{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom regression models\n", "\n", "Like for univariate models, it is possible to create your own custom parametric survival models. Why might you want to do this? \n", "\n", " - Create new / extend AFT models using known probability distributions\n", " - Create a piecewise model using domain knowledge about subjects\n", " - Iterate and fit a more accurate parametric model\n", "\n", "*lifelines* has a very simple API to create custom parametric regression models. The author only needs to define the cumulative hazard function. For example, the cumulative hazard for the Exponential regression model looks like:\n", "\n", "$$ \n", "H(t, x) = \\frac{t}{\\lambda(x)}\\\\ \\lambda(x) = \\exp{(\\vec{\\beta} \\cdot \\vec{x}^{\\,T})}\n", "$$ \n", "\n", "\n", "\n", "Below are some example custom models." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " event col = 'arrest'\n", "number of subjects = 432\n", " number of events = 114\n", " log-likelihood = -686.37\n", " time fit was run = 2019-07-03 01:56:13 UTC\n", "\n", "---\n", " coef exp(coef) se(coef) z p -log2(p) lower 0.95 upper 0.95\n", "lambda_ fin 0.37 1.44 0.19 1.92 0.06 4.18 -0.01 0.74\n", " age 0.06 1.06 0.02 2.55 0.01 6.52 0.01 0.10\n", " race -0.30 0.74 0.31 -0.99 0.32 1.63 -0.91 0.30\n", " wexp 0.15 1.16 0.21 0.69 0.49 1.03 -0.27 0.56\n", " mar 0.43 1.53 0.38 1.12 0.26 1.93 -0.32 1.17\n", " paro 0.08 1.09 0.20 0.42 0.67 0.57 -0.30 0.47\n", " prio -0.09 0.92 0.03 -3.03 <0.005 8.65 -0.14 -0.03\n", " intercept 4.05 57.44 0.59 6.91 <0.005 37.61 2.90 5.20\n", "---\n", "Log-likelihood ratio test = 31.22 on 6 df, -log2(p)=15.41\n" ] } ], "source": [ "from lifelines.fitters import ParametricRegressionFitter\n", "from autograd import numpy as np\n", "from lifelines.datasets import load_rossi\n", "\n", "\n", "class ExponentialAFTFitter(ParametricRegressionFitter):\n", " \n", " # this is necessary, and should always be a non-empty list of strings. \n", " _fitted_parameter_names = ['lambda_']\n", " \n", " def _cumulative_hazard(self, params, T, Xs):\n", " # params is a dictionary that maps unknown parameters to a numpy vector. \n", " # Xs is a dictionary that maps unknown parameters to a numpy 2d array \n", " lambda_ = np.exp(np.dot(Xs['lambda_'], params['lambda_']))\n", " return T / lambda_\n", " \n", "\n", "rossi = load_rossi()\n", "rossi['intercept'] = 1.0\n", "\n", "# the below variables maps dataframe columns to parameters\n", "regressors = {\n", " 'lambda_': rossi.columns\n", "}\n", "\n", "eaf = ExponentialAFTFitter().fit(rossi, 'week', 'arrest', regressors=regressors)\n", "eaf.print_summary()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/camerondavidson-pilon/code/lifelines/lifelines/fitters/__init__.py:1510: RuntimeWarning: invalid value encountered in sqrt\n", " se = np.sqrt(self.variance_matrix_.diagonal())\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " event col = 'arrest'\n", " penalizer = 0.5\n", "number of subjects = 432\n", " number of events = 114\n", " log-likelihood = -680.15\n", " time fit was run = 2019-07-03 01:56:13 UTC\n", "\n", "---\n", " coef exp(coef) se(coef) z p -log2(p) lower 0.95 upper 0.95\n", "lambda1_ fin 0.25 1.28 0.18 1.40 0.16 2.64 -0.10 0.60\n", " age 0.04 1.05 0.02 2.29 0.02 5.49 0.01 0.08\n", " race -0.30 0.74 0.28 -1.04 0.30 1.75 -0.85 0.26\n", " wexp 0.15 1.16 0.19 0.77 0.44 1.18 -0.23 0.52\n", " mar 0.30 1.35 0.31 0.98 0.33 1.61 -0.30 0.91\n", " paro 0.06 1.06 0.18 0.31 0.76 0.40 -0.30 0.42\n", " prio -0.06 0.94 0.03 -2.15 0.03 4.99 -0.12 -0.01\n", " intercept 4.70 110.30 0.59 7.98 <0.005 49.23 3.55 5.86\n", "lambda2_ fin 0.22 1.25 0.24 0.93 0.35 1.50 -0.24 0.68\n", " age 0.05 1.05 0.02 2.08 0.04 4.75 0.00 0.10\n", " race -0.15 0.86 0.36 -0.41 0.68 0.56 -0.85 0.55\n", " wexp 0.00 1.00 0.25 0.01 0.99 0.01 -0.48 0.48\n", " mar 0.26 1.29 0.40 0.65 0.52 0.95 -0.52 1.04\n", " paro 0.07 1.07 0.24 0.27 0.78 0.35 -0.41 0.54\n", " prio -0.06 0.94 0.04 -1.46 0.14 2.79 -0.14 0.02\n", " intercept 58.15 1.80e+25 nan nan nan nan nan nan\n", "lambda3_ fin 0.19 1.21 0.14 1.33 0.18 2.44 -0.09 0.47\n", " age 0.06 1.06 0.02 2.75 0.01 7.40 0.02 0.10\n", " race 0.00 1.00 0.19 0.01 0.99 0.01 -0.37 0.37\n", " wexp -0.14 0.87 0.15 -0.93 0.35 1.52 -0.44 0.16\n", " mar 0.22 1.24 0.30 0.71 0.48 1.06 -0.38 0.81\n", " paro 0.08 1.08 0.14 0.55 0.58 0.78 -0.19 0.34\n", " prio -0.05 0.95 0.02 -2.24 0.03 5.31 -0.10 -0.01\n", " intercept 3.49 32.75 0.47 7.42 <0.005 42.96 2.57 4.41\n", "---\n", "Log-likelihood ratio test = 134.41 on 22 df, -log2(p)=57.81\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/camerondavidson-pilon/code/lifelines/lifelines/fitters/__init__.py:1510: RuntimeWarning: invalid value encountered in sqrt\n", " se = np.sqrt(self.variance_matrix_.diagonal())\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 426 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "from lifelines.fitters import ParametricRegressionFitter\n", "from autograd import numpy as np\n", "\n", "class PolynomialCumulativeHazard(ParametricRegressionFitter):\n", " \n", " _fitted_parameter_names = ['lambda1_', 'lambda2_', 'lambda3_']\n", " \n", " def _cumulative_hazard(self, params, T, Xs):\n", " lambda1_ = np.exp(np.dot(Xs['lambda1_'], params['lambda1_']))\n", " lambda2_ = np.exp(np.dot(Xs['lambda2_'], params['lambda2_']))\n", " lambda3_ = np.exp(np.dot(Xs['lambda3_'], params['lambda3_']))\n", "\n", " return (T/lambda1_) + (T/lambda2_)**2 + (T/lambda3_)**3\n", " \n", " def _add_penalty(self, params, neg_ll):\n", " # authors can create their own non-traditional penalty functions too. \n", " # This penalty is an \"information-pooling\" penalty, see more about it here:\n", " # https://dataorigami.net/blogs/napkin-folding/churn\n", " params_stacked = np.stack(params.values())\n", " coef_penalty = 0\n", "\n", " if self.penalizer > 0:\n", " for i in range(params_stacked.shape[1] - 1): # assuming the intercept col is the last column...\n", " coef_penalty = coef_penalty + (params_stacked[:, i]).var()\n", "\n", " return neg_ll + self.penalizer * coef_penalty\n", "\n", "rossi = load_rossi()\n", "rossi['intercept'] = 1.0\n", "\n", "# the below variables maps dataframe columns to parameters\n", "regressors = {\n", " 'lambda1_': rossi.columns,\n", " 'lambda2_': rossi.columns,\n", " 'lambda3_': rossi.columns\n", "}\n", "\n", "pf = PolynomialCumulativeHazard(penalizer=.5).fit(rossi, 'week', 'arrest', regressors=regressors)\n", "pf.print_summary()\n", "\n", "ax = plt.subplot()\n", "pf.plot(columns=['fin'], ax=ax)\n", "\n", "pf = PolynomialCumulativeHazard(penalizer=5.).fit(rossi, 'week', 'arrest', regressors=regressors)\n", "pf.plot(columns=['fin'], ax=ax, c=\"r\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cure models\n", "\n", "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. In this case, the survival function for an individual should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models (i.e. the subject is \"cured\" of death and hence no longer susceptible) or time-lagged conversion models. \n", "\n", "It would be nice to be able to use common survival models _and_ have some \"cure\" component. Let's suppose that for individuals that will experience the event of interest, their survival distrubtion is a Weibull, denoted $S_W(t)$. For a random selected individual in the population, thier survival curve, $S(t)$, is:\n", "\n", "$$ \n", "\\begin{align*}\n", "S(t) = P(T > t) &= P(\\text{cured}) P(T > t\\;|\\;\\text{cured}) + P(\\text{not cured}) P(T > t\\;|\\;\\text{not cured}) \\\\\n", " &= p + (1-p) S_W(t)\n", "\\end{align*}\n", "$$\n", "\n", "Even though it's in an unconvential form, we can still determine the cumulative hazard (which is the negative logarithm of the survival function):\n", "\n", "$$ H(t) = -\\log{\\left(p + (1-p) S_W(t)\\right)} $$" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " event col = 'arrest'\n", " penalizer = 0.1\n", "number of subjects = 432\n", " number of events = 114\n", " log-likelihood = -733.43\n", " time fit was run = 2019-07-03 02:01:56 UTC\n", "\n", "---\n", " coef exp(coef) se(coef) z p -log2(p) lower 0.95 upper 0.95\n", "lambda_ fin 0.35 1.42 0.15 2.40 0.02 5.92 0.06 0.64\n", " age 0.11 1.12 0.01 11.67 <0.005 102.18 0.09 0.13\n", " race 0.69 1.99 0.19 3.63 <0.005 11.79 0.32 1.06\n", " wexp 0.45 1.57 0.15 3.06 <0.005 8.84 0.16 0.74\n", " mar 0.39 1.48 0.23 1.69 0.09 3.45 -0.06 0.85\n", " paro 0.21 1.23 0.15 1.35 0.18 2.49 -0.09 0.51\n", " prio 0.02 1.02 0.02 0.72 0.47 1.08 -0.03 0.06\n", " intercept 0.27 1.31 0.10 2.60 0.01 6.73 0.07 0.48\n", "rho_ prio 0.03 1.03 0.02 1.48 0.14 2.85 -0.01 0.06\n", " intercept 0.10 1.11 0.08 1.33 0.18 2.44 -0.05 0.25\n", "beta_ fin -0.07 0.93 0.18 -0.37 0.71 0.50 -0.43 0.29\n", " age -0.01 0.99 0.01 -0.74 0.46 1.12 -0.03 0.01\n", " race 0.15 1.17 0.24 0.63 0.53 0.92 -0.33 0.63\n", " wexp 0.07 1.08 0.19 0.40 0.69 0.53 -0.29 0.44\n", " mar 0.04 1.04 0.30 0.12 0.91 0.14 -0.56 0.63\n", " paro -0.08 0.92 0.18 -0.46 0.65 0.63 -0.45 0.28\n", " prio 0.04 1.04 0.03 1.24 0.21 2.22 -0.02 0.09\n", " intercept -0.04 0.96 0.10 -0.39 0.70 0.52 -0.25 0.17\n", "---\n", "Log-likelihood ratio test = 516.07 on 16 df, -log2(p)=328.45\n" ] } ], "source": [ "from autograd.scipy.special import expit\n", "\n", "class CureModel(ParametricRegressionFitter):\n", "\n", " _fitted_parameter_names = [\"lambda_\", \"beta_\", \"rho_\"]\n", "\n", " def _cumulative_hazard(self, params, T, Xs):\n", " c = expit(np.dot(Xs[\"beta_\"], params[\"beta_\"]))\n", "\n", " lambda_ = np.exp(np.dot(Xs[\"lambda_\"], params[\"lambda_\"]))\n", " rho_ = np.exp(np.dot(Xs[\"rho_\"], params[\"rho_\"]))\n", " sf = np.exp(-(T / lambda_) ** rho_)\n", "\n", " return -np.log((1 - c) + c * sf)\n", "\n", "\n", "swf = CureModel(penalizer=.1)\n", "\n", "rossi = load_rossi()\n", "rossi[\"intercept\"] = 1.0\n", "\n", "covariates = {\"lambda_\": rossi.columns, \"rho_\": [\"intercept\", \"prio\"], \"beta_\": rossi.columns}\n", "\n", "swf.fit(rossi, \"week\", event_col=\"arrest\", regressors=covariates, timeline=np.arange(250)) \n", "swf.print_summary(2)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Tx1accQgaFG/gT1/9Ke3cxVMX48oZV0KtPMADyyESEwl0eD1yYCy1sJAqkNuamyCKiYEnSSEICpjHjEmGxg65AtlW6YCh2DzwBAeqWCSlUrkrQO5ZuZwc63qeiBV+Xdri3mGywdYjXE6pWNaYWK1MRERERERERASGxDnLFBLHfD5sX3AMEI/ji0N/gZbSIwEAk44qwwm/mNZrjo5QFBc88zE+r2tNzgk8ePZ0jCmrxY0f3QhPyCOfO9U+Ffcdex9qimsK/M4OTLFoFG1NDfDWO+F1OaX75ONIMJD1fDpTUUrbiu4KZHPZGChVqgK8g/2YKEqb8KVVKvdsfZF83hUuRzoKvy6VLqUquQQwlqaHyMbS9OPaIobKRERERERERHRAYkico0whMQDsvfinCKxfj3ZTNTYedX3yXOC82+fAMsbQa562QBTnPb0eX9W3AwAUAvDwOUdi3mQtblpzE9a41sjnGtVG3DnvTpww7oQCvrPRRRRFBNpa4XXVJYNjlxwet7uz3zxPoVTCMqZCrjiWK5ArHdCZTANPQJJoqEe18gDhcsADZFkpnjWltv8QuWfIrC1mqExERERERERE+wWGxDnqKyT2vvgimu5aBgD44tgb0aKoAgBMnV+BRRceknEunz+Cc59aj68bpepJpULAExfMxPGHlOKFrS9g5eaViKV8Xf+8g8/DNUddA42SPVgLKRoJozW5aV5a9XG9E7Fw9r2PDWaLHBjbqqS+x7bKahSXlkKhUBbgHYwiiQQQas0cKPeqVPYA/hYgFirsmpSaQVYqJ8d0ZobKRERERERERLRPMCTOUV8hcbSpCTuOWwgA8Fkn49PpVwIAFEoBFy6bC5NVl3E+d2cY5z65HtubOwEAGpUCz/10FuZOsOMrz1e4ZvU1cHW65POn2afhvuPug6PIUYB3R/2Rex/Xu+Ctr+sOkRtc6PS4s55PqVbDWl6ZEh53B8kanb4A74AgikDEnxIiu6XguKuvsj8ZJKc+jgULuyaFOhkYJ4PlPiuVk2M6C0NlIiIiIiIiIsoLhsQ56iskBoA955yL4GefAQC+OO1htLRKPWqnf6caC86a1Oecze0hnPXEOuz1SD1yjRol/vrLOZhebUF7pB23fHQL3qt7Tz6/SFOEZfOX4fia4/P51mgIIsEAfF3VxykVyL4GF+LRaNbzFdlLYatywF5VDVtVtXTvqB7dG+ftKxF/HyFySnVy6vGov7DrUajTN+rrGSL3rFTWWxkqExEREREREVFGDIlz1F9I7HnmWTTfdx8AwL/wHGzAMQAAtVaJxSvmQWtQ9zlvnTeAM/+4Fk3tUjsDi0GNv18yF5PHFEEURbyw7QU8uPFBxMTu9hMXTb0IS2YugVrR97y0byUScXS4W3q1rfC6nAi0tWY9n66oGLZKB+xVju7wuKoaxSWlEBSKArwDylok0H+I3DNkjnQWdj0KlRQW9xUip4XMJVKlMv8sEREREREREY0KDIlz1F9IHKmtxc4TTpSeqDX49Iw/wtckfVV97ukTMOPEsf3Ovb2pA2c/sQ6+gFR5WlakxSuXzkONXdr47vOWz7H0/aVo8DfIr5leOh33H3c/yo3l+Xh7NIxC/s5k6wqnvIGex+VEa2M9xER2m7GptFrYKqRWFakVyNaKSihV/BBhRIsG+wmRk/epxyMdhV2PoMyiUrlEqlRmqExERERERES0X2JInKP+QmIA2HXa6Qh//TUAIHjlSqz7XNpkzmjW4MK750Gp6j9M2eJsxXlPbUBnWKoYrrbp8cql8zCmWOpp3BZuw00f3YT3ne/Lr7FoLVi+YDmOcRwz5PdH+148FkVrYyO8rjp4XHXd9zlsnCcoFLCMqUhWHadWHzug0RsK9A6ooKKhfkLkHo8DHiDcXtj1CErAYOsOjntuzmcsTbmxpzIRERERERHRSMKQOEcDhcQtjz4K9x/+HwDAcOLJeE97OgLtEQDAdy4+BAfPqRjwGut3ebD42Y8RjknVpAeXF+Fvl8yFWS9VhCbEBP781Z/xyOZHEBfj8ut+Pu3n+PWRv4ZKoRrSe6SRSUwk0OFxJ0NjZ1qIHOzIPgg02expLSu6QmSD2QKBId6BIxbuJ0TOUKkcbivsero26ksLk0t7BMopxzXGwq6HiIiIiIiIaBRjSJyjgULi8Pbt2PXDH0nnGgzovONv2PBWLQDAXmXET26eNagA7r2vm/Cr5zchlpB+bWcfZMNzP5sFnVopn7O5aTOWvr8UzcFmeWxW+Szce+y9sOvtOb9H2v8E2tuklhUupxwce+udaG9pHvjFPeiMJlh7bppXVY3i0lIoFMqBJ6D9Wyyc7KU8mEplNxAqcKisNqS0u8gQIqeGy4YSQKUp7HqIiIiIiIiIDiAMiXM0UEgsiiJ2ff9kRPbsAQCUrnwUr76tRCwsVfz+8LfTUTN1cAHua5uduPrvn8vPTz6sHH84dwaUiu6Q2Rvy4oYPb8Da+rXyWJmhDA8c9wCOKDsi27dHB5hoKCT3PE6tPm5trEciHh94ghQqtQbWyqq0lhVS3+MqqNTsezxqxSJSqNwrRG7p3rRPvncXvqey1twjQO4RLqeGzQYbwA8+iIiIiIiIaBRjSJyjgUJiAGh+4EF4nnoKAGA+9VTsnPEzbFnlBAA4Drbi1CVHDvp6f3x/J+7519fy84vmjsUdPzo0rRo5ISbwxOdP4PHPH4cI6fdCpVBh6VFLce7B57J1APUSj8XQ2tQgBcjOuu4Qud6JaCiY1VyCoIB5zJgerSukEFlrYKsA6qFroz5/S7JiuSXl5ukdLsez68OdHaF7k75eVcl2sJ8yERERERERHegYEudoMCFx8IsvsOesswEAiuJilL/5H7x45yfo+mU6+6ajUVpdNKjriaKIO/+5FX9as0ceW3riFFyxaGKvcz9yfYTrP7webSk9RU8+6GTcNvc2GNTcpIwGJoqi3Pe4q2WFJ9nGItDWmvV8Rqst2eu4BnZHDewOKUDWF5v54QUNTBSBSGePiuSUquSu53LY7AbE7Crks8J+ykRERERERHSAYUico8GExKIoYsfx30GsoQEAUP3M01iz1Ywdm6T+sJNnj8H3fnrooK+ZSIj47Uuf4p9bGuSxe888HGcfVd3rXFenC1evvhpbPVvlsYmWiVi5cCXGmccN+ppEPQU7O+B1dm+W11V93O5uBrL8f4CuqBj2qmopNHbUSNXHjmqYrHaGx5S7RAIItfYRKrektMRIjgd9hV2P2pAMktlPmYiIiIiIiEYmhsQ5GkxIDACNy5fD9/xfAACWc8+BYvFVeOWejQAAhULABcvmosimG/R1w7E4fvqnT7B2pwcAoFQIeOqimTj+4DG9z42HsWLDCry6/VV5zKQ2Ydn8ZfjO2O8M+ppEgxENh+BrqO8Oj5NBsq+hHol4LKu5NHoD7I5kywq58rgGxSWlEBSKAr0DGrXiUSDgTQ+T2U+ZiIiIiIiIRhGGxDkabEjsX78BtRdfDABQVVRg4nv/xRsPfor67dJX9o/4Xg3m/7h3y4j+dISiOPuJ9djW0A4A0KkV+J9fzsGRNdaM57++/XUsW78MkUREHvvZtJ/hN0f+BiqFKqtrE2UrEY+jtalR3izP66yFJ/k4Fs6uz6xKq4Wt0iEFxykBsrmsHAolgzIaJvtDP+Velcvsp0xERERERER9Y0ico8GGxGI0im/nL0CiXQp0D3r9NTRES/F/j20BAGh0SixeMR8afXZhbXN7CGc8vhZOn7S5mNWgxiuXzcOEUlPG87d6tuLq1VfD1emSx2aVz8Lvj/09SvQlWV2bKB/ERAIdHjc8zlrpJofIdQgH/FnNpVSpYK10yMFxV9sKa0UllCp1gd4B0SDsd/2Ue9yznzIREREREdGowJA4R4MNiQHAdc3v0P7WWwCAkt/8GiWXXY6/3rEBrU0BAMCCsydh+vG9+woPZFdLJ8784zp4/VKFcJVFj9cun4cxxZnbV7SF23DDhzfgQ9eH8liZvgwPLHwAR5QdkfX1iQpBFEX4fV54nHXwuGqlCmRnHdzOWoQ62rOaS1AoYC2vTAuO7Y4aWCuroNZoC/QOiIZgv+mn3OOxqUyqaFbyQxkiIiIiIqL9EUPiHGUTEre99Rbqr/kdAEA3bRoOeuVlfPm+E+//z7cAgOISHc6/cy4Uiuy/AvxZXSvOfXI9glGp8uzg8iL8/dK5KNZl/od6QkzgiS1P4PHPHocI6fdLpVBh6VFLce7B53KzMBrRAu1tyV7HtVKInKxA9vu82U0kCLCUlcNWlWxdkWxfYatyQKM3FGbxRIWQqZ+yHCbvg37KemuPALksQ7BcCphKAW0xW18QERERERGNEAyJc5RNSBxvb8e38+YDMWnzronvvw9Y7HjuhjUIB6Sx7196GMYfUZrTWlZ904xfPrcRsYT06z9nvA3P/WwWtKq+e7R+5PoI1394PdrCbfLYyQedjNvm3gaDmiEZ7V9C/k654rgrOPa66tDe0pz1XEX20mTFcTVsVd29j3WmzK1ciPYr/fZTdvcIlQvcT1mpyRwgp91Sjqk0hVsLERERERHRKMeQOEfZhMQAsHfxxQhs2AAAKL/jDlh/cjbWvb4Dm/9dCwConGTB6dfMyHk9r25y4pqXP5ef/2h6JR76yRH9Vie7Ol24evXV2OrZKo9NtEzEyoUrMc48Lue1EI0UkVAQXpcTHmetvHGex1mLtqYmiGIiq7mMFmuP4FgKj/XFZlbg04Gpz37KGVphdDZLoTMK+HOAzpwhPC7LEDKXSBXN/O+SiIiIiIho0BgS5yjbkNj73HNoWnEPAMC0cCGq//g4On0hPH/TOojJCuCzbzwapTVFOa/p8dU78fu3v5afX7FoApaeeHC/rwnHw1ixYQVe3f6qPGZSm3D3grtxfM3xOa+FaCSLRSLwNbi6N8xzSu0rWhvrkYhnt2mYrqhYCo2TwbHNUQO7oxomq53hMY0uiXiP1hc9bz2C5Uhn4daiUPVRpdxHCwx15l7+REREREREowVD4hxlGxJHamux84QTpddqtZi8fh0Uej3eefpLbN8ofSV+ypxyfPfiqTmvSRRF3PLml3hhfa08ds8Zh+GcWTUDvvb17a9j2fpliCQi8tivDv8VLp9+OZSKvttWEB1I4rEYWhsbkj2PpeDY66qDt96JeDSa1VwavUHqc5ysOLY7pCC5uKQMgkJRoHdAtB+J+Hu0uOgvWHYDYnYf4GRFUyT1Sc64OV+Pm94K8L9hIiIiIiI6wDAkzlG2ITEA7DzlFER27AQAOB57FEXHH4+m3e145fcbAQAKpYCLls+D0azNeV2xeAK/+ssmvPe1FDwrFQKevfhoHDd54H7H2zzbcNXqq+DqdMljC6oW4J5j7oFZa855TUT7u0QijrbmJjk0Tg2Qo+FQVnOptFrYKh3dm+U5qmGvqoGlvBwKfiBDlFkiAQR9fQTIzb2rlMPthVuLoAQMdsDUs9VF6uOUYxr2+SciIiIiopGPIXGOcgmJmx94AJ6nngYAmM/8MSqXLQMAvHrvRjTukv5Be9TJ4zD7R+OHtDZ/OIazn1iHr+qlOU1aFf5+yVxMrSwe8LWtoVZc9+F1WFu/Vh6rLqrGQ4sewmTr5CGti+hAIyYS6PC401pWeFy18DrrEA74s5pLqVbDVlEFe/VYebM8e3UNLGMqoFAyPCbKSjTUR5uLrufN6ccSscKtRW3sDox7Bcs9WmAYbAA/LCIiIiIion2AIXGOcgmJA5s/xd7zzgMAKEtKMOmD9yEoFNixqRn/fupLAIDOpMbi5fOg0gztH4lN7SGc/uga1LdJVY7lxTq8fsU8VJj1A742nojjD5/+Ac98+Yw8plfpcee8O3HSQScNaV1Eo4EoivC3+lIqjrt6H9ch2N6W1VxKlQrWSocUHFfXJCuQa2Apr4BSpSrQOyAaRUQRCLV2b8DXZ7icvIWy+284O4JUpdwVHpsy9E9ODZY1Rm7QR0REREREecGQOEe5hMRiPI7tC45B3OcDAIz7+9+gP/xwJOIJ/OWWdej0hgEAiy48GFPnVw55jd80duDMx9eiIyxVSB1cXoSXL52LIp16UK9/d++7uOmjmxCMBeWxxVMXY8nMJVApGE4R5SLQ3gavs04KjV218NRJAbKzB6t7AAAgAElEQVTf581qHoVSBWtFZVrlcUl1V3g8uP/GiSgHsQgQSAbInX31UE5pgRGPDDxnrlT63iFyX72VDSWAkn93ExERERFRZgyJc5RLSAwA9dffgLY33gAA2C+9BGVLlgAAPn2nFmtf2wEAsFUacc4tsyDkoTpozQ43Fj/7MWIJ6ffm2MmleGbxUVArB7fpzs7Wnbhy1ZXY275XHptdPhv3HXcfrDrrkNdHRJJQZ2ey2niv1LbCKW2e1+n1ZDWPQqmEtaIq2e9YCo7tVdWwVlYxPCYabqIo9UdOrUruzNBDuStYDvoKux69rXeA3FcLDG0xq5SJiIiIiEYRhsQ5yjUkbn/nHbh+eyUAQDtlCsa/KQXG4UAUf75hLWJhaff2H115BKoPseVlrS9vrMPSV7bIz885uhorzjhs0CF0R6QDN354I1Y7V8tjFcYKrFy0EofaD83LGokos3DA393vWA6Q69DhaclqHkGhgLW8Uu51LLWvGAtrRRVUaobHRCNCPAoEPOkBcmdzhvYXyb7Ksew2zsyKUpuh1UUfwbKhBFBpCrcWIiIiIiIqOIbEOco1JE74/fh2zlyI0SgAYOJ//wN1VRUA4IOXvsUXq50AgLHT7Djl19Pztt4H3/0Wj/x3u/x86YlTcMWiiYNft5jAE1uewGOfPSaPaRQa3Dr3Vpw68dS8rZOIBiccCMDrqoM7GRx7nbVwO2vR4c4+PLaMqZDC45QA2VbpgErD0IdoxBJFINKZuX9yZ4YWGAEPgAL+nKYzd2/A1zNYlnsrJ5/rLKxSJiIiIiIaYfIZErPR3SAojEYY5syB/8MPAQAdq1bDdsH5AIDDj3fgi/edgAjs/dIDX6Mf1nJjXq571XcnwekN4LVPXQCA+/79DRxWPU49ompw6xYUuGz6ZZhqm4obPrwBHdEORBIR3LzmZnzp/hLXHn0t1EpWIxINF63BgIpJU1AxaUraeCQYkDfJ62pZ4XHWob2lKeM8YiIBX4MLvgYXdnyyTh4XBAUs5eWwVXW3rLA5amCrckCt0Rb0vRHRIAgCoC2SbrbxA5+fiPeuUu6vBUbUn916Qm3SzbN94HMV6j4240t5bkqpUlbrslsLERERERHtU6wkHiTvX/+KpjvvAgAY589HzTNPy8feemwL9mxxAwCmHVuF486bknGOXERiCSx+9mOs2yX1ONUoFfjLz2dh9nh7VvPsbd+LJauWYEfrDnlsRtkMPLDwAZToS/K2XiLKn0goCK/LmRIcS7e25szhcZ8EAZay8u6WFckKZFuVA2otgxyiA0bEn7lKuet5arAccANionBr0RZnCJUztcAolaqUFYPbd4GIiIiIiLqx3USOhhISRxsasGPR8dITtRqT162F0mQCADi/8eHNlZ8CAFQaBRavmA+dMX8Vum3BKM58fC22N3cCAMx6NV6/fB7Gl5qymicQDeDmNTfj3b3vymOl+lI8uPBBHFF2RN7WS0SFFQ2F4K3vDo/dzlp4nXVobW6Uvs4+WIIAc9mYtODY7pCCZLWO4THRAS2RkDbd69qAL1MP5dTeypGOwq1FUKYEyl33PXoom1JCZrW+cGshIiIiItqPMCTO0VBCYgDYdfoZCG/bBgCoeughFJ90IgBAFEX87e5P4HFKIe7c0ydgxolj87PopDpvAKc/thbuzjAA4KASI167bB6sxuz6j4qiiD999Sc8vPlhJJIVRCqFCjfMugFnTT5r0BvjEdHIE42E4XU55V7HHmcdvK5atDY2QsyyYrC4dAzsju7wuMRRA5ujGhodwxmiUSkazFCh3LMFRkt3lXIiVri1aEzJADlDP2VTj6plvRVQKAu3FiIiIiKifYghcY6GGhK3PPII3I89DgAwn3oqKn9/j3xs29oGvPe8FCAbLVpcePdcKJX5/erkFmcrzn5iHUJRKeyZfZANf/n5bGhU2V9nbf1aXPvBtWgLt8ljp088HTfNuQlaJXuXEh1IopEwfPUuudexJ7lxXmtjQ9bhcVFJaTIwloJjqW1FNbQGQ4FWT0T7nUQCCLX2ESr3bIHRAqT8LJJ3gkLqkdyrzUUfrTA0/H8ZEREREe0/GBLnaKghcfCLL7HnrLMAAEqLBZPWfARBKVWnxKMJPHfTWgTbIwCAE35+KCYdPSY/C0/x9pcNuPSFzfLzM2c6cN+Zh+dUAezqdGHJqiX42vu1PDbNPg0rF61EubE8L+slopErFonA1+BK2yzP46yFr7EeYiLL8NhemlZ53PVYa8jPRp5EdACLhXu3uujZAiO1n3IiWri1qI2DC5ONpYDBxiplIiIiItqnGBLnaKghsZhIYMdxCxFraQEAjH3xBRhmdv8efPLWbnz8v7sBAGXjinHmdTML0r7hsdU7cO/b38jPrz1pCi5fODGnuYKxIO5cdyf+ueuf8phNZ8P9x92Po8uPHvJaiWj/E4tG0drggsdVB3ddrdy+orWxHol4PKu5TDZ7j+B4LOyOauiM2fVUJyICIPVdD7X1CJL7CJP9LVJFc8EIgME+cJhsLJHO0fBDMyIiIiLKr3yGxKp8LGi0EBQKmBYtQuvf/w4A6HjvvbSQ+NBjqrDpX3sRjyXQvKcdTbvbUT7enPd1XHbcBOxu8ePlTU4AwL1vf4NxdiNOPqwi67n0Kj2WL1iOaSXTcP8n9yMmxuANefHLd36Jq2dejQunXsg+xUSjjEqtRknNOJTUjMOUud3j8VgUrY0NcNfVplQf18LXUI9EPHP/0U6vB51eD/Zu+TRt3GS1wZYMjkscY2FL3utMDI+JqB+CAOgt0q1kEB+QxyJSj+S+NuTr2QYjHsliMaI0d8A9uNPVhsGFycZSQG8DlPwxnYiIiIiGDyuJs9SxahWcl10OANCMH48J//dW2vH3nt+GbWsbAAATZpThpF9Ny33B/YjEErjo2Q1Yv8sLANCqFPj7JXMxvdqS85wbGzfimvevgTfklcdOPuhk3D7vduhV3KyKiDKLx2JobWyAx1ULT1eA7KqDr96JeCy7zauMFmtaxXFXFbK+qLhAqyciShJFINzeoyo5NUzuUaUc9BVwMYLUziJTmGzqESwbS6XN/PihPhEREdGow3YTOcpHSJwIhfDtnLkQQyEAwIS3/wXNuHHycY+rEy/d9XHyesAFy+ai2F6YgLU1EMHpj63FbrcfAFBapMUbV8xHlSX36zX5m3D16quxxb1FHptinYKHFj0ER5FjyGsmotEjEY+jtalBDo7dTql1hTeH8NhgtvRqWWF31MBQnP9vaxARDUo8mqGXcoYwuat6OR4u3FpU+vTQOGOYnKxSNthZpUxERER0gGBInKN8hMQAUHf5Feh87z0AQNl118H+04vTjr/50Kdwfi1Vlxzx3WrMP3PSkK7Xn91uP05/bA1aA9ImLgeXF+GVy+bBpM39h/9IPILlG5bj1e2vymNmrRn3Hnsv5lXOG/KaiWh0k8Ljxl6Vx15XHeLR7Dak0heb04PjqhqUVNdAX2xmqxwiGjlEEQh39B8md6a0vQh6B55zKPS2PjbnSwmTu8a1RaxSJiIiIhqhGBLnKF8hse/ll9F4y60AAMOsWRj7/HNpx/d84cZbj0qVuBq9CotXzINGV7iKjfW7PLjwmQ2IxqXfy0VTSvHURUdBpVQMad5Xvn0FyzcsRzS5i7hCUODKGVfip4f+lOELEeVdIhFHW3NTWnDsqauF11WHWDSbPqGArqgYJcnKY1syOLY7amAwW/j/LyIa+eJRIOBN2ZyvjzC5awO/WKhwa1HpelcpZwqTux4r1YVbCxERERGlYUico3yFxLGWFmw/5ljpiVKJyWvXQGnu/sqzmBDx4u3r0dYcBAAce85kHLawsK0aXt5Yh6WvdLeIuHjeONz+o0OHPO/nLZ/j6lVXoznYLI+dMPYE3DX/LhjUhiHPT0Q0kEQijvbmZqny2FkHT91eKUB21SEWzu7r2zpTkVxxbK+uke+NFivDYyLaP4kiEOlMD5M7e7a8SLkFvAAK+PO/3tr3xnxy9XLyubaYVcpEREREQ8CQOEf5CokBYPfZP0FoixTKVt53H8w/PCXt+BernfjgpW8BAOYyPc6/fQ4ERWF/CP7921/j8dU75ed3nXooLpw7bsjzuoNuXLP6Gmxu3iyPTbRMxMOLHkZNcc2Q5yciyoWYSKDd3QyPsw7uur3wuurgTlYeR8PZVdVpjcZewbHdUQ2T1c7wmIgOLPGY1M4iY5icoQVGLFi4tSg1A4TJKVXKhhJApSncWoiIiIj2QwyJc5TPkNj9xz+i5aGHAQDFJ5+MqgcfSDseCcXw3A1rEQlKmzP94IrDMe6wkiFftz+JhIgr/roZ//qyEQCgVAh4ZvFRWDilbMhzR+NR3PvJvXjpm5fksSJNEe455h4c6zh2yPMTEeWLmEigw+OG27lXqjx2JttXOOsQDWUXdmgNRthSeh3bq6phc9SgyF7C8JiIRodwZ++WF31tzhfwoKBVyjpLephsytTyIhku68ysUiYiIqIDHkPiHOUzJA598w12n3oaAEBRVITJa9dAUKf3YFvz6g589m4tAMBxsBWnLjlyyNcdSDASxzlPrsPnzjYAgEmrwquXzcOU8qK8zP/Gjjdw17q7EElI/UEFCLjiiCvwy8N/CYUwtB7IRESFJIoiOjwt6S0rkgFyJJhdeKzR61Mqj6thd0iPi+ylDI+JaPRKxJO9lDO0ucjUTznqL9xaFOrBhcld4ypt4dZCREREVCAMiXOUz5BYFEXs/M53Ea2vBwDU/PlPMM6Zk3ZOuyeIF25eh65f4nNunQV7pWnI1x5Ic3sIpz26BvVt0tetqyx6vHHFfJQW5eeH36/cX2HJ6iVo9DfKY8dXH4+7F9wNk6bw74+IKJ9EUUSn15MWHLudtfA66xAOZBdgqHX67p7Hjmq5fUVxSSkEBT9IIyJKE/FnqFLuY3O+gAcQE4Vbi9YMmHq0vDD2aHlhLJXO0VlYpUxEREQjAkPiHOUzJAaAxruWwffiiwAA60UXovzGG3ud8/aTX2Dn5hYAwNQFlVh0wcF5ufZAtta346w/roU/EgcAHFljwf/8cg50amVe5vcEPVj6wVJ80viJPHaQ+SA8tOghjDePz8s1iIj2JVEU0enzwOOsgzcZHEvtK/Yi7M8yPNbqYKuqloJjRw3sDql9RXFJGcNjIqLBSMSBoC8lSM7Q8sLf3P040lm4tShUgwuTu3opq3WFWwsRERGNagyJc5TvkLjzozWo+8UvAADq6mpMeOffvb5m3LCjFa/dL234plQrsHjFPOhNw7PpxntfN+EXz21EIvlbfMrhFXjknCOhyNMGerFEDA9uehB/2foXecyoNmL5guU4vub4vFyDiGikEUUR/lZfSq/jWrn3caizI6u5VBotbFUOlDhqYHN09T2uQXFZGRSK/HyoR0Q0KkUCQMDdoyq5583dfS/GC7cWbXEyRO4RJvfcnM+YrFLmh4dEREQ0SAyJc5TvkDgRiWD73HlIJCvKxv/vP6CdNCntHFEU8co9G9G8VwoOZp86Hkd9f1xerj8Yz360G3f+c6v8/LfHT8TVJ0zJ6zXe2vUWbl97O0LxkDx2yeGX4PIjLmefYiIaNURRRKCttVdw7HbWItTRntVcKo0WtkpHWuWx3VEN85hyhsdERPmWSKRXKfcVJndVL0ey+0AwKwqVVH2cWqncK0zuCpxLWaVMREQ0yuUzJFblY0GjlUKjgXHBAnT8+98AgI7Vq3uFxIIg4PDjq/GfP0lB7ZernTjyezVQqoYnPP3p/HHY7fbjL+v3AgAeeW8HDio14vQjHXm7xg/G/wATLBOwZNUSuDpdAIAntjyBbd5tWHHMChRrivN2LSKikUoQBBgtVhgtVtRMm552rCs87mpZ0dW+ItjelnGuWCSM5j070bxnZ9q4Uq1OhsfdwbHdMRaWMeVQKBkeExHlRKEAjHbphkG0hosGU9pb9Gh50dmMXn2Ws6lSTsSAzkbpNhiaon7C5B43vZVVykRERNQnVhIPUesbb6Dh+hsAAPoZMzDury/2OiceS+D5G9ci0B4BAHzvZ1MxeVZ53tYwkFg8gZ89txEffCv1RtYoFXjxl7Nx9DhbXq/TGmrF0g+WYn3DenmspqgGDy96GBOtE/N6LSKiA0GgvQ1eZ10yPO6+Bdpas5pHqVLBVumALRkclzjGwuaohrW8kuExEdG+lEgAodbelclymNySHjiHs/vmSVYEZUqI3E+YbCyRAme1vnBrISIiorxgu4kcFSIkjvl82D5/gfQDoEKBSWs+gspq7XXexv/bjQ3/2A0AKBtbhDOvP6pX/+JCag9F8ePH1mJ7s7SJh82owRuXz0eN3ZDX68QTcTzy6SN49stn5TG9So9l85fhhHEn5PVaREQHqmBHe1rLCo+zFh5XHfw+b1bzKJQq2CqrpH7HqZXH5RVQqvhlIiKiEScaknop+1sy9FPusTmfv0WqPC4UjamfMDkZJKdVKfNDSSIiouHGkDhHhQiJAWDPeecjuFnanK7inhWwnHZar3OCHRE8d8NaxGMJAMAZS2eiYoI5r+sYSJ03gNMeXQOPX6ponlRmwquXz0OxTp33a729523cuuZWBGNBeezn036O3xz5Gyj5AyQRUU6CnR3w9giOPXV70Zl1eKyEtaIqrWWF3VENa0UllKr8/51AREQFIIpSlfJgNufrbAHCmVsc5YWgAAz23pvz9QyTu45pjIVbCxER0SjCkDhHhQqJ3U89hZYHHgQAFJ14IhwPP5TxvPf+sg3b1jQAACbMKMNJv5qW13UMxqa9Xpz75AZE4lJYfezkUjy7+CiolPnvT7bdtx1XrroSdR118ti8ynm499h7YdYOb0BORHQgC/k75apjr6sW7jopQO70uLOaR6FUwlJemRYc2x01sFZUQaVmeExEtF+LhVN6JadWJWfYnM/fAiSihVuL2jiIMDn53GBjlTIREVEfGBLnqFAhcXjHDuw65YcAAIXRiMnr1kLQaHqd53F14qW7Pk6uBbhg2VwU24e/19cbn7qw5G+fyc8Xzx2LO04tTGDdFm7D9R9ej49cH8ljVaYqPLzoYUyxTSnINYmISBIO+KXw2FULT11X5XEtOjwtWc0jKBSwlFfKLSu62ldYK6qgyvD3HRER7edEEQi1Za5MzrQ5Xyi7XvrZEZJVyqWAqbR3VXJXmJxapTyMbf2IiIj2JYbEOSpUSCyKInaecCKidVLFbPUzT8M0f37Gc9986FM4v/YBAI78Xg3m/XjfbOj2wDvf4A/v7ZCf33nqobho7riCXCueiOOxzx/Dk1uelMd0Sh3umHcHTh5/ckGuSUREfQsHAvDW16UEx3vhcdWhvaU5q3kEQQFLeYVccdx1s1U6GB4TEY0msUh3L+U+w+SUKuV4pHBrUekHFyYbS6XwWcke/UREtP/KZ0jMvxHzQBAEmBYthO/5vwAAOlet7jMknn58tRwSb11Tj6N+MA4a3fD/Nlz13cnY1eLHW19I7S/u+N+tGGs34rjJpXm/llKhxG+O/A2m2qfipo9ugj/qRygewnUfXoevPF/hqplXQaXgH0UiouGiNRhQMXEKKiamf6MjEgpKPY9ddXDX7YXXJbWwaGtuyjiPKCbga3DB1+DCjk/Wy+OCoIB5zJi04NheVQ1blQNqra6g742IiPYBlQYorpRuAxFFINzeI0juI0z2twBBX3ZriQWB1lrpNiBBamfR1+Z8xtJkG4yuKmUTq5SJiOiAxUriPPGvXYvan/0cAKCuqsKE/7wLIcMPEGJCxIu3rUdbi7Sh27HnTMZhCx15X89gBCNxnPPkOnzulDaxKNKq8Nrl8zBpTFHBrrmrdReuXHUl9rTvkcdml8/GvcfdC5vOVrDrEhFR7qKhELz1TriTFcddG+e1NTdJ/9gfLEGAuaw7PC5JqTxW6xgeExFRBrEIEPD0CJMztLzo2sAvHi7cWlS6zGGyKVOVcgmrlImIqODYbiJHhQyJxUgE386bj0RnJwDgoH+8Cd3kyRnP3bLKiQ//9i0AwDLGgPNumw1BsW8+kW5uD+HUR9egoS0EAKi26fHG5fNhN2kLds2OSAdu/OhGrK5bLY9VGCuwctFKHGo/tGDXJSKi/IqGQ/C6nGnBscdZi9amxuzD49Ky3pXHjmpodMPfu5+IiPZTogiEOwYXJvtbgKC3sOvR2wYOk7tu2iJWKRMRUdYYEueokCExADiXXIWOt98GAJRedRVKLvlVxvMioRieu2EtIsEYAOAHVxyOcYeVFGRNg/FVfRvO+uM6BCJxAMDR46x44RezoVUVbhfhhJjAk1uexGOfPQYR0p9BjUKD2+bdhh9N+FHBrktERIUXjYThq3elBcceZx1aGxsgioms5iouLYO9qhr26rHJeylA1ugNBVo9ERGNGvFohirllmQbDHfv6uVYqHBrUWr7CZPLegTLJYBSXbi1EBHRfoMhcY4KHRK3vfkm6q+7HgCgP+IIjHvpf/o8d80r2/HZf5Ib3R1ixY+uPLIgaxqsd75qxCUvbJILv86YUYUHzpqesWVGPn3g/ADXf3A9OqId8th5B5+H3x39O6gV/MGHiOhAEotE4Gtwwe2shddZC3dy47zWxnqIiezC4yJ7qRwYS/c1sDuqoTUYC7R6IiIa1UQRiHT2szFfj1vAC6CA/9bWW/vYnK9HlbKpFNAWs0qZiOgAxZA4R4UOiWM+H7bPXwAkEoAgYNJHH0Jlt2c8t90dxAu3rJND2XNunQV7pakg6xqsJz/YieX/97X8fOmJU3DFookFv+7e9r248r0rsbNtpzw2o2wGHlj4AEr0+67CmoiIhkcsGoWvIVPlcT0S8XhWc5nsJbBXVaOkuga2qq72FdXQGfft37FERDTKxGNSO4uMYXJz7xYYsWDh1qLU9B8mm1JCZUOJtBEhERHtFxgS56jQITEA7Dn/AgST81csXw7LGaf3ee7bT3yBnZ+2AACmHlOJRecfXLB1DYYoirju1S34+0anPPb4+TPw/cMqCn5tf9SPW9bcgnf3viuPlRnKsHLhShxeenjBr09ERCNPPBaFr6EeHmcdPM69yfta+Bpc2YfHVlt3y4qU3sc6E8NjIiLax0QRiPh7hMn99FMOeFDQKmWdORkkl/YdJncd01lYpUxEtA8xJM7RcITEnqefRvP9DwAAir73PTj+8Eif59bvaMXr928GACjVCly8Yj50pn3bYiESS+DCZzZgw25pEwedWoGXL5mHwxzmgl9bFEU88+UzeGTzI3KfYrVCjZtm34QfT/5xwa9PRET7h3gshtbGBjk47mpf4a13IRGPZTWX0WrrERxL/Y/1pqICrZ6IiGiIEnGpnUWmquSem/P53UDUX7i1KNSDCJNTQmVV4TZIJyIajRgS52g4QuLwzp3Y9YNTAAAKgwGT1q+DQpP56zqiKOLlFRvRUiv1451z2njMPGlcwdY2WD5/BKc/tgZ7PAEAwJhiLd68YgHKzbphuf4a1xpc+8G1aI+0y2NnTT4L18+6Hholv/pERESZxWMxtDY1wOusgzsZIEvhsRPxWHbhscFsSas4LnHUwOaohqG48B+aEhER5VWvKuV+NucLeIAsN5nNitacsjlfSR9hcjJQ1ltZpUxENACGxDkajpBYFEXsPPEkRGtrAQDVTz8N04L5fZ7/zfoG/OfP2wAARrMGFy6fB6VSUbD1DdbOlk6c/ugatIekf1QfWlmMly+dC4NGNSzXr+uow5JVS/Ct71t5bHrpdDy48EGUGcqGZQ1ERHRgSMTjaG1qTGtZ4ekKj6PRrObSF5uTgbEUHNsdUhWywWwp0OqJiIiGUSIOBH0pQXI/m/P53dJmfoWiUPWuUs4UJpvKpF7K6uEpaiIiGkkYEudoOEJiAGhasQLe554HAFjPPx/lt9zc57nxaALP37QWgfYIAOB7P5+KyUeXF3R9g7VmhxsXPfsx4gnpz8iJh47B4+fPhEIxPJ/mBqIB3L72dvxrz7/ksRJ9CR5c+CCOLDtyWNZAREQHrkQijramxrTg2OOsg9dVh1g0ktVc+qLi9JYVyccGswUCq6CIiOhAFQkMECSnHnMDYnZ7CmRFW9xPoNxVvZx8rrMAin1fnEVENFQMiXM0XCGxf/161F78UwCAurISE/77n37/gfjJW7vx8f/uBgCUjS3CmdcfNWL+QfnXDbW48fUv5OeXLZyA604avg32RFHE81ufx4ObHkQi+bUnlaDCdbOuw0+m/GTE/DoREdGBI5GIo725GR5XLdx1Ur9jt7MWXpcTsUg4q7l0pqJewbHdUQOjxcq/w4iIaHRJJLqrlDP2U3anVy9HOgq3FkGZDJR7tr1IDZNTxtX6wq2FiGgIGBLnaLhCYjESwbfz5iPRKX315qA334RuyuQ+zw+0R/D8jWsRj0kh6I+vnYny8SOn5+Fd/9yKZz7aLT+/78zDcdZR1cO6hg0NG7D0/aXwhX3y2GkTT8PNc26GVsnND4iIqPDERALt7ma462rTKo89rlrEwlmGx0YTbMnwOLV9hdFqY3hMREQEANFgd6/ktH7KmaqUWwpbpawp6mdzvq7xZList7JKmYiGTT5D4uFpMDvKCBoNjMcsQMe/3gYAdK5a1W9IbCjWYPKsMdi2tgEA8Pl/60ZUSHzjyYdgt9uP975ulp6//gVqbAbMHm8ftjXMrpiNl055CUtWLcE2r9TD+Y0db2CHbwdWLlqJcuPIaNFBREQHLkGhgLmsHOayckyYOUsel8LjFnhctfDUdQfHHmcdoqFgxrlC/k7Uf7MV9d9sTRvXGoywJYPj1Mpjk83O8JiIiEYXtR6wVEu3gSQSQKg1vc1FZ6a2F8nAOdw+8JypIh3Szbd74HMFJWCwZ+inbO/dAsNYCmhM3KCPiEYEVhIXSNs//oH6a68DAOinT8e4v73U7/luZyf+tuxjaZ0KARcum4si28hpvN8ZjuHMx9fi60bpKz9WgxpvXIDfjooAACAASURBVDEfY+3GYV1HKBbCXevvwj92/kMes+lsuP+4+3F0+dHDuhYiIqL+iKKIDk9LMjiuhcdVJz121SISzBwe90WjN/RqWWF3VKPIXsrwmIiIKFvREBDoam8xiH7KiVjh1qLUZgiUSzI8L+UGfUTUC9tN5Gg4Q+KYz4ft8xdIn2gKAiZ99CFU9v4rb99Y+Slc30jtFI48oQbzzphY8HVmw+kL4LRH18DdKW3mM6HUiNcunw+zXj2s6xBFEX/9+q+4/5P7EROlv6yVghK/O+p3OP+Q8/mPZSIiGtGk8NgNbzI4dieDY09dLSLBQFZzqXX6HuFxNUocY1FkL4HAr7oSERENnSgmeykPECZ3Bc7htsKup2fri74CZWMpoLcBSn6BnOhAxpA4R8MZEgPAngsuQHCjdK2Ku++G5cdn9Hv+7i1u/N9jWwAAWoMKi1fMh1qrLPg6s7G51odznlyPSLJ/8jGTSvCni4+GSjn8/xDd2LgR17x/Dbwhrzx2yvhTcOvcW6FXcWMBIiLav4iiiE6fR2pXkRIce5y1CAf8Wc2l1urk8NhW1R0im0vLGB4TEREVUiycUoWcDJYDbvTqoez3SO0vYqECLkaQeiT3CpB7BsvJMZ2FrS+I9jMMiXM03CGx55ln0Hzf/QCAou99F44//KHf88WEiBduW4/2FukrqMedOxnTjnMUfJ3ZevMzF6586TP5+QVzanDXqdP2SQVvo78RV6++Gl+4v5DHDrEdgpWLVqLKVDXs6yEiIso3URThb/WlB8fJ+5C/M6u5VBotbJUO2B3VyfBYCpAtYyqgUI6sD6aJiIgOeKIIRPzpAXLGQDklcC7kBn0KldTSYjCBsqEE0BgZKhPtYwyJczTcIXF41y7sOvkH0rUNBkxetxYKrbbf12xZVYcP/7YdAGAZY8B5t82GoBh5/9Nd+e63ePi/2+Xnt/9wKi6ef9A+WUs4HsbyDcvx2vbX5DGL1oJ7j70Xcyvn7pM1ERERFZooigi0tUr9juVbHdzOWoQ6stuQR6FUwVZZlRYc26uqYamogko9vG2liIiIqA/yBn2DDJSD3oHnHAqVfoAN+lLGDSWASlPY9RCNQgyJczTcIbEoith50kmI7q0FAFQ/9SRMxxzT72sioRieu34NIiHp08FTfj0dY6f138t4XxBFEb996TP87+f1AACFADxz8dFYNKVsn63n5W9fxoqPVyCW3FRAISiw5P+zd99hUpZnG4d/78zO9t4rHSwgoCDSRBQ1Ro2fPUrEEjWxJcYuYldAsSUaa+waS2JPLEnEhixFBQQVpMP23uuU9/vj3Z3dpQg7zDqzu9d5HB7LPOM8cw8sy8w199zPIX/i/JHna06xiIj0G6Zp0lRbQ0X+dsrzrY7jyoI8KgryaKyp7tZehs1GfFpGl+A4MXsAiZlZOMJ0cI6IiEhQc7ugsaJToLzjXOXOa+XQWtez9YTF7dChvKuv7fOUE8CmTzmJ7IlCYh/93CExQMn8e6h84QUAEmaeTfqtt+7xNl++sYFvP84DIOfARE7649gerdFXzU43Zz21lFV51gvO6LAQ3rx0MvulxwSsplWlq7j6s6spayrzrv1i0C+4c/KdRDoiA1aXiIhIMGiqq6WiII/K/Dyr87jA+lpfWdG9jQyDuJTUrjOPs6wRFmGR+vdWRESkV3I2depSrvjpQLmhDNwtPViMAZFJexcoRyZBeJxGX0i/pJDYR4EIiRuWLmP7+ecDEJKRwbBPFu6xq7W2vImXb1lC+x/NWbdOICkzuocr9U1pXTMn/3UxhTXWsP3shAjeuXwKydE/PVajJ5U1lnH1Z1ezqqxjbvLwhOH8ZfpfyInNCVhdIiIiwaqlsYHKgvwuwXFlQR41pSXd3is6KZmkzsFxWxdyRHTg3kQWERERPzNNaKn7iUB5F4f3mZ6eq8fm2EWAvOM85eSO0RehelNb+gaFxD4KREhsOp2snzwFT531sY3B77xN+P777/F2Hz65hs0rrW7YAw/P5Mjf7Pk2gbK2qJbTH8+lodUakTFuYAJ/v+gwwh2B+2iI0+3k3q/u5fUfX/euxYTGsGDaAqZmTQ1YXSIiIr2Js7mZysJ8q/u4LTyuyM+jurgIs5sv9CLj4jt1HueQlDWApOwcIuPiNRZKRESkr/N4oKmq0xzln5il3FBmzV7uSY6on5ilvEOgHJUMdp3RIMFJIbGPAhESAxRcfTW1H3wIQMqfriT5kkv2eJvCDdW8/cAKAOwOG+fPn0J4dPD+UFq4toSLXvza2/188thMHvr12IC/6Ht7w9vctfQunB4nAAYGfzj4D1x00EUBr01ERKS3cjmdVBUVdAmOK/K3U1VUiMft6tZe4dExOwXHiVk5xCQl699qERGR/srt3KFD+ScC5YZycDb0bD3h8XvuUG4PlSMSwGbr2XpE2igk9lGgQuKaf/2LwuuuByB8zGgGv/76Hm5hHTrzj3lfUZ5XD8DEk4cw7rhBPVnmPnt60Wbufn+t9/K1x47giqOGB7Aiy5qyNVz12VWUNHZ8ZPaonKOYO3Uu0aHBOcZDRESkN3K7XNSUFncJjisK8qgqyMflbO3WXqEREVZ43Ck4TsoeQFxKKoZeeImIiEhnrY2dupT3ECg3lEFbI1mPMOy7mae8i1nKUSkQFqN5yuIzhcQ+ClRI7K6uZv2UqeB2g2EwfNEXhCQn7/F265YWsfB5K3SNig9j1txJ2O3B+6LINE1uensNry7P8649OvMQThidEcCqLBVNFVzz+TV8U9LxZz8odhAPTX+IYQnDAliZiIhI3+fxuKktK2sLj615x9bs4zyczU3d2iskNIzEzOxOwbEVHsenZWCz6xR0ERER2QPThJbaHcLjMmjYzWzlpsqenadsD9tzoByV3Db6IgUc4T1Xi/Q6Col9FKiQGGDbObNo/PprADLm3k38aaft8TZup4cX5uTSVGt13hx74UiGH5rWo3XuK6fbw3nPLid3k3VKeliIjX/8fhJjcuIDXBk4PU4e/PpBXl77snctIiSCOyffyXGDjwtgZSIiIv2TaZrUVZRT2X5gXltwXJG/jZaG7n1s1GYPITEzq0twnJSVQ3xGFiGO4B3ZJSIiIkHO47bmKe9NoNxYDs01PVtPaMzez1OOTAJ7SM/WIwGlkNhHgQyJK555ltL77gMg+ugZ5Pz1r3t1u6/e38Lyf20BIG1wLKffML7HavSXmkYnpzy2mM3l1ou7lJgw3r18CpnxEQGuzPLB5g+4fcntNLk6OpdmHTiLq8ZdhcOmF5EiIiKBZpomjTXV3nEVFfl53iC5saZ7B9kYNhvxaRldguPE7AEkZmbhCFMnjoiIiPiZq2UX85R3MQqjsRzqy8DVvU9VdY9hzUje5TzlHWYpR7XNU9boi15FIbGPAhkSt2zewubjj7fqiIhgxNIl2MLC9ni7xtpWXrhpMR6X9ed02vXjSB8S16O1+sOW8gZOfnQxNU3WnJ8DM2L55yWTiAoLjnew1let56pPr2J73Xbv2iGph/DA9AdIjtjzKBAREREJjKa6WioK8qjsNPO4In879ZUV3dvIMIhLSSUpe4B33nFSljXCIiwysmeKFxEREdlRa8MOAfJuZiu3z1z2dO+Q4G6xhXSMtWjvUG4PkDt3KLf/WvOUA04hsY8CGRIDbPrFcbRu2wZA9hOPEzN9+l7dbuGLa1mXWwTAsPGp/OKiUT1Vol/lbirn3GeW4/JY32NHH5DGk7PGYbcFxw+QutY65nw5h0/zPvWupUSk8MD0Bzg49eAAViYiIiLd1dLYQGVBfpfguLIgj5rSkj3feAfRSckkdQ6O27qQI6JjeqByERERkb1kmtBcvfeBcmMl0IO5nz206yF83iB5N5dDoxQq+5lCYh8FOiQuue8+Kp95FoD4M04n46679up25fl1vH73VwAYNoNZd08iJrF3fDzyteXbufGtNd7Lv582hNnHHxDAirrymB6e/e5ZHln5CJ62QfQhRgjXHnotM/efiaEfXiIiIr2as7mZysJ8q/u4LTyuyM+jurgIs5uH0ETGxXfqPM4hKWsASdk5RMbF6zmDiIiIBB+3yzp4b28C5YZy60C/nhQSvvNBfF06lne4HKpPd+2JQmIfBTokblyxgm0zfwOAPTmZ4V98jmGz7dVt33loBQU/WjP4DvnFACadMqzH6vS3ue//wN8WbfFeXnDaaM48NCeAFe0stzCXG764geqWjjmHJww5gVsn3kqkQz+URERE+hqX00lVUUGX4LgifztVRYV43N37GGd4dMxOwXFiVg4xSckKj0VERKT3cDZ3Co0rOmYn7/JyOTgbe7YeR9TuQ+QdR2FEJoOjdzRU+pNCYh8FOiQ23W42HD4Nd2UlAANffYXIg/durMGWb8v44HGrIzcsMoTz5k/BEWbvsVr9ye0x+f1LX/Px2lIAQmwGL114GJOGJgW4sq4K6wu5+rOr+b7ie+/a8ITh/Hn6nxkQOyCAlYmIiMjPxe1yUVNa3CU4rizIp7IgD5eztVt7hUZEWOFxp+A4KXsAcSmpe90oICIiIhK0Whs6dSN3OqBvp8ttAbOruWfrCY3ZYX7y7sZgtP06JLRn6/kZKCT2UaBDYoDCOXOoefMtAJIuvojUa67Zq9t5PCZ/v20ptWXWqZfTzhrBQdOze6xOf2tocXH6E0tYW2R9dCE+0sHbl01hcHJUgCvrqsXdwvxl83lzw5vetRhHDPMOn8f0nOmBK0xEREQCyuNxU1tW1hYeW8FxRYEVJDubu3cqeUhoGImZ2SRmZXtnHydm5RCfnoE9JDgO+RURERHxK9OE1vqO8LhzR/LuLru79wZ9t4XHdepQTt5hDMYOlyOTwB58z9MUEvsoGELiuk8+If+yywEIHTKEoR+8v9e3Xf1pHote3wBAXEoEM++YiC1IDoHbG4XVTfzfo4spq2sBYEhyFG9fNoW4SEeAK9vZWxveYu7SubR6On4g/W7077hszGXYbb2jg1tERER6nmma1FWUU5m/nYpOwXFl/naaG+q7tZfNbic+LcM7usLqQs4hMTMbR3j/+/ikiIiI9GOmac1I3qlDecfRF51CZU/3RoZ1W0TCziHyjmMv2i9HJsLPkB8pJPZRMITEnuZm1k+ajNlkdZwM+eADwoYM3qvbtja7ePGmXFoarW/6X15yEEPGpvRYrT1hVV41v35yCS0u66CYKcOSeP6CCTjswfeRy+/Lv+eqz66iqKHIuzY5czL3Hn4v8eHxAaxMREREgp1pmjTWVFsjKzoFxxUFeTTWVO95gx3EpqS2hcbZ3hEWidk5RETH9ED1IiIiIr2MaUJz9W7GXpTtPPqisQK6eYhx9xhWULzLELnT2Iv2tfB48GEcmUJiHwVDSAyQd8UV1H+8EIDUa68h6aKL9vq2S97eyIr/bAcgY1gcp167z98DP7t/ry7kildWei+fPWEA804ZFZQHu1Q1V3HjohvJLcz1rmVGZfLgkQ8yMmlkACsTERGR3qqprrbTyIo86/C8gjzqysu6vVdkXLx3bEVHeJxNdEJSUD63EhEREQkKHg80Ve0w5qJTiLxjx3JjJdCDGaphbwuP9zD2ov1yeDwYhkJiXwVLSFz91tsU3XQTABEHH8ygV1/Z69vWV7Xw0pxcPB7rz+30G8eTNii2R+rsSQ8v3MCD/1vvvXzLiQdy4dS966j+ubk9bh779jGeWv2Udy3UFsqciXM4dfipAaxMRERE+pLW5ibvIXkd4XE+1cWFmJ7udbqERkR2DY/bxlfEpaZh0+gsERERke7xuK2geLdjLzpdbiizupp7ki0EIpMZ93ABK/IaFBJ3V7CExK6qKjZMmWq9a2EYDF/0BSHJyXt9+4+f+4EflxUDMHx8KsdeNKqnSu0xpmnyp9dX8e6qQgBsBjx93niO2j8twJXt3qfbP+WmL2+i3tkxX/C04acx+7DZhNnDAliZiIiI9GVul5OqosJO4bHVgVxVkI/L2b0DXewOBwkZWV1HV2QPICEjixBH8J0TISIiItIruZ1tXck7dijv6nI5tNT4dDfjnqpnRZFHIXF3BUtIDLDtnFk0fv01AOl33UnCGWfs9W3L8ur4x9yvADBsBrPunkRMYu87zKTZ6Wbm35ayYrv17kpUqJ03L5vM/unB2xm9rXYbf/r0T2ys3uhdG5k0koemP0RGdEYAKxMREZH+xuNxU1tWtkPncR6V+Xm0NDZ0ay/DsBGXltZxWF5793FmDmGRkT30CEREREQEAFfLzsFxl1EY5V07llvrgCANiQ3DyAbuBI4DkoAi4B3gDtM0q7qxz2nAH4CDgVBgM/Ay8IBpmt1rldh576AJiSuee57Se+8FIHr6dHKeeLxbt3/noZUU/Gj9to49Oocppw/3e40/h7K6Fk5+dDEF1dZBflnxEbxz+RRSYoK3M7fR2cgdS+7ggy0feNfiw+JZMG0BkzInBbAyEREREesTWw3VVV3C48qCPCry82io3uun5V7RiUk7hcdJWTlExMZp7rGIiIhIIDibobGccYcfw4o164InJDYMYyiQC6QC7wLrgAnAkcCPwBTTNCv2Yp95wGygHngTqAQOB8YDC4Ffmqbp3Ic6gyYkbt2+nU3H/gIAIyyMEUtysXWjS2PrmnLef3Q1AKHhds6bP4XQiJAeqbWn/Vhcx2mP51Lf4gLg4AHxvHrxRMIdwTsvzzRNXln3Cvd/dT8u06rbwOCKg6/gooMuwmZ0/0RKERERkZ7W3FDfZWyFFR5vp6as1DoVvBvCo2N2GluRlJVDTFIyhg+nc4uIiIhI9wTdwXWGYfwHOBb4o2maj3RafxC4CnjSNM1L9rDHIcA3QDUwzjTNzW3rBvAYcAlwjWmaD+5DnUETEgNs/tWvaNlgjS3IeuRhYo85Zq9va3pMXr1zGVXFjQBMOX0YY48e0CN1/hw+XVfKhS98Rdt5fJw0JpO/nDU26LtTVpau5JrPrqGsqeM08sOzDmf+4fOJC4sLYGUiIiIie8/Z2kJVYUFH53G+FSRXFRXicbu6tVdIWBiJmZ0OzcvKITE7h/i0DOwhvbOpQURERCQYBVVI3NZFvBHYCgw1TdPT6boYrLETBpBqmuZuh6MZhnEncAtwv2ma1+1wXQJWV/Fm0zSH7kOtQRUSl/75z1Q88SQAcSefTOY987t1++8XFfDZ338EIDoxjFl3TcJm771dG89+uYU7//2D9/JVR4/gyqODf4xGeVM5135+Ld+UdHxfZUZl8uD0BxmZPDKAlYmIiIjsG7fLRU1psXfWsdWFbHUgO1uau7WXzW4nPj2zU3icTWL2ABIzs3CE9b7zNUREREQCzZ8hsT/eyj+y7et/OwfEAKZp1hmGsRiry3gi1siI3Ulv+7p5xytM06wyDKMKGGIYxmDTNLf4oe6Ai5kxwxsS13/6KabLhdGN7or9Dktn2XubaapzUl/ZwqaVZQwfn9ZT5fa4C6YMYlNZPX9fth2Ahz5ez5CUKH41JjPAlf205Ihknj72aR5e+TDPffccAIUNhcz6cBY3TriRM0acEfQd0SIiIiK7Yg8JITEzm8TMbDi04+wF0+OhrrK8reM43zvCoqIgj+a62l3u5XG7vfORuzAMYpNTvWMrOo+uCI+O7smHJyIiIiJt/BES79f2df1urt+AFRKP4KdD4vK2r4N3vMIwjHggodP9/WRIbBjG7lqF9/+p2/3cwkeOJCQ1FVdpKe6aGhpXrCBqwoS9vn1IqJ1R07L46v2tAKz633aGjUvttYGkYRjcftJItlU08uVG69vh2n9+S3ZCBAcPSNjDrQMrxBbC1eOuZmzKWG7+8mbqnHU4PU7uWnoXq0pXcfPEm4l06GRwERER6RsMm43Y5FRik1MZNLZr40pjbY13XEXn8Li+onzXm5kmtWUl1JaVsGVV16fxkXHx3s7j9tEVSdk5RCUk9trnvCIiIiLByB8hcfvg1ZrdXN++Hr+Hfd7HOrTuYsMwHjNNcyt4ZxLP7fT/BXda2A2GzUb0UUdS/drrANQv/KRbITHAqCOyWfGf7bhdHkq31VG0qYbMYXv6rQ5eDruNR39zCKc8tpjNZQ20uDxc/OI3vHvFFLLiIwJd3h4dNeAoXj/xda767Cp+rLJGgfxr879YW7mWh6Y/xKC4QYEtUERERKSHRcbGEXlgHNkHjuqy3trUSGVBfqfwOJ/Kgu1UFxezwwcSvRprqmmsqSbvhzVd1kMjIjuFx9kkZeeQlDWA2NRUbLbgPfxYREREJFgFzckRpmkuNgzjGeBCYLVhGG9izSE+HBgNrMPqBN71M8iue+1yDkdbh/EhfivaD2JmHO0Nies++YTUG2/oVldEZGwo+x2Wxg+LiwCrm7g3h8QAcREOnj3vUE5+bDHVjU7K61u48PmveOPSyUSHBc237G7lxObw8vEvM2/ZPN7e+DYAG6s3ctb7Z3Hn5Ds5dtCxAa5QRERE5OcXGhFJ+rARpA8b0WXd5XRSXVTQZWxFZf52KosKcDudu9yrtamRoo0/UrTxxy7rdoeDxIysTmMrrO7j+IwsQhyOHntsIiIiIr2dPxK39k7huN1c375evRd7XQwsb/t6JmACS4HpwM1YIXGpr4UGo8jDJmCLisLT0IAzL4+W9RsI32/Enm/YyZgZA7wh8ZbV5VSXNhKf2rtHGwxKjuKJc8Yx65llON0m64rruPLVlTx17njstuD/aGF4SDh3TrmTg1MPZu6yubS4W2hwNnDN59cwq2wWV427CodNL1REREREQhwOkgcMInnAoC7rHo+b2tLSLmMr2sdYtDY17nIvt9NJ2fatlG3f2mXdMGzEpaVZ4XFmdlsXsjUDOTxKc49FRERE/BESt799v7tkc3jb193NLPYyTdMEnmr7rwvDMA7C6iJe4UONQcsWGkrUtMOp+/AjAOo/WdjtkDgxM4oBI5PY/n0FmLB6YR7Tzt5vzzcMchOHJDH3lIO4/o3VACxcV8o9H65lzgkHBriyvXfK8FM4IOkArvr0KvLr8wF46YeX+K78O+6bdh9pUb33oEERERGRnmSz2YlPzyA+PYOh4zpGspmmSUNVZdexFfnbqSjIo7Fm130ppumhuriI6uIiNn+zvMt1HXOPs70hcmJWDjFJyZp7LCIiIv2GYeWy+7CBYQwFNgJbgaFmp4FihmHEAEWAAaSaptng431MBz4F/mWa5kn7UOs3hxxyyCHffLO7c+0Co+Zf/6bwuusACB81isFv/LPbe+Stq+S9P68CICTUxnnzpxAe1Tc6Ved/uJYnP9/ccfnUgzh7woAAVtR9ta21zPlyDp/lfeZdSwxPZMG0BRyWcVjgChMRERHpQ5rr63foPN5ORUE+tWUl3d7LERZuBcdtoXFiltWBHJ+egT2kbzzPFhERkd5t3LhxrFixYsXuRu92xz6HxACGYfwHOBb4o2maj3RafxC4CnjSNM1LOq3vD2Ca5rod9ok1TbN2h7WBwEIgBzjUNM3V+1BnUIbE7tpa1k+eAi4XAMM+/wxHWvc6TE3T5PW7v6KioB6AiScPYdxxg/xdakB4PCaXvPwN//3BenIfYjN48cIJTB6aHODKusc0TZ77/jn+suIveNreS7EZNq4YewUXHnQhNsMW4ApFRERE+iZnSzNVRYUdnceF1vzjqp+Ye7w7hs1GfFp6l67jxEzr8LywyKgeegQiIiIiOwvGkHgokAukAu8Ca4HDgCOxxkxMNk2zotP/bwKYpmnssM8/gYFYIyUqgcHASYADmGWa5uv7WGdQhsQA23/7WxpylwCQftutJJx9drf3WLe0iIXPrwUgMi6Uc+dOxh7SN4LHxlYXZzyxhO8LrfcQ4iIcvH3ZZIak9L4Zcl8Vf8V1n19HRbP3rwTTsqcxb+o84sJ2N9pbRERERPytfe5xZWF+WweyFR5XFuTR3FDf7f2i4hO6hsdt3cfRiUkaXSEiIiJ+F3QhMYBhGDnAncBxQBLWmIm3gTtM06za4f/dXUh8HvA7rAPqYoAS4BPgHtM01/qhxqANiStf/jsld98NQNSUKQx45ulu7+F2eXhxTi6NNa0AzDj/APafmOHXOgOpqKaJ//vrYkrrWgAYnBzF25dNJj4yNMCVdV9ZYxnXfn4tK0o7RmxnRWfxwPQHGJk0MoCViYiIiIhpmjTV1lihcXuA3NZ9XFvW/XO0HeERbcFx26F5bSFyfHq6RleIiIiIz4IyJO4NgjkkdhYWsvGoGdYFh4MRuYuxx8R0e59vPtrK0nes+b1JWdH8+uZD+1TXwur8as58cgnNTmtcw6QhSbzw2wmE9sKOaZfHxcMrHua575/zrjlsDmYfNpvTh5/ep/7cRERERPoKZ0szlYUF3tC4vfu4qqgAd9v4uL1lja7I6NJ13B4ma3SFiIiI7IlCYh8Fc0gMsOXU02j+4QcAsh58gNjjj+/2Hs0NTl6YvRhXqxWinvSnseTsn+jXOgPtgzVFXPb3jg7csw7NYf6pB/XaUHXhtoXcvPhm6p0dH2k8aehJ3DzxZiJCIgJYmYiIiIjsrfbRFZ27jtsDZJ9GVyQkkpSVTUJmDklZ2SRm5pCYnU10gkZXiIiIiMWfIXGIPwoS/4iecZQ3JK5b+IlPIXF4lIMDJmWw5vMCAFb9L6/PhcTHH5TBdb/Yj/v+8yMAr32Vx7DUaC46fEiAK/PNjIEzGJYwjKs/u5r1VesBeG/Te6ytXMuDRzzIoLhBgS1QRERERPbIZrMTn55BfHoGQ8dN8K63j67oMvO4bYRFXXnZbvdrqKqkoaqS7d91Pbc7NKJtdEWnuceJWTnEp2VgD9HLOxEREfGNOomDSPO6dWw5+RQAbNHRjMhdjBHa/Xm71aWN/P22pdD2R3vWLRNIyup9B7z9FNM0ueYf3/LWSisMNwz426zxHH1gWoAr812Tq4m5S+fy7qZ3vWtRjijumnIXxww8JoCViYiIiEhPcDY3W13H7f/lWwGyL6MrHAMTrAAAIABJREFUbHZ72+iKHQLkzBzCIiN76BGIiIhIIGnchI+CPSQ2TZNNM47GWVgIQM4zTxM9ZYpPe3305Bo2rbQ6E/abmM7R5x/otzqDRYvLzW/+toyvt1nnIkaG2vnH7ycxKisuwJX5zjRN3trwFvOWzaPV0+pdn7n/TK4Zfw2h9t53SJ+IiIiIdI/H7aamrMQ7sqLzCIuWhoZu7xedkNil6zgx05p/HJWQqNEVIiIivZhCYh8Fe0gMUDxvHlUvvgRAwsyZpN96i2/7bKnhzXutx2mzGcyaO4nohHC/1RksKupbOPmxxeRVNgGQGhPGO5dPITO+d8/y/aHiB67+7GoK6gu8a6OSRnHfEfeRHZMdwMpEREREJFBM06SxprrLzOP2APmnRlfsTmhE5E6dx0lZOcSlpmt0hYiISC+gkNhHvSEkbli6jO3nnw9ASEYGwz5Z6PO7+28/sILCDdUAjD06hymnD/dXmUFlQ0kdpz6eS12z9ZG8/dNj+Oclk4gJdwS4sn1T21rLrYtvZeH2hd61mNAY7p5yN0cNOCqAlYmIiIhIsGltbqKqsKDLzOPKgnyqigrxuLs7uiKE+PQMq+M4O6fTDORsQiM0ukJERCRYKCT2UW8IiU2Xi/VTpuKpqQFg0JtvEDFypE97bV1TzvuPWgddOMLsnDd/MmGRvTs43Z3cjeWc++xyXB7r+3naiBSeOW88DrstwJXtG9M0eXntyzz49YO4zI4n9+ceeC5/GvcnHLa++ecpIiIiIv7hcbupKS22guP8vC5dyC2NPoyuSEzqMrKivRNZoytERER+fgqJfdQbQmKAguuvp/a9fwGQfNmlpPzxjz7tY3pMXr1rOVVF1pO/SacM5ZBfDPRbncHmjW/yufaf33ovnz1hAPNOGdUnnqyuLlvNtZ9fS1FDkXdtdMpo7p92PxnRGQGsTERERER6I+/oioI8KgryqSy0guPKgnzqKnwZXRFBQkZ2x/iKzCwSM7OJT88kxIfDuEVERGTPFBL7qLeExLX/+S8FV14JQNiIEQx5712f91qbW8QnL64FIDI2lHPnTsbu6N3dtT/lwf/+yMOfbPRevvGX+3PJEUMDWJH/1LTUMOfLOXye/7l3LS4sjnlT5zEte1oAKxMRERGRvqTz6IrOAbIvoysMw0ZcahoJbaFxR4icTURsXJ9o6BAREQkUhcQ+6i0hsaehgfWTJmO2tgIw9D8fETrQtw5gt8vDS3Nyaaix9jpy1v4cOCXTb7UGG9M0uer1VbyzqtC79ujMQzhhdN/otvWYHl74/gX+suIvuE23d/2CURfwh4P/oPETIiIiItJjPG431SXFnUZWtI2vKMynpaH7oyvCo6JJ6BQat4fIOjhPRERk7/gzJNa/vEHIFhVF1NSp1H/yCQB1H39M0oUX+rSXPcTG6Bk5LHlrEwCr/redAyZlYNj65jv2hmFw7+mjKaxpZvmWSgCu+scq0uPCGTcwIcDV7TubYeOCURcwNnUs135+LaWNpQA8991zfFv6LQumLSAtKi3AVYqIiIhIX2Sz29vGSGTB+MO866Zp0lRbY42rKOz6X01pCeymMam5oZ6i9esoWr9up/uJT8sgIXPH8RU5hEdH9+hjFBER6a/USRykqt9+h6LZswGIGDOGQa+/5vNeLU0uXpy9mNZmq/P0+EsPYvCYFL/UGayqG1s59bFcNpdbHQ2JUaG8fdlkBiZFBbgy/6lqrmL2l7NZXLDYu5YQlsD8w+czJWtKACsTEREREbG4WlupLi5s6z5uD48LqCzMx9nc1O39IuPivV3HCZlZbSFyDrEpKdhs9h54BCIiIsFL4yZ81JtCYnd1NeunTAW3FewO+/wzHGm+d4jmvrmRlf/bDkDG0DhOvW6fv3eC3raKBk55LJfKBmvUxpCUKN66dDLxkX3n4AyP6eHZ757lkZWP4DE93vWLD7qYy8ZeRohNHxYQERERkeBjmib1VRXWrOO20Lg9SPbl4Dy7w0FCemaXuccJbR3IoRGRPfAIREREAk8hsY96U0gMsP23v6UhdwkAaTffTOI5v/F5r/qqFl66OReP2/rzPvW6cWQMjfNLncHsm22VnP23ZbS6rAB1wuBEXrpwAmEhfavL4Kvir7jhixsoa+p4Qj0+bTwLpi0gJbJvd42LiIiISN/ibG6msqigS/dxVaEVJrucrd3eLzoxqVNo3BEixyQmYdj67qHeIiLS9ykk9lFvC4mrXnuN4tvvACDysMMY+MLz+7TfwhfXsi63CIDBY5I5/tLR+1pir/D+6iIuf2WF9/IpB2fx4Jlj+txJyuVN5cxeNJulRUu9a4nhidw77V4mZkwMYGUiIiIiIvvO9HioLS/zhsadQ+SG6qpu7xcSFkZiRufO4yzvV0doWA88AhEREf9SSOyj3hYSO0tL2XjEdOugB5uN4Yu/JCTB98PXKgsbePXOZdYFA2bedhgJ6X1nRu9PefyzTdz7UceBGH+cMZyrjxkRwIp6htvj5qk1T/H4qscxsf5uGxhcMuYSfj/699g1p01ERERE+qCWxoauc48L8qkqKqCqqBCP29W9zQyD2OTUtsPyuo6viIpP6HPNJiIi0nv5MyTWwNIg5khNJeLgg2lasQI8Huo/+YT4007zeb/EzCgGHZTE1jUVYMKqj/M48pz9/Vhx8LrkiCFsr2zg1eV5ADy8cAMDEiM5fVx2gCvzL7vNzqVjLuXg1IO54YsbqGyuxMTk8W8fZ0XpCu45/B6SI5IDXaaIiIiIiF+FRUaRMWw/Mobt12Xd43ZTU1rccWCe9/C8fJrrane9mWlSW1ZCbVkJW79d0eWq0IhIb2ic2Gl8RXx6BvYQR089PBERkR6nTuIgV/Hc85Teey8A0UccQc6TT+zTfoUbqnn7AeuJji3E4Ny5k4mK6x8fpXK6Pfz2+a9YtKEcAIfd4IXfTmDy0L4ZmpY1lnHDohv4qvgr71pyRDILpi3g0PRDA1iZiIiIiEjgNdbWdD00r22MRXVxMWanQ6H3hmGzEZea1hYa53gD5ITMLCJj+/5ZMCIiEhgaN+Gj3hgSt+bns+noYwAwHA6GL8nFHh3t836mafLmgm8o2WK9a37IcQOZdPJQv9TaG9Q1OznjiSWsK64DICY8hLcvm8yw1JgAV9YzXB4Xj3/7OH9b/Tfv+AmbYeOyMZdx8eiLsRk6qENEREREpDOX00lNSVHX8RVtv25tauz2fuExsZ06j7O8nchxqenY7BoHJyIivlNI7KPeGBIDbD71VFp+WAtA5gP3E3fCCfu036aVpXz05HcAhEWGcO68yYSG95/JI4XVTZz86GJK61oAyE6I4O3LppAS03c7qnMLcrlx0Y1UtXQc6DExYyLzD5+v8RMiIiIiInvBNE0aa6qpLMjrCJCLrBEWteWl1lky3WCzhxCfnkFiZhYJmdkkZrR9zcwiIia2hx6FiIj0JQqJfdRbQ+Lyxx+n7C8PAxBz3HFk//mhfdrP4zF55fal1JQ2ATDl9GGMPXrAPtfZm3xXUMOZTy6hsdUNwJiceF67eCIRoX33nfyShhKu/+J6VpR2zFVLDE9k/uHzmZw5OYCViYiIiIj0bs6WZqqKCqkqKuhyeF5lUT6ulpZu7xceE9sWGmd5x1YkZmQTn56u2cciIuKlkNhHvTUkbtm4kc0n/goAIzKSEbmLsYWH79Oe331RwOev/AhAdEIY59w9Cbu9f40eWLi2hItf/BpP21+BX4xM47HfjMNu67unFbs8Lh5b9RhPr3naO37CwODCgy7ksrGX4bDpCaeIiIiIiL+YHg91lRVdRldUtY2vqK+s6PZ+nWcfJ2R0CpAzs4mMi8cw+u5rGRER2ZlCYh/11pDYNE02H38CrVu2AJD92KPEHHXUPu3panXz4pxcmuqcABx9wYHsd1j6Ptfa27yQu5Xb3vvee/mCKYO47VcjA1jRzyO3MJebFt1ERXPHE9OxKWNZMG0BGdEZAaxMRERERKR/aG1qpKqosG3mcYE3PK4qKsTV2v3u49CIyF2OrojPyMQR2ndH64mI9Gf+DIn7zyDaXswwDGKOOYaKp54CoO6//9vnkDgk1M7oI3NY9t5mAFb+dxsjJqT1u3eez5s8iO2VjTzzpRXAP7d4K1nxEVx0+JAAV9azJmdO5o2T3uCmRTexpGgJAKvKVnH6v07nzil3MmPAjABXKCIiIiLSt4VGRJI2ZBhpQ4Z1Wbe6j8s7BccF1hiLwnzqyst2u19rUyPFmzZQvGlD1ysMg9jklK6dxxnW15ik5H73GlBERHZNncS9RNOa79h6xhkA2OLiGPHlIgzHvo0GaG5w8sJNubharLm8J/5hDANHJu1zrb2Nx2Ny+Ssr+PC7Yu/aozMP4YTRfb+j1mN6ePa7Z/nryr/iNt3e9Zn7z+Sa8dcQag8NYHUiIiIiItJZl9nHhflUFRa0hcj5tDY1dXu/kLAwKzzu1HlsjbLIJDQisgcegYiI+JM6ifuh8FEjCcnMwFVYhKemhoZly4meOmXf9oxycOCUDFZ/kg/Aio+29cuQ2GYzeOjXYymrW8bX26oAuOofq0iJCWPC4MQAV9ezbIaNiw66iHFp47j+i+spbrCC8lfWvcLK0pUsmLaAQXGDAlukiIiIiIgA4AgLJ3XQEFIHdf3ko2maNFRXdeo8bh9hUUBNaQmm6dnlfq6WFsq2bqZs6+adrotOSPQGxwkZ2d5RFrEpKdhsfffAbxGR/kqdxL1Iyfz5VL7wIgDxZ5xBxl137vOetRVN/P2WpXjaTm877fpxpA+J2+d9e6OqhlZOeyKXzWUNAMRFOHjz0kkMS40JcGU/j5qWGm5dfCuf5H3iXYsMieTmiTfzq6G/CmBlIiIiIiLiK5fTSU1JUafZxwVUFlldyM31dd3ez+5wEJ+W0eXQvPZRFuHR0T3wCEREZHd0cJ2PentI3LhiJdtmzgTAnpDA8EVfYITsezP4wud/YN1Sq4N00OhkTrhs9D7v2VvlVTZyymO5lNdbB0VkxUfw9uWTSY0JD3BlPw/TNHl13avc//X9OD1O7/r/Df0/bjrsJiId+siZiIiIiEhf0Vhb0yU0bp+DXF1SjMft6vZ+EbFxO3UeJ2ZmEZeajt0Pr11FRKQrhcQ+6u0hsenxsHH6kbhKSwEY8NyzRE2atM/7VhY18Oqdy6DtW+GsWyaQlNV/3wFenV/NWU8tpbHVmtE7KiuW1343ieiw/vOkZm3FWq774jq21W7zrg2OG8x90+5jv8T9AliZiIiIiIj0NI/bTU1pccfheUVtHciF+TTWVHd7P5vdTlxq+g6dx9avI2LjdHieiIiPFBL7qLeHxADFd8+l6uWXAYg/69dk3H67X/b98Ik1bF5lnZQ7/NA0jr1wpF/27a0+XVfKRS9+jbttDMcRI1J4+rzxOOy2AFf282lwNnD30rv59+Z/e9dCbaHcMOEGzhhxhp7IiYiIiIj0Qy2NDV0PzWsLkauLCnE5W7u9X1hUFIkZnUZXZFoH6cWnZxISqoO0RUR+ikJiH/WFkLjx66/Zds4sAOxJSQz/4nMM+74fGlCytZY37vkaAMOA39w5ibiUiH3etzd7dfl2Zr+1xnv51+NzuOe0g/pVOGqaJu9uepd5y+bR5Oo4LfmYgcdw++TbiQ2NDWB1IiIiIiISLEyPh9ryMm9o3DlArq8o7/Z+hmEjNjWVxIysnQ7Qi0pI7Fevy0REdsefIXH/+fx8HxFx8MHYU5Jxl5Xjrqig8etviDpswj7vmzYoluz9E8hfV4Vpwsr/bmP6b/b3Q8W919kTBlBU3cTDn2wE4PWv88iMj+DKo4cHuLKfj2EYnDzsZEYnj+baL65lQ9UGAP637X/8UPED9027j4NSDgpwlSIiIiIiEmiGzUZcahpxqWkMGts1q3A2N7eNrGg7PK+owNuN7Gxp3uV+pumhpqSYmpJitqzq2ujlCI9oC43bx1dkkpCRRUJGJqEROkdFRMQXCol7GcNuJ/aYY6l65RUA6v7zH7+ExADjfjmI/HVVAKxdUsShJw4mKi7ML3v3VlcdM4KC6mbeXJEPwEMfryczPpwzxucEuLKf15D4Ibxy/Cvc//X9vP7j6wAU1Bdw7ofncuUhV3LuyHOxGf1nFIeIiIiIiOw9R3g4aYOHkjZ4aJd10zSpr6rYaXRFVWE+NWWlsJtPPjubmyjZvJGSzRt3ui46IbEtMLZC44S2GchxqWk6PE9E5Cdo3EQv1LBsOdvPOw8Ae0oywz/7zC8jJ0zT5M0F31CypRaAsccMYMppw/Z5396u1eXhwhe+YtEG6yNSITaDZ88/lGkjUgJcWWD8d+t/uT33duqcdd61qVlTmTt1LonhiQGsTERERERE+gpXayvVxYVdDs2rKiygsiifloaGbu/nPTzP23Wc5e1G1vgKEemtNJPYR30lJDbdbjZMOwJ3RQUAA19+icjx4/2y95Zvy/jgcWsOryPMzrnzJhMe5fDL3r1ZXbOTM59cytoiK0CPCrXzj0smMTIzLsCVBUZ+XT43fHEDq8tXe9dSIlK45/B7mJDhn852ERERERGRHZmmSVNtDZWdRldUFRVSVZhPdUkxHrer23s6wsKt4Lh9hEV7kJyZRVhkVA88ChER/1BI7KO+EhIDFN1+O9WvWR/7T5g1i/Q5N/llX9Nj8trdy6kstN6ZnfCrwRx6wmC/7N3bFdc0c+pjiymssWZmpcaE8fblU8iK758H/Dk9Th5Z8QjPff+cd83A4KKDLuLSsZfisOnNBRERERER+fl43G5qy0rbZh63B8hWiFxXUebTnpFx8Tt1HidkZBGXlk6IQ695RCSwFBL7qC+FxA1LlrD9gt8CEJKayrDPPsWw+Wcm7I/Livn4uR8ACI9ycO68yTjC9n2cRV+wvqSO0x7Ppa7Zend6eGo0b1wymbjI/vvkYFH+IuZ8OYeqlirv2ujk0dwz7R5yYvrX7GYREREREQlOzuZmqooLvV3H7eGxr+MrDMM6qM87vqLTAXoxiUl+e30uIvJTFBL7qC+FxKbLxYbDp+GusoK5ga+8QuQhB/tlb4/bw8u3LqWuwuqYnXrGcMbMUNjXbsmmCs57djmtbg8AEwYn8tKFEwgL6b9BelljGTd9eRNLi5Z616IcUdwy8RZOGHJCACsTERERERHZPdM0aaqrpapT53F7F3J1SRFup7Pbe4aEhZGQntnlAL3EtgP0wqOje+BRiEh/pZDYR30pJAYouuVWqv/5TwASzzuPtNk3+m3v7z7P5/NX1wMQFR/GrLsmYXfondB2764q4MrXVnkvnzg6g4fPOhibrf8eduAxPTz//fM8suIRXGbHHLCThp7ETYfdRJRDs7xERERERKT38Hjc1JWXtR2YV9hpfEUBteVl4EOeEhETu8P8YytEjk/PJCQ0tAcehYj0ZQqJfdTXQuL6LxeTd9FFAIRkZDBs4cd++0iLy+nmxTlLaKptBeDIWftz4JRMv+zdVzzx+Sbu+XCd9/Lvpw1h9vEHBLCi4PBd+Xdc/8X15NXledcGxAzg3mn3Mip5VAArExERERER8Q9nawvVxUVWaFzYMbqiqqiQ5rra7m9oGMQmp3bqOu7oRI5NTtH4ChHZJYXEPuprIbHpdLJh6uG4a2oAGPT6a0SMGeO3/Vf8ZxtL3t4EQFxqBDNvn9ivO2V3ZJomt733PS8u2eZdu/XEA/ntVB301+BsYN6yeby36T3vWogRwh8O+QPnjzwfm6EnOCIiIiIi0jc11dVas4/bO48LOw7Qczlbu72f3eHoNL4is23+sfXryNi4HngEItJb+DMkDvFHQRIYhsNB9NEzqHnzLQBqP/zIryHxqGlZrPjPNloaXdSUNrFpRSnDx6f5bf/ezjAMbvvVSIpqmvnfDyUA3PnvH0iOCeOkMf276zrKEcXcqXOZnDmZu5beRYOzAZfp4qFvHmJJ4RLmTZ1HSmRKoMsUERERERHxu4iYWCJiYskcsX+XddPjoa6ynKrC9q7jAm+YXFtaiml6drmf2+mkPG8b5XnbdrouPDqmS9dxYtsYi/j0DBxh4T3y+ESkb1IncS9Xv2gReRf/DvD/yAmAZe9t5usPtgKQlB3Nr+ccimGom7izplY35zyzjG+2WYcIOuwGz50/ganDkwNcWXDIq8vjxi9uZHX5au9aQlgCd025iyNyjghgZSIiIiIiIsHB5XRSU1JEZZfOYytEbqyp9mnPmKSUTrOPO42vSEnFZu+/B6+L9CUaN+GjvhgS7zhyYuArrxB5yMF+27+prpUXb8rF5bTe0TzxijEMHJXkt/37iurGVs54YgkbSusBiAq18/rvJzEqSx/9AXB6nDy+6nGeXvM0Jh0/c2buP5Orx19NmD0sgNWJiIiIiIgEr+b6eqqKO7qOKzuFyK6Wlm7vZ7OHEJeWTkJ6RscIi4ws4tMziUlM0vxjkV5EIbGP+mJIDFB0yy1U//MNABJmzSJ9zk1+3X/RP9az+pN8ADKGxXHqtfv8fdcnFVY3cepjuRTXNgOQHB3Km5dOZmBSVIArCx7Li5Yze9FsSptKvWsjEkawYNoChsYPDWBlIiIiIiIivYtpmtRXVnTqOu4IkGtKSzA9ux5f8VNCQsOIT8+wguO2OcjxGZkkZmQRERunTxaLBBmFxD7qqyFxQ24u2397IQAhKSkM++xTDD9+dKSuspmXb1mCx219r5xy7SFkDov32/59yfqSOk5/PJfaZhcAA5MieeOSyaTEqFO2XXVzNbfm3sqneZ9618Lt4Vx36HWcMeIMPekQERERERHZR26Xk5rSko6u48J8qooLqSoqpKGq0qc9QyMiO3Uet42vSM8kPiOT8KhoPz8CEdkbCol91FdDYtPlYsO0I3BXWj/oB7z4AlETJvj1Pj55cS1rc4sAGDgqiROv8N8BeX3NV1srOefpZbS4rHdtR2XF8trvJhEdpnMi25mmyT9+/Af3fX0fLe6Oj0fNGDCD2yfdTny43oQQERERERHpCa1NjVQVF1FdXGjNPy62xlhUFRfRXFfr054RsXHe0LhziKwD9ER6lkJiH/XVkBig6I47qH71NQDizz6LjNtu8+v+VcUNvHLHMtrHyZ4551BScmL8eh99yX+/L+aSl7/B0/b7NXVYMs+efyihIZrt1NmGqg1c/8X1bKze6F1LjUjl7ql3MylzUgArExERERER6X+a6uuoLmoPjTuHyIU4m5t82jM6KbkjPE7PJCHTmn8cn5aOPcTh50cg0r8oJPZRXw6JG5YvZ/u55wFgT0xk+BefY4T4t3P1o6fWsGlFGQBDD0nhuN8d5Nf9+5pXl29n9ltrvJdPGpPJn389FptN4xQ6a3Y188DXD/Daj691WT/3wHO58pArCbWHBqgyERERERERAevToI011V07j9vC5OqSItxOZ7f3NAwbsampXTuQ20LkmOQUbDb/jdEU6av8GRLr8+99ROS4cYSkpOAqK8NdWUnj8uVETZ7s1/sY98tB3pB404oyKgrqScrS3KHdOXvCAEprW3jo4/UAvPdtISkxYdx8wgGau9tJeEg4cybOYWrWVG7NvZXKZmtsyos/vMjSoqXce/i9DEsYFuAqRURERERE+i/DMIiKTyAqPoHsA0d1uc70eKirKPeGxt4u5D0coGeaHmpKiqkpKWYrXZv57CEhxKVldJ2B3HaQXlRCol5Ti/QAhcR9hGG3E3PccVS99BIAtR9+6PeQOCUnhkGjk9m6uhyAbz7cyrEXjdrDrfq3P84YRmldM39fth2AZ77cQlpsGL+bNjTAlQWfI3KO4M2T3uTWxbeyqGARAOur1vPrf/+aq8dfzcz9Z+qJgIiIiIiISJAxbDZiU1KJTUll4OixXa5zu1zUlJZY8487dR9XFRdSV1622z3dLheVBXlUFuTtdJ0jLJz4TqFxe4gcn55JREysXjeK+EjjJvqQxhUr2TZzJgD2uDiGf7kIw+Hf+T6l22r55/yvrQsGzLztMBLSo/x6H32N22Ny+d9X8NH3xd61B88cw6mHZAewquBlmiav//g69399f5dD7aZkTeHuKXeTHJEcwOpERERERETEH5ytLdQUF1nB8Q4hcmNNtU97hkdFWwFyl0P0rBnIYZGRfn4EIoGnmcQ+6ushsenxsHHG0biKigDIeepJoqdN8/v9/OuRb9n+fQUAIw5L45gLRvr9PvqaZqebc59dzvIt1iiFEJvB0+eNZ/p+qQGuLHhtqt7EjYtuZF3lOu9aQlgCd065k+k50wNXmIiIiIiIiPSolsbGrt3HxR2jLFoaGnzaMzIuvlPncUeIHJeegSM0zM+PQOTnoZDYR309JAYouXcBlc89B0DcySeTec98v99H8eYa3lxg/R4aBsy8YyLxqXpHbk9qmpz8+sklrCuuAyAy1M6rF09kTE58gCsLXq3uVh5Z+QjPf/98l/UzR5zJtYdeS0RIRGAKExERERERkZ+daZo01dW2Bcg7j7BwtbTseZMdGQYxScmdguMs7/iKuNQ07CGa1CrBSyGxj/pDSNy0Zg1bzzgTAFtMDMMXf4ktNNTv9/PeX1aSt7YKgP0nZzDj3AP8fh99UUltM6c+lktBdRMAiVGhvHHJJIak6ADAn7K0aClzvpxDaWOpd21Q7CDunXYvByYdGMDKREREREREJBiYpkl9VQXVRYU7jbCoKSnC7XJ1e8/2ecsJ6VZobIXHGSSkZxKbogBZAk8hsY/6Q0hsmiabjv0FzjxruHv2Y48Sc9RRfr+fwo3VvH3/CgAMm8E5d04kNlldnXtjY2k9ZzyRS1WjE4DshAjeunQyqbHhAa4suNW01HDHkjv437b/eddCbCFcMfYKzh95PnabPYDViYiIiIiISLDyeNzUlZdRVVjQFh53hMi1paWYpqfbexo2G3GpaVZ43ClEtgLkVGx2vUaVnqeQ2Ef9ISQGKH3gQSr+9jcAYk88kaz77+uR+3nnwRUUrLeGyR84NZPeJEYHAAAgAElEQVQjz9m/R+6nL1qxvYqZf1tKs9P6h+iAjFhe//1EYsP9e9BgX2OaJu9uepf5y+bT6Gr0ro9PG8/8w+eTHpUewOpERERERESkt3G7nFSXFFsjLDqFyNXFRdRVlPm0p81u3yFAtrqP4zOyiE1OUYAsfqOQ2Ef9JSRuXruWLaecCoARGcmIxV9ii/B/l2/+j1W8+9BKAGx2g3PumkRMorph99Yn60q4+MVvcHusv4MThyTy/AUTCHfoH4s9yavN48ZFN7K6fLV3LSY0hlsn3spxg48LYGUiIiIiIiLSVzhbW6gpLqKq2AqNq4oLrXEWxYXUV1b4tKfNHkJcapp37rE3RM7IJCY5BZs+JSvdoJDYR/0lJDZNk83Hn0Drli0AZD30ILG//GWP3M/bD6ygaGMNAKOOyOKIs/fz+/30Zf/8Oo/r3ugIOo8bmc5fZx5MiN0WwKp6B6fHyVOrn+Kp1U/h6fTRoBOGnMBNh91EbGhsAKsTERERERGRvszZ0mx1IHtHVxRSXWKFyPVVlT7taQ8JIS41nfiMTBLSM4hPbz9ML5PopCQFyLIThcQ+6i8hMUDZo49S/shfAYieMYOcR//aI/eT90Ml7z28CgBbiMGsuyYTnRDWI/fVVz322UYWfPSj9/KZ47O597TRGIYRwKp6j5WlK5m9aDYF9QXetbTINO6eejcTMyYGsDIRERERERHpj5zNzVbXcUlR2+iK9hC5iAZfA2SHg7jU9E4dyBneOcgxickYNjWb9UcKiX3Un0Li1q1b2XRcW/eww8GILxdhj4vz+/2YpsmbC76hZEstAKOPzObwX4/w+/30ZaZpMvf9tTz95Rbv2u+mDWH2L/dXULyX6lvrufere3ln4ztd1s854ByuPORKwkM0BkVEREREREQCr7W5yRpd0R4eF3eEyI011T7taXc4iE/L6HJ4XnzbGIuYxCQFyH2YQmIf9aeQGGDLGWfSvGYNAOl33UnCGWf0yP1sXVPO+49aIxPsDhuz7p5EVJy6ibvDNE2ue2M1b3yT7127/rj9uGz6sABW1fss3LaQO5bcQVVLlXdtaNxQ5h8+nwOSDghgZSIiIiIiIiI/raWxkeqSoo7O4+JCqoqty74GyCGhYcSnpXtDY2+InJFJdEKSmtN6OX+GxCH+KEiCU9yJJ3hD4tp/v99jIfHAUUmkDIihbHsdbqeHVf/bzpTTh/fIffVVhmFwz6kHUdvk5L8/lACw4KMfiY8IZeZhAwJcXe8xY+AMxqSO4bbc2/gi/wsANtVsYuYHM7l87OVcMPIC7JrhJCIiIiIiIkEoLDKStMFDSRs8dKfrWhobdjo8r/1Avabamt3u6WptoTxvG+V523a6LiQ0zAqO20Lj+LSOEDkqIVEBcj+jTuI+zFlSysbp08E0wTAY9tlnONJSe+S+tnxbxgePW4F0SKiNWXdPJjI2tEfuqy9rdrr57fNfkbvJOiXVMOCRsw/mxNGZAa6sdzFNkzc2vMF9X91Hk6vJuz42ZSzzDp9HTkxOAKsTERERERER8Z/mhvqOALlLiFxEc12tT3s6wsKJT8/oEiK3j7GIik9QgBwkNG7CR/0tJAbYdv4FNC5dCkDqjTeQdP75PXI/pmny+tyvqMivB+CQXwxg0ikaleCL+hYXM/+2lNX51juBDrvB0+cdyhEjUgJcWe+zvXY7s7+czeqy1d61yJBIbphwA6cMO0X/qImIiIiIiEif1lxf75193D7Coj1Qbq6v82lPR3hER3jc6asC5J+fQmIf9ceQuPqNNyi6+RYAwkeNYvAb/+yx+9q0opSPnvoOgJAwO+fOnUREtLqJfVHZ0MoZT+SyqawBgAiHnZcvOoxxAxMCXFnv4/K4eGbNMzzx7RO4TJd3fXr2dG6bfBvJEckBrE5EREREREQkMJrq66judIBe58P0WhoafNozJCyMhLZD9No7kePTdIheT1FI7KP+GBK7a2rYMPVwTKcTgCEffkDY4ME9cl+mx+S1u5dTWWj9IBn3y4FM/L+d5+jI3imqaeL0x5dQUG2NS4gND+Efl0xi//TYAFfWO31f8T2zF81mS80W71pieCK3T7qdIwccGcDKRERERERERIJLU13tTofntV9uafQtQLY7HMSntQfHHUFyQnoGMUkp2Ow6Q6i7FBL7qD+GxAB5V1xB/ccLAUi+4gpSrri8x+5rw9cl/Pfp7wEIDbcza+5kwqMcPXZ/fd3msnrOeGIJFQ2tAKTEhPHmJZMZkBQZ4Mp6pyZXE3/+5s+8su6VLuunDj+V6w+9nihHVIAqExEREREREQl+pmnSVFfbJTSuLine5w5kmz2EuNS0Lt3HCW2/jk1JxR6ibGlXFBL7qL+GxLUfffT/7N13dFR1+sfx952Z9EpooXcBBaVJV1FB6YQO0hRFUde26q7703Wxre7aewMFC0hP6GABpFcBpUnvIaT3NnN/fwzcwNoQktyUz+scTub7XJj72ZPJrOeZb54vJx5+BADfevWov2hhkc2H8XhMvnp2A0mxmQBc27sebXsXzc7l8uKnEykM/2g9aTneUQm1IwKZNb4DVUL9bU5Weq09uZZ/rv4ncVlxVq1GcA3+3fnftKraysZkIiIiIiIiIqVXVnqaNfc4+dwO5NPex1mpKZf0nIbDQWilyt6dx+d2Ikd6m8hhVSJx+ZbfUadqEl+i8tok9mRns69jJzyZ3sZt3dmzCLjqqiK7394NsXzz6S4A/AJdjHqhI34BriK7X3mw4WACoz/ZSE6+B4DGVUOYcU8HwgL1SdqlSslJ4fn1z7Pk8BKrZmBwe7Pbub/F/fg5/WxMJyIiIiIiIlK25GRmeBvHZ5vGSeeayadPkZGUeGlPahiERFQ6bwfyeQfpVa2Gj3/Z3mCnJvElKq9NYoCTf/87KTHzAIi44w6q/v1vRXYvj9vD1Gc2kBLnnaWr3cSF45tdp7nniy24Pd6f2Va1w/nirnYE+qoBfzkWHVzE8xueJy234FTXhuENeb7z81xVseg+TBERERERERERr7zs7Aubx6dPWbuR0xLOXPLzBlWIsHYfn988Do+sjl9g6R/lqSbxJSrPTeL0Vas4Nu5uAFxVqtBw+XcYRTgQfO/6U3wzeTeg2cSFae4Px3lk+nZrff0VlZk4ug2+Lp0OejliM2J5es3TrDu1zqq5DBd3X303d119Fz4OvXZFRERERERE7JCXm0Nq3GnrAL2C3cgnST1zBtP0XNLzBoSGeZvH5x2id26URUBwSCH/rygaahJfovLcJDbz8th3Qxfcid7t+7UnTyaofbsiu5/HYzLtmQ0kn/aOuGjdvQ7toxoU2f3Kk8lrDjFh/i5r3evqarw1rCVOR9HMmS4vTNNkxt4ZvLrlVbLys6x604im/Lvzv2lYoaGN6URERERERETkf7nz80g9E3d2B/Ipkk8XzENOiYvF43Zf0vP6BwVbDePzdx9XiKxGQGhYkZ319WcVZpNYv6deThg+PoR2707S1KkApMyfV6RNYofDoG3veiybtBOA7cuPc03XWgQEl99h4oXl9k71SMrM481v9wGwcMcpwgJ8eCGqWYl5kyqNDMNgaJOhdKjegafWPMUPcT8AsDtxN0MXDOWBlg8w6spROB1FtwNfRERERERERC6e0+VDhWo1qFCtBv876NTjdpOWcObsDuSzu5DPjbE4fQp3Xt5vPm92RjqxB/YRe2DfL675BgQQXvX8ncfVqHB2HVQhotT2ZrSTuBzJ2raNw8OGA+AIDqbR6lU4inCAt+kx+er5jSSezACgZbfadByo3ZiFwTRNnpm/i8lrD1u1+29swOO3NrEvVBni9rj5fNfnvP3D2+R6cq16yyoteb7T89QOrW1jOhERERERERG5HKbHQ1piwtmGccHu4+TYkySdPkV+Ts4lPa/L1++8ncfnzUGOrEZIRCUMR+GOC9W4iUtU3pvEpmlysHsPco8cAaDGa68S2rNnkd7zwNY4lnz0EwAuHwcjn+9AUJhfkd6zvPB4TB6duZ25P5ywav/Xswl3X6+xHoVlf9J+nlzzJLsSCsZ7BLgC+GvrvzKk8RAchmZBi4iIiIiIiJQlpmmSkZx0wfzj8+ch52ZlXtLzOl0uwqpEXtBEPvc1tHIVnK4/fx6SmsSXqLw3iQHOvPsu8W+/A0DwDTdQ68MPivR+psdkxoubiD+WDsA1N9Wi85BGRXrP8iTP7WH851v4dk+cVXs+qhkj29exMVXZkufJY+KPE/lo+0fkm/lWvX219jzX6TkigyJtTCciIiIiIiIixcU0TbLSUq2GcdL/jLHITk+7pOc1DAchlSqfbRxHemchn/taJRKf35gEoCbxJVKTGHKPHeNAt1u8C6eTRt+vxFWxYpHe89COeBa9t8N7S5eDkc91ILiCdhMXluw8N2M+2ciGQ95DCQ0DXh18DQNa1bQ5WdmyM2EnT61+iv3J+61asE8wT7R9gr4N+pbamUMiIiIiIiIiUjiy0tNIiT1F0umCncfndiNnpiRf8vMGVYjwNo2rnmsee3ch9xw8lB+2bVOT+M9Sk9jr8G0jyNq6FYCq//cPIkaPLtL7mabJrJc2E3fE+2lKsxtqcMPwxkV6z/ImPSefERM3sP2Y9w3HYcB7I1rRvVk1m5OVLTnuHN7d9i6Tf5qMScF7Z5daXfhXh39RKaCSjelEREREREREpKTKycwkJS727M7j87+eIi0xHi6hR/v616s4kZSqJvGfpSaxV9JX04mdMAEA/6uuot7sWUV+zyM7E1jw9nYAHE6Dkc91ICSi6A7NK4+SM3MZ9tF69sR6m/E+ToOPR7ehS+MqNicre7bFbePJ1U9yNO2oVQv3C+ep9k9xa91bbUwmIiIiIiIiIqVNfm4uKXGnrbEVyae9f1JOnyIl7jQet/tX/52axJdITWIvd0oK+zpfh5mXB0D9hQvwa1C0h52Zpsmcl7cSezAFgCs7V+fGkU2K9J7l0Zm0HIZ+uI6D8RkA+LkcfDa2Le3qF+1IkfIoMy+TN7a+wbQ90y6o31LnFp5s/yQR/hE2JRMRERERERGRssLjdpOWcIakWG/T+NzX5NhTPPXpVI4nJhdKk9hRGGGldHGGhRHcpYu1TomZV+T3NAyDdn3rWes9a0+RciaryO9b3lQO8eOLu9pRIzwAgJx8D3dO2cy2Y5c+90Z+XaBPIP/X7v/4qNtHFxxet+zIMqKio1h6eKmN6URERERERESkLHA4nYRViaTu1S25pltPuoy6k36PPcWYV96lSt36hXefQnsmKVXC+vW1HqcsmI/p8RT5PWs0rkD1RuEAeDwmmxcdKvJ7lkfVwwOYOq4dVUK8hwOm5+Qz5pON7D6VanOysqlD9Q7M6TuH/g37W7WknCQeW/kYj654lMTsRBvTiYiIiIiIiIj8MTWJy6ng66/HGRYGQP7JU2Ru2lzk9/TuJi74hGPv+liST2cW+X3LozoVg/jyrnZUCPQBICUrj1GTNnDwTLrNycqmEN8Qnu30LO93fZ+qgVWtunYVi4iIiIiIiEhpoCZxOWX4+hLaq6e1TpkXUyz3rd4onFpNKwDeQxs3LtBu4qLSqGoIn9/ZjhA/FwDx6bmMmLiBY4lqzBeVzjU6M7ffXAY0GmDVzu0q/uuKv5KQlWBjOhERERERERGRX6cmcTkW1rdg5ETa0mV4srOL5b5t+xTsJt63+TSJJzOK5b7lUbMaYXx6x7UE+DgBOJWSzchJG4hLLZ7vdXkU4hvCMx2f+cWu4q+PfE3/mP4sObzExnQiIiIiIiIiIr+kJnE55n/NNfjWqQOAJz2d9O++K5b7RtYPo06zit6FdhMXuTZ1I/h4dBt8nd4f9yMJmYyYuIHEjFybk5Vtv7Wr+PGVj2tXsYiIiIiIiIiUKGoSl2OGYRDat4+1To4pnpETAG371LMeH9gaR/zxtGK7d3nUuVEl3h3RCqfDAGBfXDojJ24gJTPP5mRl27ldxR90/eA3dxWbpmljQhERERERERERNYnLvfNHTmSsWk1eXFyx3LdKnVDqXVPJWm+cr93ERa3blVV5fWgLDG+fmF2nUhn9yQZSs9UoLmqdanRibr+5DGw00Kqd21X86MpHtatYRERERERERGylJnE551urFoHXXutdeDykzptXbPc+fzbxoe3xxB1JLbZ7l1d9r6nOfwdeba23H0/hjk83kZGTb2Oq8iHEN4QJHSfwQdcPiAyKtOpfH/maqJgolhzSrmIRERERERERsYeaxELYgIKZqclzo4utUVWpZjANWlWx1hvmaTdxcRjcphYv9G9mrbccSeLOKZvIynXbmKr86FSjE3P6zrlgV3FyTjKPf++dVRyfFW9jOhEREREREREpj9QkFkJv6YYRGAhA7oEDZO/YUWz3btu7Hpwdf3B0ZwIn9yUX273LsxHt6vB07yut9fqDidz9+Way89QoLg7ndhV/2PXDC3YVf3P0G/pF92PegXnaVSwiIiIiIiIixUZNYsERFERo9+7WOnnu3GK7d0T1IBq3LWiSrY8+oOZYMRnbuR5P9GhirVfti+e+L7eSm++xMVX50rFGR+b2vXBWcWpuKk+ufpJ7v72XU+mnbEwnIiIiIiIiIuWFmsQCQHj/KOtx6sJFeLKzi+3ebfvUw+H0bic+dSCFIz/qEK/iMv6GBjzS9Qpr/d2eOB6YtpU8txrFxSXYN5gJHSfwUbePqBFcw6qvObGGqJgovtrzFR5T3w8RERERERERKTpqEgsAAW3a4FOrFgCetDTSvv222O4dWimAq64vaI6tiz6Ax6PdxMXlwZsbcv+NDaz10p2n+euM7bj1PShWHap3YE7fOYxoOgLj7AyWzPxMXtjwAmOXjuVI6hGbE4qIiIiIiIhIWaUmsQBgGAZh5+0mTplTfCMnANr0qIvLzwlA4skM9m2MLdb7l2eGYfDYLY25q3M9qzZ/+0n+NmuHmvXFLNAnkCfaPsGUHlOoG1rXqm85vYWB8wby6U+fku/Jty+giIiIiIiIiJRJahKLJbxfPzC8Oxgz1q4lL7b4GrWBob606FrLWm+Yfwh3nn7FvrgYhsGTvZoyqn0dqzZ763GejP5JM6Jt0LJKS2b1ncW45uNwGt4PT3LcOby25TVGLhrJ3sS9NicUERERERERkbJETWKx+NSoQWD7dt6FaZISHVOs92/ZtTb+QT4ApCVks3P1iWK9f3lnGAbP9L2KoW0KmvXTNh5lwrydahTbwM/px4OtHmRar2k0iSg4YHBnwk6GLRjGu9veJdeda2NCERERERERESkr1CSWC4T37289Tpk7t1ibg74BLlr3KNjJunnRYXKz9av1xcnhMPj3gOb0b1kwI3rKuiM8t2C3GsU2aVqxKVN7TeWhVg/h6/AFIN/M54PtHzB0wVB2nNlhc0IRERERERERKe3UJJYLhHTrhiMoCIDcI0fI+mFbsd6/2Q01CK7gB0BWWh7bvz1WrPcXcDoMXh50Nb2urmbVPllziBcWqlFsFx+HD3c1v4uZfWfSonILq74/eT+jFo/i5U0vk5WfZWNCERERERERESnN1CSWCzgCAgjt2cNap8ydU6z3d/k4adun4AC1H74+Sla6fqW+uLmcDt4Y2oIezSKt2sTVh3hx8R41im1UP6w+k7tP5om2TxDgCgDAY3r4bNdnDJw3kE2xm2xOKCIiIiIiIiKlkZrE8gth/QdYj1MXLcaTmVms92/cLpIKkYEA5GW72bL4SLHeX7x8nA7eGt6SW6+qatU++v4g/1myV41iGzkdTkY0HcHcfnNpX629VT+WdoyxS8cyYe0EUnJSbEwoIiIiIiIiIqWNmsTyCwEtW+Bbty4AnowMUpcuK9b7O5wO2kc1sNY/rjxOWmJ2sWYQLx+ng7eHt6LblQWN4g9WHuDlpWoU261GcA0+6vYRz3Z8lhCfEKs+e99somKiWHp4qb5HIiIiIiIiInJR1CSWXzAMg/BBA6118syZxZ6h3jWVqFovFABPvsnGBYeKPYN4+bocvHtbK7o2rWLV3ltxgFeX/awmpM0Mw6B/o/5ER0Vzc+2brXp8VjyPrXyMB797kNiMWBsTioiIiIiIiEhpoCax/KqwqChwuQDI2rqVnAMHivX+hmHQ4bzdxHvXnSLxZEaxZpACvi4H745oxU1NChrF7yzfz+vf7LMxlZxTJbAKb9z4Bq93eZ3KAZWt+orjK+gX3Y+pu6fi9rhtTCgiIiIiIiIiJVmhNYkNw6hpGMYnhmGcNAwjxzCMw4ZhvGEYRoU/+TydDcOIOfvvsw3DOGoYxiLDMLoXVlb5Y65KlQi58UZrnTxrdrFnqNG4ArWvjADANGHDvIPFnkEK+LmcvD+yFTc2LmhCvvXtPt745mcbU8n5utbpSnRUNIOvGGzVMvMzeXHji4xeMpp9SWrqi4iIiIiIiMgvFUqT2DCMBsAW4A5gI/A6cBB4CFhnGEbFi3yee4FVwM1nv74OrARuABYbhvFkYeSVixM+eJD1OCU6GjM3t9gznD+b+OC2M8Qe0oFcdvI2iltzwxUFjeI3vtnHW9+q+VhShPqG8nSHp5nSfQr1wupZ9R1ndjBk/hDe2voWOe4cGxOKiIiIiIiISElTWDuJ3wOqAA+aphllmuYTpmnehLfJ2xh44Y+ewDAMH+BFIBtobZrmKNM0/2Ga5iigDZADPGkYhl8hZZY/ENSpE67ISADcSUmkfbe82DNUrh1CwzYFIw7Wzz2gObg28/dx8uGo1lzXqJJVe+3rn3nnOzWKS5JWVVsxq88s7r3mXlwO7+iYfDOfj3/8mEHzBrEpdpPNCUVERERERESkpLjsJvHZXcS3AIeBd//n8r+ADGCUYRhBf/BUEUAY8LNpmnvPv2Ca5m7gZyAACL7czHJxDKeT8AEDrLUdB9gBtOtTH4fDAODEz8kc25VoSw4p4O/j5OPRbS5oFL+y7GfeXb7fxlTyv3ydvtzX4j5m9ZlFi8otrPrh1MOMXTqWCWsnkJqbamNCERERERERESkJCmMn8bnBtctM0/Scf8E0zTRgDRAItP+D54kDzgBXGIbR6PwLhmFcATQCtpmmmVAImeUihQ8cAIa3QZuxdi25x08Uf4aqgTTtXN1ar4s+gOnRbmK7+fs4+WhUGzo1LJgm8/LSvbyt0RMlToPwBkzpMYWn2j1FkE/B53Wz982mX3Q/lh5eqh36IiIiIiIiIuVYYTSJG5/9+lunV53rGF3xe09iejsU95/NtMUwjCmGYbxoGMZneOcd7wQG/95znGMYxpZf+wM0uZh/LwV8atQgqFMn78I0SZkzx5Yc1/asi8vH+3KNP5bO/i1xtuSQCwX4Opk4+lo6NihoFL/69c86zK4EchgOhjYZSky/GG6qdZNVj8+K57GVj/Hgdw8SmxFrY0IRERERERERsUthNInDzn79rRPFztXD/+iJTNOcCdwEJAOjgSeAUXhHVnyK9zA8KWbhgwoOsEueMwfT7S72DEHhflx9Uy1rvT7mAO48z+/8CykuAb5OJo25ls4NC0ZPvPHNPl5btle7U0ugqkFVefOmN3m9y+tUDig4gHDF8RX0i+7Hl7u/xO0p/p9xEREREREREbFPYR1cVygMwxgJfAOsApriHVPRFPgWeAf46mKexzTN1r/2B9hTRNHLtJCbbsRZoQIA+bGxZKxZY0uOlrfUxi/QewBXanw2P648bksO+aUAXycTx1w4o/it7/bzihrFJVbXOl2Jjopm8BUFv6CRmZ/JSxtfYsSiEexK2GVjOhEREREREREpToXRJD63UzjsN66fqyf/3pOcnTv8Cd6xEqNM09xjmmaWaZp78O4m3gIMNgyjy+VHlj/D8PUlLCrKWifPnGVLDv8gH67tVc9ab150mOyMPFuyyC+dO8yuS+OC3anvLj/AS0v2qFFcQoX6hvJ0h6eZ0n0K9cIKfrZ2Juxk+MLh/Gfjf8jIy7AxoYiIiIiIiIgUh8JoEu89+/W3Zg6fO4Tuj4aU3gL4ACt/5QA8D/D92WXrSwkplyd80EDrcdry5eTHx9uSo9kNNQitHABATmY+mxcftiWH/Dp/HycfjmrNTU2qWLUPVx7k34t2q1FcgrWq2opZfWZxf4v78XX4AuAxPXyx+wv6Rvfl2yPf6vsnIiIiIiIiUoYVRpN4+dmvtxiGccHzGYYRAnQCMoH1f/A8fme/Vv6N6+fquZcSUi6PX4MGBLRq5V3k55M8Z64tOZwuBx37N7DWPy4/TsqZLFuyyK/zczl5f2QrujatatU+XnWIZxfsUqOxBPN1+jL+mvHM6TeH9tXaW/W4zDgeXvEwD373ICfTT9qYUERERERERESKymU3iU3TPAAsA+oC9//P5WeAIOBz0zSt31k2DKOJYRhN/ufvrjr7dZBhGFeff8EwjBbAIMAEvrvczHJpwocUzC5NnjED02PPwXH1W1Ymsr53ionHbbI++oAtOeS3+bmcvDeiFbdeVdAo/nTNYZ6Zr0ZxSVcntA4fdfuIl657iQj/CKu+4vgKomKimPzTZPI8GvMiIiIiIiIiUpYU1sF19wFxwFuGYUQbhvGiYRjfAY/gHTPx5P/8/d1n/1hM09wIfAoEAJsMw/jKMIz/GIYxHdgA+ANvmqa5s5Ayy58U2r07jjBvczbv+HEy1qy1JYdhGHQa1NBa798SR+zBlN/5F2IHX5eDd25rRc/mkVZt8trD/DPmJzweNYpLMsMw6FW/F/Oi5jHoikFWPSs/i1e3vMqwBcPYfma7jQlFREREREREpDAVSpP47G7iNsBkoB3wKNAAeBNob5pmwkU+1Z3AHcA64Nazz9MNWA0MN03zkcLIK5fG4e9P+HkH2CV99ZVtWSLrh9GwdcHc2zWz9mmHagnk43Tw5rCW9L66mlX7Yv1RnoxWo7g0CPML418d/sXnPT6nYXjBBzM/J/3MqEWjeH7986TmptqYUEREREREREQKQ2HtJMY0zWOmad5hmmY104mH0UUAACAASURBVDR9TdOsY5rmw6ZpJv3K3zVM0zR+pW6apjnZNM0upmlWME3TZZpmhGmaN5umaV9HUizhQ4daj9OXLycvNta2LO2jGuBwel9GsQdTObD1jG1Z5Lf5OB28MbQF/VpUt2rTNh7l77N34FajuFRoUaUFM/rM4OFWD+Pv9AfAxGT63un0i+7H4kOL9SGNiIiIiIiISClWaE1iKR/86tcjsF0778LjIXnmLNuyhFUOoPmNNa31urn7cefbMydZfp/L6eC1IS0Y0LKGVZu55TiPTN9Gnlvfs9LAx+HDnc3vZG6/uVxX4zqrHp8Vz9++/xvjvxnPsdRjNiYUERERERERkUulJrH8aRWGFewmTp45EzM/37YsbXrUxS/QBUBqfDY/rTxhWxb5fU6HwcuDr2Fw64LG/rztJ/nL1K3kqrlfatQMqcm7N7/Lqze8SuWAylZ97cm19J/Xn492fESuO9fGhCIiIiIiIiLyZ6lJLH9ayM0346xUCYD8uDjSli+3LYt/kA9teta11psWHiI7I8+2PPL7nA6D/wy8mpHta1u1pTtPc8/nm8nOc9uYTP4MwzC4pe4txETFMLzJcAy8Y19y3Dm8/cPbDJw3kLUn7TnYUkRERERERET+PDWJ5U8zfH0JHzjQWid/Nd3GNNC8S01CKwcAkJOZz5bFh23NI7/P4TB4rl8z7upcz6ot33uGO6dsIjPXvl3p8ueF+Ibwf+3+j6m9ptI0oqlVP5x6mHu+vofHVj7G6YzTNiYUERERERERkYuhJrFckvDBg8Hw7h7MWLOG3KNHbcvidDnoENXAWu9YcZyUM1m25ZE/ZhgGT/ZqygM3NbRqa/YncPsnm0jL1k7w0qZZpWZM7TWVJ9o+QbBPsFVfengpfaP7MmXnFPI8+r6KiIiIiIiIlFRqEssl8a1Zg6DrCw6vSp4xw8Y00KBVZSLrhwLgyTdZH3PA1jzyxwzD4NFbGvPYLVdYtY2HExk5aSMpmWooljYuh4sRTUcwv/98etXvZdUz8zN5ZfMrDF0wlK2nt9qYUERERERERER+i5rEcskqDB1mPU6ePQdPrn2HVRmGQadBjaz1/s1xxB5MsS2PXLy/3NSIp3oVjCrYfiyZ4R+vJyE9x8ZUcqkqBVTipeteYtItk6gfVt+q70vax5glY3hy9ZMkZCXYmFBERERERERE/peaxHLJgm+4Hle1agC4k5JIW7rM1jyR9cNo0KqKtV4zaz+madqYSC7WXdfV57moZtZ616lUhn20nrjUbBtTyeVoW60ts/rM4pHWjxDgCrDq8w7Mo090H6bvmY7bo8MKRUREREREREoCNYnlkhlOJxWGDLbWSdOm2ZjGq0P/+jic3lnJsQdTOPjDGZsTycUa1b4O/x109blR1+yLS2foR+s5maz50qWVj9OHsc3GEtMvhq61u1r1tNw0nt/wPCMWjWBn/E4bE4qIiIiIiIgIqEkslyls4EBwuQDI2rqV7N277c1TOZDmXWpa67VzD+DO99iYSP6MIW1q8cbQFjgd3k7xofgMhny4jqMJmTYnk8tRLbgar9/4Ou/d/B61QmpZ9Z0JOxm+cDjPr3+elByNhxERERERERGxi5rEcll8qlQh9JZu1jrxyy9tTOPVpmdd/AK9jevUM1n8uOK4zYnkz+jXogbv3tYKn7M7wo8nZTHog7X8fDrN5mRyua6reR1z+83lvmvuw9fhC4CJyfS90+kb3ZeY/TEaESMiIiIiIiJiAzWJ5bJVGDnSepw6fwHu5GQb04B/kA9teta11psWHCIz1b5D9eTP694sko9GtcHP5X2LikvLYeiH69hx3N7Xllw+P6cf97a4l+h+0XSq0cmqJ2Yn8tSapxizZAx7EvfYmFBERERERESk/FGTWC5bQMuW+DVtCoCZk0Py7Dk2J4LmXWoSXjUQgNxsNxvmHbQ5kfxZNzapwuQ72hLk6wQgKTOP2z7ewIaDCTYnk8JQK7QW79/8Pq93eZ3IoEir/kPcDwxdMFQjKERERERERESKkZrEctkMwyBi5AhrnTR1KqbbbWMicLocdBrU0FrvWnOSM0c1rqC06dCgIl+Oa094oA8A6Tn5jP5kI8v3xNmcTAqDYRh0rdOVmH4x3NHsDlyGd0yMx/Qwfe90es/tzcyfZ+L22Pt+IiIiIiIiIlLWqUkshSK0Vy+cYWEA5J04QfrK721OBHWbV6JOs4rehQmrpv+seaelUIta4Uy/uwOVQ/wAyMn3MO6zzSzYcdLmZFJYAn0C+WvrvzK732w6VOtg1ZNzknl23bPctug2tp/ZbmNCERERERERkbJNTWIpFA5/f8IHD7LWSV98YWOaAp0GNcTh8B6AdupACvs3awdqadQ4MoRZ4ztQs0IAAPkekwen/cD0TUdtTiaFqX5YfT7s9iFvdHmD6kHVrfquhF2MXDSSp1Y/RXxWvI0JRURERERERMomNYml0IQPGw4O70sqY+1acg7aPwe4QmQQV99U01qvnbOfvBz96nppVKdiEDPHd6BB5SAAPCb8ffaPTFxl/+tMCo9hGNxc52aio6K595p78XP6WddiDsTQZ24fvtj1BXmePBtTioiIiIiIiJQtahJLofGtWYPgG2+01klfTrUxTYE2veoREHJ2pm1SDluXHrE5kVyqamEBzLinA1dVD7Vqzy/czRvfaJRIWRPgCuC+FvcR3S+am2rdZNXT89L5z6b/MGT+EDae2mhjQhEREREREZGyQ01iKVQRI26zHqfMnYs7Pd3GNF5+AS7aRzWw1j98fZTU+CwbE8nlqBjsx7S729OmTgWr9sY3+3h+4W41isugmiE1efOmN/mg6wfUDa1r1fcn7+fOZXfy+MrHic2ItS+giIiIiIiISBmgJrEUqsAOHfCtXx8AT2YmKdExNifyatqhGpVrhwDgzvOwds5+mxPJ5Qj19+GzO9tyXaNKVm3S6kP8ffYO8t0eG5NJUelUoxNz+s7hkdaPEOAKsOpLDi+hb3RfJv44kVx3ro0JRUREREREREovNYmlUBmGQYXzdhMnffllidjdaTgMrht6hbU+sPUMx/cm2ZhILlegr4uJY9rQ/apIqzZj83Hun7qV7DzNnS6LfJw+jG02lvlR8+lRr4dVz8rP4s2tb9I/pj/fH//exoQiIiIiIiIipZOaxFLowvpF4QjyHi6We+gQGavX2JzIq1qDMBpdW9Var56xD492nZZqfi4n79zWkkGtCw4nXLrzNHd8uom0bB1sVlZVDarKf6//L5/c+gmNKjSy6kfTjnL/t/dz3zf3cSjlkI0JRUREREREREoXNYml0DmDgwgbOMBaJ06ZYmOaC3Uc0ACXr/dln3AinV2rT9qcSC6Xy+ngvwOv5q7O9azauoMJDP94PfHpOTYmk6J2beS1zOg9gyfaPkGIT4hVX3ViFQNiBvDfTf8lNTfVxoQiIiIiIiIipYOaxFIkIkaNAsMAIGP1anL2l4wZwMEV/GndvY613jDvENkZ2nFa2jkcBk/2asrfuje2aj+dSGXwB+s4lphpYzIpai6HixFNRzC//3wGNhqIgfd9J9/M5/Ndn9N7Tm9m/jwTt0cjSERERERERER+i5rEUiR8a9UipOvN1jpxymc2prlQi661CanoD0B2Rh4bF+jX0ssCwzC4r0tDXhrQHIe3T8ih+AwGfbCWvbFp9oaTIlcxoCITOk5geu/ptKrSyqon5STx7LpnGbpgKJtiN9mYUERERERERKTkUpNYikzEmDHW45SYGPITE21MU8Dl66TToIbW+qeVJ0g4kW5jIilMw9rW5r0RrfB1et/eTqfmMOTDdWw5ooMKy4OmFZsyuftkXr7hZaoFVbPqe5P2MnbpWB5d8Sgn0zVmRkREREREROR8ahJLkQlo3Rr/q64CwMzNJemrr2xOVKB+i8rUaBwOgOkxWT1zH6Zp2pxKCkv3ZtWYPPZagv1cAKRk5TFy4gZW7I2zOZkUB8Mw6F63OzFRMdzX4j78nf7WtWVHltE3ui/v/PAOmXkaRSIiIiIiIiICahJLETIMg4jbC3YTJ02dhic318ZEBQzD4LohV5wbm8zxPUkc2h5vbygpVB0bVGLauPZUDPIFICvPzV1TNhOz7YTNyaS4BLgCuPeae5nffz496/W06jnuHD7c8SF9ovuw8OBCfUAkIiIiIiIi5Z6axFKkQm+9FVfVqgC44+NJXbjI5kQFKtYIptn1Naz1mln7yM/T4VZlSfOaYcwc34Ea4QEA5HtMHvpqG5PXaA51eRIZFMl/rv8Pn/X4jCsrXmnV4zLjeGLVE4xePJqd8TttTCgiIiIiIiJiLzWJpUgZvr5UGDHCWidOmVKidu217VMfv0DvSILU+Gy2Lj1qcyIpbPUrBzP73o5cUTXYqk2Yv4vXlu0tUa9FKXotq7RkWq9pPNvxWSr6V7Tq285sY9jCYfxzzT+Jz9JvFIiIiIiIiEj5oyaxFLkKQwZjBHh3cubs2UPmhg02JyrgH+xD+371rfXWJUdIOaM5pWVNZJg/M+7pQMva4Vbtre/288TsH8l3e2xMJsXNYTjo36g/C/ov4I5md+ByuKxr0fuj6TWnFx/v+Jjs/GwbU4qIiIiIiIgULzWJpcg5w8MJi+pnrRMnT7ExzS9deV0NqtQJAcCd7+H7r37WDtMyKDzQly/vakeXxpWt2vTNx7j78y1k5ubbmEzsEOwbzF9b/5XoftF0qdXFqmfmZ/LWD2/RN7oviw4u0nuBiIiIiIiIlAtqEkuxiBg12nqcvmIFOYdKzkxYh8Pg+uGN4ewhdkd3JnJw2xl7Q0mRCPR18fHoNgxsVdOqfbcnjts+3kBiRsk4VFGKV53QOrx909t82PVDGoQ1sOqnMk7x91V/Z+SikWyL22ZjQhEREREREZGipyaxFAu/+vUI7tLFWidOKVm7iavWDaXZdQWH2K2esY/cbO0uLYt8nA5eGXw193UpaAhuO5bMoPfXcixRo0bKq441OjKr7yz+2f6fRPhHWPUd8TsYtXgUj698nBPpJ2xMKCIiIiIiIlJ01CSWYhNx++3W45S50eQnJNgX5le061efgBAfANKTcti86LC9gaTIGIbB37o34Zm+V2Gc3UF+MD6DAe+vZefJFHvDiW1cDhdDGg+x5hX7OHysa0sOL6Hv3L68vuV10nPTbUwpIiIiIiIiUvjUJJZiE9iuLf5XXQWAmZND0pdf2pzoQv5BPnQc0NBab//mGAkn1Qwqy8Z0rMu7t7XC1+V9KzyTlsPQD9ezZn+8zcnETiG+Ify19V+ZFzWPW+veatVzPbl88tMn9Jrbixl7Z5Dv0W8biIiIiIiISNmgJrEUG8MwqDjuLmud+OVUPBkZNib6pcbtI6nWMAwAj8fk+2k6xK6s69m8Gp+PbUuIvwuA9Jx8bv90IzHbNFqgvKsZUpNXbniFz3t8TvNKza16YnYiz61/jsHzB7PmxBobE4qIiIiIiIgUDjWJpViFdOuGT61aAHhSUkiePcfmRBcyDIMbhjfGcHhnEJzcl8zPG0/bnEqKWrv6FZk1viORof4A5LlNHvpqGx9/f9DmZFIStKjSgi96fsFL171EZFCkVd+fvJ/x34zn3m/u5UDyARsTioiIiIiIiFweNYmlWBlOJxXH3mGtEyZ/ipmXZ2OiX6pYI5hrbqpprdfM2kdOZsnKKIWvcWQIc+7rSKMqwVbthUW7eX7BLjwe7SYv7xyGg171ezE/aj4PtHyAAFeAdW31idUMnDeQ59c/T2J2oo0pRURERERERC6NmsRS7ML698cZEQFA/slTpC5ZYnOiX7q2dz2Cwv0AyErLY0OMdpSWB9XDA5g1viPX1q1g1SauPsQDX/1Adp7bxmRSUvi7/Ln76rtZNGARAxsNxMD7Wwdu0830vdPpNacXE3+cSHZ+ts1JRURERERERC6emsRS7Bz+/lQYOcJaJ0ycVOLm/vr6u+g8uJG1/un7E8QdSbUxkRSXsEAfPr+zHbdeVdWqLdxxilGTNpCUkWtjMilJKgVUYkLHCczsM5N21dpZ9fS8dN7c+ia95/YmZn8Mbo8+XBAREREREZGST01isUWF4cMxAry/rp2zdy8Zq0ve4U8NWlWm9pXeHc+mCSun7tXYgXLC38fJeyNaM7pDHau26XASA99fy9GETBuTSUnTOKIxH3f7mHdueoe6oXWt+unM0zy15imGLhjK2pNr7QsoIiIiIiIichHUJBZbuCpUIHzQIGudMGmSjWl+nWEYXDf0Chwu76+Txx1JY9fqkzankuLidBg80/cqnuzZ1KodjM+g/3tr2HYs2cZkUtIYhsENtW5gTr85/LP9P4nwj7Cu7U3ayz1f38M9X9/D3sS9NqYUERERERER+W1qEottIsaMAacTgMz168n68SebE/1SeNVAWt1asJt0ffQBstI0cqC8MAyDcdfX570RrfB1ed8uEzJyGfbROpbtjLU5nZQ0Pg4fhjQewqIBixh/zfgLDrdbe3Itg+cP5snVTxKbodeOiIiIiIiIlCxqEottfGvWILRHD2tdEncTA7S+tQ6hlfwByMnMZ+3cAzYnkuLWs3k1pt7VjgqBPgBk53m454stTF5zyOZkUhIF+QRxf4v7WdB/AQMbDcRheP+v1sRk3oF59J7bmze3vklabprNSUVERERERES81CQWW1W8c6z1OG3pUnIOlbymm8vXyfXDGlvrPWtPcXK/xg2UN23qRjDnvk7UqRgIeOdUT5i/i+cW7NKsavlVVQKrMKHjBGb3mc31Na+36jnuHCb+OJFec3rx5e4vyXPn2ZhSRERERERERE1isZl/06YEXXedd2GaJHw80d5Av6FOs4rUb1HZWq+cuhe322NjIrFDvUpBzLm3Iy1rh1u1SasPcd+XW8nOc9uYTEqyhhUa8u7N7zLplkk0jSiYcZ2Uk8RLG18iKiaKZYeXYZr6sEFERERERETsoSax2K7S+Husxynz5pF34oSNaX5b5yGNcPl6f2QST2bww7KjNicSO1QM9mPauPbcelVVq7ZkZyy3fbyehPQcG5NJSde2Wlu+6v0VL133EtWDqlv1o2lHeXTlo4xcPJIf4n6wMaGIiIiIiIiUV2oSi+0CW7cm8NprvYv8/BI7mzgkwp92fetb680LD5N8OtPGRGIXfx8n741ozdhO9aza1qPJDHx/LQfPpNuYTEo6h+GgV/1ezOs/j8faPEaIb4h1bceZHYxePJoHv3uQA8mafS4iIiIiIiLFR01iKREqnrebOHnWbPLi4mxM89uuvrEmlWt7mzrufA/Lv9iDqXm05ZLTYfB0nyv5V58rMQxv7XBCJv3fW8u6Awn2hpMSz8/px5irxrB4wGLGXDkGH4ePdW35seUMmDeAf675J7EZsTamFBERERERkfJCTWIpEYI6dsS/eXMAzNxcEj+dbG+g3+BwOrhxVBMMh7creHJfMrvXnrI5ldjpjk71eH9Ea/x9vG+nKVl5jP5kAzM2H7M5mZQGYX5hPHbtY8yLmkePej2susf0EL0/ml5zevHKpldIztZhmSIiIiIiIlJ01CSWEsEwDCrdO95aJ02fTn5Sko2JflvlWiG07FbLWq+ds5+MFM2iLc+6N4tkxj0dqBziB0Ce2+Rvs3bwnyV78GinuVyEmiE1+e/1/2VG7xl0qt7Jqud6cpmyawo95vTg4x0fk5mnETciIiIiIiJS+NQklhIjuEsX/K64AgAzM5Okzz+3OdFvu7ZXPUIrBwCQk5nPquk/25xI7HZ1zXBi7u9Ek8iCGbPvrzjA/VO3kpXrtjGZlCZNKzblg24fMOmWSTSv1Nyqp+el89YPb9Frbi9m7J1BnifPxpQiIiIiIiJS1qhJLCWG4XBQ8Z67rXXi51/gTkuzMdFvc/k6uXFEY2t9YOsZDm0/Y2MiKQmqhwcw696O3NSkilVb/FMswz5aR1xqto3JpLRpW60tX/b8kte7vE7d0LpWPT4rnufWP0f/mP4sObwEj+mxL6SIiIiIiIiUGWoSS4kS2r07vnXqAOBJSyNp6jSbE/22mk0iaNKxmrVeOe1ncrPybUwkJUGwn4uPR7fhjk51rdr24ylEvbuG3adS7QsmpY5hGHSt05W5/eYyocMEqgQWfPhwJPUIj698nOELh7Pu5DobU4qIiIiIiEhZoCaxlCiG00nFu8/bTTx5Mp7MkjuDs9PAhgSE+ACQkZzD+ugDNieSksDpMPhXn6t4rt9VOM8dcpiSzaD317J8T5zN6aS0cTlcDLxiIAv7L+SR1o8Q4lsw0mRXwi7u/vpuxi0bx874nTamFBERERERkdJMTWIpccL69sFV3btD152URNJX021O9Nv8g3y4bugV1vrH709w6kCKjYmkJBnVoS6TxrQh2M8FQEaumzunbGLymkM2J5PSyN/lz9hmY1k8YDFjm43Fz+lnXVt/aj3DFg7j0RWPcjjlsH0hRUREREREpFRSk1hKHMPHh0rjxlnrhIkTS/Ru4oatq1CneUXvwoTlX+zBnac5oeLVpXEVZt/bkRrh3oMOPSZMmL+Lp2N+It+t14n8eWF+YTzS+hEW9l/IwEYDcRpO69qyI8uIioni6TVPczL9pI0pRUREREREpDRRk1hKpLCBA3FVO7ubODGRpGkldzaxYRjcMLwxPn7eRk3SqQy2LjticyopSRpHhhB9fyda1Aq3ap+tO8Ltn24iJTPPxmRSmlUNqsqEjhOY228u3ep0s+pu083c/XPpPbc3L254kfiseBtTioiIiIiISGmgJrGUSA5fXyrdc4+1Tpg4CU9Gho2Jfl9IhD/to+pb682LD5N4quTmleJXOcSPr+5uT++rCw47XL0/nqj31rA/Lt3GZFLa1Qurx2tdXmNqz6l0qNbBqud58pi6Zyo95/TkjS1vkJKjUTgiIiIiIiLy69QklhIrfEB/fKpXB7yziROnTrU50e9rdkNNqtYLBcCTb7Liiz2YHtPmVFKS+Ps4eXt4Sx7pWjDH+lB8Bv3fW8OKvTrQTi5P88rN+eiWj/jk1k9oUbmFVc/Kz2LST5PoPrs7H27/kIw8fYAlIiIiIiIiF1KTWEosw9eXiuMLdhMnTvoEd3rJbW44HAY3jmyCw2EAcOpACjtXayaoXMgwDB7q2oj3RrTC38f7FpyWnc/YyZuYtPoQpqkPFuTyXBt5LZ/1+Ix3b36XJhFNrHp6XjrvbHuHHrN78NnOz8hx59iYUkREREREREoSNYmlRAvv3x+fGjUAcCcnk/TllzYn+n0VawTTqnsda712zn7Sk9SIkV/q2bwas8Z3pFqYP+A90O65Bbt4YvaP5ObrQDu5PIZhcH3N65neezov3/AydUPrWteScpJ4efPL9JzTk5k/zyTPo7nYIiIiIiIi5Z2axFKiGT4+VLp3vLVO/OQT3Okle35r6x51CK8aCEBetpuV0/Zqd6j8qmY1woj5Syda1i440G765mOMnLiBhHR9uCCXz2E46F63O3P7zeXZjs9SPai6dS0uM45n1z1Lv+h+LDi4ALfHbWNSERERERERsZOaxFLihfXrh0+tWgC4U1JI+uILmxP9PpePkxtHNrbWh3fE8/OGWBsTSUlWJcSfaePaM6BlDau28XAifd9Zw+5TqTYmk7LE5XDRv1F/5vefzz/a/oOK/hWta8fSjvGPVf9g0PxBfHvkW32oJSIiIiIiUg6pSSwlnuHjQ6XxBbuJEz6djDstzcZEf6x6owo071LTWq+asY+MZO0MlV/n7+Pk1SHX8I8eTTC8I605kZzFwPfXsmynPmCQwuPr9OW2prexaMAiHm71MKG+oda1/cn7eXjFwwxbOIzvj3+vZrGIiIiIiEg5oiaxlAph/friU7s2AJ6UFBI/+8zmRH+sQ/8GhFbyzpvNycxn+Zd71HSR32QYBvfc0ICJo9sQ5OsEIDPXzT1fbOHd5fv12pFCFegTyJ3N72TJwCWMv2Y8ga5A69quhF3c/+39jFg0gjUn1ui1JyIiIiIiUg6oSSylguFyUenee6114qeTyU9KsjHRH/Pxc3LzmKbW+siPCexZp12h8vtublqVufd3olZEAACmCS8v3cv9U7eSkZNvczopa0J8Q7i/xf0sHriYMVeOwc/pZ137Mf5Hxn8zntGLR7P+1Ho1i0VERERERMowNYml1Ajr0xvfevUA8KSnkzBxos2J/lj1RhW4+saCsROrZ+4jPSnbxkRSGlxRNYSY+zvTrl6EVVv0YywD31/L0YRMG5NJWRXhH8Fj1z7G4gGLGdF0BL4OX+vatjPbGLdsHHcsvYNNsZtsTCkiIiIiIiJFRU1iKTUMl4vKDz1orZO++JK806dtTHRx2kc1IKyyd1doblY+y7/Q2An5YxFBvnxxVzvGdKhj1fbEptHnndWs2nfGxmRSllUOrMwTbZ9g4YCFDG08FJfDZV3bcnoLY5eO5a6ld/FD3A82phQREREREZHCpiaxlCoht9yC/5VXAmDm5BD/3vs2J/pjPn5ObhrTFM4eSHZ0ZyK7156yN5SUCj5OB8/0a8Z/B12Nr9P7dp2SlceYTzby8fcH9WGDFJnIoEieav8Ui/ovYvAVg3EZBc3iDbEbGL14NPd8fQ/bz2y3MaWIiIiIiIgUFjWJpVQxHA4qP/KItU6ePZvcI0dsTHRxqjcM55qbalnrNTP3kZaosRNycYa0qcX0e9pTNdQ7L9ZjwguLdvPw9G1k5bptTidlWbXgajzd4Wnm95/PgEYDcBpO69rak2sZuWgk931zHzvjd9qYUkRERERERC6XmsRS6gR17kTgtdd6F/n5nHnrbXsDXaR2/eoTVuXs2IlsN8s/362doHLRWtauwPwHOtO6TgWrFrPtJIM+WMvxJM0plqJVM6Qmz3R8hvlR8+nboC8Oo+A/H1adWMWwhcN44LsH2J2w28aUIiIiIiIicqnUJJZSxzAMKv+1YDdx6sKFZO/ZY2Oii+Pj6+TmMVdaYyeO7U5is54CHAAAIABJREFU1+qT9oaSUqVKiD/TxrVneNvaVm3nyVT6vrOGdQcSbEwm5UWt0Fq80PkFYvrF0Kt+L4xzb2jAimMrGLJgCA9995CaxSIiIiIiIqWMmsRSKgW2bEnwjTda6zNvvGljmotXrUEYLW4+b+zErP2kJmTZmEhKG1+XgxcHNOeF/s3wcXobdIkZuYyctIEpaw9rd7oUi7phdXnpupeI7hdN97rdL2gWf3fsO4YsGMID3z6gMRQiIiIiIiKlhJrEUmpVfvhhMLyNifQVK8jcutXmRBenXd/6hFcNBCAvx83yz/eosSd/2oh2dZg2rj2Vgr1zit0ek3/N28mjM7drTrEUm/rh9Xn5hpeZ3Xc23ep0u+DaiuMrGLZwGPd9cx8/nvnRpoQiIiIiIiJyMdQkllLLv/EVhPbuba3PvPZ6qWi2unyd3Dym6bn+Nsf3JLFzlcZOyJ/Xpm4ECx7ozDW1wq3anK0nGPD+Wo4maE6xFJ9GFRrxWpfXmNVnFrfUueWCncWrTqzitkW3Mf7r8WyL22ZjShEREREREfktahJLqVb5gb+AywVA5ubNpC9fYW+gixRZP4wW3Qrmyq6ZvZ/UeI2dkD8vMsyf6Xe3Z0ibmlZt96lUer+9iuV74mxMJuVR44jGvNrlVeb0nUOPuj0uaBavObmGUYtHMW7ZOLac3mJjShEREREREflfahJLqeZbuzYVhgyx1nGvvIKZn29joovXtk89KkR6x07k57j57vPdmJ6SvxNaSh5/Hyf/GXg1Lw5ojq/T+7aemp3P2CmbeP3rn/HodSXFrGGFhvz3hv8S3S+aXvV74TAK/nNj/an13L7kdu5ceiebYjfZmFJERERERETOUZNYSr1Kf7kfR1AQALkHD5I8a7bNiS6Oy8fJzWOutMZOnNibzI4Vx+0NJaWWYRgMb1ubGeM7UD3MHwDThDe/3cedUzaRnJlrc0Ipj+qH17cOuOvboO8FzeKNsRsZu3Qsty+5nfWn1peKcUEiIiIiIiJllZrEUuq5IiKoOG6ctT7zzju40zNsTHTxqtYLpeWtdaz1ujkHSDiZbmMiKe1a1Apn/gOd6dSwolVbvvcMfd5Zzc6TKTYmk/KsXlg9Xuj8AvOj5hPVMAqn4bSubTm9hXHLxjFmyRjWnlirZrGIiIiIiIgN1CSWMiFizGhckZEAuOPjSfxkks2JLl7bXvWoVCsYAHe+h68/2YU7z2NzKinNKgb7MeWOttzbpYFVO5aYxYD31jJ7i3ari31qh9bmuU7PMb//fAY2GojLcFnXfoj7gXu+uYcRi0aw4tgKNYtFRERERESKkZrEUiY4AgKo/NBD1jrh08nknS4dh3Y5fRx0u+MqnD7eH8eE4+msn3fQ5lRS2rmcDv7evQkfjGxNsJ+3EZeT7+HRmdt5KvpHcvLdNieU8qxWSC0mdJzAggELGHzFYFyOgmbxj/E/8sB3DzBo/iCWHFqC26PXqoiIiIiISFFTk1jKjLC+ffBr2hQAMyuLM2+/ZXOiixdRPYiOAwp2fW775ijH9yTamEjKiu7NIon5SycaVQm2al+sP8rQD9dzMjnLxmQiUCO4Bk93eJpF/RcxtPFQfBw+1rWfk37m8e8fJyomirn75pLnybMxqYiIiIiISNmmJrGUGYbTSdXHH7PWKXPmkr33ZxsT/TnNu9Sk9pUR3oUJ307ZTXaGmiJy+RpUDib6/k70urqaVdt2LJleb61ixd7SseNeyrZqwdV4qv1TLBm4hNFXjibAFWBdO5x6mKfXPk2vOb2Ytmca2fnZNiYVEREREREpm9QkljIlqGNHgq67zrvweIh75RV7A/0JhmFw05im+Ad5d9KlJ+WwcupezeWUQhHk5+Kd4S15qldTnA4DgKTMPO6YvIlXl+3F7dHrTOxXJbAKj1/7OEsHLmVc83GE+IRY105lnOLfG/5N99nd+fSnT8nIKx0HlIqIiIiIiJQGahJLmVPl8cfA4X1pZ6xaRfqaNTYnunhBYX7cOKqJtd6/JY6fN562MZGUJYZhcNd19fnq7vZUDfUDwDTh7e/2M3LiBuLStENTSoYK/hV4sNWDLB20lIdaPUQFvwrWtYTsBF7b8hq3zLqF97e/T0pOio1JRUREREREygY1iaXM8b/iCsIG9LfWp198ETM/38ZEf079FpW5slPBWIDvp+0lNV6zY6XwXFs3goUPXkfnhpWs2rqDCfR6azXrD/4/e/cdHlWVsAH8vdMy6YX0HtKBUEINodfQpYkdXXvBXVldFfcTu7s2EHQVC4oNRHondCIQ6Z30QnrvZSYzc78/IoMxYRcmITeTvL/n8eG555zMvmwgQ97ce06JhMmImrJV2eKRiEewe85uvDjwRbhauRrnKrWV+M/Z/2Di+olYcmoJiuuKJUxKRERERERk3lgSU6fk8uyzkFlZAQC0KakoW/OzxIluTfTcYNi5NO7Jqa3XY++3l2HgdgDUhpxtLLDqL4Pwt3HBEBp3n0BRlQb3fBmPTw+k8M8bdSiWCkvc1+M+7Jy1E4ujFsPbxts4V9NQg5UXVyJmfQze+e0d5FXnSZiUiIiIiIjIPLEkpk5J6eqKbk8+YbwuWr4curIyCRPdGpVagfF/6QHh971j81IqcHp3psSpqLORywT8bVwIvvvLIDhZqwAABhF4f3ciHvnuJMpqtBInJGpKJVdhTsgcbJ25Fe8MeweB9oHGOY1eg9UJqzF5w2T889d/Iq08TcKkRERERERE5oUlMXVaTvPnQ+nrCwAwVFSgePknEie6Ne4B9hg4xd94fWJrOgozK6ULRJ3W8GAX7Hh2OAb4Xd/3dX9CIaYu/xVns8olTEbUMoVMgWmB07BhxgYsGbUE4U7hxjmdqMPm1M2YsXkGnt3/LM4VnZMwKRERERERkXlgSUydlkylgtuL/zBel61Zg/rEJAkT3br+MX5w724HADAYROxZeRkNGr3EqagzcrdXY/VjQ/DYiO7GsZzyOsz9/Ci+OZIOUeT2E9TxyAQZxvmNw89Tf8bn4z5HpGtkk/kDWQdw34778NCuhxCXHcc/x0RERERERDfAkpg6NZsxY2A9NKrxwmBoPMTOjEoCmVyGcQ/1gNJCDgAoL6jFkfUpEqeizkopl2HR5HB8cX9/2KkVAIAGvYjXt17G49+fQnktt5+gjkkQBER7RWPVpFX4ftL3GOUzqsn8yYKTeGrfU5i7dS52pO2AzmA+h5kSERERERG1B5bE1KkJggDXl14C5I0la218PKr27pU41a2xd7HC8HnBxutLh3OQfr5YwkTU2U3o6Y7tzw5HhJe9cSz2cgGmLPsVpzJLJUxG9L/1de2L5WOWY9OMTZgeOB0KQWGcSyxLxItxL2Lqxqn4OeFn1OvqJUxKRERERETUcbAkpk5PHRICx7vuMl4X/vs9GDQaCRPdurAoDwT2czFeH/j+CmoqzOv3QObFx8kK656MwoND/Y1jOeV1uHNFPP5zMAUGg/nckU9dU6BDIN4e9jZ2zNqB+8Lvg6XC0jiXU52Dt357CxPXT8SX579EpZb7vRMRERERUdfGkpi6BJcFz0Bu33hXZEN2Nkq/+VbaQLdIEASMujcMVvYqAEBdVQP2rLzMoo5uKwuFHK9N74kV9/eHvaUSAKA3iHhvVyLmf3McRVX8QQV1fB42Hnhx0IuInR2Lp/o8BXuL63fIl9aXYtmZZZiwbgI+PPkhCmsLJUxKREREREQkHZbE1CXIHRzg/OwC43XxihVoyM2VMNGtU9soMe6hHoDQeJ2TWIbTuzIkzURdw8Se7tjx1+Ho7+doHItLLsbkZXE4ksKtT8g8OKgd8GTfJxE7OxYvDXoJ7tbuxrmahhp8e+lbxKyPweKji5FWkSZhUiIiIiIiovbHkpi6DMd582AREgIAEOvqUPDuuxInunU+YU4YMMnfeH18azpyk8ukC0RdhpeDJdY8NgRPjQqE8PsPKoqqNLjv69/wwe5E6PQGaQMS3SQrpRXuDb8XO2btwNvD3kagfaBxrsHQgA3JGzBj0wws2LcAJ/NPmtVhp0RERERERKZiSUxdhqBQwH3xq8brqj17UX3okISJTDNwij88ghoflxZFIParS6ir0kqciroCpVyGf8SEYdVDg+Bs07j1iSgCnxxIwd1fxiOvok7ihEQ3TylTYnrgdGyYsQHLxyxHX5e+TeYPZh/EQ7sfwr077sXujN3QG/QSJSUiIiIiIrr9WBJTl2LVvz/sZ840Xue/9TYM9eZ1ur1MLsOEh3tCbd24R2xNhRb7Vl2ByP2JqZ2MCHHBjr8OR3RQN+PYiYwyTPo4DnsuF0iYjOjWyQQZRvmMwveTv8eqmFUY5TOqyfyF4gt4/tDzmLJxCn668hNqG2qlCUpERERERHQbsSSmLsf1+b9DZmcHAGjIykLJl19JnOjW2TiqMfbBcON15sUSnN2XJWEi6mpcbdX47i+D8fyEEMh+336ivLYBj353Ev+36SLqG3jXJZmfSLdILB+zHFvu2II5IXOgkqmMcznVOXj3+LsYv248lp1ehuI67sdNRERERESdB0ti6nIU3brBdeFzxuuSL7+ENjNTwkSm8Y9wRt/xvsbr+I2pyE+vkDARdTVymYBnxgTj58ej4GGvNo5/H5+J6Z/8iit5lRKmIzJdgH0AFkctxu45u/F478dhb2FvnKvUVuLLC19i4rqJeO3oazzkjoiIiIiIOgWWxNQlOcydC3WvXgAAUatF/ltvm+XhRENmdIdbQONd0QaDiNgvL6G+pkHiVNTVDPR3ws6/DkdMT3fjWFJBNWZ8egTfHkk3y79bRADgbOmMZ/o9g9jZsVg0eBG8bbyNc1qDFuuT1/OQOyIiIiIi6hRYElOXJMjlcF+8GBAan5OviYtD1Z49Eqe6dXJF4/7EKksFAKCqtB4HfkhgUUHtzsFKhc/ui8S7syKgVja+tWh1Bry29TL+8u0JFFdrJE5IZDorpRXuDrsb22Zuw4cjP0SEc0ST+T8fcqcz6CRKSkREREREZJo2K4kFQfAWBGGlIAi5giBoBEHIEARhqSAIjjf58aMEQRBv4j+ftspMXZtlRC843DXPeF3wzrsw1NRImMg0ds6WGPNAmPE67UwRLh7KkTARdVWCIODuQb7YtmA4enjYGccPJBYhZmkcDiUVSZiOqPXkMjkm+E/Aj5N/xLcx3974kLsNU7Dq0ipUaaukCUpERERERHSLhLa441AQhEAARwG4AtgMIAHAIACjASQCiBZFseR/vIY/gAdvMB0BYBaAi6IoRtxgzc3kPBUZGRl56tQpU1+COhl9RQVSJ02GvrQUAOD4wP1wX7RI4lSmObwmCRcOZgMAZAoBc/4xAC6+thKnoq5Ko9Pjg92J+DIuvcn4w8MC8I+YUFgo5BIlI2pbaRVp+O7Sd9iauhVag7bJnLXSGjODZuKe8HvgY8ufcRMRERERUdvq378/Tp8+fVoUxf6tfa22Kol3A5gA4FlRFJf/YfwjAM8BWCGK4hOteP3VAO4C8FdRFJe14nVYElMzFZs3I/fFlxovBAH+P6+BZe/e0oYyga5Bj/XvnUJxVjUAwN7FEne+MhAqtULiZNSVHU4qwsK155psNxHuYYfld/dFkCt/iEGdR3FdMVYnrMbaxLUo15Q3mZMJMozxGYP7e9yPfq79IPy+1REREREREVFrdKiS+Pe7iFMAZAAIFEXR8Ic5WwB5AAQArqIo3vKz/IIgOAPIBmAA4CmKYvn/+JD/9losiakZURSR9fAjqDl6FABgERKCgPXrICiVEie7deUFtVj7zgk0aPQAgOCBbhj/lx4sJEhSxdUa/GPdeexPKDSOqZUyvDKlB+4b7Ms/n9Sp1OvqsTVtK364/APSKtKazffs1hP397gfE/wnQCkzv/cZIiIiIiLqONqyJG6LPYlH//5r7B8LYgAQRbEKwBEAVgCGmPj68wFYAPilNQUx0Y0IggD311+DoFYDADRJSShZ+Y3EqUzj4GaFUfeGGq+TTxTgytE8CRMRAc42Fvh6/gC8MaMnVIrGt536BgP+b9NFPPTtCRRW1kuckKjtqBVqzA2Zi40zNuKzcZ9hqOfQJvOXSi7hpbiXELM+Bl9f+BoVmgqJkhIREREREV3XFiXxtUYq6Qbzyb//GmLi6z/6+68rbvYDBEE41dJ/AML+5wdTl6Ty8YHLggXG6+JPP4U2I0O6QK0QMsgd4dEexuvDa5JQlMXDk0hagiDggSh/bHkmGqFu17eZOJhYhIlLD2PXRf4wgzoXmSDDMK9hWDF+BTZM34BZwbOgkqmM84W1hVh6einGrxuPt+LfQkZFhnRhiYiIiIioy2uLktj+919vdCvMtXGHW31hQRBGorGEviiK4lETshHdNKf5D0DdowcAQNRqkbf4NbTFnt1SGD4vBE6e1gAAfYMBu1ZcQH1Ng8SpiIAwdztsfiYajwwLMI6V1TbgiR9O4/lfzqGqnn9OqfMJdgzG60NfR+ycWDzV9yk4qZ2Mc3W6Ovyc+DOmb5qOBfsW4HjecbN97yEiIiIiIvPVFiXx7fTY779+cSsfJIpi/5b+A5DQ9hGpsxAUCri/+QYglwMAan/7DRUbNkicyjRKlRwxj/WCUt34e6ksrsfeby5DNLB4IOmplXL8c2oP/PTIYHjaq43j605lI2ZpHI6nl0qYjuj26WbZDU/2eRJ75uzBm9FvIsTx+kNWIkQczD6Ih2Mfxuyts7E+aT3qdHUSpiUiIiIioq6kLUria3cK299g/tr4Le0nLAiCE4DZAOoAfG9aNKJbY9mzJ5zmzzdeF7z3PnTFxRImMp2juzXGze9hvM68WIKTOzOkC0T0J0ODnLHzbyNwR19P41hOeR3mfXEM/9qZAI1OL2E6ottHJVfhjqA7sG7aOnw54UuM8B7RZD65LBmvHXsN49eNx5JTS5BXze1YiIiIiIjo9mqLkjjx919vtOdw8O+/3mjP4hu5dmDdWh5YR+3JZcEzUHp7AwAMFRXIf+NNs330t3s/F0RO9DVeH9+WjsyLJRImImrK3lKJpXf1w/K7+8HeUgkAEEXg80OpuOPTo0jM537a1HkJgoAhHkPw6dhPseWOLZgXOg+WCkvjfIWmAisvrsSkDZOw8OBCnMw/abbvR0RERERE1LG1RUl84PdfJwiC0OT1BEGwBRANoBZA/C2+7rUD625pqwmi1pJZWsL99deM11WxsajauVO6QK00eHp3eIU6Nl6IwJ6Vl1BZzEeYqWOZ1scTu/82AsODnY1jV/IqMe2TX/FVXBoM3CqFOrkA+wD8c8g/sWfOHjw/4Hl42XgZ5/SiHnsy9+Ch3Q/hzm13YmPyRmj0GgnTEhERERFRZ9PqklgUxVQAsQD8ATz9p+nXAVgD+F4UxZprg4IghAmCEHaj1xQEYTiAcPDAOpKITXQ0HObOMV7nv/Gm2W47IZPLMOHhnrBxtAAAaGp12LniAnRaPspPHYu7vRqrHhqE16b1gIWi8e1JqzPgre1XcNeX8bhaUitxQqLbz97CHvN7zsf2mdvx8eiPMdh9cJP5hNIEvHr0VYz/ZTyWnV6G/Jp8iZISEREREVFnIrTFY4uCIAQCOArAFcBmAFcADAYwGo3bTAwVRbHkD+tFABBFUbjB630P4D4Az4qiuLzVAa+/7qnIyMjIU6dOtdVLUiemr65G2rTp0OU17gVpO348vJZ9DEFo8Y9th5efXoGNH5yGQd/4dz4syh1jHgg3298PdW7JBVV4bu1ZXMypNI5ZqeRYNDkc9w725Z9b6lKSy5KxOmE1tqZuRb2+vsmcXJBjnN843Bt+L/q69OXfDSIiIiKiLqR///44ffr0aVEU+7f2tdqkJAYAQRB8ALwBIAZANwB5ADYCeF0UxbI/rb1hSSwIgiOAXAAiAM+23I+YJTHdquojR5D18CPGa88PP4D9lCkSJmqdi4dzcOinROP1yHtC0WuE13/5CCLpaHUGfLI/GZ8eTIX+D9tNDA92xr9n94ang+V/+WiizqdCU4ENyRuwOmE18mqaH2YX7hSOe8PvRUxADCzkFhIkJCIiIiKi9tQhS2JzwJKYTJH36mKUr10LAJA7OKD7tq1QODv/j4/qmERRxP5VV5AQ3/h4skwuYObzkXAPsJc4GdGNnc8ux8K155BSWG0cs7VQ4P+m9sDcAd68c5K6HJ1Bh0NZh/Bjwo84kX+i2byjhSNmBs/EnaF3NtnbmIiIiIiIOheWxCZiSUym0FdXI236dOhyr207MQ5ey5aZbTGl0+qx/v1TKM5qLNxsHC1w56KBsLRVSZyM6MbqG/RYsicJX8Sl4Y9vW2PCXPGvWRFwtVNLF45IQomliVidsBrb0rY1O8xOgICR3iMxL2wehnoOhUxoi/OKiYiIiIioo2jLkpjfLRD9D3IbG3i+9ZbxumrPXlRu2y5hotZRqOSIeSwCFlYKAEB1mQa7v7oEg94gcTKiG1Mr5Xh5cjjWPREF/25WxvH9CYUYv+QwNp/NQVf6oSfRNaFOoXht6GvYO2cv/hb5N3hYexjnRIg4mH0QT+59EtM2TsOqS6tQoamQMC0REREREXVUvJOY6CblvfYaytf8DACQ2duj+5bNULq5SZzKdBkXirH90/PG68iJfoiaGShhIqKbU6fV49+7EvDt0Ywm4zE93fHWzF5wtuFerNR16Q16HM4+jDWJa3A092izebVcjcndJ+Ou0LsQ3i1cgoRERERERNRWuN2EiVgSU2voq2uQPmMGGnJyAADWQ6Pg89VXEGTme0P+8a1pOLE9w3gd83gvBPZzlS4Q0S04llqCF9adQ3ZZnXHMyVqF16f3xNTeHma7JQxRW8moyMDapLXYlLIJVdqqZvN9XPpgXug8TPSfCJWcWw4REREREZkblsQmYklMrVV78iQy738A1zZFdXv5JTjNny9xKtOJBhHbPj2Pq5dKAAAKCzlmv9Afzt42EicjujnVGh3e3n4Fq49fbTI+vocb3r6jF/cqJgJQ21CLnek7sSZxDRJKE5rNO6mdMCt4Fu4MuRMeNh4tvAIREREREXVELIlNxJKY2kLhR0tQ8sUXAABBpYL/L79AHRoicSrT1dc04Jd3T6CyuB4AYOukxtyXB/AgOzIrh5KK8PL688itqDeO2akV+L+pPTCnvzfvKiYCIIoizhWdw+qE1YjNjIXOoGsyLxNkGOk9EneF3oUhnkN40B0RERERUQfHkthELImpLYhaLTLuuhv1ly8DACxCQuD/y1rILMx3H9SS3Gqs//cpNGj0AACPIHvM+Fs/yBUsCMh8VNU34F87E/Djb03vKh4R4oJ3Z0XAy8FSomREHU9xXTE2Jm/E2qS1yK/JbzbvbeONuaFzcUfQHXBSO0mQkIiIiIiI/heWxCZiSUxtRZOWhvRZsyHWN9616PTQQ3B78R8Sp2qd9PPF2PHZeeD3Lwk9hnli1L2hvAOTzM7R1GK8tP4CrpbWGsesVXK8PDkc9wzyhUzGP9NE1+gMOhzKPoQ1CWsQnxffbF4hU2C833jcGXIn+rv153sCEREREVEHwpLYRCyJqS2V/vgjCt58y3jt+81KWEdFSZio9U7tykD8pjTj9fB5weg92kfCRESmqdXq8MHuJHxzNB1/fJsb0t0J/57dG37drKULR9RBpVWk4ZfEX7A5dXOLB911t++OuSFzMS1wGuwt7CVISEREREREf8SS2EQsiaktiaKIrMceR01cHABA4eaG7ps3Qe7gIHEy04miiL3fXEbS8QIAgCATMG1BH/iE81FjMk+nMkvxwrrzSCuqMY6plTK8MDEMDw71h5x3FRM1U6+rx+6M3VibtBbni843m7eQWyDGPwZ3ht6JCOcI3l1MRERERCQRlsQmYklMbU1XVIS06TOgLysDANiMGwvv5cvN+htmnVaPjR+eRmFm411kFlYKzHlxABzcrCRORmSa+gY9Pt6XjC8Op0FvuP6e19fHAf+aHYEwdzsJ0xF1bImlifgl6RdsTd2KWl1ts/kwpzDMDZmLKd2nwFrJO/SJiIiIiNoTS2ITsSSm26Fq/35kP/W08drtlVfgdP99EiZqvZpyDX559wRqKrQAAEd3K8x+cQAsLBUSJyMy3YXsCryw7hwS8q8/Rq+QCXhiZCCeGRMEtVIuYTqijq2moQY70ndgbeJaJJQmNJu3UlhhavepuDP0ToQ6hUqQkIiIiIio62FJbCKWxHS75L/1Nsp++AEAICiV8FuzGpY9e0qcqnUKMiqx8cPT0DcYAAC+PZ0w5ek+PPSLzJpWZ8B/Dqbg0wMpaNBff//r7myNd2ZFYEj3bhKmI+r4RFHExeKLWJu0FrvSd6FeX99sTYRzBGYHz8akgEmwUvIpFCIiIiKi24UlsYlYEtPtYtBqkXHXXdBcvgIAUPr5ImD9BshtzPvR26Tj+diz8rLxuu84H0TPCZYwEVHbSC6owssbLuBkZlmT8XkDfLBocjjsrZQSJSMyHxWaCmxL24a1iWuRVpHWbN5KYYVJAZMwJ2QOenbradZbMRERERERdUQsiU3EkphuJ21GBtJnzYahtnHPRrtp0+D53r/N/pviY5tScXpXpvF67PxwhEV5SJiIqG0YDCJ+On4V/96ZgCqNzjjubGOB16b3wJQID7P/+0vUHkRRxKmCU/gl6RfsydyDBkNDszWhjqGYFTwLUwOnwk7FfcCJiIiIiNoCS2ITsSSm261i61bkvvAP47XH22/DYfYsCRO1nmgQsePzC8g4XwwAkCkE3PFcJDwC7SVORtQ28ivqsXjLRey+VNBkfGyYK964oxe8HCwlSkZkfsrqy7A1dSvWJ69v8e5iC7kFJvhNwOyQ2Yh0jeQPYoiIiIiIWoElsYlYElN7yF30Cio2bAAACJaWCFj3CywCAyVO1Traeh3Wv3cKpbk1AABLWyXmvjwQtk5qiZMRtZ1dF/OxeMtFFFRqjGPWKjmenxiKB6L8Ied+3EQ3TRRFnC0saENnAAAgAElEQVQ6i3VJ6xCbEdvi3sUB9gGYHTwb0wKnwUntJEFKIiIiIiLzxpLYRCyJqT0YamuRPvdOaFNTAQCqoEAE/PwzZNbmvT9xZXEdfnn3JOprGh8jdvK0xqwX+sPCUiFxMqK2U1nfgPd2JeCH+KtNxnt72+OdmRHo5cU76IluVaW2EjvSdmB98noklCY0m1fIFBjrOxazgmdhiMcQyASZBCmJiIiIiMwPS2ITsSSm9lKfmISMO++EqGm8I9Fu8mR4fviB2T9Wm5NUhi0fn4VB3/h1wzvMEVOf6QO5gt/QU+dyMqMUL224gJTCauOYTAAeiPLH3yeEwFbNg+2IbpUoirhcchnrk9djR/oO1DTUNFvjZeOFmUEzMSNoBtyt3SVISURERERkPlgSm4glMbWn8g0bkbdokfHabdEiOD1wv4SJ2kZCfB72fXvFeB0W5Y4xD4SbfQFO9GcanR6fH0zDpwdToNUZjOOuthZ4dRoPtiNqjdqGWuzO2I11yetwvuh8s3mZIEOUZxRmBs3EaJ/RUMlVEqQkIiIiIurYWBKbiCUxtbe8xa+h/OefGy8UCvh9twpWkZHShmoDJ7an4/jWdOP1oGkBGDglQMJERLdPenENXt18EXHJxU3GR4S44M0ZPeHXzby3kiGSWlJZEjYkb8DW1K2o1FY2m7e3sMfU7lMxM2gmQp1CJUhIRERERNQxsSQ2EUtiam8GrRaZ996H+gsXAAAKV1cEbFgPhbOzxMlaRxRF7P/uChKO5RvHxj0YjtAhHhKmIrp9RFHE1vN5eHPbZRRVXT/YzkIhwzOjg/DYyO6wUMglTEhk/jR6DfZm7sWmlE2Iz4tvcU24UzhmBs/E5IDJsLfgHuFERERE1LWxJDYRS2KSQkNuLtJnzYa+vBwAYDVoEHxXfg1BYd4Hvul1Bmz75ByyE8oAADK5gGkL+sA7jCfUU+dVWd+AD3cn4rv4TPzx7bO7izXeuqMXhgaa9w+AiDqKnOocbE7ZjE0pm5BXk9dsXiVTYazvWNwRfAcPuyMiIiKiLoslsYlYEpNUqn89gqxHH8W1VqnbIw/D9fnnJU7Vepo6HTa8fwqluY2HD6ksFZj9Qn84efLxe+rczmeX45WNF3Ehp6LJ+Mx+Xlg0ORwuthYSJSPqXAyiAb/l/YaNKRuxL3MftAZtszUe1h6YETQDMwJnwNvWW4KURERERETSYElsIpbEJKXizz5D0cfLjNeeH34A+ylTJEzUNqpK67Hu3ydRW9H4jbutkxqzX+wPa3uWZNS56Q0ifojPxPu7E1Gt0RnHbS0UeG58CB6I8oNCzrsbidpKhaYCO9N3YlPKJlwqudTimsHugzEjaAbG+o6FldKqnRMSEREREbUvlsQmYklMUhINBmQ/9TSqDx4EAAhqNfx++AGWvXpKG6wNFF2twoYPT0On0QMAXHxtMfPvkVBacI9W6vwKKuvx5rbL2Ha+6SPxoW62eGNGTwzu3k2iZESdV2JpIjalbMK2tG0o15Q3m7dSWGGC/wRMD5yO/m79uR0FEREREXVKLIlNxJKYpKavqkLGvLugTUsDACjc3RHwy1ooXFwkTtZ6GReKseOzCxANjV9T/Hs7Y9ITEZDJBImTEbWPuOQiLN5yCWlFNU3GZ/T1xKLJ4XCzU0uUjKjz0uq1OJh1EBtTNuJo7lEYREOzNV42XpjafSqmB06Hr52vBCmJiIiIiG4PlsQmYklMHYEmPR0Zd86DoaoKAGDZrx98V30LmUolcbLWu3g4B4d+SjReR4z0wvC7QiAILIqpa9DqDFh5JB3L9iWjVqs3jlur5PjbuBA8GO0PJbegILot8mvysTV1K7akbkFGZUaLa/q69MX0oOmY6D8Rdiq79g1IRERERNTGWBKbiCUxdRTVcb8i6/HHAUPjHU/2s2fB4623OkWZemxjCk7vvmq8jp4ThL7jeOcWdS15FXV4e/uVZltQBLva4PUZPTE00FmiZESdnyiKuFB8AVtSt2Bn+k5UaiubrVHJVBjtOxrTA6djqOdQKGQKCZISEREREbUOS2ITsSSmjqRk5TcofO8947XbokVweuB+CRO1DdEgYs/KS0g+WWgcG/9wD4QMdJcwFZE0jqYU49Utl5BSWN1kfGpvD7wyJRwe9pYSJSPqGrR6LQ5lH8KWlC34NedX6ERdszXd1N0wpfsUTA+cjlCnUAlSEhERERGZhiWxiVgSU0ciiiLyXnoJFZu3NA7I5fBZsQI2w6KlDdYGdA16bPn4LPJSKgAAMpmAyU/3hl9PHuBFXU+D3oBvj2Rg6d4k1PxhCworlRxPjw7Cw8MCoFbykEei262krgQ703diS+oWXCm90uKaMKcwTOs+DZO7T4azJe/4JyIiIqKOjSWxiVgSU0dj0GiQef8DqD9/HgAgs7GB308/Qh0SInGy1quvacDGD0+jNLfxEC+FUoYZz/WDe3d7iZMRSaOgsh7v7LiCzWdzm4x7O1rilcnhiOnl3im2nCEyB0llSdiauhXb0rahuK642bxckCPaKxrTA6djlM8oWMgtJEhJRERERPTfsSQ2EUti6ogaCgqRMW8edPn5AACFpwf816yB0tVV4mStV12mwYb3T6GqtB4AYGGlwMznI9HN00biZETSiU8rwWtbLiEhv6rJeFT3bnh1Wg+Ee/AwLaL2ojPoEJ8Xjy0pW7A/az80ek2zNbYqW8T4x2Ba4DT0denLH+YQERERUYfBkthELImpo6pPSEDmPffCUFsLAFD36gW/71ZBZmUlcbLWKy+oxYYPTqGuqgEAYG2vwqwX+sPOmXuxUtel0xuw5kQWPoxNRFltg3FcJgD3DPbFwvGhcLJWSZiQqOup0lYhNiMWW1K34HTh6RbXeNl4YXLAZEzpPgWBDoHtnJCIiIiIqCmWxCZiSUwdWXVcHLKeeBLQN+5ZajN2LLyXfQxBbv57lRZdrcLGj06job7x92bvaolZz/eHlR1LMOraymu1WLo3Gd/HZ0JvuP5+bKdW4LnxIbhviB+UcpmECYm6pqzKLGxN24otqVuQU53T4powpzBMCZiCSQGT4Gbt1s4JiYiIiIhYEpuMJTF1dGVr1iD/tdeN107z58Pt5ZckTNR2shPLsHX5WRh0jV9znH1sMHNhJFSWComTEUkvuaAKb2y7jLjkpnujBrna4NWpPTAixEWiZERdm0E04HTBaWxL24bYzFhUaauarREgYKD7QEzpPgXj/MbBTsUtY4iIiIiofbAkNhFLYjIHBe+9j9KVK43Xbv/8J5zuu1fCRG0n7UwRdn1xAde+7HiFOGDqgj5QKM3/bmmi1hJFEfuuFOLN7ZeRWVLbZG5smCtenhyOIFfu500kFa1ei7icOGxP245DWYegNWibrVHJVBjhPQJTuk/BcO/hPPCOiIiIiG4rlsQmYklM5kA0GJDz17+has+exgFBgNeSJbCLmShtsDZy+UguDnyfYLzu3tcFEx/tCRkfqScCAGh0enxzJAPL9yWjRqs3jstlAu4d7Iu/jg1GNxsWT0RSqtJWYW/mXmxP347jecchovm/p22VthjvPx5TAqZggPsAyAS+zxERERFR22JJbCKWxGQuDHV1yHzwQdSfOw8AEJRK+Hz5JayHDJY4Wds4vTsTxzamGq/Doz0w+r4wnhhP9AeFVfV4f1ci1p3Oxh/fqm0tFHhmTBDmD/WHmnfhE0musLYQO9N3YnvadlwpvdLiGlcrV+OBd6GOoXy/IyIiIqI2wZLYRCyJyZzoysqQec+90KanAwBk1tbw+/47qHv0kDhZ64miiKMbUnF2z1XjWOREX0TNDJIwFVHHdDGnAm9vv4JjaSVNxr0dLfFiTBim9vZg4UTUQaSVp2Fb2jbsSN9xwwPvAu0DMaX7FEzuPhleNl7tnJCIiIiIOhOWxCZiSUzmpiEnBxl33wNdYSEAQO7sDP/VP0Hl4yNxstYTRRH7v7uChGP5xrGhs4LQb4KvhKmIOiZRFLH3SiHe3XEFacU1TeYifR3wypQe6O/nKFE6IvozURRxruhc44F3GbEo05S1uK6faz9M9J+Iif4T4Wzp3M4piYiIiMjcsSQ2EUtiMkf1SUnIvO9+GCorAQBKX1/4//QjFM7m/82kQW/AzhUXkXG+2Dg24q4QRIzyljAVUcfVoDfgp9+uYuneJJTVNjSZm9rbAy/GhMHHyUqidETUkgZDA47lHsO2tG04mHUQdbq6ZmtkggwD3AYgJiAG43zHwVHNH/oQERER0f/GkthELInJXNWePImrDz8CUaMBAFj0CIffqlWQ29pKnKz1dFo9ti4/h9zkcuPY6PvC0GOYp4SpiDq2iroGfHogBd8eyYBWbzCOq+QyzB/qh6dHB8HBSiVhQiJqSW1DLfZd3Yft6dsRnxsPvahvtkYuyDHEcwhi/GMwxncM7FR2EiQlIiIiInPAkthELInJnFXt34/sZxYAhsZCyDIyEr5ffQmZlfnfNait12HLx2dRkN54tzQEYNz8cIQO8ZA2GFEHd7WkFv/elYDtF/KajNupFXhqdBAe5OF2RB1WSV0J9mbuxa6MXThVcAoimv+bXClTItorGjH+MRjtMxpWSvN/zyciIiKitsOS2EQsicncla9fj7xX/mm8th4aBe/PPoPMwkLCVG1DU9uAzUvPouhqFQBAEIDxD/dE8AA3iZMRdXynMkvx5rYrOJtV3mTcw16NheNDMCvSG3IZD7cj6qgKawsRmxGLXRm7cK7oXItr1HI1hnsPx6SASRjuNRxqhbqdUxIRERFRR8OS2EQsiakzKP3uOxS8867x2mbUKHgv+xiCyvwfLa+vacCmj86gJKcaACDIBMQ82gvd+7lInIyo4xNFETsv5uP93YlI/9PhdmHutngxJgyjQl0gCCyLiTqy3Opc7M7YjZ3pO3Gl9EqLa6wUVhjtOxox/jEY6jkUKrn5/xuAiIiIiG4dS2ITsSSmzqL48xUoWrrUeG0bEwOvDz+AIDf/x8rrqrTY+NEZlOU1llwyuYBJT0TAP8L8D+ojag8NegPWHL+Kj/clo7ha22RuSHcnvDwpHH18HCRKR0S3IrMy01gYp5SntLjGVmWLsb5jMcl/EgZ5DIJCpmjnlEREREQkFZbEJmJJTJ1J4UdLUPLFF8Zr+zvugMc7b0OQySRM1TZqKjTY+OFpVBQ2ngAvV8gw+akI+PboJnEyIvNRrdHhq7g0fHE4DbXapodjTentgRcmhMLf2VqidER0q1LKUrArYxd2Z+xGRmVGi2scLRwxzm8cJvpPRH+3/iyMiYiIiDo5lsQmYklMnYkoiih4512Uff+9ccxh7ly4v/5apyiKq8vqsfHD06gsrgcAyJUyTHumD7xCHSVORmReiqo0WLYvGauPX4XOcP09XyETMG+gD54dGww3O+5tSmQuRFFEQmmCsTDOqc5pcZ2jhSPG+I7BBL8JGOgxEEqZsp2TEhEREdHtxpLYRCyJqbMRDQbkvfoqKtatN445zJ0D99df7xRFcWVxHTZ+dBrVpRoAgMJCjukL+sAjiI/KE92q9OIavL87ATsu5DcZt1DI8OBQfzwxMhCO1tzXlMiciKKIC8UXjIVxYW1hi+vsVHYY4zsG4/3GI8ojCko5C2MiIiKizoAlsYlYElNnJOr1yFu0CBWbtxjH7GfPgsebb3aKoriiqBYbPziNmorGvVWVajlm/LUf3ALsJE5GZJ7OXC3Dv3Ym4Lf00ibjthYKPDqiO/4yLAA2FnxEncjcGEQDzhSeQWxGLPZm7kVhXcuFsa3SFqN8RmG833gM9RoKC7lFOyclIiIiorbCkthELImpsxL1euS98k9UbNpkHLOfORMeb73ZKQ6zK8uvwcaPzqCusrEotrBSYMbf+sHF11biZETmSRRFxCUX4/3dibiQU9FkzslahadGBeK+IX5QK83/6wdRV2QQDThfdB6xmbHYk7kH+TX5La6zUlhhpM9ITPCbgGivaFgqLNs5KRERERG1BktiE7Ekps5M1OuR93+vomLDBuOY/YwZjYfZdYKiuCSnGps+OoP6mgYAjUXxtGf7ws2fdxQTmUoURey6mI8PYhORWlTTZM7DXo2/jg3GnP7eUMjN/6kEoq5KFEVcLL6IPZl7EJsZe8M9jC0VlhjuNRzj/cdjhNcIWCmt2jkpEREREd0qlsQmYklMnV1LexTbTZsGz3ffgaAw/8fHi7KqsHnJGWhqdQAAlVqOqQv6wiPQXuJkROZNbxCx8UwOluxJQk55XZO5AGdrPDc+BFMjPCCTCRIlJKK2IIoirpReaSyMM2Jxtepqi+ss5BYY5jUM4/3GY6T3SNiobNo5KRERERHdDJbEJmJJTF2BaDAgf/FilP+yzjhmM3YsvD76EDIL8993sOhqFbZ8fNZ4R7HCQo5pz/SGZ7CjxMmIzJ9Gp8ea41lYvj8FxdWaJnMhbjZ4blwIJvZ0Z1lM1AmIooiksiTjHcbpFektrlPKlBjqOdRYGDuoeXgsERERUUfBkthELImpqxANBuS/8QbK1/xsHLOKGgKfTz6BzNpawmRtoySnGpuXnkFd1e9FsVKGyU/3hk+Yk8TJiDqHWq0O3xzJwIpDqais1zWZC/eww3PjgjG+hxsEgWUxUWeRWp5q3MM4uSy5xTVyQY7+bv0xxncMxviMgYeNRzunJCIiIqI/YklsIpbE1JWIoojCDz5A6dcrjWOWffvCZ8XnkNub//YMpXk12Lz0DGorGg+zkytlmPREBPx6dpM4GVHnUVHbgC/iUvHtkQzUaPVN5np52WHh+BCMDnVlWUzUyaRXpGNv5l7sydyDK6VXbriuR7ceGOs7FmN8xiDQIZBfC4iIiIjaGUtiE7Ekpq5GFEWUrPgCRUuXGscswsLg+9WXUDg7S5isbZQX1GLz0jOoLmt8LF6mEBDzWAQCepv/742oIymt0eKLw2lYdTQDdQ1Ny+I+Pg5YOD4EI4KdWRARdUJZlVnYc3UP9l3dh/NF52+4zs/Oz3iHcW+X3pAJPPCSiIiI6HZjSWwilsTUVZX+8CMK3nrLeK3y84PP119D5e0lYaq2UVlch00fnUFVaT0AQCYTMOGRngiMdJU4GVHnU1ytwYpDqfjuWCY0OkOTuf5+jlg4PgRDA7uxLCbqpIpqi3Ag6wD2Xd2H43nHoRN1La5ztnTGaJ/RGOs7FoPcB0EpV7ZzUiIiIqKugSWxiVgSU1dWvmkT8ha9Ahgaix25izN8V6yAukcPiZO1XlVpPTYtOYPKojoAgCATMO6hcIQMdJc4GVHnVFhZj88OpeLH365C+6eyeKC/I54dG4xhQbyzmKgzq9RWIi47Dvuv7kdcThzqdHUtrrNR2mC493CM9R2LYV7DYK00/7MRiIiIiDoKlsQmYklMXV3lnj3IXfh3iA2NB77JrK3hvXwZrIcOlThZ61WXabB56RmUF9QCAAQBGPNAOMKieKgO0e2SX1GP/xxMwerjV9Ggb/rviX6+Dnh2bDBGhbiwLCbq5DR6DeJz47Hv6j4czDqIMk1Zi+tUMhWGeA7BWN+xGOk9Et0seY4AERERUWuwJDYRS2IioOb4cWQ//QwMVVWNAwoFPN95G/bTp0sbrA3UVGiweelZlOXVNA4IwOh7w9BjmKe0wYg6uZzyOnyyPwW/nMyCztD03xW9ve2xYEwwxoXzgDuirkBv0ONM4Rnsz9qP/Vf3I6c6p8V1MkGGvi59McZ3DEZ6j4S/vX/7BiUiIiLqBFgSm4glMVGj+qQkZD32OHT5+cYx1+f/DqeHHzb7EqeuSovNH59FSXa1cWzY3GD0GesjYSqiriG7rBafH0rF2hPZ0OqbbkPRw8MOC8YEYWJPd8hk5v11hohujiiKSCxLxP6r+7Hv6j4klSXdcK2/nT9G+YzCSO+R6OvaFwqZoh2TEhEREZknlsQmYklMdF1DXh6yHnsMmuQU45jjPXfDbdEiCArz/sasvqYBWz4+i6KrVcax/pP8MHh6d7MvwYnMQX5FPT4/lIrVx682O+AuxM0GC8YEY3KEB+Qsi4m6lKyqLOy/2niH8ZnCMxDR8vch9hb2GO41HKN8RiHaMxo2Kpt2TkpERERkHlgSm4glMVFT+spKZD/9DGpPnDCOWUdHw2vpEshtbSVM1nqa2gZs//Q88lIrjGM9h3tixN2hvIuRqJ0UVtbji8Np+OG3TNQ3NC2LA12s8dSoIEzv6wmlXCZRQiKSSkldCQ5lH8LBrIOIz4u/4cF3CpkCA9wGYJTPKIzyGQUvG692TkpERETUcbEkNtGtlMQGgwGlpaWoqqqCRqNBV/r/ydwIggALCwvY2trCyckJMhnLhlth0GiQ9/LLqNyx0zimCgqEz2efQeVj3ls0NGj12P3FRWReLDGOBUa6YPxDPSFX8s8JUXsprtbgq7h0fHcsA7VafZM5LwdLPD6yO+4c4AO1Ui5NQCKSVL2uHsfzj+Ng1kEcyjqEwrrCG64NdgzGKO9RGOkzEhHOEZAJfD8nIiKiroslsYlutiQ2GAzIyspCbW1tOyWjtmJlZQUfHx8WxbdINBhQ/MmnKP7Pf4xjckdHeH/6CawiIyVM1np6vQH7v7uCpN8KjGPeYY6Y9EQEVGrz3laDyNyU1mix8td0rDqagSqNrsmcs40KDw/rjvuG+MJWrZQoIRFJTRRFXC69jENZjXcZXym9csO13dTdMMJ7BEb5jMIQjyGwUlq1Y1IiIiIi6bEkNtHNlsTFxcUoKiqCQqGAu7s7rK2tWTp2YAaDATU1NcjPz4dOp4OLiwucnZ2ljmWWKrZuRd6iVyA2NAAABKUSHm+/Bfvp0yVO1jqiQcSv65Jxfn+2cczVzxZTF/SBpY1KwmREXVNFbQO+j8/AyiMZKK3RNpmzVSswP8ofD0X7o5uNhUQJiaijyK/Jx+HswziQdQDH845Da9C2uM5CboHBHoMx0nskRnqPhJu1WzsnJSIiImp/LIlNdLMlcXp6Ourr6+Ht7Q1bM9+XtSupqqpCdnY21Go1AgICpI5jtmpPn0H2M89AX1pqHHN68EG4Pv93sz7QThRFnNqZid+2pBnHHN2tMO3ZvrB1UkuYjKjrqtXqsOZ4Fr6MS0NeRX2TObVShrsG+uKxEd3h6WApUUIi6khqG2pxLPcYDmYfxOHswyitL73h2jCnMAz3Go7h3sMR4RwBhcx8/w1DREREdCMsiU10syVxQkICRFFEaGgo7yA2IwaDAYmJiRAEAWFhYVLHMWva7GxkPfEEtCmpxjGrqCHw+ugjKBwdJUzWehcP5+DQ6kRcO1DdxtEC0//aF47u1tIGI+rCtDoDNp3JwWeHUpFeXNNkTikXcEdfLzw+sjuCXPmDWyJqpDfocaH4gvHwu5TylBuutVPZIdorGsO9hiPaKxpOaqd2TEpERER0+7AkNtHNlsRXrjTufRYeHt4esaiNiKKIhIQEAPzctQV9dTVyX3wJ1fv2GceUnp7w/vQTqM38/9+UU4XYs/ISDPrGr39qayWmLugDN387iZMRdW16g4hdF/Px6YEUXM6rbDY/LtwVj48MxAA/RwiCIEFCIuqosquyjYXxyYKT0Bl0La4TICDCOQLDvRvvMg53Cufhd0RERGS2WBKbiCVx58fPXdsSDQYUf/YZipd/YhwT1Gp4vPkm7KdNlTBZ62VdLsWOFReg0+gBAAoLOSY/EQGfcN5dRCQ1URRxKKkI/zmQiuMZzR8nj/R1wGMjAjGhhxtkMpbFRNRUTUMN4vPiEZcdh7icOBTWFt5wbTd1NwzzGoYR3iMQ5RkFWxWfWCAiIiLzwZLYRCyJOz9+7m6Pqv0HkPuPf8BQXW0cc7z3Xri++A/IVOZ78FtBeiW2fXIO9TWNB/XJ5ALGPBCO0MHuEicjomtOZJRixaE07L1S0Gyuu7M1Hh3RHTP7eUGtlEuQjog6OlEUkVSWhLicOBzOPoxzRedgEA0trlUICvR17dt4l7HXcAQ5BPGpBSIiIurQWBKbiCVx58fP3e2jSUtH9jPPQJt2/eA3da9e8Fq6BCpvbwmTtU5pXg22LjuL6jKNcWzw9AD0n+TPbwyJOpCUwip8eTgdG8/kQKtvWvA421jgoWh/3DfYD/ZWSokSEpE5qNBU4GjuUcRlx+HXnF9Rpim74VoPaw/j4XeD3AfBSmnVjkmJiIiI/jeWxCZiSdz58XN3e+mrq5H38iJU7dljHJPZ2cHzX+/CdswYCZO1TlVpPbZ9cg6ludcPzAof6oGR94ZCLuc+hUQdSWFlPb45moEf4jNRVd90z1ErlRzzBvrgL9EB8HFimUNE/53eoMelkkuIy4lDXHYcLpVcuuFalUyF/m79Ee0VjaGeQ3mXMREREXUILIlNxJLYdNnZ2Xj11Vexa9culJSUwMPDA3fccQcWL14MR0dHqeMZ8XN3+4miiLLvv0fBe+8DuusFjdNDD8F14XMQlOZ5F5+mToddKy4gO+H6HUXeYY6IeTwCFpYKCZMRUUuq6huw5ngWVh5JR15FfZM5mQBM7OmOR4YHINKXh9wR0c0privGrzm/Ii47Dkdzj6K6ofqGa12tXBHtGY2hXkMR5REFewv7dkxKRERE1IglsYlYEpsmNTUVQ4cORWFhIWbMmIGwsDAcP34cBw4cQGhoKI4cOYJu3bpJHRMAP3ftqe7sWWQvXAhdbp5xTN2nN7zefx8qX18Jk5lOrzPg4I8JSDiWbxxz8rTG1Gf6wNZJLWEyIroRrc6Aredy8cXhNCQWVDWb7+PjgEeGBWBSL3co+GQAEd2kBkMDzhaeNd5lnFKecsO1MkGGXs69Gktjz6GIcI6AXMZ90omIiOj2Y0lsIpbEppk4cSJiY2OxbNkyLFiwwDi+cOFCLFmyBI8//jg+//xzCRNex89d+9KVlSHvpZdRfeiQcUxmZQX3xa/Cbvp0s7x7TxRFnNyRgeNb041jVvYqTH26D1x8eeI5UUcliiIOJRXh61/TEZdc3Gze01fMJZEAACAASURBVF6NB6P9MW+gL+wtzfOJByKSTn5NPo7kHMGR3COIz4tHlbb5D6WusVXZIsojyrg1hbs1D8QlIiKi24MlsYlYEt+61NRUBAUFwd/fH6mpqZDJrt+FVVVVBQ8PD4iiiMLCQlhbW0uYtBE/d+1PNBhQ+s03KFyytMn2E3ZTpsD9tcWQ25pnsZoYn4f93yfAoG/8GqmwkGPiIz3hH+EscTIi+l8S8iux8td0bDqT2+yQO2uVHHMHNO5b7NuN+xYT0a3TGXS4WHwRR3KP4GjOUVwovgARN/6eKtA+ENFe0Yj2jEakWyTUCj6dRERERG2DJbGJWBLfuq+++gqPPvooHnvsMaxYsaLZ/LW7jPfu3YuxY8dKkLApfu6kU3fhInKffx7azEzjmNLLC57vvweryEgJk5kuO7EMOz+/AG1dY/ktCMCIu0PRa4SXxMmI6GYUVWnwQ3wmfojPREmNtsmcTADGhbvhwaH+iArsZpZPPhBRx1BeX474vHhjaVxYV3jDtRZyCwxwG2AsjQPsA/j1h4iIiEzWliUxT2Oi/yoxMREAEBIS0uJ8cHAwYmNjkZSU1CFKYpKOZUQvBGxYj/x33kHF+g0AgIacHGTedz+6PfwXOC9YAJlKJXHKW+Md6ojZL/THtk/Ooaq0HqIIHPopEZVFdYiaGQhBxm/qiDoyF1sLPDc+BE+OCsTmszn4+td0JBU0HkRlEIHYywWIvVyAYFcbzB/qj5n9vGBtwX8aEdGtcVA7ICYgBjEBMRBFESnlKcatKU4VnEKDocG4VqPX4Ehu4xwAuFu7Y4jHEER5RGGwx2B0s+wY53wQERFR18PvhEzg/9J2qSPctIx/TWnVx1dUVAAA7O1bPrH52nh5eXmr/neoc5BZW8Pz7bdhM3w48l5dDENlJWAwoOTLr1B98BA8/vUuLHv2lDrmLXHytMbsF/tjx3/OozCzcf/BM3uuorKkDmPn94DSggfTEHV0aqUc8wb64s4BPohLLsZXv6bjcFKRcT65sBr/3HQR/96VgLn9ffBAlB/8naXfQomIzI8gCAh2DEawYzAe7PUg6nR1OJl/srEYzjmCjMqMJuvza/KxKWUTNqVsAgCEOIYgyiMKQzyHINI1ElZKbotDRERE7YMlMRG1ObuYGFj26YPclxehNj4eAKBJTkbGvLvg/MQTcH78MQhK8zk4ytreAncsjETs15eQcb7xQKzU00WoKDqFyU/2hq0T9xYkMgeCIGBEiAtGhLggpbAa3x3LwPpT2ajR6gEAVfU6rDySjm+OpmNUiAvmD/XHiGAXyPjUABGZyFJhieHewzHcezgAILc617gtRXxePKobqpusTypLQlJZElZdXgWlTIm+rn0xxGMIhngMQc9uPSGX8YfTREREdHuwJKb/6tqdwtfuKP6za+MODg7tlonMg9LDA74rv0bZ6tUo/OBDiHV1gE6H4k8+QfX+/fB49x2oQ0OljnnTlBZyTHoiAkd+Scb5A9kAgOKsavzy7gnEPB4BzyD+HSAyJ0GuNnhjRi+8MDEU605l47tjmUgvrgEAiCJwILEIBxKLEOBsjQei/DCnvzds1ebzwy0i6pg8bTwxN2Qu5obMNR6AdyzvGOJz43G+6Dx04vVDgBsMDTiRfwIn8k9g+ZnlsFXZYpD7oMbtKTyj4Gvry/2MiYiIqM3w4LoW8PCz63hwHbUFbWYmcl9ehLrTp68PKhTo9sjDcH7yScgsLKQLZ4JLcTk4vCYJBn3j10+ZXMDIe0LRI9pT4mREZCqDQURcSjFWHc3AgcRC/PmfR9YqOWb398YDUX4IcrWVJiQRdWq1DbU4WXASx3KPIT4vHinlKf91vYe1h7EwHuQ+iPsZExERdUFteXAdS+IWsGi8LjU1FUFBQfD390dqaipkMplxrqqqCh4eHhBFEYWFhbC2ln7/Rn7uOi5Rr0fpqu9QtHQpRK3WOK7y94fHm2/AauBACdPdutzkcuxccQH11dcPo4kY7Y1hc4Igk8v+y0cSUUeXUVyD7+MzsfZkFqrqdc3mhwU5Y/5Qf4wJc4WcW1EQ0W1SVFuE+Lz4xv9y41FYV/hf14c6hiLKMwpDPIagn2s/7mdMRETUBbAkNhFLYtNcu1t42bJlWLBggXF84cKFWLJkCR5//HF8/vnnEia8jp+7jk+Tloa8V19F3cmmfw8d5s2D6/N/h9zWfO7Qqyypw47/XEBJzvX9BL3DHDHx0V5QW/OxdCJzV6PRYeOZHHx3LANJBdXN5r0cLP+fvTsPb+s6733/3ZhIACTACQRncZJIURKp2ZYs25IdD/UUOXbspkkTu3Hudds07knTnrY5STPc9va2aZs0yc18Ysdp4sSJLdtNPMqyPMiSLNOUKFGkSHEewAGcABAgpn3+AAkS4iCK4iTq/TwPHgBr7b2xoG2T4A9rv4uP7czlge25pFukNrkQYvGoqkrTUFO0NMV73e/hCXhm3F6n0VGeVs7OzJ3szNhJua2cOO2VdeWWEEIIIS5OQuJ5kpB4fs6fP8/u3bvp6enhwx/+MOvXr+fYsWMcOnSIdevWceTIEVJTV8blbXLurgxqOMzgr39Nz79+g7Bn4g8crS0N+9/8DZa77rpiauwFRkMcfLyG8x/0RtssNiN3/mk5KVnLP7teCHH5VFXl3UYnTxxp5tWabsIXfHTSaRRuKbPzR9fkcV1Rmix0J4RYdIFwgDN9Z6KlKS6sZ3yhOG0cm22bo6HxhrQN6DXyhbYQQghxpZOQeJ4kJJ6/trY2vvzlL/PSSy/hdDrJzMzk3nvv5R/+4R9ITk5e7uFFybm7sgS6u3F87eu4Dx6MaTft3EnGl79EXHHxMo3s0qhhlRMvNnP8haZomz5ey61/soH88rRlHJkQYqG1D4zw86Ot/Oq9VgZGAlP616Sa+NjOPD66LYfUBJm1J4RYGp6AhxOOE9HyFBerZ2zUGdlm38bOjJ3szNxJaXIpWo12iUYrhBBCiIUiIfE8SUi8+sm5u/Koqorr5Vfo/qd/ItgzqdaeTkfKpz6J7c/+DM0KqHc9F+c/6OG1n9YQ9IcjDQpc++FCtt625oqZGS2EmBtfIMTLZxz819FWjjf3T+nXaxVu35jJH+3M49rCFPkZIIRYUn3ePk44TnDccZzjjuO0DLfMun2iIZHt9u3R0Lg4qRiNImssCCGEECudhMTzJCHx6ifn7soVcnvo+8536H/ySQiFou06u530L/zVFVOCoq/dxe///2pc/b5oW/G2dPb9cSmGeN0yjkwIsVjqu1384ngrv32/neFpFrortJn5o5153L8thySTYRlGKIS42jk8Dt5zvBcJjbuO0+npnHX75LhkdmTsiIbG+Zb8K+JzmBBCCHG1kZB4niQkXv3k3F35fHXncHz9a1MWtjNWVGD/+7/DWFGxTCObO6/Lz0s/PE1n/WC0LTnDxO3/1yapUyzEKub1h/hddRe/ONZCZevglH6DTsNdmzL5o2vy2LYmWQIXIcSyaXe1R2cZH+86Tq+3d9btbUYbOzJ2sD1jO9vt2yU0FkIIIVYICYnnSULi1U/O3eqgqipDzz1Hz79+g5DTGdNnuedu0v/qr9Db7cs0urkJBcO8/et6Tr/ZEW3TxWm56ROlrN2xsscuhLh8Z7uG+cWxVp79oAP36NTZxSX2RP5wZy77N2eTbJbZxUKI5aOqKs3DzRzvioTG7zneY2B0YNZ90oxpbLNvY7t9O9vs2yhKKpLyFEIIIcQykJB4niQkXv3k3K0uIbcb5/e/T/8TP0MNTCwQpRiNpD78MCl/8idoE1b2zNy6o1288V91BAPhaFv5vhx231eMVid/TAmx2nlGg7xwspNfHG/lVPvQlH6DVsMtG+w8sD2XPcVpaDUyM08IsbzCapj6gXrec7zHMccx3ne8jyvgmnWfpLikaGi8PWM7a5PWykJ4QgghxBKQkHieJCRe/eTcrU7+1lZ6/vUbuF59NaZdm5JC2p/9GckPfBTFsHJn4jk73Lz4/WqGer3RtoxCC7d9ZiMJyfHLODIhxFKqbh/iF8dbeK6qkxF/aEp/pjWe+7fl8NFtueSlmpZhhEIIMVUoHKK2v5YT3Sc44TjB+z3v4/LPHhonGhLZmr41GhqXppSi08jaDEIIIcRCk5B4niQkXv3k3K1unqPH6P7nf2a0tjamXZ+XR/pfPkbi7bejaFbm7NxRb5DXnzhLY9VEzb/4BD23PrKB3NKUZRyZEGKpuXwBnj/Zya9PtHOybWrtYoBrC1N4YHsuf7AxE6NBZuMJIVaOUDhE/WA973e/HwmNu9+/aHkKk87ElvQt0ZrGG1I3oNfql2jEQgghxOolIfE8SUi8+sm5W/3UUIihF16g9z//k2BnV0xffFkZaZ/7CxJuvHFFLqaiqipVr7bx7oHzqOHIz15FgZ33FLLttjUocpm5EFedOoeLp0+08cwHHfR7/FP6E+N03L05iwe251KRY12RP9uEEFe3sBqmcbAxMtN4bLax0+ecdZ94bTwVtgq2ZURKVGxM24hRZ1yiEQshhBCrh4TE8yQh8eon5+7qER4dZeC/fkHfD35AeCi2zqexooK0z/0F5t27V2Sg0nFugJd/fAbv8EQglL8plZsfKiPeLLNqhLga+YNhXq/t5tcn2nmjrofwNB/P1qYn8MD2XO7dmk1aQtzSD1IIIeZAVVVahltiQuPuke5Z99EpOspSy9hq38qW9C1sSd9CcnzyEo1YCCGEuHJJSDxPEhKvfnLurj6h4WGcP/oR/U/+HNXni+kzbt+G7S8+h/mancs0upl5hkZ5+Uen6WqYCLgtafHc9pmNpK+xLOPIhBDLrXvYx28r23n6RDtNfZ4p/TqNwk2l6Xx0ey57S2zotSuzzI4QQkAkNO5wd0QD4xPdJ+hwd1x0vwJrAVvTt0aD45yEnBX55b8QQgixnCQknicJiVc/OXdXr0BPD84f/ZjBp55CDQRi+ozbtpH26KOY91y3ov64CIXCHD3QSNWrrdE2jVbh2v1FbL45V8pPCHGVU1WVEy0D/Pq9Nn5X3TXtYncpZgN3l2dy79YcKUchhLhiODyOaGhc1VPF+aHzF93HZrSxJX0LW+1b2Zq+lXXJ69BqpGa7EEKIq5uExPMkIfHqJ+dOBBwO+r7/fQZ/+wxcEBbHb9hA2p8+SsJNN62oBe7OV/Zw8GdnCfgmAqC8DSnc/KkyTBbDMo5MCLFSuEeD/P5UF78+0caJlukXiCq0mbl3czb7t2STm2Ja4hEKIcT8DfgGqOqp4oOeD6jsqeSM8wzBcHDWfcx6MxW2iuhsY6lrLIQQ4mokIfE8SUi8+sm5E+P87R30ff97DD33/JSwOG5tMamPPILljjtQ9CujBvBQ7wiv/PgMPS2uaJvRYuBDD60nryx1GUcmhFhpzve6efpEOwc+6MAx7Jt2m535Kdy7NZs7NmViNa6Mn3NCCDFXvqCP6r7qaGh8suck7oB71n0m1zXenL6ZzbbNpBrlM5QQQojVTULieZKQePWTcycuFOjsxPmT/83gb36DOjoa06fLyCDlk58k6YGPok1IWKYRTggFwxx7vpEPXmmNad9yax7X3FOIVrdyZj8LIZZfKKxytNHJM5UdvHS6C8805SgMOg23rLdz75ZsbpT6xUKIK1QoHKJhsIHKnkoquyO3Hm/PRffLTcxls20zFbYKNqdvpjipWEpUCCGEWFUkJJ4nCYlXPzl3YibB3l6cjz/OwC+fQh0ZienTJCSQ9OADpHzyk+jt9mUa4YTWGievPX4W77A/2paeb+HWT2/AapPLKIUQU3n9IV6pcfBMZQdv1fcSnubjndQvFkKsFqqq0unpjATGPZV80P3BnOoam3QmNtk2sdm2mc3pmym3lWMxyILBQgghrlwSEs+ThMSX7vHHH+fhhx+edRuNRkMoFJm91NzcTEFBwYzbPvjggzz11FMLOsbJ5NyJiwkODDD41FP0//y/CDmdsZ06HZZbbyX5E5/AuGXzsgYoI8N+Dj5eQ2tNf7RNH69l78dLWLcjY9nGJYRY+XpcPp6v6uTZDzo40zk87TaFaWbu3ZLN3RVZ5KeZl3iEQgix8AZ9g1T1VlHZXUlVbxVn+s7gD/svul+RtYjN6ZHZxhXpFRRYCuRLNCGEEFeMFRkSK4qSA3wNuB1IBbqAA8BXVVWdfoWVmY+1FfgCcANgAwaBWuAnqqr+7DLGKCHxJaqqquLAgQPT9r311lu8/vrr3Hnnnfz3f/83MBESV1RUsH///in7bNy4kfvvv3/RxivnTsxVeHSUoeeeo/+nj+NvaprSH79hA8l//Aksd9yBxrA8i8epYZWq19o4euA84UnTAkt3Z3L9A2sxxOuWZVxCiCvHuW4Xz1R28FxVB11D09cvLs+xcnd5FneWZ5KVJFcrCCFWh0AowNn+s1T1VHGy9yRVPVVzKlFhjbNSnlYerWu8MW0jJr0sBiqEEGJlWnEhsaIoRcARIB14jkiguxPYB9QB16mq6pz5CDHH+izwLWAA+B3QAaQAG4F2VVX/8DLGKSHxAtq1axdHjx7lueee45577gEmQuJPfepTPP7440s+Jjl34lKp4TDuNw7T/9OfMvLee1P6tSkpJN13H0kPPoAhJ2cZRgjdzcO88pMzDPd6o21JdhMfeqgMe4FcIimEuLjweP3iDzp4sXr6+sUAO/KTuaciiz/YlElaQtwSj1IIIRaPqqo4PA6qeidC49r+WkLq9D8Px2kUDSXJJVTYKii3lVNuKycvMU9mGwshhFgRVmJI/DJwK/A5VVW/Pan934H/AfxAVdVH53CcW4GXgFeB+1VVdV3Qr1dVNXAZ45SQeIFUV1dTXl5OdnY2LS0taLWRBSAkJBZXMl9tLf0//znDL/z3lEXuUBTMe/aQ/OADJOzdi6Jb2lm8fm+Qw7+s49zx7okhaRS23b6G7Xfmo5XFqIQQczRev/iFk10cPtdDIDT1s6BGgeuK07i7PIvbNmRgNemXYaRCCLG4vEEvZ/rORILjnpOc7D3JwOjFL4K1xlnZlLaJ8rRyNtk2sSltE9Y46xKMWAghhIi1okLisVnEDUAzUKSqanhSXyKRshMKkK6qqucixzoJFAN5c515fIljlZB4gfzFX/wF3/nOd/jyl7/MV7/61Wj7eEh8yy23cN999+F0OklNTWXXrl2Ul5cv+rjk3ImFEBwYYPDp3zDwi18QdDim9Ovsdqz37idp/34M+flLOrbao128+ctzBEYnZr3Y8hL50ENlpGRJXVEhxKUZGgnwco2DF0528k5D37QL3um1Cjeus3F3RRYfWm/HHCelboQQq5OqqrS6WidKVPRW0TDQgMrF/2bOt+SzKW0Tm2yR8Hhd8jr0WvmCTQghxOJaaSHxI8CPgB+qqvp/T9M/Psv4Q6qqHpzlOBuBaiJ1jD8C7AW2ASpQBRyaHEDPc6wSEi8Ar9dLVlYWLpeLpqYmcnNzo32zLVy3d+9ennjiCfLy8hZtbHLuxEJSg0Hchw8z8Ktf4XnrbZjm56Vx82as+/djueMP0FqWpvTDcJ+Xg0+cpbN+MNqm1Wm4dn8hFTflomjk8kchxKXrc4/yYnUXL5zs4nhz/7TbxOs13Lzezt3lWewtsRGv1y7xKIUQYmm5/C6qe6s52XuSU32nqO6rZmh06KL7xWnjWJ+yPhoal9vKyTRnSpkKIYQQC2qlhcT/SmSRuS+oqvpv0/R/B/hz4M9UVf3eLMd5GPjfwA+BUiKL1k1WDXxEVdWGOYxpphS4dOvWrabLDom/cgVdSvSVi3+AuVRPPPEEDz30UMyCdeN6enr4zne+w/79+yksLATg1KlTfOUrX+HQoUMUFxdTVVWF2bw4Mx4lJBaLxd/ezuCvn2bwmWcI9fVN6VcMBhJuvomke+/FvHv3opejUMMqVQfbOPrcecLBiZ/jWWuTuPlT67GkyeJTQoj56xz08vvqLp4/2cmp9uk/SyTE6bh5fTp/sDGTG9fZMBokMBZCrH7js41P9UYC4+reamoHagmGgxfdNzU+NSY03pi2EbNergQTQggxfystJP4h8BngM6qq/nia/n8E/h74e1VV/99ZjvM/gX8GQkQWq/tT4G3ADnwZ+ARwDtikqqr/ImOSkHjcIoTE1113HUeOHOH555/n7rvvntM+wWCQPXv2cOzYMb75zW/y2GOPLfi4QEJisfhUvx/X4cMMHXgO9+HDEJz6B4HWlob17nuw7v8w8evWLep4nJ1uXvtpDX1t7mibPl7Lno+uZf1uma0ihLh8zX0e/vtUJy+c7KKu2zXtNka9lptK07l9YwY3laZLSQohxFVlNDTKWefZaGh8qu8UHe6Oi+6noFCUVMSG1A1sTNvIxrSNrEteh0FrWIJRCyGEWA1Wa0j8d8A/jT3drarqu5P6FOA4sB34I1VVfznPsS5MuYmrOCQ+c+YMGzduJCcnh+bm5uiCdXPx4x//mM985jN85CMf4be//e2CjmuchMRiKQX7+xn+798xdOAAvpqaabeJLyvDcucdJN52G4acnEUZRygY5sTvm3n/pRbUSQVF88vT2PeJUkwW+UNDCLEw6hyuscC4k2bnyLTbxOk03LDOxh2bMrh5vR1LvNTkFEJcfZxeJ9V91dEZx6f7TuMOuC+6n06joyS5JBocb0jbQJG1CK1GrtYQQggx1UKGxAsxzWM8hZwpOR1vH5yhnwv6HZMDYgBVVVVFUZ4jEhLvBOYVEi+YRZide6X44Q9/CMCnP/3pSwqIAWw2GwAez6zrFwpxxdClpJDyyT8m5ZN/jK/uHEMHDjD0wgsx5Sh8NTX4amro+ddvEL9hA4m334blttswLGBtbq1OwzX3FLJmUyoHHz/LYHckuGk+1ccvv3aMGz9WQvG29AV7PSHE1askI5GSjBI+f8s6arqGebHawe9Pd9HYO/G7fTQY5tWabl6t6UavVdhTnMYfbMzkljI7yWb50koIcXVINaayN3cve3P3AhBWwzQNNUVD41O9p6gfrCd8wbI7wXCQM84znHGe4dfnfg2AUWdkfcp6NqRtYGNqZMZxbmKuXDEmhBBiQS1ESFw3dj/TNdVrx+7PzfE4M4XJA2P3Umhzmfh8Pp588km0Wi2f/vSnL3n/o0ePAkRrFQuxmsSXrCP+f/4N6X/1eTzvvMPggQO4D76O6p+ojuM7cwbfmTP0/tu/E7d+PZbbbsNy+20Y8vMXZAwZBVYe+OIO3n32PNWH2iOv6Q7w8o9OU3/Cxg1/uA6zNW5BXksIcXVTFIUNWVY2ZFn5q1vXUd/j5sVqBy+e7qLWMVGSIhBSOVTXy6G6XrTPKuwqTOUPNmVwa1kGtkT5eSSEuHpoFA1FSUUUJRVx79p7ARgJjFDbX8vpvtOcdp7mTN8ZWl2tU/b1Br1U9lRS2VMZbbMYLDGzjTekbsBusktwLIQQYt4WotxEEdAANANFqjrxVaiiKIlAF6AA6aqqzjiFVFEUE9ADaIG0C7dVFOV7wKPA36qq+v/Nc6wLU27iKvXkk0/yyU9+krvuuosXXnhh2m0qKyvZvHkzGo0mpv3gwYPceeedjI6O8s4777B79+5FGaOcO7GShIaHcb12ENfLL+M+cgQCgWm3iyspwXL7bSTeeiuGwsIF+XDfdraf1392FvfA6MTrmHTsvq9YahULIRZVY6+bF087eOm0g+qO6a++0iiwPT+F2zZkcGuZndwU0xKPUgghVqah0aHITOK+M9HwuGekZ077phnT2Jg6ERqXpZaRakxd5BELIYRYTiuqJjGAoigvA7cCn1NV9duT2v8d+B/AD1RVfXRSeymAqqq1FxznW8DngG8Cn1fHBqcoyiYiNYl1QKmqqufnOU4JiS/D9ddfz9tvvz3rgnV79+6lvr6e3bt3kzNWf/XUqVO8/vrrAHz961/nf/2v/7VoY5RzJ1aq0PAw7kOHGH7pZTxvv406Q2Csz80l4cYbSbjxRkw7d6CJm/9Mu9GRAEeeOU/N250x7Tmlyez9eClWm1yYIYRYXG39I7x0OjLDuLJ15spjpRmJ3FJm55YyO5uyrfJFlhBCTNI70hsz2/i08zRDo3MrgZhuSqcstSxyS4nc20y2RR6xEEKIpbISQ+Ii4AiQDjwHnAWuAfYRKTOxW1VV56TtVQBVVZULjmMBDgObgWPAO4Ad+AiRMhN/qarqty5jnBISz9PZs2cpKyu76IJ1P/nJT3j22Wc5ffo0fX19BAIB7HY7u3bt4rOf/SzXX3/9oo8T5NyJlS3kduM+9AbDL7+E5823YkpSTKYYjZh37RoLjW9An5Exr9drrxvg0M9rGe71Rtt0hkgd4/KbctFoJIwRQiy+riEvL5928PvTDt5r7memj6AZlng+VJbOrWUZXFuYikGnmX5DIYS4SqmqSru7PWa2cY2zBm/Qe/Gdicw4Hg+O16espyy1TEpVCCHEFWrFhcQAiqLkAl8DbgdSiZSZeBb4qqqqAxdsO21IPNaXAPwd8FFgDeAlMov4G6qqvnKZY5SQeJWTcyeuNCG3B/fhN3C9/Aqet98mPDIy47ZxpaXRWcbGinKUS1g8MuAPcfyFJk6+1hoTzKTnW7jpj0tJzU64nLchhBCXpMfl47WaHl6tcfDOeSf+YHja7RLjdNxYYuOWMjt7S9KxGvVLPFIhhLgyhMIhmoaaorONa/prONd/Dl/IN6f9U+JTWJ+6nrKUMjakbmB96noyzVKiTAghVroVGRJfCSQkXv3k3IkrWdjvx3viBO7Dh3G/cRh/S8uM22osFkw7d2C+dhfma6/BUFQ0pw/x3c3DHHryLM6OibLvGq3CttvXsO32fLR6mbEnhFhantEgb57r5dWabg7W9jDknb4cj06jcG1hKreU2flQmZ3sJCmZI4QQswmGgzQNNVHjrOFs/1lqnDXU9tfOecZxUlxSzGzj9anryUnIkeBYCCFWEAmJ50lC4tVPzp1YTfzNzZHA+PBhPO+dyNAX3gAAIABJREFUmHHhOwCtLQ3zNddi3nUtpmuuxZCTPeO2oWCYD15p4b3fNxMOTvwOSM40s+8TpWQWWRf0fQghxFwFQ2Heax7g1ZpuXqlx0D4wc5CxIcvCzevt3FSaTnm2VUrnCCHEHITCIVqGWzjjPBMNj2v7a/EEZlxjPkaCPoGSlBJKU0qjtyJrEXqtXOkhhBDLQULieZKQePWTcydWq5Dbw8jRd8dC4zcJ9sy+yrU+JycaGJt2bEdvt0/Zpr/Lw6Ena3E0xi58sn53Jrs+UoQxwbCg70EIIS6FqqrUOly8WtPNqzXdVHfMvEhTWoKBG9els6/UxvVrbVKWQgghLkFYDdM63EqNsyYaHJ91nsUVcM1pf51GR5G1KBoal6SUUJJSgsVgWeSRCyGEkJB4niQkXv3k3Imrgaqq+Jua8Lz7LiNHj+E5fpzw0OwrXOuzsjBu3Ypx6xZMW7cSt3YtilaLGlapPtzBuwfOExwNRbePM+vYfW8x63dnosjsPCHECtA15OW1mm5eqenmaKOTQGj6z7A6jcK2NcncVJrOTaXpFKcnyKXRQghxicJqmHZXOzX9NdHwuLa/lqHR2T9zTpadkB0NjUuTS1mful4WyBNCiAUmIfE8SUi8+sm5E1cjNRTCV1vLyNGjeI4eY+TECVTv7LXmNAkJGCsqMG7ZgmnrFgK5pbz7uw4aq3pjtrMXWLjxYyXY8hIX8y0IIcQlGfYFePNcL4dqe3mjrgenxz/jtjnJRm4qTWdfaTq7ClOJ18990U8hhBATVFWle6Sb2v5aavtrqeuv42z/WTrcHXM+hjXOSmlyaUzJigJrATqNbhFHLoQQq5eExPMkIfHqJ+dOCFD9frzV1XjePcrI8eN4T51C9V1kZWuNhrjSEgbX7eWUbz0e30SIoiiwaW8OO+8pJM4oH+CFECtLOKxyqmOI12t7OFTbM2tZini9huuK0tg3FhrL4ndCCHH5hv3DnOs/R91AHWedZ6kbqKNhsIFgODin/Q0aA2uT107MOk4pZV3yOsx68yKPXAghrnwSEs+ThMSrn5w7IaZSAwF8tbV4KysZqfwAb2Ulwd7eGbcPafS05N1KS96tqJNmdRjNGvY8UMLanRlymaAQYsXqGfbxRl0vh+p6eKu+D/fozCHFOnsCN6y1cf06G9cUpMgsYyGEWCCBUIDGocborOPxmcdzrXMMkJOQw9rktaxLXhe95SbmotXIz2ohhBgnIfE8SUi8+sm5E+LiVFUl0NExFhpX4q38gNH6erjg98GIMZ26tQ8wkBL7/1NqsJOtuT2kb8wnrqSEuOIiNPHxS/kWhBBiTvzBMCea+3m9tofX63po7PXMuG2cTsPOghRuXGfjhnU21kotYyGEWFCqqtLp6aTWWUvtwERw3OXpmvMx4rXxFCUVsS55XTRAXpu8lpT4lEUcuRBCrFwSEs+ThMSrn5w7IeYn5HLhPXUK35kafKdP4zt9mkBnJyrQY9tKffF9+OOSotsr4SA5HW9Q0PwiOtWPIT+fuJJ1xJeUEFdSQnxJCbrMTAlYhBArSovTw6HaHl6v6+VooxN/MDzjthmWeK5fm8YN62zsKU4j2WxYwpEKIcTVY9A3SN1AXUyd4+ahZoLq3MpVAKQZ06KzjcfD40JrIQat/OwWQqxuEhLPk4TEq5+cOyEWTtDpxHfmDN7Tp3FV11HTm05r6k5UZeISP73fRWHTC2R1HUEh9veJJjGRuJJ1xK1dS1xBIYaiQuKKitDZZVVrIcTy8/pDHG1y8ua5Xt4818v5WWYZKwqU5yRxw1hovCU3CZ1Ws4SjFUKIq4s/5KdpqIlzA+eoH6iP3vd4e+Z8DK2iJd+SHwmPU8YC5KS1ZJildJoQYvWQkHieJCRe/eTcCbG4HCdbePPp8/T2xbYnuNtZ2/AbkgfrL3oMjdmMobCQuMICDIVFxBUVYigsxJCbi6LXL9LIhRBidh2DXt4618ub9b28Xd/HsG/mGWyJcTp2F6eyZ62N64pSKUgzS+AghBBLYMA3QP1APfWDkeD4XP85GgYb8IUuskjzJIn6RNYmr42pd1yUVESiIXERRy6EEItDQuJ5kpB49ZNzJ8TiU1WVhhM9HHmmAffAaExfVryTkv5DaGvfJzw8fGkH1usxZGejX5OHIW8Nhrw8DGvyMOTloc/OlgBZCLFkgqEwJ9uHIrOM63s52TZIeJaPzFnWeHYVpXFdcSrXFadht0iddiGEWCqhcIh2d3vMrONzA+doc7Vd0nHSTekUJxVTlFTE2qS1FCUVUZRUhFlvXqSRCyHE5ZOQeJ4kJF795NwJsXQC/hBVr7ZS+XILQf9EXU+NTqHiplwqthoJN9fjP9/IaON5/I1NjDY2Eh4auvQX02rRZ2VFg2N9bh76nOxIqJyVhcZqlVl8QohFMzQS4J3zfdHSFJ1Ds89YK7KZua44jd1FaewqTMVqki+5hBBiqY0ERmgYbJgSHg/7L20iQ6Y5k6KkIoqTiqO3AmsBJr1pkUYuhBBzJyHxPElIvPrJuRNi6bkHfBw90EjdMUdMu9Fi4NoPF1K6KxONJhLgqqpKyOlk9Hwj/qbGyP3584w2NRHsmvvK1hfSmM3os7Mjt6ysicfZ2eizMtEmJ0uILIRYEKqqcr7XzeFzfRxp6ONYUz/u0ZlLU2gU2JRtZXdxGtcVpbE9P5l4vXbG7YUQQiweVVXpGemJBsbnBs5xfvA8jUONBMKBOR9HQSErISsaGo+HyAXWAuJ1cjWJEGLpSEg8TxISX7rf/OY3HD58mKqqKk6ePInL5eLjH/84P//5z6ds29zcTEFBwYzHevDBB3nqqaem7XviiSf47ne/S01NDVqtli1btvCFL3yBu+6665LGK+dOiOXjaBri7V/X090UOzsjLTeB3fcWk1uWMuv+YY8Hf3s7/pYWAq2t+Fta8bdGbpcTIAMoBgO69HR0djt6ezq6dPvEY7sdnT0DfboNxSArYAshLs14aYojDX28c76PypZB/KHwjNsbdBq25SVzXXEqu4rSKM+xopdF8IQQYlkFw0HaXG2cHzxPw2ADDYMNnB88T/NQM0F15i8CL6RRNOQk5MQEx0VJRRRYCzBo5XOmEGLhSUg8TxISX7rNmzdz8uRJEhISyMnJoba29qIhcUVFBfv375/Sv3HjRu6///4p7V/4whf4t3/7N3Jycrj//vvx+/089dRT9Pf38+1vf5vPfvazcx6vnDshlpeqqtS/1827z56fUq84pzSZXfcWkb7GcsnHDft8BNrbI6FxSyuBtlYCHZ0EOjvwd3SijowsyPi1KSmR8Dh9PDxOR2+3o01NRZeaijYlFV1aKpp4mSEihJie1x/i/ZYB3jkfmWlc3TE0az1jo17L9vxkrilI4ZrCVMpzrMTpZKaxEEKsBIFwgNbhVuoH6zk/eD4aIrcOtxJSQ3M+jlbRkpuYG51tXGAtoDCpkAKLlK0QQlweCYnnSULiS3fo0CFycnIoLi7m8OHD7Nu376Ih8ac+9Skef/zxOR3/yJEjXHfddRQVFfHee++RnJwcPda2bdvweDzU1taSn58/p+PJuRNiZQiMhvjg1VY+eLmFYCB2Rt3a7elc8+FCrLaF+UCsqiqhwUEC7R0EOjoIdHZG7js6CHS0E3B0E3a5FuS1xmlMJrRpaehSUtCmpaJLSUWbmoIuNQ1dasqkUDkFrdWKopFZgkJcrYZGAhxtco7NNHbS0OOedft4vYateclcU5DKNYUpbM5NkvIUQgixwvhDfpqGmqKh8fh9m6sNlUvLWDLNmRRaC6PBcaE1ckuOT16k0QshVpOFDIl1CzEgsXrt27dvUY///e9/H4AvfvGL0YAYID8/nz//8z/n61//Oj/96U/56le/uqjjEEIsLH2clp13FbBhTxbHf9fE2Xe6UMem0tWf6OF8ZS8bbshm+x35mCyXd+mdoijokpPRJSdj3LRx2m3CHg+B7h6CPd0Eu7sjj7u7CfZMetzbC+GZLxGPOd7ICOHWVgKtrRffWKtFa7WiTUqaep80Q7vVimIySR1lIVYBq0nPbRsyuG1DBgDdwz6OnO/jnQYnRxudtA94Y7b3BcIcOe/kyHknEClPsSU3iWsKU7m2MIWteVLTWAghlptBa6AkpYSSlJKYdl/QR9NQU0xw3DDYQIe7Y8ZjdXm66PJ08U7nOzHtyXHJU4LjAmsBGeYMNIpMQBBCLDyZSTwNmY06vTfeeGNOM4lvueUW7rvvPpxOJ6mpqezatYvy8vJpj5mTk0NHRwednZ1kZmbG9L377rvs3r2bPXv28NZbb81pjHLuhFiZBhwejh5opLGqN6ZdH6dl8y15bP5QLob45f3eUg0GCTqdYyFyN8FokNxDsL+fkNMZ6e/vh8DcFzaZL0WvR5NkRZeUhCYhEY0lEW1CIprEBLSJiWgSLWgTEyJ9iQloLRY0CeN9iWjMZgmZhbgCdAx6OdYYCYyPNfXT4py9fI5Bq6Ei1xqdabw1LxlznMz7EEKIlWwkMELTUBONQ42R22Dkvs3VdkllKwCMOiP5lvyY8LjQWkiuJRe9Rr9I70AIsVJJuYl5kpD48sw1JJ7O3r17eeKJJ8jLy4u2eTweEhISSEhIwDXNpeB9fX3YbDbS09Pp7u6e0xjl3AmxsjkahzjyTANdDUMx7cZEPTvuLKBsTxZa3cqeGaGqKmGXi2Cfk1C/k2Cfk2C/k9D4vdNJ0NlP0NlHyNlP2D37peWLRqOJhMYJCWjM5sjNZEJjNqExmVBMkftI21ifyTyp7cI+E4pOgighFlvXkJdjjf0ca3JyrLGfxj7PrNtrNQplmRa2rUlmR34KO/KTSbdI3XQhhLgSBEIBWl2tMcFx01ATzcPNeIPeix9gEp2iI9eSGw2N86355FvyybfmYzFc+pogQogrg5SbWGabnti03EOYs+pPVS/Za5lMJr70pS+xf/9+CgsLATh16hRf+cpXOHToEDfffDNVVVWYzWYAhoYiIZHVap32eOPtg4ODSzB6IcRSyCi0cu9fbaWl2sm7B87T3xkJP7yuAG8+dY6q11rZfkc+JddkoNGuzLBYURS0FgtaiwUKp/9ibLKw309ocJDQ4CDhoSGCY/ehwUFC4/eDFz4fRPX7L2+g4TDh4WHCw8OXd5xJFIMhJkRW4uJR4uPQxBsj93HxKMb4yP107fHxKHFxaIzGyH18PEr8eHs8GmM8isEQuUkdZ3GVyrQa2b8lm/1bsgHoGfZxtKk/Otv4fG9saBwKq1R3DFHdMcTjR5oByEsxsT1/IjQusiXIlQVCCLEC6bV6ipKKKEoqgjUT7WE1jMPjmBIeNw41Mjg6/d/HQTVI01ATTUNNHORgTF9KfEo0MF5jWRN9nJuQi14rs4+FEBESEosFk56ezte+9rWYthtuuIFXXnmFPXv2cOzYMX784x/z2GOPLdMIhRArgaIo5JenkbcxlbqjDo6/0Ih7YBSA4T4fr/+slvdfbGHHnfms3ZmBRnNlBxsagwFNejr69PRL2i/s9UZD47DLRcjlJux2ERp2Re5dLsIuNyHXMGGXO7KN2014eJiQ243qvbTZJ3Oh+v2ExkLvRafTRUJpvX4iOJ5yi/RpDAYU/QV90f0mbRPTb0DR6yKzo3U6FJ0+8lyrjX2uG2+b9Dy6j07CbLHo0i3x3FORxT0VWQD0ukY53tTP0UYn7zX3U9ft4sILA1v7R2jtH+GZykgNzGSTnm1rUsaC42Q2ZluJ00ldYyGEWKk0ioashCyyErLYk70npq/f1z9RumJwIjzu8nTNeLx+Xz/9vn4qeypj2rWKluyE7JjwuMBawBrLGmxGm3zBKMRVRkJiseh0Oh2PPPIIx44d480334yGxOMzhcdnFF9ovD0pKWlpBiqEWFIajcL63Zms3Z7OqTfaqXy5hVFPEIChXi+vPX6WEy+2sOOufIq32a/4sPhSaYxGNEYj+oyMee2vBgKR0NjtJuzxRBbb84xE7kdGCI94xp57om3q+DYez6TtJm5zXdhvQQSDqMEgl1albxloNFOD4/Hneh2K9oLnOj2KVju2vRZFowWtNhI2a7WRQFqrGWu/8H6W7bRa0GhRtJqJ+/HtNDP0a7Qoumn6FQ1olMhraTSAgqJRIo/H+5SJ5xN9CiiT9lM0KErk32i8P7qfRjPpGErscTQaFKbZTwBgS4zjzvJM7iyPrOUw5A1Q2TrAieZ+TjQPUNU2yGgw9v/VgZEAr53t5rWzkfJdBp2GzTlJbMtPZmteMlvykkhLiFvy9yKEEOLSpcSnkBKfwjZ77JXlI4ERmoabosFx83AzzcPNtA63MhoanfZYITVEq6uVVtfUxZjNejNrLGtYY1lDgaUgJkg26U2L8t6EEMtLQuJ5WMoSDquFzWYDInWIx5nNZrKzs+no6KCrq2vKwnX19fUArFu3bukGKoRYcjqDlq23rmHj9dmcOtRO1WutjI5EwuLB7hFe/UkNJ37XzI67Cijemh4JksRFKXo9uuRkSE5ekOOpqorq88WExqrPR9g3ijrqI+z1Re59vol236Tnoz5Ur4/w6CztXi+q34+6BAsDLphwODLmyy0PImY3FkDHhMszBc/jgfL4Y0UBBRQWoU9RgOn6Ju270H3RwHyivUhRKFLgQUVBDYPLH2TQG2DQG2RgJIA/pE68hzHjk49bxm5Gg44kk54kk4Eko55Eox7N5Pd94fmIeX5htzJb5yU+n+m4l3jsi4z5wv7Lew9zPe4lHnslflmywoa0Mr9QWmFjWon/RittTCtuPHPfNG3sthOATCATVb0WT8DD8OgwQ/4hhvxDkcejQ7gDs62dMQxUA9UMASfHbgAmvRlrnAWrwYolzoo1zkKiwUKiPhHtclxltdLOmRBLKDjHNbzmQkJisSSOHj0KEK1VPO6mm27iySef5KWXXuLhhx+O6XvxxRej2wghVj+DUcf2O/LZtC+HkwfbOPlaK35fZB7pgGOEV358hhNZzey8u4DCCpuExUtMURSUsdnNpKYu6mupqooaCETD15jbpPZwtH3StgH/7P2TtwuGUINB1GAAApGZy2oo0kYwgBrTNmmbsTaupDD7SqeqkVs4zIVLLl89SzDPnRZIHbvN1+zL5QkhhLjSxI/d7AtyNPfYrTPaEgJkNSEhll6wr2/BjiUhsVgwlZWVbN68Gc0F3xwePHiQ//iP/wDgE5/4REzfo48+ypNPPsk//uM/sn//fpLHZrw1Nzfz3e9+l7i4uCnhsRBidYsz6th5VwHl42HxwTYCo5GwuL/Tw0s/OE1qTgI77syXsHiVUhQFxWAAg2G5hzIrVVUhFIoGx+MlMqK3QGCiPzAWRo+HzoEgaigYCT1DIQiFIRyK9I09V8Ox95H+sftgaPb+UDhy/Fn6LzxOtH08jB27jwSzKoTH28ORx+oFz8ORfWP2Uy99u5jXHm8XQgghhBBCLCoJicWsDhw4wIEDBwBwOBwAvPvuuzz00EMApKWl8Y1vfAOAz3/+89TX17N7925ycnIAOHXqFK+//joAX//619m9e3fM8Xfv3s3nP/95/v3f/53y8nLuv/9+/H4/v/rVr+jv7+fb3/42+fn5S/BOhRArTbxZzzX3FFJxUy4fvNbKqUPtBMfCYme7m5d+cJrkDBNbb1/D2h12tFpZQEwsLUVRonWIxeKJCZAvDJfDKjD5eXh8p+gtsj9E5xxP6ov0z9anTpqqPM8+VZ2+P/qys/RdsO/c+tQpx432TfyjxjwNhMK094/Q1Oehsc9Dc6+bfs/0JVSUSXO3dRoNOUnxrEk1sSbVzJoUE+mJcRNX/U6Z9n2ReeCzjHPqe7jIsWOez/46s/77XMZ7uNi/+2W9h5VghX2BM+XfeyVYaUNakf9GK21MK2w8K+7fB0LhEMOjwwz4BhgYHWDAN8Dg6CCDowO4/LOVr5iZoigkGhJJjksmKS4pcouP3FsN1ikT0WKsvH8iIZaU7h//H2idWld8PpQV+ct0kSiK8v7WrVu3vv/++7Nud/bsWQDWr1+/FMNa0b7yla/w1a9+dcb+NWvW0NzcDMBPfvITnn32WU6fPk1fXx+BQAC73c6uXbv47Gc/y/XXXz/jcR5//HG++93vUlNTg0ajYevWrfz1X/81d9111yWNV86dEKuX1+Xng1daqX6jnWAgdlGmxJR4ttyax/rdmegM2mUaoRBCrB49wz4qWwf5oHWAD1oHOdUxiC9w8cUrE+N0bMqxUp6TxObcyH2mNX6F1ooVQgixkHxBH+2udlpcLbQNt8XcOzyOeR1To2jINGeyxrKGvMQ8chJzyE3MJTcxl+yEbFlET1z1tm3bRmVlZaWqqtsuvvXsJCSehgSNVy45d0KsfiPDfk4ebKP6cDuBsZrF44wWA5tvzmXjDdkYjDK7UwghFkogFKa2y0Vl6wAftA5Q2TpIa//InPa1JcZRkWOlIieJ8twkKnKsJJlWdjkZIYQQC2sxAmSANGMaOQmR4HhygJyTmENqfKp8SSlWPQmJ50lC4tVPzp0QV4/RkQDVb3Rw8mAbPk/sAmJxJh2b9uZQflMOxgQJIoQQYjE43aOc6hjiZNsgp9qHONU+SJ97+jIVF1qTaqI8J4nybCsbsi1syLJiNeoXecRCCCFWosUKkI06I9kJ2VMD5IQcshOy0Wvl94648klIPE8SEq9+cu6EuPoERkPUvN3JB6+24hkcjenTGTRsuD6biptzSUyJX6YRCiHE1UFVVToGvZxqH+Jk+yAn2wY53TGMezQ4p/3XpJrYmBUJjTdlW9mYZSXZLF/0CSHE1ezCALnd3U6bq402Vxtd7i6C6tx+x1xIQSHDnBETIE+ekWyNsy7wOxFicUhIPE8SEq9+cu6EuHqFAmHqjjuofKmFoV5vTJ+iUSjeamPzLXmkr7Es0wiFEOLqEwqrNPa6OTk20/hk2yBnu1z4QxevbwyQnWRkY7aFjVlWNuZEgmNbYtwij1oIIcSVIBgO4vA4osFxuyv23h2Y30J6AImGxOiM46yELLITsslJzCHLnEVWQpbUQhYrhoTE8yQh8eon504IEQ6rnK/s4f0XW3B2TP1gmFlsZfOH8sgvT0OjkRplQgix1EaDIeocLk62D3GmY4jTnUPUOVwEQnP7uyTDEs/GsRIVG7IslGVZyE4ySt1JIYQQUaqqMjQ6NCVAbnNFZiN3e7pRmX8elhKfQnZC9sQtMZtsc+Q+05yJQStXwoilsZAhsazqI4QQYlXRaBTWbrdTvC2dltNOql5rpaNuMNrf1TBEV0M1VpuRiptzKd2did6gXcYRCyHE1SVOp43UI85JiraNBkPUd7up7hji9NjtrMOFPzh1xrFj2Idj2MdrZ3uibZZ4HeszLazPjITGZZkW1toTiNPJz3chhLgaKYpCUnwSSfFJbEzbOKV/NDRKp7szdgayu512V+TmC/lmPX6/r59+Xz/VfdVTXxsFm8k2/UzkhCzsJjs6jcRxYuWRmcTTkNmoVy45d0KI6fS2uqg62ErDez2Ew7G/9+LMOjbekM2mvTmYrXIJsxBCrBSBUJiGnkhwHJlxPExN5zDeQGhO++s0CsXpCZHgeCw8Xp9pIUXqHAshhJiFqqr0efvocHdEb53uTtrd7XS4OnB4HPOuhQygU3TYzXZyEnKiAXJWQhYZ5gyyErJIN6Wj18iiemJupNzEPElIvPrJuRNCzMY94OPUoXbOvNWJ3xv7wU6jU1i33c6mfTlSt1gIIVao8RrHkRnHw5ztGqama5ghb2DOx8iwxLM+M5GyLAulGRZKMhIpSDOj12oWceRCCCFWi1A4RM9ID+3udjrdnTFhcoe747JLWWgUDTajjayELDLNmWSaM6c8lprIYpyExPMkIfHqJ+dOCDEXfl+Qs0e6OPV6G8N9Uy8lsxdY2LQ3h+Kt6Wj1EhoIIcRKpqoqXUM+ajojgfF4cNziHJnzMfRahSJbAiUZiayzJ1JiT6QkI5HsJKPUrxdCCHFJAqFAdEG9mFnIY4/7vH2X/RrWOCtZ5onZxxeGySnxKVKr/yohIfE8SUi8+sm5E0JcinBYpamql6rXWnE0Dk/pNybqKbsuiw03ZJOYEr8MIxRCCDFfLl+AOodrIjjuHKbW4WJ0mjrHMzEbtKzLmAiNS+yJrMtIJC1ByhMJIYSYH1/QFzMDudPdSaenky5PF13uLnq9vZf9GnHauGhwnJkwdTay3WyXkharhITE8yQh8eon504IMV+OpiGq32in4f0ewsHY342KAgWbbWy6MZvskmT5Vl4IIa5QwVCYZqeHM53DnO1yUecY5ly3m45B7yUdJy3BEJlxPClAXmtPJCFOFiISQghxefwhP92ebjo9nXS6O3F4HJEQ2d1FpyfyPBCee5ml6YyXtBgPkTPMGWSYMrCb7dHHyfHJaBS5qnKlk5B4niQkXv3k3AkhLtfIsJ+adzo582YH7oHRKf3JGSY27c2h5NoMDPESBgghxGow7AtQ3+2izuGmzjFMXbeLOoeLgZFL+yM8J9lIiT2RYnsCxbYEitMjt8R4ma0lhBBiYYTVME6vM2b28YVhsivguuzX0Wv02E2R0NhutpNhyog8ntSWHCcTaJabhMTzJCHx6ifnTgixUMKhMM2nnJx6o52OuoEp/bo4LWu3p1O2Jwt7vkU+HAkhxCqjqiq97lHOOdzUOoY5NxYcn+t24w2ELulYdktcJDAeC46LxsJjW0Kc/P4QQgix4Fx+10SAPDlM9nTicDvo9fZe1uJ64+K0cdhN9mlD5PHH1jir/K5bRAsZEssUKCGEEGIaGq2Gwi02CrfY6O/0cPpwO7VHHQRGI8FAcDTE2Xe6OPtOF6nZZsr2ZLNup514s8wWE0KI1UBRFNIT40lPjGfP2rRoezis0j7gjQbHtQ4X57pdNPZ6CIan/4O7e3iU7uFR3mlwxrRbjfqY8Hj8JgvmCSGEuByJhkQSDYmsS143bf94SYsuz0QJi+6R7pgPp9+2AAAgAElEQVR7l//is5FHQ6O0ulppdbXOuE28Nj4aGNvN9ikhcoY5A4tBJt2sBDKTeBoyG/XKJedOCLGY/N4gdcccVB/uYKDLM6Vfq9dQvDUyuzizWL4xF0KIq4k/GKaxz825bjcNPW7O90Tum/o8+ENzXywPIF6voTAtNjgusiWwJtVEvF67SO9ACCGEmDASGMEx4ogEx55uHCNj95OCZHfAvSCvZdQZsRltpJvSSTelYzfZsZls0cfppnRsRht6rUzIuZDMJBZLxul08uyzz/K73/2O6upqOjo6MBgMbNq0iYcffpiHH34YjWaikHl9fT3PPPMML7/8MvX19XR3d5OcnMy1117LX/7lX7Jv374pr/H444/z8MMPzziG733vezz66KOL8v6EEOJSGIw6Nu3NYeON2Tgah6l5u4OGEz0EA5E//kOBMHXHHNQdc5CcYWL9dVmU7srAmGBY5pELIYRYbAadhtIMC6UZlpj2YChM24CXhh439T2umADZ45++bIUvEKama5iaruGYdkWBLKuRQpuZgrSJW2FaAtnJRrQy+1gIIcQCMelNFFoLKbQWzriN2++OBsaTw+PJj0eCIxd9LW/Qe9EZyQAp8SnRINlmtEUD5Mm3pLgkmawzTxISi1k9/fTT/Omf/imZmZns27ePvLw8uru7eeaZZ3jkkUd48cUXefrpp6P/A37pS1/iV7/6FWVlZdxxxx2kpKRQV1fH888/z/PPP8+3vvUtPve5z037Wh/+8IfZvHnzlPbt27cv6nsUQohLpSgKmUVWMous7HlgHfXHHZx5u5O+tolv0gccIxz5bQNHnztPwaY0SnZlkrchBa1WVggWQoiriU6riYa5t5TZo+2qquIY9tEwFhiP3873uulz+6c9lqpCx6CXjkEvb9X3xfQZtBryUk1jofGkENlmltrHQgghFkWCIYEEQwJFSUXT9quqiivgis5Anm42cvdIN96gd06v1+/rp9/XT21/7YzbGDSG6CzkmJnJRlvMLOV4Xfy83vNqJuUmpiElCya8/vrreDwe7rzzzpgZww6Hg507d9LW1sZvfvMb7rvvPiAyK7iiooItW7bEHOfw4cPccsstKIpCc3MzmZmZ0b7xmcQ//elPeeihhy5rvHLuhBDLqadlmJq3Ozl3vDtau3gyY6KedTsyKNmVgS03cRlGKIQQ4kow4PHT0BsbHjf1eWgfGGGGssezSojTxcw8nhwgW+Ll0l0hhBDLZzxI7vH00OPtoWdk+pvT5ySsXlr5ptlYDJaY0NhmtJFmTJvyOE4bt2CvuRik3IRYMjfddNO07RkZGTz66KN88Ytf5I033oiGxDOFvDfeeCN79+7l1Vdf5ciRI9HthRBiNUlfYyF9jYXd9xXT8H4PNW930t00camw1xXg5OttnHy9jdTsBEp3ZbBuZwYmi5SjEEIIMSHZbGCHOYUd+Skx7aPBEG39Xpr6PDT1RYLjxl4PTX0eelyjMx7PPRqkumOI6o6hqa9l0pOXamZNiok1qSbyUkysSTWTn2rCligzkIUQQiwuRVGwGCxYDBaKk4tn3C4YDuL0OieC40mBcvdIN70jvfSM9My5TvKwf5hh/zANgw2zbpdoSMRmHAuOTWkTAbLRhs008disN1/xvzMlJBbzptdHZh3odHP7z+hi21dVVfHNb34Tn89HdnY2+/btIycnZ2EGK4QQS8gQr6PsuizKrsuiv9ND3bEu6o468AxNXD7s7HDzzm8aOPLMefLKUii5NoOCijR0siCREEKIGcTptNGF7MAe0+ceDdLc56Gxz0NTb2yI7BoNznjMgZEAAyODnGwbnNJn1GvJSzGRl2qaCJHHAuXsZCN6KaEkhBBiieg0OuxmO3azfdbtRgIj0dC4e6Q7GiT3eiee9430EVRn/t04mcvvwuV30TjUOOt2Rp0xGhiPz0KOhsmTAuaVXDNZQmIxL8FgkJ/97GcA3H777RfdvqWlhYMHD2Iymbjhhhum3eZb3/pWzHOtVssjjzzCN7/5TeLjpVaMEOLKlJJlZte9xVzz4SLaa/upfddBU1VvdLE7NazSctpJy2kncSYdhZttrN1hJ7skGY0sQCSEEGKOEuJ0bMy2sjHbGtOuqipOjz8y+7h3LETuc9PcN0KT04M/OPOlu95AiLpuF3Xdril9Wo1CVlI8a1LMMSHymlQzuSkmEuLkT00hhBBLz6Q3UWAtoMBaMOM2YTVMv68/ppxFn7ePPm8fvd5e+kYi906vc85hsjfopc3VRpurbdbtdBpdbJg8dp9qTCXNmBZ9nBqfuuR1k+U39zycLb1y6t2urz27KMf927/9W06fPs0dd9zBbbfdNuu2o6OjfPzjH2d0dJR/+Zd/ITk5Oaa/oKCAb3/729x6663k5OQwNDTE22+/zd/93d/xgx/8gOHhYX7xi18syvsQQoilotEo5JWlkleWit8bpKGyh9p3u+hqmLj0d3QkyNkjXZw90oXRYqB4WzrrdtixF1hW7LfNQgghVjZFUUhLiCMtIW5K+YpwWKXb5aPFOUKrc4SWfk/kcf8ILc4RhryBGY8bCqu09Xtp6/fCNFfqJpv05CSbyE0xkpNsIifZSE6ykdzkyCxkk0H+FBVCCLE8NIomGsiWpZbNuF1YDTM4OkjvSO9EgOzto3ekN+Zxn7cPX8g3p9cOhoORRfw8jotum6hPjATGYwFyavwFQbIxlWB4biH2XMjCddO42OJnV3tI/J//+Z889thjlJaW8s4775CSkjLjtqFQiI997GM8/fTTPPjgg/zyl7+cc9DR1tZGRUUFAwMDVFVVUVFRcdF9ZOE6IcSVZqjXS90xB3VHuxjum/6DRWJqPGu321m7w05q9pVf60oIIcSVYWgkEBMcN/d5aOmPBMqO4bn9MTyTVLOBnJTY8DjyOHIfL+WXhBBCXCFUVcUdcMfMQp4SJo/1uQJTr865HA3/0ICvxScL14ml953vfIfHHnuMsrKy/9PenYfZVRX43v+tM9epec5QmSEQwICVoA3aMmh7o61vx24asFsBW1uxEfo6PBfUV6/aSF+704rDdaIfRYFWr/jei3Bx6AdaaBICJgE0EghkIAmpVGo8VXXqzHu9f+x9Tp2qOjWmpqS+n+c5z957rbXXXofSnXN+tWptPfLIIxMGxO95z3v005/+VFdffbXuvffeKQUbK1as0Nvf/nbdd999evzxxycVEgPA6aa6sUyve8caXfynq9V+qE8v/bZdL+0+qUTf0PrF/V1J7fnVK9rzq1dUu7Rc6y9u0lmbm1XTFJ3HkQMAznTV0aA2Rmu0saVmVF0yk9NRb8axGxwPBcjHehJK58Z/An1XPK2ueLrkWsiS1FgZHhUeL6uJaHlNmZbVlKmc5SwAAAuEMUaVoUpVhiq1tnrtuG2T2WTJELkr0aWuZFdh2YvuRPekl7qYKfzLOg2ztYTDQnfnnXfqox/9qC644AI98sgjampqGrNtJpPRX//1X+unP/2p/uqv/ko//OEP5fdPfTZAY2OjJCkej0973ABwOjDGaMnaai1ZW603/OXZenV/j156ul0HnulQOjH04aCnLa6nfn5IT/38kOpbKnRWa6PWvrZJdUvL53H0AIDFJhL06+zmSp3dXDmqznGsOgZSOtYzqKPdiaFtrxsgv9qTUNYZ/y9aO/pT6uhP6ZkjpUPk6rKgltWUaXlNRMtqyrS0umxYiNxUGVaAB+sBABaYSCCiFZUrtKJyxbjtHOuoL9XnhsZJN0TOh8mdic5CoHzYd3jGxkZIjEn50pe+pNtuu00XXXSR/v3f/10NDQ1jtk2n07r66qv1wAMP6LrrrtP3v/99+XzT+4D21FNPSZLWrh3/NzEAcCbx+YxWnFunFefW6bJ3n6NX/tCll3a16/BznYUH3klS17EBdR0b0FM/P6TapeVa99pGrWttYkkKAMC88vmMmqsiaq6KaNOq0fU5x6q9L6ljPQkd7XaD46M9gzrW4+63xZLKTRAixxIZxRIZ7WvrK1nv9xktqYpoWU3EC5CHAuX8qyoS4N9LAMCC5DM+1URqVBOp0Vk6a8x2mz6/SXsO7ZmRaxISY0L/8A//oM9+9rPatGmTfv3rX4+7xEQqldKf//mf6+GHH9b73/9+ffe7350wIN61a5c2b948rMxxHH3pS1/Sk08+qYaGBm3ZsmVG3gsAnG78QZ/WXtSotRc1Kp3M6vDvOvXSrpM68nyXnOzQF+ietrh2tcW16+HDqm4s07rWJq1rbVTjykq+AAMAFhS/zxSC2tetGf3dIptz1BZLFoXH7mzktt6kjscSautNTricRc6xerU3oVd7E5J6SrapCAe0pDqipdVuoF1qW1ce4t9RAMCiQEiMcf3gBz/QZz/7Wfn9fv3xH/+xvva1r41qs3r1at1www2SpBtvvFEPP/ywGhoatHz5cn3hC18Y1f7yyy/X5ZdfXji++OKLdcEFF+jCCy/U8uXLFYvFtH37du3du1fRaFT33XefqqqqZustAsBpIxQJaP3rlmj965Yoncjq8N5OHdjToSN7u4bNMI51JAprGFfWRbT2okatubBBS8+qlo8/vQUALHABv08r6qJaURfVJaofVe84Vp3xlI73JtXmBcHHe5M63pvQ8VhCx3sT6hxIl+h5uIFUVi+fHNDLJwfGbBPy+9RcHdaSqoiWVJeVDJIbK8MK8u8rAOA0R0iMcR06dEiS+xC6O++8s2Sbyy67rBAS59t3dnaWDIjzikPiT3ziE3r66af16KOPqru7Wz6fTytXrtRNN92kj33sYyw1AQAlhMoCWn/xEq2/eIkyqZxe2dulg8+c1OHfdymTyhXa9Xcn9dyjR/Xco0cVjga06jX1WrOxUSvPq1OojI8BAIDTj89n1FQZUVNlRBetGP1QPcl9sN6JmBsc50Pktlh+3z1OZHIlzy2Wzjk62p3Q0e6xZyQbIzVWhLWkOuKFyRE1VYbVVBlRY1VYzZURNVWFVRcNyedjVjIAYGEy1o6/1tOZxBizu7W1tXX37t3jttu3z30w3YYNG+ZiWJhB/OwALHbZTE5Hn+/WgT0dOvS7zmEPvSvmCxi1rK/V6o0NWnNhgypqI3M8UgAA5o+1Vr2DGbXFkmrvS6otltSJvqROxBI60ZfSiZi7NnJ/cuaeLB/wGTVUhNVUFVZTZViNlW6Y3FzlhcpVbrDcUBHioXsAgEnZtGmT9uzZs8dau+lU+2IKEQAAZ5BA0K81FzZqzYWNymUdHXuxR4ef69Sh33Uq3psqtHOyVkee79aR57v1+I/3q3FlpVZvbNDq19SrcUWlDDOdAABnMGOMastDqi0P6bxlYy9tF09ldaIvqfZYcZA8tG2LJdUVT2kyc6+yjnXP60tOMDapvjxUCJELQfKIcLmpKqxwwD/Vtw4AQEmExAAAnKH8AZ9WnV+vVefX603vXq/OowM6+FyHDv+uU51Hh6+/2HGkXx1H+vXbhw6prDKolefXa9UF9VqxoU6R8uA8vQMAAOZXeTigdY0VWtdYMWabdNbRyf6iGcmxpDr6UzrZn9LJ/qRO9rn7sURmUte0VuocSKtzIK19beO3rS4LqqEipPqKsBorwoX9hqL9xoqwGipDiob4+g8AGBv/SgAAsAgYY9S4slKNKyv1+neuVX93Uoee69Th33Xo1f29cnJDU6AS/Rm9uPOEXtx5QsZIS9ZWF0LjhpYKZhkDAFAkFPCppTaqltrouO2SmdxQeNyXHBUin+xPqaM/qa54elIzkyUplsgolsjoQEd8wrZlQb8aKkNqqAirvjysxsJ+SA2VQ8FyQ0VY1WVBGcO/9wCwmBASAwCwCFXWRbTxihZtvKJFqURWR/7QpcO/79TR57uV6B+a6WSt1HYgprYDMT3184OKVoW08vw6rTy/XivOrVOkglnGAABMRiTo14q6qFbUjR8mZ3KOugbSwwLkdi9U7uj3wuW+lDoGUso5k3/GUCKTK3oI3/gCPqN6LzCuLwqP68pDqouGVOct1VHnvaoiAUJlADjNERIDALDIhcsCOntzs87e3CzrWJ080q9X9nbpyB+61H64Tyr6/jnYl9YLT57QC0+ekIzUtLJSLefWacWGWi1dVyN/kAftAABwKoJ+n5ZUR7SkevyHyjqOVc+guyxF14AbGuf3O4ftp9UxkFI660x6DFnHqr0vpfa+1MSN5YbKtUUBshsiB1VXHlZdNKi6ivCoOtZTBoCFhZAYAAAUGJ9R8+oqNa+u0uvesUaJ/rSOPN+tV/Z26ejz3UrGi9ZTtNLJV/p18pV+7fnVKwoEfVp2do0bGp9Xq/plLE0BAMBs8fmM6r2ZvlLluG2ttRpIZb21jlNeqJxWZ39KXfGUOvu98rhb1p/KTmksWceqoz+ljv7JhcqSVBEODA+Sy8OqKw8WwuaaaFA13rY2GlJ1WVCRIMEyAMwWQmIAADCmssqQznn9Ep3z+iVyHKuTr/QVAuOTh/uGrZmYzTg68ny3jjzfLf1/UlllUC3n1qnl3Fq1nFOrqoay+XsjAAAsYsYYVUaCqowEtaahfML2yUyuEBi7oXJanfGUeuJpdcXT6omn1R1Pq3swre6BtOLp3JTHNJDKaiCVndTyF3mRoK8QGNcWgmQvTC4bvl9b7m6ro8xaBoDJICQGAACT4vMZLVlTrSVrqvX6d65VajCjV1/s1dF93Tq6r1uxjuFf8hL9Gb3023a99Nt2Se46yMvX12j5ObVatr5GVfWExgAALESRoF/La8q0vGZy/1YnMzn1DmbUFU+pJ57fFgXJ3r5bl1bPYHpK6ykPXcdRWyyptlhySudFQ34vMA6pdkSwXO29qvLbSFBVZQFVl7mhup+/igKwSBASAwCAaQlHg1r72katfW2jJKmvM6FjL/To6L5uHXuhZ/jSFJL6u5N6YecJvbDzhCSpqiGi5etrC8FxRe34ay8CAICFKRL0a0m1f8J1lPMcx6o/mfUC5JS645lh257BjHoHM4ol0oX93sG0stMIliVpMJ3TYDqn41MMlyWpMhxQVVlQlZHAmGFyVWQoaC4ui4b8PNAPwGmDkBgAAMyIqoYynffGMp33xmWyjlXH0X4de6FHr77Yo+MHYsqmhv8pal9nUn2dbdq3o809v7FMy8+u0dKzqrX0rBpVN5bxxQoAgDOQz2dUHXWXgpjM8heSu65yPJ1T72DaC40z6hlMqzeRUWxweJjcm8gMtUtkpjVrOa8/lZ3yGs15AZ9xg+OigNkNl4fPVq6KBFQZCagiHFRF2N13jwMK+HkoMIC5QUgMAABmnPEZNa2qUtOqKrX+l1XK5Rx1vNKvV/e7oXHbgZiy6eFPWe/rSKivI1EIjcuqQlq2zg2Ml55VrYaWCvn4ogQAwKJkjFFF2A1OW2onf561Vv2prGIjguXeQXf5i75kRn2JjGIJdz+WyKrP2+9PTi8czss6trDUxnSVBf1uYBwJuOtKe/8NRpYVH48MmstDAflYNgPABAiJAQDArPP7fVqytlpL1lZr05bVymUdnTzcp1f39+rV/W5onMsMD40TfWkdeKZDB57pkCQFw34tWVvlhcY1alpVqVCEjzIAAGBsxhh39m4kqBV1Uzs351gNJLOFALk4TO5LZIuC5YwXLGcL+7FERqmsM/FFJpDI5JTI5HSyPzXtPoyRKkKjg+SKSEBVkYCioYDKwwFVhP0q90Ll8nBA5WF/Yb/CO46GAqzTDJyh+GYFAADmnD/gK4S9m9++WrmMo/ZX+tT2cq/aXo6p7UBM6cTw2TuZVE5H9/Xo6L4eSe4XnvqWCjWvqdaStVVasqZa1U0sUQEAAGaGv2hZjOlIZnLqT5YOk/sK++6M5f5kVgOprAaSWfUnM+pPucd2+itlFFhbtGxG7NT7Kwv6h4XIhQA5HFBFccAcHgqfo4V2AZWHhurKQ36W1AAWCEJiAAAw7/xBn5adVaNlZ9VIkqxj1XU87oXGvTr+ckzx3uEzaKyVOo8OqPPogP7w+KuSpEh5UM1rq7RkTZWa11areVWVQmV83AEAAHMvEvQrEvSrsTI8rfMdx2owk1N/MuOGxykvTPaC5IFUVn3e8UAqUwia3bKh48F0buKLTUF+dnPnwMz0Fwr4FA35FQ36VRZyA2V3677KgoGh/ZAbTA+rDwW8dvmyofogATQwaXxrwoRuvfVW7dq1S/v371dnZ6fKysq0atUqbd26VR/5yEdUX18/6pwdO3bo9ttv186dO5VIJHT22Wfrb/7mb3TzzTfL7/eXvM5DDz2kbdu26ZlnnlEul9P555+vv/u7v9P1118/228RALDAGJ9RQ0uFGloq9JrLW9z1BLuT7izjl3vVdiCm7ra4NGJ2TTKe0Su/79Irv+/yOpLqlparaXWVmlZWqmlVlepbyhUIlv63CAAAYKHw+YbWYVb19PvJ5hzFUzn1FwXJ/UUzmAfTWQ2kcoqnhu/HU1nF01nFhx3PbOAsSemso3TWUa8yM9530G+88DhQCJkLwXLQr2i4KFgODg+eI0Gfyryg330NHee34YCP9Z5xxjB2Jv524TRhjNnd2traunv37nHb7du3T5K0YcOGuRjWghcKhdTa2qrzzjtPTU1Nisfj2rlzp3bt2qVly5Zp586dWrFiRaH9Aw88oL/4i79QJBLRNddco7q6Oj344IN68cUXddVVV+mnP/3pqGt84xvf0M0336z6+npdc801CoVCuv/++3Xs2DF9/OMf17Zt2yY1Vn52ALB4pBNZtR/u04mDMbUf6tOJQzGl4hM/YMbnN6pfXqHGVZWF4Lhuebn8zDQBAAAYV35286C3HEY8lfOC5KFjN2geCpULAbPXNl83mMppID0zS2rMp3DAp7KQX5GAG0KPPI4EfYWguWxE2FwqgCaQxlRs2rRJe/bs2WOt3XSqfRESl0DQOFwymVQkEhlV/ulPf1p33HGHPvzhD+ub3/ymJKmvr09nnXWWYrGYtm/frs2bNxf6uPLKK/Xkk0/qRz/6ka699tpCP4cPH9a5556r8vJy7d69W6tXr5Yk9fT06OKLL9aBAwe0Y8cOXXLJJROOlZ8dACxe1lrFTiZ04mBMJw654XH3qwOT+uLhD/hU31KhplWV3qtKtUui8hEcAwAAzBprrVJZR4NpN1xOpHOKF+0PpnPeNqvBTK5Q5pa7S2kkMiXK0jkNZnLKOWdW5hUO+NyXFxq7L7/CwaH9SNArC/i8cn/JdqPr3TB7ZFn+WgGf4dkfC9BMhsQsN4EJlQqIJenqq6/WHXfcoZdeeqlQdv/996ujo0PXXXddISDO93H77bfrzW9+s771rW8NC4m/973vKZVK6dZbby0ExJJUW1urT33qU3r/+9+vb3/725MKiQEAi5cxRjXNUdU0R3XuJUslSelkVp1H+3XylfyrT7GTiVHn5rKOTh7u08nDfYWyQNCnhhVuaNywokINLZWqXRplqQoAAIAZYowpzJ6tKw/NaN/WWqVzTiF4zgfIQ8GzF0aPETIns9424yiRySlZeA0dp7LOjI55Iqms414zOfFfz800n9G4QXNkRLgc8l5Bv7sN+0eXhUZuvf2gtw2PbJ9v62dW9WwgJMa0Pfjgg5KkjRs3FsoeffRRSdKWLVtGtX/Tm96kaDSqHTt2KJVKKRwOT3jO2972tmFtAACYilAkoGVn12rZ2bWFstRgRh1HhgfH/V3JUedmM447K/ng0GPAjc+odklUDS0VqvfWTG5oqVS0ama/1AAAAODUGGO80NKvmujsXMNx3JnQ+dB4VJhcHDZnHSXTxe3c81JF5+XLk5nR7dJzHEiPeq926KGFC0HAZ4YHy/4S4fTIcLloWxw852dKB/0+Bf3uNuDth4r2g951ivcDXpv8/rA+TrPZ14TEmLRt27ZpYGBAsVhMu3bt0hNPPKGNGzfqtttuK7R58cUXJUnr168fdX4gENCaNWv0hz/8QQcPHiwsCTHeOUuXLlV5ebmOHTumwcFBRaOzdGcHACwa4WhQLefWqeXcukJZYiCtjqLQuONIvwZ6UqPOtY5V9/G4uo/HpafbC+VlVSE1FgXH9S0Vqm1muQoAAIAzmc9nVOY9EG+25RyrdNZRKuvOYE5livazOe94rHpHKW/mc34G9FTPyy6wpTuyjlXWmwG+kBUHxvlwuhAm+3wKBobvB3z5AHtov1RAne+jc2D0d5bpIiSehv954+kzq/Wmb185Y31t27ZN7e1DX4i3bNmiu+++W42NjYWyWMydbVVdXfrRq/ny3t7eKZ0Tj8cVi8UIiQEAs6KsIqSV59dr5fn1hbJ4LKWOI/3qONKvzmMD6jw2oL6O0UtVSFKiL60jz3fryPPdhTJ/wKe6ZeVqaKlQ3bJy1S0tV92ycpXXhE+rGQUAAACYf/45DKRLyeYcpXPOBKGyGzons+7M57QXNKdzjjJZq3RuqDyds97WUTqbUyZ/nHWUyjnKFOqcQruMVzffs6qnIpOzyuRmL8g+ERv9F5HTRUiMSTtx4oQkqb29XTt27NBtt92m1772tXrooYfU2to6z6MDAGBmlVeHVf6asFa/pqFQlk5m1fVqXF3H+tVxbEBdxwbU9eqAsunRH1RzWacQMhcLRfyq9QLjuqWExwAAAFj4At6yC9EFsMqatdYLX52ioHn8UDmddUa1TxWVZb2Z2lnHDbQzjuNewytL56yyOa990X425659Xbyf9ca20GZfT4SQGFPW3Nysd73rXWptbdX69et13XXXae/evZKGZgPnZwePlC+vqakplFVXV6uzs1OxWEz19fVjnjPWTGMAAOZKKBLQ0nXVWrpu6N8kx7Hq60h4s4371eXNOi61XIUkpZM5tR/qU/uhvmHlhMcAAADAxIwxCgXc5RvKw/M9mrE5jlXWcQNj92XHCZaH6vNts04+3B7azzpucJ3JOco4Vl+7P6zj7ROPZTIIiadhJpdwOJ2tWrVK5513np599ll1dnaqoaFB55xzjnbt2sdooxYAAB5JSURBVKX9+/dr06ZNw9pns1kdOnRIgUBAa9euLZSfc8456uzs1P79+3XJJZcMO6etrU3xeFwtLS0sNQEAWJB8PqOa5qhqmqM6a1NToTwZz6jTm23cfSKunuNxdbfFlRos/TTq8cLjmuaoapZEVdPkXqd2SVTVTVEF5+nPDQEAAACMz+czCnlrEc+W/1Ud0fEZ6ouQGKfk+HH3f4p+v/sl9corr9R9992nX/7yl3r3u989rO3jjz+uwcFBvelNb1I4PPSrniuvvFLbt2/XL3/5y1Eh8S9+8YtCGwAATieR8qBazqlVyzm1hTJrrQb70oWH33W3xdXTNnF4fNJ7qN5IFbXhQkCdf9U2R1VRF5HPx+xjAAAAAJNjrD291sc4FcaY3a2tra27d+8et92+ffskSRs2bJiLYS1o+/fvV3Nz86ilHhzH0Wc+8xndcccduvTSS7V9+3ZJUl9fn9atW6e+vj5t375dmzdvliQlk0ldeeWVevLJJ/WjH/1I1157baGvQ4cOacOGDSovL9fu3bu1evVqSVJPT48uvvhiHThwQDt27BgVIJfCzw4AcDqy1mowllZ32+TD4/H4Az5VN5W5wXFTVNVNZapuKFNVY5kqasIyBMgAAADAaW/Tpk3as2fPHmvtpolbj4+ZxBjXww8/rE9+8pN64xvfqDVr1qi+vl7t7e167LHHdPDgQS1ZskR33XVXoX1VVZXuuusuXXXVVbr88st17bXXqq6uTj//+c/14osv6qqrrtI111wz7Bpr1qzRP//zP+uWW27R5s2bdc011ygUCun+++/XsWPH9PGPf3xSATEAAKcrY4zKa8IqrwlrxYa6Qnl+5nHviUH1nhxUT/uger1XX2dSdoyHYeSyTmG28kj+gE9VDRFVNQ4Fx9Xeq7I+okCQJSwAAACAxYaQGON6y1veopdffllPPPGEnnnmGfX29qq8vFzr16/Xe9/7Xt1yyy2qq6sbds7WrVv12GOP6Ytf/KJ+9rOfKZlM6qyzztKXv/xl3XLLLSUfvnPzzTdr9erV2rZtm374wx/KcRydd955uv3223X99dfP1dsFAGBBMcaovDqs8uqwlhctWyG5QXBfZ8ILjRPqbY+r92RCPe2DSvSlx+wzl3XUc2JQPScGS1xQqqgJq6rBDY3zAXJVvRsgl1UGeYgeAAAAcAZiuYkSWLLg9MXPDgAAKTWYUe/JRGHWcawjob7OhGIdCSUHMtPuNxD0qbI+4r7qIoX9qvoyVdZFFK0KsZQFAAAAMEdYbgIAAABjCkeDal4dVPPqqlF16URWsY7EUHDcmVCfdzzQndR48weymXFmIUvyBYwqa4vD46EwubwmooqasPzB2Xu6MwAAAIDpISQGAABYREJlATWurFTjyspRdbmso/6u5FBw7G37upLq70oqnRj/IXpO1hYC6LGUVQZVURtRRW1YFTVhVdRFVF4TVmVdmCAZAAAAmCeExAAAAJDkPtSupjmqmuZoyfrUYEb93W5g3NeVLOznX8n4xEtZJPozSvRn1HGkf8w2I4Pk8lp3XeZodaiwRnO4PMD6yAAAAMAMISQGAADApISjQYWjQTW0jJ6FLEnpZHZ4cOztD/QkNdCTUrw3Ne5yFnmTCZJ9AaNo1VBo7AbIIUWrhwfKZRVB1kkGAAAAJkBIDAAAgBkRigRUv6xC9csqStY7OUeDfWkN9KS8V3LYfrx38kGyk7Ua6E5poDs1bjufz6isqjhALtpWhVRWmX8FFQz7mZ0MAACARYmQGAAAAHPC5/d5y0hExmxTMkjuTWkwltZgLKW4t00nc5O6puPYQvgsjT0zWZICQV8hMC7zAuRoZXBYkOyWhRSpCMofYO1kAAAAnBkIiQEAALBgTCZIlqRMKqd4zA2PS2770or3ppQaHP9he8WyGcddIqM7Oan24WigEB5HvSA5UhlUpNx7VbjbMm8bjDBTGQAAAAsTITEAAABOO8GwXzVNUdU0lX7IXl42k3NnIfe54XG815uR3JdWoj+tRF9aif6MBvvTymWcKY0hNZhVajCr3vbJtff5jcL5ALk8oLKKkCLlAUUqgkXlXqjsBcvhaEA+PzOWAQAAMLsIiQEAAHDGCgT9qmooU1VD2bjtrLXKpHLeQ/O8ANkLj/P7+fLB/oyS/elJrZ1czMlZN5TuS0/pvHA04L2CQ/tl3nF50X40oFA0oEjRvp+AGQAAAJNASAwAAIBFzxijUCSgUCSg6sbxA2VJso5VcjCjRF/GC469IHkgrdRARol4RsmBjJLx/CurbGpy6yiPlJ+xLE1uGYxigbBfkWhAobLSQXMo/4oEFIr4h/bL/ApFAu7D/HwskQEAAHCmIyQGAAAApsj4jMoqQiqrCEkqn9Q52UxOyYHsUHA8MGJbXO6VpRJZaYozloddM5XTQCon9aSm14GRQmE3PA56QXI4v+8FyW6wPDpgLuyXBRQMETYDAAAsZITEAAAAwBwIBP2qqPWrojY86XMcxyo1mFEq7s4mTiUyhZnFqcHi/aLjhLufHsxOeUmMUayUTuaUTuYkTTNo9gTCfgWLXqERx8GwX8FIfj9QKBt5XnFbltMAAACYGYTEAAAAwALlGzZjeWqs466znPTC47QXJicHM0on3P10MuuGwIms+0rmlEm6QXM6mZv2EhmlZFNuf4kZ61HyBUxRcJwPln0KhPwKBP0Khrz9EdvgiDL3eHS9P+iTMcyABgAAZz5CYgAAAOAMZHymsOaw6qfXh5NzlEnllEpklcmHyYVtVulEzguasyPqitrMcNg8bHxZq1Q2q1Q8q1Od6TyW8cLkQNANkgMBn/whv7vNl43Y+gPeOZNo42NpDgAAMMcIiTGhW2+9Vbt27dL+/fvV2dmpsrIyrVq1Slu3btVHPvIR1dcPfeu44YYb9IMf/GDc/q688ko98sgjheO7775b73vf+8Zs/61vfUs33njjqb8RAAAATInP71M46lM4GjylfhzHKpvOKZPKKZP0tsNe2aH9kvVFr+RQ21NeTmMSsmlH2bQz+xcq4vOZ0kFyoLjM7x0b+f1unS9g3LKAT/6Akc8/dI7PP6Iuv+83Xr1bPtRmqD+f3zCjGgCAMxwhMSb0la98Ra2trfqTP/kTNTU1KR6Pa+fOnfrc5z6n7373u9q5c6dWrFghSdq6datWr15dsp977rlHBw8e1Nve9raS9X/2Z3+miy66aFT55s2bZ+y9AAAAYO75fKbwMDtVz0yf1lrlMo4y6RHBcjrnBbs57+WMKBuqyxSXZYbq8u1zmbkNh/Mcx8rx3s9C4QtMIowuCpV9/vzWlDge2vePU+fzG/l8xW3Haecfq52R8RFyAwAwEUJiTKivr0+RSGRU+ac//Wndcccd+sd//Ed985vflOSGxFu3bh3Vtre3V//0T/+kUCikG264oeR1tm7dOmYdAAAAUMwY4y394FdZxexcw3HcILo4OC4OnnMZN0jOZnLe1lEu6xQC5mx2eP2oNlnveEQfmoMZ0lPlZK2c7MIKrqdi3HDZ5wbJ7tb9pUY+XB5W5x9xPGZ5UR9mdH2+fNQ1/PlzfYV+zIixDG/rHsu41zPGO8cMBeP54+J2hfY+I2NEiA4AkERIjEkoFRBL0tVXX6077rhDL7300oR93HPPPUokErr22mvV0NAw00MEAAAAZpzPZ+TzHoxXNkfXtNa64XR6KFDOh8j5QLkQNmcc5XKOnKx123kvJ+eG27mso1zOrXOyjnJZ62298owjJ+eWDzs/f5yzcjKOHGcBptZT5OSsnJyVND+zw08HxjcyZNboELooVM6H2MXti88bGUKPFWCP2d5I8hkZacS+V5cfjzGST0N1Pkka6kve+fn+paFrq+icwvGw/fw5Q/vGuP9NhsaR3x9+/qgxGpU8f+z+xqjTUF+Fn11hkBp6j/l6o6L3WlRnhp87sv+hMve/+7D2+SbF7QtlQ+355QNwepmxkNgY0yLpC5K2yH00Rpuk/yPp89bankn28RtJl43TpMxamzzFoWKGPPjgg5KkjRs3Ttj2rrvukiR98IMfHLPNs88+qzvvvFPJZFLLly/XFVdcoZaWlpkZLAAAAHAaMMZdgsFf5lNorpLpCVjHjgijveA55ww/HlZn5ThOIZwdejlj7LvHOWfsupH7uUn2ORdrV58JrGNlHWlBTmXH6a1EgDws8C6UFQXM+fbFYffIgPxU2g8LzovHWrp86NgM34xqZ0YcT7X/oc6L38ukrjFijGNeIz+G4c2HXWhkn2ZURcnDYb+wGO8ak+2/dNsJrjHG+xvzGuMflh7TBAUT9jFh+5GHY58w0DNzD+6dkZDYGLNO0g5JTZIekPSCpNdJ+ntJW4wxb7DWdk2hy8+PUZ49pYHilGzbtk0DAwOKxWLatWuXnnjiCW3cuFG33XbbuOc9+eST+v3vf6/169friiuuGLPdV7/61WHHfr9fH/jAB3TnnXeOOZsZAAAAwOwyPqOAzy+d2vML5431gudcUYCcD77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\n", 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" ] }, "metadata": { "image/png": { "height": 358, "width": 708 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# what's the effect on the survival curve if I vary \"age\"\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "swf.plot_covariate_groups(['age'], values=np.arange(20, 50, 5), cmap='coolwarm', ax=ax)" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }