From a308da128992def44f1125ac504d23f89f5b89c9 Mon Sep 17 00:00:00 2001 From: Dr Ron Date: Sat, 7 Sep 2024 10:54:33 -0700 Subject: [PATCH] added graphical comparison of predicted zeros --- docs/notebooks/count_roaches.ipynb | 319 +++++++++++++++++------------ 1 file changed, 191 insertions(+), 128 deletions(-) diff --git a/docs/notebooks/count_roaches.ipynb b/docs/notebooks/count_roaches.ipynb index ad68a4e1..4c5f4b6f 100644 --- a/docs/notebooks/count_roaches.ipynb +++ b/docs/notebooks/count_roaches.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 33, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -129,7 +129,7 @@ "5 0 0.0200 1 0 1.142857" ] }, - "execution_count": 35, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -183,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -199,7 +199,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a543f5a476e842fba9e39994f7c168a2", + "model_id": "e96231dfcd6940598a91607e07325d09", "version_major": 2, "version_minor": 0 }, @@ -237,7 +237,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n" ] } ], @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -289,13 +289,13 @@ " \n", " Intercept\n", " 3.089\n", - " 0.022\n", - " 3.046\n", - " 3.130\n", + " 0.020\n", + " 3.052\n", + " 3.128\n", " 0.000\n", " 0.0\n", - " 3637.0\n", - " 3558.0\n", + " 4436.0\n", + " 3676.0\n", " 1.0\n", " \n", " \n", @@ -303,35 +303,35 @@ " 0.698\n", " 0.009\n", " 0.681\n", - " 0.716\n", + " 0.714\n", " 0.000\n", " 0.0\n", - " 3098.0\n", - " 2512.0\n", + " 3891.0\n", + " 3221.0\n", " 1.0\n", " \n", " \n", " senior\n", " -0.381\n", - " 0.034\n", + " 0.032\n", " -0.442\n", - " -0.318\n", + " -0.321\n", " 0.001\n", " 0.0\n", - " 4252.0\n", - " 3179.0\n", + " 3889.0\n", + " 3001.0\n", " 1.0\n", " \n", " \n", " treatment\n", " -0.517\n", - " 0.025\n", - " -0.562\n", - " -0.468\n", + " 0.024\n", + " -0.566\n", + " -0.474\n", " 0.000\n", " 0.0\n", - " 4004.0\n", - " 2984.0\n", + " 4742.0\n", + " 3310.0\n", " 1.0\n", " \n", " \n", @@ -340,19 +340,19 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "Intercept 3.089 0.022 3.046 3.130 0.000 0.0 3637.0 \n", - "roach1 0.698 0.009 0.681 0.716 0.000 0.0 3098.0 \n", - "senior -0.381 0.034 -0.442 -0.318 0.001 0.0 4252.0 \n", - "treatment -0.517 0.025 -0.562 -0.468 0.000 0.0 4004.0 \n", + "Intercept 3.089 0.020 3.052 3.128 0.000 0.0 4436.0 \n", + "roach1 0.698 0.009 0.681 0.714 0.000 0.0 3891.0 \n", + "senior -0.381 0.032 -0.442 -0.321 0.001 0.0 3889.0 \n", + "treatment -0.517 0.024 -0.566 -0.474 0.000 0.0 4742.0 \n", "\n", " ess_tail r_hat \n", - "Intercept 3558.0 1.0 \n", - "roach1 2512.0 1.0 \n", - "senior 3179.0 1.0 \n", - "treatment 2984.0 1.0 " + "Intercept 3676.0 1.0 \n", + "roach1 3221.0 1.0 \n", + "senior 3001.0 1.0 \n", + "treatment 3310.0 1.0 " ] }, - "execution_count": 41, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -365,12 +365,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Lets check the posterior predictive distribution for the model. We plot the log of y to make the results easier to see." + "The sampling seems to have gone well based on `ess` and `r_hat`. If this were a real analysis one would also need to check priors, trace plots and other diagnostics. However, lets see if the model predicts the distribution of roaches (`y`) observed. We can do this by looking at the posterior predictive distribution for the model. We plot the log of `y` to make the results easier to see." ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -397,13 +397,13 @@ "" ] }, - "execution_count": 43, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -416,9 +416,16 @@ "plot_log_posterior_ppc(model_1, idata_1)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It appears that we are drastically underpredicing the number of appartments with a small number of roaches. This suggests creating a test statistic measuring the fraction of zeros, both in the observed data and in the simulated replications (posterior predictions). We can then use this to check the model fit." + ] + }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -426,7 +433,7 @@ "output_type": "stream", "text": [ "Fraction of zeros in the observed data: 0.35877862595419846\n", - "Fraction of zeros in the posterior predictive check: 0.0006803435114503817\n", + "Fraction of zeros in the posterior predictive check: 0.0007022900763358779\n", " 80% CI: [0. 0.00381679]\n" ] } @@ -449,14 +456,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This is not a very good model for this data, we are drastically underpredicting the number of small counts. This suggests we try an overdispersed model like the negative binomial. \n", + "The Poisson model here does not succeed in reproducing the observed fraction of zeros. In the data we have about 36% zeros, while in the replications we almost always have no zeros or very few. Gelman, Hill, and Vehtari suggest we try an overdispersed and more flexible model like the negative binomial. \n", "\n", "## Negative Binomial Fit" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -472,7 +479,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "db8e53e86dd945ed96e176d5bae7e5b0", + "model_id": "9e50679163ce40f2a54806febb7cfa11", "version_major": 2, "version_minor": 0 }, @@ -510,7 +517,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n" ] } ], @@ -522,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -560,62 +567,62 @@ " \n", " \n", " Intercept\n", - " 2.849\n", - " 0.235\n", - " 2.411\n", - " 3.275\n", + " 2.855\n", + " 0.234\n", + " 2.433\n", + " 3.306\n", " 0.003\n", " 0.002\n", - " 5038.0\n", - " 2971.0\n", + " 5333.0\n", + " 3562.0\n", " 1.0\n", " \n", " \n", " alpha\n", - " 0.273\n", + " 0.272\n", " 0.026\n", - " 0.225\n", - " 0.324\n", + " 0.224\n", + " 0.322\n", " 0.000\n", " 0.000\n", - " 5261.0\n", - " 3595.0\n", + " 5228.0\n", + " 3369.0\n", " 1.0\n", " \n", " \n", " roach1\n", - " 1.321\n", - " 0.254\n", - " 0.851\n", - " 1.796\n", + " 1.326\n", + " 0.258\n", + " 0.853\n", + " 1.806\n", " 0.004\n", " 0.003\n", - " 4106.0\n", - " 3317.0\n", + " 4783.0\n", + " 3311.0\n", " 1.0\n", " \n", " \n", " senior\n", - " -0.329\n", - " 0.263\n", - " -0.821\n", - " 0.176\n", - " 0.004\n", + " -0.333\n", + " 0.267\n", + " -0.824\n", + " 0.177\n", + " 0.003\n", " 0.003\n", - " 4147.0\n", - " 3470.0\n", + " 6074.0\n", + " 3265.0\n", " 1.0\n", " \n", " \n", " treatment\n", - " -0.784\n", - " 0.249\n", - " -1.296\n", - " -0.353\n", - " 0.004\n", + " -0.787\n", + " 0.250\n", + " -1.257\n", + " -0.327\n", " 0.003\n", - " 4731.0\n", - " 3091.0\n", + " 0.002\n", + " 5756.0\n", + " 3379.0\n", " 1.0\n", " \n", " \n", @@ -624,21 +631,21 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "Intercept 2.849 0.235 2.411 3.275 0.003 0.002 5038.0 \n", - "alpha 0.273 0.026 0.225 0.324 0.000 0.000 5261.0 \n", - "roach1 1.321 0.254 0.851 1.796 0.004 0.003 4106.0 \n", - "senior -0.329 0.263 -0.821 0.176 0.004 0.003 4147.0 \n", - "treatment -0.784 0.249 -1.296 -0.353 0.004 0.003 4731.0 \n", + "Intercept 2.855 0.234 2.433 3.306 0.003 0.002 5333.0 \n", + "alpha 0.272 0.026 0.224 0.322 0.000 0.000 5228.0 \n", + "roach1 1.326 0.258 0.853 1.806 0.004 0.003 4783.0 \n", + "senior -0.333 0.267 -0.824 0.177 0.003 0.003 6074.0 \n", + "treatment -0.787 0.250 -1.257 -0.327 0.003 0.002 5756.0 \n", "\n", " ess_tail r_hat \n", - "Intercept 2971.0 1.0 \n", - "alpha 3595.0 1.0 \n", - "roach1 3317.0 1.0 \n", - "senior 3470.0 1.0 \n", - "treatment 3091.0 1.0 " + "Intercept 3562.0 1.0 \n", + "alpha 3369.0 1.0 \n", + "roach1 3311.0 1.0 \n", + "senior 3265.0 1.0 \n", + "treatment 3379.0 1.0 " ] }, - "execution_count": 46, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -649,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -658,13 +665,13 @@ "" ] }, - "execution_count": 47, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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Y6667jr/97W/4/X7OO+88LrnkElwuU7n61FNPcccdd7B161a8Xi+zZs3ic5/7XO7xO3fu5Ac/+AEvvPACjuOwYMECPv3pT3PIIYcA8OKLL3L55Zdz00038bOf/Yy1a9fykY98hIceeogzzzyTSy65JDdGx3F4//vfzxlnnMEnPvEJAP74xz9yzz33sGXLFqqrq1mxYgWf+MQnCAaDgAnu3/ve9/j973+Py+XitNNOo7S0dOIvtLxjFVXYLimxCAbBtiHcX+jRiIiI7B/HcYhGo5P+vCUlJfu0IJzjODz++OOcfvrpeUF7wIUXXsjdd9/NY489lgvLd955Jx/96Ee55JJLePnll/nud79LVVUVF1xwAZ2dnfy///f/uOSSSzjllFNIpVK89dZbuN1uALq6urjkkktYtmwZP/rRj/D5fNx3331cdtll/PKXv6Smpib33DfddBOXX3458+fPx7IsMpkMjzzyCB//+Mdzr/Gll16iubmZs846C4DHHnuMm266ic9+9rMsXLiQ9vZ2vvvd79LZ2cnXvvY1AH70ox/xxBNP8MUvfpG5c+fy4IMPcv/991NeXr5/F10OeEUVtn0+CAQAx8xsp1I2Xm/R3OMpIiKC4ziceeaZ/P3vf5/05z7++ON59NFHxxy4u7u76evrY968eSPuDwQCzJgxg23btuW2HXfccVx00UUAzJo1i82bN/M///M/XHDBBbS3t5NOpzn99NOZNm0aAHPmzMk99oEHHqCuro7Pfe5zuW1XXXUVzzzzDI8//njuvAAf+chHWLlyZe77s846i7vuuovVq1ezePFiAB599FGOPvpoZs6cCcBtt93GJZdckgvfM2bM4Oqrr+bSSy/lqquuwu/388ADD3DllVeyYsUKAD796U+zevVqenp6xnTNRHZXVGHbsiyqqswKkqmUKSfxegs9KhERkX2zL7PLheQ4ZrXmfRnvwoUL874/+uij+fnPf04kEuGQQw7h+OOP58ILL+Td7343ixcvZsWKFTQ0NACwdu1a1q9fnxeiARKJBNu3b8/bdsQRR+R939TUxNFHH81jjz3G4sWLicfjPPHEE3zmM58BzBuHlpYWfvCDH/CjH/1o2Gvcvn07gUCAZDI54mt48sknx3wNRIYqqrANUJH9FCeVgkQCQqHCjkdERGRfWJbFo48+WhRlJFVVVZSXl7Nx48YR9ycSCXbu3Mmxxx47pvO53W7+67/+i7Vr1/L888/zxBNP8KMf/Yivf/3rLF26FNu2WbRoEddee+2wx4Z2+wc/EAgMO+ass87iv/7rv7j66qv505/+hG3bnHLKKQDYtg2Ymerjjjtu2GPr6uqGBXqR8VA0YTscdrBcNsESC5/PIZkwYVtERKTYWJY1LDxORS6XizPOOIMHH3yQVatW0djYmLf/F7/4BYlEgjPPPDO37ZVXXuGCCy7I+76uri73ei3L4ogjjuCII47gox/9KJ/5zGf47W9/y9KlS1mwYAEPP/wwdXV1I4bpvTnllFO46aab+NOf/sQjjzzCihUrcs9bU1NDQ0MD27Zt4/3vf/+Ij58xYwZer5dXXnkld0MmwKuvvrrPYxEZUDQFzx6PQ0tzBpflEAhAIltGIiIiIhPnE5/4BDNnzuRTn/oUf/jDH2hpaWHTpk385Cc/4fbbb+fjH/947uZIgL///e/8/Oc/Z9u2bTz88MPcf//9XHjhhYAJ3nfddRevv/46u3bt4vnnn2fDhg3MnTsXgPPPPx/HcbjmmmtYs2YNzc3NrFmzhltvvZU1a9bsdayhUIjly5fz85//nNWrV3P22Wfn7f/kJz/J/fffz1133cXGjRvZunUrTz31FN/85jcBCAaD/NM//RN33HEHTz75JFu3buWWW25hy5Yt43Mx5YBUNDPbySS0ddhUlEMwAH39kFDYFhERmVClpaXcfvvt3Hvvvdxxxx15i9rccMMNwxa1WbVqFa+88gq33XYbfr+fCy64IDfTXVpayquvvsr9999Pf38/NTU1nHbaaXzsYx8DzOzz7bffzq233srnP/95wuEwNTU1LFy4kNra2jGN9+yzz+bTn/40DQ0NuRslB5x55pmEQiHuuece7r77btxuN01NTXmv4bLLLiOZTPLVr34VgFNPPZXzzz+f3//+9/t9DeXAZjkDdwbsRXd390SPZY927LB57fUADfVx1r0FGzbCP74XFh5ZNJPzRauqqqrgP/8Dka57Yei6F4aue2HouheGrnthTMR1r6qq2usxRTOz7TiwZWuaWMws2W7bEAkXelQiIiIiIqMrmmlhvx8st4tNm83Xtg2Ryb+RW0RERERkzIombPf2Qibl0N4JA02LtGS7iIiIiExlRRO2q6shlXLo6oJMBixHZSQiIiIiMrUVTdj2ei0amzwkEpjZbZfps23bY7q/U0RERERk0hVN2C4pcZg+zQUOtLWbsB2LmVluEREREZGpqGjC9o6dsG1bBrcH2trA7zV9ttNpzWyLiIiIyNRUNGG7tsaUkng90NlpOpIkk5BKFXpkIiIiIiIjK5qwbVkWlVUufF4IR8CyIKWwLSIiIiJTWNGE7VDIYkaTm0AwO6OdMUE7qSXbRURERGSKKpqwDdA03UVJ0Cxok0lBKm06koiIiIgMaG5uZsmSJbz44ouFHsq4efjhh1myZEnu+xdffJElS5bQ3Nw8rueV8Vc0YTsScegPO5SUmO/DEbAzWthGRERkIn31q19lyZIlLFmyhBNPPJFzzz2XL3/5y7S2to7bc5x33nncfvvt43a+hoYGHnnkERYuXDhu55xqFi5cyCOPPEJDQ8OYjh/tDcipp57KI488MhFDlKyiCdtuj0Mk6phl24FoFGzH/C0iIiIT56ijjuKRRx7hwQcf5LrrruPVV1/l6quvxrbtQg9tmGQyidvtpqamBq/X+7bPNZ7G83xer5eamhrcbvfbOk8gEKCmpmacRiUjKZqwHQlDX6+Ny2VujoxEzSqS0VihRyYiIrIf0gmI9439jzNCq9tE/9gfn9r/fzA9Hg81NTXU1dVx/PHH87GPfYz169ezY8cOAP7whz9w0UUXsXTpUs4++2xuuukm4vHBj543bdrElVdeyamnnsry5cu54IILeOyxxwC48MIL2bVrF3feeWduBn2gNGLnzp18/vOf57TTTuPUU0/liiuuYP369bnzDpRSPP3001x66aUsX76ce++9d8RZ3B07dnDttddyyimnsGLFCj71qU/x1ltv5fYPPOaxxx7j6quvZuXKldx4440jXo+B0ovVq1dz0UUXsWzZMi666KK859vT+Z555hkuueQSli9fzjnnnMNXv/pVuru7c491HIef/OQnnHnmmaxcuZLrrruO/v7+vDGMVEayY8cOvvCFL3D66aezfPlyPvShD/HHP/6Rnp4e3ve+9wFw+eWXs2TJEs4777y81wIQjUZZuXIlDz30UN5zxWIxVq5cyW9/+9vctvvvv58LLriAZcuWcf7553PXXXeRTqdHvF5Dr8fvfvc7rrrqKpYvX84//dM/8ac//YlIJMJXv/pV/uEf/oH3vve9/OY3vxn2/N/73vc499xzWb58Of/6r//KE088kXfMrbfeyoc+9CFWrFjBOeecw/XXX09nZ2feMfPnz+e+++7j61//Oqeccgpnn302t9xyC5kJXrTFM6FnH0epFGzcmCGRNGE7FoOqKoirjERERIqQ7++343v2h2M+PnzZcxAoz9sWuuMUrET/KI/Ilzr8PBLvuWGfxjgav99vzplK8dxzz/GlL32Jiy++mNNOO43t27fz7W9/m/7+fq6//noAvvjFLzJ37lxuu+02/H4/27ZtywWcH//4x3z4wx/m1FNP5aKLLgKgsrKSrq4uLrnkEpYtW8aPfvQjfD4f9913H5dddhm//OUv82Zjb7rpJi6//HLmz5+PZVk4u70xSSaTXHnlldTW1nLzzTfj8/m48847+dSnPsWvfvUrKisrc8f+8Ic/5JOf/CSf/exnh51nd9/73vdy57377ru56qqruP/++6mtrR31fC+++CJXXXUVl112Gddddx2RSIRbbrmFa6+9lttuuw3LsvjVr37Fz3/+c66++mqOPvponnzySe688849jqWzs5OPf/zjzJ07l+985zvU1dWxZcsWUqkUFRUV3HXXXaxatYobbriBhQsX4nINn28tKSlh5cqVPProo5x77rm57U888QSO43DKKacAcNddd/Hggw/y2c9+lkMPPZQtW7bw7W9/m3g8zmWXXbbHcf74xz/miiuu4Morr+RnP/sZX/7ylznmmGNYsWIF//Zv/8ajjz7Kd77zHRYtWsSsWbMAuOaaa8hkMnzta1+jrq6O559/ni996UuUlJTk3ij4fD6uueYapk2bRltbGzfffDNf+tKX+OEP8/8/duedd7Jq1So+8pGP8Prrr/O1r32NuXPncs455+xx3G9H0cxsV1VZzJrlJpMCj9eEbRj8W0RERCZec3MzP/vZz2hoaGD27Nn89Kc/ZenSpXzsYx9j9uzZnHzyyVx99dU8/vjjuVnXlpYWTjzxRObNm0dTUxMnnHACJ598MgAVFRW4XC6CwSA1NTW50ogHHniAuro6Pve5z3HIIYcwe/ZsrrrqKsrLy3n88cfzxvSRj3yElStX0tjYyPTp04eN+fe//z3t7e1885vf5IgjjuCQQw7hK1/5Cl6vl/vuuy/v2Pe+972cc845NDU1MWPGjD1ei0svvZTjjjuOefPmcd1111FWVsb//u//7vF8d955JxdeeCEf+MAHmDVrFgsWLOBLX/oSr776KuvWrQPg3nvv5Z//+Z8599xzmTVrFh/+8Ic59thj9ziW+++/H4Abb7yRd73rXTQ1NXHSSSexYsUK0z45+4aivLycmpoaqqqqRjzPWWedxZo1a/JmzB999FFWrFhBKBQiHo9zzz33cM0117BixQoaGxs58cQT+cQnPsH999+/1zco73//+znllFOYNWsWl1xyCYlEgsbGRs477zxmzpzJxRdfjNfrzX1KsHr1atasWcO3vvWt3Os677zzeM973pP3s1u1ahWLFi2isbGRd73rXVx11VW8+OKLtLe35z3/ihUr+MAHPsDMmTN5z3vewzHHHMPf//73PY757Sqame143MFyOWQccFkQTQIOxFSzLSIiMqFefvllVq5ciW3bJBIJDj/8cL797W/j8XjYuHEjq1atyjv+mGOOwXEcNm7cSGNjI//yL//CN77xDR566CEWLVrE0qVLOeyww/b4nGvXrmX9+vWsXLkyb3sikWD79u1524444og9nmvjxo3Mnj07bzbc7/dz+OGHs3Hjxn0611BDb8D0er0sWLCATZs27fF8a9eu5bXXXuMXv/jFsPNt376dWbNm0d7ePuzmzqOPPpo//elPo45l3bp1HHHEEYRCoTGPfySLFy+moaGBxx57jIsvvpiWlhZWr17NzTffDJiSoHg8znXXXYdlWbnHDfxudHZ25s3s7+7QQw/NfT1w3NBtHo+Hqqoqurq6AHO9MplMruxlQCqVorGxMff9U089xS9+8Qt27NhBJBLJ3U/Q0tJCXV1d7rjdf+/q6+vH9WbfkRRN2A5HYFeLjdcLbo8pK0nbpmbbcZy8H7iIiMhUlzzu4yQX/evYH+AvG7Yp8rH/G7mWeyTu/b9Z8LDDDuMrX/kKbreb6upqAoHAHo8f+Dd54O9Vq1Zxxhln8Mwzz/DCCy9w9913c9FFF3HppZeOeg7btlm0aBHXXnvtsH27B8q9jWdPs62754e9nWtv9nY+x3FYtWpVriRjqOrq6r3ODO/Lc+/vOc4888xc2H7sscdoaGhg8eLFALkQ+7WvfY05c+YMe/zQkpyReDyD0XNgvEO3DRh4Htu2CQaD3H333aOe67XXXuM//uM/uOiii7j88sspKyujpaWFz3zmM6R2W/1wT881UYombPu80N5hM/R6pJMQT5q+22/zZlwREZHJ5fGbP2/HCAF8Ivj9fmbOnDnivnnz5rF69Wo++MEP5ratXr06t29AU1MT559/Pueffz733HMPd999dy5se73eYYFnwYIFPPzww9TV1b3tAHzQQQfxwAMP0NnZmZvdTiQSrF27dtiM6b545ZVXOPHEEwEz0/rGG29w9tln7/Exhx12GOvXr+ejH/3oqMfU1dXxyiuvsGzZsrzn2pMFCxbw61//mkgkMuLs9kBnlrEEy7PPPpv//u//Zs2aNTz66KOceeaZuRrvefPm4ff72blzJ0uXLt3rud6uBQsWEI1GicVieTPgQ7388suUlpZy+eWX57a99tprEz62sSqamu1QCKZNdxGLgdsFmYxZRTIRM1+LiIjI5PvoRz/KX/7yF+644w62bdvGX//6V7773e9yxhln0NjYSDQa5cYbb+SFF16gubmZN998k2eeeYa5c+fmztHU1MQrr7xCa2srPT092LbN+eefj+M4XHPNNbka4jVr1nDrrbeyZs2afRrj6aefTk1NDV/4whd4/fXXWb9+Pddffz3JZJLzzz9/v1/7rbfeygsvvMDmzZv55je/SV9fH+9///v3+JhLLrmEJ598kptuuok333yTHTt28Mwzz/CNb3yDSCQCmA4t999/P4888gjbtm3jf/7nf3j++ef3eN6B5x16vZ599lmefPJJgNwnEs899xydnZ309fWNeq4ZM2awcOFCbrrpJnbs2MFZZ52V21dSUsJHPvIRbrvtNn71q1+xdetWNm3axB/+8AduueWWMV23ffHud7+bY489lv/3//4ff/7zn9m5cyfr1q3jvvvu49e//jUAc+bMoa+vjwceeIDm5mb+7//+j//+7/8e97Hsr6KZ2Y5GTbAOh00ZieOYme1EdmZbREREJt+SJUu4/vrrueeee/jpT39KWVkZp5xySm6W0e1209/fzze+8Q06OzsJhUIsWrSIK664IneOT3ziE9xwww184AMfIJFI8MADD9DY2Mjtt9/Orbfeyuc//3nC4TA1NTUsXLhwjzXBI/H7/Xz/+9/n5ptv5oorriCTyXDUUUdxyy23jHqj4FhceeWV/Od//ifbt29n5syZ3HjjjXn1wSNZvHgxd999N9/73ve49NJLsW2bhoYGjj/+eHw+HwAXXHABPT093HzzzSQSCU444QRWrVrF97///VHPW1NTw2233cYPfvADrr76alKpFE1NTVx88cWA+Tlcc8013HHHHfziF7+grq5uWIu9oc4++2xuuOEGjj766GGfaqxatYra2lruu+8+fvCDH+Q++RgayseLZVnceOON3HXXXXz/+9+nvb2d8vJyDj30UC688EIATjrpJC6++GLuvPNOvv/973P44Yfz7//+7/z7v//7uI9nf1jOGIuDhvZ/LISNG22e+JOH19amCffD9p0wYwbMmQ1Xf9aipEQ12xOlqqqq4D//A5Gue2HouheGrnth6Lrvn4cffpivf/3rPPvss/v1eF33wpiI6z6WN2tFU0YSDsOaVzMkk+BYZjY7mTQ3SiaS+38zgYiIiIjIRCmaMpKqKrNiZCQKOOBymTKSTAYSWthGRERERKagopnZdhzA5RDph3TGrCKZSg/OcIuIiIhMhnPOOWe/S0jkwFM0YbutAxIJCEchnQYLE7JtR0u2i4iIiMjUVDRhu7TE9NJOJCCVnclOpcGxIZYo7NhEREREREZSNGG7rR2SCcAx7f7I3iRp29ntIiIiIiJTTNGEbQtoa8uWjcTMtlQKkimVkYiIiIjI1FQ0YTsWM+Ujtj14g6TjmLpthW0RERERmYqKJmwHS8DtNV/btmn9ByaAR2OFG5eIiIiIyGiKKmwHAoPf526STJlZbxERERGRqaZownZtDVQPWREznTF/p9IqIxERERGRqalowrZtQ0XZ4PfptKnZTiXNzLbjaMl2EREREZlaiidsZ8AaMtqBtn+ZDMQT5m8RERERkamkaMJ2JAJp23QhGWBZppwklYJMRjPbIiIiIjK1FE3YrqwCr2eEsJ2GVML8LSIiIiIylRRN2O7tNYHatVspSSYDybS5UVJEREREZCopmrCdzkAiYVaSHOA4JmynUoOtAEVEREREpoqiCdvNzbBjJ+xemT0wu60yEhERERGZaoombM9sMjXatp2/faD9XzJVmHGJiIiIiIymaMJ2fxjcruFhGyCRhKTKSERERERkiimasB2JjnwTpJ0xs9oK2yIiIiIy1RRN2J7eAAH/8O0OkEyYmydFRERERKaSognbJSEoDY28L51W2BYRERGRqadownZLC7g9I+9LpRS2RURERGTqKZqw/eprsGnzyPuSKYjHJ3c8IiIiIiJ7UzRhu65u9Jsg02mFbRERERGZeoombJeWgmeUMpJ0GmIK2yIiIiIyxRRN2G5vG32VSM1si4iIiMhUVDRhOxQC1yijtW2IxiZ3PCIiIiIie1M0YXvb9pFXjwTIZCAWg0xmlANERERERAqgeML2jtH32bZp/zdamYmIiIiISCEUTdguLxt9n+NAKqkl20VERERkaimasD1v7p73JzWzLSIiIiJTTNGE7b2tEJmIK2yLiIiIyNRSNGE7HNnz/ngCUgrbIiIiIjKFFE/Y7t/z/lgcMgrbIiIiIjKFFE3Y3rR5z/uTSc1si4iIiMjUUjRhu65+z/tTSdVsi4iIiMjUUjRhO76XFSKTCfNHRERERGSqKJqwHQrteX88Ydr/iYiIiIhMFUUTtve2EnsiaQK3iIiIiMhUUTRhOxLe8/6BVSRFRERERKaKognbib0E6XR673XdIiIiIiKTqWjCtsva8/5MBqLxyRmLiIiIiMhYFE3YbthL6z+AyF5WmRQRERERmUxFE7Y7u/Z+TCwOjuNM/GBERERERMagaML29u17PyYWBXsvXUtERERERCZL0YRtj3fvx0TjkE5rZltEREREpoaiCdsVFXs/Jh6DlBa2EREREZEpomjCdnf33o+JJ0xXEhERERGRqaBownakf+/HxOOm37aIiIiIyFRQNGG7qmbvxyTiKiMRERERkamjaMJ2MrH3YxJJzWyLiIiIyNRRNGHb2ssKkmAWtUkpbIuIiIjIFFE0Ydvt2fsxqRRkFLZFREREZIoomrA9loUhY1FIqxuJiIiIiEwRRRO2x1BFQiqtmm0RERERmTqKJmyPpX92KqU+2yIiIiIydRRN2B7Lcu22rdZ/IiIiIjJ1FE3YTo8hRDuOWdhGRERERGQqKJqw3TWG5doBYrGJHYeIiIiIyFgVTdj2jKH1H0A4MrHjEBEREREZq6IJ28HA2I6L9IMzlj6BIiIiIiITrGjCtj3G/Nzbr44kIiIiIjI1FE3Yrq8f23HRmOlKIiIiIiJSaEUTtjvbx3ZcLKqwLSIiIiJTQ9GE7b7w2I7TzLaIiIiITBVFE7bHKhaHVFo3SIqIiIhI4RVN2E7G1xKPrd3rcbHo2BbAERERERGZaEURtm3bZvPG97Jp/Qr6eh/d47HRKKTTkzQwEREREZE9KIqw7XK5KK98H2Czq/lz2Pboa7LH4wrbIiIiIjI1FEXYBmiY/lU8nmmkUy2E+3436nGJBKTVZ1tEREREpoCiCdsuV4CKqg8C0NvzwKjHJZKa2RYRERGRqaFowjZAecVZAETCT+I4I98FmU5DRmFbRERERKaAogrbgeC7cLtrsO0wsehLIx6TTEJKYVtEREREpoCiCtuW5SJYshiAWGzksA0mcIuIiIiIFFpRhW2AYMkxAMRHmdkGs7CNiIiIiEihFV3YDgRN2B6tjMTsm6zRiIiIiIiMrujC9sDMdjK5kUymd8RjYrHJHJGIiIiIyMiKLmx7PDV4vbMAiMdeHvGY/vBkjkhEREREZGRFF7YB/MHDAUjE14+4PxyBTMaZzCGJiIiIiAxTnGHbfwgAicTIYTsaBduezBGJiIiIiAxX1GE7OUrYDvcrbIuIiIhI4RVN2K7ydfGhufdySPmb+MYws53JTOboRERERESG8xR6AGP13WM/w+KaF+lLlnPuH+5hC5BONZPJ9ON2l+Ud29+nmW0RERERKbyimdleXPMiAOW+Pq5eeBduTx0AycTGYcdGYgrbIiIiIlJ4RRO2f7juU7mvF9c8j99/MDBy3XYkAhmFbREREREpsKIJ27/Z+n7SthuAxpIWmsqDACST24YdG41CMqnWfyIiIiJSWEUTttsT9fyldVnu+8NrEwCkRgjbyRSkUpM2NBERERGRERVN2AZ4ruOE3NeL6nsASKaGh+1UChLxyRqViIiIiMjIiiZs1wd20RKdnvv+xMZWYOSZ7XTazG6LiIiIiBRS0bT+e+y003Bbg3c9HlRl/k4ld+A4aSxr8KVkMpBKTvYIRURERETyFc3MtkX+DY+NZS7cLjeQIZVqHnZ8LDZJAxMRERERGUXRhG2X5ez2vcW00hIAUsmtw46PJSZlWCIiIiIioyqOsO2M3MZvbqUFjNz+Lxad0BGJiIiIiOxVkdRs54ftX299H39rO5ltiV8BD5JO7Rz2iLDCtoiIiIgUWHGE7d1mtn/y1qXsijUS42UAUqmWYQ+JhSdlZCIiIiIioyqOMpLdZrZtxwzb4zGtANMjhO1IDGxbq0iKiIiISOEUR9h27N02mFptj9eE7RFntmNg7/4wEREREZFJVCRhe7dvHRO2vd7RZ7bDYdNvW0RERESkUIqjZnu3tD0ztI1LD/sB1d43OH09ZDJd2HYclyuQO6Y/opltERERESms4gjbu5WReFxp3jf7f3Ech4AH4mlIp3bh88/JHdPfB+m0w0DJiYiIiIjIZCuOsO3ycOvmq4lFHSzL4a2++QBYlkVTmZuN3RlS6Zb8sB2GVKpA4xURERERoVjCttvLra/+W96mjngNtYFOGstcbOzODKvbTsQUtkVERESksIrjBknAvdtId0ZnAtBY5gYglWrO259IQTo9KUMTERERERlR0YRtrzf/+53RJgCaysxLGDaznYCkZrZFREREpICKJmzHE/nfD4TtxlzY3pW3P5VU2BYRERGRwiqOmu1UjH8/4vvZ/toWP1r3KXZETBlJU/lAGUn+zHYqDcnE7icSEREREZk8xRG20wn+9aC7c9/e/tYn9lpGAhCPT87wRERERERGUiRlJPmL2tiOi+boDGDwBsl0ehfObv2447HJGZ2IiIiIyEiKI2w7+WHbAVrjDaRsD9NLXdlDUmQynXnHhaOTNUARERERkeGKImxb7B62LTKOh1e6j+a1nkWU+/0ApFPtecdFFbZFREREpICKo2Z795ltx7xHuPhv9wCQsJYCb5BOtwGH546LKGyLiIiISAEVxcw2u9ViO1h533s89QDZsD0oGp7YYYmIiIiI7ElxhO3djBq2U6152/v7wdltVlxEREREZLIUR9geVkYyxpntKCRTCtsiIiIiUhjFEbYZuYzE74pzROWrzK/uAYaH7f4opLWKpIiIiIgUSHGE7VFmtueUbuZ/ln2Qjy94CBgethMxSClsi4iIiEiBFEfYHqH1H0BrfBoA00LZXtvpXXnHRaIK2yIiIiJSOEXR+s8pa+SDb7zMhg0O4OTCdk+yknjGT0NpGoDMbjPbkYjCtoiIiIgUTnHMbFsWvf0e0o6XtOODXDcSi7ZYA9Oyq0gm0704djL3sEgUUunJH66IiIiICBRL2Ibdmv0N2hWbRnXQwpN9Jel0R25fMqmwLSIiIiKFUzRhe7S03RqfhsuyaMjWbafTg722k0l1IxERERGRwimasO1kRt7eHq8DoKF0IGwP1m2n05CIT/jQRERERERGVBQ3SFpdm3n4+HNwHIuk7ePER1/I7evIhu2BjiTpVP5NknGFbREREREpkKII2zg2bssGCzK7TXF3JEaf2QaIKWyLiIiISIEUSRmJM+Sr/OLtgTKS+pAbGB62I9EJHpqIiIiIyCiKImxbQ1aQdJz8IXckagFy7f8yQ26QBIjHJnhwIiIiIiKjKIqwPXS5dme3Xbti07nyuVv4/7Z+Bshv/QcQjkzw2ERERERERlEcNdt7KCNJ2T6ebP0HIkkvAOl0Z97+/ghkMg5u92idukVEREREJkZxzGwPCdu2M/KQ3R5Tu53ZbWY7FoHMKG0DRUREREQmUnGEbcce8s3IM9Qej6ndzmS6cZzBlWx6+xW2RURERKQwiiRsD71BcuSw7XZXMfByhpaSxGOQTO5e6S0iIiIiMvGKI2wPMVJs/seZv+bupf9KTXCgI8lgKUlfv1lJUkRERERkshVH2Hb2XLNd5e/kXdVraCg1xw2d2Y5GIJUa9hARERERkQlXFN1InJIqnrc+xKZNDrFMcNj+gSXb60tcrCVDJt2e2xeJKmyLiIiISGEUR9gub+Jx6zr+99WR9w8s2V4XGqjZHiwjicchpRskRURERKQAiqOMBGiaAdYorbIHl2wfCNuDM9vhMCTiEz48EREREZFhiiZsd3bsYV92yfbaEvNyXE5Lbp/jQCIxoUMTERERERlR0YTtdDrvPsk8PclKUraH+oGwnWnJ2x9X2BYRERGRAiiKmm0r3Mbplb/DczD0JUI8tP283Y+gI15LXSgMgJ1py9ubiE3OOEVEREREhiqOsN2zjcVt32Tx4dAaaxghbJubJOtD2wBIprry9iWSkzFKEREREZF8RVJGMrTP9sh3SXbE63I127FUX96+eAKc0WpQREREREQmSFGEbWvocu2MHLbbE3W5biTJdALbHqwdiUYho/Z/IiIiIjLJiiJs598ZOXLYXt93KOv7j8PjGliyfXAVyVhMYVtEREREJl9xhG32vFw7wH1bPsjHn7kb3A1Afq/tSFhhW0REREQmX3GEbcfOfWmNtrJNlsdtem4PXUWypw9se7RHiIiIiIhMjOII20Nmtq29jNjtMWF7aBlJd49mtkVERERk8hVH2B5Ssj1aN5IBHs/AzPZgGUl3t8K2iIiIiEy+4gjbQ2u27dGHfHTVS8ytiADgdnbmtkfDkE6r9Z+IiIiITK7iCNtDarZHa/0H8F/HfYp/PugpAPxszW3v7dPCNiIiIiIy+YokbA/OSmfs0cN2Z6KWuuzCNvaQMpJEwvwREREREZlMRbFce2bmsfT8y6O8+qqPG78/eluRzkQNddmFbVLpwSXbkylIamZbRERERCZZccxse0tIls6maeFhVM1pGvWwzkQt9QNLtid78/ZpZltEREREJltxhG2gPwzPPZfkxBNGP2bozHYkEcYZUn6imm0RERERmWxFE7YtoL0jQ1s7BIMjHzO0ZjtlZ7DtcG5fIj4JgxQRERERGaJowvYbb8Abb6ZpboaG+pGP6UzUEPJZlHjN95khq0gmEuTNdIuIiIiITLSiCNvuLX/l1HXv4cuVp/NvgSvwjHJbZ2e8BiBXtz10yfZkUgvbiIiIiMjkKoqwTTKCP7KdBu92ajy7SKdHPqwzYVaPHKjbzgxp/xeJKWyLiIiIyOQqjrA9ZAVJl9siM0r3v93DtmU35/b1dClsi4iIiMjkKoqwbQ2ptfb5IJUEv3/4cd3JKmzHyt0k6WP74L5ehW0RERERmVxFEbaHLtdeXuHCAQKB4YdlHA+XPXsbz3S+D4Du2GC/v85OhW0RERERmVzFEbaHsB2L2hpGvUny2fYT6c0cBkAq3Znb3tEJ9uiLT4qIiIiIjLviCNtDykjiCYs5c0zf7dG4PaZ2e2jrv75uzWyLiIiIyOQqjrA95AZJ27GormSPadvjqQPyW//1hiGdVp9tEREREZk8xRG2h9Rsu90WDuYGSbd75MPdHtNve+jMdjwOydREDlJEREREJF9xhO3dWv85QGkIvN7hR66c9kd+dOKXALAz7ThDgnoyOfx4EREREZGJUhxhO6/6w0U6CWVl4BlhZrvEE2Vp41sA2I5DJtOT2xePT+goRURERETyjNLTY2pxSusJNy6nt9ciWjoPTz+EAuAeYfSdiVp8bovKgEVP3CGT7sDjqQYgkZjkgYuIiIjIAa0ownZm9ol0li7h788H2bw5RrDETHb7fMOP7UyYeu26Ehc98QzpdBt+DgUgrrAtIiIiIpOoOMpIgJoaF6ed6sflhngMHAv8I9Rsd8SzS7ZnV5F0D1myPRIG21ZHEhERERGZHEUTtgHq6twsPdmsBum2wBqh/V9vspKM46IuZF5awNqa2xeOaGEbEREREZk8RRO202mH/n6b+YdCqAw8PlOzvftKkjZuuhNV1GfDtsvemdvX06OFbURERERk8hRFzbbVuxP3rjfpi4eIEODwBUfx5FOmG4nHA+l0/vGdiVrqSsyMtmXvym1va1PYFhEREZHJUxRh273lL4T+7yuUAeH6k2h6120AeP3g9cDuHf06EzW5me2hC9u0d0BaYVtEREREJkmRlJEM3tTo81t4vFBZDi7X6O3/Bmq2k6mu3PbWVrAVtkVERERkkhRH2HbyV5AMhSwam8DtAtcIN0l2Jmpy3Uiiyf7c9vYOlZGIiIiIyOQpirBtDQnbWBYV5VBfD143uEdYRXJD3yG0JN4FQFdscI32aBSSKbX+ExEREZHJURQ12/nrtVuUlkJFBQSC4BohbD+84x/5Tfok4DDiqQiOk8KyTFPudGpSBiwiIiIiUhwz2+TNbLtwuSwa6qCs3JSSjDS77XZXMfDyMunBuu1kcvixIiIiIiIToTjCNkNWosmuZFNRaVFbbW6Q9I4wP29Zbtwes3R7ekhHkvjurUtERERERCZIcYRtJ7+MBCBUAnV15gbJkUpJADzu4WE7Gp2oQYqIiIiI5CuOsD1Udmbb57OYNg38/uGrSAK8q/rFwSXb2Zzb3h+ZlFGKiIiIiBRJ2HaGlJEw2Ouvvg7Ky8m/fzLrO4uv5oRpGwEod2/IbW/vGH6siIiIiMhEKJKwnd/6b0B5OVRX5W3KGbqKpGW35La37gLbVvs/EREREZl4RdH6Lz3/PdgNh1MaChG1fbntFRVQVTVyzXZnoja3sI2dacttb2szC9u4iuNthoiIiIgUsaII2055E5nyJlxVVdjd3bntgYCLulo7t5Lk0AnroatIJlOdue3NLSZse72TNnwREREROUAVzfxuIuHQ2poZVgIybdrIi9t0JmpyN0jGk7257W3tWrJdRERERCZH0YRtj8f0yG5pyd9eXweloeF1252J2lzNdiQ52IIkHIaMjYiIiIjIhCuasO12W8yc6SKRgL7+wdnt8gpzo+Tuq0gOndnujcVy29NpSCZ1g6SIiIiITLyiqNn2rH0Qz+u/wfZ6mVNzLFtdH6O8zOwrL4OqSlOzPVRHvJb6bM12JJXBtmO4XEFAS7aLiIiIyOQoirBt9e7As/1ZHCDor8KxIRp1KCmxKC21qK52sHabo+9K1FDut/C6IGVDJt2ByzcTMKUkIiIiIiITrSjKSKzd+myXV0Bfn/nW5bKYPg08u5WRdCRqsSwrV7ftZ0tu35CGJiIiIiIiE6Yownb+EpEW5WXQ3w9ONoTX1Jhl24fqS1WQsj25uu2gtSW3r6MTEREREZEJVxxhO29m24XPZ+H1QTRqNtVUQzC4+4MsLn3mNprjiwBo7h+c+m5vn9jhioiIiIhAsYRthvfqC5VAONvRr7LSdCTZvf3fC53Hk2AOAKn04HT2zh0TNEwRERERkSGKI2znVZGYRB0KQSR7o2MoBNXVw8M2gNtTA5gbJAe0tA0/TkRERERkvBVH2Ca/jARM2UgmA6mUQzBoUVs78hLsHk8dAOn0YO1IS/NgvbeIiIiIyEQpjrDtDC0jMdPXlmURDJq6ba/X1G3vvrANgMdTD+SH7b5+LdkuIiIiIhOvSMJ2fuu/AcEgxGJmdcm6EWa2lzc8wReOuR2Aet9Lue2xmJkRFxERERGZSMURthk5GJeUDHYkqa0d3v7P705y3LTtAPTGInn7IvnfioiIiIiMu6II206ojkzNIVA/H7u0Prc9EIBUGtJph/JyKNmt/V9nooZp2T7b3bEUjpPO7dPCNiIiIiIy0YpiufbU4o+SWvxRqqqqCA9JyZZl4fc7JBJQXgYVFfmP64jXUlviwmWB7UAm3Y7HO93s64BDDpnMVyEiIiIiB5qimNnek0AA4nEoKbGY1pC/rytRg9s1uGR70NqY29e8azJHKSIiIiIHouIP234Ttr1eqKwGz5COJP3pMmLpAA3ZsF1ibcjta26e7JGKiIiIyIGm6MN2MAjxBPh8UFm2e0cSi/ZEHdNKzcv0OVtze3YqbIuIiIjIBCuKmm2rvxUr3ouTLMdKuXFCdbl9Pt9gz+yqSvDs9oraYg25mW2XvT23vbV1okctIiIiIge6opjZ9j5/OyU/+0fSP1iJ9/k78/ZZloXfZ0pJqmvAH8h/bHu8nobszLadHizU7uqc8GGLiIiIyAGuKML2aIvaDAhkS0mqq4a3/2uLNzCt1BRyJ1Mdue19YdMyUERERERkohRH2M5b1Gb4kAN+SMShonJ4+7+2eH2ujCSS6M1tT6W0iqSIiIiITKyiCNuWYw/5Zvh+v9/MbAf8Fg27tf/b1D+PrvQRADSH8x/c0zPOAxURERERGaIobpDMNzxt+/2QToPL5VBdlb/vmfaT+XO8ATiBrmic+iH7mltg+vQJHayIiIiIHMCKYmZ7bzXblmXh85nDKipMh5KhPF4z3W3bfdh2LLd967YJGa2IiIiICFA0YXtoGcnIQ/b7TQvA0pLhYdvlKsOyTJuSdLo9t33rVkREREREJkxxhO28GyRHKNrG3CSZSllUVpvgPZRlWXg8poAknWrLbd+5c7zHKSIiIiIyqDjCdl4ZyciH+P2QSEBNNZSU5O+bX/4GtSVmackG34u57bt2ISIiIiIyYYojbOcZvYwkkTQ122Wl+fs+teBmjp22A4BpvtW57Z3dYNtq/yciIiIiE6M4wnZezfbIU9sej4Vlgd8HVbt1JGmL1TMtNHwVyVgMkuq1LSIiIiITpCha/6WOfB+ZpsWESoKkS+eMelwgALYNDXX529viDbkl25OpDjALSpJOQzRq6r1FRERERMZbUYRte8ax2DOOxVVVhd3dPepxfp+p266ozN/eHq9jenZmO5rsgcDgvs5OhvXmFhEREREZD8VRRjJGfj9kbHODpN87uH3ozHZfPJz3mI0bJ3OEIiIiInIgeeeF7QyEQhAacpNkW7yexjJTO9IRiTO0leAW9doWERERkQnyjgrbPh+k0xaVVVASGtzeFm+gscy81F3hDKWewVKUHVpFUkREREQmSFHUbHte/iXuXa+SDgRwz1pOZu6yEY9zuSy8HoeyUrOS5ICeZCVVAT9uCzIOVLjWEeZEAJpbJ+MViIiIiMiBqChmtt3bn8P7+gM4L/4cV/ubezzW74eAD8rKhm616Eo2MC1btx20Bs/R0QnptNr/iYiIiMj4K4qwbeWtIDnKEpJZfj+43FBVnb/d1G2bl+u1N+W29/dDMqmwLSIiIiLjryjC9tAbGkddrz3L5wfbgdqa/O2mbtvcJOlktue2p1LQ3Tte4xQRERERGVQcYXtfZrZ9YGeGL9n+4zcv55W+cwF4cudBeft27hyXUYqIiIiI5CmOsD10Ztva85B9PpPHfT7zZ8CW8DwizuEApFMteY/ZsmW8xikiIiIiMqg4wrYz9ppqy7IIBi2CQaiqyN/n8U4DIJXOD9tb1f5PRERERCZAcYRtxl5GAuYmyZIQlJXnb/d6pwPDZ7a3bUdEREREZNwVR9jOm9ne+5D9PigJmJUkh/IMCdsuMrntLc3g7MPsuYiIiIjIWBRJ2LYHvx7jzLbHB+W7lZHcdvKXAbDtCDODr+S29/RCJKKwLSIiIiLjqzjC9j60/oNsr20LKncL27PLOqnwm8eXuV7PbY/Hoa1jPMYpIiIiIjKoOMK2J4DjLQFvEMe99xXmvV4LrxfKd2v/1xKbnlvYxu+sz9vX3DxuoxURERERAWDvyXUKiJ/7fQCqqqoId3eP6TElQQgE8re1xBqZUe7mjY4Mlr01b596bYuIiIjIeCuOme39EAqBx5vfa3tXbDozys1LTiXz0/U2tf8TERERkXH2jg3bwaBFwA/lQ9r/tUSnM6vCLNkejrflHb9h42SOTkREREQOBO/YsO33QzAIFUPC9q7YYNjuivbmHb9rFyQSNiIiIiIi46U4wnYqCskITiICmdSYHuLzgc+f3/5vR3QGs7Nhu6U/hs+VyO0L90Nn57iOWkREREQOcEURtgO/uYzSH7yb9NcPwrP2wTE9xuOxKAvlt//bFZtOU7kp4t7Rl6ExOFionUhB865xHbaIiIiIHOCKImznrSA5hkVtBpSWQVnZ4PcZx4PlmYHbgmQGqj2v5R2/fcfbHaiIiIiIyKCiCNvWPi5qM6CszLQAHKo1NoumbK/tIPlhe/Om/R2hiIiIiMhwRRG282e2xz7k0hB4vfnbnm4/idJAPQCvtJfn7du8BVIpLdsuIiIiIuOjOML20JntsU9sU1JibpQM+Ae3/WzjR9mZXArA5p78k23dBrGYwraIiIiIjI/iCNvO/pWRBAKWaf9Xkb/d65sJQCqZv5JNuB+6uvZ3kCIiIiIi+YojbLN/ZSQul0VlJVSU5W/3emcAkErl3xGZTJl+2yIiIiIi46E4wrYzdLGZfagjAaoqoKI6f5vXNwuAVHL7sOPfeGtfByciIiIiMrIiCdv71/oPzKI21buVkSxuyK5ek9nIYeX5HUk2boREQnXbIiIiIvL2FUfYHmpfw3aZ6bc91BVH/gYLSKTTzAs9nbdv4yaIxd7mGEVEREREKJaw/TbKSEIh05FkqJb4wcwsNy/db7+ct6+tDcIRzWyLiIiIyNvnKfQAxiJ15PvJzDmJgD+AXX3QPj02FAKfHzxuSGfMtq3hORxc7WFbX5J0cn3e8YmEmd2e0TReoxcRERGRA1VRhO300R8EIFRVhd3dvU+P9XpdVFXaBIIQDpttm8PzOLjazRNbIBzbOewxa9bACcc7+Hz7NosuIiIiIjJUcZSRvE01NaYryYAt4TkcXO0GYFd/DwF3fpH2G29AT49KSURERETk7TkgwnZFOVRWDX7fEm1kdmUAgI3dGWaHtuQdv6sVNmwE21bgFhEREZH9d0CE7eqq/JltGzclAdNre0NXhtmhTXnH9/ZBWzs0tzg4jgK3iIiIiOyfoqjZ9rz8S6xYF5lgCdas5ThVc/fp8ZWVw9v/pV0LcFmrCScd6n1rgLNz+1Ip6OyASBiaW2D6NAeXS/XbIiIiIrJvimJm27vmf/A/fQv2/30bV9eWfX58MGhRvdsqkpsjC5hdYeq2/c7Lwx7z5noIBk3XwR07IJ3WDLeIiIiI7JuiCNuw/ytIgumzXVMLriGv9q2++bmbJDPJDcMes3OnqdtuagJ/ALZug1hMgVtERERExq4owraVVze972Hbsizqa81M9YD1ffM5qMqE7VfbvXisZN5j2jtgZzP09jo01FvU1ZoZ7m51KRERERGRMSqKsI3z9ma2ASorTFeSAS2x6TzRcQUAv9k4n7STv8xkNGpqt19YDV1dNrYNtbUOXV0Ou1oVuEVERERk74riBsn8MpL9e39QWQVV1eaGx+yJiLuWAJCIvzHiY9ZmN1dVQUO9QzJpkUo5tLU5ODZMm2ZmzUVERERERlIkM9v2kG/2f2a7tiZ/WyC4AIBkcgu2HRn2mK1boaYaWlpg/VvgcjlUVUJJCezY6dDaul9DEREREZEDRJGE7SFf7+dEciBg0VCfv83jqcPtqQMcEvE3hz2mZResewu6u8AGtu+ASNSivMy0E+zqdlTDLSIiIiKjKo6wPQ5p2+eD6dOHbw8EDgNgQcm9w5ZtB4jHwe2BqkqI9EN3l8OWbaZDSSAAnZ1aaVJERERERlYcYXtoGcl+1mxblsWMJvD7807MBw81hdkHB+5nQcXaYY9bvRoOXwD9/TBzplnKPdwPWzabIJ5OO/T27teQREREROQdrjjC9njUkQD19VCWt5KkRX15IwCvtaU5quqVYY/p7IJHHjU3VsYTMG8e9PWZ7a1tEIvCzmZHs9siIiIiMkxxhO1xaP0HUF42/CZJx7MIgNfa0xxVNXwlSYCnnzHh+m/PwKbNEAqZHtwtLdAfhp4eaO94+2E7k3GIxx0iEYdo1CGRcHAchXgRERGRYlUUrf+iH/41ODaVFeVkYpn9Pk9JicW0Bod1Q+6F7HL+AYuf0haxafK/iJlFzw/0vX3w7LNw1FHQ0QFHHQmLy+CNN2DtOpg9A1a/BMe926amZmzvXxzHwbbN+4ieHhPak0nwesDtNqNIp8G2IVTiUF4OpaVqNSgiIiJSTIoibBOoAMAKVUGye79P4/eb5deHWtt3HAdVudnQnaG5t4VZoW1si8we9ti2NtiyxdRrRyNw8knQUA9eL/T1Q3U1PPMcHHG4zYwmC693eCh2HMcE637oD5uvozHTXrCpEWbNBLc7P6ynUg7hMHR0mlUt62odysqmTuBOpRxiMfOmIRAAv3/qjE1ERESk0IojbI8Tj8di5gwHjxvS2QnyrkQth9ZVsaG7gxea0xxb+9yIYTsaM8u1JxLQ3mnqtd+9CErLTNi2MyY0d3WbAFpXZ8pWLMv86etz2L4DcCCZhnAflFdAQ4OZR+/rh1jcYvo0Jy+wejymr3cgAP39Di0t0NNrgr7PNznB1nEcUikzE+92m+sYiTh0dJjZ+EAQXBa0tQOYXuRVVeB2jzw+x3GIxyGVBhzzhiUQ0Ky9iIiIvPMcUGEbzAxyqJS8DiIVpUcAT/L35hSfOOk5/nfrB0Z8bHcP2A6ESky4/v0TsOBQWLAAujpNCA74IV4FW7Y4ZDKmHKSt1Sz/XlZmykUCfpg1Oxukg+ByWfT2mXrtzVvMapVmG8RiJuC63QAWtuPQ3OKwaRM0NTrMmWPh8Yx/SM1kTJeVcBhadmUI94PLbd5IdHc7OA7MngWzZll5ITked+jsgs1bzPiCwcF96bRDTy90d4PbZdoxAiRTkElDqNShplqz4yIiIvLOccCF7bp6qK7KD9tx9ynAkzy/M8XtNc9hYeOMcu9oby9kMmZWdkYTtHVA859g+jSYO9fUX6czUFNlbqrsC8NBB5sSlq1bTMguCZgQ3dlpSkqqqxzTVnAXbNwEr70GtXUOs2aYGzorKgYDdSYDra1mlnz1S/D6Gw4zZzhUVkB5hUV1lQnvMFgX7nKNPGucyTgkEqY2PJMBLPB6HKJR6O21CAQcysphRpOLSMQiErVZ+4Y5Phg0Y23Z5TBrpkN9vSv7nOD3QX+fw3N/h/p6M9Mdi5tPBSoqLGbOMIsMDZVMOvT1wbZtUF5hQvdEvIkQERERmUxFEbZL/vssrFgXKZcb13k/wZ525H6fq6oS6mrNzOuA7an347a+RGvEJpro4NDyN3mzb8Go5wiHzZ++PlPOMWMGvLUewhGY2WTOHe6HhmlQWQVbt5kyi5NPhMZGC9s2q0/uaoGefrP/L3815RTlFeDzmpnw9myZRmubQ0U5eH0OvT0QKrU45l2waJHDunWm33c0ZmaOu7ogFHJIpyziCTNeU0/tUBqC0jKHSNiiP2zCr89nbsr0eKC712HjRkglzXElQVPCEomk2bHDprkFZs+GxYssvF5Iphxa2+CNN+HNt2xqakxpS1mZeZ11dQ5bt8GWbaaUprzMPJfXO/ya+nwWtbVQUWHKUzZvgenTHEpLFbhFRESkeBVF2CbeixXPTkU7+9+NBExHkoaG/HZ6UbuBg2rKeKujn+d2pjhl+h/2GLYHJBKmjjsWN2Fyx06IhM3iNy27wOUFj8uUTDTUw6YtsH6Dg98HNbXg9ZkbL994wxxTGgKfH2przQx6yy6zPZU2K1dGImZmfN5sh7ZqqK8zpRwdnRaZtEMkambTPW6YN8/h4IMs3G6LTMahv99h63boeBkamxxmNEEoZOFymfrrDRtMMK6sArcFHd2m80oqCRknTjIOh803JTS7Ws0blrIyF3NmOYSCDq+thfUbYOFRDg3ZWe5o1CGVgv4+OPQQwILmFocdO2HWTIfqalOCkk47JJPmEwG3C1PvXm56m1eUm/r3vdVzp1Lm+qTT5nl8PlOio9lxERERKaSiCNvWOC1qA9mVJGc4uN3Z0omsmvKF0PE3/rzF5t2HJsd8PtuB9nYTtl0ueLLDzHQ3TTc3PR5xuAnRb6yDvh6w3KZ2O502dcpuL8ycYY51gM2bYO1ac96yUlOSUV4J06ZDbTW0tJrQPjMFW7diAmbGobsLUhmorgSPzxw3e6ZDba1DOmXOHyqF2XNMzfRra6Gs1KGnx2Fnswn0NdXmzUM8bkJvImlKW/ojNhawswWqa2DOTAe/H0pKHNJp8GRfg+PA66/Dm2/aBAKwYaMZT0UlrHsTDj7ILHO/qwWe2AjBoENDg3nzkU5DMmHG2R82M+1+L8QSZqZ/1kyHykpz7dxuK3tTpUU06tDRCYm4mYX3es117Ok2Yy8vd6itUegWERGRwiiKsJ2/qM3bX4dnzhyoqICursFtvdY/A3/jnrWN/DV99X4NcSC8b9kCra3mpsbVq03HkaZGM5Mdj5iwnIiZUFhZAU0zzExxV5cpT3F7IRQwQdp2oGsL1NRAPGaO7+mFPz8FtdmOJx2dkIyD5TGzzrgg0g/PPAvYpltISSDbScRnSlpS2XDr9ZrZdMeGndshUGICfiBg/p47B5pmeunqyNDRme05/nfzZqK83LwJOOYYE843bDBdWt5YZ256PHieuSYbN5va9L8+bcpQmqabTwDWvmFuOq2thjlzzY2jwSBUlJuVOaMxE7qjUfOcgYAZe02dQ1mpKZspCZpPEmY0Wbla9QGplENnJ2zZCo3THUpKFLhFRERkchVh2H77gWnWTBNah4bttP89AMTjb5JOd+Dx1L6t54jFzFDdblNe0tlpbpK0HRNyMxlwe0xw3rQle6zLBF9Xtl2gPwCxiJkZDveblStf6oZ41MziNu8yl6ah3sz3J5KDITWVgkjUzLb7sq31SktNGYjlMjPBHV2QTkFlpZmd9nqhvNTcRBosMaUYbgvSKYuSEihLZrupBGD1y2Y2uq4Gnn7ajM3BjGfGDFOCsmWLeQ1ut+neEo7C88/D3zE3ftZWmzc9W7eaWfO5s2H+fBPyS8tMGc2ubL17TfVgqU1bqym9CQVN3/RoDML9DrNmDbZDTKdNWQmW+WTk9bUwb66Tt+hQImHKXGzHlN4EAgwL7CIiIiJvR3GEbZy9H7IPqiqhvt4svT7A46nF7z+MRGId0fDTlFe+d9yeLxo1f4ZyZTOfbZu/3e5sKUo2aHu82b890NVjZp4zNtnyDYhnZ6VtB7bvgNISSKRMCUgyYcK25TLhO2Kb87W2mcDqdpmgbLnN19095pzVVeY5082w7g3zhqGqGsrKYrS2mdfgdUE0btoAul2mVCSZNN/XVGfr1ZvNzHY8O3tfUWHCdm8v9EfMa4qEzZuBulpT2hKNmMC9a5epWQ/4YcZMeNfRpsNLe4eZSe/oMrXyNVVmfGvfMK/zbynweRyamhzq68x1qq8zb1Sqqixcboc1L8P06TaVFRCJWliWeSNiucz1SqehJOhQVWXq2fckHjdhPpk0PwPXQJ14CXntDkVEROTAVnxhexxmtgMBi8bG4QE+VLqMRGId4f4/jkvYdpzsDXsjGAjZQ793nMGXlxihbNyyzIx4OGy+HwjoYLa7hlTYuFwm1AZ85sbDZMqE41jcjGlgv2Ob2fR0Khtq281M8UAN+sbNZmxerwmSnmw3ER+mk0omY87vpE25xtZtpuOIz29mih3HlLkE/KacpTSUHbMF27bC9m1mAZxpDSb4dnSY0F1Xa2b9S0tN7XpPL7y0xpxn+nTzWiyXGWM8nr25NGDeQDU3w8xZJgj3haG22iEUMuH99dfMm4r58x1qa8G2LRxn8Fr295sSIK/PGbZwkONk+4R3md/IUMnAbLi5RokE7GwGj8e0Oywv10I9IiIiB7riCNvjXLPt8VgcNNfB5zOBbEBp+Xvo6ryNcP/jXDTvLo6ueo1rX/xP3u5NmWMx8BKdPUziO07+/qE3eO7+fSZjAmAqZWZdbceEwQG2bV67223C6u7nGsqyzPH9/YNfjzZOxzFvFBJJc17T49t8HYybuvVEwszMD8zcx1pMSA34zXh8fmhpMWUotmOez+8zs+eOA807wes3M+lzZpvw3NdnQnogYIJ4JGJm1KMR2NBtZtWTKfO823eaGfGSEAQDDoGACfr+YPbvAOCY558xw6FxumnXuKvVXMuGhtFnvh3HoT9sSpS6exi2IqiIiIgcWIokbA+dBh6f4DJ3nglrLbsGt4VKT8DjLiOd7uLkihs4ocnH75rfw/+1nD4uzznZ9hSg9+WYoTd/7otUysyCW5aZTU+lTLi2bROsPdma9YHgHokMzhJbFrkZZ3d29npgtt3OmPdcHR2webNpo1hTZfqaB/zQ2w9//Zsp66iqyH6KYEEwYMJ4NGpKaCqSUD7bnLcjO1tdUW5u0szYUBqEN98y7RoDPnNz5+4rZu7OsizKywY6vZhFeurqHCorFbhFREQORMURtvOMT2iprYYZjflh27K8lJSdRl/PA/x6XYITZvr49IL/4q+ty0jYgXF53gNNKpX//UBo3337gIHyGscxP+lMZrDUJRAwJSoVFWaWHUxXlZYWU/6ycZOZra6phiMXmPaG69aZlodz58K8eTBrlunssmUT7GqHV18zK4Eeebgpk+nuNTeFTptm6sv7I+bm1oMOMrPsW7bCtIbBZeid7DsFx8m/udKyLKqqTHvD5maIJxymNShwi4iIHGiKI2yPczcSgNJSi4MPcXh+df72iorz6Ot5gF++HueGU0qZXbqVyw67he+tvWZcnlfGbuCnbjtmZjseN993d0EwZBYMStsmkGcyJsBnbFNSsvYNM7NdXmZC+6ZN0NFubvwsKQPLMcc2NZpFd557wRxXUmL+XrvOzIRPnw7zD4W+Xuj2wrRpDhs2mG4nqbQJ/fHsSpzl5ebmzJpqs4qmZVkEAhazZpmFfJpbHKZPUx23iIjIgaQownZ6/pmQSeHzeXH8ZeNyTr8fDjvMzJSmhtzEWFp2Km53FbvC3fxpS5JT5/n58EF380r30UVbTvJOk7YHZ7YHeNwmPA/t+uJ2m9KUeNy0WezvNx1ZKitNpxLLgk0bAZeZza6uGTxvT1+23nuzucnU6zGh2uM1LQfTGVMrPms2zGowCxRFo6aNYU+PQ3k5TJ9mViz1eCxmznDYudPcvNnY6Chwi4iIHCCKImwnzvgGACVVVTjd3eNyTp/P9NpuaDB9sAdYLh/llefR3fnf3PK8m1Pngcty+Oaiz3HV8wH+2rZsXJ5fxld6hJryaBSGdlwcqBdvbTMtC30+UwNeEjRf+3dAWWiwE4zlMsdamDCfypiAXlNtSlE8XmjdZX6PamqgsdGE9eZmcyPljoxDXa1pPeh2m5VLdzabZegbpytwi4iIHAjefmuPImVZFhXlcNiC4fuqqj8CwOPre3i9IwiA353k+8dfzqqDb8dtjdLPT6a0dHqwJjyTMX26k0lzk2Z3twnOb20wb766us2CQiVB050kbZvHxmPQ1mYWGervNeUm998Pv/+Dqf/uD5vZ7r4+E/Y7Ox12tZqCGJfLoqnRtFlsbS3ghRAREZFJc8CGbYCycot3HzN8eyB4JCWhk3HI8KGHFxNOhQBwWzafPvy/uGfphcwr3TDJo5WJkEqZP9GYWWQnFjOlJ729sKsN3nrL1Hu3tppw7fWYWwi2bTchvaEeFiwwN1G+uBpeeAH+8pS50fLV10x437bd4Y11NtGog8tlMWOG6Xfe0TG+izWJiIjI1FMUZSQTJRg07eJqa8zCK0PV1F1ONPJX3tz5CB964ufcvuwrTAua1iWHlL1VgNHKZHF260k+oB/TVtBlmZs3d2T7dVeUQVWN6dHd3JxdpdNjFrXZug1mzzI14v39DjU1pta7qdFh23YLn8+hvFzlJCIiIu9URRG2PWsfBMAOlcL0JeALjct5S4JmpnLBfPjL0/n7SstOpSS0hGjkWZ5d/0v+OfNrrjryO5w369f85K3L2BQ+eFzGIMVl95aF3T3mz5bt5vtAwKxmWRKC0i5T971jO8ycDUEfLDzaweWC7h6LmhqH1lYLr9fREu8iIiLvUEURtgOP/wcAGcBa9XuccQrbHo9FaanD0UfDs3/P70piWRYN07/K5g1n0NvzK5q73seX13ydh7b/Iy93vWvYuS6Y83Pqg638pXU5r3QdjY17XMYoxSUeN4E8EoVutwnflsvUgM+aBes3QFUlHH64meWurXXo6ja9u+3s4kGWZW7YDEcy9PY6eDxmBc1QCLxehXIREZFiMvXD9u7rgo/Dcu1DlYYs5s51qK0zi6MMFSxZRHXtJXR1/ITmHVcw7+A/8GLnscPO4bFSXHzI7dQH27j4kDvoTZbzSve7eK37KF7vOZLXe46kO1k9ruOWqWvg5kuvxywR73EDFqx70yygs6sNtu0wQbyyEkpLzd+HzTeftgz8xk+PZvB4nVxZS3u7hdvjUFlhSlQ8HgVvERGRqW7qh212D9vje/aSkFn45NBDh4dtgPppXyAafpp4/FW2bb6AWfP+F693Wt4xy6b9mfpgW+77Cl8fSxueYmnDU7ltOyNNrO8/hI39B/OnllN4rWfh+L4QmXJSaSANQ8u/+/pMUK6rMYv1dHSYGvBMBl580ax0WV9n7ieIJRx6WiFUYgJ5qMTB5zdBvqPToqLCoaZaoVtERGQqm/phe/eZ7XFO26EScHssDjnY4Y210Naev9/lKmHmnJ+xecN7SCTeZMvGc5k195f4/QfljnmpcxHffe0aljY8xaKaF/G6hrcGbArtpCm0kxXT/kxbrGFY2L5iwfc4qvIVwukyIukQ/akyYukSEraPpO0nkfGTtH0kMn56k5X8pW153uM9VpKmkp2kbB9px4PjWNhYOFg4jgsHC9sZ/D6e8ZN2fHnncFvp7ONUAjNRbBt6eky3k9JSM7vd1W0C+EFzTSvCjA1lpdA43Y0vOzsOpq93OAwWFjXVDsmkxeYtUF/nUFGhwC0iIjIVTf2wPWxme3xDhdttEQw6LDgMnn1meNgG8PpmMOegh9m6+f2kkpvZtP4fmNb4DSqrLsSyXHQna7h300e5d9NHCXnCLKxawxGVr3Fk1ascWfkqtYH8Vicb+4ffXLmgYi3H1f19TGPe1D9vWNieEdrBb/7h3DG/7utf+hoPbn9f3rYvHX09/zjrN6RtNynblw36PpLZoJ+yvbnQH02H+PTff5T3eI+V4tOHf49kxk8kXUJ/qpz+VJn5kzZf9yYr6E1WjmugdxybVGonmXQXthMFx8HjqcPjnYbbPT4rjo43xzEL4MRiZha7dRd0tsObb8FBB8HceXBYf5JgienLvXWrmQmfMxvAoXkXlJU6zGiCzi6Lvn6zFLzHY5HJOMTjpr1gKmlmzcGsqOn1mVKVQMD0/RYREZGJNfXD9rCZ7fFvDV5aCg11MH266Z/c1z/8GJ9/DnMOepid2z5JNPI3WnZ8hp6un1HX8AVCpUtzqwFG0qU8034yz7SfPPACaAjsYkHlG8wr3chB5RtGDNshT2TM403Z3mHb/K4RetXt0fCgZWXf2HhcGTyuGEFioz56oPd43hjcCf71oLv3+swZx0V3oopfbr6IO9Z/Im/frNAWZoa20xGvpS3eQHeyasSxZtLd9PY8QH/f74jFXsTO9I74XD7/oYRCJ1Jafjqh0qW4XMG9jm8ypdMmdFdVmRsr29tNd5MNG+D112LMnQOHHmLKSyJhaN4Jhx8Oc+eY1oNrXoamJgev19SEl5Q4pNMWPp8J8YGACdlgQnciad5QJpNQWupQUQ6hkEK3iIjIRCm+sD0BS1yXlZqbzxYtctiydeSwDeD1Tmf2vAfo7Pgx7a03Eou+yLbN76Oi8gM0zfrRyA/CojU+ndZd0/kz/zDqGG598zKmBXdR6g1T6glT6ukn6InhcyXNH3cCf/bvHZGZw8fmSpHMePG5UyOcfbiRllOxrLEvspK0fcO2+VzJMT3WbdnUBjpxWcPXWH9P06NcdtgPc9/HM37aYg3sik1jV6yBv21P8fi6V1i/61VsZ7Bcx7J8uD01uFwhcGzS6XZsu59k4i2Sibfo7vopLlcZFVUfoKrmowQCIywdWkDd3YNfJ5JmYZ3WNtPH+5lnzRvB+nooK4MXXjRfzz/M3HC5s9msXFldbbqhzJvrUF295zelqZRDX59ZrMflNrXfZWUK3SIiIuNt6oftEWPh+PJ4LMpKHebOMUttb98O8VEmii3LTW3dp6ioPJ+Otu/R3flTent+RVXNKkpC797vMQzOhO+f13oWctwja7CwcVtpLAtc2FiWg6neNmHahQ2WQzwzfIb3O6/9Bz9cdwU+VwqvK4nflcDnTuYF/oGvM87wMpCU7eWXmz+Ez5Uk5IlQ5u2j3NtHmbc/+6cvr569M1E77BzV/q687wPuBLNKt7GxfQPffTLMszsG30wc3eChx3s1rsBpBIKHY1lmxv/U6b+jLd7Ahp5yWnveJBx+gv6+35FONdPdeSfdnXdSEjqZuoZ/pyQ0+KnEVJNOmz+RCOxqNa3/qirhkINMR5OWVrN8fDAINdVmFcu5s2HjJohGbZqarFFfm9drmQV2qh36+wdm1B0a6sHvn5rXQ0REpBhN/bA9wa3/BlRVmRnt+YfCjh3w5pt7Pt7rncb0pm/j2DF6un/O9i0fwuubicfbSCBwOP7AAgKBI/H5D8KaoDGPxMFlbnzcj/co/akK+lMV+/3c4XQZ33r1uj2OLuSJUOPvpNrfwc4RZuj7kuVsC8+iLtBO0BNjfVea//hjmIfeMu9+fG74l6OCfPLdQQ6qqWbpY1cxtMzE50rwnXdfhSs7S9+VqGZT/zw29L+fJzal+fOGl9nS/hzRyF/ZuumvBEuOpbb+3yktO3XKhm4wJSY9PRDuh5Zd4PWadoEHzYPqGkjbJpS/9ApMbzA14Dt2Ohw0zxw3Wn9uy7IoL4eyMoeuLti2DaqqzUz3VL4eIiIixcJynGFF0SPqHvo592RKRSm9ZXHu28gn/4pTUjMhT7Wz2WHzZoe//A2e/DOEo3t/TDKxhY3rl+PYI9dcW64QgcARBIILCQQW4PMfhM9/EB7PtDGHGfMjSuPYCWwnieMkcJwkjpPC9KZw4/XNwLKm/nunscpkeunruIFdbT/FcdJYlotlBy3mw4sOZUF1L9OCu+hOVPGvf/1F3uPmlG7a642i23szfOvpFHev6SeZsQEIBI6ipv4KyiveO+Wvo8tl3l64BpaFL4M5c007Qb/fhG5/EKorzCc106eZEpOGemuvbQKTSYddu8x73OnTwec78AJ3VVVV4f57dwDTdS8MXffC0HUvjIm47lVVVXs9ZmqnChg2s+2Md6PtIerroKcbZs6AxibYus0sJrInPv8cDjnsRZKJzWQyPaSSW4nH15KIv048thbHjhCL/p1YNL/TiGX5cLkrcbvKsFxBLKzsrL2F4ySwM2FsO4xtx3CcBHubqrasElzuUizLi8vy4XJX4fHU4PbU4HHX4PXNwOubi88/F59vVq7kYqpxnAw9XT+jbde3yGQ6AAiVncK06V+jPXAoN63LO3rY4/2uBK/3HMGs0DbKvCMX38+scPPDM918camXCx56F89ufoZ4/FV2bruENu/XOW7eqZw492jW9R/Ppv55OBNwU+7bYdvZvx3zp7PL/BmY7Z49C0ozEOkzi+dUVcCcOWa1yjlzHJoaweUa+TX5fBYzZzp0dpnf/+nTHEpLD7zALSIiMl6m/sy2ncHVvg4ch7KyUnoDTeCeuKAYiTg8/YzDi2vg6achmYDw2BuF5HGcDMnEBuKxV4jFXs3erLeRZHIbZvH5/eXGsvy5GVjbiYEzthsjBx7v9c0kEFhgZtyzf/Zltn0ihPv/TGvLl0jE1wLg8x9Cw/SvUVZ+6n6czaHG38Hc0k3MK9vEvLKNzC3dxNyyTdQHBvs7/stTv2BNxwy6O++iq+N2MhnTprHCb/HhhQHOmV+DL/huXu1exCvdR/Nq90LC6f1rJ+g4Dpl0O6nUDlLJ7aTTbThOKjtz78PtqcLjqcfnPwivd8Y+lx9Zlnlv6vGY+u6GBlNSYgEuNwSCZnttDRx1FEyrh0DQwu8zy8Pv/rOPRByaW0ydeG3tgRO4NeNUGLruhaHrXhi67oVRqJntqR+2h5isX86+PptHHoM//NHUx/q8ZuZwvDhOilRqF3amj0ymNzdz7Tg2YGNZAdzuUlyuUixXEJflM+Half3byr850bGTJJNbcqUljpMgk+4ine4kk+kknW4nldxBMrmZZGIzjjNySz+3p45g8F2UhE4kVHoSgeDCSSmpSMTfpLXlesL9fwTA5a6kvuFzVNV8dEJm4Ms8fRxcvp7DKt7gga3nk7ADANh2jJ7uX+CPXMfWnsHOKg0hF2cd4uPkWT6OqPPieA5nbd8SXug4ltVdi3N17rYdJ5PuJJXaTiq5nWQ2VKeS27Pbdo567XdnWX58/oMpCR1HKHQyJaUn4fEMv6F0b1wuM9tdVgqVVRAKgs9vvj7kYJh/iKnnTqfN8vL+gOnDXVJibpRMpRx27DTlKdMaDoze3PpHsDB03QtD170wdN0LQ2F7DCbzl7Ory+a3D8GfnoL+PsAy3R4yb2dCegpwHId0upVkYiPx+GvEY68Qj71CIv4mYOcd63KVUhJaQknoREpKTyIYXDiu4TcWXUNn+y309f4WcMDyUl1zMXX1V+H27P2XdyJ4rBTXHvl1wv1P8scNG/j9xgR9ieH/Fyn3W5R4LRz8dCaqyaS7cZwxFPlj4fFOw+udicc7DZflA8uDYyfIZLpJpZpJJjeP8EmFi5LSk6io+EfKKs7Z5+Dt9ZrAXFYKwRLze+z1mpnvJcfDiuUmXMfjEI2Zum+326xsWRJ06OyycGxobHznLw+vfwQLQ9e9MHTdC0PXvTAUtsdgsn85N260eex3sPolSGegq9OUlDiO+cg+PXxV9qJl21HisbXEon8nEnmaaOSZYQvFWFYJJaF3ZwP4EoIl78blKtmn50mnOwj3/YHenvuIhJ/KbS8rP4eG6V/C5583Lq9nPJS4IyyoWE0o/SDtPX+jpXcH6zridMX29H8ZD6WBGqaXBcm4DiHMUXi8c0zNvHcmXm8Tlmt4j/KhHCdNKrmdePx1ouGniUT+miutMVyEylZSXf0RSstPH9OnD5Zl/ni9Zta6NGQq3m3bBO+KMjj+OFixAqZPt/C4HTIZiEQs+vvB53NIpc05Zs6w3tE3TuofwcLQdS8MXffC0HUvDIXtMZjsX8502mHNKw4vrYZX15quD5s3m4VAEskRFrd8B3GcDIn4WiLhvxHNhu9MZvdr78bvPxh/YAE+/8H4/PPw+ebhdleA5cK2I9ka5V3EY68Si75IPLaGwRsb3VRUvp+a+ium3CIzI7GwmVe2iSPLn2ROyd84uPRVbnz1M7zZtwC3uwq3pxqXq5wvHv0Vzp9zH2BW2ny+4ziebT+BZ9pPYltkNiOtiLk3yeRW+np+S1/vg9lraHi8jVRVf5jK6n/B650+pnP5fGbWOlQCHi943CZwx+KmZ/chB8Gxx8KMGaZ/90Awj0YturodXBYsOAwCgal14+h40T+ChaHrXhi67oWh614YCtujifcRvP+jgIXH46H//f8N3n2bTX07djY72LbDn5+E11+HZAq6uqC3FyJRE1JSqcEOEe9UjmOTSLxJNPIM0cizRCPPkE617Ne5AoGjKC0/g8rqC/H5Zo3zSCeTg4WzW7cSh0dPPZ3GkuYRH7E9MpO/tC7jL63LeLHzWJK2f5+fNZHYSE/XvfR0/Tx3Qye4KSt/D1U1HyVUunyvN1e6XGaGu7LShG6/3yztHo2Zft4+D0xvhMMOhXnzoKISKsrNMR3t5h6GI4+A2tp3XuDWP4KFoeteGLruhaHrXhgK26OJdlF660m5b8OfegF8oUl7+ljM3CA2c4bDCy/C+g3Q0gLdPWbGr6vbLLXd2WlmBgc6QgAks/fYWRa4rMHyE6zB44q1BtxxHNKplmybw7XZmy83kUxuxraj4GRwuYK4PfV4PLX4A/MJBo+hJHQCXl9ToYc/YdxWmn+Zdw8n1D/NMdUv4nePvoR9LB3kt9v/kRte/eJ+PZdtJ+jvfYjurp8SjTyb2+71zaWq+l+prP7QmGq7fV5Tx10SNJ1MAkFIJc2bSFe2bru+xoTvmTNg1iwIlZoFcGbPgtmz9t6/u5joH8HC0HUvDF33wtB1Lwz12R6FtXsv5UluTRcMWgQCDtGoxfHHQeN0h44OeO012LwNKiogY5uP1dvaTKvAjAP9YbAz5iP7eByi2XvnEtkQM8DtHnxJxVQDblkWXl8jXl/jfrbme2fKOB7u3riKuzeuIuCOcUz1apbUPc0J9U9zaPlbeccGPbER+8YH3RESmQA27mH7hnK5/FRUnU9F1fnE4+vo6bybnu5fkkpupm3XV2hvvYGyinOpqv5XSkJLhnWxGZBMQbLXfFrj85qwHQwAFrhsaGs1/ec3bR7sZFJTDYceCk4GwmGHObOhouKdE7hFRETGy5Sf2bYiHYR+sjT3ffiK1eANTuoY4nGH7dth7lwTjnt6YPt2hzffgjfXQ1kI4kkz071jBxy9EI55lzn2rfVmNnzLNjMDnk6amy0dB9wW+IKAY4I5lgnjicRgIPd4zP5kKjtT7pjZxoH3IJmMWdgEx2yyBnfhONnVBi3zdyYDmexNbnZ2n9uVXRwlk328NXotus+bfXPgMufJZG+uG3jDkNqXVt8HoPpAKyfXP8XShqc4vu4ZSjwxLn/2Vv7WtjTvuEvn38IFc3/B39qW8tSu5TzddjL96fIxPYdtR+jt+TXdnT/Nq+12u2spKz+d0vL3UFq6DJe7dI/nsTBvFAMBM+sNpp7bsSGVNmUnXo9ZwbJxmvl9X7DALJ7j8xZ3aYlmnApD170wdN0LQ9e9MFRGMgor0k7oJ8ty34c/vQY8+17n+na1tjmkU9DUNDh7l0rZvL4WXngeNm+F8gpT1xqJmJAcDJiP3MvLTH33li2wcbOpi3W5IBaDaMSEb4/bhBuPx3SM8HpM+E2nTJDHMXXhyYQ53uUyx6RtE87jcROAyQbrgQBsWdmQnTGPdxzzZ+Br2zbH+P3mMQPHeTzZsWTDdSyefc5s57+BsJ1OD66y6fUOztLb2bH4AyawpZKDrxPLhHu32wT9TPbNBxlIDXmN72ReV5LFNS/wUueiXJ/vAT9f9s8cXjnYfSRtu3mpaxFPta7gqV3L2RqZO6bniEVforvzp/T1PoRt9w3Z4yYQOBx/4DB8/rl4vbNwuctxuULZ1o5pbDuBneklk+kDenGcXuxMD47Th2P3kkz1kk714nJbeDwhfN4aauvmMP/QuSxfcTSnnXosNTUB/P7im+3WP4KFoeteGLruhaHrXhgK26Owwm2Eblue+z786ZfBs+fWaRPBth22bjPBuaYmP0BEow5btzls3gI45iP2eBLa22HXLhMmLQuqq6G6ysxQt7ab4FlWZoJoV1c2MGfDsIV5mS5M6C0vhWDIBPJYHHq7IZqtEQ/4TdC1MxCODgneLvMcoZA5T8Y2ATcaM2UtdtosxhmJDN4UV1Fpns92zGMSSbAdF319NuGIeZyFCeclQ7pZJBPmsUccAXNmmX3tbbD6ZWjeYcaaTJlwPvD6MhkT5F1AMm2uw8CMezI5WM/uOKbmPVVEZTb7q8zby/+dvhyfe/SPCbaGZ/NU63Keal3OS52LSDt7ayWYIhp5hv6+39Hf9zip5NbxHvYwHo+fI488jjPecy7v+6d/Ys6carze4gje+kewMHTdC0PXvTB03QtDYXsUVn8rodtX5L4PX/kyuCc/bAMkkw7btpvAXF09PDik0w7NzQ6t7aY8w+02IZFsf+Pdw2R3t7nR0uWCkpC5Qc3ny9bN+s3H9iUlJiy73VZuFtrtNjco9vSaWtpkyswE+33mHIGgRTLhEE9AXx90dEAkBvGYqct1uaC21vRWTmXMGD0e2NVqeok7jlneJh41Ad3j8ZBKpQkEzOuIZWvQvT6or4eaKtPRorPTjKWq0uwL+E0Jgt9nZr/7+02f8tZWc2xfv7nBNBoxj3NlZ+GxTPD3+sxYwbzmsjJTqtMfNit7xmKmdCWTNuUMLld+ZxgLM/5iE/KEOaHubyxtMCUn1f7Rly99ZMc5fGH1t/fp/KnkTmKx1eaG1sQmUqmd2HYE2w7j2Eksy4vl8uF2V+JyV+B2lZu/s39c7nLc7krc7vLsJydhMpk2UsktpJIbCfc/SyrVmns+t9vD8uXncskll3PSScfg95vf/3QGs5ZR9v8fPt/UWKFS/wgWhq57Yei6F4aue2EobI/C6t9F6PaVue/Dn3kVXIW7rzOZdNixw5RHNNSPfTW9TMYhEjFhMxI24bC83JSdDMz4ZTKOqeV2mxsQxyKdzp43DJGoQzTbjtDlGux+4vdBaZlFSdAE1kzGBPB43KGiwsxSp9Mm8CYS0NML4T4z6+33QV1tOeFIH7G4mT0PlZggHI2Z1TU9XvMGwbFh+w5o7zCBe3qjCf+hkPlEwO025+/tMzP7bW3Ql22h2N9vgrLPZ/5OZ5+nusq8KcAyb05icXMejxvaO80bhGg/9IVN2Y3fl32z4AyGbTsDiTjEsuUublfxlKlY2BxR+RrLGv7MsmlPcljFurz9X3zpGzy0/by8bQsqXidle9nQfwj709P77XIch0x6A/19v6ev934i4Vdz+2bNXs55532B089YRON08LgtbMeUS6XS4PU4uNzZMia3lXvz5fGY342SIBNemqJ/BAtD170wdN0LQ9e9MBS2R2H1NRO645Tc9+HPvJa9Q7BwMhmHjk4zSxwqgbo6RlxRbyAI9/WbWdhAwMzMlpaOfPx4SaedXOmKxzP6bGE0ambHw2Ezix4qMTPpgYCF4zjE4yb4lpdX0tfXg99vAo9lWaRSZn9vn0NrmykZ8fnNmwe3e7A9YihoZrcty8xmprIz2KkhNdsD5TRlZWZcFWXmedraobnFzGQnsiE7nTbX07bB4zLlJ/1hCPdDR2c2sGdv5By4qXQgqMUi0B8xj3W7B2vJwxFzXrfLhPOpvFhRQ6CFpQ1PsazhSd5d+3fO/uPv6E7W5B3zg+M/yckNf6E5Op2/tC7nqdYVPN9x3H719B4P8dgr9Pf+mI72X+M4phZo5sxzOevcr/GP587g3YshkzEL5nS0m5+bnTFvSKsqzZvSgU9purvNz2jgd9WyLFyWOTYQyH66U2K6CO0v/SNYGLruhaHrXhi67oWhsD0Kq28noTsGW8uFP/u6KfSdAtJp0wYwlTZLWGcyZmY5Eh288TEYhLJSE7Cnai/igTcFA2PPZMzNl97sSoNVVRX09/WSzphwmkwBTvbmx2zttt/vkEhYRKMmGKVTZqa9o8OE7nh2dUK/z8yk+/3ZWcqAKZHJpB2iMRN8u7rM7Homna0ft82seSbbSjGUnSW3MGE9FjOfFnR0mLKUTNr8TIIBKCs3gduyTKj3esx4wlHTGSYcya6eGMu+LkxYT6VNALczU7cUxetKkrLzS6oC7ihPvuekYf29Y+kgz7afwFOty/lL63I6EnWTOVQAkslt9HbfSHvr/wfYuN0hZs+9mvmHfZIjFnhZtgwOPcS0EPT7LXp7bbbvMJ+AlJbCtAbzdyZjPglJJEw5VHm5CeuJpHlTFomaN0ylpVBZYd487gv9I1gYuu6FoeteGLruhaGwPQqrdyehO4eG7bWT3mt7T2zbYcsWM9meTJowGQoNzK6NvRxkKkmnnVxZiZ2BsvJKurt7cLtNEDX1tWN7Xbbt4HKZmfBIxJSeJBLmWjnOQOtB83wWZobS58t2ZnEPlsJ4PObvRMKMK5UNwgMdV6xsz8O2NnhrgwnI0Sh0dmRv4sze9JlJmz/9/SaUedwm8KdTpq49V87iNcdHI0C2HWIiYUL5VDYrtJVvLPocR1W9usfjXu85gr+0Luf3O89gU/jgSRqdEY+tpWXntcSiZiGektACDjrkRhqmLWHebJgx0/x/p7zMLBnf2Ihpf5m0qKgwNxp7PBbxuENbu/l5NdRDaeng72Q87tDfb0qWPENmyMfy/0f9I1gYuu6FoeteGLruhaGwPQor3EbgkX8Hx8HjcdN//j0FGceeJBIOieTACnzFF673ZqL+o2DbQ8tdxu+6JRI2b6wzHVL8AejuytZ2xyGVAMttAncinp3lzt6gmUmZAD4wE59OD7ZGHGjJGMr2nO7sGlwhdCqq8bdzcv1fWDbtSU6o+xslnpHfJfzX2n/npxsunuTRgePY9Hb/ktaWL5PJmBtAq2ouZHrj9VRU1jB7JkxrhKpyU4ZUXW0Cs99vPk1pajKL67gsi75+h9ZWE9Bra8wnJYPPY8qd+sOm/ru62pQ6DfSTH6nESv8IFoaue2HouheGrnthKGyPgX45C6MYr3s67dDcArGYQ2mpmbnu6jb13X19JkQPlJv09Jg68GS2/CXtmK+DgcGShb6wKTuJJ0wIH+h8EomYmzanMq8rybtrnjc3WTY8SVNoZ27f+554cNjM9qXzb8Ft2TzbvoSXu48ZVqoyntLpLtp2fZWernsBcLurqJ/2JaprL6KszEV9nVmltbTU/DxCIVPzb7nNp0dzZkFTo/lEpLfHfDpRW2P2pbI3/FqW+T6c7YaTSJjl5hvqYc7s4SVpxfj7/k6g614Yuu6FoeteGArbY6BfzsIo1uvuOA6dXWZmu7bO1O+aAObQ12eCWTRqylG83sGFekIhU97S2jZ4Q15rK2zebPqOQ7a+PRu0M2mzPZUaXDRoYNXPqcfhoLKNLG34M4dXrOXaF/+ToR1LLGyeOGMpVf4eAGLpAKu7FvNc+wk8234C6/sOxWH875mIRv5Oy85rSMRfByBYcizTm24kEDwSyNbqhyDgNauulobMDZG2nb3BtsKs5Oo42TKgANRl+9pXZltTVlaZuu9E0tzA29trZsNLS6Gh3srdGFtRUUFbW0/uht6B3vAej+mc4thQWQl1de+8T7H2lW07uWuUTmdvUt3PbjHF+t+ZYqfrXhi67oWhsD0G+uUsjGK/7vG4Q8suE6BraiAUyg8D6ezNmfGYOba3z8xmx+Km7/iu1sHe5IFAtt4cKC0xs63xhOmEsm07tLWaOuF4woR42zE3lUZj+Qv1TFWHVazll8v/edT9vclyXupaxEudi3mx892s611A2vGOy3M7Tpqujttpb/0Wth0B3FTXfpy6hs/hdpflHZtb4dQzuPKqzwve7AJPbrcJ4gG/uY8iGDS97N0u87MsDZkgPnDva33dYC98XyCExxXB5xs8VyAITY0WVnaFVnMPwdQJ26mUCb0AJSUTN65MxsndAB6Lm99pd/bGY4/H3JBcXqawXUx03QtD170wFLbHQL+chfFOuO6O49DTY2aqLdfgAjl+f35oSqUcYjHo73fo6zczojU1ZtYuHLaIRE1wC/jN/20GHjrw/6L+MGzbCs27sov3dJtAEo9Cdy+5PuhOxqwymkoNrjBq24ML8hRKrb+dM2c8wpK6p1lU/SJBz55rZG5e+xnu2vDxcR1DKtnMrpbr6O/9LQAe73SmTf8GZRXnjinger0mVA/c2IpjfuYBf7ZlYKnpEFRfC+UVpj2ljQnUjdPh6KPLqCwP71O/exic5U2lHJLZN1hu10D7TfMmb6CtJry9sG7bDuGw+X2LRs1r9Gb7kNfXj2/Ytu3Bm03jcfOGM5S9ATwQGL+FiN4J/50pRrruhaHrXhgK26NJxXC1vgZYlFVU0ls2uZ0T5J31HwXHGboIkAm7nuwaSY5tZqwHeo6Xlw+/cTOdNu0dh85UmxIDM7sXyNYVD3RricVsWlthV5tpT9jbB7taYOdOSGS7onR1mecOlZpZ2Hj2xs1Y9jkKFcC9riRHV61hSd0zHF/3DIdXvo7byh/Mv/31Hl7qWpy37VOHfZ9KXzev9RzF6z1Hsqn/IDLOvi9E1d/3R3Y1/wep5BYAQqXLqGv4HCWh4/fpPFb2f1yuwRVJfdkWlAMLJAUCZpvbA2UhF2VlNgsOg8XvxvxSZH/GlivbctI27Sl7e029f3/Y/NzKyswbq1jc/G6UlJiQX1ZhuquUl5mfqc8HjdMtampGDt2O44y4PZFw6O4xi0l5vY5ppxkwY0pnW2WGQta43HAcj5s+/P195jkqKwZXs50I76T/zhQTXffC0HUvDIXtUVidGwjdfa75xhMg/OmXCjKOA9k7+T8KA7ORMPHlAbGYQ0/PYFhq2WUW7enLft3RYYK7z2fCn8dtVuMMR0znlFS6sGUoIU+Yo6teYlHNahbVvMAh5W9xyu+eGrZYzsOnnMGM0I7c97F0kDd6F/B6z5G80XMEb/bNZ2t4zpjKT2w7Rkfbf9HZfguOYwrmS0qXUlN7OaVlK7Gs8Vvgyu0Gnwc8vuwbHMe0jQz4zRuhEj/gMoHcsc0MekmJWczJjdlXXmZCvMttHu/zmU9GcEztv98PB82DykoLjxtCIYdY3CKRLclIDvmko6nRIZMxLQ7bO0ydeV8v1AyUM6UGb/IdGE9FBcycYdogDvyXPZ02n9ZE4+YNnNsy+zMZcHsd6mstbNuMdeCG4J5e83VZqUNJiXnTmcmWRb2drkuO45BImJtU02mzFoHbBbW11jv6vzNTma57Yei6F4bC9ihcHespuee95htvkPAVqwsyjgOZ/qMw/hKJ7Ax51ASptjbYtQu27YS+HnPzZSZ7M14mbW7mjEfNypvx7KzpwKx6oVa89FipYYG5ytfFn96zdK+PTdkeNvXP46Ht53Hvpo/s9fhkchsdbd+jp+sXgFmF0uudSWX1RZRXvBef/5BJqaEe6AU/8MbMZZmJb5/XlHG4XCa0D9Qx+7OlK8FsOVJJCSw+xnRQicYs0mkHy2V+zgMLQnV3Q0e76YCTGlLnHwya8w78PVCe4nGbmzz9PtPa0HbM70kkbEqZ+vuzvzNpU9NeGjIz1LkVY/0miFuWmal3sjcJ5/rKW6ZzS3U1VFZY2XsX8q+14zi538lMdnVYv9/Ctk3QH9pjf+C6eLzZhaZ8ps5b/50pDF33wtB1L4xChe19/2x30g1JElPohiSRt8Pvt/D7oarKoqnJhJVkEsIR07Kwox3c7iBt7THC2bAUjZkb0/qjZoazu9uUMAx0QZnskpORZqaTto+vrPkKR1S+xhGVr3FI+Vt4XMOn472uNPMr3uLJXb3D9r2n6RGWNjzFlvActobnsiU8h22R2fhmfI/a+n+nq+NWerr/P1Kp7bS3fov21m/h882ltOw0SkLHEyx5Nx5v44SEbwczIwv5fdYjoxw/ULoy0DUFC37zGxPYPR4HtxuwzWz6QK25O7uYUzo7az1Qyz/w5ioYzAbsMlN77vGY4JpJQiwbkDMZM/tdXm76itu2CeBWBNrbzO+M35/ttpIhtyJsVQVMb4QyN8yZY24idRxT/pRIQkenw8YtkE45WJhSrETcvJmwrOwiWGVmhr2+3pRr+Xwm2NdlZ+R374M+wHzK5ORefyJh3owOhHTbHlw1ds5sCASmxkrCIiJ7M/XDdt60ncK2vDNZlpVdxt6iptp89O84AbZvj5Oxwe1ySGVMyO7rNTde9vdDTze0tpu674F2hImkmcUEU7owmYvvRNKl/Hrb+fx62/kA+F1x5les44jK1ziy6lUOKX+LuaWb8LrMADf0HzrsHO+ueZ6zZzw8bPuu2DR2Rptojjaxpf9y/rSxhZe2v0Jz9yskk5vp6ryNrs7bAHC5yvD5D8bjbcDjqcXjqcftrsRyBXBZQSxXgFDoRDzehgm8Gvk3vSYH/h7Hn4crW0NuZWfYLWswtLvc2Zl2l6k1d2Vn0AfeLDgM3LhpgnB5ublp9403oL3T/C7FYyZQ2xlzPq/HvBmorDDtFd3Z0pnq6mwnkuw50hlwsotW9YfNPQgBvzlXf7/5VCccNr+fjg1YDm5XDx2dDumMWcwonjR9711us6BRfb0J/1iwfj1Mm2bjcpnnSmdMKU86Y2b5PZ5sLX7QwgKmTdv3loSZjCl5SaUGS7hKglBWZpHJOLlFr1Ips3CSx2PlyoACfqipGb9/rwbejGeyrzWTMT8TxzE/v2BQ/zaKTGVTP2xrZlsOQB6PRVWVC6/XIpFwiMctUmkz82g7YFlOrtPGwKx2b69ZuGfbVti4CbbvgJ6+bKmJbQLDQHiYrNrvhB3gle538Ur3u2Bz9rVZSeaWbeaQ8rdY3bl42GPmlG4Z8VzTgruYFtzF4poXAbjicOhOVLLs0TeJhP9MJPw3opFnScTfwLb7icdegpEXzgQgEDiKeYf+6W2+wsIa6ZOMgTC9JwMz7pZlPiHZvn30YwdKVgZuIvX7TVlTZ/fgjPtAEHS5yP0n23KZ8hpX9ibUYNBsG+jGY7mz7TGz5ygtMy/G4zGz5QOfBHh9JqRv3w5bt5ltNVWmrjyZMG8yo3ETcL1es7ro4YeZVo/lZY4J9I65Z8LtBp/PhW07uec1fxySKdPqs2vgE6OkGXvQbzrYDPzrk8mYTkXxbJ09FsxsgpkzHHw+i2DAXKP9MRCqk0nzpjmRMF9Ho2a8A2VLOOBY5vtZM/NLyzL2YBi3s/+NMNdC/36KFMrUD9tDZ7YtfWwoB56BkpN8e/+HM5126OpyeH0tbNhobsDs7TMrKfb1ZTuexAfLE8YS0sZD2vGxvm8+6/vmj7j/l5s/xMtd72J26f/f3p3HRVXv/wN/ndmAYQDZBhUxMwNzK3dbfrmES2pkKurDzOxK2b1m5b1W5rfsmq3WrTQpTcvU0sSyW2kWoiZm5UaipmjXBQ1FVEAYBpjlnN8fZ87IMEMNxTA4vp6PB48ZPmd7n8Mw8z6f+Swn0MZwEq1D86FTe54h6ExlPNTqMIRH3IXwCLkj9bWhh/BCl3vwv2IbzleIOFchoqhCRGmVhDKLBmXVGlRY1bi5TQhubvs8vjw1AgdLu7jsV6+ugEXUwib5bvZMf6rPMJNKElddLd/QNTSlFt5kchQIcpnyzq8kxcoY5wIcI7AIgEYFqBw3AsHBcvJ5rgg4cFCeGdZU4ZjxVYCj2RYQqhdRVgaYzI526qVyDb6glm8OoiLl/hJatZysKuOthxvk8dghAK1ayePsCwb5JuLSJXnyrGqrhLhYACqgRQsJxhj55lYZu7/K0SRGGclGAhDjaGdfsymO3S4ft1nE5WY+qNEcSZTkdaqs8o21cvNgs8pNiiRJ7rgLR6dcSZKPbbFKsFTLteHR0XWPWqPsD6hfZ1i7Xa4EEATfjVpDdCW6ApLtmp8I/Ocl8pZGI8BoFGA0Av36yh3VSkolnC+S2/UqydPRY/IHdkmx3C5cmRHTYvFP58uss4ORdXaw83cV7GihP4NW+t/QUl/g+DmDeP1v+LXMvRlKc30xOsZq0DH2j97e8gHkY8+FXm7J9rM3Poc7W22EyRoKky0MFY7HcqsBFTYDTFYDTLYwmGyhOF9lxH9PjXLZXiNYERV0EVX2YFTZQ2ARdeD7l2d2Uf6xer6f8qjc9Mfr+IJOJ/9PiI7acqUzrDKkZHCQXBMvipe/Oaiulv+nBJW8jcrxKAhyZ9XYWDlh12rlxNhmBSw2+TEiQm7iYyqXbw4sFvkjscIsP6q18qsqLs7RxEaSx4tvFil3mLU5rqnNDgQHS9A4YtXpgLOFEnRaCS1a2HDhoogKk1yjbzI5miVJclIfHibXtouSHE/zOPl8wsPlGvXKysvvF6LoOC8DkJQov95rf4ugXJvfm3xJkuRRopRZXC2OWUqV7UURiIkGwsObxv+U0qxI+VFGCFJmnI2M/PMzq1JgaPrJdk1sRkL0pwiCAL1e/oBr2UJOvE0muebvhg5ykqDTSThXBJw5I8+aWXhObmJgKpe/Wjc7xo+2VgO2RuyIKUKNAnMCCswJXq1fXB2NjJNjYQw+B2NwEWKDixAddBEqwfOdQ3G1e09yZbp6g7YCBm0FEFL38U6ZWrsl261CT+O/A+5y/m6XVM7Eu9IW4ngejEp7CKrsIVh9fDx+OO86ikuf2B/QxnCi1vp6122VZWIwrGJg1sI3JbXb24u1bhLM5t/fXhnzXZDkiZRKS4HfCuRlqlpf3Crj/ivLlARYGaJScHSmFQR51JngEEdbep3cxj04xLEPSa7ZFx37KS+XO1pLjm8QBOESzI7kXVUjGTfGAFDJCbshTO7kWlEBnD0jn0NwkFKDLT8KgrxuZbX8+OuvIgwG+RzUApyTTAkqoO218nuRMgGURUmsHc+tVjmOIMe3ClqdfDxltB9RlJsEKZOEOTsRi4627Lh87oDc3l+tlieUUm6UlFp4QH5/1Gr/eIImm01yNvGxOJr5KJ13lX4CGq38XK1yfPPimIW2oSgj/9TsS+BsNqRcA/Fysh8SAsQ18ERXVH9NP9lmB0miBnU58QaMqDEOc6WAZhHym3O7doBOK3+wVFbKbXRLih1NUcrl0VKKS+Rp6i9dktepT82kLx0puwEv7Z/tUqYRrIgOuoDY4POICrqISF0JIoOKEakrwemK1m77iNQVe328cluYW1mw2nXmTbUgIlRjRqjGDHhoz7vpzCC3sjvjN+Du1v/1KoYySzhu/+ZHlzKDphwZ/UbCKmphEXWwilpYHY8WUesstzket5y9A9vODXDZR/fo3egcmQubqIFd0sAmaWAT5Ue749Hq/F2NnRdudpvA6Lqw/0GUBHl7UQObpIZdUsMmauVHSQObqIZd0kBCYDcVdLa39rDs95r11FxWO8EH5GYpV56GuGOXnDch3qwLXB6+U6ORmw1BAAwGCWGhQKhBQky03ASnsgIwV8s3KnarnGDrdPK3DspkaKLdMca94z43SCdvGx4u1+7LnX/ljsXN4ySUm+RvKKoqAdF2CTa7iCAd0KwZEBsHVDs6JNtsQKWjcuOaBLlZU7VF7gRsrpb7PLRoKd8AVVfJnYmVuRj0+stDalqq5eQ7IkJy3hTBMdKPwSDf2JhNgN3x56i2XJ5X4JrWcodgrbbGuPg2udmWIVRAcJA8Xj8g3/zYbPKQtso3HcrcAUrfA6tV/mxRqYCYGHkfys2B0oAhNtZz8yO73XVoUWXMf2Uug9DQpp8bNv1kmx0kiXxKoxEQFiYP2QbU/ApX7pRpc3yNG9/ycmKuvMFXOYYjvGQCLl6UZ8csuiDXnlVXyzVVNpujA50fp6O3SVqcq2qBc1UtvFp/4vZViAwqRoT2EgxaEwyacoRqKxCmKUeopgIGbTkMGhMMWhPOmOPdtg9W/07PTA+q7O5V5yH12IfVwzCMOnU1WurPeL2P0xWt3ZLtW4zfY/L1S73eR58Ne2C3u36sfPT/xiJEU1XHFq4+Ozkac/fPcSm7O+FzPN7hdUhQQZQEiFBBkuTnElSQnGXy49SfFrl9C/J6j8fQIuQsRKggSipIECBK8nNAcNnvL6WdsDDvMZftk8IPIy1xsXzcWsesuS/l+eoTE3Cs3HW245Gt1+IaQ77zWJAEiI71nefmeF5qaYbP8se4bB+mvYRhrdY7jy1KNeNQXd6X4/kvpZ1wuuIal30khuehRcgZSI6KK6lmBZZUY0hGCLBLKvx4/jaX7VWwo3es601d7UqwmvssMMe7xdAypADxoZd75EpSze1dYwCA3OIb3fpOdI7MhUawOdbzHIuy3xJLJE5VtKmxX8CgKkGr4NPOlEJtAWABxBLgguObBrt4eV/HTdfBbNVDo77cHKht2HHoVFXQOvoNAAJEFVAtAOcBFDlrzQGLpMd30jXOGnjRDgRrytAy6DTUaqBIDRx3dAhWJtNSOfoonCiUk8uiqhaoRLgzydT+AsRqziBYKIdoV0YAcsxyqwIgyn9SyQ7I97BqnLHJr0m7HXJHXp0VrYKOy02YHJfYpAbKdYCtQG7mFBzsGM0IgFkbC6s2CkFayXGpJYiXzsNeUeLsdK9WyzX6gtpxDgIQrAHCNIBBBKSodoCkQrnpcid/7aVfIYgSSkrkv5vS7Eh5VParUgEIiYAUGueczRcCEIqmr+kn2zXbbDPZJvI5QRCg08k1Bh6WOp9JkuScVEf5sdnkRL3aIs+SWVoqT85irpCbrJSVOZqjVF4eHUVZr7xCLq80y8v8qVoMRmFlSxRWtvxT2+8r7o4eX+1DiLoSweoqBGsqLz9XVyFEbXY+D1ZX4vClG9z2cfjSDc7lIZpKl/VDHGVqQX5/tIruybZWqN9XDRYPzVA0Qv2GrbGJ7h8pGpX3f0y75P59e5C6ytmsxxtqDzFfH/4rrjHk/+kYYoPPY2DLTV7HsPnsQLdke2DLTNxs/MGr7Y+Xt3VLtmOCLmBm55e8jmFu7nNuie6YNp9gdJu1Xm1faQvBzV/vcSnTqavx7s1TvI5h6dGH3G5chrZaj0duWOD1Pvp/sx0lliiXsvm9piIqyLuJSb7+bRhm5cxzKbsldgde6v6U1zHcm/0Jfqnq7DKK0zO9ZqJj5C9ebX+g9CY8vPdjl2Y3SaFHsKDzBK9jePHX/2BH6RA54XQksZPbvI7bIr/1avsyKRbpQd9Bb5AT7ZAQIAwlGHFspPvKNgCF7sW7m/0TeVGToVJfHqWo6/nluO7cMq/PY++d+6DSqJ39HdQaIHHraAiid+8T1hvHofqO57w+XlPR5JNtsdk1qBw+H4AEQ7h720oi8g9BENzuf7VaASGOStrYGO/2Y7dLqKyUk/QqR2248tVjZaWciFeYHW3Hi4HScjlht1bLtTmWannot+pqucOW1SrXvFf7qYOnwiZpUW7TotwWDlTXf/tl/3sQv/8RJkEjWBGiqXTW8tVUYolC2o5l0Kqs0Kos0Kks0Kqs0Kms0Kis0NUo06os2F9yo9s+jpYlIrNgMDQqG9SCDRqVDRrnox0awepSZpPcP1Kq7UGwS2qoBbtzfPW6eNpeqGdzA8lDc0NB8H4fcm33n9++7hi8fzG61vbK6upzUL99+OmrpaucKMnvTUrbdgAw13N4SJ3W0UREIzdL0WrlWmdvqVRygi3Z5Y7wlVWArZ7vj3FGQGh3uRmOVgNE7heAc97vI/F6QHAb4SbwK1KbfLKNkGawJ8rtGVWRkXKPLSIKGGq14Gz71xRcWdMoqwHU9YkbAqCP13u612PpCMePd76f7al0D2yQK8uqJUn+tBftgGhz/NghiDZEhIUixWxBSohrsiuYh8Jc1tXR402E3OhZfi5IUq1yCaunNQe0rvtQn3gGlVYzBKXXnLKN8ty5Twk9w5rj+3m1Yihth+r/PeG6jXS5salQa3//eSABUqTrPrQ/D4CluI17DIBbPAmGOHz/71oxlIXCtqWfhxgkx7VwvTZP3B2Lf17nug/dD3Gw/3q94zc501Kr1bDbL98EKTm9TqPD99/VuvGwqiF+1Oby7253s66/35fWDON61LoO+8Ih7m3lYfsaz2uUf/WFGqj1mghZYYRYFVTnNjXLk4eF4/Y3ar0ejgZD3BJd53kItc5jyXtaiEbXfQSvDYNUFOEeu4dz6XhjCLbNdd0+whQF24feN4B4ZJoGf7/edR9B3wRD+p93+9Dr9Uj7W63XlEkFqR4xxLXUIap9rddUvg6SVu/1PjzO7KvVQxK9+yZOUl+ZHcEFSfKu7qcpfPhcWR+CgYPX3T943f2D190/eN39g9fdP3jd/cMX1z0y8o9bXQR2128iIiIiIj9isk1ERERE5CNMtomIiIiIfITJNhERERGRjzDZJiIiIiLyESbbREREREQ+wmSbiIiIiMhHmGwTEREREfkIk20iIiIiIh9hsk1ERERE5CNMtomIiIiIfITJNhERERGRjzDZJiIiIiLyESbbREREREQ+wmSbiIiIiMhHmGwTEREREfkIk20iIiIiIh8RJEmS/B0EEREREVEgYs02EREREZGPMNkmIiIiIvIRJttERERERD7CZJuIiIiIyEeYbBMRERER+YjG3wH8kf379+Ptt9/Gvn37YLVa0a5dO9x///246667/B1aQDp37hw2btyI7OxsHD9+HBcuXEBERAS6deuGtLQ03Hjjjf4O8aqxZMkSvP766wCANWvW4KabbvJvQAFu06ZNWLVqFQ4dOoTKykrExMTgpptuwhNPPIEWLVr4O7yAI0kSNm3ahJUrV+LEiRMoLy9H8+bN0bt3bzz44INISEjwd4hXtC+++AJ79+7FwYMHcfToUVitVrz88ssYOXKkx/VNJhPefvttZGZm4vz584iNjcWgQYMwbdo0GAyGRo7+yuXtdbdardiyZQu2bt2K3NxcnD17FoIgoF27dhgxYgTGjRsHtVrtp7O48tT39V7T6dOnkZKSArPZjLFjx+L5559v8PiadLK9c+dOTJ48GVqtFsOGDUNYWBgyMzMxY8YMFBQU4OGHH/Z3iAFn5cqVWLJkCVq3bo1bbrkF0dHRyM/PR1ZWFrKysvCf//wHQ4cO9XeYAe/YsWNYsGAB9Ho9zGazv8MJaJIk4bnnnsOaNWvQunVrDB06FKGhoSgqKsLu3btRUFDAZNsHXn31VSxbtgyxsbG44447YDAYkJeXh4yMDKxfvx6ffPIJEhMT/R3mFWv+/PkoKChAZGQkjEYjCgoK6lzXbDZjwoQJOHz4MG699VYMGzYMeXl5+PDDD7Fz506sWrUKer2+EaO/cnl73U+dOoVHH30UoaGh6NOnDwYMGIDy8nJs3boVzz//PLZv3453330XgiA08hlcmerzeq9JkiTMmjXLx9HJB2qSrFarlJycLHXq1En65ZdfnOXl5eXSsGHDpA4dOkgnTpzwX4AB6ttvv5V2797tVr57926pY8eOUq9evaTq6mo/RHb1sNls0qhRo6TRo0dLM2bMkBITE6Wff/7Z32EFrOXLl0uJiYnSnDlzJJvN5rbcarX6IarAVlRUJLVv317q37+/VF5e7rJs2bJlUmJiojRz5kw/RRcYduzYIf3222+SJEnS4sWLpcTEROmzzz7zuO78+fOlxMREad68eR7L58+f7/N4A4W3172wsFD6+OOPJbPZ7FJeUVEhjRw5UkpMTJS+/vrrRok5ENTn9V7T8uXLpQ4dOjjfd5599lmfxNdk22z/9NNPOHXqFIYPH44OHTo4yw0GA/7xj3/AZrNh3bp1fowwMA0aNAg9evRwK+/Rowd69+6N0tJSHDlyxA+RXT2WLFmCvLw8vPTSS/wa0ceqqqqQnp6OhIQEzJo1y+P11mia9BeAV6SCggKIoohu3bq5NVHo168fAKC4uNgPkQWOW265BfHx8X+4niRJWLt2LfR6PaZOneqybMqUKYiIiMCnn34KifPfecXb6x4XF4fx48cjJCTEpVyv1+OBBx4AAOzevdsnMQYib697Tfn5+XjjjTeQlpaGG264wUeRyZpssr1r1y4AwG233ea27NZbb3VZhxqHknQw+fCdo0ePYuHChfj73/+O66+/3t/hBLwdO3agtLQUycnJEEURmZmZeO+997B69Wrk5+f7O7yAdc0110Cr1SInJwcmk8ll2bZt2wAAffr08UdoV52TJ0+iqKgI3bp1c2sqEhQUhB49euDcuXP8f2hEymcsK1t8RxRFPP3002jZsqXbTaYvNNms6eTJkwDkN+XaIiIiEBkZyX/+RnTmzBn88MMPiI2NZTtKH7HZbJg5cyauu+46PPTQQ/4O56pw8OBBAPKHWkpKCk6cOOFcplKpMGnSJDz11FP+Ci9gRUZGYvr06Zg3bx6GDh2KAQMGIDQ0FEePHsWPP/6IsWPHYsKECf4O86qgfI62adPG43LlMzg/P7/OdahhffbZZwA8VzZSw1i+fDl+/vlnrFq1CjqdzufHa7LJtlLbERYW5nG5wWBAYWFhY4Z01bJarXjyySdhsVgwY8YM3m37yKJFi3DkyBFkZGRAq9X6O5yrwsWLFwEAy5YtQ4cOHbB27Vpcd911OHz4MJ599ll88MEHSEhIwPjx4/0caeCZPHkyjEYjZs+ejdWrVzvLu3btipSUFP4PNJLy8nIAqHPEEaVcWY98a82aNcjOzkafPn3Qt29ff4cTkE6cOIG33noLEydORNeuXRvlmE22GQk1DaIoYtasWdi9ezfGjBmDESNG+DukgJSXl4dFixbhb3/7Gzp27OjvcK4aSjtUrVaL9PR0dOnSBaGhoejRowcWLFgAlUqFZcuW+TnKwPTOO+/g6aefxpQpU7Bt2zZnLZPdbsfEiRORmZnp7xCJGtV3332HuXPnIj4+Hq+99pq/wwlISvMRo9GIxx9/vNGO22ST7T+6mzaZTHXWelPDkCQJzzzzDL788kukpKRgzpw5/g4pYD311FNISEjAtGnT/B3KVUV5n+nUqRPi4uJcll1//fVISEjAqVOnUFZW5o/wAtaPP/6I+fPn495778XDDz+M5s2bQ6/Xo3v37li8eDGCgoLw8ssv+zvMq4LyOVq77bzij75lpoaxfft2TJs2DdHR0Vi+fDmMRqO/QwpIK1aswL59+/DCCy+4dU71pSbbjERpG5afn49OnTq5LLt06RJKSkoarfr/aiSKIv7v//4P69atw/Dhw/HKK69ApWqy92ZXvLy8PABA586dPS4fO3YsACA9PR3JycmNFlega9u2LYC6EwmlvKqqCuHh4Y0WV6BTOkH27t3bbVlUVBSSkpLw888/o7i4GFFRUY0d3lVFaZOt9JOqTWnT7an/FDWM7OxsPPLII4iMjMSKFSs4oZMP5eXlQZIkTJw40ePyNWvWYM2aNbjjjjvwzjvvNNhxm2yy3bNnTyxevBjff/89hg0b5rJsx44dAIBevXr5I7SAVzPRHjp0KObNm8d22j42evRoj+V79uzByZMnMWDAAERFRdV7aCP6fUqyd/z4cbdlVqsVp06dgl6vZ8LXwKxWK4C6h/dTyhuj49LVrk2bNjAajcjJyYHZbHYZkaS6uhp79uyB0Whksu0j2dnZmDp1KiIiIrBixQpeZx/r2bOnx3zm/Pnz2LZtG9q2bYtu3bq5DDndEJpssn3zzTcjISEB69evx8SJE51jIJpMJrzzzjvQaDS45557/Bxl4KmZaA8ZMgSvvfYaE+1G8OKLL3osnzlzJk6ePIkpU6ZwunYfaN26NW677TZ8//33WLt2LVJTU53L3nvvPZSVlSElJYXDXTawbt264aOPPsKHH36IwYMHu3yz8PnnnyM/Px8dO3bkNOGNQBAEpKamIj09Henp6XjiiSecyxYvXoxLly5h6tSpnMnQB2on2hztxfdGjRqFUaNGuZXv3LkT27ZtQ8+ePa+u6do1Gg1eeOEFpKWlYfz48Rg+fDgMBgMyMzPx22+/4fHHH8e1117r7zADTnp6OtatWwe9Xo82bdrg3XffdVsnOTnZ5wPAEzWW5557DuPGjcMzzzyDrKwstG3bFocOHcJPP/2E+Ph4PPnkk/4OMeAMGTIEn3zyCXbt2oVBgwZhwIABCA8Px5EjR7Bjxw7odLrGmUI5gK1duxZ79+4FII/fr5Qp81MkJyc7m6SlpaVhy5YtWLp0KQ4fPoyOHTsiLy8P2dnZuOGGG5CWluafk7gCeXvdjx07hqlTp8JisaBXr17YsGGD277i4+MxcuTIxgv+Claf17s/NNlkG5AnNVi1ahUWLFiAjRs3wmq1ol27dnjssceQkpLi7/ACUkFBAQDAbDZj0aJFHteJj49nsk0Bo3Xr1vjss8+wYMECbN++HTt27EBMTAzuvfdeTJ06FdHR0f4OMeCo1Wq8//77WL58OTZu3IgNGzbAarUiOjoaw4cPx5QpUzie/1+0d+9efP755y5lOTk5yMnJASC/jyvJh16vx8qVK7Fw4UJ8++232LVrF2JiYjBp0iQ88sgjbpPdUN28ve4XLlyAxWIBAI+JNiA3lWWy7Z36vN79QZA4BysRERERkU9weAkiIiIiIh9hsk1ERERE5CNMtomIiIiIfITJNhERERGRjzDZJiIiIiLyESbbREREREQ+wmSbiIiIiMhHmGwTEREREfkIk20iIiIiIh9hsk1EV72kpCQMGDDA32Fg4sSJ6N+/v3MaZ3/bunUr3njjDUyaNAndu3dHUlISJk+eXOf6RUVF6NKlC+bMmdOIURIRNW0afwdARETAd999h507d+Lf//43dDqdv8MBADzxxBMoLy/3en2j0YgxY8Zg9erVuO+++9C2bVsfRkdEdGVgzTYRURPwxhtvIDo6GqNGjfJ3KE6DBg3Ck08+iZUrV2LRokVebfPggw9CFEUsWLDAx9EREV0ZWLNNRORne/fuxZEjR3Dffff5tFZbaSqzZcsWr9Z/6aWXnM937tzp1TZxcXHo3bs3srKycOHCBcTExNQ/UCKiAMKabSKi37Ft2zY88MAD6NmzJzp37ozBgwfj9ddfR1lZmcf1Kyoq8Oqrr6Jv377o0qULhg4dihUrVkCSpDrbhn/66acAgJSUFJfyjRs3IikpCf/617/qjO/pp59GUlISvvjii79wlg1r+PDhsFqtWLdunb9DISLyOybbRER1WLx4MR566CHs2rULHTt2RHJyMqqqqrBkyRKkpqbiwoULLutXV1dj0qRJ+OCDD2CxWNCvXz+0bNkS8+bNw4svvljncbZt2wa9Xo9OnTq5lCcnJyM2NhaZmZkoLS11285kMuGbb75BeHg4hgwZ0iDn3BB69+4NQD4vIqKrHZNtIiIP9u/fj7feeguhoaFYvXo1PvzwQ7z55pvYtGkThgwZgpMnT2Lu3Lku27z//vvYv38/unbtik2bNmHBggVYunQpPv30U3z55Zcej3Ps2DFcvHgRHTt2hErl+pas1WoxatQoWCwWjzXXX331FcxmM+6++24EBQU13Mn/RQkJCYiMjMT+/fubzMgqRET+wmSbiMiDjz/+GKIo4v7770eXLl2c5TqdDrNnz0ZwcDAyMzNx7tw557I1a9YAAGbOnAmDweAsb9++PSZMmODxOEeOHAEAXHvttR6Xp6amQqVSOZua1LR27VoAwOjRo+t5dr537bXXwmKx4Pjx4/4OhYjIr9hBkojIgz179gAA7rrrLrdl0dHRuPXWW7F582bk5OTgzjvvxJkzZ1BYWIjmzZvjpptucttmyJAhSE9PdysvLi4GAISHh3uMo1WrVrjtttuQnZ2Nffv2Ofd96NAh/PLLL7jxxhvRvn17l22ysrKQlZXltq+SkhIA8s1AbcnJyUhOTvYYw58RERHhckwioqsVk20iIg+KioogCALi4+M9LlfKi4qKXB5btGjhcf2WLVt6LFfGsQ4NDa0zlrFjxyI7OxsZGRnOZDsjIwOAXPNd2+HDh/H555/XuT9Py+Lj4xs02VZq9uszTjcRUSBisk1E9BcIgvCXtg8LCwMgd3asS//+/dG8eXNs3LgRs2bNgkajwfr16xEaGoqhQ4e6rT9t2jRMmzbNrby+Q//9Fcr5KOdHRHS1YpttIiIPjEYjJElCQUGBx+VnzpwBAMTGxro8nj179nfXry0qKgoAcOnSpTpjUavVSE1NhdlsxoYNG7Bx40aUl5dj+PDhv1sj7k/K+URGRvo5EiIi/2KyTUTkQY8ePQDII37UVlxcjB07dkClUqFbt24A5GYYRqMRhYWFyM3Nddvm22+/9Xgcpb31H3UkTE1NhVqtRkZGxu82IWkqjh8/jqCgIE7ZTkRXPSbbREQe3HvvvVCpVFixYgUOHDjgLLdYLJg7dy4qKysxcOBAxMXFOZeNHTsWAPDKK6+4NAs5evQoPvroI4/Hadu2LaKjo3Ho0CHYbLY644mLi0O/fv1w8OBB5OTkoH379ujcufNfPU2fOHXqFEpLS9GlSxefzohJRHQlYJttIiIPunTpgsceewxvvvkmxo0bh169eiEyMhI5OTk4e/Ys2rRpg9mzZ7tsk5aWhq1btyInJwcDBw5Er169YDab8dNPP2HMmDH46KOPoNVq3Y7Vt29frFu3Drm5uejevXudMY0dOxabN28GAIwZM6ZhT9iD9PR058Q0ys1Dbm6uy7EXLlwIo9Hosp0ytfvtt9/u8xiJiJo61mwTEdXh4YcfxuLFi9GzZ08cOHAAmZmZ0Ol0SEtLQ0ZGBmJiYlzWDw4OxvLlyzFp0iRotVps3rwZp0+fxj//+U88+OCDAIBmzZq5HUdpDrJ+/frfjadXr15Qq9UIDg52m9rdF06fPo3c3Fzk5ubi2LFjAOTRRZSy3Nxcj5PWrF+/HlqtFiNHjvR5jERETZ0gSZLk7yCIiALd119/jenTp2PcuHGYM2eO2/IRI0agsLAQ2dnZdTa9+OqrrzBjxgzcc889eOWVV3wd8p9SWFiI/v37Y/DgwXjrrbf8HQ4Rkd+xZpuIqAEdPnwYoii6lB05cgSvvfYaAM+T5ADA9OnTUVJS4pwVsjar1YqlS5cCAMaPH9+AETespUuXQqVS4dFHH/V3KERETQLbbBMRNaDp06fDZDIhKSkJ4eHhKCgowMGDB2G32zFu3DjnKCe19e3bF71798aSJUuQmprqrN3evHkzsrKycODAAfz6668YOHCgy/TxTUlRUREyMjKQmprKUUiIiBzYjISIqAF9/PHH2LBhA06ePImysjIEBwcjKSkJo0ePxj333FPv/b399ttYuHAhIiIicPvtt2P27Nl1Tu1ORERND5NtIiIiIiIfYZttIiIiIiIfYbJNREREROQjTLaJiIiIiHyEyTYRERERkY8w2SYiIiIi8hEm20REREREPsJkm4iIiIjIR5hsExERERH5yP8H/4Et7R2dkccAAAAASUVORK5CYII=", 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" ] @@ -679,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -687,8 +694,8 @@ "output_type": "stream", "text": [ "Fraction of zeros in the observed data: 0.35877862595419846\n", - "Fraction of zeros in the posterior predictive check: 0.33822614503816795\n", - " 80% CI: [0.28625954 0.38969466]\n" + "Fraction of zeros in the posterior predictive check: 0.338175572519084\n", + " 80% CI: [0.28625954 0.39312977]\n" ] } ], @@ -697,11 +704,66 @@ "check_zeros(idata_2)" ] }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_zeros(ax, idata, model_label, **kwargs):\n", + " data_zeros = np.mean(roaches['y']==0)\n", + " # flatten over chains:\n", + " sampled_zeros = (idata.posterior_predictive[\"y\"]==0).mean((\"__obs__\")).values.flatten()\n", + " ax.hist(sampled_zeros, alpha=0.5, **kwargs)\n", + " ax.axvline(data_zeros, color='red', linestyle='--')\n", + " ax.set_xlabel(\"Fraction of zeros\")\n", + " ax.set_title(f\"Model: {model_label}\")\n", + " ax.yaxis.set_visible(False)\n", + " ax.set_facecolor('white')\n", + " return ax\n", + "\n", + "fig, ax = plt.subplots(1,2, gridspec_kw={'wspace': 0.2})\n", + "plot_zeros(ax[0],idata_1, \"Poisson\", bins= 2) # use 2 bins to make it more clear. Almost no zeros.\n", + "plot_zeros(ax[1],idata_2, \"Negative Binomial\")\n", + "\n", + "fig.legend([\"Observed data\", \"Posterior predictive\"], loc='center left', bbox_to_anchor=(0.05, 0.8)) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The negative binomial distribution fit works much better, predicting the number of zeros consistent with the observed data." + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The negative binomial distribution fit works much better, predicting the number of zeros consistent with the observed data. *Regression and Other Stories* introduces a further improvement by introducing a zero-inflated regression later in the chapter, but I will not persue that here, after all the point of this example is to illustrate the use of offsets. \n", + "\n", + "\n", + " *Regression and Other Stories* introduces a further improvement by introducing a zero-inflated regression later in the chapter, but I will not persue that here, after all the point of this example is to illustrate the use of offsets. \n", "\n" ] }, @@ -716,7 +778,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -737,7 +799,7 @@ " y ~ Poisson(mu)" ] }, - "execution_count": 49, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -757,7 +819,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -773,7 +835,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1c325cf756e948819a2c0ee9b41fcc13", + "model_id": "63ff23bd3eac429d87274d6d036dbef9", "version_major": 2, "version_minor": 0 }, @@ -811,7 +873,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n" ] }, { @@ -851,48 +913,48 @@ " Intercept\n", " 3.089\n", " 0.022\n", - " 3.045\n", - " 3.126\n", + " 3.049\n", + " 3.131\n", " 0.000\n", " 0.0\n", - " 2697.0\n", - " 2757.0\n", + " 2079.0\n", + " 2250.0\n", " 1.0\n", " \n", " \n", " beta_roach1\n", " 0.698\n", " 0.009\n", - " 0.682\n", - " 0.716\n", + " 0.681\n", + " 0.715\n", " 0.000\n", " 0.0\n", - " 3008.0\n", - " 3014.0\n", + " 2756.0\n", + " 2731.0\n", " 1.0\n", " \n", " \n", " beta_senior\n", - " -0.379\n", - " 0.034\n", - " -0.443\n", - " -0.317\n", + " -0.380\n", + " 0.033\n", + " -0.444\n", + " -0.318\n", " 0.001\n", " 0.0\n", - " 3361.0\n", - " 2736.0\n", + " 3018.0\n", + " 2363.0\n", " 1.0\n", " \n", " \n", " beta_treatment\n", " -0.517\n", " 0.025\n", - " -0.564\n", - " -0.470\n", - " 0.000\n", + " -0.565\n", + " -0.469\n", + " 0.001\n", " 0.0\n", - " 3116.0\n", - " 2926.0\n", + " 2520.0\n", + " 2340.0\n", " 1.0\n", " \n", " \n", @@ -901,25 +963,26 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "Intercept 3.089 0.022 3.045 3.126 0.000 0.0 2697.0 \n", - "beta_roach1 0.698 0.009 0.682 0.716 0.000 0.0 3008.0 \n", - "beta_senior -0.379 0.034 -0.443 -0.317 0.001 0.0 3361.0 \n", - "beta_treatment -0.517 0.025 -0.564 -0.470 0.000 0.0 3116.0 \n", + "Intercept 3.089 0.022 3.049 3.131 0.000 0.0 2079.0 \n", + "beta_roach1 0.698 0.009 0.681 0.715 0.000 0.0 2756.0 \n", + "beta_senior -0.380 0.033 -0.444 -0.318 0.001 0.0 3018.0 \n", + "beta_treatment -0.517 0.025 -0.565 -0.469 0.001 0.0 2520.0 \n", "\n", " ess_tail r_hat \n", - "Intercept 2757.0 1.0 \n", - "beta_roach1 3014.0 1.0 \n", - "beta_senior 2736.0 1.0 \n", - "beta_treatment 2926.0 1.0 " + "Intercept 2250.0 1.0 \n", + "beta_roach1 2731.0 1.0 \n", + "beta_senior 2363.0 1.0 \n", + "beta_treatment 2340.0 1.0 " ] }, - "execution_count": 50, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# recreate the model using pymc\n", + "import pymc as pm\n", "with pm.Model() as model_pymc:\n", " # priors\n", " alpha = pm.Normal(\"Intercept\", mu=0, sigma=4.5)\n",