diff --git a/.DS_Store b/.DS_Store index b566f57..522d6a0 100644 Binary files a/.DS_Store and b/.DS_Store differ diff --git a/.ipynb_checkpoints/GD_Regression-checkpoint.ipynb b/.ipynb_checkpoints/GD_Regression-checkpoint.ipynb deleted file mode 100644 index c4db297..0000000 --- a/.ipynb_checkpoints/GD_Regression-checkpoint.ipynb +++ /dev/null @@ -1,1335 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## FYS-STK4155 \n", - "## Project 2\n", - "\n", - "### Configure Notebook\n" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], - "source": [ - "%matplotlib inline\n", - "%config InlineBackend.figure_format = 'retina'\n", - "\n", - "# Some more magic so that the notebook will reload external python modules;\n", - "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", - "%load_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import os\n", - "\n", - "import matplotlib.colors\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "from matplotlib import cm\n", - "from matplotlib.ticker import FormatStrFormatter, LinearLocator\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "from sklearn.linear_model import Lasso\n", - "from sklearn.model_selection import train_test_split, KFold\n", - "from sklearn.utils import resample\n", - "from tqdm import tqdm_notebook as tqdm\n", - "from sklearn.metrics import mean_squared_error\n", - "from sklearn.model_selection import cross_validate, GridSearchCV\n", - "\n", - "from mylearn.linear_model import LinearRegression, RidgeRegression, GDRegressor\n", - "#from mylearn.neural_network import NeuralNetwork\n", - "from mylearn.ml_tools import *\n", - "from mylearn.project_tools import fig_path\n", - "from sklearn.linear_model import SGDRegressor\n", - "import seaborn as sns\n", - "\n", - "from imageio import imread\n", - "from numpy.random import normal, uniform\n", - "\n", - "# Set fontsizes in figures\n", - "params = {'axes.labelsize': 'x-large',\n", - " 'axes.titlesize': 'x-large',\n", - " 'xtick.labelsize': 'x-large',\n", - " 'ytick.labelsize': 'x-large',\n", - " 'legend.fontsize': 'large',\n", - " 'legend.handlelength': 2}\n", - "plt.rcParams.update(params)\n", - "plt.rc('text', usetex=False)\n", - "\n", - "import warnings\n", - "# Comment this to turn on warnings\n", - "warnings.filterwarnings('ignore')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### SGD for Scikit-Learn" - ] - }, - { - "cell_type": "code", - "execution_count": 158, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Inversion: 2.277810398751483 [2.2778104 2.69663456]\n", - "Batch GD: 1.8018808898671517 [2.57238999 2.84711198]\n", - "Stochastic GD: 1.3090268549565651 [3.17540341 2.78992922]\n", - "Mini-Batch GD: 1.825656831228176 [2.63464391 2.90169549]\n", - "SGDreg from Sklearn: [2.2903348] [2.2903348 2.66038725]\n" - ] - }, - { - "data": { - "image/png": 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R9OjRI9s6Gf188uTJLOdKliyZbZ2Mzz7jebGkZs2aYWtry+bNm0lMTMTR0RFIT7pdXV1vu//53d7v7dzqs3BycuLSpUtcv34dgFOnTgFQpkyZW472KFu2LC4uLsTFxXHq1Cnc3d3N9W71+3bz1n5Arp8fEZHCREm2iEghlJEonThxgrS0tCz/GHZ1dWXu3LmZjiUkJGS7KFOGm1eVznD27FnGjRvHmjVrMr059/DwoHXr1mzcuJHLly+bj1+5csX83xlJzs1yOlw8IyFNSUlhz549ty2blpZGQkJCpqTa1tY2R9e5nzIStIw3uvDvfWYkercTFxdn/u/PP/+cuXPnMn/+fMLCwggPDyc8PJxp06bh7e3NmDFjzG9RM96W3qpPbpYR06VLl+742Wf3VvpOe53fahTG3XBxcaFhw4aEhIQQEhJCcHAwhw4d4vTp03Tp0uWWQ8Xh7u/3dnK673vG0Ow7vT12dHQkLi7OXD4jnlv17c0rwGfIzfMjIlKYKMkWESmEAgMDmTRpEjExMezZsyfHK4zn1tWrV+nXrx8RERGUKVOGHj16ULVqVcqXL29+8x0YGJipTsZbdoDExMRs/4F/49Dy28lIGvz8/FiyZEleb6PASEpKMg/3vnF4voODA3FxcSxcuJCqVavmuD1ra2t69+5N7969iY6OZuvWrWzevJn169dz5swZhg4dyrx586hatar5DfLVq1dz1HbG/OHevXvz5ptv5jim/NaqVStCQkJYtWoVwcHBORoqDgXjfjOe9zsl8RlftGSUL1q0KDExMbecP32r37fcPD8iIoWJxvGIiBRC1apVM//D9+uvv75n11m9ejURERG4urqyYMECnn32WerXr29OsK9fv55pAS9IfyPu6ekJpO/bm50bF0m7nYwFmyIjI0lKSsq2zIULF9i1a1emOaUF1Z9//klCQgI2Nja0bNnSfDzjPm/3Jnv79u0cP37c/DnEx8ebF/QC8PT0pGPHjkyYMIH169fj5+dHamoqf/zxB/Dvm/OMIfg3S0lJoXv37gwdOpQLFy6Yty+7XUzHjx/nwIEDmUYy5LfmzZtjY2NDSEgISUlJ/Pnnn7i6upoXXLuVgnC/GX105syZTCNCbnTy5EkSExOBf5+bjHphYWHZ1snu9y23z4+ISGGiJFtEpJAaN24cdnZ2bNq0ic8///yOw2+XL1+e62tk/APcy8sLNze3LOd/++0381zhG+c3N2/eHID58+dnqZOYmMiff/6Zo+tXqFABb29vrl69al71+mYTJkygV69eDB8+PEdt3k7GfO57MZQ5Li6OiRMnAtCpU6dMK7U3adIEgHnz5mV77V27dvH000/zn//8h7NnzwLwySef0KVLF7799tss5V1cXMxfwmTMfQ4ICMBkMrFv3z7zHN4bbd26lb1797J9+3bc3Nxo1KgRVlZW7NixI9skLSUlhUGDBtG5c+ds93rOLUt99m5ubtStW5f4+HjmzJnDqVOnaNGixW2HigN5vl9LzlsuX7485cqVIy0tjZ9//jnbMnPmzAHSR3dkfNmV8fu2cOHCLHPd09LSsv3dye3zIyJSmCjJFhEppCpVqsRbb72FtbU1U6ZM4dlnn2X79u2ZkpTk5GQ2bNhA3759ef311wEoXbp0touBZSfj7V54eHimbYuSk5OZP38+H3zwgflYxuJNAAMGDMDR0ZHVq1czefJkUlJSgPT52iNGjDAvIHUnJpOJQYMGAfDBBx9kequWkpLC1KlTWbRoEcAtF0bLjYy5sBmJrCUYhsHOnTvp1asXZ8+exdvbO8sXAj179sTNzY1du3YxZsyYTPOuDxw4YC7fvHlzc5+0a9cOgAULFvDbb79l6vcdO3aYv8jIWF3d19eXNm3akJaWxpAhQ4iIiDCXDwsL4+233wagT58+WFtbU7ZsWdq1a0dqaiovvPCCeZg7pPfjq6++yqlTp3B0dLzlQmG5kTH02RKffcYq45MnTwbuPFQcyPP93jjE2xJvuAcPHmyOfeHCheZ+TU1NZerUqfz4448AjBgxwlyna9eulCpVitDQUN58803z8PDr168zduzYbEeU5Pb5EREpTDQnW0SkEOvSpQuPPPIIr7zyCps2bWLTpk24uLjg5eWFYRhERUWZh5Y6ODjQrVs3hgwZkuMku0WLFjz22GOEhoby4osvUrZsWYoWLUpkZCRXrlzB1dWVcuXKER4ezj///GOu5+Xlxccff8zLL7/MV199xc8//4ynpycnTpzg6tWrNGnShPXr1+cohs6dO3P06FFmzpzJiBEj+PDDDylVqhRRUVHmoeqDBw+2yAJNGauer1ixgnbt2lG3bt0cz889f/58puTLMAwSExM5e/asOWn29fXlm2++yTIqwN3dnS+++IJBgwaxaNEi/vjjDypUqEB8fLw5Gfb39+fDDz8016lTpw79+/dnxowZjBw5ko8//hhPT08uXrxoHoHQrVs3AgICzHXeeecdIiMjOXjwIG3atKFChQokJycTERFBWloaQUFBPP/88+byb731FmfPnmXnzp107NgRX19fHB0dOXnyJFevXsXW1pbJkydnu1VXbvn7+3PkyBE++ugjFi1aRO/evenYsWOe2mrZsiXvvvsuiYmJORoqniEv9+vj40ORIkW4du0aTz75JKVKlWLmzJm52gv+Rh06dODIkSNMmzaNMWPGMHHiREqXLk1kZCSXLl3C2tqaV199laZNm5rrODs7M3HiRAYOHMiCBQtYuXIlPj4+REREcOXKFZo2bZpl7/C8PD8iIoWFkmwRkUKudu3arFixgj/++IM1a9Zw6NAhTpw4gbW1Ne7u7jRo0ICGDRvSrl07857WOWVjY8Ps2bOZNm0aK1euJCoqigsXLuDl5UXnzp3p378/a9eu5e2332bt2rX079/fXLdVq1b88ssvfPPNN+zevZvjx49TqVIlBg8eTFRUVI6TbIDRo0cTFBTEnDlz2L9/P2FhYTg7OxMYGEjPnj3Nw2Xv1lNPPcWxY8dYsmQJp06dylWilJSUlGVVajs7O4oXL07NmjVp2bIl7du3v+VK03Xq1GHJkiVMmzaNDRs2mOdO+/n50bp1a/r3759l1elRo0bh7+/PokWLOHLkCGFhYbi4uBAUFESXLl1o3bp1pvLFihXjp59+Ys6cOSxdutS8On3lypXp1KkT3bt3x9ra2lze2dmZGTNmsGjRIn777TeOHDlCVFQU7u7utGjRgmeffTbb7aHy4rXXXiMxMZFt27Zx8uTJXG+TdaMSJUpQs2ZNdu3aZd7WKyfycr/Ozs5MmjSJCRMmcOrUKdLS0jh9+vRdLRY2cuRIAgMDmTVrFvv27SMsLIySJUvSpEkT+vTpk23btWrVYtGiRXz99dds2bKFI0eO8Oijj/LWW29RrFixLEk25P75EREpLEzGvZg4JiIiIiIiIlIIaU62iIiIiIiIiIUoyRYRERERERGxECXZIiIiIiIiIhaiJFtERERERETEQpRki4iIiIiIiFiIkmwRERERERERC1GSLSIiIiIiImIhSrJFRERERERELERJtoiIiIiIiIiFKMkWERERERERsRAl2SIiIiIiIiIWYpPfATzIzp+Py+8QbsnDwwUo2DEWRuqXgkd9UjCpXwoe9UnBpH4peNQnBY/6pGB6EPolI8bc0ptsEREREREREQtRki0iIiIiIiJiIUqyRURERERERCxESbaIiIiIiIiIhSjJFhEREREREbEQJdkiIiIiIiIiFqIkW0RERERERMRClGSLiIiIiIiIWIiSbBERERERERELUZItIiIiIiIiYiFKskVEREREREQsREm2iIiIiIiIiIUoyRYRERERERGxECXZIiIiIiIiIhaiJFtERERERETEQpRki4iIiIiIiFiIkmwRERERERERC1GSLfdNdPRZAgNr87//PZ/foVjMnj27CAyszeefT8jvUEREREREpACwye8ARB5knp5e9O//HI89Vi2/QxERERERkQJASbbIXfD09GLAgIH5HYaIiIiIiBQQGi4uIiIiIiIiYiF6ky35Jjr6LF26/Jf+/Z/D378SP/wwjePHj+Po6EhQUGMGDvwfrq6upKSk0L59a+zs7Fm06A9MJlOmdsaP/4DfflvE99//QOXKjwEQHh7GzJnfs3//Pq5du0a5cj506NCR9u07ZaofGFib4OC2lC1bjp9+mgVA//7P0a1bL3bs2MacOT9w/Pgxrl5NxNu7DC1btqF7997Y2toC6XOyhw59gS5dejBs2Mvmdk+fjmDmzKns3LmduLgrlCxZiiZNmjFixDBcXFzM5caNG8vy5UtZtmwt3333FRs2rCc+Po5HHilPnz79aNKk+T37/EVERERExPKUZEu+27x5Iz/8MI2GDQOpUaM2O3duY8mSxZw9e5bPP5+CjY0NTZu2YPHihfz11z4ef7yGuW5KSgohIWspU6acOcHeunUzr7/+KjY2tjRu3BQ3Nze2b9/Kp59+RHh4OKNGvZ7p+tu3b2XDhnUEB7cjNjaGxx6rxv79+xg1ajjFirnSvHlL7O3t2blzO99++xVRUZGMHv3WLe8nNPQgL730ItevXycgIAgvL28OHjzATz/NZtu2zcydOxewzlRn+PDBXL58iWbNWnD16lVWrfqTN998jS+//C7T/YqIiIiIPMiiYxI4eDIWaxtrHIrY4OvhhKe7U36HZVFKsvNRfFICS06u4O+Efyzetq1tehKXnJx6122VcipJu0db42x7bx7+I0fCePfdj2jWrAUAKSmD6N+/J7t37+DMmSi8vcvQqlUwixcvZM2alZmSzl27dnDp0iU6duwKwLVr1xg3biyOjk58//0PeHp6AfDCC0N4663RLFnyK40aNaZBg0BzG7GxMXz00WcEBjYyH3vjjZEkJyczZcpUvLy8/z+uFJ577mn+/PMPhgwZgbOzc5Z7SU1N5b333iIpKYlPPplE/foNzee+/voL5sz5gU8++YThw0dnqmdlZcXs2fNwcHAAoFaturz77hv8/vuvSrJFRERE5IF3+FQsS7dGcDjiYpZzlX3caNvQl8o+bvkQmeUpyc5HS06uYNOZbfkdxh0dvXQCgB7+He9J+15e3uYEG8DGxobatetx8uQJIiNP4+1dhurVn8DLy5v169cybNgrWFunf4mwdu0qAFq1CgZg06YQLl26yKBBw8wJNqQnsS+88D/Wr1/DH38syZRk29vb06BBQKaY0tIMAP76a585ybaxseHTTydjb18k2wQb4ODBv4iKOk3r1k9mSrABBgwYyOrVf7JkyRIGD34ZOzs787lOnbqaE2zAHE9k5OmcfIQiIiIiIgXWxr/O8sPycNIMI9vzhyMuEn76Ev2CKxFY3fM+R2d5SrIl35Ut65PlWEYSm5ycZD7WsmUbfvhhGvv27aFWrTokJyezYcN6qlSpSpkyZYH0udjp/3uYadO+zdKutbU1x44dyXSsZMlS5qQ9Q7t2Hdi4cT3vv/82M2dOo379htSv35BateqY52Nn5+jRcACeeKJmlnN2dnZUq1aN1atXExFxiooV/W75GWR3/yIiIiIiD5rDERdvm2BnSDMMZi4Pw71YkQf+jbaS7HzU7pHWmDBxLuFvi7dtyeHipZ1K0fbRVnfdzq3Y2d06ab3xd7F16yf54YdprFmzklq16rBt22bi4+No1aqNuUx8fBwAa9asvGWbV65cyfSzvX2RLGUaNAhg8uRvmDt3Nrt27WDBgp9ZsOBnihYtxjPPPEfnzt2zbTshIQEAJ6fs33SXLFkSgOvXr2U6fvNnkLE42x3+LhIRERERKdCWbjl1xwQ7Q5phsHTLKSXZknfOdk5093/qnrTt4ZG+gvX583H3pP38UK6cD5UqVSEkZC0vv/waa9aswtramubN//0CIGPI9eeff02tWnXu6no1atSiRo1aXL16lf3797Jly0aWL/+DSZM+xdu7bJYh5gCOjunz1i9cOJ9tmxkJftGixe4qNhERERGRgi46JiHbOdi3ExZxkeiYhAd6MTTtky0PlFatgrl8+TJ79uxk8+aN1K5dDze34ubz5ctXBCAs7FCWuleuXObzzyewYsWyO15n3ry5fP/910B64l6/fkNGjBjFyy+PAtLnamcnY5iOCVcAACAASURBVAj4X3/tzXIuLS2N3bt34+joSOnSD/5cExERERGR2zl4MjbXdQwgNA/1ChIl2fJAadmyNdbW1nz11WSuXk2kdevgTOcbNWqKk5MTc+bM4vTpiEznpkyZzPz5c4mKirzjdXbs2MqsWdM5ePBApuPnzkUDUKpU6WzrVa/+BGXKlCUkZB1bt27KdG7atG+Jjo4mODg406JnIiIiIiIPo2vXU/JU72rS3U95zU8aLi4PFDe34tSuXY/t27dQpEgRgoKaZDrv4uLCqFFv8s47r/PMM71o1KgpJUqUYO/e3Rw+fIjKlavQo0efO15nwICB7Nmzm6FDX6Bp0+Z4eJTk1KkTbN68EV/fR2jd+sls61lZWfH662MZMWIIo0aN+P99sstw8OBfhIYeoHz58owcOZLkZEt8GiIiIiIiBVcR+7ylmw521ncuVIApyZYHTuvWT7J9+xaCgppk2vYqQ7NmLShZsiSzZ89g27YtXLt2DU9PT/r1e5YePXrj6Oh4x2tUrvwYX331HT/8MI09e3Zx6dJFSpTwoEuX7vTtOyDb62aoVu1xpk6dxYwZ37Nr1w62b99KqVKl6dt3AMOGDcbJyemhmisvIiIiIpKdqo8Uv3Ohm5iAqo+6Wz6Y+8hkGFq/OK8KcqL0MC589jBQvxQ86pOCSf1S8KhPCib1S8GjPil41Cf5a/zcvbla/Kyyjxuv9qhxDyPKuYxnJ7c0J1tERERERETuibYNfbH6/+1p78TKZKJtQ997G9B9oCRbRERERERE7onKPm70Dfa/Y6JtZTLRL7jSA79HNmhOtoiIiIiIiNxDQdW9KFHMgaVbTmUZOm4CKvm40bah70ORYIOSbBEREREREbnHKvu4UdnHjeiYBEJPxmJla42jvS0+Ho54ujvld3gWpSRbRERERERE7gtPdyc83Z0e6gXpNCdbRERERERExEKUZIuIiIiIiIhYiJJsEREREREREQtRki0iIiIiIiJiIUqyRURERERERCxESbaIiIiIiIiIhSjJFhEREREREbEQJdkiIiIiIiIiFmKT3wFI4TBt2rfMmPF9luOOjk54e3vTokVrunXrhY1N1kfSMAy2bdvM8uV/cORIGOfP/4OtrS3e3mUJCAiic+fuFC1aNFOdZcuW8MEH72Q6ZjKZsLOzo3hxd6pVe5zOnbtRpUpVy96oiIiIiIgUakqy5b4KCmpMhQp+AKSlpZGQEM/+/Xv5+usvCA09yAcfjM9U/sqVK7z//lts2bIJZ2dn6tSpT+PGzUhKSmL//j1Mn/4dCxf+woQJX1CpUpUs13viiZrUqFHL/HNiYgIREadYs2Yla9asZMSIUbRv3/He3rSIiIiIiBQaSrLlvgoKasKTT7bLdMwwDEaNGsGGDevYvXsntWrVMR8fM+YV9u3bQ3BwW4YNewVnZ+dMddeuXc17773JmDGvMmfOAhwcHDKdr1GjFgMGDMwSx+HDoYwYMYTPPvsYX99HefzxJyx8pyIiIiIiUhhpTrbkO5PJxH/+k55479u3x3z8t98WsW/fHqpVe5wxY97OkmADNGvWgh49+vDPP3+zevWKHF+zcuXHeOWV0aSmpvL991Pu/iZERERERERQki0FhLW1NQC2trbmY7/9thCAYcNexmQy3bJuhw6daNGiNd7eZXJ1zWbNWlC6tCf79u3hwoULeYhaREREREQkMyXZku8Mw2DZsqVYW1sTFNQEgHPnojl69AglS5bKdq71jUqWLMXYseOoWbN2rq5rMpmoVu1xAA4c2Jen2EVERERERG6kOdn5KDUujguLF5EUfdbibZ+zS+/a5KSUu27LztOLEk91wjqb4dq5tXHjeqJvuN/ExAT27t3NiRPHGT78VR555FEAoqIiAXj00fJ3fc3b8fDwACAmRm+yRURERETk7j3wSfbff//Nk08+yZAhQ+jXr1+mc/Hx8UyZMoVVq1YRHR2Nk5MTtWrVYsiQIVSuXDl/Ar7BhcWLuByy7p60fdWSbR0JB6BUn7533dbGjSFs3BiS5biLS1Hi4uJITU3F2tqaixdjzcdvduXKZebP/zmbNlzo2rVnruKxtbUDICEhIVf1REREREREsvNAJ9kJCQkMGTKE+Pj4LOcSExPp1asXYWFh1KhRgxYtWnDu3DlWrlzJpk2bmDFjBrVq1cqmVbmXxox5O9Pq4levXiUi4hTTpn3Dt99+RWTkacaMeZuiRYsBEBd3JUsbV65cyXbP7dKlPXOdZCcmJgLg4OCYq3oiIiIiIiLZeWCT7DNnzjBkyBBCQ0OzPf/jjz8SFhZGnz59eOONN8zHd+zYQb9+/Rg7dixLliy5X+Fmq0SHjmAykXT2jMXbtrXkcHEv7/RY7wEHBwcqVarMBx98Steu7Vm2bAm9e/fF09ML+HfY+I3KlCnLpk27Mh1r06ZJnq5/7lz60HUvL+881RcREREREbnRA5lkz5w5k8mTJ3Pt2jXq16/Ptm3bspRZuXIlJpOJl156KdPxunXrUrduXbZu3crff/9NqVKl7lfYWVi7uFCq99P3pG0PDxcAzp+PuyftW5qtrS1Vq1Zn3brVHDt2jGbNWuDj40tExClOnDjGo49WsPg1U1JSOHjwAFZWVjz2WFWLty8iIiIiIoXPA7m6+KxZs/D29ubHH3+kffv22Zbp1q0bw4cPz3ZvZTs7zcMtiDKGhmf02VNPdQZg8uTPMAzjtnXvdD4769ev4eLFWGrXroebW/Fc1xcREREREbnZA/km+5133qFhw4ZYW1tz6tSpbMt06dIl2+OxsbHs2rULR0dHypTJ3b7Kcu+Ehh5k797duLgU5fHHnwCgY8eubNy4gV27dvDGGyN59dXXcXV1zVQvKiqSL7+cSEJCAkWLumbXdLaOHj3CpEmfYm1tzbPPDrTovYiIiIiISOH1QCbZQUFBea47fvx4EhIS6NGjh/mNdl5lDMkuyApKjE5O9gBs376JK1dizMdTU1M5duwY69evJy0tjTfeeJ0yZTzM57///hvefvttlixZwtatmwkICOCRRx4hJSWFQ4cOsWfPHtLS0nj88cd59913zffr4lIEgNDQ/fz880wg/W13YmIiR48eZevWrUD6FzaNGze4Hx9BJgWlX+Rf6pOCSf1S8KhPCib1S8GjPil41CcF08PYLw9kkp1XU6ZMYdGiRXh7ezN8+PD8DqdQWrNmDWvWrDH/bGtrS/HixWnatCl9+vShbt26mco7OTnx6aef0r17dxYtWsTevXvZvn07ACVLluSpp56iXbt2NGiQfaK8Y8cOduzYYf7Z3t6e0qVL0759e55++ukCsZWbiIiIiIg8PExGXiazFiCLFi1i9OjRjB49Oss+2Tf6/PPPmTJlCq6urvz4449UrFjxrq9dkBcVe9AWPiss1C8Fj/qkYFK/FDzqk4JJ/VLwqE8KHvVJwfQg9Ete37I/9G+yU1NTeeutt1iwYAHu7u5Mnz7dIgm2iIiIiIiIyM0e6iQ7KSmJoUOHsm7dOry9vZk+fTq+vr75HZaIiIiIiIg8pB7ILbxywjAMXn75ZdatW0fFihWZO3euEmwRERERERG5px7aN9mzZ89m5cqV+Pj4MGvWLIoX1z7IIiIiIiIicm89lEl2UlISU6ZMAcDf3585c+ZkW6579+54eHhke05EREREREQktx7KJPv48eNcvHgRgJUrV7Jy5cpsy7Vo0UJJtoiIiIiIiFjMA59kd+zYkY4dO2Y6VrlyZcLDw/MpIhERERERESmsHtqFz0RERERERETuNyXZIiIiIiIiIhaiJFtERERERETEQpRki4iIiIiIiFiIkmwRERERERERC1GSLSIiIiIiImIhD/wWXvLg2bQphN9//5VDh0JJSIinaNGiVK78GG3bticwsHG2da5evcqaNStZtWoFkZERXLwYi5OTMxUqVKR581YEB7fFxibz4zxu3FiWL1+a6ZiVlRX29vaUKlWaevUa0L17bzw8St6zexURERERkcJFSbbcVxMnfsLChfPw9PQiKKgxxYq5cv78P2zduplNmzbQrt1TjBr1eqY6J04c4/XXRxIZeZqSJUtRp049ihd359KlS2zfvoWPP36fxYsXMmHCF7i6uma5ZnBwW0qX9gQgNTWVhIR4Dh06yC+//MSyZUuZOPFLKlWqcl/uX0REREREHm5KsuW+2bNnFwsXzqNJk2aMHftBpjfP8fHxDB06kCVLfqVhwwCCgpoAcPFiLEOGDPz/8yPo1Kkb1tbW5nopKSl8991X/PTTbMaPH8e4ceOzXDc4uC01a9bOcvz333/lk0/GMXLkcH78cT5Fixa1/E2LiIiIiEihojnZct9s2bIJgI4du2YZ2u3s7MwLLwwBICRknfn4pEmfcvnyZXr2fJquXXtmSrABbGxsGDRoGNWqPU5IyDoiI0/nOJ7//vcpOnToTGxsDPPnz83rbYmIiIiIiJgpyZb7JiUlBUgf/p2dxx9/gnff/Yhu3XoCcPnyJdavX4Orqxv9+g24bdu9evWlU6euWFnl7pHu2bMPAKtXr8hVPRERERERkexouLjcN3Xq1GPBgp/56qvPiYw8TcuWbahc+THz22l7+yI0a9bCXH7Llk2kpqZSr14D7O2L3LbtwMBGBAY2ynVMXl7elCjhQWTkaS5evIibm1uu2xAREREREcmgJDsfXU1MYsfGU1y6kGDxtm3t0rs2OSnlrttyLeFEvUaPUMTB9q7aCQgIokOHzixevICFC+excOE8nJycqF79CerUqUeTJs0pWbKUuXxUVCQAjz5a/q6ueyceHh5cuHCe2NgYJdkiIiIiInJXlGTnox0bT3Fo79n8DuOOzkZeBqBxa7+7buuVV16jYcNAFi6cx+7dO0hISGDr1s1s3bqZKVMm0717b55/fhBWVlZcvBgLgItL1gXJwsPD2LQpJMvxihX9adSoSa5isrW1AyAhIT73NyQiIiIiInIDJdly3zVsGEjDhoEkJiayf/8edu3ayebNG4iKiuTHH2eSlpbGoEFDKVq0GABxcVeytHHkSBgzZnyf5XhwcNtcJ9mJiYkAODg45v5mREREREREbqAkOx/VDfLFBFws4MPF3Uo4UbfRI3fdzs0cHR1p0CCQBg0C+d//XmLp0t/45JNxLFz4C8888zyenl4AREVFZanbrl0H2rXrYP756NFw+vfvlesYDMPg3LloTCaT+XoiIiIiIiJ5pSQ7Hzk42tHIAkOws+Ph4QLA+fNx96T93EpIiGfAgD6UK+fDJ59MynLeZDLRrl0H1q1bzY4d2/jnn78JCAhiwgQrNm/eQGrqa1m277KEEyeOEx8fx6OPlsfZ2dni7YuIiIiISOGiLbzkvnByciY+Pp5du3YQGxtz27JWVla4u7tTooQHQUGNiY2NYfbsGbetk5Zm5CmuRYvmAdCyZXCe6ouIiIiIiNxISbbcN506dSUpKYk33hjFhQsXspzftCmEXbt20KhRE5yc0t8qv/LKaIoXd2f69O+YMeN7kpOTs9Tbs2cX77//FpD+RjynVq5czu+//0qJEh506tQlj3clIiIiIiLyLw0Xl/vm6aef4fjxY6xfv4bu3TtQt24DypYtR0pKCocOHeTAgf34+Pjy8sujzXXc3IozZcpU3nprNNOmfcuCBT9Tr15DSpYsRXx8HHv37iYi4hQmk4nWrYMZNGhYlusuX76UvXt3A5CWlkZc3BUOHjzAkSNhFCtWjA8//BRHR6f79jmIiIiIiMjDS0m23DfW1ta8//7HhISsY+XKZRw+fIht27Zga2tDmTLlGDjwf3Tt2h17+yKZ6pUpU5bvvptJSMg6Vq1azoEDfxETcx47O3u8vLzp0aMP7dq1p1w532yvu3z5UvN/m0wmihRxoEyZMvTq1Zdu3XpSvLj7vbxtEREREREpREyGYeRtMqsUmEXFslPQFj6TdOqXgkd9UjCpXwoe9UnBpH4peNQnBY/6pGB6EPolI8bc0pxsEREREREREQtRki0iIiIiIiJiIUqyRURERERERCxESbaIiIiIiIiIhSjJFhEREREREbEQJdkiIiIiIiIiFqIkW0RERERERMRCbPI7ABERERGRwio6JoGDJ2O5dj2FIvY2VH2kOJ7uTvkdlojcBSXZIiIiIiL32eFTsSzdGsHhiItZzlX2caNtQ18q+7jlQ2QicreUZIuIiIiI3Ecb/zrLD8vDSTOMbM8fjrhI+OlL9AuuRGB1z/scnYjcLc3JFhERERG5Tw5HXLxtgp0hzTCYuTws2zfdIlKwKckWEREREblPlm45dccEO0OaYbB0y6l7G5CIWJySbBERERGR+yA6JiHXb6bDIi4SHZNwjyISkXtBc7Llvpg27VtmzPgegGeffYF+/Z69ZdlJk8azYMEvAMyf/zuenl4ABAbWpkIFP2bO/CnX11+2bAkffPAOQ4eOoGvXnrctGx19li5d/pvluK2tLW5uxalVqw79+z+Hl5d3ruO40eHDocTFxVG3bv1c1cuILyioMR9+OOGuYgC4evUqa9asZNWqFURGRnDxYixOTs5UqFCR5s1bERzcFhubzH9VjBs3luXLl2Y6ZmVlhb29PaVKlaZevQZ0794bD4+Sdx2fiIjIw+Lgydhc1zGA0JOxWnFc5AGiJFvuuw0b1t0yyTYMg5CQddme69//Odzd3fN0zYoV/ejf/zmqVKmW4zqlS3sSHNzW/PP169eIiopi5crlbN68kalTZ+U50d6yZROvvTaC//3vpVwn2ZZ04sQxXn99JJGRpylZshR16tSjeHF3Ll26xPbtW/j44/dZvHghEyZ8gaura5b6wcFtKV06fUGW1NRUEhLiOXToIL/88hPLli1l4sQvqVSpyv2+LRERkQLp2vWUPNW7mpRq4UhE5F5Ski33lbu7O0eOhBMdfdb8hvpGBw/+xfnz/+Dg4MjVq4mZzg0YMDDP161Y0Z+KFf1zVad0ac9sr7lu3WrefPM1pk37ljfffDdP8Vy6dJG0tLQ81bWUixdjGTJkIPHx8QwdOoJOnbphbW1tPp+SksJ3333FTz/NZvz4cYwbNz5LG8HBbalZs3aW47///iuffDKOkSOH8+OP8ylatOg9vRcREZEHQRH7vP3T28HO+s6FRKTA0Jxsua+CgpoA6W+zs7N+/RqcnZ15/PEn7mNUudOkSXOcnZ3Zt29PfodyVyZN+pTLly/Ts+fTdO3aM1OCDWBjY8OgQcOoVu1xQkLWERl5Osdt//e/T9GhQ2diY2OYP3+upUMXERF5IFV9pHiu65iAqo/mbSSfiOQPJdlyX9WsWQcXl6K3HBIeErKOgIBG2NraZjkXGFibfv3+nU89bdq3BAbWJiLiFN9++xUdO/6Hpk0b0Lt3VxYvXpCp7rJlSwgMrM28ebmfz30zk8mEyWSFra1dlnN//bWPMWNepX371jRpUp82bZry0kuD2LNnl7nMa6+9xgcfvAPA5MmfERhYm+jos+bzGzeuZ8iQgbRp04T//Kc5w4YNumVCv3XrJp5/vh/NmgXQtm1LPvjgHS5dunTHe7h8+RLr16/B1dWNfv0G3LZsr1596dSpK1ZWufvromfPPgCsXr0iV/VEREQeVp7uTlT2cctVnUo+bpQu7niPIhKRe0FJttxXNjY2BAQEcfDgX8TGxmQ6d+jQQc6di6Zp0xa5avPdd99kyZJfadAggHbtOnDhwj98+ulHrFixzJKhm23cuJ64uCs0bdo8y/EhQwYSGnqAoKCmdO3ak2rVqrN7906GDx/M0aPhALRo0YKgoMYA1K3bgP79n8PZ2QWA2bNnMHr0K5w6dZImTZrTvHkrjhwJY9iwF9mxY1um6x04sJ/XXnsZd3d3OnfuSunSnixbtoSXXx6CcYetQbZs2URqair16jXA3r7IbcsGBjZi+PCReHuXydXn5OXlTYkSHkRGnubiRe3xKSIiAtC2oS9WJlOOylqZTLRt6HtvAxIRi9Oc7HyUmpLI5eh1JF+7YPG2Y0+lD/1NTr77hTJsi5SgmGdTrG0s8y1qkybN+PPPP9i4MYT27Tuaj69fvwYnJyfq1q3PH3/8luP2rly5zOzZ83FzS/9muGXLNrz44gB+//1XWrd+Ms9xnjsXzbRp35p/TklJITLyNBs3rqdOnXpZFm/7+usvcHZ2ZsaMORQv/u+wrjlzfuDrr79g7drVNGxYmxYtWnDmzD9s3BhC/foNzKudnz4dwdSp3+Dj48vkyd/g7l4CgK5de9K/f0+++moSdev+bG730qVLvPXW+7Rq1QZIX3jsuef6Eh5+mKNHw/Hzq3TLe4uKigTg0UfL5/nzyQkPDw8uXDhPbGyMuX9EREQKs8o+bvQN9ueH5eG33S/bymSiX3ClXL/5FpH8pyQ7H12OXkf8hd33pO3rlmwrPgKA4mX/Y5H26tSpj4ODIyEh625KstcSGNgIO7usw7Bv5z//+W+mBK5atcdxdnbJ1Rzi7Jw7F23eduxmLi5FiYm5YF5dPC0tjYED/4ednW2mBBugRo1aQPpCY7ezbt1qUlNT6dv3WXOCDVCmTFkGD36J69evkZLy76qkXl7e5gQbwNramgYNAjhyJIyzZ8/cNsnOiMXFJeuCZOHhYWzaFJLleMWK/jRq1OS293CzjCH1CQnxuaonIiLyMAuq7kWJYg4s3XIqy77ZJtKHiLdt6KsEW+QBpSRb7jt7e3saNgwgJGQd8fHxODs7Ex6enhgOHToi1+2VLVsuyzEnJycSEhLuKs4nnqjJl19+Z/45OTmZmJgY1q5dxbfffsn+/XuYPn0O7u4lsLKyonHjpkB6cn7ixHHOnIni1KkT5vnYd1pN/NixowBUrZp1m7EOHTplOVamTNb7LlasGJC+9/XtFC2aXi4u7kqWc0eOhGX75UJwcNtcJ9mJiekrxDs4aC6ZiIjIjSr7uFHZx43omARCT8ZyNSkVBztrHnukuPbEFnnAKcnOR8U8mwImkq+dt3jbtraWHC7uQTHPJnfdzo0aN27OmjWr2LJlI61aBbN+/RocHZ2oW7dB7uPLZgEyk8kE3HoI1oYN681zpDN4enrx5JPtbnMdW0qXLk3Pnn24eDGWuXNns2DBLwwcOBiA48ePMWnSePbuTR+dYGNjg6/vo1SqVIXIyNN3nCedkfA6OeXs/1jt7W/9xv9O18rYPi0qKirLuXbtOtCuXQfzz0ePhtO/f68cxXRzDOfORWMymbLdrk1ERETSF0NTUi3ycFGSnY+sbRwpXjbvc4Zvx8MjfSGt8+fj7kn7d6tBgwDs7e0JCVlrTrIDAoJyPVQ8rzZuXM/y5UszHXviiZq3TbJvVLNmLebOnc2xY0cASExMYPjwwcTHxzN48EvUqVMPHx9fbG1tCQ09yKpVf96xzYy3vYmJiRQr5prp3PXr17C1tcv1Ct+3EhAQxIQJVmzevIHU1NeybN9lCSdOHCc+Po5HHy2Ps7OzxdsXERERESmItLq45AsHBwfq1m3A9u1bOXw4lMjI07leVfxuvP76WDZt2pXpz41Dw+8kLi79ywsnp/TkcffuncTGxtCpU1d69OhNhQoVzduQRUScBDK/XTZls6po+fIVADh0KDTLuUmTPqVFi0DOnj2T4xhvp0QJD4KCGhMbG8Ps2TNuWzYt7fZvxW9l0aJ5ALRsGZyn+iIiIiIiDyIl2ZJvmjRpxrVr15g06VMcHBypVy/3Q8Xzw/Xr15g/P32V78DARgDY2dkDZNmW7Ny5c+b5zTcuWmZtnT6IJDk52XysZcs2WFlZMWvWdC5f/nev6zNnoli7dhVeXt7mhdYs4ZVXRlO8uDvTp3/HjBnfZ4olw549u3j//beA7L8YuJWVK5fz+++/UqKEB506dbFYzCIiIiIiBZ2Gi0u+CQho9P/DqQ/QokVr7O3t8zukTG7ewgvg8uVLhISsJSYmhjp16tG8eSsAqld/Ak9PL1asWMbly5eoUMGPf/75m40bQ7C3t8NkMnHlymVzOx4eHgAsXryQK1eu0KVLd3x8fHnmmeeZOvUb+vXrSUBAEIZhsGbNSpKSkhg9+m2L3p+bW3GmTJnKW2+NZtq0b1mw4Gfq1WtIyZKliI+PY+/e3UREnMJkMtG6dTCDBg3L0sby5UvNc9DT0tKIi7vCwYMHOHIkjGLFivHhh5/i6Kh5ZiIiIiJSeCjJlnzj7OxMrVp12LZtC02bNs/vcLK4eQsvKysrHB0d8fV9lF69+vLUU13Mb3cdHByYOPErvv56Mn/9tZ/9+/dSqlRpWrcOpl+/53j11aHs37+XhIQEnJyceOKJmnTs2IUVK5axaNE8ateuS4kSHvTr9yxly/owb95P/PnnH5hMJqpWrc6AAS/w2GNVLX6PZcqU5bvvZhISso5Vq5Zz4MBfxMScx87OHi8vb3r06EO7du0pV8432/o3zms3mUwUKeJAmTJl6NWrL9269cyynZmIiIiIyMPOZNxpGWK5pYK6qBgU/IXPCiv1S8GjPimY1C8Fj/qkYFK/FDzqk4JHfVIwPQj9khFjbmlOtoiIiIiIiIiFKMkWERERERERsRDNyRYREREREXnIRcckcPBkLNeup1DE3oaqjxTH010L1N4LSrJFREREREQeUodPxbJ0awSHIy5mOVfZx422DX2p7OOWD5E9vJRki4iIiIiIPIQ2/nWWH5aHk3aLta4PR1wk/PQl+gVXIrC6532O7uGlOdkiIiIiIiIPmcMRF2+bYGdIMwxmLg/L9k235I2SbBERERERkYfM0i2n7phgZ0gzDJZuOXVvAypElGSLiIiIiIg8RKJjEnL9Zjos4iLRMQn3KKLCRUm2iIiIiIjIQ+Tgydhc1zGA0DzUk6yUZIuIiIiIiDxErl1PyVO9q0mpFo6kcFKSLSIiIiIi8hApYp+3TaQc7KwtHEnhpC28REREREREHnDRMQkcPBnLtespJKWk5bq+Caj6qLvlAyuElGSLiIiIiIg8oA6fimXp1oi7JYbWBQAAIABJREFU3oKrko8bpYs7Wiiqwk3DxeW+27QphJEjX6Jt25Y0bdqA9u1b89prI9i0KSRTuWXLlhAYWJt58366bXs5LSciIiIi8jDZ+NdZJvyy/64TbCuTibYNfS0TlOhNttxfEyd+wsKF8/D09CIoqDHFirly/vw/bN26mU2bNtCu3VOMGvV6focpIiIiIlKgHY64yA/Lw/+PvTuPr+uqz4X/7PHMo6RzJMv2keVJsgZPcWxLckhCIDU4uSG8SSihjQst4eYlHaCF9rZ9b+lt3lL6tgXa0uZNcwmBtkBIS4lKKCGTJctDPFu25FHzrKPh6BwdnXHfP2Q7ls/WcDQPz/evfLTW3ntJJ/JHz15r/daUz8IejygIOLi/AIU+1yyNjBiyad6cOnUCr776Q9x77/34kz/5fyHL7//vFwwG8Zu/+TRee+3fUVZWjn377l24gRIRERERLXKVNY0zCtgCRpeIHyjLY8CeZQzZNG9qaqoBAI8++viYgA0AVqsVn/vcs/jCFz6Pd999myGbiIiIiGgcHf7QtJaIH9jrg6JIMKkSita5kZNhmYPREUM2zZt4fPS8vuvXr2LHjrtS2rdu3YY//dOvYs2aNePeIxgM4tlnP4urV6/gS1/6Qzz00CPj9vX7e/Htb/8TDh8+hIGBfmRmZuG++x7AwYOfgdk89h+U69ev4p//+Ts4ffoU+vr8UFUD1q9fjyeeeBL33vvBW/2ee+5P8PrrlXjhhe/guef+BO3tbdi0qQD/8A8v4rHHHkZ2dg5+93f/AN/61jdx9uwpJJMatm7dhqef/jw2btyU7o+MiIiIiChFbUPftK6zW1Q8cNf4f2vT7GDIpnmza9du/OhH38ff//030NLSjA996JdQWFgESRo9j89gMOL++x8Y9/pIZARf+tJv48qVy/jCF748YcDu7OzEM898Bj093Sgv3wefbx2uXLmMf/mXl3HixDH8/d//E0wmEwDg4sVaPPvs01AUFffeez+cThdaW1tQVfUO/uiPvoy/+Iu/QXn5vjH3//KXv4DCwi3YtWsPTCYTBEEAAHR3d+G///fPYPXqNXj44UfR1NSImpoqXLhQi1dffQ2AbYY/RSIiIiJa6UYi8WldF44mZnkkpIchewGFYgm80eZHz0h01u+tXBsNrrHYzH+RsowqPrw6A2Z5ZofTl5fvwyOP/F/48Y9/hFdf/SFeffWHsFgsKC3dhl27duPeez8Ij8ere208Hscf/uGXcO7cGTz77O/g0Ucfm/BZf/VXf46enm589at/PSYgv/LK9/GNb/x/+Pa3/38888xvAQD+6Z+eRzwex4svfg95eetu9X3zzTfwP//nH+CNN36WErJLSkrx3HN/mfLc9vY2PProY/id3/nSreD9F3/xHF577d/x1lu/wK/92qem9sMiIiIiIhqH0TC9GGdSZ/b3PE0NQ/YCeqPNj+M9gws9jEk1DIUBAI/keWZ8r9/93d9HWVkFXn31hzh58jhCoRCOHDmMI0cO41vf+iY+8YlP4bOffQai+P7pcslkEv/rf/0/OHq0Bk8//Xk88cSTEz6jt7cXR4/WYO/e8pRw/PGPP45//dfv4qc/fe1WyH7iiU/iox99eEzABoAdO3YCAPr7U/e73L6E/E5PPvnUrYANAHv3luO11/4dLS3NE46biIiIiGgqite5075GAFCcnzH7g6EUDNk078rKKlBWVoHh4WGcPXsKJ068h8OHD6G1tQXf+95LSCaTeOaZ37zV//vf/2f09vZAFEXs2VM26f0vX66HpmkYHBzEiy8+n9KuKAq6u7vQ09ONrCwPdu/eC2B0D/fVq1fQ1taK5uZGnDt3BgCQTKauBsjJWaX7bFU1wOvNHvM1q9UKAIjFZn/FAhERERGtPDkZFhT6XGkVPyvwuZDtNs/hqOgmhuwF9KHcDAgAuudiubgye8vFPUYVH1o9+2+9zGYz9u6twN69Ffj8538blZX/ga997Tm8+uoP8OlPf/ZWv97eHlRU3IPq6kP42tf+DM8//9KYme47BYNDAIALF87jwoXz4/YLBALIyvKgq6sTX//6X6K6+hA0TYMoilizZi1KS7fh8uVL0HSORjAYDLr3VFVl3OfN8AhDIiIiIqJbDpTl4VLzwJSO8RIFAQfK8ibt1+EPobahDyOROIwGGcWsQD4tDNkLyKJI+G+zsARbT1bWaIGtnp6hObl/ukKhID7zmV/B2rU+fO1rX09pFwQBDz30CN5++xc4fvwouru7brU9+OBH8Md//Kf4ylf+CG+88TO8+uoP8dhjnxj3WTcLmh08+Ov49V//3ITj0jQNv/d7v4XGxgb8yq/8Gu65516sW5cPg8GIvj4/Xnvtx9P8jomIiIiI5k6hz4Wn9m/Gd16/NGHQFgUBB/cXTHgWdl1jHyqPNOnOjBfyLO20MWTTvLBYrAgGgzhx4jj6+vxwu8efGRdFERkZ77dv3lwAAPj8538bR45U44UX/gEf+MB94xZJW79+IwCgvv6ibvuLLz4PVTXgE594Eo2NDbh+/RruvfeD+OxnnxnTr7GxIa3vkYiIiIhoPu0rXYVMhwmVNY0pAVnA6BLxyQJy1bn2CYN6XVM/LjUP4OD+AlSU5szm8Jet8dfcEs2yj3/8cUSjUfzRH30Zvb29Ke3V1e/ixInjuOeee2GxWFPaMzIy8ZnPfA7DwyH8zd98bdznrFqVi23bduDo0Rq8/fYvxrT97Gf/iW9/+wUcO1YDRVFgMKgAgP7+sWcNBgKD+Na3vgng/fO9iYiIiIgWm0KfC7/3y9vx3G/sxicf2IiP3ZOPTz6wEX/2G7vxe7+8feIZ7Kb+SWfCASCpaXjp9fq09oCvZJzJpnnzq7/6aVy7dhXvvPMmPvGJR3D33XuxZs1axONxXLxYi/Pnz8Lny8MXv/gH497j0Ucfw+uvv4aqqnfx7rtv4wMfuE+335e+9D/wzDO/gT/+49/Hnj1lyM9fj+bmJtTUVMNud+CLX/x9AMDq1WtRWFiEs2dP45lnfh0lJVsxODiAqqp3EI1GYTQaMTg4MCc/DyIiIiKi2ZKTYUl7/3RlTeOU9nQDo0G7sqaRy8angDPZNG8kScKf/dlf4Lnn/hK7d+9Fff1FvPLK91FZ+WNEo1E8/fTn8b//9/fgco3/iytJEr74xT+AIAj4+tf/EqFQULff2rV5ePHF7+Khhz6Ga9eu4pVXvo+rV6/gwQc/ghde+A7WrcsHMLo0/atf/St85CMPoaOjHT/60fdx5sxp7NlThhdf/C527dqDlpZmtLW1zsnPhIiIiIhoIXT4Q2nPTNc39aPDH5qjES0fgqZXOpmmZLEUFdOz2Aqf0Sh+LosPP5PFiZ/L4sPPZHHi57L48DNZfPiZ6HvjRAv+9RdX0r7ukw9sxAN3rZnx85fC53JzjOniTDYREREREdEKMxKZXt2hcHTmRwQvdwzZREREREREK4zRML3yXCZVmuWRLD8M2URERERERCtM8Tp32tcIAIrzxz+Kl0YxZBMREREREa0wORmWtCuFF/hcyHab52hEywdDNhERERER0Qp0oCwPoiBMqa8oCDhQlje3A1omGLKJiIiIiIhWoEKfC0/t3zxp0BYFAQf3F/CM7Cma3m53IiIiIiIiWvL2la5CpsOEyprGlHOzBYwuET9QlseAnQaGbCIiIiIiohWs0OdCoc+FDn8IFxr6EI4mYFIlFK1zIyfDstDDW3IYsomIiIiIiAg5GZZZC9Ud/hBqG/owEonDaJBRvIICO0M2ERERERERzYq6xj5UHmlKWXoOjM6Yr4Sl5wzZRERERERENGNV59rxndcvIalpuu11Tf241DyAg/sL8LEP2uZ5dPOH1cWJiIiIiIhoRuqa+icM2DclNQ0vvV6Pc1d75mlk848hm4iIiIiIiGaksqZx0oB9U1LT8MNfXJ7jES0cLhcnIiIiIqJZt5ILX600Hf6Q7h7siZy72ovW7iEYJj6ie0liyCYiIiIiolnDwlcrT21DX9rXaBpw+lIP9hRkzcGIFhZDNhERERERzYp0Cl9VlObM8+horoxE4tO6bjgSm+WRLA7ck01ERERERDOWbuGrdJcX0+JlNExv7tZsUGZ5JIsDQzYREREREc1YuoWvKmsa53ZANG+K17nTvkYQgB0FnjkYzcJjyCYiIiIiohmZTuGr+qZ+dPhDczQimk85GZa099mXbshEbpZ1jka0sBiyiYiIiIhoRqZV+ArAhWlcR4vTgbI8iMLUSoWLgoDHH9g0xyNaOAzZREREREQ0I9MtfBWOJmZ5JLRQCn0uPLV/86RBWxQEHNxfgNINy6+q+E2sLk5ERERERDMy3cJXJlWa5ZHQQtpXugqZDhMqaxpTtg8IAApWyBFuDNlERERERDQj0yp8BaA4P2P2B0MLqtDnQqHPhQ5/CBca+hCOJmBSJRStcyMnw7LQw5sXDNlERERERDQjNwtfpVP8rMDnQrbbPIejooWUk2FZMaH6TtyTTUREREREM5Zu4asDZXlzOyCiBcKQTUREREREM5Zu4avlvi+XVi4uFyciIiIiolnBwld0uw5/CLUNfRiJxGE0yChe54bXIWKo9z10X66Dolphy30YsmJb6KHOKoZsIiIiIiKaNSx8RXWNfag80jTmRYtFjaKnqR27fZ1QpNEj30ZCXRAMJ+DMuW+hhjonGLKJiIiIiGjWreTCVytZ1bl2fOf1S0hqGgDAboygPK8VO1Z3QZGSKf1lNf3K9IsdQzYRERERERHNWF1T/62A7TaHUbGuFVtXdUMStZS+gREVztUfgMVdugAjnVsM2URERERERDRjlTWNyLQEsS+/FUXZPRB1auD1DRtxuGE1zrR5ULzBgt9aM7WK9EsJQzYRERERERHNSFv7VWx1H0ZBQZ9ue3fQjKrrq3GhMwtJbTRYn7vaiw5/aNltK2DIJiIiIiIiorRpmoZIsAmBriokhhpQ4Ent0z5oxaHrq3GpOwMahDuuBy409DFkExERERER0cqlaRpGAlcx2FWFaKhVt09Tnx2Hrq/BNb8TwPhLwsPRxByNcuEwZBMREREREdGkNC2J8EA9BruqEQt36va50uNC1fXVaB5wTOmeJlWazSEuCgzZRERERERENC5NSyDUV4tA12HEI726fQTTRvzjWxZ0BKxTvq8gAMX5GbM1zEWDIZuIiIiIiIhSaMk4gv4zCHTXIBEd0OkhwOwqhsNbAcWUBefp0+gI9E/5/qUbMpHtNs/egBcJhmwiIiIiIiK6JZmIIth7EkPdR5CIB1M7CBKs7q2we8shG1y3vnygLA+XmgeQ1FLPxb6TKAp4/IFNsznsRUNc6AHMVFdXF3bu3ImXXnpJt/3HP/4xHnnkEWzbtg333HMP/vzP/xyhUGh+B0lERERERLTIJeNhDHa8i/YL38BA+xspAVsQZNiydmPVlmfhXntgTMAGgEKfC0/t3wxRmPjsa1EQ8Oxj21C6IWvWv4fFYEnPZIdCITz77LMIBnXergB4/vnn8dd//dfYvHkzPvWpT+Hy5ct46aWXcPbsWbz88stQVXWeR0xERERERLS4JGJBDHUfxVDvCWjJaEq7IBpgy9oFW9ZuSMrEx23tK12FTIcJlTWNqGsau3RcALBljQ33K34M/ft/4uc/V1Hyyf2QbbbZ/HYW3JIN2W1tbXj22Wdx4cIF3fb29nZ885vfxPbt2/Hd734XiqIAAL7xjW/gW9/6Fn74wx/iU5/61HwOmYiIiIiIaNGIRwcR6D6CUO8paFo8pV2UzbBl7YYtaxdEyTjl+xb6XCj0udDhD+FCQx/C0QTMiCOrqQ7XLrfjqLoKEFYDUSD+71XY9asfmc1va8EtyeXiL730Eh566CHU19djz549un1+8IMfIB6P4+mnn74VsAHgc5/7HKxWK1555ZX5Gi4REREREdGiERvxw9/0E7Rf/FsEe46nBGxJscGZ+2Gs2vKbcGTvSytg3y4nw4J7NzmQ33AOvT8/gcNNNnQaVgPC+zE0jOndezFbkjPZL7/8MnJzc/GVr3wFjY2NOHr0aEqf9957DwCwa9euMV83GAzYtm0bqqurMTQ0BNsyW5pARERERESkJxruQqCzGsMDFwGkFieTVRfs3nJY3KUQxJlFxUhPL2r/4xDq2oEh1Q0Y7Sl9Ms0J7PxY+YyesxgtyZD9la98BWVlZZAkCY2Njbp9mpubkZmZCas19Zy23NxcAEBDQwNKS0vncqhERERERBPq8IdQ29CHkUgcRoOM4nVu5GRMvO+VKB2RUBsCXVUID17WbVeMWbB7K2B2FUEQZrbYOdTcijM/qcHlfjNGFDegUwbLY4nj/kd3YOPWtejt1a+vtZQtyZC9b9++SfsMDAxg9erVum03Z6/HK5hGRERERDTX6hr7UHmkKaU4FDC6p/VAWR4KfS6dK4kmp2kaIsEmBLqqMDLUoNtHNeXAnr0PJsdmCJNUBJ9Mf90VnH79FK6HHYhJHkC5o4OmYU2Ghrse3IpsXwayspbviuIlGbKnIh6Pj1s9/ObXI5HIjJ6xFP7HWApjXIn4uSw+/EwWJ34uiw8/k8WJn8viM9ln8ovjTfjbV84imdQ/T7iuqR+XWgbw7GPb8MDda+diiCvOSvk90TQNgd56dDS+idBAk24fq3MdsvM/CHvGphmFa03T0Fx9ClWVZ9AYdSMpegFpbB9RS6Agz4h7H9+LzGxHyj2W4+eybEO20WhELBbTbYtGR8vSm0ym+RwSERERERHOXe2ZMGDflExq+NtXzsDjNi3b84Rp9mhaEgNd59HR8BbCQ+26fewZm5Gdfz9srvyZPSuRQP3PalDz5mW0IRMQPCkltRXEsLXQiXse3wurfWXlrmUbsu12O4aGhnTbbn59pkXPenr0778Y3HwjtJjHuBLxc1l8+JksTvxcFh9+JosTP5fFZyqfyfd+WjdpwL4pmdTwvZ/W4fd+eflVYJ4vy/33RNMSCPXVItBVjXjEr9vH5CiAI7sCqnkVRuLAyDR/FslYDFd+dhhnz/bCL98I13c+CxEUl2Si9IGtUA0ywpE4wrc9L5aM40TnaVwcrIPTaMf+1Q/CrCzOED7dWfZlG7Lz8vLw3nvvYWRkBEbj2H+U2traIIoifD7fAo2OiIiIiFaiDn9Idw/2ROqb+tHhD7EYGo2hJeMI+s8g0F2DRHRAp4cAs6sYDm8FFNPMVkLEh8Oo/UkVaq8OY0h2AnJmSh+7OIJtu1ejoGILJCm1eFowGkJV2xG821aDoej7tbEsgg2/lPfBGY1vsVm2IXvnzp04duwYTpw4gYqKiltfj0QiOHPmDDZs2KBbeZyIiIiIaK7UNvSlfY0G4EJDH0M2AQCSiSiCvScQ6D6KZFynkLMgwereBru3DLJhZoXzIv2DOP3jw6hr0zAiWwA5teZVphrGzns3Yt329br7uztD3Xi7pQrHOk8iloyntBskw4zGuBgt25D90EMP4fnnn8ff/d3f4e67775V7Owf//EfEQwG8cQTTyzwCImIiIhopRmJpIaMqQhHE7M8ElpqkvEwhnqOY6jnOJKJcEq7ICqwZuyAzbMXspp6JnU6htq7cPInx3DVryImmVNTo5bEamsEOz9cilWbc1Ou1zQNl/uv4a2WQ6j116e0i2IGTOoGFGatRvmqnTMa62K0bEN2fn4+Pv3pT+OFF17AI488gvvuuw9Xr17FO++8gx07duDxxx9f6CESERER0QpjNEzvz2+TKk3eiZalRCyIoe6jGOo9AS0ZTWkXRANsWbtgy9oNSZnZagf/5SaceP0MGkMWJEW7bqXwde447vroTrhXpy4ZjyfjONl1Fm+1VKE1eGfxNQGy7IPFsBUQR/dyXxkATvmD2ONxzmjci82yDdkA8MUvfhE5OTn4l3/5F7z88svIysrCwYMH8fnPf37c472IiIiIiOZK8Tp32tcIAIrzM2Z/MLSoxaODCHTVIOQ/DU1LXQEhymbYsnbDlrULojSzwnhtp+px8q16tMXsgOBIqRQuJ6PYnCth58O7YXGlbrkNxYZR3XYU77YexmD0zqJqClRlM8zGrdBgTrl2OL78Vmks+ZD96KOP4tFHH9VtEwQBTz75JJ588sl5HhURERERUaqcDAsKfa60ip8V+FzIdqeGE1qeYiN+BLoOI9R/DtCSKe2SYoPNUwZr5g6IojLt5ySTSVyrOoszR5vRqzkAOEff6NzGmAxjywYLth/4AFRz6t7p7uEevN1SjaMdJxBNjj0+WRBsMKhFMKqF0CBDr55+cZYde5fZLDawDEI2EREREdFScqAsD5eaB5DUJj/GSxQEHCjLm/tB0YKLhrsQ6KzG8MBFQCeSyqoLdm85LO5SCOL0Y1winsDF/zqOc+d6ERBsABwpfWxaEKWlmdjy4QrIythnaZqGqwMNeKulCud7L0K7Y6yS5IVRLYUs+wAIKd+JJAClbhs+WpALn8O8LI9WY8gmIiIiIppHhT4Xntq/Gd95/dKEQVsUBBzcX4BC38wqRNPiFgm1IdBVhfDgZd12xZgFu7cCZlcRBCH1aKypig5HcKbyKC5eDSEsmgEh9QzoTCGAbXvWYv2+eyCKY5+VSCZwuvsc3mypQvNQ6x1XilDkdTAbtgKi/tYGsyxht8eB3VkO2FUZWY7luzqDIZuIiIiIaJ7tK12FTIcJlTWNKUvHBYwuET9QlseAfUOHP4Tahj6MROIwGmQUr3Mv6SPNNE1DJNiIQFc1RoYadPuophzYs/fB5NisezTWVIUGgjj5H0dxuS2BmGgAxDvCrZbEKnUIO+8rwOod96ZcPxwL43D7MbzTehgDkcExbQIMUNVCmNQSaIL+vnCPSUW514ltGTYo4vRfEiwlDNlERERES1hr9xAOnWxZNuFjJSn0uVDoc6HDH8KFhj6EowmYVAlF/AxvqWvsQ+WRJt097IVL8EWEpmkYCVzBYFc1oqE7Z4NHGaxrYffug9GWP6Nw3d/ux4nXTuB6n4SkIAN3LDEXk3H4LCHctX8bMjf5Uq7vDfvxdks1ajreQzQxtqq5KDqhKsUwqpugQdLdb73JYUa514kNdvOMvo+liCGbiIiIaAmqa+zD1390Dueu9qa0LcXwsZLlZFgYqnVUnWufcEl9XVM/LjUP4OD+AlSU5szz6NKjaUmEB+ox2FWNWLhTt4/Rth727H0wWtfO6Fkdl1tx4r/OozVoAARDSjEzORHBxowodjy0G/Zczx3j1NAQaMKbzVU421Obst9allbDqJZAkleP9r/j2YooYHuGHWVeJzymlXuaE0M2ERER0RKznMIHkZ66pv5J96wDQFLT8NLr9chwGBflSyVNSyDUV4tAVzXiEb9uH5OjAI7sCqjmVTN4jobG09dw8p3L6ImaAZhSK4UnQijIFbH94TIY3WOLnSWSCZzpqcVbLVVoDDTfcXcJirIBJnUrBDG1SBoA2BUZe70O7MpywCzzTHeGbCIiIqIlZLmED6KJVNY0Tqn6OjD6/3plTeOi+v9cS8YR9J9GoLsGieigTg8BZlcJHN5yKKasaT8nmUyivuoizhxrwWDSBOicQ22LD6JoowXFD90PxWwa0xaOj+BI+3G83XoYfSN31AYQTFCVIhjVIkDQn5XONRtQnu1EicsGSVxZS8InwpBNREREtIQs9fBBNJkOfyitc8QBoL6pHx3+0IIvu08mogj2nkCg+yiS8WBqB0GC1b0Ndm8ZZMP0fy+jkTjO/+IMzp/3IwwDAFNKn4y4HyXbsrD5wY9AVMaep+0P9+Od1mrUtB/HSCIypk0UM2BQS6Aq6wGkFioTAGxxWVHhdWKt1bji9ltPBUM2ERER0RKxlMMH0VTVNvSlfY0G4EJD34L9f56MhzHUcxxDPceRTIRT2gVRgTVjB2yevZBV+7SfMxyM4NRPT6L+WggxQQFgGNtBSyJH68W2PT747v0YhDuqeTcMNuOtlkM401OLpJa8fYSQZd/ofmspW/fZBknErkw79nqdcBkU3T7LrQr8dDFkExERES0RSzF8EKVrJBKf1nXhaGKWRzK5RCyIoe6jGOo9AS0ZTWkXJANsmbtg8+yBJE//XOjB3iDe+8+TuNYeR1KQAGFsyBWTcayV/dh+fyG8O+8bM7uc1JI413MBb7ZU4fpg4x13VqAqm2BUSyCIqedmA4DboKDM68TOTDsMkv4RXMutCvxMMWQTERERLRFLKXwQTZfRML2IYlLnr+BWPDqIQFcNQv7T0LTU30tRNsOWtQe2rLsgSsYbM7zpH7XX1ezHidfPoLlPBAQBEMZ+j3IignzzIHb80na4Ch8Y0zYSH8GRjhN4u6Ua/pGxL+gEwQaDWgSDUpAS2G9aZzOh3OtEgdMCcYIl4SzEmIohm4iIiGiJWArhg2imite5075GAFCcnzH7g7lDbMSPQNdhhPrOAUimtEuKDTZPGayZOyCKyo0Z3rq0Zng1TUNzXTtOvnkRXSEFgJRaKTwexCbXCLY9tAeWtavHtPWPDOCd1sM43H4M4fjI2PFJXhiUEihKHlJuCkASgFK3DWVeJ3Itxkl/HizEqI8hm4iIaJnjHrnlYzGHD6LZkpNhQaHPlVb9gQKfC9nu6S/Hnkw03IVAZzWGBy4i9XRoQFZdsHvLYXGXQhBHI1a6M7zJZBKXTzbidNU1DEQVAKkzzNZoPwpXASWP7IMhM3NMW3OgFW+2HMKp7nN37LcWocjrYFBLIEn6lczNsoTdWQ7s9jhgV6ceEVmIUR9DNhER0TLFPXLLz2IMH0Rz4UBZHi41D0wpwImCgANleXMyjkioFYHOaoQDl3XbFWMW7N4KmF1FEIT39yunM8P78k/rEb7egfYrfgwn9MO1O9KFog1mFDz8AGSb7bbrkzjfW4e3Wg7h6kDDmGsEGKCqhTCoRRAE/X8DPCYV5V4ntmXYoIj6+63Hw0KM42PIJiIiWoa4R275Wizhg2guFfpceGr/5kmDqigIOLiNtBG+AAAgAElEQVS/YFZfGGqahkiwEYOd1YgEG3T7qOZVsHsrYHJs1j3CaiozvDKA/HgYLlHB1foAUsK1lkR2tAOlpVlYt/+/QTS+v3w7kojiWMcJvNVShZ6wf8xlouiEqhTDoGwEBP24t8lhRrnXiQ1287SP4GIhxvExZBMRES0z3CO3vC1k+CCaT/tKVyHTYUJlTWPKjKmA0VUas7kiR9M0jASuYLCrGtFQq24fg3Ut7N59MNryxw2nk83wGjQNG+IjsEhGaLIlZWe3mIxjdbwNW/fmIfe+JyDI70e2gcgg3m2tQXXbUQzHxx4VJku5UNUSKPIa3ecqooDtGXaUeZ3wmNRxxzdVLMQ4PoZsIiKiZYZ75Ja/m+Hj5ydacPZK75i2uQgftHwstRoNhT4XCn0udPhDuNDQh3A0AZMqoWgWx61pSQwP1CHQVY1YuEu3j9G2HvbsfTBa1056v/FmeM2aho3xEaiyGVAsKTu75UQEeejAtvu3IHP3/WPOuG4ZasdbLYdwsussEtrtIVWComyAQSmBJOn/vtsVCXs8TtztccAsz14RRBZiHB9DNhER0TLCPXIrR6HPhXvuWovW7iFUnWyZk/BBy8dSr9GQk2GZ9f+vNS2BUN95BLoOIx7x6/YxOQvh8FZANU99W82dM7wOTcP6RGT0nGwl9XswxoKwhFrg2r4JDzz+1K0Z8qSWxEX/JbzZUoXL/VfHXCMIJqhKEQxqIQRBvwp4rtmA8mwnSlw2SOL0loRPhIUYx8eQTUREtIxwj9zKs9pjwwN36S8PJQJYo+FOWjKOoP80At01SEQHdXoIMLtK4PCWQzHpV+OeyM0Z3qxkEr5kDIJsAuTUwmPWSB/U4Q6cM2Whw7kZn1y/EYIgIJqI4VjnSbzdUoWu4Z4x14hiBgxqCVR5PSCkFioTAGxxWVHhdWKt1Tjt/dZTwUKM42PIJiIiWka4R46IbscaDe9LJqII9p5AoPsokvFgagdBgtW9DXZvGWTD9H4GsWgCpoEQdiVigGQAxNS45RzugBbpxWlLLvyuwtFHA8hbo6Ly+n+hqu0ogrHQ7QODLK+FQSmBLOu/BDFIInZl2rHH64TbkFqdfK6wEKM+hmwiIqJlhHvkiOh2rNEAxGPD6G4+jK7GKiQT4ZR2QVRgzdgBm2cvZNU+rWeEh6M4d/gaak93IJoURwP27bQkMkPNCMeCOGr1Ycjsff/5piFkbmjH3158A/Ex+60VqMomGNRiiKL+uNwGBXs9DuzMssMozf+/4yzEqI8hm4iIaBnhHjkiumml12hIxIIIdB9F67mTSCYiqR0EA3oTBegc3gQlZkWxSUJOmv8UBgbCOPXOZVy+5EdCEwGMXcItJuPwDF1HXzKKd+z5CN8qnKZBdPRCzm6E5PAjOPql0WEJVhjUYqjKZgiCfhXwdTYTyr1OFDgtEOdwSfhUzHcV+KWAIZuIiGgZ4R45IrpppdZoiEcHEeiqQch/GpqWuoVGE0w43+XDf553IhKXAXTcaptqEbieziGcfKseDc1BjEbJseFaTowgd7gBTUngv2z5iIo3lnALCUgZHZCzGyGaxy5ZlyQvDEoxFHkdoBOcJQEoddtQ5nUi16Jf7GyhzEcV+KWEIZuIiGiZ4R45IgJWXo2G2Igfga7DCPWdA1JOnwYkxYaeeBH+8Q0R0URq0TBg4iJwmqahpaEPp96+hI6e6I2vjg3DxlgQeYlmlN67Ba7yX8el9iCCNY2oa+uC7GmG7G2GoERvu0KEIq+DqpZAlvSLrJllEbuznNjtccCuLu74NhdV4Jeixf0pERERUdq4R46IgJVToyEa7kKgsxrDAxeBlNOnAdXkRva6+1HX4cHf/eB82kXgkskkrl7sxql3L6N/KDW8A6OVwtdLHSh6cBfsd33k1hnXrswocrdfQ0v2yTHnWwswQFULoCpFEEX9UOoxqijPdmJbhg2KqP9SgBYnhmwiIqJliHvkiJaODn8ItQ19GInEYTTIKJ6lJbbLvUZDJNSKQGc1woHLuu2KMQt2bwV8G3dDECX85b8dSq8IXHUDYl1DOFNzHaER/X6u4XZssgaw6ePlsBR9DIIgQNM01PddwZsth3DRf2lMf1F0QFVKoCobIQj6UWyTw4xyrxMb7OY5PYKL5g5DNhER0TLFPXJEi1tdYx8qjzTp1lCY6t7giSzHGg2apiESbMRgZzUiwQbdPqp5FezeCpgcmyEIAgRRQkvX0JR/DjKAbE2DpakPh1sCOoNIwhNsQoE3jvzH7oNp/QYAQCwZx8nOM3irpQptwY6x95RyoarFUOS1qfcDoIgCtmfYUOZ1wWPSL3ZGSwdDNhER0TLHPXJEi0/VufYJt3RMtDc4HculRoOmaRgJXMFgVzWioVbdPgbrWti9+2C05afMAJ++3D3pMwwAViWTyBREQJDu3G4NMRlHTvAatuQZsOapD8OwKhcAEIyFUN12FO+21iAQHbrtCgmKsgEGpQSSpP+yxK5I2ONx4m6PA2Z5aS3Tp/ExZBMRERERzaO6pv5JayYAqXuDp2Op12jQtCSGB+oQ6KpGLNyl28do3wC7twJGq/4sMQCER8YvAmcGsDqZgEOQATE1HsmJEawJXkHRlgxkf+TjUDIyAQBdwz14u6UaRztOIJaM3eovCCaoyhaoSiFE0aT7zFyzAeXZTpS4bOjuH8bhM+2zvl2AFg5DNhERERHRPKqsaUxvb3BN44zC71Ks0aBpCYT6ziPQdRjxiF+3j8lZCIe3Aqp58pl+kzE19tgBrEkmYRZlQKewmDEWxJqhSyjek4fMDz0F2WaHpmm43H8Nb7UcwvneujH9RTEDBrUEipwPQUidlRYAbHFZUe51wmc1or6pH3/98zNztl2AFg5DNhERERHRPOnwh9LaIw0A9U396PCHZjS7uVRqNCSTMYT8ZxDorkEiOqjTQ4DZVQJHdjkUo/6RV3p2bPbc+m83RsO1Ok64tkb64B28hOuKFUW//WvIXuVGPBnH8c5TeKv5EFqC7WPGI8trYVBKIMv6Yd8gidiVaccerxNuw+h52fO1XYAWBkM2EREREdE8qW3oS/saDcCFhr5ZCcOLtUZDMhFBsPckAt1HkIyHUjsIEqzubbB7yyAb0p/d9ThMKHWZIfuDkMYJ167hdriHrqHOmIVDWXdhU14mHFlG/LzpbbzbWoOByO2hX4GqbIKqFkMS7brPdBsU7PU4sDPLDqP0/sz2fG4XoIXBkE1ERERENE9GIuPvDZ5IOJqYvNMSlIiHEew5jqGeY0gmUs/JEkQF1oydsHn2QFb1w+xEwsNRvP16PY4fugpDVEvdc32jUrg11IyzljV4w7MXmiBCNA7DtvEy/vDwjxAds9/aCoNaDFXZDEHQrwKeZzOhwutEgdMCUecIrvneLkDzjyGbiIiIiGieGA3T+/PbpC6vytOJWBCB7qMI9p6AloymtAuSAbbMu2Hz7IYkp3+kWGAgjDNHm1F/rgOJZGq7mIwjJ3AFSrgLJ+zr0eCtAARAtA5AyWmE5OrC+dtO75IkLwxKMWQ5D4KQOgsuCUCp24YyrxO5FuO441qo7QI0vxiyiYiIiIjmSfE6d9rXCACK8zNmfzALIB4dRKCrBiH/aWha6qy+KJthy9oDW9ZdEKXxw+p4ejqHcPpII65f6oV25xlcuFEpfLAeihTG24Z8tDs3A0ISkqsTcnYjROvtS8IFKHI+VLUEsqS//9ssi9id5cRujwN2dfJotdDbBWh+MGQTEREREc2TnAwLCn2utGYzC3wuZLvTn81dTGIjfgS6DiPUdw5A6tSypNhh9+yFJXMHRFFJ696apqG1sR+naxrR1nJz+nlswDbGglg7eBGbClzwHHwMhtxc5Hf78bMr1bgaOYsRBG/1FWCAqhZAVYogivrB1mNUUZ7txLYMGxSd/d3j4XaBlYEhm4iIiIhoHh0oy8Ol5oEp7csVBQEHyvLmflBzJBruQqCzGsMDFzE6JzuWrLpg95bD4i6FoHNG9USSySSu1vXgdE0D+vyp+7mB0UrheUN1KC3bAPM9vwYlMwu94T68duUnqGk/jkji/aXqouiAqpRAVTZCEPTHsslhRrnXiQ12MwSd/daT4XaBlYEhm4iIiIhoHhX6XHhq/+ZJK0yLgoCD+wuWZNGrSKgVgc5qhAOXddsVYxbs3gqYXUW6e5wnEosmUH+uA2eONiEYjOn2cQ23Y93wZeSXlWDDE38A1enA8au1ePP8d3GmpxbabYFflnKhqsVQ5LX6YxUFbM+woczrgsekX+xsqlb6doGVgiGbiIiIiGie7StdhUyHCZU1jSlLxwWMLhE/UJa3pAK2pmmIBBsx2FmNSLBBt49qXgW7twImx+a0Z4LDw1GcP9mG2vdaEInqVDO7USk8P94I33274fjAlwGDilND11B54k1c9l+/rbMERdkAg1IMSdIPvnZFwh6PE3d7HDDLszOTvFK3C6w0DNlERERERAug0OdCoc+FDn8IFxr6EI4mYFIlFK1zL6kiV5qmYSRwBYOdVYgOt+n2MVh9sHsrYLTlpx2uAwNhnDnegvoz7eNWCl8VuIJ8sRO5D94He9mTiApJvNvxHt5pqYZ/5P1AKwgmqMoWqEohRNGk+7xcswHl2U4Uu2yQxfSXhE9mJW0XWKkYsomIiIiIFlBOhmVJheqbNC2J4YE6BLqqEQt36fYx2jfA4a2Awaq/FHsiPZ1DOH20Gdfre3R2c79fKTzfEkDOow/CuvMu9McC+HHTz3G47ThGbjt3WxQzYFBLoMj5EITUWWkBwBaXFeVeJ3xW47T2W0/VStgusNIxZBMRERER0ZRpWgKhvvMIdB1GPOLX7WNyFsLhrYBqzknz3jcqhR9pRlvzgG4fYyyItQO1yPcI8PzqfpiLStA81IpX6r6P0z3nkdRuTncLkOW1MCglkGX9cRhEEXdl2bHX64TbkF5V85lYjtsF6H0M2URERERENKlkMoaQ/wwCXTVIxAZ1egiwuEtg95ZDMeqfKz3+vUcrhZ852gR/z7BuH2vED19/LdblO5D5yx+HYf16nO+9iDdP/QOuDTbe1lOBqmyCqhZDEu2693IZZJR5nNiZZYdRWpjK3ctluwClYsgmIiIi0tHhD6G2oQ8jkTiMBhnF/MOXVqhkIoJg70kEuo8gGQ+ldhAkWDO2we4pg2xIb+Y1Fk2g7lwHzh5rRnAoqtvHNdwO3+AF+IrXIuMzn4aW7cHRzhN4++i/oTf8/ky6IFhhUIugKgUQBP0q4Hk2Eyq8ThQ4LRDncEl4OpbqdgEaH0M2ERER0W3qGvtQeaRJt/pvIZdw0hI1nZdGiXgYwZ7jGOo5hmQi9RxqQVRgzdgJm3cvZMWW1nhuVQo/0YpIJJHa4Ual8LxgPVbfXQz3h38bQZuC11trUF1zDOF4+FZXSfLCoBRDlvN0jwOTBAG7Vrmw02FBrsWY1jiJpoMhm4iIiOiGqnPtExYjqmvqx6XmARzcX4CK0vT2mhIthOm8NErEggh0H0Ww9wS0ZOrssiAZYMu8GzbPbkhyekdLDfaHcfa9FtSf7UAikfp7drNSuG/kGlbdswfOD/4PtItD+OfmN3Gy9syY/daKnA9VLYEs6S9NN8si7s5y4KOFuXAaVfT0DKU1VqLpYsgmIiIiwmiAnqzaLwAkNQ0vvV6PDIeRM9q0qKX70igeHUSgqwYh/2loWjylvyibYcvaA1vWXRCl9GaEb1UKv9QDveHcrBTuS7TC+8B9sN3zK6gPN+N71/4VVwbeP99agAGqWgBVKYIo6s/Ee4wqyrOd2JZhgyKKcBr1l44TzRWGbCIiIiIAlTWNUzq3FhgN2pU1jQzZtGil89LoJ++eQo40DCV6CUDqQdSSYofdsxeWzB0QxalX4L5VKfxoM9qaJq4UnqX1YqBoN5q2fATX3O04ef5b6B7uvdVPFB1QlRKoykYIgn6E2eQwo9zrxAa7eU6P4CKaDEM2ERERrXgd/pDuctqJ1Df1o8MfYsEiWpSm8tLIaw1hX34LtmT3QtSpOSarLti95bC4t0IQp16B+1al8GPN8HfrFErD+5XCjQjiXUsB6l3FkNRWyEPfgRCOvT8GKReqWgxF1j9nWxEFbM+woczrgsfEGWtaHBiyiYiIaMWrbehL+xoNwIWGPoZsWnQme2m02hHAvvxWbPbo/3+vGLNg91bA7CrSLSQ2nluVwo+3IBiI6PZxD7djbf95WF0qXrNvwDW3FXJOEwwZlyGIN18KSFCUDTAoxZAkt+59bIqEvR4n7vY4YJYX5gguovEwZBMREdGKNxJJ3X86FeGoTlVkogWm/9JIwzr3IPbltyA/Q++Ma2BEy8Tq/A/C5NiU1nLr4VAUtSfbUHuqDZERnd8lLQlvsBFrB2qRs3kNBh/4OL5+8TpEbwOMjtuP4DJBVbZAVQohiibdZ+WaDSjPdqLYZYMsckk4LU4M2URERLTiGQ3T+5PIpHIGjRafsS+NNGzK6se+/BascepX127ss+PQ9TXYWrQDm5zrpvycqVYKXzt4EZ4dRbB9+FmclbvxyoWfQdkUeL+fmAGDWgJFzocg6PxOaRqK3FaUe13wWY3cb02LHkM2ERERrXjF6/SXpE5EAFCcnzH7gyGaIaNBhgANW7y92Jffimy7/r7oKz0uHLq+Bi0DdgDAHnVq0WCqlcLXBK8gs2w3lPu/gJqRK6hqfhnBWOhGAhEgy2tvnG+9Svc5yXgS4fYQhluGcP+v3IUcm/7sNtFiw5BNREREK15OhgWFPldaxc8KfC5ku9M7I5hormlaAluy2vF/V5xCpiWs0w5c7MpA1fU16Byy3vr6ZC+NNE1DS0M/zhybqFL4ENYOXMDqWCvcH/gAImUfxS8GzuD45RcQT96cXVegKpugqkWQRIfufeLhOIZbhhBuD0G7MUPO+ge0lDBkExEREQE4UJaHS80DUzrGSxQEHCjLm/tBEU1RMhlDyH8Gga4aJGKDyLTc2Q6c6/CgumE1ekOpL4fGe2mUSCRxrX5qlcJzhD64P/QhdG/9CH7Qcxx1dS/c6iMIVhjUIqhKAQRBvwp4tH8EoZYgIj2pLwdY/4CWEoZsIiIiIgCFPhee2r950rOFRUHAwf0FPCObFoVkIoJg70kEuo8gGU8NwfGkgNOtXhxuXI2BsFH3HnovjW5WCj93vAVDk1QK91ricDz8YVxeb8UPO4+g/dKhW30kyXtjSXiebqVyLalhpGsYoZYhxIdiKe03sf4BLSUM2UREREQ37CtdhUyHCZU1jSlLxwWMzvYdKMtjwKYFl4iHEew5jqGeY0gmRlLaBVHBoLYZ/1RlRmBk/POj73xplE6l8MxMM8yfeBAns6N4t+MIhq4Fbz4dipwPVS2GLHl0n5uMJjDcFsRwaxDJaHLC75X1D2ipYcgmIiIiuk2hz4VCnwsd/hAuNPQhHE3ApEooWufmnlBacIlYEIHuIwj2noSWjKa0C5IBtsy7YfPsxhrZjKdd/VN6aTTYH8bZ4y2oP9+JRDw19N6qFD5wAS5fNoSHH0a1vRfHun6OWFP8xj0NUNUCqMoWiKI15R4A4DGqCDYHcP1CL5CcfGsGwPoHtPQwZBMRERHpyMmwMFTTohGPDiLQVYOQ/zQ0LXWGWZTNsGXtgS1rF0TJcOvrk7006u4I4Oc/vjBupXAlMYLVg/VYPVAHZ9FmhB57FP8pN6LW/1Pgxup0UXRAVYqhKpsgCPrxYpPDjHKvExvsZtTbB/BXtb2YeP76xr1Z/4CWIIZsIiIiIqJFKjbiR6DrMEJ95wCdWCopdtg9e2HJ3AFRVMa9z+0vjW5WCv/Jz69MWil81dA12O/ajo67PobvxuvROvizW31kKReqWgxFXqt7D0UUsD3Dhr1eJ7ymscGf9Q9oOWPIJiIiIiJaZKLDnQh0VWN44KJuu6y6YPeWw+LeCkGcWlGwdCqFe0daYd27B/Ulhfju8DkMDjTe6CFBUTbAoBRDkvTPl7cpEvZ6nLjb44BZ1h/bcq9/0OEPobahDyOROIwGGcXcbrKiMGQTERERES0SkVArBjurMBK4otuuGD2weytgdm3RrdatJ51K4ZlaP9TyPTixaROqh2oRHbgEABAEE1RlC1SlEKJo0r1HrtmA8mwnil02yKIw6biWY/2DusY+VB5pSnlxAIx+v0v5xQFNHUM2EREREdEC0jQNkWAjBjurEAk26vZRzatg9+6DybEJgjB5gAXSqxTuUmNIfOAuHPLFcHqoDtrg6DJuUcyAQS2GIq+HIKTOSgsAtrgsKPe64LMapzy22y2X+gdV59onXAJf19SPS80DOLi/ABWlOfM8OppPDNlERERERAtA0zSMBK5gsLMK0eE23T4Gqw92bwWMtvwpB9h0KoXbHAYMfagU/+btR2P4AjAEAAJk2XfjfOtV+uMSRdyVZcderxNuw/h7wVeKuqb+SfeYA0BS0/DS6/XIcBg5o72MMWQTEREREc0jTUtieKAOgc5qxEa6dPsY7Rvg8FbAYNUvKqanuyOAM8daplQp3Ox1o/Oj2/GKswP9sYtAGAAUqMomqGoRJNGh+wyXQUaZx4mdWXYYpantBV8JKmsaJw3YNyU1DZU1jQzZyxhDNhERERHRPNC0BEJ95xHoOox4xK/bx+QshMNbAdU8teXENyuFnznWPHml8MBVGPJyceXe7fiZuQXR5CUgBgiCFQa1CKpSAEFQde+RZzOh3OtEodMCcRpLwpezDn9Idw/2ROqb+tHhDy2LZfKUiiGbiIiIiGgOJZMxhPxnEOiqQSI2qNNDgMVdAru3HIoxa0r3vFUp/Ggz/D36lcJtI36sHaiFJ9gIcfN6nPlQCQ4pbdCE60ASkCTvjSXhebpF1EQBKHXbUO51ItdiTOdbXlFqG/rSvkYDcKGhjyF7mWLIJiIiIiKaA8lEBMHekwh0H0EyrhOEBQnWjG2we8ogG6a2dDgWTaDubAfOvteC4CSVwt0jnYgXb8S7mwtxTu0FEAAgQJHzoarFkCWP7vVmWcTdWQ7s8ThhVxkXJjMS0SkqNwXhaGKWR0KLBX9riIiIiIhmUTw2jIGOdxDsOY5kYiSlXRAVWDN3wubZC1mxTeme6VQKtycCCJaux4/XGdBsGF1CLsAAVS2AqmyBKFp1n+ExqijPdmKr2wZVmtrxYAQYDdOLVCaVe9qXK4ZsIiIiWrI6/CHUNvRhJBKH0SCjeAmfr0tLXyIWROvld9HTchTJROossyAZYcvaBVvWbkiyeUr3TKdSuEmKoWerD99dY0SfYXSPsCg6oCrFUJVNEAT9P/03Ocwo8zqx0W6e1hFcK13xOnfa1wgAivMzZn8wtCgwZBMREdGSU9fYh8ojTbrFhgp9Lhwoy2PlXpo38egAAl1HEPSfArTUJcCibIYtaw9sWbsgSoYp3TOdSuGqSULj3Tn4r1UBjKijM9eylAtVLYYi61cnlwUB2zNtKPM64TVNbUykLyfDgkKfK63iZwU+F7LdU3vRQksPQzYREREtKVXn2ic8j7auqR+XmgdwcH8BKkqnVqGZaDpiI34EuqoR6jsPIHWWWVLssHv2wpK5A6I4+VnSNyuFnz7ajPbmySuFCw4TLpR5cWhVGHF5CIAMRdkAg1IMSdKfXbUpEvZ6nNiV5YBF4XLl2XKgLA+XmgemdIyXKAg4UJY394OiBcOQTUREREtGXVP/hAH7pqSm4aXX65HhMHJGm2ZddLgTga5qDA9c1G03mDNhydwLi6sUgjh5kE23Ungiy4Gj+7JwalUcSXEEgmCGQdkCVSmEKJp0r881G1Ce7USxywZZ5JLw2Vboc+Gp/Zsn/fdJFAQc3F/Af5eWOYZsIiIiWjIqaxqnNFMEjAbtyppG/jFLsyYSasVgZxVGAld02xWjB6s3PgCXtxS9/uFJ7xeLxlF3tnOSSuFt8PXXwhXuQHiVG2/sykB9tgAICYhiBkxqCRR5PQQhNcwLALa4LCjzupBnNXK/9RzbV7oKmQ4TKmsaU5aOCxhdIs6tLCsDQzYREREtCR3+UFp7HgGgvqkfHf4Qi6HRtGmahkiwAYOd1YgEG3X7qOZVsHv3weTYBLfHPuk906oUHulDvy8D/7bRjdYsCRBEyPLaG+dbr9K9v0EUcVeWHXu9TrgNky9Tp9lT6HOh0OdChz+ECw19CEcTMKkSiliUcUVhyCYiIqIlobahL+1rNAAXGvr4xy2lTdM0hAOXEeisRnS4TbePweqD3VsBoy1/SrPEg/3DOHu8dUqVwo2JIDry3ajc6EKPWwKgQFU2QVWLIIkO3fu7DDLKPE7szLLDKHG/9ULKybDw350VjCGbiIiIloSRiM6M3xSEo6nVnonGo2lJDA/UIdBZjdhIl24fo30DHN4KGKz6lbvvNKVK4QN1WD1YD0WI4doGOw5vdGPALkMQrDCqRVCVAgiCqnv/PKsR5dkuFDotELkknGjBMWQTERHRkmA0TO/PFpPKGT2anKYlEOo7j0DXYcQjft0+JmchHN4KqObJq9aPVgrvw+mjLVOoFH4FUATUFpjx3iYrQmYJkuSFWSmGLOdBEMSUa0UBKHXbUO51ItdiTO+bJaI5xZBNRERES0LxOv0jiSYiACjOz5j9wdCykUzGEPKfRqDrCBKxQZ0eAizuUti9ZVCMWZPeL5FI4uKZdhx64/LUKoWbZLxXYsKZjUZEDBIUOR8WtRiy5NG91iyLuDvLgT0eJ+wq/5QnWoz4m0lERERLQk6GBYU+V1rFzwp8LmS7zXM4KlqqkokIgr0nEOg+imRcJwwLEqwZ22H3lEE2OCe9381K4bWn2jDYH9btc3ul8BGrikM7Lbiw3oSEbISqFsCmbIEoWnWvzTKqKPc6sS3DBlVKndkmosWDIZuIiIiWjANlebjUPDClY7xEQcCBsry5HxQtKYl4GEM9xxDsOY5kYiSlXRAVWDN3wu7ZC0mxTXq/qVYK9/XXwhbtw6DTgDe22nApzwVQu2UAACAASURBVAjITqhKMczKJgiC/p/lG+1mlGc7sdFu5hFcREsEQzYREREtGYU+F57avxnfef3ShEFbFAQc3F/A82jplkQsiED3EQR7T0JLRlPaBckIW9Yu2LJ2Q5InX/2QTqVwUzyI7kwV7xQ6cH21ClleDaNaDEXWL5wmCwK2Z9pQ5nXCazKk/80S0YJiyCYiIqIlZV/pKmQ6TKisaUxZOi5gdIn4gbL/w96dBseRnneC/2fWfSDrAApVxA0SIA6SYJMELwBsqVt9scmxLcuSPLJ17dobjg1rvLbC4Qg77LZjw1bI47GsccheT4SiJa8iNJJWsuTmuC253epugiAJ8ARAguCBkyRQuFH3mbkfYJINVuJkVaGq8P99I/LNrCyABeTzvs/7PDUMsAkAkIgtwOftQmD2KqCkVpoXtWYUuY6hyHUYombtgHYjlcL1chRjHj169thxv9QInb4eVt1eaDTq9QWKdBocL7XjsMsGi44F+4jyFYNsIiIiyjtN1Q40VTswMRvEjeE5hGNJmPQa7Kl1sjctAQDikRn4vOcQnOsDkLrSrNFJkNxtsBQfgCjqVr3WRiuFi0oSdysNuLTHgeliCXpdM4p0TRBFk+q5ZWYD2t127HMWQSsyJZwo3zHIJiIiory1o9jCoJqWiYUm4fN2IrRwU/W41uCE5G6HxdECQVx9tTiZlHFvYApXL45jbh2VwhVRwcBOIy432eCzl8Kg34ci7S4IQurrCACa7Ba0exyosRq535qogDDIJiIiIqK8Fw3ex+LkWUR8d1SP64ylkNwdMDuaVftOf9ijSuHXe8YR8EVVx3y4UnhcI+BaoxFXGi2ISrUw6PaiSFumep5BFNHqknC81A6ncfUVdCLKTwyyiYiIiCgvKYqCaGAYi5OdiAZGVMfozWWQPCdgknavuVq80UrhYb2AC/ssuN4gQbE0Qq/fA4toU722w6BFW6kdh1wSjJrM77eemA2if3gOkWgCRoMWe7mVgihrGGQTERERUV5RFAVh3234JjsRCz1QHWOwVsPmPgFDUe2awfXifAjXuu9jcJ2Vwv1mEe/vteLGbhc0pr0w6BogCOpF02qsRrR7HGiyWyBmISV8YGQOZ86PqvaTb2JRQKKsYJBNRERERHlBUWSEFgbgm+xEPOJVHWOU6paCa2vlmtebmvDh6oWlSuFqnq4UPidp8EFzEe7urIbeuA8mbY1q6rkiK2iUzHipqgTlFuPG3uQzONv7cNX2dgOj8xgcW8AXTjaio2VH1u6LaLthkE1EREREOU2RkwjO98LnPYdEdE51jMneBJu7A3rz6sHjRiuFa5QkJp1a9OxxYLymAXrDPlg0parnyfEkQveDCN3342PP78pqgD0wOr9m/3gAkBUF33r7FoptRq5oE2UIg2wiIiKiTeK+18yS5TiCs1fh855HMr6oMkKAxdkCyd0OnbFk1Wutt1J49UIfXIFRiFAw5tGhe28JZsr3Qa/fA7NoVT0vEYwjOOZHeDIEyEtBbjiW2pM7k850jawZYD8iKwrOdI0wyCbKEAbZREREWcBgrLBw32tmyckoAjOX4Ju6ADmhEhALGliLD0AqbYPWYF/1WvFYAjevT6C35/66KoUDwN1KA3payuAvfQ56XT2MgnoV8OhsGMGxAGJzkZRjJn3mi5s9MjEbVP2/uJpbo/OYmA3y9xBRBjDIJiIiyiAGY9mTzomM1a7Ffa+Zk0yE4Z++iMB0N+RkauAqiDpYSw5BKj0Oja5o1WtttFJ4UgRu7DTi8nO7EXPsh05bBbVSZkpSRngyhOC4H8mgynUBCAKwd2fxet5yWvQPq6fQr0YBcGN4jkE2UQYwyCYiIsoQBmPZkc6JjLWu1bKrGD/4+T3ue02zZDwA39R5BGYuQ5FjKccFjRFFrsMoch2FRmte9VrrqxR+G1ULN2FKBBDXAJeaitC7vwWKtQUajRNq69bJaBKh+36EHgShxFOv+2EtdSXwOFe/z3SKRNWD/bVkO6WdaLtgkE1ERJQBLEKUHemcyFjPtTaSkst9r2tLxBbg83YhMHsVUFIDPlFrgVR6DNaSVoga9RZZj2y0UnhYL6DzoAu39hyCaGyGKJpUzyszG1Cr1eGffnILsrz2nmdRFPCpl3avOS6djIbNPdJnM6WdaDthkE1ERJQBLEKUeemcyFjvtTaK+17VxSMz8HnPITjXByB1VVijkyC522ApPgBRVN8PDWyuUrjfJOL9gzUYrW+FRl8HrZAaaAoAmuwWtHscqLEaIQgCAq0B/LR7fNX3JQoCvvTJ59BS58L0tH/Vsem0t9a54XMEZDelnWg7YZBNRESUZixClB3pnMjYyLU2gvtel4uFJuHzdiK0cFP1uNbghORuh8XRAkFceZV1M5XC5yQtOo/ux1TlQWh1ZaoPwQZRRKtLwvFSO5zGJ8H92d6H+Lee+2u+v1ePVOKlI1Vrjku3HcUWNFU7NvR7p7HakdWUdqLthEE2ERFRmrEIUealcyJjM9faCO57BaLBcSxOdiLiu6N6XGcsheTpgNneDEEQV7zORiuFCwAelJpx/thB+Eqfg6ixqT78OgxatJXaccglwahZHtxvJMvhp93j6DhYgZY615pj0+10Ww0GxxbWdZ+iIOB0W03mb4pom2KQTURElGYsQpR56ZzI2My1NmK77ntVFAXRwDAWJzsRDYyojtGbyyB5TsAk7YYgCCteKxSMoe/yfdy48nBdlcIBYLCmGJePHEXU3gxBMEAtdK+xGtHmdqDZYYG4wutvNGPi++/c3pIgu6nagc+fbFhzQkAUBHzhZCO3pxBlEINsIiKiNGMRosxL50TGZq+1Httx36uiKAj7bsM32YlY6IHqGIO1Gjb3CRiKalcNrh9XCu+dQDKZGjg+XSlcBnBlXy369x9B0rwTgiDi6asrsoKIN4QvtFZjf9nqgeZmshx6787g/pQfhpXfVsacaClDic2EM10jKfctYClFnG0DiTKPQTYREVGasQhR5qVzImOz11qP7bTvVVFkhBZuwjd5DvGIV3WMUapbCq6tlatea6OVwuOiiLNtz+FeQyugdwNASnAtx5MI3Q8idN8POSZjuqwYWCPI3lTGhAJcHZzGscbsr2YDSyvaTdUOTMwGcWN4DuFYEia9BnueoW88EW0Mg2wiIqI0YxGizEvnRMZmrrUe22XfqyInEZzvhc97DomoelBqtjdDcrdDb165jdpmKoUHzEa82/48JqoPQNBYVc9JBOMIjvkRngwBH2rBtZ7tGZvNcghF45s6L512FFsYVBNtEQbZREREGcAiRJmVzomMzVxrLdth36ssxxGcvQqftwvJuE9lhACLswWSux06Y8mK19lMpfCpkmJ0tR3HvKcZgqBLWbUGgOhsGMGxAGJzEdVrrmd7xmazHMyGlduOEVHhY5BNRESUASxClHnpnMjY6LU++cIu9N6b3Zb7XuVkFIGZS/BNXYCcUAmKBQ2sxQcglbZBa7CveJ2NVgoHgKGdO3Hp8DGE7bVLL/XUeCUpIzwZQnDcj2Rw5VXo9W7P2FTGhAAcbCzFUqk9ItqOGGQTERFlCIsQZVY6JzI2eq2Olh149UjVttr3mkyE4J/uhn+6G0oydXVYEHWwlrRCKj0Gja5oxeusVSlcUGSUfqhSeEKjwfX9B9C//wgSJvUVcSEhwzfqQ+hBEEpcXvO9rHd7xmayHFrqSlDusmJ62r/uc4iosDDIJiIiyiAWIcqsdE5kbOZa22HfazLuh2/qAgIzl6DIqXuNBY0RRa4jKHIdgUa7cuC60UrhIZMFZzs+iqGGA1BWuG6Z2YB2tx26QAJ/88FDKBnYnrHRLIdPvbR73dcmosLEIJuIiChNJmaD6B+eQySagNGgxd4PBdLbIRjbKumcyOCkyBOJ2AJ83i4EZq8CSmqRMFFrgVR6DNaSVogaw4rX2Wil8NliNz448iImKpoBMXXftACgyW5Bu8eBGqtxqQVYCTK2PWOjWQ5b0SObiHILg2wiIqJnNDAyhzPnR1VTSpuYEp416ZzI2M6TIvHIDHzecwjO9QFITb3W6CRI7jZYig9AFNULfCmKgrGhOVy7uL5K4QJk3K+qw+XDx7BYXKU63iCKaHVJOF5qh9OY+rqZ3J7BrR9EtBEMsomIiJ7B2d6Hq65wDYzOY3Bs4fE+XqJcFQtNwuftRGjhpupxrcEJyd0Oi6MFgsoKM7BUKfzuwBSurVopfAbVC/1wBUaR1Gpxa88B9B44gqhZPUB1GLRoK7XjkEuCUbN6RfBMZiIwy4GI1otBNhER0SYNjM6vmUIKALKi4Ftv30KxzciVLso50eA4Fic7EfHdUT2uM5ZC8nTAbG+GIIiqYzZaKTxoldBz/EUMNj0HWWdUHV9tNaLd7UCzwwJRUGvStbJMZiJs5ywHIlofBtlERESbdKZrZF3FkIClQPtM1wiDbMoJiqIgGhjG4mQnooER1TF6cxkkzwmYpN1L+55VbKRSuDU2h2l3Od498csYr2kAVAJ2UQBaHEVo89hRYVEPvomIch2DbCIiok2YmA1uqK0PANwancfEbJCrYLRlFEVB2HcbvslOxEIPVMcYrNWwuU/AUFS7YnC9MBfC9e5xDPZNrlkp3CCHMFLbiHf3/yLmXWWq1zNpRBwtteFYqR2Sno+nRJTf+FuMiIhoE/qH5zZ8jgLgxvAcg2zKOkWREVq4Cd9kJ+KRKdUxRqkeNncHDNbKFa+zVCl8DEODM6rHP1wpXNEJuL3nAG7ua0XYIqmOdxn1aHfb8VxxEfQa9VT07WS1DgVElD8YZBMREW1CJJqaGrse4VhqKySiTFHkJILzvfB5zyERTZ0YUhTgprcE98PN6Di0H6XW1O0M660UXj3fjx3+uwhINlxuewF3G/YhqdWrjq+XzGj32FEnmTe837oQsUMBUWFhkE1ERLQJRsPm/oSa9KtXRyZKB1mOIzh7FT5vF5Jxn8pxoHeiFJ3DFZgJmgHIuHjn2rIq+BupFF4SGIW3vBo/b/sV3K+uUx2rFQQcKClCm9sOt2nlvtrbDTsU0FZi9kRmMMgmIiLahL21zg2fIwDYu7M4/TezDfHBUJ2cjCIwcwm+qQuQE6mBcSIp4MoDD7qGy7EQWV5Y7FEVfJtZB3kujN5La1cKl2JTGKrbi/P7fgMLxaWqY4t0GhwrteOIywaLjpNMH8YOBbRVmD2RWc8UZAeDQVgs/INGRETbz45iC5qqHRsqftZY7YDHac7gXRU+PhiqSyZC8E93wz/dDSUZSTkeS4joGd+B8yPlCMTUU7i1ANwKcPZH/RDk1ONLlcKHUT1/AxpNFIN7DmGw+dOImNSfBcvMBrS77djnLIJWZEq4GnYooK3A7InMe6Yg++TJk/jDP/xDvPbaa+m6HyIiyhCu/KXf6bYaDI4trOshWRQEnG6ryfxNFTA+GKaKR33wjnyAqfEuKHI8dYBgwHt3SnFxrAzhuE71GgYAHggoASBCAJ4KsEU5jjLfHVQt3ETIZsG1tjYM1+2BrEl9jBQANNktaPc4UGM1rlidnNihgLYGsyey45mC7Pn5efzu7/4ufvjDH+KNN95ARUVFuu4rbebn5/E3f/M3ePfddzE/P4/S0lK89tpr+NKXvgSTybTVt0dElHFc+cucpmoHPn+yYc0HFlEQ8IWTjfw+P4PNPhgW6uRSIroA31QXxueuQZFTi/CJWguk0mPoGffgvXujqtewYCm4dgAQkBoMP6oUXu4bhLeiEu8f+0VMlteoXksvCmh12dBWaofTqB7M03LsUEBbgdkT2fFMQfY///M/44033sDZs2dx+vRp/NZv/RZ+4zd+A1ptbmz1DgaD+MxnPoOhoSEcPXoUp0+fxtWrV/HNb34TV65cwXe+852cuVciokzgyl/mnWgpQ4nNhDNdIykTGQKWUsQ5kfHsNvpg+L1378Bi1BXc5FI8MgOf9xyCc31IWXIGoNFJkNxtsBQfgCjqELo7nDLGhqXgWlIJrIEnlcJLwqMY3r0XZ179Ivw29RoEDr0Wx912tJZIMGrzZ791Lky+sEMBZRuzJ7LnmSLM2tpa/OM//iN+/OMf46tf/Sq+/vWv46233sIbb7yBI0eOpOseN+173/sehoaG8LnPfQ5/9Ed/BGCpDcXv//7v46233sJbb72Fj3/841t8l0REmcGUsOxpqnY8XjW9MTyHcCwJk16DPQWyarrVNvNgOOYNrHgsHyeXYqFJ+LydCC3cVD2uNTghudthcbRAEJ8Eu4+q4AsAnFgKrs0rBNePKoWbMI/BvYfwfuNpxA1G1bHVViPa3Q40Oyx51YIrlzJ72KGAso3ZE9mTlmXcX/qlX8ILL7yAv/zLv8SPfvQjfP7zn8cv/MIv4A/+4A/gdG68+mq69PX1AQA+8YlPPP6aIAj45Cc/ibfeegvXrl1jkE1EBYspYdm3o9jCB5EM2MyD4VryZXIpGhzH4mQnIr47qsdNVg88tR9DQlMLQRBTjjeU2+AG4IYAwwrBtTP0AFXzfUhIGgwcO4LR2kYoYuq1RAFocRShzWNHhUU9+M5luZbZww4FlG3MnsietOVK22w2/Pmf/zk+/vGP40//9E/xk5/8BO+99x6+/OUv41Of+lS6XmZD7HY7AODhw4dobGx8/HWv1wsAWzoBQESUSUwJo0Ky2QfDteTq5JKiKIj6h7HoPYtoQH0/td5cBslzAlW7DkIQRExP+5cdDwVj6Lt8H/2XH6IKqQHzo0rhlQsDmK0oxfkjr2HGXa76WiaNiKOlNhwttcOmz89tdrmY2cMOBZRtzJ7InrT/pmxtbcWPf/xjfPOb38Tf//3f44033sCPfvQj/Nmf/RkaGhrS/XKr+sQnPoEf/OAH+MpXvgKbzYbm5mb09vbir/7qr1BUVLRshZuIqJAwJYwKyWYfDNcjlyaXFEVB2HcbvsmziIUeqo4xWGtg83TAYK2FIAgpq9cLcyFc7x7HYN8kksnUgPJRpXB36B7G63fjpy/9Z4SskupruYw6tLkdOFBcBL0mNVDPJ7ma2cMOBZRNzJ7Inoz81ZqcnERZWRmOHDmCDz74ANevX8cnPvEJfPazn8Xv/M7vwGjMTorR3r178eabb+L3fu/38JnPfObx18vKyvDd7343J6uhExGlA1PCqJBs5sFwvXJhcklRZIQWbsI32Yl4ZEp1jFGqXwquLZWqx70Pfbh2cQxDgzOqx3XJCCoXbkLCFG7veQ49uz+ChE69X3a9ZEa7x446yZxX+61XksuZPexQQNnE7InseeYgOxaLob+/H9euXcPVq1dx9epVzM7OAliakQWA4uKl2Y8333wT7777Lr72ta+hubn5WV96TbOzs/jrv/5rTE9P44UXXkBtbS36+/vR3d2NP/mTP8E//MM/QJLUZ2/Xw+UqSuPdZkY+3ON2xJ9L7im0n0nJJh8MXU5LTn0vculeaMlW/ExcriK01JWg9656APmsRJ1mS96XLCcwN3EF3uGfIxpSe28CHO598NS+CLOUmsqtKAruDHjR9fN7GL03q/oaprgPlfM3IEhx3DraivvV/2mFm1Gwx2HFJ1uqUF5UWC1Oz99Sn7hYjQJgdDqElkbPpl93vf+nfvljDairduL779zG9TvL/x8IAtBSV4JPvbQbLXWuTd9Lutyf8uPK4BTCkQRMRi0ONpSiojR/fk/zbwrw66834Y//4TxkeR3ZE6KAX3+9KePft0L8uTxTkP2rv/qruHnzJuLxOIAnQXVFRQUOHz6MQ4cOobW1FTU1NQiFQvjGN76Bb3/72/i1X/s1vPnmm3juueee/R2s4stf/jKuXLmCr33ta3j99dcff/1b3/oWvvKVr+CP//iP8fWvfz2j90BEtBUONpRu+BxBAA42bvw8omz49Mu70T80u64Hw40yG7Lb11lOxjHz4CImR95HPLKQOkAQUbzjIDy1L8BoSf1MJpMyblx9gK6f38PUpD/1fCxVCq/w3YR/RxGuvHIC88Vu1XEGQUDbDif+U3M5ivJ0v/VawpHNZfaEovE038nKWupcaKlz4f6UH1cHpxGKxmE26HCgwZUTQez1O9P4/ju3VSe6WupK8OmXc2MSgNbWUufClz65H3/7g+ur/j4VRQFf+uRz/LlukqAo69ygoqKxsRGCIKCurg6tra2PA2u3W/0XOQCcP38ev/mbv4nDhw/jzTff3OxLr2lychIf+chHcPjwYXznO99JOX7q1CkMDQ2hp6cHVqt1U6/xdJGRXPJoRiiX73E74s8l9xTyz+S/fvfqhlLCmqod+P3/fCCDd7R+hfxzyVe58DNZqzr0ZggA/vz/OJaVdEg5GUVg5hJ8UxcgJ4IqN6OBtfgApNI2aA32lMOxaAID1yfQe+k+Ar6o6ms4Qw/gDt+Fd1clBpsPImJSz2opMxvQ7rZjn7MIWjH/U8JX82+XxvHdd9Srs6/mMy/V46VW9fT81eTCZyWd1vO5e5TOnqst8QrtZ5IOA6PzONM1kvKcIGApRTwb7ezy4eey2VX2Z5qy/Lu/+zu0trZuKOX6+PHj6OjowKVLl57lpdc0MTEBANi5c6fq8V27duHu3bvwer2bDrKJiHIZC+pQoTnRUoYSm2nVB8NgJL5qj+ynZWO/YTIRgn+6G/7pbijJSMpxQdTBWtIKqfQYNLrUB7pQMIa+S/fRf+UhYir1Fh5VCrdhEiNNDeir+xRkTeojngCgyW5Bu8eBGqsRQgHst16PfCr2NDEbRP/wHCLRBIwGLfbWOre0XkAuVmWn9GiqdqCp2oGJ2SBuDM8hHEvCpNdgzxb/nysUzxRkv/jii5s6r7i4GMGgygxuGpWUlAAARkZGVI+Pjo5CEITH+8WJiAoNC+pQIVrrwXBgdB7/7X9ey4nJpWTcD9/UBQRmLkGRU1OPBY0RRa4jKHIdgUabGuivp1L4Dt8daKUw7h5uwaXy51XvQy8KaHXZ0FZqh9OY3dT4XJAPxZ4GRuZw5vyo6j02ZWlVUU2uVmWn9NlRbGFQnQFbsvnmi1/8Iurr6zP6GpWVldizZw+6u7vxzjvv4KWXXnp87Ac/+AFu3bqFEydOPO6lTURUiNaz8rdVD29Ez2KlB8NcmFxKRBfgm+pCYPYqoKRW7Be1Fkilx2AtaYWoMaQcX0+l8LLAICIeA24cOQS/TX2l1qHX4rjbjtYSCUbt9u5zm8uZPWulYw+MzmNwbCHr6di5XJWdKNdtSZBdV1eHurq6jL/OX/zFX+Czn/0svvSlLz2uLj44OIizZ8/C5XLhjTfeyPg9EBFtNaaE5b5cSxHNd1s1uRSPzMDnPYfgXB8AOeW4RidBcrfBUnwAorh8RVlRFIwNzeHahTE8HF9Uvb4p7oMrOoz5mmJc/MiLiBvUW6JWW41odzvQ5LBAs01SwteSC5MvanI5Hbt/eG7D5+RCSzyiXFCYZST/Q2NjI374wx/iG9/4Bs6dO4f3338fxcXF+PSnP43f/u3fRmkpq+gS0fbBlLDck6spooUgm5NLsdAkFr1nEV4YUD2uNTghudthcbRAEJevKCeTMu7enMK17nHMTatvpSuKzEDSTmKivgpdta9BEcWUMaIAtDiK0Oaxo8KiHnxvd7mY2ZPL6dgRlf3/6xGOpWZvEG03BR1kA0BVVRW++tWvbvVtEBERLZOrKaKFJpOTS9HAOBa9ZxHx3VU9rjOWQvJ0wGxvhiAsD4zXUyncEXoInS2A0b27cdO9X3WMRafB81UlaLGaYSvQFlzplEuZPbmejm00bO7/k0m/vbcmEAHbIMgmIiLKNbmcIkqrUxQFUf8wFr1nEQ2Mqo7Rm8sheTpgknanVPBeq1I4FBnF0XEk3ALuHt2DkFW9g4vLqEOb24GXG8tg0Ig53QInF+VCZk+up2PnU1V2olzDIJuIiCjLcjlFlNQpioKw7zZ8k2cRCz1UHWOw1sDm6YDBWpsSXK+nUrhDfoBApRX99a1I6PSqr1EvmdHusaNOMkMUBBg0qanjlB9yPR07H6qyE+UqBtlERERZlOsporScosgILdyEb7IT8ciU6hijVL8UXFsqU455H/pw9cIYhm+rVwrXJiMo0k9hpr4U16ra1ccIAg6UFKHNbYfblFqNnPJTPqRj53JVdqJcxiCbiIgoi3I9RZSWKHISwfle+LznkIiq/8zM9mZI7g7ozZ7l566jUrgh6YfOFsBEXRWGi3epjinSaXCs1I7DLglWHR/ZCk0+pGPnalV2olzH39hERERZlOspotudLMcRnL0Kn7cLybhPZYQIi3MfJHc7dMaSZUfWUyncJC9Adidxv34XIib1SZMyswHtbjv2OYugFdmCq1DlSzp2LlZlJ8p1DLKJiIiyKB9SRLcjORlFYOYSfFMXICdUAmRBA2vxAUjuNmj19mWHHlUKv95zH0G/eqVwk2YO4QoD7tY2QNak/h8QADTZLWj3OFBjNabs6aatk8k+9vmSjp1LVdmJ8gGDbCIioizKhxTR7SSZCME/fRH+6R4oyUjKcUHUw1pyCFLpMWh0RcuOrVUpXFFkGK2LWKy2Y3zHPtXX14sCWl02tJXa4TTq0vOmKC2y0cc+39Kxc6Eqe67I5OQL5T8G2URERFmULymihS4Z98M3dR6BmctQ5HjKcVFjhNV1BEWuo9BoTcuOrVUpHEICWmcY07VuBGypxdAAwKHX4rjbjtYSCUbt1mYpMFhIlc0+9kzHzi/ZmHyh/Mcgm4iIKMvyJUW0ECWiC/BNdSEwexVQUve5i1oLpNJjsJa0QtQsr+S9VqVwQZeAXBqHt7YCcYNRdUy11Yh2twNNDgs0W5wSzmBB3Vb0sWc6dn7I5uQL5TcG2URERFmWbymihSAemYHPew7BuV4s1WtfTqOTILnbYCk+AFF8kra9nkrhiiWOWJkG0xWVUMTUvtUigH3OIrR77KiwqAff2cZgYWVb2cee6di5aysmXyh/McgmIiLaAkwRzY5YaAKL3k6EFwZUj2sNoiqVsAAAIABJREFUTkjuDlgc+yCIT9K216oUrgiAYk8gUGnGoqtc9domjYgjpTYcK7XDps+dRy4GCytjH3tayVZOvlD+yZ3f+ERERNsMU0QzJxoYx6L3LCK+u6rHdUY3JE8HzPYmCMKT1ee1KoXLWgGyK4n5agciFqvqtV0GHdo8DhwoLoJek7qyvdUYLKyMfexJDSdfaKMYZBMREW0xpoimh6IoiPqHseg9i2hgVHWM3lwOydMBk7R7WZusUCCKvssPVqwUHjeJkD0KZitdSOrUq4DXSSZ0eByok8wQc7QFF4OF1bGPPanh5AttFINsogLB6rBE2w8/90sURUF48TZ83rOIhR6qjvEn3VjAc6gt3gOz7ckK9GqVwhUAMbsW8TIR8ztcqtfVQMGBEhvaPXa4TQbVMbmEwcLq2Mee1HDyhTaKQTZRnmN1WKLth5/7JYoiIzR/Ez5vJ+KRKdUxg1MOnB2qxP1FCUAQQDeaqh14frcL86MLqpXCFRGIuHQIVxgRtEuq17WKwLEdxTjikmDV5c/jFIOF1bGPPanh5AttVP78VSCiFKwOS7T98HMPKHISwfle+LznkIimrswqAG5OluCDoQp4/cv3TdsAyKMLuDKaWik8qRcR2aGDv8KKuFG9CrhHJ+JEhQv7nEXQirmZEr6arQwW8iHzgn3sSQ0nX2ijGGQT5SlWhyXafrb7516W4wjOXIFv6jyScZ/KCBFxfQP+x7tmTAdNj78qAHAC8ECAGamBccyqRaRcB98OGxSNSjCpKGiyGtBRWYoaq3HZXu58sxXBQr5lXrCPPT2Nky+0UQyyifIUq8NuH/mw+kPZsV0/93IyCv90D/zTFyEnUttpQdDAWnwQkvs4vvbDYUwHlx6ERQAuLAXX+qeCawVApMSIcLkOwRL1lHCdnERriYT2checRvViZ/km28FCPmZesI89qeHkC20Eg2yiPMTqsNtDvq3+UGZtx899MhGCf/oi/NM9UJKRlOOCqIe15BCk0uPQ6KyPv0daAG4IKAWgfSq4ljUCgh4TwhVGRK2mlGsCgCQn0F5egsMeJ4zawttTma1gIZ8zL9jHnp7GyRfaCAbZRHmo0KvDcuU2P1d/KLMK/XP/Ycm4H76p8wjMXIYix1OOixojrK4jKHIdhUb7JFC+0j+JaggoASA+FVwnDBoEKkwIlZmR1KuvSlcoMZzYWYHmYgmaPE4JX0u2goV8z7xgH3t6GidfaL0YZBPloUKtDsuV2yX5vPpDmVOon/sPS0QX4JvqQmD2KqCk3reotUAqPQZrSStEzZN2Wd6HPly9MIax2zMofSq4jkp6BCpNCJWaAVFMuaYgJ+EOhvDxw42oLNo++yczHSwUUuYF+9jTh3HyhdaDQTZRHirEVhJcuX0i31d/KDMK8XP/SDwyA5+3E8G5Piytvy+n0UmQ3G2wFB+AKC6tQiuKgrF7c7h6cQwT48srhSsCEHaZEKg0IWpXTwnXRiOQx+YwOanghed3basA+5FMBgvbKfOCtidOvtBqGGQT5aFCayXBldsnCmn1h9Kr0D73ABALTWDR24nwwoDqca3BCcndAYtjHwRxabIgmZRx5+YUrl0cw/xMaNl4WSsgUGZBsMKEhEmvek3j4iLCYz7cnxEAWcn571E2ZCJY2A6ZF0REK2GQTZSHCq2VBFdun+DqD62kkD730cA4Fr1nEfHdVT2uM7oheTpgtjdBEJZSvGPRBAauT+B6z30E/dFl4+MmLQJVFgQ9JigrFCormpjE3P0oJn2PUsaXfufk6vco3xVy5gUR0VoYZBPlqUJpJcGV2+XSufrDAnKFJ58/94qiIOIfgs/biWhgVHWM3lwOydMBk7T7cS/qUCCK3ssPcOPKA8SiT/6fKwCiDgP8VRZEStRTwsVEAtLofTycUDAZ1WKpqdeHjufY96iQFGLmBRHRejHIJspThdJKgiu3y6Vj9YcF5ApXPn7uFUVBePE2fN6ziIUeqo4xWGtg83TAYK19HFwvzIVw7eI4BvsnISefvFdFBIJuMwKVFsSL1FPCTaEgTEP3MTStw0NZvZJ4Ln2PClEhZV4QEW0Ug2yiPFYIrSS4b2+5Z139YQG5wpcvn3tFkRGavwmftxPxyJTqGKNUD5vnBAyWisdfe1QpfPj2zLKxSb2IQLkFgXIz5BUmo4rnp3HUCBw5chD3aqpz/ntU6PI584KI6FkwyCbKc/neSoL79pZ7ltUfFpDbPnL5c6/ISQTne+HznkMiqp6pYrY3Q3J3QG/2LJ2zSqXwmFULf6UVIY9JtQUXFAU1k2Noc0lofuEwRN3SynVTtTFnv0fbRT5mXhARpQODbKICka+tJLhvL9VmV39YQG77yaXPvSzHEZy5At/UeSTjPpURIizOFkjuNuiMJQBWrhSuAIiUGOGvtCLqNKhcC9DGomicGMGJnWWoOP0iBLUAHLn1PdqO8iXzgogonRhkE9GW4r69VJtZ/WEBOdoqcjIK/3QP/NMXICdCqQMEDazFByG5j0OrtwNYuVK4rBEQ3GFGoNKKhFn9EcXiX8D+6ftoa2mEo+3U4z3clLtyOfOCiCgTGGQT0ZbLpX17uVKRe6OrPywgR9mWTITgn74I/3QPlGQk5bgg6mEtOQSp9Dg0OiuAlSuFJwwaBCotCJRZoOjUV6RLJ8dxMDiL1qOtML94ODNvijKKWQVEtF0wyCaiLZcL+/ZysSL3RlZ/WECOsiUR98M/dR6BmctQ5HjKcVFjhNV1BEWuo9Bol1prrVQpPCrp4a+yIOwyAWLqirSQTKJ2+BYOizE0feR56D2ezL0xIiKiNGGQTUQ5YSv37b3TPYq//f71nK3IvZ7VHxaQo0yLhucwOfxzzDzoAZTUyRlRa4FUehzWkkMQNUv7qNUqhSsCEHaZ4K+yImZTb8FliITQcLsXR+xmVL72InQO7tclIqL8wSCbiHLGVuzb6707jb/9wcoB9iO5XpGbBeQoU+KRGfi8nRib7wcUOeW4RmeD5G6Dpfg5iKIOiqJg9O5sSqVwWSsgUGZBoNKCpFH98UOan8HeO71ordoB16c/Do3VmrH3RURElCkMsoko52Rz3973/u02ZDn/K3KzgBylWyw0gUVvJ8ILA6rHtQYnJHcHLI59EEQNkkkZt/omUyqFx01aBKosCO4wQ9Go77cuG7+HfcO3sG9/M+y/8QWIBvWK4kRERPmAQTYRbVsTs0H03p1Ze+CH5HJF7lwqIEf5KxoYw6K3ExHfXdXjOqMbkqcDZnsTBEFELJrAzWvj6L00jqA/BmCpqF7UYYC/0oKIy6R6HTGRwK47fdg/MYxdHW2QfuG3IWj5WLIVcqXgIxFRoeBfMyLatgqtIncuFJCj/KQoCiL+Ifi8nYgGRlXHWGxV8Oz8GGJKBQRBUK0UrohA0L3UgitepFO9jikYQOONS9gXmEX5yy/D+uu/smKPa8qsXCz4SERUCBhkE9G2VYgVubeygBzlH0VREF68DZ/3LGKhh6pjDNYa2DwnUFG7D4Ig4PYtL653L68UntSLCJRbEKiwQF6hmJ5zehJ7+i6iWSfAdfIkTI1N7HG9hc72Plx1Qm6rCz4SEeUzBtlEtG0VakXurSggR/lFUWSE5m/C5+1EPDKlOsYo1cPmOQGDpQIA8GBsAV0/v4tbfZOPx8SsWvgrrQh5zKotuKAoqBq5jeb+Huza4ULxpz8BY01tRt4Trd/A6PyaGS9A7hd8JCLKVQyyiWjbKvSK3NksIEf5QZGTCM5dh2+qC4mo+nYJs70ZkrsDerMHiqJg5O4Mrl0Yx8T9pUrhCoBIiRH+SiuiTvUCZdpYFPWD19F08woq9jbD+X/+FvQerobmijNdI+uq3QDkdsFHIqJcxSCbiLatHcUWtNSVbKj4GStyUz6S5TiCM1fgmzqPZNynMkKExdkCyd0OnbFYtVK4rBEQ3LG03zphVn98sPgX0NzXg93DA3Adb4PjD/8IOufGJ7MocyZmgxvqQgDkdsFHIqJcxCCbiLa1T7+8G/1Ds+tq48WK3JRv5GQU/uke+KcvQE6EUgcIGliLD0JyH4dWb0csmsC1i8srhScMGgQqLQiUWaDo1AuUlU6Mo7nvImqmH6D4xZdg/98/xx7XOarQCj4SEeUiBtlEtK211LnwpU/ux99+/zorclPBSCZC8E9dhH+mG0oymnJcEPWwlhyCVHocGp0VwUAUl7qGcOPqk0rhUUkHf5UVYZdJdb+1kEyidmgAzX3d8CSicLzyKmwnfhei0Zjx90ebV4gFH4mIcg2DbCLa9l46Ug29KLAiN+W9RNwPv/c8ArOXocjxlOOixogi11FYXUeg0ZowPxvC9e7Bx5XCFQEIl5rgr7IiZtOrvoY+EkbDwBU03rgMe5EFzlOnIB07zh7XeaJQCz4SEeUS/kUkIgIrclN+S0Tn4ZvqQmD2GqCkrjiKWguk0uOwlhyCqDFg8sEirl28h+HbS/UIZK2AQJUVgUoLkkb1RwNpfgbNfT3YdacP1vJyOD/3OVgPHGKP6zyzmYKPABCNcyWbiGi9GGQTEX1IoVbknpgNon94DpFoAkaDFns5eVAQ4pEZ+LydCM71YWnn7HIanQ2Suw2W4ucgCFqM3pvFtQs3H1cKj5u0CFRZENxhhqJRD5bLxofQ3NeN8vF7sLfsg/W//F8wNzWzx3We2lFsQVO1Y8PFz/7pg2HsLLMxo4eIaB0YZBMRFbCBkTmcOT+q+kDdxDT4nLbaxEgsNIFFbyfCCwOq52oNxZDc7bA490GWBdzu9+Ja9zjmZ0JQAEQdevgrrYiUGAGVYFlMJLDrTh+a+3rgWJiB9cBB7Pydr6Kovg7T0/5Mvm3KgtNtNRgcW1h3Gy+ArbyIiDaCQTYRUYE62/sQ3357cMUH6YHReQyOLeALJxvR0cIexrlitYmRE40KPlJ3H9r4qOq5OqMbkqcDZnsT4jEZ17sfPq4Uroh43IIrXqRTPd8YCqDpxmU03LwCYzwK6VgbHK+ehKGsDEWuorS+T9o6TdUO/OKJGvzTB8MbOo+tvIiI1odBNhFRARoYnV81wH5EVhR86+1bKLYZuUKVA9QnRhTsLF7A8zvHUeP0Aan1zKA3l8PmOQGjVI9QMIaL7488rhSe1IsI1BYhUGGBvELxKufMJJp7u1F77ya0Wg1sz38Ujldehc5ZnJk3SlvOqN/4IyBbeRERrQ+DbCKiAnSma2TdqaBMA80NT0+MCFCw2zWH53eNo9wWUD3HYK2BzXMCBmsNFubCuPivtx9XCo9ZtfDvtCPkMau24IKioHLkNvb0dcM9MQaN2QL7qdNwvPgSNEVctS50bOVFRJQ5DLKJiArMxGxww0WNmAa69R5NjIiCgj2eaXTU3oe7KKQ6dnDKifFQM/63j7+4VCn8325g+PYMFACRYiP8VRZEner9qrWxKOoHr6OpvweSbwEaux3OT/0qbM9/lD2utxG28iIiyhwG2UREBaZ/eG7D5zANdGtNzAZxe2wWB8un0LHzPpzmSMoYRQFuTJbg7FAlvAEL7AC+/61LmJ0MQNYICFZYEKi0ImFW/9Nu8S+gua8H9YPXoY9FoXO74fz4F1F0rA2iTn2PNhWuzbTyEgDs3flkCwG7FhARqWOQTURUYJgGml9kOY77I534LyeuwmaKpRxPygJ6H7rQOVyJuZAJTgB7IcAEAd75MAJ1EgJlFig69RZcpRPjaO7rRtXIIERFgaGqGs7XT8N6kD2ut7PNtPJqrHbA4zSzawER0RoYZBMRFRimgeYHORmFf7oH/ukLcIshwLT8eCIp4MoDD84Nl8MfMcIFoAUC9BAQlXSYqbIi7DKp7rcWkknUDA2gua8HrumHAABTYxOcJ0/B3LyHPa4JwMZaeYmCgNNtNexaQES0DgyyiYgKTDrSQClzkokQ/FMX4Z/phpKMphyPJjToGffgwkg5ojE93BCwE4BGEBB2mTBfZUXMple9tj4SRsPAFTTeuAxLcKmfteXAQThPnoJp565Mvi3KQ03VDnz+ZMOanQhEQcAXTjYCALsWEBGtA4NsIqIC8yxpoJQ5ibgffu95BGYvQ5FT+3CF41pcGC1D99gOKHEdPBBQDABaEYEyCwKVFiSN6n+2pfkZNPf1YNedPugScUCjgdTWDsdrp2AoK8vsG6O8dqKlDCU2E850jaT8zhCw9LvhUfr3f/3uVXYtICJaBwbZREQFaDNpoJQZieg8fFNdCMxeA5TUfe+i1gKp9Dh++J4OQ8N+lEOAHUDCpMNipQXBHWYoWvW902XjQ2ju60b5+D0IAAS9HraPvQzHK69BV8zMBFqfpmoHmqodmJgN4sbwHMKxJEx6DfZ8qJAZuxYQEa0fg2wiogK00TRQrjalXzwyDZ/3HIJzfViq376cRmeD5G6D2bkf48M+lAaGYICIqEOPmUorIiVGQGXvtJhIYNedfjT3dcMxP730NbMZ9hdfgv1jL0FbJGX6rVGB2lFsWTEgZtcCIqL1Y5BNRFSgNpIGSukTC01g0duJ8MKA6nGtoRiSux1G2x7cvTmDqz++ivn5MIJuMwJHShEvUm+nZQwF0HTjMhpuXoExstQ/W2O3w/Hyq7B/5KMQjSbV84jSgV0LiIjWj0E2EVEBW08aKKVHNDCGRW8nIr67qsd1Jjckdwe0pnoMXJ/EtZ5uBGJJBMotCDR7IK9Q3d05M4nm3m7U3rsJjbwUsOhK3XC+9jqKjrPHNWUHuxYQEa0fg2wiom1gtTTQQjMxG0T/8Bwi0QSMBi32ZnBCQVEURPxD8HnPIhoYUx2jN5fD5jmBpFiFvssP0XflAkJ6EYFKK4Ies2oLLigKKkduY09fN9wTY3g0YqnH9SlYD7ayxzVlFbsWEBGtH4NsIiIqCAMjczhzflS1OFNTmlPjFUVBeHEQPm8nYqGHqmMM1lrYPB0IRUtx4dw4bvVfQNhhhH+PA1GnUfUcbSyK+sHraOq/BMn35H2YGhrhfP00e1zTlmHXAiKi9WOQTUREee9s78NVi7wNjM5jcGwBXzjZiI6WHZt+HUWREZq/AZ/3HOKRKdUxJmk3JE8H5heK8O8/HcHI8BiCO8wIHHUjYVb/s2vxL6Cp/xLqb12DIfakd7bluQNLPa531W36nonShV0LiIjWh0E2ERHltYHR+TWrqANLfXu/9fYtFNuMG17RVuQkgnPX4fOeQyKmvpJntu9BkbsdEw+1eO+Hw5icHUag0oJAuweKTj21u3RiHM193agaGYT46P5FEdLR43C89joM5eUbuk+iTGLXAiKi9WGQTUREee1M18i6VtaApUD7TNfIuh/+ZTmO4MwV+KbOIxn3qYwQYXG2wOI6jpG7Cbz9s3uYTQL+KivCDTbV/daCnETNvQE09/XANf0k1VzQ62HreB6OV1+DrrhkXfdHlG3sWkBEtDYG2URElLcmZoMb2iMKALdG5zExG1y1GJqcjMA/fQn+6QuQE6GU44KghaX4AEyOI7jVH8Dlnwxg0WqAf5cdMZte9Zr6SBgNA1fQeOMyLEH/46+LZjPsL3wM9o+9DK3EHteU+9i1gIhodQyyiYgob/UPz234HAXAjeE51WAgmQjBP3UR/pluKMloynFB1MNa0gqt5QCuX5lDb18//C4LAgdcSBrV/6RKC7No7u3Grjt90CXij7+usdnheOVV2J7/KDQm9rim/LOduhYQEW0Eg2wiIspbkWhiU+eFY8ll/07E/fB7zyMwexmKHE8ZL2qMKHIdRVKzFz3dD3Fr+CYC5VYEj3igaNX3W5eND6G5rxvl4/fw4aRxnasUjtdeh9TWBlGnvupNRES0EdlsX0lrY5BNRER5y2jY3J8xk14DAEhE5+HzdiEwdw1QkinjRK0FUulxBGP1eOeDEYwtDMJfaUXkqBtQaaUlJhPYdbsfzX3dcMxPLztmqKyC8+QpWFsPs8c1ERGlRTbbV9L6McgmIqK8tbfWueFzBAB7KoGZkR8jNN+HpQTy5TQ6G4rcbZiZr8BP3h7CpDCMQKUV8Z061WsaIiE09/Wg4eYVGCPL93CbdjfA+fopmPfsY49rIiJKm2y1r6SNY5BNRER5a0exBU3VjnUXP9tRFMDre72IP+xEalI4oDUUw+pqw9iDYvyvH49iTnqIQH0x5P9Y+X6aY34ae66eR+29m9DIy1fCLfufW+pxXVe/0bdFRES0qmy0r6TNY5BNRER57XRbDQbHFlZ90KiyL+LEzvuod6kH4zqTG2bncQzcMaDn3DR8pQKCLW7VFlxQFFTev4fmq+fhmRhbtt8aooiiI0fhPHkKhvKKZ3tjREREK8hk+0p6dgyyiYgorzVVO/D5kw0qM/oKdhUv4MTOcdQ41XpcA3pLBQy2Y+i5Hkd/VwD+cgHR59yqYzXJBHYPXkfT9YuQfE/1B9bpIHU8D+err0FX4krXWyMiIkqRqfaVlD4MsomIKO+daClDic2EM10juDU6h4bSOZzYOY5yW0B1vMFaC9HUivcvLWIoEECgsgiJfWbVscZoCHuvXUD9zSswxJa39RJNpqUe1y+9wh7XRESUFeluX0npxyCbiIgKQmOVDVVFWsw+vAXEZ1XHmKTdiGAf3r40j4eaMIJlDijl6pW+nb4ZtHR/gKqhWxCfSsnTSBIcL78G20dfyNse12z3QkSUn9LVvpIyh0E2ERHlNUVOIDjXC5/3HBIx9fQ5k70Zs6HdOHPRh1kpgXBN6Qr7rWVUT41j77l34Zp+mHJY53L9R4/r9rztcc12L0RE+e1Z21dS5jHIJiKivCTLcQRmrsA/1YVk3K8yQoTZsQ/3pstx7kIMPpcGsfqV9lvH0Tw6iMaud2EJpl7LUFkJx8lTKDp0GIImfx9S2O6FiCj/bbZ95d6dxem/GVLFIJuIiPKKnIzAP30J/ukLkBOhlOOCoIXRvh9XRhy4dkeLwA4LknU21WsZY2EcuHUVO3s6oUukNvUy1e+G8/XTMO/N/x7XbPdCRFQYNtq+EgAaqx3wONVrj1D6McgmIqK8kEyE4J+6CP9MN5RkNOW4IOqhk/bj/dsW3B2xIuS2QKldYb91aB6tV89jR/9VqIXOlpb9cJ48DVN94fS4ZrsXIqLCsZ72lY+IgoDTbTWZvyl6jEE2ERHltETcD7+3C4HZK1Dk1NVmUWOCbNyLfx00Y0LjQKTECDhVQmdZRrV/CgfP/Tts4yOpx0URRYePwnnydRgqKtP/RrYQ270QERWWldtXLicKAr5wspGTplnGIJuIiHJSNDSHubGfITB3DVBSK6KKWisCYiN+ek/CnNWBuEe9EJkmEceehQfY8+7bMMyntj0RtFpIJ56H85WT0LkKs8c1270QERWeD7evfHoiVcBSijiLWW4NBtlERJRT4pFpDPedwdzkNUCRU45rdDbcj+3Ce8Ml8BfbIe9QL0RmjIVxdGoU1e/8L4jRSMrxxz2uP/YytDb1PduFgu1eiIgKU1O1A03VDkzMBnFjeA7hWBImvQZ72JZxSzHIJiKinBALTWDR24nwwoDqcY3eiT5fLS49dCNUIgE71FpwKXDEAjgxeguO99+BIKsE6UUSHC+/AttHX4TGvD2KwLDdCxFRYdtRbGFQnUMYZBMR0ZaKBMbgmzyLiP+e6nFB50LnbC0GYzsQs5uBUpUxSRkVcR9O3LwCfc951evoSlxwvHoSUnsHRH1+9rjeLLZ7ISIiyh4G2URElHWKoiDiH4LPexbRwJjqGNlYjp9N1mBc3IGkWQeoLDpr4nHsSfjQeqkT8s1+1evoyyvgfP0UilqP5HWP62fBdi9ERETZwyCbiIiyRlEUhBcH4fN2IhZ6qDpmXlOF92Z2YcpYCsWq3oLLGAnjWNKP+g9+ivjYGFKTwgFjXT2cr5+CZd/+vO9xnQ5s90JERJQdDLKJiCjjFEVGaP4GfN5OxCPTqmNGlDp0LeyEz+IEitT3W9sjIbwYX0DxO/+C+PQUUht6PepxfQqm+t3pfRN5ju1eiIiIsoNBNhERZYwiJxCc64XPew6JWGqqsqyI6Es24UpoJ6JmK1CUeg0hnkRZMoJXApMQ33kbycXF1OBaEP6jx/UpGCoLq8d1OrHdCxERUeYxyCYiorST5TgCM1fgn+pCMu5POR5VDOiO7cWtZA2Ser3qfmttJIbdmgRemLyH8HvvQA6F8HRDKUGrhdR+Ao7XTkLvUqmIRinY7oWIiCizGGQTEVHayMkI/NM98E9fhJwIpRxfUGzoiuzFuFgBRSMCKnXIjIEwni/R48B4P6be+XcEY7GUMaLRCNtHX4Tj5Vegtdkz8VYKHtu9EBERZQaDbCIiembJRAj+qQvwz/RASUaXHVMU4IHiwYXoHsxoXYBOZb91UoEtGMTHnAaUD12A/7sX4F21x/UL0JgZIBIREVHuYZBNRESbloj74fd2ITB7BYq8fKd0UhExqNTicqwRQa0E6FLPF2NJlEbCOF2sh+HSBwheu4rU5HJAW1IC56snIbWf2HY9romIiCi/MMgmIqINS0Tn4fN2ITB3DVCW75QOKwb0yg3oT9QjrtGr/qXRBWKoFZM4aZURO/evCN8eRELldfTlFXCefB1Fh49u2x7XRERElF8YZBMR0brFw9NY9J5DaL4PwPI2ULOKDVeTTbinVEMRVPZbKwpM82Hst+lxwhSA72f/gsWxUdXXKWpsQMWv/DISVfUQRPVe2URERES5iEE2EWXVxGwQ/cNziEQTMBq02MuKxnkhFprA4uRZhBdvLfu6ogBjShmuJhsxKbiXvvjUlmshIUOaC+L5cjsajPNY/Oe3MT3lVX0d894WOF8/haq2QxAEAdPTasnjRERERLmLQTYRZcXAyBzOnB9N6c0LLLUUYm/e3BQJjME3eRYR/71lX48rGgwqtbiebIRfKEoJrAFAE06gxB/Ca3UelCwOYeH//UfMLC6kDhQEFB0+Asdrr8NYVf0fX1K5IBEREVEeYJBNRBl3tvchvv32IGRFUT0+MDqPwbHrhzvPAAAgAElEQVQFfOFkIzpadmT57uhpiqIg4h+Cz3sW0cDYsmMBxYx+uR435DrEBb1qcK1fiKIiHsOpRg90vTex8I1vYjaU2s5rqcd1BxyvnITe7c7U2yEiIiLKKgbZRJRRA6PzqwbYj8iKgm+9fQvFNiNXtLeIoigILw7C5+1ELPRw2TGvUoxeuQFDcuXSfuung2tZgXk6hAaDBi/tLkH83L9j8a/+Hyir9bh+6RVo7exxTURERIWFQTYRZdSZrpE1A+xHZEXBma4RBtlZpigyQvM34PN2Ih6Zfvx1WREwpFSgT26AF66lLz4VXItxGdbJAFpdVhzZ40To3Z9i+v+7ACSXVxwHAE1REewvvQL7Cy+yxzUREREVLAbZRJQxE7NB1T3Yq7k1Oo+J2SCLoWWBIicQnOuFz3sOidiTn1NU0WFA2YV+eTcCUP85aINx2KeD+MjOUuzep4HvZ/+CyW9fUR9bXAzHqydhaz8B0WDIyHshIiIiyhUMsokoY/qH5zZ8jgLgxvAcg+wMkuU4AjNX4J/qQjL+pHr3gmJFv9yAW0otEtCpnmuYjcDlC+PlfVXwlCSx8K//ExO3BlTH6svK4Dx5aqnHtZZ/boiIiGh74FMPEWVMJJrY1HnhWGqqMT07ORmBf7oH/umLkBNLhcgUBXiolKJXacCoUg7VSmZJBZbJEKqTCbzQuhNFU3cw/4O/x8QKPa6NO3fB+fppWFr2s8c1ERERbTsMsokoY4yGzf2KMek1ab6T7S2ZCME/dQH+mR4oyejS1xQRd5Rq9MkNmIX6HngxmoT1QQBNZh3aj9ZAd+c65v7HVzHpXanH9T44T56CaXcDW3ARERHRtsUgm4gyZm+tc8PnCAD27ixO/81sQ4mYD/6p8wjMXoEixwEAYcWAG0o9bsj1CMOoep7OH4P0IIhDHhsOvliP5NXzmPtvbyK5oN7j2nroMJyvn3rc45qIiIhoO2OQTQVnYjaI/uE5RKIJGA1a7K11cn/vFtlRbEFTtWNDxc8aqx3wOM0ZvKvCl4jOw+c9h8DcdUBZSr2fVWzokxtwR6lBEiqZAooC40wEDm8Qxxs8aH6tDKGu9zD1f/93yKFgynBBq4XU1g7Hqyehd3sy/I6IiIiI8geD7P+fvTuNaivNz0X/bM1CEiABZrbAE2Awnic8VpUnbCc9pJOcdLJS/pT+cJPbK8nKl66VD7dvkr5Z6/bqm+R0VnfnJKcq6c7qpHNyzkmwKdfoKtvYrsk2xgZsbDGDDJpA45a09/2gsqtd2tgIJNDw/L4V7K39CoFr//f7vv+H8kb/sBtd10YUC7oWuxVnOxoYDbUKznY0YHDUu6gYL5Ug4GxHQ+YHlaeioRn4nFcQ9PQBkCHLwKhcg165CROyciEsxCSYpoKo8EZwYMdaNO6sxvz7b2Hipx8oZlwLegNKjx6F9fhJaEr590RERET0ZSyyKS9c7p3EG92DCxZy/SMeDI56ca6zGQfbq1d4dNlhtWb4W+xWvNrZ9NzPB0gU2Oc6m/kgZAnE4CR801cQ8g0AAKKyGoNyI+5ITfChWPEcdSgG83gA9VEZ+/Y1oNokwvfWBYzduKaccW22oPTYcZS+9ArUJq4MISIiIloIi2zKef0jnhcWcAAgyTJe7x5AWYmhoAq5bJjhP9Reg/ISI7p6hpPGISCxRJwrDVIX9o9gbvoKwvMPAQB+uQh90kbckzdAhE7xHJ03AsuYHxvNBuw6uAHWmAue7p9j7NZniVbjX6KxlcF68hRKDh5mxjURERHRIrDIppzX1TO8qKXIQKLQ7uoZLphiLptm+FvsVrTYrZhyBXDX4UZIjMOoU6OVe+ZTIssywvMPMTd9BZHAKADAKZehV2rCI7keMhQisyQZRY9DsIz70VpnxfazbTDMjsD9rz/G2EIZ19WfZ1zvYcY1ERERUSp450Q5bcoVSKmpFgAMjHgw5QrkfWGXrTP81WWmvP/ZZ4Isywj5BjHnvAIxOAlJFuCQ69ErNcGJCsVzVFEJpokASpwBbGupxpbf2gg8vAv3T74P17BD8RzDunWwdZ6Faes2ZlwXKDaPpELF330iShcW2ZTT+hzulM+RAdx1uPP+f5yc4c8Psiwh6LmLOecVRMMziMha9MvN6JM2wQ/l32FNIArLWABWXwQ7dtZjc+dmRG59hNn/978hOj2teE5Ra1si47qpOS0Z17xZzT0v2lryO6db0L5B+YEOUS7Lhm1VRJRfWGRTTgtHYks6LyQmN3bKJ5zhz32yFEPAfRtzzh7ERA98shl3pJ0YkBsRg1bxHL07DMuoH2skATv2rsWGDaUI9FzG5P/1/yHmUfh9EASYd+6CrfMMDPaGtIybN6u5aTFbS/70x9fwB7++DVsb+flR/simbVVElD9YZFNOM+iX9its1CnkBOcRzvDnLikuwu/6DPOPryEmzmNSXoNe+RBG5Fok2sR9SVyGyRmEedSP2mIjdhzegPpqA3zvv4PR//4OpEByxjXUahR3HIDt5GnoqtKXcc2b1dy06K0lkoy/+cUt/PFvbuODEsoL2bqtiohyH4tsymltjbaUzxEAtK0rS/9gsghn+HOPFA9jfuZjzM/cQDQaxgPZjjvSAbigfEOnisRhngjAPB5A49pSbP9KG8pNcXjfvojhv7q0QMa1HqVHXkLp8ZPQWtN7o8ib1dyV0tYSiVtLKH9wWxURZQqLbMpp1WUmtNitKS2NbrZbUWUryuCoVh9n+HNHPBbE/OPrmJ/9GMEYcFfegLvSRoRgVDxeOy/CMhqAaSaIppZKbP3dJlji83B3/w8MX+9RzLhWmc2wvvJ5xrXZnJH3wZvV3MStJVSo+LtPRJnEIpty3tmOBgyOehd1g68SBJztaMj8oFYZZ/izX0ycw/zja/C7PsNsvAh3pK14IDcgDoUHHbIMw2xiv7UpEEPbthq0f70dGvcU3P/2OlyffbpAxrUN1hOdKDmU2Yxr3qzmLm4toULF330iyiQW2ZTzWuxWvNrZ9MKlqipBwLnO5oKYPeMMf/aKRTyYc17FvOs2RqVK9MoHMSEr74sWYhJMU0GYx/woVqnQvqsOm7dVQxoegvvv/hrB/nuK5+mqqmHtPI3ivftXJOOaN6u5i1tLqFDxd5+IMolFNuWFQ+01KC8xoqtnOKmwFJAoIAutqzFn+LNLNDQDn/MKfO5+DMoNuCOdgg/FiseqQzGYxwMwTwZgtRiw7ch6bNy8BuE7t+D8/uuILJBxrW9ohO30WZi3bV/RjGverOYubi2hQsXffSLKJBbZlDda7Fa02K2YcgVw1+FGSIzDqFOjtUDzeTnDnx3E4CR801cw4x1Fn7QR9+SvQIRO8VidNwLLmB/GmTAqqy3Y/iubYW8shf+j6xj/7l8vnHHd0grb6TMwNrekJeM6VbxZzV3cWkKFir/7RJRJBVFk/8d//Af+8R//EQ8ePIDFYsGOHTvwh3/4h2hsbFztoVEGVJeZCrKoVsIZ/tUT9o9gbvoKRuY8uCM146G8FTIUZpclGUWPQzCP+aGfi8K+3oZtx5pRucaAucsfYOS/XUTMo7AcWxBg3rEzkXHdsLr/lvFmNXdxawkVKv7uE1Em5X2R/YMf/AA/+tGP0NDQgG9+85twOp148803cf36dfz7v/876urqVnuIRBnFGf6VI8sywvMP4Z26ggG/jF6pCU7sUTxWiEpPI7i0UQmbNq/B1r31KDUC3vffhePdtyH5/cknqtUo3n8AtlOd0FVlR9Y0b1ZzW0pbS1TcWkL5g9uqiChT8rrI7u3txY9//GPs2bMHf/d3fweDwQAAOHHiBL797W/jhz/8Ib73ve+t8iiJVgZn+DNHlmWEfIOYmbqG20ET+qRt8EP5Z60JRGEeC8A0FYReo8LmbdVo31UHfTwE71v/iUcfXoIciSSdJ+j1KDl8FNbjJ6G1pT5znGm8Wc1di95aohLwB7++jStfKG9wWxURZUpeF9k/+9nPAADf/e53nxbYAHDq1Cn85m/+Jqqrs2MWiIhykyxLCHruYnTqU9wMVWBA3osYtIrH6t2JCC6DK4IikxbthxrQur0GgtcF97//MyavXVXOuDaZEhnXLx/LWMZ1OvBmNbctZmvJ75xuQfuGCszMzK/OIGnZplwB9DncCEdiMOg1aOOKJm6rIqKMyOsi+8MPP8SmTZsU915/97vfXYUREVEueNGNqCzF4Hfdxr2pftwWazEsdyBxO/YsQZJQNB2CedQPXSCGEqsR205twqa2SsTGx+D67z+Gf6GMa6sN1hMnUXL4aEYzrtOJN6u57UVbSyoqLKs9RFqi/mE3uq6NKG7paOHfJbdVEVHa5W2R7XK54Ha70dHRgYcPH+IHP/gBrl+/DlmWceDAAfzJn/wJ6uvrV3uYRJRFXngjur8WlcZH+GxqFLejDXBhr+LrqMUYTONBmMcDUEclrKmxYPuJtbBvKEPkwSCm//pnCN67q3iutqoKtlNnULxvZTKu0403q7mPW0vyy+XeyeeuMOkf8WBw1Itznc042F7YK/z4u09E6SLI8iI20OWg/v5+fPWrX8Xu3btx79492O127NmzBw6HAx988AHKysrwi1/8ArW1tas9VCLKAu98NIK/+cVtSFLyP4l6TQw77LMoXmvEfdV6hGBUfA1dIALzSBBF00EIMrBxcyU6XlqPenspPB9/gvF/+5/wP3igeK55w3rUfePrsO3ZDUHNaCsiWr7eoRn86Y+vKf679mUqlYD/+1v70b6hYgVGRkSU33JvmmSRgsEgAODjjz/GV77yFXzve9+D+vMb13/6p3/Cn/3Zn+Ev/uIv8MMf/nA1h0lEWaB3aEaxwC7SRrFtgwfqGiseYQfiUCh+ZRlF7iBMI0HoPSLUKgFbdtZh/9H1KK8owuyHl3Hr+/8LofFxxWuXtG9B3Te+jpL2LauScU1E+etf3r6/qAIbACRJxr++c59FNhFRGuRtka1SJfJo1Wo1vvOd7zwtsAHgt3/7t/HGG2/ggw8+QCgUgtGoPCv1Itnc/OXJ3rlsHmMh4ueSfSoqLEk3ohZ9BG3NQUTK1+AR1imep5biME0FUDQShDYUh1anxuY9dWjfVYcivQDvpXfgeKsbMfcCGdfbdyQyrhvXIQpgdlYhrquA8W8l+/AzyU4LfS5TrgB6h2ZTeq3eB7PoHZjmkull4t9K9uFnkp1y4XNZaj+SvC2yLZbED6S2thalpaXPfE+lUqGpqQljY2OYnJzE+vXrV2OIRJQFxpzzT29EraYINrbE4CupgQPFisfroxEUjQZRNB6CKibDaNKi/chatG6vgSYuwvveRTjffQdxv8L/MNRqFO/rSGRcV9dk8m0RUYHrcyg84HsBGcBdh5tFNhHRMuVtkV1fXw+1Wo1oNKr4/VgsBgBLnsUmovyIg7l5/zEqrBHUN6vgKqrHKJQ7eVtCfugfhmF4HIEgA9oiLTqONWJTWyXgn4PnP/4HvB9cghwJJ50r6HSJjOsTJ6G1lWX6LRERIRyJLem8kJgcJUhERKnJ2yJbr9ejra0Nt2/fxvDwMBoaGp5+LxaLYWBgAKWlpaisrFy9QRLlqHyJg3k0O4bb/hFodqzDJFRJ3xdkCbY5LzQPotD5EjesfsiYgoyjO2uwoVqF2Z+9gflrPZBjyTe0qiITSl85BuvLx6C2MP6IaLXlw4PBxTLol3aLZ9Sx8SIR0XLlbZENAL/xG7+B27dv48///M/xt3/7t9BqtQCAf/iHf8D09DTOnTv3zF5tInqxXI+Dicsybk06cHnajcdSCYDkB21aWUTZrAfCoARNRAIAeD8vrv0AKsMu1H/wKYZfv7dAxrUV1uOnUHL4CFQGQ4bfERG9SL48GExFW6Mt5XMEAG3ruNqGiGi58rrI/rVf+zW8//77eOedd/DVr34Vhw8fxsOHD/HBBx+goaEBv//7v7/aQyTKKf0jnucW2E9IsozXuwdQVmLImhvXYDSGnvGHuOGKICAbAZQkHWOR/Cid9EF6AKgkQIKMWQDTkBGSZawNOXHacwfrQlOK19BWVsF2qhOWfR1Qff5Qj4hWV64/GFyq6jITWuxWxQcLC2m2W1FlK8rgqIiICkNeF9mCIOCv/uqv8NOf/hS/+MUv8NOf/hSlpaX4rd/6LXz7299+2hyNiBanq2f4hQX2E5Iso6tneNWL7NlQBO+NDKFvXoUYNIBCxnVFdBbmkQCiI2oAAmTImEaiuI7KMjYGxrDP04faiHKnXr29AbbOMzDv2AlBlbzsnLJLIS0ZLnS5/GAwHc52NGBw1Luof7dVgoCzHQ2ZHxQRUQHI6yIbADQaDc6dO4dz586t9lCIctqUK5DSjAgADIx4MOUKrHgBI8syHs0F8e7oIwyH9QB0SceoEUdteAq6hyIi03rEoEEMMqYhYQaALEvYPO/AXm8fKkSf4nWMzS2wdZ5B0eZWZlzngEJcMlzocvHBYDq12K14tbPphQ8aVIKAc53NefXeiYhWU94X2USUHrkQBxOTJNya9eHSxDjcMQOA5P3QRoSxNjABeQAIeQ2IQI+yChP0VWZ03ZmGIMWwdW4Ie713URILKF7HvH0nrJ2nYVzH+L9cka4lw5wFzx259GAwkw6116C8xIiunuGkn4eAxBJxPmAiIkovFtlEaZLvN9/ZHAfjj8bQMz2L6043wrIWSsW1DR7U+aYR6tciGEgsGV9TY8HRE03Y1FqFx6NONHl6Eb16CfpoKOl8SVABW3ai8Rtfg76GGde5JB1LhjkLnnty4cHgSmmxW9Fit2LKFcBdhxshMQ6jTo3WPPv/FBFRtmCRTbRMhXLznY1xMNPBCN6fmMZdbxgSVAC+3GxMxlpMYs3MLLz3zfCEiwEA9vVl2LavHtV1JSjVxDHyxj9iqvstqCLhpJRsSaOFfu8B1P3qr0Bbxq67uWi5S4YLtXFWrsvmB4OrpbrMxKKaiGgFsMgmWoZCuvleShwMABgN6f1nRpJl3PcF8f7EFMaCT37uzzYb0yCKTRhG6aQPzodlcIrlUKkENG2pxLY99bBVmCA6nXj8T29gqOfKwhnXL78C6yvHmXGdw5a7ZLjQG2flsmx8MEhERIWBRTbREi3l5ruiIneLtaXEwQBAz51pHGhb/gMGMS7hs9k5XJp0Yi6m3MHbjABapCHox8KYGK7EfKwaWp0aW/dUo31XHczFBoRHRzD14zcw/8nHihnX6tJSWI+fROmRo1AZkjuRU25Z7pLhQm+clcuYE01ERKuFRTbREi3l5vvwrrUZHlVm7W+rWvFGQj4xiqvTHtx47EFUVuHLs9YAUIkZNEsPIT0SMDZejXhcDaNJi50H6tC6vQY6vQahB/cx/g9dCPbdUbyOtrIStpOnYdnPjOt8spwlw2yclduYE01ERKuFRTbREiz15nv88Tzq1uTubHZoCQXLUhsJjfnD+GBqFv3eIGQI+HJxLUDCOmEMm8RHmHtkxvBkLSRJhRKbEdv21mNTayXUKgGB3ttwdp9H+OGQ4nVM6xpR942vQ9rQyozrPLScJcNsnJX7mBNNRESrgUU20RIs9eb75uBMThfZmW4kFJdl3PP4cWlyBlOhJ+c8mz+tg4jNwhAaQ2OYclTg7tQGyLIKlTXF2L6vHg0by4F4HPMf34C7+zzEyQnFaxmbmmE7fRb2I/sgCAJmZuaX9N4ouy1nyfDH/c4lXTOfG2flGuZEExHRamCRTbQESy02g5FomkeysjLVSCgUi+OTGR8+nHYhsMCPtgRz2KIaRJX/MUYe1eITZysA4ZlO4XI0Ct/778L91puIzc4qvo5p23bYOs/AuH4DAEAQBMXjKD8sZ8kwG2flB+ZEExHRSmORTbQES735LtLn9l7fdDcScoVFXJn24NNZH2KycrFbK0yjXRiE2efHw0drcWN2K1Qq1TOdwuPBANwXuuB95y3E5xVmpFUqFO/dD2vnaehralN+D5TblrpkmI2z8gdzoomIaCWxyCZagqXefO9oXpP+waygdDQSkmUZjvkQPphy4cFcCImfzLMFthpxbBSGsUV1H5ILGHq0Fm7Pemh1GmzdU4P2XbUwFxsQ83kx82//Ct+l9yCFw0nXFnQ6lBw8DOvJU9CWlS/1bVOOW+qSYTbOyj/MiSYiopXAIptoCZZ6811bYc7gqFbGUmcFY5KEXrcfH0zNYiasvN/aiDBaVQ/QKjyA77EZ/Y4G+HzFMJq02Hsk0Slcb9BCfPwYzv/9c8xdXSjjugilL7+C0leOQ2MpXu5bpjyw1CXDbJxFREREqWKRTbREhXrzneqsYH2NBe9OuNDjdCO0QD+oMniwRTWI9RjBY2cZPn7Uhnm/CSU2I450JjqFazRqRMZGMdV9HvMff6SccV1SCuuJkyg5fBRqIzOu6VlLWTLMxllERESUKhbZREtUyDffi5kVPLCnDlNCHP/PrUeQoLTfWoZdmEC7MIgqeQYTk5W44tiJYNCIyppiHDiR6BQuCAKC9wfh7D6PwJ1exfFo11TCeqoTxfs7oNLq0v+GKa+kumSYjbOIiIgoFSyyiZahkG++lWYFDVoVzFUm9PkD6HJ7Pz/y2QJbgyiaBQfaVIOwSEGMjlXh0vBuhMMG2NeXYfu+elTVlQAAAr234e4+j/DQA8Ux6OvXwtZ5BuZdu5lxTRnFxllERES0WCyyiZap0G++q8tMKCs14jPXHC5PueCZVs4QNyOANtV9tAgPoYpLGHHU4OORNsRiemxs/aJTuByPY/7GNbi7L0CcGFd8LeOmJthOn0FR6xZGcNGKYuMsIiIiehEW2URpUog33z4ximtOH2489iAiKR9TiVlsUQ1gnTCOWFQNx0gthkdrIKgM2Lzti07hkijC+/67cF/sXnTGNRERERFRtmGRTUQpG/OHcWXajT6PH7LCfmsBEtYJY2hXDaJScCEc1mFguBGj49XQG4zYdbAOm7dVQ2/QIh4Mwn2hC56330J8fi75YioVLHv3wXbqNPS1dSvw7mi1TbkCuDbwGKFwDPFYHG0FsiqEiIiI8gOLbCJalLgs457Hj8vTbowHxM+/+myBrYOIzcIQ2lQPYBaCCAb1uOPYgPHJKlhKTTh44otO4TGfFzPn305kXIdCSdcTtFoUHzwM28lT0JZXrMA7pNXWP+xG17URxWi8ljzub0BERET5hUU2ET1XKBbHJ7NzuDrtxlxUeU14CeawRXUfTYIDWiEGv9+IW44mTE5VYE11KU589YtO4eLMYzgvvom5Kx8qZ1wbjSh9+Vgi47qYGdeF4nLv5HM79fePeDA46sW5zmYcbK9e4dERERERLR6LbMoqU64A+hxuhCMxGPQaLhNdRa6wiB6nF5/M+BBdIKGsVphGuzCItcIkBAHwzZkx9Kge085y2NeX4yvfTHQKFwQBkbExuN88j/mPbiyQcV0C67GTKDn6EjOuC0z/iOeFUXgAIMkyXu8eQFmJgTPaRERElLVYZFNW4DLR7CDLMhzzIVxxejDgDeDLy8EBQIU4NgojaFcNokxIxHS5PcUYerQWLrcNG1urcORsolM4AIQe3Ie7+zwCvbcVr6mtqID11GkUdxxgxnWB6uoZfmGB/YQky+jqGea/B0RERJS1WGTTquMy0dUXkyT0uv24Mu3GdCj6+VefLbCNCKNV9QCbhSEUCWEAwMxsKYYercV8wIbN22px6jcSncJlWYa/9zY83ecRenBf8Zr6+npYO8/AsnM3BLU6k2+PstiUK6D4cO15BkY8mHIFuMqFiIiIshKLbFpVXCa6uvzRGD6a8eGa04tATHm/dRk82KIaxAZhBBohccy0swxDj9YiGi9D++4vOoXL8TjmblyHu/s8xPExxdczbtwE2+mzKGpjxjUBfQ7lXPXnkQHcdbhZZBMREVFWYpFNq4rLRFfHdDCCHqcXN11ziCv++GXYhQm0C/dRIzghCIlt1BOTFXjoWAuVrhzbDnzRKVyKivBeeg+ei92IzswoXtPUvhW2zrMwbtyY0fdGuSUcSW5+txghMZ7mkRARERGlB4tsWjVcJrqyJFnGA18QV6Y9eDifHJkFABrE0CQ8whbVIEoFf+I8ScDYRCUeOuphKa3EgRNfdAqPh0Jwv/0ePG9fRHxugYzr3Xth6zwNfV19Jt8e5SiDfmn/GzLquMWAiIiIshOLbFo1XCa6MsS4hM9cc7g67YFrgVlDMwJoU91Hi/AQeiGxJzseV2F0vAqPhutQWVeLE1/7olN4zOeD99234X3/3edkXB+C7UQntBXMuKaFtTXaUj5HANC2riz9g1klTFUgIiLKLyyyadVwmWhm+cQorjt9uDHjRVh5TTgqMYstqgGsE8ahEhLHRGNqjIzWYGS0DvZN9fjK79TDVp644Y/OzMD9VjfmrlyGHI0mvZ7KaETpS68kMq5LSjL35ihvVJeZ0GK3prSqpdluRZWtKIOjWhlMVSAiIspPLLJp1XCZaGaM+cO46vSgz+2HUiszARLWCWNoVw2iUnA9/booauAYqcXEdD02tdnx68cTncIBIDIxDveF85j/+AYgJb+qurgY1uMnUXLkJaiLcr/4yXW5NjN6tqMBg6PeRfVnUAkCznY0ZH5QGcZUBSIiovzFIptWDZeJpk9clnHP48fVaS9GA2HFY3QQsVkYQqvqASxC8OnXw2EdHg3XYda9Fq07G3D4VxOdwgEgNPQA7gtdC2dcl1fAeqoTxR0HodIx43q15erMaIvdilc7m16YNKASBJzrbM7K95AKpioQERHlNxbZlBZLmTkr5GWi6RKOxfHx7Bx6nB74FlhGX4I5bFHdR5PggFb4Yol+MKjHQ0c95kMN2LqnEcdbK6HWqCDLMgJ3euG+0LVgxrWurh62zjOw7GLGdbbI9ZnRQ+01KC8xoqtnOOnfBAGJv/1sfUiQKqYqEBER5TcW2bQsy505y7dloiu1TNcVFtHj9OLT2TmIkvLPrlaYRrswiLXCJH45jtrvN2LIsRZxrMe2ffannejzOakAACAASURBVMLleBxzH12Hp/s8ImMLZ1xbO0/DtGUrM66zSL7MjLbYrWixWzHlCmBkJohgJAopGkdrli93TwVTFYiIiPIfi2xasnTMnOXLMtGVWKYryzIc8yFcdXrR7w0oHiPIcWxSjaBdNYgywfvM93xzZgw9qofe0oTdL6192ilciorw9VyF581uRGceK75uIuP6DIwbNy3rPVBm5NvMaHWZCe3NVQCAmZn5VR5NejFVgYiIKP+xyKYlSefMWa4vE03lYcPXXrGk/PoxSUKv24+r0x5MhUTFY3RyCO3qIWwWhlAkPLsn2+0pxkPHWtiqWnDkV9Y+7RQeD4Xgu/Q+PO9cRNznS35RQYBlz17YTp2Bvp4Z19mKM6O5hakKRERE+Y9FNi1JumfOfnmZ6F2HGyExDqNOnfXLRFN92LDebkX7hsXlRvujMXw048N1pw/+mPINdrHswQ71IDYII9AIz3b9npm1YnjMjprGzTj5G/UwW/QAgNjc3BcZ18Fg0msKGg2KDx6G9eQp6CrWLGqstHo4M5pbmKpARESU/1hkU8oyOXNWXWbKqRv/VB82/Os7919YZE8HI+hxenHTNQfFeGtZRg0msFN9HzWCE1/eGj3tLMP41Do0trTi7De/6BQenZ2B56034bv8oXLGtcGAkqMvw3r8BDQlpYt6T7T6ODOaW5iqQERElP9YZFPKOHOWsJSHDb1Dsxh/PA/9lwpjSZbxwBfEVacXQ3PJs8sAIMhRbIADOzWDKBX8z3xPloHJqQo8dm/EpvZWfOVYolM4AEQmJuB+8zzmb1xXzri2FMN6/ARKjr4EdVH+fD6FgjOjuYWpCkRERPmPRTaljDNnCUt62CADNwdnsK85MZstxiV85ppDj9OL2XDy7DIAaGQ/2jGErZoh6IVnj5EkAeOTlfAFW7B5ewv2bSx72vU79HAI7u7zCNy6qfy65eWwnexE8YFDzLjOYZwZzT35lqpAREREz2KRTSnjzFnCUh82BCNR+MQYrju9+GjGh1A8eXYZAIzSDPao7mOTZgxq4dmb8XhchdHxKojyFrTtakJ1fWJ5tyzLCPT1wn3hPEL3BxVfV1dbB1vnaVh272XGdR7gzGjuyZdUBSIiIlLGIptSxpmzhKU8bNBYdOiXRLx32wGl0lqWJVilURxUP0Cdbjbp+9GYGqNjNVAbt2PLwY1PO4XLkgT/p5/A3X0ekdER5fGu3wDb6bMwbWmHoFKlPHbKXpwZzT25nqpAREREC2ORTSnL1ZmzKVcAfQ43wpEYDHoN2pbZuXzRDxsEQF9hhKneAl2pHhOx5GXhshxBTfwhjmiHUKpNzsAWRQ1GxuthKtuF3cfXPe0ULkWjmLv2ecb1Y6fi5Yva2mE7fQZFm5oW/+Yop3BmNDflaqoCERERPR+LbFqSVGbOACAQjqJ/xLMqN/f9w250XRtRfCjQsozZohc9bBDUAoy1ZpjqzFAbF/hTk3xYF3+AwzoHDNrk5efhsA7jk3ZYa/fg4Bk79IbE60jhELwfXILnrYuI+7wKFxdg2b0Hts4z0NevTfm9Ue7hzGjuyrVUBSIiIno+Ftm0JIudOXti1OnH939+C+c6m3GwvXoFRphwuXfyuWPsH/FgcNS75HEpPWxQG9UoqrfAWG2CSqO8LFuIT2JL7CH2GcehUug5FgwaMPl4Haob9+LIV2qfdgqPzX+ecf3eczKuDxyE9eRp6NYw47rQcGaUiIiIaPWxyKYlezJz9i/vPcCo0//C4yVZxuvdAygrMazIbFr/iGdRDwGWM65fftigLtHBtNYMfbnxaYfvXybLcWhiD7EnPoKt5llAn/x68/4izHg3wb5pH17qqHj6OlGXC56L3fBd+RCyKCad9zTj+tgJaEqZcV3oODNKREREtHpYZNOytNitMBm0iz5ekmV09QyvSJHd1TO86OXsSx1XTJJgqjGj+YQd7phyRJkkBWGMDuKwPIH15nnFY3xzZviCm7GudS9aD30xhsjkBDzdFzD30XUgnvz6aosFpcdOoPSll5lxTURERESUBVhk07JMuQIpNUADgIERD6ZcgYzOtGV6XP5oDB/N+HD9sQ/+qHJxHY+7UCoO4iXVY9SYQorHuD3FiEhbsWHrbmypMD/9eujRQ7gvdC2ccV1W9kXGtV5hSpyIiIiIiFYFi2xalj6HO+VzZAB3He6MFtmZGtd0MIIepxe3XPOILTBLHo2NoDr8EC/pvCizRBSPmXVbIWt3omn3zqedwmVZRvDeXbgvdCE0OKB4nq6mFrbOM7Ds3gNBwz9fIiIiIqJsw7t0WpZwJLkj9mKEROXZ33RJ57gkWcYDXxBXnV4MzSU3GwMAWY4iGr2PdeERHDaGUVyqXFw7Z8uhKd6H1gPtTzuFy5IE/2efwH3hBRnXnWdgat/KjGsiIiIioizGIpuWxaBf2q+QUadO80ielY5xiXEJN11z6HF6MRNOzrYGAEnyIyreRVvYiX3mGEy25OJaloGxqQpccdThgd8EGV60PLqDs3vqUDNxD+6LFxB1LpRxvQW2zjMwbmpSbKZGRERERETZhUU2LUtboy3lcwQAbevK0j+YX7KccfnEGK47vfhoxodQXFI8NhZ3Qorcxe6wH9tLojCYkzt+S5IAx2QlPnTUYiRofPp1nRSF5dYVBC/dgzOusFdbEGDZtRvWzjMwrLWn/D6IiIiIiGj1sMimZakuM6HFbk2pyViz3YoqW1EGR7W0cW3YVIZLHh/6HvkhKWy3lmUJ0ZgDQrgfh2ICNpcGoStOXpYej6vwYLwKlxy1mI580ZTMGA9jl3cAO3wDMErJRbmg0aC44yCsJzuhq6xc9LiJ8smUK4A+hxtqjRpGgwYNFYwjIyIiotzCIrsAPLlpDUdiMOg1aGu0pfWm9WxHAwZHvYuKy1IJAs52NKTt2s+zqHEJgL7CCFO9BfOlevS6k/O+ZTkCMToAbXAIx2HGhtIgtJrkvdvRqBr+8EZ8OFaLm2NfLBsvjvqxx3sPW+ceQCsnnxdTa1Fx7Bisx09AU5r5aDOibNQ/7EbXtRHFB2MtdivOdjSsSPQfERER0XKxyM5jtx/M4Gfd/Rm/aW2xW/FqZxPe6B58bkGrEgSc62xesRvl541LUAsw1phgqrdAbVT+M4hLPohiH8zzkzipLYXdGoNandy1XBS1CMdbsHbzSyiKa3Cz5wYAoEz0Yq/nLlrnH0GN5J9LUKXHJ6Ut+KykCX/68mFoSjlbR4Xpcu/kc//96B/xYHDUi3OdzTjYXr3CoyMiIiJKDYvsPPXORyP4m1/chqS07hnpv2k91F6D8hIjunqGk4p6AYkl4qsxE/XlcamNahTVW2CsNkGlUe7SHYtNICL2YY3fj6P6EtRWxqFSzSYdF4noEVO3o2HLERiLEsvfb3wyhurwLPZ5+rApMAqlVmU+jQkflW7G7eKNiKkSf4KZjjQjylb9I54XPqADEl3+X+8eQFmJgTPaRERElNVYZOeh/hHPcwvsJ9J909pit6LFbsWUK4C7DjdCYhxGnRqtaV6enqrmtaXQW5vw7pgLjmBY8RhZjiMaG0Ik0of1QQP26/WoqhYhCDNJx4YjRgiGnWjccRAane7z82UE+++h/H//G16dciheY0ZXghulbbhnaYQkPFvgZzrSjChbdfUML2qrCZD4N6urZ5hFNhEREWU1Ftl5qKtn+IUF9hOZuGmtLsuORkUxSUavex49Ti8mg8q51ZIUghi9h2hkAO2hamw3WrCmxqV4bChshr54LzZs3QeVKhH1lci4/hTu7vOIjAxD6V1P6Mtx3dqGB6Z6YIEYrkxHmhFloylXIKXmhAAwMOLBlCuQFf/GEBERESlhkZ1neNMK+KMxfDQzhxuPvZiPKs8Qx+MuRMQ+xMMj2C+uR7OxDOW1ylnVoUgJzBUHsGnbzqdZ1XIshrnrPXB3X0DUOa143iNjNa5bt2DUWLlgcQ2sTKQZUTbqcyT3OHgRGdxeQURERNmNRXaeWemb1kx3Lk/FdDCCHqcXt1zziC2w/DQaG0FE7IM65MWR2CasM5XBWjGqeGxILIet5jDq61qfFtdSOAzfhx/A8/abiHkUHmYIAiYqNuAt3SY4DYsrnFci0owoG4UjyRF4i8HtFURERJTNWGTnmZW6ac2WuB1JlvHAF8RVpxdDc0HFY2Q5CjF6H6J4F5awBkfjDVhrkVBSPKR4fDhajYqGl7B2zYanX4v7/fC8+za8770DKRBIPkmtRnHHAdhOnUY8rMfMz28BWRZpRpRtDPql/S+I2yuIiIgom7HIzjMrcdOaDXE7YlzCTdccepxezISjisdIkh+R6F2IkQHUitXYGduIutJRWMyDC7zmWlStfxlm69qnX4u6XfC8dRG+Dy9BFsWkcwS9HqVHXkLp8ZPQWhMPFVqArIw0I8o2bY22lM/h9goiIiLKdiyy80ymb1pXO27HJ8Zw3enFRzM+hOKS4jGxuBOi2Ido1IFmsRUt4hbUlQ+jqCi5oZksA3FhA2o2vgyDuerp18WpSbjf7Mbc9R4gnjzLrzKbYX3lOEpfegVqsznp+8+NNBOA5rWrE2lGlE2qy0xosVtT6iPB7RVERESU7Vhk55lM37SuVtzOuD+Mq04v7njmodQ4XZYlRGMOiGIfEHdjm7gLDeES1FWNwGBInoGWJAHQtaB240vQ/tLe6fCwA+4LXfDf/ExxubfGZoP1RCdKDh2GSq9/7piVIs0qbCZsb6qAfuE+aEQF5WxHAwZHvYv6d4XbK4iIiCgXsMjOQ2c7GjA45l1UjFcqN60r3bk8Lsvo9/hx1enFiH+hfOsIxOgAIuJdFMkC9oV2oVp0ob5mADpd8v50SVJDY9qCmnVHodEVf/4aMkID/XBf6EKw/57idXTVNbCeOo3ivfsgaFL7s/nlSLOKCgsAYGZmPqXXIMpXLXZrVm+vyKbmjkRERJQbWGTnoRa7FX/w61vxN7+4/dxCO9Wb1pXqXB6OxfHJbGK/tVdUbuQWl3wQxT6I0fuoQDk6/B0oi0+gvu4mtJrk5d1xSQtjyXZU2A9BrU2MRZYk+G9+lsi4HnYoXsfQuA6202dg2rodgkq16PdARIv33O0VSKy2WentFdnS3JGIiIhyD4vsPHVsjx1rbEX46YX+tN20ZrpzuSssosfpw6ezPogLPByIxSYQEfsQi49ivXoT1vuOw6p6hPraG1Crk/doxyU9zOV7UFa7HyqNAcCTjOtrcL95HtFp5Yzros2tsHWegbG55Wl8FxE9K52zvF/eXqHSqlGk18JeUbTiM8fZ0NyRiIiIcheL7DzWvqECf/Jbhmf2BBt1arQu8UY4E53LZVmGYz6EHqcX/d4AlG5pZTmOaGwIEbEPctyDrZqdqHJvhlU/hLq1V6BSJZ8lyUUoruxAadUuqNS6xNciEfg+vATPWxcR8yjMygsCzDt2wtZ5BoaGxiW9V6JCkMlZ3ifbK1Zra8VqN3ckIiKi3MciuwD88p7g5Uhn5/KYJKPXPY8epxeTwYjiuZIUghi9BzHaD70gYR86YJnRocJyHzXrBqA0wSzBAlvNQVgqtkNQJX69434/vO+9A8+7by+ccb3/AGynOqGr4qwU0fPk+yzvajV3JCIiovzBIpsWLR2dy/3RGD6amcONx17MR5WXkcfjLkTEPkRjD2HVFuOA/DI0E2FUlw+hqik5hgsAZMGKsvrDMNm2QBASe6ejbje8b1+E98NLkCPJhbyg16P08NFExrUt9QcIRIUm32d5V7q5IxEREeUnFtmUkqXG7ThDEVyd9uKWax6xBc6NxkYQEfsQj0/CbrSjJfKriI+5UF9zGxWtXuWLaNagvP4IjCXNT/dOi9NTiYzra1eXlHFNRMryfZZ3pZo7EhERUX5jkU0pSSVu59VTTVCV6PAPgxMYmgsqHifLUYjR+xDFu5DlObSb21E3ewji6Bjq196ArX1O8Ty1rha2+iMwWNY/La7Dw8Nwd3fB/9mnyhnXVhusJ06i5PDRF2ZcE9GzCmGWN9PNHYmIiKgwsMimlL0obqepwYqmbZX4JCpi5sGk4mtIkh+R6F2I4gB0aqDDvBclE3WIjj5EfeMHKNnqVzxPa2yAte4IDGY7gETjtGD/Pbi7zyN4767yOVVVsJ06g+J9+1POuCaihEKY5c1Ec0ciIiIqPKw4aEm+HLcTEuNQaVUIl2pxbz6IG/MKDcYAxOJOiGIfojEHSnXFeMlyDILDAjk8hIbGd2C2hxTP01s2obT6EPSmWgCfZ1zfuglP93mEHY+Uz2lohK3zDMzbd6Qt4zqdkUVEuaQQZnnT2dyRiIiICheLbFqW6jIT4gY1rk57ccczD8mb3GBMliVEYw6IYh/i0mPUm2uxQ/41+AcBtWoI6xvHUFSkcB4EFJW2oqTqIHTGNYmvxWKYu3ENnu4LEKenFMdU1LIZttNnn8m4Xm5xnMnIIqJcUAizvOlo7khERETEIpuWRJJl3PP4cdXpxYg/rHiMLEcgRgcQEe8CchCt1s1oDp6A8/Y8JPN9tG0ch8EgJp8HFcxlW1FceQBafWJmSYpE4Lv8ITxvdSPmfk7G9anTMDSue/rldBTH+R5ZRLQYhTLLu9TmjkRERERPsMimlIRjcXwyO4drTi88ovLy0bjkgyj2QYzeh1Yl4ED5btS4N2Hs2mPEym9iV/sEdDqlczWwVOyEZc1+aHTFidfy++F9/91ExrVfYZ+2Wo3ifR2JjOvqmme+lY7iON8ji4gWq1BmeVNp7nius5l/70RERJSERTYtiissosfpw6ezPoiS8o1nLDaJiHgHsfgoSnQWHKs8BtNkNUYvTSJecwP7d09Cq1HYnynoULxmNywV+6DWJpZwRz2eRMb1B5cgR5JnygWdDiWHj8J64iS0tuSZsnQVx/keWUSUikKZ5X1Rc8dmbhEhIiKi52CRTQuSZRmO+RB6nF70ewNQuq2W5TiisSFExD5Ikhu15mp0mL+B2EMzJj4dh9l+FYf2T0OtlpLOFVRGFFfug6V8N1QaAwBAnJ6G++IFzF/rgRxLnu1WFZlQ+soxWF85/tyM63QUx4UQWUSUikKa5VVq7mjUqdHKZodERET0AiyyKUlMknHHPY+rTi8mg8kNyQBAkkIQo/cgRvshyyG02ZqxXfMrcN2LY2R6Ausbb+HIQSdUquQbcZXGjOLKDpjLdkCl1gEAwiPDcHefh//TTxbIuLbCevwUSg4fgcpgeO7401UcF0JkEVGqCm2Wt7rMxL9nIiIiSgmLbHoqEI3jxowPNx57MR9Vjt2Jx12IiH2Ixh5CqxKwv2onmsWtGL7lw4P5YWxYN4q2gzP4vKn3M9TaUpRUHYDJthWCSpPIuB7oT2Rc3+1TvJ62sgq2ztOw7N0PlVa7qPeRruK4ECKLiJaCs7xEREREC2ORTXCGIrg67cUt1zxiCywBjcZGERHvIB6fhEVrxvG1r6Daux4DHz7GYLwfG9aNoqrdpXiuRl+OkqqDKLK2QRBUiYzrm5/B3d2F8KMFMq7tDbCdPgPz9p0pZ1ynqzguhMgiouXgLC8RERFRMhbZBUqSZTzwBXHV6cXQXFDxGFmOQozehyjehST7UGOqwuE134Bhshx3uyfh191G07pRVJR7Fc/XGqtRUnUQxpJmCIKQyLj+6Brcb56HODmpeI6xuQW202dR1LL5acZ1qtJVHBdKZBEREREREaUPi+wCI8Yl3HTNocfpxUw4qniMJPkRid5FVByEjAhabJtwwPp1BB9ocO/KJKwlt7CtdRQ265zi+XpTPYqrDsFgWQ9BECBFIvBe+RCei28i5lae7TZv3wlr5xkY161T/H4q0lUcF0pkERERERERpQ+L7ALhE2O4/tiLjx77EIond/oGgFjcCVHsQzTmgEZQYX/1Duws2oOJO0F89JYTaypmsG/XGEqKFfKqARgs61FcdRAGsx0AEA8E4H3/XXjfeRtx/3zyCWo1ivfuh/XUaehrapK/v0TpLI4LJbIo3aZcAfQ53AhHYjDoNWjjXl0iIiIiKhAssvPceCCMq9Ne3PHMQyneWpYlRGPDEMU7iEuPYdaacMz+CprQhvufzeLSo4eoqZ7Bof2jMJtDitcwljSjuOog9EWJQjnm9cDz9kV4Lz0v4/oIrMdPQVuWmaXV6SqOCymyKB36h93oujai+ICjJc+6ThMRERERKWGRnafuzczhP4emMOQJKH5fliMQowOIiPcgy35UFq3By7VfR8W8HX1XJvGecwB1NdM4enAMRUVKMV4CiqxtKK48AJ1xDQBAdDrhuXgBcz1Xn59x/fIxqC2WdL7dJOksjgstsmipLvdOPvfn3T/iweCoF+c6m3GwvXqFR0dEREREtDJYZOehR3NB/P3gBJRKnbjkgyj2QYzeBxBDs3UjjtYchDBZjN4L47g3dw9r66aw5dA4DAYx+QUEFUy2bSiu7IBWn9j7HB4dgaf7POY/+Vgx41pdWgrr8ZMoPXIUKoMxvW/2OdJZHDOy6Pn6RzwvfKABJBruvd49gLISQ8E/lCAiIiKi/MQiOw9NBcNJBXYsNomIeAex+CjUghp7q7bhYEUHPA8kfPov44iKE2hYO4E92yag0yXPQguCBubynbCs2Q+NrjiRcT04kMi47rujOA5tZSVsJ0/Dsr9j0RnX6Zbu4piRRcq6eoYXtTQfSBTaXT3DLLKJiIiIKC+xyM5D0ZgDsVgQKlUJYvFRRMQ+SJIbJk0Rjtlfxs6SXXDc9uLdbgdUQhiN9gnY105Cq4knvZag0sNSsRuWir1Qa02JjOtbN+HuPo/wwyHF6+vX2hMZ1zt2pZxxnSksjjNnyhVIqckcAAyMeDDlCvAzISIiIqK8wyI7D1m0agRC//n0v9cYy/FS/dewUdOMex9P4z/770KnC2HT+nGsrZuGWp3cbVylNsKyZh8s5buh0hgSGdfXeuDuPg9xckLxusbmFtg6z6Boc+uSM64p9/Q53CmfIwO41jcNi0nHDuRERERElFdYZOehbRVb8Lvbfg2Tc06sN62HLViN29fG8b8e3kZRUQitLWOoq3FCpVLYP621wLJmP8xlO6BS6yBFIvB8+A48F7sRcylnXJu2bYet8wyM6zdk+q1RFgpHkrcXLEbXtZGkr7EDORERERHlOhbZeUitUuP0xlcw2DeFDy7cx+OpXpjNAWxrH0VN1QyUJpnVulKUVB6AybYVgkqDeDAA1/sX4X3nLcTnF8i43rMP1s7T0NfUZv5NUdYy6NP3zwg7kBMRERFRrmORnYdCQRF//9PLmBr3oaR4Hju3jaKqUnkWWmuoQHHlARRZ2yAIKsS8XnjeeQu+S+9BCi+QcX3wMKwnT0FbVp7pt0I5oK3RltbXYwdyIiIiIsplLLLz0FD/Y4Tmx7Bn5zAqyr2Kx2iN1SipOghjSTMEQYD4+HEi4/rqlQUyrotQ+vIrKH3lODSW4ky/Bcoh1WUmtNitKTc/ex52ICciIiKiXMUiOw9ZS+exf89txT3XelM9iqsOwWBZD0EQEBkbhbv7POY//kg547qkFNYTJ1Fy+CjUxpXLuKbMmnIF0Odwp63p2NmOBgyOehcd47UY7EBORERERLmIRXYeKrbMwTv3bLFjsKxHcdVBGMx2yLKM0IP7cF84j2Bfr+JraNdUwnqqE8X7D6xaxjWlX/+wG13XRhRnnZfTdKzFbsWrnU14o3swbYW2DOCuw80im4iIiIhyCovsPGSybkbYexPh4CyMxZtQXHUQ+qIayLIM/+1bcF/oWjjjun4tbKfPwrwzezKuKT0u904+twhebtOxQ+01KC8xoqtnOG1Lx0NicnY7EREREVE2Y5Gdh9RaCzZ3/DEgy5h1BSHH45i73gN39wWIE+OK5xg3NcF2+iyKWtuYcZ2H+kc8i5plXm7TsRa7FS12K6ZcAdx1uBES4zDq1PAFRJxXiOx6EaNOnfI5RERERESriUV2nhIEFeJiBN7334X7Yjdis7OKxzHjujB09Qwvehl3OpqOVZeZnlnmPeUKpFxkCwDa1pUteQxERERERKuBRXYekmUZUxfexNjP/xVRny/5AJUKlr37YDt1GvraupUfIK2oKVcg5eXb6W46tpQO5M12K6psRWm5PhERERHRSmGRnYcCtz7D5I//LunrglaLkkOHYT1xCtryilUYGa2GPoc75XMy0XQslQ7kKkHA2Y6GtF2biIiIiGilsMjOQ7H5+Wf+W2U0ovTlY4mM62JmXBeacCQ593wx0t10bLEdyFWCgHOdzczIJiIiIqKcxCI7DxXv3Q9MjCI0MQF961aUHH2JGdcFzKBf2p95JpqOPa8DuYDEEvGlxogREREREWUDFtl5SKXXY+P/+X8AAGZm5l9wNOW7tkZbyudksunYQh3IWxttzMQmIiIiopzHIpsoz2Vr07EvdyAnIiIiIsoHqtUeABFl3tmOBqgWmX/OpmNEREREREvHIpuoADxpOvaiQptNx4iIiIiIlofLxYkKBJuOERERERFlHotsyhlTrgD6HG6EIzEY9Bq0sVFWyth0jIiIiIgos1hkU9brH3aj69qIYuOuFs6+LgmbjhERERERZQaLbMpql3sn8Ub3ICRZVvx+/4gHg6NenOtsxsH26hUeHRERERER0bNYZFPW6h/xPLfAfkKSZbzePYCyEkNGZrS5TJ2IiIiIiBaLRTZlra6e4RcW2E9IsoyunuG0Ftlcpk5ERERERKlikU1ZacoVUCxun2dgxIMpVyAts8xcpk5EREREREvBnGzKSn0Od8rnyADuLuG8L0t1mXqqDwOIiIiIiCh/scimrBSOxJZ0XkiML/vaS1mmTkREREREBLDIpixl0C9tJ4NRp17WdZezTJ2IiIiIiIhFNmWltkZbyucIANrWlS3ruqu5TJ2IiIiIiHIfi2zKStVlppQ7dzfbraiyFS3ruqu5TJ2IiIiIiHJfwRXZf/mXf4mmpibcuHFjtYdCL3C2owEqQVjUP8EBFQAAGWhJREFUsSpBwNmOhmVfc7WWqRMRERERUX4oqAiv3t5evPHGG6s9jJww5Qqgz+FGOBKDQa9BW6MtLdFYqVyjxW7Fq51NL+z0rRIEnOtsTktm9WotUyciIiIiovxQMEW2KIp47bXXEI9zWe/z9A+70XVtRLH5V4vdirMdDcsuZlO5xqH2GpSXGNHVM5x0vIDEEvF0jOmJJ8vUU2l+lo5l6kRERERElB8Kpsj+0Y9+BIfDgY6ODvT09Kz2cLLS5d7J584a9494MDjqxbnOZhxsr16xa7TYrWixWzHlCuCuw42QGIdRp0ZrBmbXgcQy9cFR76JivNK1TJ2IiIiIiPJDQRTZAwMD+MlPfoJvfetbmJubY5GtoH/E88Jl2UAiF/r17gGUlRhSnj1e7jWqy0wZKaq/bDWWqRMRERERUX7I+8Zn8Xgc3/nOd2C32/Gtb31rtYeTtbp6hhc1cwskiuCunuGsvEa6HGqvwR//l22KBbSARCH+x/9l25Jn9ImIiIiIKD/l/Uz23//936O/vx///M//DJ1Ol9bXrqiwpPX1MmExYxxzzqe0BxkABkY9iMhA3ZrF/QxW4hrpVlFhweFdazH+eB43B2cQjERRpNdie1PFsseUC787hYafSXbi55J9+JlkJ34u2YefSfbhZ5Kd8vFzyesi2+Fw4L/+1/+Kb37zm9i+fftqDydr3bz/OOVzZBm4OTiz6GJzJa6RKXVrLKs+BiIiIiIiyg15W2TLsozXXnsNZWVl+KM/+qOMXGNmZj4jr5sOT54ILWaMs67Akq4x4w4s+mewEtfIBal8LrQy+JlkJ34u2YefSXbi55J9+JlkH34m2SkXPpelzrLnbZH9s5/9DJ9++il+8pOfwGTKfLOsXGbQL+3XwKhTZ9U1iIiIiIiIVlveFtkXL14EAPze7/2e4vd/93d/FwDw7rvvoq6ubsXGlY3aGm0pnyMAaFtXllXXICIiIiIiWm15W2R/7Wtfw549e5K+fvnyZdy+fRtf+9rXUFtbi+Li4lUYXXapLjOhxW5NqTFZs92KKltRVl2DiIiIiIhoteVtkf31r39d8etzc3NPi+y9e/eu8Kiy19mOBgyOehcVsaUSBJztaMjKaxAREREREa2mvM/JpsVpsVvxamcTVILw3ONUgoBznc2K+dHZcA0iIiIiIqLVlLcz2ZS6Q+01KC8xoqtnOGlZt4DE8u2zHQ3LKn5X4hpERERERESrpeCK7Ndeew2vvfbaag8ja7XYrWixWzHlCuCuw42QGIdRp0Zrow3VZenp0r4S1yAiIiIiIloNBVdk0+JUl5kyXvCuxDUWMuUKoM/hRjgSg0GvQRsLfCIiIiIiSgMW2VRQ+ofd6Lo2otjlvIVL1YmIiIiIaJlYZFPBuNw7iTe6Bxfsbt4/4sHgqBfnOptxsL16hUdHRERERET5gN3FqSD0j3ieW2A/IckyXu8eSCnPm4iIiIiI6AkW2VQQunqGF5XPDSQK7a6e4cwOiIiIiIiI8hKLbMp7U65AyjPTAyMeTLkCGRoRERERERHlKxbZlPf6HO6Uz5EB3F3CeUREREREVNhYZFPeC0diSzovJMbTPBIiIiIiIsp3LLIp7xn0S2uib9Sp0zwSIiIiIiLKd4zworzX1mhL+RwBQNu6svQPhjJuyhVAn8ONcCQGg16DtkYbqstMqz0sIiIiIioQLLIp71WXmdBit6bU/KzZbkWVrSiDo6J06x92o+vaiOLn3GK34mxHA1rs1lUYGREREREVEi4Xp4JwtqMBKkFY1LEqQcDZjobMDojS6nLvJL7/L7cXfJDSP+LB939+C1d6p1Z4ZERERERUaFhkU0FosVvxamfTCwttlSDgXGczZzxzSP+IB290D74wB12S5f+/vXsPjqq8/zj+2YSEJIZLEhBIIASoGyAUdEK90LFVOtMgKCoOhEAFTE3CcClKqUJHO5ZU1E5FSRCldJRJExS1eGnUFmgt2KZUIKIlNJFCANMhMZcflsQlm2TP7w9md7rsBjbZs2STfb/+guc5T/Y5+e5zvvPNuWn7B5Vdfp0bAAAA0BVcLo6QcevkRA0ZFK3SslMehZZFFy8R55Li3qe07NQVC2wnh2GotOwUMQYAAEDAUGQjpEwYHacJo+N0trFFFdVNstk7FB0ZrjQejtUrnW1s6fKZ6crT/6ezjS3EGwAAAAFBkY2QNCLhGoqsPuBodVOXxxiSKqqbiD8AAAACgnuyAfRaF1rbuzXOZu8weSYAAADARRTZAHqtqP7duxgnOjLc5JkAAAAAF1FkA+i1Jo2J7/IYi6RJYxPMnwwAAAAgimwAvdiIhGu6/KTw8aPjNDw+JkAzAgAAQKijyAbQq905LeWK7z93CrNYdOe0lMBOCAAAACGNIhtArzZhdJwW35F6xUI7zGLRkjvG845sAAAABBSv8ALQ6906OVFDBkWrtOyUx3uzLbp4ifid01IosAEAABBwFNkA+oQJo+M0YXSczja2qKK6STZ7h6Ijw5U2Jp53YgMAAOCqocgG0KeMSLiGohoAAAA9hnuyAQAAAAAwCUU2AAAAAAAmocgGAAAAAMAkFNkAAAAAAJiEIhsAAAAAAJNQZAMAAAAAYBKKbAAAAAAATEKRDQAAAACASSiyAQAAAAAwCUU2AAAAAAAmocgGAAAAAMAkFNkAAAAAAJiEIhsAAAAAAJNQZAMAAAAAYBKKbAAAAAAATEKRDQAAAACASSiyAQAAAAAwCUU2AAAAAAAmocgGAAAAAMAkFNkAAAAAAJiEIhsAAAAAAJNYDMMwenoSAAAAAAD0BZzJBgAAAADAJBTZAAAAAACYhCIbAAAAAACTUGQDAAAAAGASimwAAAAAAExCkQ0AAAAAgEkosgEAAAAAMAlFNgAAAAAAJqHIBgAAAADAJBTZAAAAAACYhCIbAAAAAACTUGQDAAAAAGASimwAAAAAAEzSr6cngM61t7eruLhYr7/+umpqajR06FDNmTNHubm5ioiIuOL4c+fOqaCgQH/5y1/U2NiocePG6cEHH9TMmTM9trXZbNq6davee+891dXVaeTIkVq4cKEWLFggi8USiN3rlfyNydGjR7VlyxYdPnxYLS0tGj58uGbMmKFly5YpJibGbds1a9bo97//vdefk5OTozVr1piyT32Bv3HJyspSeXm5174nnnhCWVlZrv+zVnzT3Zj84x//0KJFi67486uqqlz/Zq10XV1dnWbOnKmVK1dqyZIlPo0hpwRWd2JCTgm87sSFnBJYXYkJOSWw6uvrVVhYqH379qmxsVGDBg3SLbfcolWrVmnUqFFXHN+X8wpFdhBbv369du7cqfT0dE2fPl3l5eUqKChQVVWVCgoKLjv266+/VnZ2to4dO6Y77rhDI0aM0O7du/Xwww+rqalJP/jBD1zbdnR0aNWqVdq3b5+++93vKiMjQ/v379f69etVU1OjRx99NNC72mv4E5MDBw7owQcflCRlZGTo2muv1cGDB7Vt2zYdOHBAJSUl6t+/v2v7qqoqDRkyRPPnz/f4Wenp6ebuWC/nT1wk6fjx4xozZoxmzZrl0Tdp0iTXv1krvutuTJKSkrRixQqvfZ999pn279+vqVOnurWzVrqmpaVFK1euVHNzs89jyCmB1Z2YkFMCrztxkcgpgdTVmJBTAqe+vl5z587V2bNn9e1vf1szZ85UdXW1SktL9dFHH2nnzp1KSUnpdHyfzysGgtLhw4cNq9VqrFy50nA4HIZhGIbD4TAeeeQRw2q1Gn/+858vO/7FF180rFarUVxc7Go7f/68MWvWLGPKlClGQ0ODq/3dd981rFar8fTTT7va7Ha7sWjRIiM1NdWorKw0ee96J39jMmPGDGPixInGp59+6mpzOBzGY489ZlitVuPll192tdvtdiMtLc1Yvnx5YHamD/E3Ll988YVhtVqNDRs2XPGzWCu+8Tcm3nz11VfGd77zHePGG2806urqXO2sla6pqakx7r33XsNqtRpWq9V45ZVXfBpHTgmc7saEnBJY3Y0LOSVwuhsTb8gp/nv88cc9jjWGYRjvvPOOYbVajby8vMuO7+t5hXuyg1RJSYkkacWKFa5LICwWi1avXi2LxaI33njjsuN37Njh8Ve42NhYLV26VDabze0ymJKSEvXr109Lly51tUVEROihhx6SYRh68803zdy1XsufmPz73//WyZMn9b3vfU+TJ092tVssFi1fvlyStH//flf7iRMn1NbWptTU1EDsSp/i71pxXiLmy++ateIbf2PizYYNG1RbW6u1a9fq2muvdbWzVny3fft23XXXXaqsrNTNN9/cpbHklMDobkzIKYHlz1ohpwSGPzHxhpziv7179yo+Pl6LFy92a589e7aSk5P117/+VQ6Ho9PxfT2vUGQHqUOHDikuLk5Wq9WtfdiwYUpJSdHBgwc7HXvmzBnV1dUpPT1d4eHhbn033XSTJLnG2+12/fOf/9T48eM1aNAgt20nT56s6Ojoy35WKPEnJrGxsVqzZo3uu+8+j77IyEhJFy+bcepKkg51/sRF8v13zVrxnb8xudSxY8f09ttva8qUKbrnnnvc+lgrvisqKlJSUpKKi4t19913+zyOnBI43Y0JOSWwuhsXiZwSKP7E5FLkFP91dHQoLy9PK1asUFiYZzkZGRmptrY2tbW1eR0fCnmFe7KDkN1uV21traZMmeK1PykpSdXV1WpqalJ8fLxH/5kzZyRJycnJHn1Dhw5V//79derUKUnSf/7zH7W3t3vdNjw8XMOHD3dtG8r8jcnw4cOVk5PjdeyePXskSd/4xjdcbc6D/KlTpzR//nxVVVUpKipKt912mx566CENGzbM313qE/yNi3Txd22xWFReXq7HHntM1dXVGjhwoDIyMvSjH/1IAwYMkMRa8ZUZMbnUr371KxmGoYcfftjj4SasFd/9/Oc/17Rp0xQeHt6l7yo5JXC6GxNySmB1Ny4SOSVQ/InJpcgp/gsPD/c4g+104sQJnTx5UsnJyW7PhfhfoZBXOJMdhM6dOydJrgPxpZzt58+fv+z4gQMHeu2PjY11jfXls2w2m9rb232cfd/kb0w609DQ4HoIVGZmpqvdeZB/4YUXNHLkSGVmZiolJUW7du3S3LlzVVtb2+V96IvMiEtVVZUMw9CmTZs0ceJEzZ07V/Hx8SoqKtKCBQtcD1dhrfjG7LVSVVWlv/3tb0pLS9Mtt9zitV9irfji1ltv9Thj4AtySuB0NyadIaeYw5+4kFMCw6y1Qk4JLIfDofz8fDkcDs2bN6/T7UIhr3AmOwg5vyTOS74u5WxvbW3t9nibzdblz+rXL3S/Lv7GxJvz588rNzdXDQ0Nuv/++93uq4uKilJKSoo2b96s6667ztX+4osv6vnnn9cvfvELbd68uTu70qf4GxeHw6GBAwdqwoQJ2rp1q+sv1A6HQ0888YR27typwsJCrVu3jrXiI7PXSlFRkSQpOzvbaz9rJfDIKb0DOaXnkVOCHzklcAzD0M9+9jP9/e9/16RJkzo90y2FRl7hTHYQioqKkqRO72Ow2+2SpOjoaK/9zksznNt5G+98f6Zz28t9lsVi6fSzQoW/MblUU1OTFi9erIqKCt1+++1au3atW/8LL7ygP/7xj24HeEnKy8vTyJEj9eGHH6qlpaWru9Hn+BuXsLAwvf7663r77bfdLgELCwvTo48+qujoaL333nuSWCu+MnOt2O12vf/++xo0aJAyMjK8bsNaCTxySvAjpwQHckpwI6cETnt7u37605/qjTfe0KhRo7Rly5ZOi2IpNPIKRXYQio2NVVhYWKfvAHRePtHZZRPOhwJ0Nr65uVmxsbE+bXv+/HnFxMR4fahBKPE3Jv/rzJkzyszMVEVFhaZPn66CggKf//IWFham8ePHq729nUuWZG5cLnXNNdcoJSVF9fX1unDhAmvFR2bG5MCBA/r66681ffp0RUREdGkerBXzkFOCGzmldyCn9DxySmDYbDYtW7ZMu3btUkpKioqKiq5473oo5JXgmg0kXbzsITExUTU1NV77a2pqFBcXp8GDB3vtd7743dv4L7/8Uq2trRozZoykiw8hioiI8LptR0eHamtrXduGMn9j4vSvf/1L8+fP15kzZ3TvvfeqsLDQ4y99NptNR44cUWVlpdefceHCBUnq9GESocTfuPz3v/9VeXm5qqurvfZfuHBBYWFhioiIYK34yKy1Ikn79u2TJH3/+9/32s9auTrIKcGLnBJcyCnBjZxivq+++kqLFy/Wvn37NHHiRO3YsUOJiYlXHBcKeYUiO0ilp6ervr7e40BdV1en06dP6/rrr+90bGJiohITE3X48GGP99N9/PHHkqQbbrhBktSvXz9NmTJFx44d8/gL0WeffSabzebaNtT5ExNJOn36tLKzs9XY2KgHHnhATz31lNezDQ0NDcrMzNRPfvITjz6bzaZjx44pPj5eSUlJ/u1QH+FPXCoqKpSVlaVnnnnGo+/LL79UTU2NJkyYoPDwcNZKF/i7VpyOHDkii8WiqVOneu1nrVwd5JTgRE4JPuSU4EZOMVdra6vy8vL06aef6sYbb9Rvf/tbJSQk+DQ2FPIKRXaQcr6377nnnnN9+QzD0MaNG2UYhttTQ72ZPXu2amtrVVxc7Gprbm7WSy+9pKioKLd3DN5zzz2y2+0qLCx0tbW1tWnTpk2SpLlz55q2X72ZPzFxOBxavXq1mpqatGjRIq1du9bjtRFOo0aNUlpamj7//HO9++67rnbDMPTss8+qqalJWVlZnY4PNf7EJT09XUOHDtX+/ftdB3Xp4v09+fn5amtr08KFC90+i7VyZf4ev6SL93cdP35co0eP7vTpo6yVq4ecElzIKcGJnBK8yCnm27hxoz755BPdcMMN2rZtm+vybl/19bwSPI9gg5tp06Zp5syZev/995WZmambbrpJn3zyiQ4dOqSMjAzddtttrm2dX7iVK1e62nJycvSHP/xBTz75pA4ePKhRo0Zp9+7d+uKLL/T444+7vZ92zpw5+t3vfqft27fr888/V1pamj766CNVVlYqOztbqampV22/g5k/Mdm7d6+OHj2qyMhIxcTEuB0knIYMGaKsrCxJ0vr163X//ffrkUce0e7du5WUlKRDhw7p6NGj+ta3vqWlS5cGfod7CX/iEhkZqfz8fK1YsULZ2dmaMWOGBg8erLKyMp04cUKzZs3SnDlzXONZK77x9/glXTzr3dra6vW9mP+LtWI+ckrwIacEJ3JK8CGnXB319fUqKSmRJI0dO1bbtm3zul1ubq769+8fknnFYhiG0dOTgHdtbW369a9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" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 492 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "m = 100\n", - "\n", - "# Training data\n", - "x = 2 * np.random.rand(m, 1)\n", - "y = 4 + 3 * x + np.random.randn(m, 1)\n", - "X = np.c_[np.ones((m, 1)), x]\n", - "\n", - "# Test data\n", - "xnew = np.array([[0], [2]])\n", - "Xnew = np.c_[np.ones((2, 1)), xnew]\n", - "\n", - "# Matrix inversion\n", - "inv_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", - "inv_reg.fit(X, y.ravel(), method=\"Inv\")\n", - "ypred_inv = inv_reg.predict(Xnew)\n", - "print(\"Inversion:\", inv_reg.intercept_, inv_reg.coef_)\n", - "\n", - "# Batch GD\n", - "bgd_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", - "bgd_reg.fit(X, y.ravel(), method=\"BGD\")\n", - "ypred_bgd = bgd_reg.predict(Xnew)\n", - "print(\"Batch GD:\", bgd_reg.intercept_, bgd_reg.coef_)\n", - "\n", - "# Stochastic GD\n", - "sgd_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", - "sgd_reg.fit(X, y.ravel(), method=\"SGD\")\n", - "ypred_sgd = sgd_reg.predict(Xnew)\n", - "print(\"Stochastic GD:\", sgd_reg.intercept_, sgd_reg.coef_)\n", - "\n", - "# Mini-Batch GD\n", - "mbgd_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", - "mbgd_reg.fit(X, y.ravel(), method=\"MBGD\")\n", - "ypred_mbgd = mbgd_reg.predict(Xnew)\n", - "print(\"Mini-Batch GD:\", mbgd_reg.intercept_, mbgd_reg.coef_)\n", - "\n", - "# SGDRegressor Sklearn\n", - "sgdreg_sk = SGDRegressor(max_iter=100, penalty=None, eta0=0.01, alpha=0)\n", - "sgdreg_sk.fit(X, y.ravel())\n", - "print(\"SGDreg from Sklearn:\", sgdreg_sk.intercept_, sgdreg_sk.coef_)\n", - "ypred_sk = sgdreg_sk.predict(Xnew)\n", - "\n", - "\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.style.use('seaborn')\n", - "plt.plot(x, y, \"o\")\n", - "plt.plot(xnew, ypred_inv, \"-\", label=\"Inversion\")\n", - "plt.plot(xnew, ypred_bgd, \"-\", label=\"BGD\")\n", - "plt.plot(xnew, ypred_sgd, \"-\", label=\"SGD\")\n", - "plt.plot(xnew, ypred_mbgd, \"-\", label=\"Mini-Batch GD\")\n", - "plt.plot(xnew, ypred_sk, \"-\", label=\"Sklearn\")\n", - "plt.xlabel(r'$x$')\n", - "plt.ylabel(r'$y$')\n", - "plt.title(\"Gradient Descent Methods\")\n", - "plt.legend()\n", - "plt.show()\n", - "fig.savefig(fig_path(\"Algorithms.pdf\"), dpi=300)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot of MSE OLS against learning rates with CV\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 172, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 495 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "max_lr = 0.01\n", - "step = 0.0005\n", - "lrs = np.arange(0.001, max_lr, step, dtype=float)\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "scores_KFold_inv = np.zeros((len(lrs), k))\n", - "scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lrs), k))\n", - "\n", - "deg = 5\n", - "# Generate design matrix\n", - "X = designMatrix(x, y, deg, with_intercept=False)\n", - "\n", - "for i, lr in enumerate(lrs):\n", - "\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " inv_reg = GDRegressor(eta=lr, fit_intercept=True)\n", - " bgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=None, eta0=lr, alpha=0, \n", - " tol=1e-5, fit_intercept=True) # sklearn\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " \n", - " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", - " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", - " \n", - " j += 1\n", - " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", - "\n", - "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", - "\n", - "plt.style.use('seaborn')\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.grid(alpha=0.3)\n", - "plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lrs, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", - "plt.legend()\n", - "plt.xlabel(\"Learning rate\")\n", - "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE for OLS Against Learning Rates by Cross-Validation')\n", - "plt.show()\n", - "fig.savefig(fig_path(\"OLS_MSE_lrs_momentum_epochs_75.pdf\"), dpi=300)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Ridge MSE against learning rates with CV\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 177, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 501 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "# PLOT OF RIDGE (LAMBDA=1) REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "max_lr = 0.01\n", - "step = 0.0005\n", - "lrs = np.arange(0.001, max_lr, step, dtype=float)\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "\n", - "scores_KFold_inv = np.zeros((len(lrs), k))\n", - "scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lrs), k))\n", - "\n", - "deg = 5\n", - "# Generate design matrix\n", - "X = designMatrix(x, y, deg, with_intercept=False)\n", - "\n", - "for i, lr in enumerate(lrs):\n", - "\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " inv_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " bgd_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=\"l2\", eta0=lr, alpha=1, \n", - " tol=1e-5, fit_intercept=True) # sklearn\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " \n", - " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", - " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", - "\n", - " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", - " \n", - " j += 1\n", - "\n", - "\n", - "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", - "\n", - "plt.style.use('seaborn')\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.grid(alpha=0.3)\n", - "plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lrs, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", - "plt.legend(loc=\"upper left\")\n", - "plt.xlabel(\"Learning rate\")\n", - "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE for Ridge Against Learning Rates by Cross-Validation')\n", - "plt.show()\n", - "fig.savefig(fig_path(\"Ridge_MSE_lrs_momentum_250_epochs.pdf\"), dpi=300)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot of MSE Ridge against hyperparameter lambda with CV\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 495 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "max_lmbda = 8\n", - "step = 1\n", - "lmbdas = np.arange(1, max_lmbda, step, dtype=float)\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "scores_KFold_inv = np.zeros((len(lmbdas), k))\n", - "scores_KFold_bgd = np.zeros((len(lmbdas), k))\n", - "scores_KFold_sgd = np.zeros((len(lmbdas), k))\n", - "scores_KFold_mbgd = np.zeros((len(lmbdas), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lmbdas), k))\n", - "\n", - "deg = 5\n", - "# Generate design matrix\n", - "X = designMatrix(x, y, deg, with_intercept=False)\n", - "\n", - "for i, lmb in enumerate(lmbdas):\n", - "\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " inv_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " bgd_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=\"l2\", eta0=0.01, alpha=lmb, \n", - " tol=1e-5, fit_intercept=True) # sklearn\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", - " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", - " \n", - " j += 1\n", - " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", - "\n", - "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", - "\n", - "plt.style.use('seaborn')\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.grid(alpha=0.3)\n", - "plt.plot(lmbdas, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lmbdas, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lmbdas, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lmbdas, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lmbdas, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", - "plt.legend()\n", - "plt.xlabel(r\"$\\lambda$\")\n", - "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE Ridge Against Lambdas by Cross-Validation')\n", - "plt.show()\n", - "fig.savefig(fig_path(\"Ridge_MSE_lmbdas_momentum_100_epochs.pdf\"), dpi=300)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot of MSE against mini batch sizes for OLS\n", - "\n", - "Below is the plot generated for MSE against various mini batch sizes for mini-batch gradient descent for OLS with CV. The number of mini batches is given by \n", - "\n", - "Number of minibatches: $b = \\frac{m}{\\text{batch_size}}$ \n" - ] - }, - { - "cell_type": "code", - "execution_count": 165, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 495 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN mini batch sizes\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "max_b_size = 50\n", - "step = 1\n", - "#b_sizes = np.arange(1, max_b_size, step, dtype=float)\n", - "b_sizes = [2**i for i in range(7)]\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "#scores_KFold_inv = np.zeros((len(lrs), k))\n", - "#scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "#scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(b_sizes), k))\n", - "\n", - "\n", - "deg = 5\n", - "# Generate design matrix\n", - "X = designMatrix(x, y, deg, with_intercept=False)\n", - "\n", - "for i, bs in enumerate(b_sizes):\n", - "\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " #inv_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " #bgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " #sgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0.9, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=bs, tol=1e-5, fit_intercept=True)\n", - " \n", - " \n", - " #inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " #bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " #sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\") \n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " \n", - " j += 1\n", - " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", - "\n", - "#mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "#mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "#mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "\n", - "#m = 100\n", - "#mini_batches = m/b_sizes\n", - "#print(type(mini_batches))\n", - "\n", - "plt.style.use('seaborn')\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.grid(alpha=0.3)\n", - "#plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "#plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(b_sizes, mse_KFold_mbgd, 'o--', label='Mini-batch GD')\n", - "plt.xticks(b_sizes)\n", - "plt.legend()\n", - "plt.xlabel(\"Mini-batch size\")\n", - "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE for OLS Against Mini-Batch Sizes by Cross-Validation')\n", - "plt.show()\n", - "fig.savefig(fig_path(\"OLS_MSE_mini_b_momentum.pdf\"), dpi=300)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot of MSE Ridge against mini batch sizes with CV\n", - "\n", - "Below is the plot generated for MSE against various mini batch sizes for mini-batch gradient descent for OLS with CV. The number of mini batches is given by \n", - "\n", - "Number of minibatches: $b = \\frac{m}{\\text{batch_size}}$ \n" - ] - }, - { - "cell_type": "code", - "execution_count": 164, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 495 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "# PLOT OF RIDGE REGRESSION AS FUNCTION OF THE CHOSEN mini batch sizes\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "max_b_size = 50\n", - "step = 1\n", - "#b_sizes = np.arange(1, max_b_size, step, dtype=float)\n", - "b_sizes = [2**i for i in range(7)]\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "#scores_KFold_inv = np.zeros((len(lrs), k))\n", - "#scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "#scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(b_sizes), k))\n", - "\n", - "\n", - "deg = 5\n", - "# Generate design matrix\n", - "X = designMatrix(x, y, deg, with_intercept=False)\n", - "\n", - "for i, bs in enumerate(b_sizes):\n", - "\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " #inv_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " #bgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " #sgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0.9, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=1, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=bs, tol=1e-5, fit_intercept=True)\n", - " \n", - " \n", - " #inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " #bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " #sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\") \n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " \n", - " j += 1\n", - " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", - "\n", - "#mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "#mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "#mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "\n", - "#m = 100\n", - "#mini_batches = m/b_sizes\n", - "#print(type(mini_batches))\n", - "\n", - "plt.style.use('seaborn')\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.grid(alpha=0.3)\n", - "#plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "#plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(b_sizes, mse_KFold_mbgd, 'o--', label='Mini-batch GD')\n", - "plt.xticks(b_sizes)\n", - "plt.legend()\n", - "plt.xlabel(\"Mini-batch size\")\n", - "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE for Ridge Against Mini-Batch Sizes by Cross-Validation')\n", - "plt.show()\n", - "fig.savefig(fig_path(\"Ridge_MSE_mini_b_momentum.pdf\"), dpi=300)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot of MSE OLS versus model complexity " - ] - }, - { - "cell_type": "code", - "execution_count": 166, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 501 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "maxdeg = 10\n", - "degrees = np.arange(1, maxdeg+1, dtype=int)\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "scores_KFold_inv = np.zeros((maxdeg, k))\n", - "scores_KFold_bgd = np.zeros((maxdeg, k))\n", - "scores_KFold_sgd = np.zeros((maxdeg, k))\n", - "scores_KFold_mbgd = np.zeros((maxdeg, k))\n", - "\n", - "for i, deg in enumerate(degrees):\n", - "\n", - " # Generate design matrix\n", - " X = designMatrix(x, y, deg, with_intercept=False)\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " inv_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " bgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - "\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " \n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " \n", - " j += 1\n", - " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", - "\n", - "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.style.use('seaborn')\n", - "plt.grid(alpha=0.3)\n", - "plt.plot(degrees, mse_KFold_inv, label='Inversion')\n", - "plt.plot(degrees, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(degrees, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(degrees, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.legend()\n", - "plt.xlabel(\"Model Complexity\")\n", - "plt.ylabel(\"MSE\")\n", - "plt.yscale('log')\n", - "plt.title('Test Data MSE by Cross-Validation')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot of MSE Ridge against model complexity" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "maxdeg = 10\n", - "degrees = np.arange(1, maxdeg+1, dtype=int)\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "scores_KFold_inv = np.zeros((maxdeg, k))\n", - "scores_KFold_bgd = np.zeros((maxdeg, k))\n", - "scores_KFold_sgd = np.zeros((maxdeg, k))\n", - "scores_KFold_mbgd = np.zeros((maxdeg, k))\n", - "\n", - "for i, deg in enumerate(degrees):\n", - "\n", - " # Generate design matrix\n", - " X = designMatrix(x, y, deg, with_intercept=False)\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " inv_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " bgd_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0.9,\n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " \n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " \n", - " j += 1\n", - " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", - "\n", - "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.style.use('seaborn')\n", - "plt.grid(alpha=0.3)\n", - "plt.plot(degrees, mse_KFold_inv, label='Inversion')\n", - "plt.plot(degrees, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(degrees, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(degrees, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.legend()\n", - "plt.xlabel(\"Model Complexity\")\n", - "plt.ylabel(\"MSE\")\n", - "plt.yscale('log')\n", - "plt.title('Test Data MSE by Cross-Validation')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Weight Initialization" - ] - }, - { - "cell_type": "code", - "execution_count": 173, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 386, - "width": 492 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.model_selection import KFold\n", - "\n", - "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", - "\n", - "### Create data\n", - "np.random.seed(40)\n", - "\n", - "n = 20 # n x n number of data points\n", - "sigma2 = 0.01 # irreducible error\n", - "sigma = np.sqrt(sigma2)\n", - "\n", - "x = np.linspace(0, 1, n)\n", - "y = np.linspace(0, 1, n)\n", - "noise = np.random.normal(0, sigma, int(n*n))\n", - " \n", - "# Create mesh and unravel\n", - "x, y = np.meshgrid(x, y)\n", - "x = np.ravel(x)\n", - "y = np.ravel(y)\n", - "\n", - "# Observed data\n", - "z = frankeFunction(x, y) + noise\n", - "\n", - "# setup for Cross-validation\n", - "max_lr = 0.01\n", - "step = 0.0005\n", - "lrs = np.arange(0.001, max_lr, step, dtype=float)\n", - "\n", - "# Initialize a KFold instance\n", - "k = 5\n", - "KFold = KFold(n_splits=5, shuffle=False)\n", - "\n", - "# Perform the cross-validation to estimate MSE\n", - "scores_KFold_inv = np.zeros((len(lrs), k))\n", - "scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lrs), k))\n", - "\n", - "deg = 5\n", - "# Generate design matrix\n", - "X = designMatrix(x, y, deg, with_intercept=False)\n", - "\n", - "for i, lr in enumerate(lrs):\n", - "\n", - " j = 0\n", - " for train_inds, test_inds in KFold.split(x):\n", - " X_train = X[train_inds]\n", - " z_train = z[train_inds]\n", - "\n", - " X_test = X[test_inds]\n", - " z_test = z[test_inds]\n", - " \n", - " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", - " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", - " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", - " \n", - " inv_reg = GDRegressor(eta=lr, fit_intercept=True)\n", - " bgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=None, eta0=lr, alpha=0, \n", - " tol=1e-5, fit_intercept=True) # sklearn\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"MBGD\")\n", - " \n", - " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", - " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", - " \n", - " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", - " \n", - " j += 1\n", - " \n", - "\n", - "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", - "\n", - "plt.style.use('seaborn')\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.grid(alpha=0.3)\n", - "plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lrs, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", - "plt.legend()\n", - "plt.xlabel(\"Learning rate\")\n", - "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE for OLS Against Learning Rates by Cross-Validation')\n", - "plt.show()\n", - "fig.savefig(fig_path(\"OLS_MSE_lrs_momentum_epochs_250.pdf\"), dpi=300)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "hide_input": false, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Figures/Algorithms.pdf b/Figures/Algorithms.pdf index 374c8b1..684cd0d 100644 Binary files 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file mode 100644 index 0000000..84ed143 Binary files /dev/null and b/Figures/Ridge_MSE_epochs_various_lr.pdf differ diff --git a/programs/.ipynb_checkpoints/GD_Regression-checkpoint.ipynb b/programs/.ipynb_checkpoints/GD_Regression-checkpoint.ipynb new file mode 100644 index 0000000..887de51 --- /dev/null +++ b/programs/.ipynb_checkpoints/GD_Regression-checkpoint.ipynb @@ -0,0 +1,1260 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## FYS-STK4155 \n", + "## Project 2\n", + "\n", + "### Configure Notebook\n", + "\n", + "# CURRENT\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'\n", + "\n", + "# Some more magic so that the notebook will reload external python modules;\n", + "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "\n", + "import matplotlib.colors\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "from matplotlib import cm\n", + "from matplotlib.ticker import FormatStrFormatter, LinearLocator\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "from sklearn.linear_model import Lasso\n", + "from sklearn.model_selection import train_test_split, KFold\n", + "from sklearn.utils import resample\n", + "from tqdm import tqdm_notebook as tqdm\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.model_selection import cross_validate, GridSearchCV\n", + "\n", + "from mylearn.linear_model import LinearRegression, RidgeRegression, GDRegressor\n", + "#from mylearn.neural_network import NeuralNetwork\n", + "from mylearn.ml_tools import *\n", + "from mylearn.project_tools import fig_path\n", + "from sklearn.linear_model import SGDRegressor\n", + "import seaborn as sns\n", + "\n", + "from imageio import imread\n", + "from numpy.random import normal, uniform\n", + "\n", + "# Set fontsizes in figures\n", + "params = {'axes.labelsize': 'x-large',\n", + " 'axes.titlesize': 'x-large',\n", + " 'xtick.labelsize': 'x-large',\n", + " 'ytick.labelsize': 'x-large',\n", + " 'legend.fontsize': 'large',\n", + " 'legend.handlelength': 2}\n", + "plt.rcParams.update(params)\n", + "plt.rc('text', usetex=False)\n", + "\n", + "import warnings\n", + "# Comment this to turn on warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### SGD for the Algorithms" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "ename": "ValueError", + "evalue": "matmul: Input operand 1 has a mismatch in its core dimension 0, with gufunc signature (n?,k),(k,m?)->(n?,m?) (size 100 is different from 400)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;31m# Matrix inversion\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0minv_reg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGDRegressor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgamma\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlmbda\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.01\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_epochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt0\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfit_intercept\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0minv_reg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Inv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0mypred_inv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minv_reg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mXnew\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Inversion:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minv_reg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintercept_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minv_reg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoef_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/github/fys-stk-project2/mylearn/linear_model.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, weights, method)\u001b[0m\n", + "\u001b[0;32m~/github/fys-stk-project2/mylearn/linear_model.py\u001b[0m in \u001b[0;36m_inversion\u001b[0;34m(self, _X)\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: matmul: Input operand 1 has a mismatch in its core dimension 0, with gufunc signature (n?,k),(k,m?)->(n?,m?) (size 100 is different from 400)" + ] + } + ], + "source": [ + "m = 100\n", + "\n", + "np.random.seed(40)\n", + "\n", + "# Training data\n", + "x = 2 * np.random.rand(m, 1)\n", + "y = 4 + 3 * x + np.random.randn(m, 1)\n", + "#X = np.c_[np.ones((m, 1)), x]\n", + "\n", + "# Test data\n", + "xnew = np.array([[0], [2]])\n", + "Xnew = np.c_[np.ones((2, 1)), xnew]\n", + "\n", + "# Matrix inversion\n", + "inv_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", + "inv_reg.fit(X, y.ravel(), method=\"Inv\")\n", + "ypred_inv = inv_reg.predict(Xnew)\n", + "print(\"Inversion:\", inv_reg.intercept_, inv_reg.coef_)\n", + "\n", + "# Batch GD\n", + "bgd_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", + "bgd_reg.fit(X, y.ravel(), method=\"BGD\")\n", + "ypred_bgd = bgd_reg.predict(Xnew)\n", + "print(\"Batch GD:\", bgd_reg.intercept_, bgd_reg.coef_)\n", + "\n", + "# Stochastic GD\n", + "sgd_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", + "sgd_reg.fit(X, y.ravel(), method=\"SGD\")\n", + "ypred_sgd = sgd_reg.predict(Xnew)\n", + "print(\"Stochastic GD:\", sgd_reg.intercept_, sgd_reg.coef_)\n", + "\n", + "# Mini-Batch GD\n", + "mbgd_reg = GDRegressor(gamma=0, lmbda=0, eta=0.01, n_epochs=100, t0=5, t1=50, batch_size=20, fit_intercept=True)\n", + "mbgd_reg.fit(X, y.ravel(), method=\"MBGD\")\n", + "ypred_mbgd = mbgd_reg.predict(Xnew)\n", + "print(\"Mini-Batch GD:\", mbgd_reg.intercept_, mbgd_reg.coef_)\n", + "\n", + "# SGDRegressor Sklearn\n", + "sgdreg_sk = SGDRegressor(max_iter=100, penalty=None, eta0=0.01, alpha=0)\n", + "sgdreg_sk.fit(X, y.ravel())\n", + "print(\"SGDreg from Sklearn:\", sgdreg_sk.intercept_, sgdreg_sk.coef_)\n", + "ypred_sk = sgdreg_sk.predict(Xnew)\n", + "\n", + "\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.style.use('seaborn')\n", + "plt.plot(x, y, \"o\")\n", + "plt.plot(xnew, ypred_inv, \"-\", label=\"Inversion\")\n", + "plt.plot(xnew, ypred_bgd, \"-\", label=\"BGD\")\n", + "plt.plot(xnew, ypred_sgd, \"-\", label=\"SGD\")\n", + "plt.plot(xnew, ypred_mbgd, \"-\", label=\"Mini-Batch GD\")\n", + "plt.plot(xnew, ypred_sk, \"-\", label=\"Sklearn\")\n", + "plt.xlabel(r'$x$')\n", + "plt.ylabel(r'$y$')\n", + "plt.title(\"Gradient Descent Methods\")\n", + "plt.legend()\n", + "plt.show()\n", + "fig.savefig(fig_path(\"Algorithms.pdf\"), dpi=300)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot of MSE OLS against learning rates with CV\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot of MSE against number of epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 502 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "max_epoch = 600\n", + "step = 25\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "# Perform the cross-validation to estimate MSE\n", + "#scores_KFold_train = np.zeros((maxdeg, k))\n", + "#scores_KFold_test = np.zeros((maxdeg, k))\n", + "\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_bgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd_sklearn = np.zeros((len(epochs), k))\n", + "\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", + "\n", + "eta = 0.005\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "lmbda = 0 # OLS\n", + "\n", + "for i, epoch in enumerate(epochs):\n", + "\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + " \n", + " inv_reg = GDRegressor(gamma=gamma, eta=eta, fit_intercept=True)\n", + " bgd_reg = GDRegressor(gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgd_reg = GDRegressor(gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " mbgd_reg = GDRegressor(gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=None, eta0=eta, alpha=0, \n", + " tol=1e-5, fit_intercept=True) # sklearn\n", + " \n", + " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", + " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", + " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", + " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", + " \n", + " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", + " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", + " \n", + " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", + " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", + " \n", + " j += 1\n", + " \n", + "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", + "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", + "\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", + "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", + "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", + "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", + "\n", + "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(epochs, mse_KFold_inv, label='Inversion')\n", + "plt.plot(epochs, mse_KFold_bgd, label='Batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd, label='Stochastic GD')\n", + "plt.plot(epochs, mse_KFold_mbgd, label='Mini-batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", + "plt.legend()\n", + "plt.xlabel(\"Number of Epochs\")\n", + "plt.ylabel(\"MSE\")\n", + "#plt.yscale('log')\n", + "plt.title('OLS: GD Methods')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"OLS_MSE_epochs.pdf\"), dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot of MSE against epochs - Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Q4T1HRESwZ8+eHGXzzwoPDw+8vb0BOHLkiNUyRqPRfM7UZ9NMh6NHj1qtY+25SUxM5MSJE+Y6Hh4etGjRgtGjRxMSEsKLL74IwJIlS+7jjkREJK8puBcRkX+dt99+2xxYjRkz5p5BbalSpahYsSLJyckEBwenO3/48GGrgbppH/uFCxdabddaW02aNMHW1pZdu3Zx+vTpdOcNBgNvvvkmnTp14ueff86031nx3nvvUbBgQU6cOMGHH35oTnSXkU2bNlmdcZBV0dHRTJ48GYCOHTved6b+Vq1aAalb24WEhFC6dOlM17BD6np1X19f4uLi+PPPP62WmTRpEq+++ipDhw61OG5ae59ZEsKsatKkCYDFFntprV27litXrmBvb0/9+vUBeOaZZ4DU38Hai4dFixalO7ZmzRratm3LW2+9la7ftra2NGjQACDd1ooiIpK/KLgXEZF/HQ8PD95++20gde339OnT71ln0KBBAHz55ZcW26+dPn2aYcOGWa3Tp08fnJ2d+euvv/j2229JTk4GUkdSx48fz65du9LVKVWqFG3btiU5OZn+/fubp68DREVF8fbbb3P27FlcXV3TJdwLCwsjLCzMnCMgK0xLFVxcXFi4cCGvvPIK69evt0iYl5KSwp49exg8eDB9+/YlKSmJAgUKUKRIkSxfx2g0snv3bl599VUuXryIr69vusA5J0xb4s2bN4+IiIh7jtpDaoBuWl9u2jXBxGAw8NNPP5lfyNydcM80Pf7ixYv33XfT87F582Y++eQT4uLizOc2bdrEe++9B0CPHj3M37W/vz/NmjUjLi6OgQMHcvnyZXOd+fPnM2/evHTXadq0KW5uboSFhTFu3DiL61y8eJEZM2YAd142iIhI/qQ19yIi8q/0wgsvsGDBAnbt2sUPP/xA27ZtKV26dIblg4KC6N27N//73/8YMGAApUuXxtXVlRMnTuDp6UmtWrUs9jCH1EB97NixvPvuu0yZMoVffvkFX19fzp07R1RUFP7+/hw6dAg7OzuLeqNHj+bixYvs3r2bDh06ULZsWVxdXTlz5gxxcXE4ODgwdepU87R/E9O2buPHj6dDhw5Z/i4CAwOZP38+Q4cO5cCBA/Tv3x9XV1d8fX2xt7fnn3/+ISoqCkjdB75t27YMHz6cwoULp2vr2rVrFi8djEYjt2/f5uLFi+aXDmXLluX777/Hy8sry33MSLly5Shfvrw5A35WgntI3TLu5MmTzJw5k2HDhjF+/HiKFStGeHi4OVnggAEDzMsWTPz8/AgNDWXYsGE8+eSTDB06lMaNG+e471988QXDhw/nl19+ITg4mHLlynHjxg3++ecfAFq3bp3uJcjHH39M7969OXDgAC1atKBixYrcuHGDS5cu0axZM/MWjCZubm5MmDCBgQMHMnv2bIKDgyldujSJiYmcO3cOg8FA1apV6du3b47uQ0REHg0auRcRkX+t0aNH4+DgQEJCQpYS640YMYKvv/6aunXrEhkZycWLF2nevDl//PEHJUqUsFrnhRdeYM6cOQQGBpKcnMyJEycoVaoUEydOpFevXgDpMva7u7vz888/M3bsWOrUqcP169fNLxHatm3LggULCAgIuP8vII0KFSrw559/MnXqVJ577jkKFy7MuXPnCAsLw9XVlcaNGzN8+HBCQkIYP3681cAeUmclhIaGmv/s3buXM2fO4ObmRmBgIJ988glLly69ryz5dzON3pcsWZKqVatmud7IkSOZMWMGzZs3JyUlhWPHjgHQuHFjvv32WwYPHpyuzrhx46hfvz5Go5GzZ8+at0m8n74vXryYTp06UbBgQY4dO0ZCQgIBAQFMmzaNr776CgcHB4s63t7ezJs3jwEDBuDr68upU6ewtbVl4MCBTJw40ep1WrRowZw5cwgKCsLNzY2TJ09y5coVqlSpwogRI/jtt9+yvCOAiIg8mmyMubFoTERERLJt3rx5jBkzhkaNGuXK+nkRERH599LIvYiIyAPy7rvv8uKLL7Ju3Tqr5zdv3gyQ6Z7sIiIiIlmh4F5EROQBqVChAkeOHGHSpEmEh4ebjycmJvLjjz+ybt06HBwc6NixYx72UkRERB4HmpYvIiLygNy+fZuuXbty/Phx7OzsKFOmDC4uLly4cIGoqCgcHBwYM2aMgnsRERG5bwruRUREHqD4+HiCg4NZsmQJFy5cIDo6Gm9vb5566im6d++erQRwIiIiIhlRcC8iIiIiIiKSz2nNvYiIiIiIiEg+p+BeREREREREJJ9TcC8iIiIiIiKSzym4FxEREREREcnnFNyLiIiIiIiI5HMK7kVERERERETyOfu87sC/2bVr0ea/OzraAZCYmJxX3ZHHiJ4nyS16liQ36XmS3KJnSXKTnifJTXc/T97eHg/t2hq5FxEREREREcnnFNyLiIiIiIiI5HMK7kVERERERETyOQX3IiIiIiIiIvmcgnsRERERERGRfE7BvYiIiIiIiEg+p+BeREREREREJJ9TcC8iIiIiIiKSzym4FxEREREREcnnFNyLiIiIiIiI5HMK7kVERERERETyOQX3IiIiIiIiIvmcgnsRERERERGRfE7BvYiIiIiIiEg+p+BeREREREREJJ9TcC8iIiIiIiKSzym4FxEREREREcnnFNyLiIiIiIhk4NKlizRuXJeBA9/I667kmtDQPTRuXJcpUybldVckF9nndQdERERERETk4SlRwodevfpStWq1vO6K5CIF9yIiIiIiIv8iJUr40KdPv7zuhuQyTcsXERERERERyec0ci8iIiIiIpJFly5dpHPndvTq1Rc/v0rMmjWDsLAwXF1dCQgIpF+/gRQsWBCDwcALL7TC0dGJhQuXY2NjY9HOF1+M488/FzJ9+iwqV64KwPHjx5g5czr79+8jPj6e0qXL0L59B154oaNF/caN69K69fOUKlWaefNmA9CrV19eeulVdu3awdy5swgLO0Vc3G18fUvSsuWzdO3aDQcHByB1zf3gwf3p3Pllhgx5y9zu+fPnmDnzJ3bv3kl0dBRFixajadPmvPZaH9zd3c3lPv30I1auXMaKFev48cdv2LRpAzEx0TzxRDm6d+9J06bPPLDvXzKmkXsREREREZFs2rp1M6NGvU3hwkXo1OklvL29Wbp0MR9+OAoAe3t7mjVrwbVrVzlwYJ9FXYPBwMaN6yhZsrQ5sN++fSv/+U9v/v57D08/HUCnTl0wGlOYOPEzJkwYl+76O3duZ+7cWTz77PM89VRDqlatxv79+xgxYijnzp3lmWda0rFjF+zs7Pjhh2+YOHF8pvdz+PAh+vTpxtq1q/D3r0bHjl3w8irEvHm/0K9fT6KibqWrM3ToAHbs2Ebz5i1o2fJZzpwJ44MP3mX//r05/VrlPmjkXkREREREsiz6diKLNp/hUkRsXnclUyWKuNGhyZO4uzg8kPZPnDjG2LGf0bx5CwAMhjfp1esV/v57F//8E46vb0mCglqzeHEwISGrqVGjlrnunj27uHnzJh06dAEgPj6eTz/9CFdXN6ZPn0WJEj4A9O8/iNGjR7J06SKaNAmkYcPG5jZu3LjOZ599SePGTczH3n//HZKSkvj225/w8fH9/34Z6Nv3Nf76azmDBg2zGIE3SU5O5uOPR5OYmMiECV/RoEEj87nvvpvG3Lmz+OabKYwcOdqinq2tLb/88gcuLi4A1KnzFGPHvs+SJYss7lceDgX3IiIiIiKSZYs2n2HD3n/yuhv3dPzCTQBea+X3QNr38fE1B/aQOlJft259zpw5zYUL5/H1LUn16jXx8fFlw4Z1DBkyHDs7OwDWrVsDQFBQawC2bNnIzZuRvPnmEHNgD6nBc//+A9mwIYTly5daBPdOTk40bPi0RZ9SUowAHDiwzxzc29vbM3HiVJycnK0G9gCHDh0gPPw8rVq1sQjsAfr06cfq1StZs+Yv3nrrXRwdHc3nOnbsYg7sAXN/Llw4n5WvUHKZgnsREREREZFsKlWqTLpjpuA5KSnRfKxly2eZNWsG+/aFUqdOPZKSkti0aQNVqvhTsmQpIHWtfer/HmXGjB/StWtnZ8epUycsjhUtWsz8ssCkbdv2bN68gU8++ZCZM2fQoEEjGjRoRJ069czr7a05efI4ADVr1k53ztHRkUqVqrB58wbOnTtLhQoVM/wOrN2/PDwK7kVEREREJMteDHgCG+DiIz4t36eIGy82efKBte/omHGwbDTe+XurVm2YNWsGISGrqVOnHjt2bCUmJpqgoGfNZWJiogEICVmdYZtRUVEWn52cnNOVadjwaaZO/Z5ff/2FPXt2sWDBbyxY8BuengXo3bsvnTp1tdp2bGzqb+nmZn1kv0gRbwASEuItjt/9HZiS/qW9f3l4FNyL3IfTt86y4sxairp6075cGxztHsyaLhEREZFHhYerI90f0FT3x1Hp0mWoVKkKGzeu46233iUkZA12dnY880yQuYxpavuUKd9Rp069+7perVp1qFWrDnFxcezfv5dt2zazcuVyvvpqIr6+pdJN5QdwdXUDICLimtU2o6NTXyx4eha4r77Jg6Vs+SL3YdaR3zl64wQbw7ey+3JoXndHRERERB5BQUGtuXXrFqGhu9m6dTN169bHy6uQ+Xy5chUAOHbsSLq6UVG3mDJlEqtWrbjndf7441emT/8OSH1h0KBBI4YNG8Fbb40ASJe138Q01f7AgfRZ7lNSUjhwYB8uLq4UL17inn2QvKPgXiSHkpKTiIi7bv58Pjo8D3sjIiIiIo+qli1bYWdnxzffTCUu7jatWrW2ON+kSTPc3NyYO3c258+fszj37bdTmT//V8LDL9zzOrt2bWf27P9x6NBBi+OXL18CoFix4lbrVa9ek5IlS7Fx43q2b99icW7GjB+4evUKzZu3sEimJ48eTcsXyaFYw22Lz5EJ6ff+FBERERHx8ipE3br12blzG87OzgQENLU47+HhwYgRHzBmzHv07v0qTZo0o0iRIuzd+zdHjx6hcuUqvPxy93tep0+ffoSG/s3gwf1p1uwZvL2LcvbsabZu3UzZsk/QqlUbq/VsbW15772PGDZsECNGDOPppwPw8SnJoUMHOHz4IGXLPsGAAUNy46uQB0jBvUgOxSbdFdzH38yjnoiIiIjIo65Vqzbs3LmNgICmFtvHmTRv3oKiRYvyyy8/s2PHNuLj4ylRogQ9e77Oyy93w9XV9Z7XqFy5Kt988yOzZs0gNHQPN29GUqSIN507d6VHjz5Wr2tSrVoNfvppNj//PJ09e3axc+d2ihUrTo8efXj11R5Zur7kLRujUbkM88q1a9Hmvzs6pm5jkZiYnFfdkWw6GRnGV3vvbFXibOfMpMCxedijO/Q8SW7RsyS5Sc+T5BY9S5Kb9DxJbrr7efL29nho19aae5EcunvkPj45njhDXB71RkRERERE/s0U3Ivk0N3BPUBkvNbdi4iIiIjIw6fgXiSH7k6oB3AjPjIPeiIiIiIiIv92Cu5FcsjqyH2CkuqJiIiIiMjDp+BeJIduWwnubyhjvoiIiIiI5AEF9yI5ZH3NvYJ7ERERERF5+BTci+SQtTX3mpYvIiIiIiJ5QcG9SA5p5F5ERERERB4VCu5Fcsh6Qr1bpBhT8qA3IiIiIiLyb6bgXiQHjEaj1YR6KcYUohKj86BHIiIiIiLyb6bgXiQHEpITMRiTrZ7T1HwREREREXnYFNyL5MBtK8n0TLQdnoiIiIiIPGwK7kVywNp6exNlzBcRERERkYfNPq87IJIfZRbca+ReRERE5PEwY8YP/Pzz9HTHXV3d8PX1pUWLVrz00qvY2+c8rEpOTmbx4gW0adMOFxeXHPVv3LiJNGnSNMd9MLlw4TzLly9h585tXL16hbi4eAoXLkytWnV48cVOVK5cNV2dxo3rpjtmb2+Pm5sbTzxRjpYtn6Vt2/bY2mpc+UFTcC+SA3cH97Y2tuYs+VpzLyIiIvJ4CQgIpHz5igCkpKQQGxvD/v17+e67aRw+fIhx477IcdtjxrzPunVrCApqk1vdzZHg4D/4+uvJGAwG/P2rExTUBkdHR86fP8fatatZsWIpvXr1pU+ffunquru707nzy+bPCQkJ3Lhxnd27d/DFF+NYv34tEyZ8haOj48O8pX8dBZ9ol1oAACAASURBVPciOXB3cF/ctSgXYy8DmpYvIiIi8rgJCGhKmzZtLY4ZjUZGjBjGpk3r+fvv3dSpUy9Hbd+4cT03unhfli1bzOTJE/Dx8eXjjz/Hz6+SxfnLly8zYsRQfv55On5+lWncuInFeXd3D6tBf2xsDB999B7bt2/lq6++4J133nug9/Fvp7kRIjlwd0K9kh4+5r9r5F5ERETk8WdjY8Nzz6UG/Pv2heZxb3IuMvIG06ZNxt7ens8/n5wusAcoXrw4Y8eOx87OjrlzZ2W5bTc3d0aP/oTChYuwfPkSwsMv5GbX5S4auRfJgbQj9462DhR1KWL+HJMUS2JyIo52mnYkIiIi8jizs7MDwMHBweK4wWBg4cL5rF27inPnzpCQkEDhwkVo0KARr7/+H7y8vADL9eqtWzejZs3afP31jwDEx8czd+4sQkJWc+XKZQoVKkyDBk/Tu/cb5vomiYkJTJ/+HatWreDGjeuUKOFDp05defHFTve8hzVrVhEbG0uHDp154oknMyxXpkxZOnXqSuHChbP25fw/Dw8P2rZtz8yZP7F+/Vq6d++VrfqSdQruRXIgbXDv5uCGl3NBi/OR8Tcp5lb0YXdLRERERB4So9HIihXLsLOzIyCgqcW5jz4axYYN66hevSbt2nUgMTGBXbt28OefCzl+/Bg//TQbgF69+rJy5TIuX77Eq6/2oEyZskBqYP+f//Tm5MkTVK5chfbtO/LPP+EsWjSf/ftD+f77/+Hq6ma+3pQpkzAaU2jatAW2tjasWbOKSZM+w2Aw0Llz10zvY/PmDQAEBja/5z0PGjQ0619QGjVq1ATg4MH9OaovWaPgXiQH0gb3rg4uFLo7uE+4peBeREREHksxibEsPbOKK7FX87ormSrmVpS2T7bC3cHt3oXvYfPmDVy6dNH8+fbtWPbu/ZvTp8MYOvRtixHvQ4cOsmHDOoKCWjN69Mfm4waDgT59unHs2BHOnz9H6dJl6NOnH3v3/s3ly5fo1q0nHh4eAMyZM5OTJ0/QpcvLDBo0DBsbGwB++eVnfvjhG5YsWUTXrt3MbTs4OPDTT7MpVCh1VP3551+gT5/uLFv25z2D+3/+CQfgySfL3ee3lLEiRVL/XRwREfHAriEK7kVyJO2aezcHN7ycLKdGaTs8EREReVwtPbOKLf/syOtu3NPJm6cBeNmvw323tXnzRjZv3pjuuIeHJ9HR0SQnJ5un6BctWpT33vuI6tVrWpS1t7enWrWahIWdIjIyktKly2R4vbVrV+Hm5ka/fgPNgT1Ax44vER0dzRNPWAbi7dq9aA7sASpWrIS3d1EuXvznnvcWGXnDfC93W7bsT65cuZzueJs2bSlRwifd8YyYsuTfvh2b5TqSfQruRXLAYlq+vQsFnQtYnI+Mj3zYXRIRERGRB2TUqA8tsuXHxcVx7txZZsz4nh9++IYLF84zatSHABQtWozWrZ/HYDBw/Pgxzp8/yz//hHPy5HH27NkFQEpKcobXSkiIJzz8AjVr1sbJycninKurK2++OThdnZIlS6U75ulZgKtXr9zz3jw9Pbl+/TrR0VF4eRWyOLd8+RKrU+lr1aqTreDeFNS7uLhkuY5kn4J7kRywXHPvioOtPR6O7kQnxgBwQ9vhiYiIyGOq7ROtsMGGy7H3DhzzUnG3Yjz/ZNADadvFxYVKlSozbtxEunR5gRUrltKtWw9Kly4LwOLFwcyc+RMREdeA1K3iqlatRpkyT3DkyCGMRmOGbUdFRQFYrKm/F0dHp3sXykCJEr5cv36d8PAL6YL7776bYfF5ypRJzJ//a7avcenSJQB8fHxz3E+5NwX3ItmUYky5a829KwCFnLzMwb22wxMREZHHlbujG139XszrbjwSHBwc8Pevzvr1azl16hSlS5dl3bq1TJw4nnLlKvDWWyOoWLESxYoVB2DixPEcOXIo0zZdXFL/bZnRFPa4uLhcHQFv3LgJhw4dYOPG9VSrViPX2k1r//69APj7P5j2JZX2uRfJpnhDAkbuvG11+//gPm3G/EiN3IuIiIj8K0RHp460u7u7A7BmzV8AfPjhJwQENDUH9gBnz55JVz/tmnpTO0WLFuPUqRMkJSVZnEtKSqJduyCGDh2Qa/1/9tnncHFxZfHiBZw/fy7TskZjSrbbj42NYdWqFdjZ2dG8eYucdlOyQMG9SDalTaYHqQn1AIuM+ZHxNzOdbiUiIiIi+d/hw4fYu/dvPDw8zdu9mZLHmRLVmaxcuYx9+0KB1Mz5Jvb29v9/7E4g36pVG2JiYvj55+kWbcyf/ytxcXHUrftUrt1DkSLeDBv2DvHx8fz3v2+yd+/f6cokJMQzb95slixZDICtbdbCyPj4eD755CNu3oykffuOFi86JPdpWr5INqWdkg+pCfUAvJzuJNVLSjEQkxSLh6P7Q+2biIiIiOS+u7fCS0lJ4cyZ02zbtpmUlBSGDHkLJydnIDUwDwlZzahRw2nRohVubm4cOXKYfftC8fIqRGTkDW7dujPL09s7dZu48ePHUq9eAzp37kr37r3Ytm0Ls2f/j337QqlSxZ/z58+ybdsWKleuQpcur+Tq/bVu/Tw2NjZMmvQZgwb1o0KFilStWg03N3cuXbrIrl3biYmJwcPDk8GDh1KjRi2L+jEx0cyY8YP5c1JSEteuXWHXrp1ERt7gqacaMGDAf3O1z5KegnuRbEoX3P//yL2Xs+V2eJHxNxXci4iIiDwG7t4Kz97eHi+vQjz9dACdOnWlVq065nONGjVmzJhxzJ07i9WrV+Lk5IyPjy/Dho3A378avXt3Y8eOrbRs+SwAr73Wm7Nnz7B7907Onz9P585dcXV15dtvpzNr1gzWrw9h/vxfKVjQi44du9C375s4ODjk+j0+++xz1K37FCtWLGXz5o1s3LiemJhoPD0L4O9fnUaNAnj22edwdXVNV/fuWQZ2dnZ4ehagfPkKtGz5LM8++1yWR/sl52yMmjucZ65dizb/3dExdV/MxMSMt8WQR8Puy3uZeeROltAP6r9FcbdinIu6wIQ908zH+1Z7jZre/nnRRT1Pkmv0LElu0vMkuUXPkuQmPU+Sm+5+nry9PR7atfPlyL3BYGDOnDn88ccfhIeH4+3tTYcOHXjjjTey9Bbr5MmTTJkyhX379hEbG0ulSpXo1asXQUHpt8oYPnw4S5cutdpO3759GT58+H3fj+QvGY/cF7Q4roz5IiIiIiLysOTL4H7s2LH8/vvv1KlTh+bNmxMaGsrUqVM5fvw4U6dOzbTusWPH6Nq1K0ajkTZt2uDu7k5ISAiDBg3i7bff5vXXX7cof/z4cYoUKULXrl3TtVWnTp10x+TxF3tXQj3X/19z7+7ghr2NHQZj6ls6BfciIiIiIvKw5LvgPjQ0lN9//51WrVoxZcoUbGxsMBqNvPvuuyxevJj169fTrFmzDOt/9NFHGAwGfvvtN/z9U6dM//e//+XFF19k6tSpdOzYES+v1LXTSUlJnDlzhqZNmzJo0KCHcn/y6Es7cu9s54ydberUG1sbWwo6FyQi7joAN7QdnoiIiIiIPCT5LqvB3LlzARg4cKB5T0gbGxuGDRuGjY0N8+fPz7BuTEwMt2/fpmnTpubAHsDNzY1mzZqRkJDA0aNHzcfDwsJISkrCz8/vAd2N5Ee30wT3pj3uTQo5WW6HJyIiIiIi8jDku5H7PXv24OXlRcWKFS2OFytWjLJly7J79+4M67q7u7NkyRKr506fPg1A4cKFzceOHz8OoOBeLMRaBPcuFue8nBXci4iIiIjIw5evRu4TExO5fPkypUuXtnre19eXqKgobty4kaX2kpOTOXfuHJ988gmbNm2iWbNmFoG8Kbg/e/YsXbt2pVatWjRs2JCRI0dy5cqV+78hyZfSrrk3JdMzKZQmuI9KjMaQYnho/RIRERERkX+vfDVyf/Nm6kioh4f17QRMx6OjoylUqNA92+vevTt///03ALVr1+bLL7+0OG8K7r/55htatmxJzZo12b9/PwsXLmTr1q388ccfFC9ePMf3I/lT2pF7UzI9E6800/KNGLmZEEURl3s/iyIiIiIiIvcjXwX3BkPqKKijo6PV86bjCQkJWWqvVq1a1KhRg7179xIaGkqPHj2YPn06BQumBmjOzs6ULVuWr7/+mgoVKpjrfffdd3z11Vd88sknfP311zm+H9MeiAD29naZlJRHSdo1957O7ha/o7e7ZSAfnRyFj6P3Q+ubiZ4nyS16liQ36XmS3KJnSXKTnifJTXn5POWr4N7Z2RlIzWJvTWJiIgAuLi5Wz9/t7bffNv99woQJzJgxgylTpvDhhx8CqSP21vTr148FCxawfv16YmNjcXNzs1pOHj8pxhRuG+LMn+9OqFfYxcvi8424yIfSLxERERER+XfLV8G9u7s7tra2xMTEWD0fHR0NZDxtPzP//e9/mTdvHiEhIebgPiO2trZUqlSJ8PBwLl++TLly5bJ9PYDExOQsHZNHR0xirMVnZ1sXi9/Mzdby2bsWG5mnv6meJ8ktepYkN+l5ktyiZ0lyk54nyU158Tzlq4R6jo6O+Pj4EB4ebvV8eHg4Xl5e5mn1d7t58ybr1q3j2LFjVtv29vYmMjJ1pDUuLo59+/ZZLQsQHx8PgJOTU05uRfKptMn0IP3IvbO9k8U6/Mh4jdyLiIiIiMiDl6+Ce4A6depw7do1zpw5Y3H8ypUrnDt3jpo1a2ZYNywsjP/85z9Wp9tHR0dz8eJFcyb+iIgIXnrpJYup+yZxcXEcOXKEQoUK4evre593JPlJ2mR6kD6hHlhuh3cjQdvhiYiIiIjIg5fvgvv27dsDMHnyZFJSUgAwGo18+eWXGI1GXnrppQzr1qxZEx8fH0JCQtizZ4/5uMFgYMyYMRgMBjp27AhAqVKlqFq1KidOnGDJkiXmskajkUmTJnHjxg1efvllbGxsHsRtyiPqdtLdI/fp8y0U0l73IiIiIiLykOWrNfcAjRo1ok2bNqxYsYKXXnqJ+vXrs3fvXvbs2UOrVq1o2rSpuey0adMAGDRoEAB2dnZ8+umnvPHGG/Ts2ZPWrVvj5eXFtm3bOHnyJE2bNuW1114z1x87dizdu3fnnXfeYfXq1fj6+rJnzx4OHTpEvXr16N+//0O9d8l7d4/cuzlYGbl3upNULzL+1gPvk4iIiIg8WFu2bGTJkkUcOXKY2NgYPD09qVy5Ks8//wKNGwemKx8REcHOndt47rl2D7RfAwe+wb59oaxcuT5Hecdyg7V77dSpLTEx0fz114Zcv97Jk8dZtuxPQkP3cO3aVQwGA97eRalT5ym6dOlK6dJlLcpfunSRzp3T/w4ODg54eHhSvnxFnnuuHc880zLX+/qw5bvgHlIz25cvX55FixYxa9YsfHx8GDx4MH379rUYSTdtU2cK7iH15cBvv/3G119/zfr160lISKBs2bKMHDmS7t27Y2d3Z+sCf39/FixYwNSpU9mxYwcbNmzA19fXfK2MtuSTx1dskmVCvXuN3McnxxNniMPFyvR9EREREXn0TZ48geDgPyhRwoeAgEAKFCjItWtX2b59K1u2bKJt2xcZMeI9c/nIyBu88kpH6tSp+8CD+7yW0b126fIyCQmJuXqtlJQUfvrpe3755WdsbW2pXbsuTz3VADs7O06dOsXSpYtYunQRw4ePpG3b9unqFy9egtatnzd/jo+P5+rVy+zcuYNdu7azffsW3nvvo3w9MztfBvcODg4MGDCAAQMGZFru+PHjVo/7+/vz/fffZ+la5cqVY8qUKdnuozyeYtNsg2eDDS72zunKeDkVsPh8I/4mvu4K7kVERETym9DQPQQH/0HTps356KNx2NvfCZ9iYmIYPLgfS5cuolGjpwkIaAqkBo23b8dm0OLjJaN77dLllVy/1owZPzB79v/w86vMmDHjKFmylMX506dPMXz4ECZOHE+lSpWpUMHP4nzx4iXo06dfunavX49gxIhh/PXXcsqUKUv37r1yve8PS75bcy+Sl9JOy3e1d8HWJv3/hbycLfe617p7ERERkfxp27YtAHTo0MUisIfUbbr790+dIbxx4/qH3rd/k9Onw5gzZybu7h5MnDglXWAP8OST5Rk5cjTJycn8+uucLLdduHARPv74M5ycnJg7d5Z5e/X8KF+O3IvklbQJ9e7eBs8k7bR8SB25FxEREZH8x2AwAKmjwrVr1013vkaNmowd+xmlSqUGmytWLGXcuDEAbN68kcaN6zJq1Ie0adMWgKNHDzN79v/Yv38f8fFx+Pj4EhTUmq5du6Vb8nvp0kVmzZrBzp3biYq6RYkSvjz3XDs6d+6a7kXDtWtX+eqrL9ixYysJCQlUqODH66/3p06dehblLl++xJw5M9m1awcREdews7OjVKkytGvXnvbtO1mUXbPmLxYu/IMzZ86QnGygTJkneO65drRv3xEbG5tM79Xamvvk5GTmz/+VlSuX888/F/D0LECtWrXp06c/Pj6Z70C2bNlikpOTee213nh5FcqwXL169Wnd+nlq1KiVaXt3K1HCh6ZNn2HVqhXs2LGVli2fzVb9R4VG7kWywWLkPoPg3tPRw2JEP1Lb4YmIiIjkS/Xq1Qfgm2+mMHnyBA4dOkBycrL5vJOTM82btzBPAa9QoSKdO78MQOnSZejVqy8VKlQEYNOmDfTv35udO7dTr95TvPBCR2xtbfnxx28ZOnQAiYl31qifPn2KPn26s3z5EipU8KNDhy44OzvzzTdf8dlnH6fr55Ah/+H48aO0adOOgICmHDlyiGHDBnL8+DFzmUuXLvL6691ZuXIZ/v7V6dLlFZo0aca5c2eYOPEzgoN/N5cNCVnNmDHvExl5kzZtnqdduw5ER0cxadJnzJo14573ejej0cg77wzl66+/Ijk5meefb0+NGrVYu3Y1b775OteuXc30d9i8eSMAgYHNMi0H8N57H/H88y/cs9zdTC8EDh7cn+26jwqN3ItkQ6zh3iP3drZ2FHD0NAf1mpYvIiIij5Pk6GgiFi8k8dLFvO5KphxL+FDkxY7YubvnuI2nnw6gfftOLF68gODgPwgO/gM3NzeqV69JvXr1adr0GYoWLWYuX6GCH126eDB//q+UKVPWvMY7NjaG8ePH4uzszNSpP+DnVwlInRkwbtwYVq9eybx5s+nZ83UAJk36nOjoKD755HMCA5sDqQHyW28N5q+/ltO588vmNgAqVarM+PGTzCP6lStXYerUL1m5cpm53Jw5M7l58yaTJ39jfmkB0LFjF954oydr1qyiY8fUbcXnzfsFFxcX/ve/X3B1TU0g3bt3X155pRMLFvxOjx59MrxXa5YvX8LOndto1qwFo0d/jIODAwCNGjVmzJj3mTt3Fv/979tW6xoMBq5cuYyTkxO+viWz+tNlm7e3N5C6Bj+/UnAvkg2Wa+6tB/cAXs4FzcG9puWLiIjI4yRi8UJu5YM15nEnUpNrF+ve477aGT78XRo1akxw8B/8/fcuYmNj2b59K9u3b+Xbb6fStWs33njjTWxtM54UvXnzRqKjo+jZ83WLoNze3p5Bg4axceM6li37k549X+fq1Svs37+XevXqmwN7ABsbG/r1G0DVqv7m4NikW7eeFlP1n366CVOnfsnFi/+YjwUFtaFy5aoWgT1AlSr+ODk5ERl5w3zMaEwhISGB48ePUatWHQDc3NyZPn0WHh6e2c4ov3btKgAGDx5m0fcWLVpx+nQY5ctbH/EHuHnzJikpKXh4eFo9/9tvc4iNtZ7ULzvbAzo4pC6LsNZWfqHgXiQb0m6F557ByD2krrs//f9b3GtavoiIiEj+1qhRYxo1aszt27fZvz+UPXt2s3XrJsLDLzBnzkxSUlJ4883BGdY/efIEgNW14F5eXpQuXYaTJ08QExNDWNhJAPz9q6cr6+dXyeLlgMndCeY8PVN3b4qLuzMwVaNGTWrUqElU1C1OnjxBePgFzp8/x5EjB0lMTCQlJcVctl27DkycOJ5Bg/pRrlwFGjRoRMOGT1O9es1MX2Jk5NSpkxQrVhxv76IWx00vLDLj6Zka1EdHR1k9//vv86xO62/Tpm22gvvbt1O/KxeXjP+N/6hTcC+SRYYUAwnJd9ZCuTpkvL2dl9OdpHo3E26RYkyxmllfREREJL8p0r4D2NiQmGZU+FHk6OOb2tdc5OrqSsOGjWnYsDEDB/6XZcv+ZMKETwkO/p3evd/A2Tn9NsmAebs49wyWCBQp4s3JkyeIj483Z2s3TYfPCkdHJ6vHjUaj+e9RUVFMm/Yla9b8hcFgwMbGhuLFfahTpy7Hjx+3KNu+fUe8vAqxYMFvHDiwj7Cwk8ydOwtv76IMHDiUZ55pmeW+QWpgXqhQ2WzVuXNvjhQuXITr1yOIiLhGkSLeFucXLVph8XnkyLfMa/Sz4/Ll1GUm90ru9yhTcC+SRbFJcRaf3Rwy/g9u2oz5KcYUohKjKehU4IH1TURERORhsfPwoFi31/K6Gw9cbGwMffp0p3TpMkyY8FW68zY2NrRt257169eya9cOrl69QunSZay25eqaOhocEXHN6nlTQO/p6YmLS+oAkrX941NSUkhKSsTJyfpLhMx8/PEHbN++lfbtO9KqVRvKlStvfoGwevVf6coHBjYjMLAZ0dHRhIbuYevWTaxZ8xdjxrzHE088wZNPls/ytV1cXM0j43eLi4sz33NGAgICWbw4mI0b15nzAuS2/fv3AlCtWvoZE/mFhhJFsui2wfI/SBkl1IPUNfdpad29iIiISP7i5uZOTEwMe/bs4saN65mWtbW1pXDhwgBW16Ob1pTv378v3bnY2BhOnjxOyZKlcHR0NAfNR48eTlf20KEDtGgRYM5Yn1XR0dFs376VSpWqMHz4SKpVq2EO7C9dukhiYoJ55D4pKYlZs2bw++9zAfDw8CAwsBmjRn1Ijx59SElJ4eDBAxneqzXlypXnypXLVpPV9er1Cl27Zj7Dol27F7Gzs2P27P9x82bm/65Ou7wgqy5fvsy2bVtwd/egYcOns13/UaHgXiSL0ibTA3DLLKGek2VwHxkf+UD6JCIiIiIPTseOXUhMTOT990cQEZE+MN2yZSN79uyiSZOmuLmlTrk3JbZLSkoyl2vSpCnu7u4sWjTfYns6g8HAlCmTSEhI4NlnnwPA17ck/v7V2bVrBzt3bjeXTUlJYe7cWRiNxnRJ8e7FwcEBW1tboqOjLPqVkBDP5MkTzH0xlV2zZhU//fQD//wTbtHOpf/fIaF48RIZ3qs1QUGtMRqNfPfdNIutBNetW0t4+AXq1n0q0/oVK1aiZ8/XuX79OoMGvUFY2Kl0ZaKjo/nuu2ls374VAJssLom9desmH300iqSkJHr06JOjWRGPCk3LF8midMH9PRLqpaWRexEREZH857XXehMWdooNG0Lo2rU9Tz3VkFKlSmMwGDhy5BAHD+6nTJmyvPXWSHOdAgUK4ujoSGjo30yb9iVNmjSnRo2ajBw5mtGjR/Kf//QmIKAphQoVJjR0N2Fhp6hRoxavvnonq//bb49iwIC+vPPOfwkICKR4cR9CQ3dz4sRxOnd+mSpV/LN1H87OzjRp0owNG0Lo27cHTz1Vn9u349i2bTPXr0fg4eFJTEw0KSkp2Nra0r//AEaOHE6fPt1o1qwFHh6eHD9+lL//3k3NmrXNLxcyute7Pf/8C2zcuI6//lpOWNhJateuy7Vr19i4cR0lSvjwxhtv3vMeevZ8HScnJ3788Vt69OhKtWo1qFjRDycnJy5cOM+uXTtISEjA27soQ4a8RfHixS3qX758iRkzfjB/TkhI4PLlS+zcuY3Y2Fhat36erl1fzdb3+qix++ijjz7K6078W92+fSc5m51d6pul5GRjRsUlj52+dY6DEUfMn4PKNMswqZ69rT0hFzaRbEx9M1nMrShVC6fPbPqg6HmS3KJnSXKTnifJLXqWJDdl9jzZ2trSvHlLypWrQEJCPMeOHSE0dA9hYSdwc3OnU6eujBo1Gnd3jzTt2VG4cGEOHz7E/v178fb2platOpQt+wRPPdWQa9euEhq6h6NHD+HpWYCXX+7O8OHvWmwRV6hQIQIDmxMZGUlo6B727QvFxcWV117rTa9efc3T4VesWMrly5fo1q0nTk53kuolJiYyd+4sihcvQZs2bQGoX78hiYkJnDx5gr//3sONGzfw86vEe+99iK2tLQcO7KNGjVr4+PhSunRZqlWrzsWLFzlwYB/79oViY2NDx45dGD58pLmvGd3rH3/8SmJiIt269bT4Hh0dHTl+/Bi7d+/k+vVrBAY258MPP6FQoUL3/J1sbGyoVq0GLVq0wsXFlXPnznDw4H4OHNhHbGwsNWvWpnv3XowY8T7lyt3JBxATE838+b8SExPDvn2h5j9Hjx7m1q1bVKtWnf79B9G9e89sb/Fnzd3Pk5ub9WSHD4KNMW1aRHmorl2LNv/d0dEOgMTE5IyKSx5bc24Di8PuZOOc2GQsLvYZT9v5eOckLsdeAaB6kar0q35/e6xmh54nyS16liQ36XmS3KJnSXKTnifJTXc/T97eWd+O735pzb1IFt023MmWb2tji7Nd5m/hvNJkx9eaexEREREReZAU3ItkUWzSne1I3Oxd7zltJ+26+xsJWnMvIiIiIiIPjoJ7kSxKu899Zsn0TLycvNLUvU1icmImpUVERERERHJOwb1IFqUduXfNQnB/d8b8SGXMFxERERGRB0TBvUgWpV1zn6WRe+cCFp81NV9ERERERB4UBfciWZR2n3s3++xNyweN3IuIiIiIyIOj4F4kiywS6mVh5L7g3SP3Cu5FREREROQBUXAvkgWJyUkkpRjMn7Oy5t7B1h5Pxzv7WkZqWr6IiIiIiDwgCu5FsiDtqD1kbeQewCtNUj1NyxcRERERkQdFwb1IFqRNpgfZCO6dFNyLiIiIiMiDp+BeJAvSjdxnIaEeWG6HdyPhJkajMVf7Fkxn6wAAIABJREFUJSIiIiIiAgruRbIkNimHI/dpgntDioGYu14SiIiIiIiI5AYF9yJZkNM194XSTMsHTc0XEREREZEHQ8G9SBak3eMecjZyD6lT80VEREQkf5gx4wcaN65L48Z1mTnzp0zLfvXVF+ayly5dNB9v3LguPXu+kqPrr1ixlMaN6/LHH/NytWx2JScnExz8O3FxcfcufBfTd7hp04Zc6cuFC+f5/vuv6dXrFZ577hmaN3+azp3bMW7cGI4ePWy1jul3SfunadMGPPfcMwwc+AZ//rmQlJSUXOlfXrLP6w6I5AexhjvBvb2tPQ62Dlmqd3dwr5F7ERERkfxp06b19Oz5utVzRqORjRvXWz3Xq1dfChcunKNrVqhQkV69+lKlSrUc1c8tY8a8z7p1awgKapOn/QgO/oOvv56MwWDA3786QUFtcHR05Pz5c6xdu5oVK5bSq1df+vTpl66uu7s7nTu/bP6ckJDAjRvX2b17B198MY7169cyYcJXODo6PsxbylUK7kWyIO3IvZv9/7F35+FN1Wn7wO/sabolZS+LIAo4IIsoyCabCqIyCCKgggKCyqYiIzCMG6PiMCoC4ga+oggqyIAL4IaAICIUkFU2ZbFggZJ0Sdrs5/2jNjknSZekaZMT7891/a63J8lJTuAwP+8+z/f5GqBQKCp1XoomGWqlGm6vGwBgtluq5fqIiIiIqPrUqlULx44dxR9/nEODBplBzx88uB8XL15AUpIBxcXSjs9QQbOyrryyJa68smXE50eL2Xwp1peAL75Yi3nz5iIzsyH+/e//oGXLVpLnc3JyMH36Y3j33cVo2fIqdO9+g+T5lJTUkH8XNpsVzzwzCz/++ANeffW/eOKJWdX6PaoT2/KJKqFINFCvsi35AKBUKGHSpfuOLY78qF4XEREREVW/Hj16ASip3oeyefNGpKSkoF279jV4VX8dFosZCxfOg1qtxn/+My8o2ANA/fr1MXv2HKhUKixf/l6l3zs5OQVPPfUcatWqjXXrPkN29u/RvPQaxXBPVAnigXrhhHsAMOlNvp/Zlk9EREQkP9dccx1SU9PKbL3fsmUTunW7ARpN8NLNwDX3pWvQT58+hbfeWoTBg29F795dcO+9d2Ht2k8k50ayjt7r9WLp0iUYPPhW9OnTDePGjcKmTd8Gvc7tdmPlyg8xfvz96NevJ3r1uh5DhtyG//73BVgs/m7T7t2vxc8/7wEA3HJLb0yaNN73nN1uxzvvvIW77x6Cvn1L1r6//PJ/JOeXcjodWLz4Ddx55+3o06cr7rnnTqxZ80nQ60L55puvYLPZMHDgHWjW7PIyX3fZZU1x553D0aNHz0q9b6nU1FTcfvsgeDyekH9WcsG2fKJKsLkjq9wDkFbu2ZZPREREJDtqtRrduvXA119vgNl8CRkZ/jX0hw8fRE7OH3j00X9g3bpPK/2es2c/ifPn/0DPnn2gUqnw9dcb8NJLLyIpyYB+/SJf2/7hh8tgtVpx8823QKlUYvPmjXjyyRmYNm0GBg260/e6Z575JzZv/g5t27bHwIGD4XQ6sHPnDnz66f9w9OgRLFnyPoCSmQEbNnyBnJw/cM899+Gyy5oCKAn2Dz88BsePH8NVV/0NgwYNwdmz2VizZhX27duDN9/8PxgMyb7Pmz//ZQiCF7163QilUoFvvvkKL7/8ItxuN4YOHV7ud9q6dTMAoGfPPhV+/8mTHwvzT6xEadfFgQP7Ijo/HjDcE1WCuHJvUIcX7jNEQ/XynYVwed3QKPlPj4iIiOSpuMiJnVtPIS/XVvGLY8hYOxmdb2gGfVLlBiFXpFevPvjyy3XYunUL/v73wb7HN2/eiOTkZHTqdH1Y4b6gIB/Llq2CyVTS5XnTTf3x8MNj8dlna6oU7vPy8vDWW0vRqtVVAIB7770fDz00GosWzUffvv2QmpqKgwcPYPPm73Dzzbfgqaf+7TvX7XZj7Nh7ceTIYZw5cxpNmlyGsWMfxN69u5GT8wfuvfd+pKamAgA++GApjh8/hrvuGoHJk6f6ZlItW/Yu3nprET77bA2GD7/X994ajQZLlrzv+8XIbbf9HWPHjsQXX3xaYbg/ezYbAHD55c0j/nOpSO3adQEAubm51fYZ1Y0Jg6gCgiBIB+qF3ZYvnZif78hH7aTIJqYSERERxdrOradweO+5il8YY+d+L5l11LNfi6i833XXXY+kJAO2bNkUEO6/Q/fuN4Q9Zf3WWwf6gj0AXH11O6SkpOL3389U6Tr79RvgC/YA0KBBJu68cwTeeus1bN26GQMG3I66deti1qxn0LatdEaAWq3G1Ve3x6+/noDFYkGTJpeV+TnffvsVkpOT8eCDkyTDpocMGYbCwkI0ayYN4gMH3iHpeGjRohXq1KmLc+fOVvidLBYzACA1NS3ouS+++BTnz+cEPT5gwO0hhx+WpfTvr6govn9pVR6Ge6IKODwOeAX/vpfhhvsMnUlybLHnMdwTERERyYxOp0PXrt2wZcsmWK1WpKSk4OjRIzh37iymTJka9vs1btwk6LHk5GTYbFULl1df3S7osb/9rTUA4MSJYwCAunXr4ZZbboPb7cbRo0dw5swpnD2bjePHjyIraycAwOv1lPkZDocd2dm/o337a6DT6STPGQwGTJgwJeicRo0aBz2WlpaOCxfOV/id0tLScOnSJRQWFsBkypA8t27dZyFb6Tt06BhWuC8N9UlJSZU+J94w3BNVQFy1ByKp3KdLjs0cqkdEREQy1qlHUygAWOK8Ld9UOxmdbmgW1ffs2bMvNm78Btu3b8XNN9+CzZs3wmBIRqdOXcJ+L40muNJfUgEXyjzn++834/jxo5LHGjTIxIABt/uOA8MvUBK4AaC42D9Hau3a1Vi6dAlycy8CKNkqrnXrq3HZZc1w+PBBCELZ11FQUPDn+yaX+ZpAWq2u4heVoUGDhrh06RKys38P+n5vvPGO5Hj+/JexatWHYX/GH3/8AQDIzGwY8XXGGsM9UQVs7qqFe6NO2pZvcTDcExERkXwlGbS4IUqt7nLTpUs36HQ6bNnynS/cd+vWI+yW/Eht3boZGzZ8IXmsfftrJOHeai0MOq80wJe2tX/33bd46aU5aN78Sjz++HS0aNEK9erVBwC89NIcHD58sNzrSEoq+e/hslrYi4uLo1oB7979Bhw8uB9btmwK2ZkQDfv27QUAtGlTPe9fE7gVHlEFAiv34Q7U06t1SBadw8o9ERERkTwlJSWhU6cu+OmnH/HLL4fw++9n0Lv3jTX2+bNmPYNt27Ik/++1196WvObIkcNB5x08eAAA0LJlyVr8b775EgDw9NPPoUePXr5gDwCnTp0MOl+8ph4AUlJSULduPZw4cQwul0vynMvlwsCBN+OxxyZG8A1D69//ViQlGbB27Sc4c+Z0ua8VRMtpK8tms+Krr9ZDpVKhT5+a+/uMNoZ7ogoUVbEtH5AO1eNe90RERETy1atXH9jtdrz66ktISjKgc+fwW/Kr05dfrkN29u++49OnT2HNmk9gNBrRvXsPAP7hcaWD6kpt2PCFb097t9vte1ytVv/5mD/I9+s3AFarFe++u1jyHqtWfYji4mJce22nqH2n2rXrYOrUJ2C32/HooxOwd+/uoNc4HHasWPE+PvtsLQBAqaxc1LXb7XjuuWeQl2fBoEFDJL/okBu25RNVoKpr7oGScJ9tLZkqy7Z8IiIiIvnq1u0GaDQaHDp0ADfe2C9ooFysGY0mjBt3H266qR8cDgc2b94Ih8OOp59+DjqdHkBJMN+48Wv885/TcOON/ZCcnIzDhw/h55/3wGTKgMViRn6+/79Z69Qp2SZuzpzZuO666zF06HCMHDka27dvw/vv/x9+/nkP/va3Njhz5hS2b9+Gq676G+666+6ofq9bbrkNCoUCL7/8IiZPfhBXXtkCrVtfjeTkFPzxxzns3PkjrFYrUlPTMGXKY2jXroPkfKu1EO+885bv2OVy4eLF89i58ydYLGZ06nQ9Jk58NKrXXNMY7okqENSWH0m4F627N9stEAQhqL2JiIiIiOJfSkoKOna8Djt2bEfv3n1jfTlBxo2bgGPHjmD9+s9RVGTDVVe1xrhxE9CunX/bu65du+PZZ1/A8uXv4euvN0Cn0yMzsyGmTp2ONm2uxpgx92LHjh9w0039AQCjRo3BqVMnsWvXTzhz5gyGDh0Og8GA119fjPfeewebNm3EqlUfwmg0YciQuzBu3ARoNJqof7f+/W/Ftdd2wvr1n2Pr1i1/7lxQiLS0dLRp0xZdu/ZA//63+gYIigV2GahUKqSlpeOKK67ETTf1R//+t1a62h+vFEJ5YxCpWl286B92odWqAABOZ9lbTlBsfHL8M2z6fRsAQKvSYl7P58J+j29Ob8baX9f7jv/b41kYNNW3zQbvJ4oW3ksUTbyfKFp4L1E08X6iaAq8n+rUSa2xz5b3ryaIaoC4cp8c5jC9UuI19wBb84mIiIiIKLoY7okqIB6olxJBSz4AZASGew7VIyIiIiKiKGK4J6qAuHIfyXp7QLrmHuB2eEREREREFF0M90QVsLlFbfkRhvs0bSqUCv8/N7blExERERFRNDHcE1UgGpV7lVKFdG2a79hst1T5uoiIiIiIiEox3BOVwyt4UeQq9h2nRDhQD5Cuu+eaeyIiIiIiiiaGe6Jy2N12CPDvFhlp5R6QTsy3OPKrdF1ERERERERiDPdE5bCKWvKByNfcA9KhenmOfHgFb8TvRUREREREJMZwT1SOInf0wr24Ld8reJHvKIj4vYiIiIiIiMQY7onKYYtm5T5wr3tOzCciIiIioihhuCcqR1C4r9JAPZPkmEP1iIiIiIgoWhjuicoRGO6rNFBPly45NjPcExERERFRlDDcE5UjKNyrkyJ+ryR1EnQqre+YbflERERERBQt6lhfAFE8Ew/US1LroVKqIn4vhUIBk96EHNt5AKzcExEREcnFtm1b8Nlna3D48CHYbFakpaXhqqta47bb/o7u3XtKXrt+/ed44YVnMWXKVNx1191lvmdlXycXf/xxDitWLMPOnT/i4sUL0Gq1aNSoCXr06ImhQ0fAYCi7A3bfvr1Yt+4zHDp0ABcuXAAANGjQANdf3xVDh45AnTp1Ja/fsycLU6Y8FPQ+Wq0W6elGtGr1N9xxx53o1On66H7JOMdwT1QOceW+KuvtS2XojL5wzzX3RERERPFv3ry5WL16JRo0yESPHj2Rnm7ExYsX8OOPP2Dbtu9x++13YPr0WbG+zJjat28vHn98MrxeL7p27YGePXujqKgYhw8fwOLFb+CLLz7FokWLUbduPcl5DocDr7zyH6xb9xl0Oh2uvbYTunXrAY/HiyNHDmPFimX43/9W4d//fhFdunQP+twrrmiBHj38v1wpKirCuXNnsXPnj9i6dTPuu28sxo17uNq/f7xguCcqhyTca5Kr/H7iiflsyyciIiKKb3v2ZGH16pXo1asPnnnmBajV/vhktVoxZcqD+PzzNejatRt69OgVuwuNIa/Xi+effwZarQ5vv70UjRo1ljy/dOkSLFnyJubN+y/mzHlJ8tzcuc/hq682oHPnrvjnP59CrVq1Jc/v3bsbM2c+jqefnoUVKz5B7dp1JM9feWULjB37YNA1/f77GUydOhnvvfcOmjZthptu6h+lbxvfuOaeqBzicG/QRL7evpRJ5w/3NlcRHB5nld+TiIiIiKrH9u3bAACDB98lCfYAkJKSgocemgwA2LJlU41fW7w4deo3nDt3Ft269QgK9gBw331jUadOXWzfvhVut9v3+E8//YivvtqAzMyGeOGF/wYFewDo0KEjJk58FEVFNvzvf6sqfU2NGzfBM888D4VCgcWL34DH44nsy8kMK/dE5SiSVO6j0JYfuNe9PQ/1k+uW8WoiIiIiiqXSMPrbbydwzTXXBj3frl17zJ79Iho3Dg61YlarFZMnj8eJE8fxxBOzcPvtg8p87aVLuXj33SX44YfvkZdnQe3addC79424//6xMBiknaS//XYCy5e/h71798BsvgStVofmzZtj2LB70KtXX9/rnn/+GWzY8AUWL34Pzz//DM6dO4sWLVrhjTfewdChA1G/fgNMmzYTr7++APv27YHXK6Bdu/Z48MFJuPLKFpX6Mzp16jd4vV4oldL6sUKhwJNPzobD4ZA8vnbtagDAww9Phk6nK/P9b775Fuza9RNatryq3OsI1Lp1G7Rt2x779u3FL78cQps2bcM6X45YuScqh80d3XBvChHuiYiIiCg+XXddZwDAokXzMW/eXBw8uF9SBdbp9OjT50ZceWXLMt/D4bDjiScexfHjx/DYY0+UG+xzcnIwbtx9+PTT1WjZshXuuutuNG58GVaseB+TJo1HcXGx77WHDx/EuHH34YcftqFTp+sxfPi96NTpehw+fAj/+td0/PDD1qD3nz59Kho2bIS//30IrrnmWigUCgDAhQvn8fDDY2GxmDFw4GB06NARO3Zsx5QpD6GoyFbun9Hll1+BWrVq45dfDmPy5AexcePXKCwslLzmmmuuRZcu3XzdD06nEz/99CO0Wm3ItfRiOp0Os2fPQc+evct9XSht27YHAOzfvy/sc+WIlXuiMni8HhS77b7jqAzUCwz3XHdPREREMuNxFyH/j01w2XNjfSnl0uhrI71Bb6iq8N9w3br1wKBBd2Lt2k+wevVKrF69EsnJyWjbtj2uu64zevXqGzQkTsztdmPWrCewf//PmDz5MQwePLTcz3v55Tm4ePECXnzxFXTr1sP3+KpVH2H+/Jfw7rtvY8KERwAAS5a8BbfbjXfe+QBNmzbzvXbjxm/w9NMz8c03X0reAwCuvrotnn/+v0Gfe+7cWQwePBSPPfaEL/D/5z/P4/PP1+C7777Fbbf9vcxrVqvVePLJ2Zg5cxr27duLffv2QqlU4oorWuCaa65Fjx690K5de8k5Fy9egNPpQNOmzaDX68v9M6mK0in7ly7F970aLQz3RGUochdLjg1RqNyn69Ilx9wOj4iIiOQm/49NsObujvVlVMhhPQ0AyGh8a5XeZ9q0GejatTtWr16J3bt3wmaz4ccff8CPP/6A119fgOHD78X48ROC2tG9Xi/+/e+nsGPHdjz44CQMG3ZPuZ+Tm5uLHTu2o0uXbkGhfMiQu/Dhh8uwfv3nvnA/bNjduPXWgZJgDwDXXNMRAGCxWII+Q9yqH+iee+7zBXsA6NKlGz7/fA1+//1MudcNANde2wnLln2MFSvex6ZNG2GxmHHs2BEcO3YEH330Adq164BZs55BZmbDP6/NDABITU0Nei+v14t3310c8nNCDc8rj1arAYAKuw8SBcM9URnEw/SA6LTla5RqpGlTUeAsaVViWz4RERFR/OvatTu6du2OoqIi7Nu3B1lZu/DDD98jO/t3fPDBUni9XkyYMEVyzkcfLUdu7kUolUpcf33XCj/j2LEjEAQB+fn5eOedt4Ke12g0uHDhPC5evIA6deqic+cuAEqq0idOHMfZs9k4c+YU9u//GQDg9QYPkWvQIDPkZ2u1OtSrV1/yWEpKCgDA5arcAOj69Rtg6tTpeOyxJ3D8+FHs3p2Fn37ajr17d2Pfvr145JEJWLbsY+j1eqSlpQFAUPt+yXVHL9wXFZX893xSUtUHY8sBwz1RGYrcgeG+6lvhASXr7kvDvZlt+URERCQz6Q16A1DAZb8Y60spl0ZfB+kNekX1PQ0GA7p06Y4uXbpj0qRH8cUXn2Lu3OexevXHGDNmvKTFPDf3Irp3vwHbtn2PuXOfw1tvLQ2q7otZrSX/fXjo0AEcOnSgzNcVFBSgTp26OH8+B6+++l9s2/Y9BEGAUqlE48ZN0LZtexw7dhSCIASdW9bgutIKdygh3qZcCoUCLVq0QosWrTBixL04deokZsyYiuzs37Fx49e49daBqFu3PlQqFc6fz4HL5YJG4/98tVqNbduyJO95//1348SJY+FdCIA//vgDAHwdA4lOluHe7Xbjgw8+wMqVK5GdnY06depg8ODBGD9+vOTGKMvx48cxf/58/Pzzz7DZbGjVqhVGjx6Nm2++Oei1xcXFeOutt7Bu3TqcP38ejRo1wj333IO7775b0rZCiSe4ch+d3/hl6Iw4jd8BABZ7cLsUERERUTxTqQ3IaDwg1pdR7Ww2K8aOHYkmTS7D3LmvBj2vUChw++2DsGnTt9i5cwcuXDiPJk0u8z3fr98APPnkbDz77L/wzTdfYvXqlRg6dHiZn1daXb7//gfwwAMPlXttgiDgH/94BKdOncTIkaNxww290KzZ5dDp9DCbL+Hzz9dG+K3D98or/8F3332LJUveR/36DYKeb9q0GcaOfRDPPvsvZGeX/DewXq/Htdd2xk8/bcfOnTuCliFEy759ewEAbdq0q5b3jzeynJY/e/ZszJkzB0ajEaNGjUK9evWwYMECPP744xWee+TIEQwdOhRbt25Fjx49cOedd+L8+fOYPHkylixZInmtx+PBI488gjfeeAPNmjXDqFGjoFarMXv2bMydO7e6vh7FiaBwr45e5b6UxZEf8reqRERERBRbyckpsFqtyMraCbP5UrmvVSqVqFWrluSxli1bAQAmTXoUKSkpWLz4DVy4cL7M92je/EoAwJEjh0M+/847b2HZsqVwuVw4ceI4fvvtV9xwQ2+MHz8BrVr9DTpdSdfAqVMnK/0do0Gv1yMvz4Lvv99c4Wtr1/bvZX/HHXcCAN58c2HQNnmBBMEb9nUdPHgAx44dQZMml6FVq/C20ZMr2YX7PXv24OOPP0a/fv2wfPlyTJs2DcuXL8egQYPw1VdfYdOmTeWe/8wzz8DtdmP58uWYM2cOZs2ahc8//xyXXXYZFixYIBk8sX79emzZsgVjxozB22+/jWnTpmH16tW4/vrr8e677+Lo0aPV/XUphqqrci8O926vG1bXX2PABxEREZHcDBlyF5xOJ/71r+nIzQ2euL5t2xZkZe3EDTf0QnJySsj3qFWrNsaOLdlSbt68sguEmZkN0b79NdixYzs2bfpW8tyXX67Du+8uxk8/bYdGo4FOpwXgH0xXqqAgH6+/vgCAf//56jZw4GBoNBosXvwGduzYHvS82XwJ77//f9DpdOjT5ybf492734ABA27HyZO/YerUScjJ+SPo3NzcXLz44r/x668nwuqazsn5A88//zQAYPz4CRF8K3mSXVv+8uXLAQCTJk3y/QUrFApMnToVn376KVatWoXevUPvgWi1WlFUVIRevXqhTZs2vseTk5PRu3dvLF26FL/88gu6du3q+yy1Wo2HHvK3xWg0Gjz66KMYPnw4PvnkE8yaNau6virFmDjcK6CAXh2dbToydNLt8Mx2C1K1of8/AyIiIiKKnVGjxuDXX09g8+aNGD58EDp16oLGjZvA7Xbj8OGDOHBgHy67rCkef3xmue8zePBQbNjwObZu3YItWzaVuWf7E0/8ExMmjMOTT87A9dd3xeWXN8eZM6exffs2pKWl4/HHZwAAGjVqgquuao19+/ZiwoQHcPXV7ZCfn4etWzfD6XRCr9cjP79mZjs1atQY//rXs3j++WcwbdoUXHXV39C6dVskJSXh7Nls/PjjD3C7XXj66edgMmUEfN9ZSE1Nw8qVKzBs2CB06NARl1/eHEqlCr/9dgJ79mTB7XbjssuaYtq04D/j48ePSYYP2u12ZGefwU8//Qin04nRo8eVu0NAopFduM/KyoLJZEKLFi0kj9erVw9NmzbFrl27yjw3JSUFn332WcjnfvvtNwDwtdM4nU4cOHAArVq1Qnq6dPuytm1LbtbyPovkzyYaqGfQJEGpiE6jiylwr3t7Hi5LaxyV9yYiIiKi6FGpVHjuuf9gy5ZN+Prr9fjll8PYsWM7NBo1GjVqggcfnIS77hrua4kv730ef3wmHnpoNF599b+49trrQr6uSZOmeOedZVi69B3s2PEDdu/ehVq1aqNfvwG4//4H0LBhIwAlywBefPFlvPXWIuza9ROOHv0FderUw/XXd8V9943FG2+8hq1bN+Ps2WzfOdWpb9+b0arV37Bq1UfYvXsnvvzyCzgcDtSqVRt9+96E4cPvDdqyDygZnjd58mPo338A1q37DHv2ZOHIkcNwOl2oVas2eve+Eb1734ju3W8IOYzwxIljkkF7Go0GtWrVRo8ePfH3vw/BNddcW63fO94oBBkt+HU6nbj66qvRrl07rFy5Muj5sWPHYtu2bfjxxx+RkZER4h2kPB4PsrOzsWzZMixbtgy9e/fGm2++CQA4efIk+vfvjwEDBmDevHlB5/bv3x85OTn4+eefI/4+Fy/6t37QalUAAKczeMsKio0lBz/A3gv7AQB1DbXx9PVPROV9C51WzNg223c85Mrb0adxdIeI8H6iaOG9RNHE+4mihfcSRRPvJ4qmwPupTp3UGvtsWVXu8/JKWktSU0P/AZU+XlhYWKlwP3LkSOzevRsAcM011+CVV14J67NOnjwJt9sNtVpWf4xUSUWitvxoDdMDgBRNMtRKNdzeknVQ3OueiIiIiIiqSlaptHQohFarDfl86eMVTVss1aFDB7Rr1w579+7Fnj17cN9992Hx4sUwGo1hfVak4b70tzoAoFarynklxYJ4n/sUnUHy91VVGXojLhSVDGXJd+ZH9b0B3k8UPbyXKJp4P1G08F6iaOL9RNEUy/tJVtPy9fqStSwulyvk806nE4B/j8iK/OMf/8D06dPx0UcfYezYsdi/fz/mz58PANDpdBV+lkKhqPRnkfzYXMW+n1M00avcAyXhvpSZlXsiIiIiIqoiWVXuU1JSoFQqYbVaQz5fWFiyhr2sVvryPProo1ixYgU2btyIp59+2jdEr7zPMhgMIQc7VFaodT1c6xM/xFvU6VX6qP7dGLX+cH+p2FJtf++8nyhaeC9RNPF+omjhvUTRxPuJoikW95OsKvdarRaZmZnIzs4O+XzQ9fhSAAAgAElEQVR2djZMJhOMRmPI5/Py8vDdd9/hyJEjId+7Tp06vn3uGzZsCI1GE/KzPB4PcnJy0KxZ8MRHSgwurxtOj9N3HM0194B0Yn6BsxAub83sQ0pERERERIlJVuEeADp27IiLFy/i5MmTksfPnz+P06dPo3379mWe++uvv+Lhhx/GokWLgp4rLCzEuXPn0KRJEwAl2zK0a9cOhw8fDqre79+/H8XFxejQoUMUvhHFI/EwPQBI1kR3+YVJL91eMd+RH9X3JyIiIiKivxbZhftBgwYBAObNmwev1wsAEAQBr7zyCgRBwLBhw8o8t3379sjMzMTGjRuRlZXle9ztduPZZ5+F2+3GkCFDJJ/ldDqxcOFC32Mul8u3Ln/o0KFR/W4UP2xB4d4Q1ffP0Jkkx1x3T0REREREVSGrNfcA0LVrVwwYMADr16/HsGHD0LlzZ+zduxdZWVno168fevXq5XttaSifPHkyAEClUuH555/H+PHjcf/99+OWW26ByWTC9u3bcfz4cfTq1QujRo3ynT948GCsXr0aS5cuxbFjx9C6dWts3boVR44cwZgxY9CyZcsa/e5Uc4LDffW15QPcDo+IiIiIiKpGIQiCEOuLCJfL5cLbb7+NNWvW4Pz588jMzMTAgQMxbtw4ydZ1peH76NGjkvMPHjyI1157DVlZWXA4HGjatCmGDBmCkSNHQqWSbl1gtVqxcOFCbNiwAXl5eWjSpAlGjBiBESNGVGmYHgBcvFjo+7l0KzQO8ogPP188iMUH3vcdT79uCpqkNora+zs8Tkzd8i/f8W3N+uGWZn2j9v68nyhaeC9RNPF+omjhvUTRxPuJoinwfqpTJ/xh75GSZbhPFAz38Wv7uZ1YfuQT3/HsLjNRK8lUzhnhe2LrM74OgW6ZnXF3qyEVnFF5vJ8oWngvUTTxfqJo4b1E0cT7iaIpluFedmvuiWpCcFt+dAfqAYBJ52/NZ1s+ERERERFVBcM9UQjicK9SqKBT6aL+GeJ192YHwz0REREREUWO4Z4oBHG4N2iSoFAoov4ZGXpx5d4CrpAhIiIiIqJIMdwThWBz+8N9tCfllxK35Ts8ThS77dXyOURERERElPgY7olCKBJV7pPV0d3jvlTQdnhszSciIiIioggx3BOFIG7LT9ZUT7jPCAj3ZrulWj6HiIiIiIgSH8M9UQg1Ee7FbfkAJ+YTEREREVHkGO6JAgiCIFlzb6iGbfAAIF2XBqXC/0/QzHBPREREREQRYrgnCuD0uuD2un3HKerqGainVChh1KX7jrnmnoiIiIiIIsVwTxRAPEwPqL7KPQCYxOGelXsiIiIiIooQwz1RAGtAuK+urfAA6cR8tuUTEREREVGkGO6JAgRW7qtroB4AZOhNvp/znQXwCt5q+ywiIiIiIkpcDPdEAcTD9IDqDffiiflewYt8R0G1fRYRERERESUuhnuiALYarNyb9OmSYw7VIyIiIiKiSDDcEwUIDPcGdc205QNcd09ERERERJFhuCcKYHPZfD9rlBpoVZpq+yxxWz7AiflERERERBQZhnuiAEWuYt/P1dmSDwBJaj30Kp3vmJV7IiIiIiKKBMM9UQCb21+5r+5wr1AoJNvhcc09ERERERFFguGeKIBNXLmvxvX2pcSt+WzLJyIiIiKiSDDcEwUQD9QzVHPlHoC0cs9wT0REREREEWC4JwpQJAr31d2WDwAZonBvcxfB7nZU+2cSEREREVFiYbgnEhEEATZ3zYb7wIn5eVx3T0REREREYWK4JxKxe+zwCl7fcY2Ee33gdnj51f6ZRERERESUWBjuiUTEw/QAwFADA/UyAsK92WGp9s8kIiIiIqLEwnBPJGJz2STHNVG5T9elQwGF75hD9YiIiIiIKFwM90QiRQGV+5oI9xqlGmnaFN+xmeGeiIiIiIjCxHBPJBKLyj0AmPQm388WB9fcExERERFReBjuiURs7pqv3AOASZfu+9li55p7IiIiIiIKD8M9kUhg5d6gTqqRzxVPzLc48iUT+4mIiIiIiCrCcE8kYnP597jXq3RQK9U18rkZorZ8t9cNa8AvGYiIiIiIiMrDcE8kIt4Kz1BDLflAqL3uOVSPiIiIiIgqj+GeSMTm9lfMa2q9PSBdcw8w3BMRERERUXgY7qlMxe5iFIna1P8KxFvhJatrLtyL2/IBwOxguCciIiIiosqrmQXFJDv7Lh7CkoPLoFao8MDVo9C6VstYX1KNEA/Uq8nKfYomGWqlGm6vGwAr90REREREFB5W7imk7ed2wit44fS6sPn3bbG+nBojqdzXYLhXKBTI0PnX3ZsZ7omIiIiIKAwM9xSSSqny/XzJbo7hldQcr+BFkTs2A/WAwO3wGO6JiIiIiKjyGO4pJKMuzfezxZEPQRBieDU1o8hdDAH+71mTlXsAMIkq92zLJyIiIiKicDDcU0hG0fR2p8cJu8cew6upGYHDA2tyoB4grdwXOAvh+nP9PRERERERUUUY7ikkY8DWbHmOghhdSc2xBYb7Gq7cZwTsdZ9nz6/RzyciIiIiIvliuKeQgsL9XyBoxjrcmwLCvcVhqdHPJyIiIiIi+WK4p5DEa+4BIM/x1wv3NT5QTxcQ7v8Cv1AhIiIiIqLoYLinkILb8hM/aNrc8VW5j3Q7PMHthvXQIbgLC6NxWUREREREJAPqWF8AxSetSguDOsm3NdxfIdyLB+opoIBBnVSjn69TaZGsMfg6CCJtyz/72nwUHTwApV6Ppi/MhTotreKTiIiIiIhI1li5pzKJq/d/tYF6SWo9lIqa/+eRIWrNj6Ry77JYUHTwAADAa7ejMGtn1K6NiIiIiIjiF8M9lUka7hO/ci8O9zW93r6USW/y/WyJ4M/cfSlXemw2V/maiIiIiIgo/jHcU5n+yuG+ptfblzLp/X/mFrsFgiCEdb7bIm3ld+dHtm6fiIiIiIjkheGeyiSemG912eDyumN4NdWvyB0H4V7Ulu/wOFH858yDynJbpJV6Tx7DPRERERHRXwHDPZUpcGJ+foKvu5dU7tWxCfcZVZyY7wpoww+s5BMRERERUWJiuKcyGfV/re3w4qMt3yQ5tjjCC/eBlXu25RMRERER/TUw3FOZ/kp73Xu8Htg9Dt9xzAbqBfyZW8Ks3AdW6r3FxfDa7VW+LiIiIiIiim8M91Smv1K4t4nW2wOxq9yn69IkW/CF25YfWLkHADfX3RMRERERJTyGeyqTQZ0EjVLtO07kcF/kCgj3MVpzr1QoJb9UCactX/B4QgZ5dx7X3RMRERERJTqGeyqTQqGQbodnT9xwbw0M9zGq3APSifnhVO7d+flAiK3zuO6eiIiIiCjxMdxTuaR73SfutPygyn0Mw714Yn44a+5DteQDbMsnIiIiIvorYLincknDfeJW7m1xFO5NonCf7yyAx+up1Hllhntuh0dERERElPAY7qlc4nCf7yyAV/DG8GqqT7wM1AOkbflewYsCZ2GlznObQ4d4Vu6JiIiIiBIfwz2VSxzuvYIXhU5bDK+m+ogr90qFEnqVPmbXIm7LByq/7t5VRuXewzX3REREREQJj+GeymXUpUmO88KY3i4n4nBvUCdBoVDE7FpMAeHeYq9cWz3b8omIiIiI/roY7qlcRn3gXveJOVRPPFAvli35gLQtHwAslZx14DaXNVDPAiHEFH0iIiIiIkocDPdULnFbPpC4Q/VscRTuk9R66FU633Fl2/LLqtALbje8tsRcTkFERERERCUY7qlcqZoUKOBvUU/YcO+On3CvUCgkrfkWR8Vt9YLHI9nPXlOnjuR5dx5b84mIiIiIEhnDPZVLpVQhXbTuPmHDvWTNfWzDPSBdd1+Zyr07Px/w+ncyMFx+ufR5TswnIiIiIkpoDPdUIWm4T8w19/HUlg8AGaJ195bKhPuAYXpJzZtLn2e4JyIiIiJKaAz3VCGTaN19Ik7Ld3pccHldvuN4CPfiyn2Ruxh2t6Pc1weut0+6PDDcsy2fiIiIiCiRMdxThdIl4b4g4SavF4nW2wNxEu4DJuZX9EuVwEn5uvr1oTT4vwcr90REREREiU0d6wuIhNvtxgcffICVK1ciOzsbderUweDBgzF+/HhoNJoKzz948CBef/117N69GzabDfXr10f//v0xYcIEGAzSYDdt2jR8/vnnId9n3LhxmDZtWlS+UzwTV+6dHieK3XYYNEkxvKLoErfkA/Gx5j4jYK97sz0P9ZPrlfl6cVu+Qq2GKjUVGpMJjqKS78bKPRERERFRYpNluJ89ezY+/vhjdOzYEX369MGePXuwYMECHD16FAsWLCj33B07duCBBx4AAPTr1w9169bFrl27sHjxYuzYsQPLly+HTuffhuzo0aOoXbs2hg8fHvReHTt2jO4Xi1PiNfdAyVC9RA73cVG515skxxWtu3eJ2vLVpgwoFAqoTSY4zp4FwMo9EREREVGik12437NnDz7++GP069cP8+fPh0KhgCAImDFjBtauXYtNmzahd+/eZZ7/7LPPQhAEfPjhh2jbti0AQBAEPPXUU1i5ciVWrFiB0aNHAwBcLhdOnjyJXr16YfLkyTXy/eKRKcRe95kp9WN0NdFXFBTuk2N0JX5GXRoUUEBAyRIIS0Vt+aLKvdpU8osBjdFf/WflnoiIiIgoscluzf3y5csBAJMmTYJCUbL/ukKhwNSpU6FQKLBq1aoyzz1x4gR+++039O3b1xfsS8+fOHEiAOD777/3Pf7rr7/C5XKhZcuW1fFVZCM9KNwn1sT84Mp97LsS1Eo10rQpvuOKtsOThPuMjJL/a/JX/z35+RBEW+UREREREVFikV3lPisrCyaTCS1atJA8Xq9ePTRt2hS7du0q89yUlBRMmzYt6FwA0Gq1AICiIn/QO3r0KAD85cO9MSDc5yfYXvfB4T72lXugpDU/31kIoPy2fMHrlbTdq00l4V4jCvcQBHgKCqA2GgNPJyIiIiKiBCCryr3T6UROTg6aNGkS8vmGDRuioKAA5oDJ4aXq16+PcePGoWfPnkHPffPNNwCAK664wvdYabg/deoUhg8fjg4dOqBLly6YOXMmzp8/X9WvIxtalQbJoiFzlkQL96Jp+WqFClplxUMZa4J4OzxzOW357vx8QFSV1/ja8qXr9tmaT0RERESUuGQV7vP+rE6mpqaGfL708cLCwrDeNzc31zeIb9iwYb7HS8P9okWL0KhRIwwbNgxNmzbF//73PwwdOhQ5OTlhfwe5Eg/VS+TKfbLG4FvuEWsZou3w8ux58Aqh2+rFLfkAoM6oVfJ/TdIqPYfqERERERElLlm15bvdbgD+FvpApY87HI5Kv2dhYSHGjx+P3NxcjBw5UrIWX6/Xo2nTpnjttddw5ZVX+h5/44038Oqrr+K5557Da6+9FslX+fN6Vb6f1WpVOa+MvYwkI87ZSn6ZkecskFy73BV7in0/J2uT4+a71U72V97dggdO2JGmDf7FVnGh9JctSXVrQ61WQV+7tvSF1vy4+W4kH/H+v00kL7yfKFp4L1E08X6iaIrl/SSrcK/X6wGUTLEPxel0AgCSkio3EM1sNuOBBx7AoUOH0Lt3b8yYMUPy/KJFi0Ke9+CDD+KTTz7Bpk2bYLPZkJwcH2u0q5NJ7193n2dP3Mp9Shxsg1cqI0naVn/JbkGaLjjcuy5dkhxr/hyop0lPBxQKQCiZuO8ysy2fiIiIiChRySrcp6SkQKlUwmq1hny+tB2/rLZ9sTNnzmDs2LE4c+YM+vTpg/nz50Otrtwfh1KpRKtWrZCdnY2cnBw0b9688l9CxOn0VOqxeJCq8bflW1022Irt0KjiY216VVmdNt/PSWpD3PwdpKnSJMcXCs1omNQw6HWOXH+4V6jV8OgMcLs9ABRQpabCU1Cyu4HDbI6b70byw3uHoon3E0UL7yWKJt5PFE2xuJ9kteZeq9UiMzMT2dnZIZ/Pzs6GyWSCsYKJ4L/88guGDx+OM2fO4I477sDChQuDWv2Li4vx888/48iRIyHfw263AwB0Ol0E30R+jDpp0Mx3Js52eJI19+rYb4NXSjxQDwAs9tCV98A97sUzA9SioXpcc09ERERElLhkFe4BoGPHjrh48SJOnjwpefz8+fM4ffo02rdvX+75p0+fxpgxY3Dp0iWMHj0ac+bMCVmxz83NxbBhw/CPf/wj6Lni4mIcPnwYGRkZaNgwuJKaiIy6wKCZGK35giAEDNSLnyUWKZpkaJT+e7OsXQpcZnG4z5A8J976zm1hWz4RERERUaKSXbgfNGgQAGDevHnw/rn9lyAIeOWVVyAIgmTafSCv14upU6fCbDZj1KhRmDFjRpmT0Rs3bozWrVvj2LFj+Oyzz3yPC4KAl19+GWazGSNGjIibyerVLahynyAT8x0eJzyCv2XGoImfyr1CoYBJ9EsVcxl73YtDe3C4F1Xu81m5JyIiIiJKVLJacw8AXbt2xYABA7B+/XoMGzYMnTt3xt69e5GVlYV+/fqhV69evtcuXLgQADB58mQAwLfffouDBw9Cq9XCYDD4nherXbs2RowYAQCYPXs2Ro4ciSeeeAJff/01GjZsiKysLBw8eBDXXXcdHnrooer/wnHCpEuXHCfKXvfiqj1QshVePDHpjbhQnAsAsIQI94LXKwntapN0CJ+4cu+1WuF1uaDUJMasBCIiIiIi8pNduAeAuXPn4oorrsCaNWvw3nvvITMzE1OmTMG4ceMklfTSbepKw/2uXbsAlEzVf/PNN0O+d6tWrXzhvk2bNvjkk0+wYMEC7NixA5s3b0bDhg19n1XWlnyJKEmdBI1SA5e3ZKeCfEdirLkvcgeEe3X8hftSZkdwW72nIB/w+DsPSifllxJX7gHAk58HZe06Ub5KIiIiIiKKNVmGe41Gg4kTJ2LixInlvu7o0aOS41mzZmHWrFlhfVbz5s0xf/78sK8x0ZS0iKf7q8is3NeIDFFbfqHTCpfXLVmHH7i9XWBbvipguKTbkgcNwz0RERERUcKR3Zp7ip100br7RFlzHxzu42egHhA8MT8vYJCh2yLd4768gXoA4M7nUD0iIiIiokTEcE+VJp6Yn5cgbfmB4T6eBuoBIbbDC2jND5yArw5syw9Yg8/t8IiIiIiIEhPDPVWaeGJ+vrMAXsEbw6uJjqDKfZytuc8I2IIwcGK+eI97hVoNVUqK5HlVcgqgUolez8o9EREREVEiYrinSjOKJuZ7BS8KndYYXk10iAfqaZUaaFTxNUk+qHIfGO7Fe9wbTVAopf+kFUol1Omive5ZuSciIiIiSkgM91RpRr10O7y8BFh3L67cx9t6ewDQqrRIEV1XYOXeJd7jPqAl3/e4aN0997onIiIiIkpMDPdUaeK2fCDxwn28rbcvZRJ1TFgcZbflB66vD/U42/KJiIiIiBITwz1VmrgtH0iM7fDivXIPACa9P5yL2/IFr1fSZh84Kd/3ONvyiYiIiIgSHsM9VVqaNhVKhf+WyU+AifniNffxtsd9KfG6e7MjD4IgAAA8BQWAx+N7rjJt+YLDDq+9uJqulIiIiIiIYoXhnipNqVAiTZvqO7bYE6xyr47PtvwMUbh3epwocpeEc3FLPgBoKtGWX3IeW/OJiIiIiBINwz2FRdyany/ztnyv4JVHW37gcog/W/NdZmm4L7Mt38i97omIiIiIEh3DPYVFHO7lPlDP7nZAgOA7jtuBenppOC8dqhdYgS8r3KvSpdvpMdwTERERESUehnsKi3hifp4j37f+W47EVXsgfiv3GQF73Zduhydpy1epoEpNRShBbfkM90RERERECYfhnsIirtw7vS4Uu+U7nE08TA+I3zX3gYMMLSHCvdpkgkIZ+p+zUq+HQqfzHbvzuOaeiIiIiCjRMNxTWAK3w8uT8cR8q0wq90qFUrLu3mwvCefitnxNGS35AKBQKCQT8xnuiYiIiIgSD8M9hSU43Mt33X1RULiPz63wAMCo84dzy59/5i5J5b7scA9Ih+qxLZ+IiIiIKPEw3FNYEincB6+5j99wL153b7HnQfB6JZX7wHX1gVi5JyIiIiJKbAz3FJZ00UA9QO7h3iY5NsTpmnsAMInCfZ4jH878PMDj8T2mzqioci8O93myHoRIRERERETBGO4pLFqVRlLhlnW4Fw0D1Kv0UClVMbya8okr9wIE5F34XfJ8hW356aLKvscDr9Ua1esjIiIiIqLYYrinsEn3upfvQD1x5T6eW/IBwKSTbodXeOGc5FhTUeU+aDs8tuYTERERESUShnsKmzTcy7dyX+TyV+6TNfHbkg9I2/IBwJabIzkOZ809wKF6RERERESJhuGewmYUrbuXc7gXD9SL123wSmUEhHun+ZL/QKWCKjUN5VEFhXtW7omIiIiIEgnDPYVNXLm3uYrg9LhieDWRs7nF4T6+2/KT1EnQq/S+Y0+edFK+Qln+P2VW7omIiIiIEhvDPYUtcDu8fJmuuxdX7g3q+A73gLR6r8j3D8TTVDBMDwCUGi2Uyf7uBFbuiYiIiIgSC8M9hS14r3v5VYE9Xg+K3eI19/Ef7o16/5+7ttB/7RWtt/e9zuh/HSv3RERERESJheGewhYc7uVXuS922yXHcgj3GaUT8wUBepvT93hF2+D5Xhew1z0RERERESUOhnsKW3C4l99QPfE2eIA8wr1JX1J5N9gFqLz+xysf7sWVe7blExERERElEoZ7CluSWg+tUuM7lmW4F7XkA4BBHd9b4QH+NfcpRR7J45Vvy/dX7j0FBRA8nnJeTUREREREcsJwT2FTKBSS9d9ybMsPrtzH91Z4AGD6s2MipcgreVyTEX7lHoIAd4H8/t6IiIiIiCg0hnuKiFErDvfyq9wXuaSVezm15QdX7sNfcw8Abgtb84mIiIiIEgXDPUUkXSfvcC/HNfdGXRoUUCBVXLlXqaBKS6vU+YHh3pPPcE9ERERElCgY7ikiJlFbfoGzEF7BW86r4494j3sFFEhS62N4NZWjVqqRpk2VVO7VRiMUysr9M1YZpWvzOTGfiIiIiChxMNxTRNJ1/mqxV/CiwFkYw6sJn3ignkGdBKVCHv8UMvRGpBT7f5FS2ZZ8AFCnpQEKhe+YbflERERERIlDHomG4o5J5tvhidvy5dCSX8qoNyLV5q/cayo5KR8AFCoVVGn+vzdW7omIiIiIEgfDPUUkeK97eU1eFw/UM8go3Gdo05EsqtyrwqjcA9J19+58hnsiIiIiokTBcE8RCQr3dlbua0Itrx5q0XgDT1p4W/ipRZV+tuUTERERESUOhnuKSKo2RbJOXXZt+aI193IK9ya7QnJcnKwO63x1uqhyz7Z8IiIiIqKEwXBPEVEqlEjX+ofqyS7ciyv3avmE+9QiQXJcYAjvn7C4Ld9bZIPX6YzKdRERERERUWwx3FPEjDp5hnu31w2Hxx9q5VS5T7JJw3ieXijjlaGpAwbwcd09EREREVFiYLiniInX3csp3NtEw/QAeQ3UU+X7Ow48CiBX7QjrfHHlHuC6eyIiIiKiRMFwTxGThvsCCEJ4VeRYEbfkA/Kq3IvDuC1JCYszvF+qqNOllXsP190TERERESUEhnuKWLqoLd/ldaHYXVzOq+NHUcB1ymnNvdti9v1sNahgtocXzoPa8hnuiYiIiIgSAsM9RcwUsB2eRSat+fKu3IvDvRIWR3jhXJmcDIXaP2Hfnce2fCIiIiKiRMBwTxFLD9zr3lEQoysJT+Cae7mEe0EQJG35hQYlCp1WuDyuSr+HQqGAysjt8IiIiIiIEg3DPUXMpA8M9/IIioGVe7kM1PNYCyG43b5jq0EFIPyOCele96zcExERERElAoZ7iph4n3tATpX7It/PSoUSepUuhldTeW6zWXJs/XOPe0sV1t2zck9ERERElBgY7iliGpUGKZpk33GeXR5r7ovc/nCfrDZAoVDE8GoqL3DbusI/K/fmMDsm1EZp5V4uuxwQEREREVHZGO6pSsQT8/PC3JYtVsSVe7mstwcAt/mS5Li0cp8XbuVetB2e4HTCWyyPXQ6IiIiIiKhsDPdUJeKJ+XKp3IvDvVzW2wOAS1S59yqAIn3JP9/wt8MzSo657p6IiIiISP4Y7qlKxBPz82W45l5WlXvRNnj2ZA0EZclygnC3w1Mbudc9EREREVGiYbinKhFX7m3uIjjD2JYtVorc/jZ0WYV70UA9V0qS7+ewK/dGaeXew3BPRERERCR7DPdUJcF73cd/a754K7xktYzCvbgtPz3V97PFkRfWULzAcM+2fCIiIiIi+WO4pyoxySzcOz1OuLz+veLlUrkXBEHSlq8SrZt3epySboSKKPVJUOr1vmOGeyIiIiIi+WO4pyoRT8sH4j/ci9fbA/IZqOexFkJw+38poc2oLXk+3NZ8lWQ7PLblExERERHJHcM9VYlRZpX7wHAvl8p94B73ybXrSY4t9vCq7+Khegz3RERERETyx3BPVZKk1kOr0vqO8+J8Yn6ROyDcy2TNvXiYHgCk1W0oOTaHPTFfXLlnWz4RERERkdwx3FOVKBQKGEWt+flxXrm3yrZyLw336XUaQqnw//PNs4f35y6p3OfnQ/B6q3aBREREREQUUwz3VGVGnb8KbInzcF8k23Avqq4rldCYMiTDDM1ht+WLJuZ7PPBYrVW9RCIiIiIiiiGGe6oyaeU+vtvy5brm3iWq3KvTjVAolTDpxb9UCbct3yQ5Zms+EREREZG8MdxTlYmH6uU7CuDxemJ4NeUTh3uNUi2ZFxDPxGvu1aaSYG7S+QN6uNPyudc9EREREVFiYbinKhOHewECCl3x2+JtEw3UM8hkmB4gbctXZ2QAAEz6yH+pEhzuOTGfiIiIiEjOGO6pygK3w7OEOdytJokr93JpyRcEQTJQT20qCfcZorZ8AQLynZVfEqFKDwj3FlbuiYiIiIjkjOGeqky85h6I74n5RTIM916rFYLL5TvW+NrypQE9nNZ8pUYDVUqq79iTz8o9ERh4yj0AACAASURBVBEREZGcMdxTlRkDQmY8T8yXY+XeFbANXmlbfoZeOhTPEua6e5Vkr3uGeyIiIiIiOWO4pypL1SZL9lyP54n54jX3cgn3gS3zpW354mn5QPjhXrLXPcM9EREREZGsMdxTlSkVSqRr/a354W7LVlMEQZBU7uUyUE88KR/wT8tPUuuhV+l9j4e/HZ6ocs8190REREREshaTcL97926sXbs24vPdbjeWLl2KAQMGoG3btujbty8WLVoEl2hdcnkOHjyICRMmoHPnzmjTpg1uvPFGvPTSSygqKgp6bXFxMV599VXcdNNNaNu2LQYMGIDly5dDEISIrz8RBW6HF4/sHge8gtd3LJ/KvSjcKxRQi4bhiYfqVWU7PE9hAQS3O/KLJCIiIiKimKpSuL/qqqswffr0kM+9//77+OGHH0I+99FHH2HmzJkRf+7s2bMxZ84cGI1GjBo1CvXq1cOCBQvw+OOPV3jujh07MHz4cHz//ffo3r07Ro4cCaPRiMWLF2PUqFFwOBy+13o8HjzyyCN444030KxZM4waNQpqtRqzZ8/G3LlzI77+RCQeqheva+7Fw/QAOYV70TZ4RiMUKpXvWNyaX5XKPQC4C+Lz742IiIiIiCqmrsrJgiCUWcF+4YUXMHDgQHTr1q0qHxFkz549+Pjjj9GvXz/Mnz8fCoUCgiBgxowZWLt2LTZt2oTevXuXef6zzz4LQRDw4Ycfom3btr7v8dRTT2HlypVYsWIFRo8eDQBYv349tmzZgjFjxvh+ifHII4/ggQcewLvvvotBgwahZcuWUf1+cmWU7LmeD0EQoFAoYnhFwWwyDfcuyTZ40iF6pipV7qXv5bZYoMmoFcEVEhERERFRrMluzf3y5csBAJMmTfKFR4VCgalTp0KhUGDVqlVlnnvixAn89ttv6Nu3ry/Yl54/ceJEAMD3338v+Sy1Wo2HHnrI95hGo8Gjjz4KQRDwySefRPW7yZm4Ld/ldaPIXRzDqwlNPEwPkNGa+xB73JcSb4dX7C6G3W2v9PsGhXsO1SMiIiIikq0qVe5jISsrCyaTCS1atJA8Xq9ePTRt2hS7du0q89yUlBRMmzYt6FwA0Gq1AOBbd+90OnHgwAG0atUK6enpkte2bdsWSUlJ5X7WX4043ANAniM/7irjcqzcC4IgGagXGO4zAifmO/LRQK1HZQS15XOveyIiIiIi2ZJV5d7pdCInJwdNmjQJ+XzDhg1RUFAAc8B08VL169fHuHHj0LNnz6DnvvnmGwDAFVdcAQA4e/Ys3G53yM9SqVSoX78+Tp06FeE3STyhwn28CV5znxyjK6k8r80GQTQoMqgtXycN6OG05qvS0gCl/38CODGfiIiIiEi+ZBXu8/5sG05NTQ35fOnjhYWFYb1vbm4uFixYAAAYNmxYpT+ruLgYbk4YBxAi3NvjL9wHV+6TYnQllSeZlA8ErYkPqtzbKx/QFUol1KKuFA/b8omIiIiIZEtWbfmlQbq0hT5Q6ePiifcVKSwsxPjx45Gbm4uRI0f61uKH81lqdWR/jFqtf+q5Wq0q55Xxr45aWlEudBdKvl88KPb65wDoVDoY9LoYXk3l2AukgTupbi3Jn2sddQYUUEBAyWDLfFcBtFpVpe8njcnkq9h7CvLi7u+MYk/u/9tE8YX3E0UL7yWKJt5PFE2xvJ9kVbnX60vWEpe1n73T6QQAJCVVriJrNptx33334dChQ+jduzdmzJjhe06n01X4WQqFotKfleg0SjVStSm+43C3ZasJ4sq9HNbbA8GV+8A192qlCuk6f3eJJdyJ+aI2f7blExERERHJl6wq9ykpKVAqlbBarSGfL23HL6uVXuzMmTMYO3Yszpw5gz59+mD+/PmSCnzpEL3yPstgMECpjPz3I06np1KPyUW6Ng2FzpI/L3NRftx9l0KHzfdzsjop7q4vFPvFS/4DhQKCITXouk06I/IcBQCA3CKz5PmKvqMyTbTLgcUiiz8Tig3eGxRNvJ8oWngvUTTxfqJoisX9VOVwv337dowaNSqs53799deIPkur1SIzMxPZ2dkhn8/OzobJZIIxYAp4oF9++QVjx47FpUuXcMcdd+C5554Laq1v2LAhNBpNyM/yeDzIyclB8+bNI/oeicqoS0e29RyA+B+oZ5BL5V40HFKVng5FiCUgJr0RJwvOAIigcp/u/7fiLS6G1+GAUhf/yxWIiIiIiEiqyuE+NzcXubm5YT9Xukd9uDp27IhPP/0UJ0+eRLNmzXyPnz9/HqdPn0avXr3KPf/06dMYM2YMzGYzRo8ejenTp4e8FrVajXbt2mH//v2wWq1ISfG3nO/fvx/FxcXo0KFDRN8hURl1ab6f4zHcy7Et3yVqy9dkZIR8jUk0VM/iyIdX8AKo3FqfwOn77rw8aOvVC/9CiYiIiIgopqoU7ufMmROt66i0QYMG4dNPP8W8efPw6quvQqlUQhAEvPLKKxAEwTftPhSv14upU6fCbDZj1KhRkjX2ZX1WVlYWFi5ciJkzZwIoWYM/f/58AMDQoUOj98USgFG0LVuRuxhOjxNaVeiBhLFgc4vDffxvgwdI18EHrrcvJd4OzyN4UOi0Qq8zhXxtILUxMNxbGO6JiIiIiGSoSuH+jjvuiNZ1VFrXrl0xYMAArF+/HsOGDUPnzp2xd+9eZGVloV+/fpLK/cKFCwEAkydPBgB8++23OHjwILRaLQwGg+95sdq1a2PEiBEAgMGDB2P16tVYunQpjh07htatW2Pr1q04cuQIxowZg5YtW1b/F5YRceUeKKne1zXUidHVSHkFL4pc/mn5yer4H4QoCIJkoF5glb1U0HZ4jjzUSa1suJee6+Z2eEREREREsiSrgXql5s6diyuuuAJr1qzBe++9h8zMTEyZMgXjxo2TtNi/9tprAPzhfteuXQBKJt2/+eabId+7VatWvnCvUqmwZMkSLFy4EBs2bMDu3bvRpEkTPPXUU77XkF/QXvdxFO6L3XbfdnGAPNryvTYbhD93gADKqdwHhHtzGOvuxWvugZLKPRERERERyU/Uwr3ZbIbT6UT9+vUlj2/duhXr1q1DXl4eWrRogeHDhyMzM7NKn6XRaDBx4kRMnDix3NcdPXpUcjxr1izMmjUrrM9KSUnBzJkzfW35VDbj/7N350Fy1Of9+N/dc187s7s6VnvoAKMDgYQQGDA6VlzCgiTEP2Ocrx0qOKnEVdjEcexUiKuSKsoVKJsYY0Oc+Irtb3B9ZUjsQAwWl8QpsMQNOtG5h3a1q92d3bmne/r3xzLdn57ZmZ3ZnaNn9/2qclmfme7pXmnY3Wee5/M87tzgfrxOd5JP3G8PNEZDvdzRdI4CwX1LTgl+OU31ZJ8PksMB7aORj8zcExERERE1plnPuR8bG8OXvvQlbNq0Cf/6r/9qeu6BBx7AX/7lX+J//ud/sGfPHvzwhz/ETTfdhBdffHG2lyULmqos3ypyg/tGyNynR8+Z1oUy9z6HFw7Zoa/LCe4lSTKV5qvM3BMRERERNaRZBfeKouD222/Hs88+C5vNhmZhT/Brr72Gf//3fwcA3Hjjjfjxj3+Mf/iHf4DNZsNXv/pVDA4Ozu7OyXLcNjdcQgM9KwX3MaXxgvvczL29QLd8SZLQLFRNjCbLHIcnNNVj5p6IiIiIqDHNKrh/9NFHceTIEVx99dV46aWX8Dd/8zf6cz/60Y8ATI6ue+CBB7Bp0ybcfvvtuP/++xGJRPCf//mfs7tzshxJkkz77q1clu+zN0JwbzTTgyTBHgwWPFYszS9nzz1gbqrHPfdERERERI1pVsH9M888A4/Hg29/+9sICQFCJBLB66+/DkmS8PnPf950Tnd3Nzo7O7Fnz57ZXJosyhTcJ6yTuc8vy7f+KDxlxAjubU1BSPbCLTJMs+7LDO5tOZl7TdOKHE1ERERERFY0q+D+yJEjuPDCC9GSUy68f/9+KIoCWZZx9dVX5523atUq9Pf3z+bSZFHmzL11g3uP3V2nOymdWJbvKFCSnyUG9xPpCFJquuTriJl7LZ1GJhYrcjQREREREVnRrIL7sbExLFyYP+osO3Ju1apVCAQCec/bbDaoqjqbS5NFicH9eGoCasYa/85icO+xe2CTbXW8m9KkS5hxn9Xsypl1X844vJD5tVmaT0RERETUeGYV3Dc1NWFsigZc2ZL8j3/841Oe19vbayrjp7lD7JivQcN4aqKOd2MQG+r57J463klpNE0zleUX6pSf1TKbWfeh3Fn3bKpHRERERNRoZhXcX3DBBTh48CASiYT+2JkzZ/DBBx8AALZs2ZJ3zunTp3Hw4EGsXLlyNpcmixIz94B1SvPFzH0j7LfPxGLQUil9XahTflZzbnAfLz37nh/cM3NPRERERNRoZhXcb9++HeFwGPfddx9UVYWiKPj2t78NTdOwaNEiXHnllabj0+k0/umf/gkAsG3bttlcmiwqP7i3Rsd8Mbj3OqyfuTd1ykf5ZfnlZe5zy/KZuSciIiIiajSF22+X4DOf+Qx+9atfYefOnXj88cchSRJisRgkScI3vvENyPLkZwcjIyN44okn8Nhjj+Ho0aNYvnw5br311op8AWQtwYbI3Ft/DF56xBzcO6Ypy3faHPA7fIikowCAkUTp2XfZ5YLs8SATjwNg5p6IiIiIqBHNKnNvt9vxi1/8AjfffDNSqRSi0SgWLFiAe++9FzfccIN+3PHjx3Hvvffi6NGjWLZsGX70ox/BXmSsFzWugNMHWTLeVlYJ7k177hugLF/slA9MX5YPmEvzR+Llzro3j8MjIiIiIqLGMusIu6mpCd/+9rdx7733Ynx8PG8sHgB0dnbiM5/5DDZs2ICbb74ZDodjtpcli5IlGUFnE0aTkwGiFYJ7NaMirhh9IRqhoZ4yes5YSBLswekbULa4QuiZ6ANQXlk+MLnvPnVmcjylyuCeiIiIiKjhVCx9brfbpwzsAaCtrQ333HNPpS5FFtfsDloquI8pcdO6ITL3I0bm3tbUBKmEShdT5j4xBk3TSr6eOXPPsnwiIiIiokYzq+D+7rvvnvG5kiThn//5n2dzebIocd+9FRrqifvtgUZpqGcE2NONwcsSg/uUmkI0HYMT7pLOtQkd85VwGFomA0me1a4dIiIiIiKqoVkF97/+9a8hSRIAlJUlBBjcz2XNpuA+DE3T9PdJPeQG942QuU8LZfnTNdPLyu+YP4o295KSzjWNw8tkoE6Ml7QVgIiIiIiIrGHWZfmapsHpdGLz5s3o7u6Gy+WqxH1RAwu6mvQ/KxkFUSUGfx0DarGZHgD4LJ651zQtJ3NffAxeVkvurPvEWBnBfc44vNExBvdERERERA1kVsH9gw8+iKeeegovvPACnnvuOezduxfXXHMNduzYgc2bN7Nx3jzVnDsOLxGua3Afyc3c262duc/EY9CSSX1dSqd8wFyWD3zUMb/E+NyUuUd23/3y0k4mIiIiIqK6m1Vwv337dmzfvh3xeBzPP/88nnzySTzzzDP47W9/i0AggOuuuw433XQTrrrqKn3mPc19U8267wy01+lugFheWb6159wrOTPuS91z3+QMwCbZoGoqgPJm3edl7sPsmE9ERERE1Egq0i3f4/Hgpptuwk033YRIJIJnn30WTz31FJ544gn8+te/RigUwvbt27Fjxw58/OMfr8QlycLyMvd17pgv7rmXIMFtt/bWkbwZ9yWW5cuSjJAriHOJyQ8Hypl1bw+a/81y74GIiIiIiKytYqPwsvx+P2655RbccsstGB8fx9NPP42nnnoKjz32GHbu3InW1lbceOONuOmmm7Bhw4ZKX54sQNxzD9S/Y340HdX/7HN4IUvWriJJj5oz944Sy/KByTGEenBfRuZestthCzRBnZj8t1I4656IiIiIqKFUNcppamrCpz/9afzkJz/Byy+/jG9+85toamrCI488gs997nPVvDTVkV22I+Dw6+u6Z+6FOfcNMQZPLMuXpLyS+WKaXcaxI4nyAnRx3z2DeyIiIiKixlLxzP1UDh48iF27duHpp5/G8ePHAQBud2nzt6kxhVxNmEhHAFgguBfK8q3eTA8wl8Tbmpog2Uv/z1TsmD+WGIeaUWGTbSWda29uRrLnNABADbMsn4iIiIiokVQtuH/vvff0gL6npweapsHj8WD79u345Cc/ie7u7mpdmiwg6AqiJ9IPoP7BvdhQz+pj8ABAEcryS22mlyV2zNegYSw5jlZPaZl/U+Z+lJl7IiIiIqJGUtHg/u2338auXbuwa9cunDlzBpqmwe124/rrr8cnP/lJbNu2jRn7eSLkNhq01X/PvRjcN0DmfkQM7ksvyQfymxmOJsdKDu5twlx7NTKBTDoNmeMsiYiIiIgawqyD+/3792PXrl145plnMDg4aArob7zxRmzbtg0ej/WzpVRZIacRZMaVOJJqCi6bsy73ElXE4N7aY/A0TTM11HOUmblvcZsD+cmmeitKOjd3b786HobcuqCs6xMRERERUX3MKrjfvHkzhoeHAQBOpxPXXXedXnLv9Vo7iKLqEjP3wGRp/mLvwprfRzqjIKWm9LXXbu33ZSYeh5ZM6utyy/Jb3M2QIEGDBgA4Ex0s+Vx7c8i0VkZH4WBwT0RERETUEGYV3A8NDUGSJDQ1NWHTpk3wer3Yu3cv9u7dO+25kiThnnvumc3lycJCOePwwnUK7sUxeID1M/dKzhg8e0t5ZfluuwsLPa04G5/80K13or/kc3Mz9+yYT0RERETUOGZdlq9pGsLhMH7729+WdR6D+7ktb+93oj5N9WLpuGlt9YZ6ecF9mZl7AOgMtOvBfU+kr+Tz7MGczD2DeyIiIiKihjGr4P7ee++t1H3QHBPMCe7DdWqql5+5t3ZDPWXEPIKu3D33ANDl78CbZ98FAEykIggnxxHMqaSYii0QAGw2QFUn72WM4/CIiIiIiBrFrIL7P/7jP67UfdAc47G74ba5kFAn94+P1mkcXlQxZ+69Fs/cp3My97ZQqMCRhXUG2k3rnom+koJ7SZZhDwb1bv0M7omIiIiIGodc7xuguUvM3ofrFdznZu7tFs/cC8G9ralpRqPougIdpnVPWfvuhVn3LMsnIiIiImoYDO6pasR99/XK3Ofvubd6Qz0jWz6T/fYAEHD6ERL+7nvL2XcvNNVj5p6IiIiIqHEwuKeqEUvB65e5N2bc2yQbXDZnXe6jVNmSeACwN5fXKV+0tMnI3s80c68yc09ERERE1DAY3FPViJn78VQEakat+T2IZfk+hxeSJNX8HsohluU7WmaWuQfMwf25xEheBUMhYuY+k0ggkyjtPCIiIiIiqi8G91Q14p57DRrGUxM1vwexoZ7X4iX5aiyGTCKhr2dalg8AXU3mffe9kdKy9/mz7utTcUFEREREROVhcE9VE8rp0F6PffemzL3d2sG9uN8emGVZfl5TvdL23ed25+e+eyIiIiKixsDgnqom5DbPuh+rQ3AvlqNbv5meeQyevaV1xq/V6mk2jf0rdd+9ncE9EREREVFDYnBPVSN2bAfqE9zn7rm3MrGZHjC7zL0kSabsfakd8/ODezbVIyIiIiJqBAzuqWr8Dh9skk1f1zq41zTNtOfe6sF9OjdzH5p5cA+Ym+oNxoaQUtPTniN7vJCcxkQBZu6JiIiIiBoDg3uqGlmSc8bhjdf0+qlMGkpG0deNtOfeFmiC7HDM6vXEpnoZLYP+6Jlpz5EkKWfWPTP3RERERESNgME9VZVYmj+aqG3mXizJB6yfuRf33M+mJD9raVNuU73y990zuCciIiIiagwM7qmqQqbMfa2De/OMdquPwjMF97OYcZ/V5lsEh2xk/3tL7JhvztyzLJ+IiIiIqBEwuKeqEjP3Y6lxaJpWs2s3XubeCKRnM+M+S5ZkdPiX6OuZZO7VsbGa/psREREREdHMMLinqhKDeyWjIJqO1ezaMcWcubdycK/G48jEjft1VKAsHwC6hI75/dEzUDPqtOeIwb2mKMhEo0WOJiIiIiIiK2BwT1WVOw5vtIal+Y2Uuc+bcV+BzD0AdPnb9T+nMwoGY0PTnpPbpV+sKCAiIiIiImticE9VlRvc13Lffd6eewt3y88NoCux5x4AOgPtpnVPCfvubbmz7sMM7omIiIiIrI7BPVWVVTL3DtkBp212o+WqSRk5Z1pXKnPf7muDLBn/mfdGpt93n5e5Z8d8IiIiIiLLY3BPVRV0BUzr2mbujf39Vi7JB6bI3DeHChxZHofNgTbvIn1dSubenpu5Z1k+EREREZHlMbinqrLLdgQcfn1dy8x9TGmc4D4t7Lm3BQKQHc6KvbbYVK830j9t93vZ6YTs9elrZu6JiIiIiKyPwT1VXchtlOaHk+M1u64pc2/h/fYAoIwIM+4rVJKfJQb3cSWBc4mRIkd/dA9C9l4JM7gnIiIiIrI6BvdUdSFXk/7n2u65NxrqeS2euTfNuK9QM72sTn9uU71S9t0LwT0z90RERERElsfgnqou5DICxdruuTca6lm9LF8chWev0Iz7rNyO+b0l7bs37oF77omIiIiIrI/BPVWdmLmPKwkklGTVr6lpGmKKkbm3cnCfScSRiRv36qhwWb7H7sYCT6u+7impY77xgYw6HoamqhW9JyIiIiIiqiwG91R19Zh1n1ATyGgZfW3l4D49ktspv7LBPQB0CaX5pWXuhY75mgZ1ona9EoiIiIiIqHwM7qnqcoP7sRo01ROb6QHWbqgnluQDlS/LB4BOoaleODWBcHKi6PG598DSfCIiIiIia2NwT1WXH9xXP3OfG9xbuaFefnBfhcx97r77SPHsvS2YE9yzqR4RERERkaUxuKeqE/fcA/UJ7q1clp+bFbe3VD5zL47DA6bvmG8qyweDeyIiIiIiq2NwT1Xntrvhtrn1dS2C+1gDBffpkXP6n23+AGSHs+LXaHIGEHQG9PV0++7twSAgSfpaGWNZPhERERGRlTG4p5oQs/e12HMfURonuDfNuK/Cfvsscd/9dB3zJZsNtibj34yZeyIiIiIia2NwTzUh7rsfS1Y/UMzL3Fu6oZ4Q3LdUfr99ltgxfzh+DnFhVOBU7EGjNJ+ZeyIiIiIia2NwTzVhDu5r2y3fbXPBJtuqfs2ZUoSy/Go008vqzNl33ztxpujxYhUBM/dERERERNbG4J5qQizLn0hFoGbUql5PDO6tXJKfScSRiRsZ9GqW5ed2zO+ZpmO+2FSPmXsiIiIiImtjcE81EXIbmXsNGsKp6mbvo8Kee2uPwTMHzY4qluW3ulvgsRuNDXun7ZhvfNCQiUaRSaeqdm9ERERERDQ7DO6pJmo9696Uubfwfvv0SPVn3GdJkoROYd99z7Qd883j8NSx6k85ICIiIiKimWFwTzWRH9xXN3Mfa5Cy/LwZ91UsywfM8+4HYmeRVtMFj829F5bmExERERFZV0MG94qi4Gc/+xl27NiBdevW4dprr8XDDz+MdLpwoFLI7t27sWrVKhw8eHDK57/2ta9h1apVU/7v/vvvn+2XMm/UNXNv6eC+dpl7AKbMfUbLoD86UPBYcc89wKZ6RERERERWZq/3DczEPffcg507d2Ljxo245ppr8Oabb+J73/seDh8+jO9973slv86xY8dw9913Fz3m8OHDWLBgAT772c/mPbdx48ay732+8jm8sEs2KNpkI72xRPWC+4yWQVxJmK5tVWJwL/v9kJ3Oql6vK69jfj+WNXVNeawtL7hn5p6IiIiIyKoaLrh/8803sXPnTmzfvh0PPvggJEmCpmn4+7//e/zmN7/B7t27sW3btmlf57XXXsNXvvIVjI4WDljS6TROnDiB7u5ufPnLX67klzHvyJKMoKsJ5xKTf9/VzNzHlDg0aPrayg310iPG+89R5ZJ8AFjsXQiHbEc6owAATkf6cHWBY23+AGCzAerkBzIM7omIiIiIrKvhyvIfeeQRAMCXvvQlSJIEYLJR2Fe/+lVIkoRHH3206PmJRALf+MY3cMcdd0DTNKxdu7bgsceOHUM6ncaqVasq9wXMY+ZZ99UL7sWSfMDaDfXEzH21S/IBwCbb0O5boq+LdcyXJClnHB7L8omIiIiIrKrhgvv9+/ejubkZK1euND2+ePFiLF++HPv27St6/vDwMB577DFs3boVjz/+eN7riA4fPgwADO4rxBzcV6+hXiw3uLdw5r7WwT1gnnffFzmDjJYpeKw4Do/BPRERERGRdTVUWX4qlcLAwADWr18/5fMdHR04ceIERkZG0FJgXngwGMQvf/nLkvbLZ4P7kydP4rOf/SwOHz4Mt9uN7u5ufOUrX8HixYtn/sXMQ2JwH06GoWmaXn1RSXmZe4sG95lEApmYca/V7pSf1Snsu09n0hiMDWGJb+r3sjlzz7J8IiIiIiKraqjM/dhHmcNAIDDl89nHJyYmCr5GIBAouRFeNrh/+OGH0dnZidtuuw3Lly/Hf//3f+PWW2/FwEDhTuOUL+Rq0v+saCoi6WhVrpMb3Ft1z31usOxoaa3JdcXMPVB83n1u5l7TtILHEhERERFR/TRU5l5RJpuAOQt0FM8+nkwmK3I9t9uN5cuX46GHHsIFF1ygP/6DH/wA3/3ud/HNb34TDz300Ixf3+m06X+2221FjpwbWn3mzHQ0M4FWZ7DA0TOX1BKmdbM3YPq7torUuLnM3b2otWL3Wez9tLy5E7Ik6+X4Z2JnCl7X1WpUwGjJJOyZNGweT0XukRrDfPjeRLXD9xNVCt9LVEl8P1El1fP91FCZe7fbDQAF59mnUikAgKdCwcfDDz+MXbt2mQJ7APirv/ordHZ2Yvfu3YhGq5N9noua3eZAfjRRnX33YuZeggSvw5rBaDpnxr2jRnvunTYH2nyL9PWp8cKZ+9wO/umRkQJHEhERERFRPTVU5t7v90OWZUQikSmfz5bjFyrbrxRZlrF69Wr09vZiYGAA559//oxeJ5VSS3psrvDJ5n+X4ehIVb7e8ajNAgAAIABJREFU8YTx/vDY3VDSGgDr/b0mhs6Z1po/WPG/j0Kv1+FrR39kclvJ6fE+JJPK1P0P/E2mZWJ4BPLCtoreIzWGufy9iWqP7yeqFL6XqJL4fqJKqsf7qaEy906nE+3t7ejt7Z3y+d7eXjQ3NyMkNAGbqXg8jrfffhuHDh2a8vlEYrL02+Vyzfpa80XQFYAEI4CsVsd8MXNv1WZ6AKAIWXDZ54Ncw/fSUmHffVyJYyQxdbM8e85/S2yqR0RERERkTQ0V3APAxo0bMTQ0hBMnTpgeHxwcxKlTp3DJJZdU5DrDw8O47bbb8PWvfz3vuXg8jgMHDqClpQUdHR1TnE1Tsct2+J0+fT2WqM6sezG4t2ozPaA+Y/CyxI75ANATmXrevS1kLsvnODwiIiIiImtquOD+lltuAQA88MADyGQmG4JpmobvfOc70DQNt912W0Wu09XVhbVr1+LIkSN4/PHH9cc1TcO//Mu/YGRkBH/yJ39SlVFuc1mzadZ9lYJ7pTEy9+lRIwvuKDC6sVo6/eaO+b0FOubbPB5ILre+VkaZuSciIiIisqKG2nMPAJ/4xCewY8cOPPnkk7jttttwxRVX4K233sL+/fuxfft2dHd368d+//vfBwB8+ctfntG17rnnHvzpn/4p/u7v/g5PP/00Ojo6sH//frz//vu4/PLL8cUvfrESX9K8EnQFgY8CybFUdcryY2JZvt26wb1Yll+rGfdZXocHre4WnEtM3kPPxNSZe2CyND89OLk/Xwkzc09EREREZEUNl7kHgG9961u46667MDo6ip///OcYHh7GXXfdhfvvv9+USX/ooYdmNaruoosuwmOPPYbt27dj3759eOSRRxCJRHDXXXfhpz/9acGRfFSYKXNfg7J8q2buM8kkMjFj0kKty/IB87z74rPujX33LMsnIiIiIrKmhsvcA4DD4cCdd96JO++8s+hxhw8fnva17rvvPtx3330Fnz///PPx4IMPln2PNLWgENwn1AQSSgJuu7vIGeVRMyoSalJfWzW4V3LG4NUjuO/0d+DtofcBAOHUOCZSEQSc/rzj7MK+e5blExERERFZU0Nm7qlxiZl7oPId88X99oB1G+rlBsm13nMPmDP3QOHsvSlzHx6D9lGvCyIiIiIisg4G91RTQZd5bnqlm+qJJfkA4Lfonvv0SP0z9105HfN7C+y7N43DU1Wo0Ug1b4uIiIiIiGaAwT3VVH7mvrrBvXUz97nBfW0b6gGTH7SIZfg9kQKZ+5x7Y2k+EREREZH1MLinmgpWuyw/J7hvhD33stcH2eWqy310+Y3sfcHMfZCz7omIiIiIrI7BPdWU2+6C22Y00Kt05j7WMMG9kf2212G/fVansO/+bHwYcSWRd4ypLB+AyuCeiIiIiMhyGNxTzYXcwji8SpflK40R3It77h11KMnPyt133xc5k3eMLSe4V8ZYlk9EREREZDUM7qnmQk6jqV4199zLkmyqErASsSy/Hs30sjr903fMlx0OyH5jbz7L8omIiIiIrIfBPdVcVTP3QnDvtXsgSVJFX78SMskkMtGovq5nWf4CT4vpA5DC++6FcXjM3BMRERERWQ6De6q5kNBUbyIVgZJRKvbaYnDvc/gq9rqVlNttvh6d8rNkSUZnYIm+LtgxX5x1z8w9EREREZHlMLinmgvldMwPJycq9toxU3DvqdjrVlL+GLz6Ze4Bc8f8M9FBpKf4sEX8AIKZeyIiIiIi62FwTzUXcjWZ1uFU5UrzxYZ6Vm2ml5u5d9SxLB8wd8zPaBmciQ7kHSNm7tWJCWhK5aotiIiIiIho9hjcU82FXObu66OJCgb3pj331gzu0yPnTGt7qH5l+UB+x/ypmuqZZt1rGpTx8WrfFhERERERlYHBPdVcXua+gk31zHvurRnci5l72euF7K5vR/827yLYZbu+nqqpXm5fAJbmExERERFZC4N7qjm/wwe7ZNPXoxUK7lNqGulMWl9bt6GeNcbgZdlkG9p9bfq6Z6rgPm/WPZvqERERERFZCYN7qjlJkhAUmuqFk5Up8Y4J++2BxmioZ4XgHgC6hH33fZF+ZLSM6fnc4F5l5p6IiIiIyFIY3FNdiB3zK5W5F0vyAetm7tNCWb6jpb777bM6hY75qUwaZ2PDpudtTUFAkvQ1M/dERERERNbC4J7qQtx3X6k997nBvdduvcx9JpVCJhLR11bM3ANAb05TPUmWYQsaH8hwzz0RERERkbUwuKe6EDP3Y8nxvDLwmWiEzL3VZtxndfiXQIKRmT8dmaJjfkicdc/MPRERERGRlTC4p7oIuY3gXtXUvMB8JmJ5wb31Mve5M+5zu9DXi9PmxGLvQn09Zcd8Yd89M/dERERERNbC4J7qQszcA8BocvaZ4EbM3DtarJG5B4BOoTS/d6IfmqaZnmfmnoiIiIjIuhjcU13kBveV6JgfFbrl22U7nLJj1q9ZaemR3LJ8a2TuAaArYDTViyqxvA9cxMx9JhZDJpms2b0REREREVFxDO6pLsSGegAwmph9Uz0xc++zeyAJ3d2tQizLlz0eyG7rbB3oEjrmA/nz7vNm3Ycr0wiRiIiIiIhmj8E91UXQ2WRq4FaJjvmm4N6CJfkAoIyc0/9sb2mt453k65ymY75Ylg9w3z0RERERkZUwuKe6sMk2BJx+fT1WibJ8Ibj3WrCZHmDO3FupJB8AfA4vWtzGPfVEpsncM7gnIiIiIrIMBvdUN+ZxeBXI3CsNkLkXgnsrNdPL6vIb2fueaTL3KpvqERERERFZBoN7qptKB/exnD33VpNJpaBGJvS1VWbci8TS/LFkGJFUVF/LPh8ku11f5471IyIiIiKi+mFwT3VTyeBe0zTL77m36ox7kdgxHwB6Ikb2XpIk8zi8MDP3RERERERWweCe6kbsmJ9Qk4griRm/VlJNQdVUfe1zeGd1b9WQO+Peipn73OC+N6djvk3Yd89Z90RERERE1sHgnuomf9b9zLP3YtYesGZDvUYI7oPOJviFqodi++5Zlk9ERGRtiqIimUjX+zaIqEbs0x9CVB25wf1YchxtvsUzeq2oEjWtG6Es39FivbJ8SZLQFejAwZEjAIDeIh3zlfAYNE2DJEkgIiIiaxkdjuLX//kWUkkFF1y4GJuu/xhcbke9b4uIqoiZe6obsSwfAEZnkbmPpeOmtRUb6qWFzL3s8UB2W+8eAaBT6Jh/NjaMhJLU12Jwr6VSyMTNFRNERERkDW//vgfJhAJNA458MIidP96HU8fO1fu2iKiKGNxT3QQrWpbfAJn7ESO4t2JJflaX0DFfg4a+yBl9nTfrfpT77omIiKxosH/ctI5GUnjy0few56nDSCWVOt0VEVUTg3uqG7fdBY/dra9nk7mP5mTurbnn3ijLt2Kn/KzOIh3zc2fdK2Pcd09ERGQ1qaSC0eGpq+sOvnMGO3+yD70n+TOcaK5hcE91Je67r2RDPUtm7oWyfHuLdTP3Cz2tcNmc+lrsmJ8f3DNzT0REZDVDAxOm9aL2gGkdGU/iif/3Dl56+gjSKRVENDcwuKe6Ms26T8xiz71iBPdOmxMO2Vq9IjPpFNQJ4wetw8Jl+bIkm/bd906ImXtzWb7KWfdERESWczYnuL/hj9bips+sgy/gND3+/pv9+NVP9+FMD3+eE80FDO6prkzBfXK8yJHFiZl7n92KM+7NPzStXJYPmEvz+6ODUDKTe/Nktxuyx9jykOY4PCIiIss5228E926vA/4mF5ae14Lb/vxyrLrIPJlofCyB3zzyNl597kMoaWbxiRoZg3uqK7Fj/kQ6ogeR5RIb6vkcVgzuc2bct7TW6U5K0yVk7lVNxZnooL62B43svcqyfCIiIssZOmMkTBYvCehja11uB665eQ1u/P8ugsdnHov3zr5ePPqzN/Ia8RFR42BwT3WVO+s+PMPsvdhQz2vF4H4kJ7hvoMw9APQI++5tpln3zNwTERFZSSyawsS4McZ24ZKmvGNWXLAAn/2Lj+NjaxaZHh87F8Ov/++beP2F41CVTNXvlYgqi8E91VVucD/T0vyo0mCZewvvuQeAJb5FsEk2fd0rdswXPpjgKDwiIiJrGTqT00xvSWDK49weB67/owtxwy0Xwu0xsviaBry59zQe+/kbeY35iMjaGNxTXeUH9zMLFmNC5t5nt94YPHFvuuzxwOax3j2K7LId7f42fS1m7sWyfCU8Bi3DT/aJiIisYvCMOVFSKLjPOn/1Itz2F5djxQULTI+PDEXx3794E/tfPglV5c96okbA4J7qqhKZ+4yWMTfUs/oYPIuX5GeJ++77Iv3IaJM/2E3j8DIZ0xQAIiIiqi8xcx8IuuHxOoscPcnrc2L7p9bi2ptXw+kyJg5lMhr2vXwSv/6/b2JkKFrkFYjIChjcU135HF7YhbF1YzOYdZ9QktCgmV7TasQ991Yvyc8S990n1RSG4ucAAPZm8zg8ZYz77omIiKxA0zScFTL302XtRZIkYeVFbbjtLy7H0vPMv6sMDUTw6M/2463XTiOT0Qq8AhHVG4N7qitJkhByGo1eZhLci1l7wKIN9YSy/EYJ7rsC7aZ1z0fz7k2ZewAKO+YTERFZwkQ4gUTcmDy0aIpmetPxB1zYcevF6P7kKjicRv+djKrhtT3H8Zv/fAtjI7Eir0BE9cLgnuouaJp1P4PgXjGXifktFtxn0mmoE8an6I1Slt/uWwIJkr7u/WjfvT2Um7lncE9ERGQFZ0tspjcdSZKwZv0S3Pbnl6Njmfnn/mD/OH710/14d18vNI1ZfCIrYXBPddfsFoP78vfci2PwAMBrt1Zwn1u27miQzL3b7sIir9FcR8/cB1mWT0REZEViSb4kAQvb/LN6vUDQjT/47HpsvuEC2B1G2KAqGbzy3Id4/JdvY3wsXuQViKiWGNxT3QVd5rL8bOO2UkXT5sy91fbc5824b2mM4B4AuoR9972RfmiaBsluhy1gZAIY3BMREVnD2X4jc9+8wAeH017k6NJIkoSLLu3AZ75wGdo6zY2Q+3vC2PmTffjgrT5m8YksgME91V2zy8gEZ7QMIunyurHGcjL3lgvuG2zGvahT6JgfSUf1bRNiab7KsnwiIqK6y2QyGBo0gvuZluQXEmz24o/+zyX4xDXnw2Y3QgglncGLu47if3e+i8h4oqLXJKLyMLinuhMz9wAwlihv331u5t5rsTn3YjM9oHH23APmzD0wmb0HAFvQ+Bq4556IiKj+RodjUNJG9WOlg3sAkGUJ6z/ehVvv2Jj3+r0nR7HzJ/tw6N0zzOIT1QmDe6q75rxZ92UG94qRuffY3bDJtiJH115aKMuX3W7YvNaqLCims1DHfGEcHsvyiYiI6i+/mV75nfJL1dzqwx//6QZcsXUFZNlovptKqtj95GE89dj7iEaSVbs+EQDEjx7FwE9/jPG9r9b7ViyDwT3VXSgvuJ+6qZ6maUj29+UFk2Lm3mrN9ABzWX4jleQDgN/hM22b6NE75huZe3ViApqi5J1LREREtSM207PZJLQs9FX1erIs49KrluHTf7YRCxabG/edOnYOO3+8D0cPDDKLT1WhTIyj73vfwfirL2PgJz9E4tTJet+SJTC4p7prcgZMI9cKZe5H/vdxnPrHb+D43/0tYgcP6I+Lc+6ttt8eyJ1x3zgl+Vli9t6YdZ/TMT9c/ghDIiIiqhwxc79gcQA2W21+zW9d5Menbr8Ul129zJTFTyYUPPv4QTz9mw8Qi6Zqci80f4y//BIycaN6N5NkpQjA4J4swCbb0OQ0PvGdKrhXo1GMPPm/k4tMBkOP7tQ/CRYb6lkyuBfK8hupU35Wl9BUbzQ5hkg6asrcAyzNJyIiqidFUTEyZFQyVmO/fTE2m4zLN6/Ap26/FM0LzL+LHT88jJ0/2Yfjh4dqek80d2mZDMIv7NHXtmAInvPOr98NWQiDe7KEkFD6PVVwP773FWjptL5Onj6F+OFDAMxl+VYL7jPpNNQJo0yu0crygSma6k3052fuGdwTERHVzfBgBJmMUf5e6+A+a2FbALf+2WXYcOVSSEYSH4lYGrt+/QGeffwAEvF04RcgKkHsg/eRHjY+LApu2QrJPvuxj3MBg3uyhJBp1r15z72maaZP57JGn/4dAHNDPavtuc8dE+eYC8F9ZKrgnh3ziYiI6iW3md7CKjbTm47NLuPK7vNwy+c3INhinmB09MBZ7PzJPpz68Fyd7o7mgrE9zxsLWUZw89b63YzFMLgnSwgKTfXGkuZAMX70CFJn+vPOib77DuJ9PYgr1i3LT+fOuG9pvD33IVfQ9PfaM9EHW6AJkIUZt6PM3BMREdXLkBDcO102hFrqPxa4rSOIW++4DOsu7zQ9Houk8ORj7+GdfT11ujNqZOlz5xB99x197Vt/CRwNuO21WhjckyWI4/CSagpxJaGvw3t2Fzzv3EfZ+yyrBfdKbnDfgJl7SZLQ5Tey9z0T/ZBkGfagMA4vzMw9ERFRvQwKnfIXtgUgiTXxdeRw2HD1tR/DH/2fSxAIuk3P7X3+GAb7p56QRFRI+MU9gDCBIdR9Tf1uxoIY3JMlBF3m8rHsvntlYhwTb+zTH/deuBau5Sv0dez11+FJZPS15YL7EXNGuxGDe8DcMf9sbAhJNWUqzc/dfkBERES1kUykER4xqhgXtdevJL+Q9qUh3Pbnl+HCS5boj2ka8OzjB5BKcpwulUZTFIRfekFfOxYthnfNhXW8I+thcE+W0OzOnXU/GdyPv/IyoKr648Hua9Byw43GgYqCdUesOwpPGTX2lEkuN2RP/cvkZkLsmK9BQ1/kDGxCcM+yfCIiovoYGjDvt1/UVp9metNxOO3Ysn0lVlywQH9sfCyBl54+Wse7okYSeetNqONGtUdwazckmeGsiH8bZAninnsAGEuEpxxz4V+3Hv6Nl8He2qo/vu5oHDZlsjzHag310kLQ62hutkyZXLnyO+b3mcbhsSyfiIioPnKb6Vkxc58lSRK6d6yCL+DUHzvywSCOvD9Qx7uiRjG2+zn9z5LdjuDVm+t4N9bE4J4sIZQb3CfHETt4AOmhs/pjwc1bINntkGw2NF97g/64N6lhzcnJPfrWy9wbwX0jzrjPWuhdAKfN+EHckzMOLxOPI5NITHUqERERVdHZfiO49/qd8Adcdbyb6bk9Dlx78xrTYy8+fRTh0XiBM4iAZH8f4kcO6+vA5VfA5vfX8Y6sicE9WYLL5oTHbpSsjyXHEH5BaKQnSaYxF02bt5hK3DccigGaZr3gfsQoy2/U/fYAIEsyOv3GPrneSF/+ODxm74mIiGru7IBRplyv+fbl6ljWjEuvWqqv0ykVzz5+AKqaKXIWzWe5DbaD3dvqdCfWxuCeLEPsmB87N4TI22/pa9+69XAIpfg2jwfBLUaw3zKuYkV/Gh67uRNrPWmKYtoXZG9uvDF4ok6hY35/ZABy0FxtwX33REREtRWdSCI6kdLXi+o4375cl21ajkXtxocRZ89MYN/LJ+t3Q2RZmWQS43tf0deurqVwn3d+He/Iuhjck2WIHfNb3jsJZIxPb4Nbu/OOD117PTTZ2MN+2eEEZMk6b2llLKdTfgOX5QNAl9AxX9FUjDpV0/PM3BMREdVW3n77BsncA4DNJuP6P7wQDqdNf+ytvafRd4rJAjKbeP01ZOLGto1g9zUN28eq2qwTCdG8l83cSxkNyw4O6Y/bW1rhu2hd3vGOllYMrVysr9sHEkicPFn1+yxVesQ8497RwGX5gHkcHgD026OmtcJxeERERDV19ox5TnwjBfcA0BTyYMv2labHnvvfg0jE03W6I7IaTdMwtud5fS273Wi64so63pG1Mbgny8h2zF9+JgV/VBh/t2VrwTEXR9ctMq1Hn/5d9W6wTLll6o1elr/E12aqjOhJD0NyGk32WJZPRERUW2LmPtjsgcvtqOPdzMzKtYuxcq2RrIlOpLDnycPQNK2Od0VWkThxAsnTp/R14KqrIbutsw3XahoyuFcUBT/72c+wY8cOrFu3Dtdeey0efvhhpNPlf8q3e/durFq1CgcPHpzy+Xg8ju9+97u4/vrrsW7dOuzYsQOPPPIIv+FUQTZzf/FRoVuqzYbgpi0FzxkMyehZbPwgm9j/e6TPnSt4fC0pOZn7Ri/Ld8h2tPva9HVP5AzsQWHWPTP3RERENaNpmim4b7SsvWjzDRegKWQEbCeODuPA2/11vCOyirCQtQeAUPc1dbqTxtCQwf0999yDe++9F6FQCLfffjsWL16M733ve/jbv/3bsl7n2LFjuPvuuws+r6oq/vqv/xo/+MEPsGLFCtx+++2w2+2455578K1vfWu2XwblCLqaEIiqWN5vNIbxX7Ihryu7KJKO4c3VQof8TAZjzz1TzdssmTJqBPeSywXZY61O/jMhlub3RfphE/5tVO65JyIiqpnwaByppKKvG6mZXi6ny47r/vBCyEIvpVeeO4aRoWiRs2iuUyMRTOx7XV97Vq6Cq6OjyBnUcMH9m2++iZ07d2L79u145JFH8LWvfQ2PPPIIbrnlFuzatQu7d++e/kUAvPbaa/jc5z6H0SKlxE8++SReeOEFfOELX8APf/hDfO1rX8N//dd/4corr8R//Md/4PDhwwXPpfKFXEGs/TAOsT1GcGvxMRcxJYaT7U6MNBnNWMIvvQA1Xv9ZqaYZ983Nc6LxR5fQMT+hJqEGjA8sWJZPRERUO43cTG8qi9ubcPnm5fpaVTJ45vEDUBS18Ek0p42/+go0oTKb4++m13DB/SOPPAIA+NKXvqQHS5Ik4atf/SokScKjjz5a9PxEIoFvfOMbuOOOO6BpGtauXVv0Wna7HV/84hf1xxwOB77yla9A0zQ89thjFfiKKCvo8OOiYwl9nW4JwLt6TcHjlYyCpJoCJMmUvc/E4xh/6YWq3msp0kLm3tHcWuTIxpHbVC/qMb6FKGOj3K5CRERUI2IzPUkCFiz21/FuKuOSK5aifalRFTgyFMVru4/X8Y4o68SRIfzqJ/vw3BMHoaqZ6U+YJS2TwdgLRkm+LdCEwKWXVf26ja7hgvv9+/ejubkZK1eaO2suXrwYy5cvx759+4qePzw8jMceewxbt27F448/nvc6WalUCu+99x5Wr16NYM4873Xr1sHj8Ux7LSqP9v5h+BLGN4uhdcsKNtIDgGjayM4fWuGG6jX2ao0++ww0tb6f9Ipl+Y3eTC+r078EklBbMeoy/o41RUEmyvI5IiKiWhAz960L/bA7bEWObgyyLOHaP1gDl9uuP/beG3049aE1+inNV0paxfO/PYRzQ1Ec+WAQB985U/Vrxg4dRHpwUF8HN2+BZLcXOYOABgvuU6kUBgYGsHTp0imf7+jowPj4OEZyGpmJgsEgfvnLX+Lf/u3fsHjx4oLH9fX1QVGUKa9ls9nQ1taGkxYauzYXjL+4R/+zIgMnVxVvQBdNG4GkapOQvvIS4/yRc5h4o34fvmiKAnXc+ETd3jI3gnu33Y2FHqMKYdCeMD2vjLE0n4iIqNpUNYPhwYi+XtTe2CX5In/AhW07Vpsee/63hxCNJOt0R9R3egyppJHQOX28cKxVKaZGepKE4JatVb/mXNBQwf3YR924A4Gpv4FlH5+YmJjy+ewxGzdurMi14vE4FEWZ8nkqT2pwELEDH+jrD7tcGJaK75uPpmOmtWPTFZAcRuf80ad31a1MXBkbBYRr2+dIWT4AdAWMffc9knm+LjvmExERVd/IUBSqYlQ7Lmzw/fa5VqxcgLUbjK2AiXgaz//vIW7/q5OenGD+TM8YMpnq/VukR0cRefstfe27eB0cCxZW7XpzSUPVNmQDaacwW1uUfTyZnP0ne+Vcyz7DEhGn0yifstsbv5RqNkZeMe+Rf+8CDxKpcdPfUa4UzFnj0MLFsG/ahNGPmiomT56AcuJD+Favnur0qkpPhE1rz6LWol9LpVXz/bQs1Ik3zr4DABhy5vy3Fin+b0aNZ75/b6LKSfb3o/93T8G5aBFad9xUdNsV0XTm+/em3C7yHUtDc+7n79YbV+JMb1j/WntPjuL9N/qw8RPLKn6t+f5+ms7pE+bgPpVUER6JYXF7dSY0jL36IpAxPrxacN11DfX+ruf7qaF+srrdk3uqC82zT6UmR6h5PJ5ZX8vlck17LUmSKnKt+S6TTmP0pZf09bmgDf0LHQgnw8hohRt2RHIy9z6HDwu232h6bPippyp7syUSm+kBgKO5sWfci5Y2GZn7qMf8zSvNsnwimoKmaeh5+CGM7NmDgV/9CqN7SptsQ0RTG+wXtv7ZZbQu9NXxbqrD4bDhk5+6CDabEa68+vwx09dO1Tc2EkN4JL+atvdkdX7n01QVI3v26GvHggXwr1tXlWvNRQ2Vuff7/ZBlGZFIZMrns+X4hUrpy5FtolfsWl6vF/IsMg+pVH7Dt6kem+vGX/89VGErxXsf8wCSBFXL4FxkHEHX1P+e43Hzv40DLkgLgvCtW4/ou5OZ5Ym330LkdB+cbW3V+wKmkDg7bFprgVBd/m2rcc02t/F3qdglqG4nbInJD9aSwyPz8j08H/DflWYj2deHRE+Pvh7d+xr8m7rrd0M0Z8zX700DvUaF4IK2ABRFAzD3/i6amj246prz8PIzHwIAMhkNT/3X+7j1jo1wOCsfxszX91Mxxw4PTfn46RMjuPiyzopfb+LNN0zjlYNbupFu0Pd3Pd5PDZW5dzqdaG9vR29v75TP9/b2orm5GaFQaMrny9HR0QGHwzHltVRVxcDAAFasWDHr6xAQfsHI4GgOOw6tMLreh5PhqU4BYN5zL0sy3LbJaovmG4TsvaZh9JldFbzb0ojflCSnE7LXW+ToxhJw+hFyGRMkEl6jzwEb6hHRVKLvvm1axz88ikyieF8VIppaOqViZNgoy2/0+fbTuejSDiw73+hdFB6N68E+VV+h5nlnesLIZCo/Es/USM9mQ9OmLRW/xlzWUME9AGzcuBHfr3MOAAAgAElEQVRDQ0M4ceKE6fHBwUGcOnUKl1xySYEzy2O327F+/XocOHAgL3v/7rvvIh6PY8OGDRW51nyW7O9D/MhhfS1fcjGSTuNtOVpicO9zeCFJkyPaPKtWw7XU2I81/urLpsqAWjCPwWvR722u6PQbTW7G3UZDFTbUI6KpZKupdKqK2KFD9bkZogY3PDgh9uyd88G9JEnYdtMqeH1GH6xD7w3gw4Nn63hX84OiqOg/ZfxuZ3cYv6OnUyqGBqaucJ6p1OCAqcF2YOPlsDdVZ1//XNVwwf0tt9wCAHjggQf0T4s0TcN3vvMdaJqG2267raLXSqVS+P73v68/lk6n8eCDDwIAbr311opda74Kv7DHtA5u7TY/XyS4jylCcG83MuOSJKFZ2HuvpdMYEz8FrIG0MI7R0TJ39ttniR3zR13Gp7bM3BNRLjUSQfzDo3mPR99/rw53Q9T4xPn2ALBoydwPfjxeJ6652dwg+YXfHcb4GCuAqqn/dBiKMJVh/eVdOc9XNqmTFxd0b6vo688HDRfcf+ITn8COHTuwa9cu3Hbbbbj//vvx+c9/Hr/5zW+wfft2dHd368d+//vfNwXm5frUpz6FDRs24Gc/+xnuuOMO3H///fj0pz+NvXv34gtf+AJWrVpVga9o/sokkxjf+4q+dnUtRcsFayHByHKXk7kXBTZeDrvQxG7s+eeQSacqcdslEcvy7c1zY8a9qCtgZO6jHuPbiBoOQ6tCiRYRNa7o+++aRoNmxd5/j2OtiGZADO5dbjuaQu4iR88dXStacMkVRnCZSqp47omDVSkNp0mnj58zrS/a2AGf36ig6KtgcJ9JpRB+2Wiw7WzvgOeClRV7/fmi4YJ7APjWt76Fu+66C6Ojo/j5z3+O4eFh3HXXXbj//vtN5c8PPfQQHnrooRlfx2az4cc//jH+7M/+DMeOHcMvfvELqKqKf/zHf8TXv/71Snwp89rE/t8jEzMC9GD3NthtdjQ5jfKycLJwR1QxuPfmBPeS3Y7Qddfra3ViHBN791bitqelKQrUceNDCfsc6pSf1ek3MvcRIbiHpkEdZxdbIjLkleR/JD08hPTZwRrfDVHjO3vG+Dm7aElgzm39K+bjW1ZgYZtfXw/0jWP/K6fqeEdzm7jffmGbH16fE+1Ljd5mZ3rGoKqV+XBlYt/vkYkZvSRC3dvm1Xu7UhqqW36Ww+HAnXfeiTvvvLPocYcPHy76PADcd999uO+++wo+7/f7cffdd+Puu+8u+z6pOLGRnuRyo+mKKwEAIVcQ4dTkD66ZZu4BILh5K0ae+B9kEonJ13pmF5o2ba76bGUlPGbKUtnnYFl+izsEr92DmBJH1Gseh6eMjcJegaaWRNT4NFU1ld87WluRPmdkgqIfvA/n4tpOMyFqZIl4GuNjCX09H0ryRTabjOv+8EI8+h/7oaQng8o3Xz2FzuXNaO/i7x6VND4WN43AW3reZFPD9mUhHD0w2e9ASWcwNDCBto7glK9RjvALxhZayeVC4KqrZ/2a81FDZu6p8SVOn0Li+HF93XTlVZDdHgBAyG18g5jJnvssm9eL4Oat+jp1pr8mezyVEfO+87lYli9JEjo/2ndvytyDTfWIyBA/9qGpQmvBTTfB5jOybjHuuycqi5i1B4BF7XO7md5UQi1ebL7+An2tacBzTxxEMpGu413NPbld8peeN5ms6lhq/r22Evvu8+KCK66CzeOZ9evORwzuqS6KNdILuYxPoUeT4Sn3ZKbUFNIZRV9PlbkHgNB1NwBCpn706d/N8I5LJ3bKBwBHc2uBIxtb10cd86N5wT2b6hHRpOg75hF4gUs2wH/xRfo6duggMmn+Qk5UqvnYTG8qqy5uw8fWLNLXkfEk9jx1hH08Kuj0MeP3WZfbjkXtk++1ppAbvoBLf67v1OyD+3BO42s20ps5BvdUc5lEHOOvGfvf3eedB7cwuk6coZ5SU0ioCeQSS/KBwsG9o7UVgcsu19fxQweROF3dvVnpnOB+LmbuAaDzo6Z6MY8M8Ucpg3siyhL32zs7u+BcsAD+iy/WH9NSKSSm6KRPRFM7228E9/4ml2k83HwiSRK2bL8AgSYjyDx+eAiH3h2o413NHYqiou+08ftc14pmyPLk/ndJktAh7Lsf6AvPat+9GovlxAXnm+ICKg+De6q58ddfg5Y0AvbgVvOnc2JwDwCjifzS/NzgPrehnqj5hhtN62pn78XMveR0Qvb5qnq9eln6UVl+RpYQcxvfSliWT0QAkDp7Fqkz/frav2795P9fvM50HEfiEZVG0zScHTA305vPXG4HrvvDCyH2XHv52aMYPRctfBKV5ExPWO9pAExOKhB1LDOCeyWdyasoKcf4a69CSxkTrULbrpnxaxGDe6oxTdMQ3mM00pO9XgQu+7jpmNzgfqqO+bnBvb9IcO9evgKelcbYwol9vzfNoa808xi8ljnb6XORdyGcsgOAuTSfwT0RAfld8n3rLwEAOEIhODuNcVYM7olKExlPIh41trHM15J8UVtnEJdtWq6vlXQGzz5+EKrC8Xiz0VNgv32W2DEfAPpPzaxqczIuMEryZb8ffqHilsrH4J5qKnHiBJI9p/V101VXQ3a5TMeIe+6BqTvmR5WczP0UDfVEpuy9qmLs+WdLveWyKcIHB3O1JB8AZElGh38JAAb3RJQv+q6x397mD8C94jx97bvIKM1P9fVyOw9RCfL328/vzH3WpVctw5JOIzE0PBjB6y8cL3IGTUdsprdgsR9ev/l39aaQx7QlYqbz7uNHjyDVb1R4Ba/eBNkxP7eaVAqDe6opcfwdYG6kl5WfuZ++LL/Qnnv9+XXr4RDGLYVf2I1MIl7kjJkT99w75uCMe5HeMd8rBvf8JZ1ovssk4ogdPqSvfRevM40h9a29yHR89P33a3ZvRI0qt1P+wjYG9wAgyxKu/YM1cLqMCd/v7OvN6/ZOpZkIJzB6zvg9Ozdrn9Vu2nc/PqNqibxGelvYSG+2GNxTzajRKCb2va6vPStXwdXekXec0+aE126MvxibIriPlRncS7KM5utv0NeZeBzhl18q+d5LpSkK1LBxv3Nxxr3I6JhvzLrPRCLsfk00z0UPHABUVV/71q83Pe/+2AWQhKqt2AcszSeajpi5b271moLZ+S4QdKP7kytNjz3/24OIRVMFzqBCTh8/Z1oXDO6XGdWpqpLBYH/+NtpilHAYE2/s19fetRfBuXhxWa9B+RjcU82M7zU3zJgqa58lZu+nCu7FzL1DtsNpm76Ep+mqqyH7jfnKo88+DU345bMSlHB4cuDqR+ZyWT5gdMzPnXWvhlmaTzSfiSX5sNngvdCcqZcdDnhXrTaO/+ADaBnukSUqRNM0DA0YwT1L8vOdv3oR1qxfoq/j0TR2//YQx+OVSRyB53TZsLhj6t4OHbn77ssszQ+//KLpQ+AQx99VBIN7qglN0xB+0SjJt/kD8F96WcHjzcF98YZ6Pkdp3ehllwuhbqMDpzI8jMhbb5R0bqlyZ9zb53hZfruvDbIk58+6H2VwTzRfaZmMqZme54KVsHnzq6vEffeZWBSJkydqcn9EjWjsXAzplBEIsZne1K6+9mMItRjVn6ePj+C9/X11vKPGoqoZ9ArN8TqXt0CWpw4XA0E3AkG3vi5n372WySD8wh59bW9ugW/dJeXfMOVhcE81kdswo+nqTZAdjoLHi031pszcCw31xBL+6YS2XQvJbpSxjT79u4p+oqvkdOF3zPGyfIfNgSW+xaY99wCghLnvnmi+Sp46CXXc+FA2OwIvl3ftxaZ1jF3ziQoazG2m187M/VQcThuu+8MLIduMSUV79xzD8ODMR7XNJ7kj8AqV5GeJI/EG+8JQlNIqYqPvvQtlxCj/D27ZCslmK3IGlYrBPdVEXiO9Ld1Fjxcz95F0FGnVvIfbnLkvvt9eZA8GEbjyE/o6cfw4Eh9+WPL500nPs8w9AHT620177gF2zCeazyK5I/AKZGOcixfDsXCRvo5+wKZ6RIUMCc30ZFlC60J/kaPnt4VtAVy51ZjOkVE1PPP4QaTTld2KORflNiGcNrgXSvNVVcNgX2n77k2N9GQZwc1bSr9JKorBPVWdOjGBiNgwY83aaRtm5HXMT5m/WcRmGNwDQPMN203r0ad/V9b5xYgz7iWHA7KvtC0Djawr0IG4S4IqfDcR/x6IaH6JvmPst3csXgxnW1vBY70XGXvxE8ePQY1Gq3pvRI1KbKa3YLEfNjt/hS9m3eWd6BIC07FzMbz6XOWSOXOV2EyvdZEPvoCryNH58+5LKc1PDw0hKlRq+TdcCntobveoqiV+Z6CqC7/6MjRF0dfB7u5pzwm5zcF97r77mWbuAcDV3gHvRev0deTtN5EaHCzrNQoR99zbW1ogSVKRo+eGTn87IEmIujnrnmi+S4+OInn6lL6ebg+lTyzN1zTEDn5QrVsjaliqksHw2Yi+XshmetOSJAnX3LQaHq+xBfTA22dw/PBQHe/K2iLjCYwOTz8CT+RvciPYbGyPLaWp3tiLe0zNp8V+WDR7DO6pqnIbZtiCQfjXb5j2vNzM/VjC+GahaVrOnvvygnsAaNl+o3CTGkaffbrs15iKKbifByX5gNExX2yqp7BbPtG8FH3PXJJfaL99lnf1GkDYZxnlvnuiPOeGIsioRjDEZnql8fqcuObm1abH9jx1GJHxRJ3uyNryS/JbSzpPzN4P9o9DKbL9IZNOY/zlF/W1o60NntVryrxTKobBPVVV7NBBpM8aWfHg5i2mhnaF5AX3Qll+Qk0ioxnNPsrN3AOAZ/UauLq69PX4Ky9BjUSKnFEasRx9ro/By/LY3VjgaUXUa/yCzrJ8ovlJ7JIvezzwXLCyyNGA7Habjol98D7HVhHlOJvbTI+Z+5ItPa8V6y7v1NfJhILnnjiITIbfZ3KJwX2xEXi5xOA+o2oYKLLvPvLmG1AnjPdzaOu2eVHlWksM7qmqTI30JAnBzVtLOs9r98AhGx8CjCWMjvliST5Q+ig8kSRJaL7ByN5rqRTGxOYeM6Cpqqkc3TFPMvfA5L57cdY9y/KJ5p9MOoXYAaOs3rv2opI+zPWtNfbdK6OjSPVzbBWR6Gy/ESw5nDaEWspPasxnV249DwsWGQ0I+3vCeGvvqSJnzD+qmkHvSSMx07GsGTZbaWFiOfPuxUZ6ktOJpk9sKvNOaToM7qlqlLExRN5+S1/7Ll4HR+uCks6VJCln1r0R3MfygvvSR+GJApdfYcquj+1+Dpl0usgZxSnhMdMeovlSlg8AXf52U1m+lkwgk4jX8Y6IqNbihw9BS6X0te/i4iX5+nEXmUfisTSfyOzsgJHpXNgWgCwz01kOm13GdX+0BnahCeG+l09ioC9/1PJ8NdAbRjpllNMvPb/032F9AReCLcbv4n2np67eTPb2IH70iL4OXH4FbPOg8XStMbinqgm//CKgGt8oglu3lXV+oeC+Epl7AJDsdoSuuV5fq+EwJl5/bUavBeSXos+XsnwA6MzJ3APM3hPNN5F3hP32kgTfxesKHyxwdnbBFjS+38fe50g8oqxUUjE1OWNJ/sw0t/pw9XUf09eaBjz7+EEkE0qRs+aPvP32K8pLUInZ+7P9E6YPCrLGcsZih7rLiwuoNAzuqSq0TAbhF1/Q1/aWlpJ/0csyB/dGSZrYTA+YLOGfqeDWrZBcbn09+syuGe/3VEZyZty3zKPMfaDdtOce4L57ovlE0zRE3zVG4LlXnAd7U2n7NSVJMpXmx48eRiaZrPg9EjWioQHut6+UNeuX4LxVRgXpRDiBF58+wj4fMAf3LQt98De5ixydr2OZkdDKZLS8qohMIoGJva/qa9ey5XCvOG+Gd0vFMLinqoi+/y6UEWNWZnDzVkhyeW83MbgPp8b1JnqVytwDgM3rQ3DzZn2d6utF7IOZZY3ETvnA/Npz3+QMQGoy/8LBzD3R/JHq74Nyzvie75umS34urzAST1MUxA4fqti9ETWy/GZ67JQ/U5IkofuTq+BvMma3f3jgLI68X5lxyI0qMpHEyFBUX5cyAi9Xe5e5EXbuvPvx1/cikzCmFDBrXz0M7qkqxPF3kGUEN28p+zXE4D6jZTCRmuxmX6k991nN194ACJ06R5/+3YxeJy1kqiWHA7LfX+TouSe0qMu0ZnBPNH9E33nbtPavLz7fPpfvwrWm78Mz/ZCVaK4Rg3uP12EKTKl8LrcD1968Rvx2g5eeOYqxkVjhk+a4nrwReOUH916/C82tRqNHsamepmmmRnqyx4PAx6+cwZ1SKRjcU8Wlz50zjUPyX7IB9lD5+89DLvOn09l992Lm3mVzwi5P3425GMfChfBvvExfxw58gGRPT9mvI1Yq2Jtb5t1oj/bWpUjZja85MTJUx7sholqKvveu/md7cwucnV1Fjs5nCwTgWrbceD021SMCAJw9Y2xLXLSkad79blEN7UtDuPSqZfo6nVLx1H+/D1XNFDlr7jp93Pj91eG0oa0zWOTowsSReENnJpBOTfYzSBw/Zvq9uunqTZBd/JCqWhjcU8WFX3rB1DW+3EZ6+nm5s+4/Cu4jQnA/m5J8kTgWDwBGnyk/ez8fZ9yLugIdpo75kXMDdbwbIqoVNRJB/MOj+tq3bv2MAhCxa356cADpIX5ASPNbLJpCZNzoP8H99pVz2aZlpjnuZ/snsHf38TreUX3kjsDrLGMEXq6OZcK8+4yGM72Tv7fnjpoOzTAuoNIwuKeK0hQF4Zde1NeOhQvhXXPhjF6r2Z0b3E9+eh0TGur5ZtFMT+Q573y4P3aBvh5//TUoY+U1hJvvwX1nTnCfFCoZiGjuir7/rukD3XL32+vnrc0ZifcBs/c0v4lZewBY1M7gvlJkWcZ1f7AGTpfRDPiNV0+h79T8agY82DeOVNLobN81g5L8rCVd+fPu1UgEkX2/1x/zrF4D55L2GV+Dpsfgnioq8s7bUMPGPpvglm1lN9LLCjj8kGBkf6Yqy69U5h7Iyd6rKsaef67kczVVNX0Y4Ghprdh9NYpWdzPiPoe+1sbHixxNRHOFuA1LcjjgXb1mRq/jPu88yB7jA9so993TPJfbTG9hG4P7SmoKebBl+0rTY/teOlmfm6mT0ydmv98+y+tzonmBse++79QYwq+8BE0xxg2ykV71Mbinigq/uMdY2Gxo2rRpxq9lk20ICvvus8G92FDPO8tmeiL/JRvgWLjIuN6e3SWPY1LCYVPmaj5m7iVJMs2qdkaSHC9DNMdpimLaH+9dc+GM91JKNhu8F67V1/GDB0y/FBLNN2Jw3xRyw+N11vFu5qYLLlyM81cv1NdnesMYPRctcsbc0nPMCO6bF3gRCJY3Ai9Xx1Lj99+hgQmc2/OSvrYFg/BfcumsXp+mx+CeKiZ19qypw3Fg4+WwB2Y3ssUU3Ceqm7mXZBnN19+grzOxKMKvvFTkDEPuGDz7PBqDJ3K3GD8g5YyGxPj8Km8jmm/ixz5EJiZ8T55hSb5+vlCan0kkED9+bFavR9SoNE3DkKmZHrP21bLu8k7T+uA7Z+p0J7UVjSQxfDair2eTtc8Sm+ppGjAUNSpwg5u3QLLPrgk2TY/BPVWMKWsPILi1e9av2Sw01RtLhZHRMogpcf2xSu25z2q6ejNkr/GBwdgzu6Blpu+emhfct8zP4D640LyPaqD/wzrdCRHVQvRd8wi82Qb33osuMq1j7JpP89REOIFE3Khc4Xz76lnc3oTWRcb44sPvDUBV5n7n/PwReLPfUtq+1Nwva9SzZPIPkoTglu5Zvz5Nj8E9VUQmncb4y0aW29m2BJ6Vq2b9umLH/LFEGHElAQ1C4yaHd6rTZkx2uUz7gdJDQ4i89ea05ykj5gz1fCzLB4AFi5eb1kODJ+tyH0RUG9F3jP32rq6uWfcbcbS0wtlufEjIkXg0X+Xtt2fmvmokScJFlxrfdxJxBcePzP1pHaeF4N7ukLFkhiPwRB6vE60LjSTZqKcNAOBbf8m87EdVDwzuqSIib70BNWL8IAp2b/v/2Tvv8DrKM+3fc+b0ftS71WzLVrWNKzY2BmMwAQIJxRRTAoEE2EBCsvDtZr/9SLJJdtkNISEFFkI1HVzA2MbGxhV3W8WSbMvqXaf3Ot8fR5qiXk6V5nddXPidM3PmlXTOzDzv8zz3HRIvVnbm3hPwos/JVWAPZVn+ANq113LKhoy7x7bF87Iy94RQCFI5M2/CyYOCe1Nve3QmwsPDE3Y8PT3wdDHlq4qyipC8r5xVmu9uaQ5qmvDwzDB6OpiSfIIAklNn5nNFpCgqTQMpZMKi82end2l+IBBAayOTmMqcpeP8/FOBXZpvlSTAJxBBu2ZtSN6bZ2z44J4nJJj376P/TYhEUC+/MiTvy+65B4B2G/diG0pBvQGEWi1US5bRY1fDJTgbRi8vZ5flC3UJIVnYiEfEg7QGnIbpv/LNwzNTYavkA1Mvyaffp4Rriec4XxOS9+XhiSfYmXtdkgIiMTnK3jxTRSoTYc58RlS5o8UEk8ExyhHxTXeHFR430/YRin77ATKyWM/uhADW1LkcsVSe8MIH9zxTxt3RAeeFenqsWrwEpCI0GXV25h4YGtyHI3MPALrr1nPGY2XvZ7rH/QACsRg+KWOHFzCZ4A/4RzmCh4cnXmH325NKFaR5+SF5X9nsOSBEzHWEL83nmWkEAgH0djPBPS+mFxmKF2ZyxtNZWK/lMrcSNpTBvdrUzHGQsuWWT9oWm2fi8L9pniljPrCPM9asDp2HpWas4D7EgnoDSLKyIS9mhJ1sp0/B09sz4v4+AytzP0PF9Aag1MxDiMzhQ7eDz97z8Ew3Ai4nHPV19FhRWhayhzeBWAzZ3CJ67KipHpewKQ/PdMHY54DPy3zmeTG9yJCRrYEukdFyqqvqgt8/Pa89LSwLPG2iHGpt6J6nnYf3Qelh3l9P8Z/fSMIH9zxTIuDxwHLkMD2WZGdDml8QsvfXDgruO2xdnHG4MvcAoLvuemZAUTB9tXvY/Si/Hz6ziR7PVBu8AcSsygWFM4A2W0cUZ8Mz3XC7vDjydQO+/qIOVrMr2tOZsdhragA/U5WjKA9NST79fqzFVb/NCndLS0jfn4cnlhkspsdn7iMDQRCYV5FOj10OL5ou9kVxRuHBYXOjr5tlgZcXuudWT1cnnHW10DmZ53V9nxMupzdk5+AZHT6455kS1hPHOR7HmtWhEdIbQEyKoBAyq6h2H7f/SSaUhuxcg5HPL4Y4K5semw8fhN9uH7Kfz2IBWFkl0QwuywcARWIa/W+lI4BWKy+qxxMaXE4vtr13DueOt6K+qgtfbT0f7SnNWDj99iQJ+fySkXeeBIP77u3VlSF9fx6eWKaH5W9PCgVISA5fIoOHy9ySNJAk8xw7HYX1Whq5Dk85BaEL7k39Glw6BzcZ19nKC6NGCj6455kS5m9YQnoSCVRLl4f8HINF9QaQCWUgBeETmCEIArp1TO895XZzft4BfAZu35Jwhlt9sEX15K4A2s18cD9e7NVV0G/bAk/PyC0gMxWX04vt75/jZBu6Oyzo67aOchRPOKACAU5wL5s9B6Q8tLakorR0zrXUUVMd0vfn4Yll2Jn7pFQlSJJ/XI8UUpkI+XOT6XFbkxEWkzOKMwo9rYMt8LKnboEHAAG3G5YjhwAAWlc3p+++vcU40mE8IYa/WvBMGndrC1yXG+ixeulykLLQ98BrpcNfdELtcT8c6qXLQGoYSw/j13tA+XycfdhiesDMFtQDgm4DAxAA+vpaQbEu8DzDo9++Fe0v/jf027ag7YXfI+B2R3tKMYPL6cX297iB/QB1VV3DHMETTtzNTfBbmcyiMkQWeGwIguBk750Nl+B3TF/lah6eAXxePwy9TJVgShpfkh9p5ldkcMbTSVgvEKDQ2sgE95k5WgiFoUmUWU8co6t5RQEPEpTMax0tphGO4gk1fHDPM2lM3+znjDVrQiekx0YrHiG4F4Y/uCeEQuiuuZYe+00mWI8f4+zDtsED+J57dnAPAEKLA3oXv2I7GvrtW6Hf+hk99hn0sBw+GMUZxQ5Ohwfb3juLvp6hgT0AXKzpmbaCR7GKbbAFXoj77Qdgi5oiEICjrjYs5+HhiSX6emwIBJgF8ZQMXows0qRna6BJYJJVdZXTR1ivp9MCt4ttgRe6alMT2xZbIkXWXEa/QN9j5/vuIwQf3PNMioDLCcvRI/RYmpcPac6ssJwrmpl7ANBctQaEWEyPDbt3cjLRbKV8QigEqZrZq+xCLbdyQeEMoI3vux8R/bYtnMB+AONXu0D5Z7aNYDCwPwd9D5PFkslFKF7IZFVcTi+aL+mHO5wnTNjPMRZ4otQ0iFPTRtl78sjnzQdYCvwO3hKPZwbAi+lFH4IgML+cCUwdds+0uc+wVfKB0PXbu5oa4W5qpMfq5SuQlZ/M2YfP3kcGPrjnmRSWY8dAuRmlas3qNWE7l3aEnnu5KDw2eIMhlUpoVq6ix562VjhqGSEv7yCP+1AKCsYj5KDgXun0o5VXzB+Wvq2fQb9ty7CveXt7YTt9KsIzih0GAnt2eapMIcLNd1dg8cpcCATM96yeL82PGF6jEe6WZnqsKAtP1h4ASLkcsoJCemyvqeJbfHhoDL121J7rhMPuifZUQgpbTE8sEUKji8yzDg+XuaVpnPvMdCnNb2H122t0spBZ4Jn2f80Za9dcjfRsDdiPxHxwHxn44J5nwlAUxRGWE8hkUC1eGrbzaSXaYbeH0wZvyByuXQ/2Fcq4eyf9b3ZZ/kwvyQcAoVrN+V3xmfvh6dv6GQzbt3K26a7fAEIopMeGXV/OyGDGYR8a2MsVYtxydwUSkhSQycWYVciUEjY36KfdA36sYq/iluQrwxjcA9zSfJ9eD2/X9HjA5pkana0mbH71OHZvPY9t752Fzzd9qpzYmfuUdNWMTxhEC5lcjPy5SfS45bIh7u1XHXYPeruYz1dOfmieWf12O6dlVUckcd0AACAASURBVDZ7DiRZ2RBLhEhmaUa088F9ROCDe54J425q5GRu1MuvhEAiCdv5RsrcK4SRW80Wp6RAuWAhPXZUV8HdHgxY+eCeC0GSINVMK4XSGUCrlc/cD0BR1LCBfdL37kDy9++AesWV9DZ3UyOc9XWRnmJUCQb2Z4cE9jffXQ5dIrOgV1TKlIJTFHCxpjui85ypsFXyBTIZZLPnhPV8QyzxeNX8GY/X48PXX9TB7wv2QBv7HLhYMz0cRtwuL8wGRpmdL8mPLvPKp5ewXltjeEryLUcPg/IwC+xsDa6MHCZBZ+i1w+ngF+LDDR/c80wY0yA7OM3q8AjpDaCTjNRzH1nfV91113PGxq92ggoE4DMxK5EzXSl/ALaonsIRgNljgcXDW5ZRFAX9cIH99+9Awg0bAPR/zliZGsPOLyM6x2jisLmxbfNZGPsYVXS5Uoyb767gBPYAkJ2fAJlCRI/rqrpmZJVDJAl4PHCcr6HH8uISTqVJOJDkzAKpZAIcO993P+M58nUDLCZuBrXyZNu0+P6zs6oAH9xHm8xZWqi1UnpcV9WJQCB+hfXYJfmkUICM7OErYycCRVEws4T0SJUKyoVX0GN2cA/wpfmRgA/ueSaE3zFM6U1mZljPKRPKIBKIhmyPlKAePY/C2ZDmF9Bj67dH4W5tAVgXemECn7kHBgX3zmC55EzP3gcD+09h+HwbZ3vS7Xci4foN9Ficlg5FxQJ67KiuhLutNWLzjBYOmxtb3zsHo54J7BXKYCm+LnHod50kBZhTnEqPDb32Ya3yeEKHs76Ok50JhwXeYAiBAPLiYmYOF+oR8PCZn5lKc4Me588OzZ4aeu1ob47/oKG7Y3BwzyvlRxOCIDi2eHarZ4ggXbwwrAWeaOoWeM76OnhY7VLqK1dBIGKe2dOzuH33fGl++OGDe54JYTl6hFt6E0YhvQEIghg2ey+PcHAPcLP3lM+Hvk8+4rwu4svyAXAV85XO4OLHTO67pygK+i2fwvD5ds72pNvvRML6G4bsP3ibcdfOIftMJ+z9gb2JHdirghl7bcLI3/O5pVyV9rrK+C6ZjHU4FngEAXlp6cg7hxB2aT7l8cB58UJEzssTW7icXuz/sn7E1ytPxP8iaC+r316hFEOhCl/LI8/4GCysN9ziUjzQ22WFy8lY4GWHqN+eI6RHENAOquYVS4ScRSo+cx9++OCeZ9wEhfT202OBUgnloitGPiCEaIbpu1dGIbhXLlwEURJj7cEuUQX4nvsB2Jl7qYcC6aNmrGI+RVHQf/YJDF9wA/vkO+4aNrAH+qtECmfTY8vxb+E1xGe2YCzsVje2bj47KLCX4JYxAnsASExWcsR6Lp7voftweUILRVGwVzIWeNL8AghVkckqyueXcMa8Jd7M5ODui3DYmORCyaJMFMxl7sfNDQZO5U88wlbK57P2sYFcIUbubEbAteWyHjZL/AnrsUvygdCI6flMJtjOnKbH8uJSiJKTh+zHLs039jl4Adwwwwf3POPGdekiPB1M9lWzYiUEIvEoR4SO4RTz5cLIB/eEQADttdfRYzcpw6XEhehUBcv1+Z77IOzgHgAUrpmpmE8H9js+52xPvmPjEA2HwXACf78fpr27wzHFqGLrD+zZAlJKdTCw1+jG9/0uKmOy926XD02X+kI+Tx7A09EOn57xeQ6nBd5ghBoNJDmz6LG9hg/uZxqXantwqZYRzVNrpVi1rhAVS7M5+1WdbIv01EKGzeqGnbV4kcz328cM7NJ8igLqKuPPfrXlMnP9VmulYy6ejwfzwW8AP+NUoV0zvAZX5iy+7z6S8ME9z7gx7R8kpHfVmoidezjF/Ej33A+gWbkKArkcfoLEqcwb0Kwrw/nUVejQzgWp4m/GwNBFDqXDj16nHk5f/K12TxaKotD36cdDA/s7N0J33foxj1eUV0CUxgSu5m/2w++I76wUG5s1KJ5nNg4X2I/fCaNwXgoEJFMyWcd73ocF+7mznHG4LfAGw7bE83R0wGvQj7I3z3TCbnPjwC5uK8baG4sgFguROUuLpFQlvb2+ugsupzfSUwwJvaysPQCkZvDPE7FCVq4OKg0jrFdb2YlAIH4EHJ0OD3o62BZ4iaPsPT4ovx/mA9/QY2FC4oiLvmmZGk5rA993H1744J5nXPitVthOnaDH8nnzIU5LG+WI0KId1HNPgIBUGJ1eNIFUCs1Va9CqnQ+nmFl0aEwoRxxd68OKUMMN7hV03/3MKM2nKAp9n3wE45dfcLYn33U3dOvGDuyBYJVIwnVM9j7gcnHaYuIZm8U1JLBX9Qf2au3ELC6lMhHyZjNexK2XDbBb3SGbK08Qdr+9UJcAcVb2KHuHnsGWeI5q3hJvJkBRFPZ/WQ+3i+kVrliajfRsLdydnTAdPoySMqYM2OcNxK1dGdvfHgCn5YgnuhAEgXnl6fTYZnFzxOlindZGI2ccCgs8e+U5jhW0ZvUaEILhw0qRmOQ4P3Q0G4fdjyc08ME9z7gwHzkEysfcXMNtfzcYrZQb3CtEcgiI6H18xcvXoElXxtnmEsh5r+1+Bpfl06J6M6Dvng7sd+7gbE++6x7oWC0d40G1fDlINbOAZNyzGwFvfGalBrBZXMFS/EGB/c2TCOwHmDvI8/4C/z0MKX6rFa6GS/RYUVYOgi1/HAFkBYUgJEzmjC/NnxnUVnZy1MkTkhVYsioPpgP7cfH/PIf2V/4O0fsvQSZjVL+rTrXB748/7Q12cK9JkEEiHeoSxBM9ikrTOKrvtXEkrNfKtsAjiSH2dJOBI6RHktCsvGrU/TNYpfkmgxN2G78IHy744J5nTKhAAOYD++kxqVZDybLqigSDy/KjVZI/wJlKI/zD2POd+bYlrkq1woVAqeT4XyscA3Z407vvnqIo9H384dDAfuM90F27bsLvJxCJOQsCfrMJ1mPfTnme0cJqDgb2bI9qlUY6pcAeALLzEqBQMvofvOd9aLFXVwVXTfpRlEe2JB8ACKEQ8nnz6LHjfA0oVq8nz/TDYnLiyN4GeiwQEFi7YS70n3yAnrfeoHt9A0Y9MvuYxR671YPL9b2Rnu6UoCiKE9zz/vaxh0IlQW4hUyXWdKkvLqrEKIpCC6vKICNHC9EULfA8PT1w1DDVU6qFiyDUDHW1YpPJ+91HDD645xkTZ30dvN1MJkyz8ipO4BYJBpflR0NMb4C+btuIZX8mgxONF+LroSIcEAQBkpW9nwmZ+2Bg/wGMu77kbE+++17orpl4YD+AZvXVICRMC4px95egAvGXlRopsJ9MKf5gBAICc0oYz3uT3jGkxJVn8tirmJJ8QiyGvGh+VOahKGZK8wNOJ1yNl6MyD57wEwhQ+PrzOng9zALOwqWZ8Hz4vzB9tWvI/und5yCgmH0rT7TF1QKf2eiEx81UR/JK+bHJvAqmNJ+i4kPjpbfLCpeDqfgLhQWe+ZtBGlxr1o55TOrgvvtmPrgPF3xwzzMmgz0sNVetjvgc1GIVpww/Wpl7iqJweO8lzrZ53YdAsB4qTh9tiauHinAh1DDB/UDPfae9G96Ab6RD4haKotD30QdD/OhT7r4XurXXTum9SYUCmlXMd87T0QF7VeWU3jPSWExObN18FlYzE9irtcHAni1SNBV4z/vwQPl8wcx9P/KieRCII+OSMhh5CdcSz85b4k1bKk+0obPNTI+Tk2VI/PrNIde+gRYwccCNNAtzb+7ptKK7nStQF8sMXozkM/exSXZeApRqZrG99lxnzD/vDbXAm5qYXsDrgfnwQXoszsiAbM7cMY8TiUikZvB+95GAD+55RsVnNsF29gw9VpSUcnzeI4WAEEDHyt6rxdG58TVd1HMuSNl5Oix76l7MLU6ht/V124ZcTGci7L57pSMY3AeoAC6bmqI0o/BAURT6Pnwfxt2DAvt77oN2ioH9ALp16wGWUM3g6oBYxmJyYluYA3sA0CUqOA8Ol2p74PPyZdtTxdlwCQGWS4OivCJqcxEnp0CUylRosMtCeaYPhl47jh9gqjJIksCc2i3wtbfS2wiRCFk//jEKf/0bWtwx21zLeZ/KOLLF6+lgFiIEAgJJKcpR9uaJFgIBgXllTPbeanahrSm2xeHYz6MqjRTahKlVytlOnkTAZqPHmtVXj1uDhd3rbzY6YYuDtoZ4hA/ueUbFfOggx8My0kJ6bK7OXgUAkJBiLM9YHPHz+/0BHN3H9P8RBLDimkJIZ+Vi4apCjtDK6aMtEZ9frMG2w1M4/XTP7gcXtsDjj29RuAEoikLvh+/DOKhMNOWeTdBefU3IziNKTIRq8VJ67LxQD+flhlGOiA3ojL2FuYEPBPZKdegC+wHYnvcetx+NF3nP+6lir+Ra4ClKy0bYMzKwS/NdTY3wW/n2i+mE3x/A3s9r4fcz2dCCnuOQmphKHFKtRtbPn4V22XII1WpkP/PPkOTMgtJjQoKD0XW5XN/LWVSMZXq6mM9xQrICwin2RPOEj6IyrrDe+bOx227ocno5C0c5BQlTFkNlV/MSYjHUy68c97FD/O551fywwAf3PCMyWEhPqEuI6oPd1dkr8asVz+H5Fc8hXzMr4uevPtXOUfievyADCUkKAIBGJ0PhfCZ739VmRkfrzC45YtvhEQERtIZEkD4Ruh092H555yhHxgcURaH3g/eG9H+m3LsJ2qvH7j+bKAnX38AZx3r2fiCwt7ECe41OhlvuWRCWwB4ACopSQAqZ21p9HPRDxjr2c0y/vSQ7G6KEqfsjTwVOaT5FwV5bE73J8IScU0ea0dfNZAV1jg5kGZm/sSQ7Gzn/+n8hyy+gt5FKJbJ+9gtIcvOQYzpPb6co4Mze2P98+P0Bzs/Ml+THNkq1lFPa3nRRD4fdE8UZjUxro4GthYqcvKn127tbWzjOKaqly0DKx98mm5qhhoDk/e7DDR/c84yIvboKPr2eHmuuWg2CjO5qcoJUB6VIEfHzupxenDzcTI/FEhKLV+Zy9lmwLIcznunZ+4GyfD8hxMmsDchqWIbCqpUgvWLsaz2Ei8b4FcMKBvabYdqzm7M95b77oR2HsMxkkGTnQF7MBDa206fg6Y5NyzezcZjAPkGGm++ugFIlGeXIqSGRCpE/h+V532iEzRIfmbtYxNPdDU8XkzFVlEWvJH8A+dx5HEFXB993P23o6bTg9BHmPkv6PZjfcwgDoYCiYgGy//lfhl1gIhUKZP3058hIk0LuYQKG+jo9LLX14Z76lDD02uH3MSKpvJhe7DOfJawXCFAxu5DMtsATkAQyZ+lG2XtsOBpcwISfd4QiEml8333Y4YN7nhFhZ+0hEEA9hofldObEwSaOku2iFbmQybmiUonJSuTOZh46Wi8b0Ns1c0tGB8ryW7TzYZcE/y3yypDUlQcKFN6u/RAuX/z1W1EUhd73N8O05yvO9pT7HoA2zG0ruvWs7D1FDenzjwXMRseQwF6bIMMtG0MT2AdcLnS/+zZaX/g9Ol/5K3o+eA+GL3fAcvQw7DXVyE/nOnnUV8fmAkg8wFbJB4L+9tFGIJFANnsOPbbXVMe8oBXP2Pi8fuz9vI6TZZzbdwxSX1DvQXf9BmT8+EkIpCNX/ZByObKefgb5YqYdxycQ48Qbn8NxIXYDfF5ML/7IKeDar54/2xFz16EhFnjZWojEk0/Q2SrPwXzwAD2W5udDOit3wu+TwVpgsJhccdM6E09E1s+MJ27wGvSwn2N6LRXlFRDpprbiF68Y++yoOcP08am1UpQuyhx234XLZ6HpIlPtcPpoM9bfWjLsvtMdoVYLDylFs66Usz2hJwe96Q3Quwz4rOELbJx7W5RmOHEoikLve+/C9PUezvZgYL8m7OeXz5sPSc4suFuC2S3LkUNIvOVWCNWxkekxGRzY9t5Z2K1MiaI2UY6bN5ZDoQxNxr77rTdgPf7tiK9TICCZ9T24RUFBqupvapB6agtEGg1IjQZCrRZCtQakRguhRgOhRhNxa894gV2ST6pUkOblR3E2DPKSUjhqg+XXfrMZnrZWSLJzxjiKJ5Y59k0jTHpGuDHZ1ow0awNAkkjd9AA0V64a1/uQMhmWPL4R9S8fgRciAECrYjayX/wfZP3TU5AXzQvL/KdCTyfTEy0UCaBLinx1Is/EEAgEKCpLx6n+ShOLyYX2ZhOycmPnObmv2wanndE3ypmCBZ6z4RI6//YywLLh1U7S4jczR4uTrHFHi2mI2w3P1OCfaHiGxXzwANhL6OHOSMYyR/Y1cLIJy68u4PT1sknNUCNzlpb277xc3wdjn31G3qyFWi0adeXwC0Sc7aRfhISeHPRlXMah9m9RnlSM+Ylj26hEm2Bg/w5MX+/lbE/Z9AC0V62JyBwIgoBu/Q3oevVvwTl5vTDt24ukW26NyPlHw2RwYNvms7DbuIH9LRvLIQ9RYG+vrhw1sAcAAhTSrQ1oSghmmR2EHB317dC6zox4jECphFCtgVCjBalRQ9gf+LMXAEiNFgKZbMpiRPFCwOWE40IdPVaUloEQxEaxn6K4BH0ffUCP7dXVfHAfx7Q3GznK9iKfE0W9R0Eqlcj48ZOQj8Nmi41EpUDx4lycPRFclHeK1egVpYB46Q/IePyfoCiOrQV3duY+OVXF8QLniV3mlTPBPQDUnuuIqeB+qAXe5IJ7d0cH2l/6AygPc29XLV3OEfmdCKkZapBCAd2K0s4H9yGHD+55hsXdyvSLi5KSIZ9fHMXZRI/WRgNaGthlTRrksXp6h2PRill0cA8AZ75twdrvxF62INxYnRTaNcM/lCV250Gf1gRKEMC7dR/jX5b8FHLR1OxZwglFUejZ/A7M+7iBfeqmB6G5avUIR4UH1RWL0ffpR7QehunrPUi4fgMEkvD1so+FUR/M2DtYgb0uSY6bN1ZArgiNJ3rA7Ub3O29xtomSkuGzmDkPHQCQbr1EB/cA0KkqhNbVM/J722zw2GzwdLSPuA8QVAYOZv01wwT/GkgysyBKHP36EC/Ya2o4Timx0G8/gDgzC6RWC78peJ2111Qh4YYNUZ4Vz2Rwu7zY8/EZsLtEi3qPQpmagIwnn4I4OWXkg0ehdEkOKk91IBAIrsy3aOYjuaMVHX96MRjgR9n1YQCvxw9jn50ep2TwJfnxgkojRXZ+At3Xfrm+D06HZ0jLZrRoucxUkSrVEmgTxy98N4DXYED7iy8gYGc+o/LiEqQ9+INJL/aSQgHSMtX0czLfdx96+OCeZ1hUi5cGy/IpCkm33xkzGZtIEggEcHjvJc62FdcUjpm5y8jRIjVDje5++5ELNd24YmUu1NrYDV7DwbFvGkERzOcmibShzx8slRZ5JdD2ZcGY0gKT24yPL27Dpvl3RmuqoxIM7N+GeR9LSIYggqWiqyIb2AMAQZLQrbseve+/CwAI2O0wHz4I3dprIz4XADDq7dj23rmwBvYAoN+2Bb4+ppdWc9VqpG56EBRFIeB0wm8xw2cywWcxw28y4+J5D/pcwfN3q/NR5KoBYTVPaQ6UxwNvXy+8fb0j7hPJSo5wYq9k9duTJEfMMdoQBAFFcSkshw8CAJwXLyDgco3aj80TewS8Huz56w44vIw9VprlEnLzNEj/4Y8mpMI9GKVKgoJ5ybhYE1zUM8nTYRUnQOUxoOPll5D+2ONQViyY8s8wVXq7rZzKQF5ML76YX55OB/cDwnoVS6NfReR2edHdzrLAy5+4BZ7fbkf7i/8Nn4FJcEly85Dxoyem3MqWkcNUuFrNLlhMzhn3jBxO+OCeZ1jUS5dBNnsOCFIAoUY79gHTkNpznTD2MT2ARaVpSE4be1WdIAgsXJ6DLz+pBhDsbjh3vBWrrpszxpHTh55OCxrqmABI7erBQvEl7JetgscdzAamdhXCmNwKEBSOdZ1CeXIxypNjJ4AAgnaQPZvfgXn/oMD+/gehiaLApGblKui3bUHAEVxNN+3eBe3qqyPuZmHs6w/sWTZACckK3HRXeUgDe1dLM4wsy0FSrUbS9+4AEPy+kXI5SLkc4jRGwbgktRP7vwyKaPkJIYgfPIfZRUnwWczwmczBxQCzCT6Tqf/fZvjN/dvMZk7WeiL0bn4HssI5kGRkTOEnji5UIMAJ7mWz54CUxdaDl6KECe7h98NRVxsTwRrP+PCZTTjz8jtoETDXfInXhsXFcmTe9WBIrmXli7Pp4B4IirsW9xwC5fOh469/RvqjP4Zq4aIpn2cq9PJienHNrMJEyBVi+h54/lwnypdkR719q63JyLXAy5+YhWnA40H7n17kVLOJUtOQ+ZOnQ7KImpmjxQnWuKPFxAf3IYQP7nlGRJQwNT/MeMbt8uH4gSZ6LBQJsGR13riPn1WYiIRkBQy9weCr9lwnFq2YFbLe41iGoigc3ce1uSvsOwlC7kPxikyc+TbY8iF0SaExpMGcGLTaeq/uU+RrcqESKyM+5+GgAgH0vPs2zN/sYzYSBFLvfwialeMTdwoXAqkU2rVrYfh8OwDA29cL26mTUC2ZXA/cZDD02bHtvbMcwZ6EZAVu3lge0rJEKhBA91tvcIR8Uu66B6RidB2LgqJkHNpzET5v8Li6qi7MKUmDKCFxTK92KhBAwOGgA32/2QSfyRysCujf5jOb4DebEXA6ucf6fOh6/VXkPPevUbcOnSyupib4rUzWRxlDJfkDyOfNBwiC1oax11TzwX2c4G5tReOfX8Y51WqOZ9OKMjmybvlOyM6TnKZCWpYGXW3Bip1udT4K9acg8TsBvx+df/8L8MhjUF2xOGTnnChsMT2pTAiVhq8+iSdIUoC5ZWk40299bDY40dlqRkZOdJNi7HZSgYBA5qzxz4fy+9H5yl/hunSR3kZqtMh6+mcQqkJTWZKSroZQKICP1XdfVJY+xlE84yUua619Ph/eeOMNbNiwAWVlZbjmmmvw8ssvw+v1jn0wAJPJhOeffx5r165FeXk5brvtNuzYsWPYfZ955hnMnTt32P9eeOGFUP5YPDHEqSPNcDmZz9PCZTkTUvseyN4P4PdTOHeibZQjpg8tlw2cHqokewt0rh74zGaULswASTIr2rl9ZUD/6rLVa8P79Z/FhJ1MMLB/a2hg/0D0A/sBtFdfyymNM+z6MmK/O0OfHds2cwP7xDAE9gBg2rcX7qZGeiwvKYNy8ZIxjxNLhMifm0yP25tN47bcIQQCkEolJJlZUMwvhnr5lUi4YQNS7tyI9B/+CNk/fxZ5v/4dCv/0VxS+/Hfk/vY/IWOJfrmbGmHY8fkEfsrYwl55ljNWlEffAm8wpFLJUe/n/e7jA9vZM2j+3a9RLSqCV8hk6oryZCi6ZWKe2eOhfHEW/W8KAvQUsc7RH8RYxhDpDCdsMb2UdHXUM748E2d+OTcoPX+2I0ozCTLYAi89WwOxZHy5XIqi0P32m7CfZQRoBTIZsp76GURJyaMcOTFIoQBpWRp63NFiiolnv+lCXAb3zz//PH77299Cq9Vi06ZNSE1NxUsvvYSf/exnYx7rcDjw0EMPYfPmzSgvL8c999wDi8WCp59+Gu+8886Q/evr65GUlIQnnnhiyH8rVqwIx4/HE2XMRieqWMq9SrUE5UuyJ/w+BUUp0OiYh5eaMx1wu8a3ABWvBAIUvt3PZO0JUCjoOxUc+P2QwMNZnfWbSWS5Cujx2d4qnOrmBhaRhgoE0PPOWzB/s5/ZSBBIfeAH47ZjigRCjQbqFSvpsbu5Cc662rCfV99rw9bNZ+F0sAL7FAVuCkNg7zUY0PfpJ/SYEIuReu99434ALhqkwFtf1RXS+QFB33VxcgrSHnwYhITJuuk/3wZXc1PIzxcJ2CX5otQ0iFNjU8mYrQPg7e2Bp7s7irPhGQ2KomDY9SU6Xn4JnaJM9Cpz6dc0ahFW3nZFWM6bOzuJkw1vEaRDvmQ5s0MggK5X/w7L0SNhOf9oOB0eWEzMgmMyX5Ifl6i1Mo5K/uX6Xk5yKNLoe2wcDZzsCajk67d8CsshxsueEAqR8eRTkGRP/Bl4LNjVDTaLm/e7DyFxF9yfPn0aH3zwAdavX493330XzzzzDN59911897vfxa5du7Bv375Rj3/rrbdQU1ODX/7yl/jDH/6AX/ziF9iyZQtmz56NF154AXo9oy7p9XrR2NiIBQsW4MknnxzyHx/cT0+O7mugFXYBYNmafAhFEy+vFQgIVCxjLohejx9Vp0ZX4453LlR30a0IAJCfIYTSy4iY+UxGVCzNBjs2y+srBwFmwwcXtsDknprw2WQJBvZvwnxgP7ORDuxXjnhctNBddz3Yv0zDri/Dej59jw3b3jsHFyuwT0pR4uaNFWFRCO557x1QbuaGn3jLrRPKHmTkaDkP9nVVXWHLDoiSk5Fy50Zmg9+PrtdeRcDrGfmgGMRrNMLdwtg7KctiL2s/gKKklDN21PDZ+1iE8vnQ/ebr6PvoA7gEMlxIXka/RhDA2ltKIJrEPXY8CAQEShdl0mOX0wfLku9AveJK1gQpdL3+KsyHDoZlDiPR28Xtt0/lxfTilvkVrKSFn0J9degXksfLZC3wjHu/guGL7cwGgkD6oz+asBXleMkc1LrAdpnimRpxF9y/+25QIfqJJ56gszcEQeCnP/0pCILARx99NOrxmzdvRlJSEu666y56m1KpxGOPPQan04nt25kPdkNDA7xeL+bOjX0Pbp7Q0NFiQuMFRpE7NUONwnmTs+IBgLnFaVComKCn8kQbvB7flOYYq/i8fhw/2ESPhUIBFi7gBmI+kxFqrQwFrN+psdOF1QqmVNLhc2Jz3ScRL9GiAgF0v/0GzAe+YTYSBNIefDgmA3sAEKelQVmxkB47qqvgbm0Ny7mGDexTlbhpYzmkMlHIz2c7cwr2M6fpsSQ7B7prr5vQexAEwfHPtZpd6GwN38KRetVVULCCYU9HO/RbPgvb+cKBveocZ6woj71++wGkefkQyBntBXtNdRRnwzMcfpsNbf/zX7AcOggKQG3qlfCRzD1xwfIcpGVqRn6DEDCvPB0iMbN4UHmyHSn3ikqDIQAAIABJREFUPwQ1WxSVotD9xmswsSu2wkxPBze45zP38Uvu7CRI5cx9sPZsZ9TKzNnBvUIlQULS6Po0AGA9fgy972/mbEu5934oF4RPcDI5XQWhiAlD21uMYTvXTCPugvuTJ09Cp9Nhzhyu8nhqaipyc3Nx4sSJEY4EWlpa0N3djUWLFoEcJHS0dGlQiIp9fH19UGmZD+5nBhRFDWN9VzClHjhSKEDFEqb33u3y4fzZzkm/XyxTdaoddqubHpcuzoImnStc5uv3pV4wyCpG3pqODAUThNXo63C0c+TvcqgZCOwtB5lyNBAE0h56mJvhiUF019/AGRt2hz5739tlxbb3znJKDZNSlbjprvAE9n6nEz2bWW1S/daDkxGom1uSyhnXhaE0fwCCIJC66UEIWGJ/xt074bx4IWznDDXsknyBTAZZ4ewozmZ0CIEA8vnF9NhRVwvKNz0XT+MRd0cHWn7zPJwXgs9S7eq5MMiZLHpSihJXXJkb9nmIJULMY7WDGfscaG8xB+1MV1/N2bfn7Tdg+npP2OcEcPvtVWpJSB1GeCILSQo4bWBGvQNdLCu6SOF2+WgBSWB8Fnj28zXofO0VsOX1E2+5FdrVa8I1TQDB31k633cfFuIquPd4POjq6kJOzvAekpmZmbBYLDAYDMO+3tISVLMc7vjk5GRIJBI0NTXR2waC+6amJtx1111YsGABli9fjueeew7dfG/ftKO+qgt93TZ6XDg/JSQZhXnl6ZwA6OzxVvh9gVGOiD9cTi9O96vFAkHV3wVLc0AOslH09wf3SalK5BQwpWItlwz4buqtEBDMJenji9ugdw7/XQ4lA2rsQwP7R6BeHtuBPQDICgohm80sdlqPH4PXoB/liInR22XFp2+fgcvJBE3JaUrcHKaMPQDoP/sEPiOziq9dey1HPG0iqLUyTm9fQ11PWKtnhFotUu/ZxGzoL/kNuGK/nzDg8cBxvoYey4tLp+xnHG7YpfmU2w0nS+E5XjHs3IHG536B1v/8LQw7PoerpTnuHnrtNdVo/e2v4O0NWtE5RCpcTGJU6QUkgbXfKQJJRuYxtPSKTM648mQbCIEAKfdugnbttZzXeja/A+Oe3WGdD0VRHKX8ZL4kP+6ZFwPCekMt8EYvyXc1N6Hj5T9xrF81V69FwnduDtcUObDvzXarB2ajc5S9ecZLbN+1B2HqDwxUquFLlwa2W61WJAxj4zZwvFo9/EVUqVTCamVWUgeC+5dffhnr1q1DRUUFzp07h08//RSHDx/Ghx9+iLS0yQsNiVllYkJhfFomTRc8Hh+OH2AUuUmhAKvWzeb8jSaLWExiwbJs2h7OYfPgUm0Ppw8w1ET683Rs/2V43EzAtGRVHlTqoLsAqVLB3/+9ClhM9O90ycpcjl1Lz3k3biq9Dlsv7gQAuP0evFv/MX66+FFO0B9KqEAA7a+/wRGQAUEg69FHoY3xjD2b5BtvRMuL/dlhvx+WfXuQvvHuKb+vUe/oD+yZjH1Khgq33bsAEml4AntHQwNM+/bSY2FCAtLvuB3kFL6LJQsyaAcHnzeA5kt6zK8Inw994soVcJw7DfOxYwAAb28vDJ9+iIwHHgzbOUOBtfYCKA+jEaBZuCAk10A2ob42aSvKwF5qd9VWQ1tWMuL+sY752DH0ffwhgKBIoPNCPfDpxxBqtVCWlkFVVgZlScmYVpDRRP/VV+h89x3avpICgdrMqxEQMI+cy9cUcLJ2k2Ein6WkFCUKipLRUNcLIGgVZrO4kJCkQOb9m0CKRdDvZKqeet/fDBIBJG24cUpzHAmL2cURJc3I1oT8u8YzMaZ6bUpJUyErV4e2puDCdENdL66+YW7YFsGHo72ZWRQXCAjkzUka8XPl7u5G+x//h6Nro168GFn33w9CEJlFt9yCRBz7hnn27m63ICVterSnRDOui6vMva+/3E4sHr50aWC72+0e9vXxHM8+ViqVIjc3Fx9//DFeeOEFPPvss3jvvffw1FNPobu7G7/+9a8n/bPwxBanDjfDzlIXXbgsB+oQ+s2WL86CWMJ80U8daUYgMD2y9xaTE+dOMH3eaq0UpVcw9kMiLbMy6zMygikZOVrOw119VTeu1K1AroYRIaw3XMK+lsNhmTcVCKD9tddgOjA4sH8srgJ7AFBVVECSzgSrxn374LfbRzlibCiKwt7PazmBfWqGOqyBPeXzoeMfr3PKAzPu2wRSJhvlqLEpnJfC6bmNRGtM+qb7IdQwn2/D11/DWlkZ9vNOBSvL/ggEAVVZWfQmM05ECQkcJWdbVfyK6nmNRnS88Y9hX/OZTDAdPIDWl/+M2h//CJd/9Sv0bN0CZ2MjqBi5l1B+PzrefAOdb79FB/YA0FG4GiYhk3BJz9ZwrGIjxYKlXMXvs8eC9y2CIJC2cSOSbvwO5/Wu999H7/ZtYZlLdztX+yM1Y+Zk7imfD307d6J3+7Yp36dijZKFzH3Y7wuExaFlJCiKQvMlpmovPVsDyQgWeF6TCU3/9Z/wW5jqEcW8ech67EcRC+yBYN89+97c1sz33YeCuMrcS6XBYGskP3tPf8ZBNsKDoEQi4ew33PFyuZwev/zyy8Pu9+ijj+Ljjz/Gvn37YLfboZjkCrrH4x/XNp7wYrO4OCXlcoUY5UuyQvq3IAQCFC/MxJn+85iNTpw/14U5xaljHDk1IvF5Ory3AX4/E4wtXpWHQICizy3QaIF+kTeP0ciZU8XSbHT294dRFIUzR1tx34o78NsTf4QvEFyM+6T+C8zRzEaqfGIeq5TfD7/VCp/ZBJ/ZDL/FDJ/JFPy/2QxvTzdXfI4gkPbwDyG/Ymlcfg+1161H95vBwCDgcqF3z14k3DD5rFNdZSdHvTY5TYkb7ygDIRCE7fdj2PklXC3Md1G5YBGkpRUhOV9BUTLqKoMPWu0tJvR22zhWlSFHIkfK/Q+h46U/0Jva/vdV5P6/38Rk1pWiKFjOMDaU0vwCBKSKsP2tQ/m+8vnF9HfZ1dICR48eQq12jKNiC4qi0P7KK5xgRyCTIeAcpkyVouC4eAGOixfQ88knIFVqKEpKIS8phaK4BKRSGcGZB/E77Oj82184bR0AELhiDS5Y8oB+BxqhSICrNxTBF8LWtPF+lpLSVEhKVdLtd7XnOnHFylw6s6r77vcQIAgYPmeElbs/+gg+jw+JN90SsvkCQMcgYU9tojwu7zuToesfr8NyOOhMYDx8GJlP/xwinW6MoyLHVP4OOfmJkMqEdBtb5al2FJWnT0m7abzoe2ywsXSPsvMShv1Z/E4n2l54Ad6eHnqbJDsHaT96Ej5KAET4c5iepaFFANsajXC7fRH5fUWKaHyv4yq4VyqVEAgEsNlsw74+UFI/Utm+pj+LMtLxNpsNiYmJw77GRiAQoKioCG1tbejq6kJBQcGYx/DELt9+c5nzoLHkqjyIxKH/apRdkYXKE210v/3po82YPT8lri9ifd02XKhhimKTUpWYPZ/rLiDUMjdtdh81AMwqTERCsoK2z6s914lFV87CzfnX49NLnwMAvAEv3j7/AX666McgQIByu+AzmeGzmOE3m5ngvf/fwSDeDL/NyskAjwpBIO3hR6FeumzsfWMU1bIV6NvyKfzm4EOjcc9uaK+9DgLRxLPsTocHR75uoMckSeCam+ZBIg3fLcPb2wv9ti30WCCVIvnue0P2/kWlaXRwDwQ1NpZclRey9x8OZVk51KuuovUc/CYTeja/g/RHHg3reSeDp70NPpZWgyKGLfAGoygpg3HXTnpsr6mOWYeLkTDv3wcHS+1fnJmFnH/9N3h7emGvroS9qjIozOgf5mHdaoHl6GFYjh4GCALSvPz+YL8M0tzcsGfiPN3d6PjTi/B0cStitLd8D/t70hAIMAsWK9YWhHdRbRQIgkD54izs/bwOAODzBXD+bAcWLp9Fv5703e+BIIXQb2VcLvRbPwPl9yHxlttCdr9mi+npkuQQj5BhnW7YqyrpwB4APB0daP3dr5H19M8hnkKba6xACgWYW5KGcyfaAACGXju6Oyxhd4QAxmeBF/B60fHySxy7U1FSMjKf+ilIVnIzkmTM0tJzd9g9MBmc0CVGZy7Thbi6mojFYmRkZKCtrW3Y19va2qDT6aAdYcU+NzeX3m8wPT09cLvdyMsLPuw5nU7U19dDKpWiqKhoyP6ufnGkgWoAnviku8OCizXM6mVSipJjnRVK5Aox5pen0173xj4Hmi7qkTcnKSzniwTf7m/gjJdfnT/k4YedQfNbLaB8PlqkiyAILFiazXnYOrXjNBalUrBfEsNl0kPhDEDhOofaD34Csd3N6QkOCQSBtEcehXpJ/Ab2ACAQiaC7Zh36Pv0YAOA3m2E9dhQatt3TODmytwFuF6OhcMWVudAlhi/bTFEUut99i/O3Tbzt+yHN5qRlaaDRyWjBnvrqLixelRv2xbWUOzfCUXsevr6gxab12FEoFy6EatHiMY6MLGyVfABQlsWuBd5gpIWzQYjF9OfHUVMVV8G9p6sLvR+9z2wgSaQ//EMIRGJIMjMhycxEwvobEHC54Kirhb2qEvbqSvj0wwhnUhRclxvgutwA/bYtIJUqyIuLoSgpg7y4BMIRNIcmi6O+Dh1/+RMCrIoDQixG2g8eQY0tEfoaphInO08XVq2L8VAwLwVH91+Go78Nr/p0O8qXZHOE/RJvugUQCKD/7BN6m+Hz7aB8fiR97/YpXzMCAYrjcZ8yQ8T0/E4nut96Y8h2n16P1t//BplP/QzSWbkRn1eomVeRTgf3QDBpEengXqESIyGZe8+mAgF0vfYKnHW19DZSpULm0z+DUBO9SqfBfvcdLUY+uJ8icRXcA8CiRYuwdetWNDY20oE4AHR3d6O5uRlr1qwZ8diMjAxkZGTg1KlTCAQCELBWs48fPw4AWLBgAQCgr68Pd955J+bMmYPt27dz3sfpdOL8+fNISEhAZmb4RNF4wstI1ncCQfge9suXZKPmTAcC/SWKp482I3d2Ylxm79uajGhtZDLx2Xk6ZOUOXSkeXB7b++F7CLjcdJadMFkgTVgHlyhYSlpbb0bCro9QRA1WNPciFHrRApkMpFoDoUYDUWISNGuuhqygMATvHH00a66G/ovPaYEc466dUK9YOaHMXVuTkVONoU2U44qVufRnNhxYTxyDo5rplZbm50O7Zm1IzzHgeT8gnGmzuNHebEJWbnjLQQVSGdIefBhtL/yeriTpfvtNyArncHryo42NFdwLExIgzsoaZe/YQiASQV40j16gsJ+vARUIRLR3dLJQfj+6XnuFs7CV9N3bIMke2pMukEqhrFgAZcUCUBQFb1cn7FVVsNdUwVlfN6wNoN9mhfXYt7Ae+xYgCEhm5UJRUgpFSSmk+QVT+h2ZDx1A99tvcqoJSK0WmU8+BROpw9k9jIaDWCLEmg1FUb/XkaQAJQsz6euA3epBQ13vkBa5xBtvAkGStLghABh37gD8fiTdcdeUfg6TwQEvq1Q3ZYb42/d9/AF8RlZ2mSTpz47fakXbf/0OGU/8BPKieVGaYWjQJSqQnq1BZ3/rxaXaHqxYWxjWyjePm2uBl53HtcCjKAo9770L20nGYpiQSJH5k59BnBrdiomkVCXEEhIed/Cz0N5sQvECPraaCuS///u//3u0JzERFAoFtm7dit7eXqxfvx4EQYCiKPzqV79CXV0dnn32WU7QPxij0Yj9+/dDq9WivDxYdmiz2fDss8/C4XDgt7/9LWQyGTQaDfbt24e6ujrMmjWL9rqnKAq///3vcezYMTz00ENYtmzy2T6Hg7mZD6was3uXecLLpdoeVJ1sp8d5s5Po8rxwIZEKYTW50NcTbA2x2zxIz9ZCrQ1tmWK4P08URWH3lho47MxneP2txZArh1ay+EwmWI8fo8euxka4W1vg7e0Jirl43CAQgF4RDCYCAiFEATe0rt7xT0ggAKnRQJySCumsXMhmz4WitAyqxUugXrkKumuuQ8J3bkLSbd9H4k23QHfNtdBcuQrKhYsgGsZZI14RiMQI2KxwXQ5WVPhtVkhn5UKclj7GkUF8Pj92fFTFydrfeHsptAnysH2W/HY7Ol56EZSnv1dQIEDmk0+HpWdarZGikpVRAQXkz52YlsNkECUlwe900n8XyuOBp6cbqsVLox7sAMEH697336XHqqXLoSwPT+Y+XNcmv81GLxBRHg8UpeUx1cc7EoYvtsP67VF6LJs9B6mbHhzzc0EQBEiVCrKCQqiXr4Bu3XpICwshkCsQsNsQcDiGPc5vMsF5oR6WQwdh2rsH7pZmBNwuCDUaCKTjE5GlAgH0ffwB+j75iNP6JJmVi+yf/zOIhBR88WElxz7z6hvnTlkdfzCT/SzpEuWoOtUOqn/B0mZxY94wfdGywtkQyGScdgnX5QYEHA7IS0on/d1tbjCg6WIfPV68MhcK1fSuAnXUnkfve8w1RqhLQM6//BucFy/Ab+nX3fH5YD1+DJLMTIjTI1/hEcprk0BAoPFC8G8cCFBQqiVhrdBobtDjUi1ThbpweQ4SkpjMveGL7cHFqQFIEplP/ATyOXMQbQiCQFebha6qczm8KF+SHRP3xqkw+POkUETuOx53mfsVK1Zgw4YN2LFjB+68804sXboUZ86cwcmTJ7F+/XpO5v5Pf/oTAODJJ5+ktz3yyCPYuXMnfvOb3+DEiRPIzs7G7t270drail/+8pccC73nn38e9913H37xi19g9+7dyMzMxMmTJ1FdXY3Fixfjsccei9jPzRNafF4/vt1/mR4LBASWr52cj/ZEWbA8B3UsBdVTR5rDnj0MNZdqe2hRIgCYU5yKpNThsw+ipLHbDjIsF9GoK4dXGFzkaNXOR7apFkKZBFYJBaPYD7tUAIdMgKyMuSjJvQJCjQZCjRakRgNSqYyLLF0k0K67Dsav99AZEeOuL6GsWDCuY08faeH4zM4tTQv7Z7Pvkw/htzKKvbrrrueon4cSpVrKsSq6XN+LletmhzWjMkDSrd+Do7oKns6g97H97BlYjhyC5spVYT/3WNirqzhBWjz12w+gKCkFeznQUVMFWX5krumTxdXUBP3njBo7IZEi9aGHJ3UtE0gkUJZV0O0Unu6uYFa/ugrO+lpQwwgRBxx2WE8ch/VEsHJRkjOLFuaTFRSCIIdaOQVcTnS++nfYz53lbFcuugJpDz0CgUSCA7svcK4jBUXJKJyXMvitooZMLsbcklTaNaO3y4qudsuwiw+6detBkCR6Nr9DbzPt/QqU34+Uu++d1N+K7W8vIAkkpkReADGSBNxuWux1gNRND0Ccmoasnz+Ljj//MWj5iH7HlL/8Gan3PwTNyuhfGydL/txkHNpziV4orz3bieIFGWELWFsbmYoIggDnvm0+8A30Wz7l7J/2g0egKI4dy9CMHC2aG4JtRk6HF0a9g7M4wTMx4i5zDwDXXHMNhEIhzpw5g8OHD4MkSWzatAnPPfcchELmIW3Tpk04fvw4J7gXi8W44YYbYDabceTIEZw5cwZpaWl47rnn8P3vf59znpSUFKxbtw56vR7Hjx/HqVOnIJVKsWnTJjz//PMjWuqNFz5zHz3OHGulV1WBoNjd7PnhVa4fQCoTwdhnh7EvmFmxml3IztNBqQ6d9V44P09+XwA7P62hfe0FJIH1txaPaI9GqtRwNV5mlFkHsuypaZDOmgXZ7LlQlZWCkCvQbemft0CMnDtuRdHD90B61Uq8LqtGXZYQzRkS1KjtWFixDsnZs4PZJokk7ld4Qwkpk8PT3QVPv7aIz6CHvLhkzAoFQ58de7fX0jGeVCbChu+X0oFvOD5Ljgv16GU9NIuSkpH+6I9pTYZwQBDcjIpaJ0VyBHx1CZKEND8f5kMH6UDaWV8H1dLlURMyGsCwYzs8HcEqJkIsRuq99w8b2IWCcF2bBAoFrEeP0BlryueDZtXE9SYiRcDjQfsfXuAsbKXecx8U84tD8v6kUglZfgHUy5ZDd931kM2eDVKphN/uQMA+vKiw32yG8+IFWA4fgmnvV3A1NyHgcoJUa0DKZPDq+9D23/8F18ULnOMSvnMzUu65DwKRCK2NBhzew7S7yRVibLi9NCwitVP5LKm1MtSc7qDHHrdvxAUIaV4+SI0W9kpmQcPd1AifyQhFWfmE7z8nDzXR1rvJaappX4Lc+/EHnLYr9YorkXD9BgDBlhrV4qVwt7fB28UkPexnz4AQiyErnB2xeYY0c08KYLe50dMR1FZw2D2YVZgYlgoNiqJw8KuLdFl7epYGJQuDnynbmdPoeu0Vzv7Jd90D7arVIZ/HVCCFAo5FbUKiAilxbg/JZ+4niEgkwuOPP47HH3981P3q6+uH3Z6UlIT/+I//GNe5CgoK8Mc//nHCc+SJXRw2N858y4j8SGVCLLoyvOX4g1m4PAcNdUye6fTRFmz4fmlE5zBZas50wGp20ePShZmjthUQBIHMf3oaPpMRhFA0YpZd5fKi9i/f0r2I5051Yt7CbOikWtw++xa8VfsBACBABfDW+Q/w7OKfQESGx2893klYv4FT6mvc9SVkP35yxP0pisI3Oy9w+upXrC2gLaLCQcDrRc/bb3K2pdy7CYIwi5Tmz0nCQVZ/X31lF+aXR6YEVJqbh4Qbb4Jh+1YAQMDpRNc//hdZP/151CpPKJ8vmLnvR140D4IpLlxHA4IgIC8phXn/1wCC5dN+uz0mbQcBoO/Tjzjq8oryCqjDtBghEIuhKCmDoqQMuAvw9PbAUV0Fe1UlHHW1w4qUBpxO2E6dhO3USQCAOCsbfrOZsxhBCIVIffAHUC9dDgBwu7zYt6OO8z5rbpgLmTz2Pk8JSQpk5+lo3ZjGC32wmJwj3su0q9eAIAXBDHT/4pzl4AHAH0DqAw+N+/vr9wU4VW/Tvd/eefEiTHv30GNSo0HynXdz9hGIxcj40RPofvMfsBw5RG/v+/hD+G22kIgYRoP55Rmc1s/zZzvDUppv7HPAZmEs8HIKggv5jgv16Hzlr5yqrIQN34Hu2nUhn8NUSUxRQiwR0kmj9hYTShZN70WvcMLXsfLMOI4daOSI2SxelTdi1jlcJKWq6AswADRf0kPfM3w2JZZwu3w4daSJHoslJBauGHthhBAIIEpIhFCtHvEhSCIVcZSUzUYnGi8EF0CWpC1EWRKT0epy9GB7465J/hTTH0l2NuSskjvbmdPwdHeNuH9tZSdHjCdzlhZzSsJbyWLcuYMuUQcA1ZJlUJSEf4FLKCI5GbqudgtMhuH7k8NB4o03QZLDfGecdbUw7dsbsfMPxnnpIsdLXRGmXvtIwCkzpSg4as9HbzKj4Kg9D9Oer+gxqVSNq88+VIiTU6C9+hpk/tPTKPjjn5H59DPQrVs/ap+zp62VE9iTKjWyfv4sHdgDwKGvLsFuZRYK5pWnY1bh2PbC0aJsMdP+Q1FA9an2UfYGNCuvQtqDDwfrnvuxHDmErtdfBTWMReFw6HttnEXU6ayUH/B40PXGa5zgMvXe+4ddcCNIEqkP/gC69ddztht37kD3m/8Y9+83lkhIViAtk/n7XjzfTQevoaTlMtc1Iyc/Ae62VnT8+Y+cdhz1ylVIvPV7IT9/KBAICGRkM20xHS0mUOO1MuYZAh/c88wo+rqtHK9rXZIc8yvGJzYWahYNEu87fbRlhD1jh7PHWjgiSQuXzwppdrd8cRYEJPPgdObbFlAUBYIgsLHoNihETPny1y0HccnUGLJzTzcGyh4BABQF4+6dw+7nsHtw9GtGf4IkCVy1fk5YAw1PVxcMXzAuJAK5HMl3bgzb+QYz2O6SrYERbgihEGk/+CGn9aDvk4/g6YrcHNjYq7gWeIrS+Ou3H0A+b15Qgbsfe03VKHtHB7/Djq7X/5ezLfX+B6LmnCAQiaEoLkHynRuR+6v/QN7vX0DKffdDUbEAhGT4VjFxZhZy/vXfOC4jDXW9HJcNlUaKFWsLwj7/qZCdp+NYbtVWdo4ZfKlXXIm0h3/ICfCt3x4NOh4M41YwmIEy7QGmc+Zev20LvKxFZdWSpVAuWDji/gRBIPn2u5D0vTs42y2HDqDzb39BwBtiG9wIMI+VsPB5AxzRu1DBtsCTK8RQky60vfjfHFFNRVk5Uu97IKYrIDJmMSK6LqcXhj77KHvzjAYf3PPMGILWd1xf9hVrCziWiJEkLUvDWalsqOuJaAZxotisbo7SuEIlRmmIy6YUKgnmljCBV2+XjRY/U4tVuGvubfRrFCi8ff4DuHzuIe/DA8iK5nEyxJbDh+CzWIbsd+TrS5wH2oUrZkGbEL4ecIqi0P3Om5wH4eTv3xnR4CY1Qw1tAlN+e6G6K6xWf4ORZGZyMiiUx4Ou11+JSnbKfo4J7iXZOXHtHiGQyjgBp6O6OuayPz3vvsOxA1OvWAnlgkVRnBEXUWIStKuvRuYTP0HhH/+MrGf+Gbr1N0CcmQWQJFRLlyHnuX+BKJERSnXYPTiwi9sGufbGIoglsd35SRAEyhYzlo8et39cC33qpcuR/uiPANazg/X4MXS++rcxA3y2mJ5ITEI7Tf28XY2XYdz1JT0mlSokb7xnXMcm3LABqZse5Cyg2M6cQvsf/wA/q8ooHigoSoZYwiw4svvKQ4HX46Mt9wAgK1uF9hf/G36Tid4mLSgMatmESUclVAzxu282jbAnz1jwwT3PjKHpoh4dLczFIjs/ATn50S0ZZJe0UxRw9lhrFGczOicPNcHnC9DjxSvzIBSF/mZRsZSrlM7WR1iYUoYrUpmy4T6XAVsbdoBnKARBQHf9DfSY8vlg+noPZ5/WRgMu1jCZBG2iHAuWDvXXDiWWI4fgrKulx7LZc6COsCoyQRAoKmMqduxWD9qbjRGdg27deshmMzZErsvch+FI4OnuHtT3Hb9Z+wHYrR0+o4HT+hFtrCePw3qM0cIQJiaOO+CJBoRQCHnRPCTffidy/9+vMefvryH9kccgkDILYxRFYf+X9ZyKrvLFWcgUuPHuAAAgAElEQVTICb2VZTiYU5wKqYxZhKg62TauhT7VFUuQ/tjjnEoR26mT6PjbywgM40wwQE8nk7lPTlPFdCZ1slA+H7reeJ1Tjp9y970QqsbfgqC5ajXSH3ucU+HkrKtF23/9bthF6lhFJCIxp5hpcevtsqK3yzrKEROjrdnE+bwqzh/kCBOKMzKQ+eRTYdeyCQWJKUqOc017Cx/cTxY+uOeZEfj9ARzdx2TtCQIxUTKYlatDchpjg1Nf1QWbxTXKEdHB0GdHXSUTBOiS5ENKm0OFNkGOgiLGe7y92YTuDuZmfsec70ItZkoZD7QfRa2Bq97ME0S1aDGELCtC0769CLiDlQ4+rx8HdnF/b6vXzwEpDN9twWe1oPfD95kNJImU+x6IipjcnOJUdmKI064TCQiBAKkPPgyC9dDVt/UzuFsj154zpCS/LH777QeQD9JtYKt0RxOfyYRutoAkQSDtoUdAykYWI40H6qu60HyJ6fnVJcqxZHVeFGc0MYQiEvMXMKXTFpMLzZf6RjmCQbVwETJ+9AQnALWfPYPOv/552BJyj9sHo56pzkvNmJ4l+fovtsPTzqryW7AQysVLJvw+qkVXIPMnP+W0h7hbmtH6+9/Aqx/f3ygWmDdIsLX2XOiy9+ySfICCqolxdBAmJCDzqWdAKuPDapEgCGRkM4uCfN/95OGDe54ZQfWpdo7v7vwFGTHhoUkQBBayeu8DAQrnjreNckR0OLb/MnsRHsvW5EMgCF/GYcEybvaYnb1XiOS4p4hrW/lO7Udw+uKrXC8SECQJ3br19Dhgt8N86AAA4NSRZlhMzEJSUVla2LNtvR++j4Cd6aNL2PAdSDIio1Q/GIVKguw8pgS98UIv3K6RM27hQJySguTb72Q2+P3ofO3VUTN/oYRdkk+qVJDmxk9QNhKSrGyQaiZDaK+pjuJsglAUha43XuN89nXr1kM+tyiKs5o6VrMLh1i2dwIBgWtumgehMLbLfwdTsiCTcz87d2L892BlxQJkPP5P3AC/8hw6//rykDabwRnb5LTpJ6bnbm2BYcfn9FgglyP1nk2TrlCQz5uP7J//M0glsxDi7e5G6+9+A3f76AKIsUJSqhIprIWcCzXdHFHnyUJRFFobmIU1jbMH/5+99w5v4zrTvu8zBb2QYO9FLCIliurVtuQqtyR2HMclcY3T9k3dvF+2ffttvndrdpNN283uJm6xE8dx773Ilq1eKapQpCSKvZMg+rTz/jHgDIa9E6Twuy5ewBzMDIbAYOY87X54RXUqMXY7cr73vxddmVVs3X0kLKG3K1F3Px0Sxn2CJU8oKODQp43assnMYsNlhQt2PMMpKks1iPqcOtaGUDB+hGPamwfQGBOZycpzo2DZ3JYzpGU6kVeUrC1fONuD/l79Ir8ytQJbszZoywMRL547+yoSjMR92RVgYtSJ+999G70dg4YSEIuNx5Yr5zaTJXDqJHx792jLfEYmPDfeNKfvORGx2SeyTOdE7Ggi3NuvNHQ2EFqatVZ5c4kcCiF4Vm9bZq9atWDt+GYTwjCGzzNUd0bLVlkovLs+NGQQmHJykXLr58fZIv6hlOKD188YjJS1WwuQlrn4otF2p9nQQaO92Tul1Gl71Spkf/t7ILwuLhuoOY6up58yRB5jU/KBpRe5p5KEjsceAWKcGml33A0uaWZOY0thEfL+8q/BxRiqUn8/mn/8Twidaxhny/ghtt2qKMizcq8Z6A3CF9MCLyWoOjuIyYSc73x/wRznM2F43X1r0/yWyy0VFv+dPEGCCTj0SaPW0xoA1m0tjKu+u4QQrNmiR6olSUHNofiI3lNKsffD84axLVcum5c6weHR+2P7jHoEny/9DJLN+o1gX8ch1HSfnPPjWmwwZjOSrrxaWxZ7evDBi0cNdXrb5rqnvSCM6Gmfcc99YPiF/R0WlqYYavzmUzV/CEIIMu7/Chib7uDre/P1OZ+0Bk/VGibhSyElf4jYunsqSQjV142z9twidHag+1ljKUrWQ19b8HN/ppw41GrQsEnLdGLtlrnV65hLYoX1ABjEYyeDfcVK5Hzn+wYD3/vh+xh47x1tOVZMz2rnYXfGfx30VOh/5y1Emi5qy7aVVXBt3TYr+zZlZiHvL//G0K5RCQbQ8tN/RSBOSm/Go6QiDbxJz2iZjdR8Y0p+1LhnGGR9488MwqKLCU+a3aCB0Zaou58WCeM+wZKmryeAk0d1QSVXkmXWFd5ng5KKdDjdel1Z7eFWRMKz3w91qlw422Oody8uT0NG9vykEmbnJxnaBJ092WnQI7ByFtxTYWyZ81Td8/ALiTSu4SRddY026WxzlaHHqxv2uYXJKF0xtz3t+157BWK3HqlwbbsctuUVc/qek4HjWJRU6hG7rjYf+heg/Q6fnIz0u7+sD1CKjkd/O6cR59iUfLCsIdq92LFVrjAobS/U5J/KstoiTdAzsVI/dyvMeYvXCAaA/t4A9n1kbJ959c3LwbKLd0qZlulEVq7esaPhdBcC/qn9/mwVlcj8ytcMY93PPA3/0cMAjJH79CzXkhLTi7S1ofeVl7RlxmKZ9dZrvCcFeX/x17AUFWtjVBDQ+qufw3dg/6y9z1zAmzjDfbazbRC9Xf4Z7fP8Uf03yEshOCO9yLjvQTgWsaOWEGIoD2xr8s5rJ5ulwuK9EidIMAn2fnDOUCu+5cplcyoYNl1YlsGazbpKvBCRcfLowtaTybJimMAxDMGmeRRKUvUI9EmwotARtZDlnhJsz9UjAz7Bjz+dfXHejnGxwLlccG3dhghrRUPKem1c7WlfOqeTzEhrC/qGt0SKrTNfYJYvYM/7WJybtsCxTv9uxM5O9Dz/zJy8F1UUBE7UaMu2svJFL+wWC+d0wVxQqC0Haxem7r7vzdcRPq9fQy0lpUi+/sYFOZbZQpYVvP/qGcgxnVM2bS9Gchxo2MyU2Oi9olCcPDL1TgvO9RuMfdopRftv/wf9Zxrgj0mhXkr97amioPPxRwxtAFNvvwN8yuyX77EOB3J/8EPVgTeELKP9t/+NgQ8/mPX3m00qq7MMyzNpizdw7Dg6+/TPOyXYirTbbod722XT3me8kJOvl2QKEWnGTpBLkfizchIkmCWazvcZ0pay89woKksdZ4uFpbwqEza7nqp5/GALRHH++14PcaamHd4+XaSuYnXWnPY/H43C0lRDH+BTx9oQDhnFxm5ZdgPSrfr3eqSrBoc7jyGBkeTrrkd96kZIrH6OrdtWCHfyHPa0VxR0PvH4sBrMu+JKvTct04nkVP0zOFvbCUVRxtlibiCEIP3L94KNaRc18MH7CJ4+NevvFW5shOzTM3LsqxZ/C7zh2GN1DDra511dO9zYiN4Y7QRiNiPzwa8uel2Do3ubDPXo2XnuESnti5XC0lS4kvQMupNH2yBN4x6cfP0NcF+xXVumgoC63z1rWCc9a+mI6Q289y7C5/VuRNblFXBfvn2cLWYGY7Eg+9vfg2O9rrsDStH1hyfQ++rLcauwnpbpNHRHOnuyc1pzvND5czj1xIugRE/zzy/2LHrH4RDDhX0TqflTZ3HfZRIkGANFUbDnA2PN6tarS+I6DY7jWFRv1CdJ4aCIM7PYMmUqiIKEg580asu8icX6bYXzfhyEEKyJ6XsviQpOHDZmNJhYE+6p/CII9O/2T3UvwRtZPL1w54OOAI9Op555YY/0oyJ7bn8P3o93IRxTO26rXAHn5i1z+p5ThRCC5VV6RCUYENB8YWFEfDinCxn3PWAY63jsYcjB4BhbTI9AjdH5tZTq7YewD2uJF5jH6L0iCOh45DcjnFqm9PRxtop/ujt8OLxHr6nmTSyuvGl5XN9XpwLDEFSti7kHh0ScPdk55f0QQpB+9z2GUpd+2ZgZs1Qi90JnJ3peel5bJiYTMu59YM6dWAzPI+tr34R7+5WG8d6XX0T300+BLoCDdjJUrtY1A4SIhPNnuqe0vdDRjtZf/gw9pthSOorKu25aMr/D5FQbLDZdu6L1YsK4nyoJ4z7BkuTUsXb09+gT4uVVmYtCxbdydbZB4OvYgWbI8vzfpI4faEEooEfIqzfmGbIK5pPSFRkG4aETh1pGtJEpdhfimnw9UhCQgnjqzPNx68Gfb0RRxsdv1xvGlnfvhfe9N8fYYuZIAwPoeV6PVhGeR/qX74vLCUjZivQF7Xkfi2P1Gri26qmVUl8fup/+w6y+R6BGr7fnMzNhyphbzYWFwFJUDCam1GA++933vPAshHY9pdu+qnpOI5nzgSTJeP+100YhzqtL4EpaOuUcgNoSNFb4rOZQy7TuI4TjkPX1P4MpR3UW+Mx6dpkryTKnAqbzBVUUdP7uUaOmxOe/MG9OLMIwSP/yvfDc/FnD+MD776Ljkd8aygTihZKKdHC8bnqdOj750g+xvx8t//4TyH4/eu26EyojywWrfemIMxJCDKr57S0Dibr7KZIw7hMsOSJhEQd3N2rLHM9g4zzWis8Ek5kzCP75ByOon0bkYCYEAwKOHdCV6a12Hqs3LlzaJcsyWL1Rj95HwtKoSrM3FV+HLLtupNT2nsa+9kPzcozxzuFPG+Hz6mKE2d46JIW74Dt4AGJf7zhbTp+up/8AJaSXdaR85nNxG7m0OczIj2nv2NjQM6L8Yz5Ju/NucB79eAb3fAr/0SOzsm+xv9+gaO2oWnop+YBqXNkqKrXl4JlT8zLZD54+hYH33tWWWYcTGfc9GJdOralw4OMLBod5wbIULF+VOc4WixOTmUNFTG10f08QLY3Ty+RhbTbkfOf7YNxueC0xxn24Z0k4nr0f7ULorN6JwrKsBElXXTOvx0AIQeotn0fanXcbxn3796LtP3+54G0wh2Mycyit1OcpHS2D6OueWMRVDgbQ+vOfQurrRYh3Iczrwar8OW5NDKidk8RwDwa79qLnwvPoa3kLocFzoMrclI7GpuYLERk9nZNvTZkgYdwnGAcx0odIoBWKsnCT3OlweM9Fw8R87ZYC2B2Lx6tZtT7X4Nk9sq9pXr2Whz9tNETG128rBG/ixtli7qmozjJkNBw/ODKjgWc43Ft5Bxiif3bP1b+C3tCl3Se1t8uP4wd0IUKLiaCkV1Vvhixj4N13xthy+viPH4P/0EFt2ZSTi+Trrp/195lNYoX1FJmi/tT8OtViYW02ZD7wFcNY5xOPQ/LNvNQkNmoPAPbqpZeSP4RthZ6ar4RCCMXUBc8FcjCAjkcfNoyl33s/OLd7jC0WB+fOdBuvIVYOO24oW/QOi7GoWpdjyOQZLuQ6FfiUFLgf+BYkVq/ltzafQv9bb8zkEBccsbcH3c/pgp+E45B5/4MLpimRfM11aqeCmPcPnKhBy89+AjkQXx10KlcbhfUmaounCALafvULCK3qedhjM3Z8yl/mmd0DjEIVCaHBBvS1vIX2U/+B9tO/xkDruwgOnIS/+wC6z/0BLSd+gp4LzyHQdwKyFJp4p5MkpyBRdz8TFnbGniBu8fceR1/TkBgQAW9Jg8mWBZMtGyZbFnhrBhgm/tLKvP1BnDik12Q7XGZULzKxH4uVx4o1OTgejZ57+0I4X9eNkorRo56KIkIMdUEItUMIdkAMtkOM9AAgIIwJDGtSHxkTCBt9ZExgWDMIw0cf1bFQiKKr6QKS3CxkmYXVYUPZCjeoIgGEXbDJHG9iUbU+F4eiOgBDGQ3LVxlvkvnOXNxQeDVev6BGzsJyBL8/8yy+vfohg9F/qUApxUdvnTWm0l5XDlN/qpY2PPDxR/B85rNgbbOjdq2Ew+j6w5P6ACHIuPd+EC6+bzcFJSmwWDmEQ2p0t+5Eh6H+dr6xVVQi6aprMPDBewAA2TeIrid/h6xvfmtGv8PYenvGaoW1pHTGxxqv2Fca2/sFT9bCVlY+Z+/X9dTvIfXrIq6urdvgXLtuzt5vPuhsG8T7r502jF2xswy2ReQwnyquJCsKS1Nx4awqwth8vg/9PYFpdwQYYFwA9HmJK9KDnuefBZ+WBuf6jbNxyPMKpRSdTzwOGtGzwVI+d6uhB/1C4NqyFYzdhvb/+k9QUQ3whBvq0fyv/4zc7/8AXFLyBHuYH9IynUhNd6AnqgJfV9uBTTuKwHHsiHVptBNAqP6sNtbnLtSeW2z8rJacSsIgQoP1CA/WI+y7ADpBcI8qEQQHTiE4cAoAgdmRD6u7HFZ3GXjz9J0OSR4bbHYTggG15KO1aQCrNy3uFqLzSXzPthIsGCFv7M2cQgx3QQx3IdA3FPUh4C3pUYM/K24M/r0fnjcYMpt3FIPjR14w453qjbk4cbgFiqz+L0f2XsSy5WmgigAh1KEa8UPGfLgbwOiRfaoIUKaYibph2Fy049Tu6DNGdw4YnARDzgMzCMurj7HraI9msJwdLO8AIVP/TqrW5eDY/iZIohqxP7q/GeVVmSMMnZ0FV+FEzyk0+dTJ1Nn+Buxu3YftuVun/J6LnZNH29DZpkd784rUnvaDO69H5+OPAgBoJAzvrg/hufHmWXnPnpdfhBST6u/ecSWsy0pmZd9zCcsyKK3M0AQbuzv86O3yIyV94ZT9U2+7HYGTtRA7VQ0A/5HD8O3bC9eW6Z3LiiAY1PdtK6ri3ukyE/iUVJgysyB0qJGxQO0JpN5625y8l+/QQfj27dWWOU8K0u780py813wxOBDCm8+dMLS9W7E2G8uWx2d5zWxSvSFXM+4BtfZ++/XTcwx1x/S3J1SBM6I6gDoe/g24ZM+iuD7GMvjpJwie1AUqzYVFcZOZ5Vi1Grl//v+g9Zc/08rChNYWNP/LPyHn+/87LvRFCCGoWJ2F3e+oOjiRsITzdT0oW2E8NhrtABCIKcmiNgcGLJlAdJ6bX+SZkbOXUgVCoAWhwXqEvA0QwxNnrDGsBYocHuUVioj/IiL+ixhofQe8JQ1Wdxms7jKYbDkgUwiwDPW7bzjdBQBob/ZCURQwi7zbyHyxdO/qCWaE3VON0OA5gI5VT0MhhjshhjsR6BuKBBHw1nSYrFl6lN+aAcLMz2nWerHfcDPOyHaNGe2Od+wOMyqrPWhvbIDb5Yfb5UdTzR4QxbuAR6WAymHIchiYYaUGw9nB8k6wvBNc9NHwZ3KBYa2Gm5bFyqOyOhs1h9TUtIHeIBrre1BUlmbYN8uwuKfiDvz44C8gRc/flxpeR4WnFOk247pLmYA/gv0f6T22WY7BFTvVVFrnpi3oefEFyF411a3//XeRdO1OMPzMnHPhxkYMvKen+bPuJKTe+oUZ7XM+Wb4q09CNoe5EB7ZevXATb8ZsRuaDD6H5X/4RiNbodj31JKzly8F7ph4VCdWdMYhfOaqXZr19LLaVVZpxH7nYCGlwEJxrdtuQSQMD6HzycX2AEGR+5atgbfPbOnQ2iYRFvPHsCYSC+sU+v9iDy65ZmN8DpRSKHIIiBSFLAShSECEagiJHICsMCMOBEBaEcPrz6CMYTh3XxjgQRl13rIy0zFw30jKdWtu/s7Wd2LS9eFpCeJ0xxr3LJIGlqsedShLafvUL5P3N38KUtjjmKtJAP7r/9JQ+wLJqOj4bP0EUa2kZ8n7412j5+U8ge9U5k9jTjeYf/yNyvvcDWPILFvgIgdLKDOz94BykqOPs9LE2lFakQWhrRehcA0IN9Qg31EPs1tX0CccBt30V8l691DCveOr3AVkKIjx4LhqhPwdFnjid3mTLhtVVCou7FCZrFhQpgJD3LELeswj7zoPSkVEkMdwNMdyNwc5PwXA2WF2qoW9xFoNhJxZozinQjXtRkNHd4UdG9tJpITmXJIz7BKNiS6pAduW3EfE3QQi2RVO+20EVYZytKMRQJ8RQrMHPgLemRQ39qNE/Bwa/olDs+cBYT7n16mWLoiaQUgpZ8kMMtkej8mpEviDNi4JYW3QSovmE4cFbM2CxZ4EwLCQxAioLUBRBjeLL6qP6PDLB9zl3KFIAihSAGBpHlZywUWPfAY53geWdKCu1oK+tC6GwCeGwCcf2n0dhaeqI7znbkYmbi3fipXNqXaOgiHjy9DP4/tpvXjLp+Z++1wAhEqudUKApWzM8j+RrrtXU7GWvF759e2ak6E1lGZ1PPKYZoQCQfveXFpWBk5rhREq6Hb1dao3m2ZOd2LSjGCy7cOeMdVkJPDfchL43XgOg1o53/u5R5HzvB1O+vvljW+ARAvvKVbN5qHGJfeVKg8MpeKoWrs2zl8VDKUXH449CGarrZQmSrrsapsIMCKHO6PV3tOtwBIoigsoRdVw2XqMVRQTDmsCwluifFQxn1Ze151bDMmFMM77vybKCt188if5eXUAvJd2Oaz9XOWuRM0oVKFJIM9RjjXZZCkKRAsOWgxgrQ23GaE4Bo3Ng/WqKgT4BisJAUQiaT55DcopLcxCAYY0Og6F9MNEMNtYMEBNCvg6YTQxEiUNWRR7sfLWmfSH7fWj9xb8j/6/+Fqx9dkqj5gpKKTqf/J1RKPXmz8KcmzfOVguDOS8PeX/xN2j92b9pBrI8OIiWf/sXZH/7e3NanjOp47NwWFaegrqT6rG1NXtR84O/hNXXNfoGhCDzq9/A8T4bgBjjvmjiUgNK1bl5aLAeocF6CIFWTPRbIowZVtcyWFylsLpKwPLGc5PlHXCkroUjdS0URUTYd14z9hVppMaBIgUR6Dum2gaEhcVZDJu7DBZ3GTh+9LKC0frdJ4z7yZEw7hOMCWdygfOshN2j1i1SSiFFeqPGZzuEUBuEYMcEBqKiG/w4Gh1j1Aj/UEq/deYG/9naDvR0+rXlksp0ZObEn4gRpRSyMKAb8dHH0S6GE0FYc/Szy4x+lpngzCkghIEp2spHEMZXMqWUglIJzQ0d2PVmLThOBsvKyM6zY/3W7OikMzLCOTD6ZFSdwI7mwZ0WVIYsDKifV8xwtbF9NZqPfwjO5NIzAUzq41ZXOlrc2agbbEeAUpz3XsT7TR/j2oIds3N8c8Cg4ENQDCLDlj6jCfrFc704F9M/15NmR/VG4wTMvX0Hel97Vaub7H/7Lbi2XQ4Q9UYsi37IUgBhGgKlIig1g+FijQyrwZAYeP89gwq7vXo1HGvXT/t/WCiWV2Xh0/cbAAChoIim830oKk2dYKu5JeWztyBw4jgizaoOR/BkLby7PkTSlVdNeh+UUgSO62J6luJlYJ3x3x50pljLloPwvFaDGzg50riXxQAUOaRdz9RrmRg1wAXdMNcM9Ih23ZN8/ZDX+mDeVACYGBCGIIzzaDv1qxkf+1RLqlQY/Xc6miNg1NeGHANqVPrjt84aekvbHSbc+IUqmMxj36OpIkOWg1DE4Qb66Ib7ZKKF8waVQakMOsyBzgDwGGynfgSnoet12eaYtwIBzbXAvLYINCiARhRAUNC662dwVK2Nfj8WVQsn+siwZjCMBYQ1a9/TQgQufAf2IXBcdxCacvPgueGmeT+OyWJKT0feX/wNWn7+Uwgt6rVTCYXQ+rOfIOvrfwbH6jXzejxifz/CDfUIRf+cXUEg50bt9RZTPkoxinFPCNK/fC+c69aj6X/2a8PpWU5YbaNHwBVZUA3uwQaEB+shixOrzfOWNFhcJbC6SmF25E26fJJheNjc5bC5y0EphRBs1Qx9MTzK/0NltaZ/sB5ofl3NCnCXweouB2/R5z7uZCvsDhMC/mjd/cV+rNmcqLufDAnjPsGodLYN4t2XT0GSZOQVelBYmor84mTwllTwllTYPaqFZTT42zSDdWKDvwNiqAOB3jEMfls2TJb0SRn8oiBh/0cXtGWWY7B5e/EM/vvZgVIFUqQv+pmo0Xgh1AE6aq3S+EQiPLyDDlAmFSvWVcNkywJrSprxDZ4QAko57NvdgWDIGh0DrvvCBtiSpxdFoFQZ1RGgyGHIkh+y4IMsGv9mNNGjAqRID6RIz4iXrmaAq5PsqmFDKQJdu9AcboTdmqo5A9TJbXTSpEXJLFOqD5sqClXQHepFi68NLf427XFQUG/Ay9xFeGDFXUi2JE2wp5GIgozdb581jF1xXQmgBCBEAup3IAagSH7Yb1uBSFcTYGMBK4OW4/8KChGTj5AxYDgrCEwQlQ7wN2YAEQVUJLBethz+nkNGg4KzgmWtIKwlbrNqSlekY++H5zTtjrqajgU37gnHIfPBr+HiP/wIkFWHXfezT8NWuWLSNaRCa4tBC8GxhFXyY2FMJljLyrUa4eDpWoQHGyGE2hAJtkIItExq4jsmLECc8TSVUrRI+JQhDBTFhAwXgWcjD1HiIMkc8oqzIQX2YTDER6/jIw13KsdXy7F4hUAtLyB2AmLoTa7A3zvZ1q1khPFPGLPmFNDvZ6pTQF3XDIbhVcdA9I9hTJMWypW8XnQ99Xt9gGGQef9X4l6zg0tKQt4P/xJtv/qFJkpHRRFtv/4VMu//Clxbt83J+1JFQaSlWTXmo2n2Uq+x7awLgD3Sj4BZ9SC1u0qwrPcIGCggZgusxctgKSmBc+16mPPy4O0Pwtuvz5Xyh6Xki5E+hLxRMTz/xXHKalUI4WB2FsLqKoXVVQrOPPX5xsh9EpjtuTDbc5GUfRWkSD+C3rMIeesQ8V/EaHML1XZog7d9F1iTG1Z3OWyuMpgdBcjOT0L9qWjdfYsXsqwsaCbdYoHQpdBsc5HS3a1PKCYbaZ0v3n6xFufrjMYSyxLkFiajsDQVhaWpsNlH9xjqRm1bTJS/fULVzREQBrwlQzP4zbYs1as3zOA/8PEFHN6jRwzXbs3Hpivm17inVIYY6o6JyLdDDHVO/X8GwPKuaEZDJnhbJvbsGkT9aT8A9QZ8231rkZ41fmrSVM6nMzXt+PANvVft8lWZuPLG5VM+7plAFQmy6INkMPoH1ejx0LIwOHtZAZNAFQu0jGr4D43F/hHO+PqQ11uQRbQHOtDia0Nz1JBvDbRDkMcviXDwdtxXeScqU0ZPH6RUjhrpAS3KLot+tF5og7e/F2aTCLNJgM0ug2Xib+JtTDWOfRyKLFrBjvLadMQYp8pbL9Rq+h0MQ3Dvt7aMGf8F8PkAACAASURBVCGZT/reeA09LzynLVtKSpH3w7+aVPup4dsW/N3fw5w3/+m083mvo5RCEvrRv+9N+BuPgMm0gKSYQNh4cCyRGGFS84iuJoTho07REBQ5rP5JoaiQ1dKethHWApazgeFsYDl79NGmarXEjJutTrCcBZGICFAJVJGiEXgJlBqfQ5FHjNHoGIa2ixkbWkeWJHS19YMQGQxDYTJR2B18dF/6fhczqrFvihr8RgfA0FjwdB3E9k5ApKCSAltZJZxrNoIQftztCMMvaKedIZRIBO3/8+sRrUDTvngXkq/bCWBm1yYlHELo/HktMh8+fw5KeOJATrN7Oc6m6akdW5fJKN9UAnNO7ggdgxOHWvDJew3a8q33VCPJ2R9Nt2+AFDE6D0aD5d2wutVUe7OzaF5FsBUphNDgOYS8dQj5GiZ0CBLGDEHJRm2NCd09Hogij1vvWROXWbmjMfx8Skubv0y5hHG/gMSzcX/ok0YcjLYdG4vMHBcKS1NRVJaKJM/4dbWqwR+T0h9si0b4p27ws5wdQ4auolAE/YI21SGEwOE0I7ZJLcGwm8qIm8wYy2SUbUddViBG+ib0ko4GZ/ZoafV89JHljJ9lV/sgnv+drpZaVJaK6z+/cviuDEz2fJJEGU/95gACPvUiy3EM7vr6JvUzjDMopaByBLLoQ09HBw7uPgmLWYDFIiAlFUhJRdQR4Ec8TH5lEEQoEFRkhClFhFKElegjBSJDY5QiQqGtIwOwEQIbIXAwDFZ7lqHUmRWNkKlGvCLGWVrrPEIYk2rsM1EHCsOCEEZ9TqI1sIbnjP6cYYHouqOvr77W2RHA4U+boSgEisJg5bo8lK3IGrY+E7PP6BgIQBVQKABV/yhVANDoY3SZKgCl2nrG16hhH+otWolmxMjoe+1liN2dAEMAAtjXroOtokLdZ8z+1e0pGNYCzpyCnieeQbj2HKAAnMeDoh//dEEm3HN5r1PkMIRAGyLBFkQCalR+tn4nhHBRo1vtDCJ7/RA7ugFRARUpOJsTzg1bYyKpY7UfjRrvhJvW508pVcsCpHDU8A9Fn4d1R8A4ry0EjGaQjzTQRxufrANvvuZNH71Vh1PH9F7kt3xpNbLy9CgnHfrNak4BEYocgSKHsfvtkwj6/eA4CckeDpXVKdprihyBNNgHobcdxEQAE6OWdsRpVtP0IYZsAfU5B4a1gjO5wZqSwJnc4ExJYE1usLxzTj4DKknoePwRQ1cLAPDceDNSbr0N5mjZyWTOJ7G3V0uvDzfUI9LSbNCbGReGgTk3D9aSUjAFJXhhTwRytDNSTkESPnvX6FlVrz9Tg87WdqSn9iEzcwAZ6d5J6CYRmB15qhieqxS8JS0uzi+qyIgELiLkrUfQWwdZGL/eRVGA/gE3zM5SlFZvnlGbvfkiYdxfosSzcU8pxdnaTtSf6kTrxQFDe7nRSEqxoShq6KdnTe7CTKkCKdwLIdSOSLBNE5SbTrQ7/iFqSYNVrY0fEhZkWMuktn7tT8fRfEEXUbnjoQ3wjNNzd7Ln09F9Tdi3S1dUX7MlPy5KGibDK388ptWFEgLc+dWNSPLYokJNQcjioJYJ4A9141jbfliJAkfUaLYxC3+DW3AIC4ZYILX3ggZl0JAM3pmOpC07opNtOyw2FwhjQiQc0CKHqtEQghQehHf/xwCRAAsLYmbAZXhAIS6YWGOCsaEKBfVJ4BgX7MWrwJk94M0p4CwpYHnXvEz6ZuteR6kCMdwDIdCipderbUEnD8PZYLbnwmTLAWdKGqXFp1mPpMeU6YQbG9H0z3+vlUgQsxkFf/f3MKXHt+K56iCNMfajhr9/0Ivaw+dAIIDnJPC8hGQPC6ebaOvqUTYmxiAfP7KuGvXWOStxmq95U39vAE//9qC2PBkHO6A6zx/+992azVe1PgeXXVM6Yr2BDz9A1x+e0JaJlUfm//ozmAtyVM0bOQxFiagiuFGnwJCDQNXE0ceGXo8HB/e0IawqoqsZ/TEOAHNS9Fo1vXOKKgq6n/kjBt571zDuvmIHch98AIRhRpxPVJYRaW7WjflzDZD6+yb9nozVCkvxMlhLSmEtKYWlqBiMRZ/7vf/qaZw9qbegu/vrG+FOVoM8lCoQgm0I9Neh7dxxuFz+Efsf8X6cDVZXiSqG5ywGw1knfawLAaUUYrhbjeh7z0IItk64zUza7M0XC2ncx3exTIIFgxCC8qpMlFdlIhKW0HS+F431vbh4rhfiKDfSgd4gjvY24ei+JtgcJhSWpKCwNBW5BclgudF/dISoSvq8NQ12j6rarE3YtDr1tmmnty8YhAVvSVeN+Kgxz1szZpT+tHZLgcG4P7q3CVd/pmJGhxkOiTiyVy9nsFg5rNm0eMRK1mzO14x7SoFj+5ux44ZyEMKA5R1geQeGEqmdABrZVPz+zLPa9jn2dHy/+gGwiqhPnqRwzOQ3GlmRg4gIPghiAIocBqOI4KCAiQPv92jIMoNIhAeIDSkZaWB5BxjeDpZzqBPuoee8HYQxgxCClg9/imDtCQCARHqRsfFemNIyAeg3KEpG9nvv/P0TEHe1acvJ1+5E2nV3qesrckz0MARZMyZCUSdBzGM05ViWQ9PSpEgwOQhDQNw8FITg695vfI1w4MwecJYU8GYPOHOKZvgPb0u5EMhiAEKwFZFANCofbJ2aA0kBlO4wlI4IlG4BeV/7a5hcmVP+vxRBQMcjv9EMewBIu+OuuDfsAfW+TjhrdLKv1vmGQyLee+YIvP252nqFpSnYsHMlmBgHqJo5Is6KGv9iIznFjvxiD5rOqwZdY30PBgdCWveRsejp8huCuWOV0yVdeRXE7i70v/MWAICGRHT+18PI/6u/hTlz6qUzanaHGGP8Rw1/RYp2yxHV16OPhmUqRoVxRVBFgtDbCSqGAY4BeALCMSMTGGcbKkMS+iEJ/Rg9cZuANbkM0X4uavyzpiRwvGtMvSbCMEi7426wDid6X3pBG/d+vAs0FEDuN74JORhG+HxD1JhvQPjCedDI5Evb+NQ0WEpKVGN+WSlMOTkgDBPzvQQhBftVzQo5hPLyPiihizCZJPC8iM76BoTc0LpJDF3nxuvgabJmweJWxfBUY3fx/EYJITBZ02GypsOdeTlk0YeQt34KbfbssLpK4UzbCJMtcwH+g/gjYdwnmBCzhUNpZQZKKzMgSwpamwbQWN+DxvoeTcUylqBfwKlj7Th1rB28iUV+sSrIV7DMA7NlfAOXEEb7kQNqD+ZYg18MdWhe6YsNfQiF9PfPL0qGzWGKbjM0Otx7PWx5ROIKHbZEJ7WuWievGvO8JU1N1Z1FsvLcyMxxoaN1EABQf6oTGy4vnHByMR5H9l40tEpbu7UAZsviuSTkFiYjNcOhdUmoq+3AhssKYR+jpGBz1noc665Fbe9pAEBroAtvt+zHLSW6Wm1ADKLV14aWcBta/P1o8bWhI9gFZbiMMgATADMhMBMCC6M+twwtE8DBmuAx2eDizLAxLMyEgKWSFomZSmQlQimCiioK6LKmIctVqDowokZ6RDDhjecbEPCzkGUWHMfijoc2TPr88Fx/o2bcg1L0v/MWMu69f9xtQuca4P3oQ22Z86Qg5XO3asuEYcEyqpNlKlCqxNQXh0ZkC8jRR6oIoFSOKl0r6nMlqnpNFV0BW1tn6PkkekouGQgme55RKkEMd0EMd2F4IvtQaj9nTgFviRr9Zg84s2dS/YqnClVkCOFONSofTa+XhP6JN4yB5d0w23NgsufCbM9B5EwrOp77b+118Xw7zGuypnxsPS88B6Fdd2jZV1XPqIXkQiJLCt58vtYg0pWW6cQ1n6k0GPaAem8mbPyVa80XqzbkasY9pcCJw63YdnXJuNt0tRmFGtOzxo7cpX7hixC7u+E/ehgAoAQCaou8v/7bKXe1ICSq5zDD36a/5hjaHv25tsynpSP/7/4PiIk1OAVUx8CQ00B3IIzqPND+BMhSEJIwMA2HLoUseCELXkTQNOoaLO8cafTHOANSbv4sWKcTXb9/QpvbDR48iLq6Osg+38Qp9gwAMwNi42EuyAGfnwU+KwVcihvgKWQ5BFHqQSTcDKUupGYTyqExyzfLhyV0CBPoYRLGBIuzWKufZ8doJ7cYYXmnoc1eQ81hdDXXICOtF2bzyECfIgXUNnv9Nciu+NasCAMudhbPTD5BXMByDPKLPcgv9uDy60rR3eHDhbM9uFDfg/6ekVcjUZBx7kw3zp3pBsMQZOcnoag0FYWlKXC4JpeSPprBX3+qE/sPntbWKSpNRd6KidPkFiuEEKzdWoA3nlUNsKFI9RU7y6a1P583jBOH9dQnp9uClWtyZuVY5wtCCNZuycc7L50CACgyRc2hFmy5ctmY69+9/Db84/5/RyCqJP1e00eQqawp1/dHJt/nSAAgUAofpUg1pyDVkY1cRzbynNnIdWbDbRo7zTk2sjL0N5QxQBVJTWvl7egRQnii7mW0BGPSjX1NqJAsuK/yTjhNquG8+8VaDHr1iff6y6bm+LGWL4e5oBCRi40AgME9nyDlc7eCc48uXEMlCZ1PPG7saf/lewyphtOFEAZsNM13LtBq2JVYo390Z8CuN07B2x8Ew1CYLQQ7bigFQ+hIp8HQvkC12nu11p+Jpgsy2vLorxF1GdF1CBmxnfoa0baTBrxo+cm/QgmGovY7Qd4P/gKWwmXRdYjaejMyiIv/9reAVQFJ4sEVpIHP9UCM9E5aJ0SRwxCCraOmS7K8S03vt0SN/2jUnzMnjaidDvgjOHm2B+GQCIZlwJtY8DwLnguBY7rB0C5A7oAidgFTECkjhIPJng2TTVVpNtlzRvRO5io8AMOoxZsAArUn4FizdtLvAQDB06cw8N472jLjcCDjvgcWVZRsCEopPnzjDDpavNqYw2XGjV9YCd4096KVi43cwmQkp9q0ec7p4+3YcFnhuO0BuzoGtecmMwd38tjXZMIwyHzoa2j+t39BpFHt/iN2d6H1P36B3P/9QzD8/Ap6ysEgup78nWEs474HwA5d42dRiE2Rw5AELyRhAHL0UYoa75IwMK3OD0NCvEKgZdTXGc4OLtMN5ze2IFRTB+oVQX0SqCKCybCBWFjAwoBYWBALA5jVR2LjQKzcCOtJRDtEtMe2oJ91/H4runo8iMi5uO7z18x6ECkeYRgemYXVeP+tME6AIsntw+p1MpKcnSPb7EXFvBPGfcK4TzADCCFIz3IhPcuFTduL4e0P4sLZXlyo7zFMGIZQFIqWxn60NPZj97v1SMt0RA39VHjS7JOeIEmibKgTZxiCLVctjjrxmZBf7EFKuh29XQEAqsr9um0FsDumHk058PEFKLJumG28omjM8ol4pqgsDe5kqxZ5Onm0DWu35I+ZIeI2u3BH+S149ORTANTMjA+ad0/6/TjCIsuRidyoIZ/rzEaOIwtWbmpGrTGyMnauXY4d+P767+DpuhdxsFMXVTzddxb/cvAXeGDF3eC6nYbOFilpdqzakDva7sY9Hs/OG9D+m/8CoBrvAx++h9Rbbht1/f533oLQqk+aHOs3wLFqcbRWU68z7Agl4tHIKWZw/t16bbm7JwPF5WlzeHSTh0tPQvotd6Pj0d9qY52PPob8/+//BxM1zgghEBrbIF/UjQxP6eeQVLFDNfxFL8RwL6RIH8RIL6Toc0kYwGQj/mpXi0FE/I3DXmHAmZOjEf4U9HSzqD0WgNdrgtUSQXLSIJLcPiQlDYKzqBlYk82pCEfsCAseRKRUSDQdlHhg8vOqs8DEgjcFwfORmGUOvIkDW1wGqaEOBBSBkydAKZ30fUcOBtDx2MOGsYx77gfnXpwTyYO7G7UWUwBgMrO48fYq2KZxP7kUIIRg1YZcfPSm2k5NFGScrmlH9Yax0+ZjI/eT0SJizGbkfPt7aPqn/6O1TQufa0Dnow8j86vfmFRXjNmi57k/QerXLVX3jqtgWz6zUsCxYFgLTFYLTNbR23oqsgBZ9EKKDEASo0b/0PPIAGRp4jr0EfuUAhCkAMAA3Or4UF+XJBaCyEEUeDCcFRk56WA4K2TFjTdeGtTaFa/bWnBJGPZDuJKscLrM8A1GMOB1of5cEj57162GNntiuAsWRyHMjsVTWjqXJIz7BLOGO9mG1ZtsWL0pD8GAgIsNqqHf0tgPWRo5bevu8KO7w48DuxvhSrKoyvulqcjMdYEZ5yZ2/GAL/IN6/VPV+hxNfGQpo0aqC/Duy2qkWpYpag6OHakei55Ov0G8JTXDgdLK+K8XHQ2GIVi9Oc8w4ao90oZ1WwvG3GZdxmoc667Fka6acfdt46yaAT/0mGlLBzvPN1ULZ8Z9lXegNLkIz5x9GZKiRjQHIl788tDDqDp1rWH9K64vm1YfWMe69eBT0yD2qFkCAx98AM/1NwEmo3Cj0NWF3ldf1pYZqxXpd35pyu+3GCipTMenHzRojrAzNR1xY9wDgHPLVviOHELg2FEAgNDRjp4XnkP6nXdr6wxv/WRfpWY/EUKiKatJAIzXEKpIkCL9qsEf6YUY6YMU7oUY6YUiBSZ5dGqHFLU9Uz0sANZPw/8jiiwGvC70Dzgx4HVhwOuEKMY670IAJhZgUtkMlGwGo0hgFRGWX++ByWKCycwhr9iD6o254LjRf99df/wDpD5dRMu1ZRuc69ZP/R+KA86c6DC0jyUEuO6WFUhJm1oJzaVGWWUG9u+6gHBITQ0+cagVVetyR5QwAEAkLBrKHdKzJ5c2zbndyPnun6P5n/8BSkjd3nfwAPj0DKTeOrqzdbYJnDoJ78cf6cfkSUHaF26fl/ceDYY1gWHTwFtGv/ZSRYIkDkKOGvxSZCjyH30UBzG/AoMMGM6qiksOa/eqj9m08aGWr++9dhYNMQ63L31jE1xJVtQebkUwpDuZh/e3vxTIzk9CXa06b+1oHYQsKeDMyXClb4IrfdMCH138kTDuE8wJNrsJFdVZqKjOgijIaL7Qhwv1PbjY0ItIeGS65eBAGDUHW1BzsAUWK4eCEtXQzy1KBs/rk62APzJMBI4f15BbahSXj4xUr9mcD4t18ily+3adMyxv3lG8KNNKhyhfkYlDuxs1/YeaQy1YtSHXcN4M546yW9ER6EJboAMAkGJJRq4jGznObORFDflkc1LcfC6EEGzL3oQCZx4eqf09ukJqpD6tZRliMxZXrM2edg9YwrJIum4nup/6PQBACQbg/WQ3LDder61DKUXXk78DFfW6t9TbbgeXtDijlxNhsfIoKk3FuTOqw6PpfC+C/kjcRDcJIci49wFcbGiA7FejhAPvvQPH6jValM1fc0xb35yXDz45eeL9MpwmdjocRQ4bjH0p5vlMOyRQCvj8dtWQH3BhwOuCP2DFbCt4KQwHheEg+kTAp57L7S1enK/rxs5bV4woafEdOgjf3j3aMudJQdpdi9Oh1XqxHx+9WWcYu+L6MuQVXXoGw1TheBYr1mRrjhGfN4zG+p5RHX5d7cPq7TPHUUMbhjk7B9l/9m20/PynmnBj3+uvgk9Lg/uyK2bwH0yMEg6j84nHDGMZ994PxhK/iuuE4cCbPWO2R6NUhiz4YtL9B4xlAKJ3TC0WwprBsjaDgc5wNrCa0W4Dw1lixmzTFp2srM4yGPenj7dj0/ZiTesBUDWw0rMnfy4tFbILkjXjXpYUdLYNIjt/ac47ZoOEcZ9gzuFNLIrL01BcngZFUdDe7EVjvRrV93lHCqmEQxLqTnSg7kQHOI5BblEyikpTUVCSggMfX4Ak6hfhDZcXTijSt5RgGII1m/OxKzo5EwUZJw63YsNlhZPavqWx36C6n1uYvOgndSzHYNWGPOz9UHVahIMi6mo6sHLd2BoCDpMdP1z/bfSE++A2OWHjF0fmR64zGz/c8B384cxzOH2hESkdRdprsklA5uqZ1WW6t12O3ldeguJX0xz7330L6Tuv1VLYffv2Inj6pLa+ZVkJ3FfsmNF7xjvlVZmacU8pcPZkJ1bHUVcJzuVC+j33of2//kMb63jsYRT86B8gDw5C7OjQxu3V1TN+P4a1wGzLhtmWbRinlEKRAhAjvejrbEVT/TkwZBAOWxA2WxgMMzJyRlgbWFMWCJcJmaRDpqmwWFmkumW4s2VkCzJEQYYoSBAFGYIgQxJl7bk49CfKo2aHTZWeTj+efewQrrxxuWawSQMD6Hzy8ZiDJsh88CGwtsVxzYilvyeAt144aWhtu2ZzPiqrs8fZKkEsK9Zm4+i+Ju0zrDnYMjnjfpKR+yFsFZXIuOc+dD7+qDbW+eTvwKekwlZROY0jnxw9LzwHqUcv83Jtuxz2lVVz9n7zASEsOHPSmLXYlCqQRT8I9QGgUKhZM9qH64bMJdn5SYbgzZkTHVi7JR+tTfqcLa8oedRMkaVOzjBDvq1pIGHcj0PCuE8wrzAMg5yCZOQUJGPr1cvQ1x3QBPmGVM9jkSQFjfVqGz5CjAKmyak2VK6eutrxYqdsZQYOfdqolSacONSC6g254wr7AOrke8gAHmLzjqWhVVC5OguH91yEEFGzQo7tb0LF6qxx09N5lkeWffQav3jGylnwQMXdeGLPboRjUg1b82vxHyc/xK2Rm7Ajd9u0IgeM2YykK69GXzTtXurthffAASRt2QLZ70f3n/6or8yyyLj3/nmtA10I8qJdOILRzJAzJzpQvTEvbrI6AMC5bj38m7fAt28vAPV76/7TH2HONWov2OdQF4EQAoVacXi/iBOHBFCaF/MaRX4Rjw1bk2C3hVXBRHMWWNPsZcfIsqIZ/kMGvxBRH8UYJ0Hf3gMItXdAYngonBnmqjVob/Vp1w4hIuPtF09i1YZcbNpehI7HH4US0EsRkq+5bs5qj+eSYEDA68+e0P5PAFi2PA2btheNs1WC4dgdZpRUpGulbe0tXnR3+JCWaTTeu9p1nQu70zQtbRz3ZVdA7OpC3xuvqQOyjLZf/wp5f/X/wpw9+wK4wbN1GPjgPW2ZdSch7Yt3zvr7xBuEMOBMLphMalbT8D7383ccBJWrs7D3Q1VTKugXsHfXeUNAK684ZUGObaFxui1wui1aQLC1aQCLsyhqfmB/9KMf/WihD+JSJRjUUxiHjBBZns+6oIWFEAKb3YTs/CSsWJON5VWZcCVZIMsK/IMTt0a5+ublSPLYJ1xvqcEwBAwhWqqWLCmwWHlk5urp2KOdTw2nu1B7RG/hVLoiHVXrpia8Fq+wHANJlNHerAo5ChEZSR4rUtKXZg1p7ZFWXDipp+oNurvQlXsWFBSn+urQFuhAhacMPDv1rBZTTo46wYuqigvdXUi+8kq0P/kEwuf0uj/PDTfBtWnzzP+ZOIcQglBA0NpQhoMiCkpSxmy5uFDYllfAt28vlLB67Yw0XUSkpRk0usw6nUi74645c0o0ne/DG8+eQHNMCimgCrVddk0ptlxVCbs7A3Z3Hsy2DFBintVjYRgCjmNhMnOw2kywO81wJVmRnGJDSroD6VlOZOa64ZH7YN7zGtKCLUj3N6Lqc5ej4ooV6GwdNLR27WwbxMWai7Cf+hScoqbum7JzkPWNb05KjDGekEQZrz1TY+hok5HjwvWfXzktfY54YaHmTU63BaeOtWvLkqiMiN7v/eAcxKiRmFuYjJKK6enaWMuXQ+xoh9Cm6kpQSUKg5jicGzfPSneSIRRBQOsv/t3gyMr66tdhyY+fLKW5Jh7m4W6PFTUHW7RAVvewDJDtO0vBmy7NuGxvt18LAgb9EVRvyhtXn2uhGX4+2e3zN2eI308lwSWH021B1fpcfPau1Xjgu9tw9WcqUFyeBo4feZrmFXuQf4l6MAFgeXUWLDbdcDt+sBmSNLa3WZYU7P/ogrbMsAQbL19aEZuq9TngYhT/j+xrirY9W1r4B8M48LH+XXIcA/dawVCWfKy7Fj8++As0+UZvAzQenNMF17bLteXwxYvoev55DH6qdxXg0zPgufmz0/sHFiHLqzINy2dOdIyx5sLB2uzIuP8rhjF5QG/taK+qnpMsi1BQwPuvnsbrz9SMKLMqKk3FHQ9tROXq7LjJdLAPa5kaPHkCriQrbvnyGlQNK+Xp9RPsz/sMemw5AMsi86GvzXtLsplCKcX7r50xKLe7kiy44baV4MbRJUkwNmmZTmTn6c70htNdCPh0kV+/L2JwFI3X334iCMMg48GHYFlWoo1Jvb1o+49fQIlExtlyavS+/CLETl1o17lxMxyr18za/hNMDqvNhKKy1FFfS81wxI3ey0IQm4YvyxSdrYPjrH1pkzDuE8QlZguPshUZ2HnrCjzw3W248fYqVFRnISnFhtzCZFx1Y/lCH+KCwvMsqmPanQX9AurGMThOHm0zTLxXrs2ZUh/0xYDVpoo4DtHfE8TFc70LeERzwyfvNmgRIQDYcHkRvr7xS7it5GYwRL+k94T78NND/4ndrXun7ORIvnanKqEdpfuVlw2vZ9xzHxjT4jJyZkJyqt1QM9twqmtcZ9pCYV+xEu4dV43+2izU28dCKcXZk514+rcHDd03AFVQdeetK3D9bSvhiLMMBy4pCeY8vWQgUFsLQI2yXHZtKa67pdLQ511iLTiefS1aN34Rptyx257FK/t2ncf5um5t2WzhcOPtVbDaLp3f71wQ225UUShqj+gdG7rajEZHetbMBNAY3oScb30XfJoe/Q9fOI+OR34DqsxcayJ0/hz633lLW2adTqQvUsHIpUDl6tE1MC5FlfxYhtfdtzYNjLFmgoRxnyDu4TgWBctSsOOGctz11Y34zJ3Vl7T3cogVa3JgMuuT0KP7mqGMcqOPhCUc3tOoLZvM7JLtMKDWQuvLR/curej9hbPduFAf09M+3Y5VG3JACMFV+Vfg+2u/ieQY0SCJyni67kU8dvIphKWJS12GMGVkwLF23aivObdsnVNBp3hleZXuOIqEJTTWx6fjKO32OwxGAACAZWGrXDn6BtPA5w3jjWdP4P1XT2ttwYaoqM7CnV/dEFctA4djW6ELhAmtIX0WBQAAIABJREFULRBj+nkvW56OawoG4IgYv98z3Wa88sfjhghtvHPqWBuO7W/WlhmGYOetK5CccumVs802BSWpcCXpafGnjrVBFFWHX1eHMZV6eD3+dGCdTuR898/B2PTvzn/kMHqef2ZG+1VEEZ2PP2IQNEq/+x6wzpkfc4LpkVOQZDi3hrjUjXuHywJ3sh6UaruYMO7HImHcJ0iwSDFbOIMivM8bNrRRGeLY/iaEQ7qI0lRb5y0mnG4LSit1kbyO1kG0t3gX8IhmDyEiYfe7DYax7deXG2rOit0F+MuN38WKlOWG9Q53HcePD/0Srf52TJbknTeMGGMcjktCYGk0SirSwMaUfYyXKbOQMGYzMh/8qiHzwlZWDtY680wdRaGoOdSCpx8+YGjPBADuZCs+e1c1dtxQHvcdTIarfwdPntCehy82QnjnJaxveQPZXmPLuPZmL5597BBaGvsR7zSd78PHb581jO24oRw5BRO3QkwwMQxDULVej96HQxLqoxkssZH7JI8VZsvs1EibMjOR/a3vADGaD/1vv4WBXR9Me599r78CoU3X4nGsXQfH+g0zOs4EM4MQYshCBACTmUNGzqXXAm84san5ne2DmkMtgZGEcZ8gwSJm1frccevM/b4Iag7qddd2pwmr1i8NEb2xWLPZKAB0dF/TAh3J7HJg9wVD1LBqXQ4yRul36+Dt+Maq+/G54hsMafpdwR7826FfYU/bwUllM1iLl8FaZix/Sbv9DnDOS3OCYbbwhlrI5gt98MdpFNdaWorUz39BXWBZJN9w04z32dcdwEu/P4pP32swqDcTov7mvvjg+kVjOFpLSkHMevbXUGq+IgroeOQ3gCyDpTIquvdiSwkMui+hoIhXnz6OQ580GlrKxRO9XX6889JJQ3eZ9dsKUD5MOyLBzFhelWnInqs52AJFoeiOidzPNCV/OLaycmQO09bo+sOTCJyomfK+wk0X0ffG69oyY7Mj/Uv3xI0+xqXM8qpMQ8s7tQVewmSLNe6VRN39mCTOlAQJFjFWmwkVq4115hfO6mnbhz5phBTT/3nDZUVLXkTJk2ZHYYkutth0rg+9XSPbLC4mutoHUXtYr+m0O0zYeMXYgogMYXBd4ZX4zuqvwW3S0ytFRcIfzjyLJ08/g4gsjLn9EKm33Q4Sra13rF0H19bLZvBfLH5ihfUohRapi0c8N9yEwn/+VxT/+KewV66Y9n5kScGB3Rfw7GOH0Dmsljgt04Ev3L8Om3cUL6rrCuE4Qzu74KmToIqCnheeN0Qx7auqUX3bdnzhvnVITjX2tT/4SSNef6YGwcDEv6P5JOCL4I3nThh0OcpWZGD9ZYULd1BLFJOZQ8WqmPtvbxC1R1ohRPTPfiZiemPh2rIVKZ+7VR+gFG3//WtEmifvyKaShM7HHtG6ogBA+l13g3MneofHAzaHWdN1YBiC6o2LT+9jLhit332CkSRa4S0gl3orvASzgyfVjtrDrVqUZnAgjJVrs9HXE8CHr5/R1ktOtWH79eWXhFfe6bbgTI2eNi1EpLiuAR4PRVHw5vO1Wp91ALjqpuVIzZh40phiTcbGzHVo8bWhJ6ynUbf623G85yTKk5fBYRq7XSDv8cCzdQtc69bBfe31S76n/UQMnVdDhpN/MIyVa3Pi9jfF2u0zapfV3uLF68+ewIW6HkMUmOMYbNpejB03lsPunNr+4+VepwQDWrSTiiIIx6H/9Ve11xmHA7nf+wFYixVWmwnlKzPh90XQ26W3ChscCKPhVCfSspxwumevLdl0EQUZr/7pOAb6QtpYVp4bO29ZAWYRt7wbi3g4l9weq8Hx2t48YMjoWH9Z4ZyISlrLyiH19CDSEtVUkIda5G0EY5m4BKfvjdfgO7BPW7ZXrULqbV+M22vZfBAP51MsuYXJKCpLw/ptBQmdjCgmM4f6U52IREtNKaUGB1s8kWiFlyBBgmnjcFkM6ZbdHT40ne/DnvfPGSbkm3cUG9K8ljKZOW5kDWtVNDgQGmeL+OXEoVattysAFJakjNkqZzScJgf+1+qv4Kaia0Fi+uV1BDrx44O/xIGOI+Nub87IgKOy8pI37AE1glK+Utd0GOgLjYhmLwWEiISP3zmLl35/FAO9QcNruYXJuOOhDVgd5z2GJyJWVA8Ael983rCccc99higmb2Jx1U3LseOGcoP2QsAv4JWnjuHoArfeVBSK9145ZbhWuD1WtZc9t3i/p3jHlWRFUZnuOI4tWWEYgpT0uTHKCCHIuO8BWMt1fRWpvw+tv/w5lPD44qmR1lb0vfaKfpxWK9Lvuf+SNuzjEULIJd/+bjRio/ddbT5DllIClcQVP0GCJcDqTUaV+A9eP4PzMen5WXluFCxLGWXLpUts7T2lMKhGLxZ83jAO7I7pac+r7bqmOgljCIMbi67Ft1Y/BCevR+oFRcTvTj2Np848B0EWx9lDgiGG1y3Hq7DedGms78HTDx/AySNthnGzhcOVNy3HzXesWhJtNE3p6eDTM0Z9zbVlG5zrRoqKDQld3XbvWoNqM6Vqy7k3nzsxonvAfLHngwY0NugK/xYrj5tuX7VkxVPjidi2eLGkpNvBcXNXrkI4Dtnf/Bb4TP2aFGm6iPbf/NeYLfKooqDz8UdAJV1kN/X2O8B7Lm0l9gSLB0PdvULR0bo0RJNnE0KXUp+oRUZ3ty66Yor21RXixAPlCwp4cfcFtPcEJl45QVxg7Q2CD0qjvhZIt0E2z45i76KBUtg7A2CjkRQKwJ/tAF0s6amUwtoTAh/Wv9NwkhnCDFM8ZSaEnqQ9iJi7DeO8mITU/m3gZWO6P4lme9A4FQ9bCGydAXDRazUlwGC2A5SVQcnQ9ZuCRh8BCjVhgmqjGHoksesZHymJ2R4x25Nh6w1tFzMe+z4M5cHKNnCyDQRjGxpEVmDpD4MPjbyGiDYO4STLrPx24ul8WnV2F5a1GoXIgmYn3t94NyRugt+ZQmHtC434vBSWIJRindfrLe8TYB3Qo7UUQPASuObHzblEKexdAbCC0aAW7DzCnrl3hNlDA9h++BmYRf0cOJdTjZqy7SPWLWk6gqpzn2jLXcl5+LT6FkN3jUuVuDmfEowLkRU42/QMpYjThEiSBVmpdnz+imI44sShOdyuS0ubv/aSS/vKn2DavLj7AnYdbZ14xQRxgxXAylGScfpAcW6RC8pNFw+AZdHPhADwtfnQisVx404GUBLzfQZAcWogBMxGecHFNeByG8Bnn9eGRH4AbSlvQThfBaX/ElTVJjLAiSCsBMKJQOwjKxpe8yQnI6+zWN2MAl7zJxhMbZvgDRYeKphBBQuUiBVUsIBGrKARKzwhF/IEKzgYJ/gCKBpB4Q0KQDC+hONmA0lJxbJhYy+lbEFTewjA5H5naQDyQcBEPztGprB2BdACivmQW3QDKAUBYr6781DQd4le8xeK2HvNEK2BCHoC89NRoyP9Stzd9jY4qjoYlrUex/mICYeTdOHIZGEQNzfv1ZYFwuF513p4l0i72ASXDitBYI1e80RfBHW+MOqaVXG9e3eWj7fpJUHCuE+QYIkQAtAPiuSYSZ4CipZFYszOBX0AckBhiX4m6QA6AMRHfszYMFANhiFo1MiazXeQWsqg+JJhKq4B4dVUYsLKMJceg9SZD7FpOUAXSZYDABAlxhCPPkaNccPYcAN+6DVm9DTW0fC5e6F0F4BRVM+8pydnURj3xBQBMUXAONTJvClsQ3bjSjgEoxI8BUWPsxdttgHIkgXMkDNAMGMpVfM1WTMQITzMVD3/D7gr0GSbmmOrG6rjrQSAecjAB0E+CBzR3+1cXW/+b3t3Ht9UlfYB/Hezdd/YSlsKZUsASxcKFKGiZRdZlbIL6iigoDMurwgqIo6+zusMiLgwCApoUQQRBwVBRlZB1gIK1IXF0kJLoQst3ZLc8/6R5jZp0wVISQO/r59+knvuuTcn6WPoc+9ZvAG0hWQ3l0Y6ZORUfwjVk1xYLobpbH4XN7Pf43mvptgQnICRmTuVsn6XDiBf64s/fMIBITD44h5oRUU07mgci3ztzbubSOQsBbDc0AIAH1j+Var7v+C3Pib35NDIu1pDAnCe3fLdirrUBFysmADL5KtDRJD7j4+9EaKwDMi1dFfUQEKnAE+U+TfsCWo8ckugs5kdv8zXA+FB9TEbdyBMOaG4FLQXZbqKORo0wWnwDipEk7ye0ArLH3/13VXR0uncDFlVZvmRyiCrjDbPy7elMgiljlF5FCrHQ1Lqg6w2IT/oAoIuW8ba+lxpAm2pJ4weNU9k1WAICY0zIxCcoVcuUFiVeBYgo/XPKPbLgxqw78gvJKjNXtCYfSxd/WUfaEzeUMs+0Ji9oTb7QCVq/rOioXV9TfEeAH3aQeT6BeNCuwQYVNf3Z1GpLKCq1E2/ESQEalQoauwNWefcsdeSSYZP1lWobD7HMh8t/IM84X+bdLFuaLEkXykF8i136mW1hJYhATe5u3sMfvE2IfL0HgCWvhwjsnZhV5dRCMq/gPCSi0rNywEhKIzsAcNtEit10dDiiaqnKTICly29qyRI6NDEB8HhARjZu42LW9YwcMy9CzXkMffkvvbtOI3De9MQ0iIAgx6IvO0nVDKZzPj0g59QfNVyd87LR4uJj/eo14mObkTW+StYt7JiBnsfPw+MfbQbdPU4ftYsm/H16U34b9pOu3IvjRce6TwWMcGRdfpuEkKgxFyKImMxikzFKDYVlT8vQZGpCMXl5dYfZdtYjGJTMUyi4X7/aVUaeGm84KXxgrfGC15XgqDaH6rsbxQFBEdpoYIKkmT5g0OSJFj/g2Tpum2dDLHiueVRVV7Heh9WObbyIySb81vuoqsk5aiK5+V1Co1XkVuSh5ySXOSU5CH3YhGkX5pCW2i/BKIsycgO/QOXQk5DXEMvhsp8tN5o5BGIRp5BCPKseGxsffQJgCRJt+S/dUIIHDuQjp+2n7ZbDk2tltCrX3t0iglxyozkZaUmfPVpCnKyKy6+h7UKxH2jo5Tll24HDe3vJlmWsXfbaeRkX0WXO1sirFXQTW+DEAJZKz/GlV0V3+XqgADIJSUQpZYLD5JWi1avvAZd89tw+FUNGlo8UfWKrpZhxaI9ynZsj3D0uKfyICvXcuWYeyb3LsTknuqLVmv5A89oZEclAEj5KQ0/ba8YX957oB53xIbWcIRryLKMtcsP2a2lPej+yGta+u5GHMs+jpUnv0CxyX68cWLLXmjuFawk4pbEveK5baIuGugwEJWkgpfG05KYWxN0rRe8NZ52Sbu3xrO83Mum3BNatf1FMiEEkj/4CQVXLH8wBwR5YdyU7g12OSmT0YyDP57FkX3nUPlffd+magR1M+Oqh+UiQG6p5bHY5PyeCFqVBj5aH3ioPeCp9oCHpvxR7QHPSs/tHm33lz9qrvMue33LTM/Hlq9P4GqB/Xjr9p2a4e5Bemh1199uWZaxce0vOHe6ovN9UBNvjJwYCw/P2+tCLv9uckyYTMh4ZwGKThx3uL/JqNFoNGjwTW5Vw8d4ci+fL92P3EuWnqrNQvzwwOQ4F7fIHifUIyKnaqgJhqt0ignF4b1/oqzU8iV7ZF8aOkY3b1DrdAshcHR/ul1i37p9k5uW2ANAVNM7MMv3r1j2SzL+LKhYOnBb2o83rQ018VR7WJJtrTUR91K2vcqTdG9l28sumfdQ65z6/4UkSdB3bo5DP/4JAMjPLUZmej5CwgNrOfLmy/gzF9s3/YorefbJulanRo+72+COLqEOP5tiU7Hlbn9JHnJK7BP/nJI85JdeueaLOUbZhLxS50zgpZHUVS4OVL5o4OgCgqMLCZLdXAL278nxO6xUx2bTP1iHIRM7Yfem08g4W/Fefz9xERczr6D30HYIbFJpuJSDF1FJKmhUaqglNVTlvTR2ff+HXWLv5aPF4FGdb8nEXggBWcgwCTPMsgkmYYZJNsEkWx5VGgGzLKPMaLL5+ASEgF1cWu5h2a5LIZTfV8V6E0qB3boWlrp2W8o5q5Ta1JMkCSpJpfSwsfbUUSk9cVTKc7t6SlnleuWPlZ6rULlMBZVKQvDUx5Hxj/9F2Xn7iZE9IlrDv28/GM1GmIUMARly+edc8VO+DRlCyDCXl1mfOz6m/Af25UIIyzHl57M9zvoJKrNGKD2QoJRbeyBZtstLJdutyvVs6kpSxX6b3wtQ6Zzl9TQaNSRJgskk27fLpo7t2Sqfq6LMpk6l96CcV6pypN13sG0dQEAW1rizfG7WGBdCQC5fVcUSk9a6FftEpW3LeRzvs27LNueDqLwN5T3Z90RTKZ+ByvrJW38H5THqsFeatczaE82mV5vK5jOWJPvjfYIl5JaPJszOLEBxcSm8vBr2kMubhXfuXYh37qm+MJ6q+mn7aaT8lKZs9xvWEe07OV7nuj6VFBuRl1OE/Jxi5OVaHq3PTTY9LbQ6NcY+2g2+/vUx1r5mRtmEr/74FjvSnZvUS5CUhNuagHsrybq33d10b413RR2tF7zUnlCrGtZQiit5xUhevE/Z7hDVHImDO7iwRfZKS4zY88MppB7LrLKvVdtG6D1Qf0PxZZbNyCvNV5L9nJI85JZWPM8pyYVRds267w2CAJpcaIvgdL3dn/GyyozzrX5BXtNrW5GmaWYbBKdVxJesMiMn+gREQAnUkhrq8gsB1ucaSQ21SgW1pIFaUkGjsjyqlUc1NJJ9mcZmn1qynENVfi6VpIJZyDDJJphtE21hgrk84bYk4hXPq6tjksu3hWV/5eTdXF7eUHsCuQO/q2aM2ZwLnxLLvytmFfDZoEa4HMj7euT+/HOao+UfXZTtnMhUPD1wMry1DWOeKd65JyKqZ1Fdw3DswDmYzZY/FlN+SkO7js3qpZdDWakJ+bnFyM8trpLIl5bUbeK37r1buySxByxdp0frh6NdYGus/vUrFBorehOoJJVdQl6RrHvbJO2eSrLubdPF3VPjodyBvBX4B3ohNDwA589Z7s6eSs1GQr/20Jb/oy6EgNkkw2yWYTbbPHdQJleuY5ZhNgnluVxpW9lvW98sQ7apU1xkhLHSBT5Pby0S+rVzSuyrVWo09mqExl6NHO4XQuCqsciS/Jff8c8vy7cM6SgrQYm5FKXmUpSYyh/NpSg1lTbouReuiQRcCj2FYt9ctDgVA63R8v+zSlajxZlo+BQ0wvlWxyHUtQ+f8s9pjmZpFUs8CQica3MEBdosoKiGA+m2VeCjxtf3BOC+XfnwKZbxQ3c/JvZ0y7jqd9lu23xJhzNX0nBHYy6Fxzv3LsQ791RfGE+O7dz8G46nVCxZdt/ozmjZpvF1nctkMuNKboklebcm8bmWu/BFV29sTfDQloEYOjYaKpXrh1dotBKyrmZDJWvqpXu7u0v9ORPbvk1VtnUeasiygGwWdpOqNQSGyGD07NvOpZNs1uW7ySSblETf9gKAbZntBYHKFwcqXzRoCHd/1UYdwk/FwPeK/TCbEq8rSGuXgjKv6lem8SoMQOuTPaASFT1XLoSfxOWQM/XWXrp1SLKAsPRndnVTiJyq7c8J8Cr2BwCU+RbiL1MT4av1cXGrLHjnnojoJoiJD8eJI+eVoZGH96bVmNzLsoyC/BLk2XSdt3SjL1ImUrtRvv4eCAjyQmAjbwQEeSGoiQ/CWgU2iMQesNypD/EN5oWiarQ1NMGuLSplSIV1XoeGxC/AE3cP0iO8teM77A2NRqWBr0rjlD/ShBAok43liX6J/QUA5UJAWa0XAGy71Vu2HVWqXMd+W3QQuPSLjMs/V7yWZ7E/Opy8G83j1QhobdOrRQCyMKOkQMa5owKyqDiXR5tSdOjcDDKawCSbIQuzMi69otu8DLNstnSfF2bIcuU6ln1mYYYsnDvxqkalgUbSQKNSl3fztzxa5w+w7C/fp6q6rZUcl1c+p6dOC7WkLu+NVd0Y7IrfRcWvp9Io7srjsB2Oh656PvvXqBg7bB2bbBnHLNuNhRbW8euV9svKWGrr+OaKetax68pz5VyVyyrVqzRWWi2pysf/q8qfW8b7V/xIUKFiW5KkimPK5w2wr29zXPl5JclybmX8PyrVsTlGglRpDoSKeRGsY7srz2xgX69i/Lj9tt2WUiYqzgxroe2RGo11ImL74SDCrp793AzVv27F+3I0/4PjtlW8T9u5H1Q2saZSxvRXzOFg3bZfKaXiMwZsVlSpNKeDssKKgxVX7MfLV4x5t/5/Y41X5XO1jukvb7sy9t+mnvWztDzKynPrvALWz0Eu31/xOdiew/raMlKLcpH+SyEAwOOqL7RmHXDrTT9yzZjcE9Ftwz/QC207NsMfJyzr/V44l48L6fnw8/ewJPC5RXaJfEFeiVPuvnr5aBEY5I2ARhVJfEAjLwQEekGjbVjjyOnaaHUadIwOwc8Hr2389LVSqSWo1SrLj8bmuVoFtUYFtVqCWqOCqlKdxs180TEqRBkqcLuRJAkeah081DoAN+/OSbVaAec65WDrf06ipNgyH4FsAs7/aEZQUTB69m2rLNNZWmLEV5tTIJdW9Ltv2aYR7h0V6dTJQOXyidKUiwHWCwY2FwCs+2yTbLWkUZJ2ayJuTQpvBvZQI2diPLkfjT4b6b9YVoUQArh4ocBtLmLXJyb3RHRbiY1vqST3ALD+0xSnnFfnoUFgI0vSXjmRr8816sn1etzTBr5+lgtE6vIkXKWxJt+STQJuk4jblKkq1ylP1K3Ju0otcSjELSS8dSMkPdIV3399ApnpFbPpH085j6zzVzBw5B3w8fPA5q+OI/dyRWLfuJkP+g/v5PRVPqx3U7UNdGlBIiJHQlsGQuehVnrMeXjyOwzgmHuX4ph7qi+Mp5p9u+YY0k7l1F6xEo1WZbnrHuRdnsh7I7D8Lrynl/aWTMAYS+RMjKcKZrOM/TvP4Mi+c3blOg81gkP9ce5MrlLm46vD/ZO6uGySzYaIsUTOxHhyTxl/5uLEkQsIiwhEp+hQVzdHwTH3REQ3UdydrapN7lUqCf5BXkrSXtGN3hs+vpxMjoicQ61W4c7EtghpEYAfvk1VVtIoKzXbJfYarQr3jurMxJ6IqJKwVkEIaxXk6mY0KLxz70K8c0/1hfFUu1Op2TjzWzY8PLUVd+EbecHX38Pp3V7dGWOJnInx5NiVvGJ8//UJXLxQYFcuScC9D3RGq3bXt6rHrYyxRM7EeCJncuWdeyb3LsTknuoL44mchbFEzsR4qp7ZLGPvD6fw86GKyRnv6t8ekXFhLmxVw8VYImdiPJEzsVs+ERER0W1MrVYhoX97hLdphD9OXESLiCAYOjd3dbOIiMiNMLknIiIiaiBatW2MVm3ZDZ+IiK4dB5YSERERERERuTkm90RERERERERujsk9ERERERERkZtjck9ERERERETk5twyuTeZTFi+fDkGDx6MqKgo9O3bF++99x6MRmOdjs/Ly8O8efPQp08fREdH4/7778fGjRsd1i0uLsbbb7+N/v37IyoqCoMHD0ZycjK4giARERERERE1FOq5c+fOdXUjrtXcuXOxePFitGnTBoMGDUJBQQHWr1+PU6dO4d57763x2KKiIkyePBk//PADEhIS0LNnT5w4cQJffPEFgoKCEBUVpdQ1m82YMWMG1q5di5iYGPTp0wfnzp3DunXrUFRUhISEhBt6H0VFZcpztVpV/pq8aEA3jvFEzsJYImdiPJGzMJbImRhP5EyV48nHx+OmvbYk3OwW9OHDhzFu3DgMHDgQCxcuhCRJEELghRdewPr167F48WIkJiZWe/zixYuxYMECzJkzBxMmTAAAFBYWYuzYsUhPT8d///tfNG5sWYJmw4YNeO655/DII49g5syZAACj0YhHH30U+/btw9dffw2DwXDd7yU7u0B5rtOpAQBlZebrPh+RFeOJnIWxRM7EeCJnYSyRMzGeyJkqx1PTpn437bXdrlt+cnIyAGDGjBmQJAkAIEkSnnnmGUiShDVr1tR4/KpVq9CkSROMHTtWKfP19cW0adNQXFyMDRs22L2WRqPBtGnTlDKtVou//e1vEEJg7dq1znxrRERERERERNfF7ZL7gwcPIigoCHq93q48ODgYEREROHDgQLXHpqWlISsrC3FxcVCr1Xb74uPjAUA5vqysDD///DM6dOiAgIAAu7pRUVHw8vKq8bWIiIiIiIiIbha3Su7LysqQmZmJli1bOtwfFhaGK1euICcnx+H+tLQ0AHB4fNOmTeHh4YGzZ88CADIyMmAymRzWVavVaN68uVKXiIiIiIiIyJU0rm7AtcjLywMA+Pk5HrdgLS8oKECjRo2qPd7f39/h8b6+vigoKKjza505cwYmkwkazfV9jNbxGACg0ahrqEl0bRhP5CyMJXImxhM5C2OJnInxRM7kynhyqzv3JpMJAKDT6Rzut5aXlpZe9/HWY2/0tYiIiIiIiIhuFre6c+/p6QkA1a5nX1ZmWVrOy8vL4X4PDw+7eo6O9/b2tqtb02tJklTta9WFoxk5OUsnORPjiZyFsUTOxHgiZ2EskTMxnsiZXBFPbnXn3tfXFyqVCoWFhQ73W7vUV9eV3joxXnXHFxYWwtfXt051CwoK4O3tDZXKrT5CIiIiIiIiugW5VWaq0+kQGhqK9PR0h/vT09MRFBSEwMBAh/sjIiKUepVdvHgRpaWlaN26NQDL5HxardZhXbPZjMzMTKUuERERERERkSu5VXIPAHFxccjOzsaZM2fsyrOysvDnn38iJiam2mNDQ0MRGhqKQ4cOQZZlu3379+8HAMTGxgIANBoNoqOjceLEiSp3748dO4bi4mKlLhEREREREZEruV1yP2LECADAggULlARdCIH58+dDCIExY8bUePywYcOQmZmJTz/9VCkrLCzE4sWL4enpieHDh9u9VllZGRYtWqSUGY1GLFy4EACQlJTktPdFREREREREdL0kIYRwdSOu1dNPP42NGzciKioK8fHxSElJwcGDBzFw4EAsXLgQkiQBgJKge136AAAdyklEQVSUP/nkk8qxhYWFeOCBB3D27FkMGDAA4eHh2LJlC86dO4eXX34ZEydOVOqazWZMmDABKSkp6NmzJ+644w7s2rULqampeOSRRzBz5swbeh/Z2QXKc+uyeJzIg5yB8UTOwlgiZ2I8kbMwlsiZGE/kTJXjqWlTx/PB1Qe3TO6NRiOWLFmCr776CllZWQgNDcWwYcPw2GOP2S1dZzAYAAC//vqr3fGXLl3C/PnzsW3bNhQXF6NNmzb4y1/+gvvuu6/KaxUWFmLRokXYtGkT8vLy0LJlS4wbNw7jxo274cn0mNxTfWE8kbMwlsiZGE/kLIwlcibGEzkTk/vbFJN7qi+MJ3IWxhI5E+OJnIWxRM7EeCJncmVy73Zj7omIiIiIiIjIHpN7IiIiIiIiIjfH5J6IiIiIiIjIzTG5JyIiIiIiInJzTO6JiIiIiIiI3ByTeyIiIiIiIiI3x+SeiIiIiIiIyM1xnXsiIiIiIiIiN8c790RERERERERujsk9ERERERERkZtjck9ERERERETk5pjcExEREREREbk5JvdEREREREREbo7JPREREREREZGbY3JPRERERERE5OaY3BMRERERERG5OSb3RERERERERG6OyT0RERERERGRm2NyT0REREREROTmmNwTERERERERuTkm90RERERERERujsm9i5lMJixfvhyDBw9GVFQU+vbti/feew9Go9HVTaMGJisrC3FxcVi+fLnD/evXr8eIESMQExOD3r1743//939x9epVh3W3b9+OMWPGIDY2FnfeeSdmz56Ny5cv12PrqSHIzs7GnDlzcPfddyMyMhK9evXCc889h3PnzlWpy3ii2uTm5uLvf/87+vXrh6ioKAwePBhLly6FyWSqUpfxRNfiH//4BwwGA/bt21dlH2OJarNgwQIYDAaHP08//bRdXcYT1cV//vMfjBo1CtHR0UhISMBTTz2FM2fOVKnXEOJJEkKIGz4LXbc5c+Zg9erViIuLQ5cuXXD48GEcOnQIAwcOxDvvvOPq5lEDcfXqVTz88MM4evQoZs2ahYceeshu/7///W/Mnz8fBoMBvXv3xm+//YYdO3YgNjYWK1euhE6nU+p+8803ePbZZxEeHo4BAwbgwoUL+O6779CiRQt8+eWX8Pf3v8nvjm6G7OxsJCUl4cKFC+jVqxcMBgPOnDmD7du3IyAgAKtXr0ZERAQAxhPVrrCwEElJSTh9+jQSExPRunVrHD58GEeOHEFiYiI++OADSJIEgPFE1+bYsWMYO3YszGYzVq5cifj4eGUfY4nqYtq0afjxxx8xZcqUKvvat2+PQYMGAWA8Ud0sWLAAixcvRkREBPr06YOsrCx899138PX1xbp169CiRQsADSieBLnMoUOHhF6vF08++aSQZVkIIYQsy+L5558Xer1e/PDDDy5uITUE6enpYuTIkUKv1wu9Xi8+/vhju/0ZGRmiU6dOYsyYMaKsrEwpf/vtt4VerxeffPKJUlZYWCi6d+8u+vbtKwoKCpTyNWvWCL1eL9588816fz/kGi+//LLQ6/Xio48+siv/+uuvhV6vF1OnThVCMJ6obv71r38JvV4vVqxYYVf+zDPPCL1eL7Zt2yaEYDzRtSktLRVDhgxR/r376aeflH2MJaqrxMREMWLEiBrrMJ6oLo4ePSoMBoOYOHGiKC4uVso3bdok9Hq9eOGFF4QQDSue2C3fhZKTkwEAM2bMUO5wSJKEZ555BpIkYc2aNa5sHjUAy5cvx9ChQ5GamooePXo4rLN69WqYTCZMnToVWq1WKZ82bRp8fX3t4ujbb79FXl4eHnroIfj6+irlo0aNQuvWrbFu3TqYzeb6e0PkMlu3bkWjRo0wefJku/Jhw4ahZcuW2L17N2RZZjxRnWRkZCAkJATjx4+3Kx88eDAAICUlBQC/n+jaLF68GGfOnEHPnj2r7GMsUV0UFhYiIyMDBoOhxnqMJ6oLa642b948eHp6KuWDBg3CmDFj0LJlSwANK56Y3LvQwYMHERQUBL1eb1ceHByMiIgIHDhwwEUto4Zi5cqVCAsLw6efforhw4c7rGONk27dutmVe3h4ICYmBqmpqSgoKLCra9vN0ap79+7Iy8vD77//7sy3QA2A2WzG1KlTMWPGDKhUVb/2dTodjEYjjEYj44nq5F//+he2b98OjUZjV3769GkAQJMmTQDw+4nqLjU1FUuWLMHUqVPRrl27KvsZS1QXqampAFBrcs94orrYuXMn9Ho9WrduXWXfvHnz8PjjjwNoWPHE5N5FysrKkJmZqVzxqSwsLAxXrlxBTk7OTW4ZNSSvvvoq1q9fjy5dulRbJy0tDU2aNLG7+mcVFhYGAMqkH9aJ08LDw6vUtY4ZcjRBCLk3tVqNyZMnY8KECVX2nTp1CqdPn0bLli3h4eHBeKJrJoTA5cuXkZycjEWLFiE0NBTDhg0DwO8nqhuz2YzZs2ejVatWmDp1qsM6jCWqi19//RWAZcLPhx9+GN26dUO3bt3w1FNPKRcfAcYT1e7y5cvIyclB+/btcerUKcyYMQNdu3ZFXFwcnnrqKbvJiBtSPDG5d5G8vDwAgJ+fn8P91nLrVR66Pd11111Qq9U11snLy6s1jgoLCwFY/rHT6XR2XYusrF9I1rp065NlGa+99hpkWcbo0aMBMJ7o2i1cuBA9e/bEvHnz4Ofnh2XLliEgIAAA44nqZtmyZTh58iT+/ve/2006ZYuxRHVhTe6XLVsGX19fJCUlISoqCps3b8bo0aNx8uRJAIwnqt3FixcBWFarSkpKQkZGBh544AHExcVh8+bNGDNmDDIyMgA0rHhicu8i1qWCqvtHzFpeWlp609pE7slkMtU5jq6lLt3ahBCYM2cO9u7di8jISGUsPuOJrlVYWBgeeeQR9O/fHzk5OZgwYQKOHz8OgPFEtTtz5gzeffddjB8/HrGxsdXWYyxRXajVaoSFheGjjz7CokWL8Pzzz2PZsmV46623UFBQgNmzZwNgPFHtioqKAFi60ffr1w9r167FrFmzsGTJErz00ku4fPky3njjDQANK540tVeh+mC9WlPdevZlZWUAAC8vr5vWJnJPnp6edY6ja6lLty6TyYSXX34Z69atQ3h4ON5//33lHxTGE12rpKQk5fn27dsxbdo0zJw5Exs2bGA8UY2EEHjxxRfRuHFjPPPMMzXWZSxRXbzyyisOy4cNG4YvvvgCBw4cwOnTpxlPVCvrHEVqtRqzZ8+260k7YcIErFixAjt27EBxcXGDiifeuXcRX19fqFSqartdWLvjV9fFg8jK39+/2uEblePI398fpaWlypeHLWssMuZubcXFxXjiiSewbt06REREYOXKlQgODlb2M57oRtxzzz2488478fvvvyMtLY3xRDVKTk7GoUOHMHfuXPj4+NRYl7FEN6pTp04AgPT0dMYT1cr6Ow0LC0NgYKDdPpVKBYPBAKPRiPPnzzeoeGJy7yI6nQ6hoaFIT093uD89PR1BQUFVgomosoiICFy+fBklJSVV9mVkZEClUqFVq1ZKXQAO485a5mhGULo15OfnY/LkydixYwc6deqEVatWITQ01K4O44lqYzKZsGfPHvz4448O91tjKjc3l/FENdq8eTMAYMqUKTAYDMrPypUrAQCTJk2CwWBAeno6Y4lqZTKZcOzYMRw9etThfmvseHh4MJ6oVuHh4VCr1dXeZbcOsfby8mpQ8cTk3oXi4uKQnZ1dZUbErKws/Pnnn4iJiXFRy8idxMXFQZZlHDx40K68tLQUR44cQbt27ZQJOuLi4gDA4TKL+/btg5+fH9q2bVv/jaabrrS0FFOnTsXRo0fRvXt3fPLJJ2jcuHGVeownqotp06bhueeec7gWb2pqKiRJQosWLRhPVKORI0dixowZVX6io6Pt9vv7+zOWqFayLGP8+PF47LHHqnw3CSGQkpICjUaDjh07Mp6oVh4eHoiMjMSFCxdw9uxZu30mkwmpqakIDAxEcHBwg4onJvcuNGLECADAggULIMsyAMuXz/z58yGEwJgxY1zZPHITQ4cOhVqtxrvvvmvXxWfx4sUoLCy0i6N+/frBx8cHS5cuVVZsAIC1a9fi7NmzSEpKcrgOOrm/+fPnIyUlBbGxsfjwww8dLtcCMJ6odhqNRpk8b9myZXb7Vq1ahV9++QX33HMPmjRpwniiGt1///148sknq/zYJvdPPvkk/P39GUtUK51Oh8TEROTn52PJkiV2+z766CP89ttvGDJkCOOJ6sy6ktDrr79udwf/o48+QmZmJkaMGAG1Wt2g4kkSQojrPppu2NNPP42NGzciKioK8fHxSElJwcGDBzFw4EAsXLgQkiS5uonUQKxbtw6zZs3CrFmz8NBDD9nt++c//4kPP/wQbdu2RWJiIv744w9s374dXbp0wYoVK+xm5fzss88wd+5chISE4N5770VWVhY2bdqEli1bYvXq1RwKcgvKzs5GYmIijEYjHnjgAYSEhDisN2XKFHh4eDCeqFZZWVkYPXo0MjMzkZCQAL1ej5MnT2Lv3r1o0aIFVq1apczlwHiia/X6669j5cqVWLlyJeLj45VyxhLVJj09HWPHjkV2djZ69uyJDh064JdffsH+/fvRtm1bJCcnIygoCADjiWonhMCMGTOwdetWtGvXDr1798apU6ewY8cOREREYO3atcr4+IYST0zuXcxoNGLJkiX46quvkJWVhdDQUAwbNgyPPfZYtcsk0O2ppuReCIFVq1Zh1apVSEtLQ9OmTdG/f3/MmDHD4aQcGzduxNKlS/HHH38gICAACQkJePrpp9GsWbOb9G7oZtq6dSumT59ea70DBw7A39+f8UR1kp2djXfeeQfbtm1Dbm4umjVrhv79++Pxxx9X/ngG+P1E16665J6xRHWRlZWFhQsXYufOncjLy0OzZs0wcOBAPPHEE3ZxwniiujCZTPj000+xZs0apKWlITAwEH379sVf//rXBvlvHZN7IiIiIiIiIjfHASJEREREREREbo7JPREREREREZGbY3JPRERERERE5OaY3BMRERERERG5OSb3RERERERERG6OyT0RERERERGRm2NyT0REREREROTmmNwTERERERERuTkm90RERERERERujsk9ERERERERkZtjck9ERERERETk5pjcExERAVi3bh0MBgNiY2ORnp5eY91OnTrBYDDcpJbVLD09HQaDAf3793d1U26YEALvv/8++vTpg8jISNx5553473//W2196++srj8N1aJFi2AwGPD++++7uilEROTGNK5uABERUUNSVFSEl19+GR9//LGrm3LbWb9+PRYuXAidTodevXpBq9UiIiKi1uMaN26Mnj171n8DiYiIGjAm90RERJXs2bMHa9asQVJSkqubcls5duwYAGDatGmYPn16nY9r27Yt/vnPf9ZXs4iIiNwCu+UTERHZaN68OQDgzTffRGZmpotbc3spKysDAISEhLi4JURERO6HyT0REZGNhIQE9OvXD4WFhZgzZ06dj+vTpw8MBoPDCwIvvvgiDAYD1q1bp5RZx1nv3LkTW7ZswahRoxAdHY2EhATMmzcPxcXFMJvNWLJkCQYMGIDo6GgMGTIEq1evrrYNaWlpmD59Orp06YK4uDhMnToVR48edVg3Pz8fb731FgYMGIDOnTujR48eeOqpp5CamurwvcXHx+PkyZMYPnw4IiMj0bdvX4d1Kzt8+DCmT5+OHj16IDIyEn369MHcuXPtPqd9+/bBYDBg7dq1AIBZs2bBYDDghRdeqPX818tgMGD48OHIycnBc889h+7du6Nr16548MEHsWvXLofHFBcX4/3338fQoUMRFRWFuLg4TJgwAd988021r7Np0yZMmjQJ8fHx6Nq1K5KSkrB+/XrIsuyw/rZt2zBu3DjExMSgW7du+Mtf/uLwd5iVlYUXX3wRAwcOROfOnREfH49HH30UO3bsuL4PhIiI3B6TeyIiokrmzp2LgIAA7NixA+vXr6/X1/r000/x5JNPQgiBO++8E8XFxUhOTsbMmTPx7LPP4t1330VISAi6dOmCU6dOYc6cOUhOTq5ynitXrmDs2LHYv38/evbsifbt22P79u0YP358lUnpzp8/jwceeABLly6FyWRC7969ERERgS1btiApKQnbtm2rcv6ysjJMmTIFJSUl6N27NzQaDdq2bVvje0tOTsaECROwdetWtGrVCn369IFGo8Fnn32GESNG4Pjx4wCAJk2aYOjQoWjZsiUAIDY2FkOHDkVsbOz1fqx1UlRUhIkTJ2LLli2IjY1Fp06dcPDgQTz22GP4/PPP7erm5OQgKSkJCxcuRHZ2Nu666y7ExMTg2LFjePbZZzFr1qwq558zZw7+9re/ISUlBZGRkejatSv++OMPzJw5E2+88UaV+hs2bMC0adOQl5eHhIQEBAYGYvfu3ZgwYYLdhZTc3FxMmjQJa9euhYeHBxITE9GuXTvs3r0bU6ZMwZdffun8D4uIiBo+QUREROLLL78Uer1ezJ49WwghxLp164RerxfdunUTFy9etKvbsWNHodfr7coSExOFXq8XFy5cqHLu2bNnC71eL7788kul7J133hF6vV7o9XqxZs0apfzkyZPCYDAor/37778r+1avXi30er0YNmyYUnbu3DnlPCNGjBCXL19W9n3zzTfCYDCI+Ph4UVBQoJSPGzdO6PV68dZbbwmTyaSU7969W3Tu3FnExcWJS5cuVXlvSUlJoqysTAghhNlsrvHzPH78uOjQoYOIjo4WP/74o1JuNpvFokWLhF6vF4mJiaK0tLTGz6km1t/ZxIkT61TflvUzS0hIEKdOnVLKd+/eLe644w4RFRUlzp8/r5RPnz5d6PV6MX36dHH16lWl/OzZs6Jv375Cr9eLVatWKeWbN28Wer1e9OnTR6SlpSnlFy5cEL179xZ6vV4cOXJECGEfCx999JFS12g0imnTpgm9Xi9efPFFpfzdd98Ver1ezJ8/3+49bd++XflciYjo9sM790RERA6MHDkSd999N/Lz8zF37tx6e53IyEiMGjVK2e7QoQPatGkDAJg0aRLatWun7Bs4cCAAS/d7R15++WU0atRI2b7vvvswYMAA5Obm4rvvvgMAHDlyBIcOHcIdd9yBZ599Fmq1Wqnfq1cvTJgwAQUFBUoXeVvjxo2DVqsFAKhUNf8J8cknn0CWZTz++ON2M9mrVCrMmDED3bt3R0ZGBjZu3Fjjeepi//79tS6Dt3z5cofHvvjii8rnDVg+g/Hjx6OkpARfffUVAMtyg99//z0CAwPxj3/8A97e3kr9Vq1aKXfhly1bppR/9tlnAICXXnoJ4eHhSnnz5s0xffp0tG/fHmfOnLFrS3R0NB5++GFlW6PRYPLkyQCAX3/9VSnPzs4GUHVugrvvvhuvvvoqnn/++Wq7/RMR0a2LyT0REVE15s2bB19fX2zdutUpSagjMTExVcqsCXqHDh3syv39/QEApaWlVY4JDQ1Fly5dqpQnJiYCAA4dOgTAMr4dALp37w5JkqrUv+uuuwBYEubKKrenJgcOHAAA3HvvvQ7333fffXb1bkTjxo0xdOjQGn8cDSHw8PBA3759q5Rby6xtO3jwIACgd+/e8PHxqVK/e/fuaNq0Kc6dO4fMzEwIIXDgwAFotVokJCRUqT969Gh88803GDFihF25o2EI1gT+ypUrSlm3bt0AAG+88QZeeuklbN26FVevXgUAjB07FoMGDar14gsREd16uBQeERFRNZo3b47nn38ec+bMwWuvvYYePXrY3Rl3hoCAgCpl1qQ7MDDQYbkjYWFhDsuts/9fvHgRAHDhwgUAwMcff4yPP/642vM5mhjQUVurY3296trVokULAMClS5fqfM7qXO9SeKGhoUpPBFvWhNr6Hmp7L4Dl/WRnZyM7Oxs6nQ5GoxEhISEOz18dPz+/KmXWnhW2d+Lvu+8+HDt2DCtWrMCaNWuwZs0aaLVadOvWDUOGDMHw4cOh0fBPPCKi2w2/+YmIiGowZswYbNq0CXv37sVrr72GBQsWXPM5auoi7awkzMPDw2G5EMLudaxtiYmJsesuXpmjixjXcjfY+rrVMZvNAACdTlfnczqb7ZAEW9a2V36/NV1csX0/1ufX6lo+31mzZmHixInYvHkzdu/ejcOHD2PPnj3Ys2cPvvzySyxfvtylny0REd18TO6JiIhq8dprr2HYsGHYuHGj0p28MmviZzKZquyz7VJdX6x3lyvLyMgAAAQHBwMAmjZtCsAyPvuJJ56ot/Y0a9YM6enpSE9PR6tWrarsT09PB2DpUu8q1X1m58+fB1BxB79Zs2YAgHPnzlV7Luv7adKkCfz8/KDVanHp0iWYTKYqF3Byc3OxefNmGAyGG1oRIDw8HI8++igeffRRlJaWYufOnXjllVdw6NAhfP/999XGKhER3Zo4IIuIiKgW4eHheOaZZwBYlslzdFfaOsla5W7mZrMZP//8c7238dSpU8jKyqpSvmXLFgBAfHw8AKBr164AgJ07dzp8H59//jmGDBmC995774baYx0Xbp3Ir7JNmzY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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 507 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "max_epoch = 600\n", + "step = 25\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "# Perform the cross-validation to estimate MSE\n", + "#scores_KFold_train = np.zeros((maxdeg, k))\n", + "#scores_KFold_test = np.zeros((maxdeg, k))\n", + "\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_bgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd_sklearn = np.zeros((len(epochs), k))\n", + "\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", + "\n", + "eta = 0.005\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "lmbda = 1 # Ridge\n", + "\n", + "for i, epoch in enumerate(epochs):\n", + "\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + " \n", + " inv_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, fit_intercept=True)\n", + " bgd_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgd_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " mbgd_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=\"l2\", eta0=eta, alpha=1, \n", + " tol=1e-5, fit_intercept=True) # sklearn\n", + " \n", + " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", + " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", + " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", + " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", + " \n", + " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", + " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", + " \n", + " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", + " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", + " \n", + " j += 1\n", + " \n", + "\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", + "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", + "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", + "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", + "\n", + "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(epochs, mse_KFold_inv, label='Inversion')\n", + "plt.plot(epochs, mse_KFold_bgd, label='Batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd, label='Stochastic GD')\n", + "plt.plot(epochs, mse_KFold_mbgd, label='Mini-batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", + "plt.legend()\n", + "plt.xlabel(\"Number of Epochs\")\n", + "plt.ylabel(\"MSE\")\n", + "#plt.yscale('log')\n", + "plt.title('Ridge: GD Methods')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"Ridge_MSE_epochs_overview.pdf\"), dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 502 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", + "\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", + "\n", + "gamma = 0.9\n", + "seed = 42\n", + "lmbda = 0 # OLS\n", + "\n", + "for i, epoch in enumerate(epochs):\n", + "\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(lmbda=lmbda, eta=0.01, n_epochs=epoch, gamma=gamma, fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(lmbda=lmbda, eta=0.001, n_epochs=epoch, gamma=gamma, fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(lmbda=lmbda, eta=0.0001, n_epochs=epoch, gamma=gamma, fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"MBGD\")\n", + "\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", + " \n", + " j += 1\n", + " \n", + "\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "\n", + "\n", + "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=\"Learning Rate = 0.01\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=\"Learning Rate = 0.001\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=\"Learning Rate = 0.0001\")\n", + "plt.legend()\n", + "plt.xlabel(\"Number of Epochs\")\n", + "plt.ylabel(\"MSE\")\n", + "plt.title('OLS with MBGD and Various Learning Rates')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"OLS_MSE_epochs_various_lr.pdf\"), dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot of MSE against epochs, with particular mini-batches" + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 501 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN mini batch sizes\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "max_b_size = 50\n", + "step = 1\n", + "b_sizes = [2**i for i in range(7)]\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "\n", + "scores_KFold_mbgd = np.zeros((len(b_sizes), k))\n", + "\n", + "\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", + "\n", + "for i, bs in enumerate(b_sizes):\n", + "\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + "\n", + " mbgd_reg = GDRegressor(eta=0.0042, gamma=0.9, n_epochs=250, batch_size=bs, tol=1e-5, fit_intercept=True)\n", + " \n", + " \n", + " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\") \n", + " \n", + "\n", + " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " \n", + " j += 1\n", + " \n", + "\n", + "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", + "\n", + "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(b_sizes, mse_KFold_mbgd, 'o--', label='Mini-batch GD')\n", + "plt.xticks(b_sizes)\n", + "plt.legend()\n", + "plt.xlabel(\"Mini-batch size\")\n", + "plt.ylabel(\"MSE\")\n", + "#plt.yscale('log')\n", + "plt.title('OLS MBGD For Mini-Batches: MSE Against Number of Epochs')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"OLS_MSE_mini_b_momentum.pdf\"), dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot of MSE against epochs - various mini-batches" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 502 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd4 = np.zeros((len(epochs), k))\n", + "\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", + "\n", + "eta = 0.001\n", + "gamma = 0.9\n", + "\n", + "for i, epoch in enumerate(epochs):\n", + "\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=2, fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=8, fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=16, fit_intercept=True)\n", + " mbgd_reg4 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=32, fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg4.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + "\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd4[i, j] = mbgd_reg4.mse(X_test_scaled, z_test_scaled)\n", + " \n", + " j += 1\n", + " \n", + "\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "mse_KFold_mbgd4 = np.mean(scores_KFold_mbgd4, axis=1)\n", + "\n", + "\n", + "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=\"Batch size = 2\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=\"Batch size = 8\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=\"Batch size = 16\")\n", + "plt.plot(epochs, mse_KFold_mbgd4, 'o--', label=\"Batch size = 32\")\n", + "plt.legend()\n", + "plt.xlabel(\"Number of Epochs\")\n", + "plt.ylabel(\"MSE\")\n", + "plt.title('OLS MBGD With Batch Size')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"OLS_MSE_epochs_particular_batch_size.pdf\"), dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot of MSE against epochs, with particular gamma values" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3Ss8PyQdKXxz4+vpCJpPh6tWrAEp72ZOSktC4cWM0b9680u1+lrW1tcbpDC1atADw9CWVrpQvBZ5fhV2hUJQ7xPv//u//cOvWLbz//vsayzUxMQEAjXOi3d3d1V60aJOfn6+aQvH6669rzDNu3DgYGhoiNTW1Si+9AKj+ri1atAhXr16FVCpVpb3xxhtYv369atV6XTk5OUEsFiM/P19tIbz79+/jwIEDEIvF+OSTT3QurzbuV3VQrnMxdOhQjelDhw6FQCBAeHi42gilmrgnRETVjfvcExHVMXZ2doiKitJrzjLwNJiysbGptraIRCL06tULvXr1AlAaJIaEhCAwMBDnz5+HXC7HV199hXbt2mncf70igwYNwubNm3Hy5EnVlnuVGZKvbZ/7pKQkLFy4EJcuXcKbb76JwMBAWFtbA4DqT20jHcRiMdq3b692TKFQ6NUjrc2zK5FbWFjodE6nTp1gYGCAW7duQaFQQCAQaAzugdLe+b/++gvXr1/HgAEDdB6Sr4/GjRtrPK5cuLC4uFiv8vz9/bFkyRKEh4cjKipK1dN848YNJCYmwt7eXmv7DQwMUFxcjNDQUERGRiIhIQExMTG4d++eau62ppc4z0810CY+Ph5SqRRisRgtW7bUmMfExATNmjXD/fv3ERMTozaiQV/vvfceQkNDcfPmTbz55puwsLBAly5d0KtXL/Tr1w8NGzbUu0yRSARHR0fExMQgOjpaNY1n2bJlkMlkmDx5stoLvIrUxv2qqry8PNXOHmvXrsUPP/ygtX1SqRQxMTGq57wm7gkRUXVjzz0RUR2jXFn6wYMHOp+Tn5+vmvuqLfioDg4ODhg1ahQ2b96M7du3w9TUFHK5vNLzYzXNuz9x4oReQ/Irau/69ethaWmJrKws7N69W5Wm/J6ioqI0rthvbW2NPXv2qP1s3bq1ym1S1gmU9qY+Oyy4PObm5vD29kZubi4iIyORnp6Ohw8fws7OrkxvvDKoUm5FVhND8vUdWVIRc3NzDBgwAIB6b3BFe6XL5XL88MMP6Nu3L6ZNm4bly5fj119/xbVr19CiRQvVVoia6DqMOj8/H0BpAF/efHTliw1l/spq06YNDh06hGHDhsHMzAy5ubk4deoUPv/8c/Tq1Qvz5s1Dbm6u3uU2bdoUABAdHQ2gdLvJ0NBQ2NraYubMmXqVVRv3q6qevS9hYWG4ceOGxh9lr/yz33FN3RMiourE4J6IqI5RBry3b9/WeUuxc+fOQS6Xw8DAoMoB3Ny5c9G/f/9yt7kCSgPF0aNHAwBiY2MrVZevry+aNGmCiIgIREVFIS8vDxcvXkTbtm3h4OBQqTKfZ25urpof/Ozwf+Xq+RkZGRpX7K9Jyt7/tm3b6nWecmj+nTt3VLsqaLrfbdu2hampKcLDw1WL7gF1a397TZT7oSuDxZKSEgQGBqqlPS8gIEA1Z3zChAlYv349jh8/jhs3buDXX3/VeSeE8iiH7hcWFpa7T7xyRMbz2y4C2nuitQ0/b968OVatWoXQ0FDs3LkT7777Llq1agWZTIYjR45o3N6tIsoXh9HR0ZBIJKrV/cvb+q48deV+6frdKof8A0BoaCgePHhQ7s+zW0ICNXNPiIiqE4N7IqI6xs/PD46OjigpKcFPP/1UYX6pVIrNmzcDKF3AytbWtkr15+fnIyEhQbVVXHmUQ1GVQ9wrY+DAgQBKexHPnj0LiURS6VXytVH2ID4bmLVu3Vq15Zu24bk1ISkpSbUdmb5zdJXB/b1798odai8SidCpUyfIZDLcunULDx8+hJubW7W9MKkpXbt2hb29PSIjIxEREYHQ0FBkZWWhXbt2ql7nZ5WUlGDHjh0AgK+//hqff/45/P390axZM9UaFMnJyVVul7OzM0QiEUpKSrTuRlFQUKDqEXd1dVUdVy50KJFINJ73/J7ucrkc8fHxqvUSDA0N0blzZ8yZMwcHDx7E0qVLAZT+fdF3hMCzwf3OnTsRGxsLT09P1Us6fdX2/dL3u7W0tFQtmqhtwT6ZTIaQkBDExsaq1j+pyXtCRFSdGNwTEdUxBgYGWLx4MYDSvaefX7DqWQqFAt988w3CwsJgZGSEDz/8sMr1KwPOo0eP4vbt21rzyWQy1XD67t27V7o+5fD7oKAgnDx5EgKBQDV6oToUFBSohqc/u387ACxduhSGhoa4ePEiAgICKpznW9FoBl0ot1Nr0aIF+vbtq9e5HTp0gEgkwt27d1W9/9pGaijn4R86dAgymUyvER3PDqeuibnP5dU7bNgwAKXPg3I7MuXibc/LzMxEQUEBgNItDZ+XkZGBs2fPAoDaAmj6MjMzU/Uoa1vfYe/evSgpKYG1tTVatWqlOq7cpUEZ+D8rLy9P9WwqpaWlYeDAgZg4caLawndKz66vUN4oAk2UwX14eLjqhZYuW99pU9v3S9/vFgB69+4NAFoXAj1y5AgmT56MESNGqNpak/eEiKg6MbgnIqqDevTogZkzZ0KhUGDu3LlYvnx5mV6o+/fv45133sGuXbsgFAqxdOlSjb1lAJCTk1Puz7OLnw0dOhTt2rWDRCLBlClTsHPnzjJzSSMjI/Huu+/izp078Pb2LrOXtT7at2+PRo0a4datWzh//jzatGmDJk2aVLq8Z2VmZmLevHl48uQJTE1NMWrUKLV0T09PfPHFFzAwMMDGjRvx9ttv48qVK2oBbUlJCc6fP4+JEydi4cKFAAB7e3u9hzHHxMRg9uzZOHPmDMRiMZYsWaLqedSVmZkZWrdujfDwcDx48AAtWrRQLYz2PGUwf+LECbXPunh2WPnjx4/1amNVKYdznz59GkFBQTAyMtK6srmtrS0sLS0BAD///LNaD254eDimTp2q2mpQ3wX+nvfuu+9CKBTit99+w08//aQKPhUKBQ4fPozVq1cDAGbPnq22HkG7du0AlE5d2b59u+p4eno65syZU2YrRDs7O3Tu3BlyuRzz5s1TCybz8/OxZs0aVbm6LsaopPz3IS0tDbm5uRgwYECVp2rU5v3S97sFgLfffhtGRkY4cuQI1q5dq1bPxYsXVS9Wx4wZo/p+a/KeEBFVJ66WT0RUR33wwQdwcnLCkiVLsG3bNvzyyy9wcXGBhYUFUlNTVf/BbNSoEZYsWVJuL7Byzrk2s2bNUm1NJRKJsGnTJnz44YcICQnB119/jRUrVsDZ2Rnm5uZIS0tTrTjdunVrfP/991VaXE0gEGDgwIHYvXs3CgsLKzUk/7XXXlP7rFAokJ+fj6ioKNUq5998843GQHjMmDFo2rQp5s2bh4sXL+LixYuwsLBAkyZNoFAokJCQoOrBMzExwbhx4/D+++9rDe6f3zu7uLgYqampqpcz5ubm+Pbbb8usxK8rPz+/CnvtgdJt3ho2bIj09HQIhUKd9i9Xsra2hr29PZKTkzFhwgQ4Oztj+fLlNbpYo1Lz5s3RunVr1ZZ/Q4cO1RowiUQivPfee1i2bBl+//13nD17Fk5OTsjOzlZtVejn54crV66obWtWGX5+fli4cCGWLl2K1atXY+vWrXBxcUFSUpLq3k6cOBFvvPGG2nne3t4YNGgQTp48iWXLluGXX36BlZUVIiIiIBKJMHXq1DILNS5duhSjR4/G1atX0b9/f7i4uEAsFiMuLg4FBQWwtrbGkiVL9L4GOzs7mJqaoqCgAGKxGJ9++mnlv5B/1Ob9qsx326JFC6xYsQKffPIJNm3ahJ07d6Jp06bIyspCYmIigNKe+Hnz5qmdV1P3hIioOjG4JyKqw0aPHo2ePXvit99+w/nz5xEdHY34+HhYWVmhW7duGDhwIEaMGKFxAa+qsLa2xrZt23D27FmcOHECf//9NzIyMhAfH48GDRqgd+/eGDJkCIYNG6Z377MmgwYNUq1kX5lV8p9fEE8oFMLMzAwtW7aEn58fXn/9dbV50M/r2LEjTpw4gWPHjuHMmTMICwtDVFQUDAwMYGtri65du6Jbt24YNmyYaiiwNnfv3lX7LBKJYGFhgQ4dOqBnz54YN26cat5vZfj5+WHTpk0Aym6B9yyBQIAuXbrg6NGj8PLy0ntdhPXr12PJkiV4+PAh4uPjERcX90KCe6C0N/jOnTuq38szadIkuLq6YuvWrYiMjMTDhw9hY2ODAQMG4M0330Tr1q3h5+eHR48eIT4+Hs7OzpVu14QJE+Dr64vt27fj6tWrCA8PR4MGDeDv74/XXntN68uWNWvWYMeOHTh8+DBiYmJQVFSEAQMGYPbs2YiKiioTgDo7O+PAgQPYvHkzLl++jPj4eAiFQjg4OKB37954++23dd7G73kuLi64f/8+JkyYoNfWd+Wpzful73cLlE49cnd3x88//4zLly/jwYMHEIvFaN26NYYNG4bXX3+9zAvLmrwnRETVRaB4kZPpiIiIiKjW9OjRA2lpadixY4deozmIiKju45x7IiIiov+AjIwM1RQCDw+PWm4NERFVNwb3RERERP8B4eHhAAAHB4cqbV9JRER1E4N7IiIiov+A+/fvAyjdJYKIiP59GNwTERER/QcwuCci+nfjgnpERERERERE9Rx77omIiIiIiIjqOQb3RERERERERPUcg3siIiIiIiKieo7BPREREREREVE9x+CeiIiIiIiIqJ5jcE9ERERERERUz4lquwH/ZWlpuarfDQ0NAAASiay2mkP/InyeqLrwWaLqxOeJqgufJapOfJ6oOj3/PDVqZPHC6mbPPREREREREVE9x+CeiIiIiIiIqJ5jcE9ERERERERUzzG4JyIiIiIiIqrnGNwTERERERER1XMM7omIiIiIiIjqOQb3RERERERERPVcvQzupVIptm/fjiFDhsDX1xf9+/fH999/j5KSEr3LCg4OhoeHB8LDwzWmFxYWYt26dRg4cCB8fX0xZMgQ7Nq1CwqFoqqXQURERERERFQt6mVwv3jxYixbtgzW1tZ46623YGdnh/Xr12Pu3Ll6lRMZGYkFCxZoTZfJZJgzZw5++OEHNG3aFG+99RZEIhEWL16MlStXVvUyiIiIiIiIiKpFvQvub9y4gd9++w3+/v7YtWsX5s2bh127dmHEiBE4ceIEgoODdSonNDQUb7zxBrKysrTm+fPPP3Hu3DlMmTIFP/30E+bNm4cDBw6gS5cu2LZtGx48eFBdl0VERERERERUafUuuN+1axcAYNasWRAIBAAAgUCAjz76CAKBAPv27Sv3/KKiIixcuBCTJ0+GQqFAq1atyq1LJBJhxowZqmNisRgffPABFAoF9u/fXw1XRERERERERFQ19S64v379OmxsbODu7q523M7ODm5ubrh27Vq556enp2P//v3o3bs3/vjjjzLlKEkkEty5cweenp6wsrJSS/P19YWJiUmFdRERERERERG9CKLaboA+JBIJkpOT0aZNG43pjo6OiI6ORmZmJho0aKAxj5WVFXbv3o0OHTqUW1diYiKkUilcXFzKpBkYGMDe3h4xMTF6XwMRERERERFRdatXPfdPnjwBAFhYWGhMVx7Pzc3VWoaFhUWFgb2udRUWFkIqlVZYFhEREREREVFNqlc998pA2tDQUGO68nhxcfELrUskqtzXaGhooPpdJDIoJyeRfvg8UXXhs0TVic8TVRc+S1Sd+DxRdarN56le9dwbGxsDgNb97CUSCQDAxMSkynUZGRlVWJdAIKiWuoiIiIiIiIiqol713Jubm0MoFCIvL09junI4vrah9PpQLqJXXl2mpqYQCiv/fkQikel0jKiy+DxRdeGzRNWJzxNVFz5LVJ34PFF1qo3nqV713BsaGqJJkyZISEjQmJ6QkAAbGxtYW1tXuS5HR0eIxWKNdclkMiQnJ6Np06ZVroeIiIiIiOq2uXNno0ePjvj44zkvtN6kpMfo0aMjFiyYW6nz4+JiERR0Wu1Yjx4dMWnS69XRPK22bv0RPXp0xPnzZ3U+JycnG1u3/ogpU96Av39vDBzYCxMnjseGDWuRmKg5/lu6dBF69OiIGzeu61zPxYvn8MknH+Dllweib9+ueOUVf8yf/xEuXjyncxl1Vb0K7gGgQ4cOSEtLQ3R0tNrxlJQUxMbGom3bttVSj0gkQps2bRAWFlam9/727dsoLCxEu3btqqUuIiIiIiKqmzIy0nH9+hUYG/S+KCEAACAASURBVBvj6tVQpKam1HaTdPLo0UNMnDged+7cUjs+efI0jBgxspZapdlff13D+PEjsW3bZgACDBkyHMOHvwobmwbYu3c3JkwYgz/+OFTletauXYn58+ciOjoKPXv2xrhxb6BjRz/cvn0L8+fPxYoVS6t+MbWoXg3LB4ARI0bg999/x9q1a7Fu3ToIhUIoFAqsWbMGCoUC48aNq9a6rl+/jg0bNmDBggUASufgBwQEAADGjBlTbXUREREREVHdc/JkIGQyGSZOnIqff/4Jf/55BJMmvV3bzapQbm6OxvXDpk59pxZao92DB/fx8cdzYGhoiGXLVqFnzz5q6Y8ePcD8+XOxcuVSCIUCvPzyiErVc+PGdRw4sBd9+vTDokXfqC2KnpeXh9mz38GRI4fQrVv3Mm2oL+pdz323bt0wZMgQnDhxAuPGjcOqVaswYcIEHD58GP7+/ujTp48q74YNG7Bhw4ZK1zVy5Ei0a9cO27dvx+TJk7Fq1SqMHj0aly9fxpQpU+Dh4VENV0RERERERHVVYOAxWFhY4o033oK5uTmOHfsDCoWitpv1r7Fs2WJIJBIsXrxcY1DdsqUHAgJ+gKGhITZsWIuMjPRK1RMSchEAMHLk2DK7nZmbm2PGjPcBAOfOBVeq/Lqg3gX3ALBy5UrMnj0bWVlZ+OWXX5Ceno7Zs2dj1apVEAgEqnzfffcdvvvuu0rXY2BggC1btmDSpEmIjIzEjh07IJPJ8MUXX+Djjz+ujkshIiIiIqI6KiLiESIjH6Fjx84wMjJGz559kJT0GNevX1HLd+PGdfTo0RF//nkER4/+jrfeGod+/brh1VeH4Lvv1qGoqEgtv1Qqxd69ezB9+iT4+/dGnz5dMGrUy/j222+QlZWltT2BgcfQo0dH/PTTxjJpRUVFGDiwF2bOnIqtW3/E7NkzAAD79u1Rm5euac59UVERtm79Ea+/Pgr9+3fHmDHDsXr1ijJtSU5OwqpVyzB27Cvo168bBg7siSlTJuDw4f26f6nPfW8REQ/Rpk07dO7cRWs+JydnDB/+KvLz83HyZGCl6lJudR4VFaExvU2btli8eDnGjavZ9QhqUr0blg8AYrEY7733Ht57771y8z148KDCspYvX47ly5drTTc3N8eCBQtUw/L/K1LyUxGW+RBF0mIYi4zg3cAddmaNa7tZREREREQvzPHjRwEA/fsP/OfPQTh+/CiOHPkdnTqVDUYPHNiLyMhH6N27H7p06YZz54Lxv//9iry8XMyf/7kq36JFn+Hs2SD4+rbF8OEjIZEU4+rVUPz++0E8eHAfW7bs0Nie3r37YfXqFTh9+gSmT39XLe38+bMoLCyAv/8QuLi4Ijk5CcePH4W3tw/8/LrCwaGJxjKLioowc+YUPHr0EF5e3hgxYhQSExNw6NA+3Lp1A5s2/QxTUzMkJT3GtGlvobCwEL1790PjxnZIS0vF2bNnsGrVcshkMowapd8U6evXrwIAunTpVmHeXr36Yv/+33Dhwlm89toEveoBgE6d/LB////w/fcBiI+Pw8CBL8HLqxUMDEr3pTcyMka/fgP0LrcuqZfBPdWcB5kRCIwNwsOssm+03G1aYLBbP7jbtKiFlhERERFRbcktkODQhWgkpefXdlPK5dDQDCN7NYO5ibjKZclkMpw+HQhTUzN07doDQGmAaGPTABcunMWTJ0/K7NIVEfEQ33+/GT4+vgCAt96aivHjX8XJk4GYM2ceTExMcPfuHZw9G4RBgwbjiy+WqM6VSqWYOnUC7t8PQ1xcLFxcXMu0ycTEBL1790Vg4DHcu3cXrVr5qNJOnToOsViMfv0GwtLSEkDpy4lWrVqXO8/+11+349Gjhxg79jW8//5HqpHQO3duw48/fo8//jiE8eMn4Ndft+PJkydYu/Z7dOrkpzp/1KixmD59Ek6dOqF3cB8XFwsAGq/1eW5upTuVPX6cqFcdSt2798SIEaNx+PB+HDiwFwcO7IWZmRl8fduiUyc/9OnTH40b21Wq7LqCwT2pXH58DbsfHIBcIdeY/jArAhFPovC652h0dej4gltHRERERLXl0IVonP27ckHVi/Qg/gkA4C3/qq+Nde3aFWRkZOCll4bCyMgIQOm03b59++PgwX04ceIYxo17Q+2ctm3bqwJ7oHQUcOvWvrhw4RxSU1Pg6uqGxo0bY+HCRfD1Vd/lSyQSoXXrtoiMjEBWVpbWgHfw4JcRGHgMp04FqoL7rKwsXL0aih49eqkCe12dPn0CZmZmeOedWWpTnEeNGofc3Fw0bdocADBo0BB4ebVSC+wBwNvbB0ZGRsjKytSrXgDIzy/dlczU1KzCvJaWVgCA7OwnetejNG/efHTr1gMHDuzFX39dRX5+Pi5fvoTLly9h48b1GD9+AqZPfxdCYb2cvc7gnko9zIooN7BXkivk2H1/P2yNrdmDT0RERET/WoGBxwAAAwb4qx0fNGgwDh7chyNHfi8T3Ds7u5Qpx8zMHAAgkUgAAI0b22Hw4JchlUrx4MF9xMXFIDExAY8ePVANU5fLZVrb1b59R9jZ2SM4+BTef/9DGBgYICjoJGQyGfz9h+p1jcXFRUhIiEfbtu1VLzCUTE1N8e67s1Wf27RpizZt2iInJxuPHj1EQkI84uJiERZ2BxKJBHJ5+XGEJhYWlv+0o7jCvIWFhQAAa2sbvet5VrduPdCtWw8UFBTg1q0buH79Gi5dOo+EhHj8+ut2yOVyteuuTxjcEwDgeExQhYG9klwhR2BMEIN7IiIiov+IV3s2hQDA4zo+LL9JQzO82qtZlcspKMjHhQtnAQDz5mkO9GJionD37m21nnqx2LBMvqe94U9X2D98+AC2b9+C9PQ0AIC5uQVatWoNV9emCAu7W+5q/AKBAIMGDcbOndtw48Z1dOrkhxMnjsPS0gpdu3bX6zpzcnIA6NZznpOTgw0b1uDUqUBIpVIIBALY2zdBhw4d8eDBg0rtIODo6AQAiI+PqzBvTEwUAMDe3l7vejQxNTVF16490LVrD8ya9QGOHv0dK1cuxYEDv2HKlOkwNjaulnpeJAb3hOT8VI1z7MvzMCsSKfmpXGSPiIiI6D/AwtQQb1bDUPf6IijoNIqLi+Hl5Q13d88y6XFxsfj7779w5MhhteBe17JXrVqG5s1bYu7cT+Hu7gk7u9KAddWqZQgLu1thGYMHD8XOndsQFHQazs4uCAu7i1dfHQOxWL+1BkxMTAGUvszQpLCwECYmJgCAJUs+x+XLlzBixCj4+w9B8+YtVC8FKruCfc+evbFz5zadFsm7ePH8P+f00bue/Pw8TJ36JlxcXLFy5boy6QKBAMOGjUBw8GlcvRqK1NQUndYBqGsY3BPCMx+WOWadI4VrkgSGJQpIxALEOhjiieXTx0UBBcIzHzG4JyIiIqJ/HeWQ/FmzPkKbNm3LpCcnJ2Ps2OEICjqFOXPm6lX2qVOlgfCXX36NZs2aq6XFxETrVIaLixu8vFohJOQCWrRoCQDw9x+ilufZ+fPamJubo3FjO0REPERJSYnay4GSkhIMHz4IPj6+WLx4OS5fvgRPT2/Mm6e+i1hS0mNIJMWV6rn39vaBt7cPbt++ifPnz6JXrz4a8yUlPcbhw/thYmKCQYMG612PmZk58vLycP36VWRmZqBBA1uteYVCIWxttafXZfVzpQCqVkXSp3NcnJIlGHkmCxOPZqLPX3nodjsfff7Kw8SjmRh5JgtOKZKn58mKNBVHRERERFRvJScn4datv+Hg0AS+vm005rG3t0f79h1RWFiI06dP6lW+oWHp0P3nF6A7fvwobt68AeDpnuzleemlocjISMeePTvh5OQMH5/WaukiUWnHXElJSbnl+PsPQV5eHrZt26x2fN++PSgsLETHjp0hFoshFAqRm5ujVl5xcRHWrl2pc5s1WbDgCxgZGWHJks9x7lxwmfSoqEh8+OF7yM/Px6xZH6Jhw0aVqmfUqLGQSCT4v//7FOnp6WXSL148h+vXr6JXrz6qdRLqG/bcE4xFpYtneEcWov/VXAi1vHRzTimBY+oTnPazQHgzExgb1L95KERERERE5QkMPAaFQoEBA/zL7f0eMmQ4rl+/iiNHDmPmzPd1Lt/ffwjOnDmJzz6bhwED/GFmZoawsHu4efMGbGwaICsrU6cV4QcO9Md3361FcnKSxq3uGjUqHWEbHHwKpqYmeOmll8uMFACAN9+cjJCQi9ix42fcvHkD3t4+iIuLQUjIRXh5eWPs2NchFovRq1dfnD17BtOmTUTnzn4oKChESMgFZGSkw8LCEnl5uZDL5XqvNN+0aTOsX/8jPvtsLhYu/Bient5o06YtDAxEiIyMwPXrVyAQCDBnzjy88spIjWWsX78G5uaaA/Jp095FmzZt8dZbUxAZGYGzZ89g/PgR6Ny5K5ydXSCVShEWdhd37tyCq6sb5s5doLGc+oDBPcG7gTucUiTlBvZKQgUw4Eou8sxE8Ori/mIaSERERET0gpw8eRxA2WHuz+vduy/MzS0QHn4PUVG6r1/VrVsPfPXVN9i16xecPHkcRkbGaNLEER999Cl8fFpjypQJCA29hIEDXyq3HEtLK3To0AmhoSEah6rb2ztg2rSZ2LdvDw4c2AtX16Yag3tTU1Ns3LgZv/yyFcHBZ7Bv3x5YW9tg1KixmDbtXdVQ/QULPkfjxo1x/vxZ7N+/F7a2DeHp6Y0335yEU6cCsXfvHty4cR0dO3bW+btQatXKB7/+uh9Hj/6OoKBTCAw8BomkBPb29hg9ehxeeWVUuXPgIyLKTjNWUr4oMTAwwNdfr8C5c8E4efJPhIeHITQ0BGKxCE5OLnjnnVkYO3Y8jIzqbwemQFGZyRFULdLSclW/GxoaAAAkEu3bXtSkkC/noGFits75052s0G1RQA22iKqitp8n+vfgs0TVic8TVRc+S1Sd6uvzJJfLMXr0MNjbO2Djxi213Rz6x/PPU6NGFi+sbs65J0iSHusV2ANAw8RsSJKTaqhFRERERERUniNHDiM1NQXDho2o7aZQHcFh+YT8e/f0P0kB5N+7C0N7h+pvEBERERERafTFFwsQGfkIcXGxcHV1q3D4Pv13sOeeIC8qrNx5hZU7j4iIiIiIKsfGxgbJyUnw8mqFZctWq1bFJ+KTQBAam1TuPJPKnUdERERERJXz4Yef4MMPP6ntZlAdxJ57gpmPj/4nCQQwa9W64nxERERERERU4xjcEwztHWDi6aXXOaaeXjC0t6+hFhEREREREZE+GNwTAMD25eGAUMfHQShEg6HDarZBREREREREpDMG9wSgtCfe7q3JFQb4CqEAdhMnw1TPnn4iIiIiIiKqOVxQj1SsevSEuGFDZB47goLwsDLpEoeGaDhmLKx8O9dC64iIiIiIiEgbBvekxtTTC6aeXpAkJyEn9DIyj/6hSmvSoz8aMLAnIiIiIiKqczgsnzQytHeA7SuvwsDcQnWsKDKiFltERERERERE2jC4J60EAgGMW7RQfS6MjIRCoajFFhEREREREZEmDO6pXCbNmqt+l2U/gTQzoxZbQ0RERERERJowuKdyGTdvofb5yYN7iM9NrKXWEBERERERkSZcUI/KZezWFAYWlsizs8AjSwlupvwOIRphcbcFtd00IiIiIiIi+geDeyqX0MgIzdYE4M+Y0wiOPgVABBRlIbs4F1ZGFhWeT0RERERElSeVSnHgwG84cuQwHj9+DFvbhhg6dBgmTJgEkUi3cK46yqC6j8PyqUICgQDNLF3VjsXkxNZSa4iIiIiovkvJT0Vw/EUcjz6D4PiLSMlPre0m1Vlr1qzAhg1rYWlphTFjxqNRo0bYsmUTFi367IWWQXUfX9OQTlwtndU+R2fHoU0jn1pqDRERERHVRw8yIxAYG4SHWWW3WHa3aYHBbv3gbtNCw5n/TXfu3MIffxxCnz79sWTJcggEAigUCixdugiBgcdw6dIFdO/es8bLoPqBPfekE1OxCezN7FSfo9lzT0RERER6uPz4Gr67tUVjYA8AD7MisOHmFlxOuv6CW1Z3HTy4DwAwZco0CAQCAKWjamfMmAWBQICjRw+/kDKofmDPPemsqaUL0nKSYZEvQ6wwATK5DAZCg9puFhERERHVcQ+zIrD7wQHIFfJy88kVcuy+vx+2xta12oN/7lwQvvhiAdzdPbFkyXLY2zuUybN164/Ytm0zPv74M7zyysgy6aNHD0NyclK59Qwe/DIWLlykNf3Wrb9hbW2NZs3Uv4uGDRvB2dkFf/99o8JrqY4yqH5gcE86yb50Ee1OXUf7x2koNhRiy6sGSMxPgouFU203jYiIiIjquOMxQRUG9kpyhRyBMUG1Gtzb2DRAp05+CA0Nwa5dOzB37qdq6YmJCdi1awe8vLwxbNgIjWWMHfsacnNzy62nZUsPrWkSiQSpqSnw9tY8Fdbevgni4mKRlZUFGxubGiuD6g8G96QTWW4OxAkpAABRkRyW+XLEZMcxuCciIiL6D1l3Y5Ne+cVCMUa1HKZ1KL42D7IisPLaehgaGKqO+Tl0RFeHjmXybr6zA/klBQCAD9rP0KsebXx92+Kbb1Zh6ND+uH8/rEx6QMAqSKUlmDt3PoRCzTOdx459vUptyMnJAQCYm2veocrc3BwAkJ+fpzUwr44yqP5gcE86MWmu/ubUIa0E0Tlx6IVutdQiIiIiInrRHj2J0iu/kYEhwjMfVqqu2NwEtc8trZtpzBedHYtsSfk95JVhaGgIN7emiI2NUTt+8eI5hIRcxIgRo+Dp6V3t9SpJpdJ/2iHWmC4Wlx6XSIprtAyqPxjck06MXN0AAwNAJgMAOKSX4F42F9UjIiIiovIVSetv4Oji4obw8DCkpqagcWM7FBcXISBgDaytrTF9+nvlnrt3726dhuX36tVHY5qRkREAoKREqjG9pKQEAGBsbKK1/Ooog+oPBvekUVZGAeKjM1FSLIXYSATnpg1g7OKKoujSt7X26SU4W5iBPEk+zA3Narm1RERERPQiaOs910YsFMNYZFSpuhqZ2MLayEr1uYFJA435mlq5qoblVzdXVzcAQExMNBo3tsPOnduRlJSI+fM/h6WlZbnn7t27R6cF9bQF9+bm5hAKhcjPz9OYnpeXp8qnTXWUQfUHg3tSkxCThRuXY5EY+6RMWiOzznAyKUCDwmQ0eiKFSKpAdE4sWjesueFIRERERFR3VGZOe0p+qt7nCCDAzDZTYGfaqMK801q/pXf5unoa3EfB0dEJu3fvQKtWrTF06PAKz92//0iV6haLxbCzc0BSUqLG9KSkRFhbW8PS0kpjenWVQfUH97knlfu3k3D0t1saA3sASCsyxs0mg/DYogWECuBlsQ8amti+4FYSERERUX1iZ9ZY75Xv3W2a6xTY1zQXFzcAQHR0NAICVkEmk2Hu3E9V+8XXNF/fNsjIyEBcnPp02PT0NCQkxKNVq9YvpAyqHxjcEwAgMTYLZ48/gEJRfj6FQIj7jbsh08QeHQpt4WBm92IaSERERET11mC3fhAKdAs9hAIhXnLrV8Mt0o2TkzMMDAwQHHxatYieu7vnC6v/pZeGAgB++ul7yOWlWwkqFAps2vQdFAoFhg8f+ULKoPqBw/IJAPBXSGyFgb2SQiBEjI0vnCP129KEiIiIiP6b3G1a4HWPUdj94EC5+90LBUK87jm6Vve4f5ZYLIaDQxMkJMTDxqYB3n575gutv1MnP/TvPxBnzpzCO+9MRvv2HXH37m3cuvU3+vTpj27deqjy5ubmYu/e3bCwsFDbhk+fMqh+M1i0aNGi2m7Ef1VBgUT1u4FB6ZtMmUzHCLsaZWXk43KQftuaFInM0fDxbTQe1P+FDUsi3dXm80T/LnyWqDrxeaLqwmepfnK2cEQLazc8Kc5GRlGmWpoAAnjYtMAbnqPQtpHPC21XRc/T1atXEB8fh48++gQ+Pi9+CHvPnn0gEolw9+5tXL9+BUKhAcaOfQ2zZn0IkehpX21mZgY+++xjxMbGqAX3+pRBVff882RmVrkFJStDoFDo2l9L1S0t7enWGIaGBgAAiUT2wttx+3oCLp3WvxfePS0UPT+ZDEM7Ds2va2rzeaJ/Fz5LVJ34PFF14bNU/6XkpyI88xGKZEUwNjCGV4OWsDNrXCttqeh5mjlzKu7du4MTJ87BxIRbxlH5nn+eGjWyeGF18zUNoaRY876XFZEKDVEQ8RAF1sZq25QQEREREZXHzqxxrQXz+lAoFIiIeAQXF1cG9lTncUE9gtiocu94chsb48fHf2D935uruUVERERERLUvPj4OhYUFaNnSo7abQlQh9twTnJs2qMRZClzyToPERAAUpCK/pABmYtNqbxsRERERUW159OgBADC4p3qBwT3BxtYUjq7WWve318SqiSEkJvmqzzE58Whly3/0iIiIiOjfo3//Qejff1BtN4NIJxyWTwCADt1coeui9wIB0KlbU7Vj0dmxNdAqIiIiIiIi0gWDewIAOLraoM9gjwoDfIEA6DPYAy1bNEFD46fD+WNy4mq4hURERERERKQNh+WTiqevAyysjPFXSKzGIfpWNibo/ZI7HF1tAABNrVyRXpQJo2I5YnLiIFfIIRTwfREREREREdGLxuCe1Di62sDR1QZZGQWIj85E6NkoyKRyAIBtYzNVYJ93+xbanX6I1jHpEEkV+GmUACkFaXAw4573RERERERELxq7WUkjG1tT+HZ0grObjepYUnw2FAoFAKAkJRkmYdGwKJDDRKKATY4M0dkcmk9ERERERFQbGNxTuRycrVS/FxaUIDurEABg3LyFer70Ei6qR0REREREVEsY3FO5HJyt1T4nxWcDAIxdXCEQPZ3VYZ9ewkX1iIiIiIiIagmDeypXQztziESlj4lQKEB+bjEAQCASwcjt6XZ4DuklSMpPQaG0sFbaSURERERE9F/GBfWoXAYGQvTyd4e5pREaN7GEWGygSjNp3hxFEY8AALbZMoglMsTmJMCzQcvaai4REREREdF/EoN7qpBHa3uNx42bPZ13LwDQS+4CE5HxC2oVERERERERKTG4p0ozeW5RvV5SF9haOtdSa4iIiIiIiP67OOeeKk1kbQ2Rra3qc2FkRC22hoiIiIiI6L+LwT1ViUnzp/Pri6IioZDLa7E1RERERERE/00clk86kUnlSE3KQVJCNpITstF/mDeMjEUwbt4cuVdDAQDywkJIkpNg1MSxlltLRERERPTvIJVKceDAbzhy5DAeP34MW9uGGDp0GCZMmASRSLdwLiMjHT///BMuX76EzMwMWFpaoWPHzpg69R04OjrV8BXQi8LgnnQSG5mBE4fuqT4nJ2bDtbltmXn3RZERENrbQSzko0VEREREmkmSk5B/9y7kRYUQGpvAzMcHhvYOtd2sOmnNmhX4449D8PVti+7de+HOnVvYsmUTIiIe4uuvV1Z4fkZGOqZNm4jU1BR06uSH/v0HIS4uBqdOBSI0NAQ//rgNzs4uL+BKqKYxAiOdODhbqX1OSigN7o2cnCEwNIRcKEC2vQXOPz6DtOt/Y0HnD2qppURERERUVxWEhyHj2BEU3g9XO54GwMTTC7YvD4epp1ftNK4OunPnFv744xD69OmPJUuWQyAQQKFQYOnSRQgMPIZLly6ge/ee5Zbx888/ITU1BbNmfYDx4yeojp88eRyLF3+O775bixUr1tb0pdALwDn3pBMTU0NY25qqPifFZwMABCIR3JZ8g7uzh+KXbkL83agIiXlJKJIW11ZTiYiIiKgOyr54AQlrV5UJ7JUK74cjYc23yL504QW3rO46eHAfAGDKlGkQCAQAAIFAgBkzZkEgEODo0cMVlnH+/FlYW9tg7NjX1Y4PGjQYjo5OuHo1FHKum/WvwJ570pmDkxWeZBQAAFKTciCVyiASGUBs2xBNZW5AwkUAgAIKxOXGw92mRTmlEREREdF/RcH9cKTs2AZUFETK5Uj5ZRvEtg1rtQf/3LkgfPHFAri7e2LJkuWw1zBlYOvWH7Ft22Z8/PFneOWVkWXSR48ehuTkpHLrGTz4ZSxcuEhr+q1bf8Pa2hrNmqn/v7phw0ZwdnbB33/fKLd8mUyGN9+cDJFIBKGwbL+uWGyIkpISlJSUwMjIqNyyqO5jcE86c3C2Qvit0n+g5DIFUpNy0cTZGgDQ1FJ9nk50dhyDeyIiIiICAGQc/aPiwF5JLkfmsSO1Gtzb2DRAp05+CA0Nwa5dOzB37qdq6YmJCdi1awe8vLwxbNgIjWWMHfsacnNzy62nZUsPrWkSiQSpqSnw9vbRmG5v3wRxcbHIysqCjY2NxjwGBgYYO/Y1jWmxsTGIi4uBo6MTA/t/CQb3pDMHp+fm3cdnq4J7G2NrWBtZ4Ulx6XD96JzYF94+IiIiIqpZ8SuX6ZVfYGiIxuNe0zoUX5uC8DDEfv0VhIaGqmOW3XvASsP88scbN0CWlwcAcP5kgV71aOPr2xbffLMKQ4f2x/37YWXSAwJWQSotwdy58zX2iAMoMwxeXzk5OQAAc3MLjenm5uYAgPz8PK3BvTZyuRxr1qyEXC7H8OGvVqmdVHcwuCedWVgZw8zCEPm5EgBAckK2WrqbpQtupt2BQK5AdHYcFAqFam4QEREREdV/hQ8f6JVfYGSM/Hv3Ks6oQXFMtNpnEw9PzW2KjIQs+0ml6iiPoaEh3NyaIjY2Ru34xYvnEBJyESNGjIKnp3e116sklUr/aYdYY7pYXHpcItFvrSuFQoFvv/0Gf/11FZ6e3lV+CUF1B4N70plAIICDkzUiwlMBlG6HJ5crIBQKUBgVhXZXktEyIhPWuTJseRVIL8xEI1PbWm41EREREdUmeVFhbTeh0lxc3BAeHobU1BQ0bmyH4uIiBASsgbW1NaZPf6/cc/fu3a3TsPxevfpoTFMOlS8pkWpMLykpAQAYG5tUcBVPSaVSrFy5FH/+eQRNmjhi+fLVqpcEVP8xuCe9ODhbFx8WIAAAIABJREFUqYJ7SbEMmWl5aGhngeLYaFiG3oPlP/ka5MgQnRPL4J6IiIjoX8TEXfsccU0EhoYQ6hF8PkvcqDFEzww3FzdsqLlNzZurhuVXN1dXNwBATEw0Gje2w86d25GUlIj58z+HpaVluefu3btHpwX1tAX35ubmEAqFyM/XfG15/1yzcnh+RYqKivD555/i8uVLcHJywbp1G9GwYSOdzqX6gcE96UXTvPuGdhYwbq6+eJ5Degmis+PQ2b79i2weEREREdWgysxplyQnIU3fkwQCOM75CIb29hVmbfLu+3q3SVdPg/soODo6YffuHWjVqjWGDh1e4bn79x+pUt1isRh2dg5ISkrUmJ6UlAhra2tYWlppTH9WTk4O5s2bjbCwu3B398Dq1RtgY9OgSu2juof73JNeGjQyg5Hx03dCSf/MuzdydILgmVU2HdJLuKgeEREREcHQ3gEmeq58b+rppVNgX9NcXNwAANHR0QgIWAWZTIa5cz99YetK+fq2QUZGBuLi1P9fnZ6ehoSEeLRq1brCMoqLi/Hppx8gLOwu2rZtjw0bfmRg/y/F4J70IhAIYO/49O1gzpPSOVQCAwMYN22mOm6fXoLEvCRIZJIX3kYiIiIiqltsXx4OaFlVvgyhEA2GDqvZBunIyckZBgYGCA4+rVpEz91d88J+NeGll4YCAH766XvI/9lKUKFQYNOm76BQKDB8+MgKy/jpp+9x585t+Pj4YvXq9TAz020YP9U/HJZPevPp4Ijmno3g4GwFCytj1XGTZs1V25w0yJHBsEiK2JwEtLRppq0oIiIiIvoPMPX0gt1bk5GyY1v5+90LhbCbOLlW97h/llgshoNDEyQkxMPGpgHefnvmC62/Uyc/9O8/EGfOnMI770xG+/Ydcffubdy69Tf69OmPbt16qPLm5uZi797dsLCwUK2An5GRjoMH9/0/e3ceH1dZ6H/8e2YyS5JJZpI0y2RP052tULEKLmjvBaG2VFCK1MtFWWTR6xUUFH94vSLL9YVVQL1c9IrWUqSsWhRUvKBAVdpSdlq6ZG+2SZOZLLPP/P6InXTadM1MJtN+3v8wz3nOOc8z5dAX33mWI2l0icHq1b8Yt53PfOYy3nV/DCDc44jVTh9/Gs++6+5P9RcrrvhkdAkAAABTnPMDH5Rl2jTt/u06jbyzz7vjDUN5c+aqePGSKRPs96itrVd7e5uuueaLKigY/53z6XTLLbeqoaFRv/vdOj3yyEMqK6vQFVdcrUsuuTRpecDQ0KAeeOAnqqhwJ8L9W2+9mdhV/7e//c0B27jooksI98cAIx6Pk74ypLd37NUYVqtZkhQKRTPVnQmLDg5qx5fHNjQpXrxE0z5xYQZ7dPw6Fp4nTA08S0glniekCs9S9gt1dWr4rTcV8/tlys1V/gknylrhzkhfDvU8XXPN5XrrrTf0+9//Wbm5R7fzP44f+z5PpaWT94MQI/dIGXNBgSzl5Qp3d0uS/Du2Z7hHAAAAmIqsFe6MhfkjEY/HtX37NtXW1hHsMeWxoR5SKnevqfmBpibFD7amCgAAAJjC2tpa5fePaObM2ZnuCnBIhHsctUFvQO++1a0/P7NV7c27JSWvu48HAwp1tGeqewAAAMCEbNu2VZII98gKTMvHUQmHInrwvr9pz44N5hyTquuLlTs9eVM9//btstXUZqCHAAAAwMQsWnS2Fi06O9PdAA4LI/c4KhZrjkrKxt6R2dnmlSRZq6pkstslQwpOc+r/dq3XvZt/kqluAgAAAMBxgZF7HDV3jVOe7iFJUl/PkELBiKy2HFV/5Sat823Q856NknwyDwwrHA3LYrZktsMAAAAAcIxi5B5HzV3tSnyOx6WuDp8kyV7foNrSxkRdNB5V29CuSe8fAAAAABwvCPc4au4aZ1K5q92b+NzgrEuqa/K2TEqfAAAAAOB4RLjHUcvLt8pZPPa+z862gcTn0twSOSz5iTLhHgAAAADSh3CPCXFXj43ed3cOKhoZfa+9YRiqLxzbJb/J1zrpfQMAAACA4wXhHhOyd7iPRmLq7RqUJIW6u3XKlmGd+6JXl67rk88/oP7AwIFuAwAAAACYAMI9JsRd40oqd/5j3f3I1nc07Y8bNas1qKLBqKYNRBi9BwAAAIA0IdxjQgpdduU5rInynvfd5zbOSDqvojfMunsAAAAASBPCPSbEMIykqfldHV7F43FZ3ZUy5Y5ttuf2hNXMyD0AAAAApAXhHhO29yvxwqGofAMBGSaT7NPH3nXv9oTVOtihSCySiS4CAAAAwDEtJ9MdQParnV6s936oQe5qp8rcBcqxmCVJ9umNGnnrTUmSczgm63BQ7UO7knbRBwAAAABMHOEeE+YsytOCM+r2O77vuvtZXruGwyOT1S0AAAAAOG4Q7pE29unTk8rLLCertGROhnoDAAAAZJ9IJKLHHntY69Y9qV27dqmkZJoWL16iz3zmMuXkHH6c+8MfntYjjzyknTt3yOFw6KSTTtFVV12n2tr9B+mQnQj3SBtzXr6slVUK7eqQJAV27shwjwAAADAV9PeNqK1pt8LBiCy2HNU0FKuoJC/T3ZqSVq78L/3mN0/o5JPn68wzP6Q33nhNP/3pfdq+/V195zvfPax73H//j7Vq1c9UXV2rT3ziU+rt7dHzz/9JmzZt1M9+tlpud2WavwUmA+EeaWVvbBwL981NikciMo7gF0YAAAAcO9qb+/XKX1vU0TKwX11VnUsLzqhTVV1RBno2Nb3xxmv6zW+e0FlnLdKtt94pwzAUj8d1223f0jPP/FYvvfSCzjzzgwe9xzvvvKVf/vIBzZ9/mr73vXtks9klSc8996xuueVreuCBn+jmm/9jMr4O0ozd8pEykUhUu9oGtGl9i97Y2C4ped19PBxWsI3X4QEAAByPtrzeqacefm3cYC9JHS0DWver17Tl9c5J7tnU9fjjj0iSPve5K2UYhqTRV1FfffUXZBiGnnrqyUPe47HH1kqSbrzxG4lgL0kf+cg/aenST6iqqjoNPUcmMISKlPnt2je0q3X0L2tXSZ5Oek+17NOTN9Xz79gue8P08S4HAADAMaqjpV/PP71V8fjBz4vHpeef3qoCpz2jI/h//vP/6Zvf/LpmzZqjW2+9UxUV7v3O+d///R898MBP9NWv3qzzz79gv/pPfnKJuroO/kPFued+XN/4xrcOWP/aa5vlcrk0fZ//p542rVQ1NbXavPmVQ36Xv/1tvaZPnzHu2vobb/zGIa9H9iDcI2XKqwoT4X6gb0T+kZDsFRUy5eUpNjKimN2qV9o3quPtfl06b3mGewsAAIDJsml9yyGD/R7x+Oj5mQz3RUXFOv30hfrb39brwQdX6YYbbkqq7+ho14MPrtLcufO0ZMmyce9x0UWf1uDg4EHbmTlz9gHrQqGQenq6NW/eiePWV1RUqrW1Rf39/SoqGv/Pqr9/twYG+vWe97xXLS3N+p//+ZFeeWWD4vG4Tj/9fbr22n9TZWXVQfuI7EG4R8q4q53avFe5s82r6bNL5b7qaj0zsFH/F3xHMgZk6XldK+Z8UmaTOWN9BQAAwJH79YObD33SXswWs85c1HjAqfgH0tEyoMd+vlE5lrH/X5x9UoXmnLz/CPozj7+poD8sSTp/xalH1M6BnHzyfN1++11avHiRtmx5e7/6u+++S5FIWDfc8DWZTOOvdL7ooksm1AefzydJcjgKxq13OBySpOHhoQOGe4+nN/HPK6/8V1VXV2vx4qVqbW3R88//Sa+9tlk/+ckvxp2ZgOxDuEfKVFQ5k8qd7aPhPv/Ek+XeFZC2bJEkhWNhdQx1qraQ9T0AAADZZFeb94jOt1jNamvqP6q2erqGksqVta5xz+ve5dPIUOio2jgYq9Wq+voGtbQ0Jx1/8cU/a/36F7Vs2YWaM2deytvdIxKJ/KMflnHrLZbR46FQ8ID38Pv9kqRXX31F55xznm6++T9kNo/+YPLoo7/SD35wl+6++3u64467Utl1ZAjhHiljs+doWplDnp7Rv4i72sf+8q8vrE06t8nXSrgHAAA4DoSDkUx34ajV1tbrnXfeVk9Pt8rKyhUMBnT33Svlcrl01VXXHfTatWvXHNa0/A996Kxx62w2myQpHB7/zy8cHp2tYLfnHvD+e2YVmM1mfelLNySCvSRdcMFFWrv2If31ry8qEAjIbrcf6DbIEoR7pJS7xpkI971dgwqHIrJYc1SRXya72a5ANCBJavK26MPVZ2SyqwAAADhClTXOQ5+0F7PFLIvt6CJHocsuR4EtUS5wjh8+yysLE9PyU62url6S1NzcpLKycv3ylz9XZ2eHvva1W1RYWHjQa9eufeiwNtQ7ULh3OBwymUwaHh4at35oaChx3oHk54/WVVS4VViY/O/OZDKpsXGmdu3qUHd3V+K7InsR7pFSFdVOvbFp9L328fjoNKnq+mKZDJPqC2u0pX+bpNGRewAAAGSXo1nT3t83clRtLb7oZLmK8w553scuGH/DuVQYC/c7VVVVrTVrVumEE07S4sVLD3nto4+um1DbFotF5eVudXZ2jFvf2dkhl8u1X2jfW2Vllcxmc2KUf1/R6OisgL1fkYfsxXvukVLufX7N3bMuKzo4qJM6DX3glUFd+Gy/+oc8GgyN/yskAAAAjh1FJXmqqht/vfyBVNW5DivYp1ttbb0kqampSXfffZei0ahuuOGmxDvn0+3kk09RX1+fWltbko57PL1qb2/TCSecdNDrbTabZs+eq56ebrW1JQ+uRSIRbd++TU6nU6WlpSnvOyYf4R4ple+wqdA19stf5z/C/dDrr6ny8Re1YItf1T1hlfZH1MzoPQAAwHFhwRl1Otw8bBij508F1dU1MpvNeu65ZxOb6M2aNWfS2v/YxxZLku6//0eKxWKSpHg8rvvu+6Hi8biWLr3gkPdYuvQTkvbs8D+2fv9Xv1qtnp5ufexji5PW4iN7MS0fKeeucck30CVJ6tnlUzQaU27jjORzPGHt9LbopGnp22EUAAAAU0NVXZHOOne2nn9660Hfd28Y0lnnzs7oO+73ZrFY5HZXqr29TUVFxbriimsmtf3TT1+oRYv+WX/60x/1+c9/Vqed9h69+ebreu21zTrrrEU644wPJM4dHBzU2rVrVFBQkPQavsWLl+qll17QCy88r8suu0Tve98Zamlp0l//+pJqamr12c9eNanfCenDyD1Szl09NjU/EonJ0z0kS3m5THtt9lHhCavZy8g9AADA8WLOyW4tufiUA07Rr6pzacnFp4z7LvtM2jM1/5prvqiCgvHfOZ9Ot9xyq6644mp5vQN65JGH1NfXpyuuuFrf/OatScsDhoYG9cADP9HatQ8lXW8Yhm699U598YtfliQ9/vhabdv2rpYt+6Tuu+9nB92QD9mFkXuk3L7r7ns7B1VeWajc6Y0afv210XM8Yf1psE3RWFRmE9OAAAAAjgdVdUWqqitSf9+I2pt2KxSKymo1q7qhWEUlmV9jP57BQZ9MJpM+8pF/ykj7OTk5uuyyK3TZZVcc9Dy3u1IvvrjxgPdYvnyFli9fkY4uYoog3CPlnEW5Ovk91ZpW4ZC72pl4bYm9cUYi3BeMxGT1+dU53K3qgspMdhcAAACTrKgkb8qG+b3F43Ft375NtbV1ys098PvkgamAcI+UMwxDZ/7TjP2O77vuvnp3TJ7AbsI9AAAApqS2tlb5/SOaOXN2prsCHBLhHpPGXt8wukvKP3ZRucj6HpWXpu+9pAAAAMBEbNu2VZII98gKhHtMGpPdLltNrYL/eE9nsGlHhnsEAAAAHNiiRWdr0aKzM90N4LCwWz4mlb2xMfE50NKiWDiUwd4AAAAAwLGBcI+0icfj8g349e6bXfrrc6Oj9LnT91p3H40q2NySod4BAAAAwLEjK6flRyIRrV69WmvXrlV7e7tKS0t1wQUX6KqrrpLFYjnk9QMDA7rnnnv0/PPPq6+vT42Njbriiit03nnn7XduR0eHVq5cqfXr12twcFBVVVW64IILdPnllysnJyv/+CbN6xvatf7/xqben3halez7bKrn37lduTNnTnbXAAAAAOCYkpUj99/+9rd1xx13yOVy6dJLL1V5ebnuuece3XDDDYe8dmRkRJ/73Oe0Zs0anXLKKVqxYoV8Pp++/OUva/Xq1Unndnd366KLLtJTTz2l+fPn61/+5V9ktVq1cuVKfeUrX0nX1ztmlFYUJJU7272ylJbKXDB2fFvTZv16x9OT3TUAAAAAOKZk3dDzK6+8oocffljnnHOO7r77bhmGoXg8rq997Wt68skn9dxzz+kjH/nIAa9ftWqV3nrrLX3zm9/UihUrJEnXXnutLr74Yt11110699xzVVJSIkm6//775fF49PWvf12XXXaZJOn666/XZz/7WT399NO65JJL9N73vjft3zlblbkLZDIZisVGd8fvbBvQrBPKVXrxJfo/z0b92dyikHVA9va/asn0c2QysvK3JgAAAADIuKxLUw8++KAk6Qtf+IIMw5A0+l7166+/XoZh6JFHHjno9WvWrNG0adN08cUXJ445HA5dffXV8vv9WrduXeL4G2+8IUn65Cc/mThmsVh0wQUXSJJeffXV1HypY1SOxawy99gofWe7V5JUuPD9KjplgULW0ccvEA2oa7gnI30EAAAAgGNB1oX7jRs3qqioSLNmzUo6Xl5ervr6em3YsOGA17a2tqq7u1sLFiyQ2WxOqlu4cKEkJV3vcrkkja6731t3d7ckqbi4+Oi/yHHCXeNMfO73jCjgD0uSGpy1Sec1+dhYDwAAAACOVlaF+1AopK6uLtXW1o5bX1VVJZ/Pp927d49b39raKknjXl9aWiqbzabm5ubEseXLl8swDN18883asmWLRkZG9Oyzz+qnP/2p3G63Pvaxj038Sx3jKqqdSeU9o/dV+W5ZTGObHzZ7Wye1XwAAAABwLMmqcD8wMCBJKigoGLd+z/HBwcGDXl9YWDhuvcPhSLp20aJFuvfee9Xc3Kzzzz9fp556qq677jrV1tbqoYceksPhOOrvcrxw7xvu20bDvdlkVl1hdeL4Th/hHgAAAACOVlZtqBeJRCRJVqt13Po9x4PB4FFf7/f7E+Xm5mb94Ac/UDAY1HnnnaeysjJt3LhRb775pm677TatXLnygPc6HFbr2NKAnBzzQc7MXlarWSVlDvX1DEmSuju8slrNikUiOmGkQI4tI6roC+vZhXFFjJDyLLkZ7vGx4Vh9njD5eJaQSjxPSBWeJaQSzxNSKZPPU1aFe7vdLkkKh8Pj1odCIUlSbu74AdFmsyWdN971eXl5kqRoNKqrr75a7e3t+sUvfqEFCxZIkuLxuG6//XatWrVKP/jBD3TjjTce/Rc6TlTVOhPhvqdzUOFQVMObNqj+58+q/h/nvD4zrCZvq06YNjtj/QQAAACAbJVV4d7hcMhkMmloaGjc+j1T6g80bd/pHJ0ifqDrh4aGEq/B27x5s5qamrRs2bJEsJdGd+b/6le/qieffFJPPPHEhMJ9KBQ9rGPZrqyyUNLopoSxWFztLf0qq2tIOsftCWtbX5NmFs7IQA+PXcfi84TM4FlCKvE8IVV4lpBKPE9IpUw8T1m15t5qtaqyslLt7e3j1re3t6uoqCixy/2+6uvrE+ftq6enR8FgUA0No6Gzq6tLktTY2DhuP2pra7V79+4DLgHAmPHW3eeUTJPZOfbvye0ZHbkHAAAAABy5rAr3krRgwQL19vaqqakp6Xh3d7daWlo0f/78A15bWVmpyspKbdq0SbFYLKnu5ZdfliSdeuqpkpQYwd+3HWl07X57e7sKCwsTU/1xYI5Cuwqc9kS5q8MrwzCUu9cPJ25PWM3eFsXisfFuAQAAAByXIpGIHn74QX3mM5/SRz96pj71qfP185//NLGf2OHo7+/XXXfdofPP/5gWLTpTl112iZ544tH9MhGyW9aF+2XLlkmSvv/97ycexng8rpUrVyoej2v58uUHvX7p0qXq6urS6tWrE8eGhoZ03333yW636/zzz5c0+iNCWVmZfvvb3+r1119PusePfvQjDQwM6LzzzkvlVzumnXhald77oQadf8l8fezCEyVJ9saxKfh5gbgsA0PqHfFkqosAAACYJOGAR4M9f5e36y8a7Pm7wgH+H/BAVq78L9177/dVWOjUpz51sUpLS/XTn96nb33r5sO6vr9/t6666jI9+eRjKi+v0LJlF8rhcOh737tT//mf31A8Hk/zN8Bkyao195J0xhln6LzzztPvfvc7LV++XAsXLtTmzZu1ceNGnXPOOTrrrLMS5957772SpC9+8YuJY1deeaWeeeYZ3XbbbdqwYYNqamr0hz/8QW1tbbrllltUXFwsaXTq/R133KFrrrlGK1as0Nlnn62ysjK9+uqreuWVVzRjxgxdf/31k/rds9n8hTX7Hcudnry+vsITUdvQLpXnl01WtwAAADCJAoNN8na9oOBQc3JFh2Rz1MtZ8UHZCxrGvfZ49MYbr+k3v3lCZ521SLfeeqcMw1A8Htdtt31LzzzzW7300gs688wPHvQeP/7xPers7NAnP7lcX/rSV2QYxj+O3601a36phQvP0HnnLZmMr4M0M+JZ+FNNOBzW/fffryeeeELd3d2qrKzU0qVLdeWVVya9mm727NGd17du3Zp0vcfj0cqVK/Xcc8/J7/dr+vTpuvzyy7V48eL92nr77bf14x//WBs2bNDw8LDKy8t19tln69prrz3gxn2Hq7d3MPF5z2vxjqeNPGLhkLZ/4RopOvqdcz/0AdVcekWGe3VsOB6fJ6QHzxJSiecJqcKzlJ2G+l7V7tZ1kg4WPwwV1y6Ro+TAS21TbSo/T//5n/9Pf/zjM1q16leavtfAmMfTq0984jx94AMf0h13fO+A10ciEZ177kdlsVj0+OO/Tbx9TBp9ffiSJWfL7a7UL37xUFq/x/Fk3+eptHRimfFIZN3IvSRZLBZdd911uu666w563r6hfo9p06bp9ttvP6y25s2bpx/+8IdH3Eccmslilb2uToGdOyVJsea2DPcIAAAA6RAYbDqMYC9Jce1uXaccqzOjI/h//vP/6Zvf/LpmzZqjW2+9UxUV7v3O+d///R898MBP9NWv3qzzz79gv/pPfnKJuro6D9rOued+XN/4xrcOWP/aa5vlcrmSgr0kTZtWqpqaWm3e/MpB7z8wMCC/f0SzZ5+WFOyl0deE19TU6t13t2h4eEj5+Y6D3gtTX1aGexw77NNnJMJ9sL1NsUBApn3+4gEAAEB283a9oEMH+z3i8na9mNFwX1RUrNNPX6i//W29HnxwlW644aak+o6Odj344CrNnTtPS5YsG/ceF1306cSrug9k5szZB6wLhULq6enWvHknjltfUVGp1tYW9ff3q6ioaNxzrFaLpNGZz+MZHh5SPB5Xd3fXfj8gIPsQ7jGpIuGoejoH1dk2oJknlCu3cYYGnv3DaGUspkBzk/LmzM1sJwEAADCu7m2/OKLzDSNHRdXn7L/G/hCCQ03q3PpTmUyWxLH84lPGna7fu3OtYlG/JKl85r8eUTsHcvLJ83X77Xdp8eJF2rLl7f3q7777LkUiYd1ww9dkMo2/R/lFF10yoT74fD5JksMx/rRuh2N0pH14eOiA4b6w0Cm3u0rbtr2rXbs6VFlZlajbuXOHdu3qkDS6wTiyH+Eek6bfM6y1P9uoWGz0V9vcfKtm7vU6PEny79hOuAcAAJiigkMtR3S+YbIq4NtxVG2FR3YllW2OunHPCw23KxpJfTi1Wq2qr29QS0tz0vEXX/yz1q9/UcuWXag5c+alvN099rzqbs/o+74sltHjoVDwoPe5+OIV+v73v6uvfe16feUrX9eMGbO0bdu7+u53vyObzSa/36/s24UN4yHcY9I4i3NlMhuJcN/Z5tW8+XOVU1SsSP9uSdKudzfr9ZOL9JGaD2SyqwAAAEiRWOzg4XMqq62t1zvvvK2enm6VlZUrGAzo7rtXyuVy6aqrDr7/19q1aw5rWv6HPnTWuHU2m02SFA6P/z77PVPt7fbcg7Zx4YUXqb29TY8++itde+3Y5tVnn32uTj11gZ588rH91uMjOxHuMWlMJpMqqpxqb+6XJHW2eyVJxed9XOu7N+mv1k7tdg7K0fwnnVV9ZuI1HQAAAJgaDjR6fiCGkSOTyXZUbeVYi2S2Fu5Vdo17njW/OjEtP9Xq6uolSc3NTSorK9cvf/lzdXZ26Gtfu0WFhYUHvXbt2ocOa0O9A4V7h8Mhk8mk4eHxZyXsmUq/Z3r+wXzpSzfo4x8/Xxs3/l3xeFzz55+mOXPm6f/9v9G9BPa8DhzZjXCPSeWuHgv3g96AhnwBuT7yUdlac7R7+1OSpKHwsHr9fSrLm5bJrgIAAGAfR7OmPRzwSB1H3lZp4yWy2EsOfd70i4785odpLNzvVFVVtdasWaUTTjhJixcvPeS1jz66bkJtWywWlZe71dk5/h9eZ2eHXC6XCgudh3W/xsYZamxM3jRv69Z35HA4VFpaNqG+YmoYf/cHIE3cNcl/+ewZvW9w1iYdb/a1TlqfAAAAkD4W+zTZHPVHdI3N0XBYwT7damvrJUlNTU26++67FI1GdcMNN03aDNOTTz5FfX19am1N3uvA4+lVe3ubTjjhpEPe4z/+42YtW3auotFo0vF3392izs5dOv3096W0z8gcwj0mVVlloUymsb8M94T7GkeVzIY5cbzJe2SbtQAAAGDqclZ8UNLhBmJDzoqpsf9SdXWNzGaznnvu2cQmerNmzZm09j/2scWSpPvv/5FisZgkKR6P6777fqh4PK6lSy845D3q6url8fTq2Wd/nzg2NDSkO+/8jiRpxYrUvGEAmce0fEwqi8WsaRUO9ewa3Vyks2003FvMFlUXVKrF1yZJamLkHgAA4JhhL2hQce0S7W5dp4O/795Qce2SjL7jfm8Wi0Vud6V844J0AAAgAElEQVTa29tUVFSsK664ZlLbP/30hVq06J/1pz/9UZ///Gd12mnv0Ztvvq7XXtuss85apDPOGPsRZHBwUGvXrlFBQUHSa/iWL79ETz/9lO6449t6+eW/qaioWH/5y3PatatDV1xxtebwpqpjBuEek85d7UqE+929wwoGwrLZLZplKlNO2za5PRFtOKlDwWhINrM1w70FAABAKjhK5ivH6pS360UFh5r2q7c5GuSs+MCUCfZ71NbWq729Tddc80UVFIz/zvl0uuWWW9XQ0Kjf/W6dHnnkIZWVVeiKK67WJZdcmrQ8YGhoUA888BNVVLiTwn1+vkP//d//q//+73u0adMGjYyMqLGxUddd9yV9+MMfnfTvg/Qx4nHeapgpvb1jr8awWkenpIdC0QOdfsxo2ubRM4+9mSif+8kTNW2oTbt+eHfi2OMfdenCc/9NM4umZ6KLWe94ep6QXjxLSCWeJ6QKz1L2Cwc8CgzuVCwalMlsk71guiz2zGymfKjn6ZprLtdbb72h3//+z8rNPfhr54B9n6fS0sn7QYiRe0w6d/U+m+q1eVV9an3yOb1hNflaCPcAAADHIIt9WsbC/JGIx+Pavn2bamvrCPaY8thQD5POnmtR0bS8RLmr3ascV5Fyisd2RHV7wmr2su4eAAAAmdPW1iq/f0QzZ87OdFeAQyLcIyP2Hr3v6RxUJBxVbmNj4lhFX1g7vc1i1QgAAAAyZdu2rZJEuEdWYFo+MqJ+5ug0LHeNS+5qp3IsZtkbZ2hww8uSJHsorhyPV7sD/SrJLc5kVwEAAHCcWrTobC1adHamuwEcFsI9MqKusUR1jSVJx+zTZySV3Z6wmrwthHsAAAAAOATCPaYMe22tDItF8XBYknSOZqm+7KQM9woAAAAApj7W3GPKMHJyZK8fe69pTluXckz8/gQAAAAAh0K4x5Rinz62qV5oV4eiI8MZ7A0AAAAAZAfCPTIqHo/LN+DX1je61N7cL3tj8rr7wM6dGeoZAAAAAGQP5jwjox59YJM8PUOSpOmzp2nRRxuT6v07tiv/RNbdAwAAAMDBMHKPjHIU2hKfO9u8Mhc6ZZlWmjjm2fK6NnW/lomuAQAAAEDWYOQeGeWucap5e58kyT8SlrffL+eHz9Ibu17T323d6po2qNztT2lB+SkZ7ikAAAAATF2M3COj3DWupHJnm1fF5y6Wf9H71FJpU9Bq0kDQq/7AQIZ6CAAAAABTH+EeGTWt3KEcy9hj2NnulSRNd9Ymndfka53UfgEAAABANiHcI6PMZpPKKwsT5c620RH62oIaGTISx5u8LZPeNwAAAADIFoR7ZFxFtTPx2TcQ0PBQUPYcmyodFYnjTV5G7gEAAADgQAj3yLjKGmdSubNtdGp+Q361yvvCOmXriLp3tykci2SiewAAAAAw5bFbPjKuvLJQhiHF46PlzjavqnIGdNoPf68F4dFAP1BgVvvgLjXssxYfAAAAAMDIPaYAizVHpRUFiXJn+4AsFRUywmMj9W5PWM1sqgcAAAAA4yLcY0pw77Xuvq9nWFFLnixlZWP1njCb6gEAAADAARDuMa5wwKPBnr/L2/UXDfb8XeGAJ63t7b2pniR1dXhlb5wxVu+JqHmAcA8AAAAA42HNPZIEBpvk7XpBwaHm5IoOyeaol7Pig7IXNKS8XXeNU7XTi+Wuccpd7VSZu1CD02do8K/rJUnWSFxGt0feoE9OW+Eh7gYAAAAAxxfCPRKG+l7V7tZ1kuLj1geHmtWzvUXFtUvkKJmf0rZz86xafNHJScfsjY1J5QpPWE2+Vs0vPTGlbQMAAABAtmNaPiSNjtgfLNiPiWt36zoFBpvS3idbVbUMmy1R/lC0VjNcqZ81AAAAAADZjnAPSZK36wUdOtjvEZe368V0dkeSZJjNsjdMT5TzOvrksOSnvV0AAAAAyDaEeygc8Oy/xv4QgkNNad9kT5Jy99pUL9zdpejgYNrbBAAAAIBsQ7iHAr4dR3fd4M4U92RUJBxVR0u/3n2re7919/6dR9dXAAAAADiWsaEeFIsFj+666NFddzAvv9CkzX9tVSwWl9Vm1qWXJ2/cF9ixXY5TUruZHwAAAABkO0buIZPJduiTxrvOfHTXHUxevlWx2Oja/1AwKq9fslRUJOq9297Ru/2M3gMAAADA3gj3kL2w8dAnjXddwdFddzDuamdSubPdq4L3nK6Bkxr0l/cV6+ez+vXgO4+kvF0AAAAAyGaEe8hinyabo/6IrrE5GmSxl6S8L8Wl+bLZx1aLdLZ5NW3ZhepZ8n5tnp6j3c4ceQK7NRgaSnnbAAAAAJCtCPeQJDkrPijJOMyzDTkrPpCWfhiGoYqqsdH7znav4vG4Gpy1Sec1+1rT0j4AAAAAZCPCPSRJ9oIGFdcu0aEDvqHi2iWyFzSkrS/umrFwPzIUkm8goPrC5HC/09uStvYBAAAAINsQ7pHgKJmvshmfkc0xfnA3TBaVzfiMHCXp3a1+v3X3bQPKt+SpPK80cazZy8g9AAAAAOzBq/CQxF7QIHtBg8IBjwKDOzXc/5ZCw22SpHgsLLOlIO19KHUXyJxjUjQSkzQ6NX/OyW41FNZpsK9Lbk9EuyItisaiMpvMae8PAAAAAEx1jNxjXBb7NBWUvldFVWcnHR8ZeDvtbZvNJpW7x35E6GzzKtjWpvf87AVd+USfPv6CV2Vdw+oc7k57XwAAAAAgGxDucVDWvEqZrXutgR94Z1Ladde4Ep+9/X6FbAUyDwyO1XvCavKx7h4AAAAAJMI9DsEwDOW55ibKYX+3woG+tLe796Z6ktSzOySL250oV3jCamLdPQAAAABIItzjMOS55iWVJ2NqfnlloYy9Nu7vbPcqt3HGWH1fWM0DzWnvBwAAAABkAzbUwyFZ86pkthQqHgsr1zVHdkd9+tu05ahxTpms9hy5q52qrHUpap0h34svSJIsUSne0aWh8LAclvy09wcAAAAApjLCPQ7JMAyVzfgX5dhcMozJ253+n89PnjEQnDEjqez2hNXia9MJJXMmrU8AAAAAMBUxLR+HxWIvmdRgPx5rhVtGbm6i/N5gmSryyjPYIwAAAACYGgj3yBqGyaTc6Y2JcmGXTyW5RRnsEQAAAABMDYR7ZJW9N9WLeDyKDAxksDcAAAAAMDUQ7nFUwgGPgkNtk9JWPB6Xb8CvLW90yVLfmFTn37F9UvoAAAAAAFMZG+rhiAz2vqwhzyaFA72y5lWqYvYVaW2vo6Vff1r3joaHQpKkpZ+aKxmGFI9LkgI7t6tgwXvS2gcAAAAAmOoYuccRCQd3KxzolSSFRnYpEkzvtHhHoT0R7CWppzcoa2VVojy8fZs6h7vT2gcAAAAAmOoI9zgiea65SeWRgXfS2l6hy648hzVR7mwbUP68ExRocOutU8v0cG2ffvrm6rT2AQAAAACmOsI9jogtv1bmHEeiPDLwdlrbMwxD7mpnotzZ7tO0iy7WzuUf1LNzpVa3VV3D3RoJ+9PaDwAAAACYygj3OCKGYSh3r9H70EiHIiFvWtvcO9yHghHt7h1Wg7M26ZwW3+Rs7gcAAAAAUxHhHkdssqfmu2ucSeXOdq/qC+uSju30taS1DwAAAAAwlRHuccRsjlqZcvIT5XRPzS8udchqMyfKnW1eOW0FKrEXJY41e1vT2gcAAAAAmMoI9zhihmFKGr0PDbendWq+yWSoomrvdfcDisfjanDWyRSLq2x3WO2eZsXisbT1AQAAAACmMsI9jsr+U/O3pLW9vafmDw+GtLupQ+95/HVd/UivPv1Mv8raveoZ8aS1DwAAAAAwVRHucVRsjjqZcvISZX+ap+bvvameJPUOxGVr7ZYl+o96T1hNXtbdAwAAADg+Ee5xVAzDpDzn2Oh9cLhNkZAvbe2VuQtlNhuJclf3iKxV1YlyhSesJh/r7gEAAAAcnwj3OGp5RclT8wODO9PWljnHpFJ3YaLc2Tag3MYZiXLZ7ohadjelrX0AAAAAmMpyMt0BZC+bo142R63sjgbluebJklua1vbqGotls5nlrnHJXe1UbmtE3j8/J0nKiUnRtg75IwHl5tjT2g8AAAAAmGoI9zhqhmFS+czLJq29096f/G77kGVGUrnCE1aLr01zimdOWp8AAAAAYCpgWj6ylqWsTIYjP1E+ZcQpp63wIFcAAAAAwLGJcI+sZRiG8hrHRumLu4dVkVeWwR4BAAAAQGYQ7pHV9t5ULzowoMju3RnsDQAAAABkBuEeKRGPR+X37VBf61Ma3v162tsLh6PqaOlXqLw+6Xhgx/a0tw0AAAAAUw0b6mHC4vG4Ot+5T5FgnyQpEtyt/OKT09JWJBzVrx96VZ6uIcVicZ22sFpFJpMUi0mS/Du3q+C9C9PSNgAAAABMVYzcY8IMw5AtvyZRDg61KBoeTktbORazAiNhxWJxSVJX55Bs1WNt+3ds12BoKC1tAwAAAMBURbhHSuQVzdurFNeId0va2nLXuBKfe3b5ZGucoWiJS7vmlOkPFT796NWfpq1tAAAAAJiKCPdICbujQYbZniiP9L+dtrbc1c7E50gkJn14id66/KN65DTp1QazOoa7FIyG0tY+AAAAAEw1hHukhGEyK885O1EODjWnbWq+u8aZVO7q8KnBWZsox+Ixtfra0tI2AAAAAExFhHukTJ4reWq+37s1Le04i3KVm2dJlDvbvKovrEs6p8nXmpa2AQAAAGAqItwjZewF02WYbYnyyEB6puYbhpE0et/Z7lWRzSmntSBxrMlLuAcAAABw/CDcI2X2nZofGGxSNDKSlrbc1WOb6gUDEQ30+VXvHB29z/PH1NbXpHg8npa2AQAAAGCqIdwjpSZrav6+6+47tnXpPX9q1mW/9ujKJzwqa9qtvkB/WtoGAAAAgKmGcI+UshdMl2Haa2p+mnbNLylzyGI1J8pdPX453m6WczgmSarwhNXsbUlL2wAAAAAw1RDukVKGKUe5zlmJ8ujUfH/K2zGZDFVUFSbKXbsGZa0d2zHf3RvWTjbVAwAAAHCcINwj5fKK9kzNN8le0KBYutbd14ytux/yBaW6OYly6UBErZ6daWkXAAAAAKaanEx3AMee3IJGFdcuVa5ztsw5uWlrx13jVHFpvtw1TrmrnSoYsKnvz6N1prgUbm1TaGFYVrPl4DcCAAAAgCxHuEfKGaYcOUrmp72dyhqXll9+eqIc7jOrb6/6it6gWgfbNcPVkPa+AAAAAEAmMS0fx4yc4hIZhWPr8GcP5spi4vcrAAAAAMc+wj2OGYZhKH/G2GZ+5T1B1RZUZ7BHAAAAADA5CPeYFNGIX7FYOO3t2Bsbx9ocGlS4pyftbQIAAABApjFnGWkTi4U10v+mRvrfVmCwScW1S+QoOSUtbcXjcfkG/Bouqk06Hti5Xdby8rS0CQAAAABTBeEeadXf/ozi/xixHxl4Oy3h/m/P79DWN7o1MhxSmduhk8xmKRqVJPl37FDh+89MeZsAAAAAMJUwLR9pYzJZlFs4M1EODO5ULBpIeTuhUFQjwyFJkqd7WDl1Y7vjB3ZsVzQWTXmbAAAAADCVEO6RVnmueWOFeFR+77spb8Nd7Ux8jsXiGnHPUdxqka92ml4pDegHr/x3ytsEAAAAgKmEaflIK3vhDBlGjuLxiKTRqfn5xSentA13jSupPNJwina+z6QXOv8mScoZ7FA4FuG1eAAAAACOWYzcI61MZqvszrGp+X7fDsWiwZS24SiwqcBpT5S7u0bU4KpLlCPxqNoHO1LaJgAAAABMJYR7pN1kT83v6vCqrqAmqb7J25LyNgEAAABgqiDcI+1yC2fKMMamxI8MvJ3yNtw1Y+E+Eo7J8NmUn5OXONbka015mwAAAAAwVRDukXYms1X2whmJst+3PeVT8/cO95LU1e5TvXP0nfdGLK6W3c0pbQ8AAAAAphLCPSZFXtE+U/N921J6f1dxnux5lkR5V8tuLdjUpwuf7dc1j/Sq7N1uDQS9KW0TAAAAAKYKwj0mRW7hTMkwJ8oj/amdmm8YRvK6+11Dcr68RdU9YVmiktsTVrOXqfkAAAAAjk2Ee0wKk9mm3L2m5gd82xWLhlLaxt7hPuAPK1I7Z6yuN6ydPjbVAwAAAHBsItxj0uS55slkzlV+yWmaNn25jBS/d37fdffDZbMSn0u8UbX37ExpewAAAAAwVaQ2XQEHkeeap7yiE2QY6flNaVq5Q45Cm0pKHXLXOFUa6tLI30brDEmhlmZF3hdRTop/VAAAAACATCPlYNIYJvOhT5oAk8mkz1zzPhmGIUmKDBRq77H60p6gOoY6VVdYk9Z+AAAAAMBkY1o+jil7gr0k5bhcMoqLEuXpA2aFY5FMdAsAAAAA0opwj2NafuPMxGe3J6zGwroM9gYAAAAA0oNwj4wJ+3vl7fqLYrFw2trI3Svcx/x+hbo609YWAAAAAGQKa+4x6UIjXepreULhQK8kyWIvVZ5rbsrbCYeiGnQlr68P7NguW2VVytsCAAAAgEwi3GPS5VhdCgf7EuWR/rdTGu6bt3u06aUW9XYNKh6XPmzLV05wWJLk37FDzg9+OGVtAQAAAMBUwLR8TDpTjl32gumJst+3LaVT8+NxqadzNNhL0kjNiYm6wM7tKWsHAAAAAKYKwj0yIs81L/E5Hgsp4NuRsnu7q51JZa+rVpIUKi5QkzOq+1/7RcraAgAAAICpICun5UciEa1evVpr165Ve3u7SktLdcEFF+iqq66SxWI55PUDAwO655579Pzzz6uvr0+NjY264oordN555+13bjQa1Zo1a7R27Vq1tLSouLhY73//+/Xv//7vKi8vT8fXOy7kOmdr9LelmCRpZOBt5bnmpOTe9lyLiqblqd8zIkkasJWp55p/0ove1yXFZe1/V9FYVGaTOSXtAQAAAECmZeXI/be//W3dcccdcrlcuvTSS1VeXq577rlHN9xwwyGvHRkZ0ec+9zmtWbNGp5xyilasWCGfz6cvf/nLWr169X7n33TTTfrOd74ji8WiFStWaM6cOXr88cd1ySWXyOfzpePrHRfMObmyFzQkyn7vu4qn8B30e4/ee3pHVD1tRqIcioW1a7grZW0BAAAAQKZlXbh/5ZVX9PDDD+ucc87Rgw8+qK985St68MEHtWzZMv3+97/Xc889d9DrV61apbfeeku33HKLvv/97+vGG2/Uk08+qZkzZ+quu+5SX9/YRm/PPPOM1q1bp8WLF+vRRx/VTTfdpPvuu0833nij2tvbtWrVqnR/3WNaXlHy1Hz/YAqn5te4Ep9jsbgKA6VJ9U3e1pS1BQAAAACZlnXh/sEHH5QkfeELX5BhGJIkwzB0/fXXyzAMPfLIIwe9fs2aNZo2bZouvvjixDGHw6Grr75afr9f69atSxxfvXq18vPz9c1vflMm09gf1ac//Wmdf/75KikpSeVXO+6MTs03EuWR/rdTdu99192HPSbZzbZEucnXkrK2AAAAACDTsi7cb9y4UUVFRZo1a1bS8fLyctXX12vDhg0HvLa1tVXd3d1asGCBzObk9dYLFy6UpMT1w8PD2rRpkxYuXCiXy5V0bl5enr773e/q05/+dCq+0nHLnJOXtqn5BU67HIVjYb6r3ae6wrF33jcPEO4BAAAAHDuyKtyHQiF1dXWptrZ23Pqqqir5fD7t3r173PrW1tGp2ONdX1paKpvNpubmZknSjh07FIvFNHPmTL366qv67Gc/q1NPPVULFy7UzTfffMA2cGSSd80PKjC4M2X3dteMjd53tXs1/92gzl7v1b/+xqPSN9s1FB5OWVsAAAAAkElZFe4HBgYkSQUFBePW7zk+ODh40OsLCwvHrXc4HIlre3p6JElvvfWWVqxYoVAopIsuukgzZszQY489pk9/+tMHbAeHL9c1R0lT8wfSMzU/HI4pb32b5jYH5RqKqdITVjPr7gEAAAAcI7LqVXiRyOiUbavVOm79nuPBYPCor/f7/ZJGd9WXpBdffFFXX321vvzlLyfOu/POO/XAAw/o3nvv1c0333wU32RPe2NLA3JyjtPXslkLlFvYIL9vdMQ+Gh6QxWJK7KcwEbUNxUnlocq5Ktw2+qNNhSes1uE2nVZ54oTbmYqO2+cJKcezhFTieUKq8CwhlXiekEqZfJ6yauTebrdLksLh8Lj1oVBIkpSbmztuvc1mSzpvvOvz8vIkKbGBXklJib7whS8knfdv//ZvysvL09NPP32E3wDjcZafruLqj6j25C+oet7lKQn2klRcmi977tjvV4OOqrE6X1StXdtT0g4AAAAAZFpWjdw7HA6ZTCYNDQ2NW79nmvyBpu07naPTtA90/dDQUGIH/D33mDVrliwWS9J5eXl5qqur0zvvvKNgMJj40eBIhULRwzp2rLM6ZsvqmC0p9d/fXe2Sb8Avd41TpYZX2jxWF9ixU4H3hmUysuo3riNyPD5PSA+eJaQSzxNShWcJqcTzhFTKxPOUVeHearWqsrJS7e3t49a3t7erqKhov93t96ivr0+ct6+enh4Fg0E1NIzu3l5XVyfpwLMEIpGIcnJy9gv+mFrO/sQJMplGZwJEBwe14+GxupLuEXUOd6vK4c5Q7wAAAAAgNbJuyHLBggXq7e1VU1NT0vHu7m61tLRo/vz5B7y2srJSlZWV2rRpk2KxWFLdyy+/LEk69dRTJY3uqF9aWqo333xzv5F+n8+n1tZWzZgxIzF9H1PTnmAvSeaCAhmlJYlyze64fCE2RQQAAACQ/bIumS5btkyS9P3vfz8R0OPxuFauXKl4PK7ly5cf9PqlS5eqq6tLq1evThwbGhrSfffdJ7vdrvPPP1/S6Jr7T33qUwoEAvqv//qvpHusXLlSwWBQF154YSq/GvYSj8fTct/8GbMTn6t2xzXHNSMt7QAAAADAZMqqafmSdMYZZ+i8887T7373Oy1fvlwLFy7U5s2btXHjRp1zzjk666yzEufee++9kqQvfvGLiWNXXnmlnnnmGd12223asGGDampq9Ic//EFtbW265ZZbVFw8tsP65z//ea1fv15r167V1q1btWDBAr322mvatGmTFixYoEsuuWTSvvfxIB6PKjDYpJGBdxQcapV77tUyjNTuNpnXOENDf10/2l4woFBHu2w1tSltAwAAAAAmmxFP1xBpGoXDYd1///164okn1N3drcrKSi1dulRXXnll0mvuZs8eHaXdunVr0vUej0crV67Uc889J7/fr+nTp+vyyy/X4sWL92vL7/fr/vvv11NPPaXOzk6VlZXp4x//uK699trE7v1Hq7d3bEr4ntfiHc8beQx6Nqq/7XeJcmnjCuUWNqbs/vF4XL1v75TnB3cqJz66l0LZZy6V66yPpqyNqYLnCanCs4RU4nlCqvAsIZV4npBK+z5PpaXjb/aeDlkZ7o8VhPtk0fCQOt5cmSjnl5yqktolE77vkC+gl/60Q53tA/IPh3VS30sq698mSSp8/5mquPzKCbcx1fA8IVV4lpBKPE9IFZ4lpBLPE1Ipk+E+69bc49hltjhkc4xNkfcPbFE8HjvIFYfHZs9R07u98g+PjtYPlo6ts/fv4F33AAAAALIf4R5TSp5rXuJzLOpXcLB5wve0WHNUWjH2i1m/ZXTH/LjVoj57VGvfemzCbQAAAABAJhHuMaXkuuYmlUcG3k7Jfd3VzsRnbzBHryw/Q/de4NIDHzDp5b7XFEvBDAEAAAAAyBTCPaaUHEuBbPk1ifKINzVT8yv2CveS5CiYq7jJkCT5IwH1jPROuA0AAAAAyBTCPaacpKn5kREFh1omfE93TXK4t/qSN7bY6W2dcBsAAAAAkCmEe0w56Zian5tnlaskL1Ee6onJYspJlJt9E/8BAQAAAAAyhXCPKSfHWihrfnWiPJKiXfP3Xnff2zmomryx6f9NjNwDAAAAyGKEe0xJyVPzhxUcmnj43ntqfiwa18wWh854dUgXPNuvoteb5Y8EJtwGAAAAAGQC4R5T0t7hXkrN1Hz3Ppvq2Tb16fS3R1TTE1Z1d1AtvrYJtwEAAAAAmUC4x5SUmJpvmGQvnCG7o37C9yxw2pVfYE2UfUV1ic/u3jBT8wEAAABkrZxDnwJkRknNEpktDplyclNyP8Mw5K52afs7PZKkAcOluAwZiss5HNPrXdukhkUpaQsAAAAAJhMj95iyLLmlKQv2e7hrnLLZc1Q3o0Qnz85XzBj7TyCwc4fi8XhK2wMAAACAycDIPY4rc09x64RTK2UYhqIjw9qxLpqoK+oaVq/fo7K80gz2EAAAAACOHCP3OK6YzSYZhjH6OS9fKh8L8pWesLpHejPVNQAAAAA4aoR7ZI1oZETB4faU3tMxc3bic9WAdKJrVkrvDwAAAACTgXCPKW/Eu1U921er443vydP0SErXxefPGAvz8XBYwTZ2zAcAAACQfQj3mPIiAY8CgzslxRUNDyqUwtF7c810Bc1jm/b5d+xI2b0BAAAAYLIQ7jHl5bnmJZVHBt6e8D3//pedeuwXm7T6V9u1s+z0xPHAzu0TvjcAAAAATDbCPaa8HFuRrLnuRHlk4J0JT83vavOqp3NQ8bjkdVQmjvu3E+4BAAAAZB/CPbJCrmtu4nM07FNopGNC93PXuBKfh+N2Bc12SZI/HtIzW56e0L0BAAAAYLIR7pEV8or2mZrfP7Gp+e4aZ1L5jQ+8V/dfME0/PjdXz/duSOmmfQAAAACQboR7ZAWLrViW3IpEeaJT88srC/WP191LkgzHdPnto/85DIaH1BfYfdT3BgAAAIDJRrhH1shLmprvndDUfKstRyVljrH79VmT6pu8vBIPAAAAQPYg3CNr7L9r/jsTut/eU/OH+kLKiVoS5SZfy4TuDQAAAACTKSPhftOmTXryyScz0TSymMVeIktueaI8MvD2hKbmu6vHNtWLx6WaaGOizMg9AAAAgGwyoXA/d+5c3XTTTePWrVq1Si+99NK4db/61a/09a9/fcIfiR4AACAASURBVCJN4ziVNDU/5FVoZNdR32vfTfUqPMU6aduIzl7vk+P1HQpFw0d9bwAAAACYTBMK9/F4/IAjp7fffrt+/etfT+T2wH72nZrv9249+nvlW+Uszk2UzTtC+uiGIc1tDqiuI6DWwfajvjcAAAAATKacTHcAOBIW+zTZHPWy2EqU55orW0H9hO7nrnbKu9svSfLZpikmk0yKye0Jq9nXqhmuhhT0GgAAAADSiw31kHXKZ16q4trFshdOl2FM7BF2V49NzY/JJJ+9RJJUMBJTR/vRzwoAAAAAgMlEuMdxzV0zuqnetDKH5kzPlSUaStQFdu6Y0IZ9AAAAADBZmJaP41qhy67P/fsHZLPnKBYIaNsf70vUuTp96g8OqNhelMEeAgAAAMChMXKP45phGLLZR3/jMtntMtxliboKT1itPjbVAwAAADD1Ee6RteLxuEL+Hg10Pq/B3g0puadj5pzEZ/dAXCe5ZqfkvgAAAACQToR7ZC1P08Pq2nKffF1/0WDv31OyPt4xY68wH40q1Noy4XsCAAAAQLpNeM39+vXrdemllx5R3Y4dOybaLCBLbrn83nclSZHgboX93bLmVUzonrbpjQqa7bJFA5Ik/47typ0xc8J9BQAAAIB0mnC493g88ng8R1xnGMZEm8ZxLs81T76uFxLlkYG3jzrcN23zaOsbXepq9ypWu1RnNq2VISmwY3uKegsAAAAA6TOhcH/HHXekqh/AEbPYy5RjK1Ek2CdJGhl4R073R47qh6N+z7Ca3v3HD1HmPAVyHMqNDMm/Y/R1ePwYBQAAAGAqm1C4/8QnPpGqfgBHzDAM5bnmytf9oiQpEuxTONDz/9m78+i4ijvv/5/be7daS2tfvMj7ArYxBhtvYMzijZ0JkISBSc5kOc8k5CSTzJl9EmYyzG/IhJlsDwmTSSYPkLAEDMYGY4LBLCa2Md6NV9nWbu1SS+r9/v4QbllYsiX1tWVZ79dfrrq3vlV9TqmPv33rVsnlLRhwrKJRmT3Kzd58eduCinW2a/Oht7Rg8vWWjBkAAAAAzgc21MOw5sua3qPc0bxvUHHyizJkt3c/nT8xfoqeXh7Qj+/K0rq6zSmNEQAAAADOt5TfuT+lsbFRkUhEhYU933l+5513tHbtWjU3N2vy5Mm67777VFxcbFW3GOGc3gI53NmKhRsldS3Nzyoa+FN2u8Om/KIMVVe0SJLCtnzVZTslSU3hZjWHW5TlzjxbCAAAAAAYMik/uW9ubtbXvvY1LVq0SD/72c96XHvsscf05S9/WS+99JLeeust/eIXv9CqVau0adOmVLsFJHUvzT8lFqpXpPPkoGIVju5O3qNthuxRV7Jc1nJi8IMEAAAAgPMspeQ+FovpgQce0BtvvCG73a5AIJC89sEHH+jnP/+5JGn58uX67//+b/3t3/6t7Ha7vvWtb6m2tja1kQOfsGpp/qffu09ry07+u6yV8+4BAAAAXLxSSu6fe+45HTx4UAsXLtQ777yjb37zm8lrTzzxhCRpzpw5euyxx7Ro0SI98MAD+sEPfqBgMKgnn3wytZEDn3B6C+Vwdf+w1Nm8f1BxCkt6Jvf5oZLkv3lyDwAAAOBillJyv2HDBnm9Xj366KPKyspK1geDQf3xj3+UYRi6//77e7RZsmSJRo0apbfeeiuVroGkTy/Nj4bqFA3VDTiO2+NQbr4/WU5rDWhcZVjzdwbl3n1IsUTMkvECAAAAgNVSSu4PHjyo6dOnKzs7u0f9tm3bFIvFZLPZtHDhwjPaTZkyRVVVVal0DfTgC3QvzXd6ChSPdQwqTtFp790nWhxaualdc/d2aMKxdlUGq1MeJwAAAACcDykl983NzcrLyzujfuvWrZK6kvj09PQzrtvtdsXj8VS6BnpweouUVbJMRdP+QkXTviKPf+yg4hSe9t69adjU6uma30X1UZU18949AAAAgItTSsl9RkaGmpubz6g/tSR/7ty5vbarqKjosYwfSJVhGMrInyenJyelOKc/uZekZm+BJMkXMlVV/nFKsQEAAADgfEkpuZ80aZL279+vUCiUrKuurtbevXslSddee+0ZbU6cOKH9+/dr8uTJqXQNnBdpfrcysjzyeB0aXeRRWrgpeS109MgQjgwAAAAA+pZScr9s2TK1tLTo3/7t3xSPxxWLxfToo4/KNE3l5+frmmuu6XF/NBrVP/3TP0mSrr/++lS6Bs6bO++frT97aKFWfvZK5Xd275KfXtWs1kjbEI4MAAAAAHrnSKXxPffco2effVbPPPOMXn75ZRmGoY6ODhmGob/7u7+Tzdb120FjY6PWrFmj559/XocOHVJpaak+85nPWPIBgL6YZlxmIi6b3TWgdj6/W5JkuFxScaFU0bWRXlF9VGUtJzQr7zLLxwoAAAAAqUjpyb3D4dBvfvMb3XLLLYpEImpvb1dubq4eeeQR3Xzzzcn7jh49qkceeUSHDh3S2LFj9cQTT8jhSOl3BaBXpmmqs+WQGo6/rMrd/6G2ui0pxUufNDX57/yWuKakDW6jPgAAAAA4n1LOsDMyMvToo4/qkUceUWtr6xnH4knSqFGjdM8992j27Nm65ZZb5HQ6U+0W6FNj+VrFo62SpI7mfcosXDToWOmTpiq4cWNXIWEqcaJcmjrNimECAAAAgGUse3zucDh6TewlqbCwUA8//LBVXQF9MgxDvqxpaqv7oyQp2lmjaLhRTnfvc/NcPBMmKmY4ZDdjMtS1qZ6P5B4AAADARSal5P5v/uZvBt3WMAz967/+ayrdA73yBaYnk3tJ6mzeL2fBwgHFaG7s0N7tVaquaFb9+M9pbvnL8kea1Xn4kNXDBQAAAICUpZTcv/jiizIMQ1LXu84DQXKP88XlGyW7M13xaNfO9h1N+5QxwOQ+Golr17aKroJhU7OnQP5Is0JHj8o0zeS8BwAAAICLQcrL8k3TlMvl0uLFi7VkyRK53W4rxgUMWtfS/O6n95HOasXCTXK4A/2OkZOfJqfLrmgkLklq8eZrVOsBxYNt2nPwfc2YMrAfCwAAAADgfEopuf+v//ovvfrqq3r77bf1hz/8QZs3b9bSpUu1cuVKLV68mI3zMGROf+9ekjqa9yujYEG/29tsNhWWZKi8rEmS1JBZojVTMlWd65S/8V3NEMk9AAAAgItHSsn9smXLtGzZMnV2durNN9/UunXrtGHDBq1du1bp6em68cYbtWrVKs2fPz955j1wIbjSRvdcmt+8b0DJvSQVjcpMJvfRhEfleZmKukPq7GxQMNIuvyvN8nEDAAAAwGBYslu+1+vVqlWrtGrVKgWDQb3xxht69dVXtWbNGr344ovKysrSsmXLtHLlSs2dO9eKLoGzMgxD3qxpCn5yzn2ko0qxcLMc7qx+xyga3fNeX1u2WtxVkqSy1uOakTvdugEDAAAAQAosf5zu9/t1xx136Oc//7nee+89/fM//7OmT5+u559/Xg8++KAWLVqkf/mXf9FHH31kdddAD76snkfWdTTvG1D7/KJ02WzdG+eltXUfp3es5URqgwMAAAAAC53XtfIZGRn6kz/5E/3yl7/Uu+++q3/5l39RRkaGnnrqKX3+858/n10DcqeNls3hT5Y7mvcPqL3DaVd+UXqynNGem/z30VaSewAAAAAXD0uW5Z/L/v37tX79er3++us6evSoJMnj8VyIrjGCGYZNvqxpCtZvlSRFOioVi7TI4crsd4yi0ZmqqWyVJDk6fMqrlwqbOhVOO6DEFQnZDPaSAAAAADD0zltyv3v37mRCX15eLtM05fV6tWzZMq1YsUJLliw5X10DSb6saQo2bJcnfbx8WdNls3sH1L5oVJY+UnmyfNN7buW1n1RZsUvV7bUq8RdZPWQAAAAAGDBLk/sdO3Zo/fr1Wr9+vaqrq2Wapjwej2666SatWLFC119/PU/scUG5/WM06vK/lM0xuHlXOCqjR7nZU6C89nIV1kdV1nyM5B4AAADARSHl5H7btm1av369NmzYoNra2h4J/fLly3X99dfL6x3Y01LAKoZhkzHIxF6S3B6nsvPS1FjXLklq9hZIkrwRUweP7ZdGzbdknAAAAACQipSS+8WLF6u+vl6S5HK5dOONNyaX3Pt8PksGCAy1otGZaqpvV3aWU2lHa2VKMiSFjh6RFg316AAAAAAgxeS+rq5OhmEoIyNDixYtks/n0+bNm7V58+ZztjUMQw8//HAq3QMXxFULS3XNdePltEsHvvY/OnU4nq+yQe3RDqU5+SELAAAAwNBKeVm+aZpqaWnR2rVrB9SO5B5DIR7rUGfzx/JmTpLdmX7uBpJ8aa7uQkmhdLxSklRUH9Wx1nJdljPlfAwVAAAAAPotpeT+kUcesWocwHkVjwbVcPxFhdqOSTIVMJcrPW/ugOOkT5qm9k+S+5zWuAod2dYOFAAAAAAGIaXk/s4777RqHMB5ZXP4FOmslWRKkjqa9g0quc+YPE3tb7whSTJMyVFRK2XmWTlUAAAAABgw21APALgQDMMmX+bUZDncfkLxaNuA43gnTJApKfHJn07oyGGrhggAAAAAg0ZyjxHDlzW9R7mj+eN+t43HE9q5pVxv/KFC747/rCqyun4o6CS5BwAAAHARILnHiOFOL5XN7k2WO5r39butzWZo++YTKjtYr4jNrWZP13n3oaNHZCYSlo8VAAAAAAaC5B4jhmHY5M06bWl+8Lji0WA/2xoqGpWZLDd7C7qW53d2quzQh1YPFQAAAAAGhOQeI0oqS/OLRncn91G7R+9dNVZPLw/od42bLBsfAAAAAAwGyT1GFE8KS/NPT+4l6WhWruqynarsrNWaI69pY/m7qm0/adlYAQAAAKC/UjoKDxhuDMMub+YUtTfukHRqaX677M60c7bNLfDL4bQpFu16x97XFlBTfrkk6bXjbybvmxyYqBWlSzU5MPE8fAIAAAAAOBNP7jHi+AKnL8031dHSv6X5NptNhSXdT+/T2rKV1RrTrAMdunpPu2Yd6FBWa0wHmw7rxzv+W5urt1k8cgAAAADoHU/uMeJ4/ONk2D0y4yFJUkfTPqXnzulXW2duXDrW9W9XxKd7Xw3JE+/ocU95gVNbLk/T03peOZ4snuADAAAAOO94co8Rx7DZ5cuckizHQnUyE7F+tT2ovT3Kzd6CM+4ZXRvVnW82a8qRdr127M0zrgMAAACA1XhyjxEpLXumDJtTvqxpcvvHyjDO/TtXTftJtdfuUMAskfnJ/c3eAhUGy86412ZKN/6xTavT9qt28kkVpOVb/hkAAAAA4BSe3GNE8qSPU/bolfKkj+tXYi9J+xsPau6+VqWHG5J1zZ4zn9yfYjOlq/YEtb/xUMrjBQAAAICzIbkH+ilec1Kja6PK6qxN1rW7A4raXH22GV0bVfxkbZ/XAQAAAMAKJPdAP2Uc7zrD/lRy74yHlBc8rthZkntDUkZZ3YUYHgAAAIARjHfugX4qsGUqLCnQWa1rjr8oX7RFRj/a5dszz30TAAAAAKSAJ/cY0UzTVKSzVs1VG1W9/3HFYx193puRkStJcpgxpfUzse9ql2PBSAEAAACgbzy5x4gWajuiuiNPJ8udLQfkz5nd671pl1+uTy+wb3dmqNFXopjNKUciquyOSqVFW7tvMKS0y2ach5EDAAAAQDeSe4xoHn+pDJtLZiIiSepo2tdncu8qLJJ36jR1frxfjd5CHQvMVJOv+Iz7Ah1VKm3apezOGvmmTpersPC8fgYAAAAAYFk+RjTD5pA3c3KyHGorUyLW2ef9ObfcpqqMSdpRfHOvib0kNfmKtaP4ZlVlTFL2qlstHzMAAAAAfBrJPUY8X9b000oJdbQc6PPeJm+hPs5fKNM4+5+Oadj0cf5CNXl5ag8AAADg/CO5x4jnyZgg47Tj7Dqa9/V574fvH5fZz7impDc37k5tcAAAAADQDyT3GPFsNqe8GZOS5VDbUSVioTPua2poV+Xx5gHFbquJq7KmPuUxAgAAAMDZkNwDknyB05bmm70vzS8vaxpwXEOG3ti+JZWhAQAAAMA5kdwDkjwZE2XYnMlyb0vzo+HYoGKXNVaoKlgz6LEBAAAAwLmQ3APqY2l+vOfSfKd7cCdHxm1R/f7QGplmf9/WBwAAAICBIbkHPtFj13wzrs6Wgz2ujx6XPeCYpkyFfSd1smy/9jZ8nOoQAQAAAKBXJPfAJzwZE2UY3U/nP700P5DjU8nYrAHFNBx1+tyGE1r1boteOPiyYonBLe0HAAAAgLMhuQc+YbO75MnsWprv9BbInTbmjHvmLBgrw+hfPEOmZh/fLl/YVHZrXEU7yrWpcrOVQwYAAAAASST3QA9ZhUtUNO0vVDT1K8ooWHDG9ZKxAS1ZMaVfCf68BaOUY3YfnTdvd7v+sH+9gpF2K4cMAAAAACT3wOmc3jw5PTlnvWfqzCLdet+scy7Rb2iJKueW25JlT9TUFR81aG3ZBkvGCgAAAACnDG77b2CEKxkbUMnYgJoaOlRR1qhIJC6n06Y926vU0tSpzGyvJl9WqKzRk9T89kbF6uokSTMOd+p3e99RVck1KvYXDvGnAAAAAHCpILkHUhDI8SmQ40uWcwvSVVvVqplXj5Ld3rUwJv+ez6rqpz+SJNlM6drtQVUtqCa5BwAAAGAZluUDZ2Em4op0VPf7/uIxWZp9zZhkYi9JaVfMlnda9zF7o2rCmlrNmfcAAAAArENyD/Qi3F6phuMvqWLPf6j24K+UiEcGHcswDOXf9zmdvgtf3bO/UyIatWKoAAAAAEByD/QmFm5Ue+NOmfGQTDOmztZDKcWz5xcpc8n1yXK07qSa/8DGegAAAACsQXIP9MKbOVky7MlyR/O+QcVJJEzt21Gl//ezDxSfd7NsvrTktcZXXlaspSXlsQIAAAAAyT3QC5vdLW/GhGQ51Hp4wEvzo5GYXvjNdr392kGFOqN6/90KBW69I3k9EQrp2Eu/08bydy0bNwAAAICRieQe6IMvq3sTPDMRVaj18IDaO10O+TPcyXJdTVA12dPkKiqWHA5VzBuvnxQc0guHX1FVsMaycQMAAAAYeUjugT5YsTR/4Q0TZXd0/5n98Z1jyrr/iwp98wv6/YSgok6bEmZCLxx+RabJDvoAAAAABofkHuiDze6RJ318stzZekiJxMB2uE/P9OjK+WOS5XAopp3HEpoxeYEmByYm6/c3HtTeho9THzQAAACAEYnkHjiLVJfmS9IV80YrI8uTLO/7qEr1tUH9yaRbZaj7eLwXDr+ieCKe2oABAAAAjEgk98BZ+DKnSEb3n0lH08CX5jscdi28cWKPunc2HFJxWqEWFs/tqjBNhWuqtalyc0rjBQAAADAykdwDZ2FzpL40X5JKJ+Zq7ITsZLm2slUH9tTqlvHLVNJi091/aNbnXm3Uxr2vKhhtt2TsAAAAAEYOknvgHHouzY8o1HpkUHEW3jhJNnv3MvwPNh5R/GC57l5bo1Eno3LGpTnb6rX26IaUxwwAAABgZBmWyX0sFtOvf/1rrVy5UjNnztQNN9ygn/70p4pG+/dEtbm5WQ8//LCWLl2qWbNm6a677tK6dev61fahhx7SlClTVFFRkcpHwDDizZyi0/9UOpr3DypOZsCr2fO6N9fr7IhqT7VD7lGjknXTjoV1aNcmjsYDAAAAMCDDMrl/+OGH9cgjjygrK0sPPPCACgoK9KMf/Uh/+Zd/ec62HR0d+uIXv6inn35as2bN0uc//3m1trbqm9/8pp588smztn399de1fv16qz4Ghgm7wytv5iR5MyYrZ+wdyh69YtCxZs8fI3+GO1nes71SzhX39Ljn2m2teuHQGo7GAwAAANBvwy653759u5555hktW7ZMTz31lL797W/rqaee0h133KH169dr48aNZ23/m9/8Rnv37tU//MM/6LHHHtNf/dVfafXq1Zo0aZJ+8IMfqKGhodd2LS0t+t73vnc+PhKGgdxx9yhvwn1Ky54pm91z7gZ9cDrtWnhD1+Z6druhK+ePVf6VlyntyjnJewobYjK37+JoPAAAAAD9NuyS+6eeekqS9LWvfU2G0fX+smEY+ta3viXDMPTcc8+dtf3TTz+t3Nxc3Xfffck6v9+vr371q+rs7NSaNWt6bfev//qvikajuuKKKyz6JBhOTs01K4ybnKurFo7VvX8+V3OvHSen0668z9wr2e3JexbuaNf+6r2W9QkAAADg0jbskvtt27YpEAho8uTJPeoLCgpUWlqqrVu39tn2xIkTqq2t1Zw5c2Q/LZGSpHnz5klSr+03bdqk1atX66//+q+Vk5NjwafASGYYhq5ePE6ZAW+yzpWXr+xl3cv9/Z0JXX/Yuh8UAAAAAFzahlVyH4lEVFNTozFjxvR6vaSkRK2trWpsbOz1+okTJySp1/Z5eXlyu906duxYj/pgMKh//Md/1IIFC3TXXXel9gGAs8heuUq2jIxkuWn9q4rW1w3hiAAAAAAMF46hHsBANDc3S5LS09N7vX6qvq2tTdnZ2WdcP9U+47QE6nR+v19tbW096h599NHk7vpWc7m6Vw84HPaz3ImLSSwaVHvjfiUSEQWKFloW13SmKefue1T3q//uKsdiavj9sxrz9YcGHIv5BKswl2Al5hOswlyClZhPsNJQzqdhldzHYjFJksvl6vX6qfpwODzo9p2dncnyli1b9Mwzz+iv/uqvNHr06EGPG5eO+hMb1Fz9niRTNrtHWQXzZNhS/zOqq2nTW68ekN2RrpnjxilUViZJat26Ve0f71fa1Gkp9wEAAADg0jWsknuPp2uX8r7Os49EIpIkr9fb63W3293jvt7a+3w+SVIoFNLf//3f67LLLtODDz6Y0rj7EonE+1WHi4fNkSmp64i6RDyk1obD8mZOSinmnu2VenfDIZ06+W7iojtlK/th8nrFk0+q4ovLtahk/oA39mM+wSrMJViJ+QSrMJdgJeYTrDQU82lYvXPv9/tls9kUDAZ7vX5qSX1fy/YzMzMlqc/2wWBQfr9fkvRf//Vfqqys1Pe///0zNt/DyOXNnCqpO8HuaN6XcsyiUZk9ylv3tst79XxJUri0WM/Miul3B1dzNB4AAACAPg2rJ/cul0vFxcWqqKjo9XpFRYUCgYCysrJ6vV5aWpq879NOnjypcDiscePGSZLWr1+vWCym22+/vddYN9xwgyTpwIEDA/0YGMbszjS5/WMVDh6TJHW0HFB2Ii7DNvgfgHLy/bp8Tol2b6uUJAVbw6qYvUglMyboR52vy/zkt4QXDr+iadmTZU+hLwAAAACXpmGV3EvSnDlz9NJLL6msrCyZiEtSbW2tjh8/riVLlvTZtri4WMXFxfrwww+VSCRks3UvXNiyZYskafbs2ZKkBx544IzN9SRp7dq1Kisr0wMPPNDnxny4tPkC05PJvRkPKRQskzdjYkoxr15UqsP7Tqqzo+uVk1276jX9zxdoQW2L3qv6oySptqNOmyo36/rRi1LqCwAAAMClZ9gl93fccYdeeuklPfbYY/rP//xP2Ww2maapH/7whzJNU/fee+9Z29922216/PHH9eSTT+qBBx6Q1LUc//HHH5fH40k+qf+zP/uzXtvv379fZWVlevDBBzVq1ChLPxuGB1/mVDWVv6pT7963VL+tSEeVbDa3PBkT5PTkDjim2+PUNddP0Ma1XUvvE3FT771xRLfevkwf1u5QKN61SeTasg26unC2/M40yz4PAAAAgOFv2CX3CxYs0MqVK7Vu3Trde++9mjdvnj766CNt27ZNy5Yt6/Hk/sc//rEk6etf/3qy7ktf+pJee+01ff/739fWrVs1evRovf766yovL9c//MM/9HqEHnA6u9MvpydP0dBJSVKko1KRjq4l9aqU3P5SZRYulid93FminGnK5QXat6NKtZWtkqTjRxo0/USRlpfeoNVH1kmSjLag1h7doHun3GHdBwIAAAAw7A2rDfVO+fd//3c99NBDampq0v/+7/+qvr5eDz30kH7wgx/02E38Jz/5iX7yk5/0aOv3+/XUU0/p7rvv1rZt2/T0008rIyNDP/zhD3X//fdf6I+CYSjYsEPRUF2f18PBYzp5+EkFG3YMKK5hGFp8U8+d999747AWFS1QoT1LC3YE9YWXGnT8w7dVFawZ1NgBAAAAXJoM0zx1ABcutLq67nf6Xa6uTdI4guPiFmor08nDT+rUkvyzM5Q/8f4BP8HftP6g9n5UlSxfNX+UMl76TxmtXac8NGTatf3z1+j/zP7zPo/GYz7BKswlWIn5BKswl2Al5hOs9On5lJfX+0lu58OwfHIPDJWWmnfUv8Rekky11Lw74D7mXjtOHm/3GzM7tlbJMe2qZDmnJS7HH3dyNB4AAACAJJJ7oJ+iofrkLvn9FQ6WKRqqH1Abj9epedeNT5ZjsYQOZc6S3K5k3TW727Vmz2rFE/zCDAAAAIDkHui3UOuRwbVrOzrgNlNnFimv0C9JKhmbpblLJyt31W3J696IqQlbTmhT5eZBjQkAAADApWXY7ZYPDJVEIjy4dvGBt7PZDF27bLLaWkIaPyVPhmEocdPNanp7o+INDZKkmYc6tWHPJl03aoFsBr/TAQAAACMZGQHQTzabe3Dt7INrl1+UoQlT85Ob5tmcLuXf+7nuuKZ0+36HDPW+qR4AAACAkYPkHugnT8aEwbVLH1y73vhnXynPlKnJcmjfPrXv2mlZfAAAAADDE8k90E9OT67c/tIBtXH7x8npybFsDIZhKP32e6XTjsCre/a3MmMxy/oAAAAAMPyQ3AMDkFm4WOr3MnhDmYWLLOs7Gonpg7eO6NnVJxSZt6y7vrZWTX/YYFk/AAAAAIYfkntgADzp45Q95lb1J8E37G65vEWW9BsORfXbJ7boow/KlUiY2pMolby+5PXGV17WrrKtHI0HAAAAjFAk98AA+XOuUP7E++X2jzvrfWY8pMaK1yzp0+1xqmRMIFluagypcd5dnwwosGtzwQAAIABJREFUTR/NK9QvjjzL0XgAAADACMVReMAgeNLHyZM+TtFQvUJtR5WIh2Wzu+XyjVL9secUj7RIkjqadqkja6p8WVPPEfHcrrl+vMoO1Ssa6Xo6v/ekWzeuulOPp29Tq61dkqG1ZRt0deFsZbsyUu4PAAAAwPDBk3sgBU5PrtLz5iqzcLHS8+bKnVasnDG397insfwVxaPtKfeV5nfrqoWlyXIkEtcR52QtnXRDsq4z1ql1Zbx/DwAAAIw0JPeAxTzppUrPm5csJ2IdaixfK9M0U44946oSBXK637U/sKdW02wzlevt3pH/ncoPVNlWk3JfAAAAAIYPknvgPMgsXiqHuzvh7mz5WB1Nu1OOa7fbtOimST3qNr9xVHeOX5ksG7G4ntv7oiU/JgAAAAAYHkjugfPAZnMqZ+wdOn1X/caKVxWLtKYce1RpQBOm5iXL9bVBOSqzNTlzvMZXhHX/2kb53tupPfUfp9wXAAAAgOGB5B44T9xpJcooWJgsm/GwGk+sseSJ+oKlE+Rwdv/5btlUppvfD+vWTS3KCsZ11d4Ovfzh8xyNBwAAAIwQJPfAeZRZeJ2c3sJkOdR2RMGG7SnH9Wd4NGfB2GQ5HIqp3DczWXbFTE3afIKj8QAAAIARguQeOI8Mm105Y2+XjO4/tXDbMUtiz7p6tDID3mT5SJ2hzpLu9/Gnl4W0ZesrClqwUz8AAACAixvJPXCeubwFyixcIsPmUvaYW5VTepclce0OmxbeOFGS5PU5df2qqZp47x097rnmj/Vad/R1S/oDAAAAcPFyDPUAgJEgo2CB0rJnyOHKtDTu2Ak5um7FZE2Yki+3xyGpUL5ZV6hj5w5JUlFDTHvef1ut425Uhivd0r4BAAAAXDx4cg9cAIZhszyxP2X6rOJPEvsu+fd8VqbdnizfvCchv+k6L30DAAAAuDiQ3ANDzOrz6F0FBcpdtrw7fkurGl9bZ2kfAAAAAC4uJPfAEEkkomqseE2tNZssj5298hbFAgXJctNr6xRtqLe8HwAAAAAXB5J7YAiE2ytU8/EvFKzbopaadxTpqLIkrmmaKjtUr6d/vVP7x63QqTUBZjSq+ueftaQPAAAAABcfkntgCERD9YqFGz4pJdRw/CWZiVjKcT9877he+/0etTaHdLJVaiidm7zWtnWLqnZv5Wg8AAAA4BJEcg8MgbTsWfJmTE6Wo6E6NVdvTDnuxOn5stmNZPlg2uWKGU7JMNQ0s1Q/Ln9O68o2pNwPAAAAgIsLyT0wBAzDUPaYW2Sze5N1bSc3KxQ8nlLcrGyfZs0dnSx3hhOqnvsn2nT3NP3m8g61eqR3Kj9QVbAmpX4AAAAAXFxI7oEhYnf6lT16VY+6xuMvKxGPpBR3zvyx8me4k+VDjW5dNv7mZDlhJvTC4Vcs36UfAAAAwNAhuQeGkC8wXb7A5clyLNKk5qrUls07XXYtvmlSsmyaUt2H0uTMCcm6/Y0Htbfh45T6AQAAAHDxILkHhlhg1ArZHf5kOVj/oTpbD6cUc9L0fI0qDSTLlcebNd9YIkPd7+O/eHCN4ol4Sv0AAAAAuDiQ3ANDzO7wKnvMrT3qGk+sUSLWOeiYhmFoyYrJstm6k/mPNzdqfv7VSm+Pa8W7LZrz+mFtqtw86D4AAAAAXDxI7oGLgDdzktJyrkyW49E2NVa8llLMnDy/ZswpSZbb28Iq/CigB15p1OQTYU2siOij91/maDwAAADgEkByD1wkAiU3ye7KSpY7mnYr3F6RUsyrFpXKl+ZKlg9X2xWxpSfL12xp0Loj61PqAwAAAMDQI7kHLhI2u1s5Y2775N9e5ZTeLXfaqJRiutwOzb9+fLKcSEjHJ9+YLOe2xNX09lscjQcAAAAMcyT3wEXEk16q7DG3qWjaV5UWuMySmJMuK1DhqExJ0rRZRbrhvvkyXc7k9Wt2tenlPas5Gg8AAAAYxhxDPQAAPflzrrA0nmEYum75ZMWiceUXZUiSclfeqobVL0iSvGFTgXd26uDkI5qSPdHSvgEAAABcGDy5B0aA7Ny0ZGIvSYGbl8vI7j4q74pDYY0NeYdiaAAAAAAsQHIPDAOJeFittZstWzpvc7lUeM/nkmUjkVD9s89YEhsAAADAhUdyD1zkQm1lqt7/uJqrNihY/6Flcf1zrlJk0uxkuWPPLgV37bQsPgAAAIALh+QeuIjFo0HVHfmt4tEWSVJz1QZFw40px21rCen11fv0jjlL9aftyF/37G9lxmIpxwcAAABwYZHcAxcxu9OvzKLrkmUzEVXj8ZdkmolBx+zsiOiZX27V0QN1kqTDo65T4pOvgmhNjRre3KCWcFtqAwcAAABwQZHcAxe59Pz5cp32dD3cXq62kx8MOp7X59Kk6fnJcnvcqfK8rh36E4W5eqbtff2//c9wNB4AAAAwjJDcAxc5w7ApZ+wdMmzdZ9M3V29UpPPkoGPOvXac3J7ukzDLAjN0fOk8/WSJoX2BsPY3HtTeho9TGjcAAACAC4fkHhgGnO5sZRXf2F1hxtVwfLVMMz6oeF6fS3OvHZcsxxOG2p1XS7bur4QXDr+ieGJw8QEAAABcWCT3wDDhz71KnvTuhDzaWaOWmncGHW/6FcXKLfAny9VHgprrXJAs13bUaVPl5kHHBwAAAHDhkNwDw4RhGMoec5sMmztZ11rzjsLtlYOKZ7MZWnzTpB51jv0F8hieZHnt0dcVjLYPbsAAAAAALhiSe2AYcbgyFRi1/LQaUw0nXlIiER1UvMJRmZpyeUGy3NIY0rzwUtkSpq74uEO3r63Sq4deS3HUAAAAAM43kntgmEnLnilv5uRkORaqV0vVxkHHu+b6CXK57clyyx5D960P67rtQRU0xhR8c6OqgjUpjRkAAADA+UVyDwwzhmEoe/Qtstm9kiSbwy9Peumg4/nSXLp6Ufe7/LGYqVrvlcny1Xva9crOFzgaDwAAALiIkdwDw5Dd6Vf26FXyZV2momlf7fEkfzAun1Os7Ly0ZLnWV6p2Z4YkyRUzlff2Lo7GAwAAAC5iJPfAMOULTFfuuLtld/hSjmWz2ZKb62Xnpem2+2bKn929sd70oyFt3PwcR+MBAAAAFymSewCSpOIxWVr5mRn6zBfmqKQ0W8WfeyB5zZA04/1ybap4f+gGCAAAAKBPJPfAJSYe61A81jmotmMn5Mhm6/paSLvscrlnXJ68VlwX1fQKntwDAAAAFyOSe+AS0tFyQNX7/6/qj62zJF7RfffLtHd/TbSvflmJcNiS2AAAAACsQ3IPXCKaq95U/dFnlIi1q61hl4KN+1KO6SoolO+65Wp3ZkqSYo2Nalr/aspxAQAAAFiL5B64RHgyJvQonyxbo3i0fdDx4vGEdm4p1/rqQu0rXiJThiSp8bV1ijY2pDRWAAAAANYiuQcuER7/WKXnXZMsJ2Idaix/ZdDn03+w8ajef/OIotGEWp0BVWV07aZvRiKq//1zCsVClowbAAAAQOpI7oFLSGbx9XJ4cpPlzpYDam/cNahYM68eJYej+yviSN7VitrcksulXfY6/fvWH3M0HgAAAHCRILkHLiE2m1M5Y27X6X/aTZWvKRZpGXCs9EyPrpw/JlmOGk4dmrJUv74loJdL21TbWadNlZutGDYAAACAFJHcA5cYd1qJAiWLk2UzHlbjiTWDWp4/a95oZWR5kuXqaIFk5iTL68o2KJjCe/0AAAAArEFyD1yCsouvldtXlCyH2o4qWP/hgOM4HHYtvHFij7pJ1XOlT34n6Ih1al3ZhpTGCgAAACB1JPfAJciwOZQ/4U7JsCfrmqs2KBpuHHCs0om5GjshO1kO1UujWiYny+9UfqDq9trUBgwAAAAgJST3wCXK7StQVtGSZNlMRNV4/CWZZmLAsRbeOEk2u5Es552YJFvMocL6qO7c0KB1254b9K78AAAAAFJHcg9cwtLz58uVNipZjkVbFY+0DjhOZsCr2fNO21wvZGrh9om69/UmjToZVdFbu7W34WNLxgwAAABg4EjugUuYYdiUM/YOGTan0nKuVNHUr8rhzhpUrNnzx8if4U6Wm81SBV1dsSaWh/Xupmc4Gg8AAAAYIiT3wCXO6c5W0bS/UM6YW2Szu8/doK84TrsWLO3eXM80bDqRdXmyPOP9Cm0qfy+lsQIAAAAYHJJ7YARwuDIsiTN+Sq5GlQbkcNo077pxmjUmkryW1xzTkQ2rORoPAAAAGAKOoR4AgKFjmqYMwzj3jZ8wDEPXLZ8sm82QP8Oj6JT7dGTndtmiMUnSVR81af3ctbp75j3na8gAAAAAesGTe2AEMk1T7Y17dPLQr5VIRAfUNiPLK3+GR5LkzM5W9opVyWu+sKkZOxosHSsAAACAcyO5B0aYeKxDDcd+r4bjLyjcXq6Wqo0pxctdtlJmZnp3xXvbFKmpSXGUAAAAAAaC5B4YacyEQsFjyWJb3QcKtR3r8/ZzsbndKrzn86rzjZYpSfG46p79baqjBAAAADAAJPfACGN3+pU9elWPuoYTLysRDw8qXm1Vqzbsd2pX8Q2qSxsjSWrftVPte3anPFYAAAAA/UNyD4xAvqxp8gVmJMvxSLOaKzcMOE57W1irn/xIdTVtkqRDuXMVN+ySpLpnfqtYZHA/GAAAAAAYGJJ7YITKHrVcdmf3u/LBhu3qbDk0oBhp6W5ddmVxshxy+nUsMFOS1OK36/9791GOxgMAAAAuAJJ7YISyObzKHnNrj7rGE2sUj3UOKM7Vi0rl9TmT5eOBGdq4dIp+cXVYVWrVurINqm0/qY3l7+rVsj9oY/m7qm0/aclnAAAAANDFME3THOpBjFR1dW3Jf7tcXUuZI5H4UA0Hl5CBzKfGE2sVbPgwWfYFLldu6V0D6u/jXdXauO5AshzKbtLhiZuT5azWmMZWR+SKmoo4DR0vcil/7FStKF2qyYGJA+oLFxbfTbAS8wlWYS7BSswnWOnT8ykvL/1st1vKccF6AnBRyiq5UZ1tRxSPNEuSOpr2qCNzqnyB6f2OMWVGofbtrFZtZaskydMYUHpTvjLDFZq7t12ja6NntCkv2KoXLt+v65Z8XvOLrrLmwwAAAAAjFMvygRHOZncrZ+ztPeoay9cqHg32O4ZhGFp806QedWOOTNVtb7X1mthL0ujaqO54s0nb1/5GB5sOD3zgAAAAAJJI7gHI4x+r9LxrkuVEvFMtNe8MKEZeYbqmz+7eXM9I+FWRedlZ29hM6YY/tmrLuy8ObMAAAAAAeiC5ByBJyipeKocnV5KUnjdPWSU3DjjGvGvHyeWxJ8vHAjPV6Ug7axubKRV+cIhN9gAAAIAU8M49AEmSYXMod+ydSsTD8qSXDiqGx+tU7vh2Ve3zSJISNocO5V6tCQ3b1egrUczmlCMRVXZHpdKircl2o2sjOnhwqwpmr7LiowAAAAAjDsk9gCSXryjlGLmdh9UWKlTbJ6sA6tLGqs5fesZ9gY4qlTbtUnZnjQxJ9sPHpNkpdw8AAACMSCzLB2Apd8zUlLoPugqmKRlGr/c1+Yq1o/hmVaV3HYXninAqJwAAADBYJPcAzso0TQXrtysaaujX/fmBEsVtDslM9JnYJ2MbNn2cv0CN3kLlZ5dYMVwAAABgRCK5B9CnWKRVdUeeVmP5K2o48ZJMM3HONoVXztexwEzJ6N/Xi2nYdCwwU4Wz56c6XAAAAGDEIrkH0KfG8rUKtR2RJEXaK9R2cvM527Q7M9TkKz7nfadr8hap3ZkxqDECAAAAILkHcBaBUctk2JzJcnP1W4p01p61TXlZ08A7MgztfX+HttRsH3hbAAAAACT3APrmdGcrq/i08+7NuBqOvyQzEe+zTTQcG1Rf25oP63/3/U6rD69Toh/L/wEAAAB0I7kHcFb+3KvkSR+fLEc7a9RSu6nP+53uwZ2w2WBvkyRtOPGWfr7rfxWKhQYVBwAAABiJSO4BnJVhGMoec6sMuztZ11rzrsLtlb3eP3pc9iB6MRXMrE+W9jTs1398+DPVdzYOIhYAAAAw8pDcAzgnhytTgZLlp9WYajj+khKJ6Bn3BnJ8KhmbNaD4GVle3XflLXLYup/6m8dO6Bdv/ECHmo4OdtgAAADAiEFyD6Bf0rJnyps5JVmOhevVUvVmr/fOWTD2XEfc99DaHFLbVq++PuNLSnf5lRGM69ZNLbp1bbVeXvtjvV+1JdXhAwAAAJc0knsA/WIYhrJH3yKbw5esa6v7o0Jtx864t2RsQEtWTBlQgn9o30ntfKVRXyv9gu5+p13esCl3zNQtbzVp34u/0fMHX1L8LBv5AQAAACMZyT2AfrM705Q9elWPuoYTLysRD59x79SZRbr1vll9LtEvGZuly+cU9/gB4GR1m/7w4gk5c6Ym6wxJ134UlOP5V/X4R79UZ6zTks8CAAAAXEoGt601gBHLlzVNvsAMdTTtlmQoLXumDKP3r5KSsQGVjA2oqaFDFWWNikTicrnsGjUuW4GcrhUA4ybl6fXVexUOdR2h19EeVduVK5Rf4Ffbe+8mY00/GlLWc1v1eHubvrH4m7IZ/DYJAAAAnEJyD2DAskctVyIWVGbRUrnTSs55fyDHl0zmP21UaUB3PXClXv39HjU3dKhkbJYW3DhJhjFZnpLROvnc72SYpiSpuD6qwpePKzquQu7RYyz9TAAAAMBwZpjmJ/9rxgVXV9eW/LfLZZckRSK8U4zUDcf5FA7F9MFbRzTvuvHyeJ3J+vbdu1T5859Koe6l/4bbraI//7L8s+cMxVBHlOE4l3DxYj7BKswlWIn5BCt9ej7l5aVfsL5J7ocQyT3Ol0ttPoUqK3X0pz+T42Rlj/qcO+9W9spbZAxk5z4MyKU2lzC0mE+wCnMJVmI+wUpDmdzz0ioAy5imqWiowfK4+8vj+iB/hdonz+1R3/Di71X9uyf11P7n1B7tsLxfAAAAYLgguQdgiVi4SScP/69qD/6P4tGgZXGPHarXB28dVTgU0xZdpoarbkteM1wuvZ5Tr/ert+rRbT9WTftJy/oFAAAAhhOSewApC7eXq/rjxxUOnlAi3qnG8ldkxRs/pmlq59aKZDmRMLWjOVsnFjyghN2h4yvnaKujWpJU19mgH3z4E+1rOJByvwAAAMBwQ3IPIGUub5Ecru7z7DtbDqq9cWfKcQ3D0MrPzNDEaXk96g+dtOnjBV/RuHkrFXCf1m8spJ/t/B9tLH/Xkh8XAAAAgOGC5B5AygybQzljb5fUvbFdU8V6xSItKcd2Ou268bbpmnvtuB711dXt+uD3lfrK+D/XuIyxyfrM1qiOr/6tnt7/vGKJWMr9AwAAAMMByT0AS7h8xcooXJwsm4mwGo6/bMkTdMMwNGfBWC278zI5nN1fW63NIa3/7QHdmfEZzSucI1ckoVs3tWjBznZlPfeGfrb1cQUj7Sn3DwAAAFzsOApvCHEUHs6XoZpPphlXzYH/UbSzOlkXGLVcnvTxCrUeUSIRls3mlidjgpye3EH10XAyqFef36221nCP+nnXlsr29i/kO1KVrDsZcOjdm8bqgQVfUrG/cHAfaoTjuwlWYj7BKswlWIn5BCtxzv0IRXKP82Uo51Ok86RqDjwhmaf6NiSd+TXj9pcqs3CxPOnjzrh2Lp0dEa1/Ya+qK3ou+y/Nk0q3PCl7vHs5frvHpteX5Grlkj/TjNzpA+5rpOO7CVZiPsEqzCVYifkEK3HOPYBLhsubr6yi60+r6f33w3DwmE4eflLBhh0D7sPrc+nWz87StFlFPeoT6dka/a1vS2lpybq0UEK3vn5Sb7/0czV0Ng24LwAAAGA4ILkHYDmnt79L4E01nlijUFvZgPuw2226bvlkLbpxogxDysrx6cbbpss/ZarG/f135SjuTvwdCenmzS1KrN0gM5EYcF8AAADAxY5l+UOIZfk4X4Z6PtUe+o3CwWP9vt/tH6eCSX866P4qjjXKn+FRVrYvWZcIdarqF4+rY1fPI/nSZl2hoi99RTaPd9D9jSRDPZdwaWE+wSrMJViJ+QQrsSwfwCUjGqofUGIvSeFgmaKh+kH3Oao0u0diL0k2j1clX/uGotfd3uPFgPadO3Tike8rWldnyU7+AAAAwMWA5B6ApUKtRwbXru2oxSORjh5s0KbKgA7O+4LiTk+yPlJZofL/+Hf9/KP/0c66PZb3CwAAAFxoJPcALJVIhM99U2/t4oNr15f62ja9uXa/JKmiwdSOGfcrnPXJXgCGof2Lx2l38wH9Yvdv9NqxN3mKDwAAgGGN5B6ApWw29+Da2QfXri8tTZ1KJLoT9ubWmLaWrFJwzExFli3WOu+x5LU1R1/Tr/f9VpF41NIxAAAAABfKsEzuY7GYfv3rX2vlypWaOXOmbrjhBv30pz9VNNq//5g3Nzfr4Ycf1tKlSzVr1izdddddWrduXa/3Hjt2TN/+9re1cOFCXX755bruuuv0T//0T2psbLTyIwGXDE/GhMG1Sx9cu75MmJqv2z97hbxpzmRdOBzXVs8cmeNv1uKS+T3u31a7Q//50eNqCbdaOg4AAADgQrB/97vf/e5QD2Kgvvvd7+rxxx/X+PHjtXz5crW1tWn16tU6cuSIVqxYcda2HR0devDBB/Xmm29q0aJFWrBggfbt26dnn31WgUBAM2fOTN57+PBh3XPPPdq7d6/mz5+va6+9VpFIROvXr9f69et16623yusd/I7bHR2R5L/t9q7fWeJxlgYjdUM5n+wOn0LB44pHmgfQypA3Y7ycnhxLx+LP8GjitHxVnWhWR3vX35tpSieONGqib6KmTx6t/U2HZMqUO5zQwj+Ua010t8YUTFKmO8PSsQxXfDfBSswnWIW5BCsxn2ClT8+ntDRrV6eete/hltxv375d3/ve97Rs2TI98cQTWrhwoe666y5VVFRo7dq1uvzyyzVu3Lg+2//yl7/Uyy+/rH/8x3/Ud77znWT7jRs36rXXXtNnPvMZ+Xxdu25/5zvf0eHDh/WjH/1IDz30kBYtWqQ777xTdrtdGzZsUCQS0bXXXjvoz0Jyj/NlqOeTw5Wh9sbdA2rT0bRHppmQ2z9WhmFYNhaX26HJlxWopalTTfUdyfqT1W1ytWboxjlXa3/jfq14q15ja6Iad6RVL4V3yltQpKK0AsvGMVwN9VzCpYX5BKswl2Al5hOsNJTJ/bBblv/UU09Jkr72ta8lEwDDMPStb31LhmHoueeeO2v7p59+Wrm5ubrvvvuSdX6/X1/96lfV2dmpNWvWSJKCwaA2b96syy67TDfffHOPGF/+8pfldru1adMmKz8acMnwpI9T9phbJQ0sSW+tfUd1R55WPNZx7psHwOmy66bbp+vqRaU96iuPN2v3mmY9WDFVo2u7XuvxREzd+maDtr7wC60t26CEmbB0LAAAAMD5MOyS+23btikQCGjy5Mk96gsKClRaWqqtW7f22fbEiROqra3VnDlzZLfbe1ybN2+eJCXbm6ap73znO/rCF75wRhy73S673a6ODmsTEOBS4s+5QvkT75fb3/tKGrd/nPImfE7+3Dk96kNtR1Vz4AmFO6osHY9hGLpqUaluvuMyOZzdX30tTZ3aXDtK7aUzknU2U7p+W1Cdz76gX+16UpF4pLeQAAAAwEXDMdQDGIhIJKKamhrNmjWr1+slJSUqKytTY2OjsrOzz7h+4sQJSdKYMWPOuJaXlye3261jx45JktLT03tN7CXpvffeU0dHR5/jANDFkz5OnvRxiobqFWo7qkQ8LJvdLU/6eDk9uZIkb8ZEuXwlaipfJ9OMSZLikRbVHvyVsketkD/3SkvHNGFqnjIDHr36+z0KtnYdv5ee5dW0r/wfNT79awW3/DF578xDnSpvfUc70yfq6vELLB0HAAAAYKVhldw3N3dt0JWent7r9VP1bW1tvSb3p9pnZPS+UZbf71dbW9tZx9DZ2al/+7d/kyTdc889/Rt4H1yu7tUDDof9LHcCA3OxzSeXq0BpGX2/v55dNEdpGcWqPvSMYuGmrkozrsbyVxQNVSqvdJVsNmef7QeqeHSWPvuluXrl2V1qbujQbffNUkbAq/S/+AvVjx2j2tNe7xldG5Xrv1cr8c3x8pSUWDaG4eJim0sY3phPsApzCVZiPsFKQzmfhtWy/Fis66mey+Xq9fqp+nA4POj2fbWVulYOfOMb39ChQ4e0dOlSrVy5st9jB3B27rQijb78K/JlTepR31b3keqPvWp5f740l+760yt194NXKjPQdeqFYRjKu/U2jfnGNyRX948JkZMndfTh76lt507LxwEAAABYYVg9ufd4PJLU53n2kUjXe7F9HU/ndrt73Ndb+1M75X9aR0eHvv71r+vdd9/VjBkz9Oijjw5o7L33F+9XHTBYw28+uZRTep+cNZvUUvO2JMnm8Mmfv/i8fZb0TO8ZsT0zZsu8/1vqWPOc0uqOSpISnZ06/sP/UN5n7pP/hqWy2+yyGcPq99GUDL+5hIsZ8wlWYS7BSswnWGko5tOwSu79fr9sNpuCwWCv108tqe9r2X5mZqYk9dk+GAwqJ+fMc7YbGxv15S9/Wbt379YVV1yhJ554Qn6/fzAfAcA5GIahzKLr5EorUcPx1cotvVsO14U9c/5kdavefr9OyrlOMzMLlH14c9cF01Tdc7/THzzlashy6sHp98njuHDHmwAAAAB9GVaPnVwul4qLi1VRUdHr9YqKCgUCAWVlZfV6vbS0NHnfp508eVLhcFjjxvXc2buyslKf/exntXv3bi1atEi/+tWv+nxnH4B1vBkTVTz9IXnSe99t3zxPR9S1t4X12u/3KB5LKB4z9ZGmqGLW7Tp18m3TzVdrY+ygdtXv1Q+3/0wNnU3nZRwAAADAQAyr5F6S5syZo7q6OpWVlfWor62t1fHjx3XFFVf02ba4uFjFxcX68MMPlUj0TAy2bNkiSZo9e3ayrrGxUV/84hd17NgxrVy5Uo8//nify/YBWM9m731/jFDwuKr3/19FOqodoqtNAAAgAElEQVQt79PhtCk7L61H3YH2gA7M+VM5FyzSb3O7fxysDFbr37f9SEeaj1k+DgAAAGAghl1yf8cdd0iSHnvssWSCbpqmfvjDH8o0Td17771nbX/bbbeppqZGTz75ZLIuGAzq8ccfl8fj+f/Zu+8gOe/zwPPf9+2cw/T05DyYQSABBgSKIsWcJFEWRWltryTLtiy77nbtXdu1dXW35S1V3daGq1vveoPP1tlrr63bda1lUVaiKIrBJE2AJJhAgAAGYXLq6ZnOuft9748e9GDQPZiAngDM86liAfPGXw8fvP0+7/v7PT9+7ud+rrL8X/yLf8HIyAiPP/44/+7f/TtMpvpV6xZCbEypkCA8/DcUc/PMDv0Zyfn6FrmzWE18+ku3c/BI+7LlkzEDb+uH+Eb/r+AyLQ3LSRZS/Md3/4jj0yfr2g4hhBBCCCHWQ9F1XV99s53lt3/7t/nxj3/MwYMHOXbsGO+//z4nT57kiSee4A/+4A9QFAWA//Sf/hMAv/mbv1nZN5lM8uyzz1aS9o6ODn76058yPj7O7/3e7/GVr3wFgDNnzvCFL3wBRVH42te+VnOMvcVi4dd//dc3/Dnm5pam3bsyLZ4U8hD1cCvHU3jku6Qjp5ctcwbuxtf2BIpa3zIiZz+c5rUXhtC0pcuk1WbiE5/p5LsL32EyOY1a0nnmlSijLWY8Tz7J5/s/c0sV2ruVY0lsPYknUS8SS6KeJJ5EPV0bT42NtevBbYabMrkvFAp861vf4rnnnmN2dpbW1lY+97nP8Y1vfGPZNHeDg4MAnD9/ftn+4XCY3//93+eVV14hk8nQ29vL17/+dT7zmc9UtvnzP/9z/vW//tfXbYfL5eLkyY2/rZPkXmyWWzmeSsU08yPPkU1cWrbcbG8l0PMljGZPXc83PRHjhe+eJpNemqVDVRXuebSHt4yv0PjD4xy4nAXgXLeFqaeO8LVDX8FmtNa1HdvlVo4lsfUknkS9SCyJepJ4EvUkyf0uJcm92Cy3ejzpukZs5u+Iz7y+bLlqtBPo+gJWd29dz5eIZXn+bz5iPpRatnywx0rri3+MytJldLrByNtP9vMr93yDgK169o2bza0eS2JrSTyJepFYEvUk8STqaTuT+1un76gQYtdQFBVvy0M09v4CimHpDblWTBO69P8Rm3mDej63dHmsPPOVu+gdDCxbfn44y+Qnv4quKpVlLfNFHn5uiD994f9mKHLp2kMJIYQQQgixKSS5F0LctGyeAZoHfw2TremqpTqx6ZcJD/9PtFK2bucymQ08/vkDHP5k19L5HSaOPXsv7f/kd8G29JDBldb47PPTjL7+Qt3OL4QQQgghxPVIci+EuKmZLH6aBn4Vh//gsuWZ2Hlmzv8JhWy4budSFIUj9/fw+Of3Y7EaefILt+F0W3EcuI3uf/5NDMHGpXaVoOv7bzP//e+hXzP1phBCCCGEEPUmY+63kYy5F5tlN8aTrusk598lMvET0MvJtMHkpnnwGxhMjlX2Xr98rojZsrw6fymVYvKP/wvZjz9ettx5+AjNv/JrqBZL3dux2XZjLInNI/Ek6kViSdSTxJOoJxlzL4QQN0hRFFyBwzTt+WUMJjcoKoGeL25KYg9UJfYABocD0xe/waU7voR21eU1efIdxv/tvyI/P080F9uU9gghhBBCiN1NknshxC3F4minefAbBHq+hMXRvqXnTsSyvPC9jxlJOvjozl8iZ156sJAbG+Wd177Dv3zr9zm3cGFL2yWEEEIIIW590i1/G+3kbvmJdJ7nXh9mOpxafWOx4yiL1dt1Tf55X6vZMYemK4TSgdU3Xg9dxzGbwlC4any9onHH1Is0pKYZ6uzl+fuSi9sq+OJ34UrvqW8bNoHEkqgniSdRLxJLop4knm5uLQEHX/hUL06babubAmxvt/zqfqVCAM+9Psyr709udzOEqCuvLcvn93yAxVDkZxe6eXOkDVBW3W+t3EAfCsYrx9RV3mt+HFd8iBMHIktnUnQinneZy4YojO0DXUWxJlE9YRRDCb1kQIsF0LPOurVNCCGEEOJWdH48CsAvPTG4zS3ZfpLcCyF2BaNa4h8cOovNVATg8cER2j0Jvnd6D/lSfS6FceAsOnsA62IqryoKKc8g/gsl5npOYWycrmxvCYxhtixQUM00MEfXdB5zQSdvUhjtNjOvBylO9aElGurSPiGEEEIIceuS5F7U9Mz9PSjAlHTLvylJ97JqBqVIHg+wFNP7m+dp8+V4Y/xu4vn6dZnKazrGcBpjbmmYTRsGgjNHmDWNEvV+CLrOI28laJ2bJ2VTaQ0Xq44z3pTg7QOzpFs+iTPTW7f2rYfEkqgniSdRLxJLop4knm5urQEHz3xqe+6TdhoZc7+NdvKYe3Fzk3iqTdd1knNvE5l8EVgaG6+oJvydn8PhO1C3c2maxvGXL3Pq5MSy5Q2NDroeMnP2+T/h3vcTK+x91XEUeOmYm8ee/S0GfP11a99aSSyJepJ4EvUisSTqSeJJ1JNMhSeEEFtAURRcwWM07fklDMal8ey6VmB+5G+ITLyArtfni11VVT75aD8PPjWIqi6N65+fS/HxDxL0X1zbFH2qDo+8FeftN56rS7uEEEIIIcStSZJ7IcSuY3F20rz317E4O5ctT8y9RejCX1IqJOt2rn2HWvjcLx7Cal+q4JrNFDkX+CTaVZfglMnNuGcfw76DjHv2kTK5K+tUHZpPXGA2Fapbu4QQQgghxK1FuuVvI+mWLzaLxNPa6HqJ6ORLJOZOLFtuMDpp6Pki1muS/xuRiGV5/jsfMT+XQlF1Do/+EHdungVbMyO+g0TsrVX7+NJTdEdO4c/MoAOhf/Ql7r/zM3Vr01pILIl6kngS9SKxJOpJ4knUk3TLF0KIbaAoBnztjxPo/iKKuvRmvVRMsjD+Q3Rdu87e6+PyWHnmq3fSMxCgIzCBOzfPlKufD1ofr5nYA0TsrXzQ+jhTrn4UQL0wXLf2CCGEEEKIW4sk90KIXc/u20/z4K9htAQAUBQjge5nUZT6XiJNZiNPPHOAJkuUBVsz54L3oq9yDl1RORe8t/yGP3SRV8f/nlwpX9d2CSGEEEKIm58k90IIAZisjTQPfh2bdx/+zqcx25o25TyKohD0tTHiO7hqYn+FrqiM+A6SMhT56wt/y++9+a/40fCLJAsyVaUQQgghhCiTMffbSMbci80i8bRxuq6jKErNdaVCEoPJWXPdeoTOjfA33xtZb8OY6X2ZcGOusshRMnC06xM83Hk/fqvvhttVi8SSqCeJJ1EvEkuiniSeRD1t55h745adSQghbgIrJfaF7Bwz5/8UV+AwntaHb6jL/kxyA5deRcFEJ3Ch/LOu8/mfhEjZfsCf7H+FpkNHeazrIVqdzRtulxBCCCGEuHlJci+EEKvQSjnmLv81upYnHnqTXHqKQPezGExrm6v+WoVccUP7PdryEJmefbw09hqey7MEYiUCsRJdMxFC77/EX+87juXOO3i05yH6vT0bOocQQgghtlchGyYbv4Sm5VBVC1Z3HyZrYLubJW4CktwLIcQq0tFzFHPhys+55Agz579FoOdLWBzt6z6eybKxS++Zd6e509TJ/37H7zDyyv8JxCrrgpEiT70ZJ/bhG7y07z3OPfQUnx3c2mnzhBBCCLFx2cQwsZnXySVHlq+YBIuzG0/z/Vhd8vBerEzG3G8jGXMvNovEU/2lFk6zMP4DdK2wtFBR8bU9gTNweMXu/LVE5tP81f/79obbYjSqfOqYH+fpV0m+dxKl1lXcYafhkcfxPvQIBtfGx3pJLIl6kngS9SKxJOppJ8RTcv4DFsZ+AFwvNVPwdz6Ns+GOrWqW2IDtHHNv+OY3v/nNLTubWCadXprOymAoj98tleRZi7hxEk/1Z7YFsXkGySYuo5Uyi0t1svGLFHNRrO4+FMWwpmPZ7Camx6MkYtkNt+e+zx2i4ZP34j52D3qpSG5yHLSr/n8XCmTOnyP6ykuUYjHMLS3kTAoaOkZ1be0EiSVRXxJPol4klkQ9bXc8ZRPDhIe/w/UT+7JMbAiLsxOjZXMK6Yobd208ORyWrTu3JPfbR5J7sVkknjaHweTA4T9IIRummJuvLC9kZ8nELmB192Iw2tZ0LKfbwtCZ2TVtqyiw92Az6VSeQr7Env1NDN5eLpxncDpxHroDz/0PksFCbnoCtXBV74JSiezwZWKvvsKJbp2/uPA35Et5Wh3NmA3m1T+zxJKoI4knUS8SS6Ketjue5sd+QCkfXfP2xXwCZ8OhTWyRuBGS3O9SktyLzSLxtHkU1YjdewBVNZFNjFSWa8UUqYUPMVkb11T0xu214XRbGL04f93tFAUefGqQI/f1cPvdbXgb7PQOBrA7lifmqtXKm2eLnFX7MQ4cwJoJY0gvDf2x3XEHf+W+RLaU5UL0Mq9NvEkin6TZ3oTdtPIDCYklUU8ST6JeJJZEPW1nPBWyYaJTL65rn1I+it13AIPRvkmtEjdCkvtdSpJ7sVkknjaXoihYnJ1YnB1k4heXxuHrJdKRM6hGBxZH66rHCTS5aOnwkEzkanbRb+vy8uBTg/QONgKgqgoNQWdVYg8Qi6R5/cWLlEo64ZTKmK2P0uCdWMhjjs8x9tRdfFQYr2xf0jVG4uOc+/BVLmvzNDoCuM3VY8IklkQ9STyJepFYEvW0nfG0MPajZUV718pkbcDiaNuEFokbtZ3JvVTLF0KIDbK6emke/Abh4e+QT08CoBgsWN29az5GW5ePti4fkfk0E8ML5PMlzGYD7T1+fA1rfyJ/5v2pZT/rOozO6YxajxI4+kluc/fwbFszL0+8TiRX7vrnTJV49qcLJP7+Z/xw75tw+BCP9D8q0+gJIYQQdVIqJMmlJsinJnC3PICqmpatVw0bS/y0Uq5qWTp2HoPBjtnegqJKmrcbSbX8bSTV8sVmkXjaWrpWJDL5U5LhkwR6fx67Z3DL21DIFzn/0Syn3p0gtpCpuY3DZebAna1kW8O8Ovsafa9f4K5zS9umLQofDtiJHR7gwYFHuS2wD6ulfBMisSTqQa5Nol4klkQ91SuedK1EPjNDPj1JLjVBLjWxbCx9cM/XsDq7lu0Tm32T2NTP1n0uX/uTuBqPLp1b15k6/e8pFZOgqJhtzVgcHZgd7VgcbRhMnnXN7CM2bjur5Utyv40kuRebReJpe+TTM5jtzdvaBl3XGbu8wKl3JpgYidTcxmhU2bO/Ec/P/iuO+FzV+oIBTvfZ6Hv657n30COAxJKoD7k2iXqRWBL1tNF4KhYS5BeT+Hxqgnx6Gl0vrri9t/VR3E33LltWyIaZPvuH625zy75/hMnasNSWfJSpM/9xxe0NRudiot+O2dGO2d5S1YtA1Ick97uUJPdis0g87Sz59DTJ8Ht42x/f0i/S+bkkH52cZOjMLKWiVrX+00/34xh6i4WXX4RMjWn5VBXPsWMEPv0ZDC3tW9BicauTa5OoF4klUU8biafo1EvEZ/9+XedxBo7g73iqavnshb8glxxZ83Eszh6a9nx12bJ05GPCI99Ze2MUFauzh2D/l9e+j1gTSe53KUnuxWaReNo5SsU0M+f/hFI+isnWTGPPl7Z8btpMOs/HH0xz+r1J0slyIU9/o4N/8KuHURQFLZsh9vprhF/4MXo0VvMY9gO34X/y08y3efBaPbjMzq38COIWIdcmUS8SS6Kero0nXdcpFeLkUhMUMrN4Wh6q6tKeWjjF/Oj3VjymYrBisbdV3pRb7G2oRmvNbbOJYUIXv81a5rkHhWD/V7C6ltfH0XWdYj5S6Ulwpe3XO6bVvYdg3y/WbA+KitneKm/3N0CS+11KknuxWSSedgZd15m7/D/Ixi9WlqkGKw1dz2Dz7Nny9pRKGpfOzXHqnQkO3NnKvkMty9brxSJvf/dNIucu0jp5EmspvWy9KRjkf3yumVB2nntbj/BIx6dosPm38iOIm5xcm0S9SCyJejIaNXKpKVLRsXIX+/QkpcLSfXrr/t/CaPEu26eQW2D64/9c+dlkDVa6vVscbRgtgXWNcU/Of8DC2A+4foKv4O98GmfDHWs6plbKk09PLX6mcsKvFZe+2z0tD+Fpvr9qv5nzf0I+PQWomG1NV32udgxmr4zdX4Uk97uUJPdis0g87RyZ+EXmR55DKy0vcudpfgB386cqX5CFbJhs/BKalkNVLVjdfZisgU1p05XL/rVfzsViib/8wxNk0wUUBVoI0zp2As/iFD2lZ57gP9ver2yvKip3Bw/xWNeDtDmXPygQoha5Nol6kVgSG6XrOqV8lFxqklx6cax8Zgb06uFrVzR0fwGH77aq4yRCb2K2t2C2t2246v3VsolhYjNvkEsOV62zOHvwNN9X9cZ+PZY+eznRd/gPVk2np2tFxk/9mxV/H+XpftsxX+mVYG9FNVRP0bubSXK/S0lyLzaLxNPOUsxFmRv+awqZ6WXLre5+nA13kZh7u+ZYO4uzG0/z/Tf0Rb4e505N88qPz1ct9xnSdEROM/TFZk5GTy9bp2o6h85n0O++nQcHH6Pf2yNP9MWK5Nok6kViSWxUeOS7pCOnV9+wQll8w33fprXpWoVsmGziMloph2qwYHX1btoD/2vlUuPMDv3ZOvZQMNtbaBr4VRRF3bR23Uwkud+lJLkXm0XiaefRtSILE8+Tmn9/9Y2XWV8XvBtx6VyIt14bvu5Uet4BhdO2t5nMTwIwOJLlyTfj5Qr7/TbCh/u577YnuT2wD1W+5MU15Nok6kViSdRy9bjzUiGBu+mTVdvEZl4nNv3KisdQjfbFN9Ltu/LNdM2eDekZYOWeDSZrEy37fqNqeS41ga4Vd93vUJL7XUqSe7FZJJ52rmT4PRYmngd9Pf9vahfP2QxrnUov0G9hxPcRR39wgsbo0rQ/mgJDXRZG72zn8F1PcaTpDoyqcdPbLW4Ocm0S9SKxdHOq9xA0rZSrjCm/MlZ+aUy5Svuh/62qIFy5eN1fVrYx25qwuTuwOjswWFplTHkNmlYgn55eVqxPKyYr650Nd+Hv/GzVfnPDf00mehZQMNmaKuP2zfY2jBb/Df+et3JI43pIcr9LSXIvNovE086WT08xM/Rn60rwa017s9nm55J8/P4UZ0/N1JxKD+C22Ama5s7VXDfaYmb/F36Z1js+ITdKApBrk6gfiaWbS3ks+es3NARN13WKufnFOeUny9XgsyGuV4Cuac8vY3F2LlumlfIkw+8szvVergYv8bQ+5dkEYpX/F1ZXb81CwZOn//2ywoRXU432yrj9Kwn/Wt/u1yOeNpMk97uUJPdis0g87WyFbJjps3+47v1a9v2vW/5E2mw2kE7l+fCdiWVT6QGYzAa+8htHyH/4LqEffx9tZrbmMSzdPfiffArnXYdRVOmqv5vJtUnUi8TSzaNeVeBnh/6cXGps7SdWVPwdT+NsOLTqphJP9VfMx5k68x/WsYeCyRYk2PcVDCbHilttxqwC9badyb3hm9/85je37GximXR66SbZYCjf8JZK8qxF3DiJp50tvfAR2cSlde9nsjZUVbXdbAaDislsoKnVze13t+FtsJOMZ0kn8xy4o5XevU1YOjrxPfQo1p5esvNzxJM6mqJi1AoAlKJRkiffIXHiOKrFzCnLAhaDBbvJtqWfRWw/uTaJepFYujlkE8OEh7/DWuZvz8SG0LQ8xVwEi6O1an0+NUn+msK0VzOY3FjdvTgb7sTT/AD+9qdqHqfmvhJPdaeoZpwNd2J2tGM0uQEoFdNcNxZ0DU/LA1W9/QqZOQrZWfLZOeZHvnv9YyzKxIawODsxWnw38Ck25tp4cjhufCaFtZKBkEIIscU0Lbeh/RJzJ0HXsbh6MFkbt7yru8GgMnCgiT37g8xMxnG6lr6sFEXBefAQzoOHeP9PjhMKZ2lMjNAZPVOZSq8wFyJ24SzfLo6io3NX8CCPdT5Iu2ttN19CCCFuLrGZ11lLIlamkwgdx2B04gzcXfUdZ3a0w/y75R8UA2Z7C5YrRe8c7RjN7rq2XdwYRVEwmj0YzR4cvgNAubhwPjO9bGhFqRCv7GN2tNW8t0nOv0di7q11tkAnNvPGtnbP3w6S3AshxBZT1Y09wS3mwkQmXygfw+jA6uzG6urG4urBaPZtWbKvKAot7Z6a6+ZmEsyGc4BCyNVDyNWDJztHR/QMjakxTu33UEqXu6mdnP2Ak7MfsN8/yONdD9Lv7ZWx+UIIcYsoZMM1x0SvplRMUirEMZqXf89YXT14257A4mjDbGtGkWKtNx1FNWJxdGBxdFSWFfPxSqE+k62p5n651MSGzpdLDlPIhndEkb2tIv8qhBBii1ndfTB5Y8fQiinS0TOko2eAxe6Irm4szh5s7v7rjlfbTBfOVI+7j1kbiTU/iE0tEJtYwOA2UTIWKuunh89w9odv8/LhPo7d/WkOBvavOI3ebCrExwtDZIs5rEYL+/0DNDmCm/Z5hBBCbEw2vv7hZ2Uqxex8VXJvNLtxB4/deMPEjmI0uzGa92P37a+5vvy2f2bDx88mLu+q5F4K6m0jKagnNovE0843e+Ev1vVGQzXaQdfRSrXnoL9aY98/xObuv4HWLVlvLOm6ztilBU6dXHkqPdUAhZYIl3ynyNtSPHoizoHLWQBGWsxcvrOVg8c+zdGWuyrT6J1fuMhPRl8mNHqOruk85oJO3qQw2mIm2LWXp7ofZsBXn88sNo9cm0S9SCztfLGZ14hNv7ru/TzND+BpeaD+DbqOnRZPkfk048MLFHJFTBYjHT1+fA327W7Wtinm40QnX6y80FgPT8tDeJrv34RWrWw7C+rJm3shhNgGnub7CV0cZW1jERUC3c9icXZTyMySTQ6TTYyQS46ia/lrtlWxODqrjpDPhEjNv4/F1Y3V0YVqtNbjY1S3VFHo6m+gq7+B+bkkH52cZOj0zLIiRVoJDBM+BiYeQPWlaJt6CSgn993TebqnR5g98S3+9GCAvvuewGqy8/ev/RWHTyfpmC1UnXO86R2+e9tZHnjwy3yi5fCmfC4hhBDrs9EhaKpx9xZbnRiJ8N7xUSZHo1Xr2rq83H1vF21dW18gbrsZzW4sjvYNJfeqYeuK2e0E8uZ+G8mbe7FZJJ5uDjc6nYuua+TTU4uJ/jC55DhmewtNA79StW189k2iUz+rHNNsb8FyZcy+o3PFuWXrEUuZdJ6PP5iumkrvinv0d3Fc+qjmvnGXkckGI4OjWVQdUiY3C/Y2iqoJo1bAn57EUYijKfDSMTePPftb8gZ/B5Nrk6gXiaWdRdeKpGPnsHv3oywOq9r4tK//CJO1od5NvK6dEE/nTk3z6vPnuV5mpijw4FOD7D3YsnUN2yFu5niSN/dCCLELOBvuwGj2EJt5g1xyuGq9xdmDp/m+FSu9KoqKxVGuFAz3oWtFSsVkzW2ziauPr5NPT5FPT5EIvQmKisXehsXVg9XZjcXRXtdCRTa7mbvv7eKOYx1cOjfHqXfGmZspt7Olw8OdX/5dMpcuMvvj75P78BQK5ccdCuBOFHEniizYmhnxHSRir66s70tP0R05xSNvzfB203MMPP3P6tZ2IYQQKysV0yTD75KYewetmETpMWL37gXAZA1gcXavawiaxdmz5YnYTjA5Glk1sQfQdXj1+fO4PNZd9wZf4mltJLkXQohtZHX1YHX1UMiGySYuo5VyqAYLVlfvugvAKKoRo9lbtVzXdXS9uPKOukYuNU4uNU6c11AUIxZnB97WRzGb29f7kVZ07VR6p96ZYOC2cmVcW18/3b/5O+Rnppn7yQ95/3yBvGqlI/oxKbOXc8F70VcoshextxK1NbM39CbNJy4w+3BIiuwJIcQmKmTnScy9RWr+g2XfL4nQ8UpyD+sfguZpvq/+jb0JvPvm6KqJ/RW6Xt5+tyX3IPG0FpLcCyHEDmCyBjatmquiKDTt+RpaMUM2OUY2OUwuMUIhG6q5va4XySaGUdTqrvq6rgHKDU1Zd2UqvVrT6ZmbWwj8wi8z/Z+PUyxqzLp6y3cyq5xPV1TOBe/ljqkkQ0Nv03TnZzfcPiGEENV0XSeXGiMROk4mNlRzm3xmhmI+Xplz3urqwd/59JqHoO22OckBIvOpmmPsr2dyNEpkPr3riuxJPK1OknshhNglVKMNu3cQu3cQgFIhSTY5Si4xTDY5QjG3UNnWYHJjtPirjpGJnmNh/EflwnzOHqyuboyWhrrOT3/2wxmKRW1pwRqPrSsqI76DOH78I/4yPU1n5376fb20OJpWnFpPCCHE9el6iXTkLInQcfKZ6ZrbGEwuXI1HcTbcVVUQ70aHoN3qxi4trL5RDR+cGOPgkXY8PhtGk6HOrdq5JJ6uTwrqbSMpqCc2i8ST2IhiPlYpzqcaHfjaHquKpYXxH5MMn1y2n8HkWizOt5js1xgasB6ToxHeOz624lR616Xr3DP2HI5CnIRdZbLRRLjZwdF7n+HA/vvq+hBCrJ9cm0S9SCxtjXjoLRKh45QK8ZrrTbZm3MF7sHsPoKirJ5j1GIK2GbYyngqFErOTcaYnYkyPR5kej6FpN5aOudwWPH47Xr+t8qfXb8fptqKqt+733s0ST1tZUE+S+20kyb3YLBJPol6ujaWpj/8Lxdz8dfcxmL3lRH+xGr/BtLEvtRf+9Hkuz61/SqSBuRN0xM5Vt8vpwrpnD/Y9g9gGBtFaGpnKhOhyd2CqYwFBsTK5Nol6kVjaGuGR50hHqmczsbr34A5+Aouz65Z4aLoV8RRdSPPyD88xN5O44WR+rVSDgsdnw+uzc/RTPfgbHVty3t1OquULIYTY8XRdxxU4TDY5QjY5gl7K1dyulI+Smn+f1Pz7AAT3fA2rs2vd5/O2d8BceNkyhz1NYyCC0VikWDQyF/aRSi8fc1hcrBVQVEwkLH7cuTAGvUQpmSD1/nuk3n8PgNzXnuWPCq9jUo10uzvp9/bS7+2hx9OFZYWpAYUQYjdxB++pJPeKYt2fhzAAACAASURBVMThP4QreGxHvB3dqVLJHAaDitVmWrbc7jATmo6vuXDeda2hFg2AVtKJhNNEwmmOPlDdTT0WSXPyjVE8i2/6Pb7ynybz7unmf6uR5F4IIcSaKIqCK3gMV/AYuq6Rz8yQS4yQTQyTS42ha4UaO6mYa0xfV8xFKWRDWJxdqAZLzfPZGrxAOblv8Efo7x0n0FBddCg87+Xi5U7mF8rDARoffhC/toehMxN8qO1D0Uu4cgt4M7N4siE82RAWLcdFbx7moKAVuRC9zIXoZbzxIvuHcxS7W/EN3EZv0wB93m5sxvX3IBBCiJ1O1zUysfMkQifwd/0cpmtqrZjtLdi9BzDZGnEGDmMw7q4CbqvRdZ1ELMvUWHSxm32MWCTDvQ/3cehox7JtzRYjDUEn4dmlKWvdHgvOfIhoVCdtWfuQNm9mlgHDKHTvJ2V0k9QsJLIQj+WX16xZpCjg8VZ/j4VnUwydma1a7nCZ8fiWuvd7/XY8fhsujxWDQWrY7GSS3AshhFg3RVGx2Fux2FtxN92LrpXIpyfLb/UTw+RSE6CXsDjaUVVT1f7p6BmiUy8BCmZ7a2W8vtnRUdm+o6d8k9neOsPtB4ZQV7ifCDRE8fuifHRmgImpZnqP7cXrv4sL9kvw1ji6YiBubSRubazsY9fSRN/L4rN0kHZFyFmToED3VJ4jZ1Jw5gLajy8w5zPy/UYz2a4g7oEDHO2/jzZnS91/n0IIsZW0Uo7U/AfE596ilC8/NE3MvY2//cmqbQM9z25183YsXddZmEstGy+fSuartpsej1Ul9wD9/V785jy+XAjn7BB8cB5KJRZszXzQ+viKU75eTdE1eiIf4MrMwPhZlnX4NpspBTswP/Z5MjY/sYUM0YU0xaKGwVh97FgkXfMcqUSeVCLP1NjyB+qqqnDoaDv3PNi3aju3QmQ+zfjwAoVcEZPFSEePf9fNIHAtSe6FEELcMEU1YHF2YnF24mn+FJpWIJ8aX3H7bGJk8W86+fQk+fQk8dk3QDFgcbRjdfVgd3YzuC9Pb/vKif0Vqgq3HxjC4Qng9Ze/2GcmYytun1btmKfttFF+gKAZCySdCzSEPwLKb1VUHZoWijQtFOH8CPx0hETwBLP7DmIbGMC2ZxCTv3pGASGE2KmK+TiJubdJzr9bNbQqNf8+3uYHqqrd73bpZI6hM7NMjceYmYiRyxZX3Wd6IoqmaZQW5slcuEDmwhDJoXM4ZmaoNerdn5lhb+hNzgXvvW6Cr+gae0Nv4s/M1N4gn8cwcQmrP89fRr9NINBAoKOBgM3Ph2dfx/7nz2EJNmEJNmMKBsklPNisBjLZtdUa0DQds6V2+vg///QdFFWpvOX3Xinw57NjsdY35ZwYifDe8dGaUwi2dXm5+94u2rp8dT3nzUKSeyGEEHWnqiasrt6a63RdI7dS4q+XyCVHySVHiQH9nWsv1KSq0N87Vvn50af3Mz0RY2ayfEM2H0qtvG/RhDvaRKNhCphY3iQUCqoZs5ZDDc0TC71C7O9eAcAYCKD8g6f58+zxypj9Pb5eGqz+W6LIlBDi1pBPTxMPHScd+Rio7raNYsDuPYCur5647ja5bJHjr1xedTuDUaWp1U1Lu4dgg5GL/+yfQqz2LAO1tCYuYi0mGfEdJHLtcDZdx5eZpjtyCn9mBh1IWRWc2doD+CMOlbnpeeYySwVwu6ZyfH4+RnZ+gezZswA0APdSrlGT9jZTaGgnaw+QNrlIliwkclAoLD/HlQfoVysVNebnyt+xVw87uMLmMOH1XZ30L3b5b7Cv+7vy3KlpXn3+/Iq1CyZHo0yNRXnwqUH2Htx9Pe0kuRdCCLGlFEWl9cBvkUuOkk0Mk02MUMyFV9h6nZWHihMUsmFM1gAujxWXx8rAgSagfIM2OxVnZjHhn52KUywsv8k98jv/GGM+TebiEPGzZ0gMfUwyXOSdzs9hy8fwLo7Z92ZC2AsxiuEwM3qMcHaB8MwCJ2bK0wQGVBf7CdLadzt7/H002YOS7AshtpSu62TiQyRCJ8glR2tuoxpsOBsP4wocwWBybnELt18uW2BmIs7sVJypsSiHjnbQM7C8WKC3wY7VZiKbWV5Xxmwx0Og10tLqpHlfK2l7lOHkKO/E3mU4PMI/zCe53m/U1NqKfc8g+c4mLj3/HVrDRfyZGfyZGVImNwv2VoqqGaOWx5+ewnHVdITjTSZGf/FTaPkCv9T8JIXQLIW5EIW5EMVYjPNK9cNsT2Llt/NGvYA7Mg6R5Q/enUeOMfXkfeTiGoa0lWJSJdDkJHX6IxSjEVNjEKPPRyySuc4nhUyqQCYVY3piqUedxWrkV//pfVXbJhM5dE3H6bZUfW9Ojkaum9hfoevw6vPncXmsu+4NviT3QgghtpzBaMfu3Yfduw+AYiFRKc6XTQ5Tyq/cpX41qchpPM0PVN0UWKxGOnv9dPYudsXXNOZDKabHy8l+NlMoVze2eXDdfQTX3UcA+PD4MPzdKBmzh4zZw7R7DwCmUhZPYYH5sRJ21UfGEUNXyw8LPKNh7nz9ElnTCT5oNBFucWDs66Vp4CD9Df20OVtQ1zC2UgghNio8/D/JxM7XXGe0NOAK3oPDf7BmXZRbVTqZqxS+mxqPVvXoCjQ7q5J7RVFo6fAwMxGl0QX+0gLOuUuYz51BKRVxPfAg/9byVxSuKSo71WhiYKw89KGoQqjBxFSjiemgBWN3F79415cJ2su1YF6Nf0Tz98+gLiatjkIcxwpv/TUFZu4Z4Ou3fbWyzNK6/E3/3NwZDjXeRjgzTzgzT66UJ+E0cKHDgidZwpMoYSmu/vDcHAzyo+nnCaXDld/FT854eOZ747gWE3rdYCAbaKPTexuZxeJ+mcLqD7Nr9QAA+PCtcU6dnMBgVBer9y9W8vfbOf3uxJpnG9B1ePfNUUnuhRBCiK1mNLkw+m/H4b8dgGIuQmTypyvemF5PfOY1EqG3MNuaMNmaMNuby39agyhXzWevqiqNzS4am10cPNK+4vFCodpvJAoGK2FDK5yHXj6BpmhkHTFSzgjB0EUghrWg0zuVp3cqD+++S8HwLkMBE3P7DrH37oex9vahWmrPFiCEEDfC5hmouoZanF24g5/A6t5zy/cmqlSyH18qfrfaG+bp8Vhl32I4TObiEOkLQ3QPXaBnZopav7HcxYu07A0ylphctvxcj5U5n5FwswNnzx56Ar0c8XTT5e7AfM10q8fue4afzY7z8FvxSoJfi6bAS8fcPHbfM9f9HIcaD3Co8UDlsyQLKcKZcjf9+cwCl9Nh4gvlt/2GSAJvssSdajueZIlCKEQpUX6wYGwMsJA5WTmujk4kG8EWW/o9KqUSttkx9swuDYsrKUbSJhdps4esu4mMI0ChqZtoJEc+Vx764fHXru0QXSgX+SsVNRbmUizMrTykbjWTo1Ei8+ldVWRPknshhBA7jtHiw+rs3lByD6BrOXKpMXKpsauWKpisAXwdn8bq7FrzsQ7c2YrbZ2VmIk5oKl5zmiEAVVexJ33Ykz78mSgwVbWNsQQdswWYPcnEqyfBYMDa3YNtzwDGo3dzvHSZfm8v3e5OzIaNv02bunyaiffeoJTJYLDZaL/rPlp7b9vw8YQQO1c+M4vJ0rDs4SWAw3c70amX0YoZ7L4DuIP3YLbvnjHIk6NRfvBXH655+4ZGB8GAlcn/57+Qunh+2Xj56/Wzyk9OMGC5o5Lcey0e+jzd9A300OfpptXZvGpPrQFfP/Of/irfc/x3Dp9O0jm7vBeATrkr/snbnDzw4JcZ8PWv+XMpioLL7MRldtLjqf7uy5fyzGcjuMxOnKZyuT8tm6EwN0fCqlD8aHl3fmdaw1j7a7DCoBdx5SO48hFIjqCYzYS/8mt8NPr3BIyNeIsBsg746GdnsL35AdamFqxNLZgag0Rm1zkcbxUTwwuS3AshhBDbzerug8nVt1s7nUJ2DlWtflNeKiSIh97CbGvGbGvCaG1AWbwZa+300tpZnn+4VNKYDyXLhfom4sxMxkjXmAbpji9+DmvodhbOfkjh4iUMyQx51cKJzs/jyc5Vxu67s2Gyly6W/2u28qP8GwAYFQNd7o5Kkb5eTxdWo3XVT3j+7ReZ/9EPCUzGuHrG5ORPTvBmm4fAZ59m4MijG/jdCSF2El3XySYukQidIJu4jL/zczgb7li2jaIaCXQ/g9ESwGh2b1NLl6vn1GWaphGeTTI1FqOrv6HqOMEWF4pCzW7cigKBoIPWLh8NrQ60hgSjmTFOz75L8AfvYLhe8qoomFvbsO0ZwLZnD7b+AaymDG3B8vXab91YN/BPtB6h4UkfP9n7Mq+MnqNrOo+5oJM3KYy1WAh2DfKF7ofXldivhdlgpsXRtGyZarVh6ejEpGv8y3v/j8W3/gvMZ+aZS4V58RemKYXnsETTeBIlvMlSubt/soSxxtB+U6CR2UyYuew8cywW+cvCvaeSHBlLkx6b4MqkfP22FlJmD2mLl4y9gYzJTVo3Q81+E6vL59c2E8CtQpJ7IYQQO5LJGsDi7CaXHFn7PrZmHP5DFDKz5DMzFLJzoF/9xa5isgaq9sulp0iE3qz8rChGTLZguTv/le79tiYMBivBFjfBFjeHjix1+ywn+zFmJuMk4zmaD/Sh3t6P/5HH0HWdQijE0PGzFM5B2NlJ2NlZPo9ewp0N482GiGbBUDJRMhUo6iUuxUaID1+g6e/jPB80k+1swjm4j67OA/T7erGblt/IvvfDv8D+ty8T0FksxtRGUTVh1Ar405MEJmNo3/o274WmueszX0UIcfPRtSKpyEckQifK17dFidAJHP5DVV3tV5q1ZKvVY+qyYqHE7FS8MmZ+ZjK2rCjqtcm92WIk0ORibiaBwaAQcKv4ieGaH8Y2dhr//if4b67jTExPoU0tHeeA30hreGnWgKIKs4vj5WeDVn7p079LwN+27FydQKd75eFdazXg62fA18/sQIizCxfIlrJYDVZ+zr+HJkfwho+/Xqqi4rN68Vm97PFVz22fKWYIZxYq3f2H02H8eSOfsu2jECoX+CuEZjH6/YSvqtx/hSdZnXj7M9P4M9PLlpUUA8O+Q4z6D67/M+Q23q3/ZiTJvRBCiB3L03w/oYujrK1qvoKv7TGsrp7KEl0vUciGK8m+VspXdV0FKKSXzxms60Xy6Sny6Smuvi0wmL2Vt/tWdx8WRzturw2318bgbc3lYxVKqOrSDbaiKJibmkh4ksDySsS6YiBmayJma4KTsI/HyFmTpJ0RUq4IrXMT+BIlfIkMXBqBV0ZI2F/gZ41mUh0Bbj/6BAf23ceFky9h/9uXiVqba0+jBPjSU3RHTuH93ksMBVvkDb4QN5FSIUUyfJJE+CRasTpZKWRD5FMTWJwd29C669vo1GW5bJGZyXIiPz0eJTSdQNNqH2R6Isodx8qf/erx8gOFMbrTIzinLqBeMwVg8fIIC94Emr58+UirhZxZZarRxEKzC1ffHnoa+viEt5sOVzumGt8h9dbkCG5LMr9eNqONDlcbHa626pUDg8t+7Bt/Aw19WZG/sNeIPavhSZRwZVbuLmHQS7QkLq4/udd1LLELwP717XcTU3R9rTUHRb3NzSUqfzebDcDu6zoiNofEk6iXnRBLyfkPWBj7AddP8BX8nU9XdUtdq4Xx50mG31nXPp7mB/C0PFC1vJCdw2j2VT1EuHQuxMWzIWYm4qRT1V35a3EXP+bIyNvX3cbgdJEuZpg3dXMueC/6dcZ2KrrG3tCbmD1z3PvNP1hTG+ppJ8STuDXsllgqZMMkQidILZxaYQ56Bbt3H67gPVgcN/7muN4mRyP84K8+XFOFc0WBp3/hEAajyusvXCAcqp4vfSVen5Un9yRJD50ndeH8muaXV202Xv7GPXwYPlNZFrD66VscCtXn7aHJ3igzm2yCq4v8hTMLhDPzzMfnSIem0MJhjJEEnkSJw8YuWIhQCIehVOK91sdrPrxeiS89Rf/gAoe//I838dNUu/b61Njo2rJzy5t7IYQQO5qz4Q6MZg+xmTfIJYer1lucPXia71v2xn69/B1P4W19hEI2tPiWf7FbfyaErtVOxE225qplulZi+twfg65jsjYu69bf3ddM397b0HWdeDS72I2/PO9vJJyucQbY39dJiUmU8WnUUvmthobCh62P4crN48mE8KRDpCyBVRN7AF1RORe8lzumfsrU5dNSZE+IHSqbGCEeOk42fqHmekU142y4E1fjMYwWb81tdoJ33xxd99Rl9z8+sGpi7/JYaWn30NBqp+BNMBc5x9wf/XBN5zG3tVfGy9/VYMJn9TIY6KPf241dvd7M9KJeVi/yV2Ahu0Bw8eGKrmm89Rf/ge53TxG1Na/6XQflh9ndkVPkzTuvN8tmkuReCCHEjmd19WB19VDIhskmLqOVcqgGC1ZXb80x9BuhGsxYHO3L3n7puk4xHykn/OmZSvf+UiGO2dZUdYxCLgyLXTwL2RCFbIh05KPKeoPRWZmer729id49zRgte8jnSsxMxssJ/0SM2ekEpaLGvs8/gdX2WbRCntzICLGzpxk/O8yC3sqCvRUWh6iqWmHZzY7DnqYxEMFoLFIsGpkL+0ily+NRdUVlxHeQ6Hf/Kx/cdxRPSwe9gf6qgkpCiO2Tjp6tmdgbTG5cjcdwBu5ENaxeZHM7ReZTNcfYX8/kaBR0HZvdRCa9VDHe41RpUJO4Y+O0HBvkrbZp3oodZyo2gx7TQdf5VZta1bX7ynj56UYTTz30K7gH9mNwOCrrDwOHObxreoLcLMwGE81XfScpqkrh0ABNb5xib+jNNfdS82VmCO25fyuavGNIci+EEOKmYbIG6pbMr4WiKJgsfkwWP3bvvsryUjFT88a6kJm97vFKxSSlRJJs4lJlmdneRvPg1+nqa6Crr6G8XUkjEk5htZWnw1NN5sU3TQPMtU3AixeXHVdTy9s1+CP0944TaKi+oQ7Pe7l4uZP5BS8RWwuDl4o4zv0EHYi47BRbOzE1BjEHg5iCQSwdnXygT+E2u2i0BfBZPdI9VYgt4goeWzZUyGxvxRW8B7t3H4pi2MaWrSydzDE7FSe6kCG6kGZyNLKh44yeHqe3oUROieGav4xz6hxmLVdZb2418YYytHysvKIw1WiiazrPdGO5+F201YOrd4DeQB+f9HTjcbXJNewmNjBwlNNNf0vH7EWsxWTt+jK6ji8zTXfkFP7MDGNNZm4fOLo9Dd4mktwLIYQQ62Qw2moutzi78Xf+3FK1/swsWilz3WPVelhhMKio+TeYu5wod+u3l4v4GUweDEYVX8Be1ZW/vXWG2w8Moa5w7xpoiOL3RfnozAATU80s2FuZpw2jVsRaTJK/PIn1/FCl6JTn4Uf4y5YzlRtoo2KgwdbA3llwuhtwtXTQEGgn6GjEZ/FiUHdmwnE9hWyYbPwSmpZDVS1Y3X1b+vBI7G6F3AKJ0Fs4G+6omn/eZPFj8+4DXVscT99ZVQl/q+m6TiqRI7qQoa3LW9WeseEIr/zo3A2fZ/ZHP6YncmrF9flLl2jf38pYYmLZ8tMP9BBv7KXX18udnm4abQ3b/jsT9dPkCPLTewZo+/4Z/JkZ/JmZxZlhWimqZoxaHn96CkehXG9BU2Dmnj08am/c5pZvLUnuhRBCiDoxmt04Gw5VftZ1nVIhQSEzQz4zWxnPX8wtTQlUa+w+QCZ+gVI+Sia2dLOsGKw02Jt44slmMASIxx28/UYIvbRw3cT+ClWF2w8MkclaKc6bGfEdRLu68J+uYy5lsBWSOGJeGgt58pYMBXOGgiVNqBjmcz+dxZ4rD6LNGxXOOw3EXAYKXifGYJCH7ngaU2MjRn8DymoN2ibZxDCxmderp1mcLD+g8TTff0M1HMTus9YHRbquk0uNkwidqPzb1kpZAt3PVG0b6H4WZRveNOeyRWKRNNH5dOUtfGwhQzSSrkw995X/5R5cnuW9l7z+2g8918u4Qp2TyvzyAwMMeP0YFJVebzd9nnIBPJdZxsvf6o7d9ww/mx3n4bfiqDo4CnEcNYonagq8dMzNY/dV/7u61UlyL4QQQmwSRVEwmt0YzW5snoHKcq2UL09dlZnB6uyu2k8rZinlq7vW66UsueQoueRo+fjA0TsVSiVl1cT+ClWF/t4x8s2fQvv4mqJVikLeaCdvtBOLQWNs+bzGmlrElvt25WdzUacxWsSZtFCc1bCeucTES/9XeaXBgCnQiLmpiTOfO8RQ9DLNzkaC9gA+s49GW4AGm39LppW62mqzL+SSI4Qujt7Q7Ati91jrgyJd10hHz5IIHSefnlq2aTpyhmLrIxjN7mXLtyqxP/fRDDMTsXIyH0mTSRVW3ScWSVeSe71UohiPY43PVdabVA1LMUlSda90iNp0nYbF309RhXDAwr67HykPS+rbUxkvv/tSNgEw4Otn/tNf5XuO/87h00k6Z5fHqg6MN5k4eZuTBx78MgO+/u1p6DaS5F4IIYTYYrWK911N07JY3XsoZGYpFa4/pZOi6BiN65vVtsEfRW88y21k0TUFTVfQNBVNU9B1lamZRtLp5W/hVFWjpTWEIW8HTYeSjq7poMG8s49J5yC6rqAUi5jzGcz5NOZ8CltY4dL5MMO5WYYsI5SMeVDgtgsZBkezZLx2NL8HY2Mj9uY2vK1dNPraaLQH6p74ZxPDa5hWEUBnYewHGM0eeYMvVrTWB0U2737yqQlKhVjN7UzWRrRiEszrTIRXoes6qWSe2EKa6EIao9HA4O3VPYVGLoQZHgqv69iX3nqX1H97GT0aR0mmURZL4h+2NmLLxytj5Nc9dVlmmrmGDGfuasfTO0BvoB9f61GMW/wQUOxcn2g9QsOTPn6y92VeGT1H13Qec0Enb1IYa7EQ7BrkC90P78rEHmSe+20l89yLzSLxJOpFYmn7lYrpSnf+Svf+7FylKv9muDh2lMlJD6lErjKNlcWS49EH31rXcZIpG3/3xpFlyzS1SP/AZfqapjEViuglKg8L0HT0EmjoqEYLRrMV1WxFtdiwOw9gab+dsJ4iYGvAarSUpxWceQ0UA4piQFENoKjlvyuGpeWKCoqB6NRLFDIza26/xdlD056vruszi62x3dembGKY0MVvs/qDopVZ3f24g/dgcfbc0NjwfK5IdOGaLvSLCf2VbvQAgaCTL/3qYQB0TaOUTFKMLPD2iWnODOdWOjwmu0LWmiBrSZI0R8lY4nSHQjxycvUHAgu2Zj5ofXzNU5fdMfVTsp9s5sFf+Kdr+OT1s93xJDZmNhXi7MIFsqUsVoOVff49NDmC290smedeCCGEELUZjHYMi1MBXqFrJQrZOfKZWZLhd8mnJ65zhPX7xEN7sLn70DSNVCJPIpYlGQ1BaX3Jva5VJyyqZsSGitmqgNVErZTmSmk+nTwl8pSIM/rCGOyL8ceG10DRcZtdBG1+nlXnaxyhPrLJYZLz72NxdGIwu1EXZyUQIjbzOhtK7BUDDv8h3MFjmKwbL/SVzRR44buniS5kSKdWGKN+jYWFJKf+ze9hmFvAkEijauX2a65+jIGj2Asx7PkY9kJ86c9CnMnf/iLPzby27FjJVbru66pCyW7Dn5xZ/9Rle3fX1GVi45ocwR2RzO8kktwLIYQQNxlFNWC2N2O2N6OXshtK7hXVWn7TrZfQdQ1dL1F+jU5lqi1VVXF5rLg8VgrBItNn13cOndo384q6/qRo2HuQqfccHOAJCuYcBUuavDUFd21ecq/AYrfrMtVgw2B2YzC5MZo92DyD2Nx9Kx9A3DJ0XaNUTKEVEuRSU9Vj7NfAGTiCp/lTGEyOmut1XSedyi978x6dz3Dgzla6+hvQdR0tk6YYiZCZCzE9EUPX1/7Gv1jSiIUXaIqlli1vSVyiJXGx5oM2AG+2ek3MaWCsyUTSbiBpV8naTegeF6rXg9HnZ2/7Ibq9nZz+V/9cpi4TYgtJci+EEELcxKzuPphc/37Ng1/HZG1Ytqw8Uk+HGrf5RrOX5r2/sfgwoISulWDxoUD5wcDS3688KPAbrPQd3ksiliURy5FJ5YjHspBPYfM1oSo6ul5CK+TRsmmSiRTxtI6qaiiKjqrqqIqGouoUC+VbFgUVc96GOW/DmPEAI+v/8BuklTJomQyFzGzld1IruQ9d/DaKasZgdmM0ua/604PB5NqWCugbNXX5NBPvvUEpk8Fgs9F+13209t623c3aFPn0DLnUGKVCcvG/BKVi+e9aMbX6AVZhsjZgMDko5IuVLvTRhUx5TPx8OZkvFKqH28RTQ0T/6CVMySzG4tJ6W+fnSZu9VdtbCilcdhhuiJE0R8lZU+StKfKWDIOvVL/lVxZ7IOiAwe3G5PNj9PnK/3l9GBpaGaAPj8WN2+LCY3bjMbtwP7j4p8WN1WCpObRApi4TYmtJci+EEELcxEzWABZn97reJFqcPVWJPbB4c177/Z2iGjHbmjbURpvdTLDl6nGItQsdzc0kCH08SyKWKz8QiGfJplfu/lssGvnJqx08eO41UAFVAYMCKpxpfYCkrQFV1VEUndaWWXq7p1Y81kYUZ6PMmCeZKsxjM1qxGa1YVTP5xOXr7KVgMDkrb/+v/OkKHqtr227U+bdfZP5HP8SRU1F7A6hmAyykmfvWnzJi0Qh89mkGjjy63c2sSdd1tFKWUiGBVkhWEvRSIUGpkETXizT2/nzVftnEJaJTL21auyITQ7z94hxDY7Xf3K8kFEtzVzRdtTyQGiefm7+qK30cWyGOUS9i27uPC/vNzCenl+0z3mQmY1HJOa1oLjuK14PB68XiD+DwN3G07W7sJvuyfRqAf9J1cN2fF2TqMiG2miT3QgghxE3O03w/oYujrG0MsIKn+b7NbtKGNDa7aGxeXniokC+RjJcT/Ss9AK78PRnLsv/AvQQePkh0aoT0zCSFuRDKfJRIvoGctpREFYuGdSf3ug5jb7uI2luwW9LYLFls1ixWWx6LrcDJV/7/9u48G61MbwAAIABJREFUPsZr/wP4Z/ZJZJVYIkEQz6BBFpIgpbFXrW2Domhvi5bq7fJri1ZVL7f39l5K1e1VFG20itRttUrdKyKltQVtKq21JCQim6yznt8f6UyNmSyWmAyf9+s1rxfnnHnmPE++r0m+zznPOb/hcnMVThrPwaIwwawwoZFWj3GhNR719ySzBIbyqikXcpkHtMownJOXQClXwEPpAQ+lFqLkJAxXTlWN/NtuBPhAofKFXOl5U4uw1eTw1nUQP2bCq2cI/JpWADD//gLQ3R+ySx4o2fE/HL50EVEPuHbBQSEECrO+gdl45Y8Rd1Op7RGT6t9ntj1+YiVX1u8+6WXfHYPHr2qgRd1uigiZBQZNOYxa58/Ut88/BAAwalVoFNAMSv9gKP3CofT3hyY4GD2aGVBmLIOP2ge+Gh/4arzh29MH3mqv27b6PLcuI7q9uFq+C3G1fKovjCe6VRhL7qO2bbmqyFy6f3t9xJMQwiHJFULgy0+OorigDGVlRtuK/7HdjiEwoKjOx76c74czu7xxqdrt8BwfYWjkWY57wn9CAK5A5qWETFX7FPyyfCWyMzrg+yaF0MsqYVYYYVGYEN+kEl28ne+KYLEAZpMcWqUvFAovKNQ+UGl8ofUJg9knEOVmPTxUWngotFDIFU6P4cyvB3biyv59CIwTkNfQdYsFuLxPBp/YHjc9gm+xGG2j6n+MtJfYJetmYym8m8TBp0kc8g1FEHIzDBYjyiv1UJ3bBLml8ro+8+c0HUr8g5BTUQxhkgFmGZp4l6BXl18hLAKiwgyUmyHKzBDlJlyUt0axJQB6vRoyuRlRXX+5rs8TAvjtCxV8ci9gX+uH7Oo0pjJ4GK6gkfEKPCPa4FvVUds0esgEPIwyDNpfBpO3J+DrBbmfP9T+jaENaALvwOZo4tO8wS8q9mvhSXxz9n/IrWbrssEu3rqMv+voVuJq+URERHRTvAIioFT7ojgnDfrSMw71Gq828G0ef8ft2+5s9Fomk2H4uKobGNYV//d8loKTp1uhsX9RjUmrlcUCnDzdCjKF873Jf/8kh5Kyck/sP9oY/TJ+rirQyKuSfC8lzraKhLyRElqtHh4eemi1emg1elwx+uFERWMEnGtsd6xmXj8B3gVOP1kuB+RqC8wohFkUAnqgQg8c33YIl1pG4gf9z7/PJjBCpRIY5G2C78UyGE0yGCwKmIUaZoUWMo0nFJ6eaB7QGiFN2iBv33cI7iWr9RrJ5UBgD4Hz+/ZCG9oWxspymA0VsBiMCPVoAbO+EhZjGSzGUsgMGuS2DUBG8UkYTUYYDCb4GwvR1pIDLUyQK+s2AyFzz0Gc/e0KctRmwCyH3KyA3KJE71gFfOuwRbzZLIder4Zer0auxQflWRYo8ccf3VfKtfjqexP6Hd7pcI/sQvMuuOz1x2Jwl0Nyr+tGUX6BHyrKTGhqLEWbgiNQm6/ARwsE+HlA28S36jl3v3ZAh/bwlgXYnm330XijkdITskH1M0vjdpH8wyD5hyFXst+6bEQD2bqM6E7B5J6IiOgOof19yzxj5WVUlpyGxayHXKGB1rstVNpAV3fPJawr/nfr3RGbPz+DHzMkdL7n11pHpX/MkJCf74u+Qzqh2KiCQW+CvtIEQ4UB+goDDJUmGPQmGCwyGPQmiKsG2JsFBqHknlCgUg9U6iHXGyAvMOKcLAh6h6nfVQsIOmMwqGAqNUPhIYdMUbfk7jdlBxQeV6Ml/pid4elZgTb3HgC8r33WWw+zwQB9RSkqCvJx/Hw6AqI0kMvrtrWaXA406aKCcfNSGH0aweDtA6WHwHkPM1QaC+SKqgz5vzsjYdBWwGzSQCY8AABeQSZ4dslGdWs8OCMaqVFg8oDaZF9eVuYJDa5AdcUAlJkgys0Q5WaUGzxw3CsOer0alXo1TCZFjZ9nsSigN2idTn5RCPvp5Ddyo0gVdAnyP01FRGAQfHybwkOpdXpzKhataz+om+LWZUT1i8k9ERHRHUalDbxrk/nqNNW1hj8OI+tCc1RUahHW9pzDyKsQVSOsJ0+3Qn6BH/xlhdDFJdR6bCEEzCZL1Q0AvRkajQKeXg84tKvYfRplJXrHGwRGC4wmAcs1Of6xDB0UimyoSouhkJmgVFmgUstQ7tsExU2C4aGtGv330Oqh0RggkwEVlRqHz9Vq9NX2XaEW8FQb4elb877l1fH0NgKxjaEC4AnnnyNrpIKlUgbZVYm1Xq+u8bhCwDbKrjdUJedFRc6ntqYf64igyvPolGW/eJxRLUN+K/vV5GXCAgXMUAozFN5alCoqIVMCcqWAXCWDp4cGl9XtIFOpIVOrIVOroFCpEWj2RGNZAbwbecFcZsKhU37XfaOo3wNtIXW4sYXpiIjqgsk9ERER3RW692qLb9PykV/gh/wCPzTyLEeTwEIolWaYTArkXfZHWXnVSuEyYUH3+LZ1Oq5MJoNSpYBSpYBnDWuyxfWp/njX3iAw6KsS/5DQPg6ju1ln8pFzMAvFeYaq2QR6E4wmE+RyPSqdJPdKhRkGowJqlWueJ9ZoDKio1NqVlZdrcfGyDxpfyoZZb4FZL2A2AmYjcFJE4bIpGHIIKGUCSvnvL4UMzf3lMPgooVDJoFLLoVAqoFYrERIwCp5qAaXaAyqtJ9RaD8iVWrQsBzSeWqi1KqhUCsgVsjosRDis1nP6ZcFn13WjyMtyCVKX2m8UERHdDC6o50JcUI/qC+OJbhXGEt1KDSGeDm/ejf2/miFq2GteJiyI1SkQ+WCf29izW8NkMsPw+80Ba+Jv0Jvg4+eBwKYeMBtLYDIUV73KC3D25HlAlEKtqoRWWw6l0vkjArWxmOUor9DCYFTBbNLAZNLCYtHCIrQwGJpB0cgfag81VCoFVGoFVCoFfPy0CG7t73gORjPkChnkNQyJuzqWvt/+Xxw5LLPFUW03iiKiBOIG9XNJX6l2ro4nurO4ckE9JvcuxOSe6gvjiW4VxhLdSg0lnk7tOYrDe8/isvC1rxACgfIriOoZinb3dnVN51zoyO6NaOxz/LrfV1DSARG9R9dDj6rXEGJp+0ebcSbLv9YbRW1aFmLQhIeqbUOu1xDiie4cTO7vUkzuqb4wnuhWYSzRrdTQ4unSL7/hzKGTMFQaodaq0CY6DE11d+5iZrXJz8lC2cXV1/UeIQCv4McR0CyknnrlXEOJpe+3/xcnDuajVHHNInFCwMuSh/bdAjhi7wYaSjzRnYHJ/V2KyT3VF8YT3SqMJbqVGE8N37GUJfDzrWn7P3tFxb7oct+z9dgj5xpaLP1y5AhOHPwFJoMFSrUc7bvpoIuIqP2N1CA0tHgi98Z97omIiIjI5RqH9IWp+PM6b/HWOKRv/XfKDegiIpjME5HL1eGrm4iIiIjuBiFhnWFU9HbYlu9aFgtgVPRBSFjn29MxIiKqFZN7IiIiIrJpH3EflL6jUFIW6FAnBFBSFgil7yi0j3C/3QSIiO5knJZPRERERHZCwjojJKwz8nOycDn7Z1jMesgVGgQGd0Lr5rd38TwiIqobJvdERERE5FRA8xAEMJknInILnJZPRERERERE5OaY3BMRERERERG5OSb3RERERERERG6OyT0RERERERGRm2NyT0REREREROTmmNwTERERERERuTkm90RERERERERujsk9ERERERERkZtjck9ERERERETk5pjcExEREREREbk5JvdEREREREREbo7JPREREREREZGbY3JPRERERERE5OaY3BMRERERERG5OSb3RERERERERG6OyT0RERERERGRm2NyT0REREREROTmmNwTERERERERuTkm90RERERERERujsk9ERERERERkZtjck9ERERERETk5mRCCOHqThARERERERHRjePIPREREREREZGbY3JPRERERERE5OaY3BMRERERERG5OSb3RERERERERG6OyT0RERERERGRm2NyT0REREREROTmmNwTERERERERuTkm90RERERERERujsk9ERERERERkZtjck9ERERERETk5pjcExEREREREbk5JvdEREREREREbo7JPREREREREZGbY3LvYiaTCWvWrMGQIUPQpUsX9OvXD++99x6MRqOru0YNTG5uLqKjo7FmzRqn9Vu2bMHIkSMRERGB3r17469//SvKysqctk1JScGYMWMQGRmJHj16YPbs2cjPz6/H3lNDkJeXh7lz56JPnz4IDw9Hr1698OKLL+L8+fMObRlPVJvCwkL85S9/Qf/+/dGlSxcMGTIEK1euhMlkcmjLeKLr8be//Q06nQ4//PCDQx1jiWqzePFi6HQ6p6/nnnvOri3jieriiy++wMMPP4yuXbsiPj4eM2fOxJkzZxzaNYR4kgkhxE0fhW7Y3LlzsWHDBkRHRyMqKgqHDx/GoUOHMGjQICxdutTV3aMGoqysDI899hiOHj2KWbNmYfLkyXb1//73v7Fo0SLodDr07t0bv/76K3bv3o3IyEisW7cOarXa1nbr1q144YUX0LJlSwwcOBAXL17EN998g5CQEGzevBk+Pj63+ezodsjLy0NiYiIuXryIXr16QafT4cyZM0hJSYGvry82bNiA0NBQAIwnql1paSkSExNx+vRpJCQkoE2bNjh8+DCOHDmChIQE/Otf/4JMJgPAeKLrc+zYMYwdOxZmsxnr1q1DbGysrY6xRHUxbdo0fPfdd5gyZYpDXfv27TF48GAAjCeqm8WLF+P9999HaGgo+vbti9zcXHzzzTfw8vJCcnIyQkJCADSgeBLkMocOHRKSJIlnnnlGWCwWIYQQFotFvPTSS0KSJPG///3PxT2khiArK0uMGjVKSJIkJEkSH374oV19dna26NSpkxgzZowwGAy28nfeeUdIkiQ++ugjW1lpaamIiYkR/fr1EyUlJbbyjRs3CkmSxFtvvVXv50Ou8dprrwlJksTq1avtyv/zn/8ISZLE1KlThRCMJ6qbf/7zn0KSJLF27Vq78ueff15IkiR27dolhGA80fXR6/Vi6NChtt9333//va2OsUR1lZCQIEaOHFljG8YT1cXRo0eFTqcTEyZMEBUVFbbybdu2CUmSxCuvvCKEaFjxxGn5LpSUlAQAmDFjhm2EQyaT4fnnn4dMJsPGjRtd2T1qANasWYNhw4YhMzMTcXFxTtts2LABJpMJU6dOhUqlspVPmzYNXl5ednH01VdfoaioCJMnT4aXl5et/OGHH0abNm2QnJwMs9lcfydELrNz5040btwYkyZNsisfPnw4WrVqhbS0NFgsFsYT1Ul2djaCgoIwbtw4u/IhQ4YAANLT0wHw+4muz/vvv48zZ86gZ8+eDnWMJaqL0tJSZGdnQ6fT1diO8UR1Yc3V5s+fD61WaysfPHgwxowZg1atWgFoWPHE5N6FDh48CH9/f0iSZFferFkzhIaG4sCBAy7qGTUU69atQ3BwMD7++GOMGDHCaRtrnHTv3t2uXKPRICIiApmZmSgpKbFre/U0R6uYmBgUFRXhxIkTt/IUqAEwm82YOnUqZsyYAbnc8WtfrVbDaDTCaDQynqhO/vnPfyIlJQVKpdKu/PTp0wCAwMBAAPx+orrLzMzEihUrMHXqVISFhTnUM5aoLjIzMwGg1uSe8UR1kZqaCkmS0KZNG4e6+fPn46mnngLQsOKJyb2LGAwG5OTk2O74XCs4OBhXrlxBQUHBbe4ZNSRvvPEGtmzZgqioqGrbnDt3DoGBgXZ3/6yCg4MBwLboh3XhtJYtWzq0tT4z5GyBEHJvCoUCkyZNwvjx4x3qTp06hdOnT6NVq1bQaDSMJ7puQgjk5+cjKSkJ7777Llq0aIHhw4cD4PcT1Y3ZbMbs2bPRunVrTJ061WkbxhLVxS+//AKgasHPxx57DN27d0f37t0xc+ZM281HgPFEtcvPz0dBQQHat2+PU6dOYcaMGejWrRuio6Mxc+ZMu8WIG1I8Mbl3kaKiIgCAt7e303prufUuD92d7r33XigUihrbFBUV1RpHpaWlAKp+2anVarupRVbWLyRrW7rzWSwWvPnmm7BYLBg9ejQAxhNdvyVLlqBnz56YP38+vL29sWrVKvj6+gJgPFHdrFq1CsePH8df/vIXu0WnrsZYorqwJverVq2Cl5cXEhMT0aVLF2zfvh2jR4/G8ePHATCeqHaXLl0CULVbVWJiIrKzs/HQQw8hOjoa27dvx5gxY5CdnQ2gYcUTk3sXsW4VVN0vMWu5Xq+/bX0i92QymeocR9fTlu5sQgjMnTsX+/btQ3h4uO1ZfMYTXa/g4GA8/vjjGDBgAAoKCjB+/HhkZGQAYDxR7c6cOYNly5Zh3LhxiIyMrLYdY4nqQqFQIDg4GKtXr8a7776Ll156CatWrcLbb7+NkpISzJ49GwDjiWpXXl4OoGoaff/+/bFp0ybMmjULK1aswKuvvor8/HwsXLgQQMOKJ2XtTag+WO/WVLefvcFgAAB4eHjctj6Re9JqtXWOo+tpS3cuk8mE1157DcnJyWjZsiWWL19u+4XCeKLrlZiYaPt3SkoKpk2bhpdffhlffvkl44lqJITAnDlzEBAQgOeff77GtowlqovXX3/dafnw4cPx2Wef4cCBAzh9+jTjiWplXaNIoVBg9uzZdjNpx48fj7Vr12L37t2oqKhoUPHEkXsX8fLyglwur3bahXU6fnVTPIisfHx8qn1849o48vHxgV6vt315XM0ai4y5O1tFRQWefvppJCcnIzQ0FOvWrUOzZs1s9Ywnuhn33XcfevTogRMnTuDcuXOMJ6pRUlISDh06hHnz5qFRo0Y1tmUs0c3q1KkTACArK4vxRLWy/kyDg4Ph5+dnVyeXy6HT6WA0GnHhwoUGFU9M7l1ErVajRYsWyMrKclqflZUFf39/h2AiulZoaCjy8/NRWVnpUJednQ25XI7WrVvb2gJwGnfWMmcrgtKdobi4GJMmTcLu3bvRqVMnrF+/Hi1atLBrw3ii2phMJuzduxffffed03prTBUWFjKeqEbbt28HAEyZMgU6nc72WrduHQBg4sSJ0Ol0yMrKYixRrUwmE44dO4ajR486rbfGjkajYTxRrVq2bAmFQlHtKLv1EWsPD48GFU9M7l0oOjoaeXl5Disi5ubm4rfffkNERISLekbuJDo6GhaLBQcPHrQr1+v1OHLkCMLCwmwLdERHRwOA020Wf/jhB3h7e6Ndu3b132m67fR6PaZOnYqjR48iJiYGH330EQICAhzaMZ6oLqZNm4YXX3zR6V68mZmZkMlkCAkJYTxRjUaNGoUZM2Y4vLp27WpX7+Pjw1iiWlksFowbNw5PPvmkw3eTEALp6elQKpXo2LEj44lqpdFoEB4ejosXL+Ls2bN2dSaTCZmZmfDz80OzZs0aVDwxuXehkSNHAgAWL14Mi8UCoOrLZ9GiRRBCYMyYMa7sHrmJYcOGQaFQYNmyZXZTfN5//32UlpbaxVH//v3RqFEjrFy50rZjAwBs2rQJZ8+eRWJiotN90Mn9LVq0COnp6YiMjMQHH3zgdLsWgPFEtVMqlbbF81atWmVXt379evz000+47777EBgYyHiiGj344IN45plnHF5XJ/fPPPMMfHx8GEtUK7VajYSEBBQXF2PFihV2datXr8avv/6KoUOHMp6ozqw7CS1YsMBuBH/16tXIycnByJEjoVAoGlQ8yYQQ4obfTTftueeew9dff40uXbogNjYW6enpOHjwIAYNGoQlS5ZAJpO5uovUQCQnJ2PWrFmYNWsWJk+ebFf3j3/8Ax988AHatWuHhIQEnDx5EikpKYiKisLatWvtVuX85JNPMG/ePAQFBeH+++9Hbm4utm3bhlatWmHDhg18FOQOlJeXh4SEBBiNRjz00EMICgpy2m7KlCnQaDSMJ6pVbm4uRo8ejZycHMTHx0OSJBw/fhz79u1DSEgI1q9fb1vLgfFE12vBggVYt24d1q1bh9jYWFs5Y4lqk5WVhbFjxyIvLw89e/ZEhw4d8NNPP2H//v1o164dkpKS4O/vD4DxRLUTQmDGjBnYuXMnwsLC0Lt3b5w6dQq7d+9GaGgoNm3aZHs+vqHEE5N7FzMajVixYgU+//xz5ObmokWLFhg+fDiefPLJardJoLtTTcm9EALr16/H+vXrce7cOTRp0gQDBgzAjBkznC7K8fXXX2PlypU4efIkfH19ER8fj+eeew5Nmza9TWdDt9POnTsxffr0WtsdOHAAPj4+jCeqk7y8PCxduhS7du1CYWEhmjZtigEDBuCpp56y/fEM8PuJrl91yT1jieoiNzcXS5YsQWpqKoqKitC0aVMMGjQITz/9tF2cMJ6oLkwmEz7++GNs3LgR586dg5+fH/r164dnn322Qf6uY3JPRERERERE5Ob4gAgRERERERGRm2NyT0REREREROTmmNwTERERERERuTkm90RERERERERujsk9ERERERERkZtjck9ERERERETk5pjcExEREREREbk5JvdEREREREREbo7JPREREREREZGbY3JPRERERERE5OaY3BMRERERERG5OSb3REREAJKTk6HT6RAZGYmsrKwa23bq1Ak6ne429axmWVlZ0Ol0GDBggKu7ctOEEFi+fDn69u2L8PBw9OjRA//973+rbW/9mdX11VC9++670Ol0WL58uau7QkREbkzp6g4QERE1JOXl5Xjttdfw4Ycfurord50tW7ZgyZIlUKvV6NWrF1QqFUJDQ2t9X0BAAHr27Fn/HSQiImrAmNwTERFdY+/evdi4cSMSExNd3ZW7yrFjxwAA06ZNw/Tp0+v8vnbt2uEf//hHfXWLiIjILXBaPhER0VWaN28OAHjrrbeQk5Pj4t7cXQwGAwAgKCjIxT0hIiJyP0zuiYiIrhIfH4/+/fujtLQUc+fOrfP7+vbtC51O5/SGwJw5c6DT6ZCcnGwrsz5nnZqaih07duDhhx9G165dER8fj/nz56OiogJmsxkrVqzAwIED0bVrVwwdOhQbNmyotg/nzp3D9OnTERUVhejoaEydOhVHjx512ra4uBhvv/02Bg4ciM6dOyMuLg4zZ85EZmam03OLjY3F8ePHMWLECISHh6Nfv35O217r8OHDmD59OuLi4hAeHo6+ffti3rx5dtfphx9+gE6nw6ZNmwAAs2bNgk6nwyuvvFLr8W+UTqfDiBEjUFBQgBdffBExMTHo1q0bHn30UezZs8fpeyoqKrB8+XIMGzYMXbp0QXR0NMaPH4+tW7dW+znbtm3DxIkTERsbi27duiExMRFbtmyBxWJx2n7Xrl145JFHEBERge7du+NPf/qT059hbm4u5syZg0GDBqFz586IjY3FE088gd27d9/YBSEiIrfH5J6IiOga8+bNg6+vL3bv3o0tW7bU62d9/PHHeOaZZyCEQI8ePVBRUYGkpCS8/PLLeOGFF7Bs2TIEBQUhKioKp06dwty5c5GUlORwnCtXrmDs2LHYv38/evbsifbt2yMlJQXjxo1zWJTuwoULeOihh7By5UqYTCb07t0boaGh2LFjBxITE7Fr1y6H4xsMBkyZMgWVlZXo3bs3lEol2rVrV+O5JSUlYfz48di5cydat26Nvn37QqlU4pNPPsHIkSORkZEBAAgMDMSwYcPQqlUrAEBkZCSGDRuGyMjIG72sdVJeXo4JEyZgx44diIyMRKdOnXDw4EE8+eST+PTTT+3aFhQUIDExEUuWLEFeXh7uvfdeRERE4NixY3jhhRcwa9Ysh+PPnTsXf/7zn5Geno7w8HB069YNJ0+exMsvv4yFCxc6tP/yyy8xbdo0FBUVIT4+Hn5+fkhLS8P48ePtbqQUFhZi4sSJ2LRpEzQaDRISEhAWFoa0tDRMmTIFmzdvvvUXi4iIGj5BREREYvPmzUKSJDF79mwhhBDJyclCkiTRvXt3cenSJbu2HTt2FJIk2ZUlJCQISZLExYsXHY49e/ZsIUmS2Lx5s61s6dKlQpIkIUmS2Lhxo638+PHjQqfT2T77xIkTtroNGzYISZLE8OHDbWXnz5+3HWfkyJEiPz/fVrd161ah0+lEbGysKCkpsZU/8sgjQpIk8fbbbwuTyWQrT0tLE507dxbR0dHi8uXLDueWmJgoDAaDEEIIs9lc4/XMyMgQHTp0EF27dhXfffedrdxsNot3331XSJIkEhIShF6vr/E61cT6M5swYUKd2l/Nes3i4+PFqVOnbOVpaWninnvuEV26dBEXLlywlU+fPl1IkiSmT58uysrKbOVnz54V/fr1E5IkifXr19vKt2/fLiRJEn379hXnzp2zlV+8eFH07t1bSJIkjhw5IoSwj4XVq1fb2hqNRjFt2jQhSZKYM2eOrXzZsmVCkiSxaNEiu3NKSUmxXVciIrr7cOSeiIjIiVGjRqFPnz4oLi7GvHnz6u1zwsPD8fDDD9v+36FDB7Rt2xYAMHHiRISFhdnqBg0aBKBq+r0zr732Gho3bmz7/wMPPICBAweisLAQ33zzDQDgyJEjOHToEO655x688MILUCgUtva9evXC+PHjUVJSYpsif7VHHnkEKpUKACCX1/wnxEcffQSLxYKnnnrKbiV7uVyOGTNmICYmBtnZ2fj6669rPE5d7N+/v9Zt8NasWeP0vXPmzLFdb6DqGowbNw6VlZX4/PPPAVRtN/jtt9/Cz88Pf/vb3+Dp6Wlr37p1a9so/KpVq2zln3zyCQDg1VdfRcuWLW3lzZs3x/Tp09G+fXucOXPGri9du3bFY489Zvu/UqnEpEmTAAC//PKLrTwvLw+A49oEffr0wRtvvIGXXnqp2mn/RER052JyT0REVI358+fDy8sLO3fuvCVJqDMREREOZdYEvUOHDnblPj4+AAC9Xu/wnhYtWiAqKsqhPCEhAQBw6NAhAFXPtwNATEwMZDKZQ/t7770XQFXCfK1r+1OTAwcOAADuv/9+p/UPPPCAXbubERAQgGHDhtX4cvYIgUajQb9+/RzKrWXWvh08eBAA0LtcG2H0AAAHgUlEQVR3bzRq1MihfUxMDJo0aYLz588jJycHQggcOHAAKpUK8fHxDu1Hjx6NrVu3YuTIkXblzh5DsCbwV65csZV1794dALBw4UK8+uqr2LlzJ8rKygAAY8eOxeDBg2u9+UJERHceboVHRERUjebNm+Oll17C3Llz8eabbyIuLs5uZPxW8PX1dSizJt1+fn5Oy50JDg52Wm5d/f/SpUsAgIsXLwIAPvzwQ3z44YfVHs/ZwoDO+lod6+dV16+QkBAAwOXLl+t8zOrc6FZ4LVq0sM1EuJo1obaeQ23nAlSdT15eHvLy8qBWq2E0GhEUFOT0+NXx9vZ2KLPOrLh6JP6BBx7AsWPHsHbtWmzcuBEbN26ESqVC9+7dMXToUIwYMQJKJf/EIyK62/Cbn4iIqAZjxozBtm3bsG/fPrz55ptYvHjxdR+jpinStyoJ02g0TsuFEHafY+1LRESE3XTxazm7iXE9o8HWz62O2WwGAKjV6jof81a7+pGEq1n7fu351nRz5erzsf77el3P9Z01axYmTJiA7du3Iy0tDYcPH8bevXuxd+9ebN68GWvWrHHptSUiotuPyT0REVEt3nzzTQwfPhxff/21bTr5tayJn8lkcqi7ekp1fbGOLl8rOzsbANCsWTMAQJMmTQBUPZ/99NNP11t/mjZtiqysLGRlZaF169YO9VlZWQCqptS7SnXX7MKFCwD+GMFv2rQpAOD8+fPVHst6PoGBgfD29oZKpcLly5dhMpkcbuAUFhZi+/bt0Ol0N7UjQMuWLfHEE0/giSeegF6vR2pqKl5//XUcOnQI3377bbWxSkREdyY+kEVERFSLli1b4vnnnwdQtU2es1Fp6yJr104zN5vN+PHHH+u9j6dOnUJubq5D+Y4dOwAAsbGxAIBu3boBAFJTU52ex6effoqhQ4fivffeu6n+WJ8Lty7kd61t27YBqHpe3VWuXLmC9PR0h3Lr1oG9evUCAERHR0Mmk2HPnj22Z9uv9v3336OgoADt2rVDQEAA1Go1wsPDYTQasW/fPof2KSkpeP311/HFF1/cUL//7//+D3FxcbZHLICqmRsDBgzAiBEjAPxxg4KIiO4eTO6JiIjqYMKECYiOjkZeXp7TafaSJAGoWiXemjRbLBYsWrTIadJ9q5nNZrzyyiuoqKiwlSUlJSE1NRXBwcEYMGAAACAuLg4dOnRAeno6Fi9ebDfT4Oeff8bixYtx4sQJ6HS6m+rPhAkToFAo8K9//csuwRVCYNmyZThw4ACCg4NtC/65yrx581BQUGD7/+7du/Hpp5/Cz88Pw4cPB1B1c6dfv34oKirCyy+/jPLyclv78+fP49VXXwUAjB8/3lZu/feCBQvsfv45OTlYunQpZDIZhg0bdkN9DgwMRGFhId5++20YDAZbeUlJCVJTUwEAnTt3vqFjExGR++K0fCIiojqQyWRYuHAhRowYgcrKSof6iRMnYvv27di6dSuOHz+OsLAwZGRkIDc3F/fff79tpLq+tG3bFj/++CMGDBiAqKgoZGVlISMjA40aNcKiRYtsz1/LZDIsWrQIkyZNwr///W/85z//QadOnVBaWoqDBw/CYrHg0UcfRf/+/W+qP+Hh4Zg1axYWLFiAyZMnIzIyEs2aNUNmZibOnj2Lxo0b45133oGHh8dNn/upU6fw4osv1tpu7NixtpkLQNW1KC0txaBBgxAbG4uioiIcPHgQarUab731Fvz9/W1t58+fj7Nnz+Lbb79F37590a1bN1RUVGD//v0wGAwYNWoUxo0bZ2s/bNgw7N27F8nJyRg8eDBiYmJgNptx6NAhlJeXY9q0aU53N6iLqVOnYufOnfjqq69w4MABhIeHw2w248iRIyguLsaQIUMQFxd3Q8cmIiL3xeSeiIiojkJDQzFz5kz8/e9/d6jr2rUr1q5di/feew/p6enIyclBZGQkFi9ejIyMjHpP7lu0aIF33nkHb731FlJTU6FWqzF48GA8++yzdvu4A1Wry2/ZsgUffPABdu3ahbS0NHh7e6Nbt26YMGECBg4ceEv69Oijj6Jjx45YuXIl0tPTkZGRgaCgIEyePBmPP/64bR2Am5Wfn48vv/yy1nY9e/a0S+7lcjk+++wzvPHGG0hLS4NKpUL//v0xffp0dOzY0e69AQEB2LBhA9asWYNt27YhNTUVHh4eiI6Otm0/d62FCxciJiYGGzZswP79+2E2myFJEiZMmOCwDd718PPzQ1JSEpYvX449e/Zgz549UKlUaN++PR588EGMHj36ho9NRETuSyZqW86WiIiI6A6j0+mgUCjw888/u7orREREtwSfuSciIiIiIiJyc0zuiYiIiIiIiNwck3siIiIiIiIiN8dn7omIiIiIiIjcHEfuiYiIiIiIiNwck3siIiIiIiIiN8fknoiIiIiIiMjNMbknIiIiIiIicnNM7omIiIiIiIjcHJN7IiIiIiIiIjfH5J6IiIiIiIjIzTG5JyIiIiIiInJzTO6JiIiIiIiI3ByTeyIiIiIiIiI3x+SeiIiIiIiIyM0xuSciIiIiIiJyc0zuiYiIiIiIiNzc/wOybgMwuvaVQgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 387, + "width": 507 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd4 = np.zeros((len(epochs), k))\n", + "\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", + "\n", + "eta = 0.001\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "\n", + "for i, epoch in enumerate(epochs):\n", + "\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.0, batch_size=batch_size, fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.2, batch_size=batch_size, fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.6, batch_size=batch_size, fit_intercept=True)\n", + " mbgd_reg4 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.9, batch_size=batch_size, fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg4.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + "\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd4[i, j] = mbgd_reg4.mse(X_test_scaled, z_test_scaled)\n", + " \n", + " j += 1\n", + " \n", + "\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "mse_KFold_mbgd4 = np.mean(scores_KFold_mbgd4, axis=1)\n", + "\n", + "\n", + "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=r\"$\\gamma$ = 0.0\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=r\"$\\gamma$ = 0.2\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=r\"$\\gamma$ = 0.6\")\n", + "plt.plot(epochs, mse_KFold_mbgd4, 'o--', label=r\"$\\gamma$ = 0.9\")\n", + "plt.legend()\n", + "plt.xlabel(\"Number of Epochs\")\n", + "plt.ylabel(\"MSE\")\n", + "plt.title(r'OLS MBGD With Various $\\gamma$ Values')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"OLS_MSE_epochs_particular_gamma.pdf\"), dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot MSE against epochs for various lambda values Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 387, + "width": 507 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd4 = np.zeros((len(epochs), k))\n", + "\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", + "\n", + "eta = 0.001\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "\n", + "for i, epoch in enumerate(epochs):\n", + "\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(lmbda=0, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(lmbda=0.2, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(lmbda=0.8, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + " mbgd_reg4 = GDRegressor(lmbda=1, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg4.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + "\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd4[i, j] = mbgd_reg4.mse(X_test_scaled, z_test_scaled)\n", + " \n", + " j += 1\n", + " \n", + "\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "mse_KFold_mbgd4 = np.mean(scores_KFold_mbgd4, axis=1)\n", + "\n", + "\n", + "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=r\"$\\lambda$ = 0.0\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=r\"$\\lambda$ = 0.2\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=r\"$\\lambda$ = 0.8\")\n", + "plt.plot(epochs, mse_KFold_mbgd4, 'o--', label=r\"$\\lambda$ = 1.0\")\n", + "plt.legend()\n", + "plt.xlabel(\"Number of Epochs\")\n", + "plt.ylabel(\"MSE\")\n", + "plt.title(r'Ridge MBGD With Various $\\lambda$ Values')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"Ridge_MSE_epochs_particular_lambda.pdf\"), dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot of MSE OLS versus model complexity " + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 501 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import KFold\n", + "\n", + "### Create data\n", + "np.random.seed(40)\n", + "\n", + "n = 20 # n x n number of data points\n", + "sigma2 = 0.01 # irreducible error\n", + "sigma = np.sqrt(sigma2)\n", + "\n", + "x = np.linspace(0, 1, n)\n", + "y = np.linspace(0, 1, n)\n", + "noise = np.random.normal(0, sigma, int(n*n))\n", + " \n", + "# Create mesh and unravel\n", + "x, y = np.meshgrid(x, y)\n", + "x = np.ravel(x)\n", + "y = np.ravel(y)\n", + "\n", + "# Observed data\n", + "z = frankeFunction(x, y) + noise\n", + "\n", + "# setup for Cross-validation\n", + "maxdeg = 10\n", + "degrees = np.arange(1, maxdeg+1, dtype=int)\n", + "\n", + "# Initialize a KFold instance\n", + "k = 5\n", + "KFold = KFold(n_splits=5, shuffle=False)\n", + "\n", + "# Perform the cross-validation to estimate MSE\n", + "#scores_KFold_train = np.zeros((maxdeg, k))\n", + "#scores_KFold_test = np.zeros((maxdeg, k))\n", + "\n", + "scores_KFold_inv = np.zeros((maxdeg, k))\n", + "scores_KFold_bgd = np.zeros((maxdeg, k))\n", + "scores_KFold_sgd = np.zeros((maxdeg, k))\n", + "scores_KFold_mbgd = np.zeros((maxdeg, k))\n", + "\n", + "for i, deg in enumerate(degrees):\n", + "\n", + " # Generate design matrix\n", + " X = designMatrix(x, y, deg, with_intercept=False)\n", + " j = 0\n", + " for train_inds, test_inds in KFold.split(x):\n", + " X_train = X[train_inds]\n", + " z_train = z[train_inds]\n", + "\n", + " X_test = X[test_inds]\n", + " z_test = z[test_inds]\n", + " \n", + " # Scale the data, i.e, subtract the mean and divide by std (based on the training set)\n", + " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", + " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", + " \n", + " '''\n", + " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", + " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", + " '''\n", + " \n", + " inv_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + " bgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + " sgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + " mbgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + "\n", + " \n", + " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", + " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", + " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", + " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", + " \n", + " \n", + " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", + " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " \n", + " j += 1\n", + " \n", + "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", + "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", + "\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", + "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", + "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", + "\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.style.use('seaborn')\n", + "plt.grid(alpha=0.3)\n", + "plt.plot(degrees, mse_KFold_inv, label='Inversion')\n", + "plt.plot(degrees, mse_KFold_bgd, label='Batch GD')\n", + "#plt.plot(degrees, mse_KFold_sgd, label='Stochastic GD')\n", + "plt.plot(degrees, mse_KFold_mbgd, label='Mini-batch GD')\n", + "plt.legend()\n", + "plt.xlabel(\"Model Complexity\")\n", + "plt.ylabel(\"MSE\")\n", + "plt.yscale('log')\n", + "plt.title('Test Data MSE by Cross-Validation')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "hide_input": false, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/programs/GD_Regression.ipynb b/programs/GD_Regression.ipynb index c4db297..3a7b8f9 100644 --- a/programs/GD_Regression.ipynb +++ b/programs/GD_Regression.ipynb @@ -12,18 +12,9 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", @@ -78,12 +69,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### SGD for Scikit-Learn" + "### GD Methods for simple training and test data" ] }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 2, "metadata": { "scrolled": false }, @@ -92,16 +83,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Inversion: 2.277810398751483 [2.2778104 2.69663456]\n", - "Batch GD: 1.8018808898671517 [2.57238999 2.84711198]\n", - "Stochastic GD: 1.3090268549565651 [3.17540341 2.78992922]\n", - "Mini-Batch GD: 1.825656831228176 [2.63464391 2.90169549]\n", - "SGDreg from Sklearn: [2.2903348] [2.2903348 2.66038725]\n" + "Inversion: 2.023806876798601 [2.02380688 2.87128142]\n", + "Batch GD: 2.033797773672934 [2.32546639 2.58086376]\n", + "Stochastic GD: 2.001546396889606 [1.89257375 3.0369118 ]\n", + "Mini-Batch GD: 2.3631491842285923 [1.76954858 2.84321841]\n", + "SGDreg from Sklearn: [2.13355887] [2.13355887 2.66986128]\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -110,7 +101,8 @@ "image/png": { "height": 386, "width": 492 - } + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -118,6 +110,8 @@ "source": [ "m = 100\n", "\n", + "np.random.seed(40)\n", + "\n", "# Training data\n", "x = 2 * np.random.rand(m, 1)\n", "y = 4 + 3 * x + np.random.randn(m, 1)\n", @@ -178,18 +172,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Plot of MSE OLS against learning rates with CV\n", - "\n" + "# Plot of MSE against number of epochs - OLS" ] }, { "cell_type": "code", - "execution_count": 172, - "metadata": {}, + "execution_count": 3, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -197,7 +192,7 @@ "metadata": { "image/png": { "height": 386, - "width": 495 + "width": 502 } }, "output_type": "display_data" @@ -228,9 +223,9 @@ "z = frankeFunction(x, y) + noise\n", "\n", "# setup for Cross-validation\n", - "max_lr = 0.01\n", - "step = 0.0005\n", - "lrs = np.arange(0.001, max_lr, step, dtype=float)\n", + "max_epoch = 600\n", + "step = 25\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", @@ -240,17 +235,22 @@ "#scores_KFold_train = np.zeros((maxdeg, k))\n", "#scores_KFold_test = np.zeros((maxdeg, k))\n", "\n", - "scores_KFold_inv = np.zeros((len(lrs), k))\n", - "scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lrs), k))\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_bgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd_sklearn = np.zeros((len(epochs), k))\n", "\n", "deg = 5\n", "# Generate design matrix\n", "X = designMatrix(x, y, deg, with_intercept=False)\n", "\n", - "for i, lr in enumerate(lrs):\n", + "eta = 0.005\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "lmbda = 0 # OLS\n", + "\n", + "for i, epoch in enumerate(epochs):\n", "\n", " j = 0\n", " for train_inds, test_inds in KFold.split(x):\n", @@ -264,16 +264,12 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", " \n", - " inv_reg = GDRegressor(eta=lr, fit_intercept=True)\n", - " bgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=None, eta0=lr, alpha=0, \n", + " inv_reg = GDRegressor(gamma=gamma, eta=eta, fit_intercept=True)\n", + " bgd_reg = GDRegressor(gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgd_reg = GDRegressor(gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " mbgd_reg = GDRegressor(gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=None, eta0=eta, alpha=0, \n", " tol=1e-5, fit_intercept=True) # sklearn\n", " \n", " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", @@ -306,36 +302,35 @@ "plt.style.use('seaborn')\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.grid(alpha=0.3)\n", - "plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lrs, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", + "plt.plot(epochs, mse_KFold_inv, label='Inversion')\n", + "plt.plot(epochs, mse_KFold_bgd, label='Batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd, label='Stochastic GD')\n", + "plt.plot(epochs, mse_KFold_mbgd, label='Mini-batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", "plt.legend()\n", - "plt.xlabel(\"Learning rate\")\n", + "plt.xlabel(\"Number of Epochs\")\n", "plt.ylabel(\"MSE\")\n", "#plt.yscale('log')\n", - "plt.title('Test Data MSE for OLS Against Learning Rates by Cross-Validation')\n", + "plt.title('OLS: GD Methods')\n", "plt.show()\n", - "fig.savefig(fig_path(\"OLS_MSE_lrs_momentum_epochs_75.pdf\"), dpi=300)" + "fig.savefig(fig_path(\"OLS_MSE_epochs.pdf\"), dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Ridge MSE against learning rates with CV\n", - "\n" + "# Plot of MSE against epochs - Ridge" ] }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -343,7 +338,7 @@ "metadata": { "image/png": { "height": 386, - "width": 501 + "width": 507 } }, "output_type": "display_data" @@ -352,7 +347,7 @@ "source": [ "from sklearn.model_selection import KFold\n", "\n", - "# PLOT OF RIDGE (LAMBDA=1) REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", + "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", "\n", "### Create data\n", "np.random.seed(40)\n", @@ -374,27 +369,34 @@ "z = frankeFunction(x, y) + noise\n", "\n", "# setup for Cross-validation\n", - "max_lr = 0.01\n", - "step = 0.0005\n", - "lrs = np.arange(0.001, max_lr, step, dtype=float)\n", + "max_epoch = 600\n", + "step = 25\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", "KFold = KFold(n_splits=5, shuffle=False)\n", "\n", "# Perform the cross-validation to estimate MSE\n", + "#scores_KFold_train = np.zeros((maxdeg, k))\n", + "#scores_KFold_test = np.zeros((maxdeg, k))\n", "\n", - "scores_KFold_inv = np.zeros((len(lrs), k))\n", - "scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lrs), k))\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_bgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd = np.zeros((len(epochs), k))\n", + "scores_KFold_sgd_sklearn = np.zeros((len(epochs), k))\n", "\n", "deg = 5\n", "# Generate design matrix\n", "X = designMatrix(x, y, deg, with_intercept=False)\n", "\n", - "for i, lr in enumerate(lrs):\n", + "eta = 0.005\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "lmbda = 1 # Ridge\n", + "\n", + "for i, epoch in enumerate(epochs):\n", "\n", " j = 0\n", " for train_inds, test_inds in KFold.split(x):\n", @@ -408,16 +410,12 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " inv_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " bgd_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=1, eta=lr, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=\"l2\", eta0=lr, alpha=1, \n", + " \n", + " inv_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, fit_intercept=True)\n", + " bgd_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgd_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " mbgd_reg = GDRegressor(lmbda=lmbda, gamma=gamma, eta=eta, n_epochs=epoch, fit_intercept=True)\n", + " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=\"l2\", eta0=eta, alpha=1, \n", " tol=1e-5, fit_intercept=True) # sklearn\n", " \n", " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", @@ -427,7 +425,9 @@ " \n", " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", - "\n", + " \n", + " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", + " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", @@ -435,7 +435,7 @@ " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", " \n", " j += 1\n", - "\n", + " \n", "\n", "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", @@ -446,36 +446,35 @@ "plt.style.use('seaborn')\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.grid(alpha=0.3)\n", - "plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lrs, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", - "plt.legend(loc=\"upper left\")\n", - "plt.xlabel(\"Learning rate\")\n", + "plt.plot(epochs, mse_KFold_inv, label='Inversion')\n", + "plt.plot(epochs, mse_KFold_bgd, label='Batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd, label='Stochastic GD')\n", + "plt.plot(epochs, mse_KFold_mbgd, label='Mini-batch GD')\n", + "plt.plot(epochs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", + "plt.legend()\n", + "plt.xlabel(\"Number of Epochs\")\n", "plt.ylabel(\"MSE\")\n", "#plt.yscale('log')\n", - "plt.title('Test Data MSE for Ridge Against Learning Rates by Cross-Validation')\n", + "plt.title('Ridge: GD Methods')\n", "plt.show()\n", - "fig.savefig(fig_path(\"Ridge_MSE_lrs_momentum_250_epochs.pdf\"), dpi=300)" + "fig.savefig(fig_path(\"Ridge_MSE_epochs_overview.pdf\"), dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Plot of MSE Ridge against hyperparameter lambda with CV\n", - "\n" + "# OLS with MBGD and Various Learning Rates" ] }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -483,7 +482,7 @@ "metadata": { "image/png": { "height": 386, - "width": 495 + "width": 502 } }, "output_type": "display_data" @@ -512,29 +511,28 @@ "z = frankeFunction(x, y) + noise\n", "\n", "# setup for Cross-validation\n", - "max_lmbda = 8\n", - "step = 1\n", - "lmbdas = np.arange(1, max_lmbda, step, dtype=float)\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", "KFold = KFold(n_splits=5, shuffle=False)\n", "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "scores_KFold_inv = np.zeros((len(lmbdas), k))\n", - "scores_KFold_bgd = np.zeros((len(lmbdas), k))\n", - "scores_KFold_sgd = np.zeros((len(lmbdas), k))\n", - "scores_KFold_mbgd = np.zeros((len(lmbdas), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lmbdas), k))\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", "\n", "deg = 5\n", "# Generate design matrix\n", "X = designMatrix(x, y, deg, with_intercept=False)\n", "\n", - "for i, lmb in enumerate(lmbdas):\n", + "gamma = 0.9\n", + "seed = 42\n", + "lmbda = 0 # OLS\n", + "\n", + "for i, epoch in enumerate(epochs):\n", "\n", " j = 0\n", " for train_inds, test_inds in KFold.split(x):\n", @@ -548,85 +546,62 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " inv_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " bgd_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=lmb, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=\"l2\", eta0=0.01, alpha=lmb, \n", - " tol=1e-5, fit_intercept=True) # sklearn\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", - " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(lmbda=lmbda, eta=0.01, n_epochs=epoch, gamma=gamma, fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(lmbda=lmbda, eta=0.001, n_epochs=epoch, gamma=gamma, fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(lmbda=lmbda, eta=0.0001, n_epochs=epoch, gamma=gamma, fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=seed, method=\"MBGD\")\n", + "\n", " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", " \n", " j += 1\n", " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", "\n", "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "\n", "\n", "plt.style.use('seaborn')\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.grid(alpha=0.3)\n", - "plt.plot(lmbdas, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lmbdas, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lmbdas, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lmbdas, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lmbdas, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=\"Learning Rate = 0.01\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=\"Learning Rate = 0.001\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=\"Learning Rate = 0.0001\")\n", "plt.legend()\n", - "plt.xlabel(r\"$\\lambda$\")\n", + "plt.xlabel(\"Number of Epochs\")\n", "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE Ridge Against Lambdas by Cross-Validation')\n", + "plt.title('OLS with MBGD and Various Learning Rates')\n", "plt.show()\n", - "fig.savefig(fig_path(\"Ridge_MSE_lmbdas_momentum_100_epochs.pdf\"), dpi=300)" + "fig.savefig(fig_path(\"OLS_MSE_epochs_various_lr.pdf\"), dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Plot of MSE against mini batch sizes for OLS\n", + "# Plot of MSE against batch sizes\n", "\n", - "Below is the plot generated for MSE against various mini batch sizes for mini-batch gradient descent for OLS with CV. The number of mini batches is given by \n", - "\n", - "Number of minibatches: $b = \\frac{m}{\\text{batch_size}}$ \n" + "Could indicate which batch sizes are interesting to study further. " ] }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -634,7 +609,7 @@ "metadata": { "image/png": { "height": 386, - "width": 495 + "width": 501 } }, "output_type": "display_data" @@ -667,20 +642,13 @@ "# setup for Cross-validation\n", "max_b_size = 50\n", "step = 1\n", - "#b_sizes = np.arange(1, max_b_size, step, dtype=float)\n", "b_sizes = [2**i for i in range(7)]\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", "KFold = KFold(n_splits=5, shuffle=False)\n", "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", "\n", - "#scores_KFold_inv = np.zeros((len(lrs), k))\n", - "#scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "#scores_KFold_sgd = np.zeros((len(lrs), k))\n", "scores_KFold_mbgd = np.zeros((len(b_sizes), k))\n", "\n", "\n", @@ -702,61 +670,30 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " #inv_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", + "\n", + " mbgd_reg = GDRegressor(eta=0.0042, gamma=0.9, n_epochs=250, batch_size=bs, tol=1e-5, fit_intercept=True)\n", " \n", - " #bgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " #sgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0.9, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=bs, tol=1e-5, fit_intercept=True)\n", - " \n", - " \n", - " #inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " #bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " #sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", + " \n", " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\") \n", " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", + "\n", " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", " \n", " j += 1\n", " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", "\n", - "#mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "#mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "#mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", "\n", - "#m = 100\n", - "#mini_batches = m/b_sizes\n", - "#print(type(mini_batches))\n", - "\n", "plt.style.use('seaborn')\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.grid(alpha=0.3)\n", - "#plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "#plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", "plt.plot(b_sizes, mse_KFold_mbgd, 'o--', label='Mini-batch GD')\n", "plt.xticks(b_sizes)\n", "plt.legend()\n", "plt.xlabel(\"Mini-batch size\")\n", "plt.ylabel(\"MSE\")\n", "#plt.yscale('log')\n", - "plt.title('Test Data MSE for OLS Against Mini-Batch Sizes by Cross-Validation')\n", + "plt.title('OLS MBGD For Mini-Batches: MSE Against Number of Epochs')\n", "plt.show()\n", "fig.savefig(fig_path(\"OLS_MSE_mini_b_momentum.pdf\"), dpi=300)" ] @@ -765,21 +702,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Plot of MSE Ridge against mini batch sizes with CV\n", - "\n", - "Below is the plot generated for MSE against various mini batch sizes for mini-batch gradient descent for OLS with CV. The number of mini batches is given by \n", - "\n", - "Number of minibatches: $b = \\frac{m}{\\text{batch_size}}$ \n" + "# Plot of MSE against epochs - various mini-batches" ] }, { "cell_type": "code", - "execution_count": 164, - "metadata": {}, + "execution_count": 7, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -787,7 +722,7 @@ "metadata": { "image/png": { "height": 386, - "width": 495 + "width": 502 } }, "output_type": "display_data" @@ -796,8 +731,6 @@ "source": [ "from sklearn.model_selection import KFold\n", "\n", - "# PLOT OF RIDGE REGRESSION AS FUNCTION OF THE CHOSEN mini batch sizes\n", - "\n", "### Create data\n", "np.random.seed(40)\n", "\n", @@ -818,30 +751,28 @@ "z = frankeFunction(x, y) + noise\n", "\n", "# setup for Cross-validation\n", - "max_b_size = 50\n", - "step = 1\n", - "#b_sizes = np.arange(1, max_b_size, step, dtype=float)\n", - "b_sizes = [2**i for i in range(7)]\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", "KFold = KFold(n_splits=5, shuffle=False)\n", "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", - "\n", - "#scores_KFold_inv = np.zeros((len(lrs), k))\n", - "#scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "#scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(b_sizes), k))\n", - "\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd4 = np.zeros((len(epochs), k))\n", "\n", "deg = 5\n", "# Generate design matrix\n", "X = designMatrix(x, y, deg, with_intercept=False)\n", "\n", - "for i, bs in enumerate(b_sizes):\n", + "eta = 0.001\n", + "gamma = 0.9\n", + "\n", + "for i, epoch in enumerate(epochs):\n", "\n", " j = 0\n", " for train_inds, test_inds in KFold.split(x):\n", @@ -855,88 +786,73 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " #inv_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " #bgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " #sgd_reg = GDRegressor(lmbda=0, eta=lr, n_iter=1000, t0=5, t1=50, gamma=0.9, \n", - " #n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=1, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=250, batch_size=bs, tol=1e-5, fit_intercept=True)\n", - " \n", - " \n", - " #inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " #bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " #sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\") \n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " #scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=2, fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=8, fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=16, fit_intercept=True)\n", + " mbgd_reg4 = GDRegressor(eta=eta, n_epochs=epoch, gamma=gamma, batch_size=32, fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg4.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + "\n", + " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd4[i, j] = mbgd_reg4.mse(X_test_scaled, z_test_scaled)\n", " \n", " j += 1\n", " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", "\n", - "#mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "#mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "#mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", + "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "mse_KFold_mbgd4 = np.mean(scores_KFold_mbgd4, axis=1)\n", "\n", - "#m = 100\n", - "#mini_batches = m/b_sizes\n", - "#print(type(mini_batches))\n", "\n", "plt.style.use('seaborn')\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.grid(alpha=0.3)\n", - "#plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "#plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(b_sizes, mse_KFold_mbgd, 'o--', label='Mini-batch GD')\n", - "plt.xticks(b_sizes)\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=\"Batch size = 2\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=\"Batch size = 8\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=\"Batch size = 16\")\n", + "plt.plot(epochs, mse_KFold_mbgd4, 'o--', label=\"Batch size = 32\")\n", "plt.legend()\n", - "plt.xlabel(\"Mini-batch size\")\n", + "plt.xlabel(\"Number of Epochs\")\n", "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE for Ridge Against Mini-Batch Sizes by Cross-Validation')\n", + "plt.title('OLS MBGD With Batch Size')\n", "plt.show()\n", - "fig.savefig(fig_path(\"Ridge_MSE_mini_b_momentum.pdf\"), dpi=300)" + "fig.savefig(fig_path(\"OLS_MSE_epochs_particular_batch_size.pdf\"), dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Plot of MSE OLS versus model complexity " + "# Plot of MSE against epochs, with particular gamma values" ] }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { "image/png": { - "height": 386, - "width": 501 + "height": 387, + "width": 507 } }, "output_type": "display_data" @@ -965,26 +881,30 @@ "z = frankeFunction(x, y) + noise\n", "\n", "# setup for Cross-validation\n", - "maxdeg = 10\n", - "degrees = np.arange(1, maxdeg+1, dtype=int)\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", "KFold = KFold(n_splits=5, shuffle=False)\n", "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd4 = np.zeros((len(epochs), k))\n", "\n", - "scores_KFold_inv = np.zeros((maxdeg, k))\n", - "scores_KFold_bgd = np.zeros((maxdeg, k))\n", - "scores_KFold_sgd = np.zeros((maxdeg, k))\n", - "scores_KFold_mbgd = np.zeros((maxdeg, k))\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", "\n", - "for i, deg in enumerate(degrees):\n", + "eta = 0.001\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "\n", + "for i, epoch in enumerate(epochs):\n", "\n", - " # Generate design matrix\n", - " X = designMatrix(x, y, deg, with_intercept=False)\n", " j = 0\n", " for train_inds, test_inds in KFold.split(x):\n", " X_train = X[train_inds]\n", @@ -997,71 +917,78 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " inv_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " bgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", - " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.0, batch_size=batch_size, fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.2, batch_size=batch_size, fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.6, batch_size=batch_size, fit_intercept=True)\n", + " mbgd_reg4 = GDRegressor(eta=eta, n_epochs=epoch, gamma=0.9, batch_size=batch_size, fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg4.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", "\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " \n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd4[i, j] = mbgd_reg4.mse(X_test_scaled, z_test_scaled)\n", " \n", " j += 1\n", " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", "\n", "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "mse_KFold_mbgd4 = np.mean(scores_KFold_mbgd4, axis=1)\n", + "\n", "\n", - "fig = plt.figure(figsize=(8, 6))\n", "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", "plt.grid(alpha=0.3)\n", - "plt.plot(degrees, mse_KFold_inv, label='Inversion')\n", - "plt.plot(degrees, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(degrees, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(degrees, mse_KFold_mbgd, label='Mini-batch GD')\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=r\"$\\gamma$ = 0.0\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=r\"$\\gamma$ = 0.2\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=r\"$\\gamma$ = 0.6\")\n", + "plt.plot(epochs, mse_KFold_mbgd4, 'o--', label=r\"$\\gamma$ = 0.9\")\n", "plt.legend()\n", - "plt.xlabel(\"Model Complexity\")\n", + "plt.xlabel(\"Number of Epochs\")\n", "plt.ylabel(\"MSE\")\n", - "plt.yscale('log')\n", - "plt.title('Test Data MSE by Cross-Validation')\n", - "plt.show()" + "plt.title(r'OLS MBGD With Various $\\gamma$ Values')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"OLS_MSE_epochs_particular_gamma.pdf\"), dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Plot of MSE Ridge against model complexity" + "# Plot MSE against epochs for various lambda values Ridge" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 387, + "width": 507 + } + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.model_selection import KFold\n", "\n", @@ -1085,26 +1012,30 @@ "z = frankeFunction(x, y) + noise\n", "\n", "# setup for Cross-validation\n", - "maxdeg = 10\n", - "degrees = np.arange(1, maxdeg+1, dtype=int)\n", + "max_epoch = 600\n", + "step = 50\n", + "epochs = np.arange(25, max_epoch, step, dtype=int)\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", "KFold = KFold(n_splits=5, shuffle=False)\n", "\n", - "# Perform the cross-validation to estimate MSE\n", - "#scores_KFold_train = np.zeros((maxdeg, k))\n", - "#scores_KFold_test = np.zeros((maxdeg, k))\n", + "scores_KFold_inv = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd1 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd2 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd3 = np.zeros((len(epochs), k))\n", + "scores_KFold_mbgd4 = np.zeros((len(epochs), k))\n", "\n", - "scores_KFold_inv = np.zeros((maxdeg, k))\n", - "scores_KFold_bgd = np.zeros((maxdeg, k))\n", - "scores_KFold_sgd = np.zeros((maxdeg, k))\n", - "scores_KFold_mbgd = np.zeros((maxdeg, k))\n", + "deg = 5\n", + "# Generate design matrix\n", + "X = designMatrix(x, y, deg, with_intercept=False)\n", "\n", - "for i, deg in enumerate(degrees):\n", + "eta = 0.001\n", + "gamma = 0.9\n", + "batch_size = 8\n", + "\n", + "for i, epoch in enumerate(epochs):\n", "\n", - " # Generate design matrix\n", - " X = designMatrix(x, y, deg, with_intercept=False)\n", " j = 0\n", " for train_inds, test_inds in KFold.split(x):\n", " X_train = X[train_inds]\n", @@ -1117,73 +1048,69 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " '''\n", - " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", - " '''\n", - " \n", - " inv_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " bgd_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0, \n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " sgd_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0.9,\n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(lmbda=1, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", - " batch_size=20, tol=1e-5, fit_intercept=True)\n", - " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", - " \n", - " \n", - " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", - " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", + " inv_reg = GDRegressor(fit_intercept=True)\n", + " mbgd_reg1 = GDRegressor(lmbda=0, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + " mbgd_reg2 = GDRegressor(lmbda=0.2, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + " mbgd_reg3 = GDRegressor(lmbda=0.8, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + " mbgd_reg4 = GDRegressor(lmbda=1, eta=eta, n_epochs=epoch, gamma=gamma, batch_size=batch_size, \n", + " fit_intercept=True)\n", + "\n", + " inv_reg.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"Inv\")\n", + " mbgd_reg1.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg2.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg3.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + " mbgd_reg4.fit(X_train_scaled, z_train_scaled, seed_val=42, method=\"MBGD\")\n", + "\n", " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd1[i, j] = mbgd_reg1.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd2[i, j] = mbgd_reg2.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd3[i, j] = mbgd_reg3.mse(X_test_scaled, z_test_scaled)\n", + " scores_KFold_mbgd4[i, j] = mbgd_reg4.mse(X_test_scaled, z_test_scaled)\n", " \n", " j += 1\n", " \n", - "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", - "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", "\n", "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", - "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", - "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", - "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", + "mse_KFold_mbgd1 = np.mean(scores_KFold_mbgd1, axis=1)\n", + "mse_KFold_mbgd2 = np.mean(scores_KFold_mbgd2, axis=1)\n", + "mse_KFold_mbgd3 = np.mean(scores_KFold_mbgd3, axis=1)\n", + "mse_KFold_mbgd4 = np.mean(scores_KFold_mbgd4, axis=1)\n", + "\n", "\n", - "fig = plt.figure(figsize=(8, 6))\n", "plt.style.use('seaborn')\n", + "fig = plt.figure(figsize=(8, 6))\n", "plt.grid(alpha=0.3)\n", - "plt.plot(degrees, mse_KFold_inv, label='Inversion')\n", - "plt.plot(degrees, mse_KFold_bgd, label='Batch GD')\n", - "#plt.plot(degrees, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(degrees, mse_KFold_mbgd, label='Mini-batch GD')\n", + "plt.plot(epochs, mse_KFold_inv, label='Analytical OLS')\n", + "plt.plot(epochs, mse_KFold_mbgd1, 'o--', label=r\"$\\lambda$ = 0.0\")\n", + "plt.plot(epochs, mse_KFold_mbgd2, 'o--', label=r\"$\\lambda$ = 0.2\")\n", + "plt.plot(epochs, mse_KFold_mbgd3, 'o--', label=r\"$\\lambda$ = 0.8\")\n", + "plt.plot(epochs, mse_KFold_mbgd4, 'o--', label=r\"$\\lambda$ = 1.0\")\n", "plt.legend()\n", - "plt.xlabel(\"Model Complexity\")\n", + "plt.xlabel(\"Number of Epochs\")\n", "plt.ylabel(\"MSE\")\n", - "plt.yscale('log')\n", - "plt.title('Test Data MSE by Cross-Validation')\n", - "plt.show()" + "plt.title(r'Ridge MBGD With Various $\\lambda$ Values')\n", + "plt.show()\n", + "fig.savefig(fig_path(\"Ridge_MSE_epochs_particular_lambda.pdf\"), dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Weight Initialization" + "# Plot of MSE OLS versus model complexity " ] }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1191,7 +1118,7 @@ "metadata": { "image/png": { "height": 386, - "width": 492 + "width": 501 } }, "output_type": "display_data" @@ -1200,8 +1127,6 @@ "source": [ "from sklearn.model_selection import KFold\n", "\n", - "# PLOT OF OLS REGRESSION AS FUNCTION OF THE CHOSEN LEARNING RATES\n", - "\n", "### Create data\n", "np.random.seed(40)\n", "\n", @@ -1222,27 +1147,26 @@ "z = frankeFunction(x, y) + noise\n", "\n", "# setup for Cross-validation\n", - "max_lr = 0.01\n", - "step = 0.0005\n", - "lrs = np.arange(0.001, max_lr, step, dtype=float)\n", + "maxdeg = 10\n", + "degrees = np.arange(1, maxdeg+1, dtype=int)\n", "\n", "# Initialize a KFold instance\n", "k = 5\n", "KFold = KFold(n_splits=5, shuffle=False)\n", "\n", "# Perform the cross-validation to estimate MSE\n", - "scores_KFold_inv = np.zeros((len(lrs), k))\n", - "scores_KFold_bgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd = np.zeros((len(lrs), k))\n", - "scores_KFold_mbgd = np.zeros((len(lrs), k))\n", - "scores_KFold_sgd_sklearn = np.zeros((len(lrs), k))\n", + "#scores_KFold_train = np.zeros((maxdeg, k))\n", + "#scores_KFold_test = np.zeros((maxdeg, k))\n", "\n", - "deg = 5\n", - "# Generate design matrix\n", - "X = designMatrix(x, y, deg, with_intercept=False)\n", + "scores_KFold_inv = np.zeros((maxdeg, k))\n", + "scores_KFold_bgd = np.zeros((maxdeg, k))\n", + "scores_KFold_sgd = np.zeros((maxdeg, k))\n", + "scores_KFold_mbgd = np.zeros((maxdeg, k))\n", "\n", - "for i, lr in enumerate(lrs):\n", + "for i, deg in enumerate(degrees):\n", "\n", + " # Generate design matrix\n", + " X = designMatrix(x, y, deg, with_intercept=False)\n", " j = 0\n", " for train_inds, test_inds in KFold.split(x):\n", " X_train = X[train_inds]\n", @@ -1255,51 +1179,57 @@ " X_train_scaled, X_test_scaled = normalize_data(X_train, X_test, with_intercept=False)\n", " z_train_scaled, z_test_scaled = normalize_target(z_train, z_test)\n", " \n", - " inv_reg = GDRegressor(eta=lr, fit_intercept=True)\n", - " bgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " mbgd_reg = GDRegressor(eta=lr, n_epochs=75, fit_intercept=True)\n", - " sgdreg_sk = SGDRegressor(max_iter=1000, penalty=None, eta0=lr, alpha=0, \n", - " tol=1e-5, fit_intercept=True) # sklearn\n", + " '''\n", + " def __init__(self, lmbda=0, eta=0.01, n_iter=1000, t0=5, t1=50, gamma=0,\n", + " n_epochs=50, batch_size=20, tol=1e-5, fit_intercept=True):\n", + " '''\n", " \n", - " inv_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"Inv\")\n", - " bgd_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"BGD\")\n", - " sgd_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"SGD\")\n", - " mbgd_reg.fit(X_train_scaled, z_train_scaled, weights=\"normal\", method=\"MBGD\")\n", + " inv_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + " bgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + " sgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + " mbgd_reg = GDRegressor(lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, \n", + " n_epochs=100, batch_size=20, tol=1e-5, fit_intercept=True)\n", + "\n", + " \n", + " inv_reg.fit(X_train_scaled, z_train_scaled, method=\"Inv\")\n", + " bgd_reg.fit(X_train_scaled, z_train_scaled, method=\"BGD\")\n", + " sgd_reg.fit(X_train_scaled, z_train_scaled, method=\"SGD\")\n", + " mbgd_reg.fit(X_train_scaled, z_train_scaled, method=\"MBGD\")\n", " \n", - " sgdreg_sk.fit(X_train_scaled, z_train_scaled) #sklearn\n", - " z_pred_sk = sgdreg_sk.predict(X_test_scaled)\n", " \n", + " #scores_KFold_train[i, j] = linreg.mse(X_train_scaled, z_train_scaled)\n", + " #scores_KFold_test[i, j] = linreg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_inv[i, j] = inv_reg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_bgd[i, j] = bgd_reg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_sgd[i, j] = sgd_reg.mse(X_test_scaled, z_test_scaled)\n", " scores_KFold_mbgd[i, j] = mbgd_reg.mse(X_test_scaled, z_test_scaled)\n", - " scores_KFold_sgd_sklearn[i, j] = mean_squared_error(z_test_scaled, z_pred_sk)\n", " \n", " j += 1\n", " \n", + "#estimated_mse_KFold_train = np.mean(scores_KFold_train, axis = 1)\n", + "#estimated_mse_KFold_test = np.mean(scores_KFold_test, axis = 1)\n", "\n", "mse_KFold_inv = np.mean(scores_KFold_inv, axis=1)\n", "mse_KFold_bgd = np.mean(scores_KFold_bgd, axis=1)\n", "mse_KFold_sgd = np.mean(scores_KFold_sgd, axis=1)\n", "mse_KFold_mbgd = np.mean(scores_KFold_mbgd, axis=1)\n", - "mse_KFold_sgd_sklearn = np.mean(scores_KFold_sgd_sklearn, axis=1)\n", "\n", - "plt.style.use('seaborn')\n", "fig = plt.figure(figsize=(8, 6))\n", + "plt.style.use('seaborn')\n", "plt.grid(alpha=0.3)\n", - "plt.plot(lrs, mse_KFold_inv, label='Inversion')\n", - "plt.plot(lrs, mse_KFold_bgd, label='Batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd, label='Stochastic GD')\n", - "plt.plot(lrs, mse_KFold_mbgd, label='Mini-batch GD')\n", - "plt.plot(lrs, mse_KFold_sgd_sklearn, label='Sklearn SGD')\n", + "plt.plot(degrees, mse_KFold_inv, label='Inversion')\n", + "plt.plot(degrees, mse_KFold_bgd, label='Batch GD')\n", + "#plt.plot(degrees, mse_KFold_sgd, label='Stochastic GD')\n", + "plt.plot(degrees, mse_KFold_mbgd, label='Mini-batch GD')\n", "plt.legend()\n", - "plt.xlabel(\"Learning rate\")\n", + "plt.xlabel(\"Model Complexity\")\n", "plt.ylabel(\"MSE\")\n", - "#plt.yscale('log')\n", - "plt.title('Test Data MSE for OLS Against Learning Rates by Cross-Validation')\n", - "plt.show()\n", - "fig.savefig(fig_path(\"OLS_MSE_lrs_momentum_epochs_250.pdf\"), dpi=300)" + "plt.yscale('log')\n", + "plt.title('Test Data MSE by Cross-Validation')\n", + "plt.show()" ] }, { diff --git a/programs/__init__.py b/programs/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/programs/mylearn/__pycache__/__init__.cpython-38.pyc b/programs/mylearn/__pycache__/__init__.cpython-38.pyc index 36af024..95b26bb 100644 Binary files a/programs/mylearn/__pycache__/__init__.cpython-38.pyc and b/programs/mylearn/__pycache__/__init__.cpython-38.pyc differ diff --git a/programs/mylearn/__pycache__/linear_model.cpython-38.pyc b/programs/mylearn/__pycache__/linear_model.cpython-38.pyc index 0b0991b..2a0d360 100644 Binary files a/programs/mylearn/__pycache__/linear_model.cpython-38.pyc and b/programs/mylearn/__pycache__/linear_model.cpython-38.pyc differ diff --git a/programs/mylearn/__pycache__/ml_tools.cpython-38.pyc b/programs/mylearn/__pycache__/ml_tools.cpython-38.pyc index c67bc23..9de6500 100644 Binary files a/programs/mylearn/__pycache__/ml_tools.cpython-38.pyc and b/programs/mylearn/__pycache__/ml_tools.cpython-38.pyc differ diff --git a/programs/mylearn/__pycache__/project_tools.cpython-38.pyc b/programs/mylearn/__pycache__/project_tools.cpython-38.pyc index 7d37120..e952430 100644 Binary files a/programs/mylearn/__pycache__/project_tools.cpython-38.pyc and b/programs/mylearn/__pycache__/project_tools.cpython-38.pyc differ diff --git a/programs/mylearn/linear_model.py b/programs/mylearn/linear_model.py index fd278fa..15982af 100644 --- a/programs/mylearn/linear_model.py +++ b/programs/mylearn/linear_model.py @@ -235,7 +235,7 @@ def __init__(self, lmbda=0, eta=0.01, t0=5, t1=50, gamma=0.9, self._batch_size = batch_size self._fit_intercept = fit_intercept - def fit(self, X, y, weights="uniform", method="BGD"): + def fit(self, X, y, weights="uniform", seed_val=None, method="BGD"): """ Fit the model ---------- @@ -245,6 +245,9 @@ def fit(self, X, y, weights="uniform", method="BGD"): self.target = y self._method = method + if seed_val is not None: + np.random.seed(seed_val) + # check if X is 1D or 2D array if len(self.data.shape) == 1: # find shape of array # reshape takes all data with [-1] and makes it 2D diff --git a/programs/mylearn/project_tools.py b/programs/mylearn/project_tools.py index e08df0f..8df1f3d 100644 --- a/programs/mylearn/project_tools.py +++ b/programs/mylearn/project_tools.py @@ -4,7 +4,7 @@ import os # Set path to save the figures and data files -FIGURE_PATH = "./Figures" +FIGURE_PATH = "../Figures" def fig_path(fig_id):