1HP0JupbDPA1uVEpZ7PVsP1QPTDC1I+viCfPHuvk+ndmuPXtT895XyFMPplTjoWR8D+U4hLLTwUPi88BDj6fem+8BNe5YN6DBZ8asOao8+AgFpWTveeJ76O7c96myMDfiR7HkNJ46Jvuo9w9jFn5q/bqVOn2mFxvhSzRdOZ2fnykpU+9mIutSuo5zAiPACDACjAAjEBKBjNj3CdmluG604TtSfjvhib+3vj1+PGrTMKdYtkJlTz1xiNq3jv790Lf/IN9yeqJurrpu/UZ6Ed84LBK5xwOLB24qWbq8J//V/a+5s33DW7Zt99SpUr22bzkbickoZ/o4M2oPGSYI3XOL24nYU4mXbMiYDZ4YH/6m/umnn6P+//PPkfdA/TAyPW9YA9zzA7OtWCtMkw2MbfA0PW4/fqbWBzYd6YeuwTTTL5vBrp0WrEwJerTBihPlqXkLPOhZxLCgQam1fMULqTDNI06tp37y6WfOxxbMTbk3hFBGkv7RcGeufI4dbvg7kfTf335LxQaVe9HMlff+VHE7ThZRT5Qt+HBhT1n4QsIPAwjmB6Cgc/OSYVOKNlwpx6bi6LET0pk7wEacOA3iaR+b8W7S7QrjBzySCcljx75NhTnNGrXrOb5L3HyChINuzgbZvJLtBVVq6Jt17s01mN6DnLkpTB9kPdPyBb7LV67yzJ9waOz4z5EyBpNRugmxaDJmWmZ1P22QH8g2lHAgbFRD+fZ05erOOPAu6R8gNubG9FyEkYegMukAFOWfYSNGeeYeCguk4aPTTVibIM95BPZy7vUn/FMl6oMxmddik/OT6JpqWvYw17HGl5HrOPoTdC1fuGiJRybRzzAkbrWl4nfaLc9YY0aNHZ+6dfuOVPwmgb748qvUlzZsdHyTuhV7qAefhThwEi8l23voHgf8ErixcYdhSigW6X5ocUDJbVIIf8zr/h7RRkYq2kz2UX+PJF5QAMvDCPiNxDeQLnfvHz6cDk6dn5+izdS7mei6lK7znMAIMAKMACPACIRAICP2fUJ0xykaz16erphq1Ta2/zQ0pv+92qhpC9/uwnSj/L7AU9978a0kErds3eaph+/ZIIoE+PF2twezj25q3a6jJz+I+5QX16731Gneqq2bpdVwMsqZPuB45E7nESS++sW1nnkQNyWDVItYxoaM2eAZcQAJZpicNxza1w92Yh/YBtnA2AZPG2PXeZpaH9h0pEDSJpm+Pmqzr8nI29jVzRiD27ptO/Xo1Zdgki0s6df6a9apT+JWj4fNueecQ7f9Y45K+GShP4XZSDc1a9KIunRKM9Hkzhs3YbJz1d+dBlOVN95wPX129HMSG5JOFrASC4Uq5mfWT78erpshUpVdgaYt2tCu3XucFJg2ui9/Psqe/SY69ccp2v/aayQ2x1VpmMtcs2oZZcmSRaUhID7AlLkpmQEzBzDRddONN9DPv/xC4pYgfSSwkVSjelUa1L+PjAZ6BjU3FgaHoGb6YEpM2Fj39BMmnrJckIVgArFokcI0fcpElR+mD6qSCJiWr99+/52KlyxDwtGxuxnC/EDGPvzoY4KJKxDk2C27fjKGciZlVmzEkjgpR19++RVYK4KMXXnFFSSUTvTbb7+pdATefuM1uvDCNNNxtubG5FyEkYegMukBxSeCOa9avQ7BLKSbzhHzfKN4L7Nlu5q+O37CMRfnzkc4R/bsdPz4cYL8uAkmKNu0buGYfnOnBw0n61pscn5MrKkmZQ9zE2R8GbWOoz9B1/KqNerQ2++8iyqOzMJcjfxucBID/CP8StLwkWOcNgMU9xSB+cTxY0bSPXff5UkPE0nG91D2/8Brh+iZBo1lVD1z35uLVq14XsUjBbBWFS9VVplHRDl8R8Ds0AVZLqADBw865g/1+hlpOtJkH/X3yD0umOPJIb6d8N0G+XaT/n0g83R+kb7ZTLybJtYl2W9+MgKMACPACDACYRGQ32/u/YywPEyXj2cvb/jI0TRn7gLVlaqVK9LQwQNUPFIA36MDhwxX2Y89+jDNmTlNxRGA2fOKVWqoNPzdtWVjbPN3qCAOftPDjxWl3//ZO0LapPFjqFTJ4gj6Er5XHny0iFNXFti26SVnL0jGxQFyEso3GXVMhMNUeDQS1mZooRivpKaNG1LXzh1k1OozGeVMH3A8cqfzCBIf9twoEhZtVNESxYvRlIljVTxswIaM2eAZdlxBy5uct+kzZtPocRNU0/j7aefWjXTNNdlUmqmADYxt8DQ13mh8TK0PrGiLhrKBPJMvm4HunHYsTAl6kIFjs7lr99508NDrQYo7PllatWzu+COT/URF2KgWJtAItqdj0YVi46VXz25UUyiVItGPP/5IjYRd7HfeeS9SEUexNXhAX5o8dYbYxPnb55ufEiTopo27oaHDR5IwB+lO8g1fcsnF9MKyJY7fFr0AlCFDhJ8WcXpJz4oYhy1k2EQOQ0E3Z8PgEEapIRwX06v7D/h2uWSJYjR5QtqHS5g+uBmali/whiJQ3DSgL7/yKlzc7ULxNn7MCBK3D0jc8nSy/GQMGSZlFvzgF0zcJKUPPvwI0ahU/5k61Fu8UzrZmBuTcxFGHsLIpI6DHhe3UkicIlS+IvV8PY41q5Hw1YT3M0XUbdexC6UIX5duatKoAXXr0tGdFCqcjGuxyfkxsaaalD1MTpDxZdQ6jv4EWcshd0+Vq4jiDkXzhyXLRHoePnKEOnbu4euDMFId+Kfs37c3XXTRRZGKBE5PxvcQnRc3humJ4k+SuNnnGUvPbl2oYQPvwRJPAVdE9/XmylJB+LbLnTsX7dz196GejFS0oROm+uh+j/Lny+soYN2+c9WAXQEo2eAbGAeodHLzQ14kRZuJd9PEuqT3n+OMACPACDACjEBQBOR+yumuaBMm02jAoKFq2PfmuodWr0zzca4ytICuoINv3O5dO3lK6YqRtq1bUltxwDEo4e/plzdtVsX1/QmV8U9AuFNx/vaX6fcXuI+eXzRPRp0nDmTjsI6btm5a7xzKdKfJ8Invv6diJUp7Dms+N3QQVaqY5pddlrXxTEY508eZEXvI8LsMpS38/UoKIk/C6pFT/Nxzz5XVPE8bMmaDp6fThiKm5g2H3IuWLO250FC+XBkaPWJYXD2NNWdgagNjGzzjAiBEJVPrAyvaQoAeT1FTL1s8bZ8JdUwJelAssKkkrvvTq68eIGy8+Skect1zNxUvVpRq16pOV115ZUTWcGg7R5wQwQaavBEkC+MkQp5776XO4hYbbnXFItxaGzh4GG3YuNlzogjKrQcLFaJOHdo6fIT5PHr/8BGHHU6j4FSKmzZu3kLi+r+ThFMRe3ZuiToGFPz99/+Jky4LaMULq+mLL750s3PCuFlUo1oVat60ccwTFvgQw20n3FyTN/HcDHHiGx9w5cqWJmxioo9hCD8iwo+MwijShn8YHHBjp9DDhVV/cSINJ9P8CAqQweKElq5QxE2wHt27EJRAksL0QdZxP03KF/hiI3WAkDEomqEokwQZf+ihQtSxfRvngxm3G3DLAQTFIT7Q/ciUzErekMPnxAnBTZu3prt9hw+9QgUfcJTejz7ysKziedqcGxNzEUYewsikB4QIESg1FixaQmvXbXDWPb9iWKewntR7pjZhU1wS5hkK/vlCGS9vtwX5SJf1Iz2TbS02OT8m11QTsoc5CDM+2+s4+hNkLRfmM2jq9Jko7tCml9ZQzpy3OOF4/sG8wHHzpi1bnd9tPx5wNI+1plqVSlSm9JN+ReJOS8b3EIPRnVlfdumltGH9asp29dWBx4rfjBGjx6Q7MIRvGKzZfXr3EDfn95IwsejwrFWjGg3o92w6/mHkVFYOWsdEH/GN1qFTV6fpwo89SrNmTKENL28iYYo03fcTbg3jOwfrJW4R+1HQvsu6ibybJtcl2R9+MgKMACPACDACQRHI6H2fIP2KZy/v3Xffo8rVa3vY9+vTi+rUSruJ5skUEdxUE64z1H4D8seOeo7KlnlKFcW3sfBd7vk7OJpCS1V0BbZs3e5YGnIlOQebcYBSJxysrV23gfr7DvlDBvajalUre4qiXziU5bZy9GChBxxLPvphNOGOhdp36qasJYHR9dddR5s2rPVYo/E0YDiSjHKmDzEeuYMVoH4Dh1Ce3PdSpafLE/bVItHx4985B23ffe8/qgj23VatWEJ333WXSnMHcEMJB5dlnfz589LcWdOdywfucjZkzAZPd59NheOZN7+2sZfYrUdvT9bKZYspb57cnrRYkaBzBj42MLbBM9aYE803tT6woi3RmfinPoQYN1lclvucnNfffNNzdRym9aAUcdNFF2V1NhrcaRz+GwFTgh4vntich6IMG2BXCDN1115zDWFjKAzh4+PTzz4j4evKMWmFH68rr7wiDAtVFpvPn312lIS/GLr88sso1z330Lnnpm3QQKF38uQP4oc1i2P6T1V0BXDy+ffffqdLL7s03Q+jq5hvEOb7cGMO7WBust90k2OuSzcV6VvZlYhxgNcnApe//vzL+bC6Wmza5RRmuCKdjnFVjxqUGGBD9IorLo9YNgwOUCD89ONPTj9xsysWCXvnQpn4MeHE1qWXXEJ33XmH73yE6UOkNk3KF9rAKULI/BdffeV8+ELBIt9D5KO9Eye+F7cozxcyGBlflAWZkNm/OaX9K3wT0gcffOj0BbcA7rjjdgfntBKRQzbnJtG5CCMPYWUyMiLeHGD7lbjZKE2JYjMdfwDBjGQ0Qt/ffvtdp8j9BfIbueXjbi8Z1mIb82NqTU1U9oB1mPGhvM11HPyjreVYp4qJk37yMAz+8MAfIKYIBw9wsxK/p1CCnH/+eXTVVVc6hw30TQNTbbr5JNt7iPfvt//+RueI740rxLof9hCMHBvGhW8YfDNfL0wr4/fFrWTCbybkCgc83OmyPp5h5TRsnUT7CJnBZseVYgzy+wzyik00bELBrPGd4psg2kGtRMeb6Ltpal1yj4PDjAAjwAgwAoxANATk35uZcaPN5F4evgGE72rHypEcL/Y3nhaHaxrWq0u3336bs9+BcULhIfyl0zxxOBvfWpLw99f6NS949jJ279lLTZq3lkWogPh7a+mi+SoeJIA9rUceL+ZpC/WgBHxcHBDC7Tt8B+HwEw5a4VtcEvZAYKLdby/Mz21Evrx5qLWw/gSLBWj332+94xyQO3LkA8nSeeKWDm7rZBRlppzpYzQpdykpaZY+8I0Jk6BPFH6cbrrpRudwHNr64ssvaac4+L5kyTKPCVH0C7cncYsyEuEmJG4ouWnKpHFUQlxAcJMNGbPB093nsGGT8+bXtvvyBPJhJWP582kmPv3q+KUFnTPUtYGxDZ5+4zSZZmp9YEWboVnBqWqcro6X1r+40vnDO976Z2o9U4J+puLD42IEGAFGgBFgBM42BF47eIjq1m+sht1X3IiqW6eWinOAEWAEGAFGgBFgBBgBRuD0QSAz931M7+XhljzcMkDpphMOEuHQ0i9C8eFn4QdKuYXzZtED9xfwVO3UtQetf+lllTZQ+LKP5n5EFdQCuGnfoXN6NwtaMU8U1nlwSz+S5RjcVKtRpz7pSjQPE58I+M2ZOdVzqNenmNGkzJQzfSAm5Q6uNkqXq6Q3ESgOf4CzZ0Sfh6XLV1Lf/oM8/CL5+LMhYzZ4egYTImJy3vRm9x94jeo1bOpJ1m+3ejKjRMLMGdjYwNgGzyhDTjjL1PrAiraEp+JvBkOGjaD5C+M/Tb1m1XLHl4Oh7pwxbEwJ+hkDCA+EEWAEGAFGgBE4yxHo3ae/Y84YMOB21Su7tnlO/Z7l8PDwGQFGgBFgBBgBRoAROK0QyMx9Hxt7efCzOlD4apOm9YNMBqzF9OrehSoK039ugh+tRx4vqm4hwZrQK7u3Ecx5x0Nz5i1wfK/BIkYsuvjif9GQQf2p9JOlohaFJYiatevTN8eORS2HTCjuWonbbq1aNFO3/2NWMlQgM+VMH4JJufvtt9+ECc+nPDcp9fb0OHyvN2xQT7iAaRTTGs269Ruoc7eeHhYTxo2ip0qV9KTJiA0Zs8FT9jfM0+S86e22bN3e8R0t06+99hrauXVjXFa/ws4Z2rSBsQ2eEh/TT1PrAyvaDM3M6hfXUvdefeLiljVrVtry8rqY/q3iYn6aVzIl6Kc5DNx9RoARYAQYAUaAERAI4PTvw2KzQTrvLl60CE2dPJ6xYQQYAUaAEWAEGAFGgBE4TRHIzH0fW3t5P/zwAy0SZvoWL1nquJSINDXXXXut4we7ds3qvgoPKO169u6rqj9ZqgRNHDdaxeMJvPX2O455yD179/nevIOCrfRTT1KLpo0pe/abAjUBZQ8uH8yaPS+deUowyJYtm3B9crcwKdnMMYcXiKnhQpkpZ/pQTMvd99+fpBXCFCl8/B4+fIT+FObY/eiaa7LR448+Su3btqLrrrvWr0i6NJgUfbpSdeVeAgqgdatXRHUlYkPGbPBMN9gYCabnzd1cuaer0AcffuQkQVYHCp/VNapXdRcJHI5nzsDcBsY2eAYGIkRBU+sDK9pCgM5FMx4BU4Ke8T3nFhkBRoARYAQYAUbANALwH1WsVBnHnyR4T58ykYoWKWy6GebHCDACjAAjwAgwAowAI5BBCJzp+z5Qun319TeOD+Afhe/3bFdfRTfccAPdcP11vso1N+z1Gjah/QcOqiQ/31gqM2QAvm8//iiFvv3uuPCh+1+68oornAsA8KN7gbjxFA/9+edf9M0339BnR4+K5zGCUuaeu+8W/muviIed0TpnupxJsKD0PCJ82kP59uOPP9IFF15It9ycw/k/Xn/TOOwIX+6gG2+8gXCzMgjZkDEbPIOMxXYZ3DLFnJ3685RzYzXeuZL9jHfOUN8GxjZ4yrGaeJpaH1jRZmI2mIc1BEwJurUOMmNGgBFgBBgBRoARyFAEYJ7mxInv6XLhmD3oKdsM7SA3xggwAowAI8AIMAKMACMQGAHe9/GHCt+8RUuUVgfMYF5ynzAbCdPpTOERYDkLjxnXYATOFgRMrQ+saDtbJOY0HacpQT9Nh8/dZgQYAUaAEWAEGAFGgBFgBBgBRoARYAQYAUbgjEWA9338p3b6jNk0etwElVmnVg3q16eXinMgHAIsZ+Hw4tKMwNmEgKn1gRVtZ5PUnIZjNSXop+HQucuMACPACDACjAAjwAgwAowAI8AIMAKMACPACJzRCPC+j//0li5XiT5OSVGZK5Yuonx586g4B8IhwHIWDi8uzQicTQiYWh9Y0XY2Sc1pOFZTgn4aDp27zAgwAowAI8AIMAKMACPACDACjAAjwAgwAozAGY0A7/ukn95PPztKpUqXVxm33HIzbd6wVsU5EB4BlrPwmHENRuBsQcDU+sCKtrNFYk7TcZoS9NN0+NxtRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARYATOWAR43yf91P766680YNBQ+vKrrynrhRdS/Xp16fHHHklfkFMCI8ByFhgqLsgInHUImFofWNF21onO6TVgU4J+eo2ae8sIMAKMACPACDACjAAjwAgwAowAI8AIMAKMwJmPAO/7nPlznAwjZDlLhlngPjACyYmAqfWBFW3JOb/cq38QMCXoDCgjwAgwAowAI8AIMAKMACPACDACjAAjwAgwAoxAciHA+z7JNR9nam9Yzs7UmeVxMQKJI2BqfWBFW+JzwRwsImBK0C12kVkzAowAI8AIMAKMACPACDACjAAjwAgwAowAI8AIxIEA7/vEARpXCY0Ay1loyLgCI3DWIGBqfWBF21kjMqfnQE0J+uk5eu41I8AIMAKMACPACDACjAAjwAgwAowAI8AIMAJnLgK873Pmzm0yjYzlLJlmg/vCCCQXAqbWh8CKtuQaPveGEWAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARYAQYAUaAEUgMgdTU1IQYsKItIfi4MiPACDACjAAjwAgwAowAI8AIMAKMACPACDACjAAjwAgwAowAI8AIMAKMwOmKQIYp2hJt6HQFmPuduQiYurqZuaPg1hkBRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARYAR0BHjfR0eE4zYQYDmzgSrzZATODARMrQ+Bb7Sxou3MEJzTbRSmBP10Gzf3lxFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBiBMx0B3vc502c4OcbHcpYc88C9YASSEQFT6wMr2pJxdrlPCgFTgq4YcoARYAQYAUaAEWAEGAFGgBFgBBgBRoARYAQYAUYgKRDgfZ+kmIYzvhMsZ2f8FPMAGYG4ETC1PrCiLe4p4IoZgYApQc+IvnIbjAAjwAgwAowAI8AIMAKMACPACDACjAAjwAgwAsER4H2f4FhxyfgRYDmLHzuuyQic6QiYWh9Y0XamS8ppPj5Tgn6aw8DdZwQYAUaAEWAEGAFGgBFgBBgBRoARYAQYAUbgjEOA933OuClNygGxnCXltHCnGIGkQMDU+sCKtqSYTu5EJARMCXok/pzOCDACjAAjwAgwAowAI8AIMAKMACPACDACjAAjkDkI8L5P5uB+trXKcna2zTiPlxEIjoCp9YEVbcEx55KZgIApQc+ErnOTjAAjwAgwAowAI8AIMAKMACPACDACjAAjwAgwAlEQ4H2fKOBwljEEWM6MQcmMGIEzDgFT6wMr2s440TizBmRK0M8sVHg0jAAjwAgwAowAI8AIMAKMACPACDACjAAjwAic/gjwvs/pP4enwwhYzk6HWeI+MgKZg4Cp9YEVbZkzf9xqQARMCXrA5rgYI8AIMAKMACPACDACjAAjwAgwAowAI8AIMAKMQAYhwPs+GQT0Wd4My9lZLgA8fEYgCgKm1gdWtEUBmbMyHwFTgp75I+EeMAKMACPACDACjAAjwAgwAowAI8AIMAKMACPACLgR4H0fNxrxh9999z1avnIV/e///o9uuvEGatGsCZ1//vnxMzzDarKcnWETysNhBAwiYGp9YEWbwUlhVuYRMCXo5nvGHBmB5ELg1KlT9PHHKfTpZ0ed/0+cOEGXXHIx3XLzzZQnT27xzJFcHebeZDoCv/76K1100UUk19lM7xB3gBFgBBgBRoARYAQYAUaAEWAEzjoE5N8jqampZ93YTQ64YpUa9J/3DyuWmzespVtuuVnFz/YAy9nZLgE8fkYgMgKm1gdWtEXGmHOSAAFTgh5tKO8fPkL7979GqeI/nc455xy6Jls2uvuuO+lmobA499xz9CIcZwQyHYGt27bTcyPH0mdHj/r2Be/Rk6VKUKcO7TJM4fbFF1/Sjl276b3/vE8nTnxPJ0+epEsvvYTuvON2uuOOO+gu8bzt9tso64UX+vaZE+0hAHkZMHgYHTv2LV115ZW0auXzdP1119lrkDkzAowAI8AIMAKMACPACDACjAAjEAGBjNj3idD0GZP8wQcfUrmKVdV4bhQ32rZv3sCHKhUipLBgha4LFA4yAoyAg4Cp3yFWtFkSqKOff06ff/6Fs5GJJnLmvIVuu+1WuvSSSxBlCoiAKUGP1Nxff/1FDz7yBP3400+Riqj0Cy+4gO6483YqUrgwNW/aiLJkyaLyOMAIZBYCz40cQ7Pnzg/U/I03XE8vrlpOl116aaDy8RQ6efIH6vlsX9q+Y1fM6ninevboSrVqVItZlguYQ6B1u460Zet2xXDE8CFUsUI5FecAI8AIMAKMACPACDACjAAjwAgwAhmFgO19nzDjsL2X99XXX9P34iDqeeefRzfnyEFZs2YN072IZUeMGkuz5sxT+S2bN6WO7duouF8ACico6L7+5hgdP36czjn3XMp29VWU/aabnD1Mvzph0v744w8Cnikpnzp7bv/610V0w/XXO4dvTY07TH+SSc6i9TsRGfnzz7/or7/+jMbek4fLBeeKebdFNmTMBk8T449n3sLOl97Pc84518qFEBsY2+Cp45FI3NT6wIq2RGZBq4vbAQsWLaFNm7c6PyZathPFRnf7dm14U9MPHJ80U4Luw9pJ+j9huzp3/oKRsiOm58x5Cw0Z2I8euL9AxDImM6C02Lh5C/0lfjQLFMhPtWtWN8k+YV7J3r+EB5ikDA69/gbVrd9YfEj9pXpY4L78VLDg/ZTl/Cz07nvv0Y6du1UeApCd/n17e9JMRfYfOEhduvekb789HoplsaJP0NBBA+jKK68IVY8LpyEQ5h1s17ELbdy0RVUeNmQgVan0tIpzgBFgBBgBRoARYAQYAUaAEWAEGIGMQsD2vk+scWTEXt6PP/5Iw0aMplWr16juFC9ahKZOHq/i8QawH/BE8SfVQX/w2fTSmojKst9+/51mzpoj+rKWoBzwo9vFRYE6tWs6+wdyfvzK6Wn/+9//aO78hc44PxdWbv78M73S57zzzqNHHn6I+j7bg3Jkz66zsBaX48CGfzJSojIyfeYcGj9xMsGtSFCCom3R/NnG9zZtyJgNnkFxilYu3nnDhY+iJZ6iX375NRr7qHmQ6aGDBxjbz7GBsQ2eUUGJM9PU+sCKtjgnwF0Ni/TkqTNo6vSZhBMbQeihBwvSuNEjeWM5BlimBD1SM7qiDebTCj5wv1P81J+n6Cex8H333ff04Ycf0p8uZQYKoG+4idP32Z6EHyeb1KFzN9rw8ianiZw5b3E+mmy2F5Z3svcv7HhOl/L6zaTOwjRk82aNPd2H4r9th84q7S5hBnXd6hUqbiqA03Ojxoz3KP3A+9prr6H78ueje+6+i74RJ+XeEQ6aj4hTc/pame3qq2n9mhfoiisuN9Wls4pPmHcQt9kGDhnmKERhFnf6lIl03XXXnlV48WAZAUaAEWAEGAFGgBFgBBgBRiA5ELC97xNplBm1l4e9nEFDhtOJ77/3dKXwY4/SrBlTPGnxRPa9up8aNG6uquYVPtpXLlus4u7Axykp1KZdZ8IzCD326MM0ecLYQDfvcDgcFne+/PKrIKypRbMmwr1F20BlTRTKLDkL0ncTMlKpak3HdUeQ9txl+ok9TShVTZENGbPB08R4E5m3d8XeWOXqtRPuRqsWzahDu9YJ87GBsQ2eCQ80AgNT6wMr2iIAHCZ56/Yd1KpNhzBVnLJlSj8plG0jQtc7myqYEvRImOmKturVqtDgAX3TFcdJg40bN9Nzo8akO22A20G2b5iF2URP1/kMSEj2/mUABJnSRMmnyiu/bDDBsGPry8ruuLtDbqfIOD32n7dfd2cnHIY5iKfKVvScnILT5amTxtFtt96ajj9OufUfOJReWP2iJ69JowbUrUtHTxpHgiEQzzuIebhAmO9kYgQYAUaAEWAEGAFGgBFgBBgBRiCzELC97xNpXLb38nDQtN/AwemszMj+mFK0devRm15cu16ypb69e1DdOrVUXAa+//4kQRnz9TffyKRAz9JPlqLxY0dGLbti5Srq3XdAxDL4uxN/f7qpYf1nqGf3Lu4kq+HMkrNogzIpI+UrVaMjRz6I1pxv3rgxI6nMU6V888Im2pAxGzzDjksvb2LevhA3PouVKqOzDh1v1OAZ6tEtsffIBsY2eIYGJ0QFU+sDK9pCgB6p6JKly8Wm8RCVffVVV1GFCmXp7jvvdG6sffLpZ7Ry1Yu+C960yRMIZtOY/BEwJej+3ImCKtpkfSgUOnTuTjh5IAn+rjZtWGv1dmI8m+iyfxnxTPb+ZQQGmdFGrrz3K+UWTDtsWLfatxuly1VSJ9agkNu5baNvuXgTu3bvRWvWvaSq58lzL82aNiXm7bRxEybTlGkzVD34bNu2ZYOwC3+1SuNAMAT4HQyGE5diBBgBRoARYAQYAUaAEWAEGIHkQsD2vk+k0dray8NNuSXPL6NRYyfQr79GNgtnQtH222+/0cOPF6P//ve/zjBxsPaVXdt8/xbXLeKgAg6b1xNKuRzCX9zJH07S3ldepXHjJ9Hx777zwIabd+ivH73+xptUr2FTj9WaSy+5hKpUruiYJLy/wH3OfhmwgIWbnbt202sHX6cG9etShXJl/VhaScssOfMbjA0ZcSvarrrySqocwD0EfOVBUXPRRRf5dTN0mg0Zs8Ez9MD+qWBy3sBr3vxFoRTfsLy2aPFST/eHDOpP1apU8qSFjdjA2AbPsOMKU97U+sCKtjCoRyiLDWZsNF922WXOteeq4sfk/PPP95SGmbSevfvR2vVpm9EoULFCORoxPE1J56nEEXU7BwuQDQqraEMfYO+4Zp369PY776ouYc5hFzcSwcHl+++/T0fFiYWTwlwAxnPd9dc5TmDhaFa+0O76qPPDjz84Sb2e7adOQd144w3pzADgI0aXOckrnrZl3WjPePqH9+Dzz7+gU8JON0wEBlGowJ7vV199JUwSphJ8HLo/AGCL/OjRz+kPMSd63kcfp9Dhw0fohx9+oNtvv53y5c0dyNyBPmbYS37/8GH68KOP6fLLL6dcwgRijhzZQ5kLhYmIlJRP6FOhdEdfMW6Yc4BZxUTosSIllD80KKle2b2dLrnkYg9L+Ghr3irNHEPRIoUdU4GeQglEgEv5ilWVyUisgzvFzbp//etfgbi2FLeBt4lbwZKeER/5fcQJPJ2Sea7xPn/22VH6PyHfMMGI9xGEE0oHDh5y/ui5XrzvDz9YyBeXeN/ReN5B9Av9hTmP/4o/yq4QMp0tWzDFJuzrp3zyqfNe/SL+SLo1Z0664/bbAh0yiIQR+oN37DWB07Fvv6W77riD7sl1N2W98EJkBSZb71jgDnBBRoARYAQYAUaAEWAEGAFGgBGICwG5H4K/GTKSbO3lTZw8jSZOnuoZCvYSCtyXj+BbW5IJRZscg+QZye/b8ePfUeGiJT0uUerWqSluv/WUVdUTPtfLV6pKJ0/+vR+FjEh7l1D0FS9Vlr47cULVx37HnJlTCW4rkokyS878MLAhI25FG9wVLZg7y69pa2k2ZMwGz0QAsDFvYfqzQVha69Cpq6oCRemenVvUHpTKCBGwgbENniGGFFdRU+sDK9rigt9b6eeff6Gt27ZTsWJFCLebIhHKlSpd3mOXGX6L1qxaHqnKWZ9uStAjARmPog28Xt1/gOo3aqbYop/bN28gKMHcdPjIEeEIdhFt2botnclJWS537nupT6/ujh8rmYYnPsywiAeh8uXK0OgRwzxFE2nbwyhCJJ7+DXtulOMYFyzPFX7t1gmfXLiJFY3cZg/hMHfe7OmqOBTXXbr1cuKwHT5n5jR66+13aPDQ55ynKigC5557LuW+NxeNGDY4olNgd/mdu/YIZ8WjHOWY/sEPZV/J4kWpX5/edPHFkRVKuAEJG+XwieVHDxZ6wOERCwO/ukjr1LUHrX/pZZXdrk0ratMqzTb7wUOvU6u2HQnOWUGQ0yUL5xJOlJki/TZb44b1qXvXToHZ796zl5o0b63KYw09uH+PistAMs/1uvUbqHO3v/9Awfv8grCHj9t6M2bO9vwho3/sJvqOxvMOAk93f+FfEh9m0ZTeb7zxbxr63Eg6LMxQYM3UCaflGtSrS00aNxTvmb+/SnebwGjV8iWOcg1+/d4RhxbcPjCxNpQqWYKGDRngUazr7SJu+x3za5PTGAFGgBFgBBgBRoARYAQYAUbAHAK2930i9dTWXl67jl1o46YtTrP4e6uGuDUGX2RvvPmW5xCsCUVbo6YtnFtocowTxo2ip0qVlFH1nDNvAQ0fMVrFYYVm6aL5EQ9sw/cUrKZIwkHa/Xt3pHM9sGz5SurTf5AsRtddey0tnD+bbhaHk5ONMkvO/HCwISOZrWizIWM2ePrNR9A0G/MWtG2Uq1azrmevE26M4M4oEbKBsQ2eiYwxSF1T6wMr2oKgbbAMlALuW224hfL2m68ZbOHMYmVK0COhEq+iDfzqNWxC+w8cVKx1M6CrX1xLuInm3kBWhbUAxjlW+Otz20XuKz5WloqPliCkK6ASbTtIm/H07/llK6jfgMGKfbMmjahLp/Yqrgc++OBDKiduS0mqVrUyDRnYT0aFj6814qbo3z71oLQq8kRhGjV6XFTMcZNu9oypjtJNMXIFIBMjBY/5Cxe7Uv2DObJnJ3zI5rrn7nQFPhE3fyoK++c44RWNYCph1Iih0YpEzIOJhlp1G6h83AJaL5SXN4ibf/MWLKLRwlQFbmBKatSwHvXo2llGjTzLPV2FPvjwI4cX5HjLxnUEXIISbqoVK1mGvvr6a1Xljdf2pVNgJvNcu/t25513ODfX/OSnwH35aeni+c44Tbyj8byDaNzdX8RhShQmRXXCjbmp02fS5CnTor5Tsl6BAvlp1PChdNNNN8ok9XS3CYzKlylNY8ZPdG7XqUJaAOUWilN4eGf9KCPeMb92OY0RYAQYAUaAEWAEGAFGgBFgBMwhYHvfx0RPw+zldev5LL24Zh3lz5eX+j7bU+096NZmElW04eZZ4WKllHUZWFbZt2c7ZcmSJd2Q3UoYZM6cNomeKPx4unIyAfsIMEkpD+0i3U+Jp/PFpj82/5ORkknObMiIey70Q74ZMR/u9tGeCRmzwTMRLGzMW9D+vPHmvx3rarI85Pll4T7m1ltzyqS4njYwtsEzrsGFqGRqfWBFWwjQTRQdJU7vz5g1R7HCD+GhA3tVnANeBEwJupdrWiwRRRuczcLprCTc4sFtHkm6Pdpbbs5BuXLdQ9dky+bYu8atODiHlHT9ddfRxg1rlMk0mAAYOXqsk/3ddyfUxxMSrrkmm6zmPOvUqkEtmzdVaYm2rRhFCcTTP5hxfPSJEsp2Nzb3dwgzg3Ke9ebGCtvg2OiXtGDuTHpImN+T5N68l2nyiRNXeXLnEqYlv/AocZCP927X9k2+ZvzgbxG22iXh9tqjjzxEdwuzB5iHfa8eoM+OHpXZjsnKzS+vS3cSrHK1WvTue/9R5fARXbDgA0Kx8Bf95/3DjilQOAMuWaIYTZ7w9zyrwiECbTt0pk2bt6oat916K513/nken5DAt2P7NtSiWRNVzlQgX4EHCeY9QbgxuGrF86FZw2kynCdLWrd6RTozE8k819H6BuxxmxJ/qMibXBiniXc0nncQbev9jaRo098F1IVpUMwzxvTOu+96zIkgH6Yk165eme5mm94mykoCzzvvuN25nXbs2Lcy2Xm2atGMOrRLu/Hozsyod8zdJocZAUaAEWAEGAFGgBFgBBgBRsAsAnI/QLckY7aVxLiNCrGX9+VXX9Oxb47RfcJUpBwbWjetaJs9d75jQUeOrEb1qjSofx8ZVU/9ADP+ljskrMjEcvfQvVcfwgFRSZUqVqDnhqbdXntX+FurXL22zHbcWOzduTUulx2KicWAnItkkDMbMuJWbphWtME06IfigDUwvFO4e7jyyis8M2VDxmzw9HQ6joiNeQvajTbtO9HmLdtU8ccfe8S5RKAStECsOUNxGxjb4KkNzUrU1PrAijYr0xOZ6bP9BtLyFS+oAjlz3kKbXlqj4hzwImBK0L1c02KJKNr00wRwPgknlJKghIMyDj6xmjdtLOxx55dZzvPHn36iNu060oHXDqn08WNHUuknS6m4DODKPq7ug3LmjC0zJttGm7EoTP90xdDiBXOo4AP3+zZR8qnySqkFEwRQCMD0gqRIm/fw89VebM5LX1lv/vstatyspcd8p99JK9yQKVOhMsEXFQhKqykTx3pMTf7++/+o38DBng/Ovr17UF3RpiScLIP/NEmtWzaj9m29ygIoWefOX0B3CAVDIg6A4aQYt8rc9tNlu3hCgYuxQg5NE364HxGn3CSVKF7MwUvGgz4nTJpCk6ZMV8WnTh5PsC3vpmSda/QxUt+wJnTv1tlRnh96/Q3nZKE022n6HQ3zDur99VO06e8CzDn26tmN8G65CWZRYcIUSmNJw4YMpCqa42W9TVkWjpfxbsC2OGjWnHnOjVL5xw+UcLt3bFYHEGS9jHzHZJv8ZAQYAUaAEWAEGAFGgBFgBBgB8wjY3vcx0WMTe3mmFW1uxQrG+Pyieb5uInQzkPny5qEVSxfFhGXu/IUE9x+S9I39xUuW0oDBw2Q21atbm54VblGSlU4HOUtERtzyYFLRBv/uZcpXUgesoaDduP5Fuvbaa9RU25AxGzxVhw0HEpm3IF35/PMvqKRwRQWLUJJmTZ9MhR9/TEY9zyBzhgo2MLbB0zM4SxFT6wMr2ixNUCS2T5WrSCkpn6hs6VdKJXDAg4ApQfcwdUUSUbRBwfFo4eKKGzbQ8WEjCVfsf/rpZ8qe/SaZlO55RPg8wo+hpK6dO1BT4edIpzCb6Khrsm29L37xMP2D898WrdspNpFOXeE2GG6sSAIuwMdNfpv3A8UJrpriJJdOu3bvoaYt2qhk3KCBmUU3tWzTgbZt3+EknXfeefSy+Hjwsy3+xx9/EJSA0tzhjcJU446tGxWr3XtfoSbNWqk4/DDCH6MNguIPdtmhyNGpedNGhBtBUonhzh80ZDh98eWX4ubReaJMU2XOwl0mVhgKzBq166lidWrXpH7CNEZYwg1C3J6S1EcoLnWFTrLONfrs1zfdzKkcm3yafkfDvIN6f/0UbfppqRHDhzgOsGX/3c99r+6nBo2bqyQoxbdtfslzy1NvE4Xbtm4p/m+h6slA81ZtndOeMr565VK6V9wGdlNGvmPudjnMCDACjAAjwAgwAowAI8AIMAJmEbC972Oityb28kxuxsPfd4VKaSYase+0deN6zw06Oe4Fi5Y4fuxlPKhCDH7rm7VM20NxW2gBL7hKWbnqRcmWxo0Z6XGHojKSJHA6yFkiMmJL0QZLOl279/LMoj7XNmTMBk/PIAxGEpm3IN0YPPQ5Ah6Scua8xVF2SpmW6fIZZM5Q1gbGNnjKcdl8Sizloe9422JFW7zIxVFP/yEEiwH9nqVaNdIULXGwPaOrmBL0SCAlomgDzztz5VOs777rLmEyLc3koMqIEch3/0PKjxdkATKhU5hNdL1utHiQtqPVl3lh+ofbYo8J85Envv/eqX7ZpZc6dsTPP/98yc55jhg11rndIhPXv7iS4LPJTfrmPUzMQbEUiUqVqUCffvqZyn5l1zbKlu1qJw5ZyCvMIMoTIrEUJdNnzhE+0MYrXm+9vl8ptHQTCu3atKI2rdIUEapSgoH3Dx+hTl160McpKb6cJo0fQ6VKpimDZSH8cNx1b9oNS5w6w8d2WFq3fgN17pamWMPNJNzeC0urhK+9Hr37qmpdOnWgZk28CudknWt0Wu/bXcLM6KrlSzyKJjW4kIGg72iYd1Dvr65ogxKw4MOFVU9z5oz+EYeCULhC8SoJSmwosyXpbUZSsqE8bsnBtKak6VMmpruRmVHvmOwDPxkBRoARYAQYAUaAEWAEGAFGwA4Ctvd9Eu21qb08k5vxw0eOpjlzF6ihYb8B+w5+pLvkCLo/8dHHKc5NJsnzxhtvoB1bXpZRqlilhuMWQybAjcRtt91Kr+x7lV5//U3nYC8s71wofMnfJvxI3S7yYNEHvusyg5JdzoBJIjLiVrThsHX5cmXo/4TlmT/FLajLhaWYHDmyU47s4v8cNznWm4LOwbLlK6lP/zSToagH9ydwgyLJhozZ4Cn7a/qZyLzF6stPP/9MhYuWov/+97+qKA6446B7JAoyZ6hrA2MbPCON02S6qfWBFW0mZyUGr569+4kN2bTTHrgxs2/3Nrr88stj1Dx7s00JeiQEE1G06ZvRDxZ6gBbOmx2pqYjpbvOIT5cvSyOfG5qubJhN9HSVoyQEaTtKdZUVtn8wPwAzBJKmTBpHJYoVlVHhxyyVipYorW6MQXEBv1066Zv3usJAL68r714QypA8ue91ikFZVbpcJVUl2g0eFNq4eQu169BFlXcrAmFG776Cjzh+uWSBhvWfEX70mhh736Fkq1u/Ef388y+yiXTPCy+4gObOnp7OfAR+qB94MO2K+XBh6q+yZuovHTOfhA0bN1OHTl1VDm7Qde7YXsWDBnRFm26KE3ySda79+rZsyQK6L3+aEj4oDn7lgr6jYd7BWFi+/c67VLVGHdWdnt26UENh4jEaLRUf331dH9/6Ox2rTTdv/Q/ZwQP6UvVqVdxFHFOVtt8xT4McYQQYAUaAEWAEGAFGgBFgBBgBKwjY3vdJtNOm9vJMbcb/+edfVLhYKTp+/LgaGvzG33JzDhV3B3Sf6L16dKUG9eq6i/iGYcGnSPGnVB5MBr55cJ+Kw8ITLD1JgmJnx85dHpcdMs/9hFuLwQP6qUPP7jyb4WSXM4w9ERlxK9pi4Zg3T27q1qUjFSr4QKyi6Q7CosLMaZPoicKPq7o2ZMwGT9Vhw4FE5i1WV+BeA3uZki655GLas2MLXXTRRTIp3VM/vIwC+pwhzQbGNniir7bJ1PrAijbbM/UPf/jzqlW3gaNAkE1WqVSRhg0ZIKP89EHAlKD7sHaSElG0vfef96lS1bQTBNgIxoawHx0//h3tEeYEvxYOcfEx9K2I/+9/vztF9716QPkEs6FoS7Rtv/HoaWE2+VFX30iHXzr4p5OkmyTs3rUTNW5YX2arZ5jNe1Ra8cJq6t2nv6oP/2vwKwbatmMntWydpiSCg+BsV/99201VcAXgn+zUqVMqZcbUSVTkibQPDd3vGAriVFG5Mk9RrZrV4zLVKBtD2xUqViM8JcEEZ5eO7ahhkxYEs5uS8CMMBXCue+6WSaTLrt8PriocJfDW2+9QtZppH+jxrmnTZ8ym0eMmqJb8+pPMcx22b2qg/wRMvKNh3sFY/dVvKvrNhz6G1w4eEorfxipZV87FalNVFAHd91+kPwRtvmPu/nCYEWAEGAFGgBFgBBgBRoARYATsIWB73yeRnpvcyzO1Gb9n7z7HB70cF26ILX8+7SCzTJdPuO6ACw9JQwcPoKqVK8poxCduoz346BOe/PfeOqQst7itr3gKBYjAF/c8cShYdxEQoGrcRZJZzuSgEpERuF5x7wVJntGe2A+bOG6UcClybsRiOEjeoXN3elvs/wjbpOIgd34aM3I44fKIJBsyZoOn7K/pZyLzFq0v2HMsVrIMfXPsmCoGP/c9xGHoaBRkzlDfBsY2eEYbq6k8U+sDK9pMzUgUPjCVV1EoZOCPS9LVV10l/D+tJvy4MEVGwJSgR2ohEUXb5i3bCH6MJPkpgzDnQ4aPJGxCS5OEsrzf06SizVTbfpg8nXwAAEAASURBVP3U08Js8su6T1euTriVBbpA3Lx6dc8Ouvjifzlxt/3hc845h3Zv30zXXJPNyXP/E2bzHvX0OcPtQWAOmjtPOPodkebo10kM8c+CuTPpoQcLqRp47wcMGkq46eNHuAHZp3dPj3k9v3J+abqZiIoVyhFu4IGgtKlZtz59/vkXqipuzS6YO4Ng3hQ0f+FiGjJshMoHvtddd62KBw2grUefKK6K40QTlDJhaeCQYbRo8VJVDWvjbbfequIIJPNch+2bHJjJdzTMOxirv5OmTCcosSS5b2vKNP354UcfU9kKlVVyi2ZNqFOHtioeq01VUAT0G5eRFG023zF3fzjMCDACjAAjwAgwAowAI8AIMAL2ELC97xNvz03v5ZnajO/SrRetXf+SGla/Pr2oTq0aKq4HcOj/9TfeVMlQkpQrW1rFIwV++eVXKlDoEZWdJUsWOrR/rzAFeYE4LP4X3ZPnPpXnDkABkzdvbrrz9tsdn3GffPqpowACPzfFaxXKzSNMOFnlzD2GRGRk5uy5zr5K1ouyOqYiL7nkEjrnnP/n7BEd+/Y4fSduH/r5n2rerDF17tDO3Y3QYRsyZoNn6IEFrJDIvEVrQj8Ejf1R+GK86aYbo1ULnGcDYxs8Aw8ogYKm1gdWtCUwCUGrYrN98fPLPMV1x5GeTI4oBEwJumKoBRJRtE2dPtOxZytZ6qbSPvjwI+eGxw8//CCLqCf8kclrvjBBKcmUos1k27Jv0Z5hNvklH13ZI80XQiH5uLA/LM0gPPzQgzR/zgxZzfMMs3mPivqP1OgRwxy71cjTr2PjNtu1116DrJh0szDRMFIoutwnemSlfa/uJ8jKgdcOyST1xIfquDEjPGYzVWaEAD6MChR6lH799e+PVNxY27Vts1JSotqXX37lKNuOHftWcYGybe6sac6JscrVaxN8XIHgNHnbprSPdFUhQAB9yXNfIcJ7BIK9762b1geo6S3i9u+Fd/6t1w84H+/uUsk812H7hnGZfkfDvIOx+jtm3ESaNmOWgh9mW2G+NRp98MGHVK5iVVWkZfOm1LF9GxWP1aYqKAJBFW2yjul3TPLlJyPACDACjAAjwAgwAowAI8AI2EfA9r5PvCMwvZdnYjMefpoefqwo/fb73xaSsLcElzTRDvE3ad6adu/Zq2AYMWwwVXy6vIpHCuiKNmzyv/fW6+L20zn022+/EW60uQkXCqC0qVSxAl0qlDxugtWSHj370G5h6clNc2ZOo8cefdidZC2crHLmHrAJGXHzc4c//fQzmj1vAa1+ca3aw0E+5nXhvFlU8IH73cVDhW3ImA2eGBT2YHFQOBbdccftdNmll8Yq5uTbmjf9liJuIMIylymygbENnqbGG42PqfWBFW3RUDaQt2DREsLtHDfpZvLceRz2ImBK0L1c02LxKtrwUVHiyXIee9TuWzh+NrOLFy1Cz9St5Sg63B9BT5Z9mj755FOnUyYUbabbTkMrcijMJr/k8v33J+mxIiWU+cVHHn7IMR0AhdQzDRrLYvTc0EHOh5pKcAXCbN6j2uIlS2nA4GGKw9JF86mAuPYO2rR5K7Xt0FnlTZs8gYoV9ZpJUJlxBPBD/vyy5bRi5WrHv5RkgR/ujRvW0FVXXimToj6/EeZHYY9dUqT1BB9RzzRsQm5lG24M1q5Zg2bMmiOrU6sWzahDu9YqHjbg9iGGuksXC0zv+xvTILx0BU22bNnolV1b01VN5rkO2zcb72iYdzBWf5eveIGe7TdQzUGQP372vvIqNWraQtXR39tYbaqKIhBW0SbrmnrHJD9+MgKMACPACDACjAAjwAgwAoyAfQRs7/vEMwIbe3kmNuOhJOneq48aUpCN967de9GadWmHawf170NwPRGLTnz/vaPUk+WuvPIK2r93pxP1u9GGPJSJRDBnBzN4br9u8BUHCyYZQckoZ/q4TciIzlOPr3/pZerUtYcnuVrVyjRkYD9PWpiIDRmzwRNj0hVBkcYZzT2QXsfGvB089DrVqdfI0xTcwuAmqCmygbENnqbGG42PqfWBFW3RUE4wDydGmrdsS3+KGzqSYLpt2ZL5jq8mmcbPyAiYEvRILcSraNNvs2FeV69c6pzsQVuwi4yTB5Jg/xp2sP3ItKLNdNt+fdbTwmzyu+u2bNOBtm3f4SThFA0cek6aMk0opFY4aRfCpOTeHQSnu34UZvMe9Xs9249WrnpRsXKbTPzP+4epYpU0cwuxzC8oJiEDUHzBZjH8pEkKc8M1JeUTeqpcRVnVcUAbyVzj0c8/p2fqNxG+Ab9R5d0B3MDbvnlDXGYjJZ8OnbrRho2bZNSx9R5J1lUhVwCKTyhAJdV/pg717tlNRtUzmec6bN9svKNh3sFY/X11/wGq36iZwt7PLK7K/Ccwd74wvfpcmulVtxIbRWK16eYXr6JN8kj0HZN8+MkIMAKMACPACDACjAAjwAgwAvYRsL3vE3YEtvbyTGzG4+80/L0madL4MVSqZJo7B5nufg4V7kzmLVikkmAmEDfPYhEO75YqU0EVu+P22+iltatUHNZtoDyTdHD/npg3gCZPnUHjJ06WVah4saI0ddI4FbcZSDY58xurCRnx46unde7W07H4JNNz576XVi1fIqOhnzZkzAZPDKxCpep0+MiRmGOMto+rV7Yxb+79UrSHfee1q5frTScUt4GxDZ4JDTJgZVPrAyvaAgIethg2Up9p0ESZd0N9+JiCg9Ibrr8+LLuztrwpQY8EYDyKNph8qyV8YP388y8OW/Tx+UXzPLd49NNP+MHCD5cfBVG04bQJTp2AYNLwFWEaIBKZbjtSO+70MP1z19uydTu1btdRJXXt3IFmz51PuO0Ggt1w2A+PRPrmffOmjahzx/a+xfEB+EjhYmreoGR6582DSjmqm0W4v8B9zrz6Mksw8dPPjlKp0mmmGrp06kDNmjQMxPVbYVsbNwEl3ZwjB21+ea1j+1ymuZ9fff01NW7aij5OSXEnO2ETtrihoKwkfFBKW99Zs2alF4S8337brena0xP+/dbb1KBxc4L5C1DWCy+kbVs2EExO6JTMc633bee2jVHXeRvvaJh3MFZ/v/jiSypWqoyaAvjLw43dSARzr0+Jm7mQaxDWRPhcdJ9mjNWmm3eiijbwSuQdc/eFw4wAI8AIMAKMACPACDACjAAjYBcB2/s+YXpvcy8v0c14WLcpUuIpwt9fIFhKgtlImI+MRlOmzaBxE9KUW3Xr1KS+wl98LNqzdx81btZSFXvowYLC93uai4FCjzxBblcpOMQby3fU5i3bqE37ToqnDeWBYq4FkknOtK6paKIyohjFCOh/n18gDrn/+9B+tT8Wo3q6bBsyZoMnOt6t57P04pp16cagJ7Rr04ratGquJ/vGTc8b9jOwxyLfdTQ6bMhAqlLpad/24020gbENnvGOL0w9U+sDK9rCoB6w7Ecfp4jrnQ3p5MkfVA34R1qycG6gzWdViQNKeSA38U1DEkbRhqvxs4Rz0QmTp9Iff/yhulKlUkWx4Hlvq8EJ6cjRaadyVixdRPny5lF1ZGDZ8pXUX/jwg5NdUCTTkTA/is150Lni5tf+V3ZGtMFtum2n0Rj/hOmfmxVwhNLI/a6483FT64nCj7uTPGH94wCZTRs3JCjsdJo0ZTpNmDRFJfsp8dy+y1AQPs0efeRhVSdoQPpPi3QTDx+j+CiVhBtcuMkVhPAuPPDQY0phiDowtQCTC5HojTf/TTXr1E+X/cD9BWjyhLF0xRWXp8sLk9CqbUfaum27qgJzmNOmTCAoKyMRbLO3bddJ2ZZHuWZNGlGXTv6K0mSda/Rb71ssRZuNdzTMOxirv/iYK/d0FcJvmSTdFKRMxxPrWJ/+g1SS37sVq01VWQSCKNpsvmPuvnCYEWAEGAFGgBFgBBgBRoARYATsImBqgzPRXtrey0t0M37GrLk0akzaPlOtGtVoQL9nYw57ydLl1H/gEFUOpudggi4WLX5+GcFPnaQypZ+kcaNHyKhz2w233iRBCQdlXDTaKiwatRKWjSTlzZObVi5bLKNWn8kiZ9EGmaiMROPtztNdtvytaHtVKNrOdRcLHLYhYzZ4YkDY7/j1178Pe0caIGQFrleCkul50/1D4hDzrm2bCPNkkmxgbIOnyTFH4mVqfWBFWySE40z//PMvqNYzDQi3TiRhs33B3JmUJ8KNJlmOn+kRMCXo6Tn/naIr2uDvqmf3Lk4mlECff/EFfSI+HPDxsP+1g3TkyAceVlAobNqw1nNzAwV0f0Vw7jpWfJBIR5pQrI0dP8njKwv1Iina9I15tzIJ5gGzXpiVsmW7GiyMt+0wjfFPmP7prAYNGU4LFz+vJzs+y/YKX13Rfuj1zXvJBPaluwqFDRTc8Ke3TPicwvVlN61bvYLuuutOdxLpNpDxI9ajW2eqUyvNpKSsgHf8pZc3Or7dKpQvK3yfVZdZhGv4W7dup/pC+VXvmdqeG1qQK/i/gm11SWH9mg0fOZrmzF0gqxNu56Gd1i2a0yWXXKzScTPp+WUraKFQ0v7uMumgCogAfKLBRnsi/ujeP3zEMbvpVogDuwb161L+fHkpz733Ojd6v/zqa3pL3GI79MYbtHTZSuWfD/3BRwxOwGHO/ChZ5xp91fsWS9Fmen1AH8K8g0H6q/8BhLW4R9fOwpZ/FbrooovQpKMkxeGDiZOnOXH8g9OUm15ak+4kY5A2JZMgijbb75jsCz8ZAUaAEWAEGAFGgBFgBBgBRsAuArb3fYL0PiP28hLdjC9boTLBL7WkoPsIOBSLw7GSsH/w2r7dMRUJ7Tt2pZc3bZbVqH3b1tS6ZTMVx8003FCTFMTlAHzFwYeTJOxDTJs8QUatPpNBzmINMFEZicVf5uNGF252Sbrxxhtox5a/rWjJtDBPGzJmg2eYMYUpa3LefvzxRypctJTnUHqrFs2oQ7vWYboUqKwNjG3wDDSYBAuZWh9Y0ZbgRLirY+O9pjApiM1tSfAxNXvmVCr4wP0yiZ8hEDAl6JGa1BVtkcr5peOmVd/ePSh79pvSZWOjuHipsoQFUhI+ZnC654IsF9CBgwcJpgp1iqRog4m96rWe8RSHCdIsF2RxlIBFixSm6VMmOvmm2/Y0GiESpn86C/gqg+lBnerVrU3P9uquJ3vi+ua9OxPv3k033UifHf3ccwMRZaJ9zMGUJUxaugkmGWAK8Sbx8fHzL7/QUcHTfdsHjoShrJLUtEUb2rV7jxPFvN+XP58jJ6f+OCUUtq95FPEwy7dm1TLKkiWLrB7z+d2JE1S1eh2CWUg3wc8dPpCgdP3u+AmCElanHNmz0/Hjxz0/2igDE5RtWrdwlL16nSDxRUJZOnzkGMI7FZZuueVmGj9mJN1z910RqybrXKPDet9iKdpsvKNh3sGg/cUtSNyGdBNu1N4m3gXQx+LGm9sHKdIi3UoM2iZ4AJ8HHnwMQYf8bmzafsdk2/xkBBgBRoARYAQYAUaAEWAEGAG7CNje94nV+4zay0tkM173KY+/37dsjG3+DmOHNZCHHyvqOXwby7cb/q5/8NEiHnc42za95Nn/gsUgWA6SlDt3bD9f+kFr9yFyycfWM7PlLMi4EpGRIPxlGfhXh591SSWKF6MpE8fKaOinDRmzwTP0wAJWMDlv02fMptHj0pTP2FPcuXWjc3g9YHcCF7OBsQ2egQeUQEFT6wMr2hKYBHdVmL6r/UxDjx8kbJzjZAZuMzHFh4ApQY/U+qlTpyh3/oIeu7eRysr066+7zlEAlSxRTCb5Prft2EktW/ubwZMV4Isqd+5ctHPX30qZSIo2lNed3koeeKIvMAEoyXTbkm+0Z5j+6Xxgpg6+79wEP1+xboHqm/e4keg+ceXmJ8P4gBj13BB1K0emy+ePP/1EQ4SpzhfXrpdJMZ+w2wz7zZJ0558yXX/i9tkLy5YQFE1h6ZNPPqXmrdoqv1ix6kPx2KhhfcfGdIqo265jF0pJ+cRTrUmjBtStS9pJN09mgAgcynbs3MOzDsaqVrFCOerft3fE+ZD1k3Wu0T+9b7EUbahj4x0N+g4G7S9MnOL2pfuUIvruR5CvXsIEak2hdPajoG2ibhBFW0a8Y37j4DRGgBFgBBgBRoARYAQYAUaAETCLgO19n2i9zci9vEQ243XFSNvWLamtOCgblPTbafoeks5Ht5ji58Meh4txANJNWzetJxzu9aMT339PxUqU9hz6jeaiwI9HImmZKWdB+52IjARtAweyK1ap4Tn8H0SepMubSFanbMiYDZ5BcQpTztS8wQJW0ZKlPYfzy5crQ6NHDAvTHVU21pyhoA2MbfBUg7IUMLU+sKLNwARBW1u3fmPCzRxJWHgmTRhDxYsWkUn8jAMBU4IereluPXoTrq+7zd7J8jD7CXOPsIcL29H4uChRvChlzZpVFon6hN3jEaPH0DvvvOcpBwULfH/1ETfidu3eS72e7efkR7Oxjc3nwcLMoq4Awg2THsLcpe7jy2Tbns5HiITtn5vN4iVLacDgtB+OnP+fvfOAm5p4+vi8igrYqIJKVUCKAqJYaNKbdBQEEQTpvfciXfpD770KSJfeBETsgqiAgoLSpChK82/h3YluniRP7i652zxXnt/6wSSb3c3ud+fy3M3szmTPprmfM5axO7dT3n8tPofDxOoc485Srstf9mrWqEatWzbTY//ZtSnz+EsjBwzmnWt/2LhdZNeILA8cj4qNRbzKRKabN/8Qq4MW0Ip3VifoB5dhI3zdl2tTi2ZvhLQqhVeZcey+des3Ehu57BLvxGPjotWFJY9p8tQZNH/BIv2LrpMvV3bPMObx2Dn46ZZt24mNgXaJ3Qs+U/hperl2TWI/705SpM41933z1m3UvuO/LmdZDvbu3qa5Pg00LtWfUaefQbf9XbV6Lc0Rq914PvmLnzE98EB6zTVoF+GqlWXNV3LzzBs3b9Izz5fQP3fDhgykl2rVMDWdWJ8x00NxAQIgAAIgAAIgAAIgAAIgoJxAYuh97Dqd2Lq8YJXxrCwvXrIcsWcbmfwZtGQZ45G99rD3HmPixcK8aNiaWLdZv8Hrup6A7w8dNIA4RIcxcb9eKFPBZBTg+G/sbUmGG5Dlr1+/Th06d9c9/3A+L2LnUCzJk98li3l6DJecuRlUMDLCGwgGiBh8vFC9ZvWqfuN4XbhwUVuwffirr/VusQ5j1YollPuxx/Q84wl/TnhRr6xTsGB+mjtrughhk9xYTPMMpVrGvJBbU6cVXQQzb3aPZn0v66iNiWMYsj7aTXI6Z9ymF4y9aNPN+IMpq+r9AENbMPQtdfr0H0grVq4y5ebKmYNerFzRlOfrIm2aNFRHKN2REhJQJegJW07cnAsXL9LJk6e0bfcPCpePrJBmN38y8coeDsjJsmDMl/eNx99/vyqMP8eJ69x37730WK6cxK4NfSWVz/b1DGO+2/5x3Y2bt1LHzt30Ztj3MPsgDpTsjC/sUpONpvzl8JL4IspGLXZJ6Cv2V6Bn8LycPn2Gvj95kv75+x/tS2C6dOkou9iF5mslj7FNrnvy1CnNQMHynDlTJs29oxtXkcb2fJ3zPJ8RMdDkl+/0oo/8xVXG7vNVj3fwHTp0WLv9VKGCCb4Q+6rnJP/8+Z8195a8SpDl+o47klHatGk0o6f1i3eg9iJ9rpnjzRs36b7770vwhTPQ2FR/Rp18BoPpL/+Q+kF8Ds6dO68Zq/mLOC9CcJrcPJONbb9d+U37vPl7v/GzE+sz5nScKAcCIAACIAACIAACIAACIOCcQLj0Pl7p8ljJ/cGBD4Vewszg088/N8Va5zASnTu2MxVKmTKFtijbmLln7z5q2iI+PlMh8bt92aL5xiIBz3mRbpHipTXvIcbCHI++eLGilC9vHuLfpbwQnBfOGhdY8u8xjqdujAcv2+DFyVzemArkf0LEcmuheW/i535x8EuaOn0mHT16zFhM26XDu3USK4VLzuzGp1JG2FNRxSr/LkxlnWL5cmWIQ91wKBXWC/Gzfjp9mnaLxeRLlrxtciHKfQsUW4+9RvEOJWOaMimOypYuZczSwoioljGv5NbUcRcXKufN7rHVa9Whb47EL6IvWCA/LV8a7+LTro5dntM547peMPaiTbtxqsxT9X6AoU3BrJQsUzFBrCS3zbpdjeK2/Wgtr0rQo3X8SaXfRpd3POf8JY5jjQVKvowvgerhfvQRwFxH35yhxyAAAiAAAiAAAiAAAiAAAiAQiEC49D5e6fLYqDRu/KRAw/Z5f8OalZRLLKiWqXO3nrTh3U3ykgaJ+PC+XPbrhWxONm7aQh27dLe54zuLPSjNmjElgfFP1uCdanVFbG+rEU3e93VkD09zZk515G3IVxtu88MlZ3b9VCkjx0+coEpVato9JmAehzqaPcP/PCxbvpL6vznY1JavGH9eyJgXbZoG4+JC5bxZH3vgw4+oYeNmpuxxo0c43sRjrOhmzrieF4y9aNM4RtXnqt4PMLQpmJnipcoR79wIJe3atsmRYSGUZ0RjXVWCHo1jTyp9Zv/Q5SpW1V13Pv1UIVqycK6j4cP44ghTTBTCXMfENGIQIAACIAACIAACIAACIAACIGAiEC69j1e6vKHDR9L8hYtNY3RzsXbVcs0rD9e5evWa2IlWSt+FxJ5x3t+zQwtx4qZNWXbOvAU0akwcydhNMt/ueM89d9PQwW9SpQrl7W7reWfOnqVX6jeic+fP63m+Tthw11rsdmMPRrffHu/lyVd5lfnhkjO7MaiUkRs3bggXnhWJY6w7TRxjvfHrDUU4kyYBvRqt37CRunTvZWp6Qtxoqli+nClPXnghY160Kfvr5qhy3qzPbdWmA+3YtVvPzpDhAdq9fbMjT1p6pf9O3M4ZV/OCsRdtWseq6lrV+wGGNgUz0r1XX1or/Kjaxfhy0jxvw969fRNxPDAkMwFVgm5uFVeRRGBM3ASaPmO23qUhA/s7dqUK44uOLeZPMNcxP8UYIAiAAAiAAAiAAAiAAAiAQBIkEC69j1e6vNVr1lGP3v2CmskUKVLQtk3r9Vju1t/BFcqXpYlxY4JqW1Y6eOhLzd3j3n37ieN7WRMb2CpVrEAtRUz5zJkzWW/bXrOxh42Ls2bPS+CekiukT5+e8ubJLVxKNid2hxeOFC45sxurShnh9i9f/kULacSx0Y8I14N/ixAodoljrBcvWpQ6tGtNGTNmsCuSII9dilavWUcPU8IGoPWrV/gNz+KFjHnRZoLBBshQPW/Gx1WpXpuOffudlsWyOmhAX6pb5yVjEcfnwcwZN+4FYy/adAzCRUFV7wcY2lxAR9HEJ6BK0BO/53iiEwK8iqpEqfKaL3Auz6uz9u/dqcWec1Lf+qVz947NxDHakGKPAOY69uYUIwIBEAABEAABEAABEAABEAAB6H18y0DDxk3pwIcf6wXsYmPpN12ecAzt49+doJ8vXhBxvK5TmtSpNQNfjkcfobvEjqdg0t8irv25c+e0OPUc25uNMnly53YV2zuY5zqpk1TkjI2eR499qxnfrly5QnclT07ZsmbR/qVMmdIJqgRl/vjjDzpz5qyWz2FeWHfnJHkhY1606WQsXpdh/SgbTP/6+y9tx2qwcyX7GeyccX0vGHvRphyriqOq9wMMbSpmA214RkCVoHvWQTQcEgFeQfVG81Z6G25XZ8H4oqOL+RPMdcxPMQYIAiAAAiAAAiAAAiAAAiCQBAlA72M/6eySsVTZSrr3rFSpUtF+4TYyWbJk9hWQ65cA5MwvHtwEgSRNQNX7AYa2JC1GkT94VYIe+SNNmj08JlbZjBw9jv7355+UUax0ata0CeXM8ahjGN+ILfFj4ybSzZs3KG2atDR86EBiVwtIsUcAcx17c4oRgQAIgAAIgAAIgAAIgAAIgAD0PvYywCE2ONSGTK/Wq0sD+vWWlzi6JAA5cwkMxUEgCRFQ9X6AoS0JCU00DlWVoEfj2NFnEAABEAABEAABEAABEAABEAABEAABEIhlAtD72M9upSo16fiJE/rNFcsWUYH8T+jXOHFHAHLmjhdKg0BSIqDq/QBDW1KSmigcqypBj8Kho8sgAAIgAAIgAAIgAAIgAAIgAAIgAAIgENMEoPdJOL0/nDxF5StV1W9ky5aVtm5cp1/jxD0ByJl7ZqgBAkmFgKr3AwxtSUVionScqgQ9SoePboMACIAACIAACIAACIAACIAACIAACIBAzBKA3ifh1F67do0GDh5Gp8+cpRTJk1Ojhg2oeLEiCQsixzEByJljVCgIAkmOgKr3AwxtSU50omvAqgQ9ukaN3oIACIAACIAACIAACIAACIAACIAACIBA7BOA3if25zgSRgg5i4RZQB9AIDIJqHo/wNAWmfOLXv1HQJWgAygIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgEBkEYDeJ7LmI1Z7AzmL1ZnFuEAgdAKq3g8wtIU+F2jBQwKqBN3DLqJpEAABEAABEAABEAABEAABEAABEAABEACBIAhA7xMENFRxTQBy5hoZKoBAkiGg6v0AQ1uSEZnoHKgqQY/O0aPXIAACIAACIAACIAACIAACIAACIAACIBC7BKD3id25jaSRQc4iaTbQFxCILAKq3g8wtEXWvKI3FgKqBN3SLC5BAARAAARAAARAAARAAARAAARAAARAAATCTAB6nzBPQBJ5POQsiUw0hgkCQRBQ9X6AoS0I+KiSeARUCXri9RhPAgEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQcEIAeh8nlFAmVAKQs1AJoj4IxC4BVe8Hx4a22EWJkYEACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACCRFArdu3Qpp2DC0hYQPlUEABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABKKVQKIZ2kJ9ULQCRr/DS0DV1s3wjgJPBwEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQsBKA3sdKBNdeEICceUEVbYJAbBBQ9X5wvKMNhrbYEJxoG4UqQY+2caO/IAACIAACIAACIAACIAACIAACIAACIBDrBKD3ifUZjozxQc4iYx7QCxCIRAKq3g8wtEXi7KJPOgFVgq43iBMQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAIGIIAC9T0RMQ8x3AnIW81OMAYJA0ARUvR9gaAt6ClAxMQioEvTE6CueAQIgAAIgAAIgAAIgAAIgAAIgAAIgAAIg4JwA9D7OWaFk8AQgZ8GzQ00QiHUCqt4PMLTFuqRE+fhUCXqUY0D3QQAEQAAEQAAEQAAEQAAEQAAEQAAEQCDmCEDvE3NTGpEDgpxF5LSgUyAQEQRUvR9gaIuI6UQnfBFQJei+2kc+CIAACIAACIAACIAACIAACIAACIAACIBAeAhA7xMe7kntqZCzpDbjGC8IOCeg6v0AQ5tz5igZBgKqBD0MXccjQQAEQAAEQAAEQAAEQAAEQAAEQAAEQAAE/BCA3scPHNxSRgBypgwlGgKBmCOg6v0AQ1vMiUZsDUiVoMcWFYwGBEAABEAABEAABEAABEAABEAABEAABKKfAPQ+0T+H0TACyFk0zBL6CALhIaDq/QBDW3jmD091SECVoDt8HIqBAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAgkEgHofRIJdBJ/DOQsiQsAhg8Cfgioej/A0OYHMm6Fn4AqQQ//SILrwZ9//kkHD31J12/coLRp0lC+vHkSNOSkTIJKyAABEIhZAngnxOzUYmAgAAIgAAIgAAIgAAIgEHMEkrreR9WEHj78FS1fuYr++N//KNPDD1HL5k3pjjvuUNV81LcDOYv6KcQAQMAzAqreDzC0eTZFaFgFAVWCrqIv4Whjzdr11L1XX/3Re3dtowwZHtCv+cRJGVOFKL64du0apUyZkqRcRPFQEqXrf/31Fx0/foJ+OHlK+3fp0iW69957KFvWrPTEE4+LY5ZE6UcoD8Gcu6eXlN4J7umgBgiAAAiAAAiAAAiAAAiAQCQRkL/vb926FUndirq+1Khdl77+5oje760b11G2bFn166R+AjlL6hKA8YOAbwKq3g8wtPlmjDsRQECVoLsdyvnzP9OOXbvp6NFjdOHiJWJlf+rUqShjxgz09FOF6Plnn6G7777bbbOuy7+zei316tNfr7d7x2Z66MEH9Ws+cVLGVCEKL7bv2EkDhwwnnhfe2bdq5VJ6MGPGKBxJ4nWZmY0YNY5Onjpl+1D+bFUoX5Y6d2yv3OD2zZGjdODAR3RL/OckZcyQgSpXqmAqijk34XB1kRTeCa6AoDAIgAAIgAAIgAAIgAAIgEDEEgiX3idigQTRsWPHvqUqNV7Saz4sdrTt3LoRi5R1IqSzgEHXAAWnIAACGgFVf4dgaPNAoPilfeL77+nMmXN04cIFTdWcJXMmbRdJ+vTpPHhi7DapStCdErp+/Tq9OWgorV3/Lvn745siRQqq+3Jtat2yGaVKlcpp867LOVGYOynj+sERVqFN+060bftOvVcj3xpKNapV0a9xYiYwYtRYmj13vjnTx9XDDz1Ia1Ytp/vvu89HCXfZ//zzDz1b5AW68ttvjivefvvt9PWhT/UvvlwRc+4YX4KCSeGdkGDQyAABEAABEAABEAABEAABEIhKAomt9/EH6dSPP9KPP/6kLfLlctmzZ6NHH32E7rv3Xr50nRJLPzhy9DiaNWee3r9WLZpRpw5t9Wu7E+4bG+jOnjuv6S5vE7/L06dLS5kzZdLGbVfHTR6HNGCeJ078oOkH7r47pbZwPFfOHMQ6tcROkSRn/sZ+5uxZunzpMiW7IxllzZLFFau///6H/vnnb3/Nm+7ddtttxPoYr5IXMuZFmyrGH8q8GZ/P4+NNBidPiXfRTz9p7l+zZslMWTJnpjRpUhuLenbuBWMv2lQJQNX7AYY2hbPCf0DmzltI23fu0v8oW5vn3Tjt2rYSRpqXxMvsNuttXFsIqBJ0S7O2l0eOHqX2nbrRDz+ctL1vl8m7y1avXKbtdrO7H2qeE4W5kzKh9kN1/Z273qPNW7fRP+JLQKFCBan+K3X8PqJ9p660ecs2vczwoYOods3q+jVO4gl88uln1KDRG+LL1T96ZqEnC1Lhwk/RnXfcSYe/+op27d6j3+MT5v9m/z6mvGAv/if8wT9esLCr6snvuosOfvahydAWqXPuVnZdgVBUOFzvhGhgowgxmgEBEAABEAABEAABEAABEFBEIDH1PnZdZqX2gkVLaMvW7ZphyK4ML1Dt0L6t4wW/iakf5N/+L5SpYNJDbnl3rU9j2Y2bN2nmrDm0avU6YuOAXcohjIuv1n9F0xXI+bErZ837448/aO78haLttcJIcJr+/juh0SdZsmRU5PnnqH/fnprxwNqGV9dyHKzwj8R05coVGj5yjMZO9q9MqZI0dfJ4een3OH3mHBo/cTJxCBGniQ1ti+bP1jx3Oa3jpJwXMuZFm07GEqhMqPMm2z977hyNi5uo6T5vis+RXUqXNi01b9aEXq1X15P4i14w9qJNOzah5ql6P8DQFupMiPr8kh4bN0GsHplv+0fE7hG5cuWkxeJldv/999vdRt5/BFQJeiCgGzdtoR69+xF/KTAmnp+CBfKLVSSZ6fzPP9O33x0Xq3G+NxahSePHUvlyZUx5qi6cKMydlFHVH1XtdOzSnZg5p+zZsxF/CfSXeDfboKHD6eefL1Dux3LR9CkTNTee/uok1XvWnWBdhGvIFs3fMOHgHxDtOnbR8x4TTNevXqFfh3JiNbSlT5dOxIPL57fJh8SPlv59epnKROqcu5Vd06AS6SJc74RoYJNIU4DHgAAIgAAIgAAIgAAIgAAIOCSQWHofa3dYlzd56gyaOn0m8e4rJ+m5ZwtT3JhRPneWhEM/uP+DA/T6Gy307ucX8dhXvr1YvzaeHD9xgtq270J8dJKKFX2eJk8Y52hXFS+mZu86p0+fcdI0tWzeVISyaOeorIpC4ZIzJ31n/djgoW/RpcuXTcVLFCtKs2ZMMeX5uqj50iv01dff+LrtM39A316aUdVnAZc3vJAxL9p0OSzb4irmjRtmI+mkKdMS6KRtHyoyM2V6mObOmq7pqn2VcZvvBWMv2nQ7LqflVb0fYGhzStxPuff27KVmLf1vybarXuXFSjR21Ft2t5D3HwFVgu4P6G+//05lyr9IvApBJnYLMHbMCOI/atb02edf0JRpM2nP3n3arbixo6hyxfLWYkqunSjMnZRR0hmFjQSrkGdD6F1i9xOSbwLlKlbV47Lxjstd2zeZdorJmsZAybyijF03qkhWQ1sd4WJ1yMD4OINunxFpcx6s7Loddyjlw/VOiAY2oXBFXRAAARAAARAAARAAARAAAfUEEkPvY9dr9kbVum1Hu1t+8zi+eNyYkbZlwqEf7N6zD61Zt0HvT/8+PanBq/X0a3ly+fIvxMYY3jnjJlWqUJ7Gjxvlt8qKlauoT/+BPsuwHse6sL1xo9eoV4+uPuuovhEuOfM3jnPCbeeAQUMSeB2SddwY2qrWfJmOHj0mqzo+qtRpeiFjXrTpGI6Pgirnzdd7iF16pk2bRuiqf0vw2eFu8YL2txcvINbnhZq8YOxFm6GO0199Ve8HGNr8UXZ4z/oHpfDTT9HLL9WivHlyU4YH0out5z/RqjXraOmy5SZ3btz8wnmz6dlnnnb4pKRXTJWg+yM3akwczZw9Vy/CPpBnTJ3oc5u9LLjh3U20RMzpsCEDRfy9LDJb6dGJwtxJGaWdUtAYFPIKIPpoIm/+p3RXAezuYeP61bYlK1Wpqa9iY4Pc7h2bbcu5zVRtaHP7fK/LR4PshuudEA1svJYPtA8CIAACIAACIAACIAACIOCOQGLofex6xPqcNwcN1W+xW7Zq1V6k3LlyaTvWvhdhRVauWmNrvJg2eQKVLvWCXleeJLZ+8MaNG/R88dJ0/fp1rQusdH//vR224U2s3m+4Ai+MbSiMclmEHuyXX3+hfe9/QHHjJ9GFixflkLQj76qyW4jONz/97HNq2LiZaVcgL16vXauG5pLwqUJPajyvXbtGXx7+ina/t4c++vhTer1RA6pW5UXTc7y8CJec2Y2Jdz4uWfo2jR43gZiLrxSsoY3DFtVyEG6FY+U1ef01Spkypa8uuMr3Qsa8aNPVoAyFVc8bb/goV6ka/frrr/pTWI/Xo1tnKla0qBZyip/JOxXHCFl5f/8Hejk+4RAwgULxmCr4uPCCsRdt+ui+kmxV7wcY2hRMx7sbN1Onrj0oX9481E+sHOF4SHaJ/0D37jvAdIu3SfN2aSR7AqoE3b510lbylBcvNePKmnWrlwv3hI/5quI6n31Sn/j+Bzpy5ChdFX9AH8menXLmeNSnqwHjA5wozJ2UMbYpz69evUbfHDmiucNMlSoV5c39mPhylZnYR7PbxKs5jn37Lf0kXASkEu42s2XLSnlEe3L+uD0OyvrrlX//ePDnQMYJe/jhhxK4NeAvZXfccYfeDf7Dwu4HrosvkalFX9OnT6ff83cSCnt+5smTp+h/woVExowZTMGPmd1HH3+iuRN9LGdOypM3N6VIntxfV0z32B3AiRPfa/EA/xT+s9m9Irt3yJDhAVO5YC6KlSyrudjkuhz77P09O+nee+8xNcXsW7SOd9FQqmQJzR2nqVCQF6oMbU7m3Ncc/SR8wX8o5od/bDz4YEZ6/tln6O67704wIqfzEIrsJnioTQb71D8lAt2yLLDvf+OX3O+On9DeHfzFK0eOHFQg/+MB3XYE+04I5vOiio3TubDBhywQAAEQAAEQAAEQAAEQAIEoJiD1Bvz7LjHT2vXvUrcevbWQLqybe0kYhox6CO4Lu5Ts1WcArdvwrqlrNapVoZFvxRvp5M3E1g/KMcjn+4rpdeHCRSpRqhz9bYjl3uDVVxKEcOB2OGRH1Zov0S+/xCv/fY2XDX3sIeripUuyC5p+Y87MqcQhKiIphUvO7BhMnDyNJk6earrFerlCTxYgjn0uU7CGNnZxumDuLNlMohy9kDEv2gwFhup5s+rm0qRJTevXrNQ+Q9Z+sr7m1UZN6LPPvtBv1ahelUYOH6JfB3PiBWMv2gxmbG7qqHo/wNDmhrqPsmykOfbtd/R4vrwmw4Jd8Wo169CRo0f1W3AfqaOwPVEl6LaNi8yBg4fRYrGKRKYXShSnmdMmycuQjvzyGzZilJjvY8TGB2viFSavN2xATd9orK1SsN7naycKcydljG3vfm+vCLA6WjPyWL/IsoK/XJlSNKBfH7rnnoSGCWM7XJdXgI2fOMW0+kKWYaNR0yavU4P69bTx8ZcI/qPkJFWtUpnGjByuF12/YSN16f5vDC82BO7dvc32D4+soIK98ZmPP56PVi1fohnXRo8dT19+edj0BfV20afy5crS8KEDTUYS2R955IDI7LOc44/ZJd7dyux5BUuwqXO3nsS7LWVq37Y1tW3dQl7Sx598Sq3bddJdpfJnbMnCucSrzFQkVYY2I39fc24sw3P0jvBDHzdhMs2YOds0P9YvmW7nIRTZdcKUf7R17d5bK8o+8OfMnEYHD31JQ4aN0I7GNth9AP+t4S9T2bNnM97Sz92+E0L5vITKxu1c6IPECQiAAAiAAAiAAAiAAAiAQEwQ8Frv4wvS779fpe07dlLp0iXp/vvu81WMuFz5SlVN8bN4YfHaVcsT1Els/WCTZi21XWiyIxPiRlPF8uXkpX6cM28BvTVyjH7NbueWLZqfwLAoC3DsKfZYIhMvXD2wb1eCUB5vL19J/d4cLItRxgwZaOH82UpjR+mNh3gSLjmz63b7Tl1p85Zt2i3Wd9QVOwvZ2PvZ5wdNi6KjydDmhYx50abdfDjNUz1vHCNy/MTJ+uN5d2HP7r7dqfL7ivV5Mvl6D8n7To5eMPaiTSdjCaWMqvcDDG2hzEIQdXknD+9sk8mqAJb5OP5LQJWg++JZu259YTT5Sr+9dNG8kA0OvMODg+lOFoEsjauF9IdYTgoVKkij3xqmBbO03FJqaGMDCLvJnL9wsfUxCa6zZM5M/AWN3Z/aJV6d0E34Aeegu4GSNCb3F1++lokvYU5Skeefo3mzp+tFnRoOvGKfK1dOqlpZxFQcP5Gsxkm9k+KEyy0Uq4ZSp05lzNbOvxe7GmsIf+i84stfYtcJo0cO81fE7z1221Cvwet6Gd5pt2HtO/SQ2Ck1b8Eibbv5X2LnlExNGjeknt26yMuQj6oMbU7m3FiG2fPONTv55l3GyxbP18YWzDyEIrtOgBrHwcbWki+UoNHis+rv/cEyNnvGVM3oZn2GsT2+x25B2T2oNan4vITCJpi5sI4B1yAAAiAAAiAAAiAAAiAAAtFNwGu9jwo6vDDSuKuNvccc+vyjkJoOVT/IO89KlC6vh6hhz0D79+6kO++8M0G/rPG7eIE5LzT3lVhnwC4p2bWdTHZGPGu7qlzZyWeqPEaSnHXv1ZfWrF1PBQvkp/59e+m/6607nKLJ0GaVBRUy5kWbociU6nnr0bsfrRahpmTq1qUjNRObMXylAx9+pLlplfd51+j61SvkZVBHLxh70WZQg3NRSdX7AYY2F9BVFG0lAq3uEAFXZVKxzVO2FYtHVYLui03h54rTld9+027zNu2P9r/nq6jjfPbxzTu9jOl+4U6Rd6HwbpQvDx82bcHncuxKct3qlQl2tjlRmDspw8+w9ot3rxUt8pxwk5mLLl68JIxmH9LJU6e4qJbYhd3WTettVzhZ5ZgrsLvIR7Jno7Nnz2k7PHlbMyd2vfDVwU+IXRqMGjNOy+Pnsbs8mR54IL081Y6v1qtLrVo00/OCHSM3oIq93pn/2syVM4eIv/gjnT//s/EWtW7ZnDq2b2PK44taL9ejw199refzF6bChZ8Whrt/6OtvjmiuNHn1W7mypWnyhH856YVdnrTr2IW2bN2u13r0kUco2R3JTL7l+bPVqUNb5a5rw2Vo0wf73wmPjz9v/ANB7kjkW8HMQyiya+2X3bVVvo1leOXgE4/nFa4lf6IzZ88ab2nuTN/buSWBW0xre74MbdZ3Ajfu9vMSCptg5sIEABcgAAIgAAIgAAIgAAIgAAJRT8BrvY8KQKOFZ5sZs+boTbFR65MP9+nXwZxY9Spu9YOz587XPObIZ9et8xINfrOfvNSPx459S1VqvKRf8+/kTw7sTfA7Ui/w34nVCFCzRjUaMSx+99phEW+tVp36ejUOWbFv9/aAoQ70Col8EklydvrMWTovQrA8KVxFyn4xjkg1tLFr0G+FJzfuay4RPoVdHBqTFzLmRZvGPgdzrnrexol4iLxRQ6bKFStQ3NiR8jLBcenbK2jAwHhXkS9WrkjjRo9IUI4zAs0Zl/GCsRdtcl+9TvJz6G9zhZM+wNDmhJKiMn8K384ly1aiCxcu6C2yQp4V80j2BFQJul3rvwh/088WfUG/xYawVSuW6tfBnPAOjcrVaol4ZP8amdilYO9e3ek1EVzWmNh1ILv4Y8OKTMOHDqLalmClThTmTspY+8WGlykTx5lcz928+QcNGDTEtJqiv4g52MDSd+sKClbMTxeBgHlnnkxsgBozdgJt2rJV+/L2+cf75S3tyC4I2BUBp+zZs9GWd9fyqc8UzBhVs5ed463cHdq10b88zpozT9spKF/GzGPPrq2mmG280oxjp8nUplVzrQ15zcfLl3+hufMXUE5hwAs1IDAHLq5SvXYCg6583oMZM2pBUzk2m+oUCYa2l2vXpB7du2hz8Mmnn2kr+tg1pop5cCu7Tvha5VvW4fdGB/E3gn/Ecfr8i4P0RvNWxDECZbJbMWhtz87QZn0nhPp54f64YaNiLiQDHEEABEAABEAABEAABEAABKKXgJd6H1VU+g4YRMtXvKM3lz17YD2GXtjmRIV+0LprxJeHJqsbyAL5n6AVyxbZ9MqcNXf+Qho+YrSeWbxYEc2risxYvGQZDRwSH/KjYYP61Ld3D3k74o7RIGeRaGg7ffoMVa5ak27cvKnNKS8G3rxhDXG4GJm8kDEv2pT9VX0Mdt5kTEfZH5bR+XNmEnu/s6Zr165RhRera3otec9Oj8z3nMwZl/OCsRdtcl+9TqreDzC0eT1ThvaHDh9pcmvGis1N4uXEO4GQ7AmoEnS71llpXbd+Q/1WhfJlaWJcvM9q/YaLk7YdOtPWbTv0Ghwcl4PG2iV2u/j6G/Gxs9iX9Y6t75p2kDlRmDspY1wplSxZMk3usmbJnKBb/GWvXMWq+s4Z3tW2a/tmU7nqterQN0eO6nkcu4x3DNkl3lXFqyh4h5oxuVHIcz0nY/SaPfejXZtW4l9LPjWlFq3baSuPZObqlcsoX9488pL27HufmjZvrV+zL3f2pexVYqMp+2pnI5M1tWjWRDPup0iRwnqLBg99i346fVrsBEsmyjTT3RckKOgnw2poy5olCxUvXsRPDaKXa9dKwMPJnFvL8ENefqkWDR00wPZ5KubBrezadsSSaTeOQWIl4itiRaI1vbdnLzVr2VbP5p2V7BrUmKzt2RnaVH9e+Plu2KiYC+OYcQ4CIAACIAACIAACIAACIBCdBLzU+6giUrFKDTpx4nu9ORlbW89weRKqfvDI0aNUrWYd/amZM2ei7Zs3mHZHyZsLFi3R4n/La6cGsd3v7aXmreJ/e7Leh/U/MlldX8aNHUWVK5aXtyPuGA1yFqzBhmEbDa8qwxSxF5tuPf6NKS8n1TrXXsiYF23K/qs+BjtvvPmiQuXqug6W+8XexzicTNnSpfRu/vb779pn8bPPvtDzcjz6CK1f804Cz2hcwMmccTkvGHvRJvfV66Tq/QBDm9czJdq/dPkyTZw0NYE7wVpi99JbYhcTkm8CqgTd7glr1m2g7iLOmEyNG71GvXr4Djopy/k6su/qws/H7xDKnj2btspDjsGuHhv62OAnEyvMWXEukxOFeaAybPjIX+hZ3VWjP0MEP3f6zDkijtd42QU6+OkBffcWBwF+6tmi+j2OJ7Vw3mz92umJG4U8txlojInB3peRjfvHOxTbtO/Ep1qaPmUiGXeLWV0qtG/bmtq2jjeyynoqjmwE7dy1Jx0/ccK2uUnjx1L5cmUS3OMdeY/li9+VyCvR+Au422Q1tDmpz8a/Lp06mIoGmnMubC3D/qn5iz+7K7VLKubBreza9cOaZx1HoJ3O5StXox9+OKk38/57Oyh9+nT6tbU9q6HNi88LP9wNGxVzoQ8YJyAAAiAAAiAAAiAAAiAAAlFLQOpMpJeYSBuI1ajF/Rs4oC/Vq/uy666q0g++NWoMzZm7QH8+6xdYz2CXrO7pnOojvjt+QtvJJNt8+OGHaNe2TfKSatSuq4XBkBnsIepRofx/f/8H9Omnn2uLeNmTVHIRN/7RR7ITGwbYgw/HJQtHinQ5YybBGmy4rtHQxgurq1apTP8ThhyO/Z5KeF7KIhbbZ8ks/mXJJObjEa7iKL29fCX1ezPeZShX4nAnHPZEJi9kzIs2ZX9VH0OZN9Yn8kJo4/uPZbVWjerUuVM7On78e+o/cLBJB8ShjxbMnSFCAdkv4HcyZ8zAC8ZetKl6vuzaU/V+gKHNjm6QeWxhZmFmt4Ecf+qc8Ld78tSPdPDQl3T9+nVTq2VKldT8rt4lAqgi+SagStDtnrDindXUp9+b+i1209ZPuEoMNh368jC9VPdVvXqv7l2psXAz6C8tE/LS3/AHa8qkONOqhUAKc247UBk2uFSqUlPvhr9ddlxo89Zt1L5jvMFxw5qVlCtXTq0+xxjjuEoyDR38ptiNFN+2zA90dKOQ57YCjTFc7OU4rV+8hwzsT3Veri1vay5CnyxcRIsXJjPZsNuqRVPiP5CqEhvZGjRqQmwQ9ZU4aPPc2dOJXSkaE7+/nn62mJ7FiwB4MYDbFIyhrWXzptS5YzvTowLNORe2lnl7yQJ6smABUzvGC14tFOo8uJVd4/N9nVvHYTWMWeuNHD2O2GWpTO8I4+IThl2lgdrz4vPCfXHDRsVcyPHjCAIgAAIgAAIgAAIgAAIgEL0EvNT7qKDSq88A8dtzjd4Uewnav2eH39/yXuoH//77HypRurwpLM3WTespW9Yseh+NJ336D6QVK1fpWb17dqPXGzbQr32dcIzwkmUq6rfZZaAxLEjREmWIw1bIxIadXbvfM4U6kPeMR16UPGTgANNiUeN9r84jXc543KEYbIyGtkAM8z/xOHXv2omeKfx0oKIJFpZzhZnTJtELJYrrdb2QMS/a1Dus+CSUeeOu8EaQXr37aUbRQF1Lnz49zZo+OYFXKGM962YAvmedM87zgrEXbXJfvU6q3g8wtCmcKTuLsbX5O++8U/NZzK7Sbr/9NuttXFsIqBJ0S7Pa5YEPP6aGjZvqt9j4OXXyeP3a7cn6DRupS/deejW7l5h+87+Tjz7+RBhG3tCzrca5QApzrhiozI5du6lVm/jdQhz4Nn26+N0v+sP/O2FXj3/99ZeePWPqJCr5wr9/QK3+gxfMZd/Bz+hlnZ64Uchzm4HGGC72crzMrEjx+NU8dl9cJ0yaQpOmTJdVtCOvMqoigpfWe6VOUG4ajY1xH6rVeFlz1SnzORhy107tqXHTlsRGUpk4SDHvRMybJ7fMoq++/oZqvvSKfu1EfvXChhOroY1XrZUrW8ZQwnzKn3F2r2p1oRtozrkVJ2XMTyMKdR7cyq71+XbXbsdhXSTA8RbLlomXv0DtefF54XG5ZRPqXNixRB4IgAAIgAAIgAAIgAAIgEB0EfBS7xMqic8+/4LqNXjdtNukds0aNHzoQL9Ne6kf3Ltvvxa7W3aAd4gtX7pQXiY4tmzTnnbuek/PHzZkIL1Uq4Z+7euEd6M9W/QF0+2vDn6ie5Ap8NRzdOPGDdN9pxcc236eWABsDLnhtG6w5SJZzuSYQjHY8KJ4o95HtunvyHqEiXGjhX76dp/FeJFsxy496JDYRCJ8k4pF2wVp7Ki3iA3OMnmBh88MAAAjKElEQVQhY160Kfur+hjKvMm+sH64/8AhJhe18p48Vq5UgTjMyH333iuzbI9O5owresHYizZtB6k4U9X7AYY2hROzaPFSGiRiHAVKadOk0XaKdGjXmtjwhuSbgCpBt3vC2XPn6IXSFfRbvOV23erl+rXbEzaisOJYJuNOMJlnPX773XF6sVotPdu6syeQwpwrBiozd54IYDtytP4MtydGY9qUaTMobsJkvQkOgPqIcAHgNrlVyAcaY7jYy3Fbd4PZGdp4p+vAwcOIdzHaJXbD2a9PL5PrULtyvvKsriPYeMW7FzlduHCRXmnQiH788Se9unWr+fyFi4n9xMu0Z+dWypgxg7x0fLQa2nhnH+/wc5sCzTm356SM9bmhzoNb2bU+3+7a7Tg4DiS7FpBp1IhhVL3qi/IyIBcvPi/8cLdsQp0LfcA4AQEQAAEQAAEQAAEQAAEQiFoCXup9QoHCv1dqiMWoR48e05tJlzatiHm/mthQ5C95qR/s2r03rdvwrv74Af1606v16urX1hM2FH762ed6NhtJqrxYSb/2dXL16jUq9Ex8vHXWX35yYJ9wBXmX8OT1D+V5wuwlR7bDBpj8+R+nXDlyaDHjvv/hB80AxO0ZU7ChSIxtuDmPVDkzjiEUg83M2XNp0eJllCJlCs1V5L3CGHPbbf+n6YPO/3yBLordh0b3hPK5LZq/QV06tpeXQR29kDEv2gxqcA4qhTJvsvk///yTZsyaS+Mnxutc5T155PdPJ+ENqrbwPnXbbaFv3vGCsRdtyvF7eVT1foChTeEsnRCBUXv26a/vBvpVxOw6e/ac5krS7jE5czxKUyaNp6zCTy6SPQFVgm7XOrv35NhlbBjgxLt8Pv5gb9Avq7FxE2najFn6o9avXkEcM8pfOnbsW6pS4yW9SKsWzahTh/hgs04U8IHKsIs5djUnE+9my5DhAXnp95hVuB4YJYw1cqXKmLgJNH3GbL0Of8F049tZVnSrkA80xnCxl+NxYmiTZfd/cICmTp9JH370iczSj/zFNW7sSJP7UP2mnxP+slTomaJ07dq/X1xZlt/bsZXuueduvdbp02c0Y9v58z/reWxsmztrmraKrFad+sRxszhxIOUdW97Vy7k5iXRDmxxLsPPgVnbl8/wdA8m3ta51R9qYkcM1/+uyXKD2vPi88LODZRPsXMjx4ggCIAACIAACIAACIAACIBC9BLzU+4RChRfKLl76tqmJuLGjqHLF8qY8uwuv9IMclub5YqXoxs2b2mM5Pjm7sfRn+Gvaog3t2btP7+bI4UOoRvWq+rWvE6uhjRX7Xx38VPPOxTvZeEebMbERgI02NWtUS7Djhj3w9OzVj/bse99YhebMnEbFij5vyvPqIlLlzDheFQYbY3vGc47zPnveAlq9Zp2uB+X7PK8L582iwk8/ZSzu6twLGfOiTR4Ux6znTQ+BUs6cOej+++4LVEy7H+q8fXHwELEB/dSPPzp6HhupJ4k4eU7756tRLxh70aav/qvMV/V+gKFN5azYtMWrPM4Kv8YrV60RKwuWEivkjemJJ/LR8iWL4EbSCMVwrkrQDU2aTjl2Gccwk8nplyZZ3nhcvuId6jtgkJ7l5AvDvvc/oCbNWup1RgwbrH0pkRmBFOZcLlCZLVu3U7uOXWSTNG3yBCpdyrz9X78Z4GTp2ytogNjKLBNv9S/yvPnLlbzn7+hWIR9ojOFiL8foxtAm6/Af9qVvLxe+0ldrMdxkPv+h3LxxLfHOV6eJ40Gyj3aZKlUoT+PHjZKX+pG/WL0m3KUajW1sjKv/Sl2xcmaOXq51y+bUsX0b/drNSbQY2uSY3M6DW9mVz/F3DCTf1rqLlyyjgUOG69nLFs2nQsJ9g0yB2vPi88LPDpWN27mQ48URBEAABEAABEAABEAABEAgegl4rfcJhsyCRUtoyLARpqq+fmebCvm5UKEfZCNJDxHLSSZ2/cehBPylbj1609r18QtpBwvXcxxmIlC6dPmyZtST5dKkSU0H9u3WLu12tPE9LuMrsTu70uUqm+K6caw49giUGCkS5cw67lANNtb27K43vLuJOnfrabr18ku1aOigAaY8NxdeyJgXbfKYrIYgX+N0450plHljnS2P9ab4fMjEriHbtGqh7TydI4yji4QOiD8/xpQ9ezZt4fxDDz5ozHZ17gVjL9p0NaggC6t6P8DQFuQEBFPtym+/UX2xZdtqOe/buwc1bFA/mCZjvo4qQfcFyrrlPhT3kR8c+JAaNWmuP6pHt870RuNG+rXdydz5wq3jiHi3jm4V5txmIKX6198coRq1490IBHIrYNdPmWf1Be70C5qsL49uFfKBxhgu9nI8wRjaZF02erEPY46RJpNbgy+vlqtYJd7HOgel5RhrdolXyLzWqCmx61S7xLsXd27dGJTbSG4v2gxtkoHTeXAru7J9f8dA8m2t27vvAG3xhsy3uvkM1J4Xnxfuiyo2TudCjh9HEAABEAABEAABEAABEACB6CXgtd7HLRne/dWiVTv6W3hBkol1RW8vmU8cZ11FClY/yDon/j0n06TxY6l8Od8x0bncsLdG0bwFi2QVzU0g7zwLlHihbvnK1fRi7JXr3XWr9OsnnnzGpPz/+MDegDtsJk+dYXKNV6Z0KZo6KU5v08uTSJMzu7GGYrCxa89XXpfuvYg95cj0+OP5aNXyJfLS9dELGfOiTR5YtZp16MjRowHHyHEMOZ6hkxTsvHEMyPqvNSb2uCYTL6LmzzXvEJWJPVSxcfTzLw7KLO3IGx94A0SwyQvGXrQZ7Pjc1FP1foChzQ11BWV/+uk0Va35su7ijZv0pxRX8MiobkKVoPuCwAaKF6vXNrn3dOqvmtv8UcS84hU7d999N/Hcli5fWX8Uu1Rk14q+Er9IK75YnX44eUorwmP9YO8u0wqgQApzrhiojHW7/1OFnqSli+Zpz3T7P+sXrQL5n6AVy+K/sDltj/9A8CoaTuzK8n3h6sBfCjTGcLGXfQ7F0MZtsAyUrxTvuqFr547UvGlj2XzA48/C33axkmX1clmzZKGtm9Zp/tD1TMPJGbHL9o1mrU27OeVt/sIdin/uaDW08fidzINb2ZVc/R2t8t2iWRPq0qmDbRVexVSkRGn6/fer2n02jH75+cemXdHW9nbv2EzGVU5efF64MyrZOJkLW0DIBAEQAAEQAAEQAAEQAAEQiCoCXut93MA4/NXX9NrrTU06uwceSE/Lly40/aZy06avsm71g+zJpmTZirpSnt1FsttIdh/pL02ZNoPiJkzWizR49RXqL+LDB0rWhdbPPVuYFsyND5fyTJEX6Ndff9Wb4QW7mTI9rF/bnVjjjYey2N2ufX95kSRnvvoZrMHGV3u+8q06g7vuuou++OSASa/gq65dvhcy5kWb3PfuvfrSmrXr7YZhymvftjW1bd3ClOfrIph5s4sBWaJ4Mc3wbPeZ5vJ9+g+kVavXmroxMW4MVSgfrw803Qxw4QVjL9oMMAwlt5W9H0RsH79J9PYW/0NSR6BZyza3cubJr/8rUqKMusZjrKXEkD/h7lGfC56X3PkK3hJBRP2SPHXqx1uNm7bQ6i17e4VWVrz0blWqUsPUlngB+myH6xnloFPXHgnKCpejpjKnz5wJqkzNl+uZ2tn3/v4E7TjJEME5bxUvWc5RW3/99dctEcTzlviSeksYFU3NDx76lt4G8xZfzkz3rReBOISLveynWI2mj4fnVOxUlLe049WrV2/xP1/pl19+MdUXq818FbXNZ74iSLGpDWsfrBVFMGRTeSmLInDprcuXf7EWd3wtDEGmdsUXAcd1jQUDzTmXdVLG2KaKeXAru8bn+zq3joPnQsRVtC0+cfI0E99g3htefF64s27YqJgLW0DIBAEQAAEQAAEQAAEQAAEQiCoCiaH3cQJEeJ+69UyREqbfW4WfL3GL871KbvSD02fOMfWt/5uDHXVLxJkz1WvQqImjesJdnaleh87dTPXKVapquv/BgY9M9+0utu3YaapTu059u2Ke5EWKnPkb3M5d75n4vNGslb/iQd878OHHpuc8XrDwLdbhBZu8kDEv2uTxsT7kt99+9/tPLGx2hSKYefvk089Mc8A6vZ8vXPD73Js3b956sVotU703Bw31W8ffTS8Ye9GmvzGouqfq/YAdbYJkYqe3Ro2hOXMX6I/l1TH7dm/Xr3EST0CZRTm+yQRnFy5cpLIVqxAHczUm3mlYvmxpypcvL2XPlpXOi11D33//A61dt4G2bNuu74JjP8bsz5jT9p27qHXbjnoz3P+e3boI/9e1KWXKlFo+B62dNXsuCYW5Xo5XK2x5d22C1T/WVSbWnSncgJMyH3/yKb3asIn+PF6t0rN7F3q1XrxLSXmTd0e9u2kzsZ/galVfFPG76shb2nGpJU4btzV4YH+qUrki8e4a8ZKj/R8coFFj4ojdVvLYPvvofeJyMglDpnZfXjd7ozF16/IvN3ZtmCJ5CkqfPp287WiM4WAvOxhoRxtvy9++fSc1Ev7HG75W37QFXBgvtdh+7GtdpmWLRcytJwvKS0dH63uF54Kf1aZlC7r33nv0NnjVHM/hQuFz3ugDWi8gTtKnT0/sFjSYWH6RvKNNxTy4lV0jV1/n1s+wLMfvlW6dO1CqVKm099PbIg4kb8M3pvWrV9Bjj+UyZoXl88IdcMNGxVyYBo0LEAABEAABEAABEAABEACBqCSQGHqfQGDYW1G9114n1ofIxJ6LFsydSU88nk9mKT9af8f70w8KBbspFI1TvcH2HTupdbtOet9ZV/DR/j3E8dr9pQ6dutGmLVv1Ih3atRFxo+LDpbTt0Jl4h5pMTsKncKw4juEkE+scpk2eIC89PUaCnAUaYDA7owK1aXefd3Txzi6ZHn74Idq17V+vUzLPzdELGfOiTTdjclM2mHkTBikaOHiY/phyQv88eYL/eItc2Kp3KV6sCM2eMVVvx82JF4y9aNPNmIItq+r9AENbsDMQQj3rH6uCBfJr29BDaDJmq6oS9ECA+EXQs3d/YoOJ22TdpvvKq42I/ewa0+233UaPPvqIlnX8+AmTr2/ObN60CXUVCnVrsirggzW0cbtt2neibcLYY0zsaiCH6Fcm8Uf196tXSezUo+9E/2TiALlscDEmscqFxMolYh/BxnTnnXdSmtSpiX2NW42Whz77iJInjze0fXHwENWp95qxuuaG4c677iR2T1mqZAmaPmWift8JBy6c2OxlBwMZ2pq1bEvv7dmrFecvtU8WLECZM2eiv/78iw589JHpyzy7HF276m1inm7SxUuX6KU6rxK7hTSm24Ts8ZcmNlxevHCJ2JBpTVkyZ6YLFy4QG4GNiV1Qtm3TkqoLg6vTFMmGNhXz4FZ2nXCzyrexTnJhoGb3GyfFZ5ONssbk60eJtT279wa3o/Lzwu25YaNiLviZSCAAAiAAAiAAAiAAAiAAAtFNILH0Pr4osXHtlQaNtHAgsgz/Dps9cyoVfvopmeXJ0al+kBcx16gdv1Caf6tv2xzY/R13+tq1a/R8sVKmhbaBYrvx7/pni5Y0udDcseVdTY8hQUyYNIUmTYmPD/W4MEgGivMlvKDQwsVLZRNkXHStZ3p0Em45czKsYAw2Ttq1lhk+YjQJL0h6dtkypWnKxMBGHr2C5cQLGfOiTUu3lV0GM29WI7vTmHCLxOdnkPgcyVSs6PM0Z2b8Rg6Z7+ToBWMv2nQyllDLqHo/wNAW6kyI+tevX9d3KwVqjv+A8yoUNkbIxLuKBvSLX9Eh83EkPcYU75LyOrGBoluPPsS7v5ykFMmTU+tWLbRYWvIDyfXYR7VwR2la2eOrPf7y1rtXd3pFGLTskhOFuZMy3DbL3NBhI2iN2JHnNLE/YvZLbE3HT5wg/kJ47NvvrLcSXDd67VXqI8ZoTdYgvsb71pUcTseY2OxlnwMZ2qzBQGU965F3nr3z9hLKJnZQBpN4x2WL1u20WGNO6rP8NWncSPM7fULUbd+pK50QcQuNqWmT16l71/jVb8Z7dueRbGhTNQ9uZNeOkTXPKt+VKpQ3rRy0ludr/iI8esRQ27891vZ8GdpUfl5kH52yUTUX8rk4ggAIgAAIgAAIgAAIgAAIRCcBqU9JDL2PldAvv/xK9V9rbIpfzoteeZcVK7DdJq/0g1bDSLs2raidWBTrNFkNeladi7Ud666Zpwo9SUsXzTMV48XEvIDSmLZv2UC8kNcuXbp8mUqXrWRa4Dti2GCqWaOaXXHleeGUM6eDCcZg47RtWY4XX7PR9urVazJLyFJgeRIuF7Xyt99+u17PeOKFjHnRprHPqs6DmTfrjrZ8efPQ6pXLAnbJaqB7Q+j0eDepXQo0Z1zHC8ZetGk3PpV5qt4PMLSFOCs3b/5BhZ8vTo9kz6b9kStTupRuHLI2zVbdNu07a271jPdGDh9CNapXNWbh/D8CqgTdKVAR64qEH2r64IMP6cjRo3T6jHl3ELeTN09u4nmuX68OpU2TxmfTHKByjlghwsYP604UdgfwRL581EXsYuMdZb7S5q3bqH3Hrtpt3gm1d/e2BM90UsbYPn8Z4kC4vHNNxNMy3tLO2cUjf4mq8mIlqlGtiuYOMkEhkcGyP0K4QWUXk7ybypj4D+8zhZ/WjJBFi9h/OWXj1BCxCsNq+OPdfz17dCU20MnkdoyJxV72j3eCPfN8CZ3nsCEDiVejyMSs5s5fQCveWW1aJSfv8xf5ui/XphbN3iCWjVASG7oWCLeQ69Zv1GTYri2WOTbUWN1YsjxMnjqD5i9YpH/5dfKFy/gM/kP+9HPF9ZVvbg11si0nc+6kjGyPj6rmwY3sGp/v69zOMPb119/QMLHKjF19GhP/aOEfIq1bNvP5t8YtFxWfF9lHp2xUzYV8Lo4gAAIgAAIgAAIgAAIgAALRSSCx9T6SEuvoGjR6g74Sv71kYl3GpAljqUypkjLL8ZF/43ihH+Tf2MVLljPpXfwZtOw6zN6N2MuRMfGial5cbU3Mo36D13WdAN83hkyR5blfL5SpYPLQ8+wzT2veiWToFFmWDZAdOnfXPf1w/oMZM9KWjetM3o9keS+O4ZIzN2MJxmDDXqcGDBqquTitKXTLxrAt1mdz6BxenH34q6/1W6xrXLViCeV+7DE9z3jCnxNeUCvrFCyYn+bOmi5CviQ3FtM8aKmWMS/k1tRpRRfBzNvhw19RrTr1TT3gTTh2IX5kId7ZWrd+Q133yPnjRo+gFytXlEW0o9M548JeMPaiTdMAPbhQ9X6AoS3EyWH3eaXKVdJbYRdtbKB4tnBhzd3X3Xen1FzsHfryME2bPsv0h5ErPf1UIVo4bzbdfvttehs4iSegStDjW3R3xkpjNpSx8SK1cIuY4YEHTPGunLTGXz5+OHmSzp07rynG+Y9XmjSpnVTVyvBOtJs3btJ999+X4A+ZbMRJGVlWHtmoyPL7vejbP3//o325SZcunRaPztcKFVnXerxw8SIdO/atFreO/ZjnzJmD7rv3Xmsx22sRZFQY/Y4Tr27iOo/lykns0tKaghljYrCX/WRj229XftM42vVflmPmJ0+d0oyvLN+ZM2XSXDu6dRUp2/N35Hk5I4zF0hCaXswvf5k1xr+zq8+sDx06rN16qlBB211TdvVkHhuWeWUgx+dLnTqVzHZ9dDLnTsrYPVjFPDiVXbvnG/PsDG0PPfigFu+Qf+RcEoZslo88uR/T4rUZ6/o6D4ZLqJ8XY1/csFExF8Zn4xwEQAAEQAAEQAAEQAAEQCB6CIRL79On/0BasXKVCVQuocuwKq1NBQwXvPC6jlgwKxP/rvFCP7hn7z5q2qKNfAwVEr/Rly2ar187OWGdVpHipROES2GlfvFiRYl307D+4L09+2jKtBmmxeKs39i5daOtLowXcXN5YyqQ/wkRy60FPf54Xk2X9sXBL2nq9Jl09OgxYzEaM3I4Va1S2ZTn5UW45MxuTGwI+eDAh+I3v/nup59/TnPmLtAzObRI547t9Gs+SZkyBRkXtLNXoopV/l3ozTJZvlwZeqFEcU0nzTogftZPp0/TbrHofsmSt00uRLm9QLH1OE4f71AypimT4qis2IBgTF7ImBdtGvvs9lzlvLGBtEiJMppXNNkP1sVWFxseGjdsQDlyPCpsBbdreiE2kC4X76p5YjMH66ll4vndsPadBHo3p3PG7XjB2Is25Zi9Oqp6P8DQFuIMseutZ4q8EFQr9993H61bs0JTfAfVQBKopErQkwAqDBEEQCBKCfgytEXpcNBtEAABEAABEAABEAABEAABEHBMIFx6n5JlKiaIce640/8VNO4s80o/2LlbT9rw7ia9a4Pe7Ocz/IheyOZk46Yt1LFLwrAeNkX1LPY4NGvGFJNhR78pTninWt1XGyUwohnL2J2zoWiOiIEn596ujOo8+axwuCi1joUNj+PGT7JmO77esGYl5RKL1DlxaJdKVWo6rmssyO5RZ8/wPw/Llq+k/m8ONlYjXzH+vJAxL9o0DcbFhcp548d++NEn1LhpC2KjmzXdJj57qVOloqvCUGrnjYyNcAvnzdI28FjrupkzrusFYy/atI5T5bWq9wMMbQpmpU+/NzWXcG6aerJgAerbu4e2tddNvaRWVpWgJzVuGC8IgED0EIChLXrmCj0FARAAARAAARAAARAAARBQSyBcep/ipcrR+fM/hzSYXds2aR5qZCOq9YMcR6tI8VL6LiT2dPL+nh3EC/eDSXPmLaBRY+I0b0SB6t9zz900dPCbxDHE/aUzZ8/SK/Ub0bnz5/0V0+6x4a612O3WumXzRPfsFS45s4MydPhImr9wsd0tR3lrVy3XPN5w4Rs3bggXnhVNO6MCNZJchIxp/HpDEb6kSUAPRus3bKQu3XuZmpwQN5oqli9nypMXXsiYF23K/ro5qpw3+VzWBw0aPMzkqlXe83VMJQxwvXt09RmGyu2c8XO8YOxFm76YhJqv6v0AQ1uoM/FfffZVyxbjffv2+1wRw38QOTZSyxZNfb6QFHUnZppRJegxAwQDAQEQiDkCMLTF3JRiQCAAAiAAAiAAAiAAAiAAAg4JhEvv071XX1q7boPmms1hV03F2KXi7u2biMNnGJNK/aD1t2KF8mVpYtwY4+Ncnx889KXm7nGv0F/a7aRhA1ulihWopYghnzlzJkfts7GHDUezZs8zubaTldOnT0958+QWLiWbU8EC+WV2oh7DJWd2g1y9Zh316N3P7lbAvBQpUtC2TevpgQfS62UvX/5Fc4PK8dqPHDlKf4tQMXaJ6xQvWpQ6tGtNGTNmsCuSII9dilavWUcPSZIhwwO0fvUKv2EtvJAxL9pMMNgAGarnTT6Od8MuEm49Fy9ZpoXVkfnWY8YMGajha/Wp/it1/BpIg5kzfpYXjL1o08pFxbWq9wMMbSpmw9LGaRET6cyZM9qH49q168I1ZAbKmiULPfhgRuKtn0jOCagSdOdPREkQAAEQSFwC1h9Pu3dsJo7RhgQCIAACIAACIAACIAACIAACsU4glvU+oeoHGzZuSgc+/FgXAbvYWPpNlycc1/v4dyfo54sXRByv65QmdWrNeMMbBO4SO56CSX///Q+dO3dOi0t/7tx5YqNMnty5KU2a1ME0p7ROLMuZERQbPY8e+5bY+HblyhW6K3lyypY1i/YvZcqUxqKOz9l14Rmh6+b08MMPaTHknVT2Qsa8aNPJWBKrDBvdzpw9p23iuXLlN0qfLi099NBDQkeU0a9xzdq/YOeM2/GCsRdtWsccyrWq9wMMbaHMAup6TkCVoHveUTwABEAABIIkAENbkOBQDQRAAARAAARAAARAAARAIOoJQO9jP4XskrFU2Ur6jjt2F7dfuI1MliyZfQXk+iUAOfOLBzdBIEkTUPV+gKEtSYtR5A9elaBH/kjRQxAAgaRK4Bvh2mFs3ES6efMGpU2TloYPHUjsDgIJBEAABEAABEAABEAABEAABGKdAPQ+9jM8fcZsGhM3Qb/5ar26NKBfb/0aJ+4IQM7c8UJpEEhKBFS9H2BoS0pSE4VjVSXoUTh0dBkEQAAEQAAEQAAEQAAEQAAEQAAEQAAEYpoA9D7201upSk06fuKEfnPFskVUIP8T+jVO3BGAnLnjhdIgkJQIqHo/wNCWlKQmCseqStCjcOjoMgiAAAiAAAiAAAiAAAiAAAiAAAiAAAjENAHofRJO7w8nT1H5SlX1G9myZaWtG9fp1zhxTwBy5p4ZaoBAUiGg6v0AQ1tSkZgoHacqQY/S4aPbIAACIAACIAACIAACIAACIAACIAACIBCzBKD3STi1165do4GDh9HpM2cpRfLk1KhhAyperEjCgshxTABy5hgVCoJAkiOg6v0AQ1uSE53oGrAqQY+uUaO3IAACIAACIAACIAACIAACIAACIAACIBD7BKD3if05joQRQs4iYRbQBxCITAKq3g8wtEXm/KJX/xFQJegACgIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgEFkEoPeJrPmI1d5AzmJ1ZjEuEAidgKr3Awxtoc8FWvCQgCpB97CLaBoEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQCAIAtD7BAENVVwTgJy5RoYKIJBkCKh6P8DQlmREJjoHqkrQo3P06DUIgAAIgAAIgAAIgAAIgAAIgAAIgAAIxC4B6H1id24jaWSQs0iaDfQFBCKLgKr3AwxtkTWv6I2FgCpBtzSLSxAAARAAARAAARAAARAAARAAARAAARAAgTATgN4nzBOQRB4POUsiE41hgkAQBFS9H2BoCwI+qiQeAVWCnng9xpNAAARAAARAAARAAARAAARAAARAAARAAAScEIDexwkllAmVAOQsVIKoDwKxS0DV+8GxoS12UWJkIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACSZHArVu3Qho2DG0h4UNlEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEACBaCWQaIa2UB8UrYDR7/ASULV1M7yjwNNBAARAAARAAARAAARAAARAAARAAARAAASsBKD3sRLBtRcEIGdeUEWbIBAbBFS9HxzvaIOhLTYEJ9pGoUrQo23c6C8IgAAIgAAIgAAIgAAIgAAIgAAIgAAIxDoB6H1ifYYjY3yQs8iYB/QCBCKRgKr3AwxtkTi76JNOQJWg6w3iBARAAARAAARAAARAAARAAARAAARAAARAICIIQO8TEdMQ852AnMX8FGOAIBA0AVXvBxjagp4CVEwMAqoEPTH6imeAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAg4JwC9j3NWKBk8AchZ8OxQEwRinYCq9wMMbbEuKVE+PlWCHuUY0H0QAAEQAAEQAAEQAAEQAAEQAAEQAAEQiDkC0PvE3JRG5IAgZxE5LegUCEQEAVXvBxjaImI60QlfBFQJuq/2kQ8CIAACIAACIAACIAACIAACIAACIAACIBAeAtD7hId7Unsq5CypzTjGCwLOCah6P8DQ5pw5SoaBgCpBD0PX8UgQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAE/BKD38QMHt5QRgJwpQ4mGQCDmCKh6P8DQFnOiEVsDUiXosUUFowEBEAABEAABEAABEAABEAABEAABEACB6CcAvU/0z2E0jAByFg2zhD6CQHgIqHo/wNAWnvnDUx0SUCXoDh+HYiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAolEAHqfRAKdxB8DOUviAoDhg4AfAqreDzC0+YGMW+EnoErQwz8S9CBUAn/++ScdPPQlXb9xg9KmSUP58uYJtUnUBwEQAAEQAAEQAAEQAAEQAAEQAAEQCCMB6H3UwD98+CtavnIV/fG//1Gmhx+ils2b0h133KGm8RhoBXIWA5OIIYCARwRUvR9gaPNogtCsGgKqBF1Nb9BKOAmsWbueuvfqq3dh765tlCHDA/o1TkAABEAABEAABEAABEAABEAABEAABKKLAPQ+auarRu269PU3R/TGtm5cR9myZdWvk/oJ5CypSwDGDwK+Cah6P/w/AAAA//+a0E0ZAABAAElEQVTsnQWYHEXTgOtPiELciZAQdwHiLhd3d3d3d/eLuwtxd3chkBASIAnE3V34iPxdE7pvdnZmd2a3525vr5qHTHdP6zu9vXtdU1X/94kFcBH+7//+T7nrppiLFugWEfCcQEitv/v3H8De/Qfg4sVL8PDRY3j9+jXEihUTEiZMAN9/lwPy5MoJX375pecTo5qWCaxdvxF69x0g6h3YuwO+TpRIpClCBIgAESACRIAIEAEiQASIABEgAkSACIQuAiF17hO6KLke7aVLf0G5StVEocSJv4Z9u7YBZytuhOEIZ0Hn22F4EdDUiYABAVn7w/+RoM2AsOTsDx8+wsOHD+HdP/9AhAgRIE7s2BA5ciTJvfhfc7IWulkyb968gUFDhsPGzVvB1ZdvlChRoGb1qtCmVXOIGTOm2eapnBcESNDmBTyqSgSIABEgAkSACBABIkAEiAARIAJEwAcJBPe5jysEN27ehJs3bwG+fI0hRYrkkDLltxA9WjRMmg54Bvjx4wfT5cOFCwfhw4c3XV5bcMy4iTB3/kKR3bplc+jcsZ1I60XwzAsFdHfv3VfOK8Ox/uPFjQNJkyRR5q1Xx0rev//+C8jzypVr8PzFC/ayelTlZek0qVMBnqkFd/CldeZq7nfu3oUnj5/AFxG+gG+SJbPEKrjXnat54D071pgdbbqbh5n73jw3dfs4P9x/rt9ge9GtW4oM4ZtkSSFZ0qQQO3YsdVHb4nYwtqNNmQBk7Q8kaJP5VAza+uPPC9CoaUt49uyZKIFfov379oK6tWuKPIo4E5C10J1bds65cPEidOjcHa5du+580yAHNarWr1mhaLsZFPG57H37D8KOXbvhI/vhlyNHNqhTq4bPjVFvQL4gaAtJdiHZt97zoLzPBOi50EogAkSACBABIkAEiAARIAJEgAh4TiA4z330RomH2ouXLoedu/YogiG9Mom/TgQdO7SDShXK6d12yJs1Zz5MmjIN3r9/75DvKoFnhEsXzVMsKLkqp3fv48ePUKhYSSEcxDI7t240FJa9ffcO5sydD+vWbwIUDuiFVEy4WLdOLeW8iD8fvXLavH+YcsGCRUtY2xuZkOA2fPjgLGz84osvIG+e3DCgXy9FeKBtw640nwce+PtieP78OYwcM15hx8dXrEhhmDFtEk+6vAb3unM1GDvWmB1tupqD2XvePjfez91792Bi4BTYsXO3oqTD89XXuHHiQIvmTRRZAirxyA52MLajTdnzxvZk7Q8kaLPj6ajaxA28Ru36cPa3c6rcz9EmjRtAr+5dnfIpI4iArIUe1KJ+bNv2ndCzT3/AHwXqECNGDMiWNQt7iyQp3H/wAP76+zJ7G+equghMnTQBAkoUc8jz5USnrj0A54shRYrkyg8wjPt68AVBW0iyC8m+fX1thOT46LmEJH3qmwgQASJABIgAESACRIAIEIHQTiC4zn20nPC8btqM2TBj1hxA7SszIXeuHyBw/FiXmiWVq9WC3//400xzDmUG9uutCLccMk0kjh0/obzcz4tmyZwJ1qxcxpMO18tXrkC7Dl0Br2ZC/nx5YNrkiaa0qvCF7tFjJ8Dt23fMNA2tWjSDLp3amyoro1BIrTMzY8czuqHDR8HjJ08cihfMnw/mzp7ukGeUCO51ZzQOO9aYHW0ajd9Kvoznhv2hkHTq9JlOZ9JGY0mSJDEsmDtLOas2KmM13w7GdrRpdV5my8vaH0jQZpa4h+XWrNsAffoN1K1NgjZdLA6Zsha6Q6OaxIuXL6FYQFnAtxB4QLMAE8aPBvxS04bTZ36F6TPnwKHDR5RbgRPGQplSAdpiPpsOrYIBErSFTgGpz34QJA0stH6eJE2fmiECRIAIEAEiQASIABEgAkSACHhFIDjOffQGuGfffmjTrpPeLZd5ZUqXZMK2MYZlyleuDhcvXjK8b3TD07OlHr36woZNW0SzA5j1rHp1a4s0jzx58hRQGIOaM1ZC6ZIBMGniWJdVVq9ZB30HDDYsEylSJCchQuOG9aF3z26GdWTfCKl15moe95jZzoFDhsH+A4d0i1kRtAX3utMbsB1rzI429cZuJU/mczPah9CUbJw4sdlZ9Qunzw6ONXPmjLBy2WJADVFvgx2M7WjT23m6qi9rfyBBmyvKXt5DAU7J0hWc3kjgzZKgjZMwvspa6MY9AIwdHwhz5i0QRdAG8uwZUwzV7HnBLVu3w/IVq2DEsMGQ/JtkPNvnr6FVMECCNhK0+eKHK7R+nnyRJY2JCBABIkAEiAARIAJEgAgQgbBHIDjOffSo4nnOoCHDxS00y1ahQllIlyaNorF2lbkVwZfn9YRmM6dNhqJFCom66oha4BEndmyoUrmi+rZuHH2WNWlUH6JGjap73yjz7du3kKdAUXjz5o1SBA/djx7cq+vepG2HzrB7zz6HpmpUrwoNmFAuGTsHe/rsKRw5ehwCJ02Fh48eOZRDrSq9F9Gx0C+nz0CDxs0dtALx5fWqVSoppjC/y5Fd4fn69Ws4d/53OHDwEPx06hdo1LAeVChX1qEfOxMhtc705oTalMt/XAnjJk4G5GIUPBW02b3ujMZrxxqzo02j8bvLl/3cUOGjBJMbqF1NodnWnt27QP58+ZjfxnCKnzvUkB3P1srRY8cdhjhoQF8p7oDsYGxHmw6Tl5yQtT+QoE3yg1E3N2zEaMXOM89LlzYtoB8wHkjQxkkYX2UtdKMe8E2eALapqU1Gblq/CvBZyQpok/rK1Wtw4cJFeMW+QL9NkQJSp0rp0tQA7xs38evXb8D/mBmDhAkTODjgffXqNftx8rNi0jJt6tSQPkM6iBI5Mq/qcEWHqM+ef/YRiBqW/G2ZxIm/djIpgD+I1LZ+jcZwi9nbPsn6xx90iRIlhDy5cjLntl869KtOeMMB25EtaEOV/CvMDCj65PuX2U6PFzcuoImFBAniq4fNbIp7zk7dELbz559/wg3G7SnrG7kmZNzQETA6G+ZrXVvH0+embofHcc38eeGCYgI1ZsyYkCFdWvaDOimgPXhXwWgNYB3kePz4SeXHYeLEiSFLlkwO65S3i8//xMmfFIeu0b76ir19k0lRc9ebN69jdLVjHsH1eVLPyewaVNehOBEgAkSACBABIkAEiAARIAJEwJ8I8L8J8e/O4AwbN2+F7j37ALoMQROG1ZhgSH0WgmNBk5K9+w6ETVu2OgwNfbWNGRUkpFPfVAva0NTk4gVz1belxvkceKNGPr0ePnwEBYuUgA/MnxsP9erWggF9e/OkuD548BDKV64GT59+PkPCG0bzRUEfWoh69PixqI9nK/PnzIC0adOIPF+IhNQ605v7lGkzYcq0GQ638IwmR/asgH7gefBU0Gb3uuPjU1/tWGN2tKkes9W47OeGZ7Mt2wSZT40dOxZs3rBGOZ/Ujg3P1Oo2bAKnT/8qblWqWB7GjBwm0p5E7GBsR5uezM1KHVn7AwnarFC3UPbSpb+gYpUa4kss5bffQtMmDR3MSJKgzT1QWQvdqKfBQ0fAMvYWCQ+FChaAOTOn8qRXV9z8Rowey4Srl+B///ufU1v4hkmjBvWgWdPGylsKTgVYxuYt26Brj88/fDJlygjrVi1XhGvjJkyCc+fOi/WFdcMzYUlAieIwcvhgp7eg8AscvxDMhPLlysD4MSNFUe0Y1jJb34GTp8HsOfMc+jf6IpfBAQcjS9B24+ZNxW649k0uPuFcOb+Hgf37Ar5FgsEbdlgfhesLFi1lb47tBRTm6AV8tv379ITs2bI63Pa2b97YgYOHmVPdcYpQUfvHC74xV6JYEWXOX32lLyjVrgFch/im27gJgUxwd1ERGvK+sL2mzP9kuzathPAQf/yPHT8R8Ae7OsSKFVP5UYCfOzPBjnmgsDo4P084T6tr0AwbKkMEiAARIAJEgAgQASJABIgAEQiNBOw+9zFi8vLlK9izdx8ULVoYYkSPblQMsFxA6fIO1qrSs5dWN65bpVsnOAVtTZq3Uv425wOZHDgOSgWU4Elxnb9wMYwaM16k0ezciqWLnASLvAD6nkLrLTzgS9UnjuwHNAGpDitXrYH+g4aKrIQJEsCSRfOk+o4SjXsZCal1pjfsDp27wY6du5Vb+OJzTaZZiMLe02fOOgheQpOgzY41Zkebes/DbJ7s54Y+IidNmSa6R63WXj2MzaniftWmfWdR3tU+JAq5idjB2I423UzD69uy9gcStHn9KPQbqNewqSIQ4XcXzZ/NNI8eAtpO5oEEbZyE8VXWQjfqoWrNOkxg9bu4/ePShYBq7d4E1FxCZ7rTmCNL9dtCRm3myJENxo0aAejMUhvUwqU0aVJD+TKlYcKkKQ6CDW0dLLeEvTGFQgweBrAfPivYDyAzIW+e3LBw3ixRVDsG1FxbtMTZsW6O7NlgxbJFop5MDtioehyYPrB3B3ydKBFGTYerTLOwErNJjm9duQpovmDcmBFKEW/Yrd+wSRGum1kHuNYnMjvvan9/3vSNg0cBL5pG1Xte2vknS5oU8Ed5hvTptLcc2KMGHtqknzRlust12LB+XeUHQj9mp33t+g1ObfIMFBAPGzoIqrowp2HLPELo8+TJGuSs6EoEiAARIAJEgAgQASJABIgAEfA3Anaf+8jg1a1HHwettshM4PTbmZ90mw4uQRu+yFqwaAB8/E9LDa0THTu8DyJGjOg0LvWY8Ca+YO7qhdf3zOoPmqRE03Y86AnxtO3KMmXH+5R59aV11qN3P9iwcTNky5oFBvTrDZkyZlCmqtVwCk2CNu1akLHG7GjTmzUl+7n17NMf8NyQh+5dO0FzpoxhFNBKFJpp5QG1RjevX82THl3tYGxHmx5NzkIlWfsDCdosQDdbdOu2HdC5W09RvFTJEjB54jjFOSkJ2gQWUxFZC92osx9yF4DnL14ot1FN+6djQSraRnXc5aONb7T1rQ5oigC/ONGZ5bnz5x1U8LEcmpLctH6Nk2abVrikbROFHqgdc//+A/UtaNOqBXTq0FbkcY0izHj06LH4IYbp+PHj4UWEurVrQuuWQRu3qzHg88E54Y8wrnHHG5LJAdvUjsMTQVuV6rXh/O9/8CEqNsZ/+OF7JjD6CH/8eUExqYlmREsULwrTJk9UynnDTmuTGH35ZciQHuLHi6fYPD9+4iSgg1AeEiVMCDu2bRQmQL3pG9vUPgPUNsuXNzczjZpGWQfHmMnH6zdu8O4h8deJYNf2zU5vtWnZiwosgusnCTMZeZFp8apti+PayMjmquaNwryYMWMoZdXmWlEofGjfLqe343g/wTEP/IwGx+fJkzXIOdCVCBABIkAEiAARIAJEgAgQASLgbwTsPveRwWscsyo0e+580RQKtX4+eUSk1RH1IbOR5R91eU/j8xYsUqz18Po1a1SDoYP686S4osWtcpWqiTSe4fx84rBL1x9YWCsEqFypAoweEaS9dp75W6tSo45oN1q0r+DIgT2A/uZ8MfjSOrt95y7cv3cfsjNTkXxcyMxXBW1oGvSvv/5WxpqGua5BE4fqYMcas6NN9Zg9ict+bhOZP0RU1OChTKmSEDhhDE86XX9cuRoGDg4yFVm2TCmYOG60UznMcPfMsIwdjO1oE8dqd+CfQ60VMKv9kqDNKjE35dFfVcmyFYXgA31mbd+6QdG82bBpC2m0ueGnvS1roWvbxTTam86VL8h5LQrC1q3+Ua+o6TzUVilToQrz6/VBqYPaOn1694D6zLmsOqDZwi7dezn4hhs5fIiTVo+RgAPViTu2byt+wMydv1DRXOIbAgoNDu3fJQQ26r5R/R/NAGBIkSI57Ny6EaOGwWgM1atWhp49uip9/PzLaeWtKa4NKJsDDk47DquCNnzbK3/h4mKebVu3UBiKDBZBodeCRYshNRNg6jnltcoOBev4uS9SuCC0bN6U2dvOpu5OEfK2Yw6JT/70s8ifNHEslC4ZINI8YrVv7TNA87XTp0xUnjlv8927f2DgkGEOb9AM6NsL6mnWq5Y9r9+hXRto1aIpoMNlNKfRvHVbB3vRvBzeH8yctFZjawY/0+gbsVHTloBj5GHEsMGKTXye5tfgmEdwfZ5krEHOha5EgAgQASJABIgAESACRIAIEAF/IGDnuY8sPv0GDoFVq9eK5lKkMD5LCS5Bm7ofHJiRhSatGcisWTLD6hVLsYrLsGDREhg5epwoUyB/Xpg3O8iv2LLlK2DwsCC3Iw3q1YF+zCWGr4bQsM58UdB2+/YdKFO+Mrx99055tGhGdMeWDZAgQXzxqO1YY3a0KQYsOeLpc9Mq6uAaXTR/DqCAXhvwxXaUN+C5Eg9658h4z8wzw3J2MLajTRyr3UHW/kCCNslPapzmLRfUKkLtIgwkaLMOW9ZC1+v5zK9noWadBuJWyYDiMCUwyGa1uGEh0q5jF9i1e6+ogc5x0WmsXjh2/IQibOD30Jb13l1bHbSJ9AQc7du2hvZtW/Fq4ooONHFz52H9mhWKRhFP86tVgY3eGKpXqwLDhwzkTTpdZXPADrTjsCpoO3TkKDRr0UaMFe2poz1jK8EqOzSz8OLFS0iaNIlhNxeZDz/8gcyDkaq41b5bt+sEe/ftV5pFQdd29kPom2RJeTfi+u+//0KJUuXhzt27Sh5qte3fs0Pcx4iWPeb17N6F+WJriFERbt26DcVLlXPQmMS35SaOH+1kJ/7EyVNM5b2ZqIuC2+FDB4k0j9g9j+D8PMlYg5wLXYkAESACRIAIEAEiQASIABEgAv5AwM5zH1l8SpWrBFeuXBXN5c+XB+bPmSnS6ohaAGaXRhv6gq9QuYboFs8c9uzY4qAdxW8uXrocho0I0noxKxBDH+ktWrfjzThZMerTbyCsWRfkJiJwwlgHVxiioo9EQsM681Rgg4jtWndoaal7zz4OT1H7rO1YY3a06TAJiQlPnxtaeipZpqI4j8MhoSUqdGVTvGgRMcIXL18qn8XTp38VealSfgubN6x1soyGBcw8MyxnB2M72sSx2h1k7Q8kaJP4pK5duw5lK1YFPLjGgGbStm1eJ+wjk6DNOmxZC12vZ+3zaNywPvTuaex0Uq8NdR4KVX7IU1BkpUiRXHnLg89B3FBFUNCHAj8etmxcq5iv42mtgMNIKIDlUUsOTRXyMGv6FEWTiqf51arARjsGtAG8btVyB4EgbxuvdnDAdrXjsCpo05o1QG2sdm1aYtOmg1V2ZhvO+l1u4Teuds3qMHhgP6eqVvpGn2ZZcuQSAi93gtFZc+bD+ImTRJ9nfzkhtCUxU8te/QKBqPRfpE79xoAajjygGjuqs2sDal/mL1wCHj78/DaOnu1xu+cR3J8nGWtQy5HSRIAIEAEiQASIABEgAkSACBCB0EyAn5lwCz2+NhetUAvHh3+z49/uekEt8EAziuXLlYH/sQN19N0ek1kfSsZegMXzwmTJkgBanvEkjBo7HuYvWCyq4tkGnnHoBa15OrNnIX9fvqJoMvE2Eyf+Gvbv3s6TUKlqTcUFB89AC1Ep2eH/0WPH4ZdfzsCt27cVS1KRmaWvlN+mABQMoPUg9EsWEsHX1xky8VRgg3XtWncrV62B/oOCTIZiX+hqBV2u8GDHGrOjTT5e2Vdvnhue5aKygnr/w7VapVJF6NK5PVy+fBUGDB4KKHPgAV0fLV4wm7mF0VceMPPMsC07GNvRJp+3nVdZ+wMJ2iQ+JdSWQY0FHrSCDq1gp0njBtCre1denK46BGQtdJ2mYfXa9dC3/yBxC8079mdm8zwNv507D9Vq1hXVe/foBo2ZiUdXYQX7whqg+sKaPjXQ4a0FrYDDlXBJ++Nv2OABUKN6VafurQhssLJ2DCuXL4bs2bI6tcsz7OCgNw5XLPhY1Fd8UyT7D3kVf3I8H4WrrVs2Y37DYvIsl1er7Fw2prqJGmXcV1rF8mVh7OgRqrufo1b6vnzlCpQuV1m04UqzEgvt2LUbOnQKEjJv2bAG0qRJLepr14Ar9r36DoB16zcqdSNEiAC/nw0yiyka/C+iFjTjD4RN61c5FAnJedjxeZKxBh0AUYIIEAEiQASIABEgAkSACBABIhDKCdh57iMDTe++A9m5SJDmFlqMOXZor+E5glrg4a7/LJkzQY9unSEn8x1vNnz48BEKFg0QL61iPfS1jj7h9ULfAYNh9Zp14lafXt2hUYN6Im0UQas3hYsFvTSLJgPPnDomiucrWEzxPc8zUKC4/8BBePXqNc/SvaJrjWGDB0K8eHF179uV6evrDOftjcDGrnWnfakfxzln5lQoVLAARpVgxxqzo00+XtlXb54bjgXlBb379FeE8e7GFi9ePJg7a5pLC11mnhn2YwdjO9p0x0TGfVn7AwnaZDwN1sYeZqKtDTPVxkPhQgVg9oypPKlcSdDmgMNUQtZC1+tMa7quWJHCMGNakFaPXh1XeZu3bIOuPXqLItovHnFDFfnp1M9Qr2FTkaMVzlkRcKCjy7wFgt4oMfrxZEVggwOzMgYsbwcHT8aBdbRh8tTpMHX6LIdsfMOsHNO4ql2rBqCfPlfBKjt1Ww8fPoLDTBB/lzm8RS2uByz9zz+fbVwfO35S+PWTIWjbu/8AtG7bUXSP5hvjxTX+EYtr5/3796I87l24h/FgZQ2MHR8Ic+YtUKq6E7S1atsB9u0/qJRNnSolbN0U9OMfM0NyHnZ9nrxdgwos+ocIEAEiQASIABEgAkSACBABIuAnBOw89/EW0ekzv0Lteo0ctE2qVq4EI4cPNmy6SvXacP73Pwzv690oXqwoc2UyjpmBC6932yHv8JFj0LRFa5GHGmKrflwi0tqI+u9uvGfkH11b7+nTZ5ArXyGHbHyRFv/Ox6C2zONQyEQiBtPsWzhvlq67ExPVPSriy+uMT8gbgY1d6w5fGO7UtSf89ts5YLZJ4bsc2WDC2FGAAmce7FhjdrTJxyv76s1z42PB8+EBg4c5mKjl9/i1TOmSMGRQf4geLRrP0r2aeWZY0Q7GdrSpO0nJmbL2BxK0SXgwuIBLM8eQ6J8IQ8SIEZUDY60/JBK0WYcta6Hr9Xz33j0oVLSkuKWnUSNumoigAAcP0XnQagXxfPX1r78vQ9kKVURWqxbNoEun9iJtRcCBNnu/z5Vf1A0pQZsdHHBSVlgICJrIhw8fYPDQEYCahHohV87vmVZjbwfznepyngja0Afb8FFjAb80PzJTEe6CDEHbgoXMafGYce66Mry/eAE6X80p7lthPz5wMsyaPU+p607Qpva/pidoC8l52PV58nYNiodCESJABIgAESACRIAIEAEiQASIgB8QsPPcxxs8+LdbpWq1AP+m5yFunDjM//l6QEGRUcAXT5cuWwFRokZRTEVGY4fi4cL9H3vh9hHcf/AQHj165CC44+20bNEUunbqwJOG1249+sCmLVvF/YH9+0Dd2jVFWhtBQeEvp8+IbBSSlCtbWqSNIqiZliNnXnEbzzp/PnEEIkeOxF4U/gjpM2cX99QRFMBkyZIJ0qRKpfiMu3rtmiJ41Gq64fnLkoWfzw7U9e2K++o6U8/XG4GN3etOPU5t3I41Zkeb2nHLSnvz3PgY0A3V7LkLYNKUaTzL6Yr7T2d2Zly1ckW2p4Rzum81ww7GdrRpdV6elJe1P5CgzRP6mjpTps2EKdNmiFytsITfIEEbJ2H+Kmuh6/WIQg/0Y4V+oDBEi/YVnDp+2OPNakLgFJg5e67oavP61YD+zFyFS5f+gnKVqokirVs2h84dg5zNWhFw2CUYsDIGnIgdHLBdq+PAOkbh2PETMGPWHDj5k7NZQ/zxGDhhjIMJT96OVUHbpb/+VjQWnz17xpsQVxRCoZNTDOjXjgcZgra58xfCmHETeZOKNluCBPFF2lXkG2ZuYuyo4Q5vJ1lhL1PQFpLzsOvzxNl7ugZ5fboSASJABIgAESACRIAIEAEiQAT8gYCd5z7e8MGXdJf9uNKhicAJY6FMqQCHPKsJ9LU0b+FiWL9hkziPwjbw4HzJwrnww/ffGTb55s0byJO/CLx999k6Dp4roBlLV4K/Zi3bwqHDR0SbY0YOg0oVy4u0UUQraMPx/X72F6Z1F07xMY8abeqAQgAUFlauVMFJ4wYtxvTq3d/B3Q7WnT9nJuTPl0fdjG1xX11n6gnLENio21PHvVl36nb04nasMTvaxLHj+RsqPbgL6E8wRvTo7oop9719br+e/Q1QgH7j5k1T/aGQeirzk2d2fEaN2sHYjjaNxi8zX9b+QII2L5/K7dt3mC+kSvCOabVhSJQwIezYthGiMGef2kCCNi0R92lZC92oJ/RjhX6gePDmR9Oq1Wuh38AhvClTPxiOHD0OTZq3EnVGjxiq/CjhGVYEHHYJBqyMAcdtBwds1+o4sI67gF+uP65cxeyVr2dmHD9/hrEOflnh5zhO7NgOTVgRtOnZTUfzpPXr1VbMI6h/CJcsWxGuXr2m9CVD0LZz1x5o3ynI/+PMaZOhaBFHkw8OE3OTsMJepqAtJOdh1+dJi9rqGtTWpzQRIAJEgAgQASJABIgAESACRCA0E7D73McTNouXLodhI0Y7VC1dMgAmTRzrkOdNYsvW7dCley+HJqpXqwLDhwx0yFMnUDjXk/ly4gFNTk6fEvSSLc9XX7v37AMbNwdpwA1lpudq1gh64VtdVh1//OSJItTjebFjx4ITRw4oST2NNryHZYwCnrkULVHGwa8b+opDa0zBEXxxnWnn7a3ARtueXtqTdafXjjrPjjVmR5s4Zq0gSD0PdbxG9arMl+AAdZZh3JvnhudeOFcuV8BO0DRk29YtFc3T+Uwov3T5CoczSyyTIkVyWDB3JnydKBEmPQp2MLajTY8mZ7GSrP2BBG0WwWuL42E2fih4cCWoIUEbp2T+KmuhG/WoVbn3xnzk8RMnoWGTFqKrnt27QNPGDUVaL7JgETPxNzrIxN+KpYsgB7N3zIMVAYddggErY8Bx28EB27U6DqxjNty//0CxTfz7H3+KKnqfZSuCNrTJjjayeahWpZJiC52n1VfZgrY//rwAlaoGmY5wZ0pCPRa9uBX2MgVtITkPuz5Penwxz+waNKpP+USACBABIkAEiAARIAJEgAgQgdBIwO5zH6tMUPurZev28EHl+gHPilYuXwTo411m6Nqjt+LnnreZKVNGWLdqOU86XfHMCc9ceJg6aQIElCjGk7rXEcyVxcLFS8U9NE+JmmfuAmpABZSpIIpp3T1kzp7T4fD/1InDbjVsps2Y7WAar1jRIjBjaqDow86Ir60zvbl6I7DRa88oz+q6M2qH59uxxuxoE8dboXINuHDxIh+64dXVGZ62kqfPDX1A1qnf2MHNDJ4J4+caNUR5QCUfFMqf+fUsz1KuefPkVnwdOmRaSNjB2I42LUzJ46Ky9gcStHn8CADu3bsPBYs6qox3bN/WsMWzv/0GBw4eFvczZcwA+KWCIUb0aFC7Vg1Tjk9FA2EgImuhG6G6cuUqlK1YldmX/iCKmLVXjRVu3rylvLHz5ZdfKj76igaUEe2k/PZbxXa3yNBE0HRlKabJdO36DeUOzvX44f0ObwBZEXCYFQzg5oxvsGCIFzcuHGVmBlwFK2PAdtBXoWwO2K7VcWAdKwGfQ0DpIPMJ3bp0ghbNGjs0YYWd9g04/LGMP5r1ghlBm5W+tSYevsuRHX5culCva1N5VtjLFLSF5Dzs+jy5Am5mDbqqT/eIABEgAkSACBABIkAEiAARIAKhjYDd5z5WeOALs/UbNYPXr1+LavHjx4NVPy7xSnNENKaJaP/WjhQpEvz68wnFPKOmqHIGWbh4KXEoj1Zy0Gwkmo90FabPnA2Bk4P8PtWrWwsGMN/07sLhI8egaYvWoljuXD/A4gVB7lJy5i0EajcZ+3ZtgyRJEovyepFdu/dCu45dxC1vXnYXjZiM+NI6MxqypwIbo/aM8q2sO6M21Pl2rDE72sQx9+jdDzZs3Kwevm68Q7s20K5NS9172kxPnpueD8iCBfIrgme9zzSW7ztgMKxbv9Gh+ymB46FkQHGHPLMJOxjb0abZ+XhTTtb+QII2L57CT6d+VvwvedGEQ9UVy5g2U/YgbSaHm2E0IWuhu8LXf9BQWLlqjSgSntmd7tqlIzRr0kjkaSMoYBs4ZBig6Ueudo+Cs3JMaPf35SBTlFpTkOp2sE/smwd0RotCPnXQfvkd2LvD8MedWcEAmj9AIRAGnOuJowdc2vO2MgZs0w4O2K7VcWAddeA/lFEoqhfwByL+UOShb+8e0LB+XZ5UrlbYoSPaseOD3sxavWIpZM2S2aE9TOA6GMRsv3Nhr5HpSCt9Y7tVatSB8+d/x6gSUKU8X948PGnpaoW9TEEbDjKk5mHH50nGGrT04KgwESACRIAIEAEiQASIABEgAkTAxwkEx7mPGQR4llO3QWN4+vSZKB4zZkxYvmQBpEr5rciTGUG/8fUbBWmXfRa0Hdd9CX/23AUwbkLQGUPtmtVh8MB+boezfMUqGDRkuCiH/p2WLJwn0kaRZcw/Hfqp46FM6ZIQOH4MTyrabqj1xgMK4VAY5yrs2bcf2rTrJIpkyZwJ1qxcJtJ2RnxlnbmaoycCG1ftGd2zsu6M2lDn27HG7GgTx4xnlq9fv1EP3ymOa+Wrr/TPDp0KswxPntsvp89A7XqNRHPRon0FO7ZuVBQiRKYmguZXq7Kzvkt//S3u1K1dE9CKlSfBDsZ2tOnJ3KzWkbU/kKDNKnlVeemCNo3ZQFVXYTYqa6G7Avjw4SMoXqqc4sxVXa5QwQIQULwoZGSahymSfwP3HzxU/Ght3LQFdu7eIwQjaD8b7Whj0P5owPH36t6V2b+uClGjRlXKoNPauUwIM2XaTCWN/+DbCjvZhqp9+8eKgMOsYEArAGretDF07/r5hw463owSOQrEixdXjM3KGHgl2RywXU/GwceDV1SN37NnHzRkNsAb1K/joIb977//Kv710N45D3qCbyvstP730MHvRPajlDsrRcHaxElTYfbc+bxL5WokaLPSNzZ06udf2B8JTUTb+IO9V4+ugF/C2vCAre2t23coZnArlC8LdZh2rTpYYS9b0BZS87Dj8yRjDaqfC8WJABEgAkSACBABIkAEiAARIAKhnUBwnPu4Y4QvU9eu3wjwb2Me8CXdxQvmQGYDyzS8nDfXDUyzBjVseEic+GvYv/uzBSKex69lK1QB9PHNg96ZBb+nvu7Zuw/atO8ssr744gv46dght4KEjp27w/adu0Q9tODVtnULkUbNNNRQ48GM+xT0FYc+nHhAX/LoUz44gi+sM3fz9ERg465NvftW1p1efW2eHWvMjja145aV9uS5aQXZJdj587TJrv0t4ni1Z4MF8ueFebNneDQVOxjb0aZHk7NYSdb+QII2i+DVxdExKEqfX718pc42jOPB7f/+9z9xPxzTJood67OjUFT5XrJorsPhvygYhiOyFro7hLgR9OozAPAZWQ1aNd1adRsC2tlVB9QcS/nfG1CX2VtSalvfWK5FsybQjWnRaYMVAQeO/ftc+UUT6FAWHctqw69nf4Mates7ZKPzzIiRIgK+jVSkcEGYNX2KuG9lDKISi8jkgO16Og4+puat2sHBQ59Nt+IPy+zZskLSpEng/b/v4cRPPzn8oEaznxvXrYSIESPy6srVCjt8HsUCysLz589FG9gvvuEVKWIkOHnqFKBpRG0wErRZ6Zu32bZDZ9jNhIvqgHsNvo2XhP2Af/nqFdy4cdNBCxOdIqOWpjpYYS9b0IbjCIl52PF5krEG1c+F4kSACBABIkAEiAARIAJEgAgQgdBOILjOfYw4oXCtVr2GihsMXiYye1F13pwZ8MP33/EsW64jR4+DBYuWiLaLFysK06c4H7Zr/Zd/kywZ7N7h3vwdNoyWVfLkLwLvmDYMD+58u+HZZa58hR1MaO7duVU5Q+FtTJ46HaZOn8WTiqsMV/7lsODQ4aNgybIfRR31i98i06ZISK8zM9PyRGBjpl1tGbPrTlvPKG3HGrOjTaPxe5vvyXMbNXY8zF+wWHRt1ifcUvb5GcI+RzzgS/3z5wQpcvB8M1c7GNvRppm5eFtG1v5AgjZvn4SF+huYJlSPXn1FjSaNGyjaTiKDIk4EZC10p4Z1Mu7cvcverOmraALp3HbKihI5MrRp3VLx48XHiYXQBGG/gUMc3uxxqvxfBv5468NMFNZiwg29YEXAYVYwgP1oHeiq+9a+RWFlDOp2ZHLAdj0dBx+T1iEnz9deUV177crlkJxpMeoFK+z27j8Ards6C1DV7aKD00yZMgj/jUaCNqxjpW8s//zFCxjOTIXi3mM2oA1qtEWtDlbY2yFoC4l52PF5krUG1c+G4kSACBABIkAEiAARIAJEgAgQgdBMgJ+nfPr0KdingWYi69RvDJevBLkAwRduUcsKD7DtDGhRqFLVmg4v4LZv2xrat23l1K1WMGJUzqnifxla7TTtuY+2nlZrRs/vO77IjC+TqsOenVsgWdKk6iwRR2WFosVLA1p54sGVuxVeRtY1JNeZ2Tl4IrAx2zYvZ2Xd8Tp45e5OwocPr84WcTvWmB1tigFLjHjy3LQabRkzpIf1a1a4HZVWQNe0cUNAbVK94O6ZYR07GNvRpt78ZObJ2h9I0CbzqbhpiwRtbgDp3Ja10HWa1s1CW71Ll6+A48dPwoWLF+H2nbtO5TKkTwfFihaBOrVrQJzYsZ3u8wx0UDmfvZl09eo1QNOE6oDOdDNnzKj4gnNl63vHrt3QoVM3pSpqQx0+sNuwT/yxkjNPQUCbvRhGDBsM+EaEXkAhwjD2BoRWAIOad716dnPwTWZlDHp9yeCA7Xo7jnfv/mFvii2G1WvXO7ypxseMP6ZrVq8KLZs3BXw+RsEKO2wDbV+PGT8Bzp0L8peG+SjQQ59p/fv2Ypp2R6BPv4GYDa7srFvtW2mQ/YM/gNH5Mdqc5+uD38MrmpXEH87oJ7BShXKAa00drLCfNXseoLANQ6xYMeHk0YPqphziaie0qGG4cnnQ2zwOBf9LBOc87Pg8yVqDemwojwgQASJABIgAESACRIAIEAEiEBoJBPe5D2eEmhf1GjaF3//4k2cpvtGmTp4AxYoUFnlmI+/fv4eBzBcampqsXLG88ne2UV10YdKyTXs4//sfogj+Hb5u9XJIlzatyMMIHpYXKFwCHj1+LPJdCbREIVUELd2gpRh1wBds8UVbbUAedZj1LrVATO0yhZfHcRUqVtLBOhD6f0MLSdx1Ci/75s0b6Nilh7AyhPmJEiaEnds2QeTIkXgxW68htc6sTMoTgY1d646PGz8n+NI3X6vZsmWBBXNnMbczkXkR5WrHGrOjTYdBS0p48tzOn/8dqjB/a+qAvtb03L3wMqjZWrNOA4dzvYnjRkPZMqV4EeVq9plhYTsY29GmwwRtSMjaH0jQZsPDMWqSBG1GZIzzZS104x5c30HBBgrKUG0+FjPzmSB+fEVA4rqW41388XHt+nW4d+8+4HzwR1Ps2J9NhjqW1E+hNs+7t+8geozoTl9k2hr4Q+jF8xfKDxU0EeguvGRmT/++fBnwzaLo0aJB2jSpQa+elTEY9ektB2xXxjiwndu378D1GzcUASg+k6RJkgDaQteaisSyRsEsO17/4aNHcP36DcX0QiJmqhMFrGg+lgd8BijoReGtOp/fV1+t9s3rYvs496tsPX788FFZJ3HjxlV8EBq9lcTrWmH/5MlTwB97MWPGcMkU31hU/lhgLy7iZ8LdGPhYgmsedn2ecB4y1iDnQVciQASIABEgAkSACBABIkAEiEBoJRBS5z59BwyG1WvWOWBLkzqV06G1QwFVAv92r8Fe1uXhypWrUKrc55ed8V5AiWJQqGABSJIkMcRjf3fj4fet27fhAHsRdvnylQ6mHLENIx9nhw4fgWYt2/JuIEeObLBi6SKRNhPBM628BYo6uUvBQ/0C+fMBatPgmQW+BDx95myHl8XxjGjfrm26Z2H4Qi+WV4esWTIzX24tFcs92O+vZ8/BjFlz4OLFS+piMH7MSChfroxDnp2JkFpnenPCtXD8xEnQKnH+cuaMgzlBdGvSpVN7hyaiRo2ivLTNM+1ad7x99NOHGkrqMH1qIBRnCgjqYMcas6NN9ZitxmU+Nzwzy1uwmGIVjY8Dz8QqspffGzM3QKlSpVTOyPDcDAXzq9hetZApc+A5NQ+4r2zZuFZ5yZ3n4dXsM8OydjC2o00cq51B1v5AgjY7n5KmbRK0aYCYSMpa6Ca6oiJEgAgQASJABIgAESACRIAIEAEiQASIABEgAsFIIKTOfQoXKwXoQsSboNYsQ/OTpctV9qg5NFM5b/YM5eVsbQNduveCLVu3i+whzKe6kfsRUUgnsm37TujUtYfOHeMstHo0d/Z0B8GOujRqqtWs29BJiKYuoxdH6z7zmQ88/uz1ysjO432h4CKkAwoeJ06a6vEwtmxYA2nYi/IY7Fp3fHArVq2BAYOG8qRyNfLxZ8cas6NNh8lYSMh8btgtWsBq3Kyl8qK6dhj4An6smDHhFRPK6lmmQqHckoVz4fvvcmirgpVnhpXtYGxHm04TlZgha38gQZvEh+KuKRK0uSPkfF/WQndumXKIABEgAkSACBABIkAEiAARIAJEgAgQASJABEKSQEid+xQoUgLu33/g1dT3796uWMfBRt6+fctMKZZy0FBx13hk5sahcaMGzIVFEydzi1j31avXTBOtiNB+Qys8Rw/thRjRo7trWvf+/IWLYez4QOFvS7fQf5lfffUlDB86CEqXDHBVTBFW1qrTEO7dv++yHN5EwV0bpu3WplULpq0TZOHHbUUJBUJqnekNffjIMbBoyTK9W6byNq5bBenTpVXK2rHu1IPYvGUbdO3RW50FkwPHQamAEg55PGHHGrOjTT5eK1eZz433u5a5HRoydISDqVZ+z+gakwng+vTsBpWYiVq9YPWZYRt2MLajTb35ysiTtT+QoE3G0zDZhtZma9dOHaBli6Yma4fNYrIWetikR7MmAkSACBABIkAEiAARIAJEgAgQASJABIiA7xIIqXMf9Bm+cdMWZr7PMw0nNKl4YM92+PLLLwVcdKOA5ijRz/mFCxfhA3PfoBfQL3yBfPmgY/s2kDBhAr0iSh4ewvfuO0DcLxlQHKYEjhdpTyJnfzunmHs8fOSYriYNCthKlyoJrZj/+qRJk5jqAoU9KDiaO2+hg2k7XjlevHiQIX06ZlKyBWTLmoVnB+s1pNaZ3iTXb9gEPfv017vlNi9KlCiwe/tmwDXEg+x1x9vFK5oUrVi5hvARmCBBfNi8fjVzFRJTXcwhbscas6NNh0GbSMh+brzLZ8+ewVJmTnbZ8hWKax+er70mTJAAGtSvA3Vq1dAVzPPynjwzrGsHYzva5POUeZW1P5CgTeZTMdEW+lZ6+eolRGUbo6tNyURTYaKIrIUeJmDRJIkAESACRIAIEAEiQASIABEgAkSACBABIhCKCPjruQ8Kny5e+gtQCPL8+XOIFDkyJP8mmfJ/1KhRTT2hBo2bwYmTp0RZPd9Y4qbFCPphv/z3FXjw6CHzH/cGYseKpQhv0J98JKZp50n4wHzB37t3D67fuMGu9wGFMunTpVN8snvSnsw6/rrOtIxkrDttm2i68M6dz2ZWEyf+GlCz0kywY43Z0aaZuQRXGRS63bl7T9EUff78BfPvGAe+/vpr+DpRQpfCNe34PH1m2I4djO1oUztnb9Ky9gcStHnzFKiu7QRkLXTbB0odEAEiQASIABEgAkSACBABIkAEiAARIAJEgAhYIkDnPvq40H9ckeKlhcYdvqx/jJmN/OKLL/QrUK5LArTOXOKhm0QgTBOQtT+QoC1MLyPfn7yshe77M6UREgEiQASIABEgAkSACBABIkAEiAARIAJEIGwRoHMf/ec9a/Y8GB84WdysW7smDOzfR6QpYo0ArTNrvKg0EQhLBGTtDyRoC0urJhTOVdZCD4VTpyETASJABIgAESACRIAIEAEiQASIABEgAkTArwnQuY/+4y1drjJcvnJF3Fy9YilkzZJZpClijQCtM2u8qDQRCEsEZO0PJGgLS6smFM5V1kIPhVOnIRMBIkAEiAARIAJEgAgQASJABIgAESACRMCvCdC5j/PjvXb9BgSULi9uJE/+DezatkmkKWKdAK0z68yoBhEIKwRk7Q8kaAsrKyaUzlPWQg+l06dhEwEiQASIABEgAkSACBABIkAEiAARIAJEwG8J0LmP86N9/fo1DB46Am7fuQtRIkeGhg3qQYH8eZ0LUo5pArTOTKOigkQgzBGQtT+QoC3MLZ3QNWFZCz10zZpGSwSIABEgAkSACBABIkAEiAARIAJEgAgQAf8nQOc+/v+MfWGGtM584SnQGIiAbxKQtT+QoM03ny+N6j8CshY6ASUCRIAIEAEiQASIABEgAkSACBABIkAEiAAR8C0CdO7jW8/DX0dD68xfnyzNiwh4T0DW/kCCNu+fBbVgIwFZC93GIVLTRIAIEAEiQASIABEgAkSACBABIkAEiAARIAIeEKBzHw+gURXLBGidWUZGFYhAmCEga38gQVuYWTKhc6KyFnronD2NmggQASJABIgAESACRIAIEAEiQASIABEgAv5LgM59/PfZ+tLMaJ350tOgsRAB3yIga38gQZtvPVcajYaArIWuaZaSRIAIEAEiQASIABEgAkSACBABIkAEiAARIAIhTIDOfUL4AYSR7mmdhZEHTdMkAh4QkLU/kKDNA/hUJfgIyFrowTdi6okIEAEiQASIABEgAkSACBABIkAEiAARIAJEwAwBOvcxQ4nKeEuA1pm3BKk+EfBfArL2BxK0+e8a8YuZyVrofgGDJkEEiAARIAJEgAgQASJABIgAESACRIAIEAE/IkDnPn70MH14KrTOfPjh0NCIQAgTkLU/kKAthB8kde+agKyF7roXuksEiAARIAJEgAgQASJABIgAESACRIAIEAEiENwE6NwnuImHzf5onYXN506zJgJmCMjaH0jQZoY2lQkxArIWeohNgDomAkSACBABIkAEiAARIAJEgAgQASJABIgAEdAlQOc+ulgoUzIBWmeSgVJzRMCPCMjaH0jQ5keLwh+nImuh+yMbmhMRIAJEgAgQASJABIgAESACRIAIEAEiQARCMwE69wnNTy/0jJ3WWeh5VjRSIhDcBGTtDyRoC+4nR/1ZIiBroVvqlAoTASJABIgAESACRIAIEAEiQASIABEgAkSACNhOgM59bEdMHTACtM5oGRABImBEQNb+QII2I8KU7xMEZC10n5gMDYIIhBCBf//9F87+dg7evH0LcWLHhowZ0ofQSKhbIkAEiIDnBG7fuQtPnjyBqFGjwLcpUog/lj1vkWoSASJABIgAESACRIAIhDQBOvcJ6ScQNvqndRY2njPNkgh4QkDW/kCCNk/oU51gIyBroQfbgKkjvyXw+vVrdrgbNVQe7G7YuBl69O4nns3h/bshQYL4Iu0rkdDM2FcY0jiIgL8SuHnzFhQrWVZMb9LEsVC6ZIBIU4QIEAEiQASIABEgAkQgdBKgc5/Q+dxC26hpnYW2J0bjJQLBR0DW/kCCtuB7ZtSTBwRkLXSrXd+//wD27j8AFy9egoePHgMKAGLFigkJEyaA77/LAXly5YQvv/zSZbN3792DHTt3w7Vr1+H6jZvw8tVLiB0rNqRMmQLy5s4F+fLmhfDhwzm08evZ32D3nn2AGkjRokWDZk0aQpQoURzKuEtcuHgRtmzdAf/73/9YG19BqxbNIEKECO6q0X0DAnv27oPBw0YCrgnUBlu35kdIlDChQWnfzF67fiP07jtADO7A3h3wdaJEIh3SEX9gHNIMQ7p/GXumeg63bt2G/QcPwe9//AmPHz+Bp0+fQvTo0SBN6lSQOnVqSMuuKVOlhCiRI6urOcWDY09dtnwF3Lx1C774IgKUDCgOmTNldBrHnxcuwokTP8En9p82hAsXDuLHiwfp0qaBb775xul7QVvebPrho0eweMkyhV+kSJGgbp1akCrlt2arw/MXL+DMmbNw8dJf7P9LcIN9j8WJExu+SZYMMmXKAGVLl5Y2VjODunr1GpQsW1EUHTNqOFSqUE6kKUIEiAARIAJEgAgQASIQOgmE1LlP6KRFo/aUAK0zT8lRPSLg/wRk7Q8kaPP/tRKqZyhroZuF8ObNGxg0ZDhs3LwVPn1yPhDl7aDwq2b1qtCmVXOIGTMmz1aueDg5bfosWL5ilSLscripSiRMkAD69ekJASWKidzRYyfAvAWLRHrQgL5Qp1YNkTYTadG6HRw4eFgUPX5kvyIgEhkUsUSgbYfOivCTVwqNh7u+LmjzB8Z8fYS1q4w9U83s6dNn0LvfANi3/6A6WzcemQmPevfqDrVrVte9j5l276n4QkOmbD+I/muw74Vhg4OE2njj48ePkCtvIUVwJQoaRHBOqdOkgsIFC0LL5k0gYsSIBiVdZ69ZtwFGjxnv0KeV7xN80aRv/0HMTONTw46+/TYFDOrfB3KzF0+CI5CgLTgoUx9EgAgQASJABIgAEQh+AsF97hP8M6QefYEArTNfeAo0BiLgmwRk7Q8kaPPN50uj+o+ArIVuBihqgnXo3F3RQDNTHsugVtD6NSsUbTdMf/jwERo3awEnTp7CpNsQL25cOHporyh36PARaNayrUjn/OF7WLponki7i7x4+RLy5C+iaMRh2bRMQ2Lz+tXuqtF9FwQ6dO6maCbyIiOHD4GqlYO0Kni+L1+DW9CGQpIdu3bDR/Z5yJEjm1thsT8w9uXnb9fYZOyZ6rHhvtmtZ2948OChOtttvGiRQjBi6GCIHTuWU1m791QzgjZtGadBGmSkSJEchg8ZqGhRGxRxyr5x8yb0GzCEfQf95HTPrKANXzbBF0XMBBQMLl+ygGm4ZTRT3KsyISFos7qXeTVBqkwEiAARIAJEgAgQgTBKIDjPfcIoYpo2I0DrjJYBESACRgRk7Q8kaDMiTPk+QUDWQnc3mW3bd0LPPv3hn3/+cSgaI0YMyJY1CzOVlRTuP3gAf/19Ga5cuepQZuqkCUIrbeKkqTBj1hxxH02ClS9bWmkjEjNxhqa30Eze35evKGXQ59evPx8X5T98+AB5CxZlZtKeKXlY/9C+XRA/fjxRxlVE64ura+eOilaEqzp0zzUBNOU5ZPhI5fAfTbvNmj5FMSHqupZv3Q1uQVunrj0AP1MYUqRIDju3bsSoYfAHxoaT89MbsvZMjmfu/IUwbsIkRfuL5+EVfQlmz5YV0qdLC/fu3Ydz539XTBmieV11wJcWtmxcK1564Pfs3lO1QjQ9jTZtGTQ9+8P33ylDfP/hPbxgWtCPHj2Bv/76Cz4w7Td1wO9A1Ngb0K834PeBUcB5zl+4GKZMnQHvNN9jvI4ZQRtqsrVu25FXUa5lSpVkpo5zM7ORcQBNYK5esw7u3L0ryuAz2rNjC6B5SjtDSAjarO5lds6f2iYCRIAIEAEiQASIgL8SCK5zH3/lR/MyR4DWmTlOVIoIhEUCsvYHErSFxdUTiuYsa6G7mjJqgRULKAvPnz8XxaIz/2gTxo+GgvnziTweOX3mV5g+cw6gpgSGwAljoUypACWer2Ax5tPtkRIPHz48LF4wRxyoKpn//XPs+AkInDwNXr16Bds2r1ffgsFDR8CyH1eKvL69e0DD+nVF2lWkZZv2sP/AIaUIstu3ezsk/jqRqyp0zyQBFMLafZBsciiWi/m6oI1PKDQz5nMIC1eZeybyQi2sUmUrwfv37wW+5Mm/gRlTAyHlt84+xXCdDBoyAtau3yDKY6RZk0bQo1tnhzxM2LmnaoVoZgRtemVwnGh2eMeOXTB63AT23fAas0RwJyRr3KwVHD0W9NIG7v+pmQ+7S3/9bboNFF6WrVAFrl2/odTBNoYM7Ac1a1QTbWAEhWwNG7dgvkc/l8O8UUzTt4rNmr4kaEPSFIgAESACRIAIEAEi4H8Ew3HtiwAAQABJREFUguPcx/+o0YysEqB1ZpUYlScCYYeArP2BBG1hZ82EypnKWuiuJj92fCDMmbdAFPkmWTKYPWOKookjMnUiW7ZuV8xrjRg2GJJ/kwzu338ABYqUECWrVakEeM9qOH36V6hVr6GohtocK5cvFmmjyMuXryB3/sLCbCSa7FuxNMjfm1E9yvd/AqFF0Ob/T8I/Zihrz+Q0uvfso/jF5OnMmTPC3JnTnbTT+H1+xZcVps+czZOAZgz37t4GqN2mDnbuqTIFbXzMKHjs1LUnnGfaezzEiB4ddm7bpGseE8ukz5RdaMOhGUf0nYa+4WrUrs+bAHfCuoOHDkPzVu1E+WJFiyjCTpGhimiZZs2SGVavWKoqIT9Kgjb5TKlFIkAEiAARIAJEgAj4AoHgOPfxhXnSGEKWAK2zkOVPvRMBXyYga38gQZsvP2Uam+02lO/euwcBpSs4mIzctH4VpEub1jL9Q0eOQrMWbUS9dm1aQod2QWlxw03k06dPULREabh957NpLvyw79+zXfEH56rqhk1boEevvqLIQHbQWrd2TZE2E8G+rzNthv8xzYaECRMAavbx8PjJEzh+/CS8fv0aEidODFmyZHK4z8uhCTP0D3SdmcmM9tVXkDlzJsX0Jt+0eDlXV/R19+eff8KNW7fhKesXx5UwUUJIkzoVJE2SRKwLvTZczQG1RH469bNiBjRt6tSQPkM6iMJMeroK2N7t23fgzdu3ECtmTIgXz/EQH+vigTaaBf2XaeSgBiGaBOUBzYReYObWnj17BqlSpYKsjFuUKFH4bd0rbw+fA/qdistMtrkKKORFjUw0T4pmTrXBqqDNE/5Y59nzzyZP+/QbKDQrEyf+GtasXOYwJFxXESJEEHlmGIvCqgiutStXryl8X7F1+W2KFIoWj56vLlU1JSp7nWjbN5sObXOQuWciIzTHW75SNWEyEs31HmD73ZdffmkKYet2nWDvvv2ibP26taF/314ijRF81nbtqXYI2nDMqN1Xq25D+O3ceUwqwdXLG9/lygdffPEFdOnYHqpXq6KYmfz17G+WBG0LFi6BkWPG8e4UjezcuXKKtDqiMA0oo+yNmB+embU88/MJiBzZO/ORuPfhnolCxvBsPt9lzwZJkiRWurYqaPNkH8OOvNnLlIH+94+n/avboDgRIAJEgAgQASJABMICAX5WgL8xKRABuwjQOrOLLLVLBEI/AVn7AwnaQv9a8OsZyFroRpC0JsUKFSwAc2ZONSruMv/8739Aleq1RZm8eXLDwnmzRNpKZPzESTBrznxRpWf3LtC0cZCWm7ihirRq2wH27T+o5KDZymOH9rnVCFFVV6Kbt2yDrj16K3HUili3ajkcOXqc+U4KVHzzqH/4ojCpaeMG0K5NKyH42rh5K4wdP1HxZ6ZuO1asmDBm5DBAvq7ChYsXYcGipbB7z14n02m8Ho6rf5+eit8mnqe+6s0BhWvo/+kcO7RW+0DCw+GAEsVh5PDBDsIxo/bQR9LhA7udNGY2bdkK3Xr0Uarlz5cH5s+ZCWd/OwfDRoxWrur28NlkyphB4ZEiRXL1LRFXH3hjefTjZ2S28hYTRhZlB948TA4cB6UCgjQrMd+soM0b/lOmzYAp02byYbi8li9XBsaPGSnKqJ+ZEWNRmEVQm2bE6LFw4eIlQEGHNsSJHRsaNagHzZo2hvDhw2lvK2l1n3yte7NOdDtxkRla5yBzz0Q8Wm023OdwvzMb0IRvs5ZtRXHU/Dp14rBI84hde6pdgjYc9/ETJ6FhkxZ8Cso+u2/XNvaiw9cij0fwZQD0oaYWdFkVtPUfNBRWrlrDm4TjR/YDfpaMglazEQXqWdiLFZ4ENAeKa2sbM5355s0bhybQp10/tuenSvktlCxbUdwbM2o4VKpQTqR5xJt9DNvwZi/D+t72j21QIAJEgAgQASJABIhAWCJg97lPWGJJczUmQOvMmA3dIQJhnYCs/YEEbWF9Jfn4/GUtdKNpVq1Zhwlfgsxz/bh0IXyXI7tRcZf5eOCa9bvc7G34D6LcYObfpnbN6iJtNnLp0l9Qjml58ICCmXWrf+RJpyuajcxToIgQOhQskB/mzprmVM5dhlogg9pjZUqXhElTpisaIUZ10X9crx7doN+AwU4+k9R1UKg1bOggqGrgx2f9hk2AmlBqQZi6vjqO62Li+DHCN576nsMc0qSG8mVKw4RJU1zOIQ0rt2TBXF3BpLo97OfA3h1O2oXqMrlyfg+FCxWEccwkqau5oPBx3uwZitBNPX6Mz5o9D8YHThbZZ385YagFZ0bLQz0+bFRvDt7yH8AO6VeoDunF4HUiWiG0mfFhM6ghMmPWHJg2faZLtrxLNJ86btQIoRHD8/Gq7hOfv7frRN22q3hon4PMPRM5latYVfgRw8/17h2bIVlSZ61MI6aoAVW0RBnFbxgvc/qnY/DVV44acXbtqXYK2nA+DRo3YxrCp/jUYOa0yVC0SCGRdhWxKmhr074z7Nm7TzR59vRJlxq/q9euh779B4nyI5mfNqP9XRTSiaBf0zZMMxFfTnAVihcr6jA+PUGbt/sY9u/NXiajf1cM6B4RIAJEgAgQASJABPyRgN3nPv7IjOZknQCtM+vMqAYRCCsEZO0PJGgLKysmlM5T1kI3mv4PuQvA8xcvlNsxmVnAn4591ggzKu8uv36jpnDyp59FMRw/CqLat20N0aJ9JfLNRNQH0Fh+z84thgfQqEmGmiE8jB09AiqWL8uTpq9q4YO2Uvz48SAJMxl5kQkB0XwkDzjHjBnSA2r08YAH5TFjxlDKoqYCDyhcOrRvl652VtsOnZkmW9AhL/q9y8DajR8vHuBBLGp3PHnylDcFqOWwY9tGp4NgV3NAs3QoQEQfSGhuUR3atGoBnToEacbwe9r29IRU2jK8Ll7RBF7mTBmYaclbDsIAvIcmFA/u2+lkJi8kBG3e8ufajDivR48eC1OAmMa1ow5o0rR1y+YiS8tPjzEWHjRkuOIXUVRkEXymKIhGzb9z58/D06efzVfyMqlTpYRN69c4abZp++Tl8erJOlHXdxUP7XOQvWdmzZEL3r57pyBz90KBEde+TMi/es06cXvz+tWQNm0akeYRO/ZUuwVtWpPAZrSb+XytCtq02oo7t2506at0DzPZiQIyHnr37AaNG9bnSdPX6rXqOQnZ0M9eypQpmCb1JcUsrl5jeoI2b/cx7MebvUxG/3pzpTwiQASIABEgAkSACPgzAbvPffyZHc3NPAFaZ+ZZUUkiENYIyNofSNAW1lZOKJuvrIWuN208kM+VL0gzwNNDXnXbV65chYpVazr4fMP76DOqccMGUKdWDdMCN62wpUun9tCqRTN1dyLeum1H2Lv/gJKOHCkSnDh6wNAUoqikEzESPqCvuVYtmio+gFB7rnnrtor5Pm0T6CNo8IC+UK1qZcXMGfpzatS0JaDWFQ8jhg0G9DWkDehfDg+VixQuCC2bN4UczDePOqBAtB0TxqkFmZMmjoXSJQPUxRw0ldQ3mjSqDx3btxWaYXPnL2RmLgOFphsKVw7t3+VWcKcnBDLihv6iOjLhHfd1d+bXs9C0RWsHs5iDGC9cF+qgffbBodEmiz/Oo1PXHrBt+05lSilSJAc8sHcVtPz0GOMaKlOhitAYRQ3JPr17ADJWBxTWduney+EzqKdpo+2Tt+HpOuH1XV1D+xxk75mPHj+GvAWKCmSosTR9ykSRNhuZPHU6TJ0+SxSfMW0SFCtSWKR5RPu5krGn2i1oO33mV8VXG59Ddba3DmeawWaCVUHbvAWLYPTYCaJpfPEAX0AwCmj+tFa9IJPG+D2BvkmtBNzP8QUVHvD7a9qUQCiQP6+ShWYk0SQtjk0b9ARtMvcx7M/qXia7f+2cKU0EiAARIAJEgAgQAX8kYOe5jz/yojl5RoDWmWfcqBYRCAsEZO0PJGgLC6slFM9R1kLXQ4BCj5p1GohbJQOKw5TA8SLtaWTHrt3Qs1c/oaWhbgfNmeEb/yh005o2U5fDOPrcQd9b3C8aamigpoY2vHr1GnLnLyzMRpYpVRICJ4zRFjOV1hM+6GlQoF+w4qXKOWgtoUbRxPGjnfyDodkzNH/Gg9FB8fPnz+HFi5eQNGkSXtTpepH55CpfOcgUZ/eunaA588OlDnpzQI3C9m1bqYsp8ZZt2sP+A4dE/vo1KxTtPJHBItr29IRA2jJYf8ig/lCrRpD5T97mwUOHoXmrdjypaNht2bhWpDGiFQgEh6BNFn8cv9XDaS0/PcbtOnaBXbv3YvNK0Dtk5/eOHT+hCHh5OmGCBLB311aIECECz3J6rnjDm3UiGnYRCe1zkL1naturW6cWDOzX2wVB/VvLV6xStB353f59ezkJYPGeHXuq3YI21ObNV7AYn5pi2hhNHJsJVgVt2s8NvnywbNE8QNOq2vDgwUPFTyIXqON9TwRt6F8P/ezxgN/B+F2sDTNnz4UJgVMcsvX2AJn7GHZmdS+T3b/DhClBBIgAESACRIAIEAE/JWDnuY+fIqNpeUCA1pkH0KgKEQgjBGTtDyRoCyMLJrROU9ZC15u/1iQXCsDQ9JWMgP6AuvXsCxcuXtRtDs1Ujhw+WFfrQl2hVt2GgBoNPOzYsgG+/TYFTyrXTVu2QrceQWYjp08NhOJFiziUMZvQCjxcaTTUqd8Yfv7ltGh64rjRULZMKZHmERQU5i9cAh4+fKhkFcyfD+bOns5vW76iH7y3b98q9dD/HfrBUwftHIyEJ1gHtZ/Q1BcPs6ZPUTTqeBqv2vb0hEDaMq64YZsBZSrAtWvXMaqEowf3Qrx4cXkyRARtonM3EXf8sbrVw2ktPy1jPLz+IU9BMbIUKZIDfhb4/iBuqCIoREdBDg8ozESzoTxo+/R2nfB2ja7+MAfZe+bmLduga48gwRpqnLZtbaxBZcR23fqN0KvvAHG7W5dO0KJZY5FWR2TvqXYL2nDsaTJkFVNIlzYtM4W6SqRdRawK2rAtLZ+IESMqGrcZ0qdTtKSvXb/BTAJfgp279oiXO/gYUOMatQTNBjQrnIWZDuUvk6RI4Vr7VSts0xO0me3bzD6GbVndy2T3b7Y9KkcEiAARIAJEgAgQgdBMgP9dx38Xhua50Nh9lwCtM999NjQyIhDSBGTtDyRoC+knSf27JCBroet1snrteujbf5C4hSboUBNCVsAfiVu37YAp02c6mE5Ut+9OILNs+QoYPGykqIJaWSgQUIfWzEfOXuYrB0OM6NHh2OF9Dpo76rLu4lrhg1bgoa6PB9t4wI0BNYV+Pxvkm05dDuNqoYeVg2JtO5guUao8XL9xQ7mFfujQH506WJkDCkIrVA4y2zhs8ACoUb2qujmPBG2uuGHjY8ZNBDRdycPaVcuZH7eMPOnTgjZ3/HESVg+n3T2z386dh2o16wo+vXswX1DMFKirsGLVGhgwaKgoohVAu+tTVGQRM+tEXV4v7g9zkL1nbtuxCzp16S5wtWzeBLp27ijSZiNaQdsAto/X05gU5W3J3lPtFrRpBbS5cn4PSxbO49NxefVE0IbmIBs2beFgetVlJ6qbrgScqmIiikK7gNLlRdqdRhyaXi1ZtqIo742gzcw+hh1Z3cvE4NxEzPbvphm6TQSIABEgAkSACBABvyBg57mPXwCiSUghQOtMCkZqhAj4JQFZ+wMJ2vxyefjPpGQtdD0iWpOG6NMHffvIDh8/fmSCsAMwedoMQNOH6oDzWzR/NuTOlVOdLeJPnjyFfIWKCb9UKb/9FrZvWS/uv379mvmZCzIbWb1aFRg+ZKC4bzViRfiA/s3mzFugdOFO0NaqbQfYt/+gUjZ1qpSwddM6l0N7+PARHD5yFO7eu69owj1g6X/+eafUOXb8pODhraBN6yOqT6/u0KhBPYexmWFipoy6Ua3AAv1SoX8qHkLCdCTvG6/e8Mf6Vg+n3fHTaj7NmTkVChUsgF0Zhp9O/Qz1Ggb5ftIK59z1qW7YzDpRl9eL+8McZO+ZZ387B9VrBX3eqlaupGj66vFzlaf9vLhaH7L3VLsFbb//8SdUrlZLTB9fBMAXAswETwRt2O4V5mu0e+++cO7c74bd4J6Pe/kff14QZVC7GLWMzQatqcrJgeOcTA+r27IqaPN2H8O+re5l6vHK6F/dHsWJABEgAkSACBABIuCvBOw89/FXZjQv6wRonVlnRjWIQFghIGt/IEFbWFkxoXSesha63vTv3rsHhYqWFLe81bQSDRlEPnz4CCtXr4HhI8fAv//+K0qlSvktbNscJDwTN/6LNGvRBg4xoRMP6KcN/bVh0B7eL14wlwntfuBFLV+tCB/GB05WNK+wE3eCNrXWnStBGwoih48aCygkQQGlu+CtoO3Fy5fwfa78opvgErShrzH018UDauXhXHjQCg6Cw0cb9i2DP7Zj9XDa3bqbOn0WTJ4aZG50y4Y1un6jsG8e/vr7MpStUIUnQWvWzl2foiKLmFkn6vJ6cX+Yg+w9EwUR+CIBDyg8RSGZ1TBk+EhYumyFqIYvI+BLCUZB5p5qt6BNu1fo+cw0mqengjZs78OHD/DL6TPw9+Ur7P/LcPPmbYgVKyZ8kywZ+z8p5M6dE35lplnbtA8yvTtz2mQoWqSQ0XCc8tes2wB9+gW9GIK+577Lkd2pHM8wK2iTtY9hv1b3Mqwjs39sjwIRIAJEgAgQASJABPydgJ3nPv7OjuZnngCtM/OsqCQRCGsEZO0PJGgLaysnlM1X1kLXmzYKctA/DB6UYogW7Ss4dfwwhAsXTq+4tLw9e/dB+45d4cN/giSc488njij963Wi9YukFhjgISe2hyF+/HhwaN8ur8ZvRfggW9B26a+/FQ2kZ8+eOWFAQV7UqFGVfDSlxkNoFbRpBaTjx4yE8uXK8GmFiOlIWfxxElYPp92tuwmBUwD9M/GgFjbzPO0V/SSWq1RNZLdu2Rw6d2wn0u76FAVZRIagzR/mIHvPRPO6mbPnFHtwsqRJYc/OLWr0puJq07S4n5795SREjhzJsK7MPdVuQduMWXNg4qQg4aPWBKrhJNkNbwRtrtrl9+YvXAyjxoznSdD6mhQ3DCJaM57LFs+HH77/zqA0KCaY3ZmOlLmP4UCs7mWy+zeEQTeIABEgAkSACBABIuBHBOw89/EjTDQVLwnQOvMSIFUnAn5MQNb+QII2P14k/jA1WQvdiEXpcpXh8pUr4nbghLFQplSASNsVqVW3IZw+86tofsWyRZAjezaRVkfevHkDuZl5yHf//KNk88NoNBuZO38R4UunCfNZ1Yv5rvImWBE+yBS0obZfwaIBiplIPn405Vm/Xm3ImCE9xIgRg2crPnpQswFDaBW0aQ+YVyxlzz9H0PPXarSdOHIAYseOpcxZ+48ZLQ93z1Umfxyf1cNpd+NbtXot9Bs4REx9/pyZkD9fHpHWixw5ehyaNG8lbo0eMRQqV6og0u76FAVZRIagzR/mgExk75lqX1XYvqu9EO9rg1agGi9ePCbw2aMt5pCWuafaKWh7+/YtFC9ZDh4+eiTG705bTxRkEbsFbfj5ws8ZhgQJ4sPh/buVuNl/tNp6UydNgIASQRqO2nbc7XWy9zHs38peZkf/WgaUJgJEgAgQASJABIiAPxKw+9zHH5nRnKwToHVmnRnVIAJhhYCs/YEEbWFlxYTSecpa6EbT79ajD2zaslXcttt8JO9o4OBh8OPK1TwJq35cAtmyZhFpbUR92If31q3+Ea5duw5duvcSRTEvU8YMIu1JxIrwQaag7fzvf0CV6rXFkKtVqQQjhg0WaXUENRpCu6ANzaWh2TQeUBMxYcIEPAlaQdyWjWshTepU4r464u7wGcu6e64y+WN/6vWaIkVy2Ll1I2YbBnfjO37iJDRs0kLUN2M+b8GiJTBy9DhRRyvMdNenqMgiMgRt/jAHZCJ7z+zUpQds27FT4Hb12ReFVJHBw0Yqnxee1bB+XejbuwdPGl7VaxQLebqn2ilo02qz4ffT+jUrIHx4c1rXdgra0Dxi+cpB/thQiI3CbCvht3PnoVrNuqJK+7atoH3b1iKtjbjb62TvY9i/ep2kSOF6L7OjfxwDBSJABIgAESACRIAI+DsBu899/J0fzc8cAVpn5jhRKSIQFgnI2h9I0BYWV08omrOshW405StXrkLZilUVfzS8zISxo6Bc2dI86fJ68+YtRdPoyy+/dFlOe7NB4+Zw4uRPSjbO8ZeTR+Grr4zb2Lv/ALRu21E007RxQ7hx8ybs3vPZbGTy5N/Arm2bxH1PI1aEDzIFbYuXLodhI0aLYa9btRwyZcoo0upIaBC0tWzeBLp2Dnpe6vH/wzQT8xYsCi9fvlKyv/jiCzh35pTD4blW08PIXBya3hs0ZLiD0HbMqOFQqUI5dZduBW0y+WPHKADesnW7MoZ4cePC0UN7HcajTbhbd7du3YaiAUGmNdH/Fmr2GAU0cViKCWSvXb+hFMHP2PHD+x20At31qW5bhqDNH+aATGTvmX/8eQEqV6sFuJYxRIkSBdayzz/6rnQXUJDUqGlLQA01DFEiR4a9u7dB3Dhx3FUFWXuqXYI2NEFYu15DsU/gGkYfZkaaz3oTtlPQ1rVHb8VHKO/X1Z7Ny2ivDx48hPyFi4ts9D2KZmGNglaoqt3rZO9jOA4re5kd/RuxoHwiQASIABEgAkSACPgTAbvPffyJFc3FcwK0zjxnRzWJgL8TkLY/sMMtl4GBxNMvl2XoJhGwi0BwrD9mku5T6vRZxP/pMmb7NGfeApdTunHj5qfGzVoqdVasXK2U7dG736d2Hbt8Ym/6u6y7b//BT2kyZBX9BZSp4LI83mSHuZ++z5Vf1Pk+d4FPGbN+L9KTp05324aZAkzLSrSJTG7fuWNYbdzESaJshizfGZbDG63adhRly5Sv7FR29tz54j72yw6IncpgBrJOlym7KNutR2+nclbm8PzFC9EW9su0oDxqT9sntjVm3ESntjBjyrSZDn127tbTqRwzK+pQplnLtk5lmDDpk3btYr/rN252Kqsdn/a5yuSPnQ8dPkqMHz9PzO+e05jUGe7G9+HDh0+ly1USbeI8163fqG7CIY7rBMvw//UYu+tT3aCZdaIurxf3hznweWnXnad7Jm+vdbtO4lnhM8O97udfTvPbuteDh498ypI9p0O9seMDdcvqZcraU5ng3GEMfQcMdurOTBle6f37D59mzpr7CfdUvn7x2qvPAF7E9PXMr2cd2lj240rTdY0K4jpmL0U4tMt85BkVd5vPhKwObe0/cEi3zqQp0xzKIRPtXid7H8OBWNnL7OhfFwZlEgEiQASIABEgAkTAzwgEx7mPnyGj6XhAgNaZB9CoChEIIwRk7Q+k0cZIUvBdAtIkyi6m+PDhIyheqhygPxx1KFSwAAQULwoZmTnGFExj7D57+x5NV23ctAV27t4jtOCGDxkI1atVgQJFSsD9+w8gfLhwUJzVq161MtM+yC401dhhPSxdtgKYEE9oYGB/nTq0hTatgsziqcegjqOPKvTzpBdQmw212rwNVrR8ZGq0af1pof+tiePHQIzo0ZUpscNdmDhpKrCDTIcp+qqPNj5IXBfdu3SEmDFjKutrJXt+I0aN5beVK2pwoCaHOrx99w4KFS0JTEAlsnGNdGjXGsKx9fXo8WOlHa41JgqxiFbLA++5e64y+WN/uMaZ0AOjSmjetDF079pJiaMmZpTIUSBevLj/3XU/Piy4Z99+aNPucxuYxr2hV/euULNGVYgaNSpmAXKby/pmwkwljf9EiBBBMV2ZJElikYcRd0zUhWVotGF7/jAHnIesPRPbwvDnhYtQqWpNodWGeZEiRYJGDespJnUzZ8wI8ePHg9t37sJZpsX28+nTsGLlGnj//j0WVQJqBO/btU35rPE8d1cZe6onGm2lSwZA756f/Wn++++/cPPWLbjKTAGjOeATP50CNMuoDrgP7mR7vJGfRnVZdZwJ2oAJwUTWoAF9oU6tGiKtF5k2YzZjGAOKFikEiRImFEVwnKh9iJ9t1LjlATUQUdMuQ/p0PMvSdfXa9dC3/yBRBz/L06dMhNy5cip7HX6njhwzDrZtDzIvygtr9zrZ+xj2Y2Uvs6N/Ple6EgEiQASIABEgAkTAnwkEx7mPP/OjuZkjQOvMHCcqRQTCIgFZ+wMJ2sLi6glFc5a10N1Nec/efcA0BhRfTO7Kau9PCRwPJQOKQ0CZCspBqfY+ClnChfs/ePLkqfYW5MubB+bNnq4cKDrd1GSc/OlnqN+oqSYXFL9s6F9IRrAifJApaENBRrGAsvD8+XMxDTSpmDvXDxApYiQ4eeoUvHr1WtzjEV8XtOE4IzOBAQp5rt+4CXhYrQ54mD1z2mR1logHTp4G02fOFmmMoInSxF8nUtpCE5QY8DPCXjBR4viP9vAZ89w9V5n8sT+tyTrM+zpRIogYKaLyGSlSuCDMmj4Fs5Xgbny8XK26DYFp+/GkckXBdsr/zAxevnwFPjCzkerQolkT6MaEndpgtk+sJ0vQhm35wxxwHjL2TGyHh6XLfoRRYycACq6sBnzJYNKEsZA+XVpLVWXsqZ4I2qwMEl/4GNC3FyRNmsRltSbNWwEKeqwEFNovmDsT8uTOpVTDfSRtxmyiCdxrcO/655//KcJQvufwArj3TJ00AUqwF0s8DSgcL1aijPLygLqNGDFiKHvdX39fFvsmftbVn2/tXid7H8PxWNnL7OhfzYTiRIAIEAEiQASIABHwVwLBde7jr/xoXuYI0Dozx4lKEYGwSEDW/kCCtrC4ekLRnGUtdDNTvnP3LnTv2RdO/fyLmeKKP6A2rVtCi2aNFWHHilVrYDDzl6U+CHTVUM4fvgcU0sWKFdNVMXEP/U4VKlZS0ZoTmSzSu0c3aNyovjrL47gV4YNMQRsOWOszSW8S6HspU6YMcODgYeW2rwraUGNl+85delMQecWLFYVxo4cLbSxx478ICh2btGgN5879rr0l0hEjRoRhgwcAaqFcv/HZH5n28BkLm3musvjzwTVs0gKOnzjJkw5XPJifNnmiyDMzPiyMGn6ohaTWqBGNaCIo4OzTuwfUqlFNc+dz0myfWFqmoM0f5sCBertn8nb49cLFi9C5ay+4fOUKz3J7RX+EqKnFtRrdVlAVkLGnmhG0oeZdpmw/APZnNqA2Wb8+PU0LsbhGtdn2eTntfpE5e04mWPssxOdl9K4JEsRXvnvKlC6pd9tSHmryMVPMisaiUUUUvE2aMEbRlP39jz+VYtqxY6bsfQzbtLKX2dE/joECESACRIAIEAEiQAT8mUBwnvv4M0eam2sCtM5c86G7RCAsE5C1P5CgLSyvolAwd1kL3exU8SB06fIVcPz4ScBDXzRVpg1oIqtY0SJQp3YNiBM7tsPta9dvwOKly2Dv3gNw9949h3uYwDfyM2RMDx3bt4WC+fM53XeXgRpOqOnEA5oU27ZlPcSLG2SGj9/z5Lpj127o0OmzSTPUKDt8YLfTHHm7s2bPAxS2YUBh4cmjB/ktpyvzXwcbNm5W8rNnyworly92KoMZqGEyZvwEJ+FStGhfKdp//Zlmx8FDR6BPv4FK/do1q8Pggf0c2rIyB9SmyJmnoDhYHjFsMFSrUslye3pCmz/YYfCI0ePg1q3bDu0lS5oUKleqwMyFNlcEtA43NQk88B4ybCRs27ELXr8O0uhDHrly5oQundpDKqbNVbFKDUXjBKuj2TUU4qmDWSYy+PN+UTg1bPgo2MBMraoDfgZ6MbN5DevXFdlmx8crMP9sMH/REsWUq1ZLEE0MoqnBrkyLDdkYBSt9mlknRv0Y5fvDHHBu3u6ZWj7v3v2jaHKieV401asX0BwovqiA5nm9FfR4u6eiWVvmM1N8Pps1aQQ9unV2GnaPXn1h4+atDtqnvBBqquJejqYhs2TOBN/lyM4+w0UAzTKaDY2btYKjx6xptOH368J5s4RGG/aF5olnzZ0PN2/ecuoaNeC+ZlpuVStXgiaNGygvmzgV8jADTUQOZnsdvuii1mzG79jcuXNC547tAPdO1OrGfQoDCuv1tOlk7mPYj5W9DMvL7h/bpEAEiAARIAJEgAgQAX8mENznPv7MkuZmTIDWmTEbukMEwjoBWfsDCdrC+kry8fnLWuieThMP2PCwF7UWYsWKBQnixwcUcpgJKGBBYdubN2+U4kmTJFHMf+EhsTcBx/T2zVsIFz4cxGJmKVEgJjOgL7l3b99B9BjR3R6kojlM1NZAnz6oXWUU0CQZ+hUDZuEQD5PDhw9vVFTJf/joEVxnQksULiViJgdRYIKHvDw8fvJEOeDHQ1h1Pr9vZQ4oRHnx/AVEjhwJUGtCL7hrT0/QhqYScd6offGYzR35oGk7NCVqNaAwA3ncun1HYZ0hfXrGMIgHCpuePn3G/FpF9HgO6jF5y1/d1suXr+Dvy5cBn1n0aNEgbZrUumN0x1jdJo+jkOPa9etw7959RWiZLm1aS36srPRpZp3wcVm5+sMc1PP1Zs9Ut4NxFL6g1hyubfycR4jwBcSJE1sRuHiiwaZtn6e93VP55w/3drMayrxvX70+YD5Jr1y9Cvj5jRw5MiRMmAC+SZbU5T4vYy64Z+J37q07dxQfcbj3898B2D5+Xh4/fsLGEcHtXipzH8O+ze5lWBaD7P4/t0r/EgEiQASIABEgAkTA/wjw33v4W5ACEbCLAK0zu8hSu0Qg9BOQtT+QoC30rwW/noGshe7XkGhyIU7ASNAW4gOjARABIkAEiAARIAJEgAgQASJABIgAEfBhAnTu48MPx4+GRuvMjx4mTYUISCYga38gQZvkB0PNySUga6HLHRW1RgQcCZCgzZEHpYgAESACRIAIEAEiQASIABEgAkSACJghQOc+ZihRGW8J0DrzliDVJwL+S0DW/kCCNv9dI34xM1kL3S9g0CR8lgAJ2nz20dDAiAARIAJEgAgQASJABIgAESACRMCHCdC5jw8/HD8aGq0zP3qYNBUiIJmArP2BBG2SHww1J5eArIUud1TUGhFwJECCNkcelCICRIAIEAEiQASIABEgAkSACBABImCGAJ37mKFEZbwlQOvMW4JUnwj4LwFZ+wMJ2vx3jfjFzGQtdL+AQZPwWQIkaPPZR0MDIwJEgAgQASJABIgAESACRIAIEAEfJkDnPj78cPxoaLTO/Ohh0lSIgGQCsvYHErRJfjDUnFwCsha63FFRa0TAkcCfFy7ChMAp8O7dW4gTOw6MHD4YokSJ4liIUkSACBABIkAEiAARIAJEgAgQASJABIiAAwE693HAQQmbCNA6swksNUsE/ICArP2BBG1+sBj8eQqyFro/M6K5EQEiQASIABEgAkSACBABIkAEiAARIAJEIDQSoHOf0PjUQt+YaZ2FvmdGIyYCwUVA1v5AgrbgemLUj0cEZC10jzqnSkSACBABIkAEiAARIAJEgAgQASJABIgAESACthGgcx/b0FLDKgK0zlQwKEoEiIADAVn7AwnaHLBSwtcIyFrovjYvGg8RIAJEgAgQASJABIgAESACRIAIEAEiQATCOgE69wnrKyB45k/rLHg4Uy9EIDQSkLU/mBa0hUZINGYiQASIABEgAkSACBABIkAEiAARIAJEgAgQASJABIgAESACRIAIEAEiYETg06dPRrdM5ZOgzRQmKkQEiAARIAJEgAgQASJABIgAESACROD/2TsLeCuK9o8/fxCpVwlBulNCEZNUOkVCWkQEAQFpUFq6u0NAuqS7BQTEVpBQLt1ISCrC/e+zuHP37N09Z885s6fub96P7OQzM995du5559mZAQEQAAEQAAEQAAEQAAEQAIFIIxAwQ5u/FUUaePQnMARkbd0MTGtRCwiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAgF0CWPexSwr5/CEAPfOHHsqCQGQTkDU/2N7RBkNbZCtUqPZOlqKHav/QLhAAARAAARAAARAAARAAARAAARAAARCIqwSw7hNXRz6w/YaeBZY3agOBcCIga36AoS2cRj0OtlWWosdBdOgyCIAACIAACIAACIAACIAACIAACIAACIQ0Aaz7hPTwREzjoGcRM5ToCAhIJyBrfoChTfrQQKBMArIUXWabIAsEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQMB/Alj38Z8hJHgmAD3zzAg5QCCuEpA1P8DQFlc1KEz6LUvRw6S7aCYIgAAIgAAIgAAIgAAIgAAIgAAIgAAIxBkCWPeJM0Md1I5Cz4KKH5WDQEgTkDU/wNAW0sOMxslSdJAEARAAARAAARAAARAAARAAARAAARAAARAILQJY9wmt8YjU1kDPInVk0S8Q8J+ArPkBhjb/xwISHCQgS9EdbCJEgwAIgAAIgAAIgAAIgAAIgAAIgAAIgAAI+EAA6z4+QEMRrwlAz7xGhgIgEGcIyJofYGiLMyoTnh2Vpejh2Xu0GgRAAARAAARAAARAAARAAARAAARAAAQilwDWfSJ3bEOpZ9CzUBoNtAUEQouArPkBhrbQGle0xkBAlqIbxCIIAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAQZAJY9wnyAMSR6qFncWSg0U0Q8IGArPkBhjYf4KNI4AjIUvTAtRg1gQAIgAAIgAAIgAAIgAAIgAAIgAAIgAAI2CGAdR87lDznOXjwEC1Ztpz+/ucfypghPbVs3owSJEjguWAcyQE9iyMDjW6CgA8EZM0PMLT5AB9FAkdAlqIHrsWoSU/gzp07lCRJEtLGUZ8GPwiAAAiAAAiAAAiAAAiAAAiAAAiAQNwmoK0XREdHx20Qfva+eq269NvhI0LK5vWrKWvWLCIc1z3Qs7iuAeg/CFgTkDU/wNBmzRgpIUBAlqK768rhI0dp//4DFK38z45LmyYNVa5UwU7WOJtn67bt1HfAYLp06TI9kzIlLV+2kNKlTRtneaDjIAACIAACIAACIAACIAACIAACIAACsQkEYt0ndq2RFXPs2O9Utfo7olMZlB1t2zevx0fPgggJFjDo6qDACwIgoBKQ9XcIhjaJCvXw4SN69OihbYnx4sWj+PHj284fFzPKUnQrdo8ePaLXir5BN//6yypLrHges99++V78kY6VARHUum0H2rJ1uyAxbMhAql6tqgjDAwIgAAIgAAIgAAIgAAIgAAIgAAIgAAJOr/t4Q/j0mTN05sxZ9aNhLpctW1bKkSM7Pf3UUxz0ybFhhz9CPnVakX32rHqcY5bMmShzpkyUMmUKn2QaCw0bMZpmzJwtoj9q8SF1aNdGhM083C420F24eImuXLlC8ZS1rtSpnqFMGTOq/TYr403cgwcPiHlGRZ1U19ySJk1C6dOlo9y5clLixIm9ESUlbyjpmbsOnb9wga79eY2eSPAEZcmc2StWobYu7YSOOSHT3XjYTfNn3PR1BGK+0Ndn5neCsRMyzdrua5ys+QGGNl9HwFBu6vSZNHb8RPr3338NKdZBNrTN++JzevmlwtaZ4niKLEW3wviPcnZ1gUKvWCWbxidKmJB+/uGbOGdo277jK9q4eQs9UgzKhQsXogb16pjy4ci2HTrTxk1bRPrggf2oVo23RRgeEAABEAABEAABEAABEAABEAABEAABEHB63ccTYTaCzZm3gDZt3qoahszyZ0ifjtq1bePVB8QXLl6k0WPGq2sj9//+20wspXrmGWr+4QfUsH5dn+9T4w/I3yhTQRgHuaJN61ZZGsvu3b9P02fMpOUrVhMbB8xcTsW42LBBPXXdRxsfs3zGuL+Vfs76Yq4ie5ViVDxHDx/G3ozwxBNPUNEir1Pvnp+qxkajDKfCWj94wT8U3c2bN2nwsJEqO619ZUq9SZMnjtWCbp+htC7thI45IdMtUJuJ/o6bVk2g5gutPrOnE4ydkGnWdn/jZM0PMLT5OxL/la/xTj069Nthr6X16dlN/ePldcE4UkCWolvhMhraUqdKRQUL5rfKrsanV35g9e7RzW2eSExs36krrd+wSe1atmxZ1R9uVv3k3Wz9Bg6my5evUN48uWnqpPGUNm0aq+yIBwEQAAEQAAEQAAEQAAEQAAEQAAEQiIMEnF73sULKBpeJk6fR5KnTiXdf2XGvv/YKjRk53ONONDZ6TJg0hdjwZMdlzJiBZs2YquxgymQnu0uevfv20/tNW4i45wsWoGWL54uw3nM8KoratO1E/LTjihcrQhPHjba1q4o/zB46fBSdO3fejmhq2bwZdWz/sa28MjIFS8/stJ3X2voPHEJ/Xrvmkr1k8WI0Y9oklzirQKisSzuhY07ItOLoTbyMceP6AjlfWPXPCcZOyLRqv7/xsuYHGNr8HYn/yr9VozYdPXrMa2ljRg2nyhXLe10urhSQpehWvIyGtjq1a9GAvr2tssfpeG8MbRoo/lGZUNkBCAcCIAACIAACIAACIAACIAACIAACIAACRgJOr/sY69PCW7fvoFZt2mtB28/KlSooxrZhlvmt5PI1JM88k5Ju3vzL1ADHH30vnj+HeMeXN67rpz1o5eq1okjvHp/Suw3ri7DmuXbtOrExhnfOeOMqVShPY0cPd1tk6bLl1KN3X8s8vC5kNDo2adyIun3S2bKM7IRg6Zm7flxUju3s028A7di5yzSbN4a2UFiXdkLHnJBpCtuLSJnjFuj5wqybTjB2QqZZ22XFyZofYGiTNCL6Ce2ZlCmppo1j8vhM4g/eb0RJkiSR1IrIEyNL0a3IwNBmRSZ2vC+GtthSEAMCIAACIAACIAACIAACIAACIAACIAACjwk4ve5jxXnBoiX0Wb+BIpmPcaxWrQrlzZ1b3bF24uQpWrZ8pelH9VMmjqPSpd4QZTUPHyNXrlI1unHjhhZFfAzjJ106UvFixSh+/HjEO+n4RKyRo8fR13v3iXzs+ax3D7fXdLhkVgL37t2jIiVK0927d9UkNtJ9/dU2SpEiuTErtW7bgfj0Ib3jj83fU4xymZW7wK7fuE57vt5HY8ZOoCtXr+qzqbuq2Ohj5r7/4Ud6r8mHLrsC+U67WjWrq1flvFT4RZXnnTt36NeDh2jnV7vowLff0/uN36VqVauYiXQkLlh6ZtYZ1oEFCxfTCEUHmIuV89XQFqx1aSd0zAmZVrw9xcset0DPF1b9c4KxEzKt2i8jXtb8AEObjNFQZOgNbbyVfM6sGZIkx20xshTdiqIMQxufh31audT2H+WoAb7Iln+cuXN8/jdPpgkTJTI9FoAn7lOnTqvy+LhF/aW7t2/fUX6QfEeXLl+mPLly0XP58lJiRY63jr++OPb773RW2dKfPFkyypo1Cz2XN0+se+f4ItUbNx//QOzes4/4yiZDhvSxjiLgdiZIkEBtCveBjwu4q/zoS5E8OaVOncpWE/n87qgTJ+nIkaN0W/mxkT1bNsqVM4fHYxlYuNPceAt/VNQJOqn82H6g3MXIx4zykQxp0jxrq2/IBAIgAAIgAAIgAAIgAAIgAAIgAAIg4ErA6XUf19piQqvWrKMun3SnZMqaCB9h+I5iGNLWNLRcfKRktx59aPXadVqU+qxerSoNGxJjpNMSeWdSi1YxxyHyGtGalcvU9QMtj/bk9Y+GjT+gH374SYui6m+/RcMGDxBhTx6tD1o+qzu9rly5SiVLlaOHyvqV5t5tWM/0WhS+AuStGu/Q9esxxkKr/rKhr0z5KnT1zz81sWpfZ06fTHmUa0RCyQVLz8wYjJ84hcZPnOySlFxZOyv84gu0fcdXIt5XQ1sw1qWd0DEnZAq4Pnhkj1ug5wuzLjvB2AmZZm2XGSdrfoChTdKowNAmCaRBjCxFN4gVQRmGtlmz5yoXlo5QZfJRAD99t8/yuMSzymWwpctXFvWPGzOCKpYvJ8LsWbN2PXXq+vgOuAIF8tPyJQtU49qIUWPp118Puvwwih8vHpUvV5YGD+zrcWckG6L4i62x4ye5fF2lVc4Go2YfvE/vNqivfmXF8fyHn/+Q2HFvVa1MI4cNVrPq+xBPaePunVtMf1hqcvmH5aChw+mIcvwqj4nR8dc477/3LjVr2kS0zZhHX6dMbqfPnFHPGTd++aXV/9qrL1OfXj3Ur9S0ODxBAARAAARAAARAAARAAARAAARAAAQ8E3B63ceqBbdu3aat27ZT6dJvUrKnn7bKRpyvfKW3XO7P4g+VVy1fEqsM3/k2dvxEEc+nWH3a1fp4RK6/1ccdRH4ruSKDwfPBhy3VXWhatNkaE6fNnD2HhgwbqWUjPqZy0bwvYhkWtQx89xSfaqS5pEmT0v49O2KtdS1esox6fdZfy0Zp06ShuV98bvpRucgUJE+w9Mysu207dKaNm7aoSbxmVlfZWcjG3h9+/NnFUBtOhjYndMwJmWbjYTdO9rgFer4w66cTjJ2QadZ2mXGy5gcY2iSNCgxtkkAaxMhSdINYEZRhaJs67XMaOWackPnz9/stL4o9oezWqlDlbZGXv4DiL4P07ssVq5Qvph7fE5c7dy56q3IlGjV2vLpjS59P7+d8c5VdlGbHA3A+/pqgi3JuN1+S68lVraLUN3yImq238oNpkfLDyY4rWuR1mv35VDWrvg8csXPbRkqfLl0sMbxjji8enqhcEqz/sipWxv8iChcuRCOGDCK+KNjo9HXK4sbjVV05w5y/0nLn+LiDEcMGucuCNBAAARAAARAAARAAARAAARAAARAAAQMBp9d9DNX5FOzctbvLrrZEyp1jv/x4IJasT7r3ohUrV4v4Lp3a04fKB8NWbv83B9RjF7V03gW2ZsVSLej2yTvPSpYuT3zKEjs+ZWjv7u305JNPxiqnX7PkxOlTJtAbJUvEyqdF/Kuc4sNHUvJpTJozM+IZ5Xp79KUmOxDPUNKzrt160spVa6jQC89T757dqED+fCoC4w6ncDK0GXVBho45IdMfXZM9boGcL6z67QRjJ2RatV9WvKz5AYY2SSOiV6JgbNGV1I2QEyNL0a06FuqGNmO7+UiD3LlyEu+y4iMo9a5Vy+bUvm1rfZTwf6Rc8LtNuehX7/i4yOzZstKFCxeVYyT/ID62gB0flXDo5+9UPx9DMHzkaNV/9eqf4gccRzz7bGo1XvunYf269FGLD9Wg3ujFEVaGNj4PnXfZ6R33kX9k8O7AXw8edDmugPPxUZKrVyyLtbPNWKdRpi/catauTwcP/SZE8Y+cV155WTF6PqLfDh9Rj9LkC33LlS1NE8c95iQywwMCIAACIAACIAACIAACIAACIAACIOCWgNPrPm4rt5k4QjlhaNqMmSI3G7W++2aPCGue0cr9ZvwxseYqV6xAY0YN04KxngsXL6U+fWOOiqxSuSKNHjE0Vj6ziM9nfaGevqOl1a3zDvX/rJcWFM9jx36nqtXfEWFea/lu/27iXWrunNEIUKN6NRo6KGb32kHlvrWadRoIEU899T/as3Or5YfnImOQPKGkZ+fOX6BLypUuLypHRWrtYiyhamjjo0F/V9YNua25lWts+EhUvXNCx5yQqW+zL37Z4+bkfOFpzLj/TjB2QqYvY+VtGe095NPg/HEwtPlDT1cWhjYdDIleWYpu1aRwMrTxkQPtPm4tfrTMmDlbMYKNETvd2EC1a8fmWHe2Gb+Q4nxTlYt7eXeY5thwN3LUONqwabP6Y+vHb/dqSeLJxwbw8QHssmXLSpvWrWKvqTMavcwMbbxbrHK1msLAx8dgdu/WlRopF/HqHR/Z2LHLp8QGLc0NHtiPatWI2RnI8cY6tby+cuOvw4q/WVYTQ60/aq7yFxGK59q16zTrizmUSzF+BvISX30b4AcBEAABEAABEAABEAABEAABEACBcCXg9LqPDC49+/SjJUu/FKKyZTNfE1m3fiN16PyJyMd9+2LmdOIP8o3ujnIvPZ94xGsPmjNb69DSjE/9OiSnLZw3m14q/KIxm7qOoz8G8oXnC9LSRfNi5TNGzPpCuSZl6ONrUjitRPGi9Pm0mHvF5i9YRH0HPL4+hNPfe7cB9ewe03eOCyUXDnoWioa2c+fOU+W3atC9+/fV4WQD7ca1K4mvn9Gc8ahRGTrmhEytvbKfvo6bU/OFnTFjBk4wdkKm7PEykydrfoChzYyuD3H6P3DY0eYDQIsishTdQrx6H1iBQjE/eLJkzkwlShS1yq7G165Vk/jcbM05eXSkVsfHrT+ij1u31ILiyZfs8oSuuRXLFlH+fM9pQfX5ds06dPjIURHHd77xHWZmbtPmreoltrw7zehkG9ratOtIm7dsE9WYHaOpJfKRl+83baEF1XO/t21e53KeuJmhzR9uu/Z8Tc2atxJ18vnr+nEXCfCAAAiAAAiAAAiAAAiAAAiAAAiAAAj4RMDpdR+fGmUoVLFqdYqKOiFiixcrQjOnTxFhzcMfCFeo/Dadv3BBi6IkSZKoV02ULV1KxP116xY1/6gN8X31msuZIzutWfllrNN7tHT988jRo1StRh0RlSlTRtq6ca3L7igtcc68BTRgUMwuObsGsZ1f7VbbqMnhdSReT9Jc9559aNnylVpQ2bk3nCpXLC/CoeYJBz3z1WDDrJ1al+aTrrp80t1lOI1j7YSOOSHTpRMSA76Om1PzhZ0x4+47wdgJmRKHylKUrPkBhjZLxN4l6Ce0xIkT01tVK9M/yh9YvncqubKDKHPmTJQ5k/Jf5oyUI3t274TH4dyyFN0KoXFHm1U+fXyLDz+gTh3aiSinDW1WxiJuAO/2at22Q0xbJo2nUm+WFGG+tPel14qJ8GuvvkxzZ38uwt54ZBra+JzvV4rEtDNbtqzqFzHaeJu1q26D9+jHn34WSWtXfakeo6lFGA1t/nBjmcZjENq2aUVtWsUY+7R68QQBEAABEAABEAABEAABEAABEAABEPCNgLYO4O+RXb7V7rmU0ajFJfr26Un169Y2LczrNPxhsb4/3Mea1d+mjh0+puPHT1Dvvv3p5MlTonzy5MlpzqxplDdPzEfdItHEM2T4SJo5a45I4bUKXrMwc8bj6eyubfxxPErdyaTJzJAhPe3YskELUvVaddUrNbSI5UsXUg7FWPj13n30/fc/0tlz59SrQBIlSqSsg2YjNiTyaUB8L1kwXKjrGTPx1WDDZZ1al168ZBn1+izmyFCui69O4StUNOeEjjkhU2uv7Kc/4+bEfGFnzJiBE4ydkCl7vMzkyZofYGgzo+tDnH5C81T8+YIFqGvnDvSqctcTnHsCshTdqhZfDG0tmzejju0/FiKdNrSZHbuoVW78wTegb2+qU7uWlqzeL8b3jGluYP/PqHatGlrQq6dMQ9svvx6kd+o2FPV369qZmihHY7pzi5Q/7r11f9wnTRhD+i/CjIY2f7hxO/jLkhdfKUp8CbDmmjRupNxD14z4RzAcCIAACIAACIAACIAACIAACIAACICAfwScXvfxr3VE3Xr0Ua6qiNm59cQTT9DeXdvcrgusXL2WunXvpX5876n+1KlT04ypE22foPPw4SMqWbo8XbkSc+Tk5g1rKGuWzKZV9ejdl5YuWy7Sun/ahd5/710RtvLwrrw3y1QUyXxkoP6akWIly9CVq1dFOm842LHzK7p9+46IM/Pwx+ED+vah1KlTmSU7FhfqesYd98dg49S6tPEDf27n9CkT6I2SJdirOid0zAmZWntlP/0ZN26L7PnCzphxvU4wdkImt9VpJ2t+gKFN0kixMePgod+8kla2TGkaP2aEsi08vlfl4lJmWYpuxcxoaOMvbMqVLWOVXd2GX71aVcqaNYvIE0xDG19uWbREzFckxh9MxvN+58zis8FfFW33xiPT0LZm7Xrq1LWbqN74R1ok6DwHvv2O3m3cVMQYjXPeGNo8cdMqGTdhEk2YNFULqk/esVpVuaC4fr06VCB/Ppc0BEAABEAABEAABEAABEAABEAABEAABOwTcHrdx35LYuf84cefqP6777vsTqtVozoNHtg3dmZDDK9h9O47wOXISUMWqlypAvX7rBc9/dRTxiTL8O49e6AyA+AAAEAASURBVKlp849EOu8QW7JwrggbPS1bt6XtO74S0YMG9KV3alYXYSvP9es36LVib7gkH/r5O3GFxwsvvU737t1zSbcbSKac/DX786mxrj6xW96XfKGsZ1p//DHYOLUuzR+ht+/0Cf3yy6+kLIoq9wAWolHDhxAbnDXnhI45IVNrr+ynP+OmtUXmfGFnzLheJxg7IVNj5ORT1vwAQ5ukUZr++SyaN38RJU6SWD0q8inlj2S8eP+nfGFylS4pF5teVb7y0G8b16pt0bwpdWrfVgviaSAgS9ENYkXQaGjj3WC8K8wbF0xDG5/r/fJrxUVzjYa2SVOm0ZhxE0U6X1iaXdmy74uTaWhj4xUbsTS3duUyyp07lxY0ff7+x3GqUq2mSDPuLPTG0OaJm1bJw4cPqW//QcS76cwcH8XZq0c3lyMszfIhDgRAAARAAARAAARAAARAAARAAARAIDYBp9d9YtdoL4bXA6q/U4+OHj0mCqR65hnasHYFsaHIk3vw4AFNmzGLxo6PWZMxlmF5HZQTk2rVeFtZQ4xnTDYNd+7anVavXSfS+vTqTg3r1xVho4cNhd//8KOIZiNJ1SqVRNjKwzvTCr9aVCQ/+eST9N3+PZQoUULiXXXPFXxRpOk9bIB5/vkClDtnTvVj9RMnT6obE4w73fy52kRfn11/qOqZvv3+GGyCuS7thI45IVPPWqbfn3HT2uHUfKHJN3s6wdgJmWZtlx0na36AoU32yFjI47OXP589h1asXE1s3NEc/yGdO3sGvfLyS1oUnjoCshRdJ9LFG+mGtpFjxhEbAjXHPwh9vSNQpqFt1JjxNGXaDK1ZtGbFUsqTJ7cIm3mOHfudqlZ/RyR91OJD6tCujQg7YWjThO/dt58mT51O3xz4TosST/6xOWbUMJdjLEUiPCAAAiAAAiAAAiAAAiAAAiAAAiAAApYEnF73sazYQwJ/dDt/4WKXXGNGDafKFcu7xJkFfvr5F2KD2OkzZ8ySY8Wx0WmCcu9VsqefjpWmj7h79y4VKV6K7t2/r0YnSJBAPcbSneGvWYvWtGv3HiFm2OABVP3tt0TYymM0tPH65aGfv1dO5Yqn7mTjHW16x0ZD3kxQo3q1WDv0+FShT7v1ol17vtYXoZnTp1DxYkVc4pwKhKqe6fsrw2Cjl6f3O7ku7YSOOSGTedy8eZP4Q35Pju8T9PQ+ajL8HTen5gutfVZPJxg7IdOq/TLjZc0PMLTJHBUbstau20Adu3zqkrP2OzVpYL8+LnEIPCYgS9GteDphaNu/ZyelTJnCtMoTJ05ShSpvi7RhQwYSH0WpdzINRgsXL6U+ylEFmuOt+UWLuP4Y0tI8PWUa2pYs/ZJ69uknqrTz42rP1/vogw9bijJDB/VXf8BpETK5aTKNT/5jvHDxEuV88xXqHW5aOv/x3bh+FT2TMqUWhScIgAAIgAAIgAAIgAAIgAAIgAAIgIAHAk6v+3io3jR5zrwFNGDQUJe0ShXK09jRw13izAKbNm+lLp90p/vKkXua46MhW3/UQt1JNlP5CH/egkUuawqcL1u2rDRrxhRKny4dB00df7z/iXL3m+b4SppJ40drQdMnt2XVmpgdcP2Voyrr1on5iNm0kBL557VrqlFPS+d1Ll7vYme2o83dWhiX4ePsSper7HKvG98VxyczBcKFop4Z++2vwcYozyzsxLq0EzrmhEzmYTQEmTHiOG9OPPNn3JycL6z6psU7wdgJmVp7nXzKmh9gaHNylCxk891UfEeV5goUyE/LlyzQgnjqCMhSdJ1IF68MQ9t85QdS3wGDhdy1q760PEow0IY249nddn9Qic7oPDINbfv2f0ONP2gupH/SpSM1bdJYhM08s76YS4OHjhBJi+Z9QYWVs6E1FwhDm1bXpUuX1bOMD/12WItSdrXZ+7JNFIAHBEAABEAABEAABEAABEAABEAABOI4AafXfbzFy7u/Wnz0MT189EgUzZsnDy1e8AXxne3uHN/p1qBRE3qkK8vrFhPGjiLe8aW5c+fOqx/h//jTz1qU+uQPo/kDaSvH6yi8nqI5llu+XBktaPocNGQ4zZ4zT6Tx9TW888yT4x1Q5StXE9ly5cxB61YvF+GCL77qYiz8dv9ujzuAJk6e5nKUZpnSpWjyhDFCppOeUNMzs776Y7Axk2cVJ3td2gkdc0Im86hWow4dOXrUCo2I53sM+T5DO87XcXN6vvDUdicYOyHTUz9kpMuaH2BokzEaXsowGgQSJkxIP323X91+7aWoiM8uS9GtQMkwtG3eso3atOsoqpik/Egoq/xYMDq+o++zfgOVHVFLRZLTO9qMP4xeeL4gLV0U8wNLNMSGh3di8pcv7FKnSkVf79pmWcqo4zu3bXT5Kuvs2XNUunxlUZ6Ps+RjLa0c/0itqOwEPHnqtJqF9WLf7h0uOwc91amXbfeONn0Zo5/bUr5SzHELnTu2p+bNmhizIQwCIAACIAACIAACIAACIAACIAACIGBBwOl1H4tqTaMPHvqNGr3fjO7cuSPSn302NS1ZONdlTUMk6jxmd7qVLFFcNSTxEY9Gx/l79O5Ly1esckkaP2YkVShf1iWOAxcvXqI3y1YURjw+LnKvsi5jJltfeNKUaTRm3EQR9W7DetRbuWvekzN+uP36a6/QnFkxV4C8WvQNunHjhhCzffN6ypgxgwibeYzrZ2zAXL1iiVlW6XGhpGdWnfPVYGMlzyreuH7m77q0EzrmhEzm0bVbT1q5ao0VGhHftk0ratOqhQi78/gybk7PF+7aq6U5wdgJmVp7nXzKmh9gaHNylCxk8z1Pjd6P+Xrk8YS2TzG0xbcoEXejZSm6FUEZhjb+Aqlug/dEFW+ULEHTp0wQYfawka23coTj4iXLXOKdNrT9+++/6tb8i5cuiXr5KIJiRYuIsObhSX7i5Kn03fc/0hczp6mX1mpp/ORjE/j4BHbxlbO593+90/ICYOMfbaOhjQ1nVd+uRX8cj1Ll8T/GoyBFguJhbr0+6y+i+OJevsBX7zzVqc9rx9Cm/bBOmjSpvqjw8w9K/mGpuR7dulLjRg21IJ4gAAIgAAIgAAIgAAIgAAIgAAIgAAIeCDi97uOhepHM6xMN32tC16/HGI+SJ09OC+bOopw5sot8Vp7vf/iR6r/7vkh+6qn/0cZ1q9QPlUWkwcPHKdaq04CO/f6HSGlYvy716dVdhDXPtBmzaMSomN1f9evWpr59emrJls8Fi5aoH31rGfg+uLmzP9eClk++n47vqdNc5UoVaMzIYVpQ3e3GH3drjo1wbIxz57Zu30Gt2rQXWZ4vWICWLZ4vwk56QkXP3PXRF4ONO3lWabLXpZ3QMSdkMg9ej7xz564VGjWedeV//zNfCzQr6Mu4OT1fmLXTGOcEYydkGtvtRFjW/ABDmxOj40EmW87Zgq65DBnS044tj3cKaXF4PiYgS9GteMowtPEltG+UruDyJU+rls2pbZuPiC+L5UtfeeusthtM3xanDW1cF++g09/Txobd/n17U9XKFemJJ55QjYB79+2n4SPH0G+Hj6hfQ/1w4GvifHo3/fNZah4t7sOmTahLp8c/kPiC38SJElPq1KnUZDtGL+MPLB7rT7t0Us4Kr0VJkiRR5TDbGUq94ydO0apV27dJ+bFq/FLKTp2aEDuGNt5Kv3XrdmqsnBn+XqMGLsc8PHjwQL1jjs9H19yi+cpRli8W0oJ4ggAIgAAIgAAIgAAIgAAIgAAIgAAIeCDg9LqPh+rV5DNnzlL9Ru/T5ctXRHb+6HbOrOlUULnuxY4zGqbKlS1NE8e5vz+N5RrXWkoUL0qfT5scq8oq1WoS3xuvObtrEFu3badWH3fQiqnrQAf27vJoSGjXoQtt2LRZlGv3cWvlnrmYK0D4ZCfeoaY5O1eC8F1xfIeT5kqXeoOmTBynBR19hoKeeeqgLwYbTzLN0mWvSzuhY07INGMhI86XcXN6vrDTLycYOyHTTl/8zSNrfoChzd+R8KE83zPF901pzs7lpVreuPaUpehW3GQY2lg2b8Pn7bF6xz/KMqRPR6dOnxHnVnN/eHeb5gJhaONdbeWUIw75DHC9e/LJJyllihR086+/6N69e/ok+uWHA5Qokauh7aeff6E69Ru55ONLep9M+CTxV0yl3ixJUyeNV9PtGr3qNWxMfCax3vFuuRz/fS12XPmiTH8uOudr3uwD6tyxnb6I6rdbJ2e2Y2j7sGUb+mrXblU2GyRfLPQCZcqUkf598C/tP3DA5Qc4H325avliYqZwIAACIAACIAACIAACIAACIAACIAAC9gg4ve7jqRVsXKv3bmPiKy40l0j58Pjz6ZPplZdf0qI8PocMH0kzZ80R+eze8TRv/kLqNzDmxJ7ixYrQzOkxHxuzQP4ounqtukJ2lsyZactGz8ffcQE+radI8VJ0X9k9pzlPd7vxWtlrxd50OUJz26Z16pqIJmPchEk0YdJULUgFFIPk8iULRNjM01/p51ylv5rTf8CtxTn1DLae2emXLwYbO3KNeWSvSzuhY07INHKQFfZl3JycL+z2ywnGTsi02x9/8smaH2Bo82cUfCjLO3/4j+Pt2zHnPX/c+iP6uHVLH6RFfhFZim5FSpah7ebNm/RB84/o118PWVWlGmEGKDvJ+PLXU6cf3zUWCEMbN+h4VBTx10j64wisGsrHH/IxiGbOePGuPo/+ay27Ri8+frFnn34uX0HpZer9/EO3u9KuenXe0UcLv906uYAdQ5vxAk9RkcHDx0F8uXgBZc2axZCCIAiAAAiAAAiAAAiAAAiAAAiAAAiAgDsCTq/7uKubj4ls0KiJumai5eMPaHmXFRu8vHHGHSr58z1HK5Yt8ijCuODetElj4t1hemc0jHi7jmjcnaZfv9HXo/mNu+xeKvwiLZw3W0tWn/xhMn+grHdbN62lzJky6aOE/89r16h02UrEJxdpzt0VIloeWc9g6pndPvhisLErW8vn67o0XzfDzuraIyd0zAmZGgeZT1/Gzcn5QuubpzHjfE4wdkKm1iennrLmBxja/Bwh3i3Up99AdSt5jbffinXcnl78lStXqUWrj4kvV9Uc75RZvnQB8QWgcLEJyFL02JIfx/Ck8/LrJcRXOs0+eJ+6do7ZUm9Vziyez9buN2Awrd+4WcjjfGyIee3VV6lj+4/Vc73frlmHDh85qoqYNH408Y5Gvdu4eQu1bd9ZjWL92L1zCz2TMqU+i/DzD5RXi5QUO+YGDehL/NWUmbt//28aqnxhtWnzVvU4S30e/kP56isvK7vFmpje36blZQPVAOULpJWr12pR6pN3oX36SWdxR5k3fWABfPnvTGWX54kTJ4mPZdQ7vni4YP781EnZxebuXHRv6rTDjXnN+mIOLf1yhcuXbVrb+Md33dq1qMWHTYnbCAcCIAACIAACIAACIAACIAACIAACIOAdAafXfaxawzsv3m3clA79dlhk4bWRCeNGUZlSb4o4u56DBw9RTeW+Nb3ju9b4zjUrxzvV6jZ4T6zpcL7RI4ZSFeWqD83xulWJN8u5rOO4M2hp5fTPLcq1GK3buq51tW3Titq0aqHPpvqZRwPlrjm9QWxgvz5U+52aLnm5XW+UqeBy2g/f/8YnHWnXgWgF7t69S+06dhWnBnF8urRpadP61bFOU9LKyH4GS8+86YcvBhun16X5PeGP7rW17EKFnqdZM6Yq18ckcumaEzrmhEyXRksK+DJuTs0X3CW7Y8Z5nWDshExuq5NO1vwAQ5ufoxQVdYIqVn1s2GBjSPlyZeiNkiXU+6NSp0qlKvfZc+dop/Klx4IFi122anPVds4w9rOJYV1clqK7g8CGHf6KKUGCBJQiRXJ3WW2l8cWap06dprPKUY3JkyejfM89p3zxEU+U1epLqBy5mCxZMhGv9/Bxjvfv3aenkz0d64+XPh/7+cfPXzf/Un+cWMkzlrly9SodO/Y78Q8jPuIyV66c9PRTTxmzWYZv3bpNfxw/TvxFEpfLkztXrL540wetIm7PyVOn6OLFS8RjzwbolClTaMken97U6Q03PnaTdyHy2HG7MmXMSHy3Io6K9DgkyAACIAACIAACIAACIAACIAACIAAClgQCse5jVnmP3n1p6bLlLkm5lbURvZHLJdEQ4DXAOsrHt5pjg0fRkmWIT+7RHBvu3q5WlZood7/nzJlD3Q3E14nwh/hLlLpnKx8c8wfNmuN1xLWrvnRZm9q1ew81a9Fay0KFCxeiRfO+EGE7Hj7NqWiJ0i51cTk2ApYoXox49x2vE321a496LQqvfWiO15m2b16vfkSuxWlPs2tUXni+oHKXWwvlKMl8xPX+9POvNHnqdDp69JhWTH2OHDaY3qpa2SXOyUCw9MysT2wI2bf/G+VqGdfU73/80eX4Ub6mhD/a17skSRK7fCDv9Lo039PHO5T0btKEMVS2dCl9lDrWsnXMKb11abgXAZnj5tR8wd2xO2ac1wnGTsjktjrpZM0PMLT5OUp8JF+lqjV8ksLb0PmCU20wfRIS4YU0Nvp7zSK8y+geCIAACIAACIAACIAACIAACIAACIAACMQJAsFa93mzTEU6f+GCX4yNO8u+OfAdNWnWgngR3ejiKScBpUienG4rRhY+Ecno2Cg3d/YMevmlwi5JHbt8SmvXbRBx/T7rZXmlhshk4lm/YRO172R+TYhJdjWKTy+aMW2Si2FHn5d3qtVt2DiWEU2fx8xfrCjfQxfY9dBg6ZlZ/9nwOHrsBLMkW3FrVy6j3MoH7+ycXpdetGQZ9f6sv0u7rO74c0LHnJDp0hkvAjLHjat1Yr5gud6MGed3grETMrmtTjlZ8wMMbX6O0L1795St0hVdvljxJJLvmmry/nvKkXMfxNpO7alsXEuXpehxjRv6CwIgAAIgAAIgAAIgAAIgAAIgAAIgAAKhTiBY6z4lSpWjS5cu+4Vnx5YN6mk3eiF8f3y//oNcjl7Up5v5kysGuO7KdRzVlStp9O727TvKTrRS4nQsPlXn613bKNnTT+uz2fbPnD2Hho8co55u5KnQ//6XlAb2/4wqVSjvNisbK+s1aEwXL11ym48T2XDXStnt1qplc5eTnzwWlJAhWHpm1vSBg4fRF3PnmyXZilu1fAk9l/fxFUROr0uvWbueOnXt5tKucWNGUMXy5VzitIATOuaETK293jxljptWr8z5QpPp7ZhxOScYOyFT66Psp6z5AYY2CSNz7dp1dbs53xF1RLl766FydKCZ43ucShQrRu0+bkVp06Yxy4I4AwFZim4QiyAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgECQCQRr3adrt560Srl/3tcTlPhIxZ1bN6jXcRgR8vGR85TrY+YvWKReuWFM18Jp06Sh9xo1oAb16ph+iM+L8N169NayU4XyZWn8mJEi7Ivn519+VY+H3L1nr+nOOzawVapYgVoq99FnypTRVhVs7GHD0YzPZ8c6npIFpE6dWrlWJa9ypGRzKvTC87Zkys4ULD0z68eKlavpk+69zJI8xiVOnJi2bFhDvMasOSfXpflI0bdr1BF3BKZJ8yytWbFUuSrH+uodJ3TMCZkaP7tP2eOm1StrvtDk+TJmXNYJxk7I1Pop8ylrfoChTeaoKLL4j8tR5e4rnuRu3rxJCZXLIbNmyaz+Z7wMVHLVESlOlqJHJBx0CgRAAARAAARAAARAAARAAARAAARAAATCmECkr/vwIvr5CxfVYypv3vyLUqd6htKnT0/p06U1Na7ph/K9Js1o/zffiiizu7FEopcevuP++B9RdPnqFbpz5y6lTJFCNd7kzJGdEioncfniHj58RBcvXlTvuL948RKxUea5vHkpZcoUvoiTWibS9UyD5cS6NB91ev7842NWM2RIT7yz0o5zQseckGmnL4HK4898oW+jr2PGMpxg7IRMfX/99cuaH2Bo83ckUN5RArIU3dFGQjgIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgIDXBLDuY46Mj2QsVbaS2HHHO4j2KsdGPvHEE+YFEOuWAPTMLR4kgkCcJiBrfoChLU6rUeh3Xpaih35P0UIQAAEQAAEQAAEQAAEQAAEQAAEQAAEQiFsEsO5jPt5Tp31OI8eME4kN69elPr26izA83hGAnnnHC7lBIC4RkDU/wNAWl7QmDPsqS9HDsOtoMgiAAAiAAAiAAAiAAAiAAAiAAAiAAAhENAGs+5gPb6WqNeh4VJRIXLpoHr3wfEERhsc7AtAz73ghNwjEJQKy5gcY2uKS1oRhX2Upehh2HU0GARAAARAAARAAARAAARAAARAAARAAgYgmgHWf2MN78tRpKl/pLZGQNWsW2rx+tQjD4z0B6Jn3zFACBOIKAVnzAwxtcUVjwrSfshQ9TLuPZoMACIAACIAACIAACIAACIAACIAACIBAxBLAuk/sob1z5w717T+Izp2/QIkTJaLG771LJYoXjZ0RMbYJQM9so0JGEIhzBGTNDzC0xTnVCa8Oy1L08Oo1WgsCIAACIAACIAACIAACIAACIAACIAACkU8A6z6RP8ah0EPoWSiMAtoAAqFJQNb8AENbaI4vWvUfAVmKDqAgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAKhRQDrPqE1HpHaGuhZpI4s+gUC/hOQNT/A0Ob/WECCgwRkKbqDTYRoEAABEAABEAABEAABEAABEAABEAABEAABHwhg3ccHaCjiNQHomdfIUAAE4gwBWfMDDG1xRmXCs6OyFD08e49WgwAIgAAIgAAIgAAIgAAIgAAIgAAIgEDkEsC6T+SObSj1DHoWSqOBtoBAaBGQNT/A0BZa44rWGAjIUnSDWARBAARAAARAAARAAARAAARAAARAAARAAASCTADrPkEegDhSPfQsjgw0ugkCPhCQNT/A0OYDfBQJHAFZih64FqMmEAABEAABEAABEAABEAABEAABEAABEAABOwSw7mOHEvL4SwB65i9BlAeByCUga36AoS1ydSQieiZL0SMCBjoBAiAAAiAAAiAAAiAAAiAAAiAAAiAAAhFEAOs+ETSYIdwV6FkIDw6aBgJBJiBrfoChLcgDierdE5Cl6O5rQSoIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgECgCWDdJ9DE42Z90LO4Oe7oNQjYISBrfoChzQ5t5AkaAVmKHrQOoGIQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAFTAlj3McWCSMkEoGeSgUIcCEQQAVnzAwxtEaQUkdgVWYoeiWzQJxAAARAAARAAARAAARAAARAAARAAARAIZwJY9wnn0QuftkPPwmes0FIQCDQBWfMDDG2BHjnU5xUBWYruVaXIDAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIg4DgBrPs4jhgVKASgZ1ADEAABKwKy5gcY2qwIIz4kCMhS9JDoTAg14sGDB/TzL7/S3Xv36JmUKSl/vudCqHVoCghEPoFz5y/QtWvXKEmSxJQ9Wzbxoz/ye+5sDzG3OctXLx2s9TS89wdyDsBYeT8+KAECIAACIAACIBA4Alj3CRzruFwT9Cwujz76DgLuCciaH2Boc88ZqUEmIEvRg9yNkKt+5ao11LVbT9Gu3Tu2UJo0z4qw3nPnzh3FGJAkYg0Bkd4//VjC7x8BWbpy5sxZKlOhimjM2NHDqVKF8iIcaR5Z3Oxw8WZusyMvGHkCycuf/kUCa3/670/ZQM8BGCt/RgtlQQAEQAAEQAAEnCaAdR+nCUM+E4CeQQ9AAASsCMiaH2BosyKM+JAgIEvRve3MrVu3af7CRXTjxg21aMqUz9C7DeqqBidvZYVi/i9XrKJuPXqLpu3ctpHSp0snwuzZum079R0wmC5duqzuelu+bCGlS5vWJU84ByK9f+E8NqHWdtm6cuLESapQ5W3RzWFDBlL1alVFOFI8srnZ4WJnbrMjJxh5gsHLn36GM2t/+i2jbKDnAIyVjFGDDBAAARAAARAAAacIBGvdx6n+QG5oEoCehea4oFUgEAoEZM0PMLSFwmiiDZYEZCm6ZQUWCRMmTaVxEya5pHZq35ZaNG/qEheuATuLbq3bdqAtW7eLLkaaMSDS+ycGDh6/CcjWlUAvsvsNwEcBsrnZaYaduc2OnGDkCQYvf/oZzqz96beMsoGeAzBWMkYNMkAABEAABEAABJwiEKx1H6f6A7mhSQB6FprjglaBQCgQkDU/wNAWCqOJNlgSkKXolhVYJJSv9BadPHXaJTVnjuy0fs0Kl7hwDdhZdGvboTNt3LRFdHHwwH5Uq0bMLhyRECKe7Tu+oo2bt9Cjh4+ocOFC1KBeHbctC7f+ue2Mh0Rv2XgQF+eSZetKoBfZgzVgsrnZ6Yeduc2OnGDkCQYvf/oZzqz96beMsoGeAzBWMkYNMkAABEAABEAABJwiEKx1H6f6A7mhSQB6FprjglaBQCgQkDU/wNAWCqOJNlgSkKXolhWYJPz8y69Uu967JilEK5Ytovz5njNNC6dIO4tuvJut38DBdPnyFcqbJzdNnTSe0qZNE7LdbN+pK63fsEltX7ZsWWnTulVu2xpu/XPbGQ+J3rLxIC7OJcvWlUAvsgdrwGRzs9MPO3ObHTnByBMMXv70M5xZ+9NvGWUDPQdgrGSMGmSAAAiAAAiAAAg4RSAY6z5O9QVyQ5cA9Cx0xwYtA4FgE5A1P8DQFuyRRP1uCchSdLeVGBL5XrL5CxYZYh8H33/vXer+aRfTtHCK9GbR7e+//6aECROGfPd8NSaFS//8GQBf2fhTZySWlaUrgV5kD/ZYyOJmpx/ezG125AUjTyB5+dO/SGDtT//9KRvoOQBj5c9ooSwIgAAIgAAIgIDTBIKx7uN0nyA/9AhAz0JvTNAiEAgVArLmBxjaQmVE0Q5TArIU3VS4SeS///5Lxd4oQ9ev31BT69V5h7Zu20FX//xTDadOlYp27dhC8ePHMykdPlGRuOgGY5K1/oGNNZtgpAR6kT0YfQxWnZE4twWLpad6wdoTIev0QM8BGCvrsUAKCIAACIAACIBA8AkEet0n+D1GC4JBAHoWDOqoEwTCg4Cs+QGGtvAY7zjbSlmKbhfgjp27qEWrj0X2hfNmq8cRzp2/UMR9Pm0ylSheVITNPI8ePaLTp8/QA8VwlyF9OkqSJInI9sfxKDpy5CjduHGDcubMSS88X4ASJ04s0s08suXZWXSLjo6mc+fO09179yhF8uSUOnUqs6bFirt48RId+/13OquUTZ4sGWXNmoWey5uHtLGMVeC/iIfK3WqHDx+m02fP0fVr14jrT5suLeXOlZMyZcxoWp7L3Lj52CjavWcf4vFjlyFDelq2eP5/kh8/nn7qKUqQIIGI87V/Dx8+pKgTJ9UxvH3nDmXPlo1y5cxBKVOmELKtPFznKeXuv38ePFCP4eQ2ae727Tt04Nvv6NLly5QnVy56Ll9eSpwokZbs9dMfNmaV+dNvM3l24pjJ4SNH6Pc/jlNyRQfzKXqUOXMmihfPvaFb9vvii65wG/hdP3jwEMV/4gl66cVClDFjBrXbvi6y+8rDnd79qbxr+/Z9Q3cUXc6QIQM9r8xHer3UxonHf/83B+iUMq899b//UcGCBSiLMhbu3mtfuHF9/uianblN65P+6U+dejnc5/MXLtLxqCi6qDwTKu9wemUe43nQqLdJkySlRIlidgv7yiuQc66+r76y1ssIlm7q26D3y9IDlhlKc4C3Y8XzQlTUCTp58pT6O4Y/MnpeeefTpHlWjwt+EAABEAABEAABEJBCQPv/FPzbEA4EnCIAPXOKLOSCQPgTkDU/wNAW/roQ0T2Qpeh2IbXvqNzztfHxPV/p0qalnds2Et/ZVqd+IyGiWtUqNGLYIBE286xeu446d+2uJhUvVoRmTp+iyhkwaKj61JeJHz8+Fcifj4YNHkDZsmXVJwm/bHl2Ft3WrF1Pnbp2U9vAC8S7d24hXmwzc/yDeMGiJTR2/CTVgGjMw4tzzT54n95tUD/WbsAjR4/SrC/m0Zat24gNCWauQIH81Kv7J/RioRdcksdPnEzjJ05xibMKvFW1Mo0cNlgke9M/LvTDDz/RoKHD6cjRY/TPP/8IOZrnmZQpiY8Wbda0Saw+ann0dXKfli9ZoBrXRowaS7/+epAeKsYZzcVXmJcvV5YGD+zrYqjV0j09/WGjly2j33p5dvw7v9pNg4eNUBd5jf9ni43W5cqUoj69etD//pfUVJzs90U/bp7eBT72r2//Qco8spnu3r3r0j6eU3oqepwzR3aqUOVtkTZsyECqXq2qCBs9/vLQt1/Tuz1f76MRo8YohsyjqlFbq5P5Nm3yHrVp1VIY0VatWUfDR45W72vU8vEzRYrk6rz1RskS+mjh19friRsXkqFrduY20UBJdWryNm/Zpuotf6Bgx7Hhdfvm9SKrN7yCNeeKxioeb1nry2p+fZ8DqZta/dpThu5pskJxDrA7VqfPnKGhw0cpf4+3a91xeb726svq3MtzGBwIgAAIgAAIgAAIyCIQ6HUfWe2GnPAiAD0Lr/FCa0EgkARkzQ8wtAVy1FCX1wRkKbqditnIU6REKeJFMnZNmzSmT7p0VP2ly1ems8pOK3a8+2z/nh1ud6HpF7V4YerNN0rSiJFjXAwpqjDdP7xozbvl2OhmdE7K47rYoJg+XTqXavV1WuXh+CtXrlKXT3vQ3n37XcqbBapWqUSjhg8RSStWribeiaY3MIlEg4d1YfTIYVS5YnmR0vuz/rRoyTIRducpWuR1mv35VJHFbv94Z9jkqdNp4qQpttpZuHAhGjFkkNi9JCpUPPo6c+fORW9VVniMHe9i6NDnZz/nmztrhmrUMKa5C/vDhuXK7Le7durT2IA5XHlPvpjruhtRn0fzZ86UicaNGUH5nsurRYmnnrPs948rMXtfOP7K1avUqk37WMZ0TtO7smVKK0fSxixkWxnanODBO0QrV6qgGsWNRkx9Gxs3akifdu1MPXv3VfR2pT7Jxc8G4QH9P6NaNWIMh1oG/ThwnBU3mboWjDq5b968b5yfXdKkSenHb/c+Dij/2m17MOdc0Vgv2qsvY/Tr+xxI3dTaIVP3WGY4zAHcTrN3kXfaVn+nHt1TdrG7c3Y+NnJXHmkgAAIgAAIgAAIgYCQQyHUfY90Ixx0C0LO4M9boKQh4S0DW/ABDm7fkkT+gBGQpup1GL1u+UjX6aHlXLFtE+fM9pwZHjRlPU6bN0JLIamFcy6BfPNTitCcvrhYskE85WvKscsTYBS1affKRbV9t36QuwOoTnJZntuhmrNMsD7fxI8WwsG37Dn1z1WPSsmfLSheUo9OO/f6HehQcZ+CjGw/9/J3I27ptB5cv57NmyUz5FObPpk6tLlju2/8NXbt2XeTnHUEb168SRypqO204w9Wrf6pHdWmZn302teZVnw3r16WPWnwo4uz277N+A9XdeqKg4kmmHInJBlHejfjrwYPiTj8tDx8luXrFslg724x1avn5yTJ5oZl3FFy6dFmfRK1aNqf2bVu7xHkK+MOGZcvst6e2aunGOnl3VbGir1PePLnV8d2rHHF46vRpLbt6LOvmDWtcjgTlRHecZbx/Vu9C7XrvxjKy8S7QHDmyKTvHjtHNmzdF2/Ueq/kkEDz4PcmoHBl59Njv6vGRWrt47uX57+Ch37QoYuNm8uTJ1LzaBwmcyB8J7Nq+mRImjDkGkeON42DFzdhPLivrHQtEnbz7h+cyzbHeVlN20GZUjrzl93nV6rXiAw61b08/TWnSplHfd/2HB3Z5BXPO1frIT7vt1Zcx+o0y9OlO6qZWj0zdY5nhMgeYvRc1a9d3ed9LFi9Gr7zysvIhyCP67fAR9Whmfu/LlS1NE8eN1hDiCQIgAAIgAAIgAAJ+Ewjkuo/fjYWAsCUAPQvboUPDQcBxAtLmB+WLdrdO6Qkfkuw2DxJBwCkCgdS/Ru83jc713PPqf+UqVnXpkmIsEmmcp0mzFi7pxoBitHPJr8ntN2Bw9M2//hLZf/jxp+gXXyniknf+wsUiXfM4Le/c+fNaVeJprNMsj2IIc2n7y6+XiP7++x+FDPYohpHotu07q/kKvVzEJa3LJ93V+OYftYn+/gfXcpzxxs2b0e82/sClDuVoTxcZWqBdxy4iX/nK1bRoy6ed/kVFnYjOW+BFITdv/kLRc+YtiCVTOTIuukChV0Q+Hm+Wb3TGOjW9GDx0eLRyzKDIPv3zWdG5870g5DFX5a48ke6tx1s2UVFy+22nvcY6K1apHs1xenfv3v3ort16Ci7Mb67JeFhxlvX+mb0L+7/51qVdBRV92LX7a9F85Q606CHDRrrk0cZ/xao1Ip/miYpyHQMneCjHrkY/ePBArfKvv25F1234nmn7nitYOHrJ0i+jlTun1LzKBwLR5ZV3TGs/P5d+uUJN0/9jHAczblFRrv2U/Y4Fos6q1d8RLF4tWjJa2RmkxxB9/HhUNM99Gq827Tq6pGsBO7xCac61016tb1ZPowyNkdO6ye2JipKre+E0BxjfC+XjDqGfPAZjxk1gRC7uzz+vRSvHzUavWrPWJR4BEAABEAABEAABEPCXQCDXffxtK8qHLwHoWfiOHVoOAk4TkDU/eLSgyarIaSCQH5kEAqV/vHCcRzGiaIt8Y8dPjAW0ytu1RDovBl++ciVWHi3CbPFw4eKlWrLLc+dXu4Rcrr9KtZou6RxwWp5x0c2sTrM81WrUdmm7cs9YrLZrERs3bYmet2CRFlSfN27ciD59+oxLnDFw5MhRlzqmzZhpzKKGvTUmGZma9U/ZpeJSt5lBRGvM13v3ueQt8Wa5aOXoPy1ZfRrr5PEeN2GySx4twMZHTR/5qews0pK8fnrLRna/7TS4Zet2or9s2Dl56rRpMWb6RukKIu+bZSrEymfGWeb7Z6YrTZu3Em3i8WJ9N3PKMaQu+TivmV45zWPGzNmxmnfmzFmXeZDbxobmDZs2x8q7b/8Bl34oR8DGymMcBzNusnUt0HUqO3xcjPFmXBkMv+fMk/9j/f7333994hVKc64d1rE6aYgwymA+Zgxl6yY3Q7buhdMcYHwXv9q9R+gnj4Gyg80wUgiCAAiAAAiAAAiAgHMEArXu41wPIDkcCEDPwmGU0EYQCA4BWfMDjo5USMKFLgFpWzc9dHHajFmkfKktcm1Yu4JyZM8uwuyZOn0mjRw9VsR1U+4vavJ+IxHWe4zHYfGxf3z8n5UrX7kanTx5SiR//dU2Sp06lQg7Lc/sGCljncY8t27dppdeKybayHdhzZ39uQjL9Lzw0uvi3pj6dWtT3z49Y4lv36krrd+wSY3Pli0rbVq3KlYefYSn/vExf68UKSmKZMuWlTauXUmaTooEnadug/fox59+FjFrV32pHg+nRRjr/Lj1R/Rx65ZassvTeBzd1EnjqdSbMe1xyewh4A0bJ/rtoXnEd5E9X/g1cfRn7Xdq0sB+fSyLGd/Fn7/f73JnopGz7PfP+C7wcWrcfuXngNrmbNnc6x8fQ8vH0WrOeHRkMHk0aNSEvvv+B61pNHrEUKpSuaIIax7ua/E3yyl3NF5Ro/iYuRnTJmnJ6tM4DkZuTuhaoOs8fOQovV2zjuj3koVzqdALz4uw5lm9dh117tpdC9K2TesoU6aMIsweT20PtTnXU3tdOmcRMMpw967K1E3Zuhduc4DxXTx48BDVrNNAjFLbNq2oTasWIgwPCIAACIAACIAACDhJQPv/2Nr/n3KyLsiOuwSgZ3F37NFzEPBEQNr84MlOqDQER0d6goR0xwgESv94Fxl/xc3/vVW9tml/zp4773Kcn7K4apqPI41f6Ru/HjcWHDp8lKif2/CLYWdYMOR5qvPXg4dc2rxk2XJjt6SFy1aoKurq3LWbqVxvd2156t/Pv/wq6uQxmTlrjmm9+kjeNaXpET+3bNuuT/ZKLw4fOeIia/GSZS6yvAl4w8aJfntq6x/Hj7v01WyHl14G77DScz569Jg+2SvOXNDf9+/EyVMu7eFj79y5qKgTLvmN/Q0mj0+69xJty/f8S+66EV2nfiOR12zeDMV3TLZ+K3fbCQask3x8oJlbuXqtSz79EcJafk+8Qm3O9dRerV/unt7IkKmbsvUg3OeA+/fvqzst9fPqoCHDo69fv+5u+JAGAiAAAiAAAiAAAlIIBGrdR0pjISRsCUDPwnbo0HAQcJyArPkBO9oUknChS0CaRdlNF48cPUrVasTsSOjUoR21+PAD0xL1GjYm5V41kbZ+zQrKmcN15xsnGr/SN349LgT851HuN6IevT4T0ZPGj6ayZUqLcDDkeapz3fqN1KHzJ6KNc2ZNp9dfe1WEvfVcuXKVdu/5mi5cvKTukrmshP/++74qZu++b+jhw4eq/+23qtDwoYNiifdm1xYX9tS/NWvXU6eu3UQ906dMoDdKlhBhM8+Bb7+jdxs3FUnGXY+e6hQFFc/VP/+koiVidKD7p13o/ffe1Wex7feGjRP99tTQbTt20ket24ls8ePHp9SpYnZ0ioT/PMxGOXpPRE+bPIHefCNmbLzhzEL8ff/27ttP7zeN2f0xbswIqli+nGif0aPc4UUVqrwtoo072oLJY/jIMaTcEai2LUGCBHTo5+9EO42elq3b0vYdX6nRuXLmoHWrl7tk8TQOTuhaoOvk3YcvKLsZHz56pPa9Yf261KdXzM41DUjjD5qTcr+aGkyfLh3x3wSj89T2UJtzPbXX2D+zsDcyZOqmbN2LhDlg3IRJNGHSVJdhSpw4MVVVdrTWr1eHCuTP55KGAAiAAAiAAAiAAAjIIhCIdR9ZbYWc8CUAPQvfsUPLQcBpArLmBxjanB4pyPeLgCxFd9eIIcNHkrJbSWTp07MbZcyYQYT1HmXHklhY5ng2yLFhzui8WTzkspu3bKM27ToKMWxIYoOS5oIhz1Odk6ZMozHjJmpNVI9VzJ49mwjb9Si7kWjgkOHERqpH/y1WuysbKEMbLzjywqPm1q5cRrlz59KCps/f/zhOyu5IkdayeTPq2P5jEfbEVGRUPH/dukUvv1ZcRAXK0OZEv0UnLDyzZs+lwcNGWKR6jjYaeb3hzNL9ff+UXTmk3FEmGrpw3mx6qfCLImz0eDK0BZPHyDHjaOq0x0fAejK0fdSmPW3bvkPtni+GNid0zdPYO1HnBx+2pD1f71M5xIsXjzp3bEdNGjciNhjfu3ePhivHEs+bv0ioQbWqVWjEsNgfC3hqe6jNuZ7aKzrsxuONDJm6KVsPImEO4I9Z+vYfRIuWLDMdMT4eulePbi7HIZtmRCQIgAAIgAAIgAAIeEkgEOs+XjYJ2SOQAPQsAgcVXQIBSQRkzQ8wtEkaEIhxhoAsRbdq3cOHj+iNMuXp8uXH9wxZ5bOK550JO7ZuiHVvlzeLhyzb+HX9yGGD6a2qlUW1wZDnqU79oic31OxeO9EBC8+x3/9Qd4DduHEjVg5e5E+SJIkaz/fpaC5Qhja+Q4vv0tLcmhVLKU+e3FrQ9Hns2O9Utfo7Iu2jFh9Sh3ZtRNgTU5FR8QTL0OZEv/X9MvPPmDmbho0YLZJ4N1uaNM+KsDtPliyZafiQgfTEE0+IbN5w5kL+vn/zFyyivgMGi/rnz5lJr7z8kggbPZ4MbcHkoX+vnTa0OaFrnsbeiTo3bd5KH7fv5DLMCRMmpGdSpqRLly6J3W6cIUWK5MR3N5rt2PTUdv3YsKxgz7me2stt9OS8kaHvv7+6KVsPImkO4N15k6dOp28OxN7N+uSTT9KYUcOobOlSnoYW6SAAAiAAAiAAAiBgm4DT6z62G4KMEU0AehbRw4vOgYBfBKTND54OuVRaiTvaPEFCumMEnNa/PV/vdbk3R38/iV2/2Z083tw7w/DmzV/o0o7vv//RhWkw5Hmqc8GiJS5t/nrvPpc2ewr8++/D6KIly7jIaNmqbTTLUQxvLsXLV64m8gXqjja+E02vA7v37HVpk1mA8+jLLF+xyiWbJ6b6zHyHk17WrC/m6pO98ntzR5sT/fbU2I2btrj0ddv2nZ6KuE33hjML8vf9UwwtLu3nsDsXFeX+jrZg8hgxeqzoi6c72lq2bifyVn6rRqwuexoHJ3Qt0HUqR0eq93rq31Ur/xulK0Tv238gFictwlPbQ23O9dRerV/unt7IkKmbsnUvkuYAbbyUD2Gi+w4YFF2g0CviPWfdVnZaRyvH92rZ8AQBEAABEAABEAABvwk4ve7jdwMhICIIQM8iYhjRCRBwhICs+QE72hSScKFLQJpF2aKLXbv1pJWr1ohUvucpfrz4Imzm4fuhfv7lV5FUu1YNGtj/MxFmjzdf6XN+PnZOWXBkr+p2bd9MadOm0YJBkeepD4pRiZo2/0i0sf9nvahunZjdXCLBwnPw0G9Us3Z9kfpOzeo0aEBfEdZ7+D4r3gXELlA72vg+Jb5XSXOfdOlITZs01oKmT8UYRoOHxhyBuGjeF1S4cCGR1xNTkVHxBGtHmxP91vfLzP/b4SNUvVZdkcR3XPFdV746bzhzHf6+f7/8epDeqdtQNPfj1i3p49Yx74ZI+M/jaUdbMHnI3DXkaRyc0LVA18lHRvLRkeySJ09ObVq1UI8i5TH+89o1SpsmDWXPnpVee/VVatyoISVKlPA/LYj98NT2UJtzPbU3dg9jx3gjQ6Zuyta9SJoDjKN06dJl4vsYD/12WCSNGTWcKlcsL8LwgAAIgAAIgAAIgIA/BJxe9/GnbSgbOQSgZ5EzlugJCMgmIGt+gKFN9shAnlQCshTdrFH37t+nIsVL0d27d9Xk3Llyqkd6meXVx/HiafE3yhLfZ8Luqaf+R3t3bSc+KkxzxsVDq7vcOP/ff/9NRUuWplu3bqvF+Qi8X3/8VrnfJ54mLpahTba8nds2Eh+DqXfGPhjznDx5ispXriaKvPB8QVq6aJ4Ie/LMmbeABgwaKrItX7KAChTIL8J6jx1DW8cun9LadRvUYnws29e7tulFxPJ76t/Zs+eodPmY4ztzZM+uHtUWS9B/EXy/XEXFIHjy1Gk1hnV33+4dlDJlClHEU50io+KRaWjzho0T/db3y8x/+/YdKvxqUZHE95vxPWe+OiNnp98XPnq2+JtlRXP5iFE+atTK8TGTfNSc5oYpR19Wr1ZVC5LTPIzvsqhY8cg0ZhjHwVivE7oW6Dr5Hke+74sd32E1d/bj++3UCC//8dT2UJtzPbXXTve9kSFTN2XrXiTNAWbjxn/Xyld6SyR17tiemjdrIsLwgAAIgAAIgAAIgIA/BJxc9/GnXSgbWQSgZ5E1nugNCMgkIG1+8LTfTmk0jo70BAnpjhFwUv9Wr1nnchzSxMlTbfdD2cHgUnb9xk0uZY3HYfFxS8odVC55tMD4iVNcZHXo/ImWJJ5Oyzt3/ryoS/MY6zTmefDgQXSJN8u5tJ2P4jRz//77b/TY8ROjG73fLFoxSKlZps2Y6VL2p59/MSsavWjx0ui8BV4Uea2Ojuw/cIjIkzd/oVjHTxqFe+qfYkiNrlS1upDJY2g8ClIvk9vJebT/7IyjkalensyjI71h40S/9f2y8teoXV+wY4ZWumRVXh9vHFuWJ/P9Mxu3Gu/Uc2n/jp279E0Sfn4PNB3RnitWrRHpmsdJHmbt1+qVeTyfcRyM9Tqha4Guc/DQ4WI8c+d7IXrSlGnRR44cjeb3l+dIb5yntofanOupvXb67o0MmbrphO6F8xxw+/btaP7Pyl2/fl3oOc9bs+fMs8qKeBAAARAAARAAARDwmoCT6z5eNwYFIpYA9CxihxYdAwG/CciaH7CjTSEJF7oEpFmUTbrYrEVr2rV7j0jZvGENZc2SWYTdeVauXktdP+0hspQp9SZNnjhWhI1f6WsJtd+pSV06tlOPGLt37x4tXvolDRoyXEtWn7wThnfE6J3T8ow7TbhuY51meRYuXkp9+g4QTeVdff379qaqlSsS78xTZjrau28/DR85hvg4vAQJEtAPB75Wd//pj1xjAcWLFaHRI4dRsqefVuUpC6E0euwEUgxyQj57rI6OnP75LLUeLfOHTZtQl07t1eDpM2cocaLElDp1Ki3ZVv+2bt9Brdo8lsEFWR8/7dJJOSKzFiVJkkSVxTsjZyh1KwZTIZv7uWndKsqYMYOIY48dploBmTvavGUju99an9w9v/3ue2r43gciC+vSp107mR4hybtH1m3YSMq9SFTtrSrUoF4dUY49Rs5aoqz3z+xdWPrlCurR6zOtKlU/Jo0fTa+/9irFixeP+Pi1wcNG0PoNm0QezWPc0cbxTvIwa7/WFpm7hozjYFavbF0LdJ279nxNzZq30vDFevI8mDhxInomZUrKmjULFSxQQNVp/U5XrZCdtofSnGunvVrfrJ7eyJCpm9we2boXznNAp67daOvW7dT4vXfpvUYNKNUzz4ghUwy81LNPP1qxcrWIWzRfORb5xZhjkUUCPCAAAiAAAiAAAiDgAwEn1318aA6KRCgB6FmEDiy6BQISCMiaH2BokzAYEOEcAVmKbmwh37Om7MYSxz/mz/ccrVgWc5SbMb8xfOfOHfXYyfvKsY/seDF1r3JUId/Rw864eKhG/vdPIsWAwAaYU6fPEC9g6V3pUm/QlInj9FGq32l5ZgvgxjrN8ig71aiccpzUuXPnXdr85JNPUsoUKUjZ1UFsUNS7X344oN5TxIakMuWr0M2bN0Uyc3z9tVco4ZMJ6Ztvv1WP0BOJ/3msDG3KjjiqU7+RS3Y+DvPJhE8SH7lW6s2SNHXSeJFup3+cuV7DxvTDjz+JcuyJrxhOcuTIrsYdPx5FD5VjI/WuebMPqLNiUDU6u3VyOZmGNm/ZcP0y+83y7LjWbTvQFmWxV++SJUtGORXWGTOkp1u3b9Np5b35Q2GuOb4XkO8H1DsjZ32ajPfP7F1gg2uZcpWJ5xa94/ZnSJ+Ofv/juHjfWX/0OmNmaGMZTvEwa7/WZpnGDOM4WNUrU9eCUaeyS5EmTp6mIfT4TJwoEfVVdFZ/XCgXstP2UJpz7bTXEwxvZMjUTa1dMnUvnOeAD1u2oa927Vax8N/hFwu9QJkyZaR/H/xL+w8cIP64QXN8jPKq5YuJ/87DgQAIgAAIgAAIgIAMAk6t+8hoG2REDgHoWeSMJXoCArIJyJofYGiTPTKQJ5WALEU3Nmr+wsXUt/8gEc07n3gHlDeufceupBwZKYoMUHZy1aldSw0bFw8rVShPGzZtFnnNPGXLlKYRQweKnVL6PE7LM1sAN9ZplofbeDwqitp16ELHfv9D32RTf+NGDalHt64ibduOnfRR69gGKZFB8fCX9QUK5KOdXz1eBLQytHGZxh80p337v9EXF/5yZUvTxHGjRdhu/27cuKF+zb95i/s731gwG3G6K/2rpxh/zJzdOrmsTEMby/OGDeeX2W+WZ8exYXagcm8f7xi169q0akFt27juKDJylv3+Wb0LbNBt0qwFnTt/wbL5bHgbO2qYuvvy0G+H1XxWhjaneFi1nxsj05hhHAeremXqWqDr/Oeff4h3R+//5oAYczYMs0Hs/v2/iT/G+EvRa77DUe/YmDF/zkzVoKHF2217qMy5dtur9c/s6Y0MmbqptUWm7rHMcJ0DeGe9chykhsXyyXfSfrl4gbo70zITEkAABEAABEAABEDASwJOrft42Qxkj3AC0LMIH2B0DwT8ICBrfoChzY9BQFHnCchSdGNL9TsQEidOTBvXraR0adMas7kN796zV1lgbaUej8gZ9Qv+ZouHvymL6oOGjqCzZ8+5yM2cKRPVqF6NWrX8UD2a0CXxv4BseRs3b6G27Tur0nnBd/fOLerRZvq67eTR8vOC8tDhI9Wj/Iw7euLHj0+vvvIyNW/WhIoVLaIVEc9vDnxHw0aOol9/PSTi2MMLepy/V49PlS/t91D3nn3U9Pp1a1PfPj1d8moBNk4NGDgklqGGdxB9+klnYkOf5rzpH5dR7mejmV9my5ElAABAAElEQVTMpRMnToqdSZqsZ59NTQXz56dOyi42XmS3ct7UybsjXi1Skv7+b9fkoAF96Z2a1a1Ee4z3ho1emIx+6+XZ8fPOijHjJqo717T+68vxsZIvFX6RqlappO4KYh3Wu2C8L1r9fERk3wGD1aMf9bs1+ejA119/lTq0a0P8zjd6vymx7rNjAzAbgq2cvzy80bup0z5XjW3clhQpktM3X39l1Szq2q0nrVy1Rk3nHTCLF8xxyetNvVxQhq4Fus7Bypw+S5kXNNenV/dYx52ywfSAMtbcP/64QHMNG9SjPj27aUHypu2hMOd6017RSYPHGxkyddPQDCm6p8kMxzmA9WnWF3OIj780/kbhfvHutbrKh0QtPmxK/PcODgRAAARAAARAAARkEnBq3UdmGyEr/AlAz8J/DNEDEHCKgKz5AYY2p0YIcqUQkKXoxsbw3WF/XrtGjx4+omTJnlbvDDPmsRO+ffsO8TGS8Z+IrxqqtPaaLfTzMYZcL+9i+VM5Xo4Xrp7Lm0ccN+muPtnyuC5e/L1/7z49rfSfjzIzc3byGMtduXqVjh37XT2WM2nSpJQrV056+qmnjNlihbncqVOnVZ7pFFZssOK7rTSnjpeyK4QNFvp4LV3/vHXrtmKkOa6OMdedJ3cuZZyT6bOofl/6x3fHnTx1ii5evKQaRvPmyUNm9y3Fquy/CG/qZGPbXzf/Uo/aNGu/VR3u4u2yMcrwt99GeXbCvAuIjyU9ofDmdzVRooSUKlUqyqbcdcUGXCsXrPdF3x5+19koe/b8edWIz/qszQ+cj3n++ec1ZR5IYGsO4DK+8uCy3ujdtWvX1R1ZyZMnc3s8HPdRNaxHk/oOmI2JN/VyO9n5q2uBqvPu3bvqEcL8nrLjDyaGDuqv+s3+eajocOlylejCxYtq8gvPF6Sli1x3EfnS9mDOub6018jGGxkyddPYDg77q3t6meE6B/Cce+r0afWDEp6zMmXMSBmUo3txVKR+dOEHARAAARAAARCQSUD7/0n8+wkOBJwiAD1ziizkgkD4E5A1P8DQFv66ENE9kKXogYZktdDvaztky/O1HSgHAuFAAO9LOIxS+Lfxt8NHqHqtuqIjfL8m37PpzpWr+JZqxOA8vGN31owp7rIjDQRAAARAAARAAARAAAQinkC4rvtE/MBEWAehZxE2oOgOCEgkIGt+gKFN4qBAlHwCshRdfsvcS5S90C9bnvvWIxUEwpsA3pfwHr9waT3v3K1aPeY+xiaNG1E35YhaK7d+wyZq3ynmjsrWHzWndh+3tsqOeBAAARAAARAAARAAARCIEwTCdd0nTgxOBHUSehZBg4mugIBkArLmBxjaJA8MxMklIEvR5bbKszTZC/2y5XnuAXKAQPgSwPsSvmMXTi3noyBffr24etyt1u4qlSuq9wbmVo6rfep/T9H169fpnHJ8KN/PtmbdBvVoQs7Lx/V+uXSh2zsdNZl4ggAIgAAIgAAIgAAIgEAkEwjXdZ9IHpNI7Bv0LBJHFX0CATkEZM0PMLTJGQ9IcYiALEV3qHmWYmUv9MuWZ9lwJIBABBDA+xIBgxgmXZgzbwENGDTU69aOGTWcKlcs73U5FAABEAABEAABEAABEACBSCMQrus+kTYOkd4f6FmkjzD6BwK+E5A1P8DQ5vsYoGQACMhS9AA01aUK2Qv9suW5NBYBEIgwAnhfImxAQ7w78xcupmnTZ9KFixc9trRgwfzUqmVzKlPqTY95kQEEQAAEQAAEQAAEQAAE4gKBcF33iQtjE0l9hJ5F0miiLyAgl4Cs+QGGNrnjAmmSCchSdMnN8iju8JGjNGrMeLp//x49k/IZGjywLyVOnNhjOasMsuVZ1YN4EIgEAnhfImEUw6sPfIzkrt176PsffqQTJ0/SrVu36MGDfylVqmcoQ4b0lDF9esqfPx+9WOiF8OoYWgsCIAACIAACIAACIAACDhMI13Ufh7FAvGQC0DPJQCEOBCKIgKz5AYa2CFKKSOyKLEWPRDboEwiAAAiAAAiAAAiAAAiAAAiAAAiAAAiEMwGs+4Tz6IVP26Fn4TNWaCkIBJqArPkBhrZAjxzq84qALEX3qlJkBgEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQcJwA1n0cR4wKFALQM6gBCICAFQFZ8wMMbVaEER8SBGQpekh0Bo0AARAAARAAARAAARAAARAAARAAARAAARAQBLDuI1DA4yAB6JmDcCEaBMKcgKz5AYa2MFeESG++LEWPdE7oHwiAAAiAAAiAAAiAAAiAAAiAAAiAAAiEGwGs+4TbiIVne6Fn4TluaDUIBIKArPkBhrZAjBbq8JmALEX3uQEoCAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIg4AgBrPs4ghVCDQSgZwYgCIIACAgCsuYHGNoEUnhCkYAsRQ/FvqFNIAACIAACIAACIAACIAACIAACIAACIBCXCWDdJy6PfuD6Dj0LHGvUBALhRkDW/ABDW7iNfBxrryxFj2PY0F0QAAEQAAEQAAEQAAEQAAEQAAEQAAEQCHkCWPcJ+SGKiAZCzyJiGNEJEHCEgKz5AYY2R4YHQmURkKXostoDOSAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAnIIYN1HDkdIcU8AeuaeD1JBIC4TkDU/wNAWl7UoDPouS9HDoKtoIgiAAAiAAAiAAAiAAAiAAAiAAAiAAAjEKQJY94lTwx20zkLPgoYeFYNAyBOQNT/A0BbyQx23GyhL0eM2RfQeBEAABEAABEAABEAABEAABEAABEAABEKPANZ9Qm9MIrFF0LNIHFX0CQTkEJA1P8DQJmc8IMUhArIU3aHmQSwIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgICPBLDu4yM4FPOKAPTMK1zIDAJxioCs+QGGtjilNuHXWVmKHn49R4tBAARAAARAAARAAARAAARAAARAAARAILIJYN0nssc3VHoHPQuVkUA7QCD0CMiaH2BoC72xRYt0BGQpuk4kvCAQ8gTu3r1Lx6NOqP89ePCA0qZJQ4VffIGSJk0a8m0PlwaeO3+Brl27RkmSJKbs2bKRNtcEsv08tj//8ivdvXePnkmZkvLney6Q1QelrlDgru843jU9jcj0x8X3LDJHEr0CARAAARAAARCIVALa/xeLjo6O1C6iXyFAAHoWAoOAJoBAiBKQNT/A0BaiA4xmPSYgS9HBM7AE7ty5oxgwkgTFeBHYnsqvbcnSL2ngkOF0TzG+6F2yp5+mrZvWUrJkyfTR8PtA4MyZs1SmQhVRcuzo4VSpQnkRDpRn5ao11LVbT1Hd7h1bKE2aZ0U40jyhwl3jindNIxHZT2/eM/ztimxdQO9AAARAAARAAARCkwDWfUJzXCKtVdCzSBtR9AcE5BGQNT/A0CZvTCDJAQKyFN3bpl26dJm27dhJR48eoytX/yRefEuRIjmlTZuGXn6pMBV57VXsLjKBunXbduo7YDAxP96hs3zZQkqXNq1JTkSZEZgzbwENGDTULEmN27x+NWXNmsUyHQn2CJw4cZIqVHlbZB42ZCBVr1ZVhAPl+XLFKurWo7eobue2jZQ+XToRjjRPqHBnrnjXIk27rPtj5z3D3y5rfkgBARAAARAAARAAAacJBGvdx+l+QX5oEYCehdZ4oDUgEEoEZM0PMLSF0qiiLbEIyFL0WIItIvgYsc/6DaRVa9aRu2MLEidOTHVr16JWLT+k5MmTW0iLe9Gt23agLVu3i44Hy4AhGhBGnn/++YdKl69Mly9fEa0u/GIhypw5Ex08eIj+OB5FMLQJNH55QsXgY8cA4FdHQ6xwqHDHuxZiiuFwc+y8Z/jb5fAgQDwIgAAIgAAIgAAIuCEQ6HUfN01BUgQTgJ5F8OCiayDgJwFZ8wMMbX4OBIo7S0CWottp5ZGjR6lthy508uQpO9nVPLz7ZMWyRepuN9uFwijj9h1f0cbNW+jRw0dUuHAhalCvjtvWt+3QmTZu2iLyDB7Yj2rViNk5JBLgiUVg1+491KxFaxHfsEE96tOzmwhfu3adUqZMIcLw+E4gVAw+dgwAvvcy9EqGCne8a6GnG062yM57hr9dTo4AZIMACIAACIAACICAewKBXPdx3xKkRjIB6Fkkjy76BgL+EZA1P8DQ5t84oLTDBGQpuqdmrt+wiT7p3ov+/vtvl6x8H1ahF56nLMquokuXL9PvfxynqKgTLnkmjB1F5cuVcYmLlED7Tl2J2bDLli0rbVq3ir2Wjnez9Rs4WN2VlTdPbpo6abx63KZlASQIAouXLKNen/UXYexeEyike0LF4GPHACC980EUGCrc8a4FUQmCULWd9wx/u4IwMKgSBEAABEAABEAABP4jEKh1HwCP2wSgZ3F7/NF7EHBHQNb8AEObO8pICzoBWYruriN/3bpFZcpXoZs3b4psTz/1FI0aOZRKFi8m4jTPDz/+RJOmTCfeFcFuzKjhVLlieS05op7eGtq0zrPBMmHChFoQTxsExo6fSBMnT1Nzst7/9ssPFD9+PBslkcVbAqFi8LFjAPC2b6GcP1S4410LZS2R3zZv3jP87ZLPHxJBAARAAARAAARAwBOBQKz7eGoD0iOfAPQs8scYPQQBXwnImh9gaPN1BFAuIARkKbq7xg4fOYamfz5LZMmSOTNNmzxe3cElIk08a9dtoAWLltCgAX0pa5bMJjnCP8pXQ1v49zzwPejbfxDNX7hYrThp0qT047d7A9+IOFJjqBh8vDEARMLQhAp3vGuRoE32+xDX3jP7ZJATBEAABEAABEAABEKDQCDWfUKjp2hFMAlAz4JJH3WDQGgTkDU/wNAW2uMc51snS9GtQF64eJHKV6rmcmTk6hVLKG+ePFZF3MZHR0fTqVOn6Z8HD9QjE3lnHLuzZ8/RN99+R3fv3qV06dJSkddeJTamWLnbt+/Q4SNH1KMqkydPTvny5qHMyvGV8eLZ3+H0ULlX7fDhw3Raqfv6tWvEbUur1J07V07KlDEjaWyNbeByN27eUKO79+xDO3buUv0ZMqSnZYvnu2Tn/iVIkEDEcR3nzp2nu/fuUQql3alTpxJpVp6HDx9S1ImTdOTIUbp95w5lz5aNcuXMYfs+MivmXB9zPKBw52M/8+TKRc/ly0uJEyWyaorP8b724dGjR3T9xmPWQ4eNpJWr16pt4DZu37pBtOeJ+PGJjzG1486cOUv3FP4JFRmZM1mPM8s6f+EC3b51mxIl5ryZ3Iq/+uefxPfE8S67rFmyut1t5ysPrQFWY+rNe8Rs/zgeRQcPHqL4TzxBL71YiDJmzKBW4aTB5+LFS3Ts99/prPIeJFfGLGvWLPTc/7N3FfBWFN///EURTECxsADBwgIFpKS7u7u7pRGkJB/djUhJSHdLiCgCCqgoYICAiok/Rf7zXZx9u/N27929b/a+B+8cPrydnjPfmZ1775w554j31+l9i1QAEB98gcvp02eMPQo+/+695x4Ju+Pz3LkfDG1frCeY0A1HOnG/KPatk8JUL/xm/v3PP5T23nvp+eey0P333xeOjTj5kb5rOtYimInPnLnxgHaB0Z49++h3sXemS5eOnn8+C8nPHeRLQv979+2nU2Lu77zjDnpO4Ij5dFqXsk6kz/iMFX2GGm8ke7qX9wx9hvrs0s2TG7Y6Pvud2o4G/5HynpCfWTr3GCfcOY0RYAQYAUaAEWAEvCEgv5PiOwsTIxAUArzOgkKW22UErn8EdO0PLGi7/tfCDT0CXQvdDSSrZgPKvJYvL02dNM6teNj0lavWUKeu3Y1yWbI8S+8KwVTMmPE0Zep0uiIOuCXlzPEKzZk5TUbN57btO2nw0OHGwbL6JfO2226jIoUKUN/ePemOO9yFdMeOH6eZs+fRxk2bDUGT2bglAN5693idXnrxBUvqteDY8RNp7PhJcdKdEsqULkkjhg42s6zjh1Bw57aNxuG4WcASOHjwYxr01jA6dvwE/e9//7PkXAvekyYN1a9bmxo3ahBSqGPtE+Naumi+IVwbPnI0HT58xIZ7MsFT0SKFafDAfgQ840vxHcOsOfNo0JBhnthYteJdQ0gaqvAnYryVq9Uyi/Tt1Z1q1axuxq2BAx8epJp1GphJo4a/RaVKFjfj1sC3330vzKuWJAgrQCOHDaHSpUpYixjh+OIhG1Tn1M97BNNveK/XrNtgCLZlm3g++MAD1Eus+ycyZqBipcqZWUOHDKTyZUubcb8BvKvQbh09dgL9/J/g1NoGBEONG9an2jVr2NayFwGAtR0d+M6cNdfYY9BuMiHA/fjAHlczrxBsFhTzLmlMzHAqXrSIjNqeOnE/feYMvTVspNjDttj6kJEc2V829kHMo1eK9F2Lz1oEbzrmTOUBe9yu3Xto+MgYcSHjuCGYkjhgX2vUoC61btncFKKtWLmaho0YZfjOlOXwTJ06FQ0dPMD43LOmRxrWMVb07TReXJiIdE/38p5Z+3T67LLmB/E5o+OzP9S8Bcl/fHhPqM+sIPaYUPhzHiPACDACjAAjwAiERiDoc5/QvXNuUkGA11lSmWkeJyPgHwFd+wML2vxjzzWiiICuhe7GcqVqNYUw5qiZ/c68WZQt60tm3G/AeqCXOXMmQ3Nt9ly7FhjazCq0axa8PdtsHoImmLB0KmsW+i8AzSMceD/z9FNqFi1b/h5BC80q1ItT6L8EYDtqxNA4/uX6vPEmLVi0xK2aLT3Xqzlp1vTJZpp1/EjctnkdPfTgg2Y+AtCYmzh5Ko2fMMkTn1mzvkjDhwwytZFsjYmItU9gXqZkCRo5eqzt8Fmtg3JzhaATB82RkK4xjIwZS5OmxBW4OvEEnIF3KDp/4QLlea2wOXZ1fqx1R8SMoclTpptJEJxBgOZEMGkJ4ZWkmdMmUe5cr8po4HMKDVCnd0N9jzD+lq3b06FPDpu8OQUKFypImzbHCnHiI2g7f/4CdenWk97fs9epK1uairF17aKg0/uCdF3rDW1hzjH3kg59uJdSpkwpo7anV80/nbijz/KVqxtamTZmlEjZ0qVo+NDYNalkx4lG+q5Z58jPnq5zzmw8CI3kkiWKGUJd9TKGddD16tSibl07U68+/cQeudyaZQvj8sGAN9+gShViBc+2Ah4iOseK7mzj1bCnW9tD+07vWbgy1nydnzO6PvsxrlAUBP86eE+Iz6yg9phQ+HMeI8AIMAKMACPACIRGIOhzn9C9c25SQYDXWVKZaR4nI+AfAV37Awva/GPPNaKIgK6F7sbyKznz0qVffjGyYaJx//vb3Yp6SrceZqkVMBZokPwjTKDJG/GyzBv9BxoaMTIOrYTcuXIKE5aZ6cKFi+IQf58w+XVaZlO6hx6kDWtX2sw2IrNV2w42LRD4jnvmmafpvrRpCQdae/buM8z/yYag4bNuzQqbOUWp/YAy6FtqMSF+331p8TCpVo1q1KJZEzOujt/pQFMdKyrDLGKWZ58x8Dl85Aj99NM1c4qyYZiSfG/ZEps2kMxT+5TpeKJdmMrE7XWYwLNSy+ZNqX3bVtYkz2FdY9i0ZSuhLdDFiz8a5uUkE1asU9yagubPnRkHf1nW+oRGG7QEQDDr+cGeHY7aexWr1jTMKsq6WP97dm51xLhpi9YErQUQtCn37d5uW3u68JC8hJrTUO9Rleq14wjZYG4wY8b0QvPnhGECUfZhfcZH0NZCCPY2i3m0EsxFZkj/OH3//VlhRvILc14xH0cPHTCLquN0el9QWCe+QQjadOJesUoNOnL0UxOjfHly0yuvvCyEx//Sp58dM0zZQnuuSOGCNH7MKLNcuECk75o6R9Z+Qq1FnXMWigfsEw8Lk5HHT3xumI+U/IG3Z8Xeb8USlzRSpbrbKAsMJeHCwY4tG1w1G2U5t6fOsaKPUOONZE9X23N6z8KVUfOtWETCk6yvYhfpZ79sz+0ZBP+6eI/2Z1ZQe4wb9pzOCDACjAAjwAgwAuERwHdXUKiLZOFb4RKMQGgEeJ2FxodzGYGkjICu/YEFbUl5FV0HY9e10J2GCmFOjtyvmVkQ9Cxd/I4ZjyTgdphVpVIFer1rJ0OgBZN9yZMnNzXncLu6ZNmK5mF8xgwZaMLYUZQ+/eMmC5cv/0V9+w8wNNZkYp+e3ah2rRoyajy7Cs0a+PkqkD8fNWvSyNCcsxaAULG1EMbt2x972D961DAqUayotZgZbt+pK61Zu96Ip0//OK1fvcLMcwqo41cPNNWxQpuiR/euVEcZB0zGdezSzeY7b/DA/o5aF2qfkq+G9etQuzatTG2daTNmGVqD8ss7Dkd3bN1gEzLKuqGeQYwB/VnNmMLH0oF9u0Kx4ZoHDTlo70iCMAJCCStdunRJrP38NiEq8qFlCS0xK+FAPvur+ejPy5eNZGjTxAhNSElB4OE2p6HeI6zpOvUbSbYoxa230vixMZQ3Ty4jDf4RYRJ1+sxYTVJZOFJBG3xe1W0QK2jGmpo8fgxBC1MShLwjRo6htes3GH4ZP/rgfZkVR6Cgvi8oqBtf3YI2nbj/8MN5ypO/sIlPqxZNjXfYTBAB+AmcOXsOZRICdGi1RUJ+3rVI1qLuOXPjoW3rltS8aSO6+eab6Vfha7FJi1aGqUoVE+T369OTKovPIXymwjdp/UbNjLUlyw4a0I8qVywvo56fuseKjt3GG+merrbn9J6FK6PmS4Ai5Qn1Vezi89kv+XF76uZfJ+/R/MyK1h7jNg+czggwAowAI8AIMALOCAR57uPcI6cmRQR4nSXFWecxMwLeENC2P4hD55Ak2IE30pBlOJMRCAqBINffwY8+vprp6efN/63bdYz3MJYsXW62J9vu0fuNkO02b9XOrPP0c1mvfn3qtGN5Yabp6msFi5ll8xcqFqec8A919fTpM3HSrQnHjh032wCPU6bNsGbbwu06djHLFi1Z1pbnFFHH/+1339mKCY07sz30vWzFSlu+NbL7/T22snnzF7kKDFRS+0S7Y8ZNVIsZcaGZZWtTaHs4lguVGMQY0J/QDjB5y5Y9dygWQuYJDSqzHWDhtP6E0MdWBuXwXwjo4rS9Y+duW9lVq9faygSBh9OcOo3Dykijpi1tfK5bv9GabYaF2VJbOYw71Do0KzoEylaoYmtL+AR0KHUtCfzMm7/Alq+OU31fUFg3vpMmT7PxLASQNp6skZMnv7KVdcJJJ+7bd+6y9Sc02KzsaAv7edfUOXJ7p6zM6Z4zJx7ExQFrl0b4zJlvrj757Is2DJ/K8tJVvO8q7dm731ZOmBxWi3iK6x4rOnUab3z2dLU9p/csXBk1H+sgPjxhnDo/+9FeKNLNv07eo/mZFa09JtRccB4jwAgwAowAI8AIxEUgyHOfuL1xSlJFgNdZUp15HjcjEB4BXfsDa7QJJJkSLwLaJMoOQ4TmFzTAJDWoV4e6v95ZRiN6qrfGnxSmH5cumm8zs2dtGD5Ons+aw9QsqlK5Ig3s39daxBaePHUGjRg12kwL5V/JLOQQeCFbTtMHUo1qVahf314OpYh0arRBi+oVoRklKX36x2ndquWGhoVMU5/Vataljz4+ZCavWvGuYQrSTBABFfM2rVpQm1bNrUXMMDTlxMGwGZ88Yayh/WcmhAkENQZ060fLJgybVLhYacNcJsrBtNyubZtsVXoLP3wLHfzwwdTcsiULbGUHDHqL5sybb6RBMwZmI++88w4jHhQe6pyGe4+gdYf3SHx0GnylTx9a+1LVoIhEow0aRNly5Db6w58c2V+mubNifd6ZGSEC6jhVTZsg8NWp0aYb9yNHjhJMmkqCxlbrls1kVNvTz7umzlG4tRjEnKk8wOQtTN86Uc06DQha05JGDX+LSpUsLqPmE+9KnvxF6Pz580YaTHROmzLBzPcSCGKs6Fcdb3z3dLU99T1z6lMto7YRX56i/dmvk/8geI/WZ1a09hgv7w+XYQQYAUaAEWAEGIFYBII894nthUNJHQFeZ0l9BfD4GQF3BLTtD+FkeoIF1mgLBxLnB4ZAkOtv0ZKlthv9/QcMjvc41Fvj0JoLRV98+aWNByeNEWt9VRPp+PET1mzPYXGoZfbbuWt313o6NdoOfXLY7BPaADNmznHtV2a8s3Cxrc7GzVtklvlUMXfSVpCFPzt2zNaeEDbJLE/PoMaAzv1o2YRjdtCQYbZxHv30M1uVgkVLmvlWjaTMz7xwVZjWspW1rhVhbs6WFxQe6pyGe4+++vqUOR6sLWEi0sanGjl5MrymllpHjR8+ctTWJ/YTv6SOU127QeCrU6NNN+6XL1++Cq1ezKH8j7X8008/+YU2ZHk/75o6R+HWYhBzpvKgrhPrYF/v0dvE7pnns1mz4oSr1qhjli1Tvkqc/HAJQYwVffoZr5c93Ut74cqEy7di5YWnaH/26+Q/CN6j9ZkVrT3Guh44zAgwAowAI8AIMALhEQjy3Cd871wiqSDA6yypzDSPkxHwj4Cu/YE12gSSTIkXAW0SZYch7t33gfCv1NjMKVQgP00cH6stZmb4CKi3xtVb8WpTm7duoxat2pnJyZIlo7T33mvG1cCFixfpn3/+MZOnTBxH+V/La8atgfPnL9DOXbuFP55zhtbCDyL+11/X/Gy9v2ef6ROuXJlSNOytQdaqZlinRtvKVWuoU9fuZttTJ42j1/I58y4L7f/gANWuF+t3q3vXztRA+F6zkh/MgV+uvLH+ynp060L169a2NhcyHNQY0KkfLZuQTIpMFTerBowwL0eFil3zbQUfee8tX0KlhI9ASVZfeMKMKRUtUUZmUd/ePahWjWpmPCg8/MwpmHl/z17D55RkbEzMcCpetIiMxnnCv1CxUuXM9Eg02lavWUcdOr9utjFn5lTKmSO7GfcSCDfOIPDVqdEWBO5jxk2gcRMm2+BLmTIllRZaWTWqVyX40owv+XnXws2RyksQc+aHh2EjYmjq9JkGW7fccgsdPRTrj1PltXmrtrRl63YjOdMTGWn1e0vVIiHjQYwVHfoZr5c93Ut74cqEy7cC5YWnID/7rbzIsE7+g+A9Wp9ZwCMae4zEnZ+MACPACDACjAAj4A2BIM99vHHApZICArzOksIs8xgZgcgQ0LU/sKAtMvy5VpQQ0LXQndj9/uxZEj7PzKynnnyS3lu2yIxHEvBzmIX2Z86aS4OHDo+kK6OO0+G+0HKjgUOGGcKWf//9N2zb0RK04fAcB1ySVgkBT+bMmWTU8fn5F1/ahEDNmzamju3b2Mr6wfyXX3+ll3PkMev7FbQFNQYw5Ofw3xyAS+DKlX8pZ578BNNuoBdfeJ4WvTPXCC8QJiP7CNORoBeef44WL5hHZStUpWPHjxtpxYsVoTGjrq1JmIyE6UhJO7ZsoAceuF9GDYFIQs8pmBHaGiR8TJl8vTNvFmXL+pIZVwM6BG0TJk2hmDHjzaZhBjVDhvRm3Esg3NoNYr3pFLQFgfuVK1eMdwHr1IlgorN3z+5xTMg6lXVL8/OuhZsjtY8g5swPDyNixhDmGBRO0NaidXvavGWrUTYSQVsQYwUzfsbrZU/30l64MuHyDRD/++OFpyA++608qGGd/AfBe7Q+s4BLNPYYFX+OMwKMACPACDACjEBoBII89wndM+cmJQR4nSWl2eaxMgL+ENC1P7CgzR/uXDrKCOha6E5sQwgFv07wNwKC36kP9uykm4SWT6Tk5zALfUybMYuGDh9ldgdttvvvv8+Mhwo89tijNGzIQILfLEknPv/C0AD7+eefZZL5xKHrbbfdZsSlAAaRaAnaRsaMJfjGkrRy2WKCv6NQdOLE51S6fGWzSItmTahDu9ZmHAE/mHs5ALU1rkSCGgO68XP4r7DlGIX/QfghBGFN79m5lVKnTkVtO3Smdes3GukST+vhPN6D/e/vIGhXNmraQmhFvm+UhSbR0sXvGGH5Jyg8/MwpeHl7/gLqN2CwZIvenjODXnk5mxlXAzoEbVbM0P7aVcsoY4YMalch4+HGGQS+OgVtQeIObbmJk6fSvv0H4mCYPHlyihk5lAoXLBAnz0uCn3ct3Byp/QUxZ354sK7LoAVtQYwVePoZr5c93Ut74cqEy7euAy886f7st/bvFNbJf1C8R+Mzy4pNkHuMtR8OMwKMACPACDACjEB4BII89wnfO5dIKgjwOksqM83jZAT8I6BtfwhntVKwxj7awoHE+YEhEPT6K16qvOmjBj6BVq9dH6+x+PGDgo6EwMPW/+Yt2yLu/59/rlzNla+Qrb3mLdte3f3+nqtC8GZrt2jJsma5aPlogz806XcJTyHAsfHkFEEZa52ly1bEKeYH80u//GJrb+bsuXHaC5UQ1BjQpx+/UaF4lHnq2hJCt6viJv/Vl3PmNTHYt/8Do/iHH35kpgFvpP/x559Xs7z4ipk+fuJk2bT5DAoPP3MKZtZv2GTyCf4RD0UnT8bfR9v8BYtsfeI980vhxhkEvqqPtosXf3Rl++TJ0DhFA3dxeeBqvwGDbGsRcyw0U68KE32uvIfK8POuhZsjtZ8g5swPD8NHjTbXZTgfbc1btTPLlixTQR1K2HgQY0WnfsbrZU/30l64MuHyrWB54Undn+Pz2W/t2y2sk/+geFfbDeIzywmfIPYYp344jRFgBBgBRoARYATcEQj63Me9Z85JSgjwOktKs81jZQT8IaBrf6Bw3erqKFw/nM8IOCEQ9Prr1KW7edCIw9sy5as4seE5zc9hFho9+ulntv7nzV/guS+14OEjR21tde/ZRy1ixouWjL6gTdwet/EnbsWb/LgFZsyaY6sDgZBKfjD3cgCqtm+NBzUG9OHn8N/Kk1v4999/v/rsCy+b+Al/e1cPHz5ixoU251WhzWlUh5AWggu8A/gvtCyvCt9NZhxpwiRpnK6CwsPPnIKpQ58ctvEqzFnG4dWacPJkaAGStaxbeMfO3bY+Fyxc7FbUNT3cOIPAd97b79j4Pn7ic1f+Tp4MjVM0cT979tzV8pWq2XiP9GKEn3ct3Byp4AUxZ354iKagLYixAk8/4/Wyp3tpL1yZcPnWdeCFJ52f/da+3cI6+Q+K92h8Zrnhg3Sde0yofjiPEWAEGAFGgBFgBOIiEPS5T9weOSUpIsDrLCnOOo+ZEfCGgK79gU1HCiSZEi8C2lQ3XYZ48uRXVKpcJcNnhywyctgQKl2qhIyGfJ458w2lSZOabr/9dqOcH/NMqPDbb79T1uy5zD7gVwr+pSIh1Z/W0kXzKUuWZx2bKlaqHMF8HiiU6ciOXbrRqtVrjXIwa7l7x2Yj7PYn1Pi/+eZbKli0pFkVZvZgbs+NYNqzuODz61OnjSJYCzB/CLytFKpPazmEvZj0UutY40GNAX34MWdn5SlUuHGzVrRj5y6jyN133UX169Wh0WOv+RXLlzcPTZsc62OsQ+fXafWadUbZzJmeoJezZSWhtWXEH3nkYdq8fnWcroLCw8+cgqkffjhPefIXNvmDSVKYJnUjmJmE2UNJQ4UJ1vJlS8uop+fXX58iIbA2y0p/d2aCh0C4cQaB74aNm6l1u44mdxPGxTiaYBRfRUgIpOidhbE4qjhFG3fsBUVLlDF579yxPTVt3MCMew34edfCzZHaZxBz5oeHaJqODGKswNPPeL3s6V7aC1cmXL51HXjhSednv7Vvt7BO/oPkPejPLDd8ZLquPUa2x09GgBFgBBgBRoAR8IZA0Oc+3rjgUjc6ArzObvQZ5vExApEjoG1/CCfXEyyy6chwIHF+YAhEY/316tvfpiXx1LMvXp06fWbIMZ0+feZqg8bNjHpWTRY/t8ZlBxWq1LD1v2t3eJOKsq71OWXaDFs7Hx/6xJpthsHvU1leMsuGMh355sAhZjngopqgNBv9LxBq/DBbWKK03VSnkylI2Sb4lBpWeApBkMyyPUP1aSsoIl40DdQ61nhQY0AffrRsrDyFCgshiQ1D67zPmDnHVnXZipW2sk+K+Zb4DxoyzFZWRoLCw8+cSl4qVK5u8gu+t27bIbNsTyFotJVDWYzdL/39999X8+YvYmvL7d39559/rqLfOvUbXxUCZLOrcOMMAt+DH31s41kcbJv8yAB4VPdFN5x04v7bb79dxX83+umnn2y8z5ozz61oyHQ/71q4OVI7CmLO/PAQTY22IMYKPP2M18ue7qW9cGXC5VvXgReeUF7XZ7+1b7ewbv6D4j3oz6xo7TFu88DpjAAjwAgwAowAI+CMQDTOfZx75tSkhACvs6Q02zxWRsAfArr2B9ZoE0gyJV4EtEmUQwzx/PkLVLh4afrzzz9tpV7Ll5eKFi5Izz77DKV//DE6J7RmoAW24r1VtH7jJlMLbmD/vlSlckWjrp9b47KzDw58SLXqNpRRuvXWW6lb105Uq0Y1M00GoEGyeu06Er6RqGyZUlSzelWZRbt276GGTZqb8Ty5X6VRI4YSNJlA4lCURo0eR0IgZ5ZBIJRGmxA40rARMWb5Jo0aUJdO7Y346TNnKGWKlJQ27b1mfrjxb9qylVq2vlYflTC/3bp0ompVK9Ftt91mtPPn5cs0TfQ7dvwks91bbrmF1q9eQQ8/nM5Mk4FwfcpyeHrRNLCWdwoHMQb040fLxokvpzSsl7wFisBEcJzsVcuXUObMmcz0H3/8iXLlK0jQJFRp3uzplP2Vl9VkIx4EHn7mVDK1+N1l1LP3GzJqrKcJY0dRzhzZ6aabbqJz536gwUOH05q1680yMqBqasn0cE9oe/XtN8Ashnf3zX59qHTJ4nTzzTcbuAvzesY79Olnxwjr+OD+3cY7jkpexqkbX7xfrxUsRkJobvLdsnlTatu6hYGT8HtGQrBqarKahUTACSeduHfq2p02bdpC9erWprp1atK999xjdi8EmySEf7Rs+Xtm2oK3Z1PWl140414Dft41L3Ok9qt7zvzwEE2NNoxb91jRpp/xetnTvbQXrky4fPAtyQtPKKvrs1/2G+qpm/+geA/6Mytae0youeA8RoARYAQYAUaAEYiLQDTOfeL2yilJDQFeZ0ltxnm8jIB3BHTtDyxo8445l0wABHQt9HCsb9q8hbr16GMIYsKVVfPHxoygYkWvma3zc5hlbadV2w60URwwW+nuu++mJzJmoIfTPUS//vYbCS06+uLLk2aRalUr05tv9DbjONwrVLQUXbp0yUzDYX/OHK/QrclvpX0ffGCYqjQz/wuEErQJrTiqWqOOrcpDDz5IyW9NTjCdVyB/Ppo8YayZ72X81WvVI6FVY9ZBIJkQhGQUYwV9KcZ4RRH2NG3ckDp3bGfkq3+89CnreD0AleXdnrrHgH78HP678eWUXqlaTTp8+Kgty80MaOVqteiTw0dsZVOlSmWY7EyW7CZbujWiGw8/cyr5gACpUJGSBEGRlfAepXvoQfr8iy8JwhoQ1pt1jTkJkKxtuIWFphoVEaYMv/32O1uR5MmTU5rUqUlotsQR4H9ycD+lSHGrUd7rOHXjGzNmPE2YNMXGM8zfAqdTYp/566+/jDzsv1YhrRNOOnFv0rw1bd+x0+gbe9dLL75AMFv6z9//0N79+w0ToZJpmJ5dsXQhAWu/5Odd8zpHKg8658wPD9EWtGHcOseK9vyM18ue7qW9cGXC5YNvSV54kmV1fPbLtkI9g+A/KN6D/MyK1h4Tai44jxFgBBgBRoARYATiIhCtc5+4PXNKUkKA11lSmm0eKyPgDwFd+wML2vzhzqWjjICuhe6F7e++/566vN7TuGXupXzKFCmoZYtmho8gyaefwyxrHziQHzjoLVoutOW8UuuWzYQWSktb8c1bt1GLVs4CKVkQWiJZsjxD27ZfO9AOJWhDnXoNm9KevftkdduziND4Gz9mlJnmZfzQpIFmCnxFhaMUQkOoR/euVF0IFd3IS5+yrp8DUFnH6al7DOjDz+G/E09uaRMnTzU0Ga35ZUuXouFDB1mTjDC0CMeOn2hLL1+uDA0dHKu1Zcv8L6IbDz9zauUHwl9h0pW+/e57a7ItDMHb6JFDDS2zo59+ZuQ5CZBslUJEvjx5ktp16EInPv8iRKlrWfXq1KKeYj1L8jpO3fhCGN+waYs4AljJF54QYA0Q2nnjJ04RwrdrfhLdcNKFOzTphDlIKxuO4TvvvIPeXTifHheaxpGQn3fN6xypfOicMz88JISgTedYgaOf8XrZ0720F65MuHzr/HvhSZbX9dkv23N7BsF/ULwH+ZkVrT3GbR44nRFgBBgBRoARYAScEZDnKdZLfs4lOZURiBwBXmeRY8c1GYEbHQFd+wML2m70lXKdj0/XQvcKA8zmzZu/gPbs2UfHjh93PLB/5umnqFDBAlSzRlW6J00aW9PrNmyktu07G2nQyNi5bWOcMrYKSgTaHNA2geaa1CqxFoFpumxZX6LSpUpQ+bKlDfN01nyE9+0/QENHjIxziI7D6dy5XqXePbsJrZFd1KNXX6NqjWpVqF/fXmozZhyHhgMGDokjBIRWULfXOxOEB5L8jF/4Z6MZs+ca5jilppFs57770tJzzz5LnYQWG7T6QpGfPqF9k/3VfCa2gwb0o8oVy4dqPmSerjGgE+sBObQGt21eF7Jvr5kQgpSrVM3UrIIZxXGjR1DhQgXjNAFhUeWqNenyfxpNmONpUyYY6yZOYYcEXXj4mVOVDZiI7DdgsCEwt2p34l3NmTM7dWjXmh595BGqU7+R8a6gPoTFEBpHSpcv/0VvDRthmHRVNeqSJUtmmN1s2rhBHBz9jlMXvhgn9pf+Aqc16zbQ77//bg4d+0SO7NmpY/s2xrtXrmJV+uzYcSMfpjid1g0ydeAOHGfOnkMwR/nNN9+aPMkAhH/VqlSiZk0aEfaISMnPu+Z3jlSedMyZHx4mT5lu7CXgI3XqVLRv93aVJTPetXsvWr5ipRGH9uDC+XPMvEgCOsaKfv2M18ue7qW9cGXC5Vvx8sKTtTzCOj771Tat8SD51817kJ9Z0dpjrNhzmBFgBBgBRoARYATCIxDtc5/wHHGJGxEBXmc34qzymBgBPQjo2h9Y0KZnPriVgBDQtdAjZQ9CJvhl+9///icOLVPT/ffdRziIDkW45X35z8t01913CR9mKUIVdc2DwA/m6L46dYr+vfKvYWru3nvvNXzF4eDeC52/cIFOnTptHKI/KAQ3EFhByCLp4o8/Gv64IICwpst89fnrr78JAeCXhHp33XknPSn8e0E7SCW/44fvuK/FOM+ePWf4bHvqyScpTZrUarMh4376xCHoL5d+MTB14j9kRy6ZOsaApoHtlX+uGAfk8OeliyDI/PnnS4YZQKzflClTujbtp6xbIzrw8DOnTnzgNiTe3W+++44efOABY/3L/QTlwePFiz8Kza1bCOYxdRHeuxMnPjfahznGTJmeMN4Xt/YjGacOfCU/2GuwT3wj9ptUqe6mZ55+mqxmQrEefvrpZ+FXLrnj+y7bkU9duGP/gyYd+se8PfLww5ROmNGNxFSk5M369POuRTJH1r4Qju+c+eEB/hZh1hTzGQovzJUhGBYuHLHnev1sUcemxuM7VrTnZ7xe9nQv7YUrEy7fioMXnqzlZVjHZ79sS30Gzb9O3v18Dvkpa8Uk6D3G2heHGQFGgBFgBBgBRiA0AvJ3Gmu0hcaJc+OHAK+z+OHHtRmBGxkBXfsDC9pu5FVyA4xN10K/AaDgITACjAAjwAgwAowAI8AIMAKMACPACDACjAAjcEMhwOc+N9R0JtrB8DpLtFPDjDECCY6Arv2BBW0JPpXMQCgEdC30UH1wHiPACDACjAAjwAgwAowAI8AIMAKMACPACDACjED0EeBzn+hjnhR75HWWFGedx8wIeENA1/7AgjZveHOpBEJA10JPIPa5W0aAEWAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAEXBPjcxwUYTtaKAK8zrXByY4zADYWArv2BBW031LK48Qaja6HfeMjwiBgBRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARuL4R4HOf63v+rhfueZ1dLzPFfDIC0UdA1/7Agrbozx336AMBXQvdR5dclBFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBgBRiAKCPC5TxRA5i6I1xkvAkaAEXBDQNf+wII2N4Q5PVEgoGuhJ4rBMBOMACPACDACjAAjwAgwAowAI8AIMAKMACPACDACJgJ87mNCwYEAEeB1FiC43DQjcJ0joGt/YEHbdb4QbnT2dS30Gx0nHh8jwAgwAowAI8AIMAKMACPACDACjAAjwAgwAtcbAnzuc73N2PXJL6+z63PemGtGIBoI6NofWNAWjdniPiJGQNdCj5gBrsgIMAKMACPACDACjAAjwAgwAowAI8AIMAKMACMQCAJ87hMIrNyoggCvMwUQjjICjICJgK79gQVtJqQcSIwI6FroiXFszBMjwAgwAowAI8AIMAKMACPACDACjAAjwAgwAkkZAT73ScqzH72x8zqLHtbcEyNwvSGga3/wLGi73gBifhkBRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBiBUAhcvXo1VHbYPBa0hYWICzACjAAjwAgwAowAI8AIMAKMACPACDACjAAjwAgwAowAI8AIMAKMACPACNyICERN0Bbfjm5E8HlMwSOgS3UzeE65B0aAEWAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAE/CPC5jx+0uGykCPA6ixQ5rscI3PgI6NofPGu0saDtxl9UiXGEuhZ6Yhwb88QIMAKMACPACDACjAAjwAgwAowAI8AIMAKMQFJGgM99kvLsR2/svM6ihzX3xAhcbwjo2h9Y0Ha9zXwS41fXQk9isPFwGQFGgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFI9AjwuU+in6IbgkFeZzfENPIgGIFAENC1P7CgLZDp4UZ1IaBroevih9thBBgBRoARYAQYAUaAEWAEGAFGgBFgBBgBRoAR0IMAn/vowZFbCY0Ar7PQ+HAuI5CUEdC1P7CgLSmvoutg7LoW+nUwVGaREWAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGIEkhQCf+ySp6U6wwfI6SzDouWNGINEjoGt/YEFbop/qpM2groWetFHk0TMCjAAjwAgwAowAI8AIMAKMACPACDACjAAjkPgQ4HOfxDcnNyJHvM5uxFnlMTECehDQtT+woE3PfHArASGga6EHxB43ywgwAowAI8AIMAKMACPACDACjAAjwAgwAowAIxAhAnzuEyFwXM0XArzOfMHFhRmBJIWArv2BBW1Jatlcf4PVtdCvv5Ezx4wAI8AIMAKMACPACDACjAAjwAgwAowAI8AI3NgI8LnPjT2/iWV0vM4Sy0wwH4xA4kNA1/7AgrbEN7fMkQUBXQvd0iQHGQFGgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBIBAnzukwgmIQmwwOssCUwyD5ERiBABXfsDC9oinACuFh0EdC306HB7/fXy7Xff048//ki33ZaSMqRPTxLvIEfy999/06FPDtMff/5J96RJQ88+83SQ3XHbjAAjwAgwAowAI8AIMAKMACPACDACjAAjkEgRkOcQV69eTaQcXh9sHTlylBYtWUp//e9/9HC6h6h508Z0yy23XB/MR4FLXmdRAJm7YASuUwR07Q8saLtOF0BSYVvXQk8qePkZ55kz31ChYqXMKqNHDaMSxYqa8aACy1espK7de5nN79y6ke6//z4zfr0H/vnnH/ryy5P09anTxv+LFy/SnXfeQY8/9hg991wW8Xz0eh8i8x8PBH7//Xch2L4tKkLteLCZaKry+5RopoIZYQQYAUaAEWAEGAFGgBFgBAJBgM999MBavlI1+vSzY2ZjG9a8R48//pgZT+oBXmdJfQXw+BkBdwR07Q8saHPHmHMSAQK6FnqooUAgsn3HTrpy5YpRLO2991LhQgUoZcqUoaqFzDt58ivas3efcZMIBVOnSkVlSpekm2++OWS9aGZ+9dXXVKxUObPLoUMGUvmypc14UIF3l62g7j37mM1v27yOHnrwQTN+PQc2bd5Cbw0bRadOn3YcBtZzsaKFqWP7toEI3D47dpz27t1PV8U/r/RavjyUMUMGr8W5XIQIYG30GzCYzp37wdDkXLrkHXrwgQcibC1pVEvo90lF+ZtvvqWt23fQ0U8/o4sXf6SffvqJ7rrrTsqc6QnKlCkTPSmeGZ/ISClTpFCr+orr7ucLIfjftft9+vfff+PwcWvy5HT33XdTxowZxDgyUbJkN8UpwwmMACPACDACjAAjwAgwAoxAkAhE49wnSP4TQ9snTnxOpctXNllJJzTatmxYwxc8TUTIxII1Jy2gcJARYAQMBHR9DrGgLQoLCqbyTp85QydPfk2XfvmFbr/9NkOwgMO5+AhzosB6gneha6G7DQQfsK8VLEZnz52zFcmQIT0tW/xORPODQ9jqterRX3/9ZWuzX99eVKNaFVtaQkZY0KYX/beGjaTpM2d7ajTdQw/S8qWL6O677vJU3kshHKLnyPWascd4KS/L1KpRjfr27iGj/AwIgVZtO9DGTVvM1qMl2DY7vM4CCf0+WeH66aefqXuvPrRl63ZrsmM4xa23UvduXSLa64PoB/tCntcK0wWhWRuOoFlctXJFali/rviecnu44pzPCDACjAAjwAgwAowAI8AIaEEg6HMfP0zijAhCq+/PnqPz58/TTcmSUdp776FHHn6Y0qd/3E9TZlmcB8KiEC5dgtKnf9y46HbXnXciqoWGDh9F02bMMttq0awJdWjX2ow7BeI71itX/hWX+a5dWHdqP1zaTTcli+pFv8S0zkJh8933wsWLuNh58y0302OPPurrXNLvnNx0001iDpKFYideefFdY06dB9GmUz9+0+Izb9a+MD7sFadOi33jm28M86+PPfoIPfrII5QmTWpr0cDCQWAcRJs6AdC1P7CgTeesWNqCkGXm7Lm0VGjvnBG34KW2lKWIod2U69Wc1KdXN+OFseZx+BoCuha6G57/E7ars7z4imN2317dqVbN6o55oRKbtWxDW7ftiFPEyxedOJUCTGBBmz5wD3x4kGrXa2TTGMn60ov0yivZKPktyenI0aNx1kTN6lXpjT49tTERai2H6qSKOFgf2L9vqCKc54AAhC7rNmykf8WPi6xZXyTMZyhq26EzrVu/0SwyeGB/qlQhVqPUzOAAJYb3SU7D3n0fUOfXu9MPP5yXSZ6eBQu8RoPe7Of5i3BQ/USyL2TOnIkmTxhLuBDAxAgwAowAI8AIMAKMACPACASNQNDnPl74//PyZZo6bYY4w3uPcGDuRE8IKxA4I8JvP8mzUzmk4aB8zrz5tH7DJuPivVM5fN9u17Z1vC0L4XLda4WKmYI89LV+9QpXwaCOsUKJoEDh4vTbb787Dc1TGjAcNKBf1H4XyznDgX9ipEuXLtHgoSOMc2TJX6EC+Wni+NEyGvI5eeoMGj12PMH9gleCoG3e7On0crasXqt4KqdjjakdBdGm2kck8fjOm+zz+7NnaVTMWOPc6LKiuCHL3HvPPdS0SUPChfkg/C8GgXEQbUo8dD517Q8saNM5K/+1hcNX3Mb/9tvvPLUOB6Ud27fxVDapFdK10N1wC3UIicPGVcuXuFV1TMctpSIlytgELrIgC9quIXEjmo5UtZU6CdOQzZo2klNvPPEFu037Tmbak09mppXLFpvx+AbUtQyzhK+8nC1ss5UqlqNXc+YIW44L2BFo36krrVm73khMn/5x44eMvYQ9Bm22/gMHGwKbp8TcQ5DxwAP32wtxzEAgMbxPYAQ3QoePHB1nP4fm10svvkBPP/UknRU3XQ8Lp+PHxa1XaK9bCWaIV614l1KnTmVNjhMOsh91X8CP+Rw5shs84EIQTGAeOvQJ4cuvlR5+OB2tW7WckgvTkkyMACPACDACjAAjwAgwAoxAkAgEfe4TjvcvT56k1m07EZ5eKE/uV2n8mFGOmkYQ4oyfOIUmTp4a5/eBW9s5ZaQROQAAPmVJREFUc7xCMSOGeb6kp7bz/p69VL9RMzP5eeEbfsnCt824NaBrrEfEb6CKVWtam44o3LJ5U2rftlVEdf1WSuh1FopfnC28OXAIXfzxR1uxfHly07QpE2xpbpEKlasbbg7c8t3SI1UycGtP1xqzth9Em9b2Iw3rmDf0DSHpuAmT4lhGc+MLv9dnTpssNB4fcSviOz0IjINo0/fAPFbQtT+woM0j4F6LLV6ylHr26eda/FZhVko1KdigXh3q/npn1zpJOUPXQnfDUD2EVMstnD/HOFBV093iVnNn8MdmvUnCgrZrqN2IgrYixcuYftngb27rprWON9yszomxPj795EO3peQ7XV3LVatUogH9Yn3h+W6QK4REwK+gTTaG/R+fA0zuCCSG9wnmXYqXKm/bw+FIfOK4GEefhpjXN/oPoneXLbcNrHHD+tS1cwdbmjUSdD9e9oXff/+dZs99m2LGjLeyRt26djLMSNoSOcIIMAKMACPACDACjAAjwAhoRiDoc59Q7P74408EAQW0SfxQiWJFafSoYXGqbNqylVq2bh8nPVxCyRLFhLBtaLhijvldu/Wk5e+tMvP69OxGtWvVMOMyoHOs8CtdsGhJ2XTEz4b164jfHdE5D03IdeYGEC5u9u0/II4FJFnej6CtTIUqdPz4CVnV8zNm5DAqWbyo5/KhCupcY7KfINqUbUf61DlvbnsGTHrec08aunTplzhyBPD93HPP0sK35xjW8iIdh6wXBMZBtCn5DeKpa39gQZvG2fnw4EdUt0ET260V2FyuVLG8oYabLetLxg0VHGrhBvy27Tto/wcfUv16tals6VIaOblxmtK10N0QUQ8hCxcqSJs2x/pRqlC+LL016E236rZ0HLTmyV9EbIKXjPTy5crQ8hUrzTIsaLsGxY0oaHvm+WzmgTzMSaxZucycd2ugROkK5i05COS2bV5nzY5XWF3LLGiLF5xhK0cqaAvbMBegxPA+dXm9B61YudqcDXyJnTZpQljtNAirJkyaYtaDz7bNG9cIvw73mmnWQND9+NkXxo6fSGPHTzLZg69SaLUxMQKMACPACDACjAAjwAgwAkEiEPS5TyjeVWsaKIvf0nWFoOpR4R/rp59/ol2791DM6HF0/sIFW1PQNIIgxErzFywSF/AGmkkw9Va2bCl6KnNm4zzwq69P0ZKlyx0FIpPGjyGYoPdDf/75J72atyD98ccfRjVc6N29fbPj7xadY4Xm3qzZ83wJKP+58g/Ne3uBbXgD33yDqlSqYEsLKpKQ60wdE/Cb/85CGj5qDOGM2I0iFbTdkyYNVfTgqiJlypTicmUduu2229xY8JWuc43JjoNoU7bt96l73nB+XKREWfr5559NVnCm+HqXjpQnd27DhyH6PPrpZzRCrJXd7+8xyyEAdzTh3JjYKrhEgsA4iDZd2NeSrGt/YEGblukgwodboaKl6MLFi2aLOFibMXUiwUQcU2QI6Frobr2rh5CtWjQ1vkQd+uSwUQWHpLt2bCYvTmrhj69bz1gNImjDVatZ1+zaq6AN/vxOfvU1HTt2nH4TH7gZ0qenTE9kjMiMAGx1f/HlSYJafzLxhSub8BsGFWOQVx9taOO0cML5P2EWDY438UUxFMEWOT4sbk2RwlGNOVJBG2x/f3bsGH3+xZeUKlUqekaYbXtUqEnDprRXghr+yZNf0dfiy+3fwm413lGYVYApuPhQnvyFTR9OWDO7d2yhO++8w9Yk/PbBf5+kAvnzGeYDZTy+T3UtRypoM+ZP2Fu/WdyeeeihhyhFCnftK3wZ+OH8BWMOHk6XLmRZ3Pg58fnn9I0wqZvq7rsJ2kEwvSffcS/jj3QNyDWMOYfpPOuXSLwfeNcwlieeeIJeeD6LowkQ8AfHwj9fuvYFqEevvuats3TpHopjmgN7htVmNr4cwZzwH+KzIrVYv2nTOgterDjEdy9An6dOnTbeXZiptO5jwHL/Bwfo3A8/0JOZMtHTzzxFKcU765WCepfQf0K/T9hjypSvbJqMvFus121CS/X222/3BE8LcYN1s7jJKqmO+JHeW9wqVSka/fjZF/DjPFv23HRF7Pkg/Eg//NH+QJ1jq5hwnBFgBBgBRoARYAQYAUYg6SEgfxPi90s06bz4LZuvQBHz+y/6rl2rOvXp2T0OG/DZXKZCZfrpp9gD8fJlS9PQIbFCNVTCZT1cpsNvCLiIqSwu3lt/F6IMTM5379mX3lsVe7EP6U7tIT0Uyf5kGTefXkGMVfbp9blm3QZq37GLWRxCnp3bNtp+p5qZAQQSap05DQUXHHHR0Uo458r60gsEf/CSIhW0wRzpnJnTZDNReQaxxoJoMz5g6J439ZwQZ64rhQsjp4u6OB+qVa8hHTz4sTkEKHgMHTzAjEcSCALjINqMZGx+6ujaH1jQ5gf1EGUXLlpCvd+I1Xx64P77aa5wKKnTXmqI7m/YLF0L3Q0g9RASgjZoGlnNf+KAFAel4Qj2qSHQAmV59hla9M5cQzND1gsnaMNmOeitYXRMqHqDL5VwI6V+3drUuFED41aDmm+NQ7uu35uDCF9k5M0mmQ/fXb16vE64JVGsVDmZbHxBxBc7lWbOmiscsg43kqG6/PGBPa6m71TzAWNihlPxokVsTfoVtG3bvtPoH8Ix9Ys3BCZFChWgvr170h13uB+CwzwbzHrCT5YT5cj+stEGMImEOnbpRqtWrzWrtm3dklq3bGbGPzjwIbVs08HUdsS6nj93JkHLVRepazkSQdu3331vODSWPKVP/7jhR87JT9PJk18RTGFKJ61wxtq3dw9Z1XhivnCjb/TYCbYbOrIQBJwwrVe7Zo2Qazq+awA/YDp3vcYb7OnPmDqJIEwfMOgt4yn5wRNrHO8vvqykT/+4SIklVeMnNiduqEzpkjRi6GAzY+WqNdSp67UfbBAO4weF05cnVNC1F1j7zJLlWVq6aL4hXBsu/I4dPnzE9oMymeCpaJHCNHhgP5sg0hzAf4Gg3yV0k9Dvk6pl1qhBPeNGmYqFW3zHzl3UuFkrM/vuu+6iD/buNOMyEI1+/O4LpctVEgLxLySL9P7OLWEvV5iFOcAIMAKMACPACDACjAAjwAhEgEDQ5z5uLM2YNYeGDB1hZsOKxYJ5s+MIxmQB+GOCZRNJuIi3d9dW2/nIr7/+ZlhJKlgwP+F3gBuhXNESZWw+uXARdcXSRW5VHNMbNmluXBaXmU5nMMgLYqyyT6/PKtVr235/QxMHGjnRooRaZ07ja9uhM61bv9HIwvlANaFFCcHswY8O2S5oX0+CtiDWWBBtOs2H1zTd8wZ/jqPHjje7D2dKFRbYcLYoKZI9Q9aVzyAwDqJNyW9QT137AwvaNM2QagtXl/qmJvau22Z0LXQ3ANRDSAjacPCfK18hQ0sR9TJneoJWrXjXrQkj/RNxaF25Wi2zDNTfK4ibBTCBJslN0AYtGTjKHS8cX0pNAlnH6Zk164s0fMggUzNNLQNzBrAJLrXy1HwZV81k4iaWk6Bt8pTpNCJmjKxGhz7c66rx40VLzqugDXMzbESM4TvI7Nwl8OgjjxC+UD7z9FNxSoCn8sLmOrROQxHMtw4fOihUEdc8mI2tUbu+mQ/NIKyZh4T21Kw58wwVb6u/voYN6lK3Lp3M8joC6lqORNAGwVjl6rWEEOaawBh8tWnVQvxvHofF2vUaGUIbZOA9fXvODMNEriyIGyxdhK14OGYOR6VLlaCRw4bEKaZrDVjXHISq+V/LR8PF2gr1vqVOnYqmT5loCN0kY33EZYoF4lKFF8r1ak6aNX2yWdTKAxJhNhRCfSvp3gusfWbOnInKlBQ4jx4bR2Bt5QHl5oqbbxi/StF4l9BnQr9PVmET1vbGdSsJe4xXggZlwSIl6bvvvzerHNz/fpzLANHox+++UKlaTdv7v//97YYGsTkQDjACjAAjwAgwAowAI8AIMAKaEQj63MeNXfUcb+qkcfRavrxuxQ13ETDTKN2FoKCbYMu1EUsGLoNatdpgHecTYVHCK0HLLl/BoqYlDlgwwUU5p4uyCT3Wgx99TNVr1TOHhjlfK1xuwFx9tCih1pnT+Lp272W4mnnxheepT6/u5rmDquF0PQnaglhjQbTpNB9e03TP2+s9etOy5e+Z3Xfp1J6aCOUKN9q7b7/hskrmw4LeymWLZTSiZxAYB9FmRIPzUUnX/sCCNh+guxWFFhO0mSTBZNyubZtchRGyHD/DI6Brobv1pB5CQtDWrk0rglk42M2WBDOQL734gozGecrNFhnG/Aub2LcIs1teBG2w3w2tHyvBzAC0aqBdc/jIEZt5ApSDKcn3li1x1AJSbwmhPDRnMmZML0wvnrB9KUSepMQmaFNxgfZa7lw56SnxQXLhwkUhwNlHp06fluwbJgE3rF0Z5/ZZxSo16MjRT81y+KLyyisvC2HDv/TpZ8cM83/QACxSuCCNHzPKLOc30KZ9J1q/YZNZLWOGDHTzLTfbbK9jPXdo15qaN21sltMVUNdyJII28PKZMKNYUQgmpRAKX9JXv7fUpp2rmkmFTXUIl62kms9DHsxFZkj/OH3//VlDawaq7yCY0jh66IARtv7RtQasAidr+wjjFuJzWZ4R5lG/sQlGkIcfKtu3rDdNBsIsx7AR19YI1iAEKpLuuy+tDBpPaPhBuC5J5cFJ0KaOF3XjsxeofUpeZLu4RAANNZgLtVLL5k2pfdtYjSyZF613Cf0l5Pv0QtYc9Ofly8awsQ8vXfyOhMDzE1rRi5csNcvjyy++BFspGv342RcgaH81bwGC02IQNE53br12y9LKN4cZAUaAEWAEGAFGgBFgBBgBnQgEfe7jxOuJE59TaWEuXhLOXg4IKxThzMWrB+MVypeltwbFWreS7Xl5DheWRqZMm2EWxe/PA/t2mfFwgekzZxuWe2S5alUr05tv9JZR85kYxtq6XUfasHGzyVPePLmMi61mQhQCCbHO3IYFa0LnhHuNl4SpSMkXyiZWQRvcJH0uLJ+A18zC9QRMHFopiDUWRJtWniMJ6563UcL3IxQvJJUsXoxiRg6V0TjPdxYupr79Yk1FlipZnEYNfytOOSSEmzOUCQLjINoEr0GTfA9xLhIfYkFbfND7r+7b8xdQvwGDzZbq1q5pmOYzEzgQMQK6FrobA+ohpBS0ffTxIZt/tVBfnmCjO6+w6422QNKmNzSYwgnaoCFSsmxF4fvpmsAB5tt6dO8ax1QlTB7CnBoEQpIGD+xPlRTnpvv2H6A69RvJIoQbUePHxhC+xIBgRhI2hfGFTKXEJGhTcYHQasLYUTZTfpcv/0V9+w+w3f7oI8x81raY+cQNL/h7kiTnV8bxxKHyzNlzKJMQOkCrLVKCJiE0VLAenAgmO6HpCt9sQZC6lqFR1axJQ9eu4H/p5WxZbV/qZOEhw0bQjJlzZNRYP9DuAsGXGUyOynHCpOm6NStsZjHUWzYQFk0Wjp2hjSkJAp4RI8fQ2vUbjB8zH33wvswynrrWABpzEzjBJGw7IVCSvsvw3jdq2oLgv0ySm3YyTIbAdAgoffrHaf3qFQi6ksqDKmhTxxvfvQCMqH1K5mCOABcKYBMfNG3GLEN7VH6hwHzt2LrB5rMtmu8SeEqo9wlfRnOJW6qSoPmLvccvjRk3gcZNiNVonDh+NMFfgqRo9aPuC6EE8LhcgksmknCbF7d6mRgBRoARYAQYAUaAEWAEGIEgEQj63MeJd9UM5AvPP0eLF8xzKmpLmzlbuNZ465prDWTER2DUq29/WrQ41npS+vThf1eiT0mq1sg782Y5uqdI6LGeOfMNFRFmMq0XVadNHk/58uaRQ4nKMyHWmd+BJUZBG3zNlyxTwbyMCmH0ulXLjYuZcnxBrLEg2pT86n5GOm+r16yjDp1fN9nBGp09YyrBx55Kv//+u3EWh7MZSU7nwsjzMmcoFwTGQbQJXoMmXfsDC9o0zJSq/RQzchiVLF5UQ8vchK6F7oakeghpFcTgg+SLL08aVSGw2rVjs3kgb21vyrSZNHxkjJkE7R9onHkRtKm3etyEXWgcJvjqN2pm9gM/gJs3rLZpcMEvEPwDSRobM4KKFY0VNMn0SVOm0ciYsTJqPN36TgjTkVZtKAiE1ooPcSd/h38LJ8JFipcxNZHSCVONWzetM8e1Y9duaty0pRmHvXPYMA6CIPiDffQDHx6M0zwEXtASkoINa4E3Bw6hb779Vmgn3izKNDFNBljLeAmra9lLnQVvzxbOdmOFX7IOzGxi/eO2jqTRo4ZRiWJFDafN7y5bLpMNP2TwR2alchWrGppxMg2+wbJkeVZGbU9oAULoAA0wK+laA2jTSeDUX9z0qy5u/Km0fcdOatK8tZnsZjpWt6BN916AATiN280UaLOWbYzbc3Lgy5YsoGefeVpGKZrvEjpNqPdJvWRRq2Z16itMefglaClDQ1GS6uszWv2o+4KboE31Iwm+B/bvS1UqV5RD4CcjwAgwAowAI8AIMAKMACMQCAJBn/s4MT1n3nzDZ7fM83phHv7Dm7aI/b2I37n4vRsJFS9dnk6e/MqsKv2JmwkhAseOH6eyFaqaJR555GHatG6V40XahB4rfKODB0np0z9uCGrkvMv0oJ+yP3nBNOj+Imk/UoEN+rIKXiGomSNcQuggWPaBf3ErqefeQayxINq0jkFnONJ5gzJFsZLlzDNN8ARrXnBrU7hgAZPFX3791dh3Dh782Ex7ImMGWrn8XUdLZ17mDA0FgXEQbZqDDjCga39gQZuGSSpfqZphgk42BTNTGcWC3/3+Hvrww4+MQ3Rof6QQfpsyCvvDeBmgPQNbvEyhEdC10N16UQ8hrYK2mbPETaWhsTeV1INStIkbOYWKlTJuCyAODaH5c2ciGFbQBrver7waq92UPn34LxvVatYlHNBKgh8wCAJA2KCfFybP5JeG9OlD34ZShW2JRdCGOcE45G0nHPTiwNeNJk+dIXygjTazrT7kVLOubVu3pNYtY4WVZqV4BmBusWPnbvTlyWuCWbW5caNHUtEihdRkY66efDZW0NWrx+uEL/iRkLqWvbQBLTWp7aiWV39AwIzcm2/0MRzzyjXmdHsPTp2z5chtNgefaHNnTTfjXgI61wD6UwVOMIsIwacbFS1Zlr7++pSZvVuYgk2b9l4zjoBOQZvuvUAyqo7bTciG8tCabdW2g6xKkyeMtWlfRutdAgMJ+T6tXLWGOnWNFaxB8w+fC35JNa/auWN7atq4gdlMtPpR9wVo1MJ8Lejnn3+hk199RfiyvnL1GvOzA3lO7zbSmRgBRoARYAQYAUaAEWAEGAHdCAR97uPEr2qyzetZAS5j41KqpHTpHqKtG9fKqOenKihDxX59e1GNalU8taFaocE5B8bgRAk5VggI8hUoalhXkrzhIiMuNEabEmKd+R1jpAIb9GMVtOGSNy5E/0+cE8ItSCphtebRRx8xfI8/+ujD4mw6g2fWFgo/9b3fsJtHhdsVuF+RFMQaC6JNya/uZ3zmDWcxuHgtz9nAG9ZqxfLlqGOHNvTll19Rn35v2s6oUqVKJQSpU4RrHWdFAi9zhn6CwDiINsFr0KRrf2BBm4aZyp2vkGHmSjaFzWzrtu0282Myz/rEgdeAfn3jHOBayyT1sK6F7oajeghpFbTBpCBMQkJrCuSk2bJl63Zq3qqt2fyIoYONDzMkhNNo++TwEapcrZZZt3vXztRAmHQLRQvEB1wfywfchHEx5i2Hr0+dpqJCHV9SuC+KMFUHE4CSEougDcKqEqVjv7i68SX5XrdhI7Vt31lGadXyJZQ5cyYjDuHjS6/kMuZCFmhQr47wndWY8MGkgyAUqF2vIUHA5EbQiJw5fXIcMw740vlyjlhzCUOEOdCKijlQtzbVdHUtw/yfFMKqZRGHDfrhbw0i1beYtWzbDp1p3fqN1iQzjDGtEc6LH344nZmGAPzhwZeXJPhugw83P6RzDaBfVeCkmm1UeRs6fJRhTlGmvytuKD6naOTpFLTp3gtMvpetEBqIfWSUQo1b/aE3oF8fgvaTpGi8S+grod+nNes2UPuOXeSwDfOrnTq0M+NeA6qgTTVrG61+1H3BC//YE5Yueifk3uClHS7DCDACjAAjwAgwAowAI8AIeEEg6HMfJx5Un8o9unWh+nVrOxW1pX33/feUv1BxMw1m9FQ3CGZmiED3nn3F79RYSzGw5PO+sKLk5ZziypV/KV/BonT+fKwJOfirf/yxRx17TMixwk0Bfl9LuvPOOww/0NDaiTYlxDrzO8b4CGysgrZw/T7/XBbq2rkDZX/l5XBF41zKRQW4GICrAUlBrLEg2pT86n7GZ97Ay/L3VlH3Hr0NoWg43tKmTUswvRrKWpd6kRptqnOGtCAwDqJN8Bo06dofWNCmYaZeyJaTYGotEsJh+CxxAG810RVJOzdqHV0L3Q0f9RDSKmhDHVXQoJrag1lCmFQDpU6dyvjCkDx5ciMeTtCmajQ4bXpGQ5Y/+z84IIQ6sT7YrMI51bTkmJjhVLxoEUttezCxCto2b91GLVrFHmxDIJT2Xrs2kXUkMDsIrCVNmTiO8r8W+4Gv+kpCOdzuKS2chtaoXjViU41oB32XLV/FeCIOggPizh3aUoPGzQ2h07VUInyhhGbXM08/JZPo6KefUYXKsTe5vKwBs7ISUNeym4k4pVrI6PnzF4QwtqzjpQFVQ0c2pNqYnjMT9qWzy2xPT91rwK+gbfG7y6hn7zdMXuGjC766rKRT0KZ7L5B8+hm36jPM6YdmkO8SeE4M79OhTw5TleqxP7ArVShPgwf2k5B6fqomd9V3O1r9qPtCqAHccsstxuECTNiGcwIfqh3OYwQYAUaAEWAEGAFGgBFgBPwgEPS5jxMvuDCNi9OSBg3oR5UrlpdR1yesVeXI/Zot/+ihAzaXHrZMh8jBjz6mGrXr2zRY/Pzu2LnrfcO3uGwa1rIWvTNXRuM8E2qsOKcpWKQknT13zuQJ/sK7iUvmCUEJsc78jjM+AhtceMbFZz+Ec46x4uwQ525uhEu37Tu9Tp+I38pC1UpcIH+RRg4bQhAOSwpijQXRpuRX9zM+8yZ5wXlvn34DbOZkZZ58lixRjOAG5a4775RJjk8vc4aKQWAcRJuOg9ScqGt/YEFbPCcGN0mefu4lx1aw6Tz/fBbK/MQThtrnV19/bWx6v/32u618JKbVbA3cwBFdC90NIvUQUhW0qV9gKpQvS28NuqYyfer0GUODTKr3Nm5Y37gRIvsKJ2gbN2Ey4eBaklUTS6apz8+/+JJKlY31mdO8aWPq2L6NUWzJ0uUEf4GS3BzhyvzEKmhTTXZKfr0+VcHOlStXqN+bgwjagE6E9693z+4htb+c6iFNNddQvmxpggYeCEKq6rXr0Zkz3xhx/FHVu2fPfZsGDh5q5u/YsoEeeOB+M+4noK5lHYI29K/6IEQaNF62b17v+GVswqQpFDNmPIoZBCe5GYTJXD+kew34ETiBzw0bNxuq+5LnYULzr1yZUjJqPHUK2nTvBZJRP+NWtSudBG1BvkvgOTG8T3hvc79WSEJo3NKDkMwv9R84mOa9vcCstnbVMpt5jmj1o+4LEKbBDCzo1uS3CvMhD4ubr4/RY+L2K3xCPPrIIybPHGAEGAFGgBFgBBgBRoARYASigUDQ5z5OY4Cg68ODH5lZEByULlXCjLsFcJ6XNXsuMxsXrQ/s3SVcxdxqpoUK4DdVeXHZ9vjxE2axe++5R/ilX0a4iO+FOnftQe+tWm0W7du7Rxyf52amCCTUWNULpTfddJPhR061imPlNchwQqwzv+OJj8Bm6vSZxm/QlLelNExF3imEMTfd9H/G2dS5H87ThQsXbMJdyVuzpo2oU/tYS10y3c8ziDUWRJt+xuSnbHzmTfYDa2o4fxs9NvY8TebJJ/aKDuIMuJKwhIX3Kb4UBMZBtBnfcXqpr2t/YEGbF7RDlIEmGzTarISFj40KQhlVyowb+9269za1oGS9GVMnGYdcMs7PawjoWuhueKqHkKqgDX7CcAMH5gFAMJe3S6jzY16HCP9tM2ZduzUEPjeuW2k7pAwnaBsZM5bgJ03SymWL6cknM8uo4/PEic+pdPnKZl6LZk1Mfztvz19A/QYMNvPenjODXnk5mxlXA4lV0KaaFoA2mzwYVsegxnFYPEwIuqw3a2QZaPxNnDyV9u0/IJPMJ74cx4wcaprhNDNCBCBgzZo9N/3++zXBOTTWtm/eQHfccbtZ69tvvzOEbefO/WCmQdg2c9okQ4u1YtWaBN9XIDgv3rw+9suyWcFjQF3LugRtHTq/TtBSs1Iy8YH+rvBFadXOk/kjYsYQtHkkqQIGmR7qqXsN+BE4gS/1B4HVJKzkW6egTfdeIHn0M24vgjbZru53Ce0mlvcJfDz3UnbC+wSC4GnT+lVG2M8fqz9NfD4c+nCf7cd3tPoJal/wgwWXZQQYAUaAEWAEGAFGgBFgBEIhEPS5j1PfjZu1oh07d5lZQwcPoPLlYl1xmBlKQBW04bD76KEPxSVUb4feuAT89jsLba3GjBxGJYsXtaW5Rf744w96NU8B+vPyZaMILtLB5GQoIV1CjVXVsIL2FKzFJBQlxDrzO1YdAhu3PuGHfvqsObRs+Xvm712UxRqeO2tayPNDtzZlehBrLIg2we+lS5cISgzhKFOmJ+juu+4KV8zIj++8fXzoE4IA/fSZM576g8LAOOEnzyt/bo0GgXEQbbrxrzNd1/7AgrZ4zoqTRtveXdsoTZrUri1DhRPCm/PiNoEk2IKGBgGTHQFdC93eamxMPYRUBW0oOXb8RPF/klmpd89uVFn4nMqXvwhd+uUXIx2aABCWWimcoG3R4nepV9/+ZhUvwtZdu/dQwybNzTrQroNAF6Rq4YwbPZKKFonVzDAr/ReIVNAWan17aTPc4f/6DZuoTftOJruTxo+hggXsphnMzAgC+EB9Z+EiWrxkGeFdlIQPqHVrVtA9adLIpJDPs2fPGXbRZaESxYrS6FHDZNR84stMnQaNySpsgzCuZvVq4rbKDLNcy+ZNqX3bVmbcb0BdyzoEbdu276SmLVo7spJF+CxbsmBenFs07yxcTH2FurskmMbN9WpOGfX01L0Gwq05lSlVaL1g3mzKKswjWEmnoE33XiD59DNuP4I22b6udwntJab3qUjxMnTq9Gk5TFJNBpsZLgH1QgRsqO/evilO6Wj0E8S+EGcgnMAIMAKMACPACDACjAAjwAjEA4Ggz32cWOvyeg9asTL2ouubwhwb3ECEo4s//mgIumQ5nP3hjMQLzZk3nwYMestW1O0cwVbIEoGQ5HXhy0mSF+FVQoz1gwMfUq26DSWbxhOuNCAgSChKiHXmd6zxFdh46W/V6rXUsUs3W9EqlSvSwP6xFrJsmR4iQayxINrEUFRBkNvw/JypxWfecP6FsV62nE9CuaNVi2aGlu0MIRydJxQrrOeX4Dl9+seNS/wPPfggohFREBgH0WZEg/NZSdf+wII2n8A7Fcftd+uC/2DvzrBS5fETp9jUQQsVLEATx8U4NZ+k03QtdDcQ1UNIJ0Hbt999T4WKliRot4Eyi1sN9YRg1OrDaby4SVCkcEFbN+EEbXv27qN6DZuadV7v0pEaNahnxp0CM2fPpcFvDTezrAKATw4focrVapl5bVo1pzatWphxNeBFKIY6qtBh1Yp3Xc0semkz3OH/p58do/KVqpnshjODYBb0GYDgC7aD4SdNkp+bZCdPfkXFS8facIcjWDcTc7iVUqdeY/r+7FnZle0JDbwtG9ZEbDYSjalr2c+XAhsz/0VwU65kmYqmNic+6KGNZ71h06vH61S3dk1bddXcqtcfLNZGdK+BcGvO2jfCMMEKU6ySnEx66hS06d4LJN9+xh2JoE32E993Ce0kpvepfceutGbdejk8w1cDfDZ4JWgWY9+UVK9OLerZvauMms9o9KN7XzCZ5wAjwAgwAowAI8AIMAKMACOgCYGgz32c2Bw0ZBjNmjPPzILpPFimCke4SFu05LXLziib6YmMtPq9peGqGdpzzVq0oSv/nSuhwlNPPkkL5882fMiHbeC/AjhDwu9HSeEuWKNctMeKPlu0bk+bt2xF0CCM9b1li2Q0QZ4Jsc78DjQ+Ahs/fXXq2t2w5CPr4CL10kXzZdT3M4g1FkSbGFjZClXp2PHjYccIn41ezwEinTf4a6xZp4F53gymcMkb7zWs5UmCtSwIRz/6+JBMMp641I7L7ZFSEBgH0Wak4/NTT9f+wII2P6i7lM2e6zX6+eefzVwcmIezOaxqHyWGDx1zAIkooGuhuw1JPYR0ErShbqOmLQgCBEkwnSe/IMGs4bZN6+L4qwonaPvmm2+poBDgScqYIYNhl1vG1ScEfcVLlaOvT13TtAA2e3ZuNbUnfxA2l/PkL2xWgxlKmKN0I/UwGL7F4GNMJXWtThAC4cJCMKwSTKG90X+g0BaL7dOpzXCH/6ophmxZXyL4mwuCgGXRErHmITp3bE9NGzfw1JWK92OPPkob1r5n+GN0agDmRxs1aUlfnjwZJ1uHTWx1LcdX0IabdrhxJwkOV58TX74qCXOXUuh8++2309qVy2wCQvWHxwvPP0eLheabH9K9BtQ116xJQ+rUoZ0jS7g0kStfQfr119+MfAhBD3/0QRxTIPiSg5tgIJg33S3MdYQilYdtm9eRvHmkey+QfITqU5aRz/gI2tBGfN4l1E9M7xMEvRWE3wTsaaCUKVPSu+JHxxMZMxjxUH9g8qF+o2YEQTUoZYoUtHnjGtuXZFk/Gv3o3hck7/xkBBgBRoARYAQYAUaAEWAEdCEQ9LmPE5+qb/HatapTH+G7PRypF0tz5niF5syMdQniVP/I0U+pTv3GptsJlIHf80XvzDV/EzrVU9NgBSR/4eLm73GYi4TZSJiPDEXRHCv4wG9DnF3JcwOkDR7Y3/ArhXBCUUKsM79jjVRg47cf9azgVuEm5+MDe+Oce3htN4g1FkSbGE/X7r1o+YqVYYfWtnVLat2yWdhyKBDJvDn5a8yXN4+hhOP0TqN8zz79aOmyFTaexsaMoGJFY8+CbZlhIkFgHESbYYahJVvX/sCCNg3TgdssOFyWhA9ZfNiGok3iZkdLccND0vPPZaElC9+WUX7+h4Cuhe4GqHoI6SZoW7dhI7Vt39mxGTfNsXCCNnzpKF2uEn3xZazgxWoKUu1s4aIl1PuNN81kOOqFw14rqTawp0wcR/lfy2stYoTHjJtA4ybYbz04CcVQGDcm4G9IkpPmFg6k+whzgeDRSk5tqh/oVoGDrGv1XYY0+DTLnetVme35Kf2nQSDkRBCQQ1AuCVon0D7xQhjzyznzmAIZ1IH5V5iBdSPcVqleK67W4svZshK0IlOnTuVWNWy6upbjI2g79MlhY87lF2PcbpJmIlUBbZHCBQ3eJYNY9zCNe/bcOZnkOn/4ojB+4mQ68OFHNHvGFJuQUtcaABPqmkNak0YNqEun2D0YaSC8F3g/JDm9Z8izCiIheN+7e1tIu/gqD9Z1H8ReAB5D9Yl8K4UTtAX5LoGPxPY+tWzTgTZt3mJCBNOykyaMIQj+3WjHrt3Upm1H018CyjVt3JA6d3QW6iI/6H507gvgl4kRYAQYAUaAEWAEGAFGgBHQjUDQ5z5O/M5fsMi4KCzzYNIQpg3DEfyrwc+apJIlilHMiKEyGueJ855adRvQTz/FXs6HpZj5c2d6ushnbXDKtJk0fGSMmVSjWhXq17eXGXcLRGussn/VDx3Ma27fvJ4gzElISoh15ne8kQhs/PaB8vv2HxDC31gNzmuCtj1xFAi8th3EGguiTYwH5y+//37tYqzb+LBW4PLFK0Uybx8e/Ihq1K5vdnHnnXfQutUrjIvcZqISwMVwXH4/8fkXZk6tGtUIlsAioSAwDqLNSMbmt46u/YEFbX6Rdyjful1Hwz+WzPJiAhC2oGG3VBJ8UMEXFZMdAV0L3d5qbEw9hHQTtP3999+Gtpj1yxFawQH7VqHN9sAD98c2+l8onKANxVSBK8bbrUsnYRu8Et12221GS3ByO236TJufONxuWC82YFVzcvG7y2wmLdEGnM3mzJHd8KUFE2+Dhw6nNWvX/8dl7MNJKIZc9P9awWI2rU34E2vbuoXR5oWLFw1TBFK7J7ZFIqc2vRz+q/a88aHfrWsnwgeIStCEWb12HcGucdkypYTvs6pmEajDb9q0xTD1WbdOTZtWCeYUPvJg41ySX19MQ4aNoBkz58jqBO0n9NOqeTPCh6QkaCxB02+u0BCz2l2W+XjCjxPMLEbqj05dy/jC72SuztpnspuS0V133WnwLdOxbssLbZ4TJz43kuAYFxpp0GYDQSBTrERZgm16SaqWI8Zq9dOG+XuzXx8qXbK40ReEKu/v2UvDRsQQtHqwng/u32374q1rDYBHdc1JvmGHvIsQguCHzp9//kkLhd9EqLlbCVqh0A5Vaap4J8G/JKvgDuY1U6ZIKeb0XpkdhweroA2FdO8FaFMdt9onykgKJ2gL+l0CH4npffrs2HHDhC3WqiSs4/r1atOLLzxPzz37rHELFaaFDwkttgMHD9KChUsI748kfDGHhjvWlxsF3Y+6L8RHAO82Bk5nBBgBRoARYAQYAUaAEWAE4oNA0Oc+TrzhUh0uvUnCb/n97+8Ie7jerkMXWrt+g6xG7dq0Er6Umppxa+DMmW+oRp36hvUOmY5LwHNmTjV/X8t0L89SZSsS/GRL8np+EY2xSp4uXbpE+QoUtV0+jK8/etl2fJ8Jsc788hyJwMZvHyi/XGh0QbNLUrp0D9HWjdcs9sg0P88g1lgQbfoZk5+ykcybKrRXL7G79a+eReXNk4umT5noVjxkehAYB9FmyEFoytS1P7CgTcOEqNpB0P4IZ9v2zYFDaO7b75i9Ww9pzUQOmBou1sNOnbCoh5Bugjb0OUQIqGbMmmvrPpRvPS+CNjQGDSdoOlkJAryMGa+ZKftS3ICSZiplGTctCQjFCgltIgi/rASTAukeetD4UgYBE8hq/hJxJ6EY0kExY8YT1H+thC+IaPPU6TOmj0JsTNa5cmrT6+F/q7YdaKMQklkJ44D5tofFl4Bff/uNTou+rRqBcF4MYZWkJs1b0/YdO40ovji/9OIL9MgjD9M/f/9De/fvt33hhenOFUsXUvLkyWX1sE/gXLlqLdOPmawA4RS+qEDQcuH8RZtfM1nm0UceofPnz9u+gCIPJihbC/965YTQ0A+pa9lLXcwXnC/HjIy9gTdx8lQaNXqcWV3FFBnql7IHH3jAMHsqhcNY+0WESU7YkbYSsE2TOjVd+uUXQ7Blzfvk4H5KkcJ+w03HGkAf6pqz9ptCCE8gsMY6lu+GzA91AQImAqvWqCOLGk+Ygkx+a3KChnOB/Plo8oSxZr7Kg5PQS+degI699CkZDCdoC/pdAh+J6X0CP/PEZ/SQYSMN/4eI+6HHH3+MRo8cRk8/9WTYakH2o+4LLGgLOx1cgBFgBBgBRoARYAQYAUYgygjoOuD0wzYsdryap4DtImw4f2f4bp0jd36bCcjN61cbZwxq37gQXL12PcKlW0n47Tl96kR65eVsMsnzU/VjjnODjevCm79DB0GP1TqIyVOm04iYWCUCnMPA1QpMZSY0JcQ68zvmSAQ2fvtA+cFvDaeZs2PPNwsXKmhc0o+kLdQJYo0F0Wak4wtXL5J5Uy8ae/UJh/OD/kKmIClP7ldpxtRJMurrGQTGQbTpa1ARFta1P7CgLcIJsFbDQT4OIa20af0qwkG6E0ETpGDhErYD9lAmA53aSCppuha6G17qIWQoQRsEOiXLVLA1NW3KBMqXJ7ctTUa8CtpgvhCaVfCFFo7wxayHMG9YXQiU3AiH/A0aNyNoWrgRBFajhXAFGjlHP/3MKOYkFJP1cSupofBTd/jwUZkU5wkhygChtTR+4hQhtLjmR86pTa+H/xDGDBR+wpa/typOX24JsJ8MO8qSoJ1kdXAs09UntM/eXTifcDjul7766mtq1rKNYYfcS13MYcMG9QxbzydF3bYdOtPJk1/ZqjZuWJ+6do69XWfLdIlgvWV58RWbHXSXorZkrF+sYxCETTBnCnV0EDRxNgq/c1gvVoIwtVbdhsLk40EzuWH9OkLrsLMZhy863PazqrSbmUoA5jqdtO90rAF0pa45CBettxAVdowovmgOf2ugqVnqVEZ1RG0tU0Qxqany4CRo070XeOlT8hxO0BaNdwm8JJb3SeICJ8kdOnVz9K0oy6hP+Lp8o0/PkGtHrRNUP+pnHAvaVOQ5zggwAowAI8AIMAKMACOQ0AgEfe7jNj5VO039DafWUzVJ3PzJwxJSzToNbL8hcF4CK1Y4FI+EVMFIm1YtCG5MvFJQY7X2j4urBYqUsF1oLlO6JI0YOthaLMHCCbXO/Aw4EoGNn/ZRFhZ4yleqRr/99rtZ1ct6gusPULJkycx61kAQayyINq086wpHMm+qRtuzzzxNy5YsCMuSKqBrJM4XYVnPicLNGeoEgXEQbTqNT2earv2BBW0aZgUL97VCxWwfJrDvDG0GqeEhu/njjz+oXceuppYN0qENsn7Ne3G0OWSdpPzUtdDdMMTcZc2e29SugXnChvVj/ZGp9eo3amaYvEN6picy0qoV75pad2rZK1f+NXx4QZoPguAEAhQ3gkPLGeJGCQ6aVc0a3P6BqbJOwswdNLrCEUxEwpcWzO9BSCbpnjRpKGfO7NShXWtDEAybzLDNDIKPMHyxdCMIX/qLNtes22C7wQUhVY7s2alj+zYGb+UqViWYQwPBbCUEFlay+rvD7aad2zYS+HIjCLKhUQdBpxQAWcvCnBu+4MKXFg640aaky5f/Erd05hBMalpvksl8fNmtVqUSNWvSKF43rHCYPUeYhXxv5RrCgbkTYd6AhWrCEmOCcHL2nHmm8N3LlxynPrp260kwS2vVKnQqZ02rVKG8cEzcz0iy+gHEuzdkYH+qUL6stbgZhgCtSvXa5rsDzZ0VSxeZ+QgA/7eEeU2Y9VS1LPHlLPsrLwsfVg3C+t+LzxoAH04Cp0+FgHmQuMWlrgtckMCYWzZv4vpuo00QhFMDxE0iVRgMbdFur3e2+fvzs+517QV++oQ2bPZX85nv2KAB/Qg3qiRF611Cf4nlfbKOHRq96zduMvZnmW59wvwp1nOVShUIZlsjIWCsux98xr2cM6+5Z7P2fCQzw3UYAUaAEWAEGAFGgBFgBIJEIOhzHzfeYUEHVlSshIu7uMCrEi4o1xT+lPC7SdLA/n0J7gishPOf2vUamReakYffvuPGjKRCBfJbi3oO4zt93vxFbL+pQ13ud2o4iLGq/eB3Mc4krLRk4dv0/HNZrEkJFk6odeZnwJEIbHDpum//gYY50grlythccqh9nz9/wbgofuTop2YWztCWLp5PTz35pJlmDWBN45KxrPPii8/TzGmThbuMFNZihkUq3e9TNNatbRARRiKZtyNHjlJF4W/NSvC15uQyR5aBZmu1mnXNcxukjxr+FpUSblqs5HXOUCcIjINo0zq+IMK69gcWtGmaHSfTei88/5yw1dyMsmR5xjg4/PjQYYJZtuPHT9h6xe0O3PJgiouAroUet+XYFBzq4sYRzNapmjuxpa6FIMAwBAbCbU8aIRxKluwmtYgt7qdtWRFfor4+dYrOnj1nHPTjww7OYyMh8AvB3TfffWcIdCHskZiiPfR18eKPwlziLSH9CFn7huPQU6dO0zfCLGCqVHfTM08/bcMBQkLgeaswoeeGJzSVLv95me66+644H87Wvqxh9AtThF8JbP4VQkzM17333kvphRaa240aa33UhaYd+AMGjzz8sGHeEcI2nXT+wgX6TmgTSsFSWsEjhOlWf11O/QGTTz45YmRly/piHCG9U50g0n788ScDI/iXgnnQUAQh4aVLv9D/3fR/lFpov1mFnGo94HLixOfGmkO7mTI9QXfdeadaLGQ80jXgJGiDmUe8H/jBdFGYAMU6gLAwlD8tN+Z+/fU3IQj+0vBbhzE9mTmT49r3u+517AV++sSPxl/EfIbbC6P1LgHvxPY+4RLDd99/b+xxMBF7yy030z33pDEuLqgXa9zWi5d0nf3gc+jnny8ZvhBTp3b3F+eFLy7DCDACjAAjwAgwAowAI8AI6EZAnlH4uTCqgwd8T86Vt6BxgdLaHg668wrLL9Awwe+R7Tt2GRfirBeicdYBf8xW3+xoo2effrR4yVJrc5RZ/PZVD8JtBSwRXEKGFQor7di5ixo3a2UmZRXnBQvmzTbjXgJBjFXt13rpGnnwbb3onVjzhGr5aMcTap05jROCkD1794kzCXvuhx99RDNmzjET4eIEl9qtdNttKW2XlU+e/IqKl752SRbrp2iRQvRavryGiwycR6Gvb779lraJS+zz5y+0mUtFu9CGglaUG8EaEDSUrDRhXAwVLljAmmSce+t+n6Kxbm2DCBPROW8QkObKV0j8Vv/Z7BVnm+WEAkGDurXpCaHcgTj2RQhIF4l9ZZZQzsCFb0mYXyiAqL/zvc4Z2gkC4yDalGMO6qlrf2BBm6YZgqZaNeFrSxWihWs+dy7YUp1oE36Eq5OU8nUt9KSEGY+VEWAE7Ai4CdrspTjGCDACjAAjwAgwAowAI8AIMAKMACMQbQQS8txnzdr11L5TV19DhgUTuF/AeZ5K+QsVj+PDXS0TLq5qq3Xs0o1WrV5rVusv/NKHcidiFlQCusdqbX7vvv1Ut0ETa5Kjpo2tQJQjCbnO1KFCCWPU6HFqsuf4quVLKLO44AuC244SpSt4rmstCFOm06eEPpNesGgJ9XnjTWs1cvNnGMQaC6JN22B8RHTOG7qFhTG4/oHQTSVc7MWF9t+EoNTJuheEcHNnTaOXs2VVq5KfOUPlIDAOos04A9WYoGt/YEGbxknBLffqNevR2XPnwraKD+aWQtutZfOmNm2gsBWTWAFdCz2JwcbDZQQYAQsCLGizgMFBRoARYAQYAUaAEWAEGAFGgBFgBBIRAgl97jNj1hzDfz0sioQjWH4Z+OYbBL/fTpS3QBGCdYr40NaNaw3rO2gDfrRy5S1gaiHBEsvuHZvp7rvuiqgLnWO1MtCiVTvavHWbmXT//ffRtk3rPFkfMisFHEjodWYd3sDBQ2n23LetSb7CcNsBizygP//8U7gzKm7TjArXWArhgqWBcJvTrEnDsNaUVq5aQ526drc1OSZmOBUvWsSWJiNBrLEg2pT8+nnqnDfZL86r+r85yGaWVua5PWGJqcfrnam8MBXqRH7nDG0EgXEQbTqNV0earv2BBW06ZsPSBjY4bJbTps+yqXPKImnTphWm9p4SJiWbGmrUMp2fzgjoWujOrXMqI8AIJAUEWNCWFGaZx8gIMAKMACPACDACjAAjwAgwAtcjAonh3OfQJ4cN85A7d73vqF0CAVuJ4sWoufDv/sgjD7vC3LV7L1ohfJVFagYTJim3bVprunFQf8sWK1qYxsaMcO3fS4ausVr7Kl2uEsGPOwjz2b9vL6pWtbK1SIKHE8M6kyAsW/4evd6jt4z6eqZMmZI2rl1J992X1qwHFyAwWQo/7ceOHacrwvWKE6FO3ty5qV2blvTAA/c7FYmTBvOp5SpUNd2jQIi6ctnikG43glhjQbQZZ7BhEnTPm+wO5iPnCbOeb89fYLgkkenq84H776e6dWpSzepVQwpII5kz9BUExkG0qeKiI65rf2BBm47ZcGjjivAhdfbsWcMnFHxtYSN6+qmnIva15dBFkkjStdCTBFg8SEaAEXBEQP1xsm3zOoKPNiZGgBFgBBgBRoARYAQYAUaAEWAEGIGERSAxnfvAx/WXX5ykHy6cF76t/qA0qVMbAg34u79VaAFFm+o2aEx7931gduvkG8vM9BnQOVZoA0LY88+VfwxtO53+q30Oy7V4YlpnrkxqyIACyPETnxvzcenSJbo1RQp6/LFHjf+RzgtMF3733fcGd+nSPWT4uPfCqs41JvsLok3ZdmJ4Quj23fdnDRO0ly79QmnvvYceeughcYb1QEjhmsp7pHOGdoLAOIg21THHJ65rf2BBW3xmgesGjoCuhR44o9wBI8AIJFoEWNCWaKeGGWMEGAFGgBFgBBgBRoARYAQYgSSOAJ/7OC8AuKcpULiEqR0Hc3HvC7ORN998s3MFTg2JAK+zkPBwJiOQpBHQtT+woC1JL6PEP3hdCz3xj5Q5ZAQYgaAQ+EyYThgZM5YuX/6T7klzDw0e2I9gboGJEWAEGAFGgBFgBBgBRoARYAQYAUYgYRHgcx9n/CdPmU4jYsaYmbVqVKO+vXuYcQ74Q4DXmT+8uPT/t2/3KA0EUQCAp4ynMBdQe9FWCGhhL3oWETyJhWBnYeFdFBXUE6SOjWwTwWx2lp0383W72b/3vveYYh4h0JJArvXBoK2lrgmYa65GD5i6kAkQIECAAAECBAgQIECAAAECVQvY9/m7vIvT8/Ty+tpdfLi/Swf7e925g34C+qyfl7sJtCSQa30waGupawLmmqvRA6YuZAIECBAgQIAAAQIECBAgQIBA1QL2fdbL+/b+kU4WZ92F+Xw3PT89ducO+gvos/5mniDQikCu9cGgrZWOCZpnrkYPmr6wCRAgQIAAAQIECBAgQIAAAQLVCtj3WS/tcrlM1ze36fPrO+3MZunq8iIdHx2u3+iXjQX02cZUbiTQnECu9cGgrbnWiZVwrkaPlbVoCRAgQIAAAQIECBAgQIAAAQL1C9j3qb/GJWSoz0qoghgIlCmQa30waCuzvqL6FcjV6EAJECBAgAABAgQIECBAgAABAgTKErDvU1Y9ao1Gn9VaWXkRGC6Qa30waBteC28YUSBXo48YolcTIECAAAECBAgQIECAAAECBAhsIWDfZws0j/QW0Ge9yTxAoBmBXOuDQVszLRMz0VyNHjN7URMgQIAAAQIECBAgQIAAAQIE6hWw71NvbUvKTJ+VVA2xEChLINf6sPGgraz0RUOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgmMBqtRr0AoO2QXweJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQiCow+qAtKoy4CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECIwp8O8/2sb8uHcTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQiCpg0Ba1cuImQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYVMCgbVJ+HydAgAABAgQIECBAgAABAgQIECBAgAABAgQIEIgqYNAWtXLiJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQmFTAoG1Sfh8nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCIKvADexEWuTaVejoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "width": 700 } }, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "url_github_repo=\"https://github.com/EMbeDS-education/SNS-IProML2021/raw/main/\"\n", "img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/tentativeLecturePlan.png',width=700)\n", "display(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " How good are we so far - Kahoot quiz on previous class \n", "* Using your phone or a different display go to [https://kahoot.it/](https://kahoot.it/)\n", "* Type the given PIN" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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AAjcB1XzT7QeyVfLMbLGUY3hN30Wx6z2fzejjcOqUtJLTxLvMbK5pld2a6LldVJV8+nMZqInDdqCPMu4SMb011+ZeYuy8TfK5wuR1IC53vd0aw6fMoVS7E7EDGiR0kZ8y8dotbLTNVTtAHfD938y9/Z1Cdvaq1NpWQbuclvUP86400cfSURQ3dEBEXI7VS9AcIolypWoIERFAOuSDU86BnMlHazzrrq6eO4UclLL77vaQ95+x84XqHTqEAA7Bpqq4y4XdFLjd3Lc2+qfgG5vbVPPsW53vOvYGqzHEJmrHepmWKx1OsZIc8NPkPasnb1Z6S90Eltqo28uUaF2nVvzHyLE3N3Iu54YrpLvZxLUwOO52pLyB2rv+w9XL6uZxnjdLdeZp87/E/hZRw61ZZ2SnYJWs3bXDtChnEBaYpWD516HvaSWPic1zfhNPwtV1e8VR1LHM2/vivqinUjVgnDWHLwPIJcUJfGrPmeaB9Vb3iS3ynQHUgdFWNoxiy4bYZD4w0B1PlVJxwsM/MmcTG396dFxLQNrD3xC8xlnYGnRa/EZfSr3lDRov08S1vqXPMbZY+YzTqpbVgt11VM2PFNRTSC3VOuwdNxH6VVFTyKilAp3hw011B1XN1qU6E2pbGxjXU0lYpus/b4v4Zn+8tp3C/wDuO2j53foWrGrfG6WKA9HCVn5VtN4XmOZk7aGnzu/Qop6bFySsi7KIivFAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREBpxzeYPbdxwf/uO5/nUio6oftHaqzzhOmbmN9D/zjuX5zIqJrwGwl47V1kJLhRqJbskVwdHU1HIc7Rwbu1VVZGWytuWYNFQ0VVJGXygbmhUTPM905cdPNror68KVrir8USVU8fjUT2ljh07Vx/bnFLC5JVqS1fI3vZqi62ZQaei3Mkae3Yrw3C19Mx1weehZI7QAefopzbMTYi3BlbYI4/OQ8lTpgc48t3UL300MYA8QH7y+VJ4hTfxxTZ7HUaSszso6meqi3u9687QuxROa0DxRp8yhWPU1exjBERWwEREAXLe1cJu29dhdr06eT0o1fQEaLrc4U8Ess8zHNibuc8fBAVnsY8QNLR3QWTCFpqrrUN8V7qfR7WO106rNweBr4yXDSV+/kW3VjEvEioPL2/Y1vkvOxFSGmp+h0dFtOir53LDXSMBe1uvYrNehLDz4JNX7iqM1LYDsXK6oZ+dGJAwsB8h7VHuKs7FRGAHAtI7VKbzdLNSU76W9wsdTvGh39imbXPErNrSQe3RSu/YcoMTU7oLmH7Oo8R20/hV/Cxh7y9STS6otTUteHUsVj3JjCOKXTXfBFfFHVHVzYI9BuP31j9e8H3/C1ZJTX+kcxmp0eeuqyexHw+toJG3vL651kFyj1czvipfJF99uuhVK3WaqxXY6zD+MIIobtQRuk53LDGvA6DTy+Rexdmu12JwHBSp1OOnfW+62+RzWaZPSxUJScUpmOjzGGmKAb2lGHvca66DzKKpLKSqkpGNPvTtpPn+ZdUnv3V38y99pVnWoxqJWueaVKaozcOhBVbZ2nlN0f5wuyy36otcpo6x5LPOSjDyxo0BeC6wMq2EdRIBrqOitYjC069NqSFOpwy1KhqeVVVEFXA7XWVnZ862p8MDy7J60ajyu/QtROHrgaWohpax+recwDU+lbeOGN0bsoLQ6L4PjafzLlnSdGbizZqfGrousiIqioIioLPzH1VlXkjjzMihYx9XhvDtfcqZryA108UDnRg6+d4aPSqZy4IuT5FUI8clFczHjiS7pNl/kxj2TJnLbAV7zTzFilbBLaLOSyGCbQOdC6VrJHvmDdSWRxP0ILXOaQQLc37ujvFFltQw4rza4CMUWfCzgJKmvirp/2HDqNXSk0xawgHo2Qx6npqOuno7kJk5ZaLJ26cRV9jZc8Z48utax10qPfKiOkilLHs3u1IdJO2WR5Hwve9ddoWdN6xDg6l51mxFfLNDz4iyalramJu+N4IIcx56tI1HUaFVyg6aSbvKyfdqr2KVKNRtpWjt36aXKN4feITLXiYy6pcycsbnLPQyyGnq6SpYI6qgqWgF0E7ASGvAc09CWkEFpIIKuWscOE7hgyj4bb3j2sytzEnu9NjGuFwktAq6d9Ja4WSSmJkLIwXja2bll7nHcGN6DRY91PFVxgcYObGKcB8E7sOYOwRg2q70q8a3mBlQayQPc3czfHMzbIGuLI2xOdsAc97N4a02m0ordX8OvlchJpNyeidvHp52NiatPmTxLZd5ZZtYDySu7blVYrzBqDHbqemp9YoIAH7p5pXENDdWFu1pc/XTxQOqxayx4rOKLh/z+w5w5cb1PYrzTY2kbBhvG1oibDFPUPdtax4ZHGxzeY6OIjlRPjLmuduY4OVl+MS28VDu6J5YsteIcEtvVTLK7L18rJO9qaj5s3i1/vW4yfDB2B4027TrqojrUpreMnb03Xj9rlUlw06jejir+uz8PvY2GcRvEvl5wx4UtuJ8ex3Kpfe7jHabXQ2+ASS1VS/rt3OLY2NDQXFz3DoDpuOgMo4u+I298MWWVFmDYcrqzHlRV3iG1utlLVvp3xsfFLIZi5kMx0HKA02geN29NDgL3T62cWFPhDKV2amIsC1NEbhSxBtmjlEgxFy5OZL77EB3ts02jXXXdq3TRX74nM/uMXhV4U6DHeYF7y/rswavGUdtM1oopZrf7GyUsr2t2yiN3ND4iSdNNNB1R/wCm5N2tK3ivh0+bfg0yYa1FFK9438NJP5W9VYzmt1W6vt9LXOhMRqIWSmMnUsLmg6a9OzVelYXcfvF5mhwu4SyrxbgWktdb4RXBzbxSVVPu75hZFFIY43jrEXbnDdo7TUHQ6K1uYmL+634bwTX8RtRdsA2jD1rpH3eqwJDRQy1VPQsBc50u+JzyWx+O9rKvfo0gDdq1JNcUuSTs+i5/cogm4x5uSuur5fv5GyNFjXlFxn4cxjwajivxvbo7XHa7dVSXmhpH6t78p5DEYoN5199kDOW1xOnNaCToSsbMuMxe6o8VOHnZ4ZXYhwDl3hGeaR9lsVfRxvddYY5NPhy080hB2uYZC+EOIJa1rSHCZJwk4vl99vURfFBT67eW/obJ0WA3BTxo8Q2evE9izJvObDNmw2MMYemlrLTS0jmy09yp56WCU8xz3Esc6SZ4bq4AObo9wGpz5RxtFS5NXXq19idm4vdf2uEWCue3FbxL464oK/hF4QLNhuju1goBV4gxLfmGSOkLo4n6sGjmtYznRMJMcrnPk0DWhhLrZ5m8QXdEeBy84axTxF4rwVmbgS/XNlBUT2+jhp5IHbd7ommOCmcyUsbI5jnMkYdh106BRD43Hkns3s9bCXw3W7W9vX17jZsi64Jo6iGOoicHMlaHtIOuoI1Cszxe8S9j4Uslrjmhc6BtyuDpo7bZbc6TYKyvlDixjneRjWskkcR12xkDqQonLgV2TBcf5S9SLXJh+891/vWD4eICK8YDFBPALrBlzPbYo6melLSQzTk81rnN2vEZrBJ10OjhsNweALjTx3xF4fzbx1nC+z2ezYMqoqmlZTQGMUFE5lRLIJXk6ybGRNG4tB8UnTroq+GylfRxV2umqX3+WpTe7jbXidl3vczaRa2cG8RfdAOOO8X7EPCxVYUyty7slfJR0d1vdNHUVFc9rQRHIZIagF5DmPcI4mtYHBu95Grq24eOMfPvBnELTcIfGhYLTDim5xb7Bie27IoLl0dyy9jAI3Nm5cgY9jYyHtEbow4najFyaT0b2T3fP6bLd8hJqKb3S3a5fvm9kXrw5xZuv/GZifhIOARAMOWJl6GIPZTeZ90dK/l97ckbP7503c0/A7OvTIVa98uv8crmb/EWH82ti9GbnFZxSZ5cR1/4YuCeOxWdmDtY8RYxu0DJo6edjgJGjmMkY1gk1h28mSR72vLQ1rS4W4NyjBLVtP5N6+RcqRUZy5JcPzin822X+4sOK93DFXZdUTcBDEnh9fxY9xunefeWpjHN05MnM/bPg+L2dvVZBLTRxcX/AIvbVmlkxlTxWy4Yu5tmKqW5WLE1lpTGLw11RTsla7aI42mLxdzeSxwL2abmkOW5dVxV6fHv8TXklH73Lcn8fDtovVuX2sEWJ/dGeJrMPhZyowxjnLn2PNXccTxWyrZW03Oa+nNLUSlreo2uLomjd10BPQ9isBj/ADR7q3S5a1PFTDV4Hwvg+io/Zp+BRRxTV0Vt1LhJPzYS/UREPeG1Eb9Afe2O1YKU1Zy5J2fdz/fgyq2qXN7d5svRa2cB8QndHONvCMWNeHahwRlNh+0MbS1FwuT21b73cGNPPFPz6aYMiBLNGmMbTq0zSEODbxdz44sMz89bfj/L7Pu2UFDjnLC4R0NzqKeNkDZmEysdzWMcWCRktPKHOj2xkFugGhJucDV09LK/iuq9b+BRxaJrnp4Pp9vEzERa5qTik4zONPMfEdi4LJ8O4Gy8wpVCkkxhe6Rk766QOPwRLFM3x2eO2JsOrW6GSRu9rRUuTvFhxMZN8Qtj4XuNq3WKunxa1rMNYzs7GxQVs51DWvDWsY5r36RDSKJ7Hlu5jmyNcKYJzaWze3f4f23Kp/Bd9N+7xM9FY/jD4lncKGTr8124LGKC2501u7wNx7y/bt3j8zlSdm3s29de0Kx/Ffxc55uz7tnCDwh2W2VOPKulbVXq93CNssNojezeNGv1jbsiLZXve140exjWOe7RYm8f9y478BZN0eWvFHfMHYxwxfbpBV0eKLPR8uWKthbI4UREccDGkgucC6HqxjiHFwLRZnJuClHTVeeuv3X0LkYpSalro9Ommn2Zt/wxefCPDVpxCabvf2UoYK3k79/L5kbX7d2g103aa6DXzKZrErid4r63hP4YsDYgwzhuK/YsxLS2+z2KjnDjAJjSBzpZWsIc9rdANjSHOc9o1A1ItJiG1d2Hs2FajNibM7LoCjpHXOowVTW+mfMyNse50Ae6kO6QeNq0VR6jxXnXRZFfhhOdtIxbX78ixQ4qlOF/zNJ+P7ZnTmfjM5cZbYrzCbbRcThmyV14FGZuT3x3vA+Xl79rtm7Zpu2nTXXQ9iofhQz/ADxO5H2XOQ4T8Gzd56yE27v7vzlciofDrzeXHu3bN3wBprp101Vkst+Je4cVfc9Mx8yr9aKK23ymwxiK03WCicTTmoioXu5kbXEuY1zJGO2uJIJI1I0JmHco/wDAiwX/AK9d/wD1CdUqLjUnGXKKa8390VyadKE485ST8kvuZeIiKAacM43f8buN/wCMdy/OpFRVwd7wfmVaZwNL83McOB7MSXMfjUioa5u2U5J8y6iH5UaiW7KbkG4k/wCcsoOEK3Auu1dt7dhBWL5eG7gRrr2LMHhMoe88MT1T3B3PY09F5t7U6qpZPwp6to7DsbS48W5LkZBRMDpAfQvfEzQBealYSOb5D00Xra4Adi+ZuZ6XUld2IXP06IoXt3OBBUSN3LYREUAIiIAoXu2DduLR5SPMolw7TTRw1CkWuW3zfuV2qqGLCmHpH0j70TTRzQnxgdNdfR2KZ5b5XWTBtiZBDb4ZLrIQ+oq3DSRztPG9HVVSbNbDWtqpIC6SM7oyTrtPnUF5r/Yujkq5wXu0LWBnTqexbaOOmsOqGGlw9VzZY9xd3ZMXz08MHKmmZ06EFwXEZbLFpTuY1nl2lUJacO12Iy243isLWynXkNcWub86hrG3bA1Wyopy+ppHvDC0akt1PaSfMsaWFU5NKV5F5pR2K8a1rRtY4kDylcrrpK2nuMDKuGZpbINei7SNFhNNOzJWp5aquhpJomSzmPf5lzcquitEAqJ6qRzJB08XXtUoxZbam40Jkoj77COnReG04mt1dSC34iIozT9skx0aQFkwoqUFPfuKJaPUmdDjayb+SamSMH7LZoqRzewhbr7h2qv1A4UtVFEXvfGOr2AdhJXouuLMnqhstvkxnaw5vQtbLo4n0dFKrdWDE2ALvQi6Q1bmsmEUsROmzXxR+DRbnAUKmEq08TwuMeJaPmWJOnVUlF62MNKl7pK2SUt1DHaa/vvSoO3quysbNQ3SooZ29KZ5YTp2rgMa8bopA5vlI8i+u8smq2Dp1YvdI8azCLhipxa1IF5ZhsldIewhet40+B44HaR5F5KnSRrnNIIAWZK9rmG78inbg6T2Qp5I9R78z/eC3DcJb3PySspeevjfoWoCp0fNAQ0jSZg/nW4DhM09pKy6D9/+haXMqSi1JGww8rqxeNERaoywqAz/AMAVeamR2Pct7c6JtbiTDtwttI6VurG1EsD2xE/M8tKr9FTOPHFxfMqjLhkpdDXt3IfO6xT5VXLhnxI9toxtga6VsjbZVDlTz0skxfIQx3UvimdKyRumrQY9e1X2z94A+HjiNx4/MzNGlvsl2FDDQl1JdDTwthi3Fvihvb451JKpfic7mxlHxB4ufmlh7EV2y8x85zZnXmzta+Keobpsnmg1aTK3aPHjkjce1xcdCLRV/cueIDF9P4PZkcf+PL9hqUtbVW6eOtnZPED1ZsmrnRtJHYS1wHmPYqm/e2cklJemitfrsUqKp3UXo/XV3sW17nrg3CGEOMjiFwTlHdmXGw23DtfRWKsbUsq98ffcQj0lYCJADoNQDrtGupVC9zcyOztzVwBi+DKni8uuVc9nvgZc8OUtn77e4uhYGVT908ewuLHx6bf8h1PkGy/ho4PckuFSzz0WWVimkutdGI7hfblIJ7hVtBB2OeAGsZqAdkbWt1AJBPVWXzV7m+KzOCrz24ac7r1k9iq7SSy3ZlFSmqpKt8rt0jgwSRlge7x3MdvjLgCGt0VXFw8MXd2jwt96bd7dHfX1ItxcUlpeXEl3WStfroWLzu4WquwZr5VUnE73Q+qvN8F4ZVYVtdwwbUSunkbUQF7GuhqHCLmObEwOfpqRo3UghXH4s+vdMuGXT/6Wb/zJ1W2SXc6Y8J5x0/EDxAZ133N3HFtkEtrluFOYKWjeNSx2x0kjnGMuc6NocyNhOoZqARU/GRwPN4pr9g/HOGs17ll5i7BpkZSXWiozO50TnB7QNksUkcjHjc17X9NzxtJILYi3CVKX8snJ28LevUlpSjUiv1R4Vfxv5ItB3YUE5fZRgDUnHkP/AJD17u7Of4Kdk/jpQ/mlWrj5ycCtZntwxYSyLzDzqutyxRhGpZW0+M6ihM01VM3mNJnhkmL3gxS7Sedu3Ma4k6FppPFvc78f5icMkPD5mLxUXnElfTYsbiSnxJdbPLWTRQNpnQtohHLWFxYC9zw7m6DcQG+VUzjenKmntK6718C8vyt6ldGSjNVHzi010dpf3SKD7p3HHNScMcM0bZI34upmuY9oLXAim1BB7Qs487ADk1jwEag4ZunT/wDFkVquJvhEbxGsywYcwTh72t7zFdv+Su++/wAM5Xvf7dHyteV8Lx9New6K+GNMODGGDr7hI1hpBe7ZVW41Aj38rnROj37dRu03a6ajXTtCpxCc6VWMd25NecYpfNMjDtU6lKUv0qKflKTfyZqewfabnd+4qYpgtVHLUvgvjquVkQ1LYYrtTvkeR5mtaXHzAE+RbC+CPEuHcU8JeVNfhmtgqaalwvQW6blbRy6qnhbDPG4Dsc2Rjwfw+VUTgHKfBfApwZ4jwpmJX1eYuF7FBcK68NpbNHFJW0lS7SWEU0k7mEBryDukAI1J0WMmT3BBgPMzCM+aHCfxp4/y8yuxM99RdcNMkdzqXR5EsE8kdXG2MtY3YDKyRwYAS6QO1N+c7uSjqrQfg0ra92hahTtGLejvJeKbvp36lU8OGJcNYs7rdnldsKVEFRRMws6jfPBJvZJUU7rZDOQezpLG9p06atK2LrVf3NjA2AbTxzZv1WR1dU3fLrDOHRZKW6zzNmNTM+alBkEjGtY5sklLVPaWgNLANo00W1BQ0lRpJfy/d8uXgTxOVWbfX7L18eZrtxnxEcYHE3xSYz4fuFTFGH8v8P5czPprzf7hSR1FRO6OTlS9JI5e2TeI2MY3UREukG4AY5d0kyJzlyoy4w5iPOzi5vWZV1vl8bT0mHpqc0VFBHHTzOlqo4BM5jnNc6Jhe2Nmgm0JOoCzMzX7nffrhn1X8RfDpxA3fKrE98c+S8RRW4VlNUyPDd7mt5jBte5u98cgkaZPGG3QBUfmB3KGuzislZd84OKXFeKsxKiaHvXEFbbg6ioaZpcX08VBzgA127tbK0BwDg0auDrCT93Fc+fry7vT7F6TXvJNP4eXhbn+9fmZ44Z/93LV/qMH/ltWBXdmaapZktl5e30kstttuNYXVr2RiRsYdTTbdzT0Ou1wGvTXoe3rnjhK03Kw4Vs1jvN3Zda+3UFPSVVeyn5AqpY42tfKItzuXuILtu52mump7VZPjmzByQwDkJXN4h8HXvEmCsRV0Flq6e0U7JZoJJA+SOfV8kfL2OiBDw7cHbdAdVdrz4anHBrSSa6O0k16lrDwbgoSX6Wn6a+heuz4ow3eMK0eMrVeKOaw1dAy4wV7JW8h1K6MPEu/4IZs669mi1X8J1ZS43yM46bngWnknpL4LrVWqKDXc+CWC4viDQdD8Bw6dqrWx9z3wPb8ufCI8e+MRw8T05uklijrBBRyUThzHNknbU97ElxJdpTAknTbuGqnPccbFRPwtnLiyx0VSzCt5xXHSWgVp3zOhhZI/bIT0c4R1MIceup1VTgpOtFafA14XlHf7W6MhS4VSluuJa9bRlt+9Loup3Jy/wCHbvwX4YttmqoJKyy3G50l1iZpviqXVckzQ8a9phlhcD5iFafjuuFJiDugfC9hLDEonxFarpT11wjgceZFSOront3kDoOXBUu01+DqSACNazu3c0L/AICzEu2POEjiPvuUNNf9fZCyxUPftJrqSBGOawBjS521r2vLNztrgDoq74Xe5/4XyDx5XZ0Y9zDvOZ+ZlwZIx2ILuwsFOHja50THPkfzXM0jMj5HHaCGhgc4GY1OKtCu9OF3t3pbeHfyIcOGlOkteLTybvd/25lpsuv8crmb/EWH82tilvcw6+3WbiN4osE3jZTYlfil1WIJX+/y08VbWskcAT4zWvlj1cPtrevULJbDnCZ4P8ZWJ+Lc4/NR4R2JllGH/YrZ3vtjpWc3vrnHf/euu3lD4fb060PxHdz7oc2M2qTiByfzavGVOY8PLFVc7dT86Gs2MLA9zGvjc2Qs2scd5Y9jdrmHUk2qTdNRuv0tPuu7r6K/cXqtqjlZ84teUUmvr6FvO6sXmwsunD7h6Wqg9mpswKatgh01l71Y6NkjtfI3fJEPSfPtOmf6171vcp8S4wxjZM1c1OK7EOK8c2u80ddLX1lla+mfQ07g9tJHEZ90Z3gkSB+wBxHK1JcdhCrSUadud2/lFfYtvWd1tZL5yf3NfPdpWtdw94Ga4Ag46pgQfKO8atZY8SdNTv4XczqV8EboRgW8N5ZaC3QUEug07FSXGjwnDi+y+sWBDj44T9hb9Fe++vYvv/nbIJouVs50W3Xna7tT8HTTrqLs5kYI9sLLHE+XPsn3h4SWOssvfnJ5vI58Douby9zd+3drt3DXTTUdqtzV6E4Ldt//AJSXzuXaUlHEU5y2Vr+tzHruW1PDT8D2XpiZtMz7rI/qTq43KpGv8wVg+EKkuNfxF8clDZyRX1FbWRUpDd2kzp7kGdADr4xHTQ/Ms1eF7Iz+5tyOw5kx4UeEXg/31/wl3l3pz+dUyz/tXMk26c3b8M66a9NdBSHD5wmDIjOfN7N3w/N89tW6C5ex5tXe3sbpPPLs5vOfzv74012s+Drp16V4mMataXD+VqS9VZFFGTp0bfq4ov0bbNePc3sjs783MpsRTZRcY10yzjtd/fHcMO0dnFWQ98EWyqcTPHt5ga5g8XT3g9SdQLn5mcLz8O8QuUEXEp3QipxDiulvNJcML2W4YQqHyVOyshJiY+KoeyAyyMYwOeBuLem7YQLy5hdzYqqTNyvzp4Xc+77k/er3JNNdqOlpTV0c75TufsaJY9rC7c8xP5jA4gsDA1oE5yC7nfT5fZwN4g88c5r9m1j+le99uq7jCYKajLmlocI3SSue5gc8RgObGwO8WMFrXCuMlOcZtWta/PZW08flsUTjwxlBO99uW75/7eJarIevt2G+69Z02nEmyluN+sG20Gd+jp/eqCfZHqfG1hY92g7BE7s0KuB3Xy82G38H1bbLpVQMrrrfrbDbInjV8kzJDI/Z5tImSanp06a9QDXfFxwKYU4nbzZMw7Jje65f5i4cayO3Yktce92xsm9glY18by5ji8xvZIxzS867hoBYzH3cp8w87aWW5Z6cZGJMU4ipI44LHUyWNpo7fFv1mDqcz+OZAGjVjoiC0Fxk0AFiSc6MKT04LLxSd0/Hr07y8moVJVF+rXwbVn5cyseLnixzC4e8psm8vcmrJRV2Pcy6Skt9rnrmNfDShsVPHqGuIYZXSVEQbvOwaOLgeipnF3DDxv3TLu7Yp4g+P2psNutdtqLjdKbDVvZSRtjjic9zDVRGl0boNDqwgjUaFXy4n+B/B/E1lfhPBd1xZX2HEGBoWNseIKOAPMbhEyN4khLhujcY437Wva4OY3R+modbBvc885cwqK3YR4kuNPGOOsD28R8zD9FQigNfy3NcwVNSZZHTAFo1L2ufr1D2uGquV7VJVGt23Z8rctOq8NSzR+CNNPZJXXO/PUsz3PX/ABZ2fX+nib/0SBZHdyj/AMCLBf8Ar13/APUJ17+H3gYqMhsgszMgIc23Xu14+bXijrJLGIJbWaqk72cXNE7hUaNbG7oY9S09m7pc/hR4fxww5IWXJvwt8JfYeesm9ku8O8+bz6h82nK5km3bv2/DOumvTXRVykpVJS5OMV5rcm38KEOalJ+T2Zd5ERWyTTjm5+6zjn+Mtz/OpFQV3/vY/Mq9zcB9trHI0/5y3P8AOpFQV3B73I066LqIflRqJbspx41KzQ4XW/8AsYP4Nv5Vhg7QHQ+dZpcL+jcFtJ6DlheV+1l/+2wt1O47E/68y/dICKcfOu1QU2gpwPLrqo184HoEt2EREICIiAIiIAuQNSuE1I7EAqQGyDaqWzFfO230og8tRED/ACgqqHj6l3TQLxXGghuFKWzt3CNweB59Oqu4aapzTZJ6IoRT0nvTImyFg8Yu00++qaxFi7A9uY2mu1/h5jnAOjMjD1/CqOzIizKxVa6q0YFldZJGM2smqI+YHfNoVjTZ+DfNrEWNIrrjvGrZ6djxI8MbIwO0OunauoyzKcFiKUsRjcQo25czX18RXpz4YxMz7TibDUrGU9nduh+wIZ0KqNjXSsDx2FU3hjAljw1aaegoonAQN0G5+pVQxl8fiN7B0XN4h0VUfuLtX3ZnxblFN7kbIWkl24tDe0DyqmMTYCtOK6Sam76lp3SNLdzGj9Kqd4lc0mKVrPOCO1dBfMzQAa+fQKmlWnSkpRdmOHiuYx1vA/bKmvnuIxZcWvc/cAGMVzsG5JzYNtz7VTXyqlhezRxdp11+ZXWa8OAa5pOvaumGaUhziCBqQFssRnmOxEFCdS9u4tU6ag2kWKvHC3bLtVVFabtNG6R25xIaPyq1ePsBZaZbQu79xTUPmGoEMLGyAn06FXc4rM3KzK3AE9dby5tVNHo1o7TqSFrSdmZeZqqaquks0088jpGl7tQNTqOhXp3ZH/Gcfh44mpiGoLZHJ53iMLhqnCoJye5eutuM9xkdUWNsLKRp7ZJOW5w+YqlLxjiGhrBRSGNrtdCGHUK1N0xZfLs/ZVVJDD8HZ4oH4FKZhMJdXVPMc3xtdSvUaGKq0tXUcuVjj6n8eT0si/sFdDXupHRaHdKwn8K3B8J25uTVojPYN2n8y0p5fVTqmnhle/URzRtJ83VbruE47slLM/Tqd/6FscTX99SiyzTp8DLxIiLBL4RFTmZGLKjAWXmJ8cUlmku8+HrPWXSK3xyFjqt8ELpBCHBri0vLduoa7TXsPYok1FNsqjFzkordlRorVcMWdd04hMnLRmnesBVODKu5z1cMlnqal08kHJnfECXuiiJ3Bgd8Aaa+XtV1VU04uzKE1LVBERQSEVp5uJbLtvEXS8MVG25VWL5LTLeaxzKfbS0UDWtcwPkcRve8PBAYHAaHcWnoqQxZxauwvxl4Q4SRgAVIxVY33nwg9ldne22Orfy+9uSd/wDemm7mj4fZ4vWYritbne3le/0Yb4b35b+dv7oyHREUAIiIDy3W1Wy+2ussl6t9NX2+4QSUtXS1MTZIZ4XtLXxvY4EOa5pIII0IJWG2I+5FcHV+vz71SWfFNkhkeXut1uvRFLqTqQBKySRo9AeAPJos00UWV78ybu1uRQGSuQ2VHDzhHwIyiwjT2K1vmdUzhsj5pqmY9DJLLI5z5HaAAanRoADQAAFX6LHnFnFq7C/GXhDhJ8ABUjFdjfefZ/2U2Gm2x1b+X3tyTv8A7003c1vw+zxetWs5Jc39lf6Ip0jFvkjIZERQSFTmYWXeCc18HXLAGYmHKS+4fu8QirKGqadjwCHNIIIcx7XAOa9pDmuALSCAVUaKGk9GSm07owmb3IHg6F99lzbsXupN+72LN9Peun73ds52n/e6+lZbZeZd4JyowdbMv8usOUliw/aIuVR0NMDtYCS5zi5xLnvc4lznuJc5xJcSSSqjRVJtLhKWk3cIiKCQisTwrcSl74jqPGVVesq63BJwre3WmFlTWPnNcwAkTt3QRbQdOwbvnV9k5J9Un66jZtdG16aBERAEREAREQBERAEREAREQBERAEREBp0zdP8Axu44/jHc/wA5kVAXcjYeqrvN0n23ccfxjuf51IqAu7jsK6pfkRqJbskA27tXdmqzT4YSJcGNZ5BG1YXQwuqXxRN7XzNb+ErPLIXDTrBgymc9unNjHkXj/tcxEIYWlRW71O77EU2pzk9i78Gw0jXD4QOi4XVShzYuvZqu1fPbO9druwREUEBERAEREAREQBD2FEQEMfi9F2P8YLrkG3qFzEdxUk95G0aDRcoehRQQQu7VwuXdq4Ug5AcTo3tRrNXcnyjxlwXmPxguIXuikM0n2fijVQ3ZaENtGOfG9lpdscZeultbXOfTR9Q3t7SVrDlp+9XyQObM6WFxjPOYW9QdPKt4lbTx3SN9qrIhJDUA6gjyLFrOPgfw9jN8tdhKsp6CVzi5zS0uJd5eweden9je1VLLKH4LF7cjlM7ymriZ+9pK5rghM0oJkjaCOzTsXXL30xgcImudKdugOpWT1bwK5nU07qSkqDLGDpzGwHRV3lxwKzWipprljS5xPJk/a3RuHYvQK3azKaFNzhUvLoc/RyjGVZJONkWqw3gVtgwdbrnUmSN1a+GXbp5ytv8AwlvByWszW9g3afzLXTxFG3YerbHha00J73p2MYXNPTo8LYtwmcs5LWd8Y0B3foW27P4mWNy1Yp7Sk7FGaUFQqRjHzLyoiLbGuCovOvFV3wLk5jrG2H3QtueH8N3K6URmj3xieCmkkj3N1G4bmjUa9Qq0Vs+Jz/BuzV/iVe/zKVW6zcacmujL2HipVoReza+pjdgni3zev/c3bxxRV81n8N6OCulicyh0pAYrgYG6xbuviDz9vVWyy1zb7qHxd5b2zMXJ26YBy4scFOIG1tdTxvnv1VFujnkibLBUNbGZGnQFkQB8Xc/aXKSZXf4lLEX+p3X/ANXcsyeAmOOLg5ymbFG1jThyFxDWgDUucSenlJJJ9JV1xTnPuULeald/Ix4yfBBdXP0TjZfP93Lbdz/4uM0M+6zHuVOe2HqC14/y4rGU1c+jjETahpfJFI17A5zRJHLE4FzDscHt0A01OYq1+cFYA7oVxUgDT9lx/nDlsDRS95Sp1bWcop/b7EuPBVqU1tGTX0f3NQE9o41nd0uvVJYsUZcszQ8HnyRVVTHN7EexXIZsYQIeZzdmzXxfh69dqn/GTjXNzLruj2VuIcvcJ0GLMxW4DpKChtoD+9ai4VHshA5/QtPKY6V0h1cwbGHc5g1cLvW7/HKXT+ITfzeJeTNuOOXuyeUAkja/bgqVw3DXQiC7aH50w97Ul/3ei94n6r56k13eVWXdHw1UH8vpoUnm7m93UfhEttJnRm/ifAGOMGzV0UFwtFvpIwy3iV3ixukZTQys16xtkD5mh23du1G7KfiN418H5F8NVkz9o7U67VGMqWjfhm1SSco1MtVBzm81wBLWMj1c4gdSA0aFwKpruqv+A7jz/WbP/wCpUyw24+bfcZuEThAuDrq+2WeKzUNPV1zYnu70mkt9GY5dWjXVrI5nBocCdvTXTUQrzpyX9cYrwe/+zZUrKom/5ZN97W3/AAi9lAzuxN8ws3OeDFuAaFssQuUGXsltp21D4dpIhJdAXseRtIY6rD+pDnNcNqyQ4KOLGh4tMrajE9XYm2HFNgrDa8Q2lry5sFQGgtlj3eOI3jXQO6tc17NXbdzrQUnB3xiXCihulB3SzENRR1MTaiGePDDHRyROG5r2kVmhaQQQezRdHcyMscrsBV+atzy74lYM3qq711CLzUx2OooHUtTG+r1e580j+fzXPkIe06EM3AuDgVdja8420tddVql/zfmWndxjK+t/J3X7a7rmdLnNY0ve4Na0akk6ABa5oeK3jH4zczsTYT4KHYbwZgLClQKaXGV6pWzuq3hxALeZHMzSRrS5kbYS5rdHPe3e0DYJi2CpqsKXqlomPdUTW+pjiax21xeY3BoB8h106rBDuLl6sM3DpirDFNPC292zFs9RcabTbMyOWmgbC9w1J2nkyNB0HWNw06Em1Tj7yc7v8sU/G7t8iub4Ixa5u3hpf5nGXPF5xQ8POfmHuHbjjt9julJjCSOCw42tEbYYZpXuDGl2xkbHx8xzI3AxQvjLg9wcxzSerNj/AByeUP8AEib83uyl/dbrhQXTFOQGBbJKx+MavFffFBHG486OJ8kETT0Hih0pjAOo1MZ0B0OkwzX/AMcllD/EiX83uyuUHxuEud5rxtD/AHa8UUVVwKUVs4p+F5W+yfmXE4feKbNe58ZeaHCtnbLaHSWaN9fhWoo6Pvcz0jXCRof4x3vdTzwv6dhikXu44uJ7M3KXGOVWTGRJtb8dZjXoQF1fSGqjpqLc2IPdGHAjWSTdu8jYJFaTuj9rqshs/wDJXjZw/TvEdoukeHcR8vtlpjvc0admr4H1sZcfNGPIFBw2SU/Fl3RXMTiSbI2vwhlfQx4ewrUAaxSSPa+Jksbux7HNNbMD/wBYjPmVFGKqKmn+m/F3qOvlxXivXmV1XwOcl+pLh8Zabf0tN+nnN+KHjL4mcruLe3cO2TWFbJiupxDh+k9i6KqpSxzbjOZAamSRrh71GIy9zSWtDQSXANOtu81OJjuivA/iTD+L+JC7YLzGwbiaokhNFaYYqZlK9oLjAydlNFJHJtOrS9szSGHqTqVXuLIoZO7L4OdLEx5jwLI9hcNSx3etYNR5joSPvle3uxFHTVmTWWkVTC14kzEooXeQ7HUtTuaCOoB0HZ5gpp03JU7PWUreTm47d39lsimcopzTWkUvG/Cnv++fUorMjM3ur1hy9quKaWtwRhzCFHALvLgIUcM9ZS27XUOqDJAZDpGWveG1LXgA+IwgsF88ccYOKrh3PN/FpgKioLZiKS20k/e08XfNPBU+yEdLUsDSQXN15u3U66bdequzxhtDOEvN9jRoG4HvAHzd5yLBih/xHsv+ryf/AOSFUVGlTqcOycbddb6X8kXaEeKtS4ubs+nLkVPlbmR3UXiwwBRZuZZ4owFlzYIqZsVBS1lvjfLiGeLayabWWCcxxukbLtIMQB0aA4Dmq9/AtxgYxz/lxhlVnXhalw3mll7UmC7UlMwxw1UW90ZkawucWvY9u14Diw7mOadH7W3J4KLzYr7wl5TVuHamnnpY8J2+kkMIAa2ohhbFOwgE6ObKyQEa9oKxR4Z6mDFvdY8/MWYUqm1VjoLEbdV1EDAYjVMNvhdGXeR3Np5+zt5blelFRxEqVtLS8bx1v/fu2LCk5UVU53j8+Rdrgh4rsb5yYQzcxhnNcrTBQZf36ppY6ilpOQyGhhidI98nU7iGtJ19CsxgjiA7obxv1l+xdwyV+EMq8vLTcJaS23C9UjJqi4FrdRG8yQ1Ic8bmOcY42MZu2hzy060Nwk0NwufB5xlUFrifLVTVd8bHGxm9z/2FLq0AdpI1H3/L2LKPuU16sV04KMHUVoqoJai01l0pLjHHpuhqTWyyhrwPsjFLE7r5HNVqnHjXE+UIPzktW/3uy7VfA2lznNeSbsl+9imOF3jPzeZmfjzhu4uLBbaPG+A7TPe2Xa1MayG40cEbJJC5oOwudHIyVjmBgLC4OYxzTrbnKzN/ukvGnaLlm1kbjzLrLPB1Ncqmht1tq6aOqnqDHtcGyvkpqh2oa4BzxytTqWsAI0y4xLxXZAWbN/EOQmIrpPHf7XYprxe3ex75KSCgZSmeUzTMB27YdCQ4fZtA1JAWEuCOA2TEFBV52dzk4wrvY8P3OrmbT26r79pYDPDK4Ohlmbo98TT4rWzUzyW6OLnh2phPid5fy8ut2m7dOS70JfCrR68/+1Oyfz8GjJzgo4huITMq/wCOMp+JTLj2GxPgip5UV7obfNDb7mwPMcgD3axOe1wa8OY4B7JAQxuwl2V6wM4KOJfidn4isXcInFMLXd8RYatTrpBeqNkLJHNa6Eta8whscsb4qmN7HbGPboQ8FxO3PNXJO8YyXNev9im1pSj0fpz35+IREVBIREQBERAEREAREQBERAaa85J4WZt455sgGmJLn2H/AK1IrYXGvZJIWRSaj0lXhzdttpp81saT1tHzOZiG4uOp07amRUK+3YZkk5raFrR5tyxpdsIQ+Dh20PWaHsgVSjGo8RZySfrqRZT2E33FdJSmLmNbI2QgjpoCthlhp4KSjZCyJrY42gBoHQLFrhww3bqvEcl1paYMiijMfn66LLGlp/eiB5QvCvaBncs2zFN7RRXQyKPZ6E8HxXae52Na4EnrtKjUTTrFr5uihXCS3LiCIipAREQBERAEREAREQA9e1B07ERACSe1ERAEREAQgHoeuiIgA+EHeUeVRaBoO0aa+ZQjtUTuxQ27g6nEg9CVKL/UR01I+rqADHAN+pU2d2q0mfWYNFYMPT2hkzRVSsLdNevULaZXhKuOxUKNJXbfyLGIqxw9N1JcjE7OXEzMQY/Aidujjn2jzDxgto/CbAYMl7OCdQd36FqFrCZriK2U6yvqGOGvzrb1wlTGfJOzPPnePyL6owuXrLcBSw65I8pxOLeJxMprZl5EREKAqZzOwX7Y+W+KsvTcjbvCey1tn78EPN7374gfFzNmrd+3frt3DXTTUdqqZFEoqScXsyqEnCSlHdGLuFuCMYa4KbjwenM01Pf8NXF4Rew2zZzqs1GvevPOu3XbpzRr29OxXlyHysGSOTuEsphffZnwWtsdv9kO9u9++duvj8re/Zrr2bnfOq9RVX1b62+V7fVlFkkl0v8AO1/ojH7JbhQblBxC5q58DHpu3tmysl9ivYvkex+2QvI53NdzdddPgMWQKIoXwxjBbJWXgS9ZOb3bu/Ew64ou59XTPTOigz5yzz9vmV2Koba221dTbaN8kkzWAtZJHLFUQSRO2OLHDc4OAb8HQ7qtfwbXCt4o8uuJ285sSV1fgXCsWHKqgfZ/GuszYKqJ9WZ+eeUXGqLyzY/4Om466jJhFMJOmrR7363v9X+7ESSm7y6W+n9kWk4qsg/7pvI6/ZM+Ffg37NyUcnsl3j35yeRUxz6crmR7t3L2/DGmuvXTQy/EPCjl3j7hosXDPmWZb5abJZbfbIrlAwUtTHUUkDYo6yDq8RSeKSAS9ujnMdvaXA3rRR+lw5NpvxWxUm1JS5rT1Ne1P3NLiHtGEKrKXDXHniigy9nL4o7U6zyOfFSu/wDhw4VbdGbRoWMLI3auOwbiDlhwzcNGXXCtluzLjLsVs8UtS+vuFwr3tfU11U4BpkeWta0ANa1rWtAAa0dpLnG7KKpSaTXXf/kpaTt3BYT5l9zen9t+tzw4Ys9b3k9iK9PnlvFPSUpq6SqkldukLWc2PY1ztXmN3MZu2loZtCzYRUW1UuZVd2ceTMPMhu53W7AObo4gc8c375m5mDTvdJQVtyg5FLROI0a8ROkkc57AXCPx2xsDvFjDmtcK+xZwlDFHGThHi2OPzTeCtjfZhh/2K3987o6tnM755w2f33rt5R+B29emQqKtTatble3no/qUuKd789zErumONMpKPhHx7h3HF8oJK+tjhprTb46uPvt10EsckG1mu7xCBI/p+1h/nUz7m5kc/I3hUwxRXOiNPfcV7sTXZrmlr2yVLW8ljgerSynbA0jyODvOvRjjudvDRmTnjVZ944sV2u96rqiCrqbbNXaWyaaGNjGOfC1oc4aRt1YXljuu5pBIOTLWtY0Na0BoGgAHQBU0/gjJ85Wv4L63fPokTU+JxS2V/V/2XzbMfrpwnNuXGVaeLg49MZtVgdZBh/2L15hMczOb3zzun7drt5R+D29V6OL/AIWRxXYPwvhM468FxhvElPiHn+xnfvfHKilj5O3mx7Nebru1Om34J16X6RVRk48Nv06r14vrqUuKlxX57+lvoUdnFl57bOU2MMrjd/YrwrsdZZu/u9+f3tz4XR8zl7m79u7XbubrppqO1Yd8SmRg4be5X4pyZGKDiLwfp4P+Eu8u9Ofzr1HP+1cyTbpzdvwzrpr010GeqpDNrKrBmduX12ywzBoZ6ywXpsTayCGofA94jlZK3R7CHDx42noevYrU05QcY87fL/ll6jJQqQnLaLua8uHLgFzgrMhsK4jyR4xcWZfWLMPDtDdb3ZRQmpYyrngBmkgfHNFy9QQ0aND9GtDpHaDTMzhP4R8t+EfA1ThTBElTcbjdZWVF4vVa1oqK6VoIYNG9GRM1dsjGum5xJcXEm6WAsE4ey1wXZMv8J00lPZsPUMNtoIpJXSuZBE0NYC9xJcQAOp6qfK9KWsuHZ/TkixGPwri3X1MfOEvhLh4Xbbjq2yY5GKo8bX6S9O32oUYpmvaW8kjmyczt+F4uv71WVuHc0cV5e49vOLuEviav+UtrxCNa6xMoTW0zXbiRyzzmDa3XRge1zmauAfo7RZ2oraSVrclbyWlvkXG2735u/m3e5jFwucCWB+HrwjxJirFNxzIxzjKnko79iG9s1dUU8h1khYxznuDX+LvL5HueWjUgANFpbb3NHMzKTEF4m4WuL/E+XWGrzK6eSxT2410cLzp1DucxryGhrWvMfMDWgF7upWe6KXq791vLoQtFbz8zGbhM4HsM8M15vmYV7x5ecwcxMTRmG54luwLZHRF4e5kbXPkeC9zWF7nyPc4sb1A6HJlEUuTdl0IUUr94REUEhERAEREAREQBERAEREBqWzOayfM/GQdG1/8Aw/cR1Gv/AMRIqLrcO0srHTAua4ddG9iqvG9Vzc18cxn7HElzH4KmRS06HofKvOa8mqrT6s+18rp08Rl9JtX+FfRFSZL5g2/ARloLhC8Nll3cwM6Adnasq8L45wxiCkY+118bpNPgueNVhdIymc0wOaDr10XXRVN4w9UCssNfJSFp10ae1cxm3Z+hmE3Vg7TZzWddkFjW61KXxGdsbiNWFp2k7tdOi7GtJPjdnoWNGD+Ja728xUGLKVzqfo0VDndCVfTDGOrBimkbPb7jHucNdoXE43I8bg3aUbrqeeYvLMVgpONaNiopBoRy+z0rnReds87XAOjL2k9HL0rUW4dGa9M40UJ6FRqE9qgk4REQBERAEREAREQBuriQOmnnTfGDoSdVC7dIdjTtDe0qAsM3iU/jEdpCWb0RVoRc0BxBaSPQFEA53YNPnUBqaSH3sVLWSN6PC6JbzQxfDrmq57qo1oiN9j2GGYDXxfwqHa89mi8MGIrW+ZsbaxrnHyL1wVEUry4SDQqHTmtGiUnzOwOYOjj1QyBwDmjoTp17V1NjiE5kfKNqll/xXaLFFJK+ZsnJbv26qqFKcpWUblMnY4xViCiwxbJbhWzsbtaXNaXDU9PMsFc2cb1WPcRS3h7nRsa7a1g6DxdR2Kr84M1bjj68S0duldDBTOLS0HXXyq09fKZWb3M2nsIX0J7OOxrwVL/E8XFOTWncee9pM5nNvCwdiR1RL6qneenvrBp/tBbfuEiMMyQsoHnf+hagZ/2+n/hmf7wW4DhL/cQsnzv/ACBelZoklFnLYVaF40RFpzLCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgNOeNK5rM5cfRuO3TE90HX/WpF1TV0EZ1dK0n0FdeZOHrtJnPjupk3CJ+Jbo5v+iaqTRdLbBTANfMA4j0Lz3GRisRJn2P2eniXllKLjZ2W/gevv6j1Dnv0JCiNzpCNA/X51CbXRuA0p2kAaLj2Ko//pmrFSjayN//AB78iMy0dcOTIWkdvkUMb7nZ5BU2O4zxub10Eh0/AuqotMZZ+xYxG7XtC6m010g7HuLQplFSjZ6ox69JVk41oX7y7+AuIq52QRUOJKZ8zCQ0va3XQedZA4bx7hrE8Ydb7lBvP+TdIN34FhA6obtLKnoT018y7bW25WupbcMP3CSlnB1E0fQlc9j+zeHxvxQ+GRx2Z9kqOJ+PCO0jPlr9x02kIddSNCsacEcRt4tgjtuLonVbW9O+pHHUD5lfPDOPbFi2KOS1XBkheNdAuIxuS4rBNqUbrqcFjMrxWXvhrx8+RVAgJbu5jfm1XV5dFHMI4GjmsG4+VdbWvaNXPLg7qFp/I10Xc5REQkIiIAiIgGo7Hdh7dF4rmytZEW2YtD3dpkXu01CgI0VUXwu6JRSEeDauvkfPdq2RsjuvvUhAXoZgC2j4dZVu+eQqp2qJXvxVXkw2UxLgC0ujIZUVQd5CHnVUzjDDbbNHB3vcqzdI8NDeadVcuWYU8bpiNdo1VDwMrcX3r2Tqo3Np6Z+jQeoJadFl4avN3nN6IIitGBp6i2xTVFzqg57QdOadfyrxZgWS04XwnX3KeaWWZkDiN7twOir6mc/32Ro0DXaNb6FY/iUxdy6Kjw3BL48k2srQfsSAsrLHVxeOjFbJmVgsJPG4iNCPNmJd2u9bV1lRXd7ctksmrdvTovLJUCT3gggga7j2dVWlxs1NLDymMA0HmUhqbK2roDFF0kbr1HavoHKe0zoU1Sq7LQz+0XsqoYl+8wranbqUtUDSpgbqD78zqP8ASW37hKkByUs0YB1bu6/gWnlompbjDR1XYJmDU/6S3E8J7AzJezBvwfG6/gXXYrE08ZQhUps8IxOWYjKcTLC194l4kRFrigIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiA1QZqTtbmXi4CM/wDL1f2D/rD1TGpezVo0PpVVZo/umYu/7dr/AM4eqYXmOIk5VZeLPuTLY2wdL/tj9EQN3fZ/e0UQ++uUVq5mWsFA7eeg7FGiK6d0HqrHQ6hgkOsgOqjZA2mGrD0HkXYiuOba1KFTindIhBim6Pi/CFHQ1l5sc/fVhr3wvB12ucdv4FwoRruKhyU1wzV0WcRhKOKjwVY3LrYH4lbnQTsteK6UyAaDmtjGn4VfmwYysGJaZtTbrhE8nTVgeCQfMsLpohKwhRWi7X/Dk/fFkuEsL9QeW06B3zrnsx7PUMb8dJ8MunI4bNuxdOV6mFfxdORnV2AE+VCQBqTosfMC8SjqblWzHFG2InxWz6lxV8LViC04gom1lmqWVbX6ENJ00XFY3J8VgZ8NSOnU88xmX4rL58GIhboTTQ6btOnnUIc0nQOBXID3N0e8gfvfIomRMbqWwAHzrWqLb4eZh6kKKEdqjb2qgqscjsQhcopIINPQmh8yjXBKgEIY1/iuGoKRR0scYgpoQwB253TTVcsIDgXdi6qioa5wkg6N7FXe6cbkM814udNaKSouUr2sZTtOoPl6LDjGl9kxfiSe7zP1aHljR8xKuxn/AJicprMO2qQOkkaRPofLr+pWNpQRH43aeq7/ALM5d7qj+ImtXsej9jcmaf4ysteR1VgMLXSt6jQqU29rnwGTzuOqnlY3dSvb51IbbPy3vpHeTUrsKSjLRrc7rE/DVT5FO4ntArJoZodrXtlYenzrbHwkhzMk7NG46lu7r+Basa9us7R/0g/KtqnCozZkzZ2/6X6F1OS1ajTpN6I8G9quBoU1TxUI2lJ2Zd9ERdAeMBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQGqPNH90zF3/btf+cPVMKvszsu8wJcyMWVkVm3U818r5InB/wAJhneQfwaKi6ywYntwPfVokBHmBK8rq1acqskpLd80faOW53gfwlKLqK6jH6I8qLyurJ6cllVRvjd5nNKNr2POnRqqsraO5uKeKo1leEkz1IuoPa/T3wj5kLnM7Du+dSotou8SO1F5jV6HaW6E9iia+YHq0fhU8D56Ee8T2O9FC15P2I/CuDI0HQkgoolV0RFwHaVC4kvDWjtHb5lDvi85XPN2jSMag9qngXMhyE8MEseyUA+lemyYhxLhOobWWK4P1Z9g5xc3T5l5C8noYguHPl27Ym7T6FMlGouCok0YeKwtDFxcasbl8sC8SEbiyhxPA6OTsMhAa1Xns2MrDeYmzW+4Qy7x2NfqRqsIZqI1Lff4w4+ld1suuIsPSCS0Vs0G07g1jtAfQuYx3ZahiJOeHfC/kcLmfYyM5Oph3ZdDO7XXqixTsnETjG3EC8Wxr2joTzCVW9DxP4eljDLhC+B3l2scVymI7NZhRduC/gcnXyDHUf0N+Rfcdi5VoaXiFwPNG1/slINfPGQV74s+cBv+FdnfyFhvK8ZHR036Gulgq6dnF3LmuPkXGuqt0M8cCPHiXb59W/8A7oc7cD/Go/k//uqJZfitvdv0IWErfysr+qJEJI7VQmZ+YFDgqwTBjxzpGER9fsiFKb9n3hCgtk1TS1wnlaPFYR2/zrFzFmYddju/OdVTSOpWv1ZGddAtzkuQV8XVUq0WoL5m3ynKZ4qtH3itFPmex1bW3qqnvFweXy1Lt4B8i7WN0bouqOeNrGsaewdFGZJANQwL0eMYwXDHRLkez4elChTUIbI5k8ZpZ51TVxjNDWvn7AQFUDpJQdQ0KX19M2qY90x8nZ5lepNJ6ssYyLqQ+HdEidNzy2b/AKRv5VtZ4VX78l7O70v/AELUi9s0VY2NtQ7ZzR4v31to4WH7Ml7MB06u/QumyT889Tw32pTc8HRutpfYvIi83OPnKc4+crozxA9KLzc4+cpzj5ygPSi83OPnKc4+coD0ovNzj5ynOPnKA9KLzc4+cpzj5ygPSi83OPnKc4+coD0ovNzj5ynOPnKA9KLzc4+cpzj5ygPSi83OPnKc4+coD0ovNzj5ynOPnKA9KLzc4+cpzj5ygPSi83OPnKc4+coD0ovNzj5ynOPnKA9KLzc4+cpzj5ygPSi83OPnKc4+coD0ovNzj5ynOPnKA9KLzc4+cpzj5ygPSi83OPnKc4+coD0ovNzj5ynOPnKA9KLzc4+cpzj5ygPSi83OPnKc4+coD0ovOyUucBqe1ehAYz4hAdiS7NdTAjv6fqWjr74VK6i2UEw98pqca/vox+pYFZyd0CzRwnnDjrDFFgWnnp7PiW50EMhfJq9kVVIxrug8oaCqMk7o9mvJ8LLyl/ly/qXh+I7AZrOtOcGrNt7953lLtFhqcFHXRLqbBrvl7hK+OJrrbuk00D4tGtH8ytzifhzs9QXTWitbC49QHPJWHsfdGc1WjQYCp2/5ofLp+RR+6NZnj4WW9I4+cvl/UsrC9j8/w7SjNWXejOw3bX8JLipzfhZl8cQ5P44w9HzqXZWx7tNsbCTp51StRDdbW7bdaGWMjt1borenujGaIZuflxR7D003y/qUoufHdjC9NLarKC1SF32TnS6/kXRYfJM3VlWSl3po6XB+1h0mlVV0XZjqqeYatGh9K58cnpKxY43PilxdWOLosu6SmB8kZk/UpWOJXGQ7MGs+s/Utm8ixOnEvmjo6Ptcypr+LGSfcjKPZKf8AKMXHv46bQfTosYBxNY1H/Mxn1n6lF/dO42+41n4ZP1Kl5FiOVvkZC9rORf1+jMndZ/3g/krgsmf1Lg37yxj/ALp7G33Gs/DIuDxOY1d24NZ9Z+pQsixHcP8ANjIn/P6GTvJl+2tXBjmb1ErfwLGL+6axp9xrPrP1IOJvGoOowaz6z9SqWR4j92H+a2Q/1ejMoGmcDq9v4E1lJHvjPwLGA8TmNT24Mj+s/UuP7prGn3Gs+s/Un+AV+pV/mzke3xejMo5CHjR+n4F08mAnXSP8CxldxNYz7Dgxh+fmfqXP90xi8dTgmH8Mn6lP+CYlbyRRP2s5FeyUn5GS7o6YEg0+4+cdi45dP5ICFjWOJ/FumngRF9Z+pQP4msYOPi4MYNf4T9SqeSYtdCn/ADUyB7qXoZKmlgl/yTunmKhNDT/a5PwrG9nEvjKAEyYQj1PYNZP1LgcT2Mzr/wCxsX1n6lDySuvzJEf5pdn3yl/4mRzrfA4aCN/3yoYLSyF29kYB+ZY5/wB07jNvXwMjP/ifqULuJ/Gx7MGMH/ifqR5Jiou8bBe1Hs9fVS/8TJuEStcQ9mv3l2uEhHw2hYvHiexuf+ZrPwyfqUJ4m8an/maz6z9So/wLEN30Lq9rORLRcfoZPOjk8srV46wNDXB0o10WNZ4mMan/AJmR/WfqXTNxH4vl+Hg+Ma9v7Z+pVQyOund/YtT9q2STVlxejL2VVI3vhr+YP2xvl9K2tcLkoGStl6eV/X7wWiyXP/FEz2jwVYza4O6B/XTydiygy17qJnNl/g2iwvbclaOtpqUnZM7n6u108zdPIt3luCnhZSc+Z5l237UYDPsPTp4RO6d3dWNxXNTmrU57rxnn8gtD+MeqnuvGefyC0P4x6q2x5sbY+anNWpz3XjPP5BaH8Y9VPdeM8/kFofxj1UBtj5qc1anPdeM8/kFofxj1U914zz+QWh/GPVQG2PmpzVqc914zz+QWh/GPVT3XjPP5BaH8Y9VAbY+anNWpz3XjPP5BaH8Y9VPdeM8/kFofxj1UBtj5qc1anPdeM8/kFofxj1U914zz+QWh/GPVQG2PmpzVqc914zz+QWh/GPVT3XjPP5BaH8Y9VAbY+anNWpz3XjPP5BaH8Y9VPdeM8/kFofxj1UBtj5qc1anPdeM8/kFofxj1U914zz+QWh/GPVQG2PmpzVqc914zz+QWh/GPVT3XjPP5BaH8Y9VAbY+anNWpz3XjPP5BaH8Y9VPdeM8/kFofxj1UBtj5qc1anPdeM8/kFofxj1U914zz+QWh/GPVQG2PmpzVqc914zz+QWh/GPVT3XjPP5BaH8Y9VAbY+anNWpz3XjPP5BaH8Y9VPdeM8/kFofxj1UBtj5qc1anPdeM8/kFofxj1U914zz+QWh/GPVQG2PmpzVqc914zz+QWh/GPVT3XjPP5BaH8Y9VAbY+anNWpz3XjPP5BaH8Y9VPdeM8/kFofxj1UBtj5qc1anPdeM8/kFofxj1U914zz+QWh/GPVQG2PmpzVqc914zz+QWh/GPVT3XjPP5BaH8Y9VAbY+anNWpz3XjPP5BaH8Y9VPdeM8/kFofxj1UBtj5qc1am3d16zzB6ZCUP4z6q4917z0+QSh/GfVQG2mCTWVo9IUxWrbJnupec2YebuCcAXTJOjoKLEuIrbaKmqbz9YIqipjidINW6eKHk9enRbSUBqWzZw3h+bNPGU0tthc9+ILi5xLG9SamTU9ipTwXw38VQfyG/qVwM1mFuZmL5C0aez9w/OHqlNzTpo3XX0LHcrbk3SV2Sh2GbEx2+O1QkDyctv6lwcO2So6ew8LR5zG39SnUjWtjOuod26aKYYVwriHFdUKe3Uh2E6FztWhYGPx9HAw4sQ7Iy8LhMRi5cNNaFLMwxYne9ex0Dz27RG39SiOEcPD4VshH+w39SvpQcPM8oBq62WGUjqWEH+dTCThwoxFubeqt0nmIGi5ar23yum+CDfkbf/AKdxPDe5j14MYbb0NlY707G/qXPgvhv4qg/kN/Urr3vI3GFv3zW9kc0EY3OL5NDoPQqAqopKOpdSVUD4pGnQ7mkD8JW+y3PMFmmmHnd9Hua/E5ViMLrNXRJ/BfDfxVD/AOG39SeC+G/iqD+Q39SnEbOZrtaOnnRzC3taFu3K2hgSSirkn8F8N/FUH8hv6k8F8N/FUH8hv6lNQQT8A/gUew6a7enzKnjuRuSfwXw38VQfyG/qTwXw38VQfyG/qU0MjAdCP5l2siMg1aB99SpXdkNiTeC+G/iqD+Q39SeC+HfsbVBr5Pe2/qU4LCGl23oFC5wiZznDxQfIOqhztfuFtLkp8FLKRrVWyBnzxtH6FCzCVhlOyCyxy/6LG/qVeYXwBe8dytqqBpFOOp3HadPmV/sH5VWOzUTe+qRks7R13N8q4fOe2eGy18NPVnRZfkMq0eOpoYq0+Vc1W0S0GEXvDuwiJpXdJlNcadu+twa8MHaeS0LNClt1LSgNhoYo2t7A1dtVSQ1TCySBjgfIVyMvaLjHPRaG6XZ7DNamDNRgbD0DgJrCIXDt3tb+ped+E8OOOkdug/kD9SzEv2WVmv8ASyE0scUzR4m1vaseMeYHuOCbh+zYdIXnxSzxuh7F2HZ7tlRzSp7rEaSNPmeRrDrjorQouPCmGWQEOt0Bf5tjf1Lr8F8N/FUH8hv6lNnQNc5kzHatPXQqLYf3oXaqcf07HOPoSfwXw38VQfyG/qTwXw38VQfyG/qU42H96Fzy3fvQp4yCTeC+G/iqD+Q39S8s2EcNte+c26D4PQbG/qVRbD+9C8daCAdGj0qbsFCVGG7Yytjnit8O3mtGnLHZr8y2WcPuV2AbplLaK6rwrSPmeXbnOgYSez0LXRXQB88Okz2++s6D51tJ4Z45Dk5Z2u6tBdofL5FVBtshky9p/Ln7k6L6PH6qe0/lz9ydF9Hj9VV/yE5CvFJQHtP5c/cnRfR4/VT2n8ufuTovo8fqqv8AkJyEBQHtP5c/cnRfR4/VT2n8ufuTovo8fqqv+QnIQFAe0/lz9ydF9Hj9VPafy5+5Oi+jx+qq/wCQnIQFAe0/lz9ydF9Hj9VPafy5+5Oi+jx+qq/5CchAUB7T+XP3J0X0eP1U9p/Ln7k6L6PH6qr/AJCchAUB7T+XP3J0X0eP1U9p/Ln7k6L6PH6qr/kJyEBQHtP5c/cnRfR4/VT2n8ufuTovo8fqqv8AkJyEBQHtP5c/cnRfR4/VT2n8ufuTovo8fqqv+QnIQFAe0/lz9ydF9Hj9VPafy5+5Oi+jx+qq/wCQnIQFAe0/lz9ydF9Hj9VPafy5+5Oi+jx+qq/5CchAUB7T+XP3J0X0eP1U9p/Ln7k6L6PH6qr/AJCchAUB7T+XP3J0X0eP1U9p/Ln7k6L6PH6qr/kJyEBQHtP5c/cnRfR4/VT2n8ufuTovo8fqqv8AkJyEBQHtP5c/cnRfR4/VT2n8ufuTovo8fqqv+QnIQFAe0/lz9ydF9Hj9VPafy5+5Oi+jx+qq/wCQnIQFAe0/lz9ydF9Hj9VPafy5+5Oi+jx+qq/5CchAUB7T+XP3J0X0eP1U9p/Ln7k6L6PH6qr/AJCchAUB7T+XP3J0X0eP1U9p/Ln7k6L6PH6qr/kJyEBQHtP5c/cnRfR4/VT2n8ufuTovo8fqqv8AkJyEBQjMncti3U4Sof8AwI/VUXtOZa/clQ/+BH6qrcwya+LponJl9CApK05U5f2650lwosMUcVRSzxzRSNhYCx7XAtIIHkIVw1LIIpBKwn98FM0BqyzQBGZ+Lo3kPBvtwcAP9YeqXhY/mOk5Bja3sLl5868wqGjzYxlT0LXvmhv1xjcC06bhUyA/zhW7qsc4iuFMIWRNjEvTVpOqsrDVFxuXJXJhKFSUYd5e7AGEK3GOIWxzN3Ube12nTUeRZQ4dwzZsMwNt0FM1oA03hUJw94bbYcIRTVur5qjSbcepGo7FdKVrZiTodvn8q+ee1Ge4jH4udFP4U2enZfgqeHpxcVq0QctsbzFCNWHru8iOjUVM4AFg10HnXaQCuSlJt/CbG1jyui3eIW7gemnnVAZk5VWzF1vkkpYGwVcLT106k9vkVxnAgEs03Ds1TrsD5NN+njgLMwmPxGAqqrSlYs1aUa3wTWhr8xZcb9hq6SWuSlka2B2gdoOuilkWNbuTuFK8/gWT3ETgCjr7W/Edto26wjdIGt6nQdVizb6W+Xlwhttmn1PQEwuA/Dovo7shnOXZhlqnjKvDJbtnnOb5dicNiW8PG8WTA43uDBrNbZSPvKODHj3NcBbpW9eupCqiw5C5lXoNkNHCxruuj5NPyqsaHhbxLK3S5GKJ/k5coPRZGN7V9ncNenKtfwIoZRmVdXcbItbHjGmLgZqN48/UL2+GNnkYIwOS7UeMXK7DeEyrkZ49YR8zwul/CNVRkviqeY7ToHSDRamXbLs63pUZkLIMc90W+o8Q2msAhjrYgPKpnZLd4RXWGgopGys5jd+0eTUar33DhYxlTNfJb3Qjze/AKtcocK3DK2qfVYktnfJdq3VrDJpqNPIsHPO02XPAN5fO8mZWWZJiqVZ/iFeJfDCGGLXhy2thoNgJaNdFPo4ZXNcS8D7ykdtxfYLiNkRfAT9tbs/KpxTzQynxKlr2n964FeFYv39WTq1TuIR93HhQDCBoTqmwr0FjB8HqE2tWHxlS2POW7WF5OgCpnG+FaHENjqzUxNdMyJzmE/N0VWup+ewxhwGvpXmkaJWOa5vikbCNFk4XEVaE1VpOzRTKMasXBmFj6OSlnlpZej6Y7SFxofMqpzKtgtuNLkIwBHLMToqa269RqvpPJ68sVgadWW7R5nmNJUa7ijr0PmURb6FFtC5IC2ZgnQ5q8Va3tOnkUxcF4q0Dr8yvLYFL1g/ZEX8Kz8q2mcMo/wCJ2zjTyv8A0LVvWAc+L+FZ+VbTOGIa5PWjXzu/QqqWxDLn7fQm30Lv2hNoV0pOjb6E2+hd+0JtCA6NvoTb6F37Qm0IDo2+hNvoXftCbQgOjb6E2+hd+0JtCA6NvoTb6F37Qm0IDo2+hNvoXftCbQgOjb6E2+hd+0JtCA6NvoTb6F37Qm0IDo2+hNvoXftCbQgOjb6E2+hd+0JtCA6NvoTb6F37Qm0IDo2+hNvoXftCbQgOjb6E2+hd+0JtCA6NvoTb6F37Qm0IDo2+hNvoXftCbQgOjb6E2+hd+0JtCA6NvoTb6F37Qm0IDo2+hNvoXftCbQgOjb6E2+hd+0JtCA6NvoTb6F37Qm0IDpa3xh08q9C42hcoDStnDbXNznx3KW9HYmujvw1Ui8FoomzV9I3T7JVZnEGPzcxuP/uO5fnMipegq20dxpXE9j1v8fxLBT4P5H9DCwn+vT8TPbBVIKLDlvYB207D/MqnYfFVK4Jr21+HLfI3sFOwfzKqGHxV8V4m7ryct7s9uS+BEJPjFFCDq8qJWUGEYNXHXyouXnZtUrqCTYntgqsO1sJaDujd5FIsu8O2mGyR7YYjNGAHeKNQVWlY5slDLE7ytIVG5ftk78vEYdq2KoDQPN0WfQm5YaUegWq1Kx8aKQtbGA0Adg0Rh3alRuc5zXdOui64mFrAT5Vr4vRjZEaIiEDQeZQOhieCHRtOvnCjRTcEluGDsP3RpFXEGyHscDpoqfmw1fMNO59qqzUQjsjaOqrzkjTWTT9K6mBhcWwbnO/zx0WVTxUrWexR3lPWPGHfbhR3KI0s7ejmvPVVG5hc0PHVp66qT3/Ckd6je6NzYKyMdrCACVT2HcV19trzZL4wtjaS1sjgevkHUquVGFZcdPcrT6FcBsu4Sana1RyyRBoI8vRJJQ+AinO5j/guHlXlr5I6G1T1cz9OUwv/AALGhCdWXAuout2Y0ZpOjqsaXSAke9zEKi38yN3LjOgUlzEx3M/HNxr4SXRyzFy4tmJqS5NHMkDHH06L6YyHAYjB5VSc1yPMM2xNKpi5KPIm7i6PqRuK7CdQCkEjQNWjeD99HLPatqYNluiB3apfXfCd8ymDu1S+u+E75lehzBTdZ+3xfwzP95bTuF/9x60fO79C1Y1n7fF/DM/3ltO4X/3HrR87v0KulzIZdhERXikIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiA02ZwFzc4cb9e3Elz/OpFShpnd8RzSdQ06qtM4WxnNrG7vKMR3L85kVFGWSQ7QDoF1caSqU5Rls1Y1an7iUai6mX/AA+YrbeMLmimn3zQybW+cNAV4oZo3jaHgub2hYG5XZkyYHxFGJZD3rJ0d85KzLw1iG2Ynp4rlaqxjuaNS3eF8odtuzlTJMyk5L4Jaqx7Bk2PpZhh4py+JIqpoa9plafLpoi55TI2Da7UnqQuFxLdzaAdq5kAdpr5FwO1cuQHW9ocNpHQhSbCtjntV1uVTJqIKqbeB5+inTu1RGq5mkTW6beh6KuFRwTitmS02rHDXSGd4afEPkXO5xJBPQHouejB07VwdO0KgBERQQEGuvTt8iJrp1KAje7aP2T0PpXX33HH13gN86l91vFFQtMj6hg0+xe4a/gUgkx/zzyKC01D3dm8wkt/Cr1PCznqkTbQq8S0s55kRD3eTRSPE1jo77Rujkla2sZ40fTr07FKPZ/Gc7JRSUNMwR9mrNNVG7G1dRMZLc7W8yAgExwkj8iyoYadJqUXqUanGDr/AHCEjDF4gdBNTe9xyPP7YqXz6zKosLWiS0snAqJ2bT16kEKrMQ0gxTRsvFmY+GsLS5gI26lYf5p0+KqO/wAgxZHK4a6RnQkaa9O1dh2Qyajm2Zw99JRXQ1ubYiphsLxUlqUZK9ldUmWZn7YdRqvLLbXiTfSuLSPMopjKNZdu0fYBd9OZS3eSvqmOFp06SoqzilZHjspzlUlOe7Z77biqusgDKuYub2dVWFpvFPdWCaNwcNNSNVQD2wVB0qAoZJq2zzNqLa4uhGm4arT4zKYy+KBkUsVwuxc+ZnN6xnZp5FLazXQlw0Oi81jxVR3anbG47JgNDr06r01pLgSSOzyLRVKcqPwMz42kuIpqu6TxafbWflW0/he/cctB9L/0LVhX/t8X8Kz8q2n8L37jlo+d/wChKZLLsIiK+UhERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQGm/OGJ3tuY38ftxJcj+NSKl3zMpaVw5YJI7VVWcLtM3Mb/wAY7l+dSKja8+8Hr5F1sfihFM08or8vIpapnIq3Plk1aT0b5j51c/JrMzEuHr7DaqJ8lRFK8NDA7TRWylp4pQ6Rx0IcrpcM1mju+ZVKJWbo4phu1HRcf24hhoZTWrV4J2WnidD2cnVWNjGm7LmZf2fHM8TIzeaUwsewO5jjr1PkVQUuMLDVnbHWt3HyKCptlvd71LTtc0eKAGqClwlbd4mZGWr5TnKhLW1mev1FF6oqGndHUx82J+o01XJOq66elbTx7YidB6VGsWSsY5wRquWBrNfF6lEVIDdQSSddVwGkAu1XKjZoY3AqqOouQE6M3BcAnZvI8ui4YdTtUFRW0MTeTUzNYCddSdOqmnB1HZEvQ7i09NAuAWbtkj9vRU7eMVm1TtMtLNLT6/Cjbr0+dS2rzGopGGO12qtMjgW7nx6hpPlPoV6OErS/KiLo9+JKPCLQ6svDY5Z29Yw7tcVL48YzsgbQ4ZtHfB06sadNB5SrG5lcQNnwDdorVXUlRer3I8hkFA3mhru0at6qv8g86o8zJJbfW4bqLVVs3ECem5RLQPmXS1MlxuFwv4mpBuK6vX0MVYyjOfBFlcGlxjemsfTVUtuHlA6qCTDOLntMMuJJZRprt2qsY4pYZy4HbGT0C73GJzjsd4xC554yd7LRGRzKPsNzrbU40l1h2NpTtFQ46ffUGOsE4azGt4NTHDLIejJ+0g6KgM58j79mxdqKCG/VdvoYi4VHe1S6FztezqCFjnQ5hYv4WM2IcFYprau4YenDHMmke6UtLz5XO18i6rKcpeOp/icFWtXWvCazFYv3M+GrC8XzKnzLyOxJhCpfPBTyVVCwkskA0BCtaxzxMaZ+scoOhjPmWclPnPlljGjEZvtrnhkHiRmVheB6VbrOLJKyX62vxPhaSIOiZzHcpw00A9C9E7N+0HH4GrHL83paN24jncz7PUMTB18O7dxjFLTyPl5O3R/k9KNkfE0xfY9halXFXU0bzVPa7kna0R/C0XGhLQT5QvboSjUgpQ1T1uefzpToVHCatY6GMbTzc6lbyneXRVLbL5FNCIKyXR4+yKp5zVLLgyVshkjeRp5isHG4KFaDaWpepVpRer0KwrWNfPCWO3NMrOv31tN4YBtyetDdderv0LUnZ7waowUrneOJWDr86218MDXMyetDXHyu/QuaUHTlwyNlxKcbouwiIrpAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREBpwzha52buN9B/zjuX51IqJuLwyAg9Doq5zdP/G7jj+Mdz/OpFQN3I2FdVCT4UaiW7KeIfJI7Q+L2rIbhAtzZLxcrjG3c6nLDr5ljw14a53p6LKPg+onQUl3qdOkgYfyLzz2nYh0cikl+qVjrOyMOLGXMnoYjO/qdOmq9sTXM6OedF0UR16r1L5fvZ3PUKjd7HJlczxWR6g+VcIihu+paCIigBAHk+KOiKM6tgc8eQgIL2IOjN5Pa0alUNGW4ixC+F4D6SnDnSE9gLeqr3WPxi/7MaKgMxoW4ZwXc66jY/nVcghBjPUbwW6rPy5RqVFTfPQoqTcYtlJ43z0tlPXy4QwVZ471caUAPhBLQNezqPmVpMR4q4nq50kNiy6ltjJ2uaHRVHkPTyq9PDxlrbsG4Virq6FtZdqx7zNNKOY4NJ1HV2pV1qiOjLHNqWsbGPGLgANAF0E8dgspxDo4akp25u719TEVOddXk7GI/Dlw3YsteNJsy80GyS3ORzZWRzAHa4HzhZVU+GLHR1puVNaYoalwI5re3r5FI5MU1r651vw9EH0rToJnsDmn5iubZjNz7h3heYn0zx8F7xta7zaLDzTMcbm0/e1HZ9E2vlcrw+GpUI8MV6lWFznMa1zuY8duqjjDQ7UxAKSU9HXuvktxc/8AY0jgWj0KdVEb59DE7TRc/UjwvV6mQtjlzuXLqDoHeTzqhsxMnMAZrRb8VYbpZqhnTdINSWjsU4xhLV0dHHV05PvI8bRd0E0mILUHW6oaJg3RwB69izMNWqYZxxFKTi+qInThUVplmKXg/wAqbOXVFht1LSSk6kxs6gqmswLNmRkzBJV2y+1d3slRHypqd2jWRs069gV8a/B15pYYbtRzyuqYWklhcS0/eXgvTmY2y9utHdYmmohhlHQAdR0XRYDNq88RGpianHFuzutvAxJ4SHDKVPSxhHPXOu9RLdooRTRSu3RRtOocPOuHDaAT5VHUQGhkdbgNBAdgC8c0uxwD4nr6uyuKjgaag+KNtDx/HOTxM+J8zuI6a+ReOoYx7SQddei97GxmLe4kA+cqXVMrA8iMgtWTJN6GLa63JO4vtlbBND2mZn+8twPChVyVmTFnmlGhO79C0/3Hxpqf+GZ/vLb5wkN25IWX/b/QtJmFKNOV0Z2Fm+HhLzIiLWmWEREAREQBFjVxP8ZEnDNmnldgW65cC7WTMevFA++ey/e3sa4VEMUjjDyHiQNbOx/7YzXQjppqskKqqp6GlmrauVsUFPG6WV7joGsaNST6AAouuDj5ar03Js+Lg56fPY7UWFHCP3S2z8U+dNflF7Vr8LMZbqm42y4S3rvl9cIpGaMMPe8fLLonmT4btAwjr2rIDijz8oOGbJHEGcddY/Zo2Y00cFt7772NXLNOyJrBJsft03lxO09Gnopk+CKm9nt62+oiuOThHdaft7eexddFiZeeN/GFmwlkHic8P9ZVOzrnjFTBTXiSRtgp5ZadsUz5BSkSh0dS2TQiLTaRqfhDLNVOLi2nybXmtylNNJrmr+T/AOAiIqSQiLprJzS0k9UIzIYY3SBgPwtBroobUVdkpNuyO5FYzhB4kb5xQZb3HHt/ysrcA1FDeZbU221VY+pfKxkMMgmDnwwkA80t02n4Hb10F81XKLi7P931KU09giIqSQiIgCLHvjT4sXcIOXtix23AQxYb1forJ3qbp3jyd8E0vN38mXdpydNug+Frr00OQMMnNiZLppvaHaebUKUrri5Xt9H9w9HYjREUAIvBfrn7CWO43kQc7vCkmquXu279jC7brodNdNNdCrM8G3E6eLTKKTNR2CRhYx3eotfeAuXf2vKZG7fzOVF28zs29NO069JinNyS5K78G7fUiT4bN83ZeNr/AEL6oiKCQiIgCIpXinE1lwXhm7YwxJVmltNjoZ7lXTiN8hip4YzJI/YwFztGtJ0aCTp0BUNpK7JScnZbk0RW6yBzywnxGZaUea2B6S4U9luNXWU1KK+Nscz20874TIWtc7aHFhcATroRqAeiuKqmmtylNPYIiKCQiIgCIiAIiIDThm6SM3ccfxkuf51IqAu7vEPVXAzj/daxv/GO5fnMit3cfgldTFWijUbyZT0rj/8A3rMrhVpmxYUqJm9r42rDogbj08qzJ4Uv/dT/AGAvLfavLhymEOsrna9i42xMmX/t3WHX0r1rppujF3L5ubuz0Wo7yYREUFAREQBRCQbDCfsuqhRSDjlGZo0Om1QXK20tfRd7V9MyoiLgdruzXyFdiFx85SDcHdMhq50Q0tLbII6aiAYAffNB2BSDHlTLRWphppC6OeVkTienwjp+lVLJFygJT186luJbAL/RwkO28qRj+3p0OqyMNNe9jLpuylNx/KznDtmpbRa20UDAdG6hunTquq/Yepr/AE2tbTxxzRdY3k9QR2Kn8f5oQ5f2GoqaS2z3asZH0ipQC4EegrDzEPE/n7jbEcNmwrhWupKd9Q1rjJSAlo3AEkgrf5bkOMzRyrUpKMVzbMWvi4UXbczssgrKO1w0dZUc1zBoXFw1KmLA89WditvgSyYwbaKWfEFfG6rLQZQAQNfm1VxKbnsiDHvaT6AtDjaXuajje7MyPxQUlzFVTR1kbqWoYHRP6P1Vv7zYcUYfmqajB8skmsRLWA7Rqrg6PaSXa9U0HmTD4iWGlqrrow1dWMQb3jHi5p7zI234flkpdxAPfWnT8CuJlnW5j0tnq6TFuH2iprGPBDpC7q7qr7Ohi7eSwn/RCjPR3ewgi02667B5Vu8R2hjWpRpxoRi1rdGPTocEm5O6ZhLjLJ7MIX2puFNYByJZC5uj1K6zKXG8cBqq+gETGjXq9Zh5i43sWXmG6m93gR+8t1aHade3zrX5mBxW4hzAqp4I5Y6W1skcwsawMeWg6dCF6f2b7U59mFOMKEUqasrnMZpl2X0G3JanbdqqK0zGhrNNzTodvjfkUnmq6Vz90EgDD2a9FQdwzUpqJrhhenkM/wDlH1WkoJ9Gqoe847xBfKyKWq0Y+N253KbsGnzBeoYXHV6VnXSb8Tiq+HpTTlTVi9tUQ6WmOvTnM/3luB4S/wBxGy/7f6FpZwnd5L3boWOJ3R1EQJ++t0vCVGY8kbK0nXTf+hZGNrKslJFrD03HcvIiItcZQREQBERAYQd14y4mxdwrjG9va4V+Ab5SXZr2N1eIJSaaQA+QB00Tyf8Ao1PuJbiQjp+5w1mctDUcu4Y3wjQ0VKGybXtqrjGyKXaf30Ykmd/3ZWR+c2X9LmtlLjHLWr0DMS2SstgcR8B8sTmsf87XFrh6QtM+C8YXLiAyo4ceCWXny1VszAuEWJqV4cJaakjm3xhx8gEFRX9P+g9CphD3vFh/5nF+T+GXyt+7FbkqfBXf6VJenxR9XdFwLnlLDwU13B1xAU9sjtz6xjKLGdSWBjt9Y7mv5umm57aasqYwT1DaZg8gWQfda7nX43osmuGrD9S9tfmLi6ORxZ1Ajj2QMLgO1u+sD/8AutfIrq906yop8x+DfFYo6KN1XgzkYkoQBoIm0xLZyNPNTST/AMyxc4X8cS8YXG7lfjSqqKirpMossKN9y5kbhH7M8nlTfCA8bnVROvl736divKUa9Tga0U3K39NnLpycbefLctO9KHHfVw4f/tdR69JX8uZkpxdZ+Y+4ZcZcPGWmVgtNNY8X3yPDlwiqqPmubRxy0ULGxHcNhDJnjXQ+TzKmuOTjKzu4dM/suMvMq8NWvEdPi63PHsRPTkz1ddJM+CBrJA4EDeYyW9N20jc3XcKd7p7+7hwofx6P55bVHxbxxy90w4ZGyxte0U0rgHNBGolnIPXyggEekKzFutUpqT/NNp+Fi7NRo0pOC2pprx4mvpoUfnDmb3VzhqwueIDMbE2XV9wrDNB7J4ZoaKKRlrbM5rGiVzYY5i0PLWbo6mXRz9Tq3qL/AHEjxcYpwzwOWviiynho6C43qCz1cMFfCKplO2qkY2WIjVu4tLnN16dW6qru6GAHgvzV1Gv/AAM384iWI+e3+JmwV/qFi/OwqZzfBJdHC3g27r5CMbTi+qnfySs/mVHZcfd1b4i8CUmduVNTgXL/AA5PSCrtNgqI4Jq+9whgIkDp6eVoErg7bufTghwOm3a83u4C+LvFXFBlFiW5Y9stDa8aYKrn2+5x0kb44ZgYy+KXlPJMbiWyMc3UjdGSNA7a2+HD1HHFkHlrHFGyNjcIWcNaxoAA7zi6ADoFhb3MkBuKeKprQABjKUAD+ErlkYiPupVqa/TFteKlFfO5Yoz95ClN7tr0ab+xcLgr4rc2c+OE7MPOPHc1odiLDdXdYKB1HRcmENp7fDPHuZuO7x5Ha9eo6Kx2RPEp3SfjOwGX5NTYDwZHYqiWmuuLbhStDK2q3CRkEMT4qgNLYnsDhyXDscZAXBo9/cxP8X1nD/2jf/8A0imV4e5FRxs4M7S5kbWukvt0c8hoBceaBqfOdAB8wCSgnWmuShB+b0ZVxNUYNbuUl5LUlHBlxX8Ql34gMV8I/FVbbTJjLDdA6tpbxQRMiNWGcsne2PSJ4kimZKxzGR6AODm6nRsmzZ4ruKTPXiKxBwz8EcVitEeDC6HEWMrtAyaKnqI3bZGjmMkYxgkDodOTJI9zXloa1pcobaAO7K3TQduAm6/RolKu5j3S3WLiJ4n8AXyVtHieXFb65lHO1rZpaeKsrGyPafhPa10sWvaBzGkfCVFP+Nwt/wAsnpzcZcP01fh5ky/hcVusVryUoqX10XiUPnRxc90P4TLrh3LHOKXBV9qr/co5LbjGlt4dFX0odsnpzGxsLA9hkhP7XG5oH+UDw4bTx1Gq12d2IxLhuPDuUGDpKiB2IKjGDLnDEHayMo44zHI4jyNdJLEAT2lp010OmxMdg+ZVp8VFSe/FJX62Ufpe3+5S1w1bcuFP5y/sa++7R9eH3AoH3d035lVqsOLDjgxRgzGdl4auFjD9PjPOC7Swx1EXK59LaI9A4tmAcBzC3xnbnBsTNXvI6BUX3auN0vDrgmJpAL8cQNGvnNDWKwuE8HY97lRxJYRxzmJe48X4GzLt3sfiG/xW9wdSzvkbJO0Oc58hfE8Ry7iQZo9+jNzfEpo2l8E9I8Xq+FWXdtq+8qqXiuKOrUflxavvt0M3OITiPzD4OeFWmx/mpVWXGOY9bPHbYGUVK+ktjrhMHvDQ0EvMEMbHkklrpCwfte8bLMm092JxHhaLNKgzHy5s7p6NtxiwVHb6cVDmlheIC6aleGynVo2mpA87mkHW73H3xe33htyjw7ecrLfbL1iPHdeyhslRUjnUccJjD3VADXASkhzAwbg3V4cdwaWutnFwvcf+NMKG65+cekmEKSOHvy50+GrdFA6ngYN7w6rg71DCGg7nAOYOvw29tuTfxzatZ+CVldq3PdNlat8EVrdX6t3e9+W1kXB4N+KzEvFhwy4xxRjix0FsxLh11fZ7g2hDmQ1GlKJGTNjeXOjJEhaWkkbo3EEA7W4R8Ad8448aZMV2VPCe/C2E7LarvPcrnjK+w7w6rmZFpRRNfFMwuDYy522J+jXsLnRktDrudyOcX8O+eD3VbqouukxM79d0v7BPjnUk6nt7fKrn9xtjiZwk1j2RMa6TF9wL3BoBceTTDUnynQAdfIAsiMf4tV/0Qfq193f/AG0LM3aMF/XNddk/srHVwkcVXErBxK3nhA4tqGz1WJqO3PrrXfLfAyE1hY0SakRhsUkckLi9rmxxuaY3Nc3UkMj4h+MLP/F/EPUcInBnh60y4ntkAkv+Jro0SQ2wkNLy1rgY2tiEke572yFz3ctsZcBuk+Kf8cthD+Icn5tWKVcDVxtti7oVxQ4VxF+xsQ3W5T1tujn6ySUjK2R79jj5CyemeG/vQD2NVuK946alzjNu2l3GTS8tNbFyT4I1JR5SglfW3Ek36crnjxjxF8f/AAOXixYj4qarC2amXd8rY6Kruljpoqee3yOaSWMMcFOA/Rr3tEkbmyBpbvYTq2/HGTxxUPD/AJd4QrcrLNT4zxhmaG+CNK0Pkp5ontjLalzY9HygmaFrI2lrnl/QjaVKO6yX/D9o4LsT2y8VMDKu93G10drie/R81Q2rjmcGdOpEUUrj6GnqsU8cPZgPNrgHveZLHUtrpcKWeCWasOsUNQ0xaFwcRtMZlp3OcfgjafsVFP8AjSjTf86jddGm/tp3CpalF1F/K3Z9U0vv6roXWxFW92ByzwdPnde8V4AxHSUNOblX4Fgt0Ek9LThoc9usUEbpDGN+5sdU93TxTISqxx3xH464uOAPEuZuQT7DYLnDQ3KjxtbLzI6Y0tHHQzGshp3MYd0r2vhfE5waC13jbSCFm1iG82jD1guV/wAQVsFHa7bSTVdbUTuDY4YI2Fz3uJ6BoaCSfMFq27n3BM7gN4nLrS074LPVtvooYySQ3baNXAdAOjXxDXQdnYNFbqPip1I8lG/ztZ9U/wC5eoR/i0pX3lb5PVdGvui5vckKHiKbk9Ya67XnBz8n3xXVtsoomS+zTK/v07nSHYI+VuE5Hjk9W9PNsMWIfcowf7iLBf8Art3/APUJ1l4r9XdLuX0MWls33v6hERWy4EREAREQBERAacc5P3Wsb/xjuX5zIrd3H4J+ZXFzi65u42B7PCO5fnMitxfH8vpGfOuqX5F4GoX5mSY/CPzrMjhR/wDdT/YCw41aHeN9mNB/pLMvhYoa2kwhrUN0Lo27emi8o9rMo/4dTjfW53PYyL/ESZkBT/AXcoIWhsQ6dfKo184o7+WrYREQgIiIAiIgC5aAT1XCA6IDteebCW6di89S6ZtKYY+gcNuvm1XYHFo2jsXO92mnTRSnw6oixIYcJWaljdU1vv8AJL2lzdSV20WEsMWuYVtHaoI5XHXc1vU6qbMAjlMwGrj5+oRgDJHSjtdr29iypY2ta1NuK6Jlt003dojf3vKS7Usd+9A6KFsRadWvJC40GuqiJLhoVjX1uXVpojlznO+F5FCuA0Ds1XKhtt3YIo9u8buxQuY6SPmNfo8E/gTQO6FcCBgcXDXU9O1Tey0HMxg49aG81OWJfbWvcNg3kf6RWtIh8UnLklcx/ljHYT6Vu1xjhO0Y1w/UYevVOJaaZhbp2EHQ6dfvrWrnlwi42wFX1Fdh+hkudG+V0gbBGSQ0nXTUr1/sHnuEp4f8DU0a2b03OL7QZfXnU99H8pjy6SWIaOp2RA/ZMOpKgdVMp2yu27i9ugJUynwtjJsnIZhavie3o4PaD1VVYFyLzDx1d6ejhw/V09MXjfJJFqCPL5V6TWxWDw0JVZVI6Lrc5WnRq1JqEYvcqPLOwV8GGfZd8Z2PqoSD85W6ThMfvyTsp9L/ANC1s4/wXS5WYIteGQ+MVUzoXvGnXUO0P5Vsm4S43x5JWUP+Fq8/kUZVjY46g6kHdGVj8P8Ah5qJeNERbIwwiIgCIiALELKHud2F8puLTEXFDT47NxZdqi51tvsDrQIhbqitdrI8VPOdvDWvmaBym9JB18Xrl6iRfDLjW9mvXcP4o8L20foS7EdgtuKsPXTDF5p2z2+70c1BVROGofDKwse0j0tcQsa+CDgWtPBlBi2SLMB2L6/FUlKDVOtIoe9oIBJtjDedLuJdK4l2o7G9OmqylRI/C21u1byEviSi9k7+Zj3xPcJg4j8c5T4zOPzh72r777Nd7exXffsj79TScrfzo+T/AHtpu0f8PXTp1jzZ4UG5o8TGWXEUcem2HLmKSL2H9i+d3/uc8g8/mt5WnM+1v7PIsgUURXC4yW6d14kyblFxezVvK97epbviFyjGfOTGK8oTiA2PwnohR+yHevfPe+kjX7uVvZv+DppuHb2q0ePOCYY24M7LwjDMw0XsPT0EHhB7Dczm97TCTXvXnt27tNNOadPSsoEUOKd++3yvb6scTVu6/wA7X+iJBgDCrcC4Ew5ghtca0YetNHahUmPlmYQQtj37dTt3bddNTpr2lWX4ZeEZnDndM1bmMwDiE5m3p93LPYrvT2PDnTu5evOk5unPPjeJ8Hs6rIdFcnJ1HKUt5XT82m/mkURioRjGO0bW8lZfJmM/DDwYN4cOH3F+RJzIOIhiypuFQbp7D96d7d80kdPpyefJv28vdrvGuunTTVVjwjcOQ4V8mKLKIYx8J+866qrDcfY/vLfzn7tvK5smmnZrvOvoV50Rybk5c2kn4LYmy4VHkm2vF7mP1NwoNp+Mmq4t/D0uNTYBY/B/2L02kRtZze+eb1+Drt5Xl7Vi5mVlpw58Y/FJi2gypzJxjknnvgOrfRVt2ZBHCLzySYXVFPHHUslkc2NobzGvidy3tLmuGmmyRY38QPc/OGfiQxFLjTHOFK234lqWMjqbxZa00s9S1g2t5rSHRSODQG73ML9rWjdo0AW0uFx00V/HV3+rdyu91Lq7fJWt6Ja9xro4ueGrDWWGYeV+Xz888TZt52YwxPSMulddKwv73ohI2KnjfCZJZIy6STVpfI7xWSabR27ph0GixxyA7n5wzcOGIoMaYGwlWV+JqWOSOmvF6rXVU9O142uMbQGxRuLSW72xh+1zhro4g5Hq7xWpqHe33a2Vl6ebuW+G83PuS9Lu79fSxj7xo8Jw4vsvrFgQ4+OE/YW/RXvvr2L7/wCdsgmi5WznRbdedru1PwdNOuorHiL4fcIcSWTt2yixiRFFWxNkobg2ESS26tjHvNTG3Ualp1BbuG5jnsJAcVdFFbavHge17+en9kVpuMlNbowxuHc46bGPCta+GnNHOWtxHUYUrpKzCeJIbP3rPa4ywtZTSQunl58Tdzxt3s8TY1pbsaVJKTue2fWK7Nb8vs7eOPGOJ8v6JrYqix2+3d4zXCBo0EM9UZnuezs1Egk7BpoQCM6UVTd25Pnv38im2iiuRi9wr8EbOFu1Zl4VsuZsl5w3jqczW6gltHJks42ysAM3Pf3weW+JpJbHqYtdBuIFW8HHDC3hKyikyrGNzioyXaoupr/Y3vHrK2Nuzlc2Xs5fbu669gV9EUqTje3NJPwW373IcU7dzb83uY+3ThObcuMq08XBx6YzarA6yDD/ALF68wmOZnN7553T9u128o/B7eqpPij4AsM5947oM6cA5hXjLLM62tjYzENpYXtqGsG1hlja+N/MazVgkZI07TtcHgNAyuRU8or+Xbu1b+rZUtG31379EvokYLWruaF9x9mFaMe8W3Ehfs3YrAQ632WWgFFRjxg5zZBzXgxvLWb2sawu2jc5w6LIfia4WMr+KjLyLAGYFPU0gt8wqrTcre5sdTbpg3brHqC0sc3xXRuBaRp2Oa1zbxIkkpR4XsTFuMuNbmvip7mfn1inC1DlXmPx14rveXtG+MSWeO0vZJPCw6siMj6p/it6bQ/mNbtbo3xW6Ze4K4essMvskXcPuF7M+mwlLa6m1VEZeHT1LKhjmzyyP08aV+9xLtNNT0AAAFykUyfFFxfPfvIj8MlJbrbu8DD3hH4Dcb8KWPZrrQcTN/xHgg09XDBhCegkgpGPme1zZiO+XRc1uwavbC0u1PwQSFmEiI22knyISSu1zCIigkIiIAiIgCIiA04ZxkjNnHLvNiO5/nMitbcJ+dKW69iuhnUWwZp45L3absR3PT6TIrRyPcJXP2khdV/8afcamOsmTOwWeW+3ejoYW7nGZhI9GoWxDLPDMFhw9SUjGBrgwBw0WGvDRhuov2NhVvgIp4mHq4dNQs77dGYhy2DUaaN08q+cPapmrxeYLCQekEeo9lcN7rBOrbVnq6aEDyFFxG4EFpOj9fgntUW0ryk6RO6OEXO0rhCQiIgCIiAIiIAiIgCLhztBqBqoowHjXdofMps7XBwiaaIoAREQHIUSgCi3BBYHsXQ6Cnq4H09RTR1DHagiVd+5QBjdusrgXeTToqoNp3i9SJJNWkinZMuMv5Humq8NUZlcddRHr+lQDDNss8RjsltpqdreurfFKqSdxijGg6u7PQqNzBvEWG7NPcp5dCGE9vb6Fn4ericXONHibu7Fh0aME5qOxiHxJX6OvxnRUkkpkfA8MI7QDvC2T8J5c7Jqzlztejunm7FqUxdd5L7imoukh376xrmDy6EhbaeEotkyWs8wjLC7cNCfmX0/lOWrK8qo0+G0nueZY/F/i8TNrZF5kRFlmIEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAaYc7auM5r47ZMdSMSXMN+lSK1dTX0dup5amsma0AagEhVLxE4gpbBm1mBUV9Q1jhia67Gk9T+ypdFilivHFxxFVO9+dHBr0GvkXQV8XGFFJdDAp0nxPQzj4Ps4MOtvtVQVsVUQTIA6GAvA9J0WdFmu1prqdk1FVulAGrAOrh84HYtZvc28UW2LOg4cvzozb62jlYWv8r3dO3762aY3yJxLgqplxVlRO6aKL3yS2RtL5JR5GgnoF4r2t7GSzSrPH4eXxPVo7fKs9eGorD1FoiaHbE4Q6NcXDfu+y+Zcqi8NY+tl1rDRXiE2i8MG2ShndrISO13TppqqyDmnQA9q8axmCxGBqOFeLT70djQrUqsFKk7oiUC5LmtOhOhKbSToB2LE2Vy+cIotjy0uDToO0qEEEahQAiIgCIiAJrp1PkROg6lSCGappYac1MsgYGjUgnRea3XejuLyyn8nl0VL32Ga83lltjqOSx7tuh16qoYLPS4dpW6SDxtAX+krLlTXu+8p52Jm9u1xaTrouFDFoYw4PDx++HlXO5vnWJZoqRyidvYmh8yWYCLna49gXGo7FS0VIDtXNTCGPDifICoQ4Hdofg9D6FxO+SSPnPBDW9pPmVUHKLvEi/xI6ppmxQvqapwbFGNepWJPEbmo69XCTDdqmPJh6uLT26jT9CuDnpnTTWmjksForGvncC17WHqCsTaueasqJqud5e+bXc4+Re0ezrsdUxMvx+LjaPK5yHaXOVhYe5pvVkjmc0V1KInbjzWb/n3BbhOFLQ5NWdzRoDu6fgWnoU7aaui5LxK58zCQPJ1C3CcJ5/4lrM0/CG/UfgXtGZJJRhHZHAYfilJyfMvEiItSZoREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREB84PFfiqpu2feZNA5x202L7xEPmbWyj9CsvqSdFcviQkbHxF5qlw1PhtfPz6ZW2Y0yuLgrkp8egKuyzxvX5c4vt2JLc8tdTTRyPIPXYHAkfzLfNwmcTuDM9sD0lTTXWOK4RxN50Ujwx7ifQTqV89wLnt5Z8/4FX+U+cWMsnsR0t5wddZY5YnhzmMPwtFbB9A2Z+QeFMwIjXwB1tuDBubUUoDXv07ASrCVU2MMpLkLNiuhlq7Nu2xVcTHSy7R5XaDoVSHCx3S/CeYQpsO5h1sVqr2tEQdUSgmRw6dg85WbtVBhfHOHzIWRVtFWs1BA6OHzrR5xkeEzmm4Vo/F1M/BZhVwUk1+UsHDW266UzK6lq2zRkBwETg549BA7F6Gt96FRC54Luu2TopLjrh+xplq6bFWV9xfLSFxkltkTCSQerjqfOpJhbNyz3sNteKWttV3b4pp5neNu8o6LxDPOyWNyeV4x4qfXodxgM3p4yy5lcNjcG6l5Bd5Nei42lvikdQoYJOeQQNW9rXecKN+u469q5BtX0NztocIiKAEREATXTrpqifMgKfu1gqay9UFzpzy2tl1fodOmim9zt8N2oTQuqHtI6gg6dQvS98hc2N5039GhDTCH3p0J1Pja+hXveVNO4aFGstOLrYBDRyRTQs+CZJOp+dHXbGUJ2uoKY6eXVVfvj11jkA/zVyHOd0czp59Fd/EvnFFRR3sjjup60tFR9O3c7RRNnzG/+it//iKsA1jPg+VRB2vkUrFP+RElGy1eYcLDJLR0O0du1+pXkrcWYts1KJ6igpjvOjdde1V/72f2zQN8uqoXFl0bd7nT2Kj0cY5A92nmV6hVVWWsEU9x2UuIMV1dPBUd40zROzefIpZiV+LauwVtZUvZSRwRue4tft6D51X0FE2Clp6STRrmt0Cs1xc5kMwHlpXwMrGtmq4HwtA6HsCy8vh+LxsMPGH5mWq1VU4ORg9d82LK/HN1tdxq5Jpm1JYx7uo8nlU+mEfSSllbJG9oI0cD2/MsOa25Vk9zmu8xdzZX792vlV0csc0KmCWO23aYvGugJK+rMsqfhMNDDWtZHkWY/wDqqsqneXcrWSMq6eSDoTMzX+UFuB4THB2SdlJ+F42v8y0/TVAq5qWrpurHSsPT5wtv/CW0e0rZneU7v0LIzFWpxMTDLh0LyoiLUmYEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAfM9xK/4Rman8dr5+fzK3AcR2HRXH4lf8I3NT+O18/P5lbhANSOuq5a5zTuaSD5wuEQHqt1fUW+pFVTVEkMrerXsdoQfnWXXC73QDMLJ6tprXiCukuNqYWtcJy6V4aPMCsP6doc/QjX0+Zdh2tnJbNqNfhoD6JskeKzLLPGzQvt93giqnsG+CV7WEnTqNpPnUwzc4d8I5mUYmhZ7HVwaTFPR6R7jr2lwXz5YGzHxXlxdorzhK8zUk0bg7ew9uh10Wy/hS7qJT1UVNhPOaYRE7Y2V9RL8L06D0q3Vpwqx4KiumTGcqesS5d1rMy8ibwyx4ytsldZQ4COppWOmeGn98R6NFcjD+McL4np2VFrrjK6QbhEHAyM9Dh2gq/wDbq/Bea+GmVVPJBdrdUs1aB2EEDosfMecJ1xw5cKnE+TNe6x1dQ8zSU0DNxkP/APA0XnWe9gMPjU62EdpdDo8v7QVKSVOpsT9k84JjLI9mn+0uoteA4wkHU9dT2K0UWbt5wLcW2DNaxSWqqLgwVs7v2zzdP5/vq61nraG+0sVwtlax8Mzd7XN+zHnXkuPyXG5fNxqwenM7GhjMPXXFTZ7GNEkZEh0d6Fw2MsaQDqPOo3R8t2yb8KPOnisPirUJOV78jKv0IERFBIPUhx7R2LkucTqXE+RcIpuDjY0dQ0LlES7ARES7B1VQLoHNHaei8NowxT2yR0jwJJnav3u6nQ9VNGt3OAKjf0Al3auPi/eVSnJpxT0Ibd+FEEnKj1kkk7GlxJPZotZndBM3IcV4gZhO2VR2ULw9+x3Q9NCP5lm5xC5n0GW2Cq2udVNZVPjIjbroeuoWnHGeIK7E9/rb3WzulkqJn6E+bcdPyr1D2c5LKtiHmFVfDHY5ztHilRoKnF6skErzJGNT8DooqGrNLMJg4gt66rqLNOh++uvQk7dO1e1uTUrnCSWiMhcrcUMusMFJLKXOE0YGp9K3e8JwDclbMzzb/wBC+ePAd8qLLiCjAeQx07Nev+cF9CvB/OKrIuxVIPww78gV6tW97FFtQsy9SIixisIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiA+Z7iV/wAI3NT+O18/P5lbhXH4lf8ACNzU/jtfPz+ZW4QBERAASOwrkuJGi4RARslcxu0AEelRMqJWPa9r3NLT0I8i6m6ajXsXc0sLzGT4vkKm7QMjeH/jTzWyKr6WK3XV1Zbd4EkdU50mjdeugK25cN3HJlnnpb6ajmuMVBd9gbO2oc2Nrn/5oPk7FoADxG7YRvYOuimuHcU3rCl2hvOHq6SiqIXbmvj7R/8A9oqeFXuHqfS3iLL7CGPqKSnvNqoqpkrfFnETXOGvlDljzizhPxLg11Tdspb9K+V7+byK+pLo2jzNbr0GnkWJPCZ3T652g0eD81qh00JLY2Vs8pJHk7PQAtnmBsx8J5iWqC94VucNZDKwOJYfOsXF4DD4+Dp4iKaL1DE1cL/ouxiYMxcV4a2WrMXDtYKlh2vqKWmIh08+7RVfZMW4cvDWOoLjG4FvVhkG4FZNX2x4exTBJZ75RR1cbm+PE8dCCrJ4j4UcGz1MlTgeoZh+c6l3Ij11d99eeZp7O6OIcp4SXC/kdFg+0s6aUay0JXE9jo3SE7h5C1Qxc1xLnlu3yedUhcsqc9MEue61zVmIqdvZG4hoIUouGZOIMJW6epx7hV1m73jdJqXF2paCf0Lgsw7G5jgJcPBx+B0VHOsJXV+Kxc1jY9r3SH4I1CggHOa54IIB09K1r5rd0IxM+/1FPg10kNK1xaDHKdDoqPt3dBM2LdIJJaqplZu6tMq2NH2c5tWp+8biu4xqnaDC05WTNrDnMA7CPnXDfG+D1+ZYGYB7pHbqp0NPjO2sjadA+V8pP6Vk1gLigygx7FG2yYqgjnfprEPOtHj+yma4C8qlO6XQz8PmmFxC+CWpdxkbidHeVQTPZC8NILv9HqoKarFZE2elnbLGeuocOqhlqIab3yVzYj5yVz04uMrSVn++RnJ31uRl8m8OjbtHl3KX3a70VlpZ7pPOBDCwvcHHqNO0qCsvdM6F8ouDdrBqXajosPuKHifsFuiqML2KvY+eRvKqHNd9iRodfvrbZPk2IznEqhRXj3ItYjE08JSdSbKOzsvNx4hcSXOaCr7zw1h5z4Kl8juWZXEbmlh7COqwNurhBdKmKMgthmexvmIDiAVcjEeduIqi0S4Vss8lHb5OkzmO6TkdhIVqZJC97nuOrnEkn0r6SyzL6WV4SOFoL4V83zPNMwxcsZVc29BJKXFxIGrjqVCXkNb0HQqAu8yHq0LP7jBPbbZXOutC7oCJ4/8AeC+iHgje6Th3w89x6nf+Rq+du1/8p0X8PH/vBfRHwP8A+Dph3/b/ACNRaAv0iIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgPme4lf8ACNzU/jtfPz+ZW4WYOeHAtxUYwzpx/i3DuVvfdpveKLrcaCo9m7dHzqearkkjftfUBzdWuadHAEa9QCqJ9zz4wfkh/p+1/wBpQGOiLIv3PPjB+SH+n7X/AGlPc8+MH5If6ftf9pQGOiLIv3PPjB+SH+n7X/aU9zz4wfkh/p+1/wBpQGOijY5mrdwOg7dFkR7nnxg/JD/T9r/tKe558YPyQ/0/a/7SgMeTKxjyYR0I+y6rh0u/TcNNOzRZD+558YPyQ/0/a/7SnuefGD8kP9P2v+0oDHjviQSNlY4tc3sI6aK/XDtxaZk5GXIVNuu81RbzKHSwzPdJoP8ANBOg6ar2+558YPyQ/wBP2v8AtK7Gdz14wGxk+1KQdfg+z9r6/jKA268MPG7lznpY6YTV0NDeHANkjmc1hJ6DoPwrJeF4mAlh2uY8ahwHb8y0G4V4JeOHBlzF5wzlxNbatmhbJDiC166j/wDIWxvhkzM4vsJ2OLD+b2WPP5LQ1tZPe6OZ3QdmkUx7VFiLGbb4RKAJGk6eZUZmrhe33vAt9p32ykkd7G1OjpIWuIPKd5SFSBzozD8mXlP9Nj9deC9Zt5j3Kz19vbl5BuqqaWEfs6Ptc0j9/wClSSaAMw7dNY8Y3O1yRhvKnfr0/wA4qmpXwBo2bt2vlPRZd5xcD3FTi/HVzvdjymEtJUyFzHi+W1mo1PkdUA/zKhz3PLi+06ZR9f8At+1/2lQ0OdzHwVTYyfFBPpC7qC/XS2TieguNTTua7cOVK5v5Cr9nuefGDr+5D/T9r/tKe558YPyQ/wBP2v8AtKNJqzV0Sm4u6ZIsGcW+bOC4RBbry6Zo0H7Ic6T8pU7xXxt5vYpoxS1NfDFp01iZsP8AMox3PTjBH/yh/p+1/wBpXPuenGB8kP8AT9r/ALStZLJMunUdWVGLl1sZccfiIx4FJ2KUpuKPNOmts1uN4c5kw0Jc5xI+/qrY3PENfd55J6+oklfI4vc5ziTqTr2lX4Pc9OMDT9yH+n7X/aVx7nnxg/JD/T9r/tKzcPhaGEu6MFFvoizOvVqaTk2Y/d/vMRg2jZ59Oq8zjr2LIr3PPjB+SH+n7X/aU9zz4wfkh/p+1/2lXyyY6LnXposivc8+MH5If6ftf9pUTe56cYABByg7f/6/a/7SgMfrSC650WnkqI/94L6I+CJu3h2w6NQfh9nzNWmSh7n3xf0tXFUHKL9rcHf8v2vtB/1lbeOCqbFOXeSVqwjmxbfYS70Zfvg5zKnQHTTxoS9vk86AycRSDw7wp8a/USeqnh3hT41+ok9VAT9FIPDvCnxr9RJ6qeHeFPjX6iT1UBP0Ug8O8KfGv1Enqp4d4U+NfqJPVQE/RSDw7wp8a/USeqnh3hT41+ok9VAT9FIPDvCnxr9RJ6qeHeFPjX6iT1UBP0Ug8O8KfGv1Enqp4d4U+NfqJPVQE/RSDw7wp8a/USeqnh3hT41+ok9VAT9FIPDvCnxr9RJ6qeHeFPjX6iT1UBP0Ug8O8KfGv1Enqp4d4U+NfqJPVQE/RSDw7wp8a/USeqnh3hT41+ok9VAT9FIPDvCnxr9RJ6qeHeFPjX6iT1UBP0Ug8O8KfGv1Enqp4d4U+NfqJPVQE/RSDw7wp8a/USeqnh3hT41+ok9VAT9FIPDvCnxr9RJ6qeHeFPjX6iT1UBP0Ug8O8KfGv1Enqp4d4U+NfqJPVQE/RSDw7wp8a/USeqnh3hT41+ok9VAT9FIPDvCnxr9RJ6qeHeFPjX6iT1UBP0Ug8O8KfGv1Enqp4d4U+NfqJPVQE/RSDw7wp8a/USeqnh3hT41+ok9VAT9FIPDvCnxr9RJ6qeHeFPjX6iT1UBP0Ug8O8KfGv1Enqp4d4U+NfqJPVQE/RSDw7wp8a/USeqnh3hT41+ok9VAf/9k=\n", 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\n", "text/plain": [ "" ] }, "metadata": { "image/jpeg": { "width": 600 } }, "output_type": "display_data" } ], "source": [ "img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/kahootGoose.jpeg',width=600)\n", "display(img)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame\n", "IFrame(\"https://kahoot.it/\", 500, 400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Intro: we need to control at runtime the execution flow of our programs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We don't precisely do cooking recipes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the beginning of the course we made a parallel between cooking recipes and software programs.\n", "\n", "* A recipe is a list of instructions to be executed in sequence. No decisions have to be taken.\n", "* When programming, it is very rare to deal with problems that require only such simple processing. \n", "\n", "Most of the times we need to write programs able to take decisions:\n", "* Depending on the input\n", "* Depending on the current values of certain variables in the program" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Today" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lecture we will discuss the specific statements (aka control and repetition structures) necessary to:\n", " * __IF__: Execute blocks of statements only if a certain condition holds\n", " * __LOOP__: Execute blocks of statements several times as long a certain condition holds " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Statements like `if` and loops (`while`, `for`) that contain _blocks of statements_\n", "* are known as [__compound statements__](https://docs.python.org/3/reference/compound_stmts.html)\n", "* affect/control the execution of those other statements in some way\n", "* where blocks are built using the _indentation rule_, as explained below. \n", " * What matters are the spaces preceding a statement\n", " * No explicit block delimiters like `{...}` are needed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# If statement" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section presents the various forms in which we can use the [`if` statement](https://docs.python.org/3/reference/compound_stmts.html#the-if-statement)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choose whether executing a block or not" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In its simplest form, an `if` statement consists of\n", "* A guard: a Boolean expression (as presented in class 2 evaluated to either `True` or `False`\n", "* A body: block of statements executed only if the guards evaluates to `True`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After the first if\n", "\n", "The second guard was satisfied\n", "After the second if\n" ] } ], "source": [ "x=1\n", "y=2\n", "if x==y:\n", " print('The first guard was satisfied')\n", "print('After the first if\\n')\n", "\n", "x=1\n", "y=1\n", "if x==y :\n", " print('The second guard was satisfied')\n", "print('After the second if')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Pay attention to tabs/indentation! The body of the `if` is defined by the indentation
\n", "> The following prgram is equal to the first one above up to a tab, behaves differently!" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The guard was satisfied\n", "Still in the if!\n", "Not in the if!\n" ] } ], "source": [ "x=1\n", "#y=2\n", "y=1\n", "if x==y :\n", " print('The guard was satisfied')\n", " print('Still in the if!')\n", "print('Not in the if!') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choose which block to execute among two blocks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we need to choose between executing two blocks of statements according to a condition?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Withdrawing 6 succeeded. \n", "We are left with 4\n" ] } ], "source": [ "deposit = 10\n", "withdraw = 6\n", "\n", "if deposit >= withdraw :\n", " deposit-=withdraw\n", " print('Withdrawing',withdraw,'succeeded. ') \n", " print('We are left with',deposit)\n", "else:\n", " missing = withdraw - deposit \n", " actualWithdraw = deposit\n", " deposit = 0\n", " print('Withdrawing',withdraw,'failed. ')\n", " print('We withdrew',actualWithdraw,'remaining with',deposit)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Withdrawing 6 failed. \n", "We withdrew 4 remaining with 0\n" ] } ], "source": [ "if deposit >= withdraw :\n", " deposit-=withdraw\n", " print('Withdrawing',withdraw,'succeeded. ') \n", " print('We are left with',deposit)\n", "else:\n", " missing = withdraw - deposit \n", " actualWithdraw = deposit\n", " deposit = 0\n", " print('Withdrawing',withdraw,'failed. ')\n", " print('We withdrew',actualWithdraw,'remaining with',deposit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The copy-paste of code above is __bad practice__. We will see in the next class how to avoid it!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choose wich block to execute among several blocks" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The cappuccino law.\n" ] }, { "name": "stdin", "output_type": "stream", "text": [ "What time is it (0-24)? 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "You can safely have a cappuccino.\n" ] } ], "source": [ "print('The cappuccino law.')\n", "hour=int(input('What time is it (0-24)?'))\n", "if hour < 5 :\n", " print('No. But some people have hot milk to help their sleep.')\n", "elif hour <= 11 :\n", " print('You can safely have a cappuccino.')\n", "elif hour == 12 :\n", " print(\"That's shady. Drink it quickly.\")\n", "elif hour <= 15 :\n", " print('No way!')\n", "elif hour <= 20 :\n", " print('No. But you can have hot milk if you are sick.')\n", "else:\n", " print(\"No. But some people have hot milk before going to sleep.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There can be:\n", "* 0, 1, or more `elif`\n", " * take this branch if previous guards failed and this one passes\n", "* 0 or 1 `else`\n", " * a sort of _default_ case taken if all other guards fail\n", "\n", "Of course, we can have nested `if`\n", "* The `else` and `elif` are matched to the correct `if` according to the indentation rule" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ " 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3 belongs to the interval [2,5]\n" ] } ], "source": [ "n=int(input())\n", "if n >= 2 :\n", " if n <= 5 :\n", " print(n,'belongs to the interval [2,5]')\n", " else :\n", " print(n,'belongs to the interval (5,infinity)')\n", "else :\n", " print(n,'belongs to the interval [0,2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# How is it going with our remote setting?\n", "From G7 in February 2021..." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Audio,Image, YouTubeVideo\n", "id='_g6jAnLD2r0' #https://www.youtube.com/watch?v=_g6jAnLD2r0&ab_channel=ITVNews\n", "YouTubeVideo(id=id,width=600,height=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Looping constructs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A basic __`if`__ statement can be used to\n", "* decide whether executing a block __0 times or 1 time__\n", "\n", "A looping construct (__`while`__,__`for`__) is like a basic `if`, but can be used to\n", "* decide whether executing a block \n", " - __0 times__, \n", " - __1 time__, \n", " - __2 times__, \n", " - __3 times__, \n", " - __4 times__ \n", " - ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## While loops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin with [while loops](https://docs.python.org/3/reference/compound_stmts.html#the-while-statement)\n", "* showing how we can use them to compute the _factorial_ of a number: $n! = n\\cdot(n-1)\\cdot(n-2)\\cdot\\ldots\\cdot1$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ "Give me a (small) number. I will compute its factorial 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The factorial of 2 is 2\n" ] } ], "source": [ "nstr = input('Give me a (small) number. I will compute its factorial')\n", "n=int(nstr)\n", "\n", "fact=n\n", "while n >1:\n", " n-=1 #n=n-1\n", " fact*=n \n", "print('The factorial of',nstr,'is',fact)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How to \n", "- _echo_ lines from console \n", "- as long as the user does not type `'end'`?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ "Next line: end\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "END\n", "Bye!\n" ] } ], "source": [ "line = ''\n", "while line != 'end':\n", " line = input('Next line:')\n", " print(line.upper())\n", "print('Bye!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can modify the execution flow within an iteration using\n", "* `break` interrupts the current iteration and exits the loop\n", "* `continue` interrupts the current iteration and go to the next iteration\n", "\n", "Let's print only non-numeric strings until we get `'end'`" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "width": 500 } }, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/breakContinue.png',width=500)\n", "display(img)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ "Next line: end\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bye!\n" ] } ], "source": [ "#Echo without printing `'end'`\n", "line = ''\n", "while True :\n", " line = input('Next line:')\n", " if line == 'end':\n", " break\n", " print(line.upper())\n", "print('Bye!')" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ "Next line: ananas\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ANANAS\n" ] }, { "name": "stdin", "output_type": "stream", "text": [ "Next line: 32\n", "Next line: 33\n", "Next line: end\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bye!\n" ] } ], "source": [ "#Echo without printing `'end'` and without printing numbers\n", "line = ''\n", "while True :\n", " line = input('Next line:')\n", " if line == 'end' :\n", " break\n", " elif line.isnumeric():\n", " continue\n", " print(line.upper())\n", "print('Bye!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For pedagogical reasons, I gave solutions with `continue` and `break`. \n", "- In reality, I would have done it differently, using a more intuitive/simpler approach.\n", "\n", "For example, we can get 'echo without printing `end`' by \n", "* just anticipating the first `input()` before the loop \n", "* moving the input from inside the loop to the end of the loop: \n", " * each iteration reads the value for the next iteration\n", "\n", "> You should always think carefully about how to write your programs, always choosing the __simplest approach__.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Echo without printing `'end'`\n", "line = input('Next line:')\n", "while line!='end' :\n", " print(line.upper())\n", " line = input('Next line:')\n", "print('Bye!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While loops can have as well an `else` branch, \n", "* The block of the `else` branch is executed the first time the guard evaluates to `False`\n", " * but **it is not executed** if the cycle terminated due to a `break`\n", "* I __discourage__ the use of this because \n", " * It does not add much to the expressiveness\n", " * It is not particularly intuitive\n", " * Might lead to bugs (not executed if the loop terminates due to a `break`)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Echo without printing `'end'`\n", "stop = False\n", "while not stop :\n", " print('Loop body')\n", " stop = True\n", " #break\n", "else :\n", " print('Else branch')\n", "print('Bye!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## For loops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now look at [`for` loops](https://docs.python.org/3/reference/compound_stmts.html#the-for-statement)\n", "* They have pretty much the same expressive power of while loops, \n", " * but `for` makes it easier the coding of certain computations\n", "* The `for` is useful when\n", " * you have to iterate over a collection\n", " * you know in advance the number `n` of iterations you need\n", " * You obtain this using the collection `range(n)`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basic usage" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 2, 4, 6, 8, 10, 12, 14, 16, 18]\n" ] } ], "source": [ "lst2=[0]*10\n", "for i in range(10):\n", " lst2[i]=i*2\n", "print(lst2)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "c\n", "i\n", "a\n", "o\n" ] } ], "source": [ "for c in 'ciao':\n", " print(c)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Intuitively, **a for loop is not so different from a list comprehension**\n", "* But they are very different constructs. \n", "* List comprehensions can be used as an expression to be assigned." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 2, 4, 6, 8, 10, 12, 14, 16]\n", "[0, 2, 4, 6, 8, 10, 12, 14, 16]\n" ] } ], "source": [ "rng = range(9)\n", "lst = [i*2 for i in rng]\n", "print(lst)\n", "\n", "lst2=[]\n", "for i in rng:\n", " lst2.append(i*2)\n", "print(lst2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rule of thumb: \n", "* Whenever you do simple iterations on the elements of a collection to create a new one \n", " * __use list comprehensions__. They are more efficient!\n", "* Whenever you have to do more operations, e.g. execute more statements in each iteration\n", " * use for loops" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello\n", "How are you?\n", "...\n", "The square of 0 is 0\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 1 is 1\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 2 is 4\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 3 is 9\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 4 is 16\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 5 is 25\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 6 is 36\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 7 is 49\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 8 is 64\n", "\n", "Hello\n", "How are you?\n", "...\n", "The square of 9 is 81\n", "\n" ] } ], "source": [ "for i in range(10):\n", " print('Hello')\n", " print('How are you?')\n", " print('...')\n", " print('The square of',i,'is',i**2)\n", " print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Nested loops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a 3x3 matrix containing random values from 0 to 1" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3602411286105449\n", "0.34829193838989625\n", "0.041893858897533054\n", "0.2565701535672852\n", "0.26507649202146266\n", "0.22274678742326848\n", "0.6875587044415379\n", "0.9219361135158615\n", "0.6093400510255411\n", "0.4234253373327941\n" ] } ], "source": [ "import random\n", "for i in range(10):\n", " print(random.random())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.9135883120195841, 0.7260073255865533, 0.06054548002338822], [0.12510748504184044, 0.8694334489001347, 0.015419348818601186], [0.5144966581555381, 0.684278094821313, 0.10334489662033863]]\n", "\n", "0.91 0.73 0.06 \n", "0.13 0.87 0.02 \n", "0.51 0.68 0.10 \n" ] } ], "source": [ "import random\n", "n_rows = 3\n", "n_cols = 3\n", "\n", "matrix = [ [ random.random() for c in range(n_cols) ] for r in range(n_rows) ]\n", "print(matrix)\n", "print()\n", "\n", "#Let's pretty-print the created matrix\n", "for r in range(n_rows) :\n", " for c in range(n_cols) :\n", " val = '{:.2f}'.format(matrix[r][c])\n", " print(val,' ',end=\"\")\n", " print()\n", "#help(print)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "' 123.12'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'{:7.2f}'.format(123.1234)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Let's compute some quantities on the matrix\n", "maxm=-1 #the maximum value\n", "minm=2 #the minimum value\n", "summ=0 #the sum of the values in the matrix\n", "for r in range(n_rows) :\n", " for c in range(n_cols) :\n", " if matrix[r][c] > maxm :\n", " maxm = matrix[r][c]\n", " if matrix[r][c] < minm :\n", " minm = matrix[r][c]\n", " summ+=matrix[r][c]\n", "\n", "print('Sum {:.2f}, Min {:.4f}, Max {}'.format(summ,minm,maxm))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Did you notice\n", "- `'Sum {}, Min {}, Max {}'.format(summ,minm,maxm)`\n", "\n", "These are examples of __string formatting__\n", "- It can be convenient. [Take a look at further options](https://realpython.com/python-string-formatting/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Iterating over more collections at once ...\n", "- Do you remember `zip`!?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 a\n", "2 e\n", "3 i\n", "4 o\n", "5 u\n" ] } ], "source": [ "numbers=\"12345\"\n", "vowels =\"aeiou\"\n", "for (n,v) in zip(numbers,vowels):\n", " print(n,v)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Two subtleties on the `for` loop" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two subtleties on the `for` loop from [here](https://docs.python.org/3/reference/compound_stmts.html#the-for-statement)\n", "* In my opinion it is not good practice to use these two features below, \n", " - but you have to know about them to defend against them ;)\n", "* In particular, you should __avoid 2__. \n", " - It makes the code much more difficult to read and debug" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Subtlety 1: NEVER update the value of the iterating variable\n", "1\n", "Square value is 1\n", "\n", "2\n", "Square value is 4\n", "\n", "3\n", "Square value is 9\n", "\n" ] } ], "source": [ "print('Subtlety 1: NEVER update the value of the iterating variable')\n", "for i in range(1,4):\n", " print(i)\n", " i = i*i\n", " print('Square value is',i)\n", " print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see\n", "* We can modify the variable `i` in an iteration. But this does not affect the next iterations: \n", " - a new value will be assigned to `i` by the loop.\n", "* You should better use a different ad-hoc variable\n", " " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Subtlety 2: NEVER modifiy the list on which you are iterating\n", "1\n", "2\n", "4\n", "NEVER DO SOMETHING LIKE THIS!!! \n", "Or you will regret it when spending hours trying to debug/understand your code.\n", "\n" ] } ], "source": [ "print('Subtlety 2: NEVER modifiy the list on which you are iterating')\n", "#DON\"T DO THIS!\n", "lst = [1,2,3,4]\n", "for i in lst :\n", " print(i)\n", " if i==2:\n", " lst.remove(i) \n", "print(\"NEVER DO SOMETHING LIKE THIS!!! \\nOr you will regret it when spending hours trying to debug/understand your code.\\n\")\n", "#[1,2,3,4]\n", "#[1,3,4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Did you notice what happened?\n", "* The element `3` has been skipped. Why?\n", "* Because it is after the element we removed. Ok, but why?\n", "* Because: \n", " * The `for` loop has an internal counter to remember the current position in the list it is iterating.\n", " * When we removed `2`, `3` got the position in the list previously occupied by `2`\n", " * Therefore the `for` loop erroneously believed to have already processed `3` and went to the next element (`4`)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly to the `while` statement, the `for` supports\n", "* `continue`\n", "* `break`\n", "* `else`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Application to the official Italian COVID-19 data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You might know that Protezione Civile publishes every day data on the status of the COVID-19 epidemy in Italy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame\n", "IFrame(\"http://opendatadpc.maps.arcgis.com/apps/opsdashboard/index.html#/b0c68bce2cce478eaac82fe38d4138b1\", 900, 700)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By following the 'CSV' link in the bottom-right of the page, we can download several data in CSV format.\n", "* For example, [this link](https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv) points to the latest information at national level\n", "\n", "We are going to see next how `if` and `loops` can be used to perform easy manipulations on these data. \n", "* For easiness of distribution of this document, we downloaded a copy of this file updated on \n", " * Friday the 8th of May 2020\n", " * The file is available [here](https://github.com/EMbeDS-education/SNS-IProML2021/raw/main/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_08_05_2020.csv). \n", " * Friday the 26th of February 2021\n", " * The file is available [here](https://github.com/EMbeDS-education/SNS-IProML2021/raw/main/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_26_02_2021.csv). \n", " * Thursday the 24th of June 2021\n", " * The file is available [here](https://github.com/EMbeDS-education/SNS-IProML2021/raw/main/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_24_06_2021.csv). \n", "* If you follow these links, jupyter will provide a nice rendering\n", "* Please download the two files from our wiki page for notebooks, and store them in folder _csv/covid19_\n", "* For pedagogical reasons, we will not use yet advanced libraries for loading and manipulating this data \n", " * This will make more evident the role of `if` and `for`, and how to read files\n", " * This is good to help you understanding that there is no magic in programming" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import the necessary modules" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First of all, we need to import two required libraries. \n", "* The first time you run this code, you might need to install these libraries" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#import sys\n", "#!\"{sys.executable}\" -m pip install matplotlib" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import csv\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In particular\n", "* `csv` is a Python library offering functionalities to load CSV files. Find more [here](https://docs.python.org/3/library/csv.html)\n", " - For those of you following M2, you will find out that there exists a Python library (Pandas) which makes handling of CSV files much easier\n", " - We study here this library for pedagogical reasons\n", "* `matlplotlib` is a Python library for creating plots. Find more [here](https://matplotlib.org/)\n", " * We already used this library in the previous class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the data of interest" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#fileName='csv/covid19/dpc-covid19-ita-andamento-nazionale_26_02_2021.csv'\n", "fileName='csv/covid19/dpc-covid19-ita-andamento-nazionale_24_06_2021.csv'\n", "\n", "#I want to 'open' a csvfile to 'r'ead it\n", "# For the time being, ignore the with statement. \n", "# Assume it does: csvfile = open(fileName, 'r')\n", "# I will tell you more on this in two classes from now\n", "with open(fileName, 'r') as csvfile:\n", " #Intuitively, \n", " # `csv` allows us to read csv files row by row.\n", " # `rows` is a list of rows in the file. \n", " # Each row is in turn a list of strings containing one entry per column\n", " rows = csv.reader(csvfile, delimiter=',')\n", " \n", " #We load the header of the file in the list `header`\n", " header = next(rows,None)\n", " #print(header)\n", " \n", " #Let's get the data of interest ... using 3 approaches\n", " labels_of_interest = ['terapia_intensiva', 'totale_casi' , 'totale_positivi' , 'tamponi' ]\n", " labels_en = ['Intensive care' , 'Total infected', 'Currently infected', 'Swab/tests']\n", " \n", " #1) Using a for loop\n", " label_to_column = dict()\n", " column = 0\n", " for label in header :\n", " if label in labels_of_interest:\n", " #I have found a label of interest\n", " label_to_column[label]=column\n", " #We exit the loop as soon as we have considered all labels of interest\n", " if len(label_to_column) == len(labels_of_interest) :\n", " break\n", " column += 1\n", " #print(label_to_column)\n", " \n", " #2) Using a while loop\n", " label_to_column2 = dict()\n", " column = 0\n", " while len(label_to_column2) != len(labels_of_interest) :\n", " label = header[column]\n", " if label in labels_of_interest:\n", " label_to_column2[label]=column\n", " column+=1\n", " #print(label_to_column2)\n", " \n", " #3) Using dictionary comprehension\n", " label_to_column3 = { label : header.index(label) for label in header if label in labels_of_interest }\n", " #print(label_to_column3) \n", " \n", " #print(label_to_column==label_to_column2==label_to_column3)\n", " \n", " \n", " #We now iterate over all rows to load the data\n", " intensive_care = []\n", " total_infected = []\n", " currently_infected = [] \n", " tests = []\n", " #We put these lists in another list to simplify the for loop below\n", " loadedData = [intensive_care,total_infected,currently_infected,tests]\n", "\n", " for row in rows :\n", " l=0\n", " for label in labels_of_interest:\n", " column = label_to_column[label]\n", " data = row[column]\n", " loadedData[l].append(int(data))\n", " l+=1\n", "\n", "#print(intensive_care)\n", "#print(total_infected)\n", "#print(tests)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Populate the plots" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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6wGannmlJSmzDbAB7yyzQmM7htUCjqltV9SRVPQmYBBwGXgZuA1ao6ghghbMPMAfXMs0jgPnAQnAFDVyLp52GazGzBR6BYyFwvcd1s530lvIwJuB5Bogx/eJaOfPrPN/JbC1s35IOxrSkq5rOzgO2q+oOYC6wyElfBFzsbM8FFjurg34KJIhIP2AWsFxV96vqAWA5MNs5FqeqnzrLiS5ucq/m8jAm4O0tbwg0fePaN1/ZmH4NzWyeXaSN6YiuCjRXAM84231UdY+zvRfo42wPAPI9rilw0lpLL2gmvbU8GhGR+SKSISIZNgLdBIpCj0DTx6O7cluk9Y52j6UpLD9q72lMp/B6oBGRMOAi4Pmmx5yaiFcHp7SWh6o+rKrpqpre3KJUxvgbVW3UdNannTMwhwQHMSG1YYaA5zMKWjnbmLbpihrNHOAzVS109gudZi+cr0VO+i5goMd1qU5aa+mpzaS3locxAa3sSDVHa1wzB0SFBRMb3v4RDFeeOsi9/ddlW3lm7c5OK5/pmboi0FxJQ7MZwFKgvufY1cCrHunznN5nk4Eyp/lrGTBTRBKdTgAzgWXOsXIRmez0NpvX5F7N5WFMQGv6fqbp0tJtccGEfo26Od/+0kabjsZ0iFcDjYhEAzOAlzyS7wFmiEgWMN3ZB3gTyAGygUeAGwFUdT9wJ7DO+fzBScM551Hnmu3AW8fIw5iA1qjZrJ0dAeqFhwRz/ZlDGqVtyC/tSLFMD+fVmQFUtQLo3SRtH65eaE3PVeCmFu7zOPB4M+kZwAnNpDebhzGBzrMjQEdWyLxu6lD+vSrHvermZzsOMGV469PeGNMSmxnAmACyt6xh2pjjrdEABAUJv7mgYano9TttfRpz/CzQGBNACg96vqNpX9fmpiZ5LIT2+c5S6ups9nJzfCzQGBNACss6p+kMYFCvKHpHu5bPLjtSzfbiQ8e4wpjmWaAxJoDsLe94Z4B6ItJoCegte21KGnN8LNAYE0AKyxve0XS0RgMwzGMtm7ySig7fz/RMFmiMCRDVtXXsq3AFGhFIiunYOxpwTUlTzwKNOV4WaIwJEEUHj1K/2nhSTDihwR3/752WFOXezt1ngcYcHws0xgSIjkym2ZKhSQ1NZ9mFh6i1nmfmOFigMSZANOpx1sGOAPX6xIWT4kxHc/BojS0dYI6LBRpjAoRnjSalkwKNiHDa0IbJPT7N2dcp9zU9iwUaYwLEXs8eZ50UaADOGNYQaN7ZXNjKmcY0zwKNMQGiyAvvaABmjO1DkDMJ9Nq8/azfsb/1C4xpwgKNMQGiMwdrekqKCed0j1rNNxd+QuZue1dj2s4CjTEBYm8nzdzcnAvG92+0b4uhmfawQGNMgCjyeEfTJ7azA02/RvvvbilE1bo6m7axQGNMADh0tMa9CmZYSBAJUaGdev/4qFDW/rphiac9ZZVstuYz00beXmEzQUReEJGvRGSLiJwuIr1EZLmIZDlfE51zRUTuF5FsEflSRCZ63Odq5/wsEbnaI32SiGx0rrnfWdKZlvIwJlA1Hax5PEs4H0tKbAQXn9TQhPbuFuuBZtrG2zWafwJvq+po4ERgC3AbsEJVRwArnH2AOcAI5zMfWAiuoAEsAE4DTgUWeASOhcD1HtfNdtJbysOYgOSNwZrNmT62j3v79S/3WPOZaROvBRoRiQfOAh4DUNUqVS0F5gKLnNMWARc723OBxeryKZAgIv2AWcByVd2vqgeA5cBs51icqn7qLAO9uMm9msvDmIDkueBZZw3WbM65o1OICgsGILvoEF/kl3otLxM4vFmjGQIUA/8Vkc9F5FERiQb6qOoe55y9QP2fSAOAfI/rC5y01tILmkmnlTwaEZH5IpIhIhnFxcXH84zGdAueSzh7s0YTFRbC7BP6uvcXvr/da3mZwOHNQBMCTAQWqurJQAVNmrCcmohX696t5aGqD6tquqqmJycne7MYxniVNybUbMn8s4a6t9/fVkxNbZ1X8zP+z5uBpgAoUNU1zv4LuAJPodPshfO1yDm+CxjocX2qk9Zaemoz6bSShzEBKX//Yfd2v/hIr+Y1um8c/ZxxOlU1dbz3VZG9qzGt8lqgUdW9QL6IjHKSzgMygaVAfc+xq4FXne2lwDyn99lkoMxp/loGzBSRRKcTwExgmXOsXEQmO73N5jW5V3N5GBOQsooOubeHe6yK6S1j+8W5t+c/uZ77V2QDrsBztKbWfay6to47Xt3EzUs+p+TQ0a/dx/QMIV6+/4+Bp0UkDMgBrsEV3J4TkWuBHcC3nHPfBM4HsoHDzrmo6n4RuRNY55z3B1Wtn2zpRuAJIBJ4y/kA3NNCHsYEnMrqWvIPuGo0QQJDkqKPcUXHje0fx4qvGhoKFq7KZlz/OG57aSNlR6q44pRB/GHuOBZ9nMfiT3YAUHzoKE9de5pXul57U22dcrCymoSoMF8XxW+JVXld0tPTNSMjw9fFMKbdNu8u44L7PwRcQWblz6Z5Pc+swoNc/OBHVFTVtnjOpMGJrN9xoFHaoh+cytkju+/70AMVVfzutc0kRoXxmwvGsKGglJue/pzCg5X85oKxXDt1CABb9x5k5/7DnD0ymbCQnj3uXUTWq2p6a+d4u0ZjjPGybI9ms2HJ3m82AxjRJ5aPbjuXRz/I5YGV2c2e0zTIADz6QU63DjT3vruNV7/YDUBa7ygefH87xQddTX4PvJfFVacO4tcvb+Slz12vg688dSB/unSCz8rrL3p2KDYmAHgGmhF9uibQACREhXH9mUNpT0vYB1klbOimY2/q6tTdzAfwu9cy3UEG4MDhasbc8bY7yACs2GL9jNrCAo0xfi6r0KMjQBfVaOrFR4VyzRlD3PtDk6J5/oenc8aw3iTFhDEgIZJ/f3cSF0xomJRz3uNru2Ww+aKgtN3XFB08yv6Kqs4vTICxpjNj/Fx2sW9qNPVumTGCrKKD5JZU8JfLJpCe1ov/XT+50Tkj+8Sw8qsiDlfVUnakmksXfswrN05hfGp8l5e3JS2tHjq6byyV1bXk7Tvc7PGv9pZzxrAkbxbN71mNxhg/t6f0iHt7cC/v9zhrKjYilCevPY0Pf3ku6Wm9mj1naHIMf7p0vHu/tk75w+ubu6qIbfJO5t5G+0OTorlu6hCe/+HpvPD/zuCq0wZxzqhkXr1pCpdPahjC9/nO0i4uqf+xGo0xfqziaI2751dYSBBxkd33v/TckwZQp8otz24AYF3eATbtKuOEAb6v1WQXHSKnuAKAyNBgPr9jBhGhwe7jscAfL2kIlFlFh3h+vWsGrLc27eGmc4Z3aXn9jdVojPFjRR4vq1NivbM8QGe65OTURksNvOzxYt2XPGszZ49MbhRkmjNjTB9Cglzf6027ylm6YbdXy+fvLNAY48eKPOY4S4n17hxnneUbJzYEmua6QPvC25saAs3Mcc3OwdtIfFQol6c3zIz1+Ie5XilXoLBAY4wf86zRJPtJoDl5UMM6hJm7yxtNWeMLr3y+iy8LygAIDhLOHZ3Sput+PmuUu1bzRX4pK2whuBZZoDHGjzVuOvPe8gCdqVd0GIN7RwFQVVtHpg+XhH4+I5+bn/3CvX/hhH5tnmqmV3QYpw/r7d6/dlEGyzMt2DTHAo0xfsxzokp/qdEAnDwwwb3tq8XTqmrquP2lje79xKhQ7rz4hHbd4+bpIxrtP/XpjhbO7Nks0Bjjx0oPNwwW7BXtP5M+ejaf+ap78KbdZdTUNcz1+JPzRhAXEdque0wa3IvfXzTOvf/J9n0crKzutDIGCgs0xvgxz1Hp/hVoEtzbH28v8cniaevzGjoiDE2O5popQ1o5u2VXn5HG6L6xgKspcNHHeZ1RvIBigcYYP3agouGv54So9v017kvj+se7VwItOVTFB1klXV6GdXn73dv1szIfr2umpLm3/7M6p1FN01igMcavHfDTprPgIOHCCQ3dnNfk7m/l7M6nqo26Vp/SwowGbfXNiakMddYBOlhZw8L3t3fofoHGq4FGRPJEZKOIfCEiGU5aLxFZLiJZztdEJ11E5H4RyRaRL0Vkosd9rnbOzxKRqz3SJzn3z3auldbyMCbQeAaaRD9bmOtEjw4BW/d2bc+z3JIK9jnNjnERIR2ejDQkOIhbZ45y7z/2YS6LPs6jstq3Xbe7i66o0Zyjqid5LIxzG7BCVUcAK5x9gDnACOczH1gIrqABLABOA04FFngEjoXA9R7XzT5GHsYEDFXlwGH/bDoD3O81AL7ae7BL887wqM1MGpxIUFDHZ1Q4f3xfJg12/WqqqVMWLN3MDU+u7/B9A4Evms7mAouc7UXAxR7pi9XlUyBBRPoBs4DlqrpfVQ8Ay4HZzrE4Vf1UXcuELm5yr+byMCZglFfWUOv0mooJDyE8pPVpU7qbIUnRhAa7fsHvKatk1r2rOVxV0yV5e3YEaGki0PYSEe779kn0jWsYz7RqW7G9r8H7gUaBd0RkvYjMd9L6qOoeZ3svUD/fwwAg3+PaAiettfSCZtJby6MREZkvIhkiklFcXNzuhzPGlzx7nPlbbQYgNDio0Sj8rYUHeXZdfitXdJ71OxvXaDrLwF5RLLvlrEZpn+3sHtPs+JK3A81UVZ2Iq1nsJhFp9C/g1ES02Ss7SWt5qOrDqpququnJyd13eVljmlPsh9PPNHXXxeMb7b+5cU8LZ3ae0sNV7lVJQ4KEE1MTOvX+8ZGhXOfRi21dngUarwYaVd3lfC0CXsb1jqXQafbC+Vq/FuouYKDH5alOWmvpqc2k00oexgSMRoEmxj8DTXJsOBm/me7ez9hxgANeXrHSs7fZuAHxRIZ1fpNjelpDLSkjr2t71HVHXgs0IhItIrH128BMYBOwFKjvOXY18KqzvRSY5/Q+mwyUOc1fy4CZIpLodAKYCSxzjpWLyGSnt9m8JvdqLg9jAkbRQY+Zm+P8M9AAJMWEuwdwqsKH2d4dU/NR9j73dnonNpt5mjS44b3PhoIyn08c6mverNH0AT4UkQ3AWuANVX0buAeYISJZwHRnH+BNIAfIBh4BbgRQ1f3AncA65/MHJw3nnEeda7YDbznpLeVhTMBoXKPxjwk1W3LWiIam6yc/2YGrxbvzqerX1p7xhuTYcIY442qqaur4ZPu+Y1wR2Ly2HJ+q5gAnNpO+DzivmXQFbmrhXo8DjzeTngF8bRa8lvIwJpAEwjuaepecPIAHV2ZTU6eszdvPfz/K4wcdHK3fnL+/s42CA66lr2PDQ5g8tPcxrjh+541O4VFnnZr/rdnJtFFtW34gENnMAMb4qaara/qztKRorj2zIbA8sDKbqprOnf9s/Y79PLAy271/wYR+hIV471fgJRMHuLffySxk5dae+6rYAo0xfsqzRpPk54EG4P9mjHTPf7a/oqpRE1dnWPpF4+WWv3f64E69f1Pj+sc3Wrb6qU967hICFmiM8VPFhwKnRgMQHhLM5ZMaOpj+451t7gGpHaWqrNzaMFbuR+cMZ1z/+E65d2v+b0bDtDQrviri7jcyvfb+qTuzQGOMH6qtU/Z5BJreMf41z1lLrpmSRmyE69VxTkkFm3aVdcp9c0oq2Ln/MADRYcH8+LzhnXLfYxnUO6rRoNRHPshltQ9mqva1YwYap5tykLM9UkQuEhH/G4ZsTADZX1FF/R/7CVGhfjf9TEt6x4QzY2zDRB4fZHXOjB3ve9RmpgxP6tLv14JvjG20/1YXDErtbtpSo1kNRIjIAOAd4HvAE94slDGmdYEwWLMlZ45Icm+/talz3tO87/Eivqt7fw3uHc3D35vk3l+2eS+HjnbNnG7dRVsCjajqYeBS4CFVvRwYd4xrjDFe5Pl+xt+7Njd17qg+hDu9wTbvLu9w81nF0RrW5DSMzp82quunmzpvTB8GJEQCcOBwNY+szunyMvhSmwKNiJwOfAd4w0kLjHq6MX6qqNxjVoAACzTxUaHMOaGve/+9rzrWLfjj7fuocpaKHt03lv7OL/yuFBwk3DJjpHv/kQ9yGs3sEOjaEmhuBm4HXlbVzSIyFFjp1VIZY1oVyDUaaNy89X4Hx5+s9GGzmadLTh7gXoPncFUtC17dTF0n9arr7o4ZaFR1lapeBPzL2c9R1Z94vWTGmBYF0qwAzTljWMOI/c92lvLaht2tnN2ymto6lmcWuvd90WxWLzhI+OWc0e79tzbt5W/vbO0R3Z3b0uvsdBHJBL5y9k8UkYe8XjJjTIsCPdCkxEVw4YR+7v2fLPmcf6/aTkU7X6Kv3Frs/l4lx4Z7bRLNtpo2MplvTmyYdP6h97fz1JqdPixR12hL09l9uFa53AegqhuAs1q7wBjjXYE0oWZL/nTpeHcQVYV73vqKSx76qF1T0yz+JM+9fdmkVEKCfTt0UET4/dxx7s4OAA+tzA74JrQ2fddVtemydz17zmtjfCzQ39EAxEaE8q8rT6Z3dMNg1G2Fh/gwu21ja55bl88HHoMjv5U+sJWzu05MeAj/uvJk9/6essqAX4WzLYEmX0TOAFREQkXkZ8AWL5fLGNOKQG86qzd5aG9W3Hp2o7SXPtvVwtmNLVy13b193ugU97T93cHMcX254pSGwLd6W2AvJd+WQPNDXNP3D8C1guVJtDCdvzHG+w5X1XCw0vWuIjRYSIgM7Ik6EqLCePMnZ7r339q0l3xnOpmW5JZUkFtS4d7/y2UTvFa+43Wmxxo83l7szdfa0uusRFW/o6p9VDVFVb/rrPdijPGB/P1H3Nv9EyIJChIflqZrjO0fx+ShrlUra+uUO17d1Or5Kz3G3kwfk0Lvbjh7wunDeiPOP93n+aXsKTvS+gV+rC29zv4rIo83/bQ1AxEJFpHPReR1Z3+IiKwRkWwReVZEwpz0cGc/2zme5nGP2530rSIyyyN9tpOWLSK3eaQ3m4cxgaDgQMNf8wMTo3xYkq7181mj3L+YV24t5tEPcsguOtjsuZ5jZ84Z3T0XHOsVHebuxq3qWhwtULWl6ex1XDMCvAGsAOKAQ+3I46c0fqfzZ+BeVR0OHACuddKvBQ446fc65yEiY4ErcE17Mxt4yAlewcCDwBxgLHClc25reRjj9zybjQb26vpR7r4yaXCvRl2D73pjC7Pv+6DROBn4+pQz53TjlS09Oyg88kEOe8sCc7aAtjSdvejxeRr4FpDelpuLSCpwAfCosy/AucALzimLgIud7bnOPs7x85zz5wJLVPWoquYC2cCpzifbGUBaBSwB5h4jD2P8Xv1SxACpPahGA3Dz9BHERTSsQF9Tp/xu6WYqqxs6wn6YXeLzKWfa6sIJ/RnbLw6Ayuo6Hg7QOdCOp1P5CKCtfyLcB/wCqO/43hsoVdX6UVcFuDoZ4HzNB3COlznnu9ObXNNSemt5NCIi80UkQ0QyiosDu9eHCRz5Hk1nqYnd95eoN6QmRvHUdacxLLmhB9mu0iM88XGee/+dzQ01nO7abFYvOEj42ayGOdCeX5/fKGgGira8ozkoIuX1X4HXgF+24boLgSJVXd8J5fQKVX1YVdNVNT052XdTUxjTHp6dAQb26lk1GoAJqQmsuHUaf5jbMIn8A+9l8/PnN3DmX97jxc8K3OmzxvVt7hbdyjmjUhjc2/XveLCyhneaNAUGgrY0ncWqapzH15Gq+mIb7j0FuEhE8nA1a50L/BNIEJH6um8qri7TOF8HAjjH43HNRuBOb3JNS+n7WsnDGL9X0INrNJ6uPHUQQ52azaGjNTy/vqBREB6REsOJqd5frrmjRKTRu6cX1xe0crZ/ajHQiMjE1j7HurGq3q6qqaqahutl/nuq+h1cMz9f5px2NfCqs73U2cc5/p66ZptbClzh9Eobgqvpbi2wDhjh9DALc/JY6lzTUh7G+LWyI9WUO2NoIkKDAm7Rs/YIDQ7iV3PGNHssNiKEP106HhH/6Pp96cSG1v0Psoo5UFHlw9J0vpBWjv29lWOKq4ZyPH4JLBGRu4DPgcec9MeAJ0UkG9iPK3DgLE3wHJAJ1AA3qWotgIj8CFiGa32cx1V18zHyMMavNa7NRPnNL1JvOW9MCrPG9WGZx3uZf115MmeNTCbejwaypiZGcfKgBD7fWUqdwtq8/X7R7NdWLQYaVT2nszJR1feB953tHFw9xpqeUwlc3sL1dwN3N5P+JvBmM+nN5mGMv9td2tD9tTv3puoqIsIDV01kydqdFB+q4vtnpNEr2j+HzZ02pDef7ywFYG1uDwk0nkTkBFxjVdzTxKrqYm8VyhjTPM85zvoE8Bxn7REaHMT3Tk/zdTE67LQhvfi3Mz/bmtzAmnzlmIFGRBYA03AFmjdxDZD8ELBAY0wX81z+NyXOAk0gmZSWSJBAnULm7nLKK6uJi/Cf5r/WtGUczWXAecBeVb0GOBFXjzBjTBcr8qjRpMQG5jo0PVVcRChj+7sGb9YprN8ROEsHtCXQVKpqHVAjInFAEY27FRtjukhRuWegsRpNoDk1rWEJa89pdPxda92bHxSRqcBaEUkAHgHWA58Bn3RN8Ywxnoqt6SygnTqkl3t7bQC9p2ntHc024K9Af6ACeAaYAcSp6pddUDZjTBNFPWAJ557MM9BsKCijsLySPnH+/+/cYo1GVf+pqqcDZ+Eabf848DZwiYiM6KLyGWMcdXXaqNeZ1WgCT6/osEbr7rwQILMEtGUKmh2q+mdVPRm4EtdMyF95u2DGmMYOHK6ipk4B18j3iNBgH5fIeMMVpwxybz+XkU+d82/uz9oyqWaIiHxDRJ4G3gK2Apd6vWTGmEaKD1lHgJ5g9gl93Ush7Nh3mE9z/P9dTWudAWY4K2kWANfjWvhsmKpeoao2d5gxXaxxjzP/b7c3zYsIDeaSkxvmPntqzQ4flqZztFajuR34GBijqhep6v9UtaKLymWMaaLI3s/0GN/2aD57c+Nev6/VtNYZ4FxVfVRVA2fUkDF+zHNWgJ48a3NPMLZ/HBeM7+fe/48zNY2/Op4VNo0xPtCo6cxqNAHv57NGUT8598qtxewpO9L6Bd2YBRpj/ESxTT/To6QlRXPGsIaZAt7etNeHpekYCzTG+IlGE2par7Me4XyP5rO3Nlqg+RoRiRCRtSKyQUQ2i8jvnfQhIrJGRLJF5FlndUycFTSfddLXiEiax71ud9K3isgsj/TZTlq2iNzmkd5sHsb4M+sM0PPMHNvX3Xy2bsf+Rn9s+BNv1miOAueq6onAScBsEZkM/Bm4V1WHAweAa53zrwUOOOn3OuchImNxrbY5DpgNPCQiwSISDDyIa9mCscCVzrm0kocxfsuz6SzZms56hOTYcE5Nc80UoArveKwk6k+8FmjU5ZCzG+p86peAfsFJX4RrpgGAuc4+zvHzxLVO7VxgiaoeVdVcIBvX6pmnAtmqmqOqVcASYK5zTUt5GOOXDh2t4XBVLQDhIUHuAX0m8M05oWGlzbc27fFhSY6fV9/RODWPL3AtLbAc2A6UqmqNc0oBUD8yaQCQD+AcLwN6e6Y3uaal9N6t5NG0fPNFJENEMoqLizvwpMZ4V2G5R9fm2HCkvj3FBLzZJzS8p/k0Zz/7K6p8WJrj49VAo6q1qnoSkIqrBjLam/m1l6o+rKrpqpqenJzs6+IY06I9pQ2Bpn98pA9LYrpa3/gIJg5KAFwTbS7P9L9OAV3S60xVS4GVwOlAgojU1/tTgV3O9i6cBdWc4/G4Zo12pze5pqX0fa3kYYxf2l3aMIaif4K9n+lp5njUat7yw27O3ux1luwsmIaIROJay2YLroBzmXPa1UD9vGlLnX2c4++pqjrpVzi90oYAI4C1wDpghNPDLAxXh4GlzjUt5WGMX9pd5hlorEbT08z2eE+zelsxeSX+NRuYN2s0/YCVIvIlrqCwXFVfB34J/J+IZON6n/KYc/5jQG8n/f+A2wBUdTPwHJCJaz2cm5wmuRrgR8AyXAHsOedcWsnDGL/kWaPpZ4GmxxnYK4oJqfEA1Cn89Nkv/Gr5AK91XXFW4Ty5mfQcXO9rmqZXApe3cK+7gbubSX8TeLOteRjjr/aUNbyjGWBNZz3Sr84fw7zH1lJVW8eG/FKWbd7LHI8Bnd2ZzQxgjB/YVWpNZz3d5KG9uWZqmnt/6YbdvitMO1mgMaabU9VGvc76Wa+zHuvySanu7VXbiqmsrvVhadrOAo0x3Vzp4WqOOL9QYsJDbLBmDzYsOYYhSdEAHK6q5ePtJT4uUdtYoDGmm/NsNusXH2GDNXswEWHm2D7u/WWb/GNKGgs0xnRznh0B7P2MmTmuIdC8tWmPXzSfWaAxppvL33/YvW2BxkwclMigXlEAlFfW8O6W7l+rsUBjTDeXt69hcN6QpCgflsR0ByLCpRMbpm98YX2BD0vTNhZojOnmcoo9A02MD0tiuotLT27offb+1mIy8vb7sDTHZoHGmG4ut8Qz0ET7sCSmuxjUO4pZHu9qfvPKJmpq63xYotZZoDGmG6usrnX3OgsS3G3zxvz2wrFEhgYD8NXegyz6ZIePS9QyCzTGdGOe72cG9ooiLMT+yxqX1MQofnzecPf+f1Zt77bzn9lPrTHdWK7H+5mh1mxmmrhu6lB6R4cBUHTwKJ/nH/BxiZpngcaYbiynxDoCmJaFhQQxw2MA56pt3XOmAAs0xnRjjToCJFuNxnxdelov93ZW4UEflqRlFmiM6cY8A401nZnmDE9pqOlmFx3yYUlaZoHGmG7MujabY/EMNLklFVR3w27O3lzKeaCIrBSRTBHZLCI/ddJ7ichyEclyviY66SIi94tItoh8KSITPe51tXN+lohc7ZE+SUQ2OtfcL85sgy3lYYw/KT1cxf6KKgAiQoPoG2cLnpmviwkPYYAzNVFNnfLmxj0+LtHXebNGUwPcqqpjgcnATSIyFtcSzStUdQSwwtkHmAOMcD7zgYXgChrAAuA0XKtmLvAIHAuB6z2um+2kt5SHMX7DsyNAWu9ogoJs1mbTPM8pae57N6vbDd70WqBR1T2q+pmzfRDYAgwA5gKLnNMWARc723OBxeryKZAgIv2AWcByVd2vqgeA5cBs51icqn6qqgosbnKv5vIwxm806tpsHQFMK647c6h7naLckopuN/9Zl7yjEZE04GRgDdBHVevrdnuB+r55A4B8j8sKnLTW0guaSaeVPJqWa76IZIhIRnFx8XE8mTHeY+9nTFvFR4Zyw9nD3Pt/e2cre8qOtHJF1/J6oBGRGOBF4GZVLfc85tREvDqUtbU8VPVhVU1X1fTk5GRvFsOYdsu1MTSmHa6ZkkZKbDgAJYequPW5Dbh+/fmeVwONiITiCjJPq+pLTnKh0+yF87XISd8FDPS4PNVJay09tZn01vIwxm/kWI3GtENUWAj3XXES9a/yPt6+j1XbukdLjTd7nQnwGLBFVf/hcWgpUN9z7GrgVY/0eU7vs8lAmdP8tQyYKSKJTieAmcAy51i5iEx28prX5F7N5WGMX6irU/JsDI1ppzOGJfHdyYPd+8+s3enD0jTwZo1mCvA94FwR+cL5nA/cA8wQkSxgurMP8CaQA2QDjwA3AqjqfuBOYJ3z+YOThnPOo84124G3nPSW8jDGLxQerOSIs0RvQlQoic58VsYcy7zT09zb724poqi8suWTu0iIt26sqh8CLfXHPK+Z8xW4qYV7PQ483kx6BnBCM+n7msvDGH+RW2zNZub4DE+J4dQhvVibu5/aOuW5jHx+dO4In5bJZgYwphvabu9nTAd857RB7u1n1ub7fFyNBRpjuqFsj8kR7f2Maa9Z4/qSEBUKwK7SI/x71XaflscCjTHd0ObdDSMBxvSL82FJjD+KCA3mhrM8x9Vs49EPcnxWHgs0xnQzdXXKlj0NgeaEAfE+LI3xV9edOYRTPZYQuOuNLSzbvNcnZbFAY0w3k7evgooqV4+zpJgw9yA8Y9ojNDiIR65O55S0hjmF3/jSNxNuWqAxppvxbDYb2z8eZ1JyY9otPjK0URPaoaM1PimHBRpjuhnPQHNCf3s/YzomOrxhFIsFGmMMABt3lbq3x/W39zOmY6LDg93bFRZojDGHjtawLveAe/+kQQm+K4wJCJ41msPOu7+uZoHGmG5k1dZiqpzBdWP6xblXTjTmeMVY05kxxtPyzIbupzPGNruMkjHtEhXW0HR22AKNMT1bTW0d733VsKLFTAs0phNEhzXUaCqqaqmr6/o1aizQGNNNbCgoo7zS9Rdn37gIxlmPM9MJgoKkca2muuvf01igMaab+DCrxL195ogkGz9jOk2UR63GF81nFmgChKqyv6KKIz7qVWI67sPshtUQp45I8mFJTKCJ8eji7IsOAV5bj0ZEHgcuBIpU9QQnrRfwLJAG5AHfUtUDzgqZ/wTOBw4D31fVz5xrrgZ+49z2LlVd5KRPAp4AInEtmvZTVdWW8vDWc/rS0Zpa3s0s4uXPC1i/4wAHDlcjAgmRoUwclMiwlBgG944irXc06WmJhIcEH/umxicOHa3h852l7v2pwy3QmM7TqEbjgz9GvRZocAWBB4DFHmm3AStU9R4Ruc3Z/yUwBxjhfE4DFgKnOUFjAZAOKLBeRJY6gWMhcD2wBlegmY1rhc2W8ggYtXXKfz/K5V/vZVN2pLrRMVU4cLiaFV8VscLjxXK/+Ah+OXs0k4f2JiU2nKAga5bpTj7YVkyN85J2XP84esfY/Gam83h2cc7bV9HlE7V6relMVVcD+5skzwUWOduLgIs90hery6dAgoj0A2YBy1V1vxNclgOznWNxqvqpszLn4ib3ai6PgJBVeJDL/v0xd72x5WtBJjosmJbix56ySm5+9gsm/2kFZ/5lJZ9s39cFpTVt9dqXu93b541O8WFJTCAa0y/WvX3X61soPVzVpfl7s0bTnD6qWj996F6gvv/mACDf47wCJ6219IJm0lvL42tEZD4wH2DQoEEtndYt5JVU8PhHuSxZm+8e0AeQmhjJpScPYO7JAxiaFE11rZJbUsHWwoPklVSwcVcZyzMLG91rV+kRfvjUej65/dxGVWrjG4eO1jTq1vyNE/v7sDQmEP3o3BG8/uUe9lVUsbe8kodX5/CL2aO7LH+f/ZZx3qd4tUP3sfJQ1YeBhwHS09O7vnN5Gy3bvJefLvmcyuqGABMaLPz43BH88OxhhIU0VEzDQoRRfWMZ1bfhL5jNu8t46tMdZO45yIb8UgDKjlTzr/ey+cWsUda7yceWZ+51/9uO7hvLiD6xx7jCmPZJjg1nwUXj+MkznwPw7Lp8bjhrGPHOKpze1tW9zgqdZi+cr/V/xu0CBnqcl+qktZae2kx6a3n4pU+27+PHzzQOMiemxvP6j8/kJ+eNaBRkWjKufzx/unQCr940hZ/NHOlOX/j+dn7/Wiau1kfjC3V1yiOrc937Vpsx3jLnhL4kO2sb7auo4vz7P6CovLJL8u7qQLMUuNrZvhp41SN9nrhMBsqc5q9lwEwRSRSRRGAmsMw5Vi4ik50ea/Oa3Ku5PPxORt5+fvDEOqpqXEEmrXcU/7vuNF65aUqjGkt7zDsjjeEpMe79Jz7O49v/+ZQVWwpbucp4y0uf7yLTWU0zIjSIb58y8BhXGHN8QoOD+M0FY9z7u0qP8MoXu1q5ovN4LdCIyDPAJ8AoESkQkWuBe4AZIpIFTHf2wdVrLAfIBh4BbgRQ1f3AncA65/MHJw3nnEeda7bj6nFGK3n4lS8LSrnmv+s44ozi7RMXzuIfnMYZwzs2kC8uIpRXb5rCrHENr67W5u3n2kUZ/HvVdqvddKGyI9Xc89YW9/41U4aQZL3NjBfNPWkAl548wL2/Lq9rRn6I/WJxSU9P14yMDF8XA4DnMvL57SubOOrUZJJiwnn2hskMS445xpVtV1ldy52vZ7JkXT61HnMf3XHhWH4wdUin5WNa9rulm3ni4zzA1f383f87u9GU7sZ4Q3bRQab/YzXgWoGzo52CRGS9qqa3do7NDNDNfJqzj1+88KU7yMRHhvLUdad2apABiAgN5u5LxrP6F+dwsseaJ/e89RVvb/LNuuI9yebdZSz+JM+9/9sLx1qQMV1iWHIMfeJcNeeyI9XcvyLb63laoOlGKqtr+eWLX7r3R6TE8OL/O4PRfb03ueKAhEj+d91khiVHA1BVW8cPn/qMnz2/gQMVXdvXvqeoq1PueHUz9RXJqcOTmHNCX98WyvQYIsKtM0a59x/9IIe8kgqv5mmBphu5f0UWO/YdBiA2IoSnrjut0Yt7b4kMC+bB70ykf3yEO+2F9QV844EP2by7zOv59zQPrMxm/Q5X23hosPC7i8ZZF3PTpS5PT+WUtEQAauqUp9fs8Gp+Fmi6iU27yvjP6hz3/q/OH0OfuIhWruhco/vG8dZPz+KCCf3caQUHjjD3gY/405tb2HfoaJeVJVDl7z/M9x5bwz+Wb3OnzT9raJf8MWGMJxHhxmnD3fsvrC+g0ovLB1ig6Qaqaur42fMb3C/lTx3Si2+nd3031/ioUB68aiL//u5Eop31K2rqlP+szuGsv6z82gwDpm0OVlZz7/JtzLh3FR94LAVw6pBe3Dx9ZCtXGuM9Z41Mdi8VHh8ZSsGBw17Ly94+dgML39/OV3sPAq6xFH/55gSfTno5+4R+DE+J5bYXvyTDaeKpqKrlhicz+NOl4/n2Kd17up7uYMe+Cl7/cg9vb9pL5p7yRj37ggS+lT6Q3144ltBg+1vP+EZwkPDbC8cSGxHC6UN7e/V3jgUaH9uxr4IHVzb0+vjZzFGkJUX7sEQuw1NieO6G03l7817ufmMLu0qPUKfwyxc3UnKoihunDbP3Ch6qa+tYva2Y5ZmFrN9xgKyiQ82eN7ZfHH+8dDwnDUzo2gIa04zZXdQJxQKNj935+hb3JJknDkzgmindZwxLUJBw/vh+nJLWi+//dy2bd7tGsP912VY+zCrhB1OHMG1Uco/9q/zQ0Ro+yi7h/a1FvL1pLwcOV7d47rDkaG44exjfnJhKsC3RYHoYCzQ+9P7WIt71mPrlDxeN65a/hJJjw1kyfzI3PLmej53lBT7J2ccnOfuIjQjhqtMGcfmkgQxLjg74Wk5ldS3vfVXES5/tYtW2Iqprmx/wHBYSxFkjkrhwQn/OGZ1CfGTXTF5oTHdkMwM4unpmgKqaOmbft5ocp//6t9JT+ctlJ3ZZ/sfjaE0tv38tk2fW7qS5H5uRfWK46+LxnDqkV9cXzotUlc92lvLsup28tXEvB1tYCrdffAQXndifaaNSmJAabwMwTY/QlpkBLNA4ujrQPLx6O3988ysAYsNDeO9n09wzq3Z3+fsP88THeby9aS+7So987fiZI5K4deYov38PUXq4itc27ObpNTvdnTWaGtMvjmmjkjlnVArpgxNt5VLT41igaYeuDDRrcvYx7/G17mlmfnvhWK71w/nF6uqUZZv38uJnBazeVtJoQTZwzWxwxamDmDWuD6mJUT4qZfvU1SkfZpfw9JodrNhS5F5e2dPg3lHuyQm7Q8cNY3zJAk07dFWg2bSrjCsf/tTd/DKyTwxv/ORMv3+hnr//MPe9m8XLnxfQ9HezCKQPTmRoUgxTRiQxc2wfIkKDfVPQZqgqWwsP8tqG3SzdsJv8/V+vpUWGBnPRif359qkDOXlgQsC/izKmrSzQtENXBJqc4kNc/u9P2OfMIZYcG86LPzyDQb3946/9tsgpPsTfl2/jrY17vhZw6oUGC2P7xzOqTwxDk2MY2y+O5NhwekWHER0eQnRYsNd+kVfV1LG/ooqSQ0cpOljJx9n7WPFVEbktzPV04sAELj15ABefPMBe6BvTDAs07eDtQJO5u5xrF61jT5lrRbu4iBCe++HpXp0w05fKjlTz2obdvLZhN2ty9x/7Ag/xkaH0iQsnMjSYiNBgIsOCiQpztp0PuGYtqK6to7ZOqalT4iNDqa1TjtbUcbS61vW1ppayI9XsO+QKLuWVzb/I9xQXEcJlkwZy1WmDbHoYY47BAk07eCvQlFdWs+ijPBau2s7hKtdcQpGhwTx13WlMGpzY6fl1R7klFeSVVLChoJSlG3aTU+zdmWKPR1RYMOeN6cOFE/px9sjkbtW0Z0x31qMDjYjMBv4JBAOPqmqrK212VqBRVQoOHOGznQdYv+MAr3+5h/0e0+3Hhofw7+9NYsrwpA7n5a9KD1exLu8Auw4c5ov8UgrLj1J86Cilh6s5dLSayuq6Y9/kOAUJ9IoOJykmjF7RYQxPieHc0SlMHtrbgosxx6EtgSYgO/qLSDDwIDADKADWichSVc3szHxWbytm1bZiyo5UU3akmvIj1eSUVFB8sPmZjgf2iuTxq09hRJ/YziyG30mICmPG2D7NHlNVdpdVcqiyhiPVtRyuqqGyupYjVXUN29W1CEJwkBAaLAQHBREkUHqkmtDgIMJCgogICSIiNJjwkCBiIkJIjgmnd0w4CZGh1gXZmC4WkIEGOBXIVtUcABFZAswFOjXQfJFfymMf5h7zvP7xEdxw9jAunTiA2Ah7odwaEXHPKGuMCQyBGmgGAPke+wXAaU1PEpH5wHyAQYPaPyNxXETz377Y8BBOGpTAxEGJTBycyGlDelmzjDGmxwrUQNMmqvow8DC43tG09/pThvTi9jmjiY8MJT4ylLjIUFJiwxmaHNMt5ywzxhhfCNRAswvwXDks1UnrVOP6xzOuf3xn39YYYwKKfw9Hb9k6YISIDBGRMOAKYKmPy2SMMT1SQNZoVLVGRH4ELMPVvflxVd3s42IZY0yPFJCBBkBV3wTe9HU5jDGmpwvUpjNjjDHdhAUaY4wxXmWBxhhjjFdZoDHGGONVATupZnuJSDGw4zgvTwJKOrE4/qSnPntPfW6wZ++Jz97acw9W1eTWLrZA0wlEJONYs5cGqp767D31ucGevSc+e0ef25rOjDHGeJUFGmOMMV5lgaZzPOzrAvhQT332nvrcYM/eE3Xoue0djTHGGK+yGo0xxhivskBjjDHGqyzQdJCIzBaRrSKSLSK3+bo8nUlEHheRIhHZ5JHWS0SWi0iW8zXRSRcRud/5PnwpIhN9V/KOE5GBIrJSRDJFZLOI/NRJD+jnF5EIEVkrIhuc5/69kz5ERNY4z/ess/wGIhLu7Gc7x9N8+gCdQESCReRzEXnd2e8Rzy4ieSKyUUS+EJEMJ61Tft4t0HSAiAQDDwJzgLHAlSIy1rel6lRPALObpN0GrFDVEcAKZx9c34MRzmc+sLCLyugtNcCtqjoWmAzc5PzbBvrzHwXOVdUTgZOA2SIyGfgzcK+qDgcOANc6518LHHDS73XO83c/BbZ47PekZz9HVU/yGDPTOT/vqmqf4/wApwPLPPZvB273dbk6+RnTgE0e+1uBfs52P2Crs/0f4MrmzguED/AqMKMnPT8QBXwGnIZrVHiIk+7+uce15tPpznaIc574uuwdeOZU5xfqucDrgPSgZ88DkpqkdcrPu9VoOmYAkO+xX+CkBbI+qrrH2d4L9HG2A/Z74TSJnAysoQc8v9N09AVQBCwHtgOlqlrjnOL5bO7ndo6XAb27tMCd6z7gF0Cds9+bnvPsCrwjIutFZL6T1ik/7wG78JnxPlVVEQno/vEiEgO8CNysquUi4j4WqM+vqrXASSKSALwMjPZtibqGiFwIFKnqehGZ5uPi+MJUVd0lIinAchH5yvNgR37erUbTMbuAgR77qU5aICsUkX4AztciJz3gvhciEooryDytqi85yT3m+VW1FFiJq7koQUTq/zD1fDb3czvH44F9XVvSTjMFuEhE8oAluJrP/knPeHZUdZfztQjXHxin0kk/7xZoOmYdMMLplRIGXAEs9XGZvG0pcLWzfTWudxf16fOc3iiTgTKPKrffEVfV5TFgi6r+w+NQQD+/iCQ7NRlEJBLXe6ktuALOZc5pTZ+7/vtxGfCeOo32/kZVb1fVVFVNw/V/+T1V/Q494NlFJFpEYuu3gZnAJjrr593XL6D8/QOcD2zD1Y79a1+Xp5Of7RlgD1CNqw32Wlxt0CuALOBdoJdzruDqgbcd2Aik+7r8HXz2qbjarL8EvnA+5wf68wMTgM+d594E3OGkDwXWAtnA80C4kx7h7Gc7x4f6+hk66fswDXi9pzy784wbnM/m+t9lnfXzblPQGGOM8SprOjPGGONVFmiMMcZ4lQUaY4wxXmWBxhhjjFdZoDHGGONVNjOAMT4gIrW4uoWG4prAczGuiRvrWr3QGD9kgcYY3ziiqicBOFN+/A+IAxb4slDGeIM1nRnjY+qa8mM+8CNnpHWaiHwgIp85nzMARGSxiFxcf52IPC0ic0VknLOGzBfO2iAjfPQoxjTLBmwa4wMickhVY5qklQKjgINAnapWOkHjGVVNF5GzgVtU9WIRicc1W8EIXGuhfKqqTztTIQWr6pGufB5jWmNNZ8Z0P6HAAyJyElALjARQ1VUi8pCIJAPfBF5U1RoR+QT4tYikAi+papavCm5Mc6zpzJhuQESG4goqRcAtQCFwIpAOhHmcuhj4LnAN8DiAqv4PuAg4ArwpIud2XcmNOTar0RjjY04N5d/AA6qqTrNYgarWicjVQLDH6U/gmsBxr6pmOtcPBXJU9X4RGYRrYsz3uvQhjGmFBRpjfCPSWcWyvnvzk0D9cgQPAS+KyDzgbaCi/iJVLRSRLcArHvf6FvA9EanGtQriH71eemPawToDGONHRCQK1/ibiapa5uvyGNMW9o7GGD8hItNxLUL2Lwsyxp9YjcYYY4xXWY3GGGOMV1mgMcYY41UWaIwxxniVBRpjjDFeZYHGGGOMV/1/zweO68TzKE8AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#We now create three plots\n", "x = range(len(intensive_care))\n", "\n", "for i in range(len(labels_en)) :\n", " plt.plot(x,loadedData[i], label=labels_en[i],linewidth=3)\n", " #plt.plot(x,intensive_care, label='Intensive care',linewidth=3)\n", " #plt.plot(x,total_infected, label='Total infected',linewidth=3)\n", " #plt.plot(x,currently_infected, label='Currently infected',linewidth=3)\n", " #plt.plot(x,tests, label='Swab/tests',linewidth=3)\n", "\n", " plt.legend(fontsize=13)\n", " plt.xlabel('Days')\n", " plt.ylabel('Values')\n", "\n", " plt.savefig('Italian COVID-19 data'+str(i),bbox_inches='tight')\n", " plt.show()\n", " \n", "#plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Navigate data to compute new data of interest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### When did we have the peak of currently infeced people?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This data spans 487 days.\n", "On day 272 we had had the peak of currently infected: 805947\n", "Therefore we reached the peak 215 days ago\n", "\tActually 215 days before the latest measured day in the CSV\n", "On the last measured day we have 62309 currently infected people\n" ] } ], "source": [ "peak_infected = max(currently_infected)\n", "day_of_peak = currently_infected.index(peak_infected)\n", "print('This data spans',len(currently_infected),'days.')\n", "print('On day',day_of_peak,'we had had the peak of currently infected:',peak_infected)\n", "print('Therefore we reached the peak',len(currently_infected)-day_of_peak,'days ago')\n", "print('\\tActually',len(currently_infected)-day_of_peak,' days before the latest measured day in the CSV')\n", "print('On the last measured day we have',currently_infected[-1],'currently infected people')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### When did we have the peak of currently infeced people __graphically__?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's show this information **graphically**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(x,currently_infected, label='Currently infected',linewidth=3)\n", "plt.legend(fontsize=13)\n", "plt.xlabel('Days')\n", "plt.ylabel('Values')\n", "#plt.savefig('Italian COVID-19 data',bbox_inches='tight')\n", "\n", "msg='The peak on day\\n'+str(x[day_of_peak])+\" was \"+str(currently_infected[day_of_peak])\n", "plt.annotate(msg, xy=(x[day_of_peak], currently_infected[day_of_peak]), \n", " xytext=(x[day_of_peak]-200, currently_infected[day_of_peak]-300000),\n", " arrowprops=dict(facecolor='black', shrink=0.05))\n", "\n", "msg='The most recent\\nvalue is '+str(currently_infected[-1])\n", "plt.annotate(msg, xy=(x[-1], currently_infected[-1]), \n", " xytext=(x[-1]-200, currently_infected[-1]-30000),\n", " arrowprops=dict(facecolor='black', shrink=0.2))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What about the daily variation of infeced people?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we are interested in the **daily variation of infected**?\n", "* In absolute value\n", "* In percentage" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "prevDay=0\n", "daily_variation=[]\n", "daily_variation_perc=[]\n", "for i in range(len(currently_infected)) :\n", " difference = currently_infected[i] - prevDay\n", " daily_variation.append(difference)\n", " if(prevDay==0):\n", " daily_variation_perc.append(0)\n", " else:\n", " daily_variation_perc.append(difference/prevDay*100)\n", " prevDay=currently_infected[i]\n", "#print(daily_variation) \n", "#print(daily_variation_perc)\n", " \n", "plt.plot(x,daily_variation, label='Daily variation',linewidth=3)\n", "plt.plot(x,[0]*len(x))\n", "plt.legend(fontsize=13)\n", "plt.show()\n", "\n", "plt.plot(x,daily_variation_perc, label='Daily variation %',linewidth=3)\n", "plt.ylabel('% variation')\n", "plt.legend(fontsize=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we are interested in the\n", "* **daily variation after the peak**?\n", "\n", "Well, luckily we know how to obtain subsuquences..." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(x[day_of_peak:],daily_variation[day_of_peak:], label='Daily variation after the peak',linewidth=3)\n", "plt.legend(fontsize=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Next class..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the beginning of this class we have seen a clear example of \n", "- __spaghetti code__" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "deposit = 20\n", "withdraw = 7\n", "\n", "if deposit >= withdraw :\n", " deposit-=withdraw\n", " print('Withdrawing',withdraw,'succeeded. ') \n", " print('We are left with',deposit)\n", "else:\n", " missing = withdraw - deposit \n", " actualWithdraw = deposit\n", " deposit = 0\n", " print('Withdrawing',withdraw,'failed. ')\n", " print('We withdrew',actualWithdraw,'remaining with',deposit)\n", "print()\n", " \n", " \n", "if deposit >= withdraw :\n", " deposit-=withdraw\n", " print('Withdrawing',withdraw,'succeeded. ') \n", " print('We are left with',deposit)\n", "else:\n", " missing = withdraw - deposit \n", " actualWithdraw = deposit\n", " deposit = 0\n", " print('Withdrawing',withdraw,'failed. ')\n", " print('We withdrew',actualWithdraw,'remaining with',deposit)\n", "print() \n", " \n", "if deposit >= withdraw :\n", " deposit-=withdraw\n", " print('Withdrawing',withdraw,'succeeded. ') \n", " print('We are left with',deposit)\n", "else:\n", " missing = withdraw - deposit \n", " actualWithdraw = deposit\n", " deposit = 0\n", " print('Withdrawing',withdraw,'failed. ')\n", " print('We withdrew',actualWithdraw,'remaining with',deposit) \n", "print() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Did you notice that we copy-pasted several times the same `if-else` statement?\n", "This is very bad because:\n", "* It makes the code less readable\n", "* It makes the code less manutenable\n", " * What if you have to change something in the if-else statement?\n", " * You would have to modify each copy... which is very error-prone\n", "\n", "Solution: declare a new function!" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Withdrawing 7 succeeded. \n", "We are left with 13\n", "\n", "Withdrawing 7 succeeded. \n", "We are left with 6\n", "\n", "Withdrawing 7 failed. \n", "We withdrew 6 remaining with 0\n", "\n" ] } ], "source": [ "def withdraw_amount(deposit,withdraw):\n", " if deposit >= withdraw :\n", " deposit-=withdraw\n", " print('Withdrawing',withdraw,'succeeded. ') \n", " print('We are left with',deposit)\n", " else:\n", " missing = withdraw - deposit \n", " actualWithdraw = deposit\n", " deposit = 0\n", " print('Withdrawing',withdraw,'failed. ')\n", " print('We withdrew',actualWithdraw,'remaining with',deposit)\n", " print()\n", " return deposit\n", "\n", "deposit = 20\n", "withdraw = 7\n", "\n", "deposit = withdraw_amount(deposit,withdraw)\n", "deposit = withdraw_amount(deposit,withdraw)\n", "deposit = withdraw_amount(deposit,withdraw)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furthermore, functions, or libraries (collections of functions and types) can be declared in different files, maintaining your code\n", "* simple\n", "* modular\n", "* manutenable" ] } ], "metadata": { "kernelspec": { "display_name": "env_iproml_2021", "language": "python", "name": "env_iproml_2021" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" }, "toc-autonumbering": true }, "nbformat": 4, "nbformat_minor": 4 }