{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression Plots" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:11.156619Z", "iopub.status.busy": "2023-12-14T14:43:11.156364Z", "iopub.status.idle": "2023-12-14T14:43:12.309754Z", "shell.execute_reply": "2023-12-14T14:43:12.308994Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:12.316249Z", "iopub.status.busy": "2023-12-14T14:43:12.314200Z", "iopub.status.idle": "2023-12-14T14:43:13.846368Z", "shell.execute_reply": "2023-12-14T14:43:13.845492Z" } }, "outputs": [], "source": [ "from statsmodels.compat import lzip\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm\n", "from statsmodels.formula.api import ols\n", "\n", "plt.rc(\"figure\", figsize=(16, 8))\n", "plt.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Duncan's Prestige Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use a utility function to load any R dataset available from the great Rdatasets package." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:13.850483Z", "iopub.status.busy": "2023-12-14T14:43:13.850023Z", "iopub.status.idle": "2023-12-14T14:43:13.899758Z", "shell.execute_reply": "2023-12-14T14:43:13.898915Z" } }, "outputs": [], "source": [ "prestige = sm.datasets.get_rdataset(\"Duncan\", \"carData\", cache=True).data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:13.903532Z", "iopub.status.busy": "2023-12-14T14:43:13.903219Z", "iopub.status.idle": "2023-12-14T14:43:13.915468Z", "shell.execute_reply": "2023-12-14T14:43:13.914819Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " type income education prestige\n", "rownames \n", "accountant prof 62 86 82\n", "pilot prof 72 76 83\n", "architect prof 75 92 90\n", "author prof 55 90 76\n", "chemist prof 64 86 90" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prestige.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:13.919072Z", "iopub.status.busy": "2023-12-14T14:43:13.918699Z", "iopub.status.idle": "2023-12-14T14:43:13.942794Z", "shell.execute_reply": "2023-12-14T14:43:13.942000Z" } }, "outputs": [], "source": [ "prestige_model = ols(\"prestige ~ income + education\", data=prestige).fit()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:13.947038Z", "iopub.status.busy": "2023-12-14T14:43:13.946558Z", "iopub.status.idle": "2023-12-14T14:43:13.972736Z", "shell.execute_reply": "2023-12-14T14:43:13.971919Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: prestige R-squared: 0.828\n", "Model: OLS Adj. R-squared: 0.820\n", "Method: Least Squares F-statistic: 101.2\n", "Date: Thu, 14 Dec 2023 Prob (F-statistic): 8.65e-17\n", "Time: 14:43:13 Log-Likelihood: -178.98\n", "No. Observations: 45 AIC: 364.0\n", "Df Residuals: 42 BIC: 369.4\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -6.0647 4.272 -1.420 0.163 -14.686 2.556\n", "income 0.5987 0.120 5.003 0.000 0.357 0.840\n", "education 0.5458 0.098 5.555 0.000 0.348 0.744\n", "==============================================================================\n", "Omnibus: 1.279 Durbin-Watson: 1.458\n", "Prob(Omnibus): 0.528 Jarque-Bera (JB): 0.520\n", "Skew: 0.155 Prob(JB): 0.771\n", "Kurtosis: 3.426 Cond. No. 163.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "print(prestige_model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Influence plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Influence plots show the (externally) studentized residuals vs. the leverage of each observation as measured by the hat matrix.\n", "\n", "Externally studentized residuals are residuals that are scaled by their standard deviation where \n", "\n", "$$var(\\hat{\\epsilon}_i)=\\hat{\\sigma}^2_i(1-h_{ii})$$\n", "\n", "with\n", "\n", "$$\\hat{\\sigma}^2_i=\\frac{1}{n - p - 1 \\;\\;}\\sum_{j}^{n}\\;\\;\\;\\forall \\;\\;\\; j \\neq i$$\n", "\n", "$n$ is the number of observations and $p$ is the number of regressors. $h_{ii}$ is the $i$-th diagonal element of the hat matrix\n", "\n", "$$H=X(X^{\\;\\prime}X)^{-1}X^{\\;\\prime}$$\n", "\n", "The influence of each point can be visualized by the criterion keyword argument. Options are Cook's distance and DFFITS, two measures of influence." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:13.976583Z", "iopub.status.busy": "2023-12-14T14:43:13.976124Z", "iopub.status.idle": "2023-12-14T14:43:14.767764Z", "shell.execute_reply": "2023-12-14T14:43:14.766982Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.influence_plot(prestige_model, criterion=\"cooks\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see there are a few worrisome observations. Both contractor and reporter have low leverage but a large residual.
\n", "RR.engineer has small residual and large leverage. Conductor and minister have both high leverage and large residuals, and,
\n", "therefore, large influence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial Regression Plots (Duncan)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we are doing multivariate regressions, we cannot just look at individual bivariate plots to discern relationships.
\n", "Instead, we want to look at the relationship of the dependent variable and independent variables conditional on the other
\n", "independent variables. We can do this through using partial regression plots, otherwise known as added variable plots.
\n", "\n", "In a partial regression plot, to discern the relationship between the response variable and the $k$-th variable, we compute
\n", "the residuals by regressing the response variable versus the independent variables excluding $X_k$. We can denote this by
\n", "$X_{\\sim k}$. We then compute the residuals by regressing $X_k$ on $X_{\\sim k}$. The partial regression plot is the plot
\n", "of the former versus the latter residuals.
\n", "\n", "The notable points of this plot are that the fitted line has slope $\\beta_k$ and intercept zero. The residuals of this plot
\n", "are the same as those of the least squares fit of the original model with full $X$. You can discern the effects of the
\n", "individual data values on the estimation of a coefficient easily. If obs_labels is True, then these points are annotated
\n", "with their observation label. You can also see the violation of underlying assumptions such as homoskedasticity and
\n", "linearity." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:14.771185Z", "iopub.status.busy": "2023-12-14T14:43:14.770931Z", "iopub.status.idle": "2023-12-14T14:43:16.033969Z", "shell.execute_reply": "2023-12-14T14:43:16.033206Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\n", " \"prestige\", \"income\", [\"income\", \"education\"], data=prestige\n", ")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:16.038939Z", "iopub.status.busy": "2023-12-14T14:43:16.037690Z", "iopub.status.idle": "2023-12-14T14:43:16.946114Z", "shell.execute_reply": "2023-12-14T14:43:16.945337Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\"prestige\", \"income\", [\"education\"], data=prestige)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the partial regression plot confirms the influence of conductor, minister, and RR.engineer on the partial relationship between income and prestige. The cases greatly decrease the effect of income on prestige. Dropping these cases confirms this." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:16.950132Z", "iopub.status.busy": "2023-12-14T14:43:16.949828Z", "iopub.status.idle": "2023-12-14T14:43:16.990941Z", "shell.execute_reply": "2023-12-14T14:43:16.990006Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: prestige R-squared: 0.876\n", "Model: OLS Adj. R-squared: 0.870\n", "Method: Least Squares F-statistic: 138.1\n", "Date: Thu, 14 Dec 2023 Prob (F-statistic): 2.02e-18\n", "Time: 14:43:16 Log-Likelihood: -160.59\n", "No. Observations: 42 AIC: 327.2\n", "Df Residuals: 39 BIC: 332.4\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -6.3174 3.680 -1.717 0.094 -13.760 1.125\n", "income 0.9307 0.154 6.053 0.000 0.620 1.242\n", "education 0.2846 0.121 2.345 0.024 0.039 0.530\n", "==============================================================================\n", "Omnibus: 3.811 Durbin-Watson: 1.468\n", "Prob(Omnibus): 0.149 Jarque-Bera (JB): 2.802\n", "Skew: -0.614 Prob(JB): 0.246\n", "Kurtosis: 3.303 Cond. No. 158.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "subset = ~prestige.index.isin([\"conductor\", \"RR.engineer\", \"minister\"])\n", "prestige_model2 = ols(\n", " \"prestige ~ income + education\", data=prestige, subset=subset\n", ").fit()\n", "print(prestige_model2.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a quick check of all the regressors, you can use plot_partregress_grid. These plots will not label the
\n", "points, but you can use them to identify problems and then use plot_partregress to get more information." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:16.994795Z", "iopub.status.busy": "2023-12-14T14:43:16.994463Z", "iopub.status.idle": "2023-12-14T14:43:17.871164Z", "shell.execute_reply": "2023-12-14T14:43:17.870310Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress_grid(prestige_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Component-Component plus Residual (CCPR) Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CCPR plot provides a way to judge the effect of one regressor on the
\n", "response variable by taking into account the effects of the other
\n", "independent variables. The partial residuals plot is defined as
\n", "$\\text{Residuals} + B_iX_i \\text{ }\\text{ }$ versus $X_i$. The component adds $B_iX_i$ versus
\n", "$X_i$ to show where the fitted line would lie. Care should be taken if $X_i$
\n", "is highly correlated with any of the other independent variables. If this
\n", "is the case, the variance evident in the plot will be an underestimate of
\n", "the true variance." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:17.876958Z", "iopub.status.busy": "2023-12-14T14:43:17.875565Z", "iopub.status.idle": "2023-12-14T14:43:18.167380Z", "shell.execute_reply": "2023-12-14T14:43:18.166691Z" } }, "outputs": [ { "data": { "image/png": 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nRIZqVqY3pJiVlayUmPAAVQoAQO/RkWvufo20aI9Jkybpj3/8Y4f3i4iIaHO/a6+9VgUFBbr33nt17rnnWttvuOEGPfDAA3rwwQe1fPlya/uDDz6o2tpa/fSnP+34CwAAAAAAAL1CUXmdco+Ppti4p0JHG91Wm90mjR8cr5ysFOVkOzVmYBxrBAAAEEBnLLTYs2ePX4tw++MnP/mJ3njjDT3yyCPaunWrJk6cqC1btuidd97R5MmTdfvtt3dLHQAAAAAAIPDqGpq0aW+FFVR8XnHEpz0lJsw75VO2UzNHJCs+svXpqQEAQPfr0tDC4/Fo//79ev755/XGG2/o/PPP78qHb1NUVJRyc3O1dOlSvfLKK3r//feVlpamu+66S0uWLFFERES31AEAAAAAALqfMUb5h2qtKZ82Fx7WMbfHag912DRpaKJysr3TPo1MjZHNxmgKAACCkV9rWtjt9lP+cTfGKCEhQatXr9aYMWM6VWAgsKYFAAAAAADBzXW0Uet3lyt3l3c0xcHqep/2QQkRmpPtVE5WiqYNT1J02BmbbAIAAJzGGV/TYvbs2a2GFna7XQkJCZo8ebKuu+46paSk+PPwAAAAAAAAPjweox0HXFZIsbW4Sm7Pl/dhhoXYNW14knfapyynMpKjGE0BAEAP5FdosXr16i4uAwAAAAAAwFd5bYPWFpQpd1eZ1hSUq7LumE/7iJRoK6SYkpGo8FBHgCoFAABdhbGRAAAAAAAgKDS5PdpaXGWNpti+3+XTHh0WohkjkpSTlaLZWckalBAZoEo7xu0xyiusVGlNvVJiwjUlI1EOO6NAAABoDaEFAAAAAAAImANVR7Um3xtSrNtdrpr6Jp/2swfEWqMpJg5NUKjDHqBK/bNyR4mWrdipEteXa26kxYVryfxRmjc6LYCVAQAQnNoVWgwbNsyvB7fZbNqzZ49f+wIAAAAAgN6nocmtzYWHlZtfqtz8MuUfqvVpT4gM1axMb0gxKytZKTHhAaq081buKNGil7bInLT9oKtei17aoqevnkhwAQDASdoVWng8nhaLVx07dkwlJSXeBwkJUVJSkioqKtTU5L0jIi0tTf369evicgEAAAAAQE9TVF6n3OOjKTbuqdDRRrfVZrdJ4wfHKycrRTnZTo0ZGNcrpk5ye4yWrdjZIrCQJCPJJmnZip26YFRqr3i9AAB0lXaFFkVFRT4/V1VV6Stf+YoyMzP10EMPadq0abLb7fJ4PNqwYYN+9rOfqa6uTu++++6ZqBkAAAAAAASxI8eatHFPhRVUfF5xxKc9JSbMO+VTtlMzRyQrPrL33fSYV1jpMyXUyYykEle98gorNW14UvcVBgBAkPNrTYvFixervr5eH3zwgRwOh7Xdbrdr5syZevfddzVu3DgtXrxYv//977usWAAAAAAAEHyMMco/VGtN+bS58LCOuT1We6jDpklDE5WT7Z32aWRqTIsZHXqb0pq2Awt/+gEA0Ff4FVq88cYbuvbaa30CC58HDQnRpZdeqhdffJHQAgAAAACAXsh1tFHrd5crd5d3NMXBat+L74MSIjQn26mcrBRNG56k6DC/LkH0WO1di6Mnr9kBAMCZ4Nc3hurqarlcrlP2cblcp+0DAAAAAAB6Bo/HaMcBlxVSbC2uktvz5YoNYSF2TRue5J32KcupjOSoXj+a4lSmZCQqLS5cB131ra5rYZOUGheuKRmJ3V0aAABBza/Q4uyzz9bLL7+sH//4xxo+fHiL9oKCAr388ssaPXp0pwsEAAAAAACBUV7boLUFZcrdVaa1BeWqqDvm0z4iJdoKKaZkJCo8tPUZGfoih92mJfNHadFLW2STfIKL5ihnyfxRLMINAMBJbMaY1gL/U3rjjTd0+eWXKzo6Wtdff71mzpyplJQUlZaWau3atXr22WdVV1en1157TQsWLDgTdZ9R1dXViouLk8vlUmxsbKDLAQAAAACgWzS5PdpaXGWNpti+33cGheiwEM0YkaScrBTNzkrWoITIAFXac6zcUaJlK3b6LMqdFheuJfNHad7otABWBgBA9+nINXe/QgtJevHFF3XLLbeopqbGZ7inMUaxsbF66qmndM011/jz0AFHaAEAAAAA6CsOVB3VmnxvSLFud7lq6pt82s8eEGuNppg4NEGhDnuAKu253B6jvMJKldbUKyXGOyUUIywAAH1Jt4QWklRTU6PXX39dH3/8sVwul+Li4jRu3DhddtllPfpiP6EFAAAAAKC3amhya3PhYeXmlyo3v0z5h2p92uMjQzU70xtSzMpKZqFoAADQad0WWvRWhBYAAAAAgN6kqLxOucdHU2zcU6GjjW6rzW6Txg+OV05WinKynRozMI5RAAAAoEt15Jq7Xwtxn6i2tlb5+fmqq6vTrFmzOvtwAAAAAACgk44ca9LGPRVWUPF5xRGf9pSYMO+UT9lOzRyRrPjIfgGqFAAAwJffoUVRUZFuu+02vfXWW/J4PLLZbGpq8s57uX79et1444363e9+pzlz5nRVrQAAAAAAoBXGGOUfqrWmfNpceFjH3B6rPdRh06ShicrJ9k77NDI1xmd9SgAAgGDhV2ixb98+nXvuuaqoqNBll12mgwcPauPGjVb71KlTVV5err/+9a+EFgAAAAAAnAGuo41av7tcubu8oykOVtf7tA9KiNCcbKdyslI0bXiSosM6PdkCAADAGefXN5YlS5bo8OHDys3N1fTp07Vs2TKf0CIkJESzZs3S+vXru6xQAAAAAAD6Mo/HaMcBlxVSbC2uktvz5TKVYSF2TRue5J32KcupjOQoRlMAAIAex6/Q4p///Kcuv/xyTZ8+vc0+Q4cO1apVq/wuDAAAAACAvq68tkFrC8qUu6tMawvKVVF3zKd9REq0FVJMyUhUeKgjQJUCAAB0Db9Ci8rKSqWnp5+yjzFGDQ0N/jw8AAAAAAB9UpPbo63FVdZoiu37XT7t0WEhmjEiSTlZKZqdlaxBCZEBqhQAAODM8Cu06N+/vwoKCk7ZZ/v27RoyZIhfRQEAAAAA0FeUuI5aIcW63eWqqW/yaT97QKw1mmLi0ASFOuwBqhQAAODM8yu0uOCCC/TnP/9Z//73vzV27NgW7WvXrtWqVat0++23d7Y+AAAAAAB6lYYmtz4sOqzcfO+0T7sO1fi0x0eGanamN6SYlZWslJjwAFUKAADQ/WzGGHP6br6Kioo0fvx4SdLdd9+tzz77TP/v//0/vfnmm9qwYYN+9atfKSoqSh9//LHS0tK6uuYzrrq6WnFxcXK5XIqNjQ10OQAAAACAHq6ovM4bUuSXaeOeCh1tdFttdps0fnC8crJSlJPt1JiBcXLYWUAbAAD0Hh255u5XaCFJH3zwgb797W/r888/l81mkzHG+v8hQ4bof//3fzVp0iS/XkCgEVoAAAAAADrjyLEmbdxTYQUVn1cc8WlPiQnzTvmU7dTMEcmKj+wXoEoBAADOvI5cc/dreihJmjp1qgoKCrRixQp98MEHqqysVGxsrKZOnarLLrtM/frxhQsAAAAA0DcYY5R/qFa5+aXKzS/T5sLDOub2WO0hdpsmpScoJytFc7KdGpkaI5uN0RQAAAAn83ukRW/GSAsAAAAAwOm4jjZqw+5yrT6+iPbB6nqf9kEJEdYC2tNHJCs6zO/7BgEAAHq0bhlpAQAAAABAX+LxGH1yoNoaTbFlX5Xcni/vAwwLsWva8CTvItrZTg1LjmI0BQAAQAcRWgAAAAAA0IaK2gatLShXbn6Z1uSXqaLumE/7iJRoazTFlIxEhYc6AlQpAABA70BoAQAAAADAcU1uj7YWV2nN8QW0t+936cRJlaPDQjRjRJJyslI0OytZgxIiA1csAABAL0RoAQAAAADo00pcR5V7fF2KdbvLVVPf5NM+Ki1WOdne0RQThySoX4g9QJUCAAD0foQWAAAAAIA+paHJrQ+LDis3v0y5u8q061CNT3t8ZKhmZXpDitmZyUqJDQ9QpQAAAH0PoQUAAAAAoNf7vKLOCik27KnQ0Ua31Wa3SeMGx1trU4wdFC+HnQW0AQAAAoHQAgAAAADQ6xw51qRNeyusaZ+KKo74tDtjwqyQYuaIZCVE9QtQpQAAADgRoQUAAAAAoMczxqigtNYKKfIKK3XM7bHaQ+w2TUpPUE5WiuZkOzUyNUY2G6MpAAAAgk2XhBbDhg3T7bffrltvvbUrHg4AAAAAgNNyHW3Uht3l3mmf8stU4qr3aR+UEGGNppg+IlnRYdy3BwAAEOy65BtbUVGRqqqquuKhAAAAAABolcdj9MmBauXmlyo3v0xb9lXJ7TFWe1iIXecOS/IGFdlODUuOYjQFAABAD8NtJgAAAACAoFVR26C1Bd7RFGvyy1RRd8ynfbgzSjlZKcrJdmpqRqLCQx0BqhQAAABdgdACAAAAABA0mtwebSuusqZ82r7fJfPlYApF9XNoxohk5WQ7NTvTqcGJkYErFgAAAF2O0AIAAAAAEFAlrqNaczykWFtQrpr6Jp/2UWmxysn2rk0xcUiC+oXYA1QpAAAAzrQOhxYPPPBAq9tXr17dYpvNZtN9993X4aIAAAAAAL1XQ5NbHxYd9o6m2FWmXYdqfNrjI0M1K9MbUszOTFZKbHiAKgUAAEB3sxlz4kDb07Pb239Hi81mk9vt7nBRgVZdXa24uDi5XC7FxsYGuhwAAAAA6PE+r6izQooNeyp0tPHLfyvabdK4wfHeBbSznBo7KF4OOwtoAwAA9BYduebe4ZEWhYWFPj8bYzRs2DDdfvvtuu222zr6cAAAAACAXujIsSZt2luh3F3eaZ+KKo74tDtjwqyQYuaIZCVE9QtQpQAAAAgmHQ4thg4d2ur2+Pj4NtsAAAAAAL2bMUYFpbVWSJFXWKljbo/VHmK3aVJ6gnKyUpST5dRZaTGy2RhNAQAAAF8sxA0AAAAA8IvraKM27C73TvuUX6YSV71P+8D4CM05voD29BHJig7jn6AAAAA4Nb4xAgAAAADaxeMx+uRAtXLzS5WbX6Yt+6rk9ny5TGJYiF3nDkvyTvuU7dSw5ChGUwAAAKBDCC0AAAAAAG2qqG3Q2gLvaIo1+WWqqDvm0z7cGeWd8inbqakZiQoPdQSoUgAAAPQGXRJaPPfccxo/fnxXPBQAAAAAIICa3B5tK66ypnzavt8l8+VgCkX1c2jGiGTlZDs1O9OpwYmRgSsWAAAAvU6XhBYLFy7siocBAAAAAARAieuo1hwPKdYWlKumvsmnfVRarHKOr00xcUiC+oXYA1QpAAAAejumhwIAAACAPqahya0Piw57R1PsKtOuQzU+7fGRoZqV6Q0pZmcmKyU2PECVAgAAoK8htAAAAACAPuDzijorpNiwp0JHG91Wm80mjR8c711AO8upsYPi5bCzgDYAAAC6H6EFAAAAAPRCR441adPeCuXu8k77VFRxxKfdGRNmhRQzRyQrIapfgCoFAAAAvkRoAQAAAAC9gDFGBaW1VkiRV1ipY26P1R5it2lSeoJyslKUk+XUWWkxstkYTQEAAIDgQmgBAAAAAD2U62ijNuwu9077lF+mEle9T/vA+AjNOb6A9rThSYoJDw1QpQAAAED7EFoAAAAAQA/h8Rh9cqBaufmlys0v05Z9VXJ7jNUeFmLXucOSvNM+ZTs1LDmK0RQAAADoUQgtAAAAuonbY5RXWKnSmnqlxIRrSkYiC90COK2K2gatLfCOpliTX6aKumM+7cOdUd4pn7KdmpqRqPBQR4AqBQAAADqP0AIAAKAbrNxRomUrdvpM3ZIWF64l80dp3ui0AFYGINg0uT3aVlxlTfm0fb9L5svBFIrq59CMEcnKyXZqdqZTgxMjA1csAAAA0MXaFVq8+OKLfj/BNddc4/e+AAAAvcHKHSVa9NIWmZO2H3TVa9FLW/T01RMJLoA+rsR1VGuOhxRrC8pVU9/k0z4qLVY5x9emmDgkQf1C7AGqFAAAADizbMaYk//93ILdbu/wPKjGGNlsNrndbr+LC5Tq6mrFxcXJ5XIpNjY20OUAAIAezO0xmvnIqhaL4zazSUqNC9e6xXOZKgroQxqa3Pqw6LB3NMWuMu06VOPTHh8ZqlmZ3pBidmayUmLDA1QpAAAA0HkdueberpEWzz33XJcUBgAA0NfkFVa2GVhIkpFU4qpXXmGlpg1P6r7CAHS7zyvqrJBiw56K/9/evYfFWd/5/3/NARjCYTgNMgmGEAJEjElMYk4mIbbmULtp9de1rt3Yaltr08PXrXZr9Wsl6LpV29rtt72qrW61Nm2trV276W5jahXIwRgNGjeLAgFyBhlOwykwzMz9+2PCJCPkAAFmgOfjunJdzXzuTN5Yc0vu17zfb53sO/0BL5NJmn9pUmCBdp5DczOTCDIBAAAwKV1QaPG5z31utOsAAACYkBo7zh5YDOc6AONHt8erPbXNKq0MjH061Nwdcu5IiAmGFCtmpSk5LjpMlQIAAACRg0XcAAAAoyg94cJGulzodQAil2EYqm7sDIYUe+ta5PH5g+dWs0mLZiSrMC9dhXkOXeZMGPIYXgAAAGCiI7QAAAAYRYuzU+S029Tg7hmwiFs6vdNicXbKWJcGYAS4T/Zp98GmwNinKteAcXDTkmK1+tQC7WU5qUqwRYWpUgAAAGB8GHZocfToUf3Lv/yLXnnlFZ04cUIej2fANSaTSV6v96IKBAAAGM8sZpOKNhRo05ZymaSQ4KL/89VFGwqYXQ+ME36/of890a7SqkaVVrlUfqRNPv/pP9kxVrOWzkwNjH3Kd2hmWhzdFAAAAMAQDCu0qK2t1ZIlS9Ta2qrLL79cvb29ysrKks1mU21trfr6+jRv3jwlJSWNcLkAAADjz/o5Tj2xcYGKt1aEfAo7w25T0YYCrZ/jDGN1AM6nubNXO6oD3RRlVS41d4V+YCvHERcY+ZTv0JLsFNmiLGGqFAAAABj/hhVaFBcXy+12629/+5sKCwtlNpt122236YEHHlB9fb02bdqkiooKvfLKKyNdLwAAwLi0fo5TawoytLeuRY0dPUpPCIyEosMCiDxen1/vHG0Ljnz6n+NuGWe0ScVFW3T1rDQV5ju0KtehS1OmhK9YAAAAYIIZVmjxyiuv6LrrrlNhYWHwNePUd/FOp1O/+93vdMUVV+i+++7Tz372s5GpFAAAYJyzmE1alpMa7jIADKLefVJlp0KKHdVN6ugJHXNb4ExU4andFAumJyvaag5TpQAAAMDENqzQoqmpSbNnzz79Jlaruru7gz+PiYnRmjVr9NJLL110gQAAAAAw0nq9Pr11qDXQTVHpUuUHHSHnSVOitDI3EFKsyk1TeqItTJUCAAAAk8uwQou0tDR1dXWF/PzQoUOhb2y1qq2t7WJqAwAAAIARc7i5KxhS7K5p1sk+X/DMZJLmX5oUWKCd59DczCTGtwEAAABhMKzQIjc3VzU1NcGfL168WC+//LJqa2s1c+ZMuVwu/eEPf1BOTs6IFQoAAAAAQ9Ht8WpPbbNKKwNjnw41d4ecOxJigiHFillpSo6LDlOlAAAAAPoNK7T42Mc+ps2bN6utrU1JSUn6p3/6J23dulVz587VZZddpoMHD6q9vV2bN28e4XIBAAAAYHCGYai6sTMYUuyta5HH5w+eW80mLZqRrMK8dBXmOXSZM0EmE90UAAAAQCQxGf0btIegvb1d7733ngoKCpSQkCBJ+v3vf6/NmzertrZWWVlZ+vrXv66vfvWrI17wWGhvb5fdbpfb7VZiYmK4ywEAAABwFu6Tfdp9sCkw9qnKpXp3T8j5tKRYrT61QHtZTqoSbFFhqhQAAACYvIbyzH1YocVER2gBAAAARCa/39D/nmhXaVWjSqtcKj/SJp//9F9pYqxmLZ2ZGhj7lO/QzLQ4uikAAACAMBvKM/dhjYcCAAAAgLHS3NmrHdWBboqyKpeauzwh5zmOuMDIp3yHlmSnyBZlCVOlAAAAAC7WsEKLI0eOXPC106dPH85vAQAAAGCS8vr8eudoW3Dk0/8cd+vM/vC4aIuunpWmwnyHVuU6dGnKlPAVCwAAAGBEDSu0mDFjxgW1WJtMJnm93uH8FgAAAAAmkXr3SZWdCil2VDepoyf07xEFzkQVntpNsWB6sqKt5jBVCgAAAGA0DSu0+OxnPztoaOF2u7V//37V1dWpsLBQM2bMuNj6AAAAAExAvV6f3jrUGuimqHSp8oOOkPOkKVFamRsIKVblpik90RamSgEAAACMpWGFFs8+++xZzwzD0A9+8AM99thj+vd///fh1gUAAABggjnc3BUMKXbXNOtkny94ZjJJ8zKTVJjn0Op8h+ZmJsliZoE2AAAAMNmYDOPM6bAj55prrlFKSopefPHF0Xj7UTWUTeYAAAAABtft8eqN2haVVDaqtMqlQ83dIeeOhBgV5gW6KVbMSlNyXHSYKgUAAAAwmobyzH1YnRYXYtGiRXr66adH6+0BAAAARBjDMHSwsTO4QPuNuhZ5vP7gudVs0qIZySrMS1dhnkOXORMuaFceAIwkn9/Q3roWNXb0KD3BpsXZKXR2AQAQQUYttKipqWEJNwAAADDBtff0affBpuDYpxPunpDzaUmxWn1qgfaynFQl2KLCVCkASNsO1Kt4a4Xqz7hXOe02FW0o0Po5zjBWBgAA+o1oaOH3+3X8+HE9++yz+tOf/qSPfvSjI/n2AAAAAMLM7zf0vyfaVVYdCCn2HWmVz3964myM1aylM1MDY5/yHZqZFkc3BYCIsO1AvTZtKdeHZ2Q3uHu0aUu5nti4gOACAIAIMKzQwmw2n/MvHoZhKDk5WT/4wQ+GXRgAAACAyNDc2asd1YFuirIql5q7PCHnMx1xwd0US2emyhZlCVOlADA4n99Q8daKAYGFJBmSTJKKt1ZoTUEGo6IAAAizYYUWq1atGjS0MJvNSk5O1lVXXaXbbrtN6enpF10gAAAAgLHl9fm1/1ibSisDuynePe6WccaTvrhoi5bPSgsGFZemTAlfsQBwAfbWtYSMhPowQ1K9u0d761q0LCd17AoDAAADDCu0KCkpGeEyAAAAAIRTg7tHZacWaO+odqm9J3Q/3WXOxGBIsTArWdFWc5gqBYCha+w4e2AxnOsAAMDoGbVF3AAAAAAiV6/Xp32HWgMLtKtcer+hI+TcHhullbmBbopVeQ5dkmgLU6UAcPHSEy7sHnah1wEAgNFDaAEAAABMEkeau1Va1ajSKpd21zSr2+MLnplM0rzMJBXmObQ636G5mUnMdQcwYSzOTpHTblODu2fQvRYmSRl2mxZnp4x1aQAA4EMuKLSYOXPmsN7cZDKppqZmWL8WAAAAiHQ+v6G9dS1q7OhRekLgYVckPejv9nj1Rm1LsJuirqkr5DwtPiYw8infoZWz0pQcFx2mSgFgdFnMJhVtKNCmLeUySSHBRf9du2hDQUTdwwEAmKwuKLTw+/0DFm97PB7V19cH3sRqVWpqqpqbm+X1BmbfOp1ORUfzlx4AAABMTNsO1Kt4a0XIYlen3aaiDQVaP8cZlpoMw9DBxs5gSPFGXYs8Xn/w3Go2aWFWsgrzA7spLstIlJkHdAAmifVznHpi44IB9+6MMN+7AQBAKJNhGIN1Rp5TW1ubrr32WsXHx+vhhx/WsmXLZDab5ff7tXv3bt1///3q6urSK6+8IrvdPhp1j6r29nbZ7Xa53W4lJiaGuxwAOK9I/6QvAEw02w7Ua9OW8gEjRvrvvE9sXDBmD7/ae/q0+2BTIKiodOmEO3SJ7LSk2GBIsTwnVQm2qDGpCwAiFd87AwAw9obyzH1YocUdd9yhXbt2af/+/bJYLAPOvV6v5s2bp5UrV+rJJ58c6tuHHaEFgPEkEj/pCwATmc9vaMWjr4bcd8/UPxd95z0fGZWHYH6/oYr69mBIse9Iq3z+09/SR1vNWjozNTD2Kc+hHEfcgK5pAAAAABhLQ3nmPqxF3H/605906623DhpYSIFxUX/3d3+n5557blyGFgAwXpztk74N7h5t2lI+pp/0BYDJYm9dy1kDCykwJ73e3aO9dS1alpM6Ir9nc2evdh5sUmmlS2XVLjV1ekLOZzrigiHFkuxUxUYP/n06AAAAAES6YYUW7e3tcrvd57zG7Xaf9xoAwPD5/IaKt1YMCCykwAMzk6TirRVaU5BBuzsAjKDGjrMHFsO5bjBen1/7j7WptDKwm+Ld426d2R8dF23R8llpwaDi0pQpw/69AAAAACCSDCu0uPzyy/X888/rm9/8pnJycgacV1dX6/nnn9ecOXMuukAAwODC8UlfABht42HOeHqCbUSv69fg7lHZqQXaO6pdau/xhpxf5kwMhhQLs5IVbTUP6f0BAAAAYDwYVmhx//3364YbbtCVV16pL3zhC1qxYoXS09PV2NioHTt26Be/+IW6urp0//33j3S9AIBTxuKTvgAwlsbLjp7F2Sly2m1qcPcM2u3Wv9NicXbKOd+n1+vTvkOtgd0UVS6939ARcm6PjdLK3EA3xao8hy5JHFoIAgAAAADj0bAWcUvSc889p69//evq6OgIWexnGIYSExP1//7f/9NnP/vZESt0LLGIG8B48HpNs25+as95r/vt7UvptAAQ8c62o6f/u8xI29HTX6+kkJrPV++R5m6VVjWqtMql3TXN6vb4Tv9akzQvMynQTZHv0LzMpIjrMgEAAACA4RjKM/dhhxaS1NHRoZdeekn79++X2+2W3W7XvHnz9MlPfnJcP+wntAAwHvj8hlY8+up5P+m7856P8NALQETrv5+dbeRdpN7PLqQz5KTHpz21zcFuirqmrpD3SIuPCYYUK2elKTkueky/BgAAAAAYC2MWWkxUhBYAxovhftIXACLJeO4c+/AOjqtmJKuuqSsYUrxR1yKP1x+83mo2aWFWsgrzA7spLstIlDmCghgAAAAAGA1DeeY+rJ0WAIDIsH6OU09sXDDgk74ZETgDHgDOZjzv6LGYTbp8WqLcBz36z/3HdfcL7+jEhzpGpiXFBkOK5TmpSrBFhalaAAAAAIh8FxRaPPfcc5KkG264QQkJCcGfX4jxutcCAMaL9XOcWlOQEfJJ38XZKRE1QgUAziU94cIWTF/odaPN7zdUUd8e6KaodGnfkVb5/Kf73aKtZi2dmRoY+5TnUI4jLmQHHAAAAADg7C5oPJTZbJbJZNJ7772nvLy84M/PxTAMmUwm+Xy+c14XiRgPBQAAMHbGw46e5s5e7TzYpNJKl8qqXWrq9IScz3TEBUOKJdmpio22hKVOAAAAAIhEIz4e6he/+IVMJpOczsCYkWeeeebiqwQAAAAUGLFUtKFAm7aUy6TBd/QUbSgY08DC6/Nr/7E2lVYGdlO8e9ytMz/qExdt0fJZacGg4tKUKWNWGwAAAABMZCziHgSdFgAAAGNv24H6ATt6nGO4o6fB3aOyUwu0d1S71N7jDTm/zJkYDCkWZiUr2moe9ZoAAAAAYCJgETcAAB/i8xvs/QAi3Fjv6On1+rTvUGtgN0WVS+83dISc22OjtDI30E2xKs+hSxIjY6cGAAAAAExkwwotjh49qurqai1dulRTpgRa4f1+v773ve/pP//zPxUbG6tvfOMb+vjHPz6ixQIAMBzh/vQ2gAtnMZu0LCd11N7/SHO3SqsaVVrl0u6aZnV7Tu9fM5mkeZlJgW6KfIfmZSYRbgIAAADAGBvWeKhbb71VW7duVUNDg6KioiRJDz30kIqKioLXWCwW7d69W1ddddXIVTtGGA8FABPHtgP12rSlfMBy3/7HkE9sXEBwAUxgJz0+7altDnZT1DV1hZynxccEQ4qVs9KUHBcdpkoBAAAAYOIayjP3YYUWubm5WrBggX73u99JkgzDUEZGhlJTU7V9+3Y1NDTo2muv1dq1a/XCCy8M76sII0ILAJgYfH5DKx59NaTD4kwmSRl2m3be8xE+TQ1MEIZh6GBjZzCkeKOuRR6vP3huNZu0MCtZhfmB3RSXZSTKzJ9/AAAAABhVo77TorGxUVlZWcGfv/POO3K5XNq8ebMyMzOVmZmp66+/XqWlpcN5ewAARsTeupazBhaSZEiqd/dob13LqI6jATC62nv6tPtgUyCoqHTpxIf+3E9Lig2GFMtzUpVgiwpTpQAAAACA8xlWaOH3++X3n/7EWklJiUwmkz7ykY8EX5s2bZoaGhouvkIAAIapsePsgcVwrgMQGfx+QxX17cGQYt+RVvn8p5uHo61mLZ2ZGhj7lOdQjiNOJhPdFAAAAAAwHgwrtJg+fbr27t0b/PlLL70kp9Op/Pz84GsNDQ1KSkq66AIBABiu9ATbiF4HIHyaO3u182CTSitdKqt2qanTE3I+0xEXDCmWZKcqNtoSpkoBAAAAABdjWKHFpz71KT388MP6+7//e9lsNu3cuVNf+9rXQq6pqKjQzJkzR6RIAACGY3F2ipx2mxrcPQMWcUund1oszk4Z69IAnIfX59f+Y20qrQzspnj3uFtnbmKLi7Zo+ay0YFBxacqU8BULAAAAABgxwwotvvnNb2r79u364x//KEmaO3euNm/eHDw/fPiw9u7dq29/+9sjUiQAAMNhMZtUtKFAm7aUyySFBBf9g2KKNhSwhBuIEA3uHpWdWqC9o9ql9h5vyPllzsRgSLEwK1nRVnOYKgUAAAAAjBaTYRiDffj0ghw4cECSdNlll8liOd2Cf/jwYb3zzjtatGiRpk2bdvFVjrGhbDIHAES+bQfqVby1ImQpt9NuU9GGAq2f4wxjZcDk1uv1ad+h1sBuiiqX3m/oCDm3x0ZpZW6gm2JVnkOXJDLKDQAAAADGo6E8c7+o0GKiIrQAgInH5ze0t65FjR09Sk8IjISiwwIYe0eau1Va1ajSKpd21zSr2+MLnplM0rzMpEA3Rb5D8zKT+HMKAAAAABPAUJ65D2s8VL+Ghgb98Y9/1Pvvv6/u7m49/fTTkiSXy6W6ujpdccUVio2NvZjfAgCAEWExm7QsJzXcZQCTzkmPT3tqm4PdFHVNXSHnafExwZBi5aw0JcdFh6lSAAAAAEAkGHZo8dOf/lR33323ent7JUkmkykYWjQ2NmrZsmV68skndfvtt49MpQAAAIh4hmHoYGNnMKR4o65FHq8/eG41m7QwK1mF+YHdFJdlJMpMNwUAAAAA4JRhjYfaunWrPvnJT2rRokV64IEH9Je//EVPPvmkfL7T7f1XXnmlpk6dqv/6r/8a0YLHAuOhAAAALlx7T592H2wKBBWVLp04Y3+MJE1Lig2GFMtzUpVgiwpTpQAAAACAcBj18VDf+973NH36dL322muKi4vTvn37BlxzxRVXaMeOHcN5ewAAAEQwv99QRX17MKTYd6RVPv/pz8FEW81aOjM1MPYpz6EcR5xMJropAAAAAADnN6zQ4p133tEtt9yiuLi4s14zbdo0ffDBB8MuDAAAAJGjpcujHdWBkKKs2qWmTk/I+UxHXDCkWJKdqthoS5gqBQAAAACMZ8MKLfx+v6Kizt3W39jYqJiYmGEVBQAAgPDy+vzaf6xNpZWB3RTvHnfrzKGicdEWLZ+VFgwqLk2ZEr5iAQAAAAATxrBCi/z8/HOOfvJ6vSorK9MVV1wx7MIAAAAwthrcPSo7tUB7R7VL7T3ekPPLnInBkGJhVrKireYwVQoAAAAAmKiGFVr84z/+o775zW+quLhYRUVFIWc+n0/f/OY3VVtbq3vuuWdEigQAAMDI6/X6tO9Qa2A3RZVL7zd0hJzbY6O0MjfQTbEqz6FLEm1hqhQAAAAAMFmYDOPMRv8L09fXp7Vr16qsrEw5OTmy2Wz63//9X33qU5/SW2+9pUOHDmnt2rX6y1/+Mi6XLg5lkzkAAMB4cqS5W6VVjSqtcml3TbO6Pb7gmckkzctMCnRT5Ds0LzNJFvP4+14OAAAAABBZhvLMfVihhSR5PB4VFxfrySefVGtra/D1xMREbdq0ScXFxYqOjh7OW4cdoQUAAJgoTnp82lPbHOymqGvqCjlPi48JhhQrZqUpJW58fv8GAAAAAIhcYxJa9DMMQ5WVlWppaVFiYqIuu+wyWSyWi3nLsCO0AAAA45VhGDrY2BkMKd6oa5HH6w+eW80mLcxKVmF+YDfFZRmJMtNNAQAAAAAYRUN55j6snRZnMplMmj179oDX6+rqVFxcrGefffZifwsAAACcQ3tPn3YfbAoEFZUunXD3hJxPS4oNhhTLc1KVYIsKU6UAAAAAAJzbRYcWH3bkyBE99NBDeu655+T1egktAAAARpjfb6iivj0YUuw70iqf/3TzbLTVrKUzUwNjn/IcynHEjcs9YwAAAACAyWdIocXOnTv1ne98R/v27ZPVatXKlSv12GOPKT8/X93d3br//vv105/+VB6PR1OnTtW99947WnUDAABMKi1dHu2oDoQUZdUuNXV6Qs5nOuKCIcWS7FTFRo/vcZ0AAAAAgMnpgkOLffv26dprr5XHc/ovyFu3btVbb72lHTt26BOf+IQqKio0depU3XPPPfrSl76kmJiYUSkaAABgovP6/Np/rE2llYHdFO8ed+vMTWRx0RYtn5UWDCouTZkSvmIBAAAAABghFxxaPPbYY/J4PPrud7+rL3zhC5Kkp556Sv/3//5frVy5Uh988IHuv/9+3XfffbLZbKNWMAAAwETV4O5R2akF2juqXWrv8Yacz85IUGG+Q6vz0rUwK1nRVnOYKgUAAAAAYHSYDOPMz+ydXWZmpmbPnq1XXnkl5PWPfvSjKikp0fe+9z3dddddo1LkWBvKJnMAAIDh8nj9eutwS7Cb4v2GjpBze2yUVuYGuilW5Tl0SSIfDAEAAAAAjD9DeeZ+wZ0WjY2N+sd//McBry9cuFAlJSX63Oc+N/RKAQAAJpkjzd0qPbWbYndNk7o9vuCZySTNy0wKjHzKd2heZpIsZhZoAwAAAAAmjwsOLbxer+Li4ga83v9aamrqyFUFAAAwQZz0+LSnrjmwQLvKpdqmrpDztPiYYEixYlaaUuKiw1QpAAAAAADhd8GhBQAAAM7PMAwdbOxU6andFG/Utcjj9QfPrWaTFmYlqzA/sED7soxEmemmAAAAAABA0hBDiy1btmjPnj0hrx08eFCSdN111w243mQy6b/+678uojwAAIDI197Tp90HmwJBRaVLJ9w9IefTkmK1Ki8QUiyflapEW1SYKgUAAAAAILJd8CJus9k89Dc3meTz+c5/YYRhETcAADgXv99QRX17sJui/HCrvP7T31JFW81akp2iwjyHVuc7lOOIl8lENwUAAAAAYHIalUXcdXV1F13YhTp+/Lh+//vf67//+7/1/vvvq6GhQSkpKbr66qv1rW99S0uWLBnwa9rb27V582a9+OKLamhokNPp1I033qiioiLFx8ePWe0AAGBiaunyaEd1IKQoq2pSU2dvyPnMtLhAN0W+Q0uzUxUbbQlTpQAAAAAAjF8X3Gkxlr797W/r0UcfVU5OjlavXi2Hw6Hq6mq99NJLMgxDv/nNb3TTTTcFr+/q6tKKFSv0zjvvaO3atbryyiv19ttva/v27brqqqtUVlYmm812wb8/nRYAAMDr82v/MXewm+LdY20687umKdEWLc9JC+ymyHVoeuqU8BULAAAAAEAEG5VOi7G0ePFilZSUqLCwMOT1HTt26KMf/ag2bdqk66+/XjExMZKkxx57TO+8847uuecePfLII8Hr+8OPH/7wh7r33nvH9GsAAADjzwftPcGQYmd1k9wn+0LOZ2ckqDDfodV56VqYlaxo69DHZwIAAAAAgLOLyE6Lc1m3bp22b9+uN998U4sWLZJhGMrMzFR7e7saGhoUFxcXvLarq0sZGRlKT09XTU3NBf8edFoAADA5eLx+vXW4JbhA+/2GjpBze2yUVuSmqfDUEu1LEi+8cxMAAAAAAASM+06Lc4mKipIkWa2B0qurq3XixAmtW7cuJLCQpLi4OF199dV6+eWXdfToUV166aVjXi8AAIgsR5q7VVodCCl21zSp2+MLnplM0tzMpGBIMS/TLquFbgoAAAAAAMbKuAotjhw5oldeeUVOp1NXXHGFpEBoIUm5ubmD/prc3Fy9/PLLqq6uJrQAAGASOunxaU9ds0orXSqrcqm2qSvkPC0+RqvyAt0UK3MdSomLDlOlAAAAAABg3IQWfX19uuWWW9Tb26tHH31UFotFkuR2uyVJdrt90F/X32rSf91gent71dvbG/x5e3v7SJUNAADGmGEYqnF1qqQysJvijboWebz+4LnVbNKCrORgN0WBM1FmsymMFQMAAAAAgH7jIrTw+/269dZbVVZWpttvv1233HLLiL7/d7/7XRUXF4/oewIAgLHT0dOnXQebVVoV6KY43nYy5HxaUqxWnQopls9KVaItKkyVAgAAAACAc4n40MLv9+vzn/+8fvOb32jjxo168sknQ877OyzO1knR3zVxtk4MSbr33nt11113hfwaRkkBABC5/H5DFfXtgQXaVS6VH26V128Ez6OtZi3JTlFhnkOr8x3KccTLZKKbAgAAAACASBfRoYXf79dtt92m5557TjfffLOeffZZmc2hyzD7d1n077b4sPPtvJCkmJgYxcTEjFDVAABgNLR0ebSj2nWqm6JJTZ29Iecz0+IC3RT5Di3NTlVstCVMlQIAAAAAgOGK2NDizMDipptu0q9+9avgHosz5ebmaurUqdq1a5e6uroUFxcXPOvq6tKuXbuUnZ1N5wSAiOfzG9pb16LGjh6lJ9i0ODtFFubsYxLz+vzaf8wd7KZ491ibjNPNFJoSbdHynDQV5jtUmOvQ9NQp4SsWAAAAAACMiIgMLfpHQj333HO68cYbtWXLlkEDC0kymUz64he/qAcffFAPPfSQHnnkkeDZQw89pM7OTt13331jVToADMu2A/Uq3lqhendP8DWn3aaiDQVaP8cZxsqAsfVBe08wpNhZ3ST3yb6Q89kZCYGQIs+hRVkpiraaz/JOAAAAAABgPDIZxpmfWYwMmzdvVnFxseLj43XnnXfKah2YrVx//fWaP3++pEBHxdVXX639+/dr7dq1WrBggcrLy7V9+3ZdddVVKi0tVWxs7AX//u3t7bLb7XK73UpMTBypLwsABrXtQL02bSnXh2/G/T0WT2xcQHCBCcvj9eutwy2BoKLSpfcbOkLOE21WrTy1QLswz6FLEm1hqhQAAAAAAAzXUJ65R2SnxaFDhyRJnZ2devjhhwe9ZsaMGcHQIi4uTqWlpdq8ebNefPFFvfbaa3I6nbr77rtVVFQ0pMACAMaSz2+oeGvFgMBCkgwFgovirRVaU5DBqChMGEdbulVyKqTYXdOkbo8veGYySXMzk4IhxbxMu6wWuikAAAAAAJgsIrLTItzotAAwVl6vadbNT+0573W/vX2pluWkjkFFwMg76fFpT12zSitdKqtyqbapK+Q8LT5Gq/LSVJjn0Mpch1LiosNUKQAAAAAAGA3jvtMCACaLxo6e8180hOuASGAYhmpcnSqpDOymeKOuRR6vP3huNZu0ICs52E1R4EyUmU4iAAAAAAAgQgsACKv0hAubz3+h1wHh0tHTp10Hm1VaFeimON52MuR8WlKsVp0KKZbPSlWiLSpMlQIAAAAAgEhGaAEAYbQ4O0VOu00N7p5B91qYJGXYbVqcnTLWpQHn5PcbqqhvDyzQrnKp/HCrvP7T/xZHW81akp2iwjyHVuc7lOOIl8lENwUAAAAwmfj8hvbWtaixo0fpCYG/27KvEcD5EFoAQBhZzCYVbSjQpi3lMkkhwUX/t3FFGwr4pg4RoaXLox3VrlPdFE1q6uwNOZ+ZFhfopsh3aGl2qmKjLWGqFAAAAEC4bTtQr+KtFap3nx537LTbVLShQOvnOMNYGYBIxyLuQbCIG8BY45s5RCKf39A7R9uC3RTvHmvTmd81TIm2aHlOmgrzHSrMdWh66pTwFQsAAAAgYmw7UK9NW8oHTBTo/zjeExsX8HddYJJhETcAjDPr5zi1piCDtlmE3QftPcGQYmd1k9wn+0LOZ2ckBEKKPIcWZaUo2moOU6UAAAAAIpHPb6h4a8WgI5ANBYKL4q0VWlOQwd95AQyK0AIABhGOuZsWs0nLclJH9fcAPszj9eutwy2BoKLSpfcbOkLOE21WrTy1QLswz6FLElkKDwAAAODs9ta1hEwR+DBDUr27R3vrWvg7MIBBEVoAwIcwqgkT3dGWbpWcCiler2lSl8cXPDOZpLmZScGQYl6mXVYL3RQAAAAALkxjx9kDi+FcB2DyIbQAgDOcbe5mg7tHm7aUM3cT49JJj0976ppVWulSWZVLtU1dIedp8dGBBdp5Dq3MdSglLjpMlQIAAAAY79ITLqw7+0KvAzD5EFoAwCnM3cREYRiGalydKqkM7KZ4o65FHq8/eG4xm7QwKznYTVHgTJSZf6cBAAAAjIDF2Sly2m1qcPcM+vdrk6QMe2AMMwAMhtAC5xSOuf5AuDB3E+NZR0+fdh1sVmlVoJvieNvJkPOpdpsK89NVmOfQ8lmpSrRFhalSAAAAABOZxWxS0YYCbdpSLpMUElz0P1Eq2lDA8yUAZ0VogbNirj8mG+ZuYjzx+w1V1LcHFmhXuVR+uFVe/+m/DkRbzVqSnaLCPIdW5zuU44iXycRfCgAAAACMvvVznHpi44IBz5UyeK4E4AIQWmBQzPXHZMTcTUS6li6PdlS7TnVTNKmpszfkfGZaXGA3Rb5DS7NTFRttCVOlAAAAACa79XOcWlOQwQQPAENGaIEBmOuPyYq5m2OH0XMXxuc39M7RtmA3xbvH2mSc8S/nlGiLluekqTDfocJch6anTglfsQAAAADwIRazifHKAIaM0AIDMNcfkxVzN8cGo+fO7YP2nmBIsbO6Se6TfSHnszMSAiFFnkOLslIUbTWHqVIAAAAAAICRR2iBAZjrj8mMuZuji9FzA3m8fr11uCUQVFS69H5DR8h5os2qlXmBkGJVrkMZdsaTAQAAAACAiYvQAgMw1x+THXM3Rwej50472tKtklMhxes1Tery+IJnJpM0NzNJhaeCinmZdlktdFMAAAAAAIDJgdACAzDXH2Du5miYzKPnTnp82lPXrNJKl8qqXKpt6go5T4uPDizQznNoZa5DKXHRYaoUAAAAAAAgvAgtMABz/QGMhsk0es4wDNW4OlVSGdhN8UZdizxef/DcYjZpYVZysJuiwJkoM/dUAAAAAAAAQgsMjrn+AEbaRB8919HTp10Hm1VaFeimON52MuR8qt2mwvx0FeY5tHxWqhJtUWGqFAAAAAAAIHIRWuCsmOsPYCRNtNFzfr+hivr2wALtKpfKD7fK6z/9lUVbzVqSnaLCPIdW5zuU44iXycT9EwAAAAAA4FwILXBOzPUHMFImwui5li6PdlS7TnVTNKmpszfkfGZaXGA3Rb5DS7NTFRttCVOlAAAAAAAA4xOhBQBgzIy30XM+v6F3jrYFuynePdYm44y0ZUq0Rctz0lSY71BhrkPTU6eEr1gAAAAAAIAJgNACADCmIn303AftPcGQYmd1k9wn+0LOZ2ckBEKKPIcWZiUrxko3BQAAAAAAwEghtAAAjLlIGj3n8fr11uGWQFBR6dL7DR0h54k2q1bmBUKKVbkOZdjH56JwAAAAAACA8YDQAgAw6Rxt6VbJqZDi9ZomdXl8wTOTSZqbmaTCU0HFvEy7rBZzGKsFAAAAAACYPAgtAAAT3kmPT3vqmlVa6VJZlUu1TV0h52nx0YEF2nkOrcx1KCUuOkyVAgAAAAAATG6EFgCACccwDNW4OlVSGdhN8UZdizxef/DcYjZpYVZysJuiwJkoc4Ts1AAAAAAAAJjMCC0AABNCR0+fdh1sVmlVoJvieNvJkPOpdpsK89NVmOfQ8lmpSrRFhalSAAAAAAAAnA2hBQBgXPL7DVXUtwcWaFe5VH64VV6/ETyPtpq1JDtFhXkOrc53KMcRL5OJbgoAAAAAAIBIRmgBABg3Wro82lHtOtVN0aSmzt6Q8+y0uMDIp3yHlmanKjbaEqZKAQAAAAAAMByEFgCAiOXzG9p/rC24m+LdY20yTjdTaEq0Rctz0lSY71BhrkP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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_ccpr(prestige_model, \"education\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the relationship between the variation in prestige explained by education conditional on income seems to be linear, though you can see there are some observations that are exerting considerable influence on the relationship. We can quickly look at more than one variable by using plot_ccpr_grid." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:18.172736Z", "iopub.status.busy": "2023-12-14T14:43:18.171364Z", "iopub.status.idle": "2023-12-14T14:43:18.708422Z", "shell.execute_reply": "2023-12-14T14:43:18.707487Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_ccpr_grid(prestige_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single Variable Regression Diagnostics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot_regress_exog function is a convenience function that gives a 2x2 plot containing the dependent variable and fitted values with confidence intervals vs. the independent variable chosen, the residuals of the model vs. the chosen independent variable, a partial regression plot, and a CCPR plot. This function can be used for quickly checking modeling assumptions with respect to a single regressor." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:18.714262Z", "iopub.status.busy": "2023-12-14T14:43:18.713508Z", "iopub.status.idle": "2023-12-14T14:43:19.948239Z", "shell.execute_reply": "2023-12-14T14:43:19.947498Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_regress_exog(prestige_model, \"education\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot_fit function plots the fitted values versus a chosen independent variable. It includes prediction confidence intervals and optionally plots the true dependent variable." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:19.954778Z", "iopub.status.busy": "2023-12-14T14:43:19.952082Z", "iopub.status.idle": "2023-12-14T14:43:20.265657Z", "shell.execute_reply": "2023-12-14T14:43:20.264799Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_fit(prestige_model, \"education\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statewide Crime 2009 Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the following to http://www.ats.ucla.edu/stat/stata/webbooks/reg/chapter4/statareg_self_assessment_answers4.htm\n", "\n", "Though the data here is not the same as in that example. You could run that example by uncommenting the necessary cells below." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:20.270524Z", "iopub.status.busy": "2023-12-14T14:43:20.269816Z", "iopub.status.idle": "2023-12-14T14:43:20.275787Z", "shell.execute_reply": "2023-12-14T14:43:20.274973Z" } }, "outputs": [], "source": [ "# dta = pd.read_csv(\"http://www.stat.ufl.edu/~aa/social/csv_files/statewide-crime-2.csv\")\n", "# dta = dta.set_index(\"State\", inplace=True).dropna()\n", "# dta.rename(columns={\"VR\" : \"crime\",\n", "# \"MR\" : \"murder\",\n", "# \"M\" : \"pctmetro\",\n", "# \"W\" : \"pctwhite\",\n", "# \"H\" : \"pcths\",\n", "# \"P\" : \"poverty\",\n", "# \"S\" : \"single\"\n", "# }, inplace=True)\n", "#\n", "# crime_model = ols(\"murder ~ pctmetro + poverty + pcths + single\", data=dta).fit()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:20.279950Z", "iopub.status.busy": "2023-12-14T14:43:20.279439Z", "iopub.status.idle": "2023-12-14T14:43:20.288995Z", "shell.execute_reply": "2023-12-14T14:43:20.288156Z" } }, "outputs": [], "source": [ "dta = sm.datasets.statecrime.load_pandas().data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:20.293526Z", "iopub.status.busy": "2023-12-14T14:43:20.292954Z", "iopub.status.idle": "2023-12-14T14:43:20.324904Z", "shell.execute_reply": "2023-12-14T14:43:20.324041Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: murder R-squared: 0.813\n", "Model: OLS Adj. R-squared: 0.797\n", "Method: Least Squares F-statistic: 50.08\n", "Date: Thu, 14 Dec 2023 Prob (F-statistic): 3.42e-16\n", "Time: 14:43:20 Log-Likelihood: -95.050\n", "No. Observations: 51 AIC: 200.1\n", "Df Residuals: 46 BIC: 209.8\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -44.1024 12.086 -3.649 0.001 -68.430 -19.774\n", "urban 0.0109 0.015 0.707 0.483 -0.020 0.042\n", "poverty 0.4121 0.140 2.939 0.005 0.130 0.694\n", "hs_grad 0.3059 0.117 2.611 0.012 0.070 0.542\n", "single 0.6374 0.070 9.065 0.000 0.496 0.779\n", "==============================================================================\n", "Omnibus: 1.618 Durbin-Watson: 2.507\n", "Prob(Omnibus): 0.445 Jarque-Bera (JB): 0.831\n", "Skew: -0.220 Prob(JB): 0.660\n", "Kurtosis: 3.445 Cond. No. 5.80e+03\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 5.8e+03. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "crime_model = ols(\"murder ~ urban + poverty + hs_grad + single\", data=dta).fit()\n", "print(crime_model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial Regression Plots (Crime Data)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:20.329751Z", "iopub.status.busy": "2023-12-14T14:43:20.329057Z", "iopub.status.idle": "2023-12-14T14:43:21.881824Z", "shell.execute_reply": "2023-12-14T14:43:21.880881Z" } }, "outputs": [ { "data": { "image/png": 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sWLAAq1atwq5du7Br1y4AVVNVjR49GgsXLkRgYGCt5dAFE0JCQsxuExoaarB9s2bNDNbX9LupC4TUFAyriUajafAIo/pcIxERERGRPTCnBRERERE5xPr161FaWoq4uDisW7cOvXv3RrNmzfQvoW0xgqEuVq5cCQCYPn065s6di65du8LX11f/wtme5VOr1Vi2bBnuvPNO3LhxA9OmTTNYr+sp369fPwghav0aP368wX5AzS+l6/vCuvrxk5OTay2XLsigEx0djZUrVyInJwdHjhzB+++/j6FDh+L69et45ZVX8Morrxid780330RaWhrOnz+PlStXYsyYMZAkCcuXL8fIkSNRWVlZa7l1AZzMzEyz22RkZBhtrySN4RqJiIiISJkYtCAiIiIih9BoNACAPn36mJyC58CBAw0+x60JvutCV75+/fqZXG+N8tWFSqXCkiVLAACbN282eMGvm8bnzz//hFartfiYarUazZs3B/DXFFO30mg0NY6yqIm/vz8iIiIAAP/973/rdQygKu9F9+7d8cwzz2Dr1q36HBJLly41O1qhdevWGDduHL744gscOHAAkiTht99+w/Hjx2s9X/v27QFU5TMxdz//+OMPAFXTZykx14PuGlNSUsxOz6a7Rk9PT4ORHQ35uyIiIiIiqg2DFkRERETkEE2aNAFg2JtbRwiBRYsWWe0c1acdquu+psp37do1/UgMe+rZsyfuvvtuAFXTcOn06dMHYWFhyM7Oxueff16nYw4bNgwAzO63bNmyepa2ii6x9rvvvmvRKAdL9O7dG0DVCBBLRoF06dIF/v7+AIArV67Uuv2wYcOgUqlw6dIlbNy40Wh9RUUF3n//fQDA3//+97oUXTb69OkDPz8/lJSUYOnSpSa3Wbx4MQBg8ODBBoGZhvxdERERERHVhkELIiIiInKI/v37AwC+/vprbN68Wb+8oKAAkyZNwqFDhxp8jtatWwMAduzYUe/yvf322zh37px+uUajwd133+2wF7a6YMWePXuwc+dOAFXJmN955x0AwNNPP40lS5aguLjYYL/CwkJs3LgRkyZNMlg+Y8YMuLq64pdffsHs2bMNcnR88cUXWLRoEdzc3Opd3lmzZiEsLAx79uzBqFGjkJycbLBeCIHDhw/jueeew+HDh/XLZ8+ejaVLl+qTdOvk5uZi/vz5AKqSXfv5+QEA1qxZgzlz5uDMmTMG25eXl+Odd95Bbm4uXFxccPvtt9da5sjISIwdOxYA8NRTT2Hfvn36dQUFBZgwYQKSk5Ph4+OD6dOn1+FuyIe3t7e+7HPnzsV3332nX1dWVoaZM2diz549cHFxMZqGS/d39eeff9Y4vRQRERERUX0waEFEREREDvF///d/SEhIQEVFBe6++27ExMSgR48eCAkJwcqVK/Hpp582+By6F8/vvvsuWrVqhX79+iEhIQELFiyodd+ZM2ciJCQEqamp6NSpEzp16oSuXbuidevWOHfunFVGgtRHjx499L37qyfrfuSRR7BkyRJUVlbi+eefR0BAAGJjYxEfH4/WrVvD398f999/P7Zv325wvK5du+qnnVqwYAGCg4MRFxeH8PBwjB07Fk8//TTCwsIAQJ8YvS6CgoKwdetWREdH4/vvv0erVq3QqlUrxMfH6/OExMXF4f3330dRUZF+v9OnT2PatGkICQlBZGQk7rjjDnTu3BkhISH46quv4O3tbTAK5Pr163jjjTfQoUMHBAYGonv37ujWrRuaN2+OmTNnAgAWLlyon66qNv/617/Qp08fZGVloW/fvmjTpg169uyJkJAQrFmzBl5eXli7dm2DE2I70iuvvIJRo0bh5s2buPfee9GyZUvExcWhefPmeOedd6BSqfDRRx/hjjvuMNgvNjYWXbp0wc2bN9GqVSv07NkTCQkJSEhIYBCDiIiIiBqMQQsiIiIicgiVSoUtW7bgpZdeQnR0NC5fvoxLly5hwIAB2LlzJx599NEGn2PUqFFYvnw57rjjDly7dg379u3D7t27jXrjmxIWFoYDBw7gH//4B5o2bYrz588jNzcX48aNw7Fjx9CpU6cGl6++dMGKvXv3GowiefbZZ/HHH3/gySefRHR0NC5cuIDff/8dhYWF6NevHxYuXIhffvnF6HhPPvkkfv75ZwwaNAgVFRU4deoUQkND8fnnn2Px4sX6nAe6UQ111aVLF/zxxx9477330K9fP+Tm5uLIkSNISUlBq1at8OSTT+KXX35Bnz599Pu89tprePXVV9GnTx9otVocP34cycnJiI6OxlNPPYWTJ08a5BsZNWoUFi1ahL///e/w8/PD2bNn8eeff8LX1xcPPfQQ9uzZgxkzZlhcZl9fX+zcuRP//ve/ceeddyIrKwv//e9/ERQUhEmTJuHEiRMYMWJEve6HXLi6uuLrr7/Gl19+iYEDB6KwsBDHjx+Ht7c3Ro8ejUOHDmHKlClG+0mShC1btmDcuHFo1qwZTpw4gd27d2P37t0oKSlxwJUQERERkTORhLnMdURERERE1Ohdu3YNzZs3hyRJuHHjhj43BBERERERkS1wpAUREREREZn12WefAaiaRooBCyIiIiIisjUGLYiIiIiIGrm1a9fip59+QmVlpX5ZZWUlPv30U8ybNw9AVYJvIiIiIiIiW3N1dAGIiIiIiMixjh49isWLF8PHxwdt2rSBi4sLzp07h/z8fABVSb4nTpzo4FISEREREVFjwKAFEREREVEj9+CDDyI3Nxf79u2DRqNBYWEh1Go1hgwZggkTJuChhx6CJEmOLiYRERERETUCTMRNRERERERERERERESywJwWREREREREREREREQkCwxaEBERERERERERERGRLDBoQUREREREREREREREssCgBRERERERERERERERyQKDFkREREREREREREREJAsMWhARERERERERERERkSwwaEFERERERERERERERLLAoAUREREREREREREREckCgxZERERERERERERERCQLDFoQEREREREREREREZEsMGhBRERERERERERERESywKAFERERERERERERERHJAoMWREREREREREREREQkCwxaEBERERERERERERGRLDBoQUREREREREREREREssCgBRERERERERERERERyQKDFkREREREREREREREJAsMWhARERERERERERERkSwwaEFERERERERERERERLLAoAUREREREREREREREcmCq6ML0JhotVqkp6fD19cXkiQ5ujhERERERLUSQqCgoABhYWFQqdjnSS7YtiAiIiIiJalLu4JBCztKT09HRESEo4tBRERERFRnaWlpCA8Pd3Qx6H/YtiAiIiIiJbKkXcGghR35+voCqHowfn5+Di4NEREREVHt8vPzERERoa/LkjywbUFERERESlKXdgWDFnakG7bt5+fHhgURERERKQqnIJIXti2IiIiISIksaVcwaNFIVGoFDmlykFVQgua+noiLDoCLig1PIiIiIiIiImfBtj8RETkDBi0aga0nMzBv0ylk5JXol4X6eyJxREcM6xzqwJIRERERERERkTWw7U9UhcE7IuVj0MLJbT2ZgalrjkLcsjwzrwRT1xzF0jHdWHkhIiIiIiIiUjC2/YmqMHhH5BxUji4A2U6lVmDeplNGlRYA+mXzNp1CpdbUFkREREREREQkd2z7E1XRBe+qByyAv4J3W09mOKhkRFRXDFo4sUOaHKP/qKsTADLySnBIk2O/QhERERERERGR1bDtT8TgHZGzYdDCiWUVmK+01Gc7IiIiIiIiIpIXtv2JGLwjcjYMWjix5r6eVt2OiIiIiIiIiOSFbX8iBu+InA2DFk4sLjoAof6ekMysl1CVjCguOsCexSIiIiIiIiIiK2Hbn4jBOyJnw6CFE3NRSUgc0REAjCovup8TR3SEi8pc1YaIiIiIiIiI5IxtfyIG74icDYMWFoiKioIkSSa/EhISHF28Gg3rHIqlY7ohxN8wkhzi74mlY7phWOdQB5WMiIiIiIiIiKyBbX9q7Bi8I3Iuro4ugFL4+/vjueeeM1oeFRVl97LU1bDOoRjcMQSHNDnIKihBc9+qyDL/oyYiIiIiIiJyDmz7U2OnC97N23TKICl3iL8nEkd0ZPCOSEEkIYRwdCHkTheYSElJadBx8vPz4e/vj7y8PPj5+TW8YERERERENsY6rDzxuRAREZlWqRUM3hHJUF3qrxxpQURERERERERERE7BRSWhV6tmji4GETUAgxYWKi0txcqVK5Geng4/Pz/07NkTd9xxh6OLRURERERERERERETkNBi0sFBmZiYmTJhgsKxnz55Yt24dWrVqZXKf0tJSlJaW6n/Oz8+3aRmJiIiIiIiIiOSMU/cQEVFtGLSwwIQJE9C3b1907twZPj4+OHfuHN5991188cUXGDRoEP744w/4+voa7Td//nzMmzfPASUmIiIiIiIiIpKXrSczjJIkhzJJMhER3YKJuBtg7Nix+OKLL7B48WJMnz7daL2pkRYRERFMlkdEREREisGEz/LE50JESrP1ZAamrjmKW19C6cZYLB3TjYELIiInVpf6q8pOZXJKjz/+OADg119/Nbnew8MDfn5+Bl9ERERERKQMV65cwZIlSzBkyBC0bNkS7u7uCAkJwahRo3Dw4EGLj7Nr1y5IkmT2a+XKlba7CCIiGajUCszbdMooYAFAv2zeplOo1LJfLRERcXqoBgkMDAQAFBUVObgkRERERERkbR988AEWLlyIVq1aYciQIQgKCsL58+fx3Xff4bvvvsPatWvx0EMPWXy8/v37IyEhwWh5bGys9QpNRCRDhzQ5BlNC3UoAyMgrwSFNDnq1ama/glG9MC8JEdkagxYNoOtdFRUV5diCEBERERGR1cXFxWHXrl3o37+/wfK9e/di0KBBmDp1Ku655x54eHhYdLyEhATMnTvXBiUlIpK3rALzAYv6bEeOw7wkRGQPnB6qFmfOnMHNmzdNLp81axYA4JFHHrF3sYiIiIiIyMbuu+8+o4AFAPTt2xcDBgzAjRs38McffzigZEREytLc19Oq25Fj6PKS3DpqJjOvBFPXHMXWkxkOKhkRORunGWmRmpqKy5cv4/r162jSpAmCgoLQvn17eHo27ANv/fr1ePfdd9GvXz9ERkbC29sb586dw5YtW1BeXo7Zs2ejX79+VroKIiIiIqLGyVb1eVtxc3MDALi6Wt6kOn/+PJYsWYLi4mKEh4dj4MCBaNGiha2KSEQkG3HRAQj190RmXonJvBYSgBD/qmmGSJ5qy0sioSovyeCOIZwqiogaTNFBi6SkJKxcuRI7duxARoZxNNfNzQ09evTAvffei/Hjx6NZs7rPizhgwACcPn0ax44dw969e3Hz5k0EBgZi+PDhmDZtGoYMGWKNSyEiIiIianTsUZ+3hUuXLmH79u0IDQ1Fly5dLN5v7dq1WLt2rf5nV1dXPP3003jnnXfg4uJS476lpaUoLS3V/5yfn1/3ghMROYiLSkLiiI6YuuYoJMDgxbfu9XbiiI582S1jzEtCRPYkCSFMBUll7auvvkJiYiLOnTsHIQQiIiLQo0cPBAcHIyAgAMXFxcjJycHZs2dx7NgxlJaWwsPDA2PGjMHrr7+O0FDHzLGXn58Pf39/5OXlwc/PzyFlICIiIiKqC1vUYZVanweA8vJy3HXXXdizZw9Wr16NRx99tNZ9/vzzT/z444+4++67ERUVhaKiIuzfvx8vvfQSzpw5g+nTp2Px4sU1HmPu3LmYN2+e0XK2LYhISZgPQbm+P34Fz64/Xut27z8ci5GxHEVIRMbq0q5QXNAiPj4ehw4dQrdu3TBmzBg88MADNQ6pLi8vx549e7BmzRp8++230Gq1WL16Ne699147lroKgxZEREREpDTWrsMquT6v1Wrx6KOPYu3atZg8eTI+/fTTBh0vMzMTXbt2xY0bN3DlyhU0b97c7LamRlpERESwbUFEilOpFTikyUFWQQma+1ZNCcURFvK3/2I2Ri87UOt26ybHc6QFEZlUl3aF4qaHcnd3x/bt2zFw4ECLtndzc8OgQYMwaNAgvPfee1i8eDEuXbpk41ISEREREZEpSq3Pa7VaTJw4EWvXrsWYMWPw8ccfN/iYISEhGDlyJD777DMcPHgQI0aMMLuth4cHPDw8GnxOIiJbsiQg4aKS+FJbgZiXhIjsSXFBiz179tR7X7VajTfeeMOKpSEiIiIiorpQYn1eq9ViwoQJWL16NUaPHo2VK1dCpVJZ5diBgYEAgKKiIqscj4jIUTj1k3NjXhIisifr1LSJiIiIiIicUPWAxUMPPYQvvvii1qTZdXHw4EEAQFRUlNWOSURkb1tPZmDqmqNGiZoz80owdc1RbD2Z4aCSkTUN6xyKpWO6IcTf02B5iL8nlo7pxuAUEVmNIoMWFy5cqPM+1hi+TUREREREDaeU+rxuSqjVq1fjgQcewJo1a2oMWFy/fh1nzpzB9evXDZb//vvvJrd///33kZSUhDZt2qBnz55WLTsRkb1UagXmbTplcsog3bJ5m06hUquolKpkxrDOodg3ayDWTY7H+w/HYt3keOybNZABCyKyKsVNDwUAsbGxWLhwIZ588slat01LS8PEiROxc+dOPPHEE3YoHRERERER1UQp9fnXX38dq1atgo+PD9q2bYs333zTaJt77rkHsbGxAIAPP/wQ8+bNQ2JiIubOnavfZtSoUXBzc0OPHj0QHh6OoqIiHDhwAMeOHYNara41GEJEJGeHNDlGIyyqEwAy8kpwSJPDXBZOgnlJiMjWFBm08Pf3xzPPPIPvvvsOK1asQHh4uMntli1bhhdffBH5+fkYPXq0nUtJRERERESmKKU+n5KSAgAoLCzEW2+9ZXKbqKgofdDCnKlTp2Lbtm3Ys2cPsrOzoVKpEBkZieeeew4zZswwe/1EREqQVWA+YFGf7YiIiCQhhOLG5+Xm5mLatGlYv349/Pz88P7772PcuHH69ZcvX8Zjjz2G7du3IzAwEEuXLsV9993nwBJXyc/Ph7+/P/Ly8uDn5+fo4hARERER1coWdVil1uflhG0LIpKL/RezMXrZgVq3Wzc5nr3ziYgasbrUXxWZ00KtVmPt2rX46quv4ObmhokTJ+Kee+7B1atX8fnnn6Nz58745ZdfMGrUKPz5559s4BARERERyQjr80RE8lepFdh/MRvfH7+C/RezzeakiIsOQKi/JyQzx5EAhPp7Ii46wGZlJSIi56LIkRbVXb16FVOmTMGmTZvg7u6O8vJyNGvWDB9++CEefPBBRxfPAHtDEREREZHS2LoOq6T6vJywbUFEtrT1ZAbmbTplkKsi1N8TiSM6mky4vPVkBqauOQoABgm5dYGMpWO6MVEzEVEj5/QjLaoLDg7G6NGj4eHhgbKyMgDAiy++yAYOEREREZECsD5PRCQvugDErcm1M/NKMHXNUWw9mWG0z7DOoVg6phtC/D0Nlof4ezJgQUREdabooEVOTg4eeugh/OMf/4CXlxdeffVVBAYG4qWXXtIPLyciIiIiInlifZ6ISF4qtQLzNp2CqSk5dMvmbTplcqqoYZ1DsW/WQKybHI/3H47Fusnx2DdrIAMWRERUZ4oNWmzatAmdOnXC119/jSFDhuDkyZN4/fXXcfLkSYwcORI//PADunTpgq+++srRRSUiIiIioluwPk9EJD+HNDlGIyyqEwAy8kpwSJNjcr2LSkKvVs0wMrYFerVqBheVuUwX1mVp/g0iIlIGRQYtxo8fj3vuuQdFRUX45JNP8NNPPyEsLAwAEBQUhG+//RarVq1CeXk5Ro8ejYcffhg5OaY/UImIiIiIyL5YnycikqesAvMBi+oy80tkEyTYejIDfRbuxOhlB/Ds+uMYvewA+izcaXIaKyIiUgZFJuJWqVRISEjAihUrEBkZaXa79PR0TJw4ET///DNCQkKQnp5ux1Ia0yUbWb16NTp16oSYmBio1WqHlomIiIiIqCa2SPis1Pq8nDARNxHZwv6L2Ri97ECt2wV4uyGnqFz/c01Jum1Jl3/j1hdbTABORCQ/dam/KjJo8eGHH+Kpp56yePtPPvkEL774IvLz821YqtrpHkx1arUa0dHRiImJQXR0tP4rJiYGkZGR8PT0NHM0IiIi66rUChzS5CCroATNfT0RFx1gtyH9RCRftng5rtT6vJwwaEFEtlCpFeizcCcy80pM5rUwxxFBAl1ZzU1nJaEqEfi+WQNZpyUikgGnD1rUR0pKCqKiohxaBt2D6d69O9LS0pCVlVXrPmFhYSYDGtHR0QgLC4OLi4sdSk5ERM5u68kMzNt0yqDR56gec0QkL3J5OS6H+rycyOW5EJHz0Y1eAGAQuJBu+flW9g4SWDoqZN3kePRq1czm5SEioprVpf7qaqcyOZycGjg7d+6En58fCgsLkZKSAo1GA41Gg+TkZP33Go0GhYWFSE9PR3p6Ovbt22d0HDc3N0RGRhoENap/HxAQAElibwIiIqqZuWH1mXklmLrmKIfVE5EsyKk+T0TkzIZ1DsXSMd2MOrQEeLsju6jM7H7Vk3TbI0hgaf4Nc9txlDERkXw1mqCFHPn4+KBz587o3Lmz0TohBK5fv24QxKge1EhNTUV5eTkuXLiACxcumDy+r6+v2VEaUVFRaNKkia0vkYiIZK5SKzBv0ymTveYEqnrMzdt0CoM7hrARR0REjQZfZlJjN6xzKAZ3DDH4O8jMK8bzX52odV9LgwkN1dzXsum0TW3HUcZERPLGoIVMSZKEoKAgBAUFIS4uzmh9RUUFrly5YjKgkZycjMzMTBQUFODEiRM4ccJ0pSIkJMRkQCM6Ohrh4eFwdeWvBxGRszukyTE7DzBg/x5zREREjsaXmURVXFSSQf1v/8Vsi/azNJjQUHHRAQj19zSbf0M3XVVcdIDBco4yJiKSP76VVihXV1dERkYiMjISCQkJRuuLi4v1U0/dOu1UcnIy8vPzkZmZiczMTOzfv9/k8Vu2bGkyoBETE4PAwEBOPUVE5AQaOqy+sWCPWyKixoEvM4nMq2+QwFZcVBISR3TE1DVHjfJt6GppiSM6GtTZOMqYiEgZGLRwUl5eXujQoQM6dOhgtE4IgRs3bpgNaKSmpqKsrAzJyclITk42eXxvb2+zAY3o6Gh4e3vb+hKJiMgKGjKsvrFgj1siosaBLzOJalafIIGtmcu/EWKmrsZRxkTUmCmpMx6DFo2QJEkICAhAQEAAunfvbrReq9UiPT3dZEBDo9EgPT0dRUVFOHnyJE6ePGnyHEFBQUYBDd3PERERcHNzs/VlEhGRBeTWY05u2OOWiKjx4MtMotrVNUhgrzLdmn/D3Is4jjI2T0kvM4mo7pTWGY9BCzKiUqkQHh6O8PBw9OvXz2h9aWkpUlNTjfJo6L6/ceMGrl27hmvXruHQoUMmjx8REWE2SXhwcDCnniIishM59piTC/a4JSJqXPgyk8gydQkS2Mut+TfM4Shj05T2MpOI6kaJnfEYtKA68/DwQNu2bdG2bVuT63Nzc02O0NBoNEhJSUFJSQlSU1ORmpqKpKQko/29vLwMghm3jtjw8/Oz9SUSETUqcuwxJwfscUtE1LjwZSaR5SwNEsgNRxkbU+LLTCKynFI74ykuaLFnzx6rHSsqKgotW7a02vGoilqtxu23347bb7/daJ1Wq0VmZqbJgIZGo0FaWhqKi4tx6tQpnDp1yuTxmzVrZjagERkZCXd3d1tfIhGR05FjjzlHY49bIttgfZ7kii8zqS44lY4ycZSxIaW+zCQiyym1M57ighYJCQlWmzooMTERc+bMscqxyDIqlQphYWEICwtD7969jdaXlZXh0qVLJoMaycnJyM7O1n8dOXLEaH9JkhAeHm4yoBEdHY3Q0FCoVCp7XCoRkeIotcecrbDHLZFtsD5PcsWXmWQpTqWjbBxl/BelvswkIssptTOe4oIWK1assNqxYmNjrXYssg53d3e0bt0arVu3Nrm+oKDAbEBDo9GguLgYaWlpSEtLM9mLz8PDA1FRUWaThKvVahtfIRERKQV73BLZBuvzJGd8mUm14VQ6zoGjjKso9WUmEVlOqZ3xFBe0GDdunKOLQA7k6+uLrl27omvXrkbrhBDIysoyOe1UcnIy0tLSUFpairNnz+Ls2bMmj69Wq80GNCIjI+HpKa8/YCIish32uCWyDdbnSe74MpPM4VQ6zoWjjJX7MpOILKfUzniKC1oQmSNJEoKDgxEcHIz4+Hij9eXl5bh8+bLJgIZGo0FWVhZyc3Nx7NgxHDt2zOQ5wsLCTAY0oqOjERYWBhcXF1tfJhER2RF73BIRNU58mUmmcCodcjZKfZlJRJZTamc8Bi2o0XBzc9MHGkwpKioyCGbcOmKjsLAQ6enpSE9Px759+0wePzIy0iCoUf37gIAAq83fTERE9sMet0RERARwKp3GzhmTryv1ZSYR1Y0SO+MxaEH0P97e3ujcuTM6d+5stE4IgevXr5sNaKSmpqK8vBwXLlzAhQsXTB7f19fXbEAjKioKTZo0sfUlEhFRPbHHLREREXEqncarIcnX5R7sUOLLTCKqO6V1xpOEEKZGgJEN5Ofnw9/fH3l5efDz83N0cciKKisrcfnyZZMBDY1Gg4yMjFqPERISYnLaqejoaISHh8PVlTFGIiIisj/WYeWJz4XI/iq1An0W7qx1Kp19swbK9iUQ1Z255Ou6J1xT8vWGBDvsTe7BFSJSvrrUXxm0sCM2LBqv4uJipKSkmE0Snp+fX+P+rq6uaNmypcmARkxMDAIDAzn1FBGRzLEhSErFOqw88bkQOYbuBTZgeiqdml5gW5s16xasp5imC1SZy2VSU6CqIcEOIiJnVJf6K7tuE9mBl5cXOnTogA4dOhitE0Lgxo0bJkdpJCcnIzU1FWVlZUhOTkZycrLJ43t7e5sNaERHR8Pb29vWl0hERDVQUi87IiIiMk8uU+lYs27Beop59U2+XqkVmLfplMkROQJVgYt5m05hcMcQBoeIiExg0ILIwSRJQkBAAAICAtC9e3ej9VqtFunp6SYDGhqNBunp6SgqKsLJkydx8uRJk+cICgoyCmjofo6IiICbm5utL5OIqE6cqbefuV52mXklmLrmKHvZERERKYyj5wW3Zt2C9ZSa1Tf5en2DHUREVEXxQYuBAweid+/eeOONNxxdFCKbUKlUCA8PR3h4OPr27Wu0vrS0FKmpqSanndJoNLhx4wauXbuGa9eu4dChQyaPHxERYTKgER0djeDgYE49RUR25Uy9/djLjqh2rM8TkRK5qCSHvGy2Zt2C9ZTa1Tf5en2DHURUP87U6Y2qKD5ocfDgQcTHxzu6GEQO4+HhgbZt26Jt27Ym1+fm5hoEM6oHNFJSUlBSUoLU1FSkpqYiKSnJaH8vLy+DYMatIzY4hzIRWZOz9fZjLzui2rE+T0S24owvsaxZt2A9pXZx0QEI9fesNfl6XHSAwfL6BjuIqO6cqdMb/UXxQYv27dsjNTXV0cUgki21Wo3bb78dt99+u9E6rVaLzMxMkwENjUaDy5cvo7i4GKdOncKpU6dMHr9Zs2ZmAxqRkZFwd3e39SUSkZNwxt5+7GVHVDvW54nIFpz1JZY16xasp9TORSUhcURHTF1zFBJMJ19PHNHRqG5a32AHEdWNs3V6o78oPmjx9NNP46mnnsKpU6fQsWNHRxeHSFFUKhXCwsIQFhaG3r17G60vKyvDpUuXTAY0NBoNrl+/juzsbGRnZ+PIkSNG+0uShPDwcLNJwkNCQqBSqexxqSQDztjTjazLGXv7sZcdUe1Ynycia3Pml1jWrFuwnmKZ+iRfr2+wwxHYTiOlcsZOb/QXxQctYmJikJCQgPj4eDz++OPo2bOn2Tn4+/Xr54ASEimXu7s7WrdujdatW5tcX1BQYDagkZycjOLiYqSlpSEtLQ179uwx2t/DwwNRUVFmk4Sr1WobXyHZi7P2dCPrcsbefuxlR1Q71ueJyJqc/SWWNesWrKdYrj7J1+sT7LA3ttNIyZyx0xv9RfFBi4SEBEiSBCEEFi9eXGPC4MrKSjuWjMj5+fr6omvXrujatavROiEEsrKyzAY00tLSUFpairNnz+Ls2bMmj69Wq80GNCIjI+Hp2bh7/CiFM/d0I0MN7aXljL39lNTLjshRWJ8nImty9pdY1qxbsJ5SN/VJvl6fYIe9sJ1GSueMnd7kSgiByspKlJaWorS0FGVlZfX6Pj8/3+JzKj5oMWfOnBobNkTkGJIkITg4GMHBwSaTa1ZUVCAtLc0oqKH7PisrC7m5uTh27BiOHTtm8hxhYWEmAxrR0dEICwuDi4uLrS+TauHsPd3kyhFDvK3RS8tZe/spoZcdkSOxPk9E1tQYXmJZs27BeortWRLssHf9ne00cgbO2OlNq9WirKys3kGB6t9b4xjVvxfC1P8YtiMJe5+xEcvPz4e/vz/y8vLg5+fn6OIQyVpRURFSUlJMBjQ0Gg0KCwtr3N/NzQ2RkZFGeTR03wcEBPAFiR3sv5iN0csO1Lrdusnxde61xLlXTXPEEG9zvbR0T6MuvbR0xwJM9/ZTco8v/s6SUrEOK098LkSm2bL+KTeVWoEDydnYfzEbgECvmEDEt2pWr/oF6ymO44j6e2P6OyHnVakV6LNwZ62d3vbNGmjw/5m1Rg1YOyhQVlaG8vJyu92/hpAkCR4eHvovd3d3i76XJAnr1q2zqP6q+JEWROScvL290alTJ3Tq1MlonRAC2dnZJqed0mg0SE1NRXl5OS5cuIALFy6YPL6vr6/ZgEZUVBSaNGli60tsFGzV041zr5rmiCHe1u6l5cy9/eozpQARERHVjbOO3DTll1OZBnWmD5Mu1rtOzHpK/TUk4OOoKZqUOCKJgTXlaeioAUu29biWh6yLWRAV5RCVFRCV5RCV5cD/vi/xUiHqo0qj/ZTSh9/Nza1OQYFbv6/vfrUdz9W1fiGF/Px8rFu3zqJtnSZocezYMaxbtw5nzpzBzZs3sX37dgBAamoqDh48iLvuugsBAcqvlBBRVUQ3MDAQgYGBiIuLM1pfWVmJy5cvmwxoaDQaZGRkoKCgACdOnMCJEydMniMkJMTktFPR0dEIDw+v93/QjY0thmtao2LvjBVeRw3xtsW80XKe+5eIbIf1eSKyhsaSp4H5COShIZ2pHDlFk9Km1WGnNfM4aqBmmRZsU99RA7YMCnh4eMDNzQ0qlcrm90iunOKt28yZM7F48WJ9lKz6lC9CCDzyyCNYvHgxnn32WUcVkYjsyMXFBZGRkYiMjERCQoLR+uLiYqSkpJgMaCQnJyM/Px+ZmZnIzMzE/v37jfZ3dXVFy5YtTQY0YmJiEBgYaLepp+T+8t3aPd2sUbF31gqvo5JO2qqXFnv7ETUucq/PHz58GImJifjtt99QXl6OLl26YPr06XjwwQctPkZpaSkWLlyIL774AmlpaQgICMDdd9+NN998E82bN7dh6YkaH2ceuQkoPx+B3Nswlmpo4MiRSeOVNCJJLgE6e4waqO/xlDhqAC5uKKqQUCm5QHJxg+TiBnd3d7QKUSM0wLfOQQE3N3dczi/HzQog0N8HnVsGwsvTOBBh6hjslCpPin8qK1aswKJFizBixAi89dZbWLduHRYsWKBfHxUVhbi4OPzwww8MWhARAMDLywsdOnRAhw4djNYJIXDjxg2TAQ2NRoOUlBSUlZUhOTkZycnJJo/v7e2N4BYt0SwkHNExMYi/rT1axcTogxve3t5WuQ4lvHy3dk+3hlbs5VLhtQVLgwKZecVWPa+Semk5SwOZyNnIvT6flJSEoUOHwtPTEw8//DB8fX2xceNGPPTQQ0hLS8OMGTNqPYZWq8XIkSOxbds2xMfHY9SoUTh//jw+++wz7NixAwcOHEBQUJAdroao8XDmkZuOfNndUEpow1jCGoEjR07RJNcRSbeOGiguKcXLq5NQllv4v2l/KiAqygFtedW/lRV45u1DeO1vbVBRUW6zoIBcRg1YQpIkuLl7oFJygVC5QXJxheTiBjd3d4QG+CDI38emowbMra8+akDXLve9tewA8gAsUHC7nKxH8UGLjz76CB06dMDGjRvh6upaFa27Rfv27fXDy4mIaiJJEgICAhAQEIDu3bsbrddqtUhPTzcZ0EhOTkZ6ejqKioqQfO40ks+dxuE9wFe3HCMoKMjkCI3o6GhERETAzc2t1nIq6eW7NXu6NaRir/QeabWxNCjwxubT8HJ3sdrvh1J6adW1gcwAB5H9yLk+X1FRgcmTJ0OlUmHPnj2IjY0FAMyZMwdxcXF4+eWXcf/99yMyMrLG46xatQrbtm3D6NGj8eWXX+pHknz88ceYOnUqXn31VXzyySe2vhyiRsdZR24qMR8BoKw2TG2sEThyZOcfrVaLhNZNseieNpi/6Q9k3iiE0FYAFeVo5iXhsTsj4H3jArZv/9MuIwUaMmogC8BYy6bIt6r65Bqw5VRCuu+3n7lm8u9MAqAFMNfBf2fO3i4n61F80OLUqVOYPHlyjUN5goODkZWVZcdSEZGzUqlUCA8PR3h4OPr27WuwbuvJDDyx8iDK87NQkZuJiryrBv+6F2ejMD8X165dw7Vr13Do0CGj47u4uCA8PNwgoFE9qBEcHAytgKw/5E297LVWT7eGVOyV3CPNErUFD3RuFJVZtVEo115a1dW1gewsPQCJlELO9fmdO3fi4sWLmDBhgj5gAQD+/v54+eWXMX78eKxatQpz5syp8TjLli0DAMyfP99g6qvHH38c77zzDr788kssWbIEXl5eNrkOInIuShrpquNsLyotCQgJIZBxoxBFRZ4mX9K7FJfAJ/cirucXmU0i7OsG7Nn4J3Y0MHBQl1ED6QCe+9CKN6sBJEkCXNyA/00fpBs1ILm4AbrvXd3QPqwpwgP97BIUkHOuASX8nTl7u5ysR/FBC1dXV5SVldW4TXp6Onx8fOxUIiJqjHSVA7i6wS2gBdwCWhis1/U23/xEd1xKTTHKo6GbeqqkpASpqalITU1FUlKS0Xm8vLwQ0qIlMoUfXP2Dq77UIXBVB8PVPwQqjyYO/ZCv7WVvQ8vTkF79Su2RZqnqwYOa2KKyKud5o+tacXemHoBESiHn+vyuXbsAAEOGDDFaN3ToUADA7t27azxGSUkJDh48iHbt2hmNyJAkCYMHD8Ynn3yCI0eOGHWIICIyRSkjXauz5YvK+uQaaOhIgWt5hci4nANRWQFUGgYc9MsqyjHqnw3LNZAD4KXNDTqERW4dNYD/BQi8PD3R1LeJXUcKVP/+cGoeRi87UGv5l06O5wtuKCMg4OztcrIexQctunTpgp07d6KyshIuLi5G62/evInt27ebnOaFiMhaLK0cnM2pRK/YWIPemjparRZXr141GdDQaDS4fPkyiouLoblw1ux5VF5/BTPeudoFQ+Nv04/WiIyMNDnlhrXY42VvQ3r1K7FHWl3pggcv/+cP5BSZ7z1li8qqXOeNrkvFPS46QPY9k4ickZzr8+fPnwcAtGnTxmhdSEgIfHx89NuYc/HiRWi1WpPHqH7s8+fP1xi00L0s08nPz6+1/ETknBwx0vXWXAN1DQocunAV+UeS9S/3UVEOoa343wiDv170v/C7NwKbuNQpyKCkXAO6l/LVX8yXwwXXb1aiAq6QXN0gqVzh6emBjuEBaBnkb9OggKlcA9U7IlUAcPX3xGsO6oikxACdIykhINAY2uVkHYoPWkycOBGTJk3CE088gQ8/NBy/lp+fj0mTJiEzMxPvv/++g0pIRI2BNSoHKpUKoaGhCA0NRe/evY3Wl5WV4dKlS9j86wm8vm4XKvIyUZF7Vf+vtjgf2uJ8lBXnoyzzPP5zdh/+s/Kv/SVJQnh4uNGUU7rvQ0JC6j3E1Z7DUOvbq7+xVHiHdQ5FcbkWz284Xuu21q6synHe6Lr8bSqhZxKRM5JzfT4vLw9A1XRQpvj5+em3acgxqm9nzvz58zFv3rwatyEi5bN01IBbWRkmtLyBL3+7iJyCm1Uv/ivK4ecuYXC7ABzb9F8c3GjdkQd1zTVQH7+davgxLM010NCRAiczi/Dx3kv6aYp0oxNU/5u+aOFD3fC321rq96tpGkQ55FOT44hjJUxFKydyDwhUagW0QkDt5YbcYtPBRmdpl1PDOUXQYvv27fj888+xYcMGqNVqAEBcXBxOnz6NoqIijB8/Hvfff79jC0pETs0elQN3d3e0bt0aT8W0wvp0tdHLd23pTVTkXUVl3lV4lWZjRLQLUlJS9CM2iouLkZaWhrS0NOzZs8fo+B4eHoiKijIKaOh+1v3/aoq9X/bWp1d/Y6rwhvjJu7JqT3X521RCzyQiZ8T6vGVmz56N6dOn63/Oz89HRESEA0tEpFzVRw3cLC7BwQtXkZFTAD93oH3zJqgor9tUQ9acjqihowZyACzbZJ37VBNzowbMBQXc3NyxNzkXJVqV2bwE/t5emPG3TvDy9LTKqAFbux9AfIJ1cqE5uvOPnHMhyHkqWrmRc0c9U1NJ38rZ2uXUMIoPWgDA2rVrMWDAAHz44Yc4efIkhBA4cuQIOnTogGeeeQaPP/64o4tIRE7OnpUDcy/fVR5N4NE8GmgebdQLRgiBrKwsk9NOaTQaXLp0CaWlpTh79izOnjU9/ZRarTYb0Lica9nHiTVf9tanYt9YKrxyrqzaW13uxSFNjkXHbAzBHiJ7k2t9Xjc6wtwoiPz8fDRt2rTBx6i+nTm6F3JESmLpqAFHBAjsMWrAGmoaNWDv/ALVv69p1IA5up78gOkORErMHSbXKVLr6kBytqxHHDvLfbY1SzvqAcD+i9l2u5fmRvHcytna5dQwThG0AIDJkydj8uTJKC4uxo0bN+Dn58fk20RkN/buxV/Xl++SJCE4OBjBwcGIj483Ol5FRQXS0tJMBjSSk5ORlZWF3NxcHDt2DMeOHTNZJhefgKqk4P5VScFd1cH6n118AiCpXGTxsrcxVHgb8vuoG5qemVeMnKIyBPh4IMRPufeoLveCwR77kcMUCCQ/cqzPV883cWtOjczMTBQWFiIuLq7GY8TExEClUpnNfVFT3gwiS1iSa0CpowbsR4Lkqpvep2qKn+ZqH6h9vBwWFLD3qAF7sGYHIjnVJRw9SqKhtp7MwEsb/7BoW0eOOFb6fbaX2v7OAKDPwp0NHh1kqZpG8eiom7jh36O7Ib5VM7YJSE8SSule4ATy8/Ph7++PvLw8/dy1RORcTA15tHUFwB6V9aKiIqSkpJgMaGg0GhQWFtZ8AJUrPJsGo2+3ToiJMc6pERAQAEli5cTa6vr7WNOQXVv+HtuDpffCGXsAyo29/5+khmvMddht27Zh2LBhmDBhApYvX26wbtWqVRg/fjzmzZuHOXPm1HicXr164cCBA0hJSUFkZKR+uRACrVu3xtWrV3Ht2jV4eXlZXLbG/FwcpaZRA44KCnDUQP2O4ermjns+PoirhZX/S3zsYlBOXUeFfbMG8gWaDTS0DcO6hPVY2gNeZ93keAYOFMLU39kvpzJNPm9btnX2X8zG6GUHat2Ov1uNQ13qrwxa2BEbFkSNg5x6/diDEALZ2dn48pdDeGv9bpTnXa1KEJ6biYq8q6jIzwK0lTUew9fX1ygxuO77qKgoNGnSxE5X43ws/X20pMEiQdkv7etyL9gQtg1zv2cMCslbY67DVlRUoF27drhy5QoOHDiA2NhYAFVTPcXFxSElJQVnz55FVFQUACAjIwN5eXkIDQ01mO5pxYoVmDhxIkaPHo0vv/xSH6j/+OOPMXXqVEyZMgWffPJJncrmrM/F3KgBRwcFlDRqwFyuAUdOJSS3UQN8iaZcrEtYT6VWGPW4r4lKAs688Te4u8rj75jqprbnbatg7ffHr+DZ9cdr3e79h2MxMraF1c5L8lSX+qvipodSqVT16o0rSRIqKipsUCIiIkONbdiqJEkIDAzEs6OHo12X242Hofq6YVpcU7R0KzKZUyMjIwMFBQU4ceIETpw4YfIcISEhRnk0dN+Hh4fXa05de3F0EMuS30dLhuzqOCoBnzVY+rfZGKYQcwQ5J3gk+1JSfd7V1RWfffYZhg4din79+uHhhx+Gr68vNm7ciNTUVCxatEgfsACqkmWvWrUKK1aswPjx4/XLx40bhw0bNmDdunXQaDTo378/Lly4gG+//RbR0dF488037XpdAEcNWMOtowYcHRRoSK6BxsbSKW4cORUOGWNdwroOaXIsDlgAgFYAv6feaFRtXWdS2/O2Vd4SS6eIlsNU0iQviqvN9OvXz6iRc+PGDfz3v/+Fi4sLIiIiEBwcjKtXryItLQ2VlZXo2rVrrQnyiIio4Wp72ZuQkGC0T3FxMVJSUkwGNJKTk5Gfn4/MzExkZmZi//79Rvu7urqiZcuWJgMaMTExCAwMdNjUU0rpsW9pg8XRCfjsqbEFH+3BUQ0lkh+l1ecHDBiAffv2ITExERs2bEB5eTm6dOmChQsX4qGHHrLoGCqVCt9//z0WLFiAL774Au+99x4CAgLw2GOP4c0330RQUFC9yzd58mQIIRrFqAG5BAXkNmqA6o4v0RyvPh17nKEu4egOTdXVJyjHQJ5yOSpYy7yBVF+KC1rs2rXL4OfLly+jd+/eeOSRR/D222+jZcuW+nWXLl3C7Nmz8euvv+LHH3+0c0mJiBqnur7s9fLyQocOHdChQwejdUII3Lhxw2QeDY1Gg5SUFJSVlSE5ORnJyckmj+/t7W02oBEdHQ1vb+96X+utqjdCUq7fxJLt54wqZpl5JZi65qishq7XtWLKxgrVB3u1ko4S6/NxcXH46aefat1u5cqVWLlypcl1Hh4eSExMRGJiolXL9tVXX1nlOLYYNWCNY3DUANlCY3+J5ugX5/Xt2KP0uoTcOjTVJyjHQJ5yOSpY66KSkDiiI6auOQoJpvMGJo7oyNFRZETxOS0efvhhpKSk4MAB8/NRxsfHIzo6GuvWrbNjyYw567yzRESOotVqkZ6ebnaURnp6eq1TTAQFBZkNaERERMDNzc2istSUxPpWckvuaOm8zjqc35nqg/OHK5et67BKqs/Lie65vPXWW/D39+eoAaI60uVGAEy/RJNTBxNrcvSL84bkpFByXcLWuTjqE4jS5TgwF7y7tZxyar9Q3dX2vG39jB39fw/Jg1PntLjV9u3b8fjjj9e4zcCBA7Fs2TI7lYiIiCxhjR5eKpUK4eHhCA1rAdewjvDvWoKh1Y5VWlqK1NRUkwENjUaDGzdu4Nq1a7h27RoOHTpkdHwXFxeEh4cbBDSqBzWCg4MhSZJFSayrk9vQdV1vw9oCLs7e65Bsq7H3aiXzWJ9vmKeeeoodoojqYVjnUCwd0804H5sTv0QzV2e110jghuakUGpdwta5OOr7MrimHvDVsTe8c3D0iAfmDaS6UnzQoqSkBBkZGTVuk56ejuLiYjuViIiIamPNXha1Hatt27Zo27atyX3z8vKMAhq6n1NSUlBSUoLU1FSkpqYiKSnJaH8vLy9ER0cjvdIXld5BcPUPhqs6BK7qYLj6h0Dl0aTGsstl6Hr1CmxtgRc2VpyDI6aFcHRDieSL9XkicpTG9BJNDkmsG5qTQql1CVvm4mhoIMpc8K46Zw7kNTaODtYybyDVheKDFt27d8f69esxefJk9OrVy2j9b7/9hg0bNiA+Pt4BpSMioltZs4dXQ4/l7++P2NhYxMbGGq3TarW4evWqyYCGRqPB5cuXUVxcjFOnTpk9vsrLryqQ4R9cFchQh/z1s39zWc0JW1uDhUN3nYcjh2Y7uqFE8sT6PBE5UmN5iSaHJNbWyEmhxLqErXJxWCsQdWvwLtDbA5CA64WlTh3Ia6waU7CWlE3xQYu33noLgwYNQt++fTFixAj06dMHzZs3R1ZWFvbu3Ysff/wRrq6uePPNNx1dVCKiRs+aPbxs3VtMpVIhNDQUoaGh6N27t9H6srIypKWlYc0vh/Cv735DRV4mKnKv6v/VFudDW5yPsuJ8lGWeNz6BJOGhDeH6KaeioqOh9W4Or2Yh6NSuDf4W1wFuri51LndDVK/AZuYVI6eoDAE+HgjxY0XWWTh6WgiADSUyxvo8EZHtySGJtbUSASutLmGrBMjWDEQ1luAdVeHzJiVQfNCiT58+2LJlC6ZMmYLvv/8e33//PSRJ0idejY6OxqeffmryhVNdHD58GImJifjtt99QXl6OLl26YPr06XjwwQetcRlERI2CNSvWju4t5u7ujlatWmEI1FiRYjyXuLb0JiryrlZ96YMZmfplorwUaWlpSEtLw549e4z2l1zd0CK8JTq3b2Myp4Zarbb6NQGswNaHI6Zaqg85TAuhw98zqs5e9XkiosbMVi/O68KaOSmUVJewVS4OOQSiiIhsRfFBCwAYNGgQLly4gH379uHEiRPIy8uDv78/brvtNvTp0weS1LCGd1JSEoYOHQpPT088/PDD8PX1xcaNG/HQQw8hLS0NM2bMsNKVEBE5N2tWrOVSSTfXCFF5NIF782i4N4822D7U3xNz7u6Abs1doNFo8N2eo/jkxwP/C2b8b7RG/jWIinJcTrmIyykXTZ5XrVYbJAWvHtCIjIyEp6d8pp5yZo6caqmuHB3oI6qJrevzRES2JLcODKbKI4ck1krNSdFQtrpuOQSiiIhsRRK6LkwKNXHiRHTp0gXPP/+8TY5fUVGB9u3b4/Llyzhw4IB+3vO8vDzExcUhJSUF586dQ2RkZK3Hys/Ph7+/P/Ly8uDnZ9wrl4jI2e2/mI3Ryw7Uut26yfG1vjS15rEaSjflDmDcCBEAnr+rDaICvY0asZVagT4Ldxq9SBbaSlTkX0Nl3lV4l+XgwXbuSE1J0efUyMrKqrVMYWFhJgMa0dHRCAsLg4uLfaeeckbmplrSNTftMdVSXXx//AqeXX+81u3efzgWI2Nb2L5ApBi2rsPauj7vrNi2IJIHuXVgqKk8AMzWWQH71V3kds/sxdrXrWtL1BaI2jdroNMFgohImepSf1X8SIu1a9fatIGzc+dOXLx4ERMmTDBI1Orv74+XX34Z48ePx6pVqzBnzhyblYGIyFlYs4eXvXuL1dSDrr4JAc31fJdULnBTh8BNHYJKAP/3mGHgpaioCCnVghi3JgkvLCxEeno60tPTsW/fPqPju7m5ITIy0iCoUf37gIAA9mquhZymWrIUe+ORXNm6Pk9EZCtyyBVV1/LIIYm10nJSWIu1r7uxjlwhosZB8UGLVq1aISMjw2bH37VrFwBgyJAhRuuGDh0KANi9e7fNzk9E5EysWbG2ZyXdkl5RljZCqgc/zl8tsOj8t05x5e3tjU6dOqFTp05G2wohkJ2dbRTQ0P2cmpqK8vJyXLhwARcuXDB5Pl9fX7MBjaioKDRp0sSicjszJU61JIdpIYhMsXV9nojIFuTWgcHS8uybNVAWAQMl5aSwJmtfd307TxERyZ3igxYTJ07EggULcOXKFbRoYf2pDM6fPw8AaNOmjdG6kJAQ+Pj46Le5VWlpKUpLS/U/5+fnW718RERKY82KtT0q6XXpQVdbI8RU8MMSden5LkkSAgMDERgYiJ49exqtr6ysxJUrV0wGNDQaDTIyMlBQUIATJ07gxIkTJs8REhJiMqARHR2N8PBwuLoqu3phybzUcsmpUhfsjUdyZev6PJESyC0nAtVObh0Y6lqexhgwcFaNdeQKETk3Zb9VADBq1CgkJSXhzjvvxMyZM9GzZ08EBwebnNaiZcuWdT5+Xl4egKrpoEzx8/PTb3Or+fPnY968eXU+JxGRs7NmxdqWlXRr9qAzF/yoSU093+v7csPFxQUtW7ZEy5YtkZCQYLS+uLhYP/XUrQGN5ORk5OfnIzMzE5mZmdi/f7/R/q6urmjZsqXJoEZMTAwCAwNlPfWUpXMNK3WqJfbGIzmydX2eSO4a6/z+Sie3DgxyKw/ZV2MduUJEzkvxQYuYmBhIkgQhBJ555hmz20mShIqKCjuWDJg9ezamT5+u/zk/Px8RERF2LQMRkVxZs2Jtq0q6tXrQ1RT8MKemnu+2fLnh5eWFDh06oEOHDkbrhBC4ceOGyYCGRqNBSkoKysrKkJycjOTkZJPH9/b2NhvQiI6Ohre3d4PK3xB1GVWj5KmW2BuP5EbO9XkiW5NbTgSynNw6MMitPERERA2h+KDF2LFjbdpjUzfCwtxoivz8fDRt2tTkOg8PD3h4eNisbEREZFvW6rFWW/DDFHM93x35ckOSJAQEBCAgIADdu3c3Wq/VapGenm4yoKHRaHDlyhUUFRXh5MmTOHnypMlzBAUFmQ1oREREwM3NzSbXVtdRNUqfaom98UhObF2fJ+viNEbWI7ecCFQ3cuvAILfyEDUUP2+IGjfFBy1Wrlxp0+PrclmcP3/e6AVNZmYmCgsLERcXZ9MyEBEpiTNVLq3VY83S4MdTA1qjTbBPjUm85fxyQ6VSITw8HOHh4ejbt6/R+tLSUqSmpppNEn7jxg1cu3YN165dw6FDh4z2d3FxQXh4uFEeDd3P5qaTsUR9RtVwqiUi67B1fZ6sh9MYWZfcciJQ3citA4PcykPUEPy8ISLFBy1srX///pg/fz5+/vlnPPzwwwbrtm3bpt+GiIicr3JprR5rlgY/ercOrPGlhNJfbnh4eKBt27Zo27atyfV5eXkmR2kkJycjJSUFJSUlSE1NRWpqKpKSkoz29/LyMghm3Dpiw8/Pz2zZ6juqhlMtEVFjwWmMrI85CJRPbh0Y5FYeovpwls8bZ+rMR+QIDFrUYtCgQYiJicHatWvxzDPPIDY2FkDVi5W3334b7u7uGDt2rGMLSUQkA85SuazOWj3WrBX8cPaXG/7+/oiNjdV/1lan1WqRnpGJLb+dwOlz51F0PQPluZn6wMbly5dRXFyMU6dO4dSpUyaP36xZM7MBjaYePhaV0VQAilMtEZGzk/tIP1OU8LKIOQicg9w6MMitPER1ocTPG1OcrTMfkSMoPmgRExNj0XaSJOHixYt1Pr6rqys+++wzDB06FP369cPDDz8MX19fbNy4EampqVi0aBGioqLqfFwiImfiLJVLU6zRY81awY/G/HLj51NXMW/TaWTkaQG0AjxaIbStJxJnVD2DsrIypKWlmZx2SqPR4Pr168jOzkZ2djaOHDlidHxJkuDmFwjJLxiu/sFwVYf8799guPqHwNWnKULVTTgPNJEN2Lo+Tw2ntJF+SnlZxBwEzkNuHRjkVh4iSynt88YUZ+zMR+QIig9aaLVak/NX5+XlITc3FwAQGhoKd3f3ep9jwIAB2LdvHxITE7FhwwaUl5ejS5cuWLhwIR566KF6H5eIyFk4Q+WyJtbosWaN4Iczv9yoqUespRX/Vq1aoVWrViaPX1BQYBDMuHUKqps3b6Is7xqQdw2laSaShLu4oTKiJe7e08ZkknC1Wm3dG0LUiNijPk8No6SRfkp6WcQcBEREhpT0eWOKM3fmI7I3xQctUlJSalw3ffp0XL16Fb/88kuDzhMXF4effvqpQccgIpKrhk6hoPTKpSWs0WOtocEPZ325UVOP2MEdQ6xS8ff19UXXrl3RtWtX4+MIgaysLGg0Gny35yjW7vgdNzIvoyIvExW5V1FRcA2oLMfllIu4nGK6l7darTaackr3c2RkJDw9nW/0C5G12Ks+T/WnlJF+SnxZxBwERER/UcrnjTnO3pmPyJ4UH7SoSVRUFDZs2IDbbrsNr7zyCt577z1HF4mISHasMYWC0iuX9tTQ4IccXm5Yc57w2nrEPndXW5tX/CVJQnBwMIKDgxEfH4+3XjC8vm4Rfki/ctnkCA2NRoOrV68iNzcXx44dw7Fjx0yeIywszGRAIzo6GmFhYXBxcalX2YmcHevz8qCUkX5KfVnEHARERFWU8nljTmPozEdkL04dtAAANzc3DB48GF999RUbOUREt7DWFApKr1wqjSNfblhznnBLesSu+E1j0bGsWfE3FVjSBRpMKSoqQkpKismARnJyMgoLC5Geno709HTs27fPaH83NzdERkaanHYqOjoaAQEBJqfOIWosWJ93PKWM9FPyyyLmICAiUs7njTnszEdkPU4ftACAmzdvIicnx9HFICKSFWtOoaD0yqUSOeLlhrXnCbekR2zuzXKLjuXIir+3tzc6deqETp06Ga0TQiA7O9tsQCM1NRXl5eW4cOECLly4YPL4vr6+ZgMaES0jcfJqiSx75lpzRA4R6/OOJ4eRfrXhyyIisgXWaexLCZ835ug685lr47AzH5HlnD5osXfvXqxbtw7t2rVzdFGIiGTF2lMoKLlySbWzxTzhlvZ0VXu5Ia+4XJGjeCRJQmBgIAIDA9GzZ0+j9ZWVlbhy5QrW7ziCTzbvR3bGZVTkXUVFbia0+VkoL8hGQUEBTpw4gRMnTpg8h4t3U7j6B8NFHYymweF4YEA3/F+f2xEdHY3w8HC4utq/umfNETlErM/Lh9ynMeLITyKyNtZpHEPunzfmuKgk/N9tofhkj/nR4uzMR2QZxQctBg4caHJ5RUUFrly5ok/sN2fOHDuWiohI/mwxhYJSK5dUO1vME25pT9e7OjTHN0evGC2v6ygeOfaSc3Fxwal8Nyw96wHROgHq1n+tkwBoy0vxav9AtHAtNBihceL0OWg0KRClRagsuoHKohtA+hncPAUsSfoSS/53DFdXV7Rs2dLkKI2YmBgEBgZafeopa4/IIefH+ryyyHkaI478JCJrYp3GseT8eWPO1pMZ+LSGgMWUftH8nSGykOKDFrt27TK5XJIkNG3aFEOGDMH06dMxePBg+xaMiEjmbDWFghIrl1Q7WwS5ausRCwAqCSYDFkDdRvHItZdcbSNYVG4eWP5nOfbN+pv+JVulVqDPwp2ozCtBZUkhKnIzq77yrupHaaAgC9r8LJSVlSE5ORnJyckmz+/t7W02oBEdHQ1vb2+rXk99RuSQ82N9nqyJIz+JyBqUXqeRY2cdZ1fT7wxQ9Tvzw4kMzBzWgc+CyAKKD1potVpHF4GISJE4hQLVhS2CXDX1iNXRmqn1P39XWzw1sLVFFX4595KrzwiW6vu4ePrAJaQ1PEJaG+375WNxiPQqNcqjofv+ypUrKCoqwsmTJ3Hy5EmT5w8KCjIb0IiIiICbm1uDr4eI9XmyNo78JKKGUnKdRq6ddZydkn9niORI8UELIiKqH06hQHVhqyCXuR6xKsl8wEICsP7wJTw10PhF/a3k3kuuPiNYLN3nelEZercJR3h4OPr27Wu0vrS0FKmpqSYDGsnJybhx4wauXbuGa9eu4dChQ0b7u7i4IDw83CCgkeOiRumVErj6h0DlrTY79VRdRuQQEdUHR34SUUPYYpSxPci5s46zU+rvDJFcMWhBRNSIcQoFZXLEcG9bBrlu7RF7vaAUb2w+bXZ7XS+lA8nZ6N06sMZjy73HU31GsFhr1IuHhwfatm2Ltm3bmlyfl5dnMqCh+yopKUFqaipSU1ORlJRktL/k6gFX/2C4qoOr/vUPhqs6BK7qYHijk0XXQEREROQItppK15bk3lnH2Snxd4ZIzpwiaFFQUIDPP/8cJ06cQHp6OsrLy422kSQJO3bscEDpiIjkjVMoKIsjh3vbMshVvUfs98dN57C41ZNfHsWCUV1qPK/cezzVZwSLvaZ28/f3R2xsLGJjY43WabVaXL161XiEhkaD/cdPoSzvOkRFKcqzL6E8+5LR/oNXPINmzZrpR2jcOgVVZGQk3N3dG1R+UhbW54mISE6UOJWu3DvrODsl/s4QyZnigxaHDx/G3/72N9y4cQNCmEt3A7PTExAREadQUAo5DPe2R5DL0t5HucXltV63XHs8VR8t83DPlliy/ZzFI1jkMLWbSqVCaGgoQkNDceeddxqs23oyA0+sOoiK/Oso1ycIz0RFbtW/niXZyL+Rg+zsbGRnZ+PIkSNGx5ckCeHh4WaThIeEhEClUtns+uTG2ZNpsj5PRERyI4f6Vl3JvbOOs1Pi7wyRnEmippaBAtx55504dOgQ5s+fj9GjRyM0NBQuLi6OLpZJ+fn58Pf3R15eHvz8/BxdHCIiUpBKrUCfhTvN9p7S9dzZN2ug4ivCums110uputquu7ZjOeK+mRoto25SldA69+ZfvctrG0Ej5ySLtZWtoKAAKSkpRnk0dN/fvHmzxuN7eHggKirKbJJwtVpt4yu0Hzk8Z1vXYZVUn5cTti2IiGxPDp/Dltp/MRujlx2odbt1k+PZYc2GlPQ7Q2Rvdam/Kj5o4eXlhVGjRmHNmjWOLkqt2LAgIqL6amyNEHOjSsyp6bp1xwJM93iyZ0JCc9el6431/F1tEBXobXFvejn3wK9v2YQQuHbtmtmAxqVLl1BZWVnjMdRqtVFAQ/dzZGQkPD2VMZdwTb8vgP1+d21dh1VSfV5O2LYgIrIPOde3qpNjZ53GSim/M0T2Vpf6q+KnhwoICEBQUJCji0FERGRTjW24ty5/xksb/0BusfHc9req6brlknDekuSI6w+n1akhKeep3epbNkmS0Lx5czRv3hzx8fFG6ysqKpCWlmaQFLx6UOPq1avIzc3FsWPHcOzYMZPnCAsLMxnQiI6ORlhYmCx6+TemZJqszxMRkZzJub5VHacnkg+l/M4QyZnigxb33HMPdu7cCa1W26jmNiYiosZFrrkZbGlY51D4erjhH58frHXb2q5bDgnnbZkcsTH05jK8Rj/0TxiAgQMHGm1XVFSElJQUkwGN5ORkFBYWIj09Henp6di3b5/R/m5uboiMjDQ57VR0dDQCAgLskluhMSXTZH2eiIjIOuTSWYeIqKEUH7SYP38+Bg4ciH/84x9YtGgRWrRo4egiERERWV1cdABC/T1rHe4dFx1g76LZ9IV5fKtmVrtuR/d4stVomcYwb25drtHb2xudOnVCp06djI4jhEB2drbJgIZGo0FKSgrKy8tx4cIFXLhwwWRZfH19zQY0oqKi0KRJE6tcc2MaXcX6PBERkfXIobMOEVFDKT6nBQAcPXoUd911F/Ly8tC0aVOTc2JJkoSLFy86oHR/4byzRETUEHLKzVC9TLZ+YS7H664PW+QlkUvOA1uy5zVWVlbiypUrJgMaycnJyMjIqPUYISEhJgMa0dHRCA8Ph6urZX2G5JTHxh51WKXU5+WEbQsiIiIiUpJGlYh7x44dGDFiBEpKSuDm5obmzZubbQxqNBo7l84QGxZERNRQcupVb8+XyXK67vqydnJE3fHMTSHkDMkW5XaNxcXFSE1NNRnQ0Gg0yMvLq3F/V1dXtGzZ0myS8MDAQP3UU3JKpmnrOqwc6/Pl5eX44Ycf8MMPP+DQoUNIS0uDJEno2LEjxo8fjylTptQp90lUVBRSU1NNruvfvz927dpV5zKybUFEREREStKoEnHPmjULQghs2LAB999/v13mGCYiInIUuQz3tneSYLlcd0NYOzliY8h5ILdr9PLyQvv27dG+fXuT62/cuGE2oJGSkoKysjIkJycjOTkZO3bsMNrf29vbIIhxm2czJJ8vh6s6GC7+IVC5V+VucbZkmnKsz1+8eBH3338/fHx8MGjQIPzf//0f8vLysGnTJkybNg1btmzBDz/8UKey+vv747nnnjNaHhUVZb2CExERERE5AcUHLU6dOoUxY8bggQcecHRRiIiI7MLRuRkAx7xMlsN1N5Q1kyM2hpwHSrvGpk2bonv37ujevbvROq1Wi4yMDKPE4Lrvr1y5gqKiIpw8eRInT540eXxVE3+4+gfDN6gF7orrjLT96dhxtWrERkREBNzc3Gx9iTYhx/q8r68v/v3vf2PcuHHw9vbWL1+8eDESEhLw448/4ptvvqlTmdVqNebOnWuD0hIRERERORfFBy2CgoLg5eXl6GIQERE1Kkp7mSwn1ho10tzX06rbyZEzXaNKpUKLFi3QokUL9O3b12h9aWkpUlNTzSYJz8nJgfZmHspu5iE74xw2/DcJGz77a38XFxeEh4ebTRIeHBwsixEMpsixPt+iRQtMmzbNaLm3tzemT5+ORx55BLt375ZVoIWIiIiIyFkoPmjxj3/8A19//TWKi4tl19ghIiJyVs70MtkRrDFqJC46AKH+nrXmPIiLDmjQeRypMVyjjoeHB9q2bYu2bduaXJ+Xl2dy2indV0lJCVJTU5GamoqkpCSj/b28vAxyaNwa1HBkTgSl1ed1I1osTaquU1paipUrVyI9PR1+fn7o2bMn7rjjDlsUkYiIiIhI0RSfiLusrAwPPfQQcnJy8Pbbb+O2226Dj4+Po4tlEpPlERGRs5BTkuDGTJcMHTCdI8OaydAdpTFcY0MJIZCZmWkyoJGcnIzLly9Dq9XWeIxmzZqZDWg0bdoUQUFBNqvDKqk+DwDDhw/HTz/9hM2bN2P48OEW7WMuEXfPnj2xbt06tGrVqtZjlJaWorS0VP9zfn4+IiIi2LYgIiIiIkWoy7txxQctXFxcAFQ11moa8i5JEioqKuxVLJMYtCAiImfCl8nysPVkhlGOjNB65MiQs8ZwjbZUVlaGtLQ0kwENjUaD69evW3QcW9VhlVSf//TTT/H4449j4MCBJpOpmzNv3jz07dsXnTt3ho+PD86dO4d3330XX3zxBSIjI/HHH3/A19e3xmPMnTsX8+bNM1rOtgURERERKUGjClokJCRYPD+vqaHy9sSgBRERORu+TJaHSq1ocI4MuWsM1+goBQUFSElJMZpySvfzzZs3Adju5bgt6/MzZswwGJ1Qm2effRZt2rQxue7HH3/Efffdh7CwMOzfvx+hoQ3/P27s2LH44osvsHjxYkyfPr3GbTnSgoiIiIiUrFEFLZSEQQsiInJGfJlM5LyEEEhOTkbr1q0VWYf18fFBUVGRxdsnJSUhISHBaPmWLVtw3333ISgoCLt370ZMTIxVyvfrr7+iT58+uO+++7Bx48Y67cu2BREREREpSV3qr4pPxE1ERESOZY2k0kQkT5IkISgoyNHFqLfCwsIGH2Pz5s0YNWoUAgMDkZSUZLWABQAEBgYCQJ0CK0REREREzk7l6AIQERERERHJkS5gERAQgKSkJLRu3dqqxz948CCAqkTdRERERERURXFBi2HDhuHw4cP12reoqAgLFizAv//9byuXioiIiIiILKGU+vxPP/2EUaNGoWnTpkhKSjKb60KnvLwcZ86cwcWLFw2WnzlzRp8X5Nbls2bNAgA88sgj1is4EREREZHCKW56qGvXriE+Ph79+vXD2LFjcd9998Hf37/GfQ4cOIA1a9Zg/fr1KC4uxqpVq+xUWiIiIiIiqk4J9fkzZ87g3nvvRWlpKRISErBu3TqjbaKiojB+/Hj9z1euXEGHDh0QGRmJlJQU/fL169fj3XffRb9+/RAZGQlvb2+cO3cOW7ZsQXl5OWbPno1+/frZ9HqIiIiIiJREkYm4V61ahXnz5iElJQUqlQrt2rVD9+7dERwcDLVajZKSEuTk5ODs2bM4cuQICgoK4OLigocffhhvvvkmWrZs6ZByM1keERERESmNLeqwcq/P79q1CwMGDKhxm/79+2PXrl36n1NSUhAdHW0UtNi9ezc++ugjHDt2DFevXsXNmzcRGBiIO+64A9OmTcOQIUPqVUa2LYiIiIhISepSf1Vk0AIAhBDYsmULVqxYgV27diEnJ8doG5VKha5du+Lee+/FpEmTEBoa6oCS/oUNCyIiIiJSGlvVYZVYn5cTti2IiIiISEkaRdDiVqdPn8bly5eRnZ0NLy8vBAUFoVOnTrUONbcnNiyIiIiISGnsVYdVQn1eTti2ICIiIiIlqUv9VXE5Lczp0KEDOnTo4OhiEBERERFRPbA+T0REREREgBMFLYiIiIjIviq1Aoc0OcgqKEFzX0/ERQfARSU5ulhERERERESkYCpHF8AaKioq8N577yEuLg5+fn5wdf0rFnP8+HFMmzYN586dc2AJiYiIiJzL1pMZ6LNwJ0YvO4Bn1x/H6GUH0GfhTmw9meHoopECsT5PREREREQ6ig9aFBcXY8CAAXjhhReQmpoKPz8/VE/TER0djRUrVmD16tUOLCURETmrSq3A/ovZ+P74Fey/mI1KrVOkiiKq0daTGZi65igy8koMlmfmlWDqmqMMXFCdsD5PRERERETVKT5o8fbbb+PXX3/F/PnzkZmZiUmTJhms9/f3R//+/bFt2zYHlZCIiJwVe5pTY1SpFZi36RRMhed0y+ZtOsUAHlmM9XkiIiIiIqpO8UGLDRs2YMCAAZg5cyYkSYIkGc+jHBMTg0uXLjmgdERE5KzY05waq0OaHKPf++oEgIy8EhzS5NivUKRorM8TEREREVF1ig9aXLp0CT169KhxG19fX+Tl5dmpRERE5OzY05was6wC8wGL+mxHxPo8ERERERFVp/igha+vL7Kysmrc5uLFiwgKCrJTiYiIyNmxpzk1Zs19Pa26HRHr80REREREVJ3igxbx8fHYtGkTcnNzTa5PS0vDli1b0K9fP/sWjIiInBZ7mlNjFhcdgFB/TxhP4FNFAhDq74m46AB7FosUjPV5IiKyl0qtwP6L2fj++BXsv5jNkdFERDKl+KDFiy++iBs3bmDQoEH49ddfUVFRAQC4efMmduzYgaFDh6KiogLTp093cEmJiMhZsKc5NWYuKgmJIzoCgFHgQvdz4oiOcFGZC2sQGWJ9noiI7GHryQz0WbgTo5cdwLPrj2P0sgPos3Anc9EREcmQJIRQfFh56dKlePbZZ1FZWWm0zsXFBR999BEmTZrkgJIZys/Ph7+/P/Ly8uDn5+fo4hARUT1VagX6LNyJzLwSk3ktJAAh/p7YN2sgX9yS09p6MgPzNp0ymCot1N8TiSM6YljnUAeWjKzNHnVYpdTn5YRtCyIiy209mYGpa44a1d11NfWlY7qx/kJEZGN1qb86RdACAE6fPo2PP/4YBw8eRE5ODvz8/HDHHXdg2rRp6NSpk6OLB4ANCyIiZ6Jr+AAwaPyw4UONSaVW4JAmB1kFJWjuWzUlFAN1zsdedVgl1OflhG0LIiLL6DocmctJ50wdjlg3IyI5a5RBCyVgw4KIyLmwpzkRNQasw8oTnwsRkWX2X8zG6GUHat1u3eR49GrVzA4lsg22TYhI7upSf3W1U5mIiIiczrDOoRjcMYS9mYiIiIiIZCqrwPQIi/puJ0fmpr/KzCvB1DVHOQqciBSHQQsiIqIGcFFJiu6RRURERETkzJr7elp1O7mp1ArM23TKZK49garpr+ZtOoXBHUPYuYqIFEPl6AIQERERERERERHZQlx0AEL9PWHudb2EqmmU4qID7FksqzmkyTGbrwOoClxk5JXgkCbHfoUiImogBi2IiIiIiIiIiMgpuagkJI7oCABGgQvdz4kjOip2FEJjmP6KiBofBi2IiIjIISq1AvsvZuP741ew/2I2KrWmBrUTERERETXMsM6hWDqmG0L8DaeACvH3VHy+B2ef/oqIGifmtCAiIiK723oyA/M2nTIYyh7q74nEER0V3WgkIiIiInka1jkUgzuG4JAmB1kFJWjuWzUllFJHWOjopr/KzCsxmddCQlVwRqnTXxFR48SRFkRERGRXW09mYOqao0Zz72bmlWDqmqPYejLD7L4cnUFERM6An2dEjuGiktCrVTOMjG2BXq2aKT5gATj/9FdE1DhxpAURERHZTaVWYN6mUyZ7gQlUNazmbTqFwR1DjBpWHJ1BRETOgJ9nRGRtuumvbv2/JYT/txCRQjFoQURERHZzSJNjNMKiOgEgI68EhzQ56NWqmX65bnTGrcEO3egMpc9FTEREjQM/z4jIVpx1+isiapw4PRQRERHZTVaB+YCFue1qG50BVI3O4NQaREQkZ/w8IyJbc8bpr4iocWLQgoiIiOymua9nnbery+gMIiIiueLnGREREZFlGLQgIiIiu4mLDkCov6dRkkAdCVXzesdFB+iX1Wd0BhERkdzw84yIiIjIMgxaEBERkd24qCQkjugIAEaBC93PiSM6Ggxlr8/oDCIiIrnh5xkRERGRZRi0ICIiIrsa1jkUS8d0Q4i/4UuZEH9PkwlI6zM6g4iISG74eUZERERkGVdHF4CIiIgan2GdQzG4YwgOaXKQVVCC5r5VL2lMJQvUjc6YuuYoJMAggam50RlERERyw88zIiIiIstwpAURERE5hItKQq9WzTAytgV6tWpW40uauo7OICIikiN+nhERERHVjiMtiIiISBHqMjqDiIhIrvh5RkRERFQzBi2IiIhIMXSjM4iIiJSMn2dERERE5jFoYUdCVM1amp+f7+CSEBERERFZRld31dVlSR7YtiAiIiIiJalLu4JBCzsqKCgAAERERDi4JEREREREdVNQUAB/f39HF4P+h20LIiIiIlIiS9oVkmCXKbvRarVIT0+Hr68vJInzlcpJfn4+IiIikJaWBj8/P0cXhyzAZ6ZMfG7Kw2emPHxmyiP3ZyaEQEFBAcLCwqBSqRxdHPofti0aRu5/d0rH+2tbvL+2xftrW7y/tsX7a1u8vw1Tl3YFR1rYkUqlQnh4uKOLQTXw8/PjfzoKw2emTHxuysNnpjx8Zsoj52fGERbyw7aFdcj5784Z8P7aFu+vbfH+2hbvr23x/toW72/9WdquYFcpIiIiIiIiIiIiIiKSBQYtiIiIiIiIiIiIiIhIFhi0IALg4eGBxMREeHh4OLooZCE+M2Xic1MePjPl4TNTHj4zIvvj351t8f7aFu+vbfH+2hbvr23x/toW76/9MBE3ERERERERERERERHJAkdaEBERERERERERERGRLDBoQUREREREREREREREssCgBRERERERERERERERyQKDFkREREREREREREREJAsMWpBTy8/Px/Tp0xEZGQkPDw9ERUXhxRdfRGFhYZ2PtW3bNvTv3x++vr7w8/PDgAEDsGPHjhr32bVrF0aOHInmzZvDw8MDERERuPfee3HixIn6XpLTc/Qz09mwYQMkSYIkSVi/fn2dz92YOOKZZWdn49NPP8X//d//ISYmBh4eHggMDMTf/vY3bNu2zRqX5RQOHz6M4cOHQ61Ww9vbG/Hx8fjqq6/qdIzS0lK8/vrraNOmDTw9PREWFoYpU6YgKyvL7D5ffvkl4uLi4O3tjaZNm+Luu+/G0aNHG3o5jYK9n9nx48fx2muvIT4+Xv9ZFRMTg2nTpuHKlSvWuiyn5qi/s+qGDx8OSZLg6elZn0sgajS+/PJL3HvvvWjVqhV8fX3h4+ODTp064fnnn6/x/zx+rtWuvLwcGzduxLhx49ChQwf4+PjA19cXd9xxB5YuXYrKykqz+/L+Wub48eN4+eWXMXToUAQFBUGSJCQkJNS6H++v5azxmd7YrVmzBo8//jh69OgBDw8PSJKElStXmt3emm1JZ3flyhUsWbIEQ4YMQcuWLeHu7o6QkBCMGjUKBw8eNLkP76/lSkpKMH36dPTr1w9hYWHw9PRESEgIevfujRUrVqC8vNxoH95fGxNETqqwsFDExsYKAGLIkCFi1qxZYsiQIQKA6NmzpyguLrb4WF988YUAIIKCgsRTTz0lnnrqKREUFCQkSRJff/21yX3efPNNAUCEhYWJyZMni9mzZ4uJEyeKdu3aiS+++MJal+lUHP3MdDIyMkSzZs2Et7e3ACDWrVvX0EtzWo56ZkuXLtX/fT366KPipZdeEmPGjBFeXl4CgPjnP/9p7UtVnJ07dwo3Nzfh6+srJk+eLKZPny4iIyMFALFo0SKLjlFZWSmGDh0qAIj4+Hgxa9Yscd999wlJkkRMTIzIysoy2kf3f19kZKSYPn26mDx5svD19RUeHh5i37591r5Mp+KIZ3bHHXcIACIuLk48/fTT4oUXXhB9+/YVAERgYKA4ffq0LS7VaTjq76y6Tz/9VKhUKuHp6Sk8PDyscVlETuvuu+8W7dq1E4888oiYMWOGmD59uhg4cKCQJEmo1Wpx8uRJo334uWaZ06dPCwDCx8dHjBw5UsycOVM8/vjjIiwsTAAQd999t9BqtUb78f5aLjExUQAQ7u7uonPnzgKA6N+/f4378P5azhqf6ST09ywwMFD//YoVK0xua822ZGMwa9YsAUC0atVKPPbYY+Kll14So0aNEi4uLkKlUon169cbbM/7WzfXrl0Tnp6eol+/fmLSpEli9uzZ4oknntD/Hg8ZMkRUVlbqt+f9tT0GLchpzZkzRwAQs2bNMliu+4/+7bfftug4OTk5Qq1Wi8DAQJGWlqZfnpaWJgIDA0VgYKDIz8832Oe7774TAMQ999wjbt68aXTM8vLyelyR83PkM6tuxIgRIioqSsyYMYNBi1o46pnt2LFD/PDDDwaVBiGEOHPmjPD39xdubm7iypUrDbgyZSsvLxetWrUSHh4e4tixY/rlubm5om3btsLd3V2kpKTUepzly5cLAGL06NEGLxp0QaMpU6YYbH/u3Dnh6uoq2rZtK3Jzc/XLjx07Jjw8PESHDh2MnhlVcdQz+9e//iXOnz9vdJwFCxYIAGL48OH1vygn56hnVp1GoxG+vr7ihRdeEJGRkQxaENXC3AuEzz77TAAQ999/v8Fyfq5Z7vLly+Lf//63KCwsNFheWFgoevToIQCIr776ymAd72/dnDx5Uvz++++irKxMZGRk1Bq04P21nLU+00mIX375RX+v5s+fX2PQwlptycZi48aNYteuXUbL9+zZI9zc3ETTpk1FSUmJfjnvb91UVlaK0tJSo+Xl5eUiISFBABA//vijfjnvr+0xaEFOSavVirCwMOHj42Oy4uzj4yNiYmIsOtYnn3wiAIh58+YZrZs7d64AIFatWmWwvH379sLX19egckg1c/Qz01mxYoUAILZv367vzcSghWlyeWa3mjJligBQ64gaZ7Zt2zYBQEyYMMFo3cqVK83e61v16tVLADBqpGm1WhETEyO8vb0NArOzZ882+6zGjx8vAIjdu3fX44qcn6OemTkVFRXCy8tLeHt7W34RjYyjn5lWqxUDBgwQbdu2FTdv3mTQgqgB8vLyBAARGxtrsJyfa9axdu1aAUA8+eSTBst5f+vPkqAF76/lrPWZToZqClpYsy1JQt/D//Dhw0II3l9re//99wUAsWTJEiEE76+9MKcFOaXz588jPT0dvXv3hre3t8E6b29v9O7dG8nJyUhLS6v1WLt27QIADBkyxGjd0KFDAQC7d+/WLztx4gTOnDmDwYMHw8fHBz/99BMWLlyIDz74gLksauDIZ6aTlpaG5557DlOmTMGgQYPqcRWNixyemSlubm4AAFdXV4u2d0bWuJ8lJSU4ePAg2rVrh8jISIN1kiRh8ODBKCoqwpEjR6x63sbKUc/MHEmS4Obm1qj/jmrj6Gf2wQcfYPfu3Vi+fDm8vLzqeRVEBACbN28GAHTu3NlgOT/XrMNc3Yz317Z4fy3He2V/1mxLkvH/s7y/1qPVarF161YAf9UTeH/tg0ELckrnz58HALRp08bket1y3Xb1PZap4/z+++8AgICAAPTu3RvDhw/HSy+9hGeeeQaxsbEYM2YMysrK6nA1jYMjnxkACCHw2GOPwc/PD4sWLbK84I2Yo5+ZKfn5+fjmm2/g6emJvn371rq9s6rpfoaEhMDHx6fW+3nx4kVotdo6Pd/z58/Dx8cHISEhFm1Pf3HUMzPnm2++QX5+vsnGO1Vx5DM7f/48Zs+ejWeeeQa9e/euT/GJGrWvvvoKc+fOxcyZM/H3v/8djz76KKKjo/H6668bbMfPNetYvnw5AOMXwry/tsX7azlrfKZT3VizLdnYXbp0Cdu3b0doaCi6dOkCgPe3IcrKyjB37lwkJibiqaeeQqdOnfDTTz9hwoQJ+s6tvL/2we5z5JTy8vIAAP7+/ibX+/n5GWxX32OZOk5WVhYAYMWKFYiOjsbOnTvRs2dPnD9/Hk8++SS+/PJLtGjRAgsXLqzDFTk/Rz4zAPj444/xyy+/YOvWrfD19bW84I2Yo5+ZKU888QSuXr2K119/Hc2aNat1e2dlybOp7X7W5/nm5eWhefPmFm9Pf3HUMzMlLS0NzzzzDLy8vPDGG2/UuG1j5qhnptVqMW7cOISGhuKtt96qc7mJqCposXHjRv3PPXr0wPr16xEdHW2wHT/XGu7TTz/FTz/9hIEDB2L48OEG63h/bYv313LW+EynurFmW7IxKy8vx6OPPorS0lIsXLgQLi4uAHh/G6KsrAzz5s3T/yxJEl544QXMnz9fv4z31z4YtCBZmzFjBkpLSy3e/tlnnzUb6bQXrVar/3fDhg3o1q0bAOD222/Hd999h1atWuHDDz/E66+/Dg8PD0cW1SaU+MySk5Px4osvYuLEifrhv42JEp+ZKbNnz8a6deswbNgwvPzyy44uDpEiZWdnY/jw4cjKysLq1avRrl07RxeJbvHOO+/gwIEDSEpKQpMmTRxdHCK7s0a95ZtvvgEA5Obm4tixY3jllVfQvXt3fPvttxg4cKBVy6s01qwX/vjjj3jqqacQGRmJNWvWWKuIiuYs9W4icjytVovx48djz549mDx5Mh599FFHF8kp+Pj4QAgBrVaL9PR0bNq0CS+//DL279+PLVu26AMSZHsMWpCsffLJJygqKrJ4+/vvvx9t2rTRRzvNRTXz8/MBmI+KVlf9WLf23DZ1HN334eHh+oCFTvPmzREfH4/t27fj9OnTiI2NteCqlEWJz+yxxx6DWq3Gu+++a3G5nYkSn9mtXnvtNSxYsAADBw7Et99+q+9h0lhZ8myaNm3a4GNU3073vTV+HxojRz2z6rKzszFo0CD8+eefWLp0KcaMGWNR2RsrRzyzc+fOITExEdOmTUP//v3rVW4ipatvvcUUtVqNAQMGYOvWrWjXrh3Gjh0LjUajnxu8MX6uWev+btmyBffffz+Cg4Oxc+dOhIaGGm3D+1u7mn5/a9MY7299WeMznerGmm3Jxkir1WLixIlYu3YtxowZg48//thgPe9vw6lUKoSHh2Pq1KkIDAzEgw8+iLfeegsLFy7k/bUT5rQgWSssLIQQwuKvhIQEALXPH1fb/HPV1XQsU8fR9UpVq9Umj6dbXlxcXOu5lUiJz+zYsWO4cuUK1Go1JEnSf+mGBI4ePRqSJGHJkiWW3QSFUeIzq+61117Dm2++iYSEBGzatIkJaVHz/czMzERhYWGtzyUmJgYqlapOz7dNmzYoLCxEZmamRdvTXxz1zHR0AYsTJ07gww8/xOOPP17XS2h0HPHMTp06hdLSUvz73/82+LySJAmpqakoLS3V/5ybm9uAqyOSr/rWW2ri5+eH+Ph4XLlyBRcuXNAvb4yfa9a4v5s3b8Z9992HwMBAJCUlISYmxuS5eH+t8/trTmO8v/Vljc90qhtrtiUbG61WiwkTJmDVqlUYPXo0Vq5cCZXK8PUu76916XIy7dq1CwDvr70waEFOqU2bNggLC8Ovv/5q1JOlqKgIv/76K6KjoxEREVHrsXQ9GX/++Wejddu2bTPYBgDi4+Ph5eWF5ORklJSUGO1z6tQpAEBUVJTF19MYOPKZjR07Fo899pjR1+233w4AGDBgAB577DF07ty53tfnjBz5zHR0AYv+/ftj8+bNnCrlf+p7P6vz8vJCXFwczp49i9TUVIN1Qgj88ssv8Pb2Ro8ePax63sbKUc8MMAxYfPDBB5g2bVpDLqXRcMQzi4qKMvl59dhjj8HHxwcuLi76n51xCkoiW0pPTwcA/SgLgJ9r9bF582aMGjUKAQEBSEpKQuvWrc1uy/trW7y/luO9sj9rtiUbE13AYvXq1XjooYfwxRdfmJxlgPfXum6tI/D+2okgclJz5swRAMSsWbMMls+aNUsAEG+//bbB8qKiInH69GmRmppqsDwnJ0f4+/uLwMBAkZaWpl+elpYmAgMDRWBgoMjPzzfYZ8qUKQKAeOWVVwyWr169WgAQffr0scYlOh1HPjNTEhMTBQCxbt26BlyVc3PkM3vttdcEANG3b19RWFho5StTtvLychETEyM8PDzEsWPH9Mtzc3NF27Zthbu7u9BoNPrl6enp4vTp0yI3N9fgOMuXLxcAxOjRo4VWq9UvX7p0qQAgpkyZYrD92bNnhaurq2jbtq3BsY4dOyY8PDxEhw4dRGVlpXUv1kk46pllZ2eL2NhYAUC8//77Nrk2Z+WoZ2ZOZGSk8PDwaNA1ETmz/Px8cebMGZPrPv/8cwFAtGnTxmA5P9fqZsuWLcLDw0OEhISYvdfV8f7WX0ZGhgAg+vfvb3Yb3l/L1fUznSwzf/58AUCsWLHC5Pq6tiUbu8rKSjFu3DgBQDzwwAOivLy8xu15f+vmzz//FEVFRUbLi4qKxLBhwwQA8dZbb+mX8/7aniSEEPYJjxDZV1FREXr37o0TJ05gyJAh6NatG44ePYqff/4ZPXv2xO7duw2mkdm1axcGDBiA/v3764d86axZswaPPvoogoKC8NBDDwEANmzYgOvXr2PDhg144IEHDLbPzs7GnXfeiXPnzqF///7o0aMHzp8/j02bNkGtVmPfvn3o2LGjze+B0jjymZkyd+5czJs3D+vWrcPDDz9s1Wt1Fo56ZitXrsSECRPg6uqKZ599Fj4+PkZlS0hIaNCQeqVLSkrC0KFD4enpiYcffhi+vr7YuHEjUlNTsWjRIsyYMUO/7fjx47Fq1SqsWLEC48eP1y/XarUYPnw4tm3bhvj4ePTv3x8XLlzAt99+i6ioKBw8eBBBQUEG533rrbfw6quvIjIyEqNGjUJBQQHWr1+PsrIy7NixA71797bXLVAcRzyzhIQE7N69G+3bt9f/3d3queeeMzvlYWPnqL8zU6KiopCZmWlylCcRASkpKYiJiUGPHj3Qvn17tGjRAjdu3MDhw4dx9OhR+Pn5YevWrejVq5fBfvxcs8yZM2cQGxuL0tJSPPzww/opc6uLiooy+P8P4P2tizNnzmDBggUAqqYa/uqrrxAcHIxhw4bpt1m5cqXBPry/lqvLZzqZ99lnn2Hfvn0AgD/++ANHjx5F79699aOu+vTpg0mTJgGoe1uysdO9n/Dx8cGzzz4LV1fjNMX33HOPPncq72/dzJ07F++++y769OmDqKgo+Pn54cqVK/jpp5+QnZ2Nvn37Ytu2bfp7xvtrB46OmhDZUm5urnjuuedERESEcHNzEy1bthQzZsww2cs+KSmpxt4qP/30k+jbt6/w9vYWPj4+on///uKXX34xe+7s7GzxzDPP6M8dHBwsHn30UXHx4kVrXZ5TcuQzuxVHWljGEc9M92xq+kpMTLTylSrPwYMHxbBhw4Sfn5/w8vIScXFxYv369Ubb6XrsmOoFVVJSIubOnStatWol3N3dRUhIiJg0aZLIzMw0e941a9aIHj16CC8vL+Hv7y+GDx8ufv/9d2temtOy9zOLjIys9W+JPQtr5qi/s1txpAVRzQoLC8WcOXNEv379REhIiHBzcxPe3t6iU6dO4vnnnzcY6Xkrfq7VTlfHq+nLXP2P99cyltxjU3h/LWfpZzqZp6vvmPsaN26cwfZ1aUs2drXdW1P1TN5fyx0+fFhMnjxZdOrUSajVauHq6iqaNWsmBgwYID755BOTI1t4f22LIy2IiIiIiIiIiIiIiEgWmIibiIiIiIiIiIiIiIhkgUELIiIiIiIiIiIiIiKSBQYtiIiIiIiIiIiIiIhIFhi0ICIiIiIiIiIiIiIiWWDQgoiIiIiIiIiIiIiIZIFBCyIiIiIiIiIiIiIikgUGLYiIiIiIiIiIiIiISBYYtCAiIiIiIiIiIiIiIllg0IKIiIiIiIiIiIiIiGSBQQsiIicnhED37t0xZMgQRxeF/ichIQFRUVE2PcfZs2fh6uqKjz76yKbnISIiIiKyhL3aJStXroQkSVi5cqVNz2MtUVFRSEhIsOk5tm/fDkmSsGXLFpueh4jIWhi0ICJycqtXr8bRo0fx+uuvGywfP348JEnCgQMHGnT8qKgom7+AlyN7NYYqKytxxx13QKVSYceOHSa32bBhAyRJwuDBgyGEAAC0a9cOo0ePxrx581BQUGDTMhIRERER1cZcu4QsV1BQgKioKHh6euLUqVMmt1m4cCEkScKkSZP0y+666y706dMHM2fORGVlpb2KS0RUbwxaEBE5Ma1Wi7lz56Jv376Ij493dHGoHlxcXLBy5Up4eHhg4sSJyM/PN1ifkZGBadOmwd/fH8uXL4ckSfp1M2fORFZWFv71r3/Zu9hERERERHpsl1iHr68vli9fjrKyMowbNw4VFRUG6//44w/MmTMHkZGReO+99wzWzZw5E3/++SfWr19vzyITEdULgxZERE7sp59+QkpKCsaOHevoolADdOjQAW+++SYuXbqE5557zmDd5MmTkZOTg/fffx8REREG67p06YKuXbti2bJl0Gq1diwxEREREdFf2C6xnoEDB+LJJ5/EkSNH8Pbbb+uXl5eXY+zYsSgvL8eKFSvg6+trsN+wYcMQGBiIjz/+2N5FJiKqMwYtiIgUZs+ePRgxYgQCAwPh4eGBNm3a4NVXX8XNmzeNtl2xYgUkScKoUaMsOnZKSgokScL48eNx4cIF3HvvvWjatCm8vb1x11134cSJE0bbpqamIjU1FZIk6b/mzp1brzLv2rVLv/9vv/2GIUOGQK1WG4weEEJgxYoV6Nu3L9RqNZo0aYI2bdrg8ccfx6VLlwyOV1BQgMTERHTq1AleXl5Qq9UYOnQo9u3bZ3TtCQkJkCQJJSUleOmll9CyZUt4enqiQ4cO+OCDD/TTLgFVU2tNmDABADBhwgSDa7eV559/Hn369MGKFSuwefNmAMDnn3+OzZs3Y+TIkRg3bpzJ/R588EGkpqYiKSnJZmUjIiIiosbHWu2Smqab1dXRq5s7dy4kScKuXbuwcuVKdOvWDU2aNDGZF+L7779HXFwcmjRpgqCgIEycOBFXr1412u4///kPRo8ejdatW6NJkybw9/dH3759sXHjRqNt69JmspWFCxeidevWePPNN3H8+HEAwOuvv47jx4/j6aefxoABA4z2cXNzwz333IN9+/bhwoULNi8jEVFDuDq6AEREZLmlS5fiySefhFqtxogRI9C8eXMcOXIEb731FpKSkpCUlAR3d3cAVS/3k5KS0K5dOzRt2rRO50lJSUF8fDw6deqEiRMn4uLFi/j+++8xYMAAnD59GsHBwVCr1UhMTMSSJUsAwGAEQPUGQ13KrPPbb7/h7bffxoABAzBlyhR9MEKr1eKhhx7CN998gxYtWmD06NHw8/NDSkoKvvrqK/ztb39Dy5YtAQA5OTno168f/vzzT/Tu3RtPPPEE8vPz9dfx9ddf45577jG69gcffBDHjh3TN6g2btyIZ555BikpKVi8eDEA4J577kFubi6+//57jBw5ErGxsXW6v/WhUqmwcuVK3HbbbZg8eTI2b96M559/HoGBgfjkk0/M7terVy8AwI4dOzBo0CCbl5OIiIiInJ+92iU1eeedd5CUlISRI0diyJAhcHFxMVi/ceNGbNu2Dffffz/uuusuHDhwACtWrMDevXtx6NAhg7LMnj0b7u7u6NOnD0JDQ3Ht2jX88MMPuP/++/Gvf/0LTz/9tNH5LWkz2UqTJk2wcuVK9OvXD2PHjsVHH32E+fPno127dliwYIHZ/Xr16oXPPvsMO3fuROvWrW1WPiKiBhNERKQIf/75p3B1dRW33XabuH79usG6+fPnCwBi0aJFBtsDEP/4xz9MHm/cuHECgNi/f79+mUajEQAEALFgwQKD7V999VUBQMyfP99geWRkpIiMjLRKmZOSkvTnX758udHxPvjgAwFADBo0SNy8edNg3c2bN0V2drb+50ceeUQAEMuWLTPY7urVqyIiIkIEBQWJ4uJi/fL+/fsLAKJdu3YiNzdXvzw3N1e0a9dOSJIkDh8+rF++YsUKAUCsWLHC5LXXpH///mbvWW0+/PBDAUB4eHgIAOLrr7+ucfu8vDwBQPTr169e5yMiIiIiqs7a7ZKa2hO6Onp1iYmJAoDw9vYW//3vf4320dXTAYitW7carHvppZcEAPHUU08ZLL948aLRcQoKCkSXLl2Ev7+/KCoq0i+vT5upJpGRkaJ///4Wb1/dCy+8oG8buLi4iAMHDtS4/YkTJwQAMXbs2Hqdj4jIXjg9FBGRQnzyySeoqKjABx98gGbNmhmsmzlzJoKCgrBu3Tr9ssuXLwNAvXr4REdH48UXXzRY9thjjwEADh8+bLMy63Tr1k0//VJ1H330EVxcXLB06VJ4eXkZrPPy8kJAQAAA4Pr169iwYQMGDhyISZMmGWzXvHlzvPjii7h27Rq2b99udI7XXnsN/v7++p/9/f3x6quvQgiBVatWWXzttjJt2jRERESgtLQUd999N+6///4at/fz84Onp6f+94GIiIiIqCHs2S6pyZQpU9ClSxez6++66y4MHTrUYNkrr7wCtVqN1atXG+R8i4mJMdrfx8cH48ePR15ensk2kLXaTA0xZ84ceHl5obS0FFOnTsUdd9xR4/a6Z8C2ARHJHaeHIiJSiAMHDgAAtm3bhh07dhitd3Nzw5kzZ/Q/Z2dnAwDUanWdzxUbGwuVyjCuHR4eDgDIzc21+Dh1LbNOz549jZYVFhbi9OnTaN26Ndq0aVPjeQ8fPozKykqUlpYa5dcAgPPnzwMAzpw5g7vvvttgXd++fY221y07duxYjee1h5UrVyItLQ1A1TRamZmZCAkJqXGfgIAAXL9+3R7FIyIiIiInZ892SU3i4uJqXG+qXu/j44PY2Fjs2rULycnJ+imSsrKysGDBAvz0009ITU1FcXGxwX7p6elGx7JWm6khFi1apC/r1q1bcfPmTTRp0sTs9tU7eRERyRmDFkRECpGTkwMAeOuttyzaXjcSoaSkpM7n8vPzM1rm6lr1kVFZWWnxcepaZh1TvbDy8vIAAC1atLD4vL/++it+/fVXs9sVFRVZdG7dMl0ZHCUtLQ3PPfccgoKCMH36dMyePRtPPPEEvvvuuxr3Ky4urrHxQkRERERkKXu2S2pS28gNc+tvrdvn5OSgZ8+euHTpEnr37o277roLarUaLi4uOH78OL7//nuUlpYaHcdabab6+v333/H222+jXbt2GDFiBBYtWoTZs2fj/fffN7uPLsDBtgERyR2DFkRECqGrFOfn58PX17fW7YOCggD81ahwhLqWWUeSJKNluimbrly5YvF5Z8yYgUWLFll8XgC4evWqPpl39WXVy+AIQghMnDgR+fn5+OabbzBq1Cjs2bMH33//PdasWYMxY8aY3E+r1SIvLw+dOnWyc4mJiIiIyBlZu12iUqlQVlZmcl1NnYZMtRmq09XhzS3X1e0///xzXLp0CW+88QZeffVVg20XLFiA77//vsbzOEJpaSnGjh2rn8K2W7du+Pnnn/HBBx9g1KhR6Nevn8n9dM9A90yIiOSKOS2IiBRCNz+pbjh2bTp16gSVSoWzZ8/aslhwcXEx25OormWuiY+PDzp27AiNRqOf3smcnj17QpIk7N+/v87n2bt3r9llt99+u36Zi4sLAPv0ogKq8nls374do0ePxqhRowAAy5Ytg1qtxjPPPIOMjAyT+50/fx5arbbG+X6JiIiIiCxl7XZJ06ZNkZWVhYqKCoPlRUVFtdb7a2KqXl9YWIjjx4/Dz89Pn8fi4sWLAICRI0dadAw5ePXVV3Hq1CnMnDkTd9xxB9zc3LBq1Sq4urpi4sSJuHnzpsn9dM+AbQMikjsGLYiIFGLatGlwdXXF008/jUuXLhmtz83NNci5oFar0bVrVxw5csQgyZy16fIlmBruXdcy1+bJJ59EZWUlpk2bZjTPbElJib7nUEhICB588EH89ttveOeddyCEMDrWwYMHTVbm33jjDYMeXXl5eXjzzTchSRLGjRtncN0A9PklbOnixYuYNWsWQkND8eGHH+qXt2jRAkuWLMGNGzfw+OOPm9z34MGDAID+/fvbvJxERERE5Pys3S7p2bMnysvL8eWXX+qXCSEwe/Zsk9O5Wmr79u3Ytm2bwbK33noLubm5GDt2rD4fRWRkJABg3759BtuuXbsWW7Zsqff5beXXX3/Fu+++iy5duhjk74uNjcUrr7yibzuYwrYBESkFp4ciIlKIzp0746OPPsLUqVPRrl07DB8+HK1atUJBQQGSk5Oxe/dujB8/Hh9//LF+n3vvvReJif/P3n2HR1Xm7x+/Jx3SA2kgEkREWEAExKBCEBRcV9aCBVyUoqjYVvFr/bkiiiK7stZVWVFAEdRdXBULIFIsVCk2LMjSUyghFRKTzPn9wc5ISCZTMuXMzPt1XVwmM2dOnsmMmedz7qdM0po1a3TWWWf5pF2DBg3SV199pd///vfq37+/YmJiNGDAAA0YMMCjNjdlwoQJWrlypd5++2116tRJf/zjH5WUlKRdu3Zp8eLFeuWVV3TJJZdIOjoz4aefftI999yj119/Xf369VNKSop2796tr776Slu3blVBQUGD9VxPOeUUdevWzT6bYcGCBdqzZ48mTpyoPn362I/r16+fWrRoYQ8NbFOsj59S3lxWq1WjR49WZWWl3nrrLXtYYjN69GgtWLBACxcu1GuvvaZrr7223v2ffPKJoqKiGmw4DgAAAHjC23XJrbfeqlmzZun666/XJ598ovT0dH3++ecqKSnRaaedpq+//tqjdl500UUaNmyYLr/8cuXk5GjNmjVavny5OnbsqEceecR+3DXXXKNp06bptttu0/Lly9W+fXt9/fXX+vTTT3XZZZfpnXfe8ewX5QOVlZUaM2aMIiMjNWfOHMXExNS7///9v/+n9957T//4xz90+eWXNwgnPvnkE6WmpjpcPgoATMMAAASVdevWGSNGjDDatGljREdHG61btzZ69epl3HfffcYPP/xQ79i9e/caUVFRxoQJExqcZ/To0YYkY/Xq1fbbtm/fbkgyRo8e3ejPlmTk5eXVu628vNwYP368kZ2dbURGRhqSjEmTJnnU5uXLlzf6+GNZrVZj5syZRm5urhEfH2+0bNnS6NSpk3HTTTcZu3btqnfs4cOHjb/+9a9G7969jfj4eKNFixZGhw4djEsuucR47bXXjJqaGvuxeXl5hiTjyJEjxj333GO0a9fOiImJMTp37mw8++yzhtVqbdC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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress_grid(crime_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:21.885780Z", "iopub.status.busy": "2023-12-14T14:43:21.885300Z", "iopub.status.idle": "2023-12-14T14:43:23.007522Z", "shell.execute_reply": "2023-12-14T14:43:23.006717Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\n", " \"murder\", \"hs_grad\", [\"urban\", \"poverty\", \"single\"], data=dta\n", ")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Leverage-Resid2 Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Closely related to the influence_plot is the leverage-resid2 plot." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:23.013904Z", "iopub.status.busy": "2023-12-14T14:43:23.012266Z", "iopub.status.idle": "2023-12-14T14:43:23.673522Z", "shell.execute_reply": "2023-12-14T14:43:23.672782Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_leverage_resid2(crime_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Influence Plot" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:23.678235Z", "iopub.status.busy": "2023-12-14T14:43:23.677305Z", "iopub.status.idle": "2023-12-14T14:43:24.496647Z", "shell.execute_reply": "2023-12-14T14:43:24.495907Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.influence_plot(crime_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using robust regression to correct for outliers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Part of the problem here in recreating the Stata results is that M-estimators are not robust to leverage points. MM-estimators should do better with this examples." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:24.500712Z", "iopub.status.busy": "2023-12-14T14:43:24.500251Z", "iopub.status.idle": "2023-12-14T14:43:24.504766Z", "shell.execute_reply": "2023-12-14T14:43:24.504066Z" } }, "outputs": [], "source": [ "from statsmodels.formula.api import rlm" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:24.508236Z", "iopub.status.busy": "2023-12-14T14:43:24.507740Z", "iopub.status.idle": "2023-12-14T14:43:24.574140Z", "shell.execute_reply": "2023-12-14T14:43:24.573388Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Robust linear Model Regression Results \n", "==============================================================================\n", "Dep. Variable: murder No. Observations: 51\n", "Model: RLM Df Residuals: 46\n", "Method: IRLS Df Model: 4\n", "Norm: TukeyBiweight \n", "Scale Est.: mad \n", "Cov Type: H1 \n", "Date: Thu, 14 Dec 2023 \n", "Time: 14:43:24 \n", "No. Iterations: 50 \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -4.2986 9.494 -0.453 0.651 -22.907 14.310\n", "urban 0.0029 0.012 0.241 0.809 -0.021 0.027\n", "poverty 0.2753 0.110 2.499 0.012 0.059 0.491\n", "hs_grad -0.0302 0.092 -0.328 0.743 -0.211 0.150\n", "single 0.2902 0.055 5.253 0.000 0.182 0.398\n", "==============================================================================\n", "\n", "If the model instance has been used for another fit with different fit parameters, then the fit options might not be the correct ones anymore .\n" ] } ], "source": [ "rob_crime_model = rlm(\n", " \"murder ~ urban + poverty + hs_grad + single\",\n", " data=dta,\n", " M=sm.robust.norms.TukeyBiweight(3),\n", ").fit(conv=\"weights\")\n", "print(rob_crime_model.summary())" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:24.578929Z", "iopub.status.busy": "2023-12-14T14:43:24.577718Z", "iopub.status.idle": "2023-12-14T14:43:24.582757Z", "shell.execute_reply": "2023-12-14T14:43:24.582081Z" } }, "outputs": [], "source": [ "# rob_crime_model = rlm(\"murder ~ pctmetro + poverty + pcths + single\", data=dta, M=sm.robust.norms.TukeyBiweight()).fit(conv=\"weights\")\n", "# print(rob_crime_model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is not yet an influence diagnostics method as part of RLM, but we can recreate them. (This depends on the status of [issue #888](https://github.com/statsmodels/statsmodels/issues/808))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:24.587469Z", "iopub.status.busy": "2023-12-14T14:43:24.586319Z", "iopub.status.idle": "2023-12-14T14:43:24.595084Z", "shell.execute_reply": "2023-12-14T14:43:24.594383Z" } }, "outputs": [], "source": [ "weights = rob_crime_model.weights\n", "idx = weights > 0\n", "X = rob_crime_model.model.exog[idx.values]\n", "ww = weights[idx] / weights[idx].mean()\n", "hat_matrix_diag = ww * (X * np.linalg.pinv(X).T).sum(1)\n", "resid = rob_crime_model.resid\n", "resid2 = resid ** 2\n", "resid2 /= resid2.sum()\n", "nobs = int(idx.sum())\n", "hm = hat_matrix_diag.mean()\n", "rm = resid2.mean()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:43:24.599738Z", "iopub.status.busy": "2023-12-14T14:43:24.598598Z", "iopub.status.idle": "2023-12-14T14:43:25.698113Z", "shell.execute_reply": "2023-12-14T14:43:25.697370Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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V1ZXU1FTs7OxwcnIiMzOTsLAw/vjjD3x8fIiJicFgMFCvXj0cHBw4cOAAn332GfPmzePXX3+lVatWBd7r+fPnadmyJceOHaNevXo0aNCAK1eu5Os3YcIExo4di6enJ7Vr1+bYsWOEh4fzxBNPcO7cOYYPH160fwBg6tSpTJkyBUdHR7y8vGjcuDHnz59n37597N69mwULFrBlyxYqVKhQ5DFFRERERERERKTs0YphKbItW7YA0LBhw+v2s7YyEOxXiUeb+dDQx818vGnTpqxatYpLly6Rnp5O27ZtAfjPf/7DkCFDuHr1Ku7u7nzxxRfmc4KCgvjoo48AqFq1Kjt27ODw4cOcPn2aIUOGFBjEfvHFF7zzzjvm5zk5Oaxbt46MjAwuXLjAmTNneOyxx8jJySEmJobatWvz999/ExERwe7du4mJieH+++/n/Pnz9OrVi5SUlALv8+uvv8bZ2ZlDhw4RERHBrl272LVrl0Wf06dP89FHHzF//nwSEhLYuXMnZ8+eZejQoQCMGjWqWKt8u3XrRlhYGBcvXuT48eOEh4dz7NgxTpw4wSOPPEJERASjRo0q8ngiIiIiIiIiIlI2KRiWIouNjQWgVq1aN3V+s2bN6NatG/b29hbHXVxcmDFjBj4+Pqxbt46EhARzW1BQUIErdt3d3ZkxY4a5fvClS5cKve4TTzxB586dzc+dnZ15+umnzc/Hjx9Po0aNzM89PT1ZunQprq6uxMXFMWvWrALHtba25qeffqJOnTrmY9euYM7MzOTtt9+mf//+5mM2NjZMmTKFypUrc+nSJTZu3Fjo3K/VqVMnOnTokG8zPV9fXxYsWICtrS3z58+3WIktIiIiIiIiIiJyLZWSkCJLTU0FoFy5cjc9Rnp6OsuXL2fTpk38/fffAHzwwQfMmjWLixcvYjQa2bt3L127djWfc/XqVSC3dEPXrl25fPkyRqMRyA1eAYsw+VrBwcH5jm3fvt38uYODQ772ChUqMHjwYD777DN+/fVXXnvttXx9OnXqVGAd4GuZVgfn5eDgQEBAAOvWrTOXvCiq1NRUFi1axJ9//snp06dJS0szvx5WVlZcunSJI0eOUK9evWKNKyIiIiIiIiIiZYeCYSkyV1dX4Pqrc6/n6NGj3H///Zw4cSLf8bzh6Pnz582fR0ZGEhoaar7u2rVrCxw7LS2t0OsaDIZ8xw4dOmT+vLBSDqZax1FRUQW236ikBuSubK5YsWKBbZ6ente9fkH++OMP+vTpQ2Ji4nX75X0NRURERERERERErqVSElJkVatWBeD48eNYWeV+6dyoZEFWVpb58xdffJETJ04QEBDAihUrzCt5Z8+ejdFopF27dsD/VgHn5OTQq1cv4uPjAahcuTJxcXFkZGRgNBoxGo14eHiY+xZH3jDWtNr2Wt7e3vn65uXs7HzD61yvj+k1LOz610pNTaV3794kJibSqVMn1q9fz5kzZ7h69ar59fD19QX+9xqKiIiIiIiIiIgURMGwFJlps7iDBw/i5pa7qdyFCxeue07e9qNHj+Lo6Mi6devo0aMHdnZ2Fn2vXeUaHh5OZGSkuSaxk5MTVapUsTgvIyPjpu7FxcXlhn1MgXRR+t4Jq1at4uzZs/j6+rJy5UoeeOABPDw8sLW1BXID5hv9e4iIiIiIiIiIiICCYSmGbt26UbFiRXJycswrYffu3Xvdc0ztpnIK9evXx93dHbAs8XDhwgUOHz5sca6p5ES1atUKHPvChQvmusfFVZT6u/v37zfP+W5gej0CAwPzbXIHcODAgZsu8yEiIiIiIiIiImWLgmEpsnLlyvHmm28CcPr0aQBWrlzJuXPnCuyfnp7OV199BUDLli0BOHPmjLl0gpOTE5BbH/izzz6zKDuRt72wVbCfffZZkcswXKt79+7mz6+teQyQnJzMt99+m69vaTK9HqaVzNf65JNP7uR0RERERERERETkH0zBsBTLG2+8wSOPPGKu6Zuamkq3bt0sNnNLT0/n22+/xdvbm+TkZJydnZkwYQK2trbExcUxZswYsrOzqV27NgCzZs3igw8+wMHBweJawcHB2NramoNnUwick5PDtGnT+PDDD7G2tr6p+2jbtq25HMb06dM5ePCguS0xMZHHH3+clJQUfHx8GDx48E1do6S1b98egG3btjFjxgzz8atXr/Luu+8yf/78fOU5RERERERERERECqJgWIrFYDCwbNkyRowYYd48befOndSrVw8HBwccHR1xcnJi8ODBJCcnY21tzeLFi2nVqhVvvfUWAO+//z7e3t6sW7cOgD179uDg4GAONX/44QcAPDw8zOcAxMbGEhgYiJeXF8OHD2fQoEHmshQ3o0GDBkDuKubGjRvTsGFDmjdvTtWqVVm/fj0VK1Zk2bJl5gC5tAUEBPDUU08B8Pzzz+Pj40NgYCAeHh68//77TJgwwbxhnoiIiIiIiIiIyPUoGJZis7Gx4bPPPuPQoUP8+9//xsfHBxsbGzIyMkhPT8dgMFC5cmWefPJJoqOjeeihhwCYMGECs2bNolmzZqSmpnL69Gn8/f3x9/fHzs7OXC/41KlT5mtNmDCB119/HchdKXz48GH8/PyYNWsWM2fOvKX7MAXRvXr1IiAggFOnThEZGUnNmjUZMWIE+/fvp1WrVrd0jZI2e/ZsPv74Y/z9/Tl79izHjh2jefPm/Pjjj7zzzjulPT0REREREREREfmHMBhvtkjrbbZjxw7Gjh3Ln3/+SWZmJo0bN+bVV1/l8ccfv+G5RqORNWvWsGLFCrZu3Up0dDSZmZnUqVOHvn378uqrr+YrWwCWm6Fda+DAgcyZM6dY95CamoqbmxspKSm4uroW61wRERGRe03a1SwajFkLQMSELjjZ2ZTyjERERETkbqd87fa5K/9vfOPGjXTp0gUHBwf69euHi4sLy5Yto2/fvsTExPDaa69d9/yMjAweeugh7O3tCQkJoUuXLqSnp7N27VreeecdfvrpJ8LCwsybeeVVvXp1QkND8x1v1qxZCd2diIiIiIiIiIiISOm661YMZ2VlUa9ePWJjY9m+fbs5kE1JSSEoKIiTJ09y+PBhqlevXugYmZmZTJo0iaFDh1KhQgWL47169WLlypVMmjSJN954w+I8g8FAhw4dCAsLK5F7udf/opGdYyT8RBIJKVdIunyViuXs8XJ1IKhmRaytCl99LSIiImWTVgyLiIiISHHd6/laabrragxv2LCBY8eO0b9/f4tVum5ubrz99ttcvXqVuXPnXncMW1tb3nnnHYtQ2HR81KhRAGzatKnE516WrDkQT9uPN/DEzO28sngf7/0aySuL9vLEzO20/XgDaw7El/YURUREREREREREpBB33TIN02rdBx98MF9bly5dgFsLdW1tbYHcDdQKkpyczIwZMzh37hwVK1akTZs2NG7c+Kavdy9acyCeF7/fTWFLzeNT0nnx+918/WRzujbyvqNzExERERERERERkRu764LhI0eOAFCnTp18bV5eXpQrV87c52Z8++23QMHBM8C+fft4/vnnLY517dqVuXPn4uHhcdPXvVdk5xgZvzKi0FA4r/ErI+jcwEtlJURERERERERERO4yd10piZSUFCC3dERBXF1dzX2Ka/Xq1UyfPp369eszePDgfO2vvfYaf/75J+fOnSM1NZU///yTbt26sWbNGh5++GGys7OvO35GRgapqakWj3tN+Ikk4lPSb9jPSO7K4fATSbd/UiIiIiIiIiIiIlIsd10wfLvs2LGDvn374ubmxpIlS7C3t8/XZ/LkyQQHB1OpUiVcXFwIDg7ml19+oUOHDuzYsYOff/75uteYOHEibm5u5oevr+/tup1Sk3jxxqHwrfQXERERERERERGR2++uC4ZNK4ULWxVs2omwOHbu3MmDDz6IlZUVa9eupWHDhkU+18rKiiFDhgCwdevW6/YdNWoUKSkp5kdMTEyx5vlP4OHicFv7i4iIiIiIiIiIyO131wXDptrCBdURTkhI4NKlSwXWHy7Mzp076dy5Mzk5Oaxdu5bAwMBiz8nd3R2Ay5cvX7efvb09rq6uFo97TVDNini73TjsNQDebg4E1ax4+yclIiIiIiIiIiIixXLXBcMdOnQAYN26dfna1q5da9HnRkyhcHZ2NmvWrKFVq1Y3Nae//voLgBo1atzU+fcSaysDY3s0oCjbyY3t0UAbz4mIiIiIiIiIiNyF7rpguFOnTtSqVYsffviBvXv3mo+npKTw4YcfYmdnx9NPP20+Hh8fT1RUVL7SE7t27aJz585kZWWxevVqgoODr3vd/fv3k5mZme/4n3/+yccff4ytrS19+vS5tZu7R3Rt5M3XTzYvdOWwt5sDXz/ZnK6NvO/wzERERERERERERKQobEp7AteysbFh1qxZdOnShfbt29OvXz9cXFxYtmwZ0dHRTJ482WLl7qhRo5g7dy6zZ88mNDQUgKSkJDp37kxycjJdu3Zl/fr1rF+/3uI65cuXZ8SIEebnU6ZM4ddff6Vt27b4+vpia2vLwYMHWbduHQaDgWnTpuHn53cHXoF/hq6NvOncwIvwE0kkpFwh6fJVKpazx8s1t3yEVgqLiIiIiIiIiIjcve66YBigY8eObNmyhbFjx7Jo0SIyMzNp3LgxH3/8MX379r3h+ampqVy4cAGANWvWsGbNmnx9qlevbhEMP/rooyQnJ7Nv3z7Wr1/P1atX8fLyol+/fowYMYKgoKASu797hbWVgWC/SqU9DRERERERERERESkmg9FoNJb2JO5VqampuLm5kZKSck9uRCciIiJSHGlXs2gwJnfPiIgJXXCyuyvXKIiIiIjIXUT52u1z19UYFhEREREREREREZHbS8GwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFjkDpkzZw4Gg4GQkJA7fu3Q0FAMBgPjxo0rsTFPnjyJwWDAYDCU2JgiIiIiIiIiInJnKBiWG0pISDAHgFu3bi20X+3atTEYDDg7O5OZmVlgn9jYWPNYf/311+2acoHCwsIYN24cP/30U7HP7dixIwaDgX79+hWpf3Z2Nj4+PhgMBj744INiX09EREREREREROR2UjAsN+Tl5YW/vz+QG64WJDY2lmPHjgGQlpZGeHh4gf1M57u4uNCiRYsSn+v1hIWFMX78+JsKhgcNGgTAzz//THJy8g37r1u3jtOnT2NlZcXAgQMBcHNzw9/fn2rVqhX7+rfK29sbf39/3N3dS2xMW1tb/P39zV8bIiIiIiIiIiLyz6FgWIrEVP6gsGDYdNzPz69I/dq2bYuNjU0JzvD26t27N66urqSnp7Nw4cIb9p89ezYADz74IFWrVgXgscceIyoqinnz5t3WuRZk4sSJREVFMXz48BIb08fHh6ioKKKiokpsTBERERERERERuTMUDEuRmILhP//8s8AyEZs2bQJg1KhRFs8L61cadXZvhZOTE3379gX+F/oWJikpiRUrVgDwzDPP3Pa5iYiIiIiIiIiIFJeCYSkSU5CblpbGjh078rWHhYVha2vLE088QfXq1QsMkOPi4jh69CiQW7M3rytXrjB16lTatGlDhQoVsLe3p2bNmjz//POcOHGiwDllZGTw6aef0qpVK9zc3LC1tcXDw4MmTZowbNgwdu/ebe5rMBgYP348AHPnzjXXOS7O5mmmkDc8PJzIyMhC+/3www9kZGRQqVIlHn30UfPx620+V6NGDQwGA2FhYRw6dIiBAwdStWpVbG1tCQ0NNffLycnh66+/pnnz5jg5OeHu7k737t3ZunXrdTeDK2zzuWvP2bJlC927d6dSpUo4OjrSpEkTvvzyS4xGY74xr3e9c+fOMXPmTHr27EndunVxdnbG2dmZRo0aMXLkSBITEwt9/URERERERERE5PZTMCxF4uXlRb169YD8ZSJMgW/Lli1xcnKiffv2XL58OV+AbDrP1dWV5s2bm4+fOnWKli1b8sorr7B9+3ZcXV2pX78+iYmJzJgxg6ZNm+a7ZnZ2Nl26dOG1114jPDycihUrEhAQgKurK0eOHOGrr75i+fLl5v5t2rTB19cXAA8PD9q0aWPxKIrWrVvToEED4Pqrhk1tAwYMwM7Orkhjm2zbto3mzZuzaNEiPDw8qFevHlZWuf+ZGo1G+vfvz9ChQ9mzZw+VKlWiZs2abN26lQ4dOtxU7eS85syZQ4cOHdi+fTu1atXCxcWF/fv389JLL/HGG28Ua6yFCxfy3HPPsXr1ajIyMmjQoAE+Pj4cPnyYTz75hICAgEIDfxERERERERERuf0UDEuRFVZn2PS8Q4cOFh8L69euXTusra0BuHr1Ko888ggRERE8+uijHD9+nOjoaPbu3UtSUhJvvvkmFy9epE+fPiQlJZnHWrlyJZs2bcLHx4d9+/Zx4sQJwsPDOXr0KBcvXmTVqlW0bdvW3H/Lli3mFb/dunVjy5YtFo+iMm1C9/3335OdnZ2v/e+//zavVL6ZMhLvvvsuPXv2JCEhgd27d7N//36mTZsGwNdff82iRYuws7Nj4cKFxMTEsGPHDhISEnjhhRcYOXJksa+X1wsvvMCUKVNITExkx44dJCYm8uGHHwLw6aefmjcXLIqgoCBWrVpFamoq0dHR7Nixg8OHD3P69GmGDBnC6dOnefHFF29pviIiIiIiIiIicvMUDEuR5a0znJWVZT5+bd3g9u3bWxwvrB/AvHnz2LdvHy1btmTJkiVUr17d3GZvb89HH31Ejx49OHfuHLNmzTK3mTY869OnD02aNLG4jo2NDd26daNr1663cLcFe+qpp7CxsSE+Pp61a9fmazetFm7evDlNmzYt9vj+/v7MnTuX8uXLm485OjpiNBr55JNPgNzw2FTvGMDBwYEvvviCFi1aFPt6eT355JOMGDHCHNpDbs3oxo0bYzQa+fXXX4s8VlBQEN26dcPe3t7iuLu7OzNmzMDHx4d169aRkJBwS3MWEREREREREZGbo2BYiswU6F5bJiIsLAwbGxtzSYY6derg7e3N1q1bzQHy6dOnOXLkCGBZX3jRokUADB48GFtb2wKv26tXLwB+//138zFTgLx+/XrOnj1bErdXJJ6ennTv3h3IX04iMzOT+fPnAze/6dzAgQOxsbHJdzwqKoqTJ08C8Oyzz+ZrNxgMDBky5KauaTJs2LACjwcHBwOY60MXVXp6Oj/88APPP/88Xbt2pV27drRt25a2bdty8eJFjEYje/fuvaU5i4iIiIiIiIjIzcmfQIkUwtPTk/r16xMZGUlYWBjBwcHmwDcoKIhy5cqZ+7Zv355FixaxY8cOgoODzWUk3NzcCAgIMPfbt28fAF999RXff/99gddNTk4GICYmxnysZ8+e+Pv7c/DgQXx9fenYsSPt2rXjvvvuIzg4ON9K1ZI0aNAgfv75Z1auXElSUhIVK1YE4JdffuHs2bPY29vTv3//mxq7YcOGBR4/dOgQkPtv4OXlVWCfvK/rzahbt26Bxz09PQG4ePFikceKjIyke/fuN6wjfP78+aJPUERERERERERESoxWDEuxmFYNm8pCmD6a6gqbXFtOwvSxffv25s3UAC5cuADA/v372bp1a4GPgwcPApCWlmY+z9HRkc2bNzN8+HBcXFxYs2YN77zzDh07dsTDw4PXX3/don9J6t69O56enmRkZPDDDz+Yj5tWEPfs2ZMKFSrc1NjOzs4FHr906RIALi4uhZ57vbZbuXbeze+KIicnh169enHixAkCAgJYsWIFcXFxZGRkYDQaMRqNtGvXDshdZS0iIiIiIiIiIneegmEpFlMwbCoTce3GcybXbkBn+pi3vjBgXmW8YcMGc2hY2MNUSsGkcuXKfPHFFyQmJnLgwAGmT5/Ov/71L9LS0pgyZYp5o7iSZmNjw1NPPQXAnDlzADhz5gyrV68Gbr6MxPWYXqfrrdotzore2yk8PJzIyEgcHR1Zt24dPXr0oEqVKtjZ2Zn7aKWwiIiIiIiIiEjpUjAsxWIKdi9dusTOnTsJCwvD2travALUpEGDBri7u7N161ZiYmI4fPgwYFlfGKBx48YA/P333zc9J4PBQMOGDXnuuedYtmwZP/30EwCLFy+2CCANBsNNX+NapvB3165d7N+/n++++46srCyqVavGAw88UGLXMfH39wdyA+gzZ84U2OduqddrKh9Rv3593N3d87VfuHDB/PUgIiIiIiIiIiKlQ8GwFIuHhwcNGjQAYMGCBRw+fJhmzZrh6upq0c9gMNC2bVsuXbrE5MmTAahQoQJNmza16Pf4448DMG3atBIr/WDaBA8gLi7O/LmTkxNAiVynfv36tG7dGshdNWwqIzFw4ECLUhklpV69etSoUQOAb775psA+s2bNKvHr3gzT63zmzJkCy0989tln5k0JRURERERERESkdCgYlmIzrRqeMWMGkL+MhInpuKnftfWFAYYMGULjxo05cuQIDz74YIErhw8ePMi7777LypUrzcc+/fRTJk2aRHR0tEXftLQ0xo0bB+RudFenTh1zW+3atQH466+/zDV7b4Vp1fDXX39NREQEBoPhtpWvMBgMjBw5EoAJEyawdOlSc1tGRgYvv/wyO3bsuC3XLq7g4GBsbW2Ji4tjzJgxZGdnA7m1h6dNm8aHH36Ig4NDKc9SRERERERERKRsUzAsxWYKhtPT04HCg2HTBnSmftfWFwawt7fn119/JSAggK1bt9K0aVOqVatG69atCQgIoEKFCjRq1Ij333/foizEqVOnePPNN6lRowZVqlQhMDCQpk2b4uHhweeff46NjQ3Tp0/H0dHRfM6DDz6Ip6cnp06dwtfXl9atWxMSElLgvIqiX79+ODk5ceXKFfP91axZ86bGKooXXniBvn37kpGRQZ8+fahWrRpBQUF4enoybdo0Pv74Y4DbsmK5ODw8PHjrrbcAeP/99/H29iYwMBAvLy+GDx/OoEGDaNWqVanOUURERERERESkrFMwLMUWEhJirtdrZWWVr76wSbNmzXBzc7M4ryC+vr5s376db775hgcffJD09HR27drFkSNH8PLy4plnnuHnn3+mX79+5nNefPFF3n//fTp16oSdnR0HDx7k0KFDeHl5MWjQIHbt2kXfvn0truPs7Mzvv/9Or169cHBwYNeuXWzatIlNmzbd1Ovg4uJC7969zc9vx6ZzeRkMBn744Qe++uormjZtytmzZzl69CitW7dm48aNdO7cGSBfWY/SMGHCBGbNmkWzZs1ITU3l8OHD+Pn5MWvWLGbOnFna0xMRERERERERKfMMxoKKgEqJSE1Nxc3NjZSUlLsirJN725IlS3j88ccJCAhg9+7dpT0dERGRfNKuZtFgzFoAIiZ0wcnOppRnJCIiIiJ3O+Vrt49WDIvcI0ybz5lKeIiIiIiIiIiIiBTmrg2Gd+zYwUMPPUT58uVxdnamdevWLF68uEjnGo1GVq9ezYsvvkiTJk1wc3PDycmJpk2b8uGHH5pr3hZk7dq1dOjQARcXF1xdXenYsSO///57Sd3WPSM7x8i2Y+f5eW8c246dJztHC8/vhEmTJrFnzx6LYykpKbz00kusW7cOW1tbnn/++VKanYiIiIiIiIiI/FPcle/f27hxI126dMHBwYF+/frh4uLCsmXL6Nu3LzExMbz22mvXPT8jI4OHHnoIe3t7QkJC6NKlC+np6axdu5Z33nmHn376ibCwMJycnCzO+/7773nqqaeoXLkyoaGhACxatIjOnTuzePFii3qyZdmaA/GMXxlBfMr/AnZvNwfG9mhA10bepTize9/ixYt588038fDwoEaNGqSnpxMVFcXVq1exsrLiP//5D/Xr1y/taYqIiIiIiIiIyF3urqsxnJWVRb169YiNjWX79u00a9YMyF0VGRQUxMmTJzl8+DDVq1cvdIzMzEwmTZrE0KFDqVChgsXxXr16sXLlSiZNmsQbb7xhbrtw4QK1atXCxsaGPXv2ULVqVQBiY2MJCAgA4Pjx47i4uBT5Xu7FGihrDsTz4ve7ufaLxvD/H79+srnC4dto8eLFLFy4kN27d3P+/HmuXr2Kh4cHbdu2ZcSIEbRq1aq0pygiIlIo1RgWERERkeK6F/O1u8VdV0piw4YNHDt2jP79+5tDYQA3Nzfefvttrl69yty5c687hq2tLe+8845FKGw6PmrUKAA2bdpk0bZkyRKSk5N56aWXzKEwQNWqVRk+fDjnzp3jxx9/vMW7+2fLzjEyfmVEvlAYMB8bvzJCZSVuo8cff5zly5dz8uRJLl68SEZGBjExMSxYsEChsIiIiIiIiIiIFNldFwyHhYUB8OCDD+Zr69KlC5A/1C0OW1tbAGxsLFeo3O7r3gvCTyRZlI+4lhGIT0kn/ETSnZuUiIiIiIiIiIiIFNtd9/69I0eOAFCnTp18bV5eXpQrV87c52Z8++23QP4A+HrXNR270XUzMjLIyMgwP09NTb3ped6NEi8WHgrfTD8REREREREREREpHXfdiuGUlBQgt3REQVxdXc19imv16tVMnz6d+vXrM3jw4CJf11S/5EbXnThxIm5ubuaHr6/vTc3zbuXh4lCi/URERERERERERKR03HXB8O2yY8cO+vbti5ubG0uWLMHe3r7ErzFq1ChSUlLMj5iYmBK/RmkKqlkRbzcH80Zz1zIA3m4OBNWseCenJSIiIiIiIiIiIsV01wXDphW7ha3ONe1EWBw7d+7kwQcfxMrKirVr19KwYcNiXddUEuJG17W3t8fV1dXicS+xtjIwtkcDgHzhsOn52B4NsLYqLDoWERERERERERGRu8FdFwxfr55vQkICly5dKrAOcGF27txJ586dycnJYe3atQQGBhb7uterP1zWdG3kzddPNsfLzbJchJebA18/2ZyujbxLaWYiIiIiIiIiIiJSVHddMNyhQwcA1q1bl69t7dq1Fn1uxBQKZ2dns2bNGlq1anVHrnuv69rImy1v3s+CIa35vF8zFgxpzZY371coLCIiIiIiIiIi8g9hMBqNxtKeRF5ZWVn4+/sTFxfH9u3badasGZBb4iEoKIiTJ09y6NAhatSoAUB8fDwpKSl4e3tblHrYtWsXDzzwAFlZWaxZs4Y2bdpc97oXLlygZs2a2NrasmfPHqpWrQpAbGwsAQEBABw/fhwXF5ci34up7EVKSso9V1ZCREREpLjSrmbRYEzuH9wjJnTByc6mlGckIiIiInc75Wu3z133f+M2NjbMmjWLLl260L59e/r164eLiwvLli0jOjqayZMnm0NhyN3wbe7cucyePZvQ0FAAkpKS6Ny5M8nJyXTt2pX169ezfv16i+uUL1+eESNGmJ9XqFCBL7/8kqeeeormzZvTt29fABYtWsT58+dZtGhRsUJhERERERERERERkbvVXRcMA3Ts2JEtW7YwduxYFi1aRGZmJo0bN+bjjz82B7bXk5qayoULFwBYs2YNa9asydenevXqFsEwwJNPPom7uzsffvghs2fPxmAw0KJFC0aPHs0DDzxQIvcmIiIiIiIiIiIiUtruulIS9xItdRcRERH5H5WSEBEREZHiUr52+9x1m8+JiIiIiIiIiIiIyO2lYFhERERERERERESkjFEwLCIiIiIiIiIiIlLGKBgWERERERERERERKWMUDIuIiIiIiIiIiIiUMQqGRURERERERERERMoYBcMiIiIiIiIiIiIiZYyCYREREREREREREZEyRsGwiIiIiIiIiIiISBmjYFhERERERERERESkjFEwLCJ3xMmTJzEYDBgMhtKeioiIiIiIiIhImadgWOQWJSQkmAPPrVu3Ftqvdu3aGAwGnJ2dyczMLLBPbGyseay//vrrdk1ZRERERERERETKOAXDIrfIy8sLf39/AMLCwgrsExsby7FjxwBIS0sjPDy8wH6m811cXGjRokWJz7U02dra4u/vb36tRERERERERESk9CgYFikBISEhQOHBsOm4n59fkfq1bdsWGxubEpxh6fPx8SEqKoqoqKjSnoqIiIiIiIiISJmnYFikBJiC4T///LPAMhGbNm0CYNSoURbPC+tnGk9EREREREREROR2UDAsUgJMQW5aWho7duzI1x4WFoatrS1PPPEE1atXLzBAjouL4+jRowB07NiRJUuWYDAYqFatGjk5OYVee8yYMRgMBrp3756vLTIykmeeeYYaNWpgb29PhQoV6NChA7NmzSI7O7vA8Uw1jk+ePEl4eDiPPPII7u7ulCtXjuDgYH799Vdz3/j4eIYPH0716tWxt7endu3afPDBBwWOfb3N50JDQzEYDIwbN44rV64wduxY/P39cXBwoHLlyvTt25cjR44U+hqkpqby5ptv4ufnh4ODAz4+PgwePJjY2FjmzJmDwWBQ2C4iIiIiIiIikoeCYZES4OXlRb169YD8ZSJMgW/Lli1xcnKiffv2XL58OV+AbDrP1dWV5s2b07NnTzw9PYmJiWHt2rUFXjc7O5vZs2cDMGTIEIu2xYsX06xZM2bPns25c+do3LgxFSpU4I8//mDIkCF069aNK1euFHpPv/zyC23btmXLli3UqFEDOzs7tm/fziOPPMKSJUs4evQogYGBzJo1C3d3dzw8PDh27BijR4/m3//+d3FePrPU1FSCg4N57733sLa2pnbt2iQnJ7N48WKCg4OJjo7Od865c+cIDg5m0qRJHD9+nFq1auHp6cl3331HQEAAJ06cuKm5iIiIiIiIiIjcyxQMi5SQwuoMm5536NDB4mNh/dq1a4e1tTW2trYMGjQIgFmzZhV4zTVr1hAbG4uXlxcPP/yw+XhUVBQDBw7k6tWrPPvss5w5c4adO3dy/Phx1q9fj5ubG+vXr+eNN94o9H5effVVxowZQ2JiIjt37iQxMZFBgwaRk5PDa6+9xoABAwgMDOT06dPs2rWLmJgYZs6cCcDXX3993RW+hfnyyy+xtrbm8OHDREREcODAAQ4fPoy/vz/nz59nzJgx+c4ZOnQoERERVKtWjb179xIREcHu3buJjo6mXr16TJw4sdjzEBERERERERG51ykYFikheesMZ2VlmY9fWze4ffv2FscL6we5q4ANBgMrV64kMTEx3zVNgfGgQYMsNqv75JNPSE9Pp1GjRsyYMQNnZ2dz2wMPPMCUKVMAmDFjBvHx8QXeT+fOnRk9erR5XBsbGyZPnoyDgwMxMTFER0fz3XffUbFiRfM5zz77LC1btsRoNLJq1apCXqnCWVlZsXjxYmrXrm0+VrNmTT788EMAVq5cadH/+PHjLF26FID58+fTtGlTc5u3tzfLli3DwcGh2PMQEREREREREbnXKRgWKSGmQPfaMhFhYWHY2NjQpk0bAOrUqYO3tzdbt241B8inT582r7Dt2LGj+dxatWrRuXNnMjMzmTt3rsX1EhIS+OWXXzAYDAwePNiizRTKjhgxosCavk8//TQeHh5kZmayfv36Au/nueeey3esYsWK1KhRA4AnnniCcuXK5evTsmVLAHO95OLo0qULfn5++Y4HBwcDcOHCBZKSkszH165di9FoxN/fn7Zt2+Y7z8PDg549exZ7HiIiIiIiIiIi9zoFwyIlxNPTk/r16wP/KwthCnybN29uEaJeW2fY1N/NzY2AgACLcZ9//nkAvv32W4vjc+bMISsri44dO1qEqSkpKSQkJADQqFGjAudqa2trrokcFRVVYJ+8q3bz8vDwKFL7pUuXCmy/nrp16xZ43NPT0/z5xYsXzZ8fOnQIgGbNmhU65rWvp4iIiIiIiIiIKBgWKVGmVcOmshCmj6a6wibXlpMwfWzfvj1WVpb/WT7yyCN4e3sTFRXFli1bzMdNQfG1m87lDU69vLwKnau3t3e+/nnlLT+Rl2kF8o3ajUZjodcuTGFj5n1N8o5rCp9dXFwKHfN6bSIiIiIiIiIiZZWCYZESZAqGTWUirt14zuTaDehMH/PWFzaxsbHhmWeeAf5XUzgsLIwjR45QqVIlHnvsMYv+eYNQ08rhgphqC/+Tg1PTKuzCwu0btYmIiIiIiIiIlFUKhkVKkCnYvXTpEjt37iQsLAxra2vatWtn0a9Bgwa4u7uzdetWYmJiOHz4MGBZXzivIUOGYGVlxZIlS0hNTTUHxE899RT29vYWfd3c3MwrhQ8cOFDgeFlZWeYSEqbyF/9E/v7+AOzbt6/QPnv37r1DsxERERERERER+edQMCxSgjw8PGjQoAEACxYs4PDhwzRr1gxXV1eLfgaDgbZt23Lp0iUmT54MQIUKFWjatGmB41avXp0uXbqQlpbGtGnTWLZsGZC/jIRJ9+7dAZg6dWqBJR2+++47EhMTsbW1pXPnzjd3s3eBLl26YDAYiIqK4s8//8zXfu7cOX766ac7PzERERERERERkbucgmGREmZaNTxjxgwgfxkJE9NxU7+C6gvnZdqEbsyYMaSnp3PfffeZQ+hrvf766zg4OHDgwAGef/55Ll++bG7bsGEDr732mnnM69UhvtvVqlWLPn36ADBgwAD2799vbktISKBXr15cuXKltKYnIiIiIiIiInLXUjAsUsJMwXB6ejpQeDBs2oDO1K+g+sJ5Pfzww/j4+JCVlQUUvloYoF69esydOxc7OztmzpyJl5cXgYGB+Pn50alTJy5cuEDnzp2ZNGlScW7trjRt2jTq16/PyZMnadq0KQ0bNqR58+ZUq1aNgwcPMmrUKACsra1LeaYiIiIiIiIiIncPBcMiJSwkJASDwQCAlZVVvvrCJs2aNcPNzc3ivOuxtrZm0KBBALi6uvL4449ft//jjz/Onj17CA0NpWLFivz999+cP3+edu3aMXPmTFavXo2jo2Mx7uzu5O7uzvbt23njjTeoUaMGR48eJSEhgf79+7N7924qV64MkK+ch4iIiIiIiIhIWWYwFlSAVEpEamoqbm5upKSkKJSSEvHcc88xc+ZMXnjhBb7++uvSns4/wrBhw/jqq6945ZVX+PTTT0t7OiIiZVra1SwajFkLQMSELjjZ2ZTyjERERETkbqd87fbRimGRf4jU1FQWLFgA5AbEcmMpKSksWbIE+F/pDhERERERERERUTAscltk5xjZduw8P++NY9ux82Tn3PrC/LFjx3Lp0iXat29PQEBACczy3nDlyhXGjBlDbGysxfHjx4/z6KOPcvbsWWrWrEn37t1LaYYiIiIiIiIiIncfvX9PpIStORDP+JURxKekm495uzkwtkcDujbyLt5Ya9bw0UcfERsby7Fjx7C2tr4nNowrSdnZ2bz33nu899571KpVi8qVK5OUlMTRo0cxGo1UqFCBBQsWYGtrW9pTFRERERERERG5a2jFsEgJWnMgnhe/320RCgMkpKTz4ve7WXMgvljjJSQksGnTJuLi4mjRogUrVqygVatWJTnlfzxHR0cmTpxISEgI6enp7N27l9jYWPz9/Xn55ZfZt2+fXjMRERERERERkWto87nbSMWxy5bsHCNtP96QLxQ2MQBebg5sefN+rK0Md3ZyIiIidwFtPiciIiIixaV87fbRimGREhJ+IqnQUBjACMSnpBN+IunOTUpERERERERERKQAWqYhUkISL1qGwtEfP1xgv/s+vv44s2fPJjQ0tIRmJSIiIiIiIiIikp+CYZES4uHiYPHc3qdBgf0y4iIAqFOnDh4eHvnaPT09S35yIiIiIiIiIiIieSgYFikhQTUr4u3mQEJKOkbA68lJFu2mGsPb334AgLffflsrg0VEREREREREpFSoxrBICbG2MjC2R+4q4Wu3ljM9N7WLiIiIiIiIiIiUJgXDIiWoayNvvn6yOV5ulmUlvNwc+PrJ5nRt5H3DMY4ePcrQoUOpW7cuTk5OuLi4EBgYyNSpU8nIyLDou2fPHuzt7TEYDPz4448Fjvf0009jMBho3ry5xfnnzp1j5syZ9OzZk7p16+Ls7IyzszONGjVi5MiRJCYmFjrHDRs28Nhjj1GlShVsbW1xc3PDz8+Pxx57jG+//faG9ygiIiIiIiIiIqXLYDQajaU9iXtVamoqbm5upKSk4OrqWtrTkTsoO8dI+IkkEi+m4+HiQFDNilhb5a4bNhhyPxa0ydz8+fMZPHgwGRkZODo64ufnR1paGidPniQnJ4fg4GDWrl2Li4uL+ZzPP/+cESNGUKFCBfbu3Uu1atXMbfPmzWPgwIE4Ozuze/du6tata2778ssveemll7Czs8PLywsPDw9SUlI4efIkmZmZVKlShS1btlCzZk2LOc6aNYshQ4YAUL58eapXr47RaCQmJoYLFy7g4+NDbGxsib6eIiJyb0i7mkWDMWsBiJjQBSc7VTUTERERketTvnb7aMWwyG1gbWUg2K8SjzbzIdivkjkUvp6tW7cSGhqK0Whk6tSpJCcns3//fo4dO0ZkZCSBgYFs27aNESNGWJz38ssv06NHDy5cuED//v3JysoC4PDhwwwbNgyAadOmWYTCAEFBQaxatYrU1FSio6PZsWMHhw8f5vTp0wwZMoTTp0/z4osvWpyTnZ3NW2+9BcB//vMfzp49y969e9m3bx9JSUlERkYycuTIm33ZRERERERERETkDtGK4dtIf9GQghS2Yrht27Zs3bqVTz/9lFdeeSXfeTExMdSvX5/09HROnTpFlSpVzG3nz5+nadOmxMXF8c477zBmzBhat27Nnj17GDBgAN9//32x51m1alVOnz7N6dOn8fLyAiAhIQFvb2/Kly/PhQsXij2miIiUbVoxLCIiIiLFpXzt9tGKYZG7QFxcHFu3bsXGxoZnn322wD6+vr4EBgaSnZ3Npk2bLNoqVarE/Pnzsba2ZuLEiTzyyCPs2bMHPz8/vv7660Kvm56ezg8//MDzzz9P165dadeuHW3btqVt27ZcvHgRo9HI3r17zf09PDxwdHQkJSWFVatWlci9i4iIiIiIiIjInadlGiJ3gX379gFgbW1Nt27dCu13+PBhIHf18LU6dOjA6NGjGT9+PGvXrsXW1paFCxda1CPOKzIyku7du3PixInrzu38+fPmz62srHj99dd577336N69O40bN6ZTp04EBwfTvn1788piERERERERERG5uykYFrkLmMoyZGRksHXr1hv2T0tLK/B4586dGT9+PAAtWrSgZcuWBfbLycmhV69enDhxgoCAAMaPH0+LFi1wd3fHzs4OgPbt27N582YyMzMtzh0/fjzVq1fniy++YN++fezfv5+pU6diMBjo1KkTkydPpmnTpkW+dxERERERERERufMUDIvcBcqVKwdAtWrViI6OvqkxUlJSePLJJ4Hclb3bt2/nP//5D3v27GHOnDm0atWK7du3AxAeHk5kZCSOjo6sW7cOd3d3i7Fat27NX3/9VeB1DAYDgwcPZvDgwZw9e5atW7eyadMmFi1axG+//cb999/P33//jY+Pz03dxz9VcnIyU6dOBWDcuHGlOhcRERERERERkRtRjWGRu0Djxo0BiI2NJSkp6abGeO655zh58iRBQUEsWrQIgJEjR9KuXTsA/vrrL6KiogDM5SPq16+fLxSOjIwsNBS+VuXKlenZsyefffYZhw4dombNmiQlJbFw4cKbuod/suTkZMaPH29esS0iIiIiIiIicjdTMCxyF6hVqxYtWrQgJyeHKVOmFPv8mTNnsnjxYlxdXVmwYAG9e/dm2LBhZGRk8Mknn+Dn5wfAnDlzAHBycgLgzJkzGI1Gi7Fmz559U/fg4uJCkyZNgNzN9ERERERERERE5O6lYFjkLjFlyhRsbGyYOHEio0ePJjk52aI9PT2d1atX07t3b4vjERERjBgxAoD//ve/1KpVC4DJkyfTpEkToqKiKF++PADfffcd2dnZBAcHY2trS1xcHGPGjCE7OxuAzMxMpk+fDoCNTf5KMxEREQwePJgtW7aQk5Nj0bZ+/Xp+//13AAIDAy3aDAYDBoOBkydPFvt1uZVzRURKQmhoKAaDoVTKxIwbNw6DwUBoaOgdv/acOXMwGAyEhITc8WsXRj8TRERERERKjoJhuSkhISHmX85eeOGFQvslJCT8o3+JM/1CXpRfik2vyc0GBx06dGD+/Pk4OTnxwQcfULlyZRo1akRwcDD16tXD1dWVhx56iGXLlpnPSU9Pp1+/fqSlpREaGsoTTzxhbnNwcGDBggU4Ojqya9curKysOH36NOvWrcPDw4O33noLgPfffx9vb28CAwNxd3cnNTUVg8FgEe5u3LiRPn36EBISwrfffku7du2wtbWlRo0aBAUF4ePjw4MPPsilS5d49NFHuXLlivl1yxsgN2nSxOJrIe/XRnh4OI888gju7u6UK1eO4OBgfv31V/O5iYmJDB8+nOrVq2Nvb0/t2rX54IMPzKF2QSIjI3nmmWeoUaMG9vb2VKhQgQ4dOjBr1qxCz8s7p/3799O3b188PT2xt7fH39+fCRMmcPXqVYtzQkNDqVmzZr4xTA/TSm0RuXPy/pyqU6fODft36NDB3L9evXp3YIYiIiIiIiKlS8Gw3LJvvvmGo0ePlvY07gmPP/44UVFRjBw5koYNG3Lq1Cl27NjBuXPnCAwMZOzYsezZs8fc/9VXX2X//v3UrVuXL7/8Mt94DRo04PPPPwdyN6SD/5WKmDBhArNmzaJZs2akpqZy+PBh8yrhHj16YGdnB8D8+fO5//77Wbp0KVlZWVSrVg0HBwdycnKIjo5m586dXL16lQceeIB58+axfPly87WMRiN9+vQxz6dmzZr5ahoD/PLLL7Rt25YtW7ZQo0YN7Ozs2L59O4888ghVqlShZs2aPProo8yaNQt3d3c8PDw4duwYo0eP5t///neBr+XixYtp1qwZs2fP5ty5czRu3JgKFSrwxx9/MGTIELp168aVK1cK/bdYt24dQUFBrFq1Cl9fX9zd3Tl8+DBjx46lf//+Fn3r1q1Ly5Ytzc/btGlj8fD09Cz0OiJy+x09epQtW7YU2n7s2DE2b95caLu3tzf+/v4Ffv+63dzd3fH398fb2/uOX9vNzQ1/f3+qVat2x69dGH9/f/z9/bG1tS3tqYiIiIiI/PMZ5bZJSUkxAsaUlJTSnkqJ69ChgxEwWltbGwFj3759C+wXHx9vBIyA8cSJE3d2kiVg7NixRsDYoUOHG/Y1vSZjx4697fO6GUuWLDECRnt7e2NSUlK+9rNnzxptbW2NgPGnn34yGo1G48cff2wEjFWrVjWuXLnSov+aNWuMHh4eRsA4b948i7bZs2ebvz4qVKhg8TWQmZlpzMzMNBqNRvNxW1tb43vvvWc+npmZaRw0aJARMPr6+hqDgoKMPXv2NJ4/f958jZkzZxoBo8FgMB4+fNji+pGRkUYHBwcjYHz22WeNly5dMretX7/e6ObmZgSMw4YNy/c65J3TyJEjjVeuXDG3zZ8/32gwGIyAccOGDRbnnThxwnyuiJQ+0/fk+vXrGwHjM888U2jf0aNHW/T19/e/gzMtWy5nZBqrv/mLsfqbvxgvZ2SW9nRERERE5B/gXs7XSptWDMstGTBgANbW1ixevJjdu3eX9nTkOkxlGjIyMliwYEG+9vnz55OZmYmnpyfdu3fnwoULvPfee1hbW/Pjjz/y8MMPW/Tv0qULX3/9NQATJ04s8JrZ2dn5VjLb2Njkq1/cuXNnRo8ebT5uY2PD5MmTcXBwICYmhujoaL777jsqVqxoPufZZ5+lZcuWGI1GVq1aZTHeJ598Qnp6Oo0aNWLGjBk4Ozub2x544AHzBn8zZswgPj6+wLm3b9+ejz/+GAcHB/Ox/v37m1+HlStXFnieiNxdevXqRbly5ViyZAlpaWn52nNycpg7dy7W1tY89dRTpTBDERERERGR0qFgWG5J/fr1efrppzEajYwaNeqmxjh69ChDhw6lbt26ODk54eLiQmBgIFOnTiUjI8Oi77FjxzAYDLi5ueWrEZucnIyNjQ0Gg4FevXrlu86CBQswGAy0a9fupuZ5KzZv3swbb7xBYFAQ7h6e2NraUdHdg4ce6n7dgLFGjRoYDAbCwsI4dOgQTzzxBF5eXjg5OdG0aVPmzp1r7puamsrbb79NnTp1cHBwwNfXlzfeeMMchNjZ2TFgwAAApk+fbq6lCbkh5zvvvANAUlISbdu25Z133uHSpUu0bNnSokwCwO7duxkwYIB507vIyEiqVq1K165dmTJlCkajEQAXFxcef/xxi3Pz1u01cXNzy1e3t2LFitSoUQOAM2fOcO7cOYv2cePGsXPnTgAOHTrEhx9+SJMmTShXrhzffvstACNGjMBgMJCcnMyECRNo0aIFbm5uDB06FGtrazIzMy1qNuc1bNiwAo8HBwcDqHyKyD+Es7Mzffr04eLFiyxdujRf+++//05MTAxdu3YttFzD9TafO3r0KM899xy1a9fGwcEBJycnqlWrRseOHfnggw+4fPmyRf/U1FTGjh1Ls2bNKFeuHHZ2dnh7e9OyZUtee+21fN9brrf5XEJCAq+++ioNGjTAyckJBwcHfHx8uO+++xg9ejRnzpyx6J+RkcGnn35Kq1atcHNzw9bWFg8PD5o0acKwYcPy/YH3epvP5f35dODAAR5//HG8vLxwcHCgXr16vPfee6Snpxf4ekZ//HDu4+RJtmzZQvfu3XF3d8fR0ZFmzZrx5ZdfFqkOvIiIiIiI3BqbG3cRub7x48fzww8/sG7dOjZu3EjHjh2LfO78+fMZPHgwGRkZODo64ufnR1paGrt372bnzp0sXryYtWvX4uLiAoCfnx/VqlXj1KlT7Ny5k1atWpnHCgsLM/8iGRYWhtFoNAefABs2bADg/vvvL4nbLpbHHnuM8+fPY+PogsG5AlaVqpFy8RyrV69i9epVvPXWW4WuugXYtWuXOZDw9/cnNjaWv//+m9DQUM6fP8/AgQNp3749hw4domHDhvj4+HDixAkmT55MRESEeRO3QYMG8fnnn/P333+bx/7iiy8s6vS6urry119/8ddffwFw4sQJ2rZta26/cOECkZGRGI1GrKysMBgMGI1GLl++zNq1a1m7di2zZs0yzzXv6uB169bx8ssvY2Njg7+/P4mJiUBuaH/16tV8oY2HhwdRUVE3fH2XLl3K2bNn8fPzo06dOuzduxeARo0asW/fPrp3705cXBw2NjZUr14dR0dHDh48CMBbb71FSEgIjRo1shizbt26BV7LFGhfvHjxhvMSkbvDoEGDmD17NrNnz+bpp5+2aDPVXR80aFCx/7ves2cPHTp04OLFizg4OODn54ejoyNxcXH88ccfhIWF0bdvX2rXrg3kft9o3bo1kZGRGAwG/Pz8qFChAomJifz999/s2rWL+vXrm/tfT2xsLEFBQcTHx2NjY0Pt2rVxcXEhPj6e8PBwtm3bRkhIiPl7VnZ2Nl26dGHTpk1AbrDr7+9PUlISR44cYf/+/VSoUIHmzZsX6zX466+/mDBhAtnZ2TRs2BAXFxcOHTrEmDFjWL16NevXr7d410ZeK1f8zNtvvYmjoyP16tXjzJkz7Nu3j5deeonff/+dpUuXYm1tXaz5iIiIiIhI0WnFsBSLaZd30y+WAL6+vubVlW+99ZZF/8cee8z8eadOnSzatm7dSmhoKEajkalTp5KcnMz+/fs5duwYkZGRBAYGsm3bNvOqVBNT8GwKek1Mz6tWrUpSUpI5HLy23dbWlnHjxhEWFla8m78FT770Fj7Pz8Ln3wuoMvgrvEM/x/el+Xj2fR8rp/J89NFHbN++vdDzR40axZNPPsmZM2fYuXMnCQkJjBkzBoCxY8cyYMAAypcvz8mTJ9m3bx/Hjh1j1apV2NjYsGrVKn777TcAmjZtmu+X/tdee43AwEAAWrVqxdmzZ80lIgASExPZunWr+REREWFeEZyTk2P+/McffyQ6OpqPP/7YHMhfGwYMHz6cf//735w9e9a82tdk2bJlbNy40eJY3mD/etLS0tixYwdHjx61WIHt4ODAww8/TFxcHEOGDOH06dMcPXqU/fv3m782L1++TO/evcnKyrIYs7AgI+/GeiLyz9CuXTtq167Npk2bOHHihPl4cnIyP/74I5UqVaJHjx7FHnf8+PFcvHjR/P354MGD7Ny5k/j4eBISEvjyyy9xdXU19//mm2+IjIykcePGHD9+nCNHjhAeHs7JkydJTU1l8eLFNGzYsEjXnjx5MvHx8XTq1InTp08TGRlJeHg4MTExJCUlMXv2bKpWrWruv3LlSjZt2oSPjw/79u3jxIkThIeHc/ToUS5evMiqVass/ghYVO+++y4dO3bk9OnT7Nq1iyNHjrB582bc3d3Ztm0bI0eOLPTc0W+PIjQ0lDNnzrBjxw5OnTrFjz/+iKOjIz/99BOffvppsecjIiIiIiJFp2BYbonprZxvv/02rq6uhIeHm9+af+zYseuGnW+++SZZWVl89NFHvPzyy9jZ2Znb6taty7Jly3B2dmbu3LmcPn3a3GZa8VtQMGxvb2/+JTRve3R0NMePH8fR0ZFDhw4xfvz4YgXDmzZtMr99tbBH3rA8r+wcI3/ZBWBT3itfm0ONZlRon1vTcs6cOYVev169ekybNg0nJyfzsXfffZcqVapw6dIlNm3axMKFCy1CgK5du9KzZ08A84phgGeeecZi7Pbt23P8+HFzm8Fg4IUXXjCvoC1fvjxGo9H8sLe3B3IDlbzHQ0JCqFatGiNHjjSHp9cqqG4v/O+PBjdbt7d9+/bmchem1eUAU6dOJTY2lkcffZQZM2ZQuXJlc5upNIWnpyeHDh1i+fLlN3VtEflnMP0hMu/32oULF5Kens6AAQMsfgYVlekdDa+//rpFAAxQuXJlhg0bhoeHR77+gwcPNpfKMXFwcKBPnz7mcjVFvfZLL71k8b0Nct/5ERoaSr169fL179OnD02aNLHob2NjQ7du3ejatWuRrp2Xi4sLCxcutKgB37ZtWz7//HMAZs6cma+khUnNmrWYMWOGxc+2nj17Mnr0aAAmTZqUr6SUiIiIiIiUHAXDclNMv8SZVn1WqlSJN954A4DRo0eTnZ193aAzLi6OrVu3YmNjw7PPPltgH19fXwIDA8nOzrYIXU3B8NatW82/MJpWarVu3Zru3bsDuXUjTUwhcZs2bW7qbamurq60adPmuo9rQwGT8BNJxKekc/XcKZK3/MDZHz8kYcEoEr4fScL3I0nduQKALdt3Fng+5IYI14atNjY25l/uu3btiq+vb77zTGFp3pqV/fv3N4e7AEFBQZw/fx4nJyf69etnPt63b18gNwCOiYkxH69evToAP/zwQ6HzLUxhdXtNq5hvtm5v3uDFzc0NL6/cEN60Kd0LL7xg0T8rK8scktx3332A5dfLzSjq6mYRKR1PP/00VlZWzJs3z7zi31RG4to/mBWV6fvhwoULycnJKXL/lStXcunSpZu65rVjLV26NF+N9uv1X79+PWfPnr2la+c1ePBgypUrl+9437598fLyIjMzk3Xr1hV47ovDhhX4h8Rhw4ZhY2PDuXPnCA8PL7G5ioiIiIiIJQXDclPc3d2B3I3ETJubvfLKK3h6ehIVFcW3337L3LlzC105um/fPgCsra3p1q0bbdu2LfBhqgObN5isWrUqderU4cqVK2zbtg2wrB9cq1YtqlevzubNm83lAW61vnBAQABbtmy57iMgIKDAcxMvpnMhbA7x3wwjZesPpB3+k4xT+8mIiyAjLoLMc9EAJCWdL/T6hdWbNAWiN2rPG0BUqFCBBx980PzctKq7V69eFuH24MGDzZ9///335s/ffPNNAIYOHUrt2rV58cUXmTdvHtHR0YXO36Swur2mr6eSqttr+uOAqYbxu+++a/F1Vb9+fRITEzEYDOzZswew/Bq7GXlXvJn+mxCRu4evry+dOnXi5MmTbNy4kYiICMLDwwkICKBp06Y3NeYbb7yBlZUVH330Eb6+vjzzzDPMnDmz0NrozzzzDO7u7vz+++94e3vzr3/9iylTprB9+/ZCN1srzMsvv4yDgwPff/89VapUoX///nz55Zfs3bu3wFI3PXv2xN/fn4MHD+Lr60u3bt348MMPCQsLu6VVudfWZzextrY2r1iOjIwssE+DhgWf6+bmZn4HTGHnioiIiIjIrVMwLDfFtOo274Zhzs7OvPvuu0BuaYmYmJhCN6K7cOECkLtDet76tdc+TKuarg3aTAHmyy+/THZ2tvktqx988AEVKlQgOzubS5cumVcamWrXvv3228ydOxfIrQ2ZtxRE3rf1Xrp0ie+//958b1u2bMHR0ZE6deowdOhQixqV1xo/frx5rBUrVjCi9/2k/rUUMGJVriLlOwzEd8Riqo1cQfU3f8Gj3wcAGLOzWL58Oc888wyNGzemYsWK5rD12g3jTAqr5Xtt+7UhQZ8+fcyf//HHH0D+FXPe3t7mVWDvv/8+8+bNIysri2eeeYbly5dz3333cfz4cf773/8ycOBAatSoQevWra9bouNO1e19/fXXLVZF79y50+LryrQy2Wg0msuh3GqY6+7ujpubG4C5prOI3F0GDRoEYN6ILu+xm/HAAw+wYcMGOnfuzNmzZ5k9ezbPPfcc9evXp2HDhubSSiaenp6Eh4czcOBArKys+PHHH3n99dcJDg7G29ubDz/8MF+988I0aNCA7du389hjj5GWlsaCBQt46aWXCAgIoGbNmkyfPt2iv6OjI5s3b2b48OG4uLiwZs0a3nnnHTp27IiHhwevv/76TX0fNG1ud722wv7ol/fdHsU9V0REREREbp2CYbllpl+uAZ577jlq1aplrt+atzRBXqbA0dfXl3bt2pmP16pVixYtWphXXzo6OrJixQrGjRtncb4peI2Pj+ehhx7ir7/+wmAwUK9ePa5cuUJsbCwA8+bN4/Dhw8TFxVGuXDnuu+8+8y+ivr6+FqUgTBuwAYSFhfHUU08RERFhnkeNGjWIi4vj66+/JiAg4IZvb50wYQKPPvoop2NO5h6wtiXnUhLJm+Zy6cDvGAz/H4Zeyf2l10AOvXr1Yu7cuZw7d44aNWpga2sL5L71NzAw8KZr8F6rTZs25s+zs7Px8/OjQ4cOFn2ys7O5cuUKkBuaDhw4kAoVKtCiRQs++ugj4uLizH19fX3x8/Pjr7/+okuXLpw6dapE5nmz6tWrx3//+1/zc2dnZ1q2bEmtWrXMxzp37kxaWpq5RvKtbkZoMBh46qncetGPPfYYTZo0ISQkhJCQENasWXNLY4tIyXjssccoX748y5cvZ968edjZ2dG/f/9bGrNDhw6sW7eO5ORkfv/9d8aPH0+TJk2IiIigd+/erF692qJ/zZo1mTNnDklJSezcuZPPP/+cLl26cO7cOd555x3eeeedIl+7adOmLF++nOTkZLZu3crHH39MmzZtiI6O5oUXXrDYSBRy6x5/8cUXJCYmcuDAAaZPn86//vUv0tLSmDJlyk2F5IXVD87blrf2e16md3XczLkiIiIiInLrFAzLLalUqZLFLu+2tra89dZbQG5Q1qpVqwLPa9y4MQCxsbFs3ryZypUrs3nzZo4dO2be0f2JJ57gypUr9O/f37yq06RmzZoAnD17lgMHDgC5dXb37dtHbGysubbuwoULzWUkOnTowNatW+nWrRuQu0I2bymIJUuWmMevU6cOS5cuNd9LixYtiIyM5MyZM7z77rukpKSYNzIqyOnTp/noo4+YP3++OcSu/MhIXAJySxwk/zGPnIw0DEDG6dy3HFtbWfHdd99x9uxZ4uPj2b17N1WqVAHg3//+N9nZ2YSGhpZImYJrS3yEhobmq5F76NAh81ubV65cyaBBg/D09CQiIoI9e/aQmZlJly5d+OKLL/jzzz+JioqidevWXL161bwKuTSFhoaaaw07OTnx999/c/78edq1a8fMmTNZvXo1jo6OJXrNTz75hHfeeYe6dety5MgRNm3axKZNm0hISCjR64jIzXFwcKBv376kpaWRmJjII488QqVKlUpkbCcnJ+6//37GjBnD3r176d27NwBfffVVgf2tra1p0aIF//73v1mzZg1ffPEFAF9//XWx3z1hZ2fHfffdx8iRI9myZQuvv/76da9tMBho2LAhzz33HMuWLeOnn34CYPHixZw/X3hZo4KYSj5dKzs7m0OHDgFQv379AvtERhR8bkpKivkPvIWdKyIiIiIit07BsNyS5s2b59vl3fQ2WKPRyNSpUws8r1atWjRu3Nj8y++0adNo27atud3V1ZV58+ZRs2ZNLl26xJQpUyzOz1uSwFS31lQ/2N3d3fwW2pSUFH7++WeL9qLw9/enV69e+Xapd3FxYcKECbRp04bIyMhCVw1nZmby9ttv079/f/Pq536N3ajfcxhWTm4Yr14h/dR+KlmnYzycu7GetbU1Tz75pMXO7iaPPfYY/fr1IykpqcRWDZt06dLFvAN8XqbyHI0bN+bhhx/m22+/5ejRo1y5coWrV68SFxfH6tWrGT58OFWrVsXGxsb8hwBXV9circI1rdY11Ri+VlFW8Q4cOLDQjQ4HDBgA5AYLaWlpJCcn88cff/Dss88WugmhaU55S4vkZfqDQEFzc3Bw4P333ycyMpIrV66YxwoNDb3hfYjInfH888/TqVMnOnXqVOiGmLfKYDCY35mR990V12Pqf/HixVsun3Cz1y7OOSazZs3i8uXL+Y4vXryY+Ph4bG1t6dy5c4Hn/verrwoMwb/66iuysrJwd3cnKCioWPMREREREZGiUzAst6R58+b5dnnPG9KZ6vkW5IEHHjB/vnfvXpKTky3as7KyzJuk/frrr4WOs2lTbrDaqVMn87GAgADzqti1a9cCxd94Ljs727yB0P79+2nfvr1587IjR44AmDcuK8jQoUMBzCUaVsydxpzHa9GyeXMAunlewuq3SWRmXLE47/fff+e1116jR48e5pWmL730knkV7vWueTM2bNjAhAkTLAL9mTNn8s033wBYvK05NTWVPn36sHbtWq5evWoxzq5du1i0aBGARVmO0vTmm29SpUoV/vjjD3r16sXx48ct2o1GIzt27GDEiBHs2LGjlGYpIndSQEAAv/32G7/99hshISG3NFafPn1Yvnx5vndyHDt2jBkzZgCW3w9HjRrF119/na/8QnJyMhMnTgRy/9iZdyPQwjz33HN89913+X52JiQk8Nlnn+W79qeffsqkSZPybRSalpZmLtfk5uZGnTp1bnjtvC5evEj//v3NewcA/Pnnn4wYMQLI3cjU9O6Nax07dpQXXnjBXLYIcmvzv//++0D+evEiIiIiIlKybEp7AvLPVr58eTp16sT69evZuHEjXl5e5l3eXVxcrltSwBQkW1tb8+GHHzJp0iT8/f1xcXHhwoULHD9+nMzMTABOnDjB1atX863gNY1TsWJFmjVrZj5mMBioUKEC58+fx2g0UqlSpWLtOh8fH0/37t3NIWxSUhKbN2/O16+wt9y6u7ubV/6OHDmSRYsWER0dTZPGjcyrnb/771Tc3NyYPHkyw4cPx2g08uCDD7J+/fp845nKZVzvmsWRnfO/FVrDR01g7NhRfP755/j5+RETE2MOpIcOHUrfvn3NfXNycli6dClLly7Fzs6O2rVrU65cORITE83lPlq1asXLL798y3MsCZUrV2bNmjU8+uij/Pzzz/z888/UqlWLypUrk5aWxvHjx80r3Xr27Fm6kxWRf5z169ezdOlSbGxs8PPzo3z58iQlJXH06FGMRiN16tRhwoQJ5v6RkZF89NFHDB06lGrVquHl5cXly5c5evQoGRkZODs7M3PmzCJdOzw8nJkzZ2IwGKhVqxbu7u6kpKRw9OhRsrKy8PDwsHjXzqlTp/j8889588038fb2xsfHh6tXr3Ls2DEuX76MjY0N06dPL3aJnffee48JEyZQpUoVGjZsSGpqqvmPp61atWLSpEmFn/vBh7wz6i0WLFiAv78/iYmJ5hr1jzzyCK+99lqx5iIiIiIiIsWjFcNyywrb5f2jjz667nmmt8r+61//YuTIkTRs2JBTp06xY8cOzp07R2BgoMXbfAt6a62pLm5ISEi+Grl5f7ktqP1G97Rnzx7Kly8PQOvWrUlPTzeXBjBtMmYKrq+Vt9RFlSpV2L59OwMGDKBChQrm+2jatCl79uyhYcOGQG74vH79etzd3Zk1axZHjx6lWrVqAGzcuJF33333utcsqjUH4un93z/Nz5dnNKbuUxPwqeXP4cOHSU1NJSgoiHnz5jFt2jSLc11cXJg/fz6DBw+mbt26nDlzhl27dpGSkkK7du344osv+OOPP8zlM+4GjRs3Zv/+/Xz22We0b9+e5ORkdu7cycmTJ/Hz82PYsGGsX7/eopSJiEhRzJs3j2HDhtG4cWMuXLjArl27OHPmDC1btuSDDz5g165deHp6mvu/++67jB49mrZt25KTk8PevXs5fvw4NWvWZPjw4Rw4cID27dsX6dpTp07ltddeIzAwkLS0NHbv3k1MTAwNGjTgrbfe4sCBAxb1eV988UXef/99OnXqhJ2dHQcPHuTQoUN4eXkxaNAgdu3aZfGHwKJq1aoVf/31Fw8//DAxMTFER0dTt25dxo0bx8aNG6+7edwjj/YkLCyMtm3bcvz4cc6cOUPjxo35/PPPWb58OTY2Wr8gIiIiInJbGeW2SUlJMQLGlJSU0p5KienQoYMRME6cONF87MqVK8by5csbnZycjB4eHkY7OzvjuXPnzO2zZ882AkZ/f3+LsUaMGGEEjF27di30ehs2bDACRsCYkZFhPj527FgjYBw4cGCh51avXt0IGDdu3GhxfODAgUbAOHbs2ALPi4+PN1/zwIEDBfZ56KGHChxj48aNRsBYvXr1QudV0PUzMzON5cqVMwLGX375pcDzhg4desN7vpHV+08ba7z5i9HnhW/M91j9zV+MNf7/sXr/6ZseW0REyo7CfsbeyOWMTPPPn4hDR27P5ERERETknnIv5mt3C60Ylltma2dPSLdHzbu89+hRtF3e69WrB0BERAQ5OTkF9tm/fz+Qu1ldQWUkbsaNVg6fOHECgIoVK5pX8+aVlZXFzp07S2QuJmfPnuXSpUsAha4W2759+y1dIzvHyPiVERS0173p2PiVERZlJkRE/umyc4xsO3aen/fGse3YeX2PExERERER+X96j57ckjUH4hm/MoJo++Y4VN8LQESF1qw5EE/XRt7XPbdr165YWVlx6tQpli1bRp8+fSzas7Ky+PzzzwHo3r17ic3ZVObg2s2Crm1PTU0lLS0tX1mEefPmkZiYWGLzyXtNyK1vfO1bbzds2MDu3btv6RrhJ5KIT0kvtN0IxKekE34iiWC/Gwf7IiJ3O9PPqLzf+7zdHBjbo8ENf0aJiIiIiIjc67RiWG7amgPxvPj9buJT0rHz9MOz3wd49vuAK5Xq8eL3u1lzIP6651evXp2nn34agOHDh7NlyxZz28WLFxk0aBDHjx+nXLlyvPrqqyU279q1awOwefNmrl69mq+9YcOGuLu7k5WVxfDhw0lP/1+gsHTpUl566SUcHBxKbD6QuxO8aXO8ESNGWOwyHxYWRr9+/W75mokXCw+Fb6afiMjdLO/PqLwSUtKL9DNKRERERETkXqdgWG5KjrFkyhL85z//oW3btiQmJtKuXTvq1KlDYGAgXl5efP/99zg6OvLDDz9Qo0aNEpt77969cXJyYvv27VStWpU2bdoQEhJCv379ALCxseHjjz8GcjfU8/LyomXLllStWpU+ffrQrl07evfuXWLzMZk0aRLW1tasXr2aqlWr0rx5c2rVqkXHjh3x8fFh+PDhtzS+h0vRguWi9hMRuVupdI6IiIiIiMiNKRiWmxKTdKXIZQmux8XFhQ0bNjBt2jTuu+8+EhMT+fvvv6lcuTLPPvss+/bto0ePHiU6d19fX9atW0e3bt0wGo1s376dTZs2WdTwfeaZZ/jxxx8JDg7m6tWrREVF4e7uzieffMIvv/yCtbV1ic4J4MEHH2Tjxo088MADGAwGoqKisLe3Z/To0WzduhVnZ+dbGj+oZkW83RwwADZunlR/8xeqv/mLud1A7lusg2pWvLUbEREpZcUpnSM35+TJkxiNRkJCQop9runnT/US/KOviIiIiIgUn8FoNGq5zG2SmpqKm5sbKSkpuLq6lvZ0StTPe+N4eeHeG/b7vF8zHm3mc/snJEViems1YLGSzrQd39dPNlfdTRH5x9PPqLtX2tUsGoxZC0DEhC442Wm7CxERERG5vns5XyttWjEsN0VlCf6Zujby5usnm+PlZvnv4uXmoFBYRO4Z+hklIiIiIiJyY1qmITclqGZFvFwdSEgt+K26BnLDRpUluPt0beRN5wZehJ9IIvFiOh4uuf9O1laGG58sIvIPYCqdk5CSXmCdYf2MEhERERERUTAsN2l9RALpWdkFtpnixbE9GihsvEtZWxkI9qtU2tMQEbktrK0MjO3RgBe/342Bgkvn6GeUiIiIiIiUdSolIcVmqlObnJZZYHt5J1uVJRARkVKl0jkiIiIiIiLXpxXDUizZOUbGr4wo8K25JvY2VnRu4HXH5iQiIlIQlc4REREREREpnIJhKZbwE0nEpxRcV9gkITWD8BNJKlUgIiKlTqVzRERERERECqZSElIsiRevHwoXt5+IiIiIiIiIiIjceQqGpVg8XBxu3KkY/UREREREREREROTOUzAsxRJUsyLebg4UVp3RAHi75dZwFBERERERERERkbuTgmEpFmsrA2N7NADIFw6bno/t0UAb+4iIiIiIiIiIiNzFFAxLsXVt5M3XTzbHy82yXISXmwNfP9mcro28S2lmIiIiIiIiIiIiUhQ2pT0B+Wfq2sibzg28CD+RROLFdDxccstHaKWwiIiIiIiIiIjI3U8rhuWmWVsZCParxKPNfAj2q6RQWEpFaGgoBoOBcePG3fJYYWFhGAwGatSocUfPFRERERERERG50xQMi8gdFxISgsFgwGAwUKdOnRv279Chg7l/vXr17sAMRURERERERETubQqGRaRUHT16lC1bthTafuzYMTZv3lxou7e3N/7+/ri7u9+O6RWZk5MT/v7++Pn5leo8RERERERERESKQsGwiJSa+vXrAzB79uxC+8yZMwej0Wjue62JEycSFRXF8OHDb8sciyooKIioqCh+//33Up2HiIiIiIiIiEhRKBiWEpW3RMALL7xQaL+EhARzv5MnT965CZaQcePGYTAYCAkJKe2p/KP16tWLcuXKsWTJEtLS0vK15+TkMHfuXKytrXnqqadKYYYiIiIiIiIiIvcmBcNy23zzzTccPXq0tKchdzFnZ2f69OnDxYsXWbp0ab7233//nZiYGLp27Yq3t3eBY9xo87krV67wn//8hw4dOlCpUiXs7e2pVq0aDz74IP/973/JyMgodH4rVqwgJCSE8uXL4+zsTKtWrVi4cGGBfW+0+Vxqaipvvvkmfn5+ODg44OPjw+DBg4mNjWXOnDmF/qFhz549jBkzhjZt2lC1alXs7OyoVKkS999/P/PmzcNoNBZ4PdMfaebMmUNSUhIjRoygRo0a2Nvb4+Pjw5AhQ0hISCj03kVERERERETk3qZgWG4La2trsrKyGD16dGlPRe5ygwYNAgouJ2E6ZupTXMePH6d58+a8/PLL/PHHH5QrV46mTZuSnZ3Nb7/9xosvvkh8fHyB506YMIFHH32UqKgoateujZ2dHeHh4TzxxBN8+eWXxZrHuXPnCA4OZtKkSRw/fpxatWrh6enJd999R0BAACdOnCj03CFDhvDee+9x8OBBXFxcaNq0KQ4ODmzcuJGBAwcyYMCA6147NjaWZs2aMW3aNFxdXalRowYJCQnMmjWLNm3akJqaWqx7EREREREREZF7w10bDO/YsYOHHnrIvFKvdevWLF68uMjnHzt2jHHjxvHII4/g4+Nz3ZV8JqbSBgU9QkNDb+2GypgBAwZgbW3N4sWL2b17d2lPR+5i7dq1o3bt2mzatMkiIE1OTubHH3+kUqVK9OjRo9jjXrlyhYcffpioqCgaN27Mzp07iY6OJjw8nLi4OBISEvj4449xdnbOd+7p06f56KOPmD9/PgkJCezcuZOzZ88ydOhQAEaNGsXFixeLPJehQ4cSERFBtWrV2Lt3LxEREezevZvo6Gjq1avHxIkTCz331VdfZf/+/SQnJxMZGcmOHTuIi4sjPDycOnXqsGDBgkJXMUNuwF2/fn1OnTrF33//zaFDh9i5cyeenp4cP36cKVOmFPk+REREREREROTecVcGwxs3bqRNmzZs2bKFxx9/nBdeeIGEhAT69u1b5BBj8+bNjB8/nlWrVlGxYkWsrIp2q9WrV2fs2LH5Hj179ryFOyp76tevz9NPP43RaGTUqFE3NcbRo0cZOnQodevWxcnJCRcXFwIDA5k6dWq+t/8fO3YMg8GAm5sb2dnZFm3JycnY2NhgMBjo1atXvussWLAAg8FAu3btbmqehVm+fDkPP/wwnp6e2NnZ4enpSc+ePfnjjz8K7G+qWxwaGkpGRgYffvghTZo0oVy5chgMBnO/jIwMPv30U1q1aoWbmxu2trZ4eHjQpEkThg0bVmgQX5zXc8mSJRgMBqpVq0ZOTk6h9zhmzBgMBgPdu3e/iVfof0JDQzEajcyZM8d8bOHChaSnpzNgwADs7OyKPeasWbOIjIzE3d2d3377jRYtWli0e3h4MHLkSCpXrpzv3MzMTN5++2369+9vPmZjY8OUKVOoXLkyly5dYuPGjUWax/Hjx81lMubPn0/Tpk3Nbd7e3ixbtgwHB4dCz+/fvz+NGjXKdzwwMJCvvvoKgLlz5xZ6vpubG4sWLbIoxREQEMDIkSMBWLlyZZHuQ0RERERERETuLTalPYFrZWVlMWTIEKysrPjjjz9o1qwZkBtABQUF8fbbb9O7d2+qV69+3XHat2/Ptm3baNq0KY6OjtcNXvKqUaNGobVKpXjGjx/PDz/8wLp169i4cSMdO3Ys8rnz589n8ODBZGRk4OjoiJ+fH2lpaezevZudO3eyePFi1q5di4uLCwB+fn5Uq1aNU6dOsXPnTlq1amUeKywszBwWh4WFYTQaLYLWDRs2AHD//feXxG2TkZHBgAEDWLZsGQCVK1emUaNGREdH8/PPP7NixQomTZrE66+/XuD56enphISEsH37dvz8/Khfvz6HDx8GIDs7my5durBp0yYg9+vV39+fpKQkjhw5wv79+6lQoQLNmze3GLO4r2fPnj3x9PQkJiaGtWvX0q1bt3zzzM7ONpd6GDJkyC29Zk8//TRjxoxh3rx55oDcNPYzzzxzU2OaXv8hQ4bg4eFR7PNNq4PzcnBwICAggHXr1hW5fvbatWsxGo34+/vTtm3bfO0eHh707NmT7777rtAxoqOjWbhwIbt37+bcuXPmIN/0cc+ePYWe279/f8qXL5/veHBwMIDqgIuIiIiIiIiUUXfdiuENGzZw7Ngx+vfvbw6FIXfV29tvv83Vq1evuzrOpFatWrRu3RpHR8fbOFu5Hl9fX4YNGwbAW2+9VeTztm7dal5BOnXqVJKTk9m/fz/Hjh0jMjKSwMBAtm3bxogRIyzOMwXPpqDXxPS8atWqJCUlsXfv3gLbSyoYfuWVV1i2bBkNGzZky5YtJCYmsnv3bs6fP8/333+Po6MjI0eONIe711q6dCmnT59mx44dHD16lB07dpg3CVu5ciWbNm3Cx8eHffv2ceLECcLDwzl69CgXL15k1apV+cLHm3k9bW1tzXV9Z82aVeA816xZQ2xsLF5eXjz88MO39Jr5+vrSqVMnTp48ycaNG4mIiCA8PJyAgACLFbbFsX//fgDuu+++Yp/r7u5OxYoVC2zz9PQEKHIpiUOHDgFYfD+7VkBAQKFt//nPf6hbty5vvfUWixcvZsOGDWzdupWtW7eyc+dOAM6fP1/o+XXr1i3weHHvQ0RERERERETuLXddMBwWFgbAgw8+mK+tS5cuAIUGaiUhOTmZGTNm8OGHH/Lf//7XHC7JzXn77bdxdXUlPDzcvILzRt58802ysrL46KOPePnlly3KCNStW5dly5bh7OzM3LlzOX36tLnNFOwWFAzb29ub3zqftz06Oprjx4/j6OhoXkF5Kw4dOsT06dNxdXXl119/pU2bNhbtAwYM4L333sNoNPLxxx8XOEZ2djYLFiygZcuW5mOmP3BERUUB0KdPH5o0aWJxno2NDd26daNr164Wx2/29RwyZAgGg4GVK1eSmJiYb56mwHjQoEHY2Nz6mw/ybkJ3q5vOAeZN1QpaLXsjBdUdNjGVpTEajUUa69KlSwDm1dgFKaxt27ZtvPzyy1y9epVhw4YRHh7OhQsXyMrKwmg0cuzYMSD3nRaFKexeilpeR0RERERERETuTXddMnDkyBEA6tSpk6/Ny8uLcuXKmfvcDvv27eP555/nnXfe4cUXX6RJkyZ069atwGDsWhkZGaSmplo8yrpKlSrxxhtvADB69Oh89X+vFRcXx9atW7GxseHZZ58tsI+vry+BgYFkZ2db/JHAFAxv3brV/Bb7M2fOcPDgQVq3bm2ug/v777+bzzGFxG3atLmpOrbXWrp0KTk5OXTr1q3QciemOsd5S1zkVb9+/UJXuZrGXL9+PWfPnr3hfG7l9axVqxadO3cmMzMz3yr9hIQEfvnlFwwGA4MHD77hPIriscceo3z58ixfvpx58+ZhZ2dnUeO3uFxdXYHcP/aUpnLlygHXX5lbWJvpde/duzdffvklgYGBlC9fHmtra+D6K4VFRERERERERK7nrqsxnJKSAuSWjiiIq6uruU9Je+211+jVqxd169bFzs6OAwcO8N5777F69Woefvhhtm3bZg5kCjJx4kTGjx9/W+b2T/bKK6/w5ZdfEhUVxZw5c64bJO7btw8Aa2vrAuvamphq7sbExJiPVa1alTp16nDkyBG2bdtGSEiIRZmIWrVqUb16dTZv3kxWVhY2NjYlXkbCNP9t27YVWE8W/rfS9MqVK5w/fz5f/duGDRsWOn7Pnj3x9/fn4MGD+Pr60rFjR9q1a8d9991HcHAw9vb2Bc7nZl5PgOeff55169bx7bffmgN+gDlz5pCVlcX999+Pn59foeMWh4ODA3379mX69OmkpaXRu3dvKlWqdNPjNWnShLCwMP78889bLnVxK/z9/YH//VsU5NryJiYnTpwAcmumF2T79u23NjkRERERERERKbNKLBiOiIggKiqKy5cv89RTT5XUsHfU5MmTLZ4HBwfzyy+/cP/997Np0yZ+/vln/vWvfxV6/qhRo3j11VfNz1NTU/H19b1t8/2ncHZ25t1332X48OGMGzeOAQMGFNr3woULQO7q661bt95w7LS0NIvn999/P0eOHGHDhg0WwXCnTp3M7bNnzyY8PJz77ruPjRs3mo+XBNP8T506xalTp4o9f7h+GQNHR0c2b97MhAkTWLhwIWvWrGHNmjVA7h9NhgwZwoQJE3BycrKYz82+no888gje3t5ERUWxZcsWc9j97bffAre+6dy1nn/+efNmaKb61Derd+/ehIWFMWvWLF599VXc3d1LYorF1qVLFwwGA1FRUfz555/5VoOfO3eOn376qcBzTf+O8fHx+drS09P54osvSny+IiIiIiIiIlI23HIpiR07dtCsWTMaN25Mnz59CA0NNbf98ccfODk5sWLFiiKPZ1opXNiq4NTU1EJXE98OVlZW5vDrRsGavb09rq6uFg/J9dxzz1GrVi1iY2P58ssvC+1nett9tWrVMBqNN3yMGzfO4vxrN6DbsGED5cqVIygoCLCsQ3z48GHi4uJwcXGhRYsWJXKfpvmPGTOmSPOvUaNGsa9RuXJlvvjiCxITEzlw4ADTp0/nX//6F2lpaUyZMsWiLu+tvp42NjY888wzwP9qCoeFhXHkyBEqVarEY489dhOvUuECAgL47bff+O233wgJCbmlsQYPHkyDBg04e/YsDzzwAHv27LFoT0xM5JNPPilSSY5bUatWLfr06QPk1pjOW7c8ISGBXr16ceXKlQLP7dChAwBfffUVO3bsMB9PTEykd+/e+VZ4i4iIiIiIiIgU1S0FwwcPHuT+++/nxIkTvPLKK/neqt6uXTvc3d1ZsmRJkcc01RYuqI5wQkICly5dKrD+8O1kWml4+fLlO3rde4mtrS3vvfcekFtyo7Dgv3HjxgDExsaSlJRU7Ot07NgRg8FAeHg4Bw4c4Pjx47Rr1w5bW1vgf8Hw77//bg6P27dvXyKbp+Wd/99//10i412PwWCgYcOGPPfccyxbtsy86nTx4sXm2rO3+npC7qpgKysrlixZQmpqqjkgfuqpp/KVrribODg4sHLlSvz9/dm3bx/NmzenRo0aBAUFUbVqVby8vBg5cuQd+e962rRp1K9fn5MnT9K0aVMaNmxI8+bNqVatGgcPHmTUqFEA+UrVDBkyhPr165OSkkKrVq3w9/enefPmVK1ald9+++26f2QREREREREREbmeWwqGx44dC8CuXbuYPHkygYGBFu0Gg4Hg4GCLlW43Yloht27dunxta9eutehzp/z1118AN7W6U/7niSeeoGnTpiQlJTFp0qQC+9SqVYsWLVqQk5PDlClTin0NDw8PGjZsSGZmprnec94yEVWqVMHf359t27axatWqfO23qk+fPhgMBn799VciIiJKbNyiaNOmjfnzuLg44NZfT8jd8K5Lly6kpaUxbdo0li1bBpR8GYnboVatWuzevZvJkycTHBxMcnIyf//9N9bW1jz44P+xd9/hURVfA8e/m00nBRJIIUBCr6FIr6FIky4gTQkdKQoiIEgNoIiCoFJ+0ruAiAUF6aFEIEjvNaGmQHoI6fP+kXevWbIJwaAUz+d59nmyd2buzL27iXj27JkWLF68mMKFC//j6yhYsCBHjhxhzJgxeHl5ce3aNUJDQ+nZsycnTpygUKFCAFm+ZZAvXz4OHjzIkCFDcHd3JygoiJCQEDp16kRgYKBWIkUIIYQQQgghhBDiqak8KFiwoPL19dWeT506VZmZmRn1GT16tHJwcMj1OVNSUlSJEiWUlZWVOnnypHY8OjpalSlTRllaWqqgoCDt+L1799TFixdVdHR0jue1srJSnp6e2bafOXNGJScnZzkeEBCgbG1tlYWFhbp27Vqur0MppWJiYhSgYmJinmrcy8zHx0cBaubMmSbbt23bpgCl1+sVoACj11Mppfz9/ZW5ubnS6XRqwoQJKioqyqj90aNHatu2bapz584m53j//fcVoHQ6nQLUiRMnjNqHDBli1J75fZZbU6ZMUYDy8fHJ0jZw4EAFKA8PD7V161aVnp5u1H737l21YMGCLPfIcM7Mv1OPmzNnjpo1a5YKDg42Ov7w4UM1YsQIBShHR0eVkJCgteX1fiql1E8//aQAZW5urgBVr169bPuKpzd06FAFqA8++OB5L0UIIf5RD5NSlOdHvyrPj35VD5NSnvdyhBBCCCHES+C/GF/7t+Tp+/NxcXG4uLjk2OfRo0ekpaXl+pzm5uYsXbqUli1b0qhRI7p37469vT0//PADN2/eZPbs2UaZu+PHj2fVqlWsWLHCqL7xgwcPGD16tPY8JSWFBw8eGPWZPXu2ViZizpw5/PbbbzRo0ICiRYtiYWHB+fPn2blzJzqdjgULFlCyZMlcX4cwrXXr1jRq1IgDBw5k28fHx4d169bRr18/PvnkE2bNmkXZsmWxt7cnKiqKGzdukJKSku34pk2b8vXXX6OUwsnJiapVq2ZpX7RoEUopnJ2dqVKlyrO6PADmz59PQkIC69ato127dhQoUEB779y7d4979+4B4Ovr+9TnvnXrFl999RUfffQR7u7ueHh4kJyczPXr13n48CHm5uZ8++232NjYaGPyej8B2rZti4eHh5aJ/DJkC78sYmJitHI7jRo1es6rEUIIIYQQQgghxH9FngLDRYsWNdpIyZQTJ048dUC1SZMmHDp0iClTprBx40ZSUlLw9vZm1qxZdOvWLVfniI+PZ9WqVUbHHj58aHRs6tSpWmC4Q4cOREdHc/r0aXbt2kVycjJubm50796dkSNHapuXibz77LPPqFevXo593nrrLerVq8c333zDjh07uHHjBgkJCeTPn5+aNWvSvHlzOnbsaHKsj48Per2etLQ0GjdujE6nM2o31CFWSplszw3Dhx2mauxaWlqydu1a+vTpw9KlSzl8+LD2e+Lm5kbHjh1p164d7du3f+p5hwwZQqFChdi3bx/Xrl3j/PnzpKenU6RIERo1asTIkSOpXLlylnF5uZ+QUfu2b9++zJgxAwcHB956662nXnt20tIVgUGRhMcl4mJvTa3iTujNnv41eZE9evSImTNnMmjQIIoUKaIdv3HjBv369eP+/fsUL16cNm3aPMdVCiGEEEIIIYQQ4r9Ep5RSf3fwBx98wNdff82OHTt4/fXX8fPzY9q0aVrQbNOmTXTv3p1JkyZp9V7/S2JjY3F0dCQmJiZL7VDxcnvvvfeYP38+b731Fhs3bnzey/lXDBo0iCVLlvDuu++yaNGiZ3LO38+F4Lf1AiExidoxd0drprSrQKtK7s9kjhdBfHw89vb2QEbd40KFChEZGcm1a9dQSlGgQAG2b99O7dq1n/NKhRDin5WQnEqFyRl7RlyY1hJby2ez+asQQgghhHh1SXztn5Onzec+/vhjChcuzBtvvMHAgQP5888/AVi4cCHvvPMOPXv2xMvLi1GjRj2TxQrxojh16hQAFSpUeL4L+ZfExsby3XffARkB4mfh93MhDFl7wigoDBAak8iQtSf4/VzIM5nnRWBjY8PMmTNp3LgxiYmJnDp1ijt37lC2bFlGjBjB6dOnJSgshBBCCCGEEEKIf1We0jQKFSrE/v37eeedd1i2bJl2fPjw4QDUrl2b7777DkdHx7ytUryUXtUSAWvXruXQoUNARgmS/4IpU6YQHx9Po0aNqFatWp7Pl5au8Nt6AVNfV1CADvDbeoHmFdxeifeMXq9n3LhxjBs37nkvRQghhBBCCCGEEALIY2AYMr4WHRAQwKlTpzhy5AiRkZE4ODhQu3Ztatas+SzWKF5Cr2KJgPr16xMcHKxtHte/f/8sG9u9Sn7//Xc+++wz7ty5w/Xr19Hr9Xz++efP5NyBQZFZMoUzU0BITCKBQZHULen8TOYUQgghhBBCCCGEEH95ZoXdqlat+koHyUTuGUoEPJ4NaigRsOjt117K4PAff/yBra0tr732GuXKlWPZsmVcu3YNf3//5720Z8qwGd8XX3zB/v37sba2pnr16kybNu2ZlTsIj8s+KPx3+gkhhBBCCCGEEEKIp5OnGsNCPO5JJQJC1o+jtXdhdDod7777brbnCQ0NRafTodPpCA4O/qeWa5K/vz9Tp07lp59+MjqulOLhw4ccP36c5s2b/2PzG64788POzo7ChQtTr149hg8fzo4dO0hPT//H1gDQpUsXlFI8evSIP//8kzfeeOOZndvF3pr0xHiiD60j+tC6HPsJIYQQQgghhBBCiGcvTxnD/fr1e2IfMzMzHBwcKFu2LG3btsXDwyMvU4oX3JNKBGS2bNkyRo8eTalSpf7hVT0df39//Pz88PX1pWPHjs9tHZUqVdLqcyclJREVFcXRo0c5fPgwCxYsoFSpUixbtoxGjRo9tzX+XbWKO+FsmcrtgIwN7fI36GXUrgPcHDPqUgshhBBCCCGEEEKIZy9PgeGVK1dqXztXKmuOqE6nMzr+3nvvMXnyZCZOnJiXacULLLdf/TfT60lNTWXixIls2LDhH17Vy+mbb76hcePGRsfi4+PZtm0bn3zyCWfOnKFJkyZ8//33vPnmm89nkX+T3kzHyGal6fNF1jbDVnNT2lV4JTaeE0IIIYQQQgghhHgR5amUxPXr12nbti0uLi58+umn7N+/n0uXLrF//34+/fRTXF1dad++PUePHmXx4sUULlyYKVOmsHHjxme1fvGCye1X/1u274Jer2fTpk2cOHHiH17Vq8POzo633nqLwMBA2rdvT3p6Om+//TZ379593kt7aj5lXUwed3O0fmnrUAshhBBCCCGEEEK8LPIUGN64cSNHjx7l1KlTjBs3joYNG1KmTBkaNmzIuHHjOHHiBEeOHGHfvn0MGDCAgIAA7OzsWLhw4bNav3jB1CruhLujNU/K82xQswq9e/dGKcX48eP/1ly///477du3x9XVFUtLS9zc3OjYsSN79+412d/f3x+dToeXlxcA3333HT4+Pjg5OaHT6bR2Pz8/AFatWpWl1m92Vq5cSe3atbGzs8PBwYEmTZqwa9euv3VduWFlZcWaNWtwcnLi0aNHfPGFceqtUort27czfPhwqlWrRqFChbCyssLDw4MuXbpw8ODBvzXvoUOHtPs1YcIEo7YjR47QrVs3PDw8sLKyomDBgrRs2ZIffvghy3n69OlD8eLFtec3Z7XVHkc+fp3QP3dobSdPnmTy5MnUr1+fIkWKYGlpibOzM02bNmX16tUmv60ghBBCCCGEEEIIIXKWp8DwsmXLeOutt3B1dTXZ7ubmRteuXVmyZAkAHh4etG3bltOnT+dlWvEC05vpmNKuAkCW4HDm52b/H4C1srJi586d7Nu376nmGTlyJK1bt2br1q0AVK1albS0NH7++WeaNWvGpEmTchz/wQcf0LNnTy5fvkypUqUoXLgwAPXr16do0aIAuLi4UL9+faOHKf3796dv376EhIRQtmxZ0tPT8ff3p1WrVvz8889PdV1Pw8HBgT59+gDwyy+/GLU9fPiQN954g4ULF3L37l0KFy5M+fLlefToET/88AM+Pj7873//e6r5fvzxR5o3b05MTAwLFizgk08+0drmzp1LvXr12LRpE48ePaJy5craa9ulSxd8fX2NNssrU6YMNWrU0J4/fp8z/00ZOHAg06dP5/z589jb21OlShWsra3Zt28fvr6+9OplXJ9YCCGEEEIIIYQQQjxZngLDd+7cwcrKKsc+1tbW3LlzR3terFgxEhNzV4dWvJxaVXJn0duv4eZoXFbCzdGaMq722vOiRYsybNgwAMaNG5fr869atYqvvvoKvV7PokWLCAkJITAwkNDQUObMmYNOp2PGjBls3ryZqVOnotPptAAqZLxvFy1axNq1a7Wxd+7coW7duhw6dEjbVLF169YcOnTI6PG4P/74g59//pmdO3dy69Ytjh8/TlhYGJ06dSI9PZ2RI0f+oxmtho3ngoKCCAsL045bWlry7bffcufOHcLDwzl9+jSnTp3i/v37bNy4ERsbG95//31u376dq3kWLVpEly5dAPj+++8ZOnSo1rZv3z4+/PBDlFJMnjyZsLAwjh07xt27d1m3bh2WlpasXr2aL7/8Uhvz8ccf8/3332vPH7/PrVu31tpGjRrF2bNniY6O5uLFi9q5AwMDKV26NN99953UqRZCCCGEEEIIIYR4SnkKDHt4ePDTTz9lG+hNTEzkp59+wsPDQzsWHh5OgQIF8jKteAm0quTOoY+a8t3AOtjtnqGVCDj752EAJk6ciKurK7///jsWFhYEBgayfv36XJ17+vTpAAwePJh3330XM7OMt7Fer2fUqFFaBqmhJMTj0tLSmDx5Mr169dLKQ+h0uid+yGFKSkoK8+bNo3nz5tqxfPnysXDhQiwsLAgODubs2bNPfd7c8vT01H5+PDA8aNAgLRPaQK/X89Zbb/HBBx+QkpKSq3s+ceJEhg4diqOjIzt37syy0d2MGTNQSvHGG2/g5+eHhYWF1tazZ0/Gjh0LwKxZs0hKSnrqa+zZsyeVKlXKcrxmzZpaWZpVq1Y99XmFEEIIIYQQQggh/svyFBju378/169fp0GDBvzyyy9EREQAEBERwS+//EKDBg24ceOGloEJcPDgQapUqZK3VYuXgt5MR92SzhS0ywi4Fi1aFAcHBwAKFy6Mk5MTN27cICUlBYB33nnnifWnL126xPXr14GMTFJTxowZA8C5c+eIiYkx2WfAgAFPf0EmODo6mixl4ObmptXQvXbt2jOZyxQ7Ozvt57i4uCztgYGBjB8/no4dO9K4cWMaNGhAgwYN2LRpE5BRvzc7qamp9OvXj08++YQiRYpw8OBBGjZsaNTn4cOH7N+/H8j+9fjggw/Q6/U8ePCAo0ePPvU1Aty8eZNZs2bRrVs3mjVrpl2HoT51TtchhBBCCCGEEEIIIbIyz8vgsWPHcvHiRdauXUunTp0AMDMz02qJKqXo2bOnViYgLCyMNm3a0KpVqzwuW7yM+vXrh7+/P/v372fo0KGMGzeOlJQU9u7dS4cOHUhKSmLYsGFcuXIl29ISly9fBsDGxoaSJUua7FOhQgX0ej1paWk8ePAgS3vBggVxcXF5JtdUunTpbDelc3V15cqVKyYDts9K5nM7OjpqPxuCumvWrMlxvOHDHFN69uzJsWPHqFixIr///jtFihTJ0ufatWukpaUBmMzqBXBycsLDw4Nbt25x6dIlrfxFbn399deMGTOG5OTkv3UdQgghhBBCCCGEECKrPGUM6/V6Vq9eze7du+nduzdVq1bFy8uLqlWr4uvry65du1i7dq32VX9XV1fmzp1Ly5Ytn8nixcvPwsKCli1bMmfOHO3YV199xbZt20z2NwRCs9vwEMDc3JyCBQsCmCxdkC9fvrwsOdfnMrzv/8kaw8HBwdrPme/J7NmzWbNmDdbW1sydO5cLFy4QHx9Peno6SimWLVsGoGVrm3LlyhUAvLy8sg2kG14PMzOzHIPt7u7uRv1z6/Dhw4wYMYLk5GSGDRtGYGAgUVFRpKamopTSssdTU1Of6rxCCCGEEEIIIYQQ/3V5CgwbNG3alBUrVnD8+HGuXr3K8ePHWb58Oc2aNXsWpxf/AYMGDaJEiRLa88yBYoO0tDQCAwOBjICopaUlHh4e9OrVi9OnT2v9UlNTtUzhnOoGnzx5ksmTJ1O/fn2KFCmCpaUlzs7OOdarbdiwITqdjmPHjmVp69y5MzqdDnNz8ywlLFJSUrC3t0en02nBTIAHDx6wZMkSOnbsSJkyZYwCzf/73/8IDw83uY6VK1ei0+l47733gIws6DZt2uDo6IhOp2PJkiVARoB48ODB7NixgxYtWuDk5ISVlRWjR48GyHEjyC1btuDp6clvv/1Gx44dTQbZ7e0zNhNMT0/Pdq0AISEhRv1zy/BadOnShfnz51OzZk3y58+PXq8HJFNYCCGEEEIIIYQQ4u96JoFhIfLKwsJC21QO4MKFC0btUVFRNGnShG+++UY7Vrp0aeLi4li/fj01a9Zkw4YN2lhDeQND5rApAwcOZPr06Zw/fx57e3uqVKmCtbW1loV74MCBLGOaNGlicn3p6en4+/sDGQFsw88GgYGBxMfHU6xYMaMSGBs2bGDQoEFs376dpKQkKlSooLVt3LiRatWqERQUlO01GDace/DgAaGhoZQtW5aCBQty584d7R7VqFGDDz74gCNHjuDg4ED58uWJjY0F4M8//8yyVoMSJUqwf/9+SpQowfbt22nXrh2PHj0y6lOqVCnMzTMq0pw7d87keaKiorh79y4A5cuX145nV4IjM8O1Z1d+4siRI088hxBCCCGEEEIIIYTI6pkFhm/fvs3Ro0c5cOCAyYcQT9KjR49s69T26tWLgwcP0qBBA4oVKwZA48aNiY6OZu7cuaSlpdG3b1+uXLmiZRt7e3sb1d193KhRozh79izR0dFcvHiRY8eOcffuXS0LNygoSAs2GzRt2hSAixcvGh0/deoUkZGRWh3evXv3GrUbnhvGG9SqVYtt27YRGxvLzZs3jTKR27Rpw7179xgyZEiWtRtKQBhKKKxfv55bt24RGBhISEgItra2AAwZMoQLFy7QoUMHbty4wc2bN9mwYYNW5iItLY2uXbsSGRlp8h55enqyf/9+Spcuza5du2jTpg0JCQlae758+fDx8QHgyy+/NHmOefPmkZaWRsGCBalVq5Z23LBGwOicmRn6GDKOM0tMTDT6oEAIIYQQQgghhBBC5F6eA8Nbt26lXLlyeHl5Ua9ePZo0aWLyIcST6HQ6Pv/88yzHDx06xPbt2ylWrBhbt25l2rRpAHz77bcsWbKEESNGMGzYMBITE402XJs8eXKO8/Xs2dNkIDrz+9VQi9egbt262NjYaJm6BobA70cffYSlpeVTBYZbt25tsuTF6NGj8fDwYOfOnYSGhgIQHx/Ppk2bjLKrP/jgA3r06KE9Nzc314K1N27coHLlynz//fd4enpy+vRp2rVrp5VicHZ25sGDByxdutTULQKgSJEi7N+/n/Lly7Nv3z5at25NfHy81j5hwgR0Oh3btm1j6tSpRnWLN27cyKxZswAYN26c0XUWLFhQC9zv3r3b5NyG61i4cKFR0Dw8PJwuXbpw+/btbNcthBBCCCGEEEIIIbKXp8Cwv78/nTp1Ij4+nuHDh6OUolGjRgwaNIgKFSqglKJNmzZPDNAJYdC6dWssLS2Njv36669ARkZx/vz58fX1ZcSIEaSlpfHuu+/i7u7Orl27AAgICEApxYQJE+jSpcsT57t58yazZs2iW7duNGvWjAYNGvD5559r5RH27NlDnTp1aNy4MY0bN8bKyop69eplOc+ePXsAaNu2LbVr1+bcuXNagDQlJYXDhw8DWQPDkJH5un79egYPHkyrVq20423atCE0NBSlFD4+PpQqVQpHR0e6deumBURtbGxMBtOnT5+uBX8vXLhAjRo1KFeuHFWrViUpKUn7nTSU2jCsPzvu7u74+/tTqVIlDhw4QMuWLbVyFE2aNGH27NnodDr8/PxwdXWlVq1aFClShO7du5OUlMQ777zDBx98YHROnU7HO++8A0CnTp2oXLmydp9///13IKPcR/ny5YmJiaF27dqULVuW1157jSJFirB7927mz5+f47qFEEIIIYQQQgghhGnmeRn82WefYWdnx/Hjx3F1deWbb76hSZMmWtBp5syZzJgxQ8vwFCI3zM3NSU5O1p4byjZs2bKFQ4cOaccrVKhASEgIkZGRWgavmZkZO3fuzNXGh19//TVjxowxmutxSimOHz+ulWyAjOBu5kBqSkoKhw4donjx4nh5edG0aVMOHjxIVFQUAFevXiUpKYkyZcrg4eFhdP6LFy/Spk0bk3WEM5dXuHnzJk5OTtSuXZvq1atjZWXFnDlzqFixohbEzszb2xsHBweioqJIT0/n7NmzWFlZ4e7ujru7O8uXLwfQAsy5ybx1cXFh3759NG/enD/++IMWLVqwY8cOHB0dGTVqFPXq1ePLL7/k0KFDnDp1Cnt7e5o3b86gQYOyDdJ/8cUXODo68sMPP3D16lVtM7w+ffoAGaUqDh48yKRJk/j5558JCgrC2dmZTp06MWHCBBwcHJ64biGEEEIIIYQQQgiRVZ4Cw8eOHaNjx464urpqx9LT07Wfx48fz2+//cbkyZP55Zdf8jKVeEVkt9GZQWRkpBYQ3bRpE127dqV06dJARoD16tWrOY5PT0/PNijcuHFjlFIAHD58mBEjRgAwbNgwfH19KV26NPb29uj1em7cuKFtEpe5NAL8lfVbrFgx/P39CQgIID4+nu7du2vtfn5+NGjQgAsXLjBhwgSjcZnX2rlzZ4KCgqhWrRp+fn5Ur16dggULalnTjRo14uDBg/zvf//TgqUAK1euBDICp9mJi4vT5oGMzOSQkBCjer2Ge505CG24R6YULFiQkydPmmyrU6cOmzZtynasKdbW1syYMYMZM2Zk28fZ2ZmFCxeycOFCk+05rVcIIYQQQgghhBBCmJanwHBCQoJRBqSVlZX29XKDOnXqsGLFirxMI15RaemKwKBIwuMScbG3plZxJw4ePKi1161bFwA7OzsAli9fTt++fZ/J3KtWrQKgS5cuJssRREREZDu2Ro0a2Nvbc+vWLa5du5alfnCdOnWwtbXVju/btw8gS63twMBALl68iI2NDTt37tTKOuR2HU9iZ2dHdHQ0e/fulTrfQgghhBBCCCGEEMJIngLDbm5u3L9/X3vu4eHB+fPnjfpERESQlpaWl2nEK+j3cyH4bb1ASEyidszd0ZpHP88G0OrIQkZZhFOnTnHmzJlnNr+hdEOjRo1Mth85ciTbsebm5jRs2JBt27axZ88erayEITBsaWlJ/fr12bVrF+fPn+fYsWPodLoswVnDGsqXL28yKBwVFcWVK1ee/uL+n7e3NwcPHuTMmTMSGBZCCCGEEEIIIYQQRvK0+VyVKlU4d+6c9rxJkybs27eP7777jocPH7Jjxw42bdpE5cqV87xQ8er4/VwIQ9aeMAoKA1z6fTWnj2bUEJ4yZYp2/K233gJg9erVhIWF4e/vj06nw8vL62+vwdbWFsCorIJBYmIi33zzTY7jDUHg3377jSNHjlCxYkWjkiqG9qlTp5KamkqlSpUoVKiQyTWEhYURFBSETqdDp9Np7XPnzjWqbfy0DPdtwYIFRqUihBBCCCGEEEIIIYTIU2C4ffv2nDp1ips3bwLw8ccfY2dnx9tvv42DgwNvvPEGqampOdYPFa+O69evM378eGrXro2LiwsWFhY4Ojry559/AhkbqKWlK/y2XsBQFValp5F4+xzhP0wn+sBqANwbdKVN23baedu2bUuLFi2IjIykSZMmnD17NsvcN27c4PPPP2fp0qW5WquPjw8ACxcu5NixY9rx8PBwunTp8sTN2AyB319//ZWkpKQsdY0N7T/88IPR88zq1q2LhYUFd+/e5csvv9SOp6ens2DBAj799FOsra1zdT2mDBw4EG9vb65evUqLFi1MZlyfP3+eSZMmsXXr1r89jxBCCCGEEEIIIYR4+eSplES/fv3o16+f9rx48eIcO3aML7/8khs3buDp6cm7775L1apV87pO8QJLS0tj3LhxzJs3T8twLV68OF5eXsTFxXH58mUgY8O07zf/QKpjUZRKQyUlkBoTjkpNAsDMKh/5G/fFsmorAoMiqVvSWZtj48aNdO3ald27d/P+++8DGdm+1atX5/bt21pJk8yZxjkZOHAgixcv5uLFi9SuXZvSpUuTL18+zp07h5mZGQsWLGDAgAHZjq9atSpOTk5ERkYCWQO/1atXx9HRkZiYGJPtAC4uLowbN47p06cb1Tk2lGgZMGAAV69eZf/+/bm6psdZWVnx22+/0aFDBwICAqhSpQpFixalcOHCJCUlERwcTHR0NIDUARdCCCGEEEIIIYT4j8lTxrApJUuWZMGCBWzfvp3//e9/EhR+xSml6Nq1K7Nnz8bMzIxJkyYREhLCjRs3tM3VGjRooPV/GB9H0t0LJIddJ+1RLOYF3MlXqRnObT7AY9hq7Ku2AiA8zrjMRP78+dmxYwfff/899evXByA5OZmLFy/i4OBAjx49+O677xg1alSu1p0vXz4OHjzIkCFDcHd3JygoiJCQEDp16kRgYGCWDODH6XQ6GjduDIBer9cykA0yHzPVbjBt2jSWLl1KhQoVtGMlS5Zk6dKlLFmyJFfXkpOiRYty5MgRli1bRosWLUhMTOT48eNcvXoVNzc3+vXrx88//0z37t3zPJcQQgghhBBCCCGEeHnolFLqyd1M0+v1dO/enXXr1j3LNb0yYmNjtaxRBweH572cf8Ts2bMZM2YMFhYW/P777yYzYw2UUgz+cAI7Les/8bzfDaxjlDGcmb+/P02aNMHT05Pg4OC/u/QXSnBwMMWLFwcy7pMQQgjxKkpITqXC5B0AXJjWElvLPH15TQghhBBC/Af8F+Jrz0ueMoYdHBwoWrTos1qLeMk8fPiQmTNnAjB27Ngcg8KQkWW7aPYnuDtaY9hiTSnFwwv7Cdswkdtf9eDmFx0JWdSHrye+x4kTJ/7WulJSUli0aBENGjSgQIECWFtbU6JECQYNGsS1a9dMjpk6dSo6nY4+ffqQlJTEp59+SuXKlbGzszPaEO7OnTt89dVXtGrVipIlS2JjY4ODgwPVq1dnxowZxMXFZbsupRRLliyhevXq2Nra4uzsTOvWrTlw4MA/ck1CCCGEEEIIIYQQQmQnT4HhWrVqcfr06We1FvGS2bZtG5GRkZiZmWl1f3Oje81iKDI2nnvw82c82PoFiTdPobOwwtKlOBYqmQ0bvqNWrVosXrz4qdYUFxdHs2bNGDp0KAEBATg5OVGpUiXCwsJYsmQJlStXznGjtcTERBo3bsyECRNISEigfPnyRp9GzZs3j5EjR3LgwAGUUnh7e1OoUCFOnz7NpEmTqFOnDlFRUSbP3adPHwYNGsSJEydwcnKiRIkSBAQE0LRpU7Zs2fKPXZMQQgghhBBCCCGEEI/LU2B46tSp7N27l9WrVz+r9YiXyKFDhwCoWLEiLi4uT+z/+7kQGszay9zdVwCI+WMjCZcD0FlYUajTx9Qcv4Gfd+0n4n44o0aNIi0tjaFDh3L06NFcr+n999/n4MGDFCpUiIMHD3L9+nX+/PNPQkJC6NGjB48ePaJnz57ZlqDYvHkz9+7d49ixY1y7do1jx44RGhqqtbdu3Rp/f3/i4uK0OsrXr18nKCiI9u3bc+HCBcaPH5/lvMuWLWP16tWYm5uzZs0a7ty5w7FjxwgLC6Nv376MGzfuH7smIYQQQgghhBBCCCEel6caw9OmTSMgIIDdu3fz2muvUbNmTVxdXY2+eg8ZJQQmTZqU58W+bF71GiidO3dmy5YtdOjQgZ9++inHvr+fC2HI2hMY3mzpyYncWdAblZxA/sZ9mTphHMOblkZv9td7p1GjRhw8eJC2bdsaZcRmV2M4ODiYkiVLkp6ezqZNm+jatavRGlJTUylTpgxBQUEMHz6cb775RmubOnUqfn5+AAQEBFCvXr2nvh8JCQnkz58fKysroqOj0ev1QEYJidKlS3P9+nVGjhzJ3Llzjcalp6dToUIFLl++rPV/FtckhBBCvGikxrAQQgghhHhar3p87XnK07/Gp06dqv18/Phxjh8/brLffzUw/KqLjY0FwM7OLsd+aekKv60XyPwJRNKd86jkBHTmljhUe4MNx24zvGlpo3GjR4/m4MGD7N69m+TkZCwtLXOc5/fffyc9PZ1ixYrRuXPnLO3m5uaMHDmSESNG8Ntvv5kMopYvX/6JQeHY2Fg2btzIH3/8wb1790hISNCCuWZmZsTHx3P16lXKlSsHwJUrV7h+/TqAyZIbhlIcw4YN+0euSQghhBBCCCGEEEKIx+UpMLxv375ntQ7xEjJ8ShMfH59jv8CgSEJiEo2OpUTeAUDv4ILO0oaQmEQCgyKpW9JZ6+Pt7Q1k1P0NDg6mTJkyOc5jyLitUKECZmamq6QYzhkUFGQy2FyxYsUc5zhw4ABdu3YlPDw8x34RERHaz5cuXQLA1taW4sWLm+yf3bzP4pqEEEIIIYQQQgghhHhcngLDPj4+z2od4iVUpEgRAG7cuJFjv/C4xCzH0pMfAaC3K5BtP3d3d+3nuLi4J67H0MfNzS3bPo+f09nZ2ag9X7582Y6NjY2lS5cu3L9/n2bNmjFu3DgqV65MgQIFsLCwAKBYsWLcvn2blJSULOvKqQ6zq6vrP3ZNQgghhBBCCCGEEEI8Lk+bz4n/tgYNGgBw/vz5HDNoXeytsxwzs7QBIC0+Ktt+ISEh2s/29vZPXI+hT+bN4h73tOfMbNu2bdy/f5+iRYuydetWXn/9dVxcXLSgsFKKqKioLOMM8+R0j8LCwkwe/6evSQghhBBCCCGEEEL8N+U5MJyamsrcuXOpVasWDg4OmJv/lYR86tQphg4dypUrV/I6jXgBtW7dGicnJ9LT0/n666+z7VeruBPujtZk3pLQwikj2zgtNhyV/Ah3R2tqFXcyGnf27FkArK2t8fLyeuJ6DDV9L1y4QHp6usk+hnOWKFHiqUsuBAUFAVCzZk1sbGyytJ87d85kWQ3DuhISEow2y8vs/PnzJo//09ckhBBCCCGEEEIIIf6b8hQYfvToEU2aNGH06NHcvHkTBwcHbRMugOLFi7NixQpWr16d54WKF4+dnR0fffQRAJ9//jl79+412U9vpmNKuwoopYj5YyMAVkUqorO0RaUmE3dyG1PaVUBvpjMaN2fOHACaN2+eq4Bnq1atMDMz49atW/zwww9Z2lNTU/nqq68AaNOmTe4v9P/Z2toCxhm6mX3xxRcmj5cpU4YSJUoAmNwcTimV7aZx//Q1CSGEEEIIIYQQQoj/pjwFhj/99FMCAgKYOXMmoaGhDBgwwKjd0dERHx8fduzYkadFihfXmDFjaN++PSkpKbRu3ZopU6ZkKXuQmJhI0vVArLZNIvrgGgDMLK1xqNkRgISjG0i8dlTrn5yczNixYzlw4AB6vZ4JEybkai2enp707t0bgOHDh3Po0CGtLS4ujr59+3Ljxg3s7OwYNWrUU19ro0aNADh8+DCLFy82Wu+kSZNYt26dyQC2Tqdj3LhxQEZgeP369VpbYmIiQ4YM4fr168/lmoQQQgghhBBCCCHEf1OeAsMbN26kSZMmjB07Fp1Oh06ny9KnRIkS3Lp1Ky/TiBeYTqfjhx9+YOTIkaSlpTFt2jQKFy5MyZIlqV27NhUqVKBAgQJ07NiRK+dO0aRpU74bWIevuldl67IvefPNziQ9ekSnTp0oVqwYtWrVwsXFRcu+TUtLo3bt2rlez9dff02DBg0IDw+nYcOGlC5dmpo1a+Lm5sbatWuxsbFh/fr1uSpN8bhq1arxzjvvADB48GA8PDyoWbMmLi4uzJgxg2nTphltBJfZgAED6NmzJykpKfTq1YuiRYtSq1YtXF1dWbp0KZ999tlzuaZnpU+fPuh0OqZOnfq3xjdu3BidTsfKlSufyXqCg4Oz/ZskhBBCCCGEEEIIIfIYGL516xY1atTIsY+9vT0xMTF5mUa84MzNzXFwcCAtLQ2AwoULExsby4kTJ7h79y5ly5ZlyJAhHDp0iL179lC3pDMdqnrQsKwrmzd/z7p162jatCnx8fGcOnWKfPny0b59+7+1Fnt7e/bu3cuCBQuoV68e4eHhnDlzhkKFCjFgwABOnz5Nu3bt/va1rlixglmzZlG2bFlCQkL4888/iYmJoUWLFtlmNoeGhmJmZsb69euZMWMG1apV48GDB1y7do26deuyd+9e3nzzzed2Tc/SypUr8xQgFkIIIYQQQgghhBD/DvMnd8mevb094eHhOfa5fv06hQoVyss04gWXnp7OqlWrtOfW1tbcvn07V9maOp2Onj170rNnT6Njv/zyS7ZjGjdubFTL+nEWFhYMHTqUoUOH5vIKYOrUqbkKZur1esaOHcvYsWNp3Lgx+/fvB2Dv3r1cu3Yt283lDHr16pVtAPlZX5MQQgghhBBCCCGEENnJU8ZwnTp12Lp1K9HR0Sbbb9++zbZt27TarOLVM2XKFPR6PTdv3sTCwgJLS0uuX7+uBUz/C/R6PampqUycOPF5L0UIIYQQQgghhBBCiFzJU2B4zJgxREVF0axZMwICAkhNTQUgISGBPXv20LJlS1JTU2VTrFfU45nCVlZW1GvSAoBZXy0iLT37DNiclC1blhIlSjyTNf4bevXqhV6vZ9OmTZw4ceJ5L0cIIYQQQgghhBBCiCfKU2C4UaNGzJ8/n7Nnz9KoUSM+/fRTIKPERIsWLbh27RoLFy6kevXqz2Sx4sWyZ88ebt68qT2Pj4/n1KMCAOz47Wfq+G3l93MhWcZ5eXmh0+nw9/fn8uXL+Pr6UqRIESwsLOjTpw+XLl1iz549Oc79ww8/YGNjg7m5Of/73/+04ydPnmTy5MnUr1+fIkWKYGlpibOzM02bNmX16tXZlmvIvPlZZGQkI0eOxMvLCysrKzw8PBg4cCChoaEmxxYvXhxvb2+UUtSqVQtLS0vc3d2pUaMGH374IUFBQUb9Hzx4wJIlS+jYsSNlypTBxsYGCwsLrKyssLCwwM7Ojpo1azJv3jySkpKMxo4fPx6dToe5uTkWFhY4OjpSsmRJOnXqxPLly7P0a9u2rXZMKcX27dsZPnw41apVo1ChQtr1denShYMHD+Z4z4OCgujduzdubm5YW1tTpkwZJk6cyKNHj7Idk3nOcuXKYWVlpW0K5+joyNChQ7Xa1KYkJyezZcsW+vXrh7e3N05OTlhbW+Pl5UXv3r05c+ZMjms2OHToEG3atMHZ2RkbGxsqV67M/PnzcyzfcfHiRfr166e9DwoUKICPjw9Lly7Ncc1CCCGEEEIIIYQQLwX1DFy4cEG9//77qnbt2qp06dKqevXqaujQoercuXPP4vQvrZiYGAWomJiY572Uf0T37t0VoAClM7dUgLKt4KPMbPMrQDm3HK68PvpVbT97z2icp6enAtSnn36qbG1tlZWVlapWrZqqVKmS6tu3r1JKqaCgIO3cj5s/f74yMzNT1tbW6scffzRqq169ugKUo6OjKleunKpRo4YqXLiwdq4ePXqYvBYfHx8FqOnTp6uiRYsqc3Nz5e3trcqUKaPMzMwUoEqUKGH0WhrGFCpUSDs/oMqWLas8PT2VhYWFAtTs2bO1tqCgIPXNN98oQFlaWipnZ2el0+mMxuv1em3OunXrqtjYWKWUUkuWLDHqV6pUKVW5cmVVoEABBSgPDw+llFJpaWmqaNGiClAbN27U1hsXF5fxWul0qlChQqpy5cqqSpUq2nidTqcWLVpk8v4cP35cOTo6KkBZWFioatWqqTJlyihA1a5dW/Xo0UMB2ms7ZcqULHNq7xWdTun1eu151apVtXu5YsUKo3nPnj2rAGVmZqbc3NxUtWrVVMWKFZWdnZ12D3/55Zcs6838/lmxYoUyMzNTTk5OqkaNGkav14cffmjyejdu3KgsLTPe0/ny5VPVq1dXxYsX18Y1b95cJSQkmBwrhBAiew+TUpTnR78qz49+VQ+TUp73coQQQgghxEvgVY+vPU/PJDAsTHuV37iRkZHK2tpaC5TZlK2fEfSzsFJ21dpkBO3cyyqvj35VdT7drVLT0rWgoaurqxYgtLGxUXq9Xvn6+iqllEpISDAKfhoCwytWrMhy3NSjYcOG6uzZs0ZrvXDhgmrbtq0yNzfPCF7b2qpGjRqpJUuWqNTUVKXUX0FeCwsL1aJFC6NA7saNG7VrNTMzU2XKlFF+fn6qUaNGWj9vb2/Vv39/Bajy5cur0aNHq+rVq6v8+fNrQV5ALVmyRB09elRt27ZN7d27V5mbmytLS0s1b948dffuXTVw4EAFqAYNGqiaNWsqQPXr10+lpqYqZ2dnBahatWopQA0ZMkS7xosXL6qvvvpKKaXUnj17FKDy58+vHj16pPVJSkpS3377rbp7967R/UlNTVUbN25Utra2ysLCQt26dcuoPTExUZUqVUoBysfHR4WEhGhtf/zxhypUqJAWBH88MJyUlKRmz56t8ufP+LCga9euKiYmRpvTyspKAdpr83hgODQ0VK1Zs0ZFRERkWdP8+fOVXq9XTk5O6uHDh0btmQPDVlZWau7cudprrZRSn376qfYevHbtmtHYixcvaq/3gAEDVHx8vNa2a9cuLUA+bNgwJYQQ4ulIYFgIIYQQQjytVzm+9rzlKTC8e/fuZ7WOV9Kr/MadP3++UUDWvf8CLVPYoV73TMcXKs+PflV/XHugBQ0NQUKdTqeqVq1qlCmslDIZGN66datycXHRskSrVaum6tevrz0MgTxDgNkgc+anoY+NjU2WzE9DYLhgwYIqKipKa//222+VtbW1dg5DANTQ1/DzvHnz1IMHD5SDg4N2zMnJSVWsWFF5e3sbXc+4ceOUUkrVr58RTP/yyy+N1uzh4aF0Op36888/Vb58+ZRer1cnT57U7t3u3bu18yclJWV5bXx9fRWgBg0a9FSv6YQJExSgPvvsM6Pjq1ev1u5faGholnHr1q3Tru3xwLBSSk2bNk0Bys3NzShQnXnOzNm9T6NXr14KUBs2bDA6njkw3L9/f5NjDa+LIaBu0K9fPwWoSpUqqfT09Czjli5dqr0X7t27l6VdCCFE9iQwLIQQQgghntarHF973vJUY7h58+YUK1aMcePGcfbs2bycSrxkMteztXQvi2VBT/JV8AEgMegkFi4Zm8c9PLsbgPC4RK1/dHQ0AFOmTOHkyZOcPXuWBQsWZDvXw4cPWbBgAeHh4Xh7e3Pjxg1OnDjBoUOHOHToEAMGDCAxMRFra2sGDRrEzZs3mTVrFq1bt6ZHjx4kJyfj6upKhQoVAHBwcGDXrl04Ojqya9cuxowZo83Vs2dP8ufPrz0fPnw477//Pjt27ADA2tqadevWodPpePDggdZv69atWFlZaecqWbIk4eHhnDt3jp07d2r9nJ2d+eyzz9i8eTMBAQHodDp+++03GjZsSIMGDWjQoAFxcXEopbh//z41a9YkLS2N8+fPY2NjQ3R0NK+//joAkZGR/Prrr0b3KiEhgR9++AEAX19fk/czMDCQ8ePH07FjRxo3bqzNu2nTJiCjTnNm27ZtA+Ctt97C1dU1y/m6deuGm5tbdi+fNr5kyZJ0797d5Jw6nS7b8ZBRz/rDDz+kXbt2+Pj4aOMPHDhgcs2ZDRs2zOTxunXrAnDt2jWT6x05cqTJdfXu3RsXFxdSUlLYtWtXjusWQgghhBBCCCGEeFGZ52Xw8OHD2bhxI59//jlffPEFlStX5p133qFHjx64u7s/qzWKF8yZM2c4ceKE9tzM2paQ1aNIjboHQHLIZcxsHQGIO7OT/D6+uNhba/0tLCxISUmhRo0a2jEbG5ts52vSpAnHjh3Dx8eHn3/+GUdHR63N39+fQYMGaRvH/fnnnzRp0oTk5GSjc4SFhREWFgZAREQEr7/+OnPmzGHAgAEsXrxYW0uZMmWMxjVq1IhZs2Zx48aNjOuJi6Nnz55s2LCBrVu3AmBra8uePXtwd3enSZMm2Nvbc/36dZYvX87AgQONzjd69GjGjx9P7969AVBKZbvR3ogRI4iKigLg7t27jB49munTpxv1mTlzJvXq1dMCsz/++CPx8fGUKlWKevXqGfVNTU2lX79+rFmzJtt7bbg/mV26dAmAihUrGh2fN28e0dHR9OnTh3LlypncnC81NZXjx48DEBAQkO2cVlZWJCYmZjkeHx/Pm2+++cQA7ONrzuzx19TAEOSOi4vTjsXExGjXUalSJZPjLCwsKFeuHOHh4dq9EUIIIYQQQgghhHjZ5Clj+Ouvv+bevXv88ssvdOnShStXrjB69GiKFStGy5YtWbt2LQkJCc9qreIFkTlbGDIyhJNDrmBmlQ+duRUA6Y8ygm0qMZ77q96nVnEnrb+dnR0A+fLly9V8V65cAaBs2bI4ODhoxy9fvsybb75JSkoKM2bMoFixYowYMYLk5GSGDRuGs7MzAIsXL0YpxfXr14GMYCUYZ34aArCPr8mQbWpmZvyrYsg2NfTx9fXFzMyMrVu3aoHGwYMHU758eTp16pTl3j169ChX133//n0gIxPYz8+PL774AisrK63Pn3/+ibu7O82bN+f06dNa0NcQeM5s9uzZrFmzBmtra+bOncuFCxeIj48nPT0dpRTLli0DICUlxWic4XoezxaeN28efn5+BAcHm8wkNsxpON+wYcOyndPCwsLk+NGjR7Nr1y4KFizI0qVLuXbtGgkJCaiMMjhMmjTJ5Jozy+59ZnhNlVJZrhXIMQva8MFX5v5CCCGEEEIIIYQQL5M8BYYB9Ho9bdu2ZePGjYSGhrJ06VIaNGjA7t278fX1xdXVlXfeeedZrFW8AJKTk1m7dq3JttSYMFRqUsYTla4dfxR+E73ZX1/JT0rK6PPZZ5/las7du3dToEABFi9eTPXq1dHpdPTo0YM2bdoQFRVF3759+fjjj1m1ahUAXbp04ZNPPtGySCtXrgxkzSo1ZH4C2X6A8aRsUwAnJydWrlxJZGSklrEMGQHHS5cuceTIEa3v1atXjc5TrFgxLci5YsUKICMDGWDFihVa29SpU9HpdIwePZrExETCw8MpVaoUkFEaY/fu3TRu3Jjdu3ej0+lM/s6tXLkSyAjWjhw5kvLly5MvXz6tXEJ2Wbf29vYAWsa1Kdm1GeaEjOzr7OZ8PMMbMgL469at087Tv39/SpYsaZRdnlOm8N9huFbAZAa0QUhISJb+QgghhBBCCCGEEC+TPAeGM7O3t6dfv37s27ePmzdv8vHHH5OcnMz69euf5TTiOfrll1+MgnEWFhbo9Xow1GLNVJPVzDIjgGdmZmYUOHxSPdnH1ahRgz179uDs7KzVkt27dy/Xr1+nadOmfPvttwAEBQUBGQFIU5mfmQO0BobMT0MW8eOelG2amV6v5+rVq+zbt8/oGjOfw5CBbMiQvXPnDpGRkUbnyU2WfaFChRgxYgQApUqVonjx4kRHR5OWlkajRo3w8vLKMibz/THF1P0BtOD5hQsXTLanpaVx+fJlk22GObMbb5jT8GFBZvfv3yc+Pv5vrfnvcnR01N4v586dM9knNTVVKyFRvnz5Zzq/EEIIIYQQQgghxL/lmQaGISNLcteuXUyYMIGvvvqKlJQUk0E08XJavHix0fOUlBTS0tLA8HX8TF/Ld7C1wtnZmfT0dFavXq0dN3x1/88//8TZ2RlLS0uKFClCz549jWoXZ3b69GkiIiK091J4eDjW1tYcPXoUZ2dnmjRpogURQ0JCjDI5p0+fjk6nY8KECdqxypUrY2trq23Ulp6eTk4yBwmtra0ZOnRoluuBvzJkR40apWUbP3z4UGtftGiRdt+8vLxIT09nzpw5eHl50bdvX6M5+/bti06nQ6fTERwcDEBwcLB2rEePHlhYWHDixAmKFy+ujfPx8aFfv35adm3+/Pnx9vbWgtWGbFcALy8vdDodq1ev1momZ+bv78+GDRsA2LhxI+Hh4axcuRKdTsfNmzcBeP3117VzGo4ZGLKfIeO9kzkAfOnSJZNzmhqbec0Ge/fuzfb9khdt2rQBMkplZH5tDdasWUN4eDgWFhY0b978mc8vhBBCCCGEEEII8W94ZhHbU6dO8eGHH1KkSBFatWrFmjVrKFasGDNnzjTKGhQvr7t377J7926jY3Z2dhQqVAhXV1dcXV1xcXHR6gBHR0drgUBDmQT4Kzs0IiICW1tbqlSpQnx8PN999x21atXKcQ2P130tU6YM6enp+Pv7c/jwYQAWLlzIlStXtL63b98GjAO0jx49onTp0lqmcE5lEr744gvat2+vPS9XrhzW1n9tpmeotQ1/ZchWr17dKLBpkD9/fu3n4OBgzM3NmTlzJjY2NlpNZIOSJUtSoUIFnJ2duXnzJv379+fYsWNau7OzM2+88QYA+/fvBzKylqdNm8aKFSu4d+8e5cqVo0iRIgQFBWn3/eOPP84SaP34448zMr+zYW5uTmJiIt27d8fKyor69etrtY71er0WdLa0tDQa5+Pjo/UJCQmhT58+xMXFcfr0adq1a6eNM5VF7ujoSJUqVQAYOXIk0dHRWpu/vz/du3c3eh2eldGjR2Ntbc25c+cYPHiw0ftm7969fPjhh0BGDemc6hALIYQQQgghhBBCvMjyFBi+ffs2n332Gd7e3lSvXp25c+eSnp7OiBEjOH78OOfOneOjjz6iSJEiz2q94jlatWqVUQbl8uXLiYuLIzw8nNDQUEJDQwkLCyMiIkILchqyeC9evKgFJtPS0gCoWrUqt2/f5tixY4SFhTFq1CitLTuGAKyjoyOJiYkUL16cO3fu0KlTJ5RSWFhYEBMTQ+3atbUN3nbu3AkYBx+vXr3KyJEjteOmMkMBfv31V8aOHWuUgXzq1Cm+/PJL7XloaCgeHh54enpy584dAN555x1OnTqV5XyPX5+NjQ06nY5Lly5pJToMAdrg4GAuXLhAREQEjo6OLF++nLfeeksbW6tWLQ4cOGB03rS0NMzMzJg2bRoRERGcPHmSc+fOERcXx+LFi7GysuL48eMUL16cKlWqcPfuXSAjg3ny5MnZ3veCBQvi4ODAvn376NOnD48ePdLmLFOmDN27dwf+Ks1hMH36dPLly6f13bBhA46OjlStWpWgoCCttnDmTQUz+/zzz9Hr9Wzfvp0iRYrw2muvUaJECZo0aYKHhwfDhw/Pds1/V7ly5Vi1ahWWlpYsWbIENzc3atasScmSJWnWrBlRUVE0b96czz///JnPLYQQQgghhBBCCPFvyVNg2MvLiwkTJnDjxg26d+/Otm3buHv3Ll9++SXVqlV7VmsUL4jly5drP1tZWWUpfWBgbm6Or69vluOZ6/5CxgZuaWlpzJ07l5o1a7Jo0SLMzc1NnvPxTduaNWtGsWLF2LJlC76+vsybNw8LCwtSUlIoV64cer2emJgYozGZg7KZMz+7du2qHX+8vq9hg7wnBQH1ej1paWla8NtQmqJw4cJG/QzBaicnJ6pWrUpycjK2tra4u7vj5ORktM7ixYszZcoUTp48SZkyZVi2bJlR5vLJkycxMzPT6hUbTJw4kUmTJhllLOt0OgYOHMixY8fo0KEDNjY2RnWBFy9enCWom5mVlRUnT56kV69eODo6cv78ea1t7ty5WTKFDby9vTl8+DAdOnTA3t4eMzMzdDoder2eUqVKGQW6TWnRogX79u3j9ddf1wLoVlZWTJw4kYCAgGxrQOfVW2+9xcmTJ+nTpw9OTk6cOXOGiIgIGjZsyJIlS9i+fbvRJnhCCCGEEEIIIYQQLxudyi5VMheaNWtG79696dy5M3Z2ds9yXa+E2NhYHB0diYmJyTYj8mVx4MABrSwAwJtvvqnV5zXl/PnzVKpUSXs+dOhQNm/eTHh4OGZmZqSnp9OrVy/u37/Pzp07KVWqFPny5ePChQukpKQA8P3339OlSxcAGjRoQEBAgHY+FxcXSpcubTTnsWPHtAxUvV5PxYoViYqK0kpJAFSqVImEhARu3LgBQPPmzfnpp59wcnIiKSmJ48eP89prrxllF7u5uWUpvbBy5Ur69u2Lj48PN2/eJDg4mD/++ANPT0+qV69OaGgokJFBW7BgQc6fP4+DgwMzZsxg+PDheHp6anWDTZ3T39/f5H0NDg7W6gln/tX19/enSZMmWFlZER4enuv3m5eXFzdv3mTfvn00btw4S7vhvKbW+6SxQgghxOMSklOpMHkHABemtcTW0vQHwkIIIYQQQhi8SvG1F02e/jW+Z8+eZ7UO8YLLXCMYjLNv09IVgUGRhMcl4mJvTa3iTlSsWJFatWoRGBgIQEBAgBbwtbOzIzY2lk2bNuHh4cGff/5J9erVATh+/Dg1atQAMsoQGALDjwsPDyc8PNxkW4kSJdi3bx/FihUD4O2332bdunVARsDa3t6ehg0b0rt3b/r27Yter8fFxYXbt29nyWqGjCzfBg0aZJkfMrJ2DQHa27dvU7duXXbv3q0Fxe/fv69lUE+ePDlLcPVZOXv2LJAR+N6yZcsTA8z/NFPvCb1Z1jrCQgghhBBCCCGEEOL5eCZpGsnJyezevZtLly7x8OFDJk2aBEBiYiKxsbEULFgQM7Nnts+deA5WrFhBTEwMP/74I4CWcfv7uRD8tl4gJCZR6+vuaM2UdhU4evQo8+bN44MPPuDOnTuMGjWKSZMmUaBAAWJjY0lJSWH16tVaUBigYsWK2s9nz54lJiYGR0dHBgwYQEBAAJ6enty8eRNfX19Wrlyp9V2zZg29e/cGYNiwYVpQGKBUqVLAX7WEly9fTufOnY2uz/D+NAR5lVJ88sknTJw4kZiYGKNs5cxiY2O1n88EhzOtRl3OHz+iHQsKCjKqse3l5WWU6evj46PVCc7LRmaGdWTe3O55yek90apS9uUqhBBCCCGEEEIIIcS/J8/R2l9++YVixYrRrl07Ro8ezdSpU7W2M2fO4O7uzoYNG/I6jXgBZM6mPX/+PBv2n2XI2hNGAUCA0JhEhqw9we/nQrQSIzExMdoGboYN6SpXrkzDhg2NxmYu2aCU4vr167la22+//ab9bKjV+7iiRYtm6ZsTw9obNWqEUirbx/az96jz6W7WRhbnWni80Tn27t2b7fmvX7/OwYMHc7WWJzF8lSI6OhpHR0fKli1rFBzPjqFkRnYVZR4+fPhU6/j9XMgT3xNCCCGEEEIIIYQQ4vnLU2A4ICCALl26YGVlxVdffUXPnj2N2mvVqkWpUqVyrEUrXh6GwK6FhQXp6el8OPUzTIUTDcf8tl4g9v+DyY6OjpQrVw7ICF4ClClTJstYQ0kEA1OlHUzJvJFadgoUKADApUuXcnVOb29vICMIbthM7nHZBUIx0wMwa+78bM+/cuVKlFKUL18+V+vJSeXKlQE4d+4cr7/+OpcuXWL16tVPHGfYvC0sLMxk+5UrV7Idm7kOM2SUj/DbeuGJ74m09L9d1lwIIYQQQgghhBBCPCN5CgxPnz6d/Pnzc/z4cYYPH55lMzCAGjVqcPr06bxMI14QhpIIzs7OANw7sIlHN02/tgoIiUkk4PhZbWyDBg1wcHDQ6hMbgpKZzZkzBwAbG5uM8+Ryb8TcBJAN58xtsLlBgwYULlyYiIgIli1blqU9p0CopVtG+YoLp//k/oOILO3p6emsWrUKvV7PO++8A/xVziIhISFX68usXr16FC5cmKSkJL788stcjzP8zh4+fDhLW2pqKkuWLMl2rK2tLQBNmjTB39+fwKDIrAHyTAzvicCgyFyvTwghhBBCCCGEEEL8M/IUGD569CgdOnSgYMGC2fYpWrQooaGheZlGvCAMG7CFh4dj7VUN0lMJ/34K0QfXkRYfZdRXpSaTcPUIv25eD0D9+vXJly8fo0aN0vrcunVL+zk5OZmxY8dy4MAB9Ho9jo6OT7U2QzZzTgzZyOfOnTP5Icbjmjdvzr179wAYPHgw8+bN49GjR1p7YFAkd+9H8fByABHbvzYaa+1ZBcwtQSlq1a3HtWvXjNrXr1/P7du3adWqFe7uGXV3LS0tgYwM5dDQUO7cucNXX31Fq1atKFmyJDY2NloWMxgHuC0sLJg5cyYAfn5+6HQ6GjVqpLUrpdizZw+FChVCp9Ph7+/PrVu3ePDgAQBff/01bm5ufPjhh8TGxhIbG8vAgQOzrDstLY0VK1bQrFkzo7YZM2Zw9M8TT7ynAOFx2QePXzT+/v5MnTqVn376Kds+p06dYurUqUY1r4UQQgghhBBCCCFedHnafC4pKUmrbZqd6Oho2XjuFfHGG2+QP39+oqOjsXQriUXBYsQd30rMH98R88cGzPO7YmbjgEp+RGpMGCo1WRtrKDMyYcIENm7cyMWLF9m3bx/FihXDzc2NK1euEBMTg5mZGQsXLuTTTz99qrWVK1eOU6dO5dgnNTVV+/natWscOnRIC3Y/7vH6v0opPvjgA8aPH0/ZsmWxtrbm5r1QQu/cBpWO3sHFaLyZpQ1OzQYRuWM+wdeuULp0aUqXLo2joyO3b9/WSjf07dtXC/BaWVnh7e3N2bNnKVmyJPb29oSFhWFmZkaRIkXw9vYmLCxMq9Fcp04dDh06pJXI6N27N7du3dI2fwwICOC1114jJSWFoKAgHj58qGVpnzlzhk6dOvHo0SNsbW1JSEggLCyML7/8km+//ZbU1FRsbGyYPXs2I0aMACAqKooOHTpo98XJyYnIyIzs3z179rB37170Th7YVWqGY52u2b4OLvbWOb5OLxJ/f3/8/Pzw9fWlY8eOJvucOnUKPz8/fHx86NOnz7+6PiGEEEIIIYQQQoi/K08R2xIlSnDs2LEc+xw+fFirLStebnZ2dnTrNwyA2MCfsC1Tl8ID/4dD7S5YupciPSmB5LDrpMZFoHd0xcwqo3RDixYtqF+/PgDm5uZ07ZoRNHRzcyM+Pp5Tp06RL18+evToQWBgIIMGDXrqtbVp00b72RCsfFxSUhIAHh4eAKxYsSLb8z1e/7d48eIMGzaM4sWLc+3aNY4fP07yo0dYFa1I/sZ9cO02Pcs57Ku2wtzRDYAKFSoQEhLCuXPnsLKywszMDDs7O9q1a2c0Ztu2bfj6+uLs7Kxl86anp7N//34CAwPZv3+/1vfChQuMHz/eaPzEiROZPHkykJFFfP78ee7evUuJEiUYMWKElok9evRo2rVrR1hYGCEhIXz44Ye4uGQEtx8+fEj16tU5efKkVrsYoFevXhw8eJAGDRpw9uxZIiIitLIiFhYWKKVIjbhD0j3TdYl1gLujNbWKm94cUIhXVZ8+fdDpdEabswohhBBCCCGEEM9bngLDnTt3JiAgINsA2+zZszl37hzdunXLyzTiBdKi5yCsPatqZSQeXTuGY71uuPeeS9H311Pswy0UbDcaUpNJT3qEh4dHlq/YGzYta9myJZGRkSQnJ3P37l3Wr19P9erVTc7bp08flFLZZmS+9dZblC1bFoDvv//eqExF7969qVatmvbc19cXOzs7vv/+e62eb3BwMEopGjdubLL+r6WlJfPnz+fChQvEx8eTkpJCeFgo1d6dS/7aXbBw8siyJh3gXqs1AF26dCEuLo5Hjx4xfvx40tPT6devn1Y+wqBIkSKsXLmSW7dukZqailIKpRReXl4AeHl5oZTi4cOHWFhYsG7dOq1ms0Hx4sWBjIzipKQkIiMjOXPmDPPmzcPCwgKAkiVLsmzZMhwdHXFwcGD27NmEhYXx3nvvAeDq6oqXlxeNGzdGKcXSpUvZvn07xYoVY+vWrVSqVAnI+LAAYOfOndpYc7sCGG9Lh/Z8SrsK6M0ebxUvusaNGz8xsLl48WL0ej06nY4RI0bkuj74s5ab8h9CCCGEEEIIIYTIY2B4zJgxlC9fngEDBtC8eXP27NkDwNixY2nYsCEfffQRVatWZfjw4c9kseL5c8+fD5cuU8hXqSkqJYmovUu4/XVP7i0bRsiqkdz5phf3f5hGakwYNWrU4PDhw1oN3X+SpaUlP/zwA4ULF+bIkSOUKFGCKlWqULlyZUqXLs3Jkyexts4oYWBvb0/Xrl2Ji4tj8+bNWc61Z8+eLPV/H3fnzh3mf/M1Kb/N4M63A7g1501uze1KcmhG3V2VmgLAJ2OHYmZmxurVq7VAmWGDvTVr1mBhYcGwYRlZ2Pfu3ePHH380mic2NpaJEydqNYbNzMzQ6/U4OTmRmppKfHw8V64YZ+jevHkTgJMnT1KkSBEsLS1xdnamadOmWhmKQYMGaUHizOrWrQvA3r17KVasGNbW1hQsWJDu3bsD0KpVK/Lnz2/ynhjKcjw8s4ObsztxZ1E/IvcuJT0pATdHaxa9/RqtKmXcz+DgYHQ6nfYhgSlTp05Fp9OZ/DDg2rVrDBo0iFKlSmFtbY2trS3FihWjSZMmfPLJJzx8+NDkObds2ULbtm1xdXXF0tISV1dXOnbsyIEDB7L01el0+Pn5AbBq1SptvZnX7eXlRd++fQHYv39/lj7BwcHa+U6cOEGvXr3w9PTEysoKOzs7vLy8aNWqFXPmzHlugdRn4YsvvmDw4MGkp6czadIkvvrqqxxf23+SofyHBIaFEEIIIYQQQoic5anGsJ2dHQcPHmT48OFs2rRJy1ycPXs2Op2Ot956i4ULF2JlZfVMFiuev1rFnSjsbI9Zm1HYV2tD/NldJN46R2psOCotFb1tfgqUrMaiScN5662uuQoOrVy5kr59++Lj44O/v//fXlvFihU5c+YMc+bM4eeff+bq1avodDoqVKhAp06d2Lt3LwEBAUBGbd8VK1bw/vvv4+vry4oVK7QApCEDPnP938fNmzdPC/A6FXQhya04SfExpEZnbLT48NQ2lsyaSNf65VnTrBm7du1i3759bNq0Sdu0zdzcnMqVKxMaGkpCQgJxcXHMmTOHTp06AXDgwAHat29PTEyM0dxKKa0sBmRsBmgoeWG4n5BREqJw4cK4u7tz79499u3bp/UpU6ZMlmtKT0/nu+++AyAmJob09HQqVapkFHzevHkz58+f18YYNpbs16+flqWt0tPx9CzKzZs3iTv2E8VS7uB/9A+sLLMGov+OkydP4uPjQ1xcHNbW1lrQ/O7duxw4cAB/f3+6detGqVKltDFJSUn06tWLH374AYBChQpRqVIlbt68yc8//8wvv/zC559/zujRo7Ux9evX59atW9y+fRsXFxeTGxbWrFkTS0tLrl69ioODg9HmgID2YcTvv/9O+/btSUlJwc7OjjJlymBhYcGdO3fYsWMHO3bsYMSIEZib5+lP8nMxceJEPvnkE3Q6HXPmzOGDDz543ksSQgghhBBCCCFEbqhn5MGDB2r79u1q3bp1auvWrSo0NPRZnfqlFRMTowAVExPzvJfyTG0/e095fvRrtg/vGnUV8MRHVFSUUkqpFStWKED5+Pj8o+v28fFRgJo5c6ZSSqlSpUppa1mxYoVSSqmoqChlbW2tnJ2dVVJSkra2smXLGp1r9+7dytXVVQFq3759KjUtXf1x7YEq411NO+fgwYOVUkqtX79eAapLly5Kp9MpQPXt21elp6cbXb+np6daunSpUirjvVOoUCHtXG+99ZYKDg5WycnJ2hrc3d0VoPbs2WO0tkGDBpm8n4GBgcrc3FwBatKkSVnuz5QpU7T5nJycjOYqWbJkrl5Tw8Nwj2xtbRWgli9fbjRXUFCQUV9TDOvx9fU1Ot6hQwcFqLfffjvL71Z4eLiaP3++CgsLMzo+ZMgQBaiKFSuqQ4cOGbWtXbtW2draKp1Op/z9/XO1hsxy8/6tUqWKAtTYsWNVQkKCUdvNmzfVrFmzVFpaWrbjnzfD786UKVO0Y+np6Wr48OEKUHq9Xi1btuz5LTCT3Lxm/zZfX98s90+I/6qHSSnavxceJqU87+UIIYQQQoiXwKsaX3sR5KmURGbOzs60atWKnj17al/VFv9tRYsWpX79+tk+nnd2pCFD2NnZWduUbcOGDSQmJtKrV68s9X8za9asmZYNCqA301G3pDPuTg4Zz/V6rf5vp06dyJ8/P1u3bkUphU6n44svvsiSTW1tbU3//v2BjE3o7t+/r7UtXrwYT09PrfyDUkrLZjYzM/41NpSDeFzNmjVxcsrY+G3Hjh1GbeHh4cyaNUt7bm9vb1Rqwt7eHoDly5drdY+VUnh6egJQrlw5kpOTteOGe2S4nq1bt2ZzJ5/epUuXgIwN9BwcHIzaChUqxLBhw7SN9AAuX77Mt99+i4ODA7/99pu2EaJBr169mD59Okopo3vwLBnW/PHHH2NjY2PUVqxYMcaOHZvldXyRpaWl0adPH+bPn4+lpSUbNmygX79+2fbft28fXbt2xcPDQytt0rJlS37++WeT/VeuXIlOp6Nx48ba89q1a2NnZ4eDgwNNmjRh165dWcblpvwH5FymxMDLywudTpfttxiuXbvGe++9R/ny5bGzs8Pe3p5y5crRv39/k6VJshMbG8vrr7+OTqejevXqHD16FJ1Oh62tbZZvC2S2fPlydDodFStWzPVcQgghhBBCCCFEZk8Vmcvpf/xzotPpWLZs2d8aK14saemKcVvOZtuuA4IjMuq79uvXL8fNqp633r17M3nyZOzt7enYsSPwVxmJ3LzX09PTAZg1axYzZ84kISGBM2fOABnv+fj4eK5evUq5cuXo1q0b3377LZARyA0KCsLZ2TnbcwcFBQEZ5Vri4+NZv349Q4YM0drPnTun1QvOzq1bt+jWrRsPHjzQSk9ER0cDcPXqVaO+27ZtIzExkYIFC/LgwYMs5/L29ubUqVPa9T0up5rF33zzjVY+41nw9PTk8uXLbNiwAW9v7ycGVDdv3kx6ejqtW7fWAtmP69y5Mx9++CH+/v6kpaWh1+uf2XoNa75y5UqW1/FllJycTI8ePdiyZQu2trZs2bKFli1bmuyrlGLEiBF88803ABQoUIBKlSpx7949du7cyc6dOxk+fLjWbkr//v1Zvnw5RYsWpWzZsly+fBl/f38OHDjAli1b6NChg9Y3N+U/noWVK1cyePBgkpOTMTc3p3z58trv9fLly7l+/XquyuKEhITwxhtvcOrUKZo3b86WLVuws7OjWrVqnDx5Msf3y5IlSwAYOHDgs7w0IYQQQgghhBD/IU8VGDbULn1aEhh+dczfe43ohJRs2xWQnJr+7y0oD4oWLUqzTPV/3dzcCAwMpFq1alSpUiXHsQcOHODu3btARv3Yx6WmpgIQEREBwODBg7l27Rrnz58nNDSUWrVqUatWLRo3bkxCQkKW8ba2tgC4uroSHx/P0KFDmTNnDs2bN6du3bo5bqxlyKQMCgrSAsyPi42NNXp+9mxGsL9ChQomsx3feust1qxZw+rVqxk3blyWbwSYqllsWD+Qba3mv2PMmDHs3r2bzz77jNWrV9OyZUvq1q1Lw4YNKVeuXJb+p0+fBuDw4cPaBnmPM2Q5P3r0iIiICKOM42fho48+on///lleRx8fn2yD1S+ihIQE2rVrx86dO3F0dDSZgZ3ZF198wTfffEORIkVYtGgRbdu21dp27NhB7969mT9/PrVq1eKdd97JMv6PP/7g3Llz7Ny5k+bNmwMZtbPfeecdfvzxR0aOHEn79u21bOBDhw4xdepU/Pz8aN269d/+b1ZO9uzZQ//+/UlPT2fYsGFMnz6dAgUKaO1Hjx7l+PHjTzzP5cuXadWqFcHBwfTq1YsVK1ZoH64MHjyYd999l6VLl5oMDJ8/f54jR45gZWVl8r4JIYQQQgghhBC58VTfXTYEmp72cePGjX9q/eJflJauWBFgOtD4T3r48CGfffYZNWrUwMHBAVtbW8qVK8eoUaMICQkxOaZPnz7odDqmTp1KTEwMH330EYGBgQBG5QLu3LkDZGyglXnTOQNDCYCrV69ib29PzZo1WbBgAV26dNEyhmfPnk1YWBjJycn4+PgAfwV2e/TogaOjI/Xq1ePmzZu0b9+ecePGUapUKY4ePcqsWbO0bMm7d+8SHBwMQKNGjQC4fv067777LvXq1SMoKIj//e9/+Pr68uOPP5rc2O/w4cOsX78egMKFCxMYGEhUVBSpqakopShcuDCAtlGkgSFQbGdnZ/J+tm3blhYtWhAZGUmTJk04dOiQUXu+fPm4ceMGn3/+OUuXLtWOG7J5DYHXZ+H1119n7969NG/enPv377NixQoGDRpE+fLlqVixorbBnEFUVBSQkUEdEBBg8vHHH39o/U0F6vOqX79+bNmyJcvr6OXlRZ06dfK06eK/ae7cuezcuZOCBQuyb9++HIPCUVFRTJ8+Hb1ez48//mgUFAZo2bIlixYtAmDmzJkmz5GSksK8efO0oDBkvNcWLlyIhYUFwcHB2oca/5axY8eSnp6uBbUzB4UBateuzdChQ3M8x5EjR6hfvz7BwcGMHj2aNWvWGGXc9+zZEzs7O06cOMGpU6eyjDf8jr355ps5fvNACCGEEEIIIYTIyVMFhj09Pf/2Q7z8AoMiiX6UfbbwP+HevXvUqlWL8ePHc+LECYoUKUK5cuW4ceMGc+fOxdvbm6NHj2Y7PiIigho1ahjV9M0cgClYsCAAx48fZ/Xq1VhaWtKzZ08gI/iSOYhcrlw57t69y/Dhw7l//75WbqB69eq4uLgYndcQXHz06BGlS5fGy8uLu3fvsnjxYhYtWsTatWu5ffs2GzZs0OqoxsfH8/rrrxMfH0+1atW0TMD//e9/BAcHU7lyZS3g7OTkpAVbM5dpWLVqlfZz6dKlqVmzJvnz59fWaghmP85Qqzen8hQbN27k9ddf5+LFizRs2BBXV1ctMN+xY0dKlizJRx99pAXbc5I5qJ1d0Pjhw4fZjvfx8WHnzp1ER0ezZ88e/Pz8qFy5MhcuXKBLly5s375d62sIdk+ePNmoPnJ2Dy8vryeu/+/o1KkTAQEBREZGsm3bNsaNG0fJkiU5evQoLVu21DKbXwYPHz7UsuGzs23bNuLj46lRowY1atQw2addu3ZYWFhw8eJFkx/yODo60qtXryzH3dzcKF68OMAzLVPyJMHBwZw4cQKACRMm/K1z/PrrrzRr1ozIyEjmzp1rst64vb299nfIUDLCICkpiTVr1gAwYMCAv7UGIYQQQgghhBACnjIwLP7bwuMSc9XP/BluotWrVy8uXLhA6dKlOXPmDBcuXODEiRPcvn2bpk2bEhERQefOnbPdpGnRokXky5ePy5cvU7NmTQDee+89rd2Q0ZqcnEx4eDjt27fH2dmZixcvMmzYMK1fqVKlOHbsGHfv3tXqEWcXZM3s+++/588//+TixYuEhYUxadIkYmJi6NOnDx4eHnTr1g1fX19tLdevX9c2hluxYgWzZs2ibNmy3L9/n5s3b1K7dm1+/PFHwsLCtM3xtm3bps2XXekIA0Ot4cdVrlwZgAsXLmQ7Nn/+/OzYsYPvv/+eDh06oNfrSU5OBjKyOHv06MF3333HqFGjnnhf8uXLp/0cFhZmss+VK1eeeB5bW1uaNm3K5MmTOXXqFF26dAFg4cKFWh9vb2+AbOsj58RUVvbf6ZOZo6MjrVu3ZubMmVy6dIk6deqQnJxslGn9ohoxYgQNGjTg0aNHtG/fnt27d2fb1xDoDgoKokGDBiYfTZo00e7f7du3s5yjdOnS2d7ff6JMyZMYspOdnZ2zLZ+Sk19++YWOHTuSmprKd999x8iRI7PtO3jwYADWr19PYuJff3t//PFHIiIiKFmyJE2aNHnqNQghhBBCCCGEEAYSGBa55mJvnat+bo4Z/fz8/NDpdCYfOdXINTh48KD2Fft169ZRqVIlrc3V1ZXNmzfj4ODA3bt3jYJqjRs31jJn9Xo9P/30k9EmVKY2SatQoQLNmjXTgsGzZ88mOTmZYsWKARlBSp1Ox82bN7UMX1OZrv7+/tnW/LS3t2fatGnUr1+fixcvaqUt+vTpg1JKC2Aaahfr9XrGjh3LpUuXSE5OJjIykr1799KxY0fMzc1N1h41ZBSPHz8+S3kCw+ZyprzxxhvY2Njw4MEDVq5cqZW0eJyZmRldunThp59+4t69e9q3AdatW8f69evp3r27ln2ck4IFC2pfwT98+HCW9hs3bmgB8tzS6XRaaQPDPQTo2rUrOp2O3377LcfAtymG+5lTeYnc9MmOubk5tWvXBozX/KKys7Nj+/btRsHhPXv2mOxrKOERHh6ebQmPgIAA7cMFU/cv8wcIj/snypQ8iaHkSv78+f/W+Bs3bpCWloa9vT3ly5fPse9rr71GjRo1iI6OZvPmzdpxw9+6AQMGPPWHEkIIIYQQQgghRGYSGBa5Vqu4E+6O1uQUiihga4FHARsgY3O3+vXrm3zkpi7mb7/9BkCDBg349ddftaDyjBkzMuYqUID+/fsb9X1cs2bNclUawLChmSHoa8jCff3117P0NdT/fVxycjKTJk1i3bp1WjbvV199RZs2bWjUqBGVKlWicOHCWnDy5MmTQEbm8bp16zh37hyAltkcGxtL165d2bFjhxY8Mzh+/DgbN2406g9oNY4XLlzIsWPHtOPh4eF06dLFZFYmQKFChRg3bhwA7777LkuWLNE20IOMzfR+/vlntm7danL839GuXTsg4yv5mQPR169fp1u3btlmZHft2pUtW7ZkCSRev36dxYsXA8b3xNvbmwEDBpCSkkKLFi349ddfswQT7927x8KFC/nss8+MjpcqVQrI2FAsuzIbhj6GjQUf93dexxfZ48Hhdu3amQwOG0p49O7dO1clPAy/e/8GQ0A1p6CyqVImhg89oqOj/9a877//Pr6+vkRERNC0aVPtb0B2DFnDhmBwUFAQe/fuxdzcnD59+vytNQghhBBCCCGEEAYSGBa5pjfTMaVdBQCTwWEdMPNNb62tX79+HDp0yOSjYcOGT5zv8uXLAFSsWNGodu7KlSu1gI4hy9awSdzjKlasmLuLyyQmJkYL8Hl4eGRpr1atGm+//bb2vGvXrtSsWRMXFxdmzJjBmDFjtLaffvqJbdu2cfDgQc6fP09ISIiWSTlt2jRq1KiBm5sbb7/9Nmlpabz33nvUrVsXyAgYb968mVatWmFvb0/FihWpXbs2xYsXp0aNGoSGhlK7dm1GjBihzTdw4EDKly9PTEwMtWvXpmzZsrz22msUKVKE3bt3M3/+/Gyve+LEiQwaNIjExEQGDRqEs7MzNWvWpHz58tjb29OxY0eOHz/+1PczO35+flrZjjJlyuDt7U3FihUpXbo0qampRiU/Mtu1axedO3fG0dGRcuXKUadOHcqUKUPp0qW5ePEipUuXZtq0aUZj5s+fT69evbh79y7t2rXTrq1mzZp4eHjg4eHBsGHDsryPWrRogaurK7du3aJo0aLUqVOHxo0bGwUxq1atire3NwkJCZQsWZKaNWtqfUJDQ//W6/iiMxUc3rt3r1GfvJTwyIvcZNEaMpGzK2MSFRXFgwcPshw3lFyJiIjIVamTx5mZmbF8+XIGDBhAREQEzZo1M/oA53E9evTAwcGB/fv3c+3aNZYtW4ZSirZt2+Lm5vbU8wshhBBCCCGEEJlJYFg8lVaV3Fn09mtauQgDd0drFr39Gq0quT+zuQy1QxMSErh58ya2trZYWlpy/fp19u/fnzGvu7tR38fl9FX0J80LZFsWYeXKlVpGZHR0NNevX+e1117jxx9/ZPeho1pmqEPdbngMWU6tadvYePAcCxYs0MpTREZGcvr0aczNzWnXrh2//PILX3/9tTaHvb0969ato3///pQpU4awsDCOHz9OTEwMDRs25JtvvuHAgQNaKQPD9R48eJAhQ4bg7u5OUFAQISEhdOrUicDAQJo1a5btdZuZmfHtt9+ya9cu3nzzTfLly8fp06d58OABFSpU4OOPP6Z3795PfT+z4+XlxeHDh+nevTuOjo5cuXKF5ORkxo8fT0BAAPb29ibHrV69mmHDhuHt7U1UVBTHjx8nLCyMGjVq8Mknn3D8+HGt/qyBpaUla9euZdeuXXTr1g17e3vOnj3L2bNnsbCwoGPHjixbtozZs2cbjcuXLx979uyhc+fOWFtbc/z4cfbv36+9/yAjELlt2zZ8fX1xdnbm9OnTWp/ExMS/9Tq+DB4PDrdt29YoONy2bVtsbGw4deoUu3bt+tfWlZvSHobSMidPnjRZdztzjerMPD09tY30Zs6c+bfWZ2ZmxuLFixk6dChRUVE0b96cI0eOmOybL18+bfO9b7/9lpUrVwIZHwAJIYQQQgghhBB5psQ/JiYmRgEqJibmeS/lmUtNS1d/XHugfjp5R/1x7YFKTUvX2nx8fBSgpkyZkqtzrVixQgHKx8fH6HjHjh0VoEqVKqUA9fbbb6vOnTsrQL3zzjtKKaWWL1+uAOXu7p5l/tyswdB3xYoV2rHo6Ght/NGjR5VSSnseFBSUcf2pqcrc3FwBat++fdrYdftOaX3d+y1Qnh/9qjw/+lV5/f9j+9l76o033niq+yPE85bT73RcXJxq0KCBApSNjY3as2eP1vbJJ58oQDk6OqpVq1aplJQUo7ERERFq1apVavTo0UbHs/ubYGpNmX93lVJqy5YtClDFihVTcXFxJsfGxsaqfPnyKUC99957KjU1VWvbsGGDsrW1VRYWFll+v5VSau/evcrMzEwB6v3331dRUVFG7UePHlULFiwwOubr62vy/o0cOVIByt7eXh06dMjkWk+dyvibYvh7U7RoUZWWlpbtfRHiRfcwKUX7b+PDpJQnDxBCCCGEEP95r3J87XmTjGHxt+jNdNQt6UyHqh7ULemM3uzZb4JUrlw5IKN2LICvry++vr4A/PDDD8TGxnL27FmAJ27kBBn1RLdv386wYcMoU6EyjgWcOXDgAJBRauDgwYMAODo6al/TNrVZ2aFDh2jSpIlWg3fAgAHMnz+f5JRUPt2YcT4za3ssC2VszJZ4+xyR+5Zzb/UHtKtbUatfvG7duhxr9np5eaHT6fD39+fy5cv06NEDNzc3bG1tqVKlilF5jdjYWD7++GNKly6NtbU1RYsWZcyYMdlmTR48eJAxY8ZQq1Yt3N3dsbS0xNXVlTZt2jzTOsLi1ZdTWYnx48czZswYYmJi8PX1pUCBAlSvXp3atWvj5eVFwYIF8fX1zbGcwtPKTfkPe3t7LeP3m2++oWDBgtSsWRN3d3e6d+/OuHHjKFy4sMnzN2nShKVLl2JhYcHXX3+Ni4sLVapUoWrVquTPn5/atWuzadOmXK117ty5jB07lri4OFq1amWUiW5QpUoVateurf296devn7bxnhBCCCGEEEIIkRfmz3sB/wUJyamYJ6c+ueMrIv3/6/+mpKWTkIvrTkpN08Zl7t+sRUs+++wzlFIUcnGhToNGpKenU8jFhfvh4fxv8RKWL18OQPOWrbSx6Zk2lMq8hvj4eN544w3Q6TCzcUCfrwCYJ0BKIsePH8fHx4d5X3/DgEGDad6yJWtWreKrr7/mrZ5/1RPetPkHPh73kVEd0+vXr/Pee++x4adtRBRpmbGG5ATSUxIxs7Dm/o+fkv4oFjNre3TmFtq4a9eu0b59ez4cM5ZpMz7Jcl8MV3H46DE+nZFRM7d0mTIoMuq29unTh5CwcHq905uWzZpy5cplyleoQOHCHgQHBzF79mzOnjvPlp9/yXLuTp06ERERgZOTE65u7ri5u3Pnzh22bdvGtm3bsl2T+G960u+0maU1P/y8lU7t2/JHQADt2rXj+y0/0bhJE6bO+JR2HTuxZPG3BBw8xIULF0hLS6NgoUK83rwFrVq3pl37Dkbnze5vgqk1JaWmGfXRWVjx6+87+GTaNA4f/oPjx49rQdXM/foPHoKjkzPffDWP8+fOcfnyZSpXqcLcr7+hfYeOLF22DIDElLQsa+jW6x2q1ajF/K+/Yt/evVy5cgVLS0sKF/agU+fO9Hr7HaMxqf+/kaKp+zdl+ifo9ObMmvkpb7zxBpt++JEmTZsa9fHt24+jR49iZmZGj7d75+rvqhAvqszvX3kvCyGEEEKI3JB/N/5zdErlsC27yJPY2FgcHR0pOnITZlYvV/3QvAhdP46k2+dwrN+D/A16PbF//NndRGybh1XRSrj1/Myo7daXXVApiZhZ2+HacxaWhTyJ3LOEuD9/Rmdpi0pOQG/nTOEBCzGzymc0P2C0BpWWQvzZPdiUrIm5vbNRX7uqb/Dw/B5UWhoeg5eQnpRAyMoRkJ6KfY0OxP35c8aCdHqsPMqSdPcS6HSQnoZjg7eJPfI9KjUJx0a+xB37kfRHseTzfh3nFkOJP78Pa88qJIdeI2LbXFAKlZqMbcUmJAadJD0hGre3Z2PlUc7o2u8s6kdabDiYmWNXuTkFmvbHzCKjtnP0wXXE/PEdOksbrDzKo5IfUbD9R5g7FATg0Y3jhP8wDdLTcOk2Axuvqkbnjju9A2vPKljkN97A6lHwKR5snZ3tmoQQ/76Yw5uIPrAa6+LVcX3L73kvRwghhBBCCCH+VelJCdye9xYxMTHZ7gUl/h75Pqp4YSWHB6FSEgFIT4wnZPlw7i0dyqMbxwFQyQnorPJRqNPHWlA4Jzq9BfZVW2lB4cysCpfBvkZHSE/l4YX9WBbyxKn5YED3V1A4Y1aS7lzAvno79HYZ57EuWgHHet0AiDv2I/kbvgPAw7O7uT3/HeJPbSds3Uc8+PkzrIpUxLZsfQAs8ruRv1FG3/hze7Jdt4VzEZxaDNGCwgCO9bujt3NCJT8i6fY5CrYfqwWFAWxKVMe2dB0AHl3P+jV9+yotswSFAWy8quZqTUKIf4dKTyP+9A4A7Ku2fM6rEUIIIYQQQgjxKpFSEv+CwAnN/lOfaLQ6/DkHb8OwJqWYMOnJgYw1q0N5dxvUKu7E79P+6j/mw1EsBF6rXp32HTvx05YfuHb1KqmpqZhZWZGclES/3r34ev77JueHv9Zw9EYkfVdmBEiT7l0m4ephUiLukBx+A4CYPzbB/1eHeN0lgVXTWgIt8d/Xgdmfz2Lf3owgadEiRRg/YQK+fftRvkwpbsXCyr61qFJ1EMUKryf1USwWBYtSqNMEYo/+QHJ4ECkRd9DbF8TaqxrWNjZYPrjAQ8D+5kEcHB2JBMpbRuA/zfheld9gw61Y+OSj9xj2Xuss963j6Zrs2rmDtm+0ZsO8t7O0z3E4w+QJATRwSWXztKyvw8WLF/jxhx84d/YsUVGRpKSkZNyLmJhs1yREWrriz+Ao7scnUsjOmhpeBf6RGuMiw/yvv+KjmDCKFy/B6XWT0ev1z3tJQuRJQnIqNWZk/Df1z4nNsLWUf4oKIYQQQoicxcbG4j7vea/i1ST/Gv8X2Fqa/6f+x+eAiQ2UcjJ4QH8GD+hvdCw5OZlNG74DYED//gwZMoQpEydo7V999RUjR47k119+5n8LF2Bu/tf9Nfv/+r8rVqygT58+AMQmpqDS04jYNo+H5/dlWUNq9D3t5+ioSO31eqNlc95o2VyrKbx27RoaNWoEwM3gYKNzFClShODgYFIj7mBftRW2ZeoCEOW/ktijP5AaeYfETP3v3LkDd+5k9ImMzPIeMYTaKpQra/L94+7mCkDZMqVNthdxz8gIfpTwMEv7uHHj+Pzzz8mpkoypNYn/tt/PheC39QIhMX+9k90drZnSrgKtKrk/x5W9Wk6dOsXIkSO5f/++tgHm55/Pwt7G6jmvTIhn67/27yMhhBBCCPH3pMq/Gf8xUkpCvJB++eUXHjx4gKWlJd27d8/S3rNnTywsLAgLC+O333574vlc7K2JDdzCw/P70JlbUqDpQAr3X0TRDzZTbOxWPD/6FefWGZnHhsxZU1xdXZ/Y1snbCTfHjLIPDy/sJ/boZtDp6DVkFKdPnyY2Npa0tDSUUuzZs+eJc+bLZ7pMhiFY/aT2x4O/GzZsYNasWeh0OqZMmfK31iT+e34/F8KQtSeMgsIAoTGJDFl7gt/PhTynlb16oqOj2b9/P1evXqVChQqsWrWKLl26PO9lCSGEEEIIIYR4xUjIXfyj0tIVgUGRhMcl4mJvTa3iTrn62vny5cuBjMxhJyenJ/bt0KFDjn1qFXci8fxeAAo06Yf9a22N2nVAPvWIiCesKywsjLJly2bbBlCztAf/G9CUwKBIhvX+ggfAqFEfMGf27CxjIiKeNOOzt3LlSgBGjRrF1KlTs7Q/jzWJF1tausJv6wVM5ZcrMn5//LZeoHkFNykr8Qw0btw4x2x+IYQQQgghhBDiWZDAsPjH/N2vnd+9e5edO3cCULBgwWxraqalpfHgwQO2bdtGWFhYjtm8ejMdqTEZgVvropWM2gxhrKKpd7n1hGs6f/68Vkois5iYmIzSEED58uXRm+moW9KZhw8ysigb+/iYPN+RI0eeMOOzFxQUBGDyOuD5rEm82AKDIrNkCmemgJCYRAKDIqlbMuvmjkIIIYQQQgghhHjxSCkJ8Y/Iy9fOV61aRVpaGgULFuTevXuEhoaafISEhODi4kJqaiqrV69+4prs8tkC4KDijY67OVrzcT17AvfveuI5vvnmG5OZfAsXLiQ1NZWCBQtSq1Yt7bitbcacISFZr/f+/fta9u6/6UVck3ixhcdlHxT+O/2EEEIIIYQQQgjx/ElgWDxzT/raOWR87Twt3fRXpQ2ByV69emFhYZHtPObm5rz99ttAxkZzT+Lz/1m7+c58zzcdvPiqe1W+G1iHBa2c+fzD/tlmJmd27do13n33XR49eqQd++WXX5gxYwYAo0ePxsrqrw2iDHN++umnXLlyRTseFBRE27ZtSUhIeOKcz9qLuCbxYnOxt36m/YQQQgghhBBCCPH8vbCB4WPHjvHGG2+QP39+8uXLR506ddi0aVOux1+/fp2pU6fSvn17PDw80Ol0eHl5PXHcjh078PHxwd7eHgcHB5o0aaJtxiVy52m+dv64AwcOcPXqVQD69ev3xLkMfS5evMjhw4dz7Dt9+nTy5cvH8ePH6dqkOpN936Bvm/pUf60a165do02bNk+cb9asWSxbtgxXV1dq1qyJtbU1HTp0ICEhgfbt2/Phhx8a9R87dixubm7cvHmTihUrUrFiRSpXrkypUqW4cuUKs03UHf6nvYhrEi+2/037kJuz2hJ9aJ3Jdh0ZZWJqFc+5HvizFBwcjE6n0zZZfNl4eXmh0+nw9/d/3kvJlZdtvUIIIYQQQgghnuyFDAzv27eP+vXrc+jQId566y3effddQkND6datG3PmzMnVOQ4ePIifnx/btm3DyckJM7MnX+ratWtp1aoVFy9epE+fPvj6+nL+/HmaN2/O5s2b83pZr6TQ0FAtOBMQEACY/jr53W8HcnNWW2592RmVlmqy3507d7Rs1nLlylG5cuUnzl+xYkWtdINhw7rseHt7c/jwYTp06ICNjQ2XL18mJSUFDw8PAPLnz//E+Tp16oS/vz8NGjTgxo0bJCcnA9CzZ0+2bNmCublx2e7ChQtz5MgRevXqRYECBbh69SrR0dH4+vpy8uRJKlas+MQ5n8ZPP/3E1KlTcwze/NtrEs9f48aNtd9Tw0Ov15M/f35q1aqFn58fUVFR2Y7PHHt9PAxreD6lXYVXfuM5Q3BUyq0IIYQQQgghhHgVvHCbz6WmpjJw4EDMzMw4cOAAVatWBWDy5MnUqlWLjz/+mC5duuDp6ZnjeRo1asThw4epUqUKNjY2WFvn/BXnqKgo3nvvPQoWLMiJEycoUqQIAB999BHVqlVjyJAhtGzZEnt7+2dyna8KNzc3ypYty+XLl/H396d+/fpZvk6eGvuA1OiMerYqJYmkkCtYF6mQpZ8hmGlvb8/Zs2dzvYajR4+aPI8p3t7e/PTTT0bHGjduzN27d2nQoAFLly41OS5zXWEvLy+2bdsGQO/evQkMDKRLly7ZlqLw9PRk7dq1Jtu8vLyynPvmzZvs27eP4ODgbK8DMkpuPB6g+umnn1i1ahUAU6dOpU+fPnle07MwdepU/Pz88PX1laDac1S0aFGKFSsGQEpKCrdu3eLYsWMcO3aMxYsXs3//fkqVKpXt+LaV3bnuaG30jQC3XGwoKYQQQgghhBBCiBfPC5cxvHfvXq5fv07Pnj21oDCAo6MjH3/8McnJyVrgKyclSpSgTp062NjY5Gre77//nujoaN577z0tKAxQpEgRhg8fzoMHD/jxxx+f+nr+Cxo3bgz8FZCtVdwJd0drLZMw8XZGkNc8f0bgKOnWWZNfOzeMb9CgQZbM2+w8ePCAqVOnUrt2bfLnz4+FhQUuLi5UqlSJbt26sWDBAm7dupWn68vJ6tWruXTpEp06dXpi36lTpzJ16lSio6P/sfXkNPfjGaMWFhY4OztTpkwZOnfuzOzZs01uSPeyyU3W9H9Vv379OHToEIcOHeLo0aOEhISwc+dOChQowL179xg8eHCO40u52HPoo6Z8N7COVqP70EdNJSgshBBCCCGEEEK8hF64wLAhmNOiRYssbS1btgRg//79r8y8rwJDYPiPP/4gJSUFvZmOKe0qABlfM0+6lREYdqjTFYDE2+dMfu3ccH8N5zNIS1ccvh7Bz6fucvh6hLZp3ZEjRyhXrhx+fn4EBgZiY2ND5cqVKVy4MMHBwWzatInhw4ezevXqf+jKn46fnx9+fn7PJTBs4ODgQP369alfvz61atWicOHCPHjwgC1btjBmzBiKFSvGe++991JvQPfTTz/h5+cngeFcat68ubZ54r59+wgPD8+xv95MR92SznSo6kHdks6vfPkIIYQQQgghhBDiVfXCBYYNG4+VLl06S5ubmxt2dnZan39rXsOxJ82blJREbGys0eO/wBDITUhI4NixYwC0quTOordfw83ROiNj2MycfBUaYZnfFcIu06xsQaNz3L17l2vXrgHQpEkTlFJs376d9j364lCkNA28S9CxhhcNq5bBpbIPn3z7HW+++SYRERHUrl2bwMBAQkJCOH78OL///jsDBw7Ey8sLc3Nz/Pz88PDwoF69ekycOJGwsLBsryUyMpKRI0fi5eWFlZUVHh4eDBw4kNDQ0Gyv3VTNUX9/f6MND3/55RetrUKFCtSuXZsNGzbkeF83btxI/fr1sbOzI3/+/DRu3Jhff/0VQMv6NZSbMGzEZcim9/PzM8oOnjdvHgDVqlXTMkYnTZpE8eLFsbCwwNzcHFtbW9LS0pg/fz7NmjUjMdG4BrSpa2rcuLG2QWRurkm8mOrVqwdklEwJCgrKse+jR4+YMmUKZcuWxdramkKFCtGtW7cc/z6mpKSwaNEiGjRoQIECBbC2tqZEiRIMGjRI+703RSnFkiVLqF69Ora2tjg7O9O6dWsOHDiQq+vat28fXbt2xcPDA0tLS5ydnWnZsiU///xzrsY/jRMnTtCrVy88PT2xsrLCzs4OLy8vWrVqxZw5c3JdniU5OZktW7bQr18/vL29cXJywtraGi8vL3r37s2ZM2dMjnt8M75Dhw7Rpk0bnJ2dtQ/N5s+fn+M6/P39adGiBfnz58fe3p6aNWs+sXa7EEIIIYQQQoiXmHrBNG/eXAHq6tWrJtsLFy6sHBwcnvq8VlZWytPTM9v20qVLK0ClpKRkaUtOTlaAqly5co5zTJkyRQFZHjExMU+93pdNuXLlFKA++eQTo+M3b91WgCpbubr649oD9fbb7yhABQQEGPVbu3atApSDg4NKTU1VcXFx/3//dMrM1lFZFPJSFi7FlZm1ndG91ev16t69e9p5bt++rdzd3RWgzM3NVbly5VTNmjVVkSJFlF6vV4DatWuX0dw+Pj4KUNOnT1dFixZV5ubmytvbW5UpU0aZmZkpQJUoUcLk62gYu2LFCqPj+/btU4Dy9PRUfn5+Rmt2cHDQfv7mm2+Mxnl6eipAdevWTevj4uKiatasqQoWLKgA9fXXX2ttQUFBSimlQkJCVP369ZWLi4sCVNGiRVX9+vW1R4UKFRSgfHx8lFJKjRgxItvzGx7vvffeE6/J1dVVVa9eXeXPnz/ba1Lqr98NX1/fLG3Pmq+vrwLUlClT/vG5XhaG92l29yQgIEB7/c6ePZul3XBPP/jgA1WlShWl0+lU+fLlVcWKFZW5ubkClLOzswoODs4yNjY2VjVs2FA7f4kSJVT16tWVra2tApSNjY365ZdfTK6rd+/e2jgPDw9Vo0YNZW9vr/R6vZozZ47W9rj09HT13nvvae0FChRQ1apVU66urtqx4cOHP91NVH/9fj7++759+3ZlYWGhAGVnZ6cqVaqkqlWrpgoVKqTN9/h/Wwzn2rdvn9Hxs2fPKkCZmZkpNzc3Va1aNVWxYkVlZ5fxt8/S0tLk/QoKCtLmWrFihTIzM1NOTk6qRo0aRuv48MMPTV7bkiVLlE6nU4BydHRUNWrU0P6Wjhw5Mtv1CvG0HialKM+PflWeH/2qHiZl/TeXEEIIIYQQj4uJifnPxNf+bRIY/n/PIjCcmJioYmJitMft27f/M2/cd999VwGqefPmRscNAd9x48YppZRaunSpyQDygAEDFKDatGmjlFIq4VGiKt5xpPIYukr7H0jPj35Vxcb8rAq2/0hhlhGMKliwoNF5DAHPZs2aqfDwcKO2mJgYtWLFCnXx4kWllFK3bt1Sw4cPVzY2NkZB28mTJ6tHjx4ppZQ6ceKEFkyaPHlyloDs44HhFStWKEBVqVJFAcrCwkILnGX3MNwbpf4KFgFKp9Op2rVrK3d3d2VpaamKFSum6tevrywtLbOswyC7oKghMOvj46NWrlypBdUXLVqk0tLSlFJKpaamqjlz5mjBIXNzcxUSEqKdwxAY1uv1yszMTLm4uChra2tlb2+vqlWrpmrVqqUFxmJjY03ObyownJycrHr16qUAVbx4cXX58mWtLT4+Xs2cOVNVr15d2dvbKxsbG1W2bFn1wQcfGH0goJRxYMzUI/Pvf1xcnFqzZo3q3r27KleunHJwcFDW1taqVKlSasiQIerGjRtZ1vkye1JgePTo0dr7PyEhIUu74X1lYWGhXnvtNaO/zzdu3FBly5ZVgOrdu3eWsX369FGAKlSokDp48KB2PCYmRvXo0UN7zzz+Xjb8rTA3N1dr1qzRjickJKgBAwZogVhTgeFZs2YpQBUpUkRt3brVqO3333/XPkBZvXq1yfuRnewCw4bf97Fjx2a5fzdv3lSzZs3Sfs8eP9fjgdbQ0FC1Zs0aFRERYXQ8MTFRzZ8/X+n1euXk5KQePnxo1J75/W9lZaXmzp2rUlNTtfZPP/1U+7ty7do1o7EXLlzQ/q68//77KjExUSmVEWD/9ttvlV6v1/6OSWBY5JUEhoUQQgghxNOSwPA/54UrJeHo6AhATEyMyfbY2Fitz781r6EkxJPmtbKywsHBwejxX5G5znBqaqp2/PG6wY0aNTI6nl2/U3fjSS/7Oub2zkb9dGZ68pVviLVnZSBj87nMX2G/dOkSAO+99x6FChUyGuvg4ECfPn0oV64c+/fvp1KlSsyfP18rmaDX64mNjWXatGnUq1eP+/fvU61aNcaOHQvA1q1bn/q+pKSk0LZtW+rXr68dq1GjBnXr1sXCwgKAhw8fmhxrYWHBqVOncHd3p3Dhwty+fZuAgADs7e2feh2ZTZ8+HYDBgwfz7rvvYmaW8WdAr9czatQounbNqAWdmprKzp07s4xPS0vDzMyMfPny4e3tTaFChThz5gyBgYHo9Xri4+PZt29frtYSFxfHG2+8wbp166hWrRp//PEHZcqUAeDevXvUqlWL8ePHc+LECYoUKUK5cuW4ceMGc+fOxdvbm6NHj2rnsra2pn79+ri4uABQtGhRrZ5y/fr1qVmzptbX39+fd955h82bNxMXF0fp0qXx8vLi7t27LFq0iGrVqhEYGPg37u7LIzU1levXrzNx4kTmzp0LwJgxY3LcsNPMzIxNmzZRqlQp7Vjx4sX59NNPgay/I8HBwVqN7wULFtCgQQOtzcHBgdWrV1O8eHHi4+OZM2eO1qaUYubMmQAMHz6ct99+W2uzsbHh22+/pUSJEibXGBUVxfTp09Hr9fz444+0bdvWqL1ly5YsWrQIQJsjrwx/dz7++OMs969YsWKMHTtW+z17EldXV95++22cnIw357SysmLYsGF0796dyMjIHP8evf3224wcORK9Xq8dGz9+PN7e3iil+O2334z6z549m+TkZKpVq8ZXX32FlZUVkFGyZtCgQfTr18/o77oQQgghhBBCiFfDCxcYzqmeb2hoKPHx8SbrAP+T8+ZUf1hkMAR0Hz58qNUZhowAnLm5uRYYLV26NO7u7gQEBGiBhnv37mn3uEmTJgCEx2UEa5PuXSZq/0rCt8wgdP04QteOJXTtWFIi72pztGjRgm+//Zbbt2/j6ekJwObNm0lOTja51gcPHtC1a1diY2Np27YtdevWBWDYsGEcP36cokWLcvLkSfr27QugtedUCzUny5Yt49ChQ9rz77//nj/++EO7VkPNXoD09HTt56ZNmxIWFsbx48cJCgpi165d2NraEhER8bfWARl1oK9fvw7AqFGjTPaZMGGC9rOpwDBkvGY3btwgMDCQ69evExQURPv27UlLSwNyd69CQ0Px8fFh9+7dNGvWjP379+Pm5qa19+rViwsXLlC6dGnOnDnDhQsXOHHiBLdv36Zp06ZERETQuXNn7cMcNzc3Dh06ROvWrQHo16+fVk/50KFDfP/999q5S5cuzebNm4mKiuLOnTv8+eefXLx4kbCwMCZNmkRMQ60BegAA2ERJREFUTAx9+vTJdV3Yl0Xm2tMWFhaUKlWKTz75hAIFCvD5558zceLEHMe3bNmSkiVLZjlu+B2JiooiMjJSO/7777+Tnp5OsWLF6Ny5c5Zx5ubmjBw5EsAoWHnlyhXtffr+++9nGWdmZmbyOMC2bduIj4+nRo0a1KhRw2Sfdu3aYWFhwcWLFwkJCcnmanPP8Hdn/fr1eT6XwZ49e/jwww9p167d/7F332FRnF0Dh39Ll6oIIoJSLNhB7IrdWKJGjTH2Hns3JiZRY4lJNPboG19fTezRJJYkGruCBQsqNlSsoKIgNkBEQGC+P/h2wrK7Cor93NfFpcxT5pnZBZOzZ85DvXr1CAgIICAgQK2vfPz4caNjBw8ebPC4sd9lmzdvBjI/UDNE+xoJIYQQQgghhHi7vHaB4Xr16gGGA1Lbtm3T6fM2nPdt4eLiQpkyZYDMYDD8G/D19/fH1tZW7Vu3bl2dALK2v4ODA5UqVQLAMZ8ZdzbNJGbFpyQcWsuji4dIuR5Gyo2zpNw4S3r8vxvIRUZGMmDAAIoVK8a6deswMTFh5cqVuLi40LlzZ+bPn8+JEyfUIN+CBQu4ffs2zs7O/Pbbb2rmbqlSpfD392fJkiVAZqDq2LFjuLi4AJnZrbnl5OSkl/mX9Z5lnzdrVt7vv/+uk6XeqFEj+vTpk+s1ZJWUlARkZl0aCvBB5uZ42g2sDG1E5uTkpJeNXbRoUVavXq2OM5bxr3XhwgVq1arF8ePH6dy5M5s3b9bJhN63b5/6vli1ahXly5dX21xcXFi7di329vbcuHGDxYsXP+Wq9fn4+NCuXTud9yWAnZ0dkydPpnbt2pw7d+6tyxrOmkVdoUIFNbs1f/786gcVT6LN5s5O+14G3ffz+fPngcz3lLGM2QoVKgCZ7zXthznaDFxra2u8vLwMjitXrpzB4ydPnlTn0wZTs381aNBAfa9ev37d8MXmwpgxYwAYNGgQJUqUYODAgSxfvpyrV6/meq7ExESaNGlC48aNmTVrFps2bWLv3r0EBwcTHBysrvdJHxA97XXK+hrFx8erm2sau6c+Pj6YmZnl+lqEEEIIIYQQQrzeXrvAcKNGjfD29ubXX3/lxIkT6vH4+Hi+++47LCws6N69u3o8Ojqa8PDwpwainubjjz/GwcGBefPmERUVpR6Piopi/vz5ODk50bZt2+c6x9tOmzWsLQuh/TN7QD17OQntn3Xr1lWDR/vW/8LDM4FozCwo0LAvRfosoOjItRT7fCMeYzZRsHlmtqC/vz+dO3dWg4p3795Vs27j4uJYvXo1Q4cOpVKlSnh5ebFw4UI1M7F///5YW1ur67KxsQEy34PaAPU///yT40fADdHOaYh23qxZqdq1m5iYGCwZoc34e1bajN6sgbzszMzM1EfJDQXDra2tWbRoEb169aJp06bUqVOHgIAAmjRpogbbnhS0Onz4MLVr1yYiIoJRo0axcuVKLCwsdPpoX6OAgACdEhBaBQoUUIPk2R+Lz6n09HT++usvhg4dSosWLahbt64aONRmsD8pK/NNlDWL+tSpU9y8eZPevXtz6dIlmjRpwrVr15443tj7OevPSNb3s/b9kzUTPDtXV1e9/to/tWVBDDH2Hr5//z4AsbGxajDV0Jc2CK39sOR59O7dm/Xr11OrVi0iIiL473//S48ePfD09KRGjRrqhxw5MXr0aHbs2IGTkxOLFy/m0qVLJCUloWTuCcD48eOBzDI1xjztdTL0GoHxe2pqakrBggUNtgkhhBBCCCGEeHO9dilAZmZmLF68mKZNm1K3bl06duyInZ0d69at4+rVq8yYMUPn0fsvv/ySZcuWsWTJEnr27Kkev3PnDqNHj1a/f/z4MXfu3NHpM2PGDJycnIDMQNP8+fPp1q0b/v7+dOjQAYDffvuNu3fv8ttvvz13bde3Xf369VmwYIFaJkIbDMkeGNZ+HxQUxBdffKH20waWAZYvWwZAgQa9sfdvSdYH+jVAxqPMYIadnR2rVq0iPT2dsLAwQkNDCQwM5J9//lEfaS9dujQFCxYkODiYAQMGqFmSWbNQs6tQoQLHjx9XMxdfFm3gJiMjg+TkZKysrHTanxTQzQltzdFbt24Z7ZOWlkZKSgpguK52VFQU/fr1e+J5jAXbjhw5wh9//MGjR4+YOXOm0XIW2kzTp71GwDO9RtHR0bRo0eKpgd/nKdvxJsifPz+LFi0iPDycAwcOMGjQIDZt2pRn82t/Z2ozUg3JWspB21/7Z2xsrNFxxt7D2izw7t27s+z/f4+8DG3btqVt27bEx8dz4MAB9u7dyx9//MHhw4dp2rQpISEh+Pr6PnGOtLQ0Vq1aBcDSpUtp0aKFXp+8fk9m/Xft1q1balmMrNLT09/6nwUhhBBCCCGEeBe9dhnDkFlndv/+/dSuXZvffvuNBQsW4OLiwpo1a/j0009zNEdiYiLLli1TvzIyMnj48KHOscTERJ0xXbt2ZcuWLZQuXZolS5awdOlSypYty/bt29UNuYRx2sBuYmIiR48eJSgoCFNTU+rUqaPTr2zZsjg5OamPRV+4cAFA51F2bQmDKQPaU9hBNzha2MGKsma6QSFTU1N8fX3p1asXy5cv58qVK2qGd3h4ODNmzFA/KHj06FHmPDnIYnyW8hHPI+vj2tpH4rN6WvayNmPXGG2G9KNHj9QartmdPXtWzSjM+hi/dpO8jIwMGjVqxI4dO7h16xapqalqNqN2/qy1krO6ceMGSUlJWFpaPjFIlptM02d5jXr16sXx48fx9vZm9erVXL16leTkZPU6unXrBjw5K/NtYWJiwpw5c4DM7OvcZLc+TenSpYHM95Sx98Tp06cB8Pb2VjPHteOSkpKIjIw0OO7MmTMGj2s/MDh16tQzr/t5ODg40Lx5c77//nvCw8OpUaMGqampOSp5cvv2bfXfJe2TFdkdOnQoz9er/Tk7e/aswT7nz5+XzeeEEEIIIYQQ4i30WgaGAapVq8aWLVuIj48nKSmJw4cPq1m8WS1duhRFUXQygSFzQy9tkMfYV9bMY61mzZqxd+9eEhMTefDgAUFBQTRu3PgFXeXbpVChQpQtWxaA1atXc+HCBfz8/LC3t9fpp9FoCAgIIDExkRkzZgCZGdtZA4XaAGNx2zT2j2nI6r41mNvRj9V9a7C4dRFC9ux44locHBxYsmSJGkg9dOiQugGeNniakyxGY1nixjYl0wZPn1XWwO/PP/+c6/Ha+2YsY9fa2poSJUoAMGvWLIN9vvvuO/XvTZo0Uf9++PBhIDMIv3HjRho3bkyhQoXUGs2Kohjd8E+rTZs2jBs3juTkZFq2bKnW784uN5mmuc3kj4mJUc/7999/07FjR4oVK6aWz4C3P1M4u6pVq9KyZUsAJkyYkGfzNmvWDBMTE65du8a6deuAzCcFNBoNnp6epKWlMXfuXACd7NhSpUrh7e0NwLx58/TmVRTF4HGAli1bki9fPk6cOMGOHbq/JyZOnIhGo9H79+J5aTf0yx7ENjMzo3r16kDmhyJPk7W0jaFN8Xbv3k1oaOjzLdYA7YaNxu6p9jUSQgghhBBCCPF2eW0Dw+LNpM0a/t///gcY37BPe1zbL2t94aztX331FbG3YqhZvCCt/dywToyiTesP1JII2fXr148VK1YQFxeHg4ODukna3bt3mT17NoAaqA4LCzN6HdosRu2Gelra2p3GHmPXZj/nhcWLFzNv3jw10zI9PZ3Vq1c/cYw26Ltv3z6jQdpx48YBsHDhQhYuXKgGuTMyMpg7dy6///47AObm5jqBYW2gytLSUi3HkVVYWFiOsgq/+eYbJk+eTHJyMq1btzZYI1ibMfosr9HTsqa12eiOjo4GN9tKS0vj6NGjT76It5A2ILx37152795ttF+vXr3QaDTUqFHjqXN6eHioNeE//vhjWrVqpbYpikKvXr24cuUKtra2OmVFNBoNX3zxBZAZrPz111/VtuTkZAYOHGg0471QoULqe7x9+/YsX75c732ZkpLC8uXL+eyzz556DU+TkJCg/j37z9yxY8f47bffAAzWys7OwcFB/YBsxIgRxMXFqW1BQUF07NhRr7xMXvj0008xNzcnNDSUUaNGqdehKAo///wzP//8s2w+J4QQQgghhBBvIQkMizylDQwnJycDxgPD2sektf2y1heGzOChjY0Nx44dw8vLC19fX0qXLo2fnx8pKSlGS4qEhITQvXt3HB0d8fDwUAO433//PXv37qVQoUJqoGrhwoUGM2sDAwPV2rPvv/++TlvJkiUBOHjwoN447WZ3xjwtmzerDh06oCgKw4YNo0iRIlSvXh1XV1c1kK6VPUD+0UcfYW1tzaFDh3B3d6d27drUr1+ftWvXqn169OjB8OHDSU9PZ8CAAbi6ulKtWjUKFy7MiBEj1EDxkCFDdDb/0mbUajewy2769OlPvS6t8ePHM3XqVFJSUvjwww/566+/dNq12aP79+/nyJEjeuPj4uL45ZdfdPpq5SRrGjIDeob6LF++/Im1bd9WVapUUe/lxIkTjfbr1asXkJlBnpP6zoMHD1b/vmnTJrp164aVlRVRUVGsXLmSfPny8euvv+o9wfHJJ5/QuXNnHj9+TJcuXShatCjVqlXDxcWFxYsXM3XqVKPn/PLLL/nss8+Ij4+nR48eFChQgMqVK7N06VLMzMxYs2YNPXr0MPjeyq2sJTLKly9PuXLlqF69Ol5eXlSpUoWYmBiqV6/O8OHDczTfDz/8gKmpKVu2bMHd3R1/f3+8vb1p0KABbm5uDBky5LnXnF25cuWYN28eGo2G2bNn4+LiQrVq1XB3d+eTTz5h6NChuLm55fl5hRBCCCGEEEK8WhIYFnmqfv36asamiYmJXn1hLT8/P52NzbIHhitUqMDBgwdp3bo1+fLl4/z58zx+/Jhhw4Zx/Phx9ZHtqKgooqKi1HFz5sxh1KhRlCpVSn10W6PRULZsWb744gvCwsL4+uuvcXZ25vbt23Ts2FGnjuyJEyfUwFfLli2pXLmyzro++OADIDMImrUGcHx8PJ07d9bJ8MtOm827c+dOo320BgwYwJo1a6hRowYPHjwgPDyc0qVL88033+j0y16mo2jRomzfvp3mzZujKAqHDh1iz549OvdIe582b95My5YtycjI4Pjx4zx8+FB97WrXrs3333+vM0abyZiSkqIToE5NTWX8+PGsWrXqqTWQsxozZgyzZ88mNTWV9u3bq6UGAAICAtT3RJcuXXTqycbGxvLxxx8THx+Pm5sbffr00Zn3aVnT5cqVw8nJibS0NIYMGaJ+OAGwdu1ahg4d+kKyMt8E2oDwvn372LVrl8E+devWVe/x0qVLnzqnNgO9cOHC1KpVi4SEBDIyMihatCiffPIJJ0+e1Mkk1tJoNKxYsYL//ve/VKpUiTt37nDp0iVq1qzJ7t27+fDDD42eU6PR8MMPPxASEkKvXr1wcXHh7Nmz3Lx5k0KFCtGsWTPmzZvHypUrn7r+p9FugNmnTx98fHy4desWx44dIz4+njp16jBv3jz27t2rUybiSZo0aUJgYCCNGzdGo9EQHh6OpaUl48aNIzg4WH1qIa/179+fnTt30rhxY9LT0zl79ixFihRh8eLF6tMWQgghhBBCCCHeMop4YeLj4xVAiY+Pf9VLeevMnz9fAdSvwoULK5UrV1YqVqyoFChQQD3u6uqqhIaG6o0PCgpS7O3tFUCxtLRU/P39ldKlS6vj/Pz8lNjYWL1xcXFxire3twIoJiYmio+Pj+Lr66uYmZkpxYoVU6ZMmaIASr169fTGzpgxQ52/dOnSSt26dZV69eopS5YsUft4eHgogBIYGGjwugMDA9U5HB0dc3y/JkyYoACKvb29Urt2baV27dpKrVq1lAoVKujcLzMzM2XYsGFKUlKSwXm6deum9i1SpIhSpUoVxcHBQQGUKVOmGF2/9vw9evTQm3P+/PmKRqNRzMzMlDVr1qjHb9y4oZQtW1YBFI1Go5QtW1apVKmSYm5url7/oUOH9Oa7du2aYm1trQCKs7OzUqtWLaVevXpKhw4d1D4///yzeh0ODg5K5cqVFTc3NwVQmjZtqnTt2lUBlAkTJuT4Hr9Lvv32W/U9kJaWZrRfWlqaUrhwYQVQfvjhh5e4QiFyp0ePHkZ/5rW/KyIiIl76ut5GD1MeKx5jNikeYzYpD1Mev+rlCCGEEEKIN4DE114cyRgWb6T+/fuzd+9exo8fr5alOHXqFOHh4VhYWNCwYUNmzpzJ+fPnqVSpkt74evXqcfr0aYYMGYK7uztnzpwhKiqKKlWqMH36dA4cOKDWJ87KwcGB4OBg+vbti4uLC1euXOH+/fsMGDCA0NDQJz5uPXLkSGbMmIGvry/Xrl1j79697NmzR2/Dqpwylo39JAkJCQQHBxMcHExISAhRUVE4OTnx4YcfMmPGDK5fv87cuXMN1hAGWLJkCdOmTcPHx4fbt29z+fJl/P392bBhA2PHjn2m6xg8eDALFy4kPT2dLl26sGrVKgCKFClCSEgI3333HZUqVeLatWucO3cOLy8vRowYwenTp9WNvbIyljV96NAhtU/v3r3ZsGEDNWvWJDU1lfDwcJycnJg+fTqbNm0yWsNaZOrRowempqbcvHmT7du3G+23ZcsWYmJiMDMzU0u4ZN18LjvtEwdLly4lOjqaQYMG4eXlhaWlpd5TBb/99hu1a9fG1taW/PnzU79+fTZt2gQY3wzuSZvPZR1z+vRpOnTogIuLC5aWlvj4+DB58mSjdbuNnS8xMZGVK1fSqVMnypQpg4ODA/ny5aNkyZIMGjRIrXf9OtDe+yeVEdHSXm9QUNALX5cQQgghhBBCiBfoVUem32bv4icaaekZyoFLd5Q/j0cpBy7dUdLSM171kt4YZMlK++mnn5S9e/cqGRn/3r9Hjx4pU6ZMUTQajQIoO3bseIWrFW+qvPoZbd68uQIo7du3N9rnww8/VADlgw8+UI9ps949PDz0+terV08BlLFjxypOTk6KqampUqFCBcXPz09577331H6fffaZ+vNSqFAhpWrVqoqTk5MCKD/++KPRDM8nZa5rxyxcuFCxsrJSbG1tlcqVKytFihRR29q1a2fwOo2db+PGjWomvpubm1K5cmWldOnSSr58+dRs9cOHDxu9fy+T9t7nJEtee73Gnmx4E33xxReKj4+PMm/ePL02Hx8fxcfHR4mKinoFK3v7SMawEEIIIYTIrXcxvvayyDbjIs9sDYtm0sazRMf/W7PV1cGKCa3K0qy8q8ExkZGR/PzzzwQGBnL58mXu3buHhYUFhQoVwtfXlyZNmtCuXTuD2btvs127djFo0CAKFChA8eLFSU9P5/z58+pmaV9++SWNGzd+xasUb5pn+Rk1pnfv3mzZsoW///6b+/fvU6BAAZ32O3fusHHjRrVvbkydOpUGDRqwfPlyXF0z1/Xo0SMANm/ezPTp09WN0oYOHYqJiQnp6elMmzaN0aNH5+pc2Q0ZMoSRI0cyadIktdb0r7/+SteuXVm3bh2BgYE0aNAgR3OVLFmStWvX0rRpU2xtbdXjDx48YPr06XzzzTf07NmTM2fOqPW9xavx/fff69VV18rJJotCCCGEEEII8SaSUhIiT2wNi2bgylCdgBNATHwyA1eGsjUsWud4eno6Y8aMoWTJkkyZMoXg4GDMzc2pWLEi3t7exMfHs2HDBgYOHIiHhwfz589/4vnTMxQOXr7LXyducPDyXdIzlDy/xhfNx8cHHx8fzM3N6devH507d8bR0ZELFy4QFhaGvb09rVu3ZuvWrXz33XeverniDZPbn9Gn+eCDD3ByciIlJYXVq1frta9atYrHjx/j4uJCixYtcjW3o6Mja9euVYPCgFreZNq0aUBmsHn48OHqhoempqZ89dVXtG3bNlfnyq5u3bpMmzZNZwPCzp0707JlSwA12J0TPj4+tGvXTicoDJkb1k2ePJnatWtz7tw5QkJCnmvNQgghhBBCCCHEs5DAsHhu6RkKkzaexVAoVnts0sazarBWURTat2/PDz/8gKmpKePHjycqKopr165x5MgRTp48yZ07dzh58iQjRozA1NSU/fv3Gz3/1rBoAqbtptOiQwxfc4JOiw4RMG13rgNdr1p4eDjh4eG4ubnRpEkTVq1axaVLl4iPjyc1NZXo6Gj+/PNPmjZt+qqXKt4wuf0ZzQkLCwu6dOkCZNaezk57rFu3bpiZ5e7hlI8++ggHBwe944mJiervgk8++cTg2H79+uXqXNkNHjzY4PGaNWsCcOnSpVzNl56ezl9//cXQoUNp0aIFdevWJSAggICAAC5evAjA8ePHn2vNr4PU1FTWr19P7969qVChAo6OjlhZWeHp6Un37t05deqU3pjLly+j0WhwcHAgPT1dpy0uLg4zMzM0Gg3t2rXTG7t69Wo0Go1erfXjx4/z9ddfU7t2bdzd3bGwsKBgwYI0bNiQ5cuXoyiG3+M9e/Y0WmPZWA1pIYQQQgghhHjTSSkJ8dxCIu7pZSFmpQDR8cmERNyjZvGCzJgxgw0bNmBpacmuXbuoXbu2wXEVK1Zk9uzZjBo1in/++cdgH20WZPb/1ddmQS7o6p/rR+SFeNvk9mc0p3r16sXcuXM5evQoZ86coVy5ckBmcO7kyZNqn9zSzpPdpUuXyMjIAMDPz89gH0ObTeZGqVKlDB53cXEBMstA5FR0dDQtWrR4auD37t27OV/ga+rChQu0a9cOExMTChUqhKenJ6mpqVy9epUVK1bw22+/sXbtWlq1aqWOKV68OMWKFePatWscPXpUZzPJoKAgNVgcFBSEoig65TZ2794NQMOGDXXW0bdvX44dO4aDgwOurq64urpy8+ZNAgMDCQwMZOvWrfz6668v8lYIIYQQQgghxBtDMobFc4t9YDzglL1fYmIiU6dOBWDcuHFGg8JZFS1alAEDBugdT89QGP79Qm6tncT1eV25Or0N1+d1JXb9FB5dDwOMZ0Fu3bqVDz74ABcXFywsLChcuDBt2rRRgw3ZBQUFodFo8PT0BDKz1erVq4ejoyMajYagoCC1b0xMDAMGDMDd3V3NmBsxYgT3799n4sSJaDQaevbsqXcOY1lpiYmJrFy5kk6dOlGmTBkcHBzIly8fJUuWZNCgQURERDz1Hop3W25+RnPD19cXf39/QDdrWPv36tWrU7Zs2VzNCWBjY2PweGJiIgBmZmY6pR6ysrOzy/X5cnJubckKYxmnhvTq1Yvjx4/j7e3N6tWruXr1KsnJySiKgqIodOvWDYDHjx8/15pfB87OzqxYsYLbt28THR1NaGgoYWFh3Llzh/nz55Oenk7Pnj3VOula2nrN2X/3ar93d3fn3r17nDhxwmB79sDwqFGjOH36NHFxcZw7d44jR45w48YNQkJCKFmyJKtXr2bNmjV5eelCCCGEEEII8caSwLB4boXsDAdoDPXbsmUL9+7dw9TUlIEDBz7zOVNSUmj8fmsu/DqJR5ePAAoWzh6Qkc6ji4e49euXxB1er2ZBZjVixAiaN2+u1gr18/NTH/du1KgR48ePf+K5R44cSefOnTl//jwlSpSgSJEiatulS5eoXLkyCxcuJCYmBh8fH+zs7Jg3bx7VqlUjLi4u19caFBREt27dWLt2LQ8ePKBkyZJ4enpy48YNFixYQKVKlaRGqXii3PyM5pZ2Y7mVK1eSlpZGamqqmpGZ203nnkZbqzctLY3kZMNB7Nxk9L5IMTExbNu2DYC///6bjh07UqxYMSwtLdU+r2Om8KRJk9QPqYx9GeLi4kLXrl1xdHTUOW5pacngwYPp2LEj9+7d06vRrA3sGgoMW1pa8vnnn+u1X716lStXrpAvXz61xIdW586dKV++vN76qlatyk8//QTAsmXLcnIrhBBCCCGEEOKtJ6UkxHOr5uWIq4MVMfHJBmuYaoDCDlZU83JkzY+Z9UHLly9PwYI5f2Q9u5EjRxK0bSPmTsVwbDoEK/d/sxITzwRyb9t84oKWYOlaktgHfmrbsmXLmDt3LqampsyfP59+/fphYmJCeno6c+fOZfTo0UyZMgVfX18++ugjvfNGRUWxYMECVq5cSefOndFoNCiKQmpqKoqi0KVLF27evImfnx/r16/Hy8sLgIsXL9K6dWs1MJEbJUuWZO3atTRt2lRnE6sHDx4wffp0vvnmG3r27MmZM2eMBm3Euy03P6O51blzZ0aPHs2tW7fYsmULKSkp3L17F2trazp27Pjca8+qRIkSmJiYkJGRwcmTJ3VKD2hlzyx9VbSZ/I6OjgZLY6SlpXH06NGXvaynKlq0KMWKFXtin+DgYKNtu3btYvPmzVy4cIGEhAS1HMS1a9eAzDIjHTp0UPtrA8PBwcGkpKRgaWnJrVu3OHPmDPXq1aNFixYMGzaMXbt28emnnwL/Bolr166NhYWF3hquXr3KmjVrCA0N5c6dO6SkpACof74NNZ2FEEIIIYQQIi9IYFg8N1MTDRNalWXgylA0oBN40oYpJ7Qqi6mJhqioKAA1YPoszp8/z8KFC7GxtSP/RxMxcyik025brgEZD+O4H/gz8YfXUsiur9r2zTffANC/f3+d8hSmpqaMGjWK48ePs3LlSiZNmmQwMJyens7kyZPVTbcgswSEpaUlgYGBhISEYG5uzrp163SuURvcrVChQq6v18fHBx8fH73jdnZ2TJ48md27dxMcHExISIjBQJkQufkZza0CBQrQpk0b1qxZw9KlS9VM3nbt2mFvb//ca8/K1taWgIAA9u7dy88//2zw/b5o0aI8Peezsra2BiAhIYGkpCT1e63ly5cTGxv7Kpb2RL179za4AVtWhj6ASkxM5MMPP2THjh1PHJs9S9rd3Z2SJUty8eJFDh48SP369XXKRHh7e+Ph4cG+fftIS0vDzMzMaBkJgB9//JHPPvuM1NTUHK9BCCGEEEIIId5VUkpC5Ilm5V1Z0NWfwg66j6IXdrDS2QAuISEBQCfzNTsnJyeDjy/HxMQAsHbtWjIyMmjx/vsULVYMQ6Esa5/M2sWp18OoXMwBgPDwcC5fvgxk1qE05LPPPgMgLCxMzXDL7pNPPjF4fOvWrcC/wYzsypYtm6OayoZoS10MHTqUFi1aULduXQICAggICODixYuAZMGJJ8vpz+iz0JaM2LRpk1o+Ia/LSGiNGTMGgMWLFzNv3jx1M7r09HR++OEH1q1b90LOm1vlypXDycmJtLQ0hgwZolP6Yu3atQwdOtRoneQ30ejRo9mxYwdOTk4sXryYS5cukZSUpNZT1pboMVRPOXs5Ce2fjRo1UtsTExPVkjmBgYE647QOHjzI8OHDSU1NZfDgwYSEhHD//n3S0tJQFEX9/Z+WlpbXly+EEEIIIYQQbyTJGBZ5pll5V94rW5iQiHvEPkimkF3mo+lZsxC1GYTaTaQMqVGjhlqLNyUlRe9x65MnTwJw6NBBbC9eITr2oYFZMnMiMx6nEHf/HoUKFeL8+fMA5MuXj+LFixs8d9myZTE1NSU9PZ3w8HC9R6qdnJwoVKiQwbHa+f38/IxeW6VKldi3b5/RdkOio6Np0aLFUwO/kgUnniYnP6PPolGjRhQrVkz9MKV48eLUq1cvL5as5/333+ezzz5j+vTpDBs2jG+//RYPDw8iIiK4ffs2c+fOZfjw4UDmkwCvipmZGdOmTaNPnz4sWbKE9evXU6JECWJiYrhx4wZNmzbF2dmZlStXvrI15pW0tDRWrVoFwNKlS2nRooVenyf9fmrQoAELFy5k9+7d6lMQtra2VKtWDcgMAC9ZsoTdu3fj5OTEjRs3sLOzo3LlyjrzaGsHf/TRR8yfPz9XaxBCCCGEEEKId5FkDIs8ZWqioWbxgrT2c6Nm8YJ6ASc3Nzfg3/qbhmzatIn9+/ezf/9+/vjjD732+/fvA5k1K88eP0LKjbMGvs6p/ZOSkoB/N6VycXExem4zMzOcnJx0+mdlY2NjdKw22G1nZ2e0z5PajOnVqxfHjx/H29ub1atXc/XqVZKTk9VMvG7dugGGM/GEyO5pP6PPwsTEhJ49e6rf9+zZ84XWu/7hhx9Ys2YNNWrU4MGDB4SHh1O6dGn+/PNPnUzlvC5lkVu9e/dmw4YN1KxZk9TUVMLDw3FycmL69Ols2rTplQau89Lt27fV339169Y12OfQoUNGxzdo0ACNRkNISAhhYWFcuXKFOnXqYG5uDvybGbxr1y41m7hu3bqYmel+tq39d+VZ1iCEEEIIIYQQ7yLJGBYvVZ06dZg3bx5hYWHcvXv3mTag05ah+Prrr5k0aRIA6RnKU7MgtUHZW7duGZ07LS2NO3fu6PTP7boMBZS1ntRmSExMjPpo/t9//21wEyvJghOvg0mTJqk/j09Sv359FMXQFngQFBSU4/N16NBBZxMzrSNHjgCZm745ODjotE2cONFo/Vxja9Lq2bOnTvA7p2PbtGlDmzZtDLYtXbqUpUuXPvG8b4Ks9ZOjo6P1fnfu3r2b0NBQo+MLFSpEuXLlCAsLU99DWctEFClSBB8fHw4ePKjObai+sHYd0dHRem3JycnMmzcvF1clhBBCCCGEEG8/yRgWL1WzZs0oUKAA6enp/PTTT880h3YDt1OnTqnHcpIFWbp0aQAePXqk1prM7uzZs6SnpwNQpkyZXK1Lu0GcttSFISdOnMjVnNoMOEdHR4NB4bS0NL1SG0K8yxYvXgxkfgglXg4HBwd8fX0BGDFihFoKCDKD/R07dnxqPWVtoFdbI1pbXzhre0pKCps2bdLpn5W2fMlPP/2kfkAAEBsby0cffcT169dzeWVCCCGEEEII8XaTwLB4qezs7NTNo6ZMmcLevXtzPUf79u3RaDT8888/nD17NsfjfHx8KFGiBACzZs0y2GfmzJlAZvC5aNGiuVpXs2bNgMzHnSMjI/Xaw8PD2b9/f67m1GbAJSQkqCUxslq+fDmxsbG5mlOIvJSeoXDw8l3+OnGDg5fvkp7x5MzbvLBgwQL27dunk6mbnJzMt99+y6JFiwAYMmTIC1+H+NcPP/yAqakpW7Zswd3dHX9/f7y9vWnQoAFubm5PfT20gV5FUXB0dNSr1Z61vWDBgmogOqu+fftSpkwZ4uPjqV69Oj4+Pvj7++Pu7s7OnTsN1h0WQgghhBBCiHeZBIbFS/fZZ5/xwQcfkJqaynvvvce4ceOIiorS63ft2jUWLFigd7xChQp88sknPH78mCZNmrBp0ya9R7lv3rzJTz/9xNSpU9V6pxMnTmTcuHEALFy4kIULF6rjMjIymDt3LitWrAAyy1TkVv369alevTqPHz+mXbt2XL16VW27dOkSH330Ua5ripYrVw4nJyfS0tIYMmQIycnJatvatWsZOnToUzPxhHhRtoZFEzBtN50WHWL4mhN0WnSIgGm72Rqm/yh/Xtq1axd169alYMGCVK1aFX9/fwoWLMi4ceNQFIUvv/ySxo0bv9A1CF1NmjQhMDCQxo0bo9FoCA8Px9LSknHjxhEcHPzE+uyQme2r/f1Yv359vRrV2jrExtohswb8vn37GDhwIK6urkRERBAdHU3btm0JCQnRy0IWQgghhBBCiHedRnlaYUXxzBISEnBwcCA+Pv6Vb4L0uklLS2PMmDHMnTtXLd1QtGhRXFxcMDEx4eTJk6SkpACg0WgYNWoU33//vboZUWpqKr1792bVqlVA5qZxaWlpen/v0aMHkLlb/YQJE5g4cSIjRoxg7ty5QOZGdMWKFSMyMpLbt28DMHbsWKZMmaKz3qCgIBo0aICHh4fBbGCtS5cuUbduXaKjozE1NaV8+fJkZGRw5swZvLy8aNGiBT/++CO9e/fm559/1hmrDXRERETg6empHv/ll1/o06cPkPnIdokSJYiJieHGjRs0bdoUZ2dnVq5cqV5fXggKCiIoKAg/Pz+j9VHFu21rWDQDV4aS/R8QbbhuQVd/mpV3fSHn3r59O8uWLePw4cPcvn2bR48eUbBgQapXr87AgQNp2rTpCzmvEOL5JaWmUfbrzNr5Zyc3xdpCtrsQQgghhBBPJvG1F0cyhsUrYWZmxsyZM7l48SJjx46lVq1apKSkcPLkSc6cOaOTDaYoCm3atFGDwgAWFhasXLmSHTt20KJFCzUQrNWmTRt+/vlnZsyYgaurKz4+Pjg5OQEwZ84cNm/eTMuWLcnIyOD48eNoNBpat27Nzp079YLCuVGiRAlCQ0Pp378/Li4unDt3jvj4eAYNGkRISIh6Dbn5Rda7d282bNhAzZo1SU1NJTw8HCcnJ6ZPn86mTZtynYWcE0FBQUyaNIk///wzz+cWb770DIVJG8/qBYUB9dikjWdfWFmJJk2asGrVKi5dukR8fDypqalER0fz559/SlA4D7yK8iBCCCGEEEIIIV4+yRh+geQTjWdXv3599uzZQ5kyZTh37pzBDFut8ePHM2XKFLWvj48P4eHhL3nFOdOiRQs2b97M3LlzGTZs2KtejlETJ05k0qRJ9OjRg6VLl77q5YjXzMHLd+m06NBT+63uW4OaxQu+hBWJvLI1LJpJG88SHf9v2RpXBysmtCr7wjLAxbtFMoaFEEIIIURuSXztxZGMYfHK5CQrrV27dtja2vLHH38Y3HwtIyODZcuWYWpqSrdu3V7Gsp/Z1atX2blzJwB169Z9xasR4tnFPkh+eqdc9BOvB215kKxBYYCY+GQGrgx94bWjhRBCCCGEEEK8XBIYFq9ETjetsrGxoX379jx48IC1a9fqzbNr1y6uX79Os2bNcHU1nM2WdfO5rCIjI9FoNGrZiv3799OiRQsKFixIvnz5qFixIvPnz9fb2A4ySy1oNBq1FvDff/9N/fr1sbe3x8LCgsqVK7NmzRq1/8mTJ2nZsiWpqakEBATg5+dHdHQ0n3/+OeXLl8fW1hYbGxsqVqzIpEmTePDggcFriYmJYdSoUZQtWxZra2usrKxwc3OjVq1ajBs3jlu3bumNefz4MQsWLCAgIIACBQpgZWWFt7c3/fr149KlS3r9NRoNkyZNAjJrM2vvUdZ7BZl1ntevX0/v3r2pUKECjo6OWFlZ4enpSffu3Tl16pTBaxBvvkJ2OdvwMKf9xKv3qsuDCCGEEEIIIYR4+SQwLF663Gal9erVC4AlS5bozaU9pu3zrJYuXUq9evU4dOgQ3t7e2NnZcfr0aYYOHcpnn332xLGTJ0+mdevWhIeHU7RoUR4/fkxoaCidOnXC09MTLy8v/Pz8CAsLo2jRoixdupRdu3ZRpkwZpk+fzsWLF3F3d6do0aKcPXuWiRMnUrVqVW7evKlznqioKPz9/Zk9ezYXL17Ew8ODihUrYmJiQkhICN9++y2nT5/WGfPgwQMaNWrEoEGDCA4OxtHRkfLly3Pr1i0WLVpExYoV2bhxo86Y2rVrU7RoUQAKFSpE7dq1db60Lly4QLt27Vi2bBl37tzB09OTEiVKcPfuXVasWEHVqlX15hZvh2pejrg6WKEx0q4hs/xANS/Hl7ks8RxCIu7p/U7OSgGi45MJibj38hYlhBBCCCGEEOKFksCweKlympWWtb1OnTqUKFGCPXv2EBERoR6Pi4tjw4YNFCxYkFatWj3XugYMGMDMmTOJjY3lyJEjxMbG8t133wEwa9YsLl++bHDczZs3mTp1KqtWrSImJoaDBw8ybtw4XFxcgMzyEbGxsfj6+jJ27FiOHz+Ooii0bduW+Ph4xo4dy927dwkPDyc8PJzr16/TvHlzzp8/r1caY8aMGURHR9OoUSNu3rzJuXPnCAkJ4fr169y7d48lS5bg7u6uM2bYsGHs27cPZ2dn9u3bx+XLlzl69CjR0dF06tSJR48e0blzZyIjI9Ux+/fvp3fv3gA0b96c/fv363xpOTs7s2LFCm7fvk10dDShoaGEhYVx584d5s+fT3p6Oj179jRYAkS82UxNNExoVRZALzis/X5Cq7KYmhgLHYvXjZQHEUIIIYQQQoh3jwSGxUuV06y0B48e6xzv2bMniqLobIS2Zs0akpOT6dKlCxYWFs+1rq5duzJixAhMTU3VY19++SUVKlRAURT++ecfg+MeP37MV199RefOnQGwt7fnm2++ITIyEmdnZwBWr17NiRMnmDJlCgULFmTixIk8ePCAYcOGMWXKFGxtbdX5XF1d+e2333Bzc2P37t2EhISobdoN9YYOHarOrWVvb0/Pnj0pXbq0eiwyMpLly5cD8J///IeAgACd/suXL8fLy4vExERmzpyZ63vm4uJC165dcXTUzQq1tLRk8ODBdOzYkXv37knW8FuqWXlXFnT1p7CDbrmIwg5WLOjqLxuVvWGkPIgQQgghhBBCvHskMCxeqpxmm6WmZ+h83717d0xMTFi+fLla81dbRkKb3fo8Bg8ebPB4zZo1AQzW4tUaNGiQ3jErKysqVaqkN/bx48ds2LABgIEDBxqcz87Ojvfeew/IrKGs5eHhAcDatWtJTU01uh6trVu3kpGRQbFixWjXrp1eu5mZGSNGjAAwGvjOiV27dvHpp5/SqlUr6tWrR0BAAAEBAezduxeA48ePP/Pc4vXWrLwr+8c0ZHXfGszt6MfqvjXYP6ahBIXfQFIeRAghhBBCCCHePWavegHi3ZLTbDMLU93PLIoWLUqjRo3YsWMHgYGBFC5cmJCQECpVqoSvr+9zr6tUqVIGj2tLQhjbDM7JyUkvY/ZJYy9evKiWVvjkk0+Mrufq1asAXL9+XT02fPhwli9fzsqVK9myZQtNmjShVq1aBAQE4Ovrq7MxHMD58+cBKFu2LCYmhj8DqlChAgARERGkpqbmKvM6MTGRDz/8kB07djyx3927d3M8p3jzmJpoqFm84KtehnhO2vIgA1eGogGdcj5SHkQIIYQQQggh3k6SMSxeqpxmpdnlM9dry7oJXV5tOqdlY2Nj8Lg2oKrNUs7pOGNj79+/r/49ODjY6FdUVBSATn3esmXLcujQIdq2bUtSUhKrV69m6NChVKpUCS8vLxYuXKhzfm1AunDhwkbX6Or6b2anseC3MaNHj2bHjh04OTmxePFiLl26RFJSEoqioCgK48ePBzKzpIUQrz8pDyKEEEIIIYQQ7xbJGBYvVU6z0qZu0x/btm1b8ufPz/r167G1tcXCwkKt7fum0NYT1mg0PH78WKemcU74+vqyfv16UlNTOXr0KPv37+fvv/8mODiYAQMGkJGRoZaosLOzAyAmJsbofNHR0erftf1zIi0tjVWrVgGwdOlSWrRooddHMoWFePM0K+/Ke2ULExJxj9gHyRSyyywfIZnCQgghhBBCCPH2kYxh8dI9a1aalZUVHTp0ICkpidjYWD744AMKFnyzHmEvVaoUlpaWKIpCWFjYM89jYWFBrVq1+Pzzz9m/fz+jR48G4KefflL7aDeiO3v2LBkZGQbnOX36NADe3t46ZSSyl6XI7vbt2yQmJgJQt25dg30OHTqUw6sRQrxOtOVBWvu5UbN4QQkKCyGEEEIIIcRbSjKGxSvxrFlp/fv3VzdzM7Zh3OssX758tGzZknXr1jF9+nRWrlyZJ/PWrl2bGTNmcOPGDfVYs2bNMDEx4dq1a6xbt4727dvrjElLS2Pu3LkAehm/1tbWgG4pC0PtkJl1nD3bePfu3YSGhj77BQkhhBBCCCGEEEKIF0oyhsUr8yxZaZUqVWLnzp3s3LmT+vXrv/hFvgDffvstdnZ2rFq1in79+umVekhLS2PPnj307t1bJ9Dbr18/VqxYQVxcnE7/mJgYZs+eDUDVqlXV4x4eHnTv3h2AIUOGsH//frXtwYMH9OrViytXrmBra8uoUaN05ixRogQAhw8fVjODs3JwcFA3/RsxYoTOmoKCgujYsSNWVjnbaFAIIYQQQgghhBBCvHwSGBYiD3h6eqLRaAgKCnpqXx8fH/7++2+cnJxYtGgRbm5ulC5dmpo1a1K+fHlsbW2pX78+S5Ys0dm4LSQkhO7du+Po6EiJEiWoUaMGZcqUoWjRouzdu5dChQoxZ84cnXP9+OOPBAQEEBsbS506dShZsiRVq1alcOHCrFy5knz58vHrr7/i6empM65Jkya4uLhw7do1ihYtSo0aNahfv75OMP6HH37A1NSULVu24O7ujr+/P97e3jRo0AA3NzeGDBli9B5MnDgRjUZDz549n+teCiGEEEIIIYQQQohnI4Fh8UrcuXOHiRMnUr16dfLnz4+5uTmFChWifPnydOjQQSdT9nVw4sQJvUzd51G/fn3Cw8OZPHkyVatWJSYmhiNHjnDjxg3Kly/PZ599RnBwMB4eHuqYKVOmUK9ePezs7IiIiODw4cOEh4djYmJCmTJl+PbbbylevLjOeezs7Ni9ezf/+c9/qFWrFrGxsZw6dQpnZ2c++eQTTp48SatWrfTWZ2Njw65du2jXrh1WVlYcO3aMPXv2sGfPHrVPkyZNCAwMpHHjxmg0GsLDw7G0tGTcuHEEBwdjY2OTZ/dLCCGEEEIIIYQQQuQtjaIoyqtexNsqISEBBwcH4uPjsbe3f9XLeW0cOnSIli1bcvfuXQAKFy5MkSJFSE9P59KlSzx8+BCAb775hnHjxr3KpQL/bsQWERGhl1mr5enpydWrVwkMDHwhJS5WrVrFkCFD1OC0i4sL7u7uPH78mGvXrqnHvb292b59u16A+HUzceJEJk2aRI8ePVi6dKlOW6NGjbhx4wbLly+nWrVqr2aBQgghXoik1DTKfr0NgLOTm2JtIdtdCCGEEEKIJ5P42osj/zUuXqrExEQ+/PBD7t69S/Xq1Zk3b55OXdyMjAyOHj3KmjVrKFCgwCtc6etjzpw5jBw5EoCOHTsyduxYypcvr7ZnZGRw8OBBZs2axYYNG7h+/fprHxh+kl27dr3qJQghhBBCCCGEEEK89SQwLF6qzZs3Ex0djampKRs2bMDV1VWn3cTEhGrVqqmZoukZCiER94h9kEwhOyuqeTnmaJO6t8Xhw4cZPXo0AJMnT2b8+PF6fUxMTKhduza1a9dm06ZNODg4vOxlijx05MgRlixZQmBgIDdv3iQ1NZVChQpRvXp1Pv74Y9q1a6dmsQshhBBCCCGEEEI8K6kxLF6qy5cvA+Dk5KQXFM5ua1g0AdN202nRIYavOUGnRYcImLabFTuPMnToUEqVKkW+fPlwcHCgWrVqzJw5k+TkZINzaTQaNBoNkZGRBtuXLl2KRqPRKQOh3SBNy8vLS51Ho9EwceJEg3Ndu3aNPn364ObmhqWlJZ6ennz66ackJCQ88XoNmTBhAunp6QQEBOSorEbLli2pVKmS+n1qairr16+nd+/eVKhQAUdHR6ysrPD09KR79+6cOnXK4DyRkZHqdQJs27aN5s2b4+zsjImJiU75h4cPHzJ16lSqVKmCvb091tbWlC5dmlGjRhEdHZ3raza2+Vz212jp0qVUr14dW1tb7O3tadCgATt27DA4Z2JiIitXrqRTp06UKVMGBwcH8uXLR8mSJRk0aBARERG5XmdeS01NpU+fPlSrVo0FCxYQERFB0aJFKVu2LA8ePOCPP/6gffv21KhR47WrwS2EEEIIIYQQQog3jwSGxUulrQVz69YtLl68aLTf1rBoBq4MJTpeN9AbefoIPVrUY/78+Vy9epUyZcrg6urKkSNHGD16NLVq1eL27dt5stZixYpRu3Zt9fsqVaqombm1a9emWLFiemNOnTqFr68vq1atUmsnX7t2jVmzZtG0aVPS0tJyfP7bt2+zbVtmHcbhw4c/U5bohQsXaNeuHcuWLePOnTt4enpSokQJ7t69y4oVK6hatSobN2584hxz5syhWbNmHD58GC8vL50N8W7evEm1atX48ssvCQ0Nxd3dndKlS3PlyhVmz55NhQoVOHz4cK7X/TR9+vShV69eREdH4+PjQ0ZGBkFBQTRr1oy//vpLr39QUBDdunVj7dq1PHjwgJIlS+Lp6cmNGzdYsGABlSpVIiQkJM/XmVMZGRl88MEH/PLLL1hbWzNr1izu3LlDWFgYx44d4/bt22zcuBEvLy9CQkKoWbMmt27demXrFUIIIYQQQgghxJtPAsPipWrevDmmpqYANGnShIULF3L9+nWdPukZCpM2niX7rojpSfHE/jUVJTWJ/KVrcD3qBqGhoYSHh3Ps2DGKFi3K8ePH6dWrV56stXfv3uzfv1/9/o8//mD//v3qV+/evfXGjB49mlatWnHr1i2OHTtGREQEO3bswNramkOHDrFixYocnz/ruRs0aPBM1+Ds7MyKFSu4ffs20dHRhIaGEhYWxp07d5g/fz7p6en07NmTpKQko3N8/vnnzJgxg9u3bxMSEkJERAQdOnQAoEuXLpw9e5aSJUty6tQpzp49S2hoKNevX6dhw4bcvXuXdu3aER8f/0zrN+TAgQP89ddfbN++nWvXrnHs2DFu3bpF27ZtycjIYMSIEWTfU7NkyZKsXbuW+/fvExUVxdGjRzl37hy3bt1i/PjxxMfH07NnT71xL8u0adPYtm0b5ubmbNmyhZEjR2Jra6u2m5qa0rJlS4KDg/H09OT69ev06NHjlaxVCCGEEEIIIYQQbwcJDIuXytvbm9mzZ2NiYkJkZCQDBgygWLFiFC5cmPfff5/vv/+edYFH9DKFAR4c30xGUjwm1g7YvT+aywn/ZtD6+/uzZMkSAP755x+OHTv20q4pq+LFi/Pzzz/r1Plt1KgRffr0AXhqdm5WUVFRADg4OFCwYMFnWo+Liwtdu3bF0dFR57ilpSWDBw+mY8eO3Lt374nr6tmzJ59++qka0AfIly8f+/btU8s9rFq1SmdDPBcXF9auXYu9vT03btxg8eLFz7R+Qx4/fsycOXN477331GM2Njb89NNPmJubExkZyenTp3XG+Pj40K5dO51gK4CdnR2TJ0+mdu3anDt37pVkDScmJjJ9+nQg84OFunXrGu3r6urKf//7XyCzvMeBAwfUNm3pk549e5KSksJ3331HxYoVsbW11cs2j4uLY/LkyVSuXBkHBwesrKzw8fFh9OjRxMbGGj1/TEwMAwYMwN3dXS1JMmLECO7fv69zfkOuX7+e6xIwWcuK5GWJFiGEEEIIIYQQQkhgWLwCQ4cOJSQkhM6dO2NnZwdklpbYsmULX331FR3fq8Gdf+aQkaobLHp0+SgAdr7NMDG3IvaBbnujRo3U+rr//PPPS7gSff369cPc3FzveM2aNQG4dOlSjufSBryyBzOfxa5du/j0009p1aoV9erVIyAggICAAPbu3QvA8ePHjY795JNPDB7X3uOAgACqVq2q116gQAE1IJ6Xr4eDgwNdunTRO164cGG8vLwAw/c5PT2dv/76i6FDh9KiRQvq1q2r3gdtWZMn3YcXZcuWLdy/fx8TExOGDh361P5NmzaldOnSQGZAPrvk5GTq16/P2LFjSUpKokyZMmoJF4CTJ09Svnx5JkyYwKlTp3B2dqZkyZJERkYyc+ZM/Pz8CAsL05v30qVLVK5cmYULFxITE4OPjw92dnbMmzePatWqERcXZ3TNe/bsoXz58s9cAiYvS7QIIYQQQgghhBAik9mrXoB4N1WuXJlVq1aRnp5OWFgYoaGhBAYG8s8//3Dv3j0ehu0k41E8hT6aoI5Ju5eZQWvunFnjtpCdld68FSpU4Pjx44SHh7+cC8mmVKlSBo+7uLgA8ODBgxzPpQ3mJSYmPvN6EhMT+fDDD41uyqZ19+5do23lypUzePz8+fMAOpnC2VWoUAEgT1+PkiVLGq237OLiwoULF/Tuc3R0NC1atHhq4PdJ9+FF0ZYMKVu27FM3ZNRq2LAh4eHhBAcH67WtXbsWNzc3jhw5QpUqVQB49OgRAPfu3aNly5bcuHGDvn378u233+Ls7AxAfHw8w4YNY/ny5Xz00UeEhYVhZpb5T4SiKHTp0oWbN2/i5+fH+vXr1SD8xYsXad26NT/99JPBtd65c4f27duTkJBAy5YtWbp0qZoBHxoaSps2bdQSMJs2bTI4x+jRo+nYsSPz5s1Ts/F37drFBx98oJZoyasSMkIIIYQQQgghxLtCMobFK2Vqaoqvry+9evVi+fLlXLlyhTZt2gLw6PIRUm78G1DMSM0MbpnZFMDVwYpqXo5682kDa7kJwOYlGxsbg8dNTDJ/1HJTw9bd3R3IDNg9a8By9OjR7NixAycnJxYvXsylS5dISkpCURQURWH8+PFAZnkGY4xdk/YeFy5c2OjYF/F6GFsPGL/PvXr14vjx43h7e7N69WquXr1KcnKyeh+6desGPPk+vCjaGtslSpTI8ZiSJUsC/5YbySo9PZ3Vq1erQWHILP0BMGvWLKKiomjdujX/+9//1KAwZGZi//LLL1SqVInz58+zfv16tS0oKIiQkBDMzc1Zt26dGhTWrmXt2rWkp6cbXOuCBQu4ffs2zs7O/PbbbzplUXJaAiYvS7QIIYQQQgghhBAikwSGxWvFwcGBpUuXqAG+lJvn1TYTi8zgVvrD+0xoVRZTE/2s0ejoaAC1REV2xgKzDx8+fK51vwgBAQHq3wMDA3M9Pi0tTS01sHTpUvr06UPx4sXVICE8X4as9h7HxMQY7fO01+NliImJYdu2bQD8/fffdOzYkWLFimFpaan2eRWZwlraoHluSoZo+xra1K9MmTLUqlXL4LjffvsNgAEDBhhsNzU1pXXr1kBmRq7W1q1bgcxMZW9vb71xZcuWpXbt2gbn1JYR6d+/P9bW1nrtOSkBk5clWoQQQgghhBBCCJFJAsPitePg4KBmMtpZ/HvcrGBmBm3jwqk0K2/4kXvtpmNlypTROa7NMr1165bBcRcuXHiuNb8Izs7ONGnSBIC5c+fmKtsY4Pbt22oZCmMbmh06dOiZ16etc2uoHq2WsdfjZYqIiADA0dHRYFmMtLQ0jh49+rKXpdIGzXNTMkTbN2sGrZax0h8PHz5UA6jjx49X6ytn/1q5ciXwbyYz/Fs2xM/Pz+iatMHd7PKi5EhelmgRQgghhBBCCCFEJgkMi5fqzp07ZGRkPLHP+fPniY2NBWB23+as7luDuR396NHhQwB2blhFUlKS3rjAwEC1huz777+v06Z99P7gwYN64+Li4li9erXR9WizHA2d80WqX78+27dvR6PRsH//fqZMmfLUMf/88w8nTpwA0MnO1GbuZrV7925CQ0OfeX0tWrQAMmvkHjlyRK89Li6OX375Rafvq6C9DwkJCQZfw+XLl6vvt1dBWzIkN1mv2s3ytGOzMlZqI+vmcEePHiU4ONjgl3YdWe+VNhD9pMxvY215UXIkL0u0CCGEEEIIIYQQIpMEhsVLtWbNGsqVK8fcuXP16qMqisK2bdto3bo1iqLg4eFB8+bNqFm8IK393Pjuq1E4Oztz+/ZtOnbsqPP4/4kTJ9TNp1q2bEnlypV15v7ggw8AmD59OidPnlSPx8TE0LlzZ52gWXba2q87d+58rmt/Vo0bNwbg66+/plOnTpw5c0anPSMjg8OHD9OhQwdatWqlXouDgwO+vr4AjBgxQucag4KC6NixI1ZW+hv45VRAQAD169cHoEuXLjrrio2N5eOPPyY+Ph43Nze1FuyrUK5cOZycnEhLS2PIkCEkJyerbWvXrmXo0KHPdR+el7ZkyNmzZw0G8A3RlhYxVr7BkKylKq5cuaLWVzb2FRQUpDf2SZm5xtrelJIjQgghhBBCCCHEu0YCw+Kl0mg0hIeHM2LECIoWLYqrqytVqlTB19eXggUL0qxZM86fP4+rqysbNmzQqYfr5OTEH3/8gb29PRs3bsTNzY3KlStTpkwZKlWqxNWrV/Hz81OzVLMaNWoU3t7eREdH4+/vT+nSpfHz86No0aKcOXOGCRMmGF1z9+7dARg+fDhlypShXr161K9fn6VLl+b5/TGkVq1aLF26FAcHB9asWUP58uXV++bn54eTkxM1atTg999/p0SJEhQrVkwd+8MPP2BqasqWLVtwd3fH398fb29vGjRogJubG0OGDHmuta1atYqyZcty8eJFKlSoQLly5fD398fd3Z0dO3bg6OjIunXrDJY8eFnMzMyYNm0aAEuWLKFw4cJUqVIFd3d32rdvT506dfjoo49e2fref/998ufPT0ZGBvPnz39q/+3bt3Pu3DkAOnfunOPzODg4ULRoUQBOnTqVqzX6+PgA6Hyokp02Uz27N6XkiBBCCCGEEEII8a6RwLB4qfr378/evXsZP368Wvf21KlThIeHY2FhQcOGDZk5cybnz583WLO0Xr16nD59miFDhuDu7s6ZM2eIioqiSpUqTJ8+nQMHDqj1ibNycHAgODiYvn374uLiwpUrV7h//z4DBgwgNDQUNzc3o2seOXIkM2bMwNfXl2vXrrF371727NlDZGRknt2Xp+nRoweRkZFMnz6dxo0bo9FoOH36NBcvXsTR0ZGOHTvyxx9/cPbsWZ3NwZo0aUJgYKA6Jjw8HEtLS8aNG0dwcLDRR/RzqkiRIoSEhPDdd99RqVIlrl27xrlz5/Dy8mLEiBGcPn2a6tWrP+/lP7fevXuzYcMGatasSWpqKuHh4Tg5OTF9+nQ2bdqEqanpK1ubra0tn332GZCZ0b53716jfWNiYujfvz+Q+drmJmMY4OOPPwZg1qxZpKen53hcs2bNgMwN6Qy978PDw9m/f7/BsdoyIgsXLsx1CRghhBBCCCGEEEK8QIp4YeLj4xVAiY+Pf9VLEW+gevXqKYAyYcIEvbZr164pQ4YMUUqWLKlYWVkp9vb2StWqVZUZM2Yojx490uvv7u6uAEpISIhem7+/vwIoTk5OSkZGhk7bzZs3FUCxsLBQkpKS1OPXr19X5syZozRt2lTx9vZWrKysFDs7O8Xf31/55ptvlISEhOe/Ae+QtLQ0pXHjxgqgWFtbK7Nnz1YePHig075x40bFy8tLARQ3Nzfl5s2bOnNMmDBBAZQePXoYPU9sbKxSpEgRBVBat26tXL58Wac9IyNDCQkJUYYPH67zXsnIyFCqV6+uAIq/v78SGRmptl28eFEpV66cYm5ubvD8t2/fVpydnRVAadWqlXLnzh217fjx44qHh4cCKC1bttRbr7YtMDDQ4PUEBgYqgOLh4WH0moUQr5eHKY8VjzGbFI8xm5SHKY9f9XKEEEIIIcQbQOJrL45kDAvxhtmzZw/ly5dn/vz5XL16lTJlyuDq6sqRI0cYPXo0tWrV4vbt2zpjGjRoAGRuOJfVvXv31BIAd+7c0SsxoO1fo0YNnbIec+bMYcSIEezduxdFUahQoQLOzs6cPHmS8ePHU6NGDe7fv5/Xl/7WMjU1ZdOmTXTv3p2kpCRGjhyJk5MTFSpUoEqVKjg7O9OqVSsiIiKoUqUKBw8eVDdsyw1nZ2e2bt2Kl5cXf/31F8WLF6d48eLUqFGDihUrYmdnR7Vq1Zg7dy4PHz5Ux2k0GlauXImrqyuhoaEUL14cPz8/KlasiI+PD8nJyQwcOFC9lqyepwSMEEIIIYQQQgghXhwJDItXKj1D4eDlu/x14gYHL98lPUN51Ut6rd25c4f27duTkJBAy5YtuXnzJqGhoYSHh3Ps2DGKFi3K8ePH1Y34tBo2bAjoB4aDgoLIyMjA3d3dYLv2e+14rebNmxMUFMSDBw+4cuUKISEhXL58mYiICD744APOnj3Ll19+mafX/raztLRk2bJlHD58mP79++Pp6UlkZCRhYWHY2trSrl07fv/9d0JCQtRawc+iQoUKnD59mtmzZ1O3bl3i4uI4evQokZGRFC9enMGDB7Njxw51UzytEiVKEBoaSv/+/XFxceHcuXPEx8czaNAgQkJCMDc3B8De3l7vnM9aAkYIIYQQQgghhBAvjkZRFInEvSAJCQk4ODgQHx9vMFjyrtsaFs2kjWeJjk9Wj7k6WDGhVVmalc99NuTbpn79+uzZs4cJEyYwceJEAL755hu+/vprnJ2diYyMxNraWmfMrl27aNy4MQBHjx6lcuXKAFy7dg0PDw+sra25f/8+FhYWAAwZMoT//Oc/LFy4kP79+9OyZUs2btyozufl5UVkZCR79+6lTp06OVp3UlIS+fPnx9LSkri4uFdav1e8PC1atGDz5s3MnTuXYcOGverlCCFeU0mpaZT9ehsAZyc3xdrC7BWvSAghhBBCvO4kvvbiSMaweCW2hkUzcGWoTlAYICY+mYErQ9kaFv2KVvZ6++eff4DMTfyyB4UBGjVqpG7ap+0LUKxYMYoXL05SUhKHDh1Sj+/atQsrKyu6d+9OsWLF2Lt3r7opWUREhBp8rlGjht65EhISWLRoEb169aJp06bUqVOHgIAAmjRpgomJCYmJiVy8eDFPr1+8nq5evcrOnTsB1E0lhRBCCCGEEEII8XqTwLB46dIzFCZtPIuhVHXtsUkbz0pZCQPOnz8PQPny5Y32qVChAgDh4eE6x7OXk4iOjiY8PJyaNWtiZWVFgwYNSEhI4MiRIzr9AgIC1DIBWnv37qVkyZL069ePpUuXsn37dvbv309wcDDBwcGkpKQAcPfu3ee95HfO61peJTIykpkzZ3Lnzh2d4ydPnqRly5akpqYSEBCAn5/fq1mgEEIIIYQQQgghckUCw+KlC4m4p5cpnJUCRMcnExJx7+Ut6g3x4MEDAAoXLmy0j3ZTMm1freyBYe2fjRo1emJ79vrCCQkJfPTRR8TGxtKoUSN27NjBrVu3SE1NRVEUFEVRa+A+fvz4Ga/03bQ1LJqAabvptOgQw9ecoNOiQwRM2/1aZNAnJiYyevRoXFxcKF26NDVq1MDLyws/Pz/CwsIoWrQoS5cufdXLFEIIIYQQQgghRA5JYFi8dLEPjAeFn6Xfu8TOzg6AmJgYo32io6N1+mo1aNAAgMOHD5OUlKQX+M0eGA4MDNQZp7V582Zu375N0aJF2bhxI40bN6ZQoUJqVrGiKNy/f//ZL/Id9bqXVylWrBhff/011atXJz4+nuPHj3P79m18fX0ZO3Ysx48fp3jx4q90jUIIIYQQQgghhMg5CQyLl66QnVWe9nuXlC5dGoCwsDCjfU6fPg1AmTJldI67uLhQtmxZUlNT2bdvH7t378bOzo6qVasC4O7uTsmSJQkODubkyZNER0fj4OCgbmCnFRERAUDVqlXJly+f3vnDwsJITEx89ot8B70J5VXs7e2ZNGkSBw4cIDo6mpSUFBITEzlx4gRTpkyhYMGCr2xtQoh3w9KlS9FoNNSvX/9VL0UIIYQQQoi3ggSGxUtXzcsRVwcrNEbaNYCrgxXVvBxf5rLeCC1atABg4cKFJCUl6bUHBgZy/PhxAN5//329dm1W8OLFi4mMjKRu3bqYmZnptCcnJzNlyhQgcyMxU1NTnTm0m95pM5Ozmz59em4v650n5VWEePPUr18fjUaDRqNhwIABRvvFxMSo/SIjI1/eAp/T7Nmz0Wg0FChQgBs3bjyx78mTJ7GwsECj0bBhw4aXtEIhhBBCCCHE85LAsHjpTE00TGhVFkAvOKz9fkKrspiaGAsdv7sGDBiAs7Mzt2/fpmPHjjqbu504cYJevXoB0LJlS71MX/g3MLxu3Trg3/rCxtqz1xeGzGAxwMGDB/nf//6nHk9NTWX8+PGsWrUKCwuLZ77Gd5GUVxHizfbzzz9z6dKlV72MPDV8+HDq1KlDXFwcffr0MdovNTWV7t278/jxY7p27Urbtm1f4iqFEEIIIYQQz0MCw+KVaFbelQVd/SnsoFsuorCDFQu6+tOsvOsrWtnrzcnJiT/++AN7e3s2btyIm5sblStXpkyZMlSqVImrV6/i5+fHL7/8YnB8/fr1MTExQVEySxJkD/w2aNAAjUZjtB2gUqVKdOvWDYD+/fvj5uZG1apVKVSoEFOmTGHy5MnqBngiZ6S8ihBvLlNTU9LS0hg3btyrXkqeMjExYenSpdjY2LBt2zYWLlxosN/kyZM5deoURYoU4ccff3zJqxRCCCGEEEI8DwkMi1emWXlX9o9pyOq+NZjb0Y/VfWuwf0xDCQo/Rb169Th9+jRDhgzB3d2dM2fOEBUVRZUqVZg+fToHDhzA2dnZ4NgCBQrg5+cHZAaZK1asqNPu7OxMhQoV1Hbt37NbsmQJ06ZNw8fHh9u3b3P58mX8/f3ZsGEDY8eOzbuLfUdIeRUh3lxdunTB1NSU33//ndDQ0Fe9nDzl7e2tlgcaPXq0WmNe68iRI0ydOhXILFFUoECBl75GIYQQQgghxLOTwLB4pUxNNNQsXpDWfm7ULF7QaPmIyMhItUbj2yAn9SaDgoJQFIWJEyfqtRUrVox58+Zx6dIlkpOTefDgAUeOHGH06NEGN4TL6tixYyiKwu3btw3ez5MnTz6xHTIz5D7//HPCw8NJTU3l3r177N69mzZt2gCZr5eiKLJBUA5JeRUh3lxlypShe/fuKIrCl19++UxzXLp0iUGDBlGqVCmsra3VjUHnzJlDSkqKTt/Lly+j0WhwcHAgPT1dpy0uLg4zMzM0Gg3t2rXTO8/q1avRaDTUqVMnx2sbMGAAjRs3JjExkV69eqlPlCQnJ9OjRw/S09P55JNPaN68uTrm0KFDdOjQATc3NywtLXFycqJp06ZqmaLssv8bv23bNpo3b46zs7Oaufw0iqIwZswYNBoNTk5OHDp0KMfXKIQQQgghxLtKAsMiV972zXaEeFWkvIoQb65JkyZhaWnJ9u3bCQwMzNXYVatWUb58eRYsWEBUVBTFixenUKFChIaGMnLkSBo0aMCDBw/U/sWLF6dYsWIkJCRw9OhRnbmCgoLUYLH2w8Wsdu/eDRguE2SMRqPh559/xt7enj179jBnzhwAxo8fz7lz5/Dw8GDWrFlq/9mzZ1OrVi1+//13Hj16RMWKFdV789FHH9G3Ty8UJcPo+ebMmUOzZs04fPgwXl5eeHh4PHWNjx8/pnv37vzwww94enoSHBxMjRo1cnyNQgghhBBCvKskMCye2du42c7rKj1D4eDlu/x14gYHL98lPUN5+iDxxpHyKkK8mYoWLcrgwYMB+OKLL3I8Ljg4mJ49e6IoCnPmzCEuLo7Tp09z+fJlzp07R9WqVTl48CAjRozQGdegQQPg30CvlvZ7d3d37t27x4kTJwy25yYwDJlPqWgDwmPHjuWXX35h1qxZaDQafvnlF+zs7AAIDAzk008/RVEUvv76a27dusWRI0e4ceOGujHprytXkhDyp9Fzff7558yYMYPbt28TEhJCREQEHTp0MNo/MTGRli1bsnLlSnx9fTlw4AA+Pj65uj4hhBBCCCHeVRIYFs/kbd1s53W0NSyagGm76bToEMPXnKDTokMETNvN1rDoV7008QLktLyKEOL18tVXX2Fvb09ISIjRkgnZjRkzhrS0NKZOncrw4cOxsLBQ20qVKsW6deuwsbFh2bJl3Lx5U23TBnYNBYYtLS35/PPP9dqvXr3KlStXyJcvHzVr1sz19fXq1YsWLVrw6NEj+vTpQ0ZGBoMHD9YJMk+ZMgVFUXj//feZNGkS5ubmalvnzp3VdSUcXouS9tjgeXr27Mmnn36KqampesxYiaRbt25Rr149tm/fTsOGDdm7d69sfiqEEEIIIUQuSGBYPJO3ebOd18nWsGgGrgwlOj5Z53hMfDIDV4ZKcFgIIV4TBQsW5LPPPgNg3LhxevV/s7tx4wbBwcGYmZnxySefGOxTtGhRqlatSnp6Onv27FGPa4OxwcHBag3iW7ducebMGWrUqEGLFi0A2LVrlzpGGySuXbu2TgA6NxYtWqRuMFe8eHGmTZumtj18+FBd46hRowyOHzlyJKampmQ8SiAl+rzBPsbuRXYXL16kVq1ahIaG0rFjR7Zs2YK9vX1uLkcIIYQQQoh3ngSGxTN53s12crPRjiEbN26kfv36FChQAFtbW2rUqMGqVasM9g0KCkKj0eDp6Qlkbr5Tr149HB0d0Wg0BAUFAZmPo65cuZJOnTpRpkwZHBwcyJcvHyVLlmTQoEF6u7FnFRoaSpcuXfDw8MDS0hJbW1s8PT1p1qwZM2fO1Kvz+CT79+9X19Zn6Gi0Ix/fu0H8oT+IWf0l1xf0InJGW1pWLUnNWrX48ccfSU1NzfE5hBBC5L2RI0fi4uJCeHj4UzdMO3nyJJD5BE7z5s0JCAgw+HXmzBkArl+/ro51d3enZMmSPHr0iIMHDwK6ZSK8vb3x8PBg3759pKWl6bU/K1dXVypWrAhAQEAA1tbWatulS5fUYHj58uUNjnd0dKSImxsAj+9GGexTrly5p64jMjKS2rVrc+XKFUaOHMmvv/76zMFuIYQQQggh3mUSGBbP7Fk328ntRjvZzZs3jw8++IDTp09TokQJbG1tOXz4MF27dmXYsGFPPPfIkSPp3Lkz58+fp0SJEhQpUkRtCwoKolu3bqxdu5YHDx5QsmRJPD09uXHjBgsWLKBSpUqEhITozbl161Zq1KjBr7/+yr179yhVqhSlSpUiKSmJbdu2MXr06Kdmjmlt2LCB9957j/j4eD6d+APm1TurbXF7lhG3ZxmpMZfQmJphUcgTLGw4dPAgw4cPp0mTJhIcFkKIV8jGxobx48cDMHHiRJKTk432vX//PgApKSkEBwcb/bp9+zYASUlJOuOzl5PQ/tmoUSO1PTExUf13S/vv9PMEhp9E+++2iYkJhQoVMtqvcOHCACipSQbbbWxsnnqu+/fvc+fOHTQaDf7+/mg0UnJHCCGEEEKIZyGBYfHMnmWznWfdaCerTz/9lPHjx6ub2kRHR7NgwQJMTEyYN28ef/zxh8FxUVFRLFiwgJUrVxIdHU1ISAhRUVFqrcWSJUuydu1a7t+/T1RUFEePHuXcuXPcunWL8ePHEx8fr649qy+++ILHjx/z+eefExsby+nTpwkNDSU2NparV68ybdo0TEye/qO2YMECPvroIwD++OMP6rTurNNuU74hhbvNpOiI33HrtwjX7rNxH/gL89cHUaNGDfbs2aOzM7wQQoiXr1+/fnh7exMVFcX8+fON9rO1tQUyN3ZTFOWpXxMnTtQZn30Dut27d2Nra0u1atUA3cDxhQsXuHHjBnZ2dlSuXDmvLxlA3YAuIyOD2NhYo/1iYmIA0FhYG+3zNJUqVWLhwoUA9OjR46nZ2UIIIYQQQgjDJDAsnktuN9t51o12sqpfvz6TJ0/GzMwMAI1Gw4ABA+jTpw8A33zzjcFx6enpfP3113Tp0kXNLtJoNFhaWgLg4+NDu3bt1P9Z17Kzs2Py5MnUrl2bc+fO6WUNh4eHq/ci+wY5xYoV4/PPP39qYHjcuHEMGjQIBwcHtm/fzocffkghOyudPtYla2BZxEcvM8q/YnlWrFgBwLJly554HiGEEC+Wubm5+u/Q999/T3x8vMF+FSpUADI/tLx3716uz9OgQQM0Gg0hISGEhYVx5coV6tSpo274pg0M79q1Sw0e161bV/23M6+VKFFCnTssLMxgn/v373Pzxg0AzAu6P9f5+vbty5IlSwDo3bs3ixYteq75hBBCCCGEeBdJYFg8l9xstvM8G+1kZSybWHv89OnTOrUYs3rapjbp6en89ddfDB06lBYtWlC3bl21zuPFixcBOH78uM4YDw8PAH799dcnzm1IWloavXv35ttvv8Xd3Z19+/ZRp04dAKp5OeLqYEXWMHD6wzgSjv7NnY0zuLVmHPfWfMHoHq3p2bMnAOfPn+fRo0e5XocQQoi806lTJ3x9fbl37x4//PCDwT7e3t5UrlyZjIwMZs6cmetzFCpUiHLlyvH48WMmTZoE6JaJKFKkCD4+Phw8eJDNmzfrtec1Gxsb6tWrB2D06ZU5c+aQnp6OST57LF19nvucPXr0YMWKFZiYmNC/f39++umn555TCCGEEEKId4kEhsVzy+lmO8+z0U5Wxja18fHxUbOVzp07p9fu5OT0xLqH0dHRVK1alTZt2jB//nw2b97Mvn371DqP2kdj7969qzNuzJgxAAwaNIgSJUowcOBAli9fztWrV42eS6tz584sWbKEcuXKcfDgQZ1Nd0xNNExoVRYADfAwfD83/teX+7v+x8OzQSRfPcGDq2Ec+P/1ASiK8kyZZ0IIIfKORqPh+++/B578JMfMmTMxMzPj+++/Z9y4ccTFxem0Jycns2XLFrXMUHbaQK/2iR1tfeGs7SkpKWzatEmn/4syduxYNBoNmzdvZuLEiTx+/Fht++2335g2bRoADjU+QmNmnifn7Ny5M6tXr8bU1JTBgwczd+7cPJlXCCGEEEKId4EEhsVzy+lmO8+70Y6Wi4uLweOmpqYULFgQwODmdU/b0KZXr14cP34cb29vVq9ezdWrV0lOTlbrO3br1g1A5390IfMR1vXr11OrVi0iIiL473//S48ePfD09KRGjRoEBQUZPeeFCxcA8PT0NBi0blbelQVd/cmfEcedTTNRUh9hXboO5frP4bd9YTx+/BhFUXQytbOvTwghxMvXvHlz6tat+8QnaerVq8eqVauwtrbm22+/xdnZmfLly1OzZk1Kly6Nvb0977//vtFSTdpAr6IoODo64ufnZ7S9YMGC+Pr65s3FGdGgQQNmzJiBRqNh0qRJuLi4UK1aNdzd3enYsSMpKSl06tIFu6pt8vS87du3548//sDCwoIRI0Y8Uwa2EEIIIYQQ7yIJDIs8kZPNdp53ox2tW7duGTyenp6uZvNqN8HJqZiYGLZt2wbA33//TceOHSlWrJhafxj0M4Wzatu2LcHBwdy7d4/NmzfzxRdfULx4cQ4fPkzTpk3VbOns1q9fj4eHB//88w9t2rQhJSVFr0+z8q60L3AN0h9Tsrwf2/9ex8mfhvFxQDk1Q/pJaxNCCPFqTJ069al9Pv74Y8LDw/n8888pV64c165d48iRI9y5c4eqVasyYcIEvRJGWvXq1cPU1BTIrL+fvQa9tg6xsfYXYdSoURw4cID27dtjZWXFiRMnePToEe+99x5//PEHi39ZikaT9//52aZNG9avX4+lpSWjR49WM7aFEEIIIYQQxr2YHUjEO0e72U6XLl34/vvvadWqlV6f7BvtODo6PtO5zpw5Q7FixfSOnz9/nrS0NADKlCmTqzkjIiIAcHR01CnnoJWWlsbRo0efOo+DgwPNmzenefPmfPPNN9SpU4dDhw6xePFi5s2bp9ff29ubPXv20LBhQ7Zs2UKrVq3466+/9DaxuxoZCUCrJg2pXdJZb55Dhw7l5DKFEELkkSc9DaJVs2ZNFEV5aj93d3emTZumllrIqfz586v/7hlSsGBBMjIycjXn0+TkumvUqMHvv/9usC0pVX+9np6eObpPPXv2VGvqG9KiRQujTy0JIYQQQggh9EnGsMgzT9ts53k32tEyVj9Qe7xChQoULVo0V3NaW1sDkJCQYLCExfLly9UawzllZmZG9erVgcyN94zx8PBgz549lCxZkh07dtCiRQu9NWjXFx0drTdeURRmzJiRq7UJIYQQQgghhBBCiHebBIZFnsnJZjvPu9EOwO7du5k8ebKaJaUoCosWLeLnn38GMje/ya1y5crh5OREWloaQ4YM0ck4Wrt2LUOHDsXKykpvXEJCAu3bt2fbtm2kpqbqtB07dozffvsNgKpVqz7x/O7u7uzZs4cyZcoQGBhI8+bNSUxMVNu1O73/8ccf/PPPP+rxBw8e8MknnxASEpLraxZCCJE30jMUDl6+y18nbnDw8l3SM56e/SqEEEIIIYQQr5qUkhB5SrvZzt69ew22azfa6d27N99++y3Tpk3Dx8cHOzs77t+/z5UrV566edrMmTMZNmwYc+fOpXjx4ly/fp2YmBgABg0aRIcOHXK9bjMzM6ZNm0afPn1YsmQJ69evp0SJEsTExHDjxg2aNm2Ks7MzK1eu1BmXkZHB2rVrWbt2LRYWFpQoUQJbW1tiY2OJ/P/yD9WrV2f48OFPXYOrqytBQUE0atSIvXv30rRpU7Zs2YK9vT0ffPAB9evXJygoiJYtW+Ll5YWjoyPnzp0jOTmZpUuX0r1791xftxBCiOezNSyaSRvPEh3/7weKrg5WTGhVlmblXV/hyoQQQgghhBDiySRjWOS5p2228zwb7QAMHTqUv/76iwoVKnDhwgUSEhKoVq0ay5cv5z//+c8zr7t3795s2LCBmjVrkpqaSnh4OE5OTkyfPp1NmzapG/xkZWdnx6pVq+jTpw+lSpXi1q1bHDt2jPj4eOrUqcO8efPYu3evWgriaQoVKkRgYCB+fn4cOHCAJk2aEB8fj4mJibqpnZeXF1FRUVy7do0GDRqwe/duunXr9szXLYQQ4tlsDYtm4MpQnaAwQEx8MgNXhrI1TL/8jxBCCCGEEEK8LjRKTnb7EM8kISEBBwcH4uPjsbe3f9XLEUIIIUQeSc9QCJi2Wy8orKUBCjtYsX9MQ0xNNC93ca+xpNQ0yn69DYCzk5tibSEPrwkhhBBCiCeT+NqLIxnDQoi3Rv369dFoNEycONFon//973+Ympqi0WgYPnw48tmYEOJZhETcMxoUBlCA6PhkQiLuvbxFCSGEEEIIIUQuSGBYPLPXabOdyMhINBoNGs3Ts7KWLl2KRqOhfv36L35hrxntPdLWP37ecW/avZw+fTr9+/cnIyOD8ePHM3fu3By9Z4QQIrvYB8aDws/STwghhBBCCCFeNgkMixzTZmNqNBpafNydgGm76bToEMPXnKDTokMETNvN1rBoYmJiDAYSsx4PDg42ep4SJUqg0WiwsbExuhFdVFSUOtfhw4d12iZOnMiff/6ZF5f8XPbu3cuAAQMoV64cBQoUwNzcHCcnJwICAhg/fjwXL1581Ut8p4wbN47PP/8cjUbDrFmzmDx58qtekhDiDVbIzipP+wkhhBBCCCHEyyaBYfFMNq/7lWuRV3SOaTfb2R1+y+CYwoUL4+PjA0BQUJDBPlFRUVy+fBmApKQkQkJCDPbTjrezs6Ny5cqYm5vj4+NDwYIFmTRp0isNDN+9e5fmzZtTr149Fi5cyMWLFylcuDD+/v44ODhw4MABpkyZQunSpRk/fvxLXZuPjw8+Pj6Ym5vnyXwODg74+PhQrFixPJnvRVAUhaFDh/Ltt99iamrK4sWLGTly5KtelhDiDVfNyxFXByuMPXOgAVwdrKjm5fgylyWEEEIIIYQQOSaBYZF7JiaQkU7c3hU6h7WFJGZuv2B0qLbkgLHAsPZ48eLFc9QvICAAMzMz3NzcCA8PZ8iQITm5ghfm7t27VK9ena1bt+Lq6sovv/zCvXv3OHfuHIcPH+by5cvExMQwd+5cChcuzL59+17q+sLDwwkPD8fNzS1P5mvbti3h4eEsX748T+bLa+np6fTs2ZP58+djYWHBmjVr6N27t8G+x48f5+uvv6Z27dq4u7tjYWFBwYIFadiwIcuXLzdai1ibSb906VLu3bvHiBEj8PT0xNLSEjc3N/r27UtMTIzBsQkJCUyYMAE/Pz9sbW2xsLDA1dWVKlWq8Omnn3Lp0iWd/nfu3GHRokW0adOGUqVKYWNjg42NDeXLl+fzzz8nNjbW6L3YvXs3bdu2pUiRIpibm+Pg4EDx4sVp27Ytv/zySw7vqBBCy9REw4RWZQH0gsPa7ye0KisbzwkhhBBCCCFeWxIYFrlmU7Y+aExICt9PSoxu4EoBYhNSjI7VBoYPHDhgsEzEnj17APjyyy91vjfW73WrbdujRw8uX76Mh4cHISEh9OrVC1tbW50+hQoVYtiwYZw7d462bdu+opW+/VJTU/n4449Zvnw51tbW/P3333z00UdG+/ft25dvvvmGM2fOYGdnh6+vL1ZWVgQGBtKjRw+6dOnyxPNFRUXh5+fHf/7zH+zt7fH09CQmJobFixdTu3ZtEhISdPo/ePCAGjVqMHnyZE6dOoWrqyt+fn5YWlpy6tQpZs2apffByJo1a+jXrx9btmwhJSWFsmXL4ubmxoULF5g+fTqVKlUiIiJCb22LFy+mUaNG/Pnnnzx69Ihy5crh6enJ/fv3+fPPP/n6669zfmOFEKpm5V1Z0NWfwg665SIKO1ixoKs/zcq7vqKVCSGEEEIIIcTTSWBY5Jp5waLYlG8IKMTtWZarsdpAblJSEg0aNMDFxQULCwsKFy5MmzZt2LJlC+bm5nTq1AkPDw81gBwUFIRGo8HT05MbN26omZRTpkxBo9GwZs0aNBoNkyZNAmDZsmVqDWLtV7169XB0dOSTTz4B4MiRI/Tu3ZsxY8ZQvXp1bG1tsbe3p0GDBuzYsYPo6Gi++OIL/Pz8sLe3x9rampIlS9KxY0c2btyod22HDh3in3/+ASA+Ph5vb2/1unbv3q3X397eHl9fX/W6ABYsWIC3tzdmZmaYmJhgYmKCtbU1tWrV4scffyQ1NVVnDm0WqLW1NRqNBisrK7y8vChVqhSFCxcmX7586tzw7yZyLVu2xM3NDUtLS5ycnChevDgajYaePXuSnp7O7NmzqVixItbW1hQoUMDo6/mkzec8PT3RaDQEBQVx7do1+vTpo57T09OTTz/9VC9YqvWs2btaSUlJtGrVivXr1+Pg4MD27dtp2rTpE8eMGjWK06dPExcXx7lz5zhy5Ag3btwgJCSEkiVLsnr1atasWWN0/OTJkylTpgzXrl3j1KlTnD9/nqNHj+Li4sKVK1eYOXOmTv+ff/6Zc+fOUaFCBa5cucLFixcJCQkhMjKShIQEfv/9d8qVK6czplq1amzevJmEhASuXr3KkSNHuHDhAjdv3qRv377cvHmTgQMH6oxJT0/niy++AODHH3/k9u3bnDhxgpMnT6rZ7J9//vkT740Qwrhm5V3ZP6Yhq/vWYG5HP1b3rcH+MQ0lKCyEEEIIIYR4/SnihYmPj1cAJT4+/lUvJU/Uq1dPAZT89XoobgOXKJiaK4Di0vE7xWPMJvXLffAKhczkYSUiIkJvngIFCqjthQoVUqpWrao4OTmpx9zd3RVFUZRu3bopgBIcHKwEBgYqgOLh4aE0a9ZMARSNRqNUqVJFKVKkiLJ69Wp1vHbe2rVrK7Vr11acnZ3V40WKFFE8PT0VQDExMVGPFy1aVPH391dsbGzUua2trdV+ZcqUUfz9/RVHR0d1HdlVrFjxidc1btw4vTFZr2vSpElqXxMTE531ab/q1aunpKSkKIqiKIsWLVKPW1hYKIBSsGBBdZyZmZni7++vlClTRj1f1rkKFCig3j/tMS8vL+W9995TAKVEiRKKr6+vYmlpqbb/+eefOutfsmSJuq7sPDw8FECZO3eukj9/fsXS0lLx9/dXPD09FY1GowBKjRo1lMePH+uNrVy5sgIoDg4OSunSpfXW2alTpye+R83MzBRAcXJyUkJDQw32zY0dO3YogNKsWTOj53RyclLu37+v1z5z5kwFUCpVqqRzvH///gqgzJkz57nXp+Xm5qZoNBolOjpaPRYdHZ35c5s/f56dRwghntXDlMfqfy88TNH//S+EEEIIIUR2b1t87XXy2mYMHzlyhPfff5/8+fNjY2NDjRo1+P3333M1R0pKCpMnT6ZkyZJYWVlRpEgR+vXrZ7AOZ2RkpF6GadaviRMn5tGVvfnsrMwwt3fGzr8FAPf3LFXbNEAhe0ujY5ctW8b9+/cBKFOmDNHR0YSEhBATE0Pnzp2BzEfy165dS7169QDdOsNRUVFs374dgPfff58jR44QFRVFpUqVdM7TvHlz9u/fz/z587l9+zb29vYEBgZy48YNJkyYAICJiQn29vaMHTuWa9eucezYMW7dukWjRo1QFIWkpCQ++ugjrl+/ztmzZzl27Bh3797lzJkzelmZy5Yt49SpU0BmVnTW65o5cyYajYYpU6awdu1ag/fl5s2bTJ06lZEjR3L48GHS0tJISUlh0KBBAFhbW1O1alX27NnDrFmz9LJAO3ToAEBcXBwVKlRgy5YtzJw5k2PHjnHs2DEAAgMD1fMNGzaMW7duqVmxH374IQAREREcPXqUo0ePcvHiRU6cOEFUVJQ67rvvvjP62hozevRoWrVqxa1btzh27BgRERHs2LEDa2trDh06xIoVK/TGPG/2rtbDhw+5e/dujtd69epVpk2bRocOHWjUqBEBAQEEBASopU2OHz9udGznzp3Jnz+/3vGaNWsC6NUL9vDwAGDjxo0kJibmeI3Jycn8+uuv9O/fn2bNmlGnTh11nQ8ePEBRFE6cOKH2L1SoEPny5SM+Pp7Nmzfn+DxCCCGEEEIIIYR4y73qyLQhu3fvVszNzRU7Ozulb9++yqhRo9TswxkzZuRojvT0dKVp06ZqVuKYMWOUDz/8UNFoNIq3t7cSGxur0z8iIkIBFF9fX2XChAl6X4GBgbm+jrftEw1tZmSv4V8qnmM2KUWH/apoLDKzap3aZB7zHLNJWRV4wmjGcPHixdU2GxsbnWzRvn37qm3ly5dXLly4oABKkyZN1Mxa/j8rFlCmT5+ujtW+ftqvHj16KIqiqJnEbdq0Uftqs1wBZcWKFXrX+f7776vtx48fz9G9yXpds2fP1mvv2rWrel1ZZb2ub775Rm/co0eP1Izn//73vwqglC5dWi8LtEePHmrmsKEsbUVRlIYNGxp9XSZMmKC2OTg4KMnJyTrt2jaNRqPExcWpx3OSMVy6dGklNTVVr33o0KEKoLRt29bgeo3JSfbup59+qgQEBCiAki9fPmXHjh1PnXfu3Llq5rWxLzMzM6PnnD9/vsF5L1++rI7PKiYmRs0ot7W1Vdq2bavMmDFDOXjwoJKWlmZwrrNnzypeXl5PXCOgrFy5Umfc+PHj1bYKFSooI0aMUH777TedzGIhhHgZJGNYCCGEEELk1tsWX3udvHYZw2lpafTt2xcTExP27t3L//73P2bOnMnJkycpVaoUX331FVevXn3qPMuWLWPbtm106tSJAwcOMHXqVNatW8dPP/3ElStXGDdunMFxfn5+TJw4Ue/rddvk7FUqVdieBV39cStcCPvqmZmmcXtX4GJnzoKu/jQs7WJwXHh4OJcvX1a/f/jwIUeOHFG/DwoKwszMDICwsDAsLS1xdXUlODiY9PR0tZ82A7RBgwZPXas2K/PQoUNcuXJFp83BwUFvQ7Hk5GR27dqlfp99TE6uK/tmcwCfffYZkHld165dMziPNjs4NjaWH3/8ka5du9KqVSt1k76pU6cCcP78eezs7AxmgTZq1EinprDWw4cPjW7kl118fDyHDx822KYois615kS/fv0wNzfXO24sk1brebJ3bW1t2bJlCwEBATx69IgPPvhA53XN7uDBgwwfPpzU1FQGDx5MSEgI9+/fJy0tTeea09LSjM5hY2Nj8LiJieFfsy4uLoSEhNCjRw9MTEzYsGEDo0ePpmbNmri6uvLdd9/pnC8jI4N27doRERFBpUqV+Pvvv7lx4wYpKSkoioKiKNSpUwdAb2PHSZMmsXjxYnx9fTl9+jRz5syhQ4cOFClShPfee4+TJ08avS4hhBBCCCGEEEK8nV67wPDu3bu5fPkynTt3xs/PTz3u4ODAV199RWpqKsuWPX3Ds0WLFgHw/fffo9Fo1OP9+/fH29ubVatW8ejRozxf/7tCu9nO+v98S/6CzqTdi6JPoWtP3Gzn/PnzAOTLl48yZcoA/5aJuHnzJhcvXqRSpUqYmpoCmQHXunXr8vDhQ8LDw4F/g64ODg565SMMqVGjBvXq1SMmJoZSpUrRoEEDNmzYAIC3t7fOewPg4sWLpKSkqN8/ePDgqefQXpeWobIAZcuW1bmu7JycnHB0dGTt2rUUL16c4cOHs2rVKnbu3ElcXByQWe4EMoOzcXFxjB49GkVRaNGiBX///TcApqamxMTE6M1/6dIlneC6Mfny5TO6Rq2c3JOsSpUqZfC4i4uL0fl+/PFHSpUqxRdffMHvv//O7t27CQ4OJjg4mKNHjwI8tURE9uBwq1atjAaHtb9TPvroI+bPn0/VqlXJnz+/+prlphxFbnh5ebF06VLu3bvH0aNHmTt3Lk2bNuXOnTuMHTuWsWPHqn1DQkI4d+4c+fLlY/v27bRq1YoiRYpgYWGh9jG2To1GQ58+fThx4gSxsbFs2LCBESNGULhwYXbu3EnDhg25cePGC7lGIYQQQgghhBBCvJ5eu8CwNlDYpEkTvbamTZsCPDXzMTk5mcOHD+Pj46NmjGppNBree+89Hj58qAaYsrp58yb/+c9/+O677/j5559znR35LjE10dCwQjGmTMqs2Tt58iSSk5ON9tcGAF1cXNQMbO1rqf2zfv36ODk5qf3r1q0LoJfRWLduXaOZmFlpNBo2bdrE2LFjcXV1JSgoSA2injx5kj59+nDnzh21f0JCgs54RVGeeg7tdWmzYg1lGZuZmelcV3Y2NjZERkbStWtXEhMT+fjjj9m/fz937tyhW7duAHz99ddq/8ePH+tkgWrrNm/atMlgFmhOg7narNcn9c/JPTE0Z3ba1y/7fHmRvatlKDi8e/duvX4REREA6vstu0OHDj31XM/D1NSUypUrM2zYMLZu3cq8efMAWLBggXp/tGssU6aM+l7K6v79+1y4cOGp53J2dqZNmzbMnj2b8+fP4+Xlxb1793JUs/lt9qQa80/6Wrp06ateuhBCCCGEEEII8Uxeu8DwxYsXAShZsqReW+HChbG1tVX7GHP58mUyMjIMzpF1bkPz7NixgyFDhjB27Fg++eQTSpYsSbdu3Xj48OFT156SkkJCQoLO17ugX79+eHt7ExUVxfz58432s7OzA+DWrVtqYDg4OJi0tDT1A4GAgAA1UGtnZ6duQKfdTEsbeM5NaQ9bW1umTJnC9evXuXjxIn369FHbfvnlF1q3bq1m09rb2+d43uzXpQ3gZd3kTSstLU3nugxZs2YNKSkpVKtWjdWrV1O7dm0KFiyoBlCTkpJ0+mfNAtVuPle9enWDWaDGzpmdNos+p/1fhLzO3s0eHG7ZsqVecNja2hqA6OhovfHJyclqoPZlqV27NpAZoNcG6bVrvHXrlsHg/OzZs3MULM/Kzs6OihUrArzzGcO1a9c2+KVVsmRJg+3azHchhBBCCCGEEOJN89oFhuPj44HMUgGG2Nvbq32eZ46s/SAz6DJ+/HiOHTtGXFwc9+7dY+fOnVSrVo2VK1fSvXv3p679+++/x8HBQf0qWrToU8e8DczNzfnmm2+AzHtg7PUpXbo0kBl81NbBTUxM5OjRowQFBWFqaoqTk5MapC1Tpgxly5bFycmJsLAw4N8s0ZzUFzakRIkSBAQEAFCpUiU0Gg0HDhxQA8+lSpXCysoqV3Nqr0u7trCwMHbu3KnT5+zZszrXZYg2IzQgIMBgNnRUVJTRNWjX3KxZM4NZoCVKlFDrNz+JNvhsbI0vw4vI3n1acFj7AcRPP/2kU/c6NjaWjz76iOvXr6vHevbsmatza99v2X355ZcsWLCAW7du6RyPi4vj+++/BzLfj9rfVzVr1sTc3JwbN25gYmKilkHJyMhQn3Iw9N49e/Ysffr0Yf/+/WRkZOi07dixQy2vUbVq1Vxd19tm//79Br+0vvrqK4PtzZs3f4WrFkIIIYQQQgghnt1rFxh+VQoVKsTkyZPx9/fHwcGBAgUK0KhRI3bv3o2Pjw/r168nNDT0iXN8+eWXxMfHq19Zg0lvu06dOuHr68u9e/f44YcfDPbx8fGhRIkSQGZWaNmyZQFYvXo1Fy5cwM/Pj4ULFwJQoUIFihYtikajUYN5WgUKFMDX1/eJ68meXWuIra2t+uGBNlvS0tKSli1bqn1yUjYh63UVK1YMgE8++UQnkDtz5kyd64LMshXr1q1T+zwpaxXgwIEDT10LGM4CtbGxUYOfT6IoCk5OTlSrVi1H53oRXlT2rjY47Ovry6NHj2jcuDG2trbky5ePWbNmYWdnR3x8PNWqVcPHxwd/f3/c3d3ZuXPnEzPhn9W5c+cYNGgQhQsXxsPDg+rVq1O+fHkKFy7M77//jo2NjVorHTJ/R33xxRc6c1StWpXChQszZMgQevXqRfXq1fXOk5qayi+//EKdOnWws7PD19eXatWq4ebmRpMmTUhMTKR169Zq1rkQQgghhBBCCCHeDa9dYFgbqDOWdZqQkGA0Ezg3c2Tt9yTW1tZqjdfg4OAn9rW0tMTe3l7n612h0WjULMcnbQ44btw4ABYuXIizszMA//vf/4DMgOaKFSsA3Xq62QOaOakvfPjwYRITE1m5ciVff/21wc3Url+/TlxcHKampjob2U2ePFmd/7///a9egPLs2bNMmzbN4HXduHGDggULcvXqVapVq8bPP//MDz/8oHNdd+/e5aeffqJs2bLs27dP7zr/+OMP/vnnH/X448eP1bm1tCUxcpMFmnUjszlz5qjzAmpGNsAXX3yBpaWl3v16WXKTvZsbqampDB8+XK29rCgKSUlJFC1alMTERJ1a0VeuXCE6Opq2bdsSEhJCo0aNnvOq9I0fP55x48YREBBARkYGJ06c4MqVK3h5eTFkyBDCwsL0sqYnT57M1KlT1e8vXLhA8eLFWbx4sU4QOatSpUrx888/07lzZ4oVK8b169c5fvw4qampNG7cmOXLl7N+/foc1ewW+i5dusSgQYMoVaoU1tbW2NnZUbVqVebMmaOzkaVWZGSkWp8YMjOVW7RoQcGCBcmXLx8VK1Zk/vz5Bj+UCgoKQqPRqE9c/P3339SvX5/8+fNjY2ND9erVn1orOjo6ms8//5zy5ctja2uLjY0NFStWZNKkSUZri8fExDBq1CjKli2LtbU1VlZWuLm5UatWLcaNG6eX9Z6SksKsWbOoXr06Dg4OmJubU6hQISpWrMjgwYONfsia23up9ejRI+bMmUPt2rUpUKAAlpaWeHl50b9/f/UJBCGEEEIIIYQQBiivmS+//FIBlNWrV+u1RUdHK4DSsGHDJ86RlJSkmJiYKD4+Pgbb+/fvrwDK3r17c7Sm//73vwqgfP/99znqrxUfH68ASnx8fK7Gva7q1av31PtQt25dBVC/IiIi9PoMHz5cp0/2r7Fjx+r0P3bsmE777Nmz9eaMiIhQ211cXBRAyZ8/v1KsWDH1eMGCBRV/f3+dY4AyY8YMvfkqVKigtpuYmChly5ZV/P39lYIFCyqA4uHh8cTrsrCw0LuuIkWKKMWLF1dMTEwUQDE1NVW6d++uzpeenq7Ur19f7e/l5aVUrlxZMTU1VQClTZs2ats///yj/t3a2lopUKCAAih2dnbq8datWyvp6ek6a8y6ngIFCihVq1ZV3Nzc1GPe3t56Y7KPCwwMVI8vWbJEAZR69erpjfHw8NDrn1VgYKDBe5mYmKiUKVNGARSNRqOUKlVKqVSpkmJubq5YWloqixcvVteSU+np6UrTpk3V+zVr1izlwYMHantaWpqyceNGxcvLSwGUokWLKjExMTpzTJgwQQGUHj165Pi8ivL0+5BbWd/r4sXT3uslS5bota1cuVKxtLRUACVfvnxK+fLlFW9vb/VnvGbNmkpCQoLOmKyv35IlSxQTExPF0dFRqVKliuLs7Ky2ffrpp3rny/ozM2nSJPX3XeXKlZX8+fOrY+fNm2fwWnbu3Kk4ODiov6N8fHwUHx8f9XeMj4+PcuPGDZ0x169fV1xdXRVAMTMzU0qXLq1UrVpVcXd3V8ft2LFD7Z+Wlqb+WwEonp6eStWqVZXixYsrVlZWBn/HP+u9VBRFuXr1qlK2bFn1d3WxYsUUX19fxdraWv2dmFc/eyJvPEx5rHiM2aR4jNmkPEx5/KqXI4QQQggh3gBvW3ztdfLapYhpswW3b9+u17Zt2zadPsbky5ePatWqcf78ea5evarTpigKO3bswMbGhipVquRoTYcPHwZQs7SEcVmzGY2ZM2cOmzdv5r333tM53rx5c3bu3MmUKVN0jvv5+WFjY6N+/7SN53bt2kW7du2wsrLSybK1t7fn/Pnz3Lx5EwBnZ2f27t3Lp59+qjeHo6MjAE2bNqV06dJERkZy/vx5ChQoQOfOnfnpp5+MXlfLli1xcHDA1NSUfPnyqVl5sbGxxMXFUbNmTcaPH8/58+fp1auXOt7ExITNmzfzxRdf4OXlRVRUFNeuXcPV1RVAp3yGl5eXThaodnPE9PT0HGWBvv/++1hZWXHixAkePXqEt7c3AHXq1HnlmaM2Njbs27ePgQMH4urqSkRExHNn706bNo1t27Zhbm7Oli1bGDlyJLa2tmq7qakpLVu2JDg4GE9PT65fv06PHj3y8rLEWyY4OJiePXuiKApz5swhLi6O06dPc/nyZc6dO0fVqlU5ePAgI0aMMDrHgAEDmDlzJrGxsRw5coTY2Fi+++47AGbNmsXly5cNjrt58yZTp05l1apVxMTEcPToUW7fvs2gQYOAzLJG2bN/L126RNu2bYmPj2fs2LHcvXuX8PBwwsPDuX79Os2bN+f8+fPqEzJaM2bMIDo6mkaNGnHz5k3OnTtHSEgI169f5969eyxZsgR3d3e1/8aNG9mzZw9ubm6cPHmSiIgIQkJCuHTpEg8ePGDz5s16dbef9V6mpqbywQcfcPbsWVq3bs2VK1e4evUqJ06c4N69e4wZM4YHDx7Qvn177t2798TXUwghhBBCCCHeSa84MK3n8ePHire3t2JpaakcP35cPR4XF6eUKlVKsbCw0MlCvXnzpnLu3DklLi5OZ55ffvlFAZROnTopGRkZ6vEFCxYogNKvXz+d/qGhoTr9tNatW6eYmJgoBQoU0DvH08gnGkK8OmnpGcqBS3eU1cHnFTuHzGzKL7/88qnjtm7dqmY7BgcHq8eflDGcmpqqdOnSRc30Pn/+vNpmLGM4JSVFWbdundKrVy+lfPnySoECBRRLS0vFw8ND6datm3Ly5EmD68ueMbxv3z7l/fffVxwdHRUrKyulQoUKyrx58wz+PtM6e/as0qtXL8XDw0OxsLBQ8ufPr9StW1dZtGiRkpaWZnCM9pwRERHK4cOHlVatWikFCxZUbGxslBo1aiibNm1S+968eVMZPHiwUqxYMcXCwkIpXry4MmXKFINzZ2RkKJs3b1YGDx6s+Pn5KU5OToqFhYVSpEgRpV27djl+suNF0V539ozh2rVrK4Aya9Ysg+OuXbum2NjYKKampjpZuFlfvz59+hgcq31iYe7cuTrHtRnDgPLNN9/ojXv06JGadfzXX3/ptGnfn8OGDTN4zoSEBPXpgcOHD6vHtZn2f/75p8Fx2X3//fcKoIwYMSJH/RXl2e/lokWLFECpUqWKkpqaanBsq1atFECZNm1ajtcjXizJGBZCCCGEELkl8bUX57ULDCuKouzevVsxNzdX7OzslL59+yqjRo1SgyvZH/vv0aOHwf9pz/roeI0aNZQxY8Yo7dq1UzQajeLl5aXExsbq9K9Xr57i7u6utG/fXhk5cqQybNgwJSAgQAEUS0tLvf/Jzgl54wrxamw5fVOp8d1OxWPMJsWp9ReZwTSNibJq9/EcjS9durQCKIMGDVKPGQsMJyQkKI0bN1YApVKlSkp0dLROu7HA8OnTp9XH3wsXLqxUqlRJKVeunGJra6s+6v/333/rre15ShEoiqL89ttvaqkTGxsbpXLlymoJDUB57733lKSkJL1x2vZ58+Yp5ubmSoECBZTKlSurZUxMTEyU33//Xbl48aLi5uamWFpaKv7+/oq7u7s6Nuv91Hrw4IFaNsTZ2VmpWLGi4uvrq86r0WiUBQsWGHupXjhDgeGoqCi1tIKh8gZa2tIwv/76q3os6+sXGhpqcFy/fv0UQBk6dKjO8ayB4bt37xoc26RJEwVQZs6cqR5LTU1VSyucO3fO6Hp79uypAMp3332nt5auXbsqKSkpRsdq/frrrwqglCtXTu/fWUOe515qf+6e9P5YunSpAihNmjR56lrEyyGBYSGEEEIIkVsSX3txzJ4x0fiFatCgAfv372fChAn89ttvPH78mAoVKjBt2jQ6dOiQozlMTEz466+/mDp1KitWrGD27Nk4OjrSp08fpkyZom58ptW1a1fWrVvHoUOHuHPnDhkZGbi5ufHJJ5/w6aefUrp06RdxqW+s9AyFkIh7xD5IppCdFdW8HDE10byyeYTQ2hoWzcCVoSj//31K1BkAzAsWZey2Gzg6u9CsvOsT52jYsCHh4eFP3XAyJiaG999/n+PHj9OoUSM2bNiAnZ1djtbp7OzMihUreP/999XSJZC5cdfixYsZPnw4PXv25Pr161hbWxucQ1uKYOjQoZiamgLw/fff89VXXzFr1iwGDhxI8f9r787ja7r2/4+/TubIZIhIkCJmNROzxlA1lLaKUnyNRdGqlrptTUGVFq2W0tas1Ky31WrVXBRRU00xx1QRYxIiiST794ffOTeRQUI4Gd7PxyOPm+z9WWuvtRv78jlrf1bJkpb44OBgunfvTmxsLG+88QZTp061lGnZsGED7du3Z/369bz//vtMnz49xWu+9957jBo1ig8++AA7Ozvi4uLo27cv8+bNY8iQIfj4+ODv78+cOXMs85o9ezZ9+vRh5syZDB48mNKlS1v6c3Bw4Ntvv6V169YULlzYcjw+Pp5Vq1bRs2dPBg0axIsvvoivr2+67u2TZt7A0NbWlpYtW6Yad+LECYBUN0wsU6ZMiscLFSoEkOpmcJ6enkl+Zx7W9uTJk0RFRQHwxhtvpDpec+mlxON95513WLhwIYsWLeK3337jhRdeoF69ejRo0IAqVapYNtEze+WVVyhbtixHjhzB19eXxo0b07BhQ+rVq0fdunWTbWz5OPfS3HbGjBksWrQoxXa3bt1K1k5ERERERET+P2tnpnOynPqJRuLVmOavOp9sMH479K9V+hExi4tPSPY75Vym7v0NrUrXMYr//9+xuPjUyywYhmF88cUXBtzfsNDswRXDx48ft6y07dy5c6qrKR918znzq/9Lly5NcvxxShH06tXLAIyKFSumWGrCvLGfvb298e+/Sf8cmq/ZqlWrZO2uX79u2VisUKFCSTb2M6tZs6YBGFOnTn3o3BMbPny4ARgTJ07MULvMYp534hXDixYtshxPz9fo0aMtbdOzeWBqq9NT27AxMfNbNImvuX379gyN98HrHjhwwGjbtq3h7OycJK5YsWLGN998k2wMYWFhxltvvWV4enomiXd3dzeGDBli3LlzJ1PupZ2dXbrbpXXP5OnSimERERERyaicml/LCrLkimHJuh5cjWkWGh5N/0X7mNm1+kNXY2ZmPyKJBZ29weXw6CTHjJi7ANg4OGMAl8OjCTp7g7olC6Taj3ljuvDw8BTP7969m9atW3Pt2jXee+89Jk+enGzlZHpt3LiRtWvXcuLECSIiIoiPjwfg/PnzAOzfvz/VNyUGDhyY4vG6dety6NAhTp06leT42rVrARg8eHCK4+3WrRsfffQRYWFhrF+/nm7duiWL6du3b7Jj+fPnp3jx4gQHB/P6668n2djPrGbNmvz999/JxmQWFBTEjz/+yLFjx7h16xZxcXEAhIWFAffvQ1Zhnt8zzzyTbIPTrMg8XpPJxL179yyry9OrSpUqrF69mtjYWP7++2+2b9/Ozz//zI4dO3jzzTdJSEigf//+lviCBQsybdo0vvrqK44ePcqOHTtYt24dP//8M1OmTOHChQssW7Ysydge5V66urpy69YtNm3aROPGjTPUVkRERERERECJYUm3+ASDMWuOJkvmwv0lWSZgzJqjNKvgnWY5iMzqR+RBYZHRyY6ZHJ0BSIi9m2ZcYrdv3wbAw8Mj2bk9e/awYsUK7t69y5QpU3jvvfceaay3b9/m1VdfZf369WnGXb9+PdVzGSlFEB4eTmhoKAAVK1ZMsZ29vT3lypUjLCyM4ODgFGNKlSqV4nEvLy+Cg4PTPA//u7dmcXFx9OrVi++//z7FdmZp3YenrVKlSgBcvHiRGzdupFrWIasoU6YMjo6OxMTEcPjwYapUqfJI/Tg4OFCvXj3q1avHsGHDeP/995k8eTIzZsxIkhg2M5lMPPvsszz77LP07duXX3/9ldatW7N8+XJmzJhBgQIFHuteVqpUiW3btvHPP/8oMSwiIiIiIvIIbKw9AMk+UlqNmVji1ZhPox+RB3m5OSU7ZufmCUDczctpxiV28uRJAIoWLZrs3KVLl4iKisLR0fGRE2wAQ4cOZf369Xh6ejJ79mxOnTpFVFQUxv1NQRk5ciQA9+7dS7UPc33gB9nY3H+0G8b/Pn5JnCT29vZOtU8fH59k8em5pnkF8sPOJx4TwOTJk/n+++9xcnLiiy++4OjRo9y+fZuEhAQMw2DOnDlA2vfhafPz86NGjRokJCQwZcoUaw/noZydnWndujUAkyZNyrR+69evD9z/M5GR+MRtHudevvbaawB8/fXXlhrKIiIiIiIikn5KDEu6PWyVZXrjMqsfkQfVKpEfHw8nEq8zdyxSAYB71y8Qf/sGPh73NzlMy+bNm4GkiSyzV155hREjRhAdHU3r1q1Zt25dhscZFxfH4sWLAZg/fz69e/emZMmSODs7W2Iye4Vs4k3xzCuHU3L58uVk8U/S/PnzgfsJ4sGDB1O+fHlcXFwsieSstFI4sSlTpmBnZ8eECRMYMWKEZZMzs+joaH777Tfat29vnQE+YPz48bi5ubF48WL69u2b7HcgLi6OrVu30qtXrySJ3r59+/L9998nm19oaChffPEFAP7+/pbjn3/+OZ999lmyshBRUVEEBgYC91fiJ96A8FHvZZ8+fahUqRInT57khRde4J9//kk27yNHjjBy5EjWrFmT9g0SERERERHJhVRKQtLtYass0xuXWf2IPMjWxsToNhXov2gfJu6vPncuWRMbRxcSYu4Que8XRr85Nc0SJX/88QfHjh0DoHPnzinGjBs3DgcHB0aNGsXLL7/MqlWrePHFF9M9zqtXr1pKKjz33HMpxuzatSvd/aWHh4cH3t7ehIaGcvjwYWrXrp0sJi4uzlJConz58pl6/dScPXsWeHr3IbMEBASwePFievXqxfjx4/n0008pW7Ysbm5u3Lx5kzNnzmSpVc5ly5bl559/pkOHDsyaNYs5c+ZQunRp8uXLR2RkJKdOnSImJgaAUaNGWdoFBQUxa9YsTCYTfn5+eHp6Eh4ezqlTp4iLi8PLy4upU6da4s+fP8+XX37Jf/7zH3x8fChSpAixsbGcPn2aO3fuYGdnx7fffpvkQ5BHvZeOjo78+uuvvPzyy+zYsYMqVarg6+tL4cKFiYmJISQkxJJknjdv3pO5sSIiIiIiItmYVgxLuqW0GjMxE6RrNWZm9SOSkhYVfZjZtTreHvc/WLBxcMa9djsA7uz5kTw3TqbaNjQ0lH79+gHwwgsvpLhi2GzkyJFMnDiRmJgYXn31VX766ad0jzFPnjyW780rdBPbtGkT+/btS3d/6WVOXk+dOjVZSQeA77//nrCwMOzt7WnWrFmmXz8l5nuR0n0IDg7O0is9X3vtNYKDgxk2bBjPPvss58+fZ8+ePVy7dg1/f39Gjx6dpTbNa9SoEcHBwYwdOxZ/f39CQ0PZs2cPly5domLFirz//vvs2LGDYsWKWdpMnTqVIUOG4O/vT1RUFPv27ePChQtUqFCBDz74gMOHDyf5EKF///58/PHHNG3aFAcHB44cOcLx48fx9vamZ8+e7N27N8XNFB/1Xvr6+rJr1y7mzJnDCy+8QHR0NHv37uXkyZN4e3vTq1cvfvrpJzp16vRkbqqIiIiIiEg2phXDkm4prcY0Myd5R7ep8NAN4zKrH5HUtKjoQ7MK3gSdvUFYZDQFevkTOOBfNm7cQMuWLRk/fjxvvPEGrq6uAMTHx/Pbb78xaNAgQkJCKFKkiKXEQVr+85//4OjoyLvvvkuHDh1YsmQJ7dq1e2g7Dw8PqlSpwsGDBxk8eDA//PADefPmBWDLli106tQJJycnoqMzt5zK0KFDWbx4MYcPH6Zfv3588cUXlprAmzZtYsiQIQD069cvzTrEmSkgIICffvqJjz76iEqVKllqHB88eJD27dtja2tr1ZW3KSXQEytatCiffvopn376abr6K168+EP7DAwMtJRdSKxRo0YPbTt//vw0f3cLFCjAyJEjLTWsH6ZRo0Y0atQoXbFwf2Xy8OHDGT58eLrbmGX0Xpo5ODjQq1cvevXqleFrioiIiIiI5GZaMSwZ8uBqTDNvDydmdq1Oi4o+T7UfkdTY2pioW7IAL1ctQoMyXvz66y9069aNqKgo3n33XTw9PalUqRI1a9akYMGCtGnThrNnz1KzZk127txpSVA+zODBg5k+fTpxcXF06tSJZcuWpavdZ599hq2tLb/99htFixalevXq+Pn50bhxY4oUKcJbb731ONNPUbly5ViwYAEODg7MmjULb29v/P39KVmyJE2bNuXmzZs0a9aMzz77LNOvnZpx48bh4uLC3r17KVGiBFWqVKFcuXJUrVqVmJiYJGUNnrb4BIOdp6/z04FL7Dx9nfiEtJOyIiIiIiIiItmJVgxLhj24GtPL7X7Zh4yu8M2sfkTSw9HRkQULFjBw4EDmzp3Lli1bCAkJ4d69e3h5edGkSRM6duxI+/btLRufpdfAgQNxcHCgX79+dOnShbi4OLp06ZJmmxdeeIHNmzczduxYdu3aRXBwMMWKFWPEiBF8+OGHTyw5+9prr1GxYkUmTZrEpk2b+Oeff3B2dqZhw4Z069aNnj17Ymtr+0SunZJKlSqxc+dORo4cydatWzl+/DhFihRh0KBBjBo1ymqlJH4/fJkxa45yOfx/q7Z9PJwY3aaCPrgSERERERGRHMFkPOy9VHlkEREReHh4EB4ejru7u7WHIyIi6fD74cv0X7SPB//P0fxxgd5qEHl0UbFxVBi1DoCjY5uTx0FrFEREREQkbcqvPTkqJSEiIvL/xScYjFlzNFlSGP5XD33MmqMqKyEiIiIiIiLZnhLDIpJrqGasPEzQ2RtJykc8yAAuh0cTdPbG0xuUiIiIiIiIyBOg9/dEJFdQzVhJj7DI1JPCjxInIiIiIiIiklVpxbCI5HjmmrEPrgQNDY+m/6J9/H74spVGJlmNl5tTpsaJiIiIiIiIZFVKDItIjqaasZIRtUrkx8fDybLR3INM3F9pXqtE/qc5LBEREREREZFMp8SwiORoqhkrGWFrY2J0mwoAyZLD5p9Ht6mArU1qqWMRERERERGR7EGJYRHJ0VQzVjKqRUUfZnatjrdH0nIR3h5OzOxaXTWpRUREREREJEfQ5nMikqOpZqw8ihYVfWhWwZugszcIi4zGy+1++QitFBYREREREZGcQolhEcnRzDVjQ8OjU6wzbOL+SlDVjJUH2dqYqFuygLWHISIiIiIiIvJEqJSEiORoqhkrIiIiIiIiIpKcEsMikuOpZqyIiIiIiIiISFJKDItIrtCiog/b/9OEJX3q8GWnqizpU4ft/2mipLBkS/Pnz8dkMtGoUSNrD+WxNGrUCJPJxPz58609FBERERERkVxHiWERyTXMNWNfrlqEuiULqHyEFZgTgYm/bG1tyZ8/P/Xq1eOzzz7jzp071h6miIiIiIiISI6nzedEROSp8/X15ZlnngHg3r17nDlzhp07d7Jz505mz57Nli1bKFy4sJVHKU/aM888Q9myZfHw8LD2UERERERERHIdrRgWkQwpXrw4JpOJLVu2JDmeU15tl6ejV69ebN++ne3bt7N7926uXr3KypUrcXFx4eTJk/Tv39/aQ5SnYOHChQQHB9O2bVtrD0VERERERCTXUWJYJBszv5YfGBho7aGIPLZ27doxcuRIAH755Rdu3rxp5RGJiIiIiIiI5FxKDItIpvDw8KBs2bKW8gAij6Jp06YAJCQkcOrUKcvxzZs306FDB4oUKYKDgwMFChSgefPm/PTTTyn28+AK9vnz51O7dm1cXV1xd3encePGrF+/PsW2gYGBmEwmevToQXx8PF988QWVK1cmT5485MuXj9atW7N3794U2yYkJDBnzhwCAgLInz8/9vb2eHp6UqFCBXr16sXmzZstsQMHDsRkMtGlS5c078lzzz2HyWRi0qRJacadP38eGxsbbG1tuXjxYqpx69atw2QyUaBAAWJjYy3H9+/fz6hRo6hfvz5Fixa13OcmTZqwcOFCDMNIsb/EG8jduHGDwYMHU7x4cRwdHSlSpAh9+vQhNDT0oW0TMwyD3377jbfeeotq1apRsGBBS3/t27dn27Ztad4LEREREREReTglhkUkU7Rt25bg4GAWLlxo7aFINvZg8tEwDAYNGkSTJk1YuXIld+/epWLFitjb2/PHH3/wyiuv8Pbbb6fZZ+/evenZsyeXL1+mbNmyJCQksGXLFlq0aJFqYhkgLi6OVq1a8d5773H37l3KlCnD3bt3+fXXX2nYsCF79uxJ1qZ79+688cYb/Pnnnzg7O1O1alUKFCjA+fPnmTdvHnPmzLHE9uvXD4DVq1enujr6+PHjbNu2DXt7e7p3757mPJ955hkCAgJISEhg0aJFqcaZ/4x27NgRBwcHy/E+ffowbtw4jhw5gpubG1WqVMHJyYnNmzfTvXv3hyawL168SNWqVfn6669xd3enePHihIaGMnv2bOrXr09ERESa7RO7c+cOrVq1YsaMGVy6dInChQtTvnx57t69y6pVqwgICOCbb75Jd38iIiIiIiKSnBLDIiKSZWzatAkAGxsbSpUqxaRJk5g2bRpFixZlzZo13Lhxg3379hEaGsrvv/+Ol5cX06dP5/vvv0+xv7/++ouffvqJP/74g/Pnz7N3716uXLlC27ZtSUhIYPDgwamuhF2+fDknTpzg77//5uTJkxw4cICLFy9Sr1497t69y9ChQ5PEHzhwgEWLFuHu7s7mzZu5dOkSe/bs4fjx40RGRrJ161ZeeuklS3zlypWpU6cO0dHRqSZyZ8+eDcDLL7+Ml5fXQ+9ft27dAFK9H7dv3+a///0vQLJE83vvvcehQ4e4desWx44dY8+ePVy6dImgoCBKly7NkiVLWLp0aarXHjt2LOXLl+f8+fP8888/HD9+nL///ptChQpx5swZpkyZ8tDxmzk4OPDtt99y8eJFwsLCOHjwIAcOHODq1assW7YMZ2dnBg0axIULF9Ldp4iIiIiIiCSlxLBIDhMSEoLJZMJkMgGwfft2XnzxRQoUKICzszOVK1dm+vTpqSbDALZs2cILL7xA3rx5cXNzw9/fn7lz56Z53bQ2nztx4gQTJ06kcePGFCtWDCcnJ/LmzUu9evX46quvkrzOnliPHj0sNZTv3r3L6NGjKVu2LE5OThQsWJCOHTty8uTJFNtevHiRL7/8khYtWlCyZEmcnZ1xd3enRo0afPzxx0RGRqY5H3n6Vq1axbhx4wBo3bo1AOPGjcPW1pYff/zRcsysefPmzJw5E4AJEyak2Oe9e/eYOnUqzZo1sxxzcXFhxowZ2NvbExISwqFDh1Jtu3DhQmrUqGE55unpybRp0wDYtm0b4eHhlnPBwcEANGnSJNmfA5PJxHPPPcdrr72W5Lh51XDilcQPXh/ur+ZNj/bt25MnTx6OHj3K33//nez8ypUriYqKomzZstSuXTvJuc6dO1OxYsVkbfz9/ZkxYwYACxYsSPXaHh4eLFu2DB8fH8uxatWqMWzYMADWrFmTrjnA/cRw3759KVy4cJLjtra2vPbaa7z77rvcu3ePH374Id19ioiIiIiISFJ21h6AiDw58+fPp3fv3uTNmxc/Pz/OnTvHoUOHePvttwkJCWHy5MnJ2syePZu+fftiGAYeHh6UK1eOS5cu0bt371QTaA/z0UcfsWrVKlxdXfH29qZy5cqEhYWxc+dOdu7cyerVq/njjz+SvNaeWEREBHXr1uWff/6hXLlylCpViuPHj7N8+XI2btzI3r17KVasWJI2U6dOZcqUKTg7O+Pt7U2lSpW4fv06Bw8eZN++fSxZsoTt27eTL1++R5qTPJ65c+eyYcMG4H4C9MyZM1y7dg2A0qVLM3PmTNauXcvt27epXbs2NWvWTLGfNm3aYG9vz7Fjx7h8+XKSpCTcT1amVALB29ubEiVKcOLECU6dOkXlypWTxVSuXJmGDRsmO16tWjUcHR2JiYnh9OnTVK9eHcDyO7hr1y7OnDmDn5/fQ+9Dx44deffddzl48CB79uzB39/fcu7nn38mLCyMYsWK8fzzzz+0LwA3NzdeeeUVfvjhBxYuXJjsvplXEptXFj/o3LlzLF26lH379nHt2jViYmIALP+7f//+VK/duXNn8ubNm+x43bp1AZLUjE6voKAgfvzxR44dO8atW7eIi4sDICws7KHjERERERERkbQpMSySg7355ptMmTKFt99+G1tbW+D+ysqPPvqIzz//nP79+1OyZElL/LFjxxg4cKClrutnn32Go6MjhmEwa9YsBgwYYFmJnBH/93//x7Bhw/D390/SPjg4mJ49e7J161Y+//xzPvjggxTbT58+nUqVKnHixAlKlSoFwNmzZ2nZsiXHjx9n1KhRyVYytmzZkjZt2tCgQQPL3AEuXLjAW2+9xc8//8yHH36oOqVWcuHCBUsZABsbG9zd3albty6vvPIKAwcOxMXFhYMHDwL3/1s3aNAg1b7Mv1MXLlxIlhguXbp0qr+zhQoV4sSJE6muHi9Tpkyq1/Py8uLChQtJ2tapU4eAgAC2bt1KmTJlaNiwIc899xx169alQYMGuLq6JuvL2dmZ//u//2PatGnMmTMnSWJ41qxZwP0ayTY26X/Bp1u3bvzwww8sXbqUKVOmYG9vD9y/P1u2bMFkMtG1a9dk7b766ivef//9VFfwA1y/fj3Vc6ndr0KFCgFkaJV+XFwcvXr1SrUkRnrGIyIiIiIiImlTKQmRHKxr164MHjw4SWL0ww8/pFKlShiGwa+//pokfvLkycTGxlKtWjW+/PJLHB0dgfuJsL59+9KrVy/Lir2MePnll6lVq1ayBF25cuUsiZ+0XlG3sbFh+fLllqQwQIkSJfjkk0+AlF9Rb9q0KQEBAUnmDuDr68uSJUuwt7dn8eLFxMfHZ3g+8vhGjx6NYRgYhkF8fDw3b97kr7/+YtiwYbi4uABYNmQLCwtjx44dqX6ZE5lRUVHJrmPuKyXmZGtqZVUy2tZkMvHLL78wfPhwfHx82LJlC2PHjqVly5Z4eXnRu3dvy6roxMzlJJYsWWKZw/nz51m/fj22trb06tUr1XGk5Pnnn6dw4cJcvXqV3377zXJ88eLFJCQk0LhxY5555pkkbXbu3Mk777xDbGwsAwcOJCgoiJs3bxIXF4dhGJw+fRogzT//qd2vjCS1zSZPnsz333+Pk5MTX3zxBUePHuX27dskJCRgGIal9Ma9e/cy3LeIiIiIiIjcpxXDIjnYwIEDUzxet25dDh06lOzV7rVr1wLw9ttvp9hu8ODBllWMGRUWFsbSpUsJCgriypUrREdHJ0mqHT9+nLt37+Ls7JysbfPmzZOsbE48D7ifQLxx4wb58+dPcj4iIoJly5bx119/8e+//xIVFWW5po2NDbdv3+bkyZOUK1fukeYkT5Z5hW23bt3S/OAgK3F1deXjjz/m448/5tSpU+zYsYMNGzawevVq5s6dS3BwMH/++WeSDyyeffZZ6tevz44dO1i+fDk9evRg7ty5JCQk0Lp1a4oUKZKhMdja2tKlSxcmTZrEwoULLRvepVVGwnx/27dvz/Tp05Odf9orc+fPnw/cTxCn9BzTSmEREREREZHHp8SwSA6WkVe7w8PDCQ0NBe4nqlJStmxZ7OzsMrxqeOXKlfTs2ZPbt2+nGmMYBjdu3EgxCfawecD9uSRODP/555906NDBUos0NUowZV2VKlUC4J9//rHySB5NqVKlKFWqFN27d2fYsGFUqVKFv/76iwMHDiTZ0A7urxresWMHs2fPplu3bsybNw+AN95445Gu3a1bNyZNmsQvv/zCzZs3OXPmDEePHsXFxYV27doliz979iwAzz33XIr97dq165HG8aiy2nhERERERERyIpWSEMnBHvZqd+IVu4mTxIkTronZ2tpSoECBDI0hJCSErl27cvv2bV577TW2b9/OtWvXuHfvnqWMgFlqr4Wn5xX1xHOJiIigffv2hIWF0bRpU9avX8+VK1eIjY21lC/w9fVN85pifa1bt8bZ2ZkDBw6wfv16aw/nsVSqVAkPDw8ALl26lOx8hw4dyJcvHzt27OCrr77i/Pnz+Pj48OKLLz7S9SpWrEi1atWIiYlh+fLlLFy4EIBXX301xVrHefLkAeDy5cvJzkVHRzNt2rRHGsejSms8wcHBKZaPERERERERkYxRYlhEAHBzc7N8f+XKlRRj4uPjM7zCdunSpcTExFCrVi2WLFlC/fr1KVCgAHZ2919YeBIrdteuXcvVq1fx9fVlzZo1PP/883h5eVk24TIMw1K/VrIuLy8vRowYAdxPnC5cuDDZavUbN26wcOFC3n//fWsMMYlFixYxatQogoODkxy/d+8ekyZN4tatW9ja2lKtWrVkbZ2cnOjevTuAZS49e/a0/Dl5FOaSEXPnzmXp0qUAlms8KCAgAIAZM2awZ88ey/GwsDDat29v2SjwaTGP56OPPkqSHD548CBt2rRJVjtcREREREREMk6JYREBwMPDA29vbwCOHj2aYszx48czXEbC/Ep4gwYNUtyE6km8Em6+pr+/f4o1iw8fPpxmWQvJOj788EPef/99wsPD6d69O/ny5aNGjRrUrl2b4sWL4+npSffu3ZMkM63l2rVrjBs3jvLly+Pp6UmNGjWoXr06Xl5eDBs2DIBPP/3Uslr9QX379gXub/BmMpno3bv3Y42nc+fO2NnZERQURFhYGL6+vjRu3DjF2D59+lC+fHnCw8OpXbs2ZcuWpXr16hQtWpQNGzakWHf4SRo3bhwuLi7s3buXEiVKUKVKFcqVK0fVqlWJiYlh1KhRT3U8IiIiIiIiOZESwyJi0bJlS4BUXxv/8ssvM9xnWq+EG4bB5MmTM9zn41wTYNKkSZl+TXkyTCYTn332GUFBQfTs2ZNChQpx9OhR9u/fz71792jevDnTpk1j0aJF1h4q7dq1Y/Lkybz44ou4u7tz/Phxjhw5gpubGx07duTPP/9kyJAhqbYvX748DRo0AKBp06b4+fk91ni8vLxo0aKF5ecuXbqk+OEM3C/Xsm3bNvr374+Pjw9nz57l8uXLtG3blqCgIJo2bfpYY8moSpUqsXPnTl5++WWcnZ05fvw49+7dY9CgQezfvx8fH5+nOh4REREREZGcSJvPiYjFkCFDWLRoEfv27eO9995j4sSJODg4YBgGc+fOZc6cORnefC4gIICpU6eyYsUKunTpYqmZGhkZyeDBgwkKCsr0eZg3rNq5cyffffedZSVmbGws48aNY/HixTg4OBAbG5vp15a0bdmy5ZHa+fv74+/vn+74Hj160KNHj0caS2BgIIGBgWm2DQkJSXbM19eXIUOGpJn8fRjzZokP23QuPfMDMlSLt0CBAsyYMYMZM2akeD5xHe/EHvbftHjx4o/UtlKlSvz3v/9N8Vx65y8iIiIiIiKp04phEbF49tlnmTZtGiaTiS+++IJChQpRq1YtihYtyhtvvMHbb79NkSJFMtTnSy+9RKNGjYiLi6N169b4+flRs2ZNvL29mT9/Pt99912mz6NatWr83//9HwD9+vWjSJEi+Pv74+Xlxccff8zYsWO14lCynM2bN3PixAkKFixI27ZtrT0cERERERERyeGUGBaRJPr168eGDRt4/vnniY+P5+jRoxQuXJjZs2fzxRdfZLg/Gxsb1q5dywcffECJEiW4ePEi58+fp3HjxmzatMmSwM1s8+bN49NPP6Vs2bJcvXqV06dPU716dX788UeGDx/+RK4p6RefYLDz9HV+OnCJnaevE5+Q8orS3OLu3bt89NFHAPTv3x8HBwcrj0hERERERERyOpOR2vud8tgiIiLw8PAgPDwcd3d3aw9HRCRL+P3wZcasOcrl8GjLMR8PJ0a3qUCLirlrJffEiRNZu3YtwcHBXL16lSJFinDkyBE8PDysPTThfsmKBQsWMHr06IeWF8lNHue+RMXGUWHUOgCOjm1OHgdVNRMRERGRtCm/9uRoxbCIiDw1vx++TP9F+5IkhQFCw6Ppv2gfvx9OecPAnCo4OJht27YRGxtLq1at2LBhg5LCj6lRo0aYTCZMJhOlS5d+aHxAQIAlvly5ck9hhCIiIiIiIlmDEsMiOYBey5fsID7BYMyao6T022k+NmbN0Vz1+zt//nwMw+DWrVv8+uuvSkxmslOnTrF9+/ZUz58+fZpt27alet7Hx4eyZcvi6en5JIaXbem+iIiIiIjkDHp/TySb02v5kl0Enb2RbKVwYgZwOTyaoLM3qFuywNMbmORI5cuX59ixY8ybN48GDRqkGGNOzJtjHzRhwgQmTJjwpIea7ei+iIiIiIjkDFoxLJKN6bV8yU7CIlNPCj9KnEha2rVrh6urKytWrCAqKirZ+YSEBBYsWICtre0T2wRTREREREQkK1NiWCSb0mv5kt14uTllapxIWlxcXOjQoQORkZGsXLky2fmNGzdy4cIFWrRogY9Pym9X9OjRA5PJlOIGa6dOnaJv376UKlUKJycn8uTJwzPPPEPjxo0ZP348d+7cSRIfERHB6NGjqVq1Kq6urjg4OODj40PNmjUZMmQIp06dSnYNwzBYsmQJzZo1o0CBAjg4OFC0aFE6d+7Mvn37UhxzYGAgJpOJHj16pHpvihcvjslkYsuWLam2jYmJ4ZNPPqFy5cq4urpiMpnSdV9ERERERCT7UGJYJJvKyGv5IllBrRL58fFwwpTKeRP3y6DUKpH/aQ5LcrCePXsCMG/evGTnzMfMMRmxf/9+qlevzqxZs7h06RIlS5akQoUK3Lt3jz///JMRI0Zw+fL/3tiIjIykTp06jB07ln/++QcfHx+qVq2Ko6Mj//zzD59//nmyJG1cXByvvfYanTt3ZsOGDeTJk4cqVapw+/ZtlixZQq1atfjuu+8yPPb0iI6OplGjRgwfPpyoqCjKly+v3Z9FRERERHIgJYZFsim9li/Zja2NidFtKgAkSw6bfx7dpgK2NqmljkUypmHDhpQqVYqtW7dy9uxZy/Fbt27x448/UqBAAdq0aZPhfseMGUNkZCRdu3blypUrHDlyhL///pvLly8TGhrK9OnTkyRS58yZw7Fjx6hUqRJnzpzh5MmTBAUFERISQkREBMuXL+fZZ59Nco3x48ezcuVK8uTJw+rVq7lw4QJ79uzhypUrvPfee8THxzNgwAB279796DcoFStXruTff/9lz549nDp1ij179hAaGprp1xEREREREetSYlgkm9Jr+ZIdtajow8yu1fH2SPp76e3hxMyu1bVhomS6Hj16YBgG8+fPtxxbunQp0dHRdOnSBQcHhwz3GRwcDMDQoUOTraQtWLAgAwcOxMvLK1l87969KV68eJJ4JycnOnToQN26dS3H7ty5w+effw7cL+/Qtm1byzlHR0emTJlCw4YNiY+P5+OPP87w+B8mPj6eJUuWULNmTcsxZ2fnTL+OiIiIiIhYlxLDItmUXsuX7KpFRR+2/6cJS/rU4ctOVVnSpw7b/9NESWF5Irp164aNjQ0LFy7EMO7XXDeXkejVq9cj9VmsWDHgfoI5ISEh3fFr1qzh9u3bD43ftm0bERERODk50b9//xRjhg4dCsCGDRuIjY1N79DTpXz58tSrVy9T+xQRERERkaxHiWGRbEqv5Ut2Zmtjom7JArxctQh1SxbQ76k8Mb6+vjRt2pSQkBA2b97M0aNHCQoKolq1alSpUuWR+nz//fexsbFh4sSJ+Pr60qtXL2bNmmVZGfygXr164enpycaNG/Hx8eHVV19lypQp7Nq1i/j4+GTxx48fB+5vEufq6ppin5UqVQLu1wMOCQl5pHmk5sGyFiIiIiIikjMpMSySjem1fBGRh0u8Cd3jbDpn9vzzz7Np0yaaNWvG1atXmTdvHn379qV8+fI8++yzrFq1Kkl8oUKFCAoKonv37tjY2PDjjz8ydOhQ6tati4+PD5988glxcXGW+MjISAC8vb1THYOPz/+e7+b4zOLi4pKp/YmIiIiISNZkZ+0BiMjjaVHRh2YVvAk6e4OwyGi83O6Xj9AKTBGR+9q2bUvevHlZvXo1rq6uODg40Llz58fqMyAggICAAKKioti1axfbt29n1apV/PPPP7Rv3561a9fSsmVLS3yJEiWYP38+c+bM4cCBA+zYsYO1a9fyxx9/MHz4cMLDw/n0008BcHNzA0hzw7fLly9bvjfHA5hM95/95rIZKblz586jTVpERERERHIUrRgWyQH0Wr6ISOqcnJzo2LEjUVFRhIWF8dJLL1GgQIFM6TtPnjw0adKEUaNGceDAAdq3bw/AjBkzUoy3tbWlRo0aDBo0iN9//51p06YBMHPmTEsyt1y5cgCEhISkWpP40KFDlrkl3tDOvNr3ypUrKba7efMm165dy+AsRUREREQkJ1JiWERERHK8fv360bRpU5o2bcrAgQOfyDVMJhP169cH4NKlS+lqY46PjIy0lIRo0KAB7u7uREdHM3PmzBTbTZkyBYBmzZrh4OBgOV66dGkA9u/fT0xMTLJ2qSWsRUREREQk91FiWERERHK8atWqsWHDBjZs2ECjRo0eq68OHTqwevVqoqKikhw/ffo03333HQD+/v6W4x9++CEzZ85Mtor31q1bTJgwAYAyZcrg7u4O3F/1+9577wEQGBjIf//7X0ub2NhYhg0bxp9//omtrS3Dhw9P0meTJk1wcXEhLCyM999/P8nmdsuWLeOTTz7B3t7+seYvIiIiIiI5g2oMi4iIiGTA+vXrWblyJXZ2dpQsWZK8efNy48YNTp06hWEYlC5dmrFjx1rijx07xsSJExkwYADPPPMM3t7e3Llzh1OnThETE4OLiwuzZs1Kco3hw4dz6NAhVq1aRdu2bfH19cXb25sTJ04QHh6OjY0NM2bMoHbt2knaubm5MWHCBAYNGsS0adP4/vvvKVWqFBcvXiQ0NJSxY8cyZ84czp0791TulYiIiIiIZF1aMSwiIiKSAQsXLmTgwIFUqlSJmzdvsnfvXq5cuULNmjUZP348e/fupVChQpb4kSNHMmLECBo0aEBCQgIHDhzgzJkzlChRgrfeeovDhw/z3HPPJbmGnZ0dK1asYPHixTRp0oTbt29z4MABXFxceP311wkKCqJv374pju/tt99m6dKl1KpVi5iYGI4fP07p0qVZvXo1I0eOfKL3RkREREREsg+Tkda21fJYIiIi8PDwIDw83PJ6qIiIiEhuFRUbR4VR6wA4OrY5eRz08pqIiIiIpE35tSdHfxsXERGRHCc+wSDo7A3CIqPxcnOiVon82NqYrD0sERERERGRLEOJYREREclRfj98mTFrjnI5PNpyzMfDidFtKtCioo8VRyYiIiIiIpJ1qMawiIiI5Bi/H75M/0X7kiSFAULDo+m/aB+/H75spZGJiIiIiIhkLUoMi4iISI4Qn2AwZs1RUto8wXxszJqjxCdoewURERERERElhkVERCRHCDp7I9lK4cQM4HJ4NEFnbzy9QYmIiIiIiGRRSgyLiIhIjhAWmXpS+FHiREREREREcjIlhkVERCRH8HJzytQ4ERERERGRnEyJYREREckRapXIj4+HE6ZUzpsAHw8napXI/zSHJSIiIiIikiUpMSwiIiI5gq2NidFtKgAkSw6bfx7dpgK2NqmljkVERERERB5fYGAgJpOJHj16WHsoaVJiWERERHKMFhV9mNm1Ot4eSctFeHs4MbNrdVpU9LHSyEREREREHl+jRo0wmUyYTCbefPPNVONCQ0MtcSEhIU9vgJnEnFg1mUzky5fvofGjR4+2xJtMJkJDQ5/CKLM/O2sPQERERCQztajoQ7MK3gSdvUFYZDRebvfLR2ilsIiIiIjkJHPmzGHo0KGUKlXK2kN5ohISEtI8bxgGCxYseEqjSR9PT0/Kli2Lj0/WXpiiFcMiIiKS49jamKhbsgAvVy1C3ZIFlBQWERERkRzF1taWuLg4RowYYe2hPFFly5bFZEr77/KbNm3i3LlzlC9f/imN6uHeeustgoODmTBhgrWHkiYlhkVERERERERERLKRLl26YGtry/Lly9m3b5+1h/PEFC9enAYNGgCwY8eOFGPmzZsHQM+ePZ/auHIKJYZFRERERERERESykfLly9OtWzcMw+DDDz98pD5OnTrFgAEDKFOmDHny5MHNzQ1/f3+mTp1KTExMktjTp09jMpnw8PAgPj4+yblbt25hZ2eHyWSiXbt2ya6zZMkSTCYTDRs2fKRxdunSBYAffvgh2bmIiAhWr15N/vz5eemllx7aV0bmvH//fhwdHTGZTPz4448p9tetWzdMJhPVq1dP0v5hm8/FxcWxYMECmjdvjpeXF46OjhQpUoSAgACmTJlCeHh4sjYXLlzg7bffpkyZMjg7O+Ph4UGtWrWYMmUK0dHRD517SpQYFhERERERERERyWbGjBmDo6Mjf/zxB5s3b85Q28WLF1OxYkVmzpzJxYsXKVmyJF5eXuzbt493332Xxo0bExkZaYkvWbIkzzzzDBEREfz9999J+tqyZYslWbxlyxYMw0hyftOmTQA0adLkUabJyy+/DMB///tf7ty5k+Tc0qVLuXv3Lp07d8bR0TFT51ytWjU+++wzAHr37s358+eT9Ldw4UK+//57XFxcWLp06UOvb3bt2jUCAgLo0aMHf/zxB7a2tlSpUgV7e3t27NjB0KFD2b9/f5I2W7dupWLFikyfPt1SNsPHx4c9e/YwdOhQ6tWrx9WrV9N1/cSUGBYREREREREREclmfH19GThwIAAffPBButvt2LGDHj16YBgGU6dO5datWxw6dIjTp09z7Ngx/P392blzJ4MHD07SrnHjxsD/Er1m5p+LFi3KjRs3OHDgQIrnHzUxnCdPHgBu377NihUrkpxLbxmJR53zO++8Q5s2bbh58yadO3cmLi4OgBMnTlju/ddff02ZMmXSNRfDMOjQoQN//fUXvr6+bNy4kcuXLxMUFERISAjXr19nxowZFCpUyNLm2rVrdOjQgYiICFq3bs2///7Lvn37CA4OZu/evfj6+rJ///5HKqWhxLCIiIiIiIiIiEg29NFHH+Hu7k5QUBCrVq1KV5v//Oc/xMXFMXHiRN555x0cHBws58qUKcOqVatwcXFhwYIF/Pvvv5Zz5sRuSolhR0dHhg0bluz8uXPnOHPmDM7OztStW/eR52lmTgQDBAcHs2vXLipXrkz16tXTbPeoczZfs0iRIuzYsYPAwEBiY2Pp1KkTt2/fpkuXLnTv3j3d4//ll1/YsmULjo6OrFu3Llmy3MPDg/79+yfZSG/mzJlcvXqVggULsmzZMgoUKGA5V716dcs9+fXXX9m7d2+6xwJKDIuIiIiIiIiIiGRLBQoU4P333wdgxIgRyer/PujSpUvs2LEDOzs73njjjRRjfH198ff3Jz4+nq1bt1qOm5OYO3bssNTTvXLlCkeOHKFOnTq8+OKLAGzcuNHSxpwkrl+/fpJk7KMoWbIk27Zt48yZM8D/ksS9evVKs93jzBnu3+PFixdja2vLhAkTeOmll9i/fz8lS5Zk5syZGZqDOXn/6quvJkn+puXXX38FoF+/fpbV04k1bdqUatWqJYlNL7sMRYuIiIiIiIiIiEiW8e677zJ9+nSCg4OZP38+vXv3TjX24MGDANja2tKyZctU406cOAHc3/DMrGjRopQuXZqTJ0+yc+dOGjVqlKRMhJ+fH8WKFWPbtm3ExcVhZ2f32GUkEuvcuTPjxo1j/vz5jB49mu+//x57e3vL5nSpeZw5mwUEBDBixAjGjBnDunXrsLe3Z+nSpbi5uWVoDocOHQKgXr166W5z/PhxACpWrJhqTKVKldi/fz/BwcEZGo8SwyIiIiIiIiIiItmUi4sLI0eO5K233iIwMDDNROnNmzcBiImJYceOHQ/tOyoqKsnPTZo04eTJk2zatClJYrhp06aW8/PmzSMoKIh69epZNsXLjMTw66+/zvjx41mwYAH+/v5cvnyZV199FU9PzzTbPe6czZo1a8aYMWMAqFGjBjVr1szgDCAiIgKAvHnzpruNeUM8b2/vVGN8fHySxKaXSkmIiIiIiIiIiIhkY3379sXPz4+LFy8yffr0VONcXV0BeOaZZzAM46FfgYGBSdo/uAHdpk2bcHV1pVatWkDSOsQnTpzg0qVLuLm5UaNGjceeY5EiRWjWrBnnz59n0KBBwMM3ncuMOQOEh4fTtWtXAGxsbNi1axdfffVVhufg7u4OwK1bt9LdxrwqOTQ0NNWYy5cvJ4lNLyWGRUREREREREREsjF7e3vGjRsHwIQJEwgPD08xrlKlSgBcvHiRGzduZPg6jRs3xmQyERQUxOHDhzlz5gwNGzbE3t4e+F9ieOPGjZbk8XPPPYedXeYULejRowcAISEheHt706JFi4e2edw5w/3Ee0hICLVq1WLZsmUADBs2zFKmIr0qV64MwF9//ZXuNuXKlQPg8OHDqcaYS1Skt26xmRLDIiIiIiIiIiIi2dzrr79OlSpVuHHjBp999lmKMX5+ftSoUYOEhASmTJmS4Wt4eXnx7LPPcu/ePUtZhcRlIgoXLkzZsmXZuXMna9euTXb+cb3yyiu0bNmSpk2b8sEHH6Qr4fy4c541axbLly/H3d2dJUuW0L59ewYOHEhMTAydOnXizp076e6rffv2AKxevdpSO/hhzJv6ffvttymWudi8eTP79+8HoFWrVukeCygxLCIiIiIiIiIiku2ZTCYmTJgAwIIFC1KNmzJlCnZ2dkyYMIERI0YkK2sQHR3Nb7/9ZkliPsic6F21ahXwv/rCic/HxMTwyy+/JInPDE5OTqxdu5YNGzbwzjvvpLvdo8756NGjDB48GIBvvvkGPz8/ACZPnkzlypUJDg62lLVIjxdffNFyf5o3b86WLVuSnI+IiOCbb77h2LFjlmNvvvkmBQsW5OrVq3Tq1Inr169bzh04cMBSTqN169YZLtmhxLCIiIiIiIiIiEgO0LJlS5577jni4+NTjQkICGDx4sXkyZOH8ePHU7BgQSpWrEjdunUpV64c7u7utGrVypL4fZA50WsYBvnz56dq1aqpni9QoABVqlTJnMk9hkeZc3R0NJ06dSIqKooePXrw+uuvW845OTmxZMkSnJ2dmTt3LkuXLk33WJYtW0adOnU4d+4cjRs3pnDhwtSuXZsSJUqQP39++vfvz5UrVyzxnp6erFixAnd3d9asWUORIkWoUaMG5cuXp1q1apw7d46qVasyd+7cDN8XJYZFRERERERERERyiIkTJz405rXXXiM4OJhhw4bx7LPPcv78efbs2cO1a9fw9/dn9OjRlvIEDwoICMDW1haARo0aYTKZkpw31yFO7by1ZHTO7733HocOHaJMmTIpbuhXoUIFvvzyS+D+qt6zZ8+maxyenp78+eefzJo1i8aNGxMTE8OBAwe4d+8eDRo04IsvvqB69epJ2gQEBHDo0CHeeustihYtypEjR7h48SI1a9Zk0qRJ/PXXXxQsWDDD98RkGIaR4VaSLhEREXh4eBAeHm7ZdVBEREQkt4qKjaPCqHUAHB3bnDwOmbMJiYiIiIjkXMqvPTlaMSwiIiIiIiIiIiKSy2iZhoiIiIiIiIiISDYTn2AQdPYGYZHReLk5UatEfmxtskbZBskelBgWERERERERERHJRn4/fJkxa45yOTzacszHw4nRbSrQoqKPFUcm2YlKSYiIiIiIiIiIiGQTvx++TP9F+5IkhQFCw6Ppv2gfvx++bKWRSXajxLCIiIiIiIiIiEg2EJ9gMGbNUYwUzpmPjVlzlPiElCJEksqyieE9e/bQqlUr8ubNi4uLC3Xq1GH58uUZ6iMmJoaxY8dSunRpnJycKFy4MH379iUsLCzVNosXL6ZWrVq4uLiQL18+Wrduzb59+x53OiIiIiIiIiIiIo8l6OyNZCuFEzOAy+HRBJ298fQGJdlWlkwMb968mfr167N9+3Zee+013nzzTUJDQ+nYsSNTpkxJVx8JCQm8/PLLjB49Gk9PTwYPHkzdunWZPXs2devW5erVq8najB8/nq5duxIWFsabb75Jhw4d+PPPP6lXrx47duzI7GmKiIiIiIiIiIikW1hk6knhR4mT3C3LbT4XFxdHnz59sLGx4c8//6Rq1aoAjBo1ilq1avHRRx/Rvn17ihUrlmY/CxYsYN26dbz++ussXrwYk+n+rozffPMN/fv3Z8SIEXz77beW+JMnTxIYGEiZMmUICgrCw8MDgAEDBlCnTh369OnD4cOHsbHJkrl0ERERERERERHJ4bzcnDI1TnK3LJfl3LRpE6dPn6Zz586WpDCAh4cHH330EbGxsSxYsOCh/cyaNQuACRMmWJLCAP369cPPz4/Fixdz9+5dy/F58+YRFxfH8OHDLUlhgKpVq/L6669z7Ngxtm/fngkzFBERERERERERybhaJfLj4+GEKZXzJsDHw4laJfI/zWFJNpXlEsNbtmwB4IUXXkh2rnnz5gBs3bo1zT6io6PZvXs3ZcuWTbay2GQy0axZM+7cucPff/+dqdcVERERERERERF5UmxtTIxuUwEgWXLY/PPoNhWwtUktdSzyP1kuMXzy5EkASpcuneyct7c3rq6ulpjUnD59moSEhBT7SNx34n5OnjyJq6sr3t7e6YpPSUxMDBEREUm+REREREREREREMkuLij7M7Fodb4+k5SK8PZyY2bU6LSr6WGlkkt1kuRrD4eHhAEnKOSTm7u5uiXmcPhLHmb/38vJKd3xKJkyYwJgxY9KMEREREREREREReRwtKvrQrII3QWdvEBYZjZfb/fIRWiksGZHlEsPZ2Ycffsh7771n+TkiIgJfX18rjkhERERERERERHIiWxsTdUsWsPYwJBvLcolh8yrf1FbnRkREkC9fvsfuI3Gc+fuMxKfE0dERR0fHNGNERERERERERERErC3L1RhOq55vaGgot2/fTrV2sJmfnx82Njap1gROqY5x6dKluX37NqGhoemKFxEREREREREREcmuslxiOCAgAIA//vgj2bl169YliUmNs7MztWrV4vjx45w7dy7JOcMwWL9+PS4uLtSsWTNTrysiIiIiIiIiIiKSHWS5xHDTpk3x8/Pjhx9+4MCBA5bj4eHhfPLJJzg4ONCtWzfL8cuXLxMcHJysDETfvn2B+3V/DcOwHP/22285c+YMXbp0wdnZ2XK8Z8+e2NnZMX78+CR9HThwgCVLllC+fHkaNGiQ2dMVEREREREREREReeqyXI1hOzs7Zs+eTfPmzXnuuefo1KkTbm5urFq1inPnzjF58mSKFy9uif/www9ZsGAB8+bNo0ePHpbj3bt3Z9myZSxZsoSzZ88SEBDAqVOnWL16NSVKlODjjz9Oct0yZcoQGBjIiBEjqFKlCu3atSMyMpKlS5cCMGvWLGxsslweXURERERERERERCTDsmSms3Hjxmzfvp369euzbNkyZs6cSaFChVi6dClDhgxJVx82Njb89NNPBAYGcvXqVb744gt27NhB79692blzJwULFkzWZvjw4SxatIiCBQsyc+ZMli9fTsOGDfnrr7+oX79+Zk9TRERERERERERExCpMRuI6C5KpIiIi8PDwIDw8HHd3d2sPR0RERMSqomLjqDDq/t4NR8c2J49Dlnt5TURERESyGOXXnpwsuWJYRERERERERERERJ4cJYZFREREREREREREchklhkVERERERERERERyGSWGRURERERERERERHIZJYZFREREREREREREchklhkVERERERERERERyGSWGRURERERERERERHIZJYZFREREREREREREchklhkVERERERERERERyGSWGRURERERERERERHIZJYZFREREREREREREchklhkVERERERERERERyGSWGRURERERERERERHIZO2sPICczDAOAiIgIK49ERERExPqiYuNIiIkC7v/9KM5BfxUVERERkbSZ82rmPJtkHpOhu/rEXLx4EV9fX2sPQ0REREREREREJFu7cOECRYsWtfYwchQlhp+ghIQE/v33X9zc3DCZTNYeTqaLiIjA19eXCxcu4O7ubu3hiEgWp2eGiGSEnhkikhF6ZohIRum5kX0YhkFkZCSFCxfGxkZVcTOT3t97gmxsbHLFJxnu7u56iIpIuumZISIZoWeGiGSEnhkiklF6bmQPHh4e1h5CjqQ0u4iIiIiIiIiIiEguo8SwiIiIiIiIiIiISC6jxLA8MkdHR0aPHo2jo6O1hyIi2YCeGSKSEXpmiEhG6JkhIhml54aINp8TERERERERERERyXW0YlhEREREREREREQkl1FiWERERERERERERCSXUWJYREREREREREREJJdRYlhEREREREREREQkl1FiOJfas2cPrVq1Im/evLi4uFCnTh2WL1+eoT5iYmIYO3YspUuXxsnJicKFC9O3b1/CwsJSbbN48WJq1aqFi4sL+fLlo3Xr1uzbt+9xpyMiT9jTfmZERUUxZcoUOnfuTLly5bCxscFkMhESEpJJMxKRJ+lpPzMOHDjAyJEjqVOnDl5eXjg6OuLn58eAAQO4dOlSZk1LRJ6Qp/3MOH78OH369KFatWoULFgQR0dHihcvTuvWrdm4cWNmTUtEnhBr5TMSa9WqFSaTCScnp0eZgkiWYTIMw7D2IOTp2rx5M82bN8fJyYlOnTrh5ubGqlWrOHfuHJMnT2bIkCEP7SMhIYFWrVqxbt066tSpQ0BAACdPnuTHH3+kRIkS7Nq1i4IFCyZpM378eEaMGEGxYsVo164dkZGRLF26lNjYWDZu3Ej9+vWf1JRF5DFY45kREhJCiRIlAChWrBiRkZHcuHGDs2fPUrx48Sc1VRHJBNZ4ZtSpU4fdu3dTq1YtateujaOjI7t372bbtm14enqybds2ypUr9ySnLSKPyBrPjJUrV9KvXz/q1q1LsWLFcHd359KlS/z0009ERETw8ccfM3z48Cc5bRF5RNbKZyQ2a9Ys3nzzTRwcHDAMg+jo6MycosjTZUiucu/ePaNkyZKGo6OjsX//fsvxW7duGWXKlDEcHByMkJCQh/Yzd+5cAzBef/11IyEhwXJ85syZBmD07ds3SfyJEycMOzs7o0yZMsatW7csx/fv3284Ojoa5cuXN+Lj4x9/giKSqaz1zIiMjDT++OMP4/r164ZhGEbz5s0NwDh79mymzEtEngxrPTO++uor4+TJk8n6mThxogEYrVq1evRJicgTY61nRnR0dJI4s0uXLhleXl6Gvb29cfPmzUeel4g8GdZ6ZiR29uxZw83NzRg6dKhRrFgxw9HR8bHmJGJtSgznMuvWrTMAo2fPnsnOzZ8/3wCMMWPGPLSfunXrGkCyh25CQoLh5+dnuLi4GFFRUZbjH374oQEYCxYsSNZXjx49DMDYunXrI8xIRJ4kaz0zHqTEsEj2kFWeGWZxcXGGs7Oz4eLikv5JiMhTk9WeGYZhGG3btjUA48CBA+mbhIg8NdZ+ZiQkJBiNGzc2ypQpY0RFRSkxLDmCagznMlu2bAHghRdeSHauefPmAGzdujXNPqKjo9m9ezdly5alWLFiSc6ZTCaaNWvGnTt3+PvvvzP1uiLy9FnrmSEi2VNWe2aYTCbs7e2xs7NL5wxE5GnKas+M69evs3v3bvLkyYOfn186ZyEiT4u1nxnTpk1j69atzJ07F2dn50echUjWosRwLnPy5EkASpcuneyct7c3rq6ulpjUnD59moSEhBT7SNx34n5OnjyJq6sr3t7e6YoXkazBWs8MEcmestozY+XKlURERKT4D0gRsT5rPzNOnDhBYGAgI0eOpHfv3pQrV46wsDC++uor3NzcMjodEXnCrPnMOHnyJB9++CGDBg3S/kiSo2j5RC4THh4OgIeHR4rn3d3dLTGP00fiOPP3Xl5e6Y4XkazBWs8MEcmestIz48KFCwwaNAhnZ2fGjRuXZqyIWIe1nxknTpxgzJgxlp9dXV2ZN28eXbt2ffjgReSps9YzIyEhge7du+Pj48P48eMzPG6RrEwrhkVEREQkR7l+/TqtWrUiLCyM7777jrJly1p7SCKSBbVu3RrDMIiJieH48eO8+eabdOvWjUGDBll7aCKShUyaNIldu3YxZ84c8uTJY+3hiGQqrRjOZcyfiqX2KVpERAT58uV77D4Sx5m/z0i8iGQN1npmiEj2lBWeGdevX6dp06YcOXKEmTNnauWfSBaWFZ4ZAA4ODpQpU4ZJkyYRFRXFtGnTaNmyJS1btnzoHETk6bHGM+PEiROMHj2aAQMGEBAQ8EjjFsnKtGI4l0mrxlZoaCi3b99OtdaOmZ+fHzY2NqnW7kmp7k/p0qW5ffs2oaGh6YoXkazBWs8MEcmerP3MMCeFDx48yPTp0+nXr19GpyAiT5G1nxkpMdckN29yJSJZhzWeGUePHiUmJoavv/4ak8mU5OvcuXPExMRYfr5169ZjzE7EOpQYzmXMn3D98ccfyc6tW7cuSUxqnJ2dqVWrFsePH+fcuXNJzhmGwfr163FxcaFmzZqZel0Refqs9cwQkezJms+MxEnhadOmMWDAgMeZiog8BVnx7xn//vsvAPb29umKF5GnxxrPjOLFi9O7d+8Uv1xdXbG1tbX87OjomBnTFHm6DMlV7t27Z/j5+RmOjo7G/v37Lcdv3bpllClTxnBwcDDOnj1rOf7vv/8ax44dM27dupWkn7lz5xqA8frrrxsJCQmW4zNnzjQAo2/fvknijx8/btjZ2RllypRJ0tf+/fsNR0dHo3z58kZ8fHzmTlZEHpu1nhkPat68uQEkuZaIZD3WemZcv37dqFq1qgEYX3755ROZm4hkPms9M/7+++8kcWYhISGGr6+vARjbt2/PnEmKSKbJKv82MStWrJjh6Oj4WHMSsTaTYRiGVTLSYjWbN2+mefPmODk50alTJ9zc3Fi1ahXnzp1j8uTJDBkyxBLbo0cPFixYwLx58+jRo4fleEJCAq1atWLdunXUqVOHgIAATp06xerVqylevDi7d++mYMGCSa47fvx4RowYQbFixWjXrh2RkZEsXbqU2NhYNm7cSP369Z/WLRCRDLDWM2Po0KFcu3YNgPXr1/Pvv//Srl07XF1dAXjjjTdo0KDBk78BIpIh1nhmNGrUiK1bt1KuXDk6duyY4rgGDx5M3rx5n9S0ReQRWeuZcerUKWrXrs0zzzyDjY0Np0+f5rfffiM2NpahQ4cyadKkp3kbRCSdrPVvk5QUL16c0NBQoqOjn8RURZ4Oa2emxTp2795ttGjRwnB3dzecnZ2NWrVqGUuXLk0W1717dwMw5s2bl+xcdHS0ERgYaJQsWdJwcHAwvL29jTfeeMMIDQ1N9bqLFi0yatasaTg7OxseHh5Gq1atjL1792bm1ETkCbDGM6NYsWIGkOpXStcQkazhaT8zHva8QG8ciGRpT/uZsWLFCqNDhw6Gn5+f4eLiYtjb2xtFihQxXn31VeP3339/ElMUkUxkrXzGg7RiWHICrRgWERERERERERERyWW0+ZyIiIiIiIiIiIhILqPEsIiIiIiIiIiIiEguo8SwiIiIiIiIiIiISC6jxLCIiIiIiIiIiIhILqPEsIiIiIiIiIiIiEguo8SwiIiIiIiIiIiISC6jxLCIiIiIiIiIiIhILqPEsIiIiIiIiIiIiEguo8SwiIiIiORqW7ZswWQyERgYmO42jRo1wmQyPblBiYiIiIg8YUoMi4iIiIhkggMHDjBy5Ejq1KmDl5cXjo6O+Pn5MWDAAC5dumTt4YmIiIiIJGEyDMOw9iBERERERKwlKiqK8+fP4+npiaenZ7raNGrUiK1bt5L4r9J16tRh9+7d1KpVi9q1a+Po6Mju3bvZtm0bnp6ebNu2jXLlyj2paYiIiIiIZIidtQcgIiIiImJNefLkyZSEbZcuXVi0aBGlSpVKcvzTTz/lgw8+YMiQIfz666+PfR0RERERkcygUhIiIiIikmUkrvf7119/8cILL5A3b15LPV/DMJg7dy7169fH3d2dPHnyULNmTebOnZusr+joaKZMmUKVKlXw8PDAxcWF4sWL89prr3Hw4MEUr/mg7du3ExAQgIuLCwUKFKBjx45cuHAhxbG//fbbyZLCAEOHDsXZ2ZmtW7c+4l0REREREcl8WjEsIiIiIlnOX3/9xSeffELjxo3p27cv58+fxzAMunTpwpIlSyhdujSdO3fGwcGB9evX07t3b44ePcrkyZMtfXTv3p3ly5dTuXJlevbsiaOjIxcuXGDz5s3s2bOHKlWqpDmGjRs30rJlS2xsbOjYsSOFCxdm48aN1K9fn3z58qV7LiaTCXt7e21WJyIiIiJZihLDIiIiIpLlrF+/nrlz59KzZ0/LsVmzZrFkyRJ69uzJt99+i729PQCxsbG0b9+eKVOm8Prrr1OjRg3Cw8NZsWIFNWrUYPfu3dja2lr6iY+PJzIyMs3rJyQk0LdvX+Li4vjzzz9p0KABcH/FcteuXfnhhx/SPZeVK1cSERFBhw4dMnILRERERESeKJWSEBEREZEsp3r16kmSwgDTp0/HxcWFr7/+2pIUBnBwcGD8+PEALFmyBLi/StcwDJycnLCxSfpXXltbW/LmzZvm9bdv386ZM2do3bq1JSls7veTTz5JkmhOy4ULFxg0aBDOzs6MGzcuXW1ERERERJ4GrRgWERERkSzH398/yc9RUVEcOnSIwoUL8+mnnyaLv3fvHgDBwcEAuLu706pVK9auXUv16tXp0KEDjRo1wt/fP0lSOTXmGsQNGzZMdq5YsWL4+voSEhKSZh/Xr1+nVatWhIWFsXDhQsqWLfvQ64qIiIiIPC1KDIuIiIhIllOoUKEkP9+8eRPDMLh06RJjxoxJtd2dO3cs369YsYJPPvmEH374geHDhwP3E8Y9e/bkk08+IU+ePKn2Ex4eDoCXl1eq40srMXz9+nWaNm3KkSNHmDlzJl27dk01VkRERETEGlRKQkRERESynAc3anN3dwegRo0aGIaR6tfmzZstbfLkycPHH3/MmTNnOHPmDHPmzKFs2bJ8+eWXvPvuu2le38PDA4CwsLAUz1+5ciXVtuak8MGDB5k+fTr9+vVL15xFRERERJ4mJYZFREREJMtzc3OjfPnyHDt2jFu3bmW4fYkSJejVqxdbt27F1dWVn3/+Oc34KlWqALBt27Zk586dO8eFCxdSbJc4KTxt2jQGDBiQ4bGKiIiIiDwNSgyLiIiISLYwaNAgoqKi6NOnT5KSEWZnz561lHe4evUqhw8fThZz8+ZNYmJicHJySvNaDRo0oESJEvzyyy9s377dctwwDD766CPi4+OTtblx4wbPP/88Bw8e5Msvv+Stt97K4AxFRERERJ4e1RgWERERkWyhX79+7Nq1iwULFrBjxw6ef/55ChcuzJUrVwgODmb37t388MMPFC9enEuXLlGtWjWqVKlC5cqVKVKkCNevX+enn37i3r17DB06NM1r2djY8N1339GqVSuef/55OnbsSOHChdm0aROXL1+mcuXK/PPPP0navPrqqxw4cIBy5cpx48YNAgMDk/U7ePBg8ubNm4l3RURERETk0SgxLCIiIiLZgslkYv78+bRq1YpZs2bxyy+/cPv2bby8vChdujSTJ0/m+eefB6B48eIEBgayadMmNmzYwPXr1/H09KR69eq88847tGjR4qHXe/7559m4cSMjRoxgxYoVODs707RpU1asWEG3bt2SxZtXKwcHB6e6QV6PHj2UGBYRERGRLMFkGIZh7UGIiIiIiIiIiIiIyNOjGsMiIiIiIiIiIiIiuYwSwyIiIiIiIiIiIiK5jBLDIiIiIiIiIiIiIrmMEsMiIiIiIiIiIiIiuYwSwyIiIiIiIiIiIiK5jBLDIiIiIiIiIiIiIrmMEsMiIiIiIiIiIiIiuYwSwyIiIiIiIiIiIiK5jBLDIiIiIiIiIiIiIrmMEsMiIiIiIiIiIiIiuYwSwyIiIiIiIiIiIiK5jBLDIiIiIiIiIiIiIrmMEsMiIiIiIiIiIiIiucz/A6K6RXL4bBKaAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics import utils\n", "\n", "fig, ax = plt.subplots(figsize=(16, 8))\n", "ax.plot(resid2[idx], hat_matrix_diag, \"o\")\n", "ax = utils.annotate_axes(\n", " range(nobs),\n", " labels=rob_crime_model.model.data.row_labels[idx],\n", " points=lzip(resid2[idx], hat_matrix_diag),\n", " offset_points=[(-5, 5)] * nobs,\n", " size=\"large\",\n", " ax=ax,\n", ")\n", "ax.set_xlabel(\"resid2\")\n", "ax.set_ylabel(\"leverage\")\n", "ylim = ax.get_ylim()\n", "ax.vlines(rm, *ylim)\n", "xlim = ax.get_xlim()\n", "ax.hlines(hm, *xlim)\n", "ax.margins(0, 0)" ] } ], "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }