From 30fd4f97cb6524eba8cde8c41189a4906cac6f4a Mon Sep 17 00:00:00 2001 From: Kelvin <krodriguez@usgs.gov> Date: Tue, 29 Oct 2019 12:43:24 -0700 Subject: [PATCH] updated comparison notebooks --- examples/cassini_isis_cmp.ipynb | 738 -------------------------------- 1 file changed, 738 deletions(-) delete mode 100644 examples/cassini_isis_cmp.ipynb diff --git a/examples/cassini_isis_cmp.ipynb b/examples/cassini_isis_cmp.ipynb deleted file mode 100644 index 572f87d..0000000 --- a/examples/cassini_isis_cmp.ipynb +++ /dev/null @@ -1,738 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparing a USGSCSM and ISIS camera for Cassini ISS" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - " <script type=\"text/javascript\">\n", - " window.PlotlyConfig = {MathJaxConfig: 'local'};\n", - " if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n", - " if (typeof require !== 'undefined') {\n", - " require.undef(\"plotly\");\n", - " requirejs.config({\n", - " paths: {\n", - " 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n", - " }\n", - " });\n", - " require(['plotly'], function(Plotly) {\n", - " window._Plotly = Plotly;\n", - " });\n", - " }\n", - " </script>\n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import os \n", - "import sys\n", - "os.environ[\"ISISROOT\"] = \"/usgs/pkgs/isis3\"\n", - "\n", - "import pysis\n", - "from pysis import isis\n", - "\n", - "import knoten\n", - "from knoten import vis\n", - "\n", - "import json\n", - "\n", - "import ale\n", - "from ale import util\n", - "from ale.drivers.cassini_drivers import CassiniIssPds3LabelNaifSpiceDriver\n", - "from ale.formatters.usgscsm_formatter import to_usgscsm\n", - "\n", - "from IPython.display import Image\n", - "\n", - "import plotly\n", - "plotly.offline.init_notebook_mode(connected=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Fetch the test image" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2019-08-05 09:15:45-- https://pds-imaging.jpl.nasa.gov/data/cassini/cassini_orbiter/coiss_2071/data/1702247425_1702389962/N1702360370_1.IMG\n", - "Resolving pds-imaging.jpl.nasa.gov (pds-imaging.jpl.nasa.gov)... 128.149.114.60\n", - "Connecting to pds-imaging.jpl.nasa.gov (pds-imaging.jpl.nasa.gov)|128.149.114.60|:443... connected.\n", - "HTTP request sent, awaiting response... 304 Not Modified\n", - "File ‘data/N1702360370_1.IMG’ not modified on server. Omitting download.\n", - "\n", - "--2019-08-05 09:15:46-- https://pds-imaging.jpl.nasa.gov/data/cassini/cassini_orbiter/coiss_2071/data/1702247425_1702389962/N1702360370_1.LBL\n", - "Resolving pds-imaging.jpl.nasa.gov (pds-imaging.jpl.nasa.gov)... 128.149.114.60\n", - "Connecting to pds-imaging.jpl.nasa.gov (pds-imaging.jpl.nasa.gov)|128.149.114.60|:443... connected.\n", - "HTTP request sent, awaiting response... 304 Not Modified\n", - "File ‘data/N1702360370_1.LBL’ not modified on server. Omitting download.\n", - "\n" - ] - } - ], - "source": [ - "imageLink = 'https://pds-imaging.jpl.nasa.gov/data/cassini/cassini_orbiter/coiss_2071/data/1702247425_1702389962/N1702360370_1.IMG'\n", - "lblLink = os.path.splitext(imageLink)[0] + '.LBL'\n", - "!wget -N -P data/ {imageLink}\n", - "!wget -N -P data/ {lblLink}\n", - "fileName = 'data/' + os.path.split(lblLink)[1]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Ingest the image, spiceinit, and create a usgscsm sensor model" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Set the output location of the resulting .cub\n", - "cub_loc = os.path.splitext(fileName)[0] + '.cub'\n", - "\n", - "try: \n", - " isis.ciss2isis(from_=fileName, to=cub_loc)\n", - "except ProcessError as e:\n", - " print(e.stderr)\n", - "\n", - "try:\n", - " isis.spiceinit(from_=cub_loc, shape='ellipsoid')\n", - "except ProcessError as e:\n", - " print(e.stderr)\n", - " \n", - "with CassiniIssPds3LabelNaifSpiceDriver(fileName) as driver:\n", - " usgscsmString = to_usgscsm(driver)\n", - " usgscsm_dict = json.loads(usgscsmString)\n", - " csm_isd = os.path.splitext(fileName)[0] + '.json'\n", - " json.dump(usgscsm_dict, open(csm_isd, 'w'))\n", - "camera = knoten.csm.create_csm(fileName)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "csmisis_diff_lv_plot, csmisis_diff_ephem_plot, external_orientation_data = vis.external_orientation_diff(csm_isd, cub_loc, 10, 50, 600, 600)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ZbijeAuu6Ghfhlnu6oc29DdCl/d0yVv4yX/3MCHE1Biqw/PWPrjAKGrrFWJ5d8RomP70SW9dMy7VxU4w1eqCfPNuyaV2Mm/U8lr34Bu66vaYIPfYxtUyy5xV5TxEWJLC+3rkb93UcgYlDOqJR3ePuJTZ4a/PuqHHJBSL6KLB4iIGnuLwLrXC33XyVWFLyKzxxuvKlt8QiRkFEYXboyFHceXtNiaMzN7BTq1TEnHHH3b679/wpjCcNfRwN61yHx/pOxp//7BNh4V0oTA8dPhqSwAqUw+P9p2DP7//IZu5dVr/ytljcTNFjCizOzetvfSwC2XRZn2i90v1Wr0UvPNG2qbiNWOhCe/+Tb7DlhSny4YB9+Pl/f+L15RNzNbXkhdcxfvZyfLzhaez5/W807zDM77yalfytjasaPIo7690oFhbvwp85njx9d91Mj1ih+7bjQ0Yf8yuBCKyad3XGdVdeJOusMAKLfW5463W5PnSwP50HTcc//+7HqnnD8+1zICz5wYAfAApan9c1NtZpXnYmG/NnnOLZ25363Q//k7ny/hAU6O80fU4JKIHQCEStwMo7LP5S7zn8KXHl8JcIXRcnEliB1M/7zGdf/yCutLyfAguDmDFPY2Y8J3EgpnXAW2DxGDmtZds/24k3Vk0WSxKD0/kJ1dz8A0nTMLJPO1Q734hlos+FbjrzCLrZ7xkL1ki8CQUMTzCaxXQlMhCeLjZJT/HG+3ICi2LR6XKj5jXV0a9TK7EsBSuwPtjxjbgtKGxqXX9ZLowUN+zn3Am9RGC99uZH2LZ+Vq5nKLDomsnPvUGrTs/hs2XT5glOrgke1adVrea1l+YSWHS7TRvZ2dO+ydiMg2vdeTRo/Vz59LBcfXhiwDT89c++kARWoBy49pguIG8f6MrsPXIOls8ZgssuOk8sWLSa8EME3aLL5wz1xLMVtFY7DZwGBoC/tmw8jqVnotbdXcVdZ1oJ2Qda9+LyxOy43G7hQwvWv3v3o22P8SfctPMKLKfTicvqthf3m+nqNPtK1yKtwJ9uesYjVgZ1ewCtmhmnhQsrsOi64xriO3s+1iJogWX2mVZPxrd5F6fThfLlUvH2i9Pz7XMgLHkalwLrROuzQe1rcWmdtmhzXwOJh/RXzJ9xMyWM9zN0I/NnqMVdtxa0PPT7SkAJhJFA1Aksuo9OqlBWrFV5y+Z3d8hpqGcm9cGNV1f3K7CCqZ+3ff4i4i/kU06ugDXzR8lmnbdQZDBm5KF760swMTc6WqcobPIWWj5uuLMTHn3gTgnWziuwzI2Xny57jngKXdreLb9EgxFY/k5Q5e0Hg8zpAsvPguXvly/dQLQqMNieXGjR2LvvgBz3N/NgFWTBMr+fnwXr6ssulLiewgqsJ/pPxa7dv2HT8kmeueKmeFWDx8Ri5m3BKkhg8fQmLTx5LVh0uxw9lh6SwAqUA8djuqO859C0YFHccEOmwHK5XJg9tjvoPqTlbtXc4bncpPn9jnj7g89B0bh4+gBxJ9MytnHZBJx+qpHKgN/7cfdvInz9lVOrVJLYPIqCMQM65DpM4P28v7VxdYPHxM3vz4LFU7MnEiv++lKQBcu0upku/8JYsK5p2FE+HPg7Vcife37wMF2EeUVhICzpdixIYDHGkC5IxjB6u++9mSxauVF+VpfMGCjxc3kL4/l4UEWLElACkSMQVQKLJ8Ie7TPZ47LKi2Hmsy+CcSSmqySvBSvY+v4wM9B81sK14rYz3SjmcwyafbzfVDCx6MtLxsJus+LW5j3kFx9PZ+Ut3DTa9RzvGU9egUWLEY/HJycl4Jc9f2HL6qlihQm3wNrx5S7J1ZU3BsvMGUa3JF1M73z4hcS+eP8ipphkXNW7a2eIdcWfwJo9prswYMkVg5WZJRsD47W8Y7B4Sq9+yz4SyE2hWliBResYE0Ky/2Yx48oYH0QBwBLIBkb36PJ1b8omb4plbpx17+0pm2hIMVgBcuDaZvB43hisgePmY+v7n4kLjdYU7yD33/74F807DJVgcPPE6Il+fdCVXe++3pKIk3E7LPzAYpZnlr0CxoK9uWqKBP+bhfGFiQlxSEtNQWZWtrh4a99YwyNipZ1lr2Db9q/BmCZTYHmvDf4sMKfdS4ue9LTLn4GGrfvKacJZT3YLmwWLp0rbdB8rsYMUkyyFEVgdeIDgv4M+80+RyTg2WozyE1iBsAx0fTIGjr8XGLNpxq/RtTtpzgqxzNJax5jCvIliaeVk0mJ/pzAjt83om5RA6SQQVQKL8TNdmOTzwy/l5A9jiLjZHTx8BO9+9BVWrt8iyUcZN8OSV2AFW9/flNMC0mPYbPDIPq1kDFQvV7aMfNpf+dIWCfieOaabJwiegb0TnlohGxw39SonV0B6Rha+/O4n8BM0+//CvBFiXcgrsPh+07TPT8lmjFC4BRbfQ4H12597MaJ3G1xwzulgXNDIqYtlA6K1goG79e7vhYsuOBuPP3wXTq5UHv/uPSCfio8ey5DA5LwuQm7u9Vv1wQP31MPdjWrh3DNPwahpS3JlcmfA9IIVGyTwudb1l+OfvfslRQX/+9LCJ2XDLqzAMoPCp43qLK6zrR98jpc2bkNWdjbcLjfmjO8pIiEQgcVTcPc9NgK33lgDHR+6Uw4MzHp2LX757S+klUkuUGBxfhm0n7ecXLGcnIILhANdtuwrE1327dQSZVNTJAXI5KdXiQWUblyWvGkaTFdpoG4gfoCQtXz4GCYN7YjbbzmeqsI8Rcigc7oNuTF//+MemTOulemjjKS5dDnPWvgiuj/SHNdfXR07f9gjLnGuBXLwtzYYl8gTjwzCfrD57eJy5NrgCdLFMwZITF5+YsXfz2reRKN85tCRY/jo02/Fysy+M5+eGdxdGIHF+E+eIry7cS3pN+eZaUz4c0G3I8ebX58DZRnI+uSHJApGnt697646OHjkKMbOWCbrm6cIKbpohaX7lwcPLqp6lvz88kPp7l//woal43KFB5TO7U5HrQQiSyCqBBaHToHzwitvgyf6GHd14NBRJCfG47yzT5NfLrz+wsw07S8GK5j6+aGmUOP1GUwVwCDRrKxs+bRKwcVj6GZmaLM+BSHF384f9+C//Yfkqhw+c8uNV6D9/Y08FiF/Aotj5CkqM9iabRaFwGKupClzV2HLe59i/8EjYimrf8vV6PrIPZKbioW/nKfMW4XPv/5RTt1VLF8W1195kaQ2oHD0d1UO84AxRohtvPrcOHmH91U5ZMmM9qtf2Yrf/9orG9T1V16Mno+28LilCiuw+Ol81NQl2PrBF3C7XHIacHC3B/HBjm8ltxZdJXRtBrKBcfw85EDxwXQWZh4sJoT96rufc53eyrtuKHho0fBX6BLjlTaBcGB9ButPnrvKkweLp0B5AIF/zOLvqhwzjokB73mvcsrbr7/++U/EdLmyqXjrhak+OZIojrgOePAiPT1T1n69WlfJ9UtmDB/Hw8Bq3m7AdcFnmja8CR1aNfb8fOZdG/ywQRflnCXrJd7QYrWgetWzpV0GorMURmB5j4/9O+u0yvJB7MHm9U54VU4gpwjZNjnQskgRbrVYceZpJ8tJXzOm6UR9DoRloOuTOcTYD8ah8oMJP4BS5JkuQVrYZyx4UW68YPZ+fv3qy6uJOM/7Oyuy24y+TQmUTgLFKrBKJ3IdtRJQAkpACSgBJRDrBFRgxfoM6/iUgBJQAkpACSiBiBNQgRVx5PpCJaAElIASUAJKINYJqMCK9RnW8SkBJaAElIASUAIRJ6ACK+LI9YVKQAkoASWgBJRArBNQgRXrM6zjUwJKQAkoASWgBCJOQAVWxJHrC5WAElACSkAJKIFYJ6ACK9ZnWMenBJSAElACSkAJRJyACqyII9cXKgEloASUgBJQArFOQAVWrM+wjk8JKAEloASUgBKIOAEVWBFHri9UAkpACSgBJaAEYp2ACqxYn2EdnxJQAkpACSgBJRBxAiqwIo5cX6gElIASUAJKQAnEOgEVWLE+wzo+JaAElIASUAJKIOIEVGBFHLm+UAkoASWgBJSAEoh1AiqwYn2GdXxKQAkoASWgBJRAxAmowIo4cn2hElACSkAJKAElEOsEVGDF+gzr+JSAElACSkAJKIGIE1CBFXHk+kIloASUgBJQAkog1gmowIr1GdbxKQEloASUgBJQAhEnoAIr4sj1hUpACSgBJaAElECsE1CBFeszrONTAkpACSgBJaAEIk5ABVbEkesLlYASUAJKQAkogVgnoAIr1mdYx6cElIASUAJKQAlEnIAKrIgj1xcqASWgBJSAElACsU5ABVasz7COTwkoASWgBJSAEog4ARVYEUeuL1QCSkAJKAEloARinYAKrFifYR2fElACSkAJKAElEHECKrAijlxfqASUgBJQAkpACcQ6ARVYsT7DOj4loASUgBJQAkog4gRUYEUcub5QCSgBJaAElIASiHUCKrBifYZ1fEpACSgBJaAElEDECajAijhyfaESUAJKQAkoASUQ6wRUYMX6DOv4lIASUAJKQAkogYgTUIEVceT6QiWgBJSAElACSiDWCajAivUZ1vEpASWgBJSAElACESegAiviyPWFSkAJKAEloASUQKwTUIEV6zOs41MCSkAJKAEloAQiTkAFVsSR6wuVgBJQAkpACSiBWCegAivWZ1jHpwSUgBJQAkpACUScgAqsiCPXFyoBJaAElIASUAKxTkAFVqzPsI5PCSgBJaAElIASiDgBFVgRR64vVAJKQAkoASWgBGKdgAqsWJ9hHZ8SUAJKQAkoASUQcQIqsCKOXF+oBJSAElACSkAJxDoBFVixPsM6PiWgBJSAElACSiDiBFRgRRy5vlAJKAEloASUgBKIdQIqsGJ9hnV8SkAJKAEloASUQMQJqMCKOHJ9oRJQAkpACSgBJRDrBFRgxfoM6/iUgBJQAkpACSiBiBNQgRVx5PpCJaAElIASUAJKINYJqMCK9RnW8SkBJaAElIASUAIRJ6ACK+LI9YVKQAkoASWgBJRArBNQgRXrM6zjUwJKQAlEiMChw0fxYJcxeGpcD5xWpVKE3hr511zd4DG8unQsKp9UAes2voemDW4KqhM7f9yD7kNnYePzE4KqVxoeXrjyNeze8ydG9mmHD3Z8g3PPPEU4B1Oub/w4Xlr0ZL71HA4nWncejcHdHsSlF50bTNNBPasCKyhc+rASUAJKQAnkR2DQuPm4uOrZaH33bTEN6b/9h1CubCosFuCWu7vhnbUzghqvCqz8cWVkZMHhdKJMShI6D5qODq3vwOUXnxcU34IEFhv7dtf/0O/JuVi3cDRsVmtQ7Qf6sAqsQEnpc0pACSiBEkCgy6AZqHru6fj+51/xw+7f0LT+TYiPs+PDz77DX//8h8nDnpDvHzmajienL8UX3/4Ep9OFDg/cgeaNb5ERfv7Njxg9bak8Ex9vl0/619a4CBQGA8c+g1tuuAJf7/wZf/69DwO6tkbNay7FH3/vQ8vHR+L15RNBC0GTtoMwY3RXVK96Nj77+gf0Gz0XvR+/D7MXrhPrglnufXQYHn+4CSbMXgGn0ylfPpaeiQrl0/Dy4jEnJM6NtFPbZnjv46/E6tH3iZZ496Mv8fOeP0X8zJ3QC0mJCfmOh40veP5VrHhpC8qmlcF9d92Kec+9jDdWTgY5Xlz1LHz9/W78u/cAqpxcAVNHdpbN2LRgPTn9OWzZ9hnOO+tUeVfD1n2lbqUKZaXfNeo94vn3M8tewfJ1W1AuLQX1a1+Lta+9KxasE82D9+Af7TMZTRvehEZ1rpMvm//+9vtfkJWdjYFdH5CvHzh0BHVb9JQ5uvHq6jKn+/YfQq1mXfHMpD7ytW92/YLB4+Zj7bOj8+Ub6Dpi2wPGPIM9v/8Nl8uFh+6tjwfuqSftvr/9a4yZuQxwu3FfkzpYsHwDls0ejMNHjuW7jkwL1lmnVcashWtx8knl0afj/fjlt7/w+197Maznw9L2/Odf9fx72/avMHrac7BZLbij3o1YtPI1j5GlflkAACAASURBVAXr7Q8+x7RnVuNYRiZOr3ISJg59HBXKpUobHfpMwj2NaqHBrdcWyU+2CqwiwaqNKgEloASKhwBdTxmZWZgzrgf2/P4P7nxoAEb1bYcmDW7C00vW45+9+zG058MYN+t57D94GGMGdJANr8Wjw0UQVTv/TDRrNxjtWzbGHfVuwMtvvI+5S9bjlaXjRLDd3X4I5k7oLRv1pre3Y/Gq12XTfG7NG/hq588YP+gxGfjmd3eAm+WSGQPRsuNIdGl/N264qrpYfBZO7Yeq550hgq9p20F4Z91MEYEsFGd0M97ftA6a1K95Qog17+qMdvc3RPtWjbH6lbcxZsZzYpE487TKaNdzPO69ozYa1rku3/H8+MvveKDTaLy8ZKwIrM4Dp4tQoPAhx4OHj2L+pN6wWq1o1m4I+j5xP2685hKPwIqPj0Od5j3w2RvzfQSVt8Ci67QV37N4DCqWL4v+Y+biy29/lvecaB4CEVinn1IJvYY/JUKOhcKN7OvedBU++3oXRvVtj9e3cp42oua1l6JTm6ZYunoT/vhrL/p1bpUv30DXEZlnZmZjRJ+2+O2Pf3HnwwPw+vJJqFghTdiM7tceN193GWYsWIP5z2/AGysm4tCRY/muI28XYZM2gzCybzuxYHkLKm+BNbj7g7itRU9xKfI9FMv84LCZPCwWmftFU/vLelu0ciM+/WqXrHOWVevfwkeffScfOoqiqMAqCqraphJQAkqgmAhwY7y2RjW0anYbnC4XLqvTDu+unSEWoVfe+AAbt36MWU92Q+17umPaiM644pLzpaeT5qxEYmI8OrdthuxsB2w2G6xWC/7ZewD17u+FLzYvEIH1YOcn8eGrc6TO9z/9ik4Dp8lmRnfLJReegweb3+4ZedfBM+BwupCSlCCWA5YRUxYjrUwyejx6r4iyb3f9IiLPLOzHfwcO5fpafigpsBZN748LzjkdH376LWhRMq1ewyYuxHlnnyoWlfzGw82YVhZzw938zg5MenqlR2BdeVlVPJQzHo7l1po10KzhzUELrDff+1Qsa+TOQovLqKlL5T0nmodABBYtWrfd1wuzx3THheedIfNBi0yNSy7A4/2nCg+KoOoXnoOXN72P+ZP7oMew2WjaoKZYufIrga4jrjGX04W4HIHc6IF+GNO/A9JSk9G685P44OXZ8oqDh47ixrs6YcsLU0Rg5beOghVYnB9aTs01mZmVjStv7yDveefDL+VDAC13LMfSM3DDnZ2wY+M82O02sch2GTTdI07D/SOrAivcRLU9JaAElEAxEuDGWPvGKzyB19Vrt8H2155GclIiNmz5CK9sel+C0K+q/yjKpqbAZjPiT7KyHbIxD+jSWjalpavfQLbDIZsnN6IvtzwrAuuxPpOxZfVUqeP9b3FZNaiJRnWv94z+/U++QYfeE/HslH647sqL5Ovbv9iJgWOekU2tbY/xaHtfQ9S6/jL5HkXI+NnLsWruMOlvQYUCa9W84RJQv/3znZj41Ar5NwuF3JmnnSzt5zceugN/+/NfsX6wfPndT+g7aq5HYN103aUetym5mv82XYSBWrBe3PAOfvntb4zp/4i85+udu9F75Bx5z4nmIVCBNX7W82KBe7hFfdS5t6cI3pTkRNRv2QcvzBuOR3pNxMJp/dHyiZHiFqx3X2+sX/SkxDmdSGAFso4osqfPX4O9+w6IKN/18694hlY/ixX9x8zLFchP4fPasvEisPJbR8EKrCa310SfUXNyiaSrGjyKDUvH4ZXNH2LO4pdQvmwZzzAPH00X0XlSxXLy4YFu3R2vzytoqRXq+yqwCoVNKykBJaAEopNAoAKrQau+mDays7gEvQsDuOvd31s25nPPOlXirLhRByuwXC43Wncajasuq4odX+4SNyItYm63G3Vb9MKwng9h8PgFeGv1NLEmcLOjAHhqbA+xxARSAhFY3IDzG8/zazdj++ffY+qITvI6Wpoo0kwXYbACixv7a89NwMmVyoGWFIqnrWumicvO21LGuKCxM5+X9+Q3D3nH/3j/KbjjthvR+DZDwJJt63vqSUwWY9zY3qOt78D6Tds8FjkeOqBbcNGK10R4UtTVq3U1lrxguHVPVAJdR03bDhZhR8seC9fK2IEdkFomGW27j8d7L82Ur9MNff0dT3gsWMEKrGdXvIb//fYXRvRuK+0xroou3AfvqSfu1w9feUq+TivVNQ07yns+/nwnNm39BDOfNFyCeYsKrEB+yvQZJaAElIASEAKBboy0FDFWa2iPhyTIffLcVWhc93okJMTJxkgrld1mw/T5qyU4+ZONc/HrH//ka3noO/ppXHbReZ4AZ4oXCivGtzzRf6ps9ObpwolzVmDT1u244erqYj2iGGPMVP3a16Bl07oBz2QgAuumay/Ndzw//Pyb4UZbMgZlkpPQdcgM7N7zV8ACKzk5CTXv7ISPNsyRYHqKJca7XXNFNXHHDhg7TwQkA8Ef7jYW6xcxBisVvUY8hZ0//irvyW8eLql2jljlUpKTJNh+6MRnJe0AY6gY68RDBKP6tReBRdFKNyHFMufQtCK+9Po2rFi3BWxrULcHJPbqtS0fSSwcY+LCIbA4B/Mm9ZbDDBve/FAsh5xzHopgYP3M0V2Fx+xF6zB36cueGKxABNY9jwwVVzLnkLGAa155R1zCFK90C15e/XwM6voAbm3eXVzKjMGiBWzq3BfwxspJsNvtaNpuMJbOGIizz6gilkMyIQsWbxd3wIsuiAfVghUELH1UCSgBJRDtBAIVWEePZUgw8I6vdsmQbr72Mgzo0krcPDwpyM29YoWy6PbIPXLyjy7EJ/u3z1dgcfP+5vtfMG7Qo2KNuq/jcKyYM1REAYVZqydGYfUzI+TfPCLP04PmqbavvvsZ9z8+EpUrlc+Fd/3iMSd0YwUisOgizG88dEVS7L225WNUOak87rz9Rix5YZO4sbxdgqZwzesi5FjoAv1q527Mm9hLhM9Ti9bhlCqVcH2Ni7Bk9SYZM91RM599UQLxadlpcWdtiT/btGISTjQPjGs7+/Qqcspy18+/oe+op1GhfKq4RBnTRJeuKaYYZ7Xm1Xfw7roZHvcqDxHwROHEIR3lOQqM+zqOkEMGFEDhEFjL172JZ5a9Km64O+vdKKcY12x4ByufHianN6fOXSVzSOE8Ze4qvLR4DBj0H4jAonuP4r57h+a4p3EtiS9jGgceFDj7jMqgu294rzbYsu1TjJv5vAjNe+64BcvXvonlc4bi1MoV8faHX2DavBeQkZmN1JQk9O/SCldeWlWG/sLLWyXX1pThhgUz3EUFVriJantKQAkogVJIgEfo6baiaDBPBOaH4d99B9DiseHYvGpKkeUgCnQKaD2j65JF4rjmrJQYsGgodP1RWDF9REksFDwsFotFDlzUuO0Rj7UvGsbTsd8U3FW/pif1Rbj7pAIr3ES1PSWgBJRAKSUwYMw8cdvc36ROvgS46dLdddopJ6Hjg3cVK6n/DhyWmKHlc4ZILqthkxYiMSHek1OqWDsHiHXlwnPPkBOgJbHQStnizltx7521sX7T+1i4YsMJc29Fcoy7fvoVPYbPBq2kmmg0kuT1XUpACSgBJRA0AbqtHuqa/1U5jEVq3mEoLrnwXEwc2lHEzInK2JnL8OGOb/0+wsSa5snEoDvqVYG5kJhjyeV2SwwTY6jKlzUSUcZy2f3rX+g+xAhAz1vOOfMUOQARaqEFbuSUxeLKq1A2FcN6t5FYreIuzLX2QJcn5cRssFnig+m7WrCCoaXPKgEloASUgBJQAkogAAIqsAKApI8oASWgBJSAElACSiAYAiqwgqGlzyoBJaAElIASUAJKIAACKrACgKSPKAEloASUgBJQAkogGAIqsIKhpc8qASWgBKKcgOsvI8ePd7FWMXJdaVECSiByBFRgRY61vkkJKAElUOQEnH4Elk0FVpFz1xcogbwEVGDpmlACSkAJxBCB7D99LVhxp6gFK4amWIdSQgiowCohE6XdVAJKQAkEQiDTj8BKUIEVCDp9RgmElYAKrLDi1MaUgBJQAsVLIN2PwEpSgVW8k6JvL5UEVGCVymnXQSsBJRCrBI75EVjJKrBidbp1XFFMQAVWFE+Odk0JKAElECyBI3/4xmCVOVVjsILlqM8rgVAJqMAKlaDWVwJKQAlEEYFDfgRWmgqsKJoh7UppIaACq7TMtI5TCSiBUkHg4B8X+oyz7Knfl4qx6yCVQDQRUIEVTbOhfVECSkAJhEhgvx+BVV4FVohUtboSCJ6ACqzgmWkNJaAElEDUEvjPj8CqoAIraudLOxa7BFRgxe7c6siUgBIohQT2/u7rIqx0mroIS+FS0CEXMwEVWMU8Afp6JaAElEA4CfzjR2CdrAIrnIi1LSUQEAEVWAFh0oeUgBJQAiWDwN9+BFZlFVglY/K0lzFFQAVWTE2nDkYJKIHSTuDP36v5IDjltJ2lHYuOXwlEnIAKrIgj1xcqASWgBIqOwO9+BNZpKrCKDri2rATyIaACS5eGElACSiCGCPz2m68F6/TT1YIVQ1OsQykhBFRglZCJKunddLvdsFgsJX0Y2n8lEPUE9vgRWGeqwIr6edMOxh4BFVixN6dRNyKKK1NgqciKuunRDsUYgV/8CKyzVWDF2CzrcEoCARVYJWGWSkgf3W521A3+xxBV8hdkZGYiKysbSYkJiIuPE0uW/J8FatUqIXOr3Sw5BHb7EVjnqMAqOROoPY0ZAiqwYmYqi2cgpqgSaeU2hJXL5cLhI0eR7XTjWEY2EpOS4XK54cjOhBUupCTFoUxKCmw2myG26DkU0aVFCSiBUAn89KtvDNZ5Z2gMVqhctb4SCJaACqxgienzHusUbVUUTk6nS75GUWWxxePosQzExSfCYrXmoSUmLricThFb8XYgNSUZ8fHxsNkssFqsatXS9aUEQiTwgx+BdYEKrBCpanUlEDwBFVjBMytVNSicPNYpOv/cQLbDAYfDhWyHEy43kJGZBYcLsNvjYbFaxJJVcKyV0RaFVkK8HXF2K+Lj7LBZLYiPt3tciHx3wW2VqinRwSqBExLY9etFPt+vesZ3Sk0JKIEIE1CBFWHgJel1ZnA6BVNGRiYys7ORme0ELDa4XIDD6YLNHgerj6Uq+FHSqsVmrBb+cSEhziYxW3YbrVp0I6oDMXiqWqM0EtjpR2BVU4FVGpeCjrmYCajAKuYJiIbXG7HpRlA63X5ulxGo7nA4cOTIUWQ5AbfFBqvVLl+XaCmP3ikC4eN2iaByZmchMcGO+DgrkhMTPPFaKriiYdVoH6KVwLd+BNbFKrCidbq0XzFMQAVWDE9ufkPzPu0nXj+3G06XCy63W077MZbK4QQSEhKQViYJh4455Hteqiqi1FwuJ+DKRkKcVWK2bFYrrFaLuCNNeacWrohOib4sigl8s8fXRVj9THURRvGUaddilIAKrBidWH/DMl1+/B4D0zOzssXNxz/ZDheyHE7YbHGw2uxS3W6zIDXJjsPHHHAw2CoKSnYWY7ZsiLNZJGaLfYyPj4PVOIponEjUogRKMYGv/AisS1VgleIVoUMvLgIqsIqLfBG/N1dwOt1/Iqqc4vJjDBVTKLjdFjjFNWiBzU5RldtKZbdakJZiCCw+H03F7XIa8VpWwGaBuBETE+LFuuWd9kEtW9E0a9qXSBD40o/AuiyPwOLvgmnPrMbClRvx7roZKF821W/X3vv4K0yasxL/7NuPSy48F2MGPIJKFcrKh7Phkxbive1fi/u+fctGaHHXrdLGb3/8i8ETFuD7n37FqZUrYnD3B1HjkgvkeyW1PfZ9wfOvYvlLW8TKX6/W1RjYtbWkminMeE/U3s//+wPDJy8SfidXKo/ej9+HW66/XPi9te0zTJ67Cnv3HUC188/C8N5tcPYZVSKxrPQdhSCgAqsQ0KK1Sn6uv0OHDyMj0wlY42Cx2nK6Txdb3jQKuUfGE31lU+JwON0hFq5oLW63SyxYPJHImC26EpOTkjwpHwyjllq3onX+tF/hJfC5H4F1RR6B1WXQDFS74EzMXbIeb6+d7ldgHT6ajoat+mLWmG64tNo5mL1oHXbv+QtTR3SSv/+4+3eMHdgB+/YfwgOdR2PuhN6oeu7paNNtHOrcVAOt76mHDz75BkMmLMAbKyYjPTOrxLa3/fOdGDpxIZbOHIjkpAR0HTwTdW+6Ei2b1S3UeE/UXpM2g3BP41p4sPnteP+Tr9F96Gy8u3YGDh4+An5vzvieuPzi8zFr4Yv47OsfsXBqv/AuIG0tbARUYIUNZfE0JG4/vpopD5xOCVDPdjqRnp4BF2w4ciwDSckphYqfoiWoXEocjmU6kZkdvQIrL3nGbDmzM5AYb5OYLcZr2W0M0jdOI6pVq3jWqr41MgQ+9SOwrswjsHb+uAfVzj8Tl9Vpl6/Aen3rdqx59R3Mm9hLOk7BVatpF3y04Wk07zAUo/q2x+UXnyffm/DUCqQkJ6Jlkzpo0LovPnh5tlh3WO59dBj6PtES/x04XGLbmzB7OaqcXAGPtGosY9r6/udYtHIjpgx/olDjza+9BVP6CKO7G9WC3W7wu67x43hh3nAkxMfh829+Qv3a18jXv/vhf+g0YBq2rJ4amYWlbwmagAqsoJEVT4W8GdMNTeVGZmYWnDz157YgPSMTLrcFmdkOxMUbp+4Mr1/hApNYjRasjCwnMrJKjsCSGWJGebcL2ZkZiI+zSa4t/jfObkN8HK/r8coer1nki2dR61uLhMCOPRf7tHvVmd/6fdeJBNbcpS9j3/6DGNj1AU/dWs26YsmMgWjSdhDeeXEGyqbxwxuwcv1b+OSL79GqWV2MnLIYa58d7anTe+QcXFfjIhFYJbW90dOW4v4mdXBbratkXLv3/Im2PcaLNa8w482vva1rpuWap6+++xndhs7CGysmegSr+cCC5RtEZE0a+niRrCNtNHQCKrBCZ1jkLRyPp6JocEtOqmyHW+IgmD7BFFjWnKtnwtUhipC05DhxD9KKVVKLnJJ0OmCBG1aLW67roeAqk5Ikv7ToXlSrVkmdXe13XgLb/+crsK45K3iBNX3+Gonb7PlYC88r6rfsI1abFo+NwI7X50ncI8tLr2/D5nd2iMtsxoI1WDFnqKfO4PELUPW8M7D/wOES2d70UV0watoSdHzwLtx83WUyrj//3odm7QZjyojOQY/3RO19+OocD7ff/vwXj/aZhEHdHkDNay7NNc3btn+FkVOWYMmMAah8UgX9IYhSAiqwomxifILTc1yAx46lyyk/uvwSElNgsVhFbPG/RVUosMok2iVb+9EMR1G9JoLtmhdQ0xrnBk8kxtncKJOciOTk5ByhZWaO15itCE6MviqMBD7yI7CuK4TAmvfcy/hn3wEM7vagp3c3N+2CZbMH486HB4LWFjM4fvm6N/H5Nz+iZZO6GDZpIV5a9KSnTs/hs3HjNZfgv/2HSmx7o6Yuwb131sbttxjuuZ9++QMdek/ElOGdCjXe/Noz3X27fvoVXYfMRP/OrVD7xityrY5XN3+IOYvX4alxPXDmaZXDuHK0qXATUIEVbqJBtpc7MN2wUPF+P/73yNFjyMpyIsvhzrnbL9BraILsRD6PU2AlJxgXMh9JjwWBlXugpph1ODIBZzaSEuKQlpoiQstqs3ruRmQttXCFZ01pK0VP4EM/Auv6QggsWqSWrtmExdMHSKf/3rsfjR7oh49fnYPmHYZhQJfWuLaGkXNr2MSFOO2USiJCbruvF7atm4XERMO61bB1P4wd0AF7/ztYYtsbP3u5/G7o3LaZjOmVNz7AS6+/hwlDOhZqvPm198ykPnIq8ZHeE+UAgXn60lw1W7Z9ipkLXgSf42lOLdFNQAVWMc2PkZOKL3fD4XAiK9shFipeQcM7/pgWgTmpCjrpV5Tdp8BioDhzTR055jCC6WO4MDieJxHjbFa5qicuzoZ4xmzFx+fKIh/DCHRoMUDgfT8C68YABRZji+iaoiuMl7bTJTh52BO4+vKqGDNjmcR5jhnQAU8vXY/Pv/4R00Z2lud5cpCWrbNOr4z2PSfgmhrV0KH1Hdi45WNxoW1YNh4ZGVkltr1Pv9qFvqPnYtmsQUhOTpIxtmxaB80a3lyo8Z6ovTbdx6Fl07qeYHZzSR46fBRN2w2Rk4ynVakUAys19oegAquI59i0koiU8lxHA2RlZYmo4qk/uuB4HQ2FlSGqjKSZxV3YA+aXirdbxUUYJblGixhLzpVBLicsYPoHwGZ1i9DiL1abeTcie6HB8UU8F9p8YQi850dg3eQlsA4cOoJb7+kuTfN3EBP2smxeNQWb392BTVu3Y8GUvvK19z/5BuNmLRPr0xXVL5A8WOXSykg95sF696MvkZyciCceboom9WtKnd//2otBY+dj5097cOapJ2NY7zaoXvXsEt0eO79w5WtYuvoNiSNrVPd69Hn8fjmZXJjx5tfeH3/vFRFqzok5/xOHPo7DR45hyIRn5aCOd3lrzTSZEy3RR0AFVhHMiXm3n0dUGYfaRFQdOHAIbqtdUijY7XYkxjOGyor0KDylR4EVZ6c1hwLLmXNdThEAi+ImDVHskgm0uB0iNtNSk+UINS/qMQ5oarxWFE9hqevaO79U9xlzrbO/KXUcdMBKoLgJqMAK4wyYV9EwfopX0TCWinf88ZNHZrYTVns87PY4j3WKe3NCvFVcUkcyHDkuwzB2KMSmTIFFEUiBxdOKWgCXMxtWOJGSlCC5aYw8W8wgn5PStJBpMZStEggHgbf9CKxbVGCFA622oQSCIqACKyhcvg+7XC6JTaKYooXKDQsysxxGTFW2k4kBEB+fkJOOKrfbL9pdcOyfzWaRQPf0TCccvF4nRF6xUd2g4Obcu+hiMfJs8WohmvYZIO+xbqkbMTamvASNYqsfgVVbBVYJmkHtaqwQUIEV4kzuP3BIhIfc7ce4KYsVThfE/VdQoYCx261IirdKnilnFAoYXpeTkmiTRKPZTlfUWdkKYhyJ74vlMuduRApSm8WFxIQ4JCXEyyEFI6dp8cfURYKFvqP4CWzxI7DqqMAq/onRHpQ6AiqwQpzyP/cdFdHBP4UJTucJPbEQZbngcBjWsGgqdH+xf0w2msX+RVsHowmWYdcy4rWYZ9/lQJzdgtSUJLmqh+tDrupRwRV1sxZLHdrsR2DdpgIrlqZYx1JCCKjACnGi/tiXHlILtBBRwFC8RKOAYU6o5ESbWNcy6PJUgRXEfBuwnA7GbLlQJjlBMl9TtHruRZQnNEg+CKj6aAEE3tjtG+Re7xwNcteFowQiTUAFVojEQxVYTANAgUW3YjQKGHq2khJsYphJz1KBFcpyYcyWy5UtKR+YZ4vWSwbJe1I/qBsxFLxaN4fA634EVn0VWLo+lEDECajAChF5qALLFDB0GzGQPNoO6kn/4pnNPTr7F+L0FVN1ug+ZY8stpw/hckjMVmJigudeRFNraexWMU1RCX7ta34EVkMVWCV4RrXrJZWACqwQZy5UgcXXU8AwOPpYFOaaovBjNvdo7V+I01fs1c08Wy6nA25nluQcK1c2DXF2u4haQ2CpC7HYJ6oEdWDD7kt8etvonK9L0Ai0q0ogNgiowApxHsMhsJhnim4j5sJiuodoK+wfc3UdpYUtCvsXbbwK15/j856RfhR2K5CanChWLcbp2cwgeQ2QLxzeUlTrlZ8v9RntHed+VYoI6FCVQHQQUIEV4jyEQ2DxOhpasXihcjQm86RVxczmHo39C3EKo6768Uuos5jVVPJsJTLPFu9ITIg3Yra8rFrqRoy6KSzWDq3/+TKf99917pfF2id9uRIojQRUYIU46+EQWLyOhoHu0Sqwol0AhjiFUV+dV/U4HQ5YLG7Y4AavjmOOrcTExOOnETVAPurnMVIdfOmny31e1eS8LyL1en2PElACOQRUYIW4FMIhsHiaLCXRjmMZDklYGm2F9+/xJGG0CsBo41UU/aFVi9FY8l8LDVu8KDxbLItpZVIksa3k2JI/mti0KOagpLS59qcrfLra7LzPS0r3tZ9KIGYIqMAKcSrDIbCMbOl2ZGQ5JRdWtBXGXzEX1tEMh2St1xINBHgJNcPfgcyMY4izuVEmJQmJCWbMlnk3ogbIR8NsRbIPa/wIrHtUYEVyCvRdSkAIqMAKcSGEQ2Ax6WQKs6U7XcjMjr5s6bSwlUm0SxC+CqwQF0wRVndkZwFuJ2hxZNoH3ouYkBAnqR/kh13diEVIP3qaXv3jlT6daX7+p9HTQe2JEiglBFRghTjR4RBY3PcYg8XCOwmjLVs6LWwUWEw0WlgLm2zxea7ji7ZxhrgUoqA6r+nh//j/XBIUb3G7kJBgQ7zdLoLLdCGq4IqC6SqiLqz68Sqfllucv6OI3qbNKgElkB8BFVghro1wCazEODPXlCPqko2G4sI0hZVcbG1jOgorspzH711UkRXiAiygOhOaSswW70W0AvF2C9JSy6jQKlrsxdr6yh+v9nn/fed/Uqx90pcrgdJIQAVWiLMeFoEFgCf1mNDzcHr05cIyXZhyXyJdmAUwkyBr8L49iHuKFx4zjotfp4vRarOIpcX7AmmX3Jgt/9NShAQodLOz0pGYYEdyYrwkNOX8Gqkf1I1YhOgj1vTyH67xeVfLC7ZH7P36IiWgBAwCKrBCXAnhEFjsgsQ5JdnlpF60xTlRJKUk5h8j5rnWBTA2a6sFdq9N2+l2i5jiCUnjNJwFdrsFCXZDdDG3Fv9w3J48Wyq2QlyZJ6p+/BJqpgjhXCVIni0L4uPi1LpVhOQj0fSyH671eU3rCz6OxKv1HUpACXgRUIEV4nIIl8CiMElLsku2dIqRaCpGjJhdxJH3hc+m+4+Ciht1nM0iFitaoyiWRDDxzwn8gCLGbEZ9/p0Cy1uMqQux6FeCXNfjcsp1SFaJ2bLLZdQJ8fGa8qHo8Yf9Dc/9cJ1Pmw9c8FHY36MNKgElcGICKrBCXCHhElgUMWVT4iRVroiLIwAAIABJREFUQ0ZW9AksZpqnCOSF1LR/WGl1o+svxwLiyBFGFFW8TUeykQdohTLzNlGwMUaLLkWWLIfbCKqnAJAcUCFOllYvkACTmlIku10O8B7qeJsFqWWS8+TX0tQPBYIsxgeW7Lre5+0PVf2wGHukr1YCpZOACqwQ5z1cAovdKJscBwoV5puKlmLGU/E+Qgap07pES5XdbhVLlRmXRctTOASQEQcEEW4JFHUWSNwX3+MRbiq2IrQ8DEWbnZmBpEQzZssGm9UKq9Vw77Jo+ocITUeAr1m06wafJ9tU/SDA2vqYElAC4SKgAitEkuEUWIzB4p7FQPfiLtw8ackwXXiGZckQWCKqHC5x54VDVOU3VvPkIS1a7Ae3e7ocKULl3fxT3KBK0fudDjPPlg3x8Uz9YJO7Ea0WQ2yp0IqOxbDw+xt9OtL2wvejo3PaCyVQigiowApxssMpsHgdDQO/Dx7LLlLhknfI3qkUeP7PZoOc+qPFin4+Wo5Y+LUj6dkicIpSWPn0j2IvJ3CefeLpRL5fYrUc4jxUF2KI6ziw6obP1+ViMlynuBAtcEm8VlJiAuIkQN4QWnoiMTCiRfHUgu9r+jTb/sJtRfEqbVMJKIETEFCBFeLyCKfA4r1yTDh68Gh2xHJhGS5AQ8DQSsU+cIOkhYoChjFVFDN01dHCRvdlcd6XKJY1r77Sysa4NWbA11QPIS7mIKtLcLzbiJGjdcsKF1KS4pGWZuTZ0gzyQQIN0+Pzv7/Jp6VHLnwvTK1rM0pACQRKQAVWoKTyeS6cAouxTRQxh445jqcrCLF//qxBIqhyLgaWHFV2qwgoiilTWInRyitInaImNcmO9AynJAot7mLG/9CilRhHaxtFoVvitSi0VGxFcoaOO2pdTieyMo9Jnq3UlGTE2ZlAlydEzbsR1ZVY1DMzb+fNPq94tNq7Rf1abV8JKIE8BFRghbgkwimwGGeUmmzH0ZxcWOGIL8qVo4oxVTYjnol/KJpcPP3nNFIjUJTk5/qjAEtLjsMxXpeTXfwCy3vaOEbmcoqj0OKY3MdjtRxeYjCSbs0Ql1WJrm6cIHXD4ciCzerOSfkQZ2Tyj2fMlnGSwXBN5/y3RI84ujr/9M5aPh3qWO2d6Oqk9kYJlAICKrBCnORwCixxwyXHISvbcHmFIgjMuCojk7qRo4qiiuKDosNM7EmBFYiQo4ihwGK/6JKL1iInEBk/Zmd+LQZrHc8YfyIBGa3jiYV+uVxOybNltbjlD13RyUkJOWJLL6IO9xzP2XmLT5OPV3s73K/R9pSAEiiAgAqsEJdIOAUWxUFKgl0sSd4JPQPp4nFLlZGjiJYqOflnM0SVERBupDoorPssLdkubkReSB3NxVtckgNdiLTW+aR7CDBPVzSPtcT0LSeXGS+hluz9jmxY4URyYhxSy5h3IxprV08jhjars7+71aeBThe9FVqjWlsJKIGgCajAChpZ7grhFlhmQs9jGQVf+uwjqnKCv3mhLy+kyXI4JabKDFQPcagSH0aL0JEoytMVyJjEhWizgGzNXF6ZTDMhSVEN+10o1sJA+qDP5CGQI7h4CbXF5RChRauW5NjiSVFzcfNipZx8W8owMAKz/AisziqwAoOnTymBMBJQgRUizLAKLKZCsPPSZyuOZjjzDXT3zlFFCw3jjmihYcl2uuBw8Joaw8UYiPsvUAQpiXZxMx46lh1olah6TkJ/eO9eTlA8O2fGoJliS4VW8UyZcV1PNngPeGIC47V4L6IddjuTzVJkqcoKdGZmfFfH59GuF20JtLo+pwSUQJgIqMAKEWQ4BRa7Qpce7/2jlYhxUqa7i99jODDDiphFnRsQv0dB4H1RclHGGTGFBN2OB46WTIFlTrWZlsIUp2YSU1r6KFA9CUzDLFBDXGqlpDqFFt2IbuODA2O24mxITIiH3WZc16TlxASmf1vX54FuF7+p2JSAEogwARVYIQIPt8CSk4Ry6bNDLFFUUTYGqscZOar4fYdkUs998i+clqr8kNCylhhv5OmKFUuPt9hikldaEBnIz4MGTKga6H2KIS4jre6HgJxGFGe3Gy5HNtJS4j33Iiqw/AlM/fY2n2/2uHizIlMCSiDCBFRghQg8nAKLmz2tKhRY5ilC5qmyW62y2ZsxVaa4ibTIofUqJZECi/FhkZB0IU5OENU9gfE5LkSeROQGz3mghdC8BzHGhh0EoeJ81LBqpSRYUDbVuHhaS/4EJn9Tz+ebvaq/ociUgBKIMAEVWCECD0Vgebv/zHv/KKiSeJLQZcRR8SoYuq2K+t6/QDDQLclA98NFmAg1kH4U9TNmjButWcaBAcMNyzgt5gwzLCsaGF/U83C8fSOvVvnUBPnZ0HJiApO+ud3ngd7VNyk2JaAEIkxABVaIwAsrsIzj6ECc1XBLUbwY+RndYsXi6T+mQ4gmiwljYsok23EkJxFqiOhKRHXzBKJxN6MRbE3ha1q2oml+SgTQQnSSPxNORyYqpCWhTHJiIVooXVUmfNPAZ8B9q28sXRB0tEogCgiowApxEgIRWLkuU2Y2dSsQb2fAuCGqaKGipYpWEhZe+kwLVrC5sEIcSoHVzUzzxzKcklMrtpyEJx6+98lN83ohWrQ4Ry5ex5dDQwVXgcso+AfcbmRlpaNiWpLEYGk5MYFxXzf0eaD/Ja8pNiWgBCJMQAVWiMDzE1jeokouvvXKUcV/U6DQCkJx5R1IzY2c+Zr4THqmM6pinejG5FU+mWHINB8i9mKtbgbGM4FpQrxNhDGz2xv5xnKklp5ADOMcMcg9CxXSEpGcpBasgsCO+bqRzyMDL9lQUDX9vhJQAmEmoAIrRKB5BZaZidq8749uJZ4C5GlAbsBmXJVnI87zfj6aEMeEmBZxEdKSFS2FJ+RTkuxyujEjO7rcl8XByBTRkjE/58Js8yoizrVYJFVohWFq3LDBhXKpiUiI1xisgoA+6UdgDVKBVRA2/b4SCDsBFVghIv3zv3RpwbRqUBgxW7jkVuKFtznB0RIkzXv/CtBLbIebNVMy0P3EjTpaCsUfc3RRNURbfFhxMjKFFuedcWqMoaMY5dyL65eWLXUhFnqK3G4XrG4HKpZLkeSjWk5MYNRXd/g8MOTSVxSbElACESagAitE4H/vzwBjcozs4FbZTBmgzj9iwAjwMmWzG9ys5VqXBDvSmQtLNufoKBRYzINF8RjIVT7R0evI90JOhNqMNcE/nENa/Ci2xHIZLRMaeTSFeiMvinY7M3FS+VQkJMQXqo3SVGmkH4E1VAVWaVoCOtYoIaACK8SJOJbpEDcQ77ZjXJUZqB6Ka4gCJjnRhswsI0YrWjZk07rGhKM8SRhF3ssQZzH81b1TcFCUUmhxHim8zUu3VWwFyN3tgt3iQPm0FMSpBatAaMO/utPnmeGXvlxgPX1ACSiB8BJQgRUiz38PZsIZ5nv/aCnivX+0fDCgPFoEFlHRfZlUwF2JISKNuermHYi8Bon8OL9GnjPDbRwOUR5z0LwGxExkiXY30sokwmazxfJQwzK2YV/e5dPOiMvWh6VtbUQJKIHACajACpyV3ycDSdMQ7Cu4ITOYPBpTNchdiYk5dyVGUXxYsIyL83kjTo9uRCNWTy6cpmWL7uAgXcrFOY6IvdvtQoLNifJly8BqtUbstSX1RUO+bOrT9VGXrSupw9F+K4ESS0AFVohTVxQCi13ilTSM5eGlz9FkwWIQd0qyHUdLUbLREJeI3+rmaVOKaboPadliaBbvQOQ9k4aLWeO1CM/tciDeko2KFcqpwApgMQ76opnPU09evjaAmvqIElAC4SSgAitEmkUlsCRux27FofTouliZ+bx4VyJPEdLqoiV0AqYLkYlnmVeLaT0YFJ+V7TqexLQUp3uwwIUkuwtpqbRg6T2EBa24gV/c7fPImMtfLKiafl8JKIEwE1CBFSLQohJYtGowo/vBo9EpsJgElQHbhSlGWjBulIaFRg/VGRTNwHhey2Nen2TegWim+8gvf1ph5qGk1OHNB2WTbUiIj9OLngOYtP5f3OPz1LjL1wRQUx9RAkognARUYIVIs6gEFjdYugmj7WJlui154bOZzT0QfBRUpoCgBcK8189wiblyUlFoUk5vlmQmyWoZGG+1wmI1LpfOxasUXDhNQWlxO1GxbKLkwOINB1pOTKDv5819HphwxWrFpgSUQIQJqMAKEXhRCSy59y/JCCaPpmSjpsDKcjiRkVWwBSsniT3sdit4tQyznpt5wrhZ0g1K0w3bYvyRWrR8F6Qptii6mSJD0oJkG1ctuWI8rxaTjLocmahULhmJCQkqsAL4fdXn83t9npp4xQsB1NRHlIASCCcBFVgh0iwqgWXGOvGOOwqSaAl0p8CiZY2ij5nm8xbTzcXnDGtVTmoCwLh/0TtXWE5lWrQYc0blkCFxR24j9si81y/EOYqV6qbxhgltmSqDfOX0IbPFk1XOCcRoWSvh4C5rwJmJSmWTkKACKyCkvfwIrMkqsAJipw8pgXASUIEVIs2iEljcTMsk2iVHEoVMtGya5nU53PgYh0U33/GLrQ2XFq1vcmUMUxC4j6cgOJG1hafvzTv92ChjjhwOl/yXJVrGH+JyCVt1zgNTPcTHMSjeiGMz7ro0r2SKDZcr15nd4pSLnu12dREGsoB6fHafz2NTa6wMpKo+owSUQBgJqMAKEWZRCqyknGtpjmY4RahEQ+HGzn6xmBYsnnqj+4oCid+nKGROJwoksawE0XXTHca26FY8niPKBTetWtEAIcr6YFoKJb8W0z24eF2TIWxLuguRLkIbHKhSqWyUUY/e7nT/7H6fzk2rsSJ6O6w9UwIxSkAFVogTW5QCiyKDJwmjKdCdrj/GAYl7KtuFeLmD0SKiijFBvItR7mAMMYcThRbfRRcj30E7Gd2lxt2MsWGdCXHp5aouqR54OjPHLZsQZ5N/Myhe7sUUcVryuLldjME6ijNOOTmcuGK6rW6ftfQZ3/Qay2N6zDo4JRCNBFRghTgrRSWw2C2KC57YO1zMST29XYB05VH0UfzRMkUriQgfxv8UkXnJcB/aRNhRKBy/z6/kCYYQl1vA1SmuJCg+zsgWT4uiBMUzvi3nJEERTVfAfQzkQVqwLI5jOLXKSYE8rs8A6PJpKx8OM698XtkoASUQYQIqsEIEXpQCixtjWoodR9KLJ6mnaRXhlS4SU5UTX0XrFd1QR3nCsQiFlffUGH2hK/L4fX6emKMw3wUZ4pKImuqmMOY6MvNq0YhFa6OZVyvaXYjGPYQuuSZHS2AEOvsRWLNUYAUGT59SAmEkoAIrRJhFKbBohSiXEo9jmQ6xPkSimElAPUHUEldlkRN9tILQAsLv0YLFGCy6BCNtCaHr0Ig3sogbkR2gVUvdh/mvENPlKgcQ7MYBBBaHg/FaPKWaM49RlvjV7XKifGo8khPjI7H8Y+IdnXa09hnH7KuWxcTYdBBKoCQRUIEV4mwVtcBKS46TOBp/KRFC7Hqu6p70ClYLkuNtxt14brfkp8p2uuDMSZvA5yhumFahuASW2XFPnFZOfiiKPwpRyTAfZUIhnHMValve3Hg9D9M+cI55KpTWraJy9Ram39lZGaiQmoDUMsmFqV4q6zzxyQM+437q6udKJQsdtBIoTgIqsEKkX9QCi6ka6MbhScJwF/PCYRoz5Mi/3Qq6A3n6j0LFQdcbX5pHrPBZniTkfXliNYq0CSsPCHMccpdfnE36nJkTEF+S4o3CPb8FtWfm1aLrNzGOotoiFsnjucgMq1Zxzm92VjrKpyYgrUxKQcPR7+cQ6OhHYD2tAkvXhxKIOAEVWCEiL2qBRWsST4YdSXeE2FPvfFWQU4DiLrIZQdBUUXQBMmi9ICsGn09OsHkyshfnBuwNxbTC8R5HJi9lMeK0cixwIZ5sDHkCorgB72zxpvWSYkv4iVWrePKRuZ1ZKF8mHsnJSVFML7q69tj2B306NPeapdHVSe2NEigFBFRghTjJRS2weJUMNzwGlOfk3CxUjw0rD08mWiXtAXNX0bpDdxo3UoqqQNunHktOsItwYWb2aBFY3mC847QYoM+x0dVKV1g09rdQk1pElUzxzVOstFYyBo/CW9ZKhF2IFnc2KpVNRlycvYhGG3vNPrr9IZ9BzbtmSewNVEekBKKcgAqsECeoSAUWUzXkxBfRRcjNLdCS94Jluv/4h2nXRWhIEkoUKhGlmc3dyH0VPVnm87LJe4qOYpVHBSSthEPzaZ1oLeW98siwChrpHjwHCiJg1crOOIzTqlSE3WYkt9VSMIFH/Ais+SqwCganTyiBMBNQgRUi0KIWWIyPoTuOAcjGKbkTF1NY0YLDuhQVtEJQTDEuiRanUAPAufmm5MSGRdM1PoEIBsZoMZ+WiMMswyIT7akKQlyiYakugfFWC5LibGIBpdvQFOpGWq2iicXLPLofZ5xWWQVWELPY/uOHfZ5ecO3iIFrQR5WAEggHARVYIVIsSoHFrpnxTgw6z8+95W2pkfQFVgarM4OQkQiUGdd5ZU2owsobFS98puuIrsuS5HIz82lRJDCom/+Wa32cRpqHcDIKcWlFZXV//CjeuTbJjyc5w7kebK4MVKpYFjZmm9USEIF2H7Xxee7Z6xYFVFcfUgJKIHwEVGCFyLKoBRYtUbRg0WLg7Y477gI04mQoFiTWCJCYKvPS36KyzjCbO993pIQJLHO6RSjkXEpNdrTOGPceGmKruE/Phbgsi7y6Nz+KeYnVMsWqgzF9/k+gBtMxl8uJ1CQbUpMTYFWBFTC6th+19Xl24XULA66vDyoBJRAeAiqwQuRY1ALL+3Jlxg7RWmDmMWJcDC0xFGGMi6EAY74qCoWiLsyDxZiuw+nZYbVYFHW//bUvJ+gsxp2HCTnuQ49LtuhRFseQw/5OMzCe7leeTDXSPRyPdQvWqsVTiw5HNsol25GWmizWUi2BEXj4w3Y+Dy6+/tnAKutTSkAJhI2ACqwQUUZCYDFHES0EzE/EbYbChsHvcgow2xBW/vJVhTi0E1anuKMV6+DRki+wOFDTzcq/UzxyfLkvsFb3YUHryWNV5YXgFP9MVoucLPs8gUiEzBgfgGgVgZWVibRkG8qVTVWBVRB8r+8/5EdgLVGBFQRBfVQJhIeACqwQORaVwPIOVmdST3PD5+YkAcZyNUzxpRzg5pmcGDsCy3sZUGzRIkMRy+Slcqm1J59W8eSDCnGZRry66ULkyUNyZCyh4bZmLKERq8WSv9hyw+V0oFyKHSnJSSqwgpjBBz9o7/P00hsWBNGCPqoElEA4CKjACpFiuAWWecEy3SxyjUnOXYD8+rFM49LnYNI1hDi8fKszboknCQ8fc0RFf4pqnMz5xdxhnAeKBFoNzSz3GhAfGHXvJKa0xNKlbVoH+SEhP45WixsVU+M1B1ZgmD1PPfDBIz41nrthfpCt6ONKQAmESkAFVogEQxVYpmuKIcJGIlDGAtnAmF5+4qelihsSXS4MKJeTblFQuFHyGh9mmKdFLZaLeXJOLrnOiXtz5VwpY1x2HZjbK5YZBTI280ojI97NsGzRgsXYQlq1+A/P4QJeLp6VjlNPLoc4u+bACoSv+UwrPwLreRVYwSDUZ5VAWAiowAoRY2EFVu5EjjkJRXmPHvNVZTvFSmKeAPSImSgSWLTmlEmy41gGN0eeXSwdxXQfMhg+wW4Tl1e65NMy3LWBxBeVDlInHqXJUQ4WxFklBo4xhpIAlwc13C5kph/B6VUqqsAKcsG0fL+DT43lNz4TZCv6uBJQAqESUIEVIsFgBZZ5ApBH2+l6olDh12iZynaYn+TFa+IpfIbuuPQsh6QRiIZCq1pqsl0SoHJTjI5eRY6MGWNkHDiwyITRkseLso27+yLXl5L8JrFqgZeN55yItfIULFONuJB+7AhOrlROk4wGOcH3b3vUp8aKmvOCbEUfVwJKIFQCKrBCJFiQwDruAjQCp7khM38UdxUafoyLiI27APPblA2BZROrFk8NRsPezSGkJPE+Qre4eEqroDAFsyR4tRkXaFNgUQir+zC4Hy6uKf6MUGwZtzo5kZKkObCCowi08COwVuURWE6nE9OeWY2FKzfi3XUzUL5sqt/XvPfxV5g0ZyX+2bcfl1x4LsYMeASVKpRFZlY2hk9aiPe2f43kxAS0b9kILe66Vdr47Y9/MXjCAnz/0684tXJFDO7+IGpccoF8r6S2x74veP5VLH9pC7KyslGv1tUY2LU1bDZbocZb2Pbe2vYZJs9dhb37DqDa+WdheO82OPuMKsEuEX0+QgRUYIUI+kQCy/h0biQBZQyVzWYVQUIXoGS9DvDIulyunGgXERYtYoZjS0mwSV6uknJdTohTXWB1U2wxfQUPKDidwNFM4xBAaRWgBULL5wG3y4lEuxvlyqZoFvcgId773mM+NV64aW6ur3UZNAPVLjgTc5esx9trp/sVWIePpqNhq76YNaYbLq12DmYvWofde/7C1BGd5O8/7v4dYwd2wL79h/BA59GYO6E3qp57Otp0G4c6N9VA63vq4YNPvsGQCQvwxorJSM/MKrHtbf98J4ZOXIilMwciOSkBXQfPRN2brkTLZnULNd7CtLdv/0E0aTMIc8b3xOUXn49ZC1/EZ1//iIVT+wW5QvTxSBFQgRUiaW+BlSuuigHrORcsc+Ol9cmMq+Irg9lwzWSjdMtxww6mbojDy7e62SdabHgRNcWiluP5tJgYk6Kadx8yRo2HFWjRClRUl3aWTmc2EmwuVCyXJh9MtAROoPl7HX0eXn3T07m+tvPHPah2/pm4rE67fAXW61u3Y82r72DexF5Sl4KrVtMu+GjD02jeYShG9W2Pyy8+T7434akVSElORMsmddCgdV988PJsse6w3PvoMPR9oiX+O3C4xLY3YfZyVDm5Ah5p1VjGtPX9z7Fo5UZMGf5EocZbmPbOPO1kfP7NT6hf+xrpw3c//A+dBkzDltVTA18c+mRECajAChH3n/+lSwvcULkPGO4N4yi6JAKVfFU5d7QV8l0UM7y0mQHBR9KjQ8xIn+KM/FxM1aACy3dyJZA7z4XbFFsUWmaqDdWl/n8omAMrwe5ChXKpasEK8vfGPe897lNjzU1z/LZyIoE1d+nLoNVkYNcHPHVrNeuKJTMGoknbQXjnxRkom5Yi31u5/i188sX3aNWsLkZOWYy1z4721Ok9cg6uq3GRCKyS2t7oaUtxf5M6uK3WVTKu3Xv+RNse48WaV5jxFqa9e++snWsOFyzfICJr0lDf+Q5yyejjRURABVaIYP85kOHJrM6mjHsADVElrqEQ2xfxBlrDLEhiWoQoyTslgcl2q8SGxXourDBMoQhuu92IwaPVzzsPlIosX8LMgVUmkclsGYOl1+QEswabvfuEz+Nrb34qaIE1ff4aMFar52MtPHXrt+wjVpsWj43AjtfnITEhXr730uvbsPmdHeIym7FgDVbMGeqpM3j8AlQ97wzsP3C4RLY3fVQXjJq2BB0fvAs3X3eZjOvPv/ehWbvBmDKic9DjLWx7DzW/3cN02/avMHLKEiyZMQCVT6oQzPLQZyNIQAVWiLB5io5ZqTNzMqvzBFRR5EXipsxTe0fTHUbOoCgoDOpOTTKSjcZ6Lqxw4DZPHlIvUGjxjxwSyOYaKpp1E45+F0cbLmcWyqbEi9uJ4lRL4ASavuMrsNbVCl5gzXvuZfyz7wAGd3vQ8/Kbm3bBstmDcefDA7F1zTRP7NbydW/i829+RMsmdTFs0kK8tOhJT52ew2fjxmsuwX/7D5XY9kZNXQJakG6/xXDP/fTLH+jQeyKmDO9UqPEWpr3mjW+Rd7+6+UPMWbwOT43rgTNPqxz4wtAnI05ABVaIyGnBEneP8b8iK9yUU5PjJKCcJwmjoVD0pSXbcZjJRgsh+swj+hyLJ8FkNAwsAn2QgHirBbwGyRBaOfm0NHGp0Hc5MpGWEocyyclqwQpyPTZ5p5NPjZdqzfbbyolchLRILV2zCYunD5C6f+/dj0YP9MPHr85B8w7DMKBLa1xb4yL53rCJC3HaKZVEhNx2Xy9sWzcLiYmGdath634YO6AD9v53sMS2N372cqSlpqBz22Yyplfe+AAvvf4eJgzpWKjxFqa9Ky45H1u2fYqZC17EM5P6yGlOLdFNQAVWiPNTUJqGEJv3VOdneG44jOmi1SwaCi0LZVPiJMM8c2EFWjxXp0hqAyOAWbLWO5lksnSduDNPHkr6jpx7D+lmllitUsbCe/24xYIVp/cQBvpD5fXcnW939qn18i2zAhJYjC367c9/xRV29FgG6BKcPOwJXH15VYyZsQzpGZkYM6ADnl66Hp9//SOmjewsz/PkIC1bZ51eGe17TsA1NaqhQ+s7sHHLx+JC27BsPDIyskpse59+tQt9R8/FslmDkJycJGNs2bQOmjW8uVDjLUx7R4+mo2m7IXKS8bQqlQqxMrRKpAmowAqReKQEFrvJzOk09VDQREOhOCiXEo9jmQ45IZlfMU9X8vs8ACCX/9oscDOhZE6cGr9usULyR1FEuiUtetFaBaOBodkHU2gx1o6ik/+m0KLrueCLkaNpJOHpiw1O+UDBGB8eINESOIE7/AisV7wE1oFDR3DrPd2lwaxsB+Lj7PL3zaumYPO7O7Bp63YsmNJXvvb+J99g3KxlYn26ovoFkgerXFoZqcc8WO9+9CWSkxPxxMNN0aR+Tanz+197MWjsfOz8aQ/OPPVkDOvdBtWrnl2i22PnF658DUtXvyFxZI3qXo8+j98v1tXCjLcw7a197V0MmfCsz80Gb62ZJnOiJfoIqMAKcU4iKbAYUM64p4NHo0dg0cqQmUX3ln+rmnl5NUVVYrxNArxp7eK1KMzWbV5jSBcoj+MnxRtB4KYrNMavOfS7+kwLH3nxlCYFZ0YmM8Qb1/HEeqG4jre5US41UbK4q74KbsYbb+3iU+HV2jODa0SfVgJKIGQCKrBCRBhJgcXNlkksDx7NjoqNlhuTY4vWAAAgAElEQVQfg9zp3jvm5bY0E6zywmoKQrq/6E6ksErPzsn67sc6ZW6kvEKI4oL2K0OIlb78USYLfkLmvJMJDxJk5mTNj+V8Wi6nE3aLExXKJSPOblcLVpC/oxpt7epTY0PtGUG2oo8rASUQKgEVWCESjKTAohWI2dMPpTs8bqMQux9SdcnmnmgXsXeMbkuve+XieG2MjfcsWiQon1aYYESBea0QxRnrMQic7sNg2ghpcFFU2QyIp9CyW00evI7HYMoSS5YtCiybxYGK5VJUYBViHTbwI7A2qsAqBEmtogRCI6ACKzR+iKTAojWIcVhH0h0599yF2PkQq3PjT06wSRwCA+8pACmsWOTyauYC83IDFuZ1dB1Ku6YVjFnRs4MTa4V5b7TWofuU68DkwRg2I5lt7LgP3W6XcU1OapInG3i0zkc09qv+W918uvX6rdOjsavaJyUQ0wRUYIU4vZEUWHSzMRcW7yM0AsFD7HwI1cUNmHMdDEUW3VcMWuc9ixRWYlkJU5C6+S6KC14/Q0HH3FG0aDFepzg5hICw0FW9ecTHWRBvsyLLvHQ759BASWbCewiTE6wisDTAPfhlcvsWI4Ddu2yqMy34hrSGElACIRFQgRUSPkTUgkVrDl1yZnLK4thEvTd3iQmLt4m78nBOqoai7hPfT+sN30sBx5gu8iiNQotL1/uCaVq2HA7j5KGczgzTTQIh/ogEWd0Np8OBpDi35vkJkpz5+G1bevjU3FxH76srJE6tpgQKTUAFVqHRGRUjacHyXPpstUjMUyRP2NF6xpgqia1iSgWmEWD2cbdbXFZy4XOENnTvk4m8n5FCq7Tm0TKXr3nyUPJp2XgPpsGErsOSlU/LDd5DSBehJlIs3C+num/29Kn4Zt0phWtMaykBJVBoAiqwCo2uGAQWIBc+03J0JEfQhNj9fKubuassMGJ+5CSgFXKlC9MFGBdYM7UCs5FbRWCZFxgXVZ/ytmtePUPRx1N2zKNlWnBKWx4tb6FFMUwrH+fNTItBl3KJuWDa7URqohWpZZIjtZRi6j11NvfyGc+W2ybH1Bh1MEqgJBBQgRXiLEXSgsWuUugwVYMEuheRCcsQLkBinE0EHUVWlsMpyUTzWkO4gTM/F4PcxVX3f/auA0yKKuuezt2TAznnnHMQFAxgRsWccXXVVXd1zWHddf81rK5pXXPGsCquiIJiQhQJEgRJknNmGGBi93T4v3NrahiYnpmeru7pMO/58YFQ73W986qpw73nnmsQz3CnH+2jZUaJx6tVLoZuMB/uR8ftPA0T2jxYhHCVlWl+ZfFeiWk1A1lpdthttOpQo64IjAlCsGYpglVXGNX1CgHDCCiCZRDC+iZYjEpQh1VUGl7/v+q2q2urKjciJllixR6F60KcgojWSbAocif5om1ArAgWb0/5aFU9XR0TnhN1ayRaJJ48L6Z045Fs+cpKkZvpQorLafDb2TCnH//N7VU2PvukJxomGGrXCoEYIqAIlkHw65tg8UVJc88iN6vojIVn9DQgU0pS+m8xSYUehep8CVdU6dWAEa9PsVukd16sKxsr36bmo8Uflgbvo6XjUqHTEj8t6rQ0Kw2mVSNZ9WnsKxWA11OCRlmpimCFCeToIATrB0WwwkRTTVMIhI+AIljhYycz65tgkTiQYNGqoab+f7VtS3/ZMn1EckXNEl+2JG11EUUz4qXZNGgWDdGuIqxtX8f++bE+WhR9S/SmAdo7VBAtAGbq6iyaTstkZvVh/OAS8JYiJ9MFl1NFsOr6vPP6UV/fUWXajyc/Hs5Sao5CQCFgAAFFsAyAFxOCZaLZqAWeMraRCd7/L9iWKovWLRZNX8WXK0kV04AkVeGQDqlsdJRbJpS3cTEIacSnB/PRIhn0NFAfrcoRLUYvj7TjYTujgFhfxKrBNJ9Thw3ISLVLH0I16o7AcV9pjZorjzmn/LPuC6kZCgGFgCEEFMEyBF8MIlgSMbIKIWIUKxTNk+6VREIlDZfZF9CnCZ7rEq0KStxMkDUZKaLQPUq6e4OndGT6UT5agGDQkH20KpMtVmKyqIE/u70+zTG/3IojlOcsEodEguUvK0KzxjnS/FuNuiMwMgjB+kkRrLoDqWYoBAwioAiWQQDrO0Woe2HxtkkOqkvJ6aSKmi2bVSvX52CEQu8LGAmndYk42M2wmM3lBKu+XsXhH5zy0QqOnR7l5LNCKxD+rOvxxJajHtKqQrA8BWjWpJEiWGE+4iNm3lVl5txxj4W5mpqmEFAIhIuAIljhIlc+LxYES3RTNBuViNERQqNXjLG9iC7wZukfo1Sa6WR0XpJOO7U8ZhTTmyveRFg1nK/y0aoeHF2jx6gnz5b/L2auYn0RvQbTPBOzrxiNG2XDTOM1NeqMwPAv764yZ974R+u8jpqgEFAIGENAESxj+NW7yF1PcdEPiyk53QtLj1iR7LByjqJ1vV9ftCMPjHbwRyzMRg0eX8V04kciQdNUicZJv0dqkSL1CYm7jlSZWtkHkjYPJklNl3qiUyhAgpWdZoXDblV9CMN8ZIZ+eU+VmQvGPxLmamqaQkAhEC4CimCFi1ysIlggETDB6bBoLzl/QBMpW83icUTCJQ2XdU+qCDVcrgkmkj0Su0QmWNyf8tGqOaLFP9VtOcQh3qc9awxoRaIXJNfwlrmRm+FAaopq9BzuX01Dvry3ytSfxz8c7nJqnkJAIRAmAopghQmcPi0WKUISLArd9VQNiQEjLWzySxuC+s7SkdjRC6uwNHru8gaPqc7TK/toaRYWmi9YtKOBdb7RGEyQKGq5IJ44+YiNLwCfwRS04OwpRaNMpyJYBs518BdVCdbCUxXBMgCpmqoQCAsBRbDCgu3IpPokWPqLjdEipuQkguDRHNR99SBArg4qvmxTnJaIu8sbPJqITFc+WjVEtcojWiTY1PxR+8dnMVyfMRIsHyNYmQ6kuFQEK9wHWBGscJFT8xQCkUVAESyDeEaTYFV4V7F5b3lPOVau8yVGvRAFx9TDxNoaIVrtewweTcSmKx+tmqHU9X+MZjnLqw8ZTRWbh/JwaihRVRIsU8AnBMtusykNVphP8KAZ91WZuei0f4S5mpqmEFAIhIuAIljhIlc+L1oEi5ETrRpQi1bx1xRdizWDH0hxWuUOit3eek8JHguZ1vDZKg2WmUZL5lGtj5Y/do2u4wlvPcpK81k+Fyy00Pse1mYLIjounxstmmSBwno1wkNg4PSqBGvx6YpghYemmqUQCB8BRbDCx05mRpJgVTYEZdrFYgJ8AS1iJX0By99QpDB8gTE1V1BSFhcEiylCpisZVUv2IREtQIoKaMzJYxELA59WdBBKtCaZMdIjr4yyMnVIosUoK5/jmqxCAgE/3MWH0a51M0WwDDwgimAZAE9NVQhEEAFFsAyCaZRg6f9Q1wxBtUpA0aKU+1bpovVj40KMapFkHSqKPcFiaijVYRFyxbRQcsewjjwwyker9i+PZn+heWnRu43MVP8Hw7ENpkmwvKUFaN2yqSJYtUNb7RUDPr+/yp8tOeP/DKyopioEFALhIKAIVjioVZpjhGDpZo4uu0VSgaxUYzqF4vXayt55fapTI1ix1mBJw2enVaIT7hDb9xiEPe6mKx+t2o+ERJxki887/0FBi4cSN6te9fRqAHaTF7nZ6Up/VTucimAZwEhNVQjUBwKKYBlEuS4Eq6IVickEi8UEe7kjO6NU1KqQoHCEkmLiiyrdZUVBsRfeGDMskgvaRvBFWVP7HoNQx/105aNV+xFp6VWNaGktlki0/PBKGrwMaU4r0lOdimDVDmX1BOuzIBGsM1UEywCkaqpCICwEFMEKC7Yjk2ojWBWVgIC8TKxMA1JcBfoHBaSpbjgNl7lWmssq7XL4coplWk7vj8hIVpG7+v6IwaDW+gKW90qk5owapiQQjCsfrdq/WLognulu4lVSUgKrGcjMSFMEq3b4qr2i/7QHqvzZL2f93cCKaqpCQCEQDgKKYIWDWqU5NREs6atW3myZ7Wv4QtFNGSUNaIBIsMqKBKvM60MpdU8xZFjcF1OWFN2zqjHUgJqeVqvcWJjbYJqR6dJY7sngY1ExXflo1Y6klio3Az4PHDYgI10RrNpRq/4KRbCMoKfmKgQih4AiWAaxPJZg6RVmZFNsX0PyQNJA8TdJAx3XpR7QICHS03IkcUUxtmrgPbCajnstLKm54fMRTylIbzumipgiokCemDB1yt/3+enxVe6jVA/tfgw+BjVOP9ZHS7cv8LAyNIYGsdHcczhrm+FDRooVLqdDRbDCAbB8Tr9P/1Jl9tKzHzKwopqqEFAIhIOAIljhoBYkgqVXlDFi4bBahHCQSNEIVCrrIkwS+NImEeHnUIelGzoa3E7Y05n2pNC9sCR4u5yKVKAFcNmtQqxIqnQfr8qEkwTEaT/SWFha1BiI9oW9qShMVD5a1YNqtbDRsx1WixbtVSM8BPpOrUqwlk1QBCs8NNUshUD4CCiCFT52MnP3gVIwu6F7/lBPRLG6lKL7NE8oo9GqYLfI94/Vqhl8kmBRuxTLoWvCikq9FWJ93o9eKcn0IaNTTG0SG5Krmvr66fMcNot4TlHIz3nJ0AtQ+WgFf1K97iI0a5wJm9WqIlgGvsyKYBkAT01VCEQQAUWwDIJ5qMgj+hGmekgCvF7+XD/6IZIaplQKSo4mNQa3FNZ0Eqf0FIruj9wL748RNpIrRqCoO6srSapoLGw1wyRtggLwlPkk7RoN4hrW5sOcpHy0jgZOEawwH6RjpvWd+mCVhZZN+FtkFlerKAQUAiEjoAhWyFAFv/BwUZlEY3SHaoPL1Wk605GZaTYUlfhi7qDOe0lPsUlKlNWRLMFn9EksKDzG8eH6FosZLrvWNqiYkbIkck1XPloMU5agcW5GeYpQ5Qjr9JdBpYv7fFKVYP16jiJY4eKp5ikEwkVAEaxwkSuft+tAifwqFtEUvpQzU2wiEqf/VKyG3uKHESxG8hjNIuHkPempy0jgo+typHjArpE3vc9djDOkEYFe3x/TzSSSHKwQJWFNhtRoTSDxuUlzWZDmsmkVhWqEjYAiWGFDpyYqBCKKgCJYBuGszQfL4PI1TucLmcaMJDH0w6rPccTfSzONZM85CtN5L0Wl0bVZ4GdTz6XbO+ipRyFzES4mqE9MK39Ww/LRYmrdixQ7kJOZBrMiWIYeu97/+2uV+cvPrfp7hj5ETVYIKARqRUARrFohqvmCWBOsFAcrrkxSvVdfQ/f3Eu8rOkOC2qqA6K00guWtl4ieTrR4DyR5mnGrH356jNUXGFH+nIbgoyW9N4VgBZCTla4IlsFnShEsgwCq6QqBCCGgCJZBIGNNsKhzokVCYZRJTeWIFYmUkzYUAUg/OUaQmMIi2aNOirq0+hoV7YfMjGgdsXbQm05HIjVZX3up7nOS30dLI1ipDhOyMlIVwTL4wPX6uGq0asV5KoJlEFY1XSFQZwQUwaozZEdPiCnBosGn1Qy73SxpOVbqRWOIxooVgdI/ziJpOOqrxJ+qEoOhbshutwjBigWxEWsHiwmpDqvcF8X1dM6PEizRgLrWNZPTRysAEwLISnPA5bDWioG6oGYEek6pKmhfObGq8F3hqBBQCEQXAUWwDOIba4LF1JjLYdF6EpY3iza4pYrpukWCzUqdlWa1wIpJ/uA4lkTxOjZ9ZiWh0VZA4e5BNzS120ySvuQ9MpoViyrPcPdQ2zy9YTLxZjSRhJf780inAONdAmr7/Ej/uViclJUiN8OFtFRXpJdvcOspgtXgjlxtOE4RUATL4MHEkmDx1uk1xdQcq+noMWU0hqW/vDXhOpvwag2YxTy1lv6JRwiZWcxBqYdipV8shOd61I0eXNyLns5MJiF8bT5asYgihvV1KidYOYpghQXfsZN6flTVtX3l+VXd3SPyYWoRhYBCoFoEFMEy+HDEmmAxdZfqsAj5oR7KyEtVmjZbzHA6LKC4mqRNbBDq2C+PNg2MrrhopeAvt2uIcHStLsemG56ytRDd9aU9j8b7kmYc66PFKKLby7RxImwxAL/Xg5wMJ1JczkS44bi+xx4fViVYqy5QBCuuD03dXFIioAiWwWONOcEyaSlCpoZKwyBYuoeV1v/PLBGxysQq3OiTJszW+g5qa5anDetI1gweT8V0PaLlsllgZoNpj5ZSrSt5jNT9RGOdqj5aJnkm4t9HKyA2H9RgMRWthjEEFMEyhp+arRCIFAKKYBlEMtYES5o+27WIU4nbF5Kgu3LlnVgcmE1ChqQNTYT7/emRFVYdUmzONCbThpFufh3qMer3Qw8tDq1nJHVLiaddqmnPCeWjFQjAYvIhO8MFu02J3EN9lqu7rvsHf6/yR6svfMDosmq+QkAhUEcEFMGqI2DHXh5zggVIWxr+y7+YlYS15AgrN1EW76jyJsq16asMwiTu7mxOTV0XB6NkOtEyunY480lAdJ0ZMaEQXuuTGM5q8TuHxNvKSlPq6cRhP7y0bzR3GPD7AJ8HjXLS4LDbo/lRDWLtbv+tSrB+u0gRrAZx+GqTcYWAIlgGjyPWBIu3z2gMf9CqQW9NU3lbmnBds1pgtIsRK2qRNH0VqwHrJ3qjpyMZNWNKSHRjntg1btZF4iRa1GcRh4r2PkniCM/nIO59tAJ+mANlyMlKhd1mM/iNVNMVwVLPgEIgPhBQBMvgOcQDwWJ0gjosurlXJli6ZQG9oZiiY0k/ozS0dOB1RgTxRmDTHdhTnBaYYNLuJ5ZpQ5KQcg0aiRZ1S25PueWBkY3G4dx49NGiB5bDGkBGmlMaPathDIGu//2/Kgusueh+Y4uq2QoBhUCdEVAEq86QHT0hHggWndxTnNYKglURKSq3KKDVgvgkef0aAYuD6IyuA6ONgng5oTxNV060DB5LWNN13PQeh6yAJCGNJRkNayO1TKrOR4tRzZjsNeCH0+pXLu4ROuyu7wchWBcrghUheNUyCoGQEVAEK2Sogl8YDwSLKa5Up1VE7nxBkrCQuHBoIu4YvThDwLZy2lDzq2I1ZGwNM6lVYtSPkUHC6PFqRCuZKg55NPHioxXwe2E3e5Gbnana5ITwnantEkWwakNI/blCoH4QUATLIM7xQLBog5Banm4jMSDJ0t3Uo9U+xyBsQadzHxTsU6NFbRaF57EUnesFAdSt8d609kBaBWSyjZj6aAV8cFl9yMxQjZ4j8Vx1ee8fVZZZe8l9kVharaEQUAjUAQFFsOoAVrBLY0WwdH0V03/UDdHDisSKQnemA+W/BCMCle0jqCnTex7SLLO26kiDx1jtdP2eGM0i0dL8xvSIYOJhXBNOsfLRspgCSHdZ4HLaYdJvIloH2gDWVQSrARyy2mJCIKAIlsFjqm+CpVcEWixMA+r99gJaCb4/gOJSb0yjPgbhrJiu+TgxmqVF5BjNiok+qPyO9CpMPf3q9Wu2DtL/MQ40bZHCXV+nvny0mBImwcrJcMBmtSiCFYGD7Pzuw1VWWXfpvRFYWS2hEFAI1AUBRbDqglaQa+uTYDFa5bBahHRw0ObASxF2ABVkpKgkOQgW96eTGqYMhWiVtwNie8NYDV0zphEtk5BZcYWPYVVmtLDQoqTR9dEiwfJ73WiUlQKnQ0WwInGWnd6pSrDWX6YIViSwVWsoBOqCgCJYdUGrngmWnp6ilYHe24+3wGrAyhWBZCIUtTOtVkCCFUvhkkE8g00/Yo6qifdp60DhPkes0qB66x2HkD+znAd9xerLUywKMFe7ZHAfLe0ZNLpfme91IzfLBafDoSJYEThYRbAiAKJaQiEQAQQUwTIIYrQiWEeq65gqs4DRKwrXpZVNkAgORdhpLqs0MhYNVoLpr0I5Bk2IbUKKw1oh5I9l2lCibCaIAJ42GSTEFMJ7veWtd0LZVIJdE3EfrUAApkAZcjNdsNlsimBF4HnoNPmRKqusv/yeCKysllAIKATqgoAiWHVBqx4iWEIizFpKjNEa8iSJWDE6UoNwnfMkmmIzl6fSks9WQAhNuSko96q3+tGjebEilXrBAc+MqUPeh9hjJCnRiqSPViDgh90SQKOsVEWuDP5dpE/v+HZVgrXhCkWwIgSvWkYhEDICimCFDFXwCyMRwaoQrps10016LzEDxr5xjEaF6r+kR1Ok75zZJMSML/pkFGHr0Sym5xhB0htVG01ZGXkc9FSa3cK+i0ebp8YynWlkTzXNjYSPVsDvR8BbjFbNG0frNhvcuopgNbgjVxuOUwQUwTJ4MEYJlqRcLGakODSvJep42KrFSOpLX9PltEg0SzcgNbjVuJyuk0rqz1jizypKI9hFapN6FaTLoUUUY92eKFL7qm6dcH20pNGztwQtFcGK2BF1eOvRKmttvPLuiK2vFlIIKARCQ0ARrNBwqvaqcAiWrq+SqkCbRarRGG3SHcwjEXHSoilAit0Ks8UklW7JnLLiATGaRaLKqB2JaqyJlh6ZpH8Wo4o832R0hNe/HGH5aAUCsJk8aJybZfCbqKbrCLR/syrB2nSVIljqCVEI1DcCimAZRLwuBKtyWxiSKkY5WA0nHk9iDhr5wc/ky5399WglEGs/qcjv8MiKYusgja0tMJs0GwshNLRQiOYH17K2HlHkGfDXydp6pzIMfLb5jPMfEEzb8jknwT823c02OdnpDqQ47TE8oeT6aEWwkus81W4SFwFFsAyeXSgEq7I2ilEWvmT4sqmvaEblz6cwnC94rQ1NLGmHQeBrmK6nq+zWchJb5ofHF7z6Mnp3UXVlnWjxGWD0Uo+0JekxaAUJuo+WRdMFUlfI6KJOtDzuYuSkO5GRnlqfR5HUn9Xuzceq7G/zVXcl9Z7V5hQC8YiAIlgGT6U6gqWnS/hScdKU0qppcWi1QJuqUIXrBm/vqOmM6vB+qFei1YN2L0lq6SAvd5MUDHC/JDG0UIh52rC8CtLK58LOiJZJNHLi65WEjvB8AGvy0fKUFksEKz1NEaxIfdcVwYoUkmodhYAxBBTBMoYfjiVYlfvpkVgxRcLUXInbKymreIhW6P0LmTospm8TKxWTzJz0qHSVSWsizRQdI3fUQsWy2lC/N7HWKO8jyTMg4Y01ATT4dah1ekUBBosSABQVlyDVZUWKy1XrXHVBaAi0e+OfVSNYV98Z2mR1lUJAIRAxBBTBMgilTrB0fRVTcKwKJIlhlEgTW9PDKnau48G2qPttOR2abxOJB6Mo8UAADR5J0Ol6mpSEhr8moYkXfRb7SJL8WSxa30W9x2Eyn4XencBuBVKcNlj4hVEjIgi0ez0IwZqkCFZEwFWLKATqgIAiWHUAK9iluw6USJpHF5LzGt1kkg2B4/klWdHAmKadVupjAlJtyHtOTnWWlq6S3oaWcsF5ObGMdXpO141RGE67DhKtylolg49pXE7n8+crK0bzxtlg83I1IoOAIliRwVGtohAwioAiWAYRzC9ww2HXND7uMs0KIdZVa3XdUmUvKUZT6CWVjM2LK+PCfdJ5nbYOWgrXF7VKzrqch34WrIQk6S31UBSukd5kHKWFB9CmZTNYrZZk3F5M9tTutSARrGtUBCsmh6E+tEEjoAiWweMnGaF4WjymysMgifgu1LVjTKExXZWoZLEux6n5VGn6LEaO3F6/9BGMNUHWz0Jv4E29GImWRnrjQ8dXF5xrutbkLUaTRiqCFSk8uU67V4MQrN8pghVJjNVaCoFQEFAEKxSUariGKcJYp5cMbuGo6Xy5U0fGqBwH01QsrU/WCAr3qAuv2aaIg6av0jA7xv5Z+r2R8LLhN7V8Yu+RJBWH7EOYajchI80Js9JgRexrrAhWxKBUCykEDCGgCJYh+FClitDgcnEzXTeKJOnQxPrxkUKLJkC6PouERkv5xge51AsoqPNjWpMRUrcnsYsSGInzecuQlWpDWqpL7EPUiAwC7V+pGsHadK2KYEUGXbWKQiB0BBTBCh2roFeGYjRq8CNiNl1e7OU+XqzyYiq0IUSzdH2WWGz4/LJvEf7HOPdbuRMASSCLKZg6lOR0jO+trg+puLt73MhMsSArM10KRdSIDALtXw5CsK5TBCsy6KpVFAKhI6AIVuhYBb1yV15J0lbc6RvW/JrMcNmtEsmKFx8pg0dX43SdXKbYLUIy6VGlt3qJ5ueGsrYuhJcG4RYalfolrRkPKc1Q7l+uYQTLxwiWFWmpKYpghQxc7RcqglU7RuoKhUB9IKAIlkGU8ws88nJjWX0yjwofKRIO9tOTxsVab7lkHZXF5qLPol+Y6LM0TVosd67fm9WiGajy/3kebAmUGEQrACY7c9LtsNusimBF8EvU/qXHq6y26fd3RPAT1FIKAYVAKAgoghUKSjVcU1BcJq1vSst8WvVZLN+6BvcSynSSKxtb/9C3qLz9TLK226mI4LGJNJsXW02wW8zwlVtyxIvrup7SpL+XNJMWb694rzgMwO/1oFmjDJAkqhE5BNq/GIRgXX80wZrz83I88cIH2JuXj15dO+Dhe36HRjmZVW7imx8W4+lXp2Dv/nwM6d8dj9x7HdJTXThcUIS/Pz0Z8xathMNhwx03XITxY4bI/HWbtuOhJ9/G2o3b0LpFEzx8z7Xo0qGV/FmirseU9n/enIr/zfgRJaVuXHDmCbj1uvPD3m9N663ZsA0PPfUW8g4cRmqKE3++/kKMGNRTPsvn8+HpV6bgjQ++xI9Tn0V2ZnrkHhy1UsQRUATLIKR78kslgkABcpE7+TVKOlw0w+S+qVMqdnu1FFWSk8sKY1bZt9Z2R9dnGXyMIjKdJJAVoK5yX7YSj1dsJ+LxWFhB6C4tQutmubApD6yInL++SG0Eq6CoBKdecieee/iP6N2tvRCHTVt346m//eGo+9i5Jw/nTrofbzx9Nzq2a4n7H3sV6akpeODWK/C3J99CaakbD90xCb+t34prb38cU9/4B5o2zsaZV96LKyaegvPOOB4ffjoL73/6Laa9+TASeb0Z3y3Ay5M/w+tP3SVWKVf96VH84aoJGHfC4E6rsegAACAASURBVLD2W916JKlnXXUvbrxyghDWlWs24Zo/P45ZU56Cy+nAzfc9i26d2+Clt6dh9ifPKIIV0W9O5BdTBMsgptRgMWrAFBLNIRnJ8vCllmR+RcfCVLnnYorDKqnCBtFLj0CYAGnWLP30TEeaSMeJrQMF4zrppxCe/l5MG8ZVFjsQgNddhBZNc5TJqMG/g46d3uGFqhGsjTcciWDN/H4hPp7+A15+/M8ylYRr9ISbsWDGi5Ku1ce0r+biy+8W4PlHb5Xf2rB5J6645WH8NO05jLvkDjz54I3o2bW9/Nltf/0PBvXtirEjBwjh+HnGC5L25d+Dx5/7R7z25J1YvW5rwq73wD9fQ4e2LXD1hafKft+f+i0WLFmNu2+6JKz9VrceSW6fEyfhx6n/RlZGmnzWyLNuwjvP3Yf2bZoLme3WqQ36jJ2kCFaEvzfRWE4RLIOoVvQiLPeP4ks34NdShvGSQjK4xVqnM5rltFvATA8jWSSYydw8upxjlRNrC+xWrbUNI1rin1UrYtG/QGu9Q6KlaeaYMuTZ+OPk/phftsCLRllpqk1OhB+H2gjWS5M/Q17+Idx7y2UVnzz6nFvw9rP3ol3rZtUSrL37D2LMxD9h/ufPY+J1Dx5FsB584g2JsFx1wXiJwCyYrhEsjtMuu0vSXEXFpUcRrERa75/Pv38UwZr+zXy89v50PP/IrWHtt7r1/vfa3zHptsdw8qhBuPicE7Fw2W+4/9HXMOOdR2GxHOl2oAhWhL80UVpOESyDwB5r08A0DaMH1Ci5vT556SZ76kwIB7VZFrNE8vhrcR5PcoNSnWhp+qxyjyqSa48PvjiJYOrGsdTNMeom/SbL/BJxjOVzGfD74LQBWRkpqtGzwb+Djp3e4fkgEawbj0Swnnn1Y9Hy3Pb7Cyqmjrv4Djzz95slOqKPXXvyMGHS/Xj9yTvl9//10keYPGUmZk15Gs+98Ylokf7vzmuwdcdeSREeP6If/nLrFRLRufTck3DR2WPBaNk9D7+Mf9xzLfr37JSw6/38y2q8OHka3nzqbiE6t/71Oezdl4/P3n4krP1Wt97nkx/F+s07cNUfHxVjYbfbg389eCPGjOx/1DErghXhL02UllMEyyCwwXywGDGwWs3S565M1+lolelJPSr7NNltJiGXfJknk9N9dQeo713ItVVrNeQpK08Vx/jUSbJMZq2JtNNmlp+19k700IrNc0mTUYfVj9ysDBXBivDz0eE/QQjWH44QrJff+Qx78w7i/j9eXvHJoybcjHf/cz/atGx61N2QIL3w1qfw+nxCmh5+9h0s/OIleDxlInJfumIdOndojdzsdORkZYjwe+3G7fjHM5Oxc/d+jD1uAJat2oCbJ52DkYN7C+FKxPXsNhv+88YnmP7tfNE9jR7WBz8u+BXvPf9AWPutbj3q3RgBfPDWKzFicC9s3rZb9F7v/Ps+tGrRuOJsFMGK8JcmSsspgmUQ2OqMRrUXLpDqtIkRpDQTbgBVhnpUh+mpFKemzYqXRsoGjzqk6bobPIXmPG8SmXiqLtXvj/5e+v3F4rn0+8pgtyiCFdJDVceLaiNYrOSb/PFXeOuZe2TlPfvzJY338/QXjkpDHfuxy1dvxD2PvILP336kyh1df9eTOHvcSJw6duhRf+Yp84oG67O3Hq5SpZjI6732/gzs2LUPf7ntyojsV1/vgrPG4Ia7n5QooT6uveMJnHXKCJx58ghFsOr4XYj15YpgGTyBmpzcJXJAwbHdLHoYRrNEB5PkkSydZGkGpRbZOxsVM6IV60bKBo87pOnHtrbh3ulRFS8p04r7k1Q29WPUaLHRdf09myb4kWI3Scm/apMT0mMV8kUdnnuiyrUbb7q94veohWJKkKmnQX274OFn35V0H+0UNm3dhe279mHU0D7Yf+AQLr/5YbzyxO3Izc7ALQ/8G8P6d8c1l5yOf734AaxWK266egLmLV6F+x59FV+8+xhSXE5cfMPfcf0VZ+K4oX0kWkUi9dI//5zQ63330xJ88OksPPnXPyD/YAGuuvVRwa9vj45h7be69Tq0aY4TL7gNrz95F3p1a499eQdx7jUP4OXHb0f3zm0VwQr5WxAfFyqCZfAcQmmVI95RVs3KQau2i70GxuC2Q56uia3LzTBNR3roNZS0IdNxPHchmT6t0jJWabljD003jxX9mBCtgLj0S4FCtI1U/V5kptqQ4nKUV5sBPj9bEgVgtViU8WjI37CqF3b8d1WCteHmIwSLM+YuWolHn3tXSE+/np3FB4tVax9Mm4Wvvl8oVX8cb0/5SuwJqAc6dcwQ3PfHyyTKtWffAdz2t+exdsN2NGuSg4fuuBr9e3WWOayuo+g9L/+wEJBH7r0WjXOzEno9r9eHvzz+Or6bswROpwM3XHk2LjxrTNj7rWm97+cuxTOvfYzSUo+k8y8/f5x81sHDhRhz3p/kMxkZ1Cs+v/nwSSHAasQfAopgGTyTUAiW/hFatR1ftmbxjmJUo6EMkkyxsrBbZN966qwh7F8nMkwbsrVNsbtc/xQnx69HtHh/PCPqx0r4j4Aohlp9ZaXITLMjLYVtcjQd2I5du2Gz2dA4N7vGVFVDeGaM7DEUgmVkfTVXIaAQCA0BRbBCw6naq+pCsLSUIYmGRSoNaeVQFidCaIMwhDRdf5FT/M/BaA7TZ1GPloR0d9G9SO9lzGgWSaZWzRc/urzKvmYkWhX9F6PkCB/wuoVgpaa4BPi8A4fwzKsfobCwEDdefR5atWgqZf9q1B2Bjs8GiWDdcnQEq+6rqhkKAYVAXRFQBKuuiB1zfV0Ilj5VFxqzootpGVba+eLGn8ggICFMFysLps2sWtqM1WwNZf+6GzwJtujy6E8VZ9o0tt6ht5fdbpEoltZ/MRDRHocWkw+ZqXY47CwCAYqLS/Dv1z7Gkl9/Q48ubTHh1OPRo2t72KxWmM2qlU4IX6uKSzo+E4Rg/VERrLpgqK5VCEQCAUWwDKIYDsHiR1a8aO1mWEymcoPOhuGZJfs3QfQFTEnRn4nmpB72c4yTtJnBx6LW6aJNk/1rBq0kWu5ybV6tk+vhAv35JAnUexzy/iiGN2o3Qp2Vw2ZCVpodFjP1VkwRBjB34a/4YOrX6NqxDQ4cLMT4E4ejd7cOcDjsSpNVhzNXBKsOYKlLFQJRREARLIPghkuw9I/VG/UybcRIBtOGDSFlVnn/fIlTm0ZyRW0aX+BGX+IGj7VeputVptRlcf8cup1HvDwDR7zNNFd4RhpLyhubh3uPfr8P8HmQnmIX8kRRu8VixqHDhXjtvc/QJCcdNrsDS1euxzmnjUavbp0qxPD1cjAJ/iEdnw4SwfqTimAl+LGq209ABBTBMnhoRglW5WhOmssqLzCKoGPttG0QljpPZ9qQ2iySLZIMCuGJQUMZLAJw2C3SqJkpY+rT4s3SgkRQhPDlXQr0isM6HVMgIC7iO3fuwJat29CjSwc0aZwj5o08763bd+HdKV/i7FNHY9WaTfj2p6W4+sLxGD64jxAxNWpHQBGs2jFSVygE6gMBRbAMohwJgiUkCxBhMT2zmDpjNIvapIaSMtOJJtvtEAPR/rC3XwMxZ9X3z4gmo1l8FkgytWcgtm1t9K9IZSE8I67S45D36AtdQ8dUICNYS5etwEeffiORqy4dWqFbp7Zo16Y5mjXJxdQZs9GsSTZGDu2H2XOX4ODhIlx67ilwuZwqVRjC31cdnwoSwbpVRbBCgE5dohCIKAKKYBmEM1IEq+IlVm7OaWMDYd03KdqeRAYxiOR0vsQZKdG9o6R5dHk/x4YSzyLJYgEAySb13UK2IywyN3pm0n+xkj6LRItnRQJVXUTL6/VKbzX6XTFFuGjJcvwwfyl6dGknQvaComJkZaSL+Sj9mSaeOQZpaakoLXWjaeMcZd0Q4qF1evJfVa5cf9ufQ5ytLlMIKAQihYAiWAaRjDTB0m9HWs04NMPF4lKvvGAb0tBF8JqlA72jvA2m1ZB+znpPS6blSFqKSr1xlzYkGSQhZusdhmF5TlJxeMzjSuJ18FABpn/1o5gijj9hADLSUvDVrHn4ft5SnHbicOmD9+uqdZj5/SKJ3E66+DQMG9BTidzr+MVXBKuOgKnLFQJRQkARLIPARotgkWAwmkNhMSvtqMlpiClDE7S0KSN61CYxUhJg2tDguSXK9Iom0natEwAr+bR2S/GRNtRTm3JOYiRrljNyl1tv8D7LvF4hV9/PWYzCwiKcfeoocXFnc2C3241ZcxbhxwXLccbJI9CzWwf4/X5s3LwdTZvkokPbltKSRY3QEej0ryARrD+rCFboCKorFQKRQUARLIM4Rotg6bclxqRWtpqxwOv3a6X8DYhg6C9wXZvFyAgNOoNFSQweZVxP11sOSbVhAPD4NI1ewC//GxdDyCC7FdioI6THm19IMdN9X3+/AB5PGU44bhDSUx3Iz9uHwuJSpLqcaJKbhQVLVuK3DVsxZkR/DB/UG3a7TfbE1CGjuGqEjkCnJ4IQrNsVwQodQXWlQiAyCCiCZRDHaBMsnWBobXYoLDZpDvCidzF48wk0XS8C0Hs6snFyRd+8BNqHkVvVReY6BuQdWlQvvp4FPb3LiBbThzt352Hyh1+iWbPGOG5oP6xeuxErV/0Gl9OOnbv3o2untjh73HFYvnoD1qzfhN9dOgFp6akSwVXkqu5PjCJYdcdMzVAIRAMBRbAMolofBEu/RREWWxkhsDS4NjuVI3pWs1ZpSI1SES0tGlCloU64Nf80PSVHW4f4ShvSioE/qL0ywYedu/Zg+jfz0bZ1S2zdth1jR/RF545tsGvPfrw/9VucfcpI9O7eUdKJuTmZsFqsYkCqRt0R6PR4kAjWHSqCVXck1QyFgDEEFMEyhh/qk2DpL1emy1wOi4i+6RnV0FKGxIHkihE9/qA+jQRDKtgMnmciTZcIjxlIcVjFP6zU7RNH/Fj7h/EcDhcU4bd1m7Bs5TqxXxgxsBc2bdmOd6Z8iY5tm+H6K85C49wcHC4swrsfzUBOTo5EsVJTtd6EaoSPQOd/ViVY6+5UBCt8RNVMhUB4CCiCFR5uFbPqm2BVjmBIytAM0WVFooWJQSjqfbqeiiIOJBti6RBn6bJog1KRNqR/mM0sBJMpQ1adknjX96BAvbikFPMW/oq1G7aicaNsMQ9t07IZTjhuIA7mH0aq04x2rZrAbrdj+849+O+n30oV4cA+3Sq0V/V938n0eYpgJdNpqr0kMgKKYBk8vVgQLP2WmTJkU16mirys3BK/qIYYxdF8s5g+JamQdFkDKwTgM0GdHjFghJP6PGr1GOUMt6VNOF8Nr9eHHbv2SmVg/z5d0bpFU6xeuwm/LF+DMccNRtPG2UhPsWHtug34bf025OUfRI/ObTF+7HCkp6WK8agaxhDo/FiQCNZdKoJlDFU1WyFQdwQUwao7ZkfNiCXB0qNZbBrMlCHVLrpXksFtJdx0XQTPKjsSTqZOG1o0S56H8o4AJJzS39LrQ4m03Yn+kZLcU0O1cdMOfD93EU46fiiaN22EVWs24q33P5PoGr2vLj13LBplp2Hb9t3o0K412rZuJuRKCdojc0adHw1CsO5WBCsy6KpVFAKhI6AIVuhYBb0y1gRLJ1lMl7nsmhaHL1RvA2uzo5MLMgxN/G0RDBjViyfPKIOPW0jTK7e0IfEmcXHTR00MQCPvn0U7Bo/bg91785DB6j+TCVt37EbL5k3gcjowZdq3aNm8MXp07YBvZy9AXt4+3HDlBDRplAOb1QKLlT0oVZ/BkA43hIs6P/pklavW3X1bCDPVJQoBhUAkEVAEyyCa8UCw9C1UeGbZLaLD4Us1BjIcg4hGZjqJpmizTOWtZuJA/B3Ozqhp0qokA1p4qtLQbQxIaOgXFWzIM2Ezw2GlL5WmU6PFRaQsPkheS0vcWL56PVav2YjjRw5EyxZNYKb6HgFJUR4+XIiUFKekKjdv24HPv/wet1xzLjq2axkOJGpOLQh0fiQIwbpHESz14CgE6hsBRbAMIh5PBEuPZjFlSGNSvnOZKmtIDZMrH6dmZaDps5ieIuFMJCxIrPIOHMSvq9dJDz8SqcppNDEftVrRq1tHNG2cW+2TrLvBazo1s0T0WHnJXpdGZPAkfW5PGX5duRbzFy/H6GED0K1LuwrnUyF+FuoDfSgqLkF+/mHMmrMAndo0wZmnHIfMjDSD3z41PRgCimCp50IhEB8IKIJl8BzijWAJydJ1OIxc0DPL7YPb66tXsbNBWCM2vaLVjM2stRwSLDT7cyPkImI3WMNC0jJmyw689NbHYjDL1jFMqVmtJM8WEYTz/ykeb9Oqea23pFdd6kSLTaSlMIL/hQEGCSArBN+dMgMD+/bAoH49xMn9m9kLsGv3fnTs0BojBvfBlm078dnMH+D3+zB6cE+cdtIIpKelwGZTLXBqPbQwLujycNUI1tp7VQQrDCjVFIWAIQQUwTIEH+rdB6sut0uixYgFGyaztQrtHKSqrAGOCiycFoncUKdmNIITbRhJYAqLivHj/CWY+/OvSHE50K1ze/Tp0RmZmWlIcblgtZiFcNWlX5/edofPBaNQJZ7w0obUXjHC9vFn3yItNQXDBvXGdz/+LCnNjLRUrPhtPdq2bo7TTxyK4qLDaNmsCVq1aAqnwyFETI3oIKAIVnRwVasqBOqKgCJYdUXsmOvjMYJV+RaP9YqS1ioR1OAYhK9ep0sDbRqU2ixiaUDRt1QaxqmlA6NKdEP3er0oLCoR4fjaDVtQXFwq0R96THVu3xotmjWGy+WsE5YaFibRZpGEk3iHos/SKwWLikpQ6vaIiD0v/xC+mjVPeg06nQ6cf/bJoNv+lm3b8M6HM8RUtH/vLiJkZ9RN9Res01HV+WJFsOoMmZqgEIgKAopgGYQ13gkWt1c5ZUiPJBHAN0DPLP2omW6zWjVywUE9Ujxrs7TKv4AQmJJSN/buz8fyVeuwaOkqZGdl4OJzx4WUIgz2qFdOG7JvIKN67PEYrNqQv0fCt3bjVixYvAJFRcVolJON3j06ic5qwZLlGDKgF7p2bANTwIuiwgI8++pHmHTx6Rg2sJeyYTD4d02o07v8I0iK8D6VIgwVP3WdQiBSCCiCZRDJRCBY+hb1l2mq01rRZqchpwxNUgygOaBTj0SiFY8ZVKbcqF8qdZdhy7YdWLBkJVav2YTmzRph6ICe6Nurq6TojAz92XDZaZlgRrHHK5hU1mZRE3Yg/zDe+98X6NapHVq1bIqvZ83Hnn15OP3kUejSsQ2cdivgK4XDYcPsub9gy/bd+P0VmiWD8rkyckKhz+3yf0EI1v2KYIWOoLpSIRAZBBTBMohjIhEsiWaZ2MdPMyalDKa4vJdhPBILg0cT0nSdWIgeCVrVpRCaOJCqiT6KEat9B7Bq7SasWrMBhw4Vomundujbq7NUDrpcDjjs9oi0mNGbKzNlSKJF8i2ksxwPr88nFYPfz1mMi84dh6zMdBw8VIDJH36O/IOHMfH049G/Z3t8PH021m/ajuZNcnDlRaehcW623KMa9YOAIlj1g7P6FIVAbQgoglUbQrX8eaIRLH07JFcOu0UsDKi9EUPOeGAVBs8jnOla02QTnDZNj6SnUGPdbocRo207duPFNz/G/gMH0b5NS/Tq3lFcz+02q+idqMXi77MqL5KD6UJG9mj5weej1O1FmdeHdZu2Ycq0b3DO6WPRuUMbSRNOnfEdDuQdQPMm2bj0vHEoLCoSfRa1YSRhNquqFozk2dS2Vte/P1XlkjUP3FrbNPXnCgGFQIQRUATLIKCJSrD0aBbTQSQWHFJZJ6aWBkFJ0Ol6NEv3EGOKLJbtdkiw6I5O24OSklKpFGT00WQ2i0if/89KPrakadakeh8sI8dhgh9FRUXYvHUn0tLSkJGejg+nfY38gwXo1b0DCgqK4Pe6MXpob0z/dr40be7To5NUNjIlaDGbVWrQyAGEMbfrQ0EI1l8UwQoDSjVFIWAIAUWwDMEX3zYNoWztWJ+o4lK2VImc03co9xBP1+jRLFu5Ezxdz0k8STrrm3gyRVha6kZBUTFKStxSgUfSwt/X3d2pdcpIp2VD3aoIQ8Gcn8MU4NQZs3C4oBBD+nfHcUN6Y+vO/Vi6fA22btuOJo2ycdKogchMT8XkKTMxYnBvDBvUS0WtQgE4StcoghUlYNWyCoE6IqAIVh0BO/byRI5gVd4LiQVTQi6nVRzPWUnWUFOGEt2jWavFhFSHVXRrJFlMHdYnydItERg9Wrt+CzIyUtG9cwfs2LUXS35dLXc5dtRg6fkXDdNOn8+PL779CYcOF+C0k45DaooLdpsJBYfypeclKwhpUspoFsXsC39ZhQmnHo/2bVpIBEuN2CDQ9W9BIlgPqghWbE5DfWpDRkARLIOnnywES0iFCZJ6Yg8/ZgmZIotk3zqDUNf7dL1pMlOGdqsJ3nLfrPpKozL9t3PXXvz3k5lCbngW6akpOHDwEJrk5sBTVoZ9efm44sIzRO8U6UGCR0sIusWzl2BpSSn27tuPOfMWoXFOBsYcNxBOhx1TPpsl7XdGDesrJqgOh11SmWrEBgFFsGKDu/pUhcCxCCiCZfCZSCaCVRG5KbcvoODbXeYr98wyCFQCT9ecz9nTkBYGJsFEtzCIplyNVXtz5i/FitXrMfGskyRd+M6UGWjVrAlOPfk4IcTPv/4Rzhw3GgP7do8KwtSB0X+L7W6KCg+jdYtGogebt2gFnA4bJp4xFsUlJWIe2ig3WwiXsmOIylGEvGi3v1aNYP32VxXBChlAdaFCIEIIKIJlEMhkI1g6HJXbqTBio9s5GIQroaez8pLVdSkOq6RPiUk0fcRo3sk2OWvWb8Fl558u2quZ380VT6lB/XuIA/3TL72HcWOHSx/ASA9N6+XD3AW/yOeed9ooiVqxKpDNnad+8SPu/MOl4iivRUCPbkYd6ftR64WGQLcHgxCsvymCFRp66iqFQOQQUATLIJbJSrC0F6bmmZXitEhn5IZeZVgZE6fdLKJzcYH30jcr8rEspgipv/ro068xdGAvDOjbHS6HQ55Y9iik5olarKsuPgvNmzYy+CQfPT3g98PnLYPPW4L9+w/gpcmfoXOHVjj/jDFIT0/BspXr8OP8pbj5mvMlcqVG/CCgCFb8nIW6k4aNgCJYBs8/mQmWDo2uy7KYIbYFnrLoEAqDR1Gv00k+6SFGvRq1UfQRi7Q2S6oI3R6s+m2DaKHYTJm+UoyebdqyHbN+WoxBfbuje9cOkpozOvh5HAG/D74yNw4dOoTi4mIxMWW/wR/mLxONXtNGOTh4uEBa5Iw9blBUKhiN7qUhz+/+l6oRrNUPqQhWQ34m1N5jg4AiWAZxbwgES4/csI+hw26WSjo6nkczPWbwWOpluh7hs9vMsFvM8Pi0djuRCmZJFWGZF/6AHwiYJGLGX+/YtQ8H8g8JqWrftpVooSwW41V7bCpdVFyMVIcZ6zduwZwFy+AtK0Opx4ve3Tuib89OOHCwAIcKitCqWWOJaKWmpMh9qRE/CHR/IAjB+rsiWPFzQupOGgoCimAZPOmGQrB0ksWUIaM2jGSUuL1x3STZ4NGGPF2aR9M3y2ERe4fi0sjgQoH5hs3bsWnLDpw4eoi0zfn2h4X4eclyEZ47HA6cc/oY9OreCQ67LeT7rXyh6KwCASFSxUWF+HDq1+jdvS327TuArp3aok2rZti4ZSe+nv0zLjz7JPTs1gG8L+qwaA2hBO1hwR7VSYpgRRVetbhCIGQEFMEKGargFzYkgqUjQLE3SRZ/UOjNirpoaJAMHk29TxdcHBY4rRaUsPrSYwwXVhFS5L5+4zZcddGZWLlmI96d8gUunXgqmjVphMVLV2HR0lX4/VUTw3ZyJ8E6fLgA+/fvQ7tWTbBm/Wa8+PanGDW0D6688DSxhdi1Nw8vvfUJjhvaByeOGizRMkWs6v3xCvkDu98fJIL1fyqCFTKA6kKFQIQQUATLIJANkWDp0Sy22XHZmbaCpMYirUEyeDT1Pl33zWI0i95ZHCSf4Trjs4rw69nzpdnz5Recjp8WLMUvy9fgmssmSPFBUXEp/vP6B5h4JiNLHeu0X0ahmBK0mALYsGkLPpv5A04Y3g8jh/TFslXrkJWRhm6d20nlIk1EP5j6DU4dOwyD+/cQSwY14heBHvdVJVir/qEIVvyemLqzZEVAESyDJ9tQCZaQLGi2BdQgWc1mcYCnDilSGiSDRxPT6UyhEhfq1nQRfF2bRwvB+mEBNm7ahvPOPAmbt+7ATwuW4YZJ50uKLu/AQbz89v9w4TmnoGundnXaL+euXbcRIwd1k7W+nr0AO3bvx9UXnSGidZ/fhxWrN2Djlh3Ytms/MlKdko5kaxwVvaoT1PV+sSJY9Q65+kCFQFAEFMEy+GA0ZIKlQ8fUGE1JXQ4LyrwB0WYxqtXQhy6CJy5WswlF1Kz5Qm+mzRQho1bvf/wlnE473J4ykHTdd9s1cDkd+Piz70A7hYvPG4+c7MwQ4GZDRcDn9WDV6jX4bs4S3H7jRchIS8W6DVswc/ZiXDZxHHKzM8QlfvGyVVj4y28Y0KerOLTTnoFkTI34RqDHvUEiWA+rCFZ8n5q6u2REQBEsg6e6K69E2so09CFkwmxCGk04AwHlmVX+QBAXRnwcVq0CkylDWjoQo9oifYx4lZSWoqCwGAWFReJ95XaXoVP7VkJgSYqYxktPSxUrhZoGU30mUwBedzGy0lMk+kWz0NNPOg4ul0PE9DO+XYBLzj0F2ZlpKC4phdvtgdPlgM1qk0pFpgZV9Cr+v+k97glCsB5RBCv+T07dYbIhoAiWwRPNO+yWJsAqYqOlDE1mE1xSZQghEvTNqo1IGDyChJiuO+NTs8YRKjZsuExitX3nHhw8VCBRLNozMI3XtEkuGuVkSWPlmohPIOBHwOcFzVHTUuxw2O2gianf55e5/IyNm7dh5vcLMfHMsXTCwtyflyEnOwMj3MZ6GwAAIABJREFUh/YPu0IxIQ4mCW+yZxCCtVIRrCQ8abWleEdAESyDJ1TEknzxP9KMJhv6EJJVnjJ02I4I4Jkaa+hDolmAps2ymkF7K7rjV6fNohD90OFCTP96Dnbv2Q+zxYyt23chJysTmRlpUs130vFD0KFdK9htwSJYAfh9PlhMfiFXqS6nECpGohjRIvElMaPYndGwr35YiPFjhomBqcthxyljhqFp45yIeGw19LOvz/33vLtqBGvloyqCVZ9noD5LIUAEFMEy+BzsO1gqdgWkD7Qs0F9cBpdN+OmV9UeseCt2extUlaE8B+WFAKRVxEMf/DVF8Kw0tFlNKC71SaUhJ1SmoT42e16wDMtXrcP4scMlDXjwcCG+mb0AJ4wcVNEu57LzTxMidPQIwOMuBXweOOxWcX7PykxD21YtJSVYuRKQWq9tO/Zg8kcz4fWWISczHRPPGisRMquyZEi476IiWAl3ZOqGkxQBRbAMHixF7nxZpjqtEp3QhcwGl02a6ZoxqVmiNnR/bygpQ6bgSkvdQlBsdpvYKhw79HY7enGAbnWhX0dB+5Rp34i2beJZJ0m0iWu+/eF0aZvTpmUzPPfqBzj/7JNFi6UPpgTh98JpA/bsy8Ob/52OHXvyhb2dd/pxOP3kUUel/RgpKyouwUtvT0VxcQlunDQRWRnpEu1SI/EQ6HlXkAjWYyqClXgnqe440RFQBMvgCZJg6dojJ+0KLGa4yxoOkagNPt0bin37SLL8fuqPfPCxmq62yQn859RLff7VD5KGG9y/J9q1aQG7zVrFQ0qPZjltTN2V93qkps8PMII1b+GvWLB4OUaPGIjUFBf2HziIxctWY/zYEaLHmvndXDEebdWiqWin2KCZa5G0ud1u/OvF99G3RyccP2IAZs9dgtnzf8VDd0xCTnaWEDZ+xq49+yTyyuFyOYVcWZhKDEIKE/hIGsyt9wpCsFYogtVgzl9tNH4QUATL4FlUtmmgXYHdZgG1RyQRFDIrgbcGsO6ZxXQq39t0OQ/XgNPgkdXLdFbpffjp12IM2qFtS4wY3Bd9e3VBaoqzihO6TtCZLiQ5opZPSHqZD/kHCzBrziLxo+JgVKlfr67o0rENVq/dhPS0FGmVk+J0AIEypDptSE1xCHnatXs/Hnryddx8zfno1b0j1q7fjGdf/Qh33XQ5WrVoApPJLPqrWXMWClmjS3tKiktVCtbLExK9D1EEK3rYqpUVAnVBQBGsuqAV5NpjfbB0gTcr6ZgOi2TzX4O3GhfThYRazaJbIwEtLYtcc+S42GD5TdBHauv23XjhjY/Qo2sH7Ni5F82aNsLZp56A3OxMaZB8bOWfrlsjQWe0j8atLKIoLi6VBstM/VmtVqkgZNqQ0Sen0yEeW3aLH1npqbDZmao2SUSK1g6PP/8uzj9jDPr07IINm7fh369+iD/9/uJygsU1/CgpKZX+gumcr3yu4ukxCuteet1ZNUW44p8qRRgWmGqSQsAAAopgGQCPU4MZjUpJvtmEFKdVjCX1SjGDH5U003XLghSHRSroivVKuiTKGZKwlJV5JZ03b9GvGDqwF5avWi8pvlNOGI7uXdpL9KkKySqvwmSqmdq1wqISbNq+X6wZmLZj25xlK9aiqLgYLZs3xeC+XZGb5UTjXNo1WCvSetLEmZEwt0ezznDS62obnn3lQ/zxuouQlZmOhb+sxL68gzjn1OOlcTSrFFVaMPG/Zr3vqEqwlj+uCFbin6zaQaIhoAiWwROrzsldT4lRC8M0oerVdzTQxIdRGJIsEW+X+cRPLJFTqiRVetNrLYrkR3GJW6r+SHj69+mGdRu3Yu2GLRjcr4dos2i1EGyQhHL+uvWbMHvuLzjlhGHYuScPH0+fhb49O0sF4u49+9CsUQYum0gnd2qqjl6JWIrgHSbBmgTrmZc/wPVXnovN23djwZKVOGf8KPTo2rFWo1KDXxM1vR4RUASrHsFWH6UQqAEBRbAMPh41tcrRtDUQXY3VakapWyvHT2QSYRCuo6brnllMh1G75i1PqSaqndimLTswf9FyZGWlo0mjHDRrkisu69RjffvDz6Kb6te7m9grUEvVKDe7xogRU4CsIkxLceLc04/HB1O/RlGJB6efPBzpKXYcPHgQr0z+FH+YNLFKL0ISOqb/qLvyeH3o16sLtmzbiUf//Q56dm2H0lIPRg/vJy1w7Ha7EDA1kgOB3rcHiWA9oSJYyXG6aheJhIAiWAZPK5RehHx5UVfDHw3JqiBUaPWUIaswiRV1RxR6JxIRJaH58tu5+PSL78WTyuGwo6TULUSrRfPG8Hn92LpjFy4+dzwaN8oW+4bKXlTBsCJB+m7OQuQdyMd5Z4zFrB8XorjwECacdrzYLJAwvfj2VNx+wyXo0rFtxRK8F4+nTCJlH06bhYsmnIie3TriUEEhXn57Krbv2odLzjlZhO/UcFlYvqhG0iDQ+89BCNa/FMFKmgNWG0kYBBTBMnhUoRAsfoTu4E1dFiNZrBJL1EiNQciqnc4gSorDCqvVlFBElGlBtp1hZOrnxSvwxXc/oXePzhIdYhXg5m07wejWocMFGNinO6646AzRS9U2hCiVeUXMXlxcjBUrVuGr7xdg+MAeEvFbuGwdOrdvgSsvOl3c3TkkcuX3Y8Wqdfjos1k4a9xxInCnBou+WvmHDuPgwcNo3aq56LrUSD4EFMFKvjNVO0pMBBTBMnhuoRIsIVlsISPiZYu012EVnWqvc+QAKntmUWOkY1RdKxmDR2d4OiNsfj99pPZjx6696Nq5nVThbdq6E3MXLJUIFq0ZOnVoI61n8g8eRmpaCpo2yqk1elVBlnxe+L0ebN22Awt/WS0ieUb5srPS0bVjawwf1BsZ6WniscVR5vVixer14gDftVNbjBzSVxPIW7SCAmqy+DOjZ6xkVCP5EOhzW9UI1q9PqghW8p202lG8I6AIlsETqgvB0kmW1aK1SeFgyjBeCYRBaMKerqUMNYxY1cYqTJKteEsZigN6UQm++G6upOzGHDcITqcTHo8HeQcOYfnq9Vi9diNat2iG0SMGoBEr/UJIDWrABeD1uMtTyxa4nHZJ8ZGk7dq9V7RdLZo3QU52pvQh1KsRmRr8+LNvJQ05qF8PqVSsTkgf9gGpiXGNgCJYcX086uYaEAKKYBk87LoSLP3j2F6HXllMhxWVeFGmmiEfdRKaAN4Eh13TrtGYNN48sxgtmvvzr1i2Yo20q8lIT8X2Hbux4reN4inVo0sHsUmYt2iZkJxTTxopLum1DRI3k78MaSk2/LxomZh/jhjSD3v350ubnEW/rhey2bJZLv58/YVo1qRRRVsbvUE0o1bUgdFMVBmy14Z4cv15n1uDRLCeUhGs5DpltZtEQEARLIOnFC7B4kuPJMJht4jxJqM0iW5TYBDKoNP1tKrWr09Lq8ZDxI9EZl9ePh575k2MGzscI4f2x8rf1mPalz9IVOnQocPIzckS4sUWNxx0ca9RexUIwGQKwF9WguzMNCFNk//7GZwul7TDmfblbPzvizm48vyTkZOVgXmLV6GgqAS/v3yCkDuJe4n/lV/IaW0i+micl1oz9gj0+VMQgvW0IlixPxl1Bw0NAUWwDJ54uARL/1gSCKbCWEHHCI1qr1P1QPR+fYz46SnDWNtdeH0+bN+5B+9N+QJpqSkYObQffpz3izRhponozt37pKKQabrRwwfAZrPW2IImwOaDAa/4gqW6HHI9P+PVt/8naccrLzoDb7z/OTweN666+Cwh59R+Pfvqh/jDpPPQqX0bg0+ymp4sCCiClSwnqfaR6AgogmXwBI0SLH58ZfE7K8BKPfERpTEITUSn6/36GO1jypDRrNLyaFZEPyiExRglYkUendr35uVLM+bVa7S+gFddcpb8zPY2jDjRMX3cmOGSrgs2uFbA74XDCqQ47VLtJ9FNk0nWf+7VD+jIiivOPxXfz12CzVt34aZrzpco1ZoNW/DWBzNwy+/OR/u2rUK4c3VJQ0Cg7x+rRrCWPaMiWA3h7NUe4wsBRbAMnkckCJZOsqjLSi13fi9S4vegJ1OZjJKcFLm9okeqLwE8LRMOHS7Ckl9XY+/+A+jZtaOI19dt2Co6qwF9ukmV3559B/DJ9FkYf+IIdGrfWiJSVUcAntISpLqsyMpIhcVMb6wjhp8kcc+/8RHmLV6DnJxMHC4oRIrThn/cfR2KikswecpXaJKbgQvPOQWZ6WkGn2Q1PVkQ6HtLEIL1rCJYyXK+ah+Jg4AiWAbPKlIES78NvmBJspgDYoUhexmqURUBKRJwWGCTIoFy/VqUgSKhKy4pFeLE9CCjSLv35OGS88ZjUP8eEnWib9WMr+dgzfot6NS+Fc4cf7zYJBzbc5B2CT5PKRplp8DJPoBBzD41wXoB9u7Lw+GCIuQfKoDDbseQAb2we28eVq7ZgKEDeyM7K0OqE9VQCBABRbDUc6AQiA8EFMEyeA6RJlh6jz5Wz1nNZulhGGu9kUGIojJdb7ND/ZrNahYbh2inDOmsvmXbLnz6xSycMW60iNi//PYnFBWX4rKJp8HhsImD+pJff5OUYMd2rUSfRbH6kRFAwOeFw2ZCeqpTfLP0lOCxQEkj7JJSbNuxG9t37UV2Zjratm4uPzOVXFhYjM3bdqFrx7ZIS0uJCs5q0cRDoN/NVSNYS/+tIliJd5LqjhMdAUWwDJ5gpAlW5UiW3WqC3WqBR6rnfPWWBjMISb1O11OGJKQVTbV9AUQj7seUHdvPzJw1T6JWudlZ0rx51pxFuOicU4TklJS4cfBQQUW7nMqRK5qSmgNepKc4xNeKRp/HRrYqg8cI1m/rNuODT78TcbvVZkOfbh0w/kRN08U05BvvfYbfXzkBTRs3qlfc1YfFLwL9bgpCsJ5TBCt+T0zdWbIioAiWwZONFsHibenkgZVl9MkSU9L6EhsZxKU+p+sRIKfdLI212cuQpDRSUIkQXXReAeQfPITpX8/B2NFD0KJpIzH+nDrje9Fa0Y5hxjdzJGU3ZuRguFyOchgC8JZ5YLcEkJOZpumxTCapBKxpkND9+9UPZL0TRw1GXv4hfPz5LPTs2h7jxg5D3oHDePHtT3DrdReiZfMm9Qm5+qw4RkARrDg+HHVrDQoBRbAMHnc0CZZOspgqdDkt8PkCkjJU7XWCHxr14UwXshVRJD2z3B4PtmzdhfT0FOTmZKOsrExIEnVP7D844+uf0LF9K6kcpKnoNZedg+zMDFitZk197/eJkJ32C2aLWawmQhk0Mv3LP1/DyEE9MHbUYDBFeeDgYUz+6EscN6QPsrLS8eZ/p+P2Gy9Gq+ZNQ1lSXdMAEOj3hyARrP+oCFYDOHq1xThDQBEsgwcSbYIlJAuAxWISjyT+X7GbDYCjkwYzCEfMp+ttdkiymCekLstImx2m6dhnkML14YP7oGe3juUnokW0SL6++n4+9u0/IEJ0Rq769uoMi9kMEwIwm5gSdCLFRfuF0IiVDiIJ1ntTvsTu/QdxyTkno1nTXCFZ8xctx/wlK9EoJxvLVq7D3TdfipaKYMX82YuXG+h3YxCC9bwiWPFyPuo+Gg4CimAZPOv6IFg6yWKF4VHid6bBDN5/Mk4nj2GUyG7TPLPoK+YpY3q1brulyLzU7cb3cxZJpOrE0UPhdNrFkoFVfC2bN0aHdq2w8rcN+GjaN9JY+aTRQ+Fy2WEx+ZHmskmTZ4tVM0it66CQffuOPfh69gK0bd0MI4f0E+0VI2Xsc/jj/KUS0br19xdJuxw1FAJEoH8QgvWLIljq4VAI1DsCimAZhLy+CJZOshgF0YmDaq9T/eHpVYYS+bNb4QuUa9j8oUf+GC0iefp69nycfMIwtGrRFD/MXYIVq9fDbrfi4KFCafDcq3snbNm2E+3btEB2VjqsJi9ys9Jht9uEWNU1cqXvihEyViWykpC/ZoNnpibF/6u4BPkHC0ST1ygns6Idj8HHWU1PAgQUwUqCQ1RbSAoEFMEyeIz1SbD0W5UehjbqsqwocXvhKQso8Xs15yi2FxZ6i2l2CBTAh5pepcj8i29+ws+/rMDwQX2Qm5Mp/3/5BacjIz1NiNbUL77HDVefj47tW8IcCMBm9qJxo2xDxCrYVhh8qxwDI/ljVI33mJGRKnYPaigEVARLPQMKgfhBQBEsg2cRC4Il0SwTYLWYkWK3wMtUlscXF02QDcIZlel6lSFJKVvteMr8UmVYU7EAtVfsBVha6sbK3zZKO5yCwmK0adkMF0w4WQ6goKAQz77yX5w1bhSG9u+q2S9QyG4gahUqANRnff/TL9i+aw8uOHMsUlOVD1ao2CX7dQNuqKrBWvKC0mAl+7mr/cUfAopgGTyTWBEsPWVotZikao6jWLXXqfE0WWXIyj4SLRb3ie3FMSlDpt80B/VCbNyyU8hS48bZOHDgEJauWIPePTqhV7dOkqbbtHUHPvn8W1x7yeno2rEVbDbbUa1uDD5aMl2/H+qx6PZuNpnlM9incN+BQygpKUXzJrlISXFG4uPUGkmAwIDrn6yyiyUv3nbU7835eTmeeOED6aXZq2sHPHzP7yTVfOz45ofFePrVKdi7Px9D+nfHI/deh/RUlxR0/P3pyZi3aKUY7N5xw0UYP2aITF+3aTseevJtrN24Da1bNMHD91yLLh20XpmJuh6/h/95cyr+N+NHlJS6ccGZJ+DW684Pe781rcfv9kNPvYWvZi+S1P9t152PM04eLp/FVl1PvzIFb3zwJX6c+qyYDqsRvwgogmXwbGJJsHSSxRcuSRbJFisMy7x1VHMbxCCRpusCeOLFNjvFpUc75TNqtWv3Pnz6xWwRkBcXl8BkNuG4If3Qv083aeScd+AQvv1hATZt2Y6Lzz4eIwb3QYrLGbbWqjr89KbSe/blYceu3WjTsrnYRFCHRe0VndxJ8rp1biftdtRQCBCBAb8PQrBeOkKwCopKcOold+K5h/+I3t3aC3HYtHU3nvrbH44CcOeePJw76X688fTd6NiuJe5/7FWkp6bggVuvwN+efEuiuw/dMQm/rd+Ka29/HFPf+AeaNs7GmVfeiysmnoLzzjgeH346C+9/+i2mvfkwEnm9Gd8twMuTP8PrT90l/+i56k+P4g9XTcC4EwaHtd/q1iNJ/ffr/8OGzTvw6L2/x9Yde3D/Y69h8nP3wWG34eb7nkW3zm3w0tvTMPuTZxTBivOvvCJYBg8o1gRLJ1kUUrvsZthtFiFZkTTaNAhR3E3XBfDEymW3SHrVzYpMqRr0SNWe3+fHsMF9JBX73Q8/Y/bcJRgysBdOO3EECgsLsXXbNnTr2BpdO7WTv/iObocTmS1TZ7Vmwxa88s40FBSVwuWw4ZxTR2HogF5Csrbv2ofX3/8cf7ruAjTKyYrMh6pVEh6BgddVJViLXz5CsGZ+vxAfT/8BLz/+Z9krCdfoCTdjwYwXYa/UlHzaV3Px5XcL8PyjWnpxw+aduOKWh/HTtOcw7pI78OSDN4rpLcdtf/0PBvXtirEjBwjh+HnGC/IPDpKR48/9I1578k6sXrc1Ydd74J+voUPbFrj6wlNlv+9P/RYLlqzG3TddEtZ+q1vv6YduwkkX/hmvPnEH2rVuVuVZJJnt1qkN+oydpAhWAnxTFcEyeEg79hdHPHIR7i2RDLA3H1Ng7jLVXqc2HHWnfEazGBEi0TpcWIL3pnyBdm1a4PgRA4Vgrdu4DZ9/9QM8bg9aNMvFpeeMRZNG2bDbbLW2u6ntHmr6c+qs/vHUm2jaKBsnjOiHDVt2Yvb8ZTjxuIEYOqCnEKyPPp8tqQqVKjCCdHLNHXhtEIL1yhGC9dLkz6QrwL23XFax8dHn3IK3n733qJf6sQRr7/6DGDPxT5j/+fOYeN2DRxGsB594Ay6nA1ddMB5nXXUvFkzXCBbHaZfdhT9ff6H07KxM2BJpvX8+//5RBGv6N/Px2vvT8fwjt4a13+rWe+uZe4SQ3vb7C/DeJ9+ILcstk87FmJH9j3pIFcFKjO+sIlgGz2nvgQKU+UwwmSs39DW4qIHplXvz+f3UGXnr7P9k4OMTbqqeMiQpZdEACdanM+dg2449YsHAFjRLl6/Brt270b1TK8z4Zi4unnAiBvbrIZGrcC0YQgGKBOu+R1/FyaMGYNSwfvB6vdIL8ZMZP+D44f3FruOrH5fJyys7My2UJdU1DQCB2gjWM69+LFoevsT1Me7iO/DM32+W6Ig+du3Jw4RJ9+P1J++U3//XSx9h8pSZmDXlaTz3xieiRfq/O6/B1h17JUV4/Ih++MutV0hE59JzT8JFZ48Fo2X3PPwy/nHPtejfs1PCrvfzL6vx4uRpePOpu2GxWHDrX5/D3n35+OztR8Lab3XrvfT47ZK+vWnSObj20jOwbNUG/P7Of+Gztx5Bk0ZHotSKYCXGF1kRLIPn5CnzoqCwFCVlfpgtLJWvu6GkwVuoMp2kwWLWnN8DAU2XdayYO9Kfmcjr6UJyiykAZkj25R3G1z8swtIVa+F02JGR5sRZJw9Hi2aN8O6ULzG4b1eMGTVEfK6iOWjB8MQL7wmRu+L88cjISBNx+/zFy/HDvKXS13D3gULcdePFyMxQBCuaZ5FIaw/8XZAI1qtHIlgvv/MZ9uYdxP1/vLxiW6Mm3Ix3/3M/2rQ8uuUSCdILb30qFbUkTQ8/+w4WfvGS+LNR5L50xTp07tAaudnpyMnKkGjq2o3b8Y9nJmPn7v0Ye9wAIQk3TzoHIwf3FsKViOsxWv2fNz7B9G/nS7R49LA++HHBr3jv+QfC2m9167342G0YfuYfMH/6C1JMwDHptsfkH3Unjx5UcV6KYCXGN1IRrAicE196eQcPwxuwwWzR2tnEwzCbgTQnoyzl/k+smFP69ypHw5fFhs3bMevHn4U0XX/FWdKSZs2G7di3by96dWmLxo1ysPK39ZKSu2nSuejYvnXUvad4D7v27MN7H8+Uzxs/dpikYagTm7vwV/z301lo1aIJbrvuQmSkK5uGePjOxcM9DLqmKsFa9NoRgsVKvskffwWmozj27M+XNN7P01+Q6Ex1Y/nqjbjnkVfw+duPVLnk+ruexNnjRuLUsUOP+jP+A5Qpr8/eerhKlWIir/fa+zOwY9c+/OW2KyOy38rrDTvjRnz86kNo2UzrzkCCddl5J4u+TR+KYMXDN632e1AEq3aMar2CERCmc/IPFcEbsMBkjg/TRxFzs8KwPP3lLvMp8XuQ06Rh54LFK8T+oGO7VsjJzsDOHTtRUHAIvbt3kj6CS35dg19XbZA+g2NGDBBRO20Tojm0XodlKKWTOwLidUWbBg72QNy7/wA8Hq/oxRjlUkMhQARqI1jUQjEl+K8Hb8Sgvl3w8LPvSrqPdgqbtu4Sbd+ooX2w/8AhXH7zw3jliduRm52BWx74N4b1745rLjkd/3rxA1itVtx09QTMW7xKUtlfvPuYVNNefMPfcf0VZ+K4oX0kWkUi9dI//5zQ63330xJ88OksPPnXP0gHhatufVTw69ujY1j7rWk9Rgn5j6gHb7tSCgN+d/vjmDH5Ufl7SRGsxPqOK4IVofPSS+oLikvhLgP8MEdVn1OX25YehpVMNkvLfCqSVQlARrBoIko/H+qcfpr/C/bn7Ud+/kFxZT/jpOFIS02lKxVyc7LgdGpmovU1+GxxMBrA1OXQft2Rm5Ohuc0GtJ+iqQWrr32qz4kMAoMmBYlgvX60D9bcRSvx6HPvCunp17Oz+GBlZaThg2mz8NX3C6Xqj+PtKV+JPQF92E4dMwT3/fEyiXLt2XcAt/3teazdsB3NmuTgoTuuRv9enWUOq+soes/LPywE5JF7r0XjXE0/lKjrMV3/l8dfx3dzlsj3/4Yrz8aFZ40Je781rVda6sG9j76CuQtXSPcIeoyxyOXg4UKMOe9PFX8X6BWf33z4pBBgNeIPAUWwIngmmpYngOJSNw4XeQAz27NEN8oR6u2L87vVjFS7RaJY4vweQrpQf7nzc5L1Ja67thcVHsbyFauxY9d+nHHKSEn0vvu/mUhxOnH9lROQmpIiUa5oR66qO1OaOz796se4+OyxaN+meVSsIUJ9ntR18YtAKAQrfu9e3ZlCIHkQUAQrwmdJQsKAw+HCIhQWe2G22rUQQxwMqZgza3352CaGJKumdjGSonJ7sGP3PglPZ6Sl1qjRiIMthnELAfi8Xmzeuh2/LFsFkqzePTpj2KA+knZbtWYDWJJ90zUTxWuK+MVq8F+wT788BZecc6KUjEfDeytWe1OfGzkEBl/9ryqLLXxD87xSQyGgEKg/BBTBihLWjIow4lDk9gPm6Jbz12ULWoWhWUxJOUo8Pnh9wUNZ+h6+/2kR0tNSMWxQb6S4XPHCF+uy7SrX6pWDZvhhMfngLi3F1C9/xLxFK9C9c1uce9poSWvMX7wSm7fvxtUXnSEu7rGKXnEDimAZOvIGM3nwVUEI1puKYDWYB0BtNG4QUAQrSkehR7JK3G4UFpfB648vryxqiJx2M2wWs5CsYM7vOgmhJ9SsOQsxqF9PacvCyEkipwuZxi0qLsa+vXvF2yo1xSn9Bw/kH8by1euFVFH0S62FxQScOW4U+vbsLOQqlvtWBCtKX9YkW1YRrCQ7ULWdhEVAEawoHx1f5rRxyD9cDJ+Jmiyp7Yvyp9a+/JF2MWY4bZZqSRZXKi4pxcrfNmDZyrU49/SxyMrKkB3Q/ZyGhdyTleXdJlMc7KzmvfN+8w8extwFS9CtQwsM7t8dJSVuzFnwC9Zv3oGuHVqjfduWCMAk6VCSLzbBZdPVWI+ComI888rHYuDYvk2zJEzXxhrh5Pj8IVdWjWD9/JaKYCXH6apdJBICimDVw2mJjUNZGfbkHYLJ6oI5TlzfuXXyPbvVLKakrC50e/xVxO+M7rCCbcbXP6K4uBQXnzdeUGO7jY1bdqBJoxy0aNoIdoe9Xqvr6np0Ab8fJSXF+Gnez9ixez8mnjEG2VkZ+HDaN9i0ZacY+63ZtBMcPLlaAAAgAElEQVTDB3THReecjNzsrIp0aCwjV/o+admwfccuNGvaGC6nM6Z6sLpir66vPwSGXBGEYL2tCFb9nYD6JIWAhoAiWPX0JJBk0Q7gwKEi+E22uGmto5MspgrZ+NjrZ4Wh/yjndy3dGQD9ojZv24WeXTsIaktXrBG3c+6rU4fWGDG4b1xEeqocqdy/D1aTHy6HVTytZv20BI1zM9G6RRP8tn4LLjjrRHFKX79xq5SqX37eOPTv07Weno7QPoal8jwHemEpa4bQMGuIVymC1RBPXe05HhFQBKseT0WLZHlRUOyG28sPNsdPhSEgvfioy+KoLH4XCXx5OpAVktQiCWEsKxMjzE1btmP23MU4/eTR0jYjHqI9R441AL/XgzSXDfSNCQT8YuK3fuM2fDlrPjZv24OxI/vjonNPEU8pksinXvovTj9pBIYO7FWPT4f6KIVAZBAYennVCNaCySqCFRl01SoKgdARUAQrdKwicqXulXW4sBhFpT6YrXTgjr0mSyJZpHx0frebYbGYUVzqhc8XEJNBtm2hCSd1V4ygmC0m+ZkO42wZ8d6ULzB21GAMGdhLqhRjPzT7BfhLkZOZLvf044Jl+Or7BaKpOu2kEWK7QF1Z5/Zt0KZ1M9Dgb/7iXzFv0UpMuvgMtGpxdF+22O9J3YFCoHYEhl4WhGC9owhW7cipKxQCkUVAEazI4hnyaiQsFFuXlJlgIcmKF6+scl2Ww2YR9/citw+FRSWYs2AZflqwVKJX9MRq3rQxmjdrBIfdjuWr1mHT1p246qIz0bpl05haGcgBSErQC4cVyMpIlaghqwOnfvEjenVtK1Erh8OOiWeOQW52ptzv6rWbMPO7+dh/sACXn3cKunVpL33/1FAIJBoCimAl2omp+01WBBTBiuHJUjzOvlalXlo4WOOGZBES+mkKybJbcLCgGD//8hu++OYnDB3UW7rJ79ufj715+UISM9PTMKh/D3Tt1C7GpCQAv88Hq9mPNJcdLqddCgoO5B/Ce//7Cu1aN8PIIX3FBHbGN3PRq1sHSQMycrd9115s3b4XTXIz0Llj24S3oojhY60+OsYIDL30iSp3sODd22N8V+rjFQINDwFFsGJ45pVb6xSWlCGA+CJZDKrZrPTKAtggdtrMn7Bl+x5MPOskZKSnSsUgqwttVgssVos0f41VepBk1e91i9aK1go2Ky0xtPY+e/fnY/JHX6JL+5YYO3qwRLimfzNPoljjxgwVq4m16zejUW42mjTOgc1qUxV6MfxeqI82hsDQS4IQrPcUwTKGqpqtEKg7Aopg1R2ziM+gxsnj8WL/wUJYbM640WRxo5rzu0mc3/MOHMKbH85EuzYtMGr4AIlWkSRWFrXr5qTUanHQSyq6jZG1CseA14OsdCecDrvoxyrfU0FhkWivUpx2nHj8UPHsmjlrAbZs24lLJ56KHbv24psfFuLs8aPRqkWTOBPpR/xxUwsmOQLDghCs+YpgJfmpq+3FIwKKYMXJqZCPlJaWYu+BAlgdKXHTJFpIFn+YAYfFhAMHD2LazHkYOax/UBE4o0FMH+7am4fM9FS0bNFUqveiUVkojagDfpgDHuRmpcNWzedQ71bm9QrxYoSNmqt5C5dhweIVuOjc8Zg5a764tp924nBpCaSGQiCRERh2cdUI1vz3VQQrkc9U3XtiIqAIVhydG9NctBA4WFD6/+3dB1hVR6IH8D+9gyIogoCCoIAFsWBHRYRYUaOmGJNNXuqm7m42dZPsbtZkk03d9JiYaExijV3E3hsqYgdFBAHpvV3g8r4ZghtzUZF74Lb/ed/79j24d87Mb47u35k5M/L8Qplq9OQSIUu8MWhtYSb3lMorLEN+URl6+HjJ4NJ0iTcNT565gOMnz6G4pAyDw/pgYP8g2NuJkTmlrgao1WJfK8iF7HK60tzshiFOjqqJkTbxP79OG4pF7T+sjEfPHl7IKyjGPdMnoIuYHrSyVKqSLIcCOhFgwNIJO29KAQ0BBiw9eyiaQlZFdR1UdSJjWehVDZsWv584fR5JZ1IxOSYC1lZiq4nGSxwNpFKpUFlVg8tXshG/4wBmTolEoL+vQu0Q+1rVwsqiAc6OdvItRhGufnuJQCVGrUSoEtObZmLU6ndvaYrpzsXLN+HoyWQ8et9UDBvUV+dnDSoExGJMXGDYXZojWAd+5giWiT8WbL4OBBiwdIB+s1uKlUtNAaG4pBzV9WJaq/GcP325RFVqqqthjnpYW9v8uimp+tr0m5iCE1OFFZVV+O+CpYiKCMfwIf0VqH4D6mur4eJgCzs7G7kx6u+nHkVAFZufnkm+hLSMqwgN9kc3Lw/YWP8vBDbtql9QVIwrWTkICvSHo4OYllWgiiyCAjoWGDanmYC1lAFLx93C25ugAAOWnnZ60xuGYvqqrsES5hb69YahCDJiqvBwQhJ2H0ySip1cO8Cra2d4dHGTITHpdDKSL6Zj3pxJv04lWmgsQG8Zf+P2C1bmajg52MiF7CJY/T5ciSVZNTU12H0wEfE7D6Ouvh5l5VV46O6JGPrrCJUYYSspK8O55Evw9e4K1w4u8u1HS0v9GilsmQs/RQFNgWGzmwlYyxiw+KxQoL0FGLDaW/w27idCSl1dPYpLK6CqN4eZhQgB+jPMIhaOJyadw679CQgfEAwbW1tczStCTm4BysorYW1thbEjB8G1owvS0rPkf/p37ybfLGzpaJE4oNncTA1rC7HWyk6+AXijBfPCS7wR+NnClRg/ejB69fTFinXbUa2qw5MPzpTrwEQwzMkrxJ4DxxHS2w+9ArrLLR14UcBYBIbP0gxY+5czYBlL/7IdhiPAgKXnfSVDlphuq1KhoqoOZmIkS09ClggrYhpw78HjKCoqwtTokbC1c4CqTi13Txd1F1Nw4m293PxCGbgmRY2UG3necr8sGS5VsDJvgIuTPaytG/fYutnbiGK7C7Gf1ffLNuH/7p0KT4/OuJyRibXx+zF3ZuMidjEFW1JSJkOVtY11s2u49PyRYPUocFOB4Xe+q/H7/SuepxoFKNDOAgxY7Qzemts1TReKNwzziythZaMfe2U17XmVV1CEDfG70TfIH5EjBqCmrgFVNXVIOpOC5Wu2ygOghw3uh/Mpl3EpPRMPzY2FvZ3ddW8f/t6lrrYGDrYWcHIQo1aNWyvc6hKB72puPr5ctBrTJ0agT1BPuXfXDyviMG5kGHr28JFnD6akXsGMSWPk24dtsX3ErerJ31OgLQUYsNpSl2VToOUCDFgtt9L5J8X6ocqqKhSUVMLS2k5v9spSqWqRfuUqEk6clpt1Ottbo7YeOHcxA4uXbUD/Pr0wYcxQ1KhUWL95j1yrNT5iiFxYfv3VADElCHUdnB2s4WAv2ti4tUJLrqYp1aLiEvldWztblJVVYNX6bfDx9oRrB2c5unX/7BiE9PKXO7nzooCxCYyYqTmCtW8lR7CMrZ/ZHv0XYMDS/z66VsOm/ZwqKqpQXi32cNCPQ6LFyJFYKyauispK7Nx7BKPC+8nF7hnZBdiy85A8BDqsX5CcOsy8mosAP5/r9sYSwcoM4hzBxinBxqNuWh6umpCa6mImtmeAGUT427T9ADKyciF2dPfz6Yppd0TIXejFWjBeFDA2gREzmglYqxiwjK2f2R79F2DA0v8+uq6GcvPyBrXcZ6qipg619WbyQGN9uEQAFNOF3/24FrETIxAa4o+aGhW27D6KC2mZmDl5HFycneSaMrEvlfmvO6uL9kBdCyd7azja291009BbtVOM8ol1YeIYnK5d3ODk5IijJ85h4c/rZbiaN2siunR2Zbi6FSR/b7ACDFgG23WsuJEJMGAZaIeKICEWdecVlEBtZtW4jYMeXKVlFVi5Tqy78sHA/r3RoK7Hmk07UV6pwvTJ4+SolXijULztJ0a1fL26wNHO4tdNQ62a3X7hdpolRqwSTyUjOfWynJbs1NEFxaXl2LE3AUEB3dHTz6fNju65nXrysxRoK4ER05sZwfqFI1ht5c1yKXAjAQYsA342xIhRbV09CorKxOQazPVgGwcRcM6cT8W+w4lyjZV4e9AMDYgZGw6YWcj9qYpKSuHeqQPKyysQFtIDMyaPhbOjWHAu9lNt4YKrZvpNbG5aUlqOH1dtRmhIAAaHhcDKygr1dfWoqq6R+2fd6LxCA34MWHUKXCfAgMUHggL6IcCApR/90OpaiJAldi4vLq2UIUvXR+uIkbXa2lqkXs7EqXMX5WiR2I+qoKAQ6+L3yrcBI0cNRr8gXzTU12LBkg14YE4MBoUGt9qg6YtianDz9gMoLqvAtOhRcjE9LwqYmsDIWM0RrL2rOYJlas8B26t7AQYs3feB1jWQR7/U1sldyytValhaibfjWj8SpE2FmtaIiXVWYuRI7DuVkXkVO/clwMvDDc72VkhNz0b4gCCE9OqOf3/yI2ZOGo2R4aHa3FZ+99DRk9i57xjunjFBLrD/7RmJWhfOAihgIAIjp72jUdO9a/5qILVnNSlgPAIMWEbSl00bklZWqVBcXg0ra/3ZK6u8ohIFBUVwcbSCawcn7D10Qu70LjYmTb2Uga5dO6Ozm1h4Ls5dvPlmojfrrqMnzsDe3g49u3vLo2+0mW40kseCzTBBAQYsE+x0NlkvBRiw9LJbWl+p+nq1XIdUUaOGuWXjmX26vMS6qPLyMligHt6e7nLbhA1b9qKouAyzY8fLo29y84uQl18AX28v+YaflaVY7H77tRb3EiNoIqjput23X3t+gwLKCIyaqjmCtWctR7CU0WUpFGi5AANWy60M4pNiJEsEjdLyKlTVNsDMXFdH6zSgvq4WluZA4smzuJiWiYAeXvJcxf2HkxAzLlzu/L5p20GkZWTLTT/V6npEjhqE8LA+rVqMLtouLoYrg3hUWck2Ehg1pZmAtY4Bq424WSwFbijAgGWkD4fY+LOiqhpllSqYmVvDrAVHzShFITdErVfBxhJwdrRHfkERtu5JwOWMq3J0qm+wH/oH98SxpPPYvOsw7pwUAT9fLySduYBdBxLx4tP3wc21o9wPixcFKHB7AgxYt+fFT1OgrQQYsNpKVsflNu36rlLVobCkAg1yr6y23pBU7IIKqOtr4OJgAzs7G/nWYNM2CWKrBDG6ZGNtharqany/dBP8fbsicvQQODjY4VzyJXzy7Sq88uz96ObZ5aZnFeqYl7engN4KjJ6sOYK1ez1HsPS2w1gxoxVgwDLarhU7vjfu+l5VrUJxaRVg0fqRLBHYbjb1Jn7foK6DjUUDnBxsYWVtJXdrF9+RvxOjWuoGiAXvK9dvx9BBfXH6/CVkZOZg5uSx8micuO37cep8Gl5+eh46uDhBHHejzaJ3I+5aNo0CNxQYPamZgLWBAYuPDAXaW4ABq73FdXC/pkOiyyproZZ7ZZnfVi3E+X5iGwixp5UYkfr9pa6vg1lDPRzsrODkcOOjbkTIys7Jw5eL1mD6xAh4e3bBqg075GakeYVlEDOCs6eORaC/L65k58ljc3y9u3Ik67Z6ix82dQEGLFN/Ath+fRFgwNKXnmjDejSOZIkNSVUoLa+Gqh6wsLRq0V5ZIpylpmXg4NFTGDNiILp2cf9N4BGjVuKAZjWc7G1hY/O/UasbNUe84bhs7VY5mhXo74Osq/nYfSARnd07YuK4oXB2csD2vUdxOTMXdjZWeOS+WHmmoNh2gRcFKHBrgYiJmiNYuzZyBOvWcvwEBZQVYMBS1lOvSxOhRmwAKt8wVKlvGrLEm4hiywfxXt6hhJNYvGy93G39vjmT5ZEzYgG6qqYSnZzt5f/f0n2nxK7z6RnZ2HMoEedSLsPB3hZh/XqhZw9vXMnKwerN++Hu6oxR4f2ReDoZVpYWmDtrIlw7OOu1LStHAX0RiLjj3xpV2bXpBX2pHutBAZMRYMAyma5ubGjThqSFxWVQ1Vv8GrI0EQqKSrBp6z708PGU5/mt2bQD1TUq3BE5HKOHDoC1ZQNcXRyuHZzc0q0RGreREFOOtfIcRbFQTIQ5Oztb7D9yAivX70LU6IEYOqifDG0ff70U/YIDMXPymGanJ02s+9hcCtxSICKmmYAVx4B1Szh+gAIKCzBgKQxqCMU1HhJdh+KSCtQ2WPx6fqEZxFqr6mqVPIw5J68AS3+Jl6FmRHgoUi5ehqODHTKzcnDv9HEY2L8X7O3sWnVAswxZajXEVhJFxSXYsTdBLnoXWzNkXc3Fmri9GDowBIMHBOPipQxk5RRgzPAwuVcWLwpQ4OYCEdFva45gbX6RbBSgQDsLMGC1M7i+3O63G5JWVNehwcwSdfVqeWbgiVPJ8PRww/kL6XIKTyxwt7W2Qv/gHqiqrERpWTnm3hmDbp6dtdrUUwSsC5fSsWrDbtw5ZSx8u3nIg6t/2bAD9Q1iwXvktbVXYmd3C3MLOTXZ3EJ7fXFlPSigawEGLF33AO9PgUYBBiwTfhKapgvFSFbG1ULYOzji5NkLWLx0g9xJvai4FGNGDEJJaRlOn01B5Ij+mDZxDH5atQUBft0wLWYU7GxtW70hqJgazC8oxqLlcQjrF4jBocFy6nDhj+vh4uKEe2ZMkGuwDh49icPHz2BQ/95y6lCs+WrplKQJdy+bbqICYyZojmDtjOcIlok+Dmy2DgUYsHSIr8tbi+nA2to65BeWYOvuw9i6JxEhQQEY0K+3nLKrrKqWwSntciZ6+XVF4umL8OnWFX97bh5S067g0LHTmBYzGgF+Pq3eRkEsuq+uqZE7usfvPAw/Hw/5VmFWbhHm3hmFQf2DJNHJsxfl/dIyrmJ0eF9ERoTD2kqcV8id3nX5DPHe+ikwJuotjYrt3PKSflaWtaKAEQswYBlx596oaWLkqrSsQm70uX1Pgtz8MzX9qtx53bVjBzg7uyA7Jx+hwT0Qt+Mg7GyskVtQIqcL3/jLA/D39cKZ5Etw7+QKP19PrbdQECNkImQdP3UB9rbWGDa4LwL8vGFnayPfYhQ7wYuRraTTyVi0PB4vPHkvvL08Wh3sTLDL2WQTEmDAMqHOZlP1WoABS6+7R/nKiVErsR1C3M7D2Hf4FDzcXDBr6jikpmfhQMIphAR2R3p2PhJPp8LR3gbWlmYYGhaMmlo19iWcxsyJI3Hn5HGNO7SjAZaWlnLHdm0usRZL1KumthaFhUW4mlsgQ1tnN1e4u7nKe4kRt2NJ5/DVD+vx4pP3ondgd1i2+dE/2rSK36WAbgTGjG9mBGsrR7B00xu8qykLMGCZQO83nUtYq6pFdm4+lqzYLN/IO3shA7n5xRg/MlQuHN++LxEWFhYIDfGTWyjsP3IGMANiY0SoGoPzF9Lg0dkNPf285RE2Sl+VVVX4atFqJKdeQQcne1TW1MHezgY+nu7yrcPT5y/DvZMLnnroTjg62MPcwlyRgKd0O1geBXQpMDZyvsbtd2x7WZdV4r0pYJICDFgm0O1iMXlhUSl27DuCn9fsQgcXRzx631TUVFfjzY+XoKpKhcGhgZg8fhh+XrNDHlMzZ+oYODvZY/GKLQjrG4BnHp4FGxsbOVplYWkpcpfil0pVK6ceFy3bJAOdf49uyMrKQXJaplwM38PbA32DA+XUYELiGbnDe2ifXnJBPi8KUKBRYOy4ZgLWdgYsPh8UaG8BBqz2Fm/H+8l9rWpUSEnNkGutqlW1qKquwc4DSZhxx0gM6BOA/36zElm5hegf7IdH7puGgoIifPztLxg3MgxzxNRh2hV5aHT4oD7XpuTaanG52IC0orIKG7ftl4vvJ0UOQyfXDnKvLfE7cdRP6uUsbN5+EGcuZGDk4BA8Om8698dqx2eKt9J/gbFj/6U5grXjFf2vOGtIASMTYMAysg4VzZFTguoGiCm3uO0HsOtgEvLyi/DsI7NlUHnt3W/lFJtbRyeUlJaig4szYGaO8AFBmDBmCD5esBwdXZzw+APT5ecsLczl1GFbBavfdoFYiyXWYMXvOgTPLm6IHDVY3ru8ogK79h/H1j3HYG7WeOTPXdPGY9CAYLltAy8KUODXEawxzQSsnQxYfD4o0N4CDFjtLd7G92sMV2pUVtVgx94jOJJ4Dt19PLHvcBIemxcLZ2dHvPHuN0hJuyqDU/8gX8yYFIEjiedxJjkNQ0IDkZqRg7tjx2Ng/yC52FxMC7ZHuGoKh2LR+6X0TFy+ko1RQwfI6c2fV2+VbzZOHD8cu/cfkwdFTxw/QgZAMWXIiwIUYMDiM0ABfRJgwNKn3tCyLmIheE21CifOpGDj1gM4d/EKZsQMR2BPXxlQ0jNz5WL2rJxC2FhboKSsGkEBPpg7IxLxu44gPSsPocH+mDh+GPx8u8kF5mZm5nKKrr0vsR5LbM0gQtXytdtgYWGJ8aMH4XJGNhJOnMdD90yBr09XuRas6RBrsRaLbxa2d0/xfvomMC7iTY0qbd/1qr5Vk/WhgNELMGAZQRc3HaAspgEvpF3Bll2H0DfIH0eTUhDQvSu6+3hhy64juJpXhDMp6bC3s5bTgxVVKlTX1GLogF5yFChi2ACEDwyBg72dDGLtNWp1oy4QI1lbdh5AcVklRgzph5y8QrmL/NToURg8IEgubs/PL0J6Zg7yCkoQ2idA6+N7jOBxYBNMXIABy8QfADZfbwQYsPSmK1pXERGuyssr5VEyJ06nIPNqAYpKynBXbKRcy7Rxu1jL1AkD+wbC2toKny9ai9KySvh4uaO3vxdOnruMcSMGYOigPggO7AF7O1s5LajrcCU0xMhUVXV14yHUNbVYsGStPDpn+KA+yJHBKhdlZWXIzi1CRnY+HrtvCqLHDpVrtnhRwFQFxo1uZgRrN0ewTPV5YLt1J8CApTt7re4swke9uh5iKu1gQhJ2HzyByJGD5CiVCFFdO3eEk70t8otKUVxWhf7B/ph+x0j8sGIzjiRdgIO9DTzcO8qNQ8U6J9eOLvL4GX1czyTauPdQIhYujRNL+OHeqYM8VqdXT195lM+2fYmIGBYqR7Y8OrsyYGn1ZPHLhi4QOeqfGk3Ytudvht4s1p8CBifAgGVwXdZY4erqGpy/cBk/r96GsxevwNbGCk88MA0uTo54/T8LkVdQjKjRAxE5cqAMXOIcv6cenA5vT3d8+NVy9PDxwJSo4QjrHyTfwmuvtwRbw11VVS33vbp4OQv+vl0R6N8dJWUVWL9lH06eu4TZU8ZixJC+sLOzhZUl98RqjTG/YzwCkSObCVh7GbCMp4fZEkMRYMAylJ76tZ5iukycI7jv8AnE7TiCO8aFo7KyCgt+2gQ3VyfcNW2cnDpbtWkvampq8fzjs6FuaMCytTvQ0dkePXy9YGdjg+ix4fDo0gm2NjZy1EofpgRv1BVio1RVbR3EmiwxmnX+4mXsO3xSbkcRPWYw/Lp7ywX5+rBuzMAeJ1bXCAUiR/xDcwRr32tG2FI2iQL6LcCApd/9c6124tBjdb0adXV1SLmUgQ++XIbyqhp88MYfUVRchk8WrkJ+QSFcnJ1wz/Tx2LI7AXsOn0LU6DBMihyKVRt2y53Pw/oGyh3SXTs6yylBQ7rEtOjZlEtYtnY7Anp4YcSQ/vD0cJPt0OeAaEjGrKvhC0QObyZg7WfAMvyeZQsMTYABywB6TIzU1NSosPfwCTg52MnpvMXLN+F8ahb+/OhshPbthaTTKfjqh3WorqlBVMQQDA7tjXXx+3D05AW51kq8KTgpagTcOnWUWxmIc/y0PaS5venE6F1ufiEys3Ph172bfNtRtqUNzkVs77bxfhRQSoABSylJlkMB7QQYsLTza9NvNy1kF/9ZXFyCt/77g3yzbvL4oTiWdBa5+SXILyrHEw/Eys1El6yIQ/zuY/Dp1gV3TR0rp9Jy84twd2wUOnfuBAexRsnK0mBHe8RUZ9MonnjT0ZLrrdr0+WPhhikwftjfNSq+9cDrhtkY1poCBizAgKWnnSdGrYpLypCcegXlFVWwsTbH0tVbUaOqlcHCx9MN4WF95Jt1nh7uiB47BO6uLti2JwFbdh+Ti9jFz2dNGQNvry6wseZxMnra1awWBRQVGD+0mYB1kAFLUWQWRoEWCDBgtQCpPT8iNw1Vq5F9NR9rN++RC9DFVF5qehaycwrkm3879p+As6Mt5s2eiD0Hj+OXuP3w7OIqD3AWu7Sfu5iByeOHI6S3H1ycHeXeUZxGa89e5L0ooDsBBizd2fPOFPitAAOWHj0P4iDmGpUKJ88kI35XAlQ1KsybM0lu/Hkm+RJ++mUrYqNHQFVbj+MnzyM0xB/xe47DwdYaOfklsLOzQUigN6ZER8hpQgc7sSN7+50jqEeUrAoFTFZgfPgbmlOEhzR/ZrJAbDgF2kmAAaudoG91m6btF7buOiTP2iutqMbZlAyMHxWKe2ZMkPtc/f29haiuqcP06OFYsWE3ruYX4S+PzkJQoB8OJCTB28tDjlrZ29o2jnxx8fet2Pl7ChidwPghmtOBWw9rThsaXcPZIAromQADlo47REwJlpVXIOnMRRxLOoeEpBTMnDhKhqNvftoEkZHEZqFiv6t3Pl2Ci5ez5dE33Tw7y81EZ0wcjfCwELkuS4Qq8VadIS9k13F38PYUMHiBqGYC1hYGLIPvVzbA8AQYsHTUZyJYiVErsWh9z8FEHD+ZLHdU37LnGAb1D8SkyGHYuO0A9iecloFKnC24Nn4fcnIL0NXDHX+Ycwdqa+tkmArp5QdbWxsdtYS3pQAF9EkgapDmCNaWBI5g6VMfsS6mIcCApaN+Fmutzp5PxcoNu5CRlY9xIwegX3BPfPbdKrnG6on7Y+UC9Tc/+A6FxeUYEhaEiKH9UFxSjiMnzuGhe6bAq6s7zM3MOR2ooz7kbSmgjwIMWPrYK6yTKQowYLVzrzc0QI5cHTx6Eqs27ELvAF8cSTyPhgY1Hpk7BcdPNS5wnxI1DP2DA+RhzV8tXgd1gxpTo4biUnoW+gb1RNSYcDg5OrRz7Xk7ClBA3wWiBmru2r7lqObu7vreDtaPAoYuwIDVzj0oNsssK81kD24AABS+SURBVKvAgiXr4NutC0YPG4CUi5fxS9wejBsxAPsOJ+FC2lXkFBSjs6sLnn34TmRezcfydTvRs4cXhoT2QuToIbC3EwvZLdq59rwdBSig7wITwjQPdo4/pnkAtL63g/WjgKELMGC1Qw+K3ddVKhUupmXAp1tX1NWr8cvGnQjp1QPBgT1w+vwlLF4ehy5uLrC2tsLg0GA5inU48Tz69faV5wZ269oZ0WOHyv/bxtqKBxu3Q7/xFhQwRAEGLEPsNdbZGAUYsNqwVxsXsjegvr4eBxNOYvn6XZg1ZTQGD+iD8opKOQJlYW6OZWu2oKy8Ep07uWDP4dMYPrgPunt74Osf1sOrq5t8gzAosAc6ujjLAMaLAhSgwI0EJgxoZgTrOEew+MRQoL0FGLDaUFy85Xc1N18GqSPHz8i3ANVq4JVn74OPl4dcnC42FxVhS4SxcxfS8M2S9WiAGbq4d4SNtSUeuS8Wrh1dYG0lRq24aWgbdheLpoBRCEwIfVWjHfGJbxpF29gIChiSAAOWwr3VNGolFqVnZefhzQ+/R//gnnB2tENZeTmKSyvh5OSA2VMj4ebaAbV1dSgtK5f7V6WkpuPLxWthb++A4YNCMDK8L7q4d5JbMYiRLl4UoAAFbiXAgHUrIf6eAu0jwICloLN4O1ClqsXFy5koL6+EWl2PjxasgKODPTp1cIKvlzsGh/XB6ri9GNAnAIH+3nDt4IRN2w+hulqFMjGSpVYjetww9PL3gb2dDddaKdg/LIoCpiAQ3V9zBGvzietHsPYePon/fL4UuQVF6NPLD/Nf+j+4ubpo8GzdfRQfLliB3PwiDBkQhLdefgRODnYoLavAPz9cjAMJp2FjY4XnH78LMWOHyO+nXLqCf7y/CMmpGfD27Iz5Lz2MQL9u8neGWp74h/On363Gqo17UFVdg9lTxuC5R2a1ur03K6+pE4pLyzFp7ot4+v9mYs7UsfLHYrnJh1+vwMKlcdiz+mN0dHEyhUfaYNvIgKVQ14k/MAWFxfh+6UZkZOWhoqpaTvuJ/w0K8JUHNEcO74vZsROw59AJbNh6EN6ebnjywZnIyMzBjn3HEBzYHYNCg+HawaVx1MrCHGZmZgrVkMVQgAKmIBDd7xWNZm5O+te1n5VVVOGOe/6KT+Y/g769e8jgcCn9Kj74+x+v+15WTgFmPPgqFn74Ivy7e+HVfy+Ak4M9/vbcPPz9/e9RXV2Dfzz/IM5dSMfDf3kXqxf+Sy5tmHL/y5h35wTMnByBZWt24Kc127D2u/kw5PI2bj8kt8v59oMX5N/pDzz7Nv74QCyixwxuVXtvVF5TSBUd8fLbC5CQKPY8nHQtYD31ysfoHeCDLxetxa5fPmLA0vM/0AxYWnaQ+BdFVbUK+YXFWLd5N7JzC+UmoPkFxfh80RpYW1pg1pQx2LzzCFyc7BAxPAzb9hzF+dQr6ObRCY/dHwv3Tq5Q1dbCxtpaviEoFrIzWGnZMfw6BUxUILpvMwHr5P8Clvi7aOWG3fjq3T9LIRG4Rsc+hUMbv4C1leU1tbXx+xG3/RA+e/s5+bOLaVmY9/R87Fv7CaLveR7vv/6EfBNaXH9641MM6t8L40aEycBxeOPn8u8wEUYiZjyDb97/K86mpBtseX975xv4+XrKEzTE9dPqbTh07CxefPKeVrX3RuV9+I8nZflHEs/h04Wr0dPPCwE9ul0LWCLM9u7pg37jHmTAMoA/3wxYWnZSYVEJ9h46gSOJZ3Hs1EV0dHHAXx6bA8+uXfDl4nXIzsmVu7JfTLuC75bFw9HeBhMjh6KLuyu27zuO6IiBCB/Yj28HatkP/DoFKNAoENPnZQ2KuFPzr/1M/L1UUFSCl5+ee+1no6c/jUUfvyzfXm66fh+wcvOLMfbOZ3Fw/We485HXrwtYr/9nIexsbfDA7BhMfeBlHNrQGLDENXHuC/jzY3NQUVl9XcAypPLe+eyn6wKWmIH45qcN+Oyt51rV3huVt+qbf8oj0GY/+gbee/0J/Lh623UBq6lvGLAM4087A5aW/bRi/XakpGbIf7n9vGYHks5ewqxJozBmRBgWLt2E3LxCxMaMwIkzF1FcUob8ojI898hseHt1QUVFFdzdOsDWpnGtFS8KUIAC2grcKmB9tGClXMvzp0dnX7tV9N3P46N/PiVHR5qu7JwCxD74Kr59/6/y5+99uRyLV2zGjhUf4pOFv8i1SG/+9SGkZ+bKKcKI4aF47bl5ckTn3hnjcde0cXLk/qX5X+FfLz2MASE9Dba8w8fP4ovFa/HdBy/Kt8Kfe+MT5OYVYd2it1rV3huVt37x2/jsu9Woq6/H0w/NxJsfLWbA0vYPhA6/z4ClJf70B1/CkNAgzJ4yFm9/+iPqamvkETfhYSFY8OMG5OQXycOao0YPRK+evjhxKkWGqjHDB16bCuR0oJadwK9TgALXBGJCmhnBOv2/EayvfliH3IJivPrMfde+Myr2KSz59FX4eHW5TlIEpM+/XyP/C1+Epvkf/4Ajm76UL/OIRe6Jp1IQ4OeNTh2d4NrBWS78Tk69gn99tBhZV8UZq2HyH5dPPTgdIwb3lYHLEMsT2+R8uvAXbNh2UK57Gj20H/YcSsKPn/2tVe29UXnihYBnX/sES798XS4XYcAy7D/YDFha9l/M3X/Gg3dNRHcfD7z3xTL08vOCt5cHunm4YteBE/LtGTFalVdQLIeY+wYHwNLSQm7LwKNutMTn1ylAAQ2BmOCXNH4Wd+ataz8Tb/ItXhmP7z9q/Jz4R6CYxju84fOb/p108mwqXnrra6xf9L+ymgp97IX3MS16hNwU+beXqrZOrsFa9/18jbcUDbm8b37aiMzsPLz2p/sVaW9TeeL4tC8Wr4OVZeMxaOJlKfHfFXfHRspj05ouThEaxh98Biwt+2nmQ69ixh0jUVRajjPJabCztkBURLg8SzD1UgaGhIXgbHIaHB3tMS16FNzdXWEGM24aqqU7v04BCjQvcKuAJdZCiSlBscZnUP9AzP94iZzuE6Mnl9KzcSU7D6PC+yG/sAT3PTUfX//nL+jU0RlP/+2/GDogSL7V9t4XS2FpaYkn/xCLA0fP4JW3F2DTkn/LM1LvfvyfeGzeFIwM7ydHq0SQ+vKdPxt0edv3HcPSNTvw/ht/RFFxGR547m3p1z/Yv1XtvVl5v+1VjmAZ9p9yBiwt++/l+V/INQhiY1Hxl8+FtEw8Ni8Wh46fxdbdR9DD2wPhA0MwoE8g3N1c5bAvLwpQgAJtJXBHkOYI1qaz14867U84jbc/WSJDT2hIgNwHq4OzI5au3YH4nUfkW3/iWrQiXm5PUK9W446xQ/DKM3PlKFdOXiH+9PfPkHzxCjw6u+Ifz/9B7u0nLvF2nVj0XlBUKgPIWy8/DPdOHQy6vLq6erz27rfYvvcYbG1t8Pj906692dea9t6svBsFLLEv1tiZz8pfi5HBpjc+ty57XwZgXvonwIClZZ9Mu/9FFJdWINDPC5PHD8OOvQmYPGEktu45Kv81N2vKWHTz7CwXsot9rbiYXUtwfp0CFLipQEzvFzV+H3fubapRgALtLMCApSX4jyvj5CaiPXt4yX8J/rBiM7p5umFgv14YNqgfOnZwkqNWXG+lJTS/TgEKtEggptcLmgHr/L9b9F1+iAIUUE6AAUtLyx17jyBux2HEjBsq3xbcfSAR/YJ7IiiwBxwd7GBmJnZj1/Im/DoFKECBFgrEBDZO7/32ikt+p4Xf5scoQAGlBBiwtJR87rWP5JuCMyePk1OC4vxBKysr+RaIGLXiFgxaAvPrFKDAbQnEBDyvGbBS3r2tMvhhClBAewEGLC0Nv/lxDcaOGATfbl35ZqCWlvw6BSigvUBMz2YC1gUGLO1lWQIFbk+AAev2vDQ+XSn2KbG0gNg4jhcFKEABXQvE+DeeMfjbK+7ie7quFu9PAZMTYMDSssvVarWcBuRUoJaQ/DoFKKCIQIzfnzQDVur7ipTNQihAgZYLMGC13IqfpAAFKKD3AgxYet9FrKCJCDBgmUhHs5kUoIBpCMR0f05zBCvtA9NoPFtJAT0SYMDSo85gVShAAQpoK8CApa0gv08BZQQYsJRxZCkUoAAF9EIgxrfxOJXfXnGXP9SLurESFDAlAQYsU+pttpUCFDB6gWifZzTauDn9I6NvNxtIAX0TYMDStx5hfShAAQpoIRDt/bRmwMr4WIsS+VUKUKA1AgxYrVHjdyhAAQroqUB0t6c0A9aV/+ppbVktChivAAOW8fYtW0YBCpigQLTXk5oBK/MTE5RgkymgWwEGLN368+4UoAAFFBWI9vyjZsDK+lTRe7AwClDg1gIMWLc24icoQAEKGIxAdNcnNANW9mcGU39WlALGIsCAZSw9yXZQgAIUABDt8bhmwLr6OW0oQIF2FmDAamdw3o4CFKBAWwowYLWlLsumQMsFGLBabsVPUoACFNB7geguj2mOYOV8off1ZgUpYGwCDFjG1qNsDwUoYNIC0Z2bCVi5DFgm/VCw8ToRYMDSCTtvSgEKUKBtBKLdH9Ucwcr7sm1uxlIpQIEbCjBg8eGgAAUoYEQCE9we0WhNfP5XRtRCNoUChiHAgGUY/cRaUoACFGiRwIROD2sGrIKvW/RdfogCFFBOgAFLOUuWRAEKUEDnAhNc/08zYBUu0Hm9WAEKmJoAA5ap9TjbSwEKGLXAhI4PaQasom+Mus1sHAX0UYABSx97hXWiAAUo0EqBCR0fbCZgfdvK0vg1ClCgtQIMWK2V4/coQAEK6KHAhA5/0AxYxQv1sKasEgWMW4ABy7j7l62jAAVMTGCCywOaAavkOxNTYHMpoHsBBizd9wFrQAEKUEAxgQnOzQSsUgYsxYBZEAVaKMCA1UIofowCFKCAIQhMcLpfcwSr7HtDqDrrSAGjEmDAMqruZGMoQAFTF5jgOE8zYJUvMnUWtp8C7S7AgNXu5LwhBShAgbYTmODQTMCqYMBqO3GWTIHmBRiw+GRQgAIUMCKBKPu5Gq3ZUvmDEbWQTaGAYQgwYBlGP7GWFKAABVokwIDVIiZ+iAJtLsCA1ebEvAEFKECB9hOIsrtXcwSrakn7VYB3ogAFpAADFh8EClCAAkYkEGV7j2bAqv7RiFrIplDAMAQYsAyjn1hLClCAAi0SiLK5WzNg1fzUou/yQxSggHICDFjKWbIkClCAAjoXiLK+SzNgqX7Web1YAQqYmgADlqn1ONtLAQoYtUCU1RzNgFW71KjbzMZRQB8FGLD0sVdYJwpQgAKtFIiybCZg1TFgtZKTX6NAqwUYsFpNxy9SgAIU0D+BKIvZmiNY9cv0r6KsEQWMXIABy8g7mM2jAAVMSyDKfJZmwFIvNy0EtpYCeiDAgKUHncAqUIACFFBKgAFLKUmWQwHtBBiwtPPjtylAAQpQgAIUoICGAAMWHwoKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgAAMWnwEKUIACFKAABSigsAADlsKgLI4CFKAABShAAQowYPEZoAAFKEABClCAAgoLMGApDMriKEABClCAAhSgwP8Dp870eSSDaMQAAAAASUVORK5CYII=\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "csmisis_diff_lv_plot_bytes = csmisis_diff_lv_plot.to_image(format=\"png\")\n", - "csmisis_diff_ephem_plot_bytes = csmisis_diff_ephem_plot.to_image(format=\"png\")\n", - "Image(csmisis_diff_lv_plot_bytes)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(csmisis_diff_ephem_plot_bytes)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>diffx</th>\n", - " <th>diffy</th>\n", - " <th>diffz</th>\n", - " <th>diffu</th>\n", - " <th>diffv</th>\n", - " <th>diffw</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>count</th>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>mean</th>\n", - " <td>-34.417465</td>\n", - " <td>-2292.149379</td>\n", - " <td>-61.118243</td>\n", - " <td>-0.000267</td>\n", - " <td>0.000024</td>\n", - " <td>0.000155</td>\n", - " </tr>\n", - " <tr>\n", - " <th>std</th>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.001527</td>\n", - " <td>0.000128</td>\n", - " <td>0.000875</td>\n", - " </tr>\n", - " <tr>\n", - " <th>min</th>\n", - " <td>-34.417465</td>\n", - " <td>-2292.149379</td>\n", - " <td>-61.118243</td>\n", - " <td>-0.002657</td>\n", - " <td>-0.000174</td>\n", - " <td>-0.001216</td>\n", - " </tr>\n", - " <tr>\n", - " <th>25%</th>\n", - " <td>-34.417465</td>\n", - " <td>-2292.149379</td>\n", - " <td>-61.118243</td>\n", - " <td>-0.001594</td>\n", - " <td>-0.000088</td>\n", - " <td>-0.000606</td>\n", - " </tr>\n", - " <tr>\n", - " <th>50%</th>\n", - " <td>-34.417465</td>\n", - " <td>-2292.149379</td>\n", - " <td>-61.118243</td>\n", - " <td>-0.000267</td>\n", - " <td>0.000022</td>\n", - " <td>0.000155</td>\n", - " </tr>\n", - " <tr>\n", - " <th>75%</th>\n", - " <td>-34.417465</td>\n", - " <td>-2292.149379</td>\n", - " <td>-61.118243</td>\n", - " <td>0.001060</td>\n", - " <td>0.000135</td>\n", - " <td>0.000916</td>\n", - " </tr>\n", - " <tr>\n", - " <th>max</th>\n", - " <td>-34.417465</td>\n", - " <td>-2292.149379</td>\n", - " <td>-61.118243</td>\n", - " <td>0.002124</td>\n", - " <td>0.000227</td>\n", - " <td>0.001527</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " diffx diffy diffz diffu diffv diffw\n", - "count 500.000000 500.000000 500.000000 500.000000 500.000000 500.000000\n", - "mean -34.417465 -2292.149379 -61.118243 -0.000267 0.000024 0.000155\n", - "std 0.000000 0.000000 0.000000 0.001527 0.000128 0.000875\n", - "min -34.417465 -2292.149379 -61.118243 -0.002657 -0.000174 -0.001216\n", - "25% -34.417465 -2292.149379 -61.118243 -0.001594 -0.000088 -0.000606\n", - "50% -34.417465 -2292.149379 -61.118243 -0.000267 0.000022 0.000155\n", - "75% -34.417465 -2292.149379 -61.118243 0.001060 0.000135 0.000916\n", - "max -34.417465 -2292.149379 -61.118243 0.002124 0.000227 0.001527" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "external_orientation_data[['diffx', 'diffy', 'diffz', 'diffu', 'diffv', 'diffw']].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "isis2csm_plot, csm2isis_plot, isiscsm_plotlatlon, isiscsm_plotbf, isis2csm_data, csm2isis_data, isiscsm_latlondata, isiscsm_bfdata = vis.reprojection_diff(csm_isd, cub_loc, 10, 50, 500, 500)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(isis2csm_plot.to_image())" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>diff line</th>\n", - " <th>diff sample</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>count</th>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>mean</th>\n", - " <td>0.897167</td>\n", - " <td>-0.211951</td>\n", - " </tr>\n", - " <tr>\n", - " <th>std</th>\n", - " <td>0.065100</td>\n", - " <td>0.067048</td>\n", - " </tr>\n", - " <tr>\n", - " <th>min</th>\n", - " <td>0.661505</td>\n", - " <td>-0.393951</td>\n", - " </tr>\n", - " <tr>\n", - " <th>25%</th>\n", - " <td>0.878192</td>\n", - " <td>-0.237212</td>\n", - " </tr>\n", - " <tr>\n", - " <th>50%</th>\n", - " <td>0.894516</td>\n", - " <td>-0.225303</td>\n", - " </tr>\n", - " <tr>\n", - " <th>75%</th>\n", - " <td>0.914609</td>\n", - " <td>-0.189390</td>\n", - " </tr>\n", - " <tr>\n", - " <th>max</th>\n", - " <td>1.153447</td>\n", - " <td>0.028093</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " diff line diff sample\n", - "count 500.000000 500.000000\n", - "mean 0.897167 -0.211951\n", - "std 0.065100 0.067048\n", - "min 0.661505 -0.393951\n", - "25% 0.878192 -0.237212\n", - "50% 0.894516 -0.225303\n", - "75% 0.914609 -0.189390\n", - "max 1.153447 0.028093" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "isis2csm_data[['diff line', 'diff sample']].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(csm2isis_plot.to_image())" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>diff line</th>\n", - " <th>diff sample</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>count</th>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>mean</th>\n", - " <td>-0.120558</td>\n", - " <td>-12.260363</td>\n", - " </tr>\n", - " <tr>\n", - " <th>std</th>\n", - " <td>4.539192</td>\n", - " <td>2.184876</td>\n", - " </tr>\n", - " <tr>\n", - " <th>min</th>\n", - " <td>-9.139787</td>\n", - " <td>-15.018034</td>\n", - " </tr>\n", - " <tr>\n", - " <th>25%</th>\n", - " <td>-3.882381</td>\n", - " <td>-13.966030</td>\n", - " </tr>\n", - " <tr>\n", - " <th>50%</th>\n", - " <td>-0.233363</td>\n", - " <td>-12.825803</td>\n", - " </tr>\n", - " <tr>\n", - " <th>75%</th>\n", - " <td>3.552681</td>\n", - " <td>-11.055377</td>\n", - " </tr>\n", - " <tr>\n", - " <th>max</th>\n", - " <td>9.485359</td>\n", - " <td>-6.952459</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " diff line diff sample\n", - "count 500.000000 500.000000\n", - "mean -0.120558 -12.260363\n", - "std 4.539192 2.184876\n", - "min -9.139787 -15.018034\n", - "25% -3.882381 -13.966030\n", - "50% -0.233363 -12.825803\n", - "75% 3.552681 -11.055377\n", - "max 9.485359 -6.952459" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "csm2isis_data[['diff line', 'diff sample']].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(isiscsm_plotlatlon.to_image())" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<IPython.core.display.Image object>" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(isiscsm_plotbf.to_image())" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>diffx</th>\n", - " <th>diffy</th>\n", - " <th>diffz</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>count</th>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " <td>500.000000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>mean</th>\n", - " <td>0.002309</td>\n", - " <td>4605.826462</td>\n", - " <td>12.694107</td>\n", - " </tr>\n", - " <tr>\n", - " <th>std</th>\n", - " <td>0.005615</td>\n", - " <td>437.053533</td>\n", - " <td>24.780326</td>\n", - " </tr>\n", - " <tr>\n", - " <th>min</th>\n", - " <td>-0.023068</td>\n", - " <td>3438.747695</td>\n", - " <td>-79.337909</td>\n", - " </tr>\n", - " <tr>\n", - " <th>25%</th>\n", - " <td>-0.000049</td>\n", - " <td>4299.891296</td>\n", - " <td>-0.212391</td>\n", - " </tr>\n", - " <tr>\n", - " <th>50%</th>\n", - " <td>0.003272</td>\n", - " <td>4717.478888</td>\n", - " <td>15.349410</td>\n", - " </tr>\n", - " <tr>\n", - " <th>75%</th>\n", - " <td>0.005682</td>\n", - " <td>4979.340803</td>\n", - " <td>28.050994</td>\n", - " </tr>\n", - " <tr>\n", - " <th>max</th>\n", - " <td>0.015609</td>\n", - " <td>5184.429908</td>\n", - " <td>79.298727</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " diffx diffy diffz\n", - "count 500.000000 500.000000 500.000000\n", - "mean 0.002309 4605.826462 12.694107\n", - "std 0.005615 437.053533 24.780326\n", - "min -0.023068 3438.747695 -79.337909\n", - "25% -0.000049 4299.891296 -0.212391\n", - "50% 0.003272 4717.478888 15.349410\n", - "75% 0.005682 4979.340803 28.050994\n", - "max 0.015609 5184.429908 79.298727" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "isiscsm_bfdata[['diffx', 'diffy', 'diffz']].describe()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} -- GitLab