{ "cells": [ { "cell_type": "markdown", "id": "8e670198", "metadata": {}, "source": [ "# ioNERDSS Python Package Tutorial for Single-species Assembly" ] }, { "cell_type": "markdown", "id": "fb51b2a7", "metadata": {}, "source": [ "## 1. Setup NERDSS" ] }, { "cell_type": "markdown", "id": "03824cf8", "metadata": {}, "source": [ "Clone NERDSS repository from Github (https://github.com/mjohn218/NERDSS). Refer to the user guide and install NERDSS on local device. After installation NERDSS, a executable file named 'nerdss.exe' will be found." ] }, { "cell_type": "markdown", "id": "e420c1ee", "metadata": {}, "source": [ "## 2. Setup Self-assembly Model for Platonic Solid (Dodecahedron as Example)" ] }, { "cell_type": "markdown", "id": "d7d3e26d", "metadata": {}, "source": [ "### 2.1 Platonic Solid" ] }, { "cell_type": "markdown", "id": "32ec676b", "metadata": {}, "source": [ "Platonic solid is a series of 3-dimensional geometry solid that each face is congruent and all faces are regular polygons. Besides, same number of faces will meet at each vertex. The platonic solids can be considered as the most regular 3-D solids because all of their properties are regular. The length of each edge, the angle between each edge and between each face are all identical. There are 5 kinds of Platonic solids existing and dodecahedron will be introduced as an example." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "6190f010", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "83d40798", "metadata": {}, "source": [ "### 2.2 Coordinates of each Vertex" ] }, { "cell_type": "markdown", "id": "896fcf97", "metadata": {}, "source": [ "Dodecahedron possesses 12 faces, 20 vertex and 30 edges. The coordinates of each vertex is given as follows:" ] }, { "attachments": { "image.png": { "image/png": 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} }, "cell_type": "markdown", "id": "7c3b22f2", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "ca3b768a", "metadata": {}, "source": [ "By simply multiplying the above coordinates by a fixed factor, the effect of changing the size of the model in equal proportions can be achieved, thus allowing the diameter of the model to be adjusted." ] }, { "cell_type": "markdown", "id": "036cd39a", "metadata": {}, "source": [ "### 2.3 Location of Monomer" ] }, { "cell_type": "markdown", "id": "28961242", "metadata": {}, "source": [ "For a self-assembly model, the center-of-mass(COM) can be located either in the center of each face or at each vertex for dodecahedron. The face-centered COM will be discussed here because more calculation is involved for this model." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "a820de68", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "b365e881", "metadata": {}, "source": [ "For a dodecahedron with face-centered COM, each monomer will occupy one single face and the COM of each monomer is in the center of each face. Also, each reacting interface is in the middle point of each edge when sigma is ignored for now. Therefore the next step will be calculate the coordinates of each COM and their corresponding legs." ] }, { "cell_type": "markdown", "id": "65719f34", "metadata": {}, "source": [ "### 2.4 Center Point of each Face" ] }, { "cell_type": "markdown", "id": "f8dd7642", "metadata": {}, "source": [ "For a regular pentagon, the coordinates of its five vertices are known, where the point coordinates can be derived by the following calculation." ] }, { "attachments": { "image.png": { "image/png": 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AgAABAgQIECBAgAABAgQIECDQRwIC/X20WKZKgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQE+r0GCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAHwkI9PfRYpkqAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQ6PcaIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECfSQg0N9Hi2WqBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAoN9rgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI9JGAQH8fLZapEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABgX6vAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0EcCAv19tFimSoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBPq9BggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQB8JCPT30WKZKgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEOj3GiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAn0kINDfR4tlqgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQKDfa4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECPSRgEB/Hy2WqRIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYF+rwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINBHAgL9fbRYpkqAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAT6vQYIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEAfCQj099FimSoBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBDo9xogQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ9JCDQ30eLZaoECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQECg32uAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAj0kYBAfx8tlqkSIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAGBfq8BAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQRwIC/X20WKZKgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQE+r0GCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAHwkI9PfRYpkqAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQ6PcaIECAAAECBAgQIEBgKATOPPPMdMwxx6RHPepR6XGPe1waHx9P991331Bcu4skQIAAAQIECBAgQIAAAQIECBAYLIHa0v1tsC7J1RAgQIAAAQIECBAgQKBZ4Prrr09HH310c+f9W1//+tfT1q1b2/p1ECBAgAABAgQIECBAgAABAgQIEKiygIz+Kq+OuREgQIAAAQIECBAgsC4CF1xwQe5xzj///Nx+nQQIECBAgAABAgQIECBAgAABAgSqLCCjv8qrY24ECBAgQIAAAQIECKyLQJTrv+6669qOdcABB6Rf/vKXab/99mvbp4MAAQIECBAgQIAAAQIECBAgQIBAVQVk9Fd1ZcyLAAECBAgQIECAAIF1Ebjssstyg/xx8DvvvDN96UtfWpfzOAgBAgQIECBAgAABAgQIECBAgACBzRIQ6N8saechQIAAAQIECBAgQKAUgdby/B/84Aeb5tG6v2mnDQIECBAgQIAAAQIECBAgQIAAAQIVFFC6v4KLYkoECBAgQIAAAQIECKyPwD333JOOPPLIdMstt2QHfMpTnpK+9a1vpcMOOyz99re/zfr22GOP9POf/zwdfvjh63NSRyFAgAABAgQIECBAgAABAgQIECCwwQIy+jcY2OEJECBAgAABAgQIEChP4Gtf+1ojyB+zOO2009I+++yTTj755Makdu3alT7/+c83tj0gQIAAAQIECBAgQIAAAQIECBAgUHUBgf6qr5D5ESBAgAABAgQIECCwaoHlZfl32223dMopp2THOv3005uOed555zVt2yBAgAABAgQIECBAgAABAgQIECBQZQGl+6u8OuZGgAABAgQIECBAgMCqBe644450xBFHpD/84Q/ZMbZs2ZLm5uayx5HF/9CHPjTt3Lmzcfyrr746PfrRj25se0CAAAECBAgQIECAAAECBAgQIECgqgIy+qu6MuZFgAABAgQIECBAgMCaBP71X/+1EeSPA7385S9vHG+PPfZIL3vZyxrb8WB59n/TDhsECBAgQIAAAQIECBAgQIAAAQIEKiYg0F+xBTEdAgQIECBAgAABAgTWR2B5Of4999wzvfSlL206cGv5/gsuuCAtLS01jbFBgAABAgQIECBAgAABAgQIECBAoIoCAv1VXBVzIkCAAAECBAgQIEBgTQI/+9nP0vz8fOMYW7duTQ9+8IMb2/HgqU99anrEIx7R6FtcXEyXXHJJY9sDAgQIECBAgAABAgQIECBAgAABAlUVEOiv6sqYFwECBAgQIECAAAECqxb43Oc+l+67777G80877bTG4/qDWq2WWvuV76/r+EmAAAECBAgQIECAAAECBAgQIFBlgdr9pSnVpqzyCpkbAQIECBAgQIAAAQIrFjjmmGPSVVddlT1vn332STt37kwPeMAD2o5z5ZVXpmOPPbbRf/DBB6ebbrop7b333o0+DwgQIECAAAECBAgQIECAAAECBAhUTUBGf9VWxHwIECBAgAABAgQIEFiTwPbt2xtB/jjQC1/4wtwgf+yLGwIe//jHx8Os3XbbbekrX/lKfdNPAgQIECBAgAABAgQIECBAgAABApUU2KOSszIpAgQIECBAgAABAgQIrFKgtfz+l7/85fTUpz618Gj1zP/6gPPOOy+95CUvqW/6SYAAAQIECBAgQIAAAQIECBAgQKByAkr3V25JTIgAAQIECBAgQIAAgdUK3HfffenhD394uvHGG1d7iLTXXnulm2++OUUZf40AAQIECBAgQIAAAQIECBAgQIBAFQWU7q/iqpgTAQIECBAgQIAAAQKrEvjmN7+5piB/nPTuu+9OX/jCF1Z1fk8iQIAAAQIECBAgQIAAAQIECBAgsBkCSvdvhrJzECBAgAABAgQIECCwKQJRdn95e/Ob35ye8IQnLO/KffyNb3wjzc7ONvbFcV772tc2tj0gQIAAAQIECBAgQIAAAQIECBAgUCUBpfurtBrmQoAAAQIECBAgQIDAqgV+//vfp8MPPzzdeeed2TGiBP/OnTvTAx/4wK7HvOGGG9JRRx3VGFer1dL111+fRkdHG30eECBAgAABAgQIECBAgAABAgQIEKiKgNL9VVkJ8yBAgAABAgQIECBAYE0C//7v/94I8seBnve85/UU5I+xj3zkI9OJJ54YD7O2tLSULrjggvqmnwQIECBAgAABAgQIECBAgAABAgQqJSDQX6nlMBkCBAgQIECAAAECBFYr0Fq2/9RTT13RoU4//fSm8eeff37Ttg0CBAgQIECAAAECBAgQIECAAAECVRFQur8qK2EeBAgQIECAAAECBAisWuCXv/xletjDHpZ27dqVHWPffffNyvYfcMABPR8zyvwfeeSR6d5772085/LLL09PetKTGtseECBAgAABAgQIECBAgAABAgQIEKiCgIz+KqyCORAgQIAAAQIECBAgsCaBCy+8sBHkjwO98IUvTCsJ8sdzDjvssPTsZz87HjbaF77whcZjDwgQIECAAAECBAgQIECAAAECBAhURUCgvyorYR4ECBAgQIAAAQIECKxa4NZbb208d7fddkuvfvWrG9srefCa17ymaXhUCtAIECBAgAABAgQIECBAgAABAgQIVE1A6f6qrYj5ECBAgAABAgQIECCwYoGlpaWsVP8999yTDjrooBVn8y8/4e23357uvPPOtPvuu2dZ/vFTI0CAAAECBAgQIECAAAECBAgQIFAlAYH+Kq2GuRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgS4CSvd3AbKbAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhUSUCgv0qrYS4ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCLgEB/FyC7CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAlQQE+qu0GuZCgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgS6CAj0dwGymwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVElAoL9Kq2EuBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgi4BAfxcguwkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQJUEBPqrtBrmQoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEuggI9HcBspsAAQIECBAgQIAAgc0X2LZt2+af1BkJECBAgAABAgQIECBAgAABAgQI9ImAQH+fLJRpEiBAgAABAgQIEBgGgW9961vpEY94RJqens5+xrZGgAABAgQIECBAgAABAgQIECBAgECzQG3p/tbcZYsAAQIECBAgQIAAAQKbLxBB/ZNOOqnpxCMjI2liYiLJ8G9isUGAAAECBAgQIECAAAECBAgQIDDkAgL9Q/4CcPkECBAgQIAAAQIEqiCwZcuWND8/nw4/8a/bpvPL75yXxsbGkuz+NhodBAgQIECAAAECBAgQIECAAAECQyog0D+kC++yCRAgQIAAAQIECFRBoDWL/9g3f71tWj/4yHOyvsjuP/fcc1PcFKARIECAAAECBAgQIECAAAECBAgQGGaB3Yb54l07AQIECBAgQIAAAQLlCUQ5/tZS/Z1ms2PHDmX8OwHZR4AAAQIECBAgQIAAAQIECBAgMDQCAv1Ds9QulAABAgQIECBAgEA1BBYXF7Os/Onp6RVPKIL98bzI6o/jaAQIECBAgAABAgQIECBAgAABAgSGUUCgfxhX3TUTIECAAAECBAgQKEkgSvWPjo6m+fn5Nc0gnh/B/ijlrxEgQIAAAQIECBAgQIAAAQIECBAYNgGB/mFbcddLgAABAgQIECBAoCSBiYmJjqX6x8bGcmdW1B/Z/ZOTk1k5/9wn6iRAgAABAgQIECBAgAABAgQIECAwoAIC/QO6sC6LAAECBAgQIECAQFUEIos/su9nZ2cLpzQ1NZViXF6LrP3YX9TiuI94xCMKn1/0PP0ECBAgQIAAAQIECBAgQIAAAQIE+lWgtnR/69fJmzcBAgQIECBAgAABAtUWiOD9SSedVDjJkZGRrPx+3AgQ7bgzLsp+Lv/f9rO3ZptxrKgKEJn8eS2OFfu3bduWt1sfAQIECBAgQIAAAQIECBAgQIAAgYERkNE/MEvpQggQIECAAAECBAhUSyCC952C/FGSf3FxMcv272XmcbwI9o+Pj+cOjxsApqens2B/7gCdBAgQIECAAAECBAgQIECAAAECBAZEQKB/QBbSZRAgQIAAAQIECBCoikAE46OU/vz8fOGUZmZmsqB94YCCHXHcKOUfzy9qSvkXyegnQIAAAQIECBAgQIAAAQIECBAYFAGB/kFZSddBgAABAgQIECBAoAICUTY/sviLyutHFv/c3Nyas+6jRP/CwkKK4+W1OH+MUcY/T0cfAQIECBAgQIAAAQIECBAgQIBAvwvUlu5v/X4R5k+AAAECBAgQIECAQLkCUYI/AuudsvgjKB/Z/p3acWdc1LZ7+9lb2/rqHXHeyPCPkv1FLc4bY6IagEaAAAECBAgQIECAAAECBAgQIEBgEARk9A/CKroGAgQIECBAgAABAiUKRPB+dHS0Y5A/svi7BflXcwkRvI+s/U6l/OPmgy1btmTB/tWcw3MIECBAgAABAgQIECBAgAABAgQIVE1AoL9qK2I+BAgQIECAAAECBPpIILL4o1R/UYts+iixH4H2jWwxj26l/CcnJ7OqAxs5D8cmQIAAAQIECBAgQIAAAQIECBAgsBkCAv2boewcBAgQIECAAAECBAZMILLzI3g/OztbeGVTU1NZFv9mlcyP80SJ/jhvUYv5xriNqC5QdE79BAgQIECAAAECBAgQIECAAAECBNZboLZ0f1vvgzoeAQIECBAgQIAAAQKDKxBB8k5Z/CMjI1nAfTVZ/MedcVEb3Pazt7b1deuIOUaW/44dO3KHxhxjf5T91wgQIECAAAECBAgQIECAAAECBAj0m4CM/n5bMfMlQIAAAQIECBAgUKJABO87BfmjVP/i4mKW7V/iNLPzR7B/fHw8dxpxA8D09HQW7M8doJMAAQIECBAgQIAAAQIECBAgQIBAhQUE+iu8OKZGgAABAgQIECBAoCoCETSPkvfz8/OFU5qZmUkxriot5hul/GNeRU0p/yIZ/QQIECBAgAABAgQIECBAgAABAlUWEOiv8uqYGwECBAgQIECAAIEKCER5+8jiLyqDH1n8c3Nzlc2OjxL9CwsLKeaZ1+K6Yowy/nk6+ggQIECAAAECBAgQIECAAAECBKooUFu6v1VxYuZEgAABAgQIECBAgEC5AlGCPwLgnbL4I3i+nln8x51xUdtFbz97a1vfajrieiLDP0r2F7W4nhgT1QA0AgQIECBAgAABAgQIECBAgAABAlUVkNFf1ZUxLwIECBAgQIAAAQIlCkTwfnR0tGOQP7L41zPIv9GXG8H7yNrvVMo/bmrYsmVLFuzf6Pk4PgECBAgQIECAAAECBAgQIECAAIHVCgj0r1bO8wgQIECAAAECBAgMqEBk8Uep/qIWWe9RCj8C4v3Y4vq6lfKfnJzMqhn04/WZMwECBAgQIECAAAECBAgQIECAwOALCPQP/hq7QgIECBAgQIAAAQI9CUR2fgTvZ2dnC8dPTU1lWfz9Xto+5h8l+uN6ilo4xLh+qlpQdC36CRAgQIAAAQIECBAgQIAAAQIEBktAoH+w1tPVECBAgAABAgQIEFiVQASzI4s/StfntZGRkRSl+qP0/aC0COLH9cR1xfXltR07dmSZ/XFTgEaAAAECBAgQIECAAAECBAgQIECgKgIC/VVZCfMgQIAAAQIECBAgUJJAZPF3K9W/uLiYZfuXNMUNPW1cf9zoMD4+nnueCPYr5Z9Lo5MAAQIECBAgQIAAAQIECBAgQKAkAYH+kuCdlgABAgQIECBAgEDZAhHcjqz2oiz+mN/MzEwWBC97rht9/nCIrP243qKmlH+RjH4CBAgQIECAAAECBAgQIECAAIHNFhDo32xx5yNAgAABAgQIECBQAYEIakcWf2Sr57WxsbGspP3ExETe7oHti+tdWFhIcf15rV7Kf5C+wiDvOvURIECAAAECBAgQIECAAAECBAhUW0Cgv9rrY3YECBAgQIAAAQIE1lWgXoI/StEXtQhyR7Z/lLQfxlbP7u9Uyn96ejrzCU+NAAECBAgQIECAAAECBAgQIECAwGYLCPRvtrjzESBAgAABAgQIEChJIIL3o6OjHUv1z83NDUWp/m5LUA/2dyrlH195EDdDRHUEjQABAgQIECBAgAABAgQIECBAgMBmCgj0b6a2cxEgQIAAAQIECBAoSSBK0kep/qIWWfxRsj4C19r/F+illH9UR4hxGgECBAgQIECAAAECBAgQIECAAIHNEhDo3yxp5yFAgAABAgQIECBQgkC9BP/s7Gzh2aNEfYyLLHatXaCe3T81NdW+8/96wjfGhaNGgAABAgQIECBAgAABAgQIECBAYKMFBPo3WtjxCRAgQIAAAQIECJQkEEHnyOKPEvN5bWRkJEWpfqXn83Sa+yKIv23btswr3PLajh07ssx+nnk6+ggQIECAAAECBAgQIECAAAECBNZTQKB/PTUdiwABAgQIECBAgEBFBKIEf7dS/YuLi0r1r3C9wjVuoIgqCHktgv1K+efJ6CNAgAABAgQIECBAgAABAgQIEFhPAYH+9dR0LAIECBAgQIAAAQIlC0QQOrLPi7L4Y3ozMzNZsLrkqfbt6cM3svbDsagp5V8ko58AAQIECBAgQIAAAQIECBAgQGA9BAT610PRMQgQIECAAAECBAhUQCCCz5HFH1nleW1sbCwrPT8xMZG3W98KBcJxYWEhhWteq5fyj5L/GgECBAgQIECAAAECBAgQIECAAIH1FBDoX09NxyJAgAABAgQIECBQkkCUlI+S8UUtgtGR7R/jtPUTqGf3dyrlPz09nbnHVyVoBAgQIECAAAECBAgQIECAAAECBNZDQKB/PRQdgwABAgQIECBAgEBJAhG8r9VqHUv1z83NKdW/getTD/Z3KuUfX6UQN1lE1QWNAAECBAgQIECAAAECBAgQIECAwFoFBPrXKuj5BAgQIECAAAECBEoSiNLxUaq/qEUWf5SWjwCztvECvZTyj6oLMU4jQIAAAQIECBAgQIAAAQIECBAgsBYBgf616HkuAQIECBAgQIAAgRIE6iX4Z2dnC88epeRjXGSba5snUM/un5qaKjxprFuMU8q/kMgOAgQIECBAgAABAgQIECBAgACBLgIC/V2A7CZAgAABAgQIECBQJYEI3kcWf5SCL2pRql+J+CKdje+PIP62bdtSrMPIyEjuCXfs2KGUf66MTgIECBAgQIAAAQIECBAgQIAAgV4EBPp7UTKGAAECBAgQIECAQAUEogR/t1L9S0tLSvVXYK1iCrFecWNGVFfIaxHsV8o/T0YfAQIECBAgQIAAAQIECBAgQIBANwGB/m5C9hMgQIAAAQIECBAoWaBegr9TFv/MzEwWVC55qk7fIhDZ/VFdIdanqNVL+cc6awQIECBAgAABAgQIECBAgAABAgR6ERDo70XJGAIECBAgQIAAAQIlCUSQOLL4I/s7r42NjWUl4icmJvJ266uIQKzPwsJCx1L+MSZK/msECBAgQIAAAQIECBAgQIAAAQIEugkI9HcTsp8AAQIECBAgQIBASQJR+j1Kuxe1CPJHFniM06ovENn9sV6dSvlPT09n67m4uFj9CzJDAgQIECBAgAABAgQIECBAgACB0gQE+kujd2ICBAgQIECAAAEC+QIRDK7VaqlTqf65ubksaJx/BL1VFeillH+se9y8EdUcNAIECBAgQIAAAQIECBAgQIAAAQJ5AgL9eSr6CBAgQIAAAQIECJQkEOXbo1R/UYss/igBH4FgrX8F6qX8Yz3zWnxVQ1RziHEaAQIECBAgQIAAAQIECBAgQIAAgVYBgf5WEdsECBAgQIAAAQIEShCILP4I3s/OzhaePUq+x7jICtf6X6Ce3T81NVV4MfF6iHFK+RcS2UGAAAECBAgQIECAAAECBAgQGEoBgf6hXHYXTYAAAQIECBAgUCWBCN5HFn+3Uv1KuVdp1dZnLhHE37ZtW4qvYhgZGck9aGT3x00g1j+XRycBAgQIECBAgAABAgQIECBAYCgFBPqHctldNAECBAgQIECAQFUEIoDbrVT/0tJSFuitypzNY/0F4nUQN3xE1Ya8ppR/noo+AgQIECBAgAABAgQIECBAgMDwCgj0D+/au3ICBAgQIECAAIESBeol+Dtl8c/MzGTB3xKn6dSbKBDZ/ZG1H+te1Oql/OP1oxEgQIAAAQIECBAgQIAAAQIECAyvgED/8K69KydAgAABAgQIEChJIIK5kcUfWdp5bWxsLCvlPjExkbdb34ALxLovLCx0LOUfY6Lkv0aAAAECBAgQIECAAAECBAgQIDCcAgL9w7nurpoAAQIECBAgQKAkgSjRPjk5WXj2CPJHtnaM04ZXILL743XQqZT/9PR09jpZXFwcXihXToAAAQIECBAgQIAAAQIECBAYUgGB/iFdeJdNgAABAgQIECCwuQIRtK3VaqlTqf65ubksuLu5M3O2qgr0Uso/Xk9xU0hUidAIECBAgAABAgQIECBAgAABAgSGR0Cgf3jW2pUSIECAAAECBAiUJBAl1qNUf1GLLP4o1R4BW41Aq0C9lH+8TvJafAVEVImIcRoBAgQIECBAgAABAgQIECBAgMBwCAj0D8c6u0oCBAgQIECAAIESBCKLP4L3UWK9qEVp9hgX2dsagSKBenb/1NRU0ZA0Ozubvd6U8i8ksoMAAQIECBAgQIAAAQIECBAgMDACAv0Ds5QuhAABAgQIECBAoEoCEbyPLP5upfqVXK/SqlV7LhHsj+oQ8RUPIyMjuZNVyj+XRScBAgQIECBAgAABAgQIECBAYOAEBPoHbkldEAECBAgQIECAQNkCkcXfrVT/0tJSln1d9lydv/8E4vUVN5JENYi8ppR/noo+AgQIECBAgAABAgQIECBAgMBgCQj0D9Z6uhoCBAgQIECAAIESBeol+Dtl8Ufp9RinEViLQL2U/8zMTOFhopR/jPN6KySygwABAgQIECBAgAABAgQIECDQtwIC/X27dCZOgAABAgQIECBQJYEowR9Z/JFNndfGxsaykutRel0jsF4CExMTHUv5x+sxxnjdrZe44xAgQIAAAQIECBAgQIAAAQIEqiEg0F+NdTALAgQIECBAgACBPhaIUuqTk5OFVxBB/siqjnEagfUW6KWU//T0dPb6W1xcXO/TOx4BAgQIECBAgAABAgQIECBAgEAJAgL9JaA7JQECBAgQIECAwGAIRPC+VqulTqX65+bmsiD/YFyxq6iqQJToj6oSnUr5x+s0bgqIcRoBAgQIECBAgAABAgQIECBAgEB/Cwj09/f6mT0BAgQIECBAgEBJAlEKPUr1F7XI4l9YWMgCq0Vj9BNYb4Eo0x+vu3j95bUo5R/VJ2KcRoAAAQIECBAgQIAAAQIECBAg0L8CAv39u3ZmToAAAQIECBAgUIJAlD6PrOgohV7UxsfHsyz+yLLWCGy2QD27f2pqqvDUs7Oz2etYKf9CIjsIECBAgAABAgQIECBAgAABApUWEOiv9PKYHAECBAgQIECAQJUEolT/6Oho11L9SqNXadWGcy4R7I+qE/HVESMjI7kISvnnsugkQIAAAQIECBAgQIAAAQIECPSFgEB/XyyTSRIgQIAAAQIECJQtEFn83Ur1Ly0tZVnSZc/V+QnUBeJ1GzeoRJWJvKaUf56KPgIECBAgQIAAAQIECBAgQIBA9QUE+qu/RmZIgAABAgQIECBQokAESSM7OrKfi1qUSI9xGoEqCtRL+c/MzBROL0r5xziv40IiOwgQIECAAAECBAgQIECAAAEClRIQ6K/UcpgMAQIECBAgQIBAlQSiBH9k8UfWc14bGxvLSqNHiXSNQNUFJiYmOpbyj9d5jPF6rvpKmh8BAgQIECBAgAABAgQIECBAICWBfq8CAgQIECBAgAABAjkCUfJ8cnIyZ8//dkWQP7KfY5xGoF8EeinlPz09nb2uFxcX++WyzJMAAQIECBAgQIAAAQIECBAgMHQCAv1Dt+QumAABAgQIECBAoJNABO9rtVrHUv1zc3NZkL/TcewjUFWBKNEf1So6lfKPr6qImwJinEaAAAECBAgQIECAAAECBAgQIFA9AYH+6q2JGREgQIAAAQIECJQkECXLo1R/UYss/oWFhSwAWjRGP4F+EYgy/fF6jtd1XotS/lHVQin/PB19BAgQIECAAAECBAgQIECAAIFyBQT6y/V3dgIECBAgQIAAgQoIRInyyF6OkuVFbXx8PMvij2xojcCgCNSz+6empgovSSn/Qho7CBAgQIAAAQIECBAgQIAAAQKlCQj0l0bvxAQIECBAgAABAlUQiFL9o6OjXUv1K2FehdUyh40QiGB/ZO3HV1KMjIzknkIp/1wWnQQIECBAgAABAgQIECBAgACB0gQE+kujd2ICBAgQIECAAIGyBSKLv1up/qWlJaX6y14o598Ugfh9iBtfonpFXquX8o+S/xoBAgQIECBAgAABAgQIECBAgEC5AgL95fo7OwECBAgQIECAQAkCEcyMLObIUi5qUco8xmkEhkmgl1L+s7Oz2e+P349hemW4VgIECBAgQIAAAQIECBAgQKBqAgL9VVsR8yFAgAABAgQIENhQgSjBH1n8kZ2c16J0eZQwj1LmGoFhFehWyj9+fyKz3+/JsL5CXDcBAgQIECBAgAABAgQIECBQtoBAf9kr4PwECBAgQIAAAQKbJhClyScnJwvPNzY2lhYXF5XqLxSyY5gEeinlPz09nf2+xO+NRoAAAQIECBAgQIAAAQIECBAgsHkCAv2bZ+1MBAgQIECAAAECJQlEifFardaxVH9k8StFXtICOW1lBeql/GdmZgrnGF+BETcFRLUMjQABAgQIECBAgAABAgQIECBAYHMEBPo3x9lZCBAgQIAAAQIEShKI0uJRqr+oRRb/wsJCFqgsGqOfwLALRJn++D2J35e8FqX843ct/tMIECBAgAABAgQIECBAgAABAgQ2XkCgf+ONnYEAAQIECBAgQKAEgXoJ/igtXtTGx8ezLP7IWtYIEOgsUM/un5qayh0YwX6l/HNpdBIgQIAAAQIECBAgQIAAAQIE1l1AoH/dSR2QAAECBAgQIECgbIEowT86Otq1VL9S42WvlPP3m0AE+yNrP77qYmRkJHf6SvnnsugkQIAAAQIECBAgQIAAAQIECKyrgED/unI6GAECBAgQIECAQNkCUWK8W6n+paUlpfrLXijn72uBLVu2ZNUwoipGXovs/snJyRS/jxoBAgQIECBAgAABAgQIECBAgMD6Cwj0r7+pIxIgQIAAAQIECJQgEFn8kW08OztbePYoOR7jNAIE1i7QrZR/nCF+H2Oc37u1ezsCAQIECBAgQIAAAQIECBAgQGC5gED/cg2PCRAgQIAAAQIE+lIgSvBHFn9kEee1KDEepcaj5LhGgMD6CnQr5R+/l5HZ7/dvfd0djQABAgQIECBAgAABAgQIEBhuAYH+4V5/V0+AAAECBAgQ6HuBKCEeJcKL2tjYWFpcXFSqvwhIP4F1EOillP/09HT2exi/jxoBAgQIECBAgAABAgQIECBAgMDaBAT61+bn2QQIECBAgAABAiUJRCnwWq2W5ufnC2cwMzOjZHihjh0E1lcgSvRHdY34vStq8fsaNwXEOI0AAQIECBAgQIAAAQIECBAgQGD1AgL9q7fzTAIECBAgQIAAgZIEogR4lOovapHFv7CwkJULLxqjnwCBjRGIMv3x+xe/h3ktSvnH73D8pxEgQIAAAQIECBAgQIAAAQIECKxOQKB/dW6eRYAAAQIECBAgUIJAvQR/lAAvauPj41kWf2QXawQIlCNQz+6fmprKnUAE+5Xyz6XRSYAAAQIECBAgQIAAAQIECBDoSUCgvycmgwgQIECAAAECBMoWiFL9o6OjHUv1z83NKQle9kI5P4H/E4hgf2Ttx+/lyMhIrotS/rksOgkQIECAAAECBAgQIECAAAECXQUE+rsSGUCAAAECBAgQIFC2QJQC71aqf2lpKfvu77Ln6vwECDQLbNmyJauyEdU28lpk909OTvqqjTwcfQQIECBAgAABAgQIECBAgACBAgGB/gIY3QQIECBAgAABAuULRBZ/ZAXPzs4WTiZKg8c4jQCB6grUs/uLSvnHzOP3PMb5fa7uOpoZAQIECBAgQIAAAQIECBAgUB0Bgf7qrIWZECBAgAABAgQILBM499xzsyz+yPbNa1EKPEqCR2lwjQCB6gvUg/2dSvnH73tU8PB7Xf31NEMCBAgQIECAAAECBAgQIECgXAGB/nL9nZ0AAQIECBAgQCBHIEp9RynvojY2NpYWFxeV6i8C0k+gwgK9lPKfnp7Ofr/j91wjQIAAAQIECBAgQIAAAQIECBBoFxDobzfRQ4AAAQIECBAgUJJAlOyu1Wppfn6+cAYzMzNKexfq2EGgPwQiuz+qdsTvc1GL94H6TQFFY/QTIECAAAECBAgQIECAAAECBIZVQKB/WFfedRMgQIAAAQIEKiYQpbpPOumkwllFFv/CwkJW1rtwkB0ECPSVQJTpj9/r+P3Oa0r556noI0CAAAECBAgQIECAAAECBAikJNDvVUCAAAECBAgQIFCqQL0Ef5TqLmrj4+NZFn9kAWsECAyWQD27f2pqKvfCItivlH8ujU4CBAgQIECAAAECBAgQIEBgiAUE+od48V06AQIECBAgQKBsgSjVPzo62rFU/9zcXFbiu+y5Oj8BAhsnEMH+qOoRv+8jIyO5J6qX8o+S/xoBAgQIECBAgAABAgQIECBAYNgFBPqH/RXg+gkQIECAAAECJQlEye5upfqXlpay7+guaYpOS4DAJgts2bIlq94RVTzyWmT3T05O+gqPPBx9BAgQIECAAAECBAgQIECAwFAJCPQP1XK7WAIECBAgQIBA+QKRxR/BvNnZ2cLJRAnvGKcRIDB8AvXs/qJS/iES7x8xzvvE8L0+XDEBAgQIECBAgAABAgQIECDwvwIC/V4JBAgQIECAAAECmyYQJbcjiz9KcOe1KNkdpbujhLdGgMDwCtSD/Z1K+Ud2f1QG8X4xvK8TV06AAAECBAgQIECAAAECBIZZQKB/mFfftRMgQIAAAQIENlEgsvij5HZRGxsbS4uLi1m2f9EY/QQIDJdAvG9E1n6nUv7T09PZ+0a8f2gECBAgQIAAAQIECBAgQIAAgWEREOgflpV2nQQIECBAgACBkgQiSFer1Qqz+GNaMzMzWTCvpCk6LQECFRaI7P6oBhLvE0UtqoTUbwooGqOfAAECBAgQIECAAAECBAgQIDBIAgL9g7SaroUAAQIECBAgUDGBKKkdpfqLWmTxR2nuKL+tESBAoJNAvE8sLCykeN/Ia0r556noI0CAAAECBAgQIECAAAECBAZVQKB/UFfWdREgQIAAAQIEShSol+CPktpFLUpxR7Z/ZOFqBAgQ6EWgnt0/NTWVOzyC/Ur559LoJECAAAECBAgQIECAAAECBAZMQKB/wBbU5RAgQIAAAQIEyhaI4P3o6GjHUv2RxR+luDUCBAisVCCC/VEtJN5HRkZGcp9eL+XvfSaXRycBAgQIECBAgAABAgQIECAwAAIC/QOwiC6BAAECBAgQIFAVgSit3a1U/9LSkiz+qiyYeRDoY4GoBhI3FnUq5T85OemrQfp4jU2dAAECBAgQIECAAAECBAgQKBYQ6C+2sYcAAQIECBAgQKBHgXoJ/tnZ2cJnRKntGKcRIEBgvQS6lfKP88T7Uozz/rNe6o5DgAABAgQIECBAgAABAgQIVEGgdn9G1VIVJmIOBAgQIECAAAEC/SkQwbNOWfxRWjvKZ0f2rUagm8BxZ1zUNmT72Vvb+nQQaBWI96KoKrJjx47WXdl2vBfF/ij7rxEgQIAAAQIECBAgQIAAAQIE+l1ARn+/r6D5EyBAgAABAgRKFIjgfacgf5TUXlxcFOQvcY2cmsCwCMT7UQT7x8fHcy85bgCYnp72fpSro5MAAQIECBAgQIAAAQIECBDoNwGB/n5bMfMlQIAAAQIECFRAIIJptVotzc/PF85mZmYmC7oVDrCDAAEC6ywQJfqjgki8/xS1eN+KcfE+phEgQIAAAQIECBAgQIAAAQIE+lVAoL9fV868CRAgQIAAAQIlCUTZ625Z/HNzc1mJ7JKm6LQECAy5QJToX1hYSFFVJK9Fdr8y/nky+ggQIECAAAECBAgQIECAAIF+ERDo75eVMk8CBAgQIECAQMkC9RL8Ufq6qEXJ7MiSjRLaGgECBMoUqGf3T01N5U5jeSn/eH/TCBAgQIAAAQIECBAgQIAAAQL9JCDQ30+rZa4ECBAgQIAAgZIEIng/OjrasVR/ZPFHyWyNAAECVRGIYH9UIYn3p5GRkdxpRSn/uDnJ+1cuj04CBAgQIECAAAECBAgQIECgogIC/RVdGNMiQIAAAQIECFRFIMpbdyvVv7S0JIu/KgtmHgQItAlEID9uWOpUyn9ycjIr59/2ZB0ECBAgQIAAAQIECBAgQIAAgQoKCPRXcFFMiQABAgQIECBQBYF6Cf7Z2dnC6URJ7BinESBAoOoC3Ur5x/zj/S7GeV+r+mqaHwECBAgQIECAAAECBAgQIFC7P/tqCQMBAgQIECBAgACB5QIR5OqUxR8lsKPMdWTJagTWU+C4My5qO9z2s7e29ekgsBaBeI+LaiU7duzIPUy8x8X+KPuvESBAgAABAgQIECBAgAABAgSqKCCjv4qrYk4ECBAgQIAAgRIFInjfKcgfpa8XFxcF+UtcI6cmQGBtAvE+F8H+8fHx3APFDQDT09Pe53J1dBIgQIAAAQIECBAgQIAAAQJVEBDor8IqmAMBAgQIECBAoAICEfSq1Wppfn6+cDYzMzNZcKxwgB0ECBDoE4Eo0R+VSeJ9rajF+2GMi/dHjQABAgQIECBAgAABAgQIECBQJQGB/iqthrkQIECAAAECBEoSiPLU3bL45+bmslLWJU3RaQkQILAhAlGif2FhIUW1krwW2f3K+OfJ6CNAgAABAgQIECBAgAABAgTKFKgt3d/KnIBzEyBAgAABAgQIlCcQJfgjgNUpiz+CX7JZy1ujYTvzcWdc1HbJ28/e2tang8B6C8T7YWT4R8n+ohbvhzEmsvw1AgQIECBAgAABAgQIECBAgECZAjL6y9R3bgIECBAgQIBAiQIRvB8dHe0Y5I8sfkH+EhfJqQkQ2DSBCN5HdZN43ytqcVPUli1bsmB/0Rj9BAgQIECAAAECBAgQIECAAIHNEBDo3wxl5yBAgAABAgQIVEwgsvi7leqPwk8R0NIIECAwTALxvtetlP/k5GRWDWWYXFwrAQIECBAgQIAAAQIECBAgUC0Bgf5qrYfZECBAgAABAgQ2VCCy8yOINTs7W3ieqakpWfyFOnYQIDAMApHdHyX64/2wqMX7aIxT9aRISD8BAgQIECBAgAABAgQIECCwkQK1+zO1ljbyBI5NgAABAgQIECBQDYEIRnXK4h8ZGckCW7L4q7FewzqL4864qO3St5+9ta1PB4HNEoj3zqiCsmPHjtxTxntn7I+y/xoBAgQIECBAgAABAgQIECBAYLMEZPRvlrTzECBAgAABAgRKFIjgfacg/9jYWFpcXMyy/UucplMTIECgcgLx/hnB/vHx8dy5xQ0A09PTWbA/d4BOAgQIECBAgAABAgQIECBAgMAGCAj0bwCqQxIgQIAAAQIEqiIQwakoLT0/P184pZmZmSyIVTjADgIECAy5QLyPRin/eL8sakr5F8noJ0CAAAECBAgQIECAAAECBDZCQKB/I1QdkwABAgQIECBQAYEoIx1Z/EXlpiOLf25uThZqBdbKFAgQ6A+BKNG/sLCQ4v0zr8X7bYxRxj9PRx8BAgQIECBAgAABAgQIECCwngK1pfvbeh7QsQgQIECAAAECBMoViBL8EWjqlMUfQarI9tcIVE3guDMuapvS9rO3tvXpIFCmQLzPRoZ/lOwvavE+G2OiGoBGgAABAgQIECBAgAABAgQIEFhvARn96y3qeAQIECBAgACBEgUieD86OtoxyB9Z/IL8JS6SUxMg0PcCEbyPrP1OpfzjZqstW7Zkwf6+v2AXQIAAAQIECBAgQIAAAQIECFROQKC/cktiQgQIECBAgACB1QlEFn+U6i9qkV0aJacj8KQRIECAwNoF4n23Wyn/ycnJrMrK2s/mCAQIECBAgAABAgQIECBAgACB/y8g0P//LTwiQIAAAQIECPSlQGTnR/B+dna2cP5TU1NZFr8S0oVEdhAgQGBVAvG+GiX64322qMX7c4xTTaVISD8BAgQIECBAgAABAgQIECCwUoHa0v1tpU8yngABAgQIECBAoBoCETTqlMU/MjKSBaBk8Vdjvcyiu8BxZ1zUNmj72Vvb+nQQqKJAvCdHlv+OHTtypxfvybE/yv5rBAgQIECAAAECBAgQIECAAIG1CMjoX4ue5xIgQIAAAQIEShSI4H2nIH+U6l9cXMyy/UucplMTIEBgaATifTmC/ePj47nXHDcATE9PZ8H+3AE6CRAgQIAAAQIECBAgQIAAAQI9Cgj09whlGAECBAgQIECgKgIRRIoS0PPz84VTmpmZyYJNhQPsIECAAIENEYj35yjlH+/DRU0p/yIZ/QQIECBAgAABAgQIECBAgECvAgL9vUoZR4AAAQIECBCogECUe44s/qKy0JHFPzc3J1u0AmtlCgQIDLdAlOhfWFhI8b6c1+J9PMYo45+no48AAQIECBAgQIAAAQIECBDoJlBbur91G2Q/AQIECBAgQIBAuQJRgj8CQp2y+COYFNn+GoF+FjjujIvapr/97K1tfToI9ItAvH9Hhn+U7C9q8f4dY6IagEaAAAECBAgQIECAAAECBAgQ6EVARn8vSsYQIECAAAECBEoUiOD96OhoxyB/ZPEL8pe4SE5NgACBAoEI3kfWfqdS/nET15YtW7Jgf8FhdBMgQIAAAQIECBAgQIAAAQIEmgQE+ps4bBAgQIAAAQIEqiUQWfxRqr+oRRZolIaOAJFGgAABAtUViPfzbqX8Jycns+ot1b0KMyNAgAABAgQIECBAgAABAgSqIiDQX5WVMA8CBAgQIECAwDKByM6P4P3s7Oyy3uaHU1NTWRa/Us/NLrYIECBQVYF4v44S/fH+XdTifT/GqdJSJKSfAAECBAgQIECAAAECBAgQCAGBfq8DAgQIECBAgEDFBCK4E1n8Uco5r42MjKQo1R+loDUCBAgQ6C+BCOLH+3e8j8f7eV7bsWNHltkfNwVoBAgQIECAAAECBAgQIECAAIE8AYH+PBV9BAgQIECAAIGSBCKLv1up/sXFxSzbv6QpOi0BAgQIrINAvN/HjV3j4+O5R4tgv1L+uTQ6CRAgQIAAAQIECBAgQIAAgfsFBPq9DAgQIECAAAECFRCIYE9keRZl8ccUZ2ZmsqBQBaZrCgQIECCwDgLxvh9Z+/H+XtSU8i+S0U+AAAECBAgQIECAAAECBIZbQKB/uNff1RMgQIAAAQIVEIggT2TxR/ZmXhsbG8tKPE9MTOTt1keAAAECfS4Q7+8LCwsp3u/zWr2Uv69sydPRR4AAAQIECBAgQIAAAQIEhlNAoH84191VEyBAgAABAhUQqJfgj9LMRS2CPpHtHyWeNQIECBAYXIF6dn+nUv7T09PZ50F8fmgECBAgQIAAAQIECBAgQIDAcAsI9A/3+rt6AgQIECBAoCSBCN6Pjo52LNU/NzenVH9J6+O0BAgQKEOgHuzvVMo/vuIlbv6KajAaAQIECBAgQIAAAQIECBAgMLwCAv3Du/aunAABAgQIEChJIEo0R6n+ohZZ/FHCOQI5GgECBAgMn0AvpfyjGkyM0wgQIECAAAECBAgQIECAAIHhFBDoH851d9UECBAgQIBACQL1Evyzs7OFZ4+SzTEusjo1AgQIEBhegXp2/9TUVCFCfJ7EuPjc0AgQIECAAAECBAgQIECAAIHhEhDoH671drUECBAgQIBASQIRhIks/ii5nNdGRkZSlOpXijlPRx8BAgSGUyCC+Nu2bcs+H+JzIq/t2LEjy+z3+ZGno48AAQIECBAgQIAAAQIECAyugED/4K6tKyNAgAABAgQqIhAl+LuV6l9cXFSqvyLrZRoECBComkB8jsQNY1H1Ja9FsF8p/zwZfQQIECBAgAABAgQIECBAYHAFBPoHd21dGQECBAgQIFCyQARlIhuzKIs/pjczM5MFb0qeqtMTIECAQMUF4vMksvbjc6OoKeVfJKOfAAECBAgQIECAAAECBAgMnoBA/+CtqSsiQIAAAQIEKiAQwZjI4o8sy7w2NjaWlWKemJjI262PAAECBAjkCsTnxsLCQorPkbxWL+UfJf81AgQIECBAgAABAgQIECBAYHAFBPoHd21dGQECBAgQIFCSQJRYjhLKRS2CM5HtH+M0AgQIECCwUoF6dn+nUv7T09PZ50x8NYxGgAABAgQIECBAgAABAgQIDJ6AQP/grakrIkCAAAECBEoSiOB9rVbrWKp/bm5Oqf6S1sdpCRAgMEgC9WB/p1L+8dUxcVNZVJnRCBAgQIAAAQIECBAgQIAAgcESEOgfrPV0NQQIECBAgEBJAlFKOUr1F7XI4o9SyxFw0QgQIECAwHoJ9FLKP6rMxDiNAAECBAgQIECAAAECBAgQGBwBgf7BWUtXQoAAAQIECJQgUC/BPzs7W3j2KK0c4yL7UiNAgAABAustUM/un5qaKjx0fE7FOKX8C4nsIECAAAECBAgQIECAAAECfSUg0N9Xy2WyBAgQIECAQJUEIngfWfxRGjmvjYyMpCjVr2Ryno4+AgQIEFhPgQjib9u2Lfvcic+fvLZjxw6l/PNg9BEgQIAAAQIECBAgQIAAgT4UEOjvw0UzZQIECBAgQKB8gSjB361Uf2RNKtVf/lqZAQECBIZJID534ka0qCaT1yLYr5R/now+AgQIECBAgAABAgQIECDQXwIC/f21XmZLgAABAgQIlCxQL8FflMUf05uZmcmCLCVP1ekJECBAYEgFIrs/qsnE51FRq5fyj881jQABAgQIECBAgAABAgQIEOg/AYH+/lszMyZAgAABAgRKEoigSWTxRzZkXhsbG8tKJk9MTOTt1keAAAECBDZVID6PFhYWUqdS/jEmSv5rBAgQIECAAAECBAgQIECAQH8JCPT313qZLQECBAgQIFCSQJRCjlLHRS2C/JEVqVR/kZB+AgQIEChDILL74/OpUyn/6enp7PMrvnJGI0CAAAECBAgQIECAAAECBPpDQKC/P9bJLAkQIECAAIGSBCI4UqvVUqdS/XNzc1kQpaQpOi0BAgQIEOgo0Esp//ici5vVonqNRoAAAQIECBAgQIAAAQIECFRfQKC/+mtkhgQIECBAgEBJAlHOOEr1F7XI4o+SyBEY0QgQIECAQNUF6qX84/Mrr8VX00T1mhinESBAgAABAgQIECBAgAABAtUWEOiv9vqYHQECBAgQIFCCQGTxR/B+dna28OxRAjnGRZakRoAAAQIE+kWgnt0/NTVVOOX4/ItxSvkXEtlBgAABAgQIECBAgAABAgRKFxDoL30JTIAAAQIECBCokkAE7yOLv1upfqWNq7Rq5kKAAAECKxGIIP62bdtSfPXMyMhI7lMjuz9uevN5l8ujkwABAgQIECBAgAABAgQIlC4g0F/6EpgAAQIECBAgUBWBCGh0K9W/tLSUBT6qMmfzIECAAAECqxWIz724wS2q1OQ1pfzzVPQRIECAAAECBAgQIECAAIFqCAj0V2MdzIIAAQIECBAoUaBegr9TFv/MzEwWDClxmk5NgAABAgTWXSCy+yNrP2f/dP8AAEAASURBVD7nilq9lH98XmoECBAgQIAAAQIECBAgQIBANQQE+quxDmZBgAABAgQIlCQQwY3I4o+sxbw2NjaWlTaemJjI262PAAECBAgMhEB8zi0sLHQs5R9jouS/RoAAAQIECBAgQIAAAQIECJQvINBf/hqYAQECBAgQIFCSQJQsnpycLDx7BPkjezHGaQQIECBAYNAFIrs/Pvc6lfKfnp7OPhcXFxcHncP1ESBAgAABAgQIECBAgACBSgsI9Fd6eUyOAAECBAgQ2AiBCGLUarXUqVT/3NxcFuzYiPM7JgECBAgQqKpAL6X84/MzboKLqjgaAQIECBAgQIAAAQIECBAgUI6AQH857s5KgAABAgQIlCQQJYejVH9Riyz+KF0cAQyNAAECBAgMq0C9lH98Lua1+MqbqIoT4zQCBAgQIECAAAECBAgQIEBg8wUE+jff3BkJECBAgACBEgQiiz+C91FyuKhFqeIYF9mMGgECBAgQGHaBenb/1NRUIcXs7Gz2+aqUfyGRHQQIECBAgAABAgQIECBAYEMEBPo3hNVBCRAgQIAAgSoJRPA+svi7lepXgrhKq2YuBAgQIFAFgQj2RzWc+EqbkZGR3Ckp5Z/LopMAAQIECBAgQIAAAQIECGyogED/hvI6OAECBAgQIFC2QGTxdyvVv7S0lGUjlj1X5ydAgAABAlUViM/TuHEuqt/kNaX881T0ESBAgAABAgQIECBAgACBjRMQ6N84W0cmQIAAAQIEShSol+DvlMUfpYhjnEaAAAECBAh0F6iX8p+ZmSkcHKX8Y5zP10IiOwgQIECAAAECBAgQIECAwLoICPSvC6ODECBAgAABAlUSiBL8kcUf2YV5bWxsLCtBHKWINQIECBAgQGBlAhMTEx1L+cfnb4zxObsyV6MJECBAgAABAgQIECBAgMBKBAT6V6JlLAECBAgQIFB5gSgtPDk5WTjPCPJHlmGM0wgQIECAAIHVCfRSyn96ejr7vF1cXFzdSTyLAAECBAgQIECAAAECBAgQKBQQ6C+ksYMAAQIECBDoJ4EI3tdqtdSpVP/c3FwW5O+n6zJXAgQIECBQVYEo0R9VdDqV8o/P5bgpIMZpBAgQIECAAAECBAgQIECAwPoJCPSvn6UjESBAgAABAiUJRGngKNVf1CKLf2FhIQs0FI3RT4AAAQIECKxOIMr0x+dsfN7mtSjlH9V2YpxGgAABAgQIECBAgAABAgQIrI+AQP/6ODoKAQIECBAgUIJAlAKOLMEoDVzUxsfHsyz+yDrUCBAgQIAAgY0RqGf3T01NFZ5gdnY2+9xWyr+QyA4CBAgQIECAAAECBAgQINCzgEB/z1QGEiBAgAABAlUSiFL9o6OjXUv1KxVcpVUzFwIECBAYZIEI9keVnfiqnJGRkdxLVco/l0UnAQIECBAgQIAAAQIECBBYsYBA/4rJPIEAAQIECBAoWyCy+LuV6l9aWsqyBsueq/MTIECAAIFhE4jP6bghL6rq5DWl/PNU9BEgQIAAAQIECBAgQIAAgZUJCPSvzMtoAgQIECBAoESBCBpEtmBkAxa1KBkc4zQCBAgQIECgPIF6Kf+ZmZnCSUQp/xjnc7uQyA4CBAgQIECAAAECBAgQIFAoINBfSGMHAQIECBAgUCWBKMEfWfyRBZjXxsbGslLBUTJYI0CAAAECBKohMDEx0bGUf3yuxxif39VYL7MgQIAAAQIECBAgQIAAgf4REOjvn7UyUwIECBAgMLQCUQJ4cnKy8PojyB/ZgDFOI0CAAAECBKol0Esp/+np6exzfHFxsVqTNxsCBAgQIECAAAECBAgQIFBRgdr931+7VNG5mRYBAgQIECAw5AIRvI8s/k5tbm5OgL8TkH0E+kzguDMuapvx9rO3tvXpIECgPwWiQk+nm/fiqqLcf2T5awQIDL7A5Zdfnt7ylrcM/oXmXOG73vWu9OxnPztnz2B3ffKTn0yf/exnB/sic67uwgsvTA9+8INz9ugiQIAAAQIECKxeYI/VP9UzCRAgQIAAAQIbJxAZfZ2C/JHFH8GC+G5fjQABAgQIEOgPgQjgR4Z//Jyfn8+ddNwIEJ/vMU4jQGCwBW677bZ08cUXD/ZFFlzdzp07C/YMdvcNN9wwlGt+1113DfbCujoCBAgQIECgFAGB/lLYnZQAAQIECBBYi8D4+HgW5F/LMTyXAAECBAgQKEcggvhxs178FyX781qM0QgQGHyBE044IX3pS18a/AvNucInPvGJOb2D3xU3ej3taU8b/AttucIHPehBLT02CRAgQIAAAQJrF1C6f+2GjkCAAAECBAhskECtVms78sjISPL9vW0sOggMjIDS/QOzlC6EQE8CkbXfmtkfVXvi63s0AgQIECBAgAABAgQIECBAoFhgt+Jd9hAgQIAAAQIEyhWI7+jVCBAgQIAAgcEVyLt5L7I9NQIECBAgQIAAAQIECBAgQKCzgEB/Zx97CRAgQIAAgRIF8r6bd8eOHbL8SlwTpyZAgAABAuslEEH++FxvbXmf/61jbBMgQIAAAQIECBAgQIAAgWEX2GPYAVw/AQIECBAgUF2B+H7eKN/bWtI3vtNXEKC662ZmBAgQIECgF4H4PG9t8bkfn/8aAQIEigR+/etfp+uvvz77Oq/bbrstHXLIIemxj31sOvroo9Mee6zsnzqXlpbST3/606JTpQc/+MHpgAMOKNyft+M3v/lNuv3229t2xdeS/cmf/Elbv47uAta8u5ERBAgQIECAwHAKrOxPv8Np5KoJECBAgACBEgWifG9roN/39pa4IE5NgAABAgTWSSAv0O9GvnXCdRgCAyZw7733pq985SvpU5/6VPrqV7+a7rvvvrYr3GuvvdLLXvay9NGPfjQL0LcNyOm46qqr0rHHHpuz53+73v/+96e3ve1thftbd8Q8n/nMZ6Yf/OAHrbuy7Z07d6ZDDz00d5/OZgFr3uxhiwABAgQIECCQJyDQn6eijwABAgQIEGgTiH9YO+ecc9Ldd9/dti+yU/bbb7900EEHpcc//vFp69at6fjjj28bt5qOvH/wr5fvz9u3mnN4DgECBAgQILD5Anll++MGv7Japz/rFM0p/gz0vve9Lz35yU8uGqKfAIE1CvzkJz9Jp5xySvr+97/fdKQDDzwwHX744WlhYSHt2rUr+3vKBRdckL7xjW+kz3zmM+kFL3hB0/i8jSOOOCK9853vTJ/4xCfSrbfe2jakU7Z/2+D7O+LvS3lB/iOPPDKdeeaZgvx5aDl91jwHRRcBAgQIECBAIEdAoD8HRRcBAgQIECDQLvCWt7wlXXPNNe07CnpOPvnk9O53vzsL/BcM6ak7yvcq398TlUEECBAgQKBvBLZt29Y215GRkRSf+2W1lf5Zpz7Pk046SaC/juEngXUW+OIXv5he/epXp9/+9reNIz/rWc9Kf//3f9+4sfiPf/xjdsPNe9/73mzML3/5y/Tyl788XXfddemwww5rPC/vQWTXv+c978luFPjABz7QNmQlgf6bb745vetd72o7RnR8+ctfTieccELuPp3NAta82cMWAQIECBAgQKCTwG6ddtpHgAABAgQIEKgLxD+graRdeOGF6cQTT0w//vGPV/K03LF52X3K9+dS6SRAgAABAn0hkPc5nvd5v5kXs9I/69TnttLvBK8/z08CBDoL/Od//mc67bTTmoL8UZb/v/7rvxpB/jjCPvvskwXr3/72tzcOeMcdd6R3vOMdje1uDx7+8IfnDllJoP+tb31r+s1vftN2nD//8z8X5G9Tye+w5vkuegkQIECAAAECRQIy+otk9BMgQIAAAQKFAnvuuWeWNRMDlpaW0m233ZbiH8G+853vpBtuuKHxvN/97ndZNk30x3dmrrbllehXvn+1mp5HgAABAgTKF5ifn2+bRNmB/tYJ9RokPPXUU1ufapsAgTUKXH311dnfI+67777Gkd7//venN77xjY3t1gdvetObskz/+leNRfn+yLAvCuIvf/7i4mJjM24cqN/402ug/+KLL07nnXde4xjLHzz/+c9fvulxgYA1L4DRTYAAAQIECBDoICDQ3wHHLgIECBAgQCBf4OCDD86+Y7J17z333JPOOuus7Hsu6/viuzQvueSSFCU2V9uKyvev9nieR4AAAQIECJQnUMWy/a0aBxxwQKqXAW/dZ5sAgY0V2LVrV3rpS1/alB3/kpe8JL3tbW/reOLDDz88+xqN+LtHtLhJ4Kqrruop0H/FFVc0jr1169as1H50RIZ+VAc48MADG/tbH8R8X//617d2N7af8YxnNB57kC9gzfNd9BIgQIAAAQIEugko3d9NyH4CBAgQIECgZ4HI9I/st+c973lNz9m+fXvT9mo28rL8zj333NUcynMIECBAgACBEgWqWLa/RA6nJkCgReDTn/50iuzuett///3TRz7ykfpmx58PfehDm/Zff/31Tdt5G3FDwHe/+91s1xFHHNH0tQDR2S2r/5xzzklXXnll9vynPe1p6aCDDsoex//iqz2e/OQnN7Y9yBew5vkuegkQIECAAAEC3QQE+rsJ2U+AAAECBAisWOBFL3pR03N++MMfNm2vZiOvfH9eoGA1x/YcAgQIECBAYPME+qFs/+ZpOBMBAssF4qu/pqenl3elt771rT1l5ceTWr8u7Cc/+UnTsfI2fvSjH2VZ+7Hv2GOPTUceeWTTsE6B/ptvvjn7eoB4wu67755e85rXpNtvv73x/OOOOy7tu+++jW0P2gWsebuJHgIECBAgQIBArwIC/b1KGUeAAAECBAj0LLC0tNQ0Nv7Ra62tXr5/+XF27NiRBPuXi3hMgAABAgSqLdAPZfurLWh2BAZb4JOf/GSK4Hm91Wq1NDk5Wd9c8c9bb72163MuvfTSxpgIzD/sYQ9rbMeDToH+M888s3GTwOte97p0yy23ND33xBNPbNq20S5gzdtN9BAgQIAAAQIEehUQ6O9VyjgCBAgQIECgZ4EIwC9vo6OjyzdX/Vj5/lXTeSIBAgQIEKiEwOLiYts88j7f2wbpIEBgKAQuuOCCput8+tOf3nM2fzxx586dTc9/0IMe1LSdt/Gd73yn0R2B/j/5kz9pbMeDokD/t7/97XT++ednYw8//PD0nve8J1188cVNz33qU5/atG2jXcCat5voIUCAAAECBAj0KrBHrwONI0CAAAECBAj0InDTTTelT3ziE01D/+qv/qppe7UbyvevVs7zCBAgQIBANQRmZ2fbJpL3+d42SAcBAgMv8OMf/zh9//vfb7rOl7/85U3b3TZaA/2HHHJIt6ek1oz+hz/84U3Pab2JOXbu2rUrveENb2iM+9CHPpQe+MAHpuU3DcROGf0NotwH1jyXRScBAgQIECBAoGcBGf09UxlIgAABAgQIdBK466670te+9rUUWSt33nlnY+grXvGK9OhHP7qxvZYHyvevRc9zCRAgQIBAuQLnnntu7gSqGOiPryG69957O/7X+lVFuRenkwCBngU+//nPN43dY4890ste9rKmvm4bP//5z5uGHHbYYU3brRu33357uuaaa7LuvffeO/t7SwTs4796y8vo//jHP56uvPLKbMgzn/nM9Nd//dfphhtuaKoocOihh6ajjjqqfhg/cwSseQ6KLgIECBAgQIDACgQE+leAZSgBAgQIECDwvwKRKRNlLev/HX300Wn//fdPz3ve89LyjJfY/vSnP72ubHnlfYsCB+t6YgcjQIAAAQIE1iTwrW99q+35U1NTbX1V6Pjd736XIsjY6b8o1X3PPfdUYbrmQGAgBL75zW82XcfWrVtTLxn59Sddd9116Ve/+lV9M/t5zDHHNG23blx22WWpftPO4x//+Ox3PsYs/+qx1kB/VDCrv3fFe8Q555yTHVY2f6tu921r3t3ICAIECBAgQIBAJwGB/k469hEgQIAAAQKFAj/4wQ9S/b/rr78+y3hrHXzsscemW265pbV7TduR1d/a8gIHrWNsEyBAgAABAuUKDFrZ/ggo3nbbbeWiOjuBARGIChpXXHFF09WccsopTdvdNubn55uG7LnnnumEE05o6mvdWB6cX15mf3mg/8Ybb2z6u86ZZ56Z7rjjjuxQb3rTm1LcIBBt+VcAxPby48W21ixgzZs9bBEgQIAAAQIEViMg0L8aNc8hQIAAAQIEehI466yz0hOe8IS2f/Tq6ckFg/IC/VFFQLC/AEw3AQIECBCogEBR9Z0qlu3vlWuvvfZKD3jAA3odbhwBAh0EfvSjH6WopLG8xU3DK2mtgf6oPrbPPvt0PMTy4Hx8BVm9LQ/079q1K0WwP1qc44ILLsgeP/ShD03btm3LHsf/lt80ENvLjxfbWrOANW/2sEWAAAECBAgQWI3AHqt5kucQIECAAAECwy0Q/2D22c9+toEQZWvjH79+9rOfpYsuuqjxfZUxIMr8P+c5z0nXXntteshDHtJ4zmofRKB/bGws+0e25ceIAEI/BwuWX4vHBAgQIEBg0ATybsirl76u4rVGOe7t27d3nNqBBx6Y9t13345j7CRAoDeBqBTW2pYH21v35W23Bvrj7wydWpTsj9L99bY8A7/13FG+P/4u84Y3vKE+PH34wx9OBxxwQLb9hz/8oek9Y/fdd09PetKTGmM9aBew5u0meggQIECAAAECKxUQ6F+pmPEECBAgQIBAin/YPvnkk3Ml4h/MPve5z6XJycl09913Z2PuvPPO9I53vCN95jOfyX3OSjsnJibaAv15AYSVHtd4AgQIECBAYGME+q1sf9zU+NjHPnZjMByVAIE2gbg5eHl74AMfmA4++ODlXR0fx98F4qbj5e30009fvtn2+Jprrkm333571n/ooYemo446qjEmL9B/+eWXp6uuuiobs3Xr1rT8qwXiawfi5ud6e9zjHte4CaDe52ezgDVv9rBFgAABAgQIEFiNgNL9q1HzHAIECBAgQKBQoFarpfhHtQ984ANNY774xS+muAlgPVpe5r7y/esh6xgECBAgQGD9BQaxbP/6KzkigeEWuOWWW5oAWgPtTTtzNj7xiU809T7mMY9JJ5xwQlNf68byUvvLs/ljXOv5Y2y9Ckl8bcfHP/7xpsMtP1bsULa/iSd3w5rnsugkQIAAAQIECKxIQKB/RVwGEyBAgAABAr0KvO51r0tR9rbeIqu/Ncumvm+lP+vl+1ufVxRIaB1nmwABAgQIENg8gbyqO+Pj45s3AWciQKDyArfddlvTHFsD7U07WzZuvvnmdOGFFzb1vvKVr2zaztu49NJLG92tgfn4+8by9rGPfSz99re/zbre8pa3pEc96lHLd6flx4odrTcONA22kQlYcy8EAgQIECBAgMDaBQT6127oCAQIECBAgECOwN57750e9KAHNe1p/cecpp0r3Ijy/a0tL5DQOsY2AQIECBAgsLkCeZ/PedV5NndWzkaAQJUEDjnkkKbptG437WzZ+NSnPtVUNj+eGzcdd2vLs/BbA/P77bdfOvzww9sOETcAvPOd72zrX36s2Nl6vLYn6Eita9y63YnImnfSsY8AAQIECBAYJgGB/mFabddKgAABAgQ2USDK9P/xj39sOuO+++7btL2WjbwAgfL9axH1XAIECBAgsP4CEeSPz+fWlnfDXusY2wQIDI/A0Ucf3XSxv/rVr5q2izauvfbadNZZZzXtfve7350OOuigpr7WjTvuuCP98Ic/zLp333339OQnP7l1SFv5/hjwkY98JLX+neanP/1puvHGGxvPP/jgg9Of/umfNrY9yBew5vkuegkQIECAAAECKxEQ6F+JlrEECBAgQIBAzwIXXXRRin9Aq7f4B7SVlOCsP6/op/L9RTL6CRAgQIBAdQTyvlZH2f7qrI+ZEKiKQGvQt5ev/Lr33nvTq171qvT73/++cRnHHHNM+tu//dvGdtGDyMC/7777st0RlN9///3bhrb+3eUv//Iv04tf/OK2cf/93//d1PekJz0p1Wq1pj4b7QLWvN1EDwECBAgQIEBgpQIC/SsVM54AAQIECBDoKnDNNddk/+i2fGD8w9iee+65vGvNj/OyAfPKA6/5RA5AgAABAgQIrEog73M5ryrPqg7uSQQIDIzAYx7zmKZM+e9973vpuuuu63h927ZtS5dddlljTHxt2Be/+MUUNxh3axdffHFjSGvAub5jeaB/n332SR/72Mfqu5p+Lj9W7DjuuOOa9tvIF7Dm+S56CRAgQIAAAQIrEdhjJYONJUCAAAECBAiEwJ133pkuueSSJowo07+wsJAuvfTSdN5556Vdu3Y19u+2227p7W9/e2N7vR7kBQrq5fvz9q3XeR2HAAECBAgQ6C7Qz2X7I0N4bm6u+0XeP+L4449PUapbI0Bg9QLxO3TmmWemKLsfLb4G7H3ve1/KqwoSf+94/etfnz7zmc80Trj33nunL33pSz2XzP/yl7/ceO4jH/nIxuPlDx772MemI488Mut64xvfmFudLKoCfOUrX1n+tHTUUUc1bdvIF7Dm+S56CRAgQIAAAQIrERDoX4mWsQQIECBAgEAmEP/4/YxnPKNnjX/8x39MT3nKU3oe3+vAevn++fn5pqfEPwgK9DeR2CBAgAABApsukBeg65ey/RG8e9azntWT2ete97p0zjnn9DTWIAIEigX+7u/+Lv3zP/9z+sUvfpENmp2dTffcc09673vfmwXZb7rpphTZ82eddVa64oorGgc65JBD0r/8y7/0/PeTr371q2n79u2N59fP1+j4vweveMUrUvzXqX3uc59LP/3pT5uGRHUzrTcBa96bk1EECBAgQIAAgSKB3Yp26CdAgAABAgQILBeILJmVtpGRkfRv//Zv6bWvfe1Kn9rzeOX7e6YykAABAgQIbKpAv5XtX82fdQI0vidcI0Bg7QL77bdfikz7Y489tnGwz372syky7vfdd98su/7UU09tCvI/5znPST/4wQ/S85///MZzOj1485vfnOIYy1tUAnjpS1+afvjDHy7v7vj4rrvuyv6O8zd/8zdt4/7pn/4pu0Gg9QaAtoE6kjX3IiBAgAABAgQIrE1AoH9tfp5NgAABAgSGRuDVr3512muvvQqvN74L89BDD01R4vKVr3xl+vznP5+uvvrqdPLJJxc+Zz125GXu18v3r8fxHYMAAQIECBBYuUA/lu3v9medIoWHPexhRbv0EyCwQoE/+7M/S9/97nfT9PR0iupdtVotO0KU66+3CA6/6lWvSt/+9rfT1772tfSQhzykvqvjz1tvvTV97GMfS3fccUfTuKgaEDcn79y5s6m/00YE8SOg/4c//KFtWFQ/ixsU4qfWXcCadzcyggABAgQIECBQJFC7/zuvlop26idAgAABAgQI9INABPtby/dHaeC8ksH9cD3mSGCYBY4746K2y99+9ta2Ph0ECFRbICruRNnt5W1sbCzlZfkvH+MxAQIElgtEsPzaa69NEaSPG4sj+B831+yxh28jXe40SI+t+SCtpmshQIAAAQIENlrAn4o3WtjxCRAgQIAAgQ0XiGBCa6BfIGHD2Z2AAAECBAgUCuR9DsfntUZgswS++c1vph//+Mfpuc99blb6fbPO6zzrKxDZ+8cff/z6HtTRKi1gzSu9PCZHgAABAgQIVExAoL9iC2I6BAgQIECAwMoFOpXvz9u38jN4BgECBAgQINCrwOLiYoqv0WltPpNbRWyvRCBKpfdSlPK+++5LP/nJT9Jpp52Wfv3rX6d/+Id/SG94wxtWcqq2sTfeeGO65pprsv4IQp544oltY4o6ouT85Zdfnq688srsK67iufF98xoBAgQIECBAgAABAgTWKiDQv1ZBzydAgAABAgRKF4gSnlEOuDWrP0r3CyqUvjwmQKDvBX73u9+l3/zmN+nAAw9MBxxwQN9fjwsgsNECeV+dE5/T8XmtVVMg/gx15plnNiZ30kknpQ9+8ION7bIfxI0jq339HHTQQWua/r333pte/OIXZ98bHwfaf//905133tn1mHFzQHyP/CWXXJLuuuuuxvi99torPf3pT0/nnXdeOvLIIxv9HhAgQIAAAQIECBAgQGClAgL9KxUzngABAgQIEKikgPL9lVwWkyLQlwJR7vk//uM/0te//vUsKzm+K7be9tlnnyzY9OxnPzudfPLJ6VnPelZ9l58ECPyfQF6gX9n+ar88brrppvQ///M/jUkecsghjcdVeBBZ+qttBx988Gqfmj3vQx/6UCPI3+uBfvGLX6S4WeK6665re8rdd9+d4nMm9sdXXDzkIQ9pG6ODAAECBAgQIECAAAECvQjs1ssgYwgQIECAAAECVRfIy9yP7K/4B1SNAAECvQhE1v4pp5yS/uIv/iJ99KMfTVdffXVaHuSPY0QJ5ijf/PGPfzwbNzk52VNmZy/nN4bAIAgo2z8IqzhY17CWjP74HNi2bduKQZ7//Oc3gvwveMEL0je+8Y20c+fO9NWvfjX77IgDXnvttelFL3rRio/tCQQIECBAgAABAgQIEKgLyOivS/hJgAABAgQI9LVAlHNVvr+vl9DkCZQqcOmll6bTTz89RZByJS0yly+++OJ0wQUXpKc85SkreaqxBAZSIC+bX9n+gVzqUi/q9a9/fc/nHx0d7Xns8oFRsj9u5lpedn/5/qLHcaPplVdeme1+7nOfmy688MIU5fqjxfYzn/nMFDcCxNclXHHFFenmm29ORxxxRLbf/wgQIECAAAECBAgQILASAYH+lWgZS4AAAQIECFRaQPn+Si+PyRGorMD555+fBXN27drVNMfjjz8+nXrqqemoo45KtVotfe9738tKW3/3u99Nt99+e2Ps9ddfn33fctws8MQnPrHR7wGBYRTIC/Qr21/9V0LcqHTWWWc1JvroRz+68bhqD6IUf1RV2ej24Q9/OF122WUrPs3yalL/j707ga+iOh///7BvsiRsElCERGWR/YLagvnWiqK1YkWs4EJt0ILwU7SCK4hESotVUMkXXEJFC9ii4lIV3PjjUhduRBFBIUEWDRAgAZQdwt8zfme8M3Nucm9yl7n3fub1onfOmTMz57xPzKU8c565/fbbrSC/eaEGDRrI+PHjjUC/qnv33XeNbDLmcT4RQAABBBBAAAEEEEAAgVAFCPSHKkU7BBBAAAEEEPC8QEXp+3XHPD8gOogAAlEX2Ldvn9x2220SGOSvXbu2PP7440bwP7ADl19+uVFU71e+9tpr5V//+pd1WJ0/ceJEef311606dhBINQHS9ifujKtV7yr4zPaTwNdffy2TJk0yCk2bNpWMjAzjdS6h+KhV+ubWp08fc9f22atXL6usHiJTr41hQwABBBBAAAEEEEAAAQTCFagZ7gm0RwABBBBAAAEEvCpgpu939k+3utDZhjICCKSmwCOPPCLbt2+3Bq9WWqo0yypdc7BNpWBeuHChjBs3ztZEvXv5gw8+sNVRQCCVBHTft6TtT6WfgOQYa3l5ufzxj3+UgwcPGgP661//Ks2aNQt5cCoLjLkVFhaau7ZPlQnG3E477TRzl08EEEAAAQQQQAABBBBAICwBVvSHxUVjBBBAAAEEEPC6AOn7vT5D9A8B7wio9PuBqapVz5544gm5+OKLK+2kSuU/Y8YM4z3Mb7/9ttX+nnvukWXLlllldhBIJQFdoJ+MOrH7CVCBabUSfc2aNbJlyxZRDy41btxYWrVqJV26dJH27dsbryEJ7JF60KmkpET2799v/VEZSk4//XRxpu8P1rZr166SlZVlXXbz5s3Gq05UhofWrVtL586dRb0KJVG2hx9+WP773/8a3f3FL34hf/rTn4wsL6H2v3///lbT+fPnS+/eva2yufPMM8+Yu3Luueda++wggAACCCCAAAIIIIAAAuEIEOgPR4u2CCCAAAIIIOB5AV1AYdOmTaLel6o75vkB0UEEEIiawKOPPioq2G9ubdq0CTt9sgoABQb61e8aFdxSGUbYEEg1AfV969zUA3hs0RV488035c9//rN8+eWXolajB9saNWpkBLC7d+9uNbn77rslPz/fKps76nfbnDlzzKLxGaztjTfeKHl5efLNN9/IXXfdZbzW5Pjx47Zz1d/B1IMg6mEDL2/r168XNU611alTxwjwqwe7Al/vUln/e/ToIU2aNJG9e/fKQw89JM2bN5dbbrnFePDihx9+kL/85S/GQ2XqOmr1P98XlYlyHAEEEEAAAQQQQAABBIIJEOgPJkM9AggggAACCCSkgPrHUpUmePny5bb+q39cJtBvI6GAQMoL+P1+m8H1119vBHZslZUUBg8eLC1btpQdO3ZYLVWwi8CNxcFOighMnjzZNVIV1OW/BRdLxCqOHTsmN9xwg8ydO9e6pgpOqxXl6vfSypUrRQWuzW3fvn1WOnqzTr0bXq3of+WVV8yqoJ/B2qp32L/22msybNgwI7itu4B6COqSSy6Rjz76yAh469rEu049JJGTkyMHDhwwujJ+/HhR2QrUFk6gv3bt2vLss8/KpZdeKocPHzYeHLjvvvukQ4cOolL2m9dSDwA899xzxvWr8z/ff/+9fPbZZ9W5RKXnnnXWWWF/P1Z6URpUSYD5rhIbJyGAAAIIIIAAAkkrQKA/aaeWgSGAAAIIIJC6AqTvT925Z+QIhCOwYcMGW/NrrrnGVg6lULduXfntb39rC7TpVjWHci3aIJDIAiqQ69xYze8UiWxZPcQYGOS/7bbbZOLEicZqcnUn9SDAvffeK1OnTg164/PPP1/Un1DS0wdr+8Ybb8gDDzxgBLD79u1rvP5EBbvnzZsn69ats+69atUqeeGFF+Sqq66y6qq7c+jQIVGvFFDB+RNPPFHUQwdV3WbNmiXvvfeecbp6FYGyNDczOG+WK/u88MILZcGCBXLllVcaLirgr16rYG7qdQpvvfWWdOvWzayq8qfK6DBkyJAqnx/KiStWrBCfzxdKU9pEWYD5jjIwl0cAAQQQQAABBBJMoGaC9ZfuIoAAAggggAAClQroVu6b6fsrPZkGCCCQMgKBgf6aNWtWeeXxSSedZDNTqfvZEEg1AWcmHTV+Av3R/SkITK3fokULmT59uhXkV3euVauW3H///fLrX/+60o6owHSom7NtQUGB8VCBSkmvVuxPmjTJSOGvMgr06tXLdlkV6K/uVlZWJiNHjpR27dpJ/fr1jdcBdOrUSZo1a2YE+q+++mrRPXhS0X3VSvs777zTaqJs1bXNTT00Ee6mgu+7du0ysiXceuutcu211xoPXXzwwQfy7bffRiTIH26faI8AAggggAACCCCAAALJJcCK/uSaT0aDAAIIIIAAAj8KqDTBuvT9BN/48UAAAVNg27Ztsn//frMoanWlWoFalU2tIg3c+F0TqMF+KgiQtj8+sxy4QryiQPSMGTPk0UcfNTqpguO6TQXJQ910bdV77QMD5epaDRs2lDvuuEN+//vfW5dWrzaJxJafn6+9zN69e2X+/PnGH/Vag5kzZ1b6qoDjx48bKfvN7wQVkHc+HKHaVGVr0qSJkeHg4osvrsrpIZ2jvr+6d+8eUtuqNtLNeVWvxXnVE2C+q+fH2QgggAACCCCAQLIJVO1fspJNgfEggAACCCCAQNIJqFWEztWFanUXqwuTbqoZEAJVEghcza8ukJGRUaXrqJPUu7ADt927dwcW2Ucg6QV0q6f5vo3+tJ9wwgmi3tetNrXKXaXyv+6661w3VunhH3/8cVd9YEWdOnUCixXuO9uq359TpkzRnqPe7R64qRXuVdnUPcaNGycqvb56gGDAgAFy+umnS1pamhQXF8vHH38s6tUAgSn21ZhLS0tl0aJFFd7yf//3f62/MzZv3lwefPDBCtt77WD//v3l888/91q36E+UBJjvKMFyWQQQQAABBBBAIEEFCPQn6MTRbQQQQAABBBCoWECXvl8XiKj4KhxFAIFkFVCrPgO3qq7mV9dQ714O3AIDTYH17COQrALOB+vUOAn0R3+2zzvvPHnmmWesG+Xk5IhaMX/77bdLo0aNrPpQdmrUqBFKM6ONs+3ZZ58tzjrzYurVJnXr1rV+T+7Zs8c8FNZnvXr1RGUmmDhxopGeX72WwLmpbCoqo9PmzZutQ88995zMnTtX/vjHP1p1gTvKS2UdMDcV5FevQQh1Uyn41SsTVDYplZ6fDQEEEEAAAQQQQAABBBCIpUDNWN6MeyGAAAIIIIAAArESMNP3B95v06ZNQrA/UIR9BFJXoG3btrbBl5SU2MrhFJwPDXTo0CGc02mLQEILkLY/ftOn3kUfGPBW6eVzc3ONoPO9994r1fm9Fs6oKgqMqwcAAh86qGoKfLM/6enptjGb9epT/d3v7bffljZt2gRWyyOPPGIrmwXVl5EjR8oPP/xgVJ177rkyYsQI83BInw899JDxWoQnnngipPY0cguon5FU/ePWSP6aVJ1rNW42BBBAAAEEEEAgGgKs6I+GKtdEAAEEEEAAAU8IqNWEzlWGKq2tbrW/JzpMJxBAIGYC7du3t91r+/bttnI4ha1bt9qaE+i3cVBIcgHdA3Ss5o/NpJ9//vnyz3/+U6655hpbyvqdO3caqfTVSvMxY8bIXXfdJSpAHq+tfv36Mbt1VlaW3HLLLTJhwgTrniqt/fr16+XUU0+16tSOSu3/zjvvWHWnnXaakTXAqgjYCXxoYt++faIepFi9erW88MILRqumTZsGtGYXAQQQQAABBBBAAAEEEIiNAIH+2DhzFwQQQAABBBCIg4AuoK8LSMSha9wSAQTiLNCkSRMj/bOZRvrAgQOiVuar+nC3LVu22E7p2LGjrUwBgWQWcD5Qp8aq+/5NZoN4ju3KK680VrLfc889xmr2wL4cPHjQeN/8k08+KepBx0svvTTwcMz269SpE7N7qRv5fD7X/VSKfmeg//nnn7e1mzNnjq1cUWHKlCm2w/EM9B85ckSc30O2zkWgoB5gY0VyBCAjcAnmOwKIXAIBBBBAAAEEEEgiAQL9STSZDAUBBBBAAAEE7AIqhat6V2tgEMJM308Qwm5FCYFUFFCr+letWmUN/a233pLLLrvMKoeyc/jwYXnllVdsTVnRb+OgkMQCKnis2/iO1alEr+6ss84S9fvr3Xfflfvvv1/efPNN283UA01Dhw6VhQsXyuWXX247loyFPn36GEHpwNcEFBcXu4baunVradWqlateVxG4ol8dd5530kkn6U6LSd1//vOfsL+7wu2Y3+8X5RqNLXCeonH9ZLsm851sM8p4EEAAAQQQQACB6gnUrN7pnI0AAggggAACCHhbQJc+OFhgwtsjoXcIIBBpAWf6/vz8/LBvodI279ixwzqvbt26kpmZaZXZQSCZBXRZclRKc7b4CJxzzjnyxhtviEpV73xo6ejRo3L99dfLsWPH4tO5GN5VZWY54YQTbHds1KiRrawKzzzzjKjXtoTyJ/ABLnUt5zkqa0K8tlgEymNxj3j5Jdp9YzEXsbhHornTXwQQQAABBBBAwKsCrOj36szQLwQQQAABBBCIiIBuVaEuMBGRm3ERBBBIKIHf/va3ttX4S5cule+++07atm0b8jgee+wxW9sbbrjBFWCyNaCAQBIJzJs3zzUa3feuqxEVURXo3r27qLT0TzzxhIwaNUrKy8uN++3evVvUyuwzzzwzqveP98V/+OEH+f77723diOeKe1tHolBo3LixNG/ePApX/vmSugclfj7KXiwFmO9YanMvBBBAAAEEEEDA+wIE+r0/R/QQAQQQQAABBCIsQPr+CINyOQQSVEBl/PjLX/4iGzduNEagVrqqFa/PPfecNGzYsNJR3XXXXRL44FCDBg1E1bEhkAoCwbLjEOiPzeyr14aY6eTbtWunvan6faZeXzR//nzr+KeffqoN9IezgjecturGge0D961OVbLzxRdfyOTJk41WZ599ttx2220VnrF+/Xrb8Vq1aklWVpatLtxCYL8D98O9TjTaDxw4UHbu3BmNS3NNDwow3x6cFLqEAAIIIIAAAgjEUYBAfxzxuTUCCCCAAAIIRF/glFNOkezsbOMfugPvpgIUBCMCRdhHIPUE6tSpI3fffbcR3DdH//rrr8u5554r6h24LVq0MKttn+qBALVK1pmqecyYMdKmTRtbWwoIJKtA4EMu5hhJ229KRP9TpZ0fOXKkcaN3331XBgwYoL1pjx49bIH+YK8WUavgAzf1IEGwLZy26hqB7Q8ePBjsskHr1cNY6jUpaluyZInk5ORIWlpa0PazZs2yHbv44ouD/j63NaygUN0xVHBpDmkEVqxYIf/97381RxKvSj2IM2TIkMTreIx7rLKQfPvttzG+a/Rup14fon5XsSGAAAIIIIAAAtEWINAfbWGujwACCCCAAAJxF1CrdtWKtsBNF6AIPM4+AgikhsCIESOMVf3ffPONNeCPP/5Y+vTpIxdddJH4fD7jj/qHerV6VgXUVIBfpb8O3Jo2bSq33357YBX7CCS1AGn74zu9Zjp+1Yv7779f1ENKNWvWdHVq7dq1tjr1O0237dq1y1ZdWlpqKwcWwml79OhR2bNnj3X6kSNH5MCBA6IyoFRl279/v/y///f/5J///Kf2dPW7+emnn7aOKZNbb73VKldlR1kHjkGV1WsQmjVrVpXLcU4IAm+++abxIF4ITT3fRD1wTKC/8mlSD+gk0/8/y8jIINBf+bTTAgEEEEAAAQQiIECgPwKIXAIBBBBAAAEEvC2gW7lP+n5vzxm9QyBWAmpVv1q9P2zYMFm1apV1282bN8ucOXOsckU76t3IapVpsAwAFZ3LMQQSUYC0/d6atTfeeMNY3T99+nTr95AKsKuHkgIfyDj//PMlPT1d23m1mjZwe/vtt+W7776Ttm3bBlYb++G0Xbx4sQQ+lKAuoFbnX3XVVa7rhlqhXkWgMg5MnTpVTj31VOM09SCWCv6r16eosZubegjinHPOMYtV+vzXv/4l6gGFwG3hwoUyevTowCr2IyjQrVs3ueaaayJ4xfhdqnPnzvG7eQLdWf1+OumkkxKoxxV3taKsIxWfyVEEEEAAAQQQQCA8gRo/vlvseHin0BoBBBBAAAEEEEg8ARXsd67qVyt5gwUrEm+E9BiB5BDoccubroF8PmOgqy7SFYcOHZIJEybII488Etal1e8W9UDA6aefHtZ5NEYgkQVUppzAALIai0rbb75HPZHHlih9f+KJJ+SGG26wdVetku/UqZM0atRIvv76a9mxY4d1XAUbVSp05yr0NWvWyI033uj6O5I6UT3EdMcdd8htt91mXCectuqfmq6//nrjtQHOdP3qAavf/e53xu/OUIJhb731lqj3kus2db5ate/MMtCwYUMjW8vNN9+sOy2kurKyMrnppptEF+ivVauWqFcCqFXIKuMLGwIIIIAAAggggAACCCAQDwF3Xrd49IJ7IoAAAggggAACURZQQQnnlkzpIZ1jo4wAAuEJ1KtXTx5++GF57bXX5MILLxQVJAq2NW7c2EjD+9JLL8myZcsI8geDoj5pBXTfn6ecckrSjteLA+vbt6+ov9t06dLFStmvUuKvXLlS3n//fSvI3759e5k0aZIRyHcG+dW41q9frw3yq2MqeP7KK6+oXWMLp6064ZlnnhFnkF/Vq9Xx//73v23p8FV9sO28884T9QqChx56SNS++n1tbioYHxjk79ixo4wfP16++OILqU6QX11fpedXWQKcq/nVsWPHjon6DiguLlZFNgQQQAABBBBAAAEEEEAgLgKs6I8LOzdFAAEEEEAAgVgLbNy4UTp06OC6rQrSqRW5bAgg4A2BeK3od45erfBXgSW1Inbnzp1So0YNadmypbRq1coI7NetW9d5CmUEUkJABfl/9atfucZKskAXScwq9u3bJ9u3bzd+V6mgt/p91aZNG1HviFavFFHlZNrUz5r6vayC7Fu3bhVVbt26tTFmNW42BBBAAAEEEEAAAQQQQCBVBGqnykAZJwIIIIAAAgiktoBaaZidne1ataZS9xPoT+2fDUaPgE5ArRjt2bOn7hB1CKS0gO6VN+pVOGzxE1Cp+tVKdvUnFTbzwSv18FWPHj1SYciMMQSB0tJSKSoqEvVwr8r0oB5yURkvsrKypHbtyP7z5549e4x7ffPNN8YDJ+r1Eenp6cY91X+HmZmZIfSYJtUViOWcB/Y1Pz9ffvjhB6Pq1FNPlYsuuijwMPsIIIAAAggggEBMBSL7N92Ydp2bIYAAAggggAAC4QmoFLfLly+3naRLP2xrQAEBBBBAAAEELAHd9yYPzFk87CCAQAwF1CsUXn31VXnsscdkyZIlUl5e7rq7ysAzdOhQ4/U8zZs3dx0Pp0JlAsvLyzNe23D06NGgp6oME7/85S/lzjvvFJ/PF7QdB8IXiPWcO3uoXtkxcuRIq1oF+Qn0WxzsIIAAAggggEAcBGrG4Z7cEgEEEEAAAQQQiIuALhCxadMm0QUt4tJBbooAAggggICHBdT3pfredG7qQTo2BBBAIJYChYWF0rdvXxk8eLC89tprVpC/SZMmolZZm6v4Dx8+LPPnz5euXbsa7arSx5KSEjnvvPPk3HPPleeff17MIL9ayd+uXTvrXua11as0XnjhBfH7/WYVnxEQiOWc67qrXuv05z//2XZo9+7dtjIFBBBAAAEEEEAg1gIE+mMtzv0QQAABBBBAIG4CZvp+Zwd0aYidbSgjgAACCCCQ6gK670vS9qf6TwXjRyD2AosWLZLevXvLypUrrZurILwqq7T669atk++//17uuece67gKvg8bNkxU0D6c7f333zde5fP2229bp6l7q0D+zp07ZcuWLca9JkyYYB03d84++2xzl89qCsRyzoN1debMmcYrGwKPq9dEsCGAAAIIIIAAAvEUINAfT33ujQACCCCAAAIxF9CtOmRFf8yngRsigAACCCSggO77UpctJwGHRpcRQCBBBF5//XW58sorjeC62eWHH35YVCC+Z8+eZpXUr19fcnNzjfT5ZuXevXvl7rvvNouVfn7++ecyaNAg2bp1q9X2sssuk/fee09+97vfSVpamlGv7vW3v/1NLrzwQqvdCSecIGeccYZVZqfqArGc82C9VD8DU6dOdR1mRb+LhAoEEEAAAQQQiLEAgf4Yg3M7BBBAAAEEEIivgC4gQfr++M4Jd0cAAQQQ8L4Aafu9P0f0EIFkF1i7dq2xKr+8vNwa6rRp0+Smm26yys6dm2++WerWrWtVz50711iFb1UE2dmxY4fxWoB9+/ZZLUaNGiXPPfecNGzY0KoL3FHHzU29VqBWrVpmkc8qCsRyzivq4l133WV7uMRsy4p+U4JPBBBAAAEEEIiXAIH+eMlzXwQQQAABBBCIiwDp++PCzk0RQAABBBJcQJe2Pzs7O8FHRfcRQCBRBI4ePSpDhgwxUvObfVar6++44w6zqP1s3bq19OvXzzqmHhJYvXq1VQ62c/XVV4t6GNjcOnXqJDNmzJAaNWqYVa7Pbt26WXWk7bcoqrwT6zkP1tEVK1bIvHnzjMO9evWSoUOHWk0PHjwohw4dssrsIIAAAggggAACsRYg0B9rce6HAAIIIIAAAnEXIH1/3KeADiCAAAIIJJiALm2/7vs0wYZFdxFAIEEEnnzySVGru82tUaNGot6ZHsrWtm1bW7OioiJb2VlQqeLfeOMNq7pmzZryj3/8w3gdgFWp2VEPFC9evFheeOEF+dOf/qRpQVU4ArGc82D9On78uKisEOpTbQ899JDUq1fP1pxV/TYOCggggAACCCAQYwEC/TEG53YIIIAAAgggEH8B0vfHfw7oAQIIIIBA4ghs3LjRtrLV7Lnu+9Q8xicCCCAQKQGVPv++++6zXW7ChAly0kkn2eqCFQJT96s2hYWFwZqKWvHvzBIwduxYOeuss4KeYx5Qq/0vvfRS+d3vficnn3yyWc1nFQRiOecVdW/+/Pny4YcfGk3U3KrvPefP0+7duyu6BMcQQAABBBBAAIGoChDojyovF0cAAQQQQAABLwqQvt+Ls0KfEEAAAQS8KhAsbb/6PmVDAAEEoi0wZ84c2bZtm3UbFVC/7rrrrHK4O7t27Qp6yqJFi2TVqlXWcXWvcePGWWV2YiMQyzkPNiL1sIH50EedOnXkgQceMJrWr1/fdgor+m0cFBBAAAEEEEAgxgIE+mMMzu0QQAABBBBAwBsCunTDurTE3ugtvUAAAQQQQCB+ArpAv+57NH495M4IIJDMAmpVdeDWv3//kFfzq/NKSkoCT5f09HRbObDw9NNPBxZl4MCB0qFDB1sdhegLxHLOg41m2rRp8t133xmHVVaHrKwsY98Z6GdFfzBB6hFAAAEEEEAgFgIE+mOhzD0QQAABBBBAwHMCunTDmzZtEoL9npsqOoQAAgggEEcB0vbHEZ9bI4CAfP3117Jy5UqbxLBhw2zlygrOQH+LFi20p+zcuVPeeOMN27EbbrjBVqYQfYFYznmw0ajvvgcffNA43Lx5c5k0aZLVtGHDhta+2mFFv42DAgIIIIAAAgjEWIBAf4zBuR0CCCCAAAIIeEOA9P3emAd6gQACCCDgbQHdav7s7GxR36NsCCCAQLQFnn32WdstateuLUOHDrXVVVb49ttvbU1atWplK5sFlbb/6NGjZlHUAwGXXHKJVWYnNgKxnPNgI7rtttvk4MGDxuHJkydLs2bNrKaNGze29tUOK/ptHBQQQAABBBBAIMYCtWN8P26HAAIIIIAAAgh4RkClHV6+fLmtP6zot3FQQCC2AkeOyKXFy+S8khXSft9W496bGrWRJ0f+f5J+3fVy2S9PiW1/uBsCCIgu0E/afn4wEEAgVgLvvPOO7VYqlX6wFfm2hv9XWL9+vezYscN2qFu3brayWVi6dKm5a3yqh5rUu9nZYisQyznXjWzZsmXy/PPPG4c6deoko0aNsjVr0qSJrcyKfhsHBQQQQAABBBCIsQAr+mMMzu0QQAABBBBAwDsCpO/3zlzQEwTKS7ZL2YghMrbo39Lp+2+kQflB44/aH/zZvyTtxsHy6Pz/AoUAAjEUIG1/DLG5FQIIuASOHTsmBQUFtvorrrjCVq6s4HyoVwXue/furT3to48+stX379/fVqYQfYFYz7lzROr+48aNs6r//ve/i8oiEbixoj9Qg30EEEAAAQQQiLcAgf54zwD3RwABBBBAAIG4CZC+P2703BgBu8CPK/n3jLtejq5bY68PKJ1RZ5+cMX20/PHhj6S49EDAEXYRQCBaArrV/KTtj5Y210UAAafAmjVrZN++fbbq7t2728qVFZyB/h49ekj9+vVdp6kHm7Zv326rHzBggK1MIfoCsZxz3WieeOIJWbVqlXFIZY/4zW9+42rGin4XCRUIIIAAAgggEEcBAv1xxOfWCCCAAAIIIBB/AV36YdL3x39e6EFqCRx4YWGFQX5TQwX7677yzx8D/T+9M9Ws5xMBBKIjoAv067LhROfuXBUBBFJdwAy4Bjp06NAhsFjpvjPQrx5W0m3OzAEnnHCC9OzZU9eUuigKxHLOncNQKfgnTpxoVNeoUUOmT58u5eXlrj8NGza0nbp7925bmQICCCCAAAIIIBBLAXvuoVjemXshgAACCCCAAAIeENAFLDZt2iQq2K875oEu0wUEkk7g0OsvhzymP9f/Sk7NSgu5PQ0RQKDqAur70LnpHpBztqGMAAIIREKgpKTEdpmmTZtKWlrofwdQf5/fsmWL7RrDhw+3lc3C1q1bzV3jUz1QUKtWLVsdhegLxHLOnaO57777ZOfOnUb18ePHpVevXs4m2rJ6QIANAQQQQAABBBCIlwAr+uMlz30RQAABBBBAwBMCpO/3xDTQiRQXOFq0PmSBtD07Qm5LQwQQqLrA5MmTXSe3b99e1PcmGwIIIBALATPoat4r3NX8s2fPNk81Pjt37iy9e/e21ZmFHTvsf79o1aqVeYjPGArEcs4Dh7V27VrJy8sLrAp5nxX9IVPmu2wSAABAAElEQVTREAEEEEAAAQSiIMCK/iigckkEEEAAAQQQSCwBtTrRmdaT9P2JNYf0FgEEEEAgsgK670FW80fWmKshgEDFAs6V0uEE+rdt2yaLFy+23eDqq6+2lQMLzgBzy5YtAw+zHyOBWM554JBuueUWOXr0qFF14403yk033RR42LavHgoZMGCAVefss3WAHQQQQAABBBBAIAYCBPpjgMwtEEAAAQQQQMDbAroU/aTv9/ac0bvkEqideaocWf1ZSINSbdkQQCD6As4H4NQdCfRH3507IIDAzwItWrT4ufDjnrNsO+goPPbYY3LkyBGrVp2rArjBtsaNG9sONWvWzFamEBsB5xw7yxX1Itw5N6/1n//8R5YuXWoUmzdvLlOnTpWK5r9t27bmqcYnK/ptHBQQQAABBBBAIMYCpO6PMTi3QwABBBBAAAHvCQRL379x40bvdZYeIZCEAvUuvCTkUYXTNuSL0hABBGwCpO23cVBAAIE4CWRlZdnu7EyvbzsYUFi3bp1Mnz49oEZkypQpFQZvO3bsaGsf6irtDz74QC666CLjj8oiwFY9gVjOuerp4cOH5dZbb7U6PX78+Ap/TlTDRo0aSc2aP/+T+p49e+T48ePWNdhBAAEEEEAAAQRiKfDz30pieVfuhQACCCCAAAIIeExAt0pRl7bYY92mOwgkhUCDy4bJ3pbtKh1L7dO6iGrLhgAC0RXQff/pviej2wuujgACqS7gDPpu2bKlUpJjx47JtddeK/v377faduvWTW644QarrNvJzMy0VRcXF9vKukJ5ebmR4v3111+XJUuWSIMGDXTNqAtDIJZzrro1Y8YMWb9+vdHDtLS0CrM+mMOoUaOG1K9f3yyK+jnYtWuXVWYHAQQQQAABBBCIpQCB/lhqcy8EEEAAAQQQ8KyALn2/LtDh2QHQMQQSWMC/6QcZ2m6UrD7SKOgoVJC/6cwnROrUCdqGAwggEBkB0vZHxpGrIIBA9QQ6d+5sC55/+umnVlA22JVVRpKPP/7YOpyeni6LFi2SWrVqWXW6nU6dOtlWaX/yySdSUlKia2rVTZs2TVSf1Hb66adL06ZNrWPsVE0glnOuHhzJzc21OqoeaHO+wsE66NgJfC2EOlRYWOhoQREBBBBAAAEEEIiNAIH+2DhzFwQQQAABBBDwuIAuff+mTZuEYL/HJ47uJYXA7CUb5NgJzWVc9jSZ2GyQfHqkiewrryEHatSVrxp3kBPGT5K0ec9LzVatk2K8DAIBLwuQtt/Ls0PfEEgtAbXCWqVSNzeVHl29P123HTx4UHJycuT++++3DterV09efPFFIwhvVQbZUe9dV5kAzO3QoUPGam+zHPip+qFWgt97771W9Zlnnmnts1N1gVjNuZrD66+/Xvbt22d1tk+fPtZ+RTvbt28XZ6B/7dq1FZ3CMQQQQAABBBBAIGoCBPqjRsuFEUAAAQQQQCDRBHRpiZ966qlEGwb9RSChBHJmFYi/qPSnPteqIx92GywTzv2bDM7Ok9/2f1jG9pwgDX7/4z+8s5I/oeaVziaugO4BN933Y+KOkJ4jgEAiCdx+++2igvDmNm/ePLnqqqvkm2++Maq2bt0q//73v6V///4yd+5cs5m0aNFCFi9eLAMGDLDqKttRDwkEpt//61//KuPGjZPNmzcbp+7evVvef/99ueiii4z3uqvXBJgbgX5TovqfsZjzW2+9VZYuXWrr7GeffWYrByvMmTPHdSgvL0/UwwNsCCCAAAIIIIBArAVq/PiXEP4WEmt17ocAAggggAACnhTYuHGjdOjQwda39u3bi6pnQwCByAv4C8skJ8+vuXCNH+t+/r8pn88YqGlDFQIIRENAvXvYuS1btkx0r7hxtqOMAAIIRENg5cqVoh44WrVqle3y6j3paiW/czv//PNFPazbpk0b56FKyy+//LKMHDlSduzYYWsb7F5mo4KCAundu7dZ5LOaAtGa83Xr1smf/vQnbdY29f13wQUXyNNPPy0tW7Z0jUBlexs6dKisWLHCdUxV9O3bVx5//HHp2bOn9jiVCCCAAAIIIIBANARY0R8NVa6JAAIIIIAAAgkpQPr+hJw2Op2gAsWlB4IE+dWAfg7yJ+jw6DYCCSkQLIsNQf6EnE46jUDSCPTq1Uv8fr/cd999ov6+bj6QFBjkb9iwoZF6/9133zVWalclyK/ALrnkEvnyyy+NrAEqK4C5Bd5L1dWuXdsI6KqHAtQK7+7du5tN+YyAQLTmXGWt0WWuUV1Wa+GWLFli/Xw5h/HRRx8FDfKrtuoBgJKSEudplBFAAAEEEEAAgagKsKI/qrxcHAEEEEAAAQQSTUAFOa677jpbt0eMGGGsCrJVUkAAgWoJ2FL2V3IlVvRXAsRhBCIkoFbMqrTYgZt6B/XkyZMDq9hHAAEE4iqwf/9+USuzd+3aJbVq1TKC/+3atTOC75HumFrZr96/vnfvXmnatKmod8g3a9bMWPFdr169SN+O6wURiOWcB+kC1QgggAACCCCAgCcFCPR7clroFAIIIIAAAgjES4D0/fGS576pJDB7SZHMWbrBNWRfZrr4i0pd9QT6XSRUIBAVAXOVbODFSdsfqME+AggggAACCCCAAAIIIIAAAt4RIHW/d+aCniCAAAIIIICARwXU+xiDpXj0aJfpFgKeFfAXlmmD/KrD+WP7eLbfdAyBZBcgbX+yzzDjQwABBBBAAAEEEEAAAQQQSDYBAv3JNqOMBwEEEEAAAQSqJaDe+5mdne26RrAAiKshFQggUKHAxAVfao/nj/Fp66lEAIHYCOgeaFNp+9kQQAABBBBAAAEEEEAAAQQQQMCbAgT6vTkv9AoBBBBAAAEE4iig3lHs3HQBEGcbygggULFAzqwCKS474Go06oKO4stKc9VTgQACsROYN2+e62b/8z//46qjAgEEEEAAAQQQQAABBBBAAAEEvCFAoN8b80AvEEAAAQQQQMBDArrABun7PTRBdCUhBV76pFj8RaWuvvsy02X0oExXPRUIIBA7gWBZa3Tfh7HrFXdCAAEEEEAAAQQQQAABBBBAAIGKBAj0V6TDMQQQQAABBBBISQHS96fktDPoKAr4C8tk0kJ9yv7c4V2ieGcujQACoQjostaQtj8UOdoggAACCCCAAAIIIIAAAgggED8BAv3xs+fOCCCAAAIIIOBhAdL3e3hy6FrCCcxeskHb5/wxPslIb6A9RiUCCMROQBfoVw+9sSGAAAIIIIAAAggggAACCCCAgHcFCPR7d27oGQIIIIAAAgjEUUCXrpj0/XGcEG6dsAI5swq0Kfsv6dtGfFlpCTsuOo5AsgioIL/6fnNuugfenG0oI4AAAggggAACCCCAAAIIIIBA/AQI9MfPnjsjgAACCCCAgIcFSN/v4cmhawkjoFL2+4tKXf31ZaZL7vAzXPVUIIBA7AWeeuop101HjBjhqqMCAQQQQAABBBBAAAEEEEAAAQS8JUCg31vzQW8QQAABBBBAwEMCutWMuvTGHuoyXUHAMwLFpQckJ8+v7c/oQR219VQigEDsBXTfa7qsNrHvGXdEAAEEEEAAAQQQQAABBBBAAIGKBAj0V6TDMQQQQAABBBBIaQFdoIP0/Sn9I8HgwxCYuGCNtnX+GB8p+7UyVCIQewHS9sfenDsigAACCCCAAAIIIIAAAgggECkBAv2RkuQ6CCCAAAIIIJB0AqTvT7opZUAxEpi4YHXQlP2+rLQY9YLbIIBAZQKk7a9MiOMIIIAAAggggAACCCCAAAIIeFeAQL9354aeIYAAAggggIAHBEjf74FJoAsJJeAvLJOXV2x19TkjrYHkj+3jqqcCAQTiJ0Da/vjZc2cEEEAAAQQQQAABBBBAAAEEqitAoL+6gpyPAAIIIIAAAkktQPr+pJ5eBhcFgZw8v/aqucO7auupRACB+AiQtj8+7twVAQQQQAABBBBAAAEEEEAAgUgJEOiPlCTXQQABBBBAAIGkFCB9f1JOK4OKkkDOrALtlacM6yqk7NfSUIlA3AR0afuzs7Pj1h9ujAACCCCAAAIIIIAAAggggAAC4QkQ6A/Pi9YIIIAAAgggkIICpO9PwUlnyGELzF5SJP6iUtd5vsx0Gdwvw1VPBQIIxFdAl7Zf930X315ydwQQQAABBBBAAAEEEEAAAQQQCCZAoD+YDPUIIIAAAggggMD/CZC+nx8FBCoW8BeWyZylG7SN8sf20dZTiQAC8RPYuHGjbNq0ydUB3fedqxEVCCCAAAIIIIAAAggggAACCCDgCQEC/Z6YBjqBAAIIIIAAAl4WIH2/l2eHvnlBYOKCL7XdyB/j09ZTiQAC8RUIlrZffd+xIYAAAggggAACCCCAAAIIIIBAYggQ6E+MeaKXCCCAAAIIIBBnAV06Y13a4zh3k9sjEHOBnFkFUlx2wHXfURd0FF9WmqueCgQQiL+ALtCv+56Lf0/pAQIIIIAAAggggAACCCCAAAIIBBMg0B9MhnoEEEAAAQQQQCBAQJfOWKU9JtgfgMRuygm89Emx+ItKXeP2ZabL6EGZrnoqEEAg/gKk7Y//HNADBBBAAAEEEEAAAQQQQAABBCIhQKA/EopcAwEEEEAAAQSSXoD0/Uk/xQwwTAF/YZlMWqhP2Z87vEuYV6M5AgjESkC3mj87O1tI2x+rGeA+CCCAAAIIIIAAAggggAACCERGgEB/ZBy5CgIIIIAAAgikgIAurTEr+lNg4hmiVmD2kg3a+vwxPslIb6A9RiUCCMRfQBfo132/xb+n9AABBBBAAAEEEEAAAQQQQAABBCoSINBfkQ7HEEAAAQQQQACBAAHS9wdgsJvSAjmzCrQp+y/p20Z8WWkpbcPgEfCyAGn7vTw79A0BBBBAAAEEEEAAAQQQQACB8AQI9IfnRWsEEEAAAQQQSGEB0ven8OQzdEtApez3F5VaZXPHl5kuucPPMIt8IoCABwV0q/lJ2+/BiaJLCCCAAAIIIIAAAggggAACCIQgQKA/BCSaIIAAAggggAACpoAuvTHp+00dPpNdoLj0gOTk+bXDHD2oo7aeSgQQ8I6ALtCvy1bjnR7TEwQQQAABBBBAAAEEEEAAAQQQCCZAoD+YDPUIIIAAAggggIBGQBcQ2bRpkxDs12BRlXQCExes0Y4pf4yPlP1aGSoR8JaA+r5ybroH2JxtKCOAAAIIIIAAAggggAACCCCAgPcECPR7b07oEQIIIIAAAgh4WID0/R6eHLoWVYGJC1YHTdnvy0qL6r25OAIIVF9g8uTJrou0b99e1PcaGwIIIIAAAggggAACCCCAAAIIJJ4Agf7EmzN6jAACCCCAAAJxFtCtfmRFf5wnhdtHVcBfWCYvr9jqukdGWgPJH9vHVU8FAgh4T0D3PaX7PvNez+kRAggggAACCCCAAAIIIIAAAgjoBAj061SoQwABBBBAAAEEKhAgfX8FOBxKSoGcPL92XLnDu2rrqUQAAe8JLF++3NUpAv0uEioQQAABBBBAAAEEEEAAAQQQSBgBAv0JM1V0FAEEEEAAAQS8IhAsff/GjRu90kX6gUDEBHJmFWivNWVYVyFlv5aGSgQ8J0Dafs9NCR1CAAEEEEAAAQQQQAABBBBAoNoCBPqrTcgFEEAAAQQQQCAVBXSrIHVpkVPRhjEnj8BLnxSLv6jUNSBfZroM7pfhqqcCAQS8KaD7ftJ9j3mz9/QKAQQQQAABBBBAAAEEEEAAAQR0AgT6dSrUIYAAAggggAAClQjo0vfrAimVXIbDCHhWwF9YJpMWfqntX+7wLtp6KhFAwJsCpO335rzQKwQQQAABBBBAAAEEEEAAAQSqI0Cgvzp6nIsAAggggAACKSugS9+/adMmIdifsj8SSTfw2Us2aMeUP8YnGekNtMeoRAAB7wmQtt97c0KPEEAAAQQQQAABBBBAAAEEEIiEAIH+SChyDQQQQAABBBBISQFd2uOnnnoqJS0YdHIJ5Mwq0Kbsv6RvG/FlpSXXYBkNAkkuoHsATff9leQMDA8BBBBAAAEEEEAAAQQQQACBpBMg0J90U8qAEEAAAQQQQCBWAqTvj5U094mlgErZ7y8qdd3Sl5kuucPPcNVTgQAC3hbQpe3XfX95exT0DgEEEEAAAQQQQAABBBBAAAEEnAIE+p0ilBFAAAEEEEAAgRAFSN8fIhTNEkaguPSA5OT5tf0dPaijtp5KBBDwrkCwLDME+r07Z/QMAQQQQAABBBBAAAEEEEAAgVAFCPSHKkU7BBBAAAEEEEBAI6BLfxwssKI5nSoEPCUwccEabX/yx/hI2a+VoRIBbwvo0vbfe++93u40vUMAAQQQQAABBBBAAAEEEEAAgZAECPSHxEQjBBBAAAEEEEBAL6BbFakLrOjPphYB7whMXLA6aMp+X1aadzpKTxBAIGSBefPmudrqvrdcjahAAAEEEEAAAQQQQAABBBBAAAHPCxDo9/wU0UEEEEAAAQQQSDSBTZs2CcH+RJu11O6vv7BMXl6x1YWQkdZA8sf2cdVTgQAC3hcIll2GQL/3544eIoAAAggggAACCCCAAAIIIBCKAIH+UJRogwACCCCAAAIIBBE45ZRTJDs723U0WIDF1ZAKBDwgkJPn1/Yid3hXbT2VCCDgfQHdA2ek7ff+vNFDBBBAAAEEEEAAAQQQQAABBEIVINAfqhTtEEAAAQQQQACBIAJ/+MMfXEd0ARZXIyoQ8IBAzqwCbS+mDOsqpOzX0lCJQEIIkLY/IaaJTiKAAAIIIIAAAggggAACCCBQZQEC/VWm40QEEEAAAQQQQOAnAV0aZNL389ORCAKzlxSJv6jU1VVfZroM7pfhqqcCAQQSQyBYVhnd91VijIheIoAAAggggAACCCCAAAIIIICAU4BAv1OEMgIIIIAAAgggEKYA6fvDBKO5JwT8hWUyZ+kGbV/yx/bR1lOJAAKJIaDLKkPa/sSYO3qJAAIIIIAAAggggAACCCCAQKgCBPpDlaIdAggggAACCCBQgQDp+yvA4ZAnBSYu+FLbr/wxPm09lQggkDgCukC/eiiNDQEEEEAAAQQQQAABBBBAAAEEkkeAQH/yzCUjQQABBBBAAIE4CujSIZO+P44Twq0rFMiZVSDFZQdcbUZd0FF8WWmueioQQCBxBFSQX33/ODfdA2nONpQRQAABBBBAAAEEEEAAAQQQQCBxBAj0J85c0VMEEEAAAQQQ8LAA6fs9PDl0zSbw0ifF4i8qtdWpgi8zXUYPynTVU4EAAokl8NRTT7k6PGLECFcdFQgggAACCCCAAAIIIIAAAgggkNgCBPoTe/7oPQIIIIAAAgh4SEC3WlKXPtlDXaYrKSbgLyyTSQv1Kftzh3dJMQ2Gi0ByCui+d3RZZ5Jz9IwKAQQQQAABBBBAAAEEEEAAgdQRINCfOnPNSBFAAAEEEEAgygK6QArp+6OMzuXDEpi9ZIO2ff4Yn2SkN9AeoxIBBBJHgLT9iTNX9BQBBBBAAAEEEEAAAQQQQACB6goQ6K+uIOcjgAACCCCAAAL/J0D6fn4UvCyQM6tAm7L/kr5txJeV5uWu0zcEEAhRgLT9IULRDAEEEEAAAQQQQAABBBBAAIEkECDQnwSTyBAQQAABBBBAwDsCpO/3zlzQk58FVMp+f1HpzxX/t+fLTJfc4We46qlAAIHEFCBtf2LOG71GAAEEEEAAAQQQQAABBBBAoCoCBPqrosY5CCCAAAIIIIBAEAHS9weBoTpuAsWlByQnz6+9/+hBHbX1VCKAQOIJkLY/8eaMHiOAAAIIIIAAAggggAACCCBQHQEC/dXR41wEEEAAAQQQQMAhQPp+BwjFuAtMXLBG24f8MT5S9mtlqEQgMQV0afuzs7MTczD0GgEEEEAAAQQQQAABBBBAAAEEKhUg0F8pEQ0QQAABBBBAAIHwBEjfH54XraMnMHHB6qAp+31ZadG7MVdGAIGYC+jS9uu+j2LeMW6IAAIIIIAAAggggAACCCCAAAJRESDQHxVWLooAAggggAACqSxA+v5Unn3vjN1fWCYvr9jq6lBGWgPJH9vHVU8FAggkrsDGjRtl06ZNrgHovo9cjahAAAEEEEAAAQQQQAABBBBAAIGEFKidkL2m0wgggAACCCCAgIcFzPT9y5cvt/VSpVUm6GIjoRBFgZw8v/bqucO7auupRACBxBUIlrZffR+xIYAAAgi4Bd555x2ZPHmy+0CS1/ztb3+Ts88+O8lHyfAQQAABBBBAAIHUESDQnzpzzUgRQAABBBBAIIYCKl2yM9CvS6scwy5xqxQSyJlVoB3tlGFdhZT9WhoqEUhoAV2gn7T9CT2ldB4BBKIsUFJSIu+9916U7+K9y+/atct7naJHCCCAAAIIIIAAAlUWINBfZTpORAABBBBAAAEEggvoVu6rtMoq2K87FvxKHEEgPIHZS4rEX1TqOsmXmS6D+2W46qlAAIHEFiBtf2LPH71HAIH4CAwYMEBefPHF+Nw8jnft27dvHO/OrRFAAAEEEEAAAQQiLUCgP9KiXA8BBBBAAAEEEPhRgPT9/BjEQ8BfWCZzlm7Q3jp/bB9tPZUIIJDYArrV/NnZ2cb3UGKPjN4jgAAC0RNo27atqD9sCCCAAAIIIIAAAggkskDNRO48fUcAAQQQQAABBLwsoEubTPp+L89Y4vdt4oIvtYPIH+PT1lOJAAKJL6AL9Ou+fxJ/pIwAAQQQQAABBBBAAAEEEEAAAQQCBQj0B2qwjwACCCCAAAIIRFBAl6LfTN8fwdtwKQQMgZxZBVJcdsClMeqCjuLLSnPVU4EAAokvQNr+xJ9DRoAAAggggAACCCCAAAIIIIBAVQVI3V9VOc5DAAEEEEAAAQQqESB9fyVAHI6YwEufFIu/qNR1PV9muowelOmqpwIBBJJDQLean7T9yTG3jAIBBLwnUFpaKkVFRaIesiorK5MWLVpIly5dJCsrS2rXDu+fWI8fPy6bN28OOsjmzZvLCSecEPS47sCePXtk9+7drkM1atSQk08+2VVPBQIIIIAAAggggEDiC4T3t9DEHy8jQAABBBBAAAEEYiqg0icvX77cdk/S99s4KFRToLj0gExaqE/ZP3pQx2pendMRQMDLArpAvy6bjJfHQN8QQAABLwscO3ZMXn31VXnsscdkyZIlUl5e7upu3bp1ZejQofLwww+LCtCHsq1evVq6d+8etOm0adPkjjvuCHrceUD185xzzpFVq1Y5DxnlkpISadmypfYYlQgggAACCCCAAAKJK0Dq/sSdO3qOAAIIIIAAAgkgoAu4kL4/ASYugbo4ccEabW/zx/hI2a+VoRKB5BFQ3yfOTT1gxoYAAgggUH2BwsJC6du3rwwePFhee+01K8jfpEkTOfXUU61V/IcPH5b58+dL165djXah3PnEE0+Ue+65J+iDARWt9tddPy8vTxvkz8jIkBkzZhDk16FRhwACCCCAAAIIJIEAgf4kmESGgAACCCCAAALeFTDT9zt7qFuF6WxDGYHKBCYuWB00Zb8vK62y0zmOAAIJLDB58mRX79u3by/qe4cNAQQQQKB6AosWLZLevXvLypUrrQude+65RlmlyF+3bp18//33RrDebLB9+3YZNmyYqNXzlW1qdX1ubq5cf/312qbhBPq3bdsmkyZN0l7nlVdekXHjxmmPUYkAAggggAACCCCQ+AIE+hN/DhkBAggggAACCHhcQLe6kvT9Hp+0BOiev7BMXl6x1dXTjLQGkj+2j6ueCgQQSC4B3feI7vsmuUbNaBBAAIHoC7z++uty5ZVXGoF8824qLf/bb78tPXv2NKukfv36RrD+zjvvtOr27t0rd999t1WubOekk07SNgkn0D9hwgRRDx84t1/84hfGwwrOesoIIIAAAggggAACySNAoD955pKRIIAAAggggIBHBUjf79GJSfBu5eT5tSPIHd5VW08lAggkl8Dy5ctdAyLQ7yKhAgEEEAhLYO3atcaq/PLycuu8adOmyU033WSVnTs333yz1K1b16qeO3eubNmyxSpXtLNx40brsHpwwNxCDfS/99578swzz5in2T4vvPBCW5kCAggggAACCCCAQPIJEOhPvjllRAgggAACCCDgMYFg6fsD/2HPY12mOx4XyJlVoO3hlGFdhZT9WhoqEUgqAdL2J9V0MhgEEPCIwNGjR2XIkCG21fGXXXaZ3HHHHRX2sHXr1tKvXz+rjXpIYPXq1Va5op2Cgp//Tjdw4ECrqVqhr7IDVLSp/o4ZMyZokwEDBgQ9xgEEEEAAAQQQQACB5BAg0J8c88goEEAAAQQQQMDjArpVlrq0yx4fBt3zgMDsJUXiLyp19cSXmS6D+2W46qlAAIHkE9B9f+i+Z5Jv5IwIAQQQiJ7Ak08+KWpFv7k1atRIZs6caRYr/Gzbtq3teFFRka2sK6gHAvz+nzI0nXjiibbXAqj2la3qz8vLky+++MK49C9/+Utp1qyZdZvatWvbHj6wDrCDAAIIIIAAAgggkFQCBPqTajoZDAIIIIAAAgh4VUCXvl8XqPFq/+mXNwT8hWUyZ+kGbWfyx/bR1lOJAALJJ0Da/uSbU0aEAALxFdi3b5/cd999tk5MmDBBTjrpJFtdsEJg6n7VprCwMFhTq37NmjXWqv3u3btLRob9gc2KAv3btm2TSZMmGdeqVauWjBw5Unbv3m1du0ePHtKgQQOrzA4CCCCAAAIIIIBAcgoQ6E/OeWVUCCCAAAIIIOAxAV36/k2bNgnBfo9NlMe7M3HBl9oe5o/xaeupRACB5BMgbX/yzSkjQgCB+AvMmTNHVPDc3GrUqCHXXXedWQz7c9euXZWe8+GHH1ptVGC+Xbt2VlntVBToHz9+vPWQwI033ig7d+60nXvWWWfZyhQQQAABBBBAAAEEklOAQH9yziujQgABBBBAAAEPCujSKj/11FMe7Cld8qJAzqwCKS474OraqAs6ii8rzVVPBQIIJKeA7gEx3fdLco6eUSGAAALREZg/f77twv379w95Nb86saSkxHZ+enq6rawrfPTRR1a1CvSffPLJVlntBAv0v/vuu/LPf/7TaNu6dWvJzc2V9957z3bu2WefbStTQAABBBBAAAEEEEhOgdrJOSxGhQACCCCAAAIIeE+A9P3em5NE6dFLnxSLv6jU1V1fZrqMHpTpqqcCAQSSV0CXtl/3/ZK8AowMAQQQiKzA119/LStXrrRddNiwYbZyZQVnoL9FixaVnSLOFf3O1wSo7F/O7ejRozJ27Fir+oEHHpCmTZtK4EMD6iAr+i0idhBAAAEEEEAAgaQWYEV/Uk8vg0MAAQQQQAABLwmQvt9Ls5E4ffEXlsmkhfqU/bnDuyTOQOgpAghUWyBYFhgC/dWm5QIIIJDCAs8++6xt9LVr15ahQ4fa6iorfPvtt7YmrVq1spWdhd27d8tXX31lVNerV086depkBOxV0N7cdCv6Z82aJV988YXR5JxzzpFrrrlGNmzYYMso0LJlS8nM5EFQ05FPBBBAAAEEEEAgmQUI9Cfz7DI2BBBAAAEEEPCcgC69crDAjec6T4fiIjB7yQbtffPH+CQjvYH2GJUIIJCcArq0/ffee29yDpZRIYAAAjESeOedd2x3GjhwoISyIt88af369bJjxw6zaHx269bNVnYWPv74Yzl+/LhRfcYZZ4h6uEBtHTp0MD7V/zgD/Vu3bhXzd75qn5eXZ7RlNb9Fxg4CCCCAAAIIIJByAgT6U27KGTACCCCAAAIIxFNAt+pSF7iJZx+5t3cEcmYVaFP2X9K3jfiy0rzTUXqCAAIxEZg3b57rPrrvFVcjKhBAAAEEtALHjh2TgoIC27ErrrjCVq6s4HylSp06daR3794VnhYYnA9Msx8Y6C8uLhbVP3MbP3687N271yjefPPNoh4QUFvgKwBUOfB6qsyGAAIIIIAAAgggkLwCBPqTd24ZGQIIIIAAAggkiIB6/ybB/gSZrBh2U6Xs9xeVuu7oy0yX3OE//cOu6yAVCCCQtALBsr8Q6E/aKWdgCCAQA4E1a9bIvn37bHfq3r27rVxZwRno79Gjh9SvX7/C0wKD82effbbVNjDQf/ToUVHBfrWpe8yfP9/Yb9u2rUyePNnYV/8T+NCAKgdeT5XZEEAAAQQQQAABBJJXgEB/8s4tI0MAAQQQQAABDwqccsopkp2d7epZsACOqyEVKSFQXHpAcvL82rGOHtRRW08lAggkt4DugTAzhXNyj5zRIYAAAtETWLVqlevigcF210FNhTPQr/u7fuBpKmW/St1vboEr8J33Vun7VcB/7NixZnN56KGH5IQTTjDKBw4ckM8//9w6VqtWLenbt69VZgcBBBBAAAEEEEAguQUI9Cf3/DI6BBBAAAEEEPCgwB/+8AdXr3QBHFcjKlJGYOKCNdqx5o/xkbJfK0MlAskvQNr+5J9jRogAArEXKCkpsd20adOmkpYW+uuR1N/ht2zZYrvG8OHDbWVn4auvvpLdu3cb1S1btpTMzEyriS7Q/+ijj8rq1auNNgMHDpTAVwuo1w4cOXLEOr9r167WQwBWJTsIIIAAAggggAACSStAoD9pp5aBIYAAAggggIBXBXRplknf79XZin2/Ji5YHTRlvy8r9H94jn3PuSMCCERLIFjWF933SbT6wHURQACBZBTYuXOnbVjOQLvtoKYwe/ZsW23nzp2ld+/etjpnITDVfuBqftXOeX/V1szeUrduXZk1a5btcoHXUgdI22/joYAAAggggAACCCS9AIH+pJ9iBogAAggggAACXhMgfb/XZsQ7/fEXlsnLK7a6OpSR1kDyx/Zx1VOBAAKpIaDL+mIGflJDgFEigAAC0REoKyuzXdgZaLcddBS2bdsmixcvttVeffXVtrKu8OGHH1rVzsC8+v8Jgdsjjzwi33//vVF12223yWmnnRZ4WAKvpQ44HxywNaaAAAIIIIAAAgggkHQCBPqTbkoZEAIIIIAAAggkggDp+xNhlmLfx5w8v/amucO7auupRACB1BDQBfqdwaDUkGCUCCCAQGQFWrRoYbugs2w76Cg89thjtrT56twbb7zR0cpdDFyF7wzMN2zYUFq3bu06Sf3Ov+eee1z1gddSB53Xc51ABQIIIIAAAggggEBSCRDoT6rpZDAIIIAAAgggkCgCunTLpO9PlNmLTj9zZhVoLzxlWFchZb+WhkoEUkJABfnV94Nz0z0w5mxDGQEEEECgYoGsrCxbgx07dtjKwQrr1q2T6dOn2w5PmTJFmjVrZqtzFvbu3StffvmlUV2rVi3p16+fs4krfb9qMHPmTGnQoIGt7ebNm6W4uNiqS0tLk9NPP90qs4MAAggggAACCCCQ/AIE+pN/jhkhAggggAACCHhQgPT9HpyUOHZp9pIi8ReVunrgy0yXwf0yXPVUIIBA6gg89dRTrsGOGDHCVUcFAggggED4As5A/5YtWyq9yLFjx+Taa6+V/fv3W227desmN9xwg1UOtqNW4JeXlxuHVVC+UaNGrqbO1wdcfPHFMnjwYFe7Dz74wFbXt29fqVGjhq2OAgIIIIAAAggggEByCxDoT+75ZXQIIIAAAggg4GEB3WpMXXpmDw+BrkVAwF9YJnOWbtBeKX9sH209lQggkDoCuu8FXVaY1BFhpAgggEDkBDp37mxbKf/pp5/K+vXrK7zB5MmT5eOPP7bapKeny6JFi0St0K9se++996wmzocMzAOBgf769evLI488Yh6yfQZeSx3o0aOH7TgFBBBAAAEEEEAAgeQXqJ38Q2SECCCAAAIIIICANwV0gRozfb/umDdHQa+qKzBxwU/pW53XyR/jc1ZRRgCBFBMgbX+KTTjDDVtArazevn172Od5+YTGjRuL+sMWGwGV7n78+PGi0u6r7fjx4zJ16lTRZVM5ePCgjBkzRubOnWt1rl69evLiiy+GnDL/lVdesc7t2LGjtR+406VLF8nI+Cmj00033aRN5a+yArz66quBp0lmZqatTAEBBBBAAAEEEEAg+QUI9Cf/HDNCBBBAAAEEEPCogJm+f/ny5bYeqn9YJNBvI0naQs6sAikuO+Aa36gLOoovK81VTwUCCKSWgC7QRNr+1PoZYLQVC3z33XfSvn37ihsl2NE777xT/vKXvyRYrxO7u7fffrvk5+eL+nlS27x58+TIkSNy//33G0H2rVu3ilo9P336dCkoKLAG26JFC3n66adlwIABVl1FO0uWLJHPP//camLez6r4v52rrrpK1J+KtoULF8rmzZttTb766itbmQICCCCAAAIIIIBA8gsQ6E/+OWaECCCAAAIIIOBhAZW+3xno16Vp9vAQ6FoVBV76pFj8RaWus32Z6TJ6ECuyXDBUIJCCArrvAx4ES8EfBIYcVEC9j1ylNk+mrU6dOsk0nIQYS8OGDUWttFd/L1+1apXR5wULFoj6o36+1Ep+53b++eeLehirTZs2zkPa8rhx4+Qf//iH7ZjKBDBkyBAjm0DXrl1tx4IVDh06JGqV/zPPPONq8vjjj0tJSYlMmzZNTj75ZNdxKhBAAAEEEEAAAQSST6DGjympjiffsBgRAggggAACCCCQGAIbN27UpuNctmwZq/oTYwqr1Et/YZnk5Pm1574+sb9kpDfQHkuFyh63vOka5uczBrrqqEAg2QVUkP9Xv/qVa5j8X3gXCRUIIIBARATUKn4VJFcBefU6LefvW/VAwOWXXy4jR44MeRW/6tiuXbukZcuWruuZnX7nnXe0v+/N44Gf69evl9NOOy2wyrW/du1a6dSpk6ueCgQQQAABBBBAAIHkE2BFf/LNKSNCAAEEEEAAgQQSIH1/Ak1WBLs6e8kG7dXyx/hSOsivRaESgRQV0KXtz87OTlENho0AAghEX0BlU5g0aZLxZ//+/bJu3TojSF+rVi1Rf2dv166d1K4d/j+lNm/eXMrLyyMygFNPPTXoAwMRuQEXQQABBBBAAAEEEEgogfD/dppQw6OzCCCAAAIIIICA9wVI3+/9OYpkD3NmFWhT9l/St434stIieSuuhQACCSygS9uvvi/YEEAAAQSiL6BW7/fs2TP6N+IOCCCAAAIIIIAAAghUQ4BAfzXwOBUBBBBAAAEEEIiEgO59yypdqAry6I5F4p5cIz4CKmW/v6jUdXNfZrrkDj/DVU8FAgikpoB6rYv6HnBufCc4RSgjEL5AaWmpFBUVifrvrKysTFq0aCFdunSRrKysKq3WDqcH+fn58sMPPxinqJXZF110UTin0xYBBBBAAAEEEEAAAQQQsAkQ6LdxUEAAAQQQQAABBGIvQPr+2JvH6445eX7trUcP6qitpxIBBFJTIFjafvV9wYYAAuELHDt2TF599VV57LHHZMmSJdo06nXr1pWhQ4fKww8/LCrVeqS3l156yXi3u3ldFeQn0G9q8IkAAggggAACCCCAAAJVEahZlZM4BwEEEEAAAQQQQCCyArp0zLq0zZG9K1eLpYBK2a/bpgzrSsp+HQx1CKSwgC7Qr/ueSGEiho5AyAKFhYXSt29fGTx4sLz22mtWkL9JkyaiVtWb71w/fPiwzJ8/X7p27Wq0C/kGITQ8dOiQ/PnPf7a13L17t61MAQEEEEAAAQQQQAABBBAIV4BAf7hitEcAAQQQQAABBKIgoEvHbKbvj8LtuGSMBWYvKQqasn9wv4wY94bbIYCAlwVI2+/l2aFviSawaNEi6d27t6xcudLq+rnnnmuU9+zZI+vWrZPvv/9e7rnnHuv49u3bZdiwYVJSUmLVVXdn5syZxusCAq+jXhvAhgACCCCAAAIIIIAAAghUR4BAf3X0OBcBBBBAAAEEEIiQgJm+33k53apOZxvK3hbwF5bJnKUbtJ3MH9tHW08lAgikroDu9352draQtj91fyYYedUEXn/9dbnyyiuNQL55BZWW/+2335aePXuaVVK/fn3Jzc2VO++806rbu3ev3H333Va5Ojtbt26VqVOnui7Bin4XCRUIIIAAAggggAACCCAQpgCB/jDBaI4AAggggAACCERLQJeWmfT90dKO3XUnLvhSe7P8MT5tPZUIIJDaArpAv+77IbWVGD0CFQusXbvWWJVfXl5uNZw2bZrcdNNNVtm5c/PNN0vdunWt6rlz58qWLVusclV37rrrLtvDBuZ1WNFvSvCJAAIIIIAAAggggAACVRUg0F9VOc5DAAEEEEAAAQQiLED6/giDeuByObMKpLjsgKsnoy7oKL6sNFc9FQggkNoCpO1P7fln9JEROHr0qAwZMkRUan5zu+yyy+SOO+4wi9rP1q1bS79+/axj6iGB1atXW+Wq7KxYsULmzZtnnNqrVy8ZOnSodZmDBw/KoUOHrDI7CCCAAAIIIIAAAggggEC4AgT6wxWjPQIIIIAAAgggECUB0vdHCTZOl33pk2LxF5W67u7LTJfRgzJd9VQggAACutX8pO3n5wKB8ASefPJJUSv6za1Ro0Yyc+ZMs1jhZ9u2bW3Hi4qKbOVwCsePHxeVJUB9qu2hhx6SevXq2S7Bqn4bBwUEEEAAAQQQQAABBBAIU4BAf5hgNEcAAQQQQAABBKIpoEvPTPr+aIpH59r+wjKZtFCfsj93eJfo3JSrIoBAwgvoAv26bC8JP1AGgECUBPbt2yf33Xef7eoTJkyQk046yVYXrBCYul+1KSwsDNa00vr58+fLhx9+aLS79NJLRf237Lz+7t27K70ODRBAAAEEEEAAAQQQQACBYAIE+oPJUI8AAggggAACCMRBQBfQ2bRpkxDsj8NkVOOWs5ds0J6dP8YnGekNtMeoRAABBNTve+emewDM2YYyAgj8JDBnzhzZtm2bxVGjRg257rrrrHK4O7t27Qr3FKO9euDAfFVAnTp15IEHHjDq69evb7seK/ptHBQQQAABBBBAAAEEEEAgTIHaYbanOQIIIIAAAggggEAUBcz0/cuXL7fdRa3y1D0EYGtEwRMCObMKtCn7L+nbRnxZaZ7oI51AAAHvCUyePNnVqfbt24v6XmBDAIHQBNQq+sCtf//+Ia/mV+eVlJQEni7p6em2cqiFadOmyXfffWc0Hzt2rGRlZRn7zkB/JFf0f//99/LZZ5+F2sUqtTvrrLNEPbjAhgACCCCAAAIIIIAAAt4QINDvjXmgFwgggAACCCCAgCWgVm86A/2s6Ld4PL2jUvb7i0pdffRlpkvu8DNc9VQggAACpoDu9zyr+U0dPhGoXODrr7+WlStX2hoOGzbMVq6s4Az0t2jRorJTXMc3btwoDz74oFHfvHlzmTRpktWmYcOG1r7aieSK/jfffFOGDBliu36kCytWrBCfzxfpy3I9BBBAAAEEEEAAAQQQqKIAqfurCMdpCCCAAAIIIIBAtAR0K/dJ3x8t7chdt7j0gOTk+bUXHD2oo7aeSgQQQMAUcD7gpeoJ9Js6fCJQucCzzz5ra1S7dm0ZOnSora6ywrfffmtr0qpVK1s5lMJtt90mBw8eNJqqTB3NmjWzTmvcuLG1r3YiuaLfdmEKCCCAAAIIIIAAAgggkBICrOhPiWlmkAgggAACCCCQSALB0ver1Z66hwASaWzJ3NeJC9Zoh5c/xkfKfq0MlQggYAqQtt+U4BOBqgu88847tpMHDhwo4azIX79+vezYscN2jW7dutnKlRWWLVsmzz//vNGsU6dOMmrUKNspTZo0sZUjuaJfPZTQvXt32/UjXQh8aCHS1+Z6CCCAAAIIIIAAAgggEL4Agf7wzTgDAQQQQAABBBCIuoAufb9KBcvmTYGJC1YHTdnvy0rzZqfpFQIIeEaAtP2emQo6kqACx44dk4KCAlvvr7jiClu5soIzq4Z6F33v3r0rO806rvowbtw4q/z3v/9dVFaBwC2aK/r79+8vn3/+eeDt2EcAAQQQQAABBBBAAIEkFyB1f5JPMMNDAAEEEEAAgcQU0K3c1wWCEnN0ydVrf2GZvLxiq2tQGWkNJH9sH1c9FQgggIBTwBlgVMdJ2+9UooxAcIE1a9bIvn37bA3CXd3u/O+wR48eUr9+fds1Kyo88cQTsmrVKqOJyibwm9/8xtU8miv6XTejAgEEEEAAAQQQQAABBJJegEB/0k8xA0QAAQQQQACBRBQw0/cH9n3Tpk1CsD9QxBv7OXl+bUdyh3fV1lOJAAIIBAqQtj9Qg30EqiZgBtgDz+7QoUNgsdJ9Z6A/Ozu70nPMBioF/8SJE41ijRo1ZPr06VJeXu7607BhQ/MU43P37t22cioXlBt/ktMglX+uGTsCCCCAAAIIIBBtAQL90Rbm+ggggAACCCCAQBUFdKs5n3rqqSpejdOiIZAzy54m2LzHlGFdhZT9pgafCCBQkYDuAS7d7/+KrsExBFJdoKSkxEbQtGlTSUsL/dU56r/DLVu22K4xfPhwW7miwn333Sc7d+40mhw/flx69eoltWrVcv0577zzbJdRDwiwIYAAAggggAACCCCAAAJVFbC/LKyqV+E8BBBAAAEEEEAAgYgLkL4/4qQRveDsJUXiLyp1XdOXmS6D+2W46qlAAAEEdALOVcSqje73v+5c6hBA4CcBM8hueoS7mn/27NnmqcZn586dpXfv3ra6YIW1a9dKXl5esMMV1kdyRf+RI0dcDytUePMqHFSuatU9GwIIIIAAAggggAACCHhDgEC/N+aBXiCAAAIIIIAAAi4BM31/YBDITN9PEMjFFdMKf2GZzFm6QXvP/LF9tPVUIoAAAk6BYFla+B3vlKKMQMUCzpXx4QT6t23bJosXL7bd4Oqrr7aVKyrccsstcvToUaPJjTfeKDfddFPQ5jt27JABAwZYx539tg5UYec///mPXHbZZVU4M/RT/H6/9OkTnb/nqEwIbAgggAACCCCAAAIIIBCeAIH+8LxojQACCCCAAAIIxFRApW8ODPSrm6vAEEGgmE6D62YTF3zpqlMV+WN82noqEUAAAZ2ALm3/vffeq2tKHQIIVCDQokUL21Fn2XbQUXjsscdErYY3N3WuCtiHsqng+tKlS42mzZs3l6lTp0qzZs2Cntq2bVvbsUiu6I9FoDwW97ABUUAAAQQQQAABBBBAAIEKBQj0V8jDQQQQQAABBBBAIL4CuoC+LjAU316m1t1zZhVIcdkB16BHXdBRfFmhvw/YdQEqEEAg5QTmzZvnGrPu976rERUIIGATyMrKspXVyvlQtnXr1sn06dNtTadMmVJhsN5sfPjwYbn11lvNoowfP77S8xo1aiQ1a9aU8vJy47w9e/aICp5HIh1+48aNRT1sEM1N9Z8NAQQQQAABBBBAAAEEvCNAoN87c0FPEEAAAQQQQACBkARI3x8SU1QavfRJsfiLSl3X9mWmy+hBma56KhBAAIFgAqTtDyZDPQLhCzgD/Vu2bKn0IseOHZNrr71W9u/fb7Xt1q2b3HDDDVa5op0ZM2bI+vXrjSZpaWkhZQFQAf369etb91QB/127dkk4GQiC9WngwIGyc+fOYIepRwABBBBAAAEEEEAAgSQUqJmEY2JICCCAAAIIIIBA0giccsopkp2d7RpPsACRqyEVERPwF5bJpIX6lP25w7tE7D5cCAEEUkNAl52FtP2pMfeMMvICnTt3lgYNGlgX/vTTT60gvFXp2Jk8ebJ8/PHHVm16erosWrRIatWqZdUF21EPEuTm5lqH1auW1Ir6ULbA1wSo9oWFhaGcRhsEEEAAAQQQQAABBBBAwCVAoN9FQgUCCCCAAAIIIOAtAfWPx85NFyBytqEcWYHZSzZoL5g/xicZ6T8HF7SNqEQAAQQcAqTtd4BQRKAaAmpFvUqdb24qHf7UqVPNou3z4MGDkpOTI/fff79VX69ePXnxxRfl9NNPt+qC7ahrX3/99bJv3z6rSZ8+faz9ina2b98uzkD/2rVrKzqFYwgggAACCCCAAAIIIIBAUAEC/UFpOIAAAggggAACCHhDQPe+ZjN9vzd6mPy9yJlVoE3Zf0nfNuLLSkt+AEaIAAIRFQiWlUX3+z6iN+ZiCCSxwO233y5t27a1Rqgeprnqqqvkm2++Meq2bt0q//73v6V///4yd+5cq51Km7948WIZMGCAVVfRzq233ipLly61Nfnss89s5WCFOXPmuA7l5eWJeniADQEEEEAAAQQQQAABBBAIV4BAf7hitEcAAQQQQAABBGIsQPr+GIM7bqdS9vuLSh21Ir7MdMkdfoarngoEEECgMgFdVhbS9lemxnEEKhZo2LChvPLKK9K9e3er4YIFC6Rjx45GWv+MjAz5/e9/LwUFBdbx888/X1atWiUXXnihVRdsZ926dfKrX/1KZs6c6Wry4IMPGtfYsWOH65iqUA9o9uvXT9TrApyb6s+ZZ54poT4s4DyfcmoJvPPOOzJ79mzZsEGfaSq1NBgtAggggAACCCCAQG0IEEAAAQQQQAABBLwvoNL3L1++3NZRXaDI1oBCtQWKSw9ITp5fe53Rgzpq66lEAAEEKhPQpe1XD3WxIYBA9QR69eolfr9fpk2bJv/4xz+MALtaLa/S9ZubeiDg8ssvl5EjR4a8il+dq/7eFezvXuoeS5YskRo1api3sX1+9NFHsmLFCltdYEEdKykpCaxiP0UENm/eHFJGh/LyciksLJQrr7xSSktL5dFHH5WxY8dWS6m4uFi++uor4xrqv4uzzjor5Oup/6Y++eQT+eKLL6RLly7GuQ0a8CqrkAFpiAACCCCAAAIIREigxo//Z4T8YBHC5DIIIIAAAggggEC0BDZu3CgdOnRwXX7ZsmVCqmcXS8QqgqXszx/jI2V/xJTtF+pxy5v2ih9Ln88Y6KqjAoFEFVCBQrUq2Lnxf82dIpQRqL7A/v37Ra3E37Vrl9SqVUvUAzXt2rWT2rVZ91J9Xe9fQT0kO378eKuj6nfv3/72N6sc7x2V6UH9TFZle+aZZ+Tqq6+uyqnGOceOHTOC8+rBGLU1atRIfvjhB2O/ov9RDwdce+218v7778uhQ4espnXr1jVei6H6pbJnsCGAAAIIIIAAAgjERoD/ZxMbZ+6CAAIIIIAAAghUS0D9I2B2drZrVb96zzOB/mrRBj154oLVQVP2+7LSgp7HAQQQQKAiAfV727mNGDHCWUUZAQQiIKBWKffs2TMCV+ISiSiwdetWWyaFFi1aeGoYapV+Vbe0tOr9XfSBBx4wsl+Ec//vvvvOeFBt/fr1rtMOHz4s6rUC6mEK9UBbmzZtXG2oQAABBBBAAAEEEIi8QM3IX5IrIoAAAggggAACCERDQKXvd27qH9LYIi/gLyyTl1dsdV04I62B5I/t46qnAgEEEAhVQPd7mwe2QtWjHQIIIICAEmjWrFmVIdauXSuTJ08O+/wLL7xQzCD/RRddJG+99Zbxygn12opf//rXxvVUBo3f/va3YV+bExBAAAEEEEAAAQSqJsCK/qq5cRYCCCCAAAIIIBBzAV0gSKX8VEEj3bGYdzCJbjhxwZfa0eQO76qtpxIBBBAIRUD9vla/t52b7kEuZxvKCCCAAALJLTBmzJiQB6h7pVcoJ6uU/dddd50t7X4o56nvri+++MJoesEFF8jixYtFpetXmyqfc845oh4EUK9LKCgokG3btsmJJ55oHOd/EEAAAQQQQAABBKInQKA/erZcGQEEEEAAAQQQiKgA6fsjyhn0YjmzCqS47IDr+KgLOgop+10sVCCAQBgCpO0PA4umCCCAQDUFzjzzTJk+fbp1lU6dOln7XttRqfhnzZoV9W499NBD8vHHH4d9H/WgmrndfvvtVpDfrGvQoIGMHz/ees3Yu+++K1dccYV5mE8EEEAAAQQQQACBKAkQ6I8SLJdFAAEEEEAAAQSiIaBWfaqVMoFb4D+8BdazH77AS58Ui7+o1HWiLzNdRg/KdNVTgQACCIQjoPt9TUaWcARpiwACCIQuoFa9q+Az208CX3/9tUyaNMkoNG3aVDIyMkSl8Q9lU6v0za1PH/1rrHr16mU2kU8//ZRAv6XBDgIIIIAAAgggT9xXTwAAPTpJREFUED2BmtG7NFdGAAEEEEAAAQQQiLSALiBkpu+P9L1S7Xr+wjKZtDBYyv4uqcbBeBFAIMICKshP2v4Io3I5BBBAAIGQBMrLy+WPf/yjHDx40Gj/17/+VZo1axbSuapRZubPD7wWFhZqzysqKrLqTzvtNGufHQQQQAABBBBAAIHoCbCiP3q2XBkBBBBAAAEEEIi4AOn7I05qXXD2kg3WfuBO/hifZKQ3CKxiHwEEEAhbQJe2Pzs7O+zrcAICCCCQagIqOK1Wo69Zs0a2bNkiKk1848aNpVWrVtKlSxdp37691KhRw2LZvn27lJSUyP79+60/R48eldNPP12c6fuDte3atatkZWX9/+3dC5xe45048CciIdjUDOsy61JJsKhqZaLaIssqunWpXiWLsIOK6LaU/ksbUWEvPm5dCal2WopJLbXFto1UilIflwnrUqWSSEpjg2SEXAiRv+ftvq95530mM5PM5T1zvufzmc55fuc55zzP9xnvZze/c35v6Zp/+tOfCm+pz58/P2y99dZht912Cx/5yEdKx6t953vf+1544IEHCsP8xCc+Eb7yla+Ea665ptPD3m+//Up9b7zxxrD33nuX2sWd66+/vrgbDjrooNK+HQIECBAgQIAAgZ4TkOjvOVtXJkCAAAECBAj0iIDy/d3P2jBldrJk/5Gjtg31I2q6/4auSIBA7gRSZfvj57mNAAECBNICv/71r8M3vvGN8Pvf/z7EN9Lb2zbddNNCEvvDH/5wocu3v/3t0NjYWNE9JrenTZtWFm+v72mnnRamTp0ann/++XDuueeGm266KaxZs6bs3FhpKz7EFR80qObtueeeC3GecRs0aFAhwR8fjIgPP3R222uvvcLQoUPD66+/Hi677LKwxRZbhDPOOKPw0MWyZcvCv/zLv4Qf/OAHhcvFt//jw8k2AgQIECBAgACBnhdQur/njd2BAAECBAgQINCtAsr3dytniCX7m+cuqbho/fDaMHnshyriAgQIEOiqQHwDNFW2P/V53tVr60+AAIH+JrB69erQ0NAQDjnkkPDkk08WkvwxQX3ggQcWvvd95513Lpvy8uXLSyXp44EvfelL4Ygjjijr016jvb7xO+x/+ctfFt7a/+lPf1qR5I/Xiw9wHXnkkWHlypXtXb7P4/EBiWhZHOPZZ58dYrWCuHUl0b/hhhuG6DB48ODCufHBgVj6P1ZIqKmpCf/6r/9aiMcHAG655ZbCvv8hQIAAAQIECBDoeQGJ/p43dgcCBAgQIECAQLcKxDdkUuWe4xtFtq4JLFyyMjRMbU6eNP6wYcm4IAECBLoqkPp8jp/j3njsqqT+BAjkQSB+Zv7oRz8qTfWss84Kr776avjNb35TeLP+D3/4Q+kN9VKnVjvxAYHbb789nHLKKa2i6d32+s6cOTMcddRRhTfYR40aFb773e+Giy66KLT97vknnngi3HrrremLr2P0rbfeCvGrAuLXFSxdunQdr/KX06ZMmRLuu+++QiN+FcHEiRNL1+tKoj+e9OlPfzo0NTWFmPSP26pVqwpjLF4nfpXC3XffnamvNChMxP8QIECAAAECBDIsINGf4cUzdAIECBAgQCC/Aqlyz6my0PkV6tzMJzY9nezYOKFeyf6kjCABAusikEr0pz7H1+XaziFAgEB/E2hdXn/LLbcMF198caFsfHGeAwcODBdeeGH4+7//+2Io+Tsmpju7te07e/bsECsLxJL0Dz74YDjvvPMKJfwfe+yx8NGPfrTsst2R6G9paQknnXRS2G677cLGG29c+DqA+LZ8fGs+Vhc49thjCxUEym7cQWPu3LnhnHPOKfWKrvHaxS3Or6vb5z//+bB48eJwxx13hDPPPDMcf/zxhQcgfve734UXX3wx7Lnnnl29pP4ECBAgQIAAAQLrIfCXRzDX4wJOJUCAAAECBAgQ6H2BVLnnWBY6JvtTx3p/hNV/x4lNT7Vbsr9+RE31T8AICRDIhICy/ZlYJoMkQKCKBOKb7MVtbcnoyy+/PFx55ZWFrjFB3naLSfLObqm+sTx960R5vNYmm2wSvvWtb4Uvf/nLpUs///zzpf312WlsbEye/vrrr4cbb7yx8BOrFFxxxRVhyJAhyb7F4Jo1awol+1esWFEIxYR82wcjYp912YYOHRoOP/zwws+6nO8cAgQIECBAgACB7hOQ6O8+S1ciQIAAAQIECPSaQLF8/7333lt2z/jWqER/GUmy0TynJdz+yEsVx+pqhoTG00dWxAUIECCwrgKpt/mV7V9XTecRIJAHgc022yy88cYbhanGN93j5+iJJ55YMfX49vg111xTES8GBg0aVNzt8HfbvnV1deGCCy5InrfvvvuWxeMb7uuyxXt8/etfD7G8fnyAYP/99w+77rpr4TvvFy5cGB566KEQvxqgWBo/3iPOd8mSJeHmm29e6y2vuuqqUPz/E7bYYotw6aWXrrW/gwQIECBAgAABAtkUULo/m+tm1AQIECBAgACBkCr7rHx/5/4wGqY2JztOHrtHMi5IgACBdRVIJfpTn9/ren3nESBAoL8JHHzwwWVTamhoKJTOX758eVm8o8aAAQM66lI63rbvxz/+8dA2Vuy8/fbbh8GDBxebYenSpaX9ruxstNFGIVYlWLRoUSF5/9///d+FhPx3vvOdEBP18esDnnvuubDDDjuUXfaWW24JP/rRj8pirRuxwkCsOlDcYpI/fgVCZ7dYgv+f//mfw2WXXdbZU/QjQIAAAQIECBDoIwGJ/j6Cd1sCBAgQIECAwPoKpN7cL5bvX99r9+fzG6bMTk7vgjF7BCX7kzSCBAiso4Cy/esI5zQCBHItEL+PfuDAgSWDWGJ+8uTJIVa0mjRpUnj55ZdLx3pqZ22J8fgAwKabblq69bqWwC9eoLa2tmy+xXj8Hec8a9assO2227YOh//4j/8oaxcbcSwnnXRSWLZsWSF00EEHhXHjxhUPd+p3TPDHr0T4wQ9+0Kn+OhEgQIAAAQIECPSdgNL9fWfvzgQIECBAgACB9RKI//AXyz8Xy3IWLxbfHk09BFA8nuffV8+YG5rnLqkgqB9eG47ap64iLkCAAIH1EUi9za9s//qIOpcAgTwIHHLIIeGGG24Ixx13XFnZ+ldffbVQTv/iiy8OEyZMCOeee26ISfK+2DbeeONeu+2IESPCGWecEb75zW+W7vn4448X3vbfeeedS7G4E0v7/+Y3vynFdtlll0LVgFKg1U7rByZitYT4EMVTTz0Vbr311kKvD3zgA6162yVAgAABAgQIEKhGAYn+alwVYyJAgAABAgQIdFIgln9um+hXvj+N1zynJUy7c17yYOPpI5NxQQIECKyPQCrR70Gs9RF1LgECeRE45phjCm+zxzL28Y321tubb75ZKHH/wx/+MMTP2c9+9rOtD/fK/qBBg3rlPsWb1NfXF3dLv2OJ/raJ/p/97Gel43Fn2rRpZe21NS644IKywxL9ZRwaBAgQIECAAIGqFFC6vyqXxaAIECBAgAABAp0TSCWMlO9P201s+n3yQOOEyn84TXYUJECAQBcF4udx2y0+oGUjQIAAgY4F9t1333DXXXcVHmr91Kc+VXHC0qVLwxe/+MUQv7O+v28jR44M8SsDWm8LFy5s3Szsb7311mGrrbbq1E/bk9uet/3227ftok2AAAECBAgQIFBlAt7or7IFMRwCBAgQIECAQFcElO/vnFbDlNlhYcvKis6nHjos1I+oqYgLECBAYH0Fzj///IpL7LjjjoU3VCsOCBAgQIBAuwIHHHBAmDlzZnjiiSfCd7/73VJp+XjCO++8E04++eRw9NFHt/s99+1eOEMHhg4dGjbbbLPwxhtvlEa96aablvaLO9dff31xt8Pfw4YNC7EqQNzitRYtWtThOToQIECAAAECBAhUl4A3+qtrPYyGAAECBAgQINBlgdTbocr3v89428MLQ/PcJe8H/m+vfnhtGH/Y8Iq4AAECBLpDIPU5nPq87o57uQYBAgTyIPDhD384xNL08XvoN9jg/X/SfO2110Jzc3O/Jli2bFlZkj9O1hv3/XrJTY4AAQIECBAg0CmB9/+v4k5114kAAQIECBAgQKDaBJTvb39Fmue0hPOmp0v2Tx67e/snOkKAAIH1FLj33nsrriDRX0EiQIAAgTKBVatWhRdffLHwU3agVSO+wT9mzJhWkRAeffTRsnZsrFmzpiLWXqArfdteu6vnxvOffPLJ8PnPf77wc8kll7Q3rFL8ueeeK+3HnYEDB4YRI0aUxbraaD3u1vtdvY7+BAgQIECAAAECfScg0d939u5MgAABAgQIEOgWgWL5/rYXS71N2rZPf29fPWNecoqNE+pDXe2Q5DFBAgQIrK+Asv3rK+h8AgTyKhBLz8c31ePPfffd1y7DXnvtVXZs+PDKKk3xLfjWW3yIoL2tK33jNVr3f/PNN9u7bLvx+fPnF76C4NZbbw2TJk0KLS0t7faNB6ZMmVJ2/PDDDw9bbrllWayrjfWdQ1fvpz8BAgQIECBAgED3C0j0d7+pKxIgQIAAAQIEel0g9ZZo/AfEPG8NU2YnS/YfOWrbUD+iJs805k6AQA8LpB60Sn1O9/AwXJ4AAQKZE3j33XdLY77wwgtD63bpwHs7f/jDH1o3Q319fVk7NhYvXlwWW7Kk8qucih260vedd94JS5cuLZ4a3n777bBy5cpSu6s7K1asCF/96lfbPS1+LcFPfvKT0vH4tQVnnnlmqb0uO9G19RxiO34Fgo0AAQIECBAgQCBbAhL92VovoyVAgAABAgQIJAVS5ftTiabkyf0wGEv2N8+t/Mfc+uG1YfLYD/XDGZsSAQLVJKBsfzWthrEQIJBVgZkzZ4aTTjopvPrqq6UpxCT7tGnTwnXXXVeKHXLIIaG2trbULu787Gc/K+4Wfs+aNSv8+c9/LosVG13p+1//9V8VDyDEN/PXZ7vxxhvDl770pdC6RP/LL78cLrvssrDffvuFOO/iFh+AOOCAA4rNdfp90003FR5QaH3y9OnTWzftEyBAgAABAgQIZEBAoj8Di2SIBAgQIECAAIGOBFLl+xcsWBDymOxfuGRlaJjanCQbf9iwZFyQAAEC3SWgbH93SboOAQIEQvjxj38cdthhh7D33nuH/fffP9TV1YXx48eXEu277bZbiEnr1tvTTz8d4kOwbZPvsVR9LPl/ySWXlLp3pW/8Hvv44MHxxx9fOr+4c+KJJ4Yvf/nLHZbgL/YfMqTyK6RuvvnmsMsuuxQeWohl+bfeeuvwjW98I7z11luF0zbZZJNwxRVXhHPOOad4mS7/jl8RcNxxx4Vx48ZVnBurCnz2s58NL774YsUxAQIECBAgQIAAgeoUkOivznUxKgIECBAgQIBAlwVSZaGvvfbaLl8n6ydMbHo6OYXGCfVK9idlBAkQ6E6B1ANWqc/n7rynaxEgQKC/CIwaNSrEz8zdd989xBL1cYtl8R977LFw//33h1deeaUQ23HHHcN5550XYgWVzTffvBAr/k98Kz5VWSUejyX677jjjmLXwhv0ne0bT7r++uvDm2++WTq/uBPL9//nf/5nWTn84rHU74MPPrjw9QPxjf24v9FGG5W6xWR8668SGDZsWDj77LPDk08+Gb72ta+V+q3LTizPf8MNN1S8zR+vtXr16nDbbbeFhQsXrsulnUOAAAECBAgQINAHAgPeexp1TR/c1y0JECBAgAABAgS6WWD+/Plhp512Krtq/EfQGM/LNrHpqXD7Iy9VTDeW7G88fWRFXKD6BPY649cVg3r88k9VxAQIVKvAgAEDKoZ29913F94urTggQIAAAQLtCixfvjwsWrSoULo/Jr7j5+u2225beKs/vvGe+rxt92JVfiD+82z8ioKYZH/ppZdCbMc3+uN844+NAAECBAgQIECAQEpAoj+lIkaAAAECBAgQyKhALFPa9q2kvCSYmue0JEv219UMCb86b7+Mrmj+hi3Rn781708zjlVUYvnmtpvn69uKaBMgQIAAAQIECBAgQIAAAQLrK6B0//oKOp8AAQIECBAgUEUCqfLQeSnf3zC1ObkSk8fukYwLEiBAoLsFUmX7J02a1N23cT0CBAgQIECAAAECBAgQIECAQJDo90dAgAABAgQIEOhHAvGN/rZbKvHUtk/W2w1TZiencMGYPUL9iJrkMUECBAh0t8B1111XccnU53JFJwECBAgQIECAAAECBAgQIECAQBcFJPq7CKY7AQIECBAgQCBrAgsWLAj9Odl/9Yy5oXnukoplqR9eG47ap64iLkCAAIGeEGiveopEf09ouyYBAgQIECBAgAABAgQIECAg0e9vgAABAgQIECDQjwQ++MEPhtGjR1fMqL0EVEXHjAWa57SEaXfOS4668fSRybggAQIEekIg9UCVsv09Ie2aBAgQIECAAAECBAgQIECAQBSQ6Pd3QIAAAQIECBDoZwInnHBCxYxSCaiKThkMXD2jnST/hPoMzsaQCRDIsoCy/VlePWMnQIAAAQIECBAgQIAAAQLZE5Doz96aGTEBAgQIECBAYK0CqTLR/bF8f8OU2cmS/UeO2jbUj6hZq5GDBAgQ6E6B9qqmpD6Pu/O+rkWAAAECBAgQIECAAAECBAjkV0CiP79rb+YECBAgQIBAPxXIQ/n+WLK/ee6SihWsH14bJo/9UEVcgAABAj0pkKqaomx/T4q7NgECBAgQIECAAAECBAgQICDR72+AAAECBAgQINAPBfpz+f6FS1aGhqnNyVUbf9iwZFyQAAECPSmQKtsfH7qyESBAgAABAgQIECBAgAABAgR6SkCiv6dkXZcAAQIECBAg0IcCqXLR/aV8/8Smp5OyjRPqlexPyggSINCTAqm3+eP9Ug9c9eQ4XJsAAQIECBAgQIAAAQIECBDIl4BEf77W22wJECBAgACBnAj01/L9E5ueardkf/2ImpysrmkSIFBNAtdee23FcMaNG1cREyBAgAABAgQIECBAgAABAgQIdKeARH93aroWAQIECBAgQKCKBFJvk7b35mkVDbvdoTTPaQm3P/JSxfG6miGh8fSRFXEBAgQI9IZA6nM1VVWlN8biHgQIECBAgAABAgQIECBAgEB+BCT687PWZkqAAAECBAjkTCCVaMpy+f6Gqc3JFZw8do9kXJAAAQI9LRCT/PFzte2WetCqbR9tAgQIECBAgAABAgQIECBAgMD6CEj0r4+ecwkQIECAAAECVSzQn8r3N0yZnZS+YMweQcn+JI0gAQK9IKBsfy8guwUBAgQIECBAgAABAgQIECCQFJDoT7IIEiBAgAABAgT6h0DqrdJUmelqnu3VM+aG5rlLKoZYP7w2HLVPXUVcgAABAr0lkPo8TVVT6a3xuA8BAgQIECBAgAABAgQIECCQHwGJ/vystZkSIECAAAECORRIJZyyVL6/eU5LmHbnvOTKNZ4+MhkXJECAQG8IKNvfG8ruQYAAAQIECBAgQIAAAQIECLQnINHfnow4AQIECBAgQKAfCGS9fP/Ept8nV6FxQn0yLkiAAIHeElC2v7ek3YcAAQIECBAgQIAAAQIECBBICUj0p1TECBAgQIAAAQL9SCCr5fsbpswOC1tWVqzEqYcOC/UjairiAgQIEOhNAWX7e1PbvQgQIECAAAECBAgQIECAAIG2AhL9bUW0CRAgQIAAAQL9TCCL5ftve3hhaJ67pGIl6ofXhvGHDa+ICxAgQKA3BebPnx/i16C03VKft237aBMgQIAAAQIECBAgQIAAAQIEukNAor87FF2DAAECBAgQIFDFAlkr3988pyWcNz1dsn/y2N2rWNrQCBDIi0CqbP/o0aND/Ly1ESBAgAABAgQIECBAgAABAgR6Q0CivzeU3YMAAQIECBAg0McCWSrff/WMeUmtxgn1oa52SPKYIAECBHpTIJXoT33O9uaY3IsAAQIECBAgQIAAAQIECBDIl4BEf77W22wJECBAgACBnAqkyknHstOp75juS6KGKbOTJfuPHLVtqB9R05dDc28CBAgUBJTt94dAgAABAgQIECBAgAABAgQIVIOARH81rIIxECBAgAABAgR6WCAL5ftjyf7muUsqJOqH14bJYz9UERcgQIBAXwik3uZXtr8vVsI9CRAgQIAAAQIECBAgQIBAvgUk+vO9/mZPgAABAgQI5EggVVa6Wt7oX7hkZWiY2pxcjfGHDUvGBQkQINAXAqlEf+rztS/G5p4ECBAgQIAAAQIECBAgQIBAfgQk+vOz1mZKgAABAgQI5Fygmsv3T2x6Ork6jRPqlexPyggSINAXAsr294W6exIgQIAAAQIECBAgQIAAAQIpAYn+lIoYAQIECBAgQKAfClRr+f6JTU+1W7K/fkRNP1wJUyJAIKsCqbf5le3P6moaNwECBAgQIECAAAECBAgQyLaARH+218/oCRAgQIAAAQJdEkiVl+7L8v3Nc1rC7Y+8VDGHupohofH0kRVxAQIECPSlQCrRn6qW0pdjdG8CBAgQIECAAAECBAgQIEAgHwIS/flYZ7MkQIAAAQIECBQEUgmpBQsWhL5K9jdMbU6uzOSxeyTjggQIEOhLgfh52XZLPUDVto82AQIECBAgQIAAAQIECBAgQKC7BST6u1vU9QgQIECAAAECVSxQTeX7G6bMTkpdMGaPoGR/kkaQAIE+FDj//PMr7r7jjjuG+LlqI0CAAAECBAgQIECAAAECBAj0toBEf2+Lux8BAgQIECBAoI8FUm+f9vYb/VfPmBua5y6pkKgfXhuO2qeuIi5AgACBvhZIfU6mPk/7epzuT4AAAQIECBAgQIAAAQIECORDQKI/H+tslgQIECBAgACBkkBfl+9vntMSpt05rzSe1juNp49s3bRPgACBqhG49957K8Yi0V9BIkCAAAECBAgQIECAAAECBAj0koBEfy9Buw0BAgQIECBAoFoE2ivfn3pbtSfGPLHp98nLNk6oT8YFCRAg0NcCyvb39Qq4PwECBAgQIECAAAECBAgQINBWQKK/rYg2AQIECBAgQCAHAqm3UOfPn9/jM2+YMjssbFlZcZ9TDx0W6kfUVMQFCBAgUA0CqQehUp+j1TBWYyBAgAABAgQIECBAgAABAgTyISDRn491NksCBAgQIECAQJlAqnx/KpFVdtJ6Nm57eGFonruk4ir1w2vD+MOGV8QFCBAgUC0CyvZXy0oYBwECBAgQIECAAAECBAgQIFAUkOgvSvhNgAABAgQIEMiRQKp8/4IFC0JPJfub57SE86anS/ZPHrt7juRNlQCBrAko25+1FTNeAgQIECBAgAABAgQIECCQDwGJ/nyss1kSIECAAAECBCoEUmWnr7322op+3RG4esa85GUaJ9SHutohyWOCBAgQqAaB1ANQqc/PahirMRAgQIAAAQIECBAgQIAAAQL5EZDoz89amykBAgQIECBAoEygt8r3T2x6Klmy/8hR24b6ETVlY9IgQIBAtQmkyvanPj+rbdzGQ4AAAQIECBAgQIAAAQIECPRvAYn+/r2+ZkeAAAECBAgQaFegN8r3x5L9tz/yUsUY6mqGhMljP1QRFyBAgEA1CbRX5USiv5pWyVgIECBAgAABAgQIECBAgEA+BST687nuZk2AAAECBAgQKAikyk+3l9haF7KGqc3J0yaP3SMZFyRAgEA1CaTK9k+aNKmahmgsBAgQIECAAAECBAgQIECAQE4FJPpzuvCmTYAAAQIECBCIAqm3UlOJrXXRapgyO3naBWP2ULI/KSNIgEC1CVx33XUVQ0p9blZ0EiBAgAABAgQIECBAgAABAgQI9LCARH8PA7s8AQIECBAgQKCaBWL5/rbbggULwvom+6+eMTc0z13S9tKhfnhtOGqfuoq4AAECBKpNoL3qJhL91bZSxkOAAAECBAgQIECAAAECBPIpINGfz3U3awIECBAgQIBASWD06NGl/eJOewmu4vG1/W6e0xKm3Tkv2aXx9JHJuCABAgSqTSD1wJOy/dW2SsZDgAABAgQIECBAgAABAgTyKyDRn9+1N3MCBAgQIECAQEHghBNOqJBIJbgqOrUTmNj0++SRxgn1ybggAQIEqlFA2f5qXBVjIkCAAAECBAgQIECAAAECBIoCEv1FCb8JECBAgAABAjkVSJWhXtfy/Q1TZoeFLSsrJE89dFioH1FTERcgQIBANQq0V9Uk9XlZjeM3JgIECBAgQIAAAQIECBAgQKD/C0j09/81NkMCBAgQIECAwFoFPvjBD4buKN9/28MLQ/PcJRX3qh9eG8YfNrwiLkCAAIFqFUhVNVG2v1pXy7gIECBAgAABAgQIECBAgEA+BST687nuZk2AAAECBAgQKBNY3/L9zXNawnnT0yX7J4/dvexeGgQIEKh2gVTZ/vhQlI0AAQIECBAgQIAAAQIECBAgUC0CEv3VshLGQYAAAQIECBDoQ4FUOequlO+/esa85OgbJ9SHutohyWOCBAgQqEaB1Nv8cZypB6KqcfzGRIAAAQIECBAgQIAAAQIECORDQKI/H+tslgQIECBAgACBtQqsT/n+himzkyX7jxy1bagfUbPW+zpIgACBahO49tprK4Y0bty4ipgAAQIECBAgQIAAAQIECBAgQKAvBST6+1LfvQkQIECAAAECVSSQelu1vTdbi8OOJfub5y4pNku/64fXhsljP1Rq2yFAgEBWBFKfe6mqJ1mZj3ESIECAAAECBAgQIECAAAEC/VNAor9/rqtZESBAgAABAgS6LJBKZK2tfP/CJStDw9Tm5H3GHzYsGRckQIBANQvEJH/83Gu7pR6EattHmwABAgQIECBAgAABAgQIECDQmwIS/b2p7V4ECBAgQIAAgSoW6Gr5/olNTydn0zihXsn+pIwgAQLVLqBsf7WvkPERIECAAAECBAgQIECAAAECRQGJ/qKE3wQIECBAgAABAiH11mqqjPXEpqfaLdlfP6KGJAECBDIpkPq8S1U7yeTkDJoAAQIECBAgQIAAAQIECBDoVwIS/f1qOU2GAAECBAgQILB+AqmEVtvy/c1zWsLtj7xUcaO6miGh8fSRFXEBAgQIZEFA2f4srJIxEiBAgAABAgQIECBAgAABAkUBif6ihN8ECBAgQIAAAQKhM+X7G6Y2J6Umj90jGRckQIBAFgSU7c/CKhkjAQIECBAgQIAAAQIECBAgUBSQ6C9K+E2AAAECBAgQIFAQWFv5/oYps5NKF4zZIyjZn6QRJEAgIwLK9mdkoQyTAAECBAgQIECAAAECBAgQKAhI9PtDIECAAAECBAgQKBNor3z//5s2KzTPXVLWNzbqh9eGo/apq4gLEOiKwKr77w6vn3VaV07Rl0C3CcyfPz/Erylpu6U+D9v20SZAgAABAgQIECBAgAABAgQI9IWARH9fqLsnAQIECBAgQKCKBVLl+zfbbq8w49l3k6NuPH1kMi5IoDMCa1YsD0vPPDUs/frJ4a17ZiZPicdjPxuBnhJIle0fPXp04etMeuqerkuAAAECBAgQIECAAAECBAgQWB8Bif710XMuAQIECBAgQKCfCrQt37/9IWcnZ9o4oT4ZFyTQWYH4Fv+q39611u7xuLf910rk4HoKpBL9bT8H1/MWTidAgAABAgQIECBAgAABAgQIdKuARH+3croYAQIECBAgQKB/CLQuVz38C5eGQUO3qpjYqYcOC/UjairiAgQ6K/DmHT8Lqx7+Xae6x36xv41Adwso29/doq5HgAABAgQIECBAgAABAgQI9IbAhr1xE/cgQIAAAQIECBDIlkCxfP/sua+FTbfbs2Lwy198Mpz26UOCb1SvoBHogsAdI7YJH/vApp0+464zTw9HHPmFTvfXkcC6Cijbv65yziNAgAABAgQIECBAgAABAgR6S8Ab/b0l7T4ECBAgQIAAgYwJxLLVy158PLww85KKkb8w8+KKmACBrgrssemQLp3S1f5durjOBFoJKNvfCsMuAQIECBAgQIAAAQIECBAgUJUC3uivymUxKAIECBAgQIBA3wsUy/e3PD0zLH8v4b/9Id8svN0/75azw6rXF/X9AI2gXwqc/ceftDuvNe0ecYBA9woUP/+696quRoAAAQIECBAgQIAAAQIECBDoPoEBa97buu9yrkSAAAECBAgQINCfBGKy69577y1MafDQrcPgodsU3vLvT3M0l74T6Grp/oeWLg9HzPnfvhuwO+dCIJbtv+eee3IxV5MkQIAAAQIECBAgQIAAAQIEsiugdH92187ICRAgQIAAAQI9LtC6fHV8iz+W8rcR6C6BG/63pUuX6mr/Ll1cZwL/J+Btfn8KBAgQIECAAAECBAgQIECAQBYEvNGfhVUyRgIECBAgQIAAAQL9VGDpaePCqod/1+HsBu/zyfCBq67rsJ8OBAgQIECAAAECBAgQIECAAAECBPIg4I3+PKyyORIgQIAAAQIECBCoUoGhl1wVBh9w8FpHF4/HfjYCBAgQIECAAAECBAgQIECAAAECBP4i4I1+fwkECBAgQIAAAQIECPS5wKr77w5v/vzm8PaTj4V3l74WNvjA5mHQnh8NG3/2i2Hwfgf2+fgMgAABAgQIECBAgAABAgQIECBAgEA1CUj0V9NqGAsBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEOhAQOn+DoAcJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC1SQg0V9Nq2EsBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAwGJ/g6AHCZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAtUkINFfTathLAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAMBif4OgBwmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLVJCDRX02rYSwECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKADAYn+DoAcJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC1SQg0V9Nq2EsBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAwGJ/g6AHCZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAtUkINFfTathLAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAMBif4OgBwmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLVJCDRX02rYSwECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKADAYn+DoAcJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC1SQg0V9Nq2EsBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAwGJ/g6AHCZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAtUkINFfTathLAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAMBif4OgBwmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLVJCDRX02rYSwECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKADAYn+DoAcJkCAAAECBAhkWWDVqlUh/tgIECBAgAABAgQIECBAgAABAgQIECBAoP8IbNh/pmImBAgQIECAAAECDz74YLj11lvDnXfeGV588cWwZMmSAkptbW3YaaedwkEHHRQ+97nPhX333RcWgT4RuO+++8Kll14ali1bVrj/JptsUvi7/OpXvxoGDhy4zmN64IEHwve+972wePHiwjU22GCDcPTRR4fx48ev8zWdSKAaBH7xi1+EqVOntvvQ1sYbbxx23XXXsNdeexV+dttttzB48OBqGLoxECBAgAABAgQIECBAgAABAj0oMGDNe1sPXt+lCRAgQIAAAQIEekHg2WefDWeccUb41a9+1am77bfffuHKK68MH/nIRzrVXycC3SWw9957h8cee6zicueee2646KKLKuKdCbzwwgth9913Lz08UDwnPjiwfPnysNFGGxVDfhPInEBM3D/zzDOdHvegQYPCMcccEy6//PKwxRZbdPo8HQkQIECAAAECBAgQIECAAIFsCSjdn631MloCBAgQIECAQIXAzJkzw8iRIzud5I8XuP/++8MnP/nJMG/evIrrCRDoSYGWlpbk5adMmVKRqE92TARjQrNYIaD14dWrVxcS/a1j9glkTeDNN9/s0pDffvvtcP3114f4gEBTU1OXztWZAAECBAgQIECAAAECBAgQyI6A0v3ZWSsjJUCAAAECBAhUCNx7773hiCOOqCjpvPnmm4d99tmnUKJ/s802C3Pnzg2PPvpoeOSRR0rXWLFiRXjooYfCsGHDSjE7BPpK4PXXXw/Tp08PJ598cpeGEP+Of/zjH3fpHJ0JZFng29/+dmH4sThfrFjx6quvhueffz48/PDD4Z133ilN7ZVXXgn/+I//WEj2x690Uc6/RGOHAAECBAgQIECAAAECBAj0CwGJ/n6xjCZBgAABAgQI5FHg3XffDV/72tcqkvynn356uOKKK5Lfdx4T+5MmTQp33nlngcy3OOXxL6d653zNNdd0OdF/4403htdee616J2VkBLpRID64deGFFyavGP87mDp1ajj//PPLEv6/+MUvwiWXXBLi12PYCBAgQIAAAQIECBAgQIAAgf4joHR//1lLMyFAgAABAgRyJnDDDTeExx9/vDTr+H3ksfz5lVdemUzyx44f+9jHwowZMwplnUePHh1GjRpVOt8Ogd4W2HnnncPee+9dum1zc3N47LHHSu3O7Fx11VWlbltuuWU4+uijS207BPIkECu5xLf9f/vb34Ydd9yxbOoXXXRRWLBgQVlMgwABAgQIECBAgAABAgQIEMi2gER/ttfP6AkQIECAAIGcCsTvbJ44cWLZ7E877bQwYcKEslh7jWOPPTbcc889ISZabQT6UuCkk04qu/33v//9svbaGg888ED4n//5n1KXE088MWy00Ualth0CeRT4+Mc/XnhgZptttilNP37Fxde//vVS2w4BAgQIECBAgAABAgQIECCQfQGJ/uyvoRkQIECAAAECORSIydA//elPpZkPGjQonHXWWaW2HQJZERgzZkwYMmRIabhNTU1h2bJlpfbadmKZ8uI2YMCA8JWvfKXY9JtArgVqamoKb/e3Rvj5z38eHnnkkdYh+wQIECBAgAABAgQIECBAgECGBST6M7x4hk6AAAECBAjkVyB+53LrbezYsWGHHXZoHbJPIBMCsdz4F77whdJY33jjjTB9+vRSu72dRYsWhVtuuaV0+OCDDw7Dhw8vte0QyLvAKaecUlHCv6tfjZF3Q/MnQIAAAQIECBAgQIAAAQLVLCDRX82rY2wECBAgQIAAgYTA6tWrw4MPPlh25LjjjitraxDIkkDb8v3XXHNNh8P/4Q9/GFatWlXqN378+NK+HQIEQhg8eHBFlYtnnnkGDQECBAgQIECAAAECBAgQINBPBCT6+8lCmgYBAgQIECCQH4F58+aF+NZz622nnXZq3bRPIFMCBxxwQNh5551LY25ubg6PPvpoqd12Jz7sEr++orjV1dWFI444otj0mwCB/xPYddddyywk+ss4NAgQIECAAAECBAgQIECAQKYFJPozvXwGT4AAAQIECORRYPHixWXT3mCDDcL2229fFtMgkDWBhoaGsiGv7a3+22+/Pbzwwgul/rEiwIYbblhq2yFA4C8Cw4YNK6N49tlny9oaBAgQIECAAAECBAgQIECAQHYFJPqzu3ZGToAAAQIECORUoKWlpWzmf/M3fxMGDRpUFtMgkDWBcePGlSXrm5qawrJly5LTmDp1aik+cODAcPLJJ5fadggQeF+gbbWXV1555f2D9ggQIECAAAECBAgQIECAAIFMC0j0Z3r5DJ4AAQIECBDIo8Dy5cvLpv1Xf/VXZW0NAlkU2GabbcJnPvOZ0tDj11NMnz691C7uxNLjs2bNKjbD4YcfHrbbbrtS2w4BAu8LvP322+833ttbsWJFWLNmTVlMgwABAgQIECBAgAABAgQIEMimgER/NtfNqAkQIECAAIEcC8Q3+Ftvf/7zn1s37RPIrEAswd96S5Xvv/rqq1t3CaeeempZW4MAgfcF5s+f/37jvb3NN988DBgwoCymQYAAAQIECBAgQIAAAQIECGRTQKI/m+tm1AQIECBAgECOBYYPH142+6VLl4b4YyOQdYFPf/rToa6urjSN5ubm8Oijj5basZrFddddV2rHsuSHHnpoqW2HAIFygQULFpQFamtry9oaBAgQIECAAAECBAgQIECAQHYFJPqzu3ZGToAAAQIECORUYKuttgpty/W3TebklMa0My4wcODAcMIJJ5TNovVb/TfccEPZQy2nnHKKt5PLtDQIlAu0faN/xIgR5R20CBAgQIAAAQIECBAgQIAAgcwKSPRndukMnAABAgQIEMizQNu3+h966KE8c5h7PxL4p3/6p7LkfVNTU1i2bFlhhlOnTi3NdPDgwSH2tREg0L7AjBkzyg7uv//+ZW0NAgQIECBAgAABAgQIECBAILsCEv3ZXTsjJ0CAAAECBHIs0PatzEsuuSS8++67ORYx9f4iEB9iOfDAA0vTeeONN8L06dPDfffdF5588slS/HOf+1yI1S1sBAikBWbNmhXuuuuusoOjR48ua2sQIECAAAECBAgQIECAAAEC2RWQ6M/u2hk5AQIECBAgkGOBww8/vGz2f/zjH8PNN99cFtMgkFWBhoaGsqF///vfD63f5o8HTz311LI+GgQIlAucc845ZYE999wzfOITnyiLaRAgQIAAAQIECBAgQIAAAQLZFZDoz+7aGTkBAgQIECCQY4HjjjsuxKRN6+073/lOWLBgQetQu/svv/xy+Pd///fw7LPPttvHAQJ9JRDf1q+pqSndfvbs2eGmm24qtXfbbbfgzeQShx0CZQJvvfVWOPPMM8MjjzxSFj/rrLPK2hoECBAgQIAAAQIECBAgQIBAtgUk+rO9fkZPgAABAgQI5FRggw02CP/2b/9WNvs5c+aEkSNHVpRqbt1p1apVIb4d/bd/+7fhW9/6VvjlL3/Z+rB9AlUhsPHGG4djjz223bF4m79dGgdyLvDwww+Hj370o+Hyyy8vkzjkkEPW+t9UWWcNAgQIECBAgAABAgQIECBAIBMCG2ZilAZJgAABAgQIECBQIfAP//AP4e/+7u/CPffcUzq2ePHicNhhh4VY2n/UqFFh7733LrwZPW/evPDEE0+Ea6+9NixatKjUf8iQIaV9OwSqSSCW77/yyisrhhT/Zo8//viKuACBPAisWLEizJw5szTVWJ3lueeeC/HrW+LP448/HlavXl06Hnd22mmn0NTUFOIDYjYCBAgQIECAAAECBAgQIECg/whI9PeftTQTAgQIECBAIIcCMXkTy/jPmjWrNPuY5LntttsKP6VgOzvbb799O0eECfStwF577RXq6+tDc3Nz2UCOOeaYsPnmm5fFNAjkReDdd98Nhx56aKene9BBB4Wf/vSnYYsttuj0OToSIECAAAECBAgQIECAAAEC2RDwSH821skoCRAgQIAAAQJJgW233Tb8+te/DhdffHEYNGhQsk8quNVWWxXe7v/MZz6TOixGoCoETjrppIpxKNtfQSLQzwU22mijLs9w5513LnxNS3z7/6//+q+7fL4TCBAgQIAAAQIECBAgQIAAgeoXkOiv/jUyQgIECBAgQIDAWgUGDBgQzj777PDggw+G+LZzTU1Nsv+GG24YDjzwwEI59Oeffz6MGzcu2U+QQE8KtP77bL2fuueYMWNCfCiluO23335hn332KTaTv2tra0vxTTbZJKxLkrR0ATsEqkAgfo3F4MGDkyOJD3jF/0Z22WWX8KlPfSqcf/75hQovzzzzTDjllFPCwIEDk+cJEiBAgAABAgQIECBAgAABAtkXGLDmvS370zADAgQIECBAgACBokAs3T9v3rywaNGi0NLSEoYOHRrq6urCdtttF+L3m9sI9KXAO++8E+L3isfvC49vGneUiHz77bdL/bfZZpsQH2zpaIt/+/E+W265pUR/R1iOEyBAgAABAgQIECBAgAABAgQIZFJAoj+Ty2bQBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJBXAaX787ry5k2AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECmRSQ6M/kshk0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECORVQKI/rytv3gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQSQGJ/kwum0ETIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQF4FJPrzuvLmTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKZFJDoz+SyGTQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5FVAoj+vK2/eBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJBJAYn+TC6bQRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXgUk+vO68uZNgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABApkUkOjP5LIZNAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjkVUCiP68rb94ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkEkBif5MLptBEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBeBST687ry5k2AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECmRSQ6M/kshk0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECORVQKI/rytv3gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQSQGJ/kwum0ETIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQF4FJPrzuvLmTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKZFJDoz+SyGTQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5FVAoj+vK2/eBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJBJAYn+TC6bQRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXgUk+vO68uZNgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABApkUkOjP5LIZNAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjkVUCiP68rb94ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkEkBif5MLptBEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBeBST687ry5k2AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECmRSQ6M/kshk0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECORVQKI/rytv3gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQSQGJ/kwum0ETIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQF4FJPrzuvLmTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKZFJDoz+SyGTQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5FVAoj+vK2/eBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJBJAYn+TC6bQRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXgUk+vO68uZNgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABApkUkOjP5LIZNAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjkVUCiP68rb94ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkEkBif5MLptBEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBeBST687ry5k2AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECmRSQ6M/kshk0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECORVQKI/rytv3gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQSQGJ/kwum0ETIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQF4FJPrzuvLmTYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKZFJDoz+SyGTQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5FVAoj+vK2/eBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJBJAYn+TC6bQRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAXgUk+vO68uZNgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABApkUkOjP5LIZNAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjkVUCiP68rb94ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkEkBif5MLptBEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBeBST687ry5k2AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECmRSQ6M/kshk0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECORVQKI/rytv3gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQSYH/DxxRXgn6DHYoAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "id": "ef954f5e", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "eb796622", "metadata": {}, "source": [ "To validate the calculated point is correct, the calculation above is repeated for three times starting with the vertex B and C so that three center point is obtained. The calculated coordinates finally overlap with each other proof that the calculation is correct. " ] }, { "cell_type": "markdown", "id": "ac00e4e9", "metadata": {}, "source": [ "### 2.5 Sigma between Interfaces" ] }, { "cell_type": "markdown", "id": "92291855", "metadata": {}, "source": [ "When considering sigma, the length of each leg will be reduced and its length can be calculated as follows." ] }, { "attachments": { "image.png": { "image/png": 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dhg8fLhUqVJD777/fOJfTyl133SUlSpSQCxcuWJfq83/ggQdyOgz9EUAAAQQQQAABBBBAAAEEfCAQd2UPzss+WCdLRAABBBBAAAEEEEAAAQQQQAABBCImsGbNGrn55pud8R9//HH5y1/+4tRj/WDZsmVGIIZm0NiyZYs0btw45NI1i4UGUpw5c8baBuT5558P2TfUCQ0IqVu3bsgtY9avX28Fj2zdutUYomzZsrJ582brWuNEDit33HGHLFiwwLpKs37s27dPkpOTczgK3RFAAAEEEEAAAQQQQAABBGJdgK1MYv0Jsz4EEEAAAQQQQAABBBBAAAEEEIi4gG7r4S59+/Z1V2P+uGPHjqJZK+yi/w7ozTfftKtBf3W7Ew3K0NK7d++gfbJrbNSoUcigDL22RYsWsmTJEtEMJu6i933nnXfcTbk6vueee5zrMjMzZerUqU6dAwQQQAABBBBAAAEEEEAAAQRsAQIzbAl+EUAAAQQQQAABBBBAAAEEEEAAgVwKTJ8+3bmyVKlS0r17d6ful4PRo0cbS/3ggw/kyJEjRpu7Ym9jUrt2bWnWrJn7VL4eV6lSRVJSUgLG1K1HLl26FNCek4Y+ffoY3T/99FOjTgUBBBBAAAEEEEAAAQQQQAABFSAwg/cAAQQQQAABBBBAAAEEEEAAAQQQyIOAbpexa9cuZwTNHqHBGX4rd911lzRp0sRZ9rlz5+Ttt9926t4DOzAjt9kyvONlVe/Xr58kJiYaXVJTU+Xw4cNGW04ruo1Kw4YNnct0S5e0tDSnzgECCCCAAAIIIIAAAggggAACKkBgBu8BAggggAACCCCAAAIIIIAAAgggkAcBd7YMHcaP2TJ03XFxcfLss8/qoVP++Mc/yr///W+nbh/s3r1btm7dalXvvPNOuzliv2XKlJHWrVsHjL9///6Atpw2uJ+3ZuD417/+ldMh6I8AAggggAACCCCAAAIIIBDjAgRmxPgDZnkIIIAAAggggAACCCCAAAIIIBBZgdmzZxs36Natm1H3U+XBBx+UWrVqOUs+ceKETJo0yanbB7aZZhYpKK/q1avbt3d+jx075hzn9sAdmKFj2GvL7XhchwACCCCAAAIIIIAAAgggEHsCBGbE3jNlRQgggAACCCCAAAIIIIAAAgggUEACx48fl7Vr1zp3K1++vLRq1cqp++2gRIkS8vTTTxvLHj9+vGRmZhpt9jYmXbp0CdhixOiYj5ULFy4EjFapUqWAtpw2dO7c2bhk8eLFcvHiRaONCgIIIIAAAggggAACCCCAgL8FCMzw9/Nn9QgggAACCCCAAAIIIIAAAgggkAeBhQsXyuXLl50R2rZtK/Hx/v7PLUOHDpWkpCTHZNeuXfLpp5869fT0dPnyyy+teu/evZ32SB/s27cv4Ba1a9cOaMtpgwZ3NGrUyLns9OnTsmrVKqfOAQIIIIAAAggggAACCCCAAAL+/i8FPH8EEEAAAQQQQAABBBBAAAEEEEAgDwJffPGFcXW7du2Muh8rZcuWlREjRhhLHzt2rFPXjBIanKElN4EZEyZMkBdeeMH689VXXznjZnewZ88eo0tiYqIE297E6BRmxfvcFyxYEOaVdEMAAQQQQAABBBBAAAEEEPCDAIEZfnjKrBEBBBBAAAEEEEAAAQQQQAABBCIiYGd+sAf3fqC32/32+9RTT0np0qWdZWsGiSVLllh1exuTG264QerVq+f0CfcgJSVF3njjDevPs88+G9Zles8TJ04YfQcOHCjFihUz2nJb8T5373uR23G5DgEEEEAAAQQQQAABBBBAIDYECMyIjefIKhBAAAEEEEAAAQQQQAABBBBAoIAFjh07Jjt27DDu2qZNG6Pu10rVqlVlyJAhxvLtrBl2YEZusmUYA16pfPvttzJ37lxvc0D9pZdeCmgbNmxYQFtuG7zPXeeVmZmZ2+G4DgEEEEAAAQQQQAABBBBAIMYECMyIsQfKchBAAAEEEEAAAQQQQAABBBBAoGAEVq5cadwoOTlZKleubLT5ufLMM88YGSlmzZol06dPl927d1ss+RGYoQMNGjRINm/eHJT67Nmz8thjj8maNWuM80OHDhVvlgujQw4rTZs2leLFiztXnTlzRjZt2uTUOUAAAQQQQAABBBBAAAEEEPC3AIEZ/n7+rB4BBBBAAAEEEEAAAQQQQAABBHIp8PXXXxtXNm/e3Kj7vXLdddfJgAEDHIbLly9bQRLacM0110iHDh2cc3k5OHXqlLRu3VpGjBgh8+fPt4I05s2bJ+PGjZNWrVrJpEmTjOE7deokb7/9ttGW10rJkiWlcePGxjDewB3jJBUEEEAAAQQQQAABBBBAAAFfCRCY4avHzWIRQAABBBBAAAEEEEAAAQQQQCC/BFatWmUMRWCGwWFVnnvuOaPx5MmTVv2OO+6QEiVKGOfCrdSrVy+g6/nz5+WPf/yj9OzZU5o1aya9evUSzdixbds2p69mtHjxxRdlwYIFkpCQ4LTn14H3+Xvfj/y6D+MggAACCCCAAAIIIIAAAggUPQECM4reM2PGCCCAAAIIIIAAAggggAACCCAQBQLerSp0OwuKKdCyZUvp0aOH2XillpdtTJYtWybfffedpKSkyO233y6arSKr0rBhQ3n++edlw4YN8sorr0QkKEPv733+GzduzGpanEMAAQQQQAABBBBAAAEEEPCRQNyVNJKXfbRelooAAggggAACCCCAAAIIIIAAAgjkWeDo0aNStWpVY5xvvvlG2rZta7RREVm0aJF069bNoYiLi5PU1FSpVq2a05aXA/1PW8eOHZNDhw5ZfzQrR4UKFazxa9SoIcnJyXkZPuxrp02bZmzdUrp0aTlz5ozEx/PvosJGpCMCCCCAAAIIIIAAAgggEKMCxWN0XSwLAQQQQAABBBBAAAEEEEAAAQQQiJhAsGwImpmBEijQtWtXufnmm2X16tXWST3Or6AMHVADPapUqWL98W4nEjibyLV4n396errs2LFDGjVqFLmbMjICCCCAAAIIIIAAAggggECRECBkv0g8JiaJAAIIIIAAAggggAACCCCAAALRJLB582ZjOpUqVZKkpCSjjcpVgdGjRzuVvGxj4gwShQcamKFBIu7ifU/c5zhGAAEEEEAAAQQQQAABBBDwjwAZM/zzrFkpAggggAACCCCAAAIIIIAAAgjkk4BmQnCX+vXru6scewT69esnU6ZMkUuXLkmXLl08Z2OjmpiYKNWrV7e2abFX5H1P7HZ+EUAAAQQQQAABBBBAAAEE/CVAYIa/njerRQABBBBAAAEEEEAAAQQQQACBfBDYtWuXMUrt2rWNOhVTID4+XgYNGmQ2xmBN34PU1FRnZTt37nSOOUAAAQQQQAABBBBAAAEEEPCvAFuZ+PfZs3IEEEAAAQQQQAABBBBAAAEEEMilgDcwo1atWrkcictiScD7Hnjfk1haK2tBAAEEEEAAAQQQQAABBBAIX4DAjPCt6IkAAggggAACCCCAAAIIIIAAAgjI5cuXZffu3YYEGTMMDt9WvO8BgRm+fRVYOAIIIIAAAggggAACCCBgCBCYYXBQQQABBBBAAAEEEEAAAQQQQAABBLIWSEtLk4yMDKNTzZo1jToVfwp434MDBw74E4JVI4AAAggggAACCCCAAAIIGAIEZhgcVBBAAAEEEEAAAQQQQAABBBBAAIGsBQ4fPhzQoUqVKgFtNPhPwPsenD9/Xk6cOOE/CFaMAAIIIIAAAggggAACCCBgCBCYYXBQQQABBBBAAAEEEEAAAQQQQAABBLIWCBaYUbly5awv4qwvBIK9B8HeF19gsEgEEEAAAQQQQAABBBBAAAFHgMAMh4IDBBBAAAEEEEAAAQQQQAABBBBAIHuBI0eOBHQK9kE+oBMNMS8Q7D0gMCPmHzsLRAABBBBAAAEEEEAAAQSyFSiebQ86IIAAAggggAACCCCAAAIIRLXApUuXZO/evbJlyxY5ffq0NG7cWG644QYpVapU0HlfvnzZaI+LizPqVK4KpKeny9atW60/6lanTh2pW7eu1K5d2+mk2xTMmjVLWrduLU2bNnXa3Qd67dq1a2X79u1Wc5s2baR+/fruLsbxoUOH5LvvvhMNAChdurTox14dv2zZska/UBV9J3bt2iUHDx6U1NRUSUhIsOZ97bXXSqVKlUJdlmV7JMbMyMiQffv2WX/047Wu8/rrr7ec8/pe/vjjj7J582bZs2ePZZiUlCQVKlQQ3WqiVq1aWa41u5PBAjNy65rdvThftASCvQfB3peitSpmiwACCCCAAAIIIIAAAgggkFcBAjPyKsj1CCCAAAIIIIAAAggggEAhCaxfv17+67/+SxYtWiQaQOAuJUuWlFdffVVGjRol8fFXkyU+9thjMmnSJKdrYmKiFcxRrFgxp40Dkblz51q269atEw1I8JbmzZvLyJEjpXr16jJ06FA5cOCAaCDBmTNnRE3d5bPPPpPRo0dbwR12u3pPmDBBnnzySbvJ+tVn+dJLL8ny5cuNdq3MnDlT+vTpE9Dubti4caO8++67Mm3aNCsgw33OPi5TpoxogMbgwYOtedntoX4jMeayZctk8uTJ8sknn1hm3ntrMMoDDzwgY8eOlYoVK3pPh6yvXLlSXnnlFdE579+/P2S/5ORk6dKli/VH/064/46EvMh14tSpU66aWIEvoQKhjI5UYl5Ag3+8RYOEKAgggAACCCCAAAIIIIAAAv4WIDDD38+f1SOAAAIIIIAAAggggEARFNDMAk8//bR8/PHH4s1+YS9HMxH86le/km3btsnEiROt5p07d8r7779vd7F+NfMDQRlXSXbs2CG/+MUvZMGCBVcbgxxt2LBBhgwZYpzRLCXuoAx9Nr/+9a/ljTfeMPppJTMz03o+/fv3lxo1alh1DdJ45513AvraDa1atbIPA341IESDdN5++21rrIAOroazZ89a2TjOnTvnag08jMSYJ0+elOHDh1sBGYF3vNqigUYauDF79mz58MMPpXv37ldPBjm6ePGijBkzxgpGUlt30YAZ798TzUgyZcoUmT59umhgRk6LZqZxl3Azmbiv4Tg2BTTwyVu874v3PHUEEEAAAQQQQAABBBBAAIHYFyAwI/afMStEAAEEEEAAAQQQQACBGBLQoAz9l/4//PCDsyrNKPDaa69ZH6/1o2BKSoqMGzfOOq/ZE5544gnRj/ovv/yy6Adsu2iWgKwCAex+2f327NlT9EN3QZW//e1v1rYe+X0/Dcro3LmzsZZy5cpZH/zvuOMOa4sY3XZDA14+/fTTgNt37NjRadMsG/rBX+dqF82o4A6G0OCZ1atXS9euXeW+++6zsnTYfb2/uvWGZnkIVnSbBH0ndMsVu5QvX97KHKHz1mv/+c9/yiOPPGKftn5vvfVWo+6uRGJMDWbp3bu3tb2KfS/NLvDb3/7Wctd5aoaSp556yllLWlqa/Md//If1vmcV/KDvuDsTjFppxph77rlH1EK3dNEAD/178tNPP9m3t/5e5DRbhl7s/dAe7GO8cxMOfCWgwVn6Trkz7XjfF1+BsFgEEEAAAQQQQAABBBBAAAFLgMAMXgQEEEAAAQQQQAABBBBAoIgI6Mdy/YjvDspo27attW2FZr6wy5tvvmlt5aBZH/TjoGZReP75560P03Yf/dU2/aCf17J27Vo5duxYXocJ+3r9WJ/fZc+ePZatO8CkTZs28o9//EPq1avn3E6PP/jgA9GtOLzz6NChg9NPtzmxgzI0k4ZmZ2jWrJnUr19f9u7d6/TTLQ4GDRrkBGXo89WMEhpIoNvQ2OWWW26xD41fnYNe4w7K0HdC563bldhFgxt0KxQN0NCiWSS0X7ASiTF1qxdvUIZuB6MBLtddd50zDc2M8c0331hO9julz0SDiv7nf/7H6ec+2L59u7z33ntOk34Ynzdvntx4441Om/790Pe9ZcuW0qtXL6c9lKvTIcSB90N7VkEjIYagOYYF9B3UjDN28b4vdju/CCCAAAIIIIAAAggggAAC/hGI989SWSkCCCCAAAIIIIAAAgggULQFBgwYIFu2bHEWoVtgzJo1S9xBGfbJwYMH24dWkIZmJXBv8aAfpLWNIlbwSr9+/WT//v0OR82aNWXOnDlGUIZ9Uj+63nzzzXbV+XUHZuh5/VfzGoyhQRwtWrSwtoxp1KiR018PNKBAAya0aPDEF198IfqcNbBDAzrsEiqAQJ/z999/b3eztkXR8dxBGfZJd4YMnUdSUpJ9yvjN7zHPnz8fEJSh9547d64RlGFPQjNcaHCKu2gwTKiyaNEi493WrCfuoAz3dZrdpUePHk5TqOAUp0OIA90Oxl30naAgYAt43wfv+2L34xcBBBBAAAEEEEAAAQQQQMA/AmTM8M+zZqUIIIAAAggggAACCCBQhAWmTp0qS5cudVagH/11a4YqVao4be4D90f9NWvWiGa1sItuz6EZHIoXz5//S3jvvfeKZvMoqBIs6CAv99bMFrqFhl3U5eOPP5bKlSvbTQG/GjzgLtWrV7eyPNhtDz/8sNSpU8cKrtCtZuySmppqH1q/mtVEy0MPPWRtxeHeVmPs2LFOJgzdksNbNKhj/vz5TnOxYsXko48+kqpVqzpt7gMNNrHX1K1bN/cp5zgSY/7pT3+ygoOcm1w5GD9+vKhZqOINfNEtfHQLEn13vUWznbiLewsJd7t9rIEZCxcutKqhAl7svqF+3VsCaZ8SJUqE6kq7DwW878OFCxd8qMCSEUAAAQQQQAABBBBAAAEE3AJxl68UdwPHCCCAAAIIIIAAAggggAAC0SWQkZFhfeDfvXu3M7H77rtPNFgjVNm5c6c0aNAg6GkNRNDsDBSxthvQ7BHugAnNGPH+++9nyaNbbtgf97Vj//79rS1lsrro3LlzVmCB96O+ZtXQ4Bnvx9ysxvr3v/9tBX4cP37c6TZw4EBrCxOnIYcHkRhTt3DQ7VvsbUl0SpqlQrcryap8/fXX0r59e6OLBhfpViTeogEszz77rNNcunRpK0tJq1atnLb8PujUqZN1D3tczZaimVHys+jfd/d2GPk5drCxNJgrv4K1go3vpzYNHnNvWaTbFWkwHAUBBBBAAAEEEEAAAQQQQMC/Avnzz6P868fKEUAAAQQQQAABBBBAAIGIC0yaNEncQRl6w1GjRmV531Cp83XLDoIyrtJNnDjRCMrQM7qNSHbFvX2I9nVvYxLq2vXr14s3KEM/hGugTE6CMnR8zejhDsrQtmeeeUZ/cl0iMebkyZONoAyd3JAhQ7KdowaJeMuhQ4eCBmZ4s16kp6fL3XffbWUTadKkiXeYfKkHe475MrBrEF3X0aNHXS2RPfz888+lV69ekb2JT0bX7DXuQsYMtwbHCCCAAAIIIIAAAggggIA/BeL9uWxWjQACCCCAAAIIIIAAAggUHYF//vOfxmTbtGkTkE3A6HClols/eItuHaGBCJSrAl7bjh07SnaZFjS7hjvDho4WTmDG8uXLr974/46ee+65bO8XcNGVBt0exF00u4RmoshLicSY06dPN6ZUsmRJuf/++422YJW0tLSAZu/2MXYH3fakXr16dtX6PXjwoOjfk//93/+V7LY2MS4Ms+L90B6JTBMFneA0nPvFxcVJrP4J89GH1c37PngDecIahE4IIIAAAggggAACCCCAAAIxJUBgRkw9ThaDAAIIIIAAAggggAACsSZw6tQp+eqrr4xl9e3b16gHqxw5ciSg+a9//atUrlw5oN2vDRq84t1SIxzbL774wiBLTEwMmsnB6HSlsmLFCqNJ/1X9f/7nfxpt4VT27Nkjq1evNroOGDDAqOe0EokxNaOHd3sPzciQlJSU7fS8GWL0gqpVqwa9Trcu0QAQfQ7uolk3nnzySdFtR7Zv3+4+xTECCCCAAAIIIIAAAggggAACCCBQoAJsZVKg3NwMAQQQQAABBBBAAAEEEMiZwJw5cwK2v+jSpUu2g+zatcvoM3z4cLnzzjuNNr9XZs6cGZBNoXPnztmyzJ492+ijmSrC2YrEG5ih96pWrZoxVjgVb6COXtO9e/dwLg3ZJxJjaoaQzMxM45633XabUQ9V8QbMaJaG5OTkUN2lefPmos9z8ODBolueuIu6t2jRQsaOHSu/+MUv3Kdyfex93pHIiPD3v/9dNDCroEq7du0K6lYxfx/v++B9X2IegAUigAACCCCAAAIIIIAAAggECBCYEUBCAwIIIIAAAggggAACCCAQPQLeD9SaFSC7LSvS09MDtix55JFHIraot956SzQ7QkGVYcOGSc2aNfN8u3Xr1hljlCtXLtttRTIyMmT+/PnGdeFsY6KBMt7tZcLZ0sO40f9Vli5dajRrcMeNN95otOW0Eokxg2W9uPXWW8Oa2tdff230a9q0qejzyap07dpVNm3aJBqENHXqVKOrZs/45S9/aW1B8/LLLxvnclPxfmj3fojPzZjea3r27OltKvR6ONudFPoko2AC3vfBu7VJFEyRKSCAAAIIIIAAAggggAACCBSwAIEZBQzO7RBAAAEEEEAAAQQQQACBnAikpqYa3evXr59tdoZ33nnH+gDtvrBOnTruar4ejxkzRo4dO5avY2Y1mH7cz4/ADG9mBbXV7UWyKn/5y18Cshh07Ngxq0usc5o9wlvuvvtub1NY9Z07dxr9WrZsadRzU4nEmN7AjISEBGndunW20/vhhx/k6NGjRj/djiScUrFiRfnkk0/k448/traJ8Y6j76oGsQwcODCc4UL28X5o936ID3khJ3wh4M0U4w3k8QUCi0QAAQQQQAABBBBAAAEEEDAE4o0aFQQQQAABBBBAAAEEEEAAgagS8AZmVKlSJcv5aWaA3/3ud0Yf/SiYmy0zjEFisJJT23Pnzsnrr79uSMTHx0s4W0B4tzGpV6+eVK9e3Rgr3MqRI0eMrrkdxz1IJMb0BmbUqlVLSpYs6b5t0GMNqvCWHj16eJuyrD/wwAOyefNmCbbtTyQyZly4cCHL+XDSXwLe94HADH89f1aLAAIIIIAAAggggAACCAQTIDAjmAptCCCAAAIIIIAAAggggECUCHiDBypVqpTlzPSjs/cje3JysmgAQaRKqVKlIjV00HFLly4dtD2njTm11YAXb5YN3WLjmmuuyfbW3owZ4W7pEWzgkydPGs1Vq1Y16rmpRGJM79Yt4cxTt8p4//33jSVoUFHv3r2NtnAqer+ZM2dKkyZNjO7fffednDlzxmjLaaVs2bLGJRoQRUHAFjh79qx9aP163xfjJBUEEEAAAQQQQAABBBBAAAFfCLCViS8eM4tEAAEEEEAAAQQQQACBoiqQkZFhTP3SpUtG3V1ZuHChpKSkuJusY93eIZJl7969oh/UC6pkt91IuPPwBqucP38+5KUrV66UV155JeB8mzZtAtq8DT/++KNoMIC75CUwQ7OmuIMespq3+5767njXbJ+PxJjeTB7eLAL2vd2/S5YskV27drmb5JFHHgnYvkf/XixevNjqd8stt0hSUpJxjV3RD+Jjx46VO++8026yfg8cOCDXX3+90ZaTSvny5Y3ueQ30MAajUqQF9H8LvYE63velSC+QySOAAAIIIIAAAggggAACCORKIHL/ZCpX0+EiBBBAAAEEEEAAAQQQQAABt0D9+vXdVfFmebBPHj16VAYPHiz68d17Tbly5exuEfnVj/0aLFFQf/JrEbVr1zaGOnjwoFG3KxoEMWjQILl48aLd5Py2aNHCOdaDBQsWyP79+402DerwBtTkJTBDt0FxF++WIe5z9vHf/vY30Y/Ds2fPtpuM30iM2ahRI+Me2QVmZGZmytNPP21co9lIRo4cabRpZdWqVfKzn/3M+jNr1qyA8+6Gm266yV21jvOa5cX7oZ3AjABi3zZoUIY3UM37vvgWh4UjgAACCCCAAAIIIIAAAj4WIDDDxw+fpSOAAAIIIIAAAggggED0C9xwww3GJPWDtHerkh07dkjHjh2toA394Pzee+8Z17j/9bZ+/H700UflrrvuCvhX3cZFPqh4AzO+/fZbSUtLM1Z+4sQJ6dGjh+zZs0d0G5k+ffoY593bc0ydOlV69eolt912mxGcsWLFCuMafUbegA6jQzYVbxDF559/LqGCSjSbxgsvvCBDhgwR3V6hX79+cuzYsYA7RGJMb2DGzp075aeffgq4t93w5ptvytq1a+2q9fvGG2+IN/OGntBgF7u4j+029683mCkhIUHq1Knj7pLjY++Hdu/WFTkekAtiRiBYkI73fYmZxbIQBBBAAAEEEEAAAQQQQACBsAUIzAibio4IIIAAAggggAACCCCAQMELeAMzNGvDY489Zn3g1qABDcLQrRy2bdtmTe6tt94Szcbg3u5j48aN8v3331sBHQMHDpTJkyeLZhn49a9/XfALiqI7tm3b1piNZrXQbTN06xHN7vCvf/1LNNvCpk2brC1APvzwQ/F+dN28ebOcO3dOxo8fb2XV0MAXDZzRDCZ2Wb58uX1o/bZq1Uo0OCC3RYNq3EWDL+655x7Zvn271Zyeni7Lli2ztvBo2bKlaHCDXV566SWpXLmyXXV+IzGmBrG4P0hr8II6BSua0eO///u/jVN33323PPHEE0abXXEHY7z77ruyZcsW+5Txq5kLfvOb3xhtGpwSaksXo2MWFe/WKfq+EJyRBZiPTp08eTJgtd73JaADDQgggAACCCCAAAIIIIAAAjEvEHflP1IU3EbAMc/JAhFAAAEEEEAAAQQQQACB/BXQ4IumTZuKbqfhLnFxcQHp8jXjgL0VRI0aNbK8RgM+Fi5cKNrPr0WzN2jWDA3EcBe11cAWe+sSPZ40aZI8/PDD0rdvX/nss8/c3a2+GpChJTEx0TrfrVs3q67tFSpUMAI69Bnps8pLueOOO6xtU4KNUbx4cWfu9nld07hx44JuC2L3icSYv//97417akDEqFGj5Je//KUkJyfLunXrrOCiiRMn2tOwfnWbkhkzZoQMYKlZs6YcOnTIuUazmWgAhgaY1KpVywqSWLNmjbz66qvWe253LFOmjGh748aN7aZc/U6ZMkUefPBB41rNqlK3bl2jjUpkBH744Qd58cUXrcHfeeedoMFGkblz9qNqUFSnTp2Mjl999ZWVScdopIIAAggggAACCCCAAAIIIOArAQIzfPW4WSwCCCCAAAIIIIAAAggURQH9QH3vvfeGnHqJEiXkT3/6k5VJw+6k25VoZoxgpV27dlY2iCpVqgQ77au2CRMmWIECoRZdsmRJ0UwZ/fv3t7qMHTtWnn322aDdNchl2rRp0r59e+e8Bh5ohgx3+eSTT2TAgAHuphwfa6YODV44cOBAttc2bNhQNKuEbrGSVYnEmBqYogEM//jHP7K6tXNOvXXrFf0TKquIBmRoYEZOi2aS+eCDD6RBgwY5vTSg/6JFi8QOvrFPrl69Wlq3bm1X+Q1DQAPP9u7dG0bPq110K54xY8bI0qVLrcYNGzZYmW2u9ijco2D/e62BJN6tfQp3ltwdAQQQQAABBBBAAAEEEECgoAUIzChoce6HAAIIIIAAAggggAACCORC4OWXX5bXXntNMjIynKs1C8KgQYNEz9WvX99p14OdO3daH47dHz0188ZDDz1kBRa4tzoxLvRhRbeDeeqpp6ztYezlq+0DDzxgmV977bV2s7VtSe/evUU/zNtFM1Toc0hJSZFq1arZzdbv9OnTRbfOcJd9+/ZZmTrcbbk5PnXqlIwYMUI00MPO7uEeR4MEBg8eLMOGDZPSpUu7T4U8jsSYerOZM2da2Vx27NgR9N516tSxnDSThgaSZFV065b58+dbH+b147wGROhWIsGKrvv666+3AmGee+45Y4ufYP3DbdOtgfTvk7vMnTtXevbs6W7iOBuBX/3qV3nOHpNff5+ymWrYp//617/K448/bvTXrDzubX2Mk1QQQAABBBBAAAEEEEAAAQR8IUBghi8eM4tEAAEEEEAAAQQQQACBWBBIS0sT/dfhx48ftwIxdDuSsmXLhlyabtXxzTffyOnTp6VDhw4BQQMhL/ThiUuXLsmWLVtk69at1lYY+tE9lK321WAADX6pWrWqNGvWzPotLDYNVNB/ka/z1wwVupVHvXr1rN/czikSY+pcNPBDjTVTwpkzZ6R69erWliZ5yWKRnp4u+/fvF82koH83dOykpCQrcEIddPuU/C56D90+xV3ef/99KxDG3cZx1gL5EZih//tWrly5rG9UgGc1gM7eZkVvq9sbnT17tgBnwK0QQAABBBBAAAEEEEAAAQSiUYDAjGh8KswJAQQQQAABBBBAAAEEEEAAAQSiWkCDATS4xC76QV63YKGEL5DXwAzNVhMqW0r4s8jfnpr1RbeWsosG0GmGFQoCCCCAAAIIIIAAAggggIC/BfL/n43425PVI4AAAggggAACCCCAAAIIIICADwSuu+46Y5WatYNSsALXXHNNwd4wjLt53wPvexLGEHRBAAEEEEAAAQQQQAABBBCIQYHiMbgmloQAAggggAACCCCAAAIIIIAAAghEVKB+/fqyceNG5x4HDhxwjjnIuYBuOaPb0eSkRGKbmpzcP1hf73tAYEYwJdoQQAABBBBAAAEEEEAAAf8JEJjhv2fOihFAAAEEEEAAAQQQQAABBBBAII8C3g/u+/bty+OI/r68RIkSkpSUVOQRvO+BBvBQEEAAAQQQQAABBBBAAAEEEGArE94BBBBAAAEEEEAAAQQQQAABBBBAIIcCjRo1Mq7YsWOHUafiP4GTJ0/KiRMnjIV73xPjJBUEEEAAAQQQQAABBBBAAAHfCBCY4ZtHzUIRQAABBBBAAAEEEEAAAQQQQCC/BJo1a2YMdfbsWTl06JDRRsVfAtu3bw9Y8I033hjQRgMCCCCAAAIIIIAAAggggID/BAjM8N8zZ8UIIIAAAggggAACCCCAAAIIIJBHAf3gHhcXZ4wS7MO80YFKTAts27bNWF+FChWkdu3aRhsVBBBAAAEEEEAAAQQQQAABfwoQmOHP586qEUAAAQQQQAABBBBAAAEEEEAgDwLlypWTunXrGiN4P8wbJ6nEvID3+XuzqsQ8AAtEAAEEEEAAAQQQQAABBBAIKUBgRkgaTiCAAAIIIIAAAggggAACCCCAAAKhBZo3b26c3LRpk1Gn4i8B7/O/6aab/AXAahFAAAEEEEAAAQQQQAABBEIKEJgRkoYTCCCAAAIIIIAAAggggAACCCCAQGiBtm3bGic3bNhg1Kn4S2Djxo3Ggm+55RajTgUBBBBAAAEEEEAAAQQQQMC/AsX9u3RWjgACCCCAAAIIIIAAAggggAACCOReoF27dsbF3g/zxkkq2QpcvnxZ1qxZI+vXr5cjR45IWlqaxMfHS3JystSpU0e6d+8ulSpVynacwujw008/ye7du41be98P4yQVBBBAAAEEEEAAAQQQQAABXwkQmOGrx81iEUAAAQQQQAABBBBAAAEEEEAgvwTatGkjxYoVk8zMTGvIU6dOyd69e6Vu3br5dQvfjJORkSE1atSwAjJCLTohIUF69+4tY8aMkaZNm4bqVijtGpSjgSV2qVy5sjRo0MCu8osAAggggAACCCCAAAIIIOBzAbYy8fkLwPIRQAABBBBAAAEEEEAAAQQQQCB3AmXLlpUbb7zRuHjVqlVGnUr4ApolI6ty/vx5mT59umhAzMSJE7PqWuDnvM/91ltvLfA5cEMEEEAAAQQQQAABBBBAAIHoFSBjRvQ+G2aGAAIIIIAAAggggAACCCCAAAJRLnD77bfLhg0bnFmuXLlSBgwY4NQ5CC0wdOhQa9uShQsXSqlSpaR9+/bSvHlza7sS3cJk3bp1op779+83BklPT5fhw4dLhQoV5P777zfOFVbl66+/Nm6t7wUFAQQQQAABBBBAAAEEEEAAAVsg7kqaxat5Fu1WfhFAAAEEEEAAAQQQQAABBBBAAAEEshWYM2eOtb2G3bFdu3ayYsUKu8pvGALbtm2ztn8pWbJk0N7r16+XQYMGydatW43zmrFk8+bNUbF1TJ06dYwAEg3Wuemmm4z5UkEAAQQQQAABBBBAAAEEEPCvAIEZ/n32rBwBBBBAAAEEEEAAAQQQQAABBPIocObMGalYsaJcuHDBGkmDC06fPi0JCQl5HJnL3QJHjx6VZs2aiXe7k+eff15ef/11d9cCPz548KDUqlXLuW+1atUkNTVV4uLinDYOEEAAAQQQQAABBBBAAAEE/C0Q7+/ls3oEEEAAAQQQQAABBBBAAAEEEEAg9wKateHWW291BsjIyBDvthbOSQ5yLVClShVJSUkJuP69996TS5cuBbQXZMPixYuN23Xr1o2gDEOECgIIIIAAAggggAACCCCAAIEZvAMIIIAAAggggAACCCCAAAIIIIBAHgT69OljXL1o0SKjTiV/BPr16yeJiYnGYJqZ4vDhw0ZbQVe8z9v7PhT0fLgfAggggAACCCCAAAIIIIBA9AkQmBF9z4QZIYAAAggggAACCCCAAAIIIIBAERK49957jdkuXLjQqFPJH4EyZcpI69atAwbbv39/QFtBNrift25h07t374K8PfdCAAEEEEAAAQQQQAABBBAoAgIEZhSBh8QUEUAAAQQQQAABBBBAAAEEEEAgegUaNmwoTZs2dSa4atUq+emnn5w6B/knUL169YDBjh07FtBWUA07duyQffv2Obfr2rWrlC9f3qlzgAACCCCAAAIIIIAAAggggIAKEJjBe4AAAggggAACCCCAAAIIIIAAAgjkUcCdNePChQsyb968PI7I5cEE1NZbKlWq5G0qsPrMmTONe7nfA+MEFQQQQAABBBBAAAEEEEAAAV8LEJjh68fP4hFAAAEEEEAAAQQQQAABBBBAID8EBg0aZAzz2WefGXUq+SPgzk5hj1i7dm37sMB/3c+5RIkS0r9//wKfAzdEAAEEEEAAAQQQQAABBBCIfoG4y1dK9E+TGSKAAAIIIIAAAggggAACCCCAAALRLXDzzTfLmjVrrElqFocjR45IsWLFonvShTS7CRMmWD56+169eknnzp3Dmom6njhxwumbmJg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} }, "cell_type": "markdown", "id": "8806ed54", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "a40e8892", "metadata": {}, "source": [ "After calculating the reduced length, the coordinates of each COM and each new interface will be obtained and ready to use." ] }, { "cell_type": "markdown", "id": "f8143f72", "metadata": {}, "source": [ "### 2.6 Binding Angle" ] }, { "cell_type": "markdown", "id": "4219eb56", "metadata": {}, "source": [ "The angle calculation is explained in detail in the SI (section II) of the NERDSS paper: 'NERDSS: A Nonequilibrium Simulator for Multibody Self-Assembly at the Cellular Scale'. It will not be repeated here." ] }, { "cell_type": "markdown", "id": "85c14c37", "metadata": {}, "source": [ "## 3. Library Installation" ] }, { "cell_type": "markdown", "id": "394e6d95", "metadata": {}, "source": [ "The ioNERDSS library in uploaded onto the official Python Package Index (https://pypi.org/project/ioNERDSS/), where all information about this package can be found." ] }, { "cell_type": "markdown", "id": "eed3b75d", "metadata": {}, "source": [ "To install ioNERDSS library, simply run below in system command line:" ] }, { "cell_type": "markdown", "id": "f99d366e", "metadata": {}, "source": [ "> pip install ioNERDSS" ] }, { "cell_type": "markdown", "id": "c861521c", "metadata": {}, "source": [ "To upgrade ioNERDSS, run below in system command line:" ] }, { "cell_type": "markdown", "id": "a5ebc1dc", "metadata": {}, "source": [ "> pip install --upgrade ioNERDSS" ] }, { "cell_type": "markdown", "id": "6820ad4e", "metadata": {}, "source": [ "## 4. Model Creation" ] }, { "cell_type": "markdown", "id": "7a93a8d6", "metadata": {}, "source": [ "After installing latest version of ioNERDSS package, open Jupyter Notebook or other prefered IDE, import ioNERDSS package as follows." ] }, { "cell_type": "code", "execution_count": null, "id": "5ca2195a", "metadata": {}, "outputs": [], "source": [ "import ionerdss as io" ] }, { "cell_type": "markdown", "id": "4b8a9830", "metadata": {}, "source": [ "Then, choose the desired Platonic solid model and run corresponding function with reasonable radius and sigma value input. The name of function is 'NameOfPlatonicSolid_Face/Vert(radius, sigma)'." ] }, { "cell_type": "code", "execution_count": 2, "id": "d15c6d03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File writing complete!\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "io.dode_face(radius = 40.0, sigma = 1.0)" ] }, { "cell_type": "markdown", "id": "ae05647d", "metadata": {}, "source": [ "After running this function, a message indicating 'File writing complete!' will show up and two input files will be generated in the same directory with your current Python file. One is 'parm.inp' and the other is 'XXXX.mol' depending on the model used. Also, if the default built-in parameters (e.g. trajWrite, pdbWrite, onRate3Dka, offRatekb, etc.) need to be modified, users can manually change them accordingly." ] }, { "cell_type": "markdown", "id": "0f41e68d", "metadata": {}, "source": [ "Also, avoid generating multiple input files in the same path, or the older .inp file will be overwritten by the newly created one." ] }, { "cell_type": "markdown", "id": "10f7e29c", "metadata": {}, "source": [ "## 5. Running Simulation" ] }, { "cell_type": "markdown", "id": "233bc99a", "metadata": {}, "source": [ "To run the simulation, copy the 'nerdss.exe' file generated in the first step in the same directory as .inp and .mol file. Open the same directory in terminal and run command below in system command line to start simulation:" ] }, { "cell_type": "markdown", "id": "34fe9f4a", "metadata": {}, "source": [ "> ./nerdss -f parm.inp" ] }, { "cell_type": "markdown", "id": "d24a7566", "metadata": {}, "source": [ "## 6. Analysis Tools" ] }, { "cell_type": "markdown", "id": "777c5d5c", "metadata": {}, "source": [ "There are also a number of functions for analysing the output of NERDSS. For detailed description and input requirements, please refer to the 'ioNERDSSUserGuide.doc' inside io_nerdss Github repository." ] }, { "cell_type": "markdown", "id": "982dd8a3", "metadata": {}, "source": [ "### 6.1 Analyzing 'histogram_complexes_time.dat' File" ] }, { "cell_type": "markdown", "id": "d8fa63dc", "metadata": {}, "source": [ "The model for the simulation results used for this analysis section below is dodecahedron with face as COM and the only modification is that onRate3Dka and offRatekb are all reduced by 10 times (from 2 to 0.2). Five paralleled simulations are made and analyzed." ] }, { "attachments": {}, "cell_type": "markdown", "id": "e859119f", "metadata": {}, "source": [ "The first step for analyzing a single species histogram file is to create a new SingleHistogram object.\n", "\n", "For more information, read ``2.1.1 MAIN OBJECT – The Main Single-component Histogram Object`` in the User Guide.\n", "\n", "*Note: If there are multiple files from multiple simulations (such as with this example), the files should be named \n", "[name]_1.dat, [name]_2.dat, ect. And the FileName attribute should be just [name].dat " ] }, { "cell_type": "code", "execution_count": 2, "id": "a566cb32", "metadata": {}, "outputs": [], "source": [ "single_hist = io.SingleHistogram(FileName = \"histograms\\histogram_complexes_time.dat\", FileNum = 6, InitialTime = 0.0, FinalTime = 1.00, SpeciesName = 'dode') " ] }, { "cell_type": "markdown", "id": "49f36024", "metadata": {}, "source": [ "#### 6.1.1 General Histogam" ] }, { "cell_type": "markdown", "id": "d5b9cc9b", "metadata": {}, "source": [ "This function creates histogram of the average number of each type/size of complex species \n", "\n", "Important Parameters:\n", "- None!\n", "\n", "For more information, read ``2.2.1 HISTOGRAM – average number of each complex species size`` in the User Guide.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "8ab4d4c2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.hist_complex_count()" ] }, { "cell_type": "markdown", "id": "2446e7a0", "metadata": {}, "source": [ "#### 6.1.2 Line Plot: Maximum Monomers in Single Complex vs. Time" ] }, { "attachments": {}, "cell_type": "markdown", "id": "84bc530f", "metadata": {}, "source": [ "This function creates a plot indicating maximum number of monomers in single complex molecule during a certain time period.\n", "\n", "Important Parameters:\n", "- ExcludeSize (int, optional): Monomers in a complex that is smaller or equal to this number will not be included. \n", "\n", "For more information, read ``2.1.5 LINE GRAPH – max count of protein species in a single complex at a time`` in the User Guide.\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "a31a5791", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.line_max_complex_size()" ] }, { "cell_type": "markdown", "id": "ebdbc1de", "metadata": {}, "source": [ "#### 6.1.3 Line Plot: Mean Monomoers in Single Complex vs. Time" ] }, { "attachments": {}, "cell_type": "markdown", "id": "926a265e", "metadata": {}, "source": [ "This function creates a plot indicating mean number of monomers in single complex molecule during a certain time period.\n", "\n", "Important Parameters:\n", "- ExcludeSize (int, optional): Monomers in a complex that is smaller or equal to this number will not be included. \n", "\n", "\n", "For more information, read ``2.1.6 LINE GRAPH – mean count of protein species in a single complex at a time`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 13, "id": "bbefbcdb", "metadata": {}, "outputs": [ { "data": { "image/png": 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+WLBgAdLS0mwTdatWrVpg+E2MRYsWITs7GykpKVi+fHmh3w/FfY0MBgPefvttxMbG4v333wcAfPTRR6WqhcoH9riQx1i/fr1tbsv9qlatisceewxffvklVq1ahbp160KtViMsLMx2zOTJk/HRRx+hf//+uHPnDh555BGsXLnSFk7u5+fnh1mzZiE+Ph6TJ09GtWrVMHDgQNukw+bNm+Ott97Ca6+9BoPBgJ49eyIyMtL22/H8+fMxd+5c9OzZE3q9Hi1atMCSJUvs/jyfeeYZ7Nu3r8BcgOnTp+P9999HixYtEB0djf79+yMnJ0dM89lERkZCr9fj0UcfRWhoKObMmWP7DbwstQcEBGDVqlV4//33sXLlSvj4+GDgwIEYM2ZMia8NDAzE8uXLMWvWLHz44Ydo3rw5OnXqZHt+xIgRMJlMGDFiBDIzM9G4cWOsWbPGFgiKe+3w4cNhMpkwdOhQZGZmolatWvj8888LfH+UVVhYGL755ht8+umn6Nu3L/Ly8mzzgZYuXSrqXHK5HJ988gmmTp2KmJgY1K1bF+3atUNmZuYDxz799NO4c+cOxo8fj7S0NERGRmLevHlo3Lhxoed+/fXXERERgXnz5uH69etQKBRo3LgxvvzyS0RHRwPI31/lo48+wrPPPguNRoPWrVtj9erVtu9vserUqYN+/fohLy8PAwcOLHSycnFfI2tYsc4Hio+Px6BBg9C5c2fExMSUqibybDLBnqn1RGRz+fJlKJXKAmP3bdu2xYIFC9ChQwcJK6PyQKvV4tSpUwUuynPnzsXNmzeLXZ3mjurXr49vv/32gaEporLgUBGRSGfPnsXw4cORlpYGi8WCr7/+Gmaz2fYbK1FZKJVKjBkzBj/88AOA/LkeO3bsQMeOHSWujMg9cKiISKQnn3wS586dw4ABA5CXl4d69eph+fLltgmtRGWhUqmwePFizJ07F++++y4CAwMxdOhQ25wtooqOQ0VERETkMThURERERB6DwYWIiIg8BoMLEREReYxyNznXZDIhOzsbXl5etu2niYiIyL1ZLBbo9XpUrlwZSmXR8aTcBZfs7GzbXVeJiIjIs9SsWbPYW6SUu+BivXlczZo1bTcCcwSz2Yzz58+jXr16D9wVlxyLbe0abGfXYDu7BtvZNZzZzlqtFlevXi1wE9jClLvgYh0e8vHxKXDn1bIym80A8u/oyv8UzsW2dg22s2uwnV2D7ewarmjnkqZ5cBIIEREReQwGFyIiIvIYDC5ERETkMSQNLh9//DGmTJli+3jbtm3o1asXevTogddffx25ubkSVkdERETuRpLgkpSUhLFjx2LNmjW2xy5cuIC5c+di9erV+OmnnxAeHo558+ZJUR4RERG5KUmCy/r169GuXTvExsbaHtu9ezc6deqEsLAwAMDgwYOxY8cOWCwWKUokIiIiNyTJcug333wTALBo0SLbYzdu3EBERITt4/DwcGg0GmRlZSE4OFj0e5jNZtuyLUewnsuR56TCsa1dg+3sGmxn12A7u4Yz29nec7rVPi4ymcyux+xx/vz5spZTqMTERKeclx7EtnYNtrNrsJ1dg+3sGlK2s9sEl8jISCQlJdk+TktLg5+fHypXrlyq89WrV8/hG9AlJiaiSZMm3NzIydjWrsF2dg22s2uwnV3Dme2s0Wjs6nRwm+DSrVs3DBs2DGlpaQgLC8P//vc/PP7446W+UaJCoXDKN6+zzksPYlu7BtvZNdjOrsF2dg1ntLO953Ob4FK3bl288847GDFiBIxGI2rVqoUPPvhA6rKIiIjIjUgaXMaNG1fg4969e6N3794SVUNERETujjvnEhERkcdgcCEiIiKP4TZzXIiIyPMdTdJCcNC52kT5OOhMVJ6wx4WIiIg8BoMLEREReQwGFyIiIvIYDC5ERETkMTg5l4iI3NKRJK24F1RtiOM3DE6pRQagNScLuwX2uBAREZHHYI8LEREVKTFVB63JUQucicqOPS5ERETkMdjjQkREVAIBpZhzU15VbSDp27PHhYiIiDwGgwsRERF5DAYXIiIi8hic40JEVEFwhRCVBwwuRFShJabqAABNwr2LPaZMF3wnboxGVNFwqIiIiIg8BoMLEREReQwOFRFRhaYzCdyjg8iDsMeFiIiIPAaDCxEREXkMBhciIiLyGAwuRERE5DEYXIiIiMhjMLgQERGRx+ByaCIiomJYLAL+vpAGvcEkdSluIcDfCy0jq0n2/gwuRERExbh6LR2bvz8ldRluQyaT4cmmoQiq7CPJ+zO4EBFRkfQGE1JuZMHeOzV5q5WICK8MmUzm1LpcKSNLAwDo2v5hhIVWkrga6VXy80KAv1qy92dwISKiIv289ywSzqSIek3sc60RVS3ISRW5XnZu/o046z9cFVWC/SWuxg0IFknfnsGFiIiKlJWjg0opx+OP1S/x2LRbd3AiMQlZd3SIKuP7XkvKQHJqdhnP4hhXr2UAAAIqFX0HcXIdBhciIiqSRmuAv58XWjWrXuKxV66l40RiErQ6Y5nfd9N3p5CrMZT5PI5SuZI31CpeMt0BvwpERFQkrc6IAH/7ehp8vFW215SF2WxBrsaAWg8Fo/Ojdex+nQDAWTNrggJ9nXRmEovBhYiICiUIAjRaI8Kq2Dch1cc7/5JS1uCSm5c/pyQ0xB9RkSLmyggCUI4mBVPhGFyIiCqI7BwN/knKsvt4s8UCs9kCHx+VXcf7+OSvNClrcLmTqweQv3qF6N8YXIiIKoitP57BteRM0a+rbOekVJVSAYVChr/Op+HKP+mi38fKZM5fteLP4EKFYHAholJLTNVBa7J3hw/3lJunh0UQip3HYbEIuHo9HQaD2YWVOZYAICU1G5FhAWjfppbdr1PIZahRPdiuY2UyGdq2qFmqcPRvarUCtR4KKfN5qPxhcCGiCu2j5fsAANMmdC/ymItXbmH99gQXVeRcdWuHosHDYU47f9cOdZ12biKAwYWIqEQ5d/Ini7ZvXQtVQvwkrqb0FHIZ6tYOlboMojJhcCEiQv5wkFxe+IoUrT5/smnDelURUbWy+JNztQuRwzC4ELmpo0la274UraOkuZlZRaI3mGz7kPybdZWMbxHPE5HryKUugIgelJiqs/umduQYWl3Ru7RqtfnBxcdbuhvLEVE+BhciqrAE4V481GqK3ntEqzdCLpdBpVK4oiwiKgaHiojcjDssMT6SpJX0/V3FYrnXzl99e6zIOS5Gkxm+PmrIOE+FSHIMLkRUYRlN9/ZlqRFV/NbydWpWcXY55MY41yyf2WxGQkICEBktWQ0MLkRUYRmN+Tu0tmpWHU92bShxNURkD85xIaIKy2QyAQBUSv4oJPIU/N9KRBWW0ZTf46JUctItkafgUBFRBWHdF6aAqg1x/EbRy4DLO9PdOS5K9rgQeQwGFxLNWateOPnN82Rm5eHwyWswmz1z15k8jR5A/l2NicgzMLiQW3NESPJRytAkvOg7/1LpnUhMxtGE61KXUWZVgnylLsGtifk/VGjPHpEDMbgQlRNS7L1yJy+/x2L88A5QqTzzx4lCLoeXl2fWTlQR8X8rASj4W1JxQzbO3BxNwH0XXwfOvdCaBI/eUK1Au9zHHYbWcvP0UKsUqBzAHgsicg0GF3pAURdKcg2tzoh9v19EnRohqFu7aonHS9k1n6cxwM+P9+8hItdhcCFyM+cu3cTRhOtIOJOCSXHdXP7+WTkabPk+EQajucRjb2fkoVp4ZRdURUSUj8GFyM3k3p03YrQjODjDteQsJN3IRiU/L6jUxa+2Cazsg0b1w11UGRERgwuR27EGFyD/7sWuvrGfNTD1fuIR1KkV6tL3JufzpFV2bUTM4bLeQyc6OhoKBZe3l2cMLuQWBEHAb39cQkZWwbk1chnQtlUNhFUJkKgy18vLuzcp2WAwu3zFizW4qFT84U9E7ofBhdzCnTw9fvvjcqHPeXkp0bNL6YJLSmoWdu76C6YiNkhTKmTo9fgjqBYRWKrzl8aPv/6Ny/9kFPl8zp174S1Pq3d9cLm7m2xJw0RERFJgcCG3kJebPzzyWNvaaN+6FgRBgMUCzFuyBxqtsdTnvXg1HWm3cxEU6APlv7qPzWYL0m7n4eLV2y4NLgmnkyGTy1C5UuHd4IGVfZGemQeLRYAmz4DgQL9Cj3PW6i/rpFw1e1wKKO3ycw5hEDkWgwu5hTxN/vBIJX+v/BveCQIgk0GtVkCjLf1+LtbXDh3YGgH+Bcf1c/P0+Gj5Ptt7u4LBYILRZEGThhHo27NJkcf9eSYZ238+g9wyfO6ldW+oiD8eiMj98M5i5BZy74YHf1+vAo/7eKugLUOPi3W+iJ/Pg3uN+PqoAKBMwUh0PXfvjePnW/zeJ9bnXVmblfWOyWrev4eI3BB/pSLRbqRl4+zFmw49Z3JqNoAHA4avj7pMPSJ5WgO8vZRQKB7M6HK5HD7eKpf2uFjfq7AgdT9rcMnTlD60lRYn5xKRO2NwIdH2HLiIy9fSHX5ehUKOwMCCW8f7eKuQdusO1m4+Xqpz3riZg0p+RS/99PNV4+btXGz9MbFU5xfrzt25PL4l9Lj43u15kqTHxWiGXC4rNOwREUmNwYVEy9PoEVDJG4P7t3DoeX281Q8ModSuEYKkG1m4npJV6vM+XCukyOeiIioj4UwKEv++Uerzi6VUyBFetVKxx/jdHcY6fuo6Um/ewdCBrcq8n0tmtgaavIJBSED+pNP75ebpoRIxTORJ+4IUxpn33yIix2NwIdG0ehP8fdWoEuzv0PNaV23cvwrDJ6YWHm1Z06Hvc7+nn2iEnl0aOu38hbGnN0OpVKBtyxo4ffYGriVnQm8wwdtLVer3vJOrx2drDkCw8/pcOcBzgwgRlW8MLiSaVmtAaHDhS3TdUXE9AompOmhdvDMtUPKOoImpOjzxWH2YTBYc+/M6jEYLvL2KfUmxsrI1EASgXu1QVK8WWOLx1V24PJyISAy3Cy67d+/GJ598ArlcDn9/f8yePRt16tSRuiy6y2Qyw2iywNu79L/9k/2se6kYTSYApU8uuXdXMzWsF4amDSPvPXF32fm/lXbPEiIiZ3Or2Xc6nQ5vvPEGPvroI2zbtg09e/bEjBkzpC6L7pOZrQFwbykxOZd1ZY89d2oujnVZuH8Jk4KJiNydW/W4mM1myGQyZGfnL43VaDTw9uZYuzuxbsvv71eGcQuymzW4GA0lBxe9wVTkHaWzcvJ32C1p/5iKyJMnFhNVRG4VXPz8/DBr1iy89NJLCA4Ohl6vx1dffVWqc5nNZpjNZfst9d/nu/9vT3fmlhG6UqykyLmjAwC0iX7I0SUBKPh1M5vNcMRaDwFFf92kWktS0veRtS7r6p6iAonVrfQ7WP5/f8BiKf4zEhM4y8v3utTK28+OkrSIcFw4FtNmFa2dpeLMdrb3nG4VXM6dO4dPP/0U27dvR+3atbFjxw6MHDkSP/74I3x9fUs+wX3Onz/vlBoTE12z34ezmUNqA4rCL2K5GkORQxMZWRpERVTOn3th7xIVOwkQkJCQYPs4MTGx2DrtpdPpkJBwptDnHHH+0rj/8yyMtS71/UNFxbT3zdv59zaqUyMEQYGF/18JDvTN3/ju3+cp5Lz//lpQ2ZWXnx3uju3sGlK2s1sFlwMHDqBJkyaoXbs2AKB379744IMPcOnSJTRpUvR9XQpTr1490WGnOGazGYmJiWjSpEm5uFFaUT0uKalZWPXNkWJf+3BN30IndJaVDDJER0cXaOuzGZZS9Qzdz9vbB42iowt9rrQ9T2UVXUQ9Vta6bENFJnOxbW7dqO7RljVQq0YV+wspcnKurMQayT7l7WeHu2I7u4Yz21mj0djV6eBWwaVRo0ZYs2YNUlNTER4ejqNHj8JkMqFWrVqiz6VQKJzyzeus87qaDIVvJZ+SmgMAeKReGCpXenDsXyaToVmjyAced5T721ahUEAGS5nPKfvXeQs+5/ot9YGi67Gy1qW2c3KuNbiUtCOvGOXh+9ydlJefHe6O7ewazmhne8/nVsGlbdu2GDt2LGJjY6FSqeDr64ulS5fC39+xG51R0TKz8ydxdmn/MIIDPWevlvLKGlySU7MfWMkVFlrJ9jXS3L0RpW8J90AiIvJ0bhVcAGDQoEEYNGiQ1GVUOBt3JOBGWg40OiNkMhkqV+IeHu7A1zc/rPx5JgV/nkkp8FxQoA/iYjvi5Okk/JOUkX88gwsRlXNuF1zI9cxmC85evAkfbxVCg/3wUFQQb7DnJkKC/PFi/xbI/dcdrP848Q9upechT6PHzl1/AcgPMvy6EVF5x+BCtqW29euEonf3xhJX41qesIdHYZNtL/2TjtSbd5CRmb8hYJvoh9Cl/cOuLo2IyOUYXAgGU35wsa5gsYer7gjsCcHCGZqEe+NokrbIfWZ8795y4VZGHgAgJNgXajX/OxNR+cd+ZYLRaAIgLriQtHzuzmW5nZELgDviElHFweBCtqW2agYXj2FdYXT1eiYAwN+Xt2AgooqBwYVs98Gxbi9P7i8wIH/VV9qtOwCAypW5CoyIKgYOipNtci6HijxH7RohiH2+NQwGM/z81Qjwr5hzgYio4mFwqSASU3XQFrG1fWkm55K0ZDIZoiKDxL0GQOuoez0zZrMZCQkJiI6O5k6jROQxOFRUARQXWoD75rhwqIiIiNwce1wqKIPRhKSULAgCkJqWP0+Ck3OJiMjdMbiUc0XtBbL30EUcPnGtwGM+/7oXDhERkbthcKmgsnN0AICnujUEkL+8NrxqgF2vddXmc0RERP/G4FJBaXVG+Hir0LJpdalLISIishsn51ZQWp0R3t7MrURE5Fl45aqgtDoj9/5wc9aly8Xds+h+/17uTERUHjG4VBCCIECnN9k+1mqNCKtSScKKiIiIxGNwqSD2HLiAQ8euFnisqFVE/M2diIjcFYNLBXEtJQsqlQKN64cDyN95tWXTKImrIiIiEofBpYLIytYgNNgPTz/RSOpSiIiISo2riiqA68mZyM0zIJB3ECYiIg9XquBy+vRp/PTTTzAYDLh165ajayIHSzx7AwAQGV5Z4kqIiIjKRlRwSUtLQ//+/TF06FBMmjQJ169fxxNPPIEjR444qz5yAOtqojbRD0lcCRERUdmICi6zZ89Gu3btcOTIESiVStSpUwdvv/025s+f76z6yAF0eiNUSjkUCo4MEhGRZxM1Off48eP46KOPoFQqIZPJAACDBg3CRx995JTiyDF0OhO8vXgDRU9V1NL0I0laF1dCRCQ9UcGlUqVKSEtLQ/Xq9+5vk5qaisDAQEfXRYVITNVBayq4h6oMgIDib3yo05tK3N6fe7d4Ln7tiKgiETV2MHDgQLz66qvYsWMHzGYz9u3bh9deew0DBgxwVn3kAHq9EV7scSEionJAVI/LiBEjoFKpsHTpUpjNZsTHx2PAgAEYPny4s+ojlG1I4M+/U5CrMSA8LMCBFREREUlDVHCRy+WIjY1FbGyss+qhUtKahEIDzq595wAAYaGVih1OIiIi8gR2BZfFixeXeExcXFyZiyHH0xtMiIoMRNf2daUuhRysDee1EFEFZFdwOX36NAAgNzcXx44dQ4sWLRAVFYW0tDQcOXIEnTp1cmqRVDoWiwCzWUCAn5fUpRARETmEXcFl2bJlAIDx48dj4cKF6NWrl+253bt3Y+3atc6pjkokFPOc0WQGAKhUCtcUQ0RE5GSiVhXt378fTz75ZIHHunTpgpMnTzq0KHIMo5HBhYiIyhdRwaV69erYsmVLgcfWrl2L2rVrO7QouicxVVfq1xqM+Vv9q5QMLkREVD6IWlU0efJkxMXFYfXq1QgPD0dycjKysrKwfPlyZ9VHZXCvx0XOFUVERFQuiAoujz76KHbt2oW9e/fi1q1bCAsLQ5cuXVC5Mu867I6swUXNoSIiIionRN91T61Ww8vLC3J5/ksFobjpoSQlznEhIqLyRlSPy4ULFxAbGws/Pz9ERkbi+vXr+OCDD/DFF1+gQYMGzqqRSnDgyGUcOHIF+FeINJosADjHhYiIyg9RweWDDz7A4MGDMXr0aNtjS5YsQXx8PL766iuHF0f2uXD5FgRBQI2ooAKPX7qaDoA9LkREVH6ICi6nT5/G559/XuCxkSNHYtWqVQ4tisTJyNIgvGoA/tOvZYHHd/12Dlf+SUdkOO9TRERE5YOo4OLn54fk5GTUqFHD9lhSUhIn57rI1Wvp2Pv7JVgs+UNCarUCFosAjdaIh2s+uP37E4/Vd3WJRERETiUquDz77LN49dVXMXbsWERGRiIpKQlLly7FgAEDnFVfhZWYqoPWVHDOSsJfKbiekoVK/l4wmy3QaI225+o/XNXVJRIREbmcqODy6quvwmg0YuHChbh9+zYiIyPRv39/jBgxwln1EYDsOzro9Uak3ryDSv5eeH1kJ2Rk5eGzNQcBAE91a4gGD4dJXCUREZHziQoucrkcr732Gl577TVn1VOhWHfFLW5juNRbOVjxf3/YPq5TMwQAEFTZ1/ZYRGglJ1VIRETkXuwKLosXLy7xmLi4uDIXQw9KSs4CADR7JBKBlX3QsG7+kJBMJsPQZ1shJ1eHiHDOMSIioorBruBy+vRpAEBubi6OHTuGFi1aICoqCmlpaThy5Ag6derk1CIrspvpuQCAzu0eRkClgj0zNaoH23WONlEPTtwlIiLyRHYFl2XLlgEAxo8fj4ULF6JXr16253bv3o21a9c6pzpCZrYWSqUclfy9pC6FiIhIcqK2/N+/fz+efPLJAo916dIFJ0+edGhRFU1iqg5Hk7SF3glapzPC10cNmUwmQWVERETuRVRwqV69OrZs2VLgsbVr16J27doOLYru0eqM8PEquWPMRylDmyifAn9kABh3iIioPBG1qmjy5MmIi4vD6tWrER4ejuTkZGRlZWH58uXOqq/CEABoTQKOJGkLPK7VGR+Y22Kv1pzbQkRE5Yyo4PLoo49i165d2Lt3L27duoWwsDB06dKFO+eWwb83mbufIAjQ6U3w8Va5sCIiIiL3JSq4AEBwcDD69+/vjFoqhMJ2xC2MIAhIu30HAODN4EJERASgFMGFXOP4n9fxw69nAQC+PgwuREREgMjJueQ4uXl6xH+6Gwmnkwt93trb0q5VTbRu9pArSyMiInJbdgWX+fPnAwAuXLjg1GLKu8RUHXR3h4muXEuH2WzBjl1noNebcPJ0EjKzNbZj7+TqIZfL0LVD3VJPziUiIipv7Aoua9euhdlsxvPPP+/sesqlxFQdjiRpoTUJyNXosefgBVy9nmF7/uTpJOzc9RdW/u8P/HrwAu7k6nAnV49Kfl7cv4WIiOg+ds1xeeihh9C1a1fo9Xr07t270GN27Njh0MLKq+OnknDwyJUCj+367TwAQKc34cCRKzhw5ApkMqAa70FERERUgN1b/h8+fBjTp0/HsGHDnF1TuaU3mLDv90sAgLAq/ki7nVvg+ZGD2+LyP+k4f+UWAKBFk6gHzuGjlBV7N2kiIqLyzK7gEhERgb59+8JkMqFfv37OrqncOnMuFUB+aHllSDsAwLzP9kBvMAEAqlbxR3jVALRrXUuyGomIiNyZqFVF/fv3x4oVK9CzZ080a9YM3bp1w+LFi2GxWJxVX7lyIy0HAPDcM9G2x156rpXt33I5F3kREREVR9Q+LitWrMDmzZsxZswYREVF4dq1a7Y7R8fFxTmlwPLkxs0c+PmqUTng3lb8fr4l3/WZw0NERET5RAWXb7/9FsuXL0etWvlDGS1btkSzZs0QGxvL4FIE6065JpMFabfuoPZDIQVWCnFzOSIiIvuJCi5ZWVmoXr16gceqV68OjUZTxCsIANIzc/HrwYuwWASEV60EH6XMtu0/h4eIiIjsJ+qq2bhxY6xZs6bAY2vWrMEjjzzi0KLKmz+OX8PfF27CS61E8ybV0CTcG22ifOCjzO95GTe8A954pZPEVRIREbk/UT0uEydOxEsvvYRvv/0W1apVQ3JyMvLy8rBy5Upn1Vcu5ObpAQATXukEtUrxwPOBAb62eSz23oSRiIioIhIVXBo0aIAff/wRe/bsQXp6OiIiItC5c2dUqlTJWfV5PJ1JQJ7GAH8/NVT/Ci3WoKK7L6hwEi4REVHRRN8dOigoCAMGDHBGLeVWnsZQ5Ooha3ghIiKikokOLlSyo0laCMhfxqzRGpCVo0Xth0IAAN5K3nuIiIiotNxuScuFCxcwZMgQ9O3bF/3790dCQoLUJZXJ3t8vAgACK3MIiIiIqKxEBZc///wTguC8iaM6nQ7Dhg3DkCFDsHXrVowfPx4TJkxw6ns62tEkLdKz8vD78au4maXFX+fT4KVWomeXhlKXRkRE5PFEBZdXXnkFOp3z5mMcOHAAoaGh6N69OwCgU6dOWLp0qUcFFwD47Y/L2P3beXy84jdotEa0bVkDCoUcMnDyLRERUVmImuNSt25dHD58GJ07d3ZKMVeuXEHVqlUxdepU/PXXX/D398dbb71Vqk3azGYzzGazw2qznsuec2q0BgDAQ9UCoVYp0aJJNXgrZWgUqir09dZY5sh6PZmYtqbSYzu7BtvZNdjOruHMdrb3nDJBRHfGCy+8gD///BMBAQGoWrVqged27NghrsJCLF26FEuWLMGaNWvQqlUr7Nu3DxMnTsTu3bvh7+9v1zk0Gg3+/vvvMtdSWuaqDbB63VHk3NHh9ZGP3feEHor0y4W/JqQ2ABT5PBERUUXRsGFD+Pr6Fvm8qB6X559/Hs8//3yZiypKWFgYatasiVat8u+Y3KlTJyiVSly+fBlNmzYVda569eoV+4mLZTabkZiYiCZNmkCheHATOasTNwzQ6U1QqRRoGemFEzcMEAB4e/ugUXR08W9SvYTnKwh725rKhu3sGmxn12A7u4Yz21mj0eD8+fMlHicquPTr18/274yMDAQHB4uvrBiPPfYY4uPjkZCQgOjoaBw/fhwGgwG1a9cWfS6FQuGUb97izmtdBq3TGxFQyRsKhQLeShl0JgGyu68l+znra0gFsZ1dg+3sGmxn13BGO9t7PlHBxWAw4MMPP8T69eshCAJ27NiB8ePHY+nSpQgPDy9VoferUqUKPv/8c8THx0Oj0UChUGDRokV2DxO5C53ehKoh+U3LybhERESOIyq4LFiwABcuXMCaNWswcuRIVK1aFXXr1sXMmTOxbNkyhxTUsmVLbNiwwSHnkoLRZIbZbIGXF/f2IyIicjRRV9effvoJW7duRVBQEGQyGby8vDBz5kx06dLFWfV5nK0/JAIAAiuxp4WIiMjRRK0zNpvNUKvVAGDbW0UQBKhUKsdX5oEsFgvOXrwJAOjcVvy8HCIiIiqeqODSsWNHTJkyBWlpaZDJZNBqtYiPj0eHDh2cVZ/HSEzVQW/IX4Me3SgSAf6F31SRiIiISk9UcJk8eTJ0Oh06deqEnJwctGzZEmlpaZg0aZKz6vMoemN+cFGrOb+FiIjIGURdYQMCArBs2TKkp6cjOTkZYWFhCAsLc1ZtHsdgMAIA1CouxSMiInIG0V0Df/zxB3bu3Ilbt26hWrVqePbZZ/HII484ozaPYzCwx4WIiMiZRA0VrV+/HmPHjoVCoUB0dDQMBgNefPFF/PTTT86qz6MYDCYAgBd7XIiIiJxCVNfAkiVLsHr1ajRr1sz22DPPPIMZM2agR48eDi/O03COCxERkXOJXg7dsGHDAo9FR0fj5s2bDi3KE+lMwr2hIva4EBEROYWo4PLcc89h/vz5MBrzJ6GaTCZ8+umnBe5hVFEJAA6f/AcA4KVmcCEiInIGu8Y0mjdvDplMBkEQoNVqsWHDBoSEhCAzMxNarRaRkZGYOnWqs2t1a4IgID0jDwAQWqWSxNUQERGVT3YFl88//9zZdXi83Dw9jCYLWjSJQtf6gVKXQ0REVC7ZFVzatGnj7Do8XkZmfm9LSKCvxJUQERGVX6KWvxw6dAgffPABUlJSYLFYCjx34sQJhxbmadKzNACA4CAGFyIiImcRFVymT5+Onj17okOHDpDLRc3rLdcSU3XIyNQCYHAhIiJyJlHBJTMzE2+88QZDSyEysjSQyWQIrszgQkRE5CyiEkiPHj2wc+dOZ9XicRJTdTiapIXOJCAjS4PAAG8oFAx1REREziKqx6V///546aWX8OGHH6JSpYJLfnfs2OHQwjyFgPyl0JlZGtSICpK6HCIionJNVHCZMmUKevXqhTZt2kCh4CZrOpMAAMi5o4XJbOH8FiIiIicTFVxu3ryJefPmOasWj5WVnT8xN4jzW4iIiJxK1ISMxx57DIcOHXJWLR4rV5N/CwQ/X7XElRAREZVvonpcfHx88Morr6BRo0YICio4n2PZsmUOLcyTXLxyCwDg56OSuBIiIqLyTVRwiYqKwquvvuqsWjzSrfQ7OPX3DQCAL3tciIiInEpUcImLi3NWHR4rPVNj+7evjxdaR/lIWA0REVH5Jiq4TJ48ucjn3n///TIX44msE3MBILgSe1yIiIicSdTkXF9f3wJ/DAYDdu/ejcqVKzurPreXeTe4NGkYASU3nyMiInIqUT0u06ZNe+CxhIQELFq0yGEFeYrEVB0EABmZGiiVcvTp0VjqkoiIiMq9MncRREdHIyEhwQGleKaMbA2CA30hk8mkLoWIiKjcE9XjcubMmQIfG41G7Ny5E1FRUQ4tylOYzRZk5+hQr3ao1KUQERFVCKKCy4ABAwp8LJfLUbNmTUyfPt2hRXmKWxm5EAQBoSF+UpdCRERUIYgKLmfPnnVWHR5HZxKQmnYHABAWWgkyAE3CvaUtioiIqJzjMpgy+CcpAwBQLTwA3krOcSEiInI2u3pcGjRoUOzkU5lMhr/++sthRXmKS/+kI6yKPyoH8OaKRERErmBXcPn2228LfXzDhg3YsGEDnnrqKYcW5QkEQYBGa0BURGUOExEREbmIXcGlceOCe5RkZWVh2rRpOHz4MBYsWICnn37aKcW5M7PZAkEAVCoFh4mIiIhcRPQcl0OHDqF3797IysrC1q1bK2RoAQCD0QwAUCkVEldCRERUcdi9qshgMGDBggX45ptvEBcXh1deeaVCb7pmMJoAAGoVgwsREZGr2BVcLly4gDfffBNGoxHr1q1Do0aNnF2X27P1uDC4EBERuYxdwWXAgAEwGAyIiYkp8r5Ey5Ytc2hh7s7I4EJERORydgWXkSNHVuhhocJYgwuHioiIiFzHruAybtw4Z9fhcThURERE5HrcObeUDEYLAK4qIiIiciUGl1K6f6iIm88RERG5BoNLKSSm6pCemQcACKjE0EJEROQqpQ4uGRkZjqzD41y9ngEfbxXCQytJXQoREVGFISq4GAwGfPDBB2jevDm6du2Ka9euoV+/frhx44az6nNbd/L0CA705WorIiIiFxIVXBYsWIBz585hzZo1UKvVCAsLQ926dTFr1ixn1ee2DAYz1Grep4iIiMiV7N7yHwB++uknbN26FUFBQQAALy8vzJw5E126dHFKce7KIgjQG0zwUis5MZeIiMiFRPW4mM1mqNVqAIAgCLa/VSqV4ytzY3oD71NEREQkBVHBpWPHjpgyZQrS0tIgk8mg1WoRHx+PDh06OKs+t6TV5wcXLy9RHVZERERURqKCy+TJk6HT6dCpUyfk5OSgZcuWSEtLw6RJk5xVn1vK01l7XBhciIiIXEnUlTcgIADLli1Deno6kpOTERYWhrCwMGfV5rYM1h4XNYeKiIiIXElUcNm6dWuBjy9fvgwAUKlUCAoKQrNmzeDn5+ew4tyV3rprrpo9LkRERK4k6sq7fv16JCQkIDQ0FBEREUhNTcXNmzcREREBrVYLi8WCFStWoGnTps6q1y3obT0uDC5ERESuJOrK+/DDD6NDhw4YM2aMbeO1lStXIjk5GTNmzMDXX3+N+Ph4rFu3zinFugu98e4cFw4VERERuZSoybm7d+/GqFGjCuwWGxsbix9++AEAMHjwYFy4cMGxFbohgz5/qMibPS5EREQuJSq4+Pj44NSpUwUeO3XqlG1vl9u3b8PX19dx1bkp2z4u7HEhIiJyKVFdBqNHj8bw4cPxzDPPIDIyEikpKfjuu+/w1ltv4fr16xg+fDieffZZZ9XqNqzBhfu4EBERuZaoK+/AgQNRs2ZNbNu2DUePHkVERARWrlyJ6OhoXLlyBRMmTMCTTz7prFrdhuHuHBevCrZjMBERkdREdxm0bt0arVu3LvBYZmYmatWqhVq1ajmsMHemN+TPcfHy4lARERGRK4kKLgkJCViwYAHS0tJgsVgAAEajERkZGTh9+rRTCnRHer0JMhmgUjK4EBERuZKoybmzZ89GjRo18Pjjj+Phhx/GqFGj4OvrizfeeMNZ9bklg9EMtUpZYHUVEREROZ+o4HLp0iXMmDEDzz33HDQaDZ577jl88sknD+yoW97pDSauKCIiIpKAqOASHBwMhUKBqKgoXLp0CQBQv359pKSkOKU4d2UwmLhrLhERkQREBZdGjRrh/fffh8lkQkREBHbu3Ildu3bB39/fWfW5Jb3BDC+1Et5KDhURERG5kqhugylTpmDq1KnIycnBW2+9hXHjxkGn02H27NnOqs8tGThUREREJAlRweXUqVNYsmQJvLy8EBYWhj/++AMGg6FC7JZrlZimh8Fo5lARERGRBEQNFU2bNg1y+b2XKJXKChVaAMBwdw8XtUqBJuHeEldDRERUsYgKLjExMdiwYQNyc3OdVY/Nn3/+icaNGyM1NdXp7yWGVmcEAKjZ40JERORyoq6+Z8+exa5du/Dee+/B29u7wD4mJ06ccFhR6enpmDFjBoxGo8PO6Sha632KOMeFiIjI5UQFlzlz5jirDhuTyYQ33ngDb7/9NoYNG+b09xNLr7cGF96niIiIyNVEBZc2bdoAyL83UVJSEho1agSTyQS1Wu2wgubNm4eYmBi0b9++TOcxm80wm80Oqgq2c+n093pcHHl+usfarmxf52I7uwbb2TXYzq7hzHa295yigktOTg7effdd7N69Gz4+Pti0aROGDh2KVatWoX79+qUq9H47d+7EtWvXMHny5DKf6/z582U+R2FyNToAgFqtQEJCglPeg/IlJiZKXUKFwHZ2Dbaza7CdXUPKdhYVXN5//334+Phg//79eOqpp1CzZk307dsXc+bMwVdffVXmYjZt2oS0tDT07dvX9tjw4cMxa9YstGrVStS56tWr59AVT2azGYmJibAGQi+1EtHR0Q47P91jbesmTZpAoeBcImdhO7sG29k12M6u4cx21mg0dnU6iAou+/fvx88//wxfX1/IZDLI5XKMHz++zMM6VmvWrCnwcf369bFq1SqEh4eLPpdCoXDKN++9oSIl/3M4mbO+hlQQ29k12M6uwXZ2DWe0s73nE7UcWqVSQafTFXgsNze3Qm35rzfcCy5ERETkWqKCS8+ePTF+/HicOHECgiDg0qVLmDx5Mnr06OGU4s6dO1eq3hZn0ls3oPNioiciInI1UcFlwoQJaNCgAYYNG4Y7d+6gf//+CA8Px4QJE5xVn9ux9rh4czk0ERGRy4ke75g6dSqmTp2KjIwMBAUFFdiEriKwBhfeZJGIiMj1RPW4dOjQAbNmzcKpU6cQHBxc4UILAJhMFgCASsngQkRE5GqigsuyZcsgCAJGjhyJXr16YcWKFbh586azanNLZosAuVxWIUMbERGR1EQFlxYtWmDmzJk4cOAAJkyYgNOnT+Opp57CK6+84qz63JJCLoO3ksGFiIjI1UQFFyulUglvb2/4+vpCpVJBq9U6ui63ZTZboFCUqtmIiIiojERNzj19+jS2b9+O7777Dt7e3ujTpw82bNiA6tWrO6s+t2O2CAwuREREEhF1BR4yZAiys7OxYMEC/PLLLxg/fjz++ecfjBw50ln1uR2L2QK5nMNEREREUhC95b+/vz/0ej3WrVuHr7/+GlevXkWnTp2cVZ/b4VARERGRdEQFl9zcXCxbtgwbN25ETk4Oxo4di+effx6hoaHOqs/tmC0CFHIGFyIiIinYdQU+efIkXnvtNXTv3h3Xrl3Dxx9/jJCQEAwaNKhChRYAsFgEKBQcKiIiIpKCXT0ugwYNwnPPPYfdu3ejatWqzq7JrZnNFnh58QaLREREUrCrxyU2NhY///wzRo8ejY0bN1ao5c//ZrZYoODkXCIiIknYFVwmTpyI3377DUOGDMGmTZvQsWNHZGdn4+zZs86uz+2YzVwOTUREJBW7xzzUajX69u2Lvn374uzZs/jmm28wfvx4hISE4JlnnkFcXJwz63Qb5rvLoZuEe0tdChERUYVTqq6DBg0aYNasWdi/fz9iY2Pxyy+/OLout2U2W6QugYiIqMIq05iHr68vBg0ahC1btjiqHrdmsVi4HJqIiEhCvAKLYO1s4XJoIiIiaTC4iGAw5ScX9rgQERFJg1dgEQym/L/Z40JERCQNBhcRrD0ucva4EBERSYJXYBFM5vy/uQEdERGRNBhcRDBbBACAnMGFiIhIEgwuIjC4EBERSYvBRQSTmcGFiIhISgwuIlj3cZHJGFyIiIikwOAiguXuUBEn5xIREUmDwUUE6xwX9rgQERFJg8FFBOtQEee4EBERSYPBRQTbqiL2uBAREUmCwUWEu7kFcm75T0REJAkGFxHMZva4EBERSYnBRQRuQEdERCQtBhcRzNahIgYXIiIiSTC4iGDh5FwiIiJJMbiIYOFyaCIiIkkxuIgQHBUFgMGFiIhIKgwuIggcKiIiIpIUg4sI91YVsdmIiIikwCuwCMLdVUXQ6SStg4iIqKJicBHBuqpIqeRQERERkRQYXEQQ7na5KDg5l4iISBIMLiJY57goFWw2IiIiKfAKLIK1x0WlZLMRERFJgVdgEaxzXDhUREREJA0GFxEsgnWoSCFxJURERBUTg4sIth4X5hYiIiJJMLiIYA0uKiYXIiIiSTC4iGDdgE6h4BwXIiIiKTC4iHCvx4XNRkREJAVegUWwTc7lcmgiIiJJ8AosgiBwAzoiIiIp8Qoswr17FbHZiIiIpMArsAi24MLJuURERJJgcBHBGly8VEqJKyEiIqqYGFxEsN5k0UvNfVyIiIikwOAigsViAQB4M7gQERFJgsFFBLPZOlTE4EJERCQFBhcRzHd7XNRqznEhIiKSAoOLCBaLAJkMUHM5NBERkSR4BRbBbBEgl7PJiIiIpMKrsAhmswCFnHu4EBERSYXBRQSLxQI5gwsREZFkGFxEyB8qYnAhIiKSCoOLCBaLAAXnuBAREUmGV2ERzGYL5LxPERERkWQYXERgjwsREZG03G4ntW+++QZr166FTCaDj48PpkyZgqZNm0pdFgBAAPdwISIikpJbBZcTJ05g+fLl2LRpE4KDg/Hrr79izJgx2L9/P2Qy6YdoLGYL5N4qqcsgIiKqsNyq+6By5cr473//i+DgYABA06ZNkZ6eDq1WK3Fl+cwW7uNCREQkJbfqcalTpw7q1KkDIH/PlPj4eHTu3Bm+vr6iz2U2m2E2mx1Wm9lshtligUIhd+h56UHW9mU7Oxfb2TXYzq7BdnYNZ7azveeUCYIgOPzdyyg3NxfvvPMOMjIysHz5cgQEBNj9Wo1Gg7///tspdcVvvIFqEZXxUgfxQYqIiIhK1rBhw2I7LNyqxwUArly5gtGjR6Np06b46KOP4OXlVarz1KtXr1Q9NUUxm80wr0sGBCA6Otph56UHmc1mJCYmokmTJlAoFFKXU26xnV2D7ewabGfXcGY7azQanD9/vsTj3Cq4pKSkYPDgwRg+fDiGDx9epnMpFAqHNqrFYsmf46KQ8z+Fizj6a0iFYzu7BtvZNdjOruGMdrb3fG4VXFatWoWcnBxs374d27dvtz2+fPlyhIWFSVgZYLLk/80t/4mIiKTjVsFl2rRpmDZtmtRlFMp0N7lw/zkiIiLp8DJsJ2twcYf9ZIiIiCoqBhc7mcx3e1wYXIiIiCTD4GInozW4cI4LERGRZBhc7GTtceFQERERkXQYXOxkm5zL4EJERCQZBhc7mcz5GwxnZd6RuBIiIqKKi8HFTiYL57gQERFJjcHFThwqIiIikh6Di52sk3MV7HEhIiKSDIOLncx357iwx4WIiEg6DC52Mpo4x4WIiEhqDC52Mls4x4WIiEhqDC52si6HlisYXIiIiKTC4GIns3VyLntciIiIJMPgYiejtceFc1yIiIgkw+BiJ+scFwWHioiIiCTD4GInM3tciIiIJMfgYifrBnRcVURERCQdBhc7WXtclAo2GRERkVR4FbaTWeAGdERERFJjcLGTtceF9yoiIiKSDoOLnWw3WeSqIiIiIskwuNjJbLnb48LJuURERJJhcLGTxWLd8p9NRkREJBVehe1kunt3aCWHioiIiCTD4GIns8DJuURERFJjcLGTdahIIWeTERERSYVXYTvZJueyx4WIiEgyDC524s65RERE0uNV2E68OzQREZH0GFzsZOFQERERkeQYXOxkneOiVLLJiIiIpMKrsJ3MXFVEREQkOV6F7dS4dggUcqBhzSCpSyEiIqqwlFIX4Cn6dqqDmpXvoHpYJalLISIiqrDY40JEREQeg8GFiIiIPAaDCxEREXkMBhciIiLyGAwuRERE5DEYXIiIiMhjMLgQERGRx2BwISIiIo/B4EJEREQeg8GFiIiIPAaDCxEREXkMBhciIiLyGAwuRERE5DEYXIiIiMhjKKUuwNEsFgsAQKvVOvS8ZrMZAKDRaKBQKBx6biqIbe0abGfXYDu7BtvZNZzZztbrtvU6XhSZIAiCQ99ZYunp6bh69arUZRAREVEp1KxZEyEhIUU+X+6Ci8lkQnZ2Nry8vCCXcySMiIjIE1gsFuj1elSuXBlKZdEDQuUuuBAREVH5xS4JIiIi8hgMLkREROQxGFyIiIjIYzC4EBERkcdgcCEiIiKPweBCREREHoPBhYiIiDwGgwsRERF5DAaXf9m/fz/69OmDnj17IjY2Fjdv3nzgmMzMTLz66qt46qmn0KNHD+zevVuCSj2bPe18/vx5DBkyBH369MFTTz2FlStXSlCp57Onra0MBgMGDhyIJUuWuLDC8sGedtbr9XjvvffQp08f9OjRA0uXLpWgUs9mTzunpaVh+PDh6N27N3r16oWNGzdKUGn58PHHH2PKlCmFPifZtVAgm/T0dKFNmzbC2bNnBUEQhC+//FIYNmzYA8e99tprwsKFCwVBEITr168L7dq1E1JSUlxaqyezt527d+8ufPfdd4IgCEJWVpbwxBNPCHv37nVprZ7O3ra2mjJlihATEyN89tlnriqxXLC3nefMmSPExcUJRqNRuHPnjtCtWzfh0KFDri7XY9nbzhMnThTmzp0rCIIgpKWlCc2bNxeuXbvm0lo93fXr14UxY8YITZs2Fd59991Cj5HqWsgel/scOHAA9evXR/369QEAL7zwAg4fPoxbt27ZjjGZTPj111/xwgsvAACioqLQoUMH7NixQ5KaPZE97Ww0GjF8+HB0794dAFC5cmXUqFEDycnJktTsqexpa6sNGzbAYDCgc+fOLq7S89nbzlu3bsW4ceOgVCrh7++PL774Ag0bNpSiZI9kbzubzWbk5uZCEATodDrI5XLeMVqk9evXo127doiNjS30eSmvhQwu90lNTUVERITtY7VajaCgINy4ccP2WGZmJnQ6HcLDw22PhYeHFziGimdPO6tUKjz33HO2G23t27cPJ06c4EVVJHvaGgBOnTqFDRs2YNasWa4usVywp53T09ORnZ2N48ePY8iQIXjmmWfw448/IjAwUIKKPZO9389vvfUWDh06hI4dO+Kpp57CiBEjEBkZ6epyPdqbb76JwYMHFxn4pLwWFn37xQpIEATIZLIHHr//LtPC3XtS/vs43onafva08/02bNiAhQsXYtGiRfzhI5I9bZ2RkYEpU6Zg8eLF8PHxcWV55YY97WwymQAAly5dwhdffIHs7Gy89NJLqFq1Kp555hmX1erJ7P3ZYb3oxsbG4saNG3jppZfw8MMP4/HHH3dVqeWelNdCXm3vExkZibS0NNvHBoMBmZmZBS6WISEh8PLyKjAhLC0trcBvAVQ8e9oZyP9BP336dCxfvhxfffUV2rVr5+pSPZ49bf3LL78gLy8P48ePR58+fbBnzx6sXbsWc+fOlaJkj2RPOwcFBUGlUqFfv35QKBQIDg5G586dcfLkSSlK9kj2tHNGRgaOHj1qG8KIiIhA9+7dcejQIZfXW55JeS1kcLlP+/bt8ddff+H8+fMAgI0bN6JZs2YIDg62HaNQKNCtWzesXbsWAJCcnIz9+/czyYtgTzsDwDvvvIOLFy9i06ZNtjFtEseeth44cCD27NmDbdu2Ydu2bejatSv+85//YOLEiVKV7XHsaWe1Wo2uXbti8+bNAACNRoODBw+iWbNmktTsiexp56CgIFSrVg07d+4EAOTm5uLgwYOIjo6WouRyS8proUyw9vcQAODQoUOYP38+9Ho9QkJC8MEHH6BatWro06cP3nvvPTRp0gQZGRmYPn06rl69CpPJhLFjx6J3795Sl+5RSmpnmUyGAQMG4KGHHoKvr6/tdS+88AIGDRokYeWex57v6ftNmjQJDz30EMaMGSNRxZ7JnnbOzs5GfHw8EhMTYTKZ8OSTT+L1118vdPiDCmdPO587dw7vvfceMjIyIJPJ0Lt3b4waNUrq0j3SokWLkJqaijlz5gCAW1wLGVyIiIjIY3CoiIiIiDwGgwsRERF5DAYXIiIi8hgMLkREROQxGFyIiIjIYzC4EBERkcdgcCEiIiKPweBCRA4zffp0NG/eHM2bN0fjxo3RsGFD28fNmzfH9u3b8eyzz7qkltu3b+M///kPjEZjscctWLAA27dvd0lNRFR23ICOiJxi1apV2Lt3L77++mtJ3j8uLg79+vVDt27dij0uLy8P/fv3x9q1axESEuKi6oiotNjjQkQus3nzZjz99NO2fw8fPhwzZsxAy5Yt0alTJ/zyyy+YP38+YmJi0KFDB2zdutX22osXLyI2NhZt2rRBjx49sG7duiLf58yZMzhz5gy6du0KAEhNTUVsbCxat26NLl26YPLkydBoNAAAPz8/dOrUCV9++aXzPnEichgGFyKSzIEDB9C4cWMcO3YMffv2xbhx4+Dn54eDBw9i9OjRmD17NgRBQF5eHmJjY9GuXTscPHgQn3zyCZYuXYrdu3cXet7169ejZ8+etnsALVy4EFFRUfj999+xefNmnDlzBlu2bLEd/9RTT2Hjxo1gBzSR+2NwISLJhISEYODAgZDJZGjbti0EQcCIESOgVCrx2GOPIS8vD9nZ2di3bx+8vb0xcuRIqFQqNGjQAIMHD8aGDRsKPe+RI0cK3HXZy8sLJ06cwA8//ABBELB161YMHjzY9vwjjzyCnJwcXLx40emfMxGVDYMLEUkmKCjI9m+5XA5vb2+o1WoAsPWWWCwWJCcnIyUlBa1atbL9WbZsGVJTUws9b2pqKkJDQ20fT506FV27dsWSJUvQvn17DB06FJcuXbI9r1arERgYiJSUFGd8mkTkQEqpCyCiissaTkoSFhaGBg0aYNOmTbbH0tPTYTKZijyvxWKxfXz27Fm8/PLLePPNN5GWlob4+HjMnDmzwMRhs9kMhUJRys+EiFyFPS5E5PY6d+6M1NRUrF+/HiaTyTbZdsWKFYUeHxkZiZs3b9o+XrZsGeLj46HRaBAUFAQvLy8EBgbanjcYDMjOzkZERISzPxUiKiMGFyJyewEBAVi1ahW+//57tGvXDv3790fLli3xzjvvFHr8o48+ipMnT9o+njVrFnJzc9G5c2c8+uijuHPnDqZNm2Z7/s8//0TVqlVRp04dp38uRFQ23MeFiMqdM2fOIC4uDr/88gvk8pJ/P3vvvffg5+eHCRMmuKA6IioL9rgQUbnTqFEjNGrUqMjl0ve7c+cO9uzZg5dfftn5hRFRmTG4EFG5NG3aNKxevbrELf+XLFmC8ePHF1jhRETui0NFRERE5DHY40JEREQeg8GFiIiIPAaDCxEREXkMBhciIiLyGAwuRERE5DEYXIiIiMhjMLgQERGRx2BwISIiIo/B4EJEREQe4/8BXJn9my9KI/IAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.line_mean_complex_size()" ] }, { "cell_type": "code", "execution_count": 15, "id": "90a7294f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#creates a graph but all complexes smaller than or equal to 3 are not included\n", "result = single_hist.line_mean_complex_size(ExcludeSize = 3)" ] }, { "cell_type": "markdown", "id": "ccf61ed2", "metadata": {}, "source": [ "#### 6.1.4 ‘histogram_complexes_time.dat’ to pandas.DataFrame (Single-species)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5ef8288c", "metadata": {}, "source": [ "This function enables users to convert the raw histogram_complexes_time.dat file to a data frame in python pandas package for single-species system, in order to do further analysis. Each column in the data frame includes the simulation time and all occurrences of species during the simulation; each row is separated by a different simulation time.\n", "\n", "Important Parameters:\n", "- SaveCsv (boolean, optional): Whether the corresponding .csv file will also be saved under\n", "- OpName (bool, optional): Name of the saved csv. If SaveCsv is false, this attribute is irrelevent\n", "\n", "For more information, read ``2.1.6 LINE GRAPH – mean count of protein species in a single complex at a time`` in the User Guide." ] }, { "cell_type": "markdown", "id": "730ab51c", "metadata": {}, "source": [ "This function will run in a low speed when the number of data point is large and needs further optimization." ] }, { "cell_type": "code", "execution_count": 3, "id": "ecbbae9f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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40.004109.83333321.5000006.6666671.1666670.6666672.6666670.1666670.3333330.3333330.0000000.00.000000
..........................................
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1001 rows × 13 columns

\n", "
" ], "text/plain": [ " Time(s): dode: 1. dode: 2. dode: 3. dode: 5. dode: 6. \\\n", "0 0.000 200.000000 0.000000 0.000000 0.000000 0.000000 \n", "1 0.001 171.833333 11.833333 1.500000 0.000000 0.000000 \n", "2 0.002 144.833333 19.666667 4.166667 0.333333 0.166667 \n", "3 0.003 124.666667 21.666667 5.666667 0.666667 0.500000 \n", "4 0.004 109.833333 21.500000 6.666667 1.166667 0.666667 \n", "... ... ... ... ... ... ... \n", "996 0.996 0.000000 0.000000 0.000000 0.166667 0.333333 \n", "997 0.997 0.000000 0.000000 0.000000 0.166667 0.333333 \n", "998 0.998 0.000000 0.000000 0.000000 0.166667 0.333333 \n", "999 0.999 0.000000 0.000000 0.000000 0.166667 0.333333 \n", "1000 1.000 0.000000 0.000000 0.000000 0.166667 0.333333 \n", "\n", " dode: 4. dode: 8. dode: 9. dode: 7. dode: 10. \\\n", "0 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "1 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "2 0.166667 0.000000 0.000000 0.000000 0.000000 \n", "3 1.500000 0.333333 0.000000 0.000000 0.000000 \n", "4 2.666667 0.166667 0.333333 0.333333 0.000000 \n", "... ... ... ... ... ... \n", "996 0.000000 3.166667 4.500000 3.500000 4.333333 \n", "997 0.000000 3.166667 4.500000 3.500000 4.333333 \n", "998 0.000000 3.166667 4.500000 3.500000 4.333333 \n", "999 0.000000 3.166667 4.500000 3.500000 4.333333 \n", "1000 0.000000 3.166667 4.500000 3.500000 4.333333 \n", "\n", " dode: 11. dode: 12. \n", "0 0.0 0.000000 \n", "1 0.0 0.000000 \n", "2 0.0 0.000000 \n", "3 0.0 0.000000 \n", "4 0.0 0.000000 \n", "... ... ... \n", "996 4.5 1.166667 \n", "997 4.5 1.166667 \n", "998 4.5 1.166667 \n", "999 4.5 1.166667 \n", "1000 4.5 1.166667 \n", "\n", "[1001 rows x 13 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "single_hist.hist_to_df(SaveCsv = False)" ] }, { "cell_type": "markdown", "id": "212bb10a", "metadata": {}, "source": [ "#### 6.1.5 ‘histogram_complexes_time.dat’ to CSV (Single-species)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "92a9714e", "metadata": {}, "source": [ "This function enables users to convert the raw histogram_complexes_time.dat file to a seperate .csv file for a single-species system. Each column in the data frame includes the simulation time and all occurrences of species during the simulation; each row is separated by a different simulation time.\n", "\n", "Important Parameters:\n", "- SaveCsv (boolean, optional): Whether the corresponding .csv file will also be saved under\n", "- OpName (bool, optional): Name of the saved csv. If SaveCsv is false, this attribute is irrelevent\n", "\n", "For more information, read ``2.1.4 CSV – stores count of each complex type for each timestep`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 4, "id": "aec14753", "metadata": {}, "outputs": [], "source": [ "single_hist.hist_to_csv()" ] }, { "cell_type": "markdown", "id": "c490a7d1", "metadata": {}, "source": [ "#### 6.1.6 3D-histogram vs. Time" ] }, { "attachments": {}, "cell_type": "markdown", "id": "a287ee46", "metadata": {}, "source": [ "This function enables users to generate 3D histogram representing the number of monomers in single complex as simulation time develops. The x-axis is the number of monomers, y-axis is the averaged time and z-axis is the relative occurrence probabilities.\n", "\n", "Important Parameters:\n", "- TimeBins: It is the number of bins that users want to divide the selected time period into. The value should be a positive integer. \n", "- xBarSize (Int, Optional = 1): It is the size of each data bar in x-dimension. The x-axis will be separated evenly according to this number and the count of each size range will be summed up and shown together. \n", "\n", "For more information, read ``2.2.2 3D HISTOGRAM – relative occurrence of each species over time`` in the User Guide." ] }, { "cell_type": "markdown", "id": "9b285ec0", "metadata": {}, "source": [ "Since Jupyter Notebook does not support 3D rotation of output images, this function is recommended to be run under a non-Jupyter Notebook IDE." ] }, { "cell_type": "code", "execution_count": 5, "id": "a8e2d964", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.hist_3d_complex_count(TimeBins = 12)" ] }, { "cell_type": "code", "execution_count": 6, "id": "92baa8ee", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Same as above but with larger data bars in the x-dimension (# of dode axis)\n", "result = single_hist.hist_3d_complex_count(TimeBins = 6, xBarSize = 2)" ] }, { "cell_type": "markdown", "id": "f5bc23fe", "metadata": {}, "source": [ "#### 6.1.7 Heatmap: General Histogram Progression vs. Time" ] }, { "attachments": {}, "cell_type": "markdown", "id": "19bbc4af", "metadata": {}, "source": [ "This function enables users to generate 2D histogram of numerical distribution of different N-mers vs. time. The x-axis is the distribution of number of monomers in single complex and y-axis is the time period. The color in each box indicates the number of corresponding N-mers when corresponding time period is reached.\n", "\n", "Important Parameters:\n", "- TimeBins: It is the number of bins that users want to divide the selected time period into. The value should be a positive integer. \n", "- xBarSize (Int, Optional = 1): It is the size of each data bar in x-dimension. The x-axis will be separated evenly according to this number and the count of each size range will be summed up and shown together.\n", "- ShowMean (Bool, Optional = False): Whether the corresponding mean value will be shown in the center of each box \n", "- ShowStd (Bool, Optional = False): Whether the corresponding standard deviation value will be shown in the center of each box \n", "\n", "\n", "For more information, read ``2.2.3 HEATMAP – average number of complexes at each time interval`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 7, "id": "ad2a6422", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.heatmap_complex_count(TimeBins = 12)" ] }, { "cell_type": "code", "execution_count": 8, "id": "a73a0540", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#same as above but with larger x steps and the mean shown\n", "result = single_hist.heatmap_complex_count(TimeBins = 6, xBarSize = 2, ShowMean = True)" ] }, { "cell_type": "markdown", "id": "253ae4d0", "metadata": {}, "source": [ "#### 6.1.8 Heatmap: Number of Total Count of Monomers inside N-mers vs. Time" ] }, { "attachments": {}, "cell_type": "markdown", "id": "26574ea3", "metadata": {}, "source": [ "This function enables users to generate 2D histogram of total count of monomers in different N-mers vs. time. The x-axis is the number of monomers in single complex and y-axis is the time period. The color in each box indicates the total number of corresponding monomers in N-mers when corresponding time period is reached.\n", "\n", "Important Parameters:\n", "- TimeBins: It is the number of bins that users want to divide the selected time period into. The value should be a positive integer. \n", "- xBarSize (Int, Optional = 1): It is the size of each data bar in x-dimension. The x-axis will be separated evenly according to this number and the count of each size range will be summed up and shown together.\n", "- ShowMean (Bool, Optional = False): Whether the corresponding mean value will be shown in the center of each box \n", "- ShowStd (Bool, Optional = False): Whether the corresponding standard deviation value will be shown in the center of each box \n", "\n", "\n", "For more information, read ``2.2.4 HEATMAP - total count of monomers in each complex size vs. time`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 10, "id": "7ad3601b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.heatmap_monomer_count(TimeBins = 12)" ] }, { "cell_type": "code", "execution_count": 12, "id": "d079638f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#same as above but with larger x steps and the mean shown\n", "result = single_hist.heatmap_monomer_count(TimeBins = 6, xBarSize = 2, ShowMean = True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "fa7ae25a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#same as above, but with std shown instead\n", "result = single_hist.heatmap_monomer_count(TimeBins = 6, xBarSize = 2, ShowStd = True)" ] }, { "cell_type": "markdown", "id": "75d8b001", "metadata": {}, "source": [ "#### 6.1.9 Heatmap: Fractions of Monomers Forming N-mers vs. Time" ] }, { "attachments": {}, "cell_type": "markdown", "id": "fbd676af", "metadata": {}, "source": [ "This function enables users to generate 2D histogram of fractions of monomers forming different N-mers vs. time. The x-axis is the number of monomers in single complex and y-axis is the time period. The color in each box indicates the fraction of monomers forming corresponding N-mers when corresponding time period is reached.\n", "\n", "Important Parameters:\n", "- TimeBins: It is the number of bins that users want to divide the selected time period into. The value should be a positive integer. \n", "- xBarSize (Int, Optional = 1): It is the size of each data bar in x-dimension. The x-axis will be separated evenly according to this number and the count of each size range will be summed up and shown together.\n", "- ShowMean (Bool, Optional = False): Whether the corresponding mean value will be shown in the center of each box \n", "- ShowStd (Bool, Optional = False): Whether the corresponding standard deviation value will be shown in the center of each box \n", "\n", "\n", "For more information, read ``2.2.5 HEATMAP - fractions of original monomers in each complex species vs. time`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 14, "id": "e82bc093", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.heatmap_monomer_fraction(TimeBins = 12)" ] }, { "cell_type": "code", "execution_count": 15, "id": "2c3886c3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#same as above but with larger x steps and the mean shown\n", "result = single_hist.heatmap_monomer_fraction(TimeBins = 6, xBarSize = 2, ShowMean = True)" ] }, { "cell_type": "code", "execution_count": 16, "id": "563c4fb8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = single_hist.heatmap_monomer_fraction(TimeBins = 6, xBarSize = 2, ShowStd = True)" ] }, { "cell_type": "markdown", "id": "8c3425a7", "metadata": {}, "source": [ "### 6.2 Analyzing 'transition_matrix_time.dat' File" ] }, { "cell_type": "markdown", "id": "511941f7", "metadata": {}, "source": [ "To generate 'transition_matrix_time.dat' file, users should make modifications in both '.inp' and '.mol' files. In '.inp' file, '$transitionWrite = X$' command should be included into the parameter section where $X$ refers to the number of iterations required to record the 'transition_matrix_time.dat' file each time; and in '.mol' file, '$countTransition = true$' and '$transitionMatrixSize = X$' should be included under the 'Name' variable, where X refers to the maximum size of the complex and $X = 12$ for the simulation here. Go over the 'NERDSS_USER_GUIDE' for more detailed imformation. " ] }, { "cell_type": "markdown", "id": "4cfc93d3", "metadata": {}, "source": [ "The model for the simulation results used for this analysis section below is dodecahedron with face as COM and the modifications in parameter values are onRate3Dka is set as 0.2 and offRatekb is set as 200, so that a reasonable and straightforward plot can be shown." ] }, { "cell_type": "markdown", "id": "3bf5d591", "metadata": {}, "source": [ "#### 6.2.1 Line Plot: Free Energy vs. Time" ] }, { "attachments": {}, "cell_type": "markdown", "id": "21fd543e", "metadata": {}, "source": [ "The plot indicates the change in free energy in selected time period among different size of complexes. The x-axis is the size of complex and the y-axis is the free energy calculated as $-ln(P(N))$ in the unit of $k_BT$, where the $P(N)$ refers to the probability of occurrence of the number of times N-mer is counted (including association and dissociation). If multiple input files are given, the output plot will be the average value of all files and an error bar will also be included.\n", "\n", "Important Parameters:\n", "- None!\n", "\n", "For more information, read ``2.4.1 LINE PLOT - calculates change in free energy among different sizes of complexes`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 19, "id": "0e42dc4d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = io.free_energy(FileName = 'transition\\\\transition_matrix_time.dat', FileNum = 5, \\\n", " InitialTime = 0.0, FinalTime = 1.0, SpeciesName = 'dode')" ] }, { "cell_type": "markdown", "id": "c5fccefb", "metadata": {}, "source": [ "#### 6.2.2 Line Plot: Symmetric Associate Probability" ] }, { "attachments": {}, "cell_type": "markdown", "id": "2f73af1d", "metadata": {}, "source": [ "This line plot represents the probability of association between complexes of different sizes and other complexes of different sizes. The x-axis is the size of the complex and y-axis is the associate probability. Three lines will exist in the line graph, representing associating to complexes of sizes less than, equal to, or greater than the specified size, respectively. 'Symmetric' in the function name means that for the associate reaction, both sizes of complexes are counted as associating events symmetrically, for example, if an associate event occurs where a trimer associates to a tetramer as a heptamer, then this event is counted twice, which are trimer associates to tetramer and tetramer associates to trimer. If multiple input files are given, the output plot will be the average value of all files and an error bar will also be included.\n", "\n", "Important Parameters:\n", "- DivideSize (int, optional = 2): Value that distinguishes the size of the associate complex. \n", "\n", "For more information, read ``2.4.2 LINE PLOT – symmetric probability of association between complex sizes`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 21, "id": "417e70cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = io.associate_prob_symmetric(FileName = 'transition\\\\transition_matrix_time.dat', \\\n", " FileNum = 5, InitialTime = 0.0, FinalTime = 1.0, \\\n", " SpeciesName = 'dode', DivideSize = 2)" ] }, { "cell_type": "markdown", "id": "cf1ad1f7", "metadata": {}, "source": [ "#### 6.2.3 Line Plot: Asymmetric Associate Probability" ] }, { "attachments": {}, "cell_type": "markdown", "id": "9fa0993c", "metadata": {}, "source": [ "This line plot represents the probability of association between complexes of different sizes and other complexes of different sizes. The x-axis is the size of the complex and y-axis is the associate probability. Three lines will exist in the line graph, representing associating to complexes of sizes less than, equal to, or greater than the specified size, respectively. 'Asymmetric' in the function name means that for the associate reaction, only the complexes of smaller size associating to the larger one is counted as associate event asymmetrically, for example, if an associating event occurs where a trimer associates to a tetramer as a heptamer, then this event is counted only once, which is a trimer associates to tetramer. If multiple input files are given, the output plot will be the average value of all files and an error bar will also be included.\n", "\n", "\n", "Important Parameters:\n", "- DivideSize (int, optional = 2): Value that distinguishes the size of the associate complex. \n", "\n", "For more information, read ``2.4.3 LINE PLOT - asymmetric probability of association between complex sizes`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 22, "id": "61494050", "metadata": {}, "outputs": [ { "data": { "image/png": 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uLQkhhBDCbklnXyGEEELYLSlkhBBCCGG3pJARQgghhN166Dv76vV6UlNTcXBwkMXLhBBCCDthNBrJzc3Fw8PDPLnovTz0hUxqauq/LuImhBBCCNtVuXLlf51x+qEvZG6vuVK5cmWcnJwsdlyDwUB0dDRBQUEF1s2xJZLRMiSjZUhGy5CMliEZLaMkM2ZnZxMTE3PX2mn/9NAXMrcvJzk5ORVYG+ZBGQwGIH+hNFt+gYFkfFCS0TIko2VIRsuQjJZRGhn/q1uIdBoRQgghhN2SQkYIIYQQdksKGSGEEELYLSlkhBBCCGG3pJARQgghhN2SQkYIIYQQdksKGSGEEELYLSlkhBBCCGG3pJARQgghhN2SQkYIIYQQdksKGSGEEELYLSlkhBBCCGG3pJARQgghhN166Fe/FkIIUTr0Rj16kx6D0YDSQUmOMQcVKtQKNWqlfNyIkiGvLCGEEBaRok/hRt4NAJyqOBGriwXAW+ONj9bHmtHEQ0wKGSGEEBbhqfbETeVGXE4cOp2OSq6VUCnzW2SEKCny6hJCCGERaqUaNWqUCiWYwFHpiEqlsnYs8ZCTzr5CCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtWLWQ+++wzxowZc8/bUlJSGDp0KN26daNz585s3ry5lNMJIYQQwtZZpZCJi4vj1Vdf5fvvv7/vPuPHjycoKIh169Yxb948PvjgA+Lj40sxpRDCEvRGPTmGHHKMOebZXnMMOeiNemtHE0I8BKwyj8zPP/9MixYteOyxx0hKSrrrdr1ez9atW1m/fj0AFSpUoFWrVqxZs4aXX365WOc0GAwYDIYHyg2QY8xBZ9Rx9noMf6Tuwiu9LGWc3NEqtTgqHR/4+JZ0+/Fa4nGXFMloGbacMTkvmWRDMlBwtlcvlRfeGm9rRruLLT+Pt9lDRpPJBNhmxtvv4VvP7+bA9WOs2f4nAHkGA3qDbRTXapUaza35d8ooXamcVxmlXvnIfc4U9phWKWT+97//ATBz5sx73p6SkkJOTg7lypUzbytXrtwDtchER0cX+753cqzoiMpZxcmUMxxOOsW5Py8THtKKWmWqkxuXa5FzWFpUVJS1I/wnyWgZtphRoVKgUCtwKO8AQO6V/N+TOH0csYZYa0a7L1t8Hv/JljM6VXECbDPjTa8MtsTs5WxijLWjFIqHoyuJ+kQUCgWGLAM5l3OsHemerPmztsmZfW9X8wqFosB2pbL4V8KCgoJwdnZ+oFzwdzXfrWp7blxP4WDSCZYf2cjvDjsZUn8QzQMbPPA5LMVgMBAVFUWdOnVsdnZNyWgZ9pAxJieG3NxcagXVstmM9vA82kPG2z9rW8qYlHmDT/d8y8Vz+cVzoIc/Yb6NqOQfiFKl4vb/bIHh1v+MBgO5N7PxVfuiVCjRltHi6GV7LTIl9XrMysoqVCOETRYy3t7eODg4kJiYiJ+fHwAJCQlUr1692MdUqVQWeZJdVC644ILBYKCtW1OeaNCHj3fPJS4tns/3zWPlmQqMbDkUH1fbaTK31GMvSZLRMmw54+0/TGw54222mNG8srQif2XpPEUeRow2ubK0Lf2s9QY9s/cvYuelvzABDiotz9TvR/sqLTly5Ah1fW27sD5y9QhlNGVsNuNtJfGzLuzxbHL4tUqlokOHDixevBiAK1eusGPHDjp27GjlZHfzc/Xhk67v83qz53FUO3DpZhyvrR3HnL8WSWdGIYTFpOhTiMmJIVYXa+5rFJMTQ4o+xdrRbNbaM3/w7K9vsePSX4CC9lVa8n3fGXSq3tra0YQF2VQZ37t3byZNmkSdOnUYN24c77//Pj169ECv1/Puu+9SuXJla0e8r7DKTQmt2JBvD/zE1ou72XJxN7tjD/JSoycJq9zU2vGEEHZOVpYuvJOJZ/l873ekZN8E4DHvKvyvxct4OZexai5RMqz6G/D6668X+H7VqlXmr728vPjyyy9LO9IDUSvVDG36FP1qdmX6rjnE3Ixj5r7vWXFqPSNbDaOcm4+1Iwoh7JSsLP3fbman8vGuuUTfuACAp6MHb4Q+Ty3fYCsnEyVJSvkS4OPqTWTnMeyJPcic/T8Ql3aN4evep1WlZvxfk6dQq+RpF0IIS9Eb9cw7+DNbLuzChAmNUs2gOr3oWaOTtaOJUiCfqCUoNLARzco34LtDP7Pp/A52XNrHX3GHGdJwIO2qtrB2PCGEsHt/nN/J/MNLyTXoUAAtKjZiWJNn0Kq11o4mSokUMiVMqVTyYuMn6FOzC9N3zuFCymVm71/EytO/M7LlK5T38Ld2RCGEsDvnb1zi0z3fkJh5A4DKZSrwv5Yv4+cql/AfNVLIlBJvZ08+Ch/NgSvHmLVvAfHpCYzYMIHmgQ15o9nzcrlJCCEKISM3g092f8vxxDMAuGldGNbsGRoF1LVyMmEt8ulZyhqXr8u8iOksOrqc9We3sjf2EIeuRvFs/cdlSKAQQtyH0Wi89b75J0aTEZVCRd+aXehfu4e1owkrk0LGCpRKJc826E/vGuFM3/U1Z29c5JuDS1h1ehMjWw2lYpnyD3R888RZRoN5kT4VKpucOEsIIf7L7ksHmHtwMVl52QA0DqjLG82fx1FjW7PcCuuQTzUrKuPkweSOIzkSf4KZe78nMfM6b2+cRNPy9Xmj+fPF7qyWok/hRl7+deM7F+nz1njjo5Xrx0II+xCbepUZu+ZyNT0BgPLu5Xi7xcvSt1AUIIWMDajvX4tvekeyJGoVa85s5q8rR3h+xf8YXLcP3YLbF/l4MnGWEMKe5eTl8Pme7zgYn78QobPGiZcbPUmLSo2tnEzYIvlksxFKpZLB9frQM7gTH+/6mtPXzzH/yFJ+i/6Dt1u9QlXPioU+lkycJYSwR0ajkaUn1rLy1EYMJgNKhZJuQe15qm6fB1o0WDzcpJCxMe6Orkzo8D+iEs7w+Z55XM9K5t3fp9LAvxYjQl+Ua8JCiIfSgSvHmP3XQtJ1mQDU8avBiNAXcHVwtXIyYeukkLFRdfyC+TYikp+j1rDy1AYOx59gyMq3GVC7JxEhna0dTwghLOJaehIzds/l0s04AHxdyjIi9EWqeVeycjJhL6SQsXED6/Ske3AHZuyay4nEMyw+tpINZ//krZYvEeRd1drxhBCiWHR6HbP+Wsie2IMAOKq0PNdwAO2rtrRyMmFvpJCxA65aZz5o9yanks7x2e5vSc6+ydjN06njV4P/tXgJZ62ztSMKIUShrT79Oz9HrSHPqEeBgo7VWvF8wwEyPYQoFnnV2JEQn+p83fsjfj2xnqUn1hKVcJoXVo7k8Vrd6Ferm7XjCSHEv4pKOMPMvd9xMycNgOCy1fhfi5co4+Rh5WTCnkkhY4f61upKl8fa8OmeeRy9dpKfj69h47ltvBn6IjV9H7N2PCGEKCA56yYf7/qac8kxAHg5lWF46AuE+FS3bjDxUJBCxk45a50Z0+Z1om9c4NNd33IjO4UPt35CTZ/HeLvly9LTXwhhdXqjnq8P/Mi2mL2YMKFRahhcN6JY82MJcT9SyNi5IO+qzO41hdWnf+enqNWcTDrLi6tG0btGOE2r1bZ2PCHEI+pCcixTtsxBZ8hDgYKwSs34vyZPyQK5wuLkFfWQ6FUjnPDqbfl897ccjI9ixakNHEk8TrfgNgTL5WchHhqHYo+z/3IUSRkp5m0mTGAyf1Vgm3mL6c7b7vh/0z+3/PO2e91+6wwFN5i3O6gdyNHnAlDVsyJvt3yFsi5eRXqcQhSWFDIPEUe1llGth3Eh5TIzds3l4o045uxZwk7fw7zT6pVir90khLANX+1byJ8xe1AqFBjvXUWguOP/77pNUfC2f36lUBT8Xmn+XlngNsWdeykUf29V5P/Xy8UDNwcXej0WTqPydQv56IQoHilkHkJVPSsyq8ck1sf8wYpjv3M04SQvrHyH15o9R7PABtaOB8gK3UIU1Wd7vmX35YO4O7rybKMIWvg3t9mlRy5kXSAnJ4dgj2BrRxGPAFm84iEW7FuFYc2fpJpnJXINOmbsnsv4rZ+Ro9dZOxop+hRicmKI1cWaV+iOyYkhRZ/y33cW4hETuWM2uy8fRKVQMbTFE3g7e1o7khA2QwqZh5xWrWFSh3f4vyZPo1aqOZF4hhdXvs3uSwesmstT7Ullx8qoUWPUGQnUBlLZsTKeanmDFqVPb9STY8ghx5hjbiHMMeSgN+qtHY3J22Zy4Oox1EoVUzuNwsuljLUjCWFTpJB5RLSr2oJve08juGw1dIY8Pts7j/f/mEFOXo5V8qiVahxVjgVW6HZUOcplJWEVtthCaDQa+XDLJxy9dhKNUs208Peo7BlotTxC2CopZB4hzlpnJnZ4mzeaD0Gj1HD6+jleWPkOf17YY+1oQliVrbUQGo1G3t/yMSeTzqJVafm4y1gCPQKskkUIWyeFzCOoVaUmzIuIpJZvEHlGPV/tX8h7m6aRocuydjQhrMKWWgiNRiOjN31E9I2LOKod+LTL+/i7+ZV6DiHshRQyjyhHjSMftBvB/1q8jFal5VxyDC+vGsnm8zusHU2IR5beqOftjZO4eDMWJ40jn3X9EB9Xb2vHEsKmSSHziGsW2IDvIqZTr1xN9EYDcw8sZtTGKaTlZFg7mhCPFL1Bz//WTyQuLR4XjTNfdBuPl3MZa8cSwuZJISPQqrWMafM6o8L+D0e1AxdvxvLK6ndZF73V2tGEeCTo9DreXD+e+IxE3LQuzOw+Hg9Hd2vHEsIuSCEjzBoF1OW7iI9pHFAHg8nA/MO/8PaGSdzMTrV2NCEeWjl6HcPXfUhi5nXKOLozs/sEWfRViCKQQkYUoFapGRk2jDFt3sBJ48jl1CsMXfMeq0//bu1oQjx0snRZvLF2HDeyU/ByKsMX3SfirHW2diwh7IoUMuKe6pULYV7EdJpVaIDRZOSHoysYsW48N7IenZl3bXmSNGH/MnRZvLHuA27mpOHj4s0X3cbjKOuhCVFkUsg8hG5/ABtNRlBQ7A9gtVLN/1q+zAft3sRF48yV9Gu8+tsYlp9YV0LJbYstTpImHg5pORm8sXYcabkZlHP14fOuH8qirkIUkxQyD6HbH8B69Ci1ygf+AK7lG8y8iOm0qtgEo8nEz8fX8Mba90nISLJwcttia5OkiYdDctZN3lj3Phm6LCq4l+OTru+jVsmM1kIUlxQyD6HbH8CB2kCyL2Zb5ANYqVTyRugQJnV4B1etC9cyknhj7Qf8dGy1BZPbFluaJE08HK5nJvPm+g/JysumcpkKfNx5nLyehHhAUsg8hG5/ADsqHTHmGi36ARxUtirf9o6kXeVQTJj49dR6Xl0zhvj0BAskF+LhdS09iRHrx5Ojz6W6V2U+6jQapVLegoV4UPJbJIpMqVTyf82eYWrHd3F3cCMpK5k3141n4ZHl1o4mhE26khrP/zZMJNegI8SnOpM6vCNFjBAWIr9JotiqeVdibq+P6FQtDBMmfjuzmaGrRxObetXa0YSwGZdS4njn9ynkGfOo41eD8e3/J0WMEBYkv03igSiVSl5q/CTTw8fg6eRBcvZN3t4wkXkHf8JoNFo7nhBWdf7GJd7d9BF6o57GAXUY13a4tSMJ8dCRQkZYRCXPCszuMYVuj7UHYOO5bQxdM5qYlFgrJxPCOk4nnWPsH5EYTAaaBzZkZNiwBzqepaZVEOJhI4WMsBilUslzDfvzSZf38Xby5GZOGiN/n8LX+3+U1hmBTp/H9cxka8coFVEJZ/hw66cYTEZaV2rGWy1eeuBjWnpaBSEeFlLICIsr7+HP7F5T6F0jHAUK/riwk5dXj+LcjRhrRxNWEn3jAl9sX8CXu39kyMq3mX9oKTl6nbVjlYjDV48z6c/PMZqMdKjaiteaP2eR45bEtApCPAykkBElZnC9PnzebTy+LmVJy83gvc3T+HLvfGmdecTsiPmLcZs/5npmChU9A8jW57Du7BaeXf4m47d+yqWUOGtHtJj9cUf4aMdXmDDR9bF2vNJksMWOXZLTKghhz+Q3QJSocm4+fNljIr8cX8PyE+vZfmkfh+KPM7LVUGr4VLd2PFHCfjq2ml9PrQegX73O1PENwhl3Fh1bzonEM5xIjOad3ydT1tmLPiGd6VC1ld2O6Nl96QCf752HCehdI5zB9fpYO5IQjwQpZESpGFC7J+2rtGTin58Tn5HI+1tm0KJiI7rXbWvtaKKEfLzza/66cgQF8GKjJ6gWUIGcnBwCPfwZ13Y4Or2OX078xh/nd3I9K5lvDi5hwZFltAhszDP1++Lq4Grth1Bof17Yw1f7FwLweK1uDKjd08qJhHh0SCEjSk1ZFy8+7z6eFSc38PPxNey+fJDYtCv0qtmBYA9rpxOWotPreG9zJJdTr6BWqhjd+nXq+AVzIetCgf20ai1P1evLU/X6sj/uCEuiVhOXFs+fMXv4M2YP1bwq8XS9ftT0fcxKj6RwNp3bzjcHlwDwZJ0IImp2tnIiIR4tUsiIUtenZhfaVG7OpG1fEHszntl7lvCL03r61OxC+yot7fbSgoCb2am8vXEyabnpOGucmBY+Gj9Xn/+8X5MK9WlSoT7XM5OZf3gpB69GcT75Eh9u/QQPBze6BbWnZ42ONtcfZN2ZLcw/shSAZ+s/TvfgDlZOJMSjx7beFcQjw8u5DJ90fZ91Fzex+cwu4lITmHtgMfMPLyU0sBFP1+uHu6P9XFoQcO5GDB9u/QSdIQ8/l7JM7zwGR41jkY5R1sWLt1u9gt6oZ83pzayL3kJqbjpLolbxy/HfaBRQh+cbDsDb2fojdVae2sjiYysBeKnRE3Sq3tq6gYR4REkhI6yqhl81KnuUJy0jm19OrCUuLZ5tMXvZFrOXqp4VGVw3gjrlQqwdU/yHnZf2M3Pv95gwUds3mLFt3nigljW1Uk2fml3oU7MLJxPPsujocs4nX+KvK0f468oRAj38eaJOBI3L17Xgoyi8pcd/Y+mJtQAMa/IMbauGWiWHEEIKGWEjmpSvT/OKjbiRlcKCw8s4cPUoF1IuM3HbF7hpXQiv3oZ+NbuiVslL1tb8HLWG5SfXAdC5ehteaDTIosev6fsYUzu9S1pOBj8c/ZXdsQeITY0ncudsXDTOdKzWiv61uqNVay163vv58egKVp3+HQUwvPkLtKjUuFTOK4S4N/lUEDbF29mTt1q+hNFoZG30H/x25g9SclJZfnIdK05toK5fCM837I+/m5+1owrgk13fsDfuEApgSMOBdH6sbYmdy93RlWHNnmFok6f448JOVpzayPWsZFad/p01ZzZR27cGzzfoT3kP/xLL8P2hX1h/disKFLzV4iWaBTYosXMJIQpHChlhk5RKJT1rdKJnjU5E37jAoiPLib5+kSPXTjB83QnKufrQr2Y32lRpbu2ojyS9Qc97m6cRczMOlULFe61fLbVLgEqlkk7VW9OpemtiUmJZcGQZJxPPcizhFCM2TMDXpSyP1+xm8cs9c/cvZvOFHShQMCpsGA0Dalv0+EKI4pFCRti8IO+qTOzwDlm6LJZErWJbzD6uZSQx668FfHtwCa0qNWVwvT64ap2tHfWRcDM7lXc2Tib11sikqZ1GWa2FrLJnIB+0G0GOXsdPx1axNWY3iZnX+Wr/QuYd+omwSs14sl7EA782Zu1bwLaYvSgVSsa0eYM6fsEWegRCiAclhYywG85aZ15o9AQvNHqC3ZcO8POJ34hPT+CPCzvZcmEn1bwq83T9foTIjMEl5kLKZd7/42N0hjx8XcoSGT4aZxsoIB3VWp5r2J/nGvZn9+WD/HJ8DVfTE9h8YQd/XNjJY95VeKZBP4K8qxb52J/u/pY9sQdRKZR80G6EzEj9L/RGPXqTvsAK3SpUqBVqmxs6Lx4eVntl7dixg48//pjc3Fz8/f2ZNm0avr6+BfZJSEjgvffeIzExEaPRyHPPPUf//v2tlFjYkhaVGtOiUmMSMpJYcHgZh+NPcC45hg+2zMDDwY2uj7WjV0gnefO0oN2XD/LF3nkYTSZq+QYxrs1wm5zzp0XFRrSo2OjWa2Mph+NPEH3jAmM3T8fTyYMeQR3pHtS+UNkjd8zmwNVjqBQqJnZ4m+relUv+AdixFH0KN/JuAJhX6Abw1njjo/3v+YSEKA6rvMsnJyfz9ttvs3DhQoKDg1m4cCGjR49m3rx5Bfb79NNPCQ4OZt68eSQmJtKlSxeaN29OYGCgNWILG+Tn6sPIsP9Db9Sz+tQm1p/dSmpuOj8dX83SE2tp4F+LZxs8XqhJ2ezR7b+ADUYDSgdlif0FvOzEWn45/hsAnaqF8VLjJy127JKS/9oYht6oZ8XJDWw8t42U7FQWHV3OkqhVNK1Qj+fq96eM072nlZ705xccSziFWqlmSseRVPaU953/4qn2xE3lhsFoIPpMNEHBQaiU+a9HIUqKVV5dO3fuJDg4mODg/OvMgwYNIjIykqSkJHx8/v7AMRgMZGRkYDKZyMnJQalUolKprBFZ2Di1Uk3fWl3pW6srp5LOsejIcs4nx3Dg6jEOXD2Gv5sfA2v1eOiGyt75F7BTFacS+Qv4sz3fsvvyQQCeazCAbkHtLHLc0qJWqulfuwf9a/fg6LVTLD66gos3Y9l9+SC7Lx+kUpkKPFmnNw1udd41moxM+PMzTl0/h0apITJ8dImOhHqYqJVq1KgxYDCv0C3v2aKkWaWQuXbtGv7+f78xaLVaPD09iY+PL1DIvP322wwePJiwsDBu3rzJa6+9RkBAQLHOaTAYMBgMD5z9zuPd+V9bZA8ZTSYTYNmMQV5VmNj+bTJ0WSyJWsmuyweIT0/gs73zmHPgB8IqNuXJur1xVBdu1tmSyGgp7kp3nLXOxOvi0el0BDoHolQqUSvUD5xXb9QzbsvH5pFJI1sOpW65kGIf1xaex9o+QUzpOIrUnDR+OPYr++KOcOlmHFN3zMJV60KP2u24eD2WU9fPoVVpiOz0Hn6uPjb1s7eH32vJaBmPesbCHlNhuv3uUoq+/vprLl68yEcffWTeFhYWxuzZs6ld++8hjU899RQdOnTg+eefJz4+nmeffZaRI0fSsWPHQp8rKyuLU6dOWTS/sBynKk4AZF/MLtHzRKVFszv5MDf16eZt5R39aO/dlACnfx9xU1oZH4SlM2bqs/g+dgWZhmy0Cg3PBkbgpX2wlT1t8Xk0Go0cTjvJvptRpOszzds1CjUvVnwcd40skyGEtYWEhODsfP9BBVZpkQkICGDv3r3m73U6HSkpKQVaW5KTk9m/fz/ffPMNAP7+/oSHh7N79+4iFTK3BQUF/esTUVQGg4GoqCjq1Kljs02n9pAxJieG3NzcEs9Yn/o8zQCupiWw8NhyohJOcyUngUVX1lDG0YNu1dvdtwNoaWV8EJbMGJMSy6d/LkBnyMPH2YuPOo7GWetkUxktqSENeYH8taI2xGwlNSedV+o9RVlXL2tHuyd7+L2WjJbxqGfMysoiOjr6P/ezSiHTsmVLJk2aRHR0NEFBQSxdupR69erh5fX3G4enpyfly5fnt99+o3///mRkZLBr1y6ef/75Yp1TpVKVyAuhpI5rSbacUaFQAKWXMdAzgDFtXkdv0LP85Hp+P7eNmzmpLD6+kl9OrqFxQD2ebfB4gUUJSztjcVgq477Yw3y65xuMJhMhPo/xQds3LTYyydafx2DfamhcFeTk5FDW1csmM97JVp/HO0lGy3hUMxb2eFYpZLy8vPj0008ZNWoUubm5eHt7ExkZCUDv3r2ZNGkSderUYfbs2UyaNIn58+ejUCjo2bMnvXr1skZk8ZBRq9QMrNOTgXV6EnXtFD8eW8mFlMvsjTvE3rhDVHD354k6vWhSob61o5aaX0+s56fjqwHoULUVrzQZbOVEQgjx36w2Jq5FixasWLHiru2rVq0yfx0cHMyiRYtKM5Z4BNUpF8JH5UJIy8lg0dHl7Ik9SFxaPNN3fY2zxolutdpQw7uKtWOWqM/3zGPX5QMAPFe/P92C21s5kRBCFI4M7hfiFndHV15t9iz/1+RptlzcxYpTG0nKvMGyIxtw1jhSxtGDsEpN6R7UHkdN4UY82Tq9Uc/YzdO5kHIZlULJyFb/Zx6GLIQQ9kAKGSH+QalU0rFaGB2rhRGbepXV5zZy7OoZrqYn8PPxNfx8fA1lnb1oWr4+vWp0wsu5jLUjF0taTgbvbJxESk4qTmpHpnR6l/Lusqq4EMK+SCEjxL8I9Aiga0gb2lVpRlZWHhvPb+d00jmuZyWz7uwW1p3dgruDK/XL1aJ3SDiBHsWb56i0XUqJY+wf08k16Cjr7EVk5zGy6KYQwi5JISNEITXwr03jCvUAOH/jEqvPbCIq4RRpuRlsv7SP7Zf24aRxpJbPY/QI7kRN38esnPje8kcmfYvRZKRG2ep82G6ETa6ZJIQQhSGFjBDFUM27EiNavAhAQkYSq09v4sDVY6Rkp3LgahQHrkahUaqp7l2FztXb0LxCA5soFlae3MjiqJUAtK/SkqFNn7JuICGEeEBSyAjxgPxcfXip8ZO8xJNk5Gaw5swf7Ik9SEJGEqeSznIq6SxKhZJKHuVpVzWUjlXDUKtK/1dv5t757Li0D4Cn6/WjZ42iTywphBC2RgoZISzI1cGVJ+r25om6vdHpdWw6v4M/Y/YSm3qVizdjuXgolu8PLaWcqw8tKzWmW1CHEu+bojfqef+PGZxLjkGlUPJOq/+joYxMEkI8JKSQEaKEaNVaugd3oHtwB4xGI7suH2DT+R2cT44hPiORZSfWsezEOrycytCkfD161winrItlp8XPyM3gfxsnk5J9E0e1A1M7jpKVnIUQDxUpZIQoBUqlkrDKTQmr3BSAqGun+C36D04lnSM5+yYbz21j47ltuGldqFeuJr1qdKKyZ+ADnfPyzSuM3RxJjkGHt5Mn07uMlZFJQoiHjhQywir0Rj16kx6jyQgKyDHmoEKFWqFGrXz4X5Z1yoVQp1wIkD8UevWZTRyJP0G6LpOdl/ez8/J+HNUOhPhUp1tQB+rd2rewDlw5xse7vsZoMhLkXZUP2494JJ5XIcSjR97ZhFWk6FO4kXcDAKVWSawuFgBvjTc+Wh9rRit1lTwr8Hrz/MVQr2cms/rMJvbHHeVGdgqH409wOP4EaqWaal6V6FQtjFYVm/zrCKiVpzay+NhKANpWDmVYs2dK42EIIYRVSCEjrMJT7Ymbyg2D0UD0mWiCgoNQKfNbZB5lZV28GNJwIEMaDiRDl8X66C3svHyAa+mJnLl+njPXz/PVXwsJ9AigdaVmdK7eGq1aa77/7P2L2H5rZNJT9frQq0a4tR6KEEKUikf7U0NYjVqpRo0aAwaMuUYclY42v0x9aXPVOtO/dg/61+6B3qDnjws72XpxDzE347h0M45FN+NYdHQ5fi5laRvUjJgbcey7fBSlQsk7rV6hUUBdaz8EIYQocVLICGEH1Co1nR9rS+fH2mI0Gtl35TAbz27j7I0YEjKv8/PhtQA4qhyY3Gmk3SyVIIQQD0oKGSHsjFKpJDSwEaGBjQA4mXiWnVf3ocvT8XTtfng4eVg5oRBClB4pZISwczV9H8PRVUVOTg6uWldrxxFCiFJl/cVfhBBCCCGKSQoZIYQQQtgtKWSEEEIIYbekkBFCCCGE3ZJCRgghhBB2SwoZIYQQQtgtKWSEEEIIYbekkBFCCCGE3ZJCRgghhBB2S2b2FUKUKL1Rj96kx2gyggJyjDmoyF/pXK2UtyAhxIORdxEhRIlK0adwI+8GAEqtklhdLADeGm98tD7WjCaEeAhIISOEKFGeak/cVG4YjAaiz0QTFByESpnfIiOEEA9K3kmEECVKrVSjRo0BA8ZcI45KR1QqlbVjCSEeEtLZVwghhBB2SwoZIYQQQtgtubQkxH3IaJtHh/yshbBf8hsqxH3IaJtHh/yshbBfUsgIcR8y2ubRIT9rIeyX/JYKcR/2MNpGLolYhj38rIUQ9ybvdELYMbkkIoR41EkhI4Qdk0siQohHnbzbCWHH5JKIEOJRJ/PICCGEEMJuSSEjhBBCCLslhYwQQggh7JYUMkIIIYSwW1LICCGEEMJuSSEjhBBCCLslhYwQQggh7JYUMkIIIYSwW1LICCGEEMJuSSEjhBBCCLslhYwQQggh7JYUMkIIIYSwW1LICCGEEMJuSSEjhBBCCLslhYwQQggh7JYUMkIIIYSwW1YpZHbs2EHv3r3p0qULzz//PImJiXftk5uby6RJk+jduzedO3dm9uzZVkgqhBBCCFtW6oVMcnIyb7/9NpGRkWzYsIF27doxevTou/abMWMGCQkJLF++3Pxvz549pR1XCCGEEDas1AuZnTt3EhwcTHBwMACDBg1i3759JCUlFdhv5cqVvP7666jValxdXZk/fz4hISGlHVcIIYQQNkxd2ie8du0a/v7+5u+1Wi2enp7Ex8fj4+MDwI0bN0hNTeXgwYNMnDiR1NRUevXqxYsvvljs8xoMBgwGwwPnv/N4d/7XFklGy5CMliEZLUMyWoZktIySzFjYY5Z6IWMymVAoFHdtVyr/bhzS6/UAnD9/nvnz55Oamsqzzz6Lr68vvXr1KtZ5o6Ojixf4P0RFRZXIcS1JMlqGZLQMyWgZktEyJKNlWDNjqRcyAQEB7N271/y9TqcjJSWFgIAA8zZPT080Gg19+vRBpVLh5eVF27ZtOXz4cLELmaCgIJydnR84/20Gg4GoqCjq1KmDSqWy2HEtSTJahmS0DMloGZLRMiSjZZRkxqysrEI1QhS5kNmzZw+hoaHFCgXQsmVLJk2aRHR0NEFBQSxdupR69erh5eVl3ker1dK+fXt+/fVXatWqRVZWFrt27eKZZ54p9nlVKlWJvBBK6riWJBktQzJahmS0DMloGZLRMkoiY2GPV+RCZuTIkahUKnr27Env3r2pXr16ke7v5eXFp59+yqhRo8jNzcXb25vIyEgAevfuzaRJk6hTpw4TJ05kypQpdOvWDb1eT9euXendu3dR4wohhCglRqMRk8n0yPftsJSHPaNCoSjQraS4ilzIbNu2jT179rBmzRoGDhxIpUqViIiIoEePHgVaVf5NixYtWLFixV3bV61aZf7aw8ODadOmFTWeEEKIUpaSkkJSUpL5w8xkMqFWqzl37tw9+0TaAsloGQ+aUaVS4ePjg6enZ7EzFLmQUSqVtGzZkpYtWzJ+/Hi2bdvG7NmziYyMpFWrVjzxxBO0adOm2IGEEELYj5SUFBITEylfvjyOjo4oFApMJhPZ2dk4OTnZ9AewZHxwD5LRZDKRk5PDlStXAIpdzBS7s+/Ro0f57bff2LBhA2q1miFDhlC+fHmmTZvGli1bGD9+fHEPLYQQwk4kJSVRvnx5XF1dzdtMJhNKpRKVSmXTH8CS8cE9aEZXV1fKly/P1atXS6+QmTFjBuvXryclJYXw8HAiIyNp3ry5+QHUrl2bwYMHSyEjhBAPOaPRiMFgwNHR0dpRhB1zdHTEYDBgNBqL1WemyIXMyZMneeONNwgPD7/nizcgIIBPPvmkyEGEEELYF5PJBGCzrQXCPtx+/dx+PRVVkUufgIAAevXqdVcR8+abbwL517jat29frDBCCCGEEEVRqBaZ+Ph4NmzYAOSPLKpatWqB29PT09m5c6fl0wkhhBAWYDKZ6Ny5M05OTgVGyJaGMWPGEB4e/p8DYcaNG0efPn1o2LBhkY6/atUqFixYgF6vR6/XExISwqhRo/D19SUqKopZs2YxZ86cB3kIRZaens6HH35IdHQ0RqORunXrMm7cOItOTHtboVpk/Pz8OHz4MFu2bEGv17Nly5YC/44ePcr7779v8XBCCCGEJWzfvh0vLy9ycnLYvXt3qZ578uTJhRrNu2vXLoxGY5GOHRUVxYwZM/jmm29YvXo1a9euJTAw0HyVpE6dOhYrYs6ePcv8+fNJSUn5z30jIyNxd3dn9erVrF69muzsbGbNmmWRHP9UqBYZpVLJF198AcDEiRMZN25ciYQRQghh35b8foYdR65gMhpRWGCys/sJq1+eJ8KDC73/jz/+SLt27TAYDHz33XeEhoai0+kYP348p06dQqPRUKFCBaZOnYqzszORkZHs3LkTjUaDp6cnU6ZMwc/Pj/PnzzNp0iSuX78OQEREBC+88AKQX1RMmjSJjIwMlEolr776Kl26dOHpp5/m8ccfp3fv3uzYsYNZs2ah1+tJSkqidevWTJw4kWnTppGYmMh7773HhAkTqF27NlOnTuX48ePmFo3Ro0cXGB0GkJiYaB4CDfn9TV588UUaNGgAwL59+xg7diybNm1i9OjRnDx5EsjvqB0dHc2kSZPo378/K1asYNGiRRiNRlxcXBg5ciT16tUrcK6yZcuSlJREv379qFu3Lv3797/vTP9t2rQhJCQEhUKBSqWiVq1anDhxotA/r6IodGff06dPU6NGDfr27XvfMLVq1bJYMCGEEMISYmNj2bVrF+PHj8dkMvHll19y9uxZzp07x8WLF1mzZg0A06dP59SpU7i5ubFmzRq2bduGSqXiu+++48iRI3Ts2JGhQ4fy6quvEhERQWpqKk899RRly5ale/fuDBs2jLFjx9K5c2diYmIYMmQIYWFh5hwmk4l58+YxYcIEgoKCSE9Pp0OHDgwcOJBRo0axceNGpkyZQuPGjRkzZgxVqlThvffew8nJiWnTpjFjxgw++OCDAo+tdevWNG/enPDwcKpVq0aDBg0IDQ0lPDz8rudh6tSp5q8nTJhAYGAgffv25cCBA/z0008sWrQIFxcXTpw4wcsvv8zmzZtxcnIy38fT05N33nmHt956i+3bt/PTTz8xYcIEXn31VXr27FngXB07djR/HRcXx4IFC+7KbimFLmSefPJJDh06RL9+/e55u0Kh4NSpUxYLJoQQwv48ER7MoE5BZGVl4ezsbBMjmhYvXkyzZs3w9/cHoFmzZsyfP59XXnmFmzdvMnDgQFq0aEF4eDj16tUjNzcXX19fIiIiCAsLIywsjNDQUM6fP09aWhoRERFA/gz0/fr1Y+vWrVSvXh2dTkfnzp0BqFy5Mlu2bCmQQ6FQ8NVXX/Hnn3+yadMmLl68SG5uLllZWXdl3rJlC56enqxatQqlUkleXh7e3t537afRaJg+fTojR47kr7/+4sCBA0yePJkffviBhQsX3vP5mDlzJidPnmT+/PmoVCq2bNlCXFwcTz75pHkfpVLJpUuXqFGjxj2PoVQqzUsM/NvP+PDhwwwfPpxnnnmGTp063Xe/B1HoQubQoUNAfsuMEEIIYQ9ycnL49ddfUSqV5hG12dnZHDhwgKFDh7J27VoOHTrEvn37GDFiBE888QQvvfQSy5Yt4+jRo+zbt48pU6bQqFEjBg8efNfxb8+lo1ar7/pAP3/+PBUqVDB/n5WVRZ8+fWjbti1NmjShV69eHDx48J7Djo1GI9OnT6dy5co4OzuTmZlJXl7eXfstW7YMDw8POnXqRPfu3enevTtvvfUWrVu3Nl9GutPixYtZt24dixcvNo8+NhqNdO3albFjx5r3u3r1Kn5+fgXue/PmTb7//nt+++03ateuzaBBg2jevLn5stY/LV26lOnTpzN+/Hi6du16z30sodCFzH9d21IoFNSsWfOBAwkhhBCWsmbNGhwdHdm8eTMajQbAvBDxkCFDqFSpEnPnzjVP7Hry5Elzq8bixYtp0KABPj4+/Pzzz1SuXBl3d3dWrlxpvrS0YsUKnnrqKapUqYKzszNbtmyhffv2xMbGMmjQIDZu3GjOcunSJZKTkxkxYgSOjo7s2LGD+Ph4cwdflUplXq8qLCyMBQsWMHbsWAwGA++++y5eXl5MmDChwONTKpVERkYSEhJiLppiYmJwcnKiUqVKBa6UrFu3jrlz5/LDDz8UmEU3LCyMUaNG8cILL+Dv78/vv//OuHHj2Lp1a4FRRomJibi7u7N06VLz2or3m/tlyZIlzJo1i0WLFhEcXPi+TMVR6ELmfpeUbpNLS0IIIWzN4sWLefbZZ81FDIBarWbo0KFMnTqVxo0b0717d5ydnXFzc2PixIkEBgYSGhpKREQELi4uaLVaxo4di0aj4auvvmLy5MnMmzePvLw8evTowYABA1AoFMyaNYvJkyfz2WefoVQqmT59eoHFlIODg+nSpQvdunWjTJky+Pr6Ur9+fWJiYggNDaVjx46MHDmScePGMXbsWKZMmcLAgQMxmUzUqVOHUaNG3fX4+vbti06nY9iwYeTm5qJQKPD392fu3Lm4u7sX2HfkyJH4+vryxhtvmAum9u3bM3z4cF577TVefvllALRaLXPmzLlrqHRQUBBBQUH/+ZwbjUZmzJiBg4MDI0eONG+vXbs2kydPLsRPrWgUpuJOpWcnsrKyOHXqFCEhIRYdv24wGDhy5Aj169dHpVJZ7LiWJBktQzJahmS0DFvKaDAYiI6OJigoqEAWk8lkU31k7kUyWoYlMt7vdVTYz+8ij1q63yUmubQkhBBCiNImo5aEEEIIYbdk1JIQQggh7FaRV7+G/B7R69evJykpiQoVKtC9e/e7hmkJIYQQQpS0Is8fvXnzZnr27MnBgwfR6XTs2LGDrl27sn///pLIJ4QQQghxX0VukZk2bRozZ86kbdu25m3r1q1jypQprFixwpLZhBBCCCH+VZFbZNLS0gqsHQHQqVMnYmJiLJVJCCGEEKJQilzIdO3alfnz5xfY9vPPP9OuXTtLZRJCCCGEKJRCX1q6vbKlTqfjp59+YvHixQQEBJCYmMilS5eoX79+SWUUQgghHojJZKJz5844OTmxatWqUj33mDFjCA8Pp02bNv+637hx4+jTpw8NGzYs0vFXrVrFggUL0Ov16PV6QkJCGDVqFL6+vkRFRTFr1izmzJnzIA+hyNLT0/nwww+Jjo7GaDRSt25dxo0bZ9GJaW8rdCEzZMgQi59cCCGEKA3bt2/Hy8uLlJQUdu/eTWhoaKmdu7DT8u/atYvevXsX6dhRUVHMmDGDFStW4O3tjclk4vPPP+fNN99k8eLF1KlTp9SLGIDIyEjc3d1ZvXo1RqOR//3vf8yaNYt33nnH4ucqdCHTp0+ff7399roNQgghHl0pO34h4+QujEYTSmXJTavvWrMlnmEDCr3/jz/+SLt27TAYDHz33XeEhoai0+kYP348p06dQqPRUKFCBaZOnYqzszORkZHs3LkTjUaDp6cnU6ZMwc/Pj/PnzzNp0iSuX78OQEREBC+88AKQX1RMmjSJjIwMlEolr776Kl26dOHpp5/m8ccfp3fv3uzYsYNZs2ah1+tJSkqidevWTJw4kWnTppGYmMh7773HhAkTqF27NlOnTuX48ePmFo3Ro0fj6upa4HElJiZiMpnMK1ArFApefPFFGjRoAMC+ffsYO3YsmzZtYvTo0eYVsY1GI9HR0UyaNIn+/fuzYsUKFi1ahNFoxMXFhZEjR1KvXr0C57pw4QIjRoy467lt3749b7zxRoFtbdq0ISQkBIVCgUqlolatWv+5+HRxFXnUUkxMDLNnzyYhIcG8YmdeXh4xMTHs2bPH4gGFEEKIBxEbG8uuXbsYP348JpOJL7/8krNnz3Lu3DkuXrzImjVrAJg+fTqnTp3Czc2NNWvWsG3bNlQqFd999x1HjhyhY8eODB06lFdffdW8+vVTTz1F2bJl6d69O8OGDWPs2LF07tyZmJgYhgwZUmBwjMlkYt68eUyYMIGgoCDS09Pp0KEDAwcOZNSoUWzcuJEpU6bQuHFjxowZQ5UqVXjvvfdwcnJi2rRpzJgxgw8++KDAY2vdujXNmzcnPDycatWq0aBBA0JDQwkPD7/reZg6dar56wkTJhAYGEjfvn05cOAAP/30E4sWLcLFxYUTJ07w8ssvs3nzZpycnMz3qVq16l2X5W6vtfRPHTt2NH8dFxfHggUL7spuKUUuZMaMGYOzszM+Pj5cu3aNhg0bsmzZMgYPHlwS+YQQQtgRz7ABlGnV36YWO1y8eDHNmjXD398fgGbNmjF//nxeeeUVbt68ycCBA2nRogXh4eHUq1eP3NxcfH19iYiIICwsjLCwMEJDQzl//jxpaWlEREQA4OHhQb9+/di6dSvVq1dHp9PRuXNnACpXrsyWLVsK5FAoFHz11Vf8+eefbNq0iYsXL5Kbm3vPQmDLli14enqyatUqlEoleXl5eHt737WfRqNh+vTpjBw5kr/++osDBw4wefJkfvjhBxYuXHjP52PmzJmcPHmS+fPno1Kp2LJlC3FxcTz55JPmfZRKJZcuXaJGjRrmbUVpkbnt8OHDDB8+nGeeeYZOnTrdc58HVeRC5sSJE+zatYsrV67w0UcfMWLECMLCwoiMjOS1114riYxCCCFEseTk5PDrr7+iVCpp3749ANnZ2Rw4cIChQ4eydu1aDh06xL59+xgxYgRPPPEEL730EsuWLePo0aPs27ePKVOm0KhRo3v+wW40GjEYDKjV6ruKtvPnz1OhQgXz91lZWfTp04e2bdvSpEkTevXqxcGDBzGZTPc87vTp06lcuTLOzs5kZmaSl5d3137Lli3Dw8ODTp060b17d7p3785bb71F69atzZeR7rR48WLWrVvH4sWLcXR0NJ+ra9eujB071rzf1atX75qxvygtMgBLly5l+vTpjB8/nq5du95zH0so8vBrd3d3XFxcqFSpEtHR0QA0btyYS5cuWTycEEII8SDWrFmDo6Mj27dvZ8uWLWzZsoUdO3ZQrlw5hgwZwv/93//RpEkThg8fTkREBCdPnuTAgQP069ePGjVqMHToUJ577jlOnjxJ5cqVcXd3Z+XKlQCkpqayYsUKWrVqRZUqVXB2dja3wsTGxjJo0CAyMzPNWS5dukRycjIjRoygY8eOxMTEEB8fb+6moVKpzP1Nw8LCWLBgAQaDAYPBwLvvvsunn3561+NTKpVERkYSFxdn3hYTE4OTkxOVKlUqsO+6deuYO3cu33zzDZ6enubtYWFhbNiwgfj4eAB+//13+vTpQ25ubrGf9yVLlvD555+zaNGiEi1ioBgtMo899hjffvstzz33HB4eHhw8eBBHR0dUKlVJ5BNCCCGKbfHixTz77LNoNBrzNrVazdChQ5k6dSqNGzeme/fuODs74+bmxsSJEwkMDCQ0NJSIiAhcXFzQarWMHTsWjUbDV199xeTJk5k3bx55eXn06NGDAQMGoFAomDVrFpMnT+azzz5DqVQyffp0vLy8zOcNDg6mS5cudOvWjTJlyuDr60v9+vWJiYkhNDSUjh07MnLkSMaNG8fYsWOZMmUKAwcOxGQyUadOHUaNGnXX4+vbty86nY5hw4aRm5uLQqHA39+fuXPn4u7uXmDfkSNH4uvryxtvvGEumNq3b8/w4cN57bXXePnllwHQarXMmTOn2EOljUYjM2bMwMHBgZEjR5q3165du9AjuIrEVESnTp0ydenSxRQbG2tau3atqWbNmqaQkBDT119/XdRDlYrMzEzTgQMHTJmZmRY9rl6vNx04cMCk1+stelxLkoyWIRktQzJahi1l1Ov1ppMnT96VxWg0mjIyMkxGo9FKyf6bZLQMS2S83+uosJ/fRW6RqVGjBuvXrwegQoUKNG7cmIyMDKpWrWrxIksIIYQQ4t8UuZAB2Lt3L7/99htJSUmUL1+exx9/3NK5hBBCCCH+U5E7+/7888+8+uqrqFQq6tevj06n46mnnmLjxo0lkU8IIYQQ4r6K3CLz1Vdf8d133xWY8a9Xr1588MEH5vHzQgghhBClocgtMgaDgZCQkALb6tevT2JiosVCCSGEEEIURpELmQEDBjB9+nTzxDx6vZ4vvvjiP9diEkIIIYSwtEJfWmrQoAEKhcK8ONUvv/yCt7c3KSkpZGdnExAQUGBWQCGEEEKIklboQubrr78uyRxCCCFEiTGZTHTu3BknJ6e7ptkvaWPGjCE8PJw2bdr8637jxo2jT58+NGzYsEjHX7VqFQsWLECv16PX6wkJCWHUqFH4+voSFRXFrFmzmDNnzoM8hCJLT0/nww8/JDo62rx697hx44o9yd6/KfSlpaZNm5r/NWrUCK1Wy/Xr11EoFDRq1IimTZtaPJwQQghhCdu3b8fLy4ucnBx2795dqueePHnyfxYxALt27TIvV1BYUVFRzJgxg2+++YbVq1ezdu1aAgMDefPNNwGoU6dOiRUxeXl5bNq0iQ0bNtx1W2RkJO7u7qxevZrVq1eTnZ3NrFmzSiRHkUctxcfH88orrxAbG4uPjw+JiYn4+fnx3XffUb58+ZLIKIQQQjyQH3/8kXbt2mEwGPjuu+8IDQ1Fp9Mxfvx4Tp06hUajoUKFCkydOhVnZ2ciIyPZuXMnGo0GT09PpkyZgp+fH+fPn2fSpElcv34dgIiICF544QUgv6iYNGkSGRkZKJVKXn31Vbp06cLTTz/N448/Tu/evdmxYwezZs1Cr9eTlJRE69atmThxItOmTSMxMZH33nuPCRMmULt2baZOncrx48fNLRqjR4/G1dW1wONKTEw0d/mA/BW2X3zxRRo0aADAvn37GDt2LJs2bWL06NHmhSSNRiPR0dFMmjSJ/v37s2LFChYtWoTRaMTFxYWRI0cWGJ18pwsXLrBs2TI2bNhAvXr1CqyafVubNm0ICQlBoVCgUqmoVasWJ06csMwP8x+KXMhMnTqVBg0asGzZMrRaLTk5OUyZMoVJkyYxe/bsksgohBDCTiw7sZbdlw9iNBpRKos8nqTQWlRsxOO1uhdq39jYWHbt2sX48eMxmUx8+eWXnD17lnPnznHx4kXWrFkDwPTp0zl16hRubm6sWbOGbdu2oVKp+O677zhy5AgdO3Zk6NChvPrqq0RERJCamspTTz1F2bJl6d69O8OGDWPs2LF07tyZmJgYhgwZQlhYmDmHyWRi3rx5TJgwgaCgINLT0+nQoQMDBw5k1KhRbNy4kSlTptC4cWPGjBlDlSpVeO+993BycmLatGnMmDGDDz74oMBja926Nc2bNyc8PJxq1arRoEEDQkNDCQ8Pv+t5mDp1qvnrCRMmEBgYSN++fTlw4AA//fQTixYtwsXFhRMnTvDyyy+zefNmnJycCjyP7777Lrm5ufTp04eVK1fi5uZ2z9WvO3bsaP46Li6OBQsW3JXdUopcyOzfv58///wTrVYLgKOjI6NHj6Z169YWDyeEEEI8qMWLF9OsWTP8/f0BaNasGfPnz+eVV17h5s2bDBw4kBYtWhAeHk69evXIzc3F19eXiIgIwsLCCAsLIzQ0lPPnz5OWlkZERAQAHh4e9OvXj61bt1K9enV0Op15PrXKlSubV8K+TaFQ8NVXX/Hnn3+yadMmLl68SG5u7j0LgS1btuDp6cmqVatQKpXk5eXh7e19134ajYbp06czcuRI/vrrLw4cOMDkyZP54YcfWLhw4T2fj5kzZ3Ly5Enmz5+PSqViy5YtxMXFFWhZUSqVXLp0iRo1ahTIr1QqC/z3vxw+fJjhw4fzzDPP0KlTp//cvziKXMhoNBrS0tLw8fExb0tPTy9QtQkhhHg0PV6rO/1qdiMrKwtnZ+dCfdiVpJycHH799VeUSiXt27cHIDs7mwMHDjB06FDWrl3LoUOH2LdvHyNGjOCJJ57gpZdeYtmyZRw9epR9+/YxZcoUGjVqxODBg+86vtFoxGAwoFar73qs58+fp0KFCubvs7Ky6NOnD23btqVJkyb06tWLgwcPYjKZ7nnc6dOnU7lyZZydncnMzDRPe3KnZcuW4eHhQadOnejevTvdu3fnrbfeonXr1ubLSHdavHgx69atY/HixTg6OprP1bVr1wIjj69evYqfn1+B+1aoUIFFixZx8eJFli5dSu/evWnYsCFPPPHEPTsoL126lOnTpzN+/Hi6du161+2WUuR2vy5dujB8+HAOHz5MQkICBw8e5M0335RZfYUQQticNWvW4OjoyPbt29myZQtbtmxhx44dlCtXjiFDhvB///d/NGnShOHDhxMREcHJkyc5cOAA/fr1o0aNGgwdOpTnnnuOkydPUrlyZdzd3Vm5ciUAqamprFixglatWlGlShWcnZ3NrTCxsbEMGjSIzMxMc5ZLly6RnJzMiBEj6NixIzExMcTHx5s7+KpUKgwGAwBhYWEsWLAAg8GAwWDg3Xff5dNPP73r8SmVSiIjI4mLizNvi4mJwcnJiUqVKhXYd926dcydO5dvvvkGT09P8/awsDA2bNhAfHw8AL///jt9+vQhNzf3ns9plSpVGDlyJBs3bqRDhw6cP3/+rn2WLFnC559/zqJFi0q0iIFitMi89dZbvP/++zz99NMYDAa0Wi29e/fmrbfeKol8QgghRLEtXryYZ599Fo1GY96mVqsZOnQoU6dOpXHjxnTv3h1nZ2fc3NyYOHEigYGBhIaGEhERgYuLC1qtlrFjx6LRaPjqq6+YPHky8+bNIy8vjx49ejBgwAAUCgWzZs1i8uTJfPbZZyiVSqZPn46Xl5f5vMHBwXTp0oVu3bpRpkwZfH19qV+/PjExMYSGhtKxY0dGjhzJuHHjGDt2LFOmTGHgwIGYTCbq1KnDqFGj7np8ffv2RafTMWzYMHJzc1EoFPj7+zN37lzc3d0L7Dty5Eh8fX154403zAVT+/btGT58OK+99hovv/wyAFqtljlz5vznUGmNRkOXLl3uujRmNBqZMWMGDg4OjBw50ry9du3aTJ48uZA/ucJTmO7VpvUvNm7cSNu2bVEoFKSmplK2bFmrNx3+m6ysLE6dOkVISIhFx68bDAaOHDlC/fr1UalUFjuuJUlGy5CMliEZLcOWMhoMBqKjowkKCiqQxWQy2cylpfuRjJZhiYz3ex0V9vO7yJeWxo0bh1KpRKvV4uPjY7NPrhBCCCEefkUuZJo1a8Yvv/xCRkZGSeQRQgghhCi0IveROX36NJs2bWLSpEk4OjoWaJE5dOiQRcMJIYQQQvybIhcyJdFRRwghhBCiOIpUyKSnp+Pi4kL16tVxcHAoqUxCCCHswO0W+SKOGRGigNuvn+L2uS10IXPw4EFefvllMjMz8fHxYc6cOdSqVatYJxVCCGH/lEoljo6OXLlyBT8/P/MQZ5PJZJ4ozlYHhEhGy3jQjHl5eSQkJODo6FjsJS0KXch89tlnvPHGGwwYMIC5c+fyySefMG/evGKdVAghxMOhUqVKJCYmEhMTY/7L2mQykZeXh0ajsekPYMn44B40o0KhMM+pU1yFLmROnTrFokWLAHjxxRcfaM2EHTt28PHHH5Obm4u/vz/Tpk2774PQ6XQMHjyYdu3aMWzYsGKfUwghhOUplUrKlSuHn58fJpMJk8mEwWAgKiqKkJAQq891cz+S0TIeJKNCoTD/exCFLmTuvAbq4uKCXq8v1gmTk5N5++23WbhwIcHBwSxcuJDRo0fft3VnwoQJxMbGFutcQgghSse9PpBUKpXNfgDfJhktw5oZi1XIPIidO3cSHBxMcHAwAIMGDSIyMpKkpKQCC1EC/PLLL+h0Otq2bfvA5729XoWl3D6WJY9paZLRMiSjZUhGy5CMliEZLaMkMxb2mEUqZE6ePGkuaAwGQ4HvgUJ1/r127Zp5KXXIX9PB09OT+Pj4AoXMsWPH+OWXX1i0aBHjx48vbMz7io6OfuBj3EtUVFSJHNeSJKNlSEbLkIyWIRktQzJahjUzFrqQyc7Opm/fvgW23fm9QqHg1KlT/3kck8l0z+thd/ZWTk5OZsyYMXz55Zc4OTkVNuK/CgoKsvhaS1FRUdSpU8dmm/wko2VIRsuQjJYhGS1DMlpGSWbMysoqVCNEoQuZ06dPP1Cg2wICAti7d6/5e51OR0pKCgEBAeZtf/zxB5mZmbzxxhsAxMfHo9VqSU9Pv+fqn4VRUtfv5NqlZUhGy5CMliEZLUMyWsajmrGwxyvyzL4PqmXLlkyaNMm80uXSpUupV69egaXO+/fvT//+/c3fv/vuu1SsWFFGLQkhhBCigOLNPvMAvLy8+PTTTxk1ahTdunVjw4YNREZGAtC7d2+7uBYohBBCCNtQ6i0yAC1atGDFihV3bV+1atU99//oo49KOpIQQggh7FCpt8gIIYQQQliKFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7JYWMEEIIIeyWFDJCCCGEsFtSyAghhBDCbkkhI4QQQgi7pbZ2ACHEAzDkgVEPBgNOGgXkZYNRBUo1qDTWTieEECVOChkh7FlWMmQmogJq+mrg5sX87S6+4OZn1WhCCFEapJARwp45e4GjO6aUS+Tm5qLxqYZKdatFRgghHgHybieEPVNp8v8plJgANE6gUlk7lRBClBrp7CuEEEIIuyWFjBBCCCHslhQyQgghhLBbUsgIIYQQwm5JISOEEEIIuyWFjBBCCCHsltWGX+/YsYOPP/6Y3Nxc/P39mTZtGr6+vgX2iY6OZuLEiaSlpZGXl0ffvn158cUXrZRYCCGEELbGKi0yycnJvP3220RGRrJhwwbatWvH6NGj79rv9ddf54knnmDVqlUsWbKEX375hW3btlkhsRBCCCFskVVaZHbu3ElwcDDBwcEADBo0iMjISJKSkvDx8QEgLy+PF154gfDwcAA8PDyoVKkSV65cKdY5DQYDBoPBMg/g1vHu/K8tkoyWYQ8ZFfnT4dl0Rnt4HiWjZUhGy3jUMxb2mAqTyWSy+Nn/w9y5czl//jzTpk0zbwsLC2PWrFnUrVv3nvfZtm0bb731FmvWrCEgIKDQ58rKyuLUqVMPnFkIW1bTN/9vkpOJeisnEUIIywoJCcHZ2fm+t1ulRcZkMqFQKO7arlTe+0rXL7/8wowZM5g5c2aRipg7BQUF/esTUVQGg4GoqCjq1KmTv7aNDbLpjLdWbTYajZw9d47HqlfP//nb4KrNNv083qJIPkduTo5NZ7SH51EyWoZktIxHPWNWVhbR0dH/uZ9VCpmAgAD27t1r/l6n05GSknJXkaLX65kwYQK7d+9m4cKF5ktRxaFSqUrkhVBSx7Ukm8yYdb3gqs1pl/K32/CqzTb5PN5iIv8PA1vOeJtktAzJaBmS0TJKImNhj2eVzr4tW7bk5MmT5kpr6dKl1KtXDy8vrwL7jRw5knPnzrF8+fIHKmKEDXL2Au/qmJQacvKMGMpUAe/q+dtthSEP8rIhLxsnjcL8NYY8aycTQghxi1VaZLy8vPj0008ZNWoUubm5eHt7ExkZCUDv3r2ZNGkSCoWCtWvXUrFiRZ555hnzfQcNGsQTTzxhjdjCkuxh1eas5IKtRjcv5m+34VYjIazq1iVjDIa/i3+jyiYvGYuHh9XmkWnRogUrVqy4a/uqVavMX585c6Y0IwlRkLMXOLpjSrlEbm4uGp9q+U2dSqv92ogSojOYyDOYMBqNmNSOZOUZURoUaFQKtKq7+/OJ+5DiX1iBvCMLcT/20GokLCIxQ8/V9Fsjvryrcuq6HtAT4Kamgoe0JBSaFP/CCuTVJYQoWXZwucHXVY2nk4qzN3LR5eYSUs4FpVKFRlpjikaKf2EFUsgIIUqWHVxu0N66hKRUKAATzholKpUsRSeEPZBCRghRsuRygxCiBMk7iRB2zGg0kh29D13MEfS6HNxdyqHyso1WDjO53CCEKEFSyAhxH7dHsjiaTKBQ2sxIluzLp0g/spnsS8cxpN0A/l5lJP34Ljya9cK7wzP3P4AQQjxEpJAR4j5uj2SprQJUWquNZNHduELawY1kXzhCXso1MP69kJpCrUFTtiJlajclNy2Z1L82krp3FRlR2/Eb8C6OAdVLLacQQliDFDJC3MftkSyKG2AyGQkpqy6VkSz6jJukH9lM5pm/yLsei0mv+/tGpQqNd3mcqtbHvUEntD6BAJiSolHlZONcqyOJy6dhSLvO1e9H4VKzJT6930Ap/VGEEA8peXcT4j5uj2TJUYDJRImNZDHqckiP2kbmqd3kXjuPKTf7jlsVqNzL4lSpFm71O+BUsda/Z/arRKXXvyZ528/c3LWMzJO7yDp3EN/eb+IS1MTi2YUQwtqkkBGilN3uoJt+bBs5V6IxZqUWuF3p7I5j+WBca7fGuUbTYrWmeLUZiHvDTlz7aTK6xBgSln6EQ2BN/AeMRulouVXghRDC2qSQEaIU/FsHXYWDEw5+VXEJCcWtbluUWieLnFPt5kWFl2aQdmQzNzZ8S27sSWI+ex7vDs/i0aSbRc4hhBDWJoWMECWgMB10XYIa49agE2pXzxLN4l6/I641W3FtWSQ5F49y4/d5pB3cQLlBY9GU8S3RcwshREmTQkYICyhOB93SpNQ6EvDk+2RdOELir5+Qd+MKsV8Nw71ZT7zaPY1S+YjPYntrGQUnclEqdDa5jIIQ4t6kkBGiGCzZQbc0OVetT8W35nN97VdkHNtK2t7VZEZtx2/A6Ed7qPatZRQeA3AAbt7abkPLKAgh7k0KGSEKwWQykXl6H1kntpdYB93SolQq8e35Gh5Ne3Ltlyl/D9UOaYlPhOWHatvqxIIF3FpGIfdGDEajCa1XRVlGQQg7Ib+l4pFh1OdhyEi59e8mhqybGLLSMWSlYcxOx5CThTE3C5MuG1NeDsa8XEx6HSrXMhjSUzDmZJqPVVIddEuTwz+Hap/aRdb5g/j2egOX4GYWO4+tTCz4r24to2BCiQmjLKMghB2RQkbYPKMuB316CobMZAwZqRgy8wsQY04ahqwMjLl/FyDGvBxMeTpMeh0mgx6TwQAmQ/5EMMWmQOnsjrqMHy5BTUqlg25hWaK1w6vNQNwbhXPtp0noEmJIWBaJQ2AIfgPeRe3o+sAZrTWxoBDi0SCFjLAafUYKWaf2kRUfQ27SHNDfUYAYDWA0cucw5SJTKEGpRKF2QKHSoFBrUWocUGgdUWqdUDo4o3R0QenkisrJDZWzByoXd1SunqhdPVG6lEGp1pBz7QxGoxEHv6D8yw02xFKtHWpXTyq8OIO0I1u4sXEuubGnuPzpC3h3fPCh2qU1saAQ4tEkhczD6NYIDAwGnDQKmxqBYczJImXPCjKOb8eQdv3eOymUKFQqUGtRqO9RgDi6oHJ0QenkhtLZDZWTByoXj/wCxM0TpbPHIzMKx9KtHe712+NaswUJy6eTfeGIDNUWQtg8KWQeRrdGYKiAmr4auHkxf7uVRmAY9TpS9/1G+tEt6FPizdsVWic867dGXT4ITWADNC5uj0wBYikl0dqh1Dri/8S4/KHaK+4Yqt20B17tn5GfkRDCpkgh8zC6NQLDlHKJ3NxcND7VSn0EhtFoJOPIJlIPbiQv8TK3LxEp1FocK9XGs9XjOFYIxpQUTU5ONmpnV/mAtDHOVetTccR8bqybTfrRLaTtW0Pm8R0yVNtabLilVQhrkkLmYXRrBAYKZX75UEojMIxGI1mn95K6bzW58efBZMy/QanCoUIwZVr0waVawxLPISxHqVTi0+NV3Jv04NrSqRhSk24N1W6BT8Rwmx5m/tCxsZZWIWyFvAuJB5Z18Rg3dy0nJ+40GPT5GxVKtP7V8GjSA5daraS1xc45+FWi0mtzSNn+Myk7l5F5ajdZ5w/h2/MNXGpYbqi2+Bc20NIqhC2S3wBRLDlXz5Gycyk5MVGY8nJvbVWg8amIe8Nw3Bp2kr/WH0KerQfi1jA8f1XthIskLI/EoUIN/AaOtshQbfEvrNTSKoStk08aUWi6G1dI2bGUrHMHMeVmmberPf1wq9sej+a9UKq1VkwoSkP+UO2PSTu6lRsbviY37jSXP30Br47PUKZJd2vHKzR9Tga5MVFkx55GlxBD1o0E8kxKMBpw9vDAs2E4rvXaSkEuhI2T31Dxr/TpyaTs+IXMM/swZqWZt6vcvHCtFYZHy77yl/gjyr1eO1xDQklY/jHZFw6T/Pt3pB/caFNDtY1GI3lJsWRfikJ39Ry663Ho029gzMnAZDCiuGOUuhLINjqjwIRD9nWur5vN9fVz0HhXwLVuGzwadUWpdbTaYxFC3JsUMuIu+pwMUnf9SsaJHRjSk83blc7uuAQ3w7NVf9Tu3lZM+PDLytGRnJpLSnoOqRk6UjNyScvSkZ6ZR0Z2Hlk5+f+yc/Xk6AxU9FSgUoJenUbz2v60qBuAo7bkf73zh2qPJeviMRJ//fjvodpNuuPV4dlS6xtl1OWQfekEObGn0CVcJC8lHkNGKqa8nLv2NZgUJBtduaL3JMHoQYLBg+sGNwyuPnRr6kfiTR2HD52hrjaW5o7ncb0eS8qWH0jZ8kP+7M41QvEI7Y3a2b1UHpsQ4t9JISOAW3O97F1N+rEt6FMSzNsVDs44V2uIZ+sBaL3LWzGhbTMajaRl6khJz+Vmei43M3JJy9CRnqUjPSuPjGzdreJDT45OT06ugdw8A3l6I3l6I3qDEYPRhNFYvJmM4xJvf5XOnqhrfLrkMM6Oasr7uFK3elnaNKxAlQAPiz3ef3KuUrfgUO2/fiPzxA78+r+LY/kgi51HlxxPTswxcq6cRXc9DkNqEobsdDAa7t5ZoSBP7UKCyZNzOV5E53hzzVCGZKMLJpS4OWsIruxJ+0aBtKgTgFqtNM/iXLV6Zb5cepQ12Q2pqLnJc4HnKZtxDv3NBFL3riR170pULp44P9YIjxZ90XrKqCEhrEUKmUeY0agn/dAm0g79Tl5SLH/P9eKAY+U6eIb1f+TnC0nL0rHvZCpnrmRzNDYOXZ4RXZ4BvcGI3mDCaDRSzNrDTKEApUKBWqVArVWhVavQapQ4aFU4atU4OahxdlTj7KjBzVmDq7MWd5f8f96uasq4qHHTJ5Cda2D7BQVRF1I4fyWdm5l5nI29ydnYmyzfeg6lUoG3hyOPVShDs9rlLN5qc3uotkezXsT/PDl/qPb80TjXaI5v7zcLfRyjXkdO7GlyLp8i99oF9MlX0WekYNLlcM8lK1RqVC6eqMv4kO3iz5E0b3YlunExGQx3/HActCqqBLrTq24A4U0r4up8//5crRuUJ7RuAJO//4sj0QomXGhM1fLtGdPbG+Px9WTHHMeQmUL6kc2kH9mM0tEVpyr18AiNwNG/ahGeNSHEg5JC5hFjNBrJPLmL1L9+Q3ftwt9zvajUOFaoQZkWfXCuWt+qGa1Nrzfy264LrNsdQ/z1zHvuo1SAUqlAq1GhVinRqPMLDweNCkcHNc63ig8XJw2uThrcXbS4uWjxcHHA090RTzcHPNwc0aof8NJLegJkXgU1uKqhXx0T/eqUAZcgdE4+HDh5jT1R8Zy5nExSSrb53+6oeHOrTQVfV+pU86Fto/JU9n/wVhutT2D+UO0dv+R3Dj+9l0vnn6Ns95dQ3dFyoU+7QdbFY+ReOYMu8TL6tCQMWWl/D+H/B4XWEZWLJxovf7TlquAYWJM876psOniNvcfjiTmdhi7v1usZEyqlgkA/NxqF+NIttDL+ZYvWl8tRq2biKy3Ydzyej388yIUrabw8L53nevQj4vFR6JJiublnJVnnD2PMSiXz1C4yT+1CoXHEsWJNPJp2f+R/l4QoDVLIPCIyzx8hdfev5MSdyZ8dFEChxCHgMTya9cK5RvNHfq6XfcfjWbrlLGcv38R4a7VsB42KQa28aVzNBbeAani6OdnW83RrbpGzN3LJzc0lxM/FPLeIVqWkRd0AWtQNMO8efz2DPw/FcSQ6icvX0snIziP68k2iL99k+dazqG632gSWoVktf0Lr+he71cYzbABuDTqZh2onrZqFY+Va5F69gEmXde8VyZUqlM4eqN3Loi1bHoeAx3CqXAe1d3mUSiU6vZGdR+L481AcZzdfJSP7kvmuCqBsGSfqVCtL5+aVqFXVMv24mtX258eJ3Zi+aD97j19j3uoT/L7vEhNeDsW31+tAfqf4m3tWknlmH4a062SfP0T2+UOgUuPgXx33hp1lPiUhSogUMg8xfVYamVG7ubb4I0x63a2tCjS+lfBo1BnX+h0e+aGlMfGp/LjhNIfOJJr/mlcqFNSo5En/jkE0rVnu79WvXR1t74Po1twi2SjIMZn+c24R/7KuPBFegyfCawCg0xvvarVJvPVv17F4WIK51aZudR/aNCxaq82dQ7Vv7lpGzsUoABQaB1TOHqg9y6EtVxmnCjVwqlQHpaPzXcc4ejaJTb8f5vj569xILdh5181ZQ3AlT9o2rEDLuuVRP2gL131o1UrGPN+Mo2eTmLpgP7EJGbwwaRODwoN5IrwGajcvyoYPoWz4EIw5WaT+tYaMEzvJS44nN+40SXGnSVozE61vJVzrtcO9QThKtSwrIIQlPNqfYg8poz6PpDUzyTp7wDxZndrTH7d67fFo1uORn+slNSOXJb+fYceRK6Rl6szbA8q60K1FFbq3rFJiH4i2Rqu+u9XmSlIG2w/fu9Vm2Zbitdq412uHxrcchuxMHALrodHc/0M8LiGd9XtiOHQmkfjrmXf3c/F3J7QQ/VxKQr3HfFg8oQufLjnMn4fiWLzxDH/sj2X8y6GU98m/dKV0dMaz9UA8Ww/EqM8j/fAm0o9uQZd4CV3CRZJ/v0jy79+j8fLHtVYrPJr2vGcBZ0+M+rxbjy8G3fVYVIYcjEolaq/KqFxKrpO5ECCFzEMn7dAmbmz6DpNeh8rJBbfGnXBr9jgaFzdrR7Mqvd7I6p0X2LDnIvHX/57Mz8NVS+v6FRjUORj3f34o3lqkT4ERBaZHZpG+8j53t9r8dSKevcevceZSMtdv/nurTduGFajkf/fQZIVCidLR5a5WrbQsHRv3xOT3c4m/s58LD9zPpSQolUr+N7gRPcOqMuHbvSQkZ/F/0/6gd+tqvNCrdsF91Ro8mnTDo0k3c/+0tEMbyb16jrzkq7f6Ef2Cyr0sLsHNKBMagdrNy0qP7N6MRj15SXH5RUpSLHkp8ejTrmPITM2fjydP93dfu39IPbAZj2a98Gw32PZaM8VDQwqZh0RuwiUSlk8zD512CHiMcuFPoDNi93/tPYi9x+NZ+kc052JvmkcXOWhUNKzhy+DONe75gWt2a5E+B8ifLe0RXaRPq1bSql55WtX7e/h94VptnAiqWIamtcrRso6/+b46vZE9h6/k93O5fJOM7DzzbSXVz6UkBFX0ZOGHnZn96zE27LnEym3n2X74Ch++1PyeQ92VSiVutcNwqx0GQNaFI6T+tZacyycxpF0nbf9a0vavRensjnO1hpQJjUDrE1iij8FoNKJPiSc3/gK667Hok+PRpyZhyEzFkJORPw+P8d5FSj4FCrUGpYMzShcP1K5eaDz9cPb1J+vqBdKObiN170rSD2+ibLehuNZsUaKPRzyapJCxc0a9jsSVn5F1Zh8ASkdXfCKG41KtIaakaMjJtnLCe9MZTOQZTDiaTKBQkpVnRGlQoFEp0KoU/32Af3Hxan6/l8PRd/R7USqoUakMAzoE0aRmucId6F860j7qCtdqk0ViShY7j17lEyCkghOujir2n4sucKzS6udSEpRKJa8+Xp/uLavw4Td7uZGawxsz/qRz84oM61fvX1shnKvWN49qyom/QOrelWRfOIoxK42MqD/JiPoThYMzTpVq49G8F06BIUXKZjQa0acmoYs//3dLSmoShowUjNkZGPNy7j3/zh0Uag0KRzdUzm6o3LzRlPFF410eB7/KaMpVue+s3qakaBQ+gbg07sn1FZ+Ql3yVxBUzSNnxM36Pj5Q5qYRFyTuyHbu5fy0pfyzCZMgDhRKPZj3xbPeUXTThJmbouZqup7YKUGk5dV0P6AlwU1PBo+iXbVIzclm88Qw7j/6j34vPrX4vLYrR76WIHWmt4XZBmD/KSmHRgrAo7tdq8+fBWI6evU5sQjoXE3LIzTNZvZ/LPT3gZcTK/h7Mf78z3685zopt59m49zJ7oq4xdkhTQir/d6uSo39VHPu8BYAuJYHUPSvIOnsAQ0YKWdF/kRX9Fwq1FocKwXg1bIPJxRN92g1yEi/mFynJV8m7ebtISc8vUu4zjN1MpUHp5IzK2R2Vq6e5SNH4VsTBrypq1zKFeeb+ldanIoH/N5P0qO1c3zCXvOtxxM15A+fgpvj2Gi5LPgiLkELGDuXEXyBx+XT0qfnTuTpUqIFf/1F2NWW6r6saTycVihtgMhkJKatGqVShKcKHr05v5Lft51m/N4ZrNwr2e2nToAIDw+/R7+Uhc7sgBEDt8MAFoSWV93FlcJcQBnfJ/z7zymly8wx4BNbIb9myJRa6jPh8z9p0Ca3M+3P3cO1GFiNn7iSsfnneeqJhoQtpracfPt2GAvkjD1P3ribz1G70NxPIiYniakwUCpUa078VKio1SkdXVM5uKF090Xj45s+/41sJB/9qpd4Px61Oa1xqtSJ583zSDqwn68xfxHzyLJ4t++EZNqBUs4iHjxQydsSoyyFhxadknzsA5K995BsxAucqda2crOi0t1oMchT504k4a5SoVIV7o99z7CrLtp4t2O9Fq6JRsC9PdQ0h0O/R6dh8uyA0Gg2cORNNcHBQkQvC0qJSKXBU2GhroQUvI/qXdeWb9zqx5PfT/PR7NDuOXOHg6QRGP9uE+kFFW0xT7eyOd/un8G7/FEZdDmkHN6CLPU5e6nUMOh0qV0/UHj5ovfzR+lZEW64aKveyNtkqq1QqKRs+hDKt+pP468fkXDpOyvafST2wHp9er+NSraG1Iwo7JYWMnbi5dxXJfy7Oby5WKikT2gevtk9aO1bxFbEp/+LVVH7YcIojZ5LQ6f/u9xJSyZP+HR4rfL+Xh8ztgtBgMKHQ5xSpIBR3KIHLiE+E16BT04p8MHcvlxPSGff1HprU9OPdZ5sWa0ZnpdaRMqERmKrXJCcnG21Abdtr2SoEtbMbAU+NJ+dKNIkrPkGfmkTCT5PR+lXB7/GRNrNyurAfUsjYuJwr0SQs/xhD+g0AHCvVxrfv26id7bzVoRBN+TfTc1iy8Qw7j14lLevvfi/lfVzp3rIyXUMfnflehH0qW8aZWSPbs2r7eb5fc4L9JxMYPG4d/xvciOa1/f/7AA8xx/JBVHxtDmmHNnJj8wJ0CReJnTUMl1qt8OnxqkwYKApNChkbZczJImHFDLIvHAFA5eKJb98ROFWsZd1glnKfpnydUcmaLdFs2Hvprn4vbRtWYFCnYNvoHCpEEfRuXY22DSvw4Td7OBeXyuTv/6Ju9bKMe6FZoZeAKMmRftbk3jB/lvEb6+eSfnQLmSd2kHVmL55tB1OmWU9rxxN2QAoZG5SycxkpO37JHxqpVOEZNgDPVo9bO5Zl/aMpf/fpm6z48zzn46Tfi3g4ebg68OmItvy+L4bZy6M4du46T45bz+v969Ou8X/PF2PpkX62RKlU49N9GJ6tB5GwfDq5V6JJ3jyf1H2r8Y148+H5A06UCClkbEj25VMkrpiBISMFAMcq9SjX9+2HckI7o9HIgdOJbDueyInoRG6k5K8yfbvfy4COj9E45NHs9yIebuHNKtOqXgDjv93HyYvJfLLkEGt3X+TDF5v/a2ujJUb62Tq1mxfln5tKdsxxEld9hiE9mfhF7+NQPhi/x99B7epp7YjCBkkhYwP0ORkkLptOzqXjAKjcvPHr+z8cKwRbOZll6fVGNv11mc37L3HhSip6Q37Ti1ajoryPC91bVpF+L+KR4OyoZdprYew8coVPfzrEmUspPP3hBl6KqEO3FlXueZ8HGelnb5wq16bS8G+5uXc1KX8uJvfKGS5/8RJu9Trg3fWlR36xW1GQvBqsLHnbEm7uXpF/GUmlxrPNIDxD+zzYQW+NCMJkRAFWXSMoI0vHmp0X2H74CleSMjDdumykUECgnxthzatRMcCV5lXK2OUIDCEeRKv65Wla04/JC/Zz6HQis5cfY8OeGMa/FIqnu0wWV6Z5L9wbdyFpzSwyT+4i/chmMk7swLvTENwbdLR2PGEjpJCxkuyYKBJWfIoxKxUAp+qN8OszAqXW6cEPfmtEkAJw1ChLfY2gazcyWbH1HPtOXuNGao55u1qloHqFMnRuXom2DQNRq5Ucu5ZDjo0uoyBEadBq1Yx/KZQDp64RueggF6+m8dzE33mmaw36tQ+ydjyrU6q1+PUZga7tkyQun44u4SLX183m5q7l+Pb9H44B1a0dUViZFDKlTJ+VRsKySHJjTwGg9vDBt99IHP2rWu4kt0YEGQwGzkRHExwUVOJrBJ2JSWHFtrMcPXu9wCKATg5qalX1omdYNRoGy/wQQtxP45By/DChKx//cIA9UfHMX3uK3/+6zISXW+Dn9fD1kysqracfFV78mMyzB0laMxN9aiJXvx/18ExJIYpNCplSYjQaSflzMal7V+Uvea/S4NX+Kco07WH5k90aEYTSQHZeyawRZDQa2Xf8Gmt3X+R0TAq5eX8vPufhqqVhsC992la/5yrAQoh706qVvPdcU6LOX2fK939xNSmTl6ZsYkCHIJ7qWrRFIx9WLo81wuWt+aRs/5mUXcvJuXScy58Nwb1JN7w6PGuTsxqLkiWFTCnIPH+EpFWfYcxOB8hfMC1iBEq1fc2HotMb+X1vDJv3XybmahqG2+OkAV9PZ1rU9SeiTTW8PSxweUyIUmQri2/eVqdaWX6c0IXPfz7ClgOx/Lw5mi0HYxn/Uig+pZ7GNnm2HohH814krvycrLP7SfvrN9KP/kHZLq/gVjvM2vFEKZJCpgTpM26SsGwauVeiAVB7+uHXbyQOfpWtG6wI0rJ0rPrzHDuPXiX+eia3SxelAir7u9OuYQW6tapS6Em9hLBFtrj4plKpZMQTDenZqgrjv91HUko2r0Zu4fXu/rQIdrVKJluj1DpRbsC76JJiSVj+MXk34kha9Rk3d/yC3+Mj0fr89/w8wv7Jp08JMBqN5lVeMRlRqLV4dXwOj0adrR2tUK4kZbDiz7PsP5lAclquebtGreSxwDJ0aV6ZNg3LP1ATrq39BSwebba8+Gb1QE8WfBDO3JXHWbfrIl+sjef3I07kGK/h4+lMQFkXKpZzo3oFTyr6uT2S0xdofQIJHPo5GSd3c33dbPKSrxI3902cqjfGr8+blhlEIWyWFDIWlhm9n6Q1MzHm5E/w5hLSEp9er9v8uiEnLtxg1bZzHDt/g8w7Ous6O6qpXc2bXmHVqPeY5Rq1bfEv4H+SYuvRYeuLbyqVSob2rUvX0MosXnOAvdHpGE0QE59+174qpQJHrRo3Fw1e7o74eblQwc+VKv7uPBZYhjJuD++wbteaLXCu0ZzkrYtI2/cb2ecOEDPjWcqERlCm9SDpP/OQskohs2PHDj7++GNyc3Px9/dn2rRp+PoWHNGSkpLC6NGjuXz5MgaDgXfeeYeOHW133gB9ejLXfvkI3bXzAGi8Amy6adNoNLLz6FU27InhzKUU84rSAGXcHGhcw5e+7R4rsaUBbPkv4NvsodgSj5ZK/u6M6FUevd5AbJ4vF+PTuXwtnfgbmVy/mU1qRi5ZOXoyc/LIzMnj2o0sTl5MLnAMBaDRKHFx1FDGzYGyZZweqlYdpVJJ2Q7PUqZlPxJ//YSci0e5uWs5aYc24tPjNVyCmlg7orCwUi9kkpOTefvtt1m4cCHBwcEsXLiQ0aNHM2/evAL7jR8/nqCgIObMmUNcXBwDBw6kVq1a+Pvb1oqxRqORlE3fkXZoI5hMKDQOeIe/iHv99taOdhedTs/6PZfYcuAyMdfSMd7RWbectzMt65Ynok3VUvmLzdb/Agb7KLbEI+TWRJcKjKiUEOTvSEgFF1BWuOdEl0kpWZyLvUnMtTTiEjNITM4iOS2X9CwduXkGUtJzSUnP5eLVtLvuq1IqcHRQ4+Z8d6tOUEVPPFwdSuMRPxC1oysBT75PTvwFEn/9GP3NBBKWfoTWtxK+/d5B5SHTQTwsSr2Q2blzJ8HBwQQH50+/P2jQICIjI0lKSsLHJ//ShV6vZ+vWraxfvx6AChUq0KpVK9asWcPLL79c2pHvS33tNHFbP8OUmwUocK3dmrLdh9nUZaSMHD0L1p1kT9S1AqtJK5UKqga4075xRbqGVkIrnXXvYg/FlniE3Jro0gFAyX9OdOnj6YyPpzOhdQPueTidTs/Fq+mcv3qTy9fSuXo9gxs3c0jNvNWqk51HZnbRWnUq+7tTrUIZKqqN9zynNTj6V6Xiq1+RdmQzN37/Hl3iJeJmv4ZzjeZQobW14wkLKPVPr2vXrhVoVdFqtXh6ehIfH28uZFJSUsjJyaFcub8XDSxXrhzx8fHFPq/BYMBgMPz3jv8hJysLvT6Hg2t/o2LMWoyY+EsfxLqchqTt0MKOdQ98jgelVCpRKvNbDfL0BvOyAE4OaqqV96BLaCVa1ClX4HqxJZ6b4rh9XmudvzAko4Xceh3ackabfh4dPEDjwoWUPHJ1OoJ9nPJ/h5VqKEZelUpB9UB3qge633efpJQszl1JJeZqGleSMkhKySY5PZeMrDxydfdv1VErwdVRRVZeLABGowmj0frFjYL+NHO8QFeHQ3B6Lw6nDnHs9zs/Bk33vW/p+rvVN1Xpyc3AANQaNWq1I47OtjU5Ykn+zhT2mKVeyJhMJhSKu5vm7/xQNd365P3nfg/SUSs6OrrY973TY+Vc8FDl4VfWlYuxlTmoqs91x7J4OSvIvJH73wcoBWU8nNBq8n+0Dg5qHqtSlqCqvpRxMqJKuQSmRI4dS7RyyoKioqKsHeE/ScbiMSnVoFRT0yf/9/fYqbP5Nxj1KIx6Kya7P1t8Hm8zeFcFtH8/jyXMCQjxhRBfFeB661++PL2R+JQ8rqXkkZSah8bNi1y9CVNGCmnZBrJN+ZegdHl6bqZm3fP4pUvBNfda/KR4jAaGYwQa4wrcasjLu8/9SpdK83ervtLZA2/jdciFtCwNR6IzrZjs/qz5O1PqhUxAQAB79+41f6/T6UhJSSEg4O/mT29vbxwcHEhMTMTPL7/JNCEhgerVi7+mRlBQEM4WqGRzsrJI1ecQ0MQPx6q1aeztjVKpsKlKOUtnJNtgwmgwEhsbS2BgIEqVEieVAudK9a0drwCDwUBUVBR16tSx2UUjJeODuZquJz7DCIrLABi9KwPg76okwM22Lmna8vN424lEHTm5OTaZ8fZ7j2fmRfR5eaS6Vf/7vUdrG5dlb7eqG43NSL5xAy8bfA//O6OJ5Bs3SNH8nbF+OdvIeFtJ/s5kZWUVqhGi1N9FWrZsyaRJk4iOjiYoKIilS5dSr149vLy8zPuoVCo6dOjA4sWLGTFiBFeuXGHHjh0MHTq02OdVqVQWeZJd3NwANwwGAxdiYqlcLcjm3kzcnFS4kf8Cu5Kbho+rxuYy/pOlfj4lSTIWj5+zgbJaI9p0I3l5emqV0aNUKlGpbS/rbbb4PJrdaqm2xYy333tM2Qr0JoNNvvfYw3u4PWT8p5J4PRb2eKVeyHh5efHpp58yatQocnNz8fb2JjIyEoDevXszadIk6tSpw7hx43j//ffp0aMHer2ed999l8qVK5d2XCHEA9LmpkBm/qVMlRrIiMm/wcUXtCW/GrsQ4uFmlXbdFi1asGLFiru2r1q1yvy1l5cXX375ZWnGEkKUBCusxv4wkgkahbg3eScRQpSsUliN/VEgEzQKcW9SyAghhB2QCRqFuDcpZIQQwg7IBI1C3Jv8FgghhBDCbkkhI4QQQgi7JZeWhBBCWMathS0xGfMn2c/LBuOtEWr3WNhSCEuQQkYIIYRl3FrYUgE4apT/ubClEJYghYwQQgjLkDmDhBXIq0sIIYRlyJxBwgqks68QQggh7JYUMkIIIYSwW1LICCGEEMJuSSEjhBBCCLslhYwQQggh7JYUMkIIIYSwW1LICCGEEMJuSSEjhBBCCLslhYwQQggh7JYUMkIIIYSwW1LICCGEEMJuSSEjhBBCCLslhYwQQggh7NZDv/q10WgEIDs726LHNRgMAGRlZeUvU2+DJKNlSEbLkIyWIRktQzJaRklmvP25fftz/H4UJpPJZNEz25gbN24QExNj7RhCCCGEKIbKlSvj7e1939sf+kJGr9eTmpqKg4MDSqVcSRNCCCHsgdFoJDc3Fw8PD9Tq+19AeugLGSGEEEI8vKSJQgghhBB2SwoZIYQQQtgtKWSEEEIIYbekkBFCCCGE3ZJCRgghhBB2SwoZIYQQQtgtKWSEEEIIYbekkBFCCCGE3ZJCRgghhBB266FfNLIkffbZZyQlJTF58mRrR7nLkiVLWLx4MQqFAicnJ8aMGUPdunWtHauA5cuXM3/+fAA8PT0ZP348VapUsW6o+zh69CiDBw9m8+bNlCtXztpxChg9ejT79u3Dzc0NgEqVKvHFF19YOVVBZ8+eZcKECaSnp6NUKnn//fepX7++tWOZLV26lB9++MH8fWZmJnFxcWzcuJFKlSpZMVlBmzdv5vPPP0epVOLq6sqECROoVq2atWMVsGTJEhYuXIhGoyEgIIAPP/zQpn5n/vm+vWrVKubOnYteryckJIRJkybh6upqUxnvt82a/pnnyy+/ZP369SiVSry9vfnggw9K7/3cJIosNjbWNGzYMFPdunVN7733nrXj3OXgwYOmtm3bmm7cuGEymUymLVu2mFq2bGkyGo1WTva38+fPm0JDQ03Xr183mUwm08KFC01PPfWUlVPd2/Xr1029e/c2BQUFmeLj460d5y6dOnUynTlzxtox7is7O9vUqlUr08aNG00mk8m0detWU9u2bW3q9XgnvV5veuqpp0zffvuttaMUkJ2dbapTp47p7NmzJpMp/3dm8ODBVk5V0N69e00tW7Y0XblyxWQymUwrVqww9e/f38qp8t3rfTs6OtoUGhpqunbtmslkMpmmTp1qGjdunE1ltLXPm3vlWb16talv376mzMxMk8lkMi1atMj0+OOPl1omubRUDD///DMtWrTg+eeft3aUe/Lw8GDixIl4eXkBULduXW7cuGFeEt0WVK1alW3btuHt7Y1er+fq1at4enpaO9Zd9Ho9b731Fu+88461o9zT9evXuXr1Kl988QU9e/bk9ddf58qVK9aOVcDOnTvx8fEhPDwcgDZt2jB79mxMNrrM2/z581GpVAwZMsTaUQowGAwoFApSU1MByMrKwtHR0cqpCjp+/DhNmzYlICAAgPDwcI4ePWoTr8l7vW9v3ryZNm3a4OfnB8DgwYNZs2YNRqPRZjLa2ufNvfJUqlSJsWPH4uzsDOR/5pTmz1wuLRXD//73PwBmzpxp5ST3Vq1aNXNzs9FoZMqUKbRt29b8IrMVGo2GAwcOMHz4cLKzs5k3b561I90lMjKSZs2a0bJlS2tHuafExP9v786DmrrePoB/hQQVUSyrgFq3goJYdkXjwqJSQEEBGUS0KAhiwaUUdWqZEeqGxRZRWYTBtnZBqyCunVYrLa4tFXFnQCyJEZFQFgMSA+f9w9f7MyXIUttA5/n8lXtvzslzF7hPzjk3pwoCgQAbNmyAsbExMjIyEB4ejtzcXKirq6s6PABAeXk5DAwMsHHjRty6dQtaWlqIjo7ukbPR19fXIy0tjeuW7UkGDBiATZs2YcmSJdDR0UFzczO++OILVYelYMKECcjKyoJQKMSwYcOQm5sL4Pl1amJiotLYlP3ffvjwIYyMjLjlIUOGoLGxEbW1tdwXQVXH2NPuN8rieXnYQnNzM3bs2AF3d/d/Laae95+EvDZPnjzBe++9hwcPHmD79u2qDkcpOzs7nD9/HgkJCVi+fDnq6+tVHRLn+PHjqKiowIoVK1QdSrvMzc2RmpoKExMT9OnTByEhIXjw4AHu37+v6tA4crkc58+fh7e3N44cOYJly5Zh+fLlePLkiapDa+PgwYOYPHkyxowZo+pQ2rh79y527dqFvLw8/Pzzz9i4cSNCQ0PR2Nio6tA49vb2WLVqFaKiouDj44PGxkYMHjwYfD5f1aG1S1nC2tOS2N6iqqoKS5YswcCBAxETE/OvfS4lMv9R5eXl8PX1hZaWFj7//HMMGjRI1SEpEIlEuHjxIrfs6uoKPp+PiooKFUal6PDhw6ioqIC3tze8vLwAAMuWLcNvv/2m4sj+5+rVqzh9+rTCOsYYeLye09hqaGiIESNGwM7ODsDzriUej4d79+6pOLK2Tp48CR8fH1WHoVRBQQEsLS0xatQoAMCcOXPQ0tKCsrIyFUf2P1KpFHZ2dsjJycHhw4fh4+ODhoYGDB8+XNWhKWVsbIxHjx5xy48ePcKAAQOgra2twqh6p2vXrsHHxwd2dnbYvXs3NDQ0/rXPpkTmP0gsFiMwMBB+fn5ISEhA3759VR1SG3V1dVi9ejUqKysBAPn5+VBTU+tRT2BkZWXh5MmTOHr0KI4ePQoAyMzM5G7IPYFMJkN8fDyqqqoAAF9++SVGjx7do24c06ZNw8OHD1FUVAQAKCwshEwm427IPUVDQwNKSkpgb2+v6lCUsrCwQGFhIfc38+uvv0Iul/eoJ/2qqqoQGBjIjePZu3cvnJ2de9wXqRdcXFyQn5/PJTNfffUVXF1de2S3Z0928+ZNLF26FOvXr1dJt3HP+dpGXpvMzEzU19cjLy8PeXl53Pr09HRuUJuqWVhYYN26dQgNDYWamhoGDRqEffv2oX///qoOrVeZOHEiIiIiEBwcjJaWFhgbGyMpKalHNY3r6ekhLS0NW7ZsQWNjI9TV1ZGcnKzyR1z/6v79+9DR0elxA2hfmDRpElauXIng4GDw+XxoamoiJSWlRx3HkSNHIjIyEgEBAWhpaYG5uTm2bNmi6rDa9dZbbyEmJgYhISF49uwZRo4ciW3btqk6rF4nOTkZra2tSE9PR3p6Orf+xRfAf1of1lMfHSCEEEII6QC1nxFCCCGk16JEhhBCCCG9FiUyhBBCCOm1KJEhhBBCSK9FiQwhhBBCei1KZAghhBDSa1EiQ0gnmJmZcXOMvCwsLOwfmQMlKChIZXNPpaSkwM7ODg4ODqipqXnle69fvw4zM7Nufc7fKevh4YEff/yxW2UPHDgAd3d3WFtbw8HBAeHh4bh16xa3PSQk5LXMYWRmZobr1693q2xNTQ3i4+Ph5OQEa2truLq64tNPP4VMJvvbcXWFSCSCmZlZh9cBIapEiQwhnXT8+HGFHxj8rzp8+DDWrFmDK1euqGTivM44ceIEXF1du1wuNzcXmZmZSExMxO+//45z587B3Nwcixcv5m7WGRkZWLx48esOudMeP34Mb29v8Pl8HDp0CFevXkVqaip++eUXrFmzRmVxEdJTUSJDSCf5+/sjLi6u3enpk5OTERYWxi3X1NTAzMwMIpEIwPNv6IcOHYKLiwusrKwQGxuLCxcuwM3NDdbW1li1ahXkcjlXvrS0FH5+frC2tkZISAj30/QAcPbsWXh5ecHW1ha+vr4K8z85OzsjNjYWjo6OiIyMbBNnS0sL99Px9vb2CA4ORklJCYDnc16JRCJs374da9eubVO2ubkZsbGxsLOzw/Tp09u0ity5cwfvvvsu7Ozs4OLigtTUVLS0tHSqbGlpKYKDg+Hg4IDZs2fj22+/VX4i/n8fX8wx5ezsjLS0NLi7u8PGxgZBQUF4+PCh0nJFRUWwtLTEuHHj0KdPH2hqaiIyMhLu7u5cIvNya1hQUBB27twJHx8fWFtbw8/PD3fu3OHqS01NhUAggEAgQGJiIpydnXH58uU2n1tZWYnIyEhMmjQJzs7O2Lt3L3dc/iopKQkWFhZYv3499PT0AABjxoxBYmIi1NXVuZ//v3z5Mvz9/WFraws3NzdkZ2dzdQQFBWHv3r2YP38+rKysEBQUhBs3biAoKIjbjxfXcXJyMqKiohAaGgorKyvMnTsXV65cURpbe+eoubkZHh4eiIuL45bnzJnTYyerJf8xjBDSIVNTU1ZcXMwiIiLYwoULWUtLC2OMseXLl7Ndu3YxxhjbtWsXW758OVdGIpEwU1NTJhQKuTpCQkJYQ0MDKy0tZePGjWP+/v5MIpEwkUjEHBwc2OnTpxljjC1atIhNmjSJ3bx5kzU1NbGYmBgWEBDAGGOsuLiYWVlZsQsXLrBnz56xU6dOMRsbG1ZZWckYY8zJyYktXLiQSaVSVl9f32ZfPvvsMzZr1ixWVlbGmpub2Z49e9iUKVNYXV0dV/7UqVNKj8OOHTuYt7c3e/ToEZNIJMzf35+Zmppy+2tvb89SU1NZc3MzKy0tZTNnzmRpaWkdln3y5AkTCAQsPT2dyWQydvv2bTZt2jT2ww8/KI3j5RidnJzY3LlzWWVlJautrWW+vr7so48+UlruwoULzMLCgq1YsYJlZ2ezkpIS1traqvCeRYsWsYyMDO711KlTWVlZGZNKpWzlypVs6dKljDHGcnJy2JQpU9jdu3dZU1MT+/DDD5mpqSm7dOkSd76Li4uZXC5nXl5eLD4+njU1NTGhUMg8PT3Z/v37lcY4depUlpubq3TbC6WlpWz8+PEsJyeHPXv2jBUVFbGJEyey48ePc3HPmDGDVVRUsIaGBjZ79mzm4ODAbt++zRobG1lgYCCLi4tjjD2/bk1NTdmRI0eYTCZjBw4cYDY2NkwikTChUMhMTU2ZRCLp8BzdvHmTjR8/nl25coXFx8ez+fPnM5lM9sr9IOR1oBYZQrogPj4ef/zxB9LS0rpVftGiRdDS0sLo0aOhr68PHx8f6OjowMTEBGPGjIFYLObeGxAQAHNzc/Tr1w/R0dEoLCzEw4cP8d1338Hd3R2Ojo7g8Xhwc3ODlZUVjh07xpWdNWsWNDU1MXDgwDYx5OTkICIiAqNGjYKGhgYiIiLQv39/5Ofndxj/iRMnEBoaCgMDA+jo6CAqKorbdvbsWQwePBhhYWHQ0NDA6NGjERERgcOHD3dYNj8/H/369UNoaCj4fD7Gjh2LwMBAHDx4sFPHdcGCBTA0NIS2tjZcXV1x//59pe9zdHTEoUOHuPmfPD09IRAIkJGR0W7dnp6eGDVqFDQ1NeHm5sbVnZubi6CgIJiamqJfv37YsGED1NXV25S/ceMGysvLsW7dOvTr1w9Dhw5FeHh4u/tWU1PDtcS05/jx47C1tYW3tzd4PB7efvttBAUFcccaANzd3TFs2DBoaWnB0tISU6dOxdixY9G/f3/Y29srtCza2tpi3rx54PP5CAwMhJ6eHn766SeFz+zoHJmbmyMyMhLvv/8+cnJysHPnTvD5/FfuByGvA00aSUgX6OjoYNu2bQgPD8eUKVO6XP6NN97gXqurqyskGmpqamhtbeWWjY2Nudf6+vrg8Xh4/PgxxGIxLl++jO+//57b3tLSghEjRnDLBgYG7cZQXV0NExMThXUmJibtdse87PHjxwoTjw4dOpR7LZFIFGJ+sf1Fcvaqsg8ePIBYLFaYWby1tVXhPa+iq6vLvebxeGCvmEJu3LhxXBdIVVUVzpw5g4SEBGhra8PPz6/TdVdWVsLIyIjbNmDAAIXz+/K+yWQyODo6cusYY+1O7GlgYIDHjx8r3VZdXQ09PT1IJJI253Do0KEKyexfrzVNTU1uWU1NTeEYvfnmmwp1GRkZobq6us1+dHSO/Pz8kJycDAcHhzZ1EvJPoUSGkC4SCAQICAjABx98oJAwqKmp4dmzZ9xybW1tm7JdmZW6qqqKe11ZWQm5XA4TExMYGhoiMDAQ69at47YLhUJoa2t36nOMjY0hEom4GxJjDEKhsMNWAOD5TVYsFsPW1hYA8OjRI26bkZFRm/FDQqEQ+vr6HZY1NDTE2LFjFVoUJBKJwpih12H69OmIioqCj48PF1NAQACuXbum8ORSZxgZGSkkf0+fPlV6zg0NDTF48GBcvHiRW1dXV4eGhgal9U6bNg2nTp2Ct7e3wvry8nK88847OHToEIyMjHDp0iWF7S8fa6Br19rL5wIAxGIxhgwZ0mY/OjpHcXFxmDx5MoqLi3Hs2DHMmTOn0zEQ0l3UtURIN0RHR0NDQ0NhUOTIkSNRVFQEoVCIpqYm7Nu3r0s3k7/65ptvUFJSAqlUiq1bt8LJyQm6urqYN28ejhw5gsLCQjDGUFhYCC8vL6WDTJWZP38+UlJScO/ePchkMqSkpODJkyeYMWNGp8qmpaVBLBajtrZW4dHzGTNmQCqVIjU1FTKZDPfu3UNKSgp3Q+6obGVlJbKzsyGXy1FZWYng4GDs27evS8esIx4eHti9ezcKCgogl8vx9OlTnD9/HufOnYOLi0uX6vL19cXXX3+N0tJSyGQyfPLJJ0oTrwkTJkBXVxdJSUlobm5GbW0tVq9ejc2bNyutNyIiAsXFxdi2bRskEgkYY7h+/TqioqLg4uICS0tLeHp6oqioCLm5uZDL5bh27RoOHDjQJvnprIsXL+LMmTOQy+XYv38/6urq2lwPHZ2jvLw8XLx4EVu2bMHGjRsRFxenMECdkH8KtcgQ0g19+/bFjh07FLoiXF1dUVBQAD8/P2hoaCAsLIx7sqY7XF1dsWrVKlRXV0MgEGDr1q0Ano9niI+Px6ZNmyASiaCjo4O1a9di5syZnao3JCQEcrkcISEh+PPPPzF+/HhkZWV16lHr8PBwSKVS7vHgBQsWcAnUoEGDkJmZia1btyIjIwP9+/eHn58fIiIiulQ2MTERPB4Ps2fPRkxMTHcOXbuio6Ohr6+PhIQEiEQiMMZgamqKjz/+GAKBoEt1eXh4oKysDIGBgeDxePDz8wOPx2szLoTP5yMtLQ2bN2/G9OnTwRiDQCBAbGys0noNDAxw8OBBJCUlwcvLC1KpFPr6+pgzZw73VNywYcOQlpaGxMRExMXFQUdHBytXruRamrrK0tIS2dnZiImJwahRo5CRkQFtbW2FVqNXnSOxWIy4uDhs2rQJurq68PDwwIkTJ7B+/XpkZWX9rYSekI70Ya/qTCaEEKLU7du3oaOjw437kUqlsLGxwenTpzFy5EgVR9d5ycnJuHHjRrcHsBOiatS1RAgh3VBQUIBVq1ahrq4OMpkMe/bswfDhwxUGXRNC/nnUtUQIId2wZMkSCIVCuLm5QSaTYcKECUhNTaVuFEL+ZdS1RAghhJBei7qWCCGEENJrUSJDCCGEkF6LEhlCCCGE9FqUyBBCCCGk16JEhhBCCCG9FiUyhBBCCOm1KJEhhBBCSK9FiQwhhBBCei1KZAghhBDSa/0f9b/bkKihTcoAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = io.associate_prob_asymmetric(FileName = 'transition\\\\transition_matrix_time.dat', \\\n", " FileNum = 5, InitialTime = 0.0, FinalTime = 1.0, \\\n", " SpeciesName = 'dode', DivideSize = 2)" ] }, { "cell_type": "markdown", "id": "59f7437e", "metadata": {}, "source": [ "#### 6.2.4 Line Plot: Symmetric Dissociate Probability" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f1b5f581", "metadata": {}, "source": [ "This line plot represents the probability of dissociation of complexes of different sizes into other complexes of different sizes. The x-axis is the size of the complex and y-axis is the dissociate probability. Three lines will exist in the line graph, representing dissociating to complexes of sizes less than, equal to, or greater than the specified size, respectively. 'Symmetric' in the function name means that for the dissociate reaction, both sizes of complexes are counted as dissociating events symmetrically, for example, if an dissociate event occurs where a heptamer dissociates into a tetramer and a trimer, then this event is counted twice, which are heptamer dissociates to tetramer and heptamer dissociates to trimer. If multiple input files are given, the output plot will be the average value of all files and an error bar will also be included.\n", "\n", "\n", "Important Parameters:\n", "- DivideSize (int, optional = 2): Value that distinguishes the size of the associate complex. \n", "\n", "For more information, read ``2.4.4 LINE PLOT - symmetric probability of dissociation between complex sizes`` in the User Guide.\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "bde9f4f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = io.dissociate_prob_symmetric(FileName = 'transition\\\\transition_matrix_time.dat', \\\n", " FileNum = 5, InitialTime = 0.0, FinalTime = 1.0, \\\n", " SpeciesName = 'dode', DivideSize = 2)" ] }, { "cell_type": "markdown", "id": "2934b149", "metadata": {}, "source": [ "#### 6.2.5 Line Plot: Asymmetric Dissociate Probability" ] }, { "attachments": {}, "cell_type": "markdown", "id": "de76b779", "metadata": {}, "source": [ "This line plot represents the probability of dissociation of complexes of different sizes into other complexes of different sizes. The x-axis is the size of the complex and y-axis is the dissociate probability. Three lines will exist in the line graph, representing dissociating to complexes of sizes less than, equal to, or greater than the specified size, respectively. 'Asymmetric' in the function name means that for the dissociate reaction, only the complexes of smaller size dissociating from the original one is counted as dissociate event asymmetrically, for example, if an dissociate event occurs where a heptamer dissociates into a tetramer and a trimer, then this event is counted only once, which is heptamer dissociates to trimer. If multiple input files are given, the output plot will be the average value of all files and an error bar will also be included.\n", "\n", "\n", "Important Parameters:\n", "- DivideSize (int, optional = 2): Value that distinguishes the size of the associate complex. \n", "\n", "For more information, read ``2.4.5 LINE PLOT - asymmetric probability of dissociation between complex sizes`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 24, "id": "0f080c96", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = io.dissociate_prob_asymmetric(FileName = 'transition\\\\transition_matrix_time.dat', \\\n", " FileNum = 5, InitialTime = 0.0, FinalTime = 1.0, \\\n", " SpeciesName = 'dode', DivideSize = 2)" ] }, { "cell_type": "markdown", "id": "8f54a8b5", "metadata": {}, "source": [ "#### 6.2.6 Line Plot: Growth Probability" ] }, { "attachments": {}, "cell_type": "markdown", "id": "2a7cd390", "metadata": {}, "source": [ "This line plot indicates the probability of growth in size for different sizes of complexes. The x-axis is the size of complexes, and the y-axis is the growth probability. If multiple input files are given, the output plot will be the average value of all files and an error bar will also be included.\n", "\n", "Important Parameters:\n", "- None!\n", "\n", "For more information, read ``2.4.6 LINE PLOT – Growth probability for each complex size`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 25, "id": "f25cbd14", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = io.growth_prob(FileName = 'transition\\\\transition_matrix_time.dat', FileNum = 5, \\\n", " InitialTime = 0.0, FinalTime = 1.0, SpeciesName = 'dode')" ] }, { "cell_type": "markdown", "id": "5a12ea23", "metadata": {}, "source": [ "#### 6.2.7 Line Plot: Complexes Lifetime" ] }, { "attachments": {}, "cell_type": "markdown", "id": "56adcc30", "metadata": {}, "source": [ "This line plot indicates the lifetime for different sizes of complexes. The x-axis is the size of complexes, and the y-axis is the corresponding lifetime in unit of second. If multiple input files are given, the output plot will be the average value of all files and an error bar will also be included.\n", "\n", "Important Parameters:\n", "- None!\n", "\n", "For more information, read ``2.4.7 LINE PLOT – Average lifetime for each complex type`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 26, "id": "385afc1a", "metadata": {}, "outputs": [ { "data": { "image/png": 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iIiKySyw5REREZJdYcoiIiMguseQQERGRXWLJISIiIrvEkkNERER2iSWHiIiI7BJLDhEREdkllhwiIiKySyw5REREZJdYcoiIiMguseQQERGRXWLJISIiIrvEkkNERER2iSWHiIiI7BJLDhEREdkllhwiIiKySyw5REREZJdYcoiIiMguseQQERGRXWLJISIiIrvEkkNERER2iSWHiIiI7BJLDhEREdkllhwiIiKySyw5REREZJdYcoiIiMguseQQERGRXWLJISIiIrvEkkNERER2iSWHiIiI7BJLDhEREdkllhwiIiKySyw5REREZJdYcoiIiMguseQQERGRXWLJISIiIrvEkkNERER2iSWHiIiI7BJLDhEREdkllhwiIiKySyw5REREZJdYcoiIiMguseQQERGRXWLJISIiIrvEkkNERER2iSWHiIiI7BJLDhEREdkl2UrO3r17ER4ejl69emH48OFITk4uskxMTAwiIyMRHh6O3r17Y9myZebHzpw5g4iICPTu3RsRERG4evVqRcYnIiIiKydLybl9+zYmTpyIqKgo/Pbbb+jatSsmT55cZLnx48djyJAh2LJlC3788UesW7cOe/bsgcFgwBtvvIG33noLv/76K8aOHYs33ngDQggZng0RERFZI1lKzr59+xAUFISgoCAAwODBg3H48GGkpKSYl8nPz8fIkSPRs2dPAICbmxtq166NuLg4REdHQ6VSISwsDADQvXt35Obm4vTp0xX/ZIiIiMgqqeX4pomJifDz8zPf1mq1cHd3R0JCAry9vQEAGo0GL7zwgnmZPXv24Pjx45gyZQpOnDhRaH0A8PX1RXx8PJo3b17qPCaTCSaTqYzPpvjt3f9/a8SMlsGMlsGMlsGMlmELGXF3z4U1ZyzP17Gk25Sl5AghoFAoityvVBY/sLRu3TrMmjUL8+bNg7+/P44fP16q9R8lJiamTOs9SnR0dLls15KY0TKY0TKY0TKY0TKsOaPJsx4A6854j5wZZSk5/v7+OHTokPm2wWBAeno6/P39Cy1nNBoxdepUHDhwAKtWrTLv3vL390dSUlKhZZOTk4uM7pRUYGAgnJ2dy7RucUwmE6KjoxEcHAyVSmWx7VoSM1oGM1oGM1oGM1qGLWQ8m2xAnj7PqjOW5+uo0+lKNEAhS8np2LEjpk+fjpiYGAQGBmL9+vVo3rw5PDw8Ci333nvvITExERs2bICbm5v5/mbNmkGv1+PAgQMIDQ3F7t27oVAo0KRJkzLlUalU5fJDUl7btSRmtAxmtAxmtAxmtAyrznh3b4ZVZ7yrPDKWdHuylBwPDw/Mnj0bkyZNgl6vh6enJ6KiogAA4eHhmD59OhQKBbZv345atWrhpZdeMq87ePBgDBkyBAsXLsSUKVMwY8YMODk5Yd68eVb/RhMREVHFkaXkAEBoaCg2bdpU5P4tW7aYv7548eID12/cuDHWrl1bLtmIiIis2X/2xiBHZ0DrYS3ljmLVeMVjIiIiG3LiYjL+OnwNKWk5ckexeiw5RERENmTBz6cgBNCxTS25o1g9lhwiIiIbcfR8IpJu61DTvxrq16omdxyrJ9sxOURERNbEYBLINwlIkgShdoQuX4LSpIBGpYBWVfTabHJYuKHgyv7dO9aXOYltYMkhIiICkJxtRHyWseCGZz2cTzUCMMLfVY0AN42s2QDgyLlEJKfnwtVZgyfqeCEvL1fuSFaPJYeIiAiAj4sa7k4qXErTw6DXo1H1KlAqVdBY2SjOy30ay5zEdvCYHCIiIgBalQJVtEooFQoAAs4aJapolVaxq+rg6Xik3slF1SpaPN2+jtxxbAZLDhERkZVbvLlg/qfhfct2Zf/KiiWHiIjIiu07FYe0jDy4uWjRox1PGy8NlhwiIiIrtvTuKM7IZ5vKnMT2sOQQERFZqT3HY3E7Uw93Vwd0bV1T7jg2hyWHiIjISi375SwAYFQ4R3HKgiWHiIjICv15NBZ3svTwqOqIJ1sGyB3HJrHkEBERWaHlW88AAF4dECxzEtvFkkNERGRldh65gYxsAzzdHBHazF/uODaLJYeIiMjKrNh2DgAw9rlmMiexbSw5REREVuS3g9eRmWOAdzUntG/qJ3ccm8aSQ0REZEVW/VowivPaQI7iPC6WHCIiIiuxfd9VZOny4ePujLaNq8sdx+ax5BAREVmJNb9dAAC8HtFc5iT2gSWHiIjICmz56wqyc/NR3dMZrYJ85I5jF1hyiIiIrMAPv98dxXmeoziWwpJDREQks817LkOXZ4SfVxW0COQojqWw5BAREclIkiT88PtFAMB4HotjUSw5REREMtq0+zJy9UbU8HZBcANvuePYFZYcIiIimUiShLU7YwAA419oIW8YO8SSQ0REJJOf/7iMXL0JNX1d0KSep9xx7A5LDhERkQwkScL6XRzFKU8sOURERDJYuzMGeQYTalV3RaM6HMUpDyw5REREFUySJGzYdRkA8NagljKnsV8sOURERBXsh98vQp9vQh2/qgis5S53HLvFkkNERFSBJEnCpj13R3EGt5A3jJ1jySEiIqpAq369AEO+hPo13NAggKM45Yklh4iIqIIYjRJ+2XsFADBhCI/FKW8sOURERBXkux3nkG+U0KBmNdTxc5M7jt1jySEiIqoARqOE7fuuAQAm8IyqCqEuzcLXrl3Dzz//jCNHjiAhIQFKpRJ+fn4IDQ3Fs88+i7p165ZXTiIiIpu2YttZ5BslBNaqhtp+VeWOUymUqORkZGRg+vTpOHDgAHr06IEhQ4bA29sbkiQhOTkZJ06cQGRkJDp27IjJkyejWrVq5RybiIjIdhiMEn49UDCK8/bgVjKnqTxKVHJeffVVvPTSS/jss8+gUqmKPB4REYH8/Hxs27YNY8aMwbp16ywelIiIyFZ9+8sZGE0CDeu4I8DXVe44lUaJSs53330HBweHhy6j0WgwYMAA9O7d2yLBiIiI7IHBKOH3Q9cBAO8M4ShORSrRgcf3F5yMjAwAgNFoxObNm7F79+4HLktERFTZLd18GkaTQOO6HvDzcpE7TqVSqrOrNm/ejC5dugAAvvzyS3zxxRf46KOPsGTJkvLIRkREZNMMBiP+e/gmAOBtjuJUuFKVnBUrVmDBggUwGo34+eefsWDBAvz000/44YcfyisfERGRzVq8ORomSSC4vieqe1aRO06lU6pTyBMSEhAaGoqjR49CrVajRYsWAICsrKzyyEZERGSz8gxG/PF3LACO4silVCM5np6eOHbsGDZu3Ij27dsDAHbu3Ak/P79yCUdERGSrFm04DZMk0PwJL3i7O8sdp1Iq1UjO+PHj8corr8DR0RFr1qzBkSNH8Pbbb2P27NnllY+IiMjm6PKM+PP4LQDAhMG8urFcSlVyevfujW7dugEAHB0dkZ2djV27dsHb27tcwhEREdmiRRtPQZIEWgZ6w6saR3HkUqLdVQsXLoTBYABQUG4cHR0BAC4uLoUKjsFgwIIFC8ohJhERkW3Q5Rmx50QcFADe4iiOrEpUcry8vNC/f3/MnTsXV65cKfL4hQsXMHv2bPTt25ejOkREVKkt+PkkJEmgVUMfeLo5yR2nUivR7qqIiAg8+eSTWLp0KV544QUABcVHkiSkpqbCwcEBzz77LL7//nuWHCIiqrR0eQbsOxkHhYLH4liDEh+T4+vri48++gjvv/8+zp49W2gW8iZNmkCpLNWJWkRERHZn3rpTkATQtrEvqrk6yh2n0ivVgccAoFar0bx5czRv3rw88hAREdmkbJ0B+0/HQ6EA3hrEURxrwOEXIiIiC5i77iSEAEKaVIebC+dxtAYsOURERI8pU2fAoTMJUCiA8RzFsRosOURERI9p7k8nIATQoakfqjpr5Y5Dd5W65Oj1evz+++9YsWIFcnNzce7cufLIRUREZBPuZOXhyLlEKBXA+BdayB2H7lOqA4+vXLmCESNGwNnZGYmJiejWrRteeOEFzJo1C08//XR5ZSQiIrJac9YWjOJ0bO4PF47iWJVSjeRMnToVY8aMwY4dO6BWq1G7dm18/fXXmD9/fnnlIyIislrpmXk4dj4ZSoUC41/gWcfWplQl5/z58xg8eDAAQKFQAAB69OiB+Ph4yycjIiKycrN/Og4BoFPLGnB25CiOtSlVyfH09MSlS5cK3Xfp0iX4+PhYNBQREZG1S72jw4mLKVAqFRg3kKM41qhUJWfEiBEYNWoUFi1ahPz8fPzwww8YN24cXnnllVJ/47179yI8PBy9evXC8OHDkZyc/MBlz58/j7Zt2xa6b/PmzQgJCUF4eLj5v8zMzFLnICIiKouvfzoBAOjcMgDOjqW+ti5VgFK9KxEREXBzc8P69evh7++PnTt3YsKECejTp0+pvunt27cxceJErFq1CkFBQVi1ahUmT56M5cuXF1ouPz8fK1euxLfffoucnJxCjx09ehTjx4/HsGHDSvW9iYiIHldKug6nLqVCpVRg3PPN5I5DD1Dq6tmzZ0/07Nnzsb7pvn37EBQUhKCgIADA4MGDERUVhZSUlEITfB4/fhw3b97E/PnzERkZWWgbx44dQ0JCAjZu3AhHR0dMmDAB7dq1e6xcREREJTH7x4JRnK6tA+Co5SiOtSrVO5OQkIDly5cjPj4ekiQVemzRokUl3k5iYiL8/PzMt7VaLdzd3ZGQkFCo5ISEhCAkJAS3bt0qtL7BYIC/vz9GjhyJ0NBQ/P333xg3bhw2btyImjVrluYpAQBMJhNMJlOp13vY9u7/vzViRstgRstgRstgRgsRAsCDMybd1iH6SsEozpjwJvI8l0dktAbl+V6XdJulKjkTJkyAVqtF27ZtH2vWcSGE+eys+5V0m1qtttCurbZt26J169bYu3cvXnzxxVLniYmJKfU6JREdHV0u27UkZrQMZrQMZrQMZnw8Js96AB6cccV/C44hbV7XCefOnamwXPd7VEZrImfGUpWcmJgYHDp0CA4OjzfxmL+/Pw4dOmS+bTAYkJ6eDn9//xKtn5SUhO3bt2PEiBHm+4QQ0Gg0ZcoTGBgIZ2fnMq1bHJPJhOjoaAQHB0OlUllsu5bEjJbBjJbBjJbBjJZxNtmAPH1esRkTUnNwI+UWVCoF3h/+JLQy7ap6WEZrUZ7vtU6nK9EARanenaZNm+LGjRsIDAwsczAA6NixI6ZPn46YmBgEBgZi/fr1aN68OTw8PEq0vrOzM7755hs0atQIHTp0QHR0NE6ePIkZM2aUKY9KpSqXH5Ly2q4lMaNlMKNlMGPZGEwC+SYBSVJAqB2hlxRQQgGNSgGtquiouTWwxtfR7O6ehuIyzl13CgDwdLvacHKScabxh2S0NuWRsaTbK1XJef/99/Hyyy+jU6dOqFq1aqHHPvrooxJvx8PDA7Nnz8akSZOg1+vh6emJqKgoAEB4eDimT5+O4ODgB67v6uqKBQsWICoqCnq9Hmq1Gl9//TW8vLxK83SIiOxCcrYR8VnGghue9XA+1QjACH9XNQLcyjbCTUXFpWTj/PXbUKsUGNn/wZ9RZD1KVXI+//xzVKtWDQCKnNJdWqGhodi0aVOR+7ds2VLkvoCAgCITgYaEhGDDhg2PlYGIyB74uKjh7qTCpTQ9DHo9GlWvAqVSBY2VjuLYqtk/HgcA9OpQB1p12Y9LpYpTqpITHR2N/fv3W/T4FSIiejzau7ullAoFAAFnjRIqFT+ELSk2KQsXb6RDo1ZieL+mcsehEirVb0G9evWQnp5eXlmIiIis0r1RnN6hHMWxJaUayenRowciIyPRp08fuLu7FzoNfPjw4RYPR0REJLfrCRm4FHsHGrUSr/RpInccKoVSlZwDBw6gRo0aOHnyZKH7FQoFSw4REdmle3NU9QurCzVHcWxKqUrO6tWryysHERGR1bkal4ErtzKgVSsR+UxjueNQKZWo5KxZswbDhg3DihUrHrgMR3KIiMjezPmp4FicZ5+sz1EcG1SikrNnzx4MGzYMu3btKvZx7q4iIiJ7c+VWBq7GZ0KrUSLymYZyx6EyKFHJWbp0KQBg5syZCAgIKPL42bNnLZuKiIhIZnPXnQQADOjS4LHmayT5lOpde/bZZ4vcZzAYEBkZabFAREREckvP1ONGYhYctCq82DNI7jhURo8cyYmNjcXzzz+P/Px86HQ6tGrVqtDj+fn5aNqUF0YiIiL78deRGwCAgV05imPLHllyatasiZUrVyIzMxNjxozBokWLCj2u1WoRFMSWS0RE9iEtPQdnLibBUavCoB6PNyE1yatEx+Q0atQIAPDf//4XPj4+5RqIiIhILkajhO1/XoQkCTzfjaM4tq5U7563tzdWr16Nvn37IiQkBPHx8Xj99deRlZVVXvmIiIgqhMEo4fUvd+HilRTUCXDHc13qyx2JHlOpSs6iRYvw888/Y9y4cZAkCa6urtDpdJg6dWp55SMiIip3BoMRr332B+JTclA7wB2D+jbmKI4dKNU7+PPPP2PhwoXo3bs3FAoFXF1dMXv2bOzdu7e88hEREZUrXZ4Roz/7A8npOri7OmD4862h1ajkjkUWUKqSo9Pp4OXlBQAQQgAAnJ2dC03USUREZCuydQaMmflf3M7Ig5ebI5Z80AMaFhy7UaqS07ZtW3z55ZcwmUzmYrNo0aIip5UTERFZu4xsPcbM3ImMbAOqezpj8QdPwVFbqikdycqV6t388MMPMXbsWLRp0wZ6vR4dO3aEh4cHlixZUl75iIiILC4tIxfjonZBl2dEgI8L5v2rK+emskMlKjnff/89hg4diipVqmDDhg2Ijo5GfHw8fH190axZM6jVbL5ERGQbkm7rMP7LXcjVm1DXvyq+frszDzK2UyV6V7/66isAwJNPPgmlUonmzZvjmWeeQatWrVhwiIjIZsSlZGNc1B/I1ZsQWKsaC46dK1FD8fLywqBBg6DX6zF27Nhil/nnlZCJiIisyfWEDLzz9V/IN0oIru+F6WM7sODYuRKVnNmzZ+PPP//E2bNnOU8VERHZnMux6Xh33l4YTQKtG/rg36M7yB2JKkCJSk7jxo3RuHFjSJKEN954o7wzERERWcy5a2n44Jv9MEkCHYL98MEr7eSORBWkRCVnzZo1GDZsGKpUqYIVK1YUu8zw4cMtGoyIiOhxnYxJxv8tPQRJEujSKgD/Gtpa7khUgUpUcvbs2YNhw4bhzz//LPZxhULBkkNERFbl73OJmPbtYQgBPN2+Nt6IaCF3JKpgJSo5S5cuBQCsXr26XMMQERFZwoHT8fhs1d8QAni2Uz2M7h8sdySSwWMfVp6SkoIOHXgAFxERWYc/j8Zi5ncFBef5bk+w4FRij32RG0mSkJ6eboksREREj+W3g9ex4OdTAIChvRpi8FNBMiciOVnkSn6coJOIiOS25a8rWLblDABg5LNN0L9zA5kTkdx4uWIiIrJ56/6IwepfzwMAXhvYDL1D68qciKxBiUrO2bNnH/hYamqqxcIQERGV1pod57F2ZwwA4K1BLdGjXS2ZE5G1KFHJGThw4EMf5+4qIiKSw/JfzmDznitQAHgvsg3CWtSQO1K5MpgE8k0CkhAAFNDlS1CaFNCoFNCq+Fn8TyUqORcuXCjvHERERKWy8OdT+PXgdSgUwIevtENIUz+5I5W75Gwj4rOMBTfUDjifagRghL+rGgFuGlmzWSMek0NERDZn9o/HsetoLJQKBf49uj1aBvnIHalC+Lio4e6kgiSZcPFiDIKCAqFUqqDhKE6xWHKIiMimfL7qb+w7FQ+VUoEZr3VEk3qeckeqMNq7u6VMJgGFMQ/OGiVUKs6k/iAsOUREZDOmLDuEo+eToFYp8PkbnRBYy13uSGTFWHKIiMgmfLRoP05dSoVGrcSst55EXX83uSORlWPJISIiqyZJEiYt2IcL19Oh1Sgx5+0uCPB1lTsW2QCWHCIislqSJOGdr//ClbgMOGpVmDexK6p7VpE7FtkIlhwiIrJKRqOEN7/ajdikLDg7qrHg3a7wquYsdyyyISw5RERkdQxGCW988QcSUnVwcdJg4aRuqObqKHcssjEsOUREVO7MV+qVJAi140Ov1JtnMGJc1C6kpOfCrYoWi97vDhdnrUzJyZax5BARUbkrdKVez3oPvFKvLs+I1z7fiduZenhUdcDCST3g7MiPKiob/uQQEVG5u3el3ktpehj0ejSqXqXIlXqzdQaM/ewPZOQY4O3uhG/e6wZHLT+mqOz400NEROXu3pV6lQoFAFHkSr13svLw2ue7kJ2bDz+vKpj/bjdo1bySLz0elhwiIpJV6h0dXv/iT+jyjKjl64o573SBmgWHLIAlh4iIZJOYloPxX/6JPIMJ9Wu44asJT0KpZMEhy2DJISIiWdxKysJbX+2GwSihYR13fP56GAsOWRRLDhERVbjrCRl4d95+5BslNH/CC9PHdpQ7EtkhlhwiIqpQ6Zl6fLrmCEwmgbaNffHJyPZyRyI7xZJDRGQncnQGXLiSigvnEgrOYrrvGnv3vlQqFUXWUyj+d5/y3pL37TUyr1toe/fduPtAsY//Y7Fsoca2P87DZBIIa+6PSS+1LeGzIyo9lhwiIjuQekeH+d8dQGa2Xu4oJdK1dQDeebG13DHIzrHkEBHZgfcX7Edmth6tmvrDy1kNhRIQouCxe/8v+Frc9/V99xdz3//uvW9b9z9azLZE4Q0UWdbZzQU+nk6ICK1VgmdF9HhYcoiIbNyijaeRdFuHOjXd0btzfbSp7QaVSiV3rGKdTsxDXl6u3DGokuC5ekRENuzctTRs338NCgXwQt9mUBRzzA1RZcWSQ0RkowxGCf9eeggAMKRnENxcHGVORGRdWHKIiGzU1GUHkas3oq5/VQzp2VDuOERWhyWHiMgG/efwdZy6lAqNWolPX+OF9IiKw5JDRGRj0jJy8c3PpwEAE4e2houzVuZERNaJJYeIyMZM/mYfTJJAh2A/hDbzlzsOkdWSpeTs3bsX4eHh6NWrF4YPH47k5OQHLnv+/Hm0bVv4ipixsbGIjIxEnz590K9fP5w4caK8IxMRWYWlm6ORkKpD1SpavP9SG7njEFm1Ci85t2/fxsSJExEVFYXffvsNXbt2xeTJk4ssl5+fj6VLl2LEiBHIyckp9Ng777yDvn37Yvv27Zg5cybGjx8PnU5XUU+BiEgW56+n4Ze9V6FQADNeC7WpGbsNJoEcgwRJCAAK6PIl5BgkGEzFXzyQyBIq/Ddk3759CAoKQlBQEABg8ODBOHz4MFJSUgotd/z4cdy8eRPz588vdH9SUhIuXLiA5557DgDQtGlT1KlTB7t3766Q/EREcrj/dPFBPQJRx89N5kSlk5xtxNlkPQwmAGoHnE8tuJ2cbZQ7GtmxCr/icWJiIvz8/My3tVot3N3dkZCQAG9vb/P9ISEhCAkJwa1btwqtn5CQAC8vL2g0GvN9vr6+iI+PL3Mmk8kEk8lU5vWL2979/7dGzGgZzGgZzPhoU5cdgi7PiNrVXTH4qcDic9ydOsEaX0cvJwXcHNQwmSRcvnwZDRo0gEqlhEapsL68Vvw63iP3z2NJlGfGkm6zwkuOEKLQjLf3lHTY9XHXL05MTEyZ132Y6OjoctmuJTGjZTCjZTBj8Y5fycGpS+lQKYFBoa44efJkscuZPOsBsP7XUQHgyoUzcsd4IFt5HQFmfJQKLzn+/v44dOiQ+bbBYEB6ejr8/Ut2hoC/vz9SU1NhNBqhVhfET05ORo8ePcqcKTAwEM7OzmVe/59MJhOio6MRHBxstfPHMKNlMKNlMOODpWfmYdpPfwAA/vViq4eeTXU22YA8fR5fx8fE19EyyjOjTqcr0QBFhZecjh07Yvr06YiJiUFgYCDWr1+P5s2bw8PDo0Tr+/r6omHDhti0aRMiIiJw7tw5XLp0CaGhoWXOpFKpLPIGGEwC+SYBSVJAqB2hlxRQQgGNSgGtyjrnk7HUcy9PzGgZzGgZFZ3xw0UHYZIE2jetjk4taz584buj3HwdHxNfR4sqj4wl3V6FlxwPDw/Mnj0bkyZNgl6vh6enJ6KiogAA4eHhmD59OoKDgx+6jVmzZuHjjz/GqlWrAABfffUV3NzkPwgvOduI+Ky7B9F51sP5VCMAI/xd1Qhw0zx0XSKif1r+yxnEp+bA1VmDSZFtH70CERVS4SUHAEJDQ7Fp06Yi92/ZsqXIfQEBATh37lyh+2rWrImVK1eWV7wy83FRw91JhUtpehj0ejSqXgVKpQoaKx3FISLrdfF6OjbvuQIFgOljO0Kttp3TxYmshSwlx15p7+6WUioUAAScNUqoVPzDRESlYzBK+L+lBwEAEd2fQL0a8o9UE9kifgITEVmZGSsOIycvH7V8XRHZu7HccYhsFksOEZEV2XX0Jo5fSIZapcCn4zi7ONHjYMkhIrISd7LyMHftSQDA20Nawc3FQd5ARDaOJacc5BtNyNPzUuVEVDrvL9gPkyTQtrEvnmwZIHccIpvHklMOftl5HgtW/430zDy5oxCRjVix9QziUrLh4qTBBy+3kzsOkV1gySkHPp4u0OXmY9Fm67/cNhHJ73JsOjbuLjhdfNrYDjxdnMhC+JtUDkKaB8DRUY2/zyXDYOBuKyJ6MKNRwseLC04Xf67rE2gQ4C5zIiL7wZJTDrRaNVo28YckCazcfl7uOERkxWasPIzs3HwE+Ljglb48XZzIklhyykn75jUAAP85fAOSJMmchois0Z/HYnH0fMHp4jN5ujiRxbHklBOXKhrU8nWBPt+ErXuvyR2HiKxMweniJwAAbw5qiWqujjInIrI/LDnlaFR4UwDA+l2Png6eiCqXDxbuh9Ek0KaRD7q2fsTs4kRUJiw55ahZAy94uDkiI9uAw2cS5I5DRFZi5bZziE0qOF38w1dC5I5DZLdYcizIYBLIMUiQhACggC5fwuCeDQEA3249K284IiqTe7/XunwJQu0IXb6EHIMEg0mUaXuXb6Vj45+XAADTXuXp4kTlibOQW1BythHxWXdPGVc74HyqEZ4BPvB0d0Z8ag6uxmVwNmEiG1Po99qzHs6nGgEY4e+qRoCbplTbMholfLzoIASA57rUR4OaPF2cqDzxnxAW5OOiRhMfBzTyUkOZdhWNvApud21VcKbVwg2nZE5IRKV17/daqwJg1Jt/r31cSv9vxJmrjiA7Nx81vF0wvF9Ty4clokJYcixIq1KgilYJZ40SCmMenDVKVNEqMbRnQ6hVCly4kc6pHohszL3fa6VCAUCYf6+1KkWptvPXiVs4cjYJKiVPFyeqKCw5FUCtViLs7nVzFm48LXMaIqpoGdl6zP7xOADgzUEt4F6Vp4sTVQSWnAoyekAwFArg8NlETvVAVMl88E3B6eItg7zRrU0tueMQVRosORWkqrMWTet5caoHokpmzY7zuJmUhSqOGnw0or3cceghijtD9nHOpCP5seRUoHEDmwHgVA9ElcXVuAys21lwMdApoztAy9PFrVpythFnk/UwmGA+Q/Zssh7J2Rx9t1X8jatAAb6uqFXdlVM9EFUCRqOEjxbthwAQ/mQ9BNXh6eLW7kFnyJblTDqyDiw5FWw0p3ogqhQ+X/03snT58POqglHhwXLHoRJ40BmypT2TjqwHS04FaxHow6keiO6y9NWErcW+U3E4dCYRKqUCn78eJnccokqLJUcGL/YMAsCpHojuHQNxPtUI6e7VhG39GIhMnQGzvi84XfyNiOY8XZxIRiw5Mni6fR04OajNUz0QVVaWvJqwtfjwm/0wmiS0CPRGj3a15Y5DVKmx5MikT8e6ADjVA1VulrqasLX4/rfzuJ6QCWdHNT4eydPFieTGkiOToU83hErJqR6I7MX1hAysvXu6+L9Ht+fp4kRWgL+FMlGrlQhrwakeiOyBJEn4cOEBCAH0C6uHRnU85Y5ERGDJkdUYTvVAZBc+X3UUmTkGVPd0xpgBPF2cyFqw5MiIUz0Q2b4Dp+NxIDoBKqUCn/F0cSKrwpIjM071QGS7snUGfPn9MQDAawObwdPNSeZERHQ/lhyZcaoHItv1wcL9yDdKaNbAC0+3ryN3HCL6B5YcK8CpHohsz4//uYBr8ZlwclDj/0Z3kDsOERWDJccKcKoHIttyIyETP/7nIgDg/0bxdHEia8XfTCvBqR6IbIMkSfhw0X4IUXBRzyb15D9d/N4cYJIQABR2MwcY0eNiybESnOqByDbM+uEEMrIN8PVwxtjnmskdB8D/5gAzmACoHexiDjAiS2DJsSLmqR42cqoHImuUkJKD/afvnS7eUe44ZvfmAGvkpYYy7apdzAFGZAksOVbEPNXDdU71QGRtDPlGbPq94HpWrw5oBq9qzjIn+p97c4A5a5RQGPNsfg4wIkthzbci96Z62HP8FhZuPI0PXmkndySiSiNTZ0BsYhbiUrKQlKZDyp1cpGXkISNbj+zcfECpRFq6Dk3reeKZ0DpyxyWiEmDJsTJjBgTjrxO3zFM9aLV8i4jK6k5WHmKTshCXkoPENB1SM3Jx+77ikqs3wpBvgkl69AG6jg5qBNX3wifD21RAciKyBH6CWpl7Uz1EX0nFyu3nOQ8O0X0kSUJ6lh6xSVmIT81BUloOUu7kIT0zDxk5BmTrDMgzGGHIl0pUXBQKQK1SwslBDWdHDVyraFDNxQGebo7wdneGn6czavpWRYB3FVy4bUReXi7/4UFkQ/jbaoXGDWyG16J24T+Hb2BUeBMolTx0iuyb0WhCcpoO22+mIeVOHlLv5OJ2Zh4ycwzIuTfiYpQglbC4aFRKODveKy5ac3Hx8XCGv2cVBPi6wN/btZTXt+GZSkS2hiXHCt2b6uFmYha27r2G8M715Y5EVC6ydQbMX38Spy6nIVtneOByCgWgUSvh6KSBs6MaVatoUc3VAV5VneDj4QQ/LxfU8HaBn7cLL8xHRGYsOVZqdHhTfLz4INbvimHJIbtzJysP89afxN/nkiAE4OSoQaum/tAIE7yqOReMuHhVQYC3C6p7VoGaxYWIyoAlx0q1CPSBR1VH3M7Mw+EzCQhp6id3JKLHlpaRizlrT+BkTAqEKBihad+0Onp2bwIh5aN1zapQqVRyxyQiO8GSY8VefDoI89efwrdbz7LkkE1Luq3DnJ9OIPpKKgBAqVQgrLk/xg1sBhdnLU4n5iEvL1/mlERkb1hyrNjT7etg+S9nzVM91KvhJnckolK5lZSFOetO4ML1dACASqlA51YBeHVAMzg78s8PEZUv/pWxcr1D62LDn5ewcOMpfDH+SbnjEJXItfgMzF13Epdj7wAA1CoFurethTHhTXkKNhFVGP61sXLDejXE5j2XzVM9uFd1lDsS0QNdjk3H3HUncS0+E0DBGVHPdKiDl/s24VlPRFThWHKsHKd6IFtw7loa5q8/hdikLACAVqNEv7D6GNarIc+MIiLZsOTYAE71QNbqZEwyFm44jfjUHACAo1aF57o2wKAegbyIJRHJjp+WNoBTPVBZGEwC+SYBSZIg1I7Q5UtQmhTQqBSPPTv1kXOJWLwxGsnpOgCAs6MaL3R/AgO6NGC5ISKrwZJjIzjVA5VWcrYR8Vl3pyLwrIfzqUYARvi7qhHgpinTNvedisOyLWeQlpEHAHB11mBIzyD068QLVhKR9WHJsREBvq6o5euKm0lZ2LrvGsKf5IeKnMpzlMRSfFzUcHdS4VKaHga9Ho2qV4FSqYKmDPn+PBqLFdvOIj1LDwBwc9Ei8plGeLp9HQunJiKyHJYcGzK6/92pHv6IYcmRWXmMklia9m7hUioUAAScNUqoVKUbAfzt4HWs3nEemTkF80p5VHXAK32boGvrmuWQmIjIslhybAinerAelhwlsTaSJGHr3mv46b8XkZ1bcBVir2pOGB3eFKHN/GVOR0RUciw5NmZIzyAs+PkUvt3GqR7kZIlREmsjSRJ+/vMyfv7jEnL1BaNU1T2d8eqAYLRpVF3mdEREpceSY2N6daiDb7eeRXwKp3ogy5AkCT/85yK27LmCPIMJAFDD2wWvDWyG5k94y5yOiKjsWHJsEKd6IEswGiWs3nEO2/ZfgyFfAgDUqu6KNyKao1EdT5nTERE9PtlKzt69e/Hll19Cr9fDz88Pn3/+OXx8fAotk56ejsmTJ+PmzZswmUx499130aNHDwDA5s2bMXPmTFSv/r9h9NWrV6Nq1aoV+jzkwKke6HEYjBK+/eUM/nP4BvKNBeWmXo2qGP9CCzQIcJc5HRGR5chScm7fvo2JEydi1apVCAoKwqpVqzB58mQsX7680HJTpkxBYGAgFi1ahFu3bmHQoEFo0qQJ/Pz8cPToUYwfPx7Dhg2T4ynIilM9UFnkGYz4dutp7DoaC6NJAAACa1XDmy+0RG0/+//HARFVPrKUnH379iEoKAhBQUEAgMGDByMqKgopKSnw9i44BsBoNOLPP//Ejh07AAABAQEICwvD1q1bMWbMGBw7dgwJCQnYuHEjHB0dMWHCBLRrV7YPe5PJBJPJZJknd3d79/+/PIx6tjH+Ol4w1UNurr7UUz1URMbHZQsZIQrKgjVnzM0z4MipeMzYdwWSVJC3cR0PvB7RDDW8XQDIlz/fJJAvibu5FMjKM0KlkqBRKqzvTDUbeK9t4XeGGS2jsmcs6TZlKTmJiYnw8/vfmUFarRbu7u5ISEgwl5z09HTk5eUV2h1VvXp1JCQkwGAwwN/fHyNHjkRoaCj+/vtvjBs3Dhs3bkTNmqW/fkdMTMzjP6liREdHl8t276nt44DryXrMWrUXz7Qp226G8s5YFkKpBpR3fzTVjjh9/lLB15IRCskoX7BimDzrAZDvdcw3SkhIz0diej5SMvKRnm1Eps6EnDwJ+nwJd/dGmdX1dcCzIe5wd1EjJe4yUuJkiW0mVfGGcLl7cLPaATHpEgAJiuwUKHNSZM32T3K/16XBjJbBjJYhZ0ZZSo4QAgpF0X+l3T9Vgbj7r6Z/LqdUKqHVagvt2mrbti1at26NvXv34sUXXyx1nsDAQDg7O5d6vQcxmUyIjo5GcHAwVCqVxbb7T+/WyMbrX+zGyWt5mDSiWammeqiojGURn2VEQrZU5H4/FyX8Xa3rWPmzyQbk6fPK5XWUJAkJaTpcuZWBG4mZiE/NQUp6Lu5k65Gdmw+DwYS7AzPFUikVqOKoQq2aHvD1qoKhXerA272KRTM+rnsjOSaThMuXL6NBgwZQqZTQ+PhDo6ohd7xCyvO9thRr/r2+hxkto7Jn1Ol0JRqgkOUTw9/fH4cOHTLfNhgMSE9Ph7///y405unpCQcHByQnJ8PX1xcAkJSUhAYNGiApKQnbt2/HiBEjzMsLIaDRlO1KsyqVqlx+SMpru/fUqu5mnurh14M3y3QV5PLOWBa+rkp4OItiL7SnsrZdGHdLeFlex4xsPS7FpuNGQiZik7KRnK5DWkYeMnMMyDMYzcfNPOjbajUqVHHUoJqrFt7VnOHnVQW1q7uifkA11PRxhVpdUHpPJ+YhLy8X3u5VrO69VqkARxT8MVQY8+DqqLa6jOYpPAAACuglBZSwrik8/skaf6//iRkto7JmLOn2ZCk5HTt2xPTp0xETE4PAwECsX78ezZs3h4eHh3kZlUqF7t2744cffsDbb7+NuLg47N27F2PHjoWzszO++eYbNGrUCB06dEB0dDROnjyJGTNmyPF0ZGWPUz3Yw4X2DEYJ1+MzcDUuAzcTs5CQlo3UO3nIyNYjJy8f+fkSHjIIA7VKiarOGlR10cLTzRG+Hs6o6euKuv5ueKKmG5wdtRX2XCq7QlN4qB2scgoPIiqeLCXHw8MDs2fPxqRJk6DX6+Hp6YmoqCgAQHh4OKZPn47g4GB8/PHH+OSTT9C3b18YjUa8//77qFOnDgBgwYIFiIqKgl6vh1qtxtdffw0vLy85no6sONWDfAxGCVdv3Mb1uNtYt+U00rP0yNLlQ59vMh/gWxylUgFHBzVcnTVwr+oI72pOqOHjgjp+VdEgoBp83J04y7wVuTeFhySZcPFiDIKCAu1mCg8ieyfbAQ6hoaHYtGlTkfu3bNli/trDwwPz588vdv2QkBBs2LCh3PLZEk71UHFS0nXY8tcVHD6biKTbunsn3JgpAGg0SlSpooWbiwO8qjnCz9MFtaq7ol4NN9Txd4NWzQJjS+6NLJpMAgpjnk2OLBJVVtZ1FCeVCad6KF/HLyZj+/6rOHf1tnnCSgDQqJVoFRyAWv5V0cjXGYG1PeDm4iBjUiIiuh9Ljp3gVA+Wo8sz4rcD1/DXyThcT8iE6b5dT25VtGj2hDf6daqLRnU8zQf1tqpZ1eoP/iMiqmxYcuzEi5zq4bHcSMjElr+u4PjFZKRl5JnvVyqAmr4uCG3mj35h9ThSQ0RkQ1hy7ISWUz2UiiRJ2HsyDv89chMXb6SbZ98GAEetCkG13dGrfR2ENvPjQcBERDaKJceOjBkQbJ7qwWAwlnqqB3t3JysPW/dexYHoBMSnZBe6kJ6nmyPaNPJB+JMNUNPXVb6QRERkMfwUtCNVnbVoWt8T0VfS8N2v5zG6f7DckWR37loatu69itOXU5GZYzDfr1YpUNevKrq0CkCvDnXgaIeF0HwRO1EwL5QuX4LSZN0XsSMisiT7+8teyY0b2ByvRe3C74duYOSzTSrdrhaDUcLOIzew62gsrsZlIP++yZtcnDRoWt8TvUPromWQj4wpKwYvYkdElR1Ljp0J8HU1T/Wwdd81u7kK8sMkpuVgy19XcORsEpLTdeb7FQrAz8sZIU39EN6pHryqWW5+MlvAi9gRUWXHkmOHRoU3xSdL7Guqh/tJkoSjF5Kx48A1nLt2G7q8/81MrtUo0SCgGp5qVwtdWtU0z99UGfEidkRU2bHk2KGWQfY31YMuz4Bt+69j74k4xCZlFbp2TTVXB7QM9MazneqhQU13GVMSEZE1YcmxU/Yw1UNWdh5OnEvA/JWHkZ6lN9+vVCpQu7orwlrUQN+OdeHizMkqiYioKJYcO2WrUz3o8oxY+98L2HXsFjKzDXfPDAKcHNRoVNcDz3Sog3aNfSvdAdVERFR6LDl2zFamepAkCXuOx2Hj7su4kZCJezuiage4o8kTPujTxg+1qltXSePp2URE1o8lx45Z+1QPV+MysHrHeZy6lGI+1VutUqD5E94Y9kxD6NROyMvLRQ1vF5mTFsXTs4mIrB9Ljh2zxqkesnUG/Pifi9h9/Fahi/PVru6K/p0boFubAPOuqNOJeQ/ajOx4ejYRkfVjybFz1jDVgyRJ+O+Rm9jy11XEJmWZ73dz0aJrm5oY8lQgnB1t6+Bhnp5NRGT9WHLsnJxTPcTcTMeaHecRfSUVRlPBkTYatRKtgnww7JmGqONnXcfZEBGRfWHJqQQqcqqHjGw9fvjtAvaeikOWLh8AoABQz78qBnZ7Ak+2DCi3701ERHQ/lpxKoLynepAkCb8euI6t+64iPiXHfL9HVQf0aFsLET0C7XICTCIism785KkkymOqh7NX0/D9bxdw7lqa+QrEDhoVWjf0QeQzjRDg62qR70NERFQWLDmVxD+nemjTqGyzcKdn5mH1jvM4cDoBOXl3d0cpgAY1q+GFbk+gQzN/S8YmIiIqM5acSuT+qR5KU3KMRgnb9l/F9v3XkJj2v1m+vdwc0bN9bQzs0kCWs7aIiIgehp9Mlcj9Uz1cT8h45PInY5Lx438u4sKNdEh3d0c5alVo16Q6Ip9phOqeVco7MhERUZmx5FQy96Z6WLTxDAZ3LFpSUtJ1WL3jAg6dSUCuvuCKvkoF0LC2O17oEYi2jatXdGQiIqIyYcmpZMxTPdxIR1YrBwCAwShh857L+O3gdaSk55qX9XF3Qq8OdRDeuQG0al7ojoiIbAtLTmWjUKBTqwDsPhqLjYeysOPUQcTcSIfRVDB3lJODGh2C/RD5TEN4VXOWOSwREVHZseRUMsnZRrTvEIgjZxNxLSEHQA7cqjriidoe6N+xDpo/4S13RCIiIotgyalk3J1UcFQ74pkuQbh8Iw0tGngirGVNuDqqUUVrHbukDCaBfJOAJAQABXT5EpQmBTR354siIiIqCZacSiY914T4LCMaN/RH44YF17S5mWmCv1BYTclJzjYiPqvgoGeoHXA+1QjACH9XNQLcNLJmIyIi28GSU8n4uKjh7qSCJJlw8WIMgoICoVSqoLGiERJbyEhERNaPJaeS0d7d5WMyCSiMeXDWKKFSWccIzj22kJGIiKwfPzmIiIjILrHkEBERkV1iySEiIiK7xJJDREREdoklh4iIiOwSSw4RERHZJZYcIiIiskssOURERGSXWHKIiIjILrHkEBERkV1iySEiIiK7xJJDREREdoklh4iIiOxSpZ6FXJIkAEBubq5Ft2symQAAOp0OKpXKotu2FGa0DGa0DGa0DGa0DGa0jPLMeO9z+97n+IMohBDCot/ZhqSlpeH69etyxyAiIqIyqFOnDjw9PR/4eKUuOUajERkZGXBwcIBSyT13REREtkCSJOj1eri5uUGtfvBOqUpdcoiIiMh+cfiCiIiI7BJLDhEREdkllhwiIiKySyw5REREZJdYcoiIiMguseQQERGRXWLJISIiIrvEkkNERER2iSWHiIiI7FKlnqCzPH399ddISUnBjBkz5I5SxI8//ogffvgBCoUCTk5O+PDDD9GsWTO5YxWyYcMGrFy5EgDg7u6OKVOmoG7duvKGeoBTp05h6NCh2LlzJ6pXry53nEImT56Mw4cPw9XVFQBQu3ZtzJ07V+ZUhV26dAlTp05FVlYWlEolPvnkE7Ro0ULuWGbr16/HmjVrzLdzcnJw69Yt/P7776hdu7aMyQrbuXMn5syZA6VSCRcXF0ydOhX169eXO1YhP/74I1atWgWNRgN/f3/8+9//tqrfmX/+3d6yZQuWLFkCo9GIRo0aYfr06XBxcbGqjA+6T07/zDN//nzs2LEDSqUSnp6e+L//+7+K+3suyKJiY2PFuHHjRLNmzcQHH3wgd5wijh07Jrp06SLS0tKEEELs2rVLdOzYUUiSJHOy/7ly5Yro0KGDSE1NFUIIsWrVKjFs2DCZUxUvNTVVhIeHi8DAQJGQkCB3nCKeeuopcfHiRbljPFBubq4ICwsTv//+uxBCiD///FN06dLFqn4e72c0GsWwYcPEsmXL5I5SSG5urggODhaXLl0SQhT8zgwdOlTmVIUdOnRIdOzYUcTFxQkhhNi0aZOIiIiQOVWB4v5ux8TEiA4dOojExEQhhBAzZ84UH3/8sVVltLbPm+Ly/PLLL+K5554TOTk5QgghVq9eLZ5//vkKy8TdVRa2du1ahIaGYvjw4XJHKZabmxumTZsGDw8PAECzZs2QlpZmnrbeGtSrVw979uyBp6cnjEYj4uPj4e7uLnesIoxGI9555x28++67ckcpVmpqKuLj4zF37lz069cP48ePR1xcnNyxCtm3bx+8vb3Rs2dPAEDnzp2xcOFCCCudUm/lypVQqVQYMWKE3FEKMZlMUCgUyMjIAADodDo4OjrKnKqwM2fOoF27dvD39wcA9OzZE6dOnbKKn8ni/m7v3LkTnTt3hq+vLwBg6NCh2Lp1KyRJspqM1vZ5U1ye2rVr46OPPoKzszOAgs+cinzPubvKwv71r38BAObNmydzkuLVr1/fPIQtSRI+/fRTdOnSxfwDaC00Gg2OHj2Kt956C7m5uVi+fLnckYqIiopCSEgIOnbsKHeUYiUnJyMsLAyTJ0+Gv78/li1bhrFjx2Lz5s1QqVRyxwMAXLt2DT4+Pvjoo49w7tw5uLi4YOLEiVAqre/fX5mZmVi8eLF5V681qVKlCqZMmYKXX34ZHh4e0Ov1WLVqldyxCmnWrBlWrFiB2NhY1KxZE5s3bwZQ8HNao0YNWbMV93c7ISEBfn5+5tvVq1eHTqfDnTt3zP9IlDujtX3eFJfn/kMh9Ho9vvjiC/Tu3bvCMlnfXxKqENnZ2XjjjTcQFxeHzz//XO44xWrTpg3279+PqKgojBkzBpmZmXJHMtu2bRtu3ryJ1157Te4oD9S4cWMsWrQINWrUgEKhwKhRoxAXF4fr16/LHc3MaDRi//796N+/PzZu3IiRI0dizJgxyM7OljtaEevWrUNoaCgaNGggd5QiLl68iLlz5+KXX37BX3/9hY8++gijR4+GTqeTO5pZ27Zt8dZbb+HNN9/EwIEDodPpUK1aNWg0GrmjPVBxZdbaCq6tSE5OxssvvwxXV1e89957FfZ9WXIqoWvXruH555+Hi4sLvvvuO1StWlXuSIXcunULBw8eNN/u0aMHNBoNbt68KWOqwjZs2ICbN2+if//+CA8PBwCMHDkSR48elTnZ/5w4cQK//fZbofuEEFCrrWcA19fXF3Xq1EGbNm0AFOyuUqvVuHr1qszJivr1118xcOBAuWMUa9++fQgODka9evUAAP369YPJZMKVK1dkTvY/OTk5aNOmDTZt2oQNGzZg4MCByMrKQq1ateSOVix/f38kJSWZbyclJaFKlSpwc3OTMZVtOnXqFAYOHIg2bdpg/vz50Gq1Ffa9WXIqmfj4eAwdOhQRERGIioqCg4OD3JGKyMjIwIQJE5CYmAgA2LNnD5RKpVWdKbJixQr8+uuv2LJlC7Zs2QIAWL58ufnD2hoYDAZMmzYNycnJAIDVq1ejfv36VvWh8uSTTyIhIQEnT54EABw7dgwGg8H8YW0tsrKyEBMTg7Zt28odpVhNmjTBsWPHzL8zf//9N4xGo1WdkZicnIyhQ4eajxv65ptv0K1bN6v7R9Y93bt3x549e8xF5/vvv0ePHj2scleqNTt79ixGjBiB999/X5Zd0dbzTzqqEMuXL0dmZiZ++eUX/PLLL+b7lyxZYj7ATm5NmjTBpEmTMHr0aCiVSlStWhVLly6Fk5OT3NFsSkhICMaNG4fhw4fDZDLB398fc+bMsarhdi8vLyxevBiffvopdDodVCoV5s2bJ/tpuv90/fp1eHh4WN3BvPe0b98er7/+OoYPHw6NRgNnZ2csXLjQql7HunXrYvz48RgyZAhMJhMaN26MTz/9VO5YD/TEE0/gvffew6hRo5Cfn4+6devis88+kzuWzZk3bx4kScKSJUuwZMkS8/33/nFY3hTCWk9jICIiInoMHHcjIiIiu8SSQ0RERHaJJYeIiIjsEksOERER2SWWHCIiIrJLLDlERERkl1hyiB5DUFCQeb6W+7366qvlMp9MZGSkbPN4LVy4EG3atEG7du1w+/bthy4bHR2NoKCgMn2fx1m3T58+2LlzZ5nWXbNmDXr37o2WLVuiXbt2GDt2LM6dO2d+fNSoURaZDyooKAjR0dFlWvf27duYNm0aunbtipYtW6JHjx6YPXs2DAbDY+cqjVu3biEoKOiRPwdEcmPJIXpM27ZtK3RhRXu1YcMGvP322zhy5IgsExSWxPbt29GjR49Sr7d582YsX74cs2bNwvHjx7F79240btwYL730kvmDfNmyZXjppZcsHbnEUlJS0L9/f2g0Gqxfvx4nTpzAokWLsHfvXrz99tuy5SKyZiw5RI9p0KBBmDp1KuLi4op9fN68eXj11VfNt2/fvo2goCDcunULQMG/7NevX4/u3bujRYsW+OSTT3DgwAH06tULLVu2xFtvvQWj0Whe//Lly4iIiEDLli0xatQo86X8AWDXrl0IDw9H69at8fzzzxeaS6tbt2745JNP0KFDB4wfP75ITpPJZL7Uftu2bTF8+HDExMQAKJg/7NatW/j888/xzjvvFFlXr9fjk08+QZs2bdC5c+cioykXLlzAK6+8gjZt2qB79+5YtGgRTCZTida9fPkyhg8fjnbt2uHpp5/GTz/9VPwbcfc53puvq1u3bli8eDF69+6NVq1aITIyEgkJCcWud/LkSQQHB6NRo0ZQKBRwdnbG+PHj0bt3b3PJuX8ULTIyEl999RUGDhyIli1bIiIiAhcuXDBvb9GiRQgLC0NYWBhmzZqFbt264fDhw0W+b2JiIsaPH4/27dujW7du+Oabb8yvyz/NmTMHTZo0wfvvvw8vLy8AQIMGDTBr1iyoVCrzdAmHDx/GoEGD0Lp1a/Tq1Qtr1641byMyMhLffPMNnnvuObRo0QKRkZE4c+YMIiMjzc/j3s/xvHnz8Oabb2L06NFo0aIFnn32WRw5cqTYbA96j/R6Pfr06YOpU6eab/fr189qJwUmOySIqMwCAwPF6dOnxbhx48SLL74oTCaTEEKIMWPGiLlz5wohhJg7d64YM2aMeZ20tDQRGBgoYmNjzdsYNWqUyMrKEpcvXxaNGjUSgwYNEmlpaeLWrVuiXbt24rfffhNCCDFs2DDRvn17cfbsWZGbmyvee+89MWTIECGEEKdPnxYtWrQQBw4cEPn5+WLHjh2iVatWIjExUQghRNeuXcWLL74ocnJyRGZmZpHn8vXXX4uePXuKK1euCL1eLxYsWCA6duwoMjIyzOvv2LGj2Nfhiy++EP379xdJSUkiLS1NDBo0SAQGBpqfb9u2bcWiRYuEXq8Xly9fFk899ZRYvHjxI9fNzs4WYWFhYsmSJcJgMIjz58+LJ598Uvz3v/8tNsf9Gbt27SqeffZZkZiYKO7cuSOef/558fHHHxe73oEDB0STJk3Ea6+9JtauXStiYmKEJEmFlhk2bJhYtmyZ+etOnTqJK1euiJycHPH666+LESNGCCGE2LRpk+jYsaO4ePGiyM3NFR9++KEIDAwUhw4dMr/fp0+fFkajUYSHh4tp06aJ3NxcERsbK/r27StWrlxZbMZOnTqJzZs3F/vYPZcvXxZNmzYVmzZtEvn5+eLkyZMiJCREbNu2zZy7S5cu4ubNmyIrK0s8/fTTol27duL8+fNCp9OJoUOHiqlTpwohCn5uAwMDxcaNG4XBYBBr1qwRrVq1EmlpaSI2NlYEBgaKtLS0R75HZ8+eFU2bNhVHjhwR06ZNE88995wwGAwPfR5ElsKRHCILmDZtGm7cuIHFixeXaf1hw4bBxcUF9evXh7e3NwYOHAgPDw/UqFEDDRo0QHx8vHnZIUOGoHHjxnB0dMTEiRNx7NgxJCQk4Oeff0bv3r3RoUMHqNVq9OrVCy1atMDWrVvN6/bs2RPOzs5wdXUtkmHTpk0YN24c6tWrB61Wi3HjxsHJyQl79ux5ZP7t27dj9OjR8PHxgYeHB958803zY7t27UK1atXw6quvQqvVon79+hg3bhw2bNjwyHX37NkDR0dHjB49GhqNBg0bNsTQoUOxbt26Er2uL7zwAnx9feHm5oYePXrg+vXrxS7XoUMHrF+/3jyXVt++fREWFoZly5Y9cNt9+/ZFvXr14OzsjF69epm3vXnzZkRGRiIwMBCOjo6YPHkyVCpVkfXPnDmDa9euYdKkSXB0dERAQADGjh37wOd2+/Zt8wjOg2zbtg2tW7dG//79oVar0bx5c0RGRppfawDo3bs3atasCRcXFwQHB6NTp05o2LAhnJyc0LZt20Ijkq1bt8aAAQOg0WgwdOhQeHl54c8//yz0PR/1HjVu3Bjjx4/Hv/71L2zatAlfffUVNBrNQ58HkaVwgk4iC/Dw8MBnn32GsWPHomPHjqVe393d3fy1SqUqVEKUSiUkSTLf9vf3N3/t7e0NtVqNlJQUxMfH4/Dhw/j999/Nj5tMJtSpU8d828fH54EZUlNTUaNGjUL31ahR44G7eO6XkpJSaILXgIAA89dpaWmFMt97/F5xe9i6cXFxiI+PLzS7uyRJhZZ5GE9PT/PXarUa4iFT9TVq1Mi8WyU5ORl//PEHoqKi4ObmhoiIiBJvOzExEX5+fubHqlSpUuj9vf+5GQwGdOjQwXyfEOKBE6j6+PggJSWl2MdSU1Ph5eWFtLS0Iu9hQEBAoaL7z581Z2dn822lUlnoNapdu3ahbfn5+SE1NbXI83jUexQREYF58+ahXbt2RbZJVJ5YcogsJCwsDEOGDMG7775bqEwolUrk5+ebb9+5c6fIuqWZGTw5Odn8dWJiIoxGI2rUqAFfX18MHToUkyZNMj8eGxsLNze3En0ff39/3Lp1y/xhJYRAbGzsI0cPgIIP4Pj4eLRu3RoAkJSUZH7Mz8+vyPFKsbGx8Pb2fuS6vr6+aNiwYaGRiLS0tELHKFlC586d8eabb2LgwIHmTEOGDMGpU6cKnWFVEn5+foWKYV5eXrHvua+vL6pVq4aDBw+a78vIyEBWVlax233yySexY8cO9O/fv9D9165dwzPPPIP169fDz88Phw4dKvT4/a81ULqftfvfCwCIj49H9erVizyPR71HU6dORWhoKE6fPo2tW7eiX79+Jc5A9Di4u4rIgiZOnAitVlvoAM26devi5MmTiI2NRW5uLpYuXVqqD5p/+vHHHxETE4OcnBzMnDkTXbt2haenJwYMGICNGzfi2LFjEELg2LFjCA8PL/aA1+I899xzWLhwIa5evQqDwYCFCxciOzsbXbp0KdG6ixcvRnx8PO7cuVPo9PkuXbogJycHixYtgsFgwNWrV7Fw4ULzh/Wj1k1MTMTatWthNBqRmJiI4cOHY+nSpaV6zR6lT58+mD9/Pvbt2wej0Yi8vDzs378fu3fvRvfu3Uu1reeffx4//PADLl++DIPBgC+//LLYUtasWTN4enpizpw50Ov1uHPnDiZMmIAZM2YUu91x48bh9OnT+Oyzz5CWlgYhBKKjo/Hmm2+ie/fuCA4ORt++fXHy5Els3rwZRqMRp06dwpo1a4oUo5I6ePAg/vjjDxiNRqxcuRIZGRlFfh4e9R798ssvOHjwID799FN89NFHmDp1aqGD5YnKE0dyiCzIwcEBX3zxRaHdGz169MC+ffsQEREBrVaLV1991XwGUFn06NEDb731FlJTUxEWFoaZM2cCKDh+Ytq0aZgyZQpu3boFDw8PvPPOO3jqqadKtN1Ro0bBaDRi1KhRSE9PR9OmTbFixYoSnS4+duxY5OTkmE9xfuGFF8zlqmrVqli+fDlmzpyJZcuWwcnJCRERERg3blyp1p01axbUajWefvppvPfee2V56R5o4sSJ8Pb2RlRUFG7dugUhBAIDAzF9+nSEhYWValt9+vTBlStXMHToUKjVakRERECtVhc5DkWj0WDx4sWYMWMGOnfuDCEEwsLC8MknnxS7XR8fH6xbtw5z5sxBeHg4cnJy4O3tjX79+pnP3qtZsyYWL16MWbNmYerUqfDw8MDrr79uHqEqreDgYKxduxbvvfce6tWrh2XLlsHNza3QaNPD3qP4+HhMnToVU6ZMgaenJ/r06YPt27fj/fffx4oVKx6r7BOVhEI8bCc1ERGVyvnz5+Hh4WE+zignJwetWrXCb7/9hrp168qcruTmzZuHM2fOlPlgeiJrwN1VREQWtG/fPrz11lvIyMiAwWDAggULUKtWrUIHgBNRxeDuKiIiC3r55ZcRGxuLXr16wWAwoFmzZli0aBF3zRDJgLuriIiIyC5xdxURERHZJZYcIiIiskssOURERGSXWHKIiIjILrHkEBERkV1iySEiIiK7xJJDREREdoklh4iIiOwSSw4RERHZpf8H6/OtPuShSNoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = io.complex_lifetime(FileName = 'transition\\\\transition_matrix_time.dat', FileNum = 5, \\\n", " InitialTime = 0.0, FinalTime = 1.0, SpeciesName = 'dode')" ] }, { "cell_type": "markdown", "id": "ba71cd6c", "metadata": {}, "source": [ "### 6.3 Locate Position for Certain Size of Complex" ] }, { "cell_type": "markdown", "id": "fc6b1a53", "metadata": {}, "source": [ "This function enables users to locate specific complexes of certain size from either a PDB file or a 'restart.dat' file after simulation. The result will be output as a separated file named “output_file.pdb” containing only the desired complex." ] }, { "cell_type": "markdown", "id": "de52b350", "metadata": {}, "source": [ "#### 6.3.1 Locate Position by PDB File" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b9c87b75", "metadata": {}, "source": [ "Reading only the PDB file slows down the function compared to reading the 'restart.dat' file, because the function needs to calculate the distance between all reactive atoms that can be reacted based on the reaction information to determine whether they are bound or not. Therefore, this function is universal but runs slowly in time, especially when the number of reaction is large.\n", "\n", "Important Parameters:\n", "- NumDict: A dictionary that holds the requested number of protein types in a complex\n", "- BufferRatio (float, optional = 0.01): The buffer ratio used to determine whether two reaction interfaces can be considered as bonded. \n", "- OpName (str, optional = “output_file”): The name of the outputted file. \n", "\n", "\n", "For more information, read ``2.5.1 By PDB file`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 31, "id": "87628852", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading files......\n", "Reading files complete!\n", "Extracting binding information......\n", "Extracting complete!\n", "Calculating distance......\n", "Calculating distance for reaction # 1 ...\n", "Calculating distance for reaction # 2 ...\n", "Calculating distance for reaction # 3 ...\n", "Calculating distance for reaction # 4 ...\n", "Calculating distance for reaction # 5 ...\n", "Calculating distance for reaction # 6 ...\n", "Calculating distance for reaction # 7 ...\n", "Calculating distance for reaction # 8 ...\n", "Calculating distance for reaction # 9 ...\n", "Calculating distance for reaction # 10 ...\n", "Calculating distance for reaction # 11 ...\n", "Calculating distance for reaction # 12 ...\n", "Calculating distance for reaction # 13 ...\n", "Calculating distance for reaction # 14 ...\n", "Calculating distance for reaction # 15 ...\n", "Calculation complete!\n", "Finding complexes......\n", "Finding complexes complete!\n", "Filtering complexes......\n", "Filtering complexes complete!\n", "Writing new PDB files......\n", "PDB writing complete! (named as No Restart.pdb)\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "io.locate_pos_no_restart(FileNamePdb = '9999999.pdb', NumDict = {\"dod\":10}, \\\n", " FileNameInp = 'parm.inp', BufferRatio = 0.01, OpName = \"No Restart\")" ] }, { "cell_type": "markdown", "id": "c84070ef", "metadata": {}, "source": [ "#### 6.3.2 Locate Position for Certain Size of Complex by 'restart.dat' File" ] }, { "cell_type": "markdown", "id": "40137802", "metadata": {}, "source": [ "This function enables users to locate specific complexes of certain size from a PDB file along with ‘restart.dat’ file after simulation. The result will be output as a separated file named “output_file.pdb” containing only the desired complex." ] }, { "attachments": {}, "cell_type": "markdown", "id": "3c80d0b4", "metadata": {}, "source": [ "The advantage of reading the 'restart.dat' file is that the file directly stores the binding information of each complex in the system and can be used directly, so the function runs faster; however, the function is not universal, if the 'restart.dat ' file's write logic changes, then this function will no longer work.\n", "\n", "Important Parameters:\n", "- NumDict: A dictionary that holds the requested number of protein types in a complex\n", "- BufferRatio (float, optional = 0.01): The buffer ratio used to determine whether two reaction interfaces can be considered as bonded. \n", "- OpName (str, optional = “output_file”): The name of the outputted file. \n", "\n", "\n", "For more information, read ``2.5.2 By ‘restart.dat’ file`` in the User Guide." ] }, { "cell_type": "code", "execution_count": 33, "id": "5cf42f31", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading restart.dat......\n", "The total number of complexes is 26\n", "Reading files complete!\n", "Reading PDB files......\n", "Reading files complete!\n", "Finding complexes......\n", "Found 5 protein complexes!\n", "Writing new PDB files......\n", "PDB writing complete! (named as Restart.pdb)\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "io.locate_pos_restart(FileNamePdb = '9999999.pdb', NumDict = {\"dod\":10}, FileNameRestart = 'restart.dat',OpName=\"Restart\")" ] } ], "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": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 5 }