{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CS 1656 – Introduction to Data Science (Spring 2017) \n", "\n", "## Instructor: Alexandros Labrinidis / Teaching Assistant: Anatoli Shein\n", "\n", "### Additional Credits: Zuha Agha\n", "\n", "## Recitation 3: Clustering\n", "---\n", "In this recitation you will be learning clustering along with a little bit more on dataframes and the basics of numpy arrays. Packages you will need are,\n", "* numpy\n", "* pandas\n", "* sklearn\n", "* matplotlib\n", "\n", "As always, the step is to import the packages above. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from sklearn import cluster\n", "import matplotlib.pyplot as plt\n", "\n", "# To show plots inline \n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataframes, Groupby & Numpy Arrays" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will start by reading our input file into a dataframe, as learnt in last recitation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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StateMurderAssaultUrbanPopRapeCrimeCluster
0Alabama13.22365821.24
1Alaska10.02634844.54
2Arizona8.12948031.04
3Arkansas8.81905019.53
4California9.02769140.64
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" ], "text/plain": [ " State Murder Assault UrbanPop Rape CrimeCluster\n", "0 Alabama 13.2 236 58 21.2 4\n", "1 Alaska 10.0 263 48 44.5 4\n", "2 Arizona 8.1 294 80 31.0 4\n", "3 Arkansas 8.8 190 50 19.5 3\n", "4 California 9.0 276 91 40.6 4" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('crime_data.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will group our data by the cluster label and compute the mean of each cluster across all columns as shown below. This will be used later to compare the output of our kmeans clustering." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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MurderAssaultUrbanPopRape
CrimeCluster
12.95000062.70000053.90000011.510000
25.590000112.40000065.60000017.270000
38.214286173.28571470.64285722.842857
411.812500272.56250068.31250028.375000
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" ], "text/plain": [ " Murder Assault UrbanPop Rape\n", "CrimeCluster \n", "1 2.950000 62.700000 53.900000 11.510000\n", "2 5.590000 112.400000 65.600000 17.270000\n", "3 8.214286 173.285714 70.642857 22.842857\n", "4 11.812500 272.562500 68.312500 28.375000" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_group = df.groupby(['CrimeCluster'])\n", "df_group.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kmeans Clustering\n", "Kmeans is an unsupervised clustering algorithm, useful for data big data analysis, as it allows compressing the data into clusters based on their similarity. The general idea of the algorithm is to start with a random initialization of cluster centers and then assign each data sample to the nearest cluster by measuring its distance to all cluster centers. The process is repeated iteratively \n", "\n", "We will begin by intializing our object for kmeans. The main parameter of kmeans clustering algorithm is the number of clusters to form, given by parameter `n_clusters` in the function below. Other paramters include `init` which specifies the method for initialization of cluster centroids and `random_state` which is a fixed seed used by the random number generator. Fixing the random number generator seed allows replicating results with repeated runs, otherwise repeated run could be initialzed with different random seeds giving different outputs. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "k_means = cluster.KMeans(n_clusters=4, init = 'k-means++',random_state=5000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that an unsupervised algorithm means that the algorithm work without having any knowledge of the true labels, in this case the `CrimeCluster` labels. The algorithm only takes the input features and outputs cluster labels for each data sample. We will only use two features as input to clustering here so that it is easy for us to visualize the clusters on a 2 dimensional scatter plot. Later you will be given a task where you will use all data features for clustering as well. \n", "\n", "To run kmeans on a data, use the following command. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=4, n_init=10,\n", " n_jobs=1, precompute_distances='auto', random_state=5000, tol=0.0001,\n", " verbose=0)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k_means.fit(df[['Murder', 'Assault']])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the output of our kmeans clusters. One way is to look at the cluster centroids. A cluster centroid is the mean of all data samples within a cluster. So we can compare our cluster centroids to the actual cluster means we calculated earlier." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 2.95 62.7 ]\n", " [ 11.8125 272.5625 ]\n", " [ 8.21428571 173.28571429]\n", " [ 5.59 112.4 ]]\n", "\n", "\n", " Murder Assault\n", "CrimeCluster \n", "1 2.950000 62.700000\n", "2 5.590000 112.400000\n", "3 8.214286 173.285714\n", "4 11.812500 272.562500\n" ] } ], "source": [ "print (k_means.cluster_centers_)\n", "print ('\\n')\n", "print (df_group[['Murder','Assault']].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the output, we can see that the output of our predicted kmeans cluster centers matches the mean of actual clusters shown above. But the order is slightly different. That's okay.\n", "\n", "Also, notice the data structure of cluster_centers." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ " type(k_means.cluster_centers_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, what are numpy arrays? Numpy arrays are n-dimenisonal arrays in python , extremely useful for large scale linear algebra and matrix operations.\n", "\n", "Let's look at out predicted cluster labels output now." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 1 1 2 1 2 3 1 1 2 0 3 1 3 0 3 3 1 0 1 2 1 0 1 2 3 3 1 0 2 1 1 1 0 3 2 2\n", " 3 2 1 0 2 2 3 0 2 2 0 0 2]\n" ] } ], "source": [ "print(k_means.labels_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see our predicted cluster labels are ordered differently, let's do the following to reorder our predicted cluster labels now." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[4 4 4 3 4 3 2 4 4 3 1 2 4 2 1 2 2 4 1 4 3 4 1 4 3 2 2 4 1 3 4 4 4 1 2 3 3\n", " 2 3 4 1 3 3 2 1 3 3 1 1 3]\n" ] } ], "source": [ "labels_reorder = np.choose(k_means.labels_, [1,4,3,2])\n", "print (labels_reorder)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will compare our predicted cluster labels with our ground truth cluster labels by adding our predicted labels as a column in the data frame. Remember that a column of the Dataframe is a Series object and you can create a Series object from a numpy array." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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StateMurderAssaultUrbanPopRapeCrimeClusterPredictedCluster
0Alabama13.22365821.244
1Alaska10.02634844.544
2Arizona8.12948031.044
3Arkansas8.81905019.533
4California9.02769140.644
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" ], "text/plain": [ " State Murder Assault UrbanPop Rape CrimeCluster PredictedCluster\n", "0 Alabama 13.2 236 58 21.2 4 4\n", "1 Alaska 10.0 263 48 44.5 4 4\n", "2 Arizona 8.1 294 80 31.0 4 4\n", "3 Arkansas 8.8 190 50 19.5 3 3\n", "4 California 9.0 276 91 40.6 4 4" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['PredictedCluster'] = pd.Series(labels_reorder, index=df.index)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To check if we have any rows where the `CrimeCluster` and `PredictedCluster` labels do not match, we can use the selection operators of the dataframe as shown below. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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StateMurderAssaultUrbanPopRapeCrimeClusterPredictedCluster
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [State, Murder, Assault, UrbanPop, Rape, CrimeCluster, PredictedCluster]\n", "Index: []" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['PredictedCluster'] != df['CrimeCluster']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output shows that there are no rows where the two labels mismatch. But you could have a different predicted labels output based on seed initialization, or choice of k, or cluster centers initialization.\n", "\n", "## Visualizing Clusters\n", "Now we will visualize our clusters using scatter plots learnt in the previous recitation." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MzLQ5h759+9K3b1+8vLzw8fHhzTfftHlv9Ii3iIhcydHeCYiIiIiIiBQUZ86cITY2ll9j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QvLpwESNoRQuWlrtA0M0TO3JFdbl3v37gHQrVs3oqOjOXfu3Cu3KUlISODevXusXr0aKysr1ePZ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\nr6o+UVVP6jVfVo6qemZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,6))\n", "plt.scatter(df['Assault'],df['Murder'],60,c=[k_means.labels_], alpha = 0.6)\n", "plt.xlabel('Assault')\n", "plt.ylabel('Murder')\n", "\n", "[plt.text(row.Assault, row.Murder, row.State) for row in df.itertuples()]\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Good to see Pennsylvania has a relatively low crime rate :)\n", "\n", "## Cluster Analysis\n", "The last step is to analyze the impact of different values for `n_clusters` on our clustering output. Good clustering output will have clusters that are well-separated with samples that are close to one another, i.e the sum of distances to cluster centroid is low within a cluster. If samples within a cluster are too spread out and the boundary between the clusters is not well separated, then the clustering output is not good enough. The key to good clustering is finding the right cluster size. Note that the number of distinct clusters within a data is not known to the algorithm as the algorithm is unsupervised. \n", "\n", "Let's try kmeans with 3 clusters. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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w4ZQrV45SpUrx/PPPk5uba3MNffv2pW/fvvj4+ODn58fbb79t895oiLeIiFzK0d4JiIiI\niIiIlBSnTp0iLi6On35awf79BzEMC7t3b8Xb24vu3bvzxRdf8OSTTwLwxRdf0LNnT1auXFlgX/Hx\n8bz88sv85z//oVGjRmRmZvLzzz8DcOjQIbp06cKYMWN45JFHOHnyJD///LO1IHqpK8WeP3+eDh06\n0KdPH+bOncu5c+fYuHEjhmFYj7/0Z4Dly5fj5ubG6tWrSUtLo0ePHpQtW9ZmaPqMGTPo1asXv/zy\nC/Hx8TzzzDNUrlyZXr16Xfd7LCIiJY8KlCIiIiIiIjfAvn37eP/9sezYcRAHh7vw9q6JaeZx8OB6\nfvstg/r1DxEXF8f+/fvJy8tj7dq1zJ07t9AC5f79+/H09KR169Z4eHgQGBhI7dq1ATh48KC1uBgY\nGAhAeHh4gf1cKfbo0aOcOHGC1q1bU6VKFQBCQ0OveJ0uLi78+9//xsXFhbCwMIYPH85rr71mU6AM\nDAxk3LhxAAQHB7NlyxbGjx+vAqWIiBRIQ7xFRERERESu09GjR3nvvTFs3XqKqlUfJSSkBRUq1MDf\nvyalSgXi6lqBdev2ExR0N1OnTmXatGm0bt2a0qVLF9rngw8+SOXKlQkKCqJbt27MmjXLOiy7du3a\ntGjRgpo1a/L4448zZcoUjh07VmA/V4r19fWle/fuxMTE0K5dO2JjYzl06NAVr7V27dq4uLhYtxs1\nasSpU6esw8IB7r33XptjGjVqRGpqaoFPeIqIiKhAKSIiIiIicp2WLVvGjh2HCQ1thbOze752R0dn\nqlSJxsnJh88//9w6BPpKPD09SUxMZM6cOQQEBDB06FBq167NiRMnsFgsLFmyhMWLFxMeHs7EiRMJ\nDQ1l3759+fopKLZ69erW2C+++IL169cTFRXF3LlzCQkJYePGjTfmjRERESkCFShFRERERESuQ25u\nLosXr8TN7W6cnApfmdrLqxxeXmGcOnWK3NxcYmJirtq3xWKhefPmjBo1iqSkJNLS0lixYoW1vVGj\nRgwdOpRNmzbh7OzM/PnzC+3r0lgnJyeb2Nq1azNo0CDWrFlDzZo1mTVrVqH9JCUl2axGvm7dOjw9\nPa3DxwE2bNhgc8y6desIDg7ON5+liIgIaA5KERERERGR65KZmUlGxlFKl6511dhSpSrRunUnJk+O\nvWqxbuHChezZs4cHHngAX19fFi5ciGmahIaGsnHjRpYvX05MTAzlypVj/fr1/Pnnn9SoUSNfP4XF\nhoWFkZaWxuTJk2nXrh0BAQGkpKSQmppKjx49Cs0rOzubXr168eabb7J3717eeecd+vbtaxOTnp7O\nq6++yrPPPktCQgKTJk1i/PjxV31/RETkzqQCpYiIiIiIyHUwTZMLUysW7elAJycnPD09bfYVVKz0\n8fFh3rx5DBs2jKysLIKDg5kzZw5hYWGkpKTwv//9jwkTJnDixAkqV67MuHHjCnwq09vbu8DYhx56\niMOHD5OSksKMGTM4cuQI/v7+9O3bl2effbbQ/Fu0aEFwcDAPPPAA2dnZdOnShaFDh9rEdOvWjbNn\nz9KwYUMcHR3p168fvXv3vuL1iojIncso6ZMUG4YRCSQkJCQQGRlp73RERERERKSEyc7OpnfvF8nI\nKEeVKvdcMTY5eSHR0YG8/fabxZTdjdWzZ0+OHz/OvHnzCo1p1qwZdevWta7iLSIit7/ExETq1asH\nUM80zcQb3b/moBQREREREbkOzs7OtGrVjFOndnP+fE6hcWfOHMXB4U+io5sVY3YiIiK3PhUoRURE\nRERErtOkSZM4enQHO3cuJjc3O197VtYJfv11CfXqVeONN96gf//+dsiyeGj4tpRUzZo1uyF/d3v2\n7EnHjh2L5VwitwvNQSkiIiIiIiVeUYYmX4+FCxeyd+9eJkz4lJ07v8LN7W5KlfLHNPM4ciSN8+d/\n49577+b111/F0dERJyenm5LHzfbvf//7qjGXrjIucrvp2bMn06dPxzAMLk6JZxgGqampN+wcsbGx\nlPTp9kSulQqUIiIiIiIi18nHx4e6desyduxIVq1axaJFK/jjj3QMA+rWvYuWLZ/h/vvvx93d3d6p\nishVtGrVimnTptkUEcuWLXvd/ebl5WEYBl5eXtfdl0hJoyHeIiIiIiJSYl1YYfvKTyrt37+f9u3b\n4+XlRalSpejcuTOHDx+2thc0HLNfv340a/b/c0leHI5ZpkwZOnXqRN26Ndi+fQM//TSP2bNnMHXq\nVGtx8vKhm19++SUNGjTA29sbf39/unbtyh9//GFtX716NRaLhRUrVtCgQQM8PDyIiopi165d1pg9\ne/bwyCOPUKFCBby8vGjYsCHLly//e2+ayB3o0s8JFxcX/Pz8KFeunPVlseQvnxw7doxu3bpRunRp\nPDw8ePjhh9m9e7e1ffr06fj6+rJgwQLCw8NxdXVl//79+T5Tzpw5Q7du3fDy8uKuu+4qcIGpq31O\niNzuVKAUEREREZES5cyZMyxdupSBAwfTuXMPnnzyaZKStpCZmUlubq5NrGmatGvXjmPHjvHzzz+z\nbNky9uzZwxNPPHHV8xQ212J8fDyvvPIKI0eOZNeuXfz000888MADhfaTm5vLiBEj2LJlC9999x37\n9u2jZ8+e+eKGDBnC+PHjSUhIwNHRkV69elnbTp06RevWrVm5ciWbN2+mVatWtGvXjt9+++2q1yFy\np9q3bx/Tp0+nZ8/neOyxbvTs+Ry7d+/mzJkzRTq+e/fuJCYm8sMPP7B+/XpM0+Thhx/m/Pnz1pgz\nZ84wevRopk6dyvbt2/Hz88vXz6uvvsrPP//MggULWLJkCatWrSIx0XaR5KJ+TojcrjTEW0RERERE\nSoz9+/czcuQYtm8/gMUSgLd3dUwzjwMH1rJ//yHefXckAwa8gre3NwDLli1j+/btpKWlERAQAMCM\nGTMIDw8nISGBevXq/a0cPD09ad26NR4eHgQGBlK7du1C43v06GH9uUqVKnz00Ufcc889nDlzxvrU\npWEYjBw5ksaNGwPw+uuv06ZNG7Kzs3F2diYiIoKIiAhrP8OGDWPevHl8//33/POf/7zmaxApyUzT\nZOHChXz++Wz+/DMPT8+quLoG8fvvJ9m58wB//pmGu7s7Dg4OADz88MPMnTvXpo/U1FQWLFjAunXr\nuOeeewD4z3/+Q2BgIN9++y2dOnUCLhQW//Wvf1GzZs0Cczl9+jRffPEFs2bNomnTpsCFJy8rVqxo\nE1eUzwmR25kKlCIiIiIiUiIcPXqU9977kK1bTxAc3AkXF09rm49PIGfOZLJ06Q4MYwJDhgzG0dGR\nlJQUAgMDrcVJgLCwMHx8fEhOTv5bBcoHH3yQypUrExQURMuWLWnZsiUdOnTAzc2twPiEhASGDRtG\nUlISR48eJS8vD4D09HSqV69ujatVq5b1Z39/fwAOHz5MxYoVOX36NEOHDuXHH3/k4MGD5ObmkpWV\nRXp6+jXnL1LSrV69mkmTZmIYoYSH18Mw/n9waVraOvLyDGrUqM5zz3Xl3nvvxcPDI18fKSkpODk5\n0bBhQ+u+0qVLExoaSnJysnWfs7NzocVJgF9//ZWcnBybfnx9fQkNDbWJK+rnhMjtSkO8RURERESk\nRFixYgXbth0iNPRhm+LkRY6OLlSpEs3PP29h8+bNRe7XYrHkm8cyJyen0HhPT08SExOZM2cOAQEB\nDB06lNq1a3PixIl8sWfOnKFly5b4+Pgwa9Ys4uPjmT9/PgDZ2dk2sZeu/H1xePnFIsWAAQP47rvv\nGDVqFHFxcSQlJVGzZs18fYjc6XJzc5k162vOnQugUqUGNsXJCwy8vMrh4BDC6tXrqFSpEuXLl//b\n5yvsi4lrcS2fEyK3KxUoRURERETktpebm8uiRStwc7sbJ6fCCwJeXuXJzvZh2bKVwIWnJffv38+B\nAwesMTt27ODYsWOEh4cD4Ofnx8GDB236uVqB02Kx0Lx5c0aNGkVSUhJpaWmsWLEiX1xKSgqZmZm8\n//77REVFERISQkZGRpGv+6K1a9fSo0cP2rVrR3h4OOXKlSMtLe2a+xEp6TZt2sTu3YeoWLHuFeMq\nVqxLaupBNm3aVGB7WFgYubm5bNiwwbrvyJEj7Ny50/rZURRVq1bF0dHRpp+jR4/aLIJ1oz4nRG5l\nKlCKiIiIiMhtLzMzk0OHMildunKhMdnZpzlyZC+m6cjatRtJSkqievXq1KpVi65du7Jp0yY2btxI\n9+7dadasGXXrXihgNG/enPj4eGbOnMnu3bt555132LZtW6HnWbhwIRMnTiQpKYn09HSmT5+OaZoF\nDsOsVKkSzs7OxMbGsnfvXr7//ntGjBiRL66glcgv3RccHMy8efNISkoiKSmJrl27XnX1cpE7UXp6\nOjk5rri7+14xzt3dl5ycC6tuF6RatWq0a9eOZ555hjVr1pCUlMRTTz1FYGAg7dq1K3I+Hh4e9OrV\ni4EDB7Jy5Uq2bdtGz549rfNfQtE/J0RuZypQioiIiIjIbc80TS7U4wpeWRvg4MHtzJvXjzVrPuOH\nH74hMjKS4cOH89133+Hj40OTJk2IiYmhWrVqzJkzx3pcTEwMb731FoMGDaJhw4acOnWK7t272/R9\n6YrePj4+zJs3jxYtWlCjRg0mT57MnDlzrAXKS2PLli3LtGnT+PrrrwkPD2f06NGMHTs2X+4FrRh+\n6b5x48bh6+tLVFQU7du3p2XLlkRGRl71fRO505imWcCw7oIZhu30Dpf/PZw2bRr16tWjbdu2REVF\nYbFYWLhwoU1xsSg+/PBD7r//ftq1a0dMTAz333+/zfy3Rf2cELmdGSX9WzXDMCKBhISEBP0DLSIi\nIiJSQmVnZ9O794scPlyeypUbXjE2OXkhLVpUZOjQIcWUnYjcKuLi4njzzY+oUqUjrq5ehcZlZZ1k\n3755vPdeP6KioooxQ5FbU2Ji4sXCeT3TNBNvdP+31BOUhmHcbxjG94ZhHDAMI88wjHaXtf/7r/2X\nvn60V74iIiIiInJrcHZ25qGHmnDyZCrnzxe+gM2ZM0exWP4kOrpZMWYnIreK+vXrU6VKGX7/fesV\n437/fSuVK5ehfv36xZSZyJ3tlipQAh7AZuCfQGGPdi4CygMV/no9WTypiYiIiIjIrSw6OpqqVb3Z\nufOnAouU586d4tdfl1CvXlUaNGhghwxFxN5cXV159NE25OamkpGRUmBMRkYKubmpPPpoG1xcXIo5\nQ5E7k6O9E7iUaZqLgcUARkGTrFxwzjTNP4ovKxERERERuR2UL1+ewYP78f7740lOnounZzW8vf0x\nzTwyM9PIyUmnYcMgBg0agLOzs73TFRE7adOmDZmZmcye/SPbtydTpkwozs6eZGef4siRnXh6nqZH\nj7a0adPG3qmK3DFuqQJlETU1DCMDOAqsAIaYpplp55xEREREROQWEBYWxtix77FixQoWLVpBZuZe\nAMLD/WnV6mmaNGmCh4eHnbMUEXsyDINu3bpRu3Ztli5dzrp1m8jKysPJycIjj0QSHd2c2rVrF7g4\nlYjcHLdbgXIR8A2wF6gKvA/8aBhGI7Okr/YjIiIiIiJF4ufnR+fOnenUqRMnT57EYrHg5eWFxXKr\nzXAlIvZiGAZ16tShTp06nD17ljNnzuDu7o6bm5u9UxO5I91WBUrTNL+6ZHO7YRhbgV+BpsBKuyQl\nIiIiIiK3JEdHR3x9fe2dhojc4tzc3FSYFLGz26pAeTnTNPcahvEnUI2rFCj79etHqVKlbPY9+eST\nPPmk1tgREREREREpSVavXk2zZs04duwY3t7e9k6nyIYNG8a3337Lpk2bAOjZsyfHjx9n3rx5ds5M\nRO4ks2fPZvbs2Tb7jh8/flPPeVsXKA3DqAiUAQ5eLXb8+PFERkbe/KRERERERESEP//8k7feeosf\nf/yRjIwMfH19qVOnDm+//TaNGjW6Yedp1qwZdevWZdy4cTb7/+78gStXrmTMmDFs2LCBs2fPEhQU\nRMuWLenfvz8BAQE3IuUrujTv2NhYNJuZiBS3gh7oS0xMpF69ejftnLfUJCyGYXgYhlHbMIw6f+26\n+6/twL/aRhuGcY9hGJUNw2gBfAvsAn6yX9YiIiIiIiJyuY4dO5KUlMTMmTNJTU1lwYIFNG3alCNH\njtg7tUJVPOiAAAAgAElEQVR99tlnPPjggwQEBDBv3jySk5P59NNPOXHiRL4C6LXIycn5W8d5eXnd\nVk+Aioj8XbdUgRKoD2wCEgATGAskAsOA80AE8B2wE/gc+AV4wDTNv/dpLyIiIiIiIjfc8ePHiYuL\n44MPPuCBBx4gMDCQ+vXrM2jQINq0aWON279/P+3bt8fLy4tSpUrRuXNnDh8+bG3v2bMnHTt2tOm7\nX79+NG/e3Nq+evVqJkyYgMViwcHBgfT0dGtsfHw8DRo0wMPDg6ioKFJTUwvN+cCBA7z88su88sor\nfP755zzwwANUqlSJxo0bM3nyZN5++20AMjMz6dKlCxUrVsTDw4OIiAjmzJlj01ezZs3o27cv/fr1\nw8/Pj5YtWxbpei93+fU3a9aMl19+mUGDBlGmTBn8/f0ZNmyYzTHjx48nIiICT09PKlWqxAsvvMCZ\nM2cKPYeIyK3glipQmqa52jRNi2maDpe9njZNM8s0zZamaVYwTdPVNM27TdN83jTNP+ydt4iIiIiI\nyJ3ONE1SU1OJi4tjy5YteHh48O2335KdnV1ofLt27Th27Bg///wzy5YtY8+ePTzxxBNFPueECRNo\n1KgRzzzzDBkZGRw8eJDAwEBr/0OGDGH8+PEkJCTg6OjI008/XWhfX331FTk5OQwcOLDA9otPMmZl\nZVG/fn0WLVrE9u3b6dOnD926dSM+Pt4mfsaMGbi4uLB27Vo+/fTTG3K9F/v19PRk48aNjB49muHD\nh7N8+XJru4ODAxMnTmTHjh3MmDGDlStX8tprr13TOUREitttPQeliIiIiIiI2N/69ev55pvv2Lp1\nD6dO5WAYEBpah08//ZRPPvmEevXq0aRJE5544glq1aoFwLJly9i+fTtpaWnWuR1nzJhBeHg4CQkJ\nRZrrzNvbG2dnZ9zd3fHz87NpMwyDkSNH0rhxYwBef/112rRpQ3Z2Ns7Ozvn62r17N97e3pQvX/6K\n5wwICKB///7W7RdeeIHFixfz1VdfUb9+fev+4OBgRo0aZd1eunTpdV8vQEREBG+99RYAVatWZdKk\nSSxfvpwWLVoA8NJLL1ljK1WqxLvvvsvzzz/PpEmTitS/iIg9qEApIiIiIiIif9uCBQv4+OP/cOZM\nGQICmlOpUgVM0yQzMw0np7txcjpIrVrBrF69mtGjRzN16lS6detGSkoKgYGBNgvPhIWF4ePjQ3Jy\n8g1ZjOFiMRTA398fgMOHD1OxYsV8saZpFmlhnby8PN577z3++9//cuDAAbKzs8nOzsbDw8Mm7vL8\nb9T1RkRE2Gz7+/vbDBNftmwZo0aNIiUlhRMnTpCbm8u5c+fIysrC1dW1SOcQESlut9QQbxERERER\nEbl97Nixg88+m4VhVCcsrCWlSgVgGBYsFgfKlq1KrVodMYxQjh3LYsGCBfTo0YOhQ4cWuX+LxZJv\nFetrWXDGycnJ+vPF4mNeXl6BsSEhIRw/fpyMjIwr9jl69GgmTpzI4MGDWbVqFUlJScTExOQbyn55\nwfJGufSa4MJ1Xbymffv20bZtW+rUqcO8efNITEzk448/Bih0qL2IyK1ABUoRERERERH5W5YsWcqx\nY64EBkYW2G4YFqpVa0p6+gni4uIICwvj9OnTwIWnB/fv38+BAwes8Tt27ODYsWOEh4cD4Ofnx8GD\nB2363Lx5s822s7Mz58+fv+5refTRR3FycmL06NEFth8/fhyAtWvX0r59e5588klq1apFUFAQu3bt\numr/Rbne65WQkIBpmowZM4aGDRtSrVo1m/OJiNyqVKAUERERERGRa3b69Gl+/jme0qVD8w2Nzso6\nyQ8/DCE1dRUnTvxObq43n376OR9++CGPPPIIANHR0dSsWZOuXbuyadMmNm7cSPfu3WnWrBl169YF\noHnz5sTHxzNz5kx2797NO++8w7Zt22zOVaVKFTZs2MC+ffs4cuSI9YnLy5+8LGzfRRUrVmT8+PFM\nmDCB3r1787///Y/09HTWrl3Lc889x4gRI4ALc0suXbqUdevWkZycTJ8+fa761GVRr/d6VatWjZyc\nHGJjY9m7dy8zZ87ks88+uyF9i4jcTCpQioiIiIiIyDU7ceIEZ8/m4O7um6/NycmVcuVC2bbtexYs\neINffvmSuLif6dOnDxMnTrTGff/99/j6+tKkSRNiYmKoVq0ac+bMsbbHxMTw1ltvMWjQIBo2bMip\nU6fo3r27zbleffVVHBwcqFGjBuXKlWP//v0ABc4nebU5Jp9//nmWLFnC77//TseOHQkLC+OZZ57B\n0dGRV155BYAhQ4YQGRlJy5Ytad68Of7+/nTo0KFI57na9V7N1fKPiIhg3LhxjB49mlq1ajF79myb\nhXpERG5VxpW+QSoJDMOIBBISEhKIjCx42IGIiIiIiIhcm8zMTHr0eBFn53spUyboirFpaRsIDDzG\nlClaSVpE5HaUmJh4cTGveqZpJt7o/vUEpYiIiIiIiFwzX19fwsKC+OOPK8+/aJomp07tpVGjGzOM\nWURESh4VKEVEREREROSaGYZBy5bRGMYhTpw4VGjcoUM78PXNo2nTpsWXnIiI3FZUoBQREREREZG/\npXHjxjz4YH3S05dw+PBO8vL+fzXt3NxzpKcncPJkPE880ZqqVavaMVMREbmVOdo7AREREREREbk9\nOTk5MWDAK3h7T2Hp0rXs2BGPYfgCeRhGJuXLu9O795P5FpERERG5lAqUIiIiIiIi8re5urrSt++L\ndOrUkbi4OA4dOoTFYqFKlSo0btwYHx8fe6coIiK3OBUoRURERERE5LoFBATw+OOP2zsNERG5DWkO\nShEREREREREREbEbFShFRERERERERETEblSgFBEREREREREREbtRgVJERERERERERETsRgVKERER\nERG56VavXo3FYuHEiRNFPqZZs2b079//JmYlIiIitwIVKEVERETuMBaLBQcHBywWS76Xg4MDw4cP\nt3eKchtbv349jo6OtG3bNl+bYRh2yEhERERudY72TkBEREREitehQ4esP8+ZM4ehQ4eya9cuTNME\nwNPT016pSQkwdepUXnrpJaZOncqhQ4eoUKGCvVMSERGRW5yeoBQRERG5w5QrV876KlWqFIZh4Ofn\nZ93n7u4OQFJSEg899BCenp4EBATQq1cvjh07Zu2nUaNGDBw4kP79++Pr68tdd93FqFGjrO3nzp3D\nYrEwY8YM2rZti4eHB9WrV2fx4sU2+VztPLNnz6ZmzZq4ubnh5+dHy5YtycnJAWDp0qU0aNAADw8P\nSpcuTZMmTWwKsF9//TV16tTBzc2NkJAQ3n//fWshFiAzM5MePXrg5+eHj48PMTEx7Nix48a+4XeQ\n06dPM3fuXJ5//nlat27NtGnTCo3NzMykS5cuVKxYEQ8PDyIiIpgzZ06+uNzcXPr27YuPjw9+fn68\n/fbbNu1ffvklDRo0wNvbG39/f7p27coff/xhbb84tHzJkiVERkbi7u5OdHQ0f/zxB4sWLaJGjRqU\nKlWKrl27kpWVZT3up59+4v7778fX15eyZcvStm1b9uzZc/1vkoiIiOSjAqWIiIjIHSIvL4/Tp0/b\nFGEKc+TIEZo3b07jxo3ZvHkzCxcuZO/evXTt2tUmbsqUKZQvX574+HiGDx/OG2+8wZo1a2xi3nnn\nHXr27MnWrVtp1qwZXbp04dSpU1c8z1NPPQVAeno63bp1o2/fvuzatYuVK1dahw6fO3eOjh078vDD\nD7Njxw7Wrl1Lz549reddtmwZffr0YdCgQSQnJzNp0iQ+++wzxowZY43p0KEDZ86cYdmyZcTHxxMW\nFkZ0dLQ1P7my3NxcTp48aS0Yz507l7CwMIKDg+natStTp04t9NisrCzq16/PokWL2L59O3369KFb\nt27Ex8fbxE2bNg0nJyd++eUXYmNjGTdunE2/ubm5jBgxgi1btvDdd9+xb98+m/vgomHDhvHJJ5+w\nbt060tPTefzxx4mNjWXOnDn8+OOPLFmyhIkTJ1rjT58+zYABA0hMTGTFihU4ODjQoUOH633LRESu\nSc+ePenYsaO907hmQUFBxMbGWrctFgvff/+9HTOSW55pmiX6BUQCZkJCgikiIiJyJzp06JA5e/Zs\n89kePcwu7dubXTt0MN9+801z9erV5pQpU0xfX998xwwZMsR85JFHbPalpqaahmGY+/fvN03TNO+9\n914zJibGJiYiIsIcNmyYaZqmmZWVZRqGYb7//vvW9szMTNMwDHP16tVFOs/atWtNBwcHMyMjI1+O\nv//+u2mxWMyNGzcWeN2NGzc2P/roI5t9U6ZMMe+++27TNE1z6dKlpp+fn5mbm2ttz8vLMwMDA82Z\nM2cW2KdcsHv3bvOzzyabnTv3MNu372J27PiUOXr0h2adOnXM2NhY0zRNMzc31yxXrpz1z3rVqlWm\nxWIxjx8/Xmi/bdq0MQcOHGjdbtq0qRkeHm4T8/rrr+fbd6lffvnFtFgs5unTp23Ou3LlSmvMqFGj\nTIvFYqalpVn3Pffcc2arVq0K7fePP/4wDcMwt2/fXmiMiJRc3bt3Nw3DMD/44AOb/d9++61pGMZ1\n95+WlmYahmEmJSXZ7O/Ro4fZoUOHa+4vOzvb/OCDD8zatWub7u7upp+fn9m4cWPz3//+t82/ezdL\nlSpVzAkTJli3MzIyzOzs7Jt+Xrl5EhISTMAEIs2bUL/THJQiIiIiJdjmzZuJHT2a0/v2Uc3TkzBP\nT3Lz8tjz88/ExsWR5+NT4HFJSUn89NNPeHl52ew3DINff/2VihUrAhAREWHT7u/vz+HDh2321apV\ny/qzr68vzs7O1pirnScqKoqoqChCQ0N56KGHiImJ4dFHH7UO5+3cuTNNmzblwQcfJDo6mscff5xy\n5coBsGXLFhITExkyZIi13/Pnz5Obm0teXh5btmwhMzMTn8veg6ysLH799dervrd3qkWLFvGvf83k\nzz8t+PqG4OrqTU5OFrNnrycpKYns7BzOnz+Pg4MDjz/+OFOnTuWBBx7I109eXh7vvfce//3vfzlw\n4ADZ2dlkZ2fj4eFhE3fvvffabDdq1Ihx48ZhmiaGYZCQkMCwYcNISkri6NGj5OXlAReevq1evbr1\nuEvvw/Lly+Pu7k7lypVt9v3yyy/W7d27d/P222+zYcMG/vzzT/Ly8jAMg/T0dGrUqHF9b6KI3HYM\nw8DNzY0PPviAPn36UKpUKZu265GTk2P9TLsRcnJyiImJYevWrYwYMYL77rsPb29v1q9fz5gxY4iM\njMz373dR5ebm4uh47aWki/82ixRGQ7xFRERESqh9+/YxYdQo3A4c4IkaNbi3ShWqli1LaLlytKpe\nnYfvuosD27eTlZVlMy8jwKlTp3jsscfYsmULSUlJ1ldqair33HOPNc7JycnmOMMwrAWiosRc7TyO\njo6sXr2aH374gdDQUMaPH0/16tX5/fffAZg1axZxcXHcc889fPnll4SEhLB582ZM0+T06dN88MEH\nNv1u27aNlJQULBYLp06dIigoKN+5d+7cyUsvvXTD/hxKkrVr1xIbO53s7GrUrPk4FSvWpWzZqvj7\nh3P+fB6mCQMHvoqLiwtOTk58+umnfPPNN5w8eTJfX6NHj2bixIkMHjyYVatWkZSURExMDNnZ2UXO\n58yZM7Rs2RIfHx9mzZpFfHw88+fPB8jXz6X3oWEYV71327Rpw9GjR5kyZQobN25k48aNmKZ5TfmJ\nSMkSHR1NhQoVGDly5BXjvvnmG2rWrImrqytBQUGMGzfOpj0oKIgRI0bQvXt3fHx8ePbZZ7n77rsB\nqFOnDhaLhebNm9scM3bsWAICAihbtiwvvvgi58+fL/T848ePJy4ujhUrVvDcc88RERFBlSpVeOKJ\nJ9iwYQPBwcHA1efa3bdvHxaLha+++oqmTZvi7u7OrFmzinSNl7t0iPfFfufPn0/z5s3x8PCgTp06\nrF+/3hpf1HmKpeRQgVJERESkhFq4cCG5+/fzYEgIjpb8/+3z8/SkeunSnM/JISUlxaYtMjKSbdu2\nERQUxN13323zcnV1vWE5FvU8UVFRDBs2jE2bNnH+/Hmbeazq1q3L4MGDWb9+PXfffTdz5szBMAzq\n1KnDzp078/V78ZfAyMhIfvvtN1xdXfO1+/r63rBrLCny8vL473+/5cwZPypXbmDzpE9e3nlSU1fR\nqFEvoqKep0WL1qxZs4akpCQCAgKYPXt2vv7Wrl1L+/btefLJJ6lVqxZBQUHs2rUrX9yGDRtsttet\nW0dwcDCGYZCSkkJmZibvv/8+UVFRhISEkJGRcd3XmpmZya5duxgyZAjNmjUjNDSUI0eOXHe/InL7\nyMvLY+fOnWzYsIFNmzaRk5ODg4MDI0eOZOLEidYvyi6XkJBA586d6dKlC9u2bWPYsGG89dZbzJgx\nwyZu7Nix1KlTh02bNvH2229bvwRZsWIFhw4dYt68edbYFStWsGfPHlatWsWMGTOYNm3aFRchmzVr\nFtHR0QU+Jeng4ICbmxtQ9Ll2Bw8ezCuvvEJycjIPPfRQka/xaoYMGcJrr71GUlISISEhdOnSxfpF\nUVHnKZaSQ0O8RUREREqgEydOsH7FCsJKl8ahgOLkRb5//ZKycsUKwsLCrPtffvllpk2bxlNPPUW/\nfv3w9fVl586dfP3111dc+ORaXe08cXFxrF27lujoaMqWLcuaNWs4duwYYWFh7Nq1i5kzZ9KmTRsC\nAgLYtm0baWlp1uG3Q4cO5bHHHsPf39/6C9fmzZvZtWsXQ4cO5eGHH6ZOnTq0b9+e999/n6pVq/Lb\nb7/xww8/8NRTT1GzZs0bdp0lQXJyMtu3pxEQ8GC+tvT0X8jOPk1oaDQWiwM7d87hyJEjNGzYkI4d\nOzJlyhQ+/PBDmyd1g4OD+eabb1i3bh0+Pj6MHz+ejIwMwsPDL+s7nVdffZVnn32WhIQEJk2axPjx\n4wGoVKkSzs7OxMbG8txzz1mHM17u8ieEr8bX15cyZcowefJkKlSowL59+xg8ePANG34pIreuvLw8\nli9fzoIFP5GSkk5WVi4ODhbS0pLw9fWicePG1KlTh6FDh/L555/nO378+PFER0fzxhtvAFCtWjW2\nb9/Ohx9+SLdu3axxLVq0oF+/ftZty1//VpcuXTrfcOjSpUszadIkDMMgJCSE1q1bs3z5cnr16lXg\nNaSmptKsWbOrXuvli+9MmTKFcuXKsWPHDpupLPr168cjjzxi3R4wYECRrvFqBg4cSMuWLYELC5nV\nrFmT3bt3ExISQkBAAP3797fGvvDCCyxevJivvvqK+vXrF/kccvvQE5QiIiIiJdChQ4fIOn6cioXM\nMWllGFiA9EuGdAEEBgayZs0aTp8+zYMPPkhERAQDBw6kbNmylxx69WJNQTGX7rvaeXx8fFi+fDmt\nWrUiLCyMESNG8Mknn9CkSRM8PT3ZunUrHTt2JCQkhL59+zJw4EDrL0dt27Zl/vz5LFiwgPr16xMV\nFcXEiRMJCgoCLvwyuGTJEho2bEi3bt0ICwvjH//4BxkZGfj5+V312u40Bw8e5OxZEy+v8vnaUlKW\ncddddXB2dsfR0QXD8LE+XdSpUycSEhLYunWrzZ/9kCFDiIyMpGXLljRv3tymkHyRYRh069aNs2fP\n0rBhQ/r27Uu/fv3o3bs3AGXLlmXatGl8/fXXhIeHM3r0aMaOHZsvv2stLBqGwdy5c0lISKBWrVoM\nGDDAZvV3ESmZ8vLymDJlCu+/P5mtW89TtmwMoaH/oHLlTuTkeLJv3x8MGTKc1157jenTp7Nz5858\nfSQnJxMVFWWzLyoqitTUVJsvS+rVq1fkvMLDw20+xwqa7/lSRf1SZvfu3XTp0oWqVatSqlQpgoKC\nrHPtXuryXIt6jVdz6dzA/v7+mKZpva68vDzeffddIiIiKFOmDF5eXixZsiRfblJy6AlKERERkZKq\nCEWZFiEhuDg4FFjACQ0Ntc7nV5C1a9fm27do0SLrzy4uLgXOkXXmzJkrnsdisZCcnMyHH36Y79iU\nlBQOHDgAQEBAAN9++22h+QG0atWKVq1aFdru5eXFpEmTmDRp0hX7kStr2XJIvn0X76kGDRpY74MX\nX3zR2u7r62szhLEgK1assP788ccfFxjTuXNnOnfubLPv0vuuSZMm+e7D7t270717d5t9Q4cOZejQ\nodbt5s2bs23btkL7FZGSZ/ny5cyZsxRf3yjKlq1q3e/i4omHRxkcHJxISsrE2/sXHnroIV5//XV6\n9Ojxt851+YJgV1KU+Z4vFRISkm/qloK0adOGoKAgpkyZQkBAAHl5eYSHh+eba/dacr0Wl88NDFiv\n6+I8xRMmTKBmzZp4eHjw8ssvax7gEkwFShEREZESyN/fH7dSpUg/ehRfd/dC40zT5PezZ2lcrVox\nZndlhw4dsv48Z84chg4dyq5du6xPZXh6etortTvaXXfdhbu7hZMnD+Ht7V9oXE5OFoZxnLvuuqsY\nsxMRuT55eXl8//1iTLOiTXHyUhaLA5UrP8CmTUt5/vmneeyxxwgNDbWJCQsLY82aNTb74uLiCAkJ\nueLT3M7OzsCN+SKkS5cuvPnmmyQlJVG7dm2bttzcXHJycjh79iy7du1i6tSp1qch4+Li8vVVUM5/\n9xqv1u+lLp2nGC78f2XXrl35pgGRkkNDvEVERERKIC8vL6Kio0nJzCT3Ck9ZpB89SraXF02LMFdV\ncSlXrpz1VapUKQzDwM/Pz7rP/a+Ca1JSEg899BCenp4EBATQq1cvjh07Blwocvr5+fHRRx9Z+121\nahXOzs7WJz937txJ27ZtKV++PN7e3jRq1IjVq1fb5PLRRx9RrVo1XF1dqVChAk899VQxvQu3nurV\nq1OrVhAHDmy+4hC+gwe3ERDgyX333VeM2YmIXJ/U1FR27tyPv/+VC2BeXuU5fdqNP/74g65duxIb\nG2vTPmDAAJYvX86IESNITU1l+vTpfPzxxwwcOPCK/ZYrVw43NzcWL17M4cOHOXHixN++lldeeYWo\nqChatGjBJ598wpYtW9i7dy9fffUV9957L6mpqTZz7f7666+sWLGCAQMG5CscFvR5/3ev8Wr9Xio4\nOJilS5eybt06kpOT6dOnzw1ZBE1uXSpQioiIiJRQD7dujUtQEEt27iQ7Nzdf+6ETJ/j54EHqN29O\nSEiIHTL8fxkZGfz3v/9l1MiRjHz3XaZNm8avv/5a6C8wR44coXnz5jRu3JjNmzezcOFC9u7dS9eu\nXQGoUKECkydPZvDgwWzbto3jx4/TvXt3Bg0aZC2cnTp1ig4dOrB69WoSExNp0qQJbdu2tf4CFBcX\nx6BBgxg9ejSpqaksXrz4ji66GYZB586d8PY+SlraOkzTtvBtmiYZGSmcPbudTp0exsvLy06Ziohc\nu2PHjpGVlYuHR5krxhmGgaNjKY4cOcbw4cPJy8uzKerVrVuXr776irlz51KrVi3eeecdRowYwT/+\n8Q+bPi7n4ODAxIkT+eyzz7jrrrtsFqW5Vs7OzixdupTXXnuNyZMn06hRIxo2bEhsbCy9e/emZs2a\nRZ5rt6Bc/841Xm378n1FmadYShbjWle0u90YhhEJJCQkJBAZGWnvdERERESK1fbt25nwwQcc27OH\nKq6u+Hl6kpuXx96jR8l0cqJ+ixa81K+f9anE4pabm8us//yHn+bNI/fPPynn6IiDYfBHTg7nS5XC\n9PBg6fLlZGZm2hz31ltvsW3bNpu5Ky+u/Jmenk7FihUBeOaZZ1i/fj01atRg7969rFu3DgcHh0Lz\nCQ4OZvDgwTz99NPMnj2bl19+mfT0dFxdXW/OG3AbWr58OZMm/ZvDh8/j5VUNN7dSZGef5dix3Xh7\nn6Nz55Z069bNuiKtiMjtYNOmTfTv/x6VK3fCxeXKU4ls3/4jHTuG0r//K8WUnYj9JSYmXlwwqZ5p\nmok3un/NQSkiIiJSgoWHhzPqo/9j777jazz7B45/7nOy9xJJJCJWJCLE3sQuokFRO+hTPFSoetDH\nqK1qtapqr5qtoNQWYq+oWImIELFHJELIOvfvD4/zcyRGa0T5vl8vr1fOdV33dX/PTU+ab67r+k5l\n165dbN+0iagbN1CMjPBp0IBuDRpQrlw5jIzy5n8JVVVlwfz5bPrlF8rZ2ODj64v2f0ktVVVJuHOH\nX44d48GDB6Snp2Nqaqq/Nioqis2bN+dYpacoCufOndMnKKdOnYqvry/r1q0jKirKIDl59+5dhg0b\nxubNm7l27RpZWVk8fPhQXyG0cePGjB49mkKFCtGoUSMaNWpE8+bNDeL4ENWtW5fixYuzY8cOtm/f\nQ2rqeaysjGjUqCJ16tTG19f3L1fNFkKIvFa0aFGcna25efMs7u4BzxyXkZGGRnMTPz9ZzSfE6yQJ\nSiGEEEKI95yDgwPBwcEEBweTmZmJVqt9J1a3nT17lm1hYVRxcKC4s7NBn6IoFHJwoJSTE39euMCu\nXbuoX7++vv/evXu0atWKUaNG5dgG7ubmpv86NjaW69evP0p4JiRQrFgxfV+fPn04ePAgEyZMoHDh\nwpibm9O0aVN9hVBbW1uOHz9OeHg4W7du5b///S+jRo3i0KFDb6yi6T+Fh4cHnTp1omPHjmRlZWFk\nZCRJSSHEP5q1tTUNGlRn3rxtODt7Y2KS+86CixeP4O5uoy8sI4R4PSRBKYQQQgjxATE2Ns7rEPR2\nhIdjfPcuxTw8njnGyswMDbBt0ybq1aunT4KVLVuWbdu24eXl9cxrHz58SIcOHejatSv58+cnJCSE\nEydOYG9vDzyqENq9e3eCgoKAR+ePJSYmGsyh1WqpX78+9evX57///S8ODg7s3r2bRo0aveK7fz8o\nivJO/ZsSQohXERwczJEjx4mKWo+nZ02srfPrv+9kZKRx8eIRTE0T+eyzzz/4X1QJ8brl/a/OhRBC\nCCHEBynq8GG8rK1fuPJOqygkxsYanEMZGhrKpUuX6NChA5GRkcTHx7Nx40a6deumHzNgwACys7OZ\nNPqCY7QAACAASURBVGkSQ4YMwcPDg88//1zfX6xYMX799VdOnDjBn3/+Sfv27Q22gK9evVpf/TQh\nIYH58+ej1WoNVmEK8bZpNBp+//33vA5DiPeSo6Mjw4cPpkaNgty+vZVTp1YRE7OVU6c2cO7cr+TP\nf5uvvvqcOnXq5HWoQrx3JEEphBBCCCHyREZ6OiYvc/6loqDqdGRmZuqbPDw82Lt3L/fv36d+/fr4\n+/szYMAA8uXLB8CWLVuYPXs2S5YswdzcHK1Wy+LFi9m8eTMLFy4E4IcffsDc3JwqVarQsmVLWrRo\nga+vr/4e9vb2rFixgjp16lCyZEkWL17Mb7/9RpEiRV7vgxDvlJCQEDQaDRMmTDBoX7t27TtxNIIQ\n4s1ycXFh3LhRTJ48jM6dq9GokTstWngzZMjnzJ49TZKTQrwhUsVbCCGEEELkiUFffUXG0aMEvmBF\n4okrV4gxNeXnRYvyrNq4+HB06dKFlStXYmZmRnx8PLa2tsCjBGWLFi3Izs7+S/MFBgYSEBDA5MmT\nXzg2IiKCwMBAkpOTsbGxyXWMoigULlyYc+fO/aU4hBBCiFfxpqt4y68AhRBCCCFEnqhZpw4XMzNJ\nz8p65hhVVYlJSqJynTqSnBRvTb169XBxcWHs2LG59oeEhKAoCm5ublhYWODp6UloaCgPHjygV69e\nKIqC8/8KP61evZpRo0YBULp0aUaPHg3AkSNHaNCgAfny5cPOzo7atWtz9uxZgyMP4uLiqFmzJubm\n5vj5+bFt2zYURdHPBzBo0CC8vb2xtLSkSJEiDBs27C8nUYUQQoi8JkVyhBBCCCFEnqhevTprCxdm\n29mzNPT2xuip7bOqqrL/wgWynZwMKngL8bqoqsr58+eJi4sjOzsbR0dHdDodWq2WsWPH0rZtW0JD\nQw0qwwOkpqaiKArJyclERkaSkpJC79696dmzJ7///jtubm5cvXqV8+fP6ws5nTp1ipMnT7JmzRr9\nHCEhIUyfPh2dTsekSZMYOHCgviq9qqo0b94cV1dXDh8+THJyMqGhoSiKgpWVlT4WGxsbFi1ahKur\nKydOnOBf//oXNjY2fPXVV2/pKQohhBCvTlZQCiGEEEKIPGFjY0Of//yHTHd3wk6d4vS1a6RlZJCe\nlcX527dZd/o0CSYmdPniCylMI167M2fOMHz4SHr3/ppRo2YzduwCBg6cwL59B7l69SpBQUGUKVOG\n4cOH57j2xIkTeHp6UqxYMY4dO0blypWZOnUqixcvxsPDg0qVKmFvb8/SpUsJDAzkyy+/ZMmSJVSq\nVIkCBQowcOBAOnfuTNeuXWnSpAn79u3j559/Jj09HXi0utLb25uTJ09y584dTExMqF69OmPHjkWn\n09G3b199LAMHDmTJkiWULl2aLl264Ovry/jx42nevLl+zObNm6lRowb29vY4OTkRFBREfHy8vj8h\nIQGNRsPq1aupU6cOlpaWlClThgMHDrzBvwEhhBDi/8kZlEIIIYQQIk8lJCTw+5o1HNq5kwfJyaiq\niomVFSUrVCAoOJjSpUvndYjiPXP8+HFGjZrE5ctGFCgQgL19QRRF4eHDu2zd+i2ZmbcZNWooPj4+\n1K9fn3Xr1rFt2zYmTZrE8uXL6dGjBykpKRgbG5OVlYW5uTmqqpKWlsbgwYM5ffo0ly5dIi0tDWdn\nZwICAlizZg1fffUVERERHDx4kJEjR7Jhwwb27t1LUlISGo2GtLQ0dDodVapUoWLFiqxevZpChQqh\n0+nYvXs3d+/exdbW1uAMyk8//ZRVq1ZhbW1Neno66enp6HQ6goODCQsLAyAsLAyNRkPp0qVJTU1l\n2LBhnD9/nqioKODRf4NeXl74+PgwadIkihYtytdff82RI0eIi4uT4kBCCCHe+BmUssVbCCGEEELk\nKU9PT74IDeV2hw5cvHgRVVVxdnbG3d09r0MT76G0tDQmTZrOjRtWlCxZH41Gq+8zM7PB2tqZe/cU\nfv11Oz16OOLpWYhOnbrh4FAYVYUfflhDauo9bG1tWbJkCcHBwWzcuBFVVWnQoAGhoaF0796dwoUL\ns2rVKszNzbl8+TKXLl2ibNmy9O7dm+3bt/Ptt99y584d5syZQ8GCBTE1NaVcuXKkpKQwduxYjh8/\njrGxMYMGDaJp06ZkZGTkeC/79+9nxYoVNGnShJEjR2Jra8vSpUv55ptvDMa1aNHC4PWcOXNwdnbm\n9OnTBpXrBwwYQKNGjQAYMWIEfn5+xMXFUbx48df4NyCEEELkJAlKIYQQQgjxTnB0dMTR0TGvwxDv\nuX379nH+/G2KFGllkJx8komJBffv2zFy5AQsLLw5d24Drq6VUBQFX99POXZsK6mpqfz66+/Ur1+f\n8PBwVFUlKChIXxzH0tKSWrVqERsbS1ZWFvXr1ycxMREjIyNq1qzJxx9/zIwZM2jYsCEAiYmJpKSk\nAFCqVCkyMzNJTEzExMQEgBs3bnDq1CmDOHfs2AE8KpTzeLdYQkICWq3h+4qLi2PYsGEcPHiQW7du\nodPpUBSFixcvGiQoS5Uqpf/a1dUVVVW5ceOGJCiFEEK8cbJWXwghhBBCCPHB2LfvIIqSHxOT51eF\nT00149Kle/j4BFG0aC1OnlwPgKIoODkVITs7k40bd6CqMHv2bGbMmKE/Q/Kxdu3acePGDWJjY2nf\nvj3m5ub6vmLFirF48WJiYmI4ePAgHTp0wNTUFABjY2Pq1atHsWLFGDp0KKqqcuDAAYYMGWJQ5btI\nkSIAbN++nfj4eH744Qd9EZ4nNW3aVL9a89ChQxw6dAhVVXOsyjQ2NtZ//fg+Op3uhc9UCCGEeFWS\noBRCCCGEEEJ8MJKSkjE1tXnumKysbFJS0jExsUVVsylfvj3w/2f3m5pa4eLii06nsGXLFi5fvkxS\nUhKVK1c2mOeTTz4hKyuL7OxsgoODKVWqFDqdjoiICObNm8edO3coV64cnTt3JjQ0FHt7e/21iqKw\nZs0aMjIyUFWVQYMGMXbsWIP527Rpg6WlJRMnTiQgIIADBw4wdOhQsrOzn3i/ScTGxjJkyBACAwPx\n9vbm9u3bOd7zk4lPIYQQ4m2TLd5CCCGEEEKID4aVlSUZGcnP7K9dO5SEhIscOXIYc3NztFpjrK2d\n6dZtlcE4U1Mr6tcfxOnTS+nTpyWNGzfGysrKYIytrS01a9YkICAACwsLPD096dSpE127duX7779n\nxYoVJCQkcOPGDVq0aIGjoyOBgYH664sWLcrcuXMJCAggPDycggULMnz4cNauXasf8/XXXzNlyhTm\nzp1LiRIlmDZtGjY2NvqEo729PY6OjsyaNQsXFxcSEhIYPHhwjoTk+148VQghxLtNVlAKIYQQQggh\nPhgVK5YlK+syWVk5i848lpWVRVbWdWxs7LCyyvfMcYqiQaMxA8iRnHzWisSff/6ZTz75hF69euHj\n48Pnn39OWlrac6973urGgQMH0q5dOzp37kzVqlWxsrKiQYMGmJmZ6a9dsWIFkZGRlCpViv79+zNx\n4sSXuoesqhRCCPG2KO/7b8oURSkLREZGRuoPjhZCCCGEEEJ8mO7cuUP37n1JSnKhcOFquSbhzpw5\nxp9/rqBy5WAKFar0zLl0uixiYpYxeHAIjRs3fpNhvzRVVfHx8aFNmzaMGDEir8MRQgjxnjh69Cjl\nypUDKKeq6tHXPb+soBRCCCGEEEJ8MOzt7enZMwRT04ucPbuDBw9S9H3Z2Zlcu3aatLRIXFyMMDOz\nes5McOvWORwcjB//wJYnLl68yJw5czh79iwnTpygR48eXLhwgXbt2uVZTEIIIcRfJWdQCiGEEEII\nIT4ogYGBGBsbM3/+UuLj15CVZQVoUdVUnJxMCAlpSErKXdatO4a9vSempjkTlenp97h+PZKWLSuS\nP3/+t/8m/kej0bBgwQIGDBiAqqr4+fmxfft2vL298ywm8fosXLiQfv36kZSUlNehCCHEGyUJSiGE\nEEIIIcQHp3r16lSqVInDhw8TFxdHdnY2Dg4OVK1alXz58nHnzh2uXh3NkSO/4+RUGmfn4mi1xmRn\nZ3LjRiy3bkVRvrwbXbuG5On7cHd3Z8+ePXkaw5sWEhLCokWLGD9+PP/5z3/07WvXrqV58+bodLq3\nFotG82gT4oEDB6hYsaK+PSMjA1dXV+7cucPOnTupWbPma7nfp59+SpMmTV7LXEII8S6TLd5CCCGE\nEEKID5KxsTFVq1alU6dOdOnShY8//ph8+R4VxbG3t2fEiCG0bVsdI6NTxMYuIzp6GbGxyzAyOkXb\nttUZMWII9vb2efwu3n+KomBubs63335LSkpKjr63rWDBgsyfP9+gbfXq1VhbW7/2eExNTXFycnql\nORISEtBoNBw/fvw1RfVsXl5e/PDDD2/8PkKI948kKIUQQgghhBAiF/b29nzxRS9mz57K8OE9GDCg\nLcOH92D27Kl88UUvSU6+RfXq1cPFxYWxY8c+d9yePXuoWbMmFhYWeHp6EhoayoMHDwCYPn06pUqV\n0o9ds2YNGo2GWbNm6dvq16/PsGHDnnuPzp07s3z5ctLT0/Vt8+bNIyQkJMfYVq1aoSgKpqamODo6\nEhwcTEJCAgA9evRAURSD7fjnzp3DxsaGBQsWALBgwYIc/87WrVtHxYoVMTc3J1++fLRs2VLfl5yc\nTKdOnXBwcMDS0pLGjRtz4cIFqcguhHjnSYJSCCGEEEIIIZ7D0dGRunXrEhQURN26dXF0dMzrkN5r\nqqpy/vx5wsLC+OWXX0hISODhw4eMGTOGadOmceXKlVyvO3fuHB999BGtWrXi5MmTrFixgr1799K7\nd28AatWqRXR0NLdv3wZg165d5MuXj507dwKQlZXF/v37CQwMfG585cqVo1ChQqxatQp4VKho9+7d\ndOzYEVVV9eOysrLYtm0bVlZWmJmZsXPnTqytrWnUqBH3799n5cqVuLm5ce7cOdatW4dOp6NDhw40\nbNhQn+xUFMUgufjHH3/QokULmjZtyrFjx9i2bRuVK1fW93fu3JmjR4+yfv16Dhw4gKqqdO3a9a1u\ngxdCiL9DEpRCCCGEEEIIId4JV65cYcSI0fTqNZjJk39l5sztnDp1gaioUxw7dgJfX1+GDx+e67Xj\nx4+nQ4cOfPHFFxQuXJjKlSszdepUFi5cSEZGBn5+ftjb2xMREQHAzp076d+/v/71wYMHycrKokqV\nKi+Ms0uXLsybNw94tMqxcePGObZiL1++HFVVqVevHoUKFeLkyZPMnTuXixcvMmbMGDw9PalUqRJl\ny5alW7duNG/enKNHj7JlyxacnJwICgrixo0b+vkSEhJo2rQpVatWJTw8nICAAPbu3cvo0aMJCwsj\nLi6OdevWMXfuXG7cuEGVKlWYNWsWV69eNYhLp9Px2WefUbhwYSwsLChRokSObdldunShefPmTJo0\nCTc3N5ycnOjduzfZ2dn6MTdv3iQoKAgLCwuKFCnC0qVLX/jchBDiWSRBKYQQQgghhBAfuKFDh1Kh\nQoU8jeHq1asMGzaaLVvOYmlZDV/fT/H1bYGdnRdarSNbtpzFxcWdhQsXcubMmRzXR0VFsWDBAqyt\nrfV/GjVqBMD58+cBqFmzJjt37iQlJYXo6Gj+/e9/k56eTmxsLLt27aJChQqYmZm9MNYOHTqwf/9+\nzp8/z8KFC+nWrZu+b8eOHUyePJW5c+dx9+5d1q1bx5kzZ+jYsSOOjo6kp6ezevVqunTpgqqqlCxZ\nkuLFi7N+/XoGDx7MsWPHCA8PR6vV5nqeY3R0NH379iU6OpqWLVvStm1b5s+fT3R0NMbGxlSsWJEF\nCxbQunVrPDw8KFy4sMH1Op0ODw8PVq1aRXR0NMOHD+e///0vv/32m8G4HTt2EB8fz86dO1m0aBEL\nFizQbz2HR6s1L1++TEREBL/99hs//fQTN2/efOGzE0KI3EiCUgghhBBCCCGeIyQkBI1Gw4QJEwza\n165dq6/q/KadPXsWS0tLli9fbtCuqipVq1aldevWr3yPvD6ncM6c+Zw+nYqPTzMcHAqhKI+frYKJ\niQU+Ps1ISrLGy6swgwYNynH9vXv36N69O8ePHycqKoqoqCiOHz9ObGwsRYoUAaB27drs3LmT3bt3\nExAQgJWVFTVq1GDHjh1ERERQq1atl4rVwcGBJk2a0K1bN9LT06lbty4LFy5EVVV+/TWC1avPEhNz\nA63WBHv7fHz11VdotVo2btzIjh07SEhIoEOHDgA8ePCA2NhYtFot+fLlw8vLC39/f+bMmcOlS5cM\nVi0CNGzYkODgYDw9PcmfPz/dunVj8+bNJCcnA49WNm7YsIGuXbvmGruRkRHDhw8nICAAT09P2rZt\nS0hICCtXrszxHn/88UeKFy9O48aNadKkCdu3bwcgNjaWTZs2MWfOHCpUqEBAQABz584lLS3tpZ6f\nEEI8TRKUQgghhBBCCPEc70IV6WLFijF+/Hh69+7N9evX9e0TJ07kwoULzJw582/P/XQCLC8kJiZy\n8OAJXF3LYWRkmusYIyNTXF3L4eLixbp169i/f79Bf9myZTl9+jReXl4ULlzY4I+RkRHw6BzKU6dO\n8euvv1K7dm3gUdJy27Zt7Nu3T9/2Mrp27UpERASdOnVixoyZLFu2HVAoVKguvr6NKF48EJ1Oh0Zj\nR0REDD4+vmzfvp3w8HCaNm2Kg4MD8Kiwj7+/P99++y2hoaF4eHhga2uLl5cXiqLkOD/y1q1bBq8r\nVKiAr68vJ06cICsrizFjxlCoUCGqV6/O7du3iY+PzxH79OnTKV++PM7OzlhbWzNr1iwuXrxoMKZk\nyZIG/75dXV31W85jYmIwNjambNmy+n5vb2/s7Oxe+vkJIcSTJEEphBBCCCGEELlQVVWfvHsXqkh/\n8cUXlClThs8++wx4lCQaPnw4s2fP1ld6fvjwIb1798bZ2Rlzc3Nq1arF0aNH9XNs374djUbD5s2b\nKVeuHKamphw8eDDHvc6ePYuXlxf9+vV7mUf1yo4dO0Zysg5HR6/njnN09CI724aaNWvm2P48cOBA\n9u3bxxdffEFUVBRxcXGsXbuWL774Qj/G398fe3t7li1bZpCgXLNmDenp6VSrVu2lY27UqBE3b96k\nWbNmrF+/m/z5awDoV9UWLVoLrdaYu3evYGTkQUaGEdOmTWPy5MkEBwcDEB8fz61bt1i0aBEzZ87U\n/73t27ePQ4cOGRTdeWzbtm188803xMTEcOLECSZMmMBnn33G+vXradasGTNnzqROnTpERUXRoUMH\nXF1dDa5fvnw5AwYM4F//+hdbt24lKiqKLl26kJGRYTDO2NjY4HVuyVIhhHhdJEEphBBCCCGEEP+j\nqioxMTH89NNPtG/fjdatQ9izZx9Xrlyhf//+eV5Fet68eezZs4c5c+bQpUsX2rVrR5MmTfT9/fv3\nZ926dSxdupSjR4/i6elJw4YNSU1NNZjn66+/ZuLEicTExODr62vQd+zYMWrUqEHXrl2ZMmXKX36G\nf8eDBw/QaMye2NadO0XRoNGY0bJlS3Q6ncEKv1KlShEREcHZs2epWbMmZcuW5ZtvvqFAgQIGc9So\nUQONRkP16tWBR0lLW1tbKlSogLm5+Qvub7hi1sHBgYiI3Tx8aIO9vbtBv5GRKR4ej1aEHjw4nzNn\n/uTOnTvodDqCgoI4c+YMp06dokqVKpiZmREbG8v8+fPJyMjgl19+0f87eZJGo+G7775j3bp1BAQE\nUK9ePQ4fPkyHDh1ISEigSpUqZGRksGLFCqpVq4ZGo2H+/PkGce3bt49q1arRvXt3SpcuTeHChTl3\n7txz3/fTSpQoQVZWFpGRkfq2M2fO6LeZCyHEX2WU1wEIIYQQQgghxLtAp9OxZMkSli37g5QUE2xt\ni2BsbE5a2nGSkq7yxx878PLy0q9afNqTVaQBChcuzNSpU6lduzYzZswwqCLdokULfRXp77//Hni5\nKtIFCxZk6tSpdOvWDQ8PD7Zu3arvS01NZfbs2Sxbtox69eoBMGfOHAoVKsS8efMIDQ3Vjx0zZkyu\nidA9e/bQrFkzRo4cqU+svg2Wlpao6kN0umw0Gq1BX+3a/x+3TpeNTvcALy8vHj58mGOecuXKsWnT\npufea/Xq1QavFUXJsW36WZ7eDp+VlcXhw8ext/fFxMSSf/1rjUG/kZEJTk5FaNDga65ePYlGE8WC\nBT9jbW2Nt7c3QUFB2NvbY29vj6OjI0uXLmX79u0kJCTQv39/NBoNS5Ys0c+nqip16tShb9++OWJr\n3rw5w4YNo3Hjxqxfv17fnpCQYDCuWLFiLF68mC1btuDl5cXixYs5fPhwjmI6z1O8eHEaNmzI559/\nzowZM9BqtfTr1w8LC4uXnkMIIZ4kKyiFEEIIIYQQgkdbrufNW4uxcQAlS36Ch0dZXFx8sLLKh7W1\nO3fvumFr68qCBQvytIp0586dcXV15YsvvsDKykrfHhcXR3Z2NlWrVtW3mZiYUL58eaKjo/VtiqJQ\nrly5HPPGx8fTsGFDRo8e/VaTk/Do/Eh7ey23buU8L/FJt26dw8HByODsw7yUmZlJdrb6zHMzn2Rk\nZIqiGOX696soCsuXLycyMpJSpUrRv39/Jk6cmOu4Z+nWrRsZGRm5Fsd58rru3bvTokULPv30UypX\nrkxSUhK9evV6YfxPW7BgAQUKFKB27dp88skndO/eHWdn5788jxBCgKygFEIIIYQQQghSU1NZuXId\npqa+uLj45uhXFAUvr2pER9+lYMELDBo0iJCQEIMxj6tIh4aG5jg7sGDBgsCj8w5nz579ylWkjYyM\n9IVf/g5LS8scbS4uLjg5ObFkyRI6depkkPx801xdXalRoyyrVx/Bzq4AJiY5V+JlZKRx/XokzZuX\nxcXF5a3F9jxmZmZYW1tw48adXPufXP2ZlnaH/PktMDX9/2Tmk6s569aty8mTJw2uf3LFpqen53ML\nGl26dAknJyeaNWtm0P70dSYmJsydO5e5c+cajBszZoz+6/nz5+eY/+nt/s7Ozvz+++8Gbe3bt39m\nfEII8TyyglIIIYQQQgjxwdu/fz+XL6fi5lbqmWMURaFAgTK4uBR9J6pIP61o0aJotVr27t2rb8vI\nyODIkSOULFnyhddbWFiwYcMGNBoNH330EWlpaX87lr+ja9culC2bnzNn1nLtWjQ6XRYAOl0W165F\nc+bMWsqWzU/Xrl3ealzPoygKDRrUJDU1Dp3u2clDnS6b1NQ4GjSo9dorvz948IBz587x7bff0qNH\nj1dKXAshRF6RBKUQQgghhBDig5eYmAjYYWz8/O3VNjauaDTW1KlTJ8+rSD/N2tqa7t27079/f7Zu\n3crp06fp1q0bWVlZOVZ7PouFhQUbN25Ep9PRuHHjt5qkdHR0ZMSIIbRuXQlFiSImZinR0SuIiVmK\nokTRunUlRo4ciqOj41uL6WUEBgbi6mpMfPyeXKtuq6pKfPweXF2NXykB/SwTJkzAx8cHNzc3Bg0a\n9NrnF0KIt0F+tSKEEEIIIYT44Kmqiqq+/Mq2zp07s2vXrlyrSP/3v/+lZs2aqKpKkSJFaNOmjcG1\nNWrUYOPGjTmqSJcoUeKFVaQfe9YqvO+++w5FUejQoQOpqalUqFCBLVu2YG1t/dLvzcrKik2bNtGw\nYUOaNWvG+vXrX3gu5uvi6OhI376htGt3g2PHjpGWloaFhQVlypR5Z883LFCgAH37fs7EiT9z6tTv\nuLr6Y2/vAcCdO4lcvXqcfPke0rdvjxwVxV+H4cOHM3z48Nc+rxBCvE1Kbr/heZ8oilIWiIyMjHxn\nDlIWQgghhBBCvFs2bNjAuHHzKV78U4yMTJ45LjX1OrdubWHKlOEvtW1afDhOnjxJWNhaDh06yd27\n6QDY2JhSsaIfLVp8jJ+fXx5HKIQQf9/Ro0cfF1grp6rq0dc9v6ygFEIIIYQQQnzwqlatSv78y7l2\n7TTu7mWeOe7y5SgCAjzx8fF5i9GJfwI/Pz/8/PxITEzkypUrALi5ueHh4ZHHkQkhxLtPzqAUQggh\nhBBCfFACAwP58ssv9a+9vLxYtGgRwcENuHfvOLNmfcyFCwcNrlFVlYsXIzE3v0GrVsFoNH/tRykv\nL68cZ1aK95OHhweVKlWiUqVKkpwUQoiXJCsohRBCCCGEEO+9Ll26kJKSQlhY2DPHfPrpp9y9exdI\n5969K1y7dhpjY3MePrzLnTtncHDIpnv3jn+rkM2RI0ewtLR8hXcghBBCvL8kQSmEEEIIIYQQgJGR\nET179qRixYps27aDQ4eiyMjQYWlpQpMm1ahbtw7Fixf/W3O/a5WnhRBCiHeJbPEWQgghhBBCvLce\nVed++cKgiqJQsWJFfH29Wbp0DmPGDObXXxfh4pKfHj16YGlpSZkyZThw4IDBdatWrcLPzw8zMzO8\nvLyYPHmyQf/TW7y/+eYbPD09MTMzw93dnb59+77aGxVCCCH+wWQFpRBCCCGEEOK9kpaWxt69e9my\nJZyEhCtoNBpiY49jY2NNVlbWS89jZmaGjY0NAEOGDGHSpEkULVqUr7/+mnbt2hEXF4dGoyEyMpI2\nbdowcuRIWrduzb59++jZsydOTk506tQpx7y//fYbU6dOZeXKlfj6+nLt2jWioqJe2/sXQggh/mkk\nQSmEEEIIIYR4byQmJjJ27EROnbqMRuOGjU0JVFXH5cv7SEy8xqhRY8nOzv7L8w4YMIBGjRoBMGLE\nCPz8/IiLi6N48eJMmTKFevXq8fXXXwNQtGhRTp06xXfffZdrgjIxMRFXV1fq1q2LVqvF3d2d8uXL\nv9obF0IIIf7BZIu3EEIIIYQQ4r1w584dxoz5juPHUyhcuCXe3vVxdfXDzc0fOzsPzMzys3XraRIT\nE9HpdH9p7lKlSum/dnV1RVVVbty4AUB0dHSOwjnVqlXj7NmzuW4vb9WqFWlpaXh5efH555+zZs2a\nv5U0FUIIId4XkqAUQgghhBBCvBfCw8M5efIa3t6NMTW1ytFvZGRKoUL1SE6+z82bN//S3MbG7knC\nBgAAIABJREFUxvqvFUUB+MtJzsfc3d2JjY1lxowZWFhY0KtXL2rVqvXSScqIiAg0Gs3/Ko6/ui5d\nutCiRYvXMpcQQgjxd0iCUgghhBBCCPGPl5WVxcaN4ZibF8bY2PyZ46yt86OqRiQkJL703I8Tks/i\n4+PD3r17Ddr27NlD8eLFn3mtqakpTZo0YerUqezYsYN9+/Zx4sQJgzEHDhzAyMiIoKCgvxyTEEII\n8U8iZ1AKIYQQQggh/vGSkpK4di0JBwe/F47Vak25cyf5ped+URXw/v37U7FiRUaPHk2bNm3Yt28f\n06dP5+eff851/MKFC8nOzqZSpUpYWFiwePFiLCws8PT0NBg3d+5c+vTpw9y5c7l27RouLi4vHbMQ\nQgjxTyIrKIUQQgghhBD/eKqq8iiP+LyVhf/f92TO8enViC96/XRbQEAAK1euZMWKFZQqVYpvvvmG\n0aNH07Fjx1zH29nZMXv2bKpXr07p0qUJDw9n/fr12Nvb68fcv3+fFStW0LNnT5o0acKCBQue+a6S\nkpJo164d7u7uWFpa4u/vz/Llyw3G/Pbbb/j7+2NhYYGTkxMNGjTgwYMHuc53+PBhnJ2d+e677wCI\nj48nODgYFxcXrK2tqVixItu3b39mPEIIIcRfJSsohRBCCCGEEP949vb2ODpac+PGZezsCuTor107\nVP91yZINqVvXXf86Pj7eYOyTZ0F6enrmOBvS1tY2R1vz5s1p3rz5M+N78h4ff/wxH3/8sf61qqqc\nOXOGNWvWkJmZia2tLWfOnMHHx4dixYrRvn17+vbty6BBg3Kd++HDh5QvX57BgwdjbW3NH3/8QadO\nnShatCjly5fn2rVrtGvXjokTJxIcHExqaiq7d+/OdWVoeHg4LVu2ZOLEiXTr1g2Ae/fu0aRJE8aN\nG4eJiQmLFi2iWbNmnDlzBnd39xxzCCGEEH/VO5WgVBSlBjAAKAe4AsGqqv7+1JiRwGeAHbAX6Kmq\natzbjlUIIYQQQgjx7jAxMaFhw1r89NM6srMD0GqNcx2XlnYHjeYW9ep1zLX/bTtz5gzz5i0iKiqO\ne/c0aDQmqGoa0dER1K9flwcPHtCoUSPu3r3Lrl27qFmzZo453Nzc+PLLL/Wve/XqxaZNm1i5ciXl\ny5fn6tWrZGdn07x5czw8PAAoWbJkjnnWrFlDp06dmDdvHp988om+3d/fH39/f/3rESNGEBYWxu+/\n/86///3v1/k4hBBCfKDetS3elsAx4N9Ajl/nKYoyEOgNfA5UBO4DmxVFMXmbQQohhPhnkeqkQgjx\nYahXrx5Fithw5sxmsrMzc/Snp9/j3LktlCtXhAoVKuRBhIZOnTrF0KHj2LPnOra2gfj6tsXH5xPy\n569BUlIS8fFpjBs3gczMTFq3bs3cuXNznUen0zFq1Cj8/f1xdHTE2tqaLVu2cPHiRQBKly5N3bp1\n8fPzo3Xr1syZM4fkZMMzOA8cOECrVq345ZdfDJKT8Gi7+VdffYWvry/29vZYW1sTExOjn18IIYR4\nVe9UglJV1U2qqg5TVXUtuR8eEwqMUlV1vaqqJ4FOgBsQ/DbjFEKID1FuSb7ffvsNc3NzpkyZ8lru\nMWLECAICAl7LXEIIIT48+fPnZ/Dgfnh5qURHr+DChQMkJSVw+/Z5zp7dwblzq6hY0ZWBA/tjYpK3\naxwyMzOZOnUGV6+a4evbFDu7AvpzKs+e3QmoHD78B6NHj8DKyoqff/6ZVatWkZqammOuCRMmMG3a\nNAYPHszOnTuJioqiQYMGZGRkAKDRaNiyZQubNm2iZMmSTJs2DW9vbxISEvRzFC1aFB8fH+bOnUtW\nVpbB/P3792ft2rWMHz+ePXv2EBUVhZ+fn35+IYQQ4lW9UwnK51EUxQtwAfSnMauqehc4CFTJq7iE\nEOJDNWfOHDp27MjMmTPp16/fa5s3t0IEQgghxMvy8fFh0qQx9OnTAlfXW6Sn7yMj4wAlSyoMHtyV\nMWO+wdnZOa/D5PDhw8TFXcPLqxoajVbfrtNlc/bsTipX7sonn3xP5crdaNasJUeOHMHNzY1ly5bl\nmGvfvn18/PHHtG3bllKlSuHl5UVsbGyOcVWqVGH48OH8+eefmJiYsHr1an2fk5MT4eHhxMXF0bp1\na4Mk5b59+wgJCaFZs2aULFkSZ2dnLly48HofiBBCiA/aPyZByaPkpApcf6r9+v/6hBBCvCUTJkwg\nNDSUFStW0KlTJ+DRAf/jxo2jcOHCWFhYEBAQwKpVq/TXREREoNFoCA8Pp0KFClhaWlKtWjXOnj0L\nwMKFCxkxYgRRUVFoNBq0Wi2LFi0iISEBjUbD8ePH9XOlpKSg0WjYtWuXvu306dMEBQVha2uLjY0N\ntWrV4vz587nG/2R10oSEBLRaLUePHjUYM3XqVAoVKvS6HpkQQoi3KF++fLRp04Y5c6azcOF0Fi+e\nwffff0fjxo2xtLTM6/AAOHr0KBkZdpib2xm0X7x4mIyM+3h718PeviBFitQgJUWHRqOhRYsWzJkz\nB8CgwE2xYsXYunUr+/fvJzo6mu7du3P9+v//2HTo0CHGjRtHZGQkiYmJrFq1ilu3buHr62tw78dJ\nypiYGNq2basvBFSsWDHCwsKIiooiKiqK9u3b51pgRwghhPi73qkiOUIIId4NDx48YP/+/ezYvYPL\nNy6jKAonTp7A2sqa//znP8ycOZM//viD2rVr668ZO3YsS5cuZdasWRQtWpRdu3bRsWNHnJ2dqVGj\nhn7ckCFDmDJlCk5OTnTv3p2uXbuye/du2rRpw8mTJ9m8eTPbt29HVVVsbW25du3aC1dVXrlyhZo1\na1KnTh127tyJjY0N+/fvz7FFDXKvTlq/fn3mz59P2bJl9eMWLFhA165dX/FJCiGEyEtGRkbY29vn\ndRi5Skm5h7FxzmRpTMw2ChQog4mJBQBmZtZkZmaTlpZGy5Yt+e677zhx4oTB98YhQ4Zw/vx5GjVq\nhIWFBZ9//jnNmzcnJSUFABsbG3bt2sX333/P3bt38fT0ZPLkyTRo0CDH/fPnz094eDiBgYF06NCB\npUuXMnnyZLp160a1atVwcnJi4MCBuW41F0IIIf6uf1KC8hqPzqXMj+EqyvzAny+6uF+/ftja2hq0\ntW3blrZt277OGIUQ4h/v8uXLTPxhIhfvJuAS4ELhml7osnXsPribP3f/SUREBOvXrzdITmZkZDBu\n3Di2b99OpUqVAChUqBC7d+9m5syZ+gSloiiMHTuW6tWrAzBo0CCaNm1KRkYGZmZmWFlZYWRkRL58\n+QxietEqjR9//BE7OzuWLVuGVvtom1yRIkVyjHtWddJu3brRs2dPJk+ejLGxMUePHuXkyZP8/vvv\nf/0BCiGEEC/B1taKzMz7OdobNRpi8Prhw1SMjbVYWFhQqlQp/arG3r1768fY29sTFhb2zHuVKFGC\njRs3PrN//vz5Bq9dXFyIjo7Wv/b09GTbtm0GY3r27PnM+YQQQvyzLVu2LMeRIo9/6fWm/GMSlKqq\nnlcU5RpQFzgOoCiKDVAJmP6i66dMmWKwMkYIIUROycnJTJj6LXdsk2kxsDnWDtb6voglu8jMzOTm\nhZv8u9e/OR51HBsbGwDi4uJIS0ujfv36BsnEzMzMHJ+9pUqV0n/t6uoKwI0bN3B3d//bcUdFRVGj\nRg19cjI3Bw4cYN26daxatYpmzZoZ9AUHB9OrVy9Wr15N69atWbBgAYGBgRQsWPBvxySEEEI8T9my\nZVm1aicPHiTn2Ob9pOvXo/H0dMLb2/stRieEEOJDltuCvqNHj1KuXLk3ds936gxKRVEsFUUprShK\nmf81Ff7fa4//vZ4KDFEUJUhRlFLAIuASsDYv4hVCiPdNeHg4V7Ou0Tj0I4Pk5GMuhfMzZP3X3Lp9\ni1q1anH//qOVH/fu3QNgw4YN+vOpoqKiOH36NL/++qvBHMbGxvqvH29P0+l0z4xJo3n0rerpxOeT\nzM3NX/jenled1NjYmE6dOjF//nwyMzNZtmyZfvu3EEII8SZUqFCBYsVcOH9+Lzpddq5j7t27xYMH\ncXz0UZ08rzouhBBCvEnvVIISKM+j7dqRPCqIMwk4CowAUFV1AjANmMmj6t3mwEeqqmbkSbRCCPEe\nycrKYvuebXhV9cTC+tkJP9/qvjTt04TES4k0bNiQ+/fv4+vri6mpKQkJCRQuXNjgT4ECBV46BhMT\nE/3Wtcceb/e+evWqvu3PP/80OHvL39+f3bt357j2SU9XJ3167GeffcbWrVv56aefyM7Opnnz5i8d\ntxBCCPFXGRsbExraE1fXh5w+vZ7k5Mv6X8ZlZWVw5cpxEhI2UqdOKYKCgvI4WiGEEOLNeqcSlKqq\nRqiqqlFVVfvUn65PjPlGVVU3VVUtVFVtqKpqXF7GLIQQ74ukpCSS7ifhWcrzhWNL1CjBRx9/xI0b\nN2jYsCGqqvLVV1/Rr18/Fi1aRHx8PH/++Sc//vgjixcv1l+X21mST7YVKlSI8+fPExUVxe3bt/Vn\nU1auXJnx48cTExNDREQEQ4cONZijd+/e3L17lzZt2hAZGUlcXBy//PKLvkL4Y09WJ/30008NkpQl\nSpSgcuXKDBw4kHbt2mFqavrSz04IIYT4O0qWLMmoUYOpXj0/KSk7OH16GdHRvxIbuxxT0zN06lSf\nQYMGYGZmltehCiGEEG/UP+YMSiGEEG+WqqqogKJ5fsVsAI1GwczCjIiICAIDA2nUqBGbNm3C2dmZ\n8ePHEx8fj52dHWXLluXrr7/WX5dbNe4n21q2bMnq1asJDAwkJSWF+fPn64vafPbZZ5QvXx5vb28m\nTJhgUHnUwcGB8PBwBgwYQO3atdFqtZQpU0ZfjOdJuVUnfRxDt27d2L9/v1TvFkII8dZ4e3szfvxo\nYmNjiY6OJjMzE1tbWypWrIid3bPPphRCCCHeJ8qLKqP+0ymKUhaIjIyMlCI5QgjxHOnp6fT6qhdu\njVwo36T8c8du/GkTrsluDPt62FuK7u0YNWoUq1at4tixY3kdihBCCCGEEEK8M54oklNOVdWjr3v+\nd2qLtxBCiLxjampKrUq1iN11lqzMrGeOS76RzI3jNwmsEfgWo3uz7t+/z8mTJ5k+fTp9+vTJ63CE\nEEIIIYQQ4oMiCUohhBB69evVxyrNmq2ztpKZkZmj/17yfbb8tJXCDoWpWLFiHkT4ZvTu3ZsKFSpQ\np04dunTpktfhCJGrwMBAvvzyy7wO47m6dOlCixYt8joMIcQ/xMKFC7G3t9e/HjFiRI5db9988w0u\nLi5otVp+//33NxqPfIYJIUTekS3eQgghDJw6dYopP0/hnnkqRWsUxbWoC7psHeejLpB4MJGCFp78\np99/yJ8/f16HKsQ/XkhICIsWLaJHjx789NNPBn29evVixowZhISEMG/ePJKTkzE2NsbS0jKPon2x\n1NRUVFXFxsYmr0MRQrwF169fZ/To0WzYsIHLly+TP39+SpcuTd++falTp84Lr1+4cCH9+vUjKSkJ\ngLS0NNLT0/VJy5iYGHx9fVm7di2VK1fGzs4OY2PjN/Z+5DNMCCGe7U1v8ZYiOUIIIQyULFmSMUPG\nsH37dnZu3cG59fEogLOtM53qd6Z27dpYW1vndZhCvBcURaFgwYIsX76cKVOm6KvHp6ens2zZMjw9\nPfVj3+ViGTqdDkVR5LNBiA9IQkICVatWxcHBgUmTJuHn50dmZiabNm2id+/enD59+i/PaWFhgYWF\nhf51XFwciqIQFBT0SrFmZWVhZPTiH33lM0wIIfKObPEWQgiRQ/78+WnXrh3TJ/3EtDHT+HHcdCaP\nn0JQUJD8z7sQr1lAQAAeHh6EhYXp28LCwvD09CQgIEDf9vQW759++onixYtjbm6Oi4sLrVu31vf9\n9ttv+Pv7Y2FhgZOTEw0aNODBgwcAqKrKyJEj8fDwwMzMjICAADZv3qy/NiIiAo1Gw927d/VtUVFR\naDQaLl68CPz/tsx169ZRsmRJzMzM+PLLL3F0dJTtkUJ8IHr27IlWq+Xw4cMEBwdTtGhRfHx86Nev\nHwcOHABgypQp+Pv7Y2VlRcGCBenVqxf3799/5pwjRozQf+6NGDGCZs2aAaDRaNBqtcCLP8MSEhLQ\naDSsXLmS2rVrY2FhwdKlS/WfW1u2bMHX1xdra2s++ugjrl+/rr/26S3emzdvpkaNGtjb2+Pk5ERQ\nUBDx8fGv7yEKIYTQkwSlEEKIZzI2NsbJyQkHBwc0GvmWIcSruH//Plu3bmXIoEF81qEDPbt0Ifr0\naVJTU+nSpQvz5s3Tj503bx5dunThWUfxHDlyhNDQUEaPHk1sbCybN2+mZs2aAFy7do127drx2Wef\nERMTQ0REBC1atNDPNXXqVKZMmcLkyZM5ceIEDRs2pFmzZpw7d04/v6IoHD58GCMjI/3KJUVRDGJI\nS0tjwoQJzJ07l1OnTr3TW8+FEK/m1q1bhIWF0adPf9q370bnzv9i06ZNtG/fHjMzsxzjH2+R1mq1\nTJs2jdOnT7No0SJ27NjBwIEDn3uvx581AwYMYP78+cCjreRXr14FXu4zDGDw4MH07duX6OhoGjZs\nCDz63Jo0aRJLlixh9+7dXLx4ka+++uqZsdy/f5/+/ftz9OhRwsPD0Wq1NG/e/CWfmhBCiL9CtngL\nIYQQQrxh8fHxTB43jmtnzuCm0eBpaUmWTsetCxe4BNQNDGTPnj0kJiai0+nYt28fK1asYMeOHbnO\nl5iYiJWVFU2aNMHS0hIPDw9Kly4NwNWrV8nOzqZ58+Z4eHgAj45ueGzSpEkMGjSIVq1aATB+/Hh2\n7NjB1KlTmTZtmn7cokWL6NOnD3PnzuXWrVs5YsjKymLGjBn4+fmRnZ39Rs+FE0LknQMHDjBlys9c\nvpyGqakn5uZe3Lp1DlVV2b59L6tWraJFixY5fokB0KdPH/3XBQsWZNSoUfTs2ZMff/zxhfe1sLDQ\nH22RL18+ffvLfob169eP4OBggzmzsrKYOXMmhQoVAh4VyRs1atQzY3h6RficOXNwdnbm9OnT+Pr6\nvvA9CCGEeHmyHEYIIYQQ4g26fv06E0aN4mF0NK2KFKG+tzdl3N0pX7AgnnZ2OBoZcXTTJnxKlGDe\nvHksWLCAJk2a4ODg8Mw569evj6enJ15eXnTq1ImlS5fqt3CXLl2aunXr4ufnR+vWrZkzZw7JycnA\nowIQV65coWrVqgbzVatWjejoaIO2sLAwevbsSZMmTQwq50ZERBASEoKRkREhISGYmZmxd+/eHDGe\nO3eOIkWK6BMUSUlJtGvXDnd3dywtLfH392f58uUG1wQGBhIaGsrAgQNxdHTE1dWVESNGGIz55ptv\n8PT0xMzMDHd3d/r27avv++WXX6hQoQI2Nja4urrSvn17bt68qe9PTk6mffv2ODs7Y2Fhgbe3NwsX\nLnzmcxbiQ3f8+HHGj/+RmzcdKFHiU4oWrUmBAqVxdfUDFHQ6d2bMWM6GDRtyvX7btm3Uq1cPd3d3\nbGxs6NixI7dv3+bhw4d/K56/8hn2v0IOBiwsLPTJSQBXV1du3LjxzPvFxcXRrl07ihQpgq2tLV5e\nXiiKoj/uQgghxOsjCUohhBBCiDdow4YN3I2N5SNvbyxMTAz6FMDCxISq+fJhpdUyd+5cFi1aRLdu\n3Z47p5WVFUePHmX58uW4ubkxfPhwSpcuzd27d9FoNGzZsoVNmzZRsmRJpk2bhre3NwkJCc+cLyMj\ngwcPHhAfH096ejqqqlK8eHGKFStG+/btDc7HfCw7O5tvv/2W6Oho/P39DfqOHz9OjRo16NChAz/8\n8AMADx8+pHz58mzcuJFTp07RvXt3OnXqxJEjRwyuXbRoEVZWVhw6dIgJEyYwcuRItm/fDjw6W3Pq\n1KnMnj2buLg41qxZQ6lSpfTXZmVlMXr0aI4fP87atWtJSEggJCRE3z9kyBBiYmLYvHkzMTExzJgx\nAycnp+c+ayE+VKqqsnz5r9y6ZUHRorXRav9/lbStrRuKoqDVmqDRFGXp0jDS0tIMrk9ISCAoKIgy\nZcoQFhbG0aNHmT59OvDoM+dNy+3YiadXeiuK8syjNACaNm3KnTt3mDNnDocOHeLQoUOoqvpW4hdC\niA+NbPEWQgghhHhD7t+/z+7Nm/G2tcXkORVkizg54X7tGifv3cPa2poGDRq8cG6NRkOdOnWoU6cO\nw4YNw87OjvDwcP2WxipVqlClShWGDh2Kp6cnq1evpm/fvri5ubF3715q1KjBpUuX2LhhAyuWLcPO\n0pJBPXqQqdGgqirVq1cHoFGjRqSkpOS4v7m5OXXr1s3RnpSURGBgIEOHDjVY3ejm5mZQ5KdXr15s\n2rSJlStXUr58eX27v78/Q4cOffRcihThxx9/ZPv27dStW5fExERcXV2pW7cuWq0Wd3d3g2ufTEYW\nKlSIqVOnUqlSJdLS0rCwsCAxMZGAgAB9EY6CBQu+8DkL8aE6d+4cf/55Fje3mjm2b5uaWuHuHsCp\nU3/QvPlkEhJi2b9/v/4zISUlhcjISFRVZeLEifrrnl41/VdZW1sbfIY9tnfvXipVqqR/ndt2878q\nKSmJ2NhY5s6dS7Vq1QDYs2fPK88rhBAid7KCUgghhBDvjIiICLRarUEF6b/r6arXL/K48uvx48df\n+d6PXblyhXtJSRRydHzuOEVRcLewoGvHjpw6deqFP1z/8ccfTJs2jaioKC5evMjChQtRVRVvb28O\nHTrEuHHjiIyMJDExkVWrVnHr1i39eWkDBgzg22+/ZdKkSfTt2ZOpI0eSnJzMvwICaOzsjPv/VkGt\nCQtj48aNbNq0CSMjI4NVRoqiYJRLwvXevXvs2bOH4cOHGyQnAXQ6HaNGjcLf3x9HR0esra3ZsmVL\njq2ST6/GfHILZqtWrUhLS8PLy4vPP/+cNWvWkJ2drR8bGRlJs2bN8PT0xMbGhtq1awPo79GzZ0+W\nLVtGQEAAAwcOZP/+/c99zkJ8yC5cuEBqahZ2du659ler1h1V1fHHH0O5eTOZQ4cOERMTww8//EDV\nqlUpVqwYGRkZ/PDDD5w/f57Fixczc+bMV47r8WfYypUriY2NZdCgQURFRREaGqof87xVkS/L3t4e\nR0dHZs2axblz5wgPD6d///6vJfkphBAiJ0lQCiGEEOKtaNasGR999FGufbt370aj0eDo6MjVq1f1\nFWBfxerVq59b/OBpBQsW5Nq1a/j5+b3yvR/T6XSgqmhe4gdajaJgpNViZWVl0J7bD8N2dnaEhYVR\nt25dfH19mTVrFsuXL8fHxwcbGxt27dpFkyZN8Pb2ZtiwYUyePFm/KrNPnz706NGD4cOGseaPP3jw\n8CFDGzXCx8UFR0tLLqekoAAXL12icePGNG3alJSU/2PvzuOiqt4Hjn/usMoioCCLIqAi4gLumqgo\noqLmbtk3yw2XtNTcNSu/5Bq55FK5Imauv8o1F1xJQE3BHRFXEM0dkEVEmPv7g5yvI4hKZGnP+/Wa\nV8y9557zzB1T5plzzpOKqqqkp6cX+hpKlChBqVKlWL16NWlpaXrngoODmTdvHuPHj2ffvn0cP36c\nVq1a5VsqWdASTK1WC0C5cuWIj4/nu+++w8zMjA8//JCmTZuSm5tLZmYmAQEBWFtbs2rVKo4cOcL6\n9euB/y0nDQgIIDExkREjRvD777/j7+/PmDFjnvHOCPHvpNVqURTNUxNyJUs60KXLbJycanDp0mEm\nTpxIq1atCAsLY9asWdSoUYPZs2cTHBxMjRo1WL16NdOnT//TcQ0dOpQRI0YwatQovLy8CAsLY/Pm\nzVSsWFHXpjiSiIqisHbtWqKjo6lRowYjR47Umw0qhBCieCnF8e3SP5miKLWB6OjoaGrXrv13hyOE\nEEL8a23cuJFu3bqRkJCAk5OT3rm+ffty+vRpDh06VGgfeR+YlVdmBktycjJD+/alulZLVQeHQtv+\nfOoUtd5+m6GPzQL6q/z000+snT2bd6pUwcjAQHc8V6ul78qVdK1Zk+qOjmy7dImAnj1p1aoVnTp1\nYtSoUXh4eODn50dycrJeIjkoKIiNGzcSGRlJmzZtyM7OJiwsTJdw7dChA/b29ixevBjIm+FUpUoV\nqlWrptvjsnnz5tSqVYtZs2bp+u3cuTM2NjaEhITkex3x8fFUqVKFmJgYtFot9erVIzExkbJlywJ5\nRXN69erF0aNH883MBFi0aBFjxozRFRESQvzP8ePHGTlyCvb2bbCwePperbm5D4mLW83YsT1p3779\nS4xQCCHEyxQTE/OoAFkdVVVjirt/mUEphBBCiJfizTffxNbWltDQUL3jGRkZ/Pjjj/Tr14/w8HA0\nGo1uiffy5cuxsbFh8+bNVKtWDVNTU65cuUJubi5Dhw7FxsaGMmXKMGHCBHr37k3nzp11/T65xNvN\nzY1p06YRGBhIyZIlcXFx0SXLIP8Sb61WS79+/ahQoQJmZmZUqVJFV/DlednY2FDX15fY27fRFvKl\n8PV798gwM8P3jyXJfyVVVdmzfTtuJUroJScBDicmkpGdjb+HBxVsbfEuXZpzp0/j6elJly5dWLJk\nia6PpylRogS//PILhoaGtGnThoyMDADc3d3ZuXMnBw4c4MyZMwwcOJAbN268UOzLly8nJCSE06dP\n65aMmpmZ4eLiQvny5TE2NtYtJ920aROTJ0/Wu37ixIls2rSJCxcucPr0abZs2aJb+i6E0Fe9enWq\nVCnLtWuFb3tx40YcZcqY5qusLYQQQrwISVAKIYQQ4i+hqirnz59n9erVLF68mJUrV9K6det8Ccp1\n69ah1Wp55513gPxL8zIzMwkODmbp0qWcPn0aOzs7pk+fzurVq1m+fDkREREkJyezYcOGZ86snDVr\nFvXq1ePYsWMMHjyYQYMGce7cOd35x6/XarU4Ozvz008/cebMGSZOnMiECRP48ccfX+g+tG3XDq29\nPb+eP19gkjLl/n32JCTg2aCBXkXqv8qDBw9IvX0b+yeWkgPsioujZtmyumrj9hYWpN4Rlbi/AAAg\nAElEQVS+zYMHD+jatSvR0dGcPHnymffZ3Nycbdu2AXmJ6fv37/Ppp59Su3ZtAgIC8PPzw9HRUS+h\nDM9elmltbc3ixYtp3Lgx3t7e7Nmzhy1btmBjY6NLfv/4449Uq1aN4OBgZs6cqXe9sbExn3zyCd7e\n3jRr1gxDQ0NWr179zHsmxL+RgYEBXbq0x9DwKteunSywTUpKEikpMbz5ph+ln7HXrhBCCFEYWeIt\nhBBCiGJ348YNvps/n7gjR9Dcu4e5ovBAVbml1bL94EG+//573n//fQB8fX1xc3MjNDSU8PBwveXD\ny5cvp2/fvhw/flxvb0hHR0fGjBnD8OHDgbxkYoUKFahdu/ZTlwu7ubnh6+urlyB1cHDgiy++YMCA\nASQkJODm5saxY8cKXA4MMGTIEG7cuMG6dete6H5ERUWxYNYstNeuUdnGhjIWFuRqtVy4c4crOTm4\nN2zI6PHjsbGxeaF+i+Lhw4f0fecdauTk4PmMZednrl/npKEhy9auLbAojhDi9aaqKj/++CMhIT+R\nlmZG6dJVKFHCiocP73P7djwGBrd4881GDBnyUb79Y4UQQrxe/uol3vKbphBCCCGK1e3bt5kycSLJ\nJ07QtFw5yjk762bG3UpP52hsLEGff07dunUxMjJi//79+ZbiPs7Y2FgvOXnv3j1u3LhBvXr1dMc0\nGg116tR5ZuXWJ2coOjg46CpEF+Sbb75h2bJlJCYmcv/+fbKzs6lVq1ahYxSkUaNGODk5sTMsjMjd\nuzmTno6iKDhUq0afNm1o1qwZZmZmL9xvURgZGVGxalUuhYc/M0F5MTkZ9+bNJTkpxL+Uoih069aN\nypUrs3PnbiIjY7h3LwdDQw1NmrjTuvV/aNSoEQZPbBchhBBCvKgX/m1TURQjYCEwSVXVS8UfkhBC\nCCFeZWtWreL2iRN0qlKFEk/MqLGzsOCtmjVZGBnJd3PmYFGqFJUqVaJJkyZP7a9EiRLFFlthFaKf\ntGbNGkaPHs3s2bNp2LAhlpaWBAcH89tvvxVpbFdXV/oPGMD7PXuSmpqKgYEBpUqVQqN5+TvutGjV\nijkREdxKT8eugKXekJdMvm1gwHstW77k6IQQ/ySKouDt7Y23tzcDB6aRkZGBiYkJ1tbWr0zBspfp\nUcGwmJhin1wkhBCvtRf+jVhV1YdA178gFiGEEEK84m7fvs2hvXvxtrPLl5x8pGnFihhqNESFh7Ns\n2TICAwNfaIySJUtib2/P4cOHdce0Wm2xfxiMiorCx8eHgQMH4u3tTYUKFbhw4cKf7tfU1BR7e3ts\nbW3/luQkQMOGDfFu1owdly6RlJKiN/NUVVWSUlLYcfky3s2a0aBBg78lRiHEP4+lpSUODg7Y2Nj8\na5KTBw8exNDQ8LkrlI8ePZrdu3f/xVEJIcTrp6jrdTYAnYDZxRiLEEIIIV5xp0+fJvP2bdw9PJ7a\nxtTIiCYVK7Lv/HlyVZVevXrpnX+e/bGHDBnC1KlTqVixIlWqVGHevHmkpKQU6wdmd3d3VqxYQVhY\nGG5ubqxYsYLDhw9ToUKFYhvj72JkZMTwkSOZa2DA3l9/pURSEk7m5gD8nplJppkZNdu0YejHH8u+\nckKIf7WlS5cydOhQli5dyvXr13EoZGuM3NxczMzMXtqWHUII8Top6tf254DPFUX5UVGU8YqiDH38\nUZwBCiGEEOLVkZWVhQFg9Iz9yPw9PHiYk0O1atXyfdh7niTj2LFjeffdd+nVqxeNGjXCwsKCVq1a\nYWpq+tR+Cuq3sDYDBw6kS5cuvPPOOzRs2JC7d+/y4YcfPjO2V4WFhQXjJ0xg4uzZ1H/nHXKqViWn\nalXqde/OxNmzGT9hAhZPWf4thBD/BhkZGaxdu5ZBgwbRrl07vSJr4eHhaDQatm/fTt26dTE1NSUy\nMpKgoCC9vYo1Gg0GBgZ6/338i67w8HAaNGiAqakpTk5OjB8/Xm/rkebNmzNs2DDGjh1L6dKlcXR0\nJCgoSC/O2bNn4+XlhYWFBeXLl+fDDz8kMzPzr7sxQgjxFyhSFW9FUQrbe1JVVfUfM7VAqngLIYQQ\nL09UVBSzxo/nrQoVMDM2fmo7VVVZc/o0HYYM4Z133vnT46qqiqenJ927d8/3wU2IZwkKCmLDhg0c\nPXr0bxn/yYrzQoiXT6vVcv36dbKysrC0tMTOzo6QkBAWLlzIoUOH+OWXX/j44485d+4ckJdYbN68\nOd7e3syYMYMKFSpgY2PDnDlz9PagfLwQW3p6OgEBAfj4+LBs2TKuXr2Kh4cHffv25aOPPiIuLo5+\n/frx0Ucf8fnnnwN5fz8cO3aMESNG8O677xIVFUXv3r0JCwujRYsWAMydOxdvb2/c3Ny4ePEigwcP\nxs/Pj/nz57/kuyiEeJ39I6t4q6rqVtyBCCGEEOLV5+3tjVXZspy5cYM6zs5PbXclJQWtlZVeJe4X\nkZiYSFhYGL6+vmRlZTF//nwuX77Mu+++W9TQxSvsxo0bTJ48ma1bt3L16lXs7e3x9vbm448/xs/P\n77n6+LfspyeE0Pfw4UP27t3Ltm27OHs2kdxcFWNjA+rWrcrPP/8f/fr1AyAgIIB79+7x66+/0rRp\nU931kyZN0iUKC1KmTBndzx988AHW1tYsWLAAgG+//Zby5cszd+5cACpXrkxQUBDjxo3TJSgBvLy8\n+OyzzwCoWLEi8+fPZ/fu3bpxhw793yLG8uXLM2nSJAYNGiQJSiHEK6Woe1ACoCiKMeAGXFBVNad4\nQhJCCCHEq8rc3BzfgAC2LFqES3o6tgUsEc7MzuZgUhJVW7Ys8n6OGo2G0NBQRo8ejaqqVK9end27\nd+NRyN6X4vWUkJBAo0aNKFWqFDNnzqR69eo8fPiQ7du389FHHxEbG/tS4sjJycHQ8E/9ai2EeMmy\nsrKYOfNrdu6MBspib++LkVEJ7t9PYfPmg5w8eRJFUVBVFQMDA95++22WLl2qS1AqivJoNtEzjR8/\nnkOHDhEdHY2JiQkAcXFxvPHGG3rtfHx8SE9PJykpiXLlygF5CcrHOTo66s3M3LVrF9OnTycuLo57\n9+6Rk5PDgwcPyMrK0tv6RAgh/smKtAeloihmiqIsBTKB00D5P47PUxRlXDHGJ4QQQohXzNtvv001\nPz+2JSQQnZhIZnY2AA9zc4m9fp2NZ89i4+XFwMGDizxrrVy5ckRERJCcnExKSgoRERH4+PgU58sQ\nr4hBgwZhYGDA4cOH6dSpE5UqVcLT05Phw4dz8OBBAK5cuULHjh2xtLTEysqK7t276324f5Kqqnzx\nxRc4OztjampKrVq12LFjh+58QkICGo2GdevW0axZM8zMzFi1ahV3797l3XffpVy5cpibm+Pl5cWa\nNWv0+s7MzKRnz55YWlpStmzZApd1p6Sk0LNnT0qVKoW5uTlt27bl/PnzxXTHhBCPhIQsY+vWaJyc\nWuPh0QJr63KYm5fG1rYiDx9mo6p5sxONjIwwMjJiwYIF/PTTT6Slpen6MP+jwFhhfvjhB+bMmcOG\nDRsKLbLzNE8WK1MURbdPZUJCAu3bt6dmzZr8/PPPxMTE8M033wCQ/ce/v0II8SooapGcaYA30AzI\neuz4LqD7n4xJCCGEEK8wU1NTxn7yCW8OGMAVGxv+7+JFVsTGsvLsWU4ZGNDonXf4fPJk7O3t/+5Q\nxSvo999/Z+fOnWzevJnNmzezY8cOPvroowJnCZUsWRJVVenQoQMpKSns37+fXbt2cfHixUL3Pv36\n66+ZPXs2s2bN4uTJk7Ru3ZoOHTpw4cIFvXbjx49n+PDhnDlzhtatW5OVlUXdunXZtm0bp0+fZuDA\ngfTs2ZMjR47orhk1ahT79+9n8+bNhIWFsW/fPt1edY/06tWLmJgYtmzZwsGDB1FVlXbt2pGbm/sn\n754Q4pGbN2+yY0cEtrZ1sbTU//dIq83l3Ll9vPFGIPXr96Jr1+5ER0dz/PhxnJycWL169XOPc+DA\nAfr378+iRYvybWvi6enJgQMH9I5FRERgaWmpmz35LNHR0aiqyowZM6hfvz6VKlXi6tWrzx2fEEL8\nUxR1HUonoLuqqgcVRXm8ys5poOKfD0sIIYQQrzJTU1N69uxJ165dOX78OOnp6ZiYmFC9enVKly79\nd4cnXkHXr1/nhxUriNm/n4d372Kk0XA9LQ2tVktiQgIZGRkFzmTatWsXp0+f5vLlyzg5OQHw/fff\nU61aNaKjowtcnjlz5kzGjRvHW2+9BcD06dPZu3cvX3/9NfPmzdO1Gz58OB07dtS7dsSIEbqfP/zw\nQ7Zv3866deuoW7cuGRkZhISEsGrVKpo1awbA8uXL9RIR586dY/PmzRw4cIAGDRoAsHLlSpydndmw\nYQNdu3Yt4h0UQjwuKiqKO3dy8PSsnO9cYuJhsrMz8PDwJycni2vXtpCbm4uXlxddunRhyZIlfPXV\nVzyr4OyNGzfo3Lkz//nPf2jZsiU3btwAwMDAAFtbWwYPHsycOXMYMmSIrkjOf//7X0aOHPncr6NS\npUo8fPiQuXPn0r59eyIiIli4cOGL3QwhhPgHKOoMSjugoHUx5sCLlwUXQgghxGvJ3NycRo0a0apV\nK3x9fSU5KYrk2rVrTPrsM46tX09dAwN6eHryH09PWjo7owBH9+xh+pQpZGZm5rs2Li4OZ2dnXXIS\n8mYtWVtbc+bMmXzt09LSuHbtGo0aNdI77uPjk6/9k8lNrVbLpEmT8PLyonTp0lhaWhIWFkZiYiIA\nFy5c4OHDh9SvX193jY2Njd7eqXFxcRgZGem1KVWqFB4eHgXGK4Qomtu3b6MoJdFo8s/ZiYvbRdmy\nNTE2NsPMrBTZ2Qq3bt0CoGvXrkRHR+v2pyxMXFwct27dYvny5Tg5Oekej/7/dnJyYuvWrRw+fJia\nNWsyePBg+vfvz4QJE3R9PGsMLy8vZs2aRXBwMDVq1GD16tVMnz79RW+HEEL87Yo6g/II0A549BXy\no6RkP+BAgVcIIYQQQgjxglRV5bv580mPjaWTpycmjxWicS1VCkVRKFeiBPG//sratWvp06fPS4vt\nyRmbwcHBzJs3jzlz5lC9enXMzc0ZNmyY7AMnxD+QgYEBqlrwtgkBAZ/qflZVLaDFwMAAgHr16um2\nW/joo4/yXTtx4kQmTpwIgK+v7zO3ZmjSpIluv9yC7NmzJ9+x9evX6z0fNmwYw4YN0zvWo0ePQscV\nQoh/mqLOoPwEmKooynfkJTmHKYoSBvQBJhR6pRBCCCGEEM/p3LlznIuJoWG5cnrJSQALExNqlSvH\nnvh4KltY8OuOHaSnp+vOp6am4unpyZUrV/T2ZIuNjSUlJYVq1arlG8/S0hInJyciIyP1jkdGRlK1\nalXd84JmNUVFRdGxY0f+85//UKNGDdzc3IiPj9edr1ixIoaGhhw6dEh3LDk5Wa+Np6cnOTk5em3u\n3LnD2bNnC4xXCFE0bm5uGBjc48GD9ELbJScnUrKkERUryk5mQgjxVypSglJV1QigJnnJyZNAK/KW\nfL+hqmp08YUnhBBCCCH+zY4cOYJBWhplrawKPD/QxwetqrL80CHOnDzJL7/8QlxcHHPnzqVRo0b4\n+/tTvXp1evTowdGjR/ntt9/o1asXzZs3p1atWgX2OXr0aL788kvWrVtHfHw848aN4/jx43ozlAra\ne87d3Z2dO3dy4MABzpw5w8CBA3V7zkHejMvAwEBGjx7N3r17OXXqFH369NHNzIK8/eQ6dOhA//79\niYyM5Pjx47z33ns4OzvToUOHot5GIcQTGjZsiItLKa5ciXlqG1XVcu3aMerVq4qLi8tLjE4IIf59\nijqDElVVL6iq2l9V1fqqqlZVVfU9VVVPFmdwQgghhPj36d27NxqNhuDgYL3jGzduRKMp8q8uRaLR\naNi0adNLHVPoy8jIwExRnroPm0PJkszu0gXvsmU5deECPXv2pFWrVoSFhTFr1iwANm3ahI2NDb6+\nvrRq1YpKlSqxZs2ap445dOhQRowYwahRo/Dy8iIsLIzNmzfrzaAqKJ5PP/2U2rVrExAQgJ+fH46O\njnTu3FmvzVdffUWTJk3o0KEDrVq1okmTJvn2sgwNDaVOnTq0b98eHx8fNBoNv/zyi14iUwjx5+QV\nc3sbQ8NEEhJ+Q6vN0Tv/8GEWZ8/uxNExh3feeeuZe0EKIYT4c5RnVR7TNVSUks/bqaqq94ocUTFT\nFKU2EB0dHU3t2rX/7nCEEEK8RG5ubgwfPpyhQ4cWeD4hIQE3NzeOHTuGl5fXS45OPE2fPn1Yt24d\npqamXLx4Eas/Zs5t3LiRLl26PHM/r+Kk0WjYsGFDkWeuPXz4ECMjo2KO6t9lxYoVhC1YwNvVqxfa\nLjsnh1Xx8QybMoWmTZu+pOiEEK8yVVXZtm0bS5as4saNbExNy2NkZEZWVipa7TXKl7di5MgPnzrb\nWggh/k1iYmIefalaR1XVp08/L6IXmYaQAiQ/50MIIYT4SyUlJdG3b1/Kli2LiYkJrq6ufPzxx9y9\ne/e5+yhfvjzXr1+n+jMSH+Ll8/f3x8HBgalTpxbaLiIigqZNm2JmZoaLiwvDhg3j/v37AHzzzTfU\nqFFD13bDhg1oNBoWLVqkO9ayZUs+//zz544rKSmJ7t27Y2NjQ+nSpenUqRMJCQm683369KFz585M\nnTqVsmXLUqVKFQC+/fZbKleuTIkSJXBwcODtt9/WXaOqKtOmTaNChQqYmZlRq1YtfvrpJ915d3d3\n3UzAR44dO4ZGo+HixYvPHfurytvbmwdmZtxISyu0XfzNm5jb2+u950IIURhFUWjbti0LFszi44/f\nomZNQ1xdU/HxseaTTwL57rvZkpwUQoiX5EUSlM0Bvz8efcnbczIY6PzHIxi48cc5IYQQolg8vsQ2\nISEBjUbD1q1bqVu3LhcuXGDt2rVcuHCBhQsXsnv3bt544w1SUlKeq29FUShTpsxLXzYs8svMzOTK\nlSskJSWh1eZVS506dSrz5s3j2rVrBV5z4cIF2rRpw1tvvcWpU6dYu3YtkZGRuqqqvr6+nDlzhjt3\n7gDw66+/Ymdnx759+wDIycnhwIEDNG/e/LlizMnJoXXr1lhZWREZGUlUVBSWlpYEBASQk/O/pYG7\nd+8mPj6eXbt2sWXLFqKjoxk2bBiTJ08mPj6eHTt26M3wmzp1Kj/88AOLFi0iNjaW4cOH8/7777N/\n/34A+vbty7Jly/RiWbZsGb6+vlSoUOH5bvArrHr16rhUq8ahxERytdoC22RkZ3P8zh0a+vlhY2Pz\nkiMUQrzqypQpw1tvvcXMmdNZsGAOU6YEERAQgKWl5d8dmhBC/Gs89ycyVVXDHz2AnsAIVVXHq6q6\n6Y/HeGAUeZW8hRBCCPr06UOXLl2Krb9HMx7nzp2LiYkJO3fupHHjxpQrV47WrVuza9curl69yoQJ\nE3TXZGRkEBgYSMmSJXFxcWHx4sW6c48SnidOnNAdCw8Pp0GDBpiamuLk5MT48ePRPiUpIv68xMRE\nFi9axODevRndvz+j+vfnYFQUSUlJNG3alJo1azJx4sQCr50+fTrvvfceQ4YMoUKFCjRs2JCvv/6a\n5cuXk52dTfXq1bGxsSE8PByAffv2MXLkSN3zQ4cOkZOTwxtvvPFcsa5ZswZVVVm0aBFVq1bFw8OD\npUuXkpiYqEt6AlhYWLBkyRI8PT3x9PQkMTERCwsL2rVrh7OzM97e3rokanZ2NtOmTSMkJAR/f39c\nXV3p2bMnPXr0YOHChUDenpxnz57lyJEjQF6idPXq1QQGBhbpnr9qNBoNAz78kFxnZ7acOcPv9+7p\nCtRoVZULt2+z6exZHGvX5j//+c/fHK0QQgghhCiKok4ZeQM4UsDxI0D9oocjhBBC5JeSkkJMTAxH\njx4lOTmZnTt38uGHH2JsbKzXzt7enh49erB27VrdsVmzZlGvXj2OHTvG4MGDGTRoEOfOndOdf3zT\n+2vXrtGuXTsaNGjAiRMnWLBgAUuXLmXy5Ml//Yv8F4qJiWHi6NGEL19OxYwMWpYqhZ+1NSaZmVy7\ncIHPx49nxIgRLF++nLNnz+a7/vjx44SGhmJpaal7BAQEAHDp0iUAmjZtyr59+0hNTeXMmTMMHjyY\nBw8eEB8fz6+//kq9evUwNTV9rnhPnDjBuXPn9MYrXbo0Dx484MKFC7p2NWrUwNDQUPe8ZcuWuLi4\n4ObmRs+ePVm1apVuGfr58+fJzMykZcuWev2uWLFC16ejoyNt27YlJCQEyCv4kp2dTbdu3Ypw119N\n7u7ufDJpErYNG7L77l3WxcayITaW1bGxHHrwAK833+TToCCZPSmEEEII8YoyfHaTAl0B+gNjnjje\n749zQgghhJ7mzZvj5eWFqakpS5YswdjYmA8++EBvdtz58+fp27cvhw8fpmLFiowYMQKAJSuXYOdq\nS2ZaJttX7wDyZqlptVoGDBjAnj17uH79OuXLl6dq1aokJydz+/ZtAKysrNixYwcZGRnMmTNHd82u\nXbuAvP3/tmzZQmBgICdOnCA3N5c7d+5gY2NDhw4dCAoKYty4cS+0T6F4tqSkJOYFB2Nx4wYtqlbF\n4LFl9mUsLDA1NCTt5EkiDAzw9/dn3Lhx9O7dW6+P9PR0Bg4cyLBhw3iy6F/58uUBaNasGYsXL2b/\n/v3UqlULCwsLmjRpwt69ewkPD8fX1/e5Y05PT6du3bqsWrUq33h2dna6n83NzfXOWVhYEBMTw759\n+wgLC2PixIkEBQVx+PBh0tPTAdi6dStOTk5615mYmOh+7tevHz179mT27NmEhobSvXv3506svi4q\nVarEtK++4syZM5w4cYIHDx5gaWlJvXr1cHZ2/rvDE0IIIYQQf0JRE5TDgZ8URWkDHPrjWH3AHeha\nHIEJIYR49SQlJREXF8fDhw+xsrLS25cP4Pvvv2fEiBH89ttvREVF0bt3bxo3bkyLFi1QVZXOnTvj\n6OjI4cOHiYyMZPTY0QBUalWBgA8CuJV4i+1rdoAK6zatw9vbG2dnZ3766SdKlSql6/Px5JGNjQ17\n9+7FycmJffv2ERAQQGRkJKGhofj7+wOQm5vL5MmT+frrrzEyMiIhIYE+ffqwZcsWfHx8SE9PJykp\niXLlyr28m/ma27lzJw+uXKHjE8nJRww0Glq7u/PTqVN069WLAQMG4OHhodemdu3axMbG4ubm9tRx\nfH19+fjjj/m///s/mjVrBuQlLXft2kVUVBSjRo167phr167NunXrsLOzw8LC4rmvg7xlyn5+fvj5\n+fH5559jbW3Nnj178Pf3x8TEhISEBBo3bvzU69u2bYu5uTnffvst27dvJyIi4oXGf10oikLVqlWp\nWrXq3x2KEEIIIYQoRkVKUKqqulVRFHdgEOD5x+HNwAJVVWUGpRBC/MskJiaycs1KTlw4QbZRNoYm\nhuRk5HAy+iTWFtY8fPgQAC8vLz777DMAKlasyPz589m9ezctWrRg586dusIiWq2WqGNRNO3VmI2z\nNuPo7oSpuSkmZiaggqJReGiZzaIfFjH98+k4OjoC4OLiwuTJkzl//jy2trZAXmKoVKlSzJ8/H0VR\nsLKywszMjN27d+sSlB07dsTLy4tFixZhbW3N559/ToMGDcjMzPwb7ubrLysri/1hYVS2siowOfmI\nhYkJ9kDCxYv06NGDuXPn6p0fO3Ysb7zxBkOGDKFfv36Ym5tz+vRpdu3axbx584C8P3M2NjasXr2a\nLVu2AHkJylGjRqHRaPDx8XnuuHv06MGMGTPo2LEjQUFBlCtXjsuXL7N+/XrGjh2bbwbkI7/88gsX\nL16kadOm2NjY8Msvv6CqKh4eHlhYWDBq1CiGDx9Obm4ujRs3JjU1lcjISKysrHj//feBvD/HvXr1\nYvz48VSuXJn69WVHHSGEEEII8fp44QSloiiGwCdAiKqqE57VXgghxOvt4sWLTPt6Gg/KZFF/YF1c\nvV0xMDAgPSWD893Oc/XSVb6e+zWqquLl5aV3raOjIzdv3gQgLi4OZ2dn7O3tWb16NVkW9+k2vhsb\nZ23Wu0ZRFDwaehB/6ByOXR355JNPOHnyJImJiWRkZJCZmYm9vb3eNdWqVdPba9LS0lI3LkBsbCyf\nfvop4eHhpKen6/awTExMJCIiAktLS5k9WYxSU1O5f+8eDs9RHdXBwoIriYl8MWkSa9eu1Xsfa9So\nQXh4OBMmTKBp06aoqkrFihXp3r27Xh9NmjRh27ZtuhmKXl5eWFlZUaVKFUqUKPHUsR/NxH20n2SJ\nEiX49ddfGTt2LF27diUtLY2yZcvSokULSpYs+dR+rK2t+fnnnwkKCiIrKwt3d3fWrFmDp2fed7yT\nJk2iTJkyTJ8+nYsXL2JtbU3t2rX55JNP9PoJDAxk6tSp9O3b95n3TQghhBBCiFfJCycoVVXNURRl\nDPD9XxCPEEKIV0hOTg7zFs5D65xLx2EdMDI20p2zsDbH1tkWjUbht0uHuHPnDkZGRnrXK4qSr0K2\nqqrsO7iPSn4VMTA0KHDcbuO7MC/wG/b9GE7y78lMnjQZKysr5s6dy40bN/IlKJ8cF9Abd9CgQbRv\n357vv/+ed999F39/fzZt2sSOHTuYMmUKI0eOfOF7I55Oo9GAopD7xD6Ojwz7Yyk2QK5Wi4GBAS4u\nLmRlZeVrW6dOHbZv317oeOvXr9d7riiKbo/Swty4cQMABwcH3bEyZcqwbNmyp15T0DkfHx/27t1b\n6FhDhgxhyJAhhbZJSkrC2NhYN6tSCCGEEEKI10VRq3jvBp5/V3khhBCvpWPHjnEl5QqNezTWS04+\nztTCFNcmriSnJudLRj7O09OTK1eukJiYSHpWOqXKlibuwFm9GXOP2JW3Y+aRGRgYGYAKQUFBBAcH\n06ZNG7y9vTEwyEtsFnTtk8cURSE1NZVp06bRsWNHtm/fzqlTp1BVlSlTptC/f38mTJAFA8WpVKlS\nlHF25tKdO89sm3DvHh5PzLx9GS5fvszkyZNxcHCgevXqReqjefPmukJPf0Z2dgCHm08AACAASURB\nVDZJSUkEBQXx9ttv6xXkEUIIIYQQ4nVQ1ATlNmC6oigzFEX5j6IoHR5/FGeAQggh/rkOHT6EZUVL\nSjuVKrRd1SZVyc7JJjk5+alt/P39cXd3p3///qTeSeHswXhWfrrqqe3tnG2p36E+hoaGrF+/np07\nd2JpacmxY8d0bS5evJivmEZMTAwNGzYE8vasvHHjBiYmJsydO5dLly6RnJyMoaEhGo2GXbt2MWXK\nlLwZf6LYGBgY0KJNGxKzs0l/8OCp7ZJSUsgwM6O5nx8ACxcupGTJknqJ7oyMDIyMjPD7o80j+/bt\nQ6PRcOnSpReOLzU1lSpVqhAVFcXatWsxNjZ+4T4gb+bmpEmTinTt41avXo2rqyv37t3jyy+//NP9\nCSGEEEII8U9T1E9c3wL2wAhgJbDhscf6Qq4TQgjxGklLT8PSrvBqxoqiYGVXEhWV7OzsQttt2LCB\nBw8esGNjGOsmreP9qT0KbPdIacfSeHl70aNHDxo2bMjdu3f58MMPX+g12NraEhoayo8//ki1atUI\nDg5m5syZL9SHeHHNmzenfO3a/BIfz90nihGpqkpicjJ7r16lnr8/NWrU0F2TkZHBkSNHdG3379+P\no6Mjhw4d0vvztW/fPlxcXAqt8P00VlZWZGVlERMTQ5MmTYr4CvP2njQ3Ny/y9Y/06tWLnJwcfvvt\nN11BKCGEEEIIIV4nRUpQqqqqKeRR8IZhQgghXjtmpmbcv3f/qeeHLRvCuJ/GkpmaiW97X8aNG6d3\nfv369YSEhOieV6pUifDwcCIjI/Hv5I+tsy3rc3+iQYe8isVlXMqwPvcnXL1cSYpLIuNiOt/M/4a7\nd+9y584d5s+fz5QpU4iJidH1uWzZMn7++We9cWfPns2ePXt0z7t3786FCxfIzMwkIiKCdu3akZub\nm6+oj3gxbm5u+SpvP2JpacmBI0c4m53N5qQkNsfGciQxkd8SEvg5NpZfU1Op37EjHw0diqqq5OTk\n8Pvvv6PVavX2nNy3bx+dOnXCzc2NgwcP6h1v3rw5gYGBtG/fXm/snJwc7O3tdftFZmdnM3ToUOzt\n7SlRogRNmjTRS4KGh4ej0WgICwujdu3amJmZ4e/vz61bt9i2bRtVq1bFysqKHj166O2T+eQSbzc3\nN6ZNm0ZgYCAlS5bExcWFxYsX68UWFRVFrVq1KFGiBA0bNmTz5s1oNBpOnDhRhHdACCGEEEKIV4Os\nWRNCCFFkNb1rcvfMXdKT0wttF3fgLDYmNnh4eDxXv3Xq1OENzzfY8+0+4n+L11vSq9Vqif8tnj3f\n7uMNz0bUrVv3T70GUTRJSUn07duXsmXLYmJigqurKx9//DF379597j6MjY3xadyYUdOmUaFNG+6W\nK0eamxv1undn3PTp1Ktfn+lTptD77bfp/fbbfDNnDoBewZm9e/fSrFkzfH19dcezsrI4dOgQzZs3\np1+/fuzYsUNX8AZg8+bN3L9/n3feeQeA0aNHs379elasWMHRo0epVKkSrVu3JiUlRS/eoKAgvv32\nWw4cOEBiYiJvv/02c+fOZc2aNWzdupWwsDDmzZtX6GueNWsW9erV49ixYwwePJhBgwZx7tw5ANLS\n0ujQoQPe3t4cPXqUoKAgxowZU+BeqkIIIYQQQrxOXriKN4CiKJ8Xdl5V1S+KFo4QQohXSf369bH9\nyY6oHw/Qsp9/gYmU1FupxO+Np2ODTpiamj5XvwYGBnw06CNKLCvB/qX7OfJTNGWqlAHgZtxNlBQN\nfrX8COwTKPtD/g0uXbrEG2+8gYeHB2vXrsXV1ZXTp08zatQotm3bxqFDh7C2tn6uvjQaDQ0bNtTt\nCwqQkpLCzOBgzkRGUgaobm2NRlE4nJAAQGRkJBcvXsTOzo5jx47h6+tLdnY2CxcuZOLEiURFRZGd\nnY2fnx9ly5alcuXKrFixglGjRgEQGhrKW2+9RYkSJcjMzGTBggV8//33tGrVCoDFixezc+dOli5d\nqqvgrigKU6ZM0cUZGBjIJ598wsWLF3FxcQGgW7du7N27l9GjRz/19bZr144PPvgAgLFjxzJ79mz2\n7t2Lu7s7K1euRKPRsGjRIoyNjalSpQqjRo1iwIABL/DuCCGEEEII8eop6qe6zk883gbGAiOBTsUT\nmhBCiH86U1NTBvQcQEp0KjsWhnHn2v9mz+Xm5HLuyHm2fLWVihaV6NTpxf55MDExYfAHgwn+NJj2\nXh1wvO2E420nOnh35KvPvmLwB4MxMTEp7pcknsPgwXn3fufOnTRu3Jhy5crRunVrdu3axdWrV59a\n9XzJkiXY2NjozYB83A8//EDdunWxt7dnxowZXE1MpJGLC1UdHKhib0+tcuUAePjwIXVq18bOzg5D\nQ0Pu3r2Lr6+vbh/KGTNmYGBgQIUKFfD09KRmzZq65dw3btxg06ZN2Nra0r59e0qXLk12djampqZc\nuHCB5s2bY21tzf379/ntt9/04gsODsbBwQFLS0sWLlyIiYmJLjkJYG9vz82bNwu9d4/203zEwcFB\nd018fDxeXl56RXnq169faH9CCCGEEEK8Doo0g1JV1VpPHlMUpSQQihTJEUKIf5U6deowUjOS0FXL\n+CVoK2ZlS2BkZkz69TQM0gyo71mf/n37F7lYiLOzMz165C+WI16e5ORkrly5glarxcTEhLCwMKZN\nm5avurW9vT09evRg7dq1fPPNN3rngoODmTFjBrt27aJOnToFjpOTk8P777/P9jVrqFOyJD8fP86c\n8HA+DwjQtVEAA42GUqamuNSuzdmzZ+nbty/79+/H2dmZ6dOns337dho3bkxISAibN29m9OjRGBgY\ncOjQISIiIoC8ytizZ8/mgw8+4M0332TIkCF4eHgwYcIEnJ2dadSoEVFRUXrxBQQEMHPmTIyNjRk5\nciSXLl0iKSmJcn8kThVF0duOoCBGRkZ6z5/nGiGEEEIIIV53RUpQFkRV1XuKokwENgMriqtfIYQQ\n/3y1atWiRo0aHDt2jLi4OLKzs7GuYE3Dhg1xcnL6u8MTRXTlyhU2bdjAwb17uZ+SAqpK2sOHqKr6\n1OX6np6eJCcnc+vWLd2xsWPHsnLlSn799VeqVKny1PF69+7NtClTcDY0pIGrK6XMzRm9YQMPcnIw\nMcz7lUVRFGo4OZFy/z6nTp6kb2AgX331FdnZ2TRt2pRFixah0WgYPHgwlSpVYvjw4Rw8eJCIiAhC\nQkI4cOAAAH379qVr165kZmZibGzMlStXmDRpEv7+/uTk5ADo7Vv5KL6SJUsC0LlzZ7Zs2cKmTZsY\nPHhw0W/yYzw8PFi5ciUPHz7UJTKfnMUphBBCCCHE66jYEpR/sPrjIYQQ4l/G0NCQunXr/m1FazQa\nDRs2bKBDhw4vbcygoCA2btyoVzX8dREXF8dXkyaRfekSVW1tcS1fHo2icPDyZcJUlR9/+IEaNWrQ\nvHnzAq9/tB/pjBkzyMzM5MiRI7i6uhY6ZnR0NAsWLCD19m1+OHQIVVUBuJWeTrnH9rSsV748oYcO\nkaOquiXQN2/epGnTpixduhRALy4fHx/279/P8uXLdbMVHy21NjMz47333iMkJIS0tDRiY2MJDg4m\nJyeHnJwc0tPzCkCpqsqECRPYvXs3v//+O/fv3yc3N5fExMQXvbVP9e677zJhwgT69+/PuHHjSEhI\nYObMmQBSKEcIIYQQQrzWirQHpaIoQ594DFMUZTqwFthWvCEKIYT4q/Xp0weNRoOBgQEmJia4u7sz\nadIkWXr6DKNHj2b37t1/dxjFLi0tjdlffolRYiJdqlWjuqMjFiYmmBkbU++PRKWSnMzSOXM4f/68\n3rWxsbHY2Nhga2sLQNOmTcnNzWXt2rWFjpmZmUlAQAAmxsZ0q1mTWZ07M/6PojUPc3P12tZwcuKh\nVoulmRk2NjZAXnV3X19fVFXFyckJe3t7vWvMzMxwdHQkICAARVH0llqPHTsWgIkTJ1K3bl0uXrzI\njBkz8i2/3rp1K9OnTyciIoJJkyZhYGBAdnb2U1/Tk0nFgpKMjx+ztLRky5YtHD9+nFq1avHZZ58x\nceJEgOcuMCWEEEIIIcSrqKgzKIc/8VwL3AKWA9P+VERCCCH+Fm3atCE0NJSsrCy2bdumK4QyZsyY\nvzu0fywzMzPMzMz+7jCKXUREBHfOn6e7uzuGT1RJtzQ1xbtsWWJ//52ytrbs3LmTSpUqAXD9+nVW\nrVpF7969de3r16/PRx99ROvWrTE0NNRVxX5SXFwcd+/epW/v3qQePEhZa2viH1sm/jg7CwvGt2zJ\n7T8K1jxSvnx5fHx8qF69ul77yMhIKleuTFRUFIGBgWzZskXvvImJCRqNhr179+Ll5QVAeHi47ryv\nry/Vq1ene/fuuhm6Li4uTJ06Va+fiRMn6hKKAHv27NE7f/HixXyv5cnZtw0bNuTo0aO65ytXrsTI\nyIjy5csXeC+EEEIIIYR4HRRpBqWqqm5PPCqqqtpQVdVPVFVNK+4ghRBC/PVMTEyws7PD2dmZAQMG\n4O/vz8aNG4G8hFXTpk0xMzPDxcWFYcOGkZmZqbvWzc2NadOmERgYSMmSJXFxcWHx4sW68wkJCWg0\nGtavX4+fnx/m5ubUrFmTgwcP6tokJibSoUMHSpUqhYWFBTVq1GD79u0AuLu7M2vWLL14jx07hkaj\nKTDp4+Pjw/jx4/WO3b59G2NjY12RlB9++IF69epRsmRJHB0d6dGjh96+ieHh4Wg0Gvbs2UO9evUw\nNzfHx8eH+Ph4XZugoCBq1fpf3bgjR47QqlUr7OzssLa2plmzZnrJplfFr7t342xoiOkTBV0eGejj\nw0OtlgPx8Wxcu5Zz586xfft2WrVqhbOzM1OmTNFr37BhQ7Zu3coXX3zBnDlzCuyzfPnyGBsbc/X3\n30nIzmb32bOsK2DpvKqqZOfkcD49neZt2mBkZKRbCg55s1pDQ0NZsGAB58+fZ+bMmfz8889YW1tj\nY2ND+/btCxz/8T4KOubu7s7PP//M8ePHOX78OD169Cjwmj9rxYoVREZGcvnyZTZs2MC4cePo3r27\nVKwXQgghhBCvtRdKUCqKEvI8j78qWCGEEH+eVqvl2LFjLF68mK9mfcU3337DjRs38i3nNjU1JTs7\nm4sXL9KmTRveeustTp06xdq1a4mMjGTIkCF67WfNmkW9evU4duwYgwcPZtCgQZw7d06vzaeffsqY\nMWM4fvw4lStX5t1339WNO3jwYLKzs4mIiODUqVN8+eWXWFhYAHkFTZYtW6bX17Jly/D19aVChQr5\nXmOPHj1Ys2aN3rE1a9ZQtmxZGjduDORVjJ48eTInTpxg48aNJCQk0KdPn3x9ffrpp8yePZvo6GgM\nDQ0JDAzUO//4Et20tDR69+5NVFQUhw4donLlyrRt25aMjIz8b8Q/2K3r1yldSNV1JysrZnXujJOV\nFeEHD1KjRg0++OADWrRoQVRUFFZWedtRP35vfHx82LJlC5999lm+Ct8Atra2hIaGcuDAAXbFxLAy\nJobutWvnH1xR2HnuHNbu7rRo0SLfOB07dmTOnDnMnDmT6tWr891335Gbm0tkZCTLli1Do9E8c6l1\nQcdmzZqFjY0NPj4+dOzYkYCAAGoXFN+fdP36dd577z2qVq3KyJEj6d69OwsXLiz2cYQQQgghhPgn\nUV7k239FUbRAAnAUeOpu7aqqdv7zoRUPRVFqA9HR0dF/yQcJIYR4lSQkJDB/4Xwu37mMuYsZFnbm\nZKU/YNeCXWhyNfzf2h+pU6cOu3bton379gwdOpS7d+9iaGjId999p+snIiKCZs2a6Sogu7m54evr\nS2hoqK6Ng4MDX3zxBQMGDCAhIQE3NzdCQkJ0y3/PnDlD9erVOXPmDJUrV8bb25tu3brx2Wef5Yv7\n999/x8XFhaioKOrWrUtOTg5OTk7MmjWL9957D9AvknP79m3Kli3Lnj178PHxAfISZL6+vvmW5T5y\n5MgRGjRoQFpaGmZmZoSHh+Pn58fu3btp1qwZANu2bePNN9/k/v37GBsbP7NIjlarxcbGhtWrV9O2\nbdsXfbv+NoMDA7G9epV6Li6Ftrt89y4HsrKYFxpK6dKli238O3fu8NW0aZz/7TccNRrcbGzQaDRc\nS03lUlYWtpUrM2L8eNzd3YttTCGEEEIIIcTTxcTEUKdOHYA6qqoWe5XQF92D8jvgP4AbsAz4QVXV\nu8UdlBBCiOJ37do1ps6aygOHLAI+aIVdeTvdufjD8USujaLhGw3RKHmT63v06MF///tffH19OXny\nJEuWLCEnJwcjIyOMjY0BuHTpEh4eHty5c4fly5ej0WgICcmbSO/g4MDNmzf1YnhUOblPnz7cunUL\nVVW5efMmlStXplGjRnz++ecsW7aMnj17cvPmTQ4cOMDRo0dxdHSkbdu2hISEULduXTZt2kR2djbd\nunUr8LXa2trSsmVLVq5ciY+PD5cuXeLAgQN6y86jo6MJCgri+PHjJCcn62ZyJiYmUqVKlXwxAzg6\nOgJ5FaPLlSuXb9ybN28yYcIEwsPDuXnzJrm5udy/f79YKz2/DDXq1CEqLo66qlpo9ejzt25RrnZt\nSpUqVazjly5dmomTJhEZGcmu7duJuXABcnOxqViRHm3a4OvrqyuOI4QQQgghhHj1vVCCUlXVDxVF\nGQF0AfoC0xRF+QVYCoSpf8VmTEIIIYrFqrWryLBJp9PwjhibGuudMzIxxsvfi2pNqmJ0xZiF8xbq\nkpDp6ekMHDiQpKQkDhw4QHp6OgcPHsTExITy5cvz4MEDMjIy8iWpnqyADOhVTn6U+NJqtSxZsoTQ\n0FBmz56NmZkZYWFhbNiwQZcQBOjXrx89e/Zk9uzZhIaG0r1790IrG/fo0YNhw4Yxb948Vq1ahZeX\nF1WrVgX+VzG6TZs2rFq1Cjs7OxISEggICMhXlflpMRekZ8+eJCcnM2/ePMqXL4+JiQkNGzYstNLz\nP1FzPz/CN2/m/O3buNvZFdjmTkYG11SV/n9UxS5uJUqUwN/fnxYtWvDgwQNyc3MxMzP7S8YSQrwa\ngoKC2LBhwyu5t68QQgghCvfCRXJUVX2gqupqVVVbAlWB08C3wGVFUSyKO0AhhBB/3vXr14mJi8G7\njXe+5OQjpuYm+Ae2II00jh8/rjteu3ZtYmNjsbS0pH79+ri6unLs2DEqVKiAoaEhP//8M4aGhnoz\nCrOzs0lKSiI4OJgSJUrQrVs3vcTS9evXdZWUu3XrRv/+/XF1daVdu3YMGDAAV1dXcnNzSUpKQlEU\nFEUhNjYWc3NzunfvzubNm1m0aBF2dnaUK1cOMzMzVFXl7NmzLF++HBsbGzIzM7l16xaGhoZ8+umn\nXLt2TVd058cff+T27dv88MMPNG7cmJo1a/L111/r3Y+jR4+i1WpxdHTExsaGJk2acP369ULvc1RU\nFEOHDqV169Z4enpiZGTE7du3X+zN+gfw8PDAr1Mnom7fJvb6dXIfS8iqqkri3btsv3SJak2b0rRp\n0780FkVRMDU1xdzcXJKTQryi+vTpg0ajwcDAAGNjYxwcHGjVqhXLli174WJT8veAEEII8XoqUhXv\nx2gBlbz9KA3+fDhCCCH+CmfOnOGBQRaV6lQstF0px1KYO5sRGxsLwIMHD+jXrx+RkZEcOHCAe/fu\n0b59e6ZPn64rkhMSEoKFhUW+Ssqpqal06dKFo0eP4urqilar5dKlS6SmpuraqarKvXv3WL58OWlp\naXTu3JnLly9TunRpbGxssLS0ZO/evQQEBLBixQp69erFL7/8okuGmpubo9Fo6Nq1KwAzZsxAq9WS\nmZnJuHHjsLW1xdXVFYBKlSrpiu48uq5Tp0788MMPVKpUia1bt+peQ25urm4vzIMHD3Lw4EEGDBiA\noiiFfph2d3dnxYoVxMXFcejQId577z3MzMye+336p1AUhb6BgbTr3Zvjqsqa2Fh2nz3L3vh4/u/0\nafanpeHdti0jx4wpdBarEEI80qZNG65fv05CQgLbt2/Hz8+PYcOG0b59+6fOSn8V5OTk/N0hCCGE\nEK+FF05QKopioijKfxRF2QnEAzWAj4DyqqqmF3eAQggh/rzs7GwMjA0wMHz2d0lGZkbcvHmT5d8v\nZ/DIwSxYvYDGrX1IuppEeHg4c+bM4eTJk5ibm5OQkEBUVBSWlpa66zMzM1mwYAFly5alYsWKpKam\nUt61PABjPhvD4DGDuHDxgq79l19+Sc+ePalTpw6nT5+matWqzJkzBxcXF1xdXWnWrBkrVqzg9OnT\nNG3alNzcXHr37o2iKPz3v/9l9uzZ7NixA41Gw61bt7h58yY5OTnY2trSpk0bEhMTqVy5MpcvX9ZV\n8O7atSurVq3i+PHj9O/fn5IlS2JoaKhLPt67d4+MjAw0Gg0uLi54eHjw/vvvY29vX+jsnZCQEJKT\nk6lTpw69evVi2LBhlClTpkjv2d/N0NCQPn37MmPBAjoNGUIZPz9smjbFt08fvpg7l3GffKL3vgsh\nRGFMTEyws7PD0dGRmjVrMm7cODZu3MjWrVt1BdZSU1Pp168fZcqUwcrKCn9/f06cOPHUPo8cOUKr\nVq2ws7PD2tqaZs2a6S3/Hj16NO3bt9c9//rrr9FoNISFhemOubu76/ZOflZ/kFeQbcGCBXTs2BEL\nCwtd4bVTp07Rtm1bLC0tcXBwoGfPnty5c+dP3zchhBDi3+KFEpSKonwL/A6MA7YAzqqqvqWq6lZV\nVV/drz6FEOIfRKPRsGnTpj/dT1BQELVr1wbAysqK3Pu5pCcX/D3SsGVDGP/zOPq7DeTg+kNs3bWV\nbbHbKNvWCd+RTegwpT2udVyxd7Wn3+B+tGv3/+zdeVyN6fvA8c857ftCqSiSslYkM5ZR2SL7zsi+\nG9tkH4OYxWAG2YbGzm9I1rGLVFRERZGlLJGtLO2hTp3fH43n66gs3/EdY9zv16vXq/M893M/1zkd\nS9e57vtqh66uLhs2bKBdu3YkJydjZ1dcnXn9+nUUCgWhoaFYVrTkl3W/kF0xkzoedTCrUR6XofV4\nKs8DwLScKTt37iQ3N5c5c+Ygl8tJTEwkPDwchULB1atXMTIywtbWFplMRnx8POrq6gQFBaFUKhkz\nZgz9+vXj8ePH3L17FyhOLurq6jJp0iQCAgJo1KgR9erVU2nYk5aWxtKlS7l79y7Pnj0jIiIChUJB\nlSpVcHJywsTEhIEDB6KpqUnfvn1ZunQpDx48wNnZmcLCQmxsihOuvr6+Kh28nZ2diYqKIjc3lytX\nrtC1a1du3LjBuHHj/vLP80OxsrKid+/eTJ81i5lz5jB06FAcHBzEMktBEF7r3r17xMfHc+nSpTKr\nDJs1a4azszO7du0Cirf8ePz4MUeOHCE2NhYXFxdatmxJRkZGqddnZ2czcOBAIiMjiYqKwsHBgbZt\n25KbmwuAu7s7ERER0odPJ06cwMzMjNDQUADu3r3LjRs3aNas2VvN98KcOXPo2rUrFy9eZPDgwWRm\nZtKiRQvq169PbGwsR44cIS0tjV69ev3l11EQBEEQPhXvWkE5EsgCbgDuwG8ymWzXq1/vPUpBEIS3\n4O/vj6GhocpSsdzcXDQ0NGjevLnK2NDQUORyOTdv3vzL932x5+HrLFq0CFNT01KbpTx9+hQjIyOW\nL18OFO/P6OXl9Zfjmjx5MsHBwQDUrVsXU61yJJy89Nprhq8aRqFCQUU3K3p+3x3XtvWp6FAR65rW\nVLCtQMWaVjzSe4SGjgbr169n06ZNDBkypMQ8SqWSoKAggmKO0Gh4Q9p/3R59Ez10DHWxb2CPWZXi\nqkKXFi4kJibSpk0bnj59ChQ3oGnfvj3Pnj3DxsaGM2fOEB4eTlFREevWraOwsBBnZ2cAAgICWLFi\nBQAFBQXSvTU0NBgyZAg3b96kf//+3L59m8LCQmlsq1atOHXqFMOHD2fnzp2EhISgra0tzQHF1ZCn\nT5+mSZMmbNu2jerVq3PmzJm/8iMRBEH414uJiWH27O8ZPnwiX3/9HePG+RIefppbt26VuidvjRo1\nSE5OJiIigrNnzxIYGEi9evWws7NjwYIFGBkZsWPHjlLv1axZM/r06YO9vT3Vq1dn1apV5OXlERYW\nBkDTpk3JysqSqiBPnDjBxIkTpQRlaGgoFStWxNbW9q3me8Hb25sBAwZQpUoVKlWqxPLly3FxceH7\n77/H3t4eZ2dn1qxZw/Hjx7l27dr7emkFQRAE4V/tXROUm4AQIAPIfM2XIAjC365Zs2bk5uYSHR0t\nHTt58iSWlpZERUWpJAdDQ0OpXLmy9EvJX6FUKt9YTdavXz/y8vKkKpGXbd++nYKCAvr27QuAubm5\nSufoV73tfle6urpS4lRbW5tWX7TiatBV7l+7X+r47CfZRAaeQktXm65TuqCuoV5ijJqGGq2/agUm\nSnJzc1EoFHh6eqqMsbOzQ1NTk607t1K9jQPV6ttRqCgk6ew1bGpbq4x16uRI87bNuX//Pl999RUA\nGRkZJCYm0qJFC3R1dalevTqBgYHSOXV1db799lvkcjk2NjZS5WRpKlasyPDhw5k6dSoymYzVq1cD\nxXty1qpVi6VLl9KlSxfs7Ox49uxZieudnZ2ZOnUqERER1K5dmy1btpR5L0EQhE/dvn37mDnzZ4KD\n76Ct3Qgbm25YWXWkoECf5OQ0pk+fzZ07d1SuefFvaFxcHDk5OZiammJgYCB9JScnc/369VLvl5aW\nxrBhw3BwcMDY2BgjIyNyc3O5ffs2ULx6wNnZmdDQUC5cuICWlhbDhw/n3Llz5OXlceLECdzd3d96\nvhfq16+v8jguLo7jx4+rxF2zZk1kMlmZsQuCIAiCoOqdEpRKpXKgUqkc9Kav/1WwgiAIr+Pg4ICF\nhYVUGQHFicjOnTtja2vL6dOnVY6/WNIFb973Kj4+nubNm2NoaIiRkRENGjQgNjaWsLAwaXnXiw6l\n3333XYnYzMzMaN++vbTP1cvWr19P586dMTY2BlSXeN+6dQu5XE5gYCAeImGgGQAAIABJREFUHh7o\n6upKSbLVq1djY2ODvr4+PXv2xM/PT6WSc86cOdSrV096fODAAa6EXeXXASvpY9oXb9N+rBrtT9bj\nbGIOxbDnhz8I/z2cctamUnLyj8V7Gef0Nb30vyRiewQ3z99ES1cLi7oWDB0xlISEhBLJWV1dXTp2\n7Mjp8NMUKoq4fSmF5UNXkP80n5aDW6iMrflFTfK1nrNgwQKePHlCUVER6urqlCtXjkuXLnH9+nVW\nr17NoUOHkMlkTJs2DYVCwfr16ykqKmLfvn34+/uX+n7w8fEhKChI+uVWqVRSq1YtACpUqMDVq1dZ\ns2YNO3bskPamfCE5OZnp06dz+vRpbt++TVBQEElJSdL1giAIgqpz586xcuXvKJU1qFWrPeXK2aKl\npY+OjjF6euXQ17ciISGHBQsWq1SrX758GVtbW3JycrCysiI+Pp64uDjp6+rVq0yePLnUe/bv35/4\n+HiWLVvGqVOniIuLK7FawcPDg5CQEMLCwnB3d8fY2JiaNWty8uRJ6di7zAfFjdZelpOTQ8eOHUvE\nnpSUhJub2/t4eQVBEAThX69keYwgCMJHpKCggNjYWG7dukVRURG1atXi2LFjTJkyBYCQkBCmTp1K\nYWEhISEhuLm58ezZM6KiolSWJnfv3h19fX2OHDmCoaEh/v7+tGjRgqSkJIyNjfH29sbFxQV/f3/k\ncjnnz59HQ0ODJk2a4Ofnh6+vL4mJiSiVSqlT9KuGDBlChw4dSElJwdq6uJLwxo0bnDhxgqNHj772\neX7zzTcsXLiQevXqoa2tTUREBKNGjeLnn3+mQ4cOHDt2jJkzZ5ZIFr78WC6XcyflDo0aNaJOJ0du\nPUgm6LejpF5Mo66jM00d3DiocYhylcr95xo1OcOXDaWCbQVWDF/JlcjLbJiykc87f07K5TtlPtfO\nnTtz4VY8q77y52n2U6q5VmNOkC96Rqq/1Okb66FjpkNRURFr1qzB09OT/v37s379eqZMmcKzZ88Y\nNWqUtH9YlSpVWLRoEfPmzQPg8OHDzJs3j/79+5d4voWFhYwZM4Y7d+6gqamJTCaTlnjv3r0bLy8v\nhg0bhlwux9PTk6ysLOlaXV1drly5wqZNm3j8+DGWlpaMHTuW4cOHv/bnJAiC8Kk6ePAIWVkG1Krl\nUup5uVxO1arNuXBhLzExMTRs2JDjx49z4cIFJk6ciJWVFQ8ePEBNTU3a5/dNIiMjWblyJa1btwYg\nJSWlxDJyd3d31q1bh4aGBm3atJGObd26laSkJDw8PN5pvtK4uLiwa9cuKleujFz+zj1IBUEQBEFA\nJCgFQfiIhYWFsX3vdh7k3Ee7gg5yNTlPFE+4EHGBbYHbaNO6DefPn8fd3Z38/Hz8/f3x9fUlMjKS\n/Px8qYIyPDyc6Oho0tLSpKXVCxYsYPfu3ezYsYOhQ4dy+/ZtpkyZgr29PYDUEAaKl5DJZDLMzMxe\nG2/r1q2xtLRk/fr1zJo1C4ANGzZgY2NTYo/MV/n4+NC5c2fp8ddff03btm3x8fEBoFq1akRERHDg\nwIHXzmNqasrBgwdRKBRcvnwZHx8fNDQ0WDp/Gbm5uUyfMR1lkVIa32Fce+n72YdnEbnzFKtGraJB\nhwaoyVU7gu/evVv6XktLC5eWLvT6sWepccw+NEv6vqhQiVwup1WrVlIiEqB9+/alXQrA+PHjVR57\ne3sDxUlJQOqqWhZXV1cePnxY5nlzc/NSl+MLgiAIJaWlpREVFU+FCp+VueVJYWHx9iS5uVoEBGzj\n+PHjzJs3j44dO9KvXz9kMhmNGjWic+fOzJ8/HwcHB+7evcvBgwfp2rWr1PTtZfb29mzevJn69euT\nmZnJlClT0NXVVRnj5uZGdnY2+/fvlz7c8vDwoHv37lhaWlKtWrV3mq80o0ePZs2aNfTu3ZspU6Zg\nampKUlIS27ZtY+3ataKpmCAIgiC8BfERnyAIH6XDhw/z65ZfUXdWo+N3Hej5XXe6+3al/+K+KAoV\n+Aes4tuZ3+Lg4EC5cuVwd3eX9qEMDQ2latWqVKpUCShevp2dnf3afa8mTJjAkCFDaNWqFfPnz+fG\njRvvHLNcLmfAgAFs2LABKN53a9OmTQwePPiN176639XVq1f57LPPVI69+rg0tWvXRiaToaGhgZOT\nE46OjigUCvT09DA1NUUuk/Pk3hNp/Pljccxs6cvgSkPpbdiHxf38yH6cw43oG1SrXK3M+1SuXJnn\nj/J5/NJcpXl89zHPHz2ncuXKb4xdEARB+Gd68uQJT58q0NMrX+aYO3di+f33QURHb2P16tWEhYWx\nfPly9uzZIyXwDh48iJubG4MHD6Z69er06dOH27dvU6FChVLnXLduHenp6dSvX58BAwYwfvx4zM3N\nVcYYGxvj6OiIubk5Dg4OQHHSUqlUqlRPvu18pSUbLS0tiYiIoKioiNatW+Pk5MSECRMwMTERyUlB\nEARBeEuiglIQPlLNmjWjXr16LFq0CABbW1t8fHwYN27cB47sf+/evXts3r2Zau3s+LyjalLOtq4t\n5SqWQ7eSHkfDjuJY3REo/uXB2tqaiIgIQkNDVSoWX+x7FRYWplLBB0j7Qvr6+uLt7c2BAwc4ePAg\nvr6+bNu2jU6dOr1T7IMHD2bevHmEhISgUCi4c+cOAwcOfON1r+539d96tfmOTCaTup6rq6ujo63D\n4+Qn5GXlkZOew48d5tJ2tBf95npjYGpAwslLLB+6gqxrWbQY16K0WwDFXcOtDK04d+QcLQeVPk6p\nVHIu6DxWhlZSV25BEATh46OhoYFcLqOwsKDU8x4e4/HwKK58T0oKpUEDHebP/6HEOD09Pfz8/PDz\n8yt1Hl9fX3x9faXHzs7OREVFqYzp2rVrietedPF+wcTEpNSGc28z34tK/VfZ2dmV2W1cEARBEIQ3\nEwlKQXiDQYMGkZmZWWK5Z1hYGM2aNSMjIwNDQ8O/Pa7du3erJJuio6PfWxLrny4sLAyFYQGu7eqX\net6xWR3uXr1LesYTNLU1peNubm4cOnSIM2fOSB2joXjvqLfZ96patWqMHz+e8ePH06dPH9avX0+n\nTp3Q1NQs8xeWV1WtWhU3NzfWrl2LUqmkZcuW0n6UZSmt+qJ69eqcPXtW5diZM2feKobX0dbWxljd\nmAN+hzC1MUGpVDLol4HS+YMrDqFUKnG2rfvapKK6ujq9Ovdi2aZlnDI+zWcdGqCm/p8l4YWKQs7s\nO0va6YeM7T8WdXXxz5EgCMLHqlKlSlhaGnP//jX09cuuoiwqKuT587vUrftuH+4JgiAIgvDvJ34j\nFIS/4EMu23lR2fdCuXLlyhj573P63GlsG9qipqZW6nnHZo74j/4NRYGCZ/JnZGZmYmRkhJubG2PG\njKGgoEClg3fLli1fu+9VrVq1mDx5Mt27d8fW1paUlBTOnj1Ljx49gOLGLTk5ORw/fhxnZ2d0dXXR\n0dEpM/4hQ4YwbNgwZDKZtNz7dV6t6gQYO3Ys7u7uLF68mA4dOhAcHMzhw4f/8ntSLpfTwr0FmXmZ\nnD9wDkW+glWj/bH/zJ5zh84TvT8aGTJGDhv5xkYATZo0ITc3l827NnMj4gZVGlZB30SfnPQckk8n\no5mjxeBug2nSpMlfilkQBEH4sLS0tPDyas6yZbt4/rwOWlqlN1B78CCBcuXkKp2zBUEQBEEQQOxB\nKQjvxZMnT+jTpw+VKlVCT08PJycnAgICpPMHDhzAxMRESjTFxcUhl8uZPn26NGbo0KFSJ+I3zQfF\nS7wnTJggPba1tWXp0qX/y6f5j5GTl4OecdnVoo7N6lDwrADzKuZo6miSl5cHFHftzMnJoUaNGiX2\ns3rdvldqamo8fvyYAQMGUL16dXr37k27du2YPXs2AI0aNWLkyJH06tULc3Nzfv7559fG361bN7S0\ntNDT01NpfPPC6zpxv9C4cWNWrVrF4sWLqVu3LkFBQfj4+KCtrf3ae7+JTCbDyMiIH3x/YNZYXzy9\nPAnbeIJfh63kYdxDvv3mW2Qy2VtX63p6erLAdwFdXLvy/Gw+ybtv8fxsPl1cu7LAdwGenp5/KV5B\nEAThn6FNmzbUq1eJxMQDZGenqZwrKlJw924cOTnn+PLLDlhZWX2gKAVBEARB+KeSlVaZ828ik8lc\ngJiYmJhSu/8JQmny8vLIyclBW1ub8ePHl7rEOzQ0lBYtWpCenk5OTg4BAQG0atUKAwMDDhw4gI+P\nD5GRkbi6upKVlUW5cuWIiorCxcWFpUuX8uOPP2JnZ0dkZCQADg4OfPPNNwwaNIh79+69dj74tPeg\n/Hrq12i5atCkx+sr765GJXJ+3XlW/rzqgyzD/7sNGzaMxMREwsLCPnQogiAIwifo4cOH/PKLH7Gx\nSeTl6aGtXY6iIgX5+fcwM9OgV6/29OrV640V+IIgCIIg/PPExsa+aN5aX6lUxr7v+cUSb0F4ycWL\nFzl2/BjRCdEUokCOnMvxV4iPi8fAwEBl7Mt7DlpZWalUM44ePZrDhw8TGBiIq6srhoaGODs7Exoa\niouLC6Ghofj4+DBnzhzy8vJIT0/n2rVruLm5vdV8n7pGLo3YFbWThl0aquxr+KqrEYk4VnP61yYn\nFy5cSKtWrdDT0+PgwYNs3ryZlStXfuiwBEEQhE+UmZkZP/30PRcuXODEiXDu309FU1OD2rWb4Obm\nVmY3bkEQBEEQBJGgFASK9/jbtWsX24O2o11Fm9p9a2FkZsjTnGdEx8VQ3rIcw4eMwPtLb6kxzenT\np+nXrx8ARUVF/Pjjj2zfvp27d++Sn59Pfn6+yjJYd3d3QkNDmTBhAidPnmTevHkEBgYSHh7O48eP\nqVixInZ2dm8936fM3d2d/SH7ifrjDI26Nix1CXTS2SSyrmbRYmjZnaY/dmfOnOHnn38mOzubqlWr\nsmzZMgYNGvShwxIEQRA+YXK5HGdn59c2UhMEQRAEQXiVSFAKAsVdobcFbcOxZx2cWzipnKtUsxLa\nBtpcepTAqahTDOw/EICUlBRpzIIFC1i2bBlLliyhTp066OnpMX78ePLz86UxHh4erF+/nri4ODQ1\nNXFwcMDd3Z2QkBDS09NVNox/m/k+ZRYWFgzsMZDVgavJSc+hXut6mFkXdw3NepzFxdAErh29hlfD\ntv/qitNt27Z96BAEQRAEQRAEQRAE4S8TCUrhk1dUVMTew3uxbGRRIjn5gq6BDnW71SV4WzCdOnTC\nxMRE5XxkZCSdOnXiyy+/BIorMhMTE6ldu7Y0pmnTpmRlZbF48WIpGenh4cG8efPIyMhg4sSJ7zTf\np65Fixbo6ekRuCeQw2ePoGGijlxNzrPHzyinVZ4B7QbSrl27D9ppXRAEQRAEQRAEQRCENxMJSuGT\nd/HiRVLSU2jTovVrx9VoVJ24PXFERETQvn17lXP29vbs3LmTU6dOYWxszOLFi0lNTVVJKBobG+Pk\n5MTvv//OihUrAHBzc6Nnz54oFAqVCsq3mU+Ahg0b8tlnnxEfH8+tW7coKirC3NwcV1dXtLS0PnR4\ngiD8RXfu3GHWrFkcOXKER48eYWlpSefOnZk1axampqYfOjxBEARBEARBEN4TkaAUPnmpqamgpZSW\nCJdFU1sTQxsjHjx4UOLcjBkzuHnzJm3atEFXV5fhw4fTpUsXMjMzVca5u7sTFxeHh4cHACYmJtSq\nVYuHDx9ib2//TvO9Whn4qVYKyuVy6tatS926dT90KIIgvEc3b96kUaNGVK9enW3btlGlShUSEhKY\nNGkShw4dIioqCmNj4xLXFRQUSHsFC4IgCIIgCILwcZAplcoPHcM7kclkvoDvK4evKJXKWmWMdwFi\nYmJicHFx+Z/HJ3x8jh07xso9K+m/rO8bk3x7FvzBF+WbMnjw4L8pOkEQhE+Tl5cXly5dIikpCU1N\nTel4amoqdnZ2DBgwgBUrVmBra8uQIUNISkpiz549dOvWjXXr1nHnzh0mTpxIUFAQcrmcpk2bsmTJ\nEipXrgxAYWEhPj4+bN68GQ0NDYYNG8bdu3fJzMxk9+7dAOTn5zNp0iS2bdtGVlYWrq6uLF68WNrb\nNiwsjGbNmnHs2DGmTp3KpUuXqFu3Lhs2bFD50EkQBEEQBEEQPnaxsbHUr18foL5SqYx93/PL3/eE\nf5OLQAXA4s+vLz5sOMLHzMbGBvUCde4m3nvtuLzsp2QmZ2FjY/M3RSYIgvBpSE1NZefOnaxYsYJV\nq1YRGBhIUFAQo0ePVklOAlSoUAFvb2+VJlELFy6kbt26nD9/npkzZ6JQKGjdujVGRkZEREQQGRmJ\ngYEBbdq0QaFQADBv3jy2bt3Kxo0bCQ8PJz09nT179qh8UDV58mR2797N5s2bOXfuHNWqVaN169Zk\nZGSoxDRjxgwWL15MTEwM6urq4kMsQRAEQRAEQXhHH+sSb4VSqXz4oYMQ/h3s7e2xt7Tn/JHzVHSw\nKrOKMj44HmO5EY0aNfqbIxQEQfh3ev78OevWruXk4cMUPn6MiVxOUVER13JzKSoqIj09HaVSWeLv\n5Zo1a5Kens6jR48AaN68OT4+PtL533//HaVSyW+//SYdW7t2LSYmJoSGhtKyZUuWL1/O9OnT6dix\nIwDLly/n4MGD0vi8vDxWrVrFpk2b8PT0BGD16tUcPXqUtWvXSo3NZDIZc+fO5Ysvij8rnTZtGu3b\ntyc/P79EclUQBEEQBEEQhNJ9rBWU9jKZ7K5MJrsuk8n+TyaTWX/ogISPl0wmo0eXHuQk5BK25QSK\nAoXKeaVSSXzIBRIPJdG5dRf09PQ+UKSCIAj/HgqFgiWLF3N8yxbqymR8WasW7WrVokOdOrT6s1L9\nxP79BAQEvHGuF0uuX4iLiyMpKQkDAwPpq1y5cjx//pzr16+TlZVFamoqDRo0kK6Ry+UvlqwAcP36\ndRQKBY0bN5aOqaur89lnn3H58mWV+zk6OkrfW1paApCWlvYOr4YgCIIgCIIgfNo+xgrK08BA4Cpg\nCcwGTshksjpKpTL3A8YlfMScnZ0Z3X80v/3fbwTEbKNKwyoYmRvxNPspN07fQPkIerboWaJ7tyAI\ngvDfCQ8P5+yRI7SytsbS0FDlXGUTE+QyGfoKBft+/52GDRtia2srnb906RImJiaUL1/c3OzVD45y\ncnJwdXVly5YtvLrXtpmZWYljf9XLTXleVHsWFRW913sIgiAIgiAIwr/ZR5egVCqVR156eFEmk50B\nbgE9gfUfJirh36BJkybY29tz4sQJws+Gcy37GtpaOrR0aoXHEA+qVq36oUMUBEH4V1AqlRw7fBjz\noqISyUkAA21tnCtWJDYlhRbGxoSEhEgJygcPHrBlyxYGDhxY5vwuLi4EBgZiZmaGvr5+qWMqVKjA\n2bNnpaXZRUVFxMbGUq9ePQDs7OzQ0NAgIiKC3r17A8VVn2fPnmXChAl/5ekLgiAIgiAIgvCKjy5B\n+SqlUpkpk8kSgWqvG+fj44ORkZHKsS+//JIvv/zyfxme8JExNzene/fudO/e/UOHIgiC8K+VkZHB\njUuX+PzPCsjSjGjShKl793Lq6lUKdu/G09OTixcvMmXKFKytrfnxxx/LvNbb25tffvmFTp06oaWl\nRWFhId988w27d+9m6tSpWFlZMXbsWObOnYudnR01atRg2bJlZGRkSBWQurq6jBo1ismTJ2NiYoK1\ntTULFizg6dOnKk1wSqvGfN8VmoIgCIIgCILwd9q6dStbt25VOZaZmfk/vedHn6CUyWT6FCcnN71u\n3OLFi3Fxcfl7ghIEQRCEj9zAgQPZtGkTI0eO5Ndff1U5N3r0aFauXMnAgQNZt27dO8/97NkzihQK\ntHV1yxxjZWTEoi5dWHHiBIeDg6lWrRoWFhZ06dKFWbNmSR86ltbYTEdHhxMnTjB16lQCAgIoKCjg\nxo0btGjRAsM/KzanTp1KamoqAwYMQE1NjWHDhuHp6Ym6+n/+azRv3jyUSiX9+/cnOzsbV1dXgoKC\nVD7wLO3+rx6bM2cOe/bs4dy5cyrH5XI5e/bskRr1CIIgCIIgCMI/QWkFfbGxsSp7tr9vH12CUiaT\n/Qzso3hZd0VgDlAAbH3ddYIgCMK7s7W1xcfHh3Hjxv2t9y0roSP8fWQyGTY2NgQEBLB48WK0tLSA\n4s7bW7dupXLlyv/13AYGBqhra5Px9ClWr6xueJmZvj4e9vY079aNn/38Sh1z48aNUo+bm5uzfn3x\nzi+ZmZns2rVL5byamhpLlixhyZIlQHHVY82aNenVq5c0RktLCz8/P/zKuLe7uzuFhYUqx5ydnUsc\ng9ITmYIgCIIgCIIgFPsYu3hXArYAV4AA4CHQUKlUPv6gUQmCIPyDDBw4ELlczoIFC1SO//HHH8jl\nH8df/SKh8+HVq1cPa2trleTerl27qFy5srRXI8CRI0do2rSp1LimQ4cOKonDgoICxowZg5WVFTo6\nOjg6OpKZn8+Vx8X/dG+JjmbIli10W7uWQb//zurIyOLrCgsJv3uXPQcOYGhoiKWlJd7e3jx8+FAl\nzkuXLtGhQweMjIwwNDTE3d2dmzdvqoxZuHAhVlZWlC9fnjFjxnDz5k3WrFlDUlISMpkMLy8vkpOT\n6dOnDwAmJiZs2rSp1PhtbW2ZP3++NHdmZiZDhw7F3NwcIyMjWrRoQXx8PAAbN25kzpw5xMXFIZfL\nUVNTY9OmTdKemp07d0Yul0v7HMfFxdG8eXMMDQ0xMjKiQYMGxMbG/oWfoiAIgiAIgiD88310FZRK\npVJsGikIgvAGMpkMHR0d5s+fz4gRI964JPV9UigUKstkhY+DUqnk2rVrpKamIpfLycvLQyaTMXjw\nYNatWyct8Vi3bh2DBg0iJCREujY3N5eJEyfi7OxMdnY2s2bNokuXLsTFxQGwZMkS9u/fz44dO7C2\ntiYlJYXIyEhiQkL4v7NnOZCQwJSWLbE2Nib96VNuPn5MkVJJ6LVraJqY8NOkSbi6upKWlsaECRMY\nNGgQ+/fvB+DevXu4ubnRvHlzQkNDMTQ05NSpUygUCim+48ePY2lpSWhoKNeuXaNnz55UrlyZP/74\ng8mTJwNw+/ZtgoODqV69eonXprT4U1JSpPPdu3dHX1+fI0eOYGhoiL+/Py1btiQxMZFevXpx8eJF\njhw5QnBwMEqlEiMjI9q2bYu5uTkbN26kdevWqKmpAdC3b19cXFzw9/dHLpdz/vx5lS7hgiAIgiAI\ngvBv9HGU0QiCIAjvrGXLllhYWDB37twyx4SHh+Pm5oauri6VK1dm/Pjx5OXlqYzJysqiT58+6Ovr\nU6lSpRL7EcrlclatWkWnTp3Q19dn7ty5FBUVMXToUKpWrYquri41atRg6dKlKteFhoby+eefo6+v\nj4mJCU2bNlVJ+rzs+vXr2NnZSUvNnzx5Qp8+fahUqRJ6eno4OTkREBDw37xMAnD69GmmT5nCjLFj\nWTRtGr9MncrZyEgSr17l888/Jzw8nJSUFG7dukVkZCR9+/ZVub5r16507twZW1tbnJycWLNmDRcu\nXODSpUsApKSkYG9vT+PGjbG2tqZx48ZMmjSJXsOGcTUvD001Ncz19Smnp4dd+fLYm5mxNyGBjPLl\n8Vuxgu7du1OlShU+++wz/Pz8OHTokPQ+Xb58OcbGxmzdupV69ephZ2dH3759sbe3l+IzNTVl+fLl\nODg40LZtW9q1a8e5c+cIDw8nPT0dmUzGvHnzaNKkSamvT2nxv1gKHhERQXR0NIGBgdL9FyxYgJGR\nETt27EBbWxt9fX3U1dUxMzPD3NwcLS0tyv/ZIMjIyAhzc3PKlSsHFCdKW7Zsib29PXZ2dnTr1g1H\nR8f3+wMXBEEQBEEQhH8YkaAUBEH4yCmVShISEvjjjz/YtWsXYWFhKBQK1NTUmDt3LsuWLePevXsl\nrrt+/TpeXl706NGDixcvsm3bNiIiIhg7dqzKuF9++YV69epx/vx5pk2bxvjx4wkODlYZM2fOHLp2\n7crFixcZPHgwRUVFWFtbs3PnTi5fvoyvry/ffvstO3bsAKCwsJAuXbrQrFkzLl68yOnTpxk+fHip\n1Z3x8fE0bdqUvn37SknOZ8+e4erqyqFDh0hISGDEiBH079+f6Ojo9/WyfjL27duH3+zZZEVF0dzY\nmAG1atG/Rg3M5HKyHzxg5S+/8MUXX7B+/Xo2bNhAu3btMDU1VZkjKSmJPn36YGdnh5GREba2tshk\nMm7fvg0Ubzlw7tw5qlevzvjx4zl69ChQvLzZ96efKFRXZ+LevYzfu5efTp4k4ulTqrZuzTfffw9A\nx44dqVy5MoaGhnh4eABIc8fFxdG0aVOpArE0tWvXVnlvWVpakpaW9tavUVnxv7h/dnY2pqamGBgY\nSF/Jyclcv379re/xwoQJExgyZAitWrVi/vz5Ze6xKQiCIAiCIAj/JmINniAIwkcsPj6e3wN/5+bD\nm8iN5KhrqvH08VMuRF/A2MCEdu3aUbduXXx9fVm9erXKtfPmzaNv375SQrJq1ar4+fnh4eHBypUr\n0dTUBKBJkybSMtgxY8YQERHB4sWLadGihTSXt7c3AwYMUJnf19dX+r5y5cpERkYSGBhI9+7dycrK\nIisri3bt2lGlShWAUpfWnjp1ivbt2zNz5ky+/vpr6biVlRUTJkyQHo8ePZrDhw8TGBiIq6vrf/NS\nfpIuXbrEFn9/ashk1K9Z8z8nZDIMtLWRy+UYPnzIfZmMdevWoaamVqKCFqBDhw7Y2tqyZs0arKys\nKCoqonbt2uTn5wPFe1kmJydz6NAhjh07Rs+ePWnVqhWBgYF06dIFLy8vNmzYwLFjx4oT7Hp6bPn2\nW54/f07lypXx8vJiy5YtmJmZcevWLdq0aSPNraOj88bn+eoSaZlMRlFRkcpjpVKpMqagoED6/nXx\n5+TkYGVlRVhYWIk5jI2N3xjbq3x9ffH29ubAgQMcPHiQ2bNnExAQQKdOnd55LkEQBEEQBEH4WIgE\npSAIwkfq7NmzLFm7BL3aOrQY1AyLqhbIZDLysvK43u06d6/fZfnFqN7eAAAgAElEQVSvy5k7dy6e\nnp5MmjRJ5fq4uDguXLjA//3f/0nHXiRYbt68KSUMGzVqpHJdo0aNpM7HL9SvX79EfCtWrGD9+vXc\nvn2bp0+fkp+fLzVWMTExYcCAAXh6etKqVStatmxJz549sbCwkK6/desWrVq1Yu7cuSW6iBcVFfHj\njz+yfft27t69S35+Pvn5+ejp6b3ry/hJOxoUhHZGBi61apU5xqNaNe5fvUpOTg56enp4enqqnH/y\n5AmJiYmsXbtWWiIdHh6OUqmkc+fOZGRkYGhoiL6+Pj169KBHjx5069YNLy8vvvnmG44cOUJsbCwj\nR45k5MiRJCYmUqNGDS5cuEBRURFPnjzhp59+omLFigCcOXNG5f5OTk5s2rSJwsLC11ZRvo6ZmRn3\n79+XHiclJZXY6qC0+DMyMnBxceHBgweoqalhY2NT6vyampqldvbW0NAo9Xi1atUYP34848ePp0+f\nPqxfv14kKAVBEARBEIR/NbHEWxAE4SOUnZ3Nqo2rMP3MhLZj2mJpZyktYdU11KVcpfKY2ZUn/HI4\nCoWC1q1bM23aNJU5cnJyGDFiBPHx8cTFxREXF0d8fDyJiYnY2dm9UzyvJgYDAgKYPHkyw4YN4+jR\no8TFxTFo0CCp6g2Km62cPn2aJk2asG3bNhwcHFSST+bm5nz++eds3bqV7OxslfkXLFjAsmXL+Oab\nbwgNDSUuLg5PT0+V+YX/8Pf3x9DQUKVqMC0tDZ8JEzhx5YrK8ucL9+7R6bffePpnBaGmujo2mpp4\n9+pFQkJCiWX4JiYmlCtXjt9++43r169z/PhxJk6ciEwmk8YuXryYgIAArl69SmJiIoGBgVhaWjJz\n5kyGDh3KunXrSEhI4ObNm2zevFnaE9XGxgZNTU2WLl3KzZs32bt3Lz/88IPK/ceMGUNWVha9evUi\nJiaGa9euSfuivq3mzZuzfPlyzp8/T3R0NKNGjZIqiMuK38LCAmNjY1q2bEmjRo3o3LkzR48elfbp\nnDFjhtR9u0qVKty8eZO4uDgeP34svU+rVKlCcHAwqampZGRk8OzZM8aOHUtYWBi3b98mIiKCs2fP\nUus1CWRBEARBEARB+DcQCUpBEISPUGRkJBnKDL7o1aTMrtw6BjpYulpwLOwYc+fOZd++fZw6dUo6\n7+LiwqVLl7C1taVq1aoqXy934T59+rTKvKdPn6bmy8uBy4ivSZMmjBgxAmdnZ6pWrVrqfnzOzs5M\nnTqViIgI6tSpw5YtW/4Tv44O+/fvR0tLi9atW5OTk6Myf6dOnfjyyy9xdHTE1taWxMTE179on7Bm\nzZqRm5urskfnsWPH0NHS4k5GBgUvVfFduHcPMwMDdF5aFm2qq0tuZib6+vol5pbJZAQEBBATE4Oj\noyMTJ07kl19+URljYGDAggULaNCgAZ9//jm3b9/m4MGD6OrqUrFiRVavXs0XX3yBs7Mzx48fZ//+\n/ZiYmFC+fHk2bNjAjh07qF27NgsWLGDhwoUqc5uamnL8+HFyc3Px8PDA1dUVpVL5TtWUCxcuxNra\nGjc3N/r27cvkyZPR1dV9Y/wvHDx4EDc3NwYPHkz16tXp06cPt2/fpkKFCgB069aNNm3a0KxZM8zN\nzaWGTgsXLuTo0aNYW1vj4uKCuro6jx8/ZsCAAVSvXp3evXvTrl07Zs+e/dbPRRAEQRAEQRA+RiJB\nKQiC8A8RFhaGXC4nKyvrjWOjYqKwrGeBtp72a8fV/KImyWk3MTY2xtvbW6WT9tSpU4mMjGTs2LHE\nxcVx7do1HB0dqVu3rsocERER/PLLLyQlJbFixQp27Nihsh9kaezt7YmOjiYoKIikpCRmzZrF2bNn\npfPJyclMnz6d06dPc/v2bWncq5ViOjo6HDhwAHV1dby8vMjNzZXmP3r0KKdOneLy5cuMGDGC1NTU\nN75unyoHBwcsLCwIDQ2VjkVFRVHJ0hJTPT2uvtQw5uL9+zhaWjLew4PaFhaM3bGD7w4fZtuePYwe\nPVr6GezevZvZs2fTsWNHevToQXJyMnZ2dvz00080bdqUkJAQAKKjo/H39+fq1as4OjoSFRVFUFAQ\nTk5OzJkzh9mzZ3Pq1CnS09Pp1q0b5ubmxMTEYGVlRfny5Tl58iSJiYnk5eURHh5O/fr1adOmDQ0b\nNqRatWoEBgbSoUMHvLy8yM7OxsTEBLlczogRI5DL5YSFhbFr1y4AVq5cSbVq1fj111+5f/++tL2B\npaUlhw4dIicnh8mTJ+Pv78/z58/54Ycf2LdvH0OHDiU2NpasrCzS09MJCgrC2dlZes309PTw8/Mj\nJSWFZ8+ekZyczKZNm6Rl6ZqamgQGBvLkyRMKCwvp378/AO3bt+fq1avk5+dz48YN1NXV2bJlC8nJ\nyTx9+pSUlBT8/PxUqjkFQRAEQRAE4d9IJCgFQRBe8ujRI0aNGkXlypXR1tbG0tISLy8vlcrD96FZ\ns2YqTV5eKKsa8lXZedkYmBZXs3WWd5W+eul/ySiHr7gUfoncjFwMTPUppIjc3Fy+++47ioqKpHs4\nOjoSFhZGUlISbm5uuLi4kJycrFIlJ5PJmDhxItHR0dSrV4+5c+eyePFiWrZsWWrMt27dQi6X07hx\nY7p27Urv3r1p2LAhT548YfTo0dI4XV1drly5Qvfu3alevTojR45k7NixDB8+vMRz1dPT49ChQ0Bx\nQufp06fMmDEDFxcX2rRpQ/PmzbG0tKRLly5v9dp9Cu7fv09AQADjR41iiLc340eNwtbWlsOHD0tj\nTp8+TR1nZ8rr6XHhzy7v+QoFiWlpOP2ZWJPL5Qxv3Ji2desyctQoQkJCmDp1qjTHV199RX5+PuHh\n4Vy8eJH58+ervH+USiUzZsxg8eLFxMTEoK6uzpAhQ1RiffU9HxISwo0bNwgNDWXTpk1s2LCBDRs2\nSOf79evHgwcPOHHiBDt27GDlypU8fPhQOn/27FmUSiUbN27kwYMHUmJ89+7dfP3110yePJmEhASG\nDx/OoEGDCAsLU7n/d999R+/evblw4QJt27bF29ubjIyM/+bHIAiCIAiCIAjCWxJNcgRBEF7StWtX\nFAoFmzdvxtbWltTUVIKDg3n8+PGHDk2Fga4BjzL+U/U2fuM46rWuS8GzAu4m3uOI/xGi9pzh+MYQ\n1JCjo6ND5cqVefbsmco89evXV0laNWvWTGpkA3Djxo03xvJykw+lUolMJkNDQ4O1a9eydu1albE/\n/vgjULy/5IuqttL4+vqqdAHX09Pj5MmT0mMdHZ3XXv8pCwoKYvOqVeSnpmKrq4uZlhY5aWk8f/CA\nM7ducfjwYZo0acL58+f55ptv+OnqVWJSUviyfn0up6aiKCrC0dISgA516pBw/z46FhaMHDmShg0b\nMmrUKJYvXw5ASkoK3bt3lypfX3Rkf0EmkzF37ly++OILAKZNm0b79u3Jz88vsyrQ1NSU5cuXI5PJ\ncHBwoF27dgQHBzNkyBCuXLlCcHAwMTEx0vt0zZo12NvbS9eXL18eACMjI8zNzaXjCxcuZPDgwYwY\nMQIAHx8fTp8+zS+//IK7u7s0btCgQfTs2ROAuXPnsnTpUs6cOVOiOZAgCIIgCIIgCO+PqKAUBEH4\nU2ZmJuHh4cyfPx83Nzesra1xdXVl6tSptG/fXhqXkpJCp06dMDAwwMjIiF69epH20hLZQYMG0bVr\nV5W5fXx8aN68uXQ+LCyMJUuWIJfLUVNT4/bt29LY6OhoGjRogJ6eHk2aNCEpKalErK51Xbkbe5/n\nec8B0DXSxdjcGDMbM+q2dGbq9im4e7uxZdZWzPUqYG1tzZMnT+jTpw+VKlVCT08PJycnaS+8shw4\ncABjY2O2bt0KFCcgv/vuO6ytrdHW1qZevXocOXJEGl+1alUA6tati1wul55zdHQ0np6emJmZYWxs\njIeHB+fOnXvzD0V4J+Hh4azz88M6J4cva9WiSdWqOFesSJOqVRlcvz4KhYKF332Hv7+/lPxr0bEj\n1x89IuHBA+Lv3aOCgQHl9fV5rlCwPTaWRSdPciQyknr16tGvXz8eP34sJbrHjRvH999/zxdffMHs\n2bO5cOFCiZgcHR2l7y3/THy+/OflVbVr11apqrS0tJTGJyYmoqGhoZJEt7Ozw8TE5I2vzeXLl2nc\nuLHKsSZNmnD58uUy49XV1cXQ0PC18QqCIAiCIAiC8NeJBKUgCJ80pVLJgwcPSEpKIj09HX19ffbs\n2VNmN2ilUknHjh3JyMjg5MmTHDt2jBs3btC7d++3vueSJUto1KgRw4YNIzU1lfv372NtbS3N/+qS\n2MGDB5eY44svvsBIaUTkzrKXnjfq2pD8p/kY6hoil8t59uwZrq6uHDp0iISEBEaMGEH//v1VGqe8\nbMuWLXh7e7N161a+/PJLAPz8/Fi8eDGLFi3iwoULtG7dmo4dO0oNcM6cOYNSqeT48eM8ePBAqnLM\nzs5m4MCBREZGEhUVhYODA23btpX2MxT+OoVCwfbff6dCXh6NbG1Rk6v+E1/J2JhyenrkPXjA1v/7\nP5o2bYqGhgazZs+mXPnyHH34kNDr1zHW0WF/QgLr4uPZEhtLw6ZNOXjwILGxsaxYsQJA+vMxZMgQ\nbt68Sf/+/bl48SKurq7SmBc0Xmq28yLx+HI38Ve9PP7FNa8b/7596PsLgiAIgiAIwqdILPEWBOGT\npFQqiYyMJOh4EIl3EilEgRw5Hi09WLNmDStXrsTFxQV3d3d69+4tVVUdO3aMhIQEkpOTsbKyAmDT\npk3Url2bmJgY6tev/8Z7Gxoaoqmpia6uLmZmZirn3nZJrKGhIUO9h7J843KUKMl6+J/GOs/znnM5\n8goJhy8jk8kwNDQEwMrKSmXfy9GjR3P48GECAwNxdXVViePXX39lxowZ7N+/X4oFipfJTps2jR49\negAwb948QkJC8PPzY9myZdLzMTU1VVle26xZM5X5V61axbZt2wgLC6Nt27ZvfM2ENzt//jz3EhNp\nV6lSmWMcraxIy8nh3qNH9Pwz6aytrU3Hjh3R0NDgZHQ0bbt0wdHVlXL37nH8wgX27t0rXV9axW3F\nihUZPnw4w4cPZ/r06axevVplv9H3qXr16igUCs6dOydVUV67do309HSVcRoaGipbDwDUrFmTiIgI\n+vXrJx2LiIgo0ZhJEARBEARBEIS/n0hQCoLwyVEqlazbsI7Dpw9T3rkcjTp9jpG5EU+zn3Ll1FU0\nKqhjVGCMTSUbjh07xoIFC1i7di39+/fnypUrWFtbS8lJKE58GBsbc/ny5bdKUL5JWUtiK72SeGrc\nuDGampps/W0rsYHneHIzHTUNNfIe5qJfpE9bl7b8wR+oqakBxVVrP/74I9u3b+fu3bvk5+eTn5+P\nnp6eyrzbt2/n4cOHREREqDyf7Oxs7t27V+oy2fj4+Nc+p7S0NL799lvCwsJIS0ujsLCQp0+fqixt\nF/6aW7duoZWfT7lXfp4vc7KyYlVEBAWFhSoJZDc3N8aMGUNhYSHz58+nQoUKxMfHM3/+fJYuXUqH\nDh0IDw/H399fZT4fHx+8vLxwcHDgyZMnhISEqCT8lEpliRhKO/a2qlevTosWLRg2bBgrV65EXV2d\nSZMmoaurq7IsvEqVKgQHB9O4cWO0tLQwNjZm8uTJ9OrVi7p169KyZUv27t3L7t27CQ4O/q/jEQRB\nEARBEATh/RBLvAVB+OQcOnSIQ1GHaDj0M7y+akMVpyqYWJhgZW9F8/7N8JrWhmz9LMwtzAkPD2fg\nwIEqDVveRC6Xl0jCFBQUvPX177Ik1tXVFZlMRg+vHnR27kzb6m0Z0WkkS+cto75LcXLxxb6QCxYs\nYNmyZXzzzTeEhoYSFxeHp6dnieXsLi4umJmZlWhw81f079+f+Ph4li1bxqlTp4iLi8PU1LTMpfTC\nuysqKuJNPeAdrawoKCzEQEcHAwMD6bi7uzs5OTnUqFGDChUqAODk5MSiRYtYsGABjo6ObN26lXnz\n5qnMV1hYyJgxY6hVqxZt27alRo0aKku8S+tK/7ad6suyefNmLCwscHd3p1u3bgwbNgx9fX20tbWl\nMQsXLuTo0aPY2Njg4uICQKdOnViyZAkLFy6kTp06rF69mg0bNtC0adP/abyCIAiCIAiCILyZqKAU\nBOGTolAoOBh8kCoelbFvYF/qGPPK5rj2dCV8Yzjd07pTs2ZN/vjjD6C4WjIlJYW7d+9SsWJFAC5d\nukRGRga1a9cGwMzMjISEBJU5z58/r7JEW1NTs8QS1L+iatWqdOzYUeWYn58fRkZGtGjRAoDIyEg6\ndeok7SepVCpJTEyU4n7Bzs6OhQsX4u7ujpqaGsuWLQPAwMAAKysrIiIiVJI6ERERfP7559LzAko8\nt8jISFauXEnr1q2B4kZDjx49el9PXwAqVKjAU7mcnOfP0dfSKnWMuYEB/9e/PzuTk1UqKG1sbEp9\nP44fP57x48erHPP29pa+X7p0aZnxuLu7l5jT2dlZ5dir3drXr19fYp7FixerPK5QoQL79++XHt+5\nc4e0tDSqVasmHWvfvr1KY6sXRowYIXXxLk1pr8GTJ0/KHP/fuHXrFra2tpw/fx4nJ6f3OretrS0+\nPj6MGzfuvc5bFrlczp49e0r83fO+NWvWjHr16rFo0aL/6X0EQRAEQRCED0dUUAqC8EmJj4/nQc4D\nHD3qlDiX/SSbmS1mEfp7GJraGmQqMvn555/5+eef6dy5MwAtW7akTp06eHt7c+7cOc6cOcOAAQOk\nX6ABmjdvTnR0NJs3b+batWvMnj2bixcvqtyrSpUqREVFcevWLR4/fixVXP63S2IzMjJITU3l9u3b\nHDt2jO7duxMQEMCqVaukPSjt7e05evQop06d4vLly4wYMYLU1NRS56tWrRohISHs2rULHx8f6fjk\nyZOZP38+gYGBJCYmMm3aNOLi4qQklrm5OTo6Ohw+fJi0tDSysrKke2/evJkrV64QFRVF37590dXV\nfePzEt5egwYNMLGx4eL9+68dd/H+fUxtbPjss8/+psjer5CQEPbt20dycjKRkZH07t2bqlWr4ubm\n9qFDY9CgQcjlctTU1NDU1KRq1apMnTqV58+fq4z7J1dlyuVylX1HBUEQBEEQBOHvIBKUgiB8Uh49\neoRMG0wsTEqc09bXxqGhA/v89jOr5WyCfg/i999/Z8SIEVIVIcDevXsxMTHB3d0dT09PqlWrptI8\nxNPTk5kzZzJ16lQ+++wzcnJyGDBggMq9Jk2ahJqaGrVq1cLc3JyUlBTgv1tiKpPJGDRoEFZWVtSs\nWZOvvvoKQ0NDzp49S69evaRxM2bMwMXFhTZt2tC8eXMsLS3p0qVLmfdycHAgODiYgIAAJk+eDMC4\nceOYMGECkyZNwsnJiaCgIPbt24ednR2AVHHp7+9PxYoVpcTu2rVrSU9Pp379+gwYMIDx48erVPD9\nE23cuBFTU9MPHcZb09HRoW3Xrlx9/pxrDx+WOubaw4dcff4cry5dVJZEf0wKCgqYPn06derUoVu3\nblhYWBASEiLttfqheXl58eDBA27evImfnx/+/v7Mnj1bZcxf2YdTEARBEARBEP6NZP/2/yTLZDIX\nICYmJkbah0oQhE9XcHAwv+7+lX5LvZHLX/8ZzZ75f9DU3I1Bgwb9TdF9fFJTU/nhhx84ePAgd+/e\npUKFCjg7O/P111/TvHnzDx3eW3uxNDY9PZ09e/Zw7tw5nj9/TnZ2NuXLl38v9/hfLu19oaioiLVr\n1nB0+3aMnj2jZvny6Glpkfv8OZcfPSJTWxvPnj0ZPGTIG9//wrsbNGgQmZmZ7Nq1SzrWo0cPbt68\nSXR0NPCf98HOnTtZtmwZUVFR2Nvbs2rVKho2bChdt3PnTnx9fbl27RqWlpaMHTuWCRMmSOcfPnzI\n4MGDCQ4OxtLSku+//55vv/1WZYl3ZmYmEydOZO/evTx//pwGDRqwaNGi177/Xl62XVBQgI+PD7t2\n7SI9PR0LCwtGjhzJ1KlTS4wFmDZtGrt37+bOnTtYWFjg7e2Nr6+vlDyeM2cOe/bsYeLEicycOZP0\n9HS8vLxYs2aN1KwrLy+PkSNHsnv3bgwNDZk4cSL79u0TS7wFQRAEQRA+sNjY2BdNVOsrlcrY9z2/\n2INSEIRPip2dHRoFGty+eJsqTlXKHJf9JJvMm5nYNbL7+4L7yNy6dYvGjRtjamoqNR4pKCjg8OHD\njBkzhkuXLv1P7lvWfnQbN27k66+/Jj09vdRE0dt6UUWqpaWFVhl7Of43lErl/3xpr1wuZ+iwYTjX\nrcuxI0eIiYmhMCsLNU1N6rRpQ4tWrWjQoME/eonxxyQnJ4fIyEjizp0jLzubSwkJ6OjqUlBQgIaG\nBhcvXiQiIoIqVaqUuHbGjBksXLiQatWqMX36dPr06cO1a9eQy+XExMTQq1cvvvvuO3r27ElkZCSj\nRo2ifPny9O/fH4ABAwb8P3t3Hp7TtfZx/LufDCQyEpkMEUIEQaK0jgohppqH1txj6Kyo5lCt1lBa\nWtTcVqma2lJDS9FSY81DYiiiMcYYWpGQiAyy3z+8ntNHTFU9KX6f68p15dlr7b3W2oke53avdZOY\nmMi6deuwt7enZ8+e/HZD5mybNm1wcXFh+fLluLm5MXnyZKKiooiPj8fDw+OO6xs3bhxLlixh/vz5\nFCtWjBMnTlizvW/Gzc2NmTNn4ufnxy+//MLzzz+Pm5sb//nPf6x9Dh8+zKJFi1i2bBlJSUk8/fTT\njBgxgqFDhwLXssvXr1/P999/T+HChXnzzTeJjY21HqEhIiIiIg8p0zQf6i8gHDBjYmJMERHTNM13\n33vX7PLBv82F2fPNRea3N/16/cs+5gu9XjCvXLmS19P9x2rUqJFZrFgxMz09PVdbSkqKaZqmefz4\ncbNZs2ami4uL6ebmZj7zzDPm2bNnrf0GDx5sVq5c2Zw1a5ZZokQJ093d3WzXrp2Zmppq7VO7dm2z\nV69eZr9+/cyCBQuajo6O5hNPPGEzXnJyshkREWEahmG6ubmZfn5+Zp06dWz6LF682KxataqZP39+\n08vLy2zVqpX1+YZhmBaLxQTMa//TaJpffPGF6eHhcVfPME3TNAzDXLRokU1/Dw8Pc8aMGdZ2i8Vi\nGoZhGoZhRkZG3t2L/gtSUlLM06dPW38ecv9s2LDB7Nahg9m6Zk3zlZo1zT6RkWZpb2/TMAzTwcHB\nzJcvn2kYhmlvb29+++231vuOHTtmGoZhfvHFF9Zr+/fvNy0Wi/nrr7+apmmaHTt2NBs0aGAzXr9+\n/cwKFSqYpmmav/76q2kYhs3fbQ4cOGAahmGOGzfONE3TXL9+venh4WFmZmbaPCcoKMicMmXKLdf1\nx9/jXr16mVFRUXfV92ZGjRplVq1a1fp58ODBpouLi5mWlmazrurVq5umaZqpqalmvnz5zAULFljb\nk5KSTGdnZ7NPnz63HEdERERE/n4xMTHX//9SuPk3xO+0v0tEHjlt27Ql52gOP01ZyeVL6TZtWZlZ\nbPluKyfXnaJdi3b3NYPuQZWdnc327dv5cPSHvPL6y7zy+ssMHjqY5cuX88orr9z0LEM3NzdM06RZ\ns2YkJyezfv16Vq5cyZEjR2jXrp1N3z9mVC1dupR169YxYsQImz4zZ87ExcWFbdu2UapUKbZs2cKq\nVaus7W3atCE1NRVXV1e6dOnCmTNnWL16tbVgyQcffECrVq3Ily8fvr6+pKWlsXbtWgYOHMi8efMo\nWrQoQ4cOpW/fvoSGhjJ79mz69u1LSkoK7du3Jy0tjaVLl9KqVSuaNGnCrl27WLt2rc2W3DvZtm0b\npmmyevVqEhMT7ym7889yc3PDz8/PWihJ7o8tW7YwacQIPM6c4elSpWgYEkJk6dIU9/CgvK8vrSpV\nolHdurRp04auXbtaz2L9o9DQUOv3fn5+mKbJuXPnAIiLi6NGjRo2/WvUqMHBgwcxTZO4uDgcHBxs\njq4JDg62yYrcs2cPly5domDBgri6ulq/jh07xuHDh+9qnV26dGHnzp0EBwfTu3dvfvrpp9v2nzt3\nLk8++SR+fn64urry9ttvc/z4cZs+JUqUsCmQ5efnZ1334cOHycrKsing5OnpSXBw8F3NV0REREQe\nXNriLSKPnDJlyhD98n+YOHUi8/vPx7eyD+7e7ly+mM7JmFPkv5Kfbq26ERkZmddTzXPJycmMmTCG\nfSf34RHsQZF6fgDE/hhLTk4Ou/bsIjk5+abbRVeuXMm+ffs4duwY/v7+wLVAY/ny5YmJibl+fgmm\naTJjxgxr0KJz586sWrXKuuUToGLFikRHRwPg4+NDUlISq1atom7dumzYsIEdO3YwatQo+vbty/Dh\nwzl79izff/89w4YNo2PHjrRo0YIOHToQHBxM3bp1c21BtbOzw8XFhaysLI4dO8aiRYt4/fXXGT58\nuDVgunr1ajp06MDAgQOt8ypfvvxdv8vChQsDULBgwX98gSC5taysLGZNnUrhS5eoVaZMru3yLvny\n0bZyZb7bt49yNWrw5Zw5fPHFF7nOsnVwcLB+f/0ZOTk5dzWHu9min5qair+/P+vWrctVlOdutncD\nhIWFcezYMX744QdWrlzJM888Q1RUFPPmzcvVd/PmzXTq1ImhQ4dSv3593N3d+frrr3MdxfDHdV9f\ny92uW0REREQeXgpQisgjqWLFiowZPoZNmzaxeftmUo6mUCCfC+0j2hMREXHfCqM8yDIyMhg1dhSH\nrhyi0YAGFC5e2NrmWsiVJROWcCrjFKPHjebt/m/nyjY9cOAAxYoVswYnAUJCQvDw8CAuLs4aoLxd\nRtWlS5c4f/48dg52PN/neQAOHTmEYRicOnUK+G+mWI8ePcjIyMDHx4crV65w9epVfvvtN7y9vdm9\nezcvvviiTTX14sWLEx0dzdy5c23mfT1gOm/ePOzt7a0B0927d/PCCy/cj1crD7Dt27dz9vBhmhcv\nfstAob3FQiVfX3Zs3sxLL73EgAED6NChg/XPyJ0CjCEhIbYRewYAACAASURBVGzcuNHm2oYNGyjz\n/wHRsmXLkp2dbRPo//XXX0lOTrb2Dw8PJzExETs7O4oXL37P63VxceHpp5/m6aefpnXr1jRs2PCm\n/yixefNmSpQoQf/+/a3Xjh079qfGKlWqFPb29mzdupWiRYsCcOHCBeLj46ldu/Y9r0FERERE/vkU\noBSRR1aBAgWoV68e9erVy+up/CNt3ryZA2fjaDKwMQX9Ctq0+Zf2xzAMfMv6EJe4n82bN99zAOFW\nGVUnT55k1PhRJCYlUiy0KFVeuLad9ef1P3Mp+RI7Yndw8uRJa6ZYr169GDZsGLGxsfTr149Lly5Z\ni3M4OTkB17agTpgwgcOHD5Oamkp2djbu7u7Wdrh1wPSPfW7GMIxcmWpZWVn39E7knys+Ph7XrCw8\n7vD7ULJQITYdOECZMmWws7Nj4sSJ1izgG39PbhQdHU21atUYNmwYbdu2ZdOmTUyaNIlPP/0UuJYF\n3qBBA1544QU++eQT7Ozs6NOnj83vbVRUFNWrV6dFixZ88MEHlClThlOnTrFs2TJatWplsz38VsaM\nGYOfnx9hYWEYhsE333yDn5/fTTMwS5cuzfHjx5k7dy5Vq1ZlyZIlfPfdd3cc448KFChA9+7d6du3\nLwULFqRw4cK8/fbb1irgIiIiIvLw0hmUIiJyU6vWrcK7kneu4CSAi6cLYQ0qs3bWOgqGFGTVulU2\n7SkpKYSEhHDixAlrpiPA/v37SU5OvuPWaNM0GTV+FEluSRQu6UXRkKIEVSlFUJVS+Jf2w8ndiQzH\nDEaNH0VISAiJiYmkpqbi6elJyZIlcXV1pUCBAhQseG3uFStWZM6cOXTq1IkmTZqwdOlSdu3axYAB\nA8jMzMTR0ZGrV68Ctw6YVqxY0ebcyxsVLlyYM2fOWD8fPHiQy5cvWz87OjoCWMeRB1NWVtZd/euu\nncWChWvbtl999VVGjhxJevq1M29vlkH5x2thYWF88803zJ07l9DQUAYPHsywYcPo3Lmztc/06dMp\nUqQItWvXpk2bNrz44ou5jg5YtmwZERERdOvWjeDgYDp06MDx48fx8fG55bz/OA9XV1c+/PBDqlat\nyuOPP87x48dZtmzZTfs2bdqUPn360LNnT8LCwtiyZYvNcQh3a+TIkdSsWZNmzZpRv359atasac0S\nFREREZGHlzIoRUQkl6ysLI6ePkrF+hVu2efFSS/Q/8m3+H7c95QuVYa4uDgMw2DFihVMnjyZffv2\nUaFCBTp27MiYMWPIysqiR48eREZGEhYWdtvxr1y5wsnLJ2g9oBU7V+20aSsSXIS96/ZRPqIcJy+f\nwN7enurVqzN+/HhKlixJQkICFy5cYP/+/cTGxhIeHs6gQYOoU6cOHh4etGjRgqysLBYsWGDdglqi\nRAl+/vlnSpUqRXZ29k3nNGjQIKKioihZsiTt2rUjKyuLH374gX79+gFQp04dJk6cyBNPPEF2djb9\n+/e3BiUBvL29cXJy4scff6RIkSLkz59fxWseQJ6enlwCrubkYGex/Xfe3n/IIr545Qo59vZ4enry\nxhtv8MYbbwAQEBCQK0jt7u6e61rLli1p2bLlLefh7e3N4sWLba517NjR5nOBAgUYO3YsY8eOvdvl\n2czjueee47nnnrurvgAjRozIVeCqV69e1u8HDRrEoEGDbNp79+5N7969beY8Y8YMZsyYYb12PfNU\nRERERB5eyqAUEZFcrgUeTOzsb7210ifQhzGxowl6LIidW64FAuvXr8+KFSushTEWL16Mp6cntWrV\non79+gQFBTFnzpzbjm2aJulX0ilatQgF3AtwY7JZo5cbciX1Ckd2HiG/bz7mfzefhg0bcvHiRRIS\nEggODmbdunWcPn2atLQ0zp8/T40aNejfvz8XLlygYsWKREZG8tVXX1m3oL777rscO3aMcePG8csv\nv9x0XrVq1WLevHl8//33hIWFERUVxfbt263to0ePplixYkRERNCpUyf69u1rs+XWzs6OCRMmMHny\nZIoUKXLTys7yz/fEE09g8fTkyPnzt+2398wZvEqUoFKlSv+jmYmIiIiIPLiMO52D9KAzDCMciImJ\nibmr85ZEJG9dz667sfKr/G+Zpknvfr1xDHcgon3N2/b9+ev1ZMZmMe7DcXdVXfhOMjIy6N6rO5W7\nV6RMtTI37XMo5jCzB3zJwe0HyUzLJDwsnLfeeoumTZsC8Pvvv9OpUyc2bdpEWloaa9asISIigv79\n+zNt2jQyMjJo3LgxTzzxBIMHDyYpKQmAIUOGsGjRImJjY61jjRs3jnHjxnHkyJG/vDZ5OIweNYrt\nCxfyVKlSeP4hCH3d8aQk1pw7R8fXXrttFqSIiIiIyIMiNjb2+tE7VUzTjL1T/z9LAUoR+dt16dKF\nmTNn8tJLL/Hxxx/btPXo0YNPPvmELl26MG3aNJKTk3FwcKBAgQJ5NNs/b926dURGRpKcnPxQbdld\ntGgRs1fP4pnhT5PPOd9N+2RczuCbN+fRqU5nmjdvfl/GvR6grNStIsGP3zxAed2vW+PZPW0P0yZM\ns9lOLfJ3unTpEh+89x7xGzZQytmZsj4+ODk4kJKeTtzZs5wwTSJatuSVHj1U4EVEREREHgp/d4BS\nW7xFHiAWiyXXmWP/VH+cq2EYFC9enDlz5pCRkWHtk5GRwddff01AQID1moeHxwMVnIRr2YY3q+D8\noIuIiKCQ4cXyT1eQeSUzV3vmlUx+/GQ5hQwvatWqdd/GdXR0xN/LnxP7T9yx74l9x/H38rcpbBMZ\nGcnrr79+1+OtW7cOi8XCxYsX72m+8uhxdXXlrYEDadOrFxeKFGFpYiLfHD3KyqQkLBUq8Fz//vR4\n9VUFJ0VERERE7pIClCJ5YPLkybi5uZGTk2O9lpaWhoODA3Xq1LHpu3btWiwWC0ePHiUxMZFGjRr9\nr6d7T26ca1hYGMWKFWPhwoXWawsXLiQgIMCmYMqNwaXAwECGDx9O9+7dcXNzIyAggClTpljbExIS\nsFgsfPvtt9SpU4cCBQpQuXJltmzZYjOfDRs2EBERgbOzMwEBAfTu3dumwvLHH39MmTJlcHJywtfX\nl2eeecbalpmZSa9evfDx8cHJyYmaNWuyY8cO6/jXf2aenp7Y2dnRrVs3AJYvX07NmjXx9PTEy8uL\npk2bPlDbhD09PYnuEY1dgj3z3pnP1sXbOHPoDGcOnWHr4m3Me2c+9scdiO4RjYeHx30b1zAM6kbU\n5fSO06ReSM3VPq7rBIa3GsGlpEucjjlDVK2ov7y1/H5sTZdHi7OzM8888wzjPv2UIePHM+Cjj3hv\n0iQ+HDuWBg0aYLHor1giIiIiIndLf3sWyQORkZGkpaVZg1wA69evx8/Pj61bt5KZ+d9stbVr1xIQ\nEEBgYCDe3t42mWL/RElJSSxatIjpM6cz8qORTJk6heTkZAzDoFu3bkybNs3ad9q0aXTt2vWOmYcf\nffQRVatWZdeuXbzyyiu8/PLLHDx40KbP22+/Tb9+/di9ezdlypShQ4cO1gDw4cOHadSoEU8//TR7\n9+5l7ty5bNy4kZ49ewKwY8cOevfuzbBhw4iPj2f58uVERERYn923b1++/fZbZs2axc6dOwkKCqJB\ngwYkJydTrFgxFixYAMDBgwc5c+YM48aNA64FnaOjo4mNjWX16tXY2dk9cOfRlS5dmqEDhtIivCXn\nVv7GmpHrWDNyHedW/kaL8JYMHTCU0qVL3/dxn3zySUq4BbJs3A9cPJ87szE7M5sfxv9ICbdAnnzy\nyfs+vsjdypcvHyEhIYSFhREUFKTApIiIiIjIPdDfokXyQJkyZfD19WXt2rXWa2vXrqVFixYEBgba\nZP+tXbvWmqH3x23TWVlZvPrqq/j7++Pk5ERgYCAffPCB9b6UlBRefPFFfH19cXJyomLFiixbtsza\nvmDBAipUqED+/PkJDAzMVZTmTpmLNxu/c+fO9H6rN7NWz+KNfm+w5cwmfj61jh27d/Dtt99ib2/P\n6tWrcXZ2ply5cqxfv55OnTrd8X01btyYl156iZIlS/LGG2/g5eXFmjVrbPr07duXhg0bEhQUxJAh\nQ0hISODQoUMAjBgxgk6dOtGzZ09KlizJE088wdixY5kxYwaZmZmcOHECFxcXGjduTLFixahUqRKv\nvvoqAJcvX+bTTz9l1KhR1K9fn7JlyzJlyhScnJz4/PPPsVgsFCxYEIDChQvj7e2Nq6srAK1atbL+\nTCtWrMjUqVP55Zdf2L9//x3X/E/i7e1N+/btmThyImMGj2HM4DFMHDmR9u3b4+3t/beMWaBAAf7T\n+z/4Zvjx3TuL+GnqSuI2HSBu0wFOx5/m9P4z+Gb48crzr/DSSy/h6upKkSJFblpcafbs2VStWhU3\nNzf8/Pzo2LEjv/32W65+O3bsoGrVqhQoUIAaNWrkCoJ/8sknBAUFWQNSs2fP/lvWLiIiIiIi8qhR\ngFLkfyAhIYHpM6bTp38fekT3YNDQQZQtW5aVK1da+6xZs4batWtTq1Yta/DtypUrbN26lcjIyFzP\nHDduHEuWLGH+/PnEx8fz5ZdfUqJECeDamYgNGzZk8+bNfPXVV8TFxTFy5EjreWgxMTG0bduWDh06\nsHfvXoYMGcI777zDzJkzbca4XebijeM/99xzHDwTT8nmJWj/YVsMDELrVKTNwNZ4BxcGYNDgQTz+\n+OM8//zzGIaBvb39XW0NDg0Ntfns6+vLuXPnbtnHz88P0zStfXbv3s306dNxdXW1fjVs2BCAo0eP\nUq9ePYoXL05gYCDPPvssX331Fenp6cC17Mvs7Gz+9a9/WZ9vb29PtWrViIuLu+28Dx06RIcOHShV\nqhTu7u4EBgZiGAbHjx+/45r/ifLly4efnx9+fn7ky3fzojn3k6+vL4PeGkTd0CjiFh5g9n++ZPZ/\nviQlIYXCboUZ9NYgRo0axfr16/n+++9ZsWIFa9eutanADZCdnc2wYcPYs2cPixYtIiEhga5du9r0\nMU2Tt99+mzFjxhATE4O9vb11qz7At99+y2uvvUbfvn3Zt28fL7zwAl27dmXdunV/+3sQERERERF5\n2Nnn9QREHmY5OTl89fVXLP15KRQ0CagagJuzC+dP/U5yTjK/bLiWTVesWDF27dpFrVq1yMzMZPLk\nyQwaNIhNmzaRmZl50wDliRMnKF26tDVwVqxYMWvbTz/9xI4dOzhw4AClSpUCsAYvAcaMGUNUVBRv\nvfUWAEFBQezbt4+RI0fy7LPPWvtdz1wEeOONNxgzZgxr1qyhdOnSNuMnJiay//g+GvVrRFj9yjbz\nNAyDfC75ASgZVpJaVWoxd+5csrKySE9Pt2Y53s6N29oNw7A5v/PGPtfPE7zeJzU1lRdffJHevXvn\n2k5evHhx7O3t2blzJ2vXrmXFihUMGjSIwYMH22zBvxdNmjQhMDCQqVOn4u/vT05ODuXLl7fZwi+3\nlpKSwtgJY9l74hcCIovzeJmqAHwzdD6/nf+NESNHMG3aNL766itq164NwIwZMyhatKjNc7p06WL9\nvkSJEowdO5bHH3+cy5cv4+zsDFz7nXn//fet28X79+9PkyZNyMzMxNHRkdGjR9OtWzdefPFFAPr0\n6cOWLVsYNWrUfS0QJCIiIiIi8ihSgFLkbzRv/jy+W/8tVTqGE/JkiM3ZZKWrlqZP2Ou8MfANWjdp\nTZkyZShUqBC1atWiW7duZGZmsnbtWkqWLEmRIkVyPbtLly7Uq1eP4OBgGjZsSJMmTahXrx5wLWOw\naNGi1uDkjeLi4mjRooXNtRo1ajBu3DhrRWq4febiH8cvVaoUac5ptKnT+rbvo1xUCBdOXyAzM9Na\n9frGTMh7cacCJ+Hh4ezfv5/AwMBb9rFYLNSpU4c6deowcOBAPDw8WL16NfXr18fBwYGNGzfSrl07\n4FpG3vbt263FfBwdHQG4evWq9XlJSUnEx8fz+eefU6NGDeBaoR65OxkZGYweN5r4tF+p378ePoE+\n1rYt323jwukkYk7sIDMzk0qVKlnbPD09CQ4OtnlWTEwMQ4YMYffu3Vy4cMEauD5+/Dhly5a19rsx\nCxfg3LlzFC1alLi4OGtw8roaNWowfvz4+7doERERERGRR5S2eIv8Tc6fP8+S1UsIbRVK+YjyuQon\nBFYqQaGiBTmZfJJZs2dZs7D8/PwoVqwYGzdutDl/8kZhYWEcO3aMYcOGceXKFZ555hlr5WknJ6f7\nsobbZS7+cfzEc4ls/WEro9qPvu3zSlQqQVJ6Ej/88IP1nM0bMyHvxZ2K7Lzxxhts2rSJnj17snv3\nbg4dOsSiRYusRXKWLl3KhAkT2L17N8ePH2fGjBmYpklwcDDOzs68/PLL9O3bl+XLl7N//36ee+45\n0tPTrVuAAwICMAyD77//nt9//520tDQ8PT0pVKgQn332GYcPH2b16tVER0erWvRd2rJlC/tO76VB\n7wY2wcnr8hXIx786/gvTNNm5c+ctn3P58mUaNmyIh4cHX331FTt2XDsPFciVyXq7LFwRERERERH5\n+yhAKXIPmjVrRqNGjW7atn79eiwWC7NnzyY9XzoVapW/5XNCI0NJu5TG7j27CQ8Pt16PiIjghx9+\nYOPGjbcNvri4uPD0008zefJk5s6dy4IFC0hOTqZixYqcPHnyltunQ0JC2Lhxo821DRs24O/vj52d\nHZcvX77d8nONH9UoihbRzdi8YAupyWm37G/vaI+JiYODAy4uLjZttwrc3ez6jdfu1Cc0NJR169Zx\n8OBBIiIiCA8PZ/DgwdbMVA8PDxYuXEjdunUpV64cn332GXPmzCEkJAS4VmSndevWPPvsszz22GMc\nOXKEFStW4O7uDoC/vz9Dhgyhf//++Pr60rNnTwzDYM6cOcTExBAaGkp0dDSjRo265bsRW6vWrcK7\nkjeF/Avesk/Z6sFY7C3MnT/Xeu3ChQvEx8dbPx84cICkpCSGDx9OjRo1KFOmDGfPnv3T87nZn5mN\nGzdSrly5P/0sERERERERsaUt3iL3oHv37rRp04bTp0/j7+9v0/bFF19QtWpVsnOy8S5XGId8Drd4\nyrUA5ab5m8m6kkXx4sXJysrCwcGBiIgIXn31VUzTxMvL66b3jhkzBj8/P8LCwjAMg2+++QZfX188\nPDyIiIigZs2atG7dmtGjRxMUFMSBAwcwDIMGDRoQHR1NtWrVGDZsGG3btmXTpk1MmjSJV199lVGj\nRt0xI/HG8c0sk13rduPp54mLR4FcfbuN6sKWBVu4eC4FB+zx9PS0ab+e0Qbkqs595MiRXM/7YxGU\ngIAAm63VAO7u7rmuValShR9//BGArl27kpKSQv/+/YFrW3VvHDcwMJBTp07Rq1cv8uXLx9ixYxk7\ndqy1PSEhAYvFwq5du6hYsSIDBgxgwIABNs+oW7cue/futbl247wkt6ysLI6cOkLFehVu2y9/gfxU\na1qVH5f9yE8//YSfnx9vv/22tRgUXDtj1NHRkfHjx/PSSy/xyy+/MGzYsFzPutnv/B+v9e3bl7Zt\n21K5cmWioqJYvHgx3377LatWrfoLKxURERERERFQgFLknjRp0gQvLy+mT59uLTQDkJaWxvz58xk9\nejRJKUlcSExmcMN3idsQh5OrE2ENKtPto664FnQFYNmkH8hIz8DB0YE2bdrw+OOPs2zZMp599lkM\nw8DOzo4VK1ZQoUIFihcvjmmatGjRAtM0yZ8/P/7+/pw5c4b09HTc3Nx47LHHKFWqFKdOncLe3p7L\nly/Tvn17Ll++TEBAAHFxcXzwwQfWTLCBAwfyzjvvYGdnR3BwMCNHjsQwDFxdXTFNkzlz5tCrVy/r\n+q5nJVosFl555RVmzZrFoUOHME0TZw9nAkKLM7zVCN5c2P+mWY6HY45QpeRj+Pj4kJKS8j/f7tyl\nSxdmzpxJmTJlcmW+9ejRg08++YQuXbowbdo0duzYQYECuYOt1xUvXpzExMRbBpDl3l0L4prY2dvd\nsW/T15pydu85WrVqhaurK9HR0Vy8eNHa/sc/pxMmTCA8PJzRo0fTrFkzm+fcKQu3efPmjBs3jlGj\nRvHaa68RGBjI9OnTqVmz5r0vVERERERERAAw7iZT6kFmGEY4EBMTE2OzhVbkz8rMzGTXrl2cP38e\nOzs7FixYwJo1a2y2k37xxRf07NmTM2fOMGvWLF7v+zot/tOcyM61SU+9wvS+MzAsBkOWDwLgzZpv\ncWTXUQKDApn00SQ8PDxISUmhTp06eHt7U7p0aZycnHB2dmbZsmVkZWXh5OTEjBkzeOWVV0hJSWH6\n9Ol07tyZp556imXLljF58mRq165NpUqVuHz5Mh999BF9+vRh1qxZPPvsswQEBDBq1CiOHDnChg0b\nWLt2Ld999x3vvPMOV65cYdeuXRw5csQ67o1bseFagPK7776zBnkyMzPpO6Avy9Yso2ARTwYseivX\nPbtX7WHvN/vo+3xfHnvssb/pp3R7Xbt2Zc2aNZw5c4ZGjRrx3XffAdcKsvj5+eHu7k5kZCTTpk27\n47Oys7Oxt9e/8fwdTNOkV99e5HvMkYh2tw8A/jxnPRk7Mhk/crzO9xQREREREfmbxMbGUqVKFYAq\npmnG3qn/n6UzKEXuICcnh0WLFtH7jd588PkHTP/pC6Ys+YwTySc4eOggs2fPtvadPn06bdq0wdXV\nlfj4eAp5FeJfbf6FX5AfJSsH0mPKK+z+aTdnj/23crVbIVeaN2nO0WNHGT91POO/Ho9pmhQKKMSp\nc6dIPJtIp06dyMrKokSJEgQGBrJjxw5Gjx5NdnY2P/30EwAHDx7EwcGB7t27s2HDBrKzszEMg379\n+tG7d2/rVtTQ0FCGDBlCv379+PLLL0lNTaVu3brUqlXLet5l165dmThx4k2Dkzfj6OhInx59sFy2\ncPrAGfas3kNqchpbF23j9SrRPO3clmGN3+NwzGEKFvzvmYLXt0nPmzePiIgInJ2dqVatGgcPHmT7\n9u1UrVoVV1dXnnrqKc6fP2+9r2vXrrRs2ZJ3330Xb29v3N3defnll8nOzrb2mT9/PhUrVsTZ2Rkv\nLy/q169PdnY2YWFhFChQgNOnTzN69Gj8/f3x8vLCzs6OypUrW+/39fWlVKlSeHp64uXlhWEYDBs2\njObNm+Pi4kK/fv2wWCwsWLCAp556CmdnZwzDoH79+tYxatSowcGDB23e1aJFi6hSpQpOTk4EBQXx\n7rvvqhDLDQzDoO6TdTm2OYGM9Ixb9stIz+DY5gTqPllXwUkREREREZEHmAKUIreRk5PD5CmTmfXj\nTNyfdKPle83p+FEHOo3rSKN3GuAd4M3goYPYs2cPhw4dYv369XTv3h2A48ePc/bUWaKr/IdnXNrR\n1rU9vUJ7YxgGiYcTMU2TSxdScXV25bdzv/Hjnh8IbBHAMyPbYBgGkS/UxuJq4eS5k7w34j3gWoXv\n999/nwkTJuDo6IhpmiQkJABw5swZsrKyWLx4MS+99BKhoaG0bt0ai8XCxo0bWbhwIYZhUK9ePeLi\n4li1ahUdO3a0nrP34YcfWte9detWIiMj/9S7KlGiBGEVw/Aq4EX8vEMsfGMhqyatwtfLj+dfeJ6p\nU6ZStGhRWrZsmevewYMHM3DgQHbu3Im9vT0dOnSgf//+TJgwgQ0bNnDo0CEGDhxoc8+qVas4cOAA\n69atY86cOSxcuJAhQ4YAkJiYSIcOHWjYsCEffPABr7/+OqVKlSI9PR3DMChdujQ7d+7kyJEjrF27\nlqCgIC5evMixY8eszzdNk8jISGJjY1m9ejUAQ4YMoVWrVuzdu9daMf2FF16gSpUqTJkyBYBt27Zh\nZ2dHTEwM9vb21krfcK2A0r///W/69OnDgQMHmDx5MjNmzOC99977U+/6UVCrVi0KUYgVk38iKyMr\nV3tWRhYrJv9EIQpRq1atPJihiIiIiIiI3C/anyhyGz///DOrd67iyZeepGTlQOt1wzAIqBDA02+3\n4bMeUxj7yRi8XAsTFBRkPZMuNTWV5s2bUySgCPG/xeNXyZfASiVwyO9AztUcFn24mPTz6XgX8eai\ncwqN+jaikH9BUpPTMDFZP38Dl9PTyFfQkTTPVACOJRwjMDCQypUrM3PmzFzzDQgIYPjw4fj7+/PC\nCy9w7tw5FixYQHR0NB06dMAwDIKCgvD09KRly5a0aNECwzB46qmn2LJlC0lJSZimSXZ2NtWrV7/t\nu2nfvj0Wi+2/cWRmZtK4cWMmjJjAsWPHyM7OplChQgQEBGAYBo0aNcLb25v9+/fbnAHZt29foqKi\nAOjduzcdOnRg9erVPPHEE8C1okQzZsywGStfvnx88cUX5MuXj5CQEN5991369evH0KFDWbduHdnZ\n2ew7tY8zTqdxcHYg1SmN2F9iccnvQnCZYLZv384bb7yBaZrEx8fz1FNPsWPHDuvznZ2dqVixIoGB\ngdafeXZ2NlWrVqVEiRIYhoFpmoSEhFjHtFgsTJkyhbZt22Jvb0///v1p0qQJmZmZODo68u677/Lm\nm2/SqVMn68/r+rzfeeed277vR42npyevv/I6oyeNYt7A+ZSJKE2xcsUAOLH/BPE/H8Qt3Y3Xe7ye\nq+iSiIiIiIiIPFgUoBS5BdM0WbFmBd7h3jbByT+KaFeTaa9/wa643Zzcf5Lo6GhrW3h4OEuXLmX2\n7NmsWbOGlT+vZP/8A5iY2GNPeEg4sT47ybiaQbmG5SjkX5AraVf4dvS3YELJ+oHk2+VIxqUMakdH\ncHDlIS5fvczIjz+ke/fuvPjiiwAULVoUgJCQEK5cucKBAwdISUmhT58+ZGRkYJomzz77rM28K1as\nyOrVq3nzzTeZNWsWrVq1Yt26dZimiWEYhIeHkz9//tu+n7Fjx1K3bl2ba/369SMnJwd3d3cqVarE\noUOHeOutt9i6dSu///47OTk5GIbB8ePHbQKUoaGh1u99fHwAqFChgs21c+f+uy0eoFKlSuTLl8/6\nuXr16qSmpvLDDz/w/erF+JfxZ833awhvGEbl+pWpOAJ/UgAAIABJREFU0z2So/FHOBOfSPzBeLy9\nvZk+fTqmadK4cWP8/f2txYPg2hmTM2bMYNy4cfz+++/Wd3Pj3Ldt24arqytXr14lJyeHrl27XisI\ndPgwfn5+AJw7d46iRYuye/duNm3aZFNF+urVq2RmZnLlypU7vvNHTXBwMEMHDGPFTytY9+Na4hdf\n2y7v4uhC48ebUL9efevvi4iIiIiIiDy4tMVb5BZOnTrFkcQjlKsZcss++Qvk58lnarB/x36SkpL4\n97//bW3r2bMnZ8+epVu3bvj4+PDKc6/QrFYzcpJy+PjDj4l+LRrTNMkwMyj7r7IAbFu8nfMXz2MY\nBt7B3hj/n6Ho7uMOQGpSKsmOyaxYuwIPDw8A61bsvn37EhcXR0pKCk5OTvTq1QvDMGjcuDGmadK0\naVPr3KKiojAMg7fffhuLxcK+ffusbaZp4uPjw++//05aWtot1+7j40PJkiVtvlxdXW36NGnShAsX\nLjB16lS2bdvGtm3bME2TzMxMm34ODg7W76+fJXjjtbs9p/Gr+V/iHu7OpLgJDF4+kOLli7N0wjJe\nLd8LBydHfEv7cDErBTc3N6ZPn87MmTPp3r27NSPyurNnz3L58mXr3K+33zj32rVrs2fPHj7//HMM\nw2Djxo0cPHiQiIgI61quzz01NZUhQ4awe/du69fevXuJj49XcPIWfHx86NypMxNHTmLUO6MZ9c5o\nJo6cROdOnRWcFBEREREReUgoQClyC6mpqVzlKu6F3W/br173KDLTMylRsgS+vr7W60WKFGHjxo1k\nZmZSr149KleuzHvvvUdAQADu7teemZOTg8XegrOrE5lXMtm3eR+BtQPhxnof/x/ocinkws9z1rNg\nzgKcnJwA2Lt3LwCtW7e2nmWYnp7OokWLmD17Ns8//zymadKkSRNrwKxx48YArFixgpycHJYsWUL7\n9u2Ba4HB9evX4+vrS58+fe75/SUlJREfH8/bb79NZGQkwcHBNoVu/ru0eytusnv3bjIy/ltAZfPm\nzTg5OXHZIZ3qbZ7AMAzKVi9Lu0FtGbNzNPaO9vye8DsO+Rxw83Uj62omGRkZZGdnU79+/Vxzz8rK\nokGDBta538rhw4cJCAjA398fwzAIDAykZMmS1p/PH4WHh/Prr7/mCuyWLFnynt7BoyR//vwULVqU\nokWLKpgrIiIiIiLykNEWb5FbyJ8/PxYsXL54GTcvt1v2C34imFen9qDgqUK52kqXLs2CBQtuee/E\niRMZP2ccWRlZnPr1FOkZ6ZSqWZKxVz8CoPxT/91KXK5pCJYrdry3YiiLx3xPJYfK7Ni+g08++cTa\n5z//+Q8NGjSgevXq1K1bl7Jly1KgQAEWLlzIypUruXr1qrVvwYIFuXjxIsuXL6d+/frs3r2bL774\nAsMwOHny5E0DbH+Gp6cnhQoV4rPPPsPX15eEhATefPPNXAHJP2Yt3u7ajTIzM+nevTsDBgzg6NGj\nDB48mBo1alCwrCeJhxNZ8dlPVK5fGXdvd+K3/Mql3y9RNOTadnh3b3d+P3Ke+fPnExoammtOnp6e\nWCwWNm3axOHDh0lISLBu8b5RSkoK7dq1o27duuTk5LBy5UqWLFnC559/nmstAwcOpGnTphQrVow2\nbdpgsVisWZRDhw6980sVEREREREReQgpg1LkFooXL46/hz8HNh24bb/MK5mc2XmGKpWq/OkxKlSo\ngJPpTPy2g2ReycLExMk9d2DwyqV0crJMHB2vbXt2dnciLT2Nd99913qu43WhoaGsW7fOus04PDyc\nwYMHU6RIEZtn1qxZE4vFwpNPPglcO5fS3d2dqlWr3jE4eTdZj4ZhMHfuXGJiYggNDSU6OppRo0bd\n1bPu5vl169aldOnSRERE0L59e1q0aEFEZARObvlxdnNm38/7GNp4GK8E9+CrgV/T7aOuFCpyLYhs\n72iPiYnFYsHFxeWm43t7e3PixAnr3G8sCARgsViYMWMGOTk59OvXD4ABAwbg6elpXcMf11K/fn2W\nLFnCTz/9RLVq1ahevTpjx46lRIkSd1yviIiIiIiIyMPKuJtMpQeZYRjhQExMTAzh4eF5PR15wCxZ\nsoQZP06nQd/6eAd452o3TZON8zZxds05xr4/9p6qCU/8eCIbT24gvFkYS79YRt3BdXD3+++2cjPH\n5Pje4zim5+OJao9jGAbffriIx1wfo8fLPf7S+h5UXbt2JSUlhYULF9pcn/TxJGLSYmjRt9lt7086\nk8TSwT8wqOcgm2I8IiIiIiIiIpJbbGwsVapUAahimmbs/X6+MihFbqN+/fpUKlKZ5WNWELcxjuys\nbGtbym8prJm5huOrTtDlmS73FJwEaN+2Pd5Z3sQu3gkZcGT9kWsNpkn6pXSO7z2OedEkJDgEwzBI\nOpPEpcOXqPZYtfuxxIdKtarVuHjoIklnkm7bb//6OHxcfG57tqSIiIiIiIiI/G/oDEqR23B0dCT6\ntWimz5zOhpnriZm/Exe/AuRk5XDpeCo+zt682vlV6zbpe1GoUCHe7vcOk6dO5sSZk2yfsQNLAQuu\n3q5cTb+Ka35XylYIwcPDneysbNZ/tZGi7kUJCwu7jyt9OISFhVHErQjrv9pI416NsHfI/Z+4xCOJ\nHPn5KJ2iOtlUChcRERERERGRvKEt3iJ36bfffmPTpk0kJSVhZ2dHUFAQVatWvW9BLtM0OXToEIPf\nHczxKwkE1y9DlXpV8A/wxzRNju1JYOeyXdiftufN194kKCjovoz7sDl06BDDxw4n2z+bsKcqU6Ji\nABbLtWJH+zfEsf+H/TxWvCrRr0UrQCkiIiIiIiJyF/7uLd4KUIr8w2RmZvLNvG9Ys3k1yVdTcHR1\nIOtKNg4Z9lQIDKVju44qqnIHx44d48s5X7L36C9k5cvGIb89mZey8LDzILJ6JM88/QyOjo55PU0R\nERERERGRB4IClH+RApTyoEpLSyM2NpaUlBQcHBwICQmhePHieT2tB0pCQgIHDhwgKysLd3d3qlSp\ngrOzc15PS0REREREROSB8ncHKHUGpcg/VIECBahZs2ZeT+OBFhAQQEBAQF5PQ0RERERERERuQ1W8\nRUREREREREREJM8oQCkiIiIiIiIiIiJ5RgFKERERERERERERyTMKUIqIiIiIiIiIiEieUYBSRERE\nRERERERE8owClCIiIiIiIiIiIpJnFKAU+Yfo2rUrrVq1yrPxExISsFgs7NmzJ8/mICIiIiIiIiKP\nHgUoRW7QpUsXLBYLH374oc31RYsWYbH89T8y9zMQOGPGDCwWC3Z2dtjb21OwYEGeeOIJhg4dysWL\nF//08wzD+EvzGTJkCGFhYX/pGSIiIiIiIiLyaFGAUuQGhmHg5OTEBx98QEpKSq62vyIrKwvTNP/y\nc/7I3d2dxMRETp06xebNm3nxxReZOXMmlStXJjEx8U89yzTNvzyf+7k2EREREREREXn4KUApchNR\nUVH4+vry/vvv37bfggULqFChAvnz5ycwMJCPPvrIpj0wMJBhw4bx73//Gw8PD1544QVKliwJQOXK\nlbFYLNSpU8fmntGjR+Pv74+XlxevvvoqV69eve0cDMOgcOHC+Pj4EBwcTNeuXdm0aROpqan069fP\n2m/58uXUrFkTT09PvLy8aNq0KUeOHLnlc3NycujWrRvlypXj5MmTAJw4cYLmzZvj6uqKu7s7bdu2\n5dy5c8C1bM4hQ4awe/dua1bnzJkzARgzZgwVK1bExcWF4sWL06NHDy5fvnzbdYmIiIiIiIjIo0EB\nShHg0qVLbNq0iZUrV3Lu3DlM0+T9999nwoQJnD59+qb3xMTE0LZtWzp06MDevXsZMmQI77zzjjUo\nd93o0aOpXLkyO3fuZODAgWzbtg3TNFm9ejWJiYksXLjQ2nf16tUcOXKEtWvXMnPmTKZPn8706dP/\n9HoKFy5Mx44dWbx4sTUrMi0tjejoaGJjY1m9ejV2dna0bNnypvdnZmbSpk0b9uzZw4YNGyhatCim\nadKsWTOSk5NZv349K1eu5MiRI7Rr1w6Atm3bEh0dTfny5Tl79ixnzpyhbdu2ANjZ2TFhwgT279/P\nzJkzWbNmjU3wVEREREREREQeXfZ5PQGRvHTp0iW+mfcNG2I2kJKdgl0+C3sP7YUs+P3874SGhjJo\n0CCmTJmS694xY8YQFRXFW2+9BUBQUBD79u1j5MiRPPvss9Z+devWpU+fPtbP18+xLFiwIN7e3jbP\nLFiwIBMnTsQwDMqUKUPjxo1ZtWoV3bt3/9NrK1u2LJcuXeL8+fN4eXnlKsAzdepUvL292b9/P+XK\nlQOuZWNeunSJxo0bk5WVxZo1a3B1dQVg5cqV7Nu3j2PHjuHv7w/AzJkzKV++PDExMVSpUgUXFxfs\n7e0pXLiwzVi9evWyfl+8eHGGDh3Kyy+/zMSJE//0ukRERERERETk4aIMSnlkXbx4kfc+fI/l+5dT\nonkA7T56hs7jOxFYLRBnf2eW719OUNkgZsyYwa+//prr/ri4OGrUqGFzrUaNGhw8eNDmLMcqVarc\n9ZzKly9vc4ajn5+fdQv1n3V9Dtefd+jQITp06ECpUqVwd3cnMDAQwzA4fvy4zT3t27fn8uXLLF++\n3BqcBDhw4ADFihWzBicBQkJC8PDwIC4u7rZzWblyJVFRURQtWhQ3Nzc6d+7M+fPnuXLlyj2tTURE\nREREREQeHgpQyiNrxqwZHL1yhGb9mxBWvzL5C+QHwM7eDg9vd5r1b0K2dxZlgsvQv3//ex6nQIEC\nd93XwcHB5rNhGOTk5NzTuPv378fNzY1ChQoB0KRJEy5cuMDUqVPZtm2bdat5ZmamzX2NGzdmz549\nbNq06Z7GvVFCQgJNmzalcuXKLFy4kNjYWCZNmgSQa2wRERERERERefRoi7c8kn777Te2/rKV8M5h\nuHm53bSPm5cb4S3CSEu4zPcLvyc4ONimPSQkhI0bN9pc27BhA2XKlLltJWtHR0eAOxa/+SvOnTvH\n119/bT1jMikpifj4eD7//HNr1ueGDRty3WcYBi+//DLly5enWbNmLF26lIiICODaek+cOMGpU6co\nUqQIcC0ImpycTPny5a1ru3FdMTExmKbJqFGjrNfmzJlz/xctIiIiIiIiIg8kBSjlkbRjxw4y8mUQ\nVDXotv2CqgaxwzeG2rVrM378eJu26OhoqlWrxrBhw2jbti2bNm1i0qRJfPrpp7d9pre3N05OTvz4\n448UKVKE/Pnz4+Z28yDp3TBNk7Nnz2KaJsnJyWzatInhw4fj6enJ8OHDAfD09KRQoUJ89tln+Pr6\nkpCQwJtvvpkrkHp9W/j16uFNmzZl2bJl1KhRg6ioKCpUqEDHjh0ZM2YMWVlZ9OjRg8jISMLCwgAo\nUaIER48eZffu3RQtWhRXV1eCgoLIyspi/PjxNG3alA0bNjB58uR7Xq+IiIiIiIiIPFy0xVseSZcu\nXcLJMz8Ojg637efg6EB+TydatmxJTk6OTUAvLCyMb775hrlz5xIaGsrgwYMZNmwYnTt3tva5WSbl\n9YrWkydPpkiRIrRo0eIvreXixYv4+/tTtGhR/vWvfzFlyhS6du1KbGwsPj4+1nnMnTuXmJgYQkND\niY6OtslovNl8e/fuzeDBg2ncuDFbtmwBYPHixXh6elKrVi3q169PUFCQTTZk69atadiwIZGRkXh7\nezNnzhwqVqzIRx99xIcffkhoaChff/01I0aM+EtrFhEREREREZGHh/HHYh4PI8MwwoGYmJgYwsPD\n83o68g+xaNEivlr/JR1Gtr/tdmzTNPmq79d0qNmR5s2b/w9nKCIiIiIiIiLyzxAbG3u9CHAV0zRj\n7/fzlUEpj6TQ0FCMSwYn9p+4bb/j+45jXLIQGhr6P5qZiIiIiIiIiMijRQFKeSQFBgZStlgI2xfF\nkJWZddM+WZlZ7FgcS9liZQkMDPwfz1BERERERERE5NGgAKU8kgzDoGvnrjiccWDp2GWcPXrWWiDG\nNE3OHj3LkjFLcTjjQNfOXW+7DVxERERERERERO6dqnjLIysgIIC3+rzFp59/yk8jVpLPPz9OnvlJ\nv3CFjNNXKOEVyMuvv0xAQEBeT1VERERERERE5KGlAKU80kqWLMmIoSPYv38/sbGxXL58GedAZ8Jb\nh1OuXDksFiUZi4iIiIiIiIj8nRSglEeexWKhQoUKVKhQIa+nIiIiIiIiIiLyyFF6mIiIiIiIiIiI\niOQZBShFREREREREREQkzzyQAUrDMHoYhnHUMIx0wzC2GIZRNa/nJCIiIiIiIiIiIn/eAxegNAyj\nLTAaGASEAbuB5YZheOXpxERERERERERERORPe+AClEAfYLJpmjNN0zwAvARcBrrl7bRERERERERE\nRETkz3qgApSGYTgAVYBV16+ZpmkCK4HqeTUvERERERERERERuTcPVIAS8ALsgLM3XD8L+P7vpyMi\nIiIiIiIiIiJ/xYMWoBQREREREREREZGHiH1eT+BP+h24CvjccN0HSLzdjX369MHd3d3mWvv27Wnf\nvv19naCIiIiIiIiIiMiD6uuvv+brr7+2uZaSkvK3jmlcO8LxwWEYxhZgq2mavf//swEcB8abpjny\nJv3DgZiYmBjCw8P/t5MVERERERERERF5wMXGxlKlShWAKqZpxt7v5z9oGZQAHwHTDcOIAbZxraq3\nMzA9LyclIiIiIiIiIiIif94DF6A0TfMbwzC8gHe5trV7F9DANM3f8nZmIiIiIiIiIiIi8mc9cAFK\nANM0PwY+zut5iIiIiIiIiIiIyF+jKt4iIiIiIiIiIiKSZxSgFBERERERERERkTyjAKWIiIiIiIiI\niIjkGQUoRUREREREREREJM8oQCkiIiIiIiIiIiJ5RgFKERERERERERERyTMKUIqIiIiIiIiIiEie\nUYBSRERERERERERE8owClCIiIiIiIiIiIpJnFKAUERERERERERGRPKMApYiIiIiIiIiIiOQZBShF\nREREREREREQkzyhAKSIiIiIiIiIiInlGAUoRERERERERERHJMwpQioiIiIiIiIiISJ5RgFJERERE\nRERERETyjAKUIiIiIiIiIiIikmcUoBQREREREREREZE8owCliIiIiIiIiIiI5BkFKEVERERERERE\nRCTPKEApIiIiIiIiIiIieUYBShEREREREREREckzClCKiIiIiIiIiIhInlGAUkRERERERERERPKM\nApQiIiIiIiIiIiKSZxSgFBERERERERERkTyjAKWIiIiIiIiIiIjkGQUoRUREREREREREJM8oQCki\nIiIiIiIiIiJ5RgFKERERERERERERyTMKUIqIiIiIiIiIiEieUYBSRERERERERERE8owClCIiIiIi\nIiIiIpJnFKAUEREREREREfm/9u492NayrgP498f15IWYIIEUsjJRpyKEQAoRk7xlNoWDEZMpNmpq\nMTQM4ERR1kRonkAFx2kK8j6kNMZ4IUkdMy8UB7wCoh4CA+RWh6txOOfpj/fd02J7zt777LPOetib\nz2fmmbPX+75rrWef+fFbh+963vcFuhFQAgAAAADdCCgBAAAAgG4ElAAAAABANwJKAAAAAKAbASUA\nAAAA0I2AEgAAAADoRkAJAAAAAHQjoAQAAAAAuhFQAgAAAADdCCgBAAAAgG4ElAAAAABANwJKAAAA\nAKAbASUAAAAA0I2AEgAAAADoRkAJAAAAAHQjoAQAAAAAuhFQAgAAAADdCCgBAAAAgG4ElAAAAABA\nNwJKAAAAAKAbASUAAAAA0I2AEgAAAADoRkAJAAAAAHQjoAQAAAAAuhFQAgAAAADdCCgBAAAAgG4E\nlAAAAABANwJKAAAAAKAbASUAAAAA0I2AEgAAAADoRkAJAAAAAHQjoAQAAAAAuhFQAgAAAADdCCgB\nAAAAgG4ElAAAAABANwJKAAAAAKAbASUAAAAA0I2AEgAAAADoRkAJAAAAAHQjoAQAAAAAuhFQAgAA\nAADdCCgBAAAAgG4ElAAAAABANwJKAAAAAKAbASUAAAAA0I2AEgAAAADoRkAJAAAAAHQjoAQAAAAA\nullRAWVVXV9VmyfGpqo6tfe8YM773//+3lPgEUKtMStqjVlRa8yKWmNW1BqzotZYDVZUQJmkJTkj\nyT5J9k2yX5K3dZ0RTPDBwKyoNWZFrTErao1ZUWvMilpjVtQaq8EuvSewDPe01m7rPQkAAAAAYPut\ntBWUSXJ6Vd1eVeuq6pSq2rn3hAAAAACA5VlpKyjPTbIuyZ1Jfj7JX2Y41fuUnpMCAAAAAJane0BZ\nVWclOW2BQ1qSp7bWvtFaO2di+1er6oEk76yqN7TWNm7l+WuS5Oqrr57OhGEBGzZsyLp163pPg0cA\ntcasqDVmRa0xK2qNWVFrzIpaYxYmcrU1O+L1q7W2I1536ROo2ivJXosc9u3W2oNbeO7TknwlyVNa\na9dt5fV/M8l7t3uiAAAAAPDIdkJr7X3TftHuKyhba3ckuWOZTz84yeYkty5wzKVJTkhyfZLvLfN9\nAAAAAOCRak2SJ2bI2aau+wrKpaqqZyQ5PMmnktyd4RqUa5N8pLV2Ys+5AQAAAADLs5ICyoOTnJ/k\nwCS7J1mf5F1J/nqB608CAAAAAA9jKyagBAAAAABWn516TwAAAAAAeOQSUAIAAAAA3azqgLKqXldV\n66vq/qr6QlX9XO85sbJV1ZlVtXne+Pq8Y95YVTdV1X1V9YmqelKv+bJyVNUzq+qfquq/xrp68RaO\nWbC2qmr3qjqvqm6vqrur6oNV9bjZ/RasBIvVWlVdsIU+99F5x6g1FlVVb6iqy6vqrqr6blX9Y1U9\neQvH6W1sl6XUmt7GNFTVa6rqS1W1YRyfq6rnzztGT2O7LVZreho7QlWdPtbS2nnbZ9LXVm1AWVUv\nTfKWJGcmOTjJl5JcWlV7d50Yq8FXk+yTZN9xHDm3o6pOS/L6JK9KcliSezPU3W4d5snK8ugkVyV5\nbZLvuzjwEmvrnCS/nOTYJEcl+ZEkH9qx02YFWrDWRh/LQ/vc8fP2qzWW4plJ3pbk8CTHJNk1yT9X\n1Q/MHaC3MSWL1tpIb2N73ZjktCRPT3JIkk8m+XBVPTXR05iqBWttpKcxNTUs6HtVhuxscvvs+lpr\nbVWOJF9Icu7E40rynSSn9p6bsXJHhsB73QL7b0py8sTjPZLcn+S43nM3Vs5IsjnJi+dtW7C2xsf/\nm+TXJo45cHytw3r/TsbDc2yl1i5IcvECz1FrxrJGkr3HOjlyYpveZkx9bKXW9DZjh4wkdyR5xfiz\nnmbssDGv1vQ0Y2ojyWOSXJvkF5N8KsnaiX0z62urcgVlVe2a4VuGf5nb1oa/pcuSHNFrXqwaPzme\nGvmtqnpPVe2fJFX1Yxm+uZqsu7uSfDHqju2wxNo6NMku8465NskNUX9su6PH0ySvqarzq+qHJvYd\nErXG8uyZYdXunYnexg71kFqboLcxNVW1U1X9RpJHJfmcnsaOMr/WJnbpaUzLeUkuaa19cnLjrPva\nLsuZ+Qqwd5Kdk3x33vbvZkhyYbm+kOTlGb5d2C/JnyT5TFX9VIb/cFu2XHf7zm6KrEJLqa19kjww\nfmBs7RhYio9lOCVjfZKfSHJWko9W1RHjl337Rq2xjaqqMpz+89nW2ty1m/U2pm4rtZbobUzJ+O/+\nzydZk+TuDKuGrq2qI6KnMUVbq7Vxt57GVIzh989mCBrnm+m/1VZrQAk7RGvt0omHX62qy5P8Z5Lj\nklzTZ1YA09Nau2ji4deq6itJvpXk6AynfMBynJ/kaUl+ofdEWPW2WGt6G1N0TZKDkvxgkpckeVdV\nHdV3SqxSW6y11to1ehrTUFVPyPCl3jGttY2957MqT/FOcnuSTRmS3En7JLll9tNhtWqtbUjyjSRP\nylBbFXXH9C2ltm5JsltV7bHAMbDNWmvrM3yuzt2tT62xTarq7UlemOTo1trNE7v0NqZqgVr7Pnob\ny9Vae7C19u3W2pWttT/McEOJk6KnMWUL1NqWjtXTWI5DkvxwknVVtbGqNiZ5VpKTquqBDKsgZ9bX\nVmVAOSa/VyR5zty28XSP5+Sh12yA7VJVj8nwIXDT+KFwSx5ad3tkuKOkumPZllhbVyR5cN4xByY5\nIMOpIbAs4zereyWZ+599tcaSjYHRryZ5dmvthsl9ehvTtFCtbeV4vY1p2SnJ7noaM7BTkt23tENP\nY5kuS/LTGU7xPmgc/5HkPUkOaq19OzPsa6v5FO+1SS6sqiuSXJ7k5AwXlb2w56RY2arqzUkuyXBa\n9+OT/GmSjUk+MB5yTpIzquqbSa5P8mcZ7h7/4ZlPlhWlqh6dIeyucdOPV9VBSe5srd2YRWqrtXZX\nVf1tkrVV9d8ZrlPz1iT/1lq7fKa/DA9rC9XaOM7McE2jW8bjzs6wUvzSRK2xdFV1fpLjk7w4yb1V\nNfft+4bW2vfGn/U2tttitTb2Pb2N7VZVf5Hh2n83JHlskhMyrDZ67niInsZULFRrehrT0lq7N8nk\n9ZpTVfcmuaO1dvW4aWZ9bdUGlK21i6pq7yRvzLC09Kokz2ut3dZ3ZqxwT0jyvgzfTt2W5LNJntFa\nuyNJWmtvqqpHJXlnhjtI/muSF7TWHug0X1aOQzNcL6aN4y3j9r9PcuISa+vkDJe3+GCGb1c/nuR1\ns5k+K8hCtfbaJD+T5GUZ6uymDP/Q/eN516VRayzFazLU2KfnbX9FknclS/7cVG8sZrFa2xS9jel4\nXIbPy/2SbEjy5STPnbvzrZ7GFG211qpqTfQ0dpz2kAcz7Gs13OAJAAAAAGD2VuU1KAEAAACAlUFA\nCQAAAAB0I6AEAAAAALoRUAIAAAAA3QgoAQAAAIBuBJQAAAAAQDcCSgAAAACgGwElAAAAANCNgBIA\ngBWvqi6oqot7zwMAgG0noAQAYMmq6hlV9WBVXdJ7Lgupqk9V1dre8wAAYHECSgAAtsUrk7w1yVFV\ntW/vyQAAsPIJKAEAWJKqenSSlyZ5R5KPJHlA7KjaAAADTElEQVT5xL49q+q9VXVrVd1XVddW1W+P\n+3atqrdX1U1VdX9Vra+q0yaee3JVfbmq7qmqG6rqvPG95vafWVVXzpvLSVW1fivzvCDJs5KcVFWb\nq2pTVR0wxb8KAACmSEAJAMBSvTTJ1a2165K8N8Nqyjl/nuQpSZ43/vm7SW4f952U5EVJXpLkyUlO\nSHL9xHM3Jfm9JE9L8rIkz05y9rz3bluYz5a2zb3f55P8TZJ9kuyX5MbFfjkAAPrYpfcEAABYMU5M\n8u7x548n2aOqjmqtfSbJ/kmubK3NrXS8YeJ5+ye5rrX2ufHxQ8LC1tpbJx7eUFV/lGGV5uuXM8nW\n2l1V9UCS+1prty3nNQAAmB0rKAEAWFRVHZjksCQfSJLW2qYkF+X/V1G+I8nxVXVlVZ1dVUdMPP3C\nJAePp32fW1W/NO+1j6mqy6rqO1V1V4YQdK+qWrODfy0AAB4GBJQAACzFK5PsnOTmqtpYVRuTvCbJ\nsVX12Nbax5MckGRthlOqL6uqNyXJuKryiUnOSLImyUVVdVGSVNWPJrkkyVVJfj3J05O8bnzP3cY/\nNyepefPZdUf8kgAAzJ6AEgCABVXVzkl+K8kfJDlo3rgpyfFJ0lq7o7X27tbay5KcnORVc6/RWrun\ntfYPrbVXZ7iW5bFVtWeSQ5JUa+2U1trlrbVvJnn8vCnclmT+HcMPXmTaD2QIVAEAeJhzDUoAABbz\nK0n2TPJ3rbW7J3dU1cVJfqeqHp/kiiRfy7BK8kVJvj4ec3KSm5NcmeHGNscluaW19j9V9c0ku1bV\n72dYSXlkklfPe/9PJ3l7VZ2a5INJXpDk+Uk2LDDn65McPq7QvCfJna21rd1UBwCAjqygBABgMScm\n+cT8cHL0oQyrIDcmOSvJlzIEig9mXFmZ5O4kpyb59yRfzHAq+AuTpLX25QwrM09N8pXxOadPvkFr\n7Zokrx3HVUkOTfLmReb8VxnuDv71JLdmuFEPAAAPQ+WLZAAAAACgFysoAQAAAIBuBJQAAAAAQDcC\nSgAAAACgGwElAAAAANCNgBIAAAAA6EZACQAAAAB0I6AEAAAAALoRUAIAAAAA3QgoAQAAAIBuBJQA\nAAAAQDcCSgAAAACgGwElAAAAANDN/wEsUtOYz9Z7igAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_means = cluster.KMeans(n_clusters=3, init='k-means++', random_state=5000)\n", "k_means.fit(df[['Murder', 'Assault']])\n", "\n", "fig = plt.figure(figsize=(16,6))\n", "plt.scatter(df['Assault'],df['Murder'],60,c=k_means.labels_, alpha = 0.6)\n", "plt.xlabel('Assault')\n", "plt.ylabel('Murder')\n", "\n", "[plt.text(row.Assault, row.Murder, row.State) for row in df.itertuples()]\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How about kmeans with 2 clusters?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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69n2Jo0crUrVq46vGJicvplWrygwfPqyEshOR20VcXBxvvvkR1ap1xtXVq8i4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1/Pvn37qFy5Mn379qVnz56MGjVK18ezxvDx8WHKlCmEhoZSqVIllixZwsSJE1/0dgghxCtX0BmU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\nVXVeVd1eVXdX1Qer6nG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_means = cluster.KMeans(n_clusters=2, init='k-means++', random_state=5000)\n", "k_means.fit(df[['Murder', 'Assault']])\n", "\n", "fig = plt.figure(figsize=(16,6))\n", "plt.scatter(df['Assault'],df['Murder'],60,c=k_means.labels_, alpha = 0.6)\n", "plt.xlabel('Assault')\n", "plt.ylabel('Murder')\n", "\n", "[plt.text(row.Assault, row.Murder, row.State) for row in df.itertuples()]\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the outputs above we can see how the separation of clusters and the spread of clusters is affected as k changes. \n", "\n", "## Tasks\n", "You have to do the following three tasks on the file protein.csv.\n", "\n", "**Task 1** \n", "\n", "Run kmeans clustering on protein.csv file using only the 'White Meat' and 'Red Meat' columns. Use your choice of value for inital k. Make sure you label all the countries on the scatter plot. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task 2** \n", "\n", "Plot and observe the output with atleast three different values of k. What do you think is the best choice for k and why?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task 3** \n", "\n", "Using the best k found in the previous task, run kmeans using all columns for input features. Observe the difference in output labels and cluster centroids using all columns versus the output using two columns. Looking at the output clusters, do you think it is better or worse to use more input features? " ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }