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comparing count models in terms of predicted probabilities
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ZeroInflation and predicted probabilities\n",
"\n",
"In the following we simulate data from a zero-inflated negative binomial model and estimate it with both the zero-inflated and the standard NegativeBinomial models.\n",
"\n",
"To evaluate the fit we compare the average predicted probabilities with the observed frequency. Finally we use a diagnostic test for the difference between the predicted and observed probabilities."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.style as style\n",
"style.use('ggplot')\n",
"style.use('seaborn-notebook')\n",
"style.use('seaborn-whitegrid')\n",
"#style.use('classic')\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import statsmodels.distributions.discrete as distr\n",
"from statsmodels.discrete.discrete_model import NegativeBinomialP, Poisson, GeneralizedPoisson\n",
"from statsmodels.discrete.count_model import (ZeroInflatedNegativeBinomialP, ZeroInflatedPoisson,\n",
" ZeroInflatedGeneralizedPoisson)\n",
"import statsmodels.discrete._diagnostics_count as dia"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simulate Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"expected_params = [1, 1, 0.5]\n",
"np.random.seed(987123)\n",
"nobs = 500\n",
"exog = np.ones((nobs, 2))\n",
"exog[:nobs//2, 1] = 0\n",
"# offset is used to create misspecification of the model\n",
"# for predicted probabilities conditional moment test\n",
"#offset = 0.5 * np.random.randn(nobs)\n",
"range_mix = 0.5\n",
"offset = -range_mix / 2 + range_mix * np.random.rand(nobs)\n",
"offset = 0\n",
"mu_true = np.exp(exog.dot(expected_params[:-1]) + offset)\n",
"prob_infl = 0.15\n",
"endog = distr.zinegbin.rvs(mu_true, expected_params[-1],\n",
" 2, prob_infl, size=mu_true.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The observed frequencies of the counts are"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.284, 0.118, 0.094, 0.104, 0.068, 0.07 , 0.048, 0.05 ,\n",
" 0.026, 0.022, 0.026, 0.016, 0.018, 0.01 , 0.004, 0.014,\n",
" 0. , 0.004, 0.002, 0.002, 0. , 0.002, 0.002, 0.002,\n",
" 0.006, 0. , 0.002, 0.002, 0. , 0. , 0. , 0.002,\n",
" 0. , 0. , 0. , 0.002])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"freq = np.bincount(endog) / nobs\n",
"freq"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ZeroInflatedNegativeBinomialP"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"m:\\josef_new\\eclipse_ws\\statsmodels\\statsmodels_py34_pr\\statsmodels\\base\\model.py:511: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 2.400392\n",
" Iterations: 15\n",
" Function evaluations: 16\n",
" Gradient evaluations: 16\n"
]
}
],
"source": [
"model_zinb = ZeroInflatedNegativeBinomialP(endog, exog, p=2)\n",
"res_zinb = model_zinb.fit(method='bfgs', maxiter=5000, maxfun=5000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The predicted probabilities for the new count models can be obtained through the predict method. We average the predicted probabilities over all observations."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"probs_zinb = res_zinb.predict(which='prob')\n",
"probsm_zinb = probs_zinb.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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bUdg9JC42wn2cX1DqwUpEREREpK0o7B4Se3as+7igVNMYRERERM4E7RJ2a2pq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\nx1pVLmPGjNE+/vjj8q5GpXL69GmtV69eWq9evbSIiAht9+7dmqZp2vb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l8eijj9qW+/n5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nVtucPN9bMyKHO4T3xxEzwGTFm0tdnXh9usfPKLEc0KvPfddx+333577fGrr77KqlWrCA8Pr/f+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\niEXYBQAAQMQi7AIAACBi/R/p0D18B2FMfAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ba6860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_= dia.plot_probs(freq, probsm_zinb, label='zinb')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# NegativeBinomialP\n",
"\n",
"We estimate and compute the same quantities for the NegativeBinomial model."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 2.417797\n",
" Iterations: 5\n",
" Function evaluations: 7\n",
" Gradient evaluations: 7\n"
]
}
],
"source": [
"model_nb = NegativeBinomialP(endog, exog, p=2)\n",
"res_nb = model_nb.fit(method='bfgs', maxiter=5000, maxfun=5000)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"probs_nb = res_nb.predict(which='prob')\n",
"probsm_nb = probs_nb.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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J4aGHHmLNmjW0bt26RjEYrWknu2YzYXc9eM7/aERERERqy3PiOIfuugXviWN10p/bnkPu\nI3eds50puBmtF/+rRgnv+++/z/Dhwxk3bhxJSUncdttt/PDDD7z//vt4vV7S09N57LHHmDlzJl26\ndGHdunWMHz+ejz/+mLZt2zJ37lzWrl3LSy+9hMlk4vHHH7/o8qomW8Zgbd2WyKmzDat/EREREbnY\nNW/eHLPZTEhICM2bNwdg7NixtG3blssuu4zXXnuNESNGMGTIENq2bcuf/vQn+vXrx9tvv43X6+WD\nDz7goYceIjk5mR49ejBlypQGfqPKmubMbkAgrRa8ddH9zUNEREQaD3NwCK0X/6tGZQwle3dR8PfU\nc7YLnzAV//adztqmNmUMVTm9/GDv3r189tlnLFu2zHfO5XLRr18/8vPzKSgoID4+3nete/fuF92S\nrk0z2XU68DqdmGy2ho5EREREGjFzcAgB8YnnbOffqTPHP1xS6eO001lbtyXkxt8ZPlkXEBDg++12\nu7n33nsZNmxYpTa2k3nU6cntxfiBW5MtY3Dbsxs6BBEREREATCYTYXdPAnM1qVk9fWd0Zv/t2rXj\n4MGDtG3b1vfnnXfe4T//+Q9BQUHExMSwbds2X/sdO3ZcdP9y3nST3VwluyIiInLxCOo9gMips7G2\nblvhfH1+Z3RmCcLYsWP55JNPWLJkCQcOHOCNN97gzTffpF27dgDcc889zJs3jw0bNrB9+3aeeeYZ\nw2OsraZZxgC4DivZFRERkYtLUO8BBF7zG5w7fsBzxI4lIhr/zkmGzpae3veZz+nWrRvPPfccL774\nIs8//zyXXXYZf/3rX0lOTgZg1KhR5OXl8fDDD+Pn58ddd91Fenq6YbGejyab7Lpzcxo6BBEREZFK\nTCYTtsQe9fa8L774wvf7xx9/rHR9yJAhDBkypMp7TSYTkyZNYtKkSQBkZmYyZ84cYwI9T022jMGl\nMgYRERGROnexrcbQZJNd1eyKiIiI1L2L7QO1JlzGoGRXREREpC7FxsZWWQrRkJrszK4rN+eim2YX\nERERkbrVZJNdSkvwFOY3dBQiIiIiYqCmm+yiUgYRERGRxq5JJ7taa1dERESkcWuaye7JrwQ1sysi\nIiIXo/X78li/L6+hw2gUmmSya24WDmitXREREbn4uDweXli7m3lf7sbl8TRIDBs3biQhIaFGbT/8\n8EOuu+46gyM6f00y2TU1jwA0sysiIiIXn+U/ZJJxpIj9eUW8n5bZIDH06NGDr776qsbtL7a1dU/X\nJJNdc3gkoGRXRERELi6FjlL+sWG/73jR+v0UOkrrPQ6r1UpkZGS9P9cITTPZDWsOgOtwTgNHIiIi\nInLKK+v3U1js8h0XFrtYdFryW9cWLFhAfHw8CQkJJCQkEB8fT3x8PP/7v/9LfHw8AJmZmcTHx/P5\n558zaNAgunXrxn/9139x9OhRXz9er5e5c+eSnJxM//79Wbp0qWEx11aT3EHN1Lzsbyqegjy8JU5M\n/gENHJGIiIg0RsedLjLyTtSo7aFCB++nHax0fvkPB+nWOoyYMFuN+omLDCYkoGYp3j333MPIkSN9\nxwsXLuSrr76iWbNmlUoTXn75ZebOnYvH4+H+++/ntdde46GHHiqL/dAhdu3axXvvvce2bdt4/PHH\n6dSpEz179qxRHEZqkskuJ2d2AVz2w/i1btuAwYiIiEhjdNzp4taXN3DM6Tp347Nwe2Haih01bt8s\nwMrH9/WuUcIbGBhIYGAgAOvWrePDDz/knXfeqTBrW+7BBx8kMTERgFtuuYVt27b5rtlsNp577jlC\nQ0Pp0KED3377LcuWLbsokt16KWMoKSlh2rRp9OzZk379+rF48eJq23755ZcMGzaM7t27M3ToUNas\nWVPh+tVXX11hmj0hIQGHw1GreP7PEeL7rbpdERERaeoOHjzIo48+yrRp03zlC6czmUxcfvnlvuOQ\nkBBcrlNJfNu2bQkNDfUdd+7cmb179xobdA3Vy8zu7Nmz2blzJ0uWLOHgwYOkpKQQGxvLDTfcUKHd\nrl27mDhxIo899hjXXnst//nPf3jwwQd5//336dSpEzk5OZw4cYLVq1djs52ayi//G0lNfXKglC7W\nQJq5HLi1sYSIiIgYIOTkDGttyhj+8slO3N6K5y0mmHlTZ0PKGKBsUvLBBx+kf//+3H777dW28/Pz\nq3Ds9Z4K1GyuOH/q8XgqtW8ohie7DoeD5cuX8+qrr/pmY8eNG8fSpUsrJbsrVqzgmmuuYdSoUQCM\nGjWKNWvW8Omnn9KpUyf27dtHdHQ0sbGxFxTT8VI373W4kXt2faC1dkVERMQwIQFWEluH1ahtYusw\ntmQe5b0fKtbt3ta9DYMSWhoRHgBPPvkkJSUlPPXUU+fdxy+//ILT6SQgoOw7qK1bt9K+ffu6CvGC\nGF7GkJ6ejtvtJikpyXcuOTmZrVu3Vmo7fPhwJk+eXOn88ePHAdizZw9xcXF1EtdnrXpyMChaZQwi\nIiJy0Rjfpx1htlNzkWE2K/f2bmfY85YvX87KlSt55plnOHHiBHa7HbvdXqlm9/RZ3Ko4nU5SUlLY\ns2cPy5Yt49///jdjx441LO7aMHxmNzc3l/DwcKzWU4+KjIzE6XSSn59P8+anPhY7828Au3fv5ptv\nvuGOO+4AYO/evTgcDkaPHs3+/fu56qqrmDZt2nklwG6Thdc73MLM3JoXfIuIiIgYKSzQj3G92/HX\nNbsBuLdPO8ICjSsH+OijjyguLuaPf/xjhfOtW7eusBrDuTaNSEhIoFWrVtx+++1ERETw7LPP1ngH\nNqPVSxmDv79/hXPlxyUlJdXed+TIESZOnEhycjLXX389APv27ePo0aNMnjyZ4OBgFi1axNixY1m5\nciVBQUHnFV9pThZFRUXnda9UVv6xYG0/GpSa0fgaT2NsLI2v8TTGxqqP8R3SKYJ//mDDhIkbr4ww\nNE95+eWXz3q9qKiI5s2bs3nzZt8xwN13383dd99NUVERgwcPZvDgwUDZig2n33s+nE7ned1XHcOT\n3YCAgEpJbflxdR+W2e127rrrLkwmE/PmzfOdf/XVV3G5XL775syZQ//+/Vm7di033XRTreKy4GHs\n3n/hLi3gx5074SLe5u5SlJGR0dAhNGoaX+NpjI2l8TWexthYRo/vrZeVVZru3pVu6HOaAsOT3ZYt\nW1JQUIDH4/F9qWe327HZbBWWqCiXk5PDnXfeicViYcmSJRXKHPz8/Cp82efv70+bNm3Iyan9TmhD\nIkpoU5QLQKc2rTGHhte6D6nM4XCQkZFBXFxcrVfJkHPT+BpPY2wsja/xNMbGqq/xvTgKABpGQUEB\nWVlZddaf4cluQkICVquVtLQ0evToAcCmTZt8ixKfzuFwMG7cOPz8/HjzzTeJiIiocH3QoEFMmDCB\nYcOGAWXT4z///PN5fe13fbtTffsfP4p/q9a17kOqFxgYeN6lJXJuGl/jaYyNpfE1nsbYWBpf49R1\niYjhqzHYbDaGDh3KjBkz2LZtG6tXr2bx4sWMGTMGKJvlLa/NeOmllzh48CCpqal4PB7fF4HlqzH0\n79+f+fPns3HjRnbv3s2jjz5KTEwM/fv3r3VcGaZg328tPyYiIiLSONXLphJTp07lySefZMyYMTRr\n1oxJkyYxcOBAAPr27cuzzz7LsGHDWLVqFcXFxYwYMaLC/cOGDSM1NZVHH30UPz8/HnnkEY4dO8Y1\n11zDK6+8cs4vBKuyrdDLtSd/a/kxERERkcapXpJdm81Gamoqqampla6lp58qvP7000/P2o+/vz8p\nKSmkpKRccExbDh3F1DwSb36edlETERERaaQML2O4WNlPlJDX6gpAZQwiIiIijVWTTXYBdkV2BFTG\nICIiItJYNclkt3wbvh+DylZgcNtrv3SZiIiIiFz8mmSy2yGqbCWGHYQB4D5ix1ta2pAhiYiIiIgB\nmmSye0VU2bp4GSV+nLDawOvFnXe4gaMSERERkbrWNJPdyLJk1wvsCr0c0EdqIiIiIo1Rk0x22zYP\nJMBa9urpYXGAPlITERERaYyaZLJrNZvoHBMKwI/hZVsNa61dERERkcanSSa7AN1iyz5O292sDS6T\nWWUMIiIiIo1Qk092S8x+7A+JxZ2r5cdEREREGpsmm+x2aR3m+50eFqeZXREREZFGqMkmu6E2P996\nuz+GXY47Nxuv19vAUYmIiIhIXWqyyS6cKmVID2uHx1GE9/ixBo5IREREROqSkl2gwL8ZObYIlTKI\niIiINDJNOtntGhvu+/1jWJzW2hURERFpZJp0shsbZiMq2A/QR2oiIiIijVGTTnZNJhPdTs7upofF\naWMJERERkUamSSe7cKqU4UBwKwpy7Q0cjYiIiIjUpSaf7JZ/pAawvVBLj4mIiIg0Jk0+2e3UIoQA\n3ADscAU1cDQiIiIiUpeafLJrtZhJCHQBsNO/BV6Xq4EjEhEREZG60uSTXYCuEf4A7AlpQ3Hu4QaO\nRkRERETqipJdoGvbso/USix+7NyT2cDRiIiIiEhdUbILJHVsg8nrAWDLwfwGjkZERERE6oqSXSC0\nRTSXFeUAsDWvpIGjEREREZG6omQXMJnNXFWSC8B2hx9er5YgExEREWkMlOye1NmvCIBC/DhQ4Gjg\naERERESkLijZPSkx1OT7vSWzsAEjEREREZG6omT3pNjo5kQ4y5LcLZkFDRyNiIiIiNQFJbsnWVu2\nIr4wA4Atv2hFBhEREZHGQMnuSdboViScTHYzCoopcJQ2bEAiIiIicsGU7J5kiT41swuwVXW7IiIi\nIpc8JbsnWaJbEnciC5vbCahuV0RERKQxqJdkt6SkhGnTptGzZ0/69evH4sWLq2375ZdfMmzYMLp3\n787QoUNZs2ZNhesrVqxg0KBBdO/enQceeID8/LqprzXbAvFr1owrj/4CaEUGERERkcagXpLd2bNn\ns3PnTpYsWcKMGTNYsGABq1atqtRu165dTJw4kdtvv52PP/6YESNG8OCDD7Jr1y4Atm7dyvTp05k4\ncSLvvvsuhYWFTJ06tc7iPL2U4cfsY5S4PHXWt4iIiIjUP8OTXYfDwfLly5k+fTrx8fEMHDiQcePG\nsXTp0kptV6xYwTXXXMOoUaNo27Yto0aNolevXnz66acAvPXWW9x4443ceuutXHnllTz//POsW7eO\nzMzMOonVelqyW+L28GPOsTrpV0REREQahuHJbnp6Om63m6SkJN+55ORktm7dWqnt8OHDmTx5cqXz\nx48fByAtLY2ePXv6zrdq1YqYmBi2bNlSJ7Faoltx5dFfMHvLZnS3qm5XRERE5JJmeLKbm5tLeHg4\nVqvVdy4yMhKn01mp3rZ9+/Z06tTJd7x7926++eYbrrnmGl9fLVq0qHBPVFQU2dnZdRKrJboVQW4n\nl50o6y9NdbsiIiIil7R6KWPw9/evcK78uKSkpNr7jhw5wsSJE0lOTub6668HoLi4uMq+ztZPbVhb\ntAIgoXA/ULb8mNfrrZO+RURERKT+Wc/d5MIEBARUSkbLjwMDA6u8x263c9ddd2EymZg3b945+7LZ\nbLWKyel0UlRUVOl8abNwAOILf+bT2D4UOErZdegIlzWvOk6pzOFwVPhfqVsaX+NpjI2l8TWexthY\nGl/jOZ3OOu3P8GS3ZcuWFBQU4PF4MJvLJpLtdjs2m43Q0NBK7XNycrjzzjuxWCwsWbKE5s2b+661\naNECu91eob3dbq9U2nAuWVlZZGVlVTpvPnqUKKiwucSq73+iT2v/Sm3l7DIyMho6hEZN42s8jbGx\nNL7G0xgbS+N76TA82U1ISMBqtZKWlkaPHj0A2LRpE4mJiZXaOhwOxo0bh5+fH2+++SYREREVricl\nJbF582aGDRsGlCWt2dnZdOvWrVYxxcTEEB4eXum81+PhiMVKtLOAKIsLu9tKnimEhIQOteq/KXM4\nHGRkZBAXF1ftzL2cP42v8TTGxtL4Gk9jbCyNr/EKCgqqnJQ8X4YnuzabjaFDhzJjxgxmzZpFTk4O\nixcv5tlnnwXKZmabNWtGQEAAL730EgcPHuTNN9/E4/H4ZnFtNhshISGMHDmSO++8k27dupGYmMis\nWbMYMGAAsbGxtYopICCAoKCgKq8VRrXEnZNJoqmQL4lke/aJattK9QIDAzVuBtL4Gk9jbCyNr/E0\nxsbS+BqvJn39AAAgAElEQVSnrktE6mVTialTp5KYmMiYMWOYOXMmkyZNYuDAgQD07dvXt47uqlWr\nKC4uZsSIEfTr18/355lnngHKZnafeuopFi5cyB133EF4eDizZs2q01it0S0BSCg6BMAv+UXkF9XN\nB3AiIiIiUr8Mn9mFspnZ1NRUUlNTK11LT0/3/S5Pes9m2LBhvjIGI1hOJrud7HugdRegbFWG/h2j\nDXumiIiIiBijXmZ2LyWW6LLlx9oe2kmQnwWALVpvV0REROSSpGT3DOVr7ZqOF5LYMhiANO2kJiIi\nInJJUrJ7hvKZXYAuYWXDk55zDKfL3VAhiYiIiMh5UrJ7ButpyW5n6wkASt1efsw+1lAhiYiIiMh5\nUrJ7hvIP1AA6leRiNpX9Vt2uiIiIyKVHye4ZzEEhmIKbARBwJJuO0SGA6nZFRERELkVKdqtQ/pGa\ny55DUpuynda2ZRbi8XobMiwRERERqSUlu1Uo/0jNfTibrrFhABQWu/j5SFFDhiUiIiIitaRktwrl\nH6m5crPpdjLZBdXtioiIiFxqlOxWofwjNbc9hxbB/rQKDQAg7aDqdkVEREQuJUp2q+Bba9flwlNw\nhG6xZXW7WzWzKyIiInJJUbJbhfIP1ABch0+VMhwocJB3oqShwhIRERGRWlKyW4XTd1Fzn1G3q9ld\nERERkUuHkt0qWCKiwGwByj5S6xAVQrB/2fEWrbcrIiIicslQslsFk8WKJTIaKJvZtZhNdGldNrur\nFRlERERELh1KdqthOVm3687NBvCVMqTnHKO41N1gcYmIiIhIzSnZrYZvrd3DFZNdl8fLzuyjDRaX\niIiIiNSckt1q+HZROzmzmxgThsVkAuDjbVms35fXYLGJiIiISM0o2a1G+cyu52gBnuJiAv0tXNki\nBIA1P+Uy78vduDyehgxRRERERM5ByW41Kiw/Zi+b3e16spTBUepmf14R76dlNkhsIiIiIlIzSnar\nYWlRca1dwDezW27R+v0UOkrrNS4RERERqTklu9WwRlfcRQ0g7WDFZccKi10s2rC/XuMSERERkZpT\nslsNc3AIpqBgANy5OezPO8HKndmV2i1PyyQj70R9hyciIiIiNaBk9yx8y4/lZjN37W7cHm+lNm6P\nl7lr99R3aCIiIiJSA0p2z+LM5cdERERE5NKiZPcsTt9F7eEBHbGYTZXbmE08POCK+g5NRERERGpA\nye5ZnCpjyCGueSC/7xZbqc2Qq1oSFxlc36GJiIiISA0o2T0LS1TLsh+lJXgK8xnfpx1hNmuFNqFn\nHIuIiIjIxUPJ7lmcvtauKzebsEA/xvVuV6HNyp05lLi0k5qIiIjIxUjJ7lmcvtZu+Udqt3WPJS4i\niJbNAgDILypl9a6cBolPRERERM5Oye5ZWCJbgKnsozT3yY0lrGYzDw3oyGODOnFZ80AA3vtB2waL\niIiIXIyU7J6FyWrFEhENgMt+ava2T/tI+naI4rbubQDYkXWUHVlHGyRGEREREamekt1zONtau7ck\nxhDoZwHg3e8P1GtcIiIiInJuSnbPwdKibEWGqpLdkAArQzqXJcOrdx0m70RJvcYmIiIiImdXL8lu\nSUkJ06ZNo2fPnvTr14/Fixef855NmzYxcODASuevvvpqEhISiI+PJz4+noSEBBwOhxFhA6ettXu4\n6o/QRpwsZSh1e/nfrardFREREbmY1MsisbNnz2bnzp0sWbKEgwcPkpKSQmxsLDfccEOV7Xft2sVD\nDz1EQEBAhfM5OTmcOHGC1atXY7PZfOcDAwMNi728jMFTkIe3xInJv2JM7aOC6XlZc777JZ/30zIZ\n86vLsVo0YS4iIiJyMTA8K3M4HCxfvpzp06cTHx/PwIEDGTduHEuXLq2y/bJlyxg5ciRRUVGVru3b\nt4/o6GhiY2OJjIz0/THS6cuPueyHq2wzokfZ7G7u8RK+3GM3NB4RERERqTnDk9309HTcbjdJSUm+\nc8nJyWzdurXK9l999RXPPfccY8aMqXRtz549xMXFGRVqlSxVrLV7pn4doogJLZtpfk8fqomIiIhc\nNAxPdnNzcwkPD8dqPVUxERkZidPpJD8/v1L7BQsWVFmrC7B3714cDgejR4+mb9++jB8/noyMDKNC\nByruola+1m6lNmYTtyXFAvDDwUJ+OnzM0JhEREREpGYMr9l1OBz4+/tXOFd+XFJSu9UL9u3bx9Gj\nR5k8eTLBwcEsWrSIsWPHsnLlSoKCgmrcj9PppKioqEZtvWYrBASC04Hj0AFM1dw3qGM4L683UeL2\n8vZ3P/PogPY1jqcxKf9Y0MiPBpsyja/xNMbG0vgaT2NsLI2v8ZxOZ532Z3iyGxAQUCmpLT+u7Ydl\nr776Ki6Xy3ffnDlz6N+/P2vXruWmm26qcT9ZWVlkZWXVuH1EaDjWXAdH9uzi5x9/rLbd1S2sbMgq\nZVX6Ya6LdBDs13Q/VDN6xr2p0/gaT2NsLI2v8TTGxtL4XjoMT3ZbtmxJQUEBHo8Hs7ks+bPb7dhs\nNkJDQ2vVl5+fH35+fr5jf39/2rRpQ05O1cuCVScmJobw8PAatz/aui2luVmEupy0SUiott3dUSfY\n8N42Sj2w29WckV1b1yquxsDhcJCRkUFcXJyhq2Q0VRpf42mMjaXxNZ7G2FgaX+MVFBTUalLyXAxP\ndhMSErBaraSlpdGjRw+gbA3dxMTEWvc1aNAgJkyYwLBhwwAoKiri559/pn372pUMBAQE1KrsobhV\nLKVbwHsk96z3dbs8iKTYMNIyC/l452HG9u6AxWyqVWyNRWBgYK3GWGpH42s8jbGxNL7G0xgbS+Nr\nnLouETH839ltNhtDhw5lxowZbNu2jdWrV7N48WLfagt2u73GtRn9+/dn/vz5bNy4kd27d/Poo48S\nExND//79jXyFCruoeb3es7a9/eQyZIcKi/lqn5YhExEREWlI9VJUOnXqVBITExkzZgwzZ85k0qRJ\nvhUX+vbty6efflqjfh599FEGDx7MI488wogRI/B4PLzyyiuYTMbOnpavtet1OvEcLTxr2+s6RhMd\nUvYB3j+/P2hoXCIiIiJydvWyg5rNZiM1NZXU1NRK19LT06u8Z/jw4QwfPrzCOX9/f1JSUkhJSTEk\nzuqcudauJaz6el+rxczvusXy8vr9fPtzPhl5J4iLDK6PMEVERETkDE13uYBaqLCLWjUbS5xuWNfW\nWE/W6r73g2Z3RURERBqKkt0asES1gJOlEtXtona6qJAABnZqAcAn27M57nQZGp+IiIiIVE3Jbg2Y\n/PwxN48Eqt9F7Ux/OPmhWlGpm0921N3yGSIiIiJSc0p2a6i8lKEmZQwAnWNCSWjVDID3vs/Ec45V\nHERERESk7inZraHyj9RqUsYAYDKZ+EP3stndX/KL2JhxxLDYRERERKRqSnZrqLYzuwAD41vQPKhs\nx7d39aGaiIiISL1TsltDlhZlya7niB1vaUmN7gmwWhh2csvg9XvzOFhQtzuCiIiIiMjZKdmtoQpr\n7doP1/i+3yfFYjGZ8ALLNbsrIiIiUq+U7NZQbdfaLdeymY3fdIwC4ONtWThK3HUem4iIiIhUTclu\nDZ25i1pt3H5yGbJjThef/li7e0VERETk/CnZrSFzaBimgAAA3Lk5tbq3R5twrogq2zL4n98fxKtl\nyERERETqhZLdGjKZTFiiWgK1K2Mov3fEydndPfYTfH+woM7jExEREZHKlOzWwqm1dms3swvw24RW\nNAuwAmWzuyIiIiJiPCW7tXA+a+2WC/S3cGuXGAC+3G1nxfYs1u/Lq9P4RERERKQiJbu1UL7Wrjs3\n+7zqbm/r3gYT4PZ6eWHtbuZ9uRuXx1PHUYqIiIhIOSW7tVBexuB1FOE9fqzW97cJD6RPh0gACotd\n7M8r4v20zDqNUUREREROUbJbC+e71u7pbu7cqsLxovX7KXSUXlBcIiIiIlI1Jbu1cCFr7ZbbfKDi\nSgyFxS4Wbdh/QXGJiIiISNWU7NaCJaqF73fRhrUUb/++VrW7+/NO8MGWQ5XOL0/LJCPvRJ3EKCIi\nIiKnKNmtheLNX4O5bMiKVv+L3JTxZN87nKINa2t0/9y1u3F7KifHbo+XuWv31GmsIiIiIqJkt8aK\nNqwlLzUFzlg9wZV1kLzUlBonvCIiIiJSf5Ts1oDX66XwtXmVEl0fj4fCxfPPWdLw8ICOWMymKq/d\n2zvuAqMUERERkTMp2a0B544fcGWdfdcz16EDlOxIO2ubdpHB/L5bbJXXPtxauZZXRERERC6Mkt0a\n8OTl1qid+8i5243v044wm9V37Gcpm+n9eFsWG38+cn4BioiIiEiVlOzWgDkyukbtLBHnbhcW6Me4\n3u18x+N7tyM80A+A1FW7KC51n1+QIiIiIlKJkt0aCOjcHWtMm7O2sbZui3/npBr1d1v3WOIigmgX\nGcSffnUZk6/rCMDBAofW3BURERGpQ0p2a8BkMhF29yTfsmNVafbHcZhMVX98diar2cxDAzoy6Tcd\nsZrNDE5oSe92ZdsIv/XdAdJzar8VsYiIiIhUpmS3hoJ6DyBy6mysrdtWeb1o7Uq8bleN++vTPpI+\n7csSXJPJxGODriTQz4Lb6+Xpz37EVd3KDyIiIiJSY0p2ayGo9wBavfIB0bNfITJlFi1mLyL4ptsA\ncP7wLYWLF5x33zFhgfx3v/YA7Dp8nLe/O1AnMYuIiIg0ZUp2a8lkMmFL7EHQtTcQkNid5uMfIaBL\nDwCOfbiUE2s+Oe++b+/ehsSYUABe2bCfA/lFdRKziIiISFOlZPcCmaxWIqfOxhLdCoAj85+hZPfO\n8+rLYjbx58HxWM0mnC4Ps1aln3OjChERERGpnpLdOmAJa07U43MwBQRAaQn2p6fgzs87r76uiA5h\nbK/LAdj0SwH/2p5VbVuv10vx9u8pWvdvird/r8RYRERE5AxKduuIf4d4Iib9BQC3PQf7rEfxlpae\nV193/TqOuIggAF5Yuwf7cWelNkUb1pJ973ByU8aT99yfyU0ZT/a9wynasPb8X0JERESkkamXZLek\npIRp06bRs2dP+vXrx+LFi895z6ZNmxg4cGCl8ytWrGDQoEF0796dBx54gPz8fCNCPi9B/QfT7LYx\nAJTs3EL+y8+fVz/+VjPTB8cDcMzpYs4XP1W4XrRhLXmpKZW2MHZlHSQvNUUJr4iIiMhJ9ZLszp49\nm507d7JkyRJmzJjBggULWLVqVbXtd+3axUMPPVTpn+W3bt3K9OnTmThxIu+++y6FhYVMnTrV6PBr\nJezO/8Z2dW8ATnz6AcdXLj+vfrq1Cee2pFgAvvgply93l21F7PV6KXxtHlS3NJnHQ+Hi+SppEBER\nEaEekl2Hw8Hy5cuZPn068fHxDBw4kHHjxrF06dIq2y9btoyRI0cSFRVV6dpbb73FjTfeyK233sqV\nV17J888/z7p168jMzDT6NWrMZLEQOeUZrK0vAyD/pedxbv/hvPqacG0HWoQEAPDc6l0cd7pw7vih\n0ozumVyHDlCyI+28nikiIiLSmBie7Kanp+N2u0lKOrWVbnJyMlu3bq2y/VdffcVzzz3HmDFjKl1L\nS0ujZ8+evuNWrVoRExPDli1b6j7wC2AOaUbU43/FFBgMbjf21BRcudm17ickwErKoE4A5B4vYcG6\nvbhzqv9g7XTuI7m1fp6IiIhIY2N4spubm0t4eDhWq9V3LjIyEqfTWWW97YIFC6qs1S3vq0WLFhXO\nRUVFkZ1d+0TSaH6XtSNyykwwmfAUHME+8xE8xcW17ufaK6IYFF/2zu9vyWT9OzUri7BERNf6WSIi\nIiKNTb2UMfj7+1c4V35cUlJSq76Ki4ur7Ku2/dSXwF7XEvqn+wAo3ZtO/otP17qW1ut2cb9lPyHu\nskT5720HU2K2nvUea+u2+HdOOmsbERERkabg7FlTHQgICKiUjJYfBwYG1klfNputVv04nU6Kiupn\ndzLrLSPx/+lHSr5dR9GXn0HbdgTeOvKc93k9Hko2rKHovcWQdYCxrZJZEP8HMoNa8OENk/jDv+eC\nt4qP1EwmbHfch8PhMOBtzq38uQ31/MZO42s8jbGxNL7G0xgbS+NrPKez8pKrF8LwZLdly5YUFBTg\n8Xgwm8smku12OzabjdDQ0Fr11aJFC+x2e4Vzdru9UmnDuWRlZZGVVbPa17pgGvg7mmfswZqTyYml\nL3HIa8Xr74/5WCGeZmGUXt4RTKayxl4v/j+mEbLmY6yHD/n66Oc+xBr/InaWBPFPZ0uu+t0DJKxd\nxlaaA9DjyC4APH7+7PcPwfvjj/X2flXJyMho0Oc3dhpf42mMjaXxNZ7G2Fga30uH4cluQkICVquV\ntLQ0evToAZStoZuYmFjrvpKSkti8eTPDhg0DypLW7OxsunXrVqt+YmJiCA8Pr/XzL4T78b9S+Nh4\nOH6U8LcWwGnlDOaWsQSN/i9M/gEULXsV975dFa+NuAv/Ptcz/Xgpdy3bitPl4R1LJ+YveJc3l24C\nt5trWmXifONFzCVOLtv1PUF/HFev71fO4XCQkZFBXFxcrWfu5dw0vsbTGBtL42s8jbGxNL7GKygo\nqNNJScOTXZvNxtChQ5kxYwazZs0iJyeHxYsX8+yzzwJlM7PNmjUjICDgnH2NHDmSO++8k27dupGY\nmMisWbMYMGAAsbGxtYopICCAoKCg83qf89buCjy3/pGjb79SIdEF8ORkcnzO4xXOWaJbETpyHMHX\n34zp5Md9HZvBfX3aM3/dHtIPn2DW2gx+KfICZtZecR3XXb2Z4k0bKF7xHs2H3YElovLybfUlMDCw\n/se4CdH4Gk9jbCyNr/E0xsbS+BqnrktE6mVTialTp5KYmMiYMWOYOXMmkyZN8q240LdvXz799NMa\n9ZOUlMRTTz3FwoULueOOOwgPD2fWrFlGhl5nvF4vRWtXnrOdqXkk4fc/SsyiDwgZPMyX6JYbeXUb\nElo2A/BtNAGwaP1+TCP/G0wmvM5iCt9ZVLcvICIiInIJMnxmF8pmd1NTU0lNTa10LT09vcp7hg8f\nzvDhwyudHzZsmK+M4VJSk80gACInP0Vg917VXreazfx5cDyj3/yO0+eHC4tdvJ5p5q4BN1K0ZiUn\nPvtfmg27A7/Yy+sgehEREZFLU73M7Ap48mq2yYP3WOE52/hbzWCqfH55Wib5t9wFVj/wuCl8Y2Ft\nwxQRERFpVJTs1hNzZM02eajJZhBz1+4+s+wXALfHy4tbjxJy8+0AONavwZm+rVZxioiIiDQmSnbr\nSUDn7lhj2py1TV1tBhE64m5MQcEAFC5+sdYbWYiIiIg0Fkp264nJZCLs7klgrmbIzWbC7noQk6mK\n+oQzPDygIxZz5XYm4IFr22MJCyf0tjEAOLd/T/Gm9RcSuoiIiMglS8luPQrqPYDIqbOxtm5b4by1\ndVsip84mqPeAGvXTLjKY33ervNyaF3jtm59xe7yEDL0D88mlxwpfX4DX7b7g+EVEREQuNfWyGoOc\nEtR7AIHX/Abnjh/wHLFjiYjGv3NSjWZ0Tze+Tzv+/WM2hcUuAKxmEy6Pl9W7DhMe6MejA68kbNR9\n5L/4DKUZeyj68lOCr7/ZiFcSERERuWhpZrcBmEwmbIk9CLr2BgISu9c60QUIC/RjXO92vuMJ13Yg\nKTYMKFuV4R9fZxA86BasbcqWHitc8hLekrrda1pERETkYqdk9xJ2W/dY4iKCaBcZxB+T2/DX33Wl\nQ1TZh2mvrN/PB9tyCBvzAADu3GyOrfhnQ4YrIiIiUu+U7F7CrGYzDw3oyKTfdMRqNhNq8+PF25OI\nCbUBMPvzXXwdeRX+8V0AOPbua3iOH2vIkEVERETqlZLdS1yf9pH0aR/pO44OCeDF25MID/TDCzz+\nyU723vpfAHiOH+Xo8jcaKFIRERGR+qdktxG6PCKIF37fjUA/C6VuL9PSisnsdRMAxz96B5f9cANH\nKCIiIlI/lOw2Up1jQnl+WBesZhMnStzMCB9AdlAU3hInR99+paHDExEREakXSnYbsV5xETw55CpM\nwBGnh5m/mki+fwgnPv+Y0l/2N3R4IiIiIoZTstvI3ZDQksnXdwQgi0Ce7jqOEyZ/Ct9c2MCRiYiI\niBhPyW4T8Icebbnr12Xr7e4Pac3sxDEUfvsVzp1pDRyZiIiIiLGU7DYR9/dtz9CuMQBsb96BFxJG\nkrd4AV6vF4D1+/JYvy+vIUMUERERqXNKdpsIk8nEY4M68ZsrogD4JroLC13tcXyzDpfHwwtrdzPv\ny924PJ4GjlRERESk7ijZbUKsZjMzb+5MUutQAFa1/jX/86+NLN98gIwjRezPK+L9tMzz7t/r9VK6\nM42Abd9RujPNN2ssIiIi0lCsDR2A1C+bn4W//b4b4xZ9yb5iC8uaX41t3R7ABMCi9fv5bUIrwgL9\natVv0Ya1FL42D1fWQcKAo/+Eopg2hN09iaDeA+r+RURERERqQDO7TVAzmx8L7uxDi9KjABR7Tb5r\nhcUuXlm/r1b9FW1YS15qCq6sgxXOu7IOkpeaQtGGtRcetIiIiMh5ULLbREWHBfFI93CootTg/e9/\n4cfVa2rUj9frpfC1eVBdra/HQ+Hi+SppEBERkQahMoYmbPlBD5hMlc67TRZe+CKduUEmgnoPwFPs\nwJ2Xi/tIbtn/lv8+kkvpL/srzeieyXXoACU70ghI7G7Uq4iIiIhUScluE+X1enEdzICQuGquQ97s\nqeT5B0DRiQt+nvtI7gX3ISIiIlJbKmNoopw7fmDszuVYPO4qrxdZAjiGX9WJrtmCJaol/ld2xr9z\nUo2eZ4mIvpBwRURERM6LZnabKE9eLm2KDnPDoW/4tE2fStd3hbfj0eQHmWH9kYTunbFERGOJbIEl\nIgpzWHNMFgtQNkOcfe/ws5YyWFu3rXFSLCIiIlKXNLPbRJkjy2Za/5ixipDSU7O3IaVFXH/oWwBy\nAiP5f7a+bGjXl8Be1+J/RTyWiChfogtlm1WE3T0JzNX/pxTY53pMVdQGi4iIiBhNyW4TFdC5O9aY\nNjRzOfhDxmrf+T9krGLCT+8zIf09rB43xW7487928OK6Pbg9Va+oENR7AJFTZ2Nt3bbihZMJ8PGP\n38GZvt2wdxERERGpjpLdJur0GdnfHvqa2BM5tDmRw28PfQPA9Ye/Z0GShRYhAQC8ufEXHnp/C4WO\n0ir7C+o9gFavfEDok/MpvH0coU+9SPSzr2DyD8DrdGJ/8iFKDx2ot/cTERERASW7TVr5jGxATCx3\n7V3B2L0rsHg9WFu3JXLqbJIHX8ebd/ake5swAL7JOMKYJd+x+/DxKvszmUz4XZWEs0tP/BK6Yeuc\nRMSUp8FkwnO0APtfJuIuzK/PVxQREZEmTsluE1c+Izs4ZTKD7h1Di9mLaPXKB74tfiOD/Vk4oju3\nd48FILOwmLvf3sTn6TlV9vfNz/lszyut0H/4fY8AZTuq2Z94CE9xscFvJSIiIlJGya5gMpmwJfYg\n6NobCEjsXuljMj+LmUcHduLx38bjZzFRXOphWhV1vC6Ph4Xrf2b57mJcp51vdssfaPb70QCU/LSD\nvNlT8bpd9fNyIiIi0qQp2ZUau7VLaxaNTK62jnf5D5n8kl9MdpGHj7ZXnPkNGzuRoP6DASje+H/k\nvzRHWwiLiIiI4ZTsSq10jgmtso73hwMF/GPDfl+71zcerPAxm8lsJuLhGQR0SQbgxMrlHPvn6/Ua\nu4iIiDQ9Snal1qqq473/ve8pLD5VmnDU6WLRackvgMnPn6jpc7Be3h6AwjcWcmLNJ/UXuIiIiDQ5\n9ZLslpSUMG3aNHr27Em/fv1YvHhxtW137tzJiBEjSEpK4vbbb2fHjh0Vrl999dUkJCQQHx9PfHw8\nCQkJOBwOo19BznB6Ha/VDG5P5TbL0zLJyKu43bA5pBnRT87HcnJTiyMvPEXxD9/WR8giIiLSBNVL\nsjt79mx27tzJkiVLmDFjBgsWLGDVqlWV2jkcDsaPH0/Pnj354IMPSEpK4r777qP45Nf7OTk5nDhx\ngtWrV7N+/XrWr1/PV199RWBgYH28hlTh1i6tSWgVWuU1t8fL3LV7Kp23Rrci6sn5mAKDwe3G/syj\nlOz7qU7j8nq9FG//nqJ1/6Z4+/eqDxYREWmiDE92HQ4Hy5cvZ/r06cTHxzNw4EDGjRvH0qVLK7X9\n5JNPCAwMZMqUKbRv354///nPBAcH89lnnwGwb98+oqOjiY2NJTIy0vdHGlZIgLXaay5PFVO+gH+7\njkRNfx4sFryOE9ifmIQrN7tO4inasJbse4eTmzKevOf+TG7KeLLvHU7RhrV10r+IiIhcOgxPdtPT\n03G73SQlJfnOJScns3Xr1kptt27dSnJycoVzPXr04IcffgBgz549xMXFGRqv1N7DAzpiMZuqvLYz\n+xgfbsnEU8XMqi3pV0Q89BcA3Hm55M54EPexoxc0I1u0YS15qSm4sg5WOO/KOkheaooSXhERkSbG\n8GQ3NzeX8PBwrNZTs3+RkZE4nU7y8yvupnX48GFatGhR4VxkZCQ5OWXLWO3duxeHw8Ho0aPp27cv\n48ePJyMjw+hXkHNoFxnM77vFVnntuNPFrFW7uGvpJnZkHa10Pfi6mwgbMwEA18/7OHTnjec9I+v1\neil8bR5UM5uMx0Ph4vkqaRAREWlCqv/35zricDjw9/evcK78uKSkpML54uLiKtuWt9u3bx9Hjx5l\n8uTJBAcHs2jRIsaOHcvKlSsJCgqqcUxOp5OioqLzeR2pxugerfhsZzZHnWUrMjQLsDD1+itY9M0v\n7D/iYGf2McYu3cRNCdGMv+YywgP9fPdabhqBNW0jri3fQYmzQr+urIPkzUrBOfkpAnpd6zvv9Xrx\nHj+GJ9+O54gdT76d0vRtlWZ0z+Q6dICj33+DX0K3Onz7+lP+MaY+yjSOxthYGl/jaYyNpfE1ntPp\nPHejWjA82Q0ICKiU1JYfn/lhWXVtbTYbAK+++ioul8t335w5c+jfvz9r167lpptuqnFMWVlZZGVl\n1WisYIMAACAASURBVPpd5Ox+e5mV93aXJbtDLvMjojibR7r68WWml3/tK6bYDZ/8mMva3bnc2t5G\nv9b+ZeUPXi8Rv2T4/mP8PqITAD2O7Co74fVwdMEzlHz6AeZjR7EcK8B8rBCTq7SKKM7twLYtOPE/\nd8OLmP5Fw3gaY2NpfI2nMTaWxvfSYXiy27JlSwoKCvB4PJjNZVUTdrsdm81GaGhopba5ubkVztnt\ndqKjy5ap8vPzw8/v1Iygv78/bdq08ZU51FRMTAzh4eHn8zpyFh07efn6cBqlpaXc2edKQoLLZtsT\nO8MdRSW8/PUBPkvPpcgF/5+9O4+LqnofOP65MwPDKpuogAtuCbkgkru55ZZZWtrirzQtl0y/WaZf\ns01LU0vLXHKtzLTSUltN/Woulbum4pqKouAKyD7ADDP39wcyMjIg6CCIz/v1mhcz5977zJkzF3jm\nzLnnLD+Ryd4EDSPbBhOadJqUxJz33axoWFy7BwoQlngSrZozJEGTmYHLkX8Kr4BWB0VYhrhawzCc\nQkNv67WWloyMDKKjowkODpZZSEqItHHJkvYtedLGJUvat+QlJSU5tFOyxJPd0NBQdDodBw4coEmT\nJgDs3buXBg0a5Ns3LCyMRYsW2ZTt37+fYcOGAdC5c2eGDx9Or169ADAYDJw9e5ZatWoVq056vb5Y\nwx5E0Y14MJiYmBg83N1s2tjNzY2Jj3rTp0ky0zb+y79X0jiVYOA/Px6ls5+Fp5098TWmsi6wJefd\nKwOwLrAFj5zfbo2hDaiKc3AdtL7+aP38r/+8dh93Dy4PeaLQoQy6wGpUaNICRbF/Qd3dwtXVVc7h\nEiZtXLKkfUuetHHJkvYtOY4eIlLiya6Liws9e/Zk/PjxTJ48mcuXL7N48WKmTp0K5PTcenp6otfr\n6dq1K5988gmTJ0/m6aef5rvvvsNgMNCtWzcA2rVrx6xZswgMDMTHx4eZM2cSEBBAu3btSvpliCJq\nUcMHL0PBU4iFBXmxpF9Tfoq8wNy/okjJzGZDgoa/m42h17kt/FrtQeu+K4I70/byfjyzc056v1fH\no28QXujze70wkoQpYwu8SM39oR53faIrhBBCiKK7I4tKjBs3jgYNGvD8888zceJERo4cSadOnQBo\n06YNa9euBcDDw4P58+ezd+9eevfuzaFDh1i0aJF1zO5///tfunbtyujRo3nqqaewWCwsXLhQkpe7\njFaj0LtxEKtebMHjjQJRgAydC9/V6kaak7t1vzQnd1YEdwZyemSd6zcuIOJ1bq064DfuQ3SB1Ww3\nXDtHUn9d4bD5fIUQQghR9inqPTQPk8Fg4NixYwQHB8tiFCUkt41DQ0OL/PXO0UspvL9qL1F2JsjQ\nWszM2PcpYa+Oxq1VhyLXQ1VVso7sx3I1Hq2vP+a0FBImjQZVxal2CJWmfY5G71LkeGXFrbSvKB5p\n45Il7VvypI1LlrRvyUtISCA6OtphbXxHenaFKMz9VSpQqZKv3W1mjZZ5HV7HtWX7YsVUFAWXBk1w\na9sFfYNw3Fq0o8JzQwEwRR0ncdYHMt+uEEIIcQ+QZFeUDYWMRDmWBs99vYffj1wi21zAghFFUOHp\nF3Ft3REAw5a1pK7Ov2S1EEIIIcoXSXZFmVDYksMAJ66kMf73o/RcuIOvd50lNfPmc+xuO53AttMJ\n1seKouD72gScgusAkPzVbDL27bj9ygshhBCizJJkV5QJBS053LtxEGM73Ud1n5y5DK+kZTH7zyh6\nzN/Ox5tOcCHZ/vQk2RYLn24+ycwtJ8nOMzODxtWNim9PR+PpBRYLCR++ielCTMm8KCGEEEKUOkl2\nRZkxpHVNvFyuz4bn5aJjWJta9Amvyg8vtmB6r4aEV/UCwGAys3xfLI8v2sG4Xw5z5GKKTayV+88T\nfdXAmQQDqw6ct9mmC6iK3xtTQKNFTU8lfuLrWAzpJf8ChRBCCHHHSbIrygwvVycGtappfTy4dU28\nXHNWzNMoCu3q+rOwbwRfPfcAnUMqoVUULCps/PcKA5btZfC3+9hyMo6r6UY+337GGmfRtjMkZ9gO\ne3Bp3AzvF0cCkH3uNFc/fhe1gLl5hRBCCHH3kmRXlCl9woMI9nWjpp8bvRvnH9YAUD+gApMfbcDq\nwS3oG1ENNyctAAfOJzPmp0P0/nwHyZnXlw1OzsxmUZ7kN5dHz764PdQDgIydW0n5blG+fYQQQghx\nd5NkV5QpOo2GVzvUZWT7uug0hZ+egV6ujOpYl99easUr7WpTyVMPQJrRnG/flQfOE51gO1RBURR8\nR4zD+b77AUj5dhGG7Zsd9EqEEEIIURZIsivKnNa1/Ghdq+iLfni6ONGvWQ1+HtySOv7udvcxW1Re\n/zGSmETblSsUZz1+b01H45PzfFc/GY8x+pTNPjfO6iCEEEKIu4cku6Lc0Gk1+HvoC9x+LjGDJz7f\nSf+le1i25xyXUzNzjqtYiYpvfgQ6HWqGgfiJr2NOTQYKntVBCCGEEHcHSXZFuVLQfL15S45dSmXm\nllP0mL+dId/t44f9saTXCMXn5TcAMF86T8KHb6Kaswud1UEIIYQQZZ8ku6JcKWi+3qeaVOX3Ya0Z\n1bEuDQMqWMv3xybz0cYTPDzvb95IrsHfXYaRpnMla/8uYr6YZ3Nh28I/T5FkMN6R12GPqqqYjh5A\nf2gPpqMHZLljIYQQogh0N99FiLvLkNY1WX/sknVGBi8XHYNb5Uxj1jeiGn0jqnE+KYMN/17mf8eu\ncDIuDYsKu84msoua6Fq/S3jCcUxndKT4Xp/VIcWkMnPSHMb0CMetVYdi1Sl3zG9xxiLnZdi+meQv\nZ5J9MRYvIOUHMARUxeuFkcWuixBCCHEvkZ5dUe4UNl9vriBvVwY0D+bbAc34/oXmDG4VTHUfNwCy\nFS17KtbngG+9fLHXejXk4KfTizVrw+2O+zVs30zClLFkX4y1jXsxloQpY2UGCSGEEKIQkuyKcqko\n8/XmqunnzpDWtVj5YnOW9W9Kv6bVcbJk293XrNEyqcEANq/4iQyj/X1udDvjflVVJfnLmVBQkmyx\nkLx4lgxpEEIIIQogya4ol4ozX28uRVGoV9mTIRVTaJB4qsD9rrj6MaFqTx6a9ScvLf+HxTujOXIx\nBbMlf8KZnGG65XG/qqpi+GtDvh7dG2VfiMF45ECRYgohhBD3GhmzK8qtWx0fa0mIY2DUb0T61MWs\n0dpuVFWcLSaMWmdMKuyLSWJfTBJz/zqNp7OWB2r40qyGD82Dfanq7cpnq/4iJfP64YWN+zVfjcd4\n8ijGE0dzfp48iiUlyWaff64NrWhy9d8bjo27pdcqhBBClHeS7ApxA42fP1UNV+hyYSdrq7a22db9\n/Daej1rDyQrVOOhzH5E+dThZoRoWRUuq0czmk3FsPpmTePppTFw1a0Gx7Vle69WQLjOmc/+ZEyg6\nJ2uCa064Umi9zIqGxbV7oABhiSfRqteHNmQe2I1L0zZoXN0c0whCCCFEOSHJrhA30NcPRxdQlWei\n/8dflRuT5pSzKpuHKZ2nozfgpJppoKTQ9P4KmE5tJfHoWY54VOegT10ifety3q0SAAkWJ9sJfq8x\na7TMu+9x3v92AVryD31QnPU41aqH833341QnhJSl8zHHXWJdYEvOu1cGYF1gCx45v916TPr6n8jY\nuZUKTz6Pe/c+aPQuJdAytlRVJevIfiwJcWj8/NHXD0dR7LxgIYQQohRJsivEDRRFweuFkWRPGcvT\n0Rv5om5PAJ6O3oBndgZoNPgMH2cdhlDJZKJW9Cm6njyC8eQxzp/eyD9pTnxTsyuJ+gp2n+OYdy36\ntXmfOmmx1NOkE+qnp0HtQKreH4Jzjdoouuu/mhpXd6KnTWBFcCdr2YrgzrS9vB9Pcya6ajXJPnca\nS3IiSZ9/SsrqZVR4+gU8uvZCcXK2+/yOnAotl06mQhNCCFEGSbIrhB1urTrAuA/psXg269IvowDd\nLuxEF1gNr4Gv2CR0ipMTznVDca4bCoAvUHPjb9y3YC6vPfBa/nG/12Tq9Bz2rs1hABNwHHzPxXF/\nQCb1q1SgfkAFQqtUwLtVB37qrZJ28fqxaU7u/FD/Ccb0aIxry/ZkHdxD8tL5GI9HYrkaT9K8j0hd\n+TUV+g7C/aEeNsmzyWxmxrpDYDYT1s4b94ZNitUjmzsV2o0zROROhca4DyXhFUIIUWZIsitEAdxa\ndcC1ZXte3bIbS2oKAX0W4Fy/cZESQ12VwALH/Xa8uIcHEo5xskI1zjbuzL9pKulGMwBXDUb+jkrg\n76gE6/6VPfVcSc3/HGv9GvN8vWYEKwoujZuhD2tK5t5tJC+dhynqX8xxl0icNYnUlUuo0Hcwbu26\nkrHrT5at3sLZyu0AhWVzltDTMrHIPbI3ToWW74K5a1OhubZsL0MahBBClAmS7ApRCEVRaN+hebGP\nK2zc7/NRv+GZnUEb52SqvPA+KnD2qoEjF1M4eimFIxdTOBmXhsmcM573cmqW3ecwW1ReXXWQIa1r\nUtPPnZp+7rg2bYPLA63J2LGF5GXzyD57muwLMVz9+F2SvppDckoa3zUbY42xIrgzbXd9RHYhPbKW\nzAzMCXGYr8aReWC3dehCQRfM5U6Fpm8QXux2K23WJZkPR2JSs1AjWkrSLoQQdzlJdoUoAUUZ9+s1\n8BUURUEBa7Lao0EAAMZsCyfj0jhyMYWvdkUTl2Z/bt7zyZmM//1YznMCAV4u1KroTi2/atQcNoOA\nc4fx/fkLdOdPY0m4wvI6Pa2JN+QMh1gR3JlBp34hcfYHZP17GEtiPOb4nOTWfDUONT3N7nMXdsFc\ncaZCu93xw44iSzILIUT5JMmuECWkOON+b+Ss01A/IGfcbtMaPvT9arfdRSvcnLQYTDlDIFTgQnIm\nF5Iz8wyDcIK6L1GlnhGfqzEc96qZL8b6wJZ0u7CDqilxpK1cUqTXlqpztX/BXHYGAFlH9uMS3gKN\np/0L9HLlLqWsKNA82KfIC4A4moxDFkKI8kuSXSFK0O2M+81V08+d3mFBfL/fdiW1p5tU5fWOdYlL\nM3ImIZ3TCemcjk/PuR+fTmrW9eWML1mcueRd2258s0bL+LChdLi0lyrmNALdtQS5O1HZxx1nP3+0\nFf3R+ubcNL4VufLfwSz3iCiwhxgg7bcfSN/wC25tu+DxyJM4173f7nPnLqUMsOrAeZ5uUq3I7XKj\nW+0hLuqSzDIOWQgh7k6S7ApRwm513G9eQ1rXZP2xSyRn5iSwFfQ6BreqiaIoVPLUU8lTT/NgX+v+\nqqqSkG4k6lrye/LkWf44nUS6k/1FJxL1FVhdo6NNmdasEJDpQlCqC0FaV4JwJciiYuz5Cv87Zs4X\nI6eHeCfBPi5knz+HmpVF+oZfSd/wK05178eje2/c2nZF45IzB7C9pZS7hlTG283+dGmFuZ0e4qwj\n+22mULO3St3dPA5ZCCHudZLsCnEX8HJ1YlCrmny86SQAA5pVxcvVqcD9FUWhooeeih45SbDapCpd\nh7/AKzX+L99UaIqqUtVwmUQXb9K01xejMFtUYpMyiE3KgLOJtk9gZzo1s0bLzPajeb1HY7wTL+C2\n9VfUrWtQszIxnTxK4syjJH3+Ke6deuDRvTefbTld5KWUb+Z2eohNZ05efw2FrFJ3N45DFkIIIcmu\nEHeNPuFB/LA/BmOWkZ4NKhfrWEVRaPBcf7p8v421Qa1stj18fhuDTv+G37gPyW7ShgvJmZxPysi5\nJef+zORiSqbdccN5RRng5e8PXHvUHI92rfAjC9+kC/gkX8YvKxnf3adR90zn5zo98yXNa70a0uXT\n6YRBkRPe5AwTn+fpIV607QzdQqsU+mEAwHw1npTvF5P2+0prWWEX3Wl9/YtUH0eOQ5akWQghbp8k\nu0LcJXQaDcNb1yAmJgadpvhjR91adeBlk8rfOzJI1boCOVOhPZt5FL88F2BVcHEipLJnvuOzLRau\npGax91wiH6w/zk3yXgDSjGbS0HHWrTq4Vb/p/maNlvcavkjHX3ZTzbk2vu7O+Lg543vt5uXqhPaG\n175w2xnr8A6A5MxsFm0/w+iH7rP/HMlJpK5aQtpv36NmXZ/WrdCL7jQaLEb7U8DdyFHjkMti0izJ\nd8mR5beFKDmS7ApxF2lRwwcvw6VbPr5Ku44M8YixDocY1Kgidcd9V7SFMjQaAr1ceayhK/9eTst3\nwdxT4UEMalWTK6lZXEnLIu7azyupWcSlXb+flufCOXsSXLz5waUpbD6Vb5tGAW9XJ3zccpJgZ63C\njjNX8+23cv95HrrPnwaBXjhpc5JES1oqqT8uI/Xn71AzDNZ93dp2wfn+MBb9cbLgi+4sFuLfGYFn\n73549XsZxcl+r/Gt9jLbU9aSZkfF2Xk2kZgEE6G3dPR15SnxluW3hShZkuwKcY/pEx7EqgPnURR4\nunuzW+o9uvGCOS8XHUNa18LrWiJaz07PcK6ETev5+8slTG40EItyw9hfVaVKRjwGnSupTm6oim1C\nZVHhqsHEVYMJSC/wOcyqypDl+wFw1WnwVI24p8TjYdTgUfMJPLMN+FSqSMXwCHyDAsg0mVkflH+Y\nwvqglvRuVAW/jSuwpCSTumopmQf34vffSTgF1ci3f3F7mQviyIv3HJU0OyJOtsXCZ9vOYswy8nir\nInw1UEicstTrfTsx8k57l/fiyNuZ9s5RHyiEKC8k2RXiHqPTaHi1Q13r/Vtx4wVzg1vXLHLvpXsl\nf5oknqDr+fxLKXc/v806fZlZ0ZDi5Eaykwcpbj6k1wkjPfh+0ipVJ8mi5Wq6kf2xSdallguSkW0h\nAx24V8m55XUoOedWALOiZXjKfdToPBH9pXO4JF3B3ZyJ28ff4Nu4Cb4hoXi4OOGh15GWaWLVgdh8\nMVYeOE+fxkEE+7nbeQb7Plv1l0Mu3nNUT7Oj4qzcf55ziTkv7OfDl+nXolaxjs8bp6z0et9OjLzT\n3tm9OPIWpr1z1AcKKP0PAmU1Tln7dqIsxSmr37hIsivEPcgRf4jy9hD3bhxU5OMKW0r56egNAGh8\nK+LWpCVOe/7GJ/kSpF+CuGOwA1AUnEMa4tqiHecC3Rl02ivfDBMa1UL/qDU4WbJJc3IlTeeGoVJ1\nMqrVJU3nRnKmiZRMEykZ2ZjVwhOCzGwL/yZkglMl8K90fcNl4HLUTV+v2aLy7JI9BHq54Oqsxd1Z\ni6uTDjdnLW5O2pyfzlrcnHW4OWlJPPEvP1+wwA292mu9GtJ+1qc8oKq4t+5YwLPZstfTvHDbacZ0\nqlek4x0Z58aE+avdsTwWVu2WEu+S6PVe/vsunn2kRbG/6bidGHmnvSvo4sjiTnvnqA8UJrOZGesO\ngdlMWDtv3Bs2KXbbOCIGlK2hOI76MFFe28YRdVFVlYP7j+Hl43pLx9tzR5Jdo9HIhAkT2LBhAy4u\nLrzwwgsMHDjQ7r5Hjx5lwoQJnDhxgrp16zJhwgTq169v3f7bb78xc+ZM4uPjad26NRMnTsTHx+dO\nvAwhRB632kNclKWUfYaNxa1VB1SzGeO/h8jYuZWMnVvJPn8OVBXjsUiMxyLxArrU6Zmvh7jb+e08\nFvsXAE71GuL9/Mu4hDXNVxdVVUk3mjl8IZlXV0XmS3wVBTrXq4RGUUgzZpOelU1qSjopCVdJR0eG\nzgWLcvPXbjRbrAlR0Ropf0yzRsvoiJGwHVx2b8HVWYuLTouLkxYXJw2uTrmPc+4bsy1s/PdKvjgr\n/4mhUuJ5ajdphLNOg16nxUWnQa/TWB/rrz3WaRSirxrs9liv+uccPThPaKdbS7xTsm5tiIejer0v\nbd3Ewh0ZcO1izS8i42n2yzNUHfBSkeMUN4YlNQXjqaMYTxzFePIYmYf/AW6+ImHGwd04hzZC0eaf\n8i8vR32gMGzfzLLVWzhbuR2gsGzOEnpaJhZrDLEjYuQqS0NxHPFhojy3ze3GMGzfzNUvZ/F9/X4M\nbpt/qNitUlT1Jt0aDjBx4kT27dvH1KlTiY2NZezYsUyZMoUuXbrY7JeRkUHnzp3p2bMnvXv35rvv\nvmPt2rVs3LgRFxcXIiMj6d+/P++//z4hISFMnDgRd3d35s+fX6R6GAwGjh07RnBwMH5+ZauLvbzI\nbePQ0FDc3OwvYCBuXXlqX8P2zVxdPJsRQU+iADP2zkAfEFToUsqmmGgydm4hY+dWjMcPATmJwvDm\n/7XpIf5s10fWRMF/6kJcGja5aX2mbTxhd5U6e8mYJcNA0oJppG34lUytnnQnVy51H8B7iYGYb/iL\nqijwyP1VcNJqMJjMGIxmMkzZpBvNZBhzHueUZxdphos7SaMAKhSwthwepnQaVHLHpaI/zloFZ50G\nZ60GJ21OsuykzXmclpXNN3vP5Xt9GgXe6hpCNR83nDQKTteOddLm3NdpcmI6aXLKTmzawgv/mPP1\n5GstZmbs+5SwV0cXKVkwbN/MVDvT8HWP/ds6Dd/N4twshu/r76OrWBnjySM5ye2pY2RfiLEba5Gd\nD2zdY/+2DukB0FTwwqXpg7i2aIdLkxZoXPL3etk7h58KDypWD7xh+2aip01geNPR+X+nLFlFbpvb\njZErOcPEE5/vICV3QR0nhVVDWhe7J98RcW6M4amD1UPbFCvGvdI2txIjd/z6moCW/C/8cd5q5umw\n/3UlnuxmZGTQokULvvjiCx544AEA5s2bx44dO/j6669t9l25ciULFixgw4YN1rKuXbsybNgwevXq\nxdixY9FoNEyZMgWAS5cu0aFDBzZu3EhQ0M2/RpVkt+SVp2SsLCpv7auqKluvLaXculbFYi2lnLZm\nJYlzpwKwJqi1tYf4xZM/2cyP6zd2Mm5tu9iNkVdyhonen++wWaVu9eCWhfaKGbau5+pnU1DT0wD4\nIvw51ng1stmnR+IBu72OlgwDxqjjmE7m9PRlnTyK4fIlTnsE8U7jl7DYGZrxZPRG3MyZZGmcyNI6\nk6VxzvmpdSLLyRWjiztGJ1cynVyINevJ0hb/q/27lT47i4DsFPQBgegUBSeNgk4DOo2Sc1Ny7msV\nSIk8wE6vOvkugFRUC91j/6aiE1To8hjaazG0yo0/4ezKFXwe2DFfz75GNTP6yFICMhLQqioa1YJW\nNaNVLWhUFY1qRqtRcKlWE32tupw5eJjR9QbaT+D3fkLVjHi48RsHZz36xs1wbdEO12YPovXx40xC\nOn0X78r3YUurmlncRFukHnhVVbk0+HHmuUcUmHxr/avgN35Ggb+nqqqSMOFV5nu3KDCGLrAaVRau\nLtLv+uRlm/jxom1ZQb9TJR3ndmMUpX3v9bZJjEtgePP/4uPj6dBkt8SHMRw/fhyz2Uzjxo2tZRER\nESxYsCDfvpGRkURERNiUNWnShP3799OrVy8OHDjA0KFDrduqVKlCQEAABw8eLFKyK4QoW25nKWVd\njetfH3a7sIN1gS1QgG4XdtrsV9TFIIq7Sh2AW7uuOIc0JGHa2xiPRfLUoVVsbV7bpsfmySM/knBo\nOdn9h6O4umI8eQzjySNkx0SDxbbPVA+Eppyl64X8F+91O7+dp89uzHmg0eQ79kaxbpV47YHX7CZR\n4w8uxM+YglGjw6hxst5MGh1GrRNZufc1TsTpvfm9ams7iaHK/UlR6FQLZm8/sl08MGmdyFa0GBUN\nJlWD0aJiNFvINBVeV0fI0umJ1vlDounmO3vbHzqhKhrWVGub8yAyqfAYQZ3sFlsULR81GHDzOgAY\ngdAWdjeZNVpee2AUHs4atIqCxpSFYsxEY85Go1pybjsMaLavRafXc9HJC7Odf+lmRcuIXWk0iN6E\ns19FUC1oTEYUY068nJ8ZKFmZkJZCmndbtldqlC/O2qBWZCtavEzpaKZ9gYKak7xjQVFz7+ck90ke\nYawLapkvxrqgVvhlJeGXlYLzhCk4Vw5A6+mJzqMC2gpe6Dy90FaogNbZGUVRiN1/0O749d+9G1J3\n0Tfcl6ri2ugBNErO3xIF0CgKipLzjUru/TPbd/HzeXO+RWx+92pI88/mUd+o4ta0TU4crsW6djzk\nfAPx75Y/+cVOjLVeDen86XQakzOXuWqxYElJwpwQh/lqnM1PU/QpopON/K9u/vc8Z7n1HVS9EEPc\nOyNwrh2C1s8frW9FtH6Vcu77VLROe3h046YC61OchXkcEaeoMVSzGUtyIuaEK7btkxCH6WwU2Rdj\nWV6nJ2lO7jh6cGqJJ7txcXF4e3uj011/Kj8/P7KyskhMTLQZb3vlyhXuu8/2j5Cfnx+nTp2yxqpU\nqZLN9ooVK3Lp0q3POyqEuDvlXuiWfTEWrWphYNRvADZL/OoCq+Fcv3FBIfK5lVXqdJUD8Z+6gAvP\ndsUzLcX+OGQg+avZ9gMoCrpqNXGuez9OdUJIW/l1oRfv6QKrUXn+StSUpGv/LOJz/nnkuW86F0XV\nK5foYidp7nphBw2Sz+SrRmEsiiZfnIfzzJxREEWvR+NTkbMZCq+FDc9/IaHFzNjDX+NrMWDxqIAx\n3UA2CiZFR7ZGS7b1pxaTRke83oufqre32yPbKi4SvdmEWdFYjzErWrI12pwyRUe2RoNZ0XLBtSKZ\nOhfsyU0kLYqmSOOxS5JZoyXZOsxZD876W4qT4uzB9kQgMf6GLVrALeemAJ5BUMCsgaqi4X92Etji\nsCgaltbucb0gnTwzCOY+uGB7kJ33wKJomXH//0EkELm3aE9uZ4lzi0bLO41fgj3Anr9vKYZZo2Vk\n09dhm4ry9x8oqHDtgwCAghuKWgOF6ij+TTBWcsJi5xoHs0bLqAdewz07AwXgvIpyHhRSUdQUFHI+\nhCuKgqLRkqTRY7bzzY1Zo2VM+Aj8/4hDu29jTuLP9VtOjOv3Y1ONmLX5fxfMGi3jGg+j2voYdAc3\nXo+Rp8M5t+xkYiZmXf7eV7NGy1thQ6nz278oa0+ByQSoOcfl+bZCwQfFOYKMRq047FMnXxxHKPFk\nNyMjA2dn2zck97HRaLQpz8zMtLtv7n43234zlms9IWlpaUV/AaJYsq6tSJWUlERGRkYp16b8FlGy\n6gAAIABJREFUkfa1pfQbgWnZPFAtNCTnwghTwLWLIhQNTs8N4+rV/ItOFGZYhD8JVxNIS0nGlJV5\n8wOA7DMnMHp6gacXndRYDuiSUIBO6vnr9blG4+uPtlpNtNWC0VYNRhdYHfQ5/2xMgMarIi7L5jEw\n7R9+qtYOgF4x+3Dxr4jp2mtKTLrW6+jtn3OrfX0SJA2gPXOCzPkf8VTmUU67NMVwLbFzy87kycxj\n1jq5PPoM2oCqBb4u88VYMn9dftM4iqc3akY6ZNvvVa3sBk9mHmVbpTCb8jZXImmsv/b32JwE1v+5\n11erU1zd0Hh6g5MO8/kj6DP87cbplfhXkV/TuQ2r+Pj+ZzHfkEhpVQuvH/2WSpmJuDz6DJoqQZhV\nMJMzx7NZzflpvHyJmL/+5PO6vfIPY8DC02c24GVKx7nH01AlCIsFLKqKWVWxWFQsau5jSEw3subY\nlXzjmRUF2tfyxc1ZhwXVGsOicu2xitlgwJyYgCkhnnSThePeNbE3LjE47QI61YyqKFjQoKJgURQs\nKKiKBlWrw6LVoSoKiYoLRo391ECrmtGbTahOelSNgnptPLeqgnqtjcrYsPO7jPO1280V/lHcFXAt\ncKx9XhW9CksDPUjHw7bIzhvs4+1RSE9sBeJ9KxShJjlyf3OruF1bDOgm32AVVYmP2V23bh2TJk3i\n77+vf2qKioqiR48e7Nq1iwoVrjfC0KFDqVevHqNGjbKWTZ8+ndOnTzN37lzCw8OZPXs2bdq0sW5/\n6qmn6N69OwMGDLhpXRISEoiOjnbI6xJCCCGEECXHUddYlXjPbuXKlUlKSsJisaC51nUfHx+Pi4uL\nTaKbu29cXJxNWXx8PP7+OWPuKlWqRHx8fL7tNw5tKIiXlxfBwcHo9XprXYQQQgghRNlhsVjIysrC\ny8vLIfFKPNkNDQ1Fp9Nx4MABmjTJmf5n7969NGjQIN++YWFhLFq0yKZs//79DBs2DIDGjRuzb98+\nevXqBcDFixe5dOkSYWFh+WLZo9PpZBYGIYQQQogyzsPD4+Y7FVGJd2+6uLjQs2dPxo8fz6FDh9i4\ncSOLFy/m+eefB3J6ZnPHIXbt2pXU1FQmT55MVFQUkyZNwmAw0K1bNwD69u3Lzz//zMqVKzl+/Dhj\nx46lQ4cOMhODEEIIIYSw644sKpGZmcl7773H+vXr8fT0ZNCgQfTr1w+AkJAQpk6dau2tPXToEOPH\nj+f06dPUq1eP9957j5CQEGusn376iZkzZ5KcnEybNm2YOHGiw7q5hRBCCCFE+XJHkl0hhBBCCCFK\ng1ylJYQQQgghyi1JdoUQQgghRLklya4QQgghhCi3JNkVQgghhBDl1j2T7BqNRt58802aNm3Kgw8+\nyOLFi0u7SuXKxo0bCQkJITQ01Ppz5MiRpV2tcsFoNPLoo4+yZ88ea1lsbCwDBw4kPDycHj16sG3b\ntlKs4d3PXhtPmjQp3zn9zTfflGIt7z6XL1/mlVdeoXnz5rRr146pU6dal3eXc9gxCmtjOYdv37lz\n53jxxRcJDw+nY8eOfPHFF9Ztcg47RmFt7KhzuMQXlSgrPvzwQ44ePcrSpUuJjY1l7NixBAUF0aVL\nl9KuWrlw6tQpOnbsyKRJk8id4EOv15dyre5+RqORUaNGcerUKZvy4cOHExISwqpVq9i4cSMjRoxg\n7dq1VKlSpZRqevcqqI1Pnz7N6NGjefzxx61ljpzk/F7wyiuv4O3tzbfffktSUhJvvvkmWq2WMWPG\n8PLLLxMaGirn8G0qrI3lHL49qqoyZMgQwsLC+Pnnn4mOjmbUqFFUqVKFRx55RM5hB7hZGzvsHFbv\nAQaDQW3UqJG6Z88ea9ncuXPVfv36lWKtypfRo0ern3zySWlXo1w5deqU2rNnT7Vnz55qSEiIunv3\nblVVVXX79u1qeHi4mpmZad13wIAB6uzZs0urqnetgtpYVVW1bdu26rZt20qxdne3qKgoNSQkRE1I\nSLCW/fbbb2rbtm3VHTt2yDnsAIW1sarKOXy7rly5or722mtqenq6tWzEiBHqe++9J+ewgxTWxqrq\nuHP4nhjGcPz4ccxmM40bN7aWRUREEBkZWYq1Kl+ioqKoWbNmaVejXNm9ezctW7ZkxYoV1t5ygMjI\nSOrXr2/Tcx4REcGBAwdKo5p3tYLaOC0tjcuXLxMcHFx6lbvL+fv7s2jRInx9fW3KU1NTOXjwoJzD\nDmCvjVVVJTU1Vc5hB/D39+eTTz7Bzc0NgH379rF3716aNWsm57CD2GvjPXv20Lx5c4eew/fEMIa4\nuDi8vb3R6a6/XD8/P7KyskhMTMTHx6cUa1c+nDlzhr/++ot58+ZhsVjo1q0br7zyCk5OTqVdtbtW\n37597ZbHxcVRqVIlmzI/Pz8uX758J6pVrhTUxqdPn0ZRFObNm8eff/6Jt7c3AwcOtK70KG7O09OT\nNm3aWB+rqsqyZcto2bKlnMMOUlAbt2rVSs5hB+vYsSMXL16kffv2dOnShcmTJ8s57GA3tnFkZKTD\nzuF7ItnNyMjA2dnZpiz3ce5AfnHrLly4QGZmJnq9npkzZxIbG8ukSZPIysrizTffLO3qlTsFnc9y\nLjvO6dOn0Wg01K5dm379+rF7927eeecdPDw86NSpU2lX76700UcfcezYMVauXMnixYvlHC4BH330\nEcePH2flypUcPnxYzmEHmj17NvHx8UyYMIHJkyfL3+ESkNvG48eP54MPPqBBgwYOO4fviWRXr9fn\nOwFzH7u6upZGlcqVwMBAdu3aRYUKFQAICQnBYrHw3//+l3HjxqEoSinXsHzR6/UkJyfblBmNRlxc\nXEqpRuVPr1696Nixo/Wcvu+++4iOjua7776TROEWTJs2jaVLl/Lpp59Sp04dOYdLwI1tXKdOHTmH\nHah+/foAvPHGG4wePZo+ffqQkpJis4+cw7cnt43HjRvHmDFjGDt2rMPO4XtizG7lypVJSkrCYrFY\ny+Lj43FxcbE2org9N7Zj7dq1ycrKIikpqZRqVH5VrlyZuLg4m7L4+Hj8/f1LqUbl043ndK1atbhy\n5Uop1ebuNXHiRJYsWcK0adOs/6DkHHYse20Mcg7froSEBDZu3GhTVqdOHUwmE/7+/nIOO0BhbZye\nnu6wc/ieSHZDQ0PR6XQ2A8f37t1LgwYNSrFW5cfff/9N8+bNycrKspYdPXoUb29vGQ9dAsLCwjh6\n9KjNtxX79u2zuQBT3J5Zs2YxcOBAm7Jjx47JRZjFNGfOHFasWMGMGTN4+OGHreVyDjtOQW0s5/Dt\ni42N5T//+Y9NUnvo0CH8/PyIiIjgyJEjcg7fpoLa2NfXl6+//tph5/A9key6uLjQs2dPxo8fz6FD\nh9i4cSOLFy/m+eefL+2qlQvh4eG4urry1ltvcebMGbZu3cq0adMYPHhwaVetXGrWrBkBAQG88cYb\nnDp1ioULF3Lo0CH69OlT2lUrNzp06MCePXtYvHgxMTExfPvtt/zyyy8MGjSotKt214iKimLevHkM\nGTKE8PBw4uPjrTc5hx2jsDaWc/j2NWzYkAYNGjBu3DiioqLYunUr06dPZ9iwYTRt2lTOYQcorI0d\neQ4rat75dsqxzMxM3nvvPdavX4+npyeDBg2iX79+pV2tciMqKorJkydz4MAB3N3deeaZZ3j55ZdL\nu1rlRmhoKF9//TVNmzYFICYmhjfffJPIyEiqV6/OW2+9RYsWLUq5lne3G9t406ZNzJw5k7NnzxIU\nFMRrr70mYx2LYeHChcyYMcOmTFVVFEXh2LFjnDt3jrfeekvO4dtwszaWc/j2xcXFMXHiRHbs2IGr\nqyvPPfccQ4YMAeTvsKMU1saOOofvmWRXCCGEEELce+6JYQxCCCGEEOLeJMmuEEIIIYQotyTZFUII\nIYQQ5ZYku0IIIYQQotySZFcIIYQQQpRbkuwKIYQQQohyS5JdIYQQQghRbkmyK4QQQgghyi1JdoUQ\nQgghRLklya4QQgghhCi3JNkVQgghhBDlliS7QgghhBCi3JJkVwghhBBClFuS7AohhBBCiHJLkl0h\nhLhm9+7dhISEsGfPniIfYzQamTp1Kr/99pu1bNy4cTz00EMlUcU7avbs2YSEhDgkVkhICHPmzCl0\nn379+tG/f38Azp8/T0hICD/99BMAP/74I6GhoVy4cAGAqKgonnnmmWI/hxDi3qMr7QoIIURZoihK\nsfaPi4vjq6++YurUqdayl19+meeff97RVbvjFEUpdnvcjgkTJhS4rX379qxYsQJ/f38A1q5dy8GD\nB232+f7776lcuXJJVlEIcReSZFcIIW6Dqqr5yqpVq1YKNbn71a5du8BtPj4++Pj4WB/ba/dGjRqV\nSL2EEHc3GcYghLijvvrqK7p3705YWBhdunThyy+/tG7L+zV2rhuHFqxevZpGjRqxb98++vTpQ6NG\njejWrRubN2/mzJkzDBgwgMaNG9OlSxd+//13a5yCvpK/2VffGzdu5Nlnn6VJkyY0bNiQhx9+mG++\n+QbI+aq9U6dOKIrCG2+8YR26kPf+u+++S5s2bfIlZ5MmTaJly5aYzWYATpw4wdChQ4mIiCAiIoIR\nI0YQExNTaFuOGzeOfv36sWrVKjp27Eh4eDgDBgzg+PHj1n1+/PFH6tevzw8//ECbNm1o3rw5p0+f\nBuD333+nd+/ehIeH06ZNG8aPH09KSordNujatSuNGjXiqaeeYseOHTbb//33X/7zn//QsmVLGjRo\nQNu2bZk0aRJGo9Fmv/T0dMaMGUN4eDitWrVi0qRJZGZmWrfbe/9zrV69mpCQEC5cuMCcOXP47LPP\nUFWV0NBQ6/t343uZnJzMu+++S+vWrWnUqBFPP/10vrpv27aNp59+mvDwcJo1a8bLL79sbR8hRPkg\nya4Q4o758MMPmTZtGp06dWL+/Pn06dOH6dOns3DhwkKPy/tVuqIoZGdnM3r0aPr27cv8+fNxdXVl\n9OjRvPTSS7Rv35758+dTqVIl3njjDS5fvmw9rrhfyW/ZsoURI0bQsGFD5s2bx5w5c6hevTqTJk0i\nMjKSSpUqMWfOHFRV5eWXX+azzz7LV9/HHnuMhIQEdu7caS1TVZX169fzyCOPoNVqOXPmDH379iUx\nMZEPP/yQyZMnExMTQ9++fbl69WqhdTx+/DgzZszglVdeYfr06SQmJtK/f3/i4+Ot+5jNZr766is+\n+OADxo0bR61atZg7dy6vv/464eHhzJkzhxEjRrB+/Xr69+9vk6Sqqsrbb7/NgAEDmD17Nh4eHgwe\nPJgjR44AOcM4nn32WTIyMpg6dSqLFi3ikUceYdmyZSxZssSmrkuXLsVgMDBr1iyGDh3KypUrGTNm\nTJHei7zv35NPPkmfPn1QFIUVK1bw5JNP5tvfaDTSv39/Nm3axKhRo5gzZw5VqlRh8ODB7Nq1C4CY\nmBiGDx9Ow4YNWbBgAR988AFnzpxh6NChRaqTEOLuIMMYhBB3RGpqKkuXLqV///6MGjUKgJYtWxIf\nH8/evXsZMmRIgcfe2CtqsVgYNmwYvXv3BmDw4MGMGjWKgQMHMmDAAAA8PT3p3bs3hw8fLtY4zrzP\nFRUVxRNPPMEbb7xhLWvcuDHNmzdn165dNGrUiNDQUACqV69ut+f4gQceIDAwkDVr1tCyZUsAdu7c\nSXx8PD179gRgzpw5uLq68tVXX+Hm5mZtm4ceeogvvvii0IQwLS2NBQsW0KRJEyDnq/xOnTrx9ddf\nW9tZURSGDRtGu3btAEhJSWH+/Pk888wzvP3229ZYderU4bnnnmPVqlX07dvXeuzEiRPp3LmzTb0W\nLlzIzJkzOXHiBKGhocyePRtXV1frPtu2bWP37t0MHjzYJn7uB4IHH3wQRVGYMmUKp06dok6dOjd5\nZ66rXLkyVapUsb5ee3766SdOnDjB999/T8OGDQFo27Yt/fr1Y/r06fzwww8cOnSIrKwshg4dah0L\nXKVKFf744w8MBoP1vRBC3N0k2RVC3BEHDhzAbDbTqVMnm/I333yz2LEURaFx48bWxxUrVgRsEx9v\nb28gJ8kubuxcL774IgAGg4EzZ85w9uxZDh8+DJDvK/rCPPbYY3z77bdMmDABnU7HmjVrqFGjhjUJ\n27VrF82bN0ev11uHNbi5uREREcH27dsLjV21alVrogvg7+9PeHg4u3fvttkvbyJ+4MABTCYTjzzy\niM0+uYn57t27rcmuTqezec+cnZ1p27YtW7ZsAaB169a0bt2a7OxsoqKiOHv2LCdOnODq1as2Y2wB\nunbtavO4S5cuTJ48mT179hQr2S2KnTt3UrFiRe6//35rm6qqSvv27Zk+fTqpqamEhYXh7OxM7969\n6datG23btqVZs2bW90UIUT5IsiuEuCOSkpIA8PPzc0g8Dw8Pm8eKolh7Fh0lMTGRd999lz/++AON\nRkONGjWIiIgA7F8gVZCePXsyb948/vrrL9q0acOGDRsYOHCgdXtSUhK///47a9assTlOUZSbtpe9\nXms/Pz+OHj1qU5a3lzI5ORm4/iEhL39/f5txu76+vvmGf/j5+VljqKrKxx9/zLfffktGRgYBAQE0\nbNgQvV6fr41ufD5fX18Au+OEb1dSUhJxcXHUr1/fpjx3OMSVK1eoXbs2y5YtY9GiRaxcuZKlS5fi\n6enJ//3f//Hqq686vE5CiNIhya4Q4o6oUKECAFevXiU4ONhafvHiRc6dO0dERASKomCxWGyOMxgM\nDp3+SlVVazyDwWB3e67XX3+d6Ohovv76a8LCwnByciIzM5Pvv/++WM8ZHBxMo0aNWLt2LYqikJKS\nwqOPPmrd7unpSatWrXjxxRfzJYharbbQ2ImJifnK4uPjC02Svby8UFWV+Ph4m/cCcsbg5p1Nwl4i\nGhcXZ42/YMEClixZwsSJE+nUqZP1Q4i9cbS5CXLeeoLjPgDl5enpSXBwMJ988kmhM2Y0bNiQWbNm\nkZ2dzb59+1ixYgULFiwgNDQ0X0+0EOLuJBeoCSHuiEaNGqHVatm8ebNN+RdffMGoUaPQ6XR4eHhw\n6dIlm+179+51yPPnJmF549uLnTex/ueff+jSpQsPPPAATk5OAGzduhW4nhTfLBnN1bNnT7Zu3cpv\nv/1GREQEQUFB1m1NmzYlKiqKkJAQ6tevb719+eWXbNy4sdC40dHRNrMHXL58mQMHDljHB9uT+/V9\n3oUwIKc9Lly4wAMPPGAty8zMtF7QBTkzKmzdupUWLVoAOW1Ut25devXqZW3jy5cvc+LEiXxJZm7b\n5frtt9/QaDQ0b9680Ndoj0ZT+L+vZs2acenSJXx9fW3a9K+//uLzzz9Hq9WyZMkSOnbsiMlkQqfT\n0bx5c95//31UVbUuXiGEuPtJz64Q4o7w8fHh+eefZ/HixTg5OdG0aVMOHjzI8uXLrReAdejQgc2b\nNzN16lQ6duzI3r17+fnnn4sU/2bDCtq3b8/UqVN5++23GTRoEBcuXOCzzz7LNxwib5yGDRvy66+/\ncv/991OlShX27dvHwoUL0Wg01l7h3ON37NhBrVq1Crxgqnv37kyZMoV169Yxfvx4m23Dhw/nmWee\nYciQIfTt2xdnZ2dWrFjBpk2bmDVrVqGvK/divZEjR6LVapkzZw7e3t7069evwGO8vLwYMmQIc+fO\nRafT0aFDB2JiYpg1axZ169bl8ccft+6r0+kYN24co0aNwt3dnYULF5KVlcXLL78M5HyImTdvHgsX\nLiQ8PJzo6GgWLlyIyWTK13N++PBh3n77bXr06EFkZCSzZ8+mT58+tzQvce43BWvWrCEsLIyqVava\nbH/iiSdYtmwZAwYM4KWXXiIgIIBt27bx+eef079/f7RaLS1atODjjz9m+PDhPPvss2i1WpYvX45e\nr6dDhw7FrpMQomySZFcIcceMGTOGihUrsnz5cr744guqVq3K+PHjrV959+7dm5iYGFavXs3y5ctp\n3rw5s2fPtl4sVRh7Qx3ylgUHB/PRRx8xb948hg4dSu3atfnggw+YOHFigcd8+OGHTJw4kUmTJllj\nTJw4kV9++YV9+/YBOcnuwIEDWbFiBVu2bGHbtm126+Pj48ODDz7I9u3b6datm822evXq8e233zJj\nxgzGjh2LqqrUrVuXuXPn0r59+0Jfd2BgIC+88AJTpkwhMzOTVq1aMXbsWGsyWJARI0bg7+/PsmXL\n+P777/H29qZ79+6MHDkSvV5v3c/Pz4/Ro0fz8ccfEx8fT1hYGN988w01atQAYMiQISQlJbF06VLm\nzZtHQEAAPXv2RKPRsGDBAlJTU/H09ERRFIYPH86hQ4cYNmwYHh4eDBkyhOHDhxfY/oUNX+nSpQu/\n/PILb7zxBk8++STvvvuuzfRkrq6ufPPNN3zyySfWC9KCgoIYM2aMdbx0vXr1mD9/Pp999hmjR48m\nOzubBg0a8OWXX+Yb3iGEuHspanGushBCCFFmjBs3jt27d/PHH3+UdlWEEKLMkjG7QgghhBCi3JJk\nVwgh7mKOnKlCCCHKIxnGIIQQQgghyi3p2RVCCCGEEOWWJLtCCCGEEKLcuqemHsvOziY5ORm9Xn/T\nCcmFEEIIIcSdZ7FYyMrKwsvLC53u9lPVeyrZTU5OJjo6urSrIYQQQgghbiI4ONghy4nfU8lu7kTp\nAQEBeHt7l3JtyqeMjAyio6MJDg7G1dW1tKtT7kj7ljxp45Il7VvypI1LlrRvyUtKSuLixYs2C9zc\njnsq2c0duqDX63Fzcyvl2pRvrq6u0sYlSNq35Ekblyxp35InbVyypH1LTkZGBoDDhpzKwFUhhBBC\nCFFuSbIrhBBCCCHKLUl2hRBCCCFEuSXJrhBCCCGEKLck2RVCCCGEEOWWJLtCCCGEEKLckmRXCCGE\nEEKUW5LsCiGEEEKIckuSXSGEEEIIUW5JsiuEEEIIIcotSXaFEEIIIcoQVVXJPPwPhq3ryTz8D6qq\nlujz/fHHH7Rr147w8HC2bdtWos9VGnSlXQEhhBBCCJHDsH0zyV/OJPtirLVMF1AVrxdG4taqQ4k8\n5+zZs2nbti3Dhw/H19e3RJ6jNEnPrhBCCCFEGWDYvpmEKWNtEl2A7IuxJEwZi2H75hJ53tTUVJo0\naUKVKlVwdnYukecoTdKzK4QQQghRQizpaZhiom+6n6qqJM2fBhZLAYEsJC2YjsanIoqiFBrLqVow\nGnePItWvY8eOXLx4kTfffJPZs2dz4cIFXnnlFb766isee+wx3n77bTZs2MCnn37K+fPnue+++xgz\nZgxNmzYFwGQy8eGHH/Lzzz/j4eHB2LFjefXVV9m0aROBgYFFqkNJk2RXCCGEEKIEWNLTuDDwUdT0\nVIfEM8dfJm70wJvup7h7Erj41yIlvKtWreLxxx9n0KBBNG7cmD59+rB//35WrVqFqqocP36cN954\ng4kTJ9KwYUO2bt3KkCFD+OWXX6hWrRozZsxg8+bNzJ8/H0VReOedd26ajN9pMoxBCCGEEOIe5ePj\ng0ajwcPDAx8fHwAGDBhAtWrVqF69Ol9++SVPPfUU3bt3p1q1ajz33HM8+OCDfPvtt6iqyurVq3n1\n1VeJiIigSZMmjBkzppRfUX7SsyuEEEIIUQI07h4ELv61SMMYjFH/kjR3yk338x4+Duda9QrdpzjD\nGOzJO/wgKiqKdevWsXz5cmtZdnY2Dz74IImJiSQlJRESEmLdFh4eXuKzRxSXJLtCCCGEECVE4+6B\nPqTBTfdzrleftB+X5rs4LS9dYDU8Hn6ixIcJ6PV6632z2czgwYPp1atXvn1cXFwAbJLbsniBmwxj\nEEIIIYQoZYqi4PXCSNAUkJppNHgNfKXEE90b49esWZPY2FiqVatmvX333Xf8+eefuLm5ERAQwKFD\nh6z7HzlyRMbsCiGEEEKI/NxadcBv3IfoAqvZlOsCq+E37sMSm2c3rxuHIAwYMIA1a9awdOlSYmJi\nWLJkCV9//TU1a9YE4MUXX2TmzJls376dw4cP88EHH5R4HYtLhjEIIYQQQpQRbq064NqyPVlH9mO5\nGo/W1x/n+o1LtLc0b+wbnycsLIyPPvqI2bNnM23aNKpXr87HH39MREQEAM8++ywJCQm89tprODk5\nMXDgQI4fP15idb0VZSrZNRqN9O7dm3fffdc6f9uNjh49yoQJEzhx4gR169ZlwoQJ1K9f/w7XVAgh\nhBD3op1nE4lJMBF6m3G2nU4AoHUtv3zbFEXBpUGT245TVH/88QfbTicQnQXHjh3Lt7179+50797d\n7rGKojBy5EhGjhzJttMJxF++eMv1yHXoUiqetx3lujIzjMFoNDJq1ChOnTpV4D4ZGRkMGTKEpk2b\nsnr1aho3bszQoUPJzMy8gzUVQgghyr9tpxOsiVRpxihLcbItFj7bdpaVJzPJttz6jAPZFgufbj7J\nzC0nyS5oEYm7LE5ujMU7o29rNgaT2cz3u8/e8vH2lIlkNyoqiqeeeorY2IKvQARYs2YNrq6ujBkz\nhlq1avHWW2/h7u7OunXr7lBNhRBCiJLhqIRu59lEDieYbiuGI5Ifk9nMjHWHmLHmAGmR+245ASpL\ncVbuP8+5xEwuGSys3njrdVm5/zzRVw2cSTCw/Pdd5SJOboyYxAwg/9jfojBs38zise9zKdOxU5eV\niWR39+7dtGzZkhUrVhTaOJGRkdYxIrmaNGnC/v37S7qKQgghhF2OSFIdmdB9tukEqw8nknl4f6kl\nP7lJy9l0C2czFZbNWcKlwY9j2L75ro1zaesmFm6ItD5ecjSZk0OfKXZdbozzRWT8XR8nbwyNpx8B\n/aeR/t6oYsUwbN9M9LQJfOf7QNErX0RlItnt27cvY8eOtZnXzZ4rV65QqVIlmzI/Pz8uX75cktUT\nQghRxpSlr7VvtwfU0QndOYPKBbOe7z9fcUtxbjf5sZe0rAjuTGJcAglTxt6VcQzbNzP3x+2kal2t\nZWlO7nzjWr/YdSlvcW41hqqqWLIyMacmkx1/haSFH7O8eifSnNyLVPfiKFMXqN1MZmYlFMH6AAAg\nAElEQVRmvsmKnZ2dMRqNxYqTlZWFwWBwZNXENRkZGTY/hWNJ+5Y8aeOS9eeJy1xOMBF8G+2bbVH5\nZNO/KCg0rNQInebWrlJ3RJyVBy8SfTXn/8myX/7myc4RxbpqPmvXn1ycOYXvmo22lq0I7kzbXR+R\nPXksWa+/j7552zsaZ+7Pe0kNamUty01cBhUhjqqqJH3+ab6kJc3JnRXBnRl06hcSP5+BJaRRoe2k\nqirJi2aUiTiqqnJ4yVf8r9Zz+batD2xJtws70CyYhtHNA8VkRDVmoRqzwJiFajReu2/EkpXJqU2b\n+V/9oXbjtL28n4CZU9Bu/gNV0WBBQQUsKNduoKJgVuHc6bOsv++ZfHHWBbXkvuSz+C/8HM2WXaiK\ngponjs1PFS7GXmR98MN24rTCJysZ3yWr0GyNREWT8/xKzrHqtfpYVIi/HMe6wDb5YqwNaoWCiue3\nG+CXXagWCxazGSxmLGYLqsWSJ56GFN8H2VIlIl8cR1DUMramW0hICEuXLrU7G8PQoUOpV68eo0aN\nspZNnz6d06dPM3fu3JvGNhgMdq8yFEIIcXO540Ab+Dnd0vFmi8rE3WkAvNPMA+0tJqmbYjL5/mQW\nAP/nl0LbRlXhFqZlut04xsMHefNCZdJ0OT1aHqZ0Zp34Eh56BOP94TcPoKr4znyHxb6tWFu1tc2m\n7rF/M+jUL2T7VuLqyPcLr1dR44wYj5JtgmwTSrYJxWRCyTaC6dpjo5Hk//3O6PuHYNZobeJoLWZm\n7P2EQHMqxnqNIDsbxWTMOS7bdC2GESXDwAXVlVEPvGY3xjsHP8ffmIRZ0Vy7aTErGiw3PDYrWi67\n+PBl3Z5YFNsvoTWqhd7Rf1Ah23DDsTn3cx9byPmZ7OTO35Ubo94QR1FVwq6eQG8xXj/mWpJpE0dR\niHWrRIbOFXuczUY8TYZrx+Qkl7n3beMpWBSt3RjCVjUPDW818yQ0NBQ3N7fbjndX9exWrlyZuLg4\nm7L4+Hj8/f2LFScgIABvb29HVk1ck5GRQXR0NMHBwbi62v/DIG6dtG/JK49tvPNsIgAtavjccgyT\n2cLkr/eA2cyjLVzR38K8nysPXuSSIQWAyLOp9H242f+zd+fxUdX3/sdfZ5bMZN9IgIRA2IRIkADi\nAijF4l5F6651QdHbWy0ut7+i1BaXWwFbt1bbqijeuiturbsV3EBQlB1REAIJCZCQjSQzk5k55/fH\nkEBIAglkMgl5Px8PHsmcOeebT7618M4336XNbZQs+oz3vgvCnuDxr+12zlx8Pz2vuLZVI5ft1Y5v\n6Wc8tLyI6szshmvVzljmJ45k6stPENfCCKjl9WCWl2KW7cK/ehkbvAYfZpzQ5L76EcM+ZTvp+djd\nBNyxBLDhN+z4DTsBY+/nfn+AdY4+fJB5YpN23s8cS5y/lviAB/+8lwkYdgI2B0HDRsBwELDZ91wL\nfVw5+IomIRUgaLMzfdRNpHsrCBg2gtGh++vDacC27+fNR4ugzc5dI5uOaraVadh4tf+ph92OZRis\nSB1y2O3U2aPYZe98R+R2BjYziNusw7DZMWw2DAMMQj+72TBCrw0DzCBVfvDbD+0H6YPpUmF3xIgR\nPPnkk42uLV++nF/+8pdtasflcrXLTwrSsujoaPVxGKl/wy/SfWxZVmhT+V0l2FLTcA0beUibyvuD\nQf62cAMEgxw3IYnY4aPa3E7t4oW8/PonbO05AbDxytyXmWz+icRrb271iU7bP13AM196YM+8vud/\nqObkD6+lzzW/bHUbtYsX8tQ7TX/F/mJsLlMf/AOuVp4w1dZ2TMvC5zfxBYJ4AyZef5Bv3vqQDzKa\n//VvrN9D3JufwbpyfB4vPo+XOq8PX52fOtOizubEb3PgtznZOPJXLYbLW469DRtWi+GxNUzDxiv9\nTzvk5/flcUSzJa5z/QBow8JugB2wGez53Gr43BYMUO4PBdLmxPpr6Veznage6TjcbmxGqE3bPm0a\nnhqqi4r4JnVoM6PDJhO2f0tCoIaYvONx9kjD7rBjcziwOxzYnc7Qa5sdc+c2ij54lzf7/qRJOzbL\n5LJN79HDV0XSZVOJ6pvNxp3VYMDRvRKwGUaoFsMguGUjPz43j38MuaDJSLHNCnLb2hfo6S2jx813\n4hqUEwqW+zxf/9H/wxrWPfJn7jlmKmYzo/B/XP43MmtL6HnPX3AfPWJPMA21Vf/Rt+ZbVtzze25t\nYST/oWUP0qe2hPQ5T+LKbfm3HZZl8fWN1zKt3+XN/v/hcHX6sFtaWkp8fDwul4vTTz+dBx98kPvu\nu49LLrmEF198kdraWs48s+lfOCIibWVZFv51K3CtWYXf8mGNPrHNwbA9Qmrt4oVUPv0IX/lCcwxH\nlX2Po3efNoXL+naee/0TtvScAIQWPk02721TOw2Le8Y0Mxd01nRoRcBsWMDS3DzQVrZhWRZrnvsn\nH/a7vMl7H2ScyPEla0h77p/EDRiNty6Ax+Oj1uPF6/Xh8frx+EJ/vHV+Cr5dzWfNjKa+mzmOb1OG\nYH1cRt2i96nDhs+yETCaWcud+bNm62w06li/NMS9508bmTY7h75zalN2LJw2cBjgtBk4bOCwGTjt\nNpx2G3a/D9+OYrbEZTSZNmFYFseWriUhUEvcceNx9UjHYTNw2I3QR5sNh93AbhgUvfESr6eMbjbQ\nXbfhLXrFOugx7Xehr2kzsNtse9ow9rw2sBuwduZ07uozudkg9sCyh+mfFEXvJ14/6JzdlkKU3Qwy\na/ljZCe56fW/LbdjWRbbrz+fv3vLm0wTOXPbYqZu/BeOjCx6TbnrILX0Zftb9+Pd5mrSzhnbFnNB\nwaehdk49jqBl8eSizRgG3DCuPw7b3r60+qcw+PlZbN62pJl2vmRs6epQOycee+B6xhyLO9rH6UVN\n2zm96EuO2l2AIyOLpBEt/x3mzh1FdmIUp7XQRp/aEhwZWUQNy2uxDgiF79xfXMVpryzivX3+nmgv\nnS7s7t+h48ePZ/bs2Zx33nnExcXxj3/8g5kzZ/LKK68wZMgQnnzySdzuQ/hbRERkH/UBM1BcSCJQ\n9SrUtjFgtkdIrV28kF2zphO0YN6xt2IAI8o3QHEhu1oZDOvbOZyQapkmps9HxdwDL+6peOIB7L37\nHDAorH7maT4ceFWT997PPJHs6iLin38dY5sPT12Q2rognkCQWr9FbdDCEyT0py7AxqyLWhwFnTly\nz2/4nl120L4hObf564bB9pj9psUd4gmtNsvEaQaIwiTKsIiygdNuw+W0ExXlwBUVhcsdRc3361gd\nk4XVJFyanLVtEWkug9RLpuwJpAZRdhtRdhsOu40ou4HTEQqKG/90L/f3PqPZYPinZY8wMMnZqmC4\n/frz+Xvs6GZC3aK9oe6S6QdspzZ4HLXNhJYzti3mzO1LSb1jDjEDehy0D3tcdgGnN9PO6UVf0tdb\nQtKUOQf9QfJAIer0oi/p491F4kHaMQyDxGtv5tI/3cXnPfMa/r8Q56/hkvyPwGYjccq0VtXS2nbm\nf1vYsPDxtRXbuGRUVofXs9Jr8v8+/47vWtE36b+bTs0X7xB76X2HVAuEjkn+ld/iiy89QPvuyNDp\nwu7+C8j2P195+PDhvP766x1Zkogc4eoDJvttHRVoQ8Bsj5BqWRaVTz8Cpsn7mePYFtsTgPczTuDs\nbYvBNKmY+xCOvgPAX4fl82HVeRtWfFt1PiyfF9PnZfcLTx4wpJb96U6qBg4Bv3/Pc/VthVaQ4w/t\nclMYk86HQ5qOgr6fOZZ0bznuYB21c/5Ord2Nx+Gm1uGm1u7C43BTs+fazoFXNhtSTcPO34ZeHHqR\nf8CuOex/rQzLxGX6cQXr8NhdLf5aO9VbwfGla3BHOXBHOYmyG7jsBi4buBw2XA4bTm8tpZs389jQ\ni5r8Grl+1LFv7Y6D/uoWoHZxDbObCWJnblvMdZveCQXD0VktPL3X4It/xsoWAl22d2erg2F7hKh9\nQ0v9dlRx/hqu8K4LfT+t/MGvM7UTM3Yi2f8PLnvjE55MnwDAJfkfkZzeg8Qp09pUy8HaqfT4mbt4\nc8MzTy7azBk5vUiMdrapncOt5+TfzOSLViy0jBk7kR5nnkfci/Op3/HgUGoB6DXhFG6IK+CVr35s\n9TOt0el2Ywin+t0YsrOzSU099DOkpWX1fdxeKyilMfVv+6sfzQoUh05w/DYltGBlVNn3Dfc4MrLo\ndYBRsX3beCdzHE8NngzAdRveDIVUwNG7D2lznsSq2Y25uwqzuqrJR39hPr4VX7HbEc2Nx/+2Udh4\nbOn9xAdav11XYUx6s/PobGaQ/1n3PDFBLzWOaGoc0VTXf3TGUO2Iptbh3nMthp3uJIKHMWe0rZym\nH3ewDrfpJ9r0E20FcBPAbdYR9Hj5pkdOs78ev2bDv8jwlpI0ZixxvXrhdkUR7XIS7XYR7Xbicrux\nud34t25i9ZOPH9YcwwONgNbvfnCw/2b2tf3TBVy+XxB7fMvz9Ln6v9oUFNqrndrFC3lun/Bz3YY3\nmWwVtDm4vPRNAQ8s2ADALTnRXH72CYc077wzteMPBrn0H58R8HmZd1Iiyce2fapTfTuXPf45BIP8\n34RkYobvnSrwp//8wCvLG58oe8moPvzmp0e1qZ32qqc13njjDR599FGSL/j9YdcSME2mvbiU64ZG\ndc/dGERE2ptv7fKGoBs0bMwb+LOGUVm7FRrpDRQVsGPaFdhi45ttw6zZTaC4kN2OaF7OntRw/eXs\nUzl5x3LiAx4CxYUUX9W69QUvZZ/W4ohsfZ27HdHsdsay2xlDlTO2yeffpAxtfjTVZudPuU2nFBwO\nGxZxThuxDoh1GKE/doNYB0R7qqj5bjULeo9pJqQGuX31/5FdU0zGbTNJGjmaKLcbw9607oaA6ato\ndr7jz4oWhwLmr2884D+wUUNyyX5l3mHNMWyvEdB69aNZ9UFs6jE9GHzHi20OCvu3c/XRSYfUTszY\niUw5/mQ+3BN+rrzpmkMKLheOzOS1FdswDLjkrLbvvNEZ23Ha7dx4ylEUFBTgHnbgPX7rVfsC5O+q\naXL9/OMGALC5RyIUh3YpKar08NqKwib3zl9eyIiMRHonNp222Vw72amxxLlaF/EeffRRHn300YZ5\n2qMfC42Bzp49m9tvv53169ezbds2fvrTn/LXv/6V+++/n507d3LiiSdy//33k5CQAIT+P9p3+yIW\n/Ps1zpofz/XXX88vftF0b+KDcdhsXJzXG7yHf2hMQ5vt1pKISIRYlsWnn3yFWVXJ2IE9DroozKyt\nxrduFb61y6ldvKDh+vsZJzadOrCHf9MPB63jYCG1WYaBFZtAdWIaFa541tc6mt1C6t3McXydOoxa\nh4saZ/uO6jtsBgluB/FuJwkuB3FuBwluJ/EuB9WfvMcHiblNg6oZ5J6V/2BInEHff7yCzdb8gZyh\nkDqXKDPQ7GKaY8vW48jIIn3cSZ1u3uSBtNevkeu1Z6B7dXkBdb46fj6p7Ttv1HPa7dx6xnAAYgcc\n2m9CHTYbt0wc3PD5oeps7ZzQL5nE2u2turfaF+Dcxxez2xc45K8HELRgxttrW31/vMvBv/5rbKsC\n73XXXcdll13W8Pqxxx7jiy++ID4+vsl/P48//jgPPfQQpmny3//93zz99NPccsstABQVFXHUzgJe\nm/8qq1ev5ve//z1Dhgxp9tyEgxneK578fIVdETkCtNfOBWVP/4WH+1yMAQx48k5cvTIaLQoLVpbj\nW7Mc39rl+NYsx7/5hybzcw80KgsQdfQI7AnN788drKpgU35xs/ulvp8RWoTltIJ4jptEVXJvyk0H\nFUEbZXUWuzwBKjx+zINNKDMMSqIPvE9ulN1GUrSTxGgnti0/8EN07yYLn2yWya+/e4lBMRb9Zz1G\ngtuJ22lrsd9rY4swmltsVPQlR+8uIPWmOS0G3VDZ7TcK2pHzJlvbTnuMgEL7Brobx/WjoKDgkE+W\nqzfuEENue7fRGds5kkRHRzfsKf7pp5/yxhtv8OKLL1JVVdXk3mnTppGbG1rgec4557B69eqG99xu\nd8NI78CBA1m6dCkvvfTSIYXd9qawKyIRse/uB/UOdeeCd3o3HZHddd9vqc47jmDJDgKF+c0+b7hc\nOI/Kxb95Ay/1mtjiqKwjI4v0++c2hBivP8jOah87d9f/8fLKghUtThtoWIS1G9gdAA5tlKeHt5yz\nBiWTdtRgkqKdDcE29HlUo9Da0sKnM7YtZkLpqtDCnISD72TTmRb31LfVHgGzvdppjxHQeu0VxNoy\n8ijhFbdnhLW5aQzNKar08Id31hHc74dfuwH3nj2s2WkMzWnLNIZ6hYWF/Pa3v2XGjBkMHTqUr776\nqtH7hmHQr1+/htdxcXEEAnv/LsvKymqY0gAwbNgw5s+f36YawkVhV0Q63L67H+y7IOxgux9YlhU6\ngaq6imBVJeV/v5/dNleLI7K+5UsbPW/ExuE6Og9X7khcw0YSNSgHw+lk3X8W8OE3wSZf7/3MsZiG\nDfvIseyav5KSPQG32V9JOhOaXtuP3TBIinGSGhtFSkxU4497Pvf6g0x/a3XTf+ysIA+emEzOpFMO\n+nWg/VayQ/vMKa0Plx/sWdxz8fWXHvLinvYKmO3VjkYL5UDiXA5yMxJbdW9uRiIrt1U1WaB24cg+\nnJrTMxzlAVBXV8e0adOYMGECF110UYv3OZ2NTzjbd4+D/X/DY5pmk/sjRWFXRA7JoU5B2Hd7rWYX\nhJkmZQ/fTe3iBVjVuxvvWlBdBYHGQfOlQZMPOE82avhoYsadgmvYSJz9BlLtNymq9FJU6aV4ZTFF\nlV4+XO8k2Mxvjk3DxvuZY2EnQFmL35PDZpAU7aS0pq7JezbL5H9zbBz70/Gh6QWt6KML8vo0+cfu\nglF9yZnUtqNN22vhE0RucU9L9GttOVLdMK4/H3y3nUpv6O+6RLeD68f2D+vXvPvuu6mrq+Oee+45\n5Da2bt2Kz+fD5XIBsGrVKgYMGNBeJR4WhV0RabO2TkGwTJNgyXb8W37Es+SzhudaWhBm1VTjWfje\nQesojElvcZ5sZm0JpmGjatg5lATS2fZZBcVVi6hu40IRuwF9U2JIi3ORHu8iPc5Fery70eukmFCI\nbW7LoAtHZXFqG0Nqc//Y3TDu0P7RaK+FT5FY3CPSHSVGO5k6tn/DD6nXj+vfaI/d9jZ//nzeffdd\nnnnmGWpqaqiurgZoMmf3YDvV+nw+pk+fzk033cSyZcv44IMPeOWVV8JWd1so7IpImxxsCoL569/h\nSOuFf8uPe/9s3YTlqW3UzsEWhNl7ZuDo1QdbfAK2uHhs8YkNH33RCWwp3sWDa30tzpN98qjzQy+2\nA5Q2+70YQHq8i5QYJ+t3VLP/X+V2m8FL1xxHdmrrTvNpr5Danv/YtVdIBY2CinSUfX9IvSAvM6xf\n66233sLr9XLppZc2up6RkdHoh+OD/aCck5NDr169uOiii0hJSWH27Nnk5OSEpea2UtgVkVZrzRSE\n8kfuPXAjNhuY5kG36Uq85S7Ks4aypdzDlrJatpbXhj5urmXnbh+QCs1ve9tIWlwUvROiyUh0k5Ho\npnfins8T3PRMcOO0hwJgs6OyeZmtDrrQviG1Pf+xU0gV6Vra84fUg3n22WcPek9mZmaTE25vuumm\nhs/PP/98zj8/NMBw++23t2+B7UBhV0RazfvNlwedgtDAMHD0ysTZb2DDH0e/gTgy+rLslv9qdvrB\ne5ljKYhNpyKmB9v/U4k/uOTgRVlWw2bo9WyWyYw1z3DyDdeSPH58q763/UdlE1yHNk+uvUJqR/5j\nJyKdj35IbT8KuyLdTFsXlgV3leBZ+imeJZ/h3bO7wcGmICRedSNxky/D5t67TU4gaJJfVsuPP5bx\n2NArCfqaqc2wsTp5z5GY+2xHYAC9E930TY6hb3IM/VJi6JscTb+UGOb960ve2G8K6FkVqzn1l9e1\naceB/UdlrzmuzyGNymragIhI56KwK9KN1C8s+8oX+tX8qLLvmywssywL/5Yf8S75FM/ST6n7YV2T\ndg40BcECqgcdw7riGjaU7GRjSTUbSqrJL6vBv/9+Ws2Is8OEob3olxJDv+QY+qbE0CcpGrez6dxc\ngBsvPImP535JVf2IrNPg5jtvJCYmqq3d0+j0qcm5h77Nj0KqiEjnobAr0k3ULywLWjDv2Fsb5tqy\nZ2GZ//IbMKur8Cz5lOD2bU2ed/QbgPu4k/lh0ZIWpyBsiO/DjtieVC2oBFa2WEu004bHbza5brcZ\nzLu69QvCIDQie/0+I7I3nDyIpEMIutC+p0+JiEjnoLAr0g3su7Ds/cxxTefamiZVz/2j8UM2G66c\nEbhPmED0CROw9+7D5l01PFBzNMHaZr6GYWNDYnbjJgzomxzDoLQ4BqfF7fkYS68EN3/+eMNhLwhr\neK4dF3NpaywRkSOLwq5IN+Bbu5xAceFB59rijCL62LFEHz+BmtwT+K4a1hRXsebzUr7bvomauqan\njO0rwQE/G5HFoPRQuM1OiWlx+kF7bpyuxVwiItIShV2RLsKyLPzrVuBaswq/5cMaffCjVs3dVXhX\nfkX1O6HzyVuaa3vlpvfYFJ9J4c+uZ0NcJms2VbJ9xeo21We3GTx1VeunILT3xumaJysiIs1R2BXp\nAvZfWJb46lxqmzmxzAoEqPthDd5vluBdvoS6DevADM2Nbem0sXczx/Fe5olYhh22wZ6zcRu4nTZy\neiaQ2zv0Z1hGAv9curVdpiB05MbpIiLSPSnsinRyB1tYZv7ytwB4ly/Bu/JrrNqaJm2UpvblzwMv\nava0MQwDi9B1A+jfIzYUaveE2wE9YptMDWivKQiafiAiIuGmsCvSibVmYVn532Y3ea4iOonvh01k\nTa9cVlpJFNYceK5tRm0J/29MGnk/PZk418H/WmjPKQiafiAiIuGksCvSibV2YVmN3c36QSeyrt9o\nVjp7sqlmz3621QAHDrp2K8jscWnkTDqlTbVpCoKIiHQFCrsinVhwZzHQ/MKyx4ZcRJ/anaxOHsSP\nCVmYGFAH1O09uCE5xsmxfZM5tm8yx/VN5oVvCnh1eeM9dC8Y1ZecSUPaXJumIIiISFegsCvSARZt\n2gW0/lf2wcoKqt+dz+43X2hxYdlXabl8td+12Cg7o/eE2zF9kxnYI7bRjg3/NW4AH363o9Fc2xvG\nDTi0b6oN34+IiEikKOyKhFnANHl44QYMA47PTj7gKKi/IJ/db71A7cfvEKyrY2N8Hx4afnnzC8sA\nwzI5praQ8Wf8hDH9UhjSM+6A7bf3dl8iIiKdncKuSJjNX76N/LLQkWMvvbuUK84+odFoq2VZ+FZ9\nw+43n2f314tZmzSApf3O5OsewyhzJR6w7RHlG3jknKHEnJDd6no011ZERLoThV2RMNr+6QKe+NID\n9mgAnlpVynH/upQ+1/yS6DHjqf38Q3a++TJfVdn5qscwlo37A7WO6EZtOGwQNMHar227FeS2nw5p\ntM9ua2iurYiIdCcKuyJhUrt4IX97YzG7M8c2XKt2xvJ89DAu+tPdLOudx9L4QazMvAJ/VuOpBLFR\ndsYNSOUng9M4sX8qf/98U5NDHA51YRlorq2IiHQfCrsiYWBZFmue+ycf9ru8yXuhE8vGYhmNR1VT\nY5xMGJzGhMFpHJuVTJRj7/v7H+KQ4Dq8hWUiIiLdhcKuSBj41i5nbsKYA5xYFpqzm+nwMzFvABOP\nSic3IwHbPnN597X/wrJrjuujhWUiIiKtoLArchBt3TbMNE2WfbOWLbG9Wrynd20J09f8k7ybbiZ2\nwuBWtXvhyExeXV5Ana+Oybk9W/WMiIhId6ewK3IAbdk2bEdhMW9+sIR3t1sURWWCu/n77GaQO9Y8\nQ5/aEhypaa2uxWGzceO4fhQUFOCwNT8CLCIiIo0p7IocwMG2DfN7fXz84Rf8e+0OltnTMI1EiAq9\nFx3w0sNbQUFc4xHe04u+DAXdjCyihuW1qZ4T+iWTWLv98L4pERGRbkRhV6QFB9o2rCC6B29+upqP\nauOodMaBY2+gza3bwdkDEvhJmo2djz3OjWN+03DUb5y/hkvyPwKbjcQp0xoFZxEREWl/CrsizWhp\n27DZPU7B924+PyRaQC/Ys0Ys2V/N6Ylezj9lJANyTml4JibGzWVvfMKT6RMAuCT/I5LTe5A4ZVqb\n98cVERGRtlPYFdnPgbYNW528dzGZ3QxygrGLc0f04aRTzsLpbPp/p5ixE5ly/Ml8+PjnEAxy5U3X\nEDN8pEZ0RUREOojCrsh+fGuX82TCcc1vGwa4Az4uzf+Q86/8ORnjLz1oe067nVvPGA5ArA5zEBER\n6VAKuyL78O7czhtvLuS7xKNbvCencjPnFn5Oknlmq9vViWUiIiKRobArR6y27I9btX4dr/37M17x\nplHqHtnifXYzyJQf/x36PKX124aJiIhIZCjsyhGpNfvjWqZJyeLPePnjFbzpGEBV1FENe+NmekpI\n8VY0mqMLh7dtmIiIiHQ8hV05Ih1of1zT66Xwg3d4Yckm3ks4mtqYYxqeG2yr4ZpxAzkxCAV//pu2\nDRMREeniFHbliNPS/rgZF15OYeEOXviugv/0GIE/ZXTDMyNcXq6dNJwTc/rsCbFHk20Y2jZMRESk\ni1PYlSNKS/vj/iN+DLYPfuDznnmY6Xt3WRiXGOTaM0ZxTN+m83q1bZiIiEjXp7ArR4wD7Y/7ea9R\nDZ/bLJNJGS6mnJbHoPT4A7apbcNERES6NoVdOWL41i5nbsKYFvfHNSyT04uWcO3lZ9D/uGNb3a62\nDRMREem6mi5RF+mizF0lBI3mgy5AbsWP3LDhTXp6yzqwKhEREYkkhV05IgRNi7cr3PwYl9Hs+3Yz\nyPUb3gx9rv1xRUREug1NY5Aub9W2Sv70/hrWlwUhKrbZe7Q/roiISPeksCtdVmm1j0c/+5F31m5v\nuJZVs53LN73PY0Mv0v64IiIi0jmmMdTV1TFjxgzGjBnDSSedxLx581q896OPPh46PAkAACAASURB\nVOLss89m5MiRXHHFFaxbt64DK5WOsGjTroajfpvjD5o8+9VWLnxqSUPQjfXXct2Gt3h6BJz1X9dw\nWfmyhvvr98dNvWOO9scVERHpZjrFyO6cOXNYt24dzz77LIWFhUyfPp3MzExOO+20Rvdt3LiR3/zm\nN9x7772MHDmSZ555hhtuuIGPP/4Yl8sVoeqlPR3smN8vN+/igQUb2LLndDTDMvlp8df8YttCBtw6\ng+gTfwLAlBMmaH9cERERiXzY9Xg8zJ8/n6eeeoqhQ4cydOhQpk6dynPPPdck7H7xxRcMHjyYc889\nF4DbbruN559/no0bNzJs2LBIlC/tbN9jfl9bsY1LRmUBUFjh4aGFG/hsY2nDvUdVbmHqxrc4yuEh\n7Y+PEDU4p+E97Y8rIiIi0AnC7vr16wkGg+Tl7V00NHr0aB5//PEm9yYlJbFx40a+/fZbRo4cyWuv\nvUZ8fDx9+/btyJIlTCo9fuYu3tzw+slFm/nJoDReX1XEc19tpS5oApBkerny+zeZsGM5ruyB9Jj5\nDxzpvZq0p/1xRUREJOJht6SkhKSkJByOvaWkpqbi8/koLy8nOTm54fpZZ53FggULuPzyy7Hb7dhs\nNp544gni4w98CpZ0DU8s2kylN9DwutIb4KKnl+LxBwGwG3Bu+QouWP0aMUEf7tFjSb39PmwxcZEq\nWURERDq5iIddj8dDVFRUo2v1r+vq6hpdr6iooLS0lJkzZzJixAhefPFFbr/9dt544w1SUlI6rGZp\nf5t31fDaym1NrtcH3ePSnFz16aNk7PwRgNizLiD5l/8Pwx7x/4RFRESkE4t4UnC5XE1Cbf3r6Ojo\nRtf//Oc/M2TIEC677DIA7rnnHs4880xef/11pk6d2uqv6fP5qK2tPczKpTkej6fRx9b683/WEzSt\nZt8bFB1k+pt3YvjrwDCIufJXuH52MR5fHVDX7DNHqkPtX2k99XF4qX/DT30cXurf8PP5fO3aXsTD\nbs+ePamoqMA0TWx7Vt6XlpbidrtJSEhodO/atWu56qqrGl4bhsHQoUMpKipq09csLi6muLj48IuX\nFuXn57fp/qrd1S2+l1C4AcNfh+V0UnnhVHYOOgbWrz/MCru2tvavtJ36OLzUv+GnPg4v9W/XEfGw\nm5OTg8PhYMWKFYwaNQqAZcuWkZub2+Te9PR0Nm7c2Oja5s2bOeaYY9r0NXv37k1SUtKhFy0t8ng8\n5Ofnk52d3WRkviXf7aimtHo10HRrMLsZ5Jof/w0xcST94UF6DBzazhV3LYfSv9I26uPwUv+Gn/o4\nvNS/4VdRUdGug5IRD7tut5vJkyczc+ZM7rvvPnbs2MG8efOYPXs2EBrljY+Px+VycdFFFzFjxgxy\nc3MZOXIkr7zyCsXFxZx33nlt+poul4uYmJhwfDuyR3R09EH72LQsXlhWwKOf/UjQbH4P3Ppjfu3p\nvYnP1V659VrTv3J41Mfhpf4NP/VxeKl/w6e9p4hEPOwC3HHHHdx9991cffXVxMfHc/PNNzNp0iQA\nxo8fz+zZsznvvPM466yz8Hg8PP744+zYsYOcnBz++c9/anFaF1ReW8fd733XcFKaO+jj6o1v8/yA\nM5oe8wsEdxZTt3YFrtyREatZREREup5OEXbdbjezZs1i1qxZTd5bv9/czAsuuIALLrigo0qTMPhm\nazm/f2ctJdWhxWWDYixuWfgIGZ5SAjYHTw2eDISO+Y0P7P3pLlhWEpF6RUREpOvqFGFXuoegafH0\nl/nM/XIz9RsvXDyyDzf0qKLq3dDJaGcUfcn7GSdgAGcULWn0vD0lrWMLFhERkS5PYVfa1ZIt5RTs\n8pOz3/WSah+/f3st3xRUABDvcvD7M3L4Sf8kyv42p+E+u2Uy5ce3Gz6v58jIImpYHiIiIiJtobAr\n7SZgmjy2aAt1vjrOH7t3z9xFm3Zx17vrqPD4ATgmI5H//dnRpOOl5He/wrd2eaN2RpV937hhm43E\nKdO0OE1ERETazBbpAuTIMX/5NraWe9lea/LWmh34gyYPL9zALa+tpMLjxwCuOb4fj186ktSyQnbc\nclVD0HWPHkvKb+7FkZHVqE1HRhapd8whZuzECHxHIiIi0tVpZFfaRaXHz9zFmxteP720gA9+2MX3\nO3YDkBLj5O6zjuaE/qnULl5I2QN/wPKGFp/Fn/8LEqf8GsNuJ+YnZ+BbuxyzrBR7ShpRw/I0oisi\nIiKHTGFX2sUTizZT6Q00vK6uCzYE3TF9k7nn7KNJjY2i8qW5VD37j9BNDicpv/4dsZN+1vCcYRi4\nc0d1aO0iIiJy5FLYlcO2eVcNr63c1ux7l43uw80/GYxR52PXnBl4Pg/tm2tLSqXHnX/CldO20+9E\nRERE2kJhVw7bQws3EDStZt/bUubB2rWDknt/g//H0J7JzoFD6PH7B3Ck9erIMkVERKQbUtiVw+YP\nNh90AczqKnbc8lvMitBJadHjJ5Fy60xsbp0nLiIiIuGnsCuHZcduL0WVzZ9hbcfi8vfvx9wdCroJ\nv/glCZdepwVnIiIi0mEUduWQbS2v5aZXVlBc5W32/dMLF9FndzGGy03K/9xDzLhTOrhCERER6e60\nz64ckg07q7n+hW8bgu4FWz4mzl/T8H6cv4ZL8kOL0RKu/G8FXREREYkIhV1ps1XbKvmvl76lrLYO\ngF/uWMgVmz/gkvz/NNxzSf5HxAdC0xtq3p2PZbU8r1dEREQkXBR2pU2W5pdx46vL2e0LYDcM7jwm\nhtO+ew+AM4q+JLNmB31qdnBG0ZKGZwJFBdStXRGpkkVERKQb05xdabWFP5Twu7fX4A9aRNlt3Hfu\nMMZs+5Zde963WyZTfny74fN9BctKOrhaEREREYVdaaV/rynmf9//DtOCGKedB35+DMf2TcbrTWt0\n36iy75t93p6S1ux1ERERkXBS2JWDevGbAh5csAGARLeDRy7MY1jvBAD8BfkHfd6RkUXUsLxwligi\nIiLSLIVdAWDRptBkhHEDUhuuWZbF3MX5PLF4MwA9YqP460V5DEqLA8C7ahkVf59z4IZtNhKnTNPe\nuiIiIhIRCrtCwDR5eOEGDAOOz07GYbNhWhYPL9zIi98UAJCR6Oaxi0fSJyl08pm/qIBd902HYBAj\nJpbEK/+b6n+/TKCooKFdR0YWiVOmETN2YkS+LxERERGFXWH+8m3kl9UC8NqKbVyQl8kfP1jP22u2\nA9A/NZbHLs4jLc4FgFlTTek9t2HurgSbjdTp9xF97DjizrmEqm++pGDNKrKGjyBh1Aka0RUREZGI\nUtjt5io9fubumaYA8MSizSzZXMYXe6Y1HN0rnkcuzCMp2gmAFQywa84MAgWhZ5Kuu4XoY8cBYBgG\nzqPz8BkunDk5CroiIiIScQq73dwTizZT6Q00vK7yBhqC7rF9k/jz+ccQG7X3P5OKpx7B+81iAGJP\nP4+4yZd1bMEiIiIibaCw241t3lXDayu3Nfve6KwkHr5gBC6HveFa9ftvUP3WiwC4ho8i+b+na/RW\nREREOjWdoNaNPbRwA0Gz+WN8o+y2RkHXu2oZ5X+bDYC9Vyapd9yP4XR2SJ0iIiIih0phV5q174ht\noLhw784L0bGk/eFB7IlJEaxOREREpHUUdruxWycOprlJCHabwa0TBwGhnRdK7r51n50X/oiz38CO\nLVRERETkECnsdmPLtpbT3CSGC/MyyU6NxQoG2XX/PjsvXDuN6DHjO7ZIERERkcOgsNtNLc0v44GP\nQ0cA2/YZ3k10O7h+bH8AKp5+BO+yPTsvnDaZuPOu6PA6RURERA6Hwm43tLW8ljv+tYagZRHvcnD1\n8f0a3rt+XH8So51Uf/Am1W++AIArdxTJv7pdOy+IiIhIl6Otx7qZ3V4/t72+it2+AHbDYNa5uYzu\nm8TCH0owDLggLxPv6m8of2wWAPaemaTO0M4LIiIi0jUp7HYjAdNkxr/XsmXP0cC3nTKY47NTsCyL\nGwcYmFWV+D7/iPK/z9m788JM7bwgIiIiXZfCbjfy8MKNLMkvA+DnIzK4aGQmtYsXUvn0IwwsLgSg\nbJ/7U3+rnRdERESka1PY7SZeX7GNl78NBdpj+ybx/356FJ4vP2HXrOlgmk0fMAysgL+DqxQRERFp\nX1qg1g0s21rO/R//AECfpGhmnTscu82g8ulHmg+6AJZF5by/YFnNn7AmIiIi0hUo7B7hCsprmf7W\naoKmRWyUnQd/fgxJ0U58a5cT2DN1oSWBogLq1q7ooEpFRERE2p/C7hGsfueFKm8AmwH3nZtL/9RY\nAMxdJa1qI1jWuvtEREREOiOF3SNU/c4L+Xt2Xrhl4mDG9k9teN+WmtaqduwprbtPREREpDNS2D1C\n/eWTHxt2Xph8TG8uHdWn0fuO3llgsx+wDUdGFlHD8sJWo4iIiEi4Kewegd5cVcSL3xQAMCoriemT\nhjQ6/cz0etn1v/8DZrDlRmw2EqdM06lpIiIi0qUp7HZxizbtYtGmXQ2vvykoZ/ZH3wOQmehmzrm5\nOO17/2e2TJOyB35P3Q/rAHCPnYgjI6tRm46MLFLvmEPM2Ikd8B2IiIiIhI/22e3CAqbJwws3YBhw\nfHYy26t8TH9rTcPOCw/8/BiSYqIaPVP5zF/xLF4IQPT4SaROvw8MA9/a5ZhlpdhT0ogalqcRXRER\nETkiKOx2YfOXb2tYgPbCsgLeXrOdSo8fA/jjOcMY2COu0f3V773O7teeBSBq6HBSbrsLwxYa9XXn\njurQ2kVEREQ6gsJuF1Xp8TN38eaG13//fBMBM3QAxLSfDGLcgB6N7vd+u4Tyv80BwN4zgx6/fwCb\ny91xBYuIiIhEgObsdlFPLNpMpTfQ8Lo+6J6T25srjm08B7cufyOls6aDGcSIjSPtrkewJ6V0aL0i\nIiIikaCw2wVt3lXDayu3NfveZaP7NJpvGywrpfTuW7Fqa8Bup8eM+3H27d9RpYqIiIhElMJuF/TQ\nwg0E94zk7u/RzzY1fG56vZTeexvBncUAJN94B+684zqkRhEREZHOQGH3CLX/FmPxF11D3OnnRbgq\nERERkY6lsNsF3TpxMLZmdgaz2wxunTgIaLrFWOJVv+rIEkVEREQ6BYXdLije5cDezD64F+Zlkp0a\nS/X7b7S4xZiIiIhId9IpElBdXR0zZsxgzJgxnHTSScybN6/Fe7///nsuv/xyRowYwbnnnsvSpUs7\nsNLO4YEFG/DvN2c30e3g+rH98S5fQvljswFtMSYiIiLSKcLunDlzWLduHc8++ywzZ87k0Ucf5cMP\nP2xyX3V1Nddddx2DBw/m7bff5tRTT+Wmm26irKwsAlVHxmcbS/nP9zsBGJGZ2HD9+nH9id6xhdL7\n9t1i7GFtMSYiIiLdWsTDrsfjYf78+dx5550MHTqUSZMmMXXqVJ577rkm977++uvExsZy9913k5WV\nxa9//Wuys7NZs2ZNBCrveNW+AHP+8z0A6XEu/nzecPrF2ujntjjTs4GSu27Zb4uxARGuWERERCSy\nIn6C2vr16wkGg+Tl5TVcGz16NI8//niTe7/++mtOOeWURtdeffXVsNfYWfz9803s3O0D4OY+PjzT\nLuZKXywAle9/33CfthgTERERCYn4yG5JSQlJSUk4HHtzd2pqKj6fj/Ly8kb3FhQUkJyczB/+8AfG\njx/PpZdeyrffftvRJUfEqm2VvLq8EIAJqZDzxO0EigsZVfY9o8q+3+dOA1t8YvONiIiIiHQzEQ+7\nHo+HqKioRtfqX9fV1TW6Xltby9y5c0lPT2fu3Lkce+yxXHfddezYsaPD6o0Ef9Dkjx+uxwLiXA6m\nLJ0LptnC3RaV8/6CZTV/6ISIiIhIdxLxaQwul6tJqK1/HR0d3ei63W4nJyeHm266CYChQ4eyaNEi\n3nrrLW644YZWf02fz0dtbe1hVt5x/u/rQjaV1gAwNRsSPvjhgPcHigqo+nYJzpwRHVBdYx6Pp9FH\naV/q3/BTH4eX+jf81Mfhpf4NP5/P167tRTzs9uzZk4qKCkzTxLZnL9jS0lLcbjcJCQmN7k1LS2PA\ngMaLrrKzsykuLm7T1ywuLm7zM5GyvSbIP7+uBmBQop3hu9a16rmC1SvxEXXwG8MkPz8/Yl+7O1D/\nhp/6OLzUv+GnPg4v9W/XEfGwm5OTg8PhYMWKFYwaNQqAZcuWkZub2+TevLw8vv7660bXNm3axDnn\nnNOmr9m7d2+SkpIOvegOYloWf3tjHQELnDaDmWfn0rvYSdX8gz+bNXwEzpyc8Be5H4/HQ35+PtnZ\n2U1G5uXwqX/DT30cXurf8FMfh5f6N/wqKiradVAy4mHX7XYzefJkZs6cyX333ceOHTuYN28es2eH\nDkYoLS0lPj4el8vFpZdeynPPPcejjz7KueeeyxtvvEFhYSHnnntum76my+UiJiYmHN9Ou3p95TZW\nFe8G4Lqx2QzNTMXKOJGaXpkEt29r8TlHRhYJo07AaOaUtY4SHR3dJfq4q1L/hp/6OLzUv+GnPg4v\n9W/4tPcUkYgvUAO44447yM3N5eqrr+bee+/l5ptvZtKkSQCMHz+e9957D4CMjAyeeuopFixYwDnn\nnMOnn37Kk08+SXp6eiTLD4uSah9//fRHAAb2iOWq4/oBYBgGrtxRLT9os5E4ZVpEg66IiIhIZxHx\nkV0Ije7OmjWLWbNmNXlv/fr1jV6PHDmS119/vaNKi5g//ecHqn0BDOB3pw/FaQ/9XBLcXYl3yaeh\nm5xR4N+7uM+RkUXilGnEjJ0YgYpFREREOp9OEXalsU82lLBwQwkAF43sw/CMvfvmVr04F7O6CoC0\n/30MsDDLSrGnpBE1LE8juiIiIiL7UNjtZKp9Ae6vPxI43sWvTt67+4R/21aq3wmdGBc97hTcuSMj\nUqOIiIhIV9Ep5uzKXo9+9iMl1aGpCbefOoTYqL0/j1TO+ysEAuBwkDRlWqRKFBEREekyFHY7kZWF\nFby2IrTLwqQh6Zw0sEfDe9413+L5ciEAcedcgqN3n4jUKCIiItKVKOx2EnWB0JHAAPEuB/9zyuCG\n9yzTpOLJhwCwxSeSeMl1EalRREREpKtR2O0k/m/pFjbvCh1hfPNPBtEjztXwXu0n7+Pf+B0ACZdf\njy0+odk2RERERKQxhd0IWbRpF4s27QJgU2kNTy/JB2B0VhLnDu/dcJ/p9VL5f48B4MjsS9xZF3Z4\nrSIiIiJdlXZjiICAafLwwg0YBozpl8QfP1hPwLSIstuYcfrQRtuHVb/5PMHSHQAkTZmG4dD/ZCIi\nIiKtpeQUAfOXbyO/LDRlYebb61hVVAnA1LHZ9E3ee/RgsKyUqlefAcA1fDTuEyZ0eK0iIiIiXZmm\nMXSwSo+fuYs3N7z+zw+hwyMG9YjlyjF9G9/73ONYXg8YBklTb9WBESIiIiJtpLDbwZ5YtJlKb6DJ\n9TvPyMFh3/s/R13+Rmo+eguAmFPOJmrQ0A6rUURERORIobDbgTbvquG1lduaXDeA2Ch7w2vLsqiY\n+xCYJobLReJVv+rAKkVERESOHAq7HeihhRsImlaT6xbw0MKNDa+93yzGt3wpAPE/vwpHj/SOKlFE\nRETkiKKw28lYwQAVTz0CgC05lfgLroxwRSIiIiJdl8JuB7p14mDstqaLzOw2g1snDgKg5oM3CWzd\nBEDiVb/CFh3T5H4RERERaR2F3Q7UPzWWE7JTmly/MC+T7NRYzNpqKp97HABn/8HE/vRnHV2iiIiI\nyBFFYbcDWZZFaU1do2uJbgfXj+0PQNUrz2BWlgOQdN0tGHZ7kzZEREREpPUUdjvQ11vL+X7H7kbX\nrh/Xn8RoJ4Gdxex+8wUA3GPG4x55fCRKFBERETmi6AS1DjRvyRYgNJqbGB2F3QYX5GUCUPnMo+Cv\nA5udpGtvjmSZIiIiIkcMhd0OsrqokmVbQ1MUrhjTl6PS4wFw2Gz41q+h9tMPAIg78+c4+/aPWJ0i\nIiIiRxKF3Q5SP6obG2XnwrxM4t1OoP4AiQcBMGJiSbjihojVKCIiInKkUdjtABt2VvP5j6UAXDyq\nD3EuB94132LuKsG/bQt1360CIOGSa7EnJkeyVBEREZEjisJuB5i3NB8Al8PGeeYWtl//PwSKCxvd\nY0tMJv7cSyNQnYiIiMiRS7sxhNmWslr+s34nAOekmQT/fHuToAtgVlXgWba4o8sTEREROaIp7IbZ\nP7/aggU4bAZnffE0mGbzN1oWlfP+gmVZHVqfiIiIyJFMYTeMtld5eWftdgDOyHCSVLD+gPcHigqo\nW7uiI0oTERER6RYUdsPoua+3EjQtbAZcllLTqmeCZSVhrkpERESk+1DYDZOymjreXFUEwKlDe9I3\nM61Vz9lTWnefiIiIiBycdmMIkxe+KcAXCM3Pveb4frh6xOLo3afZxWn1HBlZRA3L66gSRURERI54\nGtkNg91eP/OXh0LtyYN6MCgtDsMwiL/wmpYfstlInDINwzA6pkgRERGRbkAju2HwyvJCauqCAEw5\nvl/Dde+3XzZ7vyMji8Qp04gZO7FD6hMRERHpLhR221ltXYAXvwmN6o7pm0xuRiIAnq+/wLPoYwBi\nz76ImJNPxSwrxZ6SRtSwPI3oioiIiISBwm47e3NVEZUePwDXnpgNgOn1Uv73+wGwpfQg6eobscXG\nRapEERERkW5Dc3bbUV3A5LmvtwIwvHcCo7OSAKh68UmCO0I7MyTf8BsFXREREZEOorDbjt5eW0xJ\ndR0AU07MxjAM6vI3svuN5wBwHzuW6PE/jWSJIiIiIt2Kwm47CZgm/1y6BYDBaXGMH5CKZZqUPzYL\ngkGMKBfJv/yt5uaKiIiIdCCF3Xby0fqdbKv0AnDNCf0wDIOaj/5F3bqVACRcNhVH7z6RLFFERESk\n21HYbQemZTFvSWhUt29yND89Kp1gZTmVT/8FAEffAcSf/4tIligiIiLSLSnstoPPNpayeVcNAFcf\n3w+7zaDiqYcxq6sASLnxDgynM5IlioiIiHRLCruHybIsnl6SD0DPeBdnHt0L78pl1H78DgCxp56L\nK3dkBCsUERER6b4Udg/T0vwyvtu+G4Arj+uLwwxQ/th9ANgSEkm8dlokyxMRERHp1hR2D9O8PTsw\npMQ4mTw8g6r5/ySwLbTXbtK1t2BPSIpkeSIiIiLdmsLuYVhZWMG3BRUAXHZsFvad26h6+WkAXMNH\nETPpZ5EsT0RERKTb03HBh2DRpl0AvLq8EIA4l4MLRmRSfu/N4K8Dh4PkG2doT10RERGRCFPYbaOA\nafLwwg3UBU2K9uyre/GoPtiWfIxvxVcAJFx4Nc6s7AhWKSIiIiKgsNtm85dvI7+stuG122njkiFJ\nVNzyEACO3n2Iv3hKpMoTERERkX1ozm4bVHr8zF28udG1s4/uBa88jlkRmtqQ/KvbsbnckShPRERE\nRPajsNsGTyzaTKU30Oiat2wXNe+9DkDMyafhHnVCJEoTERERkWYo7LbS5l01vLZyW5Pr72/1UBjd\nAyMmlqTrb4tAZSIiIiLSkk4Rduvq6pgxYwZjxozhpJNOYt68eQd9prCwkJEjR/L11193QIXw0MIN\nBE2ryfWgYeOZgeeQePVN2FN6dEgtIiIiItI6nWKB2pw5c1i3bh3PPvsshYWFTJ8+nczMTE477bQW\nn7nrrrvwer0dWGXLjNg44s78eaTLEBEREZH9RHxk1+PxMH/+fO68806GDh3KpEmTmDp1Ks8991yL\nz/zrX/+itra2xffD4daJg5vtLLsZ5KbBURh2e4fWIyIiIiIHF/Gwu379eoLBIHl5eQ3XRo8ezapV\nq5q9v7y8nAceeIB77rkHy2o6rSBcen7/FVnVRU2un170JYnPP0jt4oUdVouIiIiItE7Ew25JSQlJ\nSUk4HHtnVKSmpuLz+SgvL29y/+zZszn//PMZNGhQh9VoWRZlT/+Fcmdco+tx/houyf8ITJPKeX/p\n0PAtIiIiIgcX8Tm7Ho+HqKioRtfqX9fV1TW6vnjxYpYvX8699957WF/T5/O1aRqEf90KVnpcVLkS\nGl2/JP8j4gMeAAJFBVR9uwRnzojDqq2r83g8jT5K+1L/hp/6OLzUv+GnPg4v9W/4+Xy+dm0v4mHX\n5XI1CbX1r6Ojoxuu+Xw+7rrrLmbOnNkkHLdVcXExxcXFra9xzSo+7xmaZhEd8JDs240NizOKljS6\nr2D1SnwcXm1Hivz8/EiXcERT/4af+ji81L/hpz4OL/Vv1xHxsNuzZ08qKiowTRObLTSrorS0FLfb\nTULC3pHUVatWUVBQwK9//etG0wWuv/56zjvvPO66665Wf83evXuTlJTU6vtrgl6+LK4A4MSSNYwt\nCc0ntltmo/uyho/AmZPT6naPRB6Ph/z8fLKzsxv9sCLtQ/0bfurj8FL/hp/6OLzUv+FXUVHRpkHJ\ng4l42M3JycHhcLBixQpGjRoFwLJly8jNzW1034gRI/jwww8bXTv11FP54x//yIknntimr+lyuYiJ\niWn1/V8lD6bWsQaA8TtXkFe+ock9jowsEkadgGEYbarlSBUdHd2mPpa2Uf+Gn/o4vNS/4ac+Di/1\nb/i09xSRiIddt9vN5MmTmTlzJvfddx87duxg3rx5zJ49GwiN8sbHx+NyucjKymryfHp6OikpKWGt\n8cP1OwFIrNvN8Iofm95gs5E4ZZqCroiIiEgnE/HdGADuuOMOcnNzufrqq7n33nu5+eabmTRpEgDj\nx4/nvffea/a5jgiXtXUBPttYCsDYnatwOJ2N3ndkZJF6xxxixk4Mey0iIiIi0jYRH9mF0OjurFmz\nmDVrVpP31q9f3+Jz3333XTjLAuCzjaX4AqG5uSftXEHqXQ9j2O2YZaXYU9KIGpanEV0RERGRTqpT\nhN3O7IO1oQnSad4yjumbSvSIMRGuSERERERaq1NMY+isKj1+luSXATB+50oSL5sa4YpEREREpC0U\ndg/g47VFBAhNUZgYV4tLo7oiIiIiXYrC7gG8t2QdAH1qdpB34YWamysizCvpwAAAIABJREFUIiLS\nxSjstmDHripW1oZOQ5tgFuEedUKEKxIRERGRtlLYbcG7/16ItWck9+xJx2tUV0RERKQLUththlXn\n46MtuwEYVFfKoJPGRbgiERERETkUCrvN+P7tt9kQkwHA6UPTNaorIiIi0kUp7O7H8tfx/uK1ABiW\nxZmnaq6uiIiISFelsLuf6o/+zWdxgwDISzLomeCOcEUiIiIicqgUdvdh+f2sfuvfFMT2AuCM44ZE\nuCIRERERORwKu/uoWfAOnzr7AGA34JQh6RGuSEREREQOh8LuHlYgQOXL8/giPQ+AE/qnkBTtjHBV\nIiIiInI4FHb3qFn4Lt957OyMTgHg9JxeEa5IRERERA6Xwi5gBQPsfvlpPt8zquty2JgwqEeEqxIR\nERGRw6WwC9R+8j6+7UUsTh8BwEkDexAT5YhwVSIiIiJyuLp92LWCQapeepo1SQOoiIoH4PScnhGu\nSkRERETaQ7cPu7WffUigaGvDwrQ4l4Ox/VMjXJWIiIiItIduHXZDo7pP4TfsLNkzhWHi4DSiHN26\nW0RERESOGN061Xm++A+BwnyWpwyhxu4CNIVBRERE5EjSbcOuZZpUvvQUAF/0OxGAlBgno/smRbIs\nEREREWlH3TbsehYtILB1Ex57FF8nHgXApCE9cdi6bZeIiIiIHHG6Z7KzLKpemgvANwPG4bMMAE7T\nFAYRERGRI0q3DLv+tSvw528E4MuhkwDoneDmmIyESJYlIiIiIu2sW4Zd38f/BqCmVzZf1UQBcOrQ\ndAzDiGRZIiIiItLOumXYDRZtBWD5xKsJmhYAZ+T0imRJIiIiIhIG3TLsAmCzs6AmBoD+qbEMSouN\ncEEiIiIi0t66bdjd5YhlZWVoVPf0HE1hEBERETkSdduwuzh9BJYR+vZPHZIe4WpEREREJBy6bdj9\nfM/xwIOqttKz6IcIVyMiIiIi4dAtw26pK4mNCX0BOGnnSoJlJRGuSERERETCoVuG3RUpoRPTDMtk\n3M6V2FPSIlyRiIiIiIRDtw67wyo2k94jkahheRGuSERERETCoVuG3e3uVADGl6wkcco07cQgIiIi\ncoTqlmEXwG4FOesXPydm7MRIlyIiIiIiYeKIdAGRMjq7B70njIx0GSIiIiISRt12ZFdTF0RERESO\nfN027C7bWk7+rppIlyEiIiIiYdRtw27QtHho4cZIlyEiIiIiYdRtw66IiIiIHPm6bdi12wxunTgo\n0mWIiIiISBh127B7YV4m2amxkS5DRERERMKoW4bduCgH14/tH+kyRERERCTMumXYPWdYOonRzkiX\nISIiIiJh1i3D7oRBqZEuQUREREQ6QLcMu3adJyEiIiLSLXTLsCsiIiIi3YPCroiIiIgcsRR2RURE\nROSI1SnCbl1dHTNmzGDMmDGcdNJJzJs3r8V7P/nkE8477zxGjhzJ5MmTWbBgQQdWKiIiIiJdSacI\nu3PmzGHdunU8++yzzJw58/+zd+9xUZb5//hfc2AOnGE4DCJGHgcGAyQPmKtoZgqV9m1rt9pqNbc9\nZLq1tWrtZ9Us0dpt12o3qy0/q2593LXa+glpmpqZmic8DaCCUiDMwHBSmGEGZu7fHyh6x0HQgTnw\nej4e+3C5r2vu+83cN/Ly7pr3jTfffBNffPFFu3mnTp3CU089hfvvvx+fffYZHnjgAcyfPx+nTp1y\nQ9VERERE5OncHnatVis2bdqEP/zhD9DpdJg6dSrmzp2LDRs2tJu7efNmpKen4+GHH0ZcXBwefvhh\njB07Fp9//rkbKiciIiIiTyd3dwGFhYVwOBxISUlp25aWloa333673dx7770Xzc3N7bY3NDT0ao1E\nRERE5J3cfme3qqoKoaGhkMuv5G6NRgObzYba2lrR3MGDB2PEiBFtX585cwb79+9Henp6n9VLRERE\nRN7D7Xd2rVYrFAqFaNvlr+12e6evq6mpwVNPPYW0tDTcfvvt3TqW0+kEwDvBvclmswEA6urqYLVa\n3VyN7+H72/v4Hvcuvr+9j+9x7+L72/su57TLue1GuT3sKpXKdqH28tdqtbrD15jNZsyePRsSiQSr\nV6/u9rEuX6Bmsxlms/k6K6buqKiocHcJPo3vb+/je9y7+P72Pr7HvYvvb++z2WwIDAy84f24PexG\nR0ejrq4OTqcTUmnrqgqz2QyVSoXg4OB2800mEx599FHIZDKsX78eYWFh3T5WSEgI4uPjoVQq245F\nRERERJ7D6XTCZrMhJCTEJftze9hNSEiAXC7H0aNHMWrUKADAoUOHkJSU1G6u1WrF3Llz4efnh3Xr\n1iE8PLxHx5LL5dBoNC6pm4iIiIh6hyvu6F7m9tubKpUKM2fOxJIlS3DixAls374da9euxWOPPQag\n9S7v5eUHa9asQVlZGbKzs+F0OtuWI3ANLhERERF1RCIIguDuIpqamrBs2TJs3boVQUFBmDt3Lh55\n5BEAgE6nw8qVKzFr1izMmDEDJSUl7V4/a9YsZGdn93HVREREROTpPCLsEhERERH1BrcvYyAiIiIi\n6i0Mu0RERETksxh2iYiIiMhnMewSERERkc9i2CUiIiIin9Vvwq7dbsfzzz+P0aNH40c/+hHWrl3r\n7pJ8yvbt26HT6ZCQkND254IFC9xdlk+w2+24++67cfDgwbZtZWVlmD17NlJTU3HXXXfhm2++cWOF\n3q+j9/ill15qd03/61//cmOV3sdkMmH+/PkYO3YsJk2ahJUrV7Y9Dp7XsGt09R7zGr5x33//PR5/\n/HGkpqZiypQpeO+999rGeA27RlfvsauuYbc/Qa2vrFq1Cvn5+Vi/fj3KysqwcOFCxMbGYtq0ae4u\nzScUFRVhypQpeOmll3C5m51SqXRzVd7PbrfjmWeeQVFRkWj7k08+CZ1Oh48++gjbt2/HvHnz8Pnn\nn0Or1bqpUu/V2Xt89uxZPPvss7j33nvbtrnyiT79wfz58xEaGooPPvgAdXV1eP755yGTyfDcc8/h\nN7/5DRISEngN36Cu3mNewzdGEAQ88cQTSE5OxqeffoqSkhI888wz0Gq1yMrK4jXsAtd6j112DQv9\ngMViEW655Rbh4MGDbdv+/ve/C4888ogbq/Itzz77rPDaa6+5uwyfUlRUJMycOVOYOXOmoNPphAMH\nDgiCIAh79+4VUlNThaampra5P//5z4U33njDXaV6rc7eY0EQhIkTJwrffPONG6vzbsXFxYJOpxOq\nq6vbtm3evFmYOHGisG/fPl7DLtDVeywIvIZvVGVlpfD0008LjY2NbdvmzZsnLFu2jNewi3T1HguC\n667hfrGMobCwEA6HAykpKW3b0tLScPz4cTdW5VuKi4tx8803u7sMn3LgwAGkp6dj48aNbXfLAeD4\n8ePQ6/WiO+dpaWk4evSoO8r0ap29xw0NDTCZTIiPj3dfcV4uMjIS7777LsLDw0XbL168iGPHjvEa\ndoGO3mNBEHDx4kVewy4QGRmJ1157Df7+/gCAw4cP49ChQxgzZgyvYRfp6D0+ePAgxo4d69JruF8s\nY6iqqkJoaCjk8ivfrkajgc1mQ21tLcLCwtxYnW84d+4cvv76a7z11ltwOp2YPn065s+fDz8/P3eX\n5rUefPDBDrdXVVUhKipKtE2j0cBkMvVFWT6ls/f47NmzkEgkeOutt7B7926EhoZi9uzZmDVrVh9X\n6L2CgoIwYcKEtq8FQcCGDRuQnp7Oa9hFOnuPx48fz2vYxaZMmYKKigpkZGRg2rRpWLFiBa9hF/vh\ne3z8+HGXXcP9IuxarVYoFArRtstfX17IT9evvLwcTU1NUCqVWL16NcrKyvDSSy/BZrPh+eefd3d5\nPqez65nXsuucPXsWUqkUQ4YMwSOPPIIDBw7gf/7nfxAYGIipU6e6uzyv9Morr6CgoACbNm3C2rVr\neQ33gldeeQWFhYXYtGkTTp48yWvYhd544w2YzWYsXboUK1as4N/DveDye7xkyRK8/PLLSEpKctk1\n3C/CrlKpbHcBXv5arVa7oySfMmDAAHz77bcIDg4GAOh0OjidTvz+97/H4sWLIZFI3Fyhb1Eqlaiv\nrxdts9vtUKlUbqrI98yaNQtTpkxpu6aHDx+OkpISfPjhhwwK1+HVV1/F+vXr8de//hVDhw7lNdwL\nfvgeDx06lNewC+n1egDAokWL8Oyzz+LHP/4xLly4IJrDa/jGXH6PFy9ejOeeew4LFy502TXcL9bs\nRkdHo66uDk6ns22b2WyGSqVqexPpxvzwfRwyZAhsNhvq6urcVJHvio6ORlVVlWib2WxGZGSkmyry\nTT+8pgcPHozKyko3VeO9li9fjn/+85949dVX235B8Rp2rY7eY4DX8I2qrq7G9u3bRduGDh2K5uZm\nREZG8hp2ga7e48bGRpddw/0i7CYkJEAul4sWjh86dAhJSUlurMp37NmzB2PHjoXNZmvblp+fj9DQ\nUK6H7gXJycnIz88X/deKw4cPiz6ASTfm9ddfx+zZs0XbCgoK+CHMHnrzzTexceNG/OUvf8GMGTPa\ntvMadp3O3mNewzeurKwMTz31lCjUnjhxAhqNBmlpaTAYDLyGb1Bn73F4eDjWrVvnsmu4X4RdlUqF\nmTNnYsmSJThx4gS2b9+OtWvX4rHHHnN3aT4hNTUVarUaL7zwAs6dO4evvvoKr776Kn7xi1+4uzSf\nNGbMGMTExGDRokUoKirCO++8gxMnTuDHP/6xu0vzGZMnT8bBgwexdu1alJaW4oMPPsBnn32GuXPn\nurs0r1FcXIy33noLTzzxBFJTU2E2m9v+x2vYNbp6j3kN37iRI0ciKSkJixcvRnFxMb766iv86U9/\nwq9//WuMHj2a17ALdPUeu/IalghX99vxYU1NTVi2bBm2bt2KoKAgzJ07F4888oi7y/IZxcXFWLFi\nBY4ePYqAgAD89Kc/xW9+8xt3l+UzEhISsG7dOowePRoAUFpaiueffx7Hjx/HoEGD8MILL2DcuHFu\nrtK7/fA93rFjB1avXo3vvvsOsbGxePrpp7nWsQfeeecd/OUvfxFtEwQBEokEBQUF+P777/HCCy/w\nGr4B13qPeQ3fuKqqKixfvhz79u2DWq3Gz372MzzxxBMA+Pewq3T1HrvqGu43YZeIiIiI+p9+sYyB\niIiIiPonhl0iIiIi8lkMu0RERETksxh2iYiIiMhnMewSERERkc9i2CUiIiIin8WwS0REREQ+i2GX\niIiIiHwWwy4RERER+SyGXSIiIiLyWQy7REREROSzGHaJiIiIyGcx7BIRERGRz2LYJSIiIiKfJXd3\nAUREvuqRRx7BwYMHRdvkcjkiIyMxefJk/Pa3v0VwcDAWLVqE//73v+3mhYaGYvz48XjmmWeg1Wpv\nuB6dTod58+Zh3rx53X7Npk2bUFxcjIULF97w8YmI3IFhl4ioFyUmJmLp0qVtX9vtdhgMBrz22mso\nKCjAhx9+CIlEgsjISPztb39rm9fc3Ixz587hT3/6E44ePYrNmzdDoVD0ef1///vfMXbs2D4/LhGR\nqzDsEhH1osDAQNxyyy2ibbfeeisaGxvxxhtv4Pjx4wAAhULRbl5aWhr8/PywaNEibN++HZmZmX1W\nNxGRr+CaXSIiN0hKSgIAnD9//przBEFAeXl5p3POnz8PnU6H3Nxc/OpXv0JKSgomT56Mv/3tbxAE\nodPXVVVVYfHixcjIyEBycjLuv/9+7Nixo218ypQpqKiowCeffIKEhIQuayAi8lQMu0REbnD27FkA\nwKBBg7qcd+7cuW7NA4Bly5YhODgYb775JmbNmoW//e1veO211zqcW11djfvuuw9HjhzB7373O7zx\nxhsYOHAgnnzySWzevBlA6xIGjUaDjIwMbNy4EZGRkT35FomIPAKXMRAR9SJBEOBwONq+rq+vx7ff\nfos1a9YgJSUFer2+bezqeQ0NDTh+/DhWrlyJuLg4ZGRkXPNYSUlJeOWVVwAAEyZMQGNjI/75z3/i\nV7/6FQICAkRz33//fdTV1eHf//5324ffJk6ciLq6OqxatQp33XUXdDodFAoFwsLC2i2xICLyFgy7\nRES96ODBg6JACwAymQzjx4/Hiy++2Lbt/Pnz7eZJJBIkJydj2bJlbR9OuzoQX97XZffcc49obNq0\naVi3bh2OHj2K2267rV1dqamp7bo83HPPPXj++edRXFyMIUOG9PC7JSLyPAy7RES9SK/XY/ny5RAE\nARKJBEqlEjExMfD39xfNi4qKwpo1a9rW2CoUCmi1WgQFBbXNOXDgAB599NG2ryUSCdatW4cBAwYA\nAKKjo0X71Gg0AFrvJv9QfX094uLi2m2PiIgAAFy8ePF6vl0iIo/DsEtE1IsCAgKQmJh4zXl+fn7X\nnJeUlISPPvpItO3mm29GbW0tALT9eVl1dTWAK6H3aiEhITCbze22V1ZWAgDCwsKuWTMRkTfgB9SI\niLyEv78/9Hq96H9X3yHevn27aP6WLVugVquRnJzcbl+jR49GXl4eKioqRNs/++wzRERE4KabbgIg\nXiZBROSNeGeXiMhHbNmyBRqNBpMmTcK3336LDz/8EE8//TRUKlW7ubNnz8Znn32Gn//853jyyScR\nGhqKTz75BAcOHEB2dnbbvKCgIBQUFODgwYO45ZZboFQq+/JbIiK6YR51Z9dut+Puu+9u93jNq+3a\ntQuzZs1CamoqZs6cKeoJSUTkaSQSiUvndWXBggUoLi7Gk08+iW3btmHJkiWYO3eu6BiXjxMREYH/\n+7//g16vx8svv4wFCxbAaDTirbfewqxZs9pe8/jjj8NsNmPu3LkwGAw3XCMRUV+TCF11HO9Ddrsd\nzzzzDL788kusW7cOo0ePbjfn1KlT+PGPf4xFixZh4sSJ2L17N7Kzs/HRRx9hxIgRbqiaiMj9zp8/\nj9tvvx0rV64UBVUiIvKQO7vFxcV44IEHUFZW1uW8zZs3Iz09HQ8//DDi4uLw8MMPY+zYsfj888/7\nqFIiIiIi8iYesWb3wIEDSE9Px29/+9sOP0hx2b333ovm5uZ22xsaGnqzPCIij+eKZRBERL7II8Lu\ngw8+2K15gwcPFn195swZ7N+/Hw899FBvlEVE5BViY2NRUFDg7jKIiDySRyxjuB41NTV46qmnkJaW\nhttvv93d5RARERGRB/KIO7s9ZTabMXv2bEgkEqxevbrbr2tpaUF9fT2USiWkUq/N+UREREQ+y+l0\nwmazISQkBHL5jUdVrwu7JpMJjz76KGQyGdavX9+jp/zU19ejpKSk94ojIiIiIpeIj4/v8AmQPeVV\nYddqtWLu3Lnw8/PDunXrEB4e3qPXX26GHhERgcDAwN4okTyIzWZDRUUFYmJi2Ai/H+D57l94vvsX\nnu/+paGhAWaz2WXn2uPDrtlsRlBQEJRKJdasWYOysjKsW7cOTqez7bnuKpWqW+H18tKFwMBAl/xL\ngTybxWJBRUUFQkNDRY9UJd/E892/8Hz3Lzzf/Y/ZbHbZklOPW7j6w/Y5EyZMaOuj+8UXX6CpqQkP\nPPAAfvSjH7X97+WXX3ZHqURERETk4Tzuzu4P2+cUFha2/X8+PIKIiIiIesLj7uwSEREREbkKwy4R\nERER+SyGXSIiIiLyWQy7REREROSzGHaJiIiIyGcx7BIRERGRz2LYJSIiIiKfxbBLRERERD6LYZeI\niIiIfBbDLhERERH5LIZdIiIiIvJZDLtERERE5LMYdomIiIjIZzHsEhEREZHPYtglIiIiIp/FsEtE\nREREPothl4iIiIh8FsMuEREREfkshl0iIiIi8lkMu0RERETksxh2iYiIiMhnMewSERERkc9i2CUi\nIiIin8WwS0REREQ+i2GXiIiIiHwWwy4RERER+SyGXSIiIiLyWQy7REREROSzGHaJiIiIyGcx7BIR\nERGRz2LYJSIiIiKfxbBLRERERD6LYZeIiIiIfBbDLhERERH5LI8Ku3a7HXfffTcOHjzY6Zz8/Hw8\n8MADSElJwf333w+DwdCHFRIRERGRN/GYsGu32/HMM8+gqKio0zlWqxVPPPEERo8ejY8//hgpKSn4\n5S9/iaampj6slIiIiIhcTRAENJ08guZjnd/0vB5yl+7tOhUXF+N3v/vdNefl5ORArVbjueeeAwC8\n8MIL2L17N7Zs2YJZs2b1dplERERE5EJOpxMXPvs/NORsglBRBghONMfEAb/+g8uO4RF3dg8cOID0\n9HRs3LgRgiB0Ou/48eNIS0sTbRs1ahTy8vJ6u0QiIiIicgFBEGA9cRjG383G+bvH4OK7r0Eo/x4Q\nnL1yPI+4s/vggw92a15lZSWGDx8u2qbRaLpc+kBEREREnsGydydq/74SztrqPjumR4Td7mpqaoJC\noRBtUygUsNvtPdqPzWaDxWJxZWnkgaxWq+hP8m083/0Lz3f/wvPt3QRBQEvBMdgO7IEt5999fnyv\nCrtKpbJdsLXb7VCpVD3aT0VFBSoqKlxZGnmwkpISd5dAfYjnu3/h+e5feL49nCDA77szkF6og9TS\nAKd/IGQ1lVAf/Bqyi3VuK8urwm50dDSqqqpE28xmMyIjI3u0n5iYGISGhrqyNPJAVqsVJSUliI+P\nh1qtdnc51Mt4vvsXnu/+hefbc12+a2s/uAe2vTsg1JjdXVI7XhV2k5OT8e6774q25eXl4Ve/+lWP\n9qNUKuHv7+/K0siDqdVqnu9+hOe7f+H57l94vt1DEATYDHlwVldBqomEIjEF9vyjsO7bBcvX2+Cs\nrrr2TtzI48Ou2WxGUFAQlEol7rzzTrz22mtYsWIFfvKTn+DDDz+ExWLBjBkz3F0mERERkc+x7N2J\n+vdXo6Wi7MpGmQxwONxXVA95ROuxq0kkEtHXEyZMwOeffw4ACAwMxJo1a3Do0CHcd999OHHiBN59\n990er9klIiIioq5Z9u5EdfZCcdAFvCroAh54Z7egoED0dWFhoejrkSNH4uOPP+7LkoiIiIj6jctP\nMqv9Wzbg7H7v2xpFMPLChyO+oQJDGs73YoU943Fhl4iIiIh63w/X4ir1qbDu29V+2UIXmqR++DYi\nCV9pR+F42DA4JVKE2C9i7d7l11dUYDBkSWnXntcDDLtERERE/UxHa3GlYRo462qALp5mCwBOSGAI\nHYxd0aOwL/IWNMmVovGxZkOP6wn62a8R8tM5kEgkqK6uhtmFbeYYdomIiIh82A/v4Drr61C9clG7\nJQrXeqrZeXUkvtKOwq7oUTCrwkRj0dZqTDIdQYbxMLRNNd2uTRoWgbDfLIT/+Mnd/4Z6iGGXiIiI\nyEd12k2hm2txL8r9sScqGbu0o3Am+CbRmH+LFbdVHkeG6TB09SWQdLKPq0mCQqBMHg3FoMFQ3nIr\nlEmp7ZoTuBrDLhEREZEPutxNoV2wvUY3hWaJDHnhI7BLm4ZDmgS0SK/ERangQErNaWQYj2B0tQFK\nZ4votTJNJFQ/ugN+0bGQhoRCFh4JQICzthqy8Ego9Cm9Hm5/iGGXiIiIyMcIgoD691d3+w6uAKAo\naCB2RadhT3QKLvoFiMZvvngeGaYjmFCZhzBHE+C4EnJlmkioJ06D/7gMt4TZa2HYJSIiIvJiHXVV\nsBnyutVRwawMwVfRretwzwdEi8ZCbRcwyZSHSabDiG80QhqmgebF16DQtz5BzVljdtvd2p5g2CUi\nIiLyUh2tyZXHDIRq7KROX2OVKbA/Igm7tGk4GToEguTKM8YUjmaMNZ/EJNNhJNcWQSZcujMslSLs\nN4ugGjkKAKBKGtU731AvYNglIiIi8kKdrcltqShDw6cfiLY5IMHJsCHYFZ2G/ZEjYZMpROP6umJk\nGA8j3XwSgUGBcNaa28bkA+IQMnt+r3ZM6E0Mu0RERERe5pprcgUBkMlRqgzHLm0avopORY0yVDQl\nxmJGhukQJpnyENVU2xpqFy6HOj2jdVmElyxTuBaGXSIiIiIP1dF6XIlE0uWa3Hq/gEvtwm5FcdBA\n0VhAswUTKo8hozIP437zG8hDfwpnzdR2odablilcC8MuERERkQfqbD1uyJwFQLNdNLdZIsMhTQJ2\nadNwJFwHh1TWNiYTHBhVXYgM42HcWl0AdcwAhMzz3mUJPcWwS0RERORhulqPW529EMEP/xICgNPB\ng7ArOg3fRCWjwc9fNHfIhVLcPXY4ZkweBf9zGjhrRvjEsoSeYtglIiIi8iDXWo9bqQjBR0eM2Dl+\nMcoV4sf2htvqWtuFGY9gcKgC2qyPW4OtDy1L6CmGXSIiIiIP0tF6XItMiX2RI7FLmwZD6BDRmNJh\nx7iqE8gwHUZSbTFkEACpFCGzV/WrO7idYdglIiIi8iDO6ioAgEMixbGwofgqOg3fRiTBLvNrmyMR\nnBgVAkyLliIl9334nT/bNubtrcJcjWGXiIiIqI901l3haucU4fhkcBZ2R6eiVhksGottNCHDdAST\nTEeQ+OKfoExKhTBzsk+1CnM1hl0iIiKiPtBVdwVr8m3YWmBEjsGI05UNwKArT0ALam7EBNNRZJgO\nY+jFMkjQevdWoU8BAEgkEp9qFeZqDLtEREREvayj7go2qRx7WjTY9VkBjn0jwHHVfLkEuLXyJDKM\nh5Bacwp+wlWjUilCZs/n3dtuYtglIiIi6kVXd1cQABSGxF9qF3YLLHK1aG5STDAy9VrcoYuGIk+C\n+rU70XJV0OV63J5j2CUiIiLqRTZDHspqLdgVfwe+ih4Fk1ojGo9oqkWG6Qj+38/uxbBxt14ZGD/Z\n5x7d6w4Mu0REREQ91J0Pml1sasa2U5XYvLcGJ8YtEo2pWmwYX3UcGabDSKw7BykEaOyT8ENcj3vj\nGHaJiIiIeqCrD5opxk7C/pIa5BiM2F1kht3hBCAFAEgFJ26pPYMM42GMNRugdDaL9isLj+zLb6Pf\nYNglIiIi6qaOPmgmADh90YldG7/GNwcE1IozLAZrAjCxYCtuK9oFjf1Ch/u9ursCuRbDLhEREVE3\n/PAxvjWKYOyOTsWu6FH4PjCmddKloBvm74fpCVpk6bUYHhUI6z6rI7W/AAAgAElEQVQLqrM3d7xj\ndlfoVQy7RERERN1gM+Sh0WTCt1Ep2KVNw/GwYXBKpG3jcmcLxpgNmDljPCZOGg257MqY//jJwOJV\nqF/7OlrKS6+8ht0Veh3DLhEREVEXnIKAvNI6fHqwBjvH/xFNcqVoXFd/DhnGIxhfdRyBLVZo7taL\ngu5l/uyu4BYMu0RERNSvdKeTAgCU1DTic4MRuflGGC/YAEiBS0E32lqNSZce2xtjrRa9rqsPmrG7\nQt9j2CUiIqJ+o6tOCv7jJ6Pe2oxthSbkGIw4WSH+MFmAQobbKo9h4rndSKgvQUf3Y/lBM8/DsEtE\nRET9QkedFADAaqzA3nf+ib2FAvbWStDiFNrGZBIJxt0cjky9FhOHRMB50Inq7A0dH4AfNPNIDLtE\nRETk837YSUEAUBQ0ELui07AnOgUX/QKA6ssjwLDIQGTptbgzIRoRgVet0eUHzbwOwy4RERH5PJsh\nDy0VZTArQy61C0tDWUC0aE6o7QKm6yJx98RbMDwqqNN98YNm3oVhl4iIiHyaxd6CLafMyEn+BU6E\nDoFwVbswhaMZY80nMcl0GMm1RYia+BL8uwi6l/GDZt6DYZeIiIh8jsMp4ND3tcg1GLHjTCWamuVA\n2LC28cS6s8gwHkZ61QkEOJratvORvb7HI8Ku3W7H0qVLsW3bNqhUKsyZMwezZ8/ucO62bdvw17/+\nFeXl5UhMTMQLL7yAxMTEPq6YiIiIPNFZcyNyDBXYkm9CZYNNNBZjr8Ok899ikukIoptq272WnRR8\nk0eE3VWrViE/Px/r169HWVkZFi5ciNjYWEybNk00r6ioCM8++yyWL1+O1NRU/O///i+eeOIJfPnl\nl1AqlZ3snYiIiHxZrcWOLy61CyswXhSNBSnlmKaLRqZeiyElh1Gzcme7bgwA2EnBh7k97FqtVmza\ntAnvvfcedDoddDod5s6diw0bNrQLu3v27MGwYcNwzz33AACeeeYZ/Otf/0JRURH0er07yiciIiI3\nsLc4safYjJx8I745Ww3H1e3CpBKMv1mDu/Ra3DZEA6Vc1joQOwUSdlLod9wedgsLC+FwOJCScuU/\nG6SlpeHtt99uNzc0NBRFRUU4cuQIUlNT8dFHHyEoKAiDBg3qy5KJiIjIDQRBwInyeuScNGLbKRMu\nNLWIxhOig5Cp12KaLhrhAYoO98FOCv2P28NuVVUVQkNDIZdfKUWj0cBms6G2thZhYWFt2zMzM7Fj\nxw489NBDkMlkkEqleOeddxAUdO1PTRIREZH3EQQBpYePYOvxcizfdwHnrYJoPCpQiemJl5YpRAR2\na5/spNC/uD3sWq1WKBTif31d/tput4u219XVwWw2Y8mSJUhOTsaHH36IRYsW4ZNPPkF4eHi3j2mz\n2WCxWG68ePJoVqtV9Cf5Np7v/oXn2/c12luwfdt+bDUYYQgYCCAClx/4oJQKmDg0EtN1kUiNDYZM\n2npXlr/bfYPNZrv2pB5we9hVKpXtQu3lr9VqtWj7n/70J4wYMQIPPvggAODFF1/EjBkz8PHHH2Pu\n3LndPmZFRQUqKipusHLyFiUlJe4ugfoQz3f/wvPtWxxOAYW1LdhvbMZRkw3NkAMBAwEAEsGJpLpi\nZBiPYGz1SdijZsPekIrTp8rdXDV5OreH3ejoaNTV1cHpdEIqbW3ybDaboVKpEBwcLJprMBjw6KOP\ntn0tkUig0+lQXt6zCz0mJgahoaE3Xjx5NKvVipKSEsTHx7f7hxP5Hp7v/oXn27cUV1vwRWEVtp02\no9rSfGlrayaItVQiw3gYE015iLTVtb0mcNf/h9D/9yDX2vqguro6l96UdHvYTUhIgFwux9GjRzFq\nVOv6mUOHDiEpKand3KioKBQVFYm2nTt3DrfcckuPjqlUKuHv73/9RZNXUavVPN/9CM93/8Lz7b2q\nG+3YWmBEjsGI05UNorEQPwnGn9uDDNNhDL1Yho7irNN4HvJzp6FMSu2bgqnPuHp5ktvDrkqlwsyZ\nM7FkyRKsWLECJpMJa9euxcqVKwG03uUNCgqCUqnE/fffj+effx5JSUlITU3Fv//9b1RUVGDWrFlu\n/i6IiIjoWpqaHfi62IxcgxH7ztXAIVz5sJlcKsGEIRHI0muRWnYEF7Z9es39OWqqerNc8hFuD7sA\nsHjxYixbtgyPPfYYgoKCsGDBAkydOhUAMGHCBKxcuRKzZs1CZmYmrFYr3n77bZhMJiQkJGDdunU9\n+nAaERER9R1BEHDsfD1yDEZsP1WJBpu4XVhSTDAy9VrcoYtGqNoPANBk694je/loX+oOjwi7KpUK\n2dnZyM7ObjdWWFgo+vq+++7Dfffd11elERER0XUoq7UgN9+IXIMR5+ubRGPaYCUyE7WYodciPjyg\n3WuV+lTIYwaipaKs0/3z0b7UXR4RdomIiMj7XWxqxrZTlcg1GHHsfL1ozN9PhikjIpGZqEXaoDBI\nu/hgmUQiQcicBajOXshH+9INY9glIiKi69bicGJ/SQ1yDEbsLjLD7rgSTqUSYMxN4cjUa5ExNBJq\nhazb+/UfPxngo33JBRh2iYiIqEcEQcDpygbkGIzYWmBETVu7sFaDIwJwl16LOxO0iApSXvdxLj/a\n98LhfSg9eRxxI5MRPGoc7+hSjzDsEhERUbdUNdiwJb+1XVixuVE0FubvhzsTopGlj8GIqECXBVKJ\nRAK/xBTYJEr4JSQw6FKPMewSERFRp5qaHdh1pgo5BiMOfFcD55VuYZA7WzDGbMDt9u+Qcf89CJ4w\n3H2FEnWCYZeIiIhEnIKAvNI65BiM+PJUJSzNDtG4rv4cMoxHML7qOAJbWh8AUL9qL+TSVVxLSx6H\nYZeIiIgAAN/VWJBrqEBuvhHGCzbRWEywChPPfoWJxbsQY61u/2KnE/VrX4c6PYNLDcijMOwSERH1\nY/XWZmwrNCHXYMSJiguisQCFDFN1Ua3rcGuLUf3ZR13uq6W8FHbDUT7ClzwKwy4REVE/0+xwYu/Z\nauQYjPi62IyWqxbiyiQSjLu5tV3YxCERUPm1tguzFJu7tW8+wpc8DcMuERFRPyAIAgpMF5Fz0oit\nhSbUW8XtwoZFBiJLr8WdCdGICGzfLkyq4SN8yTsx7BIREfkw44UmbClofWzvuWqLaEwToMD0hGhk\n6rUYHhXU5X74CF/yVgy7REREPsZib8HO063twg59X4uruoVBKZciY1gkMvVajLkpDHKptFv75CN8\nyVsx7BIREfkAh1PAoe9rkWswYseZSjQ1iwNp6sAQZOljcPuIKAQqr+/XPx/hS96IYZeIiMiLnTU3\nIsdQgS35JlQ2iNuFxYWqkanXYkaiFrGhapcc7/IjfG2GPDhrzJCFR0KhT+EdXfJYDLtEREReptZi\nxxeFJuScNKLAdFE0FqSUY5qudR3uyAHBvRJCJRIJVEmjXL5fot7AsEtEROQF7C1O7Ck2IyffiG/O\nVsNxdbswqQS3DdYgK1GL24ZooJTL3FgpkWdh2CUiIvJQgiDgRPkF5BqM2HbKhAtNLaLxBG0QsvRa\nTNNFI8xf4aYqiTwbwy4REZGHKa+3ItfQ2i6stM4qGosKVGKGXovMRC0GRwS4qUIi78GwS0RE5AEa\nbC3YcboSm08akVdWJxpT+UkxZVgUMvVa3DooDDIpPwxG1F0Mu0RERG7S4nTiwHet7cJ2namCreVK\nuzAJgFsHhSFLr8Xk4ZHwV7T+yhYEAU0nj8BZXQWpJhJKfSo7IRB1gWGXiIiojxVVNWDzyQpsKTCh\nutEuGosP90dWkhbTE7TQBqtEY5a9O1H//mrRU8zkMQMRMmcBe9wSdYJhl4iIqA+YG2yt7cIMRpyu\nbBCNhaj9cOeldmGJ2qAO79Ra9u7s8OllLRVlrdsXr2LgJeoAwy4REVEvaWp2YHexGbkGI/afq4FD\nuNIuTC6V4EdDIpCl12L8YA38ZJ0/tlcQBNS/v7rjx/QCgNOJ+rWvQ52ewSUNRD/AsEtERORCgiDg\n2Pl6bDZUYHthJRrtDtH4yJhgZOq1mKqLRqjar1v7tBnyREsXOtJSXgq74SiUSanXXTuRL2LYJSIi\ncoGyWgty843IMRhRXt8kGtMGK5GZqEWmPgY3hfv3eN/O6qpuzXPUdG8eUX/CsEtERHSdLjY1Y9up\nSuQajDh2vl405u8nw5QRkbhLH4PUuFBIb2B5gVQT2a15svDuzSPqTxh2iYiIeqDF4cS+khrkGozY\nXWSG3XFlHa1UAoy5KRxZei0yhkVC5eeax/Yq9amQxwzscimDfEAcFPoUlxyPyJcw7BIREV2DIAg4\nXdmAHIMRWwuMqLE0i8YHRwTgLr0W0xO1iAxUuvz4EokEIXMWdNiNAQAglSJk9nx+OI2oAwy7RERE\nnahqsGHLpXW4xeZG0ViYvx+mJ2iRpddieFRgrwdN//GTgcWrUL/2dbSUl7Ztlw+IQ8js+Ww7RtSJ\nHofdgwcPdnvu6NGje7p7IiIit2pqdmDnmSrkGow48F0NnFe6hUEhk2Li0NZ2YePiwyHvol1Yb/Af\nPxnq9AzYDHlw1pghC4+EQp/CO7pEXehx2H3kkUfafqiES/0Cr/4hu3pbQUGBK2okIiLqVU5BQF5p\nHXIMRnx5qhKWZnG7sOTYEGTptZg6IgpBqu61C+stEokEqqRRbq2ByJv0OOyuWbMGL730Ep577jmM\nGTMGCoUCJ06cwIsvvoh7770XmZmZvVEnERGRy5XUNOJzgxG5+UYYL9hEYwNCVMjSa5GZqMXAsJ63\nCyMiz9DjsJudnY0//vGPmDhxYtu2cePG4cUXX8Tvf/97/OIXv3BpgURERK5UZ23GtkITcg1GnKy4\nIBoLUMhwhy4aWXotkmNDuDyAyAf0OOxWVlYiNja23fbAwEDU1tZeVxF2ux1Lly7Ftm3boFKpMGfO\nHMyePbvDuadOncKyZctgMBhw00034YUXXsDYsWOv67hERNQ/NDuc2Hu2GjkGI74uNqPlqoW4MokE\n424OR6Zei4lDIlzWLoyIPEOPw25KSgpee+01rFq1CoGBgQCAuro6vPrqq0hPT7+uIlatWoX8/Hys\nX78eZWVlWLhwIWJjYzFt2jTRvIaGBjz++OO4/fbbsWrVKvz3v//FvHnzsHXrVoSHh1/XsYmIyDcJ\ngoB840XkGozYWmhCvVXcLmx4VCCy9FpM00UjohfahRGRZ+hx2P3DH/6ARx99FBMnTkR8fDwA4Ny5\nc4iMjMS6det6XIDVasWmTZvw3nvvQafTQafTYe7cudiwYUO7sPvxxx8jICAAy5YtAwA89dRT2L17\nN06ePClaVkFERP2X8UITPs83ItdgREmNRTSmCVBgRmLrOtxhUa03bARBQNPJI3BWV0GqiYRSn8rl\nC0Q+pMdhd8iQIcjNzcXmzZtRXFwMAHjooYeQlZUFtVrd4wIKCwvhcDiQknLlqS9paWl4++232809\nePAgpkyZItr2n//8p8fHJCIi32Kxt2Dn6SpsNhhx+PtaXNUtDEq5FBnDIpGp12LMTWGQS6+0C7Ps\n3Yn691eLnkwmjxmIkDkL2LeWyEdc10MlQkJCcP/996OsrAxxcXEAAD+/62vFUlVVhdDQUMjlV0rR\naDSw2Wyora1FWFhY2/bS0lKMHDkSf/zjH7Fjxw4MHDgQv//97zFqFFuwEBH1N05BwKHSenxZVIId\nZyrR1Cx+stiouFBk6bWYMjwKgcr2v+4se3d2+ESyloqy1u2LVzHwEvmAHoddQRDw5z//GevXr0dz\nczO2bt2Kv/zlL1Cr1Vi6dGmPQ6/VaoVCoRBtu/y13W4XbbdYLPjHP/6BRx99FP/4xz+wefNmPP74\n49iyZQuio6N7+q0QEZEXOmtuxKfHSpFruIg6m7ife1yoGpl6LWYkahEb2vl/bRQEAfXvr+740bsA\n4HSifu3rUKdncEkDkZfrcdhdv349Pv30UyxZsgQvvvgiAGDq1KlYtmwZIiIi8PTTT/dof0qlsl2o\nvfz1D5dFyGQyJCQkYN68eQAAnU6Hb775Bp9++imeeOKJbh/TZrPBYrFceyJ5NavVKvqTfBvPt2+r\nszbjyzPV2FpYhVNV4sf2BiplmDJUgzt1kdBHX35sr9Dl3/PN+UdFSxc60lJeigtH9sMvIdkV3wLd\nAP589y82m+3ak3qgx2F348aN+OMf/4g77rgDy5cvBwBkZmbCz88P2dnZPQ670dHRqKurg9PphPTS\nOiqz2QyVSoXg4GDR3MjISAwePFi0LT4+HhUVFT06ZkVFRY9fQ96rpKTE3SVQH+L59h3NTgEnzC3Y\nb7TjZHWL6LG9UgmQpJFjnFaBkRFy+EltQG0ZCrvZAVN58jhCujGv9MQx2KC49kTqE/z5puvR47Bb\nVlaGhISEdtt1Oh2qqqp6XEBCQgLkcjmOHj3atvb20KFDSEpKajc3JSUFBw8eFG07e/Ys7r777h4d\nMyYmBqGhoT2ulbyL1WpFSUkJ4uPjr+vDk+RdeL59gyAIMJgasLWwCjuLqnHRJn5s74jIAEwbEYHb\n4gJRZyq77vPdLNhwoRufb44bmQy/Dn7nUd/iz3f/UldX59Kbkj0Ou7GxsThx4gQGDhwo2r579+62\nD6v1hEqlwsyZM7FkyRKsWLECJpMJa9euxcqVKwG03uUNCgqCUqnET3/6U2zYsAFvvvkm7rnnHnzy\nyScoKyvDPffc06NjKpVK+Pvz0Y/9hVqt5vnuR3i+vVN5vbWtXdj3teL/VB0VqMT0xGhk6rUYEtHa\nLsxisaDOdP3nW0hLhyVmYJdLGeQD4hA8ahzX7HoQ/nz3D65ertLjsPv4449j2bJlqKqqgiAI2Ldv\nHzZu3Ij169dj0aJF11XE4sWLsWzZMjz22GMICgrCggULMHXqVADAhAkTsHLlSsyaNQsDBgzAe++9\nh+XLl+Pdd9/FkCFD8O677yIqKuq6jktERO7TYGvBjtOVyDEYcaS0TjSm8pNiyrAoZOq1uHVQGGRS\n1wZOiUSCkDkLOuzGAACQShEyez6DLpEPkAiCIFx7mtjGjRvx1ltvwWg0AmhtFTZ37txOH/HrKSwW\nCwoKChAfHw+NRuPucqiXXT7fCQkJvBPQD/B8e4cWpxMHvqtFrsGIXWeqYGu5EjQlANIGhV1qFxYJ\nf0Xn92Ncdb4te3eifu3raCkvbdsmHxCHkNnz2XbMg/Dnu3+prq5GSUmJy853j+/sbt68GdOnT8dP\nfvIT1NTUQBAEBkciIupSUVUDNp+swJYCE6obxR144sP929qFaYNVfVqX//jJUKdnwGbIg7PGDFl4\nJBT6FN7RJfIhPQ67L774Ij744AOEhIQgPDy8N2oiIiIfUN1ox9YCI3IMRpyubBCNhaj9cKeudR1u\nojbIreFSIpFAlcSHExH5qh6H3fj4eJw+fRpDhw7tjXqIiMiLNTU7sLvYjFyDEfvP1cBx1Uo5uVSC\nCUMicJdei/GDNfCTSbvYExGRa/Q47Op0Ojz77LP4xz/+gfj4eCiVStF4dna2y4ojIiLPJwgCjp2v\nx2ZDBbYXVqLRLm4XlhQTjEy9FnfoohGqvr5HyxMRXa9uhd1XXnkFv/zlLxESEoI9e/YgNTUVUqn0\nuvrqEhGRbyirtSA3v3WZQnl9k2hMG6xEZqIWM/RaxIcHuKlCIqJuht0NGzbgoYceQkhICMrLy/Gf\n//yHH0ojIuqHLjY1Y9upSuQajDh2vl405u8nw5QRkbhLH4PUuFBI+SEvIvIA3Qq7sbGxmDdvXtuT\n015++eV2yxeA1kX+K1ascG2FRETkVi0OJ/aX1CDHYMTuIjPsjivtwqQSYMxN4cjUa5ExNBJqhcyN\nlRIRtdetsPvqq69izZo1OH/+PCQSCcrLy+Hnx3VXRES+ShAEnK5sQI7BiK0FRtRYmkXjgyMCcJde\nizsTtIgKan/zg4jIU3Qr7CYlJeHNN98EAEyZMgVvvfUWwsLCerUwIiLqe1UNNmy5tA632NwoGgvz\n98P0BC2y9FoMjwpkL1oi8go97sawY8eO3qiDiIjcpKnZgV1nqpBjMOLAdzVwXvVcTT+ZBJOGRiJT\nr0V6fDjkbBdGRF6mx2GXiIi8n1MQkFdahxyDEV+eqoSlWdwuLDk2BJl6LaaOiEKwisvWiMh7MewS\nEfUjJTWN+NxgRG6+EcYLNtHYgBAVsi49tjcu7MafR09E5AkYdomIfFydtRnbCk3INRhxsuKCaCxA\nIcNUXRQyE7VIGch2YUTkexh2iYh8ULPDib1nq5FjMOLrYjNarlqIK5NIMO7m1nZhE4dEQOXXebsw\nQRBgM+TBWV0FqSYSSn0qP5hGRF6FYZeIyEcIgoB840XkGozYWmhCvVXcLmx4VCCy9FpM00UjIvDa\n7cIse3ei/v3VaKkoa9smjxmIkDkL4D9+ssvrJyLqDQy7REReznihCVsKjMg1GHGu2iIa0wQoMD0h\nGln6GAyLCuz2Pi17d6I6eyHgdIq2t1SUtW5fvIqBl4i8AsMuEZEXsthbsPN0a7uwQ9/X4qpuYVDK\npcgY1toubMxNYZBLe9YuTBAE1L+/ul3QbeN0on7t61CnZ3BJAxF5PIZdIiIv4XAKOPR9LXINRuw4\nU4mmZnEYHRUXiiy9FlOGRyFQef1/vdsMeaKlCx1pKS+F3XAUyqTU6z4OEVFfYNglIvJwZ82NyDFU\nYEu+CZUN4nZhcaFqzNBrkZmoRWyo2iXHc1ZXdWueo6Z784iI3Ilhl4jIA9Va7Pii0IQcgxEFxoui\nsSClHNN00cjUazFyQLDLlxJINZHdmicL7948IiJ3YtglIvIQ9hYn9hSbkZNvxDdnq+G4ul2YVILb\nBmuQlajFbUM0UMo7bxd2o5T6VMhjBna5lEE+IA4KfUqv1UBE5CoMu0REbiQIAk5WXEDOSSO2nTLh\nQlOLaDwhOgiZei3uTIhGmL+iT2qSSCQImbOgw24MAACpFCGz5/PDaUTkFRh2iYjcoLzeis/zW9uF\nfV9rFY1FBSoxPbF1mcKQiO63C3Ml//GTgcWrUL/2dbSUl7Ztlw+IQ8js+Ww7RkReg2GXiKiPNNha\nsON0JXIMRhwprRONqfykmDwsEln6GNw6KAwyqfvvmvqPnwx1ekbrE9RqzJCFR0KhT+EdXSLyKgy7\nRES9qMXpxIHvWtuF7TpTBVvLlWUBEgBpg0KRpY/B5OGRCFB43l/JEokEqqRR7i6DiOi6ed7frERE\nPqCoqgE5BiO25BthbrSLxm4K90eWXosZiVpog1VuqpCIqH9g2CUicpHqRju2FhiRYzDidGWDaCxE\n7Yc7L7ULS9QGcSkAEVEfYdglIroBthYHdheZkWswYt+5GjiEK+3C5FIJJgyJQJZei9sGa+An69lj\ne4mI6MYx7BIR9ZAgCDh2vh45BiO2n6pEg03cLiwpJhiZei3u0EUjVO3npiqJiAhg2CUi6rayWgty\nL7ULO1/fJBrTBiuRmajFDL0W8eEBbqqQiIh+iGGXiKgLF5uasf1Ua7uwY+frRWP+fjJMGdHaLmxU\nXCikXIdLRORxGHaJiH6gxeHE/pIa5BiM2F1kht1xpV2YVAKMuSkcmXotMoZGQq3ovcf2EhHRjWPY\nJSJC6zrc05Wt7cK2FhhRY2kWjQ+OCMBdei3uTNAiKkjppiqJiKinGHaJqF+rarBhS74JOYYKFJsb\nRWNh/n64MyEaWfoYjIgKZLswIiIv5BFh1263Y+nSpdi2bRtUKhXmzJmD2bNnd/masrIy3H333Xjn\nnXcwevToPqqUiHxBU7MDu85UIcdgxIHvauC80i0MfjIJJg2NRKZei/T4cMjZLoyIyKt5RNhdtWoV\n8vPzsX79epSVlWHhwoWIjY3FtGnTOn3N0qVL0dTU1Ok4EdHVnIKAvLI65Jw0YsfpSjTaHaLx5NgQ\nZOq1mDoiCsEqtgsjIvIVbg+7VqsVmzZtwnvvvQedTgedToe5c+diw4YNnYbdzz77DBaLpY8rJSJv\n9F1Na7uwzw1GVFwQ/wM5ylqDDNNhTHGWI+G2n8M/Oc1NVRIRUW9xe9gtLCyEw+FASkpK27a0tDS8\n/fbbHc6vra3Fn//8Z7z33nu46667+qpMIvIi9dZmbCs0IddgxImKC6Ix/5YmpFcdx2TjIejqv4MU\nrWsYqrMXAotXwX/8ZHeUTEREvcTtYbeqqgqhoaGQy6+UotFoYLPZUFtbi7CwMNH8lStX4t5778XQ\noUP7ulQi8mDNDieOVjXjg5LT2PddLZodVxbiyiQSjIsPw/hv/oVRRV9D6WxpvwOnE/VrX4c6PYMf\nRCMi8iFuD7tWqxUKhUK07fLXdrtdtH3v3r3Iy8vD8uXLb+iYNpuNyyD6AavVKvqTfI8gCDhV1Yit\nhWZ8eaYK9U0OAFd+todq/DFNF4mpwzQI/i4fF9bu7HJ/LeWluHBkP/wSknu5crpR/PnuX3i++xeb\nzebS/bk97CqVynah9vLXarW6bZvNZsPSpUuxZMmSduG4pyoqKlBRUXFD+yDvUVJS4u4SyMVqmpw4\nYLRjv7EZRotTNBaskGBMtB/GaRUYGCQDUIfK7+tQf/I4Qrqx79ITx2DDjf0dQ32HP9/9C883XQ+3\nh93o6GjU1dXB6XRCKm1t8WM2m6FSqRAcHNw27/jx4ygtLcVTTz0FQbjynyd/8YtfYNasWVi6dGm3\njxkTE4PQ0FCXfQ/kmaxWK0pKShAfHy/6hxN5J4vdgd1na/DFqSocKbuIq7qFQSGTYPxNIRgZZMf0\n1KEIDPBv9/pmwYYL/7n2ceJGJsMvIcF1hVOv4M93/8Lz3b/U1dW59Kak28NuQkIC5HI5jh49ilGj\nRgEADh06hKSkJNG85ORkfPHFF6Jtd9xxB15++WWkp6f36JhKpRL+/u1/GZJvUqvVPN9eyuEUcLi0\nFrkGI3acroK1WdwuLHVgKLL0Wtw+IgpShx0FBQUIDPDv8HwLaemwxAxES0VZp8eTD4hD8KhxXLPr\nRfjz3b/wfPcPrl6u4vawq1KpMHPmTCxZsgQrVqyAyWTC2pkkS90AAB8RSURBVLVrsXLlSgCtd3mD\ngoKgVCoRFxfX7vVRUVEIDw/v67KJqBedNTe2tgvLN6LyonjtVlyoGpl6LWYkahEbeuUOj8Vi/+Fu\nRCQSCULmLGjtuuB0tp8glSJk9nwGXSIiH+P2sAsAixcvxrJly/DYY48hKCgICxYswNSpUwEAEyZM\nwMqVKzFr1qx2r+MvJSLfUWux44tCE3IMRhQYL4rGgpRyTNNFI1OvxcgBwdf9s+8/fjKweBXq176O\nlvLStu3yAXEImT2fbceIiHyQR4RdlUqF7OxsZGdntxsrLCzs9HUFBQW9WRYR9TJ7ixN7is3IyTfi\nm7PVcFz13F6ZVILbBmuQlajFbUM0UMplLjmm//jJUKdnwGbIg7PGDFl4JBT6FP7jmYjIR3lE2CWi\n/kMQBJwov4BcgxHbTplwoUnc8zYhOgiZei3uTIhGmH/vdEWQSCRQJY3qlX0TEZFnYdgloj5RXm9F\nrsGIXIMRpXXiDx9EBSoxPbF1mcKQiEA3VUhERL6IYZeIek2DrQU7Tldi80kj8srqRGMqPymmDItC\npl6LWweFQSblMgIiInI9hl0icqkWpxMHvmttF7brTBVsLVc6H0gA3DooDFl6LSYPj4S/gn8FERFR\n7+JvGiJyiTOVDcgxVGBLgQnVjeI2YPHh/m3twrTBKjdVSERE/RHDLhFdN3ODDV8UmrD5pBFnqhpE\nYyFqP9x5qV1YojaI3Q6IiMgtGHaJqEeamh3YXWxGrsGI/edq4Ljq8d1yqQQ/GhKBLL0W4wdr4CeT\nurFSIiIihl0i6gZBEHD0fD1yDBXYXliJRrv4sb1JMcHI1Gtxhy4aoWo/N1VJRETUHsMuEXWqrNaC\n3HwjcgxGlNc3ica0wUpkJmoxQ69FfHiAmyokIiLqGsMuEYlcbGrGtlOVyDUYcex8vWjM30+G20dE\nIUuvRWpcKKRch0tERB6OYZeI0OJwYl9JDXINRuwuMsPuuNIuTCoBxtwUjky9FpOHRULl55rH9hIR\nEfUFhl2ifkoQBJyubMBmQwW2FphQa2kWjQ+OCMBdei3uTNAiKkjppiqJiIhuDMMuUT9T1WDDlkvr\ncIvNjaKxMH8/TE/QIkuvxfCoQLYLIyIir8ewS9QPWO0O7CqqQq7BiAPf1cB5pVsYFDIpJg5tbRc2\nLj4ccrYLIyIiH8KwS+SjnIKAvNI65BiM+PJUJSzN4nZhybEhyNRrMXVEFIJVbBdGRES+iWGXyMeU\n1DTic4MRuflGGC/YRGMDQlTIuvTY3rgwfzdVSERE1HcYdol6gSAIsBny4KyuglQTCaU+tVfXv9ZZ\nm7Gt0IRcgxEnKy6IxgIUMkzVReEufQySY0O4DpeIiPoVhl0iF7Ps3Yn691ejpaKsbZs8ZiBC5iyA\n//jJLjtOs8OJvWersdlgxJ5iM1quWogrk0gw7ubWdmETh0SwXRgREfVbDLtELmTZuxPV2QsBp1O0\nvaWirHX74lU3FHgFQUC+8SJyDUZsLTSh3ipuFzY8KhBZei2m6aIREch2YURERAy7RC4iCALq31/d\nLui2cTpRv/Z1qNMzeryUwHihCZ/nG5FrMKKkxiIa0wQoMCNRi8xELYZFBV5v+URERD6JYZfIRWyG\nPNHShY60lJfCbjgKZVLqNfdnsbdg5+kqbDYYcfj7WlzVLQxKuRQZwyKRqddizE1hkEvZLoyIiKgj\nDLtELuKsrurWPEdN5/McTgGHvq9FrsGIHWcq0dQsvks8Ki4UWXotpgyPQqCSP75ERETXwt+WRC4i\n1UR2a54svP28s+ZG5BgqsCXfhMoGcbuwQWFqZF5qFzYgRO2SWomIiPoLhl0iF1HqUyGPGdjlUgb5\ngDgo9CkAgFqLHV8UmpBz0ogC00XRvCClHNN00Zih1+KWAcFsF0ZERHSdGHaJXEQikSBkzoIOuzEA\nAKRSqB97CjtPVyEn34hvzlbDcXW7MKkEtw3WICtRiwlDIqCQcx0uERHRjWLYJXIh//GTgcWrUL/2\ndbSUlwIABADFg0djz5j7sStPjgtNJ0WvSdAGtbULC/NXuKFqIiIi38WwS+Ri/uMnQ/3/t3fvQVHd\n5xvAn10WdhcBgeVyiNEQbywsys20sTU28S6kASbVqTrG8RLtZMS0aVJtnAmYsV46dhpbx8Y2GVtx\nphc1jlbwOtT409QoEaMuN/GOssDKRZG9wO75/UFFj5iEhWXPsjyfGSfu+X6XfU9eFh/Xs++OfxnX\nzxbj0JUmHGnwR3WrEzABQDsAICpIjRkJ0Ug3CBgRwXFhREREfYVhl8iNWmztKKqsQ4HRhHO37gPw\nA9BxSYPGX4lJo6KQbhAwblgY/JS8DpeIiKivMewS9VK704kzNzrGhR2/XA9b+6PrdRUAxg0LQ4ZB\nwCujIxEYwKccERGRJ/FPXqIeqqpvwYFLNThUVou7D+yStdjwwM5xYUKIRqYKiYiIiGGXyAXmFlvH\nuDCjCZV1LZK1wVp/TNd3XIebIARzXBgREZEXYNgl+g7WNgdOXDGj0GjC6WsNcIiPxoWplApMGBGB\nVw0CfjBcB38/jgsjIiLyJgy7RE8hiiLO325GgbEGx8rr8MDukKwnxoQg3SBgqj4aoVp/maokIiKi\n7+IVYddutyMvLw9Hjx6FRqPBokWLsHDhwqfuPX78OD766CPcuHEDw4YNw9tvv41JkyZ5uGLyVdWN\nrSgsNaHAaMKdZqtkTQhRIz1BwEyDgNjwQTJVSERERK7wirC7ceNGlJaWIj8/H9XV1Vi5ciWGDBmC\nadOmSfZVVFQgJycHq1atwsSJE3HixAmsWLECe/bsQVxcnEzVU39339qGoxV1KDSa8PXtZslaoL8f\nJsdFIcMgIGVoKJS8DpeIiKhfkT3sWiwW7N69G59++in0ej30ej2WLFmCnTt3dgm7Bw4cwPjx4zFv\n3jwAwLx581BUVISDBw8y7JJL2h1O/Pd6AwqNJpyoMsPueDQuTKkAXhgWhozEGLw8MhLaAD8ZKyUi\nIqLekD3slpeXw+FwIDk5ufNYWloatm3b1mVvdnY22trauhxvaWnpcozoSaIoorKuBQVGEw6XmdDQ\nKv1eGh4xCK8aBEyPFxAVrJapSiIiInIn2cNufX09QkNDoVI9KkWn08Fms6GxsRFhYWGdx4cPHy65\n7+XLl3H69GnMnTvXY/VS/2N+YMfnl+pRYDThivmBZC0s0B8z4gVkGASMjgriuDAiIiIfI3vYtVgs\nCAgIkBx7eNtutz/tLgCAhoYG5OTkIC0tDZMnT+7TGqn/sbY5cLTSjM/OP0D5f87B+WhaGAL8lJg4\nMgLpBgHjY8Oh4rgwIiIinyV72FWr1V1C7cPbWq32qfcxm81YuHAhFAoFNm/e7PJj2mw2tLa2ul4s\neTWnKOLrO/dwuNyM41fuwtLmlKyPiQnGtLgIvDJCh2BNx7e+3WbFN/+VivoTi8Ui+S/5NvZ7YGG/\nBxabzebWryd72I2OjkZTUxOcTieUyo5X2MxmMzQaDUJCQrrsr62txRtvvAE/Pz/k5+dLLnPorpqa\nGtTU1PS6dvIOpgcOfGlqw5cmOxpsomQtQqPA94UAfF/wR1SgEkADqq81yFMoecT169flLoE8iP0e\nWNhv6gnZw258fDxUKhXOnz+P1NRUAEBxcTESExO77LVYLFiyZAn8/f2xY8cOhIeH9+gxY2JiEBoa\n2qu6SV73rO0oqjLjcLkZpbXSNygOCvDDyyN1eCU2GIMs9Xj++ee/8V8JyHdYLBZcv34dsbGx7PcA\nwH4PLOz3wNLU1OTWFyVlD7sajQaZmZnIzc3FunXrUFtbi+3bt2PDhg0AOl7lDQ4Ohlqtxscff4zq\n6mrs2LEDTqcTZrO582sEBQV1+zHVajUCAwP75Hyo77Q5nPji6l0UGE34vytmtD92Ia6fQoEXnw9H\nukHAxBER0Pj7obW1FWVlZmi1WvZ7AGG/Bxb2e2BhvwcGd1+uInvYBYBf//rXWLNmDRYsWIDg4GC8\n/fbbmDJlCgBgwoQJ2LBhA7KysnDkyBFYrVbMnj1bcv+srCysX79ejtKpj4miiLLa+yi4ZMLh8lo0\nW6TjwkZHBSHDIGCaPhoRQRwXRkRERFJeEXY1Gg3Wr1//1MBaXl7e+fuDBw96siySkemeFYfKTCg0\nmnDtrvTNhLpBAZgRH40MQwxGRXX/FX0iIiIaeLwi7BIBQKu9Hf+p7JiHW3yzEY+/1UytUuLlUZFI\nNwj43nNhUCk5LoyIiIi+G8MuycrhFPHVrUYUXDKh6HIdrE+MC0sdGooMg4BJo6MQpOa3KxEREbmG\n6YFkcdX8AIWlJhwsNaHuvnSe3tBQLdINAtINAp4ZzHfdEhERUc8x7JLHNLbacaS8FgVGE8pM9yVr\nwWoVpuqjkGGIwZhnQvixvUREROQWDLvUp+ztTpy8YkZBqQmnrt6F4/FxYUoFfjhch4wEARNGRCBA\nxetwiYiIyL0YdsntRFHEpZp7KDCacLS8Fves7ZL1+OhgpBsETI+PRlhggExVEhER0UDAsEtuc6fZ\ngoOlHePCbjZKB0JHBakxIyEa6QYBIyI4LoyIiIg8g2GXeqXF1o6iyjoUGE04d6tJsqbxV2LSqCik\nGwSMGxYGPyWvwyUiIiLPYtgllzmcIs7caECB0YTjl+tha380LkwBIG1YGF41CHhldCQCA/gtRkRE\nRPJhEqFuq6pvQYHRhEOlJpgf2CVrz4UHIsMgYGaCACFEI1OFRERERFIMu/St7j6w43CZCQVGEyrr\nWiRrg7X+mK7vuA43QQjmuDAiIiLyOgy71IWt3YETVWYUGk3477UGOMRH48JUSgUmjIhAhkHAD4fr\n4O/HcWFERETkvRh2CUDHuLCvbzejwGjCsYo6tNik48ISY0KQbhAwVR+NUK2/TFUSERERuYZhd4Cr\nbmxF4f/Ghd1utkrWhBA10hMEzDQIiA0fJFOFRERERD3HsDsA3be24VhFx7iwr283S9YC/f0wKS4S\nGYYYpA4NhZLX4RIREVE/xrA7QLQ7nDh9vWNc2IkqM+wO6biw78eGI90g4OWRkdAG+MlXKBEREZEb\nMez6MFEUUVnXMS7scJkJDa1tkvXndYPwqkHAjAQBUcFqmaokIiIi6jsMuz6ovsWGQ6W1KDDW4Ir5\ngWQtLNAf0+OjkWGIQVxUEMeFERERkU9j2PUR1jYHjl+uR4HRhDM3GuB8NC0M/n4K/GhkJNINAsbH\nhkPFcWFEREQ0QDDs9mNOUUTJrSYUGE0oqqzDA7tDsj72mcHIMAiYoo9CiIbjwoiIiGjgYdjth240\ndIwLO2g0oeaedFzYM4M1SE8QkG4QMDQsUKYKiYiIiLwDw24/0Wxpw9HyWhQaTbhYc0+yNijAD1P0\nUcgwxCBpyGCOCyMiIiL6H4ZdL9bmcOKLq3dRYDTh5FUz2hyPLsRVKoAXY3XIMAiYODICGn+OCyMi\nIiJ6EsOulxFFEWW191FwyYTD5bVotkjHhY2KDEKGQcD0+GhEBHFcGBEREdG3Ydj1EqZ7Vhwq6/jY\n3mt3WyVrukEBmBEfjXSDgNFRwTJVSERERNT/MOzKqNXejv9UdowLK77ZiMemhUGtUuJHIyOQkRiD\n7z0XBpWS48KIiIiIXMWw62EOp4ivbjWi4JIJRZfrYG1zStZTng1FhkHA5LgoBKnZHiIiIqLeYJry\nkKvmBx3jwkpNqLtvk6wNDdUi3SBgZoKAIaFamSokIiIi8j0Mu32osdWOI+W1KDCaUGa6L1kLVqsw\n9X/jwsY8E8KP7SUiIiLqAwy7bmZvd+LkFTMKSk04dfUuHI99bq+fUoEfPN8xLmzCCB3UKo4LIyIi\nIupLDLtuIIoiLt65h0KjCUcranHP2i5Zj48ORrpBwDR9NMIHBchUJREREdHAw7DbC3eaLSg0dowL\nu9VkkaxFBakxI6FjXNiIiCCZKiQiIiIa2Bh2XdRia0dRZR0OXDKhpLpJsqbxV2LSqCikGwSMGxYG\nPyWvwyUiIiKSE8NuN7Q7nThzoxGFRhOOX66Hrf3RuDAFgHHDwpBhEPDK6EgEBvB/KREREZG38Ipk\nZrfbkZeXh6NHj0Kj0WDRokVYuHDhU/eWlpYiLy8PlZWVGDVqFPLy8mAwGPqkrqr6Fhy4VINDZbW4\n+8AuWYsND0RGooAZ8QKEEE2fPD4RERER9Y5XhN2NGzeitLQU+fn5qK6uxsqVKzFkyBBMmzZNss9i\nsWDp0qXIzMzEhg0b8Pe//x3Lli3DsWPHoNG4J3DefWDH4TITCowmVNa1SNYGa/0xXd9xHW6CEMxx\nYUREREReTvawa7FYsHv3bnz66afQ6/XQ6/VYsmQJdu7c2SXsFhQUQKvV4r333gMArF69GidOnMCh\nQ4eQlZXV4xqsbQ6cuGJGodGE09ca4BAfjQtTKRV4aUQEMgwCfjBcB38/fmwvERERUX8he9gtLy+H\nw+FAcnJy57G0tDRs27aty94LFy4gLS1Nciw1NRUlJSUuh11RFPH17WYUGE04VlGHFpt0XFhiTAjS\nDQKm6qMRqvV36WsTERERkXeQPezW19cjNDQUKtWjUnQ6HWw2GxobGxEWFtZ5vK6uDqNHj5bcX6fT\noaqqyqXH3G+sxb7yCtxutkqOCyFqpCcImGkQEBs+qAdnQ0RERETeRPawa7FYEBAg/aCFh7ftdumb\nwqxW61P3PrnvmzidHVMUzl4zQ+lwYmiQEhqVEmlDB2N8bChGRwZBAQCiFXfvWr/1a5H3s9lsAICm\npiZYLJbv2E39Hfs9sLDfAwv7PbC0tHS8Z+phbust2cOuWq3uElYf3tZqtd3a2903pz18sixOfPJV\n23bggRk3HphdqJz6i5qaGrlLIA9ivwcW9ntgYb8HFpvNhqCg3n8wl+xhNzo6Gk1NTXA6nVAqO978\nZTabodFoEBIS0mVvfX295JjZbEZkZGS3Hmvw4MGIjY2FWq3ufCwiIiIi8h5OpxM2mw2DBw92y9eT\nPezGx8dDpVLh/PnzSE1NBQAUFxcjMTGxy96kpCT85S9/kRwrKSnBz372s249lkqlgk6n633RRERE\nRNRn3PGK7kOyv7yp0WiQmZmJ3NxcXLx4EceOHcP27duxYMECAB2v3D68/GD69Om4f/8+1q1bhytX\nrmDt2rVobW3FzJkz5TwFIiIiIvJSClF8bKisTKxWK9asWYPDhw8jODgYS5Yswfz58wEAer0eGzZs\n6BwtdvHiReTm5uLq1auIi4vDmjVroNfr5SyfiIiIiLyUV4RdIiIiIqK+IPtlDEREREREfYVhl4iI\niIh8FsMuEREREfkshl0iIiIi8lkMu0RERETks3wu7Nrtdrz//vt44YUX8NJLL2H79u3fuLe0tBSz\nZ89GcnIyZs2aBaPR6MFKyR1c6ffx48eRlZWFlJQUZGZmoqioyIOVkju40u+HqqurkZKSgrNnz3qg\nQnInV/pdUVGBuXPnIikpCa+99hq+/PJLD1ZK7uBKv48ePYqMjAykpKRg3rx5KC0t9WCl5E52ux0/\n/vGPv/VndG/zms+F3Y0bN6K0tBT5+fnIzc3Fli1bcOTIkS77LBYLli5dihdeeAGfffYZkpOTsWzZ\nMlitVhmqpp7qbr8rKiqQk5ODWbNmYf/+/Zg9ezZWrFiBiooKGaqmnupuvx+Xl5fH53U/1d1+t7S0\nYPHixRg1ahQOHDiAqVOnYvny5WhoaJChauqp7va7qqoK7777LpYtW4b9+/dDr9dj6dKlnR9ARf2H\n3W7HO++8g6qqqm/c45a8JvqQ1tZWcezYseLZs2c7j23dulWcP39+l727du0Sp0yZIjk2bdo0ce/e\nvX1eJ7mHK/3etGmT+Oabb0qOLVq0SPz973/f53WSe7jS74f27dsnzpkzR9Tr9eKZM2c8USa5iSv9\n/tvf/iZOmzZNcuwnP/mJ+Pnnn/d5neQervR7+/bt4uuvv955u6WlRYyLixMvXbrkkVrJPaqqqsTM\nzEwxMzPzW39GuyOv+dQru+Xl5XA4HEhOTu48lpaWhgsXLnTZe+HCBaSlpUmOpaamoqSkpM/rJPdw\npd/Z2dn45S9/2eV4S0tLn9ZI7uNKvwGgsbERv/vd7/Dhhx9C5Gfn9Duu9Pvs2bOYNGmS5NiuXbsw\nceLEPq+T3MOVfoeGhqKqqgrnzp2DKIrYs2cPgoODMWzYME+WTL105swZjB8/Hv/85z+/9We0O/Ka\nqsdVeqH6+nqEhoZCpXp0WjqdDjabDY2NjQgLC+s8XldXh9GjR0vur9PpvvWldPIurvR7+PDhkvte\nvnwZp0+fxty5cz1WL/WOK/0GgA0bNiA7OxsjR470dKnkBq70+9atWxgzZgw++OADFBUV4dlnn8Wv\nfvUrpKamylE69YAr/U5PT0dRURHmzp0LPz8/KJVK/PnPf0ZwcLAcpVMPzZkzp1v73JHXfOqVXYvF\ngoCAAMmxh7ftdrvkuNVqfereJ/eR93Kl349raGhATk4O0tLSMHny5D6tkdzHlX5/8cUXKCkpwVtv\nveWx+si9XOl3a2srPvnkE0RFReGTTz7BuHHjsHjxYtTW1nqsXuodV/rd1NQEs9mM3Nxc7Nq1C1lZ\nWVi1ahWv0fZR7shrPhV21Wp1l5N/eFur1XZrr0aj6dsiyW1c6fdDZrMZCxYsgEKhwObNm/u8RnKf\n7vbbZrMhLy8Pubm5XX5AUv/hyvPbz88P8fHxWL58OfR6Pd59913ExsZi3759HquXeseVfm/atAlx\ncXGYM2cOEhIS8OGHH0Kr1eKzzz7zWL3kOe7Iaz4VdqOjo9HU1ASn09l5zGw2Q6PRICQkpMve+vp6\nyTGz2YzIyEiP1Eq950q/AaC2thbz5s2Dw+FAfn5+l3/2Ju/W3X5fuHABt27dQk5ODlJSUpCSkgIA\nePPNN5GXl+fpsqmHXHl+R0ZGdrlUKTY2FjU1NR6plXrPlX4bjUbo9frO2wqFAnq9Hnfu3PFYveQ5\n7shrPhV24+PjoVKpcP78+c5jxcXFSExM7LI3KSmpy8XNJSUlkovjybu50m+LxYIlS5bA398fO3fu\nREREhCdLJTfobr+TkpJw5MgR7Nu3D/v378f+/fsBAL/5zW+wYsUKj9ZMPefK8zs5ORnl5eWSY1ev\nXsWQIUP6vE5yD1f6HRUV1eV6zWvXruHZZ5/t8zrJ89yR13wq7Go0GmRmZiI3NxcXL17EsWPHsH37\ndixYsABAx98EHs7hmz59Ou7fv49169bhypUrWLt2LVpbWzFz5kw5T4Fc4Eq/P/74Y1RXV2P9+vVw\nOp0wm80wm82cxtCPdLffAQEBGDp0qOQX0PEHZHh4uJynQC5w5fn905/+FBUVFdiyZQtu3ryJzZs3\no7q6Gq+99pqcp0AucKXfs2bNwq5du7Bv3z7cvHkTmzZtQk1NDbKysuQ8BXIjt+e1nk9I804Wi0Vc\ntWqVmJKSIk6cOFHcsWNH51pcXJxkLtuFCxfE7OxsMSkpSZw9e7ZYVlYmR8nUC93t94wZM0S9Xt/l\n16pVq+QqnXrAlef34zhnt39ypd/nzp0Ts7OzxbFjx4rZ2dniV199JUfJ1Auu9Hv37t3izJkzxdTU\nVHHevHn887ufe/JntLvzmkIUOYCSiIiIiHyTT13GQERERET0OIZdIiIiIvJZDLtERERE5LMYdomI\niIjIZzHsEhEREZHPYtglIiIiIp/FsEtEREREPothl4iIiIh8FsMuEREREfkshl0ion5g7969iI+P\n7/b+P/7xj5g0aVIfVkRE1D8w7BIR9QMZGRk4efJkt/crFAooFIo+rIiIqH9g2CUi6gcCAgKg0+nk\nLoOIqN9h2CUi8hJbtmyBXq9HfHx8l//u3bsXer2+c69er8eePXuwcOFCJCUlYcKECdi6dWuXr7l1\n61a8+OKLSEtLw3vvvYfm5mZPnhIRkewYdomIvMTixYtx6tQpnDx5EqdOnUJ+fj60Wi1ycnIAoMtl\nCb/97W/x+uuvo7CwEPPnz8cf/vAHFBcXd67fvn0bp0+fxl//+lds27YNFy9exPvvv+/RcyIikhvD\nLhGRl9BqtdDpdNDpdFAqlVi9ejUmT56Mt95666n7s7Oz8eqrr2LIkCFYtmwZQkJCcO7cuc51jUaD\njz76CHq9HuPGjcMHH3yAoqIi3Lp1y1OnREQkO4ZdIiIvY7fbsXz5coSFhWHdunXfuG/48OGS20FB\nQWhra+u8/dxzzyE8PLzz9tixYyGKIiorK91fNBGRl1LJXQAREUmtXr0aNTU12L17NwICAr5x39PW\nRFHs/L2fn59kzel0fuP9iIh8FcMuEZEX2bJlC4qKivCPf/xD8qpsT1y7dg2tra0IDAwEABQXF0Op\nVGLkyJHuKJWIqF9g2CUi8hL//ve/8ac//QmbNm2CTqeD2WzuXHv88oTustls+PnPf45f/OIXaGho\nwNq1a5GVlYWYmBh3lk1E5NUYdomIvMS//vUvOJ1OvPPOO53HRFGEQqHA+vXrJXuf9oERT36QxJgx\nYxAfH4833ngDSqUSGRkZWLlyZd+dABGRF1KIj1/gRURERETkQziNgYiIiIh8FsMuEREREfkshl0i\nIiIi8lkMu0RERETksxh2iYiIiMhnMewSERERkc9i2CUiIiIin8WwS0REREQ+i2GXiIiIiHwWwy4R\nERER+SyGXSIiIiLyWf8PBqzD/3YQ0ogAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd1d0c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_= dia.plot_probs(freq, probsm_nb, label='zinb')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparison\n",
"\n",
"The following shows the difference between the predicted and observed frequences for the two models on the same graph. ZINB fit small counts up to two much better than the non-inflated model."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0xd5adfd0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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3YcMGXC4X9913Hzk5OTz00EOkpKTw9ttvx417/PHH47bF+0N3JQfQcmPYFzUe/IFQv8xL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\nUY1ACwAAgKhGoAUAAEBU+/9uN6bd0HkCaQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd54e908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.plot(probsm_zinb - freq, '-o', label='zinb')\n",
"ax.plot(probsm_nb - freq, '-o', label='nb')\n",
"ax.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Testing predictive fit for both models does not reject the zero-inflated model but strongly rejects the non-inflated NegativeBinomial"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(3.3930971726851555, 0.49431815412279867, 4)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dia.test_chisquare_prob(res_zinb, probs_zinb[:, :5])[:-1]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(21.187116279220486, 0.00029073204325913031, 4)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dia.test_chisquare_prob(res_nb, probs_nb[:, :5])[:-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Poisson\n",
"\n",
"Finally we compare the results when we estimate a Poisson model. Note, that Poisson in this case is miss-specified in two direction, excess zeros and over dispersion.\n",
"\n",
"As we can see there is a large difference in the predicted and observed frequences, because the shape of the probabilities are determined only be the mean."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 3.446006\n",
" Iterations: 6\n",
" Function evaluations: 8\n",
" Gradient evaluations: 8\n"
]
}
],
"source": [
"model_poi = Poisson(endog, exog)\n",
"res_poi = model_poi.fit(method='bfgs', maxiter=5000, maxfun=5000)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"probs_poi = res_poi.predict_prob() #.predict(which='prob')\n",
"probsm_poi = probs_poi.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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ViqGmqtvJrtFI4ENTL/mHUURERGovR/ZZTjx0B87sMxVqb7rEdXvqSVJmPnTJfgz+9Qhf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\nU4Lfb3MXp5Z6shsdHY2TkxMazT9P5erqik6nIy4uLle97Z07d3jiidx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8M3369CEgIID2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auhCU9/uYtKb3nN80qvwbKSBKadnonXb1BU6eZgpZv8CjcHK9zkV7jIr3CTf+hYYaW7wcLPADYV\ntW5tyWpmEyTZrFjMJmLMJqwW86HHw8+tZhNev5+NeRV1RltNwE/6dSDZbsVsMmEygdlkwnzo0WQC\nyxHHy6o8/GfTwTrTAcwmuHxoBh3iYwJTyEwmTIEHjux906HjxU43r323r97R6utO7k56QmxNfkee\ne2TehZVu5q/cU2+MX5zSoybG0Y7+biiodDPv2/rj3NRInKMVVLqZ900u/qOuYDb8XN/dT9esgUHH\neXnF7lbFCUUMgP1btvGPvWb8ptq/5JkNP1fv+i8ZPz2LmH5Nx2ptHMMw2PPmAl7vNLr+GDs/Ij3W\nhO3M8zGqnOB04K9yQpUTw+nEqKrEqKrCX1lOkdfMG33PaTBOB3c5wSiKTYqaONGUS6jitDqGJTBt\nocgS33ScxCTMtvoH8UoclfzFMLjoxyUsHnxJi+MA+F1VFLlpVT7BxjB36oo5OTXQD4f+mMwWsFjB\nYsaorODgD7vqjRMKx1SxO3ToUF588cVax9asWcMvf/nLZsWx2WwhGRaXhsXFxamPD3nzu9yapYA+\n/L6o2cvm7Cqs5L1NB+scX7RhP0t/KKTU6alTGDVXos1KdkYyCbEW4mOtxMdaSLBZSYgJPMbHWoiP\ntZAYa6XY6eb+9zfjO6rCtJhNvHnDKUHPt3380+95a03tuYFXjOgR9LzfarExdeNcPrz5cap85jpx\nLhvWnd+cEVwhBlDuod4Yt5zevFwKd+/h3aM+fDqvaC3/ZzURP3JCUDEcy5eyd+/XfNh9TK3j5+xd\nzqT/LSZ9xmPEj2k6lmP5Uva0Mk4oYhiGwf7nprE/YSQf9hhbJ86lu5di+eh7Ov/5JfB6MLweDI8H\nPB4MjxvDc+iY20Xx/3uS/R3HNRjH9PYq4s88H7zV51fHc4PHg6+kCM/ObRSeQP0xcj8PPPkhuBuO\nimwpjccJUrPiWGMwxVT/iQVrDIbHjf9AQZNxbMNOJaZ3X0yHYhATc+jrWLwH86j49+tNxkj5xe3E\n9O7X4Hvx5OygdP5foiJOsDE6/PZhbIOH1vRndf9ijcFkMlG1cTX5029uMk7nu17Elj283lz27t3L\nX5d8yLn7VuBJyWhxHCAk+YQiBhz69z31Yor2fl0nTihEfbFbUFBAUlISNpuNn/3sZzz11FM8+uij\nXHnllbzxxhs4HA7OPffcSKcpUq+W3BBmGAb7y6rYmFfGxrwy3t+Qh6+BarbYUXcFBLMJOibY6Jx0\n+E+XpMBv5c9+saPOCK/FbGL+NSODLlIB1uSW1lvUNSfGzWP78N8t+2vm7gZ7J3O44lwbs4cPfc6a\nO4ETPZVMfusPOOJ/GVRRGKoYjuVLueidh/hk1N1UxCTUxLl807sUbngTgiwMS+fN5ar8Qv7XeWit\nOFfmfAJ+PyUvPImlc1fwejG8HvC4MTzeQ4WhG7xe/G4XZQv+xlUOV4Nxiuc+gnvntloj3UfnUvH+\nW1xV5WkwRtGcB3Es+wx8vkAehwrVQB6Br/0V5fjy93OVtZD/dRlWNw7g27+XvOuC+3lwVcXHDcYx\nKsupfO/NpmPkNBzjaKa4BMzJqVhSUjAnpWJOTsFwu3Eu+6zJOGm3309sv0EN5uHesZXiv/yxyTgd\nH34G+0mjwGqt9++runBpKk7K1VMaLFwMw6Dqmy8bjWHt1pOkS65t8HsGwD5yDJUfvRsVcYKNET/h\n3EZzsQ0ZjjWjR5NxYocMazBG9+7d2bx5C/unXtyqOKHKJxQxIPBJWcovpnHV4w/yvy7DIKT7p0Vh\nsXv0N8q4ceOYPXs2F110EYmJifz9739n5syZvPXWWwwcOJAXX3xRG0pI1Apm1YLyKg+b95ez6VBx\nuymvjKIg11zMSLZz1cgedE6y0zkxUNh2TIxtcIOHvNKqVhepEJoCMyUuhilj+vDkku0ATB3bp9mr\nQoQqjmP5UjxP3MsVGaN5uf9kAK7M+YS4vT9QOGt6UAVmsDEMw8BwVWE4KvE7HRhOB35HBYbTgc9R\nSemLT5LkruTKnE9rxUnyOgEoeuIByrNOwnSoSK0etaTmay/+KgdUOUmCBuP48vdzcNq1dd9IPRqL\n468oo/yNl1oVw3BU4vw8uPXSk7zOBuM0R1NxTClpWBKTAqN0MbGYrFZMMbGYrDH4nZW4t6xvMkba\nnTOJG34a5uSUQJyjVI9mJeXtaTCOtVtPEs6e3GgRFdNvIOULX2kyjn3E6KCKsabiNFa4VBct3lnT\n649hNpNy4+2N5hFtcaIpl2iLE6pcAOLHTCDzHrj63c/5KC24wYFgRV2xu2XLllrPt27dWuv5iSee\nWO9uICLRpsFlsdbsJdFmZX9ZFZvyymp29KlPos1K3/R4NuSV1ZmXajGbeOayoREZTQ1VoXrZ8O68\ns3YvJhNcOqx7s8+vdumwbiz85gfw+TjfehDD6BHUf64Afr+fkhefAr+fc/Z9zUfdTsMEnLNvRXUD\nip78A5VLTm109NK15ptGYxTOupdCmw1cVRDEZh71xgEMVxXutd8G9d4ai9NcjcUx2eICH9fWw/B4\nMFzOJmNYunTH0iG95uNwqovLQx8F+8pKqfrmyybjJF9zM7F9BgQ+Wj9UnB75tXvn9xT9+b4m43S6\n78+Njl7un3ox3rw9DcawdutJwpkXBFUoFM6aXn+cZhYt0RInfswEmPEYF8z/Cx9VHqiJYe3Wk5Qb\nbw/6U45oihNNuURbnFDlUh3rxlNPZ+2rXwV9TjCibumxcKpeeiwzM5P09JZvkyoNq+7jUC0Xciy7\nfeFavt5VFHR7q9lE/86JZGckM6RrMkO6JdMrLR6zyVTv/NYrWzC/FQJziKuL1LvP7N/irTe9fj9X\nz/8Wkwlev+GUFm0XbBgGX3z+Lf6yUsb064htyPCgi9RqjuVLKZ03l29dgaJ/RNE2rBk9SPnFtDr/\nyfqrnHh+/AFPzg48u7bjydmOe8dWDOfhXzhWdxhYE6elQhGjsTgxfQdg7dIdYg6PNgbmTga+9hUX\n4Ph0cZNxUn55D7b+QzAdinN4nmEgjuv7TRQ8cGuTcTo/1vScvtbEgNoFZkNxrN160vWFRY1+D4Uq\njmP50sCIvd9fN4bZHPSc6OpYpfOf4duq+Jo4LSkUoi1Ozb/v8jLG9u1I7JBhzf73HW1xDMPg04+/\nIj9nF+ef3J/kEacd8+8pVHFClQvA55tySKoqDFktoWJXQup4LHaX7SwEYGzf4L9nPD4/N7y2iu8P\nVjTYpkdqHEMykhmSkUx2RjIDOidis1rqbVvq9HDpS1/XjMgm26wsmjq6RaOpoShSq7Wkb6pVF6nV\nRQfQYJHaWIzqgqMOk5nES6/FbLPjydmOZ9cOvHm59e/kEARrz0wsKR3qfc1XUoR3T06TMeLGnokt\n68TA/M24+MBjfAKmuHjM8Qm4c3ZQ+Me7m4zT3MKw3vfTgsKwJXFClQs08ffdjAIzlHFK5z+Dd19u\nrffS3KIQDn06sGkN/qICLB06tapoKfvua3I3rqfniUNbVYyFIp/j0fH4cy7aFBYWkpOT0z7X2RVp\na16/n6eXbsdkglMz05osDLcdKOf9jXl8tOVAg9vnmk3w4tUjOKl78MvfHT1t4IZTerSo0AWwms3c\nMaF/zdctZRgGIx0/4i/Mp8rRqVmjsg0VG968PfXOkTX8fowq56H5rZX4nZX4HZUUPze74SkBhp+K\nhf9oMAdzh47EZvbHlJiE88uPm8y5w62/D3r0siFJF17VaJFq6doda0aPJgvDYG/2aKyga+7H2i2N\nE6pc4PDHpa0tMEMZJ270GSEpCk0mE/bsEc0+r744MYOH4TLZiMnKanGBGqp8RKKBil2RRixcs7dm\nTu07a/fW+5F/scPNh5sPsHhjHtvza4/kxsWYcXpq/4C/fHiPZhW61S4b3p231+TidrmZnN2l2ecf\nqSUjsUdqzajskXNkG2hA4Z9/T0mnLjUF7pHTDJrNYiUm8wRi+/YnJrM/MX36E5N5ApaUNODQyOP2\nza0qMKtv7ImWIhWiqzAMVS7VsUJRYIYqjopCkeinYlekAY0tG+b1+Vm2q5DFG/L4387CWkuDxVrM\nnNG/I5OyMxjQOYkr5q1o9Q1hEBiF/c3Y3uTm5rZoY4pQCWZU1n7iSLwH9uE9sBfv/n34jvjau39v\nYP3Sxnjc+I4oilqjw10zSTij4eWojtfRy+pY0VIYVscIxUfsoRwFVaEqcvxTsSvSgPqWDXv8s+9J\nT4jlo837KTpqjdshGclMys7g7EGdSbIfnmIQilULqp3WO40Ux/4Wn99a1eu3Njoq++jvWjwv9ki2\nYacQ22/gEfNb4w/Pb41LwLNvN8VPP9xkHGvHrk22OV5HLyG6CsNQfcQuItIcKnZF6tHQsmH/3XKg\n1vP0hFjOG9yVC7Iz6Nux/iXAQrW8VqjU3HhSmI85Pbi5toZh4N2XS+XH7zX6Uf2hxrWfm81YOnbB\n2qUb1q7dMDDh+OS9JvNMuXpqo/NbYwcPpfxf81o9daBaKEYeo7FIFRFp71TsitRjztLtDe5aZgIm\nDOjEpOwMTuvTocmbvEJ1Q1goBDvX1vB4cP+wFdfmdbg3r8W1ZT3+kuCXUUs452Lix5+FtUs3LJ26\nYrIe/q/GMAzcG1dH1fzWI2O2duRRRaqISHRRsStSj/q24a12cu80Hpt8YrPitfaGsFBodK7to9Nx\nX34DYODevA7395sw3K4WXythwnkNjspG6/xWERE5PqnYFTnCvlInTy7ZztYD5fW+bjGb+F0LNnKI\ntCbn2hp+yt+aV/e4yRRYySBrKLbBQ4kdPJT83/8aXytHZaN1fquIiBx/VOyKAG6vn9dW7mbeihxc\n3kBBaI8xU3XUsmGXDeverO15Q8kwDDyb12LbuB6P4cIY2fg+99Xn+AoPUvnp4qbn2gLExGLLOilQ\n2GYNxZZ1EuaExFpNUkM4Kqv5rSIiEm4qdqXdW7GrkMc/+57dxU4ALCYTV43swZUje3DtP1aGZNmw\n1jpyrm0KUPY2OOqZa+srLca9fTPu7zcHHrdvxl9cGPR1Okx7gIQJDS/TBaEdlVWRKiIi4aZiV45b\nTW1lu7+sijlLt7Pk+/yaY8N7pPC7iQM5oVNgNDOUy4a1VONzbX+Hc8K5GC4X7u2b8R3Ma9W1rJ2a\nXqYLNHVARESOHSp25bjU2Da/Hp+fN1bl8tLXOTg9PgA6xMcw7YwTOHdw11oFW6SXDWt6rq2BY8n/\nq3vcGkNs3/7E9h9CbP/BxPTPouCRu/HtD80yXaBRWREROTao2JXjUkPb/K7aXcyfP93GrsLAa2ZT\nYPveW8b2qbURRLVILxtWtfKroObaWjJ6YD9xJLH9s4jtP4SYzBMwxdR+P6k3hXaZLhERkWOBil05\n7tS3ze+oXmnMW/FjrU0hTuyWzPSJAxnYJanReG29bJi/vAznii9wfPUJVatXBHVO6nW/Jv70sxtt\no2W6RESkPVKxK8ed+rb5veYfK/Ee2iQiNS6G237SjwuyMzC3wUhmMDuW+SvKAwXu/z6hau034PU2\nEK1+lg6dgmqnubYiItLeqNiV40pD2/xWF7qXDu3Or8b3bbMbzRrbscx+0sk4v/kCx/8+pWrNijoF\nrrVbT+xjz8S59EN8BQeODl2rnebaioiI1E/FrhxXGtvm96Ruydx79sA2y6XRVRT+dA+YzXVes3br\nSdy4icSPm0hM3wGYTCZsA4Zorq2IiEgLqdiV40v9dS4Aiba2WzasyVUUoOY1a0YP4safRfy4M4np\nO7BO4aq5tiIiIi2nYleOG26vH7O5/hFOi9nEnRNOaJM8DI+b8g8WBrWKQtrt95Nw9uQmR2ar59qW\nffc1uRvX0/PEoSSPOE0juiIiIk1QsSvHhbIqD/f8ewOrc0vqfb2l2/wGc3MZgPfAPqpWLcf53XJc\n61ZiVDmDim+Oiw+6YDWZTMQMHobLZCMmK0uFroiISBBU7Moxb1+pkzveWVezdu5pmR3YvL+MslZu\n89vozWUjR+PauIaq75ZT9d1yvHt+bFHuwa6iICIiIi2jYleOaVv2l3HnovUUVuOtvjkAACAASURB\nVLqBwAju3WcO4O01e1q1zW+TN5dZrfUuD2bt1Ze4kWOwjTiN4r/Owre/7soQNW2buYqCiIiINJ+K\nXTlmLdtZwIz3NtVs+Xv7T07g/0b1xGQytWqb36BuLjtU6JriErAPOwX7yNHYR47B2rnr4Tg33aFV\nFERERCJMxa4ckxat28tjn2zDb0CMxcSD5w3m7EFdal5v6Ta/hs9H+eK3grq5LOWWu0k699I62/JW\n0yoKIiIikadiV44pfsPgb//bySvfBObIJtutPHHxSQzvkVqnbbDb/Bo+H64t63D+7xMcy5bgLy4M\n6jxraocGC91q2rFMREQkslTsStRZtjNQbB5drLq9fh7+aAv/3RLYTaxbip25lw6td5WFplZROFzg\nfopj2WdBF7hHCvbmMu1YJiIiEjkqdiWqeP1+nl66HZMJTs1Mq5mCcPTSYlldk5hzyVDSE2LrxGhw\nFYUbb8OS0gHHV4cK3KKCWueZ7HHEnXo69rFnUjpvrm4uExEROQ6o2JWosnDNXnKKAkuIvbN2L1eO\n6EleqZNpRywtNr5fR/50wRDiYi11zm90FYVHp9dpb7LHEXfKeOLGTcR+8hjMNnvguMmkm8tERESO\nAyp2JWqUOj28tHxXzfMXl+2ib3oCD3ywuc7SYpZ6dkoLahUFgFgbcaedTvy4idhHjsVst9dpopvL\nREREjg8qdiVqvLBsF6VVh9euLa3yctvCdfj8BgC3/6Qf/zeqV4Mjqq5Na4JaRaHjA08RN+LUJtvp\n5jIREZFjn4pdiQq7Cit5Z13dObI+v4HVDA+dP6TW0mL18eYGt4uZUVEadF66uUxEROTYFvwCpGHk\ndru57777GDVqFOPHj2f+/PkNtv3kk084//zzGT58ONdccw2bN29uw0wlXOYs3V4zgnu0QV2SGy10\nDcOg8vOPKJk/N6hraYteERGR9iMqRnYfe+wxNm/ezIIFC9izZw/Tp0+ne/funH322bXa7dixg7vv\nvptHHnmE4cOH88orr3DzzTfz2WefYbPZIpS9hFuyveG1bL35+yn+62yqVn4VVCytoiAiItK+RHxk\n1+l0snDhQu6//34GDRrExIkTmTJlCq+99lqdtl999RX9+/fnwgsvpGfPntx1110UFBSwY8eOCGQu\noXTnhP7Uc88ZFrOJOyecUOe44fdTvvgt9v/qippC19KlO8k/nwoN7ZimVRRERETanYiP7G7duhWf\nz8ewYYdH20aOHMnzzz9fp21qaio7duxg9erVDB8+nHfeeYekpCR69erVlilLGHh8fswmE36j9lSG\ny4Z1r7NphCc3h6JnHsG9eV3ggNlM4uSrSfm/X2K2xxHTZ4BWURAREREgCord/Px8UlNTsVoPp5Ke\nno7L5aK4uJi0tLSa4+eddx5Llizh5z//ORaLBbPZzAsvvEBSUlIkUpcQOVju4s531uM9as5uit3K\n1DF9ap4bHg9l7/yDsjdeBq8HgJg+/Um7/X5sA4bUtNMqCiIiIlIt4sWu0+kkNrb2LljVz91ud63j\nJSUlFBQUMHPmTIYOHcobb7zBvffey7vvvkuHDh3aLGcJnUq3lzveWcfBChcA52R14aND2wHf0CeG\nZHvgW9S1bSPFz/wRT86hKSvWGFKunkLSZddjstb9NtYqCiIiIgJRUOzabLY6RW3187i4uFrHn3ji\nCQYOHMjVV18NwMMPP8y5557LokWLmDJlStDXdLlcOByOVmYu9XE6nbUeG+P1G9z3wTa251cAcF03\nL5MX/Z4Nva7EBIz7+xz2vdMFS88+eFavACOwWYR10Ekk/vIeLN1743S74ajvn+NZc/pXWkZ9HF7q\n3/BTH4eX+jf8XC5XSONFvNjt0qULJSUl+P1+zIduLCooKMBut5OcnFyr7aZNm7juuutqnptMJgYN\nGsS+ffuadc28vDzy8vJan7w0KCcnp9HXDcPgje+r+GZvoFAday/nwjf+iMkwuNGzGACL4cd/MA//\nwcDfld9mp/KsS3CePB7KHFC2JazvIZo11b/Seurj8FL/hp/6OLzUv8eOiBe7WVlZWK1W1q5dy4gR\ngY+dV61aRXZ2dp22nTt3rrPywq5duzjppJOadc2MjAxSU1NbnrQ0yOl0kpOTQ2ZmZp2R+SO9sXof\nX+7dDcCI7snc8elfMB+6OW1E0ba6J9jspD29gE4dG99Y4ngXbP9Ky6mPw0v9G37q4/BS/4ZfSUlJ\nSAclI17s2u12Jk+ezMyZM3n00Uc5cOAA8+fPZ/bs2UBglDcpKQmbzcbll1/OfffdR3Z2NsOHD+et\nt94iLy+Piy66qFnXtNlsxMfHh+PtyCFxcXEN9vGn2w7y968DhW6f9AT+mAVV/8ytt20NVxW2shJs\nvfo03q6daKx/JTTUx+Gl/g0/9XF4qX/DJ9RTRCJe7ALMmDGDhx56iOuvv56kpCSmTZvGxIkTARg3\nbhyzZ8/moosu4rzzzsPpdPL8889z4MABsrKyePXVV3Vz2jFk3d5SZn4Q2PWuQ3wsT196Eglrv6Qq\niHN9RfnhTU5ERESOO1FR7NrtdmbNmsWsWbPqvLZ169Zazy+99FIuvfTStkpNQmhPsYO7312P2+fH\nZjXz1CUn0dVuonjlsqDO1za/IiIi0lxRUezK8a/E6WHaO+spcXowAX+6YAh9925k//2P4du/t8nz\ntc2viIiItISKXQk7l9fHPe+uZ3dxYLm3O07NYMjCJyn46tOaNtY+/fHm/FCzvFgt2uZXREREWkjF\nroSV3zB45KOtrN1bCsAlqQ5Of+aXOJ2VAJhT00m7+S7iTj8b59efa5tfERERCSkVuxJSK34sJrfQ\nQ9ah589/tZP/HtoR7VTnbq7+/K8YGGAykXjeZaRc92vMiYHtnrXNr4iIiISail0JGY/Px1+XfI/X\nVcWk1DV8bM9k3oofAehXlsu0tc9jwSCm30DSfjMD28C6aylrm18REREJJRW7EhKO5Ut5bdHn7O7y\nE8DGnNeX8nG308BkplNVEfdtnE+cLYaUa28n8YLLMVn0rSciIiLhp4pDWs2xfCk5jz/IG6Purjn2\nUbfRYDIR73Vy//p5dBt1Kqk3/xZrx84RzFRERETaGxW70iqGYVA6by5v9ppIRUzC4RdMJkyGn+kb\nX6W33U/6jNmaeysiIiJtzhzpBOTY5tq0hpxSd2DKwlFMQJq7DH9RAe5Na9s+OREREWn3VOxKq/gL\n85nf7wJ8Zkvd10xmXuk3CdBWvyIiIhIZKnalVQx/PZtA1ENb/YqIiEgkqNiVFnN9v4ni559gcu4X\nYBh1Xrf4fdzww/va6ldEREQiRsWutIjzu6/Jn/FLvOVlvJ05Eeq5+exn+76mR1WhtvoVERGRiNFq\nDNJslUv+H0VPPwQ+H+/3nsCm1H4AxPq9uM2Bb6lETyXXVG0mfcZj2upXREREIkbFrjRL2TsLKJ03\nF4Ccjn15ve+5YEBW1yR+NqgzT3/+AwDXD06l/4w3NKIrIiIiEaViV4Ji+P2UzJtLxbv/BMCT3pVn\nxtyKt8yLzWrm4fMH0yM1jkXr9uJ2ublk4ggVuiIiIhJxKnalSYbHQ9GcB3F88V8ArD168+ak+8nZ\nUgzAnRP6k9khsKHEb8b2Jjc3F6tZha6IiIhEnm5Qk0b5HZXkPzitptCNHZjNztvm8NahQndc33Qu\nGdqtpv1pvdPITo+JSK4iIiIiR1OxKw3yFRdy8N5bcK39FgD7yWOJeeAZHvlyNwBp8THcf06WpiuI\niIhI1NI0BqmXZ18u+Q/cim//XgDiJ04i7db7mP7BVgor3QDc/7Ms0hNiI5mmiIiISKNU7AqGYeDa\ntAZ/YT7m9E6YYu0UPHQH/pIiAJKuuJGU637N+xvz+Hx7YNvfS4Z24/QTOkYybREREZEmqdht5xzL\nl1I6by7evD2HD5pMgR3RTCZSb/4tSRdexZ5iB098th2AXmlx3HFG/whlLCIiIhI8FbvtmGP5Ugpn\nTQe/v/YLh7b+TbzoGpIuvAqv388fPtiM0+PDYjLx8PlDiIu1RCBjERERkebRDWrtlGEYgc0hji50\nj1D1zRcYhsH8FT+yIa8MgKljMxmSkdxWaYqIiIi0ikZ22ynXpjW1py7Uw7svlzXLVvHyigoATuqW\nwvWn9m6L9ERERERCQiO77ZS/ML/JNk5LLA+vLsNnGMTHWHjo/MFYzfqWERERkWOHKpf2ymZvsskr\n/Sax1xVYQ/fuiQPokRoX7qxEREREQkrFbjvk2ZdLyUtzGm3zbfpgPul2KgA/HdCJC4Z0bYvURERE\nREJKxW4749qynoO/vQFfzXzdwMjt6g4DWd1hIADFsYk8N/AyADomxDLj7EHaJU1ERESOSbpBrR1x\nLFtC0RMPYLhdgTV0b7kbS3pniub/hfndL8AEnFS8neeGXkdZbCIAM8/NIjUuJrKJi4iIiLSQit12\novzfrwemLhgGJpuN9Hv+RNzoMwB4z3YCe5cENoz425VP8t1+DwBXjezBaX3SI5WyiIiISKup2D3O\nGT4fJS8/TcV/3gDAnJJGxz/MwTYoG4BSp4eXlu+qab/0UKHbt2MCvxnfr+0TFhEREQkhFbvHMb+r\niqLHH8D59VIArN160enhZ7Bm9Khp88KyXZRWeWudZzbBI+cPxh6jXdJERETk2KZi9zjlKy2m4OG7\ncG/dAEBs1kl0/MNTWJJTa9rsKqzknXV76z0/1qJ7F0VEROTYFxUVjdvt5r777mPUqFGMHz+e+fPn\nN9h227Zt/PznP2fo0KFceOGFfPPNN22Y6bHBs3c3B397Y02hGzf2TDr96blahS7AnKXb8fmNOuf7\nDZizdEeb5CoiIiISTlFR7D722GNs3ryZBQsWMHPmTJ599lk+/vjjOu0qKiq46aab6N+/P4sXL+as\ns87i1ltvpaioKAJZR55hGFRtXI3ji/9StXE1hmEElha7+8aarYCTLrmW9HtnYQ5iEwkRERGR403E\npzE4nU4WLlzIyy+/zKBBgxg0aBBTpkzhtdde4+yzz67VdtGiRSQkJPDQQw8BcNttt/Hll1+yceNG\nTj/99EikHzGO5UspnTe3pqgFMKel4y8vBa+3ZmmxpElXNhjjzgn9+SbnG44e3LWYTdw54YRwpS4i\nIiLSZiJe7G7duhWfz8ewYcNqjo0cOZLnn3++TtuVK1fy05/+tNaxt99+O+w5RhvH8qUUzpoOfn+t\n4/7iwsAXVisd751ds7RYQ9ITYrGazbh9teNcNqw7mekJoUxZREREJCIiPo0hPz+f1NRUrNbDdXd6\nejoul4vi4uJabXNzc0lLS+MPf/gD48aN46qrrmL16tVtnXJEGYZB6by5dQrdI1lS07Gf9pMmY72w\nbFedQjfFbmXqmD6tzlNEREQkGkR8ZNfpdBIbG1vrWPVzt9td67jD4eCll17iuuuu46WXXmLx4sXc\ndNNNfPTRR3Tp0iXoa7pcLhwOR+uTjwDP5rW1pi7Ux1dwgLLVK4jJGtpgmx8KHSxcE4jTLz2eHwoD\n/XH9qB7EGB4cDk+L8nM6nbUeJbTUv+GnPg4v9W/4qY/DS/0bfi6XK6TxIl7s2my2OkVt9fO4uLha\nxy0WC1lZWdx6660ADBo0iGXLlvGf//yHm2++Oehr5uXlkZeX18rMI8O2cT0pQbTL3bAOF7H1vmYY\nBk+tqcRnQIwZbhhg5q/rAoP8Ay1FbNlSXO95zZGTk9PqGNIw9W/4qY/DS/0bfurj8FL/HjsiXux2\n6dKFkpIS/H4/ZnOg4CooKMBut5OcnFyrbadOnejbt2+tY5mZmc0uXDMyMkhNTW26YRTyGC7Kgpim\n3PPEocRkZdX72pLtBWwvCSwtdu3JPTh9RA9i0wMFbnbvtFbl53Q6ycnJITMzs84vK9J66t/wUx+H\nl/o3/NTH4aX+Db+SkpKQDkpGvNjNysrCarWydu1aRowYAcCqVavIzs6u03bYsGGsXLmy1rGdO3cy\nadKkZl3TZrMRHx/f8qQjyBg5msou3fAd2NdgG2u3niSPOA2TyVTnNafbx9++zgWgW4qdX4zth81q\n4adZoe2PuLi4Y7aPjwXq3/BTH4eX+jf81Mfhpf4Nn1BPEYn4DWp2u53Jkyczc+ZMNmzYwKeffsr8\n+fO5/vrrgcAob/Xcjauuuopt27bx7LPPsnv3bubOncuePXu48MILI/kW2pw5qZGJDGYzKTfeXm+h\nCzD/mxwOlgf6864J/bFZtSWwiIiIHL8iXuwCzJgxg+zsbK6//noeeeQRpk2bxsSJEwEYN24cH374\nIQDdunXj5ZdfZsmSJUyaNIkvvviCF198kc6dO0cy/TZV/u4/8ezYAoApvvbyYNZuPUmf8RjxYybU\ne25usYPXVu4G4LTMDpx+QsfwJisiIiISYRGfxgCB0d1Zs2Yxa9asOq9t3bq11vPhw4ezaNGitkot\nqri2bqD0lb8AENNnAJ2fnId7+2b8RQVYOnQidsiwBkd0AZ5auh2Pz8BqNvHbM/s32lZERETkeBAV\nxa40zVdeSuHsGeDzYYqLJ33GbMw2O/bsEUGdv2xnAV/9ENh04uqRPcnsoE0jRERE5PgXFdMYpHGG\nYVA05yF8+fsBSLv1PmK69wr6fLfXz5OfbQegY0IsN43JDEeaIiIiIlFHxe4xoOI/b1D1zZcAJJxz\nMQlnnNOs81//bje5JYE7G2/7yQkkxGpAX0RERNoHFbtRzrVtIyXznwEgpk9/Um/+bbPOP1juYt7X\nPwIwtHsK5w4Ofqc5ERERkWOdit0o5q8op/Cx+8DrxWSPI/3eWZht9mbFeOaLHTg9PkzAPWcO0E1p\nIiIi0q6o2I1ShmFQ9PTDNZtHpN16HzE9MpsVY3VuMf/dcgCAS4Z2Z2CXpFCnKSIiIhLVVOxGqYr3\n/4Xz66UAJJw9mYQJ5zbrfK/fzxOHbkpLsVv55fi+TZwhIiIicvxRsRuF3Ns3U/LyXABievcj9ZZ7\nmh1j0dp9bM+vAOCX4/qSGhcT0hxFREREjgUqdqOMv7KCgtkzwOvBZLOTfu9szPbmzdMtcbh5ftlO\nAAZ0TuTiod3DkaqIiIhI1FOxG0UMw6Bo7iP49u8FIO039xLTq0+z4/ztq52UVXmBwE1pFrNuShMR\nEZH2ScVuFKn4YCHOZZ8BED9xEglnXtDsGFsPlPPuusBNbedkdWFYj9SQ5igiIiJyLFGxGyXcO7ZS\n8uJTAFh79SXtV79rdgzDMHj80+8xgPgYC7efcUKIsxQRERE5tqjYjQJ+RwWFs+89NE/XRsd7Z2G2\nxwV17rKdhSzbWQjAh5v3s35fKQA3jc6kU6ItbDmLiIiIHAu0b2wEGIaBa9Ma/IX5mDt0pPyDt/Hm\n7QEg9VfTiendL6g4Xr+fp5dux2SC7IxknvniBwB6pcVz9ck9w5a/iIiIyLFCxW4bcyxfSum8uTXF\n7ZHizzyfhImTgo61cM1ecoocANz73kYKK90A/PbM/sRYNGgvIiIiomK3DTmWL6Vw1nTw++t93T5i\ndNDb+ZY6Pby0fFfN81W7iwE4/YSOjOmT3vpkRURERI4DGv5rI4ZhUDpvboOFLkDZP5/HMIyg4r2w\nbBelh5YXq2Y2wZ0T+rcqTxEREZHjiYrdNuLatKbeqQtH8u7Lxb1pbZOxdhVW8s66vXWOG4DX13Ax\nLSIiItLeqNhtI/7C/KDa+Yqabjdn6XZ8/rojwIYBc5buaHZuIiIiIscrFbttxJzeKah2lg7BtRMR\nERGRpqnYbSO2IcOxdOzSaBtrt57EDhnWZKw7J/Svdwtgi9nEnRO0kYSIiIhINRW7bcRfUoThrmq4\ngdlMyo23B7UaQ5/0BE7qllLn+GXDupOZntCaNEVERESOK1p6rA0YHjcFf7wHf1lgdzNzagf8JUU1\nr1u79STlxtuJHzMhqHhVHh8/FlXWOpZitzJ1TJ/QJS0iIiJyHFCxG2aGYVD07CzcW9cDkHTZ9aTc\ncGtgB7WiAiwdOhE7ZFjQ6+sCvLt+H0UOT61jU8f2ISUuJqS5i4iIiBzrVOyGWfm7/8Tx6fsA2E8Z\nT8p1v8ZkMmHPHtGieFUeH6+s+BGAIV2TqHT7MJng0mHdQ5aziIiIyPFCxW4YOVd+FdhIAojp3Y/0\ne/6IyWJpVcyFa/dS5AhsC3zLuL5Ur0BmNWv6tYiIiMjRVOyGiWf3Tgr//HswDMzJKXT8w1OY41t3\n85jD7eXVbwOjuid1S+G0zA7Nmv4gIiIi0t5oODAMfGUlFDx8F4ajEiwW0u/7M9aurZ9m8PaavRQf\nmqt7y7g+KnRFREREmqBiN8QMr5fCWffWbA2c9ut7sZ84stVxK91eFhwa1R3eI5VRvdJaHVNERETk\neKdiN8RKXngS1/pVACROupLEcy4OSdy3Vu+htMoLaFRXREREJFgqdkOofPHbVHzwNgC2YaeQOvXO\nkMStcHl5beVuAE7ulcbInhrVFREREQmGit0QqVq3kpLnnwDA2q0XHe+djckSmvv/3vgul7LqUd2x\n2jhCREREJFgqdkPAsy+Xwkeng9+HKSGRjjOfwpyUHJLYZVUeXl+VC8CpvdMY1iM1JHFFRERE2gMV\nu63kr6yg4OG78FeUgdlM+vRZxPTIDFn811flUuEKjOrePLZvyOKKiIiItAdRUey63W7uu+8+Ro0a\nxfjx45k/f36T5+zZs4fhw4ezcuXKNsjwMMMwqNq4GscX/6Vq3SoKHpuBN3cXAKlT7iRu5OiQXavU\n6eHN7wKjumP6pHNS95SQxRYRERFpD6JiU4nHHnuMzZs3s2DBAvbs2cP06dPp3r07Z599doPnPPjg\ng1RVVbVhluBYvpTSeXNrlhU7UsLZk0m88KqQXu+fq3ZT6fYBcLPm6oqIiIg0W8SLXafTycKFC3n5\n5ZcZNGgQgwYNYsqUKbz22msNFrvvvfceDoejTfN0LF9K4azp4PfX+7p9xGkhXQ6sxOHmze8CRfX4\nfh0ZkhGaOcAiIiIi7UnEpzFs3boVn8/HsGHDao6NHDmS9evX19u+uLiYJ598kocffhjDMNokR8Mw\nKJ03t8FCF6D01edCms+ClbtxejSqKyIiItIaES928/PzSU1NxWo9PMicnp6Oy+WiuLi4TvvZs2dz\n8cUXc8IJJ7RZjq5Na+qdunAk775c3JvWhuR6hZVu3loTuN4ZJ3RkUJekkMQVERERaW+iYhpDbGxs\nrWPVz91ud63jy5cvZ82aNTzyyCOtuqbL5WrWNAhX3t6g2jny9uDrO7CladWYt+xHqjyBUeRrR2a0\n+ZSN1nA6nbUeJbTUv+GnPg4v9W/4qY/DS/0bfi6XK6TxIl7s2my2OkVt9fO4uLiaYy6XiwcffJCZ\nM2fWKY6bKy8vj7y8vKDbx5RVEMyeZblllXi2bGl5YkCpy8+7G8oBGNHJiid/N1vyWxUyInJyciKd\nwnFN/Rt+6uPwUv+Gn/o4vNS/x46IF7tdunShpKQEv9+P2RyYVVFQUIDdbic5+fBNWevXryc3N5fb\nbrut1tzYqVOnctFFF/Hggw8Gfc2MjAxSU4PfnMEYNIiS9/+JP39/g23MXbvT75xJrb5J7Zn/5eDx\nl2MCbjtzMH3T41sVr605nU5ycnLIzMys9cuKhIb6N/zUx+Gl/g0/9XF4qX/Dr6SkpFmDkk2JeLGb\nlZWF1Wpl7dq1jBgxAoBVq1aRnZ1dq93QoUP5+OOPax0766yz+NOf/sTo0c1b29ZmsxEfH3wRaRgG\n5SlpDRe7ZjNpN91BfEJCs/I42sFyF+9vOgjAWYM6k92zY6viRVJcXFyz+liaR/0bfurj8FL/hp/6\nOLzUv+ET6ikiES927XY7kydPZubMmTz66KMcOHCA+fPnM3v2bCAwypuUlITNZqNnz551zu/cuTMd\nOnQIa46OpR/i2RGYnmBKSMKoLK95zdqtJyk33k78mAmtvs4r3+Tg9vkxm2DqGK3AICIiItJaES92\nAWbMmMFDDz3E9ddfT1JSEtOmTWPixIkAjBs3jtmzZ3PRRRfVOS+U69o2xFdUQMnzTwCBwrbzM6/j\n+WEL/qICLB06ETtkWEjy2F9Wxb/X7wPg7EFdyExv3SixiIiIiERJsWu325k1axazZs2q89rWrVsb\nPG9LK28Ga4phGBT/7TH8FWUApE17AEtcHJbsESG/1vwVOXh8BmYTTNGoroiIiEhIRHyd3Wjm/OpT\nnMuXApB4wRXYw1DkAuwrdfKfDYGJ2OcO7krvDpoDJCIiIhIKKnYb4CstpvhvfwbA0qUbKTfcGtL4\ny3YWsmxnIQDzvs7B5zewmExMGZ0Z0uuIiIiItGdRMY0hGpX8/XH8pYEd3Drcfj/muNCNtnr9fp5e\nuh2TCXqk2Fm8MbDKwwXZXemRplFdERERkVBRsVsPx9ef4/gysMxZws8uxj7slJDGX7hmLzlFgV3R\nZn64GZ9hYDGb+IVGdUVERERCStMYjuIrL6X4r4Eb5Swdu5B607SQxi91enhp+a6a55vyAsuYXZid\nQbcULU4tIiIiEkoqdo9S8uJT+IsDc2nTbrsPc0JiSOO/sGwXpVXeWsdMoFFdERERkTBQsXsE58qv\ncHz2AQDxZ15A3MljQxp/V2El76zbW+9rVR5fSK8lIiIiIip2a/grKyj+y6MAmNPSSZt6V8ivMWfp\ndnx+o85xA5izdEfIryciIiLS3qnYPaTk5afxFR4EoMNvZmBOSo5wRiIiIiLSWip2gao1K6j8778B\niP/Jz4gbfUZYrnPnhP5YzHW3FraYTdw54YSwXFNERESkPWv3xa7fUUnRM38CwJySRuot94TtWn3S\nEzgnq0ud45cN605mekLYrisiIiLSXrX7Yrf0lWfxHQxs1Zv2q+lYUlLDej0ztUd2U+xWpo7pE9Zr\nioiIiLRX7brYrdrwHRUfvA1A3NifEj9+Ylivd7DcxUdb99c6NnVsH1LiYsJ6XREREZH2qt3uoOav\nqqJ47iMAmJNSSPvV9LBf87WVu/H4AqsxdE+xE2s1c+mw7mG/roiIiEh7y7opGAAAIABJREFU1W6L\n3dIFz+HN2wNA6i13Y0lLD+v1iirdLDq0xu5Zgzpz/pAMAKzmdj24LiIiIhJW7bLYdX29FN+/XwfA\nfsp44s84J+zX/Oeq3bi8fgB+cVomJ3QK7c5sIiIiIlJXuxxWrPr3PwNf2Oyk/WYGJlPd5cBCqdTp\nYeGawKjuGSd0VKErIiIi0kbaZbFbw+3C/f2msF/mX6tzcRzaDvjG0Zlhv56IiIiIBLTvYtcwKJ3/\nDIZRdwvfUKlweXnzu8Dc4NF9OjC4q3ZmExEREWkr7bvYBbz7cnFvWhu2+G+v2UO5ywvATadlhu06\nIiIiIlJXuy92AXxF+WGJ63T7eH1VLgAje6YytEd4N6wQERERkdpU7AKWDp3CEvfd9XspcXoAuElz\ndUVERETaXLsvdq3dehI7ZFjI47q8PhZ8uxuAE7slc3KvtJBfQ0REREQa176LXbOZlBtvD8vSY+9v\nyKOg0g0ERnXDvbyZiIiIiNTVLjeVgMCIbsqNtxM/ZkLIY3t8fv7x7Y8ADOycyJg+4d2dTURERETq\n1y6L3YRfTafziFPDNtr64eb97C9zAfALjeqKiIiIREy7nMZgzewftgLU6/fzyorAqG7fjgmc0T88\nN7+JiIiISNPaZbEbTp9uPUhuiROAX5zWG7NGdUVEREQiRsVuCPkNg3mHRnV7pcUxcWCXCGckIiIi\n0r6p2A2hz7/PZ1dhJQDXn9obi1mjuiIiIiKRpGI3RAzD4OUVOQBkJNs5b3DXyCYkIiIiIip2Q2XZ\nzkK+P1gBBEZ1rRZ1rYiIiEikqSILAcMwePnrHAA6JcZyQbZGdUVERESiQVQUu263m/vuu49Ro0Yx\nfvx45s+f32Dbzz//nIsuuojhw4czefJklixZ0oaZ1m/l7mI25pUB8H+jemOzWiKckYiIiIhAlBS7\njz32GJs3b2bBggXMnDmTZ599lo8//rhOu23btnHbbbdx+eWX895773HFFVdw++23s23btghkfdi8\nr3MASIuP4ZKh3SKai4iIiIgcFvFi1+l0snDhQu6//34GDRrExIkTmTJlCq+99lqdtosXL2b06NFc\nc8019OzZk2uuuYZTTz2VDz/8MAKZB6zdU8J3uSUAXHNyL+wxGtUVERERiRYR3y5469at+Hw+hg0b\nVnNs5MiRPP/883XaXnzxxXg8njrHKyoqwppjY6rn6ibbrVw6rHvE8hARERGRuiJe7Obn55OamorV\nejiV9PR0XC4XxcXFpKWl1Rzv27dvrXO3b9/OihUr+PnPf95m+UJg5QWA1LgYVuQUAXDViJ4k2iLe\nnSIiIiJyhIhXZ06nk9jY2FrHqp+73e4GzysqKuK2225j5MiRnHnmmWHN8Uhev5+nl27HZIKeqXEA\nJMRauGJEjzbLQURERESCE/Fi12az1Slqq5/HxcXVe05BQQE33ngjJpOJuXPnNvuaLpcLh8PR/GSB\nhevyyCkKnLurMPB4UXYXYgwPDkfdKRbtjdPprPUooaX+DT/1cXipf8NPfRxe6t/wc7lcIY0X8WK3\nS5culJSU4Pf7MZsD98sVFBRgt9tJTk6u0/7AgQNcd911WCwWFixYUGuaQ7Dy8vLIy8tr9nmVHj/z\nVtSeH2w1wbD4crZs2dLseMeznJycSKdwXFP/hp/6OLzUv+GnPg4v9e+xI+LFblZWFlarlbVr1zJi\nxAgAVq1aRXZ2dp22TqeTKVOmEBMTw6uvvkqHDh1adM2MjAxSU1Obfd7TX+6i0lte61hmejynDB3S\nojyOR06nk5ycHDIzMxscmZeWU/+Gn/o4vNS/4ac+Di/1b/iVlJS0aFCyIREvdu12O5MnT2bmzJk8\n+uijHDhwgPnz5zN79mwgMMqblJSEzWbj73//O3v27OHVV1/F7/dTUFBQEyMxMTHoa9psNuLj45uV\n567CSt7bdLDu8SInB50GmekJzYp3vIuLi2t2H0vw1L/hpz4OL/Vv+KmPw0v9Gz6hniIS8XV2AWbM\nmEF2djbXX389jzzyCNOmTWPixIkAjBs3rmYd3Y8//piqqiquuOIKxo8fX/PnT3/6U9hznLN0Oz6/\nUee4z28wZ+mOsF9fRERERJov4iO7EBiZnTVrFrNmzarz2tatW2u+juTmESIiIiJy7ImKkd1jwZ0T\n+mM21T1uMZu4c8IJbZ+QiIiIiDRJxW6QuibZsVvrbgV82bDumq8rIiIiEqVU7Abppa934fD4ah1L\nsVuZOqZPhDISERERkaao2A3CjvwK/rkqF4A+6YfvvJw6tg8pcTGRSktEREREmqBitwl+w2D2J9vw\n+Q1sVjNPXHQSmR3i6ZMez6XDukc6PRERERFpRFSsxhDN3t+Qx7q9pQBMGZNJrw7x3DGhPwBWs35X\nEBEREYlmKnYbUexw85cvAmvo9klP4JqTewEwtm96JNMSERERkSBpaLIRcz/fQWmVF4AZZw8kxqLu\nEhERETmWqHprwHe7i/lg034ALjwxg+E9UiOckYiIiIg0l4rdenh8fmZ/sg2AlLgYbju9X4QzEhER\nEZGWULFbjwXf7ianyAHA7T/pR2p8bIQzEhEREZGWULF7lD3FDuatyAFgeI9UJmVnRDYhEREREWkx\nFbtHMAyDP3/2PS6vH4vZxL1nDcRkMkU6LRERERFpIRW7R/h020G+3lUEwLWjetG3Y0KEMxIRERGR\n1lCxe0iFy8tTS7YD0C3Fzk2jMyObkIiIiIi0mordQ/7+1U4KKt0A/G7iAOwxlghnJCIiIiKtpWIX\n2Ly/jLfX7AHgzAGdGNu3Y4QzEhEREZFQaPfFrs9vMPvjbfgNiI+xcNdPB0Q6JREREREJkXZf7C5c\nu4ctB8oB+OX4vnROskU4IxEREREJlXZd7OZXuPjb/3YCMKhLEpcP7x7hjEREREQklNp1sfvUku1U\nun2YgHvPGojV3K67Q0REROS4026ru2U7C/l020EALhvenSEZyRHOSERERERCzRrpBCKhyuvnz58G\n1tRNT4jl1+P7RTgjERER+f/s3XtclHXeP/7XDMMcOA1nLkSUPA4MBUhampmaeQBL+7V1b+1Wq7nW\nbqZbd62nvVfN8lC77VrtdtryXnXrdtdq6yukadq6Za1amjqACkqCcMEMJ4UZZoC5fn+Q6CWKIDPM\n6fV8PHoYn8+HmTfXdYEvh8+8LyJ3CMhXdl/fexoVDc0AgKcmDkWYJiAzPxEREZHfC8iwaxLbuy/c\nnBKNO4bHe7gaIiIiInKXgAy7AKBUtN8pTaFQeLoUIiIiInKTgA27QPsNJYiIiIjIfwVs2HVKwB92\nF3u6DCIiIiJyo4ANu0RERETk/wI27AYpFXhywhBPl0FEREREbhSwYfdHmUlIiQn1dBlERERE5EYB\nGXbD1Cr8fMx1ni6DiIiIiNwsIMPuncZ46HXBni6DiIiIiNwsIMPubUNiPF0CEREREfUBrwi7DocD\nS5YswciRI3Hrrbdi/fr1V1xbUFCA++67D5mZmbj33nthMpl6/HxBvI8EERERUUDwirC7du1aFBQU\nYOPGjVi2bBleffVVfPrpp53W2Ww2zJ07FyNHjsQHH3yAzMxMPProo2hubvZA1URERETk7Twedm02\nG7Zs2YLf/OY3MBgMmDRpEubMmYNNmzZ1WpuXlwedTodnnnkGgwYNwtKlSxEaGopt27Z5oHIiIiIi\n8nYeD7tFRUVoa2tDZmZmx1h2djYOHz7cae3hw4eRnZ0tGxsxYgQOHjzo9jqJiIiIyPd4POyazWZE\nRkZCpVJ1jMXExMBut6Ourk62trq6GvHx8bKxmJgYVFVV9UmtRERERORbVFdf4l42mw1qtVo2dv5j\nh8MhG29ubr7s2kvXXYnT6QQANDY2Xmu5dBV2ux0AUF9fD5vN5uFq/A+Pr/vxGLsXj6/78Ri7F4+v\n+53PaedzW295POxqNJpOYfX8xzqdrltrtVptt57r/AVqsVhgsViutWTqhsrKSk+X4Nd4fN2Px9i9\neHzdj8fYvXh83c9utyMsLKzXj+PxsJuQkID6+no4nU4ole27KiwWC7RaLSIiIjqtNZvNsjGLxYK4\nuLhuPZder0dKSgo0Gk3HcxERERGR93A6nbDb7dDr9S55PI+H3dTUVKhUKhw6dAgjRowAABw4cADp\n6emd1mZkZOCtt96SjR08eBCPPfZYt55LpVIhJoY3lCAiIiLyZq54Rfc8j7+8qdVqMWPGDCxbtgxH\njhzBzp07sX79ejz88MMA2l+5Pb/9YMqUKTh37hxWrVqFkpISPPfcc7BarZg2bZonvwQiIiIi8lIK\nSZIkTxfR3NyMFStWYPv27QgPD8ecOXPw4IMPAgAMBgPWrFmDmTNnAgCOHDmCZcuW4eTJkxg+fDhW\nrFgBg8HgyfKJiIiIyEt5RdglIiIiInIHj29jICIiIiJyF4ZdIiIiIvJbDLtERERE5LcYdomIiIjI\nbzHsEhEREZHfCpiw63A4sGTJEowcORK33nor1q9f7+mS/MrOnTthMBiQmpra8eeCBQs8XZZfcDgc\nuPPOO7F///6OsfLycsyaNQtZWVmYPn06vvzySw9W6Psud4yfe+65Ttf03/72Nw9W6Xuqqqowf/58\n3HTTTbjtttuwZs2ajlu+8xp2ja6OMa/h3jt9+jQeeeQRZGVlYeLEiXj77bc75ngNu0ZXx9hV17DH\n76DWV9auXYuCggJs3LgR5eXlWLhwIZKSkjB58mRPl+YXiouLMXHiRDz33HM4381Oo9F4uCrf53A4\n8NRTT6G4uFg2/vjjj8NgMOD999/Hzp07MW/ePHzyyScQBMFDlfquKx3jkydP4umnn8bdd9/dMebK\nO/oEgvnz5yMyMhLvvvsu6uvrsWTJEgQFBeGZZ57BL3/5S6SmpvIa7qWujjGv4d6RJAlz585FRkYG\nPvroI5SWluKpp56CIAjIzc3lNewCVzvGLruGpQBgtVqlG264Qdq/f3/H2J///GfpwQcf9GBV/uXp\np5+WXnrpJU+X4VeKi4ulGTNmSDNmzJAMBoO0b98+SZIkae/evVJWVpbU3NzcsfZnP/uZ9Morr3iq\nVJ91pWMsSZI0btw46csvv/Rgdb6tpKREMhgMUk1NTcfY1q1bpXHjxklfffUVr2EX6OoYSxKv4d6q\nrq6WnnzySampqaljbN68edKKFSt4DbtIV8dYklx3DQfENoaioiK0tbUhMzOzYyw7OxuHDx/2YFX+\npaSkBNddd52ny/Ar+/btw+jRo7F58+aOV8sB4PDhwzAajbJXzrOzs3Ho0CFPlOnTrnSMGxsbUVVV\nhZSUFM8V5+Pi4uLw1ltvITo6WjZ+7tw5fPfdd7yGXeByx1iSJJw7d47XsAvExcXhpZdeQkhICADg\nm2++wYEDBzBq1Chewy5yuWO8f/9+3HTTTS69hgNiG4PZbEZkZCRUqgtfbkxMDOx2O+rq6hAVFeXB\n6vzDqVOn8O9//xuvvfYanE4npk6divnz5yM4ONjTpfms+++//7LjZrMZ8fHxsrGYmBhUVVX1RVl+\n5UrH+OTJk1AoFHjttdewZ88eREZGYtasWR23LaerCw8Px9ixYzs+liQJmzZtwujRo3kNu8iVjvGY\nMWN4DbvYxIkTUVlZifHjx2Py5MlYtWoVr2EXu/QYHz582GXXcECEXZvNBrVaLRs7//H5jfx07Soq\nKtDc3AyNRoN169ahvLwczz33HOx2O5YsWeLp8vzOla5nXsuuc/LkSSiVSgwePBgPPvgg9u3bh//5\nn/9BWFgYJk2a5OnyfNILL7yAwsJCbNmyBevXr+c17AYvvPACioqKsGXLFhw9epTXsAu98sorsFgs\nWL58OVatWsWfw25w/hgvW7YMzz//PNLT0112DQdE2NVoNJ0uwPMf63Q6T5TkV/r164f//Oc/iIiI\nAAAYDAY4nU78+te/xuLFi6FQKDxcoX/RaDRoaGiQjTkcDmi1Wg9V5H9mzpyJiRMndlzTw4YNQ2lp\nKd577z0GhWvw4osvYuPGjfjjH/+IIUOG8Bp2g0uP8ZAhQ3gNu5DRaAQALFq0CE8//TR+9KMf4ezZ\ns7I1vIZ75/wxXrx4MZ555hksXLjQZddwQOzZTUhIQH19PZxOZ8eYxWKBVqvtOIjUO5cex8GDB8Nu\nt6O+vt5DFfmvhIQEmM1m2ZjFYkFcXJyHKvJPl17TgwYNQnV1tYeq8V0rV67EX//6V7z44osdf0Hx\nGnatyx1jgNdwb9XU1GDnzp2ysSFDhqClpQVxcXG8hl2gq2Pc1NTksms4IMJuamoqVCqVbOP4gQMH\nkJ6e7sGq/McXX3yBm266CXa7vWOsoKAAkZGR3A/tBhkZGSgoKJD9tuKbb76RvQGTeufll1/GrFmz\nZGOFhYV8E2YPvfrqq9i8eTP+8Ic/YNq0aR3jvIZd50rHmNdw75WXl+OJJ56QhdojR44gJiYG2dnZ\nMJlMvIZ76UrHODo6Ghs2bHDZNRwQYVer1WLGjBlYtmwZjhw5gp07d2L9+vV4+OGHPV2aX8jKyoJO\np8PSpUtx6tQp/Otf/8KLL76In//8554uzS+NGjUKiYmJWLRoEYqLi/Hmm2/iyJEj+NGPfuTp0vzG\nhAkTsH//fqxfvx5lZWV499138fHHH2POnDmeLs1nlJSU4LXXXsPcuXORlZUFi8XS8R+vYdfo6hjz\nGu6966+/Hunp6Vi8eDFKSkrwr3/9C7/73e/wi1/8AiNHjuQ17AJdHWNXXsMK6eJ+O36subkZK1as\nwPbt2xEeHo45c+bgwQcf9HRZfqOkpASrVq3CoUOHEBoaih//+Mf45S9/6emy/EZqaio2bNiAkSNH\nAgDKysqwZMkSHD58GAMGDMDSpUtx8803e7hK33bpMd61axfWrVuH77//HklJSXjyySe517EH3nzz\nTfzhD3+QjUmSBIVCgcLCQpw+fRpLly7lNdwLVzvGvIZ7z2w2Y+XKlfjqq6+g0+nw05/+FHPnzgXA\nn8Ou0tUxdtU1HDBhl4iIiIgCT0BsYyAiIiKiwMSwS0RERER+i2GXiIiIiPwWwy4RERER+S2GXSIi\nIiLyWwy7REREROS3GHaJiIiIyG8x7BIRERGR32LYJSIiIiK/xbBLRERERH6LYZeIiIiI/BbDLhER\nERH5LYZdIiIiIvJbDLtERERE5LdUni6AiMhfPfjgg9i/f79sTKVSIS4uDhMmTMCvfvUrREREYNGi\nRfjnP//ZaV1kZCTGjBmDp556CoIg9Loeg8GAefPmYd68ed3+nC1btqCkpAQLFy7s9fMTEXkCwy4R\nkRulpaVh+fLlHR87HA6YTCa89NJLKCwsxHvvvQeFQoG4uDj86U9/6ljX0tKCU6dO4Xe/+x0OHTqE\nrVu3Qq1W93n9f/7zn3HTTTf1+fMSEbkKwy4RkRuFhYXhhhtukI3deOONaGpqwiuvvILDhw8DANRq\ndad12dnZCA4OxqJFi7Bz507k5OT0Wd1ERP6Ce3aJiDwgPT0dAHDmzJmrrpMkCRUVFVdcc+bMGRgM\nBuTn5+Oxxx5DZmYmJkyYgD/96U+QJOmKn2c2m7F48WKMHz8eGRkZuPfee7Fr166O+YkTJ6KyshIf\nfvghUlNTu6yBiMhbMewSEXnAyZMnAQADBgzoct2pU6e6tQ4AVqxYgYiICLz66quYOXMm/vSnP+Gl\nl1667Nqamhrcc889+Pbbb/Hf//3feOWVV9C/f388/vjj2Lp1K4D2LQwxMTEYP348Nm/ejLi4uJ58\niUREXoHbGIiI3EiSJLS1tXV83NDQgP/85z94/fXXkZmZCaPR2DF38brGxkYcPnwYa9asQXJyMsaP\nH3/V50pPT8cLL7wAABg7diyamprw17/+FY899hhCQ0Nla9955x3U19fj73//e8eb38aNG4f6+nqs\nXbsW06dPh8FggFqtRlRUVKctFkREvoJhl4jIjfbv3y8LtAAQFBSEMWPG4Nlnn+0YO3PmTKd1CoUC\nGRkZWLFiRceb0y4OxOcf67y77rpLNjd58mRs2LABhw4dwi233NKprqysrE5dHu666y4sWbIEJSUl\nGDx4cA+/WiIi78OwS0TkRkajEStXroQkSVAoFNBoNEhMTERISIhsXXx8PF5//fWOPbZqtRqCICA8\nPLxjzb59+/DQQw91fKxQKLBhwwb069cPAJCQkCB7zJiYGADtryZfqqGhAcnJyZ3GY2NjAQDnzp27\nli+XiMjrMOwSEblRaGgo0tLSrrouODj4quvS09Px/vvvy8auu+461NXVAUDHn+fV1NQAuBB6L6bX\n62GxWDqNV1dXAwCioqKuWjMRkS/gG9SIiHxESEgIjEaj7L+LXyHeuXOnbP22bdug0+mQkZHR6bFG\njhyJgwcPorKyUjb+8ccfIzY2FgMHDgQg3yZBROSL+MouEZGf2LZtG2JiYnDbbbfhP//5D9577z08\n+eST0Gq1ndbOmjULH3/8MX72s5/h8ccfR2RkJD788EPs27cPq1ev7lgXHh6OwsJC7N+/HzfccAM0\nGk1ffklERL3mVa/sOhwO3HnnnZ1ur3mxzz//HDNnzkRWVhZmzJgh6wlJRORtFAqFS9d1ZcGCBSgp\nKcHjjz+OHTt2YNmyZZgzZ47sOc4/T2xsLP7v//4PRqMRzz//PBYsWABRFPHaa69h5syZHZ/zyCOP\nwGKxYM6cOTCZTL2ukYiorymkrjqO9yGHw4GnnnoKn332GTZs2ICRI0d2WnPs2DH86Ec/wqJFizBu\n3Djs2bMHq1evxvvvv4/hw4d7oGoiIs87c+YMbr/9dqxZs0YWVImIyEte2S0pKcF9992H8vLyLtdt\n3boVo0ePxk9+8hMkJyfjJz/5CW666SZ88sknfVQpEREREfkSr9izu2/fPowePRq/+tWvLvtGivPu\nvvtutLS0dBpvbGx0Z3lERF7PFdsgiIj8kVeE3fvvv79b6wYNGiT7+MSJE/j666/xwAMPuKMsIiKf\nkJSUhMLCQk+XQUTklbxiG8O1qK2txRNPPIHs7Gzcfvvtni6HiIiIiLyQV7yy21MWiwWzZs2CQqHA\nunXruv15ra2taGhogEajgVLpszmfiIiIyG85nU7Y7Xbo9XqoVL2Pqj4XdquqqvDQQw8hKCgIGzdu\n7NFdfhoaGlBaWuq+4oiIiIjIJVJSUi57B8ie8qmwa7PZMGfOHAQHB2PDhg2Ijo7u0eefb4YeGxuL\nsLAwd5RIXsRut6OyshKJiYlshB8AeL4DC893YOH5DiyNjY2wWCwuO9deH3YtFgvCw8Oh0Wjw+uuv\no7y8HBs2bIDT6ey4r7tWq+1WeD2/dSEsLMwl/1Ig72a1WlFZWYnIyEjZLVXJP/F8Bxae78DC8x14\nLBaLy7acet3G1Uvb54wdO7ajj+6nn36K5uZm3Hfffbj11ls7/nv++ec9USoREREReTmve2X30vY5\nRUVFHf/Pm0cQERERUU943Su7RERERESuwrBLRERERH6LYZeIiIiI/BbDLhERERH5LYZdIiIiIvJb\nDLtERERE5LcYdomIiIjIbzHsEhEREZHfYtglIiIiIr/FsEtEREREfothl4iIiIj8FsMuEREREfkt\nhl0iIiIi8lsMu0RERETktxh2iYiIiMhvMewSERERkd9i2CUiIiIiv8WwS0RERER+i2GXiIiIiPwW\nwy4RERER+S2GXSIiIiLyWwy7REREROS3GHaJiIiIyG8x7BIRERGR32LYJSIiIiK/xbBLRERERH6L\nYZeIiIiI/BbDLhERERH5LYZdIiIiIvJbDLtERERE5LcYdomIiIjIbzHsEhEREZHfYtglIiIiIr/F\nsEtEREREfsurwq7D4cCdd96J/fv3X3FNQUEB7rvvPmRmZuLee++FyWTqwwqJiIiIyJd4Tdh1OBx4\n6qmnUFxcfMU1NpsNc+fOxciRI/HBBx8gMzMTjz76KJqbm/uwUiIiIiJyB0mS0HrquEsf0yvCbklJ\nCe677z6Ul5d3uS4vLw86nQ7PPPMMBg0ahKVLlyI0NBTbtm3ro0qJiIiIyB2se3ejYs5MNL3+gksf\n1yvC7r59+zB69Ghs3rwZkiRdcd3hw4eRnZ0tGxsxYgQOHjzo7hKJiIiIyE2se3ej5vln4BTPuPyx\nVS5/xGtw//33d2tddXU1hg0bJhuLiYnpcusDEREREXkvSZJQ8/yv3fb4XhF2u6u5uRlqtVo2plar\n4XA4evQ4drsdVqvVlaWRF7LZbLI/yb/xfAcWnu/AwvPt35oO7QNw5d/s95ZPhV2NRtMp2DocDmi1\n2h49TmVlJSorK11ZGnmx0tJST5dAfYjnO7DwfAcWnm//FPO7/0GQGx/fp8JuQkICzGazbMxisSAu\nLq5Hj5OYmIjIyEhXlkZeyGazobS0FCkpKdDpdJ4uh9yM5zuw8HwHFp5v/1Zjd+8r9j4VdjMyMvDW\nW2/Jxg4ePIjHHnusR4+j0WgQEhLiytLIi+l0Op7vAMLzHVh4vgMLz7d/qgkKAtra3Pb4XtGNoSsW\niwV2ux0AMGXKFJw7dw6rVq1CSUkJnnvuOVitVkybNs3DVRIRERHRNYnr59aH97qwq1AoZB+PHTsW\nn3zyCQAgLCwMr7/+Og4cOIB77rkHR44cwVtvvdXjPbtERERE5CXs7r05mNdtYygsLJR9XFRUJPv4\n+uuvxwcffNCXJRERERHRVZgb7fjqVA2GxYfDkBDe7c9TOFvd2IvBC8MuEREREfkGm6MNnxebkW8S\nse/7WjglIDokGNsfv7XbjyGFhAENdW6rkWGXiIiIiLrNKUn4tqweeaZK7DpmhrVF/uay8UN71iVL\nPeA6OCrLXFmiDMMuEREREV1VaW0TPjGJyC8QIZ61y+b66bXINQrISRPQP6pnHTOU4XpXltkJwy4R\nERERXVa9rQU7iqqQbxJxtPKsbC5UHYQ7DAnINQrISNJ3ajLQHZIkoXnvbleVe1kMu0RERETUoaXN\nib0na5BnEvHvEgtanRfePhakUODm66KRYxQwbnAstMG9u/fZ2c0e45o4AAAgAElEQVTvANbG3pbc\nJYZdIiIiogAnSRIKxHPIN4nYXlSFBluLbH5YfBhyjQImGxIQG6Zx2XM2/r/NLnmsrjDsEhEREQUo\n8WwzPikQkW8SUVprlc3FhKoxLa19H+7Q+DCXP7fddBDO+lqXP+6lGHaJiIiIAojV0Yrdx83YahLx\nzek6WY9bjUqJ8UPjkGMUMGpgFFRK991/zPbVv9z22Bdj2CUiIiLyc21OCQdO1yHfJGLXiWo0tzhl\n8yOSI5FrFDBxWDzCNO6Ph9a9u9H40btufx6AYZeIiIjIb520NCHPVIltBVWobpS3CxsQpUOOUcC0\nNAH99Lo+q0mSJDS8sw6Q3HnftAsYdomIiIj8SJ3VgU+LqpB3VERh1TnZXLhGhcmGBOQYBVzfL+Ka\n2oVdC0mS2vfo1pjR2lCH1sryPnlegGGXiIiIyOc5Wp34osSCvAIRX56sQdvF7cKUCtwyKAa5aQLG\nDo6FWuW+fbiXY927Gw3vrOvTgHsxhl0iIiIiHyRJEo5WnkXeURE7jlXhbHOrbD5VCO9oFxYVovZI\njda9u1GzeiHgdF59sZsw7BIRERH5kIoGW0e7sNN1NtlcfJgGU9PatykMjnV9u7Ce6Nib68GgCzDs\nEhEREXm9Rnsrdh2vRp5JxLdl9bI5bbASE4bGIdeYiBsHRCFI2Tf7cK/Gbjp4bVsXFK7dZsGwS0RE\nROSFWp1O7Pu+vV3Y5yfMsLdeeIVUAeDGAVHINQqYMCwOIWrvi3TOGnOPP0fVLxnBP/0F6lxYh/cd\nGSIiIqIAVmxuRJ5JxLYCEZYmh2wuJTqko12YEKH1UIUXXNxlQRkTB40xq6PDgzImrluPEfnoMwiK\njEJQdBzUxkzU1tYCpaUuq5Fhl4iIiMjDapoc2F4oIs8k4nh1o2xOrwvGlB/ahaUJ4X3WLuxqLtdl\nQZXYH/rZCxAyZgI0xiyoEvt3uZVB1S8ZYXfe59aviWGXiIiIyAOaW9qwp8SCfJOIr0/Vou2imyyo\nlArcOjgWuUYBYwbFIDiob9uFXc2Vuiy0Vpa3jy9ei5AxE6CfveDK3RiUSuhnzXd7eGfYJSIiIuoj\nkiThuzMNyDOJ2HmsGo12ebuw9MQI5BgF3GFIQKQu2ENVdu2qXRacTjSsfxm60eMRMmYCsHgtGta/\njNaKso4lqn7J0M+a3z7vZgy7RERERG5WXmdFfkH7NoWKhmbZnBChQU6agGlGASnRoR6qsPu602Wh\ntaIMDtMhaNKzEDJmAnSjx7fv7a21dOzN7avtGAy7RERERG5wrrkFO45VI98k4rszDbK5kOAg3D48\nHrlGAVnJkVD28T7crt5YdjXd7bLQVnthnUKhgDZ9xDXV2lsMu0REREQu0trmxNeltcgzidhTbIGj\n7cKv+pUKYNTAaOQaBYwfGgdtcJBHarzaG8uuprtdFoKiu7fO3Rh2iYiIiHpBkiQcr25vF7a9UESt\ntUU2Pyg2FNONAqakCogP13ioynbdfWNZV7rbZUFtzHRJzb3FsEtERER0DcyNdmz7YR9uiaVJNhcV\nEoypqQJyjQKGxYd5RbuwnryxrKt6FQqFV3RZ6C6GXSIiIqJuam5pw+cnzMgzidj3fS2cF7qFIThI\ngduGxCHHKGB0SjRUXtYurKdvLOuKN3RZ6C6GXSIiIqIuOCUJB8vqkWcS8dmxalhb2mTzGUl65BgF\nTBoejwitd7YLA67tjWVd8XSXhe5i2CUiIiK6jNLaJnxiEpFfIEI8a5fN9dNrkZMmIMcoIDkqpFfP\n05vOCD3hjjeWebLLQncx7BIRERH9oMHWgh1FVcgziThaeVY2F6oOwiRDPHKNichM0rskkPa2M0JP\n+Noby1yFYZeIiIgCWkubE3tP1iDPJOLfJRa0XrQRN0ihwM3XRSPHKGDc4FiXtgtzRWeEnvC1N5a5\nCsMuERERBRxJklAgnkO+ScT2oio02OTtwobGhSHXKGBKagJiw1zfLsxVnRF6ypfeWOYqDLtEREQU\nMMSzzdhWKCLfJOJUjVU2FxOqxtTUBOQYBQyLD3drHa7sjNBTvvLGMldh2CUiIiK/ZnW0Yvfx9nZh\nB07X4aJuYdColBg/tL1d2KiBUVAp+6ZdmKs7I/SUL7yxzFUYdomIiMjvtDklHDhdh3yTiF0nqtHc\nIt8ukNU/ErlGAbcPj0eYpu/jkK/dcteXeUXYdTgcWL58OXbs2AGtVovZs2dj1qxZl127Y8cO/PGP\nf0RFRQXS0tKwdOlSpKWl9XHFRERE5I1OWpqQZ6rEtoIqVDfK24UlR+qQYxQwLU1AUqTOQxW2C9TO\nCJ7gFWF37dq1KCgowMaNG1FeXo6FCxciKSkJkydPlq0rLi7G008/jZUrVyIrKwv/+7//i7lz5+Kz\nzz6DRuPZe00TERGRZ9RZHfj0h3ZhheI52Vy4RoXJhvZ9uNf3i/CafamB2hnBEzwedm02G7Zs2YK3\n334bBoMBBoMBc+bMwaZNmzqF3S+++AJDhw7FXXfdBQB46qmn8Le//Q3FxcUwGo2eKJ+IiIg8wNHq\nxBclFuQViPjyZA3aLm4XplRgzHUxmG4UcMvgGGhUrmsX5kqB2BnBEzwedouKitDW1obMzAsv02dn\nZ+ONN97otDYyMhLFxcX49ttvkZWVhffffx/h4eEYMGBAX5ZMREREHiBJEo5UNCDvqIgdx6pwtrlV\nNp+aEI4co4DJhgREh6o9VGXPBFpnBE/weNg1m82IjIyESnWhlJiYGNjtdtTV1SEqKqpjPCcnB7t2\n7cIDDzyAoKAgKJVKvPnmmwgPd297ECIiIvKcyrPNyD/VjOe++Q7lDc2yufgwDaamtW9TGBwbJpvr\nq9vw9lYgdUbwBI+HXZvNBrVa/q+v8x87HA7ZeH19PSwWC5YtW4aMjAy89957WLRoET788ENER0d3\n+zntdjusVuvVF5JPs9lssj/Jv/F8Bxaeb//X5GjF58W1+PSYGYcq5PtwtSolbh0UjamGOGQlRSBI\n2R5gL/673f6fPbBufA3OqjMdY8qEJIQ8+AtobhrXN18EXRO73X71RT3g8bCr0Wg6hdrzH+t08ndK\n/u53v8Pw4cNx//33AwCeffZZTJs2DR988AHmzJnT7eesrKxEZWVlLysnX1FaWurpEqgP8XwHFp5v\n/9LmlFBU14qvxRYcMrfg4m5hCgDDooJws6BGVlwwtKoWoLECx49VdHocdcFB6De/AYUkycadVWdw\n7vf/g/L/ehSONNfeqIG8l8fDbkJCAurr6+F0OqH8oZGzxWKBVqtFRESEbK3JZMJDDz3U8bFCoYDB\nYEBFRecLvSuJiYmIjIzsffHk1Ww2G0pLS5GSktLpH07kf3i+AwvPt38pqbHi0yIzdhy3oMYqv23v\ngEgtJg6OxDBNE0YYBl31fEuShPo/PQvnJUH3PIUkIfrz/4fI/+9+r9zSQO2/yXfli5IeD7upqalQ\nqVQ4dOgQRoxo369y4MABpKend1obHx+P4uJi2dipU6dwww039Og5NRoNQkJCrr1o8ik6nY7nO4Dw\nfAcWnm/fVdPkwPZCEXkmEcerG2Vzel0wpvzQLixNCIfNZkNhYWG3znfz0W9lWxcuxymegerUcZff\nhpdcw9XbkzwedrVaLWbMmIFly5Zh1apVqKqqwvr167FmzRoA7a/yhoeHQ6PR4N5778WSJUuQnp6O\nrKws/P3vf0dlZSVmzpzp4a+CiIiIrqa5pQ3/LrEg3yTiq1O1aLvo1VeVUoGxg2ORaxRwy6AYBAdd\n2217PX0bXvI+Hg+7ALB48WKsWLECDz/8MMLDw7FgwQJMmjQJADB27FisWbMGM2fORE5ODmw2G954\n4w1UVVUhNTUVGzZs6NGb04iIiKjvSJKE7840IM8kYuexajTa5e3C0hMjkGMUcIchAZG64F4/H2/D\nS5fyirCr1WqxevVqrF69utNcUVGR7ON77rkH99xzT1+VRkRERNegvM6K/AIR+SYRZy5pFyZEaJCT\nJmCaUUBKdKhLn5e34aVLeUXYJSIiIt93rrkFO45VI98k4rszDbK5kOAgTBweh5w0AdkDoqB005vD\neBteuhTDLhEREV2z1jYnvi6tRZ5JxJ5iCxxtFwKmUgGMGhiNHKOA8UPioFP3zW17eRteuhjDLhER\nEfWIJEk4Xt2IPJOI7YUiai9pFzYoNhTTjQKmpAqID9d4pEbehpfOY9glIiIKUD29na650Y5tBe3t\nwkosTbK5qJBgTElNQK4xEcPjw7wiVPI2vAQw7BIREQUk697daHhnneyNXKrE/tDPXiD7NX9zSxs+\nP2FGnknEvu9r4bzoXg3BQQrcNiQOOUYBo1OiobrGdmFE7sSwS0REFGCse3df9g1crZXlqFm9EM5F\na3AsOQt5JhGfHauGtaVNti4jSY8co4BJw+MRoe19uzAid2LYJSIiCiCSJKHhnXWX7VRQoYvF50I2\n/vWvszAHH5TN9dNrMS1NQK5RQHIU71pHvoNhl4iIKIDYTQdlWxfOqXT4Mj4Dnydk47h+oGxtqDoI\nkwzxyDUmIiNJ77Z2YUTuxLBLREQUQJw1ZrQognAwejg+F7JxICYVrcoLcUAptSGz9jjuvGkYJk2/\nDdrgvmkXRuQuDLtEREQBQJIkFFadw0dVodgx5jc4Fyy/c1lKYwXGi9/g1uqDiHI0Iv6nb0HDoEt+\ngGGXiIjIj4lnm7GtsP22vadqrO2DPwTdSPtZjKs+iNvEb3FdU2XH5/B2uuRPGHaJiIj8jNXRit3H\n29uFHThdh4u6hUGjUmJspBOjd7+DjNrjCJIueaMab6dLfoZhl4iIyA+0OSUcOF2HfJOIXSeq0dwi\nD7FZ/fXINSbi9uHxCNOoYB2u4O10KSAw7BIREfmwk5Ym5Jkqsa2gCtWNdtlccqQOOUYB09IEJEXq\nZHO8nS4FCoZdIiIiH1NndeDToirkHRVRWHVONheuUWGyIQE5RgHX94voMrzydroUCBh2iYiIfICj\n1YkvSizIKxDx5ckatF10394gpQK3DIpBbpqAWwbHQKNiFwWi8xh2iYiIvJQkSThScRb5JhE7jlXh\nbHOrbD5VCEeuUcBkQwKiQtQeqpLIuzHsEhEReZmKBhvyTe3twsrqbbK5+DANphkF5KQJGBQbeoVH\nIKLzGHaJiIi8QKO9FbuOV2PrUREHy+tlc9pgJSYOjUeOUcCNA6IQpOSbyIi6i2GXiIgCgiRJ7Z0H\nasxQxsRBY8zyeOeBVqcT+75vbxf2+Qkz7K0X2oUpANw4IAq5RgEThsUhRM2/somuBb9ziIjI71n3\n7kbDO+vQWlneMaZK7A/97AUe6SlbbG7E1qOV2FZYhZomh2wuJToEuekCpqYKECK0fV4bkb9h2CUi\nIr9m3bsbNasXAk75TRZaK8vbxxev7ZPAa2m0t7cLM4k4Xt0om9PrgjHlh3ZhaUK4x19xJvInDLtE\nROS3JElCwzvrOgXdDk4nGta/DN3o8W4JmM0tbdhTYkG+ScTXp2rRJl1oF6ZSKnDr4FjkGgWMGRSD\n4CCly5+fiBh2iYjIj9lNB2VbFy6ntaIMDtMhaNKzXPKckiThuzMN2GqqxM6iajQ52mTz1ydGIMco\nYJIhAZG6YJc8JxFdGcMuERH5LWeNuVvr2mq7t64r5XVW5BeIyDOJqGhols0JERrkpAnIMSZiYHRI\nr5+LiLqPYZeIiPyWMiauW+uCoru37lLnmluw41g18k0ivjvTIJsLCQ7CxOFxmG5MRFZyJJTch0vk\nEQy7RETktzTGLKgS+3e5lUHVLxlqY2a3H7O1zYmvSmuRbxKxp9gCR9uF/cBKBTBqYDRyjQLGD42D\nNpi37SXyNIZdIiLyWwqFAvrZCy7bjQEAoFRCP2v+Vd+cJkkSjlc3Is8kYnuhiFpri2x+UGwophsF\nTE0TEBemceWXQES9xLBLRER+LWTMBGDxWjSsfxmtFWUd46p+ydDPmt9l2zFzox3bftiHW2Jpks1F\nhQRjaqqAXKOAYfFhbBdG5KV6HHb379/f7bUjR47s6cMTERG5XMiYCdCNHt9+B7VaC4Ki46A2Zl42\noDa3tGH3CTPyTSL2fV8L54VuYVAHKTFuSHu7sJtToqFiuzAir9fjsPvggw92/HCQfugXePEPi4vH\nCgsLXVEjERFRrykUCmjTR1x2zilJOFhWjzyTiM+OVcPaIm8XlpGkR65RwKTh8QjXsl0YkS/pcdh9\n/fXX8dxzz+GZZ57BqFGjoFarceTIETz77LO4++67kZOT4446iYiIXK60tgmfmETkF4gQz9plc/30\nWuQaBeSkCegfxXZhRL6qx2F39erV+O1vf4tx48Z1jN1888149tln8etf/xo///nPXVogERGRK9Xb\nWrCjqAr5JhFHK8/K5kLVQbjDkIBco4CMJD334RL5gR6H3erqaiQlJXUaDwsLQ11d3TUV4XA4sHz5\ncuzYsQNarRazZ8/GrFmzLrv22LFjWLFiBUwmEwYOHIilS5fipptuuqbnJSKiwNDS5sTekzXIM4n4\nd4kFrRdtxA1SKHDzddHIMQoYNziW7cKI/EyPw25mZiZeeuklrF27FmFhYQCA+vp6vPjiixg9evQ1\nFbF27VoUFBRg48aNKC8vx8KFC5GUlITJkyfL1jU2NuKRRx7B7bffjrVr1+Kf//wn5s2bh+3btyM6\nOvqanpuIiPyTJEkoEM8h3yRie1EVGmzydmHD4sOQaxQw2ZCAWLYLI/JbPQ67v/nNb/DQQw9h3Lhx\nSElJAQCcOnUKcXFx2LBhQ48LsNls2LJlC95++20YDAYYDAbMmTMHmzZt6hR2P/jgA4SGhmLFihUA\ngCeeeAJ79uzB0aNHZdsqiIj8jSRJ7Z0EasxQxsRBY8zir9ivQDzbjE8KROSbRJTWWmVzMaFqTEtr\n34c7ND7MQxUSUV/qcdgdPHgw8vPzsXXrVpSUlAAAHnjgAeTm5kKn0/W4gKKiIrS1tSEz88Lda7Kz\ns/HGG290Wrt//35MnDhRNvaPf/yjx89JRORLrHt3o+GddbK7gKkS+0M/e0GXPWIDidXRit3Hzdhq\nEvHN6Tpc1C0MGpUS44fGIccoYNTAKKiUbBdGFEiu6aYSer0e9957L8rLy5GcnAwACA6+tlYsZrMZ\nkZGRUKkulBITEwO73Y66ujpERUV1jJeVleH666/Hb3/7W+zatQv9+/fHr3/9a4wYcflWMkREvs66\nd/dl7/7VWlnePr54bcAGXqck4UBZAz4rLsWuE9VobpEfoxHJkcg1Cpg4LB5hGt5DiShQ9fi7X5Ik\n/P73v8fGjRvR0tKC7du34w9/+AN0Oh2WL1/e49Brs9mgVqtlY+c/djgcsnGr1Yq//OUveOihh/CX\nv/wFW7duxSOPPIJt27YhISGhp18KEZFXkyQJDe+su/xtbgHA6UTD+pehGz0+oLY0nLQ04aPvypBv\nOod6u7yfe3KkDjlGAdPSBCRF9vy3jUTkf3ocdjdu3IiPPvoIy5Ytw7PPPgsAmDRpElasWIHY2Fg8\n+eSTPXo8jUbTKdSe//jSbRFBQUFITU3FvHnzAAAGgwFffvklPvroI8ydO7fbz2m322G1Wq++kHya\nzWaT/Un+zR/Pd0vBIdnWhctprSjD2W+/RnBqRh9V5Rn1thZ8dqIG24vMOGaW37Y3TBOEiUNiMMUQ\nB2PC+dv2Svw570f88fubrsxut199UQ/0OOxu3rwZv/3tb3HHHXdg5cqVAICcnBwEBwdj9erVPQ67\nCQkJqK+vh9PphPKHfVQWiwVarRYRERGytXFxcRg0aJBsLCUlBZWVlT16zsrKyh5/Dvmu0tJST5dA\nfcifzrfm6GHou7Gu7Mh3sEN99YU+psUp4YilFV+LDhytaZXdtlepANJjVLhZUOP6WBWClXagrhxF\n19YBk3yEP31/U9/pcdgtLy9Hampqp3GDwQCz2dzjAlJTU6FSqXDo0KGOvbcHDhxAenp6p7WZmZnY\nv3+/bOzkyZO48847e/SciYmJiIyM7HGt5FtsNhtKS0uRkpJyTW+eJN/ij+e7RbLjbDfeg5t8fQaC\nL/Nz2RdJkgRTVSO2F5mxu7gG5+zy2/YOjwvF5OGxuCU5DPVV5X51vunK/PH7m66svr7epS9K9jjs\nJiUl4ciRI+jfv79sfM+ePR1vVusJrVaLGTNmYNmyZVi1ahWqqqqwfv16rFmzBkD7q7zh4eHQaDT4\n8Y9/jE2bNuHVV1/FXXfdhQ8//BDl5eW46667evScGo0GISG89WOg0Ol0PN8BxJ/Ot5Q9GtbE/l1u\nZVD1S0bEiJt9fs9uRYOto13Y6Tr5r6rjwzSYmpaAHKOAwbHt7cKsVivqq/zrfNPV8XwHBldvV+lx\n2H3kkUewYsUKmM1mSJKEr776Cps3b8bGjRuxaNGiaypi8eLFWLFiBR5++GGEh4djwYIFmDRpEgBg\n7NixWLNmDWbOnIl+/frh7bffxsqVK/HWW29h8ODBeOuttxAfH39Nz0tE5M0UCgX0sxdcthsDAECp\nhH7WfJ8Nuo32Vuw6Xo08k4hvy+plc9pgJSYOjUeOUcCNA6IQpPTNr5GIPE8hSZJ09WVymzdvxmuv\nvQZRFAG0twqbM2fOFW/x6y2sVisKCwuRkpKCmJgYT5dDbnb+fKempvKVgADgz+fbunc3Gta/jNaK\nso4xVb9k6GfN97m2Y61OJ/Z9X4d8k4jPT5hhb70Q4hUAsgdE/dAuLA4h6iu/HuPP55s64/kOLDU1\nNSgtLXXZ+e7xK7tbt27F1KlT8V//9V+ora2FJEkMjkREbhQyZgJ0o8e330Gt1oKg6DiojZk+9Ypu\nsbkRW49WYlthFWqa5B14UqJDOtqFCRFaD1VIRP6qx2H32Wefxbvvvgu9Xo/o6Gh31ERERJdQKBTQ\npvvWDXRqmhzYXigizyTieHWjbE6vC8YUQ/s+3DQh3KeCOxH5lh6H3ZSUFBw/fhxDhgxxRz1EROTD\nmlvasKfEgnyTiK9P1aLtop1yKqUCYwfHYrpRwJhBMQgO4m17icj9ehx2DQYDnn76afzlL39BSkoK\nNBqNbH716tUuK46IiLyfJEn47kwDtpoqsbOoGk0Oebuw9MQI5BgF3GFIQKTu2m4tT0R0rboVdl94\n4QU8+uij0Ov1+OKLL5CVlQWlUnlNfXWJiMg/lNdZkV/Qvk2hoqFZNidEaJCTJmCaUUBKdKiHKiQi\n6mbY3bRpEx544AHo9XpUVFTgH//4B9+URkQUgM41t2DHsWrkm0R8d6ZBNhcSHISJw+Mw3ZiIrORI\nKLkPl4i8QLfCblJSEubNm9dx57Tnn3++0/YFoP0NFKtWrXJthURE5FGtbU58XVqLPJOIPcUWONou\ntAtTKoBRA6ORYxQwfkgcdOogD1ZKRNRZt8Luiy++iNdffx1nzpyBQqFARUUFgoO574qIyF9JkoTj\n1Y3IM4nYXiii1toimx8UG4rpRgFTUgXEh3d+8YOIyFt0K+ymp6fj1VdfBQBMnDgRr732GqKiotxa\nGBER9T1zox3bftiHW2Jpks1FhQRjaqqAXKOAYfFhbBdGRD6hx90Ydu3a5Y46iIjIQ5pb2vD5CTPy\nTCL2fV8L50X31QwOUuC2IXHIMQoYnRINFduFEZGP6XHYJSIi3+eUJBwsq0eeScRnx6phbZG3C8tI\n0iPHKGDS8HhEaLltjYh8F8MuEVEAKa1twicmEfkFIsSzdtlcP70WuT/ctjc5qvf3oyci8gYMu0RE\nfq7e1oIdRVXIN4k4WnlWNheqDsIkQzxy0gRk9me7MCLyPwy7RNRtkiTBbjoIZ40Zypg4aIxZfJOS\nl2ppc2LvyRrkmUT8u8SC1os24gYpFLj5uvZ2YeMGx0IbzHZhROS/GHaJqFuse3ej4Z11aK0s7xhT\nJfaHfvYChIyZ4MHK6DxJklAgnkO+ScT2oio02OTtwobFhyHXKGCyIQGxYWwXRkSBgWGXiK7Kunc3\nalYvBJxO2XhrZXn7+OK1DLweJJ5txrZCEfkmEadqrLK5mFA1pqYmINeYiKHxYR6qkIjIcxh2iahL\nkiSh4Z11nYJuB6cTDetfhm70eG5p6ENWRyt2H29vF3bgdB0u6hYGjUqJ8UPb24WNGhgFlZLtwogo\ncDHsElGX7KaDsq0Ll9NaUQaH6RA06Vl9VFVganNKOHC6DvkmEbtOVKO5Rf4PkBHJkcg1Cpg4LB5h\nGv54JyICGHaJ6CqcNeZurWur7d466rmTlibkmSqxraAK1Y3ydmHJkTpMMwrISROQFKnzUIVERN6L\nYZeIuqSMievWuqDo7q2j7qmzOvBpURXyTCIKxXOyuXCNCpMNCcgxCri+XwS3jxARdYFhl4i6pDFm\nQZXYv8utDKp+yVAbM/uwKv/kaHXiixIL8gpEfHmyBm0XtwtTKnDLoBjkpgm4ZXAMNCq2CyMi6g6G\nXSLqkkKhgH72gst2YwAAKJXQz5rPVxevkSRJOFp5FnlHRew4VoWzza2y+dSEcOQYBUxJTUBUiNpD\nVRIR+S6GXSK6qpAxE4DFa9Gw/mW0VpR1jKv6JUM/az7bjl2DigYbPilobxd2us4mm4sP02BqWvs2\nhcGxbBdGRNQbDLtE1C0hYyZAN3p8+x3Uai0Iio6D2pjJV3R7oNHeil3Hq5FnEvFtWb1sThusxISh\nccg1JuLGAVEIUvK4EhG5AsMuEXWbQqGANn2Ep8vwKa1OJ/Z9394u7PMTZthbL2wFUQDIHhCJXGMi\nJgyLQ6iaP5KJiFyNP1mJiNyg2NyIPJOIbQUiLE0O2dzA6BDkGgVMSxMgRGg9VCERUWBg2CUicpGa\nJge2F4rIM4k4Xt0om9PrgjHlh3ZhaUI4t38QEfURhl0iol6wt7ZhT7EF+SYRX52qRZt0oV2YSqnA\n2MGxyDUKuGVQDIKDeNteIqK+xrBLRNRDkiThuzMNyDOJ2HmsGo12ebuw9MQI5BgF3GFIQKQu2ENV\nEhERwLBLRNRt5XVW5P/QLuxMQ7NsTojQICdNwDSjgJToUH7XxGQAACAASURBVA9VSEREl2LYJSLq\nwrnmFuw81t4u7LszDbK5kOAgTBze3i5sRHIklNyHS0TkdRh2iYgu0drmxNeltcgzidhTbIGj7UK7\nMKUCGDUwGjlGAeOHxEGn5m17iYi8GcMuERHa9+Eer25vF7a9UESttUU2Pyg2FNONAqakCogP13io\nSiIi6imGXSIKaOZGO7YVVCHPVIkSS5NsLiokGFNSE5BrTMTw+DC2CyMi8kFeEXYdDgeWL1+OHTt2\nQKvVYvbs2Zg1a1aXn1NeXo4777wTb775JkaOHNlHlRKRP2huacPnJ8zIM4nY930tnBe6hSE4SIHb\nhsQhxyhgdEo0VGwXRkTk07wi7K5duxYFBQXYuHEjysvLsXDhQiQlJWHy5MlX/Jzly5ejubn5ivPk\nHyRJgt10EM4aM5QxcdAYs/jqGl0TpyThYHk98o6K2HW8Gk2ONtl8RpIeOUYBk4bHI0LLdmFERP7C\n42HXZrNhy5YtePvtt2EwGGAwGDBnzhxs2rTpimH3448/htVq7eNKqa9Z9+5Gwzvr0FpZ3jGmSuwP\n/ewFCBkzwYOVkS/5vra9XdgnJhGVZ+X/QO6n1yInTUCOUUByVIiHKiQiInfyeNgtKipCW1sbMjMz\nO8ays7PxxhtvXHZ9XV0dfv/73+Ptt9/G9OnT+6pM6mPWvbtRs3oh4HTKxlsry9vHF69l4KUrarC1\nYEdRFfJNIo5UnpXNhaqDMGl4PHLTE5GRpGe7MCIiP+fxsGs2mxEZGQmV6kIpMTExsNvtqKurQ1RU\nlGz9mjVrcPfdd2PIkCF9XSr1EUmS0PDOuk5Bt4PTiYb1L0M3ejy3NFCHljYnDplb8G7pcXz1fR1a\n2i5sxA1SKHDzde3twsYNjoU2mO3CiIgChcfDrs1mg1qtlo2d/9jhcMjG9+7di4MHD2LlypW9ek67\n3c5tEF6speCQbOvC5bRWlOHst18jODXjimtsNpvsT/I/kiThmLkJ24ss+OyEGQ3NbQAufG8PiQnB\nZEMcJg2NQUxo+88VZ4sdl3QVIx/E7+/AwvMdWOx2u0sfz+NhV6PRdAq15z/W6XQdY3a7HcuXL8ey\nZcs6heOeqqysRGVlZa8eg9xHc/Qw9N1YV3bkO9hx9WuhtLS01zWRd6ltdmKf6MDXYgtEq/w3ABFq\nBUYlBONmQY3+4UEA6lF9uh7VnimV3Izf34GF55uuhcfDbkJCAurr6+F0OqFUtrf4sVgs0Gq1iIiI\n6Fh3+PBhlJWV4YknnoAkXfj15M9//nPMnDkTy5cv7/ZzJiYmIjIy0mVfA7lWi2TH2X9cfV3y9RkI\nTk294rzNZkNpaSlSUlJk/3Ai32R1tGHPyVp8esyMb8vP4aJuYVAHKTBmoB7XhzswNWsIwkL5ZjN/\nx+/vwMLzHVjq6+td+qKkx8NuamoqVCoVDh06hBEjRgAADhw4gPT0dNm6jIwMfPrpp7KxO+64A88/\n/zxGjx7do+fUaDQICeFfht5Kyh4Na2L/LrcyqPolI2LEzd3as6vT6Xi+fVSbU8I3ZXXIN4nYddwM\nW4u8XVhW/0jkGgXcPjweyjYHCgsLERYawvMdQPj9HVh4vgODq7ereDzsarVazJgxA8uWLcOqVatQ\nVVWF9evXY82aNQDaX+UNDw+HRqNBcnJyp8+Pj49HdHR0X5dNbqRQKKCfveCy3RgAAEol9LPm881p\nfuykpam9XViBiOpz8r1byZE65BgFTEsTkBR54RUeq9Vx6cMQERF5PuwCwOLFi7FixQo8/PDDCA8P\nx4IFCzBp0iQAwNixY7FmzRrMnDmz0+cx7PivkDETgMVr0bD+ZbRWlHWMq/olQz9rPtuO+aE6qwOf\nFlUhzySiUDwnmwvXqDDZkIAco4Dr+0Xwe5+IiLrNK8KuVqvF6tWrsXr16k5zRUVFV/y8wsJCd5ZF\nHhYyZgJ0o8e330Gt1oKg6DiojZkMOn7E0erEFyUW5BWI+PJkDdouum9vkFKBWwbFIDdNwC2DY6BR\nsV0YERH1nFeEXaIrUSgU0KaP8HQZ5EKSJOFIxVnkm0TsOFaFs82tsvnUhHDkGAVMSU1AVEjvOq8Q\nEREx7BJRn6hosCHfJCLfJKKsXv7mg/gwDaamtW9TGBwb5qEKiYjIHzHsEpHbNNpbset4NbYeFXGw\nvF42pw1WYuLQeOQYBdw4IApBSm5PISIi12PYJSKXanU6se/79nZhn58ww956oaOGAsCNA6KQaxQw\nYVgcQtT8EURERO7Fv2mIyCVOVDciz1SJbYVVqGmStwFLiQ7paBcmRGg9VCEREQUihl0iumaWRjs+\nLarC1qMiTpgbZXN6XTCm/NAuLE0IZxcNIiLyCIZdIuqR5pY27CmxIN8k4utTtWi76PbdKqUCtw6O\nRa5RwJhBMQgOUnqwUiIiIoZdIuoGSZJw6EwD8kyV2FlUjSaH/La96YkRyDEKuMOQgEhdsIeqJCIi\n6oxhl4iuqLzOivwCEXkmERUNzbI5IUKDnDQB04wCUqJDPVQhERFR1xh2iUjmXHMLdhyrRr5JxHdn\nGmRzIcFBuH14PHKNArKSI6HkPlwiIvJyDLtEhNY2J74qrUW+ScSeYgscbRfahSkVwKiB0cgxCpgw\nNA7aYN62l4iIfAfDLlGAkiQJx6sbsdVUie2FVaiztsjmB8WGYrpRwJRUAfHhGg9VSURE1DsMu0QB\nxtxox7Yf9uGWWJpkc1EhwZiaKiDXKGBYfBjbhRERkc9j2CUKADZHGz4vNiPfJGLf97VwXugWBnWQ\nEuOGtLcLuzklGiq2CyMiIj/CsEvkp5yShINl9cgzifjsWDWsLfJ2YRlJeuQYBUwaHo8ILduFERGR\nf2LYJfIzpbVN+MQkIr9AhHjWLpvrp9ci94fb9iZHhXioQiIior7DsNuHJEmC3XQQzhozlDFx0Biz\nuCeSXKLe1oIdRVXIN4k4WnlWNheqDsIkQzymGxORkaTnNUdERAGFYbePWPfuRsM769BaWd4xpkrs\nD/3sBQgZM8GDlZGvamlzYu/JGmw1ifiixILWizbiBikUuPm69nZh4wbHsl0YEREFLIbdPmDduxs1\nqxcCTqdsvLWyvH188VoGXuoWSZJQIJ5DvknE9qIqNNjk7cKGxYch1yhgsiEBsWFsF0ZERMSw62aS\nJKHhnXWdgm4HpxMN61+GbvR4/nqZrkg824xPCkTkm0SU1lplczGhakxLE5CTJmBofJiHKiQiIvJO\nDLtuZjcdlG1duJzWijI4TIegSc/qo6rIF1gdrdh93IytJhHfnK7DRd3CoFEpMX5oHHKMAkYNjIJK\nyXZhREREl8Ow62bOGnO31rXVdm8d+bc2p4QDp+uQbxKx60Q1mlvkvxEYkRyJXKOAicPiEabhty8R\nEdHV8G9LN1PGxHVrXVB099aRfzppaUKeqRLbCqpQ3ShvFzYgSoecH9qF9dPrPFQhERGRb2LYdTON\nMQuqxP5dbmVQ9UuG2pjZh1WRN6izOvBpURXyjooorDonmwvXqDDZkIBpRgE39Ivgfm4iIqJrxLDr\nZgqFAvrZCy7bjQEAoFRCP2s+w0yAcLQ68UWJBXkFIr48WYO2i9uFKRW4ZVAMctMEjB0cC7WK+3CJ\niIh6i2G3D4SMmQAsXouG9S+jtaKsY1zVLxn6WfPZdszPSZKEIxVnkW8SseNYFc42t8rmU4XwjnZh\nUSFqD1VJRETknxh2+0jImAnQjR7ffge1WguCouOgNmbyFV0/VtFgQ76pvV1YWb1NNhcfpsHUtATk\nGAUMjmW7MCIiIndh2O1DCoUC2vQRni6D3KjR3opdx6uRZxLxbVm9bE4brMTEof9/e3ce1PSd9wH8\nTTgSFJCbeBZPgqFCoNXax3Vba1FgFditJ9t1VDzGeo3ara47C7qu4oxudae7ta4OKjrdrtatjngP\ntXafPlZssUiQU6rSEiACKpADkt/zByv6K7ZLJAeE92vGafP7/pJ8wofA2/jNJ8GIV8rxwhA/uEr4\nFx0iIiJbY9gl6qJWsxlXb7eNC7tUWgtD6+O92S4AXhjihwSlHK+OCkIfDz7liIiI7Im/eYmeUVlt\nI04VVOHszWrcazKK1kL9+7SPC5P7yBxUIRERETHsEllA22hoGxem1qCkplG01s/THVMUbftwR8u9\nuR+biIioG2DYJfov9C0mXC7X4rRagysVdTAJj8eFuUlcMGF4IH6hlOPlYQFwd+W4MCIiou6EYZfo\nKQRBwPXv7iNbXYWLRTVoMppE6xH9fRCvlON1RQh8Pd0dVCURERH9N90i7BqNRqSnp+PChQuQyWRY\nsGAB5s+f/9RzL126hF27duH27dsYMmQIVq1ahUmTJtm5YnJWlfXNOF2oQbZag+/v60Vrch8p4kfL\nEaeUI9S/r4MqJCIiIkt0i7C7fft2FBYWIisrC5WVlXjnnXcwcOBAxMbGis4rLi7GihUrsH79ekyc\nOBGXL1/GypUr8fHHHyMsLMxB1VNP91DfggvFNTit1uCb7+6L1vq4u+K1sGAkKOVQDfaFhPtwiYiI\nehSHh12dTodjx45h//79UCgUUCgUSE1NxeHDhzuE3VOnTmH8+PFISUkBAKSkpCAnJwdnzpxh2CWL\ntJrM+L9v63BarcHlMi2MpsfjwiQuwItD/JAQ0R+vjAiCp4erAyslIiKirnB42C0qKoLJZEJUVFT7\nsZiYGHzwwQcdzk1OTkZLS0uH442NjR2OEf2QIAgoqWlEtlqDczc1qGsWfy8NC+yLXyjlmBIuR7C3\n1EFVEhERkTU5POzW1tbC19cXbm6PSwkICIDBYEB9fT38/Pzajw8bNkx03dLSUly5cgVz5861W73U\n82ibjPisoBbZag3KtU2iNb8+7pgaLkeCUo5RwV4cF0ZERORkHB52dTodPDw8RMceXTYajU+7CgCg\nrq4OK1asQExMDF577TWb1kg9j77FhAslWhy/3oSiT7+G+fG0MHi4SjBxRCDilXKMD/WHG8eFERER\nOS2Hh12pVNoh1D667Onp+dTraLVazJ8/Hy4uLti9e7fF92kwGNDc3Gx5sdStmQUB33z/AOeKtLhU\nfg+6FrNo/fn+3ogNC8SrwwPgLWv71jca9Pjxv1JRT6LT6UT/JefGfvcu7HfvYjAYrHp7Dg+7ISEh\naGhogNlshkTS9gqbVquFTCaDj49Ph/Orq6vxm9/8Bq6ursjKyhJtc+isqqoqVFVVdbl26h40TSZ8\nqWnBlxoj6gyCaC1Q5oJxcg+Mk7sjuI8EQB0qK+ocUyjZxbfffuvoEsiO2O/ehf2mZ+HwsBseHg43\nNzdcv34d0dHRAIBr164hIiKiw7k6nQ6pqalwd3fHoUOH4O/v/0z32b9/f/j6+napbnKsB/pW5JRp\nca5Ii8Jq8RsU+3q44pURAXg11Bt9dbUYOnToj/4rATkPnU6Hb7/9FqGhoex3L8B+9y7sd+/S0NBg\n1RclHR52ZTIZEhMTkZaWhq1bt6K6uhqZmZnIyMgA0PYqr7e3N6RSKfbs2YPKykocOnQIZrMZWq22\n/Ta8vLw6fZ9SqRR9+vSxyeMh22kxmfHFrXvIVmvwebkWrU9sxHV1ccFLQ/0Rr5Rj4vBAyNxd0dzc\njJs3tfD09GS/exH2u3dhv3sX9rt3sPZ2FYeHXQDYsGEDNm3ahHnz5sHb2xurVq3C5MmTAQATJkxA\nRkYGkpKScP78eej1esycOVN0/aSkJGzbts0RpZONCYKAm9UPkV2gwbmiatzXiceFjQr2QoJSjlhF\nCAK9OC6MiIiIxLpF2JXJZNi2bdtTA2tRUVH7/585c8aeZZEDaR7ocfamBqfVGlTcE7+ZMKCvB6aG\nhyBB2R8jgzv/ij4RERH1Pt0i7BIBQLOxFZ+WtM3DvXanHk++1UzqJsErI4MQr5Rj7HN+cJNwXBgR\nERH9dwy75FAms4Cv7tYju0CDnNIa6H8wLix6sC8SlHJMGhUMLym/XYmIiMgyTA/kELe0TThdqMGZ\nQg1qHorn6Q329US8Uo54pRwD+vFdt0RERPTsGHbJbuqbjThfVI1stQY3NQ9Fa95SN7yuCEaCsj+e\nH+DDj+0lIiIiq2DYJZsytprx73Itsgs1+N9b92B6clyYxAX/MywACaPlmDA8EB5u3IdLRERE1sWw\nS1YnCAIKqh4gW63BhaJqPNC3itbDQ7wRr5RjSngI/Pp4OKhKIiIi6g0Ydslqvr+vw5nCtnFhd+rF\nA6GDvaSYOjoE8Uo5hgdyXBgRERHZB8MudUmjoRU5JTXIVmvw9d0G0ZrMXYJJI4MRr5TjhSF+cJVw\nHy4RERHZF8MuWcxkFnD1dh2y1RpcKq2FofXxuDAXADFD/PALpRyvjgpCHw9+ixEREZHjMIlQp5XV\nNiJbrcHZQg20TUbR2nP+fZCglCNutBxyH5mDKiQiIiISY9iln3SvyYhzNzXIVmtQUtMoWuvn6Y4p\nirZ9uKPl3hwXRkRERN0Owy51YGg14XKZFqfVGvxfRR1MwuNxYW4SF0wYHogEpRz/MywA7q4cF0ZE\nRETdF8MuAWgbF/bNd/eRrdbgYnENGg3icWER/X0Qr5TjdUUIfD3dHVQlERERkWUYdnu5yvpmnP7P\nuLDv7utFa3IfKeJHyxGnlCPUv6+DKiQiIiJ6dgy7vdBDfQsuFreNC/vmu/uitT7urpgUFoQEZX9E\nD/aFhPtwiYiIqAdj2O0lWk1mXPm2bVzY5TItjCbxuLBxof6IV8rxyoggeHq4Oq5QIiIiIiti2HVi\ngiCgpKZtXNi5mxrUNbeI1ocG9MUvlHJMHS1HsLfUQVUSERER2Q7DrhOqbTTgbGE1stVVKNc2idb8\n+rhjSngIEpT9ERbsxXFhRERE5NQYdp2EvsWES6W1yFZrcPV2HcyPp4XB3dUFPx8RhHilHOND/eHG\ncWFERETUSzDs9mBmQUDe3QZkqzXIKalBk9EkWh8zoB8SlHJMVgTDR8ZxYURERNT7MOz2QLfr2saF\nnVFrUPVAPC5sQD8Z4kfLEa+UY7BfHwdVSERERNQ9MOz2EPd1LbhQVI3Tag1uVD0QrfX1cMVkRTAS\nlP0RObAfx4URERER/QfDbjfWYjLji1v3kK3W4N+3tGgxPd6IK3EBXgoNQIJSjokjAiFz57gwIiIi\noh9i2O1mBEHAzeqHyC7Q4FxRNe7rxOPCRgZ5IUEpx5TwEAR6cVwYERER0U9h2O0mNA/0OHuz7WN7\nK+41i9YC+npgangI4pVyjAr2dlCFRERERD0Pw64DNRtb8WlJ27iwa3fq8cS0MEjdJPj5iEAkRPTH\n2Of84CbhuDAiIiIiSzHs2pnJLOCru/XILtAgp7QG+hazaF01yBcJSjleCwuGl5TtISIiIuoKpik7\nuaVtahsXVqhBzUODaG2wryfilXLEjZZjoK+ngyokIiIicj4MuzZU32zE+aJqZKs1uKl5KFrzlrrh\n9f+MC3t+gA8/tpeIiIjIBhh2rczYasa/y7XILtTgf2/dg+mJz+11lbjg5aFt48ImDA+A1I3jwoiI\niIhsiWHXCgRBwI3vH+C0WoMLxdV4oG8VrYeHeCNeKUesIgT+fT0cVCURERFR78Ow2wXf39fhtLpt\nXNjdBp1oLdhLiqmj28aFDQ/0clCFRERERL0bw66FGg2tyCmpwakCDfIqG0RrMncJJo0MRrxSjheG\n+MFVwn24RERERI7EsNsJrWYzrt6ux2m1BpdKa2FofTwuzAXAC0P8kKCU49VRQejjwS8pERERUXfR\nLZKZ0WhEeno6Lly4AJlMhgULFmD+/PlPPbewsBDp6ekoKSnByJEjkZ6eDqVSaZO6ymobcaqgCmdv\nVuNek1G0FurfBwkRckwNl0PuI7PJ/RMRERFR13SLsLt9+3YUFhYiKysLlZWVeOeddzBw4EDExsaK\nztPpdFi8eDESExORkZGBDz/8EEuWLMHFixchk1kncN5rMuLcTQ2y1RqU1DSK1vp5umOKom0f7mi5\nN8eFEREREXVzDg+7Op0Ox44dw/79+6FQKKBQKJCamorDhw93CLvZ2dnw9PTE22+/DQDYuHEjLl++\njLNnzyIpKemZa9C3mHC5XIvTag2uVNTBJDweF+YmccHPhgciQSnHy8MC4O7Kj+0lIiIi6ikcHnaL\niopgMpkQFRXVfiwmJgYffPBBh3Pz8/MRExMjOhYdHY28vDyLw64gCPjmu/vIVmtwsbgGjQbxuLCI\n/j6IV8rxuiIEvp7uFt02EREREXUPDg+7tbW18PX1hZvb41ICAgJgMBhQX18PPz+/9uM1NTUYNWqU\n6PoBAQEoKyuz6D5PqqtxoqgY393Xi47LfaSIHy1HnFKOUP++z/BoiIiIiKg7cXjY1el08PAQf9DC\no8tGo/hNYXq9/qnn/vC8H2M2t01RyK3QQmIyY7CXBDI3CWIG98P4UF+MCvKCCwAIety7p//J26Lu\nz2AwAAAaGhqg0+n+y9nU07HfvQv73buw371LY2Pbe6Ye5baucnjYlUqlHcLqo8uenp6dOrezb057\n9GRZGPHDV21bgSYtbjdpLaiceoqqqipHl0B2xH73Lux378J+9y4GgwFeXl3/YC6Hh92QkBA0NDTA\nbDZDIml785dWq4VMJoOPj0+Hc2tra0XHtFotgoKCOnVf/fr1Q2hoKKRSaft9EREREVH3YTabYTAY\n0K9fP6vcnsPDbnh4ONzc3HD9+nVER0cDAK5du4aIiIgO50ZGRuLvf/+76FheXh6WLl3aqftyc3ND\nQEBA14smIiIiIpuxxiu6jzj85U2ZTIbExESkpaXhxo0buHjxIjIzMzFv3jwAba/cPtp+MGXKFDx8\n+BBbt25FeXk5tmzZgubmZsTFxTnyIRARERFRN+UiCE8MlXUQvV6PTZs24dy5c/D29kZqairefPNN\nAIBCoUBGRkb7aLEbN24gLS0Nt27dQlhYGDZt2gSFQuHI8omIiIiom+oWYZeIiIiIyBYcvo2BiIiI\niMhWGHaJiIiIyGkx7BIRERGR02LYJSIiIiKnxbBLRERERE7L6cKu0WjE7373O7z44ov42c9+hszM\nzB89t7CwEDNnzkRUVBRmzJgBtVptx0rJGizp96VLl5CUlASVSoXExETk5OTYsVKyBkv6/UhlZSVU\nKhVyc3PtUCFZkyX9Li4uxty5cxEZGYnp06fjyy+/tGOlZA2W9PvChQtISEiASqVCSkoKCgsL7Vgp\nWZPRaMS0adN+8md0V/Oa04Xd7du3o7CwEFlZWUhLS8N7772H8+fPdzhPp9Nh8eLFePHFF3H8+HFE\nRUVhyZIl0Ov1DqianlVn+11cXIwVK1ZgxowZOHnyJGbOnImVK1eiuLjYAVXTs+psv5+Unp7O53UP\n1dl+NzY2YuHChRg5ciROnTqF119/HcuXL0ddXZ0DqqZn1dl+l5WVYd26dViyZAlOnjwJhUKBxYsX\nt38AFfUcRqMRa9asQVlZ2Y+eY5W8JjiR5uZmYcyYMUJubm77sb/97W/Cm2++2eHco0ePCpMnTxYd\ni42NFf71r3/ZvE6yDkv6vWPHDmHRokWiYwsWLBDeffddm9dJ1mFJvx85ceKEMGfOHEGhUAhXr161\nR5lkJZb0++DBg0JsbKzo2BtvvCF89tlnNq+TrMOSfmdmZgq/+tWv2i83NjYKYWFhQkFBgV1qJeso\nKysTEhMThcTExJ/8GW2NvOZUr+wWFRXBZDIhKiqq/VhMTAzy8/M7nJufn4+YmBjRsejoaOTl5dm8\nTrIOS/qdnJyMtWvXdjje2Nho0xrJeizpNwDU19dj586d2Lx5MwR+dk6PY0m/c3NzMWnSJNGxo0eP\nYuLEiTavk6zDkn77+vqirKwMX3/9NQRBwMcffwxvb28MGTLEniVTF129ehXjx4/HRx999JM/o62R\n19y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"text/plain": [
"<matplotlib.figure.Figure at 0xd4bc860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_= dia.plot_probs(freq, probsm_poi, label='poisson')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generalized Poisson\n",
"\n",
"The generalized Poisson has an additional dispersion parameter and is similar to the NegativeBinomial distribution. The prediction are similar to those of the NegativeBinomial, and is also rejected by the specification test."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 2.440077\n",
" Iterations: 13\n",
" Function evaluations: 15\n",
" Gradient evaluations: 15\n"
]
}
],
"source": [
"model_gp = GeneralizedPoisson(endog, exog, p=1.5)\n",
"res_gp = model_gp.fit(method='bfgs', maxiter=5000, maxfun=5000)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"probs_gp = res_gp.predict(which='prob')\n",
"probsm_gp = probs_gp.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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UydPTs0p+9SCl0/y6nubYtTS/rqc5dq2y5nfAgAEMGDCgyj/v0nMHarOKnp9w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\niIiIiJwWwy4REREROa3/D+5A3jkLReB7AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd4c5550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_= dia.plot_probs(freq, probsm_gp, label='genpoisson')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(37.452489515314213, 1.4532477271585953e-07, 4)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dia.test_chisquare_prob(res_gp, probs_gp[:, :5])[:-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ZeroInflatedPoisson\n",
"\n",
"The zero-inflated Poisson model is able to match the probabiltiy of observing zeros but the predicted probabilities for counts from zero to nine show large differences to the observed frequencies."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 2.855069\n",
" Iterations: 9\n",
" Function evaluations: 11\n",
" Gradient evaluations: 11\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"m:\\josef_new\\eclipse_ws\\statsmodels\\statsmodels_py34_pr\\statsmodels\\base\\model.py:511: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n"
]
}
],
"source": [
"model_zip = ZeroInflatedPoisson(endog, exog)\n",
"res_zip = model_zip.fit(method='bfgs', maxiter=5000, maxfun=5000)\n",
"\n",
"probs_zip = res_zip.predict(which='prob')\n",
"probsm_zip = probs_zip.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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zmTBhAsOHDyc6OprU1FQWLlxIXFwc+/btu+z7FRUVcfLkyWppq6HxeNht3rw5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qkxTsijM6ssXFRV5eTE66uNoQuPJHDCw9WedqaqKsUbE6qNo4S3Z7H+ApQCuHRs/0oXyToTp6Z8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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc2a8eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_= dia.plot_probs(freq, probsm_zip, label='zigenpoisson')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ZeroInflatedGeneralizedPoisson\n",
"\n",
"I thought this should fit better. \n",
"\n",
"The pattern for predicted probabilities is similar ZeroInflated Poisson, but closer to the observed values. It is still rejected by the spedification test."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 2.401715\n",
" Iterations: 13\n",
" Function evaluations: 16\n",
" Gradient evaluations: 16\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"m:\\josef_new\\eclipse_ws\\statsmodels\\statsmodels_py34_pr\\statsmodels\\base\\model.py:511: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n"
]
}
],
"source": [
"model_zigp = ZeroInflatedGeneralizedPoisson(endog, exog, p=2)\n",
"res_zigp = model_zigp.fit(method='bfgs', maxiter=5000, maxfun=5000)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"probs_zigp = res_zigp.predict(which='prob')\n",
"probsm_zigp = probs_zigp.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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eLF261KXMwdPT0+VNPy8vL1q1auXS0LgyQkNDMUdcx+mNazAUFdGhVRjGgKCL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2+//Xaj1+wK0ZadbQUEd9UCPtqWzYH8CoqNFnJKqrDYz6zebUyoP5OSY50JbfWjnogAPwL86n68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\n6NSpE59//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XiWPReumEymWo+Npaoqtr07cBQXoomIQpc4AMumH6h45QWwWljbeQxruvwZ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\niIjIbTHsEhEREZHbYtglIiIiIrf1/7qXwitoBusWAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd19cdd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_= dia.plot_probs(freq, probsm_zigp, label='zigenpoisson')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(372.9539689382832, 1.9365227458628202e-79, 4)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dia.test_chisquare_prob(res_zigp, probs_zigp[:, :5])[:-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"The following table shows root mean squared error RMSE and mean absolute error MAE for the average probabilities. \n",
"\n",
"The correctly specified ZINB model has the smallest error. The non-inflated model is the second best but with errors twice as large. The Poisson model has by far the largest error in the predicted probabilties."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" RMSE MAE\n",
"zinb 0.00517 0.00352\n",
"nb 0.01202 0.00609\n",
"poi 0.04392 0.01753\n",
"gp 0.01504 0.00699\n",
"zip 0.01678 0.00854\n",
"zigp 0.01437 0.00762\n"
]
}
],
"source": [
"probsm_all = [probsm_zinb, probsm_nb, probsm_poi, probsm_gp, probsm_zip, probsm_zigp]\n",
"names = 'zinb nb poi gp zip zigp'.split()\n",
"print(' RMSE MAE')\n",
"for n, p in zip(names, probsm_all):\n",
" print(\"%-5s %6.5f %6.5f\" % (n, np.sqrt(np.mean((p - freq)**2)), np.mean(np.abs(p - freq))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Treatment effect and mean prediction\n",
"\n",
"In the current case we have essentially a two-sample problem. Average prediction for each treatment can be obtained by the prediction for the two sets of values of the explanatory variables.\n",
"\n",
"We see that for most models the differences between the two samples, i.e. the treatment effect, are close to each other across models. The estimate in the correctly specified zinb model is 3.27 while both Poisson and NegativeBinomial estimate it at 3.4.\n",
"\n",
"We do not yet have standard errors or prediction intervals for the difference in prediction available in statsmodels. This will depend on the use of robust standard errors in the case of misspecified models."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean0 mean1 treatment-effect te-multiplier\n",
"zinb 2.32543 5.59785 3.27241 2.40723\n",
"nb 2.28800 5.68800 3.40000 2.48601\n",
"poi 2.28800 5.68800 3.40000 2.48602\n",
"gp 2.36612 5.55863 3.19251 2.34926\n",
"zip 2.49818 5.24659 2.74841 2.10016\n",
"zigp 2.35899 5.52183 3.16285 2.34076\n"
]
}
],
"source": [
"res_all = [res_zinb, res_nb, res_poi, res_gp, res_zip, res_zigp]\n",
"print(' mean0 mean1 treatment-effect te-multiplier')\n",
"for n, r in zip(names, res_all):\n",
" if 'zi' in n:\n",
" pred_eff = r.predict(exog=[[1, 0], [1, 1]], exog_infl=np.asarray([[1], [1]]))\n",
" else:\n",
" pred_eff = r.predict(exog=[[1, 0], [1, 1]])\n",
" print(\"%-5s %6.5f %6.5f %10.5f %15.5f\" % (n, pred_eff[0], pred_eff[1], pred_eff[1] - pred_eff[0], pred_eff[1] / pred_eff[0]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To illustrate the problem with standard errors if the model is misspecified, we can look at the coefficient for the indicator variable for the second sample. The exponentiated form correspond to the multiplicative treatment effect.\n",
"\n",
"The parameter estimate and implied multiplier are essentially identical between Poisson and NegativBinomial:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0.91068110651218315,\n",
" 0.91068061898338792,\n",
" 2.4860151980176841,\n",
" 2.4860139860139849)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res_poi.params[1], res_nb.params[1], np.exp(res_poi.params[1]), np.exp(res_nb.params[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However, the standard errors for Poisson are incorrect because it assumes that the Poisson model is correctly specified and, specifically, that there is no over or under dispersion. The standard error in Poisson is only half of the standard error in the Negative Binomial model which in turn is close to the robust standard errors in this case."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 3.446006\n",
" Iterations 2\n",
"Optimization terminated successfully.\n",
" Current function value: 2.417797\n",
" Iterations: 0\n",
" Function evaluations: 1\n",
" Gradient evaluations: 1\n"
]
}
],
"source": [
"res_poi_hc = res_poi.model.fit(start_params=res_poi.params, cov_type='HC0')\n",
"res_nb_hc = res_nb.model.fit(start_params=res_nb.params, cov_type='HC0')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0.04951251417093442,\n",
" 0.10852887963658878,\n",
" 0.099996513703449807,\n",
" 0.099996513703450571)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res_poi.bse[1], res_nb.bse[1], res_poi_hc.bse[1], res_nb_hc.bse[1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a conclusion, Poisson can give good estimates for average treatment effects even under misspecification. Standard errors need to be based on robust standard errors in misspecified models.\n",
"\n",
"However, when we are interested in the predictive distribution, then we need a model that is closer to being correctly specified."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.4"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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