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@hughesadam87
Last active December 14, 2015 02:49
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Analysis of BSA binding to batch 2 (30nm or so) nps in ph5 soln.
{
"metadata": {
"name": "BSA_ph5_notebook"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<script type=\"text/javascript\">\n",
"show=true;\n",
"function toggle(){\n",
"if (show){\n",
"$('div.input').hide();\n",
"}else{\n",
"$('div.input').show();\n",
"}\n",
"show = !show\n",
"}\n",
"</script>\n",
"<a href=\"javascript:toggle()\" target=\"_self\">toggle input</a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's load the full data, stored in the 'rundata.pickle' object which is the entire spectral dataset from 2/1/13 in which I added BSA to ph5 NP's and osbserved binding."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis import *\n",
"plt.figsize(8,8) #Set overall fig size for document\n",
"\n",
"ts=tsload('rundata.pickle')\n",
"ts.name='pH 5 bsa 30nm NPs'\n",
"ts.specunit='nm'\n",
"\n",
"ts=ts.sub(ts.darkseries, axis=0)\n",
"\n",
"specplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 105,
"text": [
"<matplotlib.axes.AxesSubplot at 0x547d5390>"
]
},
{
"output_type": "display_data",
"png": 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PDAyscV9CCCGEuDPyXJAQQghhgFrEVMAqlapBRkQKIYQQzUV9v/vkDoAQQghhgKQAaAHC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\nzPjBE+cDuZTlnKbUQ0T0uA/49DU5ftUfo5nrA89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K52JZ80wAjd3/4S6e5Oz6g/hJI3jh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\n"
}
],
"prompt_number": 105
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"The experiment went as follows:\n",
" *Cuvette was filled with 2.5mL h20.\n",
" *500uL Np's were added.\n",
" *20uL of 40mg/mL BSA was added at a certain time later (cf = 4uM roughly).\n",
" *50uL more of BSA was added later.\n",
" \n",
"We can get a sense of these stages by looking at the total area vs. time. First I will convert the time unit from raw timestamp to time in minutes."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=ts.as_interval('m') \n",
"areaplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 1156) to (1, 1156)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 106,
"text": [
"<matplotlib.axes.AxesSubplot at 0x56ed2c10>"
]
},
{
"output_type": "display_data",
"png": 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zsxEVFQVvb28888wzqKioaO6PTXaOMw5EZC+aPXGIjY3F1q1ba/UtXrwYXl5e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\n"
}
],
"prompt_number": 106
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"I will now separate the datasets into three distinct regions:\n",
" t1 - Sample from region before np's were added.\n",
" t2 - Sample after first addition of np's. \n",
" t3 - Sample after first addition of bsa."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t1, t2, t3 =ts.ix[:, 10.:14.], ts.ix[:, 30.:35.], ts.ix[:, 47.:50.]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 107
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"To see the absorbance of the bare np's, we can merely set the baseline of t2 to a curve from t1. For now, let's just average t1 and call this averaged value the water baseline. Likewise, we will take averages of each region for future reference."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"base_h20=t1.mean(axis=1)\n",
"base_t2=t2.mean(axis=1)\n",
"base_t3=t3.mean(axis=1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 108
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's look at the absorbance of region 2, setting the baseline (or reference spectrum) to our h20 baseline. Recall that absorbance is given by $A=-log(\\frac{I}{I_o})$"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t2.baseline=base_h20\n",
"absplot(t2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 109,
"text": [
"<matplotlib.axes.AxesSubplot at 0x45122950>"
]
},
{
"output_type": "display_data",
"png": 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sWYQQQmiTxR7e79SpE0ePHjVMHzp0iK5du1a4/OjRo7l48SL5+fkABAX93S8P\nDw9n6NChrFu3zlRRq8RGp+PRV+5m9orPaZoayj2dBrEuLolUtyAWDRiBUmbeVsTVb4JaJfXr1Y6g\nGi3XDlK/1us3lskGfU/Pvx9XGxsbS0JCAps2baJLly7lljl16pThG8uGDRvo0KEDzs7O5OXlkZ2d\nDUBKSgq//PILAwYMMFXUavF0dODZ7c/h0qAzd3QcyMdx23F09Wb+1OVqRxNCCCFuyKRn72/dupXJ\nkydTXFxMVFQUUVFRREdHAxAZGcmbb77J8uXLsbe3p3379kyfPp1WrVpx+vRpRowYAYCvry9jx45l\n4sSJ5YOb+fD+9cweEcXWwngO79nO00H9mfrHWhycTXaahBBCCI0zduyTm/MYQVEUnu83idjin/FO\ndSQkoCkf//qzqpmEEELUXhbb09cCnU7HjLUfEh7QmV1JCfglKeSm5Jll31rva0n9erUjqEbLtYPU\nr/X6jSWDvpF8nJ0J69iP2/q1Yl3enzw+yjLOPRBCCCH+Sw7v15BH7xvGmi1ruScwgvfiNmNjJ9+n\nhBBC1Cw5vG8h7nr8OXr2aMX2rIP8755H1Y4jhBBCXEMG/Roy4NaueOcHczo9jeKUIybfn9b7WlK/\nXu0IqtFy7SD1a71+Y8mgX4Nuu/9eut/SgKP5FzgWn6B2HCGEEKIc6enXsLF3j2bdL6sY2aE7n23d\npnYcIYQQtYj09C2Mt30BDRs4Yq8Uqx1FCCGEKEcG/Rr23hff0ahBS45knWLHpl2Vr3CTtN7Xkvr1\nakdQjZZrB6lf6/UbSwb9GmZvb4+jYxh7T6by+av/UzuOEEIIYSA9fRN45cWX+SHmbdr7t+KzLTvV\njiOEEKKWkHvvW6jRAztz/sJpVq49REjDALXjCCGEqAXkRD4LZefUgvhTacwYd69Jtq/1vpbUr1c7\ngmq0XDtI/Vqv31gy6JuId11PGtZzwtUhU+0oQgghBCCH901GURRG9m1NbnYGP/5xFltbW7UjCSGE\nsHJyeN9C6XQ6HN3aEJ9wiefGzlA7jhBCCCGDvikVujhSpihkpPxe49vWel9L6terHUE1Wq4dpH6t\n128sGfRNaMnC+YSH1iGvNE/tKEIIIYT09E1t9MAuXLx4ml9+P4+Lq5PacYQQQlgx6elbOBvHAA6d\nTeOhAaPVjiKEEELjZNA3scCABjg62uDqkl+j29V6X0vq16sdQTVarh2kfq3XbywZ9E3s3YULaBZS\nh4LiZLUdGL55AAAgAElEQVSjCCGE0Djp6ZvBqP5dSbp8gnUbE/Dyd1c7jhBCCCslPX0rYG/vz18J\nV3j0nglqRxFCCKFhMuibQXjb9jg72uDhnFVj29R6X0vq16sdQTVarh2kfq3XbywZ9M1g1txXaBbi\nT27xZbWjCCGE0DDp6ZvJPXd0IynlGBtjz+Pi4ap2HCGEEFZIevpWwtbJn7/OZPDk4PvVjiKEEEKj\nZNA3k4YN2+LqYkOZQ83cklfrfS2pX692BNVouXaQ+rVev7Fk0DeT1+a/QvMQP3KLU9SOIoQQQqOk\np29Gowd2IOniBfR7k7Cxle9bQgghqkd6+lbE3imQY4lpzBr3mNpRhBBCaJAM+mZUYhNMUUkply5d\nMHpbWu9rSf36m1rvcGIcc27rzkeDBzB7ct+aDWUm8tnr1Y6gKq3XbywZ9M3o86Uf0SzUg1Iy1I4i\nNCinMId1T85kQ85uXt+7iZTUBJ646w61YwkhzEh6+mY24o7mFGQUsiHujNpRhMZE3TmYVX9uICSo\nI2lZbcjPW8HADg15YfFqGgQ3UzueEKIKpKdvZVxcgzh5+RJrPvtO7ShCQ05ePENC9j6a1K1P3QZ3\nMPTuVjRseBffbjvKBxOfUzueEMJMZNA3s8IST86nFBCzdIVR29F6X0vq11dr+bciZ6LffxE7t/bE\nrJ3LO29N45Z6wXRu3YATWfspLik2TVATkM9er3YEVWm9fmPJoG9m8+Z8RFgDR+ztauYmPUJURVHR\nIZqH1KFl116G195f9S44dyb28FmmDh6sYjohhLlIT18FgyIa4FTkQczvf6kdRWjAK6/P44uFL9C+\nWXdWbdxSbt4jdz/Cjviv6dWsFZ/8+LtKCYUQVSU9fSvk6R5EQtoFEhMS1Y4iNCBx+y7Ss0rJKw69\nZt6imEU0Dgln37lDZObKVSVC1HYmHfRjY2MJDw+nSZMmLFiw4Jr5a9asoW3btrRr145BgwYRFxdX\n5XWtmZ2DF8cuZPLk/VNuehta72tJ/foqL5tXdJLWYf58s+6T687PKQrhwKksnhv5UA2lMy357PVq\nR1CV1us3lkkH/SeeeILo6Gg2b97MRx99RGpqarn5ffv2JT4+nv379zNjxgyeeuqpKq9rzW67ZQI+\n3ra4O9iqHUXUcodOHOVI0kkCPcNwc3O67jJ33nk7jep6oLO7bOZ0QghzM9mgn5mZCUCvXr0ICQmh\nX79+7Nq1q9wyrq6u5ZZ3cnKq8rrWbML/xtC4vjcFxRdvehsRERE1F8gKSf0RVVru7ajnOXIqn6Si\ngAqXeer5SEICQzmVesIqzpORzz5C7Qiq0nr9xjLZoB8XF0fz5s0N0y1atGDnzp3XLLd69WpCQ0OZ\nOHEiixcvrta61kqn0+HvHUBi1jlKSkrUjiNqMTu7FBrV9eDlV2fccDmdYzB7j6fwyksvmSmZEEIN\ndmoHGD58OMOHD+ebb75h2LBh7Nu3r8rrTpgwgdDQUAC8vLxo166d4Vvg1b6PpU5nZus4eDaZR0ZO\n4LMfvqz2+vPnz7eqemt6WuqvWv1p2Yk08A/EhgL0en2Fy2dlFlFaquPynj0WUd+Npv/d07WEPFK/\n1G/qepctWwZgGO+MophIRkaG0q5dO8P0448/rqxfv/6G6/j7+yt5eXnKlStXKl3XhNHN4tERkYqH\nO8rEiAduav0tW7bUbCArI/VvqXSZtMwMpXVTJ2XMbT0qXbastFTp3jZQmTCgbQ2kMy357LeoHUFV\nWq/f2LHPZIf3PT09gb/Pwk9ISGDTpk106dKl3DKnTp0y9BA3bNhAhw4dcHZ2xsvLq9J1rd2HKz+m\nSUM30CXd1PpXvxFqldQfUekyU8dEcuJsAUmFPpUuq7OxwdejLufTz9VAOtOSzz5C7Qiq0nr9xjLp\n4f358+cTGRlJcXExUVFR+Pn5ER0dDUBkZCQxMTEsX74ce3t72rdvz5tvvnnDdWsTGwcb6tXxIyUr\nQe0oopZys0mmrr8T/3vlmSotX+boz+ETe/nq2y+5b9T9Jk4nhFBFzRxwMD8rjm5w/9D2SouGLsqC\ndz+s9rpaP8Ql9W+pdJlRfZorfTuFVHmbo/qMVtzddEpk/0E3H8wM5LPfonYEVWm9fmPHPrkjn4rK\nSv04fTGPnT/sVzuKqIUuXrmMj3vFl+r91+frP6dpAy+KSTFhKiGEmuTe+yrKuJhBpx4B9G04lE9+\nXaV2HFGL/LxlCw/d15cezQfwzZYfq7ze4J4tsNflsjr2rAnTCSFultx734p5BXsRGuxDVuFptaOI\nWubLdxZwJaOMDMWlWus5OwdwNi3F6r9QCyGuTwZ9lXl5+HD2ylmOHT1WrfX+fa2qFkn9+hvOdyrN\nIKyeK19/v6Ra283WuXPyXD6vTHvWiHSmJZ+9Xu0IqtJ6/caSQV9lrg6eHL6YzqyH56kdRdQi2fmX\nqFfHD28fj2qt1zSoEQ72tlw+edBEyYQQapKevsp+XfUTYx4dxL1tHuSD36r3q0yIivRo50td/0Z8\ns3F3tdft1NKXdg0asfin6q8rhDAt6elbudvvGUjjBp4UKGfUjiJqibiDBziXkolNmddNrR/g409K\njpzBL0RtJIO+BfDz9SEx6zT5eQVVXkfrfS2pX1/hvI+encPl1FIu53ve1LZdXetwMcNyH2Utn71e\n7Qiq0nr9xpJB3wJ4OrlxLCWJcUMnqR1F1AIu9pkE+Tny/brFN7V+kZ075y7n8ufO7TWcTAihNhn0\nLUDD+oNJTCmifql3ldfR+v2npf6ICucVlqYS7OONl8/NHd7X5TuQmaWw+IV3bjKdaclnH6F2BFVp\nvX5jyaBvAeZ8PJewBs4oNhfUjiJqgdTcFHzdfW96/aXff0m9AGfsnLJrMJUQwhLIoG8h6gb4kph7\nrMpnZWq9ryX166/7en5BIRfT0nF2qN6lev/m6elKkI83ucWWeTKffPZ6tSOoSuv1G0sGfQvh5e7H\n4eQEHh0TqXYUYcWmPDyLc5fyuFx887/0Abzd/UjNsdyT+YQQN0cGfQvhUdSR00n52CeXVWl5rfe1\npP6I68/ITiIrS0ef0T2M2r6jkw8X0q8YtQ1Tkc8+Qu0IqtJ6/caSQd9CLNzwCU1CXSjVXVQ7irBi\ndrpkGgQ68+LUGUZtp8DOhXOX8onboa+ZYEIIiyCDvoWws7ejQXAAF3JOoJRV3tfXel9L6tdf9/WC\nossEeXuj0+mM2r59sQt5+RD9ynyjtmMK8tnr1Y6gKq3Xbyy7yhY4fvw4e/fu5dixY+h0Opo1a0b7\n9u1p2rSpOfJpiotbffYe38WciU/z4jLLvFxKWLa0rGR8XOsYvZ0Va76kdfiP2Dlm1kAqIYSlqHDQ\nX7VqFQsXLsTW1pbmzZvTqFEjFEVhx44dfPrpp5SWljJlyhRGjhxpzry1mk9hcy6lx3Lp9LlKl9V6\nX0vqj7jmtbSsHBJTMwj3b2L09p1cHAnw8qKw1PL6+vLZR6gdQVVar99YFQ76Z86cYcWKFQQGBl53\nflJSEl988YXJgmnRhz98xJ7OX1FoI2dNi+qb9OB0Ei4W4OF385fr/Zu3mx9X8tJqZFtCCMtQYU9/\nxowZFQ74AEFBQcyYYdzJQqI8Oyc7QoLqciH7DErJjfv6Wu9rSf36a17zKsuAMhuenDWlRvbh6ODN\n5cyMGtlWTZLPXq92BFVpvX5j3bCnv2fPHnbt2sXOnTsB6Nq1K126dKFjx45mCadFrp712B0fy6wR\nk5m7NlrtOMKK2CrJNAhwZUT/O2tmgzYuXEjOJTMjBU8v488TEEKor8Jf+jNnzmTatGkUFhYyduxY\n7rvvPgoKCpg2bRrPP/+8OTNqimdeOFn5xaSmJd1wOa33taT+iGtey81PJtDLp8b2kZfrwOUUhRkT\naubIQU2Rzz5C7Qiq0nr9xtIpFdz3NSwsjLi4OHx9y9/ZKzU1lU6dOnHmjLrPf9fpdFW+Za01KSst\no2cXb5o4tWPZ9q1qxxFWpG83f7zt6rFq294a2V7clgMMv7cTQ7r25pMfNtbINoUQxjF27Kvwl76X\nlxebN2++5vXNmzfj7V31p8GJ6rGxtSE4qC7ns85QnFtS4XJa72tJ/fpy0xfSMriQkoG9bc2cxAfQ\n6bY2BPl4UGJhZ/DLZ69XO4KqtF6/sSoc9FesWMHnn39Oo0aN6NatG926dSMsLIzly5fz5ZdfmjOj\n5ji5+PFX4kWm9h6tdhRhJaImPsfZxGIuVOPxzFXh6+lNVr5lDfpCiJtX4eH9fzt58iSKotCkifHX\n/9aU2np4H+DdJxfz+heRjG1+D/O3f6N2HGEFJg4bwfpta9m2+wjNGtXcf6d3396V9KwTbImTS/eE\nsAQmO7z/b40bNy434B89evSmdygq9+S7k2jRxJv0sspv0iMEgK4smfp1PGp0wAewtfciMS27Rrcp\nhFDPTd17v1+/fjWdQ/yLTqfDL7Aex9NOsOfH65+UpfW+ltSvLzedlZdMQA2euX9VXqEjF5OLWfXp\n0hrf9s2Sz16vdgRVab1+Y1V4nf7UqVMrXOnKFenxmZpnsT8/nz/AFy+9TcdBX6kdR1i4yxmpBLs1\nrvHt1vcKQYeOX2JWc8+kB2t8+0II86qwp+/u7s7bb7+No6NjuSd2KYrCU089RVqauj2+2tzTB7hw\nJJk7htUjwmcgn/yxRu04woIdSjjHkF5hdAnrzUr9rzW67bKyMpo1dKdPm05Er9PX6LaFENVn7NhX\n4S/9jh070qpVK7p3737NvJdffvmmdyiqpl64P01CA0lMOUFJQSl2TrZqRxIW6qVHXyDxcikXGtb8\npbQ2NjbU8fSgRJGn7QlRG1TY04+JiaF9+/bXnZeQkGCqPOJf3DwD+evyaaIGPnzNPK33taR+veHv\nnvbp+PvY8+M60/TdvV29yMq3nEFfPnu92hFUpfX6jVXhoO/j44OLi4s5s4j/CHMZSlpOIVCgdhRh\nwUpLU6jn54mHh7tJtu/s6EVatuUM+kKIm1el6/QtUW3v6V/Vu7Mf9ZzDWLF1t9pRhIUaFhFGWbED\na3eY5lLae/v248C5rRw6XmiS7Qshqs4s1+kL9dQNaMChpGN8/Kw8cU9c36Urabg51fzlelcV2NiR\nlFLE3h3bTbYPIYR5VHnQLyiQQ8xqcCxszokLWfy5s/zDd7Te15L69QBsjN3Bucs5lJaZ5tA+gLNd\nAPn58P4r8022j+qQz16vdgRVab1+Y1U66O/fv59BgwYRHh5umJ4yxbIetVmbfbJmGa2buVNCotpR\nhAVa9vqHpF8pI8PBdM+7/ywmmkA/R+wdcky2DyGEeVQ66M+dO5d58+bh5eUFQLt27di6VR75ai5O\nzg6E1KvPiZQjbPz8d8PrWn+mtNQfAYCz/RXq+jvy44+fm2xfTs4O+Hu5UVaWYbJ9VId89hFqR1CV\n1us3VqWD/sWLF2nVqpVhurCwUM7qNzMXJYADZ1NYuVj6+qK84uJU6vp6YWdn2vs4+Lh7kVtoGYO+\nEOLmVTro9+vXjzVr/r4j3Llz55g1axZ33XWXyYOJf7yzbDVhIc7Y2182vKb1vpbUrwcgIzcZH3df\nk+/P1dmT9BzLGPTls9erHUFVWq/fWJUO+lFRUezbt4/S0lIGDhyIl5fXDe/LL2qej58nYfUbcOrK\nAf5Yd1DtOMKCJF25gouD6c7cv8rBwYOUTHnanhDWzqTX6cfGxhIZGUlJSQlRUVHXfFlYsWIFb775\nJgAtW7bk5ZdfpmnTpgCEhobi4eGBra0t9vb27N5d/jp1rVynf9WY4T35cdN2xrQbx+Lty9WOIyzA\nii9jmP7kPfRsOZDv9D+adF+jBg1m6+4NJF7Iw87RyaT7EkJUzOTX6T/zzDNkZWUBMHr0aJo1a8b6\n9eurtPEnnniC6OhoNm/ezEcffURqamq5+WFhYcTGxhIfH0///v2ZM2eOYZ5Op0Ov17Nv375rBnwt\neuudbwmr74LOQc7iF3/7ZeXXZOUoeDdqbvJ95ebYcSVTYdo9k02+LyGE6VQ66G/cuBEPDw9+/vln\ndDodW7Zs4e233650w5mZf9+2s1evXoSEhNCvXz927dpVbplu3brh6ekJwKBBg665KkBLv+QrUz8s\niMahYRxOOcDv6+M139eS+vU42mRQP8CZxUveMfn+XnvtdQJ87cgruFz5wiYmn71e7Qiq0nr9xqrw\nKXtXOTg4AH8fin/wwQcJDg4mI6PyE3ri4uJo3vyfXyAtWrRg586dDBo06LrLL1q0iCFDhhimdTod\nffr0oWHDhkycOJGhQ4des86ECRMIDQ0FwMvLi3bt2hku57j6D6M2Tadl2bH/dCpLX3udlqO6qp5H\nzen9+/dbVB416j97+QzBPt5m2d+V4su4OjqikGUR9cu0TGtlWq/Xs2zZMgDDeGeMSnv67733HtHR\n0QQEBLB161aSk5MZMmTINb/a/2vz5s0sWbKElStXArBw4UISExPLHcL/97JRUVH8/vvvhvsBJCUl\nERQUxJEjRxgyZAjbt28nMDDwn+Aa6+kDnEu4zD13NSXcqyXLtv5e+QqiVhvcox72Nj6sjj1glv31\n79IAbzcPvv71L7PsTwhxLZP39J988kn27t1rOPTu6upquITvRjp16sTRo/88AOTQoUN07dr1muUO\nHDjA5MmTWbt2rWHABwgKCgIgPDycoUOHsm7dusqrqeUahAYQFtKE+EuHWPXJ92rHESpLTE/H0d70\nZ+5f5e7sbVGP2BVCVF+V7r2vKArr1q1j+fLlxMTEsHHjxkrXudqrj42NJSEhgU2bNtGlS5dyy5w7\nd467776bFStW0LhxY8PreXl5ZGf/fXlQSkoKv/zyCwMGDKhyUbVZaVl9TidlsTi68vMqarOrh7+0\natIDkZy9lE9eqenuuf9fjo6epOeqf9me1j97qV+vdgSrVmlPf/HixSxZsoTTp0/TvXt3fv31V4YM\nGcIDDzxQ6cbnz59PZGQkxcXFREVF4efnR3T033eVi4yMZPbs2aSnpzN58t9nBF+9NO/SpUuMGDEC\nAF9fX5566inq169vTJ21xmcrV3B3/0bk5SShKAo6nU7tSEIFicePUFSoI6KCc2RMQafzICUjz2z7\nE0LUvEp7+rfeeit6vZ727dtz6NAhjh8/zuOPP16lX/umpMWe/lWPDLmDDXFbeaDbVF5bbfozt4Xl\neXjIbew4FMfh0+Z7CM6wASPYtG01e3fuo1nrdmbbrxDiHybv6RcXF+Pg4EBoaCiJiYk0atSI8+fP\n3/QOhfHyCxpja1fG6YL9akcRKikoSiXw/8/cNxd7Wz9sdDpef3qWWfcrhKg5lQ76nTp14sqVK4wf\nP56ePXvSokULhg8fbo5sogLLN35CI/9ALqeeoCC3SO04qtB6X+/4hYt4uZrucbrXs/y7BQT4OGJj\nl2/W/f6X1j97qV+vdgSrVmlP/+OPPwZg1KhR3HnnnaSnp9OgQQOTBxMV0+nA1SmUrQd/Z9IdI/jy\n96rdIVHUDoqikJKdQ2iQeX/pOzs7UsfTldKyLLPuVwhRcyod9AH+/PNPwx35BgwYIIO+BbglYiRJ\nmfEUeyWrHUUVV29ioUVPPvQoaRlFZBeZ/xHX3m6e5Berewa/lj97kPq1Xr+xKj28//777zN16lQc\nHR1xcHAgKiqK999/3xzZxA288to0WgW05VjCETas2lr5CqLWyL18ER02RM14wuz7dnX0JDNPrtUX\nwlpVOugvXryYn3/+maeffpqnn36aDRs2sHjxYnNkEzeg1+spdfDl7MVcPv/sZbXjmJ2W+3o2Nhn4\neDgyYHBfs+/b0d6T1CzzXTFwPVr+7EHq13r9xqp00G/cuDEnTpwwTJ86darcjXSEemZGR9OzRShZ\nWWcoLS1TO44wk5zCVLzdPNTZua0LyVfUPZFPCHHzKhz0hwwZwpAhQ8jOzqZz5860adOGNm3a0LFj\nR8Pd8oR6IiIiaB4SSD2fNvzx1znG33632pHMSst9vZTsVEIC66my78tFjiSnlrJ++beq7B+0/dmD\n1K/1+o1V4Yl8Tz31lOHvL7zwQrl5chc4y3HZvR6N67pS7HRG7SjCDIqLirmQmknLEF9V9t+2eSf+\n3LuGVV99weAHRqmSQQhx8yr8pd+7d28iIiKu+6d3796APO9eTVf7WjErP6RtUBcOnDrGd0t+UjeU\nGWm1r/foiAc4e7GIhEvqHG1788PnCPBxwsYuV5X9g3Y/+6ukfr3aEaxahYN+z549mTVrFocPH6a0\ntNTweklJCYcOHWLmzJn06NHDLCHFjeXpAklLL2bt+lfUjiJMzI5snBxseeb5KFX2b2Ojw8/DjRK5\nVl8Iq1ThvfdLS0tZu3Ytixcv5sCBA9ja2qIoCqWlpbRp04ZHHnmEu+66CxubKj2or8Zp+d77/5WU\ndoXHBt5GjuMFvllzDm8f81+/LcwjcnB3dp04zP5jV1TLMOTWpjg4KcT8dqLyhYUQNcrYsa/Cnr6t\nrS3Dhw833HI3KysLnU6Hu7v5HuUpqibI1xs/h1vYtC+eqeP78eW67WpHEiaSmZ9MgLefqhncHD1J\nzj2ragYhxM2p8s90Dw8PGfAtyH/7WkG3d6F1cDDYJ2riCIhW+3pJmam4u/irWr+9nZuq1+pr9bO/\nSurXqx3BqqlzbF7UuFdeiaS5d0/0u84ycYQ8EKk2OnHsLGeTs9Fh3gft/FexjSuX0wspk3tDCGF1\nZNC3Ute7VvWKmxcetu6UOBw3fyAz0+K1unOefIyky6WUFtiqWv+lXBfSr5Tx7vS5quxfi5/9v0n9\nEWpHsGpVGvSLioqIjY0FIC8vj6wsOXPXEq3+dSHdgnrzR9wJXnj+VbXjiBrmYldAcB0nYnZ8p2qO\nMWNG4e1hy8ETu1XNIYSovkoH/e+//56uXbvy4IMPAnDhwgXDyX1CPRX1tVJdAiktsOXEme/NG8jM\ntNjXKyhJo56fNzqdTtX6Ix8fSYC3Mzobde4VoMXP/t+kfr3aEaxapYP+xx9/zLZt2/Dw+Pte302b\nNiU5WZuPc7UG32/6mIiQbhw5eIRvVm9RO46oQanZl/FxU/fM/at83d0pLpGn7QlhbSod9HU6HS4u\n/1z3nZKSgq+vOrcAFf+oqK9la2dHmkMzLl8uYfX3T5s3lBlpra+Xn5PHmeQ0HOyDAPXr93TxJLcg\nQ5V9q1272qT+CLUjWLVKB/1Ro0bx9NNPk5eXx+eff86YMWMYN26cObKJm7Twm1fo07ArZ48cY/fe\no2rHETVg8vBRnD5XRFaeo9pRAHBx9ORKjjx4SwhrU+mgP2nSJIYMGUK/fv3YvXs3s2fP5qGHHjJH\nNnEDN+prBQcGUGDfgaMn8ln4/hjzhTIjrfX1nJwLqOPlQMymFYD69dvauZGSqc61+mrXrjapX692\nBKtW4R35rsrLy6Nnz56GQyqlpaXk5eWVO+QvLM+z0ZNQxv3B2dNHOHEygSaNQ9WOJIxQUJRMSKAf\nbh6WcYOsQp0bl9OKKC4swt7RQe04QogqqvSXfp8+fcjPzzdM5+Xl0bdvX5OGEpWrrK/VpXUr7J26\nErcvh/dmDzNPKDPSWl/vUuZl/DyDDNNq15+W60J2jsILD0w3+77Vrl1tUn+E2hGsWqWDfkFBAW5u\nboZpd3d3srOll2cNxr01lu4hbTibdI6EU+fVjiNu0qkjRzl9KR1b+0C1oxjMfOEZ/H3suZR9Su0o\nQohqqHTQ79KlC+vXrzdMr1u3ji5dupg0lKhcVfpaQ3p2xs2zM9v+yGDe3FGmD2VGWurrzZn2FOeT\nSsgr+Kelpnb9ffq1x9/LBQXz/wBQu3a1Sf16tSNYtUp7+tOmTWPKlCnMmDEDRVHw9/dn4cKF5sgm\nakDkgkfJHv8HZ8+eYM+uw3Ts0kLtSKKanO0LqOfvxI+x36odpRxfd3cKi+XunEJYE51SxUeyXbp0\nCZ1OR0BAgKkzVYmxzxTWksE972fb/q8YdV9PFkdvVTuOqKZx/VpyIT2LLXssq0Vzd+9WFJblsH5b\ngtpRhNAMY8e+Sn/pw9+33t2xYweFhYWG1x544IGb3qkwrw++e58pt/3FhVP7WfrZDzw4sfad2Feb\nJaQm4u9peUdonB09SEq+qHYMIUQ1VNrTnzlzJgMHDuS3334jLi7O8Eeoqzp9rbAAX0rqNGXHzhzi\nDrxjulBmpJW+3vPjH+LQmUwKleByr1tC/Xa2HqRk5pp9v5ZQu5qkfr3aEaxapb/0V69ezb59+3B0\ntIw7gYmbs27zSka26sGBXXFMfOwFPvtojtqRRBWkp5/BwdaO+8cMUTvKNfJt3bmcWkRhXgGOLk5q\nxxFCVEGlv/TbtGlDQkKCGaKI6qjutarO9rakNa7PyWNgX7iRUis/H0Ir1+rmFV+mWT1/xkweX+51\nS6g/I9uO4hJ4ZuyjZt2vJdSuJqk/Qu0IVq3SQT8lJYXWrVvTo0cPhgwZwpAhQxg6dKg5soka9sf6\nb4io351Nm/cw5P771Y4jquBc2kX8vULVjnFd78x/lUA/e9JzE9WOIoSookoP77/wwgvmyCGqSa/X\nV/sbr06no7R7M9x/2odX/n4OJSTTMtTfNAFN7GbqtzZvzniOQ2cyqdMq9Jp5llB/q/aN/v9affP2\n9S2hdjVJ/dqu31iVDvry5tYuqz7+mNG9TvLTb5vJf+0Jvo/+Cp1Op3YscR0nj+6EUhtadGmndpQK\n+bp5yLX6QliRSq/Tj4+PZ968eWzcuJGMjAzKyspwc3MjK0vd/9DlOv2b9/v2w7wVdRdJZcl4dH+K\njR+9qHYkcR3j72zDqQvJbD9wSe0oFRpze2vSczPZuPOc2lGE0ASTX6c/Z84cnnnmGY4cOcKxY8dY\nvHgxRUVFN71Dob5be7QgO6Qxl+LO0vj8Fk6mR9HYx0vtWOI/zqddJNC7kdoxbsjZ3pMrORfUjiGE\nqKJKT+Q7ffo0Xbp0wdbWFldXV5599lm+/daybgeqRcZeq7ox5if6NO7Ihm1beeKZxymzsqMmtf1a\n3Qv3CQ4AACAASURBVIeGj+RIQjplNkHXnW8p9dvZe5CSkWfWfVpK7WqR+vVqR7BqlQ76bm5uFBYW\ncvvtt/PYY48xZ84cgoODK1tNWDgbGwgdPJ5uYfXI2f8TPSOfUTuS+BdbJYvCQh33jh+rdpQbylfc\nuZxWRJ7K7T4hRNVU2tNPSEgw3G//m2++ITExkfHjx1OvXj2zBKyI9PRrRv+ht3Ns7zY6tuhAz0fn\n8sTwPmpHEsC4gS05m5RB7H7Lvhzuroix6Pd+xd09RvLZhlVqxxGi1jN5Tz80NBSAixcv0q9fP/mV\nX8v8svZXxvXtxYY921GWz6Nlm6b0baTuFzqty0xL40TSOep7dlA7SqU+XPo2t9++irziDLWjCCGq\noNLD+7t27aJNmzb079+f/v3707ZtW3bv3l2ljcfGxhIeHk6TJk1YsGDBNfNXrFhB27Ztadu2Lffd\ndx/Hjx+v8rpaV5N9recWfcuwdj357bdNvP2/SRxIt/z/gdfmvt6UCffw14kcCot9K1zGUuqv3zAI\nf09XypQcs+3TUmpXi9SvVzuCVat00H/22Wf59NNPOXjwIAcPHuTTTz9lxowZVdr4E088QXR0NJs3\nb+ajjz4iNTW13PywsDBiY2OJj4+nf//+zJkzp8rriprTMiwQz27DuLdbB3b/somoRydwJte8J2eJ\nf7jZ5xLs68I3m79UO0qV+Li5U1iUrXYMIUQVVDroZ2dnEx4ebpgODw8nO7vy/8AzMzMB6NWrFyEh\nIfTr149du3aVW6Zbt254enoCMGjQILZu3VrldbWupm+a9O7cJ8lzuoXRPZpwfMsGHnzkQc5a8MlZ\ntfmmURdSEmleNwxnF+cKl7Gk+j2dvcnKyzTb/iypdjVI/RFqR7BqFfb0Y2JigL/f4EGDBjF8+HAU\nRWHNmjX07t270g3HxcXRvHlzw3SLFi3YuXMngwYNuu7yixYtYsiQIdVad8KECYZzDry8vGjXrp3h\nH8TVQ0AyXfXpCdPu5fPZZfQIz+WP39YwbEwaXy38gvAGQRaRTwvTXy38iL3HkwgPbljudqOWku96\n004Onpy/fMpq8sq0TFvTtF6vZ9myZcA/59gZo8Kz9ydMmGC4PauiKNf8fenSpTfc8ObNm1myZAkr\nV64EYOHChSQmJpY7hP/vZaOiovj999/x8vKq0rpaP3v/3/+DrWmP3v4Y57NWc/hyOnUH3MfDQ6fw\nwOCOJtnXzTJl/WqaNKwP63fEMmPyG0yf83SFy1lS/ZOHDmHtrl+4eNk8N+2ypNrVIPVru36Tnb2/\nbNkySkpK+OCDD5g+fXq1N9ypUyeeeeafa78PHTrEgAEDrlnuwIEDTJ48mZ9//hkvL69qrStM45Nf\nP+KRXi741v+Btd8s49vkc3yz7g4+feMRgry91Y5Xq2XmnqVtaMgNB3xLU4A7qVeKuZKajLefdT7A\nSQituGFP387Ojq+++uqmbrt7tVcfGxtLQkICmzZtokuXLuWWOXfuHHfffTcrVqygcePG1VpX60z9\nTXdR7Fu4uw/j/va3cnCPnvTdHzLjkYd5MvLvL4Nqq43f9B9/aDxxR8/i4xBe6bKWVH92bhGeHvDY\nvQ+bZX+WVLsapP4ItSNYtUqv0+/fvz8TJkzgvvvuIzg42HB4/5Zbbql04/PnzycyMpLi4mKioqLw\n8/MjOjoagMjISGbPnk16ejqTJ08GwN7e3nA54PXWFeb14c9vsfGrrSR9uZy8tJ9Yt/F7+nQ6xLTB\nq7FTmvC/FS/h7+eudsxaozg5gYICCOtkXV9wF361kIie6yguNd9le0KIm1PpHfkiIiKu++jVLVu2\nmCxUVUhP33x9rdLSUp5uN4sU73gu5O3hz6MpdG9Tj1sadKcgw41m2cHcF/Ms7oGuZskDta+vV1pa\nyvDejShTHFi/43ily1ta/bd18sHXrQnfbTH9VTaWVru5Sf3art/kd+S7ehah0C5bW1veO/g6Banp\nzLljAQ1uzyIlJYaPf1pF04a2FIY0I+V/SRSed6VZXl1G/TAVhzpOase2Kg8MvJM/jpynf/vrX91i\n6XzcPCmQa/WFsHiV/tLPzs7myy+/ZO3atQDcdddd3H///bi5uZklYEW0/ktfTSWFRWx6ZiGfn8+m\nJOcnTpw/zMlzmTRqqKNTcDghth3xOV3I/7V33+FR1Wkbx78z6b2H0JKARAgIJBASWiD0LqyAihUr\nuCCsC+rq6guo6+K6CIotoIirgqhUKUaiDAktgDQNvYQmgZCQRtpM5vf+wZIVFSnJ5MzkPJ/ryrUO\nc2Zy3xmWX+Y858y5c85UQpNu1TquQ3ikfwKbDu5h9vsmevd1rN37AKMHxHIk+xzpO+37WgFCOLrq\nrn3XXPSnTJlCTk4ODz30EEopPv74Y4KDg5k2bdpNf9OaIIu+nTh/nh1z/s1/tv5MTulhDpw/zOHD\n52nR2JtB4QMw5zrx3Jfv4BEuR/1fTcb69Ux4cihNg1uw8PstWse5KWNuT2JD5g4yj9jvBzoJURdU\nd+37w6P3AZYvX85bb71Fhw4diI+P580332T58uU3/Q1FzbCbsUtwMO2en86sZf/h0zUb+PNjf+G+\ndvfhFdiAGRu/Ypv1e/7+2AvM7DWpRr+t3fSvAe/O+Ad7jxZQUtL4uh9jb/2djL6cyy+tle9lb91r\nm/Q3aR3BoV1z0W/Xrh2LFy9GKYXVamXp0qXXdeS+0B+D0cjDY5/n7XX/4f3PUnmkxwAq3OGDTe/x\nfe4Wnu02nJKzcoT3L1VaLOReOErX2xqzdNMirePctItWTwoKLRzYt0/rKEKIP3DN3fuHDh3i2Wef\nZdu2bQDEx8czffp0oqKiaiXg1cjufcdgWrSRxcv/xraD2zh/2pV+0bfTtWNHRr06XutodmHEgEGk\nblrDyHYDmLtuldZxbtp9A+/i+51fkhA1gKVpjttDCHtn85n+ZRUVFRgMBlxcXG76m9UkWfQdy7+6\njmZXyHpWf3ec3rf1opG7M7O+X6N1LM2N7BPLqbNHeWPuZjoltNQ6zk0rLrlIYodgmoZ2ZLHGp/MK\nUZfZfKY/a9YsCgsLcXV15YUXXqBv375s2eKYBxvVJY4213pmw3xG3/sld/bszE/nTWw4sZs/97+X\nn0+fvKnnc7T+v2fUoDvYkplJm7C4G17w7a2/t6cXwb7eKKvtxzf21r22SX+T1hEc2jUX/Xnz5uHr\n68umTZvYtWsX06ZN48UXX6yNbKKO6Tsijve+TKNPxN2ENC5nxc6veGXsP0h+7Z9aR9NG6Ul8vAx4\nte6idZIaEejlR2l57V1iVwhx4665e799+/b88MMPjB07lj59+jB8+HBiY2PZuXNnbWX8XbJ737E9\n8fBUcs58Suqmowzv0Q9fZWTmcv3Mgu8ZeC+mH77k9o6JvL/8O63j1IhHBrVn38nTbNqTrXUUIeos\nm+/e79OnD926dWPDhg0MHTqUwsJCjMZrPkyIP/TevKncP+kd+neO4+sNazlVdIDHB9+hdaxaU1qy\nlwahThS7OO4c/9fcnP3ILZSzM4SwZ9dcvadPn878+fPZsWMHzs7OmM1mPvroo9rIJv5AXZhrDe3d\nj7cWLScxsQ97T5xhz7F1jB486rp+i3Xk/gMS7yB9zx4SI7vy6Vezb+o57LG/k7M/Z/Nsf66+PXav\nTdLfpHUEh3Zdb9kvXLjA66+/zquvvsrx48dp06aNrXMJnQj1rc+ir1YS2XE4Pr4ufP/DEkYPvIOK\ni+VaR7OJvDPZWMp3E3trAI261a09GxfMLpRVWFmxQj9jGiEczTVn+m+++SaLFi3ijjsu/QO1bNky\nRo4cycSJE2sl4NXITL/u6f/oXwk8tZJvM44wJG4Ar814l9A24VrHqlEjenbjux0beDCxD7O+TtE6\nTo2aMPpxln/3Ia0je7AyPVXrOELUSTY/T/+2225j06ZN+Pr6AlBYWEjnzp356aefbvqb1gRZ9Oum\n+555Dae9n7M8fTd3xA1i4lNP0HbwQK1j1YjH73uMdemfkdiqFe8s3oCHh5vWkWqUpdJC51g/GgW2\nY4kpXes4QtRJNj+Qr1mzZhw6dKjq9pEjR2jWrNlNf0NRM+rqXOvTfz1L1ODnGJjYnqU/rOJf785l\n0eTJv9nO0foXFReRd2wTHh5WKsv8qr3g22N/Zydngn29qbTxufr22L02SX+T1hEcmvPV7hgyZAgA\nJSUlxMfH06pVKwAyMzNJSkqqlXBCn14YeyepCbdhfHoUqzcvp6Qggcx+Q3kpxXEv9PRQ/56s27eP\ne7sO5a0VS7WOYzP+nv6czy/SOoYQ4iquunv/8m9Tv7crwWAw0L17d5uH+yOye7/u+yH7NG/edQc/\nnNmJhwogpnF/3v7yPdyDPLWOdkN6de7Jjsz1PNi7F397Yz5hEQ20jmQzjw+JZ9fRY2zNzNE6ihB1\nUnXXvqu+07/au/n09HQWLlyo+aIv6r72YQ2Z9/0mHuzXjWLrAVbsXkDZCANjhnUhceJjWse7LsPu\nGs6BI1u4u2cU7iWedXrBB3Bz9ud8wUWtYwghruK6TtnbsWMHTz/9NBEREbz44otER0fbOpe4Br3M\ntZydnPgsdSNBkUO5PTGSVTv/w/T5cxkc1xtzmVnreH/o7//8Pw5uX0d8G3c8C4OZvmZZjT23vb7+\nzkZfzuaVYbFU2ux72Gv32iL9TVpHcGhXfad/4MABFi5cyKJFiwgJCWHkyJEopeQHLjQxb96HbNi2\nFafyhzhSnMn2neUMHDiSIW1ieHLmFAwGg9YRr/DS6/9g1fx3CPQv5xbnPrxegwu+PTtbasRgULzy\n2utM/fvftI4jhPiVq870jUYjgwcP5u233yY8/NK50k2aNOHYsWO1GvBqZKavXw88MJR6ZYdYtv0A\nRhVMeLs+PPOnu+lz32CtowHw+KSxpC/9gnqhZcSH/ol/rfhM60i15l//90/mfPIiUY0SWZMul9gV\noqbZ7Dz9ZcuWsXDhQjIyMujfvz8jR47kkUceISsr66a/WU2SRV/fDp08xcxHH8DicYgvvj9Ni1va\n4NG2M//+84O0j0/QLFfvUYM5mWGiSQMn2ob1Y/qXX2BnOyFsSilF1/a+BPu2Yblpo9ZxhKhzbHae\n/rBhw1i0aBE//fQTiYmJzJw5k5ycHJ544gm+/fbbm/6Gombofcxy+shh3k35nmZdn+WRHglENDzK\nD18lM+7xx+g39EkWf/1NreapqKygR5fO7Fv3LdH1/elQrz3Tv1xkswXfXl9/g8FAkI8PVovtTtuz\n1+61RfqbtI7g0K55IJ+3tzf33nsvK1eu5OTJk8TGxjJ9+vTayCbENT0zeTwzlm+mUeSjPDU4msgG\np9jy/TvMeHECdw5+kHf/s8DmGcbMmMrQuGh2/rSF4XHxtIgM5eXF39vdcQa1xd/Dn4ulhVrHEEL8\njmt+DK+9kt374vc8//gULhas5kz+SVI2n6PVLeGERsbj4R7BR3Next3HvUa+j1Up7p/yd/JSV3L4\n5BHcvCoYnDCcXHKY+/F3NfI9HNUTQ7uQcWA/O/bnah1FiDrH5p+9b69k0RdXo5Titac+5Nj5j7iQ\nfZINmadQVnfaxcYRaWxF1IUK4seOJ6Z3NB4N3K75jlxZFYWnSjm4/xSvfLqAgKM7KCnfR3rWcfz8\nrfRoFUdIY2f6PZZMlzataqml/Xpq+AC+2rSOk2fKtI4iRJ0ji75OmUwmXX8c8vX2//T9NDanzsXN\nfIDNWfvYfbCYqEaBhNUPw8stgDD3htQzhxB0oYyLzgby/L0weFnxJJ8KawEWcyHWi2byVRG55lyy\ni/PZc+gi8bcFEx3RicZ+OYQljObBh8fYvvQv2PPr//TIu3lr+SJ+PldAkL9vjT+/PXevDdJf3/1t\n9ol8QtQF943txn1ju2E1W5k2NpXYRi+T73qWioKLXCjMZteBrZz42YyXJ3h4QEUFlJdDWTn4eBrx\n8XLBx9uVoABvvDxD8A9tyj3tyggoi+bFjz7Ay8VF64p253RxBZ6e8Mi4CSz7bL7WcYQQvyDv9IXu\nKKU4tvc0S1LSyD6Qjb/5OGUXt1JsuQhmVzyL6uFVHoaL0UJuEBwJrkf30V15uPMgvJyctI5v977+\ncgXPPD+cyPpdWJNm0jqOEHWK7N4XQtid7h388POIZkXaFq2jCFGn2Ow8fWHf9H6uqvQ3aR3hDwX5\n+GIx2+ZcfXvvbmvS36R1BIcmi74Qosb5efpTLOfqC2F3ZPe+EKLGPXlHIqY9P/Lj4XytowhRp8ju\nfSGE3XF19icnv0TrGEKIX5FF30Hpfa4l/U1aR/hDFoMPeQVmNu3KrPHntvfutib9TVpHcGiy6Ash\natzZgiL8/eG5pyZpHUUI8Qsy0xdC1LhD+48x/E/NaRTcmdXpJq3jCFFnyExfCGF3olo0IcTfC2cl\nc30h7Iks+g5K73Mt6W/SOsI1BXn7UWGDc/UdobstSX+T1hEcmk0X/bS0NKKjo4mKimL27Nm/uX//\n/v106tQJd3d3ZsyYccV9kZGRtGnThtjYWOLj420ZUwhhA74e/hSVyLn6QtgTm870Y2NjefPNN4mI\niKBfv35s2LCB4ODgqvtzcnI4fvw4y5YtIyAggEmT/nfQT5MmTfjhhx8IDAz8/eAy0xfCrk0Y2YO1\n239g3zFZ+IWoKXY70y8oKACgW7duRERE0LdvXzIyMq7YJiQkhLi4OFyucqUyWdSFcFwuLv6cu1CK\n1Sr/PxbCXths0d+2bRstWrSout2yZUu2bLn+i28YDAZ69uzJsGHDWLFihS0iOjS9z7Wkv0nrCNd0\nzupN0UULM+cvqNHndYTutiT9TVpHcGjOWge4mo0bN1K/fn327dvHkCFDiI+PJyws7IptRo8eTWRk\nJAD+/v7ExMSQlJQE/O8vRl29vWvXLrvKI/2l/69vn8w6QUgofPPeHNo3bah5Hrkttx3xtslkYv78\n+QBV61112GymX1BQQFJSEjt37gTgySefpH///gwaNOg3206bNg1vb+8rZvq/9Ne//pXo6Ggee+yx\n/wWXmb4Qdq2oqJikzsGE+8azdGOa1nGEqBPsdqbv5+cHXDqCPysri7Vr15KQkPC72/66QElJCUVF\nl071ycnJISUlhf79+9sqqhDCBnx8vAn29cHARa2jCCH+y6an7M2aNYsxY8bQu3dv/vznPxMcHExy\ncjLJyckAZGdn07hxY2bOnMkrr7xCeHg4xcXFZGdnk5iYSExMDHfffTeTJk2icePGtozqcC7v/tEr\n6W/SOsJ18fPyp9Rcs0fvO0p3W5H+Jq0jODSbzvS7d+/Ovn37rvizMWPGVP13WFgYJ0+e/M3jvL29\nq2aWQgjH5ekWwKnSLK1jCCH+Sz57XwhhM4/+qQ9pOzZw8Hip1lGEqBPsdqYvhBAWgw9n88rJyy3Q\nOooQAln0HZbe51rS36R1hOuSe6GcCrNi4sjHa+w5HaW7rUh/k9YRHJos+kIIm/lsxReEBrvgbizW\nOooQApnpCyFsLO62AGLq38YHa9O1jiKEw5OZvhDCrgX4+FJiydc6hhACWfQdlt7nWtLfpHWE6+bt\n5UdeSW6NPZ8jdbcF6W/SOoJDk0VfCGFTTq5+ZBfI0ftC2AOZ6QshbGrg4H5s37KWo3tz8A4N0jqO\nEA5NZvpCCLvmUuJGQZHiuZETtI4ihO7Jou+g9D7Xkv4mrSNct69SFhMW4oJyLaqR53Ok7rYg/U1a\nR3BosugLIWzKxcWF0EBvKtQFraMIoXsy0xdC2Fy/xCYEGjxZmJapdRQhHJrM9IUQds/Dy5+ci+e1\njiGE7smi76D0PteS/iatI9wQJ/cATubl18jeOUfrXtOkv0nrCA5NFn0hhM0VlXlw4kwFLz0wSeso\nQuiazPSFEDa3dcsOhg6N5/bb+pP83Uqt4wjhsGSmL4Swe/Ed2xFezwezMU/rKELomiz6Dkrvcy3p\nb9I6wg0LDQwmvzSn2s/jiN1rkvQ3aR3BocmiL4SoFV6eIfxcUHMX3hFC3DiZ6QshasVddwwgbcNa\n9h88h59/oNZxhHBIMtMXQjgEVWwmv7CSvwwco3UUIXRLFn0Hpfe5lvQ3aR3hhn20ZAXhDV1xcsuv\n1vM4YveaJP1NWkdwaLLoCyFqhZe3J41CAii1ylxfCK3ITF8IUWtG9mtNUV4B32w7oXUUIRySzPSF\nEA7DzTOYU3lyrr4QWpFF30Hpfa4l/U1aR7gpysODrOwSUr5YctPP4ajda4r0N2kdwaHJoi+EqDUN\nvOvh4QGf/Wuu1lGE0CWZ6QshalVca29aB8TwUdoGraMI4XBkpi+EcCj1AkMoVnIEvxBakEXfQel9\nriX9TVpHuGmeHqGcLT5304935O41QfqbtI7g0GTRF0LUKrOTP1k5+eSeOKl1FCF0R2b6QohaNbD7\nYNZtXcUjXUbwduqXWscRwqHITF8I4VBWrltBZANv8Kj+ZXaFEDdGFn0Hpfe5lvQ3aR3hphmNRhoE\nhXCh7Oeberwjd68J0t+kdQSHJou+EKLWeXkFcyLvjNYxhNAdmekLIWpd78Te/HjgO+ZPW8CAJ0Zp\nHUcIhyEzfSGEw2nbohMlJUa++3ax1lGE0BVZ9B2U3uda0t+kdYRqmTH3ZaIaB3DRcuNX23P07tUl\n/U1aR3BosugLITRRP6QBJ/LkErtC1CaZ6QshNPGnAX3Zlfk9O7adIqBemNZxhHAIdj3TT0tLIzo6\nmqioKGbPnv2b+/fv30+nTp1wd3dnxowZN/RYIYRjKyu1kpNbybN3Pq51FCF0w6aL/sSJE0lOTiY1\nNZV33nmH8+fPX3F/UFAQs2fPZvLkyTf8WL3T+1xL+pu0jlBtX6emcGukL1aXG/uQnrrQvTqkv0nr\nCA7NZot+QUEBAN26dSMiIoK+ffuSkZFxxTYhISHExcXh4uJyw48VQjg2Z2cnGtdrSPbF01pHEUI3\nnG31xNu2baNFixZVt1u2bMmWLVsYNGhQjT129OjRREZGAuDv709MTAxJSUnA/34brKu3L/+ZveSR\n/tL/Zm67eDck86iJFV99hW9w8HU9PikpyW7ya3Fb+uurv8lkYv78+QBV61112OxAvtTUVD788EMW\nLlwIwPvvv8/p06d5+eWXf7PttGnT8Pb2ZtKkSdf9WDmQTwjHN7jHANZlfMPoTkN557tlWscRwu7Z\n7YF8HTp0YP/+/VW3MzMz6dixo80fqxeXfxPUK+lv0jpCjVieuoroJoGYXX++7sfUle43S/qbtI7g\n0Gy26Pv5+QGXjsLPyspi7dq1JCQk/O62v/6t5UYeK4RwXE5ORhqGhnMsL0vrKELogk3P01+/fj1j\nx47FbDYzYcIEJkyYQHJyMgBjxowhOzubDh06UFhYiNFoxMfHh7179+Lt7f27j70iuOzeF6JOGDZ4\nEBu3rGHKn//B+Jee0zqOEHatumuffDiPEEJT0579F+/N+zt3xPXk3TUpWscRwq7Z7Uxf2Jbe51rS\n36R1hBoz5bVniI6sT4H55HVtX5e63wzpb9I6gkOTRV8IobngoHAOZp/AUlmpdRQh6jTZvS+E0NzA\nvoMxbVjFyLhhfJy2VOs4Qtgt2b0vhHB4i5Z8QUR9L7w88rSOIkSdJou+g9L7XEv6m7SOUKN8vD1p\n2qgxPxcfu+a2da37jZL+Jq0jODRZ9IUQdsHdvzF7Tv3M6iWrtY4iRJ0lM30hhF0Yffv9LFm3gAc6\n9+ftlFVaxxHCLslMXwhRJ8xf8QmtmtajlONaRxGizpJF30Hpfa4l/U1aR7CJsHpN+fHMMSwVFVfd\npq52v17S36R1BIcmi74Qwm6U40Hm4RLG9B2ldRQh6iSZ6Qsh7MaF8yX0TmxEu8imzF2zXes4Qtgd\nmekLIeqMgGBPmtRvxsGco/JLvRA2IIu+g9L7XEv6m7SOYDOVPvX4Yf8FRne/63fvr8vdr4f0N2kd\nwaHJoi+EsCsvTXmTxqFeeHhe3wV4hBDXT2b6Qgi7M6xXLMVFp1mbcRaDwaB1HCHshsz0hRB1jnNo\nI7btz+GRnqO1jiJEnSKLvoPS+1xL+pu0jmBTDw3/C/VDPDEajv7mvrre/Vqkv0nrCA5NFn0hhN0Z\nNKIX0U1v4XjhIRnjCVGDZKYvhLBL9z44hJVLV3FPt7G8t/JdreMIYRdkpi+EqJPaRvanfogbFUU/\naR1FiDpDFn0Hpfe5lvQ3aR3B5p6ZNo5WTW/hxMXDV7yz0UP3PyL9TVpHcGiy6Ash7JavfyTbDmUz\n7vaHtY4iRJ0gM30hhN16+5X5vPXBOHrf1pp3V27ROo4Qmqvu2ieLvhDCrt3eJY5y41HWrDuH0dlZ\n6zhCaEoO5NMpvc+1pL9J6wi1xy+cjD35jO09FNBZ998h/U1aR3BosugLIeza+8nJNAzwxyX4hNZR\nhHB4sntfCGH37khM4mTxFt7+9xoSevXQOo4QmpHd+0KIOq/c2Z8Dh8wsmD1N6yhCODRZ9B2U3uda\n0t+kdYRatWrdMuKimpBdepR169ZpHUdTenvtf03v/atLFn0hhEOoFxqNaecppk/+P62jCOGwZKYv\nhHAI363ZwNjHBtCv0y28/eUureMIoQmZ6QshdKHXgK60Co/hh2MHSF22ROs4QjgkWfQdlN7nWtLf\npHUETSjPQH7cW86qj2dqHUUzen3tL9N7/+qSRV8I4TCWpy4nOrwxh/MOUlSQo3UcIRyOzPSFEA5l\n5MCBpKR/w12dezM35Vut4whRq2SmL4TQlYUrvqZ9VBPyLJmUFOZpHUcIhyKLvoPS+1xL+pu0jqCZ\nDRvSCarXgtRtZ3jmT/doHafW6fm1B+lfXbLoCyEczidLltD2lnDOkUlx3jmt4wjhMGSmL4RwSMOH\nDCB1fQoPtOvDbFOK1nGEqBUy0xdC6NKnXy4hrnk4x617ObLvoNZxhHAINl3009LSiI6OJioqitmz\nZ//uNs899xxNmzalffv27N+/v+rPIyMjadOmDbGxscTHx9sypkPS+1xL+pu0jqCZy9093D1oYdSq\nbQAAGaRJREFU2OBW1u86zesTxmsbqhbp+bUH6V9dNl30J06cSHJyMqmpqbzzzjucP3/+ivu3bt1K\neno627dvZ/LkyUyePLnqPoPBgMlkYufOnWzdutWWMYUQDmrOFytIbNWUw8W7Ma3ZoHUcIeyezRb9\ngoICALp160ZERAR9+/YlIyPjim0yMjIYMWIEgYGBjBo1in379l1xv8zsry4pKUnrCJqS/klaR9DM\nL7u7u7kTFNCE7XtzWPKePi67q+fXHqR/ddls0d+2bRstWrSout2yZUu2bNlyxTZbt26lZcuWVbdD\nQkI4evQocOmdfs+ePRk2bBgrVqywVUwhhIP7aGUKXVpFsyt7C7PHyRX4hPgjzlp+c6XUVd/Nb9y4\nkfr167Nv3z6GDBlCfHw8YWFhV2wzevRoIiMjAfD39ycmJqbqt8DLc5+6envWrFm66iv9pf/l27+c\n6SYlJWE0Gjlf6sLBI6UkNF6FtXIKaenpdpPX1v21ziP9bd93/vz5AFXrXbUoG8nPz1cxMTFVt8eP\nH69Wrlx5xTZvvfWWeuONN6puN23a9Hef66mnnlJz5sy54s9sGN0hrFu3TusImpL+67SOoJmrdR/R\np7OqH2ZUj3YdXruBapmeX3ulpH911z6b7d738/MDLh3Bn5WVxdq1a0lISLhim4SEBBYvXkxubi4L\nFiwgOjoagJKSEoqKigDIyckhJSWF/v372yqqQ7r8G6FeSf8krSNo5mrd+97xGOHB9ch13sK25d/V\nbqhapOfXHqR/ddl09/6sWbMYM2YMZrOZCRMmEBwcTHJyMgBjxowhPj6erl27EhcXR2BgIJ9++ikA\n2dnZ3HHHHQAEBQUxadIkGjdubMuoQggH99jY0aQu/ZBvt2wk/IOZdBjSA4zyUSRC/JJ8Ip+DMplM\nuv6NV/rrt/8fdTdbLNzZtw17jx8iKfR+kjfPq91wtUDPrz1If/lEPiGE+C8XZ2e8/FrhavSmwNvE\nvhVy6V0hfkne6Qsh6py7B3QmZXMG9yf2ZNaCxRh9fLWOJESNqO7aJ4u+EKLOKTdX8MDgeEw7fmRI\nixF8kPY5GAxaxxKi2mT3vk798lxVPZL+Jq0jaOZ6uru5uNK66120vTWcPfmreDJhtM1z1RY9v/Yg\n/atLFn0hRJ30wovP4W0MpfiigdzANBY+9a7WkYTQnOzeF0LUaff07c632zZyZ/c2PND/FTqOHah1\nJCFuWnXXPk0/hlcIIWzt05R1PNK3FwvWrcdVvURggAe33tVD61hCaEJ27zsovc+1pL9J6wiaudHu\nRoORVxYsYmhCJ/6TtpU5C57n0JJ024SrBXp+7UH6V5cs+kKIOq9hSCgPTJ7BwPgOzEvL4L2Pn2ff\nR2u0jiVErZOZvhBCNxbN/5pVi6bx9eYdPNyrC/d1eJzYv92vdSwhrpvM9IUQ4jrdNXoIVhd3rOo5\n5n23EVfnSgr/fILu7/5d62hC1ArZve+g9D7Xkv4mrSNoprrdR93bh0f+9g7949vx/jcZLD33BQsH\nPwYOsudQz689SP/qknf6Qgjd6ZGUQHjjxbhPHMUn323lQpeLZHS4nVkZy8DJSet4QtiMzPSFELpV\nVHSRZ+8cxqpdG2jd3BNXYzyLly3C4Cuf1S/sk3z2vhBCVIPVauXRHgPZlb2TCsMFOkXH8fwD/6DJ\nn+RcfmF/5LP3dUrvcy3pb9I6gmZqurvRaGTe+m+ICIyhkX8rlqzfwuwvx/PvfuPscs6v59cepH91\nyaIvhBDA0s0phEa1Zkinzny86iB73BfzcN8BVBzJ0jqaEDVGdu8LIcQvbN++gw9eHsN3O44SGFpE\nv1u7kRTQgZ7v/lPraELITF8IIWqaxWJhUEJXilQuh08c5anBbcjf3YBX1nyIS1iY1vGEjslMX6f0\nPteS/iatI2imNro7OzuT8sMW2nUZSVK7pry2ZC9Z4d8zZfy9HJszx+bf/4/o+bUH6V9dsugLIcRV\nvD37Vd7/PIPE5rFs+zGYbw+nsXbPe7zUPoFzm3ZpHU+IGya794UQ4jr8qftATpWcYP/eg4y43ZnO\nLm04k+HCg7PeIGJAB63jCZ2Qmb4QQtSSn3/+mYeG3snR/NPknD3J7d0DiCtpS94RV/o+cQ+dnr4X\ng9GgdUxRh8lMX6f0PteS/iatI2hGy+4NGjQgZdsGPvl4If2bx5F5xou/Z3zPDxGb2L7hPf56y718\n0vtZcrLybZZBz689SP/qkkVfCCFuUMfOHfl82xY+nLeaAbF9OG9owIumrWwP+5KfQ1cz9cF7+XuT\nh0lP3ozVqnVaIf5Hdu8LIUQ1nTmTw4T+Ezld/ziHt+3Cw7OMLi2DucW1PjmHG9OsQQx3vfMEjVs0\n0DqqcHAy0xdCCDuhlOLePk9j8dlKzskcdh86RFg9I12aRuCnQjh7PIrE7nEMe2kEofXqax1XOCCZ\n6euU3uda0t+kdQTN2HN3g8HAgtR/88XSNF58ZwFJwUm0bBbPT6cv8n76Fo54LeLgmdnMu28wT0Td\nw5yHppN9KvOG/hG35/61Qe/9q8tZ6wBCCFEX9UyIpeeRVKxK8dRL71EvbSEFBjPf7DtG1unDJLTP\nJKRkG58/toi9x8MJCmhG70m96TKwK+7uPlrHF3WU7N4XQohaUmYpY8L4Mew9cpTKMiu5Jw5y6lwu\nLVsYiW0UQqSrF9mFAfyc14xo/0YMeiiBdiN64uYeqHV0YSdkpi+EEA7IarXw9PNTWZ/yEz6+JZgv\nnOLw6WNYVDnt27jRNiyUxs4+/Fxs4Mj5BjQq9aFHYhM6PtCf4JgkDEYnrSsIDciir1Mmk4mkpCSt\nY2hG+uu3f13tfvDcUR7u/3+4BRahynLJOXeKk2fOYHSyEN3CQFRoMI296nPuHFQ4e3GuzIW2FiMD\nYoJpPSIJz7hBuPqEa13D5urq63+9qrv2yUxfCCHswK2hTdmw49Oq2z8e3Mffn5xCudWMq/EcR7Nz\n2XTuOMd/zicoCBqFOfOTvzfnTvjiP/snXMvfx5pjwCU/AD+3+rTq1ZC4hxMJatUPo5Obhs2EPZF3\n+kII4QAqK618uGITa1/9lNB6u7F4lHI2H/JzS7hQmM+5/AJyCyoICTHQINidMD8PQjzdCKw04lPi\njEdBAEWlQZT71ieoRWvad21Hg9iW1I+uj3+AAYN8erBDkN37QgihY3v2HOPjKakYj5twap1DoVMA\nxbkXKc3LpbDoPDnFuZzJLyK3wIKfn4FgP1eCvdwJcfUkCDcCy53wKLu029fiZqTcxYdy5yCMXo3x\nCQijQVAI9RqEEBAeSnBUA+q3isQvyEt+SdCILPo6pfe5lvTXb389d4fr71+eW87Wr/aw5rPFZDc6\ngyHQFUNxCeaSIqylBZSV51JcmseFi4Wczy/lbI6VigoI8HXC39sFf3d3fF288TJ64270wsngDLhi\nsbpQgREqnXCq8MNYEYS3wRtfnwAaNginccuGhMdF0LB9A8Ii3HB11aZ/XSUzfSGEEL/hFuRG4pgO\nJI757WV/lVLkHc5j1ZIVpP2wmUqfCxjdy6h0sWCuMGIuM2MsLYTyIszlhRSVn6OsooKSsgouVlgo\nvmjlwgUDhUUKX08XQv08CSr3xu+MF555brhmuIKTE6rSiLnSiYsuVqxOVgxWV6y4UGnwwuLkhYez\nG37OLgQ7e9LI1Z0mPl40iroFv9Yt8PX3x6VROG6eTri6G3FzAxeX2v0ZKqU4kVuJx4a1fBftSst6\nt6GcvYjx9q7dIDVI3ukLIYS4qoKcXFavWMGeLZux5J/B060EP98KAkJKKHeycq4A8vPNFBZXcLG0\nnKLicopKyiksLqegyExuvoXiYvD2MuDjbcTH0wkfD2e8PZzxdnfB280NT1cXPN3c8XRzxdXNDWd3\nN5ydXbBUGrFUGqmsMGApd4JScC4Cn6IKPPMtuBRAuXKn1OCOxeCK2ckVi7Mr5R5e5AeFYvRzJcBf\n0TCkhAbBlQR7ueDs60RIgAdBPgF4egbg7B0A7m5YXcHJIwjn4EiMLu6kbRjLou155O5vTnbAt7Rd\nNoq5TW4l5ryZV5+rIOlPIzV5PWT3vhBCCM1ZrVZ2HkxnyeaFZO74kcqz+bi7umJ0jcDJyxcXLFBR\ngbXEgqW0gsqSMszlZVSUlVBaVkJpWSklZeUUl5ZRVFJBcZmZSqvCalVYrWD97z/3RiM4OV3638v/\n7epswMXZiLOzERcnJzzcXPB0ccHT2QV3ZxfcnVxxM7rgZnTGTbniYXXGw8kK7qUYXSvByR2LkxfO\nPkYsLgYqnY30HrGZsyUB3BJyFoDk7z3o6N2cw+aeHNnixeqvX9Lk5yyLvk7pfa4l/fXbX8/doe72\nt1ZayTubw/mzJzmTfZgT2ac4dPokJ06f4mJBOSgjrspM0dlsWjXyxd+lAierlQploBKwoDArKDcY\nKLcoKiorsVjMmM0WzOYKyi0VlJsrKK+ooKy8gpIyK5UWI2XliuKLFRQWWTCbFW6uRuqHutMkMJhc\nwwlOnYLWwZ3YnZ3BA+1a0XroUZZui2X5x+ma/Jxkpq9Tu3btqpP/x79e0l+//fXcHepuf6OTkeAG\n9QhuUI8WxF11u1mzZvGXv/zlup+3pKSSnJwKiorKMFidOXbkPBdLT1OQf5IzJTlk5WaSa75IkdGJ\nUlUAJWas54s4nueO6hDPXfv38t2GcsorQ3kj9Uf8TB48Gh5UE5U1YdNFPy0tjTFjxmCxWJgwYQJP\nPvnkb7Z57rnnWLRoEQEBAXz22We0aNHiuh+rZ/n5+VpH0JT0129/PXcH6X+j/T09nYiI8AA8AGjV\nxgdocs3HvTJjGbvPbKc0MpP9p1YS2vMbLr4zkba33E7LcWNuIrl9sOmiP3HiRJKTk4mIiKBfv36M\nGjWK4ODgqvu3bt1Keno627dvJyUlhcmTJ7Ny5crreqwQQghhKy9MGkZp6TAyM19m7hsGlBoN/3wQ\ng8Gxr0hvs/QFBQUAdOvWjYiICPr27UtGRsYV22RkZDBixAgCAwMZNWoU+/btu+7H6l1WVpbWETQl\n/bO0jqAZPXcH6V+b/T08IC7u0qcQGQwGh1/wAVA2snbtWnX33XdX3X7vvffUCy+8cMU29913n0pJ\nSam6nZCQoA4fPnxdjwXkS77kS77kS75091Udmh7Ip5T6zVGIhuv8bMdfP04IIYQQf8xm+yo6dOjA\n/v37q25nZmbSsWPHK7ZJSEhg7969VbdzcnJo2rQpcXFx13ysEEIIIW6MzRZ9Pz8/4NJR+FlZWaxd\nu5aEhIQrtklISGDx4sXk5uayYMECoqOjAfD397/mY4UQQghxY2y6e3/WrFmMGTMGs9nMhAkTCA4O\nJjk5GYAxY8YQHx9P165diYuLIzAwkE8//fQPHyuEEEKIaqjWEQE2dOLECZWUlKRatmypunfvrj77\n7DOllFKFhYXq9ttvV40bN1ZDhw5VRUVFVY958803VbNmzVR0dLRKT0/XKnqNKC0tVfHx8apt27Yq\nISFBvfHGG0op/fRXSimLxaJiYmLU4MGDlVL66h4REaFat26tYmJiVIcOHZRS+upfXFysHnjgARUV\nFaWio6PVli1bdNN///79KiYmpurL19dXvfnmm6qoqEgX/efMmaM6deqk2rVrpyZOnKiU0tff/c8+\n+0x169ZNtWzZUs2dO1cpVbP97XbRP3PmjNq5c6dSSqmcnBzVpEkTVVhYqF577TU1fvx4VVZWpsaN\nG6def/11pZRSZ8+eVc2bN1fHjx9XJpNJxcbGahm/Rly8eFEppVRZWZlq1aqVOnjwoK76z5gxQ91z\nzz1qyJAhSimlq+6RkZEqNzf3ij/TU/9JkyapF154QZWWliqz2azy8/N11f+yyspKFRYWpk6cOKGL\n/rm5uSoyMlIVFxeryspKNWDAAPXNN9/oortSSuXn56tbb71V5eXlqaKiItWhQ4ca/7tvtycdhoWF\nERMTA0BwcDCtWrVi27ZtbN26lUceeQQ3NzcefvjhqvP3MzIy6N+/P+Hh4XTv3h2lFEVFRVpWqDZP\nT08AiouLsVgsuLm56ab/qVOnWL16NY8++mjVmRp66X6Z+tUZKnrqn5qayvPPP4+7uzvOzs74+fnp\nqv9lqampNGvWjMaNG+uiv4eHB0opCgoKKC0tpaSkBH9/f110B9i0aRPt2rUjICAAb29vevTowebN\nm2u0v90u+r90+PBhMjMziY+PZ9u2bVUf1duiRQu2bt0KXCp/+UBAgObNm1fd56isVitt27alXr16\njB8/nvDwcN30f+qpp3j99dcxGv/3V1Qv3eHSqas9e/Zk2LBhrFixAtBP/1OnTlFWVsYTTzxBQkIC\nr732GqWlpbrp/0uff/45o0aNAvTx+nt4ePDee+8RGRlJWFgYXbp0ISEhQRfd4dIH0m3dupVjx45x\n5swZVq9ezaZNm2q0v90v+kVFRdx1113MnDkTb2/vGzo//3rP+bdXRqOR3bt3c/jwYd5991127typ\ni/4rV64kNDSU2NjYK/rqoftlGzduZPfu3fzzn//kr3/9K9nZ2brpX1ZWxsGDBxk+fDgmk4nMzEy+\n+OIL3fS/rKKigq+//pqRIy9dt10P/XNycnjiiSfYu3cvWVlZbN68mZUrV+qiO4CXlxezZs1i3Lhx\njBgxgtatW+Pm5laj/e160TebzQwfPpz777+foUOHApfO/7/8cb379u2jQ4cOwG/P+d+/f3/VfY4u\nMjKSgQMHkpGRoYv+mzZtYsWKFTRp0oRRo0bx/fffc//99+ui+2X169cHIDo6mttvv52vv/5aN/2b\nNWtG8+bNGTJkCB4eHowaNYpvvvlGN/0vW7NmDe3btyckJATQx799W7dupWPHjjRr1oygoCBGjhxJ\nenq6LrpfNmTIEFavXs3GjRuxWq3079+/Rvvb7aKvlOKRRx7htttuu+IyigkJCcybN4/S0lLmzZtX\n9aE98fHxpKSkcOLECUwmE0ajER8fH63iV9v58+erriaVm5vLt99+y9ChQ3XR/9VXX+XkyZMcO3aM\nzz//nJ49e/LJJ5/oojtASUlJ1VwuJyeHlJQU+vfvr5v+AFFRUWRkZGC1Wlm1ahW9e/fWVX+AhQsX\nVu3aB33825eYmMj27dvJy8ujvLycNWvW0LdvX110v+zcuXPApeM5fvrpJ9q1a1ez/WvwwMMalZ6e\nrgwGg2rbtm3VqStr1qz5w1MXZs2apW655RYVHR2t0tLSNExffXv27FGxsbGqTZs2qm/fvurjjz9W\nSv3xqRt1qf9lJpOp6uh9vXQ/evSoatu2rWrbtq3q2bOn+vDDD5VS+umvlFIHDhxQCQkJqm3btmrS\npEmquLhYV/2Li4tVUFCQKiwsrPozvfT/6KOPVLdu3VRcXJx64YUXVGVlpW66K6VUYmKiat68uYqL\ni1MZGRlKqZp97Q1KyYfYCyGEEHpgt7v3hRBCCFGzZNEXQgghdEIWfSGEEEInZNEXQgghdEIWfSGE\nTa1fv57NmzdrHUMIgSz6QggbW7duHZs2bbqhx1gsFhulEULfZNEXwsFlZWXRsmVLxo0bR8uWLRk7\ndixms5m5c+cSHx9P+/bteeaZZ6ioqABg9OjRPPvss3Tu3Jm4uDhSU1Ornis5OZnOnTszaNAgTCYT\nACaTiV69ejF8+HCaNWvG9OnTWbp0KXFxcQwYMIBTp04BcOHCBaZNm0aXLl0YOXIku3btIisri+Tk\nZGbOnElsbCwbN24kPz//N9sBTJ06lccff5wuXbowevRoTp06xYABA4iJiaFt27YcPny4dn+wQtRF\nNvp8ASFELTl27JgyGAwqNTVVVVZWqn79+qn169dXXZrXarWqcePGqW+++UYppdSDDz6o+vXrp0pL\nS9WGDRtUjx49lFJK7d69W3Xq1Enl5+er/fv3q2bNmimllFq3bp1ydXVVhw8fVkVFRcrf319NmDBB\nVVZWqqlTp6p///vfSimlpkyZopYtW6aUUurHH39UAwcOVEopNXXqVDVjxoyqvFfbbsqUKap58+bq\n3LlzVbc/+OADpZRSZrNZlZaW2u6HKIROOGv9S4cQovoaNmxIr169AOjevTubN2/G09OTCRMmsHPn\nTkpLS3F1daVfv34YDAZGjhyJu7s7nTp1YseOHcClCx2NGDECPz8//Pz8uPXWW6su4RkfH88tt9wC\nQMuWLRk6dChGo5HOnTuTnJwMwJIlS1i+fDlTp04FID8/n9LSUuDKi8X80XaDBw++4rPm//a3v3H+\n/HkeeughQkNDbfgTFEIfZPe+EHWAv79/1X+7urpSVlbG008/zYMPPkhmZiYTJ07kwoULv9neaDRS\nWVkJXLo6l/rVB3QaDAYMBsNvnv/ybRcXF8rLywGorKxk+fLl7Ny5k507d3Ls2DE8PDx+k/Vq2xkM\nhqoLDQEMGjSItWvX4uTkRJcuXarGAEKImyeLvhB11OnTp4mKiuLChQssXLjwmpfcHDx4MEuXLqWg\noICDBw9y6NAh4uPjr/uynvfccw+zZ8+u+iXg8iIdERFBTk7OVbfbvXv37z7fsWPHCAsLY/LkyfTq\n1euKq4kJIW6OLPpC1AG/XtANBgMvv/wygwcPpl+/fvTo0eOq21/+79atW/PAAw8wYMAA/vKXvzB3\n7tyq+6/2C8Mv7xs/fjx+fn507dqVVq1aMWfOHAD69u3L9u3bqw7k+/V2l8cDv871xRdfcNttt9Gh\nQwdKSkq48847b/bHI4T4L7ngjhBCCKET8k5fCCGE0AlZ9IUQQgidkEVfCCGE0AlZ9IUQQgidkEVf\nCCGE0AlZ9IUQQgid+H+AdZTSXlUOlQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 109
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can go ahead and plot the post-bsa absorbance spectra over this by setting t3's reference to h20. Note that because pyuvvis doesn't have any builtin operations to plot two overlapping plots per-se, we just make a generic plot container using pylab and add the labels manually."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t3.baseline=base_h20\n",
"x=t3.index\n",
"\n",
"plt.plot(x, t2.as_iunit('a'))\n",
"plt.plot(x, t3.as_iunit('a'))\n",
"\n",
"plt.title('Effect of BSA')\n",
"plt.xlabel(ts.full_specunit)\n",
"plt.ylabel('Absorbance')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 110,
"text": [
"<matplotlib.text.Text at 0x49885a90>"
]
},
{
"output_type": "display_data",
"png": 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ypq4IA2fqREQUEYK61D2qAUhLa9QYipChylz7nYiIwl9Ql/q5TamNHsMoDNAM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\nMp2U0QAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 110
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**This corresponds to a peak shift of 3.9 nm** as shown in code cell below"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis.core.utilities import maxmin_xy\n",
"\n",
"t2spr, t3spr= t2.ix[400.:800.], t3.ix[400.:800.]\n",
"\n",
"sprt2=maxmin_xy(t2spr.as_iunit('a'), idx=True, val=False, arg=False).mean()\n",
"sprt3=maxmin_xy(t3spr.as_iunit('a'), idx=True, val=False, arg=False).mean()\n",
"\n",
"print 'SPR max in h20: %snm. Sprtmax after BSA: %snm. Delta %snm'%(sprt2, sprt3, sprt3-sprt2)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"SPR max in h20: 524.857142857nm. Sprtmax after BSA: 528.103448276nm. Delta 3.24630541872nm\n"
]
}
],
"prompt_number": 111
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is worth mentioning that I added BSA in a very high concentration, such that only 20uL of volume were added. **As such, nanoparticle dilution was almost negligible, so this signal is mostly due to BSA.** We can then look at the absorbance of just BSA by setting the reference to that of the bare nanoparticles in h20, but first I'll slice out the short wavelength regions."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"I can quantify the dilution (ie scaleup bsa final to account for dilution of np sample) and show that it is negligble:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dilution=100.0*(1.0 - (3.0/3.020)) #ci/cf\n",
"print '%% change dilution: %s'%dilution"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"% change dilution: 0.662251655629\n"
]
}
],
"prompt_number": 112
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"From somne work in june, I already know that for each unit % change in concentration, my absorption around 540nm actually drop by 0.8% Absorbance units. Therefore, I can estimate my dilution caused about a 0.5% error.\n",
"\n",
"For the record, I know this from prior work in july where I fit a line through the absorbance at various wavelengths as a function of decreasing concentration. The slope of the line gives A(%c) where A is relative to its value at the 100% concentration. It turns out that A(540nm) max = 2.5 and each unit % change concentration changes this by about 0.02 absorbance units. Therefore, (2.5 - 0.2) / 2.5 is about a change of 0.008%.\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t3spr.baseline=t2spr.mean(axis=1)\n",
"\n",
"absplot(t3spr)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 113,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f6dd6dd25d0>"
]
},
{
"output_type": "display_data",
"png": 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Yot6hyAlp5R8QoykhwRZHb0IbNltoNX0hRGiSph+k1L4uFcz5jhiPoHcloCGZ\nfE8vBQYnnlQ7i3MXn/AxjpavKq0Kn2snscUVtOnANFRGnmcMU3oHtr6maUzgf8E8f1Ol5mwg+cKd\nNH0h/sNh42FiLEkkRDfSYFSIj4LdJb0sylk0peNqNBrOyFuEvbiangQdna2ZLGCI0fQ2Ro+kMDZm\nnKYEQghxdNL0g5Ta16WCOd/elt24hzPJjG6kSesiujeZ5lntpMenn/AxJsu3rGAZkYlFDPZb2DmY\nyqK4ZrBn0ti1ELs9dL6vH8zzN1VqzgaSL9xJ0xfiP+zp2ItjoIis6FaOJFjI6aqlrKJ4Wo69rGAZ\n3tRBYvd30lnQR0mSF/rKeacjDpttz7SMIYQQk5GmH6TUvi4VzPmaRtpxdteSGz3A/mQf6e4CPlP4\nmZM6xmT5FmQvoFv5K3kkElG5i7TIdLTGVA7YenE4Gqeh+pkRzPM3VWrOBpIv3EnTF+I/9Hm6cfcv\noTbeiFsfQ6xOYWnB1HbufyxaG83ijHK0JbV0xGtxWcpJcmkZiO/A4Tg8LWMIIcRkpOkHKbWvSwVr\nPuuoFScOsNYznx70aV46cvpZkL3gpI5zrHzLCpahZBbTSTo9/YVk+cawGDpwDHVMsfqZE6zzNx3U\nnA0kX7iTpi/EJ7SYWoi3JRCttWCzmtFFR7O/coD46PhpG2NZwTJ0yQr20VEO96RQFmFiLKUfe1Ms\nXq992sYRQoj/JE0/SKl9XSpY8x0ZPkLkSDJ6XTN7R1wkNuuJnK896eMcK9+SvCU0695Eb7PQGOWl\nMq4NRgpo66kJmWvwB+v8TQc1ZwPJF+6k6QvxCQe6d+EZziA79ght8XYKe6upKz65j/aPJzk2mXS9\nl5wRH9ba/ZQmWmFgFjv79LKuL4TwK2n6QUrt61LBmm9P6z5GB4vIjWmnMclFqi+Rs0rOOunjHC/f\nwuw6UmP0OCqGKdWlwWAG+y1WnM7QaPrBOn/TQc3ZQPKFO2n6QnzCoaE2RvtqyY0aoiMmlqgkO/W5\n9dM+zoLsBZBooDUikwhLMZGWaLo1vfJOXwjhV9L0g5Ta16WCNV+3qxtMSyjQWNCnaBkoHDmpK/F9\n7Hj56rLr8Ka56fCk0jeQTcKoB1NyNw5H8ylWPrOCdf6mg5qzgeQLd9L0hfg3l8eFTWNBGTmNYt8A\nSUljtM41+2Ws+dnzOZiykSi3mTajjgzs2FN6cfYM+mU8IYQAafpBS+3rUsGYr9XUSpwjgdjIYYZd\nVpJNscTbtl5UAAAgAElEQVQtyjilYx0vX1JMEilpqWSZBumIgbyoIbxaD6bWODwe6ymNOZOCcf6m\ni5qzgeQLd9L0hfi3I8OHiRpJIVXXzD77KKktBZxReqbfxqvLqaPQ5EZZ0EFJUjcMl3BoaDYuV4vf\nxhRChDdp+kFK7etSwZivsW8HvuEMsnVH6Iq3k+nVc07pOad0rBPJtyBrAfooHcZKGzWGUTCWs38g\nEaez6ZTGnEnBOH/TRc3ZQPKFO2n6Qvzb3va9uAcLyY1rozvZQaLOS1Vald/Gq8upw50QxYHILCp1\n6TCcxhGTHaczNDbzCSFCjzT9IKX2dalgzHewv43RgRpyYocwaWKJyPURGRF5Ssc6kXwLshfQkrGX\nJqeB0aECIq1x9EV0h8Q7/WCcv+mi5mwg+cKdNH0h/q3TNoDPtJCsSAtJiRrsczx+HS8lNoWx3Bji\nLYMMDCWTOKphOLEnZL62J4QIPdL0g5Ta16WCLZ+iKJiUYTDXU6Axk5xoxndGzikf70TzzctbSN5w\nH12eGDIVF9aUflwDfac87kwJtvmbTmrOBpIv3EnTFwIwuUxovBqifR40bgvJZh1z5izx+7i1GbUU\nW0Zxldkp0g7jjXYy1KTF5xv1+9hCiPAjTT9IqX1dKtjytY+0EWVLJDm+jQaLk+SWUpYXLT/l451o\nvtrMWpIio7BXD1KU0IvGVEDDwBxcrrZTHnsmBNv8TSc1ZwPJF+6k6QsBtBr3obGkkJ7QxiGXlQxf\nJiX6Er+POydzDuYED/uTYqhKtqAMV3JoKFl28Ash/EKafpBS+7pUsOVrHtiLdySDXF0rHTobiQle\nIjSn/p/HieYrSS2hM+kI++2ZlEfqYTiHlmFr0O/gD7b5m05qzgaSL9xJ0xcCaOhqwW0qIDeukyFt\nJJoi34yMG6GJQFeSRYTTjH2oBK0lgR665Z2+EMIvpOkHKbWvSwVbvoP93fhMVWTGDaKN1uFaeGrf\nz//YyeSbVVhHnqWfnuFUdI4IhuP7gv6dfrDN33RSczaQfOFOmr4QQJd5EI11PqnaYRJTHOhOL52x\nsSsNlRRaXfRGRpLmcWNJ7sc51D1j4wshwoc0/SCl9nWpYMtn8hnBXEaG146eSObNrpvS8U4mX4Wh\nghRtJPZiB7mKmTGdheEjHhTFO6Ua/CnY5m86qTkbSL5w59emv3nzZqqrqykvL+exxx476mPuuusu\nSkpKqKuro7GxccJ9Xq+X+fPnc9FFF/mzTBHmvD4vzig7ujE3fdZRMntLOL3g9Bkbv9JQyWislqHi\nHvJ1fWgs2ezvq2V0tGvGahBChAe/Nv1bbrmF9evX8/bbb/PEE08wNDQ04f7t27fz7rvvsnPnTm6/\n/XZuv/32Cff//Oc/p6amBo1G488yg5La16WCKV+PtQetS4c+roc9Fhu5jmLS49OndMyTyVeqL6VL\n00ejDsrjLCjGClqG9UG9mS+Y5m+6qTkbSL5w57embzabATjzzDMpLCxk5cqVbNu2bcJjtm3bxmWX\nXYZer2f16tUcPHhw/L6uri5ee+01rr/+ehRF8VeZQtBi3EuEJZXMhHaOjI4Qnzqzq17R2mjGsmx0\nuqOZFZEKw6W0DjuCfjOfECL0TG2L8jHs2LGDqqr/+7OkNTU1bN26lQsuuGD8Z9u3b+faa68dv52e\nnk5LSwslJSV8+9vf5uGHH8ZisUw6xpo1aygqKgIgJSWFefPmjf+W9/G6TqjefvTRR1WVJ5jzNQ/t\nxns4jmjfZtqjIvDl2WY8n2Y0jci2w3iNy9G4Izk8+g6bNrm46qobA/76TEe+ULr9yTXhYKhH8oV3\nvk2bNvHss88CjPe7KVH85K233lKuvPLK8du//OUvlXvuuWfCY66++mrl9ddfH79dX1+vNDc3K3/7\n29+Um266SVEURdm4caNy4YUXfur4fiw9KGzcuDHQJfhVMOW79S/XKppzv6CsXXS5kplXrNx06+VT\nPubJ5vv2699WTvvqUuXHuQ8osbO/q2R9Zbayf/8XplyHvwTT/E03NWdTFMkX6qba+/z2OeaiRYsm\nbMw7cOAAp5122oTH1NfX09DQMH57cHCQkpIS/vWvf/HXv/6V4uJiVq9ezTvvvMN//dd/+avUoPTx\nb3xqFUz5DnR2opgrSY0ZJjZRS+z83Ckf82TzVRoqyfUq9Om8JLs9jCQN4BjumHId/hJM8zfd1JwN\nJF+481vTT05OBj7awd/W1sZbb71FfX39hMfU19ezYcMGjEYjL7zwAtXV1QA88MADdHZ20trayksv\nvcRZZ53Fc889569SRZhrHuwDcy1xEQ7SElzMqpk94zVUplUSo9NhLTOR5bPhShjGfMQp+1mEENPK\nrzuWHn30UdauXcvZZ5/NTTfdRFpaGuvXr2f9+vUALF68mGXLlrFw4UIeeeQRHn744aMeJxx3739y\nXUqNginfoMtEhDWNSI+PHHcKSwuWTvmYJ5uvwlCBK0KDqbqPvOh+NLZ0DnaXMDY2OOVa/CGY5m+6\nqTkbSL5w57eNfADLly+fsCMfYO3atRNur1u3jnXr1h3zGMuXn/qfOBXieOxaCzp3BD0jJrJcdVQY\nKma8huyEbDrpxmfIZqmuF4ylHPFl43Q2ER2dMeP1CCHUaWa/myROmNrXpYIln8PtwKt1k6wZZb+l\nH11S5rR8snSy+TQaDTHZUXR4E6iN06IYq+k0uYP2u/rBMn/+oOZsIPnCnTR9EdbaTI1obUmkJfTT\nrrhx5TkDVkt+cTVxo0aSnVVg0tPt6cflCs6mL4QITdL0g5Ta16WCJV/r8B6wGMiI78MVbcBaYZqW\n455Kvsq0KnLG7PQPG4iyRNMf1xW07/SDZf78Qc3ZQPKFO2n6Iqw1Gw/iNWWTqevCqdGRVBYbsFoq\nDBXkejx0eiJJcPkwJgzgMLUHrB4hhPpI0w9Sal+XCpZ8e9uaUMyFpMYZScRJSXXNtBz3VPKVG8pJ\njPRiLLZg8DpwJBoxN1unpZ7pFizz5w9qzgaSL9xJ0xdhbV9nJxpLFbGRFgxRLhYX1R//SX5SmlqK\nfcyDbYGJ7OheNM5kmtvT8XiCs/ELIUKPNP0gpfZ1qWDJ120eQhmpJdo3QtqogQXZC6bluKeSLzUu\nlT6lm658KIodQDEV0zxcEJSb+YJl/vxBzdlA8oU7afoirJm8I0Ta9Yz0dZCqnU1iTGJA64nLjqPb\nEc/cRA/KUA3tZoJ2M58QIvRI0w9Sal+XCoZ8iqLgirGhG4ugydRNvD5/2o59qvnSS2qIHB0iV1MK\nw5l0jQ4FZdMPhvnzFzVnA8kX7qTpi7BlcpnApyUlykq7ooPiwP/nUJpWTr53BNtwFhHmWHqju3E6\nmwJdlhBCJQL/fzlxVGpflwqGfO0j7WgtyegTehnSGYicxgvznGq+stQyirxj9Lri0TkUhhL6cVha\np62u6RIM8+cvas4Gki/cSdMXYat95BCKxYAhoQ+nVo++UBfokijTl5HsHWM4ZxS914U1aQB7iznQ\nZQkhVEKafpBS+7pUMOQ70rcXnymHNF0PsREK5bXl03bsU81Xpi/D6rBhnjVMZkwfjMXS3KrD53NP\nW23TIRjmz1/UnA0kX7iTpi/C1v62Q/jMxaTGm0jxmKmrrAt0SaTp0ugca6e7zEVBbCeYimkdysfl\nagt0aUIIFZCmH6TUvi4VDPn297SisVShi7aSEQmzM2dP27FPNZ9GoyEyX0+XPYbZiWZ8Q9W0m2OC\nbgd/MMyfv6g5G0i+cCdNX4StbssAinkOPkcvKZ5yorXRgS4JgKSK2WhcJiojM2A4jw6bQ3bwCyGm\nhTT9IKX2dalgyGfGjNaqZ6jrICkxVdN67KnkK0mvIMM3iNdaAcM6eqI6g+6qfMEwf/6i5mwg+cKd\nNH0Rlrw+L6MxDuI9Cu22UeKKUgNd0riy1DJKR1302VKJdSgMJPbgsLYEuiwhhApI0w9Sal+XCnS+\nXlsvWlccybohOnVJRBb4pvX4U8lXpi8j0+emLzmK5LFRzMl92FuHp6+4aRDo+fMnNWcDyRfupOmL\nsNRmOkKENYWUhD5GYjNILooKdEnjyvRlOKw2TNV20qMHUJQIOloUFGV6fzERQoQfafpBSu3rUoHO\n12rcjWI2oE/owx0RT3lVzrQefyr5shKyOOxtYaDGQnZ8F5gKaDbmMjraPX0FTlGg58+f1JwNJF+4\nk6YvwlL78CF85mz08X3Ej/mYN3duoEsap9Fo8BTn0TPmo0rXi2KspsMcH3Sb+YQQoUeafpBS+7pU\noPMd7G7Day5CnzhCqtdMdXb1tB5/qvkSK2ejjAxTHRuHMlxEq80dVN/VD/T8+ZOas4HkC3fS9EVY\nOtzXi8ZaSUKMjbSIOBKiEwJd0gQl6RWkKAMkjdbAcDw9Sl9QNX0hRGiSph+k1L4uFeh8XSNGFMts\nFLORRE/FtB9/qvnKUssoddsw2XLQmrUMJnYFVdMP9Pz5k5qzgeQLd9L0RVgy+6xobSn0tXeSqC8I\ndDmfUqYvI8vjoUsbS/yoB1NSH/ahjkCXJYQIcdL0g5Ta16UCmc+n+HDF2NF5fRxxDZBckjLtY0w1\nX5m+jDGnC1OZj1StEU+km/ZmL4qiTE+BU6Tm81PN2UDyhTtp+iLsDNoHiRiLJinGRF9iAillwfMd\n/Y/lJuXSMNbKYI2ZzMRuNCP5HOzNwuMJrov0CCFCizT9IKX2dalA5uswHSTCmkRKQj/WmEyKqjKm\nfYyp5ovQROAszqY9yklhfA+KsYzukeSgWddX8/mp5mwg+cKdNH0RdlqH94L1owvzKCRSN68m0CUd\nVULFLJShEebGu/ANVdNl8QRN0xdChCZp+kFK7etSgczXZjqEbyQLQ1w/CWOjlBWVTfsY05GvJLOS\nVF8/GRSjMenpHh0Omgv0qPn8VHM2kHzhTpq+CDsHe9vwmgvRJ5hIYYQ0XVqgSzqqstQyqlw2fI5S\nlOFojHHdOJ1NgS5LCBHCpOkHKbWvSwUy3+GeXrCWkxTlJF0bh0ajmfYxpiNfmb6MdK/CoC+BGPsY\nxsReHI7geKev5vNTzdlA8oU7afoi7HSYjGCZTaRrhASlKtDlTKpMX8aYy0ZPejRJipXRGBsD7UOB\nLksIEcKk6Qcpta9LBTKfyW1Da0+hr6ufpMx8v4wxHfnyk/M5rLTTU2vDkNiF1pJNY2ciXq9j6gVO\nkZrPTzVnA8kX7qTpi7Djirahc0OTrZ2MSkOgy5lUZEQkxsI0upIdZCZ0oQwX027KweVqCXRpQogQ\nJU0/SKl9XSpQ+cyuERQUEiNt9CbGUVTrn01805UvoXIWTqONCl0PnsHZdJujgmIzn5rPTzVnA8kX\n7qTpi7DSPrwPrS2J1Ph+LDEZzK+d/q/rTaeijArS3ANUxenQmPLpsDvku/pCiFMmTT9IqX1dKlD5\nWo17warHEN+PV6OjtLrYL+NMV74yfRk1YyaSxspgOJY+TXD8iV01n59qzgaSL9xFBroAIWZSq6kR\nnzkLg66POPsYuam5gS7pmMr0ZQy5nbi8mWDyYUzowukMzusKCCGCn7zTD1JqX5cKVL6DA+14zfno\nE4ykKiYiI/zze+905SvTl+EddTAUoyNhzIZDN8yIOfAb+dR8fqo5G0i+cCdNX4SV5u5BsJaRGufA\nEB0f6HKOqyiliGalna5iL6kJXURaM2ho1uDzjQW6NCFECJKmH6TUvi4VqHztQ8NgrSLKO0xiZIXf\nxpmufNHaaPoLkmkut5CZ0A4jhTQNFTM62jEtxz9Vaj4/1ZwNJF+4k6YvwsqQw0qEPYme/iGSswoC\nXc4JiSufxYgFSpJa8QxV0WFOCIrNfEKI0CNNP0ipfV0qUPmcWjtxY9DZ30b2rFS/jTOd+YqyKol3\nDFOTavn3n9gdDXjTV/P5qeZsIPnCnTR9ETYURcEdaydJ8dAbFUf5bH2gSzohZfoy8hii1FeIxpRE\nv3soaP7ErhAitEjTD1JqX5cKRL4BWweasWhS40wMJxiYPafab2NNZ74yfRmlLjeMFsOwhuG4roC/\n01fz+anmbCD5wp00fRE2Okz70diSSY3vxxOZSGG+fy7MM93K9GX4vG6GNIkkjDmxJgxgNgf+UrxC\niNAjTT9IqX1dKhD5OkyNKNY0DLp+NBEK2YnZfhtrOvOVpJbQPTpEX3okaQndRDpS2dekoCjKtI1x\nstR8fqo5G0i+cCdNX4SNloFmFEs2hvghDFiI1kYHuqQTEhsZS1eGi+aaEXISW2Akl6aePNzuvkCX\nJoQIMdL0g5Ta16UCka+hrRPFWkhKop30yCi/jjXd+aIqK+mJjKI0uQOvsZwOU3JAN/Op+fxUczaQ\nfOFOmr4IG4e6esFWRqxiJSk2uP+63n8qyK7EY7MxW2/COzSHPqsr4Jv5hBChR5p+kFL7ulQg8nWO\njKCx5jA4Mkx8bo5fx5rufMUpxegjRyglB4y5DLqHcDoDt5lPzeenmrOB5At30vRF2LAqdqJGo+jr\n6SatMibQ5ZyUktQSysbGsJpK0Y5EMhjfKe/0hRAnTZp+kFL7ulQg8jljHMR7NfQ73RRVJ/p1rOnO\nV5JaQpzTR39EPPFuNyPJfVgGOqd1jJOh5vNTzdlA8oU7afoiLCiKwlisnWTFy0BKGjWzZge6pJNS\nklrCgM1KV56GtLheNKPxHDgU6KqEEKFGmn6QUvu61EznG7R1gDcKfZyFUV0Kxek1fh1vuvMZ4gwc\n0nXQNstBTmIrESM5HOrW4/GMTOs4J0rN56eas4HkC3fS9EVYaB/eh8aaQmr8INqYaPKS8gJd0knR\naDR4K3PpikimILUTr7GEzpFkWdcXQpwUafpBSu3rUjOdr3O4EcWaTlr8APFRNpJikvw6nj/y5WaX\nE2EZolZvxTc0i0GbM2BNX83np5qzgeQLd9L0RVhobG1CseSSnmAiJ8KDRqMJdEknrVRfSprST7GS\niGKczZC3V97pCyFOijT9IKX2damZzreruQVsReiibaTEFvp9PH/kqzRUUuZ0YLKkoTXH0pvYEbCr\n8qn5/FRzNpB84U6avggLh3oGwVqGe9SMJs0Q6HJOSYWhgvhRLwNx8SSM+hhO6ccy2BHosoQQIUSa\nfpBS+7rUTOcbdFrROhLp6zUSX+T/P7Tjj3yVhkr6bWZay6MwRA2CJ4oDTZ5pH+dEqPn8VHM2kHzh\nTpq+CAt2rZ3YsSj6jH0UV8YHupxTkhGfwX5DJ225WrKS2tCMZLGvJx6fzxXo0oQQIUKafpBS+7rU\nTOcbjXWQ5IPBmHgqK6v9Pp4/8mk0GiJryrBYFQr13fiMhXSMJON0tk77WMej5vNTzdlA8oU7afpC\n9Xw+L2M6O6kaH2ZDGmUZcwNd0imryJqFztFGdaoN71A1A9bRgP6JXSFEaJGmH6TUvi41k/n6rYfQ\neKIxxFmIio8lLynf72P6K1+loZJkRihwR8HwAgbHugLytT01n59qzgaSL9xJ0xeq12bcA9ZU9An9\nxOjcZCVkBbqkU1ZhqCDL7cXmjEc7ksFQnPy1PSHEiZOmH6TUvi41k/laBxtQLJmkxQ+QEelGG6H1\n+5j+yleZVonii6QvIQGdM4KRBCNWx8w3fTWfn2rOBpIv3EnTF6q36/ARsOaTGG8lzeffP6nrb+X6\ncg77emmoTMAQacKnUdjbZQt0WUKIECFNP0ipfV1qJvPtae0GawmREXY8cTPz0b6/8sVFxdFVZKEt\nPY7chFY05jT2tcSgKDP7fX01n59qzgaSL9xJ0xeq1zpgAVs+I0NWNOmh/U4foDS/FofipSCpB99Q\nPm1DGTgcRwJdlhAiBEjTD1JqX5eayXwjY3ainbF0d/eTXxM7I2P6M191ejWRo22UpxjxDVXSZ3Ri\nt+/z23hHo+bzU83ZQPKFO2n6QvVcUXZiPZEMjdqorikIdDlTVmmoJNltJkfjRGNagNHZOeNNXwgR\nmqTpBym1r0vNVD5F8TEa6yDZp9Cbkkxl7vwZGdef+SoMFSR5PGg9iUSYShiO7cFm2+u38Y5Gzeen\nmrOB5At3kcd7wOHDh9m1axeHDh1Co9FQWVnJ/PnzqaiomIn6hJiSUfcAHp0dvXaMoZRE8lOKAl3S\nlFUYKnD7vPRHppDk9mBOMDFsawx0WUKIEKBRFEU52h1//OMf+dWvfoVWq6WqqorS0lIURaGlpYWD\nBw/i9Xq56aabuOyyy2a6ZuCj65BPUroQ41r6/0HZT1dx1sY7aM98hd0b3iE+OjT/4M7HvD4vlXfM\nYvngpWz9ZxGNV3+TR+tq+drFG4mMDP2NikKIyU219036Tr+1tZXnn3+erKyjf8Wpt7eX3/3ud6c8\nsBAzocN0AKwGUhMGGYpxh3zDB9BGaPHluunWRVCcfJBDxlwOt9ficBwgKem0QJcnhAhik67p33HH\nHZM2fIDs7GzuuOMOvxQl1L8uNVP5Dg8eQbFkkZJgJEPRzMiY4P981RnVHE6MpzK9BW9/Fa29Udhs\nM7eZT83np5qzgeQLd8dc09+5cyfbtm1j69atAJx22mnU19ezcOHCGSlOiKnadaQTrAUkxjuJHdMH\nupxpMytjFvs7B6jU90P3efSmbsNujwl0WUKIIDfpO/27776bb33rW4yOjnL11Vdz1VVX4XK5+Na3\nvsVdd911QgffvHkz1dXVlJeX89hjjx31MXfddRclJSXU1dXR2PjRZiSXy0V9fT3z5s3jtNNO42c/\n+9kpRAttav+u6Uzl298+ANYyNIqdsYSMGRkT/J+vXF9OimuIxFE9EcZyBiJaZvRre2o+P9WcDSRf\nuJv0nf6LL77Ijh07MBgM4z8777zzuO6661i0aBEPPvjgcQ9+yy23sH79egoLCzn33HNZvXo1aWlp\n4/dv376dd999l507d/LGG29w++2388orrxAbG8vGjRvR6XSMjo5SV1fHRRddRFlZ2RTjinDTNWhD\nY9dj6bKTel5hoMuZNhWGClJc72A155Lg0GJM6aPTMspcRUGjmbllDCFEaJn0nX5KSgpvv/32p37+\n9ttvk5qaetwDm81mAM4880wKCwtZuXIl27Ztm/CYbdu2cdlll6HX61m9ejUHDx4cv0+n0wFgs9nw\neDzExITXR5dqX5eaqXxWr4Po0Wg6urqZPT/t+E+YJv7OV24oJ8Zmpzc6mSzNEKMxTpq7q3G7e/06\n7sfUfH6qORtIvnA36Tv9559/nttuu43vfve7ZGR89LFof38/VVVV/P73vz/ugXfs2EFVVdX47Zqa\nGrZu3coFF1ww/rPt27dz7bXXjt9OT0+nubmZ0tJSvF4vCxYs4MCBAzz66KPk5+d/aow1a9ZQVFQE\nfPRLyrx588Y/2vl44kP19u7du4OqnlDN54y2E++JoNltZdlgNB8L9XyHdh6is+sg+0rnUjjYSNN+\nPZuHYvmvc/cRE5MT8vnkttyW2x/d3rRpE88++yzAeL+bikm/p/9JTU1NKIpCeXn5CR/47bff5qmn\nnuLFF18E4Fe/+hXd3d388Ic/HH/MNddcw7XXXsu5554LfLRR8IUXXqCkpGT8MW1tbZx//vk8//zz\nzJ//f1dTk+/pi+Pxep3E3JVJwas/wpn4K1778/PMz56ZK/LNhLkPzcLluYyzNm9jfXwElxSV8vNv\nFVBQ8J1AlyaE8JOp9r4TugxvWVnZhIb/8Ya7Y1m0aNGExx04cIDTTpv4HeL6+noaGhrGbw8ODk5o\n+PDRbzbnn3/+p5YGhDgep6sTb6wDQ8QY0Ulx5CblBrqkaVVcWI4r0s783AGUgXoGRnrkGvxCiGM6\npWvvr1y58riPSU5OBj7awd/W1sZbb71FfX39hMfU19ezYcMGjEYjL7zwAtXV1QAMDQ0xMjICgNFo\n5M033+SSSy45lVJD1scf76jVTOTrGjmAxplAqs5EbKKGNJ161vQBZmfMJkUxYnBkoRkqoVeZuR38\naj4/1ZwNJF+4m3RN/5vf/OakTzKZTCd08EcffZS1a9cyNjbGzTffTFpaGuvXrwdg7dq1LF68mGXL\nlrFw4UL0ev34XoHe3l6uu+46vF4vWVlZ3H777WRnZ59MLiHoMB0Eazop8QOYtT4iNOr6+1Ll+nLS\nPUcw9+Wjs8NAagdDI1oUxYNGc9w/qyGECEOTruknJibyk5/8hJiYmAlfAVIUhdtuuw2j0ThjRR6N\nrOmL4/n5P67nW08f5svWHHq0Tfz9zzsDXdK0er/zfdb99IcsPDiHpxtz6LjmOzxZcSFXfuGHxMfX\nBLo8IYQf+O3a+wsXLmT27NksXbr0U/d9//vfP+UBhZgpO1v6wFpIXJwDRWM4/hNCTLmhnH5nHwcq\nZ5Pbf4guUy5NnQXY7fuk6QshjmrSzzs3bNgwYbf8J7W1tfmrHvFval+Xmol8jW3DYC1CY3UQlZfp\n9/E+aSbyGeIMHMloZWdWAsVpjfgGy+kcYEbW9dV8fqo5G0i+cDdp09fr9eMXyBEiFPWbbGgd8bg6\n+qhYoJ7r7n9Mo9GQm52PW+ekNqsf3+AC+keGZvQP7wghQou6djapyMcXaVCrmchn89mJHo2kc6SP\nuVXVfh/vk2Zq/mZnzCZjrJ9MVy4Y8+n1tc3IO301n59qzgaSL9xJ0xeqpCgKrhgH8R4tXakxFOln\ntunPlKq0KnLsI7h7S4i1Qk9yOw7HMB6PNdClCSGC0Ak3fZfL5c86xH9Q+7qUv/ONjQ3hjrWR4vNh\n1SeQl5zn1/H+00zNX4WhgtjuLkypqei9dswp/ZiGz8Nu3+/XcdV8fqo5G0i+cHfcpr97924uuOCC\n8Qvn7N69m5tuusnvhQkxFXZnG94YJ3rtKLrEGHIScwJdkl+U68vpju6lscRLXmIzjCbS2l4pV+YT\nQhzVcZv+/fffz0MPPURKSgoA8+bN45///KffCwt3al+X8ne+TlMDGkcyKfHDxMZoiI2M9et4/2mm\n5q/cUM6ujH62G1IoNjSCsZim9gi/N301n59qzgaSL9wdt+n39PQwe/bs8dujo6Oyq18EvTZTI1gy\nSCRgbgcAACAASURBVIozkqLxBLocv0mKSSIl3oA73sLstGF8fXX0DgzIO30hxFEdt+mvXLmS//3f\n/wWgo6ODe+65J+yugx8Ial+X8ne+/QMdKNY8EhMtxCoxfh3raGZy/hZkLSDV3kOJowIGiun2HcFm\n2+vXK1aq+fxUczaQfOHuuE3/5ptv5sMPP8Tr9XLeeeeRkpJyzOvyCxEMPmwaAmsxidEuvIaMQJfj\nV3Oz5pJhGsA5UkDMSAxt6YdxWDNxu3sCXZoQIshMeu39YCfX3hfHMu/2evbsWMl3lHfov7yK337j\nqUCX5Dcv7X+Jl+9/kIWjF/DEzmS6r7uX5/K+yflfPBu9/nOBLk8IMY2m2vuO+07/O9/5DhaLBYAr\nrriCyspKXnnllVMeUIiZMGR1EumKxtw5zII5RYEux6/mZs6lOdXM/nwvRUlNRNhTaW7OlCvzCSE+\n5bhN/8033yQpKYnXX38djUbDxo0b+clPfjITtYU1ta9L+TufTWMnzq2lTbFRnjXHr2MdzUzOX7mh\nnIaMXvak6qnIaMLXV0NbrwWb7UO/janm81PN2UDyhbvjNv3o6GgAnn/+eb70pS+Rk5PDyMiI3wsT\n4lT5fC5cMXYSfdCfHvP/s3ff4VGVCfvHv1OSmfReSO8klECAJEhAinRFxLY2RNe67oIN9d1Vd23v\n6v7sumvDta0NBRVEBUSkl0BCCSmk995nMslkyvn94Zp3XcUEUs5k5vlcl9fuuDNn7jvPbJ6c85xz\nhnCvGLkjDSu1Uk1sQCw9Lq2kBvQg1afTqCtDp8uSO5ogCDam30n/mmuuITExkcrKShYtWkRjYyMa\nzcifDe1o7P1a0+HsZzTWYnLR46uwYvJ2I9QzdNje60xGevwmBE7ARVeFR3MMyqYISt3y6dY3YTZ3\nDMv72fPn0567gejn6Pqd9O+++26ys7P7bsjj5ubWdwmfINginaEcq5MRPycDHm5afLQ+ckcadmP9\nxxJQ10CbxQcPvZqK4HI66i9Fp8uWO5ogCDZkQPfelySJL7/8kvfee4+NGzeyffv24c7l8Ox9XWo4\n+1W25UGXL15uTbi7/HC260gb6fFL8E3Au72FsgQnQtTt9LjoqStOQa8fnkP89vz5tOduIPo5OnV/\nT1i3bh3//Oc/KS0tJSMjg++++45ly5Zx/fXXj0Q+QThrJS2F0BmMl0cLSrVF7jgjYqz/WCoi9HQq\nXYjxL+R0czhFvSZ0uqNyRxMEwYb0u6f/9ttvs2fPHgICAvj88885evQoTU1NI5HNodn7utRw9ssu\nqgZdJO4ueqwensP2Pr9mpMdvrN9Ycn2rqXb1IyWsFmvdROqbK4Zt0rfnz6c9dwPRz9H1O+mbTCac\nnZ2JioqipqaG2NhYqqqqRiKbIJyTY6fbQB+Ca3c36ohgueOMCC+tFx5aTwzaShIlFTTMoJocjMZG\nTKY2ueMJgmAj+p30U1NTaWtrY9WqVcyaNYtx48axYsWKkcjm0Ox9XWo4+5XXG1AZ3JCquhg/0W/Y\n3ufXyDF+4wLG4d1WibHeG6eWcPJDCrG0LRmWdX17/nzaczcQ/Rxdv2v6r7zyCgBXXnklS5cupbW1\nlYiIiGEPJgjnqt1sQGN0prq9i0vCJsodZ8RMDJpI1TeZNHgl4lehpNG/nsaS2ehSjuLjM1/ueIIg\n2IB+J32ArKysvjvyLV68WEz6I8De16WGq58kSRicDLhZlFR5WInyHT8s79MfOcZvYuBEyrR7ydE4\nE+VZSWOXB/ntTkwYhnV9e/582nM3EP0cXb+H91988UVWr16NRqPB2dmZNWvW8OKLL45ENkE4a2Zz\nC70uXfgoJHRjPAjzdJw/UJODkikYq6dSGcCk8DKstQlU1JTR2XlE7miCINiIfif9devWsXXrVtau\nXcvatWv5+uuvWbdu3Uhkc2j2vi41XP2MxhrMrjr8VWZcvF0IdpfnRD45xm98wHiqrdXoA4ykuHSi\nqM+gojcLs7mD3t7GIX0ve/582nM3EP0cXb+TflxcHEVFRX2PS0pKiIuLG9ZQgnCu2vQlSGoTfho9\nri5qnFROckcaMR4aD0I8QjBry/FqUKKoP4/8oAI0HQvR6cTeviAIv7Kmv2zZMgAMBgNpaWmMH//D\n2mhubq5YMxkB9v4zHq5+lW35oAvE070RVD3D8h4DIdf4TQqeRFd+A3VWLwKMTjQGNdCSP4/ACUfw\n87twyN7Hnj+f9twNRD9Hd8ZJ/9577+377w8//PBP/jc5bmsqCANx/HQh6EJw07TT6yB34/tPU8dM\nZV/XFo6PMZForKDR7ERhvjuhYl1fEAR+5fD+7NmzmTNnzi/+M3v2bOCHM6WF4WHv61LD1W9fXhN0\nRqKx9tLj4z0s7zEQco1fakgqJfEmSlQqJoUVINXFkV+Zi053ZEj//2rPn0977gain6M746Q/a9Ys\nHnroIfLy8rBY/m+PyWw2k5uby4MPPsjMmTNHJKQgDNTp8i6UXd641psJHBskd5wRNzVkKnXq0+h9\ntUzQtqBqmE6BlAlmZ4zGSrnjCYIgM4V0hj//LRYLmzdvZt26dZw8eRKVSoUkSVgsFpKTk7n11ltZ\nvnw5SuWAvqhvyCkUCnGkQfiZ0JXTaK3KYFXtPia9dwm/m/5w/y+yM9EvRKNpncgjuz24tuVC/KY+\nwDeLFhOxYBEBAZfLHU8QhEEY7Nx3xjV9lUrFihUr+m6529nZiUKhwMPD45zfTBCGkyRJ6NUG3MxO\nFKm7uUSmG/PILS0sjdaCQup7JhLYq6UxsIWO/Fl0ph8Rk74gOLgB76Z7enqKCX8E2fu61HD0M5tb\n6XHR4y0p6BjjSaRP0pC/x0DJOX6pIamYOxTk+LYz0aMBq8pK4SntkF62Z8+fT3vuBqKfo5Pn2Lwg\nDAOjsQqTWyf+SgkCXQjzDJM7kixSQ1IpilRRrZZIDixA2RhDdtUhdLosJMkqdzxBEGQkJn0bZe/X\nmg5Hv86uUiSXLoK0RlxdFXho5DsyJef4TRkzhWbXPPReriSpmlA2pHHK7ShqQwTd3YVD8h72/Pm0\n524g+jm6AU36vb297NmzB/jhZj2dnZ3DGkoQzkVlWy7o/fDyaMHD2XH3aD00HsT4RdLjVYG7TkKq\nm0lBWDGULhX34RcEB9fvpP/ZZ58xffp0brzxRgCqq6v7Tu4Tho+9r0sNR7/80nzoDMfTuRlPyTDk\n2z8bco9fWmgaobVNVHZpCTFp6fDX0ZqXOmTr+nL3G0723A1EP0fX76T/yiuvsHfvXjw9PQFISEig\nsXFov7xDEIbC3txG6IjCXTJgcnHsu0ZOC5lGu2IMuX6NTHVtxOpupPyYJO7BLwgOrt9JX6FQ4Orq\n2ve4qakJPz+/YQ0l2P+61HD0O1lmRKn3wqVFiSJE3s+o3OOXGpJKUYQTzepeJnsXoGyO5mTjbnS6\nk1itvYPevtz9hpM9dwPRz9H1O+lfeeWVrF27FoPBwLvvvstVV13FypUrRyKbIJyVOl03zj2u6BvM\nTEoZJ3ccWU0KnkSbRw56TzfGm9tQ1KeTFZCNc+tUurpy5Y4nCIJM+p30b775ZpYtW8bChQvJzMzk\nscce46abbhqJbA7N3telhrqfJFnRq7pxM6spsvaSFJw8pNs/W3KPn1atZXx4JAa3JswNHqgaJ1Ec\nVoWx4gK6uk4Mevty9xtO9twNRD9Hd8Y78v3IYDAwa9asvkMmFosFg8Hwk0P+giA3k6mJHlcdgZKS\n2gA1ETLemMdWpIakUlVzgAKriihJSbF/F+1F49Hr98sdTRAEmfS7pz9v3jy6u7v7HhsMBubPnz+s\noQT7X5ca6n59N+ZRWzGFusl+Yx5bGL/UkFQ6ncZQHF5DuqYVq4+eqpNW9Prjg962LfQbLvbcDUQ/\nR9fvpN/T04O7u3vfYw8PD3Q63bCGEoSz9eONeYJdjLh6qAl0C5Q7kuxSQ1MpiFDQrjYxxbUMRVs4\nJ+r3odefEF9WJQgOqt9JPz09nS1btvQ9/vLLL0lPTx/WUIL9r0sNdb/KtjzQ++Pt3Y6HsxWVUjWk\n2z9btjB+4wLG0eV9ikYPV5J0eqhLJ9frGAq9L0Zj1aC2bQv9hos9dwPRz9H1u6Z/1113cccdd3D/\n/fcjSRKBgYG89tprI5FNEAassLoAOsPxcm3BqOySO45NUCvVTImJoreskYbSFLTOvhSEZ6KuWYBe\nn41WGyF3REEQRphCGuBxvvr6ehQKBUFBQcOdaUAG+53Cgn25/fnZvH4ggL9oGyn26eT9lwa/bm0P\n7tp6F4ef3sfsmiQ2BSVQOPZlvvF/hrib84mJeVLueIIgnKXBzn397unDD7fe3b9/P0ajse/fXX/9\n9ef8poIw1LKLzSj1Xmi6OjBE+cgdx2akhqTySWg9pdYK0hWhFAR0cDrLmcDOw3JHEwRBBv2u6T/4\n4IMsWbKEnTt3cuTIkb5/hOFl7+tSQ92vutOIpseVnmoj8ZMmDOm2z4WtjF9qaCrdfg20ODmToq1B\n0eVPVtlBdLqjSJLlnLdrK/2Ggz13A9HP0fW7p//5559z7NgxNBrNSOQRhLMmSRa6VN24mVWU9Upc\nnDhd7kg2I843Dot3Pi2eU4lpb4f6aRRpj+GkCKOrKxd3d3lvYiQIwsjqd08/OTmZ8vLyEYgi/Cd7\nv9Z0KPv19jbQ46rHGyUlIRDtmzhk2z5XtjJ+SoWStOgJqKyNGJrdUTdNoCCsGlXjEjo7D57zdm2l\n33Cw524g+jm6fvf0m5qamDhxImlpafj4/LBWqlAo2Lx587CHE4SB+PHGPAHOFjrDXIn0jpQ7kk1J\nDU1lk24/hQor4WZXygO7qM+fiVviBkJCbpM7niAII6jfSf/hhx8eiRzCf9m1a5dd/8U6lP10hlIk\nFz3Bbr3gpcXPRf5vgbSl8UsNSeXtmCqypSamWAyUBuko2G/Bb+4uJElCoTj7ryG2pX5DzZ67gejn\n6Pqd9MUPT7B1Fa0/3JjHx7OdHrXpnCYxe5Yakkq3+99od3FniaWOjRYX8vMPMFOhpKenBBeXOLkj\nCoIwQvpd0z9x4gTXXHMN/v7+qNVqlEolnp6eI5HNodn7H1tD2a+o8jR0RODl0oa3pX3ItjsYtjR+\nYZ5haAKq6HJREmdpRlmfwmn3I3g6zae9fdc5bdOW+g01e+4Gop+j63fSf/zxx7nzzjsJDw+noaGB\nv/71r6xdu3YksgnCgBw+2QSd4fgazKhM4m58/02hUJAWMQUs3Tg1aKBqFnlRZXQXL6S9fbfc8QRB\nGEH9TvqlpaWkp6ejUqlwc3PjgQce4JNPPhmJbA7N3q81Hcp+R0p/uDGPqsETg0/wkG13MGxt/FJD\nUmnu8eK0yYUIQwAdIXrKs6Nob991Tnf3srV+Q8meu4Ho5+j6nfTd3d0xGo1ccMEF/P73v+fxxx8n\nJCRkJLIJwoDU6o1oerSYq3qZkCK+DOqXpIam0hXiQ3ZIK2kqA5K/gbx9RUiSlZ6eMrnjCYIwQvq9\n9355eXnf/fbXr19PTU0Nq1atIixM3u8rF/feFwAkyYz3jZNxLrmAFY0FXLp5DYvHXih3LJvT1NVE\n1MOLSC304yJjFP8TvZ8Ve6fyyAYLvr7zGTPmt3JHFARhAIb93vtRUVEA1NbWsnDhQrGXL9gUo7GO\nHlc9gSgoSughLmCs3JFsUoBbAP5h7XSU+zHW0ISiah7HQ3ai1a2lXblbTPqC4CD6Pbx/+PBhkpOT\nWbRoEYsWLWLSpElkZmaORDaHZu/rUkPVz2iswuzWgb/aQkeUljBPeY9A/cgWxy8tfCpOvVYs1V6o\na6dTGVFH9YnkczqD3xb7DRV77gain6Prd9J/4IEHePPNN8nJySEnJ4c333yT+++/fySyCUK/dIYy\nrC56gl268XNxQavWyh3JZqWGpFJr9SfHtYsJKiW9Y/Sc3NuJJPXS01MudzxBEEZAv5O+TqcjKSmp\n73FSUhI6nW5YQwn2f63pUPWraPr3jXk82vG22M7lerY4fqkhqZhCtOwLaGWabyFKXQCZeV/i7T37\nrPf2bbHfULHnbiD6Obozrulv3LgR+OEHeOGFF7JixQokSWLTpk3Mnj17xAIKwq85fboUOiLwU3dh\nsbbKHcemTQ2ZSqf73egsvkxyLcapNo187X48XW6ivX0XwcE3yB1REIRhdsY9/S+//JItW7bQ2tpK\nTEwMJ0+eJCcnh+joaNra2kYyo0Oy93Wpoeq379835nHtcsbQ/3mpI8YWx89T40lETC96VydCOnSY\nyy7idEQRupJpdHQcOKtt2WK/oWLP3UD0c3Rn/C35zjvvYDabeemll7jnnntGMpMgDNjxql6Uei96\n2yWkVFe549i8tPCp5OlbqWh0IlCKoi6si6x9EHlBPSZTC05O8n9ZkSAIw+dX1/TVajUffvghvb29\nI5VH+Dd7X5caqn4Nxh40Ri3dbR2kJWcMyTaHgq2OX2pIKtWeARwNLGeyRw0KnNmzdxseHql0dg78\nqhxb7TcU7LkbiH6Ort8T+RYtWsQNN9zAli1byM7OJisri+zs7JHIJgi/ymrtRe9swM2ipjyghhnj\nU+SOZPOmhUxDFdFLYU8PKd6ncG6YQK7+Ozw90+nsPCR3PEEQhlm/k/7+/fupq6vj2Wef5d5772Xt\n2rXce++9I5HNodn7utRQ9OvtraPHvQMflFSnqEkIih98sCFiq+M3OXgyrV67MWqCSbBWoa6eR0lw\nHk7G89DpDg94O7babyjYczcQ/Rxdv2c+iR+gYKt6eioxebUQpFKg0HgT4BogdySb5+rkythwf8xa\nNcq6bnoNC2la/Az5R6NwjT6MJFlRKPrdFxAEYZQa0HX6r776KkuWLGHJkiW89tpr6PX6kcjm0Ox9\nXWoo+tW1FiBJSgLcDHhafrgnta2w5fFLDUlFaXUiW1nHWJUVq5+FXd+cQq32pru7aEDbsOV+g2XP\n3UD0c3T9TvrPPPMMOTk5PPbYYzz66KPk5OTw9NNPj0Q2QfhVpwvzoS2CIBcd7iZxGelATQuZRmds\nEAdN5Uz2OYVTexBZRVvEur4gOIB+J/1Nmzbx0ksvkZqaSlpaGi+++CKbNm0aiWwOzd6XVYai34mC\nUmgbS6ClB0lhHHyoIWTL45cakooitIIeZQgTtYVomidT7pSNh/v0AU/6ttxvsOy5G4h+jq7fSX/K\nlCls3LgRSZKwWq18/vnnTJkyZSSyCcKv2lfcCm0hKJtcadeI9fyBmhg0kVr1fsx+QQTqGzGVL6Yq\npJKOmml0dg78ZD5BEEYfhdTPF/MWFRXxwAMPcOTIEQDS0tJ46qmniI+X90zpwX6nsDD6Ra6aSn3x\nfG5tr6LjljDeu+v/yR1p1EhblwYfj2FWTTf/4k6a5l/GG2G7SMyYz4wZ9ahU7nJHFAThFwx27uv3\n7P34+Hg+++wzent7USgUODk5nfObCcJQatd04t6rpk5TyZJJK+SOM6qkhaaR5W1m7+nPmOrTxFZv\nC0d37GfaohQ6Og7i67tA7oiCIAyDfg/vv/DCC3R2duLs7MxDDz3EwoULOXRInOwz3Ox9XWqw/SyW\nbrrd2/BFoiLFxPSk5KEJNkRsffxmhM/AMl6N0dubNM8c1B2hFNbsxsvrfDo69vT7elvvNxj23A1E\nP0fX76T/1ltv4enpyYEDBzh+/DiPPvooDz/88EhkE4Qz0hlKMbl1EOjcg7N3ADF+EXJHGlUywjMo\nd92EZcwYosw1KBunUOmWh1ZzPh0de+WOJwjCMOl30v/xcP57773HrbfeynnnnUdzc/OwB3N09n6t\n6WD7na4+ikIXQJB3E55mDS5OLkMTbIjY+vhFeEWg0YDa2Y0qvR6pNo2qMY2U5cej0x3Fav31qyFs\nvd9g2HM3EP0cXb+T/oIFCzj//PPZt28fy5cvp7OzE6VS3LFLkFfB6VNIrTEEadvQ9IqbRZ0thUJB\nRngGwfpgDnaXEG3WYA5Wc/CbEtzcJpz1V+0KgjA69Dt7P/XUU7zzzjtkZ2ejVqsxmUy8/fbbA9r4\nnj17SEpKIj4+npdffvkXn/PHP/6RmJgYpk6dSkFBAQBVVVXMnTuX8ePHM2fOHD788MOzqGQf7H1d\narD9ckvLoC2JMHpxsuiGJtQQGg3jlxGeQWdKBPWaDqZI3RDUxcldB/DxWUhb2/Zffe1o6Heu7Lkb\niH6ObkC77G1tbTz99NP89a9/paKiguTkgZ00deedd/L666+zY8cO/vGPf/xsWSAzM5O9e/dy9OhR\n1q5dy9q1a4EflhSef/55cnNz2bBhAw899BA6ne39Yhfkc7CiCUWbH8oOd1q0nnLHGZUyIjJoCdmG\nKjqMqZpKVLpgytoO4Ou7kNbWbXLHEwRhGPQ76b/44ousXr0ajUaDs7Mza9as4cUXX+x3wx0dHQCc\nf/75REZGsnDhQg4f/umNPw4fPszll1+Or68vV199Nfn5+QAEBwczefJkAPz9/Rk/fjxHjx4963Kj\nmb2vSw22X3F3G5ouZ2qareATOzShhtBoGL/koGTqLLkYXLzw7W5Dqsmg1D+XNsMEenpK6e1tPONr\nR0O/c2XP3UD0c3T9Xqe/bt06Dhw4gKfnD3tTt956KzNmzODOO+/81dcdOXKExMTEvsfjxo3j0KFD\nXHjhhX3/LjMzk5UrV/Y9DggIoKSkhNjY//slXlxcTG5uLmlpaT97jxtuuIGoqCgAvL29mTx5ct+A\n/3iIRzy2z8etzXW4dpRREFhHesLFsucZrY/TQtPgywi21xXg1DOO+lg9R/Y00dU9mcbG57j00qds\nKq94LB472uNdu3bxzjvvAPTNd4Mi9WP58uXS0aNH+x5nZ2dLy5cv7+9l0rfffitdddVVfY9fffVV\n6aGHHvrJc6699lpp69atfY/T09OlkpKSvsednZ3SlClTpC+++OJn2x9A9FHt+++/lzvCsBpMP4vF\nIikedJYmpNwtJd+WIn2bd3jogg2R0TJ+f/7+z9Ks3zwtzYkdK02d/oyk/IO3tPbaj6X6+velkycv\nPuPrRku/c2HP3SRJ9BvtBjv3nfHw/rJly1i2bBk6nY60tDSSk5NJTk5m2rRpA1pfT01N7TsxDyA3\nN5fp06f/5Dnp6enk5eX1PW5qaiImJgYAk8nEZZddxsqVK1m+fPlZ/ikj2LOK1hzodSPUowmNxo8J\n4eIa/XM1M3wmugnZdHl3kabQI3l1U5y1D1/fpbS3f4/F0iV3REEQhtAZ773/4+GFX7rPr0KhYPbs\n2f1uPCUlhRdffJGIiAgWL17Mvn378Pf37/vfMzMzueeee9i0aRPbtm3jww8/ZMuWLUiSxKpVq/D3\n9+e555775eDi3vsO66tDb7Dszdf4bYM3JUHufLfuC5QKcRnpueg0djLmmRCS90Vxbc907knIInmX\nln15+zh9ahGhoX/A3/8SuWMKgvBvw3bv/R/XFv7b3r17+eijjwY06b/wwgvcdtttmEwm1qxZg7+/\nP6+//joAt912G2lpacycOZNp06bh6+vL+++/D8D+/ft5//33SU5OJiUlBYAnn3ySxYsXn20/wQ6d\nys1Fak0kSplPlU4pJvxB8NR4Eu8Xh7VNi2QxY6mcTUnIBxzKbSHGZxFtbTvEpC8IdmRAvy2zs7O5\n7777iIyM5OGHHyYpKWlAG589ezb5+fkUFxezZs0a4IfJ/rbbbut7zlNPPUVZWRlZWVl92505cyZW\nq5Xjx49z7Ngxjh075nAT/o9HWuzVYPodKamBtjF4GTxx6u0YulBDaDSN34zwGfgbxnKqtYUQfSAd\nIXD4y1J8fC6grW3HL75mNPU7W/bcDUQ/R3fGSf/06dM88sgjJCUlcddddxEREYEkSezatYvVq1eP\nZEZB+ImTLXWoOrTo2n1o07jKHWfUywjPoCEtgLzePNIlA4R1U7jlMO7ukzGZmjEaq+WOKAjCEDnj\npJ+UlER2djbbtm1jz549rF69GpVKNZLZHNqZllfsxWD6NagacTVKlDXpkCJjhi7UEBpN45cRkUFV\n5JdIoUrmqutRWNyor95Hl1XC23subW3f/ew1o6nf2bLnbiD6ObozTvqfffYZLi4unH/++dx+++18\n99134sQ5wSZ0eTbgK3VTEtdJ2sQUueOMepFekahcdZiUnvh0qqBkEScjstl7shEfn/m/OOkLgjA6\nnXHSv+SSS1i/fj2nTp1i1qxZPP/88zQ1NfG73/2O7dt//b7cwuDZ+7rUufZr62jDqjIzxqWF2kR3\nLpiS2P+LZDCaxk+hUJARkUFIwxiO1ygY0xZNbVQXJzbX9q3r//cf/KOp39my524g+jm6fk/kc3d3\n59prr2XLli1UVVWRkpLCU089NRLZBOFnTp04Du3hhHnW4Gn1JD5QXKM/FDLCM9CEx1CkOsZszFgj\nOqj/6hhabSxKpTMGQ0H/GxEEwead8Tp9Wyeu03dMr7z6N36/ex93tlZQNCaGjf/8GK1aK3esUS+z\nJpNrnv0rY3aeZuWYVH4XncmKbSm8eupdWivvwM0tmbCwNXLHFASHN9i5T1zgLIwqR8uKoS0Cb5MH\n2l69mPCHyOTgydT6fofk50pQkwbKFnI46gT7dtbi7T2Hjo49ckcUBGEIiEnfRtn7utS59stpqYFW\nN0xtUeg1vUMbagiNtvFzVjkzacwEYk8FcrTQi5CeQOrC2yj7qhFPzww6Ovb/ZO9itPU7G/bcDUQ/\nRycmfWFUqVTW4KRXcrpZRUOQRu44diU9NB3FmMnUeRxlrmsnlpA2TDtK0WqjACU9PWVyRxQEYZDE\npG+j7P1a03PpJ0kSHZ51eFuNVARXMy52wtAHGyKjcfzSQ9MpmKWgekwL57tUomiLJt/8HRV1XXh5\nZdDRsa/vuaOx30DZczcQ/RydmPSFUUNXpcPo2k6Qs47G8ToWTJ4mdyS7kh6WTkXIJ1hUVvwr/VCU\nX8COhEwyv6zBy2vmTyZ9QRBGJzHp2yh7X5c6l375x3JQ6IIY49WAh4sHE8PGDn2wITIaxy/a9Y2D\nXgAAIABJREFUOxonbS+x+VEcLXQj1OhPXXAzjdta8fVdRGvr10iSFRid/QbKnruB6OfoxKQvjBrZ\neQeQmsYRrOkkwKwm1idW7kh2RaFQsDR+KdbwyVR772eeaxfWkFakfUVotfGoVB7odFlyxxQEYRDE\npG+j7H1d6lz6HazMgfpk/Iy+BBt78HHxGfpgQ2S0jt/S+KVkz26hIaCe853qULRH8b3XVvJy2vD3\nv4Tm5i+A0dtvIOy5G4h+jk5M+sKocbS7BBr90ddGYPEyyB3HLl0QfQEFIetRtypxLvRHUTGXPbHH\nObml7ieTviAIo5OY9G2Uva9LnW0/SZKo8i7DVaegqruZ6gDbvinPaB0/N2c3MqLSCGscx5HaHiJ7\n/WgNbKdtezMeHqmYzW0YDIWjtt9A2HM3EP0cnZj0hVGhpbSFLvcW/BWdtMaVEOY/Tu5Idmtp3FK6\nEhM47bmXBRo9Umg7pqP5WMzg77+c5uZNckcUBOEciUnfRtn7utTZ9svKykLVEs0Yv1JaxhlZlJI6\nPMGGyGgev6XxS9k66zBmnzbOVzSg6Ihkc8Q2snc39B3iH839+mPP3UD0c3Ri0hdGheyiTKz1kxjj\nXo+PkyfT46bLHcluxfvF4xlVh3OjJy0no1BXz+BIRCF5W+rx9p6LwZBHb2+93DEFQTgHYtK3Ufa+\nLnW2/Q7XH8daP5UAkxMh3RJxvgnDE2yIjPbxWxA7n4CeKRzsLGec1QN9sI7uHQ0olc74+i5m8+Zn\n5I44bEb72PVH9HNsYtIXRoWT5mJo8MCpOolgqQuNWtx3fzjNi5pH87Rwyr32s1BlhLBmmsqOYWjv\nxd//EnF3PkEYpcSkb6PsfV3qbPpZzVaqfUpwbjPT295Kjc+5f5f0SBnt4zcnag77Jn+Js5eRSaZu\nFHVT2Ji0laPf1OHru4SEhDzM5na5Yw6L0T52/RH9HJuY9AWbV3SqCExafLU1GCJzaND6yx3J7gW4\nBRAZrcatfgynsqLRVmdQEF5O0deNqNWe+PgsoLHxU7ljCoJwlsSkb6PsfV3qbPodOXEERVMCIQHF\nlE0wkxBsu9+u9yN7GL950fPwVs7imDmbZDzpDe/A+l0VACUlU2ho+JfMCYeHPYzdrxH9HJuY9AWb\nd6z8GOa6KUR51aEPdOeiabPkjuQQ5kXPo3KuJ4aww8zQdqHQQrZ1D63lBjw80jAY8unuLpM7piAI\nZ0EhSZLtL5D+AoVCwSiNLpylOasXsnvP5axxWU9FUhd/f3EDYZ5hcseye+097YQ9MZm53/ayLGgZ\nv9O0EtpSyD9XbGTB6jiKiv6Ak1MQUVEPyx1VEBzGYOc+sacv2Lw8RSGKJi3e1eOYYO4gxCNE7kgO\nwVvrzbjIQPyaUsk+Eo5XUwo1Yxqo/qYRgKCglTQ0/Ev88S0Io4iY9G2Uva9LDbSfvklPi2cdXiYD\nytZqygKtKBW2/7G1l/GbHzOfFv/FnOg9zCxPC9aIdrr3nWbntzvx8EgDQKc7LHPKoWUvY3cmop9j\ns/3fnoJDO3bwGKrOYMIC89CF55Gj8pU7kkNZlrCMorSjaGIOMMc/D2VzIuvHfk71vlYUCgXBwddT\nX2+fJ/QJgj0Sk76NsvdrTQfaLzsvG0vDBBLCTnFsggVfd9s/cx/sZ/zSw9JpC91Bgo8/QXpQnL6U\nI/En8T4QAUBQ0HU0Na3Hau2VOenQsZexOxPRz7GJSV+waUerc7DWTSPeuYWWEA2LkufIHcmhKBVK\nLp6wEKl9IXv3JZCIH91jmlAc7KS3qRetNgpX1/G0tn4td1RBEAZATPo2yt7XpQbaL7M7D5q0aGsm\nMk7fy7LpU4c32BCxp/FbPnY5hQm+1HseZEFUIZg9eTLyZco//+GEvuDglXZ1iN+exu6XiH6OTUz6\ngs2yGCxUehfjbezEUBlKitLA2IBYuWM5nAuiL6Aw/DMip+WT5lKKqvBSjgdlUby+DoCAgMtpa9uB\nydQqc1JBEPojJn0bZe/rUgPpV51VjVHbRZR3JcreHE4FO+Okchr+cEPAnsbPxcmF8ybH42+eRE1m\nKgFNk+hO6kJ5SI+53Yxa7Y2v72Kamj6RO+qQsKex+yWin2MTk75gs45mZSE1JpEQUUD92FMctwbJ\nHclhLR+7nLz2DLKaulg2oQjczawfu4fqTfZ5iF8Q7JWY9G2Uva9LDaTfnoJT0DiWCIWR4nESYX5T\nhj/YELG38bsw4UK+jzhI2LztzIs6AgdS+Sp6Myc+qgHAx2cR3d3FdHcXy5x08Oxt7P6b6OfYxKQv\n2Kz9bXnQqMWzLAmLu4KL0mbKHclh+bv6Ezutixg/J3pPTMCrNY4mn3qc9nVh0plRKp0IDLxK7O0L\ngo0Tk76Nsvd1qf76mVpNFHnn4tLeTVd1MvMMVmYlJo9MuCFgj+O3YsJSynOXsOdgHJdmaCCwlV1x\np9m9sRKA4ODr/31bXqvMSQfHHsfuP4l+jk1M+oJNatzbiM6/hDBlAxZrE96hEvG+8XLHcmjLxi5j\nh0cPJO9ifsIhFOVz+SD2A6o3/LCu7+4+BZXKlY6OfTInFQThTMSkb6PsfV2qv3779h1Gao0j0T8f\nq/cBvtGARq0ZmXBDwB7HL943npbkvUwcW0bJN0H4lM2i1r+MgN09GA3mf9+W9wbq69+RO+qg2OPY\n/SfRz7GJSV+wSV8VZaOqTyQCBVXJTbSqw+WO5PAUCgWLpk5El3MRJ4+M46LEJvBpZX9cAXu/qAYg\nMPBamps/x2LpkjmtIAi/REz6Nsre16V+rZ/FYCFTfQpFnSvBjbF0BMP5iaPrJD57Hb+FMQvJDnNh\nzNRmLkg6hCJ/Bf+a8AEVn9YDoNGMwdPzPJqbP5c56bmz17H7kejn2MSkL9gcXaaOitATUNWJsvk8\nZvaomT/ufLljCcC86HkcT3iT8HHZBBTE4lVyATV+uQTs7MZoNAMQHLyK+vp3ZU4qCMIvEZO+jbL3\ndalf61e+p5wet2YiXUvowUq4p5ppIdNGLtwQsNfx83HxISg0mOKjsWR+PYvFEyqQFLA7/ih7v/rh\nmn1//+XodNn09FTJnPbc2OvY/Uj0c2xi0hdszo7jh6EuheSQMiSnXXzq00qIR4jcsYR/Wxi7iIZg\nDzpTDzIvZSeqE6t4P+V9ij764V78SqWWwMAraGgQ1+wLgq0Rk76Nsvd1qTP1k8wS33bmoG4KJ05y\npWJaNVUuYSMbbgjY8/gtjFmIbtFJvIOLCK72xz33NzQG5OO+p6HvEH9Q0Crq698Zldfs2/PYgejn\n6MSkL9gU/Qk9uaF5UKkgsDWZ9mArsxPmyR1L+A/pYemc0FfiWTqHw9szWDjzeyhIZn36BvZs/uEQ\nv6fndNRqT1paNsucVhCE/yQmfRtl7+tSZ+rXtqeNujHHcGtvQqqazuLuAJZOXDCy4YaAPY+fWqkm\nw5pBbbqG5uQTLJm1CfXJ+9gZv43CD2qBHy7vi4h4kIqK/0WSJJkTnx17HjsQ/RydmPQFm5KZmYW1\n24fJIXkoetvxk9yYFjJV7ljCf1kQvYBtIR8Sq2rDp9of3/Y4utV6lMeKMHb/cIjf3385FotO3KFP\nEGyIQhptf4b/m0KhGHV7EMKvkySJq+b+iQ2+hdzXvR2305M5dGE1X71cJnc04b9IkkTMSzHc+fFq\nag2dtEzp4q2GY1zg4sMDlz3NgmuiAKiufonOzgOMG/exvIEFwU4Mdu4Te/qCzTDkGTgQehxFhZqw\njvEcT6+kKNBL7ljCL1AoFFyXfB3Fl7ZhSM7mgmnfosq9l30x31H8YU3f84KDV9Haug2jseZXtiYI\nwkgZ1ZP+G0+8wbvvvovFapE7ypCz93WpX+rXsqOFmrBM3BrL6CqfT5TWxKzoxSMfbgg4wvhdO/Fa\nNireZGyLC+rTkQT2+GGUzJhz8+nS9wKgVnsxZsxNVFY+KXPigXOEsbNn9t5vsEb1pL+hdwNPHXuK\n8+8/n4aiBrnjCIP0+Z69SPpgpkcfo63di3RFEL9JWyR3LOEMEv0TCfMKo920gMMHx7F4yUY4MZNP\nUjex/dPKvueFhz9AQ8NH9PRUyJhWEAQY5Wv6S5a8ytQpSZwwPk9R12ke832MFQ+sQO2hljuecJas\nJivTl9/CcYWBP1o3ojt5IT4Xl3LvSwdxdXKVO55wBi8eepEDx4oJ2ZPP1FQ9NzzzN5TXX8Qzx75m\nzbZZfc8rK3sYo7GWxMR/yphWEEY/h17TL90Rwd+fdmPLs69RWxzB73tXk/hAIn9/4u92ecjfnnXs\n6yAnYSeKXAOBHckUTN3Oa+4GMeHbuKsmXMX2zveJq43EkhtHoNkdU7cTXZVZ5Fd29D0vPPxeWlo2\nYzAUyphWEIRRPembn3mfJ65bxo6YW4nOepKmZ4op2303q6uew2l1CCGT53GV69Vsvnwz9e/UYzWO\nnruD2fu61H/3+37THnoUEh76w3SWXoC3r4ZAz1R5wg0BRxm/IPcgpodNpyzofA5kJ7Bo6acosufw\n4fTP+fbl4r7nq9XehIb+gaqqZ2VKPHCOMnb2yt77DdaonvT/HHuAPVcv47LXr8P3/s/ZMGc6m19Y\nzKuTC1lg/Dst03vYcEs2Vx37lMf/9xV2j99N7eZauWML/0WSJF4u/xxV0RIykhpo73Fhrj6elamX\nyh1NGIDrJl5Hzvwt+EbvZ17KTpSn/kxe2GG81jei6zX3PS8k5Haamj7BZGqRMa0gOLZRvab/2sue\ndJkSiI8vJLsjnFPes+jI94fWOq7P3Y23i4KPg5PZoN1Nb2Mi0slkFMdqWBJr5e09bxIYHCh3DQFo\nz2on+ONENF+v4BGftyipSiZ8og+//fgjAtz95I4n9KOrt4vQ50L5309uwW1WCQ+8/zCNKy7juppl\nXHzNaq5YGdf33IKCG3BxiSMy8iEZEwvC6DXYNf1RPelv9tuAwq+OgrmZHGlNZtbiT3HX1vNm7W/I\nSspAazTS7e7JrGOZ+Fd9xiGPVhq6fNGsfw51yzo+/+MfmHbTVJz8nVC5q+Su5LDefewDbqx9Fud3\nWnnLJ4o3Ju2nLGwcFW+ekDuaMEArP1+J385pdJ1opjfaxL/2GXG7/COe2/8pt+z7vxP6DIZCjh2b\nQVraaZycxB90gnC2HPpEvpWrbufxuP1UfD+OqzOz0P3jYprKJvKnca+xyflKHmu9lwv+fg0+ilL2\nZNxFrM8dXNuqo/eWi+ieF8vcVyv5f2kb2B+4n6zULPQn9XJX6mPv61L/2e+1ks04ly4iJrwSQ8d4\nvJx8UfhFyxduCDjS+MEPh/gPjf+YCP8TLJz6HcqKB+lSdtPQnk3e0ea+57m6JhAQcIVNX7fvaGNn\nb+y932CN6mvbpjR14haxlcPjCvlXwXn4hzzNn9dFEViZyE73BZxe6sxly99Hq32Xi63vss1vAsbf\nTCDdMpNK50+pmfQqf3HRoTG5M8UphQcuWkP8jHhcxrrgnuyO7xJfVK7iCMBw6m7vJitoB94nr2aB\nh4YeTT5TdLEkTL5Q7mjCWbgg5gJW6VehKl2K0beQSeN3k703nTfmvk/In9IYt92/77mRkX/myJEJ\nhIauRquNlDG1IDieUX14/960R9E51aI1aciZ+ykJulCyOyJo6q1juvEk4c2hfHbsU6yuFn57391M\nTDxAUYNEtyck+mloNobw+P4naN2oxhh2AGb8HS9JS5DCC//GZH67+2rmX59ByO9CcPJ1kruyXfrw\nrU9ZefAZ3D+tZbtLC6snO6MNCOKtZ3cQFxAudzzhLNy97W6as8Lw2d5O0hXb+cPad7Del8Jr771L\nxvoLmJD+fxN/WdmfMRorSUx8R77AgjAKOfSavvPDGm7dMgWN8wRiK6bg3eXNwQnf4BVbzAl9CgdM\nStqc21CVnY8l70qwOLFY8wl/4VH2zJA4eWk110RZMTf6Ut0WxiOvLaepbRpWZ39UCduQpv2D9PrL\nSTqawmTtPGZd6srEu4PE3v8QSrvpSk5VxhFw+inW183k0osO0ZTgi+lv9XJHE85SVm0WV3x6JVdv\nnczcCwtY+Zd3qZ97GxODgvhj42Nc/em0vueazZ1kZiaQnLwdd/dkGVMLwuji0JP+fc+fR7tLIaeL\nOxifFcDGWBXNeW2s7P09uVMrSHb2Iin0JJh96EKBvtyf/VsvJ7vhfPwCMnHt6cF03nomT/mUW7J7\niXKDt1y1nKhQUdMKBR2puKTGowjbh4QFvnuE9BYv0p39efDrCXgkDt+NY3bt2sWcOXOGbfty27Vr\nF9Pip+HzUiR+W5dxkdMmFp+ewOeTajh1cRIn7v9K7oiD4gjj99/9JEli3CvjmPrJcyRxlObJFbz0\nzhyku27ivdc/4opjF6IZo+l7fnX1S7S0fEVy8lYUCsUINzgzRxw7e2Lv/QY76Y/qNf224qVEjpnO\nFYvf4pVQA/d/rCPXOJH3i18lKOOPhOnD+X5/DcWTu1lcejsLLN9x/qvXUr8rmtq3L8EgKcjPbcX4\n3StcFaUiJP4fhFUHMsW9gCcuLeW46y7u/9thelLSmLxITet1d3Oqw4291hbeWHMLFikU1+AGnFuT\nmeR6EXfe7sG8eWBDv79s2hsvf4alZSy64o08oILfLs7FvyOKP8y+Wu5owjlQKBRcN/E6jkmHaPxY\nyaLUbfzjlacxNUTz8qL3iHlxPDOeGtv3/JCQ22ls/IiKiieIinpYxuSC4DhG9Z7+8g8vZef6RALz\nf8NTf72YdoMvwYG57Npm4o1/KEh2j6fqd9cR7axFVXaQWeUrSCz1ouKejxk3dhMlhxIY99UxThbB\n1z3xZJiW0KAO4i3p93glbOTO6CeYkVrGhioF3+7VUFHai9rLDadL5uKqMjKxzg2fxADqIqvIat6H\nU+0snJvSWTQ9gnsun8HU6Hi5f0w2y9pjJfbGi2npCCKp7R0+ORTH5Esr6EiS0P+lTdx+d5Qqaysj\n7c00LnjtzyxIKeGj1iR2niyAO15j/ZsbuLRkMSqX/1seMxrryM5OIy7uJQICVsiYXBBGB4c+vC9J\nEnlNebx8YB2ff59Lujqcsh2/56abXyM4+G2++NrC1xs0RAaMx+2iJJomXM49r24lrHYCSucA3H7z\nLta5u5CcjPRmS5QfsuLRCLMPufO48+1k9Ubh7QXTfL8hZPpxQqIaMRlMfJCvZl+mC5KrD2NavYly\njWP8ygnEnNfOwUYt+wrKqXHZw8SwWC6fvJjUkFS2lWzDZDXhrfUmyiuKqyZchZuzm9w/RtlkvXKc\n1Mq5BH4SySqvNuaUevNWYgd7lrrT8JdTcscTBmHW27NI63ycrtcrSLnjFdbcvR7T3fNZVDmbl+c8\nQtztPz1Bs7PzCDk5S5k6NQutNkKm1IIwOjj8pP8ji9XCt6Xfcuu6VwjtXsJsvyso1K8jPPJvdBzr\n4NtvnIgNdaE5LIXeGRdy+9bXCKh2I6xtKebOuZhVTqh7qzGNeZwxMcX4qaC7B3YfAVNGPMXacLqy\nyynUNPK2v57Tv1WTZ1BT3xLEqcNuHM1sQmNyIVwRQoeqBaV5BXkxU9AmbCM8I5fLUucR4BqAzqgj\nuz6b/ZX7uX7S9dyRegdxvnE/62fP61KSVSIt43JORGpw3/EReS2+3HSJK+6t0SQ8cAmPL71H7oiD\nZs/jB7/e7/Wjr/Nd2Xe4PRLOb644wi2vPU+t76OoVuzi081buPjkrJ+t4ZeW/hGTqZmxY9eNQPpf\n58hjZw/svZ9D35znP6mUKhbHLabgiY+ZcVEx77kns8v/aYq1F1Pvsw6vO6A9WE+EeTeNTzzAZk8D\n0sI8/H/zHPF+l1M591VufieYozGvUZm9gw9Ov867buPpmK7g0UNFuCV8z6Tnfan8yxO8VPMHal8K\n5MZHe5h7sJYVqS28+UEPQX+cS+PaNEqfuo3itSZuWVrGedunUPqnD/nH8rt46eoEdv6liUWti8i8\nORNnlTPnvXke571yHi8eepFuU7fcP8YRUb6pnGNR3xFSC4mx3pjxJMu5jQ0Zmdwz90a54wmDdOX4\nK/m29Ft8z1/DN5/exMobnkdVeDdmpQfbvL+m6UD7z14THn4fzc2fYzCcliGxIDgOu9nT/yUN+gY+\nyf2Ev+77K+mh6YznSjb8fTyq8ddiajFTc7gZlb6bJVEw1sOHHlM4syM6KXeKZXfAjUQUKHEuMnI4\n8J/sy/2W8yd48rs1nbgZvcjetYrd+qNcdspIRFclCQGN5D2q5Iv9ibQdjaZj5jiaZobhpbPg+gb4\nfm+lUZPKIUMqAV7P4h28kcTxiXz5zZe4TXHDEGvAP8afty5/i0lhk/DSeKFS2uelgddd83s+MrXh\nun0Tf+7NYExgEbvi3fgsw0zrowVyxxOGwM2bbybSI5acPzhz8/+8wKW3HMIw52bcJh7m7dNfc/nm\n6T97TXX1CzQ3b2bSpO9s6mx+QbAl4vD+AHT1dvH+yffZWrKV78u+J8ormpZGF2osfri7hNJzvA51\nXgnONbUYPbxQ+PhyTVcd4VOn8cmSS+hw8SDywGZObd2KrrKZiclOrJxgQhsD3xgD8dm/iJt3TyI+\n9M8cXWPELRqK/hFNd3cN59X2Eq734IsZczkYv4Seynj2bZlKrOk0CaFfsGLaXAJ6fDmtOM5Tzk9R\nFFaEk68TqYGpvNH+BlK2hNcsL0JuC0GpGf0HZnK/z2XK1lmE7bsHU/PfyC1Uct71LsQ3phO8ahqv\nXiXO4rYH2XXZXPLxJUzf+g6zXLeS5arkXx+Phwf/yK07r+DhVx4hJNnrJ6+RJDNZWemEhd1JcPD1\nMiUXBNsmJv2zZLKYOFJ7hBZDC5Kk4JvM03x09AviXbIJbwqkN7eayVUQ0+HEQ/GJJFeVErdgDlXx\n4zk0ZSpTvt5F/vYtVPaU46qQcOkA97EK/DwnckPVTM5raGbfJdnEXliB1C2hHmPmeCu8VQ2XHXRj\nrNN0/t/cGyn5bhZ8G0yAfwsh06sY69fJ8u1qLJ5d3Jd7O93TulHOVHJ/+P1M3zEdp1wnIv8UiddM\nL7Sx2lG7JzRr9QIOFaTheeJfZOjm86TlEFdcX01RkJnq/yknyMM+vvnQ3tcVB9Jv3rvzWBZ6Eztv\ndeWWZ27lsisKsVx7Gy5jtvFC0WZu+Wz2z16j02WRk3MhqamncHLy/4WtDj8xdqObvfdz6Ov0z4WT\nyokZ4TP6Hl+ceBEvX3MvmTktHNN/w7uHv+DZzq9Y2uhJsPoYlVlQsHcTrju/Qiu5kTNjNuZHHmZ8\nUzXzMzfwavRJWtsUjM1spbNmHQ9Ex5B2+FqUewIJao6iXmuh56otPDnvC/K8vXig6igPPtPKdbX3\nYVVYecl0I+/tvpHecCMtl2Sj7RlL2PwXOFH+Icrvv+fJ1P+lZ3IvT654kvxv8ol5KAa3MW7EvRCH\nV4bXrzS1PTu/2MURTQ6TjReTY6zl4Z483pzbziWFc3glNMduJnzhB3+a9SfWfLOGANffYj2VxMyp\n69n7STrGtYc40PYhc0onEx/z08+wh8dUAgOvoqTkPhIT35YpuSDYL4fb0x+IOl0dqzbewp6yAwTm\njsNU30rjuAJwl1AZwcvshNL3Yrpj5hDd0sQ1Hz7L+qQuisNg7HEXnMtVJLt4sCdMorHlQmZ79BBf\nM5WY2Vvwv3AvB2q9aXXq5ODGWaTtCuUq4y6OK6/ga7clnOpJJiEyl4oZbpgW1dNVeACvzPfpjK4n\nONqLLrOBSYqpTPlmBstNy/EK98JtohtOfk54pHngkeIxLD+TwertsTDt9nkUlC4lWv8M3aVLyOvY\nTNitCqY0TGfJXcu4b84dcscUhpAkSUx9YypLlH/j+LPdXPPgPaxadRDLfQ/hovyAP3Vu5KF/LPrZ\n68xmHUeOjCMx8V18fObJkFwQbJc4vD+MKtor2F60i89OfUluyxHa2lqZ7DEV/11NZO/Oo1FSEfTA\n7TSnLqJH60JE9W7G7XyOHpOBI+GQsgfuq9CQH2/h6TgLrk5hXF+biqtzDZqJ1SSeV0+hHgoyV9CY\nGUfi6VLa6tKJUlZySjmZLxSXMOXqLyldaaHtvW/p+mYbUmoUni51eE1xogs9qz1Wc1XtVdAMLV+1\nEPlQJKG/Dx3Wn8u5uOx/7uQrwzdMPnEhJ/Nf5/mm64kN+5THYgM4kt5M11ONKBWj/5wF4afeOvYW\nn+V/Rvufl/Dwo4+zZu2blFmz0VzzETMq43ju9Q8Z7//zP1RbW7eSn7+KSZO24+4+SYbkgmCbxKQ/\ngqo7q9mQt4Hj9ccpbvieqJ5W8j9xorLUSFtzDz6XXo75N1fwt08fx3vWKf7a4UlBvR/Laiq45ZiZ\n+8tBPVaB8yI/FM1xTO0NIsTbQvHU7aRonAkL6MZkVlHYoiJ/P6QfnsjLp95lseYrEpKOsLU2g0Nd\n6ZBYTOvpR1DetAQn7Wa8lRYO33MEf50nOUtz8JzuSfzf41G5yX/2v8VqYcmbvycr7ytMGzZgap+N\ns/VLNnRfzOrr1Vyy5w4O3J/Pnt9tljvqkLL3dcWB9us2dRPxQgSXNWym6/RuUud9wV33fIr07Bu4\nND3H7ZqNPPfI4l98bWPjJxQXr2HSpB24uU0Y4gZnJsZudLP3fmJNfwSFeYZx1/S7fvov7/zhP043\nnub+++9nx9//zm2rH0Gz/kNeMn2BItSEdnEA97hNZezYrXjvMbPthWbOm9fM+ukuaN1N6Bss9BaN\npTvPHV1iMwFhPQR3K4l4MpsHdPP4+N3H2FZxM0mph7kp8RV27b2MLstBel4GM4/Tfd0yIu6LxbUr\nnFce+l/8PnWmaFIRsz5JwW2iG2q1tywn/nWbukl9+zJM2dVYN25gQuKzZJVM4dOGLVR7KFEUerF/\n6kn+NP/OEc8mjAwXJxeuS74OZ8UWcr6J5cY7jhHilk/D6/64LQilLO8DMtvOI83n5+enBAZeiSSZ\nOXFiEVOmHEKrFV+1LAiDJfb0h8H+pjJWHNpDk8UNxe6deO8+SqimEG+Tibj0sZR800m9oDw8AAAg\nAElEQVROeSnLJYkmoCsIGuc4UResZtV37kzoNKPz8Se1ZBEtfn7sCG6iLKwQdYcbXcXZfFhTzd/v\nkkiZD58fc+OLt+6l0yMAUt4Bz1Mo8jSo2ru5rOQiLlzVje+yMtKS/peAgMtG7GcgSRKpH1xO16EW\nWt/6J5GTDnLsxCoSvLZwvP5KZl5l5aKt9/HEmmfpfLgZjVrT/0aFUSmvKY/5781nUc4/CHHfhFdA\nMf/zyL+Qnn0a94b3udDzeT7602/P+IdpZeXTNDZ+yJQph1AqxedEcGzi8L4NO6XX8WThUTY0t2BS\nuKAyWlHs28t033K8/K3odhXh5G7lZFERvvuhxdNIYCJ0q1X0VCnYV+iOn1IiVxPClfOm4TRhCwkN\ncSw6EspNeQfIGacg6w9GomLb2ZMziZ0fPEF+t0TsJY/gFZDDgUYTGosGlZOaeR7j+K0hjZAYT8bM\n8yQs7O5h+wVaoNdxzdf3UpK/k5QnP0c6bz+FNb+jvuVuitpKaQjeyQ2xWiZrL8Jyo4HPrvl4WHII\ntiPjrQzuTn2A+y7x5K1XL+CaS/fTFPwFkQvzafLczXO3HuDmmHG/+FpJkjh16hLc3ScSHf3ECCcX\nBNsiJv1RQJIkTjSc4Kkjb/FVuxFqArFWVTMmyYd2dThtCRP+P3v3HVhFlfd//D23t/Tee0ggkNA7\ngoD0IiiKioiiYEMULNjrig1XERFsCNIEEaVJk95CCRDSe0jvucnt7feHz+4+z293rZQkzusvLgkz\n5zPncr93zpk5gxMBadUJVKf24WUupOlQBa1FTiZI4CurDrlLTaYsnLOByfzk6E6O+0WedexhQlEl\npzvF8dOjl4kNMnE0bQhblq4iUFeKI7AAjeso+RVnoHcxskQBCyaGOzpz5002Jg3chVIZdMVy1lit\nPJRziW2HHyPAYeG2F17gE2dv3P0SqGzpxDZ7b27Uf03UHDO3fXkf3z5+go/ufpHJCZOvWBvaio4+\nr/h7832Z9iVbsrdg+mwUN6V8T7PEi8XvLsT5RRoDt2+gtmsY+xd9SqjyP38RtVgqOXu2B/Hxy/H1\nvbrvF7Hv2reOnq9Nr71/+PBhEhMTiYuLY+nSpf/xdxYtWkR0dDQ9e/YkO/tfS7Dee++9BAQE0LVr\n16vZxGtCEARSAlPYMOFDfrzhbt4eHsxzPeJIyShhpttW5h+dwKIdY0k5exbT2MdpHH4vYbd2Z/Li\nzuyN9qO3spVMVy3dbWcZ1biZDwxPszd/C02FAzkkCaNbRjFPP2giea5Ac0EuTXO6UNFzHfWqGrLN\nNyIzf4fy5NdYPtbStTyczHQDd/2YSfiiCKY/mURkD3/ChgTw7IpHqGyp/N356m02ZufkEL33C44c\nmMEgp5o+C99jmWkgCLdTJ+vDYs1MRjat5qbpoM7yoiyiBbNHGePixl2FIy5qa6Z1mcax0mMs/WoU\nq/Y8xY3Dv8VdqcXt7UJavbtSYdnKTakHaHU4/uO/VyqD6Np1Bzk5c6it3XKNWy8SdRxX9Uy/e/fu\nfPDBB0RERDBq1CiOHj2Kr++/VtlKTU3liSee4IcffmD37t2sXbuW7du3A3DkyBF0Oh1333036enp\n/97wdnSm/2su1VxiR+4OJtiT+fDlA5QFX+D02NHU+wahbDyGdcc2HLtKkCol9ENBn1YrtwkOuhoF\nioUEslxhtNr1RAq19HcV45I5KfJw8U1CLCrPrnyROwezuo7SrPG4ex4jLvE7fDQOasy5nBt4Golc\nhp9cR11JHZJACd0COtFY1cyMG24jwb87SpmG3iF9OdHaRJOlngitHxV2Nw7pW/ixoZ4Wq4GI4tco\nK0sl+OAsCvYvRibbj1z7Mt69Qhlf9gSLc+5jQ4In94+9xIefLOXLOzMYMlXJ+6Pev96HX3SNPLjj\nQQK0AVz8WGBI0n7K6gN4/8NFODdlM+azDeQO1XP3bV/yYlTUf91GS0sa6enjiIx8heDg+69h60Wi\ntqHNDu83NzczdOhQ0tLSAJg3bx6jRo1i3Lh/ndktXboUh8PB/Pk/XxEfExNDQUHBP39eXFzMhAkT\nOnzR//+dPWPh1NTbubX0B77TKii83czWWPAsAxqhKlNBVYaVkEiQmyHQBEX1IMikXHY46CeT8qjV\nyY2CDB+XHQcSPnJ7gPel83EpK7G6g8wQRFRgBufyeuBh1jFTUYEkIp1lroW0BtUiU3lj8zEhjwrA\ny9tObWstuOxIBQlShQfe7kHEuHuhbUgno8yJocIf65ZNWFpL8Up4j0mTzuAbGIH909d4Mus1bOpy\nwhZUcvPqOwiKjmTN8BWkP3KOcA/x+el/FZm1mdz41Y2cn5nNnbd9x7NP3s/Nk8+gi9tGYn93CtRL\nqR80lctT3sBT9t9vLDKZ8rlw4SYiIp4nKOjea5hAJLr+2uwte6dPnyYhIeGfrzt37szJkyf/T9FP\nTU1lxowZ/3zt5+dHQUEBMTExv2kf99xzD5GRkQB4enqSkpLyz7mcgwcPArTL1z17KTny+A2kacaQ\nsnodN606QXeHAykwOtjFxVes7C2AknwFPpUaMsx2pCFWXi604RUSjSBIyQ8r46F6BZfyHQzXOOhh\n/ISV+s8whg5nbcNY9sa/hUntxWMvv8jnHy3g7+U6ArIULHGtR1FfRmNjHeke6VzQZJBZm0lEeCAp\nXRO48557CE4M47N1S8nYdRGPmlFY6gZgLPTALrkH7X2XeW2UmdwcD4TXEnmmYRFqoQz/Sa247fSg\nh7YzG/scY1BVXwrTCgkfGn7dj/fVeP33v/+9w7wfr2S+bgHd2FPxAyZpCZs2dWPGzBdY+emb1Ezd\nyOzl41jtu5JbTw9mkVmLRBD+4/bU6liaml7izJnHmDWrH1pt5yua7x9/vpbH81q+FvO1r9cHDx5k\n1apVAP+sd3/GVTvT37dvH59//jnr168H4JNPPqG8vJzXXnvtn79z1113MWPGDEaN+nkpzn79+rFu\n3Tqio6OBv+6ZPvx/F6M4nTguXeL9z7/mndVr6T3wOWTuOmYWPoZ34DCMA4twhF1m9aYRdKn+EadE\ny4B6B11q9Hw21QvFgDqkOZ3ILvEnKbWA0WY70dU1GNUyil83glHg0E8RPNUwH8f5exFsGjTyZvro\nztGbWoLD0ijwuszhEn/yygZjtA8DtEjQ4xQUKLXv4R/9EdFdh/L49H1kNyQz+74CVDYJLYKMHgvq\nqDKaeP6bF7kwPZ+jwXtY23M1o0f+50VZOoL/038d0B/NtzNvJ8//9DxbRp3lkYc+5vFH5zFp8jGC\nA37Ce1YiXfbt49tbDnHv+M0siUv4xW1VVa2hqOg5UlJ+Qq2O/YNJ/p3Yd+1bR8/Xbob3H330UUaP\nHv1vw/t2u53HH38cEIf3f4tjx46xdOlSjh07ho+XN/fl5DHOFkXmKB3qKZex+Dexr1zBoZwoutQ3\n8d7WcnbEyTgabSI1Ss0lNytKp477AyUYG8LYEfkgkzT7uc22DcHLgssGQo6c4/Uj+PDzjwgOySMv\nvztK7IQHFtJr8Da6Ju6gWajF4ooiKbyY/Jpw5GYPQmJyyDg1gBcX76aWwbQKWsY+sotiZTOPL1tA\n4cIdOEP70yMunJeHvny9D6XoOnC6nCQuS+SzCZ+x8skaEhI/p7zUzmerPsL25XqefieS3WM+oSA5\ngc3j3uMmb+9f3F5FxSdcvvw+PXueRiZzv0YpRKLrp80WffjXhXzh4eGMHj36v17I9/3337N7927W\nrVv3zwv5QCz6v0VdXR2Nx48TW1ND+a6dqPbuwtRJSeETdpz+JhQZXrRmqIk4YCe6rI6GblLOj7CR\n2yhwsl8Q3TXluMldHK5XIT/anTiHg7IuDmIuGRjzvYEjzeMYID9NTZyR03G1aGLM2LtEYnJEEOGq\nJysvGKm0lYRDJYw568DTVkalWzQFznuYN+1TLgbn8eby9zk3bQMun1mc9Hmd83PO46Pxud6HTnSd\nLEtdxv6i/SwfuoUn5y3irjuXMPX23QSojmJ5uxuvLmhl4XOPI+/6KgU3zUYr/eXlpHNz52IyFdG5\n89rr9jhekehaadNF/9ChQ8ydOxebzca8efOYN28eK1asAGDOnDkAPPPMM2zcuBFvb2++/vprEhMT\nAZg+fTqHDh2ivr4ef39/Xn31VWbNmvWvhnfwov+HhqhcLjh6lCN+Jl5efhsRZQ5GXX4EtVqBfcoe\n1N6FhL/WjeDCKiSqOgipoipEi3+ulRaVnVWxTtQparJqXfhrehA8+Ayl6U4GbwmjX2YgTnSoqURD\nKXY0NMrcCLSX4EBNA72o8PdhzZRkBq2L5YXbFpHlV8jLq5dSG5POjwyjccyj7J6xi17BvTr8EJyY\n778zWA1EfhDJsXuPsXhuM36hb+E0NrBk5WcIr77Ic9unUeuTxVdD3+fWUZtZlTzoF7fndFopKnqe\nmpqN/zPU/9uuCfpvxL5r3zp6vjZd9K8msej/slZrK/FL46lvrSeuehDxBX7coJKj7ZyJw+5LcEk4\nkTs0VARWU67wIaS2gIbQi8TW1hPWrELudJIr96UhPJjqsU4i49NRVatocoVTeTSBsOzLhOryMd1S\nT243HYsaBtJlvxbvGjsb+32P0+zgsS3vkdflCBeMt+MYvYjFo17hrm53XZF8bZ2Y75e9eOBFqlqr\n+HjMSsYOfZm5s1fwwBNr8DIepGlZFCseDmbfO0f5wrqRBeM28EZCr1/dZkXFJ5SWvk2vXueQyTz/\ncNvEvmvfOno+seiL/iuny0mzuZkxa8eAwQ9DzgBMykys3hepLvKjT0gedx+chpvBi4CCLrjsLg72\n3M+m7oe4rC3mhrzJDM3pR9ecMDKSL5Mf5UVZShkhgevxl9VR2xzM7no9htZKxp4dgF7TzMGw0/g3\nB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4DWrWArS6VFvpFZNz/MY8advNXqy+qMBkJuVlETFsrHny6mMlTOoO5HGPLBqxw6LHDH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\nJEm6Sfx/9MwQsWAXfQYAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 113
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At some time later, I added more BSA, still in low volume. This did not cause dilution in the sample. We can look at the dispersion of this dilution by slicing it as \"t4\" and referencing it to t3."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t4=ts.ix[:,56.:59.]\n",
"t4.baseline=t3.mean(axis=1)\n",
"absplot(t4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 114,
"text": [
"<matplotlib.axes.AxesSubplot at 0x49338210>"
]
},
{
"output_type": "display_data",
"png": 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0vvrqK9LT0w8WqGk0t8Tbj7+In+18iydPe4Y3XpoUef7tXjmsyD+CPy5f1rxw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\nzdqN27h7w5tsfvcdYk07KfdyqEKepJulLFugwlWUeoajtEeV9kjpdlK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PPhqJ7AAlJSXc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\n"
}
],
"prompt_number": 114
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"**This is exactly what we expect.** Further addition of BSA shows up as weight in the short range, but adds no weight to the np region. Therefore, no additional np binding is present. We can look at the temporal evolution by wavelength which would have brought this to our attention. For now, we'll slice the spectral ranges manually by providing wavelength ranges, but we could also specifiy the number of even cuts (eg 6 cuts) and pyuvvis will automatically divide into even slices. Rangetimeplot() will assign colors to more or less match the uvvis spectrum of the starting wavelength."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis.core.spec_labeltools import spec_slice\n",
"\n",
"uv_ranges=((215.0,300.0), (350.0,450.),(500.,600.), (700.0,850.0))\n",
"\n",
"### Slice data from 48min --> end\n",
"t3_t4=ts.ix[:,48.::]\n",
"\n",
"\n",
"slices=t3_t4.wavelength_slices(uv_ranges)\n",
"range_timeplot(slices)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 115,
"text": [
"<matplotlib.axes.AxesSubplot at 0x59c13b10>"
]
},
{
"output_type": "display_data",
"png": 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IHjyYtNGjGTV3Lta4uOhYf1NlJfakJGLS0njr+ecZZLMRl5ODIyWFml27UFU1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\nlXwAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 115
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"This is not quite clear because the short wavelengths are so heavily weighted due to the massive signal out here. Let's normalize the weights in this plot and replot. We can do this normalization by dividing each curve by the first..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t3_t4_norm=t3_t4.apply(lambda x: x/x[0], axis=1)\n",
"range_timeplot(t3_t4_norm.wavelength_slices(uv_ranges))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 116,
"text": [
"<matplotlib.axes.AxesSubplot at 0x59bb25d0>"
]
},
{
"output_type": "display_data",
"png": 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IzrAQd0kGbqsH++Y6TFnhWAZFEKSLI4BQmqnChR3VaUBx6DHqAyEQ3Iodt9uN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\ncsYYYyyEcSNnjDHGQtgfz4yNXMLfwoIAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 116
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Finally I should note that it's not necessary to normalize this. We could just express the data in a normalized representation, for example, the absorbance relative to the first curve in the set and then do the stripchart.\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t3_t4.iunit=None #Choose first curve as reference point\n",
"t3_t4.baseline=1\n",
"t3_t4.iunit='a'\n",
"range_timeplot(t3_t4.wavelength_slices(uv_ranges))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 117,
"text": [
"<matplotlib.axes.AxesSubplot at 0x59bcc9d0>"
]
},
{
"output_type": "display_data",
"png": 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btw7q6uplyggKCkJiYiIMDAywcOFC7N+/H3///Te+/fbbMnmXfv54yRjihy5L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UFBCAoKQlJSEiorK1WqzL/4+mBx5cqVKCwsVKEa/3VrTvv370dmZiYiIiIAAKNHj1ajLL90a1ac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\nYII=\n"
}
],
"prompt_number": 117
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"We can see that the \"discontinuity\" or the change in height before/after the drop is a quick indication of the dispersion in the spectrum. The absorbance and temporal information is compactly represented clearly in the 3d plots of the same spectra."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spec_surface3d(t3_t4,kind='contour', c_iso=10, r_iso=10, elev=14, azim=-21)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 118,
"text": [
"<matplotlib.axes.Axes3DSubplot at 0x59bbc290>"
]
},
{
"output_type": "display_data",
"png": 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oeQZBAP3pHhSdziHqOAdZOAcpu3XYIMHsAh27ZCPuUNUywKaa8cJOMj47ifuJ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2wNtT4ctlHlxMLHyD3784l7rVS/61NZlh4kw9FitOU4OTa3ML7YcsCW611atI/sKOlqJb/Wgd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\n"
}
],
"prompt_number": 118
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"PyUvVis Tips and Tricks"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below are some tips to illustrate other faculties of PyUvVis for reference. They won't add to the above analysis of pyuvvis per-se."
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Data Representations/Conversions:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can change between spectral units with much ease using the **specunit** attributes. This can be done in place, or to generate a new object using the as_specunit() method. Let's see what spectral units are already builtin."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.list_sunits()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Key \tDescription\n",
"-------------------\n",
"\n",
"None \tNo Spectral Unit\n",
"cm \tcentimeters\n",
"ev \telectron volts\n",
"f \tfrequency(hz)\n",
"k \twavenumber(cm-1)\n",
"m \tmeters\n",
"nm \tnanometers\n",
"nm-1 \tnanometers inverse\n",
"um \tmicrometers\n",
"w \tangular frequency(rad/s)\n",
"\n",
"\n"
]
}
],
"prompt_number": 119
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tnew=ts.as_specunit('f') #Returns frequency in hZ"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 120
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"specplot(tnew)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 121,
"text": [
"<matplotlib.axes.AxesSubplot at 0x5a399750>"
]
},
{
"output_type": "display_data",
"png": 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0p7/SVwghxIUnhb8FuBB9LkN1BBWmsnPeTmfXYa3wopzjLwznQu19PjXnV3N2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UQqrWLkmH/OMHchA6mfy83AAKVRLrV1KpJTC6ktssfDvJ7606cv6zwhzuG0t6jQl2cTPmXSJfcP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\nSEI+AKTPxkOr39DbAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 121
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can change the representation of the intensity of the spectral data (eg full data, abosrbance, transmittance etc...) as long as a baseline has been established. The syntax and api is much the same as with the specunit."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tnew.list_iunits()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Key \tDescription\n",
"-------------------\n",
"\n",
"None \tRaw data\n",
"%t \t(%)Transmittance\n",
"a \tAbsorbance (base 10)\n",
"a(ln) \tAbsorbance (base e)\n",
"r \tRelative Inverse (1/T)\n",
"t \tTransmittance\n",
"\n",
"\n"
]
}
],
"prompt_number": 122
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tnew.baseline=0\n",
"tnew.iunit='%t'\n",
"specplot(tnew)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 123,
"text": [
"<matplotlib.axes.AxesSubplot at 0x5b000c50>"
]
},
{
"output_type": "display_data",
"png": 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riz2eUiYGoCt5fP+mp3P+dDakDcFrr73G/fffz1/+8hdsNltq+axZs3j99ddp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S8ZmRohpOVRlFe/P1RVRbNhnPL9V199Na5bx+Eju9ibzBK4GWqtgJ7oKC/1vLoEf7b1XXXVlSwa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\n+bF5ND9HtyctKo4vVi5G02RbsSEj5xBUg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}
],
"prompt_number": 123
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Enought metadata is stored so that the representations can always be restored to the original state. EG:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [