{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Python and Jupyter 3: Random Walks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A random walk is a process of taking successive steps in a randomized way. Here we will study a one-dimensional (1D) random walk, but it is certainly interesting to exnted these results to more spatial dimensions. Next week in lab you will start to study Brownian motion in 2D, which is closely related. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import math\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will imagine our walker moving along the $y$-axis in integer sized steps. The walker will take one step up the axis, one step down, or stay where they are with equal probability. In this week's example I will start using comments within my code to explain what it does. \n", "\n", "First we define the parameters of the random walk:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "dim=1 #This will eventually allow you to change the dimension of your simulation\n", "steps=50\n", "stepset=[-1,0,1] #Walker can go +1,-1, or 0\n", "origin=np.zeros((1,dim)) #Location where the walker begins" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we write the simulation:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-6.0\n" ] } ], "source": [ "stepArray_shape = (steps, dim) #This fixes the shape of the array that we will store the history of the walker in.\n", "stepVals=np.random.choice(a=stepset, size=stepArray_shape) #This fills the array with randomly chosen steps.\n", "path = np.concatenate([origin, stepVals]).cumsum(0) #This makes a path of those steps by cumulatively adding them up as the walker progresses.\n", "start = path[:1] #The starting point of the walk\n", "stop = path[-1:] #The ending point of the walk\n", "print(stop[0][0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A good practice to make sure your simulation is working well is to plot it. Here's a code that does that. The starting point is marked with a red plus, the ending point with a black dot and all the steps inbetween with blue dashes." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,4),dpi=200)\n", "ax = fig.add_subplot(111)\n", "\n", "ax.scatter(np.arange(steps+1), path, c='blue',alpha=0.25,s=0.05);\n", "ax.plot(path,c='blue',alpha=0.5,lw=0.5,ls='-',);\n", "ax.plot(0, start, c='red', marker='+')\n", "ax.plot(steps, stop, c='black', marker='o')\n", "\n", "plt.title('1D Random Walk')\n", "plt.tight_layout(pad=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to run the code lots of times for different values of the parameters, I'll wrap it into a function." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def walk(steps):\n", " dim=1 #This will eventually allow you to change the dimension of your simulation\n", " stepset=[-1,0,1] #Walker can go +1,-1, or 0\n", " origin=np.zeros((1,dim)) #Location where the walker begins\n", " stepArray_shape = (steps, dim) #This fixes the shape of the array that we will store the history of the walker in.\n", " stepVals=np.random.choice(a=stepset, size=stepArray_shape) #This fills the array with randomly chosen steps.\n", " path = np.concatenate([origin, stepVals]).cumsum(0) #This makes a path of those steps by cumulatively adding them up as the walker progresses.\n", " start = path[:1] #The starting point of the walk\n", " stop = path[-1:] #The ending point of the walk\n", " return stop[0][0]" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [], "source": [ "data1=[walk(10)**2 for x in range(10)]\n", "data2=[walk(50)**2 for x in range(10)]\n", "data3=[walk(100)**2 for x in range(10)]\n", "data4=[walk(350)**2 for x in range(10)]\n", "data5=[walk(500)**2 for x in range(10)]\n", "data6=[walk(750)**2 for x in range(10)]\n", "data7=[walk(1000)**2 for x in range(10)]" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Mean of Square Displacement for a Random Walk with Variable Number of Steps')" ] }, "execution_count": 165, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stpvals=[10,50,100,350,500,750,1000]\n", "msqx=[np.mean(data1),np.mean(data2),np.mean(data3),np.mean(data4),np.mean(data5),np.mean(data6),np.mean(data7)]\n", "fig = plt.figure(figsize=(5,3),dpi=200)\n", "plt.plot(stpvals, msqx,'ro')\n", "plt.ylabel('Mean(x^2)')\n", "plt.xlabel('Number of Time Steps')\n", "plt.title('Mean of Square Displacement for a Random Walk with Variable Number of Steps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nope, it's not clear what the model should be. So, let's repeat for many more runs." ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [], "source": [ "data1=[walk(10)**2 for x in range(1000)]\n", "data2=[walk(50)**2 for x in range(1000)]\n", "data3=[walk(100)**2 for x in range(1000)]\n", "data4=[walk(350)**2 for x in range(1000)]\n", "data5=[walk(500)**2 for x in range(1000)]\n", "data6=[walk(750)**2 for x in range(1000)]\n", "data7=[walk(1000)**2 for x in range(1000)]" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Mean of Square Displacement for a Random Walk with Variable Number of Steps')" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cksetAJZuUb39dpTvs6jQdoFPyBOXZ6uC33tOxe/lZgArl7zvEVH6EwG8Bz68TVZ+46P1ToyWH5GT99KoTTpU9ngNwJ4lZR2eSj8AwE9K8p2Kkv02gIui9GVlWBPey7/s8zwJYLMW1aeN03UdfldovN9ZtWD9+Li2cW+/g6x6U7FujUTxeeRbiNqdAHaAT0Re9Nuu1tf1Jcp/N/gYrWV14VoAyxXks2eU9iL40D95bYgJvahHgwGcilo8K+/xMnLOaVL1pOwxvIky3hStf0oLtp2yuFL8yNuPtet3Xqbgd04e1wFYtuQzHoni+FH8+Gdvv9O8R19OYgYzm0PyXHhDYTT8Sn3WLVQHozapUENjV4arOVeidnsX4Dv2O+En/ksD2AbAKvArab8mOczMfpCT5QrwjRDwE5oH4bf0z4QP+rwOfIxNwnf6N5Dc2KrN8DwQwN8B7AhvINwM4HF442c71MYl+SCAXwD4fIU8S5E8CsBPo0Wz4b/D0/DvZ3t4RR8IPyCsRvKjFmpu8BCA34bnWwLYIjy/A37AQCptox6Lnq9A8mAza8k4piQPB/CraNFseJBlGoDl4QexleC34JfNqNxOye8/Gz6D+2MAXofXtZXgwYPl4CfbPyYJM/tJxbz3hR9YAW/w3hzyXhm1WeMB+BV9AH8D8NFo8fMAbgPwEnw72Ao+O+Ug+Inv8vAAcaedh9pkPYRvVxc3mkm4Qh73WHkD3qicBg8ILQXgffCTgqo9AVaDb9dLwxtS18Ib3yPg2+AQeAPoGyQHmdnX8jKqKKlPc+H7sf/CD7bz4Pu5LeD7RcK3+8EADivKkOR+8H103IP1UQD/htenpQCsFx4D4Pu2rHxGwD9/PH7iQ/Cxx2aE8m0Lr+/DAZxL8iAzO6v8Y2M3+O3jDHneCT8B3wLekwzwxvmv4XX2ZACfgTe6boUHTwbDf5Ok1+IRJO8sen+S6wC4Br6tAn4wvwe+Lc+Ef9dj4eOqrQzgapK7mtnksg8UegUkE4E+Ej7T2wDWhh/7CGBZAP8guY6ZvZbKItl37xV9povg+4K0Rvfft0f57xjKBPh38XAqbd37kfw4PDAb99K7Eb7vGwrffpPyHgDgPSR3MB8LsRDJo1G7W+TxUM6Z8LbIOzmrlVkatckfXoL/ttPg2/MSAN4LPz4OCu9zHclNzeyxnlm1XbrH7UsFaQfC6yfgAdoH4OPKvwHf1kfCLz4Ng++nziT5jpn9rUpBWlB/k3wWBXAZ6tt7z8J7hc6E70+2hgfBJlUpW8j3N/CJPBLJ/vkF1PbPQ+H7sx+SXNHMvlIx+1Phx9I5oZxPwveTO8KPvQRwCslH4PvSyfDf4jV4O+2l8P+O8P3SUAAXkFzLzKZX/Yw5kiAs4e3jLZDdSzbpZTsH3g4AfDvdDsBIkqubWdY8BHHv3KLhE5Jj1Sx43XsctbbPyvD2xrLwY+2J9HnTTir+aL0X2s4/CeWYD+DzZvaHZvIys9kkb4PfBbE4/DPdkJF0fOr/qmmnNFik++H77eHwoQUAr3NZx7iy/eWf4ZNVz4MfQx+F71PGwANygH+G0+DHoN46E97BIKkfO8JnVS8S97591Mxuy0m3Emrtm6fgx8MX4furYfC2TdIzbgyAKWEf/2aFcg+F77/Whm9LN8L3B0NQO6dqxGB4WwnwffUDIb8Z4TOsGso4BL7PuYDkbmZ2RcX8vw3vXAP4sfxOeHtyIwCbhOWrAbiKPnHwA018hnfR70C7Er6tA77N3QX/DWYjTJwYPs9o+PF1ezO7ozfvm8XM/kW/g2I8fL/zXXg7sVstDj+H3Qj++0+BH79Wgm8fi8PbKJfSe+KOBHAp/Jj2HLwuvg5gLfh3TPhvey7JrVPxgDwtqy8kPw0faz1pG86En4M9Hf5fC36sHwA/Pt9McgvzoYGKDIRfUB2HWpv/UXibbaOC9QrR7+q7PJQl8RL8uPc6/MLNWPh2uRyAv5H8jJn9OZXVpfA2JeBDAyZ3Jv0NfpE7lnkHQYnH4DExAPgYyRPM7OmiFUr8AV6vdoN/RsD3cU9mpO1xt28bf+cB8O8suRBzC7xOLg4/t0zuphoLPxfbzjLmXApt159Fi6bD68yz8PozPJRxPaDNMdZ2RYbDtj0FtSj0oWHZmGjZqTnr/Te8Ph3AYmFZpR648PGQknSPAdgpI81AeDA0uUo2F8CYnPx2B3AMgPcWvOd74Fedk/f9U0HaCVG65P0vA7BKKt0geJA1STsfJb17K/4mY1DfA+lyACNSaQaj51WzrxbkObHKb9NgOYfBd3JJvnPgvQLX62W+a6H+6ujVGZ9/SXhQylB/lWVSKz4/qveY/B18J5jZ+zrU4wnwE+zkO3pPQX5To/d9J3y2zyLVWxahJ2L0//ei9V6Ez2Y+ICP/fVB/9e1jLagHU3pTt+AHkri3TI/erKjQAxd+oEnS/Bo5Pf/gDfJ9kdPTFPU9cJO6dRaApVLploJP/Bhvg9v3sj79MJRtWM7rhO/vXoryy+3ZBW+AxT3U/o38XiwjAByFjJ7i8APrtVE+dyHjijy8YXksalez38yr76m6Phu+L9kjI92XUtvEkeH5vQDWTW8X4bdK0j+R3nZS9e7BKO3VAN6XkW4YPJCVpHsuXReitHFdmBV+pw9mpBuL+n3ndytuX+N7u72W1PcJJWnXQH1v1jsArJlRV74KDwwk6U4qyDP+zt5BTq8jpPZ5DXy+reB3HKxfkGYF1I4nBuBfLfpuJ0R5Tq2QPu79OAcFvd/gJ6inwfcteb0wB8NPzpL963QAQyv+Fq2qvxOjdPPD9jsglWZTeAAwfTzPrO/w41tc1tOR2meG7fbMVLqP5uQ3PkqTvP91SPXggu/z4/3gtaj1vjkJwJBU+rXhJw1J+mNbVK8eiPLM7F0MDwQYgJuiZXHvzx7bOvxEKf7+dy8owx8AfACh/Z/x+iD4xbbkjphZSLWhU+l73QMXwI9Sv2PhXSAVv+u4/mbWc/jx0FB/XM5LG/e269EbEQU9cFP1KknzcMXPEffATdrXN6Hn/psAvpbabrZsUb2dHOX5l5K0A1LbzjcL0u4HP+asVpBmrbBNJ/n9rCBt3Esy2XdehlTP3fBdLRr9X6UH7rLwC9DvR04vZHjbZCJq7ahnkd+jO+5ROTc83gCwd0bacai/c+bOgjKU9j4N7z01SncxMs6Bw2eOj6+PI2e/0UBd6tEDNyx/f+q3y4wLoDt64Cb72knoeX4xGrVjosEv3DwSft8voecxdBfUt/U/0sf1ZUvUesHPg7e5epzHwPddd0V5np2TX9wzM9kGb0N2G72pugTgB9F7zIcHswel0qwKvxCXpHsbBTEO1J+HZtarJsoZfxcGDxYfDmD5XubbUP3ug9852R4eArBBKh3hnZXi2NivcvJ8MkpzAnLOHeDtuQPRonZZ5nu0K+PwAaZEH/TQaHlyu+3rSAWn4FcCknVOiZaXBnDhV4mSNM8gFZjLSP/JKP3lvfysi8AngEg2wsyTI/QceuD69EadqlRxg+zrLfhN4kbGLcg5cIe0v4rSvg5gyZx0E8t+mybLekTqu0oezwG4ED4O0c4oOGnMyPPsKJ970/UvSjcAfuUrft9Jrfj8qBhwa+AzfTzK78cF6aamPs+BFfIejdpO7Q0Aa5ek3yHK/0H0cigF9DKAG/KId7g9LhqhJIALD8omrz/dm8+E+oCWhTrWIxge1cH4wlDmLadtqE9bRfn9rSDdjVG6OxrZDlP5HBTlc3dZPgCOi9L/vkJdn4+c4HdIG3/HBm9UZjZeQl14JUqbF7D+TpTmcuTs46P08YXHzP18qoyzAGxYkN/hUdqHCtLF29f43tadkvo+oYHv4HEU3A4G4CtR2nnID+TH39l8+Ay7Lf2MDXwXl0VlWacF+U2I8ptaknY91AfHMxu8TZbj61G+ny9I19L6Cz9ZjIe0yb2VHX5x4M1UGXrUd/g+94kozfnIv0hD1J+kPIbsC5vjU+/7IPLbHaNQf8HRUNwhYP8q23mDv2d8QemyjNfXil7/UbR8KdQurJyWsd72qW2217fPw29vT/I8riBd0wFc+IXyU6PXZgDYsUXf9bgo32tz6njynf4WtbZMVtphqLXVpufUxb4I4Br8IkDu8DbwycKStJWGI6pQhglRnm+h+GLSLqm6OKoF7784akGx6QXbePq85mbkXCRLrVcawG2wvPEFvf1z0gxPldWQcdEtSr8J6oebyBymB9UCuD+P0vwNBe1u9NwX/18vv5vMAG547fLotbNy1u+GAK4BuLAgv/Q2aygYUhLAj6N0f+3j+hIPMXJ4yfe0NGrt//nIOGdFz6Dl48jp2NJk/VkR9Rcrv1OQdijqL5peUJC2HQFcov7CcbxfvB9+If8w+IXwSsPqNVO/++h3fgUFQ9ygvt05F6njAryXevL6/a2qL80++noSs8SZ4e8w+Bcci29rafSW+a9Gz79hZi+UpJ+E2i2dH2CDk2bEzOwd1G41WgzeJbuKr5jPEJ2Vp8FvRUo0c0vNu8ItvfEtbIeb2ZyCVb6JWhf9YfBbVvuMmZ0YyjAv9dJK8HrzffhtUtPDYOCfCLf7ZwqDSe8dLTrazN7Oee/5AL4M31C73fnwk1PAbw+o4nardvv5l1G7leEnZpa+BbqOmV0Lv+UJ8NtXNylI3lfiWyuaGVA8HmD+1bBdtoIB+FKoaz1f9OVJD1EA2IJk07f0VC6U30qY3Da/Y1Ya+iRSyW3LBuAQq3bLYJZ4v/3FCvn8EN6TEgD2Z/nkkRdZ8bAE6du+f2BmL2clDGW7NFrUY58cbp36Qvh3PvziZeY+PvIN1H7nA4sSBn8ws3sLXj8D3gABfCKa3EkSukGYfOHj0aKjLee2+eBX8EYv4EG3KsO1nGdm15cna5tJ0fOq++mmhUkg1iL5NXhvuGSoh4fhAfBWidsoVT9XK+rvAfCgCeAX1nKHDzKfLfkXFcq1C2q3/c2B748y9/dh+eGo3U6+BvyCcpljCtodz6B+yILZ8H1DngtRu21yLZJLVnj/MvE28v6M/Wvchnz3Nn7zWxjvy0iT2C56fp/1frgHwC/IJ23Ylm9TJBeDD3P2qbDoFfjFwGta9Ba3ojb525jwfrGxqE02PQXeyzQv7XaotdVuyGtX9JGjzWxmweunRc97dV4TOR8euAW8l+lHC9LG55mTw3bXK2GbTtoSwwFsXnHVI8P5Y19rZr99iRUMt2Bmd8N7zyc+20zBSA6N1p0NP1fNbXeH146JFlVpQzXr29Hz/Uiu18b36o35qG9bp10Fv9CQeAy1oa+ynBM9r7rN9rq+kBwHIJnM+S4zKyojwnHlR8nqqBa3+LaZvVEhXVWfRG0ovSei8vQQzini9tgeJAsnmG2lsO3sDe9gEBsAv/D/SXi9uAvA/0ieTnLrVpejj37nE8zsuYLXf4daG2Ygasf9RNwOzTxH7Et9OgZuJB6v6GD4rcIgORi1k7jHzeymqhnSZzRNGs9z4Y2uQmZmJCfDrzgT3vv3koL3GA4fe2M9+G0bQ4G6IPja0fON4VeZizxhZneVpIlnjh5dkrZMPBbLf8zs30WJzewtkn9FbQzR7eFjk/QZM/shyQvgvXz2gQ9vkDYI3vNzB/h4ofuZ2X0Z6bZBbTzjF+G3NRe992Mkb0b9+HodQXID+BWw0fCdyOBUkqRxswHJARUa7+eUvJ6IZ3qsus618NsfAb+QUVjP+kAcEGzmBPdleK/6xeHf79gWBYJuCoGFXGb2KMlbUBujaHt4T/9eCWNebQ4POiwFr0/x7JvJbLPLkhyVcYLzwej5NWb2YJPlWAm+rwSAZ83sxrJ1zGxW+E52DeVcH96bPk/ZseD+1P8XNJD+PRmvb47aOHS3mNlTJfnBzJ4j+TD8osf6JIeXBDDPK8lvBsnH4b3lCL9VK/05u0m8b34VBcdhwC9ukDwN3ksHqD+25am6/2oKySXg7YMN4GOAL4laQAWojSkL1Op8q6xGn/m3yHx4r4jDzezFqhmHAN5m8DKPhB9/FslJXvVztaL+xr/53yoEQc6A94wvskP0/HIze76knM+SvAI+9ExSpisLVnkb3oOryP2oBUCvz7uYFN5/Vvie1oV/T6NROwFpVjw27TD4OIBxOzQJxM5pQuhmAAAgAElEQVSHXxiI3RjSr0FypdT3V3X82zokN4ZfCF4tlCc9xnxygb+l2xR9xvVLUCv30wB2MbNHWvUe5uPg3grvpb0YfP8xJUoyPkkali8OP6EuSgs0Pv5tK82A39VSpJXnNQA8EBLOFQ4Kiw6C39VRJwQH43F3e6TJQ3JZ+Pe+Lny86mSegkR8gX1jZI9THHvazG6p+v6NCJ1ZtgxlWhl+PIr32/E5RNVtp0qnqtNRGz98G5KDzazRsTm3Q62t/i8zS4/12YOZPUzyeXgHny1JLtKOwLiZ3UXyQngdSiZ3LrpY0Cn/NrMn814MbaiHUDu3uLCkc0rSSzQ5zlTRivrS7Dlooqwz3Rz4hdBWitsRZ1aoh1fDjy+rwtuMY9Hm9mosnGt8iOTu8F7c44HMDp7D4DG7g0Ns6HO96LiT1u7f2QD8pTCBxwTPRK0zwPbwOz4TyTi3AwBsTXKzCjG8tulIANfMniJ5Pfz2oZ1Jjgi9ZfeAX7kEar10q9oQfjAF/Ir2T0kWJH9XfCVpVFYCkiPhkf590DNwlqdKb94qDe14MrSlclNVE/eGrBocvwm1AO6mvXz/poQG86dIHgY/2GwLD5JsivqTYsAbVjeTfH9GD5+4kXJHxR4Kt6KDAVySh8B7Ib+v4iqLwOtJWe+W0p1OaKzG7/uVCkECwH+DROY21cfioG3DV1nN7J3QYDsAfnD9F8nz4T0+rrNqExZmubViujiA26sezSQ/BOD4BvNZDj4kTSy+AlvUu7XMmOg5w+RBVawRPR+F4gBu2UQa8bbyupllTeSVlz6rZ2D8mZZr4DMlxz6iNmlRnr4+drRbXB9vq9BjGag/hm3CMJNRQfq2NLRILgM/iTsY1S8QNX23Ty9cAuDTJRcG3hUuin8R3otnZMX3qPq5WlF/4+N53gRE7woXZF9FbUKcLM22kZIAblkb6dEKJ3Px/qXKhbGy/VFDwsWkx1Hbx45FfcAtCWjen1GXbkDtZHwsQo/EUJfiY0bhBVB64/1T8N7HaxSljSxBcvG83s0NWhEeBE3q2EPw4O203DWaNwW14Ov2yA7KPmBmL4cOJ8hJG1/QiJf3tQcrtK3bdWw6HbUA7vYkR2b8ZvvAe+gCfnG/7IItSK4Bv4V8D+RfvEqrsi9s+TGJPrHjUfB994iKq1Xdb1dps94N7zU7GH6xZV3U7z+qiNtQoxpoQw2O/q6A7ElZW+G7AD4CD+TsFSat63RHlbQqE8hVPtaYT0I/Ex5nGUhyiGVM8pTSivoS14UdSI6ukGd8d0LZOegDVmES3AY11I4IgcObUZu8c1P0YQA3Ksc/4BPHrgA/9owJZdkUtTu4EvvDL9SOa9H31+7f+fGii+GR+IJa3Xmymb0eLtjvFt77JpLnwDsJ3VC1bd0qneqBC/iVmXHwgMiB8J40yW0thsYDuHGX86Gon0G4qh63V5PcBD57dqO3Xlc5kSubNQ+on+21asMhz/LR89JeYcHU6HknTjrfFXYS1yK66kJydXiD7AjUZnsfCp8Ve+PUCX38+avOstjrW6uaEU5gToX3tmjUkigP4FbZka2U+v+wJsrSzJAFrRafIPyvyTy+Aj+IrQ3fDvcPDws9J2+A35J0aQMHs2bq4PK5qUqQnAifBKxRWfuyFaPnWbONV7Vy6nlL9tspZfvZOFhYZZ8cp8/aJ8efaa3waFRvPxPQ2mNHu/X22LQovJ4WXaBp+S1PJFeDB6NWLUub0opb3WMzUN/bZRC8Hm6CWvB1TwCrk9yxrEdTuBvqEviQAo2o+rlaUX+bPZ4XBXDb3UZqdP/Siv1RM65HfQD3VwBAchS8JyyQ3bswXvZuABfeg3tI9FpuADf0+D4TzQ3ZtSS8l3Nv/Qy186O7AHygFxdqy0yJno9PnoQ7/jaK05jZMySfALB6Ku1SqAWbX0PG7N59qJPHpsnwbXwUPLh2IDzwGouHTzi/LAhFclt4j+IhRekyVNkXtvSYFHoXX4HGO51UKeu8Che3YWZzQ0/Y0WFRM23WuA21YXg0amm0KYBrZveT/Bv8HIDw4fx2K16rz3X6WNOq+hLXhV1LS9hTWVu61dsg4b3zE/0x1vISgHPDI+7Nfwjqh4fYEt7B7LsteNt2/87NnG8PI7mo1Q81+nn4HUSj4RcdDgmP+SQfhLdtrgRwhRUPUdprnRoDF/Bb6JIxkg4OEf/kttwbzazRoEArruLWBbTDSczfUasYL8K7U4+HNxCGwCcKoJkR9cG2Kt9tX4+vGl9BKbtylpWu1SedvWZmT5jZT+C3HscnBRui/pYyoP7zF43PFav6PbXaZ1Ffn/4J71mwPrw+Dk7qXah78UGiSt2rcpLT8m2qr5EcgvreY2XjYmcKB7Qt4BPWxWPoEF73PgfvkfscyWNYMBZzpJk62NQ2SHJn1Advb4TXsU3gjYXFUvUpvsU1qz7F5ejNLTR9Ucca2c+2Yp/c9s9U0tO0P+rtsQko2TZa1DMv7SzUgrdvwC9EfwA+tMZQ+KQPyTYV95Brddvrf2b2hehxqJntEcrxadTG2dwQ1W5rPBa14O18+Fij+8L3dUvBJz+N9xeJSrc9taj+tuN43u42UqOfu1PbedyWiseuHRc97xHADePLTQ3/xkMmxM8fKukJ8wXUB28vhgfi1kN22yceDqRV21UcYFwJ9SfkrRaPg7s1yWRc53j827jn7ZSctEmb4/qKd5e1S8eOTeFzx51/DopfDxcg4jpcOHwCfUzp81EL3k6Dj4E6Fn6XzBKoPweMx7JsVTu8ET9BLXg7Fz7O7V7wi8jD4JOlJWWNAx6tLmtv26z94dzjWNQCmruS3KYocQd0+ljTqvrS27pQVg9avQ2mh1Xp97EWM5tnZreY2aHwnrJxB7EvsHwekira/Ts320as+y3M7Gn4efOPUB/8HwCPzxwGb7NMI/llVhwKoBkdC+Ca2Qz4eGyAn1T8GLUfoNHJy4D6L/2euIHXwGNiKs+PojbG4TQAG5nZRDO7zsymmdnM1IlIV210GeJAS9WryXG6GS0sS0uZT6DxCdRPeLZdKln8+ZdANY1eda+iynZ3VPT8W2a2u5n9xcweMLPXMq7stKPuxdvUa01uUxPaUK5GbI76cSirDlvQg5m9aWbHwS/ebAHgSPg+LO7NtjR8kq2/V9hxN1MHm90Gj46e/8HMtjOzP5nZPWb2qvUco6ysPsXlSN9a04i4jl3UZB2b1Iv3b4f4M53Y5Gea0qnCd0hvj01AHx+fwglbcrI8A8BWZnaUmV1lZlPN7K1UIKXP2wdmNtfMTgPwmWjxrmFonkzhwvUXo0UHm9mBZna+mT1sZm9YNAwAWzNxVjPacTxfYNtIDYov4C1PnwAXyJnALCVZvl4YXiS9Xtn4t3Hb50gz29PMzjazB/uw7XMUarfxrgxgCsk12/A+CMfe5LbNRVE/3j3ggZX4O5uckXZ89PqUlheyf4mDsuuRjIc1OQi19vdTKK+LB6F2t9EjADY0sxPM7AYze87M3u6Wc8DQCzvZzyczv3/KzC4ys0fNbIbVD03UaFkXL0/yrt7uE+M21MQm21Bt7YVuZv9Ffazi++18P3S2w10zWlVf4rowvol6MBx96y34Re/EAtWOMB8qJJ7Ib2l44LK32v07N9tG7NFBKbRDvgFvG4yBz9H0D9QHtpcHcCIaGGO9UZ3eIcQ7vwnh7yyUTHCRI74Kv3qLrgjEM7D/0son/lit5PVOi68WVL3lM/5MpQPJd5L5REvxuD/pIQCa+fxVxnCNe2tUuepbeKUp9BJIThamo2B27ZB+GNozVEFc34eTbPr2/Q76WPQ8a9KVhpnZfDO708x+YWZ7wRv426J2QQrw8bHKJjaoWgfjdA1vg6E3cNLrZD7qD75V3jNLXDeyJvKqKs6nLSfIHbAgfqZ26+2xaQ76vtEbtw8mmdnDJek71j4ws7NQPzHc8ew5i31iS9QuytwX1i3Sqc/VjuP5At1Gqsp88pv4VsKxqb9PWP5szslElASwXbiQGd/SnRs0C0HS5Dd6EX4ClIvkcqh+YtaI/wHYCfVB3Mkk39uG9wKyx7IdH/7ea/XDN6THwY3/pvNa6JjZo6gfEzseMiHukXtmKviaJd7H/8R85vMinTwHHIvabe03mtmlJekbLetAkuk5R3oI413H517N7BP7Sxvqe/C2B+BjLu9YlDilpeeNXahV9aW/1AUA795dFA/VtyC2I9ITsaZjLc1o9+/czPn2jIzOTe8KHSRuNbOfmN/xtjx8Art4ItuDSO7UeHHLdTqA+y/U344MABeb96Zs1D3wgbABv1VkTEHaquIxOaoMCD62PElHxQODV73dI254d9sg7Vni8UfTG158RXaLikH+rcuT1AUOisbXS2xQ8npc7x6x8gl9tkXFW1cbYT6DdDxuTKPjIXZUOLmLG+9XWhsGGQ8B3ZsA7I36HfceJatW3UfFdbCZbXA51MYseslKBnInuS7Kx2CKezLvkJuqXJzPemHCyP4uPnkcF3o0dqtuGYohPjZtWXEIkvjYdHeFk/FW62/tg6+hdofKKACH5qTrL58rPp6XHqdD8K3s+LwwtJGqqhvPNgxztlbGa4Xrwds78QXmognM4rr3kJUPBdC2umdmSRA3qWerwHvitiOIOyV6Pj6Mf7thxmswH1fysVTaZKzc6QD+08uydMsxoTfiXk/7kxxEcgv4HAaJKnd6NrovTN/115f6Yr9dpc26CWqTic2pWJa0uA21U4s6ZLWcmT0F4I/RouMbWL3V543dqBX1Ja4LH2hFofpAM+2IOF23tyPS87xkBTkbPY60+3deo2IntKbPt82HmpgM4EOonwytLBbQlI7uFM1sHnxstVgzwyck49tdGy36Sl7aBsSNx8Kr/CQ3g99W3c3i72cTkhvlpgQQxtfaL2f9rhMCJXEDLT1o9c2oXS1dEcDOJfm9F9V2vk9GzzfOTVXzsZLXK9e74PMV0jQrvop/RDvHc2mlUM7TUX97/wntfM8QQIq/rxXz0gbbhNmNc5F8H+obQZPz0haI69PiFX7DKvUpvgK7Y3SLbUNCT6+HokVHNJNPl7kJPpEM4PXvsx0sS5m4IdbJic5uRq0RuDy8AZQr1OF4GIBOHJsaaR+sjDY14qoys0dQP7Px0TkXFxr5XAPg4393Qrwv/DjJsvqbO2xEJK5Hu4WgZS6SI1CbuyG9fn8XB1rHotrwCTCzh1DrQZRe77GCnrtA422fvIsQLRGCuDuiPog7uey43YRbURuLcUv4hEhZ498mpuSkvaFC0LtMtxwTeuMc1I4nK8ADAvHF/JvDLfBlGtkX7gjgfY0UssUaKesi8LHRG3VQeZJ376YF/HvO7cFW4FrUtocV0dyEhn3lBNTKOoZkYdslUvm8MVyk6VcdaIJW1Jd/Rs8/QrI3d/z1lbgdcFBZhwSSO6DWA3ceii9ydoN0fc2aIKzR40i7f2fCh9nMT+DnFfFxopnz7SS2GZ8jl8UCmtINV7VOgAc+k8eVxckLxbONfpTkhKorhoZ4WjyR2kcK1l0CwB+qvlenhFs84x3Dr0tOeo6HN34An6AlHWxvG5K7k/xMhZOy2DHw3teJK+IXw+1PF0SLfhpNApF+f8JnXq4SsLwDtatNWxUFs0geBp+Mo8iTUX7rF50skPw4gA9XKGOzfo5ar63NUT8RVqGcbartwky856B+VtizQi/ZZvJbkuSi5SkB1N9+UTa7KQGclNe7ICw/CbU6eKeZNdO75lX49gv4bVjj8hKSfD8qBHDN7HbUhqMggDPC996MeL/95UZuN+lUHSsSGqDxrb8/IFm59wTJthzsc8S35pbe7tYuoWf836JFPy0ZW/Vw1HqdzUd9L5i+UrV9MBDePuiGntjfR+1Ef2Vkn8THn2tcGFsxz9Go/Q597WzUTpxHwXsYZwrH0CoX9a9C7cR6MApu4Q9thJNQu7vhcfhdZQuKeKiDkagPgBf1wAVqx4ZNUH8cLjsxjevepmE4qUxhHOfCi/CtkBHEHQnviduyIG4Y1zfpsbMIgG+E5/OR/Z1NzkgbL++N+PbfEd3a+7FIaOv/I1r0KdR3Rqk6LmHVffxSAH5buYDtEZd1l4IhcgC/9X/1Jt5jD5IfzHuR5Maov2D9pybeI2kPnBItOrHq9kZXeOGtlcKdir+LFlXthXt79PyjJe2dn6A987G0W6/ri5ldhVqP1kUAnJV33p6R/+JhiMG+9mfUOou9F/XjutcJ8aNfRosuKbnI2VIkv0ly2wbSD0Z9HOAxM3siI2lD5xZ99Dt/O3SmyHMYauP5zof/jvH7LBWG/KiikVhAUzp+YA6DAd8ZPeaVr5Wb13WoPzCfRvKnJDNvTyA5mORHSF6I+vHhEvEVgYNJHpm+khJ6aV4FYFNUn22wk45BLSC3HXyypbqDHclFSZ4An6QpcZyZ9Wa2+UatAj8pf4Lk98Nt3ZlIrkDyVwAmRosvMbMHM5J/D7Ur8xsAuDgdBAoH0tPhJx7pCTN6MLMXUGs4E8Bf07eCh1u4joSf8BVekTazV1C7nWAAgPNIrhWnITmA5OHwGXfnoectDS1hZo+jfnD+Y0lOSn++qFwDSe5E8gz08W0gJEeQPArAg6jv5Xwb6ifxadRmAJ4ieRzJzOB7+NwHon7yn8tK8p0Dr2NnpIMk4f+/oP5WkvhErbLQIycuy59JbplOR/JjId1AVNuXfQm1urw5gOuz8g15jyB5FMmjM17+C2pXrAcBuJTk10lmNlhJDiW5P8lrAfy6Qjk74eeo3Qq2JIAbSX4270IAyWXDBau7UD/hXLvdFz3fJwSlOuU41CYMeB+AK0nWnWSG/d4XUR9Y+23oyd3XLkXtQts4kj9LNzjDseXv8B7FHW8fhIu450aLvp5xkfRuAM+G50vBjz91jd7QdvoefCbejnyucJL/s2jR8SS/mg44kdwE3kYbgpLjedhXHhMt2p/kH9MXp0Ib4VQA+0aLv96C3o9dI9SVl6JFyYXil8I4o0WScXAHAtg1Wl44aVQYHiAJlA4CcH46cBOOtUfAT/bnokIbrbcyhlNoeRAX9UMlJCeR/8kZdzUrbXp5U8wnmJ4a/l0C7e0g0E7xueDeqA0LNQv1+8Ai8TngF0j+X/oYGc5NroUPL9LJffzNqE2iMwLAOUzdMkxyCZK/gO/jGi3rvPA4l+Re6RdJjoX3OkuOJ3ej/qJso45H7WLasgBuI/mJ9Dl49P4r0jvI3Ie+vyvkR6gNiRAPCVDkGtTG/Vwefh5QF8QlOYzk7+FBzmZ6MndSK+vL51H7/GMA3EIyd7gSkuuQPA4+UeGGeenaJcyX9PNo0Q/DOU06fjQS3o5MyjgLwHf6ppTvGgvgBpI3h/1b7jAD9DvNrwGwVbT4BznJ43OLvfO225R2/s5zACwD4F9Mdaih+zzqzyt+Z2bpnsXbw2NS36LfHZtVpkVIfhbAJ6PFZbGAplSNJPcn/wcfUHkXeDDtKABfInkHvIfE2/CTkjXgAbzkKuVd6YzM7EqS18F7rBF+snA4yX8DeB0+0PI28Ebqs/Aem4UTTnWamd1C8hgAPw2LdgfwNMnJ8EkrloZPnhCPgXkh6q8Q9aWRAL4F4FskX4UHBV+En+gvCT/R3xT+GyQeRc6tdWb2EMmvwX8rwHtwTA3BoGmoDUI9DH4b9K9QrdfpN+ENqAHwHkmPkrwGPsbzMvCd5Aqh3N9AeeDp2/CTzgHwBsF9JG+CX2UfCg++JwOHfwveYGnXBArHARiNWg+cQwB8guTdAB6Gf6Zh4f03Qm3YglfRWrvRx7VNDAjvOxzAusieTOs0AF82s94GuEcA+C6A75J8Ed7YeAF+AjkCHuSNB3K/AfW3K2f5AYAvAzgQfsvItfC6vSK8DsZBg1+YWW96dx0P70GyOPy3vJXkLfBtZVH4wTL5/v4I365ye+oCPhspyU8DmAQ/lmwCb2Q/Av9+Xofva9eFn2QOQG27i/OZF4LHV4c8FoU3iL9L8lb47Tlz4Pum94X8kkbf3xv7GvqGmb1Jcg94j7z3wOvpH+A9S2+BHy8Mvm9YB37yV3TLbLtcAOCH8OPbhwDcS/Jm1I/Pdo6Z3dnugpjZEyQ/A+As+P58DIBHSN4AP3YPge/34otHt6Kg52U7mdnDJM9E7ZarIwEcENoaL8G3s7Hw+jwDHpg/uQNFTTsefoFrALyXwMHwYCQAD2KS/A583wn4MfLRUC+egp9Mj0dtXNPPwX+zTjgBXr6t4XX45wC+EurMTPiQStuE1y6Cl7lsv3ZuOLk8PCz6DHyIhsnw/fMK8P1zfLJ9opl15b6ol25Az8k4y3rfFqWpcmvot+CBM8KHCHgg1L0n4PvRcajdGXYkfPtv+10LZvYq/e6Qa+DtnJHw4RTG5/RAatSUjGWZxwIze47ko6i/ZX86gHtbUA7Aj6tJB47zSF4F//6TiZfeCbNwd7Mr4PvhdG/MixuYC+F8eFtmE/gx6WQAR5K8B97uXRu1fc9j8A4Vx/W+6I0zs7dJHg/gF2HRR+ATa90CP7dbAb7fHgZve/wf/OJ5VW+GvI8DcAHJh+F3H86DB082jdK+DuCQCvN3FH2e/5HcHX4etDL8uHMmgF+Fz/Q8/HtfBn5X45pow1wgFcv6Cr0TUZUJgpN15objbHL37p4AngznAdPhnZjGwo8zT8CPsX0d3OuNltUXM7uNfkf16fD21EbwDiNPwmM3r8JjOSvAb+9vxaRavXUsfN+wPbxe/gjeNrkOfkfkavDtMTmXMQCHm1kzY0a3wpjwOJnkY/COUK/Az3GXg3/n6QuWZ8DP/7JcAuA38HPD7eDH8Rvgv3XiYjN7t63Q5t/5SvgFyR0B3BPaFI/Az4m3RX2P2XuR32FqFLxT2/dJPgsfc/5FeI/dEfA2SxwEv9TM2hLAhZm17QFvkFh4HNrLvM6J8ppYknYgvKflW9E6RY85AH6Tk9eK8IpTtP4D8KDChGjZpJz8StOk0o+O0k9t4W/zafiGVPS55sKvSAwsyWti1d+mgfJtA7/FZH7F3zB5nAlg+Qr5fxV+pScvnxfgG3Xl3wt+m9bcgjyfg+/IxkfLphTkdyi8wZyX3zz4wZHwHhPJ8tE5+ZWmKfl8X4DfXlfld5gP3zn3th5MafD3T76XSwHsXPE9Rkfr9tjG4Fcbi36H9OM8AEvmvNekKN0E+AHz2YK85sEvCrGg/FXr00dQvk88Bd57IP7ex5d8fzvAG5hVvpvvF+SzOIDfN/BdzwTwjd7W9bLfPyP9hCh92T5hGXhvn6r7senwhmxWXu+ma2Lbyf0N4QG9ojJN6MX2O6nRfOA9vl6o8F2dDWCJkrwa+s6a+HxLwBuGReV8Bj7R1fhoWe522sB7x/WwtN6m1j03WvcxZBzj4cHRos/1NkK7rsr33Mb6uxT8QklRWS8N6SrlGfL9NrxHTNl3kLkPivJp6HdHg+2pRj5TE3XsSxmf+csV1lsEPY81TzXwvl+GH/vyvve5AL4V0sb7ihE5+d0apdk6J018jrFfQdmWhffETdI+DWD1FnzXi8KPafHn/HBB+lNSaS+q8B6HRulPLki3NPzkNu/7n5VK/8HotSsqlGOxvLxaXH9/kVH2XRvMY1X4OV7RfuAu+JAER0TLTszJrzRNznonRusdUZDu1yVlnQEfC3J4tOy1nLzq0sAv+v28JP+nAWxZ8lkuitLvWZJ2BHw4jKL3jB+vAPhoL+vNxo3WT/jxJev8aOOS9cq+z3vggbOW161GfoeQ/rUo/fC+qi9R/lvBe3ZWrQuPAFgzI589ozSl+81e1KPB8AvhZe3/lwHsWyG/+LhTWK8aKONXwm9Q9Ts1eAD6SAADSvI+siSfzP1Yu35n+LG7rK14A4Dlcsq1C4rbJenH6QAWa1f9WhB74MJ8GIbvkvw1vHfJTvAA63LwhuUb8J4k98GvcF9mOTOzm9mLJLeB98LYD96TbAn4ld1H4F3+zzKzmcy5fbgbmdmpJC+G35qxK/xK/jLwg/sz8Ep+mmUPQ9AX5bsZPhv5KvArWO+HX2VdHd64HAy/wvcq/ErRLfCeYpV6QpjZL0heAQ9K7gK/2jkTXi8uBHCKmb3EBmYcNrPTQo/Br8KDWivBTwCfhPdoOMX8Su34ivmdHHrdfgX+HawMP2F8Fn7L1mlmdjcAsA/ufDaz35A8HT4w/c7wq2PLwxvjM+A9mB+An1BeZmbPtLlIc+Db8uvwK2B3A7gTwDWtfG/zq4IrwPcj28J7Y6wBPxgMDGV4HH6S+Bfz8WGr5n0LfTLBz8Fv8xsN73n7PHzf9DtrUe9HM7uY5Prw+rkL/MRkLvzCwk3wYOT1QGP1ycyupQ/xsR88+LY5/ArpYPhv8xh8+7zQoqutGfm8DeDzJH8MP8HYAb5fWhbeEHwdHij+D7wX1BVm9kZOdl3B/Nbbj4XvfX94MOc98M80H97IfQx+Z8G/AFxtve8t3mgZvxP2M5+C/3YrotoEQu0qzz/DfvdT8Pq0HvzY/Ta8rk4GcIaZ3ZafS98Ix/1d4ZOsHALfNwyDn0Q+Ad/vTzKz6VX3+33keAD7wC/+rQEv/5lxAjP7FsnL4cfIbeH7+mQ/fwWAU63aREBtZWavw2cq/zj8N9gU3kZ4Cd7GOx3AuWZmDe7Xvh96WH8GPpTNe+AnqK/Bf9srAfzJet5mtyDJGvKgtAeumb1D8jZ4uyVReWIWM/sVyevhAYnx8CDOTHjb5xp43WtVb9OGmPfE3RG1nrij4D1xt6/a/szJd07oFbRjWDQPxd/1ZNTfKj6l2ffOKMt0klvAxwT8ELyn6XD0v7s2T0f92NcvwHt0VmZmT4fv4lD4kCnrwts2L8InYD0HwNnh92tJoXvDzL4Yzu0+D+8Isyy87fQ0/ELWqWb2FH1irEbzng/vgZycO46Bn5fMht/N9Xd4m7Vlw+2ZD1G3O8lN4W3McfDei8vA26/TAfwX3oa6CsC15mNK9ykzey43UkUAACAASURBVJ3kz9DgZMlmdiTJf8K3tW3gbZ3X4N/n2QD+bGazuqFuNarV9SWci20IbxfuDv++VoIHz9+GB0Ifhp9vXGFmd7T2EzXGfD6MT5H8DbxtsgP8zo0h8NjFQ/Bt8k+hHdOJMv6S5InwixZj4cHTteHHtWRc2Rnwtve98POUC6qce5nZz+nDwn0O3jN1JVQ4t2jX7xyO3bvAz8UOgp9brADfh9wDbwOfbSFam7H+VfQ5SnaGt4mTXslLw89R34Dvi24GcKaZ3ZOVT6swp5wiAiB05/9z+Pd0M5vQudJIf0dyEmpDUXzSzCZ1rjQiIiIiIiIiCwaSe8I75AF+R/CenSxPq3V8EjMRERERERERERERyaYAroiIiIiIiIiIiEiXUgBXREREREREREREpEspgCsiIiIiIiIiIiLSpRTAFREREREREREREelSCuCKiIiIiIiIiIiIdCmaWafLICIiIiIiIiIiIiIZ1ANXREREREREREREpEspgCsiIiIiIiIiIiLSpRTAFREREREREREREelSCuCKiIiIiIiIiIiIdCkFcEVERERERERERES6lAK4IiIiIiIiIiIiIl1qUKcLICLSCiQHA9gg/PsygHkdLI6IiIiIiHTOQADLh+f3mdnsThZGRKS3FMAVkQXFBgDu6HQhRERERESkq2wB4M5OF0JEpDc0hIKIiIiIiIiIiIhIl1IPXBFZULycPLn99tux0kordbIsIiIiIiLSIc8//zy23HLL5N+Xi9KKiPQHCuCKyILi3TFvV1ppJYwcObKTZRERERERke6guTFEpN/TEAoiIiIiIiIiIiIiXUoBXBEREREREREREZEupQCuiIiIiIiIiIiISJdSAFdERERERERERESkSymAKyIiIiIiIiIiItKlFMAVERERERERERER6VIK4IqIiIiIiIiIiIh0KQVwRURERERERERERLrUoE4XQERERERERET6sTfeAKZNA958Exg6FBg5Ehg2rNOlEhFZYKgHroiIiIiIiIg0xgyYPBnYZx9gmWWA9dYDttrK/y6zDLDvvv66WadLKiLS7ymAKyIiIiIiIiLV/fvfwAYbADvsAPz978C8efWvz5sHnH++v77BBp5eRESapgCuiIiIiIiIiFRz9dXA2LHAAw9US//AA57+6qvbWy4RkQWYArgiIiIiIiIiUu7f/wb22gt4663G1nvrLV9PPXFFRJqiAK6IiIiIiIiIFDMDDj648eBt4q23gEMO0Zi4IiJNUABXRERERERERIpNmVJ92IQ8998PXHddS4ojIrIwUQBXRERERERERIr97nfdlY+IyEJEAVwRERERERERyffGG8CFF7Ymrwsu8PxERKQyBXBFREREREREJN+0acC8ea3Ja9484NlnW5OXiMhCQgFcEREREREREcn35putzW/GjNbmJyKygFMAV0RERERERETyDR3a2vyWXLK1+YmILOAUwBURERERERGRfCNHAgMHtiavQYOAVVZpTV4iIgsJBXBFREREREREJN+wYcBee7Umr7328vxERKQyBXBFREREREREpNhhh3VXPiIiCxEFcEVERERERESk2PjxwHrr9S6P9dcHxo1rSXFERBYmCuCKiIiIiIiISDESOOMMYMiQ5tYfMgQ4/XTPR0REGqIAroiIiIiIiIiU23RT4MILGw/iDhni6226aXvKJSKygFMAV0RERERERESq2Xln4Prrqw+nsP76nn7nndtbLhGRBZgCuCIiIiIiIiJS3aabAvfdB0yeDOyzDzBwYP3rgwYB++7rr997r3reioj00qBOF0BERERERERE+hnSJzYbPx544w3g2WeBGTOAJZcEVlkFGDas0yUUEVlgKIArIiIiIiIiIs0bNkwBWxGRNtIQCiIiIiIiIiIiIiJdSgFcERERERERERERkS6lAK6IiIiIiIiIiIhIl1IAV0RERERERERERKRLKYArIiIiIiIiIiIi0qUUwBURERERERERERHpUgrgioiIiIiIiIiIiHQpBXBFREREREREREREupQCuCIiIiIiIiIiIiJdSgFcERERERERERERkS6lAK7IAoDkciS/RvImki+QnE3yOZK3kfwpyTEV8hhD8kySU0nOIvk8yStI7tdgWfYjeWVYf1bI70ySWzf/CUVEREREREREFk6DOl0AEekdkvsC+D2AZVMvrRQeWwJYE8CeBXl8F8CxqL+oMyI8PkDyAAAfM7NZBXksBuA8AB9OvbRaeBxAcqKZHV/lc4mIiIiIiIiIiHrgivRrJA8GcA48ePsSgOMA7AxgMwAfAvAlAFcDeKcgj8+E9QYAeBzAp+FB3z0BTA7Jdgfwp5LinIpa8HZyWH/LkN/jIf/vhfcTEREREREREZEKaGadLoOINIHkOgDuBjAYwA0Adjez13PSLmpmczKWDwfwJIDhAJ4GsJmZvRK9PhDAhfAALgCMM7PrM/IZB2BK+PcfAPYys3nR68sBuAvAqgCmA1jdzF5r6AOXIDkSwDMA8Mwzz2DkyJGtzF5ERERERPqJadOmYdSoUcm/o8xsWifLIyLSW+qBK9J//RoevH0FwN55wVsAyAreBp+FB28B4Otx8DasNw/AYQCSYOzROfl8LfydB+CwOHgb8nkFwNfDv0vDe+WKiIiIiIiIiEgJBXBF+iGSawPYMfz7m3TgtQHJuLhvALggK0G4Wv2v8O/OJIemyjI0KsvVBVe3LwjvAwB7N1leEREREREREZGFigK4Iv3TvtHz85InJJcmuSbJ9IRmPZBcFD5GLQDcUtBLFwCuC38HA9gi9dqWYXmcroeQ/63JOiQXKSujiIiIiIiIiMjCTgFckf5p6/D3dQAPkTyQ5H8A/A/AowBeIfkEyWPTPWYjawIYFJ4/XPJ+8evrpF5bJyddUT6DwvuLiIiIiIiIiEiBQeVJRKQLrRv+ToWPhXt4Rpr3AJgIYB+SHzCz51Kvj4qelw3q/0zOer3N58GS9O8Kk5QVGVE1LxERERERERGR/kIBXJH+aZnwd20AGwF4DcAxqI0zuwGA7wHYFcD6AM4juZ2ZzY/yWDJ6/mbJ+70VPU/36G1VPmWeKU8iIiIiIiIiIrJg0RAKIv3TkPB3MIB5AHY1s1PM7GUzm21mdwL4MIDLQ7pt0HPisMWi50Xj3wLA7Oj54m3KR0REREREREREUtQDV6R/moVaEPc8M7s1ncDM5pM8Gt4LFwD2B3B+Ko/EoiXvNzh6/nZGWVqRT5n00A1pIwDc0WCeIiIiIiIiIiJdTQFckf5pBmoB3MvzEpnZAySfBbAKgC0y8kiUDWcwJHqeHiahVfkUMrPC8XVJNpKdiIiIiIiIiEi/oCEURPqneDzYqhOHrZBaHq9XNkFY3Ps1PRZtq/IREREREREREZEUBXBF+qcHoucDS9Imr89NLX8UPn4u4JOhFYlffyj12oM56YrymQvgsZK0IiIiIiIiIiILPQVwRfqn66Pna5SkXT38fTZeaGZzANwe/h1Dsmj82nHh72wAd6ZeuwO1ycvGIUfIf+tknfD+IiIiIiIiIiJSQAFckf7pEgDvhOd75yUiOQ7AsuHfGzKSXBT+DsvLh+RIADuFf68xs3jMW4T/rwn/7hTSZ9k7vA8AXJhXZhERERERERERqVEAV6QfMrNXAfwp/Lszyf3SaUguCeDEaNEpGVn9CcDr4fmPSC4bv0hyIIDfoTYMw89yipQsHwTgt2G9OJ/lAPw4/PtaVHYRERERERERESmgAK5I/3UsgKfD8zNJ/prk9iQ3IzkBPjzCxuH135vZHekMzOx/AL4e/l0NwG0kP0lyc5J7ALgawO7h9b+a2eSsgpjZtQDOCf/uAeBqknuEfD4J4FYAq4bXjzGz6c1+aBERERERERGRhQnNrNNlEJEmkVwHPpzCewuSnQbgUDN7Jy8ByeMAfAcAc5JcBuCjZjarII/FAZwPYLecJPMBHG9mEwvK2rQwdMMzAPDMM89g5Mi8kRxERERERGRBNm3aNIwaNSr5d5SZTetkeUREeks9cEX6MTN7CN7L9mgAtwH4H3xCsWkA/gZgBzP7dFHwNuRzLIBtAZwND4LOAfASvAfuAWb2oaLgbcjjbTP7EIADw3ovhXyeCflu267grYiIiIiIiIjIgko9cEVkgaAeuCIiIiIiAqgHrogseNQDV0RERERERERERKRLKYArIiIiIiIiIiIi0qUUwBURERERERERERHpUgrgioiIiIiIiIiIiHQpBXBFREREREREREREupQCuCIiIiIiIiIiIiJdSgFcERERERERERERkS6lAK6IiIiIiIiIiIhIl1IAV0RERERERERERKRLKYArIiIiIiIiIiIi0qUUwBURERERERERERHpUgrgioiIiIiIiIiIiHQpBXBFREREREREREREupQCuCIiIiIiIiIiIiJdSgFcERERERERERERkS6lAK6IiIiIiIiIiIhIl1IAV0RERERERERERKRLKYArIiIiIiIiIiIi0qUUwBURERERERERERHpUgrgioiIiIiIiIiIiHQpBXBFREREREREREREupQCuCIiIiIiIiIiIiJdSgHc/2fv3sPsrMt7/79vEoGQZFoDIpvMKMphAwF3TTmqJBFF8FAlClhtOQiIGsTKbhW0unvQ/twi/W0RoQiyBaxVW0jEA9RG5SBUKxoUiXIUdCZ44NgcDMQM9/7jeaZZLGadZtZkHeb9uq51Pd9nPd/nXvcK13DBZ775PpIkSZIkSZLUpQxwJUmSJEmSJKlLGeBKkiRJkiRJUpcywJUkSZIkSZKkLmWAK0mSJEmSJEldygBXkiRJkiRJkrqUAa4kSZIkSZIkdSkDXEmSJEmSJEnqUga4kiRJkiRJktSlDHAlSZIkSZIkqUsZ4EqSJEmSJElSlzLAlSRJkiRJkqQuZYArSZIkSZIkSV3KAFeSJEmSJEmSupQBriRJkiRJkiR1KQNcSZIkSZIkSepSBriSJEmSJEmS1KVmdroBSZIkSZrW1q6FkRFYvx7mzIHBQRgY6HRXkiSpS7gCV5IkSZK2tky47jo45hiYNw8WLICDDy6O8+bBsccW1zM73akkSeowA1xJkiRJ2ppWrYL994fDD4erroLR0adeHx2FK68sru+/fzFfkiRNWwa4Uo+KiGzydX0TtY6KiOURMRIRT5TH5RFxVAv9zIyIt0XEjRHxYERsjIh7IuKiiNh3Ul9WkiSpX6xcCYsWwerVzc1fvbqYv3Ll1PYlSZK6lgGuNI1F4VPAtcBSYD6wbXlcClwbEZ+KiGhQZ0fgJuAi4DBgJ2B7YHfgbcCqiDh5yr6IJElSL1i1CpYuhQ0bWrtvw4biPlfiSpI0LfkQM6n3/QNwYZ3r9f4P4cPAaeX4VuAc4F6K4PW9wAvL6w8CHxivQETMAJYDB5dvLQcuAR4p3/sAsDNwcUSsycyvN/5KkiRJfSYTTjih9fB2zIYNcOKJcNttUP9365Ikqc8Y4Eq97zeZeXurN0XEHhQhLcD3gUWZubE8vyUivgzcABwAnBURn8nMe8cpdTywqBxfmJmnV1z7XkRcC/wAGADOj4h9M3Nzq/1KkiT1tOuvb37bhFpuvx1uuAGWLGlHR5IkqUe4hYI0fZ3Jll/inFER3gKQmb8FzihPZwLvrlHnPeXx0YpxZZ17gI+Up3sCr5tEz5IkSb3pwnp/YaoDdSRJUs8wwJWmoXJP27Eg9Y7M/O5488r37yxPj67eCzci9gTGHlD2xTL0Hc9lFePXT6hpSZKkXrV2LaxY0Z5ay5cX9SRJ0rRhgCtNT8+jeFAZFNsk1DN2fRDYreraYePMe5rM/BVwV3n6kuZalCRJ6hMjIzA62p5ao6OwZk17akmSpJ5ggCv1vmMj4s6I2BgR6yLi7oi4PCJeWueefSrGdzSoX3l9n6prE6kzFBGzG8yVJEnqH+vXt7feunXtrSdJkrqaDzGTet++Ved7lK8TIuJLwEmZ+Z9Vc4YqxiMN6g/XuG+idYJiNe+ddeY+TUQMNpiySyv1JEmStpo5c9pbb+7c9taTJEldzQBX6l2/Bb4MfJNidet64FnAYuDtwI7A0cDVEXFEZv6u4t7K/+pvtCRkQ8W4+v8+2lWnGcONp0iSJHWhwUGYMaM92yjMnAnz5zeeJ0mS+oZbKEi9a35mvikzP52ZN2XmDzNzZWZ+AFgA3FrOWwy8o+re7SvGmxp8zhMV41lTVEeSJKl/DQzA0qXtqbV0aVFPkiRNGwa4Uo/KzMfqXPs1cAxbQtUzqqY8XjHetsFHbVcx3jhFdZox1OB14ARqSpIkbR3LlnVXHUmS1DPcQkHqU5n5s4hYCbwa2CMids3MB8rLlU++aLSdQeUDx6q3Saiu8zi11avTUGbW3WM3IlotKUmStPUsWQILFsDq1ROvsd9+sHhx21qSJEm9wRW4Un/7ScW4crO0yjC00cPBKh9UVr0P7UTqJI0feCZJktRfIuCKK2D27MZzxzN7Nlx+eVFHkiRNKwa4Un+r9V/4lcHu3g1qVF7/aRvqDGfmhrozJUmS+tHChbBiResh7uzZxX0LF05NX5IkqasZ4Er9bd+K8QMV4/sqzhv9PbxF5XENcH/VtZsqxjXrRMQuwF7l6c0NPk+SJKl/HXEE3HhjsZ1CM/bbr5h/xBFT25ckSepaBrhSn4qI5wNj/6X/s8xcM3YtMxO4ujzdOyIOqVHjELasnL26vO+/ZOZdbFmVe1xE7FCjnZMqxiua/hKSJEn9aOFC+PGP4brr4JhjYMaMp16fOROOPba4ftttrryVJGma8yFmUg+KiD8Crs3MzTWuPxu4EnhG+dYF40z7OPBWin8PnB8RizJzY0WNWcD55enmcv54zgUuBeYB5wDvrOpld+B95em9GOBKkiQVe9kuWVK81q6FNWtg3TqYOxfmz4eBgU53KEmSuoQBrtSbzgeeERFXAd+h2NpgI7ATsAR4O7BjOfcmxglwM/OuiDgXOBs4ALg5Ij5KEbLuDpwFvLCc/rHMvLtGL5cDJwMvBk4vt0u4BHgUOAj4IDAAPAmcUSt0liRJmrYGBgxsJUlSTVH1N6Il9YCIuB94bhNTrwJOzczHatTZhiJsPblOjUuB0zLzyTr97ARcAxxYY8om4J2ZeUkTPU9IRAwCwwDDw8MMDg5O1UdJkiRJ6mIjIyMMDQ2NnQ5l5kgn+5GkyXIFrtSbTqR4aNihwPMpVt4OAOspQsx/By7PzO/UK1KGsqeUK3lPowhgdwIeAm4BPpWZ1zZqJjMfiogXUWzJ8GZgH2A2xYPSvgmcl5mrJ/A9JUmSJEmSpjVX4ErqC67AlSRJkgSuwJXUf7bpdAOSJEmSJEmSpPEZ4EqSJEmSJElSlzLAlSRJkiRJkqQuZYArSZIkSZIkSV3KAFeSJEmSJEmSupQBriRJkiRJkiR1KQNcSZIkSZIkSepSBriSJEmSJEmS1KUMcCVJkiRJkiSpSxngSpIkSZIkSVKXMsCVJEmSJEmSpC5lgCtJkiRJkiRJXcoAV5IkSZIkSZK6lAGuJEmSJEmSJHUpA1xJkiRJkiRJ6lIGuJIkSZIkSZLUpQxwJUmSJEmSJKlLGeBKkiRJkiRJUpcywJUkSZIkSZKkLmWAK0mSJEmSJEldygBXkiRJkiRJkrqUAa4kSZIkSZIkdSkDXEmSJEmSJEnqUga4kiRJkiRJktSlDHAlSZIkSZIkqUsZ4EqSJEmSJElSlzLAlSRJkiRJkqQuNbPTDUi9LCJ2AuYDzwJ2BDYCD5avn2Xmkx1sT5IkSZIkST3OAFdqQUTMBV4HLAEOA/aoM31DRHwX+DbwtcxcNfUdSpIkSZIkqZ8Y4EpNiIg/BP4MeAOw/djbDW6bA7ysfP11RNwJXABclpkbpqpXSZIkSZIk9Q8DXKmOMrj9MPCKsbfK4y+BW4AfAL8BHgEeBWYB84BnAnsBBwIvAJ4B7A18giLM/RhwXmY+sXW+iSRJkiRJknqRAa5UQ0R8BjieLQ/7WwV8DrgqM3/RQp1tgUXAm4GlFHvlfgR4R0Qcn5k3tbVxSZIkSZIk9Y1tGk+Rpq0Tgc3AJcDemXlAZv6fVsJbgMzclJnfyMyTgV2AE4A7gecCh7e7aUmSJEmSJPUPV+BKtf0D8JHMHGlXwXLLhH+MiM8BxwIz2lVbkiRJkiRJ/ccAV6ohM0+fwtoJ/PNU1ZckSZIkSVJ/cAsFSZIkSZIkSepSBriSJEmSJEmS1KUMcCVJkiRJkiSpS7kHrtSiiJgHPJmZj7Vwzw7AAQCZeeNU9SZJkiRJkqT+4gpcqQkRsWtEXBIRDwMPAg9HxC8j4ryI2KWJEs8Drge+NZV9SpIkSZIkqb8Y4EoNRMT+wCrgZOCZQJSvZwPvBO6MiOObLTclTUqSJEmSJKkvGeBKdUTE9sCVwM4U4esvy/OvAA+V780FLouICzrVpyRJkiRJkvqTAa5U3wnAnkAC/z+wW2Yel5mvA3YFzgD+kyLIfXtEfD4iZnSsWyAizomIrHgtaeKeoyJieUSMRMQT5XF5RBzVwufOjIi3RcSNEfFgRGyMiHsi4qKI2HdSX0qSJEmSJGmaMsCV6ltaHv8tM/8iM383diEzN2fmBcAfArdRhLjHAV+KiO22fqsQEf8DOLOF+RERnwKupfiu84Fty+NS4NqI+FRE1N36ISJ2BG4CLgIOA3YCtgd2B94GrIqIk1v/RpIkSZIkSdObAa5U3x9QrL69pNaEzPwZcChFCBrAqyiCz9lbpcNSRGxD0edM4DdN3vZh4LRyfCvwJuCg8nhr+f5pwIfqfO4MYDlwcPnWcuCV5fm7yl62Ay6OiCOb7EuSJEmSJEkY4EqNzCuP99ablJkbgdcC/0QR4i4GvhERvz+17T3Fu4ADgTuASxtNjog9gPeWp98HXpyZX8jMWzLzC8BLyvcBzoqI3WuUOh5YVI4vzMw3ZOa/Zub3MvN84MXAWmAGcH5EzJzIl5MkSZIkSZqODHCl+p4oj3MbTczM0cz8U4ptBIJiJet1EbHTFPYHQEQMsWWV7DuATU3cdibFal2AM8oQ+r9k5m8p9vilnPfuGnXeUx4frRhX1rkH+Eh5uifwuiZ6kyRJkiRJEga4UiM/L4/7NHtDZi4DPkYR4r4AuJFiT9mpdCEwB7g8M69vNLnc03YsSL0jM7873rzy/TvL06Or98KNiD2BsQeUfbEMfcdzWcX49Y36kyRJkiRJUsEAV6pvFUUQe0QrN2XmWcD/Ku/978AX299aISKOA14DPMI4K2BreB5bQuUbGswduz4I7FZ17bBx5j1NZv4KuKs8fUlzLUqSJEmSJMkAV6rvuvL4RxGxYys3ZuaHKbYpABhoa1elco/d88rTszLzwSZvrVxRfEeDuZXXq1ciT6TO0NZ+wJskSZIkSVKv8mFCUn1fBUaBbYE/B97fys2ZeV5ErAUupniIV7udA+wC/DtNPLiswlDFeKTB3OEa9020TlCs5r2zztyniYjBBlN2aaWeJEmSJElSLzDAlerIzIci4h3As4ENE6zxmYh4BDi6nb1FxEuAU4HNwNszM1u4vfKhbOsbzK383nOmqE4zhhtPkSRJkiRJ6i8GuFIDmfnpNtS4Gri6De0AEBHbUqzqDeD/ZOaPWyyxfcV4U4O5T1SMZ01RHUmSJEmSJI3DAFfqTe+n2H/2F8DfTOD+xyvG2zaYu13FeGODOo9TW706zajevqHaLsAtE6grSZIkSZLUtQxwpR4TEXsD7ytPz8jMiWztsK5i3Gg7g8oHjlVvk1Bdp16AW69OQ5lZd4/diGi1pCRJkiRJUtczwJV6z5kUq11/BuwQEX88zpz9KsaHR8TYA76+Uga+lWFoo4eDVa58rd6HtrrOQ03USRo/8EySJEmSJEkY4EoTFhG7ZuYDHfjosa0Ing98von5H6wYP4/iYWI/qXhv7wb3V17/adW16jo/bKLO8ARXDUuSJEmSJE0723S6AakXRcRewM2d7mMS7gPGwufFDeYuKo9rgPurrt1UMa5Zp1wBvFd52st/bpIkSZIkSVuVAa7Uooh4IfBt4Dmd+PzMPCkzo96Lpz7Y7KUV1+4vayRwdXl974g4ZLzPKt8fWzl7dXlfZS93sWVV7nERsUONtk+qGK9o9rtKkiRJkiRNdwa4UgsiYglwHfCs8tjLPg5sLsfnR8Ssyovl+fnl6eZy/njOLY/zgHOqL0bE7mx56Nq9GOBKkiRJkiQ1zQBXalJEHA1cAwwA3wFe29mOJqdcPTsWvh4A3BwRb4yIAyLijRRbHRxQXv9YZt5do9TlbNkW4fSIuDIijoyIgyLincC/U/yZPQmckZmba9SRJEmSJElSFR9iJjUhIk4GLqL4mbkVeGVm/razXbXFXwI7AycDLwS+MM6cS4EP1CqQmaMV4faBwBvKV6VNwDsz89p2NC1JkiRJkjRduAJXaiAi3gtcQhHe/hR4RWau7WxX7ZGZT2bmKcCrKfbEfYAibH2gPH9VZp6amU82qPMQ8CJgGcWDzR4GHgd+RvFntzAzL5myLyJJkiRJktSnouqZRJIqRMQ5wJ8DQRFGHpaZv+xsVxpPRAwCwwDDw8MMDg52uCNJkiRJnTAyMsLQ0NDY6VBmjnSyH0maLLdQkOr7i/K4BjjC8FaSJEmSJElbk1soSI0l8I3MvK/TjUiSJEmSJGl6McCV6vslxfYJJ0TEhzvdjCRJkiRJkqYXA1ypvhcD91KEuO+LiLM73I8kSZIkSZKmEQNcqY7MvJ8ixP0RRYj7dxHxzo42JUmSJEmSpGnDAFdqIDN/AywGvk0R4n48Ik7sbFeSJEmSJEmaDgxwpSZk5lrgFcBXKX5uPh0Rx3S2K0mSJEmSJPU7A1ypSZn5BLAU+CwwA/jHznYkSZIkSZKkfmeAK7UgM0cz80Tg48AzOt2PJEmSJEmS+tvMTjcg9aLM/J8R8WCn+5AkSZIkSVJ/cwWuNEGZKe2EVAAAIABJREFU+ZFO9yBJkiRJkqT+ZoArSZIkSZIkSV3KAFeSJEmSJEmSupQBrrQVRYQ/c5IkSZIkSWqaYZLUooj4UETMmMB9uwM3TUFLkiRJkiRJ6lMGuFLr/hK4uQxkmxIRpwC3AgdPWVeSJEmSJEnqOwa40sQcCPywDGZriogdI2I5cDEwB3h8azQnSZIkSZKk/mCAK7XuTOAJYDZwcUQsj4gdqydFxJHAj4HXAQH8iCL4lSRJkiRJkppigCu1KDPPAw4AbqMIZl8H3BYRRwBExHYRcT5wDbALkMC5wEGZ+ZPOdC1JkiRJkqReZIArTUAZxB4I/H351n8D/jUiPgWsApZRhLvDwMsz872Z+buONCtJkiRJkqSeZYArTVBm/i4z3wO8nCKoDeBUYJ9yyueBF2Tm9Z3pUJIkSZIkSb3OAFeavLuBn1NslUB5XAtcnJn/2bGuJEmSJEmS1PMMcKVJiIjjKB5O9mKKFbh3l8cB4BsR8ZGImNnBFiVJkiRJktTDDHClCYiIORFxOcU2Cc8ENgNnU2yf8BrgN8AM4L3Af0TE3p3qVZIkSZIkSb3LAFdqUUS8iGLV7Z9SrLa9Ezg0M8/JwjXA/sBXy+t/APwgIk7vVM+SJEmSJEnqTQa4UutuBHajCGcvBhZm5qrKCZn5UGa+FlgGbARmAZ+IiGu2cq+SJEmSJEnqYQa4Uuu2AR4GXpeZb8/MjbUmZuZFwELgBxSB75Fbp0VJkiRJkiT1AwNcqXVfB/bPzK80Mzkz7wIOBT4C5FQ2JkmSJEmSpP4ys9MNSL0mM185gXs2A3/pFgqSJLXZ2rUwMgLr18OcOTA4CAMDne5KkiRJahtX4EpbUWbe3OkeJEnqeZlw3XVwzDEwbx4sWAAHH1wc582DY48trqd/8UWSJEm9zwBXkiRJvWPVKth/fzj8cLjqKhgdfer10VG48sri+v77F/MlSZKkHmaAK9UQEYNb4TN2nerPkCSpb6xcCYsWwerVzc1fvbqYv3Ll1PYlSZIkTSEDXKm2uyPigqkIciPijRFxO3Bqu2tLktSXVq2CpUthw4bW7tuwobjPlbiSJEnqUQa4Um3bAG8H7omIKyLiyIiY8M9MRDwnIs6KiDuAfwL2BZ5oU6+SJPWvTDjhhNbD2zEbNsCJJ7onriRJknqSAa5U2wLga8C2wJ8A1wBrIuKiiDgpIhZERNS6OSJ2iohXRsRfRcSNwM+A/w/YC3gIWAZ8bMq/hSRJve7665vfNqGW22+HG25oSzuSJEnS1jSz0w1I3Soz7wFeGxGHAB8EjgKeDby1fAFsioiHgUfL1yxgHvBM4Pcqyo0Fvb8CzgM+mZkTXEYkSdI0c+GF7auzZEl7akmSJElbiQGu1EBmfhd4dUTsCZwCHAs8r7y8HbBr+Uq2BLWVngC+CXwWWJ6Zv5vypiVJ6hdr18KKFe2ptXx5UW9goD31JEmSpK3AAFdqUmbeDZwNnB0RzwEOA14EDALPolh5+zjwYPn6MfBt4HuZuakjTUuS1OtGRmB0tD21RkdhzRoDXEmSJPUUA1xpAjLzF8DnypckSZoq69e3t966de2tJ0mSJE0xH2ImSZKk7jVnTnvrzZ3b3nqSJEnSFDPAlSRJUvcaHIQZM9pTa+ZMmD+/PbUkSZKkrcQAV5IkSd1rYACWLm1PraVL3f9WkiRJPcc9cKVJiIhtgH2B5wNzgYZLhDLzijZ87gDwKuBA4ABgPsWD1GYBjwE/Aa4BLs3Mh5uodyiwjOLBbLsAjwI/Ai7LzC+00NcfA28BXgA8E/gVxYPcLsjM7zZbR5Kkp1i2DK68sj11JEmSpB4TmdnpHqSeExGzgA8AbwV2bOHWzMxJ/+IkIl4OrGxi6kPAn2bm1+vU+l/AX1F7Rf5XgOMy8/E6NbYH/gV4TY0pTwJ/nZkfaqLnCYmIQWAYYHh4mMHBwan6KEnS1pYJ++8Pq1dPvMZ++8Ftt0FE+/qSJHWlkZERhoaGxk6HMnOkk/1I0mS5hYLUojK8/RZwNrATEC2+2mUYuAL4M+D1wKHAi4E3UoSpo2V/X46IF9T4LqcCf0Px74J7gVOAg4CjgevKaX8EfLpBL5eyJby9rrz/oLLevWX9vy0/T5Kk1kTAFVfA7NkTu3/2bLj8csNbSZIk9SRX4Eotioj3Ax8uT28HPgn8AHiEYqVpXZn58zb0MCMzRxvMORpYUZ4uz8w3VF3/feA+4PeBXwB/mJkPVX5Gef8flW8tzswbx/mcxcD15elXgKWVvUXEThR/Ps+h2Jrh+Zn5WJNftWmuwJWkaWDlymIf2w0bmr9n9mxYsQKOOGLq+pIkdRVX4ErqN67AlVr3xvL478ABmXlxZv4gM+/LzJ83erWjgUbhbTnnS8Ad5emicaa8lSK8BTirMryt+IxlFCt5Ad5T46PeWx5HgWXVvZV1zypPn0mxKleSpNYdcQTceCMsWNDc/P32K+Yb3kqSJKmHGeBKrdsdSOCczNzU6WYaGFuitP04144uj2uB5ePdXP6m+hvl6RERMafyenn+svJ0ZZ3fbC8vPweK7R4kSZqYhQvhxz+G666DY46BGVXPD505E449trh+223FfEmSJKmHTfphStI0tAmYRbHtQNeKiH2APyhP76i6ti3FHrUA32kQRN8AHAlsBxzIlr1xKWtsVzFvXJm5KSK+C7wCOCginpGZv2v2u0iS9BQRsGRJ8Vq7FtasgXXrYO5cmD8fBgY63aEkSZLUNga4UuvuAA4Gdul0I9UiYgdgPsW+te8FxpYlnVc1dU+2/PzfQX2V1/fhqQHuPjXm1arzivJz9wR+0mC+JEmNDQwY2EqSJKmvGeBKrbsMOAQ4FvjXzrYCEXES8Jk6U84FPlf13lDFuNGG/sM17ptsnZYC3PIhZfV0XaAuSZIkSZI0WQa4UusuoXiQ2QkR8Y3M/HynG6rhh8DbM/M/xrk2t2K8vkGdykd9z6m61q46zRhuPEWSJEmSJKm/GOBKrRsCzgAuBv4xIpYC/0SxRcBvG92cme3eO/dLwPfL8SyKh6wdBywFPhcR787Mr1bdU/lQs0YPYnuiYjxriupIkiRJkiRpHAa4UuvuB7IcB/CG8tWMpM0/d5n5GPBYxVu3AF+IiOOBy4GrI+KUzLysYs7jFeNtG3zEdhXjjVXX2lWnGdXbN1TbheK7S5IkSZIk9Q0DXGliosa4a2TmZyPiNRSrcT8ZEVdn5qPl5XUVUxttZzC7Yly9TUK76jSUmXX32I3oyn8MkiRJkiRJk2KAK7XuLZ1uoAVXUwS4s4FXUmz1AE994Fijh4NVrnyt3oe2us73qa1eHUmSJEmSJI3DAFdqUWZe3ukeWvBgxfi5FeO7gFFgBrB3gxqV139ade0nNebVq7MZuKfBXEmSJEmSJAHbdLoBSVNqfsX4v7YtyMxNwPfK00Mjot7+tYvL4xM8fYXtLWx5eNliaijrHzJ2T/n5kiRJkiRJasAAV+pvx1aMf1x17UvlcQB4/Xg3R8Qg8PLy9JuZWbnnLeX5N8vTl5fzx/P68nMAVjTRtyRJkiRJkjDAlXpSRJwUEds3mHMm8Kry9H7gpqopnwb+sxz/74jYser+GcCFFNssAJxb46PG3p8JXFDeV1lnJ+Cj5elj5edKkiRJkiSpCe6BK01CRMylWKH6P4CdgFlA1LklM/OUNnz0XwN/HxFXUQSz91JskTAX2B/4E+DF5dxNwFszc3NVI49ExFnARRT74/5HRPwdxUrdXYF3Ay8tp38+M6+r8YW+FRFfAP4YeC2wMiI+DjxQ9vKXwHPK6Wdn5qOT/O6SJEmSJEnTRmRmp3uQek5EbAN8EPhzYHazt1EEuDMazmz8+ffz1IeS1TICnJyZK+vU+huK71IreL4GeENmPl6nxizgSras+K32JPChzPzrJnqekHL7hmGA4eFhBgdr7eYgSZIkqZ+NjIwwNDQ0djqUmSOd7EeSJssVuNLEXEaxyjWAUeBhYGcgKULTZwJzyrkJPAT8to2f/zKKlb8vBfYBng3sCDwO/Br4IfBV4J8zs+7nZuZfRcTXgdOBw8pajwE/Aj6TmZ9v1ExmbgReHRFvBk6iWJH8+2Uv3wY+mZnfaf1rSpIkSZIkTW+uwJVaFBFHAtdSBLOXU6zCnQ/cRsUK24jYC3gH8E6KLQ6Ozsw7OtL0NOAKXEmSJEngClxJ/ceHmEmte0t5XJ2ZJ5d7uj7tNyGZeVdmngksBXYHromI39uKfUqSJEmSJKnHGeBKrTuEIrC9oJnJmflVipW6zwXeNYV9SZIkSZIkqc8Y4Eqt27k83lXx3ujYICK2G+eeKyn2y106hX1JkiRJkiSpzxjgShP3SMV4XcV45+qJwG/K425T1o0kSZIkSZL6jgGu1Lpfl8d5Ve9tKscvGOee55TH7aeqKUmSJEmSJPUfA1ypdT8uj/uOvZGZm4Fby9O3PO0OeFt5/PkU9iVJkiRJkqQ+Y4Arte56iv1sX171/j+W7y+NiCsi4tURcWxEfAU4kuLBZ1dv1U4lSZIkSZLU0wxwpdatKI9HRcSzK97/FLCKIsT9E+DLwBeAV5XXfwF8dGs1KUmSJEmSpN5ngCu1KDPvA54P7AesrXh/M3AE8DlgM0WQG+XlrwGHZeajW7dbSZIkSZIk9bKZnW5A6kWZeX+N9x8Fjo+IZcCeFD9j92TmI1uxPUmSJEmSJPUJA1xpCmTmOortFCRJkiRJkqQJcwsFSZIkSZIkSepSrsCVJiEitgGWAIcCuwA7AB/IzF9WzNmW4mdtNDOf6ESfkiRJkiRJ6k0GuNIERcSrgU8Au1Vd+nvglxXnpwCfBNZHxK6ZuWHrdChJkiRJkqRe5xYK0gRExKnAl4HnAQE8XB7HcynwGDAHWLpVGpQkSZIkSVJfMMCVWhQRewAXlKffAvbNzJ1rzc/MTcBVFAHvK6a+Q0mSJEmSJPULA1ypde8GngGsBl6VmXc0cc+3y+MfTFlXkiRJkiRJ6jsGuFLrXgYk8PFydW0z7i2Pz5maliRJkiRJktSPDHCl1g2Vxx+2cM/Yg8t2aHMvkiRJkiRJ6mMGuFLrsjzWemjZeJ5VHte2uRdJkiRJkiT1MQNcqXUPlMe9WrhncXm8v72tSJIkSZIkqZ8Z4Eqtu5Fi9e2bm5kcETsBb6NYufutKexLkiRJkiRJfcYAV2rdxeXxVRHxlnoTI2IQuAbYCRituFeSJEmSJElqyABXalFm3gJcRLEK99MR8S8RcVzFlBdExBsj4lLgTuAPKVbf/n1m3rP1O5YkSZIkSVKvmtnpBqQedQYwGzgeeH35Gnu42ecq5o096Owy4P1bqzlJkiRJkiT1B1fgShOQmaOZeSJwLHArRVA73usnwJsz8+TMzFr1JEmSJEmSpPG4AleahMy8CrgqInYFDgB2BmYADwO3Zua9nexPkiRJkiRJvc0AV2qDzHwA+HKn+5AktcnatTAyAuvXw5w5MDgIAwOd7kqSJEnSNOQWCpIkSQCZcN11cMwxMG8eLFgABx9cHOfNg2OPLa67I44kSZKkrcgVuFIdEbGo3TUz88Z215QkTdKqVXDCCbB69fjXR0fhyiuL14IFcMUVsHDh1u1RkiRJ0rRkgCvVdz3QzqVWiT93ktRdVq6EpUthw4bm5q9eDYsWwYoVcMQRU9ubJEmSpGnPLRSk5kQbX5KkbrFqVWvh7ZgNG4r7Vq2amr4kSZIkqeRKQKk5G4GrgZXAkx3uRZLUDpnFtgmthrdjNmyAE0+E226D8PdzkiRJkqaGAa5U3zpgLjALeCOwBPgn4LOZ+aMO9iVJmqzrr6+9522zbr8dbrgBlixpR0eSJEmS9DRuoSDV92zgTcA1wCiwC3AmsCoifhQRfxERu3ayQUnSBF14YXfVkSRJkqRxRGY7n88k9a+IeBbwZuB4YOzR40mxpcL1wBXA8syc4N/F1WRExCAwDDA8PMzg4GCHO5LU1dauhXnzYHR08rVmzIBHHoGBgcnXkiRJkzYyMsLQ0NDY6VBmjnSyH0maLFfgSk3KzAcz87zMPABYAHwUGAFmAC8DLgN+HRGfjYgjI9wQUZK61shIe8JbKOqsWdOeWpIkSZJUxQBXmoDM/Glmvi8znwscThHergN2AP6EYsuFNRHx0c51KUmqaf369tZbt6699SRJkiSpZIArTVJmXp+ZJ1Psj/tm4Fq27Jd7Rid7kyTVMGdOe+vNndveepIkSZJUMsCV2mdsP9wsX5KkbjU4WOxd2w4zZ8L8+e2pJUmSJElVDHClSYqIxRHxaeDXwOeBVwLPAH4JfKKTvUmSahgYgKVL21Nr6VIfYCZJkiRpyszsdANSL4qIfYDjKfa7HRx7G/gtsAK4AvhmZj7ZmQ4lSQ0tWwZXXtmeOpIkSZI0RVyBKzUpInaOiD+LiO8DtwNnAUMU2yV8CzgReHZmHp+ZK6c6vI2IhRHx/oi4NiKGI+KJiFgfEXdFxGURcViL9Y6KiOURMVLWGinPj2qhxsyIeFtE3BgRD0bExoi4JyIuioh9W/+WkjSFliyBBQsmV2O//WDx4ra0I0mSJEnjiUy36pRqiYjtgaMpVtseAcygWGkLRYj7WeBzmfnAVu7rBmBRE1M/C5yamZvq1ArgIuC0OnUuBt6edf6FERE7Al8DDq4x5QlgWWb+34ZdT0BEDALDAMPDwwwODja4Q5KAVatg0SLYsKH1e2fPhhtvhIUL29+XJEmasJGREYaGhsZOhzJzpJP9SNJkuYWCVN9vgNnlOIBfUexz+9nM/GHHuoKxp+U8APwL8G3gFxQB86HAn5dzjqf4OX9znVofZkt4eytwDnAvsDvwXuCF5fUHgQ+MVyAiZgDL2RLeLgcuAR4p3/sAsDNwcUSsycyvt/RtJWmqLFwIK1YU+9i2EuLOnl3cZ3grSZIkaYq5AleqIyKepNgi4XHgy8C/AaOTqZmZV7Shr69S7LN7VWY+rZ+I2Am4GdirfGtRZn57nHl7AD+lCHm/X87bWHF9B+AG4ABgM7B3Zt47Tp2TgM+Upxdm5unjfM4PgAHgbmDfzNzcynduxBW4kiZl1So44QRYvbrx3P32g8svN7yVJKlLuQJXUr8xwJXqqAhw2yUzc6usfI+I1wBfKU8/kZl/Ns6cC4Cxp+8cmpnfHWfOIcB3ytNPZuYZ48xZDewLPAoMZuZvx5lzNvCR8vSYzLyqxa9UlwGupEnLhBtugAsuKFbXjlb8fmzmzGKV7rJlxZ63EbXrSJKkjjLAldRv3EJBaqxX/y/9+orx7tUXy71vX1ee3jFeeAuQmd+NiDuB/w4cHRHvqtwLNyL2pAhvAb44XnhbuowtAe7rgbYGuJI0aRHFg82WLIG1a2HNGli3DubOhfnzYWCg0x1KkiRJmoYMcKX6XtrpBiZh24rxk+Ncfx5b9tK9oUGtGygC3EFgN+C+imuHVc0bV2b+KiLuotjW4SUNPk+SOmtgwMBWkiRJUlcwwJXqyMxGwWY3W1wxvmOc6/s0uE6N6/vw1AC31Tp7AUMRMTszJ/DYd0mSJEmSpOnDAFfqQxGxDXB2xVv/PM60oYpxoz2hhmvcN9E6QbGa984G8/9LucdtPbs0W0uSJEmSJKlXGOBK/elM4KByvCIzvz/OnLkV4/UN6lWulJ0zRXUaGW48RZIkSZIkqb9s0+kGJLVXRCwG/nd5+hvgHTWmbl8x3tSg7BMV41lTVEeSJEmSJElVXIEr9ZGIWACsoPjZfgI4LjN/XWP64xXjbWvMGbNdxXhjgzqPU1u9Oo1Ub91QbRfglhZrSpIkSZIkdTUDXKlPRMTzgH8DngmMAm9q8BC2dRXjRtsZzK4YV2+TUF2nXoBbr05dmVl3f92IaKWcJEmSJElST3ALBakPRMSuwDeAXYEETs7MFQ1uqwxEGz0grHL1a/VetBOpkzR+4JkkSZIkSdK0Z4Ar9biI2AlYCTy/fOuMzLyiiVt/UjHeu8Hcyus/bUOd4czcUHemJEmSJEmSDHClXhYRvwd8Hdi3fOvszLygydvvAx4ox4sbzF1UHtcA91ddu6liXLNOROwC7FWe3txci5IkSZIkSdObAa7UoyJiB+BrwMLyrb/LzI82e39mJnB1ebp3RBxS43MOYcvK2avL+yrr3MWWVbnHlX2N56SKcaPtHSRJkiRJkoQBrtSTImJbihD0xeVb52XmByZQ6uPA5nJ8fkTMqvqcWcD55enmcv54zi2P84Bzxul3d+B95em9GOBKkiRJkiQ1ZWanG5A0IZ8HXlGOvwVcGhH71Zm/qVwp+xSZeVdEnAucDRwA3BwRH6UIWXcHzgJeWE7/WGbeXaP+5cDJFIHy6eV2CZcAjwIHAR8EBoAnKfbo3VyjjiRJkiRJkipE1d+GltQDIqLVH9yfZ+ZuNWptQxG2nlzn/kuB0zLzyTo97QRcAxxYY8om4J2ZeUlTHbcoIgaBYYDh4WEGBwen4mMkSZIkdbmRkRGGhobGTocyc6ST/UjSZLmFgjTNZeaTmXkK8GqKPXEfoAhbHyjPX5WZp9YLb8s6DwEvApZRPNjsYeBx4GcUAfHCqQpvJUmSJEmS+pVbKEg9KDNjCmpeQ7GCdjI1NgP/UL4kSZIkSZI0Sa7AlSRJkiRJkqQuZYArSZIkSZIkSV3KAFeSJEmSJEmSupQBriRJkiRJkiR1KQNcSZIkSZIkSepSBriSJEmSJEmS1KUMcCVJkiRJkiSpSxngSpIkSZIkSVKXMsCVJEmSJEmSpC5lgCtJkiRJkiRJXcoAV5IkSZIkSZK6lAGuJEmSJEmSJHUpA1xJkiRJkiRJ6lIGuJIkSZIkSZLUpQxwJUmSJEmSJKlLGeBKkiRJkiRJUpcywJUkSZIkSZKkLmWAK0mSJEmSJEldygBXkiRJkiRJkrqUAa4kSZIkSZIkdSkDXEmSJEmSJEnqUga4kiRJkiRJktSlDHAlSZIkSZIkqUsZ4EqSJEmSJElSlzLAlSRJkiRJkqQuZYArSZIkSZIkSV3KAFeSJEmSJEmSupQBriRJkiRJkiR1KQNcSZIkSZIkSepSBriSJEmSJEmS1KUMcCVJkiRJkiSpSxngSpIkSZIkSVKXMsCVJEmSJEmSpC5lgCtJkiRJkiRJXcoAV5IkSZIkSZK6lAGuJEmSJEmSJHUpA1xJkiRJkiRJ6lIGuJIkSZIkSZLUpQxwJUmSJEmSJKlLGeBKkiRJkiRJUpcywJUkSZIkSZKkLmWAK0mSJEmSJEldygBX6lERsXNEvCYi/jYiro2IhyIiy9dlE6h3VEQsj4iRiHiiPC6PiKNaqDEzIt4WETdGxIMRsTEi7omIiyJi31Z7kiRJkiRJmu5mdroBSRP263YUiYgALgJOq7o0H1gKLI2Ii4G3Z2bWqbMj8DXg4KpLu5evkyJiWWb+33b0LUmSJEmSNB24AlfqD8PAv03w3g+zJby9FXgTcFB5vLV8/zTgQ7UKRMQMYDlbwtvlwCvL83cBvwG2Ay6OiCMn2KckSZIkSdK04wpcqXf9LXALcEtm/joidgPua6VAROwBvLc8/T6wKDM3lue3RMSXgRuAA4CzIuIzmXnvOKWOBxaV4wsz8/SKa9+LiGuBHwADwPkRsW9mbm6lV0mSJEmSpOnIFbhSj8rMv8rMr2bmZLZSOJMtv8g5oyK8HfuM3wJnlKczgXfXqPOe8vhoxbiyzj3AR8rTPYHXTaJnSZIkSZKkacMAV5qmyr1vx4LUOzLzu+PNK9+/szw9uryvss6ewNgDyr5Yhr7juaxi/PoJNS1JkiRJkjTNGOBK09fzKB5UBsU2CfWMXR8Edqu6dtg4854mM38F3FWevqS5FiVJkiRJkqY3A1xp+tqnYnxHg7mV1/epujaROkMRMbvBXEmSJEmSpGnPh5hJ09dQxXikwdzhGvdNtE5QrOa9s87cp4iIwQZTdmm2liRJkiRJUq8wwJWmr7kV4/UN5m6oGM+ZojqNDDeeIkmSJEmS1F/cQkGavravGG9qMPeJivGsKaojSZIkSZKkKq7AlaavxyvG2zaYu13FeGODOo9TW706jVRv3VBtF+CWFmtKkiRJkiR1NQNcafpaVzFutJ1B5QPHqrdJqK5TL8CtV6euzKy7v25EtFJOkiRJkiSpJ7iFgjR9VQaijR4QVrn6tXov2onUSRo/8EySJEmSJGnaM8CVpq+fVIz3bjC38vpP21BnODM31J0pSZIkSZIkA1xpGrsPeKAcL24wd1F5XAPcX3XtpopxzToRsQuwV3l6c3MtSpIkSZIkTW8GuNI0lZkJXF2e7h0Rh4w3r3x/bOXs1eV9lXXuYsuq3OMiYocaH3lSxXjFhJqWJEmSJEmaZgxwpent48Dmcnx+RMyqvFien1+ebi7nj+fc8jgPOKf6YkTsDryvPL0XA1xJkiRJkqSmzOx0A5ImJiJeAuxR8dZOFeM9IuKkyvmZeVl1jcy8KyLOBc4GDgBujoiPUoSsuwNnAS8sp38sM++u0c7lwMnAi4HTy+0SLgEeBQ4CPggMAE8CZ2Tm5hp1JEmSJEmSVCGq/ja0pB4REZcBJzY7PzOjRp1tKMLWk+vcfilwWmY+WaefnYBrgANrTNkEvDMzL2mu49ZExCAwDDA8PMzg4OBUfIwkSZKkLjcyMsLQ0NDY6VBmjnSyH0maLLdQkKa5zHwyM08BXk2xJ+4DFGHrA+X5qzLz1HrhbVnnIeBFwDKKB5s9DDwO/IwiIF44VeGtJEmSJElSv3IFrqS+4ArcLrJ2LYyMwPr1MGcODA7CwECnu5IkSdI04QpcSf3GFbiSpMnLhOuug2OOgXnzYMECOPjg4jhvHhx7bHHdXxpKkiRJktQSA1xJ0uSsWgX77w+HHw5XXQWjo0+9PjoKV15ZXN9//2K+JEmSJElqigGuJGniVq6ERYtg9erm5q9eXcxfuXJq+5IkSZIkqU8Y4EqSJmbVKli6FDZs+H/t3XmcZFV58PHfw7RsswiIgs6znRudAAAgAElEQVSgqPgKMmN0FBAVGNRxAw1jBiPkFUGUIIlBxajR17AYIXGJGg24BAXUkMgywSVGUVnEEDdUYEQJCoYZQSECMwz78Lx/nFv2naKquqq7uqu6+/f9fO6n7q177nNP9T1V3f3Uuef0dtyGDeU4e+JKkiRJkjQmE7iSpN5lwmGH9Z68bdiwAV7zGsfElSRJkiRpDCZwJUm9u/ji7odNaOfqq+GSS/pSHUmSJEmSZioTuJKk3p166nDFkSRJkiRphjKBK0nqzbp1sGpVf2Kdf36JJ0mSJEmSWjKBK0nqzZo1sHFjf2Jt3Ahr1/YnliRJkiRJM5AJXElSb+68s7/x1q/vbzxJkiRJkmYQE7iSpN7Mm9ffePPn9zeeJEmSJEkziAlcSVJvFi2COXP6E2tkBBYu7E8sSZIkSZJmIBO4kqTeLFgAK1b0J9aKFSWeJEmSJElqyQSuJKl3xxwzXHEkSZIkSZqhTOBKknq3bBnsvvvEYixeDPvt15fqSJIkSZI0U5nAlST1LgLOOgvmzh3f8XPnwplnljiSJEmSJKktE7iSpPFZuhRWreo9iTt3bjlu6dLJqZckSZIkSTOICVxJ0vgtXw6XXtr9cAqLF5fyy5dPbr0kSZIkSZohTOBKkiZm6VK46iq46CJYuRLmzNl0/8gIHHxw2X/llfa8lSRJkiSpByODroAkaQaIKBObLVsG69bB2rWwfj3Mnw8LF8KCBYOuoSRJkiRJ05IJXElSfy1YYMJWkiRJkqQ+cQgFSZIkSZIkSRpSJnAlSZIkSZIkaUg5hIIkTXfr1sGaNXDnnTBvHixa5BAGkiRJkiTNEPbAlaTpKBMuughWroTttoPdd4e99iqP220HBx9c9mcOuqaSJEmSJGkCTOBK0nRzxRWwZAk873lw3nmwceOm+zduhHPPLfuXLCnlJUmSJEnStGQCV5KmkwsvhH33hdWruyu/enUpf+GFk1svSZIkSZI0KUzgStJ0ccUVsGIFbNjQ23EbNpTj7IkrSZIkSdK0YwJXkqaDTDjssN6Ttw0bNsBrXuOYuJIkSZIkTTMmcCVpOrj44u6HTWjn6qvhkkv6Uh1JkiRJkjQ1TOBK0nRw6qnDFUeSJEmSJE0JE7iSNOzWrYNVq/oT6/zzSzxJkiRJkjQtmMCVpGG3Zg1s3NifWBs3wtq1/YklSZIkSZImnQlcSRp2d97Z33jr1/c3niRJkiRJmjQmcCVp2M2b19948+f3N54kSZIkSZo0JnAladgtWgRz5vQn1sgILFzYn1iSJEmSJGnSmcCVpGG3YAGsWNGfWCtWlHiSJEmSJGlaMIErSdPBMccMVxxJkiRJkjQlRgZdAUmacdatgzVryuRj8+aVIRAm2ut12TLYfXdYvXr8MRYvhv32m1g9JEmSJEnSlLIHriT1QyZcdBGsXAnbbVeSrXvtVR632w4OPrjszxxf/Ag46yyYO3d8x8+dC2eeWeJIkiRJkqRpwwSuJE3UFVfAkiXwvOfBeefBxo2b7t+4Ec49t+xfsqSUH4+lS2HVqt6TuHPnluOWLh3feSVJkiRJ0sCYwJWkibjwQth33+6HNli9upS/8MLxnW/5crj00tKztxuLF5fyy5eP73ySJEmSJGmgTOBK6quIeGxEfCAiromIDRHxu4j4XkS8NSK2HnT9+uqKK2DFCtiwobfjNmwox02kJ+5VV40O2TBnzqb7R0ZGh2y48kp73kqSJEmSNI1Fjnc8RklqEhEHAJ8HHt6myM+Bl2bmLyfh3IuAGwFuvPFGFi1a1O9TbCqzDIcw0UnFrrxy4uPSrlsHa9fC+vUwfz4sXDjxSdMkSZKkaWrNmjXstNNOjc2dMnPNIOsjSRM1MugKSJoZIuIPgC8AWwN3AqcAFwFbAa8CXg88GfhKROyRmXcOqq59cfHFE0veAlx9NVxyCSxbNrE4CxaYsJUkSZIkaYZyCAVJ/fJhSvL2AeCFmXlyZl6emd/KzKOAt1XldgXeMqhK9s2ppw5XHEmSJEmSNCOZwJU0YRGxB7Cs2jw9My9vUeyDwDXV+psi4mFTUbdJsW4drFrVn1jnn1/iSZIkSZIktWACV1I/HFRb/0yrApn5IHBWtbktownf6WfNGti4sT+xNm4s49dKkiRJkiS1YAJXUj/sUz1uAH7YodwltfXnTl51JtmdfR6+d/36/saTJEmSJEkzhglcSf2wW/V4XWY+0KHcz1ocM/3Mm9ffePPn9zeeJEmSJEmaMUYGXQFJ01tEbAlsX22u6VQ2M2+LiA3AXGCnHs+zaIwiO/YSb0IWLYI5c/ozjMLICCxcOPE4kiRJkiRpRjKBK2mi6t1HuxlboJHA7bUb6409lp88CxbAihVw7rkTj7ViRYknSZIkSZLUgkMoSJqoLWvr93VR/t7qcatJqMvUOeaY4YojSZIkSZJmJHvgSpqoe2rrm3dRfovq8e4ezzPWkAs7At/vMeb4LVsGu+8Oq1ePP8bixbDffn2rkiRJkiRJmnlM4EqaqPW19W6GRZhbPXYz3MLvZWbH8XUjopdwExcBZ50F++4LGzb0fvzcuXDmmSWOJEmSJElSGw6hIGlCMvMe4NZqs+NEYxGxLaMJ3OEZ03a8li6FVatKMrYXc+eW45YunZx6SZIkSZKkGcMErqR+uKZ63CUiOvXs37XFMdPb8uVw6aVlOIVuLF5cyi9fPrn1kiRJkiRJM4IJXEn9cFn1OBd4Rody9QFfvzN51ZliS5fCVVfBRRfBypUwZ86m+0dG4OCDy/4rr7TnrSRJkiRJ6ppj4Erqh38D/qpaPwL4bnOBiNgMOKzavB24aGqqNkUiysRmy5bBunWwdi2sXw/z58PChbBgwaBrKEmSJEmSpiETuJImLDO/FxHfBvYBjoyIMzPz8qZixwG7Vesfycz7p7SSU2nBAhO2kiRJkiSpL0zgSuqXYynDImwFfD0iTqb0st0KeBVwVFXuWuCDA6mhJEmSJEnSNGMCV1JfZOaPIuKPgc8BC4CTWxS7FjggM9dPaeUkSZIkSZKmKScxk9Q3mfkl4KnAhyjJ2rso493+AHg78PTMvG5wNZQkSZIkSZpe7IErqa8y81fAW6pFkiRJkiRJE2APXEmSJEmSJEkaUiZwJUmSJEmSJGlIOYSCpJliTmPlpptuGmQ9JEmSJA1Q0/8Dc9qVk6TpIjJz0HWQpAmLiGcC3x90PSRJkiQNlT0y8weDroQkTYRDKEiSJEmSJEnSkLIHrqQZISK2AJZUm7cAGyf5lDsy2uN3D+DmST6fZgbbjcbDdqPxsu1oPGw3Go9hazdzgEdW61dl5r2DrIwkTZRj4EqaEao/yqbs1qiIqG/enJlrpurcmr5sNxoP243Gy7aj8bDdaDyGtN38atAVkKR+cQgFSZIkSZIkSRpSJnAlSZIkSZIkaUiZwJUkSZIkSZKkIWUCV5IkSZIkSZKGlAlcSZIkSZIkSRpSJnAlSZIkSZIkaUiZwJUkSZIkSZKkIRWZOeg6SJIkSZIkSZJasAeuJEmSJEmSJA0pE7iSJEmSJEmSNKRM4EqSJEmSJEnSkDKBK0mSJEmSJElDygSuJEmSJEmSJA0pE7iSJEmSJEmSNKRM4EqSJEmSJEnSkDKBK0mSJEmSJElDygSuJEmSJEmSJA0pE7iSJEmSJEmSNKRM4EpSjyLisRHxgYi4JiI2RMTvIuJ7EfHWiNh60PVTf0TE0oh4Z0R8NSJujIh7I+LOiLg2Is6IiH16jPfiiDg/ItZUsdZU2y/uIcZIRPxpRFwaEbdExN0RcV1EfDwintL7q9RUiYj3RUTWlmVdHGObmYUiYvuIeFtEfCcibq6u/a8j4rsR8f6I2LuLGHtHxGcj4oaIuCciboqI/4iIV/VYl1dFxNeq4++p4n02Ip41/leofouIzSPiyOoa31T7ffXziPh0t9fLz5yZISIeFREHRsRJ1d8wt9Z+95wxjnhD0y4i4hERcWJE/CQi7oiIddX6iRHxiF5fmyRNJ5GZg66DJE0bEXEA8Hng4W2K/Bx4aWb+cupqpX6LiEuAfbso+lngdZl5X4dYAXwcOKpDnE8CR2eHX8rVPyZfAfZqU+Re4JjM/PSYtdaUiog/AH4AjNSe3j8zL25T3jYzS0XEwcBpQKdExAWZeVCHGH8NHE/7jhpfAl6Zmfd0iLElcA5wYJsiDwInZOZ7OtRTUyAidqK8z5eMUfRDwHGtPjP8zJlZIqLTP/hnZubhXcYZqnYREXsAFwCPblPk18AfZuYPOsWRpOnKHriS1KUqCfMFSvL2TuBdwLOB5wOfqoo9GfhKRMwbSCXVLwurx18DHwFWAnsCewNvAdZW+18NnDFGrL9h9J+fHwGHVLEOqbap9rdNhETEHOB8Rv/5OR94SbX9F8BvgS2AT0bEi8Z6cZo6EbEZ5fNhhHKdumGbmYUi4jDgXyjJ298CJwLLgWcAB1Cu24XA/R1ivK46bjPgF8CRlLZzEHBRVexlwD+NUZ3TGU3eXlQdv2cV7xdV/JOq82lAImKETZO3VwKHU35XvRA4CdhQ7Xsz8NY2ofzMmbluBL4+zmOHpl1ExELKl0+PBh4A3kf5on3fav0B4DHAl6uykjTzZKaLi4uLSxcL5Z/YpPzzvHeL/X9Z7U/grwddX5cJXesvA68E5rTZvz2lt3Xjeu/TptwuVXtJ4PvAVk37t66eb7SrJ7aJc3jtXP/Y5jx3VPuvBUYG/TN0+f21eVN1Xa4BTq5dx2W2GZfa9dgNuKe6HpcCD+9QdvM2z28D3FbF+BWwfdP+OcAXa+1i3zZx9quV+WLz52D1+ferav/vgG0G/fObrQvwR7Vr9Z+tfmdRvgC4r3a9Rpr2+5kzwxbKlzgHAjtU2zvXrs0ZXcYYqnZB+bK8EefgFvsPru3/9KCvgYuLi8tkLPbAlaQuVLdtLas2T8/My1sU+yAlSQPwpoh42FTUTf2XmQdm5hcyc2Ob/bcCx9WeWtkm1JsZvW3+jZl5d1Ocu4A3VpsjlGRfK39ZPd5WW6/HuQ44pdp8EvCHbeJoClW3Njd6Jr2BkkQZi21mdvoopRfarcArMvOOdgWz/ZAtr6ckcQHeXn1O1Y/bCBwDND7XHtIuKm+rHjdSbmve5HOwivv2anNbSq9cDcZzauuntPqdlZk/pHwpCeV67dpUxM+cGSYzj8/ML2fmbyYQZmjaRUTsAPzfavNrmXlOizjnAF+rNg+rjpGkGcUEriR1pz7e4GdaFcjMB4Gzqs1tGU34ama6uLb+xOad1dhxjX9EfpaZ/9UqSPX8z6vNg6rj6nGeBDQm+PjX6p+mVs6orb+iY801VU4F5lHGHLx4rMK2mdkpInalDMUD8LHmxGsPGr+n1lFuU36IzFwDfKPaXN483E+13ajLhVX5Vs6vzgO2nUHavLbeaez9X9TWt2is+JmjVoawXbyccgcBtPkbvCnOnOoYSZpRTOBKUnf2qR43AD/sUO6S2vpzJ686GgL1f5wfbLH/8YyOpXtJi/11jf2LKLc61u3TotxDZObNlNsPwbY3cBHxSsotrL+jfU/HZraZ2eng2vrve5ZFxLYR8aRuZlaPiM0pY1MCXN6hly6MtoktgD2a9u3JaIKvU9u5D2gkdfb0jpOBuba2/oQO5RpfMibw37Xn/cxRK8PWLrqKg3+DS5rhTOBKUnd2qx6vy8wHOpT7WYtjNDPtV1v/WYv9u42xnzb7m9vNeOLsFBFzxyirSRIR21Amv4NyK/stXR5qm5mdnlU93gFcExF/EhE/oST/rwVujYhfRsTxHSbIfBKjtztPddsZqc6vqXc2oz2h315NGLWJiHg6ZRI8gH/JzHW13X7mqJVhaxeNOHdUyd6WMvMmRt8P/g0uacYxgStJY4iILSmTtgC0u50UgMy8jdEZn3eazHppcCJiM+Adtae+0KJY/fp3bDeUWaJbHTfeOEHpDaPBeB+wI2VSodN7OM42Mzs1bjG+gTIW7ueApzaVeTxwAnB5RDymRYxBtp1WcTQFqi+HDgfupoyH+/2IOCwinhURL4iI4ym9EjcHfgy8pSmEnzlqZdjaRSPOWDHqcfxMkjTjmMCVpLHNr63f2UX5RgK3XU8pTX9vZvR25VWZ+YMWZXppNxtq683tpl9xNAUi4rnA64AHgKMzM3s43DYzO21XPe4K/BlwO3A08ChgS8owB1+tyiwGzqm+RKqz7cxSmbkKeCbly6KnAWcClwMXUpL+d1ESt89t0XvRdqNWhq1dNOL4N7ikWc0EriSNbcvaejezyN9bPW41CXXRgEXEfsDfVpu/Bd7Qpmgv7ebe2npzu+lXHE2yahzST1J6EH0oM6/qMYRtZnZq3C68BbAReElmfiIzb8nMe6sviA5kNIn7bB460Y9tZ5aqxh8+FHgZ5bOn2Q7AIbSeWNV2o1aGrV004vg3uKRZzQSuJI3tntr65m1LjWpMAHP3JNRFAxQRuwOrKGM+3gu8MjN/06Z4L+1mi9p6c7vpVxxNvndSxt37H+DEcRxvm5md6tfrnFYzvmfmg2w6Gd4hHWLYdmaJaqzQbwDvAh5BGb5lN8q1eTjwQuAySi/uL0XEsU0hbDdqZdjaRSOOf4NLmtVM4ErS2NbX1ru5JavRm6qbW700TUTE44GvA9tSeskdkpmdZkPupd3UJ+xobjf9iqNJFBG7An9Vbb4xMzd0Kt+GbWZ2ql+vr7YrlJmrgbXV5h4dYth2Zo8TgX2r9SMz8+2Z+bPMvC8z12XmhcD+wEWU3rl/HxH18ZVtN2pl2NpFI45/g0ua1UbGLiJJs1tm3hMRt1ImMus44UZEbMvoH483diqr6aOaNOgbwGOABF5bjTvYSX2yjbEmaqlPttHcbprj3NpFnKS7yT7UP2+m9A76JbB1RLyqRZnFtfXnRcSO1fqXqoSvbWZ2upEy6R10N9HPQsr4uHWT1XZaje/dTRxNsogI4Ihq89rMPLNVucx8ICLeTemJu1l1zJur3X7mqJVhaxdrKEOBdDPpXSOOn0mSZhwTuJLUnWuAfYBdImIkMx9oU27XpmM0zUXE9pTJYJ5QPfXGzDyri0N/WlvftW2ph+5vbjfNcX7cRZwbx9kDVOPXuG3zCcDZXZR/d2398ZSJV2wzs9NqRnvUzhmjbGN/8++gayl3Bsyhv22nmzgPANeNUVb9twOjE+D9aIyyP6yt16+rnzlqZdjaxU+BZwAPj4gdW0zGB0BEPBpY0KYukjTtOYSCJHXnsupxLuWPyHb2q61/Z/Kqo6kQEQ8HvgY8pXrqHZn5j10efj3w62p9v04FGb0Fdi1wQ9O+y2rrbeNUvTn/T7Vp25uebDOz06W19SeOUbbxRdLa+pOZeR/wvWpz72pCvXYabeJeHtrD9vuMThTUqe1sDjyrcUx1fk2tehJ/rE45D2tznJ85amXY2kVXcfBvcEkznAlcSerOv9XWj2hVICI2Aw6rNm+njDmnaSoitga+AiytnnpvZv5dt8dnZgIXVJu7RsSzWpWrnm/0PLmgOq4e51pGe5K8sqpXK4fX1sca3kF9lpmHZ2Z0Wth0YrP9a/tuqGLYZmanLwL3V+uvaFcoIvajTFQF8O0WRRq/pxa0ixMRi4AXVJvfzMz6GJVU29+sNl9QlW/lFYz2dLPtDMbvgHXV+t4R0SmJW09sXd9Y8TNHrQxhu/gi8GC13vJv8KY4D1bHSNKMYgJXkrqQmd9j9B/mIyNi7xbFjqPM/gzwkcy8v0UZTQNV77JVwHOqpz6Smf9vHKE+zGhvp49GxFZN59kK+Gi1+UBVvpUPVI/bUWYZb67vExmdQOsX+I/xdGabmWUy83+Bf6o2l7caPzki5rPptf5Ei1D/BNxRrf9tRDyivjMi5gCnMjoMwwdorfH8CPCP1XH1ONsDjS+zbq/VXVMoMx+kfMkIZXz2d7UqV43NX//y8ctNRfzMUStD0y6qIRM+X22+KCJWtohzMPCiavOz7YZZkKTpLJq+KJMktRERT6fckrUVZXbbkym9bLcCXgUcVRW9Fnhmc88mTR8RcR6jPdi+BbyJMrFGO/dVPU1axToFeEe1+SPKP9K/oNwq/Xbg6dW+UzLznW1izAEuYTShfB7wKeA2YE/KeKqPovQ6OTAz285kr8GJiBOA46vN/TPz4jblbDOzTEQ8kjKcwWMpyZCPA+dTelguoVz3Rk+30zLzmDZx/rQ6FkqbeS9wFSXB9yZg/2rf2Zl5aIf6nE35vQbl99yHKbdUL6EkChtDPRydma2SyZoCEbErZXzbRs/GLwFnUiZT3JIyzMWbKO0KSq/rF7SI42fODBIRzwV2qT21PfD+av07NH3pkplntIkzNO0iInaitPVHUj4jP8jolxEHUjpRjAC3AEsz0wnyJM04JnAlqQcR8TLgc4zeOtrsWuCAzHRCl2ksInr95firzNy5TazNKP+svLbD8acDR1U9qtrVaXvg3xmd7KjZfcCfZ+anuqqxplwPCVzbzCwUEbtRbvvdpUOxT1OSpm3v8IiIEylJkWhT5N+BP8rMezrE2Ao4F3hpmyIPAu/JzBM61FVTICJeQJk4cfsxin4LWJmZt7WI4WfODBIRZwCv6bZ8NcRPqzhD1S4iYi/KUDE7tilyM3BQZn63UxxJmq5M4EpSjyLiccCxwAHAIsofntcB5wAfy8y7Blg99UE/E7i1mC+l9NLeg/KP9q2UCYM+0W1PpGqMw9cDh1KG65hL6RX3TcowD6t7rLemULcJ3Fp528wsExFzgTcAK4EnAfOA31J6zX0iM7saWz0ing38GbAPsANlqIOfAJ/JzLN7qM+hlHEl/wDYBvgNZTihj2Xm5d3G0eSqhss4EngJsDvlWj1ASWh9H/hn4IvNY5S2iONnzgzQrwRuLd7QtIsqGXwscBCwc/X09ZQxez9cDUkjSTOSCVxJkiRJkiRJGlJOYiZJkiRJkiRJQ8oEriRJkiRJkiQNKRO4kiRJkiRJkjSkTOBKkiRJkiRJ0pAygStJkiRJkiRJQ8oEriRJkiRJkiQNKRO4kiRJkiRJkjSkTOBKkiRJkiRJ0pAygStJkiRJkiRJQ8oEriRJkiRJkiQNKRO4kiRJkiRJkjSkTOBKkiRJkiRJ0pAygStJkiRJkiRJQ8oEriRJkiRJkiQNKRO4kiRJkiRJkjSkTOBKkiRJkiRJ0pAygStJkjTFIiKr5YRB12WYRcSrI+LSiLgtIh6sfmY/nuI6HF67XjtP5bklSZIkMIErSZKmUEQsqyXDMiL+pYtjzmiUn4o6ajhExPuAs4B9gG2A6OHY7MOy8+S8sukjIraLiOMi4hsRcXNE3BsRd0TEf0fEZRHx4Yg4KCIeMei6SpIkzWQjg66AJEma1V4ZEe/NzKsGXRENj4jYCXhLtflfwN8ANwIPAncPql6zSUQcAJwBbN+0a3NgAbAL8BzgWOC7wLNaxLgBeBxwZmYePnm1lSRJmtlM4EqSpEEK4ETgFYOuiIbK/sCcav11mbm6x+OXdNj3GeCZXZRbC5CZZ1ASmbNGRDwHWAU8DNgInA18Cbi+2t4BWAq8GHj2gKopSZI0a5jAlSRJg3IrpXffiohYmplXDLpCGhoLa+vX9npwZl7dbl9EbOim3Cz394wmb1+cmd9oUearwHsj4nHA86eycpIkSbONY+BKkqRB+Qhwb7V+4iAroqGzRWMlM+8fZEVmm4h4DLBntbmqTfL29zLzV5n56cmvmSRJ0uxlAleSJA3KGuCT1fqBEbHXeIJExA3VpFNnjFGuMRnaDS327VybvOrw6rlXRMTXI+K3EbEhIn4SEW+MiIfVjouIODQiLq7K3RURV0TE0RHRy6RbL4iIL0bETRFxT0T8MiI+FhGLujz+yRHxDxGxuppk6u4qxmciYmmH4+qTyi2LiM0i4rURcVFE/CYiHhzr59oh9s4R8aGqTuurn81/R8QnIqLl0AWNawkcX3tuoJOLRcThnc5dXfuMiIur7V0i4uPVz//u6jWdXvVUrR+3uLo+v6yu+Y0RcVpEPKrLei2PiM9FxPXVedZVbfR9EfHoCbzkx9bWrxtPgMbPhDL+LcBrWlzHi9scu21E/L+IuDwibq0mTvt1RFwQER2HWqnFPqHaHtf7KiK2iYh3VXW4LSLuj4hbIuKnEbEqIt7Q7XWSJEnqB4dQkCRJg3QK8DpgK+Ak4EWDrU4REacCb2h6+qnAPwDLIuKVlL+jPgesbCr3dOA0yhihR3VxruOBE5qefjzwZ8CrI+JlmXlph+PfDfw1D/277vHV8pqIeE9mHv+Qgze1JfA14AVj1XksEXEYJTm/RdOuXarlyIh4d2aeMtFzDZOIeAFwPjC/9vTjgNdSvqTYLzN/FhGHUMbirf98FgFHAy+JiGdn5q/bnGMu8FlgRdOuLSlt9KnAGyLikMz88jhexn219d3Gcfy4RcRLgc8D2zTtejTwcuDlEfEV4FWZeecYscb1voqI3YBvAI9p2rV9tewGHEQZo/ljXbwsSZKkCbMHriRJGpjMvImS7AR4YUQ8d5D1qRxNSd7+O2VytWdQEjbfrfa/AjgCeD8lefvPwIFVuVcBP6vKvT4iXjzGuQ6gJJl+DhwJ7EFJoH4CeBBYAHy5ufdmQ0ScREl8jwD/SUmG702ZpOtPgMspE8X9dUS8cYy6/F117i/WXvdLKWOddi0iDqBM+rUFcCdleIx9qnodRxn7eA5wckQ0J8lfSJlY7LTac0ualrW91GcKPQb4AnA78EZgL8rr/jCQwKOAf4qIPYCzgF9SrteelEnbPlvFeRxlDNqHiIg5lMnEVlQxzwYOplzvvYFjgf8B5gHnRcQzxvE6rgHuqdZfHhF/Mo4YR1CuVSMJfQEPvY5H1A+IiOWUtrcNcAPwdmAZ5YuQl1G+LIHynjlzjPNP5H31Wcq1vB84tTr3HpTruYLypVPP4zJLkiRNSGa6uLi4uLi4uEzJQknIZLUcXj33SEqiL4FvtTjmjMYxbWLeUK6vgb8AAAqgSURBVO0/Y4xzN+Lc0GLfzrV6JfChFmW2Bq6v9t9CSQQd26LcjsC6qtwFbepSP9cPgXktyry6VuacFvv3oEwylcB72pxnM0pCKqs6bdPheiRw0gSv78MoQ2MksB54Wosyj6Mk9hLYAGzfoswJna75BOt4cS+xgcNrP5+dO8WjJPYe2aLM+2plfgtcBmzdotwXqjL3t4lzXLX/PuAlbeq7LXB1Ve7b4/wZfbSpXfyU8oXFHwGLeojT7XtzLnBzVfZrrX42VbnX1+r0/Bb7J/S+Ap5Q2/fnHeobwLb9bpsuLi4uLi4uLu0We+BKkqSBysxbGL0Vef+I2H+Q9QFuBN7W/GRm3sVoz7/tge9m5kdalLsZWFVt7tPF+Y7KFreDZ+ZnGe39elCLcU3fTknQ/pAyhMJDZOaDlN6g91Ju628e7qHuWiY+mdwKYGG1/t7M/HGLOv0K+Mtqc2uaemJOc39Rtedmp9bWtwdeX7WnZo2exyOUHrW/F2Xs5eOqzY9lZsue0Zl5G6M/3+dGxC7dVr7mbWza83o34K3AucCNEfGriPh0RCwbR+xWjgB2oPT8fXWbnw2Z+Snge7VjOhnP+2rH2nrbYUuyuG2M80uSJPWNCVxJkjQM3k/psQnwnkFWBDg/M+9vs+/K2vq/dojxk+px24hoHs+z7qrM/GGH/Z+uHkcovWWB3yfzXlJtnpuZ2S5AZt4OXFVt7t2uHPCvmbmxw/5uNMbPTUbr3so5wB1Nx0x3t1N6jz5EZt5A6QENcGVmXtMmxk9q609o2rcnZSxYKD11O6knHztd85Yy827KMASHUobhaPZYSgL1ooj4j4h4ZK/naPKH1eMlmfnbMco2Xlun1zWu9xVwU2398DHqIUmSNGVM4EqSpIHLzP+ljBUK8JyIGORkZp3Gt7x9HOXmty0F3x+jLt+rrS+urT+F0nsV4JSIyE4LZYxU2LSHYbMrO+zrVqOON3RKxGXmfcCPmo6Z7v67UyKd0YT1eNvNM2vrl49xves9Tztd87aqXqZnZ+azqxgrKeO/XgjcXSv6Ikoid954zlNpvLYXddGW31qV7fS6xvW+yszrgW9Xm2+OiNURcVJEPC8itkaSJGlATOBKkqRh8feMJrBOGmA9Wt6+XXlwHOXmdCg3Vm/D39TWt6utP2qM49rplITqxy3hjTr+pmOp4uamY6a7Tu0BRttE23LVkBcNze1mMq55VzLzN5l5Xma+MzNfWNXlrYxOdrY78KbxxK56k3fqpd5Op9c13vcVwCGM9jp+CvBu4JvA7RFxSUQcHRFb9lRTSZKkCRoZdAUkSZKg3OofEX9PSd7uGREHZuaXB12vSdapx2Yn9eTeXwL/0eVxGzrsm+jwCXXdvK7o4/lmg/o1Xwb8b5fHjZXM7Fk1tuwHI+JO4OPV0wcDfzOOcPXX9QX6M4TKeN9XZOZa4NkR8XzgFcB+lETuw4B9q+WtEfHSzOzUm1qSJKlvTOBKkqRh8mHgWOARwEkR8ZUujmn0WhzrzqK5E6nYJNmhh/2/q63Xk3cPy8yr+1elCWnUsZvb9huv7XcdS6mhfs3vG5Jr/hnKBIQjwHgmSyMz74mIuyg9arfp0+sa7/uqXq9vUnreEhGPoIzVfBTwPOCJlDGwnz7hmkqSJHXBIRQkSdLQyMz1lAnNoCRHDurisMbkZ9uOUe7J463XJNqjh/31xNZq4L5q/YV9rdHENOq4c0S0veW/um2+kfwahkTkdPCj2vpQXPNqLONGYvnBVkW6DNV4bc/p01iz431ftZSZ/5uZ/5qZzwe+WD39tIh40ngrKEmS1AsTuJIkadh8jNHbvk9k7Fvtr68el0ZEy7IRsRhY0p/q9dWSiOjUi++11eNG4OLGk5l5F1XvQGBZROw5OdXr2Teqx2C07q2sBB7edIw6u4zR3qJHR8SCyThJu/dQm7I7MTo27/UtijTGyN1ijFCNpOhc4M+6PX8H43pfdembtfXtezxWkiRpXEzgSpKkoZKZG4C/qzaXAC8d45BLqsfHUCYg2kREzAc+3bcK9t8nI+IhwztExKGMvvZ/y8ybmoq8l9Eejv8SEU9sd4KImBMRh0bEor7UuL1VwK+r9XdGxB+0qMtOwAeqzbsot+FrDJl5D6M/tx0p17ztsCARMT8i/nwcp3pKRHw9IvbtVKiayOuTjH7BckGLYo0227ZtVj4O3FqtvyciXjLGuZ8zVv0Yx/sqIp4WEU/rcN6gDKUA5b13wxh1kCRJ6gvHwJUkScPoNMos949m7F5unwNOABYAp0fELsDXKAmWZwJvARZSbtMetjErf0Cp4w8i4u+Aqyg9U1cCf1qVWU/5WWwiM78TEScBxwOPB34cEacDX6ckzrYAdgb2ruI9hpIQXzNZLyYz74+Io4AvAfOByyLi/ZReiw8AzwbewWivzbdm5q0tg6mV9wHPr5aXAD+NiI8DlwO3U37mT6ZMcnYQpQfsx3o8RwDLgeURcR0lMftdSru5i/J+3BN4PaXdAfwPo8nluv8E9gf2iIh3AF9ldCK9u6sJw8jMdRFxSLV/C+DLEXEecB7wi6r8o4FnACuApwJvBC5t8xrG+756GvCZiPg+pQ1fAdxMmcDs8cAR1c8G4IIWX6pIkiRNChO4kiRp6GTm3RFxMvDRLsreEhGvA84GtqQMu3Bircg9wGHAAQxfAvcr1XI8rXuirgNenpk3tDo4M0+IiNuBvwXmUSaAO7bNue5j9Jb2SZOZX4mII4BPVHVqvh5Qbl1/d2aeNtn1mUkyc2NEvIzSY/Uw4LHAyR0O+W2Hfe1sAG6jjCm9C3DcGOV/APxxZt7RYt9pwBuA7YBTqqXhEkqiGYDM/EZEvAj4PKWH8cHV0s66Dvsm9L6ijJHbaRzdy4AjO+yXJEnqK4dQkCRJw+pTwI3dFMzMcyi9O1cBt1CSlTcCZwLPrPYPpcw8AXgxJeH0G0rdbwBOBXbPzEvaHlyO/zDlFvX3AP9FuRX9AUoi7lpKL8ajgYWZed2kvIiH1ulMYFfgI8A1VV3upvSm/BTw9Mw8pX0EtZOZd2fmayg9TE+jTGh3B+Wa3w78GDid0tt0t3HEvx7YgTJUwMmUMYr/h3L9Gue4ivLeejmwV2b+sk2stZTeuqcD1zHGFwiZ+S1KW/5z4D8oPckbXzzcSOld/i5g18w8a4xYJ9D7++qfKT2GTwa+TRnX967q2DWUsXoPBfbLzN+1OF6SJGlSRGa3k8NKkiRJ0nCKiMY/NidWCVxJkqQZwR64kiRJkiRJkjSkTOBKkiRJkiRJ0pAygStJkiRJkiRJQ8oEriRJkiRJkiQNKRO4kiRJkiRJkjSkIjPHLiVJkiRJkiRJmnL2wJUkSZIkSZKkIWUCV5IkSZIkSZKGlAlcSZIkSZIkSRpSJnAlSZIkSZIkaUiZwJUkSZIkSZKkIWUCV5IkSZIkSZKGlAlcSZIkSZIkSRpSJnAlSZIkSZIkaUiZwJUkSZIkSZKkIWUCV5IkSZIkSZKGlAlcSZIkSZIkSRpSJnAlSZIkSZIkaUiZwJUkSZIkSZKkIWUCV5IkSZIkSZKGlAlcSZIkSZIkSRpSJnAlSZIkSZIkaUiZwJUkSZIkSZKkIWUCV5IkSZIkSZKGlAlcSZIkSZIkSRpS/x8fiUxrSzw6cgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stpvals=[10,50,100,350,500,750,1000]\n", "msqx=[np.mean(data1),np.mean(data2),np.mean(data3),np.mean(data4),np.mean(data5),np.mean(data6),np.mean(data7)]\n", "fig = plt.figure(figsize=(5,3),dpi=200)\n", "plt.plot(stpvals, msqx,'ro')\n", "plt.ylabel('Mean(x^2)')\n", "plt.xlabel('Number of Time Steps')\n", "plt.title('Mean of Square Displacement for a Random Walk with Variable Number of Steps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ah, it's a linear relationship. Let's try and see how it goes. " ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.6575160632355872 -1.3374763614602614\n" ] } ], "source": [ "m,b = np.polyfit(stpvals,msqx,1)\n", "print(m,b) \n", "line = [m*x+b for x in stpvals]" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Mean of Square Displacement for a Random Walk with Variable Number of Steps and Linear Fit')" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,3),dpi=200)\n", "plt.plot(stpvals, msqx,'ro',stpvals, line,'-k')\n", "plt.ylabel('Mean(x^2)')\n", "plt.xlabel('Number of Time Steps')\n", "plt.title('Mean of Square Displacement for a Random Walk with Variable Number of Steps and Linear Fit')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks great! \n", "\n", "Why does this work?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define parameters for the walk\n", "dims = 2\n", "steps = 10000\n", "stepset = [-1, 0, 1]\n", "origin = np.zeros((1,dims))\n", "\n", "# Simulate steps in 2D\n", "stepshape = (steps,dims)\n", "stepper = np.random.choice(a=stepset, size=stepshape)\n", "path = np.concatenate([origin, stepper]).cumsum(0)\n", "start = path[:1]\n", "stop = path[-1:]\n", "\n", "# Plot the path\n", "fig = plt.figure(figsize=(8,8),dpi=200)\n", "ax = fig.add_subplot(111)\n", "ax.scatter(path[:,0], path[:,1],c='blue',alpha=0.25,s=0.05);\n", "ax.plot(path[:,0], path[:,1],c='blue',alpha=0.5,lw=0.25,ls='-');\n", "ax.plot(start[:,0], start[:,1],c='red', marker='+')\n", "ax.plot(stop[:,0], stop[:,1],c='black', marker='o')\n", "\n", "plt.title('2D Random Walk')\n", "plt.ylabel('y')\n", "plt.xlabel('x')\n", "plt.tight_layout(pad=0)" ] }, { "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }