{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Driven Modeling\n", "
\n", "### PhD seminar series at Chair for Computer Aided Architectural Design (CAAD), ETH Zurich\n", "\n", "\n", "[Vahid Moosavi](https://vahidmoosavi.com/)\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Sixth Session \n", "
\n", " 01 November 2016\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Topics to be discussed \n", "\n", "* **Data Clustering**\n", "* **K-Means**\n", "* **Limits and Extensions**\n", "* **Probabilistinc Clustering**\n", "* **Density based clustering** \n", "* **Fundamental limits to classical notion of clusters and community detection**\n", "* **Clustering as feature learning in comparison to PCA and sparse coding**\n", "* **Clustering as space indexing**\n", "* **Vector Quantization** \n", "* **Introduction to Self Organizing Maps**\n" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import pandas as pd\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "pd.__version__\n", "import sys\n", "from scipy import stats\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Clustering Problem" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A two dimensional example\n", "fig = plt.figure()\n", "\n", "N = 50\n", "d0 = 1.6*np.random.randn(N,2)\n", "d0[:,0]= d0[:,0] - 3\n", "plt.plot(d0[:,0],d0[:,1],'.b')\n", "\n", "d1 = 1.6*np.random.randn(N,2)+7.6\n", "plt.plot(d1[:,0],d1[:,1],'.b')\n", "\n", "d2 = 1.6*np.random.randn(N,2)\n", "d2[:,0]= d2[:,0] + 5\n", "d2[:,1]= d2[:,1] + 1\n", "plt.plot(d2[:,0],d2[:,1],'.b')\n", "\n", "d3 = 1.6*np.random.randn(N,2)\n", "d3[:,0]= d3[:,0] - 5\n", "d3[:,1]= d3[:,1] + 4\n", "plt.plot(d3[:,0],d3[:,1],'.b')\n", "\n", "\n", "d4 = 1.8*np.random.randn(N,2)\n", "d4[:,0]= d4[:,0] - 15\n", "d4[:,1]= d4[:,1] + 14\n", "plt.plot(d4[:,0],d4[:,1],'.b')\n", "\n", "\n", "d5 = 1.8*np.random.randn(N,2)\n", "d5[:,0]= d5[:,0] + 25\n", "d5[:,1]= d5[:,1] + 14\n", "plt.plot(d5[:,0],d5[:,1],'.b')\n", "Data1 = np.concatenate((d0,d1,d2,d3,d4,d5))\n", "fig.set_size_inches(7,7)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# An important question: \n", "# In real scenarios why and where we have these types of clustering problems?\n", "* **Custormer Segmentation**\n", "* **Product portfolio management**\n", "* **Sensor placement**\n", "* **Location allocation problems**\n", "* **Understanding the (multivariate) results of several experiments**\n", "* **What else?**\n", "\n", "# " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jrjbiTRGevXJFsc5OglaVWMsF+IfA1UaKLT6myrB88cW4ElcT2vjhjTTTBXxA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\n5wtq+brK+21paUm33XabTp4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A two dimensional example\n", "fig = plt.figure()\n", "plt.plot(d0[:,0],d0[:,1],'.')\n", "plt.plot(d1[:,0],d1[:,1],'.')\n", "plt.plot(d2[:,0],d2[:,1],'.')\n", "plt.plot(d3[:,0],d3[:,1],'.')\n", "plt.plot(d4[:,0],d4[:,1],'.')\n", "plt.plot(d5[:,0],d5[:,1],'.')\n", "\n", "\n", "\n", "mu0= d0.mean(axis=0)[np.newaxis,:]\n", "mu1= d1.mean(axis=0)[np.newaxis,:]\n", "mu2= d2.mean(axis=0)[np.newaxis,:]\n", "mu3= d3.mean(axis=0)[np.newaxis,:]\n", "mu4= d4.mean(axis=0)[np.newaxis,:]\n", "mu5= d5.mean(axis=0)[np.newaxis,:]\n", "mus = np.concatenate((mu0,mu1,mu2,mu3,mu4,mu5),axis=0)\n", "\n", "plt.plot(mus[:,0],mus[:,1],'o',markersize=10)\n", "\n", "fig.set_size_inches(7,7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# K-Means clustering algorithm\n", "\n", "# Now thechnically the question in data clustering is how to get these center points?\n", "\n", "\n", "# \n", "## Going back to the problem of regression as \"energy minimization\" (Least Square)\n", "## $$S = \\sum_{i = 1}^n ||y_i - \\hat{y_i}||^2 $$\n", "\n" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8Vt99VwvPPKOP3Hmnzpw6tRVcLP0EwGtMUoYk75Zuyg+zrS7Bvj4W3QXgKcIL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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 50\n", "x1= np.random.normal(loc=0,scale=1,size=N)[:,np.newaxis]\n", "x2= np.random.normal(loc=0,scale=5,size=N)[:,np.newaxis]\n", "y = 3*x1 + np.random.normal(loc=.0, scale=.7, size=N)[:,np.newaxis]\n", "# y = 2*x1\n", "# y = x1*x1 + np.random.normal(loc=.0, scale=0.6, size=N)[:,np.newaxis]\n", "# y = 2*x1*x1\n", "\n", "fig = plt.figure(figsize=(7,7))\n", "ax1= plt.subplot(111)\n", "plt.plot(x1,y,'or',markersize=10,alpha=.4 );" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def linear_regressor(a,b):\n", " # y_ = ax+b\n", " mn = np.min(x1)\n", " mx = np.max(x1)\n", " xrng = np.linspace(mn,mx,num=500)\n", " y_ = [a*x + b for x in xrng]\n", " \n", " \n", " fig = plt.figure(figsize=(7,7))\n", " ax1= plt.subplot(111)\n", " plt.plot(x1,y,'or',markersize=10,alpha=.4 );\n", " plt.xlabel('x1');\n", " plt.ylabel('y');\n", " plt.plot(xrng,y_,'-b',linewidth=1)\n", "# plt.xlim(mn-1,mx+1)\n", "# plt.ylim(np.min(y)+1,np.max(y)-1)\n", " \n", " yy = [a*x + b for x in x1]\n", " \n", " [plt.plot([x1[i],x1[i]],[yy[i],y[i]],'-r',linewidth=1) for i in range(len(x1))];\n", "# print 'average squared error is {}'.format(np.mean((yy-y)**2))" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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K73pXYd+zIRBgs9/PKdFo2jV4iSHK1iyHKDXJRGR6GuoUwamBd9ll0NwM1dXw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\nm2vIQqu19lVjzMk4v3x3xP+VVhR5ugb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "interact(linear_regressor,a=(-3,6,.2),b=(-2,5,.2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Now look at this objective function\n", "\n", "\n", "### we have $K$ centers, $\\mu_i$ that create $k$ sets $S_i$ and each data point $x_i$ belongs only to one of these sets.\n", "\n", "## In plain word, this means we need to find K vectors (n dimensional points) where, these objective function is minimum.\n" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import scipy.spatial.distance as DIST\n", "def Assign_Sets(mus,X):\n", " Dists = DIST.cdist(X,mus)\n", " ind_sets = np.argmin(Dists,axis=1)\n", " min_dists = np.min(Dists,axis=1)\n", " energy = np.sum(min_dists**2)\n", " return ind_sets, energy\n", "\n", "\n", "\n", "\n", "\n", "def update_mus(ind_sets,X,K):\n", " \n", " n_mus = np.zeros((K,X.shape[1]))\n", " for k in range(K):\n", " ind = ind_sets==k\n", " DD = X[ind]\n", " if DD.shape[0]>0:\n", " n_mus[k,:]=np.mean(DD,axis=0)\n", " else: \n", " continue\n", " \n", " \n", " return n_mus\n", "\n", "def Visualize_assigned_sets(mu00=None,mu01=None,mu10=None,mu11=None,mu20=None,mu21=None):\n", " mus0 = np.asarray([mu00,mu10,mu20])[:,np.newaxis]\n", " mus1 = np.asarray([mu01,mu11,mu21])[:,np.newaxis]\n", " mus = np.concatenate((mus0,mus1),axis=1)\n", " ind_sets,energy = Assign_Sets(mus,X)\n", " \n", " fig = plt.figure(figsize=(7,7))\n", " ax1= plt.subplot(111)\n", " \n", " for k,mu in enumerate(mus):\n", " ind = ind_sets==k\n", " DD = X[ind]\n", " plt.plot(DD[:,0],DD[:,1],'.',markersize=10,alpha=.4 );\n", " plt.plot(mu[0],mu[1],'ob',markersize=10,alpha=.4 );\n", " \n", " [plt.plot([DD[i,0],mu[0]],[DD[i,1],mu[1]],'-k',linewidth=.1) for i in range(len(DD))];\n" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iYqK+0CoQCAStsriCLxwON3mnmq7wAMFgsP47oxzeSa22gMdjFF188snSRRcL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = Data1.copy()\n", "mn = np.min(X,axis=0)\n", "mx = np.max(X,axis=0)\n", "R = mx-mn\n", "\n", "# Assume K = 3\n", "\n", "from ipywidgets import interact, HTML, FloatSlider\n", "interact(Visualize_assigned_sets,mu00=(mn[0],mx[0],1),mu01=(mn[1],mx[1],1),\n", " mu10=(mn[0],mx[0],1),mu11=(mn[1],mx[1],1),\n", " mu20=(mn[0],mx[0],1),mu21=(mn[1],mx[1],1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Although it looks simple, this is a hard problem and there is no exact solution for it.\n", "## In order to solve this we need to use heuristic methods. For example the following steps:\n", " * initiate K random centers and assign each data point to its closest center. \n", " * Now we have K sets. Within each sets, update the location of the center to minimize the above objective function.\n", " * Due to the structure of these objective function, the mean vector of each set gives the minimum value. \n", " * Therefore, simply update the locations of center points to the mean vector of each set. \n", " * repeat the above steps, until the difference between two sequential centers are less than a threshhold" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xjj3W6VkFJ7lN9fxQDceNX1Lb5hEj4K9/hTFjknN8ERFJO5G2zRmXhIa+vK1e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\nc+8mbFsj6TTn3FYzO0zSQufcqM79rZnNk3SzpA2SnnPOHRfbfmHs8d9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K =5\n", "mus_t = np.zeros((K,X.shape[1])) \n", "mus_0 = np.zeros((K,X.shape[1])) \n", "fig = plt.figure(figsize=(16,7));\n", "thresh = .01\n", "mus_0[:,0] = mn[0] + np.random.random(size=K)*R[0]\n", "mus_0[:,1] = mn[1] + np.random.random(size=K)*R[1]\n", "mus_t = mus_0.copy() \n", "diff = 1000\n", "plt.subplot(1,2,1);\n", "plt.plot(X[:,0],X[:,1],'.');\n", "[plt.plot(mus_t[i,0],mus_t[i,1],'or',markersize=15,linewidth=.1,label='initial') for i in range(K)];\n", "all_diffs = []\n", "all_energies = []\n", "while diff> thresh:\n", " ind_sets, energy = Assign_Sets(mus_t,X)\n", " all_energies.append(energy)\n", " mus_tp = update_mus(ind_sets,X,K)\n", " diff = np.abs(mus_t- mus_tp).sum(axis=1).sum().copy()\n", " [plt.plot([mus_t[i,0],mus_tp[i,0]],[mus_t[i,1],mus_tp[i,1]],'-og',markersize=5,linewidth=.8) for i in range(K)];\n", "\n", " all_diffs.append(diff)\n", "# print diff\n", " mus_t= mus_tp.copy()\n", "[plt.plot(mus_tp[i,0],mus_tp[i,1],'ob',markersize=15,linewidth=.1,label='final') for i in range(K)];\n", "\n", "# # plt.legend(bbox_to_anchor=(1.1,1.));\n", "# plt.xlabel('x');\n", "# plt.ylabel('y');\n", "# plt.subplot(3,1,2);\n", "# plt.plot(all_diffs);\n", "# plt.ylabel('average abs difference between two results');\n", "# plt.xlabel('iterations');\n", "\n", "\n", "plt.subplot(1,2,2);\n", "plt.plot(all_energies,'-.r');\n", "plt.ylabel('energy level');\n", "plt.xlabel('iterations');\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def K_means(X,K):\n", " mus_t = np.zeros((K,X.shape[1])) \n", " mus_0 = np.zeros((K,X.shape[1])) \n", " thresh = .01\n", " mus_0[:,0] = mn[0] + np.random.random(size=K)*R[0]\n", " mus_0[:,1] = mn[1] + np.random.random(size=K)*R[1]\n", " mus_t = mus_0.copy() \n", " diff = 1000\n", " all_diffs = []\n", " all_energies = []\n", " while diff> thresh:\n", " ind_sets, energy = Assign_Sets(mus_t,X)\n", " all_energies.append(energy)\n", " mus_tp = update_mus(ind_sets,X,K)\n", " diff = np.abs(mus_t- mus_tp).sum(axis=1).sum().copy()\n", "\n", " all_diffs.append(diff)\n", "\n", " mus_t= mus_tp.copy()\n", " return mus_t,all_diffs,all_energies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The effect of the chosen K " ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "collapsed": false }, "outputs": [], "source": [ "K =5\n", "\n", "def visualize_Kmeans(K=5):\n", " centers, diffs, energies = K_means(X,K) \n", " ind_sets,energy = Assign_Sets(centers,X)\n", " fig = plt.figure()\n", " for k in range(K):\n", "# print \n", " ind = ind_sets==k\n", " DD = X[ind]\n", " plt.plot(DD[:,0],DD[:,1],'o',alpha=0.5, markersize=4,color=plt.cm.RdYlBu_r(float(k)/K));\n", " plt.plot(centers[k,0],centers[k,1],marker='o',markersize=15,alpha=1.,color=plt.cm.RdYlBu_r(float(k)/K));\n", " fig.set_size_inches(7,7)" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AgYsoxFksFlw2jzqc03IlwZCIvuERWCyWqddMlhHMS0nFh01NOHbsOD468imz\nLlIdBi6iEHfq1CksKFzm1bm5S1eipeXqYma9Nh511VVIz12EwjXX45pV1zPrItVh4CIKEc7mn95v\nbILW4F1LoDhdAozGq33wSorXY7CnG1dGzBgbGsTqNavZgJdUh4GLKARIkoT/8/yL6BqTkZC1EPrs\nhVczoagojAx7txXPqHkYBrugp9FocP3KFUhLMiA/LxeX+3rZgJdUh4GLKATUNxyAxjAPBStX4fKw\nGS1nz+OT4ycgSRKKCgvRdvyIV9dt/+w4lixZMu21kuL1MF5sx4mDjTBebGcDXlIdNtklCgEmywhS\nU9Nw6vgxZOdfgz65E0npGahvOICtmzfiN3/4A8wmo0cFGsPGIaQmxM9qA+WoAS97H5Ka8G8mUQjQ\na+Ox+JrFaDnyMY4dOoCuz1tRWrYVJssINBoN/uUf/h77fvv63BeyU/27N/Dw/e6V0LNMntSEgYso\nBJQUr8dw5wUkxkYjNysb2++4AwP9fVPzTwUFBVianYEP36t063ofVP8FS7Mz3O5ZyB2TSU0YuIhC\ngG347u+feBzJmgmc/ODArPmnxx/diaQxE95+6TkMG4ccXmfYOITfPfcs5l0Z9qjdE3dMJjVhr0Ii\nlWlra8NLr72OvuER5C5diVidDiPDwzh76jgS4uNw7ZJCPPrQ/R5dc3x8HL948WWYRsagj4/F4498\nE9HRnAIn/2OTXSKV8nY/rpaWFtS/34i0/MVYc+NamIdNc25C6YinG1kSKYVNdolUypviCK1Wi9Wr\nV+OJb/0NshL1+PzTT7wub+ccF6kJxwKIQoDJMoI8u8DR2dYyxxlXOSpvt3E3k7PNcdkyLs5xUShj\nxkUUAvxVHOFuJsdFyaQmnOMiCgFKLAB2dI1399VgxS0bpo451vQ+EnU6LjSmkMHiDCIVUbpbhaMC\nCwDTXmvaV4l1W8pZhEEhg8UZRCqidLcKRwUWM4cAc/PyWYRBqsfiDKIgGTKbIQ9b0Dt4GrHR0TCa\nzT5dz1GBxczCjdr9DSzCINVjxkUUJO1nz8I8dgXpCxbCPHYF7WfPenUd2z5eQ2YzmvZV4tiB950W\nWLAIg8IB57iIguTtv1TBIqJhGRmBNj4eWnkcd31hq8fX4eJhUjNv5rg4VEgUJIkJOiyYEXC8Kdjw\nZQ0YkRpxqJAoSBwN23lTsMEGuRRpmHERBYmjjhfuZk/2mZkuLhZDF8+is61lKkvzhSRJaKrfh1FT\nL+L0aVj1NBdaAAAgAElEQVRXsoVrvSikMHARhRB3Wy/ZMrM8u2HGO7aVKfIMTfX7UJg4gLT8VPT2\nD6Cpfh82bNymyLWJlMDARRRCbMOFc2VP7mRm3mZOo6ZepOWnAgDSUpJwvKPXh5+ISHkMXEQhxFXD\nXHvuZGbeZk5x+jT09g8gLSUJvf2DiNOnefWzEPkLy+GJVMid6sOa3W+idGXq1e+P9kCbmDFnBsY5\nLgok9iokoimNtXutGddk5rT7wFncsT5/6vvWoXmcu6KgY69CIpqyrmQLWofmoe54H1qH5iE/bwHS\nUpIAWOeuRk2cuyJ14hwXkYq5GtbTaDTTMqrG2r2cu6KwwKFCIhWbORzoaviPc1cUijjHRRRhvC3A\nIAoVnOMiijDW0vVBAEBv/yDOtXegMHEApStTUZhoLYEnCjec4yJSAWfDfOtKtqCpfh+Od1hfn1mA\nwcXDFI44VEikAu7OZXky50UUCjhUSBSmRk29bpWyzyyBX1eyJZCPSRQQHCokRUiShKYDdRi1DCBO\nOw/r1peyKEBB7rZhmlkCTxSOOFRIimhsqEFhbhTS05LR03sZre0T2FC8KdiPFTZYyk7hijsgU9CM\nWgaQnlYAAEhPS8bx5rYgP1F4YSZFdBUDF83izbBfnHYeenovT2Vccdp5gXlYIoo4HCqkWbwZ9uMc\nFxF5g0OFpAhvhv00Gg3ntIgoIPgrMc1iG/YDwGE/Igo5HCqkWWzDfpbhfpw7dwH5+QsRr0vm8B8R\nKY5NdklRLHFXF4vFgubmZhiNRhgMBhQVFUGr1Qb7sYhc4hwXzeJL0QRL3H0XiPVXbW1tePOl/8T4\n5bNYkxsLQ5xA96iMP/5yDNHJ+bjv4e+goKBA0XsSBRMzrjDnLGtyJ6Ax4/Kdkr0D7YNgjC4FQiNQ\n8dZvYBjvwLduXwKDLnbWOUbzGF6sOoukojI88vj3fP1xiBTHXoU0izVrSgZgzZpGLQMAgKYDdSjM\njcLGDQUozI1C04G6WeeuW1+K1vYJ1Da2obV9AuvWlwbsucOFuz0G3dFYuxeDpxsg953C4ZrfoOaP\nv8TNWUb88CsrHQYtADDoYvF3dy9B+lATXvzFs17fmyiUMHCFOWcVgs4Cmj1bifumLfdgQ/GmgBZm\nSJKExoYa1Oz7ExobaiBJUsDuraSZ+2U56zHojhOfNOCGRQnYuHo+YiQTYq9cxh3r8tw6946bF2Cw\nuRptbRzuJfVj4ApzzrKmUC95dycjVAMlu7VHR2mQEB8DAPi0+QIev+taj85/eEse3nzpP72+P1Go\nYHFGmHO2MHjd+lI0HajD8ea2qTmuUBIuhSFK9hhcet0GtHQdQXzUKAzaaKfDg84kJsThSn8rLBbL\nnNWGbOpLoYx/EyNUMIcB3RHqGWEwrC/ZCsu869BwBlhblO7VNdbkxqKlpWXO45rq96EwcQClK1NR\nmDiApvp9Xt2PyB9C618rokksDJnNlr0tu/5WJCXEeHUNQ7yA0Wic8zgli0qIlMahQgpJ7H3onMFg\nQPeod0tLjCMy5hsMcx7n7saVRMHAjItIZYqKinCkfcyrc4+0j2HJkiVT30uShMbavajZ/SYaa/dO\nVW8qWVRCpDRmXEQqo9VqEZ2cD6N5zKMCjaHhUcSkLJpWmGGby0rLT0Vvv3Uua8PGbdy4kkIaMy4K\nunBZsxVI9z38HbxYddajc17adw73Pfydaa9xLovUiIGLgi5c1mwFUkFBAZKKNmP3BxfdOv6dDy4i\nqahsVs9CJRdIEwWKIoFLCHFWCPGpEOKwEOJDJa5JkcOdLh402yOP/x16Etfh//9zC4aGRx0eMzQ8\nip++1YLexHUOexVyLovUSJEmu0KI0wBukGX5sotj2GSXHGIzX9/YusMPtn+K9cuSYYiPhnFkHAc+\nG8C83NX4629+m93hKWQFbT8uIcQZADfKstzn4hgGrjDhy1YpgbhepKqpfAfoP4X+3i6MjAzDGLUQ\nj/3dP/GzpJAWzMB1GsAAgAkAz8uy/IKDYxi4VGKuQDIzQ2o+ewUajQZDA13o6jFi0eIiJCUlcSPD\nAJi51clnJ44gI7oPqalpKFich89NKawOpJAWzI0kN8iy3CmESAewTwhxSpblhpkHPfXUU1Nfl5aW\norS0VKHbk5JsxRLpaQXo6b2MpgN104bu7PsIpqXOw7898xNgwgidNgo3XZeL0b4zON0+jj/u6kZ0\nfAbu+8ZjU0NVzK6UNb2cfRAnRk24446yqfdPXmKVIIWWuro61NXV+XQNxTeSFEI8CcAoy/JPZ7zO\njEslavb9CRs3XJ0TqW1sw6Yt90x9b59x/ev/+hmEZMR3H9sKg2F2dmU0WvDCGweRlLEGj+x8Imzn\nsyRJQkPFuzB3dkCXlY3i7Tv8GpBtmdbxg3tRfss1WJi3GBACL7/ViDtLViqycSVRIARlqFAIoQOg\nkWXZJIRIAFAF4GlZlqtmHMfApRJzBRdb1vTu7t/j+mXx+NKdN855zd17j6HblIPF+dkug+JcQjVj\n279nNzJbTyJNr0evyYSuwuW47fY7/HY/287KLW1nsEA/Co0uDdrENLQMJUFAsKs7qUawhgozAbwl\nhJAnr/fmzKBF6jLXlicajQaZ83ORmngFX7qz2K1r3rHtWjzzs70w6Deju6cfoyOD6Orqxpkzw5Ak\nye1/XOcaxgwWc2cH0vR6AECaXo8znR1+vd+oqRdp+alIuXEVDn50FMePtiFGb0Jebja0iRko3XEv\nAxaFLZ8DlyzLZwCsUeBZKES4anBry3jeePVXeOZfPFvz8/hDt+Kf/n0fTMYbkTZvDKkpqVi9fB6e\nf+7/w7Vr1rmVPYXqPl26rGz02mVcusLlfr2ffRPcJQWL0NwtcMf6/Mkhwqutm4jCEX8lI480HahD\nTsY40pKFwzktVxITdYiLHkZ2dibuvL0cuQvTsLQgBUsWJ7ndMSNU9+kq3r4DXYXLcQjR6CpcjuLt\nO/x6v5kLh/Nys9m6iSIGm+ySR0YtA+jvG8d1K7O9Ov+WG/LR1WtCT+9ljF8ZgdmsQVyczu3sKVR3\nbtZoNH6d03J0P/uMqrF2L7choYjBwBVBJElCRUUNOjoHkJ01D9u3O9752FUBRJx2Hs5fPAGDPs6r\nZ0hKjMf89CK0to/j1ImzyM7QYtuW29zOnrhPl2PrSrZYqww7rhZlEIUrxcvhnd6IVYVBt2dPNZpb\nJSTo52HYNICiQg1uv71s1nGuqgolScJrr76IBHESX77zJo+f4U97DqNg9TewevXqkK0QjAT2C5dZ\nfUjB5E1VIf+mRpCOzgEk6K1ZTYJ+Hjo6HTezddX0VqPR4Ktf+waOnnLaltKlw8e7pzYytGVPm7bc\ngw3FjrM/8g/bwuXSlakoTLQWcxCpBYcKw4yr4cDsrHlobh2wy7gcD83ZCiBsGdfMITytVovo+AwY\njRaPCjSGhsyI0WayDZSXlMySbOX0gLWY43gHizlIPfgrbpipqKhBc6sECblobrUGMZvt2zehqFAD\nDdpRVKjB9u2O54rWrS9Fa/sEahvb0No+4bAA4r5vPIYX3jjo0bO9+OYHuO8bj3l0Dl2lZJbEfbhI\nzZhxhRnrcGAuANtwYPvUexqN4zmtmdwpgCgoKEBSxhrs3nsMd2y7ds5rvlN5FEkZa7i9hg+UzJJY\nzEFqxowrzGRnWYcBAWDYZB0u9JdHdj6BblMOfvqLWgwNmR0eMzRkxn88V4Oe4YV4ZOcTfnuWSKBk\nlmQrp990x33YsHEb5xdJVVhVGGbcLXlXUltbG958/Ve4YunCdSszYEiIgXH4Co6c6EGMNhN//fVH\nUVBQwCpCH7ESkMJR0PbjcutGDFxhz2KxoKWlBUajEQaDAUuWLJlWiBGuneGJyHvB3I+LVEypLE2r\n1WL16tVO3w/VPoNEpC4MXDRViZigz0Vz6wBQUeOwiGN8fByvvvxfGB+9jOi4ZDzwzScQHe3+X6G5\nyuzJOxxCpEjDoULC8y/8ARJyp74X8lksyE6ZlYG99Pyz2LQ+DfkLM3H2fBdqDvTi4Ue/5/Z9OMfl\nH7a9uebaPJIBjkIRO2eQV2ZWInZ0nHe4Fmx89DLyF2YCAPIXZmJ81LPuGeyU4R+jpl63OsOzWwaF\nCw4VRjhJkiDJMtrPHYIkT2DL5lvQ0bkQ0Ni3hrKuBYuOS8bZ811TGVd0XPKsazGjck6SJDRUvAtz\nZwd0Wdko3r5Dkc/Hfm8uV2Xy7JZB4YJDhRHOUeNdAA6b8c41x+VL1WAkBL39e3Yj026zya7C5Yps\nheLuEKC7Q4pEgcSqQvKYo04bjzx8D1BRg47OdhQVzptqDRUdHe1yTsuXqsGmA3WTQa8APb2X0XSg\nLuxK5c2dHUjT6wEAaXo9znR2KHLdmXtzOcNuGRQuGLginKPGu+62hprJl6rBSCiV12Vlo9cu49IV\nLg/o/d0NcEShjoErQtnWbrWf78UnHzciOiYR+XkpKC//rtfXdLQ7sbtDgJFQKl+8fQcaKoAznR3Q\nFS5H8fYdwX4kIlXiHFeEss1tnTn7OXp7opC9IBELslOcbi7pLXfnvSJhjssRfxVsEKkF57jIbba5\nLeOQGfrExTAaB2d1k1eCu0OA7nSkD0cNFe9eLdhoPYmGCihSsEEUzvirXYSyrd0yJOpgGuqBwRDv\nl27ytiFAAGE7BOiLmQUbZruCDUmSsH/PblS+8Cvs37MbkiQF6zGJQgozrgi1ffsmoKIGCbpUdHae\nR3b2PCzIdry5pLe9DCVJgixJeOcvhzB+ZRwrVt0ckVmVK64KNpiNETnGOS6ak6O1Xu7Mg7Eb/Nxc\nzXFVvvAr3ITxqWMPIRrlO7mDNIUXznGRX9iv9dIlJGFfdfWc2ZckSTh14hCy5uVjxDKAnJx8HG/+\nPNCPHjDeFlloNBqnWVSwy+eJQhXnuGhO9r0Mjx49CrMlblYfw5maDtQhO0MLvU6DlCSBI59+Gtbz\nW7ZhvZswjszWk2ioeNfnaxZv34GuwuU4hGh0sXyeaAozLppTeXkpDn30Mxw72o/Ll3uwZduDAOCy\nCnHUMoBtW27DwQ8+wehoF5o/H8TK1dmo2fensCx390dXDFfZGFEkC59/OchvKivrYEhciZS0azE2\nvgDv7tkFSZJcViHGaeehr38Q69fdiJUrr0VsXAKK8mOwcUMBCnOj0HSgLqA/g7/psrLRazIBgHVY\nLytb0euzwpDoKgYumlNH5wA6Oi+jr0/GgpxVuDIeg1Mnq1BU6LgKEbB20Whtn0BtYxta2yeQl5eD\n9DRrN/n0tGSMWgYC+SP4nb+H9VwNRTKoUaThUCFN46j0PTtrHt5vPIW4+ByMjAxh6dJCXLsy3WVl\n4cwFxY0NNWHd0snfw3quhiJZNk+RhoErgjkKUhUVNZOl77lobh0AKmqwffsmHProUzS3nkBaWiry\nchchO8uzvzqO+hhGCiXaOrmqMPRX13miUMV1XBHM0fqsjs4BSMidOkaDdjy688teL0ImZfbhchX8\n/LXPF1EgcB0XecTRXlypKVo0Nn0ModFAliRsWGd939utThyJtIa6po6L0HdcxIDRiBiDAaaEJI+v\n4Wookl3nKdIwcEUw+724zp45gU8P78PlARmXh5IgSbHQaMZwoHE/Kitr8MMfPo6CggJF7uvpppGS\nJOFAUwMsIxZo47VYv65YVYHuXEcHki9eQE6iARcuXsC5BGXn91g2T5GGgSuC2foV/vq1l3D8+GXE\n6W5BVFQ8EvRXjxmTgA8Pj+BLf/U07rt3LX7wg2/7fF9PN4080NSA3MXZSEtPRW9PHw40NaB4w20+\nP4e/TQ3vnT2Dg+Yx5MSOQ5c+H3lZWcF+NCJVY+CKYBqNBidPnkJLaxx0hlKnx0VFxQNR6/DGrs8A\n/Nzn4OXpppGWEQvS0lMBAGnpqWg+qY7WUbZqv43pyRgdG0Z/UhIK8vPQtSBn6hhXc1fO3uMeXhTp\n+Lc9grW1teHNXR8iOnapW8dHxy7Fm7s+RFub6wxpLjPXeM1VYaiN16K3pw8A0NvTB2281qf7B4qt\n2i+3cAniFuSgZcg0a42Xq/VZzt7zR3spIjVh4IpgzzzzCyDqOs9OilqDhx/5EfbsqfZ6oattjdem\nLfdgQ/Hc1Ynr1xWj/XQHGus/RPvpDqxfV+zVfQPN1k1DCIGE7AW44Ut/hdtuv2Paz+tqPy5n77k6\nhygSMHBFKIvFgmPHO63DgB6IitKiq3sCx09YnDbYVZpGo0HxhtuwZfM2FG+4TTXDYu5003DVKsrZ\ne/5uL0UU6jjHFaGam5thHE5GnBejbjIyYRoeREfnqCLPovaqQWfcqfZzVcru7D2Wv1OkY+CKUEaj\nEePj0Yjz4lxJjsXA5W7csnaVe8fPEZjUWjWoBFfBzdl7LH+nSMfAFaEMBgOio8fnPtABWTKjsFDn\ntMHuTPaBqae7Fy++/DwWLVo0FcTUWjUYDO5WFLLykMIZ/yZHqKKiIhgSLnt1rkZ0I2fBQrf/IbQP\nTCOjZsxL1WNDyVrkLs7GgaYG1VYNBoO7FYWsPKRwxsAVobRaLa5dmYWJiRGPzpuYsCBrfjL6+i3u\n38suMHV1dSM19Wp2ZRmxqLZqMBjcrShk5SGFMwauCPbDHz4OTBz26Byz6UOsW1/qdANJR+wD02fH\nP8c111wD4Gp2pdaqwWBwt6KQlYcUztgdPsL9+Mc/xxu7Wt1ahDxiPo7lyybw4P1/5XV3eFuhxrB5\nGOfOnUN+fh502oSwqST0N85xUbjxpjs8Axfhxz/+Od7c9SEQtQZRUbPnlyYmLMDEYdx3782K9CoE\ngIbG/dMqCdtPd3hcSRiuZfREkYSBi7zW1taGZ378Cxw73gHjcDLGr8QgOvoKNLiI1NRY/PW9t+OR\nR77hU2CwDzTNzc148JH7pq7XWP8htmze5tH1lAh+RBRc3I+LvFZQUIAXnv8PWCwWtLS0wGg04vDh\nExg2fwHzUjJhNA2goqLGpz257MviExJjsG/ve9j2hS1eVxJGUhk9h/6IrmLgomm0Wi1Wr14NADh5\n6hJi4jMBXN1o0hf2gWb1mjV449XfoLH+w6lhPo+fdbJa0ZZxBauM3pegYrFYs0+j0QiDwYCioiJo\ntbN/Dlt5e5pej97Wk2ioABchU8Ri4CKn7DeaHDYNoKjQtw0Q7QNNX28/Vixb6dPQ3vp1xTjQ1IDm\nk597HfyU4E1QaWtrw6+f+XcMHz+KJcOD0I5fgSU6Bq8mJCFh5So8+MMfTdu4c2Z5+xmWt1ME4xwX\nOSVJEvbsqca+9w5CI6KwefNa3L5js9dDVOFSTDEzwzJdvICbNVc75R9CNMp3Pub0/F/9+Blc2PU6\n7okahz4qatb7pokJ/GkiGjn33o/HfvADAMD+PbuvBkeTdXsUZlwUDlicQT6RJAkVFTXo6BxAdtY8\nbN++CRUVNWhuleyyLo1P81zhYGYQqRkcxqakhGlBxdoI1xrc4jPnQwjAcukS6psOYtHhD7Axdu7/\nT+vGZEj3PojHfvADznFR2GLgIp/s2VM9K0h1dA5AQu7UMRq049GdX1bkfkpkYMHI4ipf+BVuwjhk\nWUZ7awtqey5Dl78IeVnzca7zEvKysnCusxOlBi0yEhNR9dFHyIiJRmJWNv702mv45jyd2/d6bUzg\ngd//edqwIVE48SZw8Vc2mtLRaZ3PAmzFGNbMa9g0AAAYNg141DHDniRJ2P9+Hf7ruf/Er158DvX7\na/H8i7/EuLCgf7ALHV3tePHl5z3enNJWqWjf+9DfbF0p2ltbMHrxApYmGbApKQHnOi9hU1ICbtZI\nWHS2DafbzwMAYseuQD8+jt/vew9fMXjWj/+eqHE8850nvN60kygcMXDRFEdBavv2TSgq1ECDdhQV\naqY6wtvmv55/4Q9u7YZ8oKkBfQPd2H7XJtz15XIMmXsxaOzD6NgIrr1uGdbddiOWrrzG48AzsyTe\nMuJ+D0Vv2TaIrO8dQH/6fKxdvgxpej1Gzp2dKqDISE9Db28PAGAsNgZ9AEa6uxzOabmij4pCzOlW\nvPfWn6zBf89uVL7wK+zfs5vBjCIWqwrDhKP5KU+HzLZv3wRU1KCjsx1FhVev4WhO6+rcVy6aWweA\nOdZ4WUYsiIuPQepkkDHMM0Cv16O/rx9r112Prs5uZGZmoP30JY+eORgl8fb7YWW2noRGo0GvyYT4\nvHz0mkxI0+uhy8qGOWEeDiEaWTvuRtuZ0yisr/fqfis0Mlo//RRxcXEOqxdt81+mjos419GBvKws\n6BfkcB6MwhYDV5jwNJA44ixIOWIdVrTOfTla4zVz7ikuNg6mgUH09fRBl6CDccCIrKwsXLp0CYcO\nfgKdNgELc/I8DjzBLImfuRPxzvIv4EDlX6zfL1mBx+wCR9T77+Nzj0bxr9LJEoYT9E5L4m3l+PqO\ni0i+eAH9l3uRaR7iWi8KWwxcYWKuQKK0udZ4zdzV+GzbRaTOy0DF2zWIiY3G0iXLIBIEErRJONt6\nDrm5C7H36HvIz89DQ+N+t4ssbJ3lg8H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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data1\n", "interact(visualize_Kmeans,K=(1,10,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Assumptions and Extensions to K-Means \n", "* **How to select K in advance (metaparameter issue)**\n", " * **e.g. Elbow method** \n", "* **Similarity measures**\n", "* **Shape of the clusters**\n", "* **fuzzy k-means**\n", "* **Hierarchical Clustering**\n", "* ** Pribabilistic Clustering a.k.a Mixture Models**\n", "* **Sensitivity to outliers** \n", "* **Density based algorithms such as DBSCAN**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Probabilistic Clustering\n", "## With different densities and shapes\n", "### Gaussian Mixture Models\n", "\n", "* **Gaussian Mixture Model**: To learn the distribution of the data as a weighted sum of several globally defined Gaussian Distributions:\n", "## $$g(X) = \\sum_{i = 1}^k p_i. g(X,\\theta_i)$$\n", "### $ g(X,\\theta_i)$ is a parametric known distribution (e.g. Gaussian) and $p_i$ is the share of each of them. " ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sklearn.mixture.gmm as GaussianMixture\n", "gmm = GaussianMixture.GMM(n_components=K, random_state=0,covariance_type='full')" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def GMM_cluster(K=5):\n", " from matplotlib.colors import LogNorm\n", " import sklearn.mixture.gmm as GaussianMixture\n", " gmm = GaussianMixture.GMM(n_components=K, random_state=0,covariance_type='full')\n", " gmm.fit(X)\n", " Clusters = gmm.predict(X)\n", " fig = plt.figure()\n", " for k in range(K):\n", " ind = Clusters==k\n", " DD = X[ind]\n", " plt.plot(DD[:,0],DD[:,1],'o',alpha=1., markersize=4,color=plt.cm.RdYlBu_r(float(k)/K));\n", " plt.plot(gmm.means_[k,0],gmm.means_[k,1],marker='o',markersize=10,alpha=1.,color=plt.cm.RdYlBu_r(float(k)/K));\n", "# plt.plot(centers[:,0],centers[:,1],'or',alpha=1., markersize=15);\n", " fig.set_size_inches(7,7)\n", " \n", "\n", " x = np.linspace(X[:,0].min()-2,X[:,0].max()+2,num=200)\n", " y = np.linspace(X[:,1].min()-2,X[:,1].max()+2,num=200)\n", " X_, Y_ = np.meshgrid(x, y)\n", " XX = np.array([X_.ravel(), Y_.ravel()]).T\n", " Z = gmm.score_samples(XX)\n", " Z = -1*Z[0].reshape(X_.shape)\n", "\n", " # plt.imshow(Z[::-1], cmap=plt.cm.gist_earth_r,)\n", " # plt.contour(Z[::-1])\n", " CS = plt.contour(X_, Y_, Z, norm=LogNorm(vmin=1.0, vmax=1000.0),\n", " levels=np.logspace(0, 3, 10),cmap=plt.cm.RdYlBu_r);\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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28NUVxzMlaArBJSm55lXqZe8dd0KLxvHen6lIyo8cPoQXnnlq1bKcX+swajFf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\nN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data1\n", "pttoptdist = DIST.cdist(X,X)\n", "interact(GMM_cluster,K=(1,6,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Assumptions and Limits to K-Means \n", "\n", "### K-means is known to be sensitive to outliers\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# Topology Based Clustering algorithms \n", "# DBSCAN\n", "#### Density-based spatial clustering of applications with noise \n", "\n", "![](https://upload.wikimedia.org/wikipedia/commons/thumb/a/af/DBSCAN-Illustration.svg/800px-DBSCAN-Illustration.svg.png)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def DBSCAN_1(eps=.5, MinPts=10):\n", " Clusters = np.zeros((X.shape[0],1))\n", " C = 1\n", " processed = np.zeros((X.shape[0],1))\n", " for i in range(X.shape[0]):\n", " if processed[i]==0:\n", " inds_neigh = pttoptdist[i]<=eps\n", " pointers = inds_neigh*range(X.shape[0])\n", " pointers = np.unique(pointers)[1:]\n", " \n", " if pointers.shape[0]>= MinPts:\n", " processed[i]==1\n", " Clusters[i]=C\n", " #it is a core point and not processed/clustered yet\n", " # A new cluster\n", " #Find other members of this cluster\n", " counter = 0\n", " while (counter < pointers.shape[0]):\n", " ind = pointers[counter]\n", "# print i,pointers.shape\n", " if processed[ind]==0:\n", " processed[ind] = 1\n", " inds_neigh_C = pttoptdist[ind]<= eps\n", " pointers_ = inds_neigh_C*range(X.shape[0])\n", " pointers_ = np.unique(pointers_)[1:]\n", " if pointers_.shape[0]>= MinPts:\n", " pointers = np.concatenate((pointers,pointers_))\n", " if Clusters[ind] == 0:\n", " Clusters[ind] = C\n", " counter = counter +1\n", " \n", " C = C + 1\n", " \n", " else:\n", " # for now it is noise, but it might be connected later as non-core point\n", " Clusters[i]=0\n", " \n", " else:\n", " continue\n", " \n", " \n", " fig = plt.figure(figsize=(7,7))\n", " ax1= plt.subplot(111)\n", " K =np.unique(Clusters).shape[0]-1\n", " for i,k in enumerate(np.unique(Clusters)[:]):\n", " ind = Clusters==k\n", " DD = X[ind[:,0]]\n", " \n", " #cluster noise\n", " if k==0:\n", " plt.plot(DD[:,0],DD[:,1],'.k',markersize=5,alpha=1 );\n", " else:\n", " plt.plot(DD[:,0],DD[:,1],'o',markersize=10,alpha=.4,color=plt.cm.RdYlBu_r(float(i)/K) );\n", " \n", " \n", "# return Clusters" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eSnp7B2lv7+D48b2Mjc3gTEus8Hrd2GxmWlq6eOnrv0FvT3fGFN0TB05l3VB8\n8GCIzz6TtSghxMZJJm0kiu9OL1p8d0Hx8Lliujbi5Kc9HibOBFCMpu7oQW78+V8zesdPtcmB2ZJ5\njjyLjVA4xGzvAB1tbdTvWr7j+8O+lzWdd6dWh08XDAZ5990fk5drUFJSSDwOn39+gxde2IfLVUhJ\nSVlGSSXDiOP39+HMLSFulKxqei69RUr6WpRUcRdCrCetdUbShsluo/7IwayVM5JV2d15BQSGBwl0\n9TyoilFThbe0jKHpSSp+5Qv8v9/7P3ji1hCF1pwF1zR0nPumKLVVlYROPcVv/ME/3PD3YjKZHp+2\nJkmpsk0NpThyrExOjgKaz69eZ2Z6mlMvPY234kFjyPHxSYaGpqit243NasPna6P5+PPrfl9CCLGR\n0vt43Th9jpKIxltTjbe0bNEv0d3Fdi5+8DG2y5n9ugBGYmGGrXCwrgG7xUprseIf/dkfb/j7WEtb\nkx09VZhetik5okqmvANUVhXxwfsXCc8mEzYUBQXF7NpdjSLZxExKKQkhdpb5XYanZzQlERi+cpt2\n532ampszNvomxcMRciw2jjTuYWBqko7xEXTMYCwyi1aaIlMOd3q7KCsqRRWtb0LFetrRgSu9bFMi\ne7CXgYEASsHAQB9m824OHmwgHs9N1RWcT0opCSG2k+U6Iqf38bLMrRmZrGaIGJTac3FF47T6fJx8\n9tkFIy+T3YZ7TwPTp6/jKSikyOnkWoefWm1LjL4MwIBARxej+VWEQqE19RjcaDt6qtB34TTNzbsS\n04UXE6nsyZqDMzMz9Pf30tc3jtZOnn/+uQWvDwQGMIxiSUEXQmyI5YLQfCvpiDwQCCxIMR8eGmLi\nym3y7YkgMxyeofDwvowNyMnOw1prPvwXf8Iecy6X/fdwBw2CoSDENZgUec5cglbF7q99kcnqklR3\n443yWHVABuZa3GsuXrw414jRnXrOmeskLy+P48f30tHhX5DaKenrQoiNFAqFePf7b9L3kw+pHotQ\nG4TqsUSF9/k1AWHlHZHbLy7s41VSWkrQaSWuE0sfpfZcAl09qefTU+jrGhspeekElyeHmOrpR09M\nUxozURo3UxjRTI1PMGVRFJeUrLiR5Wbb0YFLa0VPT4CGhvIFjRgVipKSMsbGZvBWFtPT86CaeyAw\nwPnztyV9XQixIVYahNK/UK+kI3LhWIhbl69w5+Jlbp1v5c7FywwPDQGwt/koQ5Y4U+FEQNTRRP3T\n+cVwlVISCbSpAAAgAElEQVR86e/9Bm3To+wqLMFqsxE2QcRiIp7vpLCinEO1DYmq7nkFK2pkudl2\n7BqX1hrDMHP69Ed8+cvNDA8P4HDk4cx1phIvLBYLNnse9XX7OXPmErt3B6WUkhBiw6WC0CIVI7LV\nBGy/dJXqJSpMRCIRBq/eorf9Hodr9s89mNhg3Oe0srf5KE8+e4KR4WFGunoZtieK4da//DLPzJua\nHOzrY5+3miIXzIyOEzcMTGYzucUucvPyUCicwRAjw8PE88oWuaOtsyMDV3rn4rY2KCrKxWRS3L3b\nSVfXAPkFhZhNJtxuN5GIZveeJxgdjdPU/OKCc2mt6e7qZGCga27qcW0djdfrPEKInW+5IAQPKrwn\nA1e2grTJeoLDXb103bpDOVby8nIZmp3BnZMLQL7dQW4szh3fJZ589gSlbjfxHBtff+3lResNtl+6\niis/nzwT5OXlZz0m3+5gpKsX596q1bz1TbGpgct34fRDf5jPT4Gvra3nxo0Obty8Q31dGbt2lREK\nRXA6nfT2dtDfP008rhkamkZrnXHdZABsaHDT3Pxgh/hqOxqv13mEEI+GlVZFTz9ufkHa9M7BpmiU\n8mCcPIsmZyzItYlpnq3eRY41kfJuUiacwTAjw8O4iosZL3LwTFpJqGzX9dZUM3zlNqX23EWPG56e\n4MUjB1f0XjbTpq5xpTdynL8wuVLJFHiz2UxXVw/DwyP89KcfsHuXl8pKNyUlBRQXO1HKoKzMxauv\nNnPv3l2KS+z8+Mf/JdUN+cKFT3j37/4rJ07szSjfBKvraJweSB/mPEKIR0d65faVHpfeETm9c3C+\n3cH46Ch5FhsjsTC1ZV6eqW7kbPd9hmZnUq/Ptzu4e/du1uaOyXO237/PRz96mxuftTLV2UunESIa\nX6SOYDzOSGFORk3E7WLTkzNW+2GutaarswPfhdO0+j7hzJmfMzMzzZkzZzCbgxQXW/i1X3uBo0d3\nk5fnoKOjj6KiQsrLi2loqKC7J0B+fg493Z0cb/amuiHvaixm375CPvvss6xBdKUdjdP3kmWz1s7I\nQoidKz0ILWZwaoL6tNFMekHakeHhxEhLzX1EGxpDxxm2Qnl+AQ6rnSZvHbqmjM5cRbvN4HJsnHY9\ni81q5fzf/pyOtrbUZ+z8DMenPNXEx6aoxc6nHXcYmJnMuLfh8AxXjAm+8j/8zrZc6tiSrMKVfpiH\nQiFazryHxTJGc/Mumpp28/TTe7h9+wqlpTYsFoURj7JnTx3T07PY7Rb27q2mq6sfrTXhcBSTUhQU\nOPFWFmZ0Q56cHOHAgcZEEL14MWsQrago4/PPL6SCpu/Cabq7OjOO7e/vXDDSmm8tnZGFEDvXWiq8\np3dEvnvnTmpPFsCYEeG+KcrBugdJFgU5TqwzYQ4ePEjUiFFtWGlylFAXUhlp98FgcEGGo7e0jFGn\nBVdOLi/W7WWIKB1O6LAZdOYqcg/uofFLL7D3wIEN/C2t3Zalwy/3Yb7YFFxf3yDHju1mz55K/P42\n8nIdmM2K/Pw8wuEokUgUp9NOe3sfWlsoLi7G5XJgtSTeqstVMFfPMCERRMsz0uVhLmi2tFBaqlJB\nM9tUZ7ZGltlIaSkhHh/pQWj+yGt+enq6ZEdky1O76cxVqUDifvYwtVWV2C3WjOONaJRWn4+GqBU7\nJkpqHlQISqbdv/Vn/zeFo8GMNHulFE3NzfitUcais9RanDTU1nL86RPU7tlFuKqEL3z7m9tytAVb\nnFW41If5YlNws7NRXK48zGYThYVORkYWDsfz850MDiaGvpOTkxQUOBkZmU07IjPYeL1ufL57qbJQ\n6Zuae3rG0l6lsdvNeDxm3vrRf2Tv3kOMjAyj2ZVKwV+MlJYS4vGSDEILqqJnSU9Pp5Sioqaa6vwH\nX9i11rSMnKUoGsdiSnyWaDSd/X0YgWGuBcNMmuLUmQzGvB6MmRA6lmgkOT0wQLTpMBRkXifHZuPk\ns8+mqsnfG+jiib1Vy97fdrClgWupD/P+/s6MDL2k/II8pqZmycmx43TaiUZz6e4eorDQgcViIjfX\nQSwWo6goH6ViTE1NMTk5jcdTkXaWRLHd8fFJXK7Ef830kVNyU/P0dJCCgmIAItEInR33cLvz2bWr\nAqfTgmE4USYHLWc+5fiJp7FZsy/IPkxnZCHEzqWUoq6xcdG09MXM7xycHCG1+nwUB2O4LHZu37nD\nreFemuO5WGw2aopKGDp/jQnjCvbKMhoaGrBGoD8wwmfvfUTZN38N27zCu0opKt3lVLrL6cxVvPT6\na+v23jfSlg0DlvswX3QKTkNJSRlDQxNYrTby8nK4evUeOTkWTCZTagovEolgtVow4gbXrrVTWekB\nEm1NCgqKcRUV8fnnbZw/f5nW1ivcu+enu7sXrTX9/b2Ul5cwNDRFUXFx4ptNxz0aGipSgc7rddPf\nH6Dp2FPEDE3b/dtoFt6zlJYSQqxWtjWy5Aip4Km9nOm5j29ykPKcPFylJbjdpYyPjVGkbHisDnKG\nJuho70CjceTYKYgmshSXSohbaSbkdrAlgWslH+aL1Vz0eCoZHByjrLyCwkI3N291sX9/PR98cJHB\nwTFMJjMzMyFKSwvo6enjF/+tlX376hkfn8Qw4gwNTZHjcHC25Sz19R7q68vxeov48pefxmwO0tLS\nwsDAEH5/H7V1u1EoxkZHcbvzMZszf11KJfaFnTh+nPv3u7l543bG81JaSgixFoutkSmlmA4GieY7\nePXgMcrLy3HacwiFw9gNjUmBAqyGxjodYmJ6CldxMdM6hjMYZWR4OOv15mc4bnebPlW40jb3Hk8t\ngcDAgoy9qiovLS0tlJUVEY3GKS4qp79/mMOHdzM9E6a19S63b3dSXl5CLBbn93//W5w+fRmL1Ubu\nSDE1tbvwXfClNjDHDIPr1+5TWOhAKfB4Srh67T5f+eVXU6mok5Mj1NUtLHuSDK4Oh4OvfvUr/Ozv\nzhEMtmV0RpbSUkKItVhsjWw64mL3cA2eoAJDM9LbDzMz5JoeJF9YlInBqSna7tzCnpdLv4pSNztL\ntLOHktJSeocG6OvuQUcNtEkR3eXl6fr6LXy3q7OpbU0ufHZ6xW3utda0nHkvo0lkUigU4syZFqan\nR6iqLuXA/irC4TB373Zy81YXZe4SKquqcRU6UQqGR8b5+ONbvPHGN4gbBmZzEK/XvaAbctKNG7cI\nhsI0Nx0GoKPj7oLAFQgMYRjOjD5fra33spaVEkKI9fLBm3/FwIefURcxJxLJ2u5SNDhJwVzOQDhu\ncG9mDEdMk2PPYTbfTmlZGT1TY0zkmGncswdPJFFBfiocIui0Urx/NzNl+bz0xuubXuVn27c1aT7+\nPNU1tSsagSilONb0POfP3yYQGMh4bnR0gq6uIZ548hiffnqVW7c6aWvrp7Kyku/+9mt85SvP460o\noq6+jrq6epqOHaGioorurhA/euun9Ab6uHDhKqOjURp37V+QVHHgiX3cutlGLBbLem+Jqc4Bqqq8\nGY9L5qAQYqOZ7DaUNTG6UkpxsK6B+5YIo0YkUXFjZpSSUJycaJxZDPYWlVFumNljzcc2PEl/Ryfk\nOxnLtVB4eB9PPnuCyuKSrBXrt6ttXWTX4XBw8rlX6Onuwud7MAUXj5v5pVdfotLrYe+evXi9Hrze\n0tTrlIL8/ByCM0Fyc3Pp6upjbHSYmlNOLJZjNDXtARKJGm33by0YcSkUjbv2c/78bRoa3BQUlKQy\nEAOBIfz+AY4dO5YRgCVzUAixGeqPHmLs0k2GR3sptedit1g5vv9Juu+3c2lqnHAwRKHJTo7TSWWR\ni+D4BDqumYrMsicnj5FwnIKGaqrKPBnnzVaxfrva9kMEpRTVNbU0H3+epuYXaT7+PCZTjEpv4pfu\ndpfg9/cvGB05nTmEQjNEY1F8vqscPbYfr7ec9C8TLlcBDQ0VdHbcW5ARaLPaOfncKxhGMffbxvjZ\nz1o5d/42huHk5MmTGcNpyRwUQmyW2oYG7LuqGcoxEYsn9sK68gtwFuQBmgM5hZTanWgdxxyMYItp\nrAaEIxEcYYOCoSk+v3I167mTFeu3u20fuLJJT5WvqKiiosI7N6WYmTHT3z/EB+9fpL6+muqqRFDx\neCoJBIZSx5jNplQZqKTk6CkZNI8ff4Fv/NrvYMTyMJstC0ZakjkohNgsSim+8O1vUvTsYT4Z7+Hy\n/Tt0tneASdE7PUFUx5lUcUqd+VjNZsJxg2lTnPzcPKxmM8UmGx3Xby46JbjSyvZbaUcGrvR1vKoq\nL31945w4cQTDsODz3aW19S4+310mJzWNjTUEg/HUelRVlRe/fyBjhJZeBmqx0VNy2tIwivH52mht\nvYfP14ZhFHPyuVekbYkQYlPZbXYOP/UUzrpKAnbNkF1huHKJlBRgz8slbDExY1FYiwpwu92p7TwK\nMEeNRVPjd8J+rk3NKlyva3V3dWI2j6ZS5UOhEBcvXqShoRyv1w0k1q96e2e4dOkmr7/+FXJycuju\n7mVgIEA4HKa9vZ2jR/dz4MAulFJ0dAxisxWmUvUlEAkhtiOtNe9+/00awuaM+oMA7374AeqzG7iV\njUJ3aUYhumB4lujYJDPaoL88l0NHj7L32OGM1w9OTeBdogHlRtj2WYXrpaq6Br9/KDVqcjgcnDx5\nEsNw4vPd4/xnt/npT33kFzSyd+8hAFpaWrBYQjQ37+G55w7yne98jWAozF/+5d/S0nKDc+fuyOhJ\nCLHtdfr9uMZCC4IWwMEnn6CDMMQMIuFwxnMOew5BE/iZZY+nhvi8vIBsFeu3qx0ZuLKlyiulqK6u\npLKyhlg0j29+67+jpqYOj6eW99//cK7KvDvjHM1NT/Ltb7/K6Og4J09+ecWp+kIIsVXaL11N1TCc\nr9Jdjq2ynHZzhL7J8YznRmNhhktzCVcUY7FbMKXtj12qYv12tK3T4ZeyWKp8erUKrTW9gR7iOkRX\nVxcmk6KgoIiiosLUfxylTBQV5bNMcfestNZ0d3UyMNCFUhqtFR5P7Yo2WAshxFoslTyhlOLUF1/C\n9ze/YCIap8MeRxtxlNmEubiAEncRX25u5l6gm3BlKZ25akUV67ebHbnGtRKhUIiLrZ8yM9PHyy8f\nYWRkkPz8HCKRGENDk9TW1hIMhlKVMz6/0k3z8edXff6GBndGWar0klYy5SiEWG8f/ehtqscWD15a\na860tGDMRsgtKkRHYyirBW9NFd7SMox4HL/d4NXvfmdbBKq1rHHt2BHXUtKbUF65EsRisVBWXkFw\nJkgsFqOwMJdLl66ze/dBdu2uRqFW1egx/fzzy1F5veWUlZVw/vynnHzulW3xP4YQ4tExv+XJfEop\n6g7spZsItda8jOMGpyYYL3LsmCnBxTySgSu9CWVykKdQ5ObmkpubC4DNlks8rlINIFdTrmmxJpdJ\nia7Kbnq6u6iuqX24NyOEEGlqGxq4WXSW4rCRNUEjZhiEygr5zm//Jl3t7atqYrlTPJJThb4Lp1NN\nKLu7e1NFdefr6Biirm43gcAAhlG84iCTfv4lj/O1rWr6UQghViIUCvHRD9/CNRZadES1U5YqZKpw\nTnpljfQ2KIkRmGZ0dJypqXGGh6eIxWLcuDHA177+G2s6/9LHrXz6UQghVmqxliePyohqOY9k4EoP\n3kopjh07xvnzF6mqKiIaDeF2F1BXV870dIj+/hGefLKesy3vrzihYqVfDqRavBBioyilqGts3PYF\ncTfCIzlVOL+yBkA8Huedd35KhbcAq8XE1HSI0pJqnnzyCZRSxGIxzp+/vaKEimznT9JoRkdGuHfv\nLiMjccrKPJIiL4QQi3hsKmcsZ35lDYDe3j6efvoJnnn6KEeOHKKqsoYnDz6RCibpCRVrOT9AJBrh\n/r2baD1JLBbnK185SXPzLszmUVrOvEcoFFrfNyqEEI+hRzJwZaus0d/fm+p67Pf3UVu3O5VRmOT1\nltPfv3zgynZ+jaaz4x45OWZu3w5k9Ovyest5+ul9XGz9dEc0aRNCiO3skZwqTNJa09PdRX9/F+3t\nNzl+fB8FBcUUFRcvCFpJra33aGp+cdXnHxkdBKZ54sABqqq8WacFV5u9KIQQjzrJKpwn2U8rESg0\ndXXLp7CvJqEi/fyJFPlnljze6y3H52uTwCWE2DJaazra2uhIz0Y8eojaHZSN+EgHrnQeTy2BwEDW\nhIqkZAPJtZAUeSHEdpe+/6sqr4DeoQH6unu48/Z/I1jo4Jf/4HfZc2D/tg9gj+QaVzaLJVQkLdZA\ncqUkRV4IsZ1prfnoh2/REDZTYHfQcvYsk5/foXYGDpnyOT5p4sy/+rf83X96c9snkj3Sa1zzbWRh\n3KVS5NOvI2tcYi201vj9HVy77icajWO1mjh0sJH6emnFI1amo62NwDsf4M4roOXsWRqiViwmExrN\n+NQkE2NjhGbD2Ou8xI/u4Tv/5H/EZNr4L9prWeN6rAIXZCZUpLdCedh9VlprWs68l7XwLrCqfWJC\npAuFQvz47fcJhwsodJWmHp8YH8Zun+Qbv/rFHVPeR2ydZFX53qEBJq7cptSeS9SI0dnRQW4kTp7F\nBkDQbibkchB59kl+/R///ob/vyWBa4tJqxOx3rTW/OCHf4vVVoPZvPALkWHEiEa6+PYbX5UvRDvY\nZiRMfPDmX1EbBN/FVmpnElt42traKDXMmNOuMW2Bivo62h1xip45vOHtTySrcIutpLmlEKvR3t5J\nOFxAjiP7P1Wz2cJ0uID29k4aGuo29+bEukhPmKhOFswNRgi88wE3i86uW8Fck90GwQg6agBmJqan\nyI3EMc+bITLNVZxXhsY1FqLT7992ZaUkU2CdJVPkm48/T1PzizQff57qGlmHEGtz9VpbxvRgNoWu\nUq5db9ukOxLrKT1hYn5/rbL8QhrCZj764VvrUrig/ughBqcmUNZEYBofHU1NDybNxqLkFrsAUFYL\nZfmFtF++9tDXXm8SuITYxqLRlW2fiEZkm8VO1On34xoLZe2rBWAxm1OjnodV29DAeJGDsspKhsMz\nYGQGQ40mYjOTm5fHcHgGb00VAPHw4t2Wt4pMFQqxjVmtJox5MWloaJjewDCGoTGbFVWVbsrLZES/\nE7VfuvpgenARyVFP+nTdWtbElFK89MbrfPiDH9FxI0KRScNcBaHZWJSIzUx5XQ1GXDPqtLC/tAyY\nm2LcZmTEJcQ2duhgIxPjwwBEo1EuXLjK3XujxHUBylRIXBdw+fJ92ts7t/3eG7HQSkcz6ceFQiHe\n/f6b9P3kQ6rHItQGoXossSb27veX3oPlcDj4yj/4Lb70L/8n7te4uB2dJGg346j24G2sZzwWxm+N\n0tTcjFKKwakJ6o8cfOj3ud4kcAmxjdXX12K3T2IYMS5fvoXZUozDmZd6Ph43cDqieCuP8eO335ci\nzjvMSkczyePWY01MKcW+J57ge3/5/1D4rS8R3FvJcLGTrlwThYf3cfLZZ8mx2YgZBuNFDmobGtb+\nBjeIBC4htjGlFN/41S8S6LnMxEQIlbYhdGZ6hHCwk6bmJiwWK+G57MK10lrT1tbOOz/5gB+99R7v\n/OQD/P4OCYYbKJkwsZT0Uc96romZTCZ+/R//PkXPHKbuiX00HztGpbs8NdLy2w1eeuP1bZlYJvu4\nhNgB3n7nffr6NT3dAWJGHIvZRFW1l7KyiowPFou5n1/5+surPr9sct4aWmve/f6bNITNWYNRzDDw\n243UXqrkJuLldBfbeen111Z8D51+P+3p62VHDm5a0V3ZxyXEIyoW05SXeykv9y553FqyC7XW/Pjt\n97HaahbsFyt0lWIYLn789vuyyXkDJBMmEvu4pjOm/wanJhgvcmSMetayJraSe6hrbNx2e7WWsuLA\npZT6c+CrwIDW+tDcY0XAXwG1QAfwLa310uNeIR4D611bMFt24XxDQ8N0d99Ezx2f7XrZ7svlsjM7\nmy+bnLeIw+Hg1e9+Z+Go5+WXeWbeqCe5iXg52zETcD2teKpQKfUcMA3857TA9UfAiNb6j5VS/xQo\n0lr/s0VeL1OF4rGwEdNufn8HH3/SmXUzcjQa5fLlW0xMhDh0qDo1Kpt/vcXuq6XlHGiDpuYm7Pac\nRe9hrdOQYv0kC+XOT8xINzg1gfe1l3fMCGotU4UrTs7QWp8BxuY9/CvAX8z9/BfAyiZVhXhEpU+7\nzQ8yha5SrLaaNWX/pWcXznf58i2UqRCnI0pZWUXW68Xj8UXvK8fhwu6spdXXuuR9ySbnrZfcRBwz\njKzPb+dMwPX0sFmFZVrrAQCtdT9Q9vC3JMTOlawtmK0gLiSm3daS/ZfMLoxGulL7ugCGh0eYmAgR\nme2mqblpwTRk8nqnPz276H2ZzQqTyUycQgYH+xa9B6tNkpC3WnJNzG83FmQjbvdMwPW03skZS36N\n/MM//MPUz6dOneLUqVPrfPmFtNZ0d3UyMNCFUhqtFR5P7UO3MREim0RtQc+SxyRrC652vcjhcPDt\nN75Ke3sn1663EY3E6eq6yaFDBxZkF86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I6ZSBxSpz/FhnXrX4lz/4KRZrC4pS+jyr6xnS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data1\n", "pttoptdist = DIST.cdist(X,X)\n", "interact(DBSCAN_1,eps=(.05,3,.1),MinPts=(4,20,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Assumptions and Limits to K-Means \n", "### shape of the clusters : K-Means classically, find spherical clusters\n" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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heZx3lzgcOGKxEKurGQqFJnNzS5hMXjodHVUdpdWyY7Ua2O3bNJsd3nprkULB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v8yZ84cRxCy2O0K4XCe11+fJBbr/MGYhYKGqkr09gZJpbJUq02i0RUGBsY7XsH+WfNohWW1GiAU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\n8JtSyg+fRmC9dP78ec6dO9frMB7aXo733gvm/WLd3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dlen = 700\n", "tetha = np.random.uniform(low=0,high=2*np.pi,size=dlen)[:,np.newaxis]\n", "X1 = 3*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n", "Y1 = 3*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n", "D1 = np.concatenate((X1,Y1),axis=1)\n", "\n", "X2 = 1*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n", "Y2 = 1*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n", "D2 = np.concatenate((X2,Y2),axis=1)\n", "\n", "X3 = 5*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n", "Y3 = 5*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n", "D3 = np.concatenate((X3,Y3),axis=1)\n", "\n", "X4 = 8*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n", "Y4 = 8*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n", "D4 = np.concatenate((X4,Y4),axis=1)\n", "\n", "\n", "\n", "Data3 = np.concatenate((D1,D2,D3,D4),axis=0)\n", "\n", "fig = plt.figure()\n", "plt.plot(Data3[:,0],Data3[:,1],'ob',alpha=0.2, markersize=4)\n", "fig.set_size_inches(7,7)" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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CG+4RE+6/MUlciqKcAx4ai/sa7yKRCP/09e9w7Hg9kqSjoGAGtXXttHfs49F1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5dP/JTOrhNkZGiIRvMpLMyksjKfXbtfZmhoEoVCQWVFIZIkIxrxXRUdl4skSRxpbiASC5KQoiyq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\ng/hJj973fd7nJblgId4hN0cq9mPPWkB64WJ6+keouXiWJz//5/S3niQre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2pqKkGfl+Sk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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data3\n", "interact(visualize_Kmeans,K=(1,10,1));" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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G+pI1p0HEF5yizXgkjvR8Er6GrYEeChJLJrDiUUKDPTR0QengOD//e/9evZG8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\n0Vs1nj12glphnR1JnfrMURb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0dXXR1dG+ZsR+xczPTlMZP8Li7CQdTono1AQdlhqGphLN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data3\n", "pttoptdist = DIST.cdist(X,X)\n", "interact(DBSCAN_1,eps=(.1,2,.1),MinPts=(4,20,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# However, since DBSCAN has it own limit: It assumes a global ratio for density" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RFrvVvMvEhLR8//nPw64y0233+HHgV39VzmO47DJpTW+7F0334EsuaXS5dbL7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\nZ9xvgAjNww+nrxM4Pw98+9tBnOnCBVm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ASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A two dimensional example\n", "fig = plt.figure()\n", "\n", "N = 280\n", "d0 = .5*np.random.randn(N,2) + [[3,2]]\n", "d0 = .5*np.random.multivariate_normal([3,2],[[.8,.6],[.71,.7]],N)\n", "plt.plot(d0[:,0],d0[:,1],'.b')\n", "\n", "\n", "d1 = .6*np.random.randn(1*N,2)\n", "plt.plot(d1[:,0],d1[:,1],'.b')\n", "\n", "d2 = .5*np.random.randn(2*N,2)+[[-3,2]]\n", "\n", "plt.plot(d2[:,0],d2[:,1],'.b')\n", "\n", "# d3 = 1.6*np.random.randn(N,2)\n", "# d3[:,0]= d3[:,0] - 5\n", "# d3[:,1]= d3[:,1] + 4\n", "# plt.plot(d3[:,0],d3[:,1],'.b')\n", "\n", "\n", "Data2 = np.concatenate((d0,d1,d2))\n", "fig.set_size_inches(7,7)\n" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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U3qTO2OUrdOhBHi+5sUo2hXyeYsHglcIcbZ4q8qkUecsmP2ty5VIvnVu6qC5a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\n4XDcynB78sknc+qGXL76eXd3N6dPny5K8sGPz5ymudnDP3/rnzkYqGF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ykEsFvhO60cop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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data2\n", "pttoptdist = DIST.cdist(X,X)\n", "interact(DBSCAN_1,eps=(.05,3,.05),MinPts=(4,20,1));" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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j1cateH0+XP19rN2UQ+SteuSRcjzuEYKyCJrb2jlztpyYNMs9q8bdO4oJnC3n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\nofdtbG7hemMLn3jjz+f93N9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/TMXR3/L7H32PEWc3O4uLplzjzuIirPU13Lh2hQ57Kx73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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data2\n", "interact(visualize_Kmeans,K=(1,3,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# More than that, topological algorithms like DBSCAN have fundamental limits:\n", "## They are usually developed based on synthetic data sets, which usually never happens in reality\n", "## Further, they believe in some kind of underlying true groups!!! Or some kind of Idealized set up such as having perfect communities!!!\n", "# \n", "# More Important: They have NO data Abstraction and NO Generalization\n", "\n", "# Attention to these issues can be a turining point in the notion of clustering\n", "\n", "# " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# \n", "# \n", "\n", "# A different use of K-Means and its abstraction\n", "\n", "## Clustering as Feature Transformation and Dictionary Learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# If we look at K-means ojective function\n", "![](https://wikimedia.org/api/rest_v1/media/math/render/svg/debd28209802c22a6e6a1d74d099f728e6bd17a4)\n", "\n", "## In comparison to Sparse Coding (SC) objective function\n", "![](http://ufldl.stanford.edu/wiki/images/math/f/1/1/f110901ddedcba59e339de5f16c547da.png)\n", "\n", "\n", "### Or to PCA\n", "\n", "## $$ x = yP $$\n", "\n", "### Or to GMM\n", "## $$g(X) = \\sum_{i = 1}^k p_i. g(X,\\theta_i)$$\n", "\n", "# We can think of cluster centers as new \"fictional\" dimensions.\n", "## Then, similar to PCA or SC, the identified cluster centers can be used as dimensionality of the data points. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Previous floor plan example that we had with PCA and SC " ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(696, 4096)\n", "(999, 2500)\n" ] }, { "data": { "image/png": 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D0WhUsCmXf7csZDZxXLJ1a3mfVxm4FkWzF/0uvRcNjJQ6SNFGElhBEMD3fYRh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zotJQxDeJ6HMAwB/CxypffbxAWAJgfqZ0rd1N0sS38R9g8Rz9sDmVzQTSmbzXJjd1VgbeoGRT1V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nKBaLCAaD6Ha7aDab+M9//oN//vOf4qg5Go1uZPN1lZ3JoG63K4fdJoKlm9hJsNrt9lrvALOQ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2iqfdUSWDZk88ZVr9dNaeBisTAL+XQ6NT1Y7KmS/U933fRkxE1Ohb/rGO8SWHw+eXPh30vH\nJf67zIBxxgf7ZlRgvQycIUSHUoofCqyH3pilqYq0UufMKs4Q4ow3ihBu6hzHMSW48lilmxxLlijk\n5GgEWcrzUtC8hZlkXivRhnnlduQa+xxDmmVAKhpA2gXk7M/ofWZX1miuMxxAzeBTqVQyZczxeNyU\nJ2/6tbyLRiVPhQqsZ+SxJ+sqGarov922wOnF87QwusesDFmWzbwLZsF446rX6wBgBBRNM4IgCJXK\n0FFw1Zp4lgtKcbUOboqYyejyss+IRgXRfolduHFvGozUSoHFOVM8Xx4jsKLiKpfLGWMWbmLoepVK\npUxGs9/v4/Ly0gyjlhsEZtwymQzm87kxQbAsy9i0b4I9MDemHGWwLPui3M5t4uop7nUMCDGLtcsC\niz23UmDtyjrN7Djvt+l0GuVy2bjo8p4KwHxWm4pcO58jQPHaUYG1JchoLDcM3OgQltXYth0aFhvt\nweIiEJ3MvSsRp+dkXZ8pBRbFD2fEpFIpuK6LRqOBRqOB8XhsRBUt4ovFIvL5/L1ueC9xLiwLDEQb\na/UcfTmiN99Vy1tXfW6WtjJr6boums0mvn37hlgsFuo19DwPZ2dnqNfr6Ha7RigBYTvi6DgDmS0L\ngiBUQviSGwlu1jc9ur0NPCSA9Rh2fV3a9dYEri8M/hQKBcRiMVPOzBLm6XRqRpCsE762HD9AMxiW\nGHNtVJ4XFVgbDhcsWefLizg6G6xYLKJQKJgymkKhYHpWJPl83gy85QZj2Wsqm4Xc4DI7NhwO4bou\nHMdBv983kUTbtjGbzZBKpUz0fhsjinLjzU3oNr4PZTUWi79c/waDgSkRdRwHFxcXoQwVXSu73S7a\n7TaazabJ/nAjw+uE50wymTSZIGk4IzNwinJfdv28iRp/7CIM0mSzWWNGVSqV4Pu+sfGnsc66SSaT\nJuPPvlVar3P0gAqsl0EF1gYjN5FSYGWz2aUuPRRYdNbyPM9EUSQ3CSzdtG42ywSW53lGYA0Gg5BF\n+mw2g23bKBQKS5u/twE6yMnN8ba9B+V+0FVyMpnAcRxcXl5es+iWlut0D6RrFwWWFFfz+RyWZYUy\nWlFXT7UgVh7KrgoLEhVZuyS2+F4TiQSy2Sz29vawv78Px3HQ6/VQr9dRr9fhOE7IEn1dUGCVy2VT\nrZLP5wHA9H71er21v65yNyqwNhze7LkpYJkgG8JlbT6NDVgXHYvFTA+ChC5Vw+EQnuchCAJTO66b\ni/VBa2n2qlDk0PwiCIKVI0u8WclSJjmclI5qsmfJsiwsFn8N6GWjP0sI5JR5WeIgN52xWMw02cu6\n+vv0g0iTAb6e7F2gYYW0rZflDvL3aXbhuu7OuXW9NBQe/N7kObEO4R4dtDuZTOB53o2bNF5HNILw\nPM/0NjD4IDOd/DueU4vFwti4R93nXoropvS+LnrKy7IrgkKi2atfVRa8z7I0P5lMolQqmaoi+XgI\n0VlXXP84HLhcLmNvbw+VSgWVSgUATKZfeRlUYG0By1znli1mskk6Ho+H+hIkvu+j0+lgMpmg2+2i\n3++HNiR6Q18PlmWZaFaxWAzNtul2u+axqmCJfv/LemHkz3LBz+VyKBaLIdMAbipns5mpHae5AIcZ\nJ5NJuK6LwWAA13WNIFzVFCAWiyGfz6NUKqFcLgP45SRI9zc6H7KswbZtM0meFvTsKet0Ori8vAwN\nT9Rz9emJ2uUzMMPG/sfaXzPrxNEAMsN0G3JQMJvr+XwyyATAzCbicwO/Bq7zd1+y/0leyyRq6qLn\nuqJsHsuMIfj3DHBTANGx9CHI/QN7q8bjcSiDtb+/j8PDQxwcHCAW+2tO28+fP9f1VpV7ogJri7jL\nepYCi5bg0oJYwqxVv983vTvRiK/yeCzLMsOADw8PQ1mms7MzzGYz9Pv9pZvTZYJpmbBa5vYjf44R\nNQoslobKoaaMgFWrVVNmUCgUYFkWms0mGo0GgL/OG2YXVhVYuVwOBwcHOD09Nb87mUzQ7/cBwJRy\nWZaFfD6PYrGIWq1mHplMxhi3nJ+fYzabodPpXHNbU54WWodzrttwODSW+TIb+hAosHh+rFpiJDM8\n0iBCZooptJZdJzIK/NJrnyyF5XuS7oEvfXyKotxMdG/G/6e7YC6XM/fNh/RhMePOPYTruqGsfDab\nRaVSMffa09NTxONxnJ2dIZfLPcE7VlZBBdYz8pgNiLzhctMQjbquGh1hf858Pofv+2bGkN7A10s6\nnUa1WsXbt2/x4cMHE3XyfR/z+RzD4RDtdtv8PzdT0UWakTDLskKlftI1KJrFki58MiOwbKPJ+Ub5\nfN4s0vv7+8jn88hms6aklANfV432JxIJlEolHB0d4cOHDwBgBFaz2cRsNjNlYMx0VatVnJyc4Pj4\nGCcnJyZ7xTLXer0emnekPB/LbPJ5fq2SYYme08t4TCaM5/gygQXgWkBC/txLr31ylg6PTWbhHhP5\n3kV2uWRNeV4Y4OE8MO6pOHyawaNEImHMp+4LTXpYuk9hxfWUawczZfv7+6ZE0bbtla+FVSqllNVR\ngfXERIXRfXqdZJ8BL1waGjDz9JCLVR4PS2R0zsr6YeldtVrF0dGR6VthaRWb9Hu9HjzPg+d5mM1m\noX47ls1lMhkUCgUUCgUUi8VQb1JUZMk+r+FwiE6nY0rsKKYpsIFfNwiW/uXzeZycnODw8ND09S0W\nC/R6PTP8NepMedP7Pzo6wps3b/DhwwdjVLFYLHB1dWU2w4PBwMwNqdVqePPmDd6+fYt3796FrhVp\ndKAlU8+DXIOSyaQR4dls1qxJ3Fjw/I7CmzQ3ARxQLP9tnfC6oiWy3ISwDJY9fXzw2Fc5r5+CdDqN\nfD5vLJ65YRuPx/B931yjiqJsFuPxGIPBAI1GA/F43Aw+Hw6H+Pz5Mz59+oSfP3+GDKjuy2KxMGss\nza24b5tMJnBdF+12G6VSCXt7e6YXG/g1p0s+103cZPyjPAwVWE+ILGGJlnzctTmUP8/N72g0Mk3+\ng8EAg8HgwQJLNkvKzbayPugqVK1WcXh4GBLZ4/HYiKpUKmWsVBeLhclM2baNUqlkZlmxXC6TyYQW\nwqjIAnBt4QX+smylQYQsi2KJFhfsfD6P4+Nj/PbbbyFzA5bqpVKplSLqUmC9f/8etm2bDEKpVMJ0\nOoXv+7BtG+VyGZVKBXt7ezg9PcWHDx/w22+/YTQawfM8+L5/TWApT88ygbW3t4dcLgfP8+A4TsgS\nPSpQZCSU/YD5fB7pdPrJZk8NBgMAMOczAxa8nqrVKmzbhuM4cF0XrusaMfZSg2JZplupVJBIJEzg\ni+JKM1iroxtC5TmhwGo2m5hOp2i328hkMnBdF3/++Sf++OMPXFxcmL3WQwMlrBzh/oFVR2wN6XQ6\nKJfLcBwH4/HYVHpIgXXX2ib3EcsqY5T7oQJrzdzl/CT7ZO5C2gbLTbm05dao5uZCgVUul3FwcGD+\nnrN9pEgej8emH4tOZ7RYr9VqqFar1xz55OvIhVBmsFzXRTKZxGQyuSawpMMaRfx8Pkc2m8XBwQHe\nv3+PyWRizjtZorCqwDo4OMDR0RFOT0+Ry+WQSqXMexsMBmi320gkEiaDtbe3h6OjI5ycnODdu3fG\nCGQ2m4UEpAqs50EaRsiAATcVvV7P2KOzP2AZLHOlw1Ymk7mzXPC+yOfhuQ/8cmC1LAulUsmUv9K2\nXZplPCS6vA6YwapWq0gkEqacmGLL87wXOa5tR5al3lRKrdlw5THIDJbruibwORgM8OPHD3z//t30\nMT8mIxSthuK6xUqVbreLTqdjgl6ZTMaUJqbT6ZVcSe9qPVDuhwqsJ2CxWCAWiyGZTJob58HBAT58\n+HBjn0z074BfltyMHOfzedOT8hTzFJT1Ia3U5/O5me1DYfXnn3/i69evOD8/R6vVMpPeOfCU1uX9\nfh+LxSIkcKLffb/fR6/XMwJJiicO6B2NRuj3+8ZUQp5nnCmUSCTQarXw7ds3VCoVjEYjnJ2d4fz8\nHFdXV+j1euj1euZY74JNtolEAq7rmvM2kUig3W7j69evqNfrGAwGxp3OcRz4vo9Go4GvX7+aDIPr\nuvjjjz9weXlpsg3K0zOZTOD7PmKxGHq9HjqdDvL5vBHwlmWZmXw0HlmGLENlz+G6BBYHfOZyOdPQ\nzXN6PB6HRKJ0wmRw6qU3Elzj6TbGnjYdDno/ZFUGM6YsB3379i2CIEC1Wg0FLvv9vnls6zB25WXx\nfR/tdhvxeNxUacRiMfi+j1arZUr/gYcLrGg1VPQ85d9LscX/t20be3t7135+GZZloVKpoFwumzJw\nmltpIOL+6C59zfAk5E2TG5DDw0NMp1Nks9lrkYSbBJbcgDACt1gsrg3dVDYXGRlvtVq4uLjAxcUF\nzs7OjHhxHCfUG8Xf4Q2f0+CXWTkDMKWjNC/h+cdFeDwem54TCiwJN6Pz+dwIrHQ6jV6vh3a7jXa7\nbbJffKySOY3H4zg/P4frujg7OzNDrXnz6Xa76PV6JkPW6/XQarXQaDTw559/olAohOrWm80m6vW6\nCqxnhGWcs9nM9ODRwn86ncK2beTzeRMAiBIV8vyuad4QPZcfAnsd8/k89vf3r2X7mVnjTDdeD5sg\nsLjhosDijJzJZLKWz2aXkOWsMmPKLGAqlcLJyYm5l85mM/z48QM/f/405yQArQpR7gUFFi3TeU0z\niy4FFvDwEtbovnGZ6JLlggyCUWBFn2cZ6XTatCTYtm3WdRVXD0MF1hMQFVj5fN4YBlSr1VDviywZ\njJ7E0qGLm0zP84zA0tTtZhIt1ZMC6+vXr/j06RMajQYajQaazaYRRhRHFEA0wohasEeRES35+2yS\nlxHbZQtlNNqfTqcxmUxwdXVl+p88zwuZB6zas+e6Ls7Pz5f+27IFO/r+pJW2tLlXngdmVcfjsTFc\nYWYgFouZANJgMLg1qy77/OLxuBFY61jD2M/FkQCMujqOE7qu6GC5KRks2Z8m5+UsFgv4vq8C657I\n8imZwWJpcqlUMpvgRCKB6XSKZDIJ3/dxdXV1Y3ZAUW6DboHdbndp+elznE/LMlg3CazbSKVSZjBy\nKpVCv9/XYP4j2CiBJTeRsl5/NpvBtu2N/6LZTMiIarFYRKVSwf7+volOsu+m3++bZmy5AZYXo8xW\ncHOgZQzbCR0bOWCXgoWR9WXf6WOjRqvUXEdfi6LM8zxYlmXEFW8iPOZVBZa0wpbHEp0bIo8hemOS\nQlUNWZ4XblZ586bpCNdoukzeJk5kRpVzruQQ4McKm+l0alxV2+025vM5CoUC3r59i3K5jMFgAMdx\nkEgkUKlUUKlUkMvlQq5cuVzOOHQ+19oq3bo+fPhgHqPRCJPJBL1eT4cM3wNZhtrv93FxcYFisYhs\nNhtylSwWi8Y0SI6+0LXl/sg+3l09R3neveTr8xhGoxG63S4SiYTpX2alyCqkUinzXVqWZYK/ysPY\nKIEF/LrZMjJarVYxm81Mqn+TYSM1j5220wcHB2bODxsfO52OcXfjZlM2LwK/mrPlBmQThmIqD4Mb\nTGlpLb/vTUCWGvBYKaworu6TwbqtdvumjXlUaMnj0nP/ZeANXJbYAVh5BpY8r9hfCKzH8Y2DqxmE\nk4YRvu+bgBYAM+rAtm0j2qfTqXH0ZL/Bc0CBmkwm8f79e/z222/4/fff0ev1TORYN/2rI8+vbreL\nb9++IQgC2LZtLPht28bx8TFSqRSKxaK5x8qslnI/NPP3ssh742g0QqfTMZlaBvQZzL8LiqrJZIJs\nNmtaF9Su/WFsnMACYNL7+XwetVrNfNnbILBYlhAVWJzCPRgMjCtap9Mxmw1GeOUNVQ6I5Y04Ho+r\nyNpCuEGVc7A28XvkcXIzHRVY9y0R5HPexE0C66b/36TPalfgZx4VWJwttWqGhee7zF6tg0QigV6v\nZxwBj4+PUavVcHx8bMRXr9cLjRqQw6pZksdz+znOMd7jGJDjMPIPHz7g6uoK5+fnIYGl5/3dSDdI\nbjJbrZbJsgJAqVRCMplEuVwOCSyOnuBmUj/v1ZDiSgNgLwf3jrJccT6fYzgcYjgcruxCalmWqZRi\nqbUUWCqy7sdGCizgr8ZlDlf1PA+5XA7ZbBaZTGal319WYnSfTSHL82QGKdonFV1YpHMgb5wcEitr\n7WezGYbDIVqt1jWBxQsF+FVCkkwmzXtPp9MvNqtFeRzLbkSb+j3K45TnpZbp7S6yVHPZOXyfUtR1\nH5fv+8YJzrZtZLNZ43YoexzZZ8gxA7L88aZS3adADhOOx+OhgeD1et2YyrBcUK+3u5Hn1mg0MhtO\nlmEyOOm6rilzXtfnus7zmhUt0lpeIsuuV9nbxGKxa8Nj14UcHs7ARXTPpDwtrIwZjUahqhgGc1l5\nsupz8ectyzIZYeVhbKTAWiwWoWwQJ9yXSqWVHcR48+KffNy1oHJBkELppjI9RnR5A4zO3OADCPfg\nuK6LbreLVqsV+r2oSQEXRIoqLpQaJdpOZBRo0288y4w1Nv2YlafnLsOVl2CxWBibf85Lk3OwWD3A\n+8qyjaYc4vlcAksG0DqdDs7Pz1EqldDr9fDt2zc0Go2QO6iyOtFyVJ63mUwGo9HIlGnLgNFDvvd1\nZm+ipifcf8gMHIDQfoaBAQ6dXfac8Xg8JILka0WDI/e9tmnkRfe5TCZjzG42ZX147bDvEAiXbMs9\n8KpE9yb6HT6OjRNY0uBBugCxAXlVgSV7XXjyrRqxkra52WwW6XQ6tCDJBY4lJdJ2WN7EubhTjNHk\ngJbUPJ7oYiejWJZlmc/DsiwVWFvMNogrSVQQbtOxK0/HJp0HFFhs8qa4ajabZrQFuWkDcVuv4FMh\nry0KLbracTYT7cO1N+h+yHJBuXaxhEr2wVJUP/T7X9Yz+lB4LqRSKWQyGeRyOdi2HTpvpZsqN9TL\nMg0y4JtOp80+Sp530eO+bwCQgeh0Om2MQ1YxvlHWBzPz3IMuq7C6L/r9rYeNEljRaApPEAoey7Lu\nLBHkiSEjPL7vA8CdNyk5Z0j2UlmWFcouMWtFu2Gm8GUJzWg0wmAwQLPZhGVZptGQ1twc2HrTyS8F\nltw4aJ3z9rONgpOlLO8AACAASURBVEUXXIVs4nnATATwa3ZXr9cz5gUyY3XT2vnc57jc2MosiMxM\naA/Ww7hJ7MjPFPjL4p9mWsxsreqSGovFkM/nzYN7hYfa60sX4kwmg1KphEqlgmw2GyrTlhb+0pnz\npmOM7mfkPkc+oiXAq8A9WTabRbFYRLlcNlmslxzevUvIvmlls9gogSUZj8dwHAftdttE8u46gWRZ\nnmVZ5uIeDoeIxWJm/slNRBc4Ov+l02nzu7f9PiMJw+EQjUYDnz59QiKRwJ9//mkcqlj+wUnbtyEj\nUNtUXqYoivJSyPIwZjBWFVjPTTSYKDdL2uv4NPA+b9s2Dg4OkEgkUC6XQ5mtVQVWJpMxAuPDhw+o\n1WrGYfO+opjVKrZto1wu4+joCIeHhygWi8aoYDgchsq/OFfupuPjn8lk0sxa4x6H+5xsNmtEnOM4\ncF3XBKXvolAooFaroVaroVQqmefijLFNNyZTlKdkYwVWEARwHAetVstMw14lA8WFhLMt0uk0HMcx\nDn6r/L5lWab3q1wuI5FImPr+25BN1PV6HfF4HIPBAIVCwYgz3/dxcXGBXq+30gLMjYFGgxRFUe6G\nAoviahuCUlJoqe3108F7KcXGwcEBKpUK3r9/bypT2M+0rOQuCvuP6AS5t7eHVCpl9ir3cUCVfefl\nchmHh4d4//49yuUy2u02Op1OqPc7CII7jStk20I6nTZGFLJvqlqtolqtYjqdotFooF6vr/x5lkol\nHB8fm5lzxHEc4zSqKLvKxgosTqTudDom+8Om1JtgcyUXUEZn5vO5Mau4DRnpkanvRCKBIAhCTn/L\nXLRkLSzdWBqNBtLpdGjmiuu6GA6Hd34G0QyWoiiKcjuM8CtKFCk4LMtCsVg0WSNpinVTiWH0PsxM\nUCqVMkOsKbCiPXace3bT88mqmWq1iv39fRwfH6NcLmM+n4ccEe8bOJAtB3KPUygUzOtQXA4GA2MQ\ncxeZTAaVSgUnJyemzJIudCwTVJRdZWMFFi0mPc+D67qmh+m2C58LB7NQXDg9z0O/37+1vA8Ip9RZ\n2+z7PmKxmDkGx3FM+QZT9NJ5SvZp+b6P+XyOZDIZqm+mCFMURVEUBdf6gaSj7rpt0Ck4OAqmUCiE\nRlEsY5lZimxLyOfzsCzL/Kw0l6jVajg9PQ2ZdMnjiMfjpkeKvUz5fB7T6RT9fh/tdhv1eh0XFxdm\nZhv/vKmkUbrJeZ5n5m9yX2TbNhaLBWzbRi6Xw2QyMa9zeXm50mcZj8ext7eH4XCIXC5nxOk2ZI0V\n5anZWIFFIUKB5TgO+v3+rQJLzo2gu00qlUIQBHBd18w+uQ0uCrRV5zwNx3GMwJLZK2mDGS3r4HwV\necOQLoSKoiiKovy6fyeTydBsSSmy1oEUNrZto1gsolarhVzXoiZEUuzJ7JHcczBDxd9h1iqbzaJa\nreLk5CT0HPwZ9iqxLYHOgZyZ6XleSGDRAEWaodz02bBcli0OnueZ4DMNOdgKEQQBOp2OeZ1VsCwL\nJycnZpxA9PNTlF1mowUWJ0lTYFHgrIK0SufzrSpqohmsyWRiXv+uPq6o26CiKIqiKLcjS/SjmSRu\n2tcpshKJhBFYe3t7IdtyKaCk8JJztaKlelFbbOneV6vVMBqNrlmYU5TJloZsNgsAxtRCZrDOz89X\nfo+ydYFtFgBCAiudTqNcLmN/fx/j8RjtdhtXV1e4uLi40wxmsVggm82i2+0agSWFqWaxlF1nYwWW\n5CEXaTTqpW5MiqIoirJ5xGIx2LZtLM9ZAscA57o26iyZm0wmGI1G6Pf7SCQSJhtE8wjZq8QM0HA4\nRBAEpryObn+lUgmlUskEZH3fR7vdxsXFBc7Pz1Gv19HpdNDtds3rSbdjlupRsHHPEgSBEZZPIVRu\ncya+TcjeZNyxq2JKiuREImE+z/l8buaVacXSbrLRAusx1uTL6rcfGv3SSIyiKIqiPA0UWKVSCbVa\nDY7jIBaLGWOrdQVIowKr1+sZh2FmeTzPM5bplmUhCAI0m000m014nodisYhSqYRyuYx3797h3bt3\nximYrQw/f/7EH3/8gS9fvuDq6gqe5xnzB7khz+VyoZI6Vu4wc8bPZp17ENn3xcdDzbR0fAzM95jL\n5YzIisfjxjCEZZrK7rGxAmsdDnqPcZPa9UVDURRFUZ4DKbA4m4q909EyvMciBRbFFUeq9Ho99Pt9\nJJNJU67neR6+f/+OHz9+oN/vY39/HwcHBzg8PMRisUChUMCbN2/M8bZaLZydneHz58/43//931BZ\nXywWCxlwcX/CvjOZPWMG7SlchG8SWQ95nXV/P9sGBValUoFlWea7G41Gxv1x1bliyutiYwXWQ4k2\nnyYSiZA70KqRsF1cKJTn4T6zURRFUV4L0gwimUyG5lIdHh7i+PgYp6enZiBuPB6H67qm1EoaPDwk\neCoNqGazGYbDobEWlwKLDoOZTMbMrry4uMBwODS9YnQolnOzWGo4Go3gOA663S46nU5oT8L3MJvN\nQgKHYkr2bkVt2deJ7BeXPWb3fQ45gkYKrV25t2WzWezt7eH09BT5fB7pdNrMX43FYhgOh3f27r8U\n0XNKJjV0PNDj2XiBdZ8LVUZleJJzBhUtTbetF+ux5Y3KZqLfp6Iou0YymUQul0M+n4dt26FepDdv\n3uDt27d4+/YtcrmcyfT0+33TA0VBxBEowMPX0sViAdd10el00Ol0jInWYDBALBZDKpVCOp1GEATo\n9XoYDAZmNAsF0rKgLUUHf3Y0Gl0zzeBD9l1RYNF8g38+pbiSAonv5T6fpyy5pGOynDe6C/e5XC6H\ng4MDfPz4EZVKBbZtI5PJoN1um1mom0i0SovGL/wOtYrr8Wy0wLrvxUlxJSeiZ7NZY2PKyNGqr7sL\ni4PyvOg5pSjKrkKBValUUCwWTSYrk8lcE1g0kuh2u+j1euj1eiarxUzRfe/VcjNJgdVoNPDz5084\njoPhcAjXdY34YQUM+6dYusi9xE2CZJnAAnBNYPE4ptNpSGDNZjPYto35fL72DFZUXD1WYEmDEGYl\nd+k+l8vlcHh4iI8fP+Lg4MD0Y11dXaHZbOLz588vfYjXWNaCs6xsVLNYj2OjBFbU4vM+XzbVNxfs\nbDaLYrGIQqFgGmVZcw3cviBHX5+qfl0n27LniB7PTe9dowrbzbKUvKIoyi4Q3czxnp1KpUK9SdJK\nPGorTpH1mGPgcUwmEwyHQ/R6Pbiua7Jks9nsmk37bDZDOp3GZDLBeDyG7/twHAe9Xg+tVsuUgrFs\nMBaLmUCvfG35/mKxmJn5OZ1OQ/d6ZkLi8TiCIHhwP3kUmWHzfR+DwQDtdhtBEGA4HN7LkIGfX7vd\nRjabNVbzzPDtgtBiD1apVEK1WkWhUEA+n0cQBMb4YtNIpVImgMHriXPhKpUKKpWKMWDxfV8rqR7I\nRgks4PoQPzYMysdNsCTQsiwUi0VUKhVUq1Uz7ZxOPtGBwNHXlgMPObeCwu2213/Ie7zpxOV7l4MI\nZT22sr2oSFZeC3rjVe7DdDo1/U6z2cwIDTquOY4D13Xhui4GgwH6/T4cxzF27Q/tFZIsi97LPiQ+\nvzyvWQZIIwrP8zAYDNBoNPD9+3dkMhljmDEYDOD7PpLJJKrVaqiEkKJLti8wc0Rhw+PjXiMWi2Ew\nGGA8Hj/4PUvkjM7BYICrqyvzdyxrW5XRaIRWq4Vv374hCALUajXUajUkk0kT2H7tLMsIruM8fUo4\nm61WqyGbzZogh23bRiBy7+t5nq7xD2TjBBaRJhUUNvzvm0in0ybqUygUUK1WcXBwYAb2dbtdk/K/\n6YSRWSspqFYRePd5b1zgeSzROu7oMUSzaLo53z70O1NeE3rDVe7LbDYzEXHOlLIsC9PpNCSw2AvV\n7/fhui5Go9GtJXn3QYorrslyk7zsfix/hsHafr+Per1uskxy7hGHClerVaTT6dBry70EHeY8zzMZ\nHxkAlkJonQKLnyVtxJm1GwwGDxJY/G+WCeZyOSOId4GosIoK9U0jm81if38f7969M+6Hcr4bZ7P5\nvo9Wq7Xx72dT2SiBFV1cWPaXTCaNeLotfc30dCaTQT6fR6FQQKFQQCKRQC6XQyaTMYu5fD2yrDSQ\nddE8AVli+Bhk2Z+8GKM/IxuAmcbVk3w7ofFKLpdDuVwOOS+xPIS9goqyDWjJsnJfKEI47ykIAliW\nhfl8jn6/bzJA7Lnq9XoYDoem54kGE+vYuEfF1SqbSApDz/OQSCTQaDQQi8UwHo9D9/PxeIwgCEz5\nmEQaCYzHY5M9oiDhawRBYMSo4zhr2XsAMK9BF0XO7+LrUtStArN2FIfsr0un02v7njYd2Qe46nn0\n0rDvsVAooFQqmcSEbdumCowZZmlaotyPjRJYrEX2PM8Iqvl8bnqqqtUqbNte+rtMvcs67ljs16DC\ndDqNYrFook+MGAHLI7HRDFI+nzfP8xiiAo7lAdHIXDSTxpuQ7/trrcdW1g+DA5JkMom9vT18/PgR\nmUwGrVbLDK/sdrvmsa6b6EPZppuE8vxEy7fT6bSJyj+mL0bZDWQ/E+HmvN/vm16eZrOJVquFVqsF\n3/dNTw8t0BmMesj6tKycS2aPbns+ZpUofOLxOMbjsXEelFmuIAhM8EwiK1joiOj7fugYZKZrsVgY\nkbku+BrMZvE937dvKupC+BCjjG1nWV/1pgecPM8zwYFWq2UcM23bNiYdiUQC7XYbvu9vxXvaRDZG\nYNGNhgKLX/RisTApZwDXokEkmnpnAymjQhRYdOXha91k9SqzZxwCmEgkQg2rD0H2eMmIV3Rhi5Yx\ncCHzfd9EAHdpEdt2KLAymQyOjo5Qr9dxdXWFer2Onz9/IhaLwXXdFxdYwPVMsqJIpMBinb4KLGUV\n5LrC+x6zU71eD9lsFpZlmQBUq9Uy41WYdZHZ/oesTze5562y3jHLw16sIAjQ7/dDVtxR0RHN4kij\nD74Xme2h+JE9YhRs60SWQso/7/uZ3uRCuIv3DilCNlmQeJ6HZrNpkhncj9q2jXK5jHK5bKzmfd+/\n1p6yi9/tQ9gYgQX8ymDFYjFks1lTDiDnQtyWcpaRIUZ+5HPQFYVuOXedLPK5MpmMyaQ9FmlYIRen\nZa8PwNjEMtrF96RsLtFzivX4BwcHiMfjuLy8RK1WQ6VSQTweNxEl6dhzE1G3zfsc0yrPLZ9fUZbB\ntZECi3NTFOUulvU5UajYto1UKmWyV3S3e4pjiAq9VcrZGAjm/dd13bUf23NC0fqY35diNVr1sEsb\n8W1a/zgXtt1uh/bAtm1jf38fe3t7KJVKcBwnNMdtm97jJrAxAosXumzqBGBqm2+KBklk1Ef2MFFU\nMbXPhtFotIYCj8/FhtxkMhkaLPhYVunB4jHws2G0jOIwCIKdWry2FXku0mY4lUqhUqlgNpuZuSos\n+2w0GsZFSzpeAjC/m0qlkMlkzGOVGunFYmFsiF3XNeczn5vXSi6XQ7VaxcnJCarVqokkD4dDLRfc\ncbg+DofDUHSd66QGfZSHslgsjLtgPB43Zgu70MPzEvDaldU0AFbaZ930XLu6AY/2YEX//rmJulRH\nj1H+XHQMEE1nuNeQ54ZyfzZGYAEw4oXuNuPxGI7jmFrhVS76qM07TzIuHJxhMR6Pr0X0uUFgGQLF\nmBRC67hoVrFpl8jjl83ButndbKKW/+l02jSSzmYzk5Kn2AH+cvep1+um8Vmec2yYzmazZlZFtVpd\nydlysVig0Wig0WiYjCgbqzmGIJVKIZ/Po1ar4eTkBPv7+6b+n8+h7C5SYBGenyqwlMdAgdXv900g\n1Pd9FVhPgNx/sAUilUqFyh8f8py7zk1C6zmRoim6v5THJ88B2QojBRb/Tj6Pcj82TmBxwJ9MSz4G\nmQXinzedLFLA+L5vfn9Tak434QJW7ocUWRRYbCDNZDIoFovm5+hauVgsjF0xgFAGK5vNolwu4+jo\nCCcnJzg+Pr7R+EUym82QyWTMc/Mc4nBL9i3mcjnUajUcHx/j5OTE1Grr+abIDL/sieF6rQJLeSiL\nxcIYQriue6+yPeX+RO9LlmWF7gkPqdTZZZG1bH/5Uvs0KbKipbDyWOU5IE0ubstg6T7gfmyUwCIv\nXb+rAkZZB5ztQiMLuvOwv5CPwWCAIAjMQndTWj46G46L4irOlrPZzIwcWPbcMqLFzQ3LatmEvosO\nUcov6DgmA1/8f8/zVGD9f6IZAm5WksnkNTMAPuR1LTeqssdFboyiD5ogsNR4G69Rvke5MXwqopUu\nsuT1Jblp9ME6TYcYUKM7cqlUQqlUwmw2Q7vdDg0iXuV45Z+7yHA4RKPRwJ9//ol+v29K91utFi4v\nL0MZ/6dA7gsolulZIPcZ0+nUVMVIkyKON8rlcuZ8KJfLsG3btMgoD0M/OUV5IoIgQK/Xw/n5eWhG\nWyaTCW20OFhzlQ1q1F1q3fDmyuGXdK2kyNKI8u4iG+IptpjRWmZHvaswGx2Px0MzGdPptBFC3Ohw\nDZDjRWQAhJ8zf15e/3L4vOd5ZjjvMhOJbYDi4bmCOJsmspb1xPBckO0Lj0WOWCgWizg8PMTx8bEx\nE2GfrrIaruvi/PwciUQC+XzeZIAGgwF+/vz55J8l+7styzKzrbjesJ97OByanm5WraRSKePWTVFV\nLBbN76dSKTiOYwzjtjFo89KowFKUJ2IymRiBxQZSPiTSqvg2lkWu181isTCzZobDoXGt5Dw5zWDt\nLtGywCAIQk6n27ahfyqkwyJtj2u1GrLZrHHvYkkl+32z2Szy+Tzy+XxoQyN7bieTSWhIrcx69Xo9\n08fEQMimlLbfh+fYyEXX0KgF9UsRNefif5PHOv4RVkpYloVisYijoyN8+PDB9FdKy3nlbhzHwcXF\nBTzPM4N5E4kERqMROp0OHMd50tePx+OmfaBYLKJarZqZsd1uN7SeMDMZbQsol8vY399HuVxGNptF\nNptFIpFAp9MxbQsvWfa4rajA2nKihh4yCicdCqM3kWU3Exn5ZCNk9HVkCdm2lqI8F5PJBP1+HxcX\nF5hMJqZUiMNZ5XfAz77T6dzocinnxPX7fbPwrVIiOJ/P0Ww24TiOyTbIMiVu9NhoXq/X4fs+Wq1W\nyHVQv+/dRpZvq6BaDsWVZVkolUo4Pj7Gu3fvUKlUzJD76COfz6NcLqNUKoUG0Mu5T8x0sSxYCqzL\ny0vEYn/N0pN9cspylgWrXrrMjRvl6CMWi5me3HUNG+ZegX03FPYUCMrq0IxtMpmYEl/OWvU878ln\nW8o+KrYYRM3dovdvrt/T6RRBEJiAKsUY8NfsTpYcA8vdCZXbUYG15ch66mQyaW64jFaw9pY9ALIP\nJ3pT4QUnI6DRKF88HjcRVR14fDsUWNz4yO9I1q7LRW84HKLT6cDzPPPZ8t+DIIDruibj5bouWq3W\nyjbt3W4X3W7XLPoc1ilr7h3HQTwex3g8NhGwfr9vzgndtCnK7bAXgm6f79+/x7/+9S+cnJxgOBya\nR7vdNg8ZeZZrrFyHk8mk6ZPI5/OhNfnLly8YjUZmzAMDZLo238xNouqlhBZd3Niry0csFkOj0cBs\nNnuSfp5NEpnbCLPM7B/k58i/X0fW8S5kbzUFXzweR7/fx2AwgOu6oXu+PGaWDQ6HQ3S7XRSLRRSL\nRViWhX6/b2bTKvdHBdaWI1O9jHilUikAf03rJtIhRpaXyAtHlqOweZ0XroyW8nmj0+eVMByeyUbR\naAYxChc6KV7598CvPhff9+E4DprNphn0uurx8LmjTfb8LpklY2nBeDwONc7r96wot8PMQCaTQbVa\nxfv37/Ff//Vf+P333424chwHP3/+NL0bLNHZ3983piG0KZeN69Vq1YxokBULyWQSzWYTf/zxB5LJ\npBFmynVuyl69tMBIJBImm1Qul1GpVFAul80c0KcsNXvp977N0F2VI0+AX4HT53DC5HeXSCSM1T4z\nV1JgyWORxzwej00AmEGhcrmMfD5vqmk24frYRlRgbTmcjcTIJv8EgF6vh36/D8/zjMFCNpsNZbzk\nhcMSMdbxy5+Tj06ng1arFerLAVRkReG8qdFotJbnk4OuOUZgXTA7JY0LFEW5P7JkJ5fLoVKp4Pj4\nGO/fvzclgZzvyA2RbdvIZDKhmYu81tPpNAqFAkqlEg4ODrC/v4+Dg4PQa15eXqJYLCKdTm9EP9Gm\ns+yzoVmA3BjLx1MHmGSwNJvNolAooFKpIB6Pm2DaprFsdEy0teC1s0xIRStTnhp5vdP5l2ZVo9Ho\n2j1dlg/KslPuK+jk6fu+6bndhe9y3ajA2nIY1ZQ33v39fcTjcVxdXeHq6grdbtfYg+dyuVC5IEvW\nEomEyY5waCgd72j5SYH17ds3fPr0yVgzs8ZXURRF+YXcXMViMWN8sVgsUC6X4bquyVb1ej3U63UT\nlPF9H+l0GoeHhwD+GkLOzBSj1csEgAa6HgZFLoONzN5LkxHe56IW6k/FU2XX1n2uRJ9nlzbk0T54\n2afEQMlzX5PreL1d+g6fChVYWw7LUN68eYP379/jw4cPeP/+PZLJJL5+/YqvX7/i6urK1O3n83lj\ntMCmSD5ms5mJsM5mMxQKBRSLReTz+ZDAyufzGA6HuLi4wHA41Hp/RVGU/89N6yDNL5ipKJfLxqXz\n/PwcjUYD5+fnZi7eeDxGLpcD8Je4qtVqRmBxplY0y6I8HAqsbDaLyWRiyjk9zzPmTtE5cGSdQiWa\nDbrJPl4aJN33NaKv9Zjj33WHOen+KM3GeL68lPPuQ7+TTSmZfQ2owNpy6FR1eHiI9+/f4x//+Af+\n8Y9/IJ1OI5fLmT+ZvYqWCLJ3y7IszOdzk8ECYJquWQfOTJfruvj69avJbDGFrCiKovxFdOPJJniu\npZw/Mx6PUa/XMRgM8O3bN3Q6HVPiw9k0h4eHoTIk9uXI8qRd3eA+BAYFaUhi2zaKxaLpfeIA+MFg\nAMdxQq6NchMdnTn2mO+AIzw404hBUJYuUgBKVnX0lYYo8p4fHYLNzyL6OjdBt0zbts1zvfQ8seeG\n3488R1gRxEz0UzsJSvjZR2eqAXeLcZmNY4/+Ln2X60YF1isllUqZGzOzSzQzkLON5PRvGjFwQKa8\n+SiKoiirITfeHBQsN1myxyqRSGA+n5tmc8dxzKaZZYHMfjGTwvVb/imNaFRs3Yz8bEqlEt68eWME\nFhv8p9Op+S44rJUW+HJGlcwe8jt7aEkY+67Yb1cul1Eul5FIJIzRQD6fD1n4c7h0v9+/0cI9Ho9f\n69Hmfx8fH+P09BS1Wg1BEODdu3dG2K8CBxZzaPHBwQEymcxOnXuFQgF7e3vY399HNps1n4fnebi4\nuMDFxQXa7fazHIt0lY6el7e1c1BUMejO9hDOxFQehgqsV8AyJ6RkMmmGCFqWFbpJ9Pt984jFYmZB\n4KC6QqEQEliZTCZ081AURVGWI8UVNzQs+QNgRBI34iwn4qBX13VNRoqOn9z8SPtn2RvE/iAtE1wN\nZrBKpRIymQwODw9RKpWMwGK5PEsEXdfFcDhEEAShChB5X+T3QHv9+yJLFKVxFTMQLBOVJgZXV1dm\nyC0tuKPE43Hk83njUlkqlcyDwqBWq5kRLbLv7y7k/CWaczAosCsiq1gs4s2bN/j9999RqVSMOOn1\nekgmkxgMBs8qsBgU51rB73U8Hi8drSPdoimYeR6ORiPT77kr3+c6UYH1ipCpXAoszk6p1+uYTCbo\n9XoYDAao1+u4vLzEYrEwPVnlchlHR0fGrUhGM3gz17lXiqIotxMVWNEMFkv7AITslRkEI9ysywyW\ntFiWIktHKawGPyMKLJa4SWt0lsuPRqPQQOggCEI9zNy88juhQclDApF8XlnCZ1kWYrGY6bU+OTkx\nrzEej5FMJuH7PprN5o3Ossxg7e/v4927d6jVaqjVaqhWqyagms/nMZ/PTeXLqvO2uCnnLEZm12gp\nvwvnYqFQwOnpKf75z3/i8PDQZCGvrq4wGAzw/fv3ZzkOBmsYLE8mk2btYXaTwZkozMhSYNm2jWw2\na4YPy9dQVkcF1ishWifLhc+2bczn81AfVjweh+/7aLfbZvp4MpnEZDJBqVRCLBaDbdumnprPH63p\n1fpcRVGUMNxsJxIJNJtNfPr0CclkEhcXF6FeCN/3jYPgv//9b9Tr9Wubn/F4jEajgc+fPxvjIT64\nuZ9MJvjjjz/w48cPOI5jNvy6GbrOZDJBp9PB9+/fMZ/PjYhh9iWfzyObzWKxWBgBSzdBziGkoJBG\nIzKDNZlMHpTBkkZS0ukXgOnlYXk/sxHcxN/m4stxIb1eD5Zlwfd9DAYDtFotZLNZ0/vFQfee5608\nqkPuCwCYgILnebi8vAwFC14rDH4w68OROJlMxvRlPddxyPWFWcRVxgzcVlas68jDUYG15UiRE/1v\nlpQACJUdxGIx+L6PTqcD3/dDC+TJyclSgcXnjDZNKoqiKL+gwFosFkZgua6Lz58/A/g1I0dmn66u\nrm4VWPF4HL1ez5gg2LYd2tw3m02cnZ3Bdd0XdS7bdCiwEomEMa+QGSn+CSBU/kfRymwi74FyYyq/\nj4d89vL+yj4v3n+lmJaZS866nEwmt26ePc9Dt9vFYrFAv9835YgUcslk0ohKZkNXPWY+ZMZ2NBqh\n1Wo96XDkTYFlkrwu+dlalhUy/Xiq63GZ619UWK3iMrpud0lFBdarISp4OHOFxhWMrFBgjUYjtNtt\nE2FiL5bv+yGBxejLTbMelr22oijKriJL+CaTCRzHwY8fP5BOp0M/Jw0SmKGIGhUEQYBGowHHcfDz\n58+lrmDs1WI2jL04ujm6ThAE6HQ6GA6HuLy8DAmMm7jp/vZSny/77SaTiclk3ZXB8n3fZE35fukS\nty5o6MJjWzbg9jXCDFZUYC3bQz2HyALCJcr3zWDp2rE+VGBtOazb73Q6uLq6QiaTMdFORsHm8zla\nrRZarRba7TY6nQ4cxzGlD8BfF6jneej1eiYa6jgOut2uKUdhdOrs7Azdbtc0YGtjtaIoyl/I8hz2\nrbJZPPpzAoC5lwAAIABJREFU0t1V2rATirXZbGaCX8D1GUiymV03SDcjv5MgCEK22stmUPFP+d8y\n0i8FymMDjvJ55Z/RY1jmCnfb983zSxqmLBPpD51/xNde5li3C6ZYLA9lb5xlWSZQks1mUa1WcXx8\nbD6Pde+XCoWCGamTy+VM0EAGbtLp9LWh5EQGzrlnjI5/kD+rrI4KrC1nPB6j1+vh8vISAEytdaVS\nMe6AsVjMCKtOp4OLiwv0+32zMPOiYXTv58+fprGWNdqyXOLTp0+4uroy0VItR1EURfmF3HTy/6Ob\nTbmZX7bxIfw9uTGLRsNv2jwpYaIzq2azmREcy4TpMgEln2vZ3z9WYC37f/mcsuRr2SZ4GcwuRYXU\nstd9qMCSx7VLw685+oYGNcxmLRYL5HI5HB0dwXXdUI/eOikWi9jf38fe3p6xyJclyL7vG1dBOQSZ\nyPMhnU6H+ul4bqmwehgqsLac8XiMfr+PeDxu/rter6NYLJpGy1QqhW63i16vh263i8vLS/T7/VCt\neCwWw2QyQbfbxc+fP+H7vrFfjTbzXl5e4urqCp7nrbzAK4qi7BIyCnzXBuW2BnNuVB/6HEoY2ZcC\n3E8Q3VXmtY6N6E3PH804Rf/7NngOTafTO49xHRm4ZVm41wp7zhzHMX19NA2hwOLP0GlynVQqFRwc\nHODw8BCWZRkTlOFwiNFohOFwiOFwGBJSN30v7BmTaxdRkXV/VGBtOSwRZB0+ywWlk00qlTIXv+M4\npgadAks2Xff7fSSTSQyHw5BroIxIUaix1GIXolSKoigP4bHCZ5c2q8/FrolRPYeejtFohE6ng/Pz\nc0wmEwwGA3S7XWM+43nek37+FM4cRs1MJc1SKPikgYo8DvnfdD2cz+em10+OItBg+v1QgbXlsEYf\ngKkDHgwGZpYGmyxZHzwajeC6LkajUahUgr/vOA4Wi8XSiAcfHMBIO9pdu1kpiqIoiqK4rovLy0vM\n53NcXV0ZM7H5fI7BYIDBYGD2SxQr64T7sW63a6zhpRNmIpGAbdum13CZoQv3b9JRkiWG7NV/6PiB\nXUYF1pbDaMVkMjHRCT5kM+uyifPRlH4QBCYTJh2Goo29dAnShmpFURRFUXYVzp7r9XpIp9NGpLDt\nIpr9Wfd+KZVKodPpwLZt5HI5lEolFItF2LaN6XSKeDxuBBYHCd9WhioFVnQGnM7Xux8qsLYclu2t\no3GSAmzdNcKKoiiKoiivDVYGdbvda6Yo0XlmT9HHJIPquVzOjHvI5/PG0VGW9t11DLIkkH1jQRDs\njGnJOlGBpSiKoiiKoiiPQIoYOa5BmtSsW2TRfIwiLh6PYzKZwLbta7Ow7tMzP5/PjVGGOpQ+DBVY\niqIoiqIoirIG5PiFpxJWJDojbTqdYjgcmlI/WZp4nxJFtp5or/3Did1hOaqfpvKiLBaLlVYlPVeV\nl2aVc1XPU+Wl0TVV2Rb0XFW2hWXnavwlDkRRFEVRFEVRFOU1ogJLURRFURRFURRlTdxaIqgoiqIo\niqIoiqKsjmawFEVRFEVRFEVR1oQKLEVRFEVRFEVRlDWhAktRFEVRFEVRFGVNqMBSFEVRFEVRFEVZ\nEyqwFEVRFEVRFEVR1oQKLEVRFEVRFEVRlDWhAktRFEVRFEVRFGVNqMBSFEVRFEVRFEVZEyqwFEVR\nFEVRFEVR1kTytn+MxWKL5zoQRVnGYrGIrfJzeq4qL80q56qep8pLo2uqsi3ouapsC8vOVc1gKYqi\nKIqiKIqirAkVWIqiKIqiKIqiKGtCBZaiKIqiKIqiKMqauLUHS1EURVEURVGUv4jFYqEH/25bWCwW\n1/57sViE/lt5PCqwFEVRFEVRFGUF4vE4EokEEomEEVnx+HYUhEVF1Hw+N4/FYoH5fB76d+XhqMBS\nFEVRFEVRlBWgwEqlUojH4+ax6VmsaLaKgmo2m5kHAPOn8jhUYCmKoiiKoijKHcTjcWQyGeTzeRQK\nBSQSCSO4Np2oAIzFYphMJhiPxxiPxxiNRuYRBMELHeXrQQWWoiiKoiiKotxBIpFAtVrFmzdvcHp6\nGspibXIGS/aMJZNJ8xiNRuj3++j3++h0Omi1Wmi1Wiqw1oAKLEVRFEVRFEW5hVgsZgTW77//jn/9\n619Ip9NbkcGSpYyWZcG2bViWheFwiHq9jnq9jvPzc8TjcXieh16v99KHvPWowFIURVEURVGUO4jH\n4ygWizg+Psbf//53JJPJpQ58m2QSQRMOGnPk83kUi0UUCgU4joNyuYxcLgcA6Pf7uLq6euEjfh2o\nwFIURVEURVGUG5AldovFArPZDEEQoNvtot/vo9vtYjKZhMTWJkGBFY/HcXx8jDdv3uDNmzeYTqfG\n1IL/vsmljtuECixFURRFURRFuYGowJpOp5hMJmi32/j+/Tu+ffsGz/OMM98miSxmsCiy/va3v2E+\nnyOfzyOZTGI6nZryRznbS3kcKrAURVEURVEU5RYoUmQGq9ls4suXL/if//kf9Pv90FypTUEKrHg8\nDt/3kc/ncXJyglwuZwQW/11ZDyqwFEVRFEVRFGVF5CwpZq2iQ3s3hej8K9/30e/30Wg0kM/nMRwO\n4boufN9HEAQbJQ63GRVYiqIoiqIoirICUXF102OTmM/nprzR9330ej3U63V4nmfmYHmehyAIdNDw\nmlCBpSiKoiiKoij3IJrB2mSBJY+HAqvRaMD3fcxmM8xmM81grRkVWIryhLBZdJebRuXCvmk3HUVR\nFEV5DNESvE3H8zy0221YloVisYhUKoVUKoXRaITJZKIZrDWhAktRngAKKlqe7qrAWnbj2YYbkKIo\niqKsgnQYZBneJuP7PprNJiaTCYrFopmJRWdEzWCtBxVYirJGpJDiYkvr010kWkLBv1MURVEU5fnx\nfR/T6RS9Xg/lchn7+/tYLBaIx+MqsNaICixFWRE5CT2TyZjHTWWAFBWz2WwnMzgyohePxxEEAYIg\nwHg8xnQ6NQ9dzBVFeQ7i8TjS6TTS6TRSqZRZz5PJ61uhbQ6KRcuy2R80n8+NocFoNNqZe5EShvde\n4K9rIpfLIQgCpFKpjXNA3GZUYCnKCsgbcyaTwdHREU5OTnB0dHRt+jkXpyAI4HkehsMhfN/f2ObX\np8SyLPO5ua6Lfr+Pfr8P13UxHA4xHA4RBMFLH6aiKDtAMplEqVRCpVJBqVQyQTLbtq8FymSAaFuI\nlmRTVLH0azKZoNVqodlsotVqYTKZvPARK8rrRQWWoqxALBZDKpVCJpNBsVjE+/fv8c9//hP/8R//\ngVQqFRrQxxsbG0lbrRYGg8FGDiB8SmKxGHK5nHm0223U63XU63W0Wi0AwHg8VoGlKMqzQIF1fHyM\nk5MT039SKpWWCisZONsGlrnazWYzjEYj8/j69Sum0ym63a4KrEeybQJceV62TmDF43Ekk0mT3peL\noFxUgO1xdIkSXeABGBtNPlh6pjwPsVgMyWQSlmUhl8vh8PAQHz9+xH//938jkUiYn+P3MpvNMBgM\nkEqlrn1nuySwKpWKedi2DeCv8gRm9+RnpyiK8pQkk0nk83kcHh7i3bt3qNVq5iGR6/hz7SGiRgn8\nu4f8vvy7+XyO4XAIz/PMzKN2u61r7z2JCnBpYLVtIov7aLY7WJa1073iT8XWCax0Oo1qtYpKpRKy\nl0wmkyYNPp1OQxvabRFZ8gJOJBJIp9OwLAsATDlV9LEt723bkYuqFFqlUgnT6RSj0Qi+75soIW9i\nP3/+xM+fP9FoNEJCaxeIx+M4OTnBfD6HZVmYTqcmE5hOp5FMJnVBVxTl2YjH46YKYW9vD/v7++Yh\nA2CO46DX66HX68H3/Wc5NvaCJZNJUxFxnwxaKpWCbduwLCtUmh2PxzEcDk1Z9tnZGTKZjAneKncj\n7/9SnMhAP4CtaQPIZDIoFArGPbBYLCKTyWA+n6vQWiNbJ7Asy8Le3h7ev3+Po6Mj2LZtHnJzS6E1\nmUw2/mQnMhqSTqeRzWaRy+UQj8fRarXQarXQbrfRbrcxn8/hed7WvLfXgFxcbds2Aos9Vr7vw3Ec\n82g0Gvj+/Tu+fv2Ky8vLUFR0F0gkEkZclctlU47CGz83EoqiKM9BIpGAbdsolUrY29vDwcEBDg8P\ncXh4GOpTmk6naDabaLfb6Pf7AJ7enIiBJ8uyjNBif+8qZDIZY97Bsux8Pg/LsuA4DlzXheu6KJfL\nKrAeAAWWNEbhd7RtgsS2bdRqNRweHiKfz5tEhe/7W1cWu8lspcCq1Wp4//49fv/9d7OQZLNZs4AM\nh0OMRiPjWLYtGQOZds5msyiXyyiXy0gkEjg/PzcXwmw2w3A41IvgmZELLAVwsVg0tqbD4RDdbtc8\nLi4u8P37d3z79g0XFxc7VyKYSCSQy+VQq9UwGo1CGaxo5E9RFOWpicfjsG0b+XwelUoF1WoVtVoN\ne3t7xlnP933EYjF4nmfMIICnF1g0ULJt2wglbuBXYTabGVdby7JQKBRQrVbN/iibzRpxKU09lNVg\nZdEygSX7r7cB27ZRrVbx5s0bZLPZUPvJfUS9cjtbJ7CSyaTZtB0fH4dcgCaTCXq9HrrdronYDIfD\nrWnklNGRSqUCy7Kwv7+PQqFgxKPruuh2u0in07pAPjM32az7vo9Op4Pz83NcXV2ZTGOj0UCj0cBw\nODTmFtuyAK+bXbOoVxRlc+G90/M846bX7XbR6XTQ6XRwdnaG79+/4/v37+j1eub3nnL9YuCJ2X3u\nBVbd7FYqFTiOg9FoZDbKDEBHrdp1Hb4fsjxQiqttDRRaloVSqYSDgwMUCgUEQYDJZIJEIoFut2v6\nsm5CGnbddi4t61VbNs5GnpeyxFJ+5o9hmfnLc1wDWyewEokE8vk89vb2cHx8bOqNU6mUccXp9Xpo\ntVqmhno8Hr/0Ya+EvHAnkwkODg6QSqVQKpWMWHRdF7lcDqlUausu6tfAsotyNBoZgcV+q0ajgW63\na7636CysXUEubCqyFEV5abjJo9PrZDLBYDDAxcUFzs/PcXZ2hnq9jkajgXq9juFw+CzHJQOsUQOv\nVdjb2wuJq2w2a8w7XmJz+dq4rURw2zI+lmWhWCzi8PAQxWLRtNYAQKvVQjabDQXxeb2Q2Wxm2m9u\nO5ekQJI9hdGeNdmfzgofDj5mJvemzzg68+0mZHuGfI2nZOsElsxgHR0dhQYGnp+fG4HVaDTQbDbR\naDQwGo1e+rBXghER2n5//PgR6XQ6JLAcx0E2m0UqlXrpw91ZoosKM1hnZ2f49u0bLi8vcXV1Bcdx\ntqbp9bnYdodPRVG2H5nBYs/VH3/8gU+fPuHLly9otVpwXReO4zxbgDYqpO4bQD08PMRsNkM8Hjfi\nSo7AUIH1OKTJlXxEBdY2fLYyg1Uul43D5Gw2Q6FQMBmsmwQW2yLu6idnWWU0Iyufj3PaYrGYGX7M\n81Sait0mYm87p/n3y0ShCqwl8Isdj8dwHAdBEGA0GuHz58/48eMHLi8vzewh9mJtA7PZzDTa9vt9\nXFxc4MuXL+Z9yg278nLclubmTWzbzCxkdEkugpz4/tj3ohms7UdG1NkvwsZ6/jv/XLY5jN6ko/8G\n3HxurOPfo/8mz0cZQaVZku/7O9MvuYvwe+f+wXVdDAYD9Ho9OI4D3/fNRnIbYKDv8vLSGH9ZloXJ\nZGLO7221Fd8EbvrctnFPJvcryWQShUIBhUIB2WzWzK88OTlZGiBeLBZwHMf0mnued2O5ICvMLMsy\npm3MjlF4zWYzk0CgfwJNw9g7mM1mQwIr6uRIcxjei+SxEs/zMBgM0O/34bouPM/DcDh80gDK1gks\nbl6DIMBwODSueq1WC3/++Sf+/PNPnJ+fmwUyCIKt2ejKjXmv18PZ2Rls20av1zMXt0agXo7bbk4y\nDb5tN69o2YNMybPx+zHX0LIUvp6/24fsPygUCmZ+UD6fv1ZjL2f4bRoycsq1NAgC04fAjcNkMtma\n4JzyMKTAYhTfdd2tE1cAEAQB+v2+KS/kGIzRaBTaqCrrYZv3YQwuTCYTk/HMZrM4ODhAqVTCyckJ\nut3u0nFHi8UCzWbTjKDp9Xqh8UgkFoshk8mY565Wq9jb2zP3DAYAptOp2ce3223T2tPr9YzwKxQK\nSCZ/yRVmtWzbRiaTQalUMpbzN9HtdnF5eYnLy0vU63U0m02TqHkqtk5gLRYLM6h0OBzi6uoK3759\nM05t5+fnuLi4QBAEWzuMNxaLod/v4+zsDJPJBM1m0zgK5nI5bVJ9QW4aBrmsznhbYNaK5amMOPEG\nzbT9uli1ZlrZLLhpS6VSyOfzODg4wNu3b1GtVs05L+f3SIG1CddDtDxVNmozYjoajZBKpUwVgfK6\n4SaTUXNGtTkCZZvWp/F4bHrOJ5OJCciOx2NjRZ/L5TSDtQa2vdSde2OW5uXzeezv7yOTyeD4+Nis\nhXK2rHzPP378QDabxWKxQCqVwng8xng8Du0V+LyFQgH5fB6np6d48+YN3r59i0qlgnw+j1wuh8lk\ngouLC5ydneHi4gL1eh31eh2xWAzlchmVSgXlcjkksDiHlKNyDg8PcXBwgL29vaXvNxaL4erqCl++\nfEGhUDBu3K7rPuk6v3UCKwgCdDod/PjxA7PZDD9+/DBKmurX9/2tFFZksVhgMpnA930MBgOTAqUb\n0DZe0NuOjPiMRiMMBgO0221Tjtrr9eC6Lkaj0dZFPmWdtGVZxpWTZiuj0ejOEqybnjf6ZzTTd1M2\ncJmIjT73bf9ObnPOWmbAodwMG45t20axWMTx8TF+//13HB8fh74PaflLNuHzjZYwymAIsxee5yEW\ni8F1XdTr9Rc+YuWpiYptbjq3af0mFFPsw7JtG/F4HEEQhOYzXl5eYjAYbPUe6aXhfoBZm22sLOLx\ncl3PZDLI5/NIp9Nmriz3Nd1u1/wOANN+M5/PQ5UN0fsw3f/m87nZS7iua0oDKd64d+K1JzOw/N3o\nZ8t9RCqVguM4sCzrmtsgZ8HlcjlMp1N0Oh1UKhW0/x973/3cRnZsfZBnEAY5MEoiJe3aa79nl9//\n/x+8+sr2szaJGSAyMMDMIJLA94OqexsjMBOR91ShqF1RwAC4c2+f7tOnm03ouj5D2haBjSNYg8EA\n5XIZoVCILbHpQaX9TVrkCpsBIr20QTSbTRSLRZycnODi4gLlchmtVos3ik06vGQFi7TMuq4jEAhw\nRt/r9WI6nc70sjzmPptHrqg5eF6lTzYSSyLmlpvJXrG7KobyEKQMnJSHua1mN+2AXDZojWiahkQi\ngZ2dHRwfH+Pw8HCGgEuysk4kVlbW/H4/95CFQiF2aKUegFqttvDDV2H1eChBs0kgs4DpdMr9WMC3\n3pN2u41KpYJkMskmHq+tTNhmuNcHfdYkK5YSuk3BPBWOnOc1Go1QrVZxcnKCs7MzPv8BcIK50+kw\nqZ/3/qlQQJUyqrJSH1YoFMJkMkGn00G320W324VlWey8TPH8cDiciQF8Ph/3XOm6jmq1ypUyiZ2d\nHRwcHODg4ADAN2khvS7FNYvExp0g/X4f5XIZvV4PmqZxOV+6AW1i9mke7mrKVlg+SJpKBKvRaKBY\nLMIwDFxdXaFSqaDVarHr1CatQSI+RLBI10xyQSJDdwXJ7v/nrhTIh3QUmkea3HJF2R8mX89tk+sO\nlOhaqY+GejHdRiRu1yKFuyEznfF4nAnWx48f+XcmkwlarRb3MUnr3VV/vnLNkItWPB6fO2fw7OxM\nObW+EWyL8QMllCaTCSc3iGhVKhXO5NfrddTrdUWwngHZCz+PYK16j3sOpHkR3QOTyQSj0QiVSgU/\n//wz/vd//3fmd2X1iZLJdxEsIleDwQDtdptjCnmu0+dIP+kzJft4y7JmnlcqYYg00UPiT3/6EwKB\nAHK5HFfFZAuEIlgukDa+1+vB5/PxF0jDhDdxgSusP4hgeTwe9Pt9HgVgGAbK5TJnc3q9Hvf/rTMk\ncQmHwzAMA4Zh8CEsZ61RYCozWG7M+/9+vx+FQgHpdBqGYeDm5oY3ciJwtMHR5u73+1m3bRjGjOmG\nrJ5RsC//jh6ywjYajb4z6iDi5U7O0ENhPugwoypWJBLhxmL6jPv9PhzHQbfbRavVWiuCJQ/i6XSK\nZDLJIz+k25VhGCyvUnhb2AaSRfseSQbJHZHWN+17m6SyWDdILwAiGZtk4CSTjLIHUcqlKca5urrC\nyckJywkpJpCywLsqwTKhOc8Eyd164O5tu0veT3DLvd17djQaxf7+/syoJpnkXfT9vnEEi7I087T+\nm7Cwn4J58imF1YBudNpUe70eOp0O6vU62u02ut0u+v0+N3quO8EKBAIIh8PQdR2JRALZbBaZTAbx\neJwtfn0+HzKZDGv33UYe7k3NTXC8Xi92d3ext7eH3d1d7ikkGQBpoOUGGQqFkM/nuawvA1+qotFz\nE8Fy93S5CZasYNH/J4OcSqWCWq3G1QtFsB4GZXDpPmg2m6hUKtyc3Gq1+CEzu6ven+WaT6VSuLm5\ngaZpSCaTMzbtq75OBYXXgJQMUtwk3TLVOn8aZPwl44FN7MFy90TRUOFgMMh26c1mE7VaDZ1Oh6V6\n8wjNfTJb92fiJmPzervnGYjMex73c85rFeh2u9w65PV6lx6bbSTBosVBB/0mLWyFzQWtNY/HA8dx\nWEvcbrdhWRZXr6TjzrqCTFPIgWdvbw97e3tIpVJcpaAGaXIIkoOw5aBFd58U3Y/kApRIJBCPx5lU\nBYNBtNtt6LrOEgEib0SwPn36hL/+9a/fzcG4i2DJDVZuylSVclcV2+02fvvtN+i6zpm58XgM27aX\n/E1sFuSBKAnW6ekpfvnlF3z9+nXGZnddyBXwzXmKqqOFQgG6riOTyWB/f58PXndPnoLCJkJm/mWl\nguRdm9gztA6QErp5JhebAoqhqcLp8XgwHo/h8/k42TiPYBHc1aj7cBcxmvffz22LuYvkdbtdOI6D\nfr+PQCAwk3BYxve1cQQLwNpXB14T26AN3xbQTUm9WI7joNPpMLkie9xNOLyoyd8wDCSTSaTTaWSz\nWSSTyZlqkAw6KfsfDodnKkuy1E6fD30OcgDgeDxGMBj8zsACmDW3IMvYg4MD7pOJx+Pw+XwzzkeS\n4N1lpiAlxFLa0Gw22aa13W6zM6TCwyASS/dBp9PB1dUV/vOf/+Bf//oXLMviKuU6geR/hmHAtm1k\nMhns7e3BNM2ZKuemBUsKCvMg90IlB3xdSOK6iXsGVTNJiUNtD5PJhAkWSQTJyGKT3h/Bsix0Oh2Y\npglN09hwY1nYSIKloLBO2FQnKiI1w+GQXaXK5fJM9lNWg3K5HHK5HPL5PJOmaDQKv9/PJGYwGLA8\nrN1uz+idKfCmGW+NRoO10SS3GA6HqNfrODs7QzAYxM7ODnZ3dzGZTBAIBGYOMrr+yWTCLnDU3E3X\nLLOM4XCY52qQJSz1fc0z3VCYxTyJjNTwU+8VfbbrBilrbLfbuLq6Qjwex2QyYUdBXddnGrdlRVRB\nQUFh00HtNYPBAJZl8b4o+5VpPy+Xy7Asa2P3QMdxUK1W8fXrV0SjUVbjLEuloAiWgsIrYNPIFfBH\ndZQIFtn6Shcf+XvHx8fweDxcUSKCFQgEWEJAsybOz89xdXU1Q3bkIM9Wq4V6vc6ZMdrwBoMBGo0G\nTk9PWR8+nU6haRqCweDMVHl6ECmr1WpoNpvfyWPokU6ncXh4OJPV9Xg8MzJDhYchq5VuLb9lWVw1\nXDdQIAEApmni6uoKHo8HlmWhUCigUCggn8/zHLtNDSoUFBQU5oHOckmwbNvmpKht2zzWhCTz66ZE\neAps20alUuF2CGorWNb+rgiWgsIz8BQN8jpCXvtoNJpx1KMs1mg0+q6ZNR6PY39/HwBmCBY5Vo3H\nY7RaLVxcXODLly+8WZM5CD2IbMkKFgAmS4PBAPV6nasLqVRqprpADxpSeHFxgYuLCxSLxe+GC9Pj\n4OAA0+kUsVgM4XBYVbCeATe5IpJKGc91PoyJYJGkx+v1wrZt1Go1fP78GQAQj8dnKlgKCgoK2wB5\n5kuCNRgMcHV1hcvLSx4ovC0gM6vpdIp0Os0KlmU5224cwXI3t8tAS2asFRReE7J/JxQKcXP8+/fv\nUa1WEQgEMJ1OWSK1rjIpAknyqDeJqlaSEElbdWqOpntLyq3G4zFKpRKKxSIuLy9xenqKi4sLNBqN\n78iQJFtUKZCgKthwOITP55sZWut2CpR9cI7j8PVKMwwiAdImll7nuQ21CvOx7okGaft7c3PDa2o6\nnSIUCuHm5gbdbhfn5+eoVqsYDoervmQFBQWFV4PsdaY5l9PplN18tw3SPZNUOctUJ2wkwQqFQjyn\nh3SjlJncBItshc0DVTqoapNOp3FwcIBPnz6xE91gMOAgjqRI6wraeIhguYmVbN4FwL9D/y2bZLvd\nLk5PT/HlyxecnJygWq2iVquh0WjMleq5kyJuEMEiO3UiWJRYITJLBgvtdhuO47BLluyJowoLVavo\nvbvtXxW5ehrucoNa954lSbD6/f5MVavb7aJSqaDZbKJarWI0Gq31e1FQUFB4LKSduc/nQzAYhKZp\nmEwmSxm6uwrIRDIlkJfpErtxBMvn80HTNESjUei6zllIAHMz4goKrwEiWDRgNZPJMMHy+/0c7BPZ\n7/V6q77keyENCqiC5SZZsgI3j2ANh0M4joNGo4GzszP885//xJcvX3iOhtva1f3neRscVbDop6xg\n0fBXmtZOn3mr1eIKFlUaqZJF74GcBx96fYWnYd6QyXUmWZJQS5lMp9NBuVxGMBjEaDRiiayCgoLC\nNkDOr5IVrNvb262vYMm+cnfrwCKxcQSL5FkHBwdIJpPsVtZut2HbNgdaimgpvCYocPf7/QiFQojF\nYkgmk8jlcuh0OojH44hEItA0DYFAYO03Kwouae4TVYJllodIJc29Int2qhzXajVUq1VcX1/j/Pwc\nlUoF7Xabn+u5EklZZeh0OiiVStA0DbFYDJqmIRQKsTFHo9FAp9PBYDBgcitljSTrpIydtJenQ2Vd\nycD+jg2IAAAgAElEQVS6Y93X+H1wEy1pO++u3iooKCgobB6kLHwVMw43jmBpmoZCoYAff/wRu7u7\nKJVKuL6+5iDw9vZ27asHCpsJn8/HWZ9wOAzDMJBOp1Gv1xGLxaDrOgfu615ulxIp+m8pDZxOvw0K\npvcaDocRj8cRDocRDAbR7/fRarXQbDZRKpVwcXGBVqvFAepLglNpUNFut3FxcQHHcaBpGhO+8XjM\n1uw024Iespk3EokgFoshFoshFApB0zR+D0SEVTXr7YLWOa15WnebMMtOQUFB4amQyaVlmT2sEu4Z\nmUoieA8kwTo6OkIsFkMgEODA0HGcjc6sKqwnZHNoMBhk289UKoVEIsGSVRqku+5rkMrl1Mg/b9Oh\nfsdYLIZ4PA7DMBCJRBAMBtFut3F9fY2vX7/i6uoK9Xod7Xabe6desnnRv/d4PDBNE71eD+VyecbN\nkCoOkhDSe5CffSaT4WHIoVCIZx0RwXIPKVZ4e1jV4augoKCwTMyT6W/zfnfX3q4kgneApEokz2q3\n26jX6zPVg3UPbhU2E1J2RkSL5jNRBZXmKa37GpQbDvCH3EvK6oLBIDKZDPL5PPL5PFKpFACg1Wqh\nWq2iVCrh8vKShxH2er1XtbemGVePcXOj65ZOgyTrDAQC0HWd5YX0XVGVcVsPF4WnYZsDDQUFBYW3\nhnnjdOTPRcdpG0ewAMz9wNY9oFXYDmxL1keSRTchoV6lSCSCg4MDvH//Hu/fv8dkMsFgMMDJyQkq\nlQqKxSKazSbP0ljV7CCPx4NgMMhEV/ZdJRIJxONxRKNRhMNhrlrJf6ugoKCgoPAQ7jJt2hTMi5u3\nPX5292NLJcyisZEEi3DXYlFQWAS2hVwBs3O9iGTRjDnquUokEjg4OMDnz5/xpz/9CcVikQf6VioV\nVKtVNBoN2LbNUr1VgK6b5H/Szj2ZTMIwjBkJp8/nW8l1KigoKChsNjb97AfeJrkiYiVVLovGxhEs\n97DIVbmDKLxduNcY2bfHYjEkEgn0ej0Mh0P4/f4ZR711WptUqXI765ENPZla5HI5pFIpxGIxTKdT\ndDodXF1doVqtotPpwLKshQxkpc2Pri8YDM5siDSseDQawePxIBAI8PgGqmQFg0HE43F+RKNRaJoG\nn8/HLokKCgoKCgqPwaqkZouC+71sGySJlOSKVCxKIugCDYbs9/s8hNRtL71OgazC9oIIfTQaxe7u\nLvr9PgzDwM7ODprNJmq1GiqVCtuXr1MSgAYmx2IxpFIpZLNZ5HI5GIbBPUpEUlqtFv7f//t/ODs7\nw+XlJRqNxkJlgTLTlMvlUCgUkM/nEQgE+Hcsy0K1WkW1WmWHQV3XWQZIj0gkgkQigWw2i1QqxQSM\niJmCgoKCgsJDkEH6Mqsgi8Y2vIeHcBcxXjQ2jmBNp1OMx2MmWP1+n+ffqPlXCqtANBpFoVCAz+fj\nuVg0v+nnn3/GYDBAt9sFgLVJAAQCAUSjUaRSKRweHuL4+BgfP35EJpNhEjgej1Eul1GpVFAul/nP\nzWYTvV5vYYO9pZFILpfD58+f8eOPPyIcDvNnV6vV8Msvv2A0GmE8Hs84BEqCGI1GkUgkkMlkZgjW\n7e3tzKa7Dt+JgoKCgsJ6QvYpbwPJ2tTrfipW+T43jmDRgNRutwvTNNHtduE4DgaDAVtPq2BJYZmI\nRCLwer0wDAO9Xo8f6XQa/X6fq1hkK/7cAbwPgdb9feufNptQKMQEa29vDz/88AP+9re/YWdnh4f2\nmqbJs67+7//+D+12G51OB6ZpLqzfym2Hn8lk8PHjR/zjH/9ALBbj93d5ecmfbbvd5ooV2eRTbxnZ\nzJOdPtnMD4dD5SKooKCgoHAniEjR2SKdaKl3eZMhr3/T38tjsOz3uHEEazAYoFwu48uXL2g0GqhW\nq6jVaqjVauh0OhgMBipgUlgqqJ8J+MNwQdM0WJaFTCaDbDaLRqMxMwz3NUGDUakv8ebmhpMNErKy\nQ8N3Y7EYIpEID/G9vb1Fp9NBs9lEuVzmfivTNOE4Dkaj0eJnR/j9XJGivrZUKgXDMPi1u90u91R5\nvV6Mx2NYloXxeDwj4zAMA4PBgPu05MPtJKT2DQUFBQUFANxXbRgGYrEYotEoy+qz2SwikQifu5t2\ndrx1c7hlvd+NI1j9fh/X19cYj8e4uLiAbduwbZt7QhTBUlg2iGDRzCVN03BzcwPHcZDNZpHNZtFs\nNrlP8LUJliRV1J84mUy+I1h+v59ldG6CRTPkiGCVSiWcnp4ywWq322wqscj7iyQYoVAI4XCYhxyn\n02kmWNPpFO12e8a0gq7Nsix+Ho/Hg1wuh8FgwFUxIldyZtm69MUpKCgoKKwHQqEQ0uk0dnd3kc1m\n+bwkmXkoFJoxWNs0KHK1eGwkwSqXy6jX6/B6vWwP7Z7SrKCwLJAcDZh1uez3+1zBIoJFJOs1MR6P\nuQ+x1+uxEYwb5HZIWbh5FazJZMIE6+TkBJeXl6jVajBNc2n9jbKCRT1UkmBNJhM0m00mhl6vl2WN\nw+FwRip5eHg4U8EikiUHDSsoKCgoKEgQwXr37h0ODg64khWJRDAcDvnMWSfzqqfgrVi1rxIbR7Ck\nHIqyz5uaQVDYDlC1iH5SRYlszHu9Hvr9PleZxuPxq76+tCy/rw+R7p3xeAzHcdBut3ljHQ6HaLfb\n8Hq9ODs7w/n5OUsDqSK2DLjdfqgXrFwuw7ZtvtebzSaGwyFbseu6PmPbTo9sNsu9V5qmzQwaVgYX\nCgoKCgrzIOX+gUAA/X6fz8LBYIB+v4/BYIBisbjQvuTXgkz+DodDdDod1Ot19Pt92La9sN7wVcM9\nHHqZVceNI1jAbDO/Co4UVg0iLSTRo0oKmUJYlgXHcbh69doEi16fiNZdbpr0e8PhEJZlcZXNsizU\najWcnZ3B6/Wi0Wig2Wyi2Wyi2+1iMBi86vU+Bf1+H81mE8VikV0Ep9MpqtUqBoMBAoEA4vE4E9vb\n29uZAcqFQgHpdBqxWAyapiEYDKrKlYKCgoLCvSC5Os1gJHdgOhOJcDWbTbTb7bUnKEQugG/naqfT\nYcMn6l/eZtD7dyveFomNJViKWCmsGlQlIeJCmy65CLZaLXa6tG17YT1YJJMl8nYXwZpMJmwCcXt7\ni36/D9M04ff7+QGAK0HUz7WIQcKPhSRYmqbxJtnpdNDv9xEMBpFIJGbkwdLIolAosD07WbgrgqWg\noKCgcB88Hg9Lyr1eL7rdLorFIkqlEpMr95igdQedn4PBgKtuNzc3W0+wZPXOTbIWiY0kWAoKq4aU\nAzqOA9M0uWLV7XbR6XRQLpdxcXHBg3klEXrta6EHEbh5Gwe9tsfj4WrXPA02bTzUy/Wa10uvQ3Ou\npN0tzb8iScZkMkGv10O73Ua5XEYgEODP0LZt1Ot1tNtt2LY9835DoRCm0ylLiEnqIY0tFBQUFAiP\nGXGxSZD7Ke219JAqi215v4sAnYuUkLu5uUGv12O3aiJYJMlf989SXh/1a1PbwGAwWHuJ43Mg3zPF\nR8ucm6sIloLCEyAzIURSTNPkzFatVkO9Xkej0UC9XucRAiTJo8eirklmZ9ygayby4SZXbke9+57r\nOZAHVigUQiQSQTgcZoMNMp6Q/Wy9Xg+mabJMg2SYtm2j2Wyi1WrNECyPx8NOibquc+WQXARV9UpB\nQYEgK9/rHiA/BWTqEwqF2JGV9ltKBi5CTbGNkL268oylxyatHbrOm5sbJlXT6RSj0WhpfdbLBn0/\nt7e3GI1GbE6yjPesCJaCwjPgJlilUgm//fYbLi8vUS6XcX19jXa7zaMDyNVvUZuxuy/xLpML6lOS\npOoxz/caIHJFBCsajSKZTM7Y3nq9XliWxY9+v492uz0jbRgMBrAsC6ZpotPpwHGcmdeIRCL8kASL\nnB5VBUtBQYGwjSTL6/XyYFxyYk0mk0gmk7i+vmZZmCJY92Ne8pESgJtq0S6rVhSXLCLxu06QBKvf\n73MLxKKrdhtHsEgXS3KfeZmETVvwd8H9frblfW0q3C48tm2j3W6j2Wzy0OtyuYxisYhisYhOp7Pq\nS57BOqwjtxQwEokgHo/zEMdgMIhWq8VkKxwOIxQKwefzcY8Z9bk5jsMkLBgMMknTdR3hcBjRaBTh\ncJhnlM2rXimLWgWFtwuqbLv3DkpE3eXIuo4gUwav1wtN02AYBuLxOOLxOLLZLDKZDDKZDCaTCSzL\nUtX8ByArVrQe5LrYZEJC176NskA3ZNwje9WXcW9vHMHy+/087C0UCrFV5mAw4JL3tmRl3K4nCqsH\n3aSO46DRaKBYLKJWq6Hb7WI8Hm/sTIxlQ2YGyWo9l8txUEAZ13A4zPIW6scKBoOYTqfo9/vcX0Cz\nstLpNOLxOD/P0dERMpkMAoHA3NenPyuS9XpQa19h3UFrlIavezweJBIJpFIpZDIZ+Hw+NivalHiC\n5hyGQiEYhoF0Os2kighWNpuF4zioVqtc0VeYD1J8yJ419ygUNepD4T5sHMEKBAKIRqPIZrOIRCLo\ndrvodrsAvjXuUQC86Qve3VejgvbVQlYTyWSh0Wjg6uqKTSyIYCky/DgQsSEnwJ2dHZ5b1W63YZrm\nTD9Vt9tlm/XRaIRut8vV7GQyicPDQxweHiKZTDJBOzg4QDqd/o5gydd/SC6p8Dio/UlhEyDXKTnE\n0R6USqWQzWb57zfFHQ74Zhyk6zpisRhSqRR2d3exs7PD+yo96vU6Tk5OVAXrAVBymwiWe9YkMHtm\nqP1PwY2NI1h+vx+GYSCfzyOZTKLZbHLQRb0Y5A6yyQve7QLk9XpVALhiSNJLNqdUvaJM57bJVF8b\n8jOUkgvZlyUHiVOTtqZpuLm54VlW0hHQ5/Nx0uXg4ACJRGKm58Dv97PbE8G2bdZib8N+ofB00J5K\na4gecq6cWhPbCTnSgeTImUwGlmXx3L+bmxvYtr3iK308AoEAIpEIUqkUCoUC9vb2cHh4iN3dXa7u\n0yMajcLv93Nv0WNwVzJqW888SqbSjEs6q8iZltpVpGSQkqtP+Uzn/dn9HK/92UrDKXkmK7wuNo5g\nhUIhpNNpvH//Hru7u9z/0mw2Ua/XUa/X+aaghb9JkFn9SCSCZDKJTCaDWCyGUCik5ExrArkpbePh\nsgjICiANN5Sf3WAwQKVSYWlOr9ebsRe2bRumacI0TbRaLViWNVO1pllk3W6XLXXb7TYqlQrC4fCM\nJMY0Tfz2228olUrsREgNvwrPg7shfB3hdrKk3ptYLMYP0zTRaDTQaDRWOgNO4fXh3relwx4579FQ\n8pubG94bNgEUG7179w6Hh4fY29vD/v4+CoUCNE2DrusAwGMrSE4oicNdICm2TPh6vV6erUjPsa2J\nKiJT1KdHPb+BQGDGsl3GnfcRFmn4RGSNfroNpu5SxTynR5/2P0osBINB7ikfDocbU63dFGwcwQoG\ng0ywjo+PUa/XkU6nUa/XEQqFWL4lraY35YaXhz9lo5LJJNLpNN/UCusBt/PUOhhIrDvosPB4PBgO\nh+h2u2yZShXBeDzOMgya0wWA/43b4GI8HnPVgSxYaTaZOyCQiQnbttlav91uw3EcRbBeAetMroA/\n9ljqVyFzlXw+z49isciDRRXB2j7IvuZQKMT9mzQ6IpVKYTqdotVq4fz8fNWX+2gQwTo8PMTHjx+x\nu7uL3d1dZLPZmdmGFF9QgA08HCf5fD4mFTS/0O/3c1Kr3+9vZMz1WFCVOxgMsoESPWjupdfrZVXE\nQ1U994wy+rPcP9128BLu5O5jqk9SEk9rPRqNzjhKKoL1utg4giWzND/++COTq2Qyye449Xqd5R2b\nJvMgghUMBhGNRlkTTv+fAlRVxVo95CZH/61wP+hAID07AD6garUadF2f+VzlTCz5Z3ICkgSLDnv5\nu5Rdpf44wnA4RKvV4l4vOhgVng53NtZ9X6wLpBzQ7/cjHA4jHo8jlUrh8PAQHz58wPv377nf7/Ly\nctWXrLAAyOA3FAohHo8jn88jFoshmUzCtm30ej2cn58jFAo96jmfch6/9L6467V0XWeCdXx8zP1X\nyWQSjuPAtm04jgOfz4dAIABd1xEKhXifvA/ktEiurETOhsPhzOxCen/rdu8/B275HpHSSCTC/Xqp\nVArNZhNer3emRYDOoLsSTkSwAoEAP2hOoyRNdHYR8ZHky+PxcHXrMYktuU9TfJlMJrnq1u/3VULp\nlbF0gkVl1lAoBL//j5efTCYzbi1uyEw2/dnn8yEWi7Gdc7/fh+M47PBGgdtDm8ddcGtgH7OA52lq\n3SXf+/49Hf6RSAS5XA5HR0c4ODjg90WGHgqrA7kH0SbpLvUr8vs00L3f6/W+G7cgM6/uB/2unNDu\nOA7LNfr9/oy9rrz3xuMxbNuGbdsYDAbfETCF7+GWqwQCAYTDYcRiMbx//x6macLv96PVavFDfker\nBpkA6LoOwzCwv7/PD3Jco7lsmqbxvf2YfVsGL+7s8jYEm9sE2rcpoKX9mpI0ZGjwmORsNBrlSoAc\nHyPPARkoj8djPst7vd6jr5f6UOVPahkg7O/vY29vD4lEgtcvvSdZuSJlTC6Xw+3tLUzTnDFumPf6\n0WiUHQkTiQTbv3e7XRSLRVxdXaHZbC5tgOsyQJVuatdIp9PweDw8VoQkxRTTRqPRmb3vvp4sIqs0\n/Jl+BgKBmWQ6qTtI1THvIf/uvs+diLGmaUilUtyP1+v1MBqN1m6szDZgJQQrEonAMAzOVtOB5HYD\ndMPdZOn1etmyPZPJoNfrwbbtmRkPg8Hg2Te7JEb3NS+6r8ndCOoOGO97Hkmw8vk8jo6O8OHDB1Qq\nFVQqFViW9az3ovA6kN+b24SEHgpPA2VQp9Mp/wTmyzBlBk8GsTSZ3nEcdDoddDodmKbJBhbuiorb\nHWoT+zVXASnzJIKVSqXw4cMHTKdTxGIxnJyc4PT0FJZlwePxrI3sRFatcrkcPn78iB9++AEfP37k\ngJUCJZq99pAN8zyTDMpgy/etSNZ6QCbGJBly93HSnvAQsSZ5aS6X44oQzd2TxI0SPo7joF6vA8CT\nCBatWzmCwjCMmfMmk8lgf38fiUSCjTsoeTWPYOXzeQ7O74sr6H3mcjm8e/eOK2M7OzusOqBROfR+\nn5vUXie4ZYEejwfhcBij0WiG6Oq6zsOcw+EwgG/fLRUK5p0rsoJEpkyJRAK6rvPanEwm3ItM0nj6\nSbLMwWDAa+Chvi96TcMwkMlkkMvlkM1mYVkWLMua67Sr8DKsjGClUinEYrGZAAn4Rq7cN7vMELor\nWJSRDIVCsG17pmpFfR3Pkf7MqzrdF4DJDKabCMrM732lXPr3soL14cMHfP78GR6PZ2Oabd8C7nJ5\ndFt/KzwMIlbj8fheJ6W7/j/9e6pgtdtt1Gq1Gamw+3lU/9zTIZNEZMQTDoeRTqeZXOVyOTYkuby8\nnNn7Vv350nmRSCRQKBRwfHyM//qv/8Jf//pXzgSPRqOZChbt1/P2bXmvk9yHAiMAa/O+FWYxr4JF\n6/QpFSxJPI6PjxGLxRAOh6HrOjv0eTweJjCWZaHdbgP4FoA3Go1HrQ0iWFR1ymaz/FMa98RiMaTT\n6ZkKlkxeuc2z8vk897JKNdG890kJ3w8fPuD4+JgTv1dXV2xO1Gw2WUmwDZBDqCORCCKRCH9fUr0S\ni8WQSCQwHA4RCARYQUUmTu49gL4HIli5XI4f0WgUgUCAzSdIZWFZFo8k6na7sG2biTwlB+773N2v\nmclkkM/nUSgU0Gw2Ua1WFcFaAJZOsDRNQzab5QGgJOEhJt7v99FsNuduPLSQ+v0+Op0Oms0ml1c1\nTcNoNOJBxKlUil1RHpspcr+WnINAmQM3WaMbLxKJ8IHsrmLIQI6uh2QCEvKgJk1vv9+HbdsYj8cs\nFQgEAnxzKywX9P1SoJbP5xEMBnmDI+mrIliPB0kxKOCZ19j7mEBEEgCS5VCQtA2SlXWATHZRkBoM\nBjlZdnt7i3g8Dl3XVyKZpQZuyi7TmvJ6vYhEIjxwdW9vD7lcDqlUCoZhzFQzY7EYDMNAIpHgTPQ8\nhy3Z7J9Op1l2Q4k9Mk9RDl2rBfUb6bqO3d1d5PN5duYdj8eoVCpoNBpotVrsHvn161fU63WuyswD\n9ZJSUodkzpqm8RlNBOjm5oYrqBQYPxaUQBoMBhxYEyGSMQAF341GY6ZXyh04X1xc4OLiAtVqFZ1O\n57sRFvMg73uSxJGsTd5n23TuUfw3Ho+5WkSmTDKBLvukaGwLVQ3vcv8bj8fo9XrodDpMhIfDIaLR\nKHRdZ4JMEkH5/VPPMFW0HpMMoNhzOBxyBewxVVqFl2HpBEvXdeTzeXz69An7+/t8sNm2jeFwiGaz\nOTeLTf+PHMKazSYqlQp0XUc4HIamaeh2u7i9vYWmaUgmk5hOv825eE5GhSQeNAuj1WrxVG+Cx+NB\nLBZj9yn3JjMvOz4ej1GtVlGtVu8kWH6/H9PplMlmLBZjZ0Sq1lEQ/5geAYXXgTxgotEo0uk09vf3\nEQwGecOkw1WR38eDmm51XUcgEJgJdp9TBZAEQA1+fj3Iag2RFkoIUcA1GAxmegmWFXDJgIea0JPJ\nJDRNY/JO2dtUKsVBdiQSmQlWKUFHWd5erzfXYYskkmR/fXBwgOPjY3z8+BGdTgeXl5e4vLxEvV5H\nt9tlwq+wfIRCIaRSKWQyGRweHuLg4AD5fB7xeJyNbohc1et1NBoNXF9fo1wu30uwgG+VqFarBY/H\nwzP6pIU3/ZRGBlI++BjQ3MVut4vpdMrxEpkrEGR/OxE8ej0JIpHNZhPtdpvHWjx0DbLf5y1UZiUp\nsSxr5jOTvyNdKalKSf3Ed31Og8EAnU5nJp6lYgG5E5LBCl1Hq9XiUURy6DF9Lw+dc9T/N51OEQ6H\nkUgkmLyRlF7hdbEygvX582d8/PiRNaY02+by8vLezYcWZKvVQrlc5syUpmmwbRu3t7fQdR3JZJIz\nq8852GjRDodDmKaJ29tbduIhEMHa2dnB8fExgsEgBxVuCRK9p9FoBK/Xi16vh1qt9l3pmDZF4Nvm\n3Ww2WeNMBIs2bffcBIXFwS0HikQinAn3eDycjVIE6+mgyixVoqniTFnVx65v+R1R8E8ZOnWfvBxS\nBi2lsWR5TnIoIsrLlsvS9YXDYWQyGezu7nKgQuuL+lfkwFW6X2U1jqy7LcvC7e3tTE8FvRZVRmKx\nGA4PD/Hf//3f+J//+R/U63XEYrEZ90vqwVFYPoLBIFKpFA4ODnB0dIT9/X0mWOVyGZeXl/jll19Y\nVkwGWTSM/C5Mp1M+o/v9/ozJBVVRNU1DJBLh/imqXj3lfJhOp3z+U7DfarW+M7kgPHTPUSWGqjEU\nqN/3+pQgoGrJW+hXJVJJ5LZcLuPi4gLX19ffGdkAfxAh91DieRgOh2y0JPs3ifiQkQZVIT0eDxOs\nSqUyQ97kz/tA3gZUpaf1PRwOVSVrQVg6wSIdfDweRzKZZA0p2YfetfHQlz8ajdBut1EsFjGdTvnw\nDAaDM/NzaOOgxfNU0GZCz3dXA6Esl5Osz20pTYcxBR13BeCyOdpxHNRqNZyensJxHCZT1KwajUZR\nKBRgWRaXr1WGdLGQwTv1nxiGgW63O0N8nyL/UPi2J2iaBsMwOOD1eDwzzdJ0iMjAQfZi3uXmuE2S\nlVVA9r5S7+zOzg4ymQyCwSD6/T4ajQbLnqkSQMmuZWa63WZDMnChqgE1/VOfBCVHZDKsUqmg0+nc\nK/MB/qh4BQIBRKNRZLNZ7O/vw+/3o1KpwDAMlmqphMt8J+BFgc7bYDCIQqHA1uXv379HLBbDcDhE\nrVZDqVTC+fk5vn79ytWJdrvNks6HzlSqCpCEnx5EsHRdZ0lZIBBgedhTYhLZo04VFSJz7t9zB/7z\n7j0pwaZ79KHgXFbNOp0Oer0evw96jW3ba2V1ihQqRG5f2l9Jn72b2MokDiXUgW9nHMWzZNzm/rwf\ns8fcNRhakavFYCVzsOgLpd4ry7JgmiZvVPc1tg8GA3bhabVafMBRtlraMtPjOaVPugGoD8o0zblS\nQ9mjRcSIdPf076niQVautDnNe67hcIjpdMrlf8dxUCwWuc+LnBfT6TR8Ph/LGmq12pMz/grPh8x4\nu6UfKrB/GqjqQLIuChzIGVAGGDLgJ7gD6W3rBVglqKLu9/uRSqXw7t07fP78Gfv7+wiFQtxn1Gw2\n0Wg0UKvV8PPPP6NarXK2e1kkSybhHMdhgyMp25JWxdfX12yzLQPSYrGIs7Mz7lF5TPLKPddGnktq\nPc7et8sYaRGNRtlp7+DgAD/88AM+ffqEXC6H0WiE6+trOI6D33//HWdnZyiVSjz/isjVY0iQlH7K\nBJwkMNSq4Pf7uU/rKS57MtCX1aR5ibx55j3zrtntwvrQ65MUMhAIIJfLzdwXFF9t69nnTgxQW8Yi\nVRFuw6x5plpPfT73OSmTktv2na0Llk6wZDmVCBY17s0zkXD/u8FggFqtBsuyODNIi8892Xqeg8tT\nrlMaU9xVRpfWrhRotFot3kTH4zECgQA3QOu6jn6/f+dzUVBCmbFKpcI29NlsFul0mpuq8/k8wuEw\nz7LYlvkT6wwpEySCJQ0a1Gb1MGSPIvBHVTuZTCKbzQL4nlzRv6FDRh56UpqjAtrXBVk7B4NBHvD+\n008/IZVK4ebmBu12G5Zl8SycUqnEPabLbKKWr0F7JwWBRHrk2nBXuOTzmKbJhNFxHB5efR/knuDu\nt3nr61GSK/q8ab9cFAzDYJc0cuL98ccfEYlEcHp6iuvra5yenuLy8hJXV1e4vr7mzL5MCjy0duVA\ndLknuZ+L1oIkWE+5L+Q+eB+RcT/nfclqd3/4fa9N/eA3NzfY29u7l2BtI+YRnmW8V0mupDzbreZ4\nDOS9N++83NbvbpVYGsGSQZUkJOQGWKvV0Ol0uIJzF8h0Yh0sy6WLkGma3AhJBzNtskQEqUeLiNC8\nzVDa1ZMJRigUmnGLoUZtmtDebrdhGAaXf58qQVB4OmRApTJBd8M9H8idBCGpgzRLoLkiw+GQzY2p\nKp0AACAASURBVC9isdidkgaqTLjdG7dd+rDoQ9/j8XDDNfWa7u7uYnd3F8FgENVqFZVKBdfX17i6\nusLl5SVXBhzHudMif5GgPbnX6/EMG7pPZW+se2i1BM2YoYTfXfJwKR+SDyKV0sr5LYNIOt3fZGUe\nDAYX9pq5XA67u7vY29vD/v4+crkcIpEIgG9ue1dXV/j1119Rq9VQq9VgmuaLErFuSOI1nU45KURx\nz1NHxzyWDC0C1PtFst9ut8vxyDb37rj302WTK+rlo7ERcpbaUwgy8L1sWsrwH+oXU3g+lkKw5KKk\n4WmtVgvBYBDFYhGXl5e4uLhAvV5fC+L0FPT7fXYR6vf76Ha7fDDTgn2pJIIMNprNJle5KDC9vb1F\nNBrF3t4ewuEwD1hVBGv5UBvU96Am70gkMtMf6c7wUiOxpmlsVJPNZmfcuKjabVkWS3Bvb29Zguv3\n+2d6H7dZYy4PS3dGEnhZP4SsFpJDaj6fx+HhIVKpFFd5isUiTk5OcHV1xRUf+m4oQ79sckXVg36/\nj+l0ypUSd5XKrXSQkG5pUublfi35Op1Oh/vPyEaZ9ui3nh2m+TvRaJQdHMlkYlGgHu9UKgVN0zAc\nDnF6eopOp4NffvkF5+fnqFQq6Ha7XCl/TRC5AsAjaG5vbxEIBNgxeZMgZYruhMO27a2rhuzzJiMt\nmhtLDq2yBeaxn7+sgIXDYUynU57P9pgqvcLTsdQKFsn4iGABQKlUYoJFev5NuWFJmwyAe7DImYcO\n17uGDz8F9JnRDC05lX06nbLbDDVE0pwDheVhlRnGdYXH4+F5YTQfiKrP5M5FBza5Y5HFsK7rMAyD\n3d7S6TS63S7Lz7rdLlcMJpMJVyrmNW9v43ciewDlQw44fW5QL2Up5Lx2dHSERCKBSCSCyWTCRkO/\n/vorzs/PObtKB/VTDv7XBKkASIY9L7Hlvlfd1/kYgk4EC/hGyMgFl5KEFLSrqvYfBCudTuPg4ACf\nPn3Cp0+fkM/nF/aaZDCh6zps20apVML19TWKxSLOz89xfn6OarXKM8peG+5h0+QkSTLBp1awVg1J\nsJ7Sv6XwNMi9OxQKIZ1O4/3799jf3+eqL1VC5SiTxz437UdykLEiWIvDUitYlMUh04jb21tUKhWU\nSiUUi0VeNJt009LANjm1mwiQW+f63CrWZDLhAMayrBk5Fc0Ai8fjbKBBwwMfanZ9DShioeCG7FMj\nx9BMJsPVaVm9oqo2VbD8fj/i8Tg7NO7t7eH9+/d49+4dWq0WTk9PWTpBVsMUrJA8zG2Tu41rkz4D\nmgNIP+WoiOdCfn8HBwf4+PEj/vSnP/HBTs6BVME6Ozt7xXf2ctDaWnSVgNaYx+Nho6Z2u83rcp7T\n11uE3+9HJBJBMpnE3t4ePn36hL///e84ODiYO1T8NSDP22KxCNu2cXp6il9//ZWlrc1m81Vf0w0K\nfEl1sslwS2u3dV9dJShGlnMFybX14OCAzdTIjIViwsfcO+7kPiWIhsMhV3EVwXp9rMTkQlqN0oFN\nA8827UumjYauW2bMqRwrG5/lHIznuNBQwykNuzMMA7FYDIZh8H/v7e3BMIxHzbh4DtwGIGTKoXS8\nCl6vl+e/aJqGWCyGQCDAvSpkM0tOXXRoU3aXNv7RaITBYMBmCtTHOB6P2SrXcZzv5hORfI0kWtsa\nCGiaxsY56XSa5VBkevPcoFUexCQRjEQiGI1G6Ha77FpK82Cogv8WIdeVu69L/t1bJ1nS3EKOGyGi\n7h7e+lqg76BWq+Hr1684Pz/nwc+bTngUtgcyTkwkEtjf3+eqVTQahW3buLi4wNnZGc7OznB6esqx\n3VMrWAQZw/V6Pdi2/epxosKSJYJEKMiVz+fzMbmSPRWbBDpYZWaAegEoSKEeCeku9dzGZyJYrVZr\nRpJDNyjNXiHJFWU7XhMymKCsimwW38aAVuFx8Hq9XLUyDAOapiEYDDLBIuJE9zsFo5Txp0ODEi/7\n+/tMsHw+3wzBIv24exiorCBs61rUNI0lV3t7e2w+QYkVOoCfA0myaMbgcDhEo9HA6ekpTk5OcH19\njXq9/qYJFvDHXvdS19pthjwHyeyBzrFyuYzff/8dFxcXr/qaUs5mmiYqlQoqlQra7TYPV1V4PNxm\nDwqvBzLjCQaDTLB++OEH7O7usoyv0WjMEKz7+kPvgvt7o1iVEp9qjurrY6UVLJKc0GNTcVeWfF4F\nS9oFPxdErNrtNm5ubrhqQEFtOBzGZDJBq9VCq9VCp9N5ydv7Dm5dOQXGdIOqAOPtQhKsTCbD/58c\nLmUFi0AEixy2BoMBer0eer0eut0ubm9v51awyNBlXpC/7WuQKlj7+/v49OkTPnz4gKOjI6RSKa7s\nuYnnc0DPRYN5T09P8c9//hP1ep174N46pHzKPVz5uX232wS3gxnwh+z9+voaX758wb///e9XfU1S\nVZARCfV+bloLwrrhLa/jRUHKAhOJBPb29vDDDz+gUCjg+vqaW2jOz8+ZZL12IULdE4vBSgYNb9NN\nSkMrQ6EQV+ZGo9F31Tp3b8hL51XRDSF7V0hyRUYBRLRIokXN5y+FHNhpWRYqlQoHGPT8ah7X2wFl\npwOBALsGUkMuJQPIYfMhzTgRMUq4tFotVCoVXF1doVqtwrIs7nEkvMXDQY4JkFXtXq+Her2ORqPB\nRkLPfX4ivvQdXl5eolwuw7btO0dNvHVs09n2WpAkU0rqx+MxJ1Feux9KnndUEV+V8YqCghtS1ZRK\npZDL5ZDNZrG/v49kMonRaIRqtcrE6vLykl0vVSvG5mAlBAvYnqnflK2Px+MYDAYsW6KbgKp1RLLu\nm6vyHAyHQ3Q6HS4ZBwIBxGIxboAnowGSDb2GNMIwDCSTSSQSCbTbbUynUziOwxlzIlsKbwNer5fX\nG1mya5rGtum2bbM0hyqed4HuGZK+tlotlMtlnJ+fwzRNdLtdJlhveb6QNKK4vb2FZVns0npxcYGL\niwuUSqVnPzeBEkPj8RjtdhvNZpNJ8rb2tyksFlTpo8QAGYS8JqSMXY6DUFBYB5BTrq7r2N3dxdHR\nEY6Pj5FMJhEKhdDr9dBoNHBxcYHT01NcXFyg0+nAtm21524Qlk6wlj2sbZHweDzQNA2JRAL5fB6W\nZQEAZ8zoIJEVLKpivVZwQtpZcmiLxWJsT6xpGs87oOGfrxGUplIp7vmo1+twHAf1eh2dTocDZIW3\nAzkQMRaLMcGieR2kISdL9YcCHaryjkYjJliJRIKDMeo53IY95LmQIyCIYJEN/pcvX/DlyxecnJy8\n+HVkb5GcvaKC1bvxVtfkY+Cep9Tr9RZCsOi16KdKBiisE+Qokt3dXfz444/429/+hlAohEajgUaj\ngVKpxASLZIGb5lHw1rGyCta2gKR48Xh8ZoaPbOIPBoNIp9PcH0UN+89xEXRDEhrHcdBut9n1S/Z6\nUfXgNfoyotEoxuMxPB7Pd0NO33LQ+5Yg+ypIFmgYBqLRKLxeL/dZ0eBtmg33GMhgiPq2qDFdkne1\nzjAjRaZ5eZZl8eDb14AKTBVegnmjPOTZJytaCgrrCknUn0rYpaQ7EAggn8+jUCigUCjg3bt3SCaT\n8Hg8nKy+urpiWSCpPxQ2D4pgvRB+vx+apiEajSISiSAWiyGXy830Wvl8Pv57n8+HSCSCQCDw6tcy\nHA7RarUwnU7RbDY5CAb+kPq8hj0tud2QIcF4PJ5xTlTYftCk+UAgwOueEgiO47B7pWVZ6PV6Lwqe\n5GGmgrDHQ31WCusIeS5RFdbr9apKk8Jawm1v/pzeU3JkDYfDCIfDePfuHT5+/IhPnz4hHA4jEAig\n2Wyi1WqxmUWpVOK+WoXNhCJYLwBVcGgoXCgUmqkayZIu2bPf3NzwDfXaGA6HaLfbsG2bq0kEKfV5\nKSKRCLLZLLsyUVVhW6SfCg+Dhl1T9SoWi3EV17ZtdLtd1Go1lsW+RtCkAq/HQ31WCusIKW2lrD79\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wQL1ex+npKSzL4uHp4XCYSUwgEJiRDtZqNVxdXaFUKrGz9DKTkX6/n8/udDqNo6MjHB8f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\nL702N+gskX1PlmU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import fetch_mldata\n", "\n", "\n", "from sklearn.datasets import fetch_olivetti_faces\n", "\n", "\n", "\n", "\n", "\n", "#Chairs\n", "path = \"./Data/chairs.csv\"\n", "D = pd.read_csv(path,header=None)\n", "image_shape = (64,64)\n", "Images = D.values[:]\n", "print Images.shape\n", "\n", "\n", "# floorplan\n", "path = \"./Data/1000FloorPlans.csv\"\n", "D = pd.read_csv(path,header=None)\n", "image_shape = (50, 50)\n", "faces = D.values[:]\n", "# faces[faces>0] = -1\n", "# faces[faces==0] = 1\n", "# faces[faces==-1] = 0\n", "Images = faces[:]\n", "print Images.shape\n", "\n", "\n", "# # Mnist data set\n", "# image_shape = (28, 28)\n", "# dataset = fetch_mldata('MNIST original')\n", "# # faces = dataset.data\n", "# X = faces[:]\n", "# X.shape\n", "\n", "\n", "fig = plt.figure(figsize=(12,12))\n", "for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.imshow(Images[i].reshape(image_shape),cmap=plt.cm.gray);\n", " plt.xticks([]);\n", " plt.yticks([]);\n", "plt.tight_layout()\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(49950, 256)\n" ] } ], "source": [ "from sklearn.feature_extraction.image import extract_patches_2d\n", "rng = np.random.RandomState(0)\n", "patch_size = (16, 16)\n", "buffer = []\n", "for img in Images:\n", " data = extract_patches_2d(img.reshape(image_shape), patch_size, max_patches=50,\n", " random_state=rng)\n", " data = np.reshape(data, (len(data), -1))\n", " buffer.extend(data)\n", "Patch_Images = np.asarray(buffer)\n", "print Patch_Images.shape" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xOCDGawisLotZXXClxJkYF8pgPY8uY7Bms1klmHjC4Wh4xvf3t31/f9cyVT7r\ndQ+BlWVZzeeDsEKp4mazsSzLOmfOJLDEaMGJ6E9+FldI+eIYBBaLLJ/BwmsLIYS4DR/FTs2bczwe\nK4fMb3tnDYu/bptJZI0VCaznEXUM9MeazmG/bLdb+/r6ss1mUwksPNes3iSjT+D34bpxPB6rrBVK\nE2ezmZVl2e31en13QjyRKIMVlQYiUxVlsHy9sM9gdfm/Qggh2uHMVVMEHM4ZIuB+ORwONplMQocN\nSFiNGwms59E20bAXWGZWE0weZIvQPRACy+yf1wxcJ+6ZwYLAQmngbrerxFeWdZNOElhiNDSVCPoM\nFgQWMlgsvnyJYJPIkrgSQojr4Wu0n3AUy3Q6rcTV4XCoFhZXWEfZLDhnZhJaY0UC63mwr9S0cIkg\nCywfECnLshJYTSWCfF73QVQiiAwWCy8JLPH2NDW34OzVfD5PthWFSOOB10IIIfrBCyw/HhZjLSCq\n4Gxh21+b2WnjqDeORWWDYvhIYD0P9rV8YzHejkQVtvm1eKJhXyLIGay+BRb7fZzB4sYWx+Oxajnf\nhgSWGA2pDFY0BstnsFIzkUfZKwktIYS4HV9lEDUhQofX/X5v+/2+th0Fvo7HY1UuyPv4fxJX40QC\n63lwEDpqWoNtZKFSTWnwWsfjsSoNxBpzXrHA6vtc5mEhPAbLC66upYkSWGI0XDoGi0UWR19Sbdqj\n/yGEEOJ6+LqLeXJ8EyKIqrIsz4JfPnvF4gr7ElbjRwLreUSVPv6YHyNp9vv89M8/nU5nZcCcwUJX\n6L7BdQXgf2ObBVcXJLDEaGgSWKkIKW7gUXtg3hZCCNE/TRksTO6Jzl1Nwioaa4VrNwstMU4ksJ5L\nav46nz32gY7U36Q6DCKDNZ1Oew+asA/IGSxudtGl8RmQwBKjJSo/iToIzufz1siLbsxCCNEvfI3m\nSURZXC0Wi8bOrtzyOWpm4cWVslnjRALrNYh8JR6/1DZuCgKK/y7lm90Dfl2IPC5P9M9pQgJLjAaf\naUoJq8ViYYvFwlarla3XayuK4uy1ohswn1T+BJcAE11J2YqcPvGO+Os0xNVisbDlcmmr1ap6rCzL\nWon3brersl7Y9k0wIN54clC1bx8fcILF61KWpZVladvttnHOUd5uWl4dCSwxGvwJF0VEcdNer9f2\n8fFhn5+fVhRFOGFl1E5UiFuJSk65Fl3On3gXuBERB8AgrNbrta3X60pMdVl4YDzW3BAjNQZE550Q\n94VL7TD7TrgAAAAgAElEQVR572azqY19Op1OtQ7OZukxXq+OBJYYDW0ZLB8Vhciaz+fh3CpYzBQd\nE/2REljeqVNLafEOIBCG6TNwnV6tVrZarezj48OKoqgEFLdvTi2IlPPYLcBjO6LzS+edEPcB5XYQ\nWNvt9qxzH8ZOpsZxDUlkSWCJ0RBlsDgymspgzefzKsrJEU/uFtP3fAviffECix0679zJ2RNjhsfI\n+us0xBWCYBBP8/n8TGSl9rkpBs4v7khmdj4fj843Ie4DN47Y7XaVuPKPtQksbL86ElhiNHjHlbtS\nRXX96/W6KhFExBPRz91uV+skM4STWQyDSGDBoUtF1IUYI1ETovl8bsvlsgqEIQjG4gkZLQipoiiq\n7c1mczZRPDfCwBitKGtspvNNiHvhSwQjceXnt2tbvzISWGI0pEoEMSC6qURwu93W0tVmv0/6w+Ew\niJNZDIOUwPIOnxw98Q40ZbCQxVosFqG4YmGV53l1DYe4AiyuuMVz1N6d0TkoRH+wT1WWZa1CiIXX\nGMSVmQSWGBGpEsGott+XCKKjDW7MftbuKEUtxDWkBJZ38nwraiHGBjJYvhkRgmAoEVytVrbdbmvl\ngRBaEFmYdoODZGa/x33AqWOBhXNuOp3WJicWQvQPj8HCPmeu0Am0qUvzkLo3S2CJ0RBlsPjG7TtU\ncX2/z1z5Nr+vfiKL4RAJrOPxeObkaSyIGDu+RDAq5f74+Kim0+CsFToL4vq+3W4r58zsd+AC1/H9\nfl9rCY1zC+ec5skS4r6woOIg9mw2q8SVnwMLtO2/IhJYYjQ0ZbBSJYLIYHHmim/KGIg5hJNZDINI\nYJlZTWTJ2RPvQlQiyOLq8/OzEljIYCFg5jNYeZ7XBBZHx8uyrAksnG9mVp1zPCmxzjsh+oUDiNzQ\ngpemKqGh+WESWGI0tGWwmroI+rJANLrIskwZLNErKYFl9tvR8w6eHD4xRpoyWFzKza3aIa44k4Vs\n1mw2q13HIazQEhrXcy+seNF5JsR94GYzQx9f1QUJLDEaIoF1zQzgqb9pe70xXRjE/SiKoraPGw7P\nwebHX8npE2PCj6PgCDaaVKADLAJkPuAQdSBkgcXzGbLQ2u124byH/tzTeSdE//CUCGNHAkuMhlSN\nbhTRRBeqzWZjp9Opas+OFr48TwrfyFFegnXX1LYQYD6f1/ZPp1Nld2iqgkHAeFzzsIkx0HUcRXSc\nBViWZVU5Hx+fTqc18cTnFbb3+/2Z+MJ6MpnUWriP0Ql8hc/U5T75Cu9TiFuQwBKjwWewugis7XZr\np9Op6kyFen3cZPG6EFcssrywijJkukkIz2KxqO0fj0ebzWZnk1ub/bZdlS6JodM1+NQkupCh4mM8\nhms2m4UCi6/rZVnWxmbh3ONrd1v79iHCAUN/7N40/fapx3S9E0NHAkuMhqYMlu8MCJGFDNZ2u61K\nSJoyWKmsVVskVjcLASKBhUkXU+JKiCHTlLnqUr7tSwJxDNksXNt5O8pg4dqPc67tvBvDudckrO4d\nuIm+v67HhBg6ElhiNKQyWGb1iSZTJYLIYKUEVkpkRVksf9NSBkIAL7Aw7sM7QDwHmxwQMRaunccG\n13cvtnBtPx6PNYEFQcXCigUWruU+c8Xjt4Z83nUVVve4N3URUV3LRYUYKhJYYjT0MQYLN2HcZPE6\nLK78jbmp4YU6wQlPm8Biex26kydESlBdatfcaAjzWPkFFQipsVdcKtgmrobcPRbj09oev8f9qE1c\n9WUPQrw6ElhiNFwyBotFlpm1NrlIjb+KygTvHR0Uw8YLLN/QAo4h25oQY4KvlZeMzWp7blEUZ+WA\nUQYL8+8AX0aOuQ+H6PSnxBWLqtT6VrqKKwkr8Q5IYInRkGrT3iWD5W/C3OSiaQzWpSJLgkukBJbP\nXMEJHKqjJwTT1uigaRxWqlrAL1HWymevkOWKxl3hOXxdHxKXZK76vhc1iasmkTW071iIrkhgidHQ\npUQQN1svsHhgdNsYLBZaqRu9v4FJWAngBRbGhHAQIMuyWimqEEOkq9MdPSe6nvv5snygC9dvn61C\n1QKXgZudVzdg7q2hCqwULLwedW/q8ttLZIkxI4ElRkNTiSBEVKpNOwQVD5jumsHisQH8v+9Z5y6G\nixdYPFCfo+yaX02MhSbHuk1ogWi6DJ6UGOdRU+aKBVYUeCvLsnrNsZx3UVarb3GVCm7ydvSbS2CJ\nMSOB9aakJlHk40MTBn7OEr7ZokvgZrOp5kvBTXQ+n4cDps2stu9FF8ZmIepZFIXN5/OziSr5b6P/\nId6LLKtfdk+nU+sca0KMFX+d9KIHC55rVu8k6K+nXEnAoizP82opiuKs6UXUGGMI12h+j03bTfcj\n3Dsv/bxdSzfxXP4bf8yz2Wwuei9CvBoSWCIpKqLHcOwV4WYBZv+MeEJUsaAy+922vSxLm8/n4ev5\ni74fn4Wbd1EUtlgsqsc4ksprf+xVv0fxeCSixDvC95donkKuNMCkwMhW+TXmx9psNo1TbnDWC2KL\nqxb8c18dHxCN1vwdc5UGd8vl76kLqcqOqNIDz++yBn/99dflX4YQL4QE1hsSiaUou+Ivtq8uCA6H\nQ20fmSvODJjV6+53u50VRVEr82saQI3xMmb/FHDIXC0Wi+p4lmVnkVFsTyaTqjxlqJlCIYS4BT8m\nyM9T6Mu4ESTDtdULK2ybWSXMooZFcPhRdZDneU108LV4KALLrDkoylkqFp3Y9n/fFZ8hTAnfrgJL\niLEhgfWmRA5+6iI9FDHgM1hm/7zZcrkV32jKsrTtdmtFUSS7A3JEDn/H82PhJo0sGI75en9sm/12\nKIDvZiWEEGPEjwdi599nsHy3Vy+usO0F1na7rQRWUwaLxZUXGFz+/eo0lbX77BWXRXKpnr8ndYEF\nFkovcT/k7Wh8crQWYmy8/tVD9EoqKxWJrKGRElh8E/FdBBeLRW1MVtMg6tPp90SWvkTQzGr7iKLi\n//gbGW5w/rtWUwwhxDuRElicwcKYqaixBS9m7SWCyGAdDgcriiIcv8X/49VJCSo/zipqnoO/Px6P\ntQ64XWARilJLXnAMv0skqCSyxJh5/auHuBttEa9UqeCr4gVWVIYSzYOFaFvbgvI+XyLI20VRWFmW\nVcQ1upHxJJf8GJDIGjdyJsS74TNXDI8F4gwLB6iiIFhKYG2321r1AAssBMGyLAvHXEWNMV6dSFBx\nV1wcg7hiIcXi9tLrEn9XXMnhFx77jL/z27omijEigfWGROUEvB0JqyEILS+wuDMSZ66icoYuC8oE\ncdNCOSDEFTsJuPnzzQw3Mn/cTKLqnUk5H0KMnS4lgghWtVUZ4LrqSwRTk8ajKgHHI8GAsu5XJhJU\nftqR0+lUu+/wPemW+fa4RBBddBeLhS2Xy2rtM1hN20KMCQmsN6brmKuhOP5RF0GfuYoGRyPz1LQc\nDoezchFkofxA6MPhcJa54vp331kpElkSXO+F2rGLd4UFFs9ZxSWCyGA1zYUFAcENLjiD5afW8FUD\nLK4gsKKy81cjNYej34/uSfjO+Z7UFS635GlKlsulLZdLW61WtlqtJLDE2yKBJTo1tBhikwt0/uMb\nSLRkWRaWNszn81odP7JYTZMOI8vlm2r4iSw5iihhJRiJLfEO+PFC/jrJJYLckS4SVjiOMm7u3BqV\nCKbGXM1mMzscDpW48p1pXxHfct2LKywsrlhgXZvB8k0uOIO1Wq1svV7ber2uBSYlrMQ7IYH1RjQJ\npqj5RUpwvaoAiAQW13intrMss8ViUS0++smlhojW4YaEmwuP1eLvCTcxOAxR61ovsoQQYgw0jb3i\n53CJIHdghcBKCSq/jaAaL1GTC86qTKfTSmig+QX/7avDIio1zxW3Y/fZQhZYlza5QIAyKhFcrVb2\n8fFRCSxvBxJYYuxIYL0hKcE0tKYWnkgkdoFL/LgWHzeP2WxWuxGl6vkxVut0OlVdlCC+OOOlG8t7\no99fvDNedKUyWb6tOD8HWSi/jQoCFlZeYOG67UsE/bV/NpsNQmCxqEIGzgsuiEhUULCouvae5L8z\nfx/kboLR33Y5JsSQuazoVgghhBDixZCDLoR4JSSwhBBCCDFohlp5IYQYJxJYQgghhBBCCNETElhC\nCCGEGDQqERRCvBKTprT6ZDJRzl08ldPp1OmuKVsVz6aLrcpOxbPRNVUMBdmqGAqRrTYKLCGEEEII\nIYQQ3VGJoBBCCCGEEEL0hASWEEIIIYQQQvSEBJYQQgghhBBC9IQElhBCCCGEEEL0hASWEEIIIYQQ\nQvSEBJYQQgghhBBC9IQElhBCCCGEEEL0hASWEEIIIYQQQvSEBJYQQgghhBBC9ETW9OBkMjk96o0I\nEXE6nSZdnidbFc+mi63KTsWz0TVVDAXZqhgKka02CqwhMplMrCiKzst8Prf5fF5t+3WWZfbjxw/7\n+fNn4/rXr1/P/uhCCCFekCzLLron+TW2sV+WZe3+k7o3lWX57I8uRkpk03me23w+tzzPO9kzr2ez\nWe31//u///tJn0yIflCJoBBCCCGEEEL0hASWEEIIIYQQQvSEBJYQQgghhBBC9IQElhBCCCGEEEL0\nxFsLrMmkU4MaIYQQQgghhOjEWwus00mdPYUQQgghhBD98dYCSwghhBBCCCH65K0FlkoEhRBCCCGE\nEH3y1gJLJYJCCCGEEEKIPnlrgSWEEEIIIYQQffLWAkslgkIIIYQQQog+eWuBpRJBIYQQQgghRJ+8\ntcASQgghXgEE/KLAn4KB4pU5nU5J+22yXdm1GDMSWEIIIcQDgUPKC47z43xMiFeD7bTpsdS2EGNG\nAksIIYR4AJFzmRJbeEyIodBkw7Jt8W68tcBSkwshhBDPoC3Cf0mplRDPxounpqCBbFm8A28tsHSS\nCyGEeARtUf2U4ymHVLwiqWxUFChIBQ2EGDNvLbCEEEKIRxKNrUo5o3JIxZCIxhJe8nwhxsRbCyyV\nCAohhHg0qXJAiSoxNFKiqi2TJTsXY+etBZZOcCGEEI+iqQV7U0ZLiFemq6hq+lshxsZbCywhhBDi\nGaQaWzR1GhTilWgbM6gGF+KdeWuBpRJBIYQQjyTldHYpF5RzKl6VJjGlFu3iHXlrgaWTXAghxCOZ\nTCZny3Q6rS38mP8bIV6BlH16u049JsTYyZ79BoQQQogxA2dzNpvZbDazLMssyzLL89yKoqgteZ5b\nnufVc2azWc1RTb2+EI8E9gj7hL2m7LooippN4+9g20KMDQksIYQQoke8w8hZKhZZEFNwQOfzeXXs\nUpElxD3pYtORPfvAgcSVeBcksIQQQogeiJxQrKMMVpZlZ85oSlx1cUblrIq+abNp2DVnryCyEDCA\nXadsWnYrxshbCyyd1EIIIfqA7yf+3gJHkp1RzlT57BUej6L97OAKcU+abNoHDdiuo7JXPMYiS+JK\njJm3FlhqciGEEOJWUo5oKtrf5Iz6DBeeL3ElHkkXm/ZBg1QGi+05lcGSTYux8dYCSwghhOiLLo5o\nmzPqMwJt5VRyTMU9abPpLs1b2KZ50RgsMWbeWmDpxBZCCNE3PtPUJYM1n89rgoqdUBZZ0f8R4t6k\nbLpL0xZvxxqDJd6BtxZYKhEUQghxC5HjifUl5VQYq8LjtaL5sYS4N11smu2yLSubsucoaCDEWHhr\ngSWEEEL0RUpcpbJXvotglmXJCVoV7RfPoClgkMpidbVpjb8SY+atBZZOaiGEELfix6k0OaLROJXF\nYmGLxcKyLAtfr+l/pP6nELfQ1OSCJxlOlQdeY9NCjIm3FlgqERRCPJpXcSRe+fp37Xf0zM8UReTZ\nEWVRNZ/PbbFY2Gq1svV6bR8fH/bx8WFZltnpdGpdHvmZhoRsul/abBqTC6ds+vPz8+VsWohH8dYC\nSwghHs0znNbIgYnex6Mdnabv4tLv6XQ6PfUzNZU/TafT2sTC8/nclsulLZdLW6/Xtl6v7fPz02az\nmR2PRzscDnY8HqvF7z+KVxZYQ7TpLo8zz7Zp0GTTLLBg0yyysizrZNMSWWJsvLXAeuWbhxBinDzy\nugOnpel/smMzmUwe4uhE7+cWxzRyRP1nv9fnSpXrReWBUbR/tVpV0f7pdGr7/d4Oh0NtjeNm9vYC\nSzb9OJtOlbt6m87zvLJpBA1g07PZ7Myen2nTQjyKtxZYipgIIR7NKzmt7MSx83aPa2MXB7Sv6H/q\nc/HjfdA2DgoD+32JIManeGd0Op1aWZa1BcdQSvVI+3klW+2KbPo22oIF0XjCphLB2WwW2jTEFT6X\n/DExNt5aYAkhxKN5lNN6iTPunZy+HZ42R/TSwe5dI/8p5+1eny/lkDaNweIM1mQysd1uZ9vt9mwi\n1tPp9PBI/6sJLNn0822apxGIsrJcIoigwW63q5bZbFa9NkoFX83OhOgDCSwhhHggr+JMsKPm133S\n5Ihe65CmHk85ovd0SLs4opEzymOwILDMrBJXKUdUGaw0r2DTvD1Um+bXaxJX0Rgsn8GaTqe22Wws\ny7Lq75GNPRwOmgdLjBYJLCGEeCCPcFqbIv0+on9Ph/RScRU9dslrg66fq0+RFQmtaCLWqJwK0X4z\nSzqiGLfS9Tvog1cSWF1t2j+/b9t+B5v2Qv6aDBZnZVMBgyzLrCzLl7IzIfrirQWWTmohxKN55nWn\nzUnts6TK/5+2bNWlDmmXz/FIkYXXipamjmsc7T+dTmFZYFmWZyWDbd9DX59naHQpp7uWtsyVPzZ0\nm26y56gzZjSuEAJrOp1W9oyAAcZjDdHOhGjjrQWWBlUKIR7NqzkTkaC6R1lVhM/8ROumv2W6llLd\n47O1OaJNcwZxtP94PFbvD45oWZaW53nlpD6SV7PViLZue/e06bZAwa1ZrNRne4RN43VTdt02rpCz\nst6mIa6eYdNCPIq3FlhCCPFoZrPZ3f+Hd7ZS+yhBw5J6/iW0CaaU43mJMxo5nf4ztW1Hn/Oaz91W\nSuUdUkT8sXBHQe+A7na7SlxxBsuXcKW+l1t5hK12RTb9WJv2n4MDBqksVmTTZlYFCsqytKIozsYZ\npuxZiCHz1gJLJ7QQ4tGsVquH/J/I4fKOGSb45Ak//bFLHDTvfKX2uzihl16fU85m9Jmjz3nN501l\nMCKhhfcQiajtdmubzcZOp1PVbQ3zBvF7QrkVxJZf/P++lUfZale62HT0m76zTWP/Gq6x6f1+X9nw\nZrOxyWRi2+3WyrIMbRrBB82FJcbGWwsslQgKIR7Ner2++//oGvk+HA6Vw+O3rxm/wgKgacFzu6zb\nPmP0mVPH8BlTC55zKU2lVL7kq8kZNTPb7XZnzij+Bzv1XmhFwipVOteVR9hqV97Zpv3n53WbTV9q\nz6lMXJSZxftoChpMJpPQpjloAHsWYky8tcASQohH8yiBFTmffoGTD+doMplUjug1kW9fCpfnebWN\nfe4m1pcj6o+lHFN8XjiC2Mb/uyaKHpUI+vJAfv3j8RiKKwispmh/WwarrYTwUl5NYF1j035S20t/\nY3zn3o5fxaZRfudtmwXQNUEDvOe2wEGbwJpOp5VNl2VZs2m83mw2U8BbjI63FlgqERRCPJpHCiw4\nMtHC3engkHmn6ZJrJDtLGJOBAfC8zvO8ej7/bbT2n6np86aex/uIpPvPbfZP8XPtgPuUE9o12s/l\nVF2j/ansVVOZ4NAzWG12DfGK7w/fAR6/pmMdjzWK7Blrs+fYNGwIa7bhS89hfu9dFryXNoHFZa/7\n/b4mcjkjK8SYeGuBpYiJEOLRPMJp9Q5otH88HkNxhceuERveGZ3P51WHMSxFUVTPb3JII9qi/G3H\n4PjBEYXzje8CmY5ruTbajwwWxqukxmBF4upe2Suz1xNYbMcpm0brb7ZfDhjcEjTgjnls20VRhPb7\nKJvO89y2223tcyNzBaF5q7/jS1T5PXQRWG1BA/ljYmy8tcASQohHc2+n1Tugfs0OUcpZQibgUkc9\nckbRUQzLfD6vnst/F237zxVtNx3zbDabWmto7xzeGu2PjvlJg5syWE3OqM+Mdc1i3cKrCKwoWBCt\nYdM+cwUBfU2pXBQ0wDxmvDZ7jk2zkOEgSWpy6kuI7NjbFq4XkcCC6GsTWMpeiTEigSWEEA/kkQIr\n6p7GDlHK+Wen/RKi+XHQrnm5XNpqtbLFYlE937++d0rbxqD47dRrgSzLwozSfr+vtUG/JprelL3i\n/4fGA1EGazqdVo6oH69i1p7B8v/vVl5FYJn9duS72rRZ/VzgksFL8GWv3qax8PP93/P2tTadet/e\npr24uiVowNuXZmVZ+OF4yqY1F5YYIxJYQgjxQB4hsNpakcPh9M+/xTHz5VQ8+ehyubT1em2r1Srp\njEaOKQ/m588XbafeE+PHp+DzZllWa1RwKW3OKL/fpgwWyhTxOHcRxOs3iSz+f2PLYLXZM77XlOPP\nAvoSYNM8UTSysZhUl9vZP8OmudS1z4l8uwYN/P8ty7ISWCmb5qzsLeeeEK/KWwssndBCiEfzaIHl\nHdCUwPJio6+GACijWq1W9vHxcTa3UlPEH++vaR0RvW8WH5xJKsvyLAvQlVRZIJfypZxROKIQV0VR\nVPMB8e8UOaP4faLJh/sqDzR7TYHVZNcpm2YxeilRiSCLq4+Pj7Pv6dE2zQIL3Sn7CBr4wAGL+CgL\nDIGF8kAIrJRN+88gxJh4a4HV1JlHCCHuAZfI3QOfkUoJrOl0WpuPiSPe15aacQaLs1gQWRBa/Pwu\nn6dt3Tb2hcunfOYIjui10f7ImY7eg3f64Qhvt1srisK+v78ty7LGRg78+uzsNi23cG9b7YoXWCm7\nxjgr/Mb+t73Upn1WNhU4uIdN82u12TQE+263q7oa+nO5q3/TxZ4jm+b3ALuObNrbdfQ/hBgDbyGw\n+MT2Nyve5ucLIcQ9+Pnz593/R+SERiWC39/fVbSZB6H7cRKX4B0pvA5P+MrPw3Z0LLXtj6UyOH7h\nOZL854zuBZd8Vi9sJ5NJ9Vl5XAo7v4AzLf71o210GUT5IDIsKF9brVZ2PB5rHRvNzP73f//3os/3\nCFvtSlM2lo9hPJtvDX6NTXtbi35nnsz3mTYdnbvX2LV/L96eIYQ4QIB5wfCeOEPc1aaFGBujFlgp\n8dRFZAkhxD24t9PqncDU2JXIGWWR1YfgYAeNHVIfyfZrbEev6Y+ZnbeQjjI7k8kkFJG+ZOmW75tF\nFcOlgCjbYkeUMy74PL48i7e9wEKGZT6fV58P/5cZk8CKbBw2jaABbJp/6z5EdHQupWzaH4te0x8z\na7dp7Efiij/rLUES2LS369PpVAsacCki/g7vq6tNCzE2Ri2wGH+hiSI7ElpCiHvzqAxW5AzyMY5A\ncwYLjnsfoiOK+jdl11IOYsoRxcLlUH58Eq852s//79oMln8/7JDy4/iufYt47iiIckU/fss71ywU\nowwWnH1kN27h1QRWm00fDoczceWDBtfSxZa72HUXez6dTq22DHvw7c+9TffxWSMRBIHFAQP8Tlwu\niPGNkR3fo/OlEK/CaAVWlIZuElUSVkKIR/BIgZWKpMMZhRPKGSyOhF9DkyN66ZJyPiOBhSwOtv2S\nZVnv0X6+t8AR5SwF1pj8Noryc8c1OKO+kYXfxueAkJpOp5bnefU5JpOJZVl21bxPzCsKrDabZnu+\ntUQQtAULui6pwEGTTbfZtS8R7NumzerjCLFmoYdjnI2FTed53mrTatUuxsgoBVZKXGHdVVRJdAkh\n+ubXr193ff2Uw+Ydu+PxWEX4OXuFzEgfzlnKGWWHsGm76f17ZxRNCPyCxyB0fLvovqP9/riP0ntx\nxQ0BMD6L3zdvY42/9xksiKvZbGZFUVwtksG9bbUr19h0NPdSX6WgPjPFNhXZc8qmm+w6sml/7HQ6\nnY0p7DuDFb1HPyUAnuObbSBoEL1/b9PKYImxMUqBBSJxhXWXRQgh+ubHjx93/x/RtSxymlKOYJ9N\nLiKnlDsX8tofSzl53uFDdze/xjaXRUZNLvoar8L7LKY4A8BR/t1uV71Pfr9N2xjTwllGCCxkrrhU\n8BYeYatdabNndvIjYXOtTTfZoM9geXuO7LtLJq7Jpr3N8mvfYwwW9qfTaTKQwAGDPM+rxhdtdszH\nlMESY2PUAotJiS0hhHgkj8hgYd20DWefhYbfv/b/e6c0ckY5w8BzQvG+F2mRcDudTlXr7DzPbb/f\nh46omSVLBG9xRLkFNsQUH49aWvP4FF7gcOKzFEVR297v91YUxVnJFjIKyGr0FSR8pQwW1l1tOirf\nu/U78facChp4O+ZjbbaMbRYosIHD4WB5ntc++6Nt+ng8nmWuuElLtHg7jta+26AQQ2f0AosvMMpa\nCSGezaOyAv7a59eRAEoNxL/2fzaVU7HjmVoiBzRaF0VhZVlWjlyqeYWP9vflkGLN7bPNfjun/Lmb\nGhdgIlvMs8TziEFcHY/Hs3mdfBkil2/dwitlsMzabdrsvNugz6LektFpCxq02XRZluH7Sdk027PP\nwqUE1r1tGvbMn53n0PPjrHjeMLZnnK94v8pgibExWoEVCSv/WHTxkcgSQtyTR2QFoutYdK1LZQFu\nCTp1cUZ9tB9d39ABDvuRIxptp9qv8/tPtbS+NcDm7y2pSWG5I2BqHw7oYrGo1r78y8xq41jg0PI+\ntm8d1/IqGSyzy2yat2+16dRrcNAAWRx0g2S7Ztve7XaNwq+p9I+bvpj9tqlUieCtNs2ZrEts2h/L\n87xmzxChi8Wi9pmUwRJjY7QCy6z94tv0PCGEuAev5LT2SRTUgqMXlWz5aD+6jvE6yrD5Y6fTKSma\nvNOX6iB4q9Bqup9cQp7ntlwubbfb2XK5THbAwwTCaGiBjAHKrbDcmhUYq61eQyrj2xQ0wMJzc7Vl\n2FhgeVsFnLW8RwaLPzOvrwFjspbLZSgG8doSWGJsjE5g4cLjW5xGde18M/JtUDUvgxBCXAbEFDuc\nmCsH19XT6VSL7De11PalU/gfgCPs/pp9yfX7la71PiOC75DbvPuySy8Q8R2p7Op2OFvFAorLNE+n\n04ZVkmMAACAASURBVJmo8h06m7KmKZvmY69ko5eAz+nHXvL3Z2ZV85Z3IprrLlpz1hBEx0BTIqFr\nJlh0J1VKPQqLji5ELLJ4ADGEFeqBIbK45ILr2f3rCyGEiPGD/tmRwjX1eDwmx6f4SVNTwsE7pLyd\nckaHcB335Wf4Dvl+ZGZh9sNnK/oah/Xu+N8jEggQWJFNN433a7LplC1HgYRXt23/Hc5mM9vtdrWp\nC94tg4XPjg6Kfg48H/Dnv/Gii7/HVJks72Ob16ljop1RCqzUTZQFVtSdCYMsfRtRrmdPXdiEEELE\nNIkDOAC+wUUq0u/HnKRK+NpE1RAcUMaXnXlxFZWpcfkYkMDqh66Cl22Zx2H5srg2m04FDNrs+FVt\nne01smk8/m4Cy8xqfmrUwh7+a9fxbj7Ykho7aNatM6e4jcEKrKZSEERLm0SWLw/Ewn+b+n9CCCHO\n8c6orwaAwGKR5bej8RmRA2B2Xk7V5oy++nU8ymB5R5RLA1NjbHiMjrge/3tg7CDbF8rfInvuatMR\nbbb66rbMNNk0Hns3W+VEgB+64oex+LLBVClhlNFOdao0a25sJIF1O4MUWClx5VW9H4PlM1jRLOk+\ngzXEm7QQQjyDyJHi0pXj8WhZltXGF0ULnFn/2hFjKuX2Dn2UufLZvSj7gXvYO2YF+iYlDszi8XJN\nNu07W0bZWD+mMLXg+a+ODwykAgbvJrDMfk8QjukZsHDXxaIoaoH/1AKBlWqckiopblrEbQxSYIHU\nwD+fvfKNLiCyfEtbFli+BMD/TyGEEL+JxIF3pg6Hg81ms9q8PqntqOwNpMahdCmpesUyKoadToAs\nCb6fVPbKlw01fYeiG+yopgQWbLrJrqOgAdOnaHo1G4f9pkpd/ff6DkQZrMViYYvFwpbLZbUsFoua\nT5va9gIr6pTqM99eaN3aTVXUGZzA8hehaB2JLF8eWBRFTVB5gfVqFyghhHh1ouxLNMCd27ZzVsYf\nB/46z2WBbVwyNuXZ13w4NnDEoxK16XSa/G58GZGcpNvh7x/4MUWz2az2GzVtgzabvmT81SvjbZht\nfDabVd/fUD/fLXAGC4H/5XJp6/XaVquVrddrWywWjb4qb6dszx9rKh3ktbiNwQmsiCZxxWOwUM+K\nNGxbutW/vhBCiDTeGYUjivl64AhEpSvRwiWGXUrDhySmUrBj40urcH9iARaNP8Pz5CTdTiQOvLi6\np00zqTLBV7VlENk0rgnvOlbQZ7BQEghh9fHxYR8fH7ZcLs+qrFKLz5amFs4eNm2L2xikwEqVBmLN\nhptqcDGfz2sRv9S2jEwIIbrhu1RNJpMq68LZlabSFN6OHM0ujig/5o817T8b3G/wHeD78441Zwi9\nqOLgou5ft8PigMWVt+kmO77Gpv3+q9lqV7xNm40nO3crPoOF8kCIrM/PT1uv17WhLn5oCx9rK1H1\nU2C0jdcStzFIgWV2Lqh4OzXRsG9y0fQa/D/88WhfCCHeHUToccOOsivAd7Lyx/zfcZS7SVA1Oa8R\nr3Yd7zL+IRJYvnpDGax+8GVTj7LppgxW9DevZseMxvSc05TB+vj4sM/PT/vjjz/s8/OzJqaixQss\nbqwS7UdiKhJe4jYGJbC6pstZVMFofep1uVyaWfsFURcFIYS4Di6DYgeziyPqy9+wTmVu/P3AZxh8\nS+NUMG0I+A5scJx2u13ts+73+2e/1VHBNuz3vf3ydpNN83aqmsbbbJM9D9mu3w0fFPHjseC7eoEV\nbU+nUyvL0sysKsHkckCeSqDrWC1xG60C65IT9BFiJLqQ+AuPN1Sfdv34+LD1et2pXloMhyZblVAW\n4rHAmWxyQlPriChzkHI6o+ORU+pf17/PV8aPBYrmZ1Kb9vtwiU230ebTRHacEllNdi1ej8hn9QJr\nuVyGJYG+XJB/e+5YydcInvjaj8u6pOOl6EYvAstHdfjYvegisLgcEAILqdf1et1qZGYmIxsQ3lbZ\nBn3EUQhxP1hc8bnX5JD6v49oE1mRoPIOaVPEfyhEzRZ891sJrH7xNt1FZKWOAZ/FagsM+AzXWOz5\nXUklBVIZrNTUQlmWVXaI7ox8HeAgzHa77VxKKG7jZoEVlYDw3/Xt0Pr0d3TB6ZLB+vj4qM26jjXS\nrGpTOXwiwT+U6LQQY6HpfGtySIG/B3WN+EeR/SZHdGhOqS8P5Hsud2oT/ZESWf45vPbbnmsyWE3d\njyW0hoFPCqSGtiCDlVogtiaTf86Dxb6s2e/rAY5zFov932hf3MZNAiuKTmKb//4eDm0qksmDBtlQ\nvcD6/Py03W5XW7hzoJ/3Qrw+ka1GwkoiS4j70SV75Z8fbTNdBFSXzFWb0BqKQ8oZLC+ufKc7cTts\ny/5YZNtdbTp1vGvQoMmeh2LL70yXDBYElm/e5ufCmkwmlUBqy2BhO1r4MXEbVwusppunv9j05dCm\nRJWP8HCJIBsqt778/Py0zWZTqX8vrvimpQvVMEjdAHlbIkuIx9HW5MI/t2k/oi071SS4hu6I+jmy\nUmWDol9SdtzVpk+nU/W7XBM48DbfZM9Dte13gX9XnlLIlwh6McViC9tmZmVZno3HwnXCZ7D8OtoW\nt9FbiWBThBKv05fI8kLLX3iiVGuUwYJBe2NEDatuTsMmElcSVkLcn64VDZeMv8Lft0X3m8atjCXi\nD0edqyzgSM1ms2oC3CF9plfHZ7FuEVqeJpF1iY0POSv7jkQ+K/zWVAaLEwm8NrMqQ8XHcJ1AF0Ff\nudW0iNvopUQwtcZz+LX6cm67ZLBSAgsZLC+ifP2qLkzDIvq9JK6EeA6XNj9qc0y7VDA0OaNN0f4h\nXuv9BLjT6bQ2Aa7uYf3Th00zUcC4TVSlhNYYsrLvBgssDG2JSgT5N2aRxfun08nyPK+NyTKrlwju\ndjvbbred1rvdTv7SjVwlsC6pR76HU9t2IfKGygILDS4+Pz9rNyAYIVKsqeifLlyvyzNtUggR0+e5\nlnJGU9mqlAPq94cGvlM/AW70/Yj+uadP02SnlzS30O//2nifNSoRXC6XZwIrtZxOp2rYS1uJ4Ha7\nrZbNZlPb50XcRu9dBNuc11ucW3/B6JrB4jbtXCKI98wDABEBUPRv+LSJKwktIYaBv+5jnboHpBzV\nMTmkKBMUw8TbMW+32fVYbPjd8QLLj7/COpWJ52M+g+VLBLnJBQurzWYTbm+3W11fbqRVYK3X67Nj\nvg0pX+h5zdG11PoaUhcg3ucBv1DvXsHzrNaYuZqd76jONfpfuqC9Bn/88Udtn3//pkUXESH6w18X\no/22ewdfh6PMNF/fzSw8p/02/w2/hl+E8Fxq01inbNrTxaYjG5cND5/o94uuXRhvyTbH6+PxaH/9\n9Zf9/fff9vfff9uPHz/sx48f9uvXL/v6+rKvry/7/v4+y1hxYwueB1bTFN1Oq8D6+Pio7UcXkWjN\nHY7wY/GEvnyBuITIuLzI4vfKE6ixesfCIislsHzN69DLS8bKn3/+WdvnblqptS4iQvQHX4ejiDtH\nW1Oih7e7iCuztDMaBVn8/xCiiT5smve933CpTUtsjQcvwP3vCn+56ffFcjgcagLr77//tp8/f9rP\nnz/PRBY3svDiStfG/rgqg2XWPlM5Z438MplMKuf2mh/RiytfCsIXO197utvtbLPZWFEUNfUO4+oi\nsLqk5WWcjycSWPz7YpsjPioTFKI/fPlK1PVqOp02OouTyaS23SWLdY0z6h1TISL6sGnOSrXZc5NN\ndwkYyJ6HRdtvzwkKXvtj+/2+ElYQWj9+/KiJLGSwfIt2+OZRNZe4noszWGbNk+hhHw0jeMFFBUZ0\nS/anqUYZcASAO6hw/elut6spd44y+RLBJqEVvT8Z6GPxAst3zcHvZvY7u6kMpBD9gethNCEmL76q\ngbf5nEw5otj2gqzNMW0rERTCwz4Gxsr0YdPsD/lhDW02HdmzRNaw8cEfrvjiqptoORwOttvtqrJA\nLhHkDNb397d9f3+fTTTMr8M2Jm7j6gyWWXNbXfzgvie/2W/hcylNgzq92GFDZWPCe+qawYraYqbG\nYvnvRCLrsfgxWPv9vuqqk2VZbXwe7EICS4j+8NdNnHu8YJ4m7zxEZVNN1QGcDbi1nEqIFF5ceVvG\nNtsytmGf+/3+rjadysbKvl+bVPaKt7lBBZf0+cmBIbB+/vxZy1z9/PmzKg/8+vqyzWaTFGq+TFDc\nxlUZLCb1I+z3+5q48o7tpV36UlmiVBbLRwE4mwGnm2tQfcmiz2A1lQhG75NfR4b6GKIMFneFNKuP\ny1OnSCH6xZdW8+SZOBezLKvd0KfT6VmwgyP5TeXXcFi7OqCRQ8qvqWu18ERBA9gy2zUmd+ahEFHA\n91ab7pqNlS0Pg6YSQT9BMDem8I0qNpuN/fr1q1YS6EUWMlhRduzW/gjinJsyWE1EM8nzD8olg5cS\nZa2iphPsTPsMFi6IUecUGBY7Cl2FViSsJLIegxdYqbJAiG3OqgohbsMHunheF7Qf9m2Eo8ZEx+Px\n7HqeKqfy422bHNFUCZXElWjCl73CrjHPJuy7LMtaQDkSV3zPucamlZUdD1GmMQoERQkCXjCuCgIr\ntbDA8mO4/HguZbD64eYMllmcXSrLsnbzPJ1OVWSHL0KX4m+4TSWCTQbKZSp4X6kM1iVZLImp55ES\nWPhN2A4015kQ/RM5ozy3CxxSH/wA7FikAiDeMfF/J4dU9EkqaACBNZ/PLc9zm81mttvtGsVV6n7T\nxabbAgmy6+ER/V5RBgt+CwQVxBKvuy6bzaY1CCWB1Q9XZbBS5XoMMlRcqocskh+TdSleXEWtU/n/\nRhms2WxWM2BW7njtaB6saPwVnu8zVhJbj8ULLEyUB3EFG0CJqM+wCiFuw49X4ewVO6N4HuDzFGXk\n0bjW1PYtwkqZLJGCfYxU0ACBg6bMFZpgtNk0719S9ip7HjaRwGK/lH1XZKFQ9oe1z1Lx4o+zbai8\n9H5clcFKjTvi7d1uZ2b1uYh804tLnVv/f7qWCEYZrOl0mqxl5tdvymA1iSzxeLzA4kgN//5FUSiD\nJcQdSI1XgTO6WCxqzijA9RfX66h00G/z9brreJVIbPnXF4JJZWW9yEqJK9gzlsjmLrHprsED/z/E\na+LFlRdZ3n/9/v6uyv58U4uobNBvI/As7k+rwPr+/q7tR6VxUZmer+/0N7Rr8BchNkL8X+62st1u\na00O+OJXlmV4UfNrPyEtLrS4uC4WC1utVsl0fXRM3Af8RgBZRJR2sJPHjU3yPK+eH0V2/GOiTurc\nUST1/fDjsPw4VpRY+WthJMyKomg8D/kxCLfFYlE5vMgs8DiZw+EQjgFToEw0EWWyfFdBb6v+byDM\nuto023HKptG9kG3ajwNTEPF1QfAXlTUQT8vlsvqtj8djrVkFxBVvIzOFBIJv4KbugM+hVWD9+vWr\ntt9UlsfrqHkE2qBf8yNH4gpCbjKZVG3fJ5OJlWVZNbLgMjBESNHhEM+P1tg+Ho9WlmX13llgzefz\nWoth7sQSzYVhZjLwO7Lf72v7+M1w08Fvtlwuq99hMpnYYrFoFMbX2uzYiD5/qtRAEdX3xVcWRE4p\nO6GpjFcUBEs5pVyCGG1DYO33+7M2215oCeFpChx4gdVUUtgU2E3ZdJtdw0lPzdUpXhP2R312qiiK\n6rcsy/KsWYVfQ1yhoyDmd5Wwei6tAuvnz5+1fT82KZorajabJWeH9o7XJXgHjoUVHp9MJmdNDDhV\nz+NwfJlfqvSvSWAha8LtWbk7oR9LgPeNfdEfKYHFv9lisahlI7Mss+12e1b37Gug3/UCFZWxRNtN\nZVi8nSr7EuMgEle+QUCWZbXncgDEXzvbBBb2uUshO58srvj1UxF/ITzRcAQ/yTDbtA8YeJ/ArN2e\nT6fTmU2n1ggC8wTI3pcRrwfujai4+v7+rn5XTgw0Nbbw46v8XFmaPPi5XCywootLNKM5d+dLCaxr\niLJXOA6jRAYLF0QvsHa7nc3n8zNR6Ldns5mZpQXWYrGovhPMq8WNPNBJ0b9vjt7iMXE7XQQWO/qz\n2cyKorDdbtc4LwSOvePv1LXsLxKk3DQG37kvC3vH7/QdSGWv4HSyswonNDr/Uk6oP+bn2uJ9PoYM\nlp9+Q+VUookuGSwvwNiWb7HpJntWVnbYcEXVZrOpjQ83+6ct8DiqaGwV1tvt9mzyYQms53KVwIpm\nMffb/qJya/bK7DyDFR1HSZgvC+RxWTBkvGe+UPptpGjZWccYAv4+iqKoTQDHLYjxfiEA5GjehzaB\nVRSFmf3OXKFkgyPmvO0XP8brHUiVs/g1i9HpdFqVzUKYpsa3KMgwLqJof+SM4jiEOIIfUda4izPK\nDmZqgTMazcWlSL9IkRoW4YMG3qabKiH6smkEJ3z2Sjb9+rBfiBbsnLmCD71YLCoBBf812obA8r5M\nJOzFY7h4DBYEBW5SvI0LCARIUwbL7DqnKhJZkcDCca5xhRFz2Yj/DH6bM3I+G8LfBZwEdCj02bP9\nfl8rWfSOpUTW7XiB5RuT8DZq2blslNv5+wV2/G60lbFgG+d61P3NZ28lqsYJi+hUkws4o8fjsZoq\nA/YRraPF7Pya3xYo8w0JonIqRftFE15ccRkgxmBdY9NmcbvslB37fR80kE0PBw7+w3c0qze/mM/n\ntbFVqW2Mu4oyp/C9xWO5KoPl69o5AskOlRdYt6Yq+WLkHTYcYwPlObB8JJMHnnLLVb/Ng1fNfjvo\niFTx5+WoKN4n3gMf92WCEln94AUWfhtkrHBDRN06frfD4VDruhNto4zw3WhzBHAM9h2JXDglyGrJ\n9sdLKoMVOaNm6Qxpk+MZHWeH14+t4rV3RH3EXwhPmz37xi2X2nR0zNu0X/M2+zdR6at4TXwGC9cf\nP7EwhjH4oG90LNVgTRms53CxwMIJzYMsU9mpKHvV5xgsXvB60+m0ZrgYDxUtqc48+EyHw6FWVuZL\nBThii+8G21wewJMre1Eo+sM792bnA+n5hsOpeI4IcamnjxS+G6ksQpQ19tFSnId8vnrb13kwPro4\no/xc/7dMkwPKj/nyLV8mhW1fneCfJ4dURHQpe+Xn+r9lutp0F3tmm06VCMqmXxMOwPO8sfBb0VWQ\nG6W0DWXwTaaiplPicVwssLIsq37clLiC08Q/vK8/vjaDhdfGNv4f1hA1vouOX89ms7M5U7DvDdUL\ns6jsBa+N9wmBVpblWVcYILHVL14AcbaxaX08HsO6ZpR8prIz70AXccWZY/4bfy5yaaBsfrykHNFU\nQwAfLIsCZ032x/+zbYnKBFVOJZpIBQxSNt1m15cIrC4LBw1SNq3r7WuCLoI+m+V/z2gKoGjhe2/K\ntsTjuHgMFoQJZ6b8jQ7OVlt54LUiK9pm2iJIuOAsl0tbLBa2WCxsuVzWxCB/JkSnWJz5rj4Y48Ol\niTy/gU/Zy9j7xwsgjubhRsjloVgfj0ebz+dVdx4en8eRwLIsn/TJnkfbBTtqv+4DEygN9PgAg5yA\n4eMdzLaGAG1LkwMaiSx+H9F2U4mgxJVIEWWwfBbrWps2S5fCdrHp1LhC2fRrg0C8mdWCkRwAxtKW\nmeIxVikfWffWx9MqsPzAOP9jt0Vhoh/13mrav3b0vyaTSS3DhhrY6MLkx5fh7/3JwMf5wotSSs6O\nRY7rrRm+d+fr66u278dbmf2eZsCs/htys5JUSj2qs+ftsf5mXT4XZ/64Uxz+noMsONblPBXjInL4\nItGeeqxLFstv8/+Nrs9cJr5YLM6u0U33NyE8qUBU0+N92LQPJMKmMT5HNv2asH3w78FBKvZHmraj\n1xbPo1VgpSLP0cl+SbTkFSIrMEou5/OlfHAOU2PIeM0OJDJduIEj62dmZxm9aFsnxuVE2VZfnupv\nRjjGjhdntgAEedcb41jw5S6+1BbbmOjw+/u7lv0zq9eaI0vV9J2N7Tt8N1K/aeR04vzDvrezKPAU\nBaRSduozD/zcKPiF6gV/zdd4BgF8cM2LKL7GpWy6i11Hdhzt43+mbBqvpzE6rwlfA70tReKqqzDW\nb/l8WgWWJ1Vud8trPAsWWGgxjcGGXMrXdgHCc/lixqWEPFYNjnqXSQjFZUTjBaPxgTz2KiWwoscg\nsPzFLrr4jYVovGF07OvrK5yFHt8/ssSR0xyVNohx4M+HyPGcTCZn+2YW2kpkO4j2ppoA+IoEf64j\nAMbXidRk4wiSyVbfi5Qd876ZVXbM25FNp+w4sumUPXMAC/4G27Qf7hDZNNu2bPrxsLji6x2Eldnv\n3gKpwKTE1etycQbLRwWHDAssjrADn11KGTX+hjNYXHqGMjUc95PB4Ri/J3E5PoPlW+yzU+UzhT6r\nFR33Ue1UlHtMF7dobrhofz6fV8c4OMFdkvh7x+PskGgM1rhIRfp536x5zGzXgIYv1/bjL1lk+Wg/\nB7fweNSli+95sG3xXjQJrXvbtLdvfl0OGiCo6wOLPKcjL/zex3b/GgIsrgCLrLZMfvR64jW4ukTQ\nb0fC65VFGF9QEGH3j/GNN8pO+DS9v0lzNsTst4PPcxjgNXxkV1yOz2DleV5tc4SPx1pFmS3+Gy/K\n/PwSLLS8ozYGcLPmaRn8PtbIXLEts7jyJZkcSOBo75i+v3cnCkp1dQz8Ndo7orztM6p8DHCkmK8F\neC2AgBfPM+MDb7pGvzeRo3upTbfZdjS1zOl0OrNp4IMG+F+wd57fkW1afsfziWzH3xPbltTriOdx\nVQYLa94eIpzBYlh08bgbjxeUKBHEY7iBm1ktupTqKoj3MtTv89l4gVUURU0E4+bD47IAiylfMsji\nKVU2xB2AxpSBRC2/n8rAL3men42b4S6aKB30GVoWXGL4pG70XlxFkf/Uc6IMsd/ndtmpYFg0XsVn\nsfkanWWZbbfb6u/MrHJ8eTyhELfYdGrfzx3ns0vsfEdlr3gOnxttNi0eT+oawvfGJttqex3xPK4a\ng3WpuHpVB4ozVXwMDjNfdFKZK66P9s0UOI3PmRM8H7CgU2vV6/Elgii/9IN/MeN5NM7KrF4WyDc8\nFlVYYCP8241JYOV5Xgmr5XJZTW3gpzjgaQq4MydmomeBxUEFbjzwqtcJcR0p59JH8dv2ozJc75Dy\neEvu9snZUg5+sZjyx7jddRQA86XkYtykMrC32HWbPUP0sD17HwRlZNjHfY5tn+99sGvvtHOAUDwW\nfz/0x3nNz1HWahhcVSLoHxvquCyOpvMNlAeT+jE5ZucCC9koHw3Fc/k1cFH0tfwQdF58ie74DNZ8\nPj9rW7vb7WqznvubEf8u/iIG8RCNoUMTDLPzqQ2GDDJYy+XSVqtVcoH9wwHlmeghsHybe789pGuH\nSOMdBb+dEk9dnM/UwqV+fE5jDSHP+5jfMBqTxVNvsCOKQIqu0e9Jyp672jTvt3WqjJo0mdXbsvuK\nGbZxLm1HMJB9NA7s+uEK4rG0iauU3UV/L16Hm5pcDB2+KCIi5MViFGHnx3jgKcDjfiAqP+6jR7gA\nKoN1PT6DdTgcapNB8zw30Rispqws7AOt/LHmrk74uzENfocwRaZqvV7ber22j4+P2raZ1RpaQFyh\npBDRUw5osLCSzY+XVHlL5GRGTmfX5jLR+exLfVPVBXgcCzub+J9lWdayAOJ98M5sKpvV1Wa72Dln\nvpgo+OtL3CG+WKT5qhn2O2TTz4OvWWxXkdht2xevxdUlgrwdCYghEGWmmEhURcLKz55u9vsiGLVZ\nxf/mcircuCWwrqdJYM3n82qAb5PA4kyWX1CKhN8bbcf5HBjbBY8nYF2tVrZer+3z89M+Pz/t4+Oj\n2ob4RFng9/d3VUbIJYIYfI3ABc6DMQVuRDxOoM0Z5bGN/njkhKY6vJrVqwxYXOExHi8YLRzl56ws\nJqSXnYrIvtvs+RKbju5PGIqANQcKutg0v0fYNOYsVFb2uUg8jY+rM1jeCfX7ZpZ0VF+VyMAnk8nZ\nuBtkL7yo8vMEsfiKUvw8+JTnrcDC7+kd08KXDrr1mSP8VnCMtttt5fwjM4MSCm/DkX1DRLQtY8pg\nbbfbatwa2yeXQfosng8u+OMsqMyGE5AR/eFLp/y1j4MgkQPq11yN4F87NQ2HWXx/89dmHrvJ5cH+\nOp3KbIhxkPo9o8BB1AQJ+2227O3aByP80tWm2Z6x8LWd7dp/rmhfCNFMq8DyUY3IYYocKzw3El5D\nc6x8DT6Pu+HMBbdT5ZKo4/FYa60a1UkjywLHlcd0tS1j5dauRpwl5LI1zhaeTifbbret2Sv8HjwG\nK7Uek8Didtbcpt23/PWORBSBBRJX70cUvIqEkHf0uoosFljeoc3z3MqytDzPk4GU6LxPBcHYtvl/\ns9Dz+2L8sA16kQV75sBBk8iCXaVeC/aMjOo1Ns3VHSzooiyabFqIy7l5omEvrLCgDCiVwRqKY+Uv\nctFYKTyOGzFKobAflRKY1dsCszMadbCLbuJjv9B9f3/f9PcsilG6xmMo8P1tNptkOagvEfSTNEbL\nOwisxWJxJrC88+CDAD6D3RZ5FeOgKeofOY8crGhzQr3AwnWYx0yhwQqmEmiqNIg6iUJc4X2yTafK\nwJBZGNO1QLTjbdqLomtsOnod3xkwsmNv0wjo+sZPOG+Azx5H9i2EaOdigRWNLerinLKwGpoj5VP0\n0cSTLLB8RyvvYOJixhksL654cGqqPttnCcQ5nHXi+cfMfgswni/LLD32DgLLl39E0cmx4IUVxmNt\nt9sqi+UzDlEGC6RKhYd2TRDX40uOvBPps6JdHFLOXGVZVhvXynMAcRCM9wFfA6IMls/K+sAKyhDx\n2JiuBaKZqJzPiyueIqRt7QUOmiu12TIHds3SNu0nJMZz+NzD+0ewAJ8P90MhRJqbMlhRA4emRg9D\ndaLYCeDPwaWDh8PvhgreueRB03xh4gwWXjeKmDZFkhRNSuNLBLlTEme2+Ps3i+d6w++W+g387zMW\nONKJzNVms6kEVpcMFmi6loj3gK+JkRPJDuklzigcUFQYcGTfR+158YKJtzFuBUEYbhaA+xrbAswZ\nEgAAIABJREFUP7e6NrPKEZUzOj7asrJR5gnXy642jUoY7vQX2TUHwaJqGG/TfC7wvQr+B48n9kMh\njsdj1WBDCNFMLyWCkcjCjagpmzUUIoEVlQ42Re9ZjPoxWNieTqdVVMk7HU3bunnHROPmcBw3ve12\na1mWheWr/pi/eUbRRl9uMXSQtULmCt0BWWClMlipEsEhXgPE7fgy6aZoPxrTpBzQyBlNlfzxmjOx\nUVm2vzZzhUHkqO52O8uyrOooCvh+IcYPbMOPY/I2DYHVRWR1KWdlm8brehtmG/cVMinx5acg8eeq\nEKKdq5pcRBkrL7QwBisqIcTrDAXOVGHflwz6SQG96PHiE8c4c8Vjq7qM90EkSQIrhjNYfJNANBHZ\nKz9fWWpt9rsclH/rMZdsQlxBYC2XyyqDFWWxfBlrqkRQvDdN0f5LnFFsR/ekaPED+s3OS7X5Xobj\ngDNbWLhJDj4bMmr+/imGT+r63pbBQtCgS8AAAqurTaMcle2Xp8Uwq4soHzDgYIJvnOE/k7KyQnSj\n9wxWU9ZqqI6VbybBmSsuFUmNufLRJ+BLLT1tHeuQzhcxcHT4JgFBzHXrPAgYpLZ9Zia1PxYwUfBy\nubTv72/bbDa22Ww6dRHkcjCzuJPg0K8N4nramlxwBquLM+qvp9GxJke0yRn113KUhPsJWjkbl7qu\ni/HQlpXFEgUN2oRWmy17mwawUXTQjGwa+IABbDolrngIiBCimauaXKSElc/SNAmuIcGOM+rqo++B\nHW3/GCJE7Ay0rfminGVZTVT5CJOIQcaKxRULXu8ERbbJx3zZW2p7LGCy4K+vr2T2yg/0T2Ww2s7/\noV0XxHX4YEQq2t+UwfLbqSoJfwyOKN+veDyKH7sCZ9SXV3HmjD8TPgOu14r2vxddggZNdnyNTUdl\ngb7ZFp7LAssHDFCFkxJXvnuyEKKZmyYaTkVVeAwWP4dfb0gnqc9KMfx5ImeSo0m4MZtZFfn0A1Z5\nwQUZS1QbLdJwLbxZtxLAS177kuNDZbFY2GKxsNVqZavVqspicRfBaByWz+ylriOp80mMm65jsC5x\nRiP88Siaj3Gv0ZgUbENs+eABHuPyYx7zKXseL/5a78vF28pevQ1fa9O4v3EAIM/zszHabNPT6bQa\nu+jL3Tlo4IdBwG+RXQvRTqvAii4ifomO+79PrYdG9H0A3FzRJphL+VgU+RaqfCPnG//xeDwbjBqN\naYkyJ23778QzbM5HHP0xXr/yb+Mz1KmMdFOGWhH898GXy0blUqmmPX7hv/XjHL3Q6WpfUdMBTEIe\ntW2P7mkIjJ1Op9rfoJsbJoFFZzeeG29s98N3IbJpHxjoastdbPtam8a4Yl5gn3y/icq3sfi275Fd\nowQ2ei3Z9OVEVTSRiI2+067HxONpFVhc24v9phsdtvHclPAaK3wRjdqcnk6nMGJq9lts+YueL0/x\nj7eVq73Ld/8smrIzbWNDwKteJLnJBbpVoR0wz8PCna1Sn5FJXRNe4TOL6+DrTSozhQH0TZlPvpdE\nAb1bHDhktfG+MH2Dnx/Pj8uM1j4g5rMH6FSI78F/pmhbvB5N2VY/HjoqmfZ23Ycd+/fH2VNUu0Tl\n720BP/Y3fEYMnQrxOfb7vWz6RrqUgTb5eKljPqip3+E53CywoqiOj2KmbpBjgz8zLsI8CNpfqBm+\nUUeiK+r8g8eaHJGxf+fPpKlc1N+kUh2gzM4HSjPP/t3Q5IIFVhQd9Z8xEldttvjszypuJ5W58qVz\nqfnTImcUr8vra8Frs2PsB/VDYHl79uetP8YRf/85MA40WrgRj3g9ouyVL/3z80d1EVd92TcHDVDK\nt91uawIL5YApe46CgZzJ4ulj8L6jMbfXZuHemVQAln+PNtuJjkXXFP0ej6XXDFYkvHwkY8w/sBdX\nXP7Hj3uB5csCIxHlB6f6v2mLIvnfUdxGU0rfR7VTS5PAepXokxdYXlhFGawmkSXGjQ8yeXGFyHoq\n2p8K1Hln7dpzgt8bl2/7x6IJXbGY/R5Di5IqnvTVj0E0s2T5GH9n4nXB7xnZNGdlU+WCkU2bxdmH\nS/F+B94PHGw81nY/St2/fNAA+PFk3qZ9CaE4J8oaRktT4iK6VvqslwI4z6E3gRU5822Ke2ywgOIu\nQP54JKDQycffmPlx/hvc2KOymmhfjm5/RDXSUZkFRwB9XTs7a6ko5isEJVLlgRBZbeKKRZZ3kJVh\nHScpkQWBNZlMzqad8M5oW6T2lvfmnVE+juwWR+75vIWz4rNY3F2QOxLi+XBG4Xz78wLXaJ0Hr4fP\nYEUiy5cI8vjCtoBBXzaNiplIXCFo4O2a/QyIrFTHTF/yh+ZdPC9nNM5LpPH+QrSGUI38OlxfUtdM\noN/iOdwtg8XPfRdHCp/PdwDiCzMGUEcXsugixieg30fav+l3YKEn+ieVvYoigH7N5aBNEc1XEFhR\niWBTBitlc2O/Brw7TRksOKMQHClx1Za9uvX94T1x5spntmDjLJjM6g0uUud6dA3n6TX43DgejzXH\nVLweTQKLs6BR2eslWdlb3h/brj+G98nXbvbTYMc+qOt9Ex8Y9mPMuZTNV+mINH44AS/I+Lf52ma/\nf/M2dP99HBcLrLaOTvyjN0VsxghHIrlWmVP0+/3ezM7nYeGWqv5Cx9up8j8/hgFrRDeQuhf90JS9\n8lFtHrOEm1xRFLUMViqi+WxBghJBFldFUZxF9znq5uvHwVjPe/GbNmcU17NrSwRvdVC9M+r3Yc9F\nUdSaVJj9doS8s9nkiOIxlG1xyTh/Vgms18bbNGwWwrlLVraLXd/y3ngsnxdXmJdtPp+fVdHwGO/o\n/uXfm8+4+MyVggbd8P4Cf+dc8YJrju8+yfdX+Hlm9Wsw0L33OVwssPBDNi34MdvS4mOEjZxPDF8+\nlarbj6KfHF3yUVczq13I8T+n02l1Ekpc9YcXVpG4Sg0ShtMGsYJsZtM58ioCq2kcVlTSEJUIvspn\nEvfFZ9DhiPJ4JxZWXUoE+8xg4X1hG6XW3PQCTSkiR5Qj/5FzFD3mSwLZYUfJoHhN2AbZTpEFxe/b\nFjToYs+3BA24qx/22c/gRitmv226KTDA7zsqZ/PZWD6fOKslYvyQD85ccaULfDsOnPtKKficHOjH\ncf0Oz6FVYHnnvElg+dQwZ1nGLqzMfn82/i4ix9uXlKQmaI3G+kT4QaZc468bd//479T/xrhY4ubF\n4oqXPM/vEqXvk/l8Hmax2sZgdYlgPvuzif7xWXvvjMImUtH+VKSfX/sWm+F7EhwW7tqFbR7Qz44o\nX6P5MS739Y4oO6P8HqLAm86H14JtzwcN2G7MrGbPbaWveM0+roEQfiwCI5vmoEFUZcFBXK6uAT6Q\nENk027V8j3ZSQRqufPH3Vhav/LvztZcrnnBd0fXl8dx9DFaTyBrbj82fMSohwzZf1PiCnMpgRVkS\n3ueSBZ898O9P9EMkqkBqDBYECkRLURS1i+IrCqyUuEp1EowyWCD1WWSX48Hf6L0zipu8z2CxQ9qU\nzeX/c+3748y+D2JxNB4ijB2foijOnNTT6RR2eEVZuJ/kNeWoi9eEfzNf9spNCJAFvbQ0EP/jFptm\ncdVk09jn4J8PJphZZfPAiwBfjujtWTbdnWgMFgssBOFTY5tTNuQD/LrPPp5WgTWfz+t/8P/fZFLR\nbKzN6obDJ1zXzMyQaXIGeMA3OlnleV5NEMgzr3dZuGMRr/0xnWD3Jcps+XPAdxNsE1XPFlhtgiqV\nuWrKnkafSbY5fKJoPzteXmDxtYkdUh/xT5VX3ZrJanoNvkZz6Rfv73a7muPiM9f83nH+RGNWfMYv\nen9jDUoOAf8bTafTsyqRyKYv6Y7Z1/tsej223aalq037Sbp9ME023Y4P3iCYyZUuEFg+Q+qP+bFa\nUQmhhNZjaRVYn5+ftf3ZbFaLaLNBsOgy+32T6tph7F1ApAkRr7Isbbvd1uaiMEtnSSKBxVE1XzKI\n46JfoguVv4D550QizP/dPW6+1xLNB5QSU022Kt6DVKkQ24EvH/RL14j/Iz8Hz3nUdB6kzontdht2\n3vSOKcbRpDLbvsJBPAb+/iPbZoHVZNP3DBpc8hm8TcMmIajYllM2jcAwB9gjH49LE2XTv+FMYlEU\ntlgsqmW5/P/YO88tx3ElW4e8SVPVp/tl50nnHWbuMd1VmSJl74+ezdoMBUBKSTlqf2th0ciRFAlg\nIwwW1RKeTr6s1+ujfdwHhBUd4FqL63GWwGJ3J84sxuuHw6GWlSkVGPmM+ErOZ5hCxdPkGpjqsKS2\nn7ESuxT8//j9vGRy/2f0mXv4v1ITrnqrVeQSknJlSG2LxyfqiPK97ke2I7HVJg7rGufBdTTqab73\nzayKkeAOpvfmGI/HNYGVEldmf1sZIpd7Dm7Xc3Ndmu5pM6v9R7n7+Zau4P7ZQ/8M9yPOyc/dGN3T\nyJ7YJK7QD8yFk9zaS+NWQMyywFoul7Xy8vJi0+nU1uv1USnLsraNRCZYYlCd799n7nffgkaB9fr6\nWtuGwIoKbhRkpUnFZzy7fy5udj+PhvdpNotjsPy6b4R9ZY+l6AYvrrhx8JaoFNEgwz26zvpGNSWs\nUhYszzM2pM+GHylPuQ411VnX7oDmziGqq83+rnun02nVWeIBSB54hIeCF2j8W4fDr8QbvqPO75XI\nui4pgZV6LXV/3/qexvE23dOz2azWxrEI4IF0zroZDZzjt9h1zd/TuOefVWSxBWs2m9lisbCXlxd7\nfX2tynw+t6IorCzLWplMJlW9gusfJdTBUgLr+pxswcINkZrpHtu73a4WV9QUAP9MRBYsvx8VUEpc\n8TI3OsRFfJ1IXEViK9VY5P7Hpn234FwXwXOO+xkb2L7hR0vhwuwFS9s6K7JeXauDynVxKngfHUTE\nHaMzikQ2KCywoo4oX7NU8gt+n7gu/j+KXDkji+M93dN8nDyHV9QhhyXL7O8+32QyObqnvThjd0l+\n1hGzlrunn5HIRRAC6+3tzd7e3uz9/d0Wi4UVRXFUon41YugArm9kdRWX52QLVsoFwi+3220yIP7Z\n/2Tc8DDTY58fWWrbEWe/7ty66BYWV9ww5dwDebutC+itBVb0HLcRWqljf9YG9RmIRMDhcKjSmPOI\ndlOdFXU6r+kiyJ4GkesTOtsYWESHyY9GL5fLo5Fm/z1sGcHvcdwshJzq8euTuqe9kGjTBt/6no4G\nDbw1DpaQ6XRqZnWBxe5rLLCi7+GOPd7n53x79r6JT3ABt8C3tzf79u2bff/+3ZbLpa1Wq6rAghj1\nqX3/GtfXW83FdTjZgsWuEPhzo+3BYBD6nMtF8NdN7xtQdhvk1L5m+bTvvkPiK3Jsi8vghZa3Yvlr\n7/+/pmQRt3xW2sZe+Y5j2+PWfdk/Up1Rvlfa1lmpZ+nS9000Ah+JInREcb5swVoul5WbT1mWyUxr\nPLBmZrVnyVtInrndvCVeBPC9+ij3NH6D7zd/T+N+n06nlRcN3F4xaIB7GtYvf034nsZAMTJueq8b\nf68/E2zBmkwmRxas9/d3+/79u72+vtrHx0clrCLLlVm9H8L/gU/IIq7HWQIr6mRFnS4/+h11JJ+R\naNSLR5TQmQWR9cN/H5a5IroDlZkXV96ixdc9EiBRBrJo361osl6lBGITuh/7SWSlYmuPt960rbOi\n5+mS91BkWeJjxv7xeGzz+bwmsNBZgsD69u1bTWBFHVEOSo+sAXwcz9gZvSV877FFytfTbe7ne7in\nmxLP8D2Nc4vu6ci9EFYrf083WW2fEb62nOSCLVi//fabvb291WLffH/arD6oFdUt8h67DSe7CHIj\n6TtWXiV7C5ayCP4NV9ToiHgf/8icm7tmuVExNcaXhwVXm+vtBUlkEcrdC9fiHHEVFd2HzwH+YxZU\nkbji9zZZff19c637CJ1F3mbvA7j2IA21Wd2dCqP97+/vVpZl9T3cSeeO6GazObombFVQB+k2+Hva\nzI7ua//e3L3t16PtSxCJ9agz7u9ptsqyhSXKUodng0Md/MAjfkud/nySC7gIvr+/h+nwAYtjL5Yl\nrm7LyRYss+OYoNQysmCpofjVcA8Gg9oIjl8yTdcrV0GrY3sZvBWr7UhkZMVqKrciygTaNv4qIrou\nuj/7BXcqc9b3e66z2OrG2+xyMxqNbD6fV53RwWBQc6fCaP/7+3uVyMjsl8DiTiiK75hzR+nZByZv\nSR/uabO6q2PunkZqdbPjGCx0/r3AQmIPCCzM1ZSyrDy76xrqC5/kAnUGLFjfvn0LLVe4n6IpAVBn\npNwJxXVoFFipyqRpiT+UR77ha4rCvuttRzP7xK3Oj//T1Lo4DT9Kx40JNyhRetx7Fljo+GGUnScy\nxHk1BW/39fkVzdzK+vRVIteuKK6M73+zeqeJR6YHg4HN5/NqzprouWKR5p97rkPYfRzHEq2Ly9CH\nexr3Wpt7mvtxPPUAxJi/n7H0wi2KLWQLrr+Oz5D8AgOsqf4xMjfy3FecLp8zd3sPE+RC8IOg4no0\nCix2bTA7dm2KCvyRse3nUZjP59VDzNmloqw7XoCJ8/BWk5TVoc0DeK3/4l7m7kpdk9R+33hEc41w\nI5dLHHFrgRVV/pjXBw0rGkjuLHJqbpC6z1Tpi3ulqa7zr6fqWQ5mRxu42WxqwordhSDQUjEunCac\nX0u5pAnhOXXwK/K8iO5p3Jt4H4sGnqoAx8AJL5iiKLo72QejrSBSe3rfnC2wmuJFePSDH8TZbFYz\nZY5Go5p5M5qM7l462o9Eys3Qx86kYmnuwZXrVhXsqYIK8PXxpvooIBjuoblniZ+pW8DiCgMkPKrG\n7k2Rq0LUiKsxEI9Em45odE/zEgMVaAN51B6dUW4nUwMynJkN+9gqEVnbhMiRu7+je5n7gHxPQ1zh\n3uN72g8Y8GCAz2gInllgMacMgDd5lonr0iiw/E3uR9q9mxPwLhMYwYDAwuuYM8sX37BoNK49KbfO\nU93Rcq4nff0/cv71bYkCTaPOEu7znNi9td90SlzBgrVer4+sV15ceStWCjUC4p6J3AYZL7JyFiw8\nJ4DdCv1kxFyf8ByJ7OXh41xSg2RCpGi6ryOvF2/B4n4fiyufmIHFFQboVP/naRJLun73x1kWLI6r\nghUKrn6AR+XYRRAdL35AeRQc8yXgOzT3x2mkrAO+sWe/ahbKKf/+Z/Dzz127iNR14FHk1Pw5PBId\nWRD9vlsR+YMXRVFzEfSxJF5kgS7EqxD3jH9esc0xLLPZrGa54tiWKJDdx6ogYYYPaofo4va1r3W1\nuC65+xr3NFuuuM8HyxUPFnLGQbQhoj237heIdpwlsNAIjMfj2kg1j7z5AEmMdETBwOv1OusSoRup\nHTk3Fax7cRWl4Wa8wOqrf3+bawf4HuZtrKOjk5pvBA0LPy9N5VZw3CSyHJVlGQosL65yLoISW6LP\n5Eb7o44oOqmoE3iQhkf51+t19R1czwAWV0J0Tcoqy8Leh4SMx+MjYcXWWCRv6Fuf4iv4tj9ntdKz\nfr+c5SKIyej2+72Nx+NaJwod+EhIRVYt7xZhVhdXt4w/eVT8Q8lLL65YLPP/0CSs+loZpq4d1nEP\n587fW6rMjhsWDvaNXDCi7VvAAgvzdHiRFSW4SGUWVGMg+k5qkARtplk9NhnWYSTDiSxX6IjOZrPK\nEwRtMeBnTTFYogtyg34cg8XWWL6n1+u1jce/upmR5aooCptOp73tU5xCbvAx1xdQu3qfnGzBGg6H\n4cg0HjgWRfwQet/c0WhUzUwdiSt02G4dg/Jo5MRVZMFCBcliNyWwnlVctRVZ/lpxJj0/uaJ3mYhG\nq5pGr64B3AIhrIqisKIownTTqSQXIDqPWwtIIboi1TnynVHuiPrYY7SVeI7wfGFAoygKm0wmNc8O\nX+/IrV50Qa6+9n07b43lexqD69yv47Tjs9ms5t30rLR9ZnPvU3t6X5xswULcVSSw8NBxyk08eGZ1\nd0F0OCeTSS3zILtEaAbq9qQqQ7/0FkSIK06lCryoitb7QNtrZ5afXJjxGb2ixBW+Mkyt3xJ2DVws\nFrZcLmvWq1SSi5TIMrsPy5wQXyX17EeWaFir0B7yM+Kz6nKCHB7lR2cUSTL4+TkcDrVBGz1b4lRy\n7XrkWYF7mr2afFwgvJzYe4MFVlEU1T3dpz7FqTQ9r7k+StvvENfnZAsWW6MiqxRG6fFn+8nlfNwW\nght98L8P9hXtiTrqbL2KLFgIssYIq3ftirb7SOra+c5MSlzx9RkMBrXR5HMsU7e+95fLpS0WC/v8\n/LTlcllZsNokuYiyUt36fIT4KpygArQZ7ccyVa9CJLFbIAYzFouFrVararR/u93WPo/203eE+1pP\ni+6I7mfGt4PRPc2hIr6gX8iurmhH5vN55YYut9Y6uUHYtnWPuC2NAiuag4pnlPepYlMxF2yl8nNl\noYPvEy4o/uo02lhDfMUYCS4WWGbPMYnlKZakth2XPlwrdgWMYq28pSolrIToA7mOqFmzi7b/Lg/H\nWWHAi124uW30xXeAhWii6X5OkbrPont6u93abDbL3tdRBmNRp40VS9wXF1Uw+vOFeB4kqIQQQpyK\n+op1dD36wUUFljpcQjwPahSEEEKcivqKdXQ9+oF88IQQQgghhBCiI+QiKIToBI26CSGEOBX1Fevo\nevSDQa5TNBgM1GMSN+VwOLSqaXSvilvT5l7VfSpujepU8SjoXhWPQnSvZgWWEEIIIYQQQoj2KAZL\nCCGEEEIIITpCAksIIYQQQgghOkICSwghhBBCCCE6QgJLCCGEEEIIITpCAksIIYQQQgghOkICSwgh\nhBBCCCE6QgJLCCGEEEIIITpCAksIIYQQQgghOkICSwghhBBCCCE6Ypx7cTAYHK51IEJEHA6HQZv3\n6V4Vt6bNvar7VNwa1aniUdC9Kh6F6F7NCqxrMBqNbD6fN5bZbGaj0chGo5GNx+PaktcHg4Gt1+ta\n2Ww2R/u22+2tT/3qHA6HWknt2263tt1ubbPZHK3zvv1+X30H/4bfdy2Wy+XVf1PclsFgYIPBwIbD\nYVV4G+vv7+/2+++/2x9//GH/+Mc/7I8//rDff/+9Vv744w8bDAZWFIWtVqvscrfb1Y7jv/7rv250\nBfrNdDptLJPJxGazmc1mM5tOp0frvPz4+LAfP37Yz58/7cePH7V1Xt6i/hJCnM9///d/17aHw6GN\nx+NafzEqg8HAdrudbbfb2jLah75PrqBfdK8cDofkufnz//PPP+3PP/+0v/76q7bEOrbb8ttvv1Vt\nLbe7ft94/EuaDAaDcJ3PJ9ef5bocn08tf/78af/85z/t//2//2f//Oc/k+tFUbQ6X7kICiGEEEII\nIURHSGAJIYQQQgghREfc3EXQrG7W2+/3VYGZEmZLM6vMuYPBwPb7vQ2Hw5o5ELDrkHchGo1GSTNu\n311DYArNufV5Myz/L+x6Fb1vMBjUltek7/+diOF72rsK8DrXKXB3RVmv11aWpQ2Hw8qt2LvD7vf7\nI/cDIYQQt+fz87O2zS6CKTdBhJV4l8DcNpdo36O4CKbcIHmd20Ls76Id9K583MfE8aU+l/ue1Hez\nK2Cu4PxZh3zlfG8usHKdH3Tk8T6c+Hg8PvKrxEXgi8WCii8OXvPCIrXsE5Hvqd+33W6rWDXEuEX/\nBdYjMXWLa9fH/0s0g/pjOBzafr+v3ad4zlGnQEitViv7/Py0+Xxu0+m0anAhsMqyrJ4BrKPRkcAS\nQoj74n//939r2xBYTbH7Zlb1LVl4pEpTrNa9Cywza3Weu93Ofvz4YR8fH/b5+Wmr1apqCyG4Tm0H\nI1EVCVj0KfGepvWm4o0sqcJ5GzDAyqIL59CWmwssM6td6O12W7OS8Hsmk0l1Uc3qViqIqNx+fp1F\nV670CW/Ri5IBDAYD22w2VpalTSYTG4/HVpZlrdOK/wrbuet0zWvYt/9LtMOLKx4wgMiCwCrLskpW\ngcQHaHBRX7Bli5O7oFHhOkgIIcTt+Z//+Z/aNurzpgLLBXf2se6Xbcq9Cyzuw0XnzOsfHx+hwILw\nOOdcU95qnFCN/5PUf+GtS15w8Xbbe4EFJFsp+btO4e4EFossfo0vJmAR5V/z1iu/H+o796f0rSPF\nNxnWo33r9bpmPjeLRXDKzHsr+vRfidNgceXFFiyubMEqisI+Pz9tMpnULLSj0Sg5OonSx8EXIYR4\nZCILVtS/8f0feEB517DUdpMwuXeBZWZH55dah7DqyoJldiywIguhmR25YEbZHKP+erRMZZGEEQHF\nW7D8//pwAstfbJgH8VokrryFKhJe7AaIVJxssfHfG63jfX3Bm8m9yRz7yrKsje6YHQssbwHEdfJW\nx2uiTq8ws9q9iMIugkVR1CxXLMTG43Hof+33CSGEuB+8wIpi76NtM2us732J4nQexbshsiClSlEU\nR+UrFixcG3+dvYvg4XDIepKg+P8s1ZeHmOKCKT64cGgAC7tz/9ubCyyzeufdB6zzxQd4cMbjcXjy\nLKb8Nkao29xcGAXvC6zYc8vJZFKN7Pj/YbPZVOKLb+Io/uXaiS7uvWITlwH3GhezvMDyliszqypi\nfCd/f7QuhBDiPogEVir2hveb2VEHPeqoR6Ikte/eaXOOh8PByrKsRAfWOTapSwuWTx6SmsOWC3ui\n5f6X8XhczZuI0ADehibA+fkYLP7eh4vBQsfcx/Xg4kMU4YHhAEWMOPsTj8QVvhOfyfl4esHXB3C9\noNx56felLFdwH0TlxCMSUfzLNXmEik1cDhZaZvVELhgcKMuyNsEkPof7G/e+T5YTZRwSQghxH/gY\nLDMLY86jep37kE0xPbw/2nfv/ZC258lWJHab8/HI5/6+t/6hDcZ3s6hDgQWtKAory7K1sYQno5/N\nZjafz6slG2nwmz4G69zQgJsLrMjNjDv16MjDqsJ+tJPJJPSPROcHIsvHC5nZ0R+LuCwsIfb61JHC\nNeObjRU9B/2b1f8HPGSwdLEl0Hc8b1XB3HvFJrqHLaW8NKs/u2zBYtcQs7/rAlSmbNkpd+oGAAAg\nAElEQVTKxSsKIYS4H7wFyyxOy+0HzMzi1N6p/W3KvdN07FjPpaW/RBZB/n7O+OvdFLGPp1DJuW9O\nJhObz+e2WCxsPp8fZQjEeXghGVmwTuHmAsvs2DwbjTJA/MByNZlMkuqyTUcfo9Y+cyFbyvBdfQHX\njU2jUPGs6JEGHx1PNtNyxjXupJqlXbWuxSNUbOJy+AEWXmcLrHd/5ZEzDEBEAbEYeGD3YyGEELcn\nJbCwTK0DLzBSyzbrj0DT+Xo3vpTX1zm/G4kiFnKc8RcJqVarVVWw7QVQyittOp3acrmsxVdFoUVs\nrfPxVw/rIsjWK4gp/wD4uQtYYOHkmVRMBi/xeaRxjibQ5divR4ddBFlYQdVjifgqWK587AqLLLNf\nwgqWwluJ0kep2ES3eGEV3Qc8tx7eg3ucMwt6d1lex73tM5MKIYS4LZGLoNnxIHlT/ySq2/2+pu1H\noM05dG2tYwGXs15xnxOC6vPzs0oZjyUSXTRleJzNZkcZENkwg/4rzwEbWbke0oJl1jy5L/xB+Q9g\nMx72ccbANtaUlIp/JHNvW9jCxNZAtmzNZjPb7/dHGVY42yD7Mx8OvyZzNTsWsUJci9yzyqNk3vrq\n3YWjka1UxlIhxNdJDYI2tSdt2pk2z6ue6fsD6brb8uPHjwsdieiSVNwVD3RCXEFgschqK7D8khOb\n+DwO6P/6uCvuCzy0wGoDd5LwhyDhArsCpcSV3+Y/OFr32QsfHYghFE7P7l0uvR+rv8Gihk+iSjwC\nXEmeMhKpTpgQ3RNlecP0Cbx+ighr4+rl3+vXo21xPf7973/f+hBEx/g+PGKsIHTQl1+v10dzcCGx\nhU+hHvVTQU4DNBlfuujPPozA8vESMOX5yhfzaKUuKPaZ2ZGY8MLqXB/Te4ZnrYa7nw9ijHxOI/Uu\ncSWEEOJcIKKiORl5GYmsVEcp5YnSFDOTE2Hi+khg9Q8f21+WZS3sBM/wer2uRBUsWCywfAIKjutK\n9VVzfdRL9V8fRmCZ/TItcjyFd/XZbDZmlg9qZIHVxrzYJ3wcG2KyorSUOQtWDoktce+c0nlSR0uI\ny4CYRp6DMZoUFK7/qTTbnHiG26pcCupcsgKJLCG6h40k8EBjyxWe0c1mUwkqzh7oBVbOEMDeVrmS\n46t92YcSWPhzkHwhygbGAssv/b5USkdf+sJgMKhlREPj5YP5msyu/jtlyRJ9Qx0rIa4DxwNHk4HO\nZrNqfrpooli/zu1WNLoddciarFxCiK/jLVjshWZWdyH0ExzzBMMssPC90XPr+6aRsDo1CcopPIzA\n4koSboC8H+KKJxCNLqL30/ZCItruCyywJpOJrdfrpPUq5yqI75KYEo+EOktC3BfsIhhNHYIynU7D\nWC2O2fICq6lEwqrJLV4IcT4soPyUKdyPR3ZfiCm/Hk103GQEuIUx4GEEltkvC5YXSRw0h0lA2yRh\n8JUqV67n5Ly/dzBhM8p0Oq1NrNYUOJi7FinBhYdHCCGEYDiRBdqk+Xxuy+XSFouFLRYLWy6XNpvN\njsRUtITAapobJ2rb+t7+C3FruL/OyelYXK3X62qdM4ZH2cN9QgtPU5hQpBNS33UODyOwuOJDZj/+\nsxBbBD/sNhesyU2gbxUsC6ycuGpyE/Q3tSxZ4lHo0/MsRB+ABWsymVTWq8ViYS8vL7ZcLu3l5aWa\nn5ELp1vmRBipuXCiyVIjV0K/FEJ0A7sIshcaW7XKsqzew0ntonWQElC8nUp2lxJZXfAwAsvMav6W\nUW57n/SCSQksLKMMQn3rjI1Go8qvHe4Y7M+aS3DB196snbCS8BKPTt/qACHuCXYR9Basl5cXe319\ntdfXV1ssFrWMgj7DILYhsNqUptAArAshuoG90Hw8Fj/TeF/TQImZHSW7AbkQoUtbrsBDCSy+6JEa\nPVeJciXqK9Q+VbAssFhcoWBUgEf55C4hngHd30JcH+8iyBas5XJpr6+v9v7+bsvlspa6PUrnzgIr\nmtsy56HxDEmuhLg16LtzP9O7/g6Hw6Q12a9DqHFWUXY9zGUOVAyW415Spz6qZSZKYpFzl0ilvWzD\no14jIYQQ14OzCLLIYivWy8tLLQOuF1kssHhex1xpE6MlgSVEt3A/00+zgHXvSZYK3UE/E6KsyTWw\nqfB3diHEHkpg3YJckFzK5/PWAjAFzyniGykePeCUt/7Gb8u9XgMhIhRLKMT14TaGRZbPKMgugjlL\nFo9ew+OF1xHnkcqYG+0TQnRDlD7dv8bruXwIXlABL5pyWUc5jtPv933fc/oIElgB/iI2TW6YuvCR\nyLil8JhOp40iywuta5tUhbgndM8LcVm4k8MCC/FYyCbo4668uOL5dHzGYU4PzZnKIldCvy6E6Jam\nfrD3nGqTGyEyeuSmdoiE1uFwCPu/5/YDJLCIVMAb/1GpP81/9h5juThFO0RWlJkpZ73iBqzNQyKE\nEEKk8BYsb8XCXFhRe+X3mVkVOO8Fl5/gtMmF0GcqE0J0S84IkUs85z8XeZfl+uteZKHs9/ukJ9c5\nIksC6//IZR/hP8krXl6apRNm3IPYaGu9ioRWzkp3D+cmRBtkkRLifjjFRdCLq6iYWU1IccC8TwWN\n9+SWElhCdI93FTxVaGEZzYPVVmRFfV7el4vTaosEljWnc4yULv8R4/E4K7DuJTkHxFVKZLUVV23d\nIXP7hRBCiEhgeQsWBJZvh/324XCw7XZbtcneZZAtWJxB1xdYuDabzY2vjhD9Jdc/PKcvHQminFug\n35+zYJ2DBBaRijWKrFiR/7dZs+q+JYjBYpGVchE8x0R6D+coRApZr4S4P1hgoU31FixMNJwbeYa1\nCnPqRDFZEE1lWdaEFi95XRYsIboFySmiJSeuONUbLCeuvNCKklxEAisXJtOGpxdYkcXKLyMf8ai0\n8Rm9pQjx8VdNCS4i9c7rElSirzRZbIUQXyflIsiTDnsLVspVHwJrvV4fWbCQch0uglzKsjzax0UI\n0S0sqnLvabt9TgxWzqiQ8uKSi2AH5DKR+GxHvDQ7L/vJtUgJrMhFsMn/NCUYb32OQrRBokmI+8B7\nhnAWQXYRbOPqs9/va94ZOQsWxFVuXS6CQlyGlLUq2m7z2rmJLrwFi/vAchHsgMj0lxJZ3orFqc+j\niXmjfP63go+VRVZbF8EUElXikchZp3L3uUSZEN0TeYiwiyDStLfpLO12u6pt8xYsH4NVFEUlpFCi\nfUKIy9D1VEZeWLURV7y+2+2SfV9ZsDqgrcjyQisnsO7FiuVjr9q6B55qHpXgEkII0UQbLxEUP6rs\nO1HcRqGtZWHFGQRTogrrvE8I0T1tBzebrFup/mnKCysXp5Ur5yCBlSE1U7QnitvyPqb3EIOV8ltv\n4xIIFIMlhBCiK3ggkgvipiCS2kz6u91u7T//+Y/95z//sT///NP++usv+/Hjh/38+dN+/vxpn5+f\ntlqtbLVaHcVecWp2/K7aOCG6I+W65/dxHZBbZys18IMrg8Ggqj+aCtc5/HvneqBJYNmxLygLJOzz\nRMkf+DNtvuPaRJaqtiq+iXs4PyGEEI9D5O2RElfcsYo6W/v93jabjf311181cfXjxw/7+Piwj4+P\nSmAVRXEkriCwuLOldk2I7hgMBq2mW/DPf2rd91G5TsD+nJDy+yKR9ZV6QAKLiCxWTRfW+2j61+6J\nXHBwzsyK5b2djxBCiH4QiauoI8SdIb9vvV7bX3/9VStsvfICi+e+gvWKxZUElhDdgcH8XDbu8Xhc\ne6550IPX0V/PWbDAKRYs//x/JX+CBFZAZMVqosmdLvWea5KLtcrFXN36uIUQQvSTnIsgd35YBCFZ\nhV8vy7KyWnGJRFb0eVmwhLgcLLA4vhKZQ7HOCWn4GR0Oh1VmTzybKQsWw891Tljl3AT5N9sigdVA\nG/UaCZEoLsu/59rkcv53HdwnhBBCtCFyD+R1dLj8RMB+vSxL+/nzZyWqUuKqKIqaWONEGNzJksAS\nojvgIsgTiiNjKK9DUPEk4F5I4flssmBhioY2roJNMVj4vrY8vcDy1qpTrFeRlcfvS63fgihjoA8u\njIRVygzLSyGEEOJUuC1hYcUjy5xePZdSvSgK+/nzp318fCSXEFlNnS65CArRLd6ChcnEMd8dlpzx\nk+elMqsLpshNkGOw8Lp3L2xyD4xiPeUi2BEpkdU2HitnCbqlRSiV/z/nItgktBg1RkIIIU7lFAtW\nURRWFEVlieLlarWyz8/PKqkFBBWWbMFKBbTLgiXEZeD+JwQWTyaOstlsqrnshsNh9Xk8l9vttppY\nPNVH5/57Km6zjcjy33kKEljEOUkuzPLCKhIut6LNZMJNVjkhhBCiS9rGYGFUG0IqV6L3QIQVRdGY\nAloCS4hugYsgW7AwmfhyubTlcmkvLy+2Xq9rfVUzq9UJ4/G4isWK8DFYTRasnJvgV6zZElgJ2qRp\n5yXWvbCKJkO8FZwOs02SC5yTEEIIcQmiVO2RVQkCC9aqz8/PI/e/j4+PSkSxmPL7yrI8iqtIrQsh\nugF9zciCBXH1+vpqZVnW+su+HkAf1j+nqWc4ZaXKpWdPJd85BQksR0pYpf7A6OLnMgreUrCkLFFR\ncg6/LoQQQlwC7wrog9zH43EVY8XiCgXJLD4+Pqr3wNIFl0Iu6/X61qcsxNPBMViwYrGLIETWeDyu\n9T+j6RpgkUr1xbnkDAepfnwXgytPL7DaiAjvrgD/T2+RamO9urW7HfvA4ibfbDa11JhN8wEIIYQQ\nXwWjyxxfBfE0m81sMpnYeDwOk1fwOluryrKssgpGadfVhglxO7hPzBkFOXW7mdWyBPrEGHArjARW\n1GedzWaVeIMrot+ez+e1jKSoe3y+glN4OoF1jrjxPuHb7TbMXJISU/cirszsSFxNJpNwFntvMvWN\nUspFUgghhGgDBBa7/31+ftp8PrfJZFJ1bDiOihNW8DZbp3gSYZ96XQhxG7hPHA32Q0DB/Y+FGNK6\nQ1z5OMqUuDocDjadTmtJNJbLZW17sVjYfD630WhkZVlWQg/HxZkMT+nnPoXA+krH3/uE73a72oXm\n15uyCN46BgsBhjxqgBspmmQxFQTM3xetCyGEEE2gbcEkwavVqppwlIPbZ7PZURwVJ61gC5afI4vb\nNVmwhLgtLLAi69VkMrHRaGRmdhSvtV6vbbFYVM93Kp26L5PJxObzeWMZDofVnFyRBYszGrah1wKr\nKd4ohRcRbL2KLFf+tVyK9nsQWDxSwKN8kXvgObNZS2wJIYRoIrJgoYPFbe90Oj2Ko4riq8qyrNq0\nqF1TZkAhbgf3iXmw3/dLYbDgfRyXiWe7jcDa7/dVrBfEE9Z9MbNqwmMWe34urrb0VmD5CxFtt6lo\n/R+12+1q+/f7vY1GoyPxlRJXt46/wg3LIwYQWt6K1TYGS4JKCCHEqXAMFlxzWFxBfE0mk6NJhaOC\nuCtuz1hgSVwJcVu8Bct7UyEGazweH6VX9+spceX3sVBjAeXXzezIgiUXwQaasuQ1VbrsAsj70AB4\ndZuyWt1aiLDA8rFXufirXHBwk5AVQgghUuz3+5oFy4srZBGEW1CubDabZKdMFiwhbosPmeGMgiyC\nBoNBOB9Vql/aFIvFIo77wH4d7sgpF0FZsKxZUHlh1WTN4sBY/GGYRXo4HFZZBXOJH+5BZA2Hw+oG\nhsk0CgZOxWH5VPQSU0IIIc6FhRQsVzzfDVKzj0ajI/cg3o4SWkRLxWAJcVuaLFic5MIsPbcVljlx\nhXUIOfxWaomEGFGSi3P6vL0UWCAndLCeE1m8zX8WhFUq1ir127dmNBpZURSVWdSLq8hf/ZSZrO/l\nPIUQQtw/3kXQb0+nU/v8/LTRaHTURvE27+OkVNxmy3olxG3x1qtUmnYWNKlQG47RbLJkIeaLf5eX\nWN/tdqEFSy6C/0cusUVkwWoTi+VdBAeDQRVzFX1v2+O6NqPRyKbTadVwRQKLLVjstw4rXupapc6v\nbaybEEKI5wJty2azOXIL5NHl4XBYs0Rx++TX/Uh3VIQQtwFCJSWuptNpmL3PCyJk9IsElt8XZfP2\n64PBwLbb7VGSCx+DdQq9EljeahQJIF6PKtuU6OpDxTwej6tA4FSmpSi5RVMM1j2IRyGEEI8FRBV7\nhmw2m6OOlY/JyFmpot8QQtwe9BXxTOfStfMAC4sxXo+sVanMgm1CeDabTdJFkC1ZPl17an69RoE1\nn8+P9qVGhG4xQhQlWWBlmlqiwvbuA369T5VzWyEkwSSEEOKaRP0KdFy4vY4G/fowACrEs5AyYHAf\nHBYl3oekcojJjMRVyi04slh5axa7EyJPwXw+t+VyaW9vb1WW0qIoasf/r3/9KzzPswRW0yjSNSq6\nVPY6XKgmf8vI5cC7Hzyje1vKxVKiSwghxCVgzxHuNCGZlBdYbV3+nq39FuKRSBloOCQFdcNut6tZ\ntCGIUnqEi4/BitwO2Z0QFrLZbGaLxcJeXl4qb6/D4WBlWdbOozOBBZM+K0peto1r+gq5ZBI+/WNk\nWmSfbh8gy+f5TJVzLkmHEEIIcQm4z8CB6yyuooD2JuvVM7XfQjwC/EymBksiq1SUUM67DecKx3z5\nst/vq3VvwZpOp7ZYLCrLFYTfer1udb5nCSyO10Gacn495Y/YNSmfSu/T6fPsj8fjytebJyXk70n5\ncz86KZdKIYQQ4hawWALoGGF0ucl6lVoXQtwXORfBSEOkPKu8ocevY9vPt8WFXQhTLoKwXJlZpR3a\ncLLAgtqD5YdPnNXmpSq4VOa+yEUwyq/PAXSYnJCzg+AP3u12Fzn+eydKiSmEEEJcmqjf4N2FIpei\nSKAJIe6P1PMbWa/8+/lzZpac784vIZh4cmEfzsQCi+eMXSwWNXE1Ho9rRqUcZwksZPlJiatrkcoS\nyBYsXCRffBpIPj8o3j6LC4knIYQQ90A0os2uQPyelMgSQjweKeuVdwlOpWNPTdvgBRanX/dJcnJJ\nLry4mk6nlxNYSP7gxRWLkkt33FNpFlMCCyJrNptVZTweH1Xe+DNgmXsmAdImBuuZrocQQojLk4vb\nxmu8HS39uhDifmmyRjfFVHmXwKYCqxPnigCc7AL7OckF3gM9MZ/PW3u4fVlgeRV5rU54lNwC695F\nEOJqPp9Xy8lkUguehUjcbrdnTyrWF3Ln/azXRAghxGWIRFZKeElcCdEPciIrski1KX5OVwgsFmXe\ncjUajSrRxBYsvA4dgXistvkZThZYPqEFTiA1AVeXNCVoaHIRRMpFCCycA1uuNpvN0wksWa6EEELc\nklMzAUpUCfF4pGKqvFVrv9/XMnyn1r2wivb5mCtoBRhittttzegyGo3MzCotMZ1Oa26HFxdY3nK1\n3W6v4iKYm6cpStPOIgvugYvFwqbTaSiukGHwWQRWk7UqytQohBBCXAIJJyH6TRuRxdrCZ/zmdS+u\non3o74PI0w1hTmZW9f/hNhjFf7ahUWB9//69tr3dbu3z87PKxuGtPVEmwVRw6rm06exHsVksvlJ5\n9dt+vxBCCCGEEOI8UpZraAkWVOv12jabTVVyli2/zsYU/r6yLK0oCiuKwkajUVIbRFqhiZMF1nq9\nrixDKXEFX8Yo+8c1U6rmLk5OaAkhhBBCCCGuS+QhB1GF6ZUgtnKWK173AgviCgJrtVrZZDKpWbZQ\n/L62nCWw2HrlxRUuhE+lyOs+z32X5ObHYnGVslxJaAkhhBBCCHE9WBNwlkBvcUKBWGqyYvHcvfie\n2Wxm0+nUVqtVtY6s4zxfFq+zfmhDo8D69u1bbTs1MS8uBFQmp1SEYEFgGO87V2S1yXTnhRNbrfxS\ngkoIIYQQQojbkIvDguUKVqeUBctvs8CCkagsyyo/g58vF4JrNpvZbrez2WxWS35xMRfBsixrQsUn\nisAFiGZT5gvYhaBp+o4mH8qmWCwhhBBCCCHEdWDPt1zMFMdh5QQWkt4hxMlbprDENE7z+dwWi0Wl\nXzhd+0WTXBRFUbNeQWGy2Q2mO8yL5Sfl6nLm9ZQYSrn9tY2/ksgSQgghhBDiengLFie24LgpGHNY\nVEVCi6duwjJan8/ntlwua154sFyNx+PW6dnByS6Cs9nsyGrFlquiKCp16H0V2Z3QzL7kIsikxFGT\n1UoWLCGEEEIIIe4DtmClXARXq1Uyk6AvEElRwgrexkTCu92u0iYQV9PptModcTEXwaIojlIosqqE\n7+Jmszk6CE7hfgkRk7JA5SxYkTUr+g4hhBBCCCFEd0SGliiLoHcRTFmwIoHF/f1IAwyHw6RbIDSN\n98Zr4iwLFp80W66KoqgE1nq9rl08iKtrTuJ7qvWKPyeEEEIIIYS4LCyyonmwWG+wi2AkqLzogtWp\nqZRlaWZWcwuczWbV75ya/bxRYP3222+17c/Pz1rQGSxXq9XqKN2hv1iYKfmSrni59OypTIKR0JLI\n+ptLz1UmhBBdo3pLCCHul1wdHc2D5cXVarWqhA/itFLWrLbtQVEUZvZ3/x+JL5DwwrsOtqFRYHmh\nwcFiSG2IzBuLxcKWy6UVRWH7/b66GJxx0E9G3DWpWaGxVMMrhBCPiZ+wPpq43o+E+n3i/kgNjPI+\ns/x/7Ndz+4QQ1ycVWwX3P3jCFUVhZVnWJhSGwIELH9f/yOuQahtOOT4WdEVR2Ofnp02n0yoRxnA4\ntNVq1er7GgXWcDg82kbWjZTAWq/XdjgcbDweVxYjvrhsyboUuYY11yA/G02jCG3eJ4QQlyTVWPrB\nM9VZj0ebKVSAF9TRNr/Xo3tCiNuRyg7IkwevVqvKStUksrzQ+qoRBceGY4LAgpaBoWg6nbb6vpMF\nFrJtpARWWZZVikM/ITGr1ku4CJ5yYVMi6xkrYDVKQoh7xdc/OSsWvy4eg6bkU94Dhketc9ZMn6U4\n2ieEuB5sweJQIxY0yOEQiSsIrCZxdW4bwHFfnBV9NBpVdcdut+tOYKVcBJGKnQUWLgaCwfxkxLhA\nMLN1BS6k4qa6QQ2QEOIeiMQVlpElQwNEj0eU3Qt9BBZaXlj5Ja+nhJTuBSFuh7dgRdkBWWBBZEGE\nRSIrElpfOT6e17coChuNRmb2K6vhZrOp5ZjIcZaLYMqChYuAk+cD5ouJyrMLQYTKtM37sEz9AXIv\naUbXRQhxC1LxNzlvBNVX9w3HWbGw8vPUDIfDow4VTwTK2b2i/133gRD3Qdv5rdhFMBJXKU+Gr9T7\n0CuwYPHgDu8fjxulk5l1LLCiC8CWKxxYVwLrHHHF+9oIrWdB/utCiHslJZ7k6v34eBdB9C84HAEi\nistut6vFaUWB7tjH6N4Q4jb4UCFvwUJ+B7gMsotgU6KLpjai7fHBSsW5I3y8GKxaTXwpiyDEFVuu\nkMbQX0gcGAusr9BGXLW5uM86yvms5y2EeGxyDanqtcfDiysWVijD4bDqVPFEoCy0AAurKAOh4rCE\nuA2RNliv1zaZTCrhMhqNbLvd1lwEOR27dw/0boL4nXOPD2IqslzBhbGtfjkryUWURRBxV2y54gMr\ny9Imk0mnFqwUuYurijWPro8Q4h6JLOy5uCvVZY+Bzx7oxdVkMqkEGMQUBBZP94L/G/HfvMTv6J4Q\n4nawNoCQ8d5tEFjeRdBbsC7pIght4t0CTzUQdeIiyDMcc4Cpn4yYc8lfaqJhkPPBTrkMir9RDIMQ\n4l7IxVw1Nayqvx6DyIqFPgayeG2325rQysHiioWVRJYQt8VnEVyv17V4y8FgUJtYOBJYuQQXX7Fi\nQQDCI88n2uH1NnQy0TD7Q+IzPNHwbDaz6XRaqyy/4iKYcw9sa71SJfs3ElFCiHsnEk5tG1bVb/dL\nFH/lvWQ4TTLPj4XPm8XxFhBXXHQvCHE78IxGie+8wOLkF5zkIvKW60Jc4XOpwZtzDEInCyzs82b9\nKMWqT7XqJw8814KV+45o0sLoGHNpYX32or7QdA28QvfX+NJWRyGEAN5tLJqDEUusezeOphFH1We3\nx8d0z+dzm81mVZnP5zYajapOVtOSXZA4bstMc2EJcUsgiKJEF9zX3u12NctV5CIYxWJFHg5dHvup\ntMs1GOA73ZGQyXXY/UjUV04kJaraCsGUsMJ2X+BOihfB/j+JxJUQQlwarmt8/cxWDRZXXmT5EVH/\nvbnfFNcD7Q4E1nw+t8VicVSQWQydrmiJ96ATBpfC7XZrZvUAeyHE9UlZsLwW4Nd4MmJvxcqlbL8H\nzhZYZsfBqdxBj4RWqhMP2MWQt79ybCnB5+fbiIRWHwVWTmCmrFpftTgKIUSOnKdEynUMFo9IYKVE\nlrgvBoOBjUaj6v+cz+e2XC7t5eWlWr68vNhkMqlCDqLleDyuYjl4RHyz2VS/BXGle0GI2+EtWFw/\nswDjaZ+8uPIWLLaM3ZPI+pIFq42VKBJXvuNuVo+rahuQ2tZy5a1mKRfBVOkL/jzbCCovrCS0hBBd\nErl5Y+kHxbzAgshiqxZidriO83VY7vfF9UhZsF5eXuz19dXe3t7s9fXVptNplSwL2cWKorDJZGJF\nUSQ9MQA6YBLbQtwOn6bdawAWSiyk2CqdElddJbrokpMFVtTBzrn/5Trt0Xe19ZHOjXg2ib6m+Csv\nRPpCk8Wqzf8lhBBdkRI+kbhC8S6Cs9msJrx8HJZcne8XWLBYYMFy9fb2Zu/v7/bt2zebzWa2Wq2q\neWiKokj+z9GIeDRflhDiuvCz6Otmfo3dCHOFn+97E1dmHboIejfBU+KwAIurnMhKCbzUcTVZrZrW\n+0Iq/krugUKIW5ITWt565V0EIbDwnshKnxoYFLdnOBweuQi+vr7a+/u7ff/+3b5//27z+dw+Pz9t\ntVpVlksWWCkRzS5HkTVTCHE9WBBxbKR3G8Qzy/s5mUUu9upe3APNLuAiGImZSIBx8e6BLK680Mo1\nkjnBd4o1ywuQvtBGXOUsVxoJFkJ0RcoLAcvIihUluZjNZuEAWWTByv22uD6RBQsugrBgff/+3RaL\nRSisvLWKE1jwiLhi8YS4D3wcJIsmPKfeXdDHWfE+s+NpGu5FaH3JgmXWnLI9J7Fa9qIAACAASURB\nVKxSlpFTYrD8eq6BzrkFpjII9s2C1cZy5f8rM3VIhBCXoU3dnUpyAYGVq9/Vsb5f8B+Px+MqJTss\nWG9vb/bt2zf77bffbLlcHgksbqe482VWF1fj8di22+2RpUsIcV3Yooz14XAYWpgjC1VTrNU9uQea\nnSmwctarlBtgbp+ZhVaqNuIqEgFtLWtRQ/wMSS6iZRSDlXITVAMlhOiSVH0eWbC8wJpOp63qMHF/\nwILF1ki2YLHA8in4+X/lUXAWV8g6lkp4IoS4HpzJk9cjr7ZINKXmuPJa4aEFlqeN611k1WqyYJ16\nDFi2dQmMXEr6LLByMVj8n6SsWGYSV0KI7kjVLVyf+zrauwfOZrOkZ0TOUyJ3LOI6sAUrisGCwHp5\neTkSV4AnFub5cZCuPXInFELchntw3bsWjQKrKIra9m63q+ae8DOoR+kTvWUqcvuIzH/elxqf98sm\na5l/zQssPyKK88Cx9KlCXi6XNp/Pq7ljeEQQsWa5oMEmU2300DzLgySEOI+UKPJxVxBUiNNBtrnX\n11czS7uJRG0Qb/tjEdelyQPGx0b7AcBcu6//UwhxK84SWOv1+mgm9ZzIMkuLq/F4XBMz/BneH4ms\ntm6AKQuNb7x9ZhIz65UFC50SiCwvsNhsG03axq+dKrSEEN1yyc7jpZ/hXIc4JbBS4urt7S0Mgvb1\nFQ/aifukSRRFrqRtv5eXQghxaRoF1mq1qm1jVmVf/CzLUV567+4B6xEaQVSaPAEZiyuQcwM5RXRx\n483HjO+EO0pfQOdksVhUVixOc2t2bMGKsrZEQutegwyF6BOpDmIXHcdUttZrPctR3Z2yYEUCy09E\n6Yt4HNpaoSSYhBD3ylkWLHYLjNwEuUPORCOT4/H4aAJA7qQ3VaBtBFXqNW68vbji1/sCAohTFiwz\nOxJXTRYs/z58hxCiO6J6sEv3Nl/Xnpp06Fxyg2Wop1lgpSxYPMDHA36bzaY6domsxyY3uBBZtmS1\nEkLckpMtWJggzFuseD1ytcu5CMJqBfC5VKeiSVS1ec0LrJS4mk6nX7rA9wTcbFAQh+UtWE3zDuRc\nA3OZXYQQp9EkrLoUWYDrXi+0unymcx4I0SAY6i0WWJgrCe7q6/XaxuOxrdfr6nglrh6f3D3f9j0S\nWkKIa3KywDocDkduGJFbho/BMotdBH2Mk7eMsJtg1Jloa8HKuQjC0hYJL4yA9gGMAvMS84lwDFZT\ncosovkFxWEJ0yyni6iuj9V5QsZDyoqpra1bKcpVyEZzP57XJaGHBKssytMbDdRD7xOORus/b3OsS\nVUKIW3GyiyDPNwEh5dejLIK+AWUXQW60kVWQxZWnKd4qt88LLByfF36TyaQSjn3BZ03EesqCFQWM\nK7mFEJcnJ66ahNW5nUoWV11bqzz+eJssWLkMgm9vb7V4UhZYGABs2yEX90Ob/0z/qRDiXjnLghV1\nwFOd8ijJhRcz+F6UNpNDNo18pqxWXmDxd2BfX4Oj/RxYfl4ss3Sa9jZWK/68EOI8zhVXXVixUku8\nh3/7q8+5r+MjkRUluYgEFizx+D4M9m02m1r9xr8l7pOo7W/bHxBCiHvhZAtWypIRZZhLpWn3WQTx\nvfhsFDMFePscF0F+D74Dx+QtcFGijkcmN6GwF1gpy1Uu2YUSXQjRPU2Cq0srllnakhW5C3bxnKfq\n7pSLYBSDBYGF4+dkTIjHin5XPBYp8ZXbFkKIW3CyBcvs2MoR7fPxV2ZpkcUd9sjFL6ILF0FsP5Pb\nW1NjlBPQuWQX+Gy0FEK0I/d8RpaqnPWqTUczir/i9Us/w6l6nOtqn+SC07RDZOFY2XKFhBfsAi3u\nm7ZC+BwrlxBCXJNGgfXnn38e7Yvcwfz6ZrOxz8/PqqxWKyvLsjZJcZQUIxI50e9zB983rn70siiK\nWrzRcDhMzuEkS4zV/rOiKKr/jf+zJguWEKI90UBQNEiE9/rlqe6BLJ6i+i6qF3PTM5zz7De5B/I5\n83HAQuWTLEWeE3xtc1N3qGN+WyLvFx/vHZU24QnP3JYLcW+0MY6k+uXRNuDte3nWGwXWv//976N9\nTY2xmdlms7HVahUW32n3ExRHFSX/NlfGZvWGGg3uer22siwrQeV988uyzArEZxYLq9XKPj4+7OPj\n40gcQ2TlGrFnvnZCnApb9dm67/elLFaniitPkwWaO7q55TnPfM6Cxefm3f4weFaWZdieePfuVNxp\nyoVc9df14PstElV+Cpi2QksiS4hjblm/+RwIqXWuC/zAi3/N7FiLeJF2KxoF1n/+85/adlNjjOV2\nu7WiKMISWbJ8JZpSqFHhhnQwGFQNcFmWR+nH8VttBBafzzNRlmUlrFgQ82TSqf9CCHE6PrMqr2Ob\nk/LklqeQqr95HR3e1NyHvg5uQ5P1ipe+483eCZHA8m2Id0uPEh55QcfCTlyOaGDO/9fRvJteWEXz\nb37VwipEH2hyu73mc4G62Ldzvu1jLwU/mMfrqX7ovVizGgXWv/71r3B/dAK8hJXIF7jsoTH0roKp\nNO/+t32Dzo0pLFg8Gul984uiCIVUrsPxLKDTgtLWgqWGTIjTYQGAeCMunIK8jbhqKw5SjVDkMYC6\nmou3Lp1z3imhFbkH+joc9RTqJz8I5AfeIutVSlzhGkhoXR4vrCK3wJzIkgVLiJhcTO8t6jjUw76d\n89t+gIVdwbEcDAbJJHv+HG/FyRYss+aGGScJKxUXNI4oXFlGWfwiNcoWKe8miAbYuwXu9/vayOdk\nMjk65tQy1+CmAsS/8t6v/sZXfx/Wv0gce1dOfOaeRg2EeCS8wJpOp1WZzWbVOjKuRmLK70sNTJ2z\nD3W5d7lm0fOVGKYmn3z+HTS4XmRx+wIXwciClbNc+cLXQW6DlyOyXvl4ai+smkRWyoolxLMQtRP+\n9WvXcWzBwuBh1Naxp4JfDodD22w2ZmaVFYvFlplV67eut78Ug+XXeXu/31cjnew3z+tsDfF+/ilx\n5X8DF5CzAaYaZjTI3FnJfX90fs8ArhWLYaxHFiyzfDyeECIPBADP9zSfz2tLDAqZpRvPnOtHW4Hl\nX9/v95W4YisaD1ydK7BSwipnwUIbwpZ2L7DYgnWOiyA+x9fo1o11n2ERlLJctRFWuRhu/XfiWWjb\nPly7jmNPAp56w7d3u92u1u8cj8e2Xq+r+pq/DzpgMBhUg33RINktOEtgMTmB5c16KVOfN/O1cRHE\nki8klpvNpvY9aJA5pgHp4VPncus/5pZwo8ZJSHznJSWwhBDt8X7pSEk+n8+reZ8Wi8WXBNZX6rbd\nblebyJc7wtvt9uwsfJF7YJRJ0Xe8eeAHIosH7Xwdhe/3k9z7JBcpC1ZqXXRDZL3yFqxUv+EcF0H9\nf+JZSHk7RJ5Z13guIgsWJo/ngjwJEFecT8GsHiYUtXmsDW5J5wILRFapXPapqORGoLz69kqcBV6U\nPQqBdG3P55nIZWviAPKcr6uuoxDtYAuLt2Atl8uqTKfTo89F66ArgbXf75OWq/V6fdY8U9zY59wD\n+Rjwm95FcLVaHVk7InGVir/KWbAkrK6DF1m5GCzeFyW5iOIyJKzEM+NdySORdQ18rDHaOUwej/kN\nN5uNTSaTmls6W67wzPM5mf2qR+DRdmu+HIOVIhJJuYqvrYtZSmR5ZTscDqvRVd+QNo243sMfc0si\na2Ib6+KzXzchzsU3PHCdQMPz+vpaE1i+/soJrEhc+Wc1VR+y24V304PF7avzSKXEVjRi6V0EYcGK\nMkyxH75P094mgyDWVa9djmhQlUtTYotU/JXElXhWIjHllyyuUstLHZu3YPl2DgKL563ldoC9Gcys\nymTrSy8sWDlOdcFr+6c2fU+T+8ytL/q909QhU2MlRHewAECSCx7Ze3l5sZeXF5vNZtX7o+/wpNx3\nvRtF6juwzRZrjmeF9eorLoKRuPIxWJG4YhfByWQSDgpxPYXRzyj+qimTIB/vLUZ9nwH//+UyCEap\n2tsmudD/Jp6Re7Fgpbw1uJ17e3sL2xbfDrCwwut4z70MkjUKrO12e43j6BSJASGEp42V/BSrzyVI\nucz50bg2xxkt/b6UyLnGIFQ06sguX8Ph8CgtO1L6sssIRjJT58nrUfILztw4n8+rRD6R14XvvIuv\nw3HSsEh+fn7az58/q/9ls9nYx8fHUcF8jdH8mjwFTFNct3h83t/fb30Id0Gbujs1IOWXlzo+jofl\nvAgQXWZWy53A82U1ZX+9J0NKo8ASQoi+kLKcp0a5r9UZYxGQyoiGTn8kSlLnEK3zOUWu037Jrlpd\ndVijc/A+9YPBoOowF0Vh4/H4aDQTjTB/js/Nr3MWVDOrGm6MorLbScoVLUryI84DohdWUYir6XRq\nk8mk6lB9fn5WYgrrvA/FTzrtRZb+r/7yj3/849aHcHFyrtxm7QfZfL0Wxdhf4lnJiaJoKg2fjCgV\nK3uvSGAJIZ6SU4TINTpmOWtOKltaSpBF3xeda9SQ+X2XEFg4DrhzcIHrh5lVVg22WLEg49d97Fa0\nvl6va3OnwFVlNptV+zHPSuSaxh4diE3DMYnTQWcP/+NqtapZKc3+tnDNZrNKQLGYivb5eTf93I36\nr/rJ77//futDuAhtXML9wFPTQJzPEI1t/z2XOh/vDs7tTRQr2+TR4a/JvYguCSwhxFORE0+Ry+A1\nrVheXHkLVsqi0jYzKxcIDN+o+YIGOZVJ9Jxr5MVeKiOpF1BeXMHqweeRGgFl4eQFlhddsH6wJcRP\nXs++/RJa54H/k/9LuALh9d1uZ9PptLJOYe4zrPt9PmV/lLZf9I++CizQlFvAzLKDbrzfz226Xq9r\n33ENgZISWW3mK4zO/R6RwBJC9J6cayCvp1wFL31sqeJjkqIJV6N9TeIKjaj3b+cld3R9CvQurAGR\nuPLXA5NLYj/Oj10HZ7NZdawoqW2Or0LjjiQZaOCn02ltDhYcAws8H3wNlADjNNhFsCzLWlZKFtJI\n2YxYvGjprVZ+7kaJrH7TZ4EVxRVF+3iQLUoAw/UnBjPKsqzVZXgeL3Ue3oKVs2SlEhHlrFf3hASW\nEOJp8D7pWI/c6KL3+X2XOL6U5QoCKyp+tD5yC/H7ILA4wBjraJTH47+biKij6r/71PNMWa+8lY2F\nDc4RHW7E6vCx+3PhfWzNgLXKzGrWLHx/URRJ10QWXF5oSWS1h10EeU41dmOC8PJWRbYu8npuYuJr\nDpyI69JngWV2nJAoWkaeBtGccrD6s6WYM/TxnFOXOpeUuEq5B6ZE1j2LLQksIcRT0iSqvHWL913y\nWFJugl5QpQqnr02lrIbAgDhhYTGZTGrvRVxUJLC+YhFgaxC+BxNEYj+/j1O0eyGF42bB5be9W6OZ\nVR16iCu8zgkWvGsi9pulJyOWyGoPBBbHXCHpBeKyRqNROJgQbUcB/D4+UfSPPgssFhORuGKBxc9B\nahsW/chy9dV5DducSxSH5d3VI/dAf2z3LK7MJLCEEE9Gyip1C/dAf1wpcYXsdjzaz/NB8TYEVir1\nLgsMpMGeTqehKxVET2qi169cK3yOE12w1YqPF8ImVTCfCp8Pzmk6ndasVmZ1/3/uaGDJSRb86K53\nGZSYOh8Wz7iOnPQC4ng0Gh25wfpReR8bmIpD0X/VT55RYEUWrMhF1u+LBo7wGteHlzyfyIrFwirl\nIujP/Z6RwBJCPAWRsMJ6znXwmscWiSx0HM2s1kim4lEQJ8XfEa2zZWq73dpsNgutUuyamHIPPMdF\nkIUJu9rxEp3vaCSTt+fzuc1ms6PixWDUgEfLlOsMrGfRSKrE1ulAUPE6OnkcO4d7oU1JucbecvBE\nXJ4+p2lPucZ5oZHzbOASiatU3XbJ8/B1ubdgsRdBlOTCf++9IYElhHhKfGcr1Qm7VqfMCys/Em9m\nR+IKBRnUkEUt+rzf9q5/Xlyh0WL3LP/er7oI8pJJuYGkgr3n87nN53NbLBbVZMGRRQ4WET43djPE\nkl0VuQPCroP4be8WKLHVHogqLKN4C7YkRs9oah//ht8n+scff/xx60O4GJGo8uVwONS8GlKeDsgY\nyK7nHOvI9dulzyklriI3wUhk8rVJ/cYtkcASQvSelM+3zzTH2fNSKWK7rrRZWLHLE8cb4XggonyD\n6UcovUtg5CY4GAxCtz9f2F3vWpaAlLUxRdOcKWa/LGJeROJzXljyPeLjvGazWW1OLV/4N9Sxz8P3\no9mv/wnrHCeSWupai77/9znLja+zJpPJ0Xu4jYOlGANHLMJms1mVQKjra4r608fK+oIES9Fr7AJu\nZkceDlzY9fiSYLJ7jwSWEKK3cKeNhRUnScBEs1zxY8npvi/pOhH5wiPWB6OJw+GwagRZZKWsNT7m\nhBuZaBQwdW736n7BeJHqYw1AZH2LrHB8HblzAnEFN0xOWx8JVAgw0Qy7iaYsgCmRJcTn5+etD+Fi\nRDFLkbWX4xG57jL7Nan8eDyuhJVf+oycXQMPAxTv0o02+HA42Gw2s81mUy19sg7E5UZZdX2CDwks\nIYTogNRIn7daQWCxqGKR5a1Zl7RgcYfcBxuzSPQuILkJVZusTU3nc4oIuzVeXHlB7N0v/TUCOEcI\nJ+xDxwRiHK9hXq0o2YKZKWvdGURuliy2JLJERJ8FlhdWUWY9zsbq6y6uw6JESanpD7p+tlLCyico\nOhwOtcEsnykU9ayPD06JrUvXw3/99Ve4XwJLCNEbvAA4xYKFSp7dEfA+btAuAWJQOFUu+8Gjk5lK\ny46OPmccjOJUouuCZcrH/RHwIhWB3HiNBVguoxw+w4lCvAWLOy9Rdq7tdlv9Lnd6RDM5cdXkNqpr\n/Nx8fHzc+hAuQiSoopKKT4UFCxwOh5rFqmm6jy7xFiyILc4Ci+kykAWW2zc/XUhkwYqE1q3qBgks\nIUQvSAW+smiAZcPH1KCC98LKB9xew4IFccACIcr6lxrVgwBo6pBGDXIb7lGEoQPOkwBzx5zFVc6i\nh8/ydeTRXxZdcNlEh8RbzDiuSORh90C/L+Um6NfFc7NarW59CBfDJ4JIiaxcplUetPOWqighxiUt\nWDn3QMRWsfUKGWG9KzwLrFtasFJIYAkhHp5IXPG+KFORt2KhcufXomxG/ru7AB1yBOX6jjoaCG5k\nfKPCDU/TtULnNVUucY6XhK8TLEi8v+nacDwDrFBeTI3H46Pt8XhsZVlWnRgWdGj8xWlwspFUBy8n\nusRz0mcXwdz0ErwexQxH+72wijIPXiIGK2W98gUWrFTsFery4XCYFVayYAkhREdErm9YtnERRBru\nqFzagsVpqv1+dNRZLKRKyu2Nt5vOIXIdvGf4WvE+diMZjUahdc/sOIjcxzHAzYbdBfHdPEocWdJE\nO7wVi4WW3+c/J0SfXQT9HH2p9f1+X01D4d2bedLuyHIVbXdNLgaLxZaZHQ0csrBqa8HCPgksIYTo\ngFx8US7JxWw2O0rRHqX/vgReIERJG9h1LZe5Dq5pqXg03n702CuGRRHWMcLpU7GbpcU3rJQQS1Gg\nOKxb+F/wfo4N8HF0opm2oiq3XzwnfXYRTA36+WL2S5B5azvauMlkkrRc+QRKl3QR9EIrsmClLFcY\nSByNRllhJQuWEEJ8gVRwr1+2SdOOSWajwOJLipBIHLAw4E5/NKcVL737X+papc7lEUWWvw7eIsUx\nWcC7BfqYBb5WPlAc8H4WxBDq0e+KZnS9xKn03YKFdiuavxHLyJ2ZE/TM5/PK9Q7p2VOWrEunaZ/N\nZjWRxXHQZhZarCCseIBLFiwhhLgCKZGVE1ic5AKNVFN8Upd4ccQCwRdOLR5lCWQLgBcZuWvmzy0l\nzpqsYreChSXTdD9E9wZKSmT7fT7F/mQyqeYwu5frI0Tf6WsM1mAwqImoSFhhcmFsRwl60MbN5/PG\nNO3XSHIRiSt2EZxOp6F7IBdZsIQQ4sJ4i4PfZmHFVitU9IvFwl5eXmw8/lUlXrtS9uIqOhcWVFj6\nfYA/E31fVLzFJ7LcRWLsXmhKfsBzjEVZInG+UXyD2S+LFd9TqYQpPoYgOqbUf3cp+DiE6BN9dRFM\nWbC8wOK2yw8YwS2Q6yNvzfdtJFz1ugQZeqOYZp+MiKfTwDHyABesdP5aRYNhElhCfJF76uidwr24\nw3R9/W5xXjnhgIaGR/IgrF5fX+319bWqtCO3Oz+J4yVhUZTrkEfLnFsglt4S469VlN7XW8Me8Xnj\n/5LFlm/sUy45GDU9HA7JkWKejBj/Bzo0TdbHSz8zEliirzyDwMoV33ZF9YzZ30JmtVpZURRWlmVt\nDkUzqwmtrusjH+PK9fB6vbayLG08Htt2u7WyLGtuixCHkTBEvC3cBvl8/fo1kcASveFRO3x83Nes\nCFLX66vX8ZRA9a5ossz4kTmIKxZYb29vVXY47//tfcC7Ph8vqOAOiHM71+qRslxF7nGR4EqJsMit\n8FHg/xQTbvJ57Pf7yiKFhBXY9iOqPtMgXHH4PXBjaRs/d0mKorjo9wtxK/ossNpkEET9FAksrlv2\n+719fn5aURSVgIEbnY/bMms3bYJ/PbXOg1kcawyBNR6Pq2kyyrKsBCDPZ+Unbsf1iQapIu+PLs4j\nem+EBJboDY/S2fMVAO+LrBZdE12nlNXjVFKC8ZLn5d3VIiHB8xaxBWu5XNpyubSXlxd7e3urBc1G\nhTvDl4DFVa7ybrJqpVz4moRoJLhS4iv6/nsH/x9GTvmc2LrFLn8srPyz64VUNBkxhFqU7dFnghRC\nnEefBw9S8175ObBS4oppsmBxvdU1Puuqt2ChPsbAF8eDscjyboMssrCfX78VEliiN9x7Ry+y7GD/\nqaMs59AkrL4qslLnkdv+KtHxR1Ya9kXn+KvFYmHL5bKyYPEkjKjYfYNwaSKRFV23U1wg2giryLLV\n5jP4/kcAHQ5kaPSTEuM13Cc+FoDvY7im8LbP3oV7LmcR9dZRIcTp9NWCZWbZQS+OSfICy+y4bdjv\n91aWZWXBwuBhZI3vGu8imPIkgFXLuwfmxFWEBJYQHXHPnTxvVYj2N1ktzuUUYdW1ZSIlGC8ltHIW\nGY6PYQsWuwgOh8PK95sbA7NfrmWXus/a3gt+X1tXwTbWKt7nX0+Jq0eCLVg85xi7q8ClL+eS4gUW\nRpLxOruk+kxYfvLMVOC5EKI9fRdYqboZ64gRTQksruf8fFcsXq4hsNC2eU8C72GAkhJZZrHQ4vr5\nlp4BEliiN9xrhy8lrqL3XENcpV5PWSPOtWQ1xRKl9p1Kk7jiBiiyYL28vFQugoPBr5S43nKFUbVL\n3meRyMJ69N7c583y6dabElzkhJe/5o8C/5fY5n2Y1DmyWplZ7Trwd/h7jUeT+bujNMLsliqBJcR5\nPIPAiuptznwauQRG2ynhgt+6pItgNGiJObe867QfjIqsWDhmnBuuy+FwqA2C3QIJLNEbHqmjZ9Ys\nRC4tuLygylmvLimyuiByWeMGiBMVIAYL7oHsIhgJLK7sU64IXdIkrFKf8URCq8mS1WTd6oMFi109\nWQDxuabcAvm68D2CDk4K36Hhdc5kKIElxHn0WWA11d+ol3LxV2zJ8i7KPgYrV5d9BT/5OixVfiAq\nF6fq62TA58/9jEh0XgsJLNEb7rHD1+QaeEkBkhNJKXGVsmKl9oEoXih6Dd/jrQJdVoApgdCUpv3t\n7c3Mfo2GeVeFa04eG1n6Uq81kbPw+RHRttkE+fseDbYspUaDc5YrxFbBnTB1HXkdQorLaDSyzWZT\nu7ZKdCHEeTyDwMJ6tI+tOLnv8QLMuxVCYF2ibkddh+NEfecHMVPHFyWY4msQuUXy8tpIYIne8Cid\nPS9CIovFJURHal+u4m7zPZ5ruQb678sVn6Y9J7B4dC1KIXuL++xSbpQ5UdDWevUoz52Z1ToRZnYU\nU4f13ASXuJfwWZ/RK0qhzJmycC/x+/AbElhCnEffBVbTNgsTs1hcpAZB+Tu5zbwE3NeBZSo1sBud\ngz8f/7l78gKQwBK9YTab3foQzCyf3c2/Fo0g+VGaUyqMJqGRGv3yy1MFVmSOb1rPlVPwHeSccGgS\nD/iOVJIHXnZN1NH3y9R94RuiVIMVfa6pEWvinhq0tjSdqw+whrWJRZHv0PhBBZ6oOPr/PF5gRe99\nxGvdhlxd5Gl6BlLvFf3m2SfRHg6HNplMqsl6Uf9goIet86n+QLRfnI8ElugNLy8vtz6EitxIEi+9\nf7H3Oz5HbHCFyiPrXizg/X55TuWaElLR+UZ+1bx9bqcoaiS8WxuOgTvPmEG+KAobDAaVlSGVGhZJ\nELokJQT9+eRcOyK3NsCfQUe+beH3nyuCHxGOUUAyCj8pMbIE4vpMJpPa/5dzM8T7+XV/fXPPVV/w\nAxfR0l+btgM09+IqJMQ1gFUIbVtZltWgEFvnU8KK92FdnI8ElugNy+Xy1odQ0WS5Mat34HyJ3t8G\nCAAePY+WeG9u+ZVzjpZmVsug5tNUg1PES6pRiIQKjoVjqyKBxbPHI+AWo37cQe6KyKoWFX/8HEvE\n63xdGBZZZnaSwOrK2vgo8LXi2AAv1ne7nU2n0+r9fM9ximBvPUXGL8Cf6drCe+9EA0He7dKLfL+e\nGnBgqyLo2/UTAvBgJdq2aO6pnKCSuOoOCSzRG+7RgtVU2BVpu93WOm/cGW4Lp1hFSnJex7bZaVkE\nc+eZ2o7WOdgf6178nErkIhhZgPg3eJSPBdZwOGycOb5rgcXf6+N4fJwOW/rYcpKahBFwZ7PJchp1\nWP0+fGdf4U487hV/PaOsVvgPkQCDX8N/khJXLLCia39unXDP8LPKg0B+PbK65izgOWuWEH0E9ztP\nAcGJmfh1s7zXikRWN0hgid5wrwIrNSq93+8rsZFyZTsVdOA4oUNU+P3RktdTHZNof9NoMdzvUPj3\nkNXtHCL3QO64eqtDykUQAqvJRbBrfCeTrY0cx5OatBbwyD3v45F8WKXaugris5GLYB8tKmb1zopP\nbMICNSWUeNJP//rhcDjKPsifiSw1vN23Tg/XWb5gQAiiNSr4L/B8RPWuIegD1wAAIABJREFUr0v7\neM8K4b0zfLvHc061EVV9q2uujQSW6A33JLBSI9C8znPveKERdeya8J10TKgbFbyfPxvtO0dE5V7j\nAFweWdvv91W2tdTvtiEltJpcBCGyhsNh5SLoZ7g3+2Wh6LKDFo3i+w4mYnVYHHpRzucX7Wcgupqs\nVxyD1XdXNQ9bRoC/fyLLJiYZjiyKPIDg//ecyOVsW195Pu4NLzC9tR0FdQMPKvDS1588AICBGy94\nhegbkZDylq31em1meUElYdUNEliiN9yjwMrFDLDAMovjPk6t6NBh8SnJF4tFlZZ8Pp/X3t+0jmNr\nWm8Dj0izuDr3fPl4vctDyoKFzjELrKIobLVaVdnirm3B8u6BmBCZO5mDwaBKtjAc/j23EsC9A/EX\nNZTete9UC1aq8Hf2BX4WIaS8uMJ9wPfZeDw+um/wf3jX1cgdMHL7RD3B23263tHAkLe4Q2DxBM14\nBvxgAq6tmdXEVd/EqRCMr594HwQXBu7M8qnfJbC6QQJL9IZ7EVi+M5Zy9/ExV9yxYuF1ClFHBcJq\nsVjYcrm0xWJhZvkKNWX9+GpMgw+45cr/3HOOhBV3ZCMLlo/BggULAgudOZ7hHr/RdYr2yIIFUcWd\nzMFgELqTmllNDJ0rrvw9isIJGyLrVR87rOxW5gc+fOIRFsbIKhhlxGQXQXzOi1T8BosqLOECh/f2\nhZTAYos7nkvc/2wBB5F7rJkdPRdC9BUM0mCd2zqO5zXLt/m5faI9EliiN9yLwDJrl6GN3eGiyvBU\nF0GzejxDNKHuy8tLLdtim0rWLM4IGHXac8dlZlXsSTSy9pXZ41Mii4UWjjUSWIjBGo1GYYwHOm6c\n1axLUq5S3NH0opHPBy5mXhAy0X/X5j6NrK/P4CboLdBR2nw8b/jPNptNLXU7WxbNmjssqRi7aKCg\nD6QGF/i+n8/ntYQXUbp8s7prIJOy6ArRNyCwuJ3jtsX3Kdq02eJ8JLBEb7gXgeUtAalsbZvN5shy\nlYuvaUPORXC5XFYiC++NPh+dT7T066nv8BW6Fznr9boWl3UukZtgLkFBSmBFlhwfa3MpgRVZsFhg\nReLKWz3YSsLL6P87RVQ9m7jy1hDfSednDf8ZWz1Ros+n1tl9FfdZylLTF7xrLFtuMTjEAitlwUXs\nG8i5zfbp+gkBYK1NeTPIkntdJLBEb+DseLfEx1LAKuIFl5nVrDc8wnSuuPKjVT5hAjrs0Webzim3\nTH2X/16M8HN2PN9pOqUDlBKJqU4siwMWJujUmh3Hz/kObdeNlLe2Renax+Nx1XAiBbifLygSsjhn\n4AXXKcV/R2q7TzQNJrArqRdWqWejqXgxDJEAodB1kpV7ILr3fd3F9SfXG3g/RCnElH9O1bkUz0Cu\nbRbXpdtgAiFEb1BnRAghhBDidCSwhBAhGgETQgghhDgdCSwhhBBCCCGE6AgJLCFEiFwEhRBCCCFO\nZ5BzAxoMBvIREjflcDi06uXrXhW3ps29qvtU3BrVqeJR0L0qHoXoXs0KLCGEEEIIIYQQ7ZGLoBBC\nCCGEEEJ0hASWEEIIIYQQQnSEBJYQQgghhBBCdIQElhBCCCGEEEJ0hASWEEIIIYQQQnSEBJYQQggh\nhBBCdIQElhBCCCGEEEJ0hASWEEIIIYQQQnTEOPeiZscWt0YzuYtHoc29qvtU3BrVqeJR0L0qHoXo\nXs0KrD4zGAxsOp3WymQysdlsZpPJpNo3m81q69jmJT7z48cP+/Hjh/38+TO5/Pnz561PXQghhBBC\nPCGLxcLm83lt6ffN53PbbDa2Xq+TBa/vdjvb7Xa23+/DdWw/G3IRFEIIIYQQQoiOkMASQgghhBBC\niI54WhfBthwOcu0VQgghhBD9YDgc2mAwsNFoVJXxeGzj8bgKkzH7uw+c6wcfDgcbDoc2HA5tt9sd\nvebLMyGB5Wi6AZ7tBhFCCCGEEP0AgojFFOKvXl5ebLlc2nK5zMZfcdlut1XZbDa17cHg79wPXmCl\n1vuEBNb/0dc/WAghhBBCiMFgUFmuIK5ms5nN53NbLpf28vJSlbYCCwkvNpuNjcfjan04/DsK6XA4\n2H6/r/rZh8PBBoPBUb+7b/1wCSwhhBBCCCGegOFwWLkEIns2LFjL5dJeX1/t9fU1FFJlWWb3j0aj\nyv3Q7Je42u12lRWLxVVKbPUBCSwhhBBCCCGeAFiwxuNxzYIFF8HX11d7f38PRdV0Oj3aX5ZlFb+V\nEldI1R7FYmG7b0JLAksIIYQQQognwFuwEIMFF8HX11d7e3urxBNEFdYhrLA+Ho8ryxVgcbXdbmvu\ngnjN0ydxZSaB1eoPjd7TtxtBCCGEEEL0m8FgUEtyEbkIQmDNZrOaoOIlBJe3XJn93UeGuGLxBWE1\nHA5rIquPfeqnF1hm/fxjhRBCCCGEABBXTS6C3oLFy8lkYuv1ulrmLFfb7Tb5HnYl7Jt7oJkElhBC\nCCGEEE8Bx2D5NO3eghWJKy+0II68uEJWQViwMGcWxBWv91FkSWBlaJtCsk83hBBCCCGE6CcpC1YU\ngwUXQYgsFlxYN/sVW8Xiar1eV8kvRqNRzXLF4gqlb31pCSwhhBBCCCFawvFG0XZbrjkXFI6R3QRZ\naEFszWYzWywWleWJ34v3c4ncAllkTSYTG4/HNhgMqmyCu92uds4QWX1CAitDVw+QEEIIIYR4XNja\nkiqnAKtPrnR13NF6bh/2s6hCUgpOkgGBhVTsnJKdxRYKXud1CC8zC7ML3jup/0kCqwMkvIQQQggh\n+guEBZbRetv+IKw+qSWExldFVu54mo6XLV08STDHcEF4sWBC2Ww2NavWZrOp1ofDoW2321qiC3z/\noyGBleER/1AhhBBCCHEdWFyw6xwveb6nFHgNlh4UbAN2ozv3eKPjbysEWWD5bQin6XRaO3YWWBBd\nEFaj0agSWixKcU32+32VDKMPPL3AkrgSQgghhBApIEqimCR2o8sJBN4fudWxq9xXs+p1EeLCgorP\n3YtCFlQ+BouXo9GoyjrIiS34u/rUJ396gdWGU3xWhRBCCCFEv/ACyyd7gNACuQQWh8OhsvDAVW63\n29XSnXd53Od+DlYmuC9yUgufmt1brngJt0DvSslizU9W/OhIYAkhhBBCCJGBXQR5HikIrMlkUgms\npuyAEBQch4T3cfryc48ztX5Kkg7exxMF+/NJxVmxBWuz2Rz9BlvxvMtgH5DAEkIIIYQQIoF3EWTL\n1WQyqSbgbSOwYPnxMUgch9SF0GjKHtjmM158RduRe2AksPz5s+ULFi4JrB7Spz9VCCGEEEJ0RzR/\nFIur6XRq4/GvbrUXVbzuM+b5WKQuxcapQsvPl8Ul2pdKyd4ksCCs4F4pgfXk9OnPF0IIIYQQzbAV\nKzVJbySwIqHFadgvKa788fN5NP2GP1cuvJ8zBXqBxcWfJ97DGRj71MeWwHJocuHHhSs20Y7cBINm\n+RE4pu37hBBCiEcjir9iYTWbzWw+n9tkMjGzY3Hllz5jHrvMIS7r3Mx/uSX/ni8+M6DPiMgCE1Yn\nb8Vjax6uC0oqEcZ2u7XJZGKbzaZKotEH1CMVveHt7e3Wh3BzTvGz9qNZvB75hTett9kWQgghHhFY\nbSaTSSUalsulLRaLqkyn0yPhYnYsaHa7Xc0tjgXWeDyukkKcC6d55yUfi7ckbTYbW6/Xtl6vrSzL\n6liQYp1FFS+LorD1el1NLIxsiGZWE2QQY9PptDYHGF+nr6SmvxU/fvwI90tgid7w7du3Wx/C3RJZ\nZjldamqbJw/0kyHm1qN9j1ZpCiGEEGZ1oQCRAFH18vJiy+XSXl5ebDabhYOLvkC0+HTlcLfj17om\nSjABcVWWpZVlaUVRHKWfj9bH47GVZVkJrO12W2vz2c0Q1w7WKy+u4CbYl76CBJboDbJg/U2bedua\nglZZYKEyjOa38Ou+gL5UmEIIIZ4PL7DgEghh9fLyYm9vb0cCK/L4QFIIWGs44QPHJJ0jsHzyjNR7\nfCyUF1lFUVRiKCewRqPRkcCKLFgssCJxxf2QvvQXJLBEb3h/f7/1IdycphhCntOCA0tT66kZ2VP7\nuHDj0eWkiUIIIcS1gaBAjBELrLe3N3t/f7f5fF4TMCyqeBtZ9bCPBc4lM+p5N8XIRRBWLLgxcmFh\nhcIugmydMrMqbg3WsMijhfseo9FIAkuIe0MC6xe5iQbN7KiCjDIDjUajqtJExevXeR9PJmhWHyVT\nshghhBCPSsqCBRfB19dXe39/t8ViceQqH7nQbzabmpveer2ukkSMx+OLZtSLElr4+Cu4CHpxxRat\nyILF1im+bvi8F1hsucL39QUJLNEb5CIYZwyK1n2QahS4CoGFCjdaTiYTK8syHHFjP28JLCGEEI8K\nCwXEYM1mM1ssFrZcLu3t7c3e3t7s5eUlG7uM5Xq9rlmuZrOZlWV50TmhOOFFk4tgWZa15BacOTAS\nWGVZHlmwfAzWZDI5ykrI4gpWLlmwhLgzkOSCR0aw7dOOR9u519p8zzV+I/c9kZBKCS6ehT5XiqKo\nRrOiJcSVbxBYXPVtbgshhBDPh7dgQVy9vr7a6+urffv2rRJYKGwl8hYrLCFqYMG6xqS7HPfF4spb\nsFLzYHFhb5ZUDBaEU2TZ8uneJbCEuDNkwWqeAwNLuCFES6xDYK1WKyuKoraO90UTBPr0rxJYQggh\nHpmciyBE1tvbm72+viaTPnGBxQcDlavVqmp70a52hR+ATU34y8fjXQRzQsvHYadcBFNugZxdcLvd\nSmAJcW8oBisWVNE+CCQuGD1jkbVarWy1Wtnn56etVqsquBcCrElc8UjcI85vIYQQQkQugkhyAXH1\n/v5ub29vYYZdv46JdSFmZrPZ1WOw+HhyLoKRwOLtaAJhTnKB9/ptxHR58dmXfoIElugN8/n81odw\nF+QmEMY6hJIvPAs774sEVdOkhZf0JRdCCCGuibe4IA6Lk128vLzUpjNJrZtZOKgZeYWcS5SyPdVe\n+zmw2EMlElWccbgpoQe7Bpr96o/gO3i7S8vdrZHAEr0hNZv2s8GTBfttFDbjI40qsv35BoRN/1FK\nduxjIcZiTAJLCCFEX4F44KUXHCyy2CUvsuD4NOZdHSNPaozjgbBarVY118T9fn8kpFLTuURZExHj\nFb0WiTDe7gsSWKI3SGDFYsoLLVSI2Dcej2tmefYzj9wIUwILWQW9GwEfgxBCCPHIeEHlX/NWInad\n8+KKLVts7fFWn1OPL5c4C8fFlit2S4Q4YhHFxe/PzfeVEli50hcksERv+Pnz560P4eakBBYXjFB5\nf3KfUjUlpqbTqW02m5rowjasVxJXQggh+k4ktnIWLD9vpLdgRRPxdnGM3A57C5ZPqsEZgNkLxQst\n7MP5ppa59Wi7L0hgid4gC9axwGKR4/fBFXA2m2UtWBBQWG632yPxBesVCyyJLCGEEH3Bi6jo9ZwF\nK3IPbLJifeVYfeZAngMLx8HtNL+2Xq+PhBSLLN7H59t2PbfsCxJYojdIYNmRoOJtrhTZcoXZ19mC\nNR6PayIK65FVC/s5SNe7EEhgCSGE6CNeCJ0bg+WtOl0cVySyvAXLx2Yhu6EXUql+RSSkUsW/J9ru\nCxJYojdIYFk42hRZrjCPx2w2O5oYkC1YKUHli58/K5p8WAghhOgLkUWryYIFYcUT83qR1YUFi4/L\niyzEWG02m2ofW7XQnrcJOfDZhP2xNwmu1Of6gASW6A2KwapP4BcJLY6vQmpZWLCiLIIsnnKJLnii\nYm/BkougEEKIPhBZq3idxVXKgpVLchGlNe/qmL2lCq+x5YoHSXMZiXnbiyn+zZTYanqtD0hgid4g\nC1ZdYEWBqRBQs9nMlsulrdfro5nX2UXQuzWgIUBMVuQi2PVcHkIIIcS9EomuJgvWNZNc+OOEtcqL\nK5+OndtuFlV+mbLkpfa1eU8fkMASvUECy8KUql5kjcdjWy6XVhRF5abgY7DgRsgWLC+ouNFIuQiy\n9UwIIYToI1Gs0VctWJcSG5xQIpUMywsppqk9TyUAOXffoyKBJXrDx8fHrQ/hpkSZfqIyHo9ttVpV\ns7ajskcjwO4E/rsgnHhC4dQs9HIRFEII8ej49qspiUNT7BWXlBXrkkKjb65494oElugNz15hsItf\nlI2HK1U/g/vn56f9/PnT5vO5zefzKpaqLEsrisKKoqite8tXVGH30eQvhBCi/6QGBdmtzgsnTNiL\ndnK1WlVLLkVR2OfnZ7VeluWR2Lq0yBKXRwJL9AZVRlYTVphhHfshvMysSsOKiv7j48Pm83kVSwX3\nPj/iBosXlpFLQyrQVQghhLhnvLDysUZRbFVKYEXiCsKKxZYEVj+RwBK9QZVRPYjV7FejAHGFxgIN\nAhqAj48Pm81mlasf3o/gV3Zz8H7jz5BuVQghRL+Jkjr4dXYBRDvIA5Cj0ehIXLGowvrn52e1zu76\nElj9QQJL9AZVRlYLWsU6RBb2m/1yEUQjMJ1ObTqdVjFW+C5uTHjUjvdJVAkhhOgLqex5UZyVj63y\nrvXeesUCCxYsdruXwOoPEliiN6gy+gWLKy5oIODmV5alfX5+Vgkr8D40Hql5KlL7cvNcCCGEEPdI\nlDUv2udjsLyL4GAwCGOwIK64QIilXATFYyOBJXqDOvJ/A2tVaoJACCxYsDgDIN6PxiOVtjUl3PD7\nvBRCCCEeiVSa8qYkFyywUjFYLLDwOS+wNDj5+Ehgid6gyuiXuGKRZVZvLPb7fU1gIebKzGpuD3B3\n8JMP+n2j0UjiSgghxEMTtZfeRTBKw84xWGYWCiwWVh8fH/b5+Vm1s+xiKBfB/iCBJXqDKqO/YZFl\nFjcaaBQglPA5FlhlWdYmD8acV7zE98k9UAghRF9IJblosmCZWeX6l7NefX5+1hJH8eTDElj9QAJL\n9Ab5LP9qCHzF7BsLCChMBIxGg5NfzOdzm81mVQIMLqj8B4NBZcFKJbtQIyGEEOJe8e1jZMEy+zVo\nmIvBOhwO4RxYbL36+Piw1WpViSm/lMDqBxJYQvSIVIXs96NR8NYrbiwgsiC05vN55RuOjIReXKV+\nUw2FEEKIRyElurybILeZ6/XaDodDlUCKXQWjjII+Qy8vNWD8+AxvfQBCiPtD4kgIIcQz4xNcmB1n\nzuXpTHx8VjS9iRdRKCk3e/G4yIIlhKhQ3JQQQohnIxJTuf0QV96iNRwOj8RUbh7JnNASj40sWEKI\nVpW5rFpCCCGeDXYPbLJgtbFaeXGVi2EWj4ssWEIIMzsWTarohRBCPAspa5UnJbDYgpUreK+3gsk9\nsF9IYAkhhBBCCNGAF1dYz1mu/GucJTBnwZLIemwksIR4Ys6xUqnSF0II0Ud8avaIKP4KAmowGBwJ\nqchFEBasXBGPjQSWEOKIXMp1IYQQos/kkltgmcoi6K1VKeuWt1ZJWPULCSwhRBZV+EIIIZ4NWLNy\nEw77LIKwYKVStvM+fFduKR4XCSwhRIX8v4UQQohj2mYRzIkqP5GwvEX6iwSWECKJKnshhBDiFymR\nBQtWJLiiVO6i30hgCSGStE1bK9ozGo3C/dE8YxK44hya4keEEOdz6qTE4jmRwBJCiCsyHterXR/k\n7Nf5PUJE+I6dBJYQl4WfsZywapOVUPQTCSwhREXbRkOcT2TBilxO+DUhUuA51bMrxO2RoBJAAksI\nUUONw2WJLFg+I9VwOKwJLYksEeHFVSS2hBCXR8JKeCSwhBDiikQCa7/fV8HRfp/ElcgRiSsJLSEu\nT05USXAJCSwhRBY1Et3iXQQPh8PRXCsQV1wktATjXQIlsIS4PSlhpWfx+ZDAEkKIK+ItWBBTgBNd\nqFEWOXxnLjUxqhDicuhZExESWEKII9pmJROn4y1Yw+HQdrtdte0zCeraiya8sJLAEuIynOoSqOfw\neZHAEkKIKxJZsBgWVmqcRVsksIS4LKc8U8rqKSSwhHhizumIqbH4GjkXwcPhYKPRqJbkQjFYIkUk\npiSyhLg8qThHxUAKIIElhBBX5Nu3b7Xt3W5nm83GNpuNbbfbah3F7Hji4b5wD+fUdSfoWufkk1oM\nh8OjpRBCiNsggSWEEFfk+/fvte3dbmdlWdp6vbb1em1lWdpoNKpZtXa73V2IkXNpe+yXPse2MRKn\niC5/zJG1sevzyokrFFmwhBDidkhgCSHEFfEWrO12a2VZWlEUVhRF1UE2+yWu4DZ476SO0Xf0o/ch\n7qzL82wjns6NlcCxshDG0u+LskR+Fe8KyOKKRZYQQojrI4ElhBBXxFuwttutfX5+2ng8ttFoVHWM\nEYcFt8FH6CynjrFJVLC46kpk5cRVJKrOEVrRsTZZsLz4+go5gcVWUCGEENdFAksIIa6IF1ibzaYm\nrsx+Wa622231Gqdyv3ci0cGvpUTIpcRVTlCllk3f6Y8Zy2hfJKq+eq7eTZBFFgt1IYQQ10cCSwgh\nroh3EVyv17WYGW+5Go/HNbfBe6aNS5wXFikBci45S1SU4Su1r83veEHl8a9dwgWShZUXWRJYQghx\nGySwhBDiingLFgssM6ssV+v12iaTSWXBeoTOciSs2sQfdRmXlFtPiapoPfW9fn9ThsecyPqK4PIx\nWF5cPco9I4QQfUQCSwghrogXWEVRVJ10TtlelmWVUfBRLFhmeWHVVlBcMtEFCxK/3caCdU7Ciq4t\nWV48ppJcPMo9I4QQfUMCSwghrkhKYLFb4Hq9tqIoahasR+gss7sfts3qiR3YDdJ/FnQZn+SXTQIr\nF7/l90MY++LPLZfA49xz9ZYrLHGvPMo9I4QQfUQCSwghroiPwZpOp7bdbitxhZTt0+m0EliPkrDA\nx1JF2ykLV5dxWKccb6pE722DF5m8r+tsiZF7oFwEhRDi9khgCSHEFZnNZrXtw+Fgi8WiNtkwBNd+\nv68644vF4kZH3A6eBwrL1Pputzsq+/2+tn2K+IgsN7zkrHpNxez0JBc5SxaWOD8+T7/vVFIxWHIR\nFEKI2yKBJYQQV2Q6nda29/u9zedzWywWtl6vbbPZVJ1uM6s6zqvV6haHexJNggNls9nUrHa8bmZH\nLnZNDIdDG4/HlcVvMplUhbf/f3tvupw6k2V/bwYBxvaZuqoiqq6jb7Rv8l8RXR1d/ZxjAwIB74fn\nXTpLm50pgTGDWL+IDA1gjEBk5so9tbkGnmLxia7Pn+frRIyd34cY64q/jiiLoASWEEJcBwksIYS4\nIF5g7fd7m81m9USbrTeYMI/HY1utVtd4u0cBkcDWm8iSAyEJix2aWdPC1ZXRaGTj8dgmk4lNp9Nk\n+0iCi1Qadmxz+5y0hBsE0G63O8plMBJXkYugBJYQQlwHCSwhhLggXmCZmc1ms1pcsfUGk+WiKKws\ny0u+zZOAgPKCio+3220tMFarVSNWCI8fa0kaDodWFIVNp1N7enpKNgiOlMjCMciJKt5v25Zlacvl\nstFYXFVVddT1+vctF0EhhLgtJLCEEOKCeIE1GAwaboGIuRoMBg3LDCw8t4oXVFGDZWq5XFpRFA0R\nAMtVVVVHCwNY+SaTic1mM3t+fj5oLy8vobCK9vF++No+sr9arez9/d3e39/rpCV4DDXPTnFPbEty\nIYElhBDXQQJLCCEuCAQWZ5ObzWYHboGj0cgmk0ktGm5dYJnZQeIGn8QB1prJZGLj8bgWB3h8s9mc\nlP0OAgsWrOfnZ3t9fbUvX740tilrlT/nLVC8Hz3GROff399tOp3WohLXXFVVXevs2Gvm9+vjrxSD\nJYQQ10UCSwghLoi3YA2Hw6RbIATW09NTnQDilmnLDAgLFQsKtlyt1+uTBRa7CEJgff361b59+1Zv\nI2GFbUpgtbn/deHp6cmKorDRaGRmf7oFIgaNzx9Lm3vgqa8rhBDiY0hgCSHEBfFp2jEJ5oQWEFcQ\nDGVZnhSnc0k4OQXiySJxtdlsaosL/gZi49SiyuxKCYH15csX+/btm33//t1+/PhhP378SFqvgI+/\naktiweRqZz09PdXCEZYrLiZ9qgUranAPRBNCCHF5JLCEEOKCeAsWJsGRuOIMe6fUSbokiCdigcVb\n7CPeiNOXr9drK8vyZLGRs2D9+PHD/uM//sP++te/toqqSGBFade9wIpeg8/hO+eMgsvl8sBtsCv+\n/6UyCcpFUAghroMElhBCXBAvsLbb7YG4iuok3ZvASjXEksFyxYLjVAtWKgbr27dv9uPHD/vLX/5i\nf/vb38JaV5E4ahNXaF1dDouiqK11yJ64WCxsNpud7CKYcw/kIstCCCEujwSWEEJckH/961+NY8Tj\n5ETJPQgsM2u818h6BYH19vZmi8XClsulrVYrK8uyISSPLTQMIhHEKeJzz4vEFNfySgksn2Ai2ufP\ngBOAHFtcOHr/iHNDbBuyMMIdUQghxOWRwBJCiAvyz3/+s3GMmJw2YXLrk+W2GCyc22w29uvXL/v1\n65e9v7/bYrGw1Wpl6/X6oNDysf+fU8VHlrRc+nh/LiW0eJ9TorPVyDfU/UKBZf9+Tr1en/5+s9k0\nLHJyERRCiOsggSWEEBfk//2//9c49pn2UuLklEn4JWGBlcogiGt5e3urGwQWrFinWLC8uOL/za6W\nfC4XL8ZWr2iLfSTX4FYUxcE5XB8EFr+XUwUWXyesZN7FUQJLCCGugwSWEEJckMiC5cVIdHzrFiyz\nwzpYUV2sqqpssVjU1qtIYH3UguXFKkQWi63oGI0tS7l9jpsriqJu/hjiyluwcK3HXm9krfMFkjlG\nTAghxGWRwBJCiAviLViw/KRc1j5i5bgk3oKUc8dD7NVyuawbi4/PsmAhoQZnZ0QGQ5+x0bsLRteC\nzIXI+pjaQkBCRHoL1infL66ZxZU/LwuWEEJcBwksIYS4IN6ClbKSRDFBt04Xqw9StSObHoTHuS1Y\nPg6L08Hz/16tVo39sizDmKzo3GQysdlsZtPp1GazWWOfE3awhe4cMVh8rYPBoGEJw2ueku5eCCHE\neZDAEkKICxJZsKKMd1FShVsnlxyCJ/8QGhyTxJadc1mwOMEF/h/7RPe9AAAgAElEQVQEFVvPfItc\nG6N9pIX3jcXVfr9viEhO5vER6yRnRtzv9zYajRoC89jaWkIIIc6HBJYQQlwQb8EyS6cNj9KI3zJt\ndaPQUpkSz5VF0CfVYEGHmlscA4aGcz4WLrWdzWY2n89tPp+HqeZxHd6ClXreKdfKxz5tvBBCiOsg\ngSWEEBfEW7CAFyf+3L2Qeu+87RKrdez/bLNgVVVVuwEul8taUCGbIfbf398PLEypBCRPT0/28vLS\nsExxFkKzP1Ol+xgsFlenWijxfMRgwV3QFz0WQghxeSSwhBDigkQWrD7RRSjwc1L7p/zflAXLx2BB\nYEFc/fz5s7FFJsEozTy3+XzeyA7o3RtRF8unaGdr3UdcBKO/k7ASQojr8/ACq22l2A9i97iiLIS4\nHaqquvZb6B1sseJYq8ViUadMH4/HDSsVuwgi9gpWJhY/0TaXSj9KTuItVZ/p9qmxSQghrs/DCyyz\ntKjyrjqpgUsDmhBCXA+kJUca9uVyWQur0WhUxyXBLRBCC+JqtVqFligvlNDXwxUvasDve8tSdO7W\nSL0/jXlCCJHnoQVWF2tV6lzqNYQQQlwWWJPYegWrFZI97Pf72jWQG1uuuA5XlNER5MTVI8RB+bpb\nQgghmjy0wGLaRNS9ZPESQohHY7fb1e6BZVk2LFcclwXrFhc65jpYSFSRcufLiSyc6xNdLFiDwUBj\noxBCOCSwLJ29K5XNS4JLCCFuB3YRhAULboHRY77IMVwEYcFqy+TorVVtFq17JXrvSAePfTxP46EQ\nQvxGAiugTWQJIYS4HdhFsCzL2i2QLVuIsfINlisvsNrgmlNd4rD43L2ILv8+vbhiYSWRJYQQv3l4\ngZWr1dLmIiKEEOL6cBbB9Xpd14Xic6vVqt7HFoKKU6hvNhszO7RSRedywqpNaN0jkbiSsBJCiEMe\nXmAxOVdB/zwNKEIIcRuwGyAfQzyNx2ObTCaN+lO+CDGf65LEoksmQeaeLFcg5yKoMVAIIdJIYFk6\nwUWXjIJCCCGuC1wBsQ+xNR6PbTQa2Wg0svF43Kmm1W63a7j/DYfD2uUwslL1Nf7KLO0i6N0CJbiE\nEKKJBNb/Ty5zYE5YaVARQojrstvtzKxpufICiTMK+vTr/hyeC2FlZo1zXaxWfRFZDAsqM8VhCSFE\niocWWBgYh8NhvcrJq51FUdS1VHglFOl/MdD61xRCCHFZIJB4fzgc1hYp9M25FOxoEAq5tOws3NAw\nNvAYEbUuLoW3wMvLS+MYn6svwOyPhRDi0XlIgeUHSRZVEFaTyeSgQWz5wTNaqbzlQVMIIfpKzsOg\na8IitshgG7kN5sSVX7SLRNeti6wvX740jvf7fR2vhsbHPsW9EEI8Kg8hsFLuGzwwstWKRdV0Oq3F\nlbdm8QAphBDitsgJLH+cEgVtlisWT5GoahNXt8y3b98ax4htQ+p7brD6yYolhBAPILBSLnwY3Hhg\nZAtWURQ2nU5tOp02hBW7CnZxE7z1AVQIIe6dtgm9jxtKZYltcwvs4h7ohVZqzLgHN0Fvwdput43a\nYbzQiPi3W70WIYS4JL0WWCmhg30eDL24YgsWiytZsIQQ4naJrFYsrvw2VUg+yhjIAimKtYpieb2F\nK2XFusVx5OvXr43jqqqsLEsrisJWq9WBuEKKeyGEeHR6LbBAJK78gJmLwcIgmbJg+f8R/V8hhBCf\nSySm+DG/n9oyXa1XXdo9iSuzQ4G12WxsuVzW12LWzNw4Go1u9lqEEOKS9FZg5RJPROIKjS1YcBHM\nDZayYAkhxPXpWo/pmJIbXgRFIqvNipXKPnvr7oFmscAaj8cNyxVqkG02m0ZaeyGEeGR6K7A8XnD5\nLILs/udFVm4g9VkEb3mwFEKIPpMSWbnzuWOQs155UZUSWm0ugreIF1jr9bphIYTlarPZ2Hq9DmOS\nhRDiEXkIgZUSV5GLYBSD5dPzel98DShCCHEbpIrepsRTzuLlx4o2odXFguVf65bHEC+wyrI0Mzuw\nXJVlebDgKIQQj0yvBVbOPdDMDgZEH4OFFO2pTFLclJZWCCFuh3P2yZHQiupfdYnBQpzSLQsr4AXW\narWqxRUyCq7X60aNyFu/JiGEuAS9FFhR9qdc/BVbrWazmT09PdnT05PN53Obz+cHr982cPuB8x4G\nUiGEuGe6LoTlamBhP0pA4Z+Pek9t2+h/3As+pipVM3I2m9Vii2Oxctka7+lz+Ey6FLzOJWgRQtwm\nrQLr3MLgUp1CaoDFY94tcDqd1uJqPp/b8/Ozvb6+2vPzc+eBVAghxOWJrElR7Cz6a1hg2BqD87vd\n7sD9m0USaj0NBgOrqqpuiEeKttzwP9oKHN8CVVU1jvGZDQZ/1pCEuNpsNvVjw+HQyrIMhWZ07lGJ\nrj2qyZZru93ukm9ZCHEEFxNY7Bfvz10K7+YRWa9ms1ktsF5eXuzl5SUcIPn4kQcJIYS4NpjwcykN\nX7dwPB4f9OVoXgh5cYXtbrezwWBg2+3WzKzxd5GYSokrFln8P26NNoGFxUl8Hji/Xq8Prjc6vtXr\n/my6ZLJkMcr3C/bNrjufEkLkuYjA4tokOObX/qyOoc1dBIMup2SHBQvi6vX1tbFKiaBeLqiIVU0h\nhBCXx3skTCaTevGMF9G4/8a2qiobDoe1mIAVxossiCsGwootVinrlZ8o37sFi70/vFULAqtNyD6q\nBaaL658XpdjHPYj9S82nhBDH8ekCKyr86JNCfEbHEGUMzGUOjFwEIbCQgjZKRRsNukIIIS5HtGDm\nt9PptO7DuT/fbDaNGC306X5R0Ltk7ff7pAUrZ826J5EVCSwza3iARBYtFq+59sgCKxWThq2/b9hy\nyn8fzadu9X4S4pG4qIsgC6moEzhXx+CDk1MZoPyKJye4YIFVlqUVRWFlWTbEFSxXGIQktIQQ4vLw\nhB+CCi7fs9ms9k5Yr9dWlmXdsNhm9rs/H41GZnaYnIgFFsdupSxY/ti7B/rY3VucFHuBhffM1ir+\n7KfTacPTAy11/IieH6nEH34f908qHpAtWBJZQtweR2cRPEZEeNdAPvfZIotfr82C5V0En5+f6yQX\nr6+vVhSFrVarpLjyGQOFEEJcDvTr3iNhPp83ssJisQxxWejTvWDCawI/+Y2SXBwTg3UP1iuzQ4HF\n14+U7BBXLBy5+LC3FuLceDw+eP1HwN9L0TGso3BdjZKt8AJyF08hIcRlOdmCdYrQym39a3+0Y2iL\nvzrGguXre/BAzCugQgghLk+0YMalNrBotlqtDgrisrhCivEobjgar1KiKie4UrFYt0hKAEFYwdrn\nQY2ssiwPtkg8UpblwwqsnLBCw9wislzxY6l5lBDiunzIRfCjIotf57M7B7ZcRTWwOAaLxdXr62st\nrrzpfrPZqLCiEEJcGbaksIsgJyx6eXmxoigOBBYvmGExjV0BQSSGWEy1WbIi98BbFldmhwIrGkej\ndPjb7bbhirlarWrrIYvczWZzpSu7HilBFQmsSFzhfvXzDoktIW6LD8dgtT2ei71K7UfHx9JmwfJB\n0Twoe5HFPvq73a72Iy/LUgJLCCGuDPfnWDDzCYu+fPli4/H4wHIFUbRer+uJPx7HNtXa3AJTmQR5\nwsz/69bwAovjgTgVPtwu0Xa7na1Wq7phIXM8HjesLykLWJ+J7qPIbTSVZGW73YZxWRESW0Jcj1aB\nNZvNOr1QFGvlt7n9tg7nGHxMVCoGizsp33KvHSXM4NfzW590QwghxPmI3L696/d8Pjez5mQ0FZcb\nWZmiSTAEHGK9OKkGFu58PS629Pgx4tZYLpeNYyS2gACAGPUxcGaxxQ/gmsfj31MQby2M9vuCv6bo\netkC6OMF4UkDd9aUC2sfP7tbI/qM9bkLsw4C6+Xl5eQXj0SW3/KqTFSQEPun3LAsbFIiiv8/fPAR\niMsdHAJ0kVqWsymxewQPnimRpR+fEEKcDx9bGwmt6XTaGEt85kH2XugisHa7XSO+C5Yy3kJ4mf05\nYeb6XCy2blVgvb+/N45Ho5FVVdX4LPmzj87x9wFxZvbnd4Y077lm1q8Ja7TgG81PVquVLZdLWy6X\ntUD3GS95fpT67PB88XG6fKaRIUE8JlcRWLyfSnXL2Zw+YsVqs17h9b2rCPzGl8tlLbD4PfIgwYOI\n90uPRF2bWV8IIUR3fP/OrmsQUJPJpH5ulHFwtVrZ8/OzlWVZ9/E5cbXf7+s4r7aG58KyFWUyvEWR\n9fb21jgej8eNBVCz5ueZElgQUgCPVVXV+DxT2z6NlX4xlucOvF0sFvX9wom2eL6CGDZ/b4I+fW63\nTuo+7dv9++hE/XTq+z2rwGozlaYElq+NgeBXNnufQlsMFt5HzoKF4Fyc94OLmR1YrtpEFouz1Ocm\nhBCiO+zmx/FBHGPLsT94bDab1Yto6Pf95D61j1gvzkDL+zjebrd1KRB2G7x1C5YXWEjH7q2ALLwA\nCyyeZPJ59gjJtT6NkewymmvT6bS2dPJcAYvPiBnEeXxWsCSayWPmM5BL4GNySh/9YYHVZiZtO97t\ndvXAtl6vQ8vSOQafXJxVyoLFAotdBHl1kwN+vRUr9f98p6dOUAghTqeLi+BkMqkfw7moCC4W97oI\nLK6hCAsVtry/3W5tsVg0XARZYN1qqQ/vIsiWKG+hgljixzkjo/8b1MHiUIBoyx4jfQD3Hm+jc7hf\noyRbqCMGgcWfMc+Z/KKu+HxkseoXH9EfrQLr9fX14FxX8RThH0M611Tq3FMHnkhQRZYlb8HiAomr\n1comk0mjWCKvuOH/tLkIerEFYSaRJYQQH6eLiyDihiAGcln/Um5qfp/FG/4H3A75fFVVvXARTLlZ\nbjYbm0wmB9at/X5fZ2704qpL1kV8nywg7h0W5WzV9OeKogjnKZiP4B4yiyeBffrMbpVjxJTmd/dH\n9Lv6VBfBnJjqas1ittttti7JKe4T3lqUcxHE+/PV59mCxS6MqRisqBZIZMny71M/OiGE+DgpF0EW\nWF44pfbbBBa2nKIcYo4tVNhfr9cH4uoeXAS9BQsu/N5CCCtdFINl1lyIZNc/H3M9Go0Ozg0Gg16J\nBU6qAnfSaJ/d/3jxl1Pfw/3Sw9+BuAxebMmS1T+O/T2d5CLYFlfF+21vCJ2qz46Doo8fGXzaEl10\nsWBhtZPFlQ+8TQWqdhF2PiZLP0ghhDiOnIsgW5e6khNVvA8rDv5farter1stWLeIt2Ahjo1j2Nh1\n3rsIshcHJ2Lgz5EXL9GQAAPf63a7vcblfwq+EDY3lBOYz+f1Z8aLv2VZ2nK5rO8h74LpQxcksoQ4\nDW+oST2W40MCKxJUOYEQvSl0oix0WOQcO/iwqMLWi6soyUXKglUURejK0NVFsIv7h4SVEEKcThcX\nwclkErpuR9ucJYu3bd4LOLdarRpug/eSpt0LLCx8suVqNps1EkCxwGq7rt1uZ+Px+CDJlRcHt/r5\nnEJUCJtT+6OZWSOhBTxqkF3QC6xIvIrLkLNcaW7XL47pi05OcuEFVZvASilATjPqV2o+OvikLEj+\nNWE1iyxYXHQyymrEAisaZFMWrCgOSwghxPGwuMplEeRiv7nmJ6qprRcBqf5+uVzeZQyWdxHcbrcN\n0fr09NQoYRIJrFyDwIKVLxo3MVb2BW/Benl5sZeXF3t9fbXX19d638wa8yGIq9ls1shE6QUW35e3\nel/dO8e6/2med1+krFdndxH0tAkrvvH8j9sPRGZ2sIqXy753yntNuSVEcVfs18w1J7ilXte7DeJa\n/GqfjwNIvYZ+kEIIcTyRK3jkWcCCioUX13PitNc82Y8yteXEVmRR47gbuIVB3OWKx15ybMACKBgO\nh42svxyrPJ1Oa/c1PDflPcIu+hh/uUSKz+rYJxfBnDulj23jeD4ft4c5Ct+fElaXIVq0j/qW6Lvk\nhDviOpziFZcj1T+1Ciy/gmVmodjgfe8DHIkn7EPgcPagjwiN6L2g8+EPgc3uHOuFTh/ia71eh//H\nf+j7/d7W63WdAGMwGNTpa6fTqc3n8/oHxdeZ2wohhDiO1AIY96s4j0x1iPvB5JX/JteijLFRw5gA\nixpE1cvLS51Iabfb2XK5DF3SfbvWAhw+M4yNyLSLhUnEUpdlmfUe4bHWp8qP9vs0HkZCajKZHJSD\n4bhvrr/J3320aC1hdR78b8wbDlILNVFsov/Noi8Q16HtN5L67lPHq9UqfJ3Wb3ixWIQvnFpVY4GV\nGmy4obNOdSSniqyUuRwMBoOkKyIGYjzeNkjg7zAQRAKLz3OGJL72qqrq9+cDV4UQQsREfWRKaJlZ\nPcZEli5YqKLG4xMElncvhOcCP8ZjAlaw5/O5vb6+NgTEYrGoxYu34qA+17XFRpR0AdYUfHaz2ayT\ni+B+v2+Mg1HCC4yPfSGVgGU2mzW+99ycCKS8hFLHoh0WUp6U1cpnLfWZNb0wRh8hLkPb7wCP5wxH\nfp/597//Hb7uSQKrrQE/6ETHvvZFKtbpWLzA4vMAldB9RkHvNpgLYubBOSew+Fw0cPpYNMZ/+UII\nIZq0jUscq2J2uOrPx15Q8djE53hixQ2xRfzeMIbAPXA+n9cTaYwPT09PtdsdN1iGMD5d04LF3h28\nQInHq6qy1WqVdJeMBJZfaPXn+uROlRJXsGBxTNsxIkvi6mOkhFX0W+MFGW/Bwnfrvze8Nv6uKIrP\nvygRkhLPqXHjVBfto10EuwgsFhNt6WvRWfsCg+cUV1EaU7gm8MCA/83iajqdJgOh2W9/OBwmBZZf\nvURHmrOeRaIKN4AQQoiYlHsgD5bR3zAsovw+H0cxFkVRHMTXsItgURQ2m83s+fn5IN37+/t7ncxg\ntVoduCwi6+618C6CKCJs1vT8KIoiKbD4HI+7udYngeVjcWazma1Wq4aLIMeetYkrJiW2xPF4wRW5\nCEbugfiNp+Ls8FtPhZ+Izye1GMFjRG7blQ9ZsHKJGgaDwUFwJhoGJh40InF1imL07zOVwnS/39c3\nOJ7nU6L6opD844F44sBTLkLMAov3q6qyoigag6e3nvE5L6oksoQQIsa7cqQsWG2ty6QfGfVgicCq\ndTSpYoEFCxaPFTg/nU5tsVjUYwsGfoxNWBC8Ft7LA7EHOeGVihPica8tJrlPAgv3Cic5gaXSuwi2\nWbAi8So+Dn6XfAwiF0E/P0wlPWMXYiSDEZcjZ+WFMYYX5VKtKx+yYPFN5PdhAo1W+HxHERXy/YiL\nIAsTNs3695dyC8R7Tq1Ophq/Z4gqFld4DD7rkeUKNUEYiSwhhMjD4grb1CJgrmFM8mLKn6uqqhZF\nbZnhzKzhIghxxZMtpHGH14S3XMGl/VYsWDx28fiJBchIYPltZGFMfSd9gQUW6mF5keVj0FIWLHEe\nWFBF4spPxFNWrJQFO8osyDH34jKk4hW9a3gUb5uKp8txsgWrzYwGgYUVPi+e+A3mxNWpnQn/HVwF\noVB5VZF96SGuvAsgr1BGLXJhYBdJD1Y9ALsmRrW/IkuWEEKIJikLFo8pkfuZP45igaKtH9uiSRW8\nNdhSxcecaRb1jbzlCtlury2wzH4LKrPYcsVZeUG07xc9U3OLvokKuAVCWK1WK1utVnX8VZTkIpdF\nMNfEx+C5FwsttmBFLoLewsjPw7xYAuuypPogPuet56kx4mwCK2XB8itOfn84HDYEiBdPTLRa+BEX\nQR5kvVsCtqxKc2l2R6NRvaromx9YUwkwouQY/KOFwCyKoi62yKTcBYUQQjTp4vrnEyrkMrumjquq\namQKS4krtlZhwQ7iCpNtWIAmk0mjFhanQ4dl6Nqf7Xb7Z0Y/vD9OWsVjHJMLKsfrRmN+HwUWuwYi\nXT9br6IkF37ROXIRjJDIOo7IkpWyYOWyCOJ5/DiEFX7n+B2Jy3CMwEp5LRwbE3qSBSslqlhAISYp\nqm+Fi0HrUu/hWLzI8uT8wv37Q4eIxqtL/D7xA8Pf+R8d9gG+TKxYIekFv4/UZyCxJYQQf5KbmPvx\nyacET227NKROT4krTKTQp2N8GI1GoesJJmd4faRBRzywtwxd43NOjePRYuYprx/t94n5fG5PT0+2\nWCxsPp/XFqwoBitnwYriSSSozoMXV95q2JZF0Iur8XhcL6L3sfTAPdDFZZnHh5znwtkElo8Hivyk\no3MsFKLse+g0BoNBcoXmXCtX0Wt0fd3cygVfD3zSOaA5VR8Bg6VPksH1tfh/5n7sQgghfpPr773L\noLdo+QQDKbGF84PBoLEynbI68NhhZvU44VtVVbZYLGw2mx2ME5Fl6Br0zaJ0adgVMErHngqVyC22\nHnMszoMXWt6i5b8vP3/sOkkX56NNZCE/AwxEw+GwMbfHd9i1/7t+by2EEEI8AOcQJpowCyHE7SOB\nJYQQQlyAc4gjWY+EEOL2kcASQgghhBBCiDMhgSWEEEJcALkICiHEYzDIdfiDwUC+COKq7Pf7TrMJ\n3avi2nS5V3WfimujPlXcC7pXxb0Q3atZgSWEEEIIIYQQojtyERRCCCGEEEKIMyGBJYQQQgghhBBn\nQgJLCCGEEEIIIc6EBJYQQgghhBBCnAkJLCGEEEIIIYQ4ExJYQgghhBBCCHEmJLCEEEIIIYQQ4kxI\nYAkhhBBCCCHEmZDAEkIIIYQQQogzMc49OBgM9pd6I0JE7Pf7QZfn6V4V16bLvar7VFwb9aniXtC9\nKu6F6F7NCiwhhBDn5T//8z8bx7vdzqqqsu12W7foeLfbZdt+v6+3Qggh2nl5ebG///3v9ve//93+\n8Y9/1Pt8/I9//MNeX1+tqqqDttlsGsfL5dL++7//2/71r3/Zf//3f9v//M//1Mc4969//cv++OOP\no9/rYDBobHl/NBrZt2/f7OvXr/bt27e6ff361b5//16f//r1q41Go05tt9vZdrs92KbOtbVbJ7q+\naN+Psf/1X/8Vvp5cBIUQQgghhBDiTEhgCSGEEEIIIcSZkIugEEJckOl02jje7XY2Go1qt8Cqqmww\nGNhwOGy4gqRcLPb7vQ0GA7kGCiHEJ4C+db/f1827ZqPBjcy7baOd6/3w2MDn+X2wG+N6vbb1em1l\nWR64Ag6Hw6NcBHOug77xY7dOl+s7xg1fAksIIS7It2/fGscYCOHLz1t/LhrIgASWEEJ8DN+PenHl\n+2AWMdxw3k/Mz91P8wIb/tdms7GyLG21WllRFDYej20wGNhgMLDdbtcQVLn9SDRG57qKr1sHn2Hq\nuiWwhBDihvECa7fb2Xq9rlcZo+1oNLLNZlMP6N66hYFfliwhhDiNlLjCvrdWeXEFKxH67XOLLLZc\n+X28t6qqakvVcrmsxRKeV1VVfQ6CKtofDocH15trKTHCx7dO2/Vut9ujvj8JLCGEuCDfv39vHGNA\nxKDI2/F4bGVZ1gMexNVms6n/fr/f14/fwyAmhBC3jhdX2HorViSy2IrF4urcWV69qyAEFixY4/G4\nXozD+95sNg0R5RtEFv+Nd4X0QqSrELt1ulybBJYQQtwokYvgarWysiwbbh3wlcfAF8VlcecPFxAh\nhBCn0yauohgntmB5V0FvvfqIyPKiil0E2YLlLVd4v2VZ1mOJH1v8fhRH5s/lxJffv3Xarg/brkhg\nCSHEBfECq6oqm06ntlqtbLVa2Xg8tvF43FhJBCyieCXVP08IIUR3IgEQuQzmYrDa3APPJTQikWX2\nO0kDrFQcmwXhtVqtGot1vO+3XlT5JB/RcSTGjhUm16LrNXZFAksIIS5I5CK4WCxsMpnUAckssBgv\nrnglVQJLCCE+RkpoRdkCvbjqIrLOlegiyiTIMbp4DosrjDEQVl5o+eYFB38WXdq5rHaX4phr7IIE\nlhBCXBBvwdpsNlYURS2uvOUqGuB4FZWfL5ElhBAfh/tbbNtisFLi6pT4nWPeI4CLYOQyiIU7ziiI\n8cILK5zj607tdzm+B3Fl1n6t2O+KBJYQQlyQlMBKiaso4JYHd/adF0IIcV5Si1tcYiOKwUqJrM+C\nM93x+MAp2HmsaNvytfvPIXWubXvrdLm2rkhgCSHEBfEuglhd5PojUZyVr8+BdLs+EYYQQojTSQmJ\nyDXb18DyVizfd3+WyGKXvMFgUFuyouZJnUu9z3Odv3U+ej0SWEKIi+NdE/y5aBWJ91N+8vfA8/Nz\n43g8HjdElB+so9gsbhJWQoiupPpc3kZ/00bX/rfr86qq6vS8U4msNN4NMJfQAv0zl9ZAoiKcS2US\n/CzuyR3vEZDAEkJcDJ8eNtWiINkoS1HkG32qv/S1yE1y2iY+QgjRha59b5sASwmT3Nbvtz1mZvbv\nf//7YxcckLPesFXKC6jVamXD4dCWy6UtFotGe39/b+yjLRYLWy6XDbF1CZElbgcJLCEehGhwuXRH\nDz/w0WhUW2PYKoN9+JD7ivD+XJdMP/c0mOUEVc7FQwghcuT6Xt6m3MoikZXqb3OLX7ktc26BFS1c\nAZ+8gpNWQGANBgNbLpd1Y0HFQovFFaxZbMmSwHocJLCE6DFtk/FUMOtnMRgMbDQa1S5vyJ7nG7If\nYbBLbVOWLdTcuMWBTAJJCHFpuO/1bTwe22QyqYVWKo23t3BFHgW5hS/8TSrz3GdeO2/9vpk13AGR\neS8SWN5yxSLr7e2tcczugpdyExS3gwSWED3FDyBtFqxcUOs539NwOKwH9MlkYtPptN7HMa8i+u1o\nNLLNZmODwaAusrvb7WwwGNSWrlQ8160i0SWE+EwgsLCwhX6X+9/pdHrgLpjaN7PG4pZf6PJbs3x9\noc+8bt76c76gbsqCZWYN65V3CXx/f7e3t7f6MbZgyUXwMZHAEqKH5MQVi45LCxC4qUBgTadTm81m\ndcPxdrttBAljNXE0Gtl6vW4MkBBU0YrkPXBMylz/N6ljIYRg2vpe9L/j8bhTrJaZNTLjpVqbVetS\nViyQ6lfxfjkGqyzLWmDt9/uswHp7e6stWKvVqn4uW7BgxZLAegwksIToObkVPKR0vZTgilZRn56e\nDhpcNDA4pVKYw4oV+dTfY7zSR0SWEEKk8N4DEFjz+bzud6biQ6QAACAASURBVOfzeS2wuPyDr6OE\nONkoLtbHy0aJilIu3Z957X7rvRwQ9xtZsMqyrAWWT3LBQgsWLFiuZMF6bCSwhOgxKXHlBdWlLFmp\nQf7p6cmen5/t+fnZ5vO5VVVlq9XKiqKw1Wp1IK4wcOM1t9tt/T8uNWifyqliSYJKCHEqPgYLi1vz\n+dzm83nd/xZF0UiIwYtbfOwTEfn9qPZTFzfCc1+z34+yJJpZQxhGLoLb7fYgyYUXVxBYHL/la2JJ\nYD0OElhC9IwuVpBrxSalBvnn52d7eXmp22azqZ+TK77LsLDy2a9ueUDLWalSzz32MSHEY8PeA1jc\ngsB6eXmx19dXe3l5qftcn+HVH7PFh5MP+eYFVur4Up8B7/tsiL7WVUpgpcQVBBbXMuSmLIKPhQSW\nEA9E5BqY2n4GqTgAFllfvnzJugXCTx5ZBAEGSU56cW+iI1pdVbyVEOKj+L4XcVewXqHvnUwm9fOi\nNO6+lEYqyyv2u8RpfaboiPrPqJ9tS3JRVdWBwIrisBaLReOz4NgrWbAeCwks0Rsmk8m138LVaUtH\n61fs2tLpfsb7y4ksDPZFUdR/433jkVaYV1KjQpm3KkT859r2+UcissvrCiEEYPfsoihqkcWLW6+v\nr3W6di+w/Ln9ft8QELDQ+BbVMYxitj479jfnms3WNF9sGMkuttttI66KE1n45i14/lg8BhJYojf8\n9a9/vfZbuCgpAeEn5NG+D0z2g8FnryhisOf9lN9/JJxuVTx1wbs2trnW+EnINTNwCSHuE9/PstBi\ni9Z0Ok1arXiLfgwLYBwfy7WkYMWK+jc+vlQMcG7s8H0qv0fE+ubcIXP992cvXorbQwJL9Ia+C6wu\nrmJdUuH6lUff8DqffS084OeCqrkGyz0LK4DPGLQN2Lm0x0II0RXEYXmBNZ1O65gsLjjMngL+HPqx\n3W5Xp21nF2642LEly7sP8v4l+7NIaHlhxRYtCKzU+5e4EhESWKI3PJLASu13CSbe7Xb14Mdbn6HP\nW1rOdQ2+eZGF1dE2C1ab28et4gWWn3ycWlNGCCFScF8LqxQLLG/BSiW64AUwiCn0z2z14bEl5TrI\nx9dwnUu5zHs3Rm/B6mq9Uj/92Ehgid7QZ4HVNTNg5PoXuQKu1+valxyDpdlvdw8vAj7jenKugSkX\nwT5Ysbxw7epmkhJXQIO3ECIFx79yJlcfB+sFVipN+3A4rIVUJLDgIggrFoRWansLsUk+dTyPmWbt\n3gapPtv32+IxkMASvaHPAsssnWGOBQd39NFAgHOr1apexfSDI1YkP/s6IgsWD+K+2GUqgcW9Ca7I\nguW/q1wg+KUTkwgh+oFPMuRdBL0FK+e6bWa22WwaC3RmdmDBYpEFi1bUri2w2lwEzfKLYb7/5teS\nuHpMJLBEb/jLX/5y7bfwKaQKJEb7qbgqdsdAjamU5Wo0Gn2qaMFrp4RVJK76kuDCLI7B6urLnxJa\nQgiRw1uwILB8RsHpdNrof73Qwv5+v6/LaUSLdBhruNhutMX+NQUWL1BFLvV4b10FVpc4aNF/JLBE\nb/jb3/527bfwaUSCKrJocXpZ74bB+7BcmR0GJvsVyXNfh7+GtkQX3oLFr+NfN3V8S3gXwS5ZBLtY\nrjRoCyFScH/LMVhsvWILFvfJ0f5ut6tLZvixhC1YEFjconOfEfN7DN7iFGU5PEZg8Wuqf35MJLBE\nb+izBSslrrzQ8i4YfMyrhhzcy/7yiMn6bAvWqeKqjxasVDFKv42sWGZyCxRCtJOzYHEWQViwIg8D\nPt7tdnUCDF78imKwyrKsGx/z/qUtWH4saXMR7CKwODmU75/VXz8eEliiNzyCBauLwGprZVkeuHPA\nlcO7Dn729WBgTvn78+CdstrdG20ugjlxJZcTIcSpsFhKJbmYTCahwPINRd95QS5K087FedH8cVmW\nn55YCaRStPN+JLK6WrBSJTTURz8eEliiN7y+vl77LXwaXpBEiSLMLOuCgfPT6fRglRGDHlw+Pktk\nRQIqKmLpUwNHqYKjFVbUZPHtswe3Y1Zfy7JsHHOcAsckpOrHyJIlhDgWHiu4X2V3QQguHmtSW5/i\n3MdeecsVC6toewkXwdyiXMqC5QVWrowGHhfCTAJL9Ij39/drv4VPo22ggxjimiL7/b62Do3Hf/7U\n4X8fBRn77WazOft1PD09NRp8/n3b7/c2nU4b7o1PT08HsWUoeMnJO/gY+58tPt7e3jo/99///nfj\neLPZ2GKxsOVyacvlst7nc7ziywIsylolhBARkYjwgqKrJen9/d3++OOPuv38+dPe3t7s7e3NFotF\no//iRT/ul71l/laIMtX2wT1dXBYJLNEb+iywfC2o6NjXwTL7LcyKomgEN3vLFosttqacGxZWvkFc\nTSYT2+12tcBar9c2m80OknZst9uGwCqKojF48/EtCaz//d//bRxXVVWLqNVqldzn74UFlrdkCSGE\nJ0q8EFlg4D7uEz74lOMssH7+/Gm/fv2yt7c3e39/t/f398bikB9r0H/f0uJQSjy1iSqJLpFCAkv0\nhr4KrJyoilzheCDl+KbxeFwPkpGg8hP4zWZz9kHPW68icTWZTOoUwJyww1ulILBSogrHt1LEEngL\nVlVVB3EJ3oUGjT8L/hwksIQQbUSxm969LZe8gdtisbCfP3/aH3/8Yb9+/aoFFluwsDjka15Ffdct\n9l9RvO+9xwCLyyGBJXrDowisKKNTKhlEFLdlZgdFIFO1Sc496M3n85NcBFMxSQjWbnMTvKXB21uw\nttttQ9xGgjcSV7e4CiyEuH1StZ4Qa+QXs/yiDtyaf/36VVuv0GDBgshC3xW91q1Y4LsUro8SLKW2\nQphJYIke0XeBFRV+zBWCTO0Ph8PQYuUn+J9pwWpzEdzv96G1hhvSBN+7BYtrxkQp9b3I5KLRHMdw\nS9cohLg9chYstmKlYnR5//39vbZYvb29NSxYEFiwwEf91q0vDkk0iY8igSV6Q58FVk44+Wx7RVEc\npEDnLFGj0ag19upaLoJoZhaKK59Jr82ChXO3NHh7CxZcNv0Kb8palUsNfEvXKYS4HVIxWFxUF8fI\nbJpLq75YLGox5bcQWEhw0aUw7y30XTnLlISWOBYJLNEb+i6w2tp4PG6k2EV9EiS5QL0Tn+TCpwi/\ndJILFlYcgzWdTpMCC42TXLDFyluxbmHwBt6CxSnzcV3eFRKWqihNsGKwhBBd6GrBwsIbJ9rhpBWr\n1aoWUbz14mq5XNaLQ7n05vfSf0loiWOQwBK9oe8CK1cbCtkBzawWV/y3RVHUxSQnk0kyBuuzLVhR\nDFYktMysIaq8KxwG5PF4fCDCIivWLbnPeQuWr68SFRlmEcXWquicEELkSGUQRIMFCyIJWQFZPOEc\nYq24vIQXWLn+6tb7rkhQRUJLwkt4JLBEb1gsFtd+C59GrhgvtpyKPaqDNZlMajHjBVWqOPG5gahq\ns2KZxQIrchH0AsvHYd1akgtvwYomGqn0yPx8fyyEEDnaLFjoY7lIMASTdwP0dfoQc4VzaKirleqz\nbrVQuk9qcWoad/G4SGCJ3tBXC5aZHQiq6Liqqtp6VRRFo6o8n4cbHlwGYdmazWZWlmUtgNbr9dkH\nvSihBWLDiqI4sMrh/GQyabj+QWgNh8MwAYa3bN2SBeuPP/44OJeabEQTESGEOBYWVOyKjH6Vk+og\n7orFlU9kwWnYc+2W+t4u5ARTVIBYiBQSWKI3PIIFK3INxH5RFA33uaiZWV3DZLlcNlLoeqvXZ8Qu\njcdjGw6HZvbbNY5dUlarlRVFUfv/c0ZDCCu+Fp/CfjQaHVwv/tetkhNXQghxDtDfsvvf+/t77TYO\nD4jNZlPHUnHSCogqWKyiwueqyyfEbySwRG/os8DqkuQiJ7DMrCGw3t/fG4MkW3kgVBDTde7rQHZD\nrKZiBRWiCm5/kcDi6/O1vlBoGSLL7PeK4y0N9tF7kcgSQnwm3NdCYC0WizrxERa+qqpq1LHiRBYc\nX7VarQ5idr0LtxCPjASW6A19F1ipmlZszWIBkhJakQWL3Qk/04KF92xmBwKrLMtaKHGaYG/B4oHb\niyyGH7sloZJ6LzlRdUvvXwhxf/j4quVyWbtlw9UN/bGPo+J4qzYL1j1lBRTiM5HAEr2hzwKLBRW7\nw/ExCyyz9IR9t9vV/vE5F8HPsGBhpRSiB3EA6/W6Tis/GAxsu92GA7h3P2Fx5a83euwWSbky3vJ7\nFkLcF/v9/sCCBRdzPI7+uEtsFQoI+yLoqssnxJ9IYIne0NckF+wC52OOvODKpb/l81wwMuUiWBTF\n2a8lZ8HysVkYuP0A7ldH+e/4M0O7NVeVLhYqCS0hxDlBXwtX7MhyhaLAvqhw1Hym1lwfLcQjIoEl\nesNyubz2W/g0IKz8lvd9goecKxpnjLqGi6CPwfLnOMMVxBZWR3FtPo0uXgP7Ph7tVsi9l5zQEkKI\nU/FJLthyxZYtuBHiONrica6dxeJKAksICSzRI/pswUo1FhVswTLLu575GlPsIshi7dxEWQQRc8Uu\nKr7wJQ/cPgbLzOrPYbfb1UINroH3YMH6yPOEEKKNyFuALVeoebXb7Q68B2Cd4mPul6Pi6Le2sCXE\npZHAEr2hrzFYvthhVAAxijXygxsnfIiKS3oL1mfU+GCrG1uw2GoFocjJOnzjOKvo+u61ftQ9vVch\nxP3ASS78MWKyJpNJ3Sfz4hs3tlZx/+z31ZeJR0cCS/SGvgoss6bISp2DwOriIpjbQmD5rHznAOIK\n/48Ta3hXwSh+zJ/3n8E9JIy4pfcihHgM4Llg1rRmcT3F8XhcexKwVSo6jvrke13YEuIzkMASvWG1\nWl37LVwVzsKXa2Z5t8NU2vNzwgk3zkkkQIUQ4tHh7LKwQkXJklJWqchK5ZGoEuI3ElhC9ASIFgye\nXLzXp0fvKrqEEEL0C29x4oUu9ixIZaJNvaYQ4jcSWEL0CI5lgm89Z+7Dc8ysVWAJIYToD6myH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VG95F0Aus5+dne3l5aViKcq5VuB6/H4mu1N/zeb6HcL2bzaaO3ZMFS+ToYo3qsmjQ5TWFeFQk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\nWJfHC9woXhX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,12))\n", "for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.imshow(Patch_Images[1000+i].reshape(patch_size),cmap=plt.cm.gray);\n", " plt.xticks([]);\n", " plt.yticks([]);\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [], "source": [ "means = Patch_Images.mean(axis=1)[:,np.newaxis]\n", "Vars = Patch_Images.std(axis=1)**2 +.05\n", "denom = np.sqrt(Vars)[:,np.newaxis]\n", "Patch_Images = (Patch_Images-means)/denom\n", "# /" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.cluster import KMeans\n", "kmeans = KMeans(n_clusters=200, random_state=0).fit(Patch_Images)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wrzGIdOec7FW/OBFXfBUv5+soQ5ZMl7Tr+lnZehcgI8/qmJKpuvCrYoyyrSUxpsrFzkdn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\noMryQFly3ImjAjZKp9hmMxuaAW8dmgHJDpgpX9ux1S5Q7hK3ZekAIKjy2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dBuZuvS9e9c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sdPRwIA81plPFbAmH0ay5X5amfDY+Sf6HaTEFl7cFlvExwv4Z3FCAWUO7x2pcwnZdd4wKZs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\nYqEAGVdGKRrzY3pUbMeY2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2UXTPsO1FWZM2W5flCVMaNz1Zf4vxs0ZcDo9vZ2nQb9Gj8t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4Ht9XPjBrP/Pg9G3WL6k6HCnbrvSBfZ+SC/M1S924rXSY/XCnrOklFlWhMwaUBTWuF4mX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\nRt6cf8zaqdoQ1/vikEyfs3ZwevYjriw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mA5Cvr6/H7e3tZgY5trQKHc74zNrV3bEiIwc8\nuwExzrMA6fxIBoqzwLWEnHwO5d86ZVWBUfld/O/Ac3aOdHJyslOf4g/7I4AGL6eIpRNxXFxcbH1p\n8sWLF+PZs2dbR3xIJ/Q+Zonfv3+/tZQpdrbAGeQAyrycIfh1MU3pd1enlG1lPiTO1XJAZ6t47vya\n8svODyowWFEnprE9d8tWtBQYsq9QL4ryDDL6cSQGgKo9+/rWrJzMF2V9oM6zerM8bn288scdPKro\noyyx6DDgDGGfUQnzozpM1es6WylcXPvpT3+60xGqMxRADgcbh9vVghW709Ez4Nj1DS8JUb/upSo0\nVlU/ytwB4kzu8b/q1++anB5lNAO+1ewP20zIkh+XBqBFcBwAGXX43bt34+rqagOM3RIL/Poef0ls\ntv37Om9Hlc3z75KgqWzJ+QFVb5cYPC6ZwVFlzvDRqdOBYAWmuNxOHbxm3vHoADLvUoHLJy4vLzef\nYP/e9743vve9740XL15szShfXFxsbCmO1Wq1+bDO1dXVuLi4GPf395sX92KnGBy0xjk+Bap0cl8d\ncrJC/xt9hxMfvMQC87u+VLHX9bOz05l2dsGO89GuLqXLXarirgLJOHvM+84zf6jb7kk992WXKn9T\nyYQxC8uF06prWd4Kz/BERfY0r9KZEiBXDrHrrCtGMF2XeHaCr2G6KNuBLS6T7/G13/72t2VQdAAZ\nl1jwOi8GyMhTF+x20zrHkAHhbPYY61L1siydbLn/uL/cfdYB1b9Z2S694rFTFhLPGHH+jvPNwAVe\nQ33BazijHEss0IG8f/9+XF9fj+vrazlzzIM6ftoxS24A6AaaTN0g2u0jV77Sp44/cwGfHbebbc7A\nZaULTv+rdi0Z5GC5yr9mPtnVrfiYsSEcfLGcIx8CjKOjo3F7e7uzawWClzHGzuRGDDbjyQo/YVET\nC8hbJXdsn5JvRpnfV/5fyRSvc7mHGth2gBAS65NLp+J8VXZcczJXuoz5svinHv3zUgsFjl1/q0FK\nJctDUgfzVZT5BVVfxwaUXLhOh02YFgNk5bjZ8JUjOAQphcXzLKiggKu2jeEDzd///d9v7junE3Xw\n+mP1n0En8zLj3DC9y5spBwJfte4461snB+TNyVU5PZfGOXHO55yrIwdqFI+qHa5sFdyZukBOOUX1\n1IF5i9mrDCDjjhex7hiXVqgvRy4l5jWCiNLNThCdGWQ4u66oE7xdXRgkORgieJvxrVU7Fe8c/LM8\nM6T8a/yqshkcVrzEch5n6/jLS13W6/XW9oe4TCIAbtgGPmkJ3b+/vx8XFxc7/huXIcXTFl6OpJ4S\ndvoRfVUnmDsgyyAN9XAmH86AIy/K91V8ZgMC5KFTXlZP8KfyZ75eYYpOeZW81eCfQbIa0AUpfxDL\ndjJZzcgPsYujLjiu6lU23/XjiK/wvOMnnZ4xLV5iocDnxwDFrnGssHydg4u6P1s/CvIXv/iFTM+C\nR4CsZmZ5fZcDHR1g6wy+OlSbsyCtZBPEThfrcMaO/aH6RgXCqs3Ksal6M+Kyuzyq81iKUMmi48yZ\nnLOMPDjTi8GfnfF6vZYfFOFdKzofuZnhH9O4WdWOTLKAnfXdIXjvAE0MiPxZYwQszvb4WlUf160G\nByyPyjY6gVPZn/O7M+1CgKyADJbB/u39+/fj+Ph4s24Yl0kEQEbgi9cRILOtBUDml1nVoBLfBeDD\nATL+Df3hPlH/FQDD/06OyEd1OH/VoUzHlN2zPXdBjsvnyle2wnlVu1VcDXnjdfWugppRZjkrcIy6\n6NryXZOTS0YKHFd+bQk4ZhlVvB1kiUUGjg8BklW9bJxdx9s1aiVYvBYzyMrRsaF1lykoJ4/1KwN0\nvGb5XDmqnY6cAfJ1roMdjKovaxvyqOpQ/dsFxFl7sGw+V+m53bjOT7Uxk7kLGE6vecCFARq/rqcA\nMs+aIZBQy4K69u0GKijPai2/krOTl6rb6cGMj8rqzZy7AiudGeT4zXxsxkfUrfSW5crnGYBZCpIV\nfy5eVACZwQOXgfwH6MU1n2ELd3d34+zsbOv9kNB//NDO5eXlTrmxZt/NIPNWnuzrnTyUvuISKQbJ\nzJfz9QqEYd7gi2eKs8Ppwr7gTMUS59vxv4tN2T1VF5bPccvlnZF7Bo4VQI76Mz+wj8w79l75ShXr\n3X/l57iOrD4Ex5lMlIwyDIS01wzyIdLsU78yGKxX1c/OBykzAr72r//6r5vr6PSwnPh1wBjzRlkI\ntLmszDFlTgqNUZWnZMD/HR8qjyuLaQaIc74MNLl+3BcoV0AL0yodUDwGXx2AnOk514n3+ImFmkGO\nt+xxVg0fRasdVxzfTi4q2GTO65DkdKGyoSyoqnxOHlWwxDY7577U5zqwm/nCLnXzu7qU7Fx57969\ns74nC45j7L71Hx/TeXh4GCcnJ1szyGp5RQBk9qe4HWKs2Y8Z5LAlBYxVH7N+sh9DYFz5CzzvHJE2\n6lA+xYGKJbbazaPiz1K9dXhB1TGGnzHmMjIZKdtXPoAHzJgmzqtleswHt5vb5mTE5WNeJ3cnD3Uv\n67fKB7jY6/zevhj0IPsgB1Vg6/8CuWDC1x4eHjbpM4CM99X6MwWQuc7MOWUKVRkutyvrP+csOR2O\n6tCg2DBdsFB8YFsrA/8YNKPHVVoe2DnA0ClH/UaZfCBADqf74cOHjUMOPVQv4c3MFM/Iyn2IQPHu\nBpE4kzYD2rvyjXMXXJXuYjBEAKxmxpGXjtOPdFWAc35E1ZPl4XPWs4wHFzS5nq5u4eeaUYbKl/Av\nz9rF7hK4rGKMb5cg4RKLu7u7cXt7Oy4uLnZAzTfffLMBybHbC689nllzrOSC5/HLj9TjnvK37kCq\n+kzRdxHfne1VusdlqDIxfSceOmzg6nVp0DfwUyR1PSYvYuAS5wy42edU/rCyd4eDGLA7f6IAe6az\nyNeMX8ByVdyojoz22gfZOXkGcf9XqAOO4xwBMgfxGYDsHDqXowBqBo67ZWRtVGW4slCG7NScsrMS\no8wqQ3K8du4tBdfOeDvgi4OW6j8GZar+jDg/zgbFfwQZ4eRw/ataZ8z67WgmSIwxdtYyZ+CYjygn\ngIICeVxn1yc5u1Lgg+87MDwLjiuqdFvpZFVH5fvwP9u4qzcrA/mN61lwxHX8eFSBD/1Q9AO+ExLL\nLeI/LkOK2eObm5txfn6+A1zevHkzXr9+vbUGOWaPM4Dc7e9M51hPWX54vwMIOoDG8XdIcjrB96p6\nXczpxDcuY4ntKB4UmMX3ENR1/NgMtoEH3zzjXPW78xFoVygTfILhlvmwHDt+jvW3oo7tdIBxBz8d\n9Et6s/f+rxG2pQOQg7K1xg4cOTDLgW7G6amymN+u83BOFEeVDuwy7wyQO0H2fwtlsmNSIHmGuJ9d\ngIxroXMhU9yzeIzdx87r9bdv+lezu5kcuqReUnVBnUEzBoYOVQE/k63qs8rmloDjWTCieHHXsuCf\n1Vfx4sAxt7VTT8UPA2TkI/Op6E8j39HR0eZpSoCQAMcBimPmOMAxAuTYAu7t27ebj+rgDDKuP854\n68onk00FKLNY4/Sy23cZzxmfWVtYH/i/AslL6lP6yvXxeea3+brzk+ETstljvB8AmdvL/kX5887A\nSPGu2hgTKpVuZNglk40qZ8ngi2OF8w+Y1tHBlliwoe1rYP/biNuyL0DGvEEq0GXK1hkFZSB4X6Bc\nKX4FjpUMsL7V6tsXzjJjmQUWM6TkwO2a0XMHsmb5q4KFA5WYlh3qGN8ue1Dg2NFSO8/2/66cXFA1\nkzHbT0qeLlC7OrFuFbwykOzqVm3I+FJtdTad1ZFRBo675GxTXVc7wTiAnIFR7Bs8Ahzj56jPz8+3\nPkfNnwS+vr7eWoN8d3e3swey4qmSlxp8VL41s/8OUHJxYN94vhTkOKAc17qxJqPMR2TlLa0vyu0s\nscD7WC/y7XSZAXJntyE1UIpfrpfXRKNMsnKYlH5343Wlk5VP6AwcSoDcGSnMpHEG1wE/ytFxGuU0\nlMFzmop/x4ub/ULjrhy3qp/LUApUgUzXnqVgcSm5+roO35WBcqkMhc8rfXNlV/mxjG46B5qXUOaM\nmCflPLugmOvj/w70ZP8VGM7akAVQTsfg0enMEkcdaR0Yjl/kqQIuyOMMD1E+X898WOW/FSl5Ynr2\n8y5OuHbz+Ri7T6cwf/YUAuvivlfyX6/Xm5lfTPPhw4ctcHxycrKznZv78pxqd2UrKgYciqpYhekq\nezwkX7Ok5LIUKC9Nn/mdOEcd4i/qhl4fHR1t6dbp6enmwzVRDtbplljwGuRs8q5qH9ti1FfFZi7H\n+Z+sHue7uRyFJTtHh76TGeTsunKGDig5oSgDcc5FCVOV69rAPDlSTgav7wOEZgCVUjYHAjPQ4ZS2\nA1Ar/hy/8Z/P+Vqn7k4fKDCi2jwD3picgWf5Zp0a/nc2wm1ys7fcVnSQznlxm1wbHHjkl/K6xPKr\nHG3mLDN/5OSsAhUvr0DeFBjh8hXvFbn0hwASVb3xuxRwKP8SlPkK5xviUAW+za4AACAASURBVPzg\nUxUsG59m4P0AyCcnJxuQw3uEL9VdJhe/MsrSZH2SAWLVhqpdDjBmaTMgxWXMgpxDUubzFCGvvJNQ\n7HLCABk/i35+fr7Z3jDKi7RqIM67XuDT66pdyk85u2R+VNysyPWxA8mVjihf0YlnGe31kl51vwLN\n+NsBFar87L4DvyqPAgHs8FWeyplwWq5rKanA6toyC5IjH5bVyX+INjlAMyNrLrPrWJXc+Fzln227\n0kGn/xnAVGXGuXJyrmz8n80eO5lkdcwEba5/iU4pkOzakPHbqRv7sQLGChx32prxW+mL0qlZ4NoB\nQxy8Mr+s8qt6HHDFOjBNBo6rNjBQxl1dsKwPHz5swHH8MkBe4p+UvmZxsQLMXUDtwG9HljM6OUsz\n+hO8dPKoeL4Pvw5IIl98MEAOvRljGyAjSH737t2O3HkZhtotRy1fm22b8/fq3Pmebn8qGVZlVXYQ\nv5k/yMo42Et6TukcOGYHp8AZE95XDrnLZ5yrelVAcUGuQ8rR7EMMTvmeSz8DkrGsKo2S/axzzmSS\nBZyuvnA5XYCkAKELEB0gm4FWB3ZUcOR8DqhmYIVl48CGcpBdcFwROnVV71Jb6cgt+FbOmNPgryqD\nj5kZZAWSl/gZ1YbMR3ZtNAPoXKfS730BE+ZXW5sFnxmgU7oev8hnrGeP6/xUBWcA41d9LW9miRLy\npf4fEnB2+ejaYmUrS3S34tn5pm652f0ZHDHr/1A31Axy6KNaXqEAMr7AxwAZ9Rf1sksV8A9S8TXO\nu3HQlafijesn5esrPe7qzl4AOQOnM8B1pj4W4oxS83kGylVQY8oEr9IeirrgUuVzILnKo+p3wbMq\nV8lKBWMV3LrtVcFSlZG1baYe147M+bpgj/c7fTQDdtQ5pqmC4qHA8RgjBZBYtgKMS/SWrx/SJoOc\nPnWcNZbh2rkPz4cCrRkPld3vo8udtmfAOMrPgD/v+oIfJ+Gy1uv11kd0Zp5+cF+wTnZteuaeGgTv\nQ9mAku9nNueAcQdkzeriUv10fq/jh/DAD9Hgx2hwzXsMsnE9MpY1xtjsohK/uFQtfmPAF0C5kgUP\nGBXW4kG36n91KDlWss7iaMgoylftX6/9V4y7+r/3EgsnDBUMkLFsrZYS4BJQWAEwTNMJqDP1HYpm\nwOw+5XfTjuGBMaaZqd8pawXWgpeZujqUOWnlOGZ4W8LvPn2vBgfZwOYQgbNLahbEbYAf1N1qqCIF\nlJ1MMofNslXOONsVJAPJ7noXGKk2zoDvjs9VeZyNzPqxffpXyW+2PI4/3KexVdxSP5XpMMfXDrFs\nKx2r6nQgJ9J0ZFsB/5lBG7dtdsDn0rGdVG2ZJZQ/biV4c3Mjv76Ig63wgVjOGGMDjuNw2CV2s6h4\nd/rpBjQO+LLO4A5DDL6Vj+j6xSib9yVHWaHN4kuRPJjN6GC7WPDoAonBMTsT1wlZwHL5VHpVbifQ\nHBKQVvV16JA87Qu6grhdGahjB1cFlq6xVHzODK5mnG0HdOxTx77kHI7Tf9Un1WBgyaAjyG1x5LZE\nC2KnOytP1X6Wj0vvACcfCiDz484ucMnaUd3L9DKzuZk0eD2zixmQnMUSvj47iHB1xTnrVNav2Y4V\nWI6SQwY8uf1LQXI3reIjO7ANHeqAzowXdX0GJKt6XFkudnV1ytlM6E8A5NhjOz4uw19gHOPbp2xc\nNu7HfXx8vAHCWBf6+qUxx9kG4z2sJ9vO0tXBviOL+VEWxg5eZoJy4F1DZp72LAbI3HindC54ZABZ\nOdEZkKP4UOUvKet/mmYHCDOG4dLODmBc2TPBWhn7DM+qHLym8jknqhxBBgY6fH1XIHmMXVCcDUiW\nDCq6PIyx3W4e+fOsMTrb8BtMh5DjbJsdwGYAxetVq8d7M4ONDjieIdf2Q/raWTCVBXZXppPNzMCV\nAUDVt6pPnT9gcDwDHLtUxYjKnyo5OJDcoX3BK16v/LYDt44cMO4OUmZ8RoA1nEEOgIyfKA+9ijrV\nPu8Ijk9OTrZ8Oz+pnwXIFeZzgyXWbTfBwWWqgXMFkKN89QQSZc6TFPwRrIr2BsgVUFaj7wr0qACU\npekAruo6lpnd34dmgC3ykw0WVPld6jqTTjDvts0Bi249ik+nc1xGBpIrx8v8O5DsyljSN/x/CRjk\nwSk6Utapyi7H2LXxmUAZ9QS5JRbVRzUcXzPEfVeBZNXnnJ8DUzaDnNXr2taRc5WmA6yX+rmOrXb1\nuAKQVZ2ufne9AkMBNLBP4z/2vatD+RvXvs612Vjl9JuBoALwitdu/8z4vxkgzde7cqyIfbnjH9N1\ngHFQAOT4SmN8XAaXWMQMcvQFA+TVaiWXWCAgDj1VH/TIaB/bVMDYfcQp0qtB5BhaXzkWcOzgtdgV\nOK5i3Rh7rkFWxjMLhjv1RLl8jc8532ydnXL3rYOpExiXGLoqR/2vnFzmGFwaV8a+7egS64wCNnG9\n2/6sr52h7wuKZ8jV6QJHBv7ddawjHB87344+B6k9PNXb2JFPOfulAINJAVY3CFRloWOOfNULIs75\nK94yvjqUDeLw/r7+zJUbhDoW5zMxIgNtKu0Seal+rgAi86QGz2xDXF/GSydtll7xWW1HGOc8kB1j\n2+6d7uwLjjO+sF+5bV3qTHC4gQjaeiZz9gux88nt7e24urrafGwmAHIsvYglFwHqOA7hOnje1g3x\nF+/NnfE64yPZd3X6gmXGeVSZ+It6yzFDvaSHvCIu7frdMSYBsjIepcDM1KEcVJUGiTthKWWGEPc7\nI8h9BglLqSM//J8pdVX+7L3uCFyVOZsez7Mg5/J3HbwLgB06BEBxNtntJ+Q/CxoKpOBsVHeWUIHi\nDCAzPzPnM84/fmcCPvPKTnnm7Wnmgf1HVoayJ9WvKv3HAMeZf565Pob3Waou51dcn6ryszrZvtR/\nlnvGf1V35pc7/is7GGDE4Dfuv3//fgcgY361pp7rRsr6oOIdy98XICMvM37L8V71YQDkWF5xdXU1\nnjx5srWbRYBnXnLBcuCXRaN89DNqprTjBzPslPkdJwf1P4s12aAye19FfXTK+VDWfUdtgMyG7AIY\nd9Khne5M8FsKkmcAEZ/P1PUxAXNXThkYwfszgauTxskvyzsDqtG4spmbGafa5XPWyQYtAf6u7o69\nOkem7CbTA7yWzagwOQfnXtCLe8xXRwadwBC/fO7KQT6cc+6sV+WyM4DMsmYZdNqo2lD5ryXAQ+VR\ngTFrn+vfTMeU7nbK5To6pPxnBrqUL3K+yV1TPFT8OV7xQKCFvB8fH2+BZFUW9p/qJ/YtHbmqeri9\nzrdncnGDRO4vx+sS3QiKLd4CIK9Wq81+yAGIY8lFzCC/e/duxzcGAMY6eLmPWtI16yvwv7JXJ3PV\ndhdfVHzHdJh/9oVu5l+B5EwmLYBcBVsVONSuFUvq4vPqHqf7GOB4pvx9QfBsYOI8lTw7wSZIOZFZ\n3mfa42YaZnRJObz4dbq7hNd98hxqoJQF3Cot8uL6OAtaqoyKKkdXtaMCGhWfzHP8dgAyA0qlRwyS\ns+UV3E4Hjjv+VPklBUw57aH0UJWnbIyBFcve+Y+ZfuX2VbpU3atiH17LfInTVXUvO88o4zuzOQYR\naomF8hsZSEafUumZ4zub6ZuVDfPuYkVVfhU71RILnEFer7/dSzs+HoIzyvghEWx/rDXG5ReMu3hp\nl5OP6w913Q1iM0yhZMQ+ANM5oIyDBH5nBe9jPpYF2+TeM8hdA0aBqfPKsaj61HWVRhmdM8TMqSqj\ndu3sUschdMtB6pRZOVpO25F5NvvS4ZvvOePI0qr/Vf2Kb+7nDBQib+xMs3q7lIEU1fed8rs8cvs7\nPOxb9xgjdVi8fY8CsNyGzH6dfrPcuZ5M35EX9YiPy3GzFxxIsZ6sLxRvs76msqmZfmcQlMm9U1bn\nWpefIBWTumVl/qNT1kzfdGJtFcccn2oZk5qBY6CblZ3xz3Fa+fJKFkviTNbvfI3Tuzq7gyysA49Y\ng3x3dzeur6/HGGMLIMcMcwDlh4eHDThGf4gz+u/evduqiwfiagY508UMGLN/VDE8kxOnn4nhca70\nDs/5xWg+sq0ZmRYD5Mxwx9gGE7NT4plDdQarAlPWFle+msFy7eyCGbzOASQDhIeiamTcmenojqgV\nZWmUUTkDzfJ3HejSwN3lk9Nm9sFlZCN551gyvvCcgSXzp+Sj6nDEDpTbo8rAfSlxloBnrI6Pj3cc\nP5ab+aiO32KeFaDldrCss5edOD+CEh4MMG/8YmIGLirf06GlNu7Kcv1Q1d+16w4PS+5leWbblA1+\nOzwdQv48y+bW/zOfbAvZ0skZfzpDmdyq+OR4ycB/N+5jHHdpUG5jfLvE4u7ubtzc3IwxxmbnCvz8\nNB4fPnzY2amBd2/guhjMdqjCBso3ujyMcboxxJHyqVg+th0/DPL4+Lg1kOC9kCug3ALISoGyIKAC\nmFtriOVmPLjfjAfXkc6pOeen0naADeZTRjVr1IeiCjBnpPg+ZBCrwKfLt6Su+L8EQDg+uwGTwWtF\nzilnzkjpKJbj7KnrUKO8DIQr/Q/iTfHHGFvOP7YwevLkyaZd7i1k55scmFFtjXO3FILrRVlnu3Co\nvG7SgGUUZVeA3fHFlAXzKl123aXLfKrim/Vk1sY7vthdm2lbp03Ij/qtZNHlLRsIIY/Z2//OHnhd\nqwNenHdp/2Xt43Zx2zOZZXaT4YuKr6qOkF0MdAO0BUDGa+EP+Xy9XktgjIA56s/eceiQsx8FlGOZ\nB15HX9XBOK78ruzxV4FjBMgIkrvvyZUAGddnzChQFhDwP5edURYEVb0ur6uvcnzd4FKl5479LkgZ\n8ywwdMFrHyeojIhlUsmoqp/vR31VwFRUAUC8NuMYZkb5jtdMp5wjcCB51sbVudIZ7Gt0VnEdHT8C\nZdzwnrc9ygBwBtSUzqGT5/2K1SAD5dgBTJyO2+vk5spSfaJ0YLac7J5Lr3wKt7VDGTDM5FsB/Rmf\n58pSgNP1e6Y7h+IzI6dras0mLvFZrVZb4KELkrkdM/3kSOmz+7+vjmc+rwLpru+DcM1wzCCfnp5u\n9kVW4DiODCAjjuL+yvxRyKzqCwWM2TeiDDCN65O4pmZv1QCy8qmYBwGyO3gv5Gyf6KkPhSiG8ZyF\ng/fRCLlju5QFQEzTBa2ZM58FCFk9fG12dJUp+D60BCS7/1U5mQNBuSzhY5acTs/Wm4HVqtxDBMGO\nY+7INnOi/F8FRgUE8DoDvjjnJRZjjK1ZEQTJCsw60Jv5KQXYuE0YYNi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qx9kIn+/jM529\nVn4PdRd1LQjBMeIH9Yv1KV4cIHb4IH55C1eXnuWRURbjcfDHgwCXpyrf1Znxp3DQGNpPdSnjYQZj\nBXV0dvGnph2wcM4/HFY2gxwAGZdYnJycjMfHxx2A7JyOWoLhhMEBSYEONCTlSJzT6gQsF8TxHt5H\n/pSSdY0tAxCcT/XzrJPP+HBBA2XGMz98uO1ysrYsBcizxodyxqPa47hTfgWSs751wE/ZBNfp6tm3\nPRk/WT4nixlQ0/FjM7TERpY6+SpYRTq8NttnDtwzKOX0apkF16v8G4NjbIvSSfYXeCBIjnPX30HO\nn3R8Q2Y7XXmrNjlg0eGpo9POBrN6um3q6HNHRspP8cuHQW4GmWOKWtereOYZ2QocI39jjM0uXGpA\nuYRYH1Rc5EFhp8zKp8yUg3w67LKvr8yud+JXRosBMlKm2Gzk+MLe2dnZeP/+/Wad8fv377dezsMZ\nZDWK5npnG68AZ8b/TGcqJWCQhzMVIccgBdTVNayjoplgOJN+Ru5ZX7kAhw7FBVvVPxx4uU0ZSM74\nd4ML5xQ4/8ygY5anLE0n4DHYdMBqH6pA7D4OWvGN5bIcFJCpwMQSfXdlM9CM80y3srocyHY+hq+5\ncp1MFGBwedwSC+YfwTHLiEn5Z55BVsd6vd68oBU7JPE+z/FiOO7gwfy72OB8i7NBliHznwHkqu+c\n7A5Bs7aqQKQqrzugyHSTZ5CzZRZcL5Yf/DKw7gDkAMXYfgXilsYgpwsZbyou4v99YhHzgPnYHzlM\n5WKnSvOxqbWLxWq12nmMrdKo0RELIZyfeiOanUX2aEwpdNa5Kmgq659t6QAAIABJREFUxak6lcvM\nfsfY/qpTGCuXo9aiOvkpufM5UhXsFTkH5ZyIIlcX88szPW7UH3IL/YnDBX7kNQMlmUxmwZFyrs5W\n3D0FYNT/SvcVwFJlcHqlyx1n1NGtqpxOQMzqnyl/Bvx2QIYbSFSAAPPP6iLec3w7++hSt187YIHL\ndHLlPor7AWyz+vFJpTpigiZiWnbgvrnxi/2U9TH7Gu5fZZ8IvhjQZwA5i3nqGj9x68ZMLpd/nc+p\nyOmL0osMg4yx/QSZY0kGlDv2gX3U1XflCyofxFTF0izNTD3M76Eowy6u37MBUlev9s0zRgMgh/IE\nOA3D4gDNyuMWokdnZRvPRx73FirXzwGi08kMkjrARlEGKNjZhbGqutiZstN3dVcGOguQlVxmR3Kz\nQZXBcQQzdmgx04N7sSrnjFtQha5lQNnJwTn+jBxQ4v/qXqdM5i8DyRll9S91Jq6e2fLZZ2TEgyFl\nz1z2bACYlUcHUKs8hwhMLhi7833q7ACsDilbU/zxEg6sh8Fl+JHYTz+eWMZ5gG08FEB+fHzceokc\n/YlaApL5GSfziK88WcCfy3Yy79pLpMEYzvdcns71jl3zr4phKo8Cx5g+QD+SA8i87EZhFMWHi7eZ\nj3P+fox8GU83RlX/HZaZjfNdmok/WX+6/tgnNrm8WbvbABmNihsUBh4Oih9DICPKESlFUC9aKMV0\nwVABRTx3oIKVpTIAPFdGxOA4Zi9UfQjsKsfh6mPeKmPja5WhVIOHzmg3/qugEOA4djDhkT/P6Kg2\nol7gllEh4xnqgC5sdwdUd8rjcvlcObZOuV0wnfVxxmNFM+C3SqvseGaQoOrL6pq5rnipHPQ+Acr5\nMS5XAbaszIoqsNPtb9VvzCdPFKDeox/BZXwBjM/Pz8f5+flmlyT3JA+Pd+/ejcfHx83x7t27nTSq\nHRjnHEjmc7VWmsGd0yU1geKAVxZXOnF0hrr6U8U5x5PjP35RfvhEUoHkqg0VKM7sXPkC1oes/ZUc\nK7mp2K/ihrqXldmpX7W5kqVKv9SvKx+sZOGo/aGQyrB4eYWa8Q2Gw3nEI6tsU2z19qnr3BlHPJPH\npVNGgbxjGxAgsxyQLweSHU8sF7w+xu6G4CgHbkN3VNkBiw6QKznxjEkEt5hFxiARQevo6Gi8e/du\npz4GSiHT+FWyd+3rjqydXLPRuwIveN+V73is0nPZrl2doNmhzDa6+bqkZLEPUGZ+XHDr8KTK43Tx\nuw9Adjwsraujg0EKHFd9Xek0XxtjbGZRFXBWS7XwXZd4KTyOk5OTnRjFL3s9Pj6Oh4eH8fDwsDnH\n2WV+0ZbBcecFxSAGbgjs4mCZV+eKqv6ZKctRFlszv5ABRLZDlZ5nkXkGOVuP3KEKDLv2sl9S4JjL\nyGK2Kj9Lk13PynI0M3BW1zJwrPId0pdzHVVb2jPIWKBrvAPEuJ7r4eFh3N7ejuvr63F1dbXjQG5u\nbsbd3d1mxI6OaEnnzQpWKUm3vQz61EuJ8XiPAznOSDgHg7w5kJUBr6zsSh4MKDuOlGXpwDHKKrYA\njJc12cnhjM7Dw4N8RIZBDIMf3u/KwIFcvr/UMWXgVul8ZxDTdXSHAKuKvwysdgZXVb1dh9kFnEsd\ncAZ4qmDP17CvXZBwlPGuBkXOR2RlVmsvI091uDZ1QEcAGQb67HvV11svLy/Hs2fPNkfMIiNoCh8X\n5aKfCZCMy7vUmmQEx5xGpcW2IWhjgByDA0UzM8iOMrC2L2VlZ4A38mbgOItr6gl2/PIgJqPMXip7\nQp2qXlJ199h+s7QqPcvdldGJYUv9kCPuX/x1g8oZgIt5qlit6CAzyO4+guPHx8dxf3+/Acdv3rwZ\n33zzzY7SXl1djZubm3F7ezseHh52QDITCxCdJl7He05AWTBx7eV118rRxVq4AH739/fSsOOaA6Kq\nrYpcEObyOveQ+OUOzNMFWypoRoDigIZb/cVscgSr+/v7nR1OghAc85vnUSfLSBlo8OtAcmZwGRBa\nQh3HmOWZdQxLwXH8LgHHrg5nA8qxztSTBZ7vgtAfsc2vVivrBxRl9uXqztqt9F29NM0+cAYgZ3Uq\nEMTrhqMdyB+CZJ5Bfvbs2Xj58uV48eLFuLy83CzBiKdVUV6UGRM6AZIjFvF7EJiHZ5j5Kal7H4Jj\nh3qpDPsOKZsBdWBCAacq/yFoSeyYKWsMDxrX6/VO3/HuJKpM54NUHlVntrzPxekMICLxLhmOKhk7\nEFzVv7SuLH7OYrqMP8RUyqdU1J5BRnCRAWQ8D6WIFxx49vibb77ZadzV1dW4vr4ed3d3EiBXIy9W\nrH1HG5lcIi0HC14yEE441sBhp0W7eD2tapv6Vemc0WXtdTJQ7VagvpNf6YibQb68vNz6omK8gX5/\nf78Bx8fHxzvgeIw/BDY3EHB6UYHjDCRzWkWHAmDMfwXyPhbw6wB2J8+Z8mftdwkI57zfBVjGuiLI\nRQDFF6NnnnYEsZ/O7Jvb6wAM+7cOOFYvV8/wzvnwRXGUi6qTn9zFDPKLFy/G9773vfH8+fONP459\n95liYgcBMoNkBrwBuBQQQ6CE+aL/1VIR/GXAkPUZyzTyxS/Pxnf6pUuVDR0SdCv/oOIfyh2BcRxs\nK+zPlb9z9sX9xABZ1cG6zjgmI/WyXxcQZ358CTiuaMbHdjDPvjxWcmrPIIeBOmNUThAdBgLkt2/f\njjdv3kinFABZzSBna0ZZGVXjM6VTYKhjFMo5qzW1MYN8eXm5KRsdKMsM/6v28jkaWpeqtCgLlj23\nf4acvBgg4yzP2dnZOD4+Hnd3d1s7XCh9U3qY3ZsFx+jEnAM9JCknkI2YOwOiffidBcdKXlm53UHe\nPmBYlY1ymQXys/VxH+BMUOhoZysupm6gjDqcr2SAzSC5A45Vvo68lG8dY3ebNweSeXICZ5BfvHgx\nXr16NV6+fDmePn06nj59Op49e7bxy1h/xC18SQ9Bcry0xwAMXyJWs5UKMPOAQgFmjF8oBzeDyD5L\nAY4Z/5Xpkstf2Wil365s7O/OAJwBMs7wK+CKZSsQ7gAyg2MGyE63Fb8Oq+AAJ5MZg29HSwGoiokz\n9VR91/HFVZqQQXcZElMbIOP/rmAQBPISi9evX28ea2FZCJDv7++31iJXHciKyKCxAzCytqv7KjDg\nyF+9KBJyCeeLs8fsDDvOxzm6zOlU7ePA2QmgeI/5yAIpyirkFMErBhax3OL29lZ+QAYdoALHIVu8\nr5xfx2iqPB29OTQpgO/q7gBodR71ZP8r/jDPoUDoEjC+pJ4l5HhS8uAZZLaxDikbUzxxHj53djoL\njvnavm1QYMSVwU+nGDAHOH7+/Pl49uzZTt28zRvGorjGSyfwiSmCaAZkfCjZsawdQK78fNavIcfK\nL1Q+rvKJFcCaIVe38ufq4Jl8Hmg5YIlyd/GR07B+YD0ZyOVyuH94aQW3vWMnGR6axUoVLR2UdQBw\n/GY2oe5VsXKMBkB2a6aiYDdiCgcTTma1Wo37+/txc3Mzrq6uNi+rMdNXV1fj7du3EiCrx1mo6HhN\nBSMWdqUES4JstAVnkfnz2rgu++HhYWudWii+k7VyZM75dRxn1v7OvSyAcX4OmCifk5OTrZdpXrx4\nMZ4/f755BBog+ebmZlxfX4/r6+txfn4+3r59u/XoFXe2CFlmslB8K7Dl8mQGHPk/fPiweQudHZ86\n5/7L+r5qC//P2tKhLg9Z+Z3gOVuns3fVLiXPSm/5f+Y7EMyo8xmfMpuHbcylqYIr+xRe34vgU9Wv\n0mWzoMgH1x/0+Pg4xhgp0Aybv7u729pzPs7X6z+8fHd9fb0ZhD99+nQzcYEHTmKo5RVqH//wQdUS\nC45hynczYEY5sdyYsE8ZvLH8KxCidIT73PGQkbOhjr/ah1w7nD7yNebV+YMMN6n6snpUWhxYsU9j\nvjKA6dK4ew5XVX66KguvVW13fDJ1Yn9GbYCs1gDjeXQWjsbCwQSTd3d34+bmZjMbGOnwN9Ynu90s\nol50MGoU7zqRee9eV6Q6Bh0br6s9Pz8fT58+3TjR+/v7cXJyIvfXVMaljMDVXSmGc0JdADYDvjEP\nyoa3v+O1gi9fvtwstXj69OkGEIcsz87ONoOsDx8+bB6Fhg6w/il5Ocdc6Y9Kl8mAAbI72Ol1wHEG\nPh1A/K4o422Mvr11gbmzEwdyZ2xkhof4xTpcwK2AxyygRh/g0mBa1UcOrPFMsgPT7oW+aJMCyY6v\n+MUPdTAgZj8Z7yeM8W1sWq/X4927d+Pu7m5cXV1tBt8xAOdZXlxSgQCZATqDXQbRFTDtyN71E5fD\n56xDHMczfjq0BBxXYK8DiA7lw5Q9Yh0Z8FV9UwHlbvu4LOZZ4Rbua2dnWZ2qfoeROrGpogwsz/D8\nsWivGeSgEBCvUz06+nav2jH+ABJubm42zkstjo81yjc3N+P+/n5rHbIybAbGrIwdQ5oJvOo/d3IE\nCV6DHI/1AhyfnZ2N29vbTToHknnJiOMZA+PMI81MDq6vsa1Yj1tn6AIu716BawVfvny5tTUTzybj\nJ2NjCc/9/f1Gfu/evWu/KMR6yO3vGqsrRwFkFVwxTQbsVB1dcLxvgNnHIbpgcoh6VZDIyqj4YGDr\ngqbTd7xfAWVHlb4y/2j7DnAwEHPX8X8FeiuQHNdYj5XsXNkx+EWQzP4/zqOu8APhI+7u7sb19fVm\nl5w4Tk9PJSDmQ/lojjsMojOdzWzWgWT27RmgYXtzB+dzwGVfYNr1p06/qzzKNjlecR2ufAUMVXku\nrmTyzervygjTK7+HuKFbjuMh04d9QXKU2e2HbHB4qIFTUAsgx69zaBzYIw8C4PV6PZ48eTJubm42\nI/tYejHGt8oWo3ucQc7eGHajeAdmg9woDH8rcunUi2e4xOLh4WHc3d1traf98OHD5lPK+IYxzpA4\ncBTX+AWPJYODzEiCsnKjH3mw5MCxmkF++vTp5m3zWGoRWzPFzhYhtzHGZsBxe3s7bm9vNzPH6guM\nil/FY7RbOZ5KHgokI0DGII5r4Hj2WJXpnMAsOHYgW7VvCalA5CgDqB27zcqtZDXjK2brxjwKKKs8\nGTmZIl+8hjUrB0Er66yy1wwgYx5++dYtscD6FKjj/keAzL4+/CfbE27Vhkv8AhTH8q7j4+OtLd1w\n1wqePVagmPnCGeZKtplvygYpQRx/41z5jA5AVjGh8icz5IC4K9+VoQZZHRvNZJ7xxjKrbM3JmctX\nwF7V79JyP8Q5+x7XXqUDGR/Mt6rfUUfuVR8qn630/hA0PYPsRsQIioJBfPksgB7u6Rj3UWHv7+93\nXtLjR1Zu/VelDEiVIjgQxB2pCJ2Zevns7u5u8xEMt8Ysa9Os03CUKVlGmRJGEMQZnLjO6xj5QLCM\nLzfiZ2IjgN3f3299jloNCCqdcKCF/7PBOoCpzuP34uJiUzbqrNJr5GOMYW1O1VuRC2pqUODyqnJc\nejzvgH9Mq8pB51+1m9Mp/ajAMad3YETVjbo145uwjOxapodKfhw48TfrKycTfFLDL1IzmEO/X/k1\n9hVYH+fFCQRe3hdrlqPMqOP9+/fj4eFh5yNEDJAj9uALd843oy7wLDP3CYIqJV/UQweQ8f0d1kOW\nawaOXRlMrC/sBw5FmU/J7DOzL9Rj99Sjiq+z9lv5067PzuJO1ieKd9c2VZ661+G9gx1c/S6N0+WK\nOjGiKqsEyBGw2Tkp4plOdmSr1Wpray4EyPEbW8EFQI6X2MLZqJcelJNCyoy4MgxO2wnK8RsGyduX\nXV9fbwHkKDvkhMtJ+NF7xmvUHTOTGYDHMrKg734zHkLeGLxUwMwOTIOgmQGxG1hka7qrdqC+ZMYa\n/ztG+PTpUxmgeJYqnqpkAGtJQMryKNCVgS8VHB3oVWDLAVbMq9I7B+7qVGWiPFQaFxz5f9UX3G9Y\nDubNZJAFVSfDrE0MiJ0Msj5D28LdHGLGFWd1eR9f/NAHyoFljECGZ0qdv89sP8BylLle/wEk86eH\n1QxyDFp5mV/mS3j5heozBmxcjupjno13fvxjEQOyLB3yzeT8BpbL56oM/M18QnUwT44Ub1yO4k29\nV+LKzsjFKZe3EyvYF6jyKj+leJolpw9ZOtU+J9suWGZqA+RuUEAnhEc4OgRPuMQi7sXsYHwo5OHh\nYcfhVC+0BS8dqgAfUgYIOF04P97fN9bQxl6+aHTsXJe0C4GpSq+MgPu0AocKIAXhOkN8pKpmkxww\nVkA6QDKmU8YU7VeBygW0jlyVnGcM7vLycoe/9Xq99QiYQT/qxFJdqCgDx0sCHF7jAMSOCnUF68X0\n/Oiykju3JwPaFbGeZP4vCywKyM1QBYJdHhX83bkrVwUWtC3cJ5j3lFW27sBtnGNetocom/tCxRsE\nx6vVauvjQev1erOUDfdT58/Yq/2MFd8sG/Y9qu8YJGcgkGXC/q+KYZm+7eP32N5dvJgFhGw3s6Tq\nRfnxLPJsXewflb/DtAqMZ8Aa2+Dao2Sf9UMX53B5qi+WAvwOZfpbgWfkpQvoq35vL7GIwpRjCCGi\nQBEcBWDDtWH8CCwoAAM+5lIvYyjwgDx2lL5SwopU4OV76hPKsY4WZ5BDLjiD7GSeOVOUteML+eM6\nMhCJ51mQxYClAqaaJc5AMy69qGaQ3UAqk2OlLyxHla/SGwTIeDw8PMiAh22IOrgdziFWbVI8M5iq\n7EfdV+CUr3NdrmwVQLhtWaBxR6evog53rg5MlwU6J1PHVxWcXEDulKP0V/kH5SvcDHJMqLh1yCwH\nJUecPVb+1cUfLIcBMoNjNRuLADl2T4oycPkT88u2w34o66csmHN6HnBg+xUtiWkdyvRc6WrX5jDt\nTB7FG/KAh1s/3yXkzR2RDtuT+TzHQxb3WfZO1s5mXP0c17u6yf8r7NUhZedYX9W2LEZ0qf2SngoE\n3HmohBjYV6vVFtCuAHI4p/h1QUkFqC7o6Vyf6WgOMmiMvMQiXhCpZpCd3Lk+/I+yZ4VgY8XrGYBU\nfDjZ8GxItcRCvfTjeGIZ4ZKbzp6jqm3cpky2Fal0UX58iIDbEjtvqFlxBMhoh2hbHX5UfymH7UCT\nKpfzMimApYKIaocCZh3KglYWoDJyOsP6xHkcSM54x3Pus5nAmtWhdEKB4/jlPkAbxC+k4ppdfu+A\nZ5CxHDzHtrolFswHywmvh50wsI1JBPTTY4yt2XDctYK/eMp1K1CkJm6wH2Z1MgPIh6TKr2Q+TsUH\nBjNclyq3it2VX2KbqXyB4jGTAdtqVjYuO+34pRm/UflhhxuystnnVDxUutuNnSrfknsVzfIy/SW9\nKm2G1tl5qReS1It4Dig5o+sE9w51gJJy0shLODN84Sw+m6w+lYzOFfl1Sq6M3BkZn2dglNuofpWs\nEfTgoYAw60osu8EvLoaM1uv1uLu7G9988834+uuvx+vXr8ebN282WwLGkhzejon5RR7xGt/nfuT/\nLKdKr/7oj/5IXo/19jc3N+P09HTc3t5u6cZqtdp5zKsAlCIHgFzaQ1EWmDrAQKVTtpeV7+oM6gQI\nRUucM7elI49OcDoEoWyRD57F5Sdd+KGj2N8edx1Cm4v82QxynKv6mdhPsT/KDvQJUT7HHn7XJYs9\nCkx0gY3T6Sqv89NMrGP76FPm71TbFUjOynTALMurgC2Ss3+udyk5u8Zy8TouM83Sc/tcG5Vf68ja\nxfMMK2Tldes7ZIz5rmgvgMxGxx3mlJNfIMMOcrtUcLrMGVVKstRRcHvZSJVhxwwy7mQR2wtlM8iK\n305QVzyq9nO9lePtAkIlewyQ2SOumJEKgPz27dsxxrfA+ebmZrx+/XpzBEC+vr7eAGTc9US1pwJd\nWXsyOaNclB68evVq8x95iC8D4o4crBdHR0ebpy2V7jOvhwbFXZl1wGomW/W2uRuMzRz4ElkVKKu+\nnpUTB00Ef4cOHlVQYnm7gI6/UW74qZg9RoCMXwZ17a0CtKqX28XnXA6DYhWL2EayF8CxXKyvA+Yc\n/xmpdqs2zdBSe1fXXPzG+85XKJ/swLGSrbJf5RMVgHR4QZWZUYZz+JwHeS6dK3+pH89k3/3lc1de\ndW/WTrq0FMt1aQogZwqkHKzrIF4fi45HAeRIh2XwtS4pkNhJX6VRsgnj4HXI8ZEL9YZ21WY8577h\ne25AwWl5TfeMAmdAI+4FyKtAMs8gx/7Q+GGVq6ur8ebNm81vZwY5451lou679lYOFe/HDDKDP97R\nhMEILqdQ+oF923Wynf5VbZtx1OwHFOBVM4oqb9aOpYfSWVfPIZyw40PJbl/q8q7koPpN2WnMIMcL\n1WyDPNgJP1gFYqczWR5uU1zvgEos330euppFdmBN9Ys7R73MfKrKnwGkrp45e1f/u7GmAmhd+0K5\nYDlV/gyHuDo6lPkfvM9p1IB41gd0fH3W5gxHLQXJWK+LGVl/HdL3HZr2XmKBjVeKg8TOSjkx5aAU\nzQYtpxgzzkelz8BxHDyDzEsslCN3bawCnmtvprjYHxxEOg5VpWdnny2tCEIwfHt7O1ar1WaWKj6q\n8vbt260DPyrD6yAzx5n9z9rNbQ+q9PHVq1dbYCGO8/Nzu9yG914N+ThnngHYzIkj/zOBgstXdSnA\n5XjI8qt2Ljky/tGBZ3JQtp71RyabDs30CQeijv9WfLk+Qz+tZpCrJRYq+Cqe1IAK8ymfhtcZFPPL\ncmrAmAFjB473AckZqbjDdc9QR4cyPVb/GfB0eVM6wGUxLy7eZDKfsftDgGPn10Kfsxc21XUm9kud\nOKZ0Rumvu6bKq6gDkg9BGS9ORrPUAshVwHCUAVDcbUEB5SWOYAbUdDvNGakLRMpIcRZZ7cSAde0z\nKOBHic6pokFmAHmJUjtDY5CAX7uLLc7u7u62ZtYfHh42y1FilvXm5mZzXF9fbw78sEy8ZONe3OMA\nOgs2s7Y6evny5RhjbHbliKUU8bnsMbZnsAJ8nJycbK5lWxR1QSefc1uzwH4IsNUFhrMDkIynrO0u\n/VKfx2UpPhgAZvnGyJ8YddN0+g75UrO3YS+onzyDHHvX87p592RMtTvjm/W9A/pcWaqPFZjokPJx\nszo0O7j5WMRxbiZ9l7h9DnRnMbYLzDFdNnGCben4wy4dChyqctiHKHvp+lzux9l+XTpwy65XfeXS\nHMp2SoBcEStrB1REun3AsQPeLm0GgroO142M+J4CpAiI1DrTTtsr8OJACJarghA6DkzHDt71LZaL\nb4w7ucQ1npmK/zFTGssscFBxd3e3dQRYVgDZBWmldzPyVmkqkP38+fOxWq222hPLKvCRNe7DGoOC\n4+Pj8e7dOwmOVZ9XIFnpB/LbsT9HGSh0oE7pf4A0JeMKYM3w6eSH+j/rbNnOFCjG9jHvGWjmX7RN\nZ99dvXD6FYQ7x8SOD/iJ99vb2y2QjHaIW8Ah31i/8jeZz3JtwTL53KVlfvDcBeBOjOoEePe/C5gd\n7ype7ctzRVn+LH52r2EZvPwsow7OULbF7XG8dGzMtX9JnyhgnPk0V54rWw1QXPqKKjus+EOaBcP7\nDkzaANkBgCw9OziVdxYYI7EzUJ2JaWfAr2tPli9TZHxZDz8xjeXMAjYO4AyUMQ+WqwASguSs3zL5\njOEB8ocPH3Y+FKD6b71eb82e8j7JuEd2zGCpLy9iYOYt4WZ1rjLAzPHHvefPn4+jo6PNU4Q4Vqtv\nP4sbW77FY+uYPQ9w7AAMvh2d8Tv72No59Uo+znlXusn14xMRDlKKnFPN+FRp9gkGqjwEn6oP3G9W\nnpJh1j5VNtq54o11BLc8UzPIAZADHPOTHAWQnV4gb5GWt5B0MsnAQiV7J3OWcVcvXMxQfaPI+WGX\nR4G2GZDeaZcDX0vspQOIK/lzrFF14OG24Iuyq6VAs32C97lc9jWVDPm+033lfzu8OT729YUdLOFs\nQuk0UnV/H1o8g9wJUh1QqcDKDGDpCDJTviqoRpqOgqh2jfHtfqD4eD3b87cDkJ3jUMGGQSkHBVW/\nKrtDbg/nkJ9ai7herzfgFdc1opwCBDL4ZWAZayDdEgu3rjCj7v1MVi9evBhHR0fj9PR0c5ydnY3V\narX1slMcsVc2LseoZvgyR6iAmnLWSg/ZcTpyoETxkdXLsnU2zuV2gIe7pg62K+ZLkdKpDKQ5UOdI\n8djxlwoQom3iACzbWi1sFAFybFPIM8g4c8wzyEhcL/qgrA9YzpwmsxVXnoob7v9SUjraiT/ZfVU+\nx7aZGNulWUDSBZzK7rP43a3b+X62h4rvDihTvCmQrPBJFzg7H4L/ne6rtnOdM7woquITy7zSA8yj\n6lD/96ESIDsw69IqYKXOs6C8RPjx3wXJJZ3r2hb/XTrVgRlA5rzZThKqP5RCO6eoguUSubMsoyze\nlB/5ibYFOMP2MkDmrwwiGECwi5v74ydv3X6mCsAv1TfsB3WOdHFxMY6OjsbZ2dnWcX9/Py4vLzdf\nWAxgjMsr8IMqWdCvQFbcx3L2sQlFMwBljBqUV7wpncfr2Ob4zwCQARrym+2E4oJm8IJfguTz+OX6\nVNvwfyVLJx+WCcoXj5AFB2q0U9wDmWeQcaCKtsgzyMxTLDVC3xD/nTxUG5ScnE46Xtg2KhlzXqYl\neTqkAEz2X+lrBpxcGsdLBjC5XgeAFX/Zb6ceBYid31/qC2dlxHzOgs7K92c+pQLG6jz47PDm+K3S\nZzaJ9Tt+qvhcla+oDZCVQikGK6VzjmeGZgGN+50hzoNvpOKhPnSCQZaVZckAwSm1S6sAnFOWTt84\nMDKG//JilI0BUJWLyyEYyDCoXq/XW7PJuJwi26ZJyaVDVQBwg5Qxxri/v9+ZIVuv1zvrNd2Md5By\nim7gk7Vj1llUTtw5a06Tgbvo144zdXUGyHNbCvJAidNHG1Fn1IAreOY2ID/4mXQFkquvoalgperM\n/Eamk6osta4TZRAv1sbA9O7ubmcGuXpJj/sQARODY6f7Y2w/CmeAnwHjjn66NLgbAfOV6a0L5g7E\nLOGt0/+ZvrCesc4pAIv52N9XlOkj66wDx7Ox3PWVAtId28IVqmJIAAAgAElEQVRDAbeOv+zwrOzY\n6YT7j+duRw3kWbWnwhtVOxy45XTMC9e9hAduV6cPWksslOK4dEqJg5kMJDsgx+Wr8hSxQmB9HQCh\nykJSADmuV+AM63GG2FWAKh33W+XEOyApo2yJhdIN/EWZ8UuMyAPv28zBuNrwX8mne105K/5VfAdA\n5j7Odt5wDhplif/5PNONLDjiNc6zJCApsKJ4yXxLFhQdOMbP8uLSHjxUOpZ9FyDjtdVqtfUyJoNk\n9ellVY6SGdtDpt+YrrJtHpxgmQoc4xKLs7OzrRlk1mWUG8uJ/QKfOzngNdaBzNc7gMllKX3B3ZeY\nJ9dHcU9dc3x27CyrT1EWZ1DeLmZk58xHp9+4fnfd4QqHAao+z8DxPrGY02ay4LZUpPxfBZBVW3HS\niXXZ9anSsy7vS+KF+j/TB0hLYhZSawaZDcYpdaRxpIyrysNplGJlzq46V3W4YIznDJDjvALITmZZ\noOuOupzyZgG0I7uMONiol/Siz/Bg/lBe79+/39ojWpWH+TAIIzhW+yErOVT6p5x1Jz0SA+TgnddO\nK3DvSAFP/q/a2u1zlzYDsciHA7KKWP+dr8iABINjXLvNgDTKZsDKL5Ku1xogVzoTADlAMr5wistm\nlgZk5ZNVcGadVfLMgnqUe3R0tAOSESCfnJxs1h9n2yyq9oUcghecPeZtJ1nG2E4HGDB9FoAZHKsZ\n77juylHyrqgC7JyO26f6D9uE/7M4w+mwPC6H5ZbVm9VdxeJIg/Vwux24drFUYQ/2y3yv4nHmnuK5\nk1f5QQeOna6grSm76mCzWXDs7K7TTodpFGW8LsU500ssnDFmwTUDfDNgRSmsA7N4P1MAx28WiMeY\nA8iHXmKhqJJbx8g7ALC6r5wL5on248ABgyHv91uBh8iXHbMyUbLhtjs7cHR3dycBUezGwdvSZS8T\n4iADf9nhqeDF5SiqHGbHnri8zFliWZksM5DH4IZBsto5ZrXaXiccwJXlrgZgVZ/zjiWnp6c7QDzA\nFi776JADscpGMr/mwDGXGTaKyyxiBjn2Lj8+Pt6ZQY6P3DiArPQXr2VrkDvgWNlEBZ5Zj1gOAY6z\n+OCCOV9XfDpy7XJ9x6R0JQMfzu8ofeKyZ8j5KOabdSNI/XeUgULs3yzecD0q7UxscBipIudTM93n\ntGMMOdhT8szwXNYurrtK764vwURInTilaAog8zWF9IMq4HooUkbuhDoTfJWSOGCN9asDy8nKytq4\nrww7TpsDV7d+Z2BKBnFdzdAouVXOCp1ad2lLlzLHrShz1N98883WLhYBmt68eTO++eab8fr163F1\ndbX56Al/OhuBGS9jwfpZ95cGrS5Vg6kxxhbQQYfMa0yVD4nfDATjC7C4rAFnb+Mc869Wf9iXOvoD\n02D9/ETCAVnmN/o4yublHqvV7jsLKIelNl/pbWXPzs5C99SLesfHxzvLK2YAB/OWpV8aWxSgcG2u\nfHlWBwP/LJZUYFuVz3mUDXHdDtAhnzP+rqtDHeDP/HWpktvMAGSGHA5Q1ysAP4NRXH0Ojyl+zs7O\nxhhjx5+52Mt8ZfagwHCm58w791VVv6qXScWOGRw2tc2b6kxXgQJZivms/EPytk+wUb9Lyz20sVZ1\nLZWpcqzqvOMUMA+CpvivAAemz4ITBu7M0GcDKQ98uK2zsv3qq682oAmPt2/fjtevX2+ON2/e7HwZ\nkEGya6cb7GSy43bhdfw/47jjF8vFmbe4Hi+pue2/kDcEtavVSi6NQDAa4DS204t7vN447sdxenq6\n83If65d72YwBPILz2POaZcBbFrIsK+ffASKVD+uWyyAZt1l88uTJRl/VLHvH1zvgWuXNYtCs7VfA\nOItj+KvazteWAGOXF8tXNpjZ76wPV+T6hGVX+ZGuX+3EUX75tuI3G9hgOvzttKHbpiqNA9MKZzn+\nLi4uxhhjZykix0sXR1xccVirC0YzgJyBY1WnK7f7vQCkqW3eqvtdsFyVM6soWX0o7MxAMwOZESjy\nwOBFKYHi4xCkwFyHBzWwUcB4Cd8s+2z5Az5aRVmqdvFLe87AKz6VkTtdwPpV25gCIPMs5/X19bi6\nuhpXV1fjzZs34+3bt+P6+nrz6V71VUA3CFBy7PA3Azg6ZfC5C+7Hx8clkMA8CJJ528SYCeZ9ps/P\nzzfb552dnW2lPz4+HmdnZ+Pi4mJcXFxs0nK5wVO2tIIBfCyxwNlsluuHDx82s7CxDh3bj3bLdakA\n7OxUnXfslevBgQID5PiIT+ire4Kj2lSBncpnuzwO+Lm8HIjdWtRugHZAmdN0BiycVgEJ5lHpQ+UP\nlFyyQYvzyRl1/Y2jLuji7VSDtxmQnrWnE8c75SA5vVX9pq652B2/DJAxpkSeDCw7HJX5GNdXygfE\nkdWPbXZ+TpWbbRnpaPpLelWQrBydMraO4nTJOT08d5271BgqHriMjsIcihTgV6Tk5BzsPnxzPRiI\n4hqDY0xbAWR1cFsUOXB8KPryyy8lqLu5udmA4rdv326AMX86m194Uo6C+zkDyJWtohxmyAF1pfP8\n0hzzjMRfosOZY5wxxtngAL4IgHkG/+LiYlxeXo6nT5+Oy8vLcXFxsTMLnbUN24WzVbzFGwJtBJrx\nkZs4ZsmBaMfn0nLRJhAgPzw8bNqczSBzmWyXHCCXkgqcqm3ID+dXIAHvVeVW/rbbTgc6XH4H5NVA\nx/GEvHdiRqevZvSzUy/zHPmYshlkVx6Dze5gqFumoq5vRr3kF1s7A5sxtgEygmSn9x8DICv8oHS6\nAseuXq6rsresf6Y/FOIKzSrvGpyipQpW3cuMFvk9JGitOqsLYF3Z2b2Ok3Ky6ubHtJ2yI9jiY+xs\nbbLiCe+7wBbnyjAV6ObzLI2TAZ9//fXXY4yx85IWfmQhfmNdp/oiGa+BrXQmk0XH+c8AaxegsVzM\nq16CyhxhHG4rNwSlDJoDIOP675OTk3F5eTmePXs2nj59Op49ezYuLy931omrL8updvHSDHzxLwAy\n79YSX06MD26odrPMHfBknjpgsUvYNwiQEXyoGWQlLwWOs3rV+RLeZ9IuAcgZLRmguGsZON6XFEjm\nepYMxg7FH9bBoJ4J/azbHzvjvQMCu7wij5X9du9FWTPx+dWrV2O93t2ZJ9P3DCQrG+4AY3WP+zQD\nxy4mu3LxfMaeF39qmmlfo0JSSuqUSznQTBlVuqXgnetybeFOwrwRcPg8o64s3ahyCUh3Chd5uk4z\nC45KuRUgdk4sczxO/hlIxkGSSqOAi3OiV1dXY4yxA6ICGPFneuPRu1t/7NrMuqzAZkVsP8pZqT5w\nzov5intqp46KJ7STcO6r1WoHrCEvHz78Ya/seJkMgfTFxcW4urrafM0wZpARZCs74j4IgIy/vO8x\nyxO3+Ysj5DJGPfOieOney4K/a2PwHDyizFer1c4Hb6JvuHzlfzFNFfQznVd663SZ2+b8RwZwMl/k\ngEXHfyuZZIF9xhdXpGKiA+wqFsyUv5Q/9x/rPz09He/evdsa8IZt4/KLGd5VvU42yJOKHXyu8joZ\nBd8O/OO9OMYY4y/+4i/GGLvfa1Ck/DofSg6V31L/FUDGOpmnqjw+535mf/a3f/u3UgYHA8hRccep\ncJ6gGWDsynGAQIGGqqzsWubUmTJQysC4AguZ01J17OuMZtrh8uD9DBBn15a2IXM2XG7HkFX+Tl0B\nkNGxBajAR+wBinHtMe9iofTY2ZpyME5PkT/On+ml40fJCuvmXTmyoMG8Rz4HwqJMXAoQW+3hrFKs\nO45lGLxOWe3HrQIGyi4OfomQZRMgM/qa1yBndq4ok1tFri7Mi4E0tmPEFwvVC6XKV2C5rLeZP83a\n4QCdC+rMQ0UzPsiBY9eOrEy2iQpoH8LPY30VMMa0fF6Vf0h+udwx/gCQ379/v/PUCJ/sOJ9dxbMu\nDy6PwzXdvOoroXGPzxEg/+Vf/uWmXvS9mN7JIbMlBYq7fovrzup3ebNymZ/O4CBoeg1yds85wsxB\nOuoAMAVaHUBVAFoF7YwyoFGNWlgBlLJ1ADK3KQuWqv0O4C6lWTDP/zsgeaaPMl64HiW/jjwxP/Pp\n0gZA5vsB3nDGOEAdbv/FIBnrczQDALIyHLjgdndsGvPhtmYqwKo+R3Cp+jKcfsiLtyJj/T89Pd28\nxBdLMHj5hpIDBhc344tAXAXjAPC8zZvbJYPPu351BrBkebGtnGe9XssvQkaAjl/nQ5UNub53/HM5\nWL4LtA7EcrnqPJOTKtcBWwU0mFT8yvJ0/TJey/yYk43Kty91y6ni2NnZ2QYguxlkXp/cBfozcaKK\ntYwHOJ/CC4wn+AU0BscMkLGtWB7PqiOx73Pt7GIMbGu1BGZJX6CtYRrc4i7bQWmMiU9Nd+85B8AK\nNwtEMoXNHGDmaJWDniHO59rnAloomtu2i6krw05elz+rm4/Z+rhOBZIdYO6CwU59/N/1f9ZGFdSz\nPAGQOcDhLDEvpeD1qtVTBqePmb4rnXA7iGT2p8pCeajAg7sEZOWrshVAjusxoHj37t1mf94Iiljf\nGGNn9wu3HZsCxbznNpOa5VGPdRlod/dZ7oA19V9dwzKdX4h3BPCtd7yHSyxiHXLoEq4353JVva5t\njjhGIKjgPlQ8sA4r+WZ248pSZWf+Imu3At2OKt+OMs/8Ylaey9Px11zmLLju6EUsseAXc9USC9fv\nMzHMyTHjt1OHomwGOX55V50xtgEy1qHKU7qJ/krpaoURMpyWgfOMnA05gMyTT5nuTW/zphrYUW7l\nAJUCVU4lq3MGNGR5kKeu4TpHvOTo1oF8qjZVzhzTdwFKBngcZXw4QJzpiitHGeyso86uufqQHMDg\nF7BC3jyDyPvtskOaBZLsLGbBk6uXy3LBPwMZSB2n6Bw2ypKdOA4w8GXQSHd8fDweHh42j2DjZTrm\nGQ81eFGyRFDMwQoDc8e3ZTLp+EIXmLrlBeH+5SFzvNfZUcbR0vsOwCKfrn6+5gbpWJ7Sw2rgGeVF\nmiVAwBE+5VBUyc2Raouz327ZM7bPsmL7qXanOD8/H+v1evMC7osXL8bLly+3yh3j2+0m1cREXEc+\n0abxJWHXXqVP3M5MT9V99dEhBuv48nLw9/vf/17K3QFu5iObpOH6HS7hc84zYxuZTLFcTHvwGWSs\nkP8r48kMFQXgHAoLPwsgM8Eko8x5zjoyFVBV0GZD7LQlc1DIbwcIOZ4dzQwYVB4HYjFtZlyoMy4A\nRdp9aZ8yVBvjBSzU4dAFnjVeAi4yPhzw6gRUZYuqT7vgTg2KXTrngJlXDGLcBrwfO6SgHfJsggp0\nyo479qtmjbNHiZ3+UADQyYvl4OqoBr0OFDJwqPyYs/197TXjO375vPJlzGPX91Xy3QcUOwCCv6r9\nXfDu+qXT9qV9WIFHBY554Ono4uJirFar8ezZs/Hy5cvx6tWrcX19vbU1ZGy1GX4YgRPbN/PCO+go\nWXCfqbYq4KkOTMPg3A0kGMD/4he/kHLngQe3pRuTVHuVXJScOuBY2WWWhuWBbelsiLDoQyEdp+uE\nx4rmnK/qmE4drg3OecxQJ7irwOyCqpotXNqe4GnGqTmeVZlVfV1SMqyUHPmcqTMz0JlAVeVDHcX7\nmA9fwFKOzwGtGfDZbUNWVhdkVANbNRjK6nQ8MD9KZ5AvtWwjrq9Wqx3be/LkydY6b9ybmcvl32xf\n6jGGBcZqxgepApgol86gMNOhrJ8q/46yHWN3BpnTKqA4E0QVD8w3+yscwFW21AnSbvCg4pjiE+Pf\nDClAE6RmkJW8uzbVtVvH56x/RnmwbjiArGY6WaYIkF+8eDFevXo1bm9vt3axefLkyWatMr//wUvb\nHADF5RrKTyq9Ql7dE8PsaSJ/EZQH3iynAMi//OUvbQzmQ8UqZUtZvyJVejGDB1y/O+CfzYxntPhT\n0xmoyvJnhoDplJN2Dm4f4LBvGRVgQqXmczaCpbLka0vawnJ1zvVQpIyhE6Cck1flV8G1Yyzs7Dif\nC+hcNs4gL3E6WWCv+O+CDicz5k0FW2ebCoDhvaz+Gb0LW1LAKGaPAyBj8Hvy5MnWemVcK+vs2K0N\nV21XgUsFo0rfUV4dG8C0TrdYVny90kectWffhnVjeZ12VpTZHLfHxazM9pcAWCxXyVnVu7SeDCxX\nAF7JSpURebN2HoIcaOT7aDtq+zJFFxcX4+joaDODfHd3Nx4eHiRAxs+981OlWLpVAeSQDftKTI/t\njF8GwmoGm9Pw7DU/rWIZRd2//OUvd2Sd4TBeZlLhsKwvKxufAcYVKI5zXgrj/K+jvWeQFYBw5aBR\nKrDhyu8G+Nl2qPocZQ7F1cPBVQXYLjBS/PB9F/BUPlWHCiZZ3ix470NOxij/JUCRy6kcvdLzSm8d\nf24GmctXOsb90+mbrP2ujJm8DMA47VI9YAddOVoFFhmUhc2tVqudT6wGSOZ1yhwc+Lczg6wccQWY\nney6tubuoSyqQOR0FAM8XsfZeeXPKnCm2riEMrvult31705Ps7pVUM/qUrw5EBD1ZH6feVPAc4xv\nXxKNJUmYP+OH66ragmU4ubONKMDjKL6CeXl5OZ4/fz7u7u7G4+PjODo6kgA5dmFhkPzu3TsJkBGc\nxgytWrfMbcDrChswOMdBOD75UrPICiBj3/7617+WfcAyZ9zCPq4CyFyu848VVQDZgWOlLyynSn/G\nOMBLep2Gq+CvwERHYIcAy4cgx6vqUDVSmRnFKMocdQX8FM8V6OqWNwuWsvTKIWeBPwOdTk9nZeVA\nsNJxJPfoX7XTtdHxw+SC2SFthdupgBHKtwJ96l5HPkpHu3ZVpVH8q3bOEOcLcOn46Pg7FYiqMlj3\nq75QslD243y5y6vaUJHT7/hVwE/NHs3qJKdT9j9DHb+vADHnOzk5Sf0g/vLTTPXCG77MGufY5n3i\nlmq/A2pxLZsVZYCD/RAgd7VajZOTk/H06dPx+Pi4AbfxMaBnz57tgGNebsHtdi/pMaBkcI/tCn55\nsM3gXD2t4roVIFbAPF4Wz8BxkFsCmvll5Y8zHOCworrH15xNsH46YNxZdjG9zZsSUgY6MrAT1zMn\nnQX2WTC2hJY4gE7gzfLNkgNDs2W5fEvB+xKAzECzm1flr3R1jOWyyoKjMvIMIHfqqgIft+e7IAUa\nHQDK8rt7mf44IKaCt7Ir53wVcJuVZyd9BTRcmxlkdurj/nFgl+twfarSdigD2LM2qHjvgmMOivsC\n5Vni/na8KBCjACV+xrzyFfyERAFkBsfK1y2NcSpNZp/dpQOKxwCaR0dH4/T0dFxeXo71er0Bx7EH\n+u3t7dbHemYBMi6x4KURSr5I6/XuTkbVeugo182Kcn0VQHZ9xeB4BmMpnWZfgmm7dqTsJvP3GSg+\nCEB2AbkCHSotlxlpXbDr8JXxOlvmDHUcQ+VEOuVVlAW8KuioQLevvGZAnOI3A47OkCownOkq86PK\nxnPmvQsCOwDZyd7ZT9YeTDfLsyrvY4HE6l6mQ3Hd2dwsMFZlz9CSAQEGXpfO9WNG2IYu2MXrSkeV\nn1BlVO3vgOQZvY5zPrLgmNXTBQLddFmsiMP1SwcEKICM/gb5xaMCyJk/VvzNtL0qRwFkB3Kcr3h8\nfNw8oYnlFrG04uTkZPMFzbu7O/n1UgSpKPOom2dwQ24IZBncYz9EnzEw5rpjFpnfnVCzx1wX98Hd\n3V277zI9qGIX+7MuNpu1Jefvlf6wHrHeK/ooABkZrATjnC2X5YTM/2eDWkYdcKn4mA3MhwTH+4De\nmcCb8RS/VQBx/ebAYwYOuL7qXLXJySoLolkapAwgz8gUr/H1JUB2hirZz/bbjF64tFg+OkeeQXF5\nOzaunP2snFEGym4Vn0peWR8rkK36JgOqjnfHg/IxSq4unyqj44OUzCqArAKpq+9Q4NjxzzxkepCB\n4zF2ATIvjUCeOwAZ8+OLmMgP85nFO6fXGThGgOPW1sY15+Nj7XDMIB8fH2++lnl+fj4uLy/H5eXl\nuL+/3wHGDFKjHOYBgSqDXZYvzshjHyhAjC8NqvXIaokFA0Glm/f39zt65fpIHVUfqj7nMpxuzNqU\nAsdOl/gJkhosK5paYtENcDOArzIyBtZLAYAqa4waSGb8BXXk4hTNdfIS0KN47Shw5pxVniwN64oC\ngi5YZoZUkQNgHaPL6loStL9LUvqE91zaLjhX5XTv8X2WkQq+Lq+qp6sfM+BL5c38X6c85WOwzEz3\nHEhWeffVPwwWs/ZS9VWXsnKUnIKXCqBz/izoR9pqwNCNh1kbZnycGqiMMcZnn322A7oy3vFwM2kV\noOnEggx8cRpXtjsQ3KiZ8zHG+Pd///cxxu5Sgfv7+3F3d7c5Hh4edpY2qF0seJDFM7jr9XpnWYSa\n1eU+4HoZLDM4jmUjCNIZHDu/gB/GYFDJhDLL4qjqN9ZVtjfO07X7Dnbi8tH3ItbAAYyjqW3emNjp\nK2F3gENlZEpgGTjvAvcKHHO+Cnzwr1IM1RbXycijqlfJ3SkJ1zVDVcDJDIz/q+DuZBaPqFS93Hdd\noNIhV+6s3FSZ6rr6nSkjSN1TjgcDHzqs7wL4YJ37tMWBRE4/A4zRgXIe5fDd/4w6bea2zeSZqS/y\nLfHZFTG46ug358dfzKtAW8evYZkd0JalcdczuSn+HC9ZW1g2P/rRjzb/GSBXsUsBqypGuXKx7Ky/\nOzJy7ed+H2P7xTgEyP/0T/+0kQcej4+P4/7+fjw8PGw+j85LGFyZKAOezXYzyG6tK/YXHgqgM2/R\nX2rmWNlCyBx318j6QPk4dd6Ja5Uvz67NksJ0Cod0YtAYewLkWcqAIP53Ap8VYOUwOwBr1lnGvQyY\nqLKVPDogLQPHDiAfglT52FZHCijhfx5Q4H3Hhyuzy1NVblZ/h8cKxHSCQkeuKp3TQ8zj0neud9Ny\nP41RzyBjeS64dEDRvjrfBcpLylvKz6w/qsj55q7eddIuBcmuHFVmZYPsi10fVr4kG0RlgMGRslsl\nV2W7DJDRNirf75agIM8OfCkQVA00uoMJLNf1VZyrj3qMsQ2QEfTiC3mxhMFt6ZjZuBpYqBf7+IVC\nlgceDJYdcGdbdX2UxQMlb9VHGVjmvurYduUzlvps5xfZlhkgZzLZGyBnglFBUaVRoG+MuiM6nY3n\nS4SuynG8xXUlfGfkyillMlV5q/PsPpa1FEhmfGZyqhyFcihYL5bDMpttS6bDVXkzaThd1idZoM0c\nywxIjjIzp7QvoHO8dcCXoxlgjHV3QJfjwel0Vz6qLNVfMwPOLs2AZMdXVvZSu+uUjfxl1AWhXVlU\nabPyMr4zPjtAmfUYATLeZ8DkwG+1Vjt7yTHK4liHdTi/1ukPBosYH+JcLYcYY4x//Md/3ALI2cys\nk21m/wxOqxlkN8Dgerid6mD5qr7O2pCRGpgsLQfLUzJ01AHJzm8qbME8uHX6TC2ArECpAr9sWFUQ\ncOAzq7fL70xaV0fFX7f+WXCMZSi5Z/XNgOZ9SDndWXKBRckq6lR8OJ3s6Ewm10OQsx1Oo5yJ04GM\nsrQzAKFLCkh0ee3OIDvQ78AE/zJ/GVDGNCq9C6TMb1WeOq90QLW1IsWjslnndyq/qP4rmvETGUjJ\nys/K47IdCIiyun5E9QvmW9pH3baMMcYf//EfyzTu8Xvwh+CXX/Tic3whLAO+KEvn12ZsyS0xQPCo\ntmQbY4x/+7d/G+v1Wq7jZdDt+omBlmof2oxat1y9KOoAcwaSXQxxM8iZ7+/EGddHKo/Si4oHx5O6\nXtmjAspsNw5MM5UAeV/gwI5iH0ClOkIFRSYVMPEe/qp8fB51428QOpL4Ug86plD4KsBmAUIBLTXg\ncIaoqOuku0qeAZR9eWBHkgHMDLh1Atih+K4cMPddV76uDqXnboDBtolH1YddIJDxtg9hIOn4AwZF\n7sC0fL6EnNOu9GKfOqMc14fsH1Q+Tqd0xf3H6xk5OcwAZS6D9SIjBRDcNQcGlE8+BCkgxHRxcbFz\nHwGTevzO9x1Idve5n9l+nD5wf7KNMbkZX1x+wC+1RTm3t7cb0Mo7UvCMtJO70ymUMeoFAvkKIKsy\nVF1YrloTzeWoteSsn6wP3PZMJhUpfzMDjhWpuK7k1omzGW5iOghAZoXBvBlw7Zav8lSCroC0S6vK\nUQHNBYNwJHgwQN5X+TJSICdTgk7gV/dxCUTUi78dckGxylP1rUvjaF8Q0qUq2KmgHNeVHe0ra6fL\nzmFXzselzXSvSjNDla+JNHHETAwHPk53SP3gfsXrWZ596xxjdzDp0ind4/uYp+trFHUHDJhenbNv\nnwHXGXViWKRjPmfiTMVDJtfz8/NNOrWdFZ8zmMr21FUgWfmNDCBnft7ZXpDaXYLX5fK2aJH/7u5u\nrNfrnW3U3AcwUN7qtwOQeWZ6FiCrreCiXATJil/ueweQO/ZaYaaKsoHQUmJfpPxQnLv8nL5qVxsg\ndx2FYkQBy0MERCw/o05HOyPB/JgO18di2xAYqxnkzuL/rB0VOQNAI3ZlMU/O6WdlqGCn5NehLihT\nxuz0taMvWH/G80wAVvwqneN2OBkfYsCpAl3mOGcAbYePDIR18qIMu75JBR8up3NwG2aoo9N4bQlA\nQ5oF5KpuBRo6vkbpU0dm2aCF2xXn7LM7dbHuKftTPoT9KcrGgeMZ31PFSKzj/Px8A4oUIMse8SM4\nzgAy3uP+RH/GADLbRkvZHt9XX5VDcPz+/fudr+BFOTGD3AXIyj5U3FRgMwApl12tQcb8WA7Wp17W\nU/xiOcoWxtjFLZWfx/5l2bj0fM0B9Q5xOvV/JhYpP5XR3jPIndEFOpp9aQnwme2UyMNKpgyIHQaD\n4+Pj461HHplT6AS5jNjwlDHMlKkATDe/aovSAZduhpSzrs6Zpw4IXnIfeeymy/SbbcnpdhcAxa9z\n3EvbtNTWlviJLoDsgt8MEC+hpXKq+rxTBt/HcpQ/U3VzGqUnSmccX6qvsJ2VLSr/ibIJv6fqqEjJ\nnGVW+ewMEFZ6qsqqbDEAMoJcB3a5r9TTzs5MMvPGE3xnRNUAACAASURBVD8ZYEN5VCBZfbSDl1zE\nbhRxRBl3d3cbQBngGWdhFaDnXxUzGSC7CbAxdl+CVOXzQCYDyME/6gf3BT+xZn3i9C4euphZxU++\npvxo5edZxoo4ZjFvKm3mrxS1AHI2oug4DNeA2UC4hA4FzLmsTtDrpM3K2DcwRzmsSPuUW4GZTF+y\nul3AVNQpb4YOqSOOKqfDvFSDEy57lheXt6svM6Dvu7DzipYOgGbTZdSVQ+VzZ+qYBdPdcrN7H7O/\nOcjyPQUMDtF3XXI2HfcqX7NEdk+ePBljfAvGstlgBlJuSeAMyI66FUBmwMZyyQai3cGpeukOryMo\nxpf8Anwq2TvwiL8KoEWZjm+OAyy/4IfBpXvyjLwEAHffD0A+O+CwQ4eKwZ16DpFmNt+RvfOJPtEn\n+kSf6BN9ov8v6bscOHyiT/R/kVaZkaxWq08W9Ik+0Sf6RJ/oE32iT/SJ/r+l9Xq9M5VcLrH44Q9/\nKNeSqMcL7g3OeFQTZag1QNXaM37MwMTrp1wZKn/wf3p6Os7Pz8fFxcU4Pz8fz549Gz/60Y+2jtPT\n0/HXf/3X9i1RLI9llC29cGu4snUz7vELHtU2P0sej7rHhFdXV+PZs2db7c3azb+4rixetuDHXu6F\nB5S/2ljePT5TPLJ8UZacvvPS5du3b8f3v/99K1+up9ocv0OVvmE6xws+7uPHi1wG65gqH8t5eHjY\n6AqX7X6xHNVnfHBbXHlKPioN6t/x8fE4OTkZJycn4/j4ePz4xz8ef/7nfz5+/vOfj5///Oebjzdg\nmb/5zW/Gv/zLv4xf//rX49e//vX4zW9+s/VFr8fHx/Hf//3fO9t2KRl2Hz+rtmV26PRT+Q8m3n4r\n4yHo9PR0XF5ejouLi3F5eTlevHgxfvazn42f/exn46c//en42c9+Ns7Pz8df/dVfjc8++2znsf3R\n0dG4uLgYT58+HZeXl+Pp06fjBz/4wfj888/H559/Pn7yk5+Mzz//fHzxxRfjiy++GP/8z/88vvji\ni/H73/9+3N3dbY77+/uWbDt6N9MnKnbOfM3t4eFhXF5ebvVVVS/Skllk9gfZUpes75kvp6tZLBlj\n7LzAtl6vx+Pj43j+/PmO3WY6rjBGtvwjk49qR9X+TtqgbLkMrmXG9vzHf/yHxEaq7vCfrm0O73SI\n+Vbnqs95/+sMP2ZYMn4ZMyia+lCIqsgFXcdsZcAMZmaCgErvArriKXu7NZTv+PjYluN4wnqwjfg7\nS1g+r1/idO6ojEURKphqIwKkDHy635D7kydPdr4YxGWqtW08uHAAOZMNl4d6wGUzEKvkxjy4gU2W\nXzknV2emZ87eHCCu2sd1ODvrlN1Nk9mPC3pYVmWPTj58jm1G20JdUwCzA3SVnnV9BrdNXavaG8Rb\nO6q6UN5chtJV98JUpMeXm2JtZfCMfk9NMMSa2hjIqHW2lc0jzfp7J6OleR2xb1sST7rU0dX4rYBT\nF0Bm5aO+OTtH28nKVf5l1t44f6dd3XScR/1Hft1aa0cqJjvbWALqMW2FSxxmYL/N5Wb3FR9VmvYu\nFpkT7VA3OCvBzyrn0vRsEAjQFECe4VMFJZWnw7tzPAyUFfCrwKXjPWsTUrwwwvVn/+N8vf4DMM4C\nlHphhAkDqQLZlWwynVfgW4ECJysFWFx6BRJVOm6Xqy8jBZQ69TteXJ0KOFXluXIqkMf2PFNOxrsK\nwtHm+FW6lelsJ4AvJaVz3N6q7UFoW+re7DaW2Y4COCvGdSNIVh99iPzHx8dbhwPJTm4d6toznmf2\nxuV26lf/O7Y2E1+rWJWVk8mmCyLVtfC9Soe6MRfLyo4lfGP5SwdCWd9xuhn+M1JgGeuI8yVtqgBy\nhhHQ9lX7Z0FyRe1dLDDgBDNxX6VnUg3ixnD6Q1IF/hjoIOBBZ4sAkNsQ/zs8KLlmQVkpLMoUwWAE\njbheHVG3ctoVcb+qmTPHB14fY2zAMS9fQYr0WXALWXAg5/PMCB0pueEHJzqyyhyLA1/VPQY+XJ9q\nB6flcmd1waXtgOWsrMxHZHLPggSW1SlH5XGgJvSTdT17xIv1qDaqOrP2ME/7BA+VtgsysvRj7C6H\n4npxBhn9FNpgBrBjBhlBstuTtmO/7npm16q/unV2qAIplX7PUtfPOZoFVVwe20D2VTzuG9cHS8Bl\nByA6IKd46MrF2fKSNjCpGIl2guW52Mp2r3Bf58C0nK9qwxI/p2jREgsVhDPCDlXKwWmy6x2aUbZI\nnykVOls3g4w8d+qL9Fm7uo4mymFgHL8dRUS+Zgn5nAHIKkCFnJ2jy7Yail8ErM6IK/4UcdpwzqvV\nqjWDzOWgk1eAgu+rslg+6pzbrspQPLm6srZFWbP5OqAxk6EDcc6elZ/J+MA0GVjMdNQ91q8CWCfI\nZn5SATjX/g45v6TWBVbtc2sJWWaRNnjGA0F2EPtsnkHurkntyqPy1U53nN3h/YqPzF917HhfEIGk\nyumAmqy8zF+GD8ZfV4ay8QxEZuByBv9geVUbu/nZlzGAXfruSpTJfgvrYTtV+TPf3sEkHGu5nMpv\ncX930ima+pJexrzLl11XjXAMR0epPf5Uh6r8HCi4brdXZLyQc3p6Ok5PTyuRTTkD55zH0Avx8RfT\nRqBgGTmAWFHlWF3A/uEPf7iVRgEEtxhffS1JycSVg3JQoEjxzfJx6RTY5peS1EttY4zxX//1X6kM\nM31WAaKibp+z7OJaBqiycmbJ2bkCWFmblthbZR9ZUHSEe8oeHx/v2C3OZEa6Dx8+bH7xxTamalCk\n0nD/cZ+6crmtzl8qflj33TnnwXoZ2J6cnKT5qzXM+DVT52/V0SHnBxWp/unkVTaYARBXXhZrZqgT\nS1U9zt9VdVX+ZbbcTh8tHTAsyc8y477N7Dq7zj40ynP1uAPzqXIUr5W/VnEH77k6VJ1MzMPMIIZp\nCiBXjDnjUEJWQZnTRzoEfurxO4Mvt4uFC/oOfKGjngHImYziupNfUAaO1Ygu8gQ4DjlVDiYLDB1H\nwuX+6Z/+6eY6v6HKO41w23AXC54RYrngL8pUASzkc4mjdXLgLzrFG9QcsP/u7/5uxwFgn0RfRV6V\nJhs8Kt4zB6WuK9vMZLUEQLoyWJeVPjonVzlZl77riJWvcnywv2D9xl0v4kCAHMu3uoCnQ0puWZBz\naRzYdvlUcK6IfQW+YKfqwP9KZzguIP9hazz76B7VK/vqBvIKMM4A8v9JUv3PoKgLjmfAj7I59BVR\nxxh+N4IMVOJvh7r97eykG186fGX2HedOv5RfcwendwM0108dcr58lhjfOdyJ6d3kxNSX9DIBLlWw\nzMAwnZodxXQMallJWGjqXH2BaBYgz3QoGz47EgaCDDqdk+oE9GxUlY1ms7RjjPHjH/94jLELZPHz\n23Fgv61WuzOyzqjd4IF1MRshO8fonED8x3wx442H2q7J8aAGezi4c4Goom4wUvczQIQyWeK4mLrt\n6YBjvIbtUvLHc9f2rFxVNwI7BMiomwH2ECSjrvD7DZVMMtlUQEWlycrJ/DSDYnev4i/KDp+AW+k5\nXrBeToN9onwtAuUMZCseuzKv7mV+WNVbAZ2MXN5ZcM4+SfmJjKeZNHGuMAPyjjusdNpT6Sjz1vF7\nHb1fSoofhR2Urz4EQFZ6Uuld10YyvzpDDj/uE7MWL7FQASJThioPd27Qer3eWoOmZofH2P7Mpnqp\nozOaUN+iZ4B8dnbmhUVt66TJwIsCx/yoENuIs8dqLTKTCmyZYXcU7cc//vFWcMJgx2sBebae9zlk\nPpwuspyUIStj77Q1kxPvYfv4+Li1H6fbC9aBMyy7ck6KlKOpgpG6n4EuBbCWOrUsYCuwpfjO/mf8\nch9U4NDVg9fxpTAGyEdHR1vgOH7fv3+/NTDnOrJBWpe6ICzrTwWE2H6Uzbg6VJ0MatFfKF4cMMcy\n1VNFBMVuz2EFOJSO7RPQsQ4Hzirf9LGpAoQqhnfyVjal/JeK3VhftsMKp+Vrs/7VURVXsvLcjktL\n+UB+HLjN8J2KUaoOx9tM+ix2dajy90up9ZJeh5Tjq5jtjriqspcIVKVXwAvXFAZIrspZUndcQ3Ck\neMJrKmixw1pC1UAno+9///s7gSnAAQIDfJs8wEEYsnvMiTwEH27JBZKafY92Or1TwZ8BfADkh4eH\nDUDGNdQ4C876muls5qwqpzNjF1ngx/JR11wAPBRQiP98v6qnAwIzee7Df+TnATUvI8K9eDMeVPBf\nAowVVUGtk9+BYwdUu0BBAWTnc93AgXVltVptLelSvKoD28q8VqBxhjqymQVaM2kduO2U7cDxvuBL\n+cpM7jgpwbrZ6avM3yie1H9XtruX9avy6a4tyn+5gRenq/pnpk2OrxlaGk+ULA9hV2M0AHLlPJyD\nxMM9/uC8qmEZaHKBRZWZgS3VVryPzprXwy2lJcGuG5xmHQSTMrYu4cwZgl8Ex/GLAxAEyFmwRf4w\noGKdnEatLa9I1Y/ro2N5RcyGB+jHLwG6ZSIo030GI/sSg98OVY5lX56VTh+qjhmgkdXv7qOen56e\n7gScAMaRH3XJvaSXAZcqwDJ46QwuZgdTjjLfokCsWtbW9blOPliuCvpV7KrAoSqv62/3kSPL0Pkz\n50MV3zPxyNmoijsdEOYGiXjwMjpMG74Wfe7t7e0WT9zuGXCMdAifvGRA4+TTKa8Dkivq+OW47wAr\n5kM/eIiYoXTwEFQCZH4zvxs0MuPpXMNztytBFxhngRbL4AX+YZgKIHcAToc6YMmlydrJzkqVocpU\nAYwpU2gEyLiMAsFxnON6ZPxASPUZSeRDAWDlXPkDAZg/C5zICzrhWHMcgfzh4WGcnJxszSC/e/fO\nyqkLMrMRvSu343xYLyoHiGk6OtIhFbDwv3Koqh0Zqfa4gKGcO7d5vd7dpzvyhZ7xUqwoH3UPl+Hw\nri2ZXJCXjz2AwvpmqApSKoAqW93X5yqQHPk78WyGHDCo0ldpHGHebMCv2ogxz8Xeio8s3igeHUB2\nYDnz7TzgiSd5R0dHm/dAkBenN9n/Tgys+sf5mS659ArgVjGCZZENSFQ+9d/pMF9XupLFko6clN1m\nuri0LxbNIGeG5NJ27rlGqjxsRAFmHC9OSFyGSqNeGMH7SxysU5AsfXcggNcVOK6UY5/AqwAyBzsG\nyHGu2sH7OTJvanYY+3S12n5BkD8UgIGT5Y31x5KKOGI5Ba6TjDXICJKXBl/nlJcMzLj/+foSsHWI\nAODIgdrMeVf38b+zOTVQcOUof+SWBUQaXCMfOqXWrCuQPgO8nGxm+5nTdgYpXT6RHwWG2F+ovIoP\njg9uBtnFGS5vRl4VqPpYNAOQGYxWYKKSc2YnSBU4VhMbYVMcS7hfHx4edgZA8YttzAaejncF4Ny9\nTp4uORCM19z1MfL2ZOU6fjN8pvIo/8X+N+sPRZUu8v+OXlb00QCyYzabHXSgj/+zYbmZl+5aVnxB\njNO7GeR9qAKsnUCE/ys5qro6hr2EHEDmGeRYj4kv7XE7eBsmt+0bP57lYMsv/CBIjvtMWGec41rj\nAMRcdmeJBdaR9X13NJ2Vh/eyPJ1+P4TjzyjzG53ZkcovcXlVW1zwd/6Ll1hwe7IZ5P/H3pvtSJIc\nV8NeVV17b9PD0ZUAkQL4EeByofd/AV3oCSSCI10RAiHM9FL7kv8FYdknT55jZh6ZRRL424BARka4\nm5ub23LCwyOCl1ioMWF5d/VVR+7irKIKWDmeHM/dDPIsOfDFMrrYGf+X2HnHbvdFDuiEHGw3XF6N\nm/MplXM6YJP1j+PiJjYODg7knUbMLTzJEbGaZcn8pbLVbAwzvkvHvmpP5YgM1Gb82QcVdQBnBpSV\nfeFEQaWnTqzL8GJFWfvTD+kx+g/FYsdVGRZmJth3zuGv+6KT6kvUUUanHgDjNa4zAIPb4roZaM5k\n75TL9l35JfQ///M/G/rDGSFcV8jBrrPEQjmhuv3G+wiS1dszcAaGAy0CZZw5xgfyYlaZwQ6vKa0u\nhOIuBga96AeS+rS1CnQucSo9uosotjNndx3bYnLPJaj2XSCvYsOMX1Y8FaCrEhTatHpvtvrQTNWv\nl6IKGCs7yuKLsrNd+oV+gPFexRt1R2kpOcCXnY8yM/HZgfSsDeaRyaFslsewC4bUxWPlQ6r9Kn5j\nzuAcEhMd19fX6/0xxjruKnDs4lcmO9dlHtmFlvOJLuEYKbkitqjx5FyK9WbwS8cmuKyrz36rziub\ndDycDFXsV+0rWvQWCwd82RFV2SxoZslX1UOK8/gxEaVMbteBlsyRl5IyUgcIMhkrynQ9y6ND2K8f\nf/xxXR83fphNLXNwgNiBMRwbDq7quFvLxhc9KAu/m5nBMANirMOgXtmW6pcDytgvDv4ZQMZ9B2oy\nv6iA8lLwkfmy0g0ndq5TtbUPWd2YqICOtuAupBAcV897LEmwM31z+85OWS53N0+VVW1UY4MXVGh/\n7PedLZOxQzP25sCiAnAvKQ//dzrPgLo73wHLWU51QDnuIJycnGx8iyA2nPgYY8iJCQeGZve7eugA\nuF0obD7iC/sF/jqwOCNDNqaz9ZVslaxYN9t/CZoCyMqRXbCsEvUYOhHPtq/q8CJ9BUyZOGgrkIVg\nSvW340wogwLJSk4FapYG1SrZdeo4OccY47//+79lfZwp5tcuYT959pjLKKDpbs/tso0xNsCxWi+q\nvsSVgRuUOfMNtjMGy1i+Aryd8Vb1lY1imxm/Ls3WdWB0H8T+WY1dBbjCJthmslnkKrHuSpktuHMZ\nmOT6+IyAimdY1tkQ6xDHgu84hG1WM8fVWHWpOy4uJ6jc2cln+7IHp4s4x+1l4KMLDjmGY7tu3PjO\nY4Dh09PTcXZ2tv49OzvbmjmOO3vcdqVXtd/RO9vo3wIgBw/+eBrbncpFyu8qeZbqxtXJZKwA8j51\n6rAg0k5LLFQQ5cSqQBDzwv9cxskQ5TKg6IwiA59YjkHX0hnkrqN1ZFMAyVGWACuqEiLLHPSnP/1p\n43z84roxXjMW5RhsRptLwC/Wdf3gsnw7lgEyL7monLbTpgO33G8ktcSCeTA/JNQtl1X2p0Ay8llK\nuB4XZXNxhMd3JrCj3Koc+x7XUWPlwEbwVLPHMYPMM8fq4zhufGf1nsUQ7mPnN2tHlVVxYkk/8M5K\n8I3jGJ+zeNHpB5PyF3VeEffT2eQ+L4pmLu7wHNfvAj0HElXcUBsvhWOAfHx8vAbF5+fn4+LiYr3F\n+vTn5+fx8PAw7u7uNp4pqfBF1lcF6FBnDoB2QGR1rrJRzJnqzgrKkoHOirjMPgAyyzoLkF25bi6e\nodZDetn/WeoMfAbE3LmuvB0g2g0qs33jthQvB6SUPHjOBYIMMGXtV/1xY/LTTz+tz+Om1vxyGQeQ\neRY/25S+XIJCubmNMfRDgihfBlC7IESd7wAR1E+WwGfBgGqHf5UcM6RAAvdHJaRMxtlzKAu3WQGe\nTnxAmbPg3tWf8/NdwXJVzvXJ1cEZrZBXxYn473SHMQHf7lHJi3rN/FW17XKCa7eyE9zfJW9m+Y2P\nMahTvLK8wjwcH+c3Ki4pgDxGPoPM78+PGeQAyK9fvx6vX78eJycn4/Hxcdzf34+bm5v0gU6XBxxI\nVvIr/XQA8qwNZHE36wuXmQGNri1uZzZ2zZZdmrNUjNyVWjPIStHOaHBfOUuQCiABpNSMUlfOKphk\n5TNSzp0BE9VWBo5ZHwwI1T7eYlHrrrN2skCpyiunUA6Fb25g8Mu3PxU4VgCZgwWPRSa3CtRMrFec\n2ayWUShe1T6SskGXBCuA5QKy8wml4xnKAukMqJgNaC6WVIBH8XBJqAs0wl7U+km89an8WMnMbTjQ\nVumM61Zjm8UhddzVrz73q+opHaxWq42Z94o4lgSw5i9cKtthm3E6cWPkdMHls/HoAqhs/DNwVsno\nxszl92x8ne+puM15jUEyPpSHIPny8nK8efNmnJ2djbu7u3F9fT1OT0/H8fHxIuDW/UWddPjsg1QM\ncPrlMvF/X/K8BE+X0zvlMozZabeiqRlkDELOcRw4zoADlkXQ5wzDydlNHlVyZKqShyuP7SndZb8q\nqXIiHmNs6Ksrf5ag1XGW3YGyMb4CZLYFxUcBTvVwmwoKKqhXYCADPazn0C0m3AocZ20rm8DjLulw\nW8rHHBDOAibKlZ13VAFIddyBVCblj84GuJ4LoFk/OAZVemDfVA9+qoSf3QHBOyuZTczELqWfDlV+\n5fhWYCtrC3mEz80A5DG+zhpz3QDIuIxF6d+BoKr/lS6qsvhf+TL3kc+reKDKVXmGxyDzQ97nPlRx\nUOU19oV4XgVfDXp6erqeQX779u04Ozsb19fX48uXL+P09HS8evUqzYVOX9mv46HyHNfLdFGR07WK\nWdiuimFd8NiRV+U//l/ZfWer6qn2XS5SvDrUXoPsQFGW1B24UXWjDM+8BD/m0QHKs6T61f11fRrD\nfwmw+lVBg4N68K9m3jko4j7yc0aI4DXTHT4goYAuBxQHjhUQUDNyTFVi4X2sx0tAsmUVVcBxdqHq\nObtWwFgBZrXvki0DW7aTbiBlXtzPrF9dUgnayekSPZbvjNlMQlH+g5uy15mkkMWxGX1246Fq3+nT\nHcOtAkpxPos3GUDm8YoNH4DMZpBd22x3LtYreTK+IWfGU9k850Hkw4R6yMbAjRvLwb/YTlcfrs0K\nGHdmkC8uLsaXL1/G+fn5GiDz+8Qz6oDjDGBlQLnT/gxlgJllmo1lS+VR/zMbdlTFQi7jeFdj1ZEF\nqb3EIn5nE6hy0ixoclJRjqgcVp1XfcC2ukGEA98Ym+/kVOVUG7x0gHXhAqxKwtx/BsluRoSNrFrG\ngbKHHvlhIuSvQC7qIOrj/wwg44M5OMO2JPC4gLFaba6RDv4MkKPsLgGnm2hUgJ4JeBnwVePieMwc\nr9rt8On4tQu+Csyp5NHlq0j5UWeGWAV/5dvYhtNBR75M7qq+A0yOTxa3QuZOwuN4wzPIHaCiZpDv\n7+83Ho5kYM6xLrOvTG+ZDqo6HEsV2HD6VBcJqpzqQycvYxsqX2b5PePv8hv6FH80hgHy5eXl+Pjx\n4zg/Px8nJycbADmLq934Wl2I4H4nLrJMlT9nuu5go27uyMZTyZT1t3uBUMVDV17Jm/WlkiWTsQTI\nysA7gzpzFcMG2RlEVXeGuiBBBdExxvpJWZU4+Jh7+Mz1ywUNfgsEJgS1hte1pQKReoI4/q9Wq42P\nYvDT9/zeyUrvmIg6gSXkVoGrSvhcHvf5AiOI13NXgbMrQ9Tr9tm1ndlr1TbuK9tdkiyQsgTcCahV\ne3xMBUcEO92x6QRy5ycYF9VbK9R7s9m+KpvoyFnFzSW+UiVgPjfbF+aPa4fv7+/H3d3dxmRE1iav\nPY76t7e3a5Dsbr8rIMrns37wL9thxU+V64DjOMa6WK1WG3GMwX/88ivCFE/mXZGL2apvFV/2nSiH\nD/DhB6AqG+9ikorURUyGj6qLpaAqZlUXNM6ulGwOFM9cVDHPihS2wQuh2FfyPj09bcjImKeSZxYz\njNEEyCFMF+mjQB1QnSVCx39XYIz/HQhxQHWMTYDswDED5BjIrmGzEaExxZjgem0FkpmvA8bqk55x\nLF6hw7cr47cL2DBQzxhp1GU+fDzTZwb4Iplw8lTBu7LVGbtUNr4UmFbtdBKHk68rQzd4Z4lYUQdY\nd9qP412biTaUD6q1xavV1wfLHh4eNnxEXVh217U7+Sp7cxdBrkyX3EVKF/CrGIn1Q18BbqscgDEP\nP/Uer/0KgBxj4i6qdtGJ0m8HFHF5FUsq8K5eD6g25IMPdrPszIePKbnxXFBlz+7BcuTL7wqP/BkA\nOWaNM4DcBaaZzGosZ8aoQyhD1o+uXSnZXK6aAcXKV2bygwPJMab4mj5uB+8OBAbiu+eVLDP+XQJk\ndKLsCqObxJSAnDCds2BbXWVkMgWv7ApLDeYY2wA5u3hg8NohZ0A4e5UBY9dW9qSw+6zn8/PzuL+/\nX8/IxGzM4eFhevvT6R71npVjfVSALUtyLtBzwsCHeDhBqH1st0oQVdKq2sn00aWsDl7QVWVZhgyQ\nctsqEatft1+NfXasIpU42A/jAtL5uQLG7sMgFaDsAjdlSwocV2VcGx1b68S4Kk4GQI4ZYAeQuQ2+\noxVLKzhm8XMUWeJXx/m8s7sOgHR1ue0qoTsgW9kXxjruVwaOuY/VBUz2vwLJ/M7wKIPLLhAgZ/JU\nMrp+IqmxdXFNld83sQ+hHJVseDzjz/V5fyYPIT/GIbixXBEXHOGyTSXTklw5xsQSCwyumWMsEaxK\niCgLD/7MACnwgUDItaeCOQ6iK8eBP3vIjfuLSTl+8RYEAuQMJDPx7YwIMhFo8LOesT09Pa1nYsKg\nHx4etoBBl6qAn9VR9sHO75yZf3E/9IkPV2F5blMdW2qL7vw+KNMbkgpIXblUEsmOz8aEqg5fzFRJ\nqRonJbdbXqGWPOEMsvtynvLVKnlVYInPcaxW47LEF7Eu/yqQwaSSetRhgHt7e2vbxf9RF/WPM8h3\nd3dbD+plua0iBT5Yx3xBUl2EMG/1q0jNIKNeMgCK9bmO4oky8jg6oK3qYzvsv0jsO1EeZ5Ajd2VL\nLKoLDLXfre/yT7e+ateNt7K1rI1OXEcbRR2qsXXgOIup7iIDMQ6vN2dbqvJOyLMEF2Y0/anpbsOZ\nscy0x22roKbKshxKtth3QJdlweP8wFjFQ4E11V+V5LN95o3Hle7dDDJ+8z4+5xnb4+PjuL6+XvPj\n15/h2iBud8ZI3XgqcmPo/ld8ssSeAQGUtRNoK2LeDjTtMwhw+67tfVPVz5mLjV3A9wwpW0A/wPXH\n6ot5znaU/VYJt9JZFge4TzMAoKJZ/bIOcfYXAbK7aEKwxeuQYyY6xiP6wxc8R0dHKZh0ACaL+yqP\nMFVxqgPcnR91+sC/DI5VXOS+qtjveGLbMV44OYHHV6vVxrI+vMA5ODjYWAbID8nOUpZPXoqUbjtt\nd2Rz8dMBXjWmDmupsVVyY30cG75TjZNxsSmAAD2EnQAAIABJREFUzM91oE0cHBxs4BC3lNXpwVHr\nPcgOGCyh6kqEy3EdDBgOyLp+OHkqQOwSVLc99ZBeVp71wYaIwWSXdYzRt0gQCJDPz8/XWyynGOPr\n9+4xEcU65YoqnTqgy86aBRFnNwg2Ml2zPOpY1w8yANMBgNl51EMm/8yFwsyFTRbUUa4lF0szY5zJ\nxn4xA/65DQfCwnfwnbux8VpjdXvfXfAy6J8BUkts0+lb+ROWV212AbXSJy+vyAByxo954cwxLivD\nfRdLM706QMFgTelH8VLxYemYok64D/hf5fgM2GZAyrWtwCA+IBgAl+ugP+H7rMfYvBvKIFnpwR1X\n+EbZt/LHbj7gOnic97O2K3LxJAgfeK3AMW9KLtd/9gW8E453qU9OTtav78N97m88BxUXzvFMQWwh\nI7/BRNkdy5dR+0Mh3eTmyAGX4M0BQdXlwYpjbEBVQOkEOyVH1Z8gNnpMjhWQdABObepWLbevZFbB\nPBJFGOjFxcW4vLwcr1+/Hg8PD2O1+usaoDDOSEC49gvl7YxhyOrAFJZTvCt74TozSVwlhiwgVJQF\nWdVmBoKqvqm+dJIG289MH6sg7hJBUAW+ugnCtcdj5vSb1cd1brzmlWePw2eUf0ZbCKKwbV5PN0td\nQBV9ywAb76u46+zIycHnI7bwq9myGWRuT8VGfFjv8fFxLSffzsVZSPVcR6bPDFA4Xaq4pXTm9lkX\nM2Mdv1leqeKc6qfK6YoPyxAbPleDWwWQOzPIWfxz+87/WHeOH+rCkYqD+4h9TGg7SwAyLiHDOIhL\ne9BXmC8vTQuMEVvcsT47O1vv85trnp+fx93d3caSqdhUn6JOB49kNP0lvQ5VwYT3XR3ngLhh511n\nXcKvDEOVwbodPWCwzUCs4oeGrYyT+Wfjo3SEBozrj8/Ozja+VhTrKR8eHsbt7e24ublZv28SZ5eV\n3E6GCky5wOsAZpaQVMBxuuLk1QGeXb9QCa8K3Py/Aip/T8L+VOApoyxBzPJi/1F13VirZI/+h7PI\nDI4fHh622kf/z2IOJhunn6r/yh7YThRgcnFI7SueLJ8CdjyGvLyCX9HG8rIfxTnFC9eDR0LnB5Pj\nf5b4nU47+aNDWczM2u9QBuZmATIDW9fXjBeDKQZSMwBZzR5nrwXk/rtjWSzjc1XuzfSetZ35VkUq\nT4yhAXLs81jwPo4bgk/sj7INfoVbvMs67lTzHevz8/OtBy6fnp7Gzc3NuLm5GScnJ+Pm5mbjzSVh\nLygLv6VF6afSZxsg8+2nmeSXgRfVlivvQGuWTCrZutR1AmX0mBz5gYgxPFiKpRTYfvBQD+kpqpLV\nGF/XJUfCCAMOgBxXajc3NxtvuHh4eGit++IgqsCrktn9d8eq4zMBRyUGF+w7pAJrJ9hlPqX05sov\nCeB/T6oAmxpLJtWXLDE68KfKs0+rWWSmGYCc6aJrE91kmpFLJM6WZ+yG4yOvHY64g+UUYORNgW18\ngwUmfn4rCRLHVAdc3DjumzrgCqnykwwUZ5MuChiznSg+FZhiYLNarbaWLeGFDs9Mqv4pu2XdZbqs\nYkCHeAw6Y5dhrMq+svNdgIzAGJetoA91xhRn+eNCNADxxcXFeru8vNz45Ve9PT8/j6urq/UWD2VG\nfxAghzzZkta9AeRY08EO5AL6LIhU674UQGJnr4CKKqPk4KDA8qjkV/VTOSDy57Iq0ODAqz5na49V\nknROjk8Hhyy8Hvnw8HD9GU9OJCgPts3yzDo5J8Fu0sF66ngQ264K+s62qrZcHU6q2XlHlUzML+O9\nC/jM2sL/rM8Zvt0LI2cfDsx020Rf5Bkq9UYL9FPlDxhfgj8nkxm5sO/d/im9dJOF4pHtd3ggoY4Q\n3HIZ7kMcR93HMo2bm5txfX09rq+vx83Nzdb6RXwNH9/e5/jq4qzKPfw/y0Ud8MRAJGtf1VHj4vrX\n6Q8DWweQqzyt+ob+g+PCr3rj9vDCiGXdlZS/uDIzbTt/2UVmHm/U/6tXrzbKYXsVSF6t9Gv52M6w\nHr+O7/j4eH13+s2bN1u/sSFADpzy+fPn8enTp/H58+fx+fPnNc/oa0wcZnGY9btXgOyUoYCyI3Z6\n7IhyIuStnC9rpyqHCsQ6PDOLQZsvGDr9VUGXy6DzHRxsf3I7S4pVP1Xwil9+wn6Mr2u7YiY51g0d\nHx9vXE2qsWP+LLPST+fYLGU8FKBwAAT5VYmyQzOBzyWq2bYVeO3opwuqXXscG2YBWNUe82R/6SQ1\n167qB4Jj9Zq3IOXr6Gtoe8hzVresBxU3mbBtBWxmyV2EzPow+hVORiBAVrIrv4xYHUs0rq6uxs3N\nzfqhvwDI/CQ8x36VD5TcHKtZXhU3+MIRy7t9BUoqnXK9SvcuzrmcxfbD/c/4sC4Y1IwxtsAx+ha2\nz8tqXpKycc3ynPOxJf7C9TMZ8ZeBJ8rG8U49I8E+x7w4nh0dHW09kHd5eTnevn073r17t/599+7d\neP/+/Xo/5Ay+Dw8P4+PHj+Pi4mKcnZ1tvNpvjK/jzxdMCicpX3XUBsgobCgCyYEHF4BRaPcAG4NG\nbov3M3mUTHHFgY6JsriHcKKuarPSi5v2V8lYJXzWR2asii+XU1flMYOMADmbQVbrf5QsqKMqGeD+\n0uRdUQckdANXVa4CLFVZZ+Mz7WWB2F3kZrqvzmVgrkMuiCEPZU8zcrqy+OtAsQLI7OcIrhRA5rV+\nmczZxZwCXkgKjOzqVwqUd/zAJSjUnZpBdrw5vvJ7lGP2OB7uUTPI7u6hyyGOFDBR+92YU/HJ9BL8\nMW+oeOz6oYAtyq9iJ+eqTF4lDy4fjP/qXciqf2g3L0Fdn1HxCc8peimQzOMYM8h8LsMfGKPYjlS+\n4NfIBpaI7fLycrx582a8e/dufPfdd+PDhw9bvwiQV6u/vs3k8vJynJ6ejuPj4/Xduxh3fu4D7Ub1\ntQuSpwAyK4IbmQkiUY4BKfJHR8LBqkAhthG8K1l41hj31dVpB+Cx8zKQVPpUA8ggmXWe/TJQwTXN\nz8/PW683ijJxxXd+fj4ODg42ZpAzHTvH6VA36O+D2NmXgGR1fFZuB2Tcsa6POf7qOO+7ZFrxzHh3\n+GIdF18UsU9wX2Zkx/ZZlhmQzBfbq9VqI1gr3kp+dQx/lU46tlzpdIZ2Se4YIzneYtJDYr9lIBYJ\nE5dYKICMs8cqkaotI5RHAcwMjEQZ5se/ndxX8eDzVT+5H9zX6Av2qdu26nvM/I3hl1iwz3dmkLG9\nDqn80LVz1ZaKRQovzMjYyVc4fq9evdoaa9Q36jSbQc7yCi49wzdjxZsqAiC/f/9+fPjwYfziF7/Y\n2vi95Pf39xuTdNEvfHlAPK8QtoAXA4i9GPRnNPWhEEfuasldgcQ5DhYBfpn3EhCeBW2VJFRgU+DY\nzSC7RIUJciawoVxuQx7uVyXU2Pi1Ohh4AiQfHx+P5+fn9VUbPjnKOsN2lC74lwOPA1bc50x3s+CR\nbdD1IRvfTtvdJKcSKx6vZMJzLrgr+1f9eWmaSQRRvgrODFbxgrrbPtsez4i49ccMkDGGsJ9V/VRx\n9G9Fyi+Vf2f9cD6k/Jl54gN2d3d3dlIB6/AdP1xiEQCZwXH22W/k7YCjk8XVw/8VeGJeVf+DKjvJ\nfLy66Krij6pfyR7nlD4y3StsUZHKm1kMdPlgH2A5k3GGH489n2MZ+Y55HIv6Fd7gNllujpX4xhj8\nGBm+85i3k5OTNZBH38Qv/vLGbzPBtdO4BEr1M6NFANkFOW6MBWVApRJ3pvysM5XBZGDEBfMYIHxd\nUNzy6wavMbYfROR2XPCpBk8FXyULg1Lc+Ko82sXbI/G+YwbHSg4FyOO/uiJFGfGig50WeSr+MzSb\n2F2ZmbZ5CYqzdQ4KLsG6/mSBTPmA60+V0LgtPu8A1q7kLqjiHCZOlDXzde6LCqQYfNXnppU/KHCs\n1ibjL7ar9juEOkfdVwCH62I9p3cVfzIdV4k3YlIXILOe1cdGcAbZPZhX+ZXzV0dcPvN517fs+Ayh\nrjMfyMZPAUjHQ+X1LlU2FOfY12dAT8af9eP2Fb99xbgOKT1lWCLI5dBKny6vMD+OkfwxHvzPH3nh\nNtQyNafjCtxncTQb1+lPTVdCqfPqKe/YcNZYBRXXbqYorMvUMWIMurj2+OHhYT1tr5YUOHldUnQy\nqSDGRsyJzyVdNgp+Ut4l7jByNuzqip2BCQblKojh2rMgVacCuF2gp9qJ/Yw4QDjHRXnVhrd8kLcD\nxth2x767wJfttqszFyjx/Ox4VLqvkhSCVmyP262AMtpDBoy7IJkvRJFYRrUWOQMtfGwJOOYxUjxC\njq4tKpmrOBA6izXES2aQEVwHQFbLK3hphWujSs5OJq7reDiwo8oEdUFgBgYysMxtMpjKbG8pzdRn\nXNEFxopPJUcHUO3a9y5lsRp9ls9hvYODg4213gyMlwDk+OU7bDzDy//VFxA5RzqMgjLMAuSuzbQB\nMitCNcLrg1UCcWAhBg0HYBeQ6wJ8xV+BGFwPx4vcuQ7rS/Gc6QeCS9eHDFBVsqhbv9EeziArgMwG\njW2h3jNjZeJb4qo8887spAJ9CgB0gXjFF8k9AKTKVmOa2W+WZN1xNY6zpAJ35oOKFDh15xW5B95m\nARzLwHHMLa9g3btlFhXg6iRkbKfSbQW2VEzCXx5HZWNdAJfFgugLzyDzm5ScDvCjLVE3PmqESyzc\nDHLGO2sf9cR6YT7qeBekLiWl5zietZ/1h326axdMzq5cXbabyg9VLGE5O/1X/2eoGudZHpyz3Jiy\nDiO/OhyndJnhDz6PABk3BYx5aYSKBZwvXZyZwRhKbkclQFbAWAlUCcEzl3Geb6urhKr22Sg6srPh\nVH1hEBlBdYz8lrmT3wVIVScj1FEFpCq+6mGiMbZnkLPZY2wTZ+54jFjHCkCpoIRblWBUwJ0Bady2\no1lePFYZsHHlOkk2A81Ze66vM8BWyeLGzPHg5KbOK1k51ihAkPFlPnhOzRYrkIz9Q9CGYIzjhGqv\nm7ArygC4S7COj/JV1U4lYyfW4hIJBMiZfBjDuP6rV6/s+uOZmOv6m8UXF5tnaQacV5SBHf7fBa7V\n+cznXVmWx/mOA0bs55hDdtGXO7ZkbGd9WtE+wDdThe9UPFbxV/k53ulRd3tOTk62no+Ki93sTlA1\n08w6w344KgEyvjfPGVxs6m0RzmBDyErALPhkiSRuIaBzxS+DwGxdoTMSB5DRAdkwqn2UvwIzCjRx\nXxV/LJutkQz5sys8rhc67QLSjrz7rLe0TpcUOETKzi1tj/czvrN+tESnfLGT8chAsQq8vM+8MDir\nZQquXfWrgn5neQWDYvWKquAXn9XFz+vOkgI1rt8ZkGXgkAF3ZceZTau2OJZgPGGAGw9G8yQLy4oX\nJZF87+/vx6tXrzYSaieBsg4czcY6939X4tyzC5+KsosCdbE+23e2C7wA4lzX4aOwiopRaENO1iq+\nuv7tI95X+EvFLbYJXFKEF5VqeSPzUX1Tba9Wqw3c+PDwsJYj7kbjBz4eHh7Gzc3NuLq6Gp8/fx4f\nP35cyxPyPTw8jJ9//nn8/PPP4+PHj+vfT58+bbzn/O7ubuOri+o5A2UHjkqAnK2HU4PCylP7rkz8\nd07nHE7Jhrfq0fAZIDuQjMlWGUEGkF1iUiBWGRwHuwwsd3iqOugU7CxBeKskmyXD5F4FoEwutV/R\nkkSTBfWgDmhUbasEEfxm9dCh2TZUkFX1ZxO+A00ZubtK/JuBNtxHv1W8sXzGX8USjAfZbd3wBwWO\n1R2a8J3Y575llI234uGOuXiqYpmyFxfnFe/Mr/ANFLgGOZKtG1OOSwyyj46O1gBZPZTs5MJzVRzO\nqMpn/yg0A45neS65QOC8rS5sOoBV5W/kz8C420eX57l+JePMhZrax9ycgeQxNgEy65b9SMVCzn8c\nAxmPoH5j1jjqxP+7u7sNcPz69eut5bqPj4/rL+jFFl/V+/Lly/o5g/hSZsQQvkPOeqlibRsgqyDo\nfl1QdEGokxCcEbmEqoyAB67zZLoDyI6vk08BK3b2jg4cSO0GoAoc4wwyA2T14BMbH88gV0llF2C8\na4Lhtp2ddsbQ8VJ8Klk651V7HKC7QGuWOm13KAPxFUB29ToP7Ti/VgmBz1UzyLwcSwFk5BXAmAM4\n67nSYzXemT0yUMB+q/ooH7ftfjPiRI1vDLq9vW0DZIxhwSM+bIRrj9VsvdJ513+q3KTKVv7yUr67\nC834uYvrM/HeAblu7M8AMtu8A3csJ+dfbq8Tgzv5paqn+ob/Xb/5S8AIYpm/82HWTQWQxxhrn4z3\nG+ODuNfX1+Pi4mKcn5+P8/PzcXFxseXrT09P4+rqav3Z+Kurq3F1dTW+fPmynkHmjwBlHwpxy0WZ\npgGyC5pcRildEZfNwKaqi/sOJAc/3hww7ixSx9kgpXzsWxDvO0dXCQupy0cR61eB4zinZtXRmbGe\nm0FWMmf92RdxsOo8HNXh0wWAWIf5qbIZ3+w4Byre71DHT1kWZdcdoMbtVvK4/ayem0HOQK9Loq48\nxw3UxcwMMiZ9BdoqW6tiRQWMHZ9uvOc6M8A4CGMJv6Yt9DyGBshs96vVaoNH1OkusWAAVPXD5SsF\nvKpYnlFHn5m8szFBtc+6zuTgMjPAGNvjPLMkfrs8rux3CX/sF+eLrLw6p8apwjlZvGRigIxyK19n\nTJfV5TGL2BgTchE78T3lNzc34+zsbOtdyDwrvlqt1p+Kj/XK8REgfI1jXBgrX1d5qsopJUA+Pj5u\nK59nJPmhFiYXMKpNkQPHXA/3+UnLs7Oz9RXMxcXFePv27bi8vBzn5+frL8kdHx9vyN5xKAdouS47\nlxpQlRBmnVrJjxuCDHzaVF1EZLeyO21nxyoe+wDWlY6DusAYyyPF20+wTU4A8euC1ZIxXgJal+h1\nCTCKmJABZf7lsiirupBjfhzDsDwHZa5X3VXCrzrd3NysZyzjN24BRuBW/Llfs7FFne+Cq4wP8nJ+\n6xK1a4tBSdx9ircFxcYA2QFbBiu8ZMO9tULVjfZQrupiJOur4s/yq/1uHe5HBtyYb9aXLCdlsrlz\nPPa8r2TOclWWS05PT8cY+otwmazMX63NdbhCyePG1o2zA8gcc9xDwhiP8I7Wzc3NxgOvDBrVeLh4\nq/z+4ODrs1/ZMlV+de7d3d3WB0RwkjHsIJZPxIYP7uGyiuyBPcQ33CdFJUA+OTmRg8PKU8lezczy\ngCvqOgLzcPK4+gj+Xr16NU5PT9fgOADymzdvxsXFxTg7O1t/4UXJUZHrk+uPA24Zz1l5kAdTGBFf\nRCjjr9Z8duRQx10Ayfo8A9A4qC5JgNguJw8cy7iwwnbRXyKIsTwuQal2sz6yPis9VXxdfyu+yBMv\nGlwb/D9LKlkiVEkG/7sLviiXgePQRdwyjKex8eubT09P4/r6ev0QSQbSMCFncc+dU/pR9TIgxn6g\nbIfbV3bQbQPzBr5zPuIO81e64/FYrTZf/eZmIJ2t4IPeDCCYMrDHenS+NRO7VL2l9cfIgbKygxmb\nc3aKulL8HGDNcjvyOT093QKUWYximdXsYyZT1lflP0oOJ5uy8WpCIHIK5hZ8dgp/0S5d/FRjhBM6\nma7xN+IhLqOKL+TFr1rbjG+9wGcUAjDHsorOO87VRJSi9gwyd1wRGgteSailC2q2BgMb8+MOVkEB\nDdw9Hc4fwTg7O1uD4/he+Js3b8bl5eU4OzvbmEFmeWapArYucCxNjO6ccnQcIwbInXfALiUVZCqQ\njIQOrvi6Ywocz/THgUWk4+NjKUc4MpbHMagSqhvjWXBb8auoqy8s596QEzTj72OMLbtUvLNg7upl\nwBjHB2eQGSDHk9rxVga8GEI5uN8ZuMjOVzplO3c+UgEi9lUVD5Q/8thGwlqtvs4gxxri0BXqx/kc\nyovrkd1X8zI5uV9IS0Bux9c4DuBvBp6q9rtxospHGXV5qdjrys1sTAiQHZh0baOduOWUXaCucI6L\nZ7sCZGwXl3aFD/EkTNZGl7g/GY/VarX2bQTE/G5kxQeXYMWbLQIs8yvfeEkb+3y3n+0Z5Gq2UBkK\nlq8ebuFBdsCYA3HU5cHmpxfZEQ8ODjYA8vHx8RZAfv369Xj9+vV6BlktsWDqOjv3R5VHfg68VUBb\nycr6UvVxiUW2TlsFnVmZOuXUGHMQ6gBcpf/4rep2SQU/N1sa+lMPE/Bt+Ar0OlqSyDtAmct1Ag6W\nr2aQeWwyuRnszgBkBsmOt2oD/fPp6Wnj1h8H7wDI1QzyDEB2elJ1sC0GmVynAsZKNpUokRfWUwlr\njL/GbQTHvAZZye3sLhJqjA3PIndlVbNNHf9A2jWmRJuKz668u8B2CU9nv1zWxRzHB/O6yzdnZ2dj\njG3sogCrapf5q/YqkOzAcSaDG+NOzML2ERzzDDKWVW3MUKcPqJ9q0s3dreNxwCVUfDHAS6mUjXf6\n2wLIbFxuFpmNgzvNX1lxIEuhfjyeXQFEGVyD4p5YxiuYV69ebQDk8/PzNTg+OTlZX9V0QEoXKKgE\no8q5Pma8q/MuGavEUxmuS+6KJ5bpBuJdEgAnNfW/AsUuuMWxLBAGXV5eSr4IomJDXaI9qyTNcneT\neOdCoLJ3bq9DHT0vuYBhm8LXFimbzsZSyYW2r+wZv9x2dXU1xhgb4Pjx8XFcXV1trJdTa+VUX3jf\n9ZmTsiOnSxdrVZuqfRULuB0FJNBnVqvVxsx7vBZqhiJ54n/35TynqwqwuHMz4DLj6/io2N31wSoe\n7Iv2ySv4MVDlyS9FHz582MpfODuZLQNg/q5dB5pDbuaf5c4MsHNZd5GOGz8k/Mc//tGup2afzcqw\njOjnilhHsewJMSH2xeGMaAv5ZpsaD9Qlyu+oBMjn5+cbQqtpfW4sGkQgrD49GMaqbou64B+Uzfg4\n5bGs/KW409PT9atGzs7OxuXl5cZXXe7v7yUfJLfsgA0oAzbqmNp/qaDGRlUBDGXAKmAsIadDpd/s\nd4ztT6Fj8nagqZJLBQ7V9ocPH+T5mHGMp3NjhvH+/n7NnwlvR/N5B044maoAh/9d20vI6TM+AOEC\ncpZouGycd2vLGIipgOwu/FXg5ov/m5ub9TMKR0dHG8A4ZjnwlUS3t7frmWReCuaWhGFfeL8LpqM/\nGTjutOvaxnOdccWyeHGDD/FEjMf1k+zHDB5Cn3iHBkFyEK+hRFk4fmUgoEsvEbt3IRfr1ThVfDJy\nunOxM5PVbUy//OUvx8HBwdZnjTvfPVBAmC9oFWBWNpPFGnUXPctr6ljoluXih4T//d//XeoUf53P\nxm83RzocgHEOyyJft66Z6/D4VBcrVT8VtQEyJwUecKUcfgiOAWksxma+DhxjQHQGFsQL1FUCYdB+\ncnKyfuVIvNGCAXLcqnAA14FGDMCuXnW8O6iOMmOL3yrRKl7cV+RVAWQXNF2CdUCpA1JdG8rxnY4U\nn458CJDRf/h1NUdHR+P29nbdJn9md7X6+lR9R56o07Gdv1XSDlnUJ4TZ/xWwdyCjskfFR4FfJZOb\nIIh9jGcHBwfrWIFbvMfz5uZm/WAJJ1fVry65egrYdu0by3YAMl/MOFmyuICABGeQGSDjPoMFTrYM\ncKJsjCHKziB5X8Qxal+83fhU5GK9s0VVZiZnoLwuD+I+9ssBLTVGUe+Xv/zlODw83FhKyfiD39AU\n9sDAi/EEvyEiA8gcOzrLCaJuN+ejXPiWCNyYGPjicRU/HUZhnhU4Dv0yqdhc3bljO6hmj7nvFbUA\n8hhDDqoDtmvmtMbXGSrOMKsOsAKcgaFy1SdeWVl8FXl8fDxOT0/HycnJ+n18sbxitfrra0YimM4A\nZNYNGyMedwla7SNVA951NBeM0OE5gFUAOWurQw68IlDMADImO9w4mXJdJ0M1Tup8AGS23evr6/Hl\ny5cNcBW6eXp6WvsE6jWbYVS2hf3kMo52AWmOPx/HoK0AGwdnp3e2TTXmzEeVd/xVvFP1EWjd3d3J\n1yzhDHIAZI5L6i5V1u8s+Kt9F38y6rSRjT3X5ZjC8R6TvALIyAf75GKTu5sYyZqTsLIfJesutJSX\n0/MMPweAs/9cbxZ0uDzocoqSmUERg2Ss96tf/WocHBysnx3iLV7dGrEXsQDPDjPw5DWv7gt12TLT\nbMJRxSOle9QHA2J+J7AbRz6mcjmPo5MtGysHkl0OZ990sleYJcMhVbwqAfLZ2dnGwLkBVw0po0Sw\nfHx8vDWLqxTBV3NuTRFu7iX9qDTuU8gUjhPv5At+d3d3EiArcJYlYhck1LEuqMmC40zSwn1nWBmo\nmAHI3L6SOQOiijpgN86pRNPRVda2axfXw2GQ/Pz58zpAYzCJNyLw+8O7Y8R1MjtT/F+KsM3Hx0er\nbw6Czhdc8MbzvE4x801FatZH9SeAWLzzmJNs3C2I5TRuGQ0uocGYkdmmShrqF8tnfVa8s/ZmSAEx\nJLyoQBl5XbHjkYErtAVMwHyxPeNbu9C+QXK3Lv9XwNj1vws+xvCz21XeY1lV3OPZQqZ/+Zd/GYeH\nh1v5PCa+Yl/hEL6gUjOyGcaIjQFx9dpUd3deAWLcj3yhnmmJV6A5ncZ+58K5yq2ZnDhO4Xc83tgO\n+qaiCijjMe4T6jXzoxIgX19fjzH0k6BqBhcbD8DJs8d4e6MC2soZFFBno8q+YhU8OTkyeEeniv0K\nnFW0a/2Kd/QrC0huQ2LnqxbCZ9RJAA6Iu2CeBW91LHMYdJLMYbhtTKhVP3/44Ye1jaH9f/r0ab2U\nB30k+o6BmQNYjA/rjPvWsQUMQhi8mDq25c7hL/ZDkQNgLoirMcxsk8sr/k5GBSbivZwYf/jCHtea\n46zOriAr5J7hw/G6SohIykfcMeRfyegutvm/sm2u5+KZ4qfawjrqlq2r44534n6WwKtEjvWUThQ/\nV6/TRlY3i+Usn4odHRDmlj7gHYIff/xxfWfYzR7ja8YQhyiAPDuDPIa+uOa2GLuo/yrmYDv8QRx+\nQBgBctcfVXmUSy31w4vOzGazXIHn2SbeB2ZoAAAgAElEQVSymODys2pb7SsqAfLV1dUWkMrWzWCj\namkFXkWpJRszAJl/kRcbtVvnhwMQzsRLQ9ChskFV/1UwyMgBiU4dF5gycOxkZ707YOwSB24MuJS8\n3eDccQAFfjogOWRzfN3VcIcCIHNwfv369Tg9Pd16/2OA45gFwNv3KAseC/lZV6wTZw+r1WoLKCtS\ntlkBYZX0Mv05gJyVnaXOmOP52Pj/arVaj1H0DT9zGj6DX4FSAJn9YSYGsKzdsjguCjThL8dMBd74\nXLcv7ryKEax7lYzVf+W3WSziGJb5fvW/6qeSJfOzjDIQGvxn7CSTldvs2i2PQQaQOVfhmHCOx4cw\nf/zxx3FwcCBxCL+Dl0FsBpAVIHf24Zak8sSew1fubhXHDCcngmY1XhWQVWPEMrI9OXyR8eP+ZTiF\nqZuPK6ymqD2D7MCV69wYY8sg+dVu2Xqb4OMAMg8Ur+tRhuzAXFAss8A3bSBIVgA5U7ZLOKrckmQY\nPDnYqADogo4LQGPUr1HJFsMrAM19nAFBWKcLrFkPmZydZM522Gk76Icffljf7sP17RcXFxuf0w2e\nAY7v7u42ZMP1k7Gf3a5SABnLsS/jmq+uTWaxIDu/BCC7/uH/TkBVYMrJo9pA0MRrWJ+fn9e3adFm\n8LZnBZBnyCWpWX5cH395v5Ncu7Ko2BT1OwA5A8ksj/J3Rw4YZ2BY7c/G9k4s6gIa3o//Kmcsbadj\nZ2qMOphC+TuDY55JZoDMb85SG2MJxZP3VT5g+1A4RYFMpQ/GR248Im6zPAyWsX4V81w7bryCH+cP\nxb8ad9W+wzVMXaCc6ROpNYPcYao6p95Y4UBZJiwPPMoThqRukah3XypAhzx5hlvNgFfyKpoNkl2e\nWaBTgZHru3HlCxO1zMIZo0pkiioQ5HgrkOvIlVU2UCXNXWeQDw8Px9nZ2dYWNoW6xvfqYvv8Rpag\nyuFVss3qdICmsq3K3rL21H8GGd2LkmpsOGGr4Kv8gf/jjBUm7ohB6ENqDaPq6xLaFRwjH95XIEUd\nc9QBeh1+qCf0RQWOnRyzMUOBZC7D/Kq41qUOUO7yYH54bImtZIDbxSf2sQ5A5raCv5oxxWNjjPGn\nP/1pDZDVg3HZA3LV0kK2CYwB+Kv66DAQ9rd6cC/L2awj1Ek2lh0fZdylbDzDeI4ft89lYl/lCYfr\nsr5k/UUqAXK8ciobFCcAv+KtApccCGIfEw0b3hj6q29qbVKmzGibHYlnwbnvLnlwMNgl+WF9p/ss\nQfLYOcNFZ+eHEtTaK95QJqXbCgTh8QzoZUnJ8egA5Q6x/Shdq+MBhPE92+fn5+Pm5mb9YZp4xWA8\nOIIXZ4+Pjxt2yf1UAQX7mQVjlDvquAcjkDpgKjtXjZ/6RZ6dY+zrihzIUuOqQBovRXl+fpYAOUAy\nz3RVMcL5D5fJqAuEOM648eRYo8BXJc/s+X34buc481c5Q8njjuG5pUB3hpRvd3ww0zmfW9KPDBy7\nh99VvmJgymMTZX/66acxxvbbqhzwxDazSSH2XZWTXD/xmNMr6yUDyopHtO1wExPapRvnDNRW8anq\nowPIWQxCuTuxbymVADmetOYOKYNgQR4fHzeSu1KUCiisHDZOLqMWv6t1QuxY0S4aDy+m54eqqkSQ\ngWIXNBVl4Cv2s/a7CTHaQsdHcMy3hN3TuwwSuG8KvHcBLoPATn2sVyXAjIfrj5KT28TjceuJgzry\nVUFIBcy4cu8EyyrocPJR9apzVSBzZSpQ7I6p/2xX8V8BG7YrrqP4xvgx+EXfQV54Hm95Knl2oUpX\nHDNmQXYH1Cl9qvNVfWeLLI/y205srMozzwogqzp8bBfqjlXXVzMddQHOLNhwsXG1WlnAh3Uz22Ad\nYO4eY6yXp/G5CqAh5lD4oXNHQfVD9cX5C8d8tc+8KvsdQ3+u3Y2v0oujDh7i40o3Tj+Ma8J+OB7P\n4p7KnlsAWXXGgQyko6OjjZkvJYwDClgejRIBMsrEILlaFpC1ixvPgitj5MFzxDpTunMAwiW6rL1O\nwgkefDsGn4RlgOy+fa7kroBN1g8EgRWvJYnfAdSMTwbigoeyBRdc3fgrW+RAGUECHb1Kli4xKNut\nEuZM4szky5JM186V7JmfYz22L+WDkTTjl8dzjM0lOBjI1frAmf4pcvbnklFl45n/dcnprVO+Y0sO\nAGA950/KPpS8LkY733f1HXV0mvHvkAIXfIxjRuVf+LtUDtYtA74MLDpCO8OYOcbXyb0uwERZOR+i\nDaAPV3ZRjYWz2QokZ7pxtqzazHxGye/a4nYUOV04QNwByWNsfg0z61clv6ISIMfrQZyTZYmeQasS\nmgGDMgiXXByYwBlkNHB1ywF/FSDhxf0u4O5CnKSzNjpgvGsc2H7oZQYcM0hmnmpftV2VifPu4iGr\nXx3vytnhiXIqeTtrmJX9c6DkGeTuunjHN84tScJVm6qOSpjqN/YxIHbkzsCOGxslF8uObTkAxevy\nVGKtEklFymYrfhlIdj7QBbeKV2UTLgl3wKOzj+Dh4inKxzw7Y4t3CVSfd80JTraqTHeclO1z2ay/\nSwAy+yn7oIphWD+bZc4wxxibM8hqy/qULSFkH87GvwP8sjqzALmyF2UPjpTsipw+mBfHFqcTdw55\no312bEP1v0PtGWRn7FnAV7Nf3ElOHmgM8auALXea26oW16slAYpP9iET7EsXYCjdBZ8KAHbAMbbD\n+1VwD73wEot4LdXDw4NcWtFZYpG1W5XPgnqVnLI+z9IssEG5406KewUP2yXaldt49hhJHVNPUjvb\n6NoX18tss2N/qu0ZH3PgVPlZBzxFuxiMQ++8VGaMsf64Bcswhn/I0/m6klH1VfFhQB/HKn11acbu\nMspiU2aTakwdSM7IgWPcr5J/drxDS4FxRS4HdHXDF3uzsSLDDQ6wuvqqTRwXjotj+Mm9DuBzd56x\nbe5/BUY77aNuVL+UThyAzHxK+YsiFd+7pPBKls9mxqkTHztU+VUJkJmJM9QZHg7kql9uRy2xyNrs\nJqSMF9dXcnco65szRJaNf9XYdIIat49bPEwUb1LA97byQ0aZXpSD4PkOEFAOk1HHYbjNbvJZMtZB\nHz9+HIeHh+uvqcUDeT///PP46aefxsePH8enT5/G1dXVuL6+Xn+KOPTu3rnZaVsFWxWMUHdZX6sx\nUQG74luBt32QsreOvWSAKQvqHPMqW1MxUulyhlybs4myK2OXWP8zgJbHIwNXlXyubleufdsoy+D+\n75N3t84MPxVn2P86pC4C+VkZ/hDYUnIXR0oOJx+fc32v4p0CltW+4tHta0Uor8ovyl9UP/mYyiHK\nd1U/K/ldDGX9ZVQC5KzxTMAQwiVy5VDxyx1SicnJowzbyaqMPdvcLbYOdQFHVk+Vy0DxTNvBY7X6\n+v7EmD3mjxvwl4MycklmxpEycOycswN6ZhylC1hc+wGQb25uNt6D/PHjxzVA/vz58/jy5csaIN/d\n3ck135kvZPbiAg/rt2PjHQCigmFWXo1l5u9LfXGWl4oDyt+UTmYA55Lz+6AuYFI2NwNuFb9KBuVv\nLEfmw2jfM4CA23d19glcK94v2VYlx2wZF1O68RbLsu/xUsClAJlzkMINKEclZ6eNMepxdGAT61ax\nsUtL8kjsc/528V7FB847fEGV5aPORQCXyXJURi2AnDGvgmYXIEe9qp0MCGZlsc0OsNulDlMXtFX1\nMx4OuCmjVkbIQQiXVyhwrNaEYzsV0HHOg4GgA5AzqoCbs+3soqMK8G6sfv7553F4eLjx2fLj4+Px\n6dOn8dNPP42ff/45nUGOL7O5N2C4tl0Qyv5npOp0ddTxA7aFbjKZoeqCLP6jTFms49/Ktp1Mru2q\nbnV+Bli5sg6QuuSX1XPtVT6l4rlKyryp97XOkss1L00vBZI7QGsfMTcDykv8FnNU9qXcpXyzreKh\nSPlIp+9qbGbGft+2WcXuTjzt5CGXW5h4TCqcxhcbXV1OL7FQAuGvcryOIFmijf1wjAwYO9A3I4vj\n7R5a6CZ8d7x7sdANKEvrYuBBgHx3d7fxsF7nVr8CydgOy6WS5AxwU205O1E2WumsG9BdmY8fP46D\ng4P1u43j9/Pnz+Pjx49bM8g3NzdrvbsLk+pisROI8Bzzq4KIGxc11m5MuuNaHat4oP9nAFb1mRMz\nP1DkLjIqcNuJRRV43IXY11xbnHwqu+M2Ohc4FZDGcx3AguB4Btw60K/qss5eCjC/FEieabNTfozt\nCQ6OEcyz4//sv/yczC5LLBTGmAXHFX+XCzt25nKV4+f6xsdd/1T+5f8VVlN1sT9c3+WkLnWxndJV\n1VYLIFdUIfYZyoKZSnJOngzUz5IC3x3g646rgFdRB1hkQX+WIhDxA5JV0FCBtRPgu3pTciLP6qKl\nC447NDNuj4+PG84ZOnVvCcleS7iLHLP96gAgplnb/keiXZKh8tEZEKyOd5Pp35teUr6XvjgY428z\nG+xoJpZndZa0+xLt7DseBakLtX0B2aytffKc9eesnLugj3P7oKV5Q7U/k3P/Vv5ZjUP9uaxv9I2+\n0Tf6Rt/oG32jb/SN/n9EBxkyPzg4+PtdVn+jb/SNvtE3+kbf6Bt9o2/0wrRarbamkr/NIH+jb/SN\nvtE3+kbf6Bt9o28EVK5BPj093fjPazz54RT3BbAoV32sQ603VuuMOg9R8OJ+VUZRtuYn+nB8fNyq\n7x7eyfbVOewPrmGtPqPtxsAtzq/WpWV6f3x8tHrhfjle2ZgpPrjFw1Nq7XQlE35Ew+1nH51xnxAe\n468f2zk7O5N9766jY71UD1AoHal+YdngrT6lrNahYz+zdcuqT4+Pj+P7779P+5rFiWiHH8LiMVC6\nVfbldKH6gzpkG0Fdv3r1amP75S9/Of7f//t/4ze/+c34zW9+M/75n/9562n8f/u3fxv/+q//Ot68\neTN++9vfjt/97nfjd7/73fjtb387/vznP48//vGP6+3Pf/7zuLq6Gl++fBlXV1fj6upKxoHuGnal\ng8zfq+ciVN2O/6p6f/nLX8arV/UjM7s8Z6L2XU5jOdFW+Ourahyqjywhz2zs7u/vx+vXr7fikPrK\nmIoD3A9uT+VNxxf1cnJysvE6yx9++GH84Q9/GL///e/H73//+/GHP/xh3N/frx9Ivr6+Hv/7v/87\n/vM//3P813/913qLZzTijT4qnitZv3z5Mt68ebMVR9ins3yL/PmrwO7Lf7x1102rPri6rnw11v/3\nf/83fvGLX8h+42+Qy3O4ZfEho45tc1lui8cDx6SyEW736upKtr34Ib1wFE7W1aLniiqAhu1EeT7G\n+x1Cfmq/U7eqw7pBkOR0iHruJjxF6LBufDLg6sp2ys/IWQHkTJ7K9tw4YV1uH4NABpB5PCobmPGT\nTmBkvvjLMiE/B2LUflwkML9d/P1vRcqfujacjVXoUulabZi4jo6OtsqiPOpz93xxU8nOOsh8Summ\n6nsW+519sL6qselQx/eyfrjyWaxUOsrqYHtdUKDKVTJVuohjEdvUOGQAmdvEsvEfL/z4QoB9gL9Y\nm02yzY5hh5T/Ov6ZPrM6Dux2cp3yn0pO/s9faI19lTPwfGzuwrsrs5Kp4tGxY6fDbJxmbGUaIDtQ\nEaQcLuOD9eI47sevSyIzBtuRRbWvyu6j3SBuTyWMjuzMExOyai+TpStzBqozg83GzunY1ZlJqmw/\ncUzZM87CRJBQs8adYMd+w/3Ngo4LKJn8qj9ZYHLJR121uxmvf1TqxqRZcrGiagMBgSL0KfXJe/Wp\n8H31A4+FDBlIU0m14tUB4RmfrB+uXBVHuewM8cVKF8hVOUT1p3thlOlOzS5zWadL9V/FGATF6sNS\nDJK74JgvAlTOXEJVro1zLk5neslwTMZntk8OO3X66fwSt+wO4qzMlR90ys2Mx1J60RnkblJikOWU\nwg6m2mYZl1Cnnisz26ZL3grkVECqSlSqPVcu4x3/O+B4Jil1QaY63knkjleWuLF8NXM8IzuPqesX\n7iN/1d8MHHO9pePujv2jkvKvqu9u/Jx/Klty/srAwPl0F0As0UNGWUzN4nwn9jjbdHGoa6NRtpNo\nZ3XW0bUCyKotFR+yY7yv2sNjrM+MB55DmVGeKi5lNoXgWC0l4SVKbOPVUk0nU5eyeJ/ls9jPYjzb\nN/t3Ffc7lOm+Gh9lG67P1daRaemYZfl09oIlkyOjnd6DrAIdHp+hqrxSVsdIXpqydqqk1AWoavBd\nYu5Q94IlO58FrSzIVmOWOYWjDuBTQEWVcaByDL0ma1ZuFZiVfEp25O/G3oFj5MPAjhN8RdlF6T8q\nuThVle2QSkhZQgngi8sslAwIkLMlFvug2ThUxa4OSGY+S0Fy1/+UDcyQinUMhrNJA5SvyltVgnf8\nK/+PX47dLh45qkB4NoOMtt0Fx3gs09s+qAJkWTm2ZQWMeZ/bqY5lfXXguGN3rN9ZgKyI5VA6cfJU\nZRgkc/zN5OjSXj4UEqQGJ3MkdEoXHNUvt6XqzMrcrbtLYuoCkSphqPKzhtuRY6acmoFQlAHEWeok\nT5SvaqOb5HZpZ9/ApkMzbWb2o85VYDMrg2sSuR21hIUplntkPpLFDkcdsOX6g0kGAcLBwcHWQ0Lx\nCWTXRwUi+MFABjodP80STlYvO1bFqqz+rn7XscFMjhmqgD/+xy27PZ0Bsk7bjoc7r/TVvVgP4mUa\nXBYfPI1ZZPclULbhkME9hM6yd0AnA6hdYjzyzY4vGSsGqkq33Vys4kLH9ys7Y1DaqcdyZbJg+eoi\ngu2mO9ZcxtFOALljAAooLwFDyG9JRzt8l1AVbPg/G212VVzJyAHDgYB9gzJOzH8P0PdSpJxJjZcC\n+u6ikPmp/x25ltioCpbcfgYoXVJ37SieVRll19nbblj32DfFK+tjFcOWgJI4HsD44OBAfg4XZQ+w\nzH08ONh+K8Ls7WemTuLpHF9CGSh2/aj+dy62d41VnGxV28pnHDDeNQe6/4qvO5bFgAwkY38VQF6t\nVuuLVwbJ6o0/wRP5qgei1cPQSt4KJHM/OpSNl8sV2G60rWJZRRXodLneXXh02qv0ifw6emR9dPzV\n5dAsdqi8rIC5kkNRCZBnlVslKJewZo1VXSl0ZXwJquRXwFjV7+pCBeMMcHRkfGmaveLclT9TBjKr\n8XG8kKfb53p/K1L96QBCPhb7MwneAVbVppLBJVPUbwf0VOAfZXV1nV0p+TlBBUgYY2z1h8FxvKYI\nz7sZZAeQXVKJfe5zpYNdQYSq3wHHyl4zoOxAAh7j9vaVNxxge35+lncJMvDRiSHRBvd/Jj+r8c9y\nimvf5eCw+6Ojoy2QHOfdmGF9t6yNZXEyK5tH6sYORRVgQx4hBz7k3OVfyenKzuSzLG7EedbtDNBk\nOSp/reKUi3+dtl1biqZmkCsQ5wBDFoyQ15Igpfj/IxEPDO9ng9ZNTgocvxQongHv2fksIWdjWukL\ndbHErjJnYyDSsfVK7q5MnaTp6vK+AhacIPF8J6kzKb0wubdhqFkjlksFSkWzAFnFqi5vrntwcLAG\nxwGWFThmXlif1yAfHR2lScHZrbOfmcRb6WCGXILLADLLtCThKb1VOajKd3wMwTE/p7BrnlKyZjy7\n+YDjZyavi33YztPT0zg8PNz4VTPB7A/Bg0GyAtUoTyc+zdg99ysro4Ao/oZMEQOqXJHJnvkDt6t+\nXXvOjhXN2nEFYrN86WJ0ByCjr7iYUeGsRUssOkEZG18KgvcFfJ2DLAUa6n9QZoCVoSCPLGm7thzA\nWaL7XagCid0knukoGw/lXG6/62yqPOuWA5+SaQmpdpxsSk4+hvIo+VX78dsBx3F8CdDEdrKkV9mH\n4u360QFI2C8nNxKv0eQlFgcHX8GxkxPLqbdXzCQqtvtKfu6rIidz/O/4cdbuUp/p+G4cc3bfyV2q\nnuNZAbgqN2VysF1zO9k4VTpwxPE062uAW/daTMUbATHuq+cWXL+VXplm87ijjn2tVqsNn48lWI5X\nJafrXwUKZ/qT5coqF3T07eKDww+dnO1yL4+LkxFp54f01CAsHRindDQ0NwjsMNngLAXGS+pXA8HB\nKQMcbAAO0LwEKQCI55S8ijInnu2PA4FKl0p3vPEDUJUunLOrZNb1BQXAuE+Op9JFFkicz3aAQEWd\n5MxtZ20stXUe913GRlFnXFgetDUnawZ2eIYdb2Fj/UrmSp8VuK0AFes685fYsnFWIHLJ2HG7yJvt\nVY1rBgxUnY7dKrDjZFN6jN8KIHd8rbIf5OPiRvYgqWpr9iG8DJArOWdy1D6IgWS0hXcUcPmNksvp\njMtmgNDlW7WfjZV6dzZ/iTHDZq4vu2CYrH+ZTmba28tDeh3l70oucXfkCnJOkvGt9rvKzhJEdQyd\nYElS4DoVUOnwc7xVsnBtOLDWpQrsKZ0pp+Vgnn2pjAF2Nh6qXSWjC/AKyLn2WBcq2LkA6OxtV6oS\nbQUsUMcsVzdx8P8ZHkpOlBfPKRmzcY2lEyrhuHoIjjsPPylbwuMZwHWJZkm8czzYnrG/ygY741fZ\nrgLlKFMnRzibdH1ivh2bdn1357I4MpP3umA+frNYxLbt4g+CZGfDDgDjOa5TjVNHF84OM92ouKtk\nHuMr8GS5VT08nvWlI0uVDzPKwCeTy0XY34w4hricFvvKTzL5KloMkJ2ilwqS1cWOZ7zdOZeIlQNV\n/ZkBE13wpJJtZdAdfaj2XCCp5MXy2fEOL+WUqkzXgZifc2AeexXE8dv1qj5uavwUKOc+V/1Bnpk+\nHH+lXxdUMjmWguROgkaZnS9WcnXsC9t3AbRDmR+rvsS+shn3qjYGA9wGAwl+lVbMIHeoGiPlv7P2\n4ICfikMuLlf8ZuXhsVH7QZlNOn90/q9o1sdc/7sA2bXn8kIlO8cR1hfHVBV3KtlVGZbT+Y2SqYrL\n3fFQY+Hirqu/Wn2dRa7kY1LyKmySxX6XKxggc76M8+oVm5UMLuZX/WOduA15Z3LFsWq89zaD7ARY\nGswUH6dU17bjVQ2KAjOz/UCnzepmQJnbngm+mUxqf1d+TCop8vkqyKr2OnbGOsJf5ez8i7e/uR98\nq0nJ58Y0c1JOAC6QZLbuAp7ST4fQ75aQSliunQ44xvIzlOlyad+QKuDEegg7Ozo62vqcOddxvNRT\n/uqhxypBs/xV/xzNjIkCwwySHe8q5nRk7eiZ5az4c39c2a6MVRyMMtyHpf1R9tchFdcD+HVfRxj2\nXL33HOXKgLKSMQO0WVnMF04exTN83LWFfsy674C76pzTefYfcyLKWQHmTJ4q783G4KxP2P5STMO0\ntw+FVAI5hWSOw/VZCRWpcg68ZAFF8ct4K6CkflV/nCGjnM64WQbWRRYcXZ9UHzNSyczpapacnhRf\n/I1AhIGX14KxTjkIxLH4PLC6elZ9ZH0oR87qV2Vmg0DlZ9z20vOzvHi8VKJ0gCPOZf1yulwSRJV/\nq2NOZmzb2XHmk6wfBsjK5pTfV/bVSTKZHXdjAbfp6lZU+ZIanxnKxpvbXhLf/lY00/9MX2ijGcBT\n5RmQxS9vDuiFbFU/1bjM2HQHwKEf4av90B+RV/fDJ64PXfmdrBXoD7nVQ5UudihMpf5zH5f4iYqx\nS8B2diEWtJdPTVfEjlR1RPEMB3KvhuqScuZdnIjrdAKxcniVIB345f0OiFb9VYAzo30H/V1BsuPD\nzsevCQpQjCAXQTCWwcCNx/E2E7fdTcQOXFSgsNJFlaCyuny+C6iZzxJQo0CxK6cCsOv7LsFYtYn/\nHWhSMiuKuiq2Kf/mC4nsC21Rt4p3StZszN1FX8ZziQ3tgzr2UdV3sd61McZYAyUmZx9O7i5lOVX5\nfXUBxr8z+bCKWWpzYFgdV/qudLCE0GYcSMf+MjhGeRU4dnd9sv6oPvN5RShjlAv9OlJxRYFl5VsO\nKOP+EvtHXc7kmdl2ghZ/KMQlBjdgGUjOgKDjs5SygZuhTFbVP/yNfedw2XFuk3+7FyDOySrQVumr\nAxacHE6WrJ1MRnQifk2QurXNgTmOxe3wqI+Amd916oJnFdQy0OJ0V+lDkbIttlM+3uWvbKYTBFXQ\ndceczDPgZ59AmY9lNoCk/BttLgMylZ6ytqsEWsUNLLNU95kMS+J7lkwV724sUrI5Pqo+f3pcxcN9\nAzolF+8vyaUzY6NyG9u7Ap3dDWUKXjN65L507LHKxTieeHHE5xkcO7kVfsA+Y5lqPLEM3/lUb6fA\nvrmc6mRx8jJPxW82fqsY2K3fLb+3JRYZOUCgnEbV5Zm+WVIBo1JOFRAcQHNJwwUqpwNnsFUZbtv1\ngZ1LyfiSwVzxUzIxVQk+9tWGs20qKISd8YMTuF4U142qWehoP+uLG1fczxy44wNZ0OG2nU8o2+yA\nsNlk5TbFs6MT1aeXsGFO0KpNB8ay/3w8s3m274qcv8/qp+OrHepeUGT1O+ddXI5zDGQ67Trg8vem\nzL46NoW/fG7X8c6Ar1ti4R7y617ouD51cw3aEMvAfPEDMVGWz6svA1Z52snm/jtiQJzNILv3VuN/\nBYxngDKS45PRrN8pnJBRawaZE0GH2JjwVynWgTyVhFQiZ/p7BCynqyxAKYdTwSMDMpkcrg0n10tQ\nN4lVcrigsMtYO1CIXzA7Pj4ex8fHW879+Pi4rtdZk4xt7lK2OqZsZSYAO3vE8t1YMBMzsC/4uy9a\nwk/p1YGuzrhmfj8jLwf3GWAX7WfjONOnXcjFxiXAV5135bFN7utL2F2Wo7p+tCt1bK9jF1wuI9VH\nB5A7smfnMxCGvy6fzug4s5MsVyvAqcpVxyu9VfJV/FleLs/65H38z/ZUtV/FPSVLB+x2eDK1ZpAd\n2MvKc+BTztlxEDUgM6Tq/60CkuPZATyqbnahooLBDGUyLE0euyQaB4bVf+WUFU+2u5ixCFD86tWr\ncXJysrHhw3zRN/4aUldPM2OlfE+B2iyYVgC6CsSq/SzRdIGVA+i7gBW8qNyFWDeZHjM5qi3zZWxf\n8cb/S8n1x4HX7Fi3rYxnpdcOgEFQICcAACAASURBVOvI4S4WVL5zv1n/smMVzSZ8Bl5Oh86fFb8O\nCMzO75q7mZcDl7vU68YpRQ4Ez/CbBcZB6s0SLFMnjnZ9iXWn/FT1exf9dmjWpmbzQnuJhTIGBVoc\nCGFQHIpzIHmfDoY81T5TZ0BnebkLAQU0uD7yUA7+UjTrbF15Zh3GgWNnk5kucR+3AMexxczx6enp\nekPbrV5oP0NK/k45d477XNmYo8xvo00FJjoAh9tR/Zuxu30TjmfW345ula3FrxrTGSDQAclO38qv\nHDB0+y6mZfK4fswA7lmbcLmoM5ZLQLKL96of2X4XCFZU5WrHtxuP1DmVw508nfozvsA8ZoD1Lvmp\nE/dmxzSL7Wxns7Ep6rj6S/SetbFrnnQg3J2v8mQlw/Qa5I4yFPB1QNENMjsmG9cMiK2CUPBbcrWj\nFMy8HDCrCMviBYUa5H1cRGTAcinomw2Mqm31vxuUDg4O5DovBVoQJB8fH4+Tk5Nxeno6zs7Oxvn5\n+bo/T09P4/HxUeqk+5aVXcerW0+BTOdbSJmuFGhEPt1g7NpUNrNET8EveximQ5w0cF8F4AxIMkjG\ncpw89pWglF6VH1XAUO1zGXURkSWtKqFl1LnQqigDycizC46zdjLqAKJZUuM5A96Rx6x8s6A0K6+A\ncoev86OsHvd1Zpx3Bces46qOw1dRx8WoDGQu8aGKstyzK1/XhiOHoRxNvcWiS8oRY7bEDWgG/tz+\n0mCaGZz6r8BAxsfx5qBUDSTvdwLCrlQBmG6wW0KVIy9NUi7RI1A5ODjYmD2OGeSTk5Nxfn4+zs/P\nx2r19QMNDJA5oGUfbXjJQMHthVyd4OF4qEBcgep9kAPe+wzeGblYlF0kKFI6zACKAwkZOX5Zsu8k\nTudrGWh2SbkC2q4PVcx1dtG1EweSmX/HvpeCUN5fMiHRBaNd2dh2nH5VmwqcduVT9flY1rdKhoqU\nvXXzdpyfxQkqlziZDw42HyhXfFSMytpW5WZ03bEll/OW5KV983O086em8T8DYvXCbyR+DQ7y6gBa\nJYfi4/jPgAYXuCtw4gKmOxa//AQv1llCmRMwTzyGfZwJvhWAckEo0wvuK/m4D9gX/I19tMsAxQiM\nz87OxsXFxbi8vByXl5dbMh8c/BVUI594QjmeZFZ2rOx7SRKpyIE4ZQsKhKK+dpFrV2Cr6i8FmrPt\n7joWGVCokpH6/xJ2otpUdrCvpDNDXYC5q2wKJGftd9qsbNMdy+Jtp83KLjqyd8DwEp2vVpsftuEv\nQmJ8dltGLseo2IfHM95LwdsSmvVxZyMMIFXucvbO8js5qpyiZHL9zPrWzZvu3dO7xIb2Q3rZsdhH\noOC+wZ4ZfieRzgDaTEmurQzwZu2o/6yjGbDMukRD2sVh0egcOHI88NdRBlwV4OXjFUh2PJSssY/O\nE/9ZvwiOFUB+8+bNBs+YIX54eNiQBQM/6iALRipY7BP8zAaJXYOKqruvi4PMD18CwM2AZJVY4jcD\nyFW8c0CZec9SltRU8nNJdMZeZsZo1max3hJ9dIBx1ibzitji6qj9aiydfFnunAW1HXCcyZLxjdip\nPpPOfe8AZAd43b7KH1m5lyTWq4uLSk7HK8Mj3IYDt5yXlEx8PGsn6zduamwzXpzbkboYsYoVU0ss\nKoOLgMC/ahYUg4frTDeJuITcCeSc0LJAsxQkVwCwszGvXcgl1SrgdcZCPXjEfDOb6vTd6SFLPiFH\nAFu2UwTH8XBerD2+vLwcr1+/XusMl1igvWDwd4HcgR1n65k9zlI3EL0EiFH96PTJyZrZyT5oFiyx\njNzfChxXulD1lgLjmURbgeAMHO8Sr3YZx44uM5ln+Cr9ZICOZVAAJOvDrvFA5cWsrLLTrm0oXhgn\n1eYAMv7nNrsAOcv/3Riyr/iSXYSoGKl0ruRSQBn3ld2xTtWYZyA1A5kdO8/qOl7x6+Kgw3V4vhPf\np99ioX4Z9KpfLo9fIKvADh9brVZ22QbKy4NTBezMiCpSRpclc6WzbMu+eJNRltiq/jlAV9VxunM2\nhPWqDcs6ubhtnM2Nevwiel5egTPIr1+/Hm/evNkAx7wGmWeOn56etvqv7CNzctbdjD2qYDKb/Hch\nNz7ZuCkemR11jy+lWZ0jqYTgtqo+H58F111ZWWYHhDqACKkbqzoA5R+NHIDB2I7lYr8CFZ32uvIp\nsDSj4wwkz/BU4JhnkqNMFvuZ3DmVO5X+3L7iVfWPfcWVy/ZdfOjwi3JqjJScqj6Wz/IqH1d13H8X\nxyq5VNthU+o1rNWYVTF+eg2yC5zYmOokC5Ltd0DZTKDoOrAyrC5VMitAzCDNfTkonPzx8XHDUVer\n1foTyM7oeCw6wDirr/qGhA9jYrBDPTBfPNa5WFA8Mv3jemD8RDRuOHvsllg8PT2Nh4eH8fDwMO7u\n7sbDw8MaMMdaZA7uVVCZDYaKVGBSFyNKh05n6j/3R/2v5K8SQkacfKr+dHhllAXszKa7ybTypwxM\nd+NTR47snIudLq53ZMlk6sToSm7FK7PNro6UDtTY8xtxkAcm9CD1QG8GWqrjWRyo+HRybyZDFbPx\nIWecbHh4eFjvB2iu7F4Bdu6nimHdvnTLsH24mITlOEdUtqrwg4o31a+zK9ZhB6sxdfJHVaeiLCYh\nv9l84KgEyOpKhBWGxh8gAa/aEKDEOQwSDsR1gVwGlPBYpbwOANy1DgbQCKLqlx3h+fl5Dc5i3Ss6\nGG88ZrtSt5/orG4MXTDgdcFdoKzkxP8BiPEWHgPkbA1yzCA/Pj6O+/v7cXt7uy738PAwjo6OFoE0\nZ6suAHT5ZwEb9TuThFUZTsSdJKzk7ARgZc9dgIzydstxH9x4uESk5GP+WYzL+jSbVPZBzi6rhPVS\nNNNWBVz2xXeMId+nPsb2mKsPDCFQXiKH+j+7H/9nL0DiP0/48BJLBMgBjO/v79ebA8oYu2fwAVPX\nt11/MxtSIFaBRLWhH/EzR2Po3OhyJPevg3dUvV1oxn6c/rt2+JLUmkGuhIwO4rIJfDiBH5BSBo+8\nZo3flZ09PkPuSpZJBWcOohhMY5+d4OnpaSvYRJus06XBYx+EtxRxzEMHSA5wsOOrQMB6YOLxwTdL\nhJyh5wDI2Rrkt2/fjvv7+3FzczPOzs7GycnJGlTzGvuKnL2zrrKZBcUT66jkrfRZvbdZBXgX9Hl/\nhmb8aSahIZ/K/qrjKF+mY/5VOvl7++kSYhtTv2P0L0hcG4447rlzrm4HIKt2KkCNY62+yBl8Qmbl\nczi5NGsXHbvObJXLVBepKiZxbFYAGS8OFDhGgOyWXqhYidS1uVnbdP6sbL8LotVYcD6PfKruNvMx\nJR/L35ng2idlEz1ZXO7Yv7KHfcabMZozyEEsOAuknBwHrGvgKllm8nUHv0OzPFBe1pU6hgaNQZQ3\ndoLHx0e5xgadKf5jAN5VJ7P1ec2dG+cKHGcgmYMC8+T2EBxzwAmQzMsr1Azyzc3NuL6+Hl++fFkD\nZATZMyAZdcP+oALHEgCegWNcatL9uElFXQDC/cwAMfPnmKLazIB17KvzmbycECtwrMqwjPvUe/zu\nG3BzjO+A46V6niHHJzvuAImq25WTbRAnPzKArOx1qU2oB6OdrNX+EqqAMeo9ZpDxbuj9/f24u7tb\nL1vjGeQMILMdjtHPWbuAZHUHLgO/DkC7h9oRS42xfceTJ3jUJFKn7w7f7WIT3XietaliC8v+t6Cp\nNciqI6gMBMdZEOgA5M5VdKbAIFbkTALpJhxlaLjPG37KWK19dQAZZ5b5IiICK//O9NsBshmd8Rpk\n5KUCivqvgEUGoLm+aifsUc0gq5n8mEXGt1hcXV2Nz58/j9PT0w1wzO2qiwM1ZrjPZfGc0guS0rcD\naCqAVuCyoow3y+na67arbEYd6wb+TqDF8VW+jWWq88Eni29Lgv9LJowOSA4ZXNkl7TBVfKq6me0r\nP+Pzqg2+cI+7UScnJ+uYriYz+HkSjlGd3Of63dFDVk/pivuv9Mh6UEssVqvNGWS1qTXInTixBDi5\nOo6Piq140czLJHnsWU9qWY26E4xgGO8y8x3n4Ltr35Vf876q5zCZKuNkmMUcS8jlYqYpgLyvQDfT\n3tJAsC9yoCsevohzTsm8vvXVq1fj9PQ03U5OTrYCzN3d3bi+vh7X19fj+Ph4DeTu7u7WMhwcHGys\nbeO3N1RGpxKDchZXB9eUdxyKj+NMb9TDQMPgOwNj3A6ve2cZOClhogugjBcvyJcfPIktmw1SOl0a\nFDJ9ZwEwkrGaRZ6RxfXDAe8qyc20n+lQXah0ZM3aUcczsMgy4NaZLczkUjItTS6sN263AsmqrCqj\nLlwqABR1XeJXcUuV4Y3byoAx9gtjI8/mqfjO4x7PMuCGb3RQb8BxdHt7u+HLoSf3JU8EURlQZl0r\nXSk9ZLOcON4YI/kVbwcHX79qqmI36zMD7dzvJVSBfi6DoJXtx/k/A270h9AHT+bEJA1OqOHYqvjn\nfIWXbyjfdHpW8ru2ZsbAxTI1rmyPnbY6cXJvn5quAmo3cKsgHPsduV7qyoPbY4Ds2lefLw7A5baz\ns7MtY729vR1fvnxZg+NwltArglN8BZlKVpmD8v/M2Pjcw8PD1vkuOA7i19mF3AiOXWJWhPrhCxnc\nx1mLqHd0dDSOj4/XSy1OT0/H8fHxWhYHjt2L71kmBdJ2sV934aACSWd8WRYF8vi8A8XZsYxceRVv\neF/9os4rWWdkrMAxlnX26Gg2se9iR0pXfA7byOKwA8mqLdcmUgaQq6To7J/LuL44PgxWjo+PN+J4\nfKIex/zh4WHc3t6O29vbdZ/iGZOY4FAgw1GUQWDslgBkt+KxXVyOxjrANhFwVyA5+PDFgIq9cbFR\nAWQeF5aRbW/GNxQQwz6p4/gcEWIE1qO74FAxSd3ljMm22NRyC7Y77hO3reojRsDJKwV+uT8VKOd+\nZvW7/lDFgQwDKJoCyB3DcomfeWX1Kzn+HsTtq6eTFeEMsrp1r7bz8/OtWybX19fj5ORk7ZhBq9Xm\nhyviGF5dZ7JVRtxNOKp8BxzzPic7nkGO8+rdlpnMDEi4XRegYy3y+fn5emlFBHsM8DEG2YvvlYwZ\naJshBiNODzxmEfQwuSog5Ijbcn1wus94LiEFuvhYBYSWjIGKe0oOvLBS+nbkQF1WvqvHzE8rAFzx\nUXbJ56MujpVqVwEO5JPlGYylDiQoUraDcQjvDEZsv7i4WG+Xl5dbIO/+/n59oR28Y92timnVuPNa\nVfd9AdZBtN+N30omBRx5FpVnXDluqhnk4IG+gvriHIeysF445rF+MztXINht/BxR2GsHTPKSQc6B\nPGMcy3fQ/hi8q1ij+IeueKz4rWSsD9W37IJ4Jn5V4Jjxh9Md83P/HS1aYtFJcLsk+qyNLPDvklgr\neZj4/ZZOBrXE4uTkZA2Q37x5s97iYbDLy8stp7m6utpoEwNurOfCYI6AMHTWvfjoJBAOHJUOMz25\nYMXAWAHoql3kq3TAV9mYaHiJBc8gRz3+eIhbztHVza7kxo2DLgeezlILTk54vAIZil/VVodcPQWO\nVeDN+C0J6sxfgWS0j31cEHCb6v8MLzy2NJZz/MkunJRNcfnuDHIHIGfJFGVDGUMGBJjqwd7Xr1+P\n169fr+M7A5W7u7sN4IHAmPNfJ9ZFvSVLLBTAwQkAN4vM+nYAktfIYsxUn5sOngogZ0ssWH9ORgZx\n2LcOAMN+umdX8FfxUsd4eQSfY/CNa9zxgXG8KFHLdpSfqLFDO+Slj1EenzPjnK1iEduZIxwLB46Z\nHEhWvNW+o/YMcgcUq/8OfKlzWI+vXPA813NJj5VVKaeSDckFawWQ0XkCcJ2dna0f/nr79u149+7d\nePv27Xj79u148+bNlpOcnZ2t+eNsZaxne/Xq1UbAif0KCHTAlNIRz3AjTwUIUDcOOOA4YbDmZRdK\nLkXIz7UZzq+WSQSPuKXFV+Y4CxKbAttKvwrIKCDBdTKw4dri45wsgnc2k+z4qiTjgBaPwRLKbJTj\ngLInZ0NdmZbo3cW5zD5UYq5oNvhjW9nYzfDgY7PEcuB+diFe6cqBj0x+lIfbCV4RG/itN+/evVvH\n9IjZsd3c3Iwxxjp+x3Mk0Z6a8eN97puydy4TOnSALX7VbC3riIEW5wNnvy528nuPEbQhD5ycqAAy\nl+W4l/VH6ZiBP4PWsAN86B6Bb7bP4BT1GAAZl1VEO3Fhxks7Dg8Pt56JCZ1wf7HfKj+wb7C94W+V\no1yccBf2KrZn46Vs2sW2Tryb+tS0S3JKGTg9j8bZSe5ICihnnXKD16FKNmy3mjUNUleWMSMZwTQA\n8vv378f79+/Hu3fvtgzg9PR0HVjiad8Ax3d3d+P4+HjjajGcLUuabjyyQMy/0U5QOCIDUSVDBzRl\n4Jidx8nMQD344pV2zAArkIy3DqO9DCAj+O7SrN3OAhlOMjxLxOPAes9AGidAJ68DhQrYusDM+w7k\nZLbtAijK74J795iyWW7DAfZM3+rYUmDMfB1omOHBcnTsmUGMS2jZbGaWMOM3A8hRZuYiDsFLTHxc\nXFyMN2/ejPfv348PHz6MDx8+bLy14fHxcZycnKzjeHx0CGOGekivGots3Fg3GUherb5OSjDAzHh2\nttArXzBwzOX2MlndeZRR9QPtraNj1B3PGDNYjQft+Xkh9aAdL0tRM8kMxrEtNYOMABm/WBi6UP3N\nxm1fF9sunmW4S9l0FS+VHXRzDFNrBpkZcBAJY+tc4Wd88TiDDE5mFSjiX3UV3KnvAma2Ho7L8Vfa\nGCC/efNmvHv3bnz33Xfjw4cP4/3791t9OD4+XgfZu7u7cXt7uwbHNzc36/NPT09brx9DveF/5M/7\nnXPqlgzPPmYJpwpYXLYbzFR7KuiGfR0cHGwE6diPNnFdV/BS4JgBsgJ3Hbvl/7NAJSMM9EEoqwPG\nClAoyvzTJduQq6sbpRcOtCoIZkEU63Tbd+czObEtLqtkq/qN/FycrvpUXVQsIdWHTuzNkpcCyDiu\nTm9Rl4EHl1OxKssBwZefVQiA/P33348ffvhh460VDw8P49WrV+s4Hm8liljEn6zP9Ns5FscRLHIM\nYLvjtaeYk7mtLFaocQmevDSN331c8ebJBBWjEBir2WTsk7Mb5ZeR8/iusHobFa4b5n0GtbGxnfIk\nW9gbbgog4zul4wF6FfdQd5jP9xULnF7DHjrlnSzKBvA/tuHiT9bH1gyyYszgZoz6yVcWppM48Bb7\nDPJXwdnJlNV3sqmLAVWHATIuscAZ5Pfv34/vvvtufP/99+PDhw9bPDGo3t7ejpubmzU4jofHYplF\nfFQEb5ezvhhIZH3hfedQY4yN2Y9OMuSg5cp1kivX4X3uP4JBFajRsdQ6Or6FlQHkDmEfq8DUvcjj\nYxxIMHEw/yoxVbK5MVDgsHuFrxKZ8vEMLKAuOjEl84WMvysTpJI87nd4OL6uHcVP6b8ilWhdOf51\n/Cs/xzs4HZDEYImBR4cycBz8jo6O5Azy999/P/7pn/5pHbdjOzz8+trO+Con3pHiO3+KZnWv4ray\nvdBVxDgnS8ab9Yx+GXyrJRYZb+4/t8vHOfZkscjpmPNd5HXM5/GLm1qXzN8+4HXMqD+1nANnkKN9\nBsgHBwdb75eOsXX9q5bfZMS8lI/yeVc/xmZp2xxr0P6y44qmHtJTxEbG+yq5zRInaFemc2y23TF6\nazHdOXYsXpOMC+3RwZhPOCBenYbD8YMQbOg8e4Z96iZ81y8OSmpZgTP2DphcAo6xTfWrgjsHbF4H\nyDPI/PAIPomtAjDrnkEJy6b01SFneyrYhgwoN65XUzp1CbMzPi4oVuA4C9QKeLE+lV5VEK3Af+YL\nXI7bcP43006HZoGVShYzbaq+uTZZ1xVl/sBjxjKofR4P1R7uq9ikbBjBUjxbEncFP3z4MO7v79eT\nGre3t+Px8XHrrTh8x8/J1Unqqq8K+PB5JvccELeheDmbx4fKeVPrkHnjiamqTSfzbLxie1DYRq0l\nxpzvPhDGM8icxzuzzlw/Jsf4AUe+8412wu+sdrpwD+dxDO6CY+TD5TKgzHdDMvxTteeo/alpZyCx\nueTVNdxogztUBarqSqSblJS8ik/wyF7mznXxVhJ+WjM+XXx1dbUOmPGREJRnjDE+ffo0vnz5Mq6v\nr8fNzY38br26Qma5qiuzTH+uXvdqrGp7FgRX7Sg9sAMHVWA3a8O1kznmDCipgKEiDMx4GxhvB2IQ\nwuSF9soPebg3dKhAxMd4tpqBE/t/BnDdb2V/rHPnK936TAp8ZDJHu5h0uM0sMe9CSpZO4uiWc2PG\nFz0ccx1vfg6F7QR5uETtEjfy5I1nNfnh50jKCIBiucXFxcX6gxex7pjfRsSzqPGL/UA9zo7RLgCB\nyyrfZQDLIBZjS1wsXF9fr/dvb2/H3d3duL+/X78JiMElvwpOycDALtbdurie+T73K8aFdRrjis8D\nxV3dWPqgHuZz7y9Ws7hoWwGCcf0xT5TxGuTYxvj6elr2F8wVIYNaQujeOhK/VTyNMmockJfKr8yH\ncxy/m5rtFv0ZLyAymgLIVbnsqqFy7AwcK3kUVQF2JihweQ4M2UOD3E58Jvrh4WEcHh5uBIa4zRav\nEIuZPU4Ynz9/XgPkCCgMkDOjq8Cpk31WZ53xYeNX4Ih5zsiROZfTSzgOv4JIOa/i1XHoJX1RpIAH\nn+eHQfAB0bhLofofszl8Na76rYCyksXZBM9Gq7IOHGf/nQ0xzyVAMxs/TthuXwFTJ8tLAGNHVXzm\nch2wxmOnxtPpysnAvsZxWiVsJ7NLou6iRK3JRX/Du4EBkANsxPpjtVSLwXEAmqV6V/pwoLnKm1ie\nyzIg4Q31hgD56upq/QYPBMjq4ehYm50BZIxXQfxWIX5VHOuB+8l2hLoLnvgA5t3d3dZbLBjYckx2\n68BZt/wgH7ahZpYPDw+3PsYyxtjCF3x30QHkeGsWLyes7EXFy9VqtQFQs5ia8XEPOGLfVMzoAOOg\n1hKLKvljOZfAuk7dAcqdKz/Xh4yUgzviGeQMSIWBhfHylSYv6FeyfPnyZQMgx0Mfbga5Au2ZDmbK\nVGAE61QgHc93wYByvhlQgckOnYdnkDOZVVtL9d+lCkyo5Ty4jOf8/HwrWcYDnhhs8OuIqCN8NgBl\nysaeATUmUf7FsmoMMpDDvJD4PPLvUhXnsG+4r2TOYhnH3X2C5A4oWsJD7bvzeMzFXPyvJiU4gbqx\nx+NZbK8AMseLOObWpV5cXIwxxhoMIkCOPiEI4Rk/7J9a18v64GMcd5UvZQAl85UKJCN/fKVdTAzh\nrCveEUWAHHrlmID83frymI3GuspuFLGeEOjzmAU4VrPFDDwVEK18O/qGddSX9Bggq34fHx9v6JY3\nXMOMF2tHR0dyRjnTXewrW8Xnf1yudLkkqALIik9c1KDtZjG1NYOcGVEHRHSCEgvcAR2z7XCbFS/1\nHx0F/7vAMcbXGeR4eM7disG1Q7y+5urqKp1BRkeoLiAq2iVpdgKOSvwVDwdKVN1ZQBF83DILJUtX\nbteWSjzdC4MMUGAZnKnAJRYMkIPwDSjcHw60GOBmCK/q2ecVqKn0kJ2rdLkvsMnyOJDMx1COzNbi\nl21uFz+drZ/ZWVamAuLZxQOTAzeVHzE4dnIrvrwh8IiNATK/qej5+a9fz8M4jzGHZ5AZIIc8DgCg\nflRMyvThiPXJ+86uFVDFft7f36+XFuKSw/jFL8IycOMxDOL1p0Gswyw3ZrEAMUmA48jnsWTGvbYN\n9eHGj5cusEzq4oNnpnG5RhxTfcOHABXARIAcoDh+0UZ5KY3CaS5W8ZuS3PIyNQ746y44Ov6B53YG\nyMxEOaIaRLVxZ93VBtZRjqEcn51eyVwB/iC+lcZ6qG7VoBy8fglfzRbGGFc2Dw8P4+bmZksPNzc3\n4+PHj+PTp0/r31h2EW+0wIcd4kq8CvpMDqRUYHvXZD0L5rOE2wU+mX1UFxpV2yxHrP3Ctly7TkZu\ni/0Kf/lp59PT0/WHaWLjuxXxEQPc8Mn7IPWmEhV4Kh0tOV/RTP3Mtmfa69i+Gm+89Ru/WAbruvjS\niasVSOVyVR/4mAJQ6nzGV8V2137mlxX4c3nDtaNigRufbMPXmvF6TmcPKufw+l7sN/ZfHXcgthPH\nlU6rXM99x+UVnz592nin/8PDw7i+vl4/Y4NLLlBnasz5gTgeFzeWPN5Or853mcdqtfkO6ZipVHEa\ndYSz0owrWNexr0A5/8e6Qb/61a9SgI0A2b3KtHruqcJZaiJK2Z3Ka6gHBfCZMj/EycW//OUvUtY2\nQHb/Hbkp/E57zmlV8O3KWwERJwvXDVIAGYMI/kYgiHK3t7drgwwnidtPNzc348uXL1t9v729XQPi\n+L26uhpXV1cbyy4i2OA6Nu5TpgMVBJVemV8XIKsE1SG2hyyBdoCPSsrxq5ITnuvKiRTvOuU2ODlm\nyV/J7ZITPlUfs1nxSfP4YiM/Qf/09LS2qaurq43bhGOMjQuuTIdKF5gwq/Hp2seM3WU0a4/dCzcV\nizAhIkCqLmYVfzXuUc/5cSV/Rk5PakwZqFZj5WzJ+ahqi+V0YL0aa9Z/Vo59WG3ufb/qtZDqIVj2\nOaYuuBgjfx80g+zswqsCxyxvAOSbm5s1QMYH1x8fH9cPrONdUl5HOwuQ1ThVOnX+4+I2UoBjpV/1\nG3X4goll43pu2YaaTcV6v/71r8fBwdclGryGGWeiWa7svf/qQs/5TwcgV/YV48164PFlP4znbNDu\nVqvV+I//+I8tOceYXIPsSCH8ynG4Pjse72M7lXzKwConUTzRKbi8A8iV3M/Pz+Pu7m5jnRDfejo9\nPd1q7+7ubh084jdeG4SvD+IgzO0vAcgVOJ4Fu90EpEg5ffByiXJGHpQr05UCgyqJBMUMskuIBwcH\nG4FFyR7HXbDAX/WwUHwCN77YyF96enp6Gp8+fdp4/VTMRMQtUgyKEUQdUGEdzALRjDLAtaSdSnZV\nvlM2A0AKJHM9/I9tcUyNt9f0sAAAIABJREFU/Uovu1IGkrENBY65D44H8+HzKh6rWKBol3jgZHbj\nyuCO4zPPIDMvJa/yNQVsUV785aV7fJ71F3FJ8XJ5X+kRAfKXL1823tkfYCVml/HuFetz3wA5i+tK\nnw4Yo954+ZmyGzzGIJTlYNvD8eO+V8sNfv3rX4/Dw0P5WWwGyc6m0a5dHMuWKM4AZM5r3F/uM084\nqNlvXNbz8PAgxzJoegaZSQU+lbzdDDIbrnK6KMdKVEBEBeMsoLtzyEOBJOVwDiDzldbt7e36PN56\nwpd/s1PzuzTxyV98RQ6/kkUBlAzYdgFyACTHp6JqfDKZ4ljXNjL+bqyRRxZEu/JmABkDKs8kOzmd\nn/Fr3dxHaT58+LDxGqIAyLhOMgjXD8YVd8yUqISI8rE+svJKj7sA6qx+1l4XSLKfV8Rjjs8O4PpD\nF1eqOIv9qnS7C2V6dUCZ9arsOeODx6rY4ezNlXd9UPsObPE4qllk9fpEHvMMgHGccn3EYyqfuuUV\njl+Uc6DbbdgfBMgRX1gf8fAeziCjXl3echhjV4CMOle653Fi/TgcwvplwJlhEx4ThbEYIGOcDoCs\nPouNM8r4YKSKW9kv94X7oUC16p9bhRD9QWAcd+OVjDhbHHfq4yUH9/f3uwHkjFzCzjrGFAoMXmwg\nKsk68OMMGdvJwKHigXWRVGBjHqqfeAsm+MSg4e0OlpW/xnR3d7f1wnU2DNafCxQqcbGu+X9crS1J\nQKqsS4izoMXx5fMu8FVJsGtHQSG3GtPMBrMkGb/sb7gGLWYI8H2s8Vnzt2/fjnfv3o2zs7ONwBgP\nZDBYx4u4sLOwMTX+DFCUD+PYLBnjjLLkV7UxK8MS28Q4x8mfyzoZ3eZopt+uLIOyTL6KOu1Fmwr0\nd0CEk7Wq49pRMVQto4gZqpi8iC0mNmI5XLYeOZOre+Ho/M71NSuj9I3jUm0HBwcbb/EYY/Ou1NPT\n03qJIb7Vgv1FjU1M1KiL9qzPmQ0pW1cXffGfZ9nZZll2PM95m9tX8nFcZdyFwBh18v33368BMn90\njF8bx/pxF308KccYRGGnCiC7BwjdzDEuE+QLUlxSoXBU5gOLATIbDQNhXvyt3vkXysdkoYw7jrsE\n4oIol+lSxq+qN8ZmAFO3TWNNMl5lRnANvXFQUlc+fLtOBVoFBl2AmOnzvsCNC3qsx44suN8FsCG7\nutXpkqEK2lU7Yfsu2LNM3A/Wr7q1hpt6rdvFxcUGUI7P3EZZfhtK9Dduf56cnKyvuF0yQh9XCUMB\nObbRWVIJC3XnxmjpRZcj1QfVvjvW4c8XRvzrQNQsaM36p8pjv9VFnAPwu174qniv2p2J46oN9EPM\nUwyI8f3219fX69dzxjMj+LEnfBCNZw+XyKn2Ofbjb1cvfNt6jO0LdPfgLm739/frJVsKGEacidym\nYq3rZ8QjBqqZztQkSYfchX6cUzaZ4RLOB66frg+uLcQgaK8MKrFeNfmRrUnGZUNYTsmnbIopbCv2\n4z8D4+qOiNMdyuKoBMjdBrNkjU9IMk+VkLkj8RvBSRGDPDzm/mfUNdJu3dXq65KEeKNFyIqv18K1\nyVhfrZ1RV28VaHOOiI6txlzxyi5aunpysnR4qeCmeHZkqkAMO9QMOB7j6yc+I1hlt9JcwEdya7H4\ntW64xOL8/HxcXl6u32aBX288PT2Vt/zjivv6+noNpp+enrYCLBMHLAWUMMDjWM7akLrwUxvKlvGr\nzoUvIy/0ncwuM/vs9tuB5GzJ0z4AcgYmeKxZzpcGyAz6qnZn2kOdov+OMTZmqWJGKtbQ4gOvCJJj\nna362FM2di4uZvbDY+bAY2X3mKc7Fx8qZuLMsYo1MQnEry+t4izHyugb5lHWB/e5A5IVIOXzyEvF\nJS7r4tQSrMK/qA8GyCoW4xjjncTYePYY7wCouyGM51A+BsisV3XBzxhzCTB2cjjaC0DmgO1AMnYo\n6jE45ivR2LoOvQtgmyUXGHAfZxziP3+yMq7W1ExQEN6+wxeq862KDkCOX+XQrl9cn4PuLnpWsnTq\nZAmjE1irOhg0WL+s96oNfI8nLs8JYp9Q/ULiW2kMjt0MMgLki4uL9VsuTk9Pt/r7/Py8Bsfn5+cb\na5Yx0CpS4EgFMx7H7AKXycUFt4VcVaJT7SDvMbZfuaWAPtfJ5Or6jwKfKq46YNTlr3TQ4ZtdFGW2\n0iEHMDI5FWifITVOmPQDHKgZZAbGuB/PksREh4ojs3rp5kTnY1l9zsVsf64s5+8AVbh8InQas8iY\n3zI/wX4oMIjALuoq210SZ/h88ON9FQewzpJcxX1RsYfzaOwzQEYZMO4zXosLEAbJ/P5udyebZVdj\nizpWAFktJVT1sJ2OTb/IDDIbDSdqTNb4uqjsqgRny7gDPKAoh5NP/e8aYFXWGb46pxwXz6uBZorA\nwu/v4y0DbE5vytkqPewCOKK+CgouACp5HV/mn5Vz8mTbkhlknD1xMvD5AGEqwWUzyPz1PLXE4vXr\n1+Py8nJ97uzsbKxW20/9xm3iWI6Bd4OWAGRVh4P8LGXJRiXYpSA5s1XsdyWjknWGFDB2M8izfln1\nIdOdAifdWZ6OnFn8wl+WgfdniMeI/RdBXawzjhlkt8QCZ5Dd11DVhUemi44NuTyF+xWgQHlibNm/\nVLyMXI+z7dw25riIP1n/OG7wGFcXR0tiDfNGn4jjLrdgm1UcyGTrtM3xLogn5zin4dIJXsaA5XAG\nmXEJTx5xf1xsZl+NSSXue5xT45m1x//VLDfTTmuQkTAxx63YmL2KGSp87youqkYF43oudYWjnKBK\nVBzY2bA6fXQOivsqUCiebJhOp3yFvCSZKn7KsZbwcoFnRpagmaTOoMuViaveqv0skXPQmJk1Rj4R\n7HkGmh1V2RESH8fZEQ5IOCuDn3j9/PnzOD09HQ8PD+Ps7Gzc3t6uZ5A/fvy4fs82v1+bL8q4j9Fu\nNn4q4PF+xjujjh06wKTazGzSXQAwMOTfpReSzuYcUGX5O9Txuwwks267fa2ATEaVvWXtIQ/Hm30R\n43eAPgR++JXUmEWO13Liqzl5KQGv2Zzt1+yYO6CWlefzkY8RPHF5dQtbyYrxqhMLM2A8S2zPTvfd\nizj2kwocz5KTVQFl7tuPP/44xhjy3cf8sRAGyNUMMo+dW76Q9T/kjAke9fBgbIzhVquva6TVA4Qh\nZ/hf/L4IQMbOhJNgp/D9q+fn5+tbtDwACIgxkeOMWwWQHbmkNwOSXTsZGO6CaV47lSU/vuKadS51\nUZEB8u7xXQJT1pYDXmrL+ETwzvoa9ssL/qNdtZSlArLcHoNLtms3vg4gY3JycvF7H2NdZKw7jodi\ncIlFfKWRX9iv3ttajZ8bI/bLzJ87Nu7AgeLrZHJgmW3H9Q9nxhVIVrbVIbY/l1TYZl/KL5eUq/Q9\nC5CVT+wKkJiv8zsGJOhnsdQiZpEzgIwPWs9eeGf97eQ0lbeydl2MC1LAmGOd82tuX01EqLb3YeOZ\nv7iYVOGNGXCs5OnmdAWMOzz+9Kc/jTG+fmiEX5XGxzCOxVhmIFTlM9Qbyqd8CgGy2hDIK4DMAF4d\n49fjZvpqL7FwAxqbejgoHgqK27mnp6cbVwKHh4cbSD6+MBcdj8AT+wq8OIPlc5z0sA8VuHH841cZ\nPR9jw2CQ7PSLdV072QArYKz6PRNssouULp+qv+4ctu8SL154ZPJhe9WDC9mDkJ2gFl81dAkkA8uZ\n3tB+sDzPbMWs1tXV1XqpxN3d3ca7MMcY4/Pnz60ZZKXPjh5UMFRjyIEVk45quzqG/DI748TjYo0C\nx2pjYNwByc4GZ+5cvARIZgDQkT8DHlnZmRi8hBRgU3FWJfr4H7EG79TwDDI/mIczyOFX7iG9Kr9x\nX1xsd/WzflZtMnGs5XiW8eKYhSCMZcU+sz0qv+rYCMew6kKtC5JZhhmwrOR3NuvKY704HgCZY5G6\n08XH1PiodzjzlsUDBaDHGFvLdPmZNnwbSvy6nIplnp+fN152sDNAVkqO/5wE+PVSAZDjE7cXFxdb\nU+Z4ZX18fLxxuyaS+/Pz8/pDBp0Ex+c40bm+zSSUzNgrB2BgXC0DQONckhQqkNzttwMIS6jrKOo8\n2l3GuwLJ+JuBZHfrb4Z4PZ1z7Mp+8BjKWc0g4xKLuAjFj9McHx+PMcbW1xr5na1Z/7v2oXy08tdO\n0p8Bb1Xy40SngN0sMK7WbDNlAT/TfyU78p+hDjDoglzng1VdJ/PMuKtyCtQ4n2QQyHdq4kE9nj1W\nSyzwbUS7LqObBcZZP1W9jCffCWXb5fYcwOG7dVwG+zmTvyqAjcd3JRW/loBjxZdlVH0IUjEgADKX\n430Vzxw4VuPlsGIV/zB382oD/uW2VO5k/qvVauvDITsBZA66uM/gmJ+e5693XV5ebnwt7vj4eOMh\nhnCauBqPT+GqV3oox5gFua6vHeoEIpQJf9WAZjJlZRSQUPKx3jogRbWjgEI3KSJ1+qTsbcbZFC/3\nq2b2MGirBOb6oNqP2Vfki/tu4ySB+sDfw8PD9V0WBMX4up64IAv/ijs6CJBjlgtnwAIo82yXmzFw\ntDTxV/1X5M537EfxyXhwIlFAmZdgVG0i8RILJ4urz8dnLjocHxcfuuTGTo0X1lH7WA510dX3LKGd\n83rMAL34VgueLVYPNDkgngEg7LsCj8GHy6rjznc7/qzkw/iVxTrkk10ELrFTFae7ADWzQ/Xfta34\ndkBt18c6sQR94ueff7YyutiSzSDjeuPsggb5ONnxPy/14A0f4MtsRcUDfrBwLwAZG++A47Ozs/Xs\n8bt378Z333033rx5s/Hg3vHx8cbro2IQ8Jaw+rY4ytVNlqhIpdAqwezqoFXgcjLHPtbNkns3+fF5\nZ6zcLra/rwRU6YJfp5UBHNaxknEmgWYAcKbfvDxBJQm3xXkmlD/W8yOojnpqjSS+1xgBMi53ur29\nXV+84mwyJ3tsC/cr/bqkrvihjpA/8nD6Ub5Tyabq8vnODLJaf8wXP6qv2F8EGpx0lMyZ3FFul4uV\npcS+0xm7DlVjuwS8V4ARf/8/9t5sN5LkyBr2LO6spaslSLoZLZjWACO9/4PM5QjaJQwgzWjpLhaX\nJIvM70Kw7JOH55iZR2ZJP/DTgEBkRvhibm7LcQ8PD16PiS+cOzCMZbh6Wde5vZU8KptSwLpDTq5s\n/xX4dMA6y6PKcDHB8VOB489BM3iF82V2gtedLwp/NMZ4NsjOZMJlIBBW7+WoyRwsp4rHSFGeA8ix\nG4cDxuwnUTc+K0DmRqvlFbit1Nu3b8f79+/Hd77znfHu3bvtllIBjGN3iwDH8ZYhbimlAlEIYUbZ\nmP+O4s0AziDnWGcDkwN1GUBG2bj72cjUAWcOPM4pVWCoe71Tr2pvxgvfq9qD4KT7gpQjtwYZeXdg\nWaVRIACDNf7mGa2bm5udr+jFcqfVarXzpcbYAzkeE+NMGM4mK1L2lQXDGTtW+ulsWYGLGQDl7Nqt\nK66CFOtWp63uJT1nD87XVL6B78361KpM5q3yYTM8ZL4B73d5df/5Os+qOZCMLzG5o1PvjJ2w7jrb\nyGJc1UcO3Lh2sZ5iHvW7qjeLRcgL86XqqWR6CHvYB69U9zOfEwAZl/oFuXjD5fBsMf5HgMzlZ7bp\n2hXLddTLgtl7HNwulZ4BckaLATICY/f1Lp5Bfv/+/XZXi8vLy3F2drZ9BBzgOIJyzDDzyCF4Wuok\n8HABgx1rBaQz4nqwvNkRbOYIVPlVUHAAMgMdziF1DHif9rq6lS5k/ZU5WCTWFQdQXPlMag0yBxAH\nlNU9VU8E6aOjo53HvgF24+36sNEAxgGSV6vVFvzGETPJcfAnzvmTpB0Qxu1VssscuLLdDtjC/xmQ\ncrxyOuWwI42bQeY2ZXVius4AbWnwjXrctX2AQeb/kGZsSREG8ixvJeuZ32OMZ8BYbVuKH1HIlmll\nwLJqQ6a31f0lvtmR0yMVQ6o8SC5/Fos6flQN3jKqYqrjWdESDDNDaBNqBlkNHBDoKt/CgNgBZMW/\n6rf47YBtAGVsSwd7MAZC/8t7bWe6v9cMMoPkCLQ4i4wgOdYhv379eguQERjHuscI3mp5hTMCx2vG\nfzcAKAdSgSQ1GsvK79xTzoAVgQ0e72XtqWTnwKkqW9G+jjjTAXa2M06uMjQ3e+fKZYr0CiArh+Ic\nuLsW9W42m62MMFA/PDzsLIFCQMzXIi/ubYmzyQiOMV0lQ9fG7vUsLdeX9X/W545/DJzsa5TDZmfu\ntniL/le2g2lwcIbBTQVqZQdOpnivkvss6HZ2oPxT1obutcwfdaljZ5xeDaAVSFbgmONDBsLjmtJB\nTJ/JqdIDpysK3PJv198dX6kGuxkp3+34U4MPvK5AmcrL5S4llrXrz33Kz3zQGM8BcvxmsBv84cH6\nrn47uWUx1/kiBscZ9lBxAMtH/8s2mlEJkOPFHlZitWhabcvBAQEZi7UkvKULClcFsC7Qypxl1+kr\nwOnu87WML87D/x34y/js1JuBk0oes+AQ2+BGrfy7MgJ1bRZ0K9mynDnoZYGuQ/yGbydvN2ijk8Od\nO7hd3DbezzJe9MPRNb9p714sQrtc6ui5jMr2uP0d/VXASuXldIqnqi2OB37rO6ufdbEKRJEHz46P\nQ1MXPFXAysmuut4BxzOAjPU5A4tYvjrcC62Kh0zfFSjk/u6CROQrmwBA++byM3mj/BCsBTZAm1KT\nBW5G0vGXxTZss/Krro8xHfs7LgPbzWVlOq94qdqkynJxU+XrxpYZynRH8az4ZJ1x7eL3kjJyetvB\nkq0ZZKUMvA0HH/jVvMjHb/uuVqtnn01WjXagqVKejlJmlAVq5rWjZC6AZI6n44yUwz10AMwMlq9n\nbXMAGUeLmLc6llKlG6ivDBrVno/YNkVqCxyn71xOty9RjnydgzW2gwGye1zMADkODghdEFlRZnuq\nnllwPhO8uuVVusp9kJEazLidLFzeqvyllAXfjjyXyNq1M/MJLmhn15Q+dcAxl+eAsUu7lJS/yEBQ\ndqjyVCyuCIEO5sNJtbjPvl/xMCsDdz/z1bP+Y59yOkC5k6eDkzLKBg3qd6bDXarwnMMPqEOzoFj5\npY58WjPIQdjx/AUWBZDdDHIEXgTI1foV/p1RJw9fVw4FjVwFY8yXOWbHj3M8WYBx9TilVvmXOuMl\n4Ng5vg5Q5HKycjt8q7LVdcwXS4D4bfS4x21R9Y6xC5Axj+Nptl+rAIABO2yUHwtHsELgrNquZpHR\nyS0FrIqcvnLZVV3K+WZnVVdWR9dPRR9kABnzq7fFZ+y38k2Hoo4cVZ4ZO65AOdetgGJcV6SA4cxg\nT9mgA6AVMKmIdYSvdcBx5HXARw0KZuyZ+0HNIHMfsT+pqOpbJwd1X+lKF8gqfOB8O19zT8+d31G/\ns/iYxTf+rzCQSqvKyOK4ospuMU387r6gp+pRdVa8TgNkvM571TE45re2w8nHDPIY49lja26Ya6Aj\nl4eJOyHObLQKJKtyKmXKwLBTFAcAFIjKRndd6gIaHhy49qFCc14HkJGcUs8EVtemSjdCX9UMcges\n8HUFkBVPlUPP2ul+bzbfbuSP+yVHu/DLltlb+TzrjDPIhwTJLAdne9jWDCx3HWfFT8YHpsWyWVej\nP0KWGX9xzw1KHJ/c7tnANUtLwHFGlc1yOnXMgmNVVwcgKJ7irJYv7Oujqzr5fge0Z3xl4IzryPjF\neID72Eb5vANCyK1TfsUHx5osnZPtDFDu4BN1zeltBYjjvE+MrHwQYqMOZXJzvhHvq7N6DwnrUuRk\nx77CUWuJhWtsFgxc49EYszezPzd1AiL/r/jqBs8qTSc4dOvM6tnXUSuZVM5UAZlMtgp4qzTdANbl\nVYFMFUhmZKgAyxIA6crlOtwRgSfALa6HVbOVVYBXgHjfdh1CP7OyZ+4t0a2MFGhR5e7T/mpAcSia\nleW+dVVgn8GGyqfoEL4by3J9O5Omom5McD7hUNSVjRswKnDH+T6XLwhSPqxK36UZ3cn0tjsAzYAx\nl7nv4GOmDEcdH9LFTtX1GWw1xhj6W70v9EIv9EIv9E+hf8aEwAu90Au90AvN0aqYnv68w7YXeqEX\neqEXeqEXeqEXeqF/IW02m2czFS8zyC/0Qi/0Qi/0Qi/0Qi/0QkDlGuTXr1+naxzxmqJqcTx+jUp9\nmUrtkjHG2FknyW96u096ZoRrc6qXGDabjdyHT62V6rwcoBbXq98slxl5RznVG/FL1tTi//fv30te\n1Np0ftHTrU9X69UzfYovNcb5hz/84fjpT386vvrqq/HVV1+Ny8vL8etf/3r8+te/Hr/5zW/Gb37z\nm3F1dbX9rPL19fV4eHiQOq7WRPObtfzI/Ouvvx7f+973nvG92Wy2X52MD+t8+eWX44c//OHO8b//\n+7/jT3/60/jzn/88/vznP4+vv/56+1Gdm5ubcXt7a23BvQCL/Fdr1vhzpUoH2Ebcixbx+/e///34\n7ne/a9dIK7vLliIoXVSfKEUeVBtYNiyDODKe3Z63mTyCbm5uxunpqW2Xe4t71m6Vf+ByM/+u7Jnb\nz+lVuZnfw2sfP34c//Vf/zWur6/Hb3/7263dhu3G59Cvr6/H/f19K06pfs1kNbNOWclStVvVxWWq\nNbrx+8OHD1t96ayvnLEhzsNrh7O8Subh5+McHw+Lr+x+5zvfGd///vfH97///fG9731vfPe73x1/\n/vOfx5/+9Kft8de//nV888032+Pq6kr20Xq9Hl9++aVsg7JR5lXZaZWvir2Zj3XxMYsryIezR0z7\n97//fXznO98psQ3yhTxcXFyMN2/ejDdv3ozXr1+PL7/8cvzoRz8aP/rRj8aPf/zj8aMf/Wj89a9/\nHb/73e/G7373u/Hb3/52/M///M+Obd7c3Dx7OVnZg4ofyj84uaB8ODZyH202G/vBkBIgM4XgXWdn\nToSVjYESf3UqfuOHR/DtVwWMo8zOBujMswK4s8QOBMusyu8AZazDUdeZ79tWVzf/5mtsxKi0Clx0\nwbGrE/UIvyIX2xBmIM3x79rM/yMt7vvJgEn1NQ4MebeYbHCknDN/PMTRrE5wf1QgoALjGR9K/x3w\ncTxkfsu1z9nzkkO1ZYay/lnSb5186r66xnqN6VSwdmVlbTw9PR0PDw9ylyQsy/mKrC6ul/t5hjL/\nUPkupyfIp8oXZ7YT1aYOZfaH/6vYhniBwR9+WOzk5GQ7WYBf4L26uhoXFxfj/Px8nJ6e7vhu3iWL\n6ezsTIIqFWe43Qp8ZS8rO1/oQJwaTPEEGJ6ZJ8WHA/VVX2LaTEew/OojcZ2Bpzpjf6LuqPuKvywm\nuHie0TRARiajgg4IVMYaZxQ4AwG1tzIqOINj/s3CQVJBr9tm1Y6qvd0A3QERirrObykQmk2rAgM7\nHM6bbY1UGZWj1Wq187nl09PT7bZmzA8eyDeWpdpRzejjDLnij/+z/qtPrqOzqMqN+pEnJ6tZQIA8\n8J6sGBwVX5m/6FxTfKhrCrQ4m+6Ur3SzOpa0Z5afbh2z4E8FHKwjA4FZXpXf6cTp6em4v78fJycn\n28Gt6lf2FQ4AuZjlwP4+feh8GKeJs4uXruyKlto1l7E09nOcZ2AVfvn8/HxcXl6O169fb2cqLy4u\nxtnZ2TOAjIBX1X1+fv7MV7oBLhL7hiyP0hE8nN9j2TA45slClj/WgXFUgWPkt/K3TpacLnhhcIwA\n2cUr5I+J+ezk4XZlvqe6ztQCyG4EkI0MuuUocIxnBsfHx8dbpeCvea1Wq+30PXZKtiF/1kldYpBc\nBYCqrMqoMmLjzYB7NhrbhyoFdbrT2VrMGQE6SyX/mRlkBsgZz66dioeoSzk0diTofHjQ6AZQru0d\nfh1o7YJSFWxQZthH1WCSaQaEdNLMAmOnwxkYcwH1EKAYeXJAENN1daUKoi6wOh72CU5KB09PT7eD\n27AJ1SbXJ6ruyh86ueL9zMYUYMnaukRXqjJVf87YQBaPKkDF5SAIRHCsZpARIPMMMj5JcyCZATLH\nCBVXMqrycexSMlS+DwGyepqO7UQdrT7ywjGNeeH0KEuXjnlW379QT3eYL643qw/7lvu446v2wTeL\nZpDHyIU8U4YTtgPHFUBWipgFj5n/qnPc75nORFmo8jhdhypgVznQpaQCN98PfngGecnscfCfEYJN\nNYPMjiSrE52s+oiOk2OkjdlmnGlVTlPZQ3f9qdJbBc5d/XG9AgZxVocrN8ru0MwALgNjaI+dPCo/\np3ftzo7ZgUfGE/ORtQfbwIPIrt1n9hzlIj9dn5sR6yAPblUQ7oIf1R/KV8/KqQIFWR+pcwVmlvJW\n8cHXOK6yXXQGuRzrY9Li+Ph4O/jBGeS3b99u3yWJGWQEYejXVP0KIPO7LjNAqtItFUMyjIByUaCY\nZ2JZ/hwvkR933/UNy8DpisNs1QyykqW7xn3q+FNxzvkn118VlQA5AyKVA3L5sLOVcPF/jDDxHJ3O\nXzrjz+LiwUrCyo7ABc/O+BQQrwCwC7ZZsGRDqoiVKQPuS4AR895J5xw6g9PqUGWqOtnxhezcKDcz\n4CXBNcvnykanowaH7ChVe52OYl0c1PjgtMETpqmcF7dJBQEnF+7rLqBQ9zt2VeWbAbIKPKg0VdCs\n2lyBMMUTl5HV4/hWel/V78phnlzbMX0Gjit/kLWH8ztw3JGvulcB8Sq/up6Bhsy/V+RigvKTM/aa\ntcMtuVADIgW8XMz6t3/7t2d+J17yn41h+JvbydfVe08OL3D73VJTJv6iaWxMgC9l49c3s3dQKllU\nOspxy/Gs7EnJSOmwijVd35a1r2p7GyBXRueCNBMHXF6oH6NJNJA44np0fihAgOKHh4fx8PCwA5Tj\nv5oZ5Df8ERxnzgmXceCZ5cQBhcvpkgIyWT9wHR3+MqCP/ysdyK4pYBzX3ayxc8AViEBSTlgBTuV0\nuwMGFWidE1V8MpDklx5wxgTrmrE75pfrdLrANqvasFqtntkN8srLp1gW2e+lzhDz4TmzHyWv2TQO\nwDoesrZVNBPonY4rgcjMAAAgAElEQVR2fdE+wGuWR0U8YDwEH13dmgUR7n/Vxs8t46zemXuZj1Z5\nHaiMNAyy1GSG6vPMP//4xz8eq9VqZ+It/KhqWyaDzH+rOIa4QtWBPoBfxmagjPXEgZOC8VtNCuLZ\n8c9UyYH7HPuuO3PMOoP96Gwgu6ZitdO5Gf/aXmLhGHGgSDUGAy0/YkEgHI9T4swHKkgow/39/Xh4\neNie44h6cOu3UN7oRBxdRZBHoNwBuN2A6spS+VUd3QCflZWBY04/o0yO2FFkulSB4w5Arpxv9zHQ\nkjZWvKkzOk23rqs7g9zpL3bSWLYD7vyYj/VGOShuFwYBJZOsz2dAcpc6DpjbgddUAFT/45o6VJ4q\nePH9br9zHv5f+aBZ4JYNFCobUXkrW8AyXCDP6qzuVeU4PeG8LgbM9GEl2y7Q7gJEpZ8MBJXvqOyW\nfZB6ZO9e+Kra9pOf/GTn3ZM4Y35c31vJwPkblgeCZBfD4ze2N3vnhIE3YpyYBOTJQcZIil+mzK8p\nn8HtcE93srjOZaHOVDan+HGYlP93/OZeM8gOvOB9NkAHAvBN1lisH+e4FodaWnF/fz/W6/U4Pj4e\n9/f3zzrr06dPOwrMyhu88lrRjmNT1xwIdHmystiouoAuU64uKHZtWEJKl9jRsE7hb3WN+xDXmGEb\nlBEvmYVivp0TqQzSAVG0D7dtjqpL9ZkiZY8u6IQ8OZhw3TgjrNo1Rm8GOQPIjmZBBcu5yl/dV7LG\nNeau7syGO21StlqRA0x4PQMKS4KWKsMFMDdIiOvKHriMjq7MgAB1LYuJnd9V+VUcWOqzHFXg0PmG\nONTjewfUXQx1mABB42z7AyDHk+c4o/7gcgAs3+mR0wWUBQ8cnCyjfl5SymuRx/j2aXfMCN/f38sD\nJwkRJMc+vw6YzvoRBsfo27v+zcWtzD5deaxfro5ZKgGyCqh4nRuSBWYFVHD5BL7FGkd8RCGOs7Oz\nsdlsdkZJAY7juLu72wJlNARUMHzsgHzjll34IlXWcSiTTkDN/nfyzgTXTvkZT6rdhwDKqhwFiCrw\npMpW6RUAXRLgVX3ZtQ7ID2IeFa9cjvoQSAUSuv2X6Tjfy/SO2+QAQBVIuzrobFTJNwNs3G48q+CP\nvDFI5qCxVPeU7cwGt33JgeysbBUvZnnpvDvg+FI+DX874MPXMt8YNNO3nXo43azuZIMd/J8BZPzd\n6bcKlKt6lY262WM3o4z8nZ6ebgEyHjxDywCZ2+Hao8AYzyC79sah3rlyABmXS2QgVMU85VcVOK70\nMYuv3F9chot97EudrN29TrsyytKVAFkpTzCqBIUVKuVlhYg3V3mLlzjwi2gBmnnd8f39/bi9vX12\n3N3dbUeescwCHzsoWq1WzxQ7c/5dZ8WORYGPfakT6PE6KxI7/yzt5+BX6VQGkPkcfcfg0YHIJW2p\nAI5zNtXHUBS//CIqHvxSqmsT2yym45lfB4jVb26z8gFK59C23Iz0Ph81Ue13gVU9IVI66WTBAIl5\nivJj0N0Fx84OO3mXpOUAmgUi5InzKH4xnQOp3TZkQTfzFTNlOsqAkkrXKT/zZRnhrk3dupzuMYBS\nfaRsiO+5Oh34VaCt6kfFRzaz/Jvf/Ga8evXq2btMCOKcXXb0qMM7pnFt4M0JshnkOHCmmJeVxsFr\nkZmXKq6zrjP4xwlENZhRdVTycVQNBFR/qDrdNUclQI71gqxEGNSZaWcU/AgF9z7kL+i8fft257OG\nsfXL5eXl2Gx21+Cs1+vtJ4Kvr6/lPrer1WoLJjKwqIKzU3SkalTTzXMoUoE+zgrEKcDhlO1Q/M04\nyK5RMdAMJ5HxvrRdSo/U7zF2ATIfCjB3wbICyCp4cf9yWrbbOGcAmX1BBo6UjTmAHGe0RVd217kq\nB47LcVg2SiYVGHC88FKOLkCuwFinjOx+B+x1AJ4bXMQ9B86y9A4AquBb+QrVlqwvnR/M+MZyUX8U\nn3gNy8v8R8aniyvOXlUa5SdcHB9j98ugvGRK1ZWVpWSkJjXQbhlAKrn85je/GavVamcNMm7vmemA\nAoKOXJ+6OOswUXcNckwQurXHAY45djCvik/mFXVZxSvsG7eDhZKLqr/yScovI79Zf7i07lpQGyBH\nA+LMuz9wmvjNyoCL5nFZRcwQv3nzZrx7927nCKAcB4+g7u7uxtXV1bO9Etlw+VF1R0B436XjNneD\nNuc9VHrm1w0IHEBSZSiH3g0wFZ+Or07QY2IwyTPIWRlV0KraonQL+VJ1KKdTAWNeW1YBZBWMxthd\nDoB54l4GkFVw47KVjFBOGUDGHWUyh1jZG/sfPMcRMlekZFkRBxTlqLkdKn+mT5+TqiDVuTaGB0lL\nSZXBttPxETPUyV/1YxakD82vkrGzWwegszIwjVqKGG2owLirK/P5bMO4NlnRr3/96y1A5l0suH72\nydnTR2eXWezANvDBu1jgOdrL8lAv4vFOFkqGWVxXPKMv4hlkjjVuBtn1q5OVowpAu3Y5v+D8MlJr\niYVTdt79Ae+7II2PEmJNUIDk+HrO27dvxxdffDHev38/3r9/v51Rfvv27Xj37t3OIvWHh4dxe3s7\nzs7OtqNE7CAESsgbdvDR0VEqLKdASx3+LDjelxgQ8XU2hMyIlsgiAzFOabPDlYH8KwfXDT5VuiUD\nA2Ww3GYF5HntGYNk5wwVKGT+ECAqW3UAOWu/qoNlE78zgDzG80fJTo+dfnEbePYY8/GaYeWIXdux\nHMULA6VuMGA+9gVPrg4k9gWHqKMCRCp9p6zKRzid6FJH3uwzu2XtAxTQXoO6AzeVtrLryhc4m8jK\n4HyqD9WLbgjEeLYS/dkY384gMwDtgHJenuBiXbffOT+DSn7RDf+rmJxt58az3k73uO1VO7hfeLlc\n9b5Mx0aVb0celF9Usla/1f+KWtu8dZwlG58KRtzxuNQCwTIuu8AjXtqL2aU4np6edr7VrjaUzxyA\ne5xddWRFHDgzeak6kDqBS4Fcx68ymo6jx7SuPOazCvJONq5svs6B4hBH1mYHnjJSDglBMT9CQ+e3\nBOhzf7qlUK7tbLssW2yzA+er1Wprqyr/69evbWBUjzid43NAQ70Rr9rKs/fKkXM+F2RUIJl1yqxn\nrOeurFm9zHyE+j3jI2YAm7uX+eyMh8wPVnmqa1l+/I020gVRrjx1T9lhBUpVWpZxFjuUfwgfUcUb\n5gUHqLyu9u7ubtzc3Izr6+txc3Mz7u7uxnq93llb68Az1nt3d7eDO/CpMpKzXV6/u4QqgMy4SIFl\ntnuOEw6/cL2urSpN8In3MpyE7eLfs/KaxUSqfZx3xv8iLf7UdBALAtf1sTGo9Ta4BzKDZDzwRT58\ni3OMf4ymML8DyEhZQGQlwzwzcnFgNnNoqp4OOO7Uq6iblo2laluk4bwdkMn3KsCqglMH/Kl7irJ2\nV3xyOdnhlla4R1vYFsdrtz1ONpvNt0sw1NvJql0qCCpZX15ePitjjOfr/yq5KWcf/PIeo6p9LFcF\nbBXoUWCYZ1fUkzUmZwfYP1Vf4tnpIfPgfEUFnpQvnaXKP87YI56rtmdpmDf+3Sk38w0dOXHdXX+m\n2tVNx7wrXp0PjQkql4fzq10ONptvv2sQAPn29nZcX19vX7hfr9fj/v5+Z2kBg07Wp/V6PcYYz4An\nU8cXd3Xc2YYCyMEby0UtseDyHFhlfmcAsgPKQd16lA108YirO0vn4t8haPGHQpBc43kWmb8Qo5Zb\n4MHgOI4AyEGPj4/Pvr7He2a6NmXgxK1L7FKmFKw4TsE64HgmoFbB1jlPlaerC4onZURYXtbuTlCf\nOdxTBhWIs+AyE9QzR1w5PhWIugBKyRHlyUEQZ3/x7NoT1yNw4hllPcY/ZpAdrxVAVoCU0+Ab4mqw\nHG3PQDICXNYNThdAgf2G8iMZmOBrldNX4JhtpLI3vtexT8f7DFjNqLKpKi/7nQzMYh5XVlaX+8/y\nUvbryqt8VlYft5HbWwGXTBZxRnCctUO1hWeQGSCrGeRYUqmWESDPUS8CZPY9Qdwvzq67lJXPssDf\n6ik7HhlYZV9ZAWTV3g6wdLHoUKBUxSOWW6cuFbf5d5f2mkGuAKDreFwPxDPIavaYgTID5E+fPu3M\nHldLLJQxOIX7HFQFIb6HFDxXjs0BVfU/K69ThnPQnL5qozKOCnSyLDPgmzkmF4yXGFXVdw6Qqdlj\nnkFmp4S8MyBQAxPXPifHSINAOXOyCJDx5T8sI84xg6zAtwOsmbw4LQ7E4zfXlwFunjligIxpeH91\n1uEKcDg54D1nv+p3BrgxTeZvHPDj8hXY79hNBqw7/ugQgdnVxW3ogOQMkC7hK6sjA8X8m/nq1KXy\nu/IUgMvK4GUDT09PO1u24gzyzc3Nzgxy7NiQTRYEBUBWoDwo82UdENixMzyzTMYYz2KQWoOM5HwW\nX+d6XXu7T8qzJ5so531I+aUKc3TKVL9d+UjtL+mp6x2HnwEULgs7DF9GirVH8WLe4+PjzodB2HjU\nvrEINlxgV4YxK5cOoRK4QMNAUV1zANuVyYqXgWkuU5WBaTr3VTCeNSglO+W8XTBh3tgh8WMtJTPl\n7Cvn0HXEDigrwKbassSZRN0oV8yHy6aydgT/DHTdE5wf/OAHUpauXAavbNecRvUtyit4rGbuOdig\nj4rzq1ff7rPOcg1ZdkFP5RsqUjapyla6wf65AwCcn0Dq6GHFS/UUJbPDrD2czgXnLric9Wmd9Mpn\non1maVXbO/3MZbAN4ROiSOfk5XzyZvPtC3GxZevd3d24vr4e5+fnW4B8d3e3XWKBLyaruoJidx9X\nL5+rQ8kl+x+k4jee+SkVgmM3Q69iR8Z3x3+o2JH9R575v/Nrzg+hTDL+nCwq/XU27a4FlQAZO4+Z\nwnNGKi8+VgkQvF6vx+3t7c4nIVer1Q5QXq/XOwD5/v5+3NzcjKurq+3x8ePHZ4bFn16sZuaWUDdv\n1iGuPAYOeD0rmx0CA6kZR+naMnuPeUG+M9k4Q3AGiKAr8qNTiftqD0rc2YRBDpetArNzLsoh8/8M\nHCuAkMlspj9Z/s4hquvcHg6eiqevvvpqjKE/Q81l8gwt+o74zTKLuvBA3pW8GXgr+ceMl/pgCwdh\nrEMNNJz+ZI68ArlcLl/rUuYT2H9ktqvudfnAdOi30X55YOtmNF17sgDbBa9d2Sp/3I0Frnw18Oue\n+bcr3+1xy3qN5IATtinsLSbAAgPc3NyMs7Oz7TpkNYPMEwZcpxu84X8HkDvEfVIBNZVX2RHz5PIv\nwSrsM5QfcYA1i31sfw4ku3IdrxU+6eixs7WO7bVnkBEg4HX+XTHPQQkfrcToEcHxGGPngyB3d3fb\ntUr4aemPHz+Ojx8/juvr6x2AjIalZpidoXXlsvR+l5Qid0dMzgDjPxtGV3Edj4oHxQ+DWPzfAceu\nLKxbGScCzCBep4oHA9IMGPPjO+XAnDNWh1pi0XmyoeSlAEGWj/9XwcO1GUEy6m6A13//938fq9Vq\n58uaaPdYLoNW/FAQbo7PW99V8nfAGEEvb6eET7Xi4PXNT09POzqkZto2m82zoIL3ue8yEIr24ICx\nAnEZwMjIAb0MJKt8rlxF/BQw0is7rPjutC3jE9POgE1Ol8msS+49gRmQXJWPs5rMKw+CM2CFhH4u\nbAqXV5ycnOzEcY7hXT8YPCjM4nxXFzDPgOIsvQPKS+1Tlc35FS8K9GNeB4qdHbqjQwogq3Z07b3r\ng5AWzSB3nAY7MMyrDOP+/l4Gyaenpx3wfHt7uwOQcVF/GFMs8FczyNXscccoFGVBocrnOjgzaqf0\nnHcWGC8ByRn/ijiQI09Zevyt+K8MkgHaarXaeVmUZ5GxrgA5lSNAMI39pMAZ/89A28zTjgxA8e8q\nbxb8lF0j8Iv8bib5q6++GqvVSn4KlvWeZ4xxH3RcepXZuPqtZowRAOMTLv68ffggBY6j/AgiaqYN\n9SdbApL1IdtFBozZFjqBJfMNzi7xfkazfsMBZB5kqJn6bh37pJtJ2x1YdIgHV9WZr1X1uic8SM4v\nRR3uXSDEATiDfHZ2No6Pj8f19fW4u7t7tsRCTWwp/URCGSswzO3okrIDlcbl4/xdHz/L4xh+0tLp\nofInDIzd7HEGkjuUAWTmL8MafH9Gbi2AzIV3G4iEeTj4x+wwgpOo69OnTzvgOLZ5C3AcAJmPzgyy\nW2OIbc2oA4qXOj2lqAp4OYVX5eG9pSC56n/llLK8aEwKRHX1LQMGWBb2edxXyyt4BlkZOTuDqEP1\nTwaI1T21DnYJOGYnk4HkzA5U4HNtGuNbv8H9ivl++MMfjlevXj3buYb7crPZPPucatg1LrXiz63y\nOmG1VAIDdPgF9Bf4xU7875aDPD4+jqOjo+26ZF7TzjJwAJn7EPtF9Z3Sf0cZqOWyqmsZT4qc/8ko\n0vASi7inQPI/izJZO7m6gUUlQycvBsgzIJn5dP6D1/Gj7Xd0Tckp7EW9oBcDZfeSXncGWbWJr7Mf\nw/szdXT1rgLR2WBjX3yh/JA6u7wc/7qAWMXkSt8z3XHpWCYOEyldVNT+UMhMOhdgFWPr9XqnEbwm\n6e7u7tluFviIFWdy8Ij9E3GLGF4vyDN0CIiWAtuunJSDcmCyG0ScjJVysINTgQ77JY5uIOyQc+Aq\nDfLaKQspHLGaYYw8YeC8xCLa60AyOwY3y6uccAaSu7LLrmd6o2w1C9RKB1g/qnq4rb///e/HavV8\nBhllPsbYLsXCg2eP1RILBYgVkOf1zW7WGJdzIDCPx79qIB7lZjLh9mbk7HOGlF4q/irbWwomlhKu\nNWeAXAXRz0XO52ak/K06O2CheFCgG+9XICiz3/BrKk6rSSbXtjiiLH7/KHa0iifIT09P4+rqavs0\nmAFy1L2k37u6um+8q+Ra9YmLyy6OdNqDv52eVGW4Ac/nwAYdcDxT5hj9/p/aB7m658CAenTI/9Ho\nIgAGQI6X9mKW6enpyT7yxM9P46MZfkkPF/pnazxnO7xrUC4IKRm5/EqWqm52nAr8cP5DAmFFXfCv\nnL5re5yV4eJ6d94qCIEur7VjgIx1MDh2IDl4iHN1ZLLqAIHqfgaOZtKzPnVAF7bxd7/73Vitnq9B\njnQIbhkgI1h19owB2cmW63FLLhRAR5DO/GS75jh5zNjbEvvM6lblR5oMiDtf8jl8h9rBgO3hcwdM\nV0blux0Y6gClyO9sn+NV1nfO72Z+Rw3w2NawDNWmuI4AOSa6+Mld1Pv4+Lh9nwi/pqeeJHSoMzBQ\n/TNLrg9duk76ChxjuiyuZACZecJ0mF4N2rqxbIaw/Ko/ZgdJ3fTtl/ScwnM61xmqU9GweE1yLKvg\nvY1PTk7kCzUYoHCGJ9sCjmeYqg7+HE5fKWLXwBRlDlQ5K+dEZ4x8hrelCu7a1TF4nh3EzeYjHwJj\nN4OMdbgD5cuzLnGunFjXwSzVEeRHlamcJLdBOUYuVwVMvB8zyLzGkfuMATIuiWDQ5PhhO1PgCP1S\ntgRDzSgr3hhAZHLJ+sT1TdZXTA6sqHp5oNyhz+EbmbIlFhxMD8HPrG+LPB1f5sAa3usOiMPPZABQ\nAXKVTvHYBciqTvYVmBZtidsaNo8AWc0gs785RMw6lP50yPHM/aQA4tKYEX1aDbhUbHX2xrxldXdw\nANfNv2f72g18qjL2mkFWQQgPXK/E6/UQnOJa5Pv7e/tFvPjNBsoBUz2CVW+jI68I1rPg0aGlBuac\nWae+jtK5+5kT/RzOgo3AGYPirSpPBZXQMZ7hUy/7BFA7Pj7eCTzoULg+3koOz8hD93BtVO3rOEWW\n5Sx1wBfzUbV/jH8A5DGef3FTgVJeHqPWFo9R6wn2l9o/VvUHr2VWs8qKn2zQrfQkkx/zOGOXyp4z\n/8Z+Jwvi2fnQVO1igVTJJ9OTTj+4OhxQ5fRqkBP1dYEJ8ljFCuTTpXO84aA10jmArAAI44NI/+nT\np2e7/0S6iOH48r2bQe7GyUwmh6ZDl61iNMu1U7eKlSqPismVLmYxbEn/uDocf53ylBwzmvpQiFJk\nPnPHPT3tvsXuQAEHn4eHh2efi8aZPZfXbQPFszr4mG42eKE8MnllMqvKiet4qDdH+RG/G81jeVyn\nawc7N3VWdbi2cEBgsKKMq1J+BbZVAIkZCdz9RM30cfuygMftV/Kq8mTXlCPKgpurkwOwIjc4yupU\n+d111T//93//t5Murit7Rt/gnv5gOQowjTGs3bAM8MyDcfZVrEP82NkFswAfQfyoWlF1byYQOV11\nsuvSUnDqgGEQ+3FnLxkfVdsysOqCc2ajGWBkn8jXMkDCfHUDfpae2+dkxfHXla3qZWzw+PgowVrY\nlvuWAfvrGVJyV+2dKVu1ubKDbjmde1W9cQ13Z4q4q9ZxK//vdNHpA+IUl8/FGpXe8Yf5VL9iHiWr\njKY+Na2MQZ1dPn7kzCCXAw+DY/cWLRobzj7hekUVxGbBX0fZM6e3hBSQRMXDIwyAAQPzPgO6+HcX\n7LtApQwoztGPSG53C1UfHmiU4XDxZRBcQ8ozldna0WiDClCrlX9JT/GdBW/VjgzIqd9ZXapOlZbl\n6/Jl9WBbcLb966+/lrywL1DAFIFxHCwj1Ta2H+WYua+xrow3xZPrI7yGfOF95CGjqm8zO1/ql6I8\nBYiyIOV0SOk+96Hbwq9bx+x/7q8KhGZydvGAZTgDjhWvHV+u/DHqp5Mfb5/X9f+KDwWQMU3EcN6l\nRvlnFXMdT5y28o37xO1OWU5Orq+VrWH5yiZZ3/BeYDIVZ1XdzjYVrlIYBethvqq6FK5Scuv2b4em\nZ5D5ugIP6nf8R8afnnY308ctko6OjsanT5+2i/bVdknBEwau+K12rOA03A7XbvVfyYJ52rdzGCTx\n7JcCyLy2SCkglqv4y4BxlV69kIm8ZAA5njYwUHZbhSmjcvtt4sufx8fHz9amu+3/MpCreMgCiNIH\nZ+RVkFSyz/qG664cuHKqlTPP2sMzCWOM8c0330ie1WysGtzykYEJbEc2q8F2E78VUHa6osCxO7Pz\nR6r6ltOqMlyfzZIqRwE7F6Sz8jL9wf9sp8rO2O4dYMjahfc6ICrTueADy3O/lc9Gne3wzNTx7yzH\njnxUPHDtV4RPlh8fdz/PHtfwBVi3B3LmT5Xtx+9KT53fVJTpbAXomLes/Ey+XbvjGWSsW8VZPqt8\n7BsjLU9sMlbJdKeKe5leqj7r4BhFi2eQuxVyMMDOweshuMfHx2eCdcLictBoeBZZzfB0BNUJUiqo\nKuc6A5a5vW40hvd4naxyulx+t93dYK0UnPPFmZeMxD31yMctwXCyYjngDPKrV68kQFYzFNh+5VhV\nH1f93QUQajmAIq7TAV1Xj+JLgQ6UpyvH6Zvq65hBZt4VGI2zs192+mp9MfKhZpCdjJV81RKPzCe6\ney7gcL4uoV7NABZHmd6xD6/AJOdzv5WfH0PPICteXfuVPCoZse3zPa5XpcNr1W8V27gPuv1Z6RED\nY2yrqsv5OUfMJ6fH/sO4Hb761atXz3atUU9tmDfFB8qyo68dPe60eaasSk+5DZ36M71CwlndjB8V\nY8f4Nm5Hn2A6heU6bcd6qnYjOZ1YgsOmZpDVvaxSdvhKIXEkiULBA8tiZ4ROCetRawQ5AGdUGbcK\nZgpYYGdl5aj/rJBuRKYUlvkOXkKeCoRyHuVAK8L+UkEDy1OgKXvkw3JShq8GVAogZ3vWhrEreWSB\nEv+7IKkcswqGqo/5YHJBkGWFPDm5Or7YKWI56h6Wy6D06upqR16zh+I9kxHqRzXwVqRAsuPH9YW7\nV91fEqzH2A8cL6lD6VknXxaM41r2NVQuV+m9Ax58TZXhbL9rl2xXKi5gnUoOTn4sc6eLFUhW6ZAP\nXiKpqGtDYzwHyIEFPn36tG2zWvqWzSArXhRvGTieIaVLHV665XLfs3yr9rNuqBlkjL28BCKLr1E/\nv5+Buu2WhqrYrmyJ47iimQHObH8fDCB3SaXnmU9OrxQdha7Kd48+sYyKZtKww5shZQAIjnDrMfws\nMoNmXBvptr5iYKyAIPKSDQBUe9WsXJaXD5xJDqfs+pANnXUC24wv6K1Wq+0b0fiypmrXTMBXMuQy\nsTzu23gpFbc05G0OeYCknAjLWgXorL3qnrO3qrwgZ6tqMJaBYJZldp9/OxCG/HR0nqkCvl3eO6Di\nn02zfq0CHxloibMDHfjhJ9zLnNejYj6cfMnqV/8VwHDtUflUWiVPBscdmat7rmw8LyVVDtoo853Z\nkBpougErv3+AfZ31O9KSmIx8d3TZ6VFH7qqcbFAV95f0rZrAQvyVDSxjuSvrF04+4VNZfsrDfYvt\nxPsqrcN5jg7lMw8OkJVxdupQgthsdt/yxjq4Y5myl2UcdYwrc3CuzM5AghVDgWP8oEKAJTwCCKqZ\ncxzlZcpWjayrABMfeugGDAReuCYaHV+1LAZ1h2cpw4ADIN/d3Y0xxs6aNtSRrkFmASojlgv3M4Jk\n3u6QP4ldgWTmTTlfZz8sW36i0yE1IMX68D0ABZb59xLKwPFsG7L7CgB0+cp4+VeA41kfx1QBSwUI\nXGBEwg8/qTWpqvwxdkFBxvPMdbzv7I/lyDJh8JP53Yqn2YH8EkIfyXap/AveU7+x3WqSLK67dw94\nckfJb9bemSpdruro9mlFXAb7zC6ppWcof9XW+M8xZ4xvdxxSW+qqWX7VxyruVgCZZXKogSDTYoCs\nGMqUKStHBesAxxmwUsLD/LOPYpwRZEpTGSaX4+4rxeBZZAZOOJt8fHy8s+46Xnbk0fdq9Y9PfGYg\nZOmodww9UxjyydYMchkVaHLlcP1RL84gjzF2Pk/Mj2kr0IJld4nlFe3BJwAIkqOPYwaZtzx0My4Y\npBWfMyABAzjqI6bFuvjMbWa5qjWIriznB9z1mbNqc0WVc54FLErnMn13vB4SJHV9u6IOsHRn5xdu\nb2/L/XBV3dn/jgy53Qx+s6DvbM8NYjndPv3ZAQ2Oh6pcZ+sV0Md8Hft0M8bMRzcGL6GOvR3S7oLU\nQIvbrrBNxrAsLmwAACAASURBVC9+ACvkizEjw11qHfFm42eQs8knZ/fqmpqUUfzNguROnx0UILtK\nK/DFIBk7yTkrBYicYc2A40xoDigz/64cVzYrDa8/5ZlFBk1xPRRVfcTg1atX27eFHTBm+Tq5ZTKL\nGWRFvPbIATs+sD+RT+YB9YENOF70uLu7G5vNZgcgZ06GaQYUK+Lgp/qY+1qBYweSM37Z0XYCMYNj\nlq/qMwVAKgCYAWLVN7NO0DnmQ9ESkOz6jMuZuYdlH4oyvZmlzHdU5cYMMi+xUH6e9bMqP2tXtw+7\nIJHLVCBzXzpEGVwey7jrW/B+FpNdbOU8HR+RlTtLqk1VrF9ShyKsh9ubYTNXHq43jnpx9jjrH443\nUQ7vONLZq9zpCcczrBOfOKJMlG4omSyxib2WWGTp2UEoIBbEaVl4M8GCOzprR6X4GfGoRgE2vJeN\nzJRSMFg6PT0d5+fn4+zsbHucnp7uHE9PTzsfSIkDt8rB6/FCBL99yjO9HZ6ztCgDlLE6O3L3nTPG\nJSW4vOL29nY8Pj6O29tbu3VQ1Ra+17ERt1SInwqcnp5u+/f8/Hycn5+Pi4uLcXl5OS4vL8fr16/H\nzc3Ns88dZy+wuMEEB/eQMebHpR3Hx8d2BrkKYFgHy00BZZemK29M6wYOHb3NylXgTPG/JIAusQfl\nxzrgsMML/1a++dCDDqabm5tn++Iqu1VBVxH7nyo954u02UCnItfHDmx3BylKP2Z03MVEZYd8P/PV\nGQDjerkO1YYO0GYbcP5mqY/pUofXbr4KFFby5Xd9ojwFaoPU8r4xdkGymj2OenEyCEFv8KAONeGF\n+Zh/pR+cZsbWp7Z5q4iN41AKlwULpfyzzqoDzrl+txbTzShkjgEVIZQIX9Q6OTnZAqU44j9e5y8I\nrtfr7axLgMMILrGbA7/c58CEa6caUToZu4GL0xlHCmjjdQTHMQhYr9fj9vZ2XF9fj4eHh50vNFX7\nayqHOht8FLBEgByDHAeOX79+Pd68eTPevn077u7unn3y2K3VQ964bvztggevc0e9dzaSAV6Vr5Ln\nrMwdWNoXFGMeXtvv+MyALAaGjBzQrUB0BWyy+tQ1Nfh3YKRLCly5++G/8AXbpcujZqjrE/l+BgRn\nSIFjpeNZ2w/JB/5G0FHJvgOQM7C3RLey65VfmeFxX3K6P4Yf7HTl4vwhL2WsgCTHAZxQiUko9YIe\n4prj4+Oda7zrRXVEfQyKHbZAWTk/nNFBATIzVaUZ4zkgVU4Y01V1zzhHp4BulI5p1IsfGehQnYTp\n+dE5LqU4PT3dAUp44LWnp6ed2eL1ej2ur6+3x8nJyRYYIv/4NaNPnz49a4NTLjXCywAyygKvd0By\n14khSAyAjIOFm5ubLUDGQOteKnDguOM8nb6g3Hj2OEAyDnxi9jgA8u3t7bP9QbndTkYOHHcBcgUW\nMqe0JGBl17qUBZqOX1H1h6Ou2qnsXemFIgeMZ8gFR9fmTDf4flbHTB8xSGZ+4hoDZF5ioXjsxowZ\nOR8agGeU8e9i5mwMrECr4sPpvdOXDMg44tjDfVS1U8V05j9rX0WoO9XAZInPyga3Kh51BnJqgK18\ntsJk6h2YMcYWIKsZZKwrYshm8+0XfzP8p8AxyhwP9/TXxeyujRwMIM8qAObrMquU/BDOSgXQKpgw\n4MHffE05Bh7J8ZpjXDpxdna2A5Devn073rx5M969e7f9//bt22cA+fb2dnz48GF8+PBhnJ6e7rzU\nt1p9u5QC951UTk45NAR5bCyVnFneztlWzlQZBM6IB28hjwDIx8fHO7Pp2QdCVD3dYMJAiMFxjKhn\nZ5A7ALkCaUpP1SCFXyKs7MI5W+fYq7KqNNwuxUvmI7oBzLXLzdZ3/EjYYOiCa9eMb80C4qz83H01\necF1LOG74iGWRYXddmaQlwB2pAp0cH2crqpX5UWemX/00UrHFAA6FCk/qPbMzcBdx39yei4HqWPb\n2b2uf5lJM0us+yw/5Zczv5rxzbjEDWA4LQJcBMljPF9i4fZDjhgSeeK62oZRYSmWgVpmwe1V5xnM\nuAggK8M7hDEqx8vlZs5oduRc8ZAZj9pP0IEPZehK+XAnA7UeFUHSF1988ewIgBzHzc3NdrcLBMSb\nzbcvrvFWW2pfZBzpYftR8aM9MXvZGc3G/pcZQFZlZE6Wt7NbrVbbGeTb29vtAEEtseBt8ZBn55hc\nG5W+oLx4KQ3vf4xH9H30+8PDw0590be8xELxUTki7gP1UmDWTpQRytKBZUeZ7Slbz4JMVX5FDhy7\n9swG3Spd17c6uVTk/G4GhPcl5dMrXhEgd2aQq/oVoJuhQ+iXC+pKlxkkd8pW5c+0NQNqatauM2Do\nAmTk2fkxx68rx4HN/6/QEl2sYpGjTIbYl8ofRP/HJE08oeVJJ5R7xD8s24Fjd0Y9ROyA7WXbrmSR\nyXsKIGezCIqpbpl8qLclZ8tV9cwGxSwPA2K+rhyFAscqT8gAR2wBmM/Pz3dmFAMwv3v3bmw2m62C\n3t/fj+Pj460CR2CJmcf4f3x8vFV2BJXcPiUP1c4MIDPhrFkHDDtggulVvTF7HC+ZHR0djZubmx2D\njpEvf5qc+es6eL4fgxR+UsBruoJ/fMHw1atX4/z8fLx79248Pj6O4+PjHT2IvlcAGXnJ9E0BZJU2\nkwHKSG0xiDzuSw4QdUEAt6dK68pV9aiBRpXH6f8+1B0kZOlmgvUs4FDpsj65vb199ra80ndFWbmz\nsUHxr4DXkrK4T/iM9xQfDAQrf6VAdNXnM/5v30GVsy+OOx17x9+zfaRioIr/nXzMU5W/KqfKGxR+\nWaVhoMkAeYyxsxvU0dHRzns9V1dX4/z8fFxdXW1fps1eouXBlOtLpeesrxX4nZUbUgmQs4CgjHgp\nqWCN97I6YjSRlcHpM+q0R72s5NqVXWclcSAKATI+do/lFe/evRtPT0/j7OxsC5CPjo62v2OEFwEm\nZicfHh62M7lOhiyPLLAxQHZggPXI7XWYAWM1elT5eWnJq1evngFknEXGmXUuuxsEM4DMTwvU7Cyv\noz4/Px9ffPHFODo6GmdnZ+Pi4mI7SLq6unoGkBUPSteCJ7aXrH0u8MbvmFnAbQZ5l42lVAHJLBDt\nQw6cuMDb8Ycz/qkCOCpQdMAx/s985kw5fF0FavW/kl/4r2wf5MrvK9DpQKHiU8l5XzCowHFQBY7H\n2N2yS5XZBbSzQJnzVzJ0PHT0lO0siy/VvRkbVXmV/Xd0TvHo6qkwzFJSE1g4mAqeFYBFgPzq1avt\ni//X19fbHbaur6+fAWSlgyzLzmAheEMe8brSlX2xaXsGOQOs+zDkgrZSkK4jqgwoo65jyIJkpdyK\nN86n9sdFgIwzyO/evXs2gxy7VCA4DsWNLeKi3MfHRzmLySCZ5aQIDVC1k/vQgWNMH+BPOf0KIAf4\nD4Aa9fGuHvh5bgZxGUDuBNYxvt0fuvpsODqrcEhHR0fj4uJiHB0dbZdbxODo3bt34/r6emek7gCo\nG4zh2cmf+4H7BAlf2EAgg8ehSNWvAFkVkKpyGKS4uhR/XL7zHd3B1wypepU+d3yeApZcjrIP9VsB\nBncteIu199U2b1xGxbujjF8OyBUQdIMEda4AMRPmzUBylb+iWdBckbKDDpB0sb2ycf6/xM5Yn+Pc\nAfkdPlV9XJbq4y5hbED+VSxlAItbpq5Wq+1Sxevr6y2euL293U4+xeQbr0dWbXN96uK6wgCK9hkQ\njdEEyDMNmQXHcc6OCox0hD4rmE5Qze45o3HGpQALL7GI9ci4c0XMIMcaZATI+Bjk9vZ2XFxcbMFy\n7JChZjEVkKqUMIgBMpalRpDVy0mdI8rm39ymAJ2vXr3avg3PW0a5F/W4/5wM3P3gg4ExL7EICseC\nSywuLi7GGP9YMhIDo9ihJACrAwtK3xgcK53ltc0MxJWcwonyelH8BPq+1An4hw7mzicoH9UFYEFL\nwEdnoJgF00qXq7q5DHeNZZINBDJfE3uY8+4zrItVH/G1bnxwwTgbMMz0aZXfAWeXL9MLTOPuVzxm\naaoBQRWzXTkZYFbU1YUZYn47fezSODzFZbv+zvyNKlM94WU9UOUjQMZrt7e3W3B8dHS0MxHnPhiS\n9anq/woIVyA5yu3KCGlqiUWl9DMVczoVoFV9TtAozMyIlDNzvC41ospRc9mxUD2UEJURdysIQBej\nNJwJju1T8CW9AE9qOYH6uIR6HNJRPme8Ti7xOxbZ84xnBo6RJxUA8HqUi+t5AxDiFwfVEoBuO7r3\nHh4exmq12vISs/ZBwd/x8fH4y1/+Mi4vL8fZ2ZkErw8PD+Pm5mZ73N7e7oAElIsbMI4xFgFk1yfY\n9sfHx60O4pvN3RlkFRT4vwM8KuAoh6yCTyazLoDtBK8q6Hd8U5c6fFegg2Wa+dKqnsz/ZmBhjLEN\nuu5jBFnbWE9ngKEaWLCNdfXDlT/jb7FO5i8DzRwjnQwcEK/4Ub+Z36rvK92fGXhUPLl7bhA0Wz7r\nR5W38llLdQzz8HKcLkDGtBg/YrItMMh6vd7GpBjI8td9VezmelRcR/74UDPjQbO2hfQv3+ZtDB/A\nsnqUoXVGHJWi7RuQFK8OzMVv1V4ExjHjGaOzAMa47VaAFwQlNzc345tvvhkfP34c19fX8qU0nDV1\nIGimrdV1bnssgcC3WVUwy0CyyxNyYYC8Wq0sOMZyM6dXyYXvx2Mp3hUCH1ut1+ux2WzG2dnZzoCH\nHdOnT5+2u3CEI3L9lul5HLwGGolfrquCx2az+2nvbJ/mLuCcsVV2/MrB82+sh+WmnK275gCIKueQ\nfmYpcXtZZofkUQ1sugAmKD6Qw2/JzwwonN/Y196XkAPe7n6lU5EnA8lL+ewC0ix2Y1kZCFP8uljf\n4W9WnxVAOyReqAaE6n7WfzM88LZ8LEcV8+M+vsQf+fDl99VqtZ2Yi/i0Xq93Jvsi1kZ9ce7YLfIY\nbUGAjOWwb3d2XNnFYoB8aMdRGZdyHlmA47JVun9lkKqUIwPIsTwi2hGP4jebzc7az7u7u/Hhw4fx\n8ePHnVGd+ma6enReAWUFJiunrn5nupQBYpef64xlFWg8DJBVu7ENrs4uxdZsAUjjHC9NxnrwWHMc\nfXlzc/PMNuIxc+jE/f297avKsXbWIPPgQYEolje/pFfNbnOdbLNZem4T/3fA2AFddb/rKxwAqADB\n56RqkKEO5s+dKzvgspSNZvUh3d3djaenb/d67+xegZQB0ll7RlvIBkazPOE1Bmpsow7EZf09E/8c\nCN0n5lf97tpetUG1h8tX7c36q4spKnCubF/xU5Xp+s1dU8QAGevKYj2XHRNasZQzeIuPcLn3e3Dr\nt44esV5w/GfM4vzNTFxE2msGeV+QXDnnrM4sCHUc8T+DMsNT4BLzxMbbMbuHH7qItcNj7C4fCAUN\nYMIA2e3awNtwOUNxcszaielRX7BfcPY4K8cBZOaB61mtVs8e6/MSCwXAg3fVRxkAUnR/f79Ni44J\nd7WIgRA6mg8fPjzLE7NouOWV49/JEXlBkMyk1htHWrcvMi4jwSUVLqArcgF8xoZdAEJfU4FxvtcB\n9ZlfWtKOpdQBQRll8ltaTgfQuPLjSYlaYlH1Df7mg9MwnyovXpuVh7PNCqA4HjNeOmCnSx2QXMXw\nqg0VYMU0nfYzTwpAdep0PC/xR46frHzFq8pbxWgVGzmmZjrBafDF8rDNu7u77YEf9FHrkTPK2ucA\nspIZpleyyGh6m7eM4dm8S+t0fBxihMtlOspAHSpf/Hcd65Qz1qxGGfEBiQBTY3wLogM8bzabHdC3\nXq+3yytwFjkUV+0wMLvUwjkY1x8zyqnydgAyEz7WH+NbkMk7Vrgyo30zTpQJP+GNfPARs93Rl3d3\nd8+caTgiXMJQGb9zkNUMshow8TIRLhuXUsR5SSCpguksoa6y8+zk3Zf2Baz/DFIA5xA8czBWExyq\nLvyvALLa3Sao8h0ZQM7KmAWyLk1Wd3WN9ZcHHjMgpGtn3EfMTwb6VF+rcp2NdqlTj6IudujaQse3\ndAbbWd4lMZTXILPuZLqN98LuGCDj0814DyXuzWzxyYMg5a879vjZAXKHDgVIu+RARpVnqdEpUh3N\nDiIDyKhkCMDiYIDNW5WFIsYLex8/ftxej+ARn5vGF7piFplBMi+3QKWuAoEaLFROUv13lBlGp6xo\nC8rUvZCIZ+dE9iHmWQHkGIXjkwIkBAlxVvyrOrl9ceCXITltBpCVXBggs350Bt0dIFIRyzfWuuMZ\n68N2OF/hdJH5Vm05lO/5V1MHRCjd7vjo7H8EW353AHlSPkH5XGf7ro0uKON97t9KTqoO5skN5Nim\nHKjqDEQyuc/YbdbHzKu7z8CI82QgvCIn79kyqra4el0fVXnc9aWgD8ty4FjpsWo3bw2LOxjxZ6fD\n/rgsRwpPcfsq/WZ9mvXDB3tJbwl1nCamZQWbzXtIykZCbtTDvxEg4yiMvzCH4C5AcDyCPz8/H9fX\n1+Ps7GyMMXZmg/FxB38KErfgwl0G3Fpk1b7KiDrkQKlKg7JzRqwo5Id9pmaPVTmHAjYZSI3zarV6\n9pVDlnX0C65RV+u6Ovx2AAzrLIJNt8QieOQBVie4VUCkQ06XGByjPnTkpvTQ5c1AmHPqh6YZeavB\nIOetwAG2S4GuKm/2f4xvATIvC1N+gM/qhR6Vjkmlw4MnXmZ9hdOdLG2VTpHq0w6Y7aTnNJ3JEVfG\nDIicsRsGSerM6bv9sISU3TE5nVJ+pev3WVcxT+azgnitL277FpMivHOF85UzILkjF87jfJfzw4oO\nvovFEuVeAnT3GUkeglRwDXIOIlNE7HQEbfwSWcwMr9fr7df14hhjF/jhaI633cLZRzeDHHVy25Y4\niC7wqNJUANnxx0BYLSNRdc467dl2qBFvbOmH35rHAwEy7ivcdZJcHwa1CiQjQI6zcn4sX6wrk4v6\nPatvnJ/bqGaQs7zcNiUXl0aVi/Q5Bu9dcm3t5lHEPrrSLVeGoljH39mSUfmLzlMjVwaWxeVmQGam\nnVw+y3KpnlRxszM4qSazXD93+O/6n4y/Djm/sm9swnSqT9XZDRYzeTkd7bYF82S6lQFa7Cf292GX\nPHmj+K/iKg/YO6CYy1cDgWyQrmjvl/RcAOuONmepMxJe6khmgJray9V1eOVgxxhbYIygQ73sFF+S\nur29HScnJ9vdD05OTp4BE9xui3dtyA4GZEFLAoG7p4y/MhoFFqs+22w2W0AUv8cYZYCt+F0SsJQz\nU+XG1m7RhxjccfCjPryRBSF1rZr5UeT2TWaHySCC68l0Q/XvbD8pXYqBEs8gZ2Wo9rk8yr4zHznr\nO2dpn7JmAa0K/ktBsio/ADLrlyLnK9S7H5helcP3lV66vuz2r6tHpXO22gEc+LsTS/F+ByA7sK1k\nlKWPPI6njBcH/PC+k3E3XlV1d6niwwFl51868VABx6w8Ljvy8UQavnPCW7ohqT53eMClU7+VDqq2\nKpk42gsgszJ3jIx/zxq6Kiurs0MdpWLKZpCZn0rhqrJZMePa4+PjdoPu2EaMl0ggMEalxXO2F7BS\nQj5ngLZzHeWxLzhwDiADiM54lKEtJR55u7pigIS8ZaArA5FsY5n9qXtcppIt33d8qnIrWWXAI8u7\nTz/tW14nPbdrX51neblAwTzMll/lUwAozjjwV+k7Moi19u7Jj9PJpYBC+W3+X/HtArIDKZwvG3ww\nqf7O/IzLk5Hqs0qGca78lKrLld/V3w6Qru7P+hNla9mgMa6hXFWaju11bKoTG1UeRfgCPOISnICq\ncKGqhycy8Gkq1uXiIOtOljejgy2x6BrcrEG6vEvLYOoaAd+f2a5EAQi8p0ZA2IEKMD89PY2jo6Pt\np4jjZa64F2eeHVYvUPFvx7MyYgeWMpmqNF2j7Si3A3IcsJUTUsTglq874rSd/Io35XCdHNg5Yv4u\nQO6QC5LMF8/cz9DswKubf7b+DuhVfVsBh9kg1alX3cdz1OfyVnpRAW0F6FiP0b/N6F9MAijdz9qZ\nAV3VBrzugLHLxzKdiREzvEVd/Nv1l5J1NxY7P8V9rNqk2sZtqgAd1tWxw4xvRbMAOKuzc59tQtkQ\n2wzHX1ePi3mKsMyu7mU2F/fUZFvHzpEHTIdPgJGvSq8Uz073HB30JT3XMZWTDcoMJXPm+1LX+DAN\nL7Go8mZ1MKBDw+HREwLfeFEqtn5TCsMAuHNUfPLvGYCs7uO5A1g7NAuSD0EOACselEF3gLvq46qv\nsGzmrXKm7Ji5XAc+Mh4PBVyZT7z/OYJet1zUuyy9s6el5HTHBacu2MjkzYBY8YL/8f6sTuBuLSqY\nzgA1l4avKR2u4kXmA51fquy50wdZf6k0M/qm+i6L6x2Zd+qs7IfrXupnHHDq2ki3vswmOA3fz/Si\nwk5MHf8U6bj/lGwc5nDxN6sn2xUL66zeIcrqyEAz0mKAnClDx2Bn68oU/xD1dA0xaHbtauX0WGHR\nQBAkx8xx7C2rdhOIMng3Cl5+oX5nysb8KSObBcgOeDlZzThb5wQy4Oj4xvRVeaqcruPi5RVZEO0G\nVAVWMh6q9ipnXIFj1puqzoxmgu0Sn7DUjywB5gySl5LTSxeMKx1Xv1WaDs+sz0p/kE9XJs4gxznk\n1wF+nYDogr4DCspvuXqUr0MfNRuDZvV0KThW9bH/dyCMfXzXf7M+qDjT8XsZ7WNvWb3Z9coXoz5n\nsaljfxUuYp/cActcJ06oIcDFyTZuX5D6MiTiKszfGXw5/jtxydEigJw5sX3BcJALqNVoaAZIOQfW\nSa/Kn8mvAoULlg6QBEBGQ1LKg4rnzqycSGqU6pyjyu+uMa+KnCNYCpLQafB2eh1SznqGnMPPeM54\nwXN23/UZ9182WOAA6/qv4kvpU5e6+tUtc9+6972fAYyKVF4Org4UZYE7K4PzOt8c+fArkbint6qf\ny3SAFH8zoIh7Lk4wz4727esl1PUNGU8VYHUDlJnyFd+cToGQbps64HimHEVKFrMyzwYcHZ/E9lSB\nY067hDqxorqPfcp9Ncbu5KHCDIoXxioRn11s4TycroMDOxhxGiA7J7vUyWP+7j3+nzmWzv9KUIdw\nqMFnds0FIBzhMb+sTNym7Jh9RKHaUDmhJaSclgPpXT7jGjqekB0CvixAVQHokDTbL5gviPf7dYCq\nG/iq+47fLJAgz+zUnAw+BzjJaNb+FTBQbXB6tmTgFrQEIIf/wME2fy2xA5jxPoJiPPC+AxXsn8YY\n449//GPZ9iwYqzqWkLMhdeZ6XR5neyrOKfCEj6QrgF3ZoOOfr2eA1YGpiielrzPANZM/plF+XOlO\n5ec79bk8zA//PgSpdmAswHR4jt/Oj7E/wy0zM14irfJRVX2O14ynDhg/KEBWIx6+t4SUos7mR2JF\n20fpOuVwp3Vk4YBm5lwxcIyxG0jVow7+3z1m+XeKuISUg3eOY9Yx8cFABGXc4XPJ/SUBumvMKg2C\nZAxA2M+doL+EuC4V3Jn/rG3V9YpX18Yqjzo7vrL/7h7Ln3d74LxV0O4AZB44KWCLZwTKCjAzyI68\nsQ1lHAy8Wbbh3/gJVybjuKZAIl5zQIDll91T9Sj5unQqD+ukA0yqT7FtS2y1kuWSslT86ZCSyywf\nHftmEOyud3CO6vcOj9yP2Oeq/bNxldtR+TGVX13jA7dNVV8m7ZbL70HxO1Wc32Gcqk2zctj7Jb19\ngG3kUwCoO5pSQaZyhEt4nQU0wRNSZrDqzDzzgaBHKZRTIi5DpVW8dtszQ9xG5aSWOmzk0zmejlEz\nv0sAXpdUH3XzcRnovFz7g1x/d2U/w3MHyLrysrKZVwdYulTV5a7N+B/lt6J/svoz+8xAcic9guTY\nRpKBM4NlBayPjo7GycnJdr/2k5OTZ7PKKBMMlPy1vIwUAHW+Q+mnAqRKVqoelJ/rF0VLQGCm28iT\nA3dL61V1Mrk4o3hgXrBsp7dZ3Z02KV+Q2aHqZ1UWg1wuN65Vsu7Y+2ws6OhDVY7DFGivGGcqnjJe\nFS5R8nT4pts+VaejRUsslHHuA2CUU1P1qnxVGZ0glfE104aMKgfKzsDJwnWqmkHO2l45sQxQOAfh\nqBPguF7Xn/uAdAYBOBOPRhlpFV/M477UkY0L6C5t11lk/ev61eljVc+SwDzTlqXkAoeynYwXl6Zq\ng7rGgzYFcvA3B/oMYKxWqx29jwCnAC7O/PJSCTW7jOnwA0anp6c7QBnvRzt5a0r8qFFXbs5nLcnv\nYpDyQ8pWHB8KCKq8HVA5276KKjCY6WHcr2KLkovyD7MDjozcYMf9zuKNKpdB8j58ViA5qAKc7vo+\nmMYBy6x/s4EJ6ptb7pn9VzwoGTpb7MSuNkBWwa3qMJW2C36xXOc8lCIvNSgnWCd4BLJZmfy7A5Cx\nPjy7I2ZxMv6Zb9WfmXEpfvDeoWimH6s0WBavr+T1uWPsPnbOALFypDO8dpyVcgycpyOrTGe6PLt+\nd3Ur+biv783Wv4QUKOnwoGQ+C46X0PHxsQ1GFc0AsM1m8wwc88wvAls+GETjTHEA4zjOzs7G6emp\nBMj4aDXAMX4B1OnavmCkc8/5us81YHO69jl9LutaFaMOQcoGq/9ImY1lfpvTOT/f6WcVFxm0uT7L\nAF2HlB929e2Dw6p4w0+SurwrvIP3st2cVLu75PCPK6MEyMw4XqtGhupet0EdQ1XgWdVT1ZcZhTKw\nroPKeHNpqzoU0MH/aKRqBMjKpoAfpmf5VI66G0A+V4BRcmZwHGcFkpUhZjKa5Ws2rxold+tzBzoz\nBwa4rGzAgOU4XWFdVXV32jQrP66vskPmpQuO+f8++o0f/dmn7+M3npnHAMkIjo+Pj3fALc4Au0OB\n4bOzs3F2djbOz8+3vxlcjzF2llM8Pj6O+/v78fDwsD2Unu0LjrsAIQNbh/ZhnQGZsq1D1Zm1J6tz\nH1kwUFFgiPnkay4t/nZ4QPWv6/OZNrrBDf/v+JSMnE4qu+d8M9eR+J0WjKncBocRMoDs3nFQAx1n\nH1nbgb17uwAAIABJREFUkG9VBtIUQObGLSXX2CXluGtdJeOAzvypelwnVIA9492lRVBbgeMOYRtV\nu1weJycmlc6Vv8SpZk7a/XbgWDkRJftO4KiIAWSUz3Xi9eoats9dz3SGeXM8u6DhgqbSATXT0AEc\nbM9Lg7GSRUYdcNoJ1l1COeLSgxmQ7IIO/+byeL3xycnJFtDGwYAZAXD8Pj8/34Lh+H1xcbFz5hno\nMcZ2OUWc1+v1uL+/3x5sJx27zGTUCaIsq8yvHZKyvnZ+OGhpLGU9c2ky2c3IJfNXWZoZe3TpZvrd\ntUnJXQ00HKDrxJSszswnzsRGV25Hj2JZIr+DwGWq8rCv+czgW/nrffx//OZ6+MNvQa0lFliwE+Is\n0x2DmhkldwIenhUvMw64Y2iZwimlcTxlIBlBRxeoOZCwj4NUvGdlLxmVcx14dtdZRjza5e1gKgey\nFKgxP9kMA9e9pB5V58yASpUzE6BZV7h+VbbiwQWBmWA8A44ZKHSDMV7rAI6M1Mtrs+Aj8z3cPrVU\nAkEuzgDjEaA3ADAel5eX8swAebPZbJdUxLKKAMjr9Xqs1+tnW1MdAhx3Y0um+w5U7UtL27ZPfZmO\nRXsP1T4sNwNLjlc842/nu7P+duDV+ZuuLXYHOJV9Kn67fnC2vXF/BnOFX48Dy3T9oupyu+pUPruD\nWRTP3ba2Z5APke5QI95DGimWOcMfp6+AWlauq0cZkXMqWRtQUflwAHApHaoMPO9bjir3UMB3hpcl\n5c4CI3ZKh5JllNGxEeUYnR18DlmrOmcc/xi14z1EOS6t2uatK6uq3zN/ogIeL71AEM3LK3BJBR4I\nmnkNcgDkWG+MW8EpnT6Uv+r4YFXX59bZihyoWVpWNgD8HHH2c1M1cOnozz59/K+S5wxOcz58CX/s\nVytcVF3HMjv8zPhFFf+rOuo3dV7ohV7ohV7ohV7ohV7ohf5/RKtiiv5fN1R+oRd6oRd6oRd6oRd6\noRf6zLTZbJ5NJ7/MIL/QC73QC73QC73QC73QCwGVa5Dfv38/xvAvoOB/PjpUpVNr5HjT+vfv34+f\n//zn42c/+9n4z//8z/Hzn/98jLG7v+Zf//rX8ctf/nL88pe/HL/61a/Gr371q+32QvzVJn4RgHm8\nuroa5+fnUhaK533WyeEidmzzarXa2RopNtR3/ZCtO1JrmrO8jtf7+/vx5ZdfjjHGDm/ua1ix3jFb\nV13pXYcvliWvs1ytVuPy8nJcXl6O169fj8vLy/GDH/xgfPXVV+OnP/3p+Oqrr8ZPfvKT8Ytf/GL8\n93//9/jFL34xfvGLX4y//OUv4+7ubtze3o67u7uxXq+3fGGb7+/vx/n5ueWx00coJ66DPyONaTCd\nWneZyV6lQV7izF8+w08Fu356enoaJycnsr283vXNmzc7ffHTn/50HB8fb9euPjw8jOvr6/GHP/xh\n/OEPfxh//OMfxx/+8Idxe3u788GJzEZCThlla6rdOwFMKIvoE5T/zc3NjlxUeegT2C/87Gc/Gz/7\n2c+2/vD9+/fb9b0PDw/j7u5u/PrXv976wF/96lfj6urqmR9U/Lpr6PfUtpOcDs/KPlU9Hz582O7u\n4WimD5xf4LPyi6jbrOdKNtm6cPZ1Lq5mFPrC/KrfnXIr3XY6qdaOYnswHrhdA7gc3Gbw9PR0jDF2\nXurEHVDid9T55s0b2Q7elvDy8nJ88cUX44svvhjv378fX3zxxU6dJycn4/7+fnzzzTc7x3q9Hnd3\nd9uDfQ3GAJZDFl87GKTbj3g8PDyM7373u5aPrG/HGM/2O3/79u34j//4j/HTn/50e764uNjJf3Nz\ns42XcVxfX+/0n5IT86+oY2sqLcewMcb429/+JusoAbICJEuAiiM0XHVd8cMHBm7cXxM3n4+vPrEC\nqEMpzSHa6CgrGzsdnTJ+/U056RnwiPUs6VenjB2Aze1Tsq7+V3y5Pnf8oF7xFliVHqk2dUiBBleO\n6mcEKa4PMU2Ht0pvudzPSQ6kq8CcgRdlH11dd/2hdNb5jMwmHDDJSMmFX6rDNrP+Krm4gULHDmOw\nhi8aVkE+G0gs8UHKFlT5mXw7QTmTh+v74CnzebP25EBqBlqX+Pcu0Fe/u/GIwQu/CIp6gfvYK5/u\nwBL69Nix5eLiYrx582a8fft2fPHFFztbG56cnGwnPz59+jTu7+/H3d3deHp6Gp8+fZIfyaj8TBXz\nlGyUHJ2eZv2P5Tg9QD1lW3F+FOthnVR1czpXX4c4fmZ2NVNXCZDVbIIKzMrRVg5fCcpR5fTCoPgL\nTY+Pj2O1WllwE3nZqWd1VZQpJrZlhljODIzdaFXVp/rBKVMVyLv9lvGg+pYdwtKggf9nwDHygQAZ\nZ51deQrgOnIyzwIL21/XyXI9nIflP+s4Hb8ZH7OOUDl+tmm0B3dEulm9ytrsHLNKm9lDR2dU36E8\ncAYe2x1Pn1C/cNZfPe1xOqjaH/UzyO4AQG4Xn5cGTUVsX/sEZBUPOa0DRPG7I/OqLeyXlJ9ywK1T\nfgaQs3zqf+af8eke773NMS/iO/vizWbz7GuhcQ/Bcey+cnFxMV6/fr0DkHGP73gadX9/P25vb8fZ\n2dn2f9gUy7MTu5zP6Fznsrlf1NPZLMZnPj/SubZwPbO6otrWJWU7yo+o+1XcnJpBVmfFADPiKAMB\nHX5YOdQM8mr1j0fADG6YB2WwDjxk1FUEbEuX0DEEP91lIZ2ygzcl432Udga4ZYbsymfqGqdzathm\nfoytAHKk3TfodtqnAnOWtgq+Hb3epx0VdRyiA8T8m8vtgOOlIFnx2AXH/Fv5mhlCHXQzyAF+1RZq\nfGRLTZwuRdv5IzxZ3qyOLrjgNF1dXmKjVQzM/KXybUpXZnUxymF7cPu+u/iZ1a98nGsjt1XJNwNR\n6GNxBjkOXFbmfLHiT9kIzyBfXl5uAfL5+fnO1oVnZ2fbmeOPHz+O09PTcX9/v92WkPu2o8NdkJbp\njWtjxz8yb8yDsw2n6yoect2Z73Rt68SITkzjOjqx7yAAOf6rgNMNgKpMvIdlqU7NADIvsVCGxIq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IDYAZZQji445nJVYOJ28+/4r65lzlg9AsLfCALUhxJiFw4GyVmAd33n2uuMo2rvDDgOcoG6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\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l4c+/xyzyKoCML1F1GFkD4pgHvq4aXo0YWNnwuTNEF4w4jVIgPLgMVW8GQBzfXeJ6WFZr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9ynGNc1NGS3JhhiG6pPKwig8dfNHVfSf2VHXOkuoHzqPZtXhNVbaS1w2UUaZD4JQZXDTLL6Op\nGeQswOJ+zHTwZwtPTk5kop8xxBmHY6eemd3oUhZAZhxGAa3KgA9pMBl/J7Mqp/7HMdUXFYB0wT+T\nWQFQvm3dDeKzwNIlJGfjbDuoIxVs1DHFd1ZWlhPbniULdUydVwOeGXK+O+vTyj+VfNxHUVf8Hsrn\nOv0W9st2rLYvQRl/jlUOSHdk5L7sxD7cZ3ucaYfiq+rhDT/9zZ8679il8vmsPVW7ugMnvj5+VR47\nBFV5LQNWHVkq23d+pvqb457zz26uD/lU+aU6d744AyTVYIjPzcqgqJPn8b/jq2ymIhW7Z+yrNYPM\nv87QImDwLcEAygxQODAwn8qYHWWg41CkHD4L2nytO9YBkVkHZ4FHUTWAUEAI91X/OXI6U4HcJVcn\no3PAzWaz+j2NLug43WXAU9l0Zqchf6Vf1x+OMsCZ8XRJQwEHVXYWxGU+NstHgWBFqn3xOdb4RZlY\nVsXPUSYL2yza8ZLPubr/Tr6MtwKzmU/P+l6VLFH2qi1Kj6ocfjbZxV207zF+AsaxzzJk4EOB6Sym\nunZW+lXgYC2xX7r6Z2wzi5+VHOp/5eP4y+dUDOBzzEvxZ9kyP1Tyq+OKXM5R+nG27QDjbMyu+Ge8\nl/R9Fr+y3469tWaQZ40JH4jALWaQ2Zk6CbiizBAqELKUFODj9nD57D8eU4bsrldlOqA4A8cK/OC+\nCxCVc3WcLwPHqh3IW5WpAEVmDxXwVXIoqnSW8VBJ05VZYtsdG3M24Hyf5Zn16cqfl7SN26Xa+vz8\n/EL+sB8EyWxHlVxVonZlom71Hnp3R6SSQdWZJRnnhwokK1nUdVV86rQpA5NZO7J6VV7iOsMOcD9A\nskvCzCPLG6o9yg+d3LyfyTVjP4qU3Ss9qn1us6K1sTl4qPiTxaIsfmXyVe1BmVWudzFJtXMpuHR9\n4eqr+oCvrXjPyFrV1ym3pkx7iYUCT6ozGRDHTDLOIKtglSXfqmEVcFkKijMghXw7Ac7xceT4urIs\nrzLQJeQAEh9z9XYCmCIHkjvyKvBS2V0GpOJ8VTYLXtUDSBWAyhJ3J+CznLP2pRKGO6+2rn67gW2J\nP7u6+Zhqr5pBPlT93G/O9rPlFbN1cv18TgEuVU/lS11QrPipcyovZLGWE7ZL0B0bHWNYcMyz0l3g\n5my5E2uxjcoeMjBS5cwZ6trhTMypynTiRXZ9hTEyHJJds4QqjMK2NNOfrKMsj2XguDsYqUj1meLH\nunBtrnS3FpCXAJlnLPArevjFvM1m/1b2jICzhsXgVClTBSvcd6ASjynjmKW1yXwG6CpwOgM8MlLO\ncqhRWodHbCrIZs67FEwoW8iSmSvP/GYIbRUBtuKrEinrbLYvOEG8evVqnJ6e7jb8uht+BlnNIlcB\nrCOL6mfUc4BIBrEOcLpYpeTrfgjJ8VEAOI4rHXXAsdNRhzJQmV2jkmrWv51+m6Gl8QT7Ub3CTOkb\nr8Xr1Xpw/OV6O8nb5avsOi6n8mInVrMcGchWYKsafLBsXcriJ9pvhS2UfVZ263j93JTlEdcnuJ/F\nNBUDOvsdeat4mB13fPlalfPw3IwPOGoDZATDvP/09DSlGKRDjLpc0O7UkwHlNbQWGC+ljiFUjuFI\nJbql7cychoEd21ZXVuaXkQPY1eCLy7hBxIzMDvSiXXcCfgaMs35jYI6/AYwRKAc4diBZ6Qnb25EJ\n26OSBLYVX8dVgeMsXrHtVTycrbFPdgAy8nPgWMWsnyPmrKlL+UQFroMqH87sh9cKq3IIcFWcYyCs\nlr1UNu0GSoqUflQMjjIZMHB5QQHg7NqsHPJkv+R2KHL6qPKUa5uKhx1+CPxnQXRFS/u/6suun8zk\no7XkYtUhSOXCWdvv0OIZZLdlYKQCHxk5oNJJqrzvnMzJvNaYXFLv1O+okrdrEEtAcucYHu/aQ1Yu\na1Omi1kn7QLl6jq2zVlbz5KjA+gc0BV4xETfqZufI2BgPDuDXPmBG4CowK6SMr+rVpWp7CLOOXCs\nyJWrkpnSEfdTFV9dvy8lF5+UH3aAxJqEpew/A6EZAFCzx8xH+YfynSUAOQOLM3kmi4Mq12RAln+r\nvmLfqOyb29ptp9KTAkTcdlVvZpf4m9nOkjiurl9a3mEdp3sXq9hXqkHD0va6eLkET3X7z5VdEw+n\nALKbRe6AY6ZOkKwAbRckOx5dOZfSbNDLnGJWr4cYPYVcyNud61yvjmc8HMiodKrAygxIdvV0+nIp\nwOZgpUAvPwjEgYGBIQK8zeblO12d/Ljx22gUOI5ffN4g+/IbtrnShZKX28/gWAVnThwdm3DgWvFB\nGRhEZHy5b7mcA2UOxKo6HHVjk4u1GZDo8Kh4KerajIu9+JClimeun2M/A8cZQM7yVBcEdvSgwE8X\nHHPZDPyq86z/ykaZJw8gFO8OJlD1uXii4hPKkMWvNZTlh8qHmI+LdXhe1Z3F2I48qg2ZLNl1jio5\nVP8eAvcELf7U9Bh6dhmTQwX4qiQd+46WjHQOGZDVsS5Q7zhyR1d4vTPYpdSpt5JlCbjvyBXlZ3hk\ngKgCTsi3cvpuYmA9cVlOrC5gKzCt+gDX5jLYVtcHcEPQG7PEuKyCZ5mVrFkiyihLes7GHEBVgLYj\niwNLGZBi+RQvbkvsMwDD5z2wHtVfDIwqyuxSASy2K9fXyKfiX8kTVLWnildZe/Cc60vX5y5msNxZ\nnV3ZulTVUenIUeUnS3xclUV9Kn107KcCuMpvHHZh3p3j2fnMNzq8stiHv1ldFbEunR2r8z8HzWK5\njIfTT/tLeioQRmCINchqBO2CJ9MS5XYUxIayltYEaQWC+H9HRtemLKA6J6kCtWtHNxk5uZ1cTi+K\n2GacDjOwniU7V861KQNc1Wdy1f/Y52s7oNoRvqJM9WFcz5/mda9tZGDcaSO3Q5VfCu6wDR1eFUh2\noLcCRU5Gl8DxeABjdfcuA6dd/Xeu4cFU1lcqvnf1P0NV/HJUxbQsLrt6Z8j56aHrUXWqfNDJD7N5\naPa8iqNqc7Q0B+G5zAcy36rspUszuU5dm/XnoUi1NRvkzfp/lhscnqnkwF+ua9bGpz41rYzF3fpT\nxuUCVSfIcVkFCJTTqQ7KgqTrzOp41wg6SYw7HduQBXnV3q7zqBGhkk8FeFcfy3TIZIl1KDlVGReU\ncb8DhPnYIWxgJlg6e2Z76QIHPoYbgl8Hkk9OTlKwNUsMWjv6WlIHJ+HO4Ke6xlHmTxwn+QFofmMQ\n8uC+ytaWd2XrXONk7/ZLFmscZTHY5ZbMF9YAndk4VtWVxakl9WQ6ccBY9aGKp2tJxUs3UZHlvk6c\nywCuOsdyKV6Kj2tjh5bGspl8muXv7rVcbwZgY8vsupLBYRJl286Wum1yNP0lPW4Az3YoJeH/DBwj\n+O0YbhacK0DJ7eP/GSCqqAv4KxBa1cFlO4A0C85Kbgbq+JsluKyvlUwZ6KtkVjIqp8K6FCBWADnr\nc3W9oyxAOTtwbVblOsme2458sYzaHDCOWWTXT+4419sl5Z9Ve6sAWgXXGZtwcmQychzj9a0IktHe\n3TaTNDPZqnc+Ox/t+PwSygZODjzhvopJM4BnbRsyXUcdSv6ldXVBtwIhKq8eAsQ7X1JxtFOHy1so\nt/pf5RflV65+/FU2l8lUUWUHh+qbuMbF8szXOP/yPuuE+VVyqTZmZdSva0tFq5dYRADfbPQSC+TB\nwnUa35UNSXUgXqP2Fe/MaR3AqGRV9VagyYFe59gqKVWGxcfddWj0VX/NOq/rMyd3FzBW/RMgIOtn\nx0MBTkW4TCLr76yf1Lphd02nb9wgCze3vEKtOUZ5VX1VsnGkAizKrezA1dFJ0NyGtcA461ulE/W+\n+cfHRzmDnPVDJRvWX5XL2peVdQmy4t2RoeqPbm5ZYpOdOrvUAa+ZfCoedHLFkrzYzXtZfQ4EYyzt\n+FwG2rIYMvkAACAASURBVPB8Bm4Zz1TXqLp5fxYEZjQz2O2CQW4jDri5XHa9wm9ZbluC8Vw9Gcab\ntUunuzEWAuQQggEy3wpUBu8Ec0kaG90J6s6xVMBwyRavqdrgdMZtyqjDtwouLjBnAbsTOKqgo/Ts\n5K906c4rp1BBCZ9Qd/V1jmM7ZkGRo0qPsyCqU9dMQOoOeJRfRgx4fHwcDw8PY7vdjsfHxz1fQ8C9\nVKdVUMSY5D79y8cqILxE1ixJqH3lU6zX0GnE1Sp5ofzO9rIyriyfUzah+qgD9Kp6u0D+UGA3I85F\nWZJF4mR/SKpsvJvLnJ9lvqdsysmXAeSMqj6e1WfIgX05gzMUfqlkcPl5Dc3aE/dXlVvUeZWTWRcz\nfjEjs9P9Eqqubb3FwikIZzjGGFPgWAmIgd8Bhsqx+T87o+vMLLjMAmTXvoo6zsWBpQLAjqcKNh3A\nzHxdHVlfYDtcoOM+c7/8UYgOOHbyuH7G/2sDWpb4K/136lcDB9x3+lYJX/3n68YYuziw3W53W8SC\n4IEDl+qz2xk5e+b+w1e+cRku7/jPAuXu4Mb5Hh7HGeTHx8fdxnrlzSXgTqKvgHS3vercl05mHYA8\nA9APTVW8PATvLkCe4TlGPuBW/pPF9EyWLAZ3QGvWFs4dzrdn8iIDtSW0FlN0gWIHB8R/tyEvN1iq\nZFxDCiQrebrUuWb6IT38RZD8/PwsHyiZUYxLzqwA12kdYmfIwF0HIM8A0FlZK7lY/q6RzBhTpvdK\nd3ycNwXgXLBXgSCAVxckuyDd7efOwKCrR97PAn8Fgjr1qiSRARy1r2TEGIAznQjkAhyvmT121PHV\nzBbVeXcsI5eo3ODGxVSUL5tBZt7MN5OTyYFjFXcVcMna4uqs5KySbufclwLDzi+yfMIx85ADBQeM\n4zc7VpGSt2qjk2tpLu3IdwjK7Fa1jeOp4nco+TL9ZwC+KhPnZgYeWf5XfFX8XUIckyqbOwRNLbGI\n/yEIBvCTk5N0BnlmBIP1ZmWC1gLO4OkCjWtD10CUzJksik8W8LjMTCJxyVsNVNR1HCA6AJkf/FH9\n6XTtgPISYMxyVbaqEl3X9tYEKAdAlgJ0JAeOKj/k/lRLLHg5QAxoZinz96zvVVu7/Zz978iJ7Y5z\nawEyPqiHPBmgKTkqOVXZzGYV36w92fms3EySz8jJ2yVnL12eWa45BJCvQPBsvHLxVvF01yp5Or53\niHzeKRN1dW0er2NwXNlz53jlb1k5BUSrQY0jFVfcAMFd6/iuAbBK31UfrKX2WywyciBkKe81gXAp\nrQkmh6w7O5+V6xhIR3dLeXScUQXtWcDJwboCwx1eM7TUEWdH5+54N8hUg0gO8GuJAbOqb60OXL1o\nC2vpUD6fJd0MHLMsrNdOvVkyXWO7XaBb8cnOZ0n+S8X+ijJA83PlCFe/IjfA+7nz2iz9Jck1M/CZ\nAWhVDp+pOxvoZmW7PKtyv2R/KX3PDgLUPtPyxYBHOtKRjnSkIx3pSP8/ol9qIHakvzzaZKh7s9n8\n5QzpjnSkIx3pSEc60pGOdKQD0/Pz84uR0XEG+UhHOtKRjnSkIx3pSEcCKtcgn5+fjzF6T37HQzj4\nQA5+plY9tHJ6ejrOzs5e/MYWD//hFg8CqQeCYq2e+pgBy41frOIF+1ieHzr8+PHj+Pbbb/f0gvvu\nNXe8xogfXgo5T05OxuvXr8ebN2/G69evx+vXr8f79+/Ht99+O7777rvx7bffjq+++mr3toD4/eMf\n/zh+97vf7bbvv/9+3N7ejru7u3F7eztub2/LNqs1i64t3K67u7txcXGxu5bXLKoHipz9xMNc+NEE\n7mNng24NnjpWrVti3aBNKV7q9tzd3d3453/+5/H58+dxf38/7u7udr/4YKt6qI1lQFnwWKdNsw8U\nqb6u+GV1o8wfP34c//Vf/zU+fvw4/v3f/33827/9227705/+tLPZ0BXLodrq7Hh2PXpnbbCTIatT\n+UB8lTBs6v/+7//GP/3TP73gj3aBvPDLhviWkPjlj47wB0jYv8IGOW6zPlQsUO3j7fT0dG8LGUMW\njvXxCtHf/OY3482bN7Y/3DMIHOO4L1S/uPOqPlUG9dj99Dd/PVHJif0a+/jOb8Vf5TO1pl2tyXT2\n786zbNwXVdzq1MNf81T/xxjjf/7nf3bYpcM3W6vvymOdJycnO51WLytQulF6nInjnWPb7Xa8ffvW\nxi+VjzlfY/tUvyp+jAM5h7OeXP3Oh1VMRQzh8hn+//Dhg9R16z3ITOwI7hy+rzOCLjYslMWKwiA+\nxngRMDkAZYHRgdSQj8EWB1MGZUGofAcasf1Yt+pUdPbT09NxeXk5rq6uxuvXr8fNzc346quvxrt3\n78Y333wzvvvuu/H111/vvSP16elpnJycjM+fP4/tdjvu7+/Hdrvd6T7eU4uv32L5XMBQgTA7z3pm\ncgE2C8zoIFG/AjW4j/pmueJ65tMhdmS13wVX1TmnI5Qd2+Ds2NXJdWRBk+XqAkNX18nJyTg9PX0x\niHVydAI79z3zq5I+/3f8HM3aUsUnS6TObzsyZCC2ez3K6eRn2TL9V/I4QNeJ9coeVGJXcQbr7NTB\nAKAiBq9Yd6XfJeTsaeZ6JJYz463iElMnD7mc0+HPcio9u/jpYmoGwg4VEzLqxEA8z/nDlVN+WPWD\nky+L765sFveYF//HeMH2mdWPVALkTkJ35dU7ahHZqxlBBMdRzs10ZCM0VAR+NEAZMI+GMFBymSgX\nI0ZVV7Sb3/uKdfCI5+TkZAcYFEB++/btHkB+//79Hjh+fHwcm81mPD4+jvv7+3F7ezvu7+/H8/Pz\n7jVRp6enY7PZ7AYeSw0+A7KZwWHyqUBwVf9MoHXBYy1IVsDUJdfMKVVinJWlAwqYKjDZAWlOnk49\nYesnJycvgIn6dcdU3SoYx37XbjrAsxtonWxZOZdkOZYpGTs2zXEIj1fXVfKzHyig7PTs+POEC9ep\n/KCyW5SvktnVoeTMZpBVjmGZUI7Z2JT1zxqwpmxQxcA19VSAuJMjlsRydR3jluq6Cis5nMK0Ji+5\n+lUda6+v5He8O/mlimMuz44x9jCnql/9OpqaQXYOoBx8s9m8EJRv1wWQRHDJtwTjuLolqMBrbKFY\n/vxwyIdbdbsAywXxDHKn49nJ8VYA3nY8OzsbFxcX4/r6+sUM8vv378d33303vvnmm70vbMWnfe/v\n78enT5/Ghw8fxu3t7W7m+OHhYXdLE2XjWWSkDOy5azogQOk4IxUw2HGyUaU6p0bRsyDHOVsn+FRB\nskMOJDA5eSrgoHhW/ZDxYjkCHMfdk05Aq/azmQdFTjcM3jq6qs5lQV1dkyVTvn7GpxgY8+Z06urN\n2tAFvwo0O59WvF38ddcz8Il9Va8CSc7XOF9EDsxIDXiUn81SFhOrazLdd2PmmtjmwPEhKANv8ct2\ngcfwXGZj2falyPGu4lzn3Kz+Xd6NffzFMpltsQ9m8Tnj4+pnagFkl5A659Conp9/WmbBa1F4BlkB\nZF7/4tausCwBAp3xIkDmtaVcTxADZPxqGM4iR9uREBxvNpu9meOzs7Nxfn4ul1h8/fXXuxnk7777\n7gVA/vz587i9vR0fPnwYP/zww/j48eNuucX5+fk4PT3dyYuz+0wuQfD5LHC5xJrVVyVQFbgcZY7j\nAnwXJDNfte+SqpOpqqsKTgogsBxVvVkZx1/971LYfLbEAvczGViepcm0AoPdPlybBDtJdU2yxUE6\ngkM8h/U4vczU72KAA+pMvMSC7Vr1jbMdBj4qmfMaRrw2A7Tq7qaSG/8zf65XUSd2sx7WkJOr62tV\n/Fb20ck1wQ/7dYacjeCAcYanwxmzfduN2x1+Kn93iH0ji48dUjqo8FsmW5RVwLsCxx1avQZZnesk\nWrUFYMORd/xnoKpAa5ZMUG6utxpdxa96CEbVVzlV97gyzmxD0L1mtO2MFduatTFzqEw+FyC5Tt7n\n66tgwDaa7fMvb4oXlq3adwhSgKBbpgLwLrBnA5AuxexxLLHI5Jgld60DRdm+6+NMvqxMZiNKBjzm\nHoKO/zwZ0KHMR5aQszUVf8cYEkwqG82Ak5OjGzOYnO+zbO7aKj4iP5bRXdvpDwUW8H+VI5Wsmf5m\naBZodeySc3jm98zHleM6qrzLfYmDTiW7w0iuDZ1+n+mbJb6t4h/LN2sfrOultjXjJ7N1LALIVWVZ\nowPcBvGyis3mJ4CMSzB4hjkD2hWAR1LBKYw8CGe7FVhcEzRQLqUrHBDEDDquPV6yPtsBYNcW107l\nNO6Jag4incTkwEUF0jvB0vHA/Qwg4wOn7hoXZLFchzoOr/pQ6cf1Peqk+uXrZimuweUVbonFz0Ez\niXtpEmCemW2ostGPuCxLvalnJlm5MlUC7cRXN8jimBbns7uBQRxbuuBY+TZen4Ed3lxuU32VxThX\nl4olrr2RK13b8X9GWbzDMkuAlatr6fkgBMbObjJeKgeoMm5T/ody8B1yrEf9OtlmaKZvXF+i/y6N\n7W4AwGV4X5WbqVf9jrEOn7UB8mwlnEDjP68JzgAyvm1BBdEs8Cqg69pRBUSUK8q6JySRpzMU91+1\ng5ec4NYByZ23fLAMSs7KiCvA5ICjK6N0qf5XQRApA/jqGgd6EYy4AOeuzdo/S5VdZeWdf7J9qHMq\n+HTaxG1X64+VHa6lmT7m/fivEpsipxsHppTe3DF+9Rq/6gptskuztsgAUdmUA8f4X90hVBuSGnxH\nG7LEXoFk1Q8KvOKxChzjcebL5/A6JUd1vSJnA0uB1895XVzriIGx2s94ZH6J/ZCBYwWS2XZxGaOy\nQWWLmXyu3IwOmXdWhnkdKm9h/UrOtTajfGQpz4M8pNe9Bo/xml0HkPn/7AxyAPKKnDOEjGHwyDeu\ny3hWCdXpqQLKCI7VK/DUuu4O+FFllIxuNqfSR1VOJQ7ex3KzYCArXyUjDpKuHVmiWxtkuvbEZV2w\nUPpVfpSB64pccI2H9Hj281DgeJbPjC932u5sNvZdvOEyQdXsMa8nPmRCG2POnjKwjKAhA8RMCkxw\nHUpetR88sj5Rx1xiZ/92NuKSuLOvtXHE5V9HGf81QDn7Xx1XxMA4jjl/i/NxXAHFLLYqcMy+qOyZ\n7aYCyVhfBo5xP4vHh4gBzu+yMtVAkY9n/TYrq/IprqNLLYCsGrLUWYIHGzfzVhs/4IcfbEAwyGtx\nXbJwCUkFQyerShZZWaU7BYYD8G63291bKO7u7sanT5/Gx48fx9XV1R4ofnp62vuwQnxEBd997B4e\nccAoS1rslF1bqMDFrEGvsUPk4Y6p3wp8qMCQJd1DUaaLmf7pXtcFio6UrznQpOy1I786xv5agRrk\n0QFja8kBL07ImR11/Fgdx8SeUWYnLq5kxzKwHPudiY4o74BxpluXDxRVcacLJJBXBU4r3kwz4Lji\nmYG5tfG3Q10AldmuAqeOHAbJQHJmw6odS8Exn1d26/6zzVf18TMOITM/5M94iflUuQ6/iaGo6osM\n71V9klEJkCsgMFNh1si4XRizSviO1PgARmzxdT11jh/wc4pjJVaGUyUEdL4MgHL5MV5+RSmAcXxN\n7OzsbPdWi3gbxXa7ffF2j9/97nfj97///fj+++/Hjz/+OD5+/Lh7H3IAZXwLSJZEM4PCYNkBFfy/\n+/YMd37WyGfLdxOQso9usHGJJgua6nctKR9QwTcDmRU5YILn0faVP0e5JcmYr+H4gDJW/B2oU/Wo\na7LAjTakftU67bgOl6O5u23u7ls2eHYxUrWXdZHpU9mx48cAuQMyZkGyo4y/66+1NJtXMz5Bqj+5\nXAU8Z0nFxvifAe0qryg6dB+o+iuQXA3ysjZXx5gqXOb+x7cQ1Dnl+9hevGv+9PQkMRXKr/hE32I9\niH82G72u3gFj/lVYj5foIlW6XgWQO9dxsnXgWH0sIz41jY17fn7eLTGI8iqpZgBZPdDijKoDkPl4\nBj6Vo0T70Oji9WyfPn0aJycn4/z8fFxcXOwM/O7u7kWbf//731uA/PDwIGeSlXxq40ED/zq94P9q\nuYsC3QoUZUC5C3Bc2Sx5dnzB8ce7HlUw7yaHWXncdZ3E6MrMxgcXkHkJUXa3o5LJtSE730nK3Lcd\ncMx14LX8PwPIKvCzXG5pVQaMnb93dTKri8q/Mh1zDOL2O71ged6foVmQmIF/1ccs8yGpC6gOXW+X\n2B/cIIFtssrjhyYH0joAeYwhwR+ed/8rmbJjuH92dibLKbkVXgpwPMZPA1bWexcgRxmcjWb9cDvc\nW3x4P35VLGQ5M/oiAFl1Thi12/CVTwiS8d290aCYPcZfTq7sNGrNkEs6KtBXBoxO7UCyui6OhcwB\nkmNJRbwCK3QSZW5vb18kwO+//3784Q9/GN9///3uPcix5GK73e7eldx5cA+TqKIqgbr24uCFaQnY\nmumjQ5ADKVW9GchZAzIVaEA7dIkmu16ddwl+CWUg2a2jnwGjTFl5tuMu78zusmMOKM8AZFVP8FEz\nyKxD9d+BZQViUU/Vr9JFFnNRL7yvZpCdzpn3WuDk4rvSj7rG+RFTxwZn29MpOxvPKnK+yrIrO2Ed\ndPqSgfJSqmJ3/FfAjO0DeeIECefUmdjj2pj9x338WBiec77vcFLEGo5Rym/V9aouBtHcJgWOs+cx\n+Pk2NTFY0SKAnHWmM05WZOy7GWQEyUEZQMalBjz9jyDcvRopDDjqUUaOlAXpDHy6a9jYYgYZjSWM\ncrvdjo8fP+4lu8+fP48ffvhh/OEPfxh/+tOfxo8//jg+ffo07u/v95ZYqATp5Fa3JEI+Tu5ugDET\nXLGdS6lT30wgWlq3AgXZbSAOFlXy7SaDrK0KiLnr1wKMjBCkIUhGO4xyrOOO7A6scjCeBR7sP7PX\nZQMZlZBcW1GGDBSrJRfK3zt+2wHJa4nlUO12/ZXFrZmB0AxVPsnyZrnyECB5LTCOeg5F3YECxxxn\nA2qg9SXjFMdtBmQhq8v74WM4sxl8O/6W7S8FyEEKs6hcFdvT01M6g7wEIFftR73Hb2A6he0QICMu\nnIlXJUCOJQ5Kga4h+KsaiQ2MpQOxxVrby8vLcXl5OS4uLl4ogBNpZ4kFAvDYZ1kwkfA+Jup//dd/\n3d1mYEOswDEmZgUGo9zDw8OeMaETfv78edzf37+o68OHD+PDhw87YBwP6sUbL7Jbqiin6mMObtHW\ncPjK6GbBB+rTkdOxqr9LDqxkPqD2uf4lyYxlUX3A8sW5jo/+HMSyo2y8lKK6u9Gp55cgZetZWQWM\n2YY4TuC1WV1uoKGWX/BxF+8ywOdiHJfp5A7Fg33R6aqy98qWsD48Vg2cXFxU9TkZFbjIymObHJ9D\n+XgH0LqBC8cvN8irYmUFit3xDl8V71U7FL9uHyuMwPvqGrY7pb8Kb/G5v//7v9/jxfEFfxEfbTYb\nGVu4zRg7HB+lQ7W0DssokN6dQeY3fal49L//+7+yH0qArN4SkVHWcdyoWFsboPjq6mpcX1+P169f\njzdv3ozXr1+Pq6urcXZ2tttiBJQF/FAoKwtnpxVA5tEGA/AAxVG/al+WNJSDOfCFRov1xv+7u7vd\n//j99OnTDiDf3d2VANnJqAxIJQGUidu1hqrg7pIk1z0jhwqsKnCohOzaj8ddAOcymY3wMVdnN1gz\ndYFMl6q2VGtkO7Jk4CUoS0Sd62eo0hv6d8duOTmwzCpBZ8ssXMx0ySkSIyYlbksW5+LarD+78SOL\nVR3ddwn9n21WxWklf+WPzDuLKcxfDeDxl/dd+2ao6yOZPzkwl/FWeCLbOrJ2QSq3C/ez/nX2WNXF\nNsEgmXXAxxQ/3v/Hf/zHMcZ4ASrVdQofMSbiOBL6wH31IB3WgzEIQSzrkNvvHtRjUK++GcEy/su/\n/Ivsk/YMMgqrQLIK5Gqfp8VjBvnq6mq8fv163NzcjLdv3+62N2/e7M0uX1xcWFCJmxpZ4JsxYj0v\nG0AoMr5Wx/9ZB9g+FURRb/gb+uBkFzOy+D/qjc7ebrfj4uLiRR/c3t6+eHOFAsgoY7bv+pjP4/KQ\nLLBX5By/Spgd2ZeQSmguOVbBcaYedy7+q0FZnMvqdwn0kDpjnpleFDCbAVKHlncGKCtZMjsNcsCY\n/Z5lUvE1jmN5B44zkKzKhJwR53CiBGMXy6uAXgUA3bVOj4pn1zY65dVkwAxArPSRXTejB5a3Ashx\nXRcULiEVv5RcM77WAcmqfmyv4tnRAfug6stOv6lBQWWDWHeGqaoBCdI//MM/jM1ms4fBYrKwAqDP\nz8924lDdDWQsxuAV61Tfc2CddgdJuAV+QizH8S6j9gzyZrP/ag8kDt4OKDM4Pj093c0gx8zxzc3N\n+Prrr8e7d+/Gu3fvxldffTWur6/H9fX1boaZRzzKaHlZRtQXs9D8BapXr17tgDACy9iPDRNaUJW0\n+FcZP+oQZ7IfHx93sgU4vr+/H+fn5y+c5/7+/sW7kHH0pG5dKHlVElFyVwnvS5JKkJ1EhNQFiard\nWaJV5xT4d6QAVVbWga6sPVW9a6hrP9ntfec/rr5Kpw4wzCTqjLqAGfXAZTi2qDihYh9ufAu0Aslu\neQvLgADe1c0bAuml4E+d6/JaUgeWyfze8eKymR0r8D3jx1xnFyiyDXb5ryEF9rp1K3Doys3yVjFA\n9TH7qbJF9d/JOJufqkFCh8cYf55B3mw2L57z4uex+FfNIOMXfWPjeBIyuGUQGUB2ILkzaIh9li9k\nVKsCFLUe0mPh2NGwbAaQsQMYuAZ4PT8/380qxzpkXH5xfX39IsE4gKwe/sONRzQxkkJSCWgM/y5f\nlGEm0XMAwfr4tubnz39+UI91/PDwsAPG6pZCFeC/JKhdEmQxgM0E9dl2KMDP/LBPWA61z7pWfatk\nVglTyan06fTjAm2mp47Ond7UtapNarZBgR+nK+aZ2Rheo3Rc2YAD2JnNZPWrcqgXpbtIUhG3lH5U\nIlcxLPtf9YMD+GvJ8ZyNHRngqfo5zrENO4CkrnV6U/3EAwglM5d37c3Ao6pz1uZn+oH5K1AzQw5L\ndPhksUHFtyqWYDm1j8eUPaj6HVjnsvhbkSr3/v37HUCOycIAyGoNL2I2tQRVgU+O69lDdIFt3Awy\nxqaqbUpHKGf8HhQgd5NoVqZC+hiocaY0AF8kgzgeDee1MLhxR8cSC1yHzAA5gCd2OM8ms1NUxpoB\nDBWIOWAiIMcZZTUIcaMv7EcXLLk/HcBRYMu1ewmp4FcBNbx2NvCrfZVQkVgeFSgrcBf7DgjOJsTM\nFx0v198uaGd8WH5VRvWrC4AsO+8reTpgLWuno+p8VW/Wr8oPefCNZXHWxekY9x2IyGxPlXM20Y39\n7jzWo35d+YyfiqMZSMlI+Xqls4pfyOpiQQW8mGYAk7K/CmwsIZdX1vDl69g2MxDaJXe98sfKr1Sf\nOrBXxSHXhqy9Kl7HxBpfz6A18BbGEL47hQAZwSfHdecv2G4E4lw+WwbB/Llv0EY2m83ecpKYfMx8\nrA2QXeP4mAvKFbDiZQUIkMcYe6AZgSx/Sjk6h5WOM8mxscxuDTJuS4Ki0mkF/qId6knMx8dHmQzV\nrLEjFSC7TtoNFnxtN5nyfsjGZZXcKglkbYn9ChQHKR1lADnjowJnN4EpXWXyqmv5WAWOs+sUXwxM\nmQ7U/yywsixZ31XJyLXX8eDAW5Fqg7I3/K/uTimfyACxSupZQq/akAEppq69dXlV/qzqq9qk4orj\n54AsUxU/FXVsTlGVTx2PDDypY0vBbAaOq3jV5a/i/5r8zP3csWPHpwuOkfeMj7G8zAflxXIIkPG4\nmuFlvrx0i2dn1cxvJaeyDX4WA/edL+KzE8gLy7sZ8YymZpCrDlHnOh3ODQ0wGgAZwfHd3d3euXhT\nA3ce148gOX6jTPwyEOWp+S5AVmBNtVkFKzaESJY4eHBgMnudWyWr23dBQiVsxXvmmEruLMOa5JcF\nvCxhMinAlh3vXO94ZIHT6T8D8E4HHXDs+FT6Vv2L7VaJRJFqUwWInQ4ykKyI21jJmlEGjsfwb8hh\nfeLzIVgmA8pODiQGTdn/DNzNxAW8riOXO5bZVjcmsjxORuerSkbl85UfdEmB3CXXqHgyExcVf/Yv\nVUflDxmx364ByIqy/MfHHXhz/Zrl/xnqAuUxPEB+fn7ew0gRg9jeFUDmfW5zYC2UjcEwHncAOQPH\nsTkb4+PR3srfFs0gu0RaBWQkRPjY0ACBDw8Pe1+Te3h42M38xvF4IC0eRsNNKciNkKIcKjo6G0dH\n+PqRJeQAlHMUDCohE64NQj2OMfaMVN26Vk6jgBDuKydT+1XS7CbLKoA6HhWI68iC5ypw7QDobHBf\ncq1yfAWiHbB2PCtwXPGq9M2xoQLHHcAw64/sY11wnIGlbp3KlxQPXoMcFDErZj9in4O/07eTyekY\n9YLxKCPnz66si4kd3rPnK3J1Z4may8yAS3VNhyodrwHYfEz5/gx/dX02qJkhlaMYj7g6Z6iDaRwg\nzjbkP5s3nJwuhgfFx8d4QlG91YLlVQ//ZktdI0adnp7ah7HHGHtAFeOSWs+M59UbNbC/so315qgF\nkLPOzQJrxivWt+DsMD5AFx0W5TARVACZp9tRabg2mRWEncIG0FnQXYEK5QhVAlEdWgVpvlaBD1ef\n6zsOOk42rIeDageEcLnM9jpUBWcn+wypAQbz47sXOFqPcgxCFNhhO1b9HOUd8MzakYGgioezbQ7W\nXdD2c1IH/B2COoOzkIcJbwcqPnjbUCWk7FzUib7LPq9slG1MJf/4dXe2XI5R8rl6mLrgROnf2XEn\nVlfUBflV27K4W13veDoZZ3II82ObimMdUD/jk66PXOxXNuWuU3JWNut8T8XkmfzMcsR+1md47le/\n+tXYbPRbLPgjakp+xkOd9nHeYzDO645Zn/HL5xmnhR5UnsSJxRk/KQGyCqAzFTDgwUDCyyn4Scox\n/rxsgOu5v78fd3d3O5CMAJmBLNfLMy5xLsryiIWNBEmNTLC9HcA5S64PFEDKQCyWqwKR0pVKoEpW\ntnNQ7QAAIABJREFUPJ8lJmxDlQC6NojlOwlsLShTQT+ORRDgt6u45D0Lkrn+KsF228DtmNER96Oy\n01+KKv/8EqSSmPLRTD9q+QWfrwBxBpDjl997jMfYHlyijySLvxhb2YddYoxy6rYvEscQ9imu05GL\nd51yHZ6ZzXVjpmq7K1/F3Y7MHRn4Oidj1rYOWOz6LPddJZe7XtXPtop2lw1MK3CsQK2jjq64jwMg\n8zNZvAQ1fFbN0ipwnOES94o3xnpOv5kv8x1zxT9bW11RCyCjQLGvqAOWw5jG+GlJwHa7fdGwKB/r\ni9HQAiDf3t7uAWTuOKxXJSNlhGqWQ7XdGXAFkjPDnwG4lVN02orlgyeWd4FIgTbXhuyYGs3xNVmS\nWwq0lFxqfybpVRQAWT0MoewM+bO++WED10c8oON2zrTL6aQK8JkvKFrap4egbuKNsmtoRgeoU3zV\nmyKXlDNwrHwq6uABXiQhlk394hppBY6Vj2OZLqhQunLxm69z9ozkYijby8xEQBd8qhjpyiq9uPjq\nyqlBXFZnl6+K7bNU+acDxG4gsyYWoq2ibbsJttiw3swulW25uFDlV+TzH//xH2OMIQErfxuCl5e6\nJQ3Kx1AWzFPqzmelY6cn1jG3i1/O4J49y2gKIONvh7iTcDYhhMPXlqHA0fB4SA+3+CBGByA7wOGU\n4zpbUdbRXUDA5Vlmlh1lVDxYthlaUj6rRwXdLHnEeRVwXSKfDbbdxBT7XZ1UyTNmi3mkngFk5F1t\nLEfUhSDZJV3VhqpPK/o5weZSmvXRQ1EVnDNAhMBV2cvM0orstigPysKeqqTO+xj3UWbnywg8GCAr\nW3bkZrUqYoDBx3nf/a/i3IxvZPyqa/GX9x3ocgPuLhBn2+zGVBfTHXjH+mb2mXelW5fX2V4VSO4M\nRp3fVH2R5UC8Hvn86le/2p1nAMugmd/g5QAyy8C8eT/zH5f3VTtR77ExGFZbBc6RVr/FQpXPHFrd\njsA3Rmy32xfT/PyuPfxiXHw1jtejZPK6DuJAXV1XAcDZwNzVb/yyE8wmg45M2TkHzPjayoGjTCc4\nZ7RU90t0xg6G+4rf+fn5ePXq1dhuty9ezM6B1tXljmWJgEFyp12KT7SL+6LTNxUQVfKrILYU6Kjj\nle6+FGBW9XM7u/3FvpMlzFlSPD5//um1kwow8X4GjFFeBhBuCUhXXlcPE7ahAou87/hh2Rlgx+1w\nAEfV3QF4a22iez37kPM/d61qq4q1qi4Xu2Z9uQJO3L/qN9vcNa6OzAZmQPIYY/zxj3+UcU4tQ1AA\nmZdaqDpZh1lOUddh2zL9jLE/EB5jpOAY824MClYD5CWUBZ04zxuC28fHx3FycrL7KAgD5HgHMr+1\nwc0cVwndgUwOcI6nM9guQO9QFqAYeBwSKHeTgpKpOq+SjxrZZQFptp2OF+8rYjCjljo4h764uNi9\ngQU/VOMGGq5+dywLQngOByIuqOK+8h2X+BwAzigDio531k+d5NhJto6ymKBk5n2s37V5BlS4usMm\nQ2/Z5uqtwNgSH+KYH8eqGW7UQ2YLDqRU1I0jGSAJUn7SAYZYTgEkxafjC5lfKtt0xLrM5FLxIAOx\nqq7KbpUdK75ZH7Addfosq6PK01WZL0HYD/FMFxLGC7XEwn2i2cUp7peZ9qp4lIFk5eMqBgTFK+w4\nfztqA+QlnaqMzgFjBMg4ozzGeNFR2WeUs1FH1g4nn3MYl/wq8FYBiZlgrhLFTLLKqAM0OtQFEHwu\nA2rBd7atGdB2MqpjDJL5YQPF9/Lycnf34+zsbA8gI98KtGb/mR+uy8LR/gyYZZt3STsD3d06XIBV\nMiwll1ArgOyAcdVm1pMCDCwDLkHLZMpoFlhgm1zb3b7zo2i7isv4v7NOWvHlffWrQF3VXkcqBmXA\n0J1XxHal+HVlXmOjs+RipNLBDEBGXg4Id3wZqRPvZ+JLVk7ZXlb3lyBlNzHpyKRmkN36YwbILqa5\nnNbNt1V/ZQD5+fmnJWF8PPJ23BHL6GAzyB0ghEIqkPz09DROTk72Pqn8/Pz8Ahy7GWRnlB05M/nQ\nyHjfdb6SowqelbwO8KvgeShHdAllDUgJXlnyCOfC27Sc0FkmRxngWQro+CEAfriU+//y8nJst9tx\nfn6+9xrDDLBkbVD/FQALwtnE2YTrgLADyV2+Tn6nkyUgvNJTJ7mqdq0FFS7hj7EPkJ1cmf9hX+CS\nCAcwuI186zSSDbYf913MVbEUY77KAYeYQVYb6qVLM+VZt8o/8FcRx0Ql90zcVfpi3lh2bc7g2OP8\nNeyyG7szu+2CY6a1uTnLKep4hUu+FHFbHEDmnLbZbORHQBggK/07gJzFCafvGZDcPYZtrZazTa1B\n5mPKIbLro0wFkiuArEY0lRF2gYAKrK6NM53G12aAIgOiaDB8LdebybAm4Co6hPOj4fLXd7AeDK4u\noTBfVZdzTHc9g2Fe45Q9cHdxcTFevXq1A8gKHDtZHTlAzbxUklbJ1/VhN3k6vpW8qozTSyd5dXkj\n3xkA4wYFVdlMBuQRgHZNuzv1YQKr4jfHHRVjFMBzABb3ef0x5wVsk+sD5l/lInVuCSjKyjLPzMZU\nPO/2fRXLVY7JjjHvru+rYwyislhXAVQVG6pYkdEvAVh/CcJ2qiUWkVMzgFwNXLmP3WRR155Ydpfv\nVe6qsGDY2BeZQc4aVyXSrmIc4Is6cFO3tmepCiwz4EUBJOX0KghwW3E/OpP5K4NRg4ZZw3RtC3LB\nu6Mj7r/oQ/xQzOnp6dhsNi+ckr/97sBdByQrfag+j00t+ucHADDJY3KPrwm5dz9GXZV/sfwZQHNt\nVMEkK6tsSAGfLmX+5jYFICp+Vb1L/LtLSuYs6Wf1OzDt+KlrHUiZbZMj50scG9wxPo/HOO64GKlk\nzACgA/9YVunatUnF9258zOykigtcpyMHirMYgddwTqvqns336prMZzCWMjCr6lOADX8RPCn7UPJk\ntlz5m7JzJfdS23CxU2GtmX6biSOKd8c/M+pgzix/VXVMAeQMkcf5tSDZdVjwdlvIMQsCVSB0oLzT\nJhdsVLDk9lY8EACzwQd/NxszS1VfuuSfOTYHD16icHp6Os7OzsbZ2dkLgPz8/NOnJXEZTubUDhCh\nXOq8sq+Qjzf+GhED+qAAyLi0oktVsKwCq2prHOsA5OwVRd26QjbnS90EslZvKmbgcdWGJXGFr5sB\nio5XV28ZgOuANcXLxclK3qyt2KeqHzrAwsnrgBwTgx8HQpiXihXxvwuOVTxy8roYoI51fAmvr+J8\ndVzlgQ6PbrkO+IwY7XxY1VOBpvh1k1NOxszul8SRDlWxI8gtKXAg8kvIu8bWkCq7rbDYGPt36xSt\nfkgvM4ClykWAx2uVnBFioO3Wq5yOg4YzdpSVAw4bmguEHFDUddmAgXmqdzFmALIiByCztmcBnjee\nkQ1wfHZ2Ns7Pz8dm83IGOd5wEktweBDAcmRJSQV5/OVXwqB8COQRLLv3cSNA7iT+LjDg9ir/6/R9\nFlCcHc3YVBf0KH/LQMdM3W7f1TVGDZQ5ZiC5WOLay9dmZbM24bVOn1+SunJj2QwEzdSbxaFOMmVd\nOrt1ttOVN+sz1/cuHqsY4OyDy3dAdpU/lOwzsWFNHHFL1Sq+DhCqXyyv5Mk2LBP7SwCfkt/JwseQ\nFCCMetf0WTcuz+KQpeAY7dH1c0emFkCuGqWSySw/NXIJsMd1uW0pIFfBT4HjzAAwMHSDDsrc6UQe\nyao6ECQvBcZZG8d4CTKzYIzHcVNLFQIYx6ZmZPE92a9evdots1BtnQEEKjHzDDfKxiA53kzBT/0i\nQH56epJLLDr6U5QNULrguBpEZb7YJe6Hjo2oa9lnZoFeBWpUEuvGFSVLBliytjKPDvDK7Mkl7Vma\n9SfVPhWzle912sz1qSStBsF8vNsW5KF+M1tlfiyPsxVVvgsMMj/DMh1+Wb2q7u41Swjj8xKbcYN+\njoFumUUG2twW5zsDiA7OyMpnfuoGg+p8ZhdL6FCDJhWn8brMT2ZlLwEyrulRwQYNgI2OnUt9BhBn\n6JzBI1jFzq0MoUPOsVRgx+MugXYcCa/rOEPHaFnuTmKvgkmVXJQhxsN1KC8GNFxvjLPFZ2dn4/Ly\ncrddXV3tvj6HG77FJNYi88DAtStzGLa5WFKBAP7i4mJvUzPI/HJ1Bsi8xILtJAteFdhQNursk/so\nA8hYpwpIipYAMJRFyajkn6lHAewKbM/43owc+KtAXRbkXd/j3bYZ3czEiizmKnnwYVaO++jf+ER5\nF/CovnHAJ7tWnXM6QBtaY+OKRwams2MdUM32pPIU+wXbRWUnnfbMAuZMx8reOEZ2ebPPcTzlfWXn\nkX/UfuetHR3wmx13eaBLyiey+OPwAV6XxbGMMlvLBhkZ6Hfty/RUAmR+mwArJQPIqjy/CcAF0Awk\nu85YS5UxZg6HHaaSPALdGQN24KaSs0ous6SSuTqGABn1wbOxZ2dn4+LiYlxeXu5+X79+vbednZ29\n4M/vxFZP2KJsShYnHwY8XvLBAP7y8nIPIEe7ttvtDsBvt9udPGdnZ+Pz5897b7BAOZwDZwmyAskd\n4HPIwLWGlB4qf4r9kKtbjwPJ+N8Bc+ePmX9kcmS8uP3cv2qyYRbQd/tTxS2VzHnCw33uNXwGgURm\nzyhHlmf4nHqPMvNT7XTHu4C1Iq5nrU91QDKWzQByXFOBh0wOB46X8kNScQ7tDsvN8kaeblOTevhe\n3dBpNvuMPj3T924AcMjc35WH68n8dQnN6EaVPYQsJUA+PT3dMcffEMABZPcuTf4UoHufbAaSvwRl\noDWrE43cJddDUAcc8yDiSwwkKiDAABmDBa83vry8HNfX1+P6+npcXV2Nt2/f7rabm5txeXn5IhDh\nGyzw6z649lfVr2yT5cO6Tk9Px8XFxTg/P9/NGF9dXe1tsawiEv5msxkPDw97W+jm7OxsbwYZ9cby\nsT1VQRx9BW0By6qEvyQwd4N611cZGFZAma/rAGWX+Ctb7oDkpe12cnE9qp+y5K14I6+MliQkrFMB\ndvXpV3z7S/ijet+5yi+KnB9l+ssAnAPHHR5VH6jrD53TOBY44smECmDwsao/MpqJPah/BcgwDiJA\nxjiLuZnbUMVXV5cCzJxTsK1sj87WHGWA2B1z/NQ1FblYs9R+K1wVZZyvOn4uB3As6OSy9gxyFyDH\niF11UBiRepesWnahjBNB4KHIKTYzMteB7AxVnYo64EPxqhLmIQGzC+5oL7jsAZPj6enpOD8/3wHk\nN2/ejDdv3ox3796Nd+/eja+//nq8e/dut8wCbYTfgc2vfcM1ybweWz28GP/VDDcv+QgwH1usk8Zl\nE/f393ubA8hsWy54KiCigjXbAZbrBOHKVp1cS6gCbxnAcWCXzzvf7YLEJeAY66jik4qRSuYs7roZ\n5ACbs/3cIRVb4rgCx9kWD64+PT29AB3Is7INB5CrZVcd/WR9uZQnHkN7W9s3mXxoW0pv8TuTV5fG\ngNl6XN24j3anyszWr/KoA+R890YB5Pjv4pojl2czGbO2d4nlc31dgVIVJ7r6XwKSK5q9pr0GORTG\nDaxGE9g4teYY/3OQVAl+Scc7pXQDXxYIVKJTxu+MrRrp4fWKL/aDSqJORtVOJWtFbOy4rhB5RcJE\ngByzsgGSb25uxtu3b8e7d+/G+/fvx/X19d46YAbIOJPsllxEgnTHMXhhUj87O3sxY/z69etxfX29\n+40ZZLTjAMZ3d3fj/v5+N0tzfn4+np6e9q5R/ahI+RcG6SVBMUuUmRwMjmeSZBUYHVBm2TgOqSTi\nAqrztw44rXxanevIwXXz7JSbicVjUY6XGyl9ByDdbDZ7+yGLuoaBr9KXmvRQ7wuP5w8CIIcv8qsR\n8W5QRa5vuuDPDSQrYNCVZ1butZTl5Kgns/WMRwWcujmmG69UPnYDRAeQs/zr4gnWpTasQ4HoAMRq\noKf00Wl7JpfTVYdcTMrq7vJV13doCU5yMjjsVPErAbK6DYNCo7KyL9qFMLMNrALfWpodyblzM4HA\nJeqsDuUMWZk1+umO8rLrx9j/vLG6xcrvEcb1vDzTGnbInxuPNb+4qa/+8MyzAsiY1GMG+erqajeL\n/OHDh91ykADIPIPsllhcXFyM5+fn3QOJfJs5ZED9uUDsgiP3H5MCxTN92gHHWeLpUFc+xbvywy9J\nHfBfyRv7FxcXO5/Jlifg2vc4pl6LyBsPMNUdFiYGvw5EM3hHeVUb8OM5cUzdEToUsb4rsBfHGfh0\n4vEMVXkgG/yp2MDXOL6qnqpNa/OL46lITaDxYAvBMsqeDWxVnHExk6+JgaeaEc54Z+cdMUDE42wT\nM7HWxaNM5kxPHZq1mxn9dPSkcFelq/anppWy2JGUEakEUNWHGwLrJcndOQl2lnIgJesskEb+WbBS\ngZqpCliHoq6TdYNt/LpEr4AxzohhfQF0t9vtuL+/fwFGY0NQjOCYZ5gRJKs10vjGClxqEb8IkAM0\nMHAPPV1eXu4BZF5WhAA5dKYSXQcg8zVZHyp/q/oTr4/jzh5UID40iK1AMvvkmoFfJqNKWtl5Rw4g\nu4/UqCUL6AP41pftdvvi7gv7g5p5znwzyrpZbrUFD3z1YWz4IG4XIFd9o/IQ2qbi4wafCJSZ9xpS\n+VXJGGW5PR3Q7nR0yDbMlK1iF+ubB1MBkBFEK1kcbugCvwoEZ/w7fN053M/ir7tO8czsP9NZF/+4\nPnW2rHh0aAa/cd1dsD41g6wcGH8RcIRAhxphZ5R1SMjFNKuoitToxJ13sjiqgEWcW9oOlQQyqoAA\n8sDkyQDZfZkOkyjyjxmxh4eHvXW+sZwhNp4x5rdeqFlkBZBjGUi8+xjfuBGvecNrNpuN/RT2xcXF\n+Pz584sZ5Awgc1/EPs+UdPs1dJkNOF3QjWOzwetQAy4cKOM1akag8sUvSRVAz8oFXV5ejjHGnh+E\nz6gP1KDvuBlkHLh1/GGMfRtQALfy8QwYB6CJD/8wQH58fBynp6d7r0p0lNllBnhd0lb/eXM+eEh7\nU4PLKtZyzq1A4VI6VN5UfPmXlxypGWSHNRgDdGKfogwgK6DseKtzqu6ZmKHAX0YO+7g+5fY5nowJ\nnBzONmfsSfUr18v+w/w7uLQ1g+yMQRkjbjzKVoaxpG7Fh51kNpGr47PAvqpzSUepgOGuWzIQWXNN\n5mi8z4GtA5LxFlYk7kjy9/f34/b2dtzd3e393t/fS3DM707mGTMlG34QhMHyxcXFi9m7WAOKM3hB\nl5eXEiCrJRasO9XP1WzRTLBX5dn+nSxVgpn1I/btmWDv5DokHWIGpNJJzCDzel7+0iSu5Y1NLSvi\nVw+qJRfoCwpQ8mz1yclJWUYtAWGbjS9iIgBC2cI/ZvsjAwwqgarr+b8CydinSynLr0pGJ+/MoDYb\nUCzJCYcgBvq4z3cZ0Oaz2FSB1Cz/K174AGwGkBUfx1PJ56gTT7sxl/1D5XOnoyWx/hDAGMtn+uoA\n9s6Aor3Ewp1b4kxoVLEGDX9RkRy4s3XOjlywXAMyqnrceay3wy+TSRkB7mfO6nhk5Awbj0fiZPl5\n3V5cx8smbm9vd8n/7u7uRcK/vb3d2+7u7vY2BZDdg3xoX+r2MH4lLwBzANyQkWfIXOC8uLgYj4+P\nu1lntvFucnR9O9t/LjB3ZwGwj1VgxfPV9TPUGYxlfqMGnMyj6oOsb5B3BkIyev/+/dhs9KfYcZDG\nX3Q8Ozvbi5H4lhcGx/yubn6AlWMjD2oZ7Cp5eWaYH1R6fn7e+T3eCXLLlJT+Oj6Q2XEVrxVYU3GM\nbaLyi079WVJnOdV+1a4MIHT5oIwsb0cuB4rjl5dV4GRF3Mlz/F286w6Qsr7nfIbP22RAXcXtmZjp\n5OlSxRv5u3yg7NvJx+R8Jc5l8rq4zH2oeC71wfanprORRFTeTdxcFsExl1HAuHr5exA7QtWRnWBU\n1RX7HaOfNW6WTRmPc8AqEHfr5PJ8LQLkIAx0KDOC4+12O+7u7nbreoMXA1wExvGLCTbWIOOtY17T\nyJ+nDl1yQud1ngxG3JKQaDNSAGScVVN+4N48wP2A12B97lf1Fwfu+F0CWpk3y1AF9CqwxjknX9Zu\nvEb9OtmyIOxIxYFuPAj65ptvxmazeTEby2viESjHkp+QO37Vg3oMQNUbXnAZBIIT/jAOggW3lAI3\njucPDw97g9vw4e12++JBV9RppftOrKr6cCkIyXh2c2Nc00nwnboxBzogh3LO8uZrZ8Ax7itQyncf\n8Z308a58xdMNpOOcA3CZnLxEiAd/6tkrxbvKyZX+Dg2Qlc1nZaINWR+ivSlyQLuK8d24nIFvBdAV\nTc8gO5DcJQZymOjZuPl9ngyQlySs7PcQpIIay7C2vqyz4z8PVlhfMzI4Hkr/7sEVN4McwDUSZVwf\ngyZ+Q0UAY5w9jjXJ1UN6+FAS6wYTPQe+SPh8S1vNmGFQRx24GWTXX6hD1rO6zYflVdDI+o310AXJ\nWdLv+NYhAzzXmQVbrlfJUQVjd4yv7cqO9O233+4AJ95K5gdFYwYNN64LZ5FxuRFuDiDzYBHvqKjZ\nYbwLww/yBfGdnfB79OfwZXymoKIqUSr9KxCdAQgHStgWsuSd+YyL6678DClg3AFLXd7Vfrce5ZO8\nBh/foX99fd2uT9XdGdQredSWgeOgDp5ScUyVUbZY2Qn7JPpGhYs4v7j+c7IpUjbu6lWx3F3D55mP\nK8PUmkHu0CxI5tEWjsDQkRn44fWVcoJUx2eOvDYYqbqz/eq6jNhoMpDsruvMajBPdX4MPYM8xssH\ny6KvESAjON5ut2OM8eINFWr2GGec8JYxP82vZo9RF2pDudVtZl6WwUAh6PLycmy32z2AzH1UDfoY\n5M76gbpenetQlvxV2U7QdIFxVi5VByeCCiCrtjnQg7KqNlTJhAlnkHHDj9XgDBpu3L4YhDIoDXD8\n8PCwN5CM+Js9IMgPmTJYxtllXhLHs9n8LEE8R4BgOQPIKrl2fSgjZydZ3WtI+WIGDJS8FbENK3tf\n4nN4nbLpGdlZ12qJRdxBiXfSuzpUm7jNndxfgWQ+xnf1mHcn1lfxUuk7i09B/OC7qg/5q9iFscWd\ny2SvbC8Dym5SwmGSLKZ3/La9xKJznJ2cG5RtCJZdRwVx0M0Sf9amLMDNgAdnwGr00qUqKKqEwL8V\nz67BZI7dtY3oXwTF2+12L5kiaI61hzybxGuOGRzja6vCTniGDN/MgqSCDv6qB5X4QSo1ozzG2Fsz\nissxnB+4kT7+x00lPXdd9l/po0MzgFmdd4H0EOCjS5nPrZVD9ZFLBMrf0D54w7sjnLDjmpmkjPvZ\nhrKrhMjtUDLzaxczXXdAUOjXJeeMqvar49yfGQh1pHi4dmdgScmAZWZskPu3Q8ouMlmz+tCGcXAW\nyyvevHkz3r59O25ubixvB6aWUOYHPIOs2lORA+ZLcIPjFzwr+1T2psB31ka2hQrQuvrX0CH4TM8g\nq0ToAFoFkqOMA8iszPjFgOo2LM/yq19FXzI5d4IoB7K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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,20))\n", "for i in range(200):\n", " plt.subplot(20,10,i+1)\n", " plt.imshow(kmeans.cluster_centers_[i,:].reshape(patch_size),cmap=plt.cm.gray);\n", " plt.xticks([]);\n", " plt.yticks([]);\n", "plt.tight_layout(h_pad=.01, w_pad=.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Later these features can be used for classification or prediction purposes\n", "# We discuss them in one of the next sessions on Classification\n", "### Further reading\n", "* https://cs.stanford.edu/~acoates/papers/coatesng_nntot2012.pdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Another view to the problem of clustering\n", "\n", "\n", "## Are outliers bad things or good things?\n", "\n", "### Examples: \n", "* **research communities and those research topics that don't belong to any group?** \n", "* ** Can we say outliers might be those who are ahead of their fields? \n", "* ** What if we set our criteria based on the above clustering definition?** \n", "\n", "* ** One tricky recent application of ML in peer review process: Quick pre-assessments of papers for their potential popularity!!!***\n", "http://www.ariessys.com/views-press/press-releases/artificial-intelligence-integration-allows-publishers-first-look-meta-bibliometric-intelligence/\n", "\n", "\n", "\n", "\n", "# What if we say each obsevation is a potential communiy itself?\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What if we increase K in K-means drastically" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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z6StnSJIUD2xRFCXt268nAL9QFOXqM44LysoZFouFpUvfwh+wkj2kNyaTFrvd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\nwzD8yv8DG7CMbXU5cT0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data3\n", "interact(visualize_Kmeans,K=(3,300,1));" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XhVssFsI1pyo8ptxrI4M2lQRGIUTdotVq6d67f5nXPR4P2zZ/jdOadS6gXbg5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4SJHHqH66ddyLy7f9Ts8ylXzaLq4N8c9/LgicSiYcaO+oQli37VprafLMFgkJ//4pdYXi8GnTuS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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, HTML, FloatSlider\n", "X = Data1\n", "interact(visualize_Kmeans,K=(200,300,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# This is the origin of the idea of Vector Quantization.\n", "### However, K-means is not scaling perfectly. For example, most of clusters overlap." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \n", "\n", "# If we look at it as a kind of indexing of the space, we need to sort the indices themselve!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# In order to do so, we invert the whole game of data clustering\n", "# we create an aribitrary ordered set of indexes and try to fit them to data, while having a \"topology preserving\" indexing.\n", "\n", "# This means, if two indices have similar label, they should index a similar area of data space and vice versa.\n", "\n", "# This is the original idea of Self Organizing Maps (SOM)" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Total time elapsed: 0.080000 secodns\n", "final quantization error: 0.071330\n" ] } ], "source": [ "import sompylib.sompy as SOM\n", "msz11 =15\n", "msz10 = 10\n", "X = Data1\n", "som1 = SOM.SOM('', X, mapsize = [msz10, msz11],norm_method = 'var',initmethod='random')\n", "som1.init_map()\n", "som1.train(n_job = 1, shared_memory = 'no',verbose='final')\n", "codebook1 = som1.codebook[:]\n", "codebook1_n = SOM.denormalize_by(som1.data_raw, codebook1, n_method = 'var')" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VDf/dcnvd61xKSgrFxcWcPn2a06dPU15ezowZM5r8fp3BpQOXqqpMuXkWJ0qD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\nK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iN/hajIiIpsu9zcXJw4cQLdu3dH165dm93CiUyHJ6qK87ioSZUvVz//9XfhN3Ca3dwu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\nsTYtBzg1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "plt.plot(X[:,0],X[:,1],'ok',alpha=0.5, markersize=4);\n", "K = som1.nnodes\n", "for k in range(som1.nnodes):\n", " plt.plot(codebook1_n[k,0],codebook1_n[k,1],marker='o',markersize=10,alpha=1.,color=plt.cm.RdYlBu_r(float(k)/K));\n", "fig.set_size_inches(7,7)" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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x5oz+Ig4YIHOx5MgBa4PqEafez+zZ+jOcPl0vW+DhhzESiOxZAk88gfnyxx9j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\naOlKe+AAXHIF1HwkfuLeVOr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "som1.hit_map()" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6TlP3kbNVONSJ8ZyB61EZMoegLwvmoFv6ubbnmmBTYBQIk5fjw8+4guFKnhzH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\n1Y9PiQ+ng1olUzsAoznOziG4YlPcivv5JHfp1+D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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "som1.view_map(text_size=6,COL_SiZe=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# This mechanism of indexing the space is called manifold learning and as we will see later SOM has lots of amazing capacities for many hig-dimensioanl data sets.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# An example with high dimensional data" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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RentZIPType_ApartmentType_DuplexType_Single houseType_StudioRoomsYear builtLiving spacelnglat
0645.050001.00.00.00.01.01954.028.08.04167247.397999
11340.050001.00.00.00.04.01971.088.08.05744447.379288
21380.050001.00.00.00.03.01968.069.08.05716547.378022
31480.050001.00.00.00.03.51976.081.08.05797447.400780
41500.050001.00.00.00.04.01968.080.08.05716547.378022
\n", "
" ], "text/plain": [ " Rent ZIP Type_Apartment Type_Duplex Type_Single house Type_Studio \\\n", "0 645.0 5000 1.0 0.0 0.0 0.0 \n", "1 1340.0 5000 1.0 0.0 0.0 0.0 \n", "2 1380.0 5000 1.0 0.0 0.0 0.0 \n", "3 1480.0 5000 1.0 0.0 0.0 0.0 \n", "4 1500.0 5000 1.0 0.0 0.0 0.0 \n", "\n", " Rooms Year built Living space lng lat \n", "0 1.0 1954.0 28.0 8.041672 47.397999 \n", "1 4.0 1971.0 88.0 8.057444 47.379288 \n", "2 3.0 1968.0 69.0 8.057165 47.378022 \n", "3 3.5 1976.0 81.0 8.057974 47.400780 \n", "4 4.0 1968.0 80.0 8.057165 47.378022 " ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = \"./Data/rentalprice.csv\"\n", "D = pd.read_csv(path)\n", "# D = D[['Rent','ZIP','Year built','Living space','lng','lat']]\n", "D.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 142, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Total time elapsed: 2.530000 secodns\n", "final quantization error: 0.537370\n" ] } ], "source": [ "import sompylib.sompy as SOM\n", "msz11 =40\n", "msz10 = 40\n", "\n", "X = D.values[:]\n", "\n", "som1 = SOM.SOM('', X, mapsize = [msz10, msz11],norm_method = 'var',initmethod='pca')\n", "som1.init_map()\n", "som1.train(n_job = 1, shared_memory = 'no',verbose='final')\n", "codebook1 = som1.codebook[:]\n", "codebook1_n = SOM.denormalize_by(som1.data_raw, codebook1, n_method = 'var')\n", "som1.compname= [D.columns]" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sxRqmLiXqpYl0abp2bZVZpQokBX9pvFYtSDabNkGCjYtTKiZGZYaHg/uvXavU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\nMmZKZCEK4w4dBLrs8suxaM8/D4bs3BlB4Bo1xEXB3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xf4mokbpkDkicnM6gwGwetDh0Lp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J5/HpI4fS/33Qeaql8f4121Cow0NxcaUsuWUjHliSdwHwW7igrQ4u23C1YrBReC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\ntGoFY3r/fvzPNA6rY12+8nKVyhOsOc/x8TBSjXiyz+dTq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ZjpH3/AgDh8GNYc5/S11+DG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YOMXF6CW2bJnUIFZVwTXz8MNAcLj9digGxlSUEugpZnzyb0pJYfn330M4hMpu4gsWF+OF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4dLuHx5MJmPPsJmJKFH3eaJoqP1/odCIM45dy4Ev4+PihWTsCqJH97bG+MkazA/H/P65ptg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\nw3BWVGAvFxai/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "som1.hit_map()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 144, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vT8nk0HLzGNWjJ3WPS9yuoSSa2IldNefX69hxFg6k8ZmzejB1bmUgcSVzdjGx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R1bVpCSbWGLqc3WTqOl6SRnj1Kyqwbdi5jyenp4x2zE8dugbZTtRaAQe32+uZdp9k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\nWEvSzxyQFbhlTMjsl6iMXVSWjl2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snC2k5tuL5T6mxkrO945owK5Xpj4uhzo7P0ZWQPdY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Kv7bCqYpYJZlPOhaoQUWJVpCDCbzfb+igBH4LX0//r3SW3V2IJblWOSbCcI4d32kDzPVOWN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wnX0MQtTYOUMJZBIY4lSx173oY6H44WvB3C1QZw4SDEiqk9rZs21Rlu4MlCy2oJZQ3nWD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\n9s9fUf9JSH9AVN7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "som1.view_map(text_size=6,COL_SiZe=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# How this inverts the notion of clustering and detection of communities and their outliers to the communities around individuals!" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "collapsed": false }, "outputs": [], "source": [ "N = 50\n", "x1= np.random.normal(loc=17,scale=5,size=N)[:,np.newaxis]\n", "x2= np.random.normal(loc=0,scale=10,size=N)[:,np.newaxis]\n", "y = 3*x1 + np.random.normal(loc=.0, scale=.4, size=N)[:,np.newaxis]\n", "\n", "# x1 = np.random.uniform(size=N)[:,np.newaxis]\n", "# y = np.sin(2*np.pi*x1**3)**3 + .1*np.random.randn(*x1.shape)\n", "\n", "y =-.1*x1**3 + 2*x1*x1 + 2*np.sqrt(x1)+ 10*np.random.normal(loc=30.0, scale=4.7, size=len(x1))[:,np.newaxis]\n", "\n", "\n", "degree= 2\n", "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn import linear_model\n", "X_tr = x1[:].astype(float)\n", "y_tr = y[:].astype(float)\n", "poly = PolynomialFeatures(degree=degree)\n", "X_tr_ = poly.fit_transform(X_tr)\n", "regr = linear_model.LinearRegression()\n", "regr.fit(X_tr_, y_tr)\n", "X_pred = np.linspace(X_tr.min(),X_tr.max(),num=500)[:,np.newaxis]\n", "X_pred_ = poly.fit_transform(X_pred)\n", "y_pred = regr.predict(X_pred_)[:]\n" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Total time elapsed: 1.595000 secodns\n", "final quantization error: 0.007808\n" ] } ], "source": [ "import sompylib.sompy as SOM\n", "msz11 =20\n", "msz10 = 20\n", "X = np.concatenate((x1,y),axis=1)\n", "som1 = SOM.SOM('', X, mapsize = [msz10, msz11],norm_method = 'var',initmethod='pca')\n", "som1.init_map()\n", "som1.train(n_job = 1, shared_memory = 'no',verbose='final')\n", "codebook1 = som1.codebook[:]\n", "codebook1_n = SOM.denormalize_by(som1.data_raw, codebook1, n_method = 'var')" ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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CowiuqZyfdWgVPj/RyfhhHXvxY/O/gc/plNjDs7veAMaY2ZxOyjnb4pIQm9kEfF6ptzt4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\n4gnt3btX7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "fig.set_size_inches(14,7)\n", "plt.subplot(1,2,1)\n", "plt.title('data points vote for the line')\n", "plt.plot(X_tr,y_tr,'.r',markersize=20,alpha=.4 );\n", "plt.plot(X_pred,y_pred,'ok',markersize=3,alpha=.4 );\n", "\n", "\n", "plt.subplot(1,2,2)\n", "plt.title('each data point creates its own community')\n", "plt.plot(X[:,0],X[:,1],'.r',alpha=0.5, markersize=20);\n", "plt.plot(codebook1_n[:,0],codebook1_n[:,1],'ok',markersize=3,alpha=1.);\n", "plt.tight_layout()\n", "font = {'size' : 12}\n", "plt.rc('font', **font)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Next session we discuss SOM and its applications" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }