{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# \"Lab:\" *Solving Linear Systems Using Row Reductions*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This class requires NO CODING, i.e. this kind of lab nonsense will not show up on the exams. However, LIFE as an applied mathematician, engineer, computer scientist, etc... tends to require coding skills.\n", "\n", "Hence, the **Purpose** of these \"labs\" are\n", "* To **provide Linear Algebra examples** that are modifiable, and potentially, interactive\n", "* To **expose** those who are interested to some python code examples;\n", "\n", "The **\"Rules\"**\n", "* The labs are are highly experimental and are for *Adults and Entertainment Purposes Only*\n", "* The code is sometimes (always?) crude, and should not be taken an example of Good Coding Standards[TM]\n", "* The labs \"live\" at http://terminus.sdsu.edu/SDSU/Math254/PythonLabs/\n", "* The labs are developed for *Math 254 : Introduction to Linear Algebra* at San Diego State University\n", "* The labs are provided free of cost, with a full money-back guarantee\n", "\n", "**Copyright, and License**\n", "* Copyright (C) 2019 : Peter Blomgren .\n", "* License: [GNU General Public License, version 3](https://en.wikipedia.org/wiki/GNU_General_Public_License)\n", "\n", "**Interactive or Static Mode???**\n", "* If you are using the static link which means you are using https://nbviewer.jupyter.org/, you are looking at the notebook Inputs and Outputs, and you cannot modify or interact in any way with the notebook.\n", "* If you have downloaded the notebook and are viewing it some other way --- $(\\infty-1)$ possibilities, you can step through each code-block one-step-at-a-time by pressing [shift]+[enter], if you want to do this without installing anything on your computer one option is to use [mybinder](https://mybinder.org/v2/gh/ipython/ipython-in-depth/master?filepath=binder/Index.ipynb) (surely, this will break at some point), or [Google/colab](https://colab.research.google.com)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### *(In interactive mode)* Press [shift]+[enter] to step through the blocks one at a time" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import basic python packages for numerical computation (numpy),\n", "# symbolic computations (sympy), and plotting (matplotlib)\n", "import numpy as np\n", "import sympy as sp\n", "import matplotlib.pyplot as plt\n", "\n", "# cm are colormaps -- for plotting\n", "from matplotlib import cm\n", "\n", "# mplot3d is needed for 3D-plotting\n", "from mpl_toolkits import mplot3d\n", "\n", "#(not needed in this lab) from matplotlib.ticker import LinearLocator, FormatStrFormatter\n", "#(not needed in this lab) from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## *\"What, is like, your problem... maaaan?!?\"*\n", "Our problem of interest is\n", "$\\begin{bmatrix}\n", "x &+& 2y &+& 3z \\\\\n", "x &+& 3y &+& 2z \\\\\n", "3x &+& 2y &+& z\n", "\\end{bmatrix} = \\begin{bmatrix} 39 \\\\ 34 \\\\ 26 \\end{bmatrix}$\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Row1 contains: x + 2*y + 3*z - 39\n", "Row2 contains: x + 3*y + 2*z - 34\n", "Row3 contains: 3*x + 2*y + z - 26\n" ] } ], "source": [ "# First we designate x, y, z as symbols (rather than variables)\n", "x, y, z = sp.symbols('x y z')\n", "\n", "# Next, we define veriables for each row\n", "# Note that we have subtracted the right-hand-side\n", "# so that we are looking for solutions to Row{1,2,3} = 0\n", "Row1 = x + 2*y + 3*z - 39\n", "Row2 = x + 3*y + 2*z - 34\n", "Row3 = 3*x + 2*y + z - 26\n", "\n", "# Lets look at what we have\n", "print('Row1 contains: ',Row1)\n", "print('Row2 contains: ',Row2)\n", "print('Row3 contains: ',Row3)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle y - z + 5$" ], "text/plain": [ "y - z + 5" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Now we can easily do thing like combine rows:\n", "Row2 - Row1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle - 4 y - 8 z + 91$" ], "text/plain": [ "-4*y - 8*z + 91" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Row3 - 3*Row1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# But, in order to solve the problem we have to update the Rows:\n", "Row2 = Row2 - Row1\n", "Row3 = Row3 - 3*Row1" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Row1 contains: x + 2*y + 3*z - 39\n", "Row2 contains: y - z + 5\n", "Row3 contains: -4*y - 8*z + 91\n" ] } ], "source": [ "# Lets look at how thw rows have changed\n", "print('Row1 contains: ',Row1)\n", "print('Row2 contains: ',Row2)\n", "print('Row3 contains: ',Row3)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Row1 contains: x + 5*z - 49\n", "Row2 contains: y - z + 5\n", "Row3 contains: 111 - 12*z\n" ] } ], "source": [ "# We can now use Row1 to eliminate all \"y\"s from Row1 and Row3\n", "Row1 = Row1 - 2*Row2\n", "Row3 = Row3 + 4*Row2\n", "print('Row1 contains: ',Row1)\n", "print('Row2 contains: ',Row2)\n", "print('Row3 contains: ',Row3)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Row3 contains: z - 37/4\n" ] } ], "source": [ "# Next, we rescale Row3 so that the leading coefficient is 1\n", "# The opeattion \"/=\" is short-hand for Row3 = Row3 / -12\n", "Row3 /= -12\n", "print('Row3 contains: ',Row3)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Row1 contains: x - 11/4\n", "Row2 contains: y - 17/4\n", "Row3 contains: z - 37/4\n" ] } ], "source": [ "# Now, we eliminate z from Row1 and Row2\n", "Row1 -= 5*Row3\n", "Row2 += Row3\n", "print('Row1 contains: ',Row1)\n", "print('Row2 contains: ',Row2)\n", "print('Row3 contains: ',Row3)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The solution is, x=2.75, y=4.25, z=9.25\n" ] } ], "source": [ "# The purpose of this class is to learn HOW the linear algebra operations\n", "# work, and what information we can learn from matrices, vectors, etc...\n", "#\n", "# If we only care about the answer, we can let the computer do all the work\n", "# --- This may be useful for checking your answers, but MAKE SURE *YOU* KNOW\n", "# how to solve the problems by hand... you cannot bring a computer to the\n", "# exams!\n", "#\n", "A = [[1, 2, 3], [1, 3, 2], [3, 2, 1]]\n", "b = [39, 34, 26]\n", "x = np.linalg.solve(A,b)\n", "print(f'The solution is, x={x[0]:.2f}, y={x[1]:.2f}, z={x[2]:.2f}')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Lets visulize what we're doing...\n", "#\n", "# Going back to the original rows, we solve for x in terms of (y,z)\n", "# for each row; we define a function for each row:\n", "def r11(y,z):\n", " x = 39 - 2*y - 3*z\n", " return(x)\n", "\n", "def r21(y,z):\n", " x = 34 -3*y - 2*z\n", " return(x)\n", "\n", "def r31(y,z):\n", " x = (26 - 2*y - z)/3.0\n", " return(x)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Now, we let y and z contain 21 values between -2 and 2\n", "# and Y, and Z contain 21x21=441 entries so that pairs from\n", "# Y and Z give us all the point in the square [-2,2]x[-2,2]\n", "N = 21\n", "M = 10\n", "y = np.linspace(-20, 20, N)\n", "z = np.linspace(-20, 20, N)\n", "Y, Z = np.meshgrid(y, z)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We can use the grid to plot functions of (y,z)... like x=sin(y^2+z^3):\n", "#\n", "X = np.sin((np.pi/20*Y)**2 + (np.pi/20*Z)**3)\n", "plt.close('all')\n", "fig1, ax1 = plt.subplots(figsize=(10,10))\n", "ax1.contourf((np.pi/20*Y), (np.pi/20*Z), X, 25)\n", "ax1.set_aspect(aspect=1)\n", "ax1.set_title('Completely Irrelevant to Linear Algebra')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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f0x2nO++8E7/85S+xvLwMhmHwmc98pqj5UyilhAoeSs1gMpnwpje9CQ8//DCuu+469fFrr70WDz/88L7VWbfccgtmZ2fxrW99C6IoQhRF/O53v8PU1NSh7SYSCcTjcTidTmi1Wjz//PPqRTgTH/nIR/Doo4/it7/9rdq488c//rEqVDKh0Whw++234+6770YkEsHy8jIefvhh/Pmf/zkA4H3vex8eeeQRLC8vg+d5/PM//zPe8573QKvVqheOK6+8Ej/4wQ/wqU99Cj/5yU/y/vySvOc978GLL76I3/3ud0gkEvj85z9fkNC4/fbb8bWvfQ2Li4uIRqP4p3/6J9x2222H+ndlIhqNwmQyobW1FcFgEA8++CCA3eMgCAIURYEsyzmXvDudTrAsi0uXLuU1bkdHB2666SZ86lOfQjgchqIoWFhYwC9+8Yu0r/+rv/or3HvvvZibmwMhBKOjo/D7/XjHO96B2dlZPP3005AkCd/97ncxOTmJW265Ja95HIU777wTTzzxBC5evIh4PI7Pfe5zuOqqq9DX11fU9l555RX84Ac/gCRJeOSRR2AwGHD11VfjqquugsViwUMPPQRRFPHCCy/gv//7v3HHHXcUPIbb7d53jGZmZvA///M/iMfjMBqNMJlMRRXPpFBKDRU8lJrihhtugM/n21dc7rrrroPP59sneJqamvDTn/4UzzzzDDo7O9He3o7PfOYziMfjh7bZ1NSEr33ta7j99ttht9vx9NNP413velfWebzpTW/C448/jk984hOw2+04ceIEnnzyybz24V//9V9hsVgwMDCAa6+9FnfeeSc+/OEPQxAE3H777bjjjjtw88034+zZszAYDPjyl78MYP+d8tmzZ/G9730Pf/u3f5tTnB3k9OnT+MxnPoOPfexj6Ovrg9VqhcvlgsFgyOv9H/rQh3DnnXfij//4j3HFFVfAYDDgX/7lX/Ie/xOf+ARisRi6urpw/fXX46abbgKAfakvWZYRj8fVqE868WM2m3H33XfjrW99K2w2G37zm9/kHPupp55CIpHA6dOnYbfbcdttt2FjYyPtaz/5yU/i9ttvx0033YTm5mbcddddiMVicDgceO655/CVr3wFDocDDz30EJ577jm0tbXl/RkUyx/90R/h85//PN773veio6MDCwsLR6o7deutt+K73/0u7HY7vvWtb+EHP/gBdDod9Ho9nn32WTz//PNoa2vD3/zN3+Cpp57CFVdcUfAYd911FyYnJ2Gz2fDud78b8Xgcn/3sZ9HW1qZGG5Oil0KpJrRbOoVSZgghEAQBgiBkrbEzOTmJ3t5eWK3WrNtjGAY6nS7ra6anp+F0OuFwOBCNRuF2uzE+Pq6mBGuB5Lkn+V/a56u03H///Zifn8e3v/3tak+FQqkktFs6hVINCCHgeT6n2AEyt4Mohl/84hfgeR4cx+Gzn/0shoeHi06LlItU30/SvyRJkpr6SiQSaYsdUigUSjFQwUOhlImk9yeRSORVPbmUgueFF17AG9/4RvT392N+fh7f+ta3aj5icrDPlyzLSCQSWFlZQTgchiRJVW11QaFQ6hua0qJQyoCiKOA4DrIs552emZmZQXt7O1paWrK+Lp+U1uzsLGw2G1wuV0HzrkVGR0dVLxLweuorKSJrXchRKJSKkvGEkN+yCwqFkjeyLIPjOCiKUtDqlFJGeBpNBCSjP8nPR5IkSJJEfT8UCiVvqOChUEqIKIrgeR4ACl6Km6/gyec1pRRPtURS0CT/SwjZ18A0Gfmh4odCoRyECh4KpUQkEgnwPK9GIwql1BGeRhQ8B0lNaRFCIMuyWtGZZdl94ocKIAqlsSGEZP2dU8FDoRwRQogqdlJXHBUKFTxH46D4IYRAFEX1Oer7oVAaE1EUsbqygqbmZjidzoyvo4KHQjkChBDE43HEYrG8VmJlgwqe0pGa+qK+HwqlMRFFEZdXV7G+tgaj0Yj+gYGsr6eCh0IpEkIIYrEY4vH4kcUOkJ9IkWUZU1NTEAQBDocDbrcbLS0t9KKdBer7oVAaC0mScHl1FWuXL6sp7L6BgZy/Xyp4KJQiSNbYEUWxJGIHyC14RFHE2NgY2tvb0dPTg+3tbayurmJ8fBx2ux0ulwsOh0O9cB/nCE82qO+HQqlPJEnC2uXLWLt8ed9NS0tLCxwOR873U8FDoRRIao2dUokdYPdim9q9OpV4PI6xsTF4PB61qabb7Ybb7YaiKAgGg/B6vZidnYXFYgHLsjnr+VCo74dCqQdkWcba5cu4vLq6T+gk6cuRykpCBQ+FUgCpNXZKnQLJFJXhOA4TExM4efIkbDbboedZlkVraytaW1tBCEEkEsHc3ByWlpawtbUFl8sFl8sFo9FYsrk2ItT3Q6HUFrIsY31tDZdXV9UbkYO0Ohx539xRwUOh5Iksy4hGoyCEFFxjJx/SCZ5wOIzp6WmcPn06Z1PR5Daam5vhcrngdDrhdDrh9XoxOjoKRVHgdDrhdrthsVjoRTsL1PdDoVQPWZaxsb6O1ZWVjEIH2P195jIqp0IFD4WSB6IoguM49U6/HBwUPH6/H5cuXcLZs2dhMpkK3paiKDCZTOjr60NfXx8SiQS2trYwNzeHWCwGh8MBl8sFm81GL9o5yNf3U2xJAgqFsmsXSEZ0EolEzte79m7e8oUKHgolB0ctKJgvSZECABsbG1hfX8fIyAj0en1R2zsYLdLr9ejq6kJXVxdkWYbf78fly5cxMTEBm80Gt9uN1tbWsgm6o1BLgoz6fiiU0qIoihrRyUfoALs3Gp6+voLGoYKHQslAKWvs5EMywrOysoJAIIDz588XLT5yzVWj0ajeHkIIAoEAfD6fanpOpsRyNSk97uTj+6Hih0JJj6Io2NzYwOrKCuLxeEHv7ejsLNiXSAUPhZKGZI2dRCJREbGTZGtrC0ajEWfPns0aTco1n0KWpTMMs8/0HI1G4fV68fLLL0Or1cLtdlPTcx5k8v0kvT/U90Oh7EIIwebGBlaWlwsWOsDub6nX4yn4fVTwUCgHIISA53mIolixi5OiKFhfXwfDMLjyyitzjpmrZ0yxdXgYhkFTUxOamppw4sQJxGIx+Hw+jI2NQZZlOJ1OuFwuWK3Wil2067WeUCbfz/r6Ojo6OqDX6ysqpimUakMIgXdzEyvLyxAEoejtdPf0FBV9poKHQklBURRV7FTqYiRJEiYmJmAymWA2mytSxDBfTCYTPB4PPB4PEokEtre3MT8/D57n1UrP1PScm1Txs7a2BrfbDVEUIYoiTX1RGh5CCHxeL1aWlxGLxY60Lb1ej+6enqLeSwUPhbKHoihYXFyExWIpmfDIRSKRwNjYGLq6uqDRaBCNRkuy3XJUWtbr9ejs7ERnZ6dqel5bW1NNz8lKz7Voeq41kiu6qO+H0sgQQuDz+bCytJS30JEYBqsmE9ZNJrx5Zwe6A+exXo+n6HMMFTwUCl6vseP3+2E0GityoYnFYhgfH8fAwAAcDge2t7frpnnoQdNzstLz3NwczGYz3G43NT1nIDUdSX0/lEYkKXRWl5fB83xe7/EZDFiwWLBosSCu0eCGra1DYsdoNKK9o6PoeVHBQzn2HKyxUwnPSDQaxeTkJK644go0NzcDqN8O5wzDwG63w263q6Znn8+nmp6TwqjQWkKNSjb/VT71fqjvh1LLJIUOx3E5X8tpNJi3WrFgtSKUcnPUGYthIM37Pf39RyoNQgUP5VhzsMZOai2cchEIBDA3N4fh4WGYzWb18VIKnmqJp1TT8+DgoGp6Hh8fhyRJqvippOm51ihk9Vy6ej/U90OpRba2trCytJRT6EgMg2WzGfNWKzaMRpAD310NIXiL33/ofVarFS6X60hzpIKHciwhhKhiJ/WOOdVXUQ62trawvLyMkZERGAyGfc81guA5SKrpWRRFbG1tYWFhARzHqZWe7Xb7sbtgF7q/tN4PpVbZ3t7GytJSTv+h12DAvNWKRYsFYpYozUgwiOY0DUI9/f1H/m5TwUM5dmQrKFjOCM/a2hp8Ph/Onz8PrfbwT6+UYqtWBE8qOp1un+l5Z2cH6+vrmJycREtLC9xuNzU95wH1/VBqAb/fj5WlJUQikYyviWi1WLBYMG+1IpKHn8+WSGA4FDr0eEtLCxwOx5HmC1DBQzlmJAsKxuPxtF4IlmVLLngIIVjauwM6d+5cxgt6IWKrXHV4KoVGo1GbmyZNzz6fD/Pz8zCZTGql52LbahwnqO+HUkl2dnawvLiYUeiIDIOlPZHjNRgOpawyweylstKdHfsKaBCaDSp4KMcGQgg4jstaY6fUQoEQgtnZWQDA8PBwxURKrQueVA6anjmOg9frxauvvgqWZSFJEgRByKtb/HEnm+8nuRSepr4oxbCzs4OVpSWEw+FDzxEAm0Yj5qxWLJvNkIowFp+IRtGepuqyo60NLS0txUz5EFTwUI4FiqKA4zjIspz1breUER5ZljE5OQmr1Yq+vr6St4NoRBiGgdVqhdVqxeDgIARBwKuvvor5+XnMzc3B6XTC7XYfa9Nzvhz0/aSmvqjvh5IvgUAAK0tLCKVJNYW1WnWVVTRNmj5fDLKMNwUChx5nGAZ9/f1Fb/cgVPBQGh5ZlsFxHBRFyekPKZWPRpIkjI2NweVyoaurK6/3HNcITzaMRiMsFgsGBwdhMBiwvb2tmp5bW1vVSs/l7GLfCGTz/SRXKFLfDyWVYDCIlaUlBIPBfY/HWRZLe6usfCXqr3chEIAxzY2my+2GxWIpyRgAFTyUBkeSJHAcB0JIXmbYUpiW4/E4xsbG4PF44HQ6834fFTzpSfqVdDodOjo60NHRAUVR4Pf7sbGxoZqeXS4X2traqOk5D6jvh5KJUCiElaUlBFIiLgTAmsmEBYsFK0WmrDLRLggYSrPCi2VZePr6SjYOQAUPpYE5WFAwH1iWVU/8xcDzPMbHxzE0NAS73V7Qe6ngyR+WZfeZnkOhELxeLxYWFmA0GtVKz9T0nBvq+6EAQDgcxvLi4j6hE9TpdlNWFgv4I6SsMsFmqLkDAB2dnTCWKIKUhAoeSkMSj8fB87x6ws6Xo0R4wuEwpqencfr06aIMtlTwFAfDMLDZbLDZbACgVnpOmp6TxQ5TizxS0kN9P8ePSCSC5cVF7OzsANhNWV3aW2W1faBWWKk5GwrBJoqHHtdqtej1eEo+HhU8lIYiW42dfCjWtOz3+3Hp0iWcPXu26BYKhYiUXMvSjzNJ0/PAwAAEQYDP58Pk5CREUURbWxvcbjeampro55eDXL6fpOeH+n7qk0gkguWlJez4/VCwm7Kas1qxajZDqcDxbBJFnEtjhAaA7p6esvTho4KH0jDkqrGTD8WYljc3N7G2toaRkZEjpVBohKf0GI1G9Pb2ore3F5IkYWtrC4uLi4hGo2htbVUrPVPTc24Opr6ShQ6T/dNaW1up76cOiEajWF5agn97Gzs6HebtdlyyWhGrsPftLX4/tGnOUXq9Hl3d3WUZkwoeSkNACAHP81lr7ORDoSmtlZUVBAIBjIyMpK2eXOjYVPCUD61Wu8/0vLOzg83NTUxNTaG5uVmt9HzU43gcSBU/oihiamoKb37zm6nvp4bhOA7LS0tY9ftxyWrFfGcndqrkcRuIRtElCGmf6/V4yrbwgP6yKXWPoijgeR6SJB05vJ5vhIcQgoWFBcTjcZw9e7YkEQIqeCoHy7Joa2tDW1ubanr2+Xyq6Tnp+6Gm59wkV0AmfzvU91Nb8DyPS0tLeDUaxbzVirWenoqkrDKhVxRcSFNzB9jtvdfR2Vm2sangodQ1iqIgGo1CUZSSeAnyifAoioLp6WnodDqcPn26ZCdxKniqQ6rp+eTJk+A4Dj6fD6+99hoAwOVywe12l8T03IjHJPnbA6jvp5bgeR6/u3wZv43HcclsRrxGTPtvDARgzrAStjePAq1HgQoeSt0iyzKi0WjeNXbyIZdpWZZljI+Pw263o7e3tyRjJill41IqeIrHYrGgv78f/f39iMfj8Pl8mJqaQjweh9PphMvlQnNz85HSpo1EquA5SCbfD0Dr/ZSLrVgMP/N68bIoIqDXAzUUpXQJAk5l6MFltVrhdrvLOj4VPJS6pJgaO/mQTSiIoojR0VF0dnaio6OjZGOmjk0PywmtAAAgAElEQVSpLQwGA3p6etDT0wNJkrC9vY2lvQ7RyUrPhZieG3F1naIoee0TrfdTPiQAv4/H8b9+P6YSCSgAUIZVTkch2Rw005EtVYPQbFDBQ6k7EokEeJ5XS+KXkkwRHkEQMDY2hoGBATgcjpKOmaSUJ3ka4Sk9Wq0W7e3taG9vV03PXq9XNT0nKz1nMz03ouAhhBT8O6T1fkrDKoDfJRJ4KRSCn+OqPZ2snAmH0Zqm5g4A2Gw2tLa2ln0OVPBQ6gZCCBKJBGKxWNk8AOlMy9FoFJOTkzh16lTJuvaWGyp4ystB03M4HIbX68WlS5dgMBjUSs+GA4XbGlHwZEtp5cNB8QOA+n6yEAIwCuBlUcSlcBjRDCmiWsIqSfiDAz25UqlEdAeggodSJxBCIAgCBEEoa87/oI8mGAxidnYWZ86cKWkTu3LTaIKnli90DMOgpaUFLS0t+0zPFy9eBAB1xZfFYqGCJweZTM9JjqvvRwQwBeAigDlJQigUUv2L9cDVGWruAICjrQ3Nzc0VmQcVPJSapxQFBfMlNaW1tbWF5eVljIyMHLpTr3UaTfDUEwdNz1tbW5ienkY8HofdbockSQ0lfEopeA5ynH0/BMAKdkXOJABelneFTiRSV79tD8ehJxZL+xzDMOivUHQHoIKHUuMQQsBx3JELCuZLUiisr69jc3MTIyMjZSlxXm6o4KkNDAYDuru70d3dDUmSsLGxgc3NTfzqV79SKz23trbWdaXncgqeVI6L7ycA4Pd7/wLYXRlaj0IHAHSKgqv2enSlw1Wicg/5QgUPpWZRFAUcx0GW5YqFsBmGQSwWg9/vx8jISNkqfh6VXCc+KnhqD61WC6fTia2tLZw/fx6BQABerxczMzPqktxcpudapFKCJ5VG8/0kAExgV+QsYze6I8sywqEQInUodJL8QTAIS4aaOyzLoq+/v6Lzqa9fFuXYIMsyOI6DoigVEx2EEMzPz0NRFAwPD9fFifI4UK8n+3QkU1ksy8LhcMDhcKimZ5/Pp5qek76fekilVkPwpJKP70er1dac+CEAFrGbsprCrk8H2BM64TAi4XBdf/cd8TiuDIczPt/Z1VXx7zcVPJSaQxRF8Dxf0oKCuVAUBZOTkzCbzTAYDDV1YiwGGuGpTdJ5d1JNz0NDQ+B5Hl6vN63puRaptuA5SDrfTyKRAPC66TkpfqrxO/djV+SMYnfFVRJFURAOhRCuc6ED7NbcucbvR6ZvhVarRU+JC7fmAxU8lJqC4zjwPA+9Xl8xsSNJEsbGxuB0OtHd3Q2/31+RcctJvQu2RiUfs7LZbFZNz4lEAj6fDzMzMxAEAW1tbXC5XGhpaamZY1xrgieVdL4fca8WTCV9PwKAceymrFYPPKcoihrRKVWl9WpzRSSCtj2RmY7unp6qeCOp4KHUDPF4HGtraxAEAf0Vyu3G43GMjY2ht7cXLperImNSji+Frs7S6/X7TM9+vx8rKysIh8Ow2+1wu91VNz1XMu18FCrt+1EALGBX5ExjtxryvucVBZFwGOEGEjoAYJYkvCFDc1Bg9zvd1d1dwRm9DhU8lKpDCEE8HkcsFoNWq61YOJfneYyPj2NoaAh2u70iY1KON0dZjq7VauF2u+F2u6EoCgKBgBr9sVqtcLlccDqdFTc9K4pSdysZc/l+kpGfYsTPFl5PWaUrCdioQifJVTs70Gc5h3v6+qomkKngoVSVgzV2NBpNRU4C4XAY09PTuPLKK9HU1FT28QqhkWq0UPZTqmN70PQciUTg9XqxtLQEnU6n+n6MRmMJZp2dWk5p5ctB348sy1hdXYXJZILD4cjp++Gxm7K6CGA9wxiKoiASiSAcCjWk0AGAbp5HH89nfN5kMqG9DH0I84UKHkrVSFdjJ1e38lKws7ODhYUFnD17FiaTqaxjFUoy3E4FT2NSjmPLMAyam5vR3Nysmp59Ph9GR0ehKIoqfqxWa0nHTdIIgieVpKhJegkz+X4Iw2CeYXARwCyA9Iuvd495MqIjZ1ii3QhoFQVXZ6m5AwCe/v6qntuo4KFUhUw1dsoteLxeLy5fvoyRkRHo9fqyjVMsdHVVY1MJMWs2m9HX14e+vj7V9Dw7OwtBEOBwOOB2u0tqem40wZNElmVotVpVACV/l5clCaOKggmWRSwl6nPw80xG3sKhUEMLnSQjoRCapINOpddpamqquk+SCh5KxVEUBdFoVD1Rpp4oyil4VldX1YKCuXwO1YqyUMHT2FT6e5VqepZlGdvb21hdXcX4+DjsdjtcLhccDseRBEsjC56k14QDMMayGGUYeFOOH0k5V6Wey7hoFKFjInQAwJZI4EwolPU1ngoXGUwHFTyUiiLLstr0Lp1xrRyChxCCS5cuQRAEnDt3LufJuZppJSp4GptqHluNRrPP9BwMBuH1ejE7OwuLxaKangs1IDeq4EnIMub1esyxLBYYBunOSqnnCFmWwUWjaupKjfzsvrBS0644DCF4q9+PbDZkm82G1tbWis0pE1TwUCqGKIrgOE7Ng6dDo9GU9K5IURTMzMxAq9Xi9OnTeYmYaoqOfMaWJAlTU1Mwm81wu91oamqinp86gRBSE+KAZVm0traitbVVTb34fD68/PLL6mqwfE3PjeY5WwMwyrL4WXs7moxGaPPYt2g0inAotG+lF1EUEABISXk1ovgZikbhisezvqavgg1Cs0EFD6UiJBIJ8DyvGpMzUcoIjyzLmJiYQEtLC3p7e/M+KSfnUI2lk7kETyKRwOjoKHp7e6HRaHDp0iVwHKd6M2w2W0NdfBqNWozepZqeT5w4ccj07HQ64Xa7YbFY0n63GiHCEwYwxjAYYxhs7e1jDEBzjt9SOqGjciD1tU/8YC86VOe/VaMs401Zau4AQJvTiebm5grNKDtU8FDKSrLGjiAIedW0KJXgEUURY2Nj6OjoQEeByyBZlq3JCE8sFsP4+DgGBwfVJpMdHR2QZRl+vx+XL1/GxMSEWpCuFi+uxdIoIq5WIjzZOGh63trawtzcHGKxGBwOB1wu1z5hXa+CRwQwwzAYZRhcYhgc/LVki1wlPTpphU460okfvL4irF7Fz5t3dmDIcr5mGKbiDUKzQQUPpWwka+wkEom8C3iVQvAIgoCxsTH09/ejra2t4PczDFO1OhmZBA/HcZiYmMAVV1xx6G5Jo9GoS4+TBem8Xi84jsPo6KjahbsequE2OvUmQvV6Pbq6utDV1XVIWNtsNrjdbsiyXFeCZwW7KasphoGQ5XXphBzHcQiHQuoy9aJIFT977S6Sj9dT6qsjFsMgx2V9jbu9HWazuUIzyg0VPJSyQAgBz/NIJBL7lp3n4qh38tFoFJOTkzh16hRaWlqK2kYlagFlIp3gSRZJPHPmTM4GkqkF6QKBADweDzY3N7GwsACTyQS3212UMZVSGuohwpOJVGFNCFErPe/s7GBychIdHR01+90KAfg9w2CMZZG9Ukx6eI5D6KhCJx0Hl7LXie9HQwjekqPnIMuy8PT1VWZCeUIFD6XkKIoCnuf3FRSsBKFQCDMzM3kJg2zUkmn5KEUSU7twJ4s8er1evPzyy9DpdKox1WAwlHo3KBloFIMvwzCq6TkUCmFgYAB+v181PbtcLrjd7opUes5EAsDUXspqOU3KKh94nkcoGCy90MlEnfh+zoZCaMmRzuvs6qq5cwsVPJSSkqmgYLnZ3t7G4uIizp07d+STbK1EeHw+H1ZWVkpSJJFhGFitVlitVgwODqrG1IsXLwKAuly51ipPA/WXBspGowieVAghaG5uht1ux4kTJxCLxeDz+TA2NgZJkvZVei73vhMAS9itmTPFMMjcrzs7MZ7Hjt+/r85OxalR30+zKOJsjpo7Wq0WvR5PhWaUP1TwUEpGrho75WJ9fR2bm5s4f/58ScLptWBaTt2ncjSDTDWmxuNx+Hw+TExMQBRF9e68XK0IjjONKHgOel1MJhM8Hg88Hg8SiQS2t7cxPz8PnufLtppwB8DoXsoqeITtxHgeoVAIiUQCUqWiOvmQj++nQt+ra/x+aHOcH3t6eyvexDYfam9GlLpEFEXwe03jKiV2CCFYXl5GOBzGyMhIycatpmmZZVlsbGxAEISS7lM2DAYDenp60NPTA1EU963KaWtrg9vtRnNzc8NdqKtBI0WrUsn03dDr9ejs7ERnZ6dqel5bW1NNz8lKz8V8z+MAJhkGv2cYrB7xuxmLxRAKBpFIFBsTqiBV9P0MRqPoELJZvfeOeVdXyccuBVTwUI5MvjV28iV5B5PtAksIwdzcHGRZxvDwcEmNoNVKaRFCEA6HodPp8qoIne82CxEqOp1u3wVqe3sby8vLiEQiaG1thdvtht1up+KnSOrZtHxUDpqek5We5+bm1CKauUzPBMAl7K6ymmEYHDUGI8RiCIVCiB8onEcUpX6+4xXy/RhkGRdyNAcFAE9fX82uCKWCh1I0hBBV7JTSr5NMKWXanqIomJychNlsxtDQUFm6T1f6TpwQgpmZGRBC0NvbW5KL4lFbZBxsRbCzs4ONjQ1MTk6qS5KP2ofpuNGoEZ5CYRgGdrsddrsdhBBEo9F9lZ6TwijpKdvG7iqrcZZFuATjC4KAUDB4SOgkqdvUYxl9P28KBGDKcSNoMpnQXmDds0pCBQ+lKJIFBWOxWMnNyckIS7oLqSRJGBsbg9PpRHd3d8nGTDd+pUgKOIvFArvdntd78rlwllK4sSyLtrY2tLW17bs7n52dhdVqVWv91GLevpY4zhGeTDAMg6amJjQ1NWFwcFA1Pb8yOYk5gwHejg5wNtuRjfsAEBcEhEIhCDnSMoQQMPV+nHL4ftgCxI9LEDAUjeZ8nae/v6aFIj07UQomWVAwHo+XZSVWJsGRbKvQ09MDt9td0jFTqWSER5IkjI+Po62tDd3d3VhYWCjZ2OXaj4N355FIBF6vF5cuXYLRaFRTE6W4QDUaNMKTHQXAZbMZo/39mB0YQGJv1Se3swNRFGEymWCxWApeTRiPxxEKBnMKHXUe9RrhyUQa34+MvQ7vOYQdSwiu8fuR69NoamqCy+U62jzLDBU8lIJI1nMpZ42ddIKH53mMj4/jxIkTZe+6W6kIjyiKGB0dRVdXF9rb2wHUX7f01D5MQ0NDaq2fV199VU2J5duEMtc4jQCN8KTHi91VVuMsi9Q4AsuyavQneaMViUSwtbUFo9EIi8UCs9mc8ftRqNBRISTnBb6uYRggz/PMmXAY9jxWrNVKg9BsUMFDyZtK1dg5KDgikQimpqZw5ZVXoqmpqSxjHhy/3KIjHo9jdHT0UPuLUgqeaogni8WCgYEBDAwMQBAEeL1etQllUvwcpShkvVNPYrbc8ADG91ZZbeZxLmEYBmazWW1VIAgCOI7Dzs4OdDqdKn40Gg3i8TjCoRBisVhRc2uIlFYJaBJFnA/mXuifjPjWOlTwUPJClmVwHKd6a8p5x50qeI5SabhYyr0sPRmtOnnyJGw226Gx61nwpGI0GvfVY/H5fJienkYikUBbWxva29srUoyulmi0CI9S4GomGcD8nsiZZxjIRxjbaDTCaDTC4XAgkUiA4zisrKyA5zgwDAOTyVT0aqGGS2llIsc+Xr2zk7PmDlAf0R2ACh5KHkiSBI7jKlZQUKPRQFEUeL1erK6ulqTScCGwLJt/F+QCSfb6yhStaiTBk4per0d3dze6u7shSRK2trawsLAAjuPKVoyuFqnb1T8ZyLdT+jp2qx+PMwz4Ms1FliRoWBZmsxmCICAQCIAQAqPBAKPJVFBR0kY7TsXQx3HoziNC1uZ0ViTyXgqo4KFkRRRFcHt3TJWqrcCyLDY3N8HzfNkqDWejXEIhGAxidnYWw8PDGTsIN6rgSUWr1aKjowMdHR2HOnDb7Xa43W60traqF9Ja3IdiabQLaTbBEwUwttfLylemfRZFEaFgUC16CuzeMFksFlgsFiiKgng8jkgkAkmSYDAYYDIad2+gctT5aqTjVCg6RcFVedTcYRgGff39FZhRaaCCh5KReDwOnufBsmzFwvCEEIRCIbAsi/Pnz1cl/F8O07Lf78elS5cwMjKStaHecRA8qaQWo1MUBYFAAF6vF9PT02hubobb7a75fSiERruQHhQ8EoDZvZTVJYZBuRLD6YROOliWhclk2k2HEwIhHgcfiyEYDEKn18NkNMJgNB46Jo12nDKRaQ/fGAjALOdOOLZ3dGS8eatFqOChHKKcNXayoSgKZmZmAADd3d1V8zqU2rS8ubmJtbW1vHp9HTfBkwrLsnA4HHA4HKrw9Xq9CAaDmJiYQEdHR85KvLVOPR2PfEgKnsvYrX48yTAoziacH6IoIhQKIcZxhXc/ZxjV9wPslrkQ9lZ9aTSa3edMJvX3r2kgr1UhtMXjuCISyfk6lmVrskFoNqjgoeyj3DV2MiHLMiYmJtDc3AyTyVTVC0MpTcuXL1/G9vY2RkZG8krN1ZtIKRcMw8Bms8FmsyESicDj8SAYDOLll1+GTqdTV3xli5bVIo1kWg4D+C3L4oX2dhjLnO6WJGk3olOM0MmAXq9XvYGSKEIQBPj9frUlg7FCiyRqCSbPmjsA0NXdXXe/Pyp4KCrJGjuSJFVU7IiiiLGxMbS3t6OzsxOrq6tVa94JlCbCk2xsGolECuqLla/YqnSl5WrCMAysViva2tpw4sQJ8DwPr9eLixcvgmEYtbt7pVbxHYV6Px4igOk9X84iwyCu0yGk0+FoVZYyI0kSQqEQ+Gi0ZEInHVqdDladDtamJsiyjEAgAJ7jwPP8ru+nQNNz3XDgHH86HIYjjwaqWq0WPb295ZpV2aCChwJgNzTN8zx++9vf4sKFCxUTO4IgYGxsbF89mmo170xy1AgPIQTz8/OQJAlnzpwp6I7+OKe08sVsNqO/vx/9/f0QBAE+nw/j4+OQJEkVP1artdrTTEu9RniWsbvKapJhkNp9qlxeF0mSEA6FwJVZ6KRDo9FAp9XCZDZDp9VCOGB6NhqNMOQwPdcFB+ZvkST8QR41dwCgp7e3LtvI1N+MKSVHURREo1HIeya1SokdjuMwMTGBU6dOoaWlRX28nMvC8+EogktRFExPT0Ov1+OKK64o+LOkgqcwjEYjent70dvbC1EU4fP5MDs7C0EQ0NbWBrfbjebm5poxoNbT8Qhit/rxGMsi03qdUgseWZYRCoXARSIVFzqpJOvwMAdMz0lvYyjV9GwwNESRwqt2dqDL4/tpMBjQVaY+huWGCp5jjizLiEajIIRAq9VW7MIQCoUwMzODM2fOHKq8m6yUWi2KFQpJH1JLSws8RZr5qh3dqmd0Oh26urrQ1dUFSZKwvb2NpaUlRKNRtLa2wu12w263V1X81HqEJwFgam+V1QrD5BQdpRI8siwjHAqp56JqQ9K1lmAYGPZWdQF7pmdBQCQSAavRwJRieq43engenhwr3pJ4+vrqch8BKniONdWosQMA29vbWFxcxLlz59L2WKr2Rb+Y8ZNd3F0uF7q6uooem0Z4SoNWq0V7ezva29uhKAr8fj/W19cxOTkJm80Gt9sNh8NR8RN3LR4PAmAJu6usphkGuR0cKe89ouCpNaGjkkdrCdX03NwMSZIgCAJ2/H4Au4Znk9EITR2kfbSKgqv35p0Ls9kM917fv3qk9o8GpSwkEgnwPA+GYfad9JP+lXJdCDY2NrCxsZF1iXYtCJ5CTr7JLu69vb1H7hZMBU/pYVkWTqcTTqcThBC11s/s7CysVivcbjfa2toq4kmopQjPDoDf7zXszM+5cZhiBY8sywiHw4hGIjX5HS20tYRWq4XVaoXVaoUiy4gJAoKhEBRZhsFohMlohK6C1eLzIbl3fxAMwppHzR0A8PT310x6uBio4DlmEEJUsZNuJVZSbJT6pEwIwcrKCkKhEEZGRrJGlKoteAoxLSdN14ODgyXp4l6ISMl1saGC5zAMw6C1tRWtra0ghCAcDsPn8+HSpUswGo1wu91wOp1la2VS7YJ2AoDJvZTV5RLMo9D9URRlN6ITiUCp4e8mIQRskZ8Pm1LpmSgKhHgc0WgUoijump5NpuqbngkBWBatiQROh8N5vaWpqQlOp7PMEysvVPAcIwghEAQBgiBkXHau0Wggy3JJ73ZTVy0NDw/nFFPVFjz5Rngyma6PAo3wVA6GYdDS0oKWlhYMDQ0hGo3C6/Xi1VdfhUajUWv9pEu7Fks1jgcBcAm7KasZhoFYym3nKXjqReioEFISQZLO9CykmJ6NRiOMVTI9M4TgLX4/8h25XhqEZoMKnmNCvgUFk4KnVCiKgqmpKRiNxrxXLVVb8OQT4QmHw5iensbp06dLugSaCp70VCIqkkxJDA4OIhaLwev1YnR0FIQQdbn7UcvoVzKltYXXU1a56+YWRy7BoygKIuEwIuFwfQidcnLA9CwmEogJAqJ7pmfjXuqLrZCf8lQ4DFeei0NaW1tht9vLPKPyQwXPMSBZUFAUxZwFBUspNiRJwvj4OBwOB3p6evJ+X7UFT67xA4EA5ubmcPbs2ZIXuyu1SGkUwVNpTCYT+vr60NfXh0QiAZ/Ph6mpKSQSCTidTrXWT6FCrNzHIwZgfK8w4HoFRGImwaMKnUiErjrMgE6v3/X1pJqe9xp2Gk0mGI3GsvnKTLKMNwSDeUexPHXUIDQbVPA0OIqigOM4yLKcV/XkUkV4EokExsbG0N3dDbfbXdB7qy14somOra0tLC8v52wCWo6xi9kW5ejo9Xp0d3eju7sbkiRha2sLCwsL4DhOrfXT0tKS1+ddjgiPAmB+T+TMMgxKF5/NzcH9oUKnOA6angVBQKiMpuc3bW/DoChAHtEkp8uFpqamko1dTajgaWBkWQbHcVAUJe9l56UQPLFYDOPj40UbeVmWLWlarZjx04mO5AqzkZGRspWZpymt2kar1aKjowMdHR2QZRl+vx+rq6sYHx/fV+snk6gp5fHwYrcw4DjLIlqyrRZGMsJDCFFTVzIVOkeC1WhgtlhgTjU9cxzEQOD1Ss8GQ9Eeo06eR380CuTZ26+vQaI7ABU8DYskSeA4brfrbwE54aNGVyKRCKampnDFFVegubm5qG1oNJqauztcXV3Fzs5OzhVmR4UKnsPU6j5oNBq4XC64XC4oiqIud5+amkJLS4ta6yf1+3LUCA+H11NWmzUQwZNlGfF4HKFAoHGETokMy6XgkOl5r8N7KBSCTqfbTX0VYHrWKAqu2tra3XYe+9je0VEXPeryhQqeBiS1xk6hF+ejRHiS3pbh4eEjmTtL2a38qBBCsLi4iFgshrNnz5bdcFqISMl1wmoUwVMPsCwLh8MBh8MBQghCoRC8Xi/m5uZgsVjU5e5FVfAGMLe3lHyhwimrTBBCEI1E4PN6odNqVSNuI1BoDZ6KwTAwGAxqKr0Y0/O5YBDNkpRX2w6NRgNPX19p5l4jUMHTYMTjcfA8D5Zli7o4Fyt4fD4fVlZWSuJtqZXCbIQQzM7OAgBOnz5dkZMgrcNT/zAMA5vNBpvNhpMnT6rL3ZeWlsDzPDY2NtDR0ZGz1s86dpeSTzAM8iv6X36SQiccDkOWZciyDH2DdRGvdq2kfEk1PcuShFiq6XmvzUWq6dmWSOBMIJD39ju7uspWj6paUMHTIJCUxnb5mJMzUUxK6/Lly9ja2sL58+frsoNuOgghmJiYUDtzV+oEWGiV52xQwVN9GIZBU1MTmpqacOLECbz00kuQJAmvvfYaGIZRl7sn0wYRAGMMgzGGga+GLrqEEESjUURCIUipN0Q1lP4pGXUieFLRpJqeFQVCLIZwKAQ5aXo2GHDV9jZSYz/Z9lGn06Gnt7f8E68wjXF1OubkW2MnHzQaDUQxv9JkyXQPz/MYGRmpmcjMUZFlGbFYDB0dHQUtpy8FtZTOo5QelmXR39+PwcFBCIIAn8+Hi+PjWDQY4OvsRMBuh7aG7qoJIeCiUYQPCp2U5+tNHOSiZlNaecKy7D7TczweR+vKCrYmJiA0NcFut+esHdbT29swN6+pNN4eHTMKqbGTD/mmtBRFwezsLBiGwZkzZ+r6BJGKKIoYGxvbvcOpsNgBqGm50Uk9HltGI8b6+jDZ3w9OlsHzPKJ+PyRJgtlshtVqLUvpg3yJJoWOJGV8TSN+u47SVqLWYFgWNr0e79BqYRgeRiQSQSAYRCwWy3h+MxgM6DxCA+RahgqeOkZRFPA8D0mSSiJ2gPyWhMuyjMnJSTQ1NcHj8TSM2InH4xgbG4PH48HS0lJV5kAFT2MTYVn8imUxxrLwp/xuNBqNmvpK/q6DwSASiQRMJhMsFkvFVsvkI3SSNGKEhzRYmu6Nfj+MigIwDJqbm9HU3LybisyAp6+vYaL1B6GCp05RFAXRaFRt9Fmqk06uJeHJCEh7ezs6OztLMmYtEIvFMDY2hqGhIdjtdiwtLVXlZE4FT+MhApjaW0r+fz096M6xcpJlWdWPkUxXRyIRbG1twWg0wmq1wmQylfy7yUWjCOUpdFQaVPA0yj61x2I4EUnTWIRh0oo6s9kMd3t7BWZWHajgqUNkWUY0Gi24xk4+ZEtpxeNxjI6Ooq+vryJdc8vRtT0d0WgUk5OT+2oHJcUCFTy1Qb1dgAiAZQBjLIsphkE85fFCYBgGZrNZLfMQi8XAcRz8fj/0ej0sFgvMZvPRavtwHMKhUN7evVQIIaivI5ObRklpaQjB1Xs1d/LFU8EFGtWACp46QxRFcBxXVI2dfMiU0kp2Bj958iRsNlvJxz1IMtJUbsETCoUwMzODM2fOwGKxqI8nV6tVOrRLl6XXNwEAEwyDiyyL/BcA549ahA67NyDRaBSBQEBtTWCxWPL+zvIch1CRQicJARoq/QMARFEa4qJ/JhhESwHHtrm5uSI3stWECp46IrWgYLkuxOlSWklRUOrO4NmoRD+tnZ0dLCws4Ny5czAeKJxWLbFAm4fWH3Hspqx+zzBYZRhYCKlIq4dkETqHw4FEIgGO47C+vg6WZWGxWP9/nMkAACAASURBVGC1WtPeFPE8j1AweCShk6SR0j9JGmGfmkUR57LU3Em3d30DA+WbUI1ABU8dkKyxIwhCSf066TiY0vL7/bh06VJaUVBOyi14fD4fVldXMTIykra4VrUamNJKy/UBAbCI3cKA0wyDpHRoJgThKlws9Xo99Ho97HY7JElCNBrF5uYmAMBiscBisUASRYRCISQSidIN3ADi4CCEkKzViuuBq7a2oMny2z94zFpbWysSua82VPDUOIQQCIKAeDxedrED7E9pbWxsYH19HefPny9bs8xs8yiX4FhbW4PP58PIyEjGWhPVFDyl3FYj1PSpJdHmB/D7vYadoQPP6QFwNXDx12q1aqVnWZbh397G5ZUVxBMJGA0GGE2miv+e6wmFEGhr4DgWS38kgs5YLPMLCDnUe+s4RHcAKnhqGkIIeJ5HIpEo2bLzXCRTZSsrKwgEAjh//nxZm2Vmm0c5LtbLy8sIhUI4d+5c1v2q9egIx3Hwer1wOp1obW1N+92o9X2oFwTs+nJ+zzBYy/IbNBCCSA1dKGOxGEJ7S9ubW1qgKArigoBIJAJZknY7b5tMDdc+4KjUc0pLL8u44PcX9B6ny1Uxq0K1oYKnRil1QcFCxhUEAdFotCLNMjNRasFDCMHCwgISiQSGh4dz7le1Ijz5kOxI39/fj83NTUxNTcFms6G9vR2tra3qvlHBUzwKgEt7ImeWYZBroXa1UlnpSHbTjsfj+x5nWRYmsxkms3k3TS4I4DgOwUBAFT8Gvb7hTMiFUs+C5w07OzAV0AuRYRj09feXcUa1BRU8NYiiKOA4DrIsV1TsKIqCqakpAMCVV15Z1R99KQWHoiiYmZmBVqvNe79qVSwkDeTDw8NoaWlBV1cXCCHY2dmB1+vF9PQ0Wlpa4Ha7oShKTe5DLePDbspqgmWRpnpJWnQA+Bq4QAqCgFAweEjopINhGBhNJhhNJiClD18oGIROr4fJZILBYKjbC/9RqFfB4xIEnAyH83vx3v51dHZWrKBlLUAFT41Rzho72ZAkCRMTE2htbVVXglWTUgkeRVEwMTFRcFXoWozwBAIBzM/Pqwby5ImZYRg4HA44HA4QQhAMBrG5uQmv1wudTgeLxYK2traqpCbrAR7A+F5hwI0ivvemKkd34oKAUCgEQRCK2wDDwGA0wrC3KCGRSCAWiyEcDkOr1cJkMsFoMBzyfTQq9ViHh92ruZPvrBnsLlDp9XjKOa2agwqeGkIURfA8DwAVvTglEgmMjY2hq6sL7e3t2NjYqPpdTj4tLnIhSRLGxsbgdDrR3d1d8Pi1JHi2t7extLSEc+fOZe2vxDAM7HY77HY7bDYbdnZ2EAwGMT8/D4vFArfbDafT2ZCNAQtBBjC/J3LmGAbFftOagaqJnXg8jlAwWLzQyUByxRewe06KxWKIRqO7KTGjEUaTqWFbDwD12VridDAIe4Gr77q6u4+df+t4n/VqiHg8Dp7nwbJsRU8msVgM4+PjGBgYgMPhAPD6xb6aEYFcLS5yIYoiRkdH0d3dDbfbXfD7ayml5fV6cfnyZYyMjBS0uoZlWRgMBpw4cQInT55EJBKB1+vF4uIijEYj2tvb4XQ6j9WKnQ0AY3urrLgjbksLIMtamLJRLqGTDp1Op34/JEmCIAjw+/1gGAamvShjo1Htm71CsYoiRrLU3EmHTqdDdxWaI1cbKniqDCEEiUQCU1NTsFqtRV2ciyVdSwXgdbFRTcFzlAiLIAgYGxvbJ+IqOX4pWV9fh9frzbqEPhOpoo3ZaxzY3NyMoaEhtU7Lyy+/DL1eD7fbDZfL1ZB3fFG8nrLylvBCZq5wKisejyMcCiGWbclxGUlWc7ZarZBlGbFYDLIsY2trS438NELksN5SWldtb0NbiPBkGPR4PA1xrArl+O1xDUFSzII6na6iF9hAIIC5uTkMDw+rfXqSJIsPVvPOv1jBwfM8xsfHj9wCoxYiPKurq9jZ2cm5hD4T2fbBarXixIkTOHHihLrE/ZVXXoFWq0V7eztcLlfW1FmtIwGY21tltcAwKPUvqwmVS2UlEgmEgsGqCZ10aDQaWMxmCLEYWh0OCIKAcCgEWZZhMBphqudaP3WU0uqNRtG9Z4PIF71ej86urjLNqLahgqdKJLsgx+NxaDQaaLXaI3tW8sXn82FlZQUjIyNpL2rZGohWCpZlC+vajNeXa5eiBUY1IzyEECwuLpakNEA+os1isWBgYAADAwPgeR5erxcXL14EwzBwu91wu90VrbJ9FNawW/14gmHKlm7SAMi9DuroJBIJhEMh1ddXayT7aLEsqzY4JYoCIR5HJBKBtFfrx0Rr/ZQFnaLgzdvbBb+v1+NpaA9WNqjgqQLpauxoNJrSlnzPQLLK8Pnz52uuyvBR5hAMBjE7O5s2YlWJ8UtFMsUZi8Vw5syZI52YivEhmM1m9Pf3o7+/H4IgwOv1YnR0FIQQVfzU2jLWCIBRhsEYw2CrAnfmVkIQKmKcfL0hoigiFAzWrNBJkm5/GJZ9vcEpIRDicfB7tX70BgNMRuPuTVadRFBqmfM7O7AUeGNqtljgcrvryqNUSqjgqTCZauyUO6pCCMHS0hKi0WjOFEmtRHjyFRzb29tYXFzMGLEqhmqktAghmJ2dBSGkJHWQjroPRqMRHo8HHo8H8XgcXq8X4+PjkGUZLpcL7e3tJRGX+XDwsxABzOz5chbLkLLKRLFiJx/qReio5BJwDAOj0bgbHUwK+b0l9Dq9flf8GI3H9uJ7FBzxOK4IHWxukhtPX9+x/ryp4KkgsiyD4zgoinKoL1Y5U1qEEMzMzIBhGAwPD+f8wteT4Nnc3MTa2lrJ+31VOsKTLPpoTN4Bl4BSijaDwYDe3l709vYikUjA5/NhcnISoijC5XLB7XZXpDz9CoAxlsUkw6D8a5T2owEgHuFikSnCI4ribuqK41BPa54K+m4xDPQGA/QGA9DSAnFP/EQiEWi0WlX8HNdUSyEwezV3Cv2kmpqb0bpXq+u4QgVPhchVULBcIkOWZUxOTsJqtaIvT3VfLymt1dVV+P3+svT7qmSEJ7U4Yl9fHwKBQEmWxpZrH/R6Pbq7u9Hd3Q1RFOHz+TA7OwtBEOB0OtHe3g6r1VqyO8moRoNfsiymWBb+Kt6dWoFDDUOPgiRJuxGdOhM6SQiKb3ar0+uh0+uB5mZIooiYICDq94PdqwBtMhqr0rG8Hmrw/H/23ixGkvQu+33eWHLfas/qrq6qnnbP9F49M8ceIxnkRT4SEsIyRtYgLgbJkgVCQoIbQEIIJATmAgQXXPpiZBkhsR2MPzjf94Hh8/k4+OABz9TSe/f03rXmnhn7+56LzMjOysol1szI7PhJI7urKiMiMyPifeK/PP8LlQrmLbhpd2OOkDDNSl9FQsEzAjRNQ71eb9fq9MIPwaNpGra3t7G4uIjTNqrygxDhGeTDY6bn6vU6rl275stT4ahEn2EY2Nrawvz8fNsc0SuhMgrRJooiTp8+jdOnT0PXdRwcHODevXtoNBpYWFjA0tISMpmM7RusCuBWq8vq30+dwpIgjLVVOOlBKssUsbquo1wuo1GrTaTQacOYZWffQQiiiLQoIp1Ow9B1SLKMQqEAAG3xw4+ohTroHjwJXcd1m8NBAWBmdhbZXO6Vju4AoeDxHVVV26MaBi3MgiDY7koahKIo2NrawtraGhYWFmy9NgiCp5/TMmMMd+/eBaUUly9f9u3mxHGc7zcHXdexubmJ5eVlLC8vt38+SYKnE0EQ2u/F9Gcx68bm5uaQz+eRzWb7fmcMwCM0u6xuEgKzhJ+Ne8wJ4NiJuRNd15ut25o22UKnhZsITz/4Dq8fahiQZBmlUgmUMcRiMcRjMQg+trsH3YPnU4eHiDi4ptdeoQGhgwgFj090euxYGQDqpcgwvWjOnz+PmZkZ26930hLuNb0iLJ11LufPn/f1SYwQ4muER1VVbG5uYnV1FYuLiyf2PelPYjzPI5/PI5/PwzAMHB0d4fHjx6hUKpibm8PS0hJmZmZACEEBrS4rjkOpx7bG/VmkXBoMGoaBcrmMSstLZ1SF3n7jd/qH43kkk0kkk0lQSqHIMirVKoyOdnfR43Z3RmlgU1or9TrW6vb9wRe66uuCHMHym1Dw+IDpsaOqquVp516lUCqVCm7duuXKi4bneUsTl/2k+/MwDAM7OzvI5XJYXV0d+f69RFEUbG5u9nWCthpdGvY3QRFOPM9jcXERi4uLoJTi6OgID1+8wN89eYIXS0uozc4iFot5kh7xmgRjqDpcIEyhU2/V7vkRERkno0z/cByHeCKBeCLRfJiUZdTqdWjFIqLRKGLxOKKRiGuxEtTvSKAU7zjw3CGEnBgQGsT3NypCweMxjDE0Gg1omnaiE2sQXixOR0dHePDgAa5everKKyUoKS1TcJipn3w+j1OnTo1k/36JBUmSsLW1NTD6NqkprWEwAB9zHDaXlnA7n4fKGGRZRq1Ww8HBAWKxGFKpFOLxeCBuyhyax2z3EzQMA5Vyud2k0CZA34UneFTDYxfSKmyOtbx+zEh6uVRqtru3prs7ET9BTWldKxaRchB1z586dWwtCNL9YByEgsdDKKVtsWM1suMVZnv2xsaGa1fTIHVpDUr9jGL/XlKv17Gzs3Nidlk3XqXTgiJ4DgF81BrYWen4OSHkpUkd0BY/h4eHiEajSKVSY03/2E1lGYaBSqWCWrXa83Mf/zfhLYGIhhCCaKulHUDbtLNSqUAQhLb4IRYbGxil439PXeRUFZdKvZK9g+F5Hmd6RMOD9v5GSSh4PIJSilqtdsJQcBQ8fvwYxWLRs/bsoER4dF3HRx99hHPnzmF2dnbk+/dSLNgZezENER4JwE6ry+q5xWuhbVKHl+KnUChA13XU63Ukk8mR+bTEbaSyKKXNiE61Cjro8x5TRMQvgtjCHYlE2g98mqZBkiTUqlVwPN8ecDroHApalxZhDD+2vw8nd/VTp0+HIz26CAWPB3R67LiZQGs+2Vu9qTPGcP/+fSiK4nrmUidBEDySJKHRaOCtt94aGA3xCy+LlsvlMm7fvm157MWkCh4K4H5L5NwlBG7K3jvFz5MnT6AoCkqlEkRRbBey+iV+zOVu2CdnWeh0bi9Ai6lbgiYOuhFFsWlGmslA13XIkoSjo6NmZLElfrofEBljlqNBo+B8tYpFB/WUoihiZQS1jpNGKHhcYsVjxyqm94yVGzmlFLdu3UIkEsGlS5c8vfGMO6VlFl7HYrGxiB3AuwhPoVDA/fv3ce3aNcsDOIOSirLKHppdVtsch5oP2+c4DrOzs+A4Dqqqolar4dmzZxBaLcxei5/0kFQWpRTVSgXVSsWS0JlaAi54OhEEAal0Gql0GoZhQJaktsGnKX4EQQAN0HuKGQbecuC5AwArq6t916NX2c06FDwusOqxYxXTi2dYlMgwDGxvb2NmZsaXjqVxRnhMgXD16lVsb2+P5RgAbyI8h4eHePjwoe26qkmI8NQBbLdmWe2OcIGIRCKYnZ3F7OwsVFVFvV7H8+fPwXFcW/y4efCIMYZan/fTFjrVqrNzY9pSWkAgC3yHwfM8kqkUkqkUKKWQJQnlchnUMEA4rtntFQA+eXiIqIPzLBqLYXlEzR2TRih4HGBOtG40Gp7W61gRGqqqYmtrC6dPn0Y+n/dkv06Oww/29/fx+PFjTwqv3eI2yrW3t4enT59iY2PD9oyvoAoeA8Ddlsi5R4gnZnxuMOs1ZmZm2pHWFy9egOM4JJNJpFIpW+KHoNmZ1f2tuxY6LaYxpTXp74fjOCSSSSSSSTBKUSyVICsKpP39ttfPOO5Fy40GXqs5i5eurq290lGcQYSCxyas1Uory7LnxcnDhIYkSdje3u7r3+IV40hpPX/+HLu7u7h+/bqrOiivcCMWnj9/jr29PWxsbDh6L0ETPM/RHNi5TQiCOsdbFEXkcjnkcjnouo5arYbd3V0AaIufYd9Fpmt8BGMM1UoFlUrFs+thsuXBcYJew2MXwnEQBAGJRALRaBSKoqBer6NULCISjTYHnDpsd7cD79BzBwASySQWl5YG/s00fWd2Gf/KMkGYhoKKovjSicXzfF+H41qthhs3buCNN95ANpv1dL/djLqG5PHjxyiVStjY2PB8CKhTnIq+J0+eoFAo4Nq1a47fSxAETw3AViuasz9hN0hBEI6Jn3q9jr29PTDG2mmv7qhbFGh3ZZlCp1qpwPBS+E9BROQYU5aiA1768BBCXhbOMwZFVdupLzESaU9390M8XC2VkNU0R69dszgg+lUlFDwWYYyhXq/76rHTL8JTKpVw584dXL58Gclk0vP9jgvGGB48eABZlnHlypWeYdhxPUXaLVruHGjqtmPOS8FpZzs6gDutLqsHhJxI7UwigiAgm80im83CMAzU63UcHByAUtqO/EREEQJjkAHUqtXmvCsfIpzTVt4cCB8ej+npw0MIotFoM7qDZlmBLEmoVqvgBaEtfrxII2VVFVeKRUevzWSzmJufd30M00woeCxAKUW9XvfdY0cQhBOC5+DgAI8ePcLGxkb7ghsFft/IGGO4ffs2OI7r22VmRlnGEfWxU7Rs2gNomubJQNNRR3ieojmw8wYhkFzvNbjwPI9MJoNMJgPDMNBoNHB4eIiIJKHRuvZ8rX2YtojItEWsYK3OqtvrR5Zl1I6OwLUcoOOxGDiH96xPHxw48twBgHWLA0KnTaTaIRQ8QzCfCkex8HZHeJ49e9auBbFb+BpkKKW4ceMGkskk1geEYMcteKzAGMOdO3dACMGFCxc8uZlYFSpWZmn1o4LWwE5CcPgK3gB5nkcqlYJIKQqKgka9DkmWm4MpY7HmYEqPr7lpLFqetsXT7mgJ0+snnU7D0HVIsoxCoQAATfHTw+unH+eqVeRl2dFxz87NIeNzqcM0EAqeAZj5f8bYSBZdnuehqmo7PVKr1cZa1+LHDc0wDGxtbWF+fh4rKysD/9b0JQoqndPbX3vtNc8+K78iPBqAW626nI8JmboUi1UYY6jVaqiWy4goCnRBeDmYklLIioJqtQpd1xFrDaYcd9dgEJnG88fNaAm+5QuVSqVADQOSLKNULIIyhlgshngsBqGPiI4aBt526LlDCMGahejOJHl7+UUoePrQ6bEzKsEhCALq9Tru3LkDxhiuXLkyticojuNgGIanHVOapmFzc9NyS715DEGEUoqdnR1kMhmsdU0jdovXgucRmimrm4TAvmfrdFGrVlGpVKDrOhK6jkbX+U04rj3fy5zKXa/XUSqV3LcpT1lKa1ojPF68J47n247glFIosoxKtfoyghiLQew4j94+OkLc4b1ufnHRcm0naRVkv6qEgqcHiqKg0WiA47iR+hkQQrC/v4+lpSWcPXt2rCem19EVRVGwubmJs2fPYt5iYd24HZ/7YSdK5QQvBE8JwEc8j++cPo1cQDrfxkmtVkOlXG53QQqUQhlybXdP5ZY72pSjrchPNBKxnKaatpTWJDktW8WP0RIcx72MILZEdK1eh9YS0Wcoxblq1fG219bXPT3eaSYUPF185zvfwY//+I+PfACorut48OABIpEIXnvttZHttx9emg82Gg1sb2/j9ddfRy6Xs/y6IAoeXdexubmJ5eVlLC8v+7IPp+9bBXCjlbJ63EpZVQUB1j/x6aNeq6HcIXRMIpSeiO4MpLtNWVEgSRLKpRIikQji8bglj5ZpkgdsyiJWo6BbRKuyjE/8139h5+AAqVQKM7OzyGYyltee/KlTlkfWhISC5wS/93u/h+9+97sjNb9TFAVbW1vI5/Mol8sj2+8gvEonmf5BFy9eRDqdtn0MQRI8qqpic3MTq6urWFxc9G0/diI8DMDHaBoD3iIEqm9HNVnU63WUS6Wevla9Ulm2IATRVisyAKim+DE9WuJxxHqJnynrapq6iNWoIQRvyzKu5vNg+TxqtRqKhQKePnmCeDyOmZkZZLPZviUVPM/jjM3RQtMWkbNLKHi6yGQyqFariMfjI9mfGf04f/48EolEu8J/3HiR0jL9g6xOCe8mSILHTMn57XINWBM8RwB2OA43eB7BkMjBoFGvo1wuQ+tj3MZbSGXZJRKNItLh0SJJEiqVCkRBaEZ+WgZ101YyOo01PKMkrWm41vLcIQDSqRTSqRQYAKnRQKFYxIsXL9rjU3K53LEH8dMrK1PVvTsKQsHTRTabRaVS8fUJ3sScCm5GP3RdD0yRrtuU1tHRER48eGBrSng3QRE8kiRha2sL58+fx8zMjO/76yd4ZAA3OQ5bPI+nreLDcGJOk2FCxyRqGGj4uEgc82gxxU+1CkEQwLVGF0wNoeBxxTsHBxB6XOcEQCKRQCKRwMrp05Akqf3wyPE8ZmdmsLCwgNNnztje56v+fU3R1ecNmUwGlUrF9/10TgU3o0njnFLejZuUljk48/r1666eQIIgeMyU3IULF5DJZEayz07TQwrgY0KwxfO4w3HoPXjk1aXRaKBcKg0VOgCQ0DRfxU43YiQCMRJBBs0OxUqlAlmWoSpKO/ITDnl8NVmv1XBasmbzaXYNLi8vQ1FVlIpFVGo1fPDBB1hcXMSixS6tMCIXCp4TjELw7O7u4tmzZyemgo96htUgnKa0nj59ioODA8eDM7uPYZwCkDGGnZ0dXL58GalUamT7JYTgiONwh+exw3HtGU8hL5EaDZTLZaiqtaolnlKoYxQXoii2i56jkQgkSWq683Ic4rEYYvF4KH7GjBsPHjtEDAOfdDgcNBqJYHVtDW9/8pPQdR37+/u4desWVFXF/Pw88vk8UqnUKy9s+hEKni7MlJZfPHnyBEdHR54IAj+xKzYYY3j06BGq1So2NjY8uXmPM8JTLpchSRLeeuutkYkdCc26nP+dzeIFIciG7eRtzBu42RllVeiYxAwD9XHXO7SesAVRRFoUkUaz60+WJBwdHYEQ0nyadzGaIMQ5o5oN9mahgISLB7m19XVwHIdIJIKVlRWsrKxA13UcHBzg/v37qNfrmJubw9LSEnK5XCh+Ogjuijsm/BI8nYMyr127FvinOTspLcYY7t27B13XcfnyZc/eG8dxfafH+4mZbkylUr7PL6MA7hOCTZ7HPY6DATQX5jG87yAjSRKqlQoUxb51YkLXxy920HtBFQQBqXQaqe7RBIS0Iz/jclp/1fDDg6ebeVnGGy7Wl0QyiYUe9aWCILStMgzDwNHREZ4+fYqdnR3Mzs5icXExFD8IBc8JstksDh2GG/tBKcWtW7cgimLfQZkmZlpr3CemOeZiGOZ7i0Qins2SMhlHhOfw8BAPHz7ExsYGbt265VuKcY+Q5sBOjkO9x2cWlNTmuJFlGYWjI+ia5ujc4iiFGqCb/KAj6RxNYBgGZElCsVgEGLM9lynEPoxSX32FOMbw6YMDV/tYt2BIy/N8u7aHUopisYi9vT08ePAAP/ZjP+Zi75NPKHi6yGazePjwoWfbMwwD29vbyOVyWF1dHXqy+jHSwQlWUlqGYWBnZwfZbNbz8QrA6AWPWWxtDmu1MzHdCnUA2xyHbZ7H3hDR+6qjyDJKpRIURYFmM33VSTwIqSwTGz48PM8jmUoh2TGXqVgsgjHWjvyM+x4xbfj9oHmhXMaci3M5k81i1qYlBsdxmJubw9zcHOiIapSCTHjFdJHNZj0z/zNnR506dcqyK68gCIEQPMNSWrquY2trC4uLizh9+rRvxzAqwfP8+fP2ZHrzs/di/waAuxyHLY7DfY6D1a29qhEeRVFQLpUgt6ZG25lc3U1c11EPkChw+o12z2WSWyaHlNKhQylDrONnSiupabju0mNt3cKA0GGEgifkGKbxoFtkWcbW1pat2VHA+DuTOo+j32I/KsfhUQmeJ0+eoFAo4Nq1a8dSBm665p4Tgq2WMaC15tOXvIo3pW6hA7Ta8xlzJBQ4xmAQEiwnYA9GMXAch0QyiUTnUMpKBYZhNIdSxuOjMaObMtdoAKA+Rng+dXgI0cVDzNz8PDLZrIdH9GoSCp4uvChaNr1b3njjDWRtnqRBEjy9jsMUcqNwHPZb8DDG8PDhQ9TrdVy9evVEsbXd/VcB7PA8NjkOhy5unEGyJ/AbRVFQaXXEeUk8IIXKnXg9iuHYUEpKISsKqtUqdF1HrDXZXXQ62X0I0zhHy6+U1pl6HauNhuPXE0KwGg4I9YRQ8HSRy+VcCR7TEfPy5cuWzKC64Xl+LJ1JvY6jW/DU63Xs7Ow4EnJO8FPwMMZw//59aJqGy5cv97zRcRw3VHjoAO5wHDY5Dg9tpKy8oNFogDGGZDIZ+K6/blRVRblU6it03Ii+WMBSWaOAcFzboK49kbtWg6briLbET8RD8TONc7T8EDwipfiUyyaYhaUlR2tJL17F6HEnr9ZdwQJuIjwHBwd4+PChq3EKZg3PuOkWG+YYjEuXLo3Ml8avaBdjDLdv3wbHcQM7ywYVLT9tpaxu8jzknn/hHCuLfa1WQ61WQyKRwPPnz8HzPFKpVODFzzChY0LgrOaFYwwsaKkskxFFRToncrPWZPd6vY5SsfhS/Li0WwhCJ6nX+PGeNgoFpFw8wHIch1UfGkJeVULB00U8HrdtagY0i153d3ddj1MIYkqrWCzi7t27x8ZgjAI/IjyUUty8eRPxeBxnh7R4du+/DGCb57HFcSj4fLMfJHiq1SoajQaWlpYgCAJmZmagaRpqtdoJ8RMUVFVFpVxGw0Jon2vV7jghiKksk3FERQghbYdnMAZZUdBoNFAqlRCJRhGPxZpeU3aPa0oFD+/hw8KsouCiywaY/KlTjh+eO3lVUuTDCAVPD+x44ZgOw5VKBRsbG659MoImeA4ODvDo0SNsbGz4bsLXjdeCh1KKnZ0dZDIZS230hBCojGGr1WX1iONGMvF60HlXqVQgSRIWFxeP/Z0oipiZmTkhfjRNQ7VaHVvkR9M0lEslS0LHxOlnHNV1NAKeyhqrROgSP4qqtju+xEgE8XgcMYvi1V37BwAAIABJREFUZxqXT0YpiEc+R6TluePmihMEAWdWVz05HpNpE6l2CfbdYQzYqR1gjOHu3bswDANXrlzxZEHhed7SIES/IYRAVVU8efKk7UszarwUPIZhYGtrC/Pz81hZWRn4twzAY0Lwr7kcHqdSiIxhEe11DpZaIxW6xU43neLn8ePH0HV95GkvTdOa4znqdVuLY7/ozrDbNGm9hgX5hh6kziZCEI1G2w8xqjnZvUP8RKPRvudZmNIazOuVChYcuIJ3cnplxdP77rR9X04IBU8PrJj/UUpx48YNJBIJnD9/3rOTSRCEY6254+Lp06fQNA3vvPPO2NxdvRI8uq5jc3Ozbb3ejyJepqxKhKAcj4MH4E+fS396nUvFYhG6rmNhYcHWuUYIQS6XG5j28lL86LrejOjYFDpAq27HYeg9qeuoBTSVZRLkqEgkEmkWNWezUFuRn0qlAkEQ2pGfYx4109ilBXjiwxPXdbzl0nMnEong1JAHsxD7hIKnB6lUCrVaDblcrufvTdO9hYWFodECu4w7pcUYw8cffwxJkhCLxcZqZe9Fe/YwzyAFwK1WyupJV8pqnE9Ene+7UCiAUoqFhQXb27GS9vJC/Oi6jnK5jEat5nhhJ32iO8OIGMZkdGVNiEgwxU8GzUidJEmoVavgBaHp8hyLjWzQ5ijxarTEJ4+OEHH5oLayuur5vXfavi8nTMBdYvSYbsu9BI+iKNja2vLNdG+cgocxhjt37gAALl26hB/+8IdjOQ4TtxeooijY3Nw84RnEADwkBFs8j9sch34JxHH54XS+76OjIwCwZV5pBa/EjxdCB3AudghjLzuzAs4ktnKLothMq2Qy0DQNsiQ1Zw0S0kw/UhrorkA7eJHSOt1o4Gyt5mobsXgcy6dOudpGSG9CwdODdDrdszW90Whge3sb58+fx8zMjC/7HpcPT2eKzuxemuQnAkmSsLW1hddff70tXI8AbPE8tjkOFYvvbVzdDYwxHB4eguM4zM7OOt6OlQJ8J+JH13VUymXUXQqd7uO0yySksqYFU/ykMxnU63VIjQaOjo7Atdrg4/H4RIsft6MlBErxzsGB6+NYXVvz5d47yfdzrwgFTw96efFUq1XcvHkTFy9eRDqd9m3f4/DhMQeczs7O4syZM+2fkwl9gjMNEi9cuIBIJoP/4jhs8Tye2bzgvR4eagdVVZFKpXwT1v0YJn6i0ShqtVpT6HgkBp1+zhHDQGOSpodPSErLCjzHIRqNIp3JwNB1SLKMo6MjEEKaNT9jToc7we1oiWvFItIuH1aTqRQWl5ZcbaMX01hk7oRQ8PSgW/AUCgXcu3dvJD40o05paZqGra2tngW9ZtHwJAmearWKnZs3kbh6Ff+cTuMux8HpLWgcKS3GWHvh8ELsuHkPneJHlmXsvniBwtFR29U3FouN7dwwU1l0ghbVSUxp9aOzhocXBKRSKaRSKRiGAUmSUGwV7ZqRn0kQP25EQU5VcalUcn0MXgwIDelPKHh6kMlk2oJnb28PT548wfXr1z21Zu/HKAWPWY+0trbWsyDWPJZxT263yv1qFf99bw/Spz4FxYPvatRPRIwxHBwcIBqNBsYozDAMVCoV1KpVcByH+YUF6LoOWZKa6QyX4sepyeCkprKmQ+60Ur09rg8zEmiKH1mWUSwWwRhrjr6IxcAH9X7iUPCYnjtuJV02l8OMi/R1yHACeuaNl2w2i2q1ir/+67/Ga6+9huvXr49s0bcyv8kLzBqXQfVI4+4YMxn05NUAsMNx+P9kGbcUBYuvv+7ZdzXKCA9jDPv7+4jH40in054P07QLpRSVchm1avWEIBEEAal0Gql0+qT4icUQs1HL4eTzFSctlWUSJB8el1iJhvA8j2QyiWRrsrskSSiVSqCMIdaa7D4pD1ODOFetYskDK5E1n6M7YUorFDw9yWaz+Pa3vw1d1/EXf/EXI78o/V5kzWnuFy5cQCaT6ft3fk8rt4J5DJ0hcQPA/dbAzvsch2qjgVKlgqWlJc9D56MQPIwx7O3tIZlMIp1OgzHmaX2MnW0NEjq9cCN+nEZ3BMagTaDgCUbMziNsRkM4QpCMx5GMRkF1HYokobq3B2oYiIkiYpEI+EwGmLCoXcww8Hark9INc/PzA+/FXhAKnlDwnEDXdbz//vuQZRl///d/PxG5ZzuUy2Xcvn3b0jT3IER4OgXPbmtg5w2OQ7118dbrdVQqFeTzec/rSUYR4aGUYn9/v50GMPc7aiilqFYqqFYqjudY2RE/Tk0Gk5oW2FlZQwli0TKlx/9jrP3/Sde/O/8/X6+DIwREFHv+/sS/O75rHkCi9R8Yg67r0HQdxdVVRFIpxOPxsTi7O+HtoyPEXD4UEkKwur7uzQGFDCQUPB00Gg383M/9HM6dOwdd18cqdvyoqi8UCrh//77lae5BEDyyIOAHHIfbooj9rs+jWq2iXq9jaWnJl+JZv4UHpRR7e3vIZDK+DfocJtraQqda9TSa1yl+DF2H1CV+EomE7fSOQCmkCX4AsVy0PEiEDBMVVn/XJULswqtq85pzG/0mBIIoQojFEM3nISsKqtUqdF1HLBpFLB4fSe2kE/KShE9Uq663s7C0FKhBv9NMKHhaFItFfPnLX8Yv/MIv4M0338Qf/MEfjO1YeqVx3LK/v9+ei2X1BjKulJYO4G7L/fjfV1YwI4oQuhYKc4jm0tKSb8LEzwiPKXay2Wxz8R8xfgmdXvDd4keWcXBwAI7nbdX8RCgd33DQAaKBDBAonf8/Vi6DK5ebUZ5BAmUS8Pq6iMfb3X/xeByMMSiKgnq9jlKxiGir5sc38WOzvopvFSq7heM4rI0ouhOmtCZY8MiyjJ/4iZ+AoijQdR0/+7M/i9/93d/Fxx9/jHfffReFQgFvvfUWvvWtb1m6SHiex2//9m/j85//fHv6+bgwvXi8EjzPnj3D/v4+NjY2bNUjjTrC86yVsrrJ82iX7PYo4rY6RNMtfgkewzCwt7eHmZkZ320OgOOpI8YYqpUKKpXKWMQsLwjIpNPNLp7OyI/p39JH/CR0HY3uNMcwEdIvqmElIuKDCOEbDRDDmIrCZQaPO866rgPSNdldVhQ0TPHTivxEIxHPPktmM914pVhE1oMhz8unTrUHuIb4z8QKnmg0iu9973tIpVLQNA2f+cxn8JM/+ZP44z/+Y/zqr/4q3n33XfziL/4ivvnNb+KXfumXhm4vk8ng85//PIDexoOjxEuh8ejRI5TLZVy7ds22gBqF4KkA2OF5bHIcjnrcvLpFhzlXyo+xHr3wWvCMWuyYgtAUOtVKBYafQmeAkCCtWUXMMEAohUAp0owhTSkMTYNaKqEmy+AAREQREZ4HAZAuFKAmk00X3M7tTiJTIHbaePleBl0LXeJHURRIkoRyqYRIJIJYa7ipm+Ox47Kc0TRc9cBzRxAErKyuut6OVcIIzwQLHkJIu8hT0zRomgZCCL73ve/hz//8zwEA7733Hn7nd37HkuDpJJVKoV6ve37MVvFCaDDGcP/+faiqiitXrjjzSPEppaUBuNPqsnrYNbCzm04X3sPDQxBCPJ8rNWjfXgoeXdexv7+P2dlZSzVUXsAYQ7Vchlyvw9D1nmKEWIlwDIqQ8DygKENFyKDbLQ8g3vqPUQpNkiDpOgiASK0GPRIJb9hBwuMHAWZV/BOCaCyGaOv6UVvip1IuQ4xE2pPd7YofOzWT7xwcgPfg/Z9eWZmY4uxpYWIFD9B8Wn777bdx7949/PIv/zLOnTuHXC7XTtusrKzg2bNntrfL8/xYjd8EQXA1T4tSitu3b0MQBFy8eNHxQsHzPDQPwrYmTzpSVorF15ii4+DgAIIgjHTUgpcLrK7r2Nvbw/z8fDOEbYoFw3jZEdPxb7FUAhGE4x0zrd+h42/b9SAdvyOUguk6qpKEeqEAQRDAtaIlvmB26gzB6oBQwnHtid3xeh0HiQQ4SQIBIIgiREGYzEhJQMwkvcDTlBbHAQ4fACLRKCKtlJCqqk3xU6lAFIRm5CcWs3QdWx0rcbZaxSkPPLIikQhOray43k6IPSZa8PA8jw8//BClUglf/vKXcfPmzRN/42bRGtf8ETcRHkopdnZ2kE6nseZyCJ0XkaYSgG2exxbHoejExZQQFItFJJNJZLNZV8cylM7ohWGA6Dq4eh2kXD4hNI6JlD5ixPwbQ1UhVyo4lUhAePy4+bshi1+yWgVnwd+jOwzPGENFVVFRFBiUOm4xt4UVsQP76UHeMKDFYuAUBYlEohn50XU0pkH8TDpemih6FO00RTIAaC3xU61WIQhCO/LTL21l5V4fMQx80gPPHQBYWV0dWRdwUFzbg8BECx6TXC6Hz372s/jBD36AUqkEXdchCAKePn2KU6dO2d5eZ93DJAkeXdextbWFhYUFrHjw9MBxnKPjUAHcanVZPR6SshoEYwz1Wg3xaBTZRAJQlOORDlM4dP2b2Pl9dwqnAx5AqlYD10qdOsEwDDQaDaQSCfA+1kMxxlBrCR29430QjMDwzsPoTicxRUG9o4OtM/ITip/x4mmEx4cuRTESgRiJIINmyYMkSahVq+B5HvF4HNGuUShW7vVvFQqIe3ANx+JxLDtYl9xACAlTwphgwXNwcABRFJHL5SBJEv7pn/4Jv/7rv47Pfe5z+Ku/+iu8++67eP/99/GlL33J0fbj8ThkWR5LyzDP87ZTWpqmYXNzEysrK1jyaNouz/O9a3gYAzQN0HVA00B0HUzT8IgQbAkCbokitC4DM9InAtL+m65/M11HrVLBAiEQBAH8mLw43DwdmWInmUz6NmSzn9AZGTzf/C4HQADbYichScfEzolthuJn/AQswtMPURSbtTKZDHRNgyTLqHUZYg4TPIuyjNc9amRZW18PxceYmFjB8+LFC7z33nswDAOUUnz1q1/FT/3UT+HSpUt499138Vu/9Vt488038bWvfc3R9jOZDMrl8lgEj90aHlmWsbW1hddeew1zc3OWX8d9+CFIqdQWL6QlYMx/p2o1zO3vQ5yfP/77jmMrxOP4aHkZ28vLKHXcuNws74wx1Go1xGKxsbROe8EoxE5NVVFV1fEIHROOGy54bBZ/c5RCs2GfMEz8CIIQLjBe42GaxHLBsgcIooi0KCLd5QbOKIUgCKCGAa4r1cS1PHe8OIOSqRQWRtRhGnKSiRU8165dw49+9KMTP3/ttdfwH//xH663b05MX15edr0tu/A8D0WxVtbbaDSwvb2N119/Hblczt5+vv99kFqt7+8FTYNQLIJ03QAUnsfO0hI2l5fxxOY+h2GKHXOwoKqqE5eD1lv+Mn6JnbqqotyK6AxdyP1e6Ids30l0Jy7LA6M7A/fXQ/xIofjxHM9SWoT4HuHpR6cbeK1ahaqqKBQKACHtyA/P87hUKmFGVT3Z57rPA0L7EZ7zTSZW8PhNJpNB1QPbcCdYreGpVqu4efMmLl261G7Rt4wsDxQ7wPHJ7QzAg7k5bObzuL2w4MvwRkop6vX6RE9RNsVOKpXy/CZT1zSUZXm8EZ1uhokZQmxFA3qKHYeCNxQ/PuPFZxeLNaOEY8Y0OkwkkzAMA7IkoVgsIi7LWHz8GMrMTNPo0AXZXA4zs7MeHbE9wvO8yWSuKiMgm82iXC6PZd9WBE+pVMKdO3dw5coVR2k3YqUDiBAcJhLYPncO28vLqPjoCGqKnUQicax7odOHJ+j4JXYaLaGjOf0c/IyQDTgmu9PQOUqh+9S5Eoofj/HqnBpTdKcbxlg7lcXzPJKpFJKpFH7iyRNEOQ4ff/wxqGFgZmYGMzMzjny01sYU3Zm0CLmfhIKnD2ZKaxwMq+E5PDzExx9/jI2NDce25KRQ6Ps7SRCwk8/jo3wetzkO6XTa0T6sYta7dIsdYHKeTDRNgyzLnoqduqqioqrQxjzAtS+E9K3fcdKG7iaVZYdQ/ASIEdbvDIIydmJe31qthrOqCiwsYHFhAbquo1gs4vHjx9B0HblsFrOzs5Yc0+cXFpDJZPw6/KGE53OTUPD0IZvNBjKltbu7i2fPnuH69euuXDq7IzyUENyfm8NHy8u4Oz8P3Qwz+/wZWCnuDfoTiqZpUBTFM7HT0DTsSxJEjyJbvn16AwqW7bahd7egj4pQ/IyXURYsD6SrS0ukFJ88PDz2J4IgYGFhAQsLC9ANA+VSCU+fPoWqqsjmcpidmUE8kThR20QIweqIBoSGDCYUPH3I5XJ48eLFWPbdT/A8efIER0dHuH79umvTKjPCs5dKYXN5Gdv5PGojbv22Utwb9MVGVVWoqopkMun6WCVNQ1lRoBoGdEohemDu5uun10fw2I3ucIzBCEIdRyh+Rk9ABE93W/qbhQKSAyKrAs9jbm4Oc3NzMAwDpXIZz58/hyzLyLYiP4lkEgTAYj4/lm7fTsLztkkoePqQTqdx586dsey724eHMYaHDx+iXq/j2rVrrjt/6gBuRyLY+tSnsOtzuqofdlJAQY3wmGLHdsF4F5KuoyzLUIOaurKJ3ehOQpJQG/OC0E0ofkZAJNL0cQoAnaMl5mQZF2zUb/I8j7nZWczNzoJSinK5jN3dXUiShFwuh0+88cbYTGxNwnO1SSh4+pDL5caW0uoc2skYw927d0EpxeXLlx2fuAaAe62BnQ8IAZaWxjZxulMoDHs/Qb1QFUWBruuuxI7cEjpKH6HjSevviD8/R6msgDzl9yMUPz4RoO/dFCQcY/j04aHj647juHZhM2MM8UQCBwcHuHfvHmZnZ5HP5zEzMxOeL2MiFDx9yGazYytaNi8GSilu3ryJWCyG8+fPO7pIXhCCzdbAzob5Q1kGP2axYycFFLQIjyl2ksmko9cPEzqAz6kor3B5DhHGwAgBm6Cbfyh+PCSAgueNSgXzFj3QhiGKIjbefBOiKIJSikKhgOfPn+PGjRuYmZnB0tISZmdnfTMmDTlJKHj6ME7BY7K9vY1cLofV1VVbr6vh5cDOgx43X9JonHxRH7y8eTuJiox78ejevyzLMAzDkdhRdB2lIULnGF4NaPRDMPbo0LLbhj5sfETQCcWPSwImeJKGgeseDQcFgJUzZ9qNJRzHYX5+HvPz86CUolgsYm9vD7du3UI2m0U+n8fc3Jxv4ic8D5uEgqcP4xQ8ZjHvysqKreGntzgOH3EcPuY4DHz2liRbx+NF/tmNUBh3hMd8/7Isg1Jq+z0ouo6yokC2Mx8t6Dconj82YoQAtoRVVFXRCIgHixdYET9ThQfnZ2A6tNC8xt85OkLEo3tNJBLB8unTPX/HcVy74JkxhlKphN3dXdy5cwfpdBpLS0uYn58f2TT1V4kpuwq9Y1w1PKqqYnNzE5FIBPl83vLrbnAc/i+LN1ViQ/CYc5DcCB5JkppPUA7Ejt05TF5j7l+WZTDGbHVbOBI6HXg6kdprup5ECTBYZHf+LWMAY2BTGsrvJ34opdA0bfIjP15cj6LY/C8gLBQKWPdQlJ5ZW7MkWAghx2p+yuUy9vb2cO/ePSSTSeTzeczPz0+fYB4T4afYh0gkAk3TRrpPSZKwvb2Nc+fO4dGjRzAMw1KIswrgv9u5IGwKHjc0Gg0QQsbelukGWZZtvQfFMFCRZUgOhY6XEPjow+NwH5OeyrJDp/hp1OtgjE182ssTIR6g6J5AKV5/+BD4xCc82V4sHkfewQxGQghyuRxyuRxef/11VKtV7O7u4sGDB4jH41haWsLi4qIj8TNp55hfhIJnCKNqJ6zX69jZ2cGFCxeQyWTw9OlTGIZhyVzwvwkC7CSp7ER4AOcppUajAY7jHNmwBwXDMCAIgiU3VdUwUA6I0PGdjnPCTmdWVFXRCFAqY2S06rGmpubH7XEG6BzYKBZBPCpUBoC19XXX3yMhBJlMBplMBufPn0etVsPe3h5++MMftqP/i4uLrsxnX0VCwdOHUd54KpUKbt26hcuXL7fTPt1ePP34T47DAzupAcMAbFzcTlNK9XodgiA4Hn0RBMzo1LD3oBoGKoqChocRQc/OPpvDOy3TKli2Mw2d4GVn1qvOK1/wHJAI34yi4FKphJsebS+VTmNhcdGjrTUhhCCdTiOdTuMTn/gE6vU6dnd38cEHH0AURSwtLWFpaQmRHsax465/DBqh4BmAKTr8VNGFQgH379/H1atXj0URBEEYOkD0CMD3bIY37UZ3nNx0a7Va+2Y+qdTr9aE5eD+EThu/hIoXcFy7Jd2OIE42GoEzGBwVg9JAEyd+PDgvWQCivoQxfPrgwNM6ufURDAhNJpM4d+4czp07h0ajgb29PfzoRz8CIaQd+emMqhNCgnX+jJFQ8AwgnU6jUqlgbm7Ol+0fHBzg0aNH2NjYOCEOhk1MpwD+XhRhe6m10ZJuYnVBY4yhXq9Phdgxo1NSD4GoGQbKfgkdH/BcNrUEj53oTkTTpqoryy8mQfy4ruHheSAAkd/z1SoWFaV5f/PgM83NzCA3M+PBkVknkUjg7NmzOHv2LGRZxu7uLj766CMAaNf8WEnHvyqEgmcAZmu6H4Ln+fPn2N3dxfXr13sWoQ0TPP8vz+O5g4vUSYTHiuBhjKFWqyEWi010XrlXKs58/xqlzRodTQtcIbDf2zmGze4qAoA3DKgTfF54gs3rNbDix61ACIDwjRkG3mp57hiUetICvjaC6M4gYrEY1tfXsb6+DkVRsLe3h52dHayvr2NlZWWsxxYUQsEzAL+8eB4/foxSqYSNjY2+F5ogCH1reF4Qgv/t9AL1IaVlip14PD7R7ZP9UnGaYaCsqmiMQOhMBIzZMhl8lVNZXhEk8eM6whOAc+GTh4eIttKy1DDAufzs5hcWkB7TXMJeRKNRrK6u4syZM2OPCAaJyV2dRkA6nUbZxhC5YTDG8ODBA8iyjCtXrgxsOe8X4dEAfEcQLHuedGPHZdlkUISHUop6ve6r2PH7gu2XitMpRVGWoTA2ehMwi+9ZU1XwgtD/XPKjFogxy2lOUdchBeCJfux4+B0EQvxMcIRnudHAa7Va+9+UUlcOx4QQrK6ve3BkIX4TCp4BeBnhYYzh9u3b4DgOly5dGnpD4nm+pw/Qv/A8jtzcbGTZ1p8TQtqDTLsxxU4ikfBdEPhlD2CKnWg02k7F6ZQ2a3RUFYqugx+XQd6QRVKWZXCEQFcUMEohCAJEUQTx+Xg5xiwLbkHTIIU1BL4xFvHjUryN02GZpxTvHB4e+xmlFJyL+9diPh9YnzHGWDirq4NQ8Awgm8164rZMKcWNGzeQTCaxbtGjoVeE52NC8J9uhIUsn5h/NIx+x2oYBhqNxkjEjl9Pq911RzqlqCgK6qp6LHUVxDSWLMvgOQ4Rs9aIMei6DrlVhCkIAkQz4uZxdIFaPIeSkhT4SeijYhSu2aMSP67eC8eNNcJztVRCtutB0qDU8UMNx3FYXVvz4tB8I0xpvSQUPAPwIsJjGAa2trYwNzeHM2fOWH5dtw+PjKbBoJuly27Bskl3+sIUO8lkcmRPD15HeDrrjgjHoSBJJ4QOYH9GlJf026spdsTOWiNCmouaKAKMQdP15uyvVr2NV58f4XkwC1PSBV2HPMGdepOO7+LH6Wuj0bHNicuqKq4Uiyd+Ti062vfi1OnTE+019qoRCp4BZLNZPH/+3PHrNU3D5uYmTp8+bWsuFnDSh+d/CAIqbm8UDgRPd5eWOdh0lGLH6ycUU+yI0SiqmoZaD6HTsfOxRHj6vWNZksC3Ulf9X0wgimIzaqVpTfEjSWDAy7SXkw4/WJ+XFdG0V9NRuR8etT47wXPx4+YBYIznxKcPDtArFu20hkcQBKysrro/sJCREQqeAbhJaSmKgs3NTZw9exbz8/O2X9+Z0rrJcdj2QFw4KVjuvBFqmgZZlpFKpUYeJvXKMZRSimqtBo3jUGqJgMDS9Z4tiZ0uCCHgOA7RaBSMMeia1vYWEgUBgg3xQwix5JKckKRQ7AQUL8SPq5TWmM6Lc9Uq8n3qF53W8KycOTMRXalhDc9Lgv9tjRGnKa1Go4Ht7W2cP38eMw6NqEzBUwXwf3t1UblIaamqClVVxyJ2vNqfZhjYKxZh8HxzYreVfWNMNTxd79mJ2Dm5SQIxEoEYiYAxBq0lfqwsdu15WUPqd3jDgPKq++30YBQ1PHY5Jn7snA8uolXjKFiOGgbebnnu9MJJDU80GsWp0Ntm4ggFzwAymYxtwVOr1XDjxg1cvHjRlS+D6cNjdzDoIJzU8BBCYBgGGGNIJpNjK4BzE+GhjKEkSTgolxGNxew/8Yy5hseV2BkgYPotdmJrset8bVv4DanfeWWHg044g86HbvHDADiOGYzh3Hj76AjxQa71rQHBdlhZXQ0jJxNIKHgGkMvlbKW0SqUS7ty5gytXrrhuU+Q4DjeTSTz26qKyOTTURGl1/aRSKW+OwwFOB5hSxlBRFJQlCZIsI+ZE7Djct1dIktSuu/GLY4tdK83RkKRmRKi1b8pYcyTAgIUjTGUNYUK6ZYaJH8aYbbdtAM3urBGLhEVJwieG3MPt1vDEEwnkl5fdHtrICLu0XhIKngHkcjnLEZ6joyM8ePAA165dOza4zSkFQvDB7Cy8mrvrJLojyzIMFx0M44IyhqqioKqq0A0DslOxg/GmITRVRSQSaXZeucGGYOtMc1BKoWsa6vU6CMdBiMfR70h4SsPREVNIL/GjaRoMXW/bH1heUEcshnnG8GMWhoNSxmzV8KxZtBYJCR6h4BlAIpFAw0Kh797eHp4+fdpzCKgTKIDviiJ0L4WGTcEjSVI7jeWFF5EbrEZ4OoUOZQzUMCArCuKxmHMzvjHd2DRNA8fz7sWOCziOQzQWQ4QxUEqhUgpNkkA47mXaq0VMllEPqPlaIBhjlNArTPHDGAPPcaCM2St4HrH/zqVSCTkLA37tjJZIpdOYX1hwe2ghYyIUPAOwEhF4+vQpDg4OsLGx4VnF/r/zPJ55vNDa6dBqNBoghATWPbQbxhiqqoqKorTnOxmGAdWt2Hm5Aw+O0vq+JFkQkybvAAAgAElEQVQGz/PWbsI+tjsTvKyd4jgOMVEEWsaDmq5DVRRwHIe0rqMeoDlCIf5DOA4RnrdV8DzKguW0puFaD8+dXthJaa2PeUCoE8Jo1EtCwTOAdpFeD9M2xhgePXqEarWKjY0Nz9I+u24Ggw7CYoSn0Wg0F7cAzT/qF+ExhU5VUWB0/N4UO7F43PXFPtIurZbYMet1+o30sIOb4z/xubeOh+N5RHkeiEbBNA2yrkOp18HxPERBAD8BrbqjJohdWo7puhYtFzyPUPC8c3AAweKDitW29NzMDHIOu25DgkF4ZxqCedPvXDgZY7h37x50Xcfly5c9Ezs6moNBzbJQc46VF9u3UsNTr9chCELgnUMZY6i1IjpG103NS7HTsUNvtjNkH6bYEQQBRofL9jhot6G//EHPguW0pqGWTiOB5mevaxpkRYHQSseNfOhqiO8MEm/9xA8TBDBFQZzjfK8JXK/VcNpGCt9qW/rahEV3xtlsEVRCwTOERCKBer3ebjGnlOLWrVuIRCK4cOGCp+HCf+F5HHZsj+M4707aITeAWq12Ylp4UDCFHwNQU5SeQgcADF2HqqqIx+PepXlG4bTcJXY8xeG09BORIY47IXjisoxaR9qT53nwPI8oOsSPLIfix2RaUgsW06id4oemUqgzhqOjIxBCEI/HEY/HPRc/EcPAJ7uGgw7DymiJ+cVFVzYj44IQEqa0OggFzxBML550Og3DMLCzs4NsNos1jwfGPSQEH3QtCBzHgVLqfqFQlL7txOa08EFip1eUa5QwAFVVxZGq9hQ6QHPkhaZp3oqdUdASOxFRPJ4KGuN74LqjO8AJwcMxBmPAeXlM/LS+G1mWIQgCBEEIxc8E4yQ9xyWTSKVSSKVSMAwDkiT5In7eLBSQsDkgeVgUnRCCtfV1l0cWEgRCwTME0215aWkJW1tbWFxcxOnTpz3dhwzguz0Gg5qRDbf0K1junhYeNBiAmqqiWK9D1bSXk8G7MOdFxWMxz4WCr7Kj1eUSiUR6172MISTdWag8iLgkWe7K4jvqenRdh6aqUChtmikKgiNb/4lj2tILdq+zrkhgt/gpHB0BLsXPvCzjDQfO+MNqeJaWl5sPUiETTyh4hpBOp/Ho0SN8+9vfxq/8yq9gcdErZ5yX/M8+g0E9S2n1SGd1TgsflkYZR4THrNHRKQVlrG9aSdM06Lru3w3JYUpoKMPEjkfYLVo+UbvTg5iiOG5BNyM8QFP8KKoKZoofUZw4z6dXEgfXA+vTBOGV+OEYw6cteO70o9/reJ7HqsfR/FESprOOE95dhhCJRPCbv/mbePvtt30RO7c4Dlt9LmjPIjxdgodSalnsmMcxqgK4mqriebWKgiRBN997H9FhGqD5/fTl9TtnptiJRgeKnVHHBAZGd8wOLcZAPbqJCoKAeDyORDIJnuehKAoa9TpURfHkvA8S09SlZfu9CAJgoTbQFD/zCwuYmZkBYwyFoyMcHh6iXq8PPCculMuYU1U7R2WJ5VOnAlnXGOKMMMIzgNu3b+Nv/uZv8PWvfx1f/vKXPd9+DYMHg5o1PK7pSGlRSlGv15FIJAJVR1FXVZRbEZ1edC/DmqrCoBQxn8WO14sUYwyyKXYGfP6e7deGOOkb3eno0LKTyrJDO/LDWDPy0xppIvRI9YYEADui14HFhZ3IT1LTcL1QsL2PYYiiiJXVVc+3O0rCCM9xQsHTh//8z//E1772Nbz33nuYm5vzZR//TRAwyA7Qq5SWGeExDAONRgPJZNJW6sDPCE9d01CW5b5CBzi5+KuqCkrpaLyCPLxhWBU77f2OsO6DAP1TWTwP6DpiiuL/rCxCmt4totgWP4xSNBqN9kyxibyJ+2gQOXLsnpcuz5lh4ucnikWIPlwrK2fOeN81OULG2WgSVCb32/SRDz74AF//+tfxt3/7t/j+97+PJ0+eeL6P/+I43B8iOsxJ5a6gFFBVx2LHPA6vBU9d01CRZWhWIlgdi/9IxY6JB+/dltgZAwO/Y44DYQyMELBR3kBb4odrWQ3oug5ZksCAyRY/rxoeiuRu8ZPb3YX84Ye4xXGYnZnB7OysLZHS78qORqNY9rg5JWT8TEUNz5MnT/C5z30OFy9exOXLl/Gnf/qnAIBCoYAvfvGLOH/+PL74xS+iaNFq/I033sA//MM/4OzZs8hms57PkioA+J6Fi9KLlBaRJOia5ljseE1D0/CiVsNRo2FN7OBl4a2qKGCjFjse4FTseCYxhwi2gdGdFklJgjLGWgZCCERRRDyRQDweB0Fz3luj0YCmqoE3WZumGh67+DVSIkYI/k9dx8WLF3H27FlQSnH37l3cun0b+/v70C2Yd7I+Leln1tbGfq8M8Z6p+EYFQcAf/dEf4ebNm/jBD36AP/uzP8ONGzfwjW98A1/4whdw9+5dfOELX8A3vvENS9tLp9PI5/MAXrale4U5GNRKeZ0XKS3p6AiSJCGVSjm+gL2I8JhC57DRgOYgamUaD0ZfEbETJKKKgnqAPndCCMRIBImW+GFoih+p0YCmaYEXP68UHOfb0NCNQgGplqiJRiLI5/O2xQ+l9MSsvXgigaXW/X/SCSOgx5mKlNby8jKWl5cBNMXKxYsX8ezZM/zd3/0d/vVf/xUA8N577+Gzn/0s/vAP/9DWtk3jQa/4Ac/jqcWT0G2XVq1Wg3Z0hLlUytWJ70bwSJqGsqJAdZGaUxQFAAI/8qIbRikkWUbUgdjx6jY1rC29p8lg5+sZA3QdLIA+TcDwOU6iIASndiYoxzFKfIruzCoKLpbLPX9nip98Pg9FVVEsFHD37l2QVtprZmam7TvWa6zE2vr61AiFaXkfXjEVgqeThw8f4kc/+hHeeecd7O3ttYXQ8vIy9vf3bW8vl8t5ltLaJQT/j42Fz02Ep1qtol6vYzkWA6nVHG3DDZKuoyzLroQOAMiyDI7jQCasTdkUO7Fo1Lmxns+RCismg4mARXcGcUz8UApN19GQpGZEyOwCCxeA0eKD4CEtzx0r8epe4ufevXtt8dPt85POZDC/sOD5MYcEg6kSPLVaDV/5ylfwJ3/yJ8hkMp5s06uUlg7g7zsGg1rBaQ1PuVyGLMtYWloC9+KF7dd3YyfSJLeEjuK22BovxU4kEhn7ME07eCJ2PJwF1v9Xg6M7EU2DlEi0PXgmCdI6byKRCCil7To2wnHNmWU8P1rx86qm2XwQPK9XKlhoRX3t0Ev8PHr0CJquY39/HzMzM1ifsAGhwwgjPMeZGsGjaRq+8pWv4Od//ufxMz/zMwCApaUlvHjxAsvLy3jx4oUj48BMJuNJhOdfeR4HNk8+JymtYrEITdOwuLjYPNltTA0edBzDIgFeCh0AkCUJPM9DnDDTL0/Ejrktj46pF8MKlQkAzjBAeX4iBU8nHMchEo0iEo2+FD+K8lL8THDrcdDxumA5oet4ywPPHVP8JJNJHBweglKKvf193Ll7F0tLS1haWpq4FHrIcKaiaJkxhq997Wu4ePEifu3Xfq3985/+6Z/G+++/DwB4//338aUvfcn2tkVRdN0a/ogQ/NDB4mc3pVUoFGAYxkuxM2BoqFfIuo69Wg379bq3YkcQJk7sUFPsxGKuxY7fz2XDnvwSjQbkCUll2cEUP4lkEtFIpGnXUK9DliRLXT1OmaouLasPboR4XrD8fxwdIeKhADcoRUQUkc/n8VM//dO4cuUKKKX48MMP8cMf/hCPHz9u1xCGTD5T8Wjzb//2b/jWt76Fq1ev4vr16wCA3//938dv/MZv4Ktf/Sq++c1vYnV1FX/5l3/peB9OTZwUNFNZfge0Dw8PwXEc5ufn2z/rHinhlF4RHkXXUVYUyB4vEpIktT1WJglKKWRT7IywndXSQtr13Q2L7oi6DslcqKY4FcPxPKI8D0SjoIYBTdehKgo4nofYMfA0pAM754PHw3xPNxo463E9IjWM5n1zcRGpVAoAsL6+jvX1dUiShL29PXz44YfgOG4iIz9hSus4U3FFf+Yzn+kbCfnnf/5nV9t2e8L8jz6DQb2CMYbDw0MIgoCZmZnjv/RB8PgldMAYJFluFpeGYsfyQmF+L3bO02GdW6KmQTNTET5HCINCp/gxDKNpcqgozbSqKHpjKTAli4/ld+FhOkugFO8cHHi2PRNKKXiex9r6+onfxePxqRI/IVMiePxGFEWoqmr75L49YDCoFzDGsL+/j1gshmw2e+L3pDFocIU91FboX/Ij7G+KnaDWUwxYqHyN7Ax5mjajjqT7bwcc77A29GSj8XJWFsdNfP2OE3ieB8/ziJriR9MgyzIEnofglfiZUBhgXbh5KHiuFYtI+3DvoZRiKZ8fOoB40sRP6EXVmwCuLsHD9OJZsNGuWAPwjz4u3pRS7O/vI5lMIp1O9/4jDyI8qmGgJMsoNhq+TCVvG/NFIoNTCOZ4iXE9JffY97jSWM3DaYmd7s+Dsb7iZ1gbuqjrkDpv2lNQsOyWtvgBYOg6NFP8tNrcLYufV3ABYh7V7+RUFZdKJU+21YszNgeETpL4CVNaxwkFjwXM1nQ7gucfhgwGtYqZTuo8cSml2NvbQzqdbuede77WheBRDQNlWX4Z0fHhhm3HhdhMw4zr8u3edyDFDnBclDEGVVWbTrKt1wySL8dSWd3bGhGlUgm7L15A1bRmMenyMiIBSXHyHXU9hq5DU1UolDYL7AXBdaH6RGDnPuDBA5LpuePXJzu/uIiYi+MMsvgJxc5JQsFjgUwmg3IfV89e/IjjcM+jRdD04jEFgWEY2NvbQy6XQ8JMPfSC0maXlk1Uw0BFUdDQNKeHbAnbIxfGGOHp3mNgxU4XqqbB0PVmZK47ldX1+qQkoe73JPQhlEolPH3ypH2cqqbh6ZMnWFhYQCKZHOuxddMpfnRdbw+17Sd+pqVLy/L7iEabEUKXnKtWsSTLrrfTC1EUkc7lPLuGgyx+QpqEgscCdrx4igD+2cNUlunFw/N8W+zMtBxCB75Okmw9jWmGgfIIhA7gfOTC2BaNDrE1KWJHU1UYut58eiUEHABqvq4r7SUYBuReFgAjLljeffHiRH0RZQxHhUKgZxuZ6S2gKX4UVQWjtPlzUZyuIZRWHzo8EM8xw8DbR0eut9OPlTNnUKnVfKnJ6hQ/sixjd3d35OInjPCcJBQ8FrDqtswAfFcQLA0GtYrpxaPrOvb29jA3N2dtWrjFdJZGaTN1pWkDO3e8Smi1BYNNY75xX7oMTaE2KWJHb4kds6j5WCqrU/gAiKgqGvH4ycVsxPU7ah+x7ac/jte0xU/rmlUUBaz1OVJBmHjjM8sPHR7U77x9dISYT+dgNBrF8unTKN644XsReiwW6yl+CCHI5/Nh5GeEhILHAlYHiP6A5/HE44WQEAJVVVEul7GwsICIRTO+YR1aGqWoyDIaQ4SOl7iKjphRljFBDQOqpiEei52Yruw3bsTOQAhBotFAI5F4+dm2/pfx/Mjnl0VEsafoCWTn3jAIgSCKTYsFxtCQJKiqClVVmz5TgjDy88gzLJyHbFC63QJ5ScInPJph2Isza2vgOA6GYYy0626U4ieM8JxkAu8koyebzaI0pEtgjxB834cLh1KKYrGIfD5vz4yvT4RHp7SZulJVW0LH7aXjNhU0zDvGV1rFv/F4fKSLFIN7sTPoc+MNA6opoLuKncFxx1NaI7h55peXj9XwAM02+rnZWd/37Sut7y8WjQKEND1+ZBkMaJtsTsziZPWhw0WEh28VKvtFPJFop0hHLXg68VP8ODXKnXZCwWOBXC6Hx48f9/29DuA7NgeDWkGWZUiShFwuZ9t5uLtDy6nQ8QJP6l7GdPFSw4BBKaLR6FieyHVNa373Q96/rchOi6iiNKM73ZgCqzOqZtHnxw25XA4AAtul5QWEEIiiCFEUm6lqTYPUulZN080gL1SWUlqi2PzPIVeKRWR9rCVcP3u2/RmPU/B0Eqa9RkMoeCwwLKX1vxwMBh2GJEkoFovIZDLOboCtm6hOKSqKgrpboeOwS4oaBmRF8SYVNOKUlnnsAs+PfBFijCEei0E3DEiyDAK0i2C7j0XTtJ5ihwP6tqEnJKm32Hl5AM3/7Y789PudR+RyubbwMWnU657vZyx0fV6EEIiRCMRI5Jj4GfRdB4Jhx+SiYDmjabjqo+dOOpPBXMf4naAInk5C8eMfoeCxwKCi5UeE4D88vmAajQZKpRKWlpYgSZLtielQVRiqirIXQqeFEx8cwzCgeiR2hpnmeU372ONxaKqXZejDaaexOA4RnkckEmlP+ZYajeaU71ZbtN4yw4v3iOwMSmVpw+piep1z3eJnBFGfV4Vu8aN1ip+WA3kgxI+Va9CF4Hnn4AC8j9f5+tmzx/5NKQ10F50b8ROI8yVghILHAtlstmdbuoJmV5aXl2etVkO1WkU+nwfHceA4zlaXimEYqL54gUa16m3qqocB4rDjUBXFVopl6P7db8USJ459hAXT/Wp2zCnfkY5Bl3Ir8hGLRk8I0UHRnb6prE6GiexQ/NjDxvlDCEEkEkEkEgGjFJquN8UPIc20lyCM7TO29NDjUPCcrVZxyqP5f72YmZ1Ftit6CEyOMLArfiblfY2SUPBYIJfL9Yzw/E9BQNnDk6paraJer2Npaan91GH68AzDMAxUKxXUajWgUBhrG7fnYmeEjPPYrRYoczwPrvVkGo1EoBsGlEYDPMc1owE8/9Jzp4v4sFQW0DSMs+PBE4of3yAcd0L8NMwoX+u7HulnbCGtzRwInohh4JM+eu4AwFpXdGeSGSZ+7HT0vkqEgscCvVJadzgOmx6GQsvlMmRZxtLS0vE6jJYPTz86hU57crYDh+VhEItRDkPXm+3bLcM7z/YP/1Na/cTOKDrEbHVjadqxNBYvCIhGIjBakR+1NeVbEEXwHNf+HjjDgG4h/coIcS6YQ/HTEy9MMzvFj5nibCjKS/EzgvZ9Bgz2EuJ5wMFC+1ahgLiPRpcLS0sDx/BMMr3Ez7179/Dmm2+O+9ACRyh4LBCPx6F0iIgagH/0sG6nWCxC0zQsLi6eWPD6RXgopahWKqhWqyeEgC+CB8MX/XY9SSzm/eLWSqn5xcDIjs8pLTdip/MY+Va6gzEG3TCgqSpk0/FXEJCUZdStjGjw6rsLxY9v9EpxqooCzozy+Sl+Bn13DqI7i7KM1y34nDmFEILVtTXfth8kTPETtqX3JhQ8FjBPHPMk+kdBQN2jk6lQKIBSisXFxZ6/N2dpmQwSOm18EDzDFn1d06Dpuj9iB/46LVtJY/kldzwRO90Q0hY5jDEYhgGuUsG+KEJQlKGDLokf4i4UP769T47nEeV5oIf4EUWxPfPLE4adGzYFD9fy3PHzDMifOtVzFM8omyBGzTS/NzeEgscCnYvLhxyHux6lsg4PD8FxHOY72iS7MVNaptCp1WqDa3ooBXzoKhoU4THboofN93J3AP5EWYzW4EevU3BWsCN2dAtip9d3RAhBhOPAJ5OAKL4cdwD0d/z122HZPP4Revy8KnSKH8MwmiaHrRSn2dnnhqGpOZv3gEulEmZ87ILkeR5nVld7/i6ILeleEkZ4ThIKHosQQlBgzJPBoIwxHB4eQhAEzMzMDP3baqUCQ9ettaf7dfPok1LSOidy+4gfdTRWxY4f+7YrdlQrkZ0+JCQJtWQSBDhpeteaRH3M8XdUIyUGefx0/37SGcMTN8/z4HkeUVP8aFrbV0oQReeL/YDvhdlwWE5pGjaKRWfHYJFTp0/3Ld6ddsETcpJQ8FgklU7jrwwDbpNFjDHs7+8jFoshm80O/DszdVWr1awNDIU/9Tv90FQVBqXNidx+43GEx1ZxtcciwA+xwxFyYtI4AMQUBfUe388x35eO1mfwPESOG73vSx/xwzDGkSJTRFv8oLnQa5oGWZbbqU/LC/+ga5DjbI2UeOfwEIKPQlAURZw+c6bv70PB8+oRCh6L6O+8gwe6jv4SZTiUUuzv7yOZTCKdTvf8G8YYqtUqqpWKfcNBwJ/6HTQXSNZxPKqqglJqWYh5gVe3RrvF1QT9PW3s4ldkp5fYIZSCEQI2JAXb2f1j8DyMRuOEweFYxA9jkGW5OVpjWiM/Y8AUP0BT+GuaBkWWwbdSnIPquwamtFqzwqywVqthZciAY7esrK4OLN6eVsET1u/0JxQ8FtgFUP/Up6C6SBdRSrG3t4d0Ot2zPZIxhlq1iopTodPCrwhP56I/DrHj1RLnayfZEPwSO/2iO8lWKssOHMeB7+7+GYfvC2OQZBl8y2na/Nmx/w2Fj2v4jroevZXipZT2Fz+DfHgsTkgXKcUnDw/dHPZQorEYlk+dGvg30yp4AFi+z7xqhIJnCDqAvwUQ6WpNt4NhGNjb20Mul0Oi66ZgCp1qtQpjkA+F1TlWfqW0WjU8qqKAMTZSsWPu321Ky7HY8WDffokdgt7RnWifVNZQOsR2uwA2EoHR8n1RTI8fQfBP/LQiO3wr8tQm7PTyFTO9BTSvFUVVwUxbA1FsNlBgwMOHxXvCm4UCkj567gDA6tra0JER0yx4QnoTCp4h/AuAPQDRaBRyq8DTDrquY39/HzMzM8cKexljzTESlcpgofP/s/fmQY7c9d3/u0/dGmk0h+bYOXbX53rXu2uMlwoh4CfmSiWEhIQANgU4v+JIIJibSkiqnvBAgEogqUBIUZDHOEUgEGNs8hgfgI0NNrbj3Z09vDt7zuwxMzv3jKS++/v7Q93alkZHS+putWb0qqLwziF9R1J3v/vz/Xzeb9SZY+ViD495ggh4LXbQfOOw22Pz1ahL7Fh6ixq9QzPHymttZZX93QoZWoUeEGPMXTGmvQoNsBaDw6YgBKJhpsdXC0jsiB9XKYgfw9NJkiQQXQdBXmCXkwl2HJZToojrV1cdX6+VcCSCvv7+mj/XETxbj47gqcIUgF8Z/x0IBOqu8Kiqirm5OaRSqUJFhBCCbCaDNRtCx8Tsn6FqHZyKUl8kQB0oigIArUvpbeIi1qzYaUZs1S12jKkxOz9faV1hQUDW5vZC8QPaqGQZBoeM5WJYanDYsPghBJIkgaIoBOpx6+2IH/eweDqBEGRzuXyVFyW2BhRVcySdJgQHFhZcj70ZHRuzdfxsZsHT2c4qT0fwVEBCfivLPHUGg8G6BI+iKLhy5UpRpkkmk8Ha6qptoWNC1YiXuLpod6o7oiiCoijQrT6IGthWKoidZibJGtzSclPsVCIgy8g1WoFjGKCOoNoNBofG30Cq9YBUghBIRo9cgOcbFyod8eMexmfZPJYUVYUoiiAAmHAYTIXKj8l1a2vocXmKNN7VhVQVXzMrHcGz9egIngr8BMCK5d/BYBDLNj0jZFnG/Pw8+vr6wHFcvqKzugq1weoLZTNWwY2GZVEUC46tUgNbeq3ESUPEeuWO22KnXBo6RUh+MqtRY8wmTpIUReUjDUyPHzsGhxYkWc73htUx6WNjUVf/uyN+nMN47ayeTnIolD8/EoJgKIRQKFQkJiKqir0uh4MCwFgdAaG6rm9KwdOZ0qpMR/CU4SSAgyVfs7ulJYoiFhcX0dfXB1mWsTA/D7Weu+YyUBWmcDbgsOmgKAj5O3VjLLidDiNP3J8r4EVlx9GtLMtjOiEDKIqyZ3BoIBv9IUE3+6s67s7OUM7+gKIQSCbR09MDXdMgCELh5jAUCiEUDOLWhQXwLl+Iu1MpxKt4m5WiaZongautoFPhKc/mfLebIAvgwTJftyN4BEHA0tISYtGoI0LHpFZiugnlYAWmSOwArgdoOonT7s/1nDq8EDvlxtB5WYbQbH+VCw7LlQwOKSBfDdJ1aLruXTP5VnJ39hCzYZlmGESiUUSiUWiG+GHPnoVw6hSudHejO5l0RWRQFIXROqo7wOYWPB3K03m3S3gIedFTSq0enmw2i7nZWQQCAaw6PIVQavpXEYe2tARBKNyJtxum2HHU/dmm2POqZ6dU7FCEgNE0yPU0+paBcnlU2GpwqOs6JEmCpqpgWBaq8f9+cHcu+/0O1SlzvDEMg0Q4jDfxPLjxcSwtLWFychIMwyCVSiGRTOatDRygp68PkTo9pzRNqzm63q50Kjzl6QgeCwcBnKjwvWoVnvn5eczNziIWizVlGlgJWz08hOSntJrBMHvjDN+NdsMVsQN7U1peiZ1ya2l2KwtAPhbAqwwt5C82IATRaBS6UflpicGhSUf8NA7P5xvey3Dz8jKiqgrwPAbSaQyk0xBFEUtLSzh58iR4jkN3dzcSiUTD/TQ0TWN0bKzu3+s0LW89OoLHYBn5RuVKBIPBDU7LuVwOM5cvI5PJIJlIVG3KbAZbPTyS1NyWkyl2OK4ty7ye5nqV4KnYKTGg5BQFohNWAR4KHmvyOyiqqsEhZ+Y8+UX8dC4kG6lwzCUlCTeurGz4ejAYxODgIAYHBwttACdOnAAfCCBliJ96Ki/9AwMNGaFuZsHToTy+urKZFw4ruVxugzux488L4AGgajBoIBAoCB5BELC6soKV5WXIsoxkMumqoqYpCmqNi1EzE1qEEIiCAJ7nCzbz7URB7LhliFhlS6tusSNJCIXDjX9eSn6PVVUITog8jy7kVY0VKxgcim4YHNqlM+lVm3LhtITgwPw8asmWUCiEoaEhDA4N5cXP4iIuX76MYDCIVCqFrq6uquKHYRhsGxlpaNkdwbP18NUG5tve9jbcf//9yGavdtF87GMfK5jeucWvkDcZrAZFUfmIiNlZLFy5gqWlJSiqioTLYgew6cPToOApiJ1AwP9ip4zwkN0WO1XwUuyU28qKZLPOiB2PqKu6ZRgcBoNBRMJhMCwLRZaRzeXyvT/GlpinUNTV/wFXBVCbNPO7RpnP4DXr6+ir45xEAQiHQhgeHsaum27CwMAAMpkMjh8/jrNnz2JlZaXsOXBoeLg4fqQONrPg6WxplcdXV7gjR47gpZdewosvvoi3ve1t2LVrF5555hmsra0hlUq58pxzyMdHVEMQBKwsL0MzvEVWVxR4VtoAACAASURBVFdBURQSXV2e3OXZaVpupMJTJHbsHPg+OIiso9OtCDEtrMPryk4JrKpCdPLvdnk7qyljxSoGh9acJ0+pt/Ljg2PHLUojJYKahv1NeO5QACKRCCKRCIa3bUM2k8Hi0hIuXLiASDSKVHc34vE4eJ7H0LZtDT/PZhY8HcrjqwpPV1cXnnjiCQSDQXzqU5/Cz3/+c9A0XVTxcRINwP3IB4SWQxAEzM7M4MrcXGE76+mnn8bly5fRFY97dhKz3cNTB0TXIQgCAnbFTuEXW3c3S1mefyuJHRobqzu8LENz8mTt4oSWZr4GTbpIA1cNDkOhUP41pWlIoohcLlcQQZ5Tq/KzmSpApe8fywIlAw63Liwg4ND7QAGIRqMYHRnBTbt3o7e3FysrKzh69Chyolix8mOHjuDZeviqwhMOhzE9PY2/+qu/wqOPPopvfetbOHXqFDKZDIDyPT7NYAaDlmL26FinsnRdLyRt33DDDZ7esdF2prTqEDy6rkMURQQDAfvW/7jaNNuycilFgSDfs9MOYkdzqLJTeumI5HLNT2VZcbFhWTOCJ50QO6XUa3DoCWUqP1orRJhXlFR3BnI5bDfO105DAYhFo4hFowgEAhjbsQOzs7N46aWX0N3djYGBASQSCdvvOSGkM5a+xfCV4Pmt3/ot9Pb24nvf+x5e85rX4Pbbb8dXvvIVxGIxAM6+idMAflnyNVEUsbqysiEVXdM0PPnkk6AoCrtuusnzD1PNsXRVtX2HXhA7wWD9B7shOFp5KClGpc1rsUNQv9hx4kJfGiHBaBrEJv12Nj6JO4JH0zRIoohgKOTaBKNJLYND1muPn/yioGsaRFHMGyu2e8MzIRuPfctxyOg6bltY8GQpo+Pj6O3tRW9vL3Rdx9LSEi5evIhjx44hlUphYGAAXV1dnQt/hyJ8JXg+85nPAAC+/e1vg2EYvOUtb8HHPvYxx59HRnEwaCWhA+S9XZ74+c8xOjoKiqKujtN6SM2mZZvVnabEDlordID8+mmKasnoOZDfnrJjxlgkdpq40FMwTAYtJ+2gJDlb3QFcufgWLvShkOd30aUGh6qiQDA9foykdy8uhMR6vJmV1Db2+CHAxrVaPou7V1bQ5fKACQCEIxH09vUV/k3TNHp6evLRFrqOhYUFTE9PY319HT09PUin04jH41tC/HRytKrjK8GjqipYlsWtt95aGEU3v+YkP0Hed0eSJKyurEAQhIo/e/LECezYuRPbt2/H/Py86xNj5Sj4r1T6vg3B06zYyT+RvRBTN5CNv5FzurphA0IIQsEgVMMqv1rVwCmxAxjvu+Xxw05vZbmErmkQjKpGq7cMaJoGHwiADwSgG2PuUi4Hhqbz76FLHj+EkHyPXDBY3CeyyQwOiVHh6ZJl3GQzXLlZxsbHK4oXmqbR19eHvr4+aJqGhYUFnDt3DtlsFr29vRgYGEA0Gt3U4sduFXor4ivBw7IsdF3HW97yFgwMDABAQ01l73nPe/DjH/8YfX19OHr0KABgaWkJb33rWzFJUaDf/nbcfvvttlyRb9q9u/DfHM9vMB/0hFof3hqCR9c0iJKEUDDYXMWhRQeRbKZut6DBsLCNRdPgGSZfNTAunEKJM3BRv4oDYqd0K0t2y/3awe0sXdevih2fNYSaBocBlw0OTbFTc/qx3cRP6c0OTRe2tA7Mz8OLdzve1YVumxO7DMOgv78f/f390DQN8/PzOH36NARBKAiiDlsLX3VsZTIZfPWrX8XnPvc5PPjgg1hbW8Nzzz2HX/4y321jt7rwrne9Cz/5SbFv8t/93d/htte8Bm+5916kUik8/9xzda+P57iWVHhqUa3CU7gINyl2Cnhc4ZEMsRMIBDwPMK3Us0MzDAKBAMLhMHieh6aqyGazEEQRPM+7IgyDkgTVLcHj0Ilf13WIglC8heNHDIPDgOHxw7EsFFXNe/yIYlMePwWxw/P1VaZLJ73yD+arCa8N/XvG1vLOtTWkHQwursZYnQGhJgzDIJ1OY9++fXj5y1+OUCgESZLwzDPP4MyZM8jlcg6vtIMf8ZXgue+++/Dggw/izjvvxMMPP4z7778fZ86cwXe/+10AsJ1T9apXvQrd3d2Ff2cyGfzgP/8Twv/6X1iSJOzcsQPT09N1r4/jeV8KnkoVHk3TIEuSY02jtbbWnEaSJFAwxI75/B49t60GZePCaW5tBQIBqOaF0zTHa4DSMXRHsrIq4ZAwIYbY2bCF43fsGBzaxfC1ajqexa8GhyX9ZAiFENQ03NKE5049dKdSiHd1Nf04LMuir68P8XgcL3vZyxAIBHD8+HE888wzOHfuXNUWh3ags51VGV9taaVSKezduxdvfOMbIcsynnvuObzuda/D0tJSQ4+n6zqOHzuGhfl5zA0MYKm/HwAQCocL46v1wPM8xBYdDBVHwgkBymyzmeZsQSfHgY0pLS8wxQ5vzYnyqMJT1zRWyTaWOSLdjDme9S+kNQ2yiw7YhKabTkkv9KvU6+nkN5oxODSy6BhjHN7JNVmfo5VbXuUqPPsXFxH0YOyeoiiMNljdKYfpwcNxHIaHhzE8PAxZljE3N4ejR49C13X09/cjnU63xP6igzv4SvDs2rULP/rRj3Dffffh0qVL+NnPfoZYLIZbb70VAGxfMHK5HM6cOgVZELAwP491loX62tc2vT6O47C+ttb04zSCOZq+4SIsyxtEgGbJK3LypOhVhUUSRVAUVSx2DNx+/rrFjjGJZK2gmeZ4rOkPo6qFCcBa/jClY+ghN6ayHKSoX8Xv0SR1UO49lEQx30vGsuBY9up7TghEUQRjTIe5uKir/90q8WN5nj5dx871dU+etre/H5FIxLHHK2c6yPM8tm3bhm3btkGSJMzNzWFiYgKEEKTTaaTT6UK12c90KjyV8dUZKpPJ4Ac/+AGefPJJRKNRjI2NgRCCD3/4wwBqv5G5XA7TU1OYv3IFi4uLee8UAE/39CDU1QUhl8tXd3K5vC9GnfAt3NKq5MVDlVSqVFUtGCQ6fhK0EXHRLJIoFsaKNzw93BU8ToidUorM8Wz4wxSJHVFE1uURfKqJilnD/SptRi2DQ13X8wLdywnCVogfy3MwhOBAJuOJVQVN0xgZHXX0MWu5LAcCAYyMjGBkZASiKGJ2dhaHDh0CTdNIp9Po7+/39v22SUuNYdsAX52lbrvttiJ3Y5Pl5WUkk8mKvycIAqanpnBlbm6DKDgWj2M2GMS2bdtw+swZ7N69G6fPnGkoYbeVTcsVvXgs21mqokBRVXfEDty/cxBFMT9GXOlE4qLgckPslFLqD6NY/WE4DhzLFgQdrevQvEgGb/D13Cpip5RSg0NRFKHpOmiahmJYaPjB3bns95rEuqW1a3YWCcMQ1m3Sg4OObyvVEysRDAYxNjaGsbGxfNzQ7CxefPFFsCxbED+ObmN2cA1fnakWFhbwpS99CR/60IcwNDQEAPjhD3+I559/Hp/73Oc2qFdRFDF1/vwGofO3//t/49ChQ1jheXzikUew95ZbsHv3bjzx5JM4NTmJSDSKV7/61XWvj+N5yC2s8JRr2jYntBRFgaqq7psiutRDU1PswD3jw0bETrON4DRN58vjxoi0pqrIWEakw5KEnIMl/Io0IHgKYqfZ5tw2R1FVgKIQjUSgm5WfFhgcFuG2+KEoxLJZ7FlcBK65pvnHqwHLsg3dnNai0RytUCiE8fFxjI+PI5fLYWZmBi+88AJ4nsfAwAD6+vq29DHhd3z1zsRiMciyjHe961245557IMsyfvSjH+Hmm28GcLXCIIoipqemMDc7W7bq8Zm//mtoAH48OIglywX0da97XVPra+WWVsU8LVGEoijQPBA7bk1p2RE7+QU437TcqNhxzFDPnPQyPH40TQOTyWCeZcFKEliWBeNWpYdh6h5JJ9ZJpC18V1t0zFEUaKPnjA8EoGlavufHA4PDqlinvKz/b/1ePRi/f+DQITCjo5708w0ND7tSPdF1vekG+3A4jB07dmDHjh3IZDKYnZ3Fc889h1AohHQ6jd7e3paIn1abffoZXwmeQCCAL3/5y/jZz36G17/+9QgGg/jLv/xL3HPPPQDykzum0Kk1on4wmSwSO07Q0i2tCoJHXl+HrmnexC24MKVlW+wYOPn8LRc7BoXeJIoCR9Ngw2GA46BqWsOTXnaoe0LLaM5lnZ5EajMKfXIVhgIYhsn7/LhscGgbhwwOCYCx6WkMXbkCfe9e59ZXAZ7nMTg87Mpjq6rq6ERhNBrFzp07sXPnTqyvr2N2dhZnz55FJBIpiJ+2nmDcJPhK8ADAmTNncO+99+Luu+/G9u3bcejQIfzN3/wN7rrzTszOzNjy4pkLBHA0Hnd8bQzD2PYCchqqtH+FEGRWV8Erimdjk06fos3JFrtxERTgWIXHL2KnlLAgIGNsZVlHpKtOCXmBOXbNMC2J9/ALqjGqbisU1qjeMQyDACHQDIduUZLAMgxYjnOveldlTQXqFD+cLOOWQ4fylUGLz5lbDI+MuCYSnKjwVCIWiyEWixXEz8zMDM6cOYNoNIqBgQH09PR0qjAtwneC561vfSvuvvtuvP/974csy/jlU0/hS1/6En7zN37DVhVAoSg81dNTlEHkOKUGXB5Q1LRMCNYzGcBwtfVuEc5ladUrdgrP78Bz+0nsWMfQg5JUdiqr7KSXKDafBG5XvJtix+2xa59jGnmGwuH6X2/D4JBhWYAQqJoGRZYhGtU7jmW9d6euU/zcPDGBsCQB6TTgcoUvGAphYHDQtcd3I6OxFIqiEI/HEY/Hce2112J1dRWzs7OYnJxEV1cX0uk0UqmU8xXjzpRWRXwneB566CGkUilMnjiBC9PT4DgOn/rkJwGKyo+T1/CWea67G+tuHYwt/CBRFAVN1wFCsLa+DkIIujz2hHDqQBIFwXmDNpv4SewAV8UOpet5G4Uaz1M1CbzOXhHKjuAxtrHMEM6tStFkXrPHQRmDQ8nFrUu7aypQKn4oCj1LS9h56hTAskCViVmnGBkddfXCrRuvtVdQFIVEIoFEIgFCCFZWVjAzM4OTJ08ikUhgYGAA3d3dHbHiMr4SPIqi4PHHHsPkiRNQFAWiKEIQBCyvrOD/+9M/xWOPP45X/sZvVAyPuxAKYdLlUcmKBoAuQ1MUVEKwurYGiqLQFY+Dmp31dA0Amt5SakbsUE02LdcrdkTjAufWxcfqKxSxbGXZpZAEbvaKGEntjCF+qvaK2HktCck7XtM0Alu4sqObnwWn8ugs1GVw6BUl4ofSdbzixRehKgo4loWeTG50XXaQSDSKPsMV3y00TWvZthJFUUgmk0gmkyCEYGlpCbOzs3jppZfQ3d2NdDqNZDLZET8u4AvBoygKLl64gMuXLuHxxx7DpUuXEI1GEQ6F0N3djWg0Cp0QjI2OVrxQijSNX/b0uL5WjmUhK4r3jpsUBVEUEQwGEYtGAYqqGhrqR5qt7DRjPOhLsWNsjQZkuTmDQWuviDHpVbNXhGEAVa38mIRAMjyeAjzvv+RujzC9drwIRC01OFQsBoecUflpxZj7jadPIzAzAxn5RmKtqwtE00BTVEGMObmqRgNC66HRsXSnoSgKqVQKqVQKuq5jaWkJly9fxvHjx5FKpZBOp5FIJOp63ztCqTItFTyqqhaEjmqcfO++++6in5mensZAOg2O57HHGE8vx69SKQgefIDNAFEvBQ8hBNlsFhRQEDsAKoaG+hFHtrEaPJD9JnYAQ/BQVN7pWNdrbmXZf+CNvSLmpBdj7RWp8VpIsgxCCIJmSv0WpJAR1oJAVNO5mTcMDms5dLtFJJfDdS++CFEQkEql8n5gxo2lTkjB1sAp8dOVSCDpQUO0XwSPFZqm0dPTg56eHui6jsXFRVy4cKEgfgYGBhCPxzuCpglaInhUVcWlixdx6eLFgtAx+c53voNkIoE3vPGN+NEDD+DZZ59FemAAv/e7v4vx7dtBdH1DifdUNIopL0zakM/TUsqEdbqFud/Lsix0qiRB2cN1FNbTwO8IguDcKHOdW1p+FTu6Ud2J5HJ1b2XZfyJq46SXJIEAYEIh8ISU3S6RJQlE1/MN8Vv05FqUEdbiC2NR35bh8eOVweHe556DtLqKlNFfQkIhIBgEhavChhBSED8U8mKtUfHjZEBoNfwoeKzQNI3e3l709vZC0zQsLCzg/PnzyGQy6O3tRTqdRiwWK3rf3fBI22x4Kng0TcOlixdx8cKFDULHZG52Fr3GHcSRI0fwB3/wB/j1c8/h0OHDGN++fcPPr7Msfu3BHYEJz3GeuS0TQrCyvAw+EEAwGMTq6urVb5YJDfUjjoqdOmlI7ASD3uztUxT4Zrey6nq64u0S2Zi8Aoq3S2RZhqbrrsWTtAN+dpKmGQa8aVJp9m25ZHA4eOECEidPotsySUTKnGspinJE/KR6ehB3wU6kHH4XPFYYhkF/fz/6+/uhaRrm5+dx5swZCIKA3t5eDAwMIBqNFn6+UwGqjCdHs6ZpuHzpEi5euFDTuC/e1YXl5WU89YtfIJFM4taXvxwTExNYMy72hJCrBxfywaCKh81nnEduy4QQLC8vIxgMIhwOg+h6sYJv0XZWPYeSIAiFi6nXNCx2XD4JmmPoFCFgNA1yC5qBKYpCgKKAcLho0stsRA2Fw1tW7KBdnKRL+7YcNjhkZBnX/vznSCaT+f4vA1JjQsuO+Cm3IoqiMDI21tBaG6GdBI8VhmEKye2qquLKlSuYnJyEKIro6+vD0NCQ+/FCbYyrgkfTNMxcvowL09O2RcLevXvx8P/7f3j0scfweiMK4pprrilUCKwXJDMY1Eu8iJcguo7l5WWEQqH8xQcbnZZb1rBsTvdUO5Ea1YN2EDu6h2IHuLolGBYEZI331nNouuDBY056URQFxXCfzbU6EqFVmH5D7eYk7bDBIdF1bH/2WQwGAhsrXHVU003xY563qomf3v5+RDxqSwDaV/BYYVkWg4ODGBwchKIomJubKxu+3eEqrggeXdcLFR25zj6TW265BTu2b8fy8nJhC+tVv/VbG35umePwogd+EKW43cNDdB1Ly8sIh8PFSr30ZNXCD3bVkdQ2EzuCh2KHpijohIBTFAgeC/XihdBFpoOKokAxcqEoiipUDBSjYtAyV2AvIQSiJNUVc+JL7DatV4AQgsDly9h/+XLZ16FWhaf8kvKfmUrih2EYjIyO1v24zbAZBI8VjuMwNDTU2c6qgaOCR9f1QkWnXqFjJZFMIlF6YFmqChqAX/T2QmvBm8vzPNaM3gen0Y3KTiQSqemg3KoKD1WtwmOKnRb1PvhZ7ADGSR4Ap6pQWllBsLw+qqIUcqEKr5ulYmB1BZZsXjTbDmMEnwI2l99QnQaHhBCIuRx++8gRhMqJHZ4HmvQ5Kyd++tNpMAwDVVVB07TtY7hZOuJg6+HIVUnXdczOzODC9LR7JTXLh/NQIuF4MKhdeJcqPLqmYXl5GdFoFAE7d/9+q/B0xE5VzOpOJJdr3VZWCaqqQi4VO6WUu2gak14tM8ZzGLMCspmn0moZHLIsC0mScMPUFLYJQtnHaKS6U2tNDMtim8VVWTPH3C3CpyNM7NN5rarT1JWJEILZmRlMT015tnd4JRDAka4uT56rHBzPOz6lpRliJxaL1fb3Mb0vqpnGuUjZAE9D7PAcly+le4zfxY45hs6pKkQ/xDMY0z22QzANNlw0/WCM1yRbcSqtnMFhLpdDSBBw88QENJYtalQ2cVrwAMDQ8HBRv5TZq2gNae6IH3u0IgGg3Wjo6kQIwdzsLKanpiC6tL1TDoWi8Au3g0FrwHOco03LptiJx2I1s4oKsRYt8N8pWoP1C16LnZItNb+LHSucLCPng+qOKsuNh2AaUBQFjufBWY3xPPKGcQpFUaAZvUtbReyUYp5TOJbFq06dAifLWFpbA01RCIVCeYdpU/w4bP/B8TwGh4bKromyHN+l4sdcj98/Xx38R11XKEIIrszNYXpqCkKFsqebuBoMahMnp7Q0Vc2Lna4uW42SlLEtwnooMsssoihcUBAE8DzvaWXH3FJrB7FjxmFEWjmVZUElBLJTIZgGpcZ4ioveME6hqmqhd8lva/MSWZah6zp2rK7imtlZIBpFNBotZBkuLi6CYRiEQiEwiQSc3LzcNjJSs3G4nPjRLROGjYifjkHf1sXWVarVQgfwJhjUDk4JHlVVsbK8jK6uLnA2+5FoczS9hRUeIH8BJ4Zfiddix9rs6HexY8KqKkQfNMNqmgZRVREJhVzru6EZBoEy3jB+mvRqZDtvM6IqClRVRZzn8YpDh4q+Z255RaPRfPVOlnH+8mWEV1fR3d2NWDwOuonXLhgKIT0wUNfvOCV+dF1vWXCo22zlz7Mdql6pCCG4cuUKLkxNIZfLebWmDXgVDGoHlmUrukTbxRQ7iUSirtFtiqbz0RotbFg2S+Biq2z3jQoTZezr18IUO16EP5ZimgzyPtjKKpgrxuOgjMZQVynxhjEnvURjQqhVk16apjW9nbcZ0CwN63uOH0eswvmdoqi843Q6jRt37UI2m8XS0hIuXryIaDRaCHeu97UcsTQqN0Il8WN+vZr42Wwj6Va28mfaDlUFz4svvIBsNuvVWiriVTCoHZr9QKmKgpWVFSSSybqnmQrmg63c0iIEsqIg2IJARSB/JyfJcmEarNr7YRU7rVgrARDO5VoudorMFWm6EPjoGdXGo4330Ys7bk3TIDm8ndeOaJoGSZIQCoWQXF/HrsnJmr9DjCytqLHlRQjBeiaDxaUlTE9PIx6Po7u7G2EbQjISjaK3r8+pP6du8bOZBU+H6lS94vpB7JyORDwLBq2LWm7DZVBkGaurqw2JHcAQPLresi0tYogd1vRo8X4B+fRoc0LIbJIt0yei63pLxQ4FgFbVlkRHWDFfh8J2nqUBtBWUm/QSPZj00nW9IPrafYy+GQqvQygEmqLwioMHwdjpaSlpWKYoCvFYDPFYDDohWFtdxdzcHERRRFdXF7q7uytGHIy6GCFhipyCwWEZ8bOZBc9WFvJ28FcyXgkZhsGvU6lWL6MY804C9eVKybKMtdXVfDZNgz0vNEWBtCg01NzGapnlviEwzRMXHwhcDVAs6ROhgJaLHUIIAi3eytJ1HaIgFG/neV3dqULZSS9BAAUUKj9OnMBJuddhC1L0OtA0dp4/j/7FRXu/XGVCi6YoJBIJJBIJ6LqOlZUVXLp0CYqiIJFIoLu7u2C3Ee/qQtKDsOeCwWEZ8SMZjtqdMe6th28FjxkMKvvwboxlGGiaZrtKI0sS1tbXkezubuoCTNE00IJeKmvPDpDf//d4AQWxU0SZPhFZlqGqKjhD+LQCCkBIFFsqdsyLW8Aq+hjGV4LHSrlJr2oVPLuYyeeBFolfv0AM+4iA0XcXlCS87MgRe79LUSA2vc9omkZ3dze6u7vzvYqrq5ianoauaUh2d+O6G25o5s9oCKv4UVUVp06dwvj4OFRVLar8dMTP5se3gudYPI4Zn6a+cjwPWZZtCR5JkrC+vp6v7DR5wqUoyvP+HWKUwM0GZU3T4Gl9qZLYKcU4aem6jrCRAl7kCOyRKR4FgNI0KC0wYDQhul72Ik9o2puG5SYxJ73QZAq4KXZa0lzvIwqvg8Ur69YjRxCwO23a1QU08HlmWRY9qRR6UikoqgpCCM5PTWFqehr9/f3o6+vzNLeMEIKjR49iaGgIPT09Zbe9vIy2cIN2XbdX+FLwrLQoGNQuds0HJVFEJpNBdzLpSCmdoihPJ7SI2QcTCBTWX8jS8mQBNsUOirdvzKqP1UnWja2SSgQlqWWeO4WKxma4yJeb9FKUfAq40QRd6W+0XuRbEXXiGwiBWBLmOzA/jx3T0/YfwoFzMc9x2HvLLQiHwxBFEbOzszh06BA4jkM6nUZvb6+r7xMhBCdOnEA8Hsfg4CCAjdtexEiaBzruzpsV350JNAC/6OlpSTCoXVgbeVqiKCKbzSLZ3e3YBApFUZ41LJcTO4XvebKA+sVOuW0LiqLKbpXQLpjiUQCCLTQYLKpolLl4UO1suFZm0kuuFIRp6Terx/Zh02FJgDe9vhhdx4GDB+t7GAd6bvr6+xE2jotgMIixsTGMjY0hm81idnYWL7zwAsLhMNLpNFKplONifWpqCoQQjI+Pl/1+x915a+A7wXM4kcCiH/KGqlDLfFAQBORyOXQnk45OhNAUBSJJDZWX66Ga2CmbpeX4ApwRO6VU2ipxyhSP1jSoLaqqFMQOz1e+U27xhJZTVJv0Ylk2P4VjbGNuZcolwN908iS6Mpn6HqjJCg9N09g2Olr2e5FIBDt27MD27duRyWQwOzuLM2fOIBaLIZ1Oo9uBG8aZmRksLy/j5ptvtnVOccPd2W067tH28JXguRIIYKKFwaB24asEiAq5HARBcFzsAPk7dKKqrgqeamIHKJOl5fgC3BE7RVRodi5bLbAJDSAoisi2wELB9vbNJhE8VkonvQRRzF+cCIFiVIX8dGHyCjMywhqKGl9fx56TJ+t+rGa3tNKDgzVDkSmKQiwWQywWw86dO7G6uorZ2VmcOnUKiUQC6XQaiUSi7vdyaWkJFy5cwP79+xsSTu0kfjrbb7XxjeDxQzCoXbgKPTy5XA6iKCJpmHQ5DS3L0F1U8qZHR1FgYClu9vB4IXZKKdkqUVUVkijW3ezMi2JLtrKI3e0bH09oOYLhEcXQNMKhEPTSQFOfZnq5gRkZES7JCTtw6BCYOkUviUSAJiruDMtieNu2un6Hsoy5E0KwtLSEy5cv48SJE0ilUkin04jFYjWPy0wmg8nJSezbt8+R/qBm3J07+APfCJ7nfRAMahee55ErMWXMZrOQJQnJZNK1DzytKK5VV2yJHQNX1lCH2Ck7cu0AFEUVMoSKfGEoqmoCOEsItFZkRBlih7WxfdMuE1qNYlbogkZFY8P2pao2NOnVblgjI6x/3/bpaQzOz9f9eM327wwNDze1gkBu4gAAIABJREFUtUhRFFKpFFKpFHRdx+LiIqamppDNZtHT04N0Oo1oNLrh90RRxNGjR7F79+6a1aVG19URP+2HLwTPxVAIJ30QDGoXjuOgWLxoMplM3mTLRbEDAJAkV6or9YgdoD7DRVvUKXa88FWplgDOcVzhgkkBCORy3m9lGb4qDMvaDp/drMiyDK1k+6aAdfuS56EZ72XRpJcPAk2dwBoZYT2WArKMW2167pTSzHYWx/MYHBpq+PdLoWkavb296O3thaZpmJ+fx+nTpyFJEvr6+pBOpxEKhaCqKiYmJnDdddch4sFxacfd2RNLjE3wGXablgsekabxS7+5KdeAN6e0CEEmk4GqaQ3tL9cL7cKEVr1ix3F8KHZKKUoAL7lgxjQNOa/9okyxwzD2fUw2Yf8OACiKAk1VN1Q0ykJRYIxKHRzq3fIL1siI0t7BW44eRahRO4smKjwjo6OuHacMwyCdTiOdTkNRFFy5cgUvvfQSVFWFqqoYGRlB0mNrk2ruzl6In47gqU3LBc+vUink2swngzOalg8dPoyhoSH09vR4c4fosAdPR+zUSckFUzO2vCRCwHIcOJZ1P6fJ8FWhjQqUXahNKHhUVYVSZvvGFrV6t7x4Lx2iNDLCSt/iIq45f77xx25Q8ARDIfSn0w0/bz1wHIehoSEMDg7iyJEjIIRgZmYGc3Nz6O/vR39/v+cTe16Ln05Mhj1aqjTO+DUYtAY8zyOzvg5N09DjldghxFHB0xE7TUJR6FIUZBIJhMwwU7dDMA1fFYqmi0aN7ay1FflrbqIaPjxOJJ+X7d0SRc+MKpuhNDLCCm147jS6chIIAA024o+Mjnr+mp09exaBQADXXXcdgLw9yNzcHA4ePOiZwWE5aomfdnd3bidaJngyDINn22wrC8ifYCYmJiDJMn77jju8+5A6GBralmLHZ87BIVlGNhgEUDwarRv+Po5PBxECSZKu+qrU83gMA3idf+YimqZBliSEwmHHj7+i3i233kuHKBcZYeXG06fRvbbW+OM3WN2JxmLo7etr+Hkb4dKlS8hkMtizZ0/ha6FQyHODw1p03J1bS0sEj5+DQatBdB2//NWvEAwGvb/rM/t3mnxOR8SOWTFoZC2Nih0fbXtShEAnBKTM60fTdD7JPRCApmmOTQdJsgwCIBgINLR9s1nQNA2SKCLoQGWnFoX3snTSq6RxvSWUiYywEs1msfell5p7igYFz0gFk0G3WFhYwMzMDPbt21fxM1HJ4DAejyOdTiOZTHp+81fL3ble8dMRSbVpyVXkuI+DQStCCJ56+ml0dXVhz549eOihhzx9esoSGtrofq2uaRAlqenKDoW8aK17BZtA7ABANJfDuo2t2A3TQZYcKI5lbeeryZJUNHJdLw29Vz6k0JjrdWWy2qSXQy7ddVEmMqKU2w4fBtusDUEDTb9diQSSDkRR2GVtbQ2nT5/G/v37bVVrKhkcTk5ONmVw2CxORFt0BE9tPL+SrHAc/qdFwaCXLl3Cc7/+NXRCcO2112L37t32f5micNNNN6G7u/vq1lKjVY5GMPp3zFJovR9uU+yEgsHmmzEbWcMmETsBWUamXrFuaXY2c6AkWQYhpGaDbNWRa7tsgoblosbcVm5tVpn0YuoUso0iGdXeSn1cY5cuYdvsbNPP00iFZ6xCVpUbCIKAY8eO4eabb24odd1qcKjrOpaXlxsyOHSadnJ3bjc8vZq0MhiU6DqeffZZvPa1r0UkHMaPf/xjbNu2DYlEwvZjdJsngBasnzJOco08s6NipxE2idihCAGt62W3smw/BlWcA6UYzc7lGmRlWYamac2JHaDtDQcLCfB+aloHyk96SZKrk17lIiOs8IqCWycmmn4ewrJAnd5oqZ4eRD3yU1MUBRMTE7jxxhsLoaTNQNN0kcHhwsJCweCwt7cX/f39ZQ0O3cauwWEHe3h6RWllMOjCwgLiRikTAMbHx3FherouwWOFoijouu7d3aY5oWXp9LeDG2KHqmfqZ5OIHQCICEL91Z0qFCW5lzTI0sbnq6GRays03dYVnqIEeD+JnRKKJr0sQhZwbmqvUmSElX3HjyMiCE09D2AYDtaxXoqiMDI21vTz2kHTNBw+fBjbt29HlwvZizRNo6+vD319fVUNDr2mmvj59a9/jdtuu80To8V2xrOrSquDQbO5HMKWD0M4EsF8A1brJryRpxXw4iSsaYCR3VXPSbMwzeJwZcfs4alJPWLHemHzodjhZRlCk5WWalgbZGVZhqwooCgqn+beTI9IGwse26GoPqOakK0WUVKNSpERVnqWl3H9mTNO/Al1Oyz39fc7UmmpBSEEx44dK4yYu00lg0NN0woeP25EV9TCKn6ef/55fPzjH8fjjz/eETw18OQsolIUnvJhMGgzqzHNBwPGaLKrlPjv2KnwmGLHlWkWOxWeesVOLgc+EPDlhY0iBKyuezJVqKoqVE1DJBIBBUDVNCiyDKnRHhGfHXO2MUNRK0whtQtlp/aMiBLW5ph7pciIoufRdbyiCc+dDdTRv0PTNLZ5NJl16tQphMNhDA8Pe/J8VkyDw6GhIUiShLm5OUxMTICmaaTTafT19XlucHjhwgV88IMfxA9/+EPPnaXbEU+uLs8nk1hr8UkrEg4XBX7mstmm7kjMCo8XUBbBYzWvqoSrYgc2KjybSOwAQFgQkPPg7lW13MWbr13VHhE3zA39wCbNCSua9NJ1KIqSr+BVmfSqFhlh5fqzZ5FaWXFsrfU0LA8MDXlS5ZienoYsy9i1a5frz1WLQCCAkZERjIyMtMzgcG1tDXfeeSe+9rWvYceOHa4+12bB9SvMxVAIJ+Jxt5+mJqmeHqytrSGzvo5wOIxz587hVa96VcOPx5l5Wl5gFTyoLjbcFjv5RVQRXZtM7HCKAikYdC2l3qSWc3DZHhFBqOkGTHS9vUbSLSPXjUzetAWWMfdqk17VIiOsRAQBe48fd2x5hKYBm72NDMtieNs2x567EnNzc5ifn6/qtdMqahkc9vT0ON5crCgK3v3ud+PDH/4wXvnKVzr62JsZV68yko+CQWmaxm0HDuDRxx4DIQTX7NyJRJNJwHILKjygKJAKPRmeiJ1qNNiz41exAwCsqkJwuTqpqWpdzsFFPSKGJ4yQy4Eus03SVhNahECS5atu0luBkkkvzaziGeaWQRvN2i8/fBi8k07aiUS+98sGw9u2uX78rqys4Pz589i/f7/vp5KsBofr6+uYm5tz3OCQEIJPfepTOHDgAN7+9rc7tPKtgaufVL8Fgw4PDzu29+vllhYslaRKE1Jeih2qnOhqROzwvK/FTiSXgxCJuJpDZac/oxpmkjtMN2DrNkkgAAZomz4es8rRqMFiu2NaFjAsC0EQwDIMZEWBrCgVJ722zcxg9PJlR9dht2GZDwQwODTk6HOXks1mceLECezdu9fz/phmoCgK8Xgc8Xh8g8FhMplEf39/wwaHX//617G+vo6vfvWrvqt2+R3XrjZnIhGc38Qd4xzPeyN4SkJDy21peV3ZoQAUyZ1NKHZYVYUYCEB3W+zY6M+whdUN2NgmkVQVkOV8BYHjfH137IjB4mbAiIxgWbawpVcINC2Z9OI0DbcdPuz8Emz272wbGXH1MyXLMo4cOYJdu3blRXCb4qTB4cMPP4wHH3wQjzzyiK+PZ7/iyhUn26bBoPXA83xRE7RrKErxWHFJ/4xm6f3w7EJhrTJtQrED5A3cBBe9NooyoZw+cZnbJBwHwrJQVRWi20nuTaAoCjRV9fYz7Ecq9C8VBZoaW5hSLof9hw+DXVoCCQScfT9tVHhC4TD602nnnrME02vnmmuuKXinbQbKGRyeP38euVwOvb29SKfTFUfLJyYm8NnPfhaPPvpoWwvAVuL4VYcAeKoNg0HrxbMtrZKRdOtpzY43hxtQMEbjN6nYieRyyIXDrjUq65pWmLxx+y6tqNnZrBQIQv7rDXrCOImqqlBa8Bn2I7UiI4CrW5hpQcC+CxcgSRLW1tYQCAQQCoWantwjFGWrwjMyOura50bXdUxMTGBoaAipTXzjXGpweOXKFZw6dQqyLBe+bk4Sz87O4r3vfS/+4z/+wxP/oc2K41eel2Kx9gsGbQCvtrSoUsFjVHgKYqdFWwDmVs9mEzuMpkF0sWFW13UIXgVglvRZVaoUtCr9W6sxmbaVqBUZYYUiBK84dAhBjkOwqwuEEEiShGw2C0VREAwGC+KnbqJRoMYxGo3F0OPSRZcQgpMnTyKRSGBwcNCV5/AjDMNgYGAAAwMDBYPDf/zHf8SDDz6IN77xjXjiiSfw93//97jxxhtbvdS2xtEzbiuDQb2G5zhvprRKBI85pdVKsUPRNBiGQU4QIAoCNFWt2NjbTmIHAIKSBMKyrlR3dK8DMKtMaNEMg0AggEg4nLdYUFVkczlIkgTNg8muQrN2MLjlxY4ZGWH3eL723Dn0LS0V/k1RFILBIJLJJHp6esBxHNbX1zE/P49MJlPX+2mnujPqYoTE+fPnQQjBmEcxFX7ENDj89Kc/je985zv4n//5HywuLuKLX/wivvnNb2J5ebnVS2xbHBM8OvLBoOom38oyaVWFR1VVEEJa19xppKRXuljqlpNru4mdcC6HrEtbWaanimcBmHafg8qnfweDQUTCYTAMA1mWkctmC1NTTmNu6bnSv9Rm1LstHRJF3HLsWMXv0zSNUCiE7u5udKdSoCgKy8vLWFhYQDabhVbj/awleLoSiabsPKoxMzODlZUVXH/99VteBAP58+e//du/Ye/evTh58iS+8Y1vYHFxEW94wxvwvve9r9XLa0scuwodamEwaCvgvZrSsggeVVGgqGr+IuEHnx3jYsmUeogAYBkGqqr63mfHhNE0yByXD+10eDKrEIrqYdo3oen6PXhKPGFUFwIwPd3S8zmNWBLcOjEB3uZ5h6FpRCIRRCIRaJoGQRCwtLQEmqIQDocRCAQ2vgc1BM/Y+Lit566XpaUlXLx4sS28drzi29/+Ns6ePYvvf//7oCgKo6Oj+MQnPoFPfOITWLJU+DrYx5Er0TzPtzQYtBWwDON+6d8SGmqKnVAwCMGBNOS6qdGgbHqIsByXv6jlcgCQd6MmpOXNsbUIShKy4bDjnjtmlSvg87TvUiiKAsfz4MoFYNrMgCqFeL2l52PsRkZYGZybw/aLFxt6PoZhEI1GEY1GCy7dmUwGDMsiFAohaEx6Vavw9PT2IurCxNT6+jomJyexb9++tjpG3OSJJ57Afffdh8cee6zsa9JdR/RHh6s0LXhUisIvent9FwzqNoWLtyEEXMGY2iiInRY1gxNjG8tug7IoiggEAnnxY22OZZj8ZJDHzbG1CAsCsuEwaJT4CzVJKxPgKQeFmzXJXdP1QqZXPe9nQfh5WOXyK3YjI6wwmoYDhw458vzlIkrW19bAxuOgFQURnt9wrFMUhREX+mpEUcTRo0exZ8+elqSO+5ETJ07g05/+NB5++OFO+rnDNH0WfsEHwaAtwQuDP0mCYjY0tonYEQQBvFHpAa6O0QZ4HpqmQVEUiJKUD7+sN/nbBWhNg8yyeTNFB8Vry/uXXOi9KTI3rOP9LBJ+W13sGMGo9Vb89pw8ibjDvl/WiBJCCHI9PZhZWMDU1BS6urrQ3d1dGIvuT6cdPwcpioLDhw/jhhtu6FzYDebn5/Ge97wH995775aaUvOKps7El4JBnNhEplCNQADXwhml1VWQcmLHNP5zWXQ1K3aKKOn38Uvyd0gUkY1E8u+h02LHCPVsCW4IHivl+rdkGYSQgvihaNofr4VfsLwW9VT8utbXcdPJky4uzJj0GhzE2NgYdF3H6uoqZmZmIMsyulMp3HTzzY4+n67rOHLkCMbGxpCwGVS62RFFEXfddRf+9m//Fnv37m31cjYlDZ+BJJrG0z09W24rywrHslAVBZwLvi25XA7IZhEtc1dlevG4KRAcFTslVDXDa7A/pBFCoohsOFwzgb4ezNeCs/lauALDVB1Jdxpr/1Zhm8RodiaEtPa18AtGZcd0wK6HVxw8CMbFiJMCRl8ITdNIJpNIJpNQVRXBUAinT5+GrutIp9Po7+9vKsmeEILjx4+jp6cH/f39Tq2+rdF1HX/2Z3+GP/zDP8Tv/u7vtno5m5aGBc8zPgsGbQWc4cXjtODJZbMQJQkplgUqpCC7WVlyU+yUYjXD0zStuD+E48C4NJFG6zpUp4UVIRAFAZxRsWoVDU1oOURhm4TjCiJWVRRomuapmPUVFSIj7LBzagrphQWXFlZMudDQQDCIW269FSzLQpIkzM7O4tChQ2BZFgMDA+jt7a27cnfmzBlwHIeRkRGnlt7WEELwxS9+Ed3d3fjQhz7U6uVsahpSLGcjEZzr7Lm64sWTzWYhSxKSySSoCinIlRLTncBLsVOKtT9E1TQosgxJ1/NBiQ6HX5rVHccalY07eIZlXan4tRXmBd4wNwQhG5PcXRSzfsNOZEQ5gpKElx054saSNkB4Pu+yXMK2kZGCoAkEAhgdHcXo6Ciy2SxmZ2fxwgsvIBwOY2BgAKlUquYxevHiReRyOezevduVv6Md+f73v48XXngBDz74oK8nWTcDdQueLMPg2c5IHADn87RMsZNIJkGVhoZacHILxkojYseV7YpSPxhVhSSKIHDGDyYoisgaW4WOih2GaarU7xhu9+/UQJJlULBc4MskubspZv1EPZERpdxy9CiChlhym3LVHT4QwECFxtlIJIIdO3Zg+/btWF9fx8zMDE6fPo2uri4MDAwgkUhsOEbn5+cxOzuLffv2dS7sBs888wy+9rWv4bHHHuv0uHlAXa8wAfB0Tw+kLT5pYcJxHGSHTkjZTAayouTFDkVtjJSwUpKY7gSNih23t27K9vs04QdD6zp0o7LgSHXHGMNnGtiucAuqhYJHliQQXc+nOZd7X6qI2VY2r7uBGRkRbiAYtX9hAddMTbm0so2U898ZGRmpKUQpikI8Hkc8HgchBMvLy5iZmcGJEyeQSqUwMDCAaDSKtbU1nD17Fvv379/yk3om586dwz333IOHHnoIXVvMx65V1CV4TsRiuLwFgkHtwvE8VAcqPJlMBqqiFN0VlUZKWHF6S8uvYqeUQr8PxzW8RRIShMJUVtNj6MbWDWX41PgCF7c7ayHLMrQ6qhkVm9eRv5nwu1llNeqNjLDC6DpecfCgSyurQEmFJxQOoy+drushKIrKR1p0d0PXdSwsLODcuXPIZDJQFAW7d+9uaW+bn1hZWcE73/lOfOMb38Do6Girl7NlsF1HXuE4vLBFgkHtwvN80wGiptjpKi0BV6vwwNmponYQO0UYWyQBM/+JZfP5T7kcZEmCXqHCEZQk5AzB3vQYupFQXbR14wdadPesKAq0OgIwSzHFrBl5oOk6crkcREGAWiWc1o80G4y6a3ISifV1F1ZWmdIKz8joaFNik6Zp9PX14frrrwdN0xgeHsb58+fx/PPPY3p6GlKN89tmRpZlvPOd78QnP/lJ3HbbbY485sc//nFcf/312LNnD9785jdjZWWl8L3Pf/7z2LlzJ6677jo88sgjjjxfu2JL8OgAntpCwaB2aTZPK7O+DlVVN4od1K7wOLGl1ZZipxRjiyQUCiEUDoOiKIiiiFwuB8XwhQHy2zw6jAkmNLmVRUjecwb5Rk5fNd62YC2qqkJRFAQbqGaUoyjJneehmeG0opiPc/Gx+DEjIxoNRo1nMrj5xAkXVlYZwrKAZUslFouhp7e36cfVNA0TExPYsWMHduzYgf3792PPnj0AgImJCbz44ou4fPlyXtBuEXRdx0c/+lHcfvvt+KM/+iPHHveOO+7A0aNHMTExgWuvvRaf//znAQDHjx/Hd7/7XRw7dgw/+clP8IEPfMD9SCQfY+uIPJxIYMEvJXsf0UwPT2Z9HaqmIdHVVV5w1NrSapJNIXZKMPOfwuEwgsFgft25XH6SbH0dskOVGMlIEQ/6TezAnWb2amiqClmW6wrAtE2DlbxW0UhkRCm3HToExuO/iyQSRZ/jUQcCQgkhOHr0KNLpNHot4ikQCGBkZAS33norrr/+eoiiiBdeeAETExO4cuWK795Tp/nnf/5naJqGT33qU44eL6997WsLTc8HDhzARSNz7Uc/+hH+5E/+BIFAAOPj49i5cyeee+45x5633ajZwzPP8zjcaagqC8/z9d+dEIL1TAaaIXbKXjB1vRAaWvlhGr+01Z2N5QNvmXqx5j+xgoA1noeay+Wzn1i24ZHoZqZuPMHDC0Yjad8NU6bZWXQ4yb0ZGo2MsDJ+4QKGrlxxeGW1sU5oJZJJdDngfDw5OYlIJILh4eGKPxMOh7F9+3aMj48jk8lgZmYGZ86cQVdXF9LpdN6aw4/HWIM89NBDePTRR/Hwww+7OpX4rW99C29961sBAJcuXcKBAwcK3xseHsalS5dce26/U1XwqBSFp7ZgMKhdeI7Lp4HbxRA7ejWxA9Ts32mmabkRscO2sbcMhXyyfSAQKIxEy0aFhuW4QgSCHWRZhqZp/hU7gGeGg7qm1Z327RRVnboNQevphbLByAgrvKLg5RMTDi/MJpb+HSeqO1NTU1AUBddee62tn6coCrFYDLFYDIQQrKysYGZmBidPnkR3dzcGBgYQi8XaWvwcPHgQX/jCF/DYY481HJL627/925idnd3w9f/zf/4P3vSmNxX+m2VZvOMd7wBQ/sa4nV/HZql6dL6QTGK1je7qvYarp2mZEKyvr0MnJD+CWOVDV61/B2jch2eriR0AiORyyBgmmXRplcASgcAZWU+VXhtFlvNNuQ71qbgCTXtS4dF1HYIoItTE1o1TWJ26dU2DoqqQcjkwhm2BnST3pmgiMsLK/mPHEGpVI68heHp6exEtYz5YD3Nzc1hcXMTevXsburBSFFWItdB1HYuLizh//jxyuRx6e3uRTqfbLmj00qVLeP/7348f/OAHSKVSDT/O448/XvX79957L3784x/jpz/9aeG1Hx4exoULFwo/c/HixS0dSlpV8Gz1YNBa8BxnbyydEKytr4MQgq54vPYJuNaJr4Gm5a0odnhZLhgMAsWNyma/D8fz0I0RdyGXA03T+Vwoy4XSTKx3qinXNTwQPEV9Kj7zU6EZBgFrkruqFpLcWZZ13v+licgIK71LS7ju7FkHF2YfQlEgxtDEyNhYU4+1vLyMqakp7N+/3xEhTNM0ent70dvbC1VVMT8/j8nJSSiKUsj0arRa4hXr6+u488478U//9E+2K16N8JOf/ARf+MIX8OSTTxYS7gHg937v9/D2t78dH/nIR3D58mWcOnUKL3/5y11bh9+pKng6W1nVsRUtUa/YgY0KT53vy1YUOxQhYDSt0KhczWTQ2u+j6ToU09/HqPioRmXH96Vgl9dnNq8306fiCdTVJHc0uY1ZjUYjI6zQhudOyz5ZXV0Aw6A/nc5XLxskm83ixIkT2LdvnyuOwWZ218DAAGRZxtzcHCYmJkDTNNLpNPr6+nzXY6iqKu6++2584AMfwKtf/WpXn+vP//zPIUkS7rjjDgD5xuWvf/3r2LVrF/74j/8YN954I1iWxVe/+lV/H7suQ1WrFLz7/Hn/zn/6AULw4EMP4Q1veEPF76+trQEA4jbFDgDQp04BglD1Z4RcDiGLkq+8RPtix+xFaHexAwDRbLawlUXB2MuuRxAYo+eKouS3why8ULoGx9Vsdm+UQm4az7etBb65jakYgwbNNDsrsgzVgX6uXZOTuPXo0YZ/v1n07dtB/eZvYv+ttzZcpZIkCQcPHsRNN93U9JZYvQiCgNnZWVy5cgXBYBDpdBo9PT0tv6gTQvDpT38asVgMn/3sZ/1/s7S5qPhit+eZy2+Uu5gSgtW1tbz1eixW30nRobiKRsTOZgi/5GW5YDBYoM4Tjqpp0DSt0C+gGP0+FJDf8vKjC7BL21lFIbFtKnaAytuY9caUmKKp2X6uSC6HvS+91PDvOwFJJjE4NNSw2FFVFYcPH8a1117rudgBgFAohPHxcYyPj2N9fR2zs7M4e/Ys4vE40uk0uru7W3KcfvOb38Tc3By+8pWv+O88sYVp37OXH6j0QTbEDm1MH9R1UlQUwIFJm0bFjl/yoJqB0XXIRiWmkQZvTVUhS1LByBDA1cZYY8sr52VjrF3cmNCy2BI4HhLbQkq3MVVVhSRJYBgm/55WsC2wRkY0eyG77fBhcC02gWP7+jBUZXS8Grqu48iRI9i2bRu6fRAobU567dy5E6urq5iZmcHk5CS6u7uRTqcRj8c9ER+PP/44vv/97+PRRx9teVN/h2I6gqdJGJqGputXS6iEYHV1FTTDIBaN1n8hdGBSo26xI4qbRuxYt7IaoZa3DE3T+RF3S7+P2RjLsWzrGnndaFi2fDbavepXEcqS5M7zhSR3Udc3vKdO+g6NXL6MkZkZJ/6Cphjas6ehqh0hBCdOnEAikcDAwIALK2sciqKQSCSQSCQKk17T09PIZrOuT3odP34cf/3Xf41HHnmkqZ6oDu7QETxNwhpuy6FQqHmxg9oNy7VoSOwwzKYQO5yqQggGC/+uNw1d0zRIdr1lLBdKQgg0Vc07MBPSmtRvhnFW8Dg0gdRWlNgWaEbVhwBgGOZq83qTd+2cquK2w4edWXMz60gkMNCg7865c+dAURTGmpzschvrpJemaUWTXv39/ejv70fQcs5ohrm5Odx9993493//d/T39zvymB2cpSN4moQ3E9ODQaysroJpQuwAsF/hMc0HLc+zlcUOAHCKUtS704jYaSQDiTKamlmOAyEk3+/T5qnfkiz7LxjVQ6zvqa5pyBnGhpIoNt3Dtff4cURqDCV4wbZrr21oy+Xy5ctYW1vDnj172upzzTAM0uk00uk0ZFnGlStXcPToUVAUVRA/jU56CYKAu+66C1/4whewe/duh1fewSk6gqdJOI6DJElYXllBdzKJaJPeRXYrPObkkXnC2epiJ5IRXBuyAAAgAElEQVTLIWuZWqund8fqGtzsnjtFUa01wnMAWZLyWWE+dpT2CmJUukLBIBiWbarZGQBSKyu44cwZl1ddmxDHoe+66+rub1tcXMSlS5cc89ppFTzPY3h4GMPDwxAEAXNzc3jxxRcRCAQwMDBQ16SXrut473vfi3e84x14/etf7/LKOzRDR/A0CcdxOHT4MFKpFEZGRpp/wDoqPATFwmerih1WVSFaDMjqGUPXNc011+ANRnhu9vs4tJ0lyzI0P2eFeUmZyIgNzc6mZxPDgK3S7AzkvaEOHDwI2gdp72OJBJBO1/U76+vrOHXqFPbv39/ysW8nCYVCGBsbw9jYGDKZTGHSKxaLFSa9Kp0bCCH47Gc/i23btuF973ufxyvvUC8dwdMEuq5jdmYGyWQS+/btc+IBbY+kmxf1rS52AGMMvbS6Y0fs6DpEUXTfNdhihFfaG+JYv48D0z6Kovg/PsMrakVGWJudDXNDRZYh6Xq+yZvjNlwkrzt7Fr3Lyx79AZWJBQJIhcNQ6hA8oiji6NGj2LNnz6Y6d5QSjUaxc+dO7NixA6urq5idncWpU6eQTCaRTqfR1dVVdKx+5zvfwfHjx3H//fe31fbeVqUjeBpE13X84sknEY1GnWtQq6NhmTLiJba62AnnchvEjm6jumNGJASCQU/vVov6fcoEX7IsW7/YYJimBY+qqlCMceuO2CGQ6mnYLs1oU1VIolgkaCOiiP3Hjrm+dDuMJRIg4TBgc/tdURQcPnwYN9xwQ9vlWDVK6aTX0tISLl68iKeffhqPP/447rrrLuRyOXzzm9/E448/3tb+VFuJzrvUALqm4cknn0R/fz9Yo4fHCag6DAcpmi6yy6+6HbNJxQ6jqpDK/T02xI7QArFTSsXgyxpeMKUQmm4qJV1T1cKkYecuNb+tRwAEGzhWKiW573vqKWjr69ADgZb2viRCIXQFg9BtVnd0XcfExATGx8eRSCRcXp0/oWkaPT096Onpwfj4OObn5/HJT34Sk5OTeO9734vl5eWWmC52qJ/27TprgvPnz+OBBx7Avf/3/2JhYaHoe0cmJvBf//Vf+OH99+PSpUtlfz+by2FwaAg37toF3k6ell1sCidCCDiOQzgcBkXTEEURuVwOiqJsDBXdpGIHAAKKAs1yZ0WjdqOyX/OgaIZBIBBAJBwGy7JQZBm5XA6SJEF3MRC04C0TDHbEDvKREZquIxgINF3pMgXtNevr2LWyAkVRsLCwgOXlZYiiWHcAsBOMGaKF2KhKE0Jw7Ngx9Pb2oq+vz+2ltQWRSARvetObIIoi/vM//xPj4+N417vehde85jX413/9V2Sz2VYvsUMVtqTgSSYSeM1rXoP+kruclZUVnDt3Dr//+7+PO+64A88++yxImYtNLBbDddddByCfmK44FAVhZ0LLuo1l3k2Gw2EEg0Houg4hl4MoCNBUNX9xF0Uwm9BLJSwIG+Ij7IodPhAoNKH6DmN7JBgKIRQOg6ZpSKagNXx+NvxKgxdOvYlR/M2IGRnh5HQaq6o4cPAgOI5DPB5Hb28vIpEIRFHE/Pw8VldXIZe7UXGB3kgEUeM8QGxUeE6fPo1AIODMMMYmQZIk3HXXXfjMZz6D22+/HX/6p3+Kn/70p7jvvvuQyWScu/nt4Ao+Peu7S1eF0uyF6WmMj4+DYRhEYzHEYzEsLCygt8rdDcfzhTDCpqkheKr17JgOwLBMBKmCANqYHtlMMJoGuUSw0BSV792pQDuGX5bdHik3Dt1ABUjXddem09oRJyMjrOw5eRKxXK7wb6ttgTnynslkoBlCKxQKufL5pACMdHUV/l1L8Fy4cAGCIHQ8ZSzouo6/+Iu/wO/8zu/gzW9+c9H3hoeH8dGPfrRFK+tgl/Y483tENpdDb29v4d/hSCT/tSq/42SFp5rgsd2gbEyPyIoCjucLFQKC5tKh/URQkoo8dwDYEzttHH5p7ffRNO1q9pMx4m633we42rDt+nRam+BkZISV5Noadk1OVvw+RVEIBYMIGdVZURSxsrICID8qHQyF8u+rA6RjMYSMGx/C80AyWfFn5+fnMTc3h3379rX9ucIpCCH4h3/4BwSDQXzkIx9p9XI6NEh7nv1t8Mgjj0Ao42a6f//+ukq0tQ53nuchO1HGrBIaWu80lmhuYxneNIUKQROGaX4hJAgbxE616o4pdjhjMmozUJT9BEAWxXzzuiFoq1Vs/NrD1CpMoeFEZIQV03OHsblVRdM0wuEwwuEwNE2DIAhYWlwEwzAIhUIINNHsTFMUtlmrO/39FY/71dVVnD17dtN57TTLAw88gKeffhr//d//3amItjGbVvC87nWvq/t3IuEwcpams1w2i3DJxbUUx5qWK1R3GhE7lEXsmFCVDNNaHXpZB7SmQS1ZZ2EMvRyWpO9GLeN9DUWB4TiwhkWBqqoQRRFA+WpeW/QweQgxPh9BF7b1dk5NoX9xsaHfZRgG0WgU0WgUiqIgJwhYX18Hz/MIhULgeb6uystQPA7ectxUaljO5XI4fvw49u7duzmPlwZ5/vnn8eUvfxmPPfZY53VpczpS1cK2bdtw7tw5aJqGzPo61tbW0NPTU/V3GIZxZIqmXMNyo2InUCJ2ip8ov+UVCAYRCYfB0DQkSUIul8uP4/rABbYSIVGEYrf5eiskfVuwNrCHgsG8uMnlIAgCVLOBvc239ZzEzUpXUJLwsiNHHHksjuPQZTQ7h0IhCIKQb3ZeW7N1o8XSNIbi8aKvlevfkWUZExMT2LVrVyfl28L09DQ++MEP4nvf+x6SVbYBO7QHW/LMNz01hWd//WtIooifPv44uru7ccdrX4tEMomxsTE88MADoCkKBw4csF/mthllUJESweOK2CmlUuilcfH005ZXUBQ3bGVVzMvaxKP4Gyg3tVWmmicaDewUTTf/WW13ykRGOMmtR44g4PC0DkVRCAQCCAQChWbn9fV1aJqGUCiEUChUVrht6+oCW3IOK63waJqGw4cPY+fOnYiXiKOtzOrqKu6880587Wtfw44dO1q9nA4OsCUFz8joKEZGR8t+b8/NN2PPzTfbfzCHLhzWCk/DYqeJi7t1ekTTtI0ZQS3c8qJ1HZrdplxrD9NmFztAdcNBigJD05AJAW/0gBTMKs1Ii63Wj1ArMqJJBubnsWN62vHHtWJtdtaMBvRlI7LC2uwcYFkMlLgpE4YBLIMZhBAcPXoUg4ODNavZWwlFUfDud78b99xzD175yle2ejkdHGJLCh6nKU0ubwhD8DQldhwSX6UZQVZHZ45lPb9IhgQB2RJLexrAho1E4863XA/TpoSiylZ4ChivhzUioRB/oCgQzH4fY5tr00/k1BsZUSeMpuHAwYOOP27V56RpRCIRRCIRqIar89LiIhiWxe7BwY1DF729+SgS5M81J0+eRDQaxdDQkKfr9jOEEHzyk5/EK17xCrz97W9v9XI6OEhH8DgAy3FQVLXxk6gRGuoHsVNESUaQYlwkKVy9SLq9NVJuBB0os5VlXMwoimqq0tVWMAxQxQNKkmVQwIbXg6IocDwPjuehG1te7T69Z4dmIiPssHtyEl2ZjCuPbQeWZRGLxRCNRsFRFGI0jYsXLyIYDCIWi+W3wyz9O1NTU9A0rWCi2iHPv/zLvyCTyeAzn/nM5r8J2GJ0BI8D8BwHWZYbFzySVL/YMSoZromdEqxbXs3kPtX1nLqer+KUPO6G3h1CIBleSF69Hr6gyt8pSxKIrtd0DaYrTe/5YCvTSczIiJCDLspW4uv/P3tnHuVWfd/t52pfRqORZtXs0oyNV/CCzVJwaA0YgsEOUEgwJimEEJJQSts3oVna0oSGpG1CQpPmtEmIm0AIpBBKk2AMHJtA2IzxgjH2aGbsWazZNYt23eX9Q5phVnsWaSTN3Occn2NppHt/0pXu/ei7fYZYffx4yrc7GwRBYElxMYUWy0hx9uDgINFoFGnlSgqCQYaGhujr62PNmjXqRX0Uv//973nuuefYvXu32n6+AFEFTwrQz6E1XVEUiETQzFTsDEcyMnCy0mi1GIfnwIxOeaW4LsQySSprOH04+nVHk9GxVPgfLQRis7m4J7v3simVmSqGLSPS6QR/4cGDaNPoeTYT8o1GCpNRUUEQRub7yLJMR00NR48eJRAI4Ha7icfjM2t0WMAcPnyYb3zjG7zwwguJHwoqC47cPINlGfpZTltWFAVFlhFisZwRO2NIprzMSd8nQRAIRyKEpzIynQHGaHSCV9bo/Q4TS5prLkaxM5nPWzweRxLFuUUyxh9XSNlxnW/SZRkxGk9LC+Xd3WnZ9myomcI6R9BqMdfWIssyGzZsQKfTcfjwYQ4cOMDp06cRU2WRk4N0dHRw11138fjjj4+Ztj8XnnrqKVauXIlGo2H//v1j/vbNb36T+vp6zjnnHHbv3p2S/amcHTXCkwJmM3xwROxoNGim89xsEzvjGF8XEo/HCYVCaJN1IdoZ1IUMm2Eq4yIK46M7s4pkLCDGd2iJokg8eXFPWffgJMc1HAqh0WgSIw2yuN4nXZYRozHGYmxI0cydVOAwm7FPEZ0Q8/N578QJVq1aRV5eHjabjaqqKkKhEB0dHezfvx+r1YrL5cLpdC6alE4wGGTHjh185zvfYfny5Snb7qpVq3j66ae56667xtz//vvv88QTT3D06FFOnz7N5ZdfzokTJxZM+jibUQVPCjDo9TOylxgjdjSas5qGjogdcqNGZdjI1DjKyDQyPNX5LNYHAJZQaEIqa4Tka4/HYokZJItU7KDRjDENlUSRWDQ6EmlLzy5HGdQmxU+2TutOl2XEeNa/9x7ms31/5wkBqJ0iuiPLMs3hMEuXLiUvL2/M3ywWCx6PB7fbzeDgIB0dHTQ0NOBwOHC5XOTn5y/YOh9Jkrjzzju544472Lx5c0q3PZV4evbZZ/n4xz+O0WjE7XZTX1/PW2+9xUUXXZTS/atMRBU8KUCv1087wjNB7ABCsj14iickuo8gcbHJpROPIKDV6dAOt0KL4lmNTI2x2KSprNGFyvF4HFEUMaWxJiPrGSV45iOSMYZR9T4MH9dkHdWw+MlkvU86LSNGU9rTw5KTJ9O2/ZlSZLVinaRxQlEUOjs7KbjqKhxO55TPFwQBu92O3W5HlmX6+vpoaWkhGAxSXFyMy+U6q9VOLqEoCv/4j//I0qVLueOOO+Ztv+3t7Vx44YUjtysrK2lvb5+3/S9mVMGTAgwGA4NDQ2d93GRiB1Ec80t93BOIJn895pzYGcfw9OYzGZkKJDqzxqeyRiPG4yNpm4X6q3NaJF+7LEnzEsk40zomTOseNbpAO8/zfcb4haUx4qSVZS48ePCs5sLzhSAIk9buKIpCd3c3ZrOZvJUrJ59MPgkajYaioiKKiooQRZHu7m4++OADJEmirKyM0tLSnB/suWvXLpqbm3nqqadm/Rm9/PLL6ejomHD/gw8+yLZt2yZ9zmQ1cIv6XDaPqIInBUynS2tSscPkHlrJJywYsTOe8dYHw6mR/GiUkN0+oZJ+eMigOA8FqLmELMuEIxHMaY5kTJcpRxfMoo5rViQjO/PhF7aioQHH4GBa9zETyvLyME3ymv1+PxqNBrvdjjiFaejZ0Ol0uFwuXC4X0WiUzs5ODh48iF6vx+VyUVxcnHP1J3v37uWxxx5jz549c1r7iy++OOPnVFZW0traOnK7ra2N8vLyWa9BZfpk/iy5ADCcpUtrKrEDwGTprAUsdsaQTI2YTCYKdDpiVuukRqYjYicWU8VOElmSPkzbZOHFRqPVYjQasVosiZSvKBIMhYhGo8hnssOYLaPMYtNhGTGavGCQ8z74IK37mAkaQaDKbp9w/9DQELFYjMLCQrDbIQXpKKPRSHV1NRs3bmTp0qUEAgHeeust3nvvPXp7e3Oig++DDz7g7/7u73jqqacykqK77rrreOKJJ4hGozQ3N9PQ0MDGjRvnfR2LETXCkwL0BgPxKVo6zyh2YGLB8mIRO6MQFAWtoqA1mTCTaLeOiyLhZHRA0GgQRTGtBbm5hKIohAMBTGlO26SEcXVckigSjUZR4MO5TXM9pmm2jBjPhQcPokuHaJsllfn5GMZ9DkKhEIODg7hcLgRBQJ5ldOdMWK1W6uvrqaurY2BgAJ/Px4kTJ3A6nbhcLmw2W9Z9X7u7u7n99tvZtWtX2qMqzzzzDPfccw/d3d1cc801rFmzht27d7Ny5UpuuukmVqxYgU6n4wc/+EH2f48XCMKZFPlfnDyZ/XI9CwgEArzx+ut85LLLxtx/VrEDCM3NCMP1P8kTtwKLaq6MNRSa1D5CINF6PmyRMGz4uJhPDoqiEIpGMSYtP3KV4XofURTnXO8Ti0aR52nwZG17O5e9+WZa9zETdBoNGyoqEpPOk0SjUbq7u3G5XCPfFenSS5E3bUr7emRZpre3F5/PRygUorS0lLKyssSohAwTiUTYvn07X/ziF9m6dWuml6OSPqY8CeTuGTOLMBgME9rSpyN2YFQNT9IeYbGJHX08TniKuSHDLe3WZGRnZPrvcDdQKqIDOcRIQa7FkvNf3DNaleh00673SbdlxGgM8TgbDx1K6z5mSpXdPkbsxONxurq6KCsrG/PDQElDhGcyNBoNxcXFFBcXI4oiXV1dvP/++yiKMlLsrE9zynEyZFnm85//PDfeeKMqdhYxuX7ezAp0Ot2YKaXTFTsoCsRiH4qdRWiPoBNF4pOcAJVk95FpVPfRBCPTcDjR/TUc7VjI71vSLFafFHrM0sokGxltVTKTuU2iKKbdMmI0a99/H8uZRkjMM0adDpfNNnJbkiQ6OzspLi6eICpGm4bOFzqdjvLycsrLy4lEInR0dHDgwAFMJhNlZWUUFRXNS7RWURS+9a1vUVhYyD333JP2/alkL6rgSQGaUSfbaYsdSNTvLGKxM1UqSx4ldiZ7D6eKDowYXqbByDSjDBfkarXoDYaEUF6InGFu0/iInjTPRexFfj/LGhvTvp+ZUG23j5x7hmftOByOCT5QismUKFrOICaTidraWmprawkEAvh8PpqamrDb7ZSVleFwONJ2HJ988kneeecd/vd//3dRRYRVJqIKnhQyI7EDEI0uWrGjE0XCk5gWjoidabZaz5eRacZITtkeU5CbJSaV6WTC3KZkEbug0aDVahHncTyBRpa56N13s2bmDoBFr6ckOY1cURS6urqwWq1YJ5lQnonozpnIy8tjyZIl1NfX4/f76ejo4Pjx4xQVFeFyuSZMgp4Lr7/+Ov/xH//Bnj17crrmTSU1qJ+AVDA8BE6W0UxX7CgKIb8f3SIUO5Cohxg/UXlkrswUkZ0zkjS8HE55iaMG4OmSc1ly8dfdcMG2cXT30SIQPKMRkmLPYDAgiiKR5HGNxmKJYuc0R/SWNTVR2N+ftu3PhtqCgpHPc19fHzqdDvsUUZz5qt+ZKYIg4HQ6cTqdSJJET08PjY2NRCKRkWLnubiWNzc3c9999/Hcc89N+d6oLC5UwZMiwuEwR48eZUl9fWK2w5lOwIrC0NAQ2khkUYqdyVJZsiwTCYexpGBi8JRGpjMsiM00sWgURZYTJ/3h9Wq1kEUt0fOJoigJvzCzGa1GgyhJxGMxorKMdpo+bTPFGg6z5v33U7rNuZJvNOJMfn8GBgYQRZGSkpIpH59tEZ7J0Gq1lJaWUlpaSjwep7Ozk/feew9BECgrK6OkpGRGxc5+v5+dO3fyX//1X9TU1KRx5Sq5hNqWniIi4TCnWlpoamxEq9Xi8XioqqpCOz6MmhQ7kizj6OlBCIUys+AMoUsWd4uj3hdFlgmHwxhNpvQVMSrKSEGsnEx56dJwgUwV8VgMcRJzVEWvR1hABcvTZaRDzWCYkJoYrvcZnnY+lU/bbPjTN96g5vTpOW8nlawuLcVuMhEMBhkYGBiZtTMV8c98BoqL53GFqSMcDtPR0UFnZycWi2Wk2PlM39tYLMaNN97IXXfdxZ//+Z/P42pVsoQpvwyq4Ek1isLA4CDehgZa29ooLi6mrq6OwsJCBEFg//79OJ1OPG43mvffX3S/1i2hEKFR0R1FUQiHQhiNxkQ6ah7WMOECmWUpr/gZ/MIWpeBJih190rPrjA9N1vuI8fgYn7bZRPSqfD42v/76bFedFhxmMytLSohEIvT09IyZtTMZil6P+P/+X05ENM+Eoigjxc69vb0UFBTgcrmw2+1jviOyLHPvvfdSX1/P/fffnzXfaZV5RZ3DM28kHYfXn38+a9etw3f6NB8cO8bQ0BBmiwVFUVi/bl1C6Cw2sRMOTxQ7SaPH4dqb+Tgxjy6IlWU5Ue8TCqHRaBL1PhlMeQ0LsakKcoWF2qE1FTO0jBip99HrkZLHNhqNzriDTyeKXJBlM3cEErU78Xic7u7uCbN2JkMpKcl5sQOJ76zNZsNms6EoCn19fbS1tXHs2DFaW1tZunQpa9as4ZFHHkGWZb70pS+pYkdlAqrgSSMajYaKykoqKit555136PD5QBDYu28f51RUUJHs6FoMaCWJ2KgL1qQpigycoDRTGJnqdDr0Ot28+lRJopioUTmThcZiKliei2VE0qdNq9ViVJQJHXxnS2euOXaMvCxLNxdbrZi0Wnw+37RrWnKhfmemCIJAYWEhhYWFSJJEe3s7X/ziF+nu7gZgz549WZuqVsksquCZBw4dOkQoGOSjH/0ogiDg9/s5/d57NLS3Y83Lw+l0zsuk2ExijMVGurLGix0B5iWVdUZGXSDHez6lsiZkKiRJIposyJ1yP4KwqARPbHjy+Fz9sSbp4IskBwhOdmwdAwOs8Hrnts8UIwgClfn5dHR04HQ6Ez570yBbO7RShVar5cYbb8Tj8fBXf/VX3HzzzezYsQOr1cqtt97K9u3bU9rmrpLbqDU8aeb48eN0dnZy6SWXjI3mnD6N0tHB4NAQfX19xGMxCgoKKHA4Fty8CEs4PFHsjKrHyArBMwWprAmZClmSpteOv4g6tKYq2k4lw+lMURRHjq1eq+Xqffso6etLyz4nQxGExLHV6UCvB60WRadL3NbpQKvFVVICooi9qIjCsrLE4wyGxOP0+g//jb/PbIYFHu1ob2/nhhtu4Ne//jVLly4FoLGxkccff5yOjg5+8IMfZHiFKvOMWrScKaKRCAaDYWLqqqkJBgdHborxOH6/H39/P3qdDofDgS0/P+fz0BpJQiPLiHr9SPGpLlk/A4kp1XIu1KUoykhNiChJKUt5yckONbPJdNZtLZaCZXGepyiPPrbVx45x8cGDmC0W9MlCdkWr/VCQJP8p425Pet/w8/T6kdvKuNvo9WcVJBqNBpvdjsVqxePxpP/9yCGGhoa49tpr+fa3v81l48ybVRYtatFypjBONThr2DQ0iU6vp7ikhOLiYsLhML19fXR0dGCz2XA4nTk7r8ccjSZm7iSLT4cnIA+TE2IHJq0Jic7RyFRJzh4yTUPsLBZmZRkxXIis0SRExfD/x/8bjqRM8neNRoNdktik1RKtreXUwAARUcRRXIyzsHDmNUQpRBEENFotbrc7Y2vIRkRR5I477uDzn/+8KnZUpoUqeDLBsGnoZAgCZouFSosFWZYZHBigw+dDlCQcBQUUFBRMnO2TpZgjEYJm80QvqCQ5E90Zz7iakDFGptNMeQ2n9oxG4/RnD+Vi/Y4gTBAYyhRiRFIUhkIh8u32RMRkksdM+twUsb6jA6PdjtFuJ7+iAlEU8fv9NDc3J6YCFxbiKCiYF8PLYYaGhigqLWXZsmU5H+1NJYqi8JWvfIU1a9Zw2223ZXo5KjlCblw5FxpJ09CzodFoKHA4KHA4iMfj9PX10dTcjNFgwOF0kpeXl7UnQY0kISYvDJFIBO24ThuBHIrunIFJjUzP0gY9uh1/JuJVSIfgGR0dGS1GhqMh4/4+JlqSjKgM/38qITMdJFGkr68PR1kZwjzNYxpNeSiEOxAYc59Op6O4uJji4mKi0Si9fX0cP34cs9lMYWEhNpstrd+/waEhFGDNmjVq19E4fvzjH9Pd3c33vve9rD0HqmQfquDJBOPSWdNBr9cnRq+XlBAMhejr68Pn85Fvs+FwOBJdG1n0xbdEIgQsFiLRaGI2yjS7SnKZKY1M9fpEPYhGM7ZoezpiZ1g4JIWFMpUAmUqQnCmyMhx9yTCyLNPn92esYF8ry2xMtjRPhdFopNzlwlVWRjAYpLe3l9bWVvLtdgqdzoSdTAoJh8N0dnZy8yc+seCaGObKnj17+J//+R92796tCkGVGaF+kzJBsiV2VgjCiCuyLMsM9Pdz2udDlmUcBQXY5znkPhmmpNiJRqMIgjDW+JLs7sqaEZOJiuR92uQ/RRCIxuOE4vHE3wFjYSFaq3WMAFGmiqgscBRZpq+vj/z8/Bl5JaWS1X4/+dMsBhcEgby8PPLy8pAVhYGBAXw+H7FYbMQIc66vIxaL0dTUxBVbtmAeZ7C72Dl69Cj/8A//wO7du9X3RmXGqIInE8wiwjMZGo0Gh9OJw+EgNpzyamrCaDTidDqxWq3zHu7VyDKyIBBN1igZDYbMRRFSUMw6Jjoy/u/TfF1GwJicDqsAMUkiIghYzGYMen1WRFkygaIo9Pn9WK3Wac+VSTX2WIyVfv+snqsRBBwFBTgKCoiLIv6+PhobG9FotRQmv5czjUBIkkRjUxPLli+nVi1SHkNnZyd33nknv/jFLyhd4POFVNKDKngyQYoEzwjJOpKysjLKSksJBIP09fVx+vRp8vPzcTocifqZebiwWsJhepPFvJN1lmkAObnm6RazTid9k85i1jmTjATo9Xps+fmJCcKxGKFgkAFRxGQyYTGbc6YYPSUoCv39/ZhMpoz+Ur+gu5tUxEP1Oh0lJSWUJH2u+vr6OHbsGFarFWdhIbZp1NvJikJjUxOlJSWsWr1arU0ZRSgU4tZbb+Whhx5i1apVmV6OSo6izuHJBEeOzMsAOUmSGOjvpy/5C7agoIACu316LdCzKBggDeQAACAASURBVGY1ShJ+UURUFGx2e2L20DghI4yOliwShgYHkRUFe37+xAJmWSYciRAOhwEwm82YTaaFbTmSNNjVCEJCAGaIusFB/qSrK23bHza87O3rIxgIYLfbKSwsnFTgKYrCqVOnMJvNLFmyhNVr1qRtXbmGJEn8xV/8BZs3b+buu+/O9HJUsh91Dk/WIIqpETtni3oka0icLhdOjYZgJEJbeztHWlrILyigqqYGZ2EhglabkmJWQVEYHBwkIssUFBQkoi4TlqxBzsXW6jkQCASQJGnkPRmPoNFgsViwWCxIokgoHKantxe9TofZYslsSjBNDAUCKIqSUbFjkiTW9/SkdR+jDS9lWWZgYID29nbiovhhvU8yqufz+dBoNJSUlFCrDhccQVEUvvGNb1BVVcVnP/vZTC9HJcdRIzzzTTQKHR0T60emaPWdsrZkliiyTEdHBw1eL/1+P9XV1Xg8nkSXyRwurEpfH37A4XBM7vLNAilUngGhYJBINDrlezIlikIsHicUChGPxRJpH4tlQXTrhIJBosn3JJNC7uLOTuqHhjKy73iyBb+vrw9dcjaVGI9TV1dHYVERy1euzMi6spGf//zn/Pa3v+Xpp59eEJ9/lXlBtZZQmUgsFuNkczONjY1otVo8Hg9VVVUzriURBwcZjMVwFBZOeWHP2SGDsyQcDhMKhXA6nXOqxVAUhUg4TCgcRlEULGYzprN5bmUpkUiEYDA45/dkrpSGw1zZ3j71WXEe6e7uTkR3tFry8vK47M/+jPLycrV+B3jllVf4x3/8R1588cWUGoA+//zz3HvvvUiSxKc//Wnuv//+lG1bJStQBY/KGUjWVHi9XlpbWykuLk782jyDgBkmHAwiDg6SV1Y25WMFQeBMn7OFRiQSIRAIUOh0prQWR5IkwuFwwo9Mp8NiNmfd/KWpiEWjDA4N4XQ6MyrWNIrC1pYWCrLAkywYCnHq5EmWLF2KTqvFZDZjtloZHBykuLgYl8uF1WrN9DIzQkNDAzt37uR3v/sdlZWVKduuJEksXbqUPXv2UFlZyYYNG/jlL3/JihUrUrYPlYyj1vDMB/vffpvWtjY0Gg02m41LLrlkZLrwkcOHOdHQgEYQ2HjBBVRUVGR4taMQBOx2O+vXr2ft2rX4Tp/mgw8+YGhwkJqaGtwez6SFlpFwGLm/nzyXS/1FmiQajRIYGkrUR6X4wq5NRgHyrFbi8TihcJjBwUGMyS4vXYbm2JyNeDzOwOAghRkWOwAr/f6sEDvRaJSTzc3U1dcnTGg1Gladey4mkwlJkuju7ubEiROIokhZWRmlpaUZ9fOaT3p7e/nUpz7Fo48+mlKxA/DWW29RX18/YsL68Y9/nGeffVYVPIsEVfCkkPLyctatX49Go+Gd/fs5cvgw688/n/7+fpqbm9m+fTvhUIjdL7zA9R/7WFZ24mg0GioqK6morCQajdLU1MQfXnkFvcFAncdDZWUlGq2Wk83N9La3s+7CC8/4OhZTdCceizE4Hxd2QUBvMGA3GFAUhWgkwuDQELIsJ7q8sijlJYki/X4/Dqcz4waptnic1bOcuZNKRFGkqamJ2traxOgGoNTlwpQ0GtZqtYkRE2VlRKNROjo6OHjwIAaDAZfLRXFxcdYc31QTjUa57bbb+Id/+AfWr1+f8u23t7dTVVU1cruyspI333wz5ftRyU5UwZNCykdFbYqLizl56hQArS0tuN3uxC90m418m42enh6KS0oytdRpYTQaWb58OcuXLcPf34+3oYHDR45QUFCAv6+PrX/6pwhqISEAYjxOf39/ImUzjxd2QRAwJet6ZFkmHA7T19eHVqNJdHkZjRmLvmXaMmI8G7u70WVYfMuyTGNj45h0lVano6q6etLHG41GampqqKmpIRAI4PP5aGpqwm63U15ejt1uXzDRVVmWuffee9m6dSvbt29Pyz4m+/G1UN4/lbOzMH8mZAENDQ0jaatgKIRlVC7eYrUSDIUytbSZIwg4HA42bNzIBRs30tfbi1OnY/err3Ls2DEiU1hlLJbojpR01XY4HBkdHqjRaLBarRQVFZFnsxGLRunp7mZwYIB4PD4tw9pUkQ2WEaOpHRqiIsPfOUVRaD55EqfTmRhTkKSisnJa71FeXh5LlizhwgsvpLS0lLa2Nt544w0aGxsJ5dL5ZBIUReE73/kOJpOJ++67L237qayspLW1deR2W1sb5eXladufSnaR+Z9dOcbu3btHhsSNZt26dVQnf6UdPnQIQaOh7gzzNHLxN0V3Vxf733mH6668EoPVSiiZ8tq7dy8WsxmPx0N5RcWH4fZFIHZkSfowipEFF/Zh9Ho9ers9kfKKRhPzgEQRk9mMxWxOaxQqGywjRmOQJDakeebOdGhrb8doMFBcXDxyn95gGBMZng6CIFBYWEhhYSGSJNHV1cUHH3yAJEm4XC5KS0uzQmTOhKeffppXX32V3/72t2lN123YsIGGhgaam5upqKjgiSee4PHHH0/b/lSyC1XwzJAtW7ac8e9er5fWtrbE45KhUqvFQigYHHlMKBhMubtyuhkcHOT1N97g8j/7M2wmE2GNBpPZzIqVK1mxYgW9fX14Gxo4eOgQ5S4X9fX15E8yWXghISejGPYsiWJMhiAImEwmTCbThykvvx+NIGCxWDCaTKkN6WeJZcRo1vb2Yp6HyeZnorOri3gshnucP1ZVdfWczH61Wi0ulwuXy0UkEqGjo4MDBw5gMplwuVwUFRVlfb3PW2+9xfe+9z327NmT9u+RTqfj3//939myZQuSJHH77bezUp17tGhQ29JTSHt7O2+/9RZXXX31SAEiQL/fzyuvvMI1W7cmipZ37+b666/PyqLlqVBkmUgkQpFeT/AMJyVJkmhtbcXr9RKNRnHX1lJTW5sVv/RTiSLL9Pb1kZeXN+ZY5wqiKBIKhYhGIhgMBswWy9yNTLPEMmI0RZEIV7e1ZTSi6u/vp7uri/olS9CMen9NZjPrzj8/LTUkQ0ND+Hw+ent7cTgcuFwu8vPzs65epaWlhZtuuolnnnmGurq6TC9HZWGgzuGZD/7nf/4HWZIwJi+AxcXFXHTRRUAizdXg9Sba0jdupCLF7ZbzgU6WkQH5LEJtuHYnHArhbWzkZHMzeTYbdXV1uMrKckroTYaSdD63WCxZE8WYNUkj03AoRFwUMSenOs8m6hAYGkKUJArs9qyI7GkUhY+2tuKMxTK2hkAgQGtrK0uWLJlQuL3knHMoSbPr93AU0ufzEQwGKSkpweVyZcXndmBggGuvvZaHH36YSy65JNPLUVk4qIJHZe5YRJHQWYpyJytUVhSFnp4evF4vnZ2dVFRUUOfx5GTKS1EU/H4/JqNxTCH6QmDEyDQUAkEYmeo8najAsGVEwUxtNNLIiv5+zs9g7U4kEqGxsZElS5ZMmKFjzctjzbp187oeURTp6urC5/OhKAoul4uSkpKMpGPj8Tg33XQTn/zkJ7nlllvmff8qCxpV8KjMDWs8fsZU1jBn68ySRJFTLS00er3ERRG3201tTQ36XBiqlqxP0en1KR11n42Iokg4HCYSDqM3GDCbzVMamUYiEYKBQGLYYpaIHWs8znUtLegzVDgfF0UaTpygtrZ20nq9FatW4XA6M7CyBJFIBJ/PR2dnJxaLBZfLRWFh4bzU+yiKwl//9V9TUVHB1772taz5zKgsGFTBozJ7tEmHc2maqaxpoSgEQyG8Xi+nTp3CbrdTV1dHaWlpdp4As7A+ZV5QFGKxGKFwOGFkmhxsOJyeyRbLiPH8qc9H1ahGgflElmVOnDhBeXl5Ioo5jny7ndXnnZeBlU1EUZSRep++vj6cTiculwubzZa27+EPf/hDDh06xK5du7LqMzMaRVGy8zykMh1UwaMyeyzxOKHpRHeYnSO6oih0dXbS4PXS29NDZVUVHo8HW15e1qS8hgYHkRUFew6m4VLFaCNTFAWD0UgkHE5EBjI8RXk0VYEAf9rRkZF9y4pCU2MjBQ4HRYWFkz7m3DVrslI0y7JMb28vPp+PUChEaWkprlEToFPB73//ex555BF2796dE40Mu3bt4vzzz1c7uXILVfCozI7pip1UuaGL8TgnT52i0etFAdxuNzXV1RmdcRMIBBDj8cSwuEUqdsYTi8Xw9/UhaDTo9fpEi/sUKa/5RC/LXHfqFNYMtKErikJLS0tito7LNeljnIWFLM+Bi2c8Hh+p9xEEYaTeZy4Tsw8fPszdd9/NCy+8MGYWUbYhyzIajYYf//jHPProozz++OPU1NSM/F2N/mQ9quBRmTnTTWWlBUVhKBDA6/XS0tKC0+mkzuOhuKRkXk82oWCQSDSKI4uKcTPNcCSgwG5Hr9cnjExDIWKxWMLI1GLJmJXE+T09rOjvz8i+fT4f0ViMmurqST8rgiCwZv36nJvBFQ6H8fl8dHV1YbVacblcM05h+nw+Pvaxj/GrX/2K5cuXp3G1c0OSJLRaLe3t7Wzbto19+/YBicjU22+/zbe+9a0Mr1BlGqhu6SozxyRJ0ypUTlV0ZwyCgM1mY+3ataw57zw6Ojrwer3sf+cdqquqcHs8WC2WtEYUwuEw4UgEp9Opip0kYywjkoXmE4xMBwaQFWXejUyd0SjLMiR2ent7CQQC1NXXT/lZKSktzTmxA2BOTlF3u90MDg7i8/loaGjA6XRSXl6OzWY74/ODwSA7duzgu9/9blaLnV/84hesXLmStWvXjqTbfvCDH3Ds2DEsFguvvfYasizzL//yLxleqcpsUQWPyqRYRHF6XVmQerEzfh8aDa7yclzl5cRiMU42N/PH115Dq9Xi8XiorKpKeUQhEokQDAYpVMXOCGezjBhjZCpJianOvb1otdq0G5kKisKFXV0ZMQccHBqiq7ubpeMGC45Go9FQNSotkosIgoDdbsdutyPLMj09PTQ1NRGJRCgtLaWsrGxCvY8kSdx55518+tOfZvPmzRla+dmRJImamhrWrl3LE088wbXXXss//dM/8dhjj/GZz3yGj3zkI+zevZunn356JAqkknuoKS2VCWgUBY0sI07jS50xg9Bk15TX66W1tZXi4mLq6uooTEFrdCwaZXBwEOc8tenmBIqCv78fg8Ew4vI9XeLxOOFQiGg0itFoxGyxpHz2y7L+fjZmYOZOOBymubmZJUuWnPE1lVdW4j6Dt14uE4/H6ezsxOfzodVq8fl8XHrppdhsNr72ta+h1+t56KGHsvaHw2gBc/z4cf7pn/6JlStXcvvtt1NWVgYkhso+8MAD/OxnP2PdPM9PUpkxag2PyvSZdldWlrihy7I8EmYfGhykuqYGj8czq2my8Xic/v5+Cp3OrOo8yigpaskfNjINh0JIkpRIeVkscxaVFlHkulOnMMzzZzEWi9HQ0EBdXd0ZO5m0Oh3rN2zIWr+1VBIKhfjmN7/Js88+iytZuP3SSy9NGLyYjTz88MN89rOf5Y033uC3v/0tRqORq666iksuuYR77rmHzZs3s3379kwvU+XsqIJHZXqYRZHwNNND2SJ4RhONRmluaqKpqQm9wUCdx0NlZeW0xIsYj+P3+3E6nWgzVHSbjaTDMmLYyDQcDs/ZyHRTRwe1gUBK1jVdJEnixIkTVFVVnXUIZXVtLVXV1fO0suzgpZde4sEHH2T16tW89dZbXH311ezcuTMr27uHz2HXX389P/7xjyksLOTdd9/lN7/5DcFgkC1btnD55ZdnbYRKZQJq0bLK2dEoCqJGw8mTJzl48CAD/f1cs3UrRUVFI485cvgwJxoaEp5gF1xARUVFBlc8EaPRyLLly1m2bBn+/n68Xi+HjxyhtLSUOo8Hp9M56UVbEkX8fj8Oh0MVO6MIhULE43EKHI6UFohrNBqsVitWqxUxHicUDjM0NITBYMAynPKaxv7Kg8F5FzuyotDY1ERZWdlZxY7eYKA8y74j6ebYsWN89atf5fnnn8flchGNRvntb3/LV7/6VVatWsXXv/71TC8R+LC9fGhoiPz8fCwWC8888wyf/vSnWbt2LUVFRfznf/4n/f39qthZIKgRHpURhu0jBvr7QRB4/fXXOf/880cET39/P6/s28fWrVsJhcMJ1/ePfSzrzUBlWaa9rY0Gr5dQMEhNbS1ut3skDREMBGhsamL58uWLIu0wXebdMiJpZBoKhRCnYWSqk2WubWnBJorpX9vIEhVOnjyJxWKhdBrGn3VLllA2xUyehUh3dzfbtm1j165dnDfJNOlsm2HT2NjIgw8+iN/vx2Kx0NzczCc/+UnWrl2L3+/niiuuUOv4cg81wqNyZkyiSDAZ2bAXFEz6mNaWFtxud8JLSqsl32ajp6eH4pKS+VzqjNFoNFRVV1NVXU0kEqGpsZG9e/diNpuprqrivaNHWbt2rSp2RhGLRgkEAvPbki8IGI1GjEYjsiwTCYfp9/unNDJd7ffPq9gBOH36NDqdblpix2Q2U5osel0MRCIRdu7cyTe+8Y1JxQ6QFWJneLAgJCLC9913H42NjYiiyD333IPX6+XVV18lHA5z5ZVXZni1KqlEFTwqaBQFSRDOmkIIhkKUFBcjJwcSWqxWgqEQ2TszdSImk4kVK1eyYsUKOru62LdvHxazmc7OTvLy8lJap5KrxONxBgYHM+qPpdFosFitWKzWESPTnu5u9AYDFrOZEmCF3z+va+ru7iYSieCZZrdVdU1NVlzg5wNZlvnc5z7HjTfeyNatWzO9nCkZ3ZF18uRJBEFg9erVrF69mv7+fpYtW8bnP/95amtrM7tQlbSgCp5Fyu7duwmHwwBoBgeRk90369ato/pMBZbjTuC5ejqXZJlDhw6xYcMGqquraW1t5eDBg0QjEWrdbmpra3PC6yfVSKJIv9+Pw+nMmlkjOp0Om82GLS+PaCxGOBTC+e67dOp0FBYWzstx6u/vp6+vjyVLlkxLxOTZbFkf+UwViqLw0EMPUVRUxD333JPp5UyJoigjn+lbbrkFi8VCOBzm3HPP5Utf+hIFBQVcfPHFvPnmm6rgWaCogmeRsmXLFiAxTTmi0UwrqmG1WgmMKhANBYM5OTlWlmX27dtHbU0NbrcbgNraWmprawmHQngbG3n55ZfJy8ujrq4OV1lZ1tcppQJZlunz+ykoKMiYNcQZSaa8VkUiXFBZSZ/fz6lTp1AUhcLCwkTBeRpEWjAU4vTp0yxZunTaEa/qHB8yOBN+9atfceDAAf73f/83qyNaw2v78pe/jM1m44EHHuCqq66ip6eHDz74gO9973ucd955Z50crZK7ZOFZTWW+EBQFGaadwqmuqmLfvn2sXLmScCjE4ODgmA6uXEGMx6mprqauvn7C38wWC6tXr2bVqlX09PTg9Xo5cOAAFRUV1Hk85C9Qt/TJLCOyEZMosq63F41GQ1FhIUWFhUSjUfr6+jh+/Dhms5nCwkJsNltKLr7RaJSTzc3U19ejn6YILC0rw+F0znnfucAf//hHfvSjH7Fnz57sFMnjGBwcxOPx8MADD3D33Xdz9dVXc/vtt3PjjTdyww038Nxzz6XUHV4lu1C7tBYxefE4gUkKdVtOneKNN98kGolgMBhwOp1cuWULiqJw+NAhGrzeRFv6xo1UVFZmYOXziySKnGppodHrJS6KuN1uamtqsloYzARFUejr68NiscxqWON88iedndQNDU36N0VRCAaD9PT2EgwEsNvtFBUVzfoCFhdFGk6coKamZlrTpa15ebg9nimL/hcaTU1N3HLLLTz33HNj3MSznUAgQCQS4Z577uGxxx5Do9Fw1113cdFFF/GpT30q08tTmTvq4EGVsRglieg0U1mQnUMG5x1FIRgK4fV6OXXqFHa7nTqPh9KysqwO5Z+ROVhGzDdloRBXnj49rcfKskx/fz+9vb1IkoTT6cTpdE47CiHLMg0NDZSWllJwFgGj0+upqa3N7c/BDPH7/Vx77bX86Ec/YuPGjZlezpSM7sgafTsYDHLNNdewdetWGhsbGRwc5LHHHsvgSlVSiCp4VEahKBhlmeg06x3S4oae4yiKQldnJ16vl56eHiqrqvB4PNjy8nIn5aUoDA4OIszRMmI+0MoyW1tbscfjM35uPB6nt7cXv9+PwWik0Okk326f0uhTURSampvJt9koLp66B1EQBMrKy6muqcmJdE6qiMVi3HDDDdx9993ceOONmV7OWQkEArS1tbFs2TIA2tvbaWtrw2g08pOf/AS9Xs+DDz6Y9dFNlWmjCh6VD5kqlaUyO8R4nJOnTtHo9aIAbrebmupqdFn+HqfDMiJdnNfXx3l9fXPahqIohMJhent6EtN17XYKnc4Jhfetra1oNJozThEvcDhw19XlZNH+XJBlmb/8y79kyZIl3H///Vkd0Roecvjtb3+b119/nWeeeYZYLMamTZu49tpr+cpXvoIsywiCkNWvQ2XGqIMHVRIYJInADH6NqtGds6PT66mvr6e+ro6hQACv18vuF17A6XRS5/FQXFKSdSfUUChELB7HkWLLiHSQH4uxKgUzdwRBwGqxYK2uRlYUBgYG8Pl8xOLxkZRXX28voihO2ZZstliodbtxFhbOeT25hqIoPPLIIyiKwpe+9KWs+0yPZ3h9119/PZ2dnQDs3buXHTt2jLTPq1OUFxeq4FlMKAoamH7dDqhiZyYIAjabjbVr17LmvPPo6OzE29DA/v37qa6uxu3xYLVYMi4wIpFIYpbNfFlGzJELurvRpvhzqBEEHAUFOAoKiItiosvrgw8QRZGqqioUxv5M1Op0VFVXU15RkRPvWTp47rnnePHFF/n9738/J6Fw++2383//93+UlJTw3nvvAdDX18fNN9/MyZMnqa2t5cknn0yI8TnwyCOP8Pbbb1NYWMizzz5LUVERW5PegH6/H7vdrgqeRYZ6tBcRVlEkMpM5JYv0xJ4KBI0Gl8vFpZs2cdXVV2OxWvnjH//ISy+/THNzM+I8WyIME4tGCQwN4ZhPy4g54BkawpUckJku9DodVosFrU5HfX09oXCYY++/T0tLS2K6eGkp684/n4rKypx4z9LBgQMH+Pa3v82TTz6JYY7diZ/61Kd4/vnnx9z30EMPsXnzZhoaGti8eTMPPfTQnPYBcMkll3DJJZewadMmNBoNDz/8MI8++iif+tSnePnll1WxswhRa3gWCXpJQhIE5Gl+ydWurDSgKAwMDuL1emlrbaWouJg6j4fCoqJ5uZDG43H6+/txZtEU5TNhlCSua2nBLElp3U8kEqGxsZElS5aMXMxlRUFRFAxGIwgCZWVllJWVLcoZLW1tbdx44438+te/ZunSpSnZ5smTJ9m6detIhOecc85h7969uFwufD4fl112GcePH0/JvgBefvll9u/fzxe/+EUikciiPI6LCLWGZ1GjKGgVhXgOXOQWNIKA3W5n/fr1rF27Fp/PxwfHjzP09ttU19Tg8XjS1ikiiSL9/f1pm0acDtb29qZd7MTjcZqamnC73SNix2A0Uut2j1hDxONxOjs7OXLkCFqtlvLycoqLi3PmfZwLQ0ND3HrrrTzyyCMpEzuT0dnZiSvpKu9yuejq6krp9m02G7/+9a/5+Mc/fmbrHJUFjSp4FgFWUSQ4g44hNbqTfoa7gCoqKohGozQ3NfGHV15BbzBQ5/FQWVmJJkUX1BHLCLs9Z9qnS8JhlgwOpnUfkiThbWyksqoKi8WSOCZVVVRUVo4RM3q9nsrKSiorKwkGg/h8Ppqbm7Hb7ZSXl2O32xdkqksURW6//Xa+8IUv8JGPfCTTy5kT5513Hlu3bj3jmAGVhU9unP1UZo1elgnN9MKpip15xWg0smz5cpYtW4a/vx+v18vhI0coLS2lzuPB6XTOup4qVywjRqNRFC7o7k6rMa2sKDQ1NVFSXEy+zUZRcTE1bvdZUx1Wq5X6+nrq6urw+/20tbXxwQcfUFJSgsvlWjCzXBRF4ctf/jLr1q1j586dad9faWkpPp9vJKVVkmLjVYPBwN/93d+hz/JRESrpRRU8CxydLBOfwa96NbqTQQQBh8PBhg0bWL9+Pe3t7Rw9epRgMEhNbS3uaVyQR6MoCn1+P1arNaec31f09+OIxdK2fUVRaGlpIS8vL5FKrKsj326f0TYEQRhpZRdFka6uLt5//30gkZIpKSnJmWjaZPzXf/0XPT09fP/735+X6NV1113Hrl27uP/++9m1axfbtm1L+T5UsaOiFi0vYKyiSDCHT7oqCSKRCE1NTTQ3NWEym6nzeCivqDhzl0kOWUaMJi8e57qWFnRpFN0+nw9Zltl02WUpt4MIh8P4fD66urrIy8ujvLwch8ORUymvF154gX/7t3/jhRdeSEvE6hOf+AR79+6lp6eH0tJSHnjgAbZv385NN91ES0sL1dXVPPXUU4nIporKzFEnLS82dLKMLAjIMzjRLtToTnt7O2+9+SayorB06VJWr16d6SXNjqTJZ0NDA76ODlwuF3V1dRMmJSvJoXpajSbrLSPGs/n0aSpCobRtv7e3F61ezxVXXjnn9uozMXwMTp8+zcDAAMXFxbhcrqwXn0ePHuXOO+9k9+7dlJaWZno5KiqzQe3SWmzoZZmwmspCkWXeeOMNrrzySqwWC//3f/9HVVXVWQ0hsxJBwFlYyAWFhUiSRGtrKwcPHiQaiVDrdlNbW4vRaOTdd99FEATWrlmT6RXPiJpAIK1iR6PV4igq4uKLL057h5UgCBQUFFBQUIAkSXR3d3P8+HEkScLlclFaWpp1KZaOjg4+/elP89hjj6liR2VBogqeBYhFFAmpqSwAenp6yLfZsNlsQMLnqrWlJTcFzyi0Wi21tbXU1tYSDoVobGzk5ZdfRq/XI4oil19+eU4NjtTLMhu6u9OybbPFQlFxMad9Pi7YsGHe28m1Wu3IHJ9IJEJHRwfvvPMOFouF8vJynE5nxofghUIhdu7cybe//W1WrVqV0bWoqKQL9aq4wNDKMpEZnjwXanQHIBgKYRmVw5aCkwAAF2VJREFURrBYrXSn6cKaKcwWC6tWryY/P59Dhw9T6HTy/PPPU1FRQZ3HQ35+ftaLnzW9vVhSPHNn2A7CWVjIwYMHOffcc9OaxpoOJpOJ2tpaampqGBwcxOfz0dDQQGFhIeXl5eTl5c37miRJ4q677uLWW29ly5Yt875/FZX5QhU8CwyjLKvRnbOQ3Zf+2dHZ2cnhI0fYcuWVGIxGJFHkVEsL77zzDnFRxO12U1tTk5Wt6YWRCMsGBlK2PUEQKCktpcbtBhK2CMuXL8+q+hkhOYTSbrcjyzI9PT14vV5isdhINGg+xJmiKHz961+npqaGz372s2nfn4pKJlGvjAuI2aSyFrobutViIRQMjtwOBYNYLJYMrij1BAIB3nzzTS6//PKEFQKJ6IbH48HjdhMMhfB6vex58UXsdjt1Hk/Ku5Nmi0ZRuDCFM3fy7XbcdXXk5eUhyzLvvvsubrc7q1OYGo2GkpISSkpKiMVidHR0cPDgQQwGA+Xl5RQVFaUt5fWLX/yC48eP8/TTT2fF50FFJZ2oXVoLBK0sIwCiaog3BlmWeebpp9myZQuWZNHypk2bKJijE3M2oSgKkUjkrC3EiqLQ1dWFt6GBnp4eKquq8Hg82PLyMpbyWt7fz4aenjlvx2gyUVNbO2IHoSgKR48eJT8/P2etBIaGhvD5fPT29uJwOCgvL8dms6VMmLzyyis88MAD7NmzJyOpNBWVNKG2pS90ZhXd0WiQZTlNK8oe2traeOutt1AUhSX19Zx73nmZXlLGEeNxTp46RaPXi6IouD0eaqqr0c1j55BFFLnu1CkMc4gwarVayisrqayqGhMF8Xq9yLKcVv+n+UKWZXp7e/H5fITDYUpLS3G5XHMaJnnixAluu+02fve731FZWZnC1aqoZBxV8CxkZiN2BEA9uCooCkOBAI1eL6daWnA6nXg8HkpKStKe4rjM56N6VLpxphQVF1Pr8Uy48Le1tdHX18fq1asXXJomHo/T0dFBR0cHOp0Ol8s1YyPT3t5errvuOn7yk5+wbt26NK5WRSUjqIJnoaKRZTTMPJW1kDuzVGaHIst0dHbibWjA7/dTXV2N2+PBarGkPOVVGQzyZz7frJ6bZ7Ph9ngmtYPo7u7m1KlTrF27dsG7mQ8bmXZ3d0/byDQajXL99ddz7733sn379nlcrYrKvKEKnoXKrKI7qthROQuxWIyTJ0/S2NiIRqPB4/FQVVWVEn8onSxzXUsLeaI4o+fpDQZqamoomaLgemBggGPHjrF+/fqsG+qXTpTkBG6fz0cgEJjSyFSWZe6++27WrFnD3/zN32RotSoqaUcVPAsRsygS1mpn/OtbFTwq00ZRGBgcxOv10traSnFxMXUeD4VFRbNOF63v6WFlf/+0H6/RaCgrL6equnpKwRUKhTh06BBr1qxZMI7ls0EURTo7O/H5fAiCQEdHB5deeik2m41//dd/xefz8cMf/jDjgw5VVNKIKngWGhpFQSvLxGcYtlfFjspskWUZn8+Ht6GBgcFBampq8LjdmGfQ5u+IRrmmtZXpXm4dTifuuroziphYLMaBAwdYsWJFYsiiCpAwMv3Wt77FM888Q2VlJYFAgFdffXVOxc4qKjmAKngWGrO1j1CLlVVSQTQapbm5mabGRvQGAx6Ph8rKyjPWzQiKwpb2dkoikbNu32yx4PZ4cJzFMVuSJA4cOIDb7aaoqGjGr2Mx8MYbb/ClL32J5cuXc+jQIbZv385tt91GXV1dppemopIOVMGzkDCJIpFZpLIWSxu6yjyiKPj7+/F6vbS3t1NaWorH48HpdE5IeS0dGODCs9h6aHU6qmtqcJWXnzVlpigKhw8fpqioiIqKijm/lIXIqVOnuPnmm3n22Wdxu92EQiF+85vf8N///d8sW7aMhx9+ONNLVFFJNargWSgIioJelokt8A4UldxDlmXa29vxer0EAwFqamtxu92YTCbMosi2lhYMUwhuQRAoLSujurZ2WgXHiqJw/Phx9Hq9GqmYgoGBAbZu3cr3v/99/uRP/mTC3+Px+KIq7lZZNEwpeFRriRzDIkkEZ5PKUmt3VNKMRqOhqqqKqqoqIpEITU1N7Nu7F5PJxNZIBKG2Fib57I62g5guLS0tSJLEOeeck7oXsICIx+N88pOf5G//9m8nFTuAKnZUFh1qhCeHMEoSUY1G7cpSyR0UBe3Jkww88ggHDhxg7dq1XHnlldTW1mIym6l1uykqLp7RJjs6Ojh9+jRr1qxRu40mQVEU7rvvPiorK/na17624IYvqqicBTXCk+sIipIoNlZPXio5hBbYrteT/5d/STwW44+vv87Pf/5zAqEQO269FfcM01F+v5+WlhbWrVunip0p+I//+A/C4TBf/epXVbGjojIKNcKTI1hFUU1lpYhgMIjVah1zn6IoWXtxeO3VV2lta8NkMo1Mx41Go+zbu5dAIEBeXh6XXXbZiFN6NrHO7+e8gYGR2yWlpbg9Hvx+Pz//+c/51a9+RU1NDbfeeiubN28+42DDQCDAe++9x5o1azCZTPOx/Jzjd7/7Hf/+7//O7t271fZzlcWKWrScy8w2lQWq4JmAovDOgQM4HA48Hk+mVzMtOjs60On1/OEPfxgRPPv378doNLJ69WqOHDlCLBpl/fnnZ3ilY7HH42xrb0cL2Gw2PPX12MfZQciyzP79+/npT3/Kq6++ypYtW9ixYwfnnHPOGAHa29vLiRMnWL16tersPQWHDh3ic5/7HC+88ALFM0wTqqgsIKa8UKox4WxHURL/ZiF2NKrYmYggoNFo6Pf7gaQdwfvv40/eHo0y/N5nmNKysgm/1ltbWqhPpoPq6+poaWnJxNLOyEW9vZgNBs5Ztoy169dPEDuQKHTeuHEjP/rRj3j77bc5//zz+fKXv8wVV1zBT37yEwYGBvD7/Vx99dUYDAZV7EyBz+fjrrvu4pe//KUqdlRUpkCt4clyrLPsygKQs+BinY0EAgHcbjcABw4cIC8vD92oNn9FlhE0mg8jDLMUnOkkHImMTDg2WyyEpzHMbz5ZEgyysaSE6pqaaZt4ms1mPvGJT/Dxj3+c9vZ2du3axVVXXUU4HOa6665jzZo1aV51bhIIBNixYwff/e53WbZsWaaXo6KStaiCJ4sxSBKhWc7bUYcMTo6iKLhcLgYGBhgaGkIANmzYMPxHEAQGh4Y4evQoBoOBc5YuxZafP1Ljk821PtmC02TirtJSCmfpaSUIApWVlXz5y1+mqakJg8FAf38/F198Mddccw07duzA4/Gox4HEpOk777yTO++8k82bN2d6OSoqWY2a0spWFAWNoqDMpm4HVLEzGUmxEo1EOHDgAJFIBI/Hw4kTJ+ju7h6J4uRZraxbu5Y8q5VX/vAHBgcGEmJHlsdcZJUMvsdmk4lwKARAOBTCnAVFvHq9npLSUm4tK5u12BnN17/+dUwmEz/84Q/58Y9/zBtvvMHy5cv5q7/6Kz760Y/y3//93wwNDaVg5bmJoij8/d//PcuXL+f222/P9HJUVLIeVfBkKVZJIjLLVFa2pV+yhuT7Eg6HR4qWq2tqkCSJvXv30tbWRjAQ4ERDA/vfeQez2Ux1dTU9PT2gKLy9fz9tra0fbi7ZFt3Z2Ul7WxuyJM3bS6mqqsLb2AiAt7GRqurqedv3eDQaDU6nE1d5OcvMZtamYJvPPvssBw4c4Pvf//6IyLRarXzyk5/kxRdf5NFHH8Xn83HFFVdw11138Yc//GHRifxHH32UlpYWHnzwQTXapaIyDdQurSxEL8tIgDyLOSNqV9bUnD59mv7+flpaWli/fv2kxZ3PP/885eXl5FmttLa10dfXx7nnnktdXR0njh+nu6eHP7n4YlpbWwkGgyxbvhxJFOnz+3E4HOh0upSnvfbt20dHRwfRSAST2czaNWuorq5m7759BAMBrMm29Ey0IefZbBQUFKDVatECnwVSUTIbSkavLGdxYpdlmX379vHTn/6Uw4cPs23bNnbs2EFlZeWCFgEvv/wy3/zmN9mzZ89Z36Mz0draym233UZHRwcajYbPfOYz3HvvvfT19XHzzTdz8uRJamtrefLJJ3E4HCl8BSoqaUNtS88ZFAWzJBGeZXRHFTxToCi8f+wY3V1dLF+xgpKSkuTdCoqioNFoiEYivPraa1xwwQXk5eXR1dnJgQMH2LRpExarlcHBQQ4fPoyUjOQsXbKEAoeDU6dOJSYHj0srLeR6H5PJhMPpxGAwjNy3CfizzC2JwcFBnnzySX7+85+j0+m45ZZb2LZt25wEQTZy7Ngxbr/9dp5//nlcLtectuXz+fD5fKxbt46hoSHWr1/Pb37zG372s5/hdDq5//77eeihh/D7/XzrW99K0StQUUkrquDJFSyiSEgVO5lBUTh85AgnTpzA7XZzur2douJiLrroIiRJoq21lb1797J+/XrOWbYMvV6P1+uls7OTNWvWoMgyrW1tOB0OSsvKMv1q0oJOp6PA4ZgwuNEJfI7s6IJQFIWGhgZ+9rOf8dxzz7Fx40Z27NjBxo0bc346c3d3N9u2bWPXrl2cd955Kd/+tm3b+MIXvsAXvvAF9u7di8vlwufzcdlll3H8+PGU709FJQ2ogicX0EkSsiDMKpUFiaOsHrC5EwgEGBgY4MSJEyxfvpy8vDyOHD6MKElIkkRVVRV1dXXEYzGOHDmC2Wxm+YoV/OY3v6Guro729nZ0Wi0XXXQR1gUyN0YQBOx2O/l2+6RRq51ANnqWS5I0UvNz/Phxrr/+em655ZY5R0YyQSQSYdu2bdx///1cc801Kd/+yZMn2bRpE++99x7V1dX09/eP/M3hcEw6q0pFJQtRvbRyAYOizL4NXRDUuTtzJfn+5eXlkZeXR0VFBQAH330Xp9NJXX09x48fH+kM6u3rQxRFHA4HoVAIWZKorKxk9erV9HR3LxixY7VaKUjWJ03GKrJT7ABotVq2bNnCli1b8Pv9/PKXv2Tnzp3YbDZ27tzJRz/60ZywqZBlmbvvvpubbropLWInEAhwww038PDDD5Ofn5/y7auoZAO5Hd9dQMwllQXqkMGUIAgjnVyjI59r1q7lnGXL0Ol01NbUcOrUKSRJore3F71eT35+PhaLhQ0bNnDs/ffp7u5OOIDn+DExGo2UuVwUFRdPKXZMwFXzu6xZ43A4+NznPsdrr73Gd77zHQ4ePMimTZu47777OHDgQNZ2eSmKwje/+U1KSkr4whe+kPLtx+NxbrjhBnbs2MH1118PQGlpKT6fD0jU+QzXvKmo5DKq4MkCtLKc8MqaJQu1MDaTjJmyPCxcFAVrXh5XXnFFYp5PNIrFasVkNtPf309VdTWeujr2JbuncnU8gFarpbCoiDKX66ydX5uBXItjCYLAypUr+dd//Vfeffddrr32Wr773e9y2WWX8cgjj9DV1ZXpJY7hiSee4ODBg3z3u99N+XddURTuuOMOli9fzl//9V+P3H/dddexa9cuAHbt2sW2bdtSul8VlUyg1vBkAZZ4nJBeP6vnqoXK88w4mwlJkvD39bHvlVeoqKigqKiIg+++y41//ucZXOTsEAQBW34+drt9WsW9lcAdnCFhnmN0d3fz+OOPj/hR3XrrrWzZsmVMJ9p889prr/GVr3yFl156CZvNlvLtv/rqq1x66aWsXr165Jj/8z//MxdccAE33XQTLS0tVFdX89RTT+F0OlO+fxWVNKAWLWcrcxE7oAqejDFO+MTjcRoaGgiHQlRVVVFSWpqVHlxTYbZYcDgc6Kf5WdQAnwEWYi+aoigcOnSIn/70p7z00kv8//bu5zWKO4zj+Htmd5Psj2x2NlRthYDSkNoFawsVLMWyYkyJzUESNEviIdIebBG8efUf8JBbDiJZBCGgBBRBEHIRBA/Bf0BE0IO5KPgjDclkpodVUTHV2ZnZmZ39vP6AnQckMx+f74/n0KFDnDx5kkql0tJu6sOHD6nVaty8eZOBCC+WFGkzCjxxlHqzZ2Cz2VNZCjux0M737WQyGaxymazHURC/AEfCKSlW1tfXuXHjBvPz86ysrHDixAmOHz9Of39/qM99/vw5Y2NjzM3NsX///lCfJZIwCjxxlN/Y4LW6O4nRTsHHNE1KpRKF3l7PNfcB/wDRLfRE4+nTp1y+fJmFhQUGBgaYnp7m8OHDW27obtb6+jrj4+OcPn2aiYmJQH9bpAMo8MSN31NZOoYuzert7aXvzTiIZtSAoWBLaiuO47C8vMylS5e4c+cOIyMjTE1NMTQ05DvwOo7DmTNnGBoa4ty5c20ToEViRIEnTkzXxXQc7CY/OCLN+NQ4CK++AyaDK6ntra2tsbi4SL1e5+XLl0xOTjI+Pk6pVPL8W67rMjs7y4MHD7h48WLb3wotEpEtA4/+oiKQtW1fYUcvQvEinU7z1bZtbN+xw1fY6QJGA6rp8ePHVKtV9uzZQ6VSYXZ2FoBnz54xPDzM4OAgw8PDsb/dt6enh1qtxq1bt1hYWODFixeMjo4yMzPD0tLSu7lrX+L69essLS0xNzenv3GREKjD02JZ2256MChofIR8OcMw6CuVKBaLgSyNjAAH/JcFJHtopeM43L17l/n5ee7du8fo6CjT09Ps3r17y3+H5eVlzp49y+3bt3X8W8QfLWnFgem6pFyXDZ+XDGqjsnxOvlDAsqym9+l87GvgL8JrCSd1aOXq6ipXr16lXq9j2za1Wo1jx459cKfOkydPmJiY4Nq1awwODkZYrUgiKPDEgU5lSdi6u7uxyuXP3pDshQH8CewM7Bc/1AlDK13X5dGjR9TrdRYXF9m7dy9TU1Ps27ePsbExLly4wMGDB6MuUyQJtIcnaj22zeuAj6+KvOVlHIRXPxNe2OmUoZWGYbBr1y7Onz/P/fv3OXXqFFeuXKFSqTAzM6OwI9IC+gK3gOm6bL43mLIZ6u7IpxiGQbFYpPiF4yC86qUxLysM/ze08u2SVhKHVpqmSbVapVqtsrKywvbt26MuSaQjqMPTAlnbZsPvXgqFHflILpfjm507KVlWaKd6fgeC7Rc1aGhlg8KOSOtoD0/IejY3WTNNX90dXTIo7+vq6sIql+np6Qn1Od8C0yH9toZWikhItGk5CobrknEc1nXBoATANE1KlkWhUAj9Bt4M8DdghfoUEZHAbfly1B6eEOVtm1c+TmWBujvS0FssUiqVWnYh3UEUdkQkWRR4QtK9uckrn6eyDFDY6XDZbBarXCbjMzh7sY3GNHQRkSRR4AnD25Did9nBMLRZuUOl02mscplcLtfS5xrAH4AWYUUkaRR4QlAIYClLx9A7U9DjILz6ERho+VNFRMKnwBOwrgCWsqQzBT0OwvPzgeFIniwiEj59mYPkuo3t4T7/Z67uTmcJYxxEM44A2UgrEBEJjwJPgIJYygIUdjpEKpV6d8w8aruAH6IuQkQkRAo8AclsbrIawFKEujvJF/Y4CK/SNDYqi4gkmQJPEFyXlOv6Hx+BujtJl8vlsMpl0jHa5/Ur0B91ESIiIYvPW7eN5W2b1wEsZam7k1ytGgfhVT+NwCMiknQKPD5lHEdLWbKlVo6DaMZR9BIQkc6gd51PacdhI0bLExIfrR4H4dVeYHfURYiItIi+1D7kbZvXAYQddXeSJYpxEF5lgZGoixARaSEFnialHYd/NQVd3hPVOIhmHKZx0aCISKdQ4GlSxnH4N4Dujqahtz/TNOnr66M3onEQXg0AP0VdhIhIiynwNCFn26wGtG9HYae9FQoFShGOg/AqRePOnfjHMhGRYCnweJRyHNYC2oSq7k77iss4CK8OANuiLkJEJAIKPB51O04g3R0DdXfaUSqVwiqXyefbbwdMCfgt6iJERCKiwONBkEtZGAYo8LQNwzAo9vVRLBZje8z8c44C8T03JiISLgWeL5RyHNYD+tDpGHp7yeXzWJYVq3EQXn0PDEZdhIhIhAx9eEVERCTp2rM3LyIiIuKBAo+IiIgkngKPiIiIJJ4Cj4iIiCSeAo+IiIgkngKPiIiIJN5/pRudKvpY4qAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's get the x-values corresponding to the 3 rows...\n", "X1 = r11(Y,Z)\n", "X2 = r21(Y,Z)\n", "X3 = r31(Y,Z)\n", "\n", "fig2 = plt.figure(figsize=(10,10))\n", "ax2 = plt.axes(projection='3d')\n", "ax2.plot_surface(X1, Y, Z, cmap=cm.cool, linewidth=0, alpha=0.5, rstride=100)\n", "ax2.plot_surface(X2, Y, Z, cmap=cm.hot, linewidth=0, alpha=0.25, rstride=100)\n", "ax2.plot_surface(X3, Y, Z, cmap=cm.hsv, linewidth=0, alpha=0.5, rstride=100)\n", "ax2.set_xlabel('x-axis')\n", "ax2.set_ylabel('y-axis')\n", "ax2.set_zlabel('z-axis')\n", "EL=37.5\n", "AZ=30\n", "ax2.view_init(elev=EL, azim=AZ)\n", "ax2.plot([2.75], [4.25], [9.25], 'ko')\n", "ax2.set_xlim(2.75-25,2.75+25)\n", "ax2.set_ylim(4.25-25,4.25+25)\n", "ax2.set_zlim(9.25-25,9.25+25)\n", "ax2.set_title('We are looking for all the common points')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# As we go through the row-reduction steps, the planes start aligning with the coordinate axes\n", "# Lets look at Row2 before and after we have removed the dependence on x \n", "\n", "def r22(z):\n", " y = z - 5\n", " return(y)\n", "\n", "Y2 = r22(Z)\n", "\n", "fig3 = plt.figure(figsize=(10,10))\n", "ax3 = plt.axes(projection='3d')\n", "ax3.plot_surface(X2, Y, Z, cmap=cm.hot, linewidth=0, alpha=0.5, rstride=100,)\n", "ax3.plot_surface(Y, Y2, Z, cmap=cm.hsv, linewidth=0, alpha=0.5, rstride=100)\n", "ax3.set_xlabel('x-axis')\n", "ax3.set_ylabel('y-axis')\n", "ax3.set_zlabel('z-axis')\n", "ax3.view_init(elev=EL, azim=AZ)\n", "ax3.plot([2.75], [4.25], [9.25], 'ko')\n", "ax3.set_xlim(2.75-25,2.75+25)\n", "ax3.set_ylim(4.25-25,4.25+25)\n", "ax3.set_zlim(9.25-25,9.25+25)\n", "ax3.set_title('Now the second plane does not depend on x')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Lets look at Row2 before and after we have removed the dependence on x \n", "\n", "fig4 = plt.figure(figsize=(10,10))\n", "ax4 = plt.axes(projection='3d')\n", "ax4.plot_surface(X1, Y, Z, cmap=cm.cool, linewidth=0, alpha=0.5, rstride=100)\n", "ax4.plot_surface(Y, Y2, Z, cmap=cm.jet, linewidth=0, alpha=0.5, rstride=100)\n", "ax4.plot_surface(X3, Y, Z, cmap=cm.hsv, linewidth=0, alpha=0.5, rstride=100)\n", "ax4.set_xlabel('x-axis')\n", "ax4.set_ylabel('y-axis')\n", "ax4.set_zlabel('z-axis')\n", "ax4.view_init(elev=EL, azim=AZ)\n", "ax4.plot([2.75], [4.25], [9.25], 'ko')\n", "ax4.set_xlim(2.75-25,2.75+25)\n", "ax4.set_ylim(4.25-25,4.25+25)\n", "ax4.set_zlim(9.25-25,9.25+25)\n", "ax4.set_title('The Current State of the Three Rows')\n", "print()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This is the equation for Row3, after elimination of x\n", "def r32(z):\n", " y = (-8*z+91)/4\n", " return(y)\n", "\n", "Y3 = r32(Z)\n", "\n", "fig5 = plt.figure(figsize=(10,10))\n", "ax5 = plt.axes(projection='3d')\n", "ax5.plot_surface(X1, Y, Z, cmap=cm.cool, linewidth=0, alpha=0.5, rstride=100)\n", "ax5.plot_surface(Y, Y2, Z, cmap=cm.jet, linewidth=0, alpha=0.5, rstride=100)\n", "ax5.plot_surface(Y, Y3, Z, cmap=cm.hsv, linewidth=0, alpha=0.5, rstride=100)\n", "ax5.set_xlabel('x-axis')\n", "ax5.set_ylabel('y-axis')\n", "ax5.set_zlabel('z-axis')\n", "ax5.view_init(elev=EL, azim=AZ)\n", "ax5.plot([2.75], [4.25], [9.25], 'ko')\n", "ax5.set_xlim(2.75-25,2.75+25)\n", "ax5.set_ylim(4.25-25,4.25+25)\n", "ax5.set_zlim(9.25-25,9.25+25)\n", "ax5.set_title('x eliminated from rows 2 and 3')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This is the equation for Row1, after elimination of y\n", "def r12(z):\n", " x = -5*z + 49\n", " return(y)\n", "\n", "X2 = r32(Y)\n", "\n", "fig6 = plt.figure(figsize=(10,10))\n", "ax6 = plt.axes(projection='3d')\n", "ax6.plot_surface(X2, Y, Z, cmap=cm.cool, linewidth=0, alpha=0.5, rstride=100)\n", "ax6.plot_surface(Y, Y2, Z, cmap=cm.jet, linewidth=0, alpha=0.5, rstride=100)\n", "ax6.plot_surface(Y, Y3, Z, cmap=cm.hsv, linewidth=0, alpha=0.5, rstride=100)\n", "ax6.set_xlabel('x-axis')\n", "ax6.set_ylabel('y-axis')\n", "ax6.set_zlabel('z-axis')\n", "ax6.view_init(elev=EL, azim=AZ)\n", "ax6.plot([2.75], [4.25], [9.25], 'ko')\n", "ax6.set_xlim(2.75-25,2.75+25)\n", "ax6.set_ylim(4.25-25,4.25+25)\n", "ax6.set_zlim(9.25-25,9.25+25)\n", "ax6.set_title('x eliminated from rows 2 and 3\\n y from row 1')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This is the equation for Row3, after elimination of x and y\n", "def r33(x):\n", " z = 9.25 + 0*x\n", " return(z)\n", "\n", "Z3 = r33(X)\n", "\n", "fig7 = plt.figure(figsize=(10,10))\n", "ax7 = plt.axes(projection='3d')\n", "ax7.plot_surface(X2, Y, Z, cmap=cm.cool, linewidth=1, alpha=0.5, rstride=100)\n", "ax7.plot_surface(Y, Y2, Z, cmap=cm.jet, linewidth=1, alpha=0.5, rstride=100)\n", "ax7.plot_surface(Y, Z, Z3, cmap=cm.hsv, linewidth=1, alpha=0.5, rstride=100)\n", "ax7.set_xlabel('x-axis')\n", "ax7.set_ylabel('y-axis')\n", "ax7.set_zlabel('z-axis')\n", "ax7.view_init(elev=EL, azim=AZ)\n", "ax7.plot([2.75], [4.25], [9.25], 'ko')\n", "ax7.set_xlim(2.75-25,2.75+25)\n", "ax7.set_ylim(4.25-25,4.25+25)\n", "ax7.set_zlim(9.25-25,9.25+25)\n", "ax7.set_title('x eliminated from rows 2 and 3\\n y from rows 1 and 3')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This is the equation for Row2, after elimination of x and z\n", "def r23(x):\n", " y = 4.25 + 0*x\n", " return(y)\n", "\n", "Y3 = r23(X)\n", "\n", "fig8 = plt.figure(figsize=(10,10))\n", "ax8 = plt.axes(projection='3d')\n", "ax8.plot_surface(X2, Y, Z, cmap=cm.cool, linewidth=0, alpha=0.5, rstride=100)\n", "ax8.plot_surface(Y, Y3, Z, cmap=cm.jet, linewidth=0, alpha=0.5, rstride=100)\n", "ax8.plot_surface(Y, Z, Z3, cmap=cm.hsv, linewidth=0, alpha=0.5, rstride=100)\n", "ax8.set_xlabel('x-axis')\n", "ax8.set_ylabel('y-axis')\n", "ax8.set_zlabel('z-axis')\n", "ax8.view_init(elev=EL, azim=AZ)\n", "ax8.plot([2.75], [4.25], [9.25], 'ko')\n", "ax8.set_xlim(2.75-20,2.75+20)\n", "ax8.set_ylim(4.25-20,4.25+20)\n", "ax8.set_zlim(9.25-20,9.25+20)\n", "ax8.set_title('x eliminated from rows 2 and 3\\n y from rows 1 and 3\\n z from row 2')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This is the equation for Row1, after elimination of y and z\n", "def r13(y):\n", " x = 2.25 + 0*y\n", " return(x)\n", "\n", "X3 = r13(Y)\n", "\n", "fig9 = plt.figure(figsize=(10,10))\n", "ax9 = plt.axes(projection='3d')\n", "ax9.plot_surface(X3, Y, Z, cmap=cm.cool, linewidth=0, alpha=0.5, rstride=100)\n", "ax9.plot_surface(Y, Y3, Z, cmap=cm.jet, linewidth=0, alpha=0.5, rstride=100)\n", "ax9.plot_surface(Y, Z, Z3, cmap=cm.hsv, linewidth=0, alpha=0.5, rstride=100)\n", "ax9.set_xlabel('x-axis')\n", "ax9.set_ylabel('y-axis')\n", "ax9.set_zlabel('z-axis')\n", "ax9.view_init(elev=EL, azim=AZ)\n", "ax9.plot([2.75], [4.25], [9.25], 'ko')\n", "ax9.set_xlim(2.75-20,2.75+20)\n", "ax9.set_ylim(4.25-20,4.25+20)\n", "ax9.set_zlim(9.25-20,9.25+20)\n", "ax9.set_title('x eliminated from rows 2 and 3\\n y from rows 1 and 3\\n z from rows 1 and 2')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }