{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 03-05: Transformations and Assumptions\n", "\n", "This notebook provides a brief reference guide for **data transformation**, specifically:\n", "1. Why we transform data\n", "2. How to check if you should transform (illustrative example with log transform)\n", "3. Common transformations in social science research\n", "4. Additional reading and reference materials\n", "\n", "**Recommended Readings:** \n", "*The following chapters are available on the course website for week 9 and are highly recommended references for additional context summarized by this notebook*\n", "\n", "- Regression and Other Stories\n", " - Chapter 11: Assumptions, Diagnostics, and Model Evaluation \n", " - Chapter 12: Transformations and Regression\n", " - 10 Quick Tips to Improve your Regression Modeling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why Transform?\n", "\n", "You'll often be in a situation where you've collected data on different measurement scales or those that look a bit quirky when you visualize them. In these circumstances it can often be help to **transform** your data. We typically transform data for 3 primary reasons:\n", "1. To better match the **assumptions** of our model\n", "2. To improve **interpretation**\n", "3. To reduce the **influence** of outliers (or rare extreme values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GLM Assumptions\n", "\n", "Let's remind ourselves of the core assumption of the General-Linear-Model: **I**dependent and **I**dentitically **D**istributed errors (**i.i.d**)\n", "\n", "This overall idea captures a few critical pieces that we've encountered in different forms:\n", "\n", "- **Normality:** assumes that the *residuals* ($y - \\hat{y}$) are normally distributed. It’s actually okay if the predictors \n", " and the outcome are non-normal, so long as the residuals are normal.\n", "- **Additivity & Linearity:** assumes that the outcome $y$ is a linear function of separate predictors $\\beta_0 + \\beta_1X_1 +...$\n", "- **Homoscedasticity:** assumes that the variance of our residuals doesn't change as function of our predictors; we shouldn't be getting more or less wrong ($y - \\hat{y}$) depending upon what value our predictor $X$ takes on; this matters *a lot* when we are using categorical predictors and calculating ANOVA statistics\n", "- **Independent of errors:** assumes our residuals don't depend upon each other - this really only gets violated when you have repeated-measures, time-series, geospatial, or multi-level\n", "- **No perfect multi-collinearity:** assumes that our predictors are just linear combinations of each other, otherwise we can figure out what the \"unique variance\" each one contributes to explaining $y$!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| **Assumption** | **How to Notice** | **Effect on Model** | **Example Data** |\n", "|--------------|--------------|-----------------|-------------------|\n", "| **Linearity** | Curved relationships in data plot | Poor model fit| Perceptual measurements, learning curves |\n", "| **Homoscedasticity** | Residuals fan out in residual plot | Incorrect standard errors | Data with a huge range, e.g. 1-100000 | \n", "| **Normality of Residuals** | Skewed residuals | Invalid statistical tests | Reaction times, income |\n", "| **Multicollinearity** | Highly correlated predictors | Inflated standard errors | Z-score Standardization | Highly correlated predictors |\n", "\n", "
\n", "\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transformations allow us to address many of these assumption directly:\n", "\n", "**Correcting Skewness**\n", "- Many real-world data distributions are not symmetric.\n", "- Reaction times, income, and neural response latencies often have a long tail (right-skewed).\n", "- Transformations like log or square root compress the tail and make the distribution more normal-like.\n", "\n", "**Stabilizing Variance (Homoscedasticity)**\n", "- Ordinary Least Squares (OLS) regression assumes constant variance of residuals.\n", "- If variance increases with magnitude (e.g., neural firing rate at different stimulus intensities), a transformation like log can help\n", "\n", "**Making Relationships More Linear**\n", "- OLS assumes a linear relationship between predictors and outcome.\n", "- Some relationships are multiplicative, not additive (e.g., Weber’s Law in perception).\n", "- Log transforms can convert these into linear trends.\n", "\n", "**Handling Outliers**\n", "- Large outliers have disproportionate influence in regression.\n", "- Log and rank transforms reduce the impact of extreme values.\n", "\n", "**Making Coefficients More Interpretable**\n", "- Some transformations, like Z-scoring can help compare coefficients across predictors with different scales\n", "- Others like percentage transform might be more useful to particular scientific question" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Common Transformations\n", "\n", "Below we provide a summary table for most of the common transformation you'll encounter in Psychology, Cognitive Science, and Neuroscience research\n", "\n", "| Transform Name | Formula | Meaning of Coefficient | What it does and when you might use it\n", "|----------------|---------------------|-----------------------------------------------|------------------------------------------|\n", "| Z-score | $\\frac{x - \\bar{x}}{s}$ | Change in $y$ per std increase in $x$ | Makes predictors with different scales comparable and reduces multi-collinearity. Good models for models with variables on very different scales and models with interactions.\n", "| Rank | $\\text{rank}(x) $ | Change in $y$ per unit increase in rank of $x$ | Makes it so y doesn't have to change at a constant rate per unit increase in x. Captures monotonic relationships (generally increasing/decreasing, non-linear), e.g relationship between income and happiness decreases at higher income levels |\n", "| Log | $\\log(x)$ | % change in $y$ for a 1% increase in $x$ | Shrinks large values while keeping small values the same. Commonly use to reduce right skew (e.g. reaction times, count data). Makes multiplicative effects additive; log(a) + log(b) = a * b |\n", "| Square Root | $\\sqrt{x}$ | Change in $y$ for a unit increase in $\\sqrt{x}$ | Similar to log for reducing right skew but less extreme\n", "| Reciprocal | $\\frac{1}{x}$ | Change in $y$ per unit change in $\\frac{1}{x}$ | Similar to log but *more* extreme. Useful for rate-based data such as speed, time, and hyperbolic trends\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to check: look for structure in your residuals!\n", "\n", "In general, you shouldn't follow hard-and-fast rules for when to transform your data. Instead, the recommended approach by most modern practioners is to simple **evaluate your model**\n", "\n", "We learned how to do this when we first started exploring the assumptions of our models. In particular we learned about 3 kinds of visuals we can easily make after fitting a model with `ols` to check our assumptions:\n", "\n", "- Distribution of your residuals\n", " - What is the shape like? Is it normal-ish?\n", "- Residuals vs predictor(s)\n", " - Is there any relationship (there shouldn't be), otherwise we have non-constant variance\n", "- Predicted values (fits) $\\hat{y}$ vs true values $y$ \n", " - Is there a strong relationship? Are we predicting the dependent variable well?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Walkthrough Example: Log Transform\n", "Let's walk-through a brief example looking UN World Fertility Dataset:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import polars as pl\n", "from polars import col\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from statsmodels.formula.api import ols\n", "import statsmodels.api as sm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (5, 8)
regiongroupfertilityppgdplifeExpFpctUrbaninfantMortality
strstrstrf64f64f64f64f64
"Afghanistan""Asia""other"5.968499.049.4923.0124.535
"Albania""Europe""other"1.5253677.280.453.016.561
"Algeria""Africa""africa"2.1424473.075.067.021.458
"Angola""Africa""africa"5.1354321.953.1759.096.191
"Argentina""Latin Amer""other"2.1729162.179.8993.012.337
" ], "text/plain": [ "shape: (5, 8)\n", "┌─────────────┬────────────┬────────┬───────────┬────────┬──────────┬──────────┬─────────────────┐\n", "│ ┆ region ┆ group ┆ fertility ┆ ppgdp ┆ lifeExpF ┆ pctUrban ┆ infantMortality │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ str ┆ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", "╞═════════════╪════════════╪════════╪═══════════╪════════╪══════════╪══════════╪═════════════════╡\n", "│ Afghanistan ┆ Asia ┆ other ┆ 5.968 ┆ 499.0 ┆ 49.49 ┆ 23.0 ┆ 124.535 │\n", "│ Albania ┆ Europe ┆ other ┆ 1.525 ┆ 3677.2 ┆ 80.4 ┆ 53.0 ┆ 16.561 │\n", "│ Algeria ┆ Africa ┆ africa ┆ 2.142 ┆ 4473.0 ┆ 75.0 ┆ 67.0 ┆ 21.458 │\n", "│ Angola ┆ Africa ┆ africa ┆ 5.135 ┆ 4321.9 ┆ 53.17 ┆ 59.0 ┆ 96.191 │\n", "│ Argentina ┆ Latin Amer ┆ other ┆ 2.172 ┆ 9162.1 ┆ 79.89 ┆ 93.0 ┆ 12.337 │\n", "└─────────────┴────────────┴────────┴───────────┴────────┴──────────┴──────────┴─────────────────┘" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pl.read_csv('data/fertility.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's say we're interested in modeling the following relationship\n", "\n", "$$ \n", "\\hat{\\text{infant mortality}} \\sim \\beta_0 + \\beta_1*\\text{per-capita GDP}\n", "$$\n", "\n", "which tests if there's a relationship the overall wealth of a country and its infant mortality rate\n", "\n", "As always we'll start by visualizing our data and asking `seaborn` to plot a simple linear fit along with a *loess* fit, which is a simply a smooth curve that represents the fit of nearby data point.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Notice how there's clearly a relationship but it doesn't seem linear. There are way more small values for GDP than there are large ones so our regression line is limited in what it can capture using the raw data scales." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 390, "width": 676 } }, "output_type": "display_data" } ], "source": [ "grid = sns.FacetGrid(data=df.to_pandas(), height=4, aspect=1.5)\n", "\n", "grid.map(sns.regplot, 'ppgdp', 'infantMortality', lowess=True,\n", "line_kws={'color': 'red', 'label':'loess', 'lw':2}, scatter_kws={'alpha':0.2})\n", "\n", "grid.map(sns.regplot, 'ppgdp', 'infantMortality', ci=None, scatter_kws={'alpha': 0.0}, line_kws={'label':'linear', 'lw':2})\n", "grid.set_axis_labels('Per Capita GDP ($)', 'Infant Mortality');\n", "\n", "\n", "grid.add_legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a log transformed version of both variables and visualize the effect of the transformation. Log-transforming squishes large values while keeping small values relatively unchanged." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df = df.with_columns(\n", " col('infantMortality').log().alias('log_infantMortality'),\n", " col('ppgdp').log().alias('log_ppgdp')\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the plots in the left column below show the original data with a clear right skew (long right tail). The plots in the right columnm show the log-transformed version of both variables. Notice how they look much more symmetrical and normal-ish now!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 471, "width": 629 } }, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(2,2);\n", "ax = sns.kdeplot(data=df.to_pandas(),x='infantMortality', ax=axs[0,0]);\n", "ax.set(xlabel='Infant Mortality', ylabel='Density', title='Original Scale');\n", "\n", "ax =sns.kdeplot(data=df.to_pandas(),x='log_infantMortality', ax=axs[0,1]);\n", "ax.set(xlabel='Log Infant Mortality', ylabel='Density', title='Log Transformed Scale');\n", "\n", "ax = sns.kdeplot(data=df.to_pandas(),x='ppgdp', ax=axs[1,0]);\n", "ax.set(xlabel='Per Capita GDP');\n", "\n", "ax = sns.kdeplot(data=df.to_pandas(),x='log_ppgdp', ax=axs[1,1]);\n", "ax.set(xlabel='Log Per Capita GDP');\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In fact if we ask `seaborn` to plot the linear relationship between the log-transformed versions of both variable we can see how much better it looks!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 389, "width": 589 } }, "output_type": "display_data" } ], "source": [ "grid = sns.FacetGrid(data=df.to_pandas(), height=4, aspect=1.5)\n", "grid.map(sns.regplot, 'log_ppgdp', 'log_infantMortality', scatter_kws={'alpha':0.2}, ci=None)\n", "grid.set_axis_labels('Log Per Capita GDP', 'Log Infant Mortality');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's go further by fitting 2 regression models:\n", "1. Using the original variables\n", "2. Using the log transformed variables\n", "\n", "Like in previous labs (and good practice), we'll store the fits and residuals from each model as new columns in our dataframe to make it easy to do some evaluation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "lin_model = ols('infantMortality ~ ppgdp', data=df.to_pandas()).fit()\n", "log_model = ols('log_infantMortality ~ log_ppgdp', data=df.to_pandas()).fit()\n", "\n", "df = df.with_columns(\n", " linfits = lin_model.fittedvalues.to_numpy(),\n", " linres = lin_model.resid.to_numpy(),\n", " logfits = log_model.fittedvalues.to_numpy(),\n", " logres = log_model.resid.to_numpy()\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Overall Model Fit: Predicted vs True Values\n", "\n", "First, let's look to see how well each model fits the data overall - remember this is what our **coefficient of determination** $R_2$ is trying to capture. We'll plot the true values of $\\text{infant mortality}$ against our model predictions.\n", "\n", "Notice how the linear regression model fits the data much more poorly than the log transformed data: \n", "\n", "GDP only explains about 27% of the variance in infant mortality using the raw scales, but 77% of the variance when we log-transform!\n", "\n", "We should feel much more confident in interpreting the latter model's estimates because it's doing a good job of capturing the data!" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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jffv2OPvss/HCCy+guLi4QXUEvOfNadOm4YwzzkCHDh2g1+vRqVMnjBkzBi+++GLQEyUng8DrGZvNFrP1C2yjV1ZWorS0NCblRivweiY7OxtmsznstGazGVlZWer75ryeCbz2GD9+fExu/ASW2SxPbjdZwhAiiplY5YiMJl/Wt99+G5T7y+FwiNtvvz0oj1TNf2eeeaY4fvx4ncv3eDziiSeeEEajMWJ5Wq1WzJgxQyiKErasjRs3ivj4+Ijl+P91795d/PzzzxHrVnO9y8vLxdVXXx2yvFmzZtW5rqEE5u76y1/+IoQQYuDAgQKAiIuLE1VVVSHns1gs6roOHDhQCCHEX/7yl6hznxUVFYkLL7ywzu3Uu3fviDmPAz322GNBebVq/uvbt6/YuXNnvfIVHjx4UJx//vl11rNLly5i7dq1EctqCzmn/WbMmBGUyytWFi9erJZrNptjVm40bDZb0PGxfv36Oud5/vnn1elHjRrVDLU84Y033gjKf9gY5eXlQee4hp4viJpCLHNOx/q3RVEU8cADDwhJksKW1a9fP5GXl9cs4xlEm3O6Zl127typ/rbX/LdlyxZ1vvnz5wuDwRBVO+aMM86o87esZhuvvLxcXHXVVRHLveyyyyLm2Xe5XHW2AQP//e1vf1Pn3b9/f9TzhWrHxPL4Cmx//fe//xXr1q2rNeaD/19ZWVnI/frbb7+JQYMGha1HUlKS+Omnn9RlLl68WCQlJUVsJ0UzHkQs285+TdGGi0asck7XbLOHEnj8devWTSiKIp588smI692jRw+xd+/eqOowZ86ciPsXgJAkSdx8883C4XCELefgwYNBY19E+te+fXvx9ddfR6xXzfV2OBzizjvvDFneAw88ENW61hR4XGRnZwshhBg3bpy6zuG2oaIoomfPngKAaNeunXA4HOKtt96qc1/6WSwWkZ2dXed26ty5s1i6dGlU6/L6668LvV4fsax169bVK+d0aWmpmDx5cp31TE5OFp999lnEstpCzmm/t99+O2j9CgoKYlKPrVu3BpV77NixmJQbrc6dO6vL/t///lfn9B9//LE6fXp6ejPUUIjdu3cHbaOFCxc2ukyPxyMyMjIafb6oDz4XTkQR3XHHHXjvvfcgyzKGDRuGfv36QVEUbNy4Ebt37wYA/Pzzz7jhhhsiPmrj8XiQnZ0dNHpv586dMWzYMKSlpcFiseCHH37A3r174Xa7MXPmTBw/fjxsDt6ysjK1B0FaWhoGDhyIjIwMxMXFwWq1Ij8/Hz/++CPcbjcOHDiAMWPG4Oeffw6bezaQEAJ/+tOf8OWXX0KSJAwdOhT9+/eHEALbt2+P2AO0vv785z/jr3/9K6qrqzF//vyQ+aHmz5+vrmt9exkUFRVh1KhR2Lt3r/q3Xr16YdiwYTAYDNi5cyd++OEHAMBvv/2GCy64AMuWLQu6S13To48+in/+85/q+4SEBFxwwQVIS0tDQUEBvv32W+zevRvjxo3DxIkTo6pnXl4eLrzwQjUVgiRJOOOMMzBw4ECYzWYUFBRg7dq1qKqqwpEjR3DxxRfjq6++CuqN1RDdu3dXezs99dRTLdIDL7C3dFpaWszK3bZtm/r6tNNOizjt1KlT1bvjY8aMCRrpuSF2796t9vSTJCmoN0U4Z555pvo6Ly+vUcuvr/psq7rk5ubCbrcDALRaLf74xz82qjyi1qgpflseeOABzJ49W32fmJiIsWPHokOHDjhy5Ai+/fZb7Nq1C+PGjcOECROabuUaoaSkBJdddhkOHjwIo9GIc889F926dUNVVRU2btwYNO2xY8fUR3AzMjIwYMAAdOrUCWazGRaLBXl5efj5558hhMAvv/yCc889F7/88ktU+R49Hg8mT56MlStXQq/XY+TIkejVqxfsdju+++47HDx4EACwbNkyPPTQQ3jrrbdClvPII48EtcPS09NxzjnnoH379hBCoKSkBDt37lTbg4ESExNxzz33APCmL/P3PuvSpQuuvvrqoGmHDx8e9L4pji+//Px8PPjgg6ioqEBCQgLOO+88dOnSBWVlZWFTa1VWVmLcuHH47bffkJycjPPPPx8dOnTAoUOHsGrVKjidTlRUVODSSy9Ffn4+fv75Z0yePBkulwvdunXDiBEjEB8fjx07dmDDhg0AvL+Tf/rTn7BixYqwdY112xlomjZcW/DMM8/g2WefBeB9oikzMxM6nQ6//PILfv75ZwDA/v37MXHiRPz000/Q6XRhy5o2bVrQU5SpqakYPnw4unTpArvdji1btmD79u0QQuA///kPjhw5giVLloRMaVNdXY2SkhIA3hQGAwcORLdu3RAfHw+n04n9+/dj48aNsNvtKC4uxrhx47BmzRqMHDkyqvWeNm0a5s6dC+BEfmidToc9e/bENMWO/zpQCIEPP/wQTz31VK1pvvvuO+zbtw+AtweqXq+Punyr1YqxY8fixx9/VP/WpUsXnHvuuYiPj0d+fj7WrVsHj8eDwsJCXHXVVfjkk08wZcqUsGW++eabeOCBB9T3BoMBF1xwATIyMnD8+HGsWrUKhYWFuOKKK6LuZX706FGMHTs2qB3bv39/nHHGGUhISMCxY8ewbt06FBcXo7y8HFlZWfjwww8b3VY8//zzsWbNGgDeNCv+J0SaU+D1jEajiVlu4sA2uslkitgj+Omnn8YzzzwDAOjWrVujn4asqKgIStMXeK0STuA0BQUFqKysVMcBaiqBPZzbt2+P8ePHN7rMlStX4vDhw+r7ZklR2OThbyJqtJbqOe3v0TN06FCRl5cXNJ2iKOK1114Luku3Zs2asMt+4okn1OnS0tJETk5OyJF5P/vss6CeCDk5OSHL27hxo5gxY4bYtm1b2GUWFRWJP//5z2pZF154YdhpA9dbq9UKACIzMzPkqMB2uz1sOZGE6jl9+PBhtRfH2LFjQ87n7zkky7J6FzrantOXX365Op3ZbBYff/xxrWk2bdqk9mQAIE477TS151BN3377bVCvtuuvv15UVFQETVNUVCQuueQSASCoN0K4Y7e6ulr0799fne6iiy4Su3fvrjVdRUVFUO+Pzp07i/Ly8pBlRttzOnC6WPW+q8/31eVyBfXemjx5ckzq4PF4RL9+/dRy77nnnojTBx6bsRgtPScnRy2vY8eOUc2zY8eOFukZYbFYREpKirrcl19+uVHljRo1Si3rqquuilEtiWIjVu2JWP+2LF++POj7f/PNN9d6mqikpERMnDgxqH0Sy3N3TQ3pOe1vP0yZMqXWE2Uej0c4nU71/eLFi8ULL7wgfvvtt7Bl79u3T1x66aVq+bfccktU9fVvn8svv1wcPnw4aDqXyyUeeeQRdVpJkkL+Th4/flxdH41GI957772wvXKPHDki3njjDfHOO++E/Dyanq6BYn18Bf7G+dfpnnvuqXWMOZ1OtW0auF/9bZl77rlHVFdXB82Tl5cnunTpok776KOPioyMDKHX68U777xTa5vNnz9frQMAsXr16rDbIdZt56Zow9VHS/Wc1uv1QpIk0atXL/HDDz/UmjY3N1fodDp1+vfffz/sst999111uvj4ePHWW2+F7Bm9atUqkZ6erk774osvhizvwIED4r777hM//PBDyH0rhLf9G/id7d27d9hpA9dbo9Go341QTxw29HomVM9pm82mHoO9evUKOd8tt9yizrdhwwYhhIi65/Rdd90VtF6vvvpqrW2wZ88ecdZZZ6nTJSYmin379oUsb9euXUG/IxdddJEoLCwMmqayslK9jgz8LoQ7dj0ej7jgggvU6c4888yQT3XYbDbx9NNPq9/FuLi4sPWMtud04HSN+W4Fqu/3dfjw4er0Z511VkzqIIQQF198sVru+PHjI04beGxG+t2O1g8//BDUNon0pJFfdXV10Dw//vhjo+sRiaIoomvXrury7r///piU+8c//lEtc/DgwTEpsy4MThO1AS0VnPY3gMKlmxBCiClTpqjT3nnnnSGn2b9/v9pASkhIqBXormnlypVqmf3794/qEcVIAi9ydu7cGXKamuvdqVOnqFKV1Eeo4LQQJ350ZVkWBw8eDJrn0KFDavD6kksuUf8eTXB61apVQev0+eefh63b/v37gy5snnnmmZDTjRgxQp3mkksuCds4ttls4owzzghafrhj99lnn1Wnueyyy4TL5QpbTyGEuOGGG9Tp//GPf4Scpq0Ep59++umgbbR8+fKY1GH27NlqmbIsR7yJI0Tsg9P/+te/6t2gKSkpCdoWu3btanQ9ovHwww8HXWgWFRU1uKz8/PygdZg/f34Ma0rUeLFoTzTFb8vZZ5+tTnPVVVeF/d13Op1i5MiRUf22NFZDgtN1/TY2hNPpFIMHDxYAhNFoFKWlpXXWF4A499xzw/6eKooihg4dGvG39IsvvlA//+Mf/9iodahPcLopjq/A3zgA4tZbb62zzjX369SpU8NO+8knnwRNC0B8+OGHYacPTJXSnG3npmjD1UdLBacBiNTU1IhpBgKDv5dddlnIaSorK0VycrIAvAHSSJ1yhBBi586dajqW1NTUWjc26iuwg0a4tBU119tsNofs8NEYoYLTQghx2223qX9ft25d0DyBwes+ffqof48mOJ2fnx+UjuWNN94IW7fS0lLRvXt3ddqbbrop5HTXXXedOk1mZmbYoKPH41FTltR17H7wwQfqNGeccUbE62chhHjyySfrPA+0leD0e++9F7SN/v3vf8ekDl9++WVQuXWla4l1cHrp0qVqeYmJiVHPl5CQoM63bNmyRtcjkm+++SZoGwWml2qoyspKYTab1TJfeeWVGNS0bhwQkYgi+sc//oH4+Piwn998883q68DRXAO9/vrr8Hg8AIDHHnsM/fr1i7jMsWPH4tJLLwXgfbx/y5Yt9a12kMDHUL755puo5nnyySebbQRpf6oORVHw0UcfBX320UcfqekR6pvS49///rf6+sorr8RVV10Vdtru3btjxowZ6vu5c+fWGihp586d6uOogHe/hnsk0Gg04pVXXqmzji6XC3PmzAEAyLKMuXPnqoOqhPPCCy+oqVU+/vjjOpfR2lRWVmLt2rW47rrrgtKIPPjgg7jkkksaXf6OHTswffp09f0tt9yCQYMGNbrc+ggctMdkMkU1T83pmmNAppUrVwY9mjt9+vRGpVYJHOgnNTUVV1xxRWOqR9Qqxfq3Zfv27erAYZIk4dVXXw2bPkun0+Hll19uTPWb3GuvvRbTx+V1Op36yLfdbse6deuimm/WrFlhf08lScJNN92kvg/VfqusrFRfd+jQoT5VbpRYH181GY1GvPTSS/Wqk16vx4svvhj284kTJ8JgMKjvzzzzTPzpT38KO/21116rvm6utnNTtOHakhkzZqBLly5hP4/meuY///mPOmDm1KlTcd5550VcZv/+/dV0fSUlJVi2bFk9ax0s8Dsb7fXMvffeiz59+jRqudGKNND7okWLUFFRUWu6aPzf//2fei00ePBg3HvvvWGnTUlJCfqu/u9//1OX61dWVoYFCxao719++eWwbVVZlvH6669HldLx1VdfVV/Pnj074vUz4G1zJicnAwA++eSTqAa+bU2qq6uxadMm3H333UHfnylTpuCWW25pdPmFhYW47bbb1PcXX3xx0w/IV0NDrmdqTtvU1zOB37XMzMyoUo/UZd68ebBarQCaN0Uhc04TUVhGo7HO4EpgLtlweZ0Cc1EHNsgjGTt2LJYvXw7AO8J0pBOt1WrFxo0bsW3bNhw/fhxVVVVqgx7w5nvy++WXX+pctiRJyM7OjqqesTBp0iTcddddsFgs+PDDD4MCi/4fnISEhFo5Guvy7bffqq8DGw3h3HTTTZg+fToURUFhYSF2794ddDEUWN7QoUPrvFDy520LzFdV0+bNm3Hs2DEAwIgRI9CtW7c669mlSxf069cPeXl52L59O8rLy9XGXX01NhdZXZ555hk191k4qampeOyxx/DYY481ennl5eWYOHGi2hDq1atXUGM5nPfeey+m+en8OZcBRJ1TMPDCHvCO9N2Ufv/9d1x77bXquWLkyJH4y1/+0uDyhC/Pot91111Xr3yKRG1FrH9bAnPcDxs2DL169YpY3siRI9G9e/cmP383xODBg9G/f/96z1deXo6NGzdix44dKCkpgcViCQpU7Nq1S339yy+/4Morr4xYXs+ePXHWWWdFnKau9lvXrl3V1/Pnz8df/vIXdOrUqa5VabRYH181XXLJJUhJSalXnc4777yINy6NRiN69eqFnTt3AgAmT54csbzAG8b79+8POU2s285N0YZrS6655pqIn/fr1w8mkwk2m039DtYMLjZ0n/hvuKxbtw6TJk0KO63L5cIPP/yAX3/9FUePHkVVVRXcbrf6eVVVlfo6muuZ+tQzFkaPHo2ePXti3759yM3NxRtvvKG27fw5cSVJinjjJpRVq1apr2+66aY6A8VXX3012rVrh9LSUjgcDmzYsAGXXXaZ+vn69evVfP8dO3bExRdfHLG8008/HSNHjsT3338fdprCwkJ1n6Snp2P06NF1rRaMRiNGjBiBr776ChUVFdi+fTsGDx5c53yhNHasmLq8//77QXmNQ4mLi8Pdd9+NmTNnQqPRNGp5TqcTU6ZMUfM9t2vXDv/973/rnO/pp5+O6fhBDbmeAYKvaZryesY/ZpVfqLGrGiJwX1922WXo2LFjTMqtC4PTRBRW37596zwRBw52UPPONODtKbBnzx71/axZs6K6++xv4APAoUOHQk5TWlqKJ598Eh988EFQgy2S4uLiOqfp3r072rVrF1V5sWA2mzF58mS8//77yMvLw6ZNmzB06FBs2rRJHVBj8uTJMJvNUZdZUFCgBn0BRDVwSocOHdCnTx/1Ivjnn38OungJbAgPGzaszvIkScKwYcMiXtgE9uIpLi6O2BsikL/nihACBQUFDQ5OtzSNRoMXX3wxJj0M7HY7JkyYgPz8fADewajmzZtXZ8+NpmA0GtXXTqczqnn8Fwp+9emhUF+lpaW4/PLL1fNBeno6Pv3000Y1pteuXRsUZIhVA5GoNWnq35ZzzjknqnoMHTq0VQan6woI13T48GH89a9/xbx582qdA8OJph2TmZlZ5zR1td+GDRuGbt264ffff8ehQ4cwcOBA3HjjjbjyyisxfPjwJjlHN8XxVVN99xEADBw4sM5pAgPeAwYMiHrawB7qfk3Rdm6KNlxbkZSUVOdgx5IkISUlRQ0kVVRU1Go/BbZZP/jgA3WQz0gCt1+46xmbzYaZM2di7ty5UX2/gejOAzqdLqpzQSz9+c9/xjPPPIPy8nIsXrwY11xzDY4ePaoO/DlmzJioOqL4Cd+AsH7RDHqq0+lwzjnnqD3Vf/7556DgdGB5Q4cOjepJl+HDh0cMTgceG0KIqK9nAgd9PXToUIOD063BX//6V8yYMaPRTw4JIXDjjTdi/fr1ALz783//+x/S09NjUc16acj1DBB8TdOU1zPz5s1DdXU1AO81ZSx6OP/+++9BgwM35/UMg9NEFFZSUlKd0wSOZh14d98vcIRbAPjXv/5V73qUlZXV+tvvv/+O8847Tx1xPlrRBLGb8/FVvxtuuEG9S/nBBx9g6NChQY/p1PcRuOPHj6uvTSZT1KkKunfvrl7g1Wz4BpYZ2KMqkrouBgJHdt69ezd2794dVbmBQh0frcXQoUODgi0WiwUHDx5Ue214PB7ceuut2LdvH55//vkGL8ftdiM7O1ttTBiNRnz++ec444wzGrsKDRJ4QRdtj4Ga0zVVUN1iseDyyy9Xb/ykpqbi66+/rvNYrUvg93XgwIE4++yzG1UeUWvUFL8tge8zMjKiKq8lLlKjUZ/2w5YtW3DhhRfW+zcsmnZMfdtvLpcr5OcfffQRxo8fj8rKSpSWlmLWrFmYNWsW9Ho9zjzzTJx33nkYP348zj333KiCp3VpiuOrpoa08aLZnoEpVOqaPnDa5mo7N0Ubrq2IZv8Bkb8TFosl6LsX+KRUtEJ918vKyjB27Nioe0L7RXMeSElJqTNVXqzdcMMN6hODH3zwAa655hp8/PHH6lNq9b2eqaioCNoX0Qa2u3fvrr5u7uuZI0eO4M0334yq3ECt+XqmX79+uPDCC9X3drsdhw4dwoYNG9Rj8YknnsDu3bvx/vvvNypAfe+99+LTTz8F4E2r8v7776spi5pbQ65nak7blJ2EAq89Lrvsspg83fTBBx+o6bHatWsXMbVWrDHnNBGFFYsLjVC9ceorVMP9j3/8oxqYTkxMxMMPP4zly5dj//79sFgs8Hg8EN5BX4MeZYwmn1dT3uEM54ILLlAbSJ9++imqq6vVH+auXbvi/PPPr1d5gfmt4uLiop4vcNqaDd/AMqPtxV3Xspvq+Ggtxo0bhzlz5qj/3nvvPaxatQoHDhzAddddp043c+ZM5OTkNGgZiqJg6tSpWLx4MQDvRe9nn31W72MmlgJ75BUVFUU1z9GjR4PeN8XTC3a7HVdddRV+/PFHAN50OV999VWdvdzqYrVa8dlnn6nv2WuaTlZt5belpUTbfnA4HJg8ebIajOjYsSOeeuoprF69GocOHUJ1dTUURVHbMYGPM0fTjolF+w3wPqb/66+/4uabbw7a5k6nExs3bsRLL72EMWPGoF+/fli4cGGjl9cUx1dNDWnj1Xd7Nnb7N0Xb6GT6ntVXa76eueeee9TAtMFgwB133IHFixfjt99+U9N6+M8DgU9ntdbrmZ49e6opLZYtW4bjx4+rATSz2YwpU6bUq7ya+XqjPSZ5PRNbw4YNC7qeeeedd7B8+XIcOnQI06ZNU6f76KOPGjUuxIwZM4Juxr355ptB10vNLfB6prKyMijNRzhWqzXomGuqp7EPHjwYFOOI1bVHYMD72muvbdYUhew5TURNKvDHPDk5OSZ3hdevX68+WpWQkIAffvgh4iOc0ab8aEn+HGwzZ85U01v47/T/+c9/rnfDOvAurf9xn2gETpuQkBC2TP8gCfUpL5TA4+PBBx/ErFmzoiq3revUqRM++ugjlJaWqvkh77777gblwrzrrrvUgSFlWcYHH3zQ4gPx9e3bV3197Ngx2O32oEfjQgl8CqJdu3Yxf4LB5XJh8uTJakPOZDLhiy++wNChQxtd9sKFC9XzjEajqXc+RaK2oil+WwJ/B2L129LazZ8/Xw00ZWRkYPPmzRFzOrZkO6Z79+549913MWfOHKxfvx5r167Fd999h40bN6q9w/bs2YNJkybhlVdewUMPPdTgZTXF8dUWNUXbuSnacKeSmsHJ8vLyqHtkh1NQUKB2RNFoNPj6668jDrLYFq5nAG/v6HXr1sHtduOxxx7D1q1bAXhzQdf3+1mz12l1dXVUAeqWvJ6ZOHFiTG7WtQVJSUl49dVXUVVVhXfeeQcA8OSTT+Lqq6+u90Cczz//PF544QX1/T/+8Q/ceeedMa1vfQVezwDeJ7dr/q2mmk911zV9Q3344YdqD+eUlJSY9HD+/vvv1fSQQPN3tmHPaSJqUoEXW+Xl5UGPUjXUypUr1ddTp06tc1CX33//vdHLbA6Bj7oFDk5X30fggODHVm02W9Q57AK3Vfv27cOWGW06lXD59fwCj4/ffvstqjJPFrIs45133lEbtKWlpZg5c2a9ypg2bRrefvtt9f3cuXNbtIeBX9++fdVH+mrmCwzn559/Vl83ZECxSDweD66//np1MCOdTod58+ZhzJgxMSk/cOCQSy65BJ07d45JuUStTVP8tgS+jza/beBAx21RYDtm2rRpdQ421BraMSaTCRdeeCGeeeYZrFq1CiUlJZg/fz7+8Ic/qNNMnz69UfumKY6vtqgp2s5N0YY7lSQnJwcNchaLNuuqVavU4NK4ceMiBqaB1nEeiEZWVpbaIaGx1zNJSUlB6VaiPXZ5PdO8Zs2apabbcjqd+Nvf/lav+V977TU8/vjj6vvHH3+8UYOUx0pSUlJQm37Lli11zhN4PZOeno7ExMQmqVvNHs41B5ZviMDrmf79+0c9DkisMDhNRE2qc+fOQfm8vv7660aXGZjXK5pBagKT+rdmffv2rfUjMGzYsHrfeQa8P4aBuRr9g0pEUlJSEpTzOXCUdwBB+Ys3btxYZ3lCCPzwww8RpwkclGfNmjVRDwh1ssjIyMCDDz6ovp8zZ06t9Bbh/O1vf8Nrr72mvp81axZuu+22GNewYYxGI4YPH66+j2YU8TVr1qivx44dG7O6+NOezJs3D4C3d9L//vc/jBs3LiblFxQUBAWamNKDTmZN/dviT7lTl02bNkU1XWt1MrRjTCYTJk2ahG+//VbNc+l0OtWngRqiKY6vtqgp2s5N0YY71QS20RtznPudDOeBUJKSkmr14uzSpQsuuuiiepclSVLQsRvNOcHtdgf9lkT6zdm0aVNUKVLq+s4Etnl37NhxUgwkWh/x8fF4+umn1ffz5s2LKpALAG+//XZQapAHHngAzz33XKyr2GAXXHCB+rolr2cCbdy4MWjQ3Fhce9jt9hZPUcjgNBE1ufHjx6uvX3vtNbWXQEMFDrJQ1+NYR44cUXPxtgU1exU0pJeBX+CPaWDPhXDef/99tYHWpUuXWo8hBZa3efNmdfChcFatWlVn42zUqFFITk4G4M0B93//93911vNk8/DDD6uPHNrt9qhytT3//PNBvayfffbZoCB3azBx4kT1dV3H3+HDh4MCvIHzNtZdd92Fjz76CID3Iuc///lPvXMeRvLRRx+p35vk5GRMmDAhZmUTtUax/m0JzI//ww8/YN++fRHLW79+PQ4cOBB1fVuj+rRjfvrpp1YdjE9JScHIkSPV99GOMxBOrI+vtirWbeemaMOdagJTps2dOzeq/LOR1Oc8YLVag3pKtnY1r1/++Mc/NniQvMAA3/vvv1/nd2Hx4sUoKSkB4O0sMWLEiKDPR44cqebRLSoqwooVKyKWl5+fX2dQvEePHkFP/QV2HjlVTJ06FT169FDf//3vf69zno8++gh33XWX+v6WW25pdSkeA69JcnJyIg6MaLPZkJubG3LeWArs4dyvX7+gzl4N9fnnn6O8vByA99zUEikKGZwmoib38MMPQ6PRAPA2iP2jOEcjVC/Snj17qq8///zzsPN6PB7cfvvtbao37k033YRNmzap/6ZOndrgsu644w719cKFC7Fs2bKw0x46dCioEXHHHXfUynM9YMCAoJ4BDz74YNjeBna7HY888kiddTQYDEFB1RkzZmDbtm11zufX2Ivg1iAlJQX33Xef+n7u3LkRH2V+/fXXgx59e+yxx/DEE080aR0b4sYbb1RTluzevVvNRRfKY489po7kPmLEiJj1fHvooYeC0p68+eabjbrhE0rgxWJ2dnadubWJ2rpY/7ZkZmbirLPOAuDtrfnQQw+FDT643W48+uijjal+qxBtO8ZqteL2229vjirV4g/uRCPw0fjGjhcQ6+OrrYp127kp2nCnmjvuuEPtUHH48GHcfffdUd80KC4uVts5foHngSVLlkQcEO/hhx9uU23eyy67LOh6ZsaMGQ0u67bbblMD2z///HNQu66miooKPPbYY+r76667rlZu8JSUFEyaNEl9/+ijj4YNOAoh8MADD0S1nwPTULz++uv45ptv6pzHL9qnJlszrVaL6dOnq+8XLlyIHTt2hJ1+wYIFmDp1qnoeuu666/D222+3unP4VVddhYyMDADeNEvPP/982Gmfe+45NcDbrVu3JhkDyOFwICcnR30fqx7OgQHviy++WE3T0pwYnCaiJterV6+gYNozzzyDqVOnhu2R4fF48M033+CGG24IGaQaP368+sO1Zs0aPPLII7UaFUePHsXkyZOxZMmSNjXauNlsxtlnn63+i3YU6VAuuOACXH755er7a665JuhxHb8tW7bgwgsvVAfcOe2003D//feHLDPwB3n58uW44YYbUFlZGTTNsWPHMHHiRPzyyy9RjfD78MMPq48zVlVVYfTo0fi///s/OJ3OkNOXlJTgnXfewVlnndWoEaEB70BPkiRBkqSgx9Ga20MPPaQO0GK1WvHqq6+GnO4///lP0KNv99xzD1588cVGL3/q1KnqdgjsxdgYaWlpQQNj3X///UG9CQDvI+B//etf8cknn6h/CxwMJZRo99lTTz0V1PvipZdeCuqdEQubNm3Czp071fdM6UGngqb4bQl8hPfzzz/HrbfeCovFEjRNaWkprrnmGqxfvz4muRVbUuAF6wcffIBXXnmlVuAqPz8fl1xyCX7++ecWacfMnj0bZ5xxBv71r3+hsLAw5DRVVVX4y1/+gs2bNwPwpk269NJLG7Xcpji+2qJYt52BpmnDnUqSkpKC2hX//e9/ceWVV4bthS6EwIYNG3DvvfeiW7duta5Vxo4dq7bz9+7di6lTp6qBLb/KykrcfvvtmDt3bpu6ntFoNEHXM/6gfkP06tUr6KbVvffeizfffLPWzZW9e/fikksuwd69ewEAiYmJYTtvPPnkk+rvyLZt2zBhwoRaAeKqqirceOONWLp0aVTfhT/96U9qL2+3243x48fjxRdfDDuYosViwSeffIKxY8cGdVJpiPPPP19tGzemY1NjTZ06VU1JJIQIG8hdtmwZrrvuOvV3b8KECfjggw8a3Lve7+mnn1a3Q/fu3RtVlp/BYAi6OfiPf/wDs2fPDrphoSgKXn/99aBrsmeffTbicdPQfbZ48WL1dy9WPZyPHj0alD6qpa5ntC2yVCJqsLlz52LRokVRT//ss8/GZPTWxnrqqadw4MAB9a7c+++/j48++ghDhgxBv379EB8fj8rKSvz+++/49ddf1YvS1NTUWmX169cPf/7zn9Uei6+88gr+97//YejQoUhLS8OBAwewdu1aOJ1OJCQk4OWXX27x0X5byn//+1+MGjUKe/fuhcViQVZWFnr37o1hw4ZBr9cjLy8PGzduVH9g4+Li8Mknn4RtRI4dOxbTpk1TG+cff/wxFi9ejLFjxyItLQ0FBQVYtWoV7HY7unfvjgkTJuD111+PWMf4+HgsXrwYF110Efbv3682xB999FGMGDEC6enpkCQJpaWlyMvLw+7du9UGaeBjqm1ZampqUKB5zpw5ePTRR5GSkqJOs23bNtx2221B+0oIgXvvvTeqZTz77LNo165d7CsfwRNPPIHvv/8eq1atgs1mQ3Z2Nv7+97/jzDPPhN1ux9q1a4OCHs8880xMBilcunQpnn32WfV9x44d8fvvv0e9rebMmRPVdIG9pvv06VPr0VGi1qwx7YlY/7ZcfvnluPvuu/Gvf/0LgPdG3Lx58zB27Fh06NABR44cwbfffgur1YoePXpgwoQJ6mPTjb2YbQmXXnopxowZgzVr1kAIgUceeQRvvvkmzjzzTCQlJeG3337D+vXr4fF4kJ6ejgceeCCoN2Bz+fXXX3HPPffg3nvvRa9evTBo0CC0b98eLpcLR44cwfr164MCL3/9619x2mmnNXq5sT6+2qpYtp2BpmnDNdTixYuDcv/W5c4772wVbfmpU6di37596g21JUuWYOnSpRg0aBAGDRqExMREVFdXo6CgAFu2bKkVbA6UkpKCRx55RG2vfPzxx/jqq68wbNgwpKeno7CwEKtXr0Z1dTU0Gg3+9a9/nbI3wf/5z39i8+bN2LRpE9xuN+6991784x//wOjRoxEfH4+9e/di7dq1arBTq9Xi3XffDUozEah///546aWX8MADDwAAVqxYge7du2Ps2LHIyMjA8ePHsWrVKlRWViI5ORkPPPBAnU8vaDQa5Obm4uKLL8aWLVvUDhjPPvsshg8fjq5du0Kv16OsrAx79uzBzp074XK5AACTJ0+O4dZqOTqdDtOnT1c7g+Tk5ODpp58OGj+puLgYkydPVjshaTQadOjQIer0hA888AB69+4d87pHcvPNN2P16tX48MMP4fF4cP/99+ONN97A8OHD1ZtQgSnJbrrpppg/qekXeO1x4YUXqr26G+Pjjz9WvztJSUlNlo6kLgxOE7UxRUVF9Xqsq7S0tAlrEz1JkvDee+/h7LPPxpNPPomysjJ4PB5s3rxZ7XETap5Ro0aF/Oytt94KustXWFhYK7d0RkYGPv30U/WH/1TUsWNHfP/997j++uuxatUqAN5RpEONJH366aerQf5IXnnlFciyjFdffRVCCFRVVdV6LLl3795YtGhRrZ6y4fTs2RObN2/GnXfeiXnz5kEIgYqKioiP8yYnJyMzMzOq8tuChx9+GHPmzEF1dTWqqqrw+uuvB/UMLikpCeolUl1drQZyovHII480e3Bap9NhwYIFuP3229VjYdu2bbVSt+h0Ojz99NONeuwz0LFjx4LeFxUV4c0334x6/miC0y6XK6jH96l6wUhtV2PaE03x2zJ79mzIsow333wTQghUVlbWCp737dsXixYtwocffqj+zZ+zv63JycnBuHHj8PPPPwMA9u/fj/379wdNM2DAAHz22WdRDxQZS4HbVQiB/Px85Ofnh5xWr9fjb3/7G5588smYLLspjq+2KNZtZ6Bp2nANUVZWpvb+i0ZrSnvw7LPPYtCgQZg2bRqOHDkCIUTItk2gc845Bzqdrtbfn3zySRw4cEANOJWWluKrr74KmiY5ORn//e9/6xXMP9mYzWasWrUKt9xyi3pcHj58GJ9++mmtaTt37ox333036AmMUO6//3643W5Mnz4dTqcTDoej1rbv2LEj5s2bF/bcV1Nqaiq+//57PPTQQ3jnnXfgdrthtVrV81goJpNJTW11Mrj55pvx/PPP4/Dhw1AUBTNnzgwaP8BisQTlWPd4PBFT/9U0ZcqUZg9OA8A777yDpKQktY0S6jdRkiTcd999+Oc//9kkdTh27FjQtXGseskHpvTIysqCyWSKSbn11fa6GhBRm3bvvffi999/x5tvvomJEyeiR48eiI+Ph1arRUpKCjIzM3Httddi7ty5+P3338PmYjSbzfjqq6/w4Ycf4qKLLkJqaip0Oh06d+6MUaNG4dVXX8XWrVsjNtBPFR07dsTKlSuxbNkyTJ06Faeffjri4+NhMBhw2mmn4aqrrsJ//vMf7Ny5M6qLO0mS8M9//hMbNmzADTfcgK5du8JgMKBDhw4YPnw4Xn31VWzevBkDBgyoVz3btWuH3NxcbN26FTNmzMDIkSPRuXNn6PV6GI1GdOrUCaNHj8b999+PxYsXo7Cw8KQKCHbo0CEo7cTrr79e63HbtigpKQk5OTlYsWIF/vSnP6FXr14wm81ISkrCoEGD8PDDD+PXX3+NWWC6uXz55ZdqTlZZlvHnP/+5hWtE1Lxi/dsiyzJmz56NtWvX4o9//KP625KWloYRI0bg9ddfx+bNm9GvX7+gQHlb7S3bsWNHrF+/HnPmzMHo0aORnJwMvV6PjIwMXHjhhXj77bexadOmev+WxsrDDz+M/fv34+2338bUqVNx1llnqW0tg8GAjh074vzzz8ezzz6LPXv2xCww7Rfr46sti1XbGWi6NtypJisrC/v27cN7772H6667DqeffjqSkpKg0WiQmJiI/v37Y9KkSZg1axZ2796NH374IWQ6Io1Gg/fffx9ffPEFrrzySqSlpUGn0yEtLQ1nn302nnvuOezYsaPFejK2JvHx8cjJycH69etx1113oX///khKSoJer0eXLl1wySWX4I033sBvv/1WZ2Da76GHHsKWLVtw1113oVevXjAajWjXrh2GDBmCZ599Flu3bsXo0aPrVU+TyYS33noLv/32G5577jlccMEFSE9Ph9FohF6vR4cOHTBs2DDcfvvtyMnJwdGjR4NyNbd1er0ef/3rX9X3H3/8ca0br22RXq/H7NmzsXHjRtxxxx3o27cv4uPjER8fj759++KOO+7ADz/8gNdffz3kjahY+Pjjj9Xc9ImJibj66qsbXeaWLVuCbqy15LW1JBo79C8REREREVEzGTVqFNavXw8A2LBhQ9BAb0RERETUtjA4TUREREREbcLBgwfRs2dPeDwe6PV6lJeXt9gjqERERETUeEzrQURERERErZ4QAg8++KA6cM+ECRMYmCYiIiJq4xicJiIiIiKiFjVnzhz8/e9/R0FBQcjPDx48iClTpmDhwoUAvDmqH3rooeasIhERERE1AW1LV4CIiIiIiE5txcXFeOaZZ/DUU09h4MCBGDBgAJKTk2G1WrFnzx789NNP6kBAADB9+nTmmiYiIiI6CTA4TURERERErYKiKNi2bVvQ6PGBDAYDnnrqKUyfPr2Za0ZERERETYEDIhIRERERUYuqrq7GkiVLsGLFCmzduhXHjh1DcXExnE4n2rVrh969e2Ps2LG49dZbkZGR0dLVJSIiIqIYYXCaiIiIiIiIiIiIiJodB0QkIiIiIiIiIiIiombH4DQRERERERERERERNTsGp4mIiIiIiIiIiIio2TE4TURERERERERERETNjsHpJlZcXIyXXnoJo0aNQqdOnWAwGNClSxcMGzYMjz76KDZs2FBnGcuWLcOkSZOQkZEBg8GAjIwMTJo0CcuWLWuGNSAiIiIiIiIiIiKKPUkIIVq6Eierzz77DHfddRdKSkrCTjNhwgQsWrQo5GdCCNx55514++23w85/++23Y+7cuZAkqbHVJSIiIiIiIiIiImo22pauwMnqgw8+wE033QRFUZCWloa77roLo0ePRrt27XD06FHs3bsXX3zxBXQ6XdgyHn/8cTUwPWTIEDz22GPo1asX9u7di5deeglbtmzB22+/jQ4dOuDvf/97zNfBbrdj27ZtAIAOHTpAq+XhQkRERG2L2+3G8ePHAQCZmZkwGo0tXCOqD7ZHiYiIqK1jezQy9pxuAnl5eRgyZAgcDgfOPfdcfPHFF0hKSgo5rdPphF6vr/X3/Px89O/fH263G2effTbWrl0Lk8mkfm61WjFmzBhs3rwZWq0Wu3btQq9evWK6Hps2bcI555wT0zKJiIiIWsqPP/6IoUOHtnQ1qB7YHiUiIqKTCdujtTHndBO477774HA40L59eyxYsCBsYBpAyMA0AMyaNQtutxsAMHv27KDANACYzWbMnj0bgPcOzGuvvRabyhMRERERERERERE1Az4XF2O7du3CypUrAQD33nsv2rdvX+8yhBD4/PPPAQD9+vXD8OHDQ043fPhw9O3bF7t378aiRYvwxhtvxDT3dIcOHdTXP/74Izp37hyzsomIiIiaQ2FhodrzNrBtQ20D26NERETU1rE9GhmD0zH22Wefqa+vueYa9XVZWRmKi4vRrl07pKamRixj//79KCgoAACMGTMm4rRjxozB7t27cfjwYRw4cAA9evRoRO2DBeb069y5MzIyMmJWNhEREVFzY77itoftUSIiIjqZsD1aG7dIjG3cuBEAkJSUhP79++Pjjz/GSy+9hK1bt6rT9OjRAzfeeCMefvhhxMfH1yojLy9Pfd2vX7+Iywv8PC8vr17B6cOHD0f8vLCwMOqyiIiIiIiIiIiIiOqDwekY27lzJwCge/fuuO+++/Dmm2/Wmmb//v14+umnMW/ePCxfvhxdunQJ+vzQoUPq67p6h5x22mkh54tG4LxEREREREREREREzYkDIsZYaWkpAG/u6TfffBPJycmYO3cujh07Brvdjk2bNuHyyy8HAGzfvh3XXHMNFEUJKqOqqkp9HapndaC4uDj1tcViidVqEBERERERERERETUp9pyOserqagCAw+GARqPBV199FTSg4dlnn40vv/wSV1xxBb766iusX78eCxYswJQpU9Rp7Ha7+lqv10dcnsFgUF/bbLZ61bWuntaBCduJiIiIiIiIiIiIYonB6RgzGo1qgPqaa64JCkz7ybKMl19+GV999RUA4JNPPgkKThuNRvW10+mMuDyHw6G+NplM9aorB5QhIiIiIiIiIiKilsK0HjGWkJCgvvan7whl4MCBSE9PBwBs2rQpbBl1perwB8KBulOAEBEREREREREREbUWDE7HWOAgg9EOZnjs2LGgvwfOd/jw4YhlBKbm4ACHRERERERERERE1FYwOB1jAwcOVF97PJ6I0/o/12qDs6sMGDBAfb1r166IZQR+3r9//6jrSURERERERERERNSSGJyOsfPOO099vXfv3ojT7tu3DwDU9B5+PXr0QJcuXQAAa9asiVjG2rVr1TK6d+9e3+oSERERERERERERtQgGp2Psqquugk6nAwAsWLAg7HRr1qxBSUkJAODcc88N+kySJEyYMAGAt2f0xo0bQ5axceNGtef0hAkTIElSo+tPRERERERERERE1BwYnI6x1NRU3HrrrQCAFStW4NNPP601TVVVFR588EH1/R133FFrmgcffFBN93HffffBZrMFfW6z2XDfffcB8KYFCSyPiIiIiIiIiIiIqLVjcLoJPPPMM+jatSsA4M9//jPuu+8+fPvtt/jpp5/w3nvv4ZxzzsEvv/wCALjrrrswdOjQWmX06dMHjzzyCABg8+bNGDVqFHJycrB582bk5ORg1KhR2Lx5MwDg0UcfRe/evZtn5YiIiIiIiIiIiIhiQBJCiJauxMkoLy8PV111FfLz88NOc/PNN2Pu3LlqGpCaFEXBbbfdhv/85z9hy7jlllvw9ttvQ5Zjf5/h8OHDOO200wAAhw4dQkZGRsyXQURERNSU2J5p27j/iIiIqK1jeyYy9pxuIv3798cvv/yCl19+GcOGDUO7du2g1+uRkZGB7OxsrFq1Cu+++27YwDQAyLKMd999F0uWLMGECRPQpUsX6PV6dOnSBRMmTMDSpUvxzjvvNElgmoiIiIiIiIiIiKgpaVu6AiezuLg4PPLII2p6joYaN24cxo0bF6NaEREREREREREREbU8BqeJiIiIiIiIiIioVbA63SiucsLu9sCo1aB9gh5mPUOYJyvuWSIiIiIiIiIiImoxQghsK6jAkq2F2LivBErACHmyBAzvlYrxmZ2RmZ4ESZJarqIUcwxOExERERERERERUYvIP2bBrBV7cLDUCqdbQYXNBYfbA0V4A9MGrQardx3H+vwSdG1nxrSL++D0tPiWrjbFCIPTRERERERERERE1Oy2HCzDzKV5KLe6UGJxwOZSoJElmPUayJIERQhYHG5U2Fww6WTYXR5MX7AVM8b1x5CuKS1dfYoBuaUrQERERERERERERKeW/GMWzFyah9JqJwrKbfAIoGOiAd1TzeiYaESHBAM6Jhp97w3wCKCg3IbSaidmLs1D/jFLS68CxQCD00RERERERERERNRshBCYtWIPyq0uFFbYYdZrkJFiQoJRVyuntCRJSDDqkJFiglmvQWGFHeVWF2Z9swdCiDBLoLaCwWkiIiIiajHV1dXIyclBeXl5S1eFiIiIiJrJtoIKHCy1osTigE4jo2OiEXIdAx3KkoSOiUboNDJKLE4cLLFie0FlM9WYmgqD00RERETUrKxWK+bPn4+srCx06NAB1157LRYtWtTS1SIiIiKiZrJkWyGcbgU2l4IUs67OwLSfLElIMetgc3ngdCtYsq2wiWtKTY0DIhIRERFRk7Pb7Vi+fDlycnKwePFiVFdXB32ek5ODqVOntkzliIiIiKjZWJ1ubNxbggqbCxpZQryhfuHJeIMWxbITFTYXNuwthtXphlnPEGdbxT1HRERERE3C6XTi66+/Rm5uLj7//HNUVoZ/7PKbb75BSUkJUlNTm7GGRERERNTciqucUATgcHtg1mtq5ZiuiyRJMOs1cLg9UARQYnHC3I4hzraKe46IiIiIYsblcmHlypXIzc3FwoULo84l7Xa7sXDhQtx6661NW0EiIiIialF2twcAoAhEnc6jJlmSoPjGQrS5PLGqGrUABqeJiIiIqFHcbjdWr16NnJwcLFiwAKWlpQ0qJycnh8FpIiIiopOcUasBAMgSoAjRoDIUISD74tomnSZWVaMWwOA0EREREdWbx+PBd999h5ycHMyfPx/Hjx9vVHlpaWno378/hBD1frSTiIiIiNqO9gl6yBJg0Gpgcbjr3f4TQsDq9CDeoIUsS0iN1zdhbampMThNRERERFFRFAXff/89cnNzMW/ePBw9erRR5aWmpmLy5MnIzs7GeeedB62WTVMiIiKik51Zr8XwXqlYves4KmwuWBxuJBh1Uc9vcbjhUQSSTDqM6JnKwRDbOO49IiIiIgpLURRs3LhRDUgXFBQ0qrzk5GRMmjQJ2dnZuOCCC6DTRX8hQkREREQnh/GZnbE+vwQmnYwyqwtxBm1U+acVIVBmdcGk00CvlTE+s3Mz1JaaEoPTRERERBRECIFNmzYhNzcXubm5OHToUKPKS0xMxNVXX42srCxcdNFF0Ov56CURERHRqSwzPQld25lhd3lQUG5DUaUdHRONEQPUihAoqrTD5VGQlmxC11QzBqUnNmOtqSkwOE1EREREEEJgy5YtyMnJQW5uLg4cONCo8uLj4zFhwgRkZWXh0ksvhcFgiE1FiYiIiKjNkyQJ0y7ug+kLtkIRAoUVdhwusyHFrEO8QRuUg1oIAYvDjTKrCy6Pgs5JRiSbdZh2UR+OVXISYHCaiIiI6BQlhMC2bdvUgHR+fn6jyjObzbjyyiuRnZ2Nyy67DCaTKUY1JSIiIqKTzelp8Zgxrj9mLs2DLEkosThRVOlAseyEWa+BLElQfIMfehQBk06DtGQTks06zBjXH6enxbf0KlAMMDhNREREdIrZuXOnGpDetWtXo8oymUwYP348srKyMH78eJjN5hjVkoiIiIhOdkO6puCFSYMxa8UeHNRZ4XQrqLC54HB7oAhAloB4gxZJJh30WhldU82YdlEfBqZPIgxOExEREZ0C9uzZg5ycHOTk5GDHjh2NKstgMODyyy9HVlYWrrzySsTH8+KAiIiIiBrm9LR4zLl+CLYXVOLLbUewcW8JFHHic1mWMKJnKsZndsag9ESm8jjJMDhNREREdJLau3ev2kP6119/bVRZOp0Ol156KbKysjBhwgQkJnLwGSIiIiKKDUmSkJmRhMyMJFidbpRYnLC5PDDpNEiN18OsZwjzZMU9S0RERHQSOXDgAHJzc5Gbm4uffvqpUWVptVpcdNFFyM7OxoQJE5CSkhKjWhIRERERhWbWa2Fux5DlqYJ7moiIiKiNO3ToED777DPk5OTgxx9/bFRZGo0GY8eORVZWFq6++mqkpqbGqJZERERERETBGJwmIiIiaoOOHDmCefPmIScnB+vXr29UWZIk4fzzz0dWVhYmT56MDh06xKiWRERERERE4TE4TURERNRGFBUVYf78+cjJycF3330HIUTdM4UhSRJGjx6N7OxsTJ48GZ06dYphTelkEe2AQ2PGjMHq1aubtjJEREREdNJhcJqIiIioFSsuLsaCBQuQk5OD1atXQ1GURpU3YsQIZGdnY8qUKUhPT49RLYmIiIiIiOqPwWkiIiKiVqa0tBQLFy5Ebm4uVq5cCY/H06jyzj77bGRnZyMrKwtdu3aNUS3pVHLXXXfh7rvvDvt5XFxcM9aGiIiIiE4WDE4TERERtQIVFRVYtGgRcnNz8fXXX8PtdjeqvCFDhiA7OxvXXHMNevbsGaNa0qkqLS0NgwYNaulqEBEREdFJhsFpIiIiohZSVVWFxYsXIycnB8uXL4fT6WxUeYMHD0ZWVhaysrLQu3fvGNWSiIiIiIioaTA4TURERNSMqqur8eWXXyInJwdLly6Fw+FoVHn9+/dXU3b0798/RrUkIiIiIiJqegxOExERETUxq9WKpUuXIjc3F19++SVsNlujyuvTp48akGaqBSIiIiIiaqsYnCYiIiJqAna7HcuWLUNubi4WL16M6urqRpXXs2dPZGdnIzs7G4MHD4YkSTGqKVHdPvvsM3zyySc4ePAgtFotOnXqhJEjR2Lq1Km44IILWrp6RERERNRGMThNREREFCMOhwMrVqxAbm4uPv/8c1RWVjaqvG7duiErKwvZ2dk488wzGZCmFrNz586g9/n5+cjPz8cHH3yAiRMn4r333kNSUlK9yz18+HDEzwsLC+tdJhERERG1HQxOExERETWCy+XCypUrkZOTg4ULF6KioqJR5WVkZKiDGp5zzjkMSFOLMpvNuOqqq3DhhReiX79+iI+Px/Hjx7FmzRrMnTsXJSUlWLRoESZMmIAVK1ZAp9PVq/zTTjutiWpORERERG0Bg9NERERE9eR2u/Htt98iNzcXCxYsQGlpaaPK69y5M6655hpkZWVhxIgRkGU5RjUlapyCggIkJyfX+vvFF1+M++67D5dffjm2bNmCNWvW4K233sL999/f/JUkIiIiojaLwWkiIiKiKHg8Hqxduxa5ubmYP38+jh8/3qjy0tLSMGXKFGRlZWH06NHQaDQxqilR7IQKTPt17NgR8+bNQ//+/eF0OjF79ux6B6cPHToU8fPCwkKcc8459SqTiIiIiNoOBqeJiIiIwlAUBd9//z1ycnIwb948FBUVNaq81NRUTJ48GdnZ2TjvvPOg1bIpRm1bz549cfHFF2PJkiXIz8/HkSNH0KVLl6jnz8jIaMLaERERUWtkdbpRXOWE3e2BUatB+wQ9zHq2i09V3PNEREREARRFwQ8//KAGpAsKChpVXkpKCq6++mpkZ2fjggsuqHdOXqLWbsCAAViyZAkAbxqQ+gSniYiI6NQghMC2ggos2VqIjftKoIgTn8kSMLxXKsZndkZmehLHXDnFMDhNREREpzwhBDZt2oTc3Fzk5ubWmWqgLklJSZg4cSKysrJw0UUXQa/Xx6imRK2PEKLuiYiIiOiUlX/Mglkr9uBgqRVOt4IKmwsOtweK8AamDVoNVu86jvX5JejazoxpF/fB6WnxLV1taiYMThMREdEpSQiBLVu2ICcnB7m5uThw4ECjyouPj8eECROQlZWFSy+9FAaDITYVJWrldu7cqb5mr2kiIiIKtOVgGWYuzUO51YUSiwM2lwKNLMGs10CWJChCwOJwo8Lmgkknw+7yYPqCrZgxrj+GdE1p6epTM2BwmoiIiE4ZQghs27ZNDUjn5+c3qjyz2Ywrr7wS2dnZuOyyy2AymWJUU6K2Yd++fVixYgUAb/7p9PT0Fq4RERERtRb5xyyYuTQPpdVOFFbYodPI6JhoQLxBG5S6Q/gC1GVWFwrKbVCEwMyleXhh0mD2oD4FMDhNREREJ72dO3eqAeldu3Y1qiyTyYTx48cjKysL48ePh9lsjlEtiVqXL774ApdffnnYgTuLioowZcoUuFwuAMA999zTnNUjIiKiVkwIgVkr9qDc6kJhhR1mvQYdE42QQ+STliQJCUYd4gxaFFXaUVhhhyxJmPXNHsy5bghzUJ/kGJwmIiKik9KePXvUgPT27dsbVZbBYMDll1+O7OxsXHHFFYiPZw8OOvndd999cLlcmDx5MkaMGIHu3bvDZDKhuLgYq1evxty5c1FSUgIAGD16NIPTREREpNpWUIGDpVaUWBy+HtOhA9OBZElCx0QjDpfZUGJx4mCJFdsLKpGZkdRMtaaWwOA0ERERnTT27t2L3Nxc5OTk4Ndff21UWTqdDpdeeimys7Nx1VVXITExMUa1JGo7jhw5gtmzZ2P27Nlhp5k8eTLeeecd5lknIiIi1ZJthXC6FdhcCjomGuoMTPvJkoQUsw5FlQ443QqWbCtkcPokx+A0ERERtWkHDhxAbm4ucnNz8dNPPzWqLK1Wi4suughZWVmYOHEiUlI4CAudut5//32sWbMGGzZswL59+1BcXIzKykrEx8fjtNNOw8iRI3HjjTdixIgRLV1VIiIiakWsTjc27i1Bhc0FjSwh3lC/8GO8QYti2YkKmwsb9hbD6nTDrGcI82TFPUtERERtzqFDh/DZZ58hJycHP/74Y6PKkmUZY8eORXZ2Nq6++mqkpqbGqJZEbduYMWMwZsyYlq4GERERtTHFVU4oAnC4PTDrNfXOGS1JEsx6DRxuDxQBlFicMLdjCPNkxT1LREREbcKRI0cwb9485OTkYP369Y0qS5IknH/++cjKysKkSZOQlpYWo1oSEREREZ3a7G4PAEARiDqdR02yJEER3tc2lyfsdFanG8VVTtjdHhi1GrRP0LOXdRvDvUVEREStVlFREebPn4+cnBx89913EEI0uCxJkjB69GhkZWVh8uTJ6Ny5cwxrSkREREREAGDUagAAsgQoDWy/K0JA9sW1TTpN0GdCCGwrqMCSrYXYuK9EDWL7lzm8VyrGZ3ZGZnpSvXttU/NjcJqIiIhalePHj2PBggXIzc3F6tWroShKo8obMWIEsrOzMWXKFKSnp8eolkREREREFEr7BD1kCTBoNbA43BBC1CtILISA1elBvEELWZaQGq9XP8s/ZsGsFXtwsNQKp1tBhc2lpv/wL3P1ruNYn1+Cru3MmHZxH5yeFt8Uq0kxwuA0ERERtbjS0lIsXLgQOTk5WLVqFTye8I/uRWPo0KHIzs7GNddcg65du8aolkREREREVBezXovhvVKxetdxVNhcsDjcSDDqop7f4nDDowgkmXQY0TNVTdOx5WAZZi7NQ7nVhRKLAzaXAo3szU/tTQMiYHG4UWFzwaSTYXd5MH3BVswY1x9DunKg89aKwWkiIiJqEeXl5Vi0aBFyc3OxYsUKuN3uRpV35plnIisrC1lZWejRo0eMaklERERERPU1PrMz1ueXwKSTUWZ1Ic6gjSr/tCIEyqwumHQa6LUyxmd6U/HlH7Ng5tI8lFY7UVhhh04jo2OiAfEGbVCvbOELUJdZXSgot0ERAjOX5uGFSYPZg7qVYnCaiIiImk1lZSUWL16M3NxcLF++HE6ns1HlDR48WA1I9+7dO0a1JCIiIiKixshMT0LXdmbYXR4UlNtQVGlHx0RjxAC1IgSKKu1weRSkJZvQNdWMQemJEEJg1oo9KLe6UFhhh1mvCVuWJElIMOoQZ9CiqNKOwgo7ZEnCrG/2YM51Q5iDuhVicJqIiIialMViwZIlS5CTk4OlS5fC4XA0qrz+/fsjOzsbWVlZ6N+/f4xqSUREREREsSJJEqZd3AfTF2yFIgQKK+w4XGZDilkXsbezy6Ogc5IRyWYdpl3UB5IkYevhchwstaLE4vD1mI4c5AYAWZLQMdGIw2U2lFicOFhixfaCSmRmJDX1qlM9MThNREREMWe1WrF06VLk5ORgyZIlsNlsjSqvd+/eyM7ORnZ2NgYNGhSjWhIRERERUSCr043iKifsbg+MWg3aJ+jVnM/1dXpaPGaM64+ZS/MgSxJKLE4UVTpQLDuD8kRbnR54FAGTToO0ZBOSzTrMGNdfTcOxZFshnG4FNpeCjomGqNKDAN4AdYpZh6JKB5xuBUu2FTI43QoxOE1EREQxYbfbsWzZMuTk5OCLL75AdXV1o8rr2bOn2kP6D3/4Ax/BIyIiIiJqAkIIbCuowJKthdi4rwSKOPGZLAHDe6VifGZnZKYn1btNPqRrCl6YNBizVuzBQZ0VTreCCpsLDrcHivCWH2/QIsmkg14ro2uqGdMu6qMGpq1ONzbuLUGFzQWNLCHeUL9QZrxBi2LZiQqbCxv2FsPqdDc42E5Ng3uDiIiIGszhcGDFihXIycnB559/jqqqqkaV161bNzWH9FlnncWANBERERFRE8o/ZvEGjktDB44NWg1W7zqO9fkl6NrOjGkX96n3wIKnp8VjzvVDsL2gEl9uO4KNe2sEwGUJI3p6A+CD0hODrgGKq5xQBOBwe2DWa+p9fSBJEsx6jbpOJRYnzO0YDm1NuDeIiIioXlwuF1auXImcnBwsXLgQFRUVjSovIyNDDUifc845DEgTERERETWDLQfLMHNpHsqtLpRYHLC5FGhkKSjlhsXhRoXNBZNOht3lwfQFWzFjXH8M6ZpSr2VJkoTMjCRkZiTB6nSjxOKEzeWBSadBanz41CF2twcAfMHyhl0neNfF+9rm8jSoDGo6DE4TERFRndxuN7799lvk5uZiwYIFKC0tbVR5nTt3xjXXXIPs7GwMHz4csizHqKZERERERFSX/GMWzFyah9JqJwor7L6BBg0RByssKLdBEQIzl+bhhUmD692D2s+s10bde9mo1QDw9uJWhKhj6tAUISD7Vsmk0zSoDGo6DE4TERFRSB6PB2vXrkVOTg7mz5+P4uLiRpWXlpaGa665BllZWRg9ejQD0kRERERELUAIgVkr9qDc6kJhhR1mvQYdE40heyZLkoQEow5xBi2KKu0orLBDliTM+mYP5lw3pMmfemyfoFfTi1gcbggh6rVM4RtwMd6ghSxLSI3XN2FtqSEYnCYiIiKVoihYt24dcnNzMW/ePBQVFTWqvPbt22Py5MnIysrCmDFjoNGwpwIRERERUUvaVlCBg6VWlFgcvh7ToQPTgWRJQsdEIw6X2VBiceJgiRXbCyqRmZHUpHU167UY3isVq3cdR4XNBYvDjQSjLur5LQ43PIpAkkmHET1TORhiK8Q9QkREdIpTFAUbN25ETk4O5s2bhyNHjjSqvJSUFEyaNAnZ2dm44IILoNWyuUFERERE1Fos2VYIp1uBzaWgY6Ih6lzOsiQhxaxDUaUDTreCJdsKmzw4DQDjMztjfX4JTDoZZVYX4gzaqOqsCIEyqwsmnQZ6rYzxmZ2bvK5Uf7xaJCIiOgUJIbBp0ybk5OTgs88+w6FDhxpVXlJSEiZOnIjs7GxceOGF0Ov5uBwRERERUWtjdbqxcW8JKmwuaGQJ8Yb6hQbjDVoUy05U2FzYsLcYVqe7yXsjZ6YnoWs7M+wuDwrKbSiqtNfZ21sRAkWVdrg8CtKSTeiaasag9MQmrSc1DIPTREREpwghBLZs2YKcnBzk5ubiwIEDjSovPj4eEyZMQHZ2Ni655BIYDIbYVJSIiIiIiJpEcZUTigAcbg/Mek29c0ZLkgSzXgOH2wNFACUWZ9SDGzaUJEmYdnEfTF+wFYoQKKyw43CZDSlmXcQBHF0eBZ2TjEg26zDtoj5Nnh+bGobBaSIiopOYEALbtm1TA9L5+fmNKs9sNuPKK69EdnY2LrvsMphMphjVlIiIiIiImprd7QEAKAJRp/OoSZYkKML72ubyxKpqEZ2eFo8Z4/pj5tI8yJKEEosTRZUOFMtOmPUaX528gx96FAGTToO0ZBOSzTrMGNcfp6fFN0s9qf4YnCYiIjoJ7dy5Uw1I79q1q1FlmUwmjB8/HllZWRg/fjzMZnOMaklERERERM3JqPUOUC5L3tQXDaEIAdkX1zbpmm/A8yFdU/DCpMGYtWIPDuqscLoVVNhcai9uWfKmHUky6aDXyuiaasa0i/owMN3KMThNRER0ktizZw9ycnKQk5ODHTt2NKosg8GAyy+/HNnZ2bjiiisQH88GHRERERFRW9c+QQ9ZAgxaDSwON4QQ9Up3IXy9k+MNWsiyhNT45h1r5vS0eMy5fgi2F1Tiy21HsHFvidqLGwBkWcKInqkYn9kZg9ITmcqjDWBwmoiIqA3bu3cvcnNzkZOTg19//bVRZel0Olx66aXIzs7GVVddhcREDhhCRERERHQyMeu1GN4rFat3HUeFzQWLw40Eoy7q+S0ONzyKQJJJhxE9U5t8MMRQJElCZkYSMjOSYHW6UWJxwubywKTTIDVe3yJ1oobj3iIiImpjDhw4gNzcXOTm5uKnn35qVFlarRYXXXQRsrOzMXHiRCQnJ8emkkRERERE1CqNz+yM9fklMOlklFldiDNoo8o/rQiBMqsLJp0Geq2M8Zmdm6G2kZn12iYfkJGaFvceERFRG3Do0CF89tlnyMnJwY8//tiosmRZxtixY5GdnY2rr74aqampMaolERERERG1dpnpSejazgy7y4OCchuKKu3omGiMGKBWhEBRpR0uj4K0ZBO6ppoxKJ1PWlLjMThNRETUSh05cgSfffYZcnNzsX79+kaVJUkSzj//fGRlZWHSpElIS0uLUS2JiIiIiKgtkSQJ0y7ug+kLtkIRAoUVdhwusyHFrEO8QRuUp1kIAYvDjTKrCy6Pgs5JRiSbdZh2UR/mc6aYYHCaiIioFSkqKsK8efOQk5ODdevWQTRwBG3A2+gcPXo0srOzMXnyZHTq1CmGNSUiIiIiorbq9LR4zBjXHzOX5kGWJJRYnCiqdKBYdsKs10CWJCi+wQ89ioBJp0FasgnJZh1mjOuP09M4YDrFBoPTRERELay4uBjz589Hbm4uVq9eDUVRGlXeyJEjkZWVhSlTpiA9PT1GtSQiIiIiopPJkK4peGHSYMxasQcHdVY43QoqbC443B4oApAlIN6gRZJJB71WRtdUM6Zd1IeBaYopBqeJiIhaQGlpKRYuXIjc3FysXLkSHo+nUeWdc845yM7OxpQpU9C1a9cY1ZKIiIiIiE5mp6fFY871Q7C9oBJfbjuCjXtLoAQ8vCnLEkb0TMX4zM4YlJ7IVB4UcwxOExERNZPy8nJ8/vnnyMnJwYoVK+B2uxtV3plnnons7Gxcc8016NGjR4xqSUREREREpxJJkpCZkYTMjCRYnW6UWJywuTww6TRIjdfDrGf4kJoOjy4iIqImVFlZicWLFyM3NxfLly+H0+lsVHmZmZnIzs5GVlYWevfuHaNaEhERERERAWa9FuZ2DBdS8+HRRkREFGMWiwVffvklcnJy8NVXX8HhcDSqvAEDBqgB6X79+sWolkREREREREQti8FpIiKiGLBarVi6dClycnKwZMkS2Gy2RpXXp08fZGdnIzs7GwMHDoxRLYmIiIiIiIhaDwaniYiIGshms2HZsmXIzc3FF198gerq6kaV16tXL7WH9ODBg0+JwUasTjeKq5ywuz0wajVonxD7nHbNsYyGas11IyIiIiIiamq8+iEi8mnOIBEDUm13GzgcDnz99dfIzc3F559/jqqqqkaV17VbN1zrC0ifeeaZMQtIR9q+Vqcbh0qtOFrhACDQKdGE01JNzbb9hRDYVlCBJVsLsXFfjdHAJWB4L+9o4L06xKHE4mrQMRLtMjLTk8Ju86Y6RmNRNyIiIiIiopNB648CEFGTaokAYWsKSoYLEilCwKMIDM5IwkX9O2LU6amIM+hisqxFWwqwfm8JPIqALEnQyhK0GqlJAlKx3NaxKKspAoZmgwyrQ2lQvcKtU82/JxklrF+7Grm5uVi4cCEqKirqtd41aRPaI2HAeUjNHIMe/f+A5P5p0HXs3KgygcjbV4JAr7R4lFld2HGkEha7O2jeeIMG5/bpgBtHdMPgjOQmOQaFAhwss+LDDQdQVOmAIgSq7G443B4ownsM6DUylm07ivk/HYbLI9Ax0QCDVgMg+mMk/5gFs1bswcFSK5xuBRU2V9AyDFoNVu86jvX5JejazoxpF/fB6WnxdW7DWASOw9XN41uQTiPj6+1FWLenGN3bxwXV7WTTmn4LiIiIiIioZUhCCFH3ZHQqOnz4ME477TQAwKFDh5CRkdHCNaJYaYlee5GWCQgMSk/GWd2SkZ5kgtmoRYpJ3+SBilBBomqnG063ArciIAHQyBJkSYJeK+PSQR3xp2Hdwm6XSIGW34qq8PTiHdhdVAWL3Q23IiC8qw5IgFEro328AQlGLbqlRg5I1dUj9nilA9sKKvB9fjG2H6nwLsCnrv1bs+zUeB32Hq/Gkq2F+D6/GC6PgCK8QXWdRsKo3u2jPlYCt7fd5UG51RuUE77tbNRqkGTSQa+V6wwYehQBm8vj3WcOD+IMGiSbdDDpNZClyIH+cMeiEAIOt8cXnPZALyso+e0XHPl5JY5u/Q4ua2XE9auLJr4d4vqNhrnvudCn94UsyZAk77p3TjIhyaSrtd71ESkgK4SA3aXArSgI+asvARpJ8u4HnQZnZCTjiSsHNDgoGriNN+wtRrXTu6+q7G64PAokSYIQAkIAWo2EeIMWeo0Ml0dBpd0NjxCQAXXfGXUa6DQSDBGOEb8tB8swc2keyq0ulFgcsLkUaGQJZt+xoQgBq9MbDDbpZKTGG5Bs1mHGuP5IMOrqDGrXtfxIatbN6vRAkiRIAFweBQLeG2MCgCxJSDRq0TnJiL9PHIQzu7Vr0L5obYQQ2HSgFAt/LsDPB8sAeG/QybLUZL8/bM+0bdx/RERE1NaxPRMZg9MUFr88J6doehQ2JvhSn2W6PAIujwKPL1CrCAEZ3l7ECUYtUsw6XNAvDVcM7hLzR+9rBomqnSd6LgoAij94DKhBap1GRpdkI/p1SlS3SzSB/kSDFu+s2w+r0wO3R4FHnCgX0onQsQCg8wUq0xINmDGuP/p2SkBxlRM2lxu/l1ixcV8Jfvq9LLhHrATvPhLA9oJyFFU54XQrUERgIFkOG9zr1SEu5DrYXR4UVdohSYAQgM3pgeKvqATIABKMOqTE6dC3YwIeuqRv2GNly8EyPPvlThytsKHE4oTTcyL4H7gesuQNIravETB8efkuHCi2wuH2oNzmQrXDDUUB/HtJ8m1FWQaSTDqkxhlCHsORjkWH2wPF44Hj0A5U5a2FZdf3UGyNDEibk2HuOwpx/c+FPmMAJElWjw0hfJvSdwzEG3XomHBivYd0TYl6OZECsm6PQKXdBbdS++dekgD/ge7/VCMBOq2MHu3jMPPqzHrVAwjexlV2F45W2OFSBIQQqFkFCYBOI0Ejy5BleM8Fwhuo9U+rkQBZ9p4TnG4RMqjsr2P+MQumL9iK0monCivs0GlkpJh1iDdog84fQghYHG6UWV1weRR0TjJCr5WhkSQ43Eq9g9rRbKOadfOXqfiC9B71hpX3/8L3PdNrZJj1GrySdQbG9kur175oTYQQWLrtKF75ejcKK+zq0yn+m3T+mxSpcXoYdJqY/f4AbM+0ddx/RERE1NaxPRMZg9MUFr88LaPYYkd+UTUq7S4kGnU4vWMc2scbY1J2Y3oU1jdAFWmZkuQNxLgVoQaEa/IHLo1aGe0TDOjazoxbz+2Js7unwKzXNqr3d+0gEeDyeINnHuENkku+OviDRCKgTunJ3uDxDSO6Ydn2ooiBfgkCRVWOE8EmXzmyBPijvv6Ab2A1U+P00MgSkkx6KELgWJUDTrcCIYS3N7evR7cQwvt3eOvt9gg1mCwCliX5esVqZAlCQN2/Bp2MRKMOVXZ30Do4PQrsTl+v2xr7RX3h+0CWJZh0GnRPNeO5iYOCjhV/QOqpxdtRWu0MGZz0B2e9gWoJAt517JJkhCIAi8ONKl9v83DHC3zlyL5q6XwBvSSTNzB57wWnI8msw8vLd6O02onSaiccbgVaWYJOBor3bkXVzu9g2b0OSnV52GVEQzYlIr7fKMT3Gw1txiBIsiZkXb3rLkFRBLSy9w86jYzOSUa0i9PjhUmD1cBcpBswkQKyDreCQ2VWOFwKam45/7bXaWRIADy+YKF/E+s1Erq2M+PJKweq37u6BH7fiypssDg9ABB0/IfcZhJOPEkA700KWT5xk0inkWHUaXBaihEWhycoqOzfVr06xOHe/23BnqIqFJTbYNZr0DHRCDlC71tFCBRV2mFxeFOcaGTv/tBrNVEHtWvuq1CEEEF102kkuDxCPQ/6zzmBdVVE4L6QEWfQ4N0bh+LMbg07F7ek/GMWPPn5dvxyqBxuj4AroAd/4HdBCAEJEuINGqQlGhv9++PH9kzbxv1HREREbR3bM5ExOE1h8cvTfBRFwcItBfhgw+/YU2Sp9XmfTvG4YXg3XD0kHbIsN2gZjelRGE3wJdplmvUalFudcCsCLk/0px+dxt9z2YSzuqbgcJkVFTYXXB5Rr97fNYNEBq0Mu8s7r8ujQILkC/6e6I0rhDeYoii+QIokoWOCHhV2N5JNelTanLA5PZA0gEHWQKvxPqZudXpgdSlB66HxRU8D/xoYtAZOBIN1sgRJAhRfwDywp61G8n8mfGkbgrdXQOzb28vZl9taloBksw5WpwKHy6NObNDIcHq8QWG9RkKF3QVPcNUD1sG7Zfx1CiyjR4c4zL7uTJyeFo/8Yxa8umI31uw5DqvDUys4Gq5sjXSiF6k6T40gec111WoktSe17Ntmflp/8NWjQMB7EwZQ4C7cA0ved6jKWwePpSSK2oWnNSXA3GcEjH1Hw9jtDyED0qHqjYDAnM6XUsPpUZCebELvjvG447yeWLrtaNgbMOMGdcK/1+zDb8cstQKyQggcLLXC4nDXuikQSJYAvVb2HpfC+70UAZ/FG7XonhqHEXWkWwj8vheU2+Dy9Y5XfAdJcP7r8PsT8AbGNbIMAQGXW6g9iNOTTTDpNWpQ2er0ID3ZhD6dEnD7uT3w+KIdKCizwiOAjBRTxMC0nyIU7CmyqDc+Eo1apKeYowpqBy5/znVDwj7dsfVwOf62cDsKyqxw+lLjuBUBd+A5R0Ktc7HHd8NJwLuPTu8QjzeuG9KmclBvOViGJz7fjvxjFt8THd6/y9KJYHxgKhP/91crS8hIMTX49ycQ2zNtG/cfERERtXVsz0TGUWea2WOPPYaXX35Zff/tt9/i/PPPjzjPsmXL8Pbbb+PHH3/E8ePH0aFDB5xzzjm4/fbbcdlllzVxjam+6ptiYtWuY/jbwm0ot7p8veiCc8JKEpB3pAqPL9qBf369B89fnVnvR7uFEJi1Yg/KrS4UVtgj9iiUJAkJRh3iDFoUVdrVx89nfbMnYvAlmmWmmHUoKLeHDEzXFazy9jL04EBxNQ6VWtVlSL6UFYG9vy0ONypsLph03sDz9AVb1d532woqcLDUihKLAzqNpPYUdXkUbwBXI6lB6cBtopNluIQ3SCYUgSMVDgBAtcN2YkI34IInYL7a6+FRwq9rzb+5fFEcfwoIdTsJQIGAUMJvMwFvcMfbE9Qb7HV5FOg0MipsbrSP1+OIw+0NyPmCwV2SjIg3aPF7qQ1KmMC05NvuWo0MLSQoAnAr3oCTw61gf3E1nvtyJx64sDde+CoPh8tsqHZ4QhdWo1zAu21dYbZHpGPEo3gD624P4ItlqtM63d6VEULAWbgb1l3rUL1rHTxVx+usVySyIQ6J/UYg7Q8XQOk8EK46flLV48EXaBcAJP9rISBk7w0EARnHKh04VuXAnqMWaGQp7IB+K3cW4bjFCQgBnUYO+l5X2l11BqYBbyDQ4XuioeakigAsdjcKymxhBxAEgr/vR8ptanDR/70Svp7B/t78kE6se63tBO/3RJaEr8c/vDeHhPdGlD+veMdEIw6XedPEHCyx4oMNv8PpVmBzKeiYaIgqMA341t1300KWvDcz6po31PK3F1QiMyMp5PRLthXC6VZgdXogy97zjtt/zpGlkOdVSZKglSRAKHD5vr+FFbZ6n4tbUv4xC55fmof9x6vhcHt/22TJe7NRlk7caPWnfPEo3oC8ViPDowgUlNsa9PtDRERERERtB4PTzejXX3/FrFmzop5eCIE777wTb7/9dtDfCwoKsHDhQixcuBC333475s6dywu2FtbQFBM5mw7iuS/z4HQr6mBYQHCvV0UATo8CyQMUWxTc+7+fMf3yfvjziO5R1y84ICvX+ai7t971C77UvUwDDpfZfUHSGoHpml2Gw/D3IHYHBG11GglpCXrEGXTqdIG9vwvKbVCEwMyleXhh0mA1SGRzKUgxa1FmdfsGPwwdmD5RRwmyJNSAcTTCPZdS38dV/IE+f+qHUNswFH/aAJ1Ghk7rDdy6PAoAWU1n4oY3SOjNqa2BzeWBzRm+l7M/9YLbI6DXStBI3iCTS1HgUQCXW+Cn38vw+KLtsLs9OFphD5o/8LAL3D7+oGWYmLg3XUeN6LSadsVXgL+nLgImE0LAWbQX1l3feQPSFUV1bLXINAYT4noPh7HvaJi6nwlJp4OkkeB2R94fUo03/psM/vUW8O7XaqcHSSYtjlU5oJVlHC63qj1rQ92AERBQFO8Ngo4JJwKyVqcbR8rtdQam/SKl3RDCG+i2Oj0hb/gAwd93WZa8Nxk8wld3wOkJ2HXSif+HClB7+7ULCN+3UZYByXeDxRtsF74ethJSzDoUVTpgd3mw9rdidVDHeEP0zZtymwv+WkiShGqHB4oiIMt1nyP9y3e6FSzZVhjy/Gh1urFxbwkqbC5vGhffOUxC+MB0II1G8p7zBFBpd+NAcXW9zsUtxX/DoqjSDpvLewDI8PYAD3UDUCN5z+luBXD7bqR5FIHiKgeMOk2bWGciIiIiIqo/BqebiaIouO222+B2u5GWloZjx47VOc/jjz+uBqaHDBmCxx57DL169cLevXvx0ksvYcuWLXj77bfRoUMH/P3vf2/qVaAwohlgMFSPw1W7juG5L/PUwdgk+Hu6ArLkfZxdCKgD6Al4g29ujwdPLd6B9fkluGl0d3RMNMLhViL20l6yrRB2lwfVTg9S4/RwewS0GkQVoI4m+BJKYBC4Y6IBDpeiBuED+atQ3wRDgUHIo5UOpCd7c9J6y5QQZ9BCr5FxrMqBI+V2SABe/noXCsvtqLC5oJG9A5/5ByTT+XIxqwPsSQgKoAQGxVuCRkZQYCta/sHldBoZWo0ElxvqjRAJJ4K+QsB37LrhqWNnCHjzEyviRCoCnSxDCAUeIWB1unGozKrmwvarebTV3PeRlqrAG8isOa/a8zigbkIIuI7vR/WudbDu+g7ussKI61MXSWdAfO/hSB08BobuZ0Jo9Oq6aWUJeo0Mh8cTcQX8vaQDN0JgbnAA6rHoDTr7evMrEjJSjEgw1k6/U2V343CZ9+YLJKDC7ka80QNJAo6U2yLm564vWQLSEgwot9W+4XN6WnzQ912nkeBWv1f+3rFh6hLhMQKPIiD7bhjJkqRO5r8xAgDxBi2KZSfKrE5UOzww6LxPUUR7w1YRwhuMrlEHtyKgryM4Hbj8CpsLG/YWw+p01zoHF1c5fU8WePeNokDdNtHU039zwn982Jyeep2LW4r/hsXxKu9TJgL+/Obh11mSJGhlwOXx7gONJMHq8tT794eIiIjoZFbfp7WJWjsevc3kjTfewKZNm9CvXz9cffXVeOGFFyJOn5+fj5deegkAcPbZZ2Pt2rUwmUwAgKFDh+Kqq67CmDFjsHnzZrz44ou46aab0KtXryZfj1NNXSf9aAYYDJVi4q+X9cXfFm7zBWu9gWm99sRjzv6B7ZQQiXb9PRyX7TyKb3cXwaDTomOiAQatplYvbQDYdKAUC34uQLnVCY8iUFrtRJnVmzghzqBBskkHk16D2qFDr2iCL6G2m7+noCx7c8UetzjUFBpBj/ej7sB0qPiVPyjqzdnqDUKflmKE3aWg3OZSU0kIXw7d/SVWlFQ7EWfQwuH29gC1ONxqj0Rvj+jgpfh7YQII6tneEvy5kl0epV6B/BO9ir0Bao0swenPBQxvXmv/QHiVdhcc7nB9l2tzexTotSduCGhkCYpHqIMY6moG98LEpNTc2NGsS62ZT3zgPP672kPaXXo42tUIXSetAXG9hyKx/7nQ9TgLWr3JG0jW+FNVnPguVjs9Ude/VoAegcFpb+BVo44O6H0ywKirHWyVJO/fdRoJDrdQg7nHquwQ4kTO7gavf8A+8d2ugVGnQYaxdrqflyZnnvi+S95jzaP4B/ir40mBCE8XeISA1pe6J3BaJWBjS5L3fGv35U/3KAKyNvonidy+JxCEr66hlhGJf/n+G5IlFifM7YLPj3b3ibq53AE3hur7wJPw7pdKe/Tn4pbkvynqcCvq+kYzZEJgKhetLyhfn98fIiIiopNRQ5/WJmoL2MJvBocOHcITTzwBAHjrrbewevXqOueZNWsW3G43AGD27NlqYNrPbDZj9uzZGDFiBNxuN1577TXMnj075nU/FUV70jfpNJi5NC9osL+OiYaIAwz6exw+8pl30DDvAHy1A9P+AGSk8IgQgN0t4PR488qa9RrE6bVqL+2UOD0kARyttKPS5joRhPUIQPIGjqrs3l6Deq2sBrhriib4UtPxKgeqHW6U+QLiB8usar5RoP5pLUJRAOhlQHi8j7zbXR4cKLH5AuDiRHDO1xtaUYAqhxtVdjckCTDpNHC6xYlewiEq5Q/axqrOjeH2+PMm139e/3ZwewR0GunE3+BNGSA83uPOU48BKgHAIwCPokDjizhpJAkuX8nelDTRlxdtgNo/rZ+r+DAsu76Dddd3cBUfjHp5IWl0MPU8C3H9zoW59zkwmuIgS95gtH/ANrfH25PVmybF+7d6dVCuGaGucedFCRgt05veRwq7HRVf4NZfhPd74J250b38Q8zuTach10r3sz6/VO0ZbNRpYHV6fANTelNWNGbc5aDN5XtR84kPb07rE5PU57hTAr7/QgD+NMjR5qv2T+vf3DZX7fzqxoDzqv8WmH/b1IfkG4jU5bsBFM25uKX4b1CWW13q/pOl8GmTavJlMFLPv3aXG4owtOp1JiIiImoqDX1am6itYAu/Gdx9992wWCy48cYbcf7559cZnBZC4PPPPwcA9OvXD8OHDw853fDhw9G3b1/s3r0bixYtwhtvvME7ZI0U/Um/GMUWp9ojuL4DDPoHp/OnBYgUmA4sMVTIRRGARgJsTg88ikC5zQmtLGFPkXdqb0/ZEwNR+avoD0b6e3gfLrOhY6IReo2s5nTVaiQ1t6tHEXC6FeQVVkIIhH10KP+YBc9+sQMF5XY1hYfTHTrwqKY6aDBfDzuPAqfwDjAG3/p4e+pJQcE/fy9JWfLmbq3r29LSAelAjQ3sC3gDn4oIXmv/sdbQWKbLIyBJol7BvJD1q8fyXWVHUJ23DtW7voPr2P5GLReyFqYeQ2Dufx7ieg+DrDerAVF/WonA+ikQAakJRL0Dr6F6T9ecQJGEN62Mb5uG27b+v0u+ETO9KV/ge133IKN11TPc8mqm+/kmz5vH23+eVAvwp15p5M+SgFDPSQCg1QQXqAgBjezNVWzQ+oLjgT2uI/CXqabz8f1dW49uzf6BFAHvTa+a2ifoffnxZSjCd96px0apuf7+vRMqEN5aBKYyCbx5EC1JOpHKxftd9P69Na8zERERUVNo6NPagePDELV2DE43sdzcXHz55Zdo164dXn755ajm2b9/PwoKCgAAY8aMiTjtmDFjsHv3bhw+fBgHDhxAjx49Gl3nU1Wkkz7gDVRV2Fwoszqh13hTI3gUAYNORod4gzcNh1C8QV1ZqjWYln+AwYMl1bAGpE7Q+HrqCXhTedQKTPsiTOGu7b1xKe/gXS6PAgiovSf91Eeq1QCJAllIag9jh+INrhwoqYZeI5/IhSsEjFoZDo83z/HBUite+XoP9FoZsgSc3T0Fw3qkoluqGSadFgXlVry6Yg+OVzng9ChqwFOOEIFufAD4RA9pDwBJCGg13oH6AoNTTo8HihIciA1ctrqta1SstQSoY1IPgZD5pJVG9rL19sgOlXqlRni0zshshGVUFKF613ew5n0HZ9HeBtbUXzENjN3OQFy/0TD1GQGN0durILC6aloJf09w/6yhUhM0Jgpck/9+SkCgt2Yw1s//d29vYW/9Y5lnOqBK3lzAAfUITPfz6+Fy38CYNWZSX3q/jx5x4rsaOChiXdvO/731D3QYGKwXQsDq9CDeoIVOK5Bs0sFS5obF4UaCURe+UJ/AdQpaRpTB6cDly7KE1Hh9rWnMei2G90rF19uLUGp1Aqjf1yBw/TW+oC0QOhDeWvhTmai7tqE3KHzHin+Xt+Z1JiIiIoq1/GOWBj+tHTg+DFFrx+B0EyovL8cDDzwAAHjxxRfRoUOHqObLy8tTX/fr1y/itIGf5+XlMTjdQKFO+mkJemhlGRX2gPzF8AaPLQ7PiTyxDg/2FVfX6t0YZ9AgyaSDKSBfrOxLkVHlONH7y//Yvv9frR7TEQLT3jK9PQYVXx7hUAT8aRYAtxK655k/plUz57DTc2J6h/CgsMLmDfAqAruPVuF/PxyCXisjxazD8SoHdBoZVqfbGzCXvOU25TiCNdMX+NMbuCHUnNH+wQ1lSSBs5oqaGy+WAccW5l8V/34LpDQyN7G/R7aAhJoleVNONLx8d+VxWHd5e0g7C/c0opYAJBnGroNh7n8uzH1GQGNKrD2NP2gaGE8XwWki/KkJhDjRm9Xj66kf9XoGBmdrzBSYwiJUMDaQLEmIM2hQZRe1bjpofD2vYzGIpyxLSKhRj8B0PxpZ771Rp9Wgyu6CN0O6d7v5ezBrfLnN/eez+vQb9ihQn+BIMgUHnC0ONzyKQJJJh4HpifityAKTTkaZ1YW4CNtOXTdJglkvw+EPpgrUWkYkgcsf0TM1bD7k8ZmdsW5Psbd3i+IdTyCa3t0C3huIckD6FoNWEzYQ3lr4U5n4c/arxwNE1Kk9/DMqQnhviLbydSYiIiKKJSEEZq3Yg3KrC4UV9no/re0fH2bOdUP4hD21egxON6HHHnsMR48exciRI3HLLbdEPd+hQ4fU1xkZGRGnPe2000LOF43DhyMPGFZYWFiv8tqqUCf9ZJMOxy1OON1KrfzFkILjSQq8AV11EDNfz8fAfM5pCQYYfT2+9DXyOvuDwTU7tEYbUgqMJTd1LFUR3rzNMrzrLXypAxxuDyp9g6FZXR5vUDhGgbGwBHy5gEN85PubR3iDdrI/BUMd5TW4d18b5gkKvDbwRoLw9dgNHKgO3t6OsiwF5e2W6tjO7qoSWHd/D+uu7+AoyAs/YTQkGYbTBiGu/7kw9xkJjTnJ+2ff8qNJNeANsNausi+Fu/d7r/iCiPVNpRHmxpMQ3u0WKhhbU7JJh2qHRw16BtJIEjyNuDngp5VD18Ofa1mWJAzISMTWQxWosLnUpzM8vtzIGt9TGzIk340M37nDn/YDtbeD/2kPj2/b6mQZeq0Mk/5Et3VFCJRZXTDpNNBrZUwd0R3/XrsPdpcHBeU2FFXawzbgA8vwH58aybssfZQDKtZc/vjMzmGnzUxPQvf2cThSYUO5zQXF9xSDNkLd1KdpfOsvy96bInUFwlsDfyoTo1aDasmbysQjvL3ANVEMiui/+SP5UnukmPWtfp2JiIiIYmlbQQUOllpRYnH4ekxHbtcCJ57WDhwfZntBJTIzkpqp1k3H6nSjuMoJu9sDo1YTNs0otU3ck01k3bp1eOedd6DVajF37tx63amqqqpSX8fHR34EIy4uTn1tsVjqVcfAwPaprOZJP8GoxRFfXmi3b3A9b6BEUntxhSIUoT4KXjOfc0G5DZ2TjDDrtbXmb8RYYS1C+NJnACcCdv6YmL9Xsje3cWyWF+qbo/YErmMZJ9J9iLBlBU570samQ0T//H8K3E9aWYJHCZ36IxJ/CozA2TSyhDi9BhaHNxd6YO/tmgFqT3UZqnetR/Wu7+A4tKN2ZetFgiFjgC8gPQqa+OjzrIU6Bvy9VhWceDJBiBO9WWVJgskgw+ZS4PHdKYoqQB0iMK2RTgS9tbJUKxgbiknvDYwqwpueJ5Ak1W+gyVBkCTDoQtcjMNfyxQM6YldhFUw6GQ6P4r0x4ctVL0v+tCC+AVnFie9vpG0lFEBI3hzfGllCx0QD/HtIEQJFld689mnJJnRNNSMzIwnTLu6D6Qu2QhEChRV2HC6zIcWsi/joo8sjYNJp1OP+WJUjqqB2zeUPSg/RG99HkiRMu7gP9hdbYHV64HAr3hz4QoFGEzxQoH8AV+9NUe/6y76e9Dq57kB4a+BPZbJ613GUWZ1qmhqPIiDLqLP3tP97ACFg0Mgw6jStfp2JiIiIYmnJtkI43QpsLgUdEw1Rj/FTc3yYJdsK22xwWgiBbQUVWLK1EBv3lQRdu8oSMLxXKsZndkZmehJ7h7dxDE43AafTidtvvx1CCEybNg2ZmZn1mt9ut6uv9frIj7AaDAb1tc1mq19FCUDwST8lznsSdyvewfUkSN4ea9KJ9BueMHkhFAA6X29H4RuQ7MTAhzIKK+xIMGhRbHE07wo2EQmAXiv7ek4rQelIYt1humZxIbIvBNetRu7gmvOFLTegN2eoz1uL+vTOrfkTLRC6h7T/BoykATzu6EoPrIeo0VDQyBIMWhlWpwKNhKBexQKAUl0B6571qM77DvZD272RyEYwpPeHud9omPuOgjahfcRpa+7nmp8FvZYAnUaC23Mip7Pw9f719+ZNjdPhSIUDGlmCUASE5A3Ahw26hvib1tsBG4Cvx7mEoGBseN6g7aFSa1Ag2iMArS+w6Qz4ftaH/zveKdFYqx41cy2P6pWKz7ccgd3lweEyKxThDbC7PArcCqCVvceXTiOrufH9x0Io/r/rZG9KkM5JRhi0mhpBZQWdk4xINusw7aI+kCQJp6fFY8a4/pi5NA+yJKHE4kRRpQPFsjNo0BirbwBZk06DtGQTDDpZHfQ1+qB27eVHcnpaPP4+cRBueX8zhACcHgUu301Qf/oLwJ/+wre9fL8/eq0Ml0egU6K+zkB4azE+szPW55fArNfA4nBDIwFuIeD2AFpN+AC1EAJuf6JtCeiQYGgz60xEREQUC1anGxv3lqDC5lJT/dVH4PgwG/YWw+p0N0sv42KLHflF1ai0u5Bo1OH0jnFoH29sUFn5xyyYtWIPDpZa4XQrqLC54HB71EHYDVoNVu86jvX5JejazoxpF/dhfu02jMHpJjBz5kzk5eWha9eueOqpp+o9v9F44svrdDojTutwnAh0mkymei2nrjQghYWFOOecc+pVZlsTeNKXJcBi9+YPdXtODGzoDzj4H7GOFOVxeRTfgIKS+ii7W/H+3eUGrM7Q+Z7bKrdHQKeVmiyIG7FXZbh5/PGOMDl9Bbw9VLWyt4dnrXJba0Q6UD2i02pP5QCy5MsEHXA4+2/AACJk8Draeug1EvRaDXQaCdVOD3QaCYqQobgVuG1VsO3ZgOpd38H++6+NDkjrO/dGXL9zYe43GtrEtDqr6hdNr3t1Gb5euyadjGpfrnlFAXRa79+9KXtk6LUuKELAJQRkAKIeqUO8m1GCXiP58sIrSDbrYNBGN/ibQatBsq93hDqYKQCnW0Aj+3qsNuC4NuhkpCebQtajZq7lOIMuoNeyCQXlNrgCnh5xeaDWxR+gjrRt/NtQEYDRt+2r7O5aQeVksw4zxvUPaogO6ZqCFyYN9jZmdaEbs/EGLZJMOui1MrqmmjHtoj6osrvqHdQOtfxIzuzWDq9knYGHc38BnFAD9Ypvp0m+G5wa2Ru6lX3BeZdH1CsQ3hpkpiehazsz7C4PbC4P3B4BrexN9+Ry+46HGr2oFaHA5UsHI0neJwM6JhrazDoTERERxUJxlROK8KbPNOs19W4HBY4PowigxOKEuV3ThP8URcHCLQX4YMPv2FNU+2n+Pp3iccPwbrh6SDrkWiPLh7blYBlmLs1DudWFEosDNpc3jWpgu9zicKPC5oJJJ8Pu8mD6gq2YMa4/hnSN/slZaj0YnI6xXbt24YUXXgAAzJ49OyjtRrQSEhLU13Wl6qiurlZf15UCpKa68lmfCgJP+nqtDLtLgVvxDtgUGJgGfAOj1ZG/1R8UUuOjkncQPnfjYnCtkoAvfYciBfXYDBs0jvBZpGU0poyIwS9ZgkYJDsK2hbg0UHc6hFrT13ivCIE4vRYuj6L2qvX39JdlRN3btub21Wsk9OwQh7REEwrLbSgot0HjsqJqx/eo2LkW1v1bgDADckZL37GXd1DDvqOhS+4U9XyyBGhr9NqNZh5FCJi1GthdHrh9KX4kydsruHOSUc0l3zHRgMNlNgAnlqGRJTUXtV/N/ebvZZ6RYoIsSSi2OCGggdWpqAMu1sUbNFWQYNTBrXjTRbh9+diFb6myJNTzUzTMeg0yUkIHpsPlWq7Za7mowg6L0+2dB96nTsIdt/6gteTbHmad1tegVuBwe2BzuQFIMOpkJBp1MOk16N4+DtMuCt1D4vS0eMy5fgi2F1Tiy21HsHFvjccAZQkjenofAxyUnqie6xsS1K5vD42x/dLw7o1D8fii7SissKHS7vblVz7x26Hx5VoWQkAna9ApUV/vQHhL86cyUW9YlNngUrwD1XqEgEsRkHyDXQpfb3H/PvL3Fu+RGoe/jR/QZtaZiIiIKBbsvsG6/eO7NIR/fBgAsLmappPcql3H8LeF21BudfnSogZ3QJEkIO9IFR5ftAP//HoPnr86E2P7Re5UlH/MgplL81Ba7URhhd2Xb9sQ8YnGgnIbFCEwc2keXpg0mG3HNojB6RibNWsWnE4nevbsCavVik8//bTWNNu3b1dfr1q1CkePHgUAXHnllYiLiwsKGtc1aGFg72fmkK6/wJO+N5jjzTGtk+Vadyc9SnSRHY8iIGtO5EVt0kEBW5qoX35if7qNhmwRnUby5rtW6h7grWaVanai9u8SSZIg+VIfGHUyLHYPlBo9iluLmkG9htZPK0vokmxCkkmHOIMGvx4qh8vjPU6dHgWyL1gUOJBhNGTJGxB8/upMwGXDHX//N47/+A1Kdv8I4XE3sLZeug7d1R7SunbpDSrDIwBdmF67NbetGiCUJRh9wdkkkx5ahxtOj/cGll4rq4FpwNt7uXOSEYUVdgCyNzVQwPaT4e0lCngH+ZNl7w0wjSwhPdmEC/t3xLhBnTB37V78VmSp14B+/tzH6ckm9OkYj3KrCzsLK1Fhc0ECoNVKkCBDCAGjVoZbwBtsD7F/JQBmgwY92seFTLtQV67lwF7LRp0GVXYXjlbY4QpIhyL5/0kSdLKEjklGGLUadEoy4rZze2BI12TsO27Fl1uPYNWuY3BbFdgdCgABp9vb09a73YywOt0QvoHzaq2LJCEzIwmZGUmwOt0osThhc3lg0mmQGh96AJWGBrXr68xuKXjjuiGYtWIPDpRUw+b0oNLuzX/tfXpBgkGraXQgvKXVvGFxrMoBi917PpDhy1cfcE6XJG+6HK1Gwhldk/HsVYPa3DoTERERNZb/GsTfWaYhAseHMemieyKzPnI2HcRzX+bB6VZ8qUy9/J15hPBedzs9CiQPUGIRuP+TLXjiiv7IHto1ZJlCCMxasQflVhcKK+ww6zVhr4ckSUKCUYc4gxZFlXYUVtghSxJmfbMHc64bwqfu2hgGp2PMn2Zj3759uO666+qc/rnnnlNf79+/H3FxcRgwYID6t127dkWcP/Dz/v3717e6p4xwI7v6T/oSBBwBg5n5T+ICJwZ5iyoo6ptOIymQZQluj2gbaSIayJviQEQ1kqAAoJcltYdutJvFn/fWoJXhcHtvIETapqEC097emID/hrF3P3nUO9GyJCEjxQwIAYvDgwqbEzaXoq6WyyPqPUhgNOsVyH/MhUq/IPtnCBM0D7X5JZzIYex/r9VI6NUhHuf3TVODa3+dvw1LtxXC4nRD6++tCe9/5Ch6xAPe1Bed44BLTfvx3IOvYenSpUEphxpC36Eb4vudC2PfUdCl1v/Gm4zg9Qeg5ov3HxMyvI+EaX3HpSIEtBoJeo2M9gkGJBq18G9dWZbQr1MCth0uh93lwdFKR628xGa9FhkpJhytsEO4FAhfb2VJOvFonVmvRYJR6x1JO8mA287tibO6paiB0ocu7tuAAf0Cch9f3BcAMH3BVhRbHCissEMry0gyaZFk1EGj8UbIFUXA4fKg1OpEuc2l7mdZlpBs0tVK0F6fXMs1A7wb8othdSootzlR7fB+Cf09kOMMGozo1b5WsNek1+BwmQ16jYwEow5C+FJgwJv2pMruxprdxdiwtzSqHHNmvTbqRxkbEtRuiOYKhLe0mjcsnG4Pii1OVDvccHkEJNl7qGl8KU26JBvx8CV9cfmgTm12nYmIiIgao32CXs2rbHGE74wRTs3xYVLjI49lVl+rdh3Dc1/mweH2eNtzgK/jDSBLJ1J3KEKBxzfQt9PjfQ79uS/z0CHBGLIH9baCChwstaLE4vD1mI7cUQfwXs93TDTicJkNJRYnDpZYsb2gss0OAnmqYnC6FerRowe6dOmCI0eOYM2aNRGnXbt2LQAgPT0d3bt3b4batR3RjOx6Yb807yP6GhmKcHt70kreuIzbo5wISNajJ60A4PQIaHFiYKuTWoT8EoHpPvwBOp0sQSt7+1AqwhswDJf1xB9QNes10MgSrE7PiV7P4Rerfg5fAFKr8QY93B6POo8v84I6wITsrSASTTISTTpvr3eP8OXL9Q6S5ohBfhZ/vf2xP38AOFLHfAHA6Et5YHcrQeljtBpvD1xv+gUBu8tbR/9NAEUIxBu06JBgwDNXDcBZ3dsFBdf+OLwrdhZW4PcSKxxuRe3RGsig8zYw7C7PiWC1EHA57HAe+Am2377HoT0/Yq29cYOyGtpnoMuQC9H17LHQd+iGI+V2VDvdEW9GeBtCQPt4A8qsLvVpBYHagxK6lBPBadmX09eglSEEYNLJaGfWo12cHk9cMQB9OyWEDEr6859pZDlsXmJ/iga9r2z/gH5mvbbOgGNDB/SrmfLBX4bWV8/SahcqbO6QZcTrtXAq3uNGr5EjThttruVwAd4TSdClsMHe1pRjrj5B7YZorkB4SwsXiPefZyEBZ3dLwcQhXXB2t3YMShMREdEpzazXYnivVKzedRz/z96ZB8ZZ1ev/OeddZsm+NG2aNBRa2gJttQhaNgtIVYpQ2kIibqyiV0Xl5wriFUUKXC+iwL16UVYXbIGyIwoiIEtlty10oYXaJk3TZpvMZJZ3Oef3x5mZTJLJZCaZTJL2+7m3mEzeOe+ZyeRdnvP9Pk8gYiMUc1DiNbJ+/sB8mHxeUwoh8IMHN8YrpmW8mIz1E6UTcMbBNUDjApYj49ur57/4vVMGeVA/vrEVliMQsQWmlnqytjThjKEinsFjOQKPb2wlcXqScWDc9Uwg7rrrLtx1110Zt7n66qvx4x//GADw97//HSeffHK/nzPGsHz5cvzqV7/Cli1bsH79eixevHjQOOvXr09WTi9fvpxu5lLIJdm1N+bA1HjS3xMSSaFmpMKyBOLt2QcHnDOINNXQQ4mKyk6DqRA+SNhCwNA4/IYGV0hEbDcp6EVt5Tkbs0VSkNW4EpwZAMsRyWrj1D8BLSVULPG3kWpV4cY/C5wxlPkGn+g5YzB19TxTV23mbtxf23FzW3RIVH/XV/jQGojCcdVrljJzUF3i5RiaEs4NnWNKiRcR24HGGHpjLmLx8E5T5+CMwdAEei0XUkgUe3VMKTZRUWQOKdyp0LIiRG2Blu6IEsWKTMj4e5AQ9gElJMWiUezf/E/seu1vCGxdD2lHc3gnBmNU1KLkyI/iiOM/jvL6w/sdx+rKvdjZEU76X6f+fhO+2zz+Wags8qDYa2BfUF2QCCnjvmd9b3Di86Bem2pv85tDewinEyWzC9szkmPWVfjwuY80oKbUm7XgONJAv9GEAlbGf+ddvVbevZZzEXgPZo+5sRbCx5uDRYgnCIIgCILIB2csqMVL2zvgMzi6wjaKEgVVwzBUPky+ePDNFnTHuykzCdOpcMZh6gmBWqA7bOPht1qx4ug+y8aw5WD9jg4EInaygCwXij062rmFQMTGyzvaEbYcur6cRNBvaoLyzW9+E7/5zW/gOA4uu+wyPP/88/D5fMmfRyIRXHbZZQAAXdfxzW9+c5xmOvHItequyKOjM2xNSJ/hyYLGgOEiFqSMi/8DBCZXKH9VjTFUFZloC8ZQVWSi1G/go4dX47WdXcqryhFqsQECps4xvcwHr8GwuyuKiKXawzkATWPgYEMs1vQPZGNQwq/PHPpkmvDYlRKoK/fBcgWKPRp2d0WSVcpDoSqjGSqLDNxwzgdwytwp+POmvfjvv2xVIrUQaRcxtHiVeaLNXUgJQ1OrwZVFJi48YS6e3LR3yMWXUq+RtZDYP7RMWUm0BWP9rCRc20L7llex581nsHfjC3Bj4Yyvezjq6htwyrLleL90IULFM2DqGipKvYO20zUluGs88R70/Z76LxIwOELCa2iYUeFD1E5YSMSD5uJjlXjV6ynzGvHfORuRdUIh7BjysY9cxwAwrhYT5DF38HCgC/EEQRAEQRCjRRUR+RG13RHl0aTLh8kH96z/d9KmU+fDC9MJOOPQuMrvcaXE3S/v7CdOtwctCAnEHBd+U8v5ej5ho5i4L+4IWXS9OYmg39QEZc6cOfj2t7+N66+/Hq+99hpOOOEEfO9738OsWbOwY8cO3HDDDXjzzTcBAN/5zndw+OGHj/OMJwYjqbrbF4zCcg4C+42xQiLr0EdHSDCmxGiZtF9QAZSmzuEIAVdIlPtNnDKvBt8/fV6ywq4zbOF7929AZ6+FsOXCa6jQyqmlHjR3CTCmVmFdFwBXFdkJlL2IhEjRknXeZ6URjDpZefpWFplYvWIBorbAoxta8Mw7bdgbtAZZTySquw+bUoQvf3QWzl40PdmytGxBLU6fPw0Pv7kH1z7xDgIRG7ZI+HRxcAaUxMVln6lsIfo+qzFonOGel3fiuhULELFFXoTEdFYSe7tCiOz8F3q3PI/uzS/BjfZm9Tseivr6epx77rloamrChz/8Yby7L4Rvrf0Xgp3hIS+wOGMo8mgIRiXcuH+7xlO37VtRSgSFMMbgMzX4TB8CEWWJUVvmxfGzqnHVp5Qvfz4qNgtRBZqPfeQ6xnhWtpLHHEEQBEEQBEEo0hUR5ZxHkyYfZjS0h6LYtjcEJ35jrWWnSyfROOAIZaG6dW8Q7aEoqotVkVLUUeVuiVyokaAKu9TXEXu48jliIkHi9ATm2muvxb59+3DHHXfgzTffxKc//elB21x88cX46U9/Og6zGz+GCjeUUuJnf9mC/cEY9vZE4TM0TCvzQueDj5iJqjvGgF0dNgnTIyTpn5zlGyjjFdAaZ3HfZAld49A4w5RiE/tD1qD2o0SF3YxKP5bMnYJnt+xHMBpO+m55dA21ZV60BqIQUoVQuhm8MjSmxpQAKvwGemNuTp6+h08tAaBEvG+eNicpnLcFotgfioFJoK7Ch6PqSpMn2nQ8tbkN5X4ToZiLIg9HVZEJjfN+NhqAEtbTVoj+7V3cet6ivAmJixoqcM1ZR+K7N/8R7c89gdZ/PQ8nEsxpjIHU1tYmBenFixf38xTLNoG63Kd+R5wpSxbOAZaa1Bf/cuAFjJASgYiDIlNHidfAeR9uSL4n+V5BL0QVaD72kcsY41HZSh5zBEEQBEEQBNFHvvJo8sX2NlWwlLRYzLJqOgFnHAx9OUY79vUm75mzvT/MhJASiVomn6GNaAxifCBxegLDOcftt9+OVatW4bbbbsOrr76K9vZ2VFdX49hjj8WXvvQlnH766eM9zYKQKdyQMXXQ7uq1sP69DlhuvJpSutjZHkaRR0O5z4DP1IAUUStqK1GScZbZ+JcYklzftcT2jlAnDSMuTE8t9aA7Yg/bfjSU71bS/iKrvEKGw6cW42unHo4HXm8e0hojG4/dVOEc9dm/D6kVoqbOMb3cN6oK0dEIia7r4rnnnsPatWvxwAMPoL29fUTjJJg6dSpWrVqFpqYmnHjiiYNCLhJkm0DtM9ViRSKY0nGBePZj/OJDPUdPqaguRDsbkV/IY44gCIIgCIIgBpOPPJqRMrAwcH8olvzZSAuyVVez+joQsZOPZ3t/OBQyLtIXe1QIfVWxObIJEuMC3bmNA1dffTWuvvrqrLdftmwZli1bNnYTmuBkCjeUUsJyVEuI44qkTQMHYAtl7RCMSvTGXJi6svjw6BqklNgXjKnANBKm84IKHlS2C66QyOT0waCqX02NocRnoLM3u/ajdL5bpV4de3ti8aBDmRw/3e4TwYQMEhV+Y8x9g4eq8h/vClEhBF544QWsXbsW999/P9ra2nIeI5Xq6mqsWrUKjY2NWLJkCTRt+FXq7BOoE9YtEQActitgO/GLGiApZHLOCtbORuQf8pgjCIIgCIIgiPQUIvMmQabCwN6YA9sV8e1GOn7f12W+vvu/7O8P0xOKOXCFRJnPwHGHVVGhyiSDflvEhCZTuKEjBHoiLlwpBx8YmRIihZRwHFWl6wiBXZ0uasuUj2nMcWE7WZXaEsOQEKZV9SoDGxA8OBAZf5LtSnT12lm3Hw303WrpjqArbIMjUY3NYGgMnPd5TLtS+YlrTLlQS0h0RxysfmIzrlu5MO8eu5lO5pwBH5pZgX9sa0cw6hS0QlQIgfXr12PNmjW477770NramutL60dFRQVWrlyJpqYmnHLKKdD13N+rbBOoU61bEgJ1/JoovhCiKqUL1c5G5B/ymCMIgiAIgiCIoSlE5k2mwkDV+cySYYgA4AoBbYhO2XQIKVQxIVP6wayaon4/z/b+cPC4El1he5BFKDF5IHGamLBkCje0XIHmroiq0nUGC6FSAozHRVOpBA/hqirpnR1hcPSF4aUjk7BKpIcByYBDzlRVNGNKFHaEWkAQUkIICQEl4mqco77Cn1P7UcJ369onNscriB3Ycc8rMBn/Xat9qRMfg8FZ0j4kGHX6fJuf3oZbz1sUr7ocvcfucCdzj67h75v3Y29PFI4QKPHqY1ohKqXEq6++mhSkd+/eParXV1ZWhrPPPhtNTU342Mc+BtMcXatULgnUflNHfYUPewPR+AWRhMbUZ8x2BYRkY9bORow95DFHEARBEARBjAVDdbNOZsYiHyZTYWCqt3UqlivhYTLr4pJEgZGuccyZWjIooymX+8MEZOl4YDC5/yKJAxYpJW56ahu6wzZaA1H4TS3loCTRFrdxsF11wOQcsJ2+FTwJVZU7SLSO/4dq6rJH5+rkgbiY7wrZb7WUISEMM3Ag6f/cZ6PCEbEEuiMWemMuJJewXKFOcABOPLwaZ3+wLqf2o0UNFbjohJm4Yt0mMMbA44J4MpyRoZ8Xtalz1JR44DU0+E09rW/zaMnmZK4sJ6y4WC8RjDoj8sbNVCEqpcQbb7yBtWvXYu3atdi5c+eoXldxcTGWL1+OpqYmfPzjH4fH4xnVeKnkmkBtOUJV6GsMRboOxxWYXu6DNy5E5rOdjSgs5DFHEARBEARB5IvhulkXz1L3DAvqyuieAZkLAwfek+0NRNDe2+cVHXMETI0nPagZGxBgH0dIAVcojUZjDOcfN3PQNrneH5Kl44EDidPEhCQ1ME4dGPtWyyKWC8sRcIQEA4OusbggObgUmqqfcyNhz1HiMVDuN1Dk0aBxDs4ZjjmkAosPq4LOgasfeQetgQiEVKGGqSSqV30mRyKA0mdq8Jk+ZbPiSuwPRuFKoL7ChwuOn6kCBXPkX80BTC3xIGq78Oga7DTe4Ym5eA2ePEHly7c5lVxO5l1hC3sDMQgJMKFOuPUVPnj07Cs9B1aISimxYcMGrF27FmvWrMGOHTtG9Xr8fj/OPPNMNDU14ZOf/CR8Pt+oxsvESBKoZ1SoC4//t3QO6iv8eW9nIwoPecwRBEEQBEEQ+SCbbtZnt+zHS9s70FDpx+VLs+u2PBArsIHhCgP7wxjDtDIvuiMOnBTF33JFvGBNfa8lC8XUg0IKWPFiQlPjKPcbWP7B9NYbI7k/JEvHyc/k/0siDkgyBcZ1R2xlDyElDM7jq3JpfKdHwWiGUm3peZvKmMGgKlATFcXdYRuWK9BQ6cfqlQtQ6TfTin7b2oIo9Rnojtjw6hzlfjMulqqFgkwtN6qKmcHUNURsF5yxrL1hUy8GpJR48d129EQdGBpHQ6UfUipbkeRcOAPn6ecyUt/mdGQ6mYt4dX/qnMp9Jjp7LcQcCVcCjivQ1hNDQ6UPSLPCnG5/iQrRUNv7+N8bn8SDD9yPrVu3jmj+CXw+H8444ww0NjbijDPOgN+f+4LBSBnPBGpi4kAecwRBEARBEMRoyLabNRCx4TM4oraLK9ZtwJXLjsCihopB4x0MFdiZCgPTYbkSpsbhiAEdvMn/qNwnV6riQc4BIdSPDE11NV+7YgF4Bq9quj88+CBxmphwhC0H63d0IBCxBwXGCSnRG3OT7SCpx7OJ4BPNkD61NmF9MZHiFzXOoHOOcp8JzhmCUQe6VOJypd8cspo51RtWAjD17AMQEmTrDTvUxYDlCOzqDENICb/ZZ+lgDiFGDyQX3+bhGHgyr4lXcwciNnpjg4X3Io8Gj65BSNUC5QhlVxGxBHzm8NXT+3a/h7ZXnsbObS+id+/7eHZEs1Z4PB6cfvrpaGxsxJlnnoni4vE7mRcygZqYmJDHHEEQBEEQBDFSculmTdhBtHRHIKTE6ic247qVC/uJm2NVgT3RyFQYOJCwpfKbXDnYQjWVfkK1UFqIqXGYOscPP3UETp1XM+y86P7w4ILEaWLC0R604sKdC7+p9TvIOHHrhkTQXcLLKJ9V06NhyIBFFhdzxfgL6AkSwj/nLCe/1kJ5w2a6GJCyryI5GJXY3RVJVoBnSybf5lxIPZlXFBlo6Y7CctTckt7ccR9sBiAYVSvIjpDJKntXqNc3lDjdu78Ze958BnveeAbBPaOz7DAMA5/4xCfQ1NSEs846C6WlE0fIK0QCNTFxIY85giAIgiAIYiTkak1R4jVQ5NHR1hNFayAKzhhuenobbj1vERhjea/AnqhkKgwcSMxxlTAd7w5O5IGlcdfsR8I6tMxn4IZzFmYlTCefW8D7w3feeQezZ8+GaVJ2zXhAd/rEhCPqKKFQrUj2P5mIhAodF/sSuBNFnR4CJahOHGGaQb23ZT7l6ZqLX2shvGGHuxhQwrSj3lfIZKVlbZk36xNUttXbmUg9mQNAd9iGK2TSXiTxPic+q0JKuPGgTqDv82C7EsGojZqUlepwxx7sefPvaH3jGQSat41ofgl0XcfSpUvR2NiI5cuXo6Ji4l8wjUUCNTHxIY85giAIgiAIIldytaYA1H3a1FIvmrsi6AhZ2NURxqaWHvhMLa8V2BOZTIWB/ZFo64n1E6Z1jYGBI+a4/YsFU4ZIPD6l2IOjDynHKXOnDBo5Wy/vsbw/XLduHT7/+c/j05/+NH77299Sscs4QHf+xIQj1TZCDBCdkyeYfgc85Wc0UYTfoZhI8zPiLTVeg4/Ir3UsvWGzacdS9i4OLFdASMB2BSQ4WgNR1JX7hq2gzqVSPBOJk3nYcuAIAcYYHFeAgcHgHJxh0AWMqpSW/T7bEkqg3renBb1b/oHWt/6O7n9vHtGcEmiahlNPPRWNjY1YsWIFqqqqRjUeQRQK8pgjCIIgCIIgciEXa4pUOGOo8Bto64nBcgQe37gHuzsjeavAnuhkKgxMJWK5sOKWlAwJYVptzxlL2n1OK/UAjMEVAhrnMDnD3mAMtivR3BXFppYeLKgvmzBe3lJKXHvttfjhD38IALjjjjswf/58XH755WO2TyI9JE4TE45MthG6pv6XQQmU6v/6MxG8pycynPUFIUpgRH6tY+UNm207FmcMxV4dwaiDmKOcvJUozLEvGMOMCl/Gk1guleKZSIQzRmy1WuwKkQw+TLd/xhi0uMWLI5RI7QQ7EN76AsJb/oH3WraMaB6p45988sloamrCypUrMWXK4JVpgpgMkMccQRAEQRAEkQ25WFOko9ijo51bCERs/G3zPpgaz0sF9oL6stG8rIKQqTAwle6IDSFVgZXBeVKYThL/1tS1QZlU/cX/VvhMbUJ4eUciEVx88cW49957+z3+7W9/G/PmzcPpp5+e930SQ1MQcfrLX/4yLr74Yhx77LGF2B0xyclkG8EZQ5FHQzCq7BGEUP5FqWr0RBSmTU35GyfsR8bThcQTX9G0XYF9wdiI/FrHyhs2l3ascp+B3pgLjTNIIQGGZLhg1B46XHAkleJD4dU1RGx1IhVSgmNoYToVt7cbwc3/QM87/0B099sYzaeWMYYTTzwRTU1NWLVqFaZNmzbisQhiIkEe5ARBEARBEMRwZG9NkR7GlH1kzHHhhAVKvEYeKrBbJ4U4nU2elOpaVpZ6DABP0Z5lXLBOvE86H/x+pYr/T29uwyvvdyAYdcbVy3vPnj04++yz8eqrrw76mRACn/70p/Hyyy/jyCOPzNs+icwU5M7utttuw29+8xscccQRuOSSS/C5z30O1dXVhdg1MUnJZBuRECU5Y3CFBOcT39KDMQaDM+iQSWFaSOVNjBy9qFnyP8j5uQZX/sr7gtao/VrHwhs2l3Ysn6nEZSEl7PibmljNHSpcMJvq7VyoLjHRE7FVtb4EuIYhL4ac3m4Et7yE4DvPI7xro0rHHAXHH388Ghsbcc4556Curm5UYxHERIc8yAmCIAiCIIh0ZGtNkYnEvWs0JiAlRl2B/fKOdoQtZ8IXU2STJ+XEEw8l1PuUWjUdlzOS7xdPI04nxP+w5aAnasMqNtEessbNy/v111/H8uXL0dLSMuQ2PT09uOOOO/Df//3fo94fkR0F+UsxDAO2beOdd97Bt771LXz/+9/Hpz71KVx44YU4/fTTwTkffhDioCKTbUSqKGk5Aq47sn0kjn+FqGK2XQGProGBJffLGQOHhC1E1iJzIunW0NTfjONKCGQncBtcvXcS+fNrzac3bO7tWAxTSz1o7ooA4LAcAQlVPR2K2RDCkzw55lK9nTOpzx/wS3AjQQS3vIied55HeOe/Ri1If/jDH0ZjYyPOPfdcNDQ0jGosgiAIgiAIgiCIyU621hSZUM9TLdm2K0ZdgS0k0BGyJkVxxXB5Usn3NPEWxZFSqmJBxsAZQ5mvv6idCmdAxFYFhvt6Yij26uPi5X3ffffh/PPPRyQSybjdT37yE1x11VUj3g+ROwX5S2ltbcXvf/973HXXXXjrrbdgWRYefPBBPPjgg6itrcX555+PCy+8ELNnzy7EdIhJwHC2EVNLPdjVGc48BoYRbAccXMcSIZG2RYZzBoNxOK5MWn4MRGN9K5JAnzANKO9oCQYh4qGQ8Y0YALWZOlFonKGu3AePzlW1NgM+1FCBFYvqcMzMilEd4PPlDTuSdiyPrqG2zIvWQBSmrgRqV0jEpMTeHhWmmGv1di60By2UeXV09lpxH3TAiQYR2roewXeeR+/7bwJihKsncY4++mg0NTXh3HPPxaGHHjqqsQiCIAiCIAiCIA4ksrGmyISM3y96DQ7LUY+NrgJbfR2xR3cfWCiGy5NKvhcDhGlHqAQwg3OYOofXGLroNOaIpBWm3xg6ZDKVfHp5CyFwzTXX4Oqrr864nc/nwz333INzzjkn530Qo6Mg4nRlZSW+/vWv4+tf/zr+9a9/4fbbb8e9996Ljo4O7NmzB9dffz2uv/56nHDCCbjkkktwzjnnwO/3F2JqxAQmk22Ez+AQIrOdx3BrpnLARmMdpBhzBEydpw33MzRAk4DlygE/U6m3rgSEUCeAmCP6W3sA0BiDoXG4rqoeNjQOn6HBcgXqyn2oLjZxSJUfb+4KAFBeUBtbAnh7TyAvSbj58IYdaTuW39RRX+FDW08MrujzvLJdlSacS/V2rkQdV9mHWGH0bluP0DvPI/L+m4BwRjXuwoUL0dTUhMbGRlq0IwiCIAiCIAiCGIJsrCkyEYo5cIVEqdcAA4MjxKgqsBPOFj4jfQbSRGO4wkBdUy+IAcp3mgmo5m8JXePQOENNiWdILSHRxcygMrgqioyCenmHw2FccMEFuO+++zJuV1dXh0ceeQRHH310TuMT+aHgPQYf+MAHcPPNN+PGG2/EI488gjvuuAN//etf4bouXnzxRbz44ou47LLL0NTUhIsuugiLFy8u9BSJCcRQthG9MRuuyJ+gnLDLGEuLDwklUBucQdP6ezWBpXd8qC3zwWdq2BuIIuw6ydc7UFh3E/7VUIK240rEmIvqYg/aQzEAQGevXZAk3JF6w46mHcuja2io9KG5K4KI5YIxhtoyXzIpONvq7VwIhUL46yPr8Opvb8e+t9dDuvaoxiueNhOXXvA5fPH8z2LevHmjnh9BEARBEARBEMTBwHDWFEMhpERX2IbP0OAzNWicIRh1RlWBnfBerio2R/OSCspweVJKK1HFgY4rVQc4V8J0bZkX3gxCfDDqwBESGmPQOUNpDgsHwOi8vJubm7F8+XK88cYbGbf74NHH4JY7/4jqurpJ4RV+IDJu77hhGFi1ahVWrVqF1tZW3H333bj77ruxdetWBINB3H777bj99tsxd+5cXHzxxfj85z+Pmpqa8ZouMY6ks41o6RawXAnLlTA5h9+jwRUSvTEHcgQBg4wpG4xROjBkhR234Bjo49TncqUwuLLj2NMdgSv6QgjSkfq4kICpAdXFHnSFbVT4jXFNws2W0bdjAbYrUe43MaXEgxvP/QDAkFP19nCEw2E88cQTWLNmDR5//PFhvaqGw6ysQ8mRH8X0oz+GQ+fMwzVf/AidCAmCIAiCIAiCGDPCloP2oIWo48Kra6guyc+90ngynDVFOoSUaOuJwnYFasp9mFldhLpyL57b2j6qCuwyn4HjDquadO9ppjwpzhjAGJSpKGBoDB5dQ02JJ6MwLaREZ9gCZwwSQMmA8MNsGKmX9yuvvIKzzz4bra2tGberO2Ypaj/9PdzwXBuANnCGvHSXE7kxIf5aamtr8f3vfx/f//738eSTT+Kiiy5CW1sbpJTYunUrvvvd7+LKK6/EihUr8N3vfpfK7A9CUm0j2kNRfP63rwAAwpaLmVV+aPFQzVDMxt6AsndQ7TjDjy0BcADOGArTicNZUoCWqg0GYABD0hdaSiW4J1pe9gejEFIFKjIw6FzCFZnF94TlRyASF6Z7xy8JNxfy1Y5V5jNwwuxqzJlWkpd5RaNRPPnkk1izZg0effRR9Pb2jmo8o6IWpUd+FJULlqC64XB0hR3UVvon5QUMQRAEQRAEQRATHyklNrYE8PiGVqx/b0BG0AEgxg1nTTHUPbDtCtSWeVHuN3D5aXMQthy8vKNzVBXYps5xxoLasXy5eSHdIsXQeVISuzojiNoqy8mrc0wv9yZ1mHSkiv86V8Vxpjb09pnI1cv73nvvxUUXXYRoNJpxu9nLLkHl8U1o7XUhQuEx6y4nhmfCKCHPP/887rzzTtx///0Ih8OQ8bb+0tJSBAIB2LaN++67D/fffz++8pWv4Be/+AV4hj8E4sAlHBPQNQ5XSBR79H4HxGKPgfoKjn3BGGIOELPFsFXUSsxl0OKtKm5ujhLDosIJGXSNwXL65qNr/f2niz06dA7sC8agcQ7bFSrgT6pQRLD43BjAhqkO52BwhUR7KIYiz/gk4Y6EfLRj5eNiIBaL4amnnsKaNWvw8MMPIxgMjmo8o2wqSo48CaVHfhRVh8xDud+Ex2Bo7opOqgsYgiAIgiAIgiAmF9v3hVQ1bGf/atixtHocD4azpkh0D4ctJbD6DA015T6U+w1cuewIzK4phpRy1BXYDVV+zK8r7bfNRKlW743ZeHF7B556pw0bWwLQOEsJPuy/SDEwT6qtJ4qbntqGQMRGayCKlu5oVuJ/TYkX7aEYPJyP2JI1Wy9vIQR+9KMf4ac//WnG8bjpxSErvwt99nHotdwJ211+MDGu4vTu3btx991346677sL7778PQH2QOef4xCc+gUsuuQRnnXUW/v3vf+OOO+7Ab37zG7S3t+N//ud/MHv2bHz9618fz+kT48RwwXleQ8OMCh+itkBLdxjRuECdDBEcIOyaOk9WM4MzuE4a8+dRIKHEaVX5zGELAVPjKPLoqCoywRlLhgw0d0VQ7DEQc1zoGoMdV8qFHDzvgXCmghA1BsRcCTt+wi10Eu5oyEc7VrqLgWywLAt/+9vfsHbtWjz44IMIBAKjeSnwlteg9oMno+YDp6J4xlxonEPXWPKkl485EwRBEARBEARBDMWbu7qw+onN6A7bk8LqcbRksqZIiPHFHh1lPgOmztFQ5cflp/WJ8fmqwGaMjWu1eqoY7tE52nqiuP/1Zvzl7TZYjgp8dIXq5dY5g6lzFJl62kWKhIXGnKklKPboOYv/JV4dpsYQirlj6uXd29uLL3zhC1i3bl3G8TzlNZh+7n+ipO7wYX+v491dfjDBZKJEuUDEYjGsW7cOd955J5555hllqh6fQkNDAy666CJcdNFFqK+vH/TcYDCIFStW4JlnnsGRRx6JTZs2FXLqBx3Nzc2YMWMGALWQkO53Mh7s6gjjq398A81d4bhdhbffz4WUcFwJISUsR2BvT0SJvBLQdQYOBiflQFxVbCIYcWALASlVaGE+YQA8OgNjHBJqTpwxGBrHYVOK+omVYctFXbkPvZaDjmAMsRzKuBkDPBoH5wwRSwn4JV4dh1QVZT1GMGqjrSeGhko/TplXg++fXvhgvu37Qrhi3QZ09lpoDURhaDzri4HKIjOnk4bjOPj73/+ONWvWYN26dejq6hrV3M3SKhTNOxGV85egbs5ClPjMvM+ZIAiCyI2Jej1DZAf9/giCIEZGIe+rJhpSyjTWFArOGY47TAnD8+tK0wql/UV9VTk8UNRPFWGris1kBfaihoqsqtWTAnmeqtXTieExx0VbTwxRy4UrJaTsy7sClFbBOUvakGqcocjUUFXs6fd6UsnptcXF//te341nt+zHrs4wppSY8Bl6vBpahSRyPrRYnY1GsXv3bpx11ll46623Mr5HZYcchZqVP0BpZXXWRXAJjWbOtJJRdZfT9UxmClY5/corr+DOO+/En/70J/T09ABQfzyGYeCss87CJZdcgo9//OMZf9ElJSW4+uqr8cwzz2DHjh2FmjoxwRgYnOcKAVdIhG0XvVEHYdsFS3F5dly1AqpWBwHGZfJACAl099pwpYQj1OP5JFGtbbuAxlUrSiIMAABsR8ByRb8LgRKvjt6YAzsbw+xUpKqwjlluslLcdgWEkBkP9qmMJgk3X+SjHSsTruviueeew9q1a/HAAw+gvb19VPOdOnUqzjnnHHxwyel4cn8ZAlEXHSEL+0I2OsJOXuZMEARBEARBEASRLVJK3PTUNnSHlQWD3xy6o7ZQVo+FtLZIzaxKtaZICMnD7Xc0FdjjUa2eTjDutRyELRdCyEEd2Jwlm8qT2ki8mRuWKzJWDA/tSx0fO434v2z+NDz9jsqVa+mKwtBZimYDFHmUoO0ztH6ft2zsO9evX4+zzz4bbW1tGd+jumM/gepPfA1SNydVd/nBQkFUp6OOOgpbtmwBgGSV9Ny5c3HxxRfj/PPPx5QpU7Ieq7ZWfRgty8r/RIlJgd/UsfiwKjy5aS/aQy7ebQtBSEAM8L1g8QMuYwxu/HPnCgkRL4xmHMnVQ8dVD3KGvHlOMyjLEABwhIQtRJ99CAAbAs1dEUggKVZ6DA4pJdp6YlmFOaYioU4kqeGLiFeJm1mK0yNNws03o23HGogQAi+88ALWrFmDBx54YNgT13BUV1dj1apVaGpqwkc/+lFomvK9OjlxUZCHORMEQRAEQRAEQYyEjS0B7OoMoyMUS3Ybj4cYNxGCGP2mPqJ72pGIsNv3hbD6ic39qtWnlnrG1DoinRjOGFTelRwsTCfQNQ7GACGUTuJICUNT2VVeQ8u4SJGL+L99Xwj/9/x7aA9ZSreREjFbKr2GKYk6GJXojbkwdY6aEg+8hpaVFebvf/97XHLJJYjFYkO+P4wxfPyCyyHmn4XdXRFM9RtZ5VoB6m+iwm+grScGyxF4fGMridNjREFUp82bNwMAfD4fzj33XFxyySU48cQTRzRWaWkpvvCFL0zKBFkiP2zfF8KmlgD2BWMQUg4p4koZF6fjonVis2TVsqsqmV1H9ntOKowNfiwbEsL0tFIvuiN2P18nN2U+RR4dlUUmTJ2j1KsjELGxJxBNiukjYeAzc60GzzUJd6wYycVAKkIIrF+/HmvWrMF9992H1tbWUc2nsrISK1euRGNjI0455RTo+uDD52jnTBAEQRAEQRAEMVoe39gKyxGI2AJTSz3jIsYdCEGMuYiw41GtPpQY3tlrweWsn9aRipSqy9rQuApF5IDj9j3mCiVUZ7NIkUn8TxXOJQBHCCChsUgAUOK568pkVXlLdwRlXh1hW6T18gbUvf6VV16JG264IeP74/MX4a577sEfWmvQ1hODxhmKPbnJoBOhu/xgoCDv6KJFi3DJJZfgs5/9LEpLRxf6NWXKFNx11135mRgx6Ugc3Lp6LdhCZF1drPM+n+kEqVXMLG63wTmD7QpAKiHR0FiysjrbimoWH4+xeDijV0fUFuiOWOiNORCOjI/NMa3MixNmV2NhfRnueOE9RGwX7aGhV/0y7XOo6WV7IZIg2yTcQpBrO5aUEq+++mpSkN69e/eo9l9WVoazzz4bTU1NOO2002AYRt7nTBAEQRAEQRAEkS/CloP1OzoQiNjjJsYdiEGMw1VgF7pafSgxPGa7sF1lWwr01woSX8d1YTiuhKEDDAy6BtiO6vrmrkSF30BX2B7xIkV64dyL7rCqoE7aqkrEK7glLKEqDKO2ixKPgbo0VpihUAgrzv00nn7y8Yz791ZMw7GXXoc/99QjbEUQc1z4TS3nArGJ0l1+oFOQd/T1118vxG6IA5yBBzdIOaQom3rQlRLxRNi+amogXhUNwOBqtRBQXkfBqKPsP6Rybk6EF2qQEEJiuLzExD5tR8KVAibT4TM1+EwfAhHln1xb5sXxs6px1aeOgM/Q8LU/volAxMGe7ggyS81D7zPds4RwoWdp6QFkn4Q7Hgx1MSClxBtvvIG1a9di7dq12Llz56j2U1JSguXLl6OpqQlLly6Fx+MZ8VgjbSEjCIIgCIIgCIIYCe1BKxmGNx5i3HhYW0wECl2tPpQY3h2xk13bgzQCBjDZp5UISEjJ4paoDBpHvAhQwnLUgsJIFikyVZGXePXka03MU4nlMima6xoHGHD41GL8v6Vzk5+Hf//731h6+hl4d/PbGffvn3Ekpp/zQwT9lXivvRf7gzGweLX+SJgo3eUHMgVRTX7yk58AAL7yla+guro6q+d0dXXhlltuAQD853/+55jNjZgcDDy4mRqDEBxCiqTgnHrQHSjSJgRjj85VZTTUAUbXGOrLfdA4h66x+AkkgmDUgeNIOK46bLuyvzVIVjBgT3cUtWVe+E2VRhuIOCgydZR4DZz34Qb4TR0bmruTJxWdc0iItKEFWe6y3/M451mHIQKIB0xKlPkMHHdY1YSt8pVSYsOGDVizZg3Wrl076oDUoqIinHnmmWhsbMTpp58Or9ebp5kSBEEQBEEQBEEUjqijxDNlnzEyG8GRinETMYgxX2QKdByPavV0YriQyrs5IUynCgTJtzNFoIZUftM8nobIOcDiHtS9lotiz8gWKTJVkXt0DQ2VPkSsRHd5/POlqc+P7UpwDkwp9uDLS2YlhekXX3wRZy0/G50d7Rn3Xf+R0zG/8VuIuBxdYRv7emJwpSo09GgjE5YnUnf5gUpBlKerr74ajDGcc845WYvTnZ2dyeeROE0MPLhpPJEsC2g5hBi6QrWndIZtSAlwMPgGHPTLfQaCUQcMqtUk2zrmgf7UiVXA1kAUdeVedIXttGb+qSeVROvMSJDxOaRO1nZFMn13OLJJwh1v3n777aQgvXXr1lGN5fP5cMYZZ6CpqQnLli2D3+/P0ywJgiAIgiAIgiDGB2+8OpSz3POHEoxUjJsoQYz5IttAxzKvUdBq9aHE8EQ1skh0jg/3+gC4UkKHBIv/H2esX17XSBYphq8iZ8nuciFVUWBCt4jaLvYFlT/0Exv3YmF9Oe6++25ceumlsCxr6J0yhiOWfwWHndKkFj4MlfG1NxBFV9gCZww9UQe1QoBznvVrmcjd5QcSE7MskiAGkHpwm1JsqjaQeAV0tsI0oHyMQjFHfS0lrDTirYSE44pBAYrDkfSvRp+HteUI6JxhZ0cYhsYHmfmnO6l0hq0RVU2nziGBI4C9gQimlfkyXhRkk4Q7XmzdujUpSL/9dub2neHweDxYtmwZGhsb8alPfQrFxaNrF8u0ek4QBEEQBEEQBFFoqkvMZOBgKObELS4LY/U4EYIY80UugY4VfgNR2y1YtXp/6xbl2d0dsRGMOrBcMUgXGMSAojYpUyqr0fczIXJfpMi1ipwzBlPv27mhMXT0qiryl95tw//72+246cb/zjiG7vFj0QVXY+pRxw0ae1qZF6GYowRwSHSGbVQXZ2/dOVm6yyc7E/ZdtW1VPZpNABlxYJN6cGMAOsM2LCFGJOAKqANsqve048rkwTBqu9jTHcUwttIZkUB8tVFZc9hCQuMM1cUeVBaZ/cz8B/qBGYmS8Dxhagy9lovmrggq/EZGn6+hknDHg+3btyc9pP/1r3+NaizDMPDJT34STU1NOPPMM0cdyprt6vmCurIJ14pGEARBEARBEMSBjd/UsXhWFZ7dsh+BiI1QzEGJN3tdZaRi3EQIYswXuQY6BqOGqvZlgJDZV+Wmkku1esK6xXElIpaLYNTt828eQk9IaiDZ3KIydd8bdQRKvUZOixT58jwP9wbxzz/+DI++/VLG7f1VtTj20htQUnto2p9zxlBVZKC1JwYOoLPXQmWRecB0lx8oTFhx+q233gIATJkyZXwnQow7iYNbb8yGLQSYYMOvBGbAjivPqkVFwhUCAIeUEnsCEUSdLFYaM8ASgzMVKCCEhM4ZDI0NCncY6AfGuWpviTkjE98TaAzgnEHXOKqLTYSiLtp6YmjnVr8TathSflQ+Q0NNmiTcQvL+++/jvvvuw5o1a/DGG2+Maixd17F06VI0NTVh+fLlKC8vz8scc1k9b6j04/KlcyZlmAdBEARBEARBEJOXMxbU4qXtHfAZyne3yKOPuRg33kGM+WIkgY77gjG4QsKWEq5wUFMyttXqXl1D2HIQsV3IeNmzkHJY3VlC+U0PtaFEn72GiAd35bpIMZzn+UAbj77srz6srr1493c/RHTfzoz7qpz1ARxz8U9hFpdn3q7IxL6gsgSxXTHpu8sPRMbkL/2ee+5J+/jDDz+M1157LeNzY7EYduzYgTvuuAOMMRx77LFjMUViEhF1XERtF+G4qizEyOuaWdz8PzGClEDUFvCZQE/URsRy+wnT2fpNp25v6jzlICfhMLUKXGRqmF7eP2gvnR9YqddAd8QecQW1xtSJ3WtoqC3zoq7ch/aQlVZMLfboKPMZMHWOhio/Lj+tsGLq7t27k4L0K6+8MqqxNE3DqaeeiqamJqxYsQKVlZV5mqUi19XzqO3iinUbcOWyI7CooSKvcyEIgiAIgiAIghiKBXVlaKj0I2q7aOmOoK0nOqz/82jFuPEMYswXowl07A7b4Iwh5ggEozZKfdnboeRarR6I2tgbiMY9owEuJQyNg3NVTe0KOaSckBSo+70W9b9CJDrB1WN+Q895kSK957mq8O6O2H0BiCkUeTSU+wz4TA0dOzbg7d/8AE44kHE/M477FBac+//A9eG7AhjjKPXp6Ik4MDQ+KbvLD3TGRJy+4IILBv3SpJS46qqrsh5DSgnOOb7xjW/ke3rEJMOjcewLxiCl7GehMFLUQTL+DQOCMRtlfh17e2L9helclWkoYbrI1FFVrNpEdM6wPxSD7QpIsEGrv+n8wIpMDRwM7oCdZzMdzgBd43CFhN/Q4DN13PqZRXhvfxiPbdyD9TsG2FBwhuMOUzYU8+tKC3Kw3bNnT1KQfvnll0c1FuccS5YsQVNTE1auXDlmnRYjWT1v6Y5ASInVT2weVDFPEARBEARBEAQxVjDGcPnSObhi3QYIKdEaiI65GDeeQYz5YjSBjlHbRcQWAAM6em0Ue42cq9V1jeFDDRXY1hYcMtNISolfP7sDps4Rjgv4msagxd84jauQw0ziQYocAo2pIEQJJWozKL1E50BVsZnzIsVAjSNqO9gXtJJhjUnhPF7BzQAEoxK9MRehDU+h5fGbIV1n6B0wjiPP/ioOPfncnD6fpqbBa6iK7cnSXX4wMWY9EjLNwSjdY+kwTRPHHnssrrjiCixZsiTfUyMmGW3BaDJcIC/EVV4GdSKxXYnmzjDsEVhpDBSMHSERsV2YGgfnfQdKx5WI2i7e2x9CVXHfCWYoP7ASn45A2O43dvIEkrLTgfPVNeVvpXGGcr+J4w6rQpHHwIL6MiyoL0PYctARshCxXfgMrd9cxpK9e/figQcewJo1a/DCCy9kfSxIB2MMJ510EhobG7Fq1SpMmzYtjzMdzGhWz1sDUXDGcNPT23DreYtopZUgCIIgCIIgiIIwu6YYVy47Aquf2AzOVKHUWIpx4xnEmC9GE+hYXezB7s4INM4Qtd2cqtVjjro/b+6K4Jd/25Z839JlGiUEdNcV4GAAj1c8M/V+cwZwMAgMXT2dhCntQELCdgREPBhRApge/yzkukiRqnF0hS3s6owAUFpJwnqEM5a0FhFSwrEddD97FwKvPJhxbO4twuymH+CwD52U9XwSCClhaAxTSiZ2d/nBypioUu+//37yayklDjvsMDDG8Je//AWHH374kM9jjMHr9aKqqgqaVvhVMmJi8sDrLXDzpExzAFIyMKYOikY8qLClK9zvwJ3NsTcRJsBSFiWFkICmfIxcRyIQsdEdF5mbuyJY/cQWeA3e7wSTzg+sqshEJOYi5g62MBlK1zU1Dp0zMAZ4tPQeYX5TL5hv1/79+7Fu3TqsWbMGzz333KjsWADg+OOPR1NTE1atWoW6uro8zXJ4RrN63twVQUfIwq6OMDa19Ix74jRBEARBEARBEAcPixoqcN3KhSo3x0ifm5MvMW68ghjzRT4CHT0Gh+0q+8femDNstXpHr4Ww5cYFbYEiU4t34A6daZQQ0C1XwmOormnbFXCEqnZmjEHXANtVQkUmJUVKwHGVKJ2wouaMoa7Ch6oic8QVw2csqMXft+yDGxekZdzqxeDKeoSlmF470RDaHrwB4R2ZLYD91XWY/blr4JZOH9XCx0TsLifGSJw+5JBD0j4+ffr0IX9GEOnojdl48u29o6q0TUXGDZY0pkTc6eVeeA21Muu6sv92GeiXcjugktmVAnsC0eSB2BWqTNtyBdqCUXgHnmBOO3yQH1hNiQdeU4OwpDqpYGhbj8QJxGuoam3LESNqv8kHnZ2dWLduHdauXYtnnnkGrjs6n7CPfOQjaGxsxLnnnosZM2bkaZa5MZrV8wq/gbaeGCxH4PGNrSROEwRBEARBEARRUGbXFOPWzyzCppaeMRfjxiOIMV/kI9Cx2KMjYqtK9JoSD3oizpDV6rYr4AqlTQghwRgQdUTGTKPv3v8v9ERshGIudI2jttSDlkAUEhyOK2C7ytaDM8DQlFA+nEDtxrvKdc5gaAzTy32YV1s6qorh+dNLEYw64IzBiVuF6NpgL3Krcw+a114Nq313xvFOPfVUHP+ln+KVFhu7OsOjXviYCN3lRH8K8o6PtmKSOHh5cXtH3JtIfT8CG+h+CKgKYylV21KRx8CFJ8zEjx5+G3YmX6MU+gnTabAdCUgBV0qIuJ+SBsCrc5gaHxya9+BGfOG4mdgXjCb9wFq6oyjyaOpkAgEnRaAGBnhEcaDCbyDmCFhO4Q37u7u78dBDD2Ht2rV46qmn4DjZvY9DcfTRR6OpqQmNjY2YOXNmfiY5QvKxet7OLQQiNl7e0Y6w5dCJjiAIgiAIgiCIgsIYK4gYNx5BjPkiX4GOnDHUVngxrdSLrrCdtlrda3C4QgBcibc+Q0N1sTlsplF1sQftoRh0zuA3NXhNHbVlXrQGomDgcISELUSygI0xlrHQT+fKq5ozBo/O8Yn50/C5jxwy6kWKTXt6UOzRsT8YS3qIOy6gcRkPW2To3bkBLQ/8FCISzDjWl7/8Zdx8883Y3NaLtx7clPeFj0J2lxNDQ78BYkLz1Dtt/ZJmR1s/bWgqpFBKBr+pKqZn1RRjRoUPW9qCSM0NYClK8KD9pqrDaXDiCzIsPo6pa6gt88FnamlD8+55eSe+cNwhuOflfyf9wLp67eR4Gmdw4+0wCXjcpsnQOEIxdWExtdQsiGF/T08PHnnkEaxZswZ/+ctfYNv28E/KwAc+8AE0NTXh3HPPxezZs/M0y9GTj9Vzv6klL0QGBmISBEEQBEEQBEEUkrEU48YjiDFf5DPQ0aNr+OnZ8xGIOGmq1SV2d0bgNTRELBflPh3TynxZZRrtC0YhpbIRTQRG+k0ddeU+7AvG0oYOpmZhibjgwQCYOkdtuQ/HzqzE0iOn4vhZlSjyZF+NnInHN7aCMwaN9QU1pgrnobeexP6//goQQ3daM67hzC9dgV/97zUAJvfCBzE8pJIQE5aNLQE8uWkvrDS+yyOBMXXCKfHp6Oq1ky0dFT4TmsZhaDxp0q8zljyIMyhLjsTJpN9pKs05S0Kd0CABGW+nMXUOn8nj80gfmvfk221YvWIBfvH0u/38wMKWg4jtgoMlBfPEPnyGBr9ZGMP+UCiExx57DGvWrMGf//xnxGKxUY135JFHoqmpCU1NTZg7d26eZplf8rV6nvjsROzR2ZwQBEEQBEEQBEFMZAodxJgv8h3oWF3iQUNV0aBq9Z0dvfjlU++iNRCBx9CGFKZTSWQaxTrDCFvqnjJVJ/EaGmZU+BC1BbojFnpjg+87iz06Srw6usMWHCFRW+bDLZ/5IOZMza9Ym9p9bOjKemRfPHzQdR3s++ttCLz+aObX6y3GnPN+CBx5fLL7eDIvfBDDk1dx+qKLLgKgxLfbb7990OMjYeBYxMHBm7u68J8Pb0LMyZ+YZ3CGunIvWnti/Vo6EiehYo+OrrCVFBM1KBHYduWwHtSpMABSqC8MjUPjDFNLPRhYZp0uNC9qizR+YB5IKRG1BQJRVaFc5jXiYjcbU8P+cDiMxx9/HGvXrsXjjz+OSCQyqvHmzJmTFKSPOuqoPM1y7Mjn6jmA5Oo2QRAEQRAEQRDEgUohgxizJWw5aA9aiDouvLqG6pL+diZjGeiYWq3+wBvNcIQcUaZRpd9EKBaGxtggAZ0xBp+pwWf6IIRMFt5xprrHOVcWH/uCEsUeHV5TQ32FP+vXly0Du4+9po4ZFRqCPQG8dffV6Nn+esbnF9XMwGGf+Qm0iumDuo8n68IHMTx5Fafvuuuu5B9GqqCc+nguJP7QSJw+uNi+L4TVT2xGd9iGI0Zr5NGHR9fQ3msNaulgjGHxrCr8ffM+dIdtcAa4UgURpq2WHgYJ1TqT8G+qLfPCo6cXJYcKzcvkBwYgLx5hQ52co9Eo/vznP2PNmjV49NFHEQ6Hcx47lVmzZqGxsRFNTU1YuHDhpFqpzPfqeeL3RxAEQRAEQRAEcSBTyCDGoZBSYmNLAI9vaMX69wbsnwGLZ6n9L6grA2NszAMdR5tpVOLV4zalyiajJ2qjzDf4HpNzBpMPnncmAT1fpOs+7t3fjNdv+z569+3K+Nzqucfg6At/goBrJruOB3YfT8SFD2L05PWT2NDQkPaAMtTjBDEQKSVuemobusM29odiyZWvfBCxHbhSS9vSkTgJFXs0hCwXGmew3f77HRhGmAmdM3gNDVNLPUMK0wkyheYN5Qc2Uo+woU7Orm2hY+ursN59Ae+++hx6Q5lDCYZj5syZSUF60aJFk/bvfyxXzwmCIAiCIAiCIA5kChXEmI7t+0JKwOxML2B6dA3PbtmPl7Z3oKHSj8uXzhlzX+N8ZBoVe3T0RB1wxtDVa6PEa+RVQB8tA7uP27e+htfv/E/Y4cwaw8yPrsSRKy4D13SInmjG7uOJsPBB5Je8Hgl27tyZ0+MEMZCNLQHs6gyjIxSDqXEAIm/V064Aasu8qCwyB7V0pJ6EovGTV9w2Okm2s9A4g6FxzKj0gQ2VmJhCoULzBp6cu4JhdLz7Oro2PofA1pcgor2jGn/GjBlobGxEY2Mjjj322APmBDDWq+cEQRAEQRAEQRAHOmMZxDiQN3d1JbuxO0IxRGwBjbN+1g+hmINAxIbP4IjaLq5YtwFXLjtiTH2N85Fp5NE5OFPPt10x4YIBU7uPd73wIPb+5deQwwQfzj/nmzjkxLMBZN99PJ4LH0T+od8WMaF4fGMrLEck/Zd6Ig5itpWTrcZQeA0NDVV+/GDZkYNaOlLN9cOWB3u6I8l9DhSp08GgAhcTRd6ukIhaAj6z/yqfkBKOm+L9pDFwxsY8NC9xcu4MRvDvTa+gfcNzCG15EW40NKpxp0+fjnPPPReNjY1YvHgxOOd5mvHEgVKBCYIgCIIgCIIgJgcJm9DOXgutgSgMjWNqqSejuNzSHYGQEquf2IzrVi4cM1/j/GQaqWpiR0hUF5toD1kTKhjQb+o49pBS/N/1/4nWlx7OuK3hL8GHLroG1XM+lHxsJN3HhVz4IMYG+u0RE4Z0/kuukOiKIDfT5zQYGkNduQ/f/+S8IU8WCXP9//j9GzA0nky/HWrXDIiLy+o7VeGthGchpVqFNVWsYsRy0R2x06bmFnk0uGLsQvO2tgbwzZ//Htv/+RTaNjwHN9wzqvGmTp2Kc845B01NTTjhhBMOSEE6FUoFJgiCIAiCIAiCmPik2oS2BqLwm9qQhUWMMZR4DRR5dLT1RNEaiIIzhpue3oZbz1s0Jr7GAzONXCHgCgwqXsv0+hJVxSVe9c+jaxMqGLCzsxOP/dfX0fzScxm3K556CI699HoUTalPPkbdxwcvJE4TE4Z0/ks+QwMHgztCddqIp9L6DA6fqQ276jZ3WgnKfDq6wxY4AwyNw42n3EICYEqU1jiDxjlMnaO62MSe7igYpJqlVJXToZiDiO1gf9CC5QgIKeGKvm0SY/VElHWJqXHYrshLaJ4QAi+88ALWrFmDO/+wBpFAx6jGq66uxsqVK9HU1IQlS5ZA0/IroE90KBWYIAiCIAiCIAhiYpNqE6oqpjN3vALKHmNqqRfNXRF0hCzs6ghjU0sPFtSX5d3X2G/qWHxYFZ7ctBftIRfb9/VCGxBcWOTRUO4z4oVu/X+WWlV8yrwanPOh+gkVDLh161aceeaZePfddzNuN2Xeh3H0BVfD8JckH6Pu44MbEqeJCUM6/yVD59A1BtfJXZxmADSNgYPBa2T2K0rQHrRg6hq8cTFb4yxttXPiIO81OBhjKPJoCEYlXFcqew+og2tLV1RZecQFbob4a4ufY9TPEl8D3WELW/cGsaihIufXK4TA+vXrsXbtWtx3333Ys2dPzmOkovlKUH7EiZi9eCl+9Z0vYNHMqlGNN9mhVGCCIAiCIAiCIIiJy0Cb0Gx9nTljqPAbaOuJwXIEHt/YigX1ZXn3Nd6+L4RNLQHsC8YgJWALAUdAZVXFZYJgVKI35sLUlR2JJ24Fkq6qeCIFA/71r39FY2MjAoFAxu1mLjkHR579VXBNvXfj3X0cthy0By1EHRdeXUN1CflVjwd5fccPO+ywfA4HQLVa7NixI+/jEhOPdP5LnDGUeHWIiA3bzV2gTlQqZ+tXlBDIJRi8uoYpJR4I0Scuc8agx6uxUynzGeiNuaqCVkhIKWFLCY0zuEKCgcHgHJyjX0iikAK2KyEl4AgBnbOkz1U2oqaUEq+++irWrFmD++67D7t37875PUpF9xVj2sKTMH3Rx+A5ZCH297ooq/TjL5v3H/TiNECpwARBEARBEARBEBORdDahuVDs0dHOLQQiNl7e0Y6w5fTTD0bra5zIgerqteAK1Vmd6KpmTGkGQqqCt0RnbnNXBLVlXngNLVlVPKXMi+piD0ydYVdHGNUl5rgGA0opceutt+Lyyy+H62bIz+Iapn3yqyg6Zhn29zrgzB237mMpJTa2BPD4hlasf2/APT0DFs9S9/QL6sronr5A5PVTunPnznwOBwD0QTiIGOi/JKUEYwzlPgPBqIORGE+7QkLGxe5s/IrSCuScweSZP4eJ1UshJWLxI5uUgBQSWtw7ig1oyZFSIm5rDVPnkAA6ei34TD3pc5Xu8y+lxBtvvIG1a9di7dq1o/670z1+TF1wIqYffSqq5x4LzTCT++mMhIc8OR+sUCowQYweqlAgCIIgCIIg8kk6m9BcYIzBb2rJztiOkJW3kL2BIY2mroExAQnAcQUA5TWtcUBKVeBmuwJSMjR3RZQFqBDw6BpaA1EwxvDt+zYAGCymzqj0j3q+2V6r27aNyy67DP/3f/+XcTxPcRkWXXgNSg/9wLh3H2/fF1Ld0J3pu6E9uoZnt+zHS9s70FDpx+VLqRu6EOT1TvD888/P53DEQYbf1LF4VhWe3bIfgYiNUMxBiVdZZyQsMbKRpxmgrDWkssrQOUMo5uCo6SXDPncogXzYfTKGmhIPWroj/ebJJKBp/aulpZQQMlHVLaFrHBpnmF7mxf6QNcjnKvGcDRs2YM2aNVi7du2ouwk004ep84/H9KNPxZR5H4FmetK+prE6OR8oUCowQWQPVSgQBEEQBEEQY0U6m9BcURXL6uuInaEKOAeGCmmM2q4SmsHhCAlbiLgNqNIzhAAsV4JBCdWGxmE5Aj5DQ3solncxNddr9Y6ODpxzzjl49tlnM4575JFH4pFHHkHYUz3u3ceJ6vXusI2OUAwRW0DjrF+OVCjmIBCx4TM4oraLK9ZtwJXLjhiR9SqRPXlVVe688858DkcchJyxoBYvbe+Az+DoCtso8uiI2gKcJeMGkww8ZKUTrhMV0CVeHW/vCSbF3qEYSiDPBq+hocyrI2y5SYFaArBdCc5EcrtE+w5nyupD4wy1ZV74TB0VftnP54oHmpOC9NatW7Oax1Bww8TUo45H7aJTMfWo46CZ3uGfMwYnZ4IgDj6oQoEgCIIgCIIYS9J1QeeKsvJUX/sMLS/zGiqk0W/qqCv3YV9Q3f8LKZO2pJBKtBUp37tCAhywXJF3MTXXa/UzDxH42gWfHrZobtmyZbj33ntRWqqCDcez+3hg9br6XXhQ7NH7CeKpHtgt3REIKXOyXiVGBpX8EROKBXVlaKj0I2q7aOmOoK0n2leFnLJdQvhNhwTAwWDofc9gYMlQg+FIJ5Bns/IqpESv5YLHq7YZA0yN9zvBgCHerqPadkydo6bEA2/8xFfs0dHSuQNvv/wCXv6v53DF3p3D7jcTXDdRcvixqFqwBHOOXQLdk1uLz1icnAmCOLigCgWCIAiCIAhirBlpF3QCGfc/Lvbo4JyhqtjMy7wyhTR6DQ0zKnyI2gLdEQu9sb6CMCElrIRlKJRIXFvmzbuYmuu1evOGl3Db738CJ9qbcdxvfetbuOGGG6Bp/XWE8eg+Hqp6PZ3OwxhDiddAkUdHW08UrYEoOGMZrVeJ0UPiNDGhYIzh8qVzcMW6DRBSYk93BJYjVXItUxYdrgAEJOL/3//5AIy4TYYSfk20BmI5+SanE8iHOnAlEFKirScKK95u4wqBEq8OjfN+J5gECV8lr8HBGEPv/mbsefMZ7HnjGQT3jM6ywzAMfPKTn8TZq87B/fumotPWEYo50ExfTuOM1cmZIIiDB6pQIIgDm+9+97v42c9+lvz+73//O04++eTxmxBBEARx0DKaLmgACMUcuEKizGfguMOq8lLNm01II2MMPlODz/RBCAlHSAgpsDcQgxACtlDCtMYZikx9kDg6GjE1l2v1YNTGu8+sRetffwNIMeSYhmHg17/+NS666KIRvGNjw1DV65ngjGFqqRfNXZG01qtEfiFxmphwzK4pxpXLjsDqJzbDFRK7uyKqhQXKP4oxVRmd2qqT8Jk2NI5Sr4EynwGfyQEw+E0nJ9/kgQJ5ayCK5q4IKvxGRkHFdgWmFHvQ0WvB1HR4dB1TSjwpJxiVuqtzBs4Zwh17sOPNv6P1jWcQaN42qvdM13UsXboUTU1NWL58OcrLywEAbX/ePKFOzgRBHDxQhQJBHNj861//wk033TTe0yAIgiCIJKPpgu4K2/AZGkyd44wFtXmZT64hjZwzmJwhYgmlIYCBIVEBzuAICZOnHyNXMTWXa3XpOnj/wZ+jdf3jGedfXV2NdevW4aSTTsq4XaHJVL2eCc4YKvxGP+tVEqfHhnFTm3bu3In29nZEIhHIYfyAPvrRjxZoVsREYVFDBa5buRA/efRttPXEEJOq+jjVHkPjyh4DUKL0lJQEWceVSa9qBuTsm5wqkHPG0BGy0NYTQzu3+rW3hC0XrpDwGRpqyn3wGhymztHZayXF88QJBgAinW3Y/dbfseeNZxDYtXlU75GmafjYxz6GxsZGrFixApWVlYO2mWgnZ4IgDh6oQoEgDlyEEPjiF78Ix3FQU1ODffv2jfeUCIIgCGJUXdC2K1BT7kNDlR/z60rzMp+uiAXLEbBdCY33FawNOZd4YVt7KAZXCLhCQmMs2TI+nJd2LmJqttfqsWAXXr/jh+jc8a+M+54/fz4eeeQRHHrooRm3KzTZVK9notijo51bOXXjE7lT0Hd069atWL16NR555BH09PRk9RzGGBzHGeOZEROR2TXFuObs+bj4rtewuysMV0gYGu+3TdIew+SIWi7aeqKDbDRsV0DnDBHLgVfv//xMJATym57ahl1G+mCAxP5NnaOhyo8vL5mFqx7ciN6Ym/S5igba0frWs2h94xl07dw0qveEc44lS5bg05/+NFauXInq6uqM20+0kzNBEAcPVKFAEAcuN998M1599VXMmzcPK1aswHXXXTfeUyIIgiCIUXVB15Z5Ue43cPlpc0bctRe2HOwPxrCxOYAXt7fj9X93YXdXBJYrELVd9MZcFHk0lPsM+EwNAIOUEhHbRSBiozfmQkIi5gjIFEGaMTXfbK6nsxVTs7lW79nzHl697fuIdLZm3OeZZ56JP/zhDygpKcnqfSokuVavD4Qx5b+dSzc+kTsFe0cfeughfPazn0U0Gh22UpogEkwp8aDIo6HCbyIYs1FX5ouHATDomgoVjDkudndG0ibcSsjkQb2lO4prn9iM73xiXtYeprNrinHrZxZhU0sPHtu4B+t3dCSrsAFVFX3cYVU4Y0Et5teVgjGGxbOq8JdXtmDnP59C87YXENi5CRjFZ54xhpNOOgmNjY1YtWoVpk2bltNzx/PkTBDEwQlVKBDEgcvu3bvxwx/+EADwq1/9Cs8+++z4ToggCIIgUhhpF3S538CVy47IOe9ESomNLQE8vqEVz27dj7090X7aRFKfACClCyElemMuTJ2jwm+gK2z31zJkf/lAQn1vuxKuEAAyF9xlI6Zmc63etulFvHH3j+HGIhn3N/u0z+IPa25Hic+TxbtVeKKOKl5UBYYj0zXUZ0Z9nW03PpEbBbnT2717Nz73uc8hEomgrq4O3/nOd+D3+3HppZeCMYann34aXV1deO2113DPPfdgz549OPHEE3H11VcPSvYkDnzCloP2oIWo48KrazhmZgVeeFcdOC1X9PNNDlsOWgNRuCm+zgzxgw5TB3EJwBUSOpd4b38vrli3AVcuOwKLGiqymg9jDAvqy7Cgvgxhy0FHyELEduEzNFQV91mJ7N+/H+vWrcOD9/wBr778YsaQgGz44DEfwYWf/wxWrVqFurq6EY9T6JMzQRAEVSgQxIHLV77yFYRCIZx//vk4+eSTSZwmCIIgJhwj6YK+/LQ5Od/7bt8XUvvoDCMQsdEaiPQJzFDZWGBI2nK4EhCush91hEAwqsRhIZHUMoa8ambAnkAUtWXeYYs2hhNTM12rSynx3jN/wuZHfpWxyI5pBmac9Q3MO2U5uiMuSnwZpzRueHWlKXI2vC3KUCg7FvW1zyCNciwoyJ3ezTffjHA4jJKSEvzzn//E9OnT8fbbbyd/fsoppwAAVq5ciR/+8Ie4+OKLsWbNGtx+++34wx/+UIgpEuNM6mrj+vf6VydHbVXNa2gMXWEr6Zscc9ykMG27KirA4BycQ8UGSAnbBTQOaIxB1zhauiMQUmL1E5tx3cqFOZ98/KbeTyDp7OzEH9etw9q1a/HMM8/AdUe3iuatm4sZH/oYFp92Bu7+2ul5q1gu1MmZIAgCoAoFgjhQWbt2LR577DFUVlbiZz/72XhPhyAIgiCGZCRd0Lnw5q4urH5iM7rDNtqCMYSidrLKWRXMqe0G6qEcgBQSNtR2tquET4Nz8Li9tHDFoOcl/KhbA1HUlfvgzSCSDiemDnWt7toWNq79bzT/888ZX7tZUoHZ510Nffo8ABP7Wr26xARngEfXktarufyuZbyQr9ijg3OGqmJzDGd78FIQcfrpp58GYwxf+cpXMH369Izb+nw+/P73v8e2bdvwpz/9CStXrsSqVasKMU1inEhdbUwnmpoaR8wWsFyVWLunO4Lp5V609cSSwnTC5oPF1xmlVAduCQmDc3gNDXXlXuwLxtAaiIIzhpue3oZbz1uU80mou7sbDz30ENauXYunnnpq1J7oxXWHo/iIj6LoiJNwyCGHoLLIxH+uXJh3K42xPjkTBEEkoAoFgjjw6O7uxje+8Q0AwA033IApU6bkZdzm5uaMP29tzexzSRAEQRBDkW0XdK5s3xfC6ic2o7PXQmtA5TVpjMEREjrv0yaklHClhOP2WXu4sq86OnmVLFVRXbLMOuXyOVFNzTjguAIMHPuCMcyo8KW9Z89GTE13rR4LduG123+Arvc2ZnztpXWzccwXr0NQL4ftqm7xiXyt7jd1LJ5VhWe37EcgYiMUc/p14w9HKObAFRJlPgPHHVZFVoNjREHe1Z07dwIAjj/++ORjqX9EjuNA1/umwjnH17/+dVxwwQW44447SJw+gEldbewIxRCxBTTO+tlN9FoubFcl1XIGBCI2oo6A60o4QlVMpx78hUTc10lC1zg0zlBT4oHGVQJtc1cEHSELuzrC2NTSk1XQVk9PDx555BGsWbMGf/nLX2Db9qhet3/aLFQsWALf3BOhl9cmT45jbaUxVidngiCIVKhCgSAOPL773e9i7969OP7443HxxRfnbdwZM2bkbSyCIAhicjDQyrO6ZOzvRQd2QY8UKSVuemobusM2WgNRmBqDEAx2PLAwtWiOMQadMTAIWG6f4jywdEMyVcXMmIRI4w5q6DxZZe0ICcsRiNoiHqrYn2zE1IHX6oHm7Xjtt1cg0rk342ufuvAkLPr8VdBMH9o6wpPmWv2MBbV4aXsHfAZHV9hOduMPh5ASXWEbPkODqXOcsaC2ALM9OCmIEtXb2wug/8Wn3+9Pfh0IBFBVVdXvOUcddRQA4F//+lcBZkiMBwNXGw2NY2qpZ8igvv2hGCKWC40zRG03uaDImbLvAETS24kzZfGhcYbaMm+y5YUzhgq/gbaeGCxH4PGNrUOK06FQCI8++ijWrl2LP//5z4jFYqN6vUXTDkX5UR9FyZEnwayakTwZjJeVRr5OzgRBEAOhCgWCOLB44YUX8Nvf/ha6ruPXv/41dVcRBEEQOZPJypMzYPEs1cW7oK5s3M4z2YjmG1sC2NUZRkcoBkPj0HjcikOqrm2WxjVa4xzmAIE6FRV4qFRpCYClFFAzFv8HBo0DtlDhiYGIPUiczlZMTb1Wb37reWx++L8grGjG92b2xz+PucsuAeMcwag9qa7VF9SVoaHSj6jtoqU7graeKKaWejMK1EJKtPWoqviach8aqvyYX1dawFkfXBTkE1RWVobOzk5Eo30f9lQxeseOHYPE6Z6eHgBAe3t7IaZIFJiBq41+Uxvy4MAYQ4nXQJFHR0tXGD1Rp5//kkgYOwFxryYGzhk8uoaaEs8gL6Zij452biEQsfHyjnaELSd5MA2Hw3j88cexZs0aPP744/0+syNh7ty5aGxsxKIly7DFKiMrDYIgDhqoQoEgDgwsy8Kll14KKSUuv/xyLFiwIK/j7969O+PPW1tb8eEPfziv+yQIgiAKy1BWnq5UsYGmxvDU22144d12zKwqwuVLC1e0lato/vjGVliOQMQWqCnxYF9Q2Y0yAJwPvR+NcxhSwBbpBWohAZ0zaJyBM8AREgwqONFxJXRNzYdBdYqHYg6EkOBxH7xcxdRl86fhnv/9BVoe/03G4EOum1h43vdQf+zHk/uZbNfqjDFcvnQOrli3AUIq3+7mrggq/MaQxZFdYRu2K1Bb5kW538Dlp80hvWYMKYg4PXfuXLz88st47733sHjxYgBASUkJDjnkEOzatQt//etfB110Pv300wCA8vLyQkyRKDADVxuHW7UCAMsREDLjcRNSqoO6yTmmFJtpQwIYU7YhCV/rlv0BbHrleaxZswaPPvoowuHwqF7b7Nmz0djYiMbGRixc2N87mqw0CII4WKAKBYI4MFi9ejU2b96MhoYG/OhHP8r7+PX19XkfkyAIgpg4DLby7AvPs+OVxCEp0dFrgTOGPd0RvN/ei5+ePR9HH1IxpnMbLv/Ko2t4dst+vLS9Aw2Vfnz55FlYv6MDgYgNjTN4dKVGJ7q301VNp5JJ8mAM0DWGEo+BMp8BxoCW7ggY47BdAdsBNM7AWJ8tiCMkDIacxdRoNIr/vvLr2PLY7zPO11NaiWMuWY2KmcrZYDJfq8+uKcaVy47A6ic2gzOGjpCFtp4Y2rnVz1Y2bLlwhYTP0FBT7htz61VCURBV7LjjjsPLL7+M9evX4zOf+Uzy8U996lP4n//5H/zsZz/D8ccfj1NPPRUAcP/99+MXv/gFGGM44YQTCjFFosCkrjZOLfUMK0yHLQetgahakWT9BWot/lQRb3uRUC0xewJR1JZ504u/ro3uLa9i/7sv4INXvIxwb2hUr2fmzJlobGxEU1MTFi0aOmSRrDQIgjhYoAoFgpj8bNmyBddddx0A4JZbbkFRUdE4z4ggCIKYTAy08lTiKoMQfQGBMv4fxgAhJLojNnotFxff/SpubPwgTp1XMyZzyyb/KhRzlH2GwRG1XVy5bgPClouY48Jvav0CDYfRpQEkstf6xAxTZxAibgmicdSV+/rpF7VlXrQGogA4HCFhC5F8w2wI7A9GYbkyJzF17969WLFiBdavX59xrqX1h+PYL14HX8XUA+ZafVFDBa5buVAtSBjpFySKPfq4Wa8ezBREJVu2bBluvPFGrFu3DjfddBM0TVWzfuc738Gdd96JUCiEpUuXorKyErFYDL29vZBSQtM0fOc73ynEFIkCEracfquNxZ7MH8Oo7aI1EIUjJBx3cDqACgfoH4ZouwISHK2BKOrKffAaGoRjo33b69jzxt/QuuEfcKO9o3od3ooa1C06FR8/82x8adXHsbC+fFIdmAmCIMYaqlAgiMnNTTfdBMuycNhhhyEcDuNPf/rToG02bdqU/PqZZ57B3r0qTOnMM88kMZsgCOIgZqCVp6GxZDe0IySEjFthMAYWt6ZwpYSUqmsaEvjW2rdw+/nH4OhDKvM6t1zzr7rCNlq6I6gqMtHRa0FjDB6d9RXZjVAGUJXWKjicMwZ9gC+I39RRX+FLZmYJqcIQ1dzU+5iLmPrmm29i+fLlw1pqlR5xImaf+12EdD96eqIH1LX67Jpi3PqZRdjU0oPHNu4h69UJQkHE6ZNPPhk/+tGP4DgOWlpa0NDQAABoaGjAfffdh89+9rPo7u5GR0dH8jkejwe/+tWvkjYgxIFDe9CCkEiuNmb6Y5dSJj2cHFeAMxUCEHNSkm5lIiSAQWOI+zNBCdlCYsebL8HZ/iL2bngedjg4qrkbJVUoO+oklB21BMX18+A1DeyQBq566G00VPoL6o1FEAQxGaAKBYKYvCTCoN977z2cd955w25/zTXXJL9+//33SZwmCII4iEm18tR4nzBtuwIMDAbn4Bz9rDB0TcJ1JRwhYbkCzAKuemgTbj7v6LxdG440/6qtJ4r9oZgKL5QCPpNDj7dxM6jqZwmZ0dpj4C6kFPHrYRZ//YOf69E1NFT6ELEEusIxdMV1EUPjmFHhh67zrMTUdevW4fOf//ywNqaHLf0Cqj/6OVhCImK7B+S1OmMMC+rLsKC+jKxXJwgFeccZY0N61J1++unYvn077rvvPrz99ttwHAeHH344GhsbUVdXV4jpEQUm6iiPqdSD8FD0Wg6itquSayWgcYAzDs7c5OqWkLL/OFIgtmsDAm8/j96tL0FEekY1X7OkAqVHnAj/vI+i+JCjUOQxhmzzuWLdBly57AgsahhbbyyCIIjJBFUoEARBEARBHFz0WXm6ysojLkxzxqBr6f2ZGdTPwARsVwnUrYEobnp6G249b2j7zFwYSf4VZwxTS72wOsPotVwwAMGoi5oSoMijIRhVoroQSrMYEgmkGnvEZY5kR/nQ82DwmRocYaDXcjG9zIdjZ1bia6fOHlZMlVLi2muvxQ9/+MOMr9Hr9eInN/4vnEMXH1TX6mS9OjGYEL+ByspKfOlLXxrvaRAFwqsrWxfOlLA8ECnVCl0gYqM7bMON+1ExAJaQ0GR/aw9XSHDmIrrrHfS88zyCW16E29s1qjlWVFWh4sgTUXbUEkSq5sA0jGF9Ulu6IxBSYvUTm3HdyoWTeiWRIAgi31CFAkFMPu666y7cddddGbe5+uqr8eMf/xgA8Pe//x0nn3zy2E+MIAiCmNCkWnkCykvaETIpPg8XHKgxBpcpi4+eqIOd+3uxqaUHC+rLRj23XPOvEnDGUFlkImxFwBmD7QqEYg7KfQZ6Yy44Y0qbGFANnkpC8GUp3zOmxi7zGRn3L6REV9iG39BR5NHxucWHYEalP+NzIpEILr74Ytx7770Zt6utrcXDDz+MY489FgDoWp0oOAX5dO3atQsAUFdXl/SbHg4hBJqbmwEgaQNCHBhUl5jJ5NtQzIGUMin4Rm0X+4J9fkpOynJdIijBlUqsllIg1rIV4S3PI7z1RbihzlHNS/eVoH7REnznPy7ERlGP7e0RtHRHUJRDm09rIArOWF5XdgmCIA40qEKBIAiCIAjiwCXVyhNQ9/JCShicDytMA0h6MAsob+qw7eLxja2jFqdzzb8aSLFHh6HxeMYV0BW2UF/hg6lzCKmyrxwX0LXBArWUMi5eq7wsIN5NDsDQGHzm0CXXQkq09URhuwI15T40VPkxv64041z37NmDs88+G6+++mrG7T70oQ/h4Ycf7udcQNfqRKEpyKdt5syZ4Jxjw4YNOPLII7N6zvvvv4/DDz8cnHM4jjPGMyQKid/UsXhWFZ7dsh+BiI1QzEGJ10DYctAaiCp/aSEhRPqq6ljrNvRu+QfCW16AG2wf1Vx0XzGqjjoBvrknwXvIBzC9shiPdWiw3ciI2nyauyLoCFnY1RHO28ouQRAEQRAEQRAEQUwWElaerpSwXXVfzwDwTJYXaUjchfdEbLy8ox1hyxlVBW8u+Vdp58MYij0auiMCGmOwHIm2nhhqSky0dEcBKOHaduKWpPEqahkvvJOQ0BiDhKqyNjSW7BQPRp2Mndq2K1Bb5kW538Dlp83JOPfXX38dy5cvR0tLS8bX09jYiDvvvBN+f+YKbIIYawq2FCLT2DeM5fOIic0ZC2rx0vYO+AyOrrANnTO0BqJw4sGHqUgpYbXtQHjz8+jd8gLcnn2j2jc3fZgy/0Q0fOhjqJ53LDTDTK5Etgai8OgcjqtWPaeVDS9MJ8dlDBV+I5mkm4+VXYIgCIIgCIIgCIKYTCSsPBPysoS6X86marofjIFDeVULCXSErFFV9OaSfzUUGufw6BqElKgsMtHZa8F2Jcp8OrrDNgyNwxESthCAq2w7krIWU7akJR4DpT4dXWEbFX5lC9LWE0M7t+A3tWTGVdhy4QoJn6GhptyHEq+Oi044FEJK7OoIo7pksN3Gfffdh/PPPx+RSCTj6/jJT36Cq666irq9iQnBhK3TT4jSPNelNWJSsKCuDA2VfkRtF81dYezqioABcFwBBnXAtve/j9BmVSHtdLeOan/M8KL48I+gcsHJmHX08fD7+q8M9lU+h9ETdcAAGBofUZtPO7cQyNPKLkEQBEEQBEEQBEFMJhJWnqbGEJJSBQHy7EVQKZWdhxK0+4jY7qjmNVz+VTYIqSqeK4s8KPLo8BkaOkIWusOOEnqlVFXiAATivtJQIrXGGWrLfCjzGWio8mPV0fV44PVm7OoMw3IEAhEbMceNi+dKXyj16nClhCslemMu/vfZHcm5cAYsnqWCCg+r9uNHV1+Dn9/w04zz9/l8uOeee3DOOeeM6PUTxFgwYVWz1lYlRpaUlIzzTIixgDGGy5fOwRXrNiBsmWgNRCElYLX/G72b/4HeLS/A6Wwe3T50D3yzjkHRvJNQfPixmDm1EkUeDRhitZYzhhKPkRSnGcOI2nz8ppY8oYx2ZZcgCIIgCGIic/XVV+Pqq68e72kQBEEQE4iEledTb7eho9dCrsW5QunZ0DhL/gMAn5FdhtlQZMq/ygYZr2Yu9ugo9hq49uyj8Ktn38Muo7+4bLuqI9yNC+ycMZg6x7QyL06ZW4MzFtRifl0pGGM4Ze4UbGrpwWMb92D9jg6kuptaroDtCnAw6ByDxGtT43hy417c9/J2vLfuvxF4+/mM86+rq8MjjzyCo48+eqRvIUGMCQVVzbL5o7dtGzt27MC1114LAJg7d+5YT4sYJ2bXFOPKZUfggpseQuD1ZxDc/Dzs9l2jGpNpBopmHQP/ESfBe9ixYKYPHp2jNB5aOBxeg4NBtd3YjoCIBxZki4iv8DquhOUIdIatYRN0CYIgCIIgCIIgCOJA4owFtXjh3XZlUSFU5a+uyWGtPZLBgYwlLTE8ugbOGaqKzVHNaaj8q2wJxRy4QqLMZ+C4w6owv64ct35m0ZDiMgAsrC/DcbOqsLCuDNUlnkGd1YwxLKgvw4L6MoQtBx0hCxHbxXv7Q7jt+fcQjEp0hGKI2AIaZ0nbD8tx0dFrIdazH/sfuBaxve9mnPvCRcfgyccfQW1tbdavlyAKxZiI05o2eDVLSon58+fnNA5jjFoNDlC6urrwq1/9Cvf+6U/YtHHj6AbjOnyHHQ3/vJNQNncxdG9RMlCRc7VKWebL7oSjcQ7OGFypQgkcIWEOK05LRCwX3REbvTE3mdy7qzOM792/AUvmTsEZC2qxoK6M/JwIgiAIgiAIgiCIA54FdWWYWVWEPd0RdEdsSAm4roSuDX1PnBocaMTvzUWKGJwPy8yB+VdFHj0r/2khJbrCNnyGBlPnOGOBEnkjtosyn4FVR9dj5QfrwbgEwOAzNFQVD/aEzoTf1OGv1LF9Xwi3v/A+AhEbrYEoDI1jaqknGZgYthz0RG3Ye99F630/gRvqzDju1EUfw6wLfoC9thckTRMTkTERp4cKMcw13LCxsRHf/OY38zAjYqIhpcSPfvQjOI4zsgG4Bt/MD8I/7yT4D18M7i1WD3MGRwiIeKaizlX7jM/Mzrs89UQppIQrBJRbVHpijpsMQFQV0wJu3FMqJgX2B6N46u02vPBuO2ZWFeHypXMwu6Z4ZK+ZIAiCIAiCIAiCICYBCSvP99t70Wu5sBwBR0iACWiM9SvcUh7TKntKQkLXOLR4oZnX7BODw5aD9qCFqOPCq2tpAwGHIzX/qqU7graeKKaWejMK1EJKtPVEYbsCNeU+zKj0QUiB657YjPXv9a+WTvWBrq/w5fy+SSlx01Pb0B1WwrTf1PrNL2q7aA1E0bXpWbQ9ehOkY2Ucb+qp56Pi+CYEbIbVT2zGdSsXkiZBTDjGRJz+0Y9+1O/7H//4x2CM4ctf/jJqamqGfB5jDF6vF7W1tTj++OMxa9assZgeMQGorKzE0qVL8ec//zn7JzEO7yEfgH/eSSiasxiavxRASvItEF9lVWjxwIGppR4M5TM9EM4YDI1BSkBAImK78A1xsgtbDloDUbhCre4KKZNzkfGJdYVtdIZtcMawpzuC99t78dOz5+PoQyqyf90EQRAEQRAEQRAEMcmYXVOMn549Hxff/SogEx7KEi6T/cRgEe9c5ozB4EqYNjQG25WoLDJQ6tPx6IY9+GcGITjbTuXU/CshJVoDUTR3RVDhN5KVyQmklAjFHHSFbdiuQG2ZFx6dIxRzcdVDb6cNMfToGp7dsh8vbe9AQ6U/5wK1jS0B7OoMoyMUi1dM9wnTUkq0BSJo+/s96Hzh3ozjcMOLRV+4ClMXfhRtPVG0BqLgjOGmp7fh1vMWUVc3MaFgMtdy5hHAOQdjDBs3bsSRRx451rsj8kRzczNmzJgBANi9ezfq6+vzOv5dd92FCy+8MPNGjMM7Yz6KjjgJvjnHQ/OXZTW2xpRAPLPKjyJP9h5SUkrs2B+C7aqTY5GpYUalf9Aqasxx0dwVgSskbFfEnwuk/jFxBvVA3CcLDDA0jiJTw42NH8Sp84ZeqCEIgiAIIj+M9fUMMbbQ748gCGLy88yWffjW2rcQtlxYrgAkwFi8hIwpF2qNK4/pRICgkBJVRSZCMQdTSjxgYGmF4DKfAVPnOQvBb+7qwuonNqM7bCd9nlM9nUU8/NAVMmnRkei0dtz0PtD9n8NRVexBud/AlcuOwKKG7ArUrvvzZjy7ZT92dYYxtdTTzxM7GAzijd9di+CWFzOOoZdUY87nrsFhRyhrXSElmrsi0BhDXYUPq1cswIL67LQVIj/Q9UxmsvM6GCV33nkn7rzzTnrziX6cffbZMIx0wjGDZ8Z8VC79D9R/5W5MPW81ij94OvQshGkGZeXh0TUYGh8URjAcoZiyGfEZGkq9Ohyh2ndEvzUcibaeWFKYZuhLEx44l4TnNaAEassR6I25+Nbat/DGvzP7QhEEQRAEQRAEQRDEZOfUeTW4/fxjMGtKEcp9BjhnkEjWcvWJ01Ae06bGUVVkoitso9ijoz0Yw67OMEIxB4bG4TPU/X4o5mBXZxgtXWFsawviinUb8OaurqzmtKihAtetXIg5U0tQV+FDQ6UfxR4dtisQsVWWVLFHR0OlH3UVPkwv90HjDJYj0NIdgSuBqaUezKzyY2qpF1NKPJha6o1/74ErgZbuCDp7Lax+YjO27wsNO6ew5WD9jg4EIjY0zlDs6evijnS14ZVbvz6sMO2ZPhd1F9wEUTUzqWNwxlDhNxCxlb3K4xtbs3qPCKJQjImtx0DuuusuMMbguu7wlbLEQUN5eTk+8YlP4LHHHgMAeOqOUB7Sc0+AXlI1aPuE+MuQXggGAI/OUV3iQZGpYX8wNsKAAx3VJSZ0zhBzxKA2n6jd55el7D8Gz8XQGTTWt/ajaxKuq+w/LFeAWcBVD23CzecdTX5PBEEQBEEQBEEQxAHN0YdU4ubzjsZNT23DzvZehG0XPRE72YmsxYvMynwGhJRoD8VQ4TfQ0WsNCgRMkGq70dIdgZAyJ1/l2TXFuPUzi7CppQePbdyD9TsG2IZwhuMOq8Ky+dPw6+d3YE+3SOsDnQpjDCVeA0UePWc7jfagBSFVp7bf1JLbdu18G6/+5kpYwcwFbqXzT0XV6ZeB6SYAVeFt6mqMYo+Odm4hELHx8o52hC0nLwGTBJEPCvJJfOGFFyCEwA9/+MNC7I6YRKz83MXYrh2CaMOHIf39BenUY3Zq4XJidTV1O0PjYAwo95moKjIxrcwLEV+pHEnAweFTS3DxCTNx3Z+3gDOGjpCFtp4Y2rkFVwhYroSbpiybMcCMpwr3exxMtQAx5bFlueqkRn5PBEEQBEEQBEEQxMFANmLw4kMrsWlPDwB1Pz9WQnDqGAvqy7Cgvgxhy0lafCSsPPymjg3N3djdGUnrAz0UnDFMLfWiuSuCjpCFXR1hbGrpyWinEXVcAIjblqjxm1/9KzbcewNExuBDhimnXIDK489NFtGpcfreXMaU/UjCFqUjZMFfSeI0MTEoyCexpqYGe/fuRXl5eSF2R0wSpJR4zWlA/UfPxXvtvRApYYYDD/OJ436/wME4BmfQuGr/KfMZOG5WNc75UP2IAw7K/QYuP015VV23ciFuemobdhlhWI5Ad8RCe8iFSCNM87hInukkpTEGl6mTRU/Uwc79vcOeoAiCIAiCIAiCIIjJQ9hy0B60EHVceHUN1SUmVanGGU4M3r4vhJd2dIy5EJwOv6mnFWwf39gKyxGI2AJTSz1ZdWYn5lXhN9DWE0vaaWSak1fX4s8DXNfFlkf/D9uf+n3GfTDDi+lnfxclc4+LPyKTgsrA0EkhJRxXwnIEOsMWZlT6s3odBDHWFOTo+IEPfAB79+7Ftm3bsGjRokLskpgEpKbQ+k0NluPCcmSf91QapXqgpQdDX2CC19Rg6hxnLKjF7JpiXLnsCKx+YvOgyuehAg5qyn3JsIJEC9DAld3ntu5HT8SBBaFWIeNe0zpn0DkbdmWWJcIdoE4MYdsd9gRFEARBEARBEARBTGyklNjYEsDjG1qx/r0BFcEMWDyrCmcsqMWCujLqnI2TTgwulBCcLZl8oLMhFzuN6hITnAG6a2HrmusQ3PpSxrH1shrUN14N79RDAQAyrjMk3jNdY4hYDrojNnpjykdbAtjVGcb37t+AJXOn0GeSmBAUJBDxkksugZQSv/71rwuxu3HnjTfewOrVq3H66adjxowZ8Hg8KC4uxpw5c3DBBRfgH//4R07jPfnkk1i5ciXq6+vh8XhQX1+PlStX4sknnxyjV1AYUk86VUUm6iv84JwlteiESC1lyr+Bg7C+A3BVsYmGKj/m15UCAOZOK8HXTz0ctWUqnKC+wpcx4GDOtBJct3LhoBTdxMruFacfgRvOWYiGSj+8BgeHusjgTB30czmYJ0IfelJOUARBEARBEARBEMTkY/u+EL72xzfxgwc34dmt+9HWE0NzVxi7OsNo7gqjrSeGZ7fsxw8e3ISv/fHNrMLxDkbyIQRrnPUTgkfLUD7Q2ZLOTmMo/KaOeSUxbP3t5cMK0776IzHzol8mhWkAEEJpJhpn8BoczV0RNHdH0BN1YDkuHCEh4jlYnb0WfSaJCUNBKqdXrlyJz33uc/j973+Piy66CLfccguKiooKseuCs2TJEjz//PODHrcsC++++y7effdd3H333fj85z+P3/72tzBNc8ixpJT48pe/jNtuu63f4y0tLXjwwQfx4IMP4tJLL8Wvf/3rSbfKle6kwxhDfYUPzV2RfhYfA+lXPS0B25WYXu5RdhwfO3zQarWUyh86ELEAxlBVZMJnagBYMuDgjAW1mF9XOuz7WOEzYeocGudgTK06cihP6ZxgDByA7QryeyIIgiAIgiAIgpikvLmrC6uf2IzusI2OUAwRW0DjrF/HbijmIBCx4TM4oraLK9ZtwJXLjhhUGHWwMxZC8Gjvs9P5QOeK+hyoryO2O+R2L7/8Mn777fMQbN+fcbziBadh6umXQU/RkySU7pGYY2+8S3xgVpbK8JIIRm0EozZ8hkafSWLcKYgads899+BjH/sYNmzYgLvvvhsPP/wwzjzzTCxcuBAVFRXQNC3j87/whS8UYpp5oaWlBQAwffp0nHvuuTjppJPQOoE2kwABAABJREFU0NAA13Xx8ssv48Ybb0RLSwt+97vfwXEc/PGPfxxyrKuuuiopTC9atAjf/e53MWvWLOzYsQP/9V//hTfffBO33XYbpkyZgp/+9KcFeX35YqiTTqnXwMwqhpbuCOw0oYMMg/2nDY2jxKPjC8fNxE1Pv4tdncofOhCxkyclzgCPrqHEq8fbfUx88aOH4UOHVOTk/ZVoszE1hlC8lJvx7E9QUva12aQ+K9MJiiAIgiAIgiAIgph4bN8XwuonNqOz10JrIBr3SPbAb2hwJZL3ftVFQNh20RW20dIdgZASq5/YjOtWLkxaShKFFYKzJdUHOjVgMBfU50B97TPS61/33HMPvvjFL8KyMgQfMoYpH7sYxcecDQkGKSUYY5BQXtISEhpjsBwBIE3neXIYBilVAKUtJH0miXGnIOL0BRdc0G/Fq6urC7/73e+yei5jbFKJ0/PmzcPq1auxatWqQaL74sWL8fnPfx4nnHACtm3bhnvvvRf/8R//gZNOOmnQONu3b8d//dd/AQCOOeYYPP/88/D5fACAY489FmeddRaWLFmC1157DTfccAMuvPBCzJo1a+xfYJ7IdNLxm8pqo60nlhSXXSEh4ycCFq86lvESaq+h4VMfqMU9L+/MerVaSImb//ZuziuDflPH4llVeOrtNnT0Wsj1fClkX5tN4h8w9AmKIAiCIAiCIAiCmHhIKXHTU9vQHbbRGojCZ3CU+Uz0RG209cQGbV/k0VBVZCIQUUI2Zww3Pb0Nt563aNJ1Qo8VUgCWIyClVF3GQoLnUAwGZCcE50KiQM2jawjFnKQgnC0ynnVV7NHBOUNVcf/uedd1ceWVVyb1n6HQPH4s+sJ/wqpbhGjcptQWEhwsrjNIaJzBduWgrK6B2K6E4EoQlFLC1Dl9JolxpSCe04D6wCf+Dfx+uH+TicceewyNjY1DVoNXV1fjxhtvTH5///33p93upptuguMof6RbbrklKUwn8Pv9uOWWWwAAjuPgF7/4RR5mXziGW3306BoaKn2oL/ej1KvD1Dg8ugaPrsHUOAyNw6Nx+D0aako8eOxfrejstdDSHYErgamlHsys8mNqqfKbnlrqjX/vgSuBlu4IOnstrH5ic87eSmcsqIUvLnrLhHCe8dCvSNiLcMbAmKr89uha2hMUQRAEQRAEQRAEMXHZ2BLArs4wOkIxcKZEwdZAFMGoA9sVsFwBy1H/a7sCwaiD1kAUtqvuCTtCFnZ1hLGppWe8X8q4IqXEhuZuXPfEZnz7/rewqzOMsOWiK2zhvfYQWgMRhC0nK20oIQTn8z47UaBW5jPgClX0lguhmANXSJT5DBx3WFW/zu1gMIgVK1YMK0ybFdPQcMHPEan9ILS4hsIYgysAW/RVTDtiaGGaQekvps5gajxukapsRi1HFfeN9DMZthzs6ghjW1sQuzrClKlF5ExBKqfff//9Quxm0nDyyScnv96xY8egn0sp8fDDDwNQldiLFy9OO87ixYsxd+5cbN26FQ899BBuvvnmSbO6ld3qI4PP1OAzfRBStakk2qI0DuzqjKDI1LE/GENVsYnWQBR+U8PUUm/aFiDGGEq8Boo8Otp6oiNeGVxQV4aZVUXY0x1Bd8RWArUroWtDP19KCSd+0jA4V9XcQ5ygCIIgCIIgCIIgiInN4xtbYTkCvTEXCc9GR6h7ViUEsuTjQkq4cVFaSPWg7Sjx+vGNrVhQXzY+L2Kc2b4vhJue2tbPmlPErTCFBCxXQkQd9MZcmDpHTYkH3gzV0JmE4NFwxoJavLS9Az6Doytso8ijZ2U7IqREV1j5Ops6xxkLapM/e//993HWWWdh06ZNGceYPu9ozP/CjwFvadK61NQ5YraAzlXBnEBCb0hPwh41oUWAAZwDjqsEakPjcIWE4zpZfyallIPyvhJwBiyepbK9FtSVTRqdihg/CqKIHXLIIYXYzaQh1UOI88HF6++//37Su3rJkiUZx1qyZAm2bt2K5uZm7Ny5E4ceemjG7ScKidXHZ7fsRyBiIxRzUOI1htyeMwZT7zugBaM2XCHhMdRBtKvXivt7pRemB441tdSL5q5Iv5XBbC8IGGO4fOkcvN/ei17LheUIOEICTEBjrN+BV8ZPqonqal3j0DgDZwxec/AJiiAIgiAIgiAIgpjYhC0H63d0oCMUgy0EdI3DcQUYWFwAxJD3hbYb314IdIRieHlHO8KWc9AVLGUKkgxGZbLzOFGgJqTyRq4t86Z9rzIJwaNlQV0ZGir9iNouWrojaOuJDqs9CCnR1hOF7QrUlPvQUOXH/LpSAMA//vEPrFy5Eu3t7Rn3e/HFF+N//ud/sG1/FI9t3IP1O/pE4KjtYl8wBjOuMbSHYkqXSIHF/8PBoGus33wZGHQNsB0kK64ZYwhE7IyfybDl4LWdXfjtP95DW08MQkoEo06/vC9D4/jrpjY8s3kf6it8+H8fn4sFdQfnAgyRHQfX0W+C8NxzzyW/njdv3qCfb968OePPU0n9+ebNmyeNOA3kZ/WxN+agyNSxL+hgaqkn69AEFYpooK0nNqLV6tk1xfjp2fNx8d2vAhLxVi0Jl8l+cxBSrV5ypi5SNM5gaKrlq6rY7HeCIgiCIAiCIAiCICY+7UELrpAIRG0wxuC4Apwx6JylrRJljEFjSrhzBJSQzRgCURvThBcdIQv+yoNHnhkqSLLYo4Mx1SUdtVUhGAPiHtQSEsobua7c16+COpMQnA8SBWpXrNsAIZV9S3NXBBV+Iz7n/gsRoZiDrrAN2xWoLfOi3G/g8tPmgDGGO+64A1/+8pdh2/aQ++Oc48Ybb8Q3vvENMMawoN6DBfVlCFsOOkIWIrYLn6GhssjAe/vDuOrhjejstZBq6MEYoDGVc5UQnge9LqiudFsISKhsr4TInPqZTK2S/tuWfdjTHVGV1vHFA50zFJkaNMYQtVUF/H4ou5tdnWG88n8v4+NHTcWFJxxKldREWg6eo98EQQiB66+/Pvl9Y2PjoG12796d/Lq+vj7jeDNmzEj7vGxobm7O+PPW1tacxsuVXFcfhZSwHYF9QSUo15Z50dFrIWq70DhDsaf/x1mkHCwTFwqpYQrFHh3t3Bp2ZXAojj6kAjc2fhDfWvsWmKUE6kRLjVqhZHELEuUxzePf264cdIIiCIIgCIIgCIIgJgdRx0XEdiGEuv/jGFqYToUxBp0DthvPXpJKzIvYboFmPv4MDJJMZ805tdSD5q4ITJ3DdoXSXFlc1AfHvmAMMypULlcmITifzK4pxpXLjsDqJzYnPcPbemJo5xb88UwqEfe8doWEz9BQU+5Dud/AlcuOwKFVPnzrW9/Cz3/+84z7KS0txZo1a/DJT35y0M/8pj5oEWNWTREggWKPhq6w6LPw0HhW7wHnABOqqt+FhBHvWE98JlOtV4JRW+V8CdUJwADwuPgdjLrJ8RLvhRASMSHhcIYnN+3F23t6cHhNCS5fOgeza4qHf9OJg4aCi9Ou6+Khhx7C008/jU2bNqGzsxMAUFlZifnz5+O0007D2WefPWSg4GTnpptuwiuvvAIAWLFiBY455phB2wSDweTXxcWZ/2CLioqSX4dCuQX7pQrb40F2q48SkXgYQjDq9rPHaA1E4TE4wpYDn6GBMQYpJSK2i0DEVt5fAyjyaCjzGcnt/aaWdmUwW06dV4Pbzz8GVz20Ca2BKHqiTjLgkUMdrLWED5SQ8JoaqorN5AmKDsgEQRAEQRAEQRCTC6+uIRCxISEhJaBpwwvTCVg8Q8l1JSSTCERUV/DBQmqQ5FDWnB5dQ22ZF62BKAAORyiLD0AVhblCWXzYrkwrBI/FfXbYclBV5MGXlszCH9b/G6bO4bgy6QOdsLQo9ugo8xkwdY6GKj8uP20OpnhcnHnmmfjzn/+ccR+zZs3Co48+iiOOOCLrebUHLQiprDk0zhI6fvafR6giukTgpCtUQCIg+1mvtIdi6Ik4EPHPvLKuifupi77xXLdPBwGLi95CIiok3m/vhZTAFes24MplR2BRQ0XWr5M4sCmoOP3kk0/i0ksvTfopA0j+ATDG8NJLL+G2225DfX09brvtNnziE58o5PTGnOeeew7f//73AQA1NTX41a9+lXa7aDSa/No0M6fLejye5NeRSCQPsywsmVYfTZ0hHHPViUiqA2BiFVAICZ+HI2K5cFzV4uM3bXRHbFiOiB8g44EA8aOzWs2T/cIU1IqemstIV6uPPqQSN593NG56aht2tvcibLvoiaiVW0AdlD26NugERcI0QRAEQRAEQRDE5MPv4f2KoRhLSILZobZXhCwHPnNwFtWBSiJIMmKLjNacflNHfYUvacUpuPLrFvFu5bDlosJvjul99lChf1JKWI6A36NBSB1TDBOJ3z/nDMcdpsIA59eV4r333sNxJ5/Zz741HSeffDLuv/9+VFVV5TTHqJPyOYz/r5DKs3s4gTqxuJIIoASUl/WuzjC++vs3EIypLvWusAXO4oV3QnWmG7oqwlNC9mASWVu6JmHZAmCAEMDurjCE9GH1E5tx3cqFpIsQAAooTv/ud7/DhRdeCBn/IwGAmTNnYtq0aZBSoq2tDf/+978hpcTu3btxxhln4O6778ZnP/vZQk1xTHn77bexYsUKOI4Dj8eDtWvXYurUqWm39Xq9ya9TwxPTEYvFkl/7fL6c5jScDUhrays+/OEP5zTmSFjUUIHrVi5UrSKGSultD8WSSb1SIu7bjKQ9h9/UEHUErHiLj+VK7O4KQ+NKbB4+IVmttHp0FVYBYFSr1bNrinHrZxZhU0vPoKACYPAJiqw8CIIgCIIgCIIgJifhmECRR0tWmErJctGm1faQYGAoNnVErPQC34FGIkgyELHTWnMOxKNraKj0IWIJdEcshKIOrLi/N2cM1SUenDi7ekzus1PtLCxHDKqQ9ujKysPUOKqLPfjsRw7B3GklqCo2k3ahzz33HFatWoWOjo6M+/rSl76EW265BYZh5DxPr650DI0zGDpXlcquEpu1DG+HkBKOK5OV0KmPu0Jgd1ckXpGtAjz9BofNVAGgHhdRHFemHzz+M0OLW9loXAWHclWp3RqIgjOGm57ehlvPW0T6CFEYcfrf//43Lr30UgghUFRUhCuuuAKXXHIJampq+m23f/9+/Pa3v8V1112HUCiEL37xizjppJPQ0NBQiGmOGe+//z4+/vGPo6urC5qm4d5778WSJUuG3L6kpCT59XBWHb29vcmvh7MAGchwftaFJFXc/f36f+OxDXuU0BwXkzWNodSro9xnwmso7yRXCGzf15v0egYQ3x5ZJSRLcEQjNir9JjhnqCrOXKU+HCqooCxtUEHqCYogCIIgCIIgCIKYvEQdF+U+A129NljcuoDHhbfhkFBdvolb1TKfcdB4TicsKGKOC7+pZSlKMvhMDT7TB1EqsTcQjftL+/DzxoWYM3V0wYdhy0F70ELUceHVNVSXmNi6N5i0s+gIxRCxBbR4kVyi2C0Uc+KWLByWK/B/z+/AlcuOwIxKPwDgN7/5Db7yla/AcZwh961pGn7xi1/gq1/96ogF2uoSMymWR22RzLtyhRykiSQQMq6JyNQIRQVnDB6do9dyk77SkBI9UQeMsbjPNJJ5W4nnq+UWhUTiZ33bMwEl7EsJU+foCFnY1RHGppYeLKgvG9FrJw4cCqKW/fKXv0QsFkNxcTGef/55fPCDH0y73ZQpU3DFFVdg2bJlOOmkk9Db24tf/vKXuPHGGwsxzTFhz549OO2007Bnz55kMuuKFSsyPidVNB4utDC1+nm8PaRHC2MM8+tKEYo5mFbmRUt3BKVeHVNKvDA13i/MEAA0zlHiVab/qVXKkEh7YTAwIdmOt5/EHIHFh1bmVTxOF1RAEARBEARBEARBTH68ugafqYFzAEIJzo4L6FpmgVptp3KUONR9q8/kB43ndMKCQlUf5y7GcsZgaMqD2tQTKU+5M5RdBwBYjotAxEnaWShfbE9KLlbfGIkwxpbuCISUWP3EZlxz1pH49X9djV/+8pcZ51BWVob77rsPS5cuHdFrSOA3dSyeVYVnt+xHd9gC54nQTQFHQFUrp8w7kzCtcYYijw5DY7BcZV3CANhCbSyk8rVmYHCESA7A4v9hQF8VdrwwkGusz9caai4lHgMdvRYsR+Dxja0kThMoiLHRX//6VzDG8J3vfGdIYTqVD3zgA/j2t78NKSX+8pe/jP0Ex4j29nYsXboU7733HgDglltuwRe+8IVhn3fkkUcmv96yZUvGbVN/notp/kQlEY7Q1WvBo2uoq/DDa2iDhOkEPkMbdECVDP3aUgaSCKBI4AiJedNGt9pKEARBEARBEARBHByoalWGMp+RtDkQUsJ2EtlH/W9IE9XStiMhpIQeD64r8xngnI+6i3eykLCg4PEgvZEgpByVNef2fSF87Y9v4gcPbsKzW/ejrSeG5q4wdnWGsbuzF//uCKOz10JrIAJHSNSUmCjxGoMqkBljKPEaqK/wwW9qaA1E0d7RhY+fvmxYYfrwww/HP//5z1EL0wnOWFALU+fJym6NKysNJUTHP5NS9i2OpBGmGQCDM1QXm+iNucnqfkNn4GDJ7UV8LFcO/JT3RwLx7DDZ/0EAXoND4wyBiI2Xd7QjbA1dXU4cHBREnN61axcA4LTTTsv6OYk/0sRzJxuBQACf+MQn8M477wAArr/+enz1q1/N6rmHHnoopk+fDkB5FGXi+eefBwDU1dVh5syZI5/wBCE1HKHCbwy7mhqNr+T1I75CNxTqwqDve11j2NrWM/JJEwRBEARBEARBEAcNiWrVqiIPDE3ZThoaBxhgCwHLEbDdvn+WI2ALFQqXun1VkQfHHVZ10FhAplpQhC23v3CZBVKqIESPro3ImvPNXV24Yt0GbGsLoiUuSIdiDgxNVa8zxmC5os86VEq0dEcziqecMUwt9UJ0t+LlX/wHdm94OeMcTjvtNPzzn//E3Llzc5p7JhbUlaGh0o+qYg+ElDA0ldXV7zPpCtiOSCsqK+sNhroKL3SuZEIZf22ccegp5tUSwCC5JUWUGSjhyDTbaVwJ6QkP745Q5qw14sCnIOK066rWDU3LflUrsa0Qky8YIBwO44wzzsAbb7wBAPjBD36A733ve1k/nzGG5cuXA1CV0evXr0+73fr165OV08uXL5/0JvK5hiMIIdEbcwcJ2BJIrgz2f7z/arWhMTAGeHSOl3d00GodQRAEQRAEQRAEkRWJatUiU4Opc3h0DlNT/xIWBokK1URwnqnFt9M5ikwdps5xxoLa8X4pBSMh6pf5DLhC2WLkQijmwBUSZT4jZ1F/+74QVj+xGZ29Flq6I3AlMLXUg5lVfkwt9WJKiUeFCmocDEpHdYTSEFoD0biQqqwuorYLyxHJ6u/Od9/Ajt9+A7H23Rnn8NWvfhVPPPEEKioqcnrdw8EYw+VL56Dcb6C2zAs7kd3FGQyNJT+T6Wr4EsL0jAof/KbRV9EuU8fvb6Di5qjTSSgNJjGGrrF+8zlYPNeJoSmIOF1XVwcAeOmll7J+TmLbRAXxZMGyLKxYsQIvvvgiAOAb3/gGfvrTn+Y8zje/+U3oujrQXnbZZYhEIv1+HolEcNlllwEAdF3HN7/5zdFNfAIwXDjCwBOBFS9/lkDSSzqBBNTKYIbVal3jyZMirdYRBEEQBEEQBEEQ2ZJarerGPZCnl3lR4tVhxIVoMy5YGxpHqdfA9DIvTJ3DFRJVxSYaqvyYX3dwWUwmRH2fwdEVtrO29xBSoitsw2doOYv6Ukrc9NQ2dIdttAai8Jsa6it8/ew6LNtFT8SG44q4VYtaVEjoCjs7wnhvfy92dYbR3BXBrk71/Yan7sM///dbcCLBIfevaRr+93//F7feeisMw8h63rkwu6YYVy47ApVFJurKfTA1DiFUJKEWF0sGeUzHi/UOqVTvBZDiBZ5aDQ3Wz2o1Q6N6WhL21IkixESo5GjsWYgDi4L0jpxyyinYvn07rr/+ejQ2Ng4rODc3N+P6668HYwynnnpqIaaYN8477zz89a9/BQCceuqpuPjii7Fp06YhtzdNE3PmzBn0+Jw5c/Dtb38b119/PV577TWccMIJ+N73vodZs2Zhx44duOGGG/Dmm28CAL7zne/g8MMPH5sXVEDShyNIRCwX3REbvbH+q2lC9nkncabaVixHnUgY1OqhVEMA8cRajasVOlNXoQY9ESe5SkerdQRBEARBEARBEEQ2JKpVr1i3AUKq6lrblajwG6gp8cAVCX9klXkUtly091qwXYHaMi/K/QYuP23OpO+AzpWEqB+1XbR0R9DWE8XUUm9GS08hJdp6orBdgZpyX86ifiLbqiMUiwccqv0JIdAdsdHZayFi968GtgTA4u7htivBIOEm1FQJSOmi46nb0PPGYxn3XVFRgfvvv78g2taihgpct3IhbnpqG3YZYViOQCBiI+a44ADCtrLR4ICq9jc0TC31wKP3icN6/DUyqPddSgkW11sS9qkSAEsVqBMiDNLlfylbVWUREvdpj9uzFHv0EdmzEAceBRGnL7vsMtx+++3Yv38/PvKRj+DnP/85Vq5cOcjmw3VdPPDAA/jWt76Fffv2QdM0fO1rXyvEFPPGunXrkl8/88wzWLhwYcbtDznkEOzcuTPtz6699lrs27cPd9xxB9588018+tOfHrTNxRdfPKLK7InIwHCEmOOirSeWbJdRwRLoO/BJVfGs2qVUaqzGWfICQOds0Im+2KOjzGfAZ6pkXyFtWq0jCIIgCIIgCIIgciZRrbr6ic3gjKEjZKGtJwaNs2Q4nYgLca6Q8Bkaasp9KPcbuHLZEZhdUzzeL6HgpBP1m7siqPAbKPbo/e7hpVTWH11he1Sifmq21dRSDzhj6InYaOkOw8ngUDFQfxVC6Q5uNIi2h65HZOdbGfc7d+5cPProowUtJpxdU4xbP7MIm1p68NjGPVi/owNCAlHbRXNXBJYr4NU5ast8SV0kFc4ZijwaglEJ11WaS6JTnaH/ezLwewz4GWeAK5Sth8FVJ4HP5AhGR27PQhyYFOQTMH/+fFxzzTX4wQ9+gD179uDTn/40ysvLsWjRIkydOhWMMezduxdvvvkmuru7k17B11xzDebPn1+IKU5IOOe4/fbbsWrVKtx222149dVX0d7ejurqahx77LH40pe+hNNPP328p5k3UsMRAhELwagNIZXPU8KfiKeYHbkpCbMSQMwRYAzQ4uESM6v9ECmr1QlfowS0WkcQBEEQBEEQBEGMhkzVqqoruK9IytQ5Gqr8uPy0OQelMJ1gKFG/nVt5F/XTZVt19sawpzs6pLA6FBKA6G5By5ofw+5sybjtR048Bbfefjc8lVUIW05BBVjGGBbUl2FBfRnCloOOkIX39oew+oktaAtGYWocPnPo4rwyn5HM93KFst9gTFl7uKLPOzpVj2FysFAtBSCZhKFxaJxhaqkHQmLE9izEgUvB/jquuOIKlJWV/X/27jw+rru+9//re5bZtEu2ZCFbBNsxcYhyMSkhBpo2aZLe2gkkAQIJhEBpy6W/tNQNUGyWlgbsXnLBBNJSSCEQ9s0JJDaFGHCbJjEESLFTbIztEMWKIlvbSKNZzvb9/XFmxpIsjSRrNJLsz/PxCMijMzPfWTzj8zmf8/7wnve8h3Q6zcDAAD/5yU/GbFMoSicSCe644w7e8Y53VGp5ZTPTabPTsWHDBjZs2FD2211oCsMRfvDkcxwfDjAIC9CK8NQSwwBDnYxJt0yd76o+eRtag2GGXziWYZRMVZ/NMAUhhBBCCCGEEAIm71YtMAzF+pVNbOxo5YK22rMuymMilSrqj59tNZz1TqswDZB56gl6v/dPBNmRktvVXvQqGq57Jx/6wdPA0xgKLlkVvv4dbXUVff0TEYtEo0VTdYSYbRCzTFI5rxjXMZFC4TjQGtcP8AIwDV08Y11rjWUauPlYVZigME04SLFQmG6ti2GbxqziWcSZq6LVuL/8y7/khhtu4J577mH37t08+eST9Pf3A9DY2MgFF1zAFVdcwVvf+laWLFlSyaWJBeJPXtTCl/c+TaCheHaNAk9r8MFUAaZS4bRYpbANAycIxuQa+b6mLl76rT2bYQpCCCGEEEIIIcRoE3WrZlyfuG3SVB2RZqgJVKKoP3q2FVrTNZieece01gz/8kEGfnR32A48GcOk8cp3UPvi/82xIRdDecWzw/ccPMGjh/tob0yw6crKd84XmgH3HDxBMuOSynnFIYjjKaVoronSNZhBY+D5AYEfPocRA6piNkG+kTA3SS6KbSqsfJRHc00E19ccG8ic9ZnrYmIV/3RcsmQJ7373u3n3u99d6bsWC9zh4ynu+MEhss7YD7cxhWet8ZXGQGGZ4ZG48TlHU3Wvz3aYghBCCCGEEEIIMZlCt6qY2lwX9UfPtko7XsmM6Ylo36N/92dI/ff3S25nxGtZeu1mYu0daMKmuaq4RZDPzU5mXOK2Qdb12bxjH1s2rGVde8NpPqrTs7GjlUcP9xG3DQbSLlVRa9JBlDHbpLUuRncyi8LAyT9xXv7oQdw28pnSunhZgQJsI4wOMQ3oTuYkc12UJJ+WYkF4onOArbsOcPh4Kj8Pd2KFgYgBGscLTyk5ZXMFJ4YdVjSaczJMQQghhBBCCCGEEOU1F0X90bOtBtPujK7rZ4Y4cf8/kevcV3I7u2kFS1/zQeyG8Ixsg7BM0VQdwVBqTC2iazBDoDVbdx1g2/UXVrRA29FWR3tjgqzr0zWYoWcoS0ttbNICdSJi8by6GJ0DmTCiwwgL0gAZN8BQsKQ6StQ26E85aKA+buMGAY4X5OeHSea6mJoUp8W8O3w8xdZdB+hN5Uhm3GKn9PiQ/dEKl3n5cH47H8yv8yH8QzmXp/oCqiKWTEgWQgghhBBCCCHOQoU4i92/7plRnIfb+wzHv/OPeIPdJbeLrbyIpa96D0a0CkXYoU2+2Ov5moilUEpRE7Opilr0DGXpTmYxlGL77kPcdeO6ijXLKaXYdOUaNu/YR6A13cksxwYyNCRsqqPWpM19poLmuhheoKmLR4hYJ4d7FaJXNnQsAw07n+yWzHUxY1KcFvNKa832hw4xmHaLH9ABGlMpTEPh+ZqAsOI80ReJAhSKuG3SkIjw3FAWL9BYhiJhW7h+IBOShRBCCCGEEEKIs9TGjlb+ff9z094+c/QXnPju/0U76ZLb1bz0Whr+8K0ow0QBEdPA17rYcBeMixw1lKKlNsaxgQx9KYfOvjRPdg3Rsbxupg/ptK1urmbLhrVs3XUAQyn6Ug49Qzl6DYdExJywuW95Q6LY3PfCZTUlo1cuXFEvmetixsr+7rj88svLentKKX70ox+V9TbFwrG/K0lnf5q+VA7bMEAHuOG8AgylsEyN1mFXtF/oqFZjc6gtU7G0OkoiapF1fUYcn5ht0Fg18RE9OVonhBBCCCGEEEKcHTra6qiJmVNup7Vm+BffY+DHn5ti8KFF41V/Se3/ugpN2AxnmwaGUvi+Lp4GPlFchqEUDQmbnqEcjhewc393RYvTAOvaG9h2/YVsf+gQnXYaxwtIZlxynj+t5r6polckc13MVNnfLXv27CkW/bTWsyoAzvb6YuHbub8bxwvIuAFNVRH6Rhw0AWhw/QB/VBVa5ScfGoBhhrlNhYL1UNYjEbXQhFNhW+vifOx1/4t4xJSjdUIIIYQQQghxFko7Hr3DDlnPJ2aZLKmRfcKzkVKK//2iVp58dnjSbbTv0v/DT5Pa98OSt2XEa1l63RZiKy4Ib5swZtRQCo0m0LpYlLbMietZ1VGLXsMhmXF57Egvacer+PtydXM1d920jie7hnhw/7MSxSHm1Zy9+2OxGM3NzXN18+IMkHY89h7pI5lxMQ1FbdziRCqH1hAASk88GjHQEAQ6PBipw+mwqZyH7wekHZ/qqIVhKJY3xuUfHkIIIYQQQghxFtFas78ryc593ew9Oq7gpuCSVWHBraOtTgpuZ5FXrlnCxx46NGGNwU8nOXH/NnLPPFnyNuwl7eHgw/pl2AoCpcKcaSM8YzsI++wwDRXWJSZ5fymlSETMYqdyX8qZl05jpRQdy+voWF4nURxiXs3ZOy2bzdLa2srNN9/M61//ehobG+fqrsQi1TvsEGjIeX7+gznAH/Uvh8mGFehRv9SczHFKZl38QFMXt1m/skk+SIUQQgghhBDiLHL4eCqMKuifOKogapnsOXiCRw/30d6YYNOVMofobLGmpYZYxCTj+GMud048zYkdt+MNls6kjq96KUuueTdGNIECTNMgGBXhodH4Qdg1bShFXdwueXthtnP4c8b1S25bCRLFIeaTMfUmM3P77bfzwhe+EK01e/fu5dZbb+V5z3se119/Pffddx+u65b7LsUilfXCD+BCJ3R3MhvmSY/bTqmT/41W2C7Q4OuAZMYjbptELIONHa1zvn4hhBBCCCGEEAvDE50DbN6xj0M9w3QNpOnsT5PKedimQdw2sU2DVM6jsz9N10CaQz3DbN6xjyc6B+Z76aICEhGLS17QyOiyQvrI4zz35XdNWZiuvfh6ll7/foxoIn9bZth1P6ow7fkajcYyFBHLIB4pXW4L4z/Cn+P21HnYQpzJyl6cft/73sevf/1rfvazn3HrrbeyZMkSHMfh/vvv57WvfS3Lli3jHe94B4888ki571osMjEr/ABWaIZzXjj0sBDXMYmJitQArqdxfZ+m6gjtTQkuaKudm0ULIYQQQgghhFhQDh9PsXXXAfpHHLoGM/gaWmqjnNOUoKU2xtKaKC21sfyfo/gaugYz9I84bN11gMPHU/P9EEQFvPOPzsXKz68a+tkOTnz7H9FOZvIrmBZNG/6Ghsv+FGUU6hewtDpS/NkPNI4bEGiNbRqYhqKlNgolKhtaa9KOT9QyMQxFU/72hDhblb04XfB7v/d7fPKTn+TZZ5/le9/7Hq997WuJRqMMDAzw2c9+lksvvZRVq1bxD//wD/z2t7+dq2WIBWxJTQRDhUH7rh/g+uE0XNtUGCcPQqI1p7RTT9RF3VQdpT5hs+mKNZIdJoQQQgghhBBnAa012x86xGDapTuZJRExWd4QpyZmn7JfqJSiJmazvCFOImLSncwymHbZvvsQWk8WLCnOFP9rRT0XLEvQ//07GfjJ55k8TBSMRD0tb9hGdccVYy63DEXGDVAq7H7WAIpiYbq1LkbUKt0Jnco350kkqRChOStOF5imydVXX803v/lNnnvuOe6++25+//d/H4CnnnqK22+/nfPOO4/169fz6U9/mv7+/rleklgAtNbFo9PJtBtGe+T/cwONIqxOFwvUhEXq0f+NZqgwGmTLhrWSGSaEEEIIIYQQZ4n9XUk6+9P0pXLYpkFLbWzSQXQFhlK01MawTYO+lENnX5onu4YqtGIxX06cOMGxr2whtX93ye3spefQ+uaPE1u+dszlpoJ4xCTrBZgqfB+ZSqFQRC0jf9CjdKE50JqBtCuRpEKMMufF6dFqa2t529vexp49e3jqqaf4x3/8R84991y01sUYkJUrV1ZySWIeHD6e4tavPsH77nuS/hEHf1yhWev8kMP85YpSJ8SELMOgLh7hhctq5mLJQgghhBBCCCEWoJ37u3G8gIwb0JCwpyxMFxhK0ZCwybg+jhewc3/3HK9UzKf9+/dz8cUX8/OfPlZyu/i5l7DsTXdg1TUXLzON8L3ygiVVPL+pivbGBM9vqqIqalEbt7CtMGfaNqfOme4ZyuL6gUSSCjHKvJ070N7ezvvf/37e//7388///M+8+93vJpvN4jjOfC1JVMATnQNs3XWAwbRLXypHKudNuF2hXq3y/2OgCAqXnqxbYygwlaIqGh517Es5MmFWCCGEEEIIIc4Cacdj75E+khkX01BUR2e2L1gdteg1HJIZl8eO9JJ2PIlYOAN973vf441vfCOpVOls8dpLXkf9pTejlIECorbBkuoo/2t5HZuufCHPq4/Rl3LIuD5x2ySZcfjQA7+mf8ShO5nl2ECGhoRNddQaEymjtSaV8xhIu7h+QGtdTCJJhRhl3j51Ozs7+cpXvsKXvvQlfvOb3xQvj0QkCP5MNXpIRXcyi22GH/R9Iw45L5jwOhpQGgIVTr31A01hy8JHeACkHZ+M45F2Ji52CyGEEEIIIYQ4s/QOOwQacp5PImLOuNCnlCIRMcl5PoGmYs1Oacejd9gh6/nELJMlNREpis8BrTUf/ehH2bx5c8lMccuOcP4b3kPThX+EH2hMQxGPmPz+uUvZ2NHKBW21xffW6PfHChJs2bCWrbsOYChFX8qhZyhHr+GQiJgYShHkhx/6gSZumzTXx6lP2BJJKsQoFf30Gxoa4lvf+hZf/vKXefjhh9FaFz8g1q9fz80338zrX//6Si5JVMhEQypaamN4fpi3ZKgwb1px6kgCnf8fd1z+RyGHmvz7qGswwz99/yDv23i+fMgLIYQQQgghxBku6/lAuC853TiP8cICYvhzxvXLtbRTaK3Z35Vk575u9h7tK95nuAa4ZFUTGzta6Wirk27aMshms7z97W/n3nvvLbldS0sL999/Pxe+5PfGdEU3VU/vgMG69ga2XX8h2x86RKedxvECkhm3eMDDUGGHfl3cJmIZtDcl2HTFmjE1CzlYIc52c/5u932f73//+3zpS1/igQceIJfLFQvSK1eu5E1vehM333wzq1atmuuliHk02ZAKKx/JZCiFRqM0xQr1TGYlBxqybsDhEyk279jHlg1rWdfeMAePRAghhBBCCCHEQhCzTIB8s9NM9iBPCrTGyNeC47ZZrqWNcfh4Kixe9k9cvIxaJnsOnuDRw320NybYdOUaabiahZ6eHq677joee6x0vvSLX/xivve977FixQqA0+6aX91czV03rePJriEe3P8se4+MO/hgKNavbBrThS0HK4Q4ac6K048//jhf+tKX+PrXv05fXx8QHimsr6/nhhtu4Oabb+YVr3jFXN29WGBGD6loqY0Wj2obRpgXPZzV+L7GNBWGCuM7/EDPqECtga6BDEGg2brrANuuv1C+0IUQQgghhBDiDLWkJlIs7qZyHlrrGRXydD5yoTpqYRiKpuryx4yOn7uUcQNMQ42JfUjlPJIZl7htkHV9abiahV/96ldcc801PPPMMyW3u/7667n33nupqqoqy/0qpehYXkfH8jrSjleyC1sOVggxVtmL0x/5yEf40pe+xG9/+1sg/LC3bZs/+ZM/4eabb+aaa66RXOmzzFRDKuriNiM5P/xiDsA0w2m4XjBxabrwb42JDowroDuZxTINtu8+xF03rpOjjEIIIYQQQghxBkpELC5Z1cSegydIZlxSOY+amD3t66dyHn6gqYvbrF/ZVPYohYnmLrXURksOzOsazBBoabg6Hffddx9vetObSKfTJbd7//vfz4c+9CEMw5iTdSQi1qRd2HKwQohTlb04/YEPfKB4isLLXvYy3vzmN/OGN7yBhgb5S3S2mmpIRdw2iVgGgda4foAXaPyJ5yOGxkV+KMKCtSKfW62gezBLbcziya4hOpbXzcGjEkIIIYQQQggx3zZ2tPLo4T7itsFA2qUqak0rfzrQ4fyjwv7oxo7Wsq5rsrlLE61NKUVNzKYqatEzlKU7mcVQShqupklrzbZt23jf+95XcrtYLMYXvvCFeZt1JgcrhJjYnMV6xONxenp6uOOOO7jjjjtO+3aUUhw5cqSMKxOVNtWQCqUUzTVRugYzaAxcLygZ5zFRYdo2DZQC19NoNG4QMJT12Lm/W4rTQgghhBBCCHGG6miro70xQdb16RrM0DOUnbQIXBBoTc9QFtcPaK6P096U4IK22rKua7K5S6UYStFSG+PYQIa+lENnX1oarqaQyWT4sz/7M7761a+W3K61tZXvfve7vPSlL63QysaSgxVCTG7OitOZTIbf/e53s74d+Uu3+E1nSEXMNmmqivBsMjvtnOliYdowih/opgGOr1EKeodzPHakl7TjyaRbIYQQQgghhDgDKaXYdOUaNu/YR6A13cksxwYyNCTskh2prh/QWhejPmGz6Yo1Za89TDZ3aSqGUjQkbHqGcjheIA1XJXR3d3Pttdfys5/9rOR2L7pwHZ//yjd50ZpzKrOwCcjBCiEmV/aK3aWXXioFZTHGdIZUpB2PvhEHQ4E/zdvVgGUoDOPkbRkGGEGYR531woiQvpRz2lN3hRBCCCGEEEIsbKubq9myYS1bdx3AUIq+lEPPUI5ewxmT5Zt2fPxAE7dNmuvj1CdstmxYW/aohKnmLk2lOmrRazgkM640XE3il7/8Ja9+9as5duxYye1a111O+xs3c/tPnsPY8xyXrGpiY0crHW11Fa1dycEKISZX9k+3PXv2lPsmxSI31ZCKrOvTncziBXrSIYiT8QONoXTxg12hMJTCzwdTe74m40633C2EEEIIIYQQYjFa197AtusvZPtDh+i00zheQDLjkvP8fMRkWPSti9tELIP2pgSbrlgzJxm+U81dmopS4YC8wtpn0nCVdjx6hx2ynk/MMllSEznjCtvf/va3efOb30wmkym5Xdsf3cKS37+RrlSAodJELZM9B0/w6OE+2hsTbLpybl7/8eRghRClybtZVMRkQyq01hwfzuEHGs8PMJi6c1pxMnda5wvQthUWpos0YIQxInHbnJPHJIQQQgghhBBi4VjdXM1dN63jya4hHtz/LHuP9DG6/8kwFOtXhp2zF7TVzlnn7FRzl6Yj7PYOf56q4Uprzf6uJDv3dbP36LjHrJi3buFy01pz++238/d///clt1N2lNZrbqP+gkuJWCc751M5j2TGJW4bZF2fzTv2sWXDWta1N8zpuufzYIUQi4G8m0VFTDakIuv6OPn4DYXCNMD3J++eLnyGq7AxGg0EaLRWxd9prdGERWzLVDRVR+b40QkhhBBCCCGEWAiUUnQsr6NjeV0YH5lyyLg+cdukqboyXcTTmbs0lUBrCgmWpRquDh9Phd3i/RN3i89Xt3C5pdNp3vrWt/LNb36z5HZmTRPPf/3fs2LNBSUzx7sGMwRas3XXAbZdf+GcPieVPlghxGJjzPcCxNmhMKSiPmHTWhcj7fgcG8hwYjhHoDWB1pj5/OjJPqoVnKxIF/6cv8zPf0prdPED2zIVr1i1RE53EUIIIYQQQoizUCJisaIxwZqWGlY0Jiq2bzh67lLa8dEzLFDrfD521DIxjMkbrp7oHGDzjn0c6hmmayBNZ3+aVM7DNg3itoltGqRyHp39aboG0hzqGWbzjn080TlQjodZMV1dXfzBH/zBlIXpSOu5tN2yHbtlNQNpF8cPxvxeKUVNzGZ5Q5xExKQ7mWUw7bJ996EZv0YzUcmDFUIsRlKcFhVTGFLRWBWhrT6OAQznPBwvyBeYA7wSXdN6gv8Kl/uBRmuN74dd06ZS1ERtXv3itjl+VEIIIYQQQgghxEmFuUt1cRs/CLt1ZyKV8/ADTV3cZv3KpgmL6oePp9i66wD9Iw5dgxl8DS21Uc5pStBSG2NpTZSW2lj+z1F8DV2DGfpHHLbuOsDh46lyPdw59fjjj/PSl76Un//85yW3q1p7KS03/hOqqhE30GTdsCEu7Zz63BtK0VIbwzYN+lIOnX1pnuwamquHULGDFUIsVlKcFhVVGFKxpqWG5toYEdMY1QKtwqhoY+anuWgg5wW4+bZpy1S8cFkNF7TVlmvpQgghhBBCCCHEtGzsaCViGcW5S9PtmA20pn/EIWIaBFpzUXvDKQVWrTXbHzrEYNqlO5klETFZ3hCnJmafkmc8X93C5fCNb3yDSy+9lO7u7pLbNf3Bm1nyqncTjeVrDBpcP8APNN3JLDnv1BgMQykaEjaZfNTozv2l72M2KnGwQojFTIrTouIKQyr+6vLV1MQsDBSmoYhYBhEz/C9qGcy0Rl34WrWMcFjAP1xz/qIe9iCEEEIIIYQQYnEqzF1qqo7i+gE9Q9mSBWqtNSM5j6MnUqRyHlnP5/hwjk/++BA3fnYv275/gH3HBovDDzv70/SlctimQUttbMos40p3C89GEAR88IMf5A1veAPZbHbS7cxIjLbXvp/6l78eQylMFdYWbEthKFUsUPcM5ThZMTipOmphGopkxuWxI70TdlmXy2wOVgykXeK2ScQy2NjROmdrFGK+yOEWMS+UUly4vJ7WujheoDGVorEqgqEUlqkYyedinY5Aa/7ystWsbqkp86qFEEIIIYQQQoipFeYubd6xj0CHHbzHBjI0JOxTBvVlHY+uZJacGxCgMZTCDzRBoDk2kDllqGFVzMTxAjJuQEttdNpD9grdwj1DuWK3cMfyurl6Ck7LyMgIt9xyC9/5zndKbhdraObFf7qVwXgbjh9gKFV8ThUKywTXAy/Q4XPlBMQjY7OalQob2woDJPtSDonGuSmTFQ5WZF2frsEMPUPZKQ8qBFrTM5TF9QOa6+O0NyXk7HBxRpLitJg3hdylmGWSynlELQOlFDp/ZNA0FEGJDOrJNNdE+e9nwiPK0jkthBBCCCGEEGI+FOYubd11AEMp+lIOPUM5eg2HRMTEUIqc55PMuIxupNVoauM2Ucsk0GEMRDLjErcNMo5HdzJL1DIxDUV1dGZlneqoRa/hjOkWXigxEceOHeNVr3oVTzzxRMnt6s95Eb/3Zx+BeD2DA5mwKXrcrr9CYRrgBgGB1uHzFzl1kKChFPl0UDLuqfEf5TKTgxU6/5oPpF1cP6C1LkZ9wmbTFWukxiHOSAvjE0iclQq5S3sOniCZcUnlPGpiJzOfAh1Os9V6ohNwJrg928AwFI6ni6coLbSjwEIIIYQQQgghzh6FuUvbHzpEp53G8QKSGZec5+P64eA+pRQajYEiahu01ceI2SfLNaOLlV2DWXytyWVdamPWjIuVlegWTjsevcMOWc8nZpksqYlMWQD/6U9/yrXXXstzzz1Xcru237uKC298D6YdxfGC8MJJngLDABVQzHkOtD6lUzm8LPw5bp9avC6n6RysCPLDD/1AE7dNmuvj1CdstmxYy+rm6jldnxDzRYrTYl5t7Gjl0cN9xdylqqhFMhPmLwVaYylFgCaYokBtmwrbMqiKWgyMuAv2FCUhhBBCCCGEEGeXwtylJ7uGeHD/s+w90ocfaJ4ZyGAaYTZyzDJ5Xl2MRNRkfLW1MNSwKmrRNZBhKOsCkHb80zpjeC66hQtZ2Dv3dbP3aF/x9sP7g0tWNbGxo5WOtrpT1vvVr36VP/3TPyWXy01+B0px3tV/waor3li8vmUUYjzCIvP450IRZk8XluL5mog1tkM57fhURy0MQ9FUHZnVczAdpQ5WFBr0qqMWdXGbiGXQ3pRg0xVrpDAtzmhSnBbzanzu0nPJTPEoIRq8/LlNU3VOBxqyboDrh1/SC/EUJSGEEEIIIYQQZyelFB3L6+hYXkfa8Xjkt7189Ae/4fhwjphtsLwhMa2hhs01UYazYRewF2iy7qlZylMpd7fw4eOpsNjaP3GxdXxm9qYrw2JrEAR84AMfYOvWrSVv37BjrLphM6tfdvnYyw1FVdRkOKvx/bCpzZzoKdQnH/doqZyHH2jq4jbrVzZVrHYw0cGKMcV8Q7F+ZVjMv6CtVqI8xBmvIn/zDMPAMAz27dvH+eefP63rHDlyhHPPPRfDMPC8uZuYKubX+NylrsEMrhd2TRdioyYrTBc+ni0jPOrr+gEaI3/00yPQ0TkdaCCEEEIIIYQQQsxUImLx884BDKVwvJkNNbQtA9NQ+WKsZjDjEI/Ep33f5e4WfqJzgK27DjCYdulL5ci4AaahxsRUjM7Mzro+m3fs42/+YAUfe987ue+++0refryhhfY3/AO1basn/H1d3GYk5xeHSBqKU4u5+T+Ofo6D/KyruG0SsQw2drTO6nmYqfEHK/pSDhnXJ26bNFVPHYMixJmkYu92rWc+2G421xOLx+jcJdcPODaQKRakSxWmlQLbNMLTdLTGC8DLT+nNuOHpTXM50EAIIYQQQgghxNROJ4P4TJZ2PPYe6SOZcWc81NBQipqYSX86nNM0lPFoqdEYxvSK2+XsFj58PMXWXQfoH3HoTmaxTYOW2mjJAX9dgxnS/c+x8apbSB47XPL217/85dRe/V4GdYJUzpswwqRQXA60xvUDvAAsg2KO9+icaSvfVh1oTc9QFtcPaK6P096U4IK22tN+HmYrEbGkqU6c1Rbsu79QlJbTF84Ohdylj+z8NT3JHDk/mHA7lf8fA4VlquKXjFIKywDXB1+HgySybjDnAw2EEEIIIYQQQpxqNhnEZ7reYYdAQ87zSUTMGT/+hkSEZMbD1xo/0Dh+QMyYet+3nN3CWmu2P3SIwbRLdzJLImLSUhubsAN8dGb2kSd/yU+/+g/4I4Mlb/8tb3kL//qv/8rHf3yUPQdPkMy4pHIeNTH7lNturonSNZhBY+D5Aa4PphGuUUPxAIAChrMuA2kX1w9orYtRn7DZdMWas+49KMRCsmCL0319fQBUVVXN80pEpRRyl175f3+CkwkoNM2P/o4wlcI0VD4f69QhEYah8f3wOsmsW5GBBkIIIYQQQgghTjrdDOKzRdYLz/ANn4+ZF0XjETMfb6nRaE4MZ2mbIrO63N3C+7uSdPan6Uvl8h3TExemR3v28R/w2699lCA/K2oiSinuuOMO/vZv/xalFBs7Wnn0cB9x22Ag7VIVtU65n5ht0loXozuZRWHgBRo3CGsKCvADjRcE/K4vjR9o4rZJc32c+oTNlg1rz6r3nhALUUWL09M9EjUyMsKnPvUpAFatWjWXSxILjFIKyzQwlcLTGssA0zDyvwun7ZYkKTBCCCGEEEIIMW9ON4N4y4a1rGtvmO/lV0TMCrucDXXqkL7pUSSiJl5GYxqKrBfGYzYk7JKRGuXsFt65vxvHC8i4U2dm68Dn4IN3c2T3V0reZnV1NV/72te4+uqri5d1tNXR3pgg6/p0DWboGcpOWAhPRCza6uMcH86R83xcP3xulTrZ8FYdtaiL20Qsg/amBJuuOLsOigixUM1JcXrlypUTXn7VVVdh2/aEvyvI5XIcP36cIAhQSnHNNdfMxRLFAtU77FAXs+gfccJhiFpNrygN+Typk0MU62K2DEQUQgghhBBCiAo53QziQGu27jrAtusvPCuKhUtqIsUO8smylEvRWuN4YW501vVZVhdjYMSlZyhHr+GMORCQdvyydwvPJDPby6Z54t5/pOfJR0re5jnnnMMDDzzABRdcMOZypRSbrlzD5h37CLSmO5mdtBAftQzq4xZ9IxrP94nkh0cub4gTtUwMQ7F+ZRgnc0FbrUR5CLFAzEnV7ne/+90pl2mt6erqmtHtXHLJJbznPe8p06rEYpD1fOIRM4ztMPKDDn2wzNIFao3G88NTmox87Ec8YshARCGEEEIIIYSogNPNIO4ZytKdzGIoxfbdh7jrxnVnfNEwEbG4ZFVTySzlUgpDDZdUR3lxez2prDdphMpcdAtPNzM73dfN43e/l+Fnj5a8vYvXv4IHv3sfS5cunfD3q5ur2bJhLVt3HcBQir6UM2UhvrUuRk3M4i8uXcnKpdXEbZOm6rN7EKcQC9Wc/K285ZZbxvz5i1/8IkopXvWqV1FfXz/p9ZRSxGIxWltbefnLX87ll19+xn8pibHC05sUcdsk7fhYpoHrB7heONDAMMYWqTWaIAgzpDQa2zSKX0aF2xFCCCGEEEIIMbdOJ4PYUIqW2hjHBjL0pRw6+9I82TVEx/K6Cq16/kwnS3ki44cavullz+eCtlqe7Briwf3PsvfIuOGTc9AtPJ3M7P4j+/j5596HkxoseVsrLtnI577xRZYubSq53br2BrZdf2GYZW5XrhAvhJh7c1Kcvueee8b8+Ytf/CIAH/nIRzj//PPn4i7FGaJwelMiYuH6AQC2eXKggQrGfvkF+em7hlLYhoGhwDAViYiFYSgZiCiEEEIIIYQQFTCTDOLRDKVoSNj0DOVwvICd+7vPiuL0dLOUR5tsqKFSio7ldXQsryPtePSlHDKuP2fdwlNlZj/z013s+/odaN+b/EaUwfP++M+58E/eSF1VfFr3u7q5mrtuWlfRQrwQYu5V5HyGv//7vwegubm5EncnFpm049E77JD1fGKWye+d08B//TbMr2qssknlfBwvINA63yFNGCqtwn/ImIbCUIqIZVAdNekfcamL26xf2SSn7AghhBBCCCHEHJtJBvFEqqMWvYZDMuPy2JFe0o53xu/LzSRLeSZDDRMRa87nLk2Wma0DnwPf+1eO/vjrJa9vxap43nXvpfWC9ZimMaOmskoX4oUQc6+ixWkhCrTW7O9KsnNfN3uPjj3amXXDL13bVKRyHssb4uRczWDGYSR3aoZ04dSdqK04NpAtnt60saO1go9ICCGEEEIIIc5O080gnoxSikTELEY0nC2D7U8nS3lpXYxExOJNlzyfiGnMSyF/oszsmHZ44t4Pcfx/Hit93SVtnH/Lh0nFl826qawShXghxNyTv8Wi4g4fT4U5UZMMbIiYBjk3wPEDPD+gsz9Da22MltoYAJ6vCbTGUArLVMUv7MLpTQ01URqrItTGrLPiiLsQQgghhBBCzKfpZBBPJdyvC38+mwbbTzdLOWobjOQ8TqQcmmsU//bwU8BTGAouWRVGWXS01U37wMD4M5iX1Mys63h0ZvZzxzrp+uaHSD33VMnrNK5ex0v+9B857kSI589+lqay8prt6yrEfKj4OzQIAn79619z9OhRhoeH8f2pv3Te/OY3V2BlohKe6Bxg664DDKZd+lI5Mm6AaahRR4UDhrIujhfg5/9hMpz1GMmlMA1FbcyiIREhHgkHHmqtGc669KZyZPO3dXw4HMBx69eeOO0vaiGEEEIIIYQQ0zNVBvF0hA1I4c9n22D7UlnKOc/n+FAOP9BURSyyrk9vKlcsXEctkz0HT/Do4T7aGxNsunLyIYClzmCe6b5zITO7++AvOHzPB/EzQyW3r3/JBpZc9X94Jm0CPisaEsXMbDE75XxdhZgPFStOZzIZPvzhD3P33XfT19c37esppaQ4fYY4fDzF1l0H6B9x6E5m8xOco8U8rZzn81wyezJXepRAQ+Br+kZcBtMulmlQFTXJugE5NwAFZr6DOqLCAvVMv6iFEEIIIYQQQszcZBnE06Xz0RXV0bN3sP1EWcq/7Bzgcw8fpak6wsCIw/Fhb1xzV5hFncy4xG2DrOuzecc+tmxYy7r2hjG3P9UZzDPdd1ZK8bznHuGX/3obOijRdKgMGv/oz6m96GocrcALsE2D3lSOzS9ZK8XSWSr36yrEfKhIcTqTyXD55Zfzs5/9DH2aR1HF4qa1ZvtDhxhMu3QnsyQi5phJxGnHo2swkx98WPq2fA2+F+D6QXEgop8flhi1DOIRa8Zf1EIIIYQQQgghTs9EGcQ1MXva10/lPPxAy2D7vETE4lkvy5f3Ps2I40/Y3FUwelhi12CGQGu27jrAtusvLBYhpz6D+dR95/d8+1f8+e+vZFVz9SnxEJ7n8a53vYs777yz5ONQ0SqaX/13xF/wkmIDmtIQBJrqqMWn9xymIWHL/vlpOp3XVWoiYiGqyCf+9u3b+elPfwrABRdcwK233spFF11EY2MjhmFUYglinu3vStLZn6Yvlct/qZ4sTOc8n67BDDk3OKVjupRAh1/E2tDEbYumKpuamD3jL2ohhBBCCCGEELMzOoN4IO1SFbWmlT8daM1A2pXB9qNM1dw1mlKKmphNVdSiZyhLdzKLoRTbdx/irhvXceTESMkzmEff53DWpXfE4aneEUxDcdu3fsXyhjhRyyzGQ1z6/AS3/+3b+cEPflDyMVgNz2PZaz9IZMkKFGAaCqXCbHFDKfpGHCKWIfvnp2mqM9MLpCYiFoOKFKe/8Y1vAPDyl7+cH//4x0QiZ98pOme7nfu7cbyAjBvQUhsd9aWqeXYwS84bW5hWo34oNNufvMZJmvDL7flNcQx16oGOqb6o5RQiIYQQQgghhJi9QgZx1g2bj3qGspMWVAtGD7Zvro9LBnFeqeauyRhK0VIb49hAhr6UQ2dfmv3HknzmP49Oq8id8wIGM14xZtPxApSCp3pHwoGMlsmuh59g61u3kOp5uuRaEue8mLbXbMGM1xQvq45a1MVtYraBBtk/n4VyHryQ51wsBBVpWz5y5AhKKd7znvdIYfoslHY89h7pI5lxMQ1FddQa9TufjOMzOu1FFf5n3Gekzl9uj3vX+r4Oc6dLKHxR26ZR/KJ+sqv0wAYhhBBCCCGEENOjlGLTlWuoT9i01sVIOz7HBjIMZ91T4j0LXbrHBjKkHZ/Wuhj1CZtNV6yRYhljm7saEva0OtAh3O9tSNhkXB/HC/jCY7+bVpE7lX8tMo6P62mCfIFa65PNYs8d/DmPbn/7lIXp9ldey6V/9XFe0NbC8oY47Y0JVi6pYlldjHjEROU7p2X//PTN5uCFPOdiIapIcbpQkG5vb6/E3YkFpnfYIdBhfEci/2VU0DfijJnmXCxMjzL+MzbQYzfRQO+IM+U6xn9R79zfPePHIoQQQgghhBBiYqubq9myYS2NVRHa6uOYStEzlON3fWl6hrKcGM7RM5TN/zmHqRRt9XEaqyJs2bBWYgYo3dw1HdVRC9NQJDMuDx86Qdb1Jyxyh0MoPZ4ZSPN0f5qs6+P4Ab4OC9OFLU1DceLxB3n6K+8jyKYmv2NlsPrad3LhDbdh2TYRyyCWj2oxjFMLp7J/fvrKdfBCnnOxUFQk1uO8887jpz/9Kc8991wl7k4sMFkvnNwbTos9+aEZaE0q650cjFD8n8lpDQGnRnuksh6B1lN+KFdHLXoNh2TG5bEjvaQd76wftiGEEEIIIYQQ5bKuvYFt11/I9ocO0WmncbyAZMYl5/n5fcKTEQ8Ry6C9KcGmK9bMujCddjx6hx2ynn/KAL/FpFRz13QoFQ7Ey7oeWTfAz59kHDENPC8gADKux8CIi+P5uIEmmGT4UxD4dH//Xxn+5YMl79OIVtFy3WbO+b1XzGitsn8+c+U4eCHPuVhoKvIOfMtb3sLevXv51re+xf/+3/+7EncpFpCYZQLhP0JGd0k7XnhUthx8rXG8gJhtltyu8EVd+IdRX8oh0SgfxEIIIYQQQghRLqubq7nrpnU82TXEg/ufZe+RvjEFUMNQrF/ZxMaOVi5oqz3tKA+tNfu7kuzc183eo+PuIz/Ab2NHKx1tdYsmLmSy5q7p0lrjB5oRx8cLNE7GQSnF0d4RfK0x8rc91Z64l03Re/8/kX36v0tuZzUup/k1HyC2ZDldySytdbFpFztnun9+phyAmI1yHbyQmohYSCryDvzzP/9zvvGNb3DvvfdyxRVXcOONN1bibsUCsaQmgqEgapmkch5aa5RSuP64nOhJPlOnW792/amL0xB+wRf+0ZJx/enduBBCCCGEEEKIaVNK0bG8jo7ldaQdj76UQ8b1idsmTdVhUTHteDzTnzmtYuPh46mwO7t/4u7sqGWy5+AJHj3cR3tjgk1Xzr47uxIma+6ajqzrc3w4x0guPLNYF4rQo26n1B5w4Wxmt6+Lnu/8I15/V+m1nrOOpa/+O4xYNUGg8QJNdzJLW318WvvmMPX++Zl4AGI2ZnvwAqQmIhaeihSnn3nmGT71qU/xF3/xF7zpTW/ivvvu46abbuK8884jkUhMeX3Jql7cEhGLS1Y1sefgCZIZl1TOoyZmz/h2FPkvaJj6MG8JYfxH+HN8ml+YQgghhBBCCCFOTyJiFbszy1FsfKJzgK27DjCYdulL5ci4AaYRdoSGhTdNKueRzLjEbYOs67N5xz62bFjLuvaGSjzk01Zo7rJNg1TOo9bxMA0Dy1ATZjcXpB2P7mQWP18kPh0ayD7135y4fxtBbqTktvUvfRV1l70NlFm8rucHKAyOD+dY0RCfVrG41P75mXoAYjZmc/CiQGoiYqGpSHH6nHPOKX4oaa35zne+w3e+851pXVcphed5c7k8UQEbO1p59HAfcdtgIO1SFbWwzanncY75rFXhMIZgki/a6d2eJu34VEctDEPRVB2Z7kMQQgghhBBCCDEL5Sg2Hj6eYuuuA/SPOHQns9imQUttlOqoNaYYqvMF6oG0S9dghkBrtu46wLbrL1ywBUytNYePh0MHhzIuOT+gsz+Dma8kVkVN6uI2cXtsnEPW9elOZvECjesFE972dAz/8kH6d38WdInbMEyW/e+/pP4lG3B8n/EnRHtBGLmZdQPikdKFz1L752fyAYjZmOzM9OmSmohYiCoWLKNHVRl1mXKGxeLR0VZHe2OCrOvTNZihZyjL0pooplJ4hffD6JHAjC1MK8BAYSiFqShOEC4wlSJiTV2cTuU8/EBTF7dZv7LprMunEkIIIYQQQoj5UI5io9aa7Q8dYjDt0p3MkoiYtNTGJow3UEpRE7Opilr0DGXpTmYxlGL77kPcdeO6BRcBMbpwP5Rxw+5nHcZX+lqhgOGsZiTnE7EMmmuixGwTrTXHh3P4+cL06VRbtO/R/6PPknpiV8ntjFgNy67fQu3KFwOgUKj8PWrCuAhfawKtw9dxiuL0ZPvnZ/IBiNma7ZnpUhMRC1FF3oX33HNPJe5GLGBKKTZduYbNO/YR6DCH6tnBLFHbwMuFGUeF2vT4YxcKUAosU6EKxWk1doJDdcyaMm8p0JqBtEvcNolYBhs7Wsv6GIUQQgghhBBCnKpcxcb9XUk6+9P0pXL525i4MD2aoRQttTGODWToSzl09qV5smuIjuV1s3pM5RzOd2rh3s+vPcwWDgKNUuD7uljI7xrM0FoXA8DxAlz/9ArTfmaIE/f/E7nOfSW3s5tWsPQ1HyTS2IpGo/KdZUrlC9OMWmcQvo5BoCeNIpls//xMPgBRLhOdmT6d/GmpiYiFqiLF6VtuuaUSdyMWuNXN1WzZsJatuw5gKEVfyiHrj/36nKwwbRvGyQ/bcYVpBTQlSh8pDLSmZyiL6wc018dpb0pwQVvt7B+UEEIIIYQQQohJlbPYuHN/N44XkHEDWmqj0x4IZyhFQ8KmZyiH4wXs3N99WsXpuRjON3HhPoZtKroGwwxp1w9A52Mutcb1NRqD7mSWqGngBQETpV8qSo9rcnuf4fh3/hFvsLvkGuMrL2LJq96DEa3KPw8AOp9drNAaTCOM9NAadP6he4EmMkFxutT++UI6ALFQTXRm+lTPk9RExEIm/fuiota1N7Dt+gvD05XsNI7n81RfmDc2EUMpLDOM89BoggA8/2SkR6F43Tvi0KApeeTd9QNa62LUJ2w2XbHmjD2KKoQQQgghhBALRbmKjT9/up+9R/pIZlxMQ1EdnVk5ozpq0Ws4JDMujx3pJe14M+p0nmle9jv+cCW1sUjJzuqpCvetdTG6k1nAwAs0vj7ZqOV6AZ6CtOOXXPdkBerM0V9w4rv/F+2kS16/9qXX0nDZW4uDDwvyqSPFaJacF6BUmDcdBBpfafwgIOypPvl4p9o/n+8DEIvBRGemHxvI0JCwpSYiFiUpTouKW91czV03rePJriEe2NdF9skejg2mTxmkAOHRPS/fXV348jvZTa0wDYPm2ijDGY+eoRy9hjMmsyzt+PiBJm6bNNfHqU/YbNmw9ozNnxJCCCGEEEKIhaRcxcb7fvksgYac55OImDMurClVKKKGBeW+lEOicXolkennZTvYpsGxgTR7fnOcZXWxYkF6os7qqQr3iYjF8oZ48TkItMYPwo5lrSl2S48uQI8pRk9w8rHWmuFffI+BH39uisGHFk1X/SU1L74qf72Tv9Ja4wfha2QoRVNVFI3Od7qH63KDgGeT2XDw3jT3z9OON68HIBaTic5Ml5qIWKzOzL+lYsFTShGPmHQNZKmOWbTUxOjJD3EYTQOjkz8UYBiKuG1yzpIEb790Jf/+ZM+kR6+roxZ1cZuIZdDelGDTFadOexZCCCGEEEIIUX7lLDb+4ukBLEPl9/VOr+MzLNiFPxdynacy3bzsrOvRNZhlJOcTEMZdPN2XJmab2KY6pbN605VruP+/u0hlPUYcnyXVkZPdWKNELZP2xjgZJ2Aw4zCSn9nkBxrHD4rFaFX8gVNbpfOXad+l/4efJrXvh6Wfp3gtS6/bQnzFBaf8TmvwdXg2s20YRCyDmG2glKKtPsZTvWlMBVb+9Xb9YNr7573DzrwdgFiM1rU38MFrXsTHf/gbIDzLfMTxZvScC7EQVPxv6fDwMLt37+ZXv/oVvb29ZDIZ9Pig4VGUUnzuc5+r4ApFJYw+8tw7nCXtBtiGwlDhEdhRZyuNUR01aamN88JlNWy6MvxQvfrC5/Fk1xAP7n+WvUfG5X4ZivUrw6PTF7TVymkrQgghhBBCCFEh5Sw2go0X6Hxn7umM/iOfkRz+HLfN0hsz/bzstOPRnQzzoTW6WMA1DYXnB8RtK99Z7RKzFINph5vu3ksy4xY7oftGHPpHXKqiJnVxm7g9+vkKm7vikXjx7GI/CDg2mMHzNV7+NGMjn0k9ET+d5MT928g982TJx2wvaWfpaz6IXb9s1BNx8kdFuL9umQamoWiuiRbX6foa21Q018ZoSNhjurth6v3zrBcW3it9AGKxOTX7PHzPDedcRnI+VVGTxvx7yDQNqYmIBa9ixekgCLj99tv52Mc+xsjIyLSuo7WW4vQZ6PDxFB/Z+Wu6k1l6hnL54QkKZYCljOI/FlwvYPRJRgrIeAEvWJrgLy59AauWhsMYlFJ0LK+jY3kdacejL+WQcX3itklT9elPTBZCCCGEEEIIcfrKWWy0zLDQG7VMUjmvWC+YLp2POKiOWhiGoqk6MuV1ppOXnfP8YmHa9QMUCtsIi9MQ7q/WxSMsrVb0juToH3EZzHqYSo05c9j1NQrNcFYzkvOJWAbNNVFi44rohlJELAUY1EQt+kac8PGFD3LcgwYUOCee5vh3bscbfK7k442veilLrnk3RjQx6jbHbqMU2PnCdGtdrLi+QGsG0i5x26I2ZnP7qztY1Vw1o/3zmGXmH2PlDkAsNlNln9fGLaoiYZTK0poot121hgva6ud72UKUVLGq3Vve8ha+8pWvoLXGNE2ampo4fvw4SimWL1/OwMAAqVQKCD+8lyxZQiKRqNTyRIVorbn9gV9z8LkUacdDKYVS4Re371E8ylww+oykwhfj3iP9dA8+yfObqord0wWJiHVGn7YjhBBCCCGEEItFOYuNhlK85PkN/PLpQZIZl1TOoyZmT/t2UjkPP9DUxW3Wr2yaVhPT1HnZmp6hXLEwbSiFZSoUChVo3CDADwK6BtMEQZjDXDhL2Bv1fBgq3PcNtMb3dTEvuGswQ+uo3OrxTMPAMhSuH8ZsaAiL3vnYDYD04cc58b2Pop1Mycdae/H11P/BLShj8oJuOPjRIGKZYwrngdb0DGVx/YDm+jjtTYlil+5M9s+X1ESKwyUrdQBiMZlO9vlIzmco4xG3w0GUH3rg12zZsJZ17Q3zvHohJmdMvcns/eAHP+DLX/4yEBapjx8/zu7du4u/f/rppxkaGuLgwYO8853vxDAMGhoa+P73v89TTz1ViSWKCvn2L47x+NP9ZBwvf4pPeAqTAlAnhx6O/g/CN6oCvECTcjw6+9Mc6hlm8459PNE5MD8PRgghhBBCCCHEpEYXG9OOXzLScyKFYmPUMjEMxXXr2ohYBnHbYCDtTrvgfbKr1yRiGWzsaJ3yOtPJy844Po4X4AUaxcnCdH71aA2Or8m6Abl8DvBEKy6cTRwxDWzDAA2uH95udzJLdpJ4ikBrIpYBxeJ2WEBGhc9d8mc7OP7tfyxdmDYtmjb8DQ2X/SnKMPMHAk6JvkYBdXGbtvoEKxrixGwzHK6YdTk2kCHt+LTWxahP2Gy6Ys1pxUckIhaXrGqiLm7jB+GQyZk4nQMQi8Xo7POuwQy+hpbaKOc0JWipjbG0JkpLbSz/5yi+hq7BDP0jDlt3HeDw8dR8PwQhJlWR4vQ999wDwIte9CI+//nP09DQMOEH1Zo1a9i+fTv33XcfR44cYcOGDSSTyUosUVTA4eMpPvbDQ2E+ls6fDmQYRMxwwu/4YYijacA0wutYhiLnBfJBK4QQQgghhBALWLmLjS89p5H2xgRN1VFcP6BnKDtlgXp0V29TdaTY1TuVqfKyA63pH3HCzOhAh/ur+ZJuoPM50HlTldA14PgBmrAwHN5WGHXp+QHHh3OnFPYLhfuqiBUWtc2wvOMFGlyX/u/fycBPPl/y3o1EHS1v2Ep1xxXFy5QK988tg+JgQ1OBbYYd2kNZl96UQ89Qlt/1pekZymEqRVt9nMaqCFs2rJ3VwL2NHa0VOwCxWEyUfb68IU5NzD7lfamUoiZms7whTiJi0p3MMph22b770IwPDglRKRUpTu/duxelFP/f//f/TWv7q6++mltuuYWnn36aT37yk3O8OlEJWmvu+MFBBtIOrh8mSdtmGOnh+OGU4ZLXB7zCoMT80eC4bcgHrRBCCCGEEEIsYOUsNiql2HTlGuoTNq11MdKOz7GBDMNZd8Li7Wy6eifOy9ZkHI/uZIajJ1IMZNxiUdnNR3t4QRBeVuJhqgk6k7WGnBeQ8wLcQBe7rB1fM5LzGEyPfYyFwn19IsKla5ZgmQpDgTuSpPsb7yO1fzel2EvPofXN24ktP/+UddXHbVYurWHl0mqW1kRZ1VzNC5ZUUx21cP2AjOvj+gHVUYv2xgRtDXHWLKth2/UXzjo+oqOtrmIHIBaL6WSfj2coRUttDNs06Es5dPalebJrqEIrFmJmKlKcPn78OBB2RheY5skco1wud8p1Xvva16K15r777pv7BYo5t78rye9608Wjx2Y+x8Od4kt7IuEXk6KxKioftEIIIYQQQgixgJW72Li6uZotG9bSWBWhrT6OqRQ9Q7l8F2+WE8O5snT1js/Lznk+nf0ZugazDGe9MOd51MPQmnz2tC7mSk+kWFOcpLao87c1+vp+oHluKMszAxmyrn9K4f6vLj+XF6+oR/c/TfcXN5E79uuSjy1+7iUse9MdWHXNxcvCBjCT5zclaGtMcNl5zXz8hhfzyN9dxsde92L+8LyltNRGWd6QoL0xwfKGBC11MS47r5mt13Vw143rZtUxXVDJAxCLxejs84aEPe3hooZSNCRsMm4YP7Nzf/ccr1SI01PRAJ7GxsbizzU1NcWfjx8/zooVK8Zs29wcfkj+7ne/q8jaxNzaub87P0E2zJdW6mRheqb9zoEGPwgATUPCpmcoV/yg7VheNwerF0IIIYQQQghxOgrFxs079hHoMEP52ECGhoRNddQaU0TUOoz+GEi7uH4wabFxXXsD266/kO0PHaLTTuN4AcmMm9/nDAut1VGLurhNxDJob0qw6Yo1Myqejs7LHsw4DGXc/L6oJkBPWFueq3N5wzOJNVnXp2swU4zYKAwf7Gir4w9inXzzi+/Cz00x+PCS11J/6ZtRKuxVjJgKyzToaKvjzy9dyQtbamiqjozJa+5YXkfH8jrSjkdfyiHj+sRt85TtyqVwAGLrrgMYStGXcugZytFrOGOG/6UdHz/QxG2T5vo49Ql71rEiC810ss9LqY5a9BoOyYzLY0d6STveGZXFLc4MFXlHtrS00NnZSX9//5jLIpEIruuyb9++U4rTnZ2dAGSz2UosUcyhwofpSM4vDj4s5Euf7pe342u6B7O01scwDTXpB23a8egddsh6PjHLZEnN3Hx5CiGEEEIIIYSY2FwUG1c3V3PXTet4smuIB/c/y94jfYweY2QYivUrm9jY0coFbbUz7qSN2yarmqt5qm+ErDs2hjJsuAr/X4+6bKr929FLmOoM4sK2o7dzvAClIOtCW/75+Zs/Opc77riD9773vSWjLpVp0/gnf031iy4DwgK+bRo0JGzeddULec1Fy6d8jhIRi0RjZfanK3EAYjGYKvt8KkopEhGz+Lz1pZyKvYZCTFdF3pEdHR10dnby61//mssuCz8ILcti3bp1/OxnP+Oee+5h48aNY67zmc98BoDnP//5lViimEOFD1M3CDCUQsO0c8ZKyXo+XYNZopYx5oM23mCyvyvJzn3d7D067h8oCi5ZFf4DpaOt7ow61UcIIYQQQgghFqq5KDYqpeakq/fw8RTbHzrEwe4hUtlThziG+7Sn32w1nd3hibYpRH5ETINUzuO2y1/Ah99zK/fee2/J27KqGmi/4QNUt6/FtkyqoxZRy+ScpQnefdV5C7agO9cHIBaDibPPZyY8+BP+nHH9ci1NiLKpSHH6D//wD3nwwQfZvXv3mKGIb3rTm/jpT3/Kfffdx5vf/GZe//rXk06nuffee/nBD36AUopXv/rVlViimEOFD1OtIWIZ5LyTR52nc3R5Ml4AZn7icyEP7Dc9w/zT9w/S2T/xP3ailsmegyd49HAf7Y0JNl155h1ZFUIIIYQQQoiFaC6LjeXq6n2ic4Ctuw4wmHY5PpQZs77Rxl882/ar6ewb26YiyO9O1zLC/7npWn71i5+VvE7t8nN56Z9tI97YAiy+gu5cHYBYLMZnn5+OQGuM/Msct83SGwsxDyryt/i6667jXe96F//+7/9OT08PLS3hh+Lb3/527rnnHn75y1/yla98ha985Stjrtfe3s7f/d3fVWKJYg6N/jCNmEZZj9Q5XoChwgJ42nH55I9+S8bx6UvlyLgBpqHGnCaWynkkMy5x2yDr+mzesY8tG9bOeqKwEEIIIYQQQoipLeRi4+HjKbbuOkD/iEN3MosXgGWEjVHloPXYaI+CQvzl6Op0YbPCRYYi7Co3DbqfOsjPvn072YGekvd33XXX8ZnP3UNW2wvmOZ6NSsaKLBSjs89TOQ+t9YwOKOh8XE511MIwFE3VkTlcrRCnx6jEnbzgBS/g6NGjPPnkk9TW1hYvtyyLhx56iDe+8Y1YloXWupiRtHHjRh5++GEaGqRouNiN/jB1/AA1eqLxLG9bA76GINA8O5hlOOvSNZjB19BSG+WcpgQttTGW1kRpqY3l/xzF19A1mKF/xGHrrgMcPp6a5UqEEEIIIYQQQsxEImKxojHBmpYaVjQm5rVoqrVm+0OHGEy7dCezxG0DM181VlD8b/b3M8GF425YqfCsY8sM7ztiGTRWRWiti+Mc+SmdX3jXlIXp973vfXz7299maUPdgnmOxcwlIhaXrGqiLm7j588cn4lUzsMPNHVxm/Urm+T1FwtSxd6V55xzzoSXNzQ08KUvfYl/+Zd/4be//S2e57F69WoaGxsrtTQxxwofpnsOnmAg7WAaimCyc6NOk6/BD+C5ZJaYbdJYFcEyjFOOTCulqInZVEUteoaydCezGEqxffch7rpx3YI/pUkIIYQQolKGhobYtWsXjz/+OD//+c/p6urixIkTZDIZ6uvrOf/889mwYQNve9vbaGpqmu/lCiHErOzvStLZn6YvlcM2DRqroqSdDBqNaShMQ+H5moAwbLpce7ST7YEqBYEfxnCYSlEXszn8wy9x8MHPlry9aDTK5z//eW666aYyrVDMt40drTx6uI+4bTCQdqmKWtPKnw60ZiDtErdNIpbBxo7WCqxWiJkra3H6+uuvRynFnXfeyfLly2d03ZqaGl7ykpeUczliASl8mMZsk1TWG/MFXK4vdccPwA8HBWTdbPHyqqhJXdwmbp+cbGsoRUttjGMDGfpSDp19aZ7sGqJjeV2ZViOEEEIIsbj97Gc/48Ybb5zwdydOnOA//uM/+I//+A/uuOMOvvzlL/PHf/zHFV6hEEKUz8793TheQMYNaKmNnvyFBlS4D2mboFH4gcbXY08JPu392nH5HQowVVgI12hsw8DSHr/5xla6fv5QyZtatmwZ3/3ud7n44otPdzViAepoq6O9MUHW9ekazNAzlKWlNlayQB1oTc9QFtcPaK6P096U4IK22km3F2I+lbU4ff/996OU4vbbbx9zuWEYGIbBvn37OP/888t5l2KRKHyYZhyP4axbvFyp6U0qnolcPodaqfAUqOGsZiTnE7EMmmuixOxCBraiIWHTM5TD8QJ27u+W4rQQQgghxCgrVqzgsssu46KLLmLFihW0trYSBAHHjh3j29/+Njt27KC3t5dXvepVPP7441x44YXzvWQhhJixtOOx90gfyYyLaSiqoxauP6panFfYxzRMhaV1sSCt0biezv88uVJDD0dfXhh8Z5sGwcgAz+z4MMnOAyUfw0te8hK++93vzrhRUCx8Sik2XbmGzTv2EWhNdzLLsYEMDQmb6qg15gxwnZ+1NZB2cf2A1roY9QmbTVeskTPFxYI1J7EeeoJq40SXibPH6A/TmpTDUNZF67kLPdcaFJoA8H1dHIjYNZihtS5WzFmqjlr0Gg7JjMtjR3pJO55kMAkhhBBCAJdddhmdnZ2T/v6GG27g/vvv57rrrsNxHD70oQ/xne98p4IrFEKI8ugddgg05DyfRCQ849bK76wqwmLx+EF0hUJ1YavACMI5WoQp1aM7q5UCy1BoHRay/VEDFseXSjRhI5VlKJyeI3R/6x/JJU+UXP/rXvc6vvCFL5BIJE7zGRAL3ermarZsWMvWXQcwlKIv5dAzlKPXcEhEzGLNI+34+IEmbps018epT9hs2bCW1c3V8/0QhJhUWWuDNTU1APT0lA7mF2enwodpW32ciGmgCLOi544iYipswwANrh/gBeFRxqzrh1soRSJikvN8Ag19KWcuFySEEEIIsWiYpjnlNtdeey3nnXceAP/5n/8510sSQog5kfXC/cNAU4xKMAxFVdTENBQ6/7upKWzTwLbC4jKEhWnbUJgKTEOBnrx7tTD8MGIa5H77KJ1ffNeUhel/+Id/4Otf/7oUps8C69ob2Hb9haxpqaGtIU57YyLf5R+QcX1cP6A6atHemKCtIc6aZTVsu/5C1rU3zPfShSiprC2i5513Hj//+c+58847ufjii6muHntkRk4hEOvaG/jkG17MzZ//Gf0jDo4flD3WA8KjzQEajYFpKAwFXgCeH6AwOD6cY0VDHKVU/ghjeL1MvmgthBBCCCGmp6qqCoBsNjvFlkIIsTDFrEL048lIDYC6uM1IzsdQYc50IT5yUvls6iXVEY4NZICwM9rJd2Up9KSxHkpBxDSoiVr0/9fXePqH95Rcs2FH+egnP8Nt/+eW6T9Qseitbq7mrpvW8WTXEA/uf5a9R/rGHDgxDMX6lU1s7GjlgrZaqcOJRaGsxembbrqJxx9/nAcffJDGxkZaWlqwbbv4+6uuumrMn6dDKcWRI0fKucxFqbOzk09+8pPs3LmTzs5OotEoq1ev5oYbbuAv//IvF9VR0tUtNdz7pxfzzq8/wbODWQYz7tRXmoFijpcm/AeEqYqnZbk+eIHG8QKybkA8YhLo8B8ZAHF76g4hIYQQQggROnDgAP/93/8NUOygFkKIxWZJTQRDQdQySeW8YoRH3DaJWAaB1vkzccEyTi1QazSB1uHZwUFAz1B2wiJ0qb4s21C0VBkc+fY/8ewvf1xyvdHaJVzznk/wt2+/acaPVSx+Sik6ltfRsbyOtOPRl3LIuD5x26SpOiJRpWLRKes79q/+6q945JFH+Pa3v43neXR1dRV/p7Ue8+fpkqM8sHPnTt74xjeSTCaLl6XTaR5//HEef/xx/u3f/o1du3axcuXKeVzlzJzbUsNHrutg664DdPaP0DNU/jgNDfhaY6FRhAVq0wA3CAi0JplxidkGacenOmphGIqm6kjZ1yGEEEIIcSZJp9N0dXXxwAMP8NGPfhTfD888e+c73znj2zp27FjJ33d3d5/WGoUQYiYSEYtLVjWx5+AJkhmXVM6jJmajlKK5JkrXYAaNgecHuD6YBmO6qIMgjP1QQOCf2h1daKBS+T8YKAxDh9cj7K7OJnv52T0fJtf925JrrVlxHpf+5T+x7U//SOolgkTEItG4uIvRacejd9gh6/nELJMlNVJgP9uU9dU2DINvfvObPPbYY+zevZuuri5yuRxf/OIXUUrxqle9ivr6+nLe5RnvV7/6FTfccAPpdJrq6mo2b97MZZddRiaT4etf/zp33303v/nNb9i4cSOPP/74KVEqC1khL+lDDzxJ73D/mIERszH+VrQOT5GC/D8gCDuqUzmPeNbADzR1cZv1K5vkA1AIIYQQYgJf+MIXeOtb3zrp79/1rnfxxje+cca3u2LFitksSwghymZjRyuPHu4jbhsMpF2qohaGUsRsk9a6GN3JLAoDL9C4QYDiZD61l89VmKgobeZP0w2HKp68zDQMaqsskmmX4WO/oec7t+On+kuuseXFl/Pyt76fD1z7YhlwJxY1rTX7u5Ls3NfN3qPjokkUXLIqjCbpaKuTgzBngTmpxK1fv57169cX//zFL34RgI985COcf/75c3GXZ6y/+Zu/IZ1OY1kWP/zhD8c8r5dffjnnnnsu73nPezh48CAf//jH+eAHPziPq5251c3VfPjaDt74bz8tZnLNpULGtCY89WpgxC2eqrWxo3XO718IIYQQ4kzy4he/mH/913/lZS972XwvRQghZqWjrY72xgRZ16drMEPPUJaW2hiGUiQiFm31cY4P53C88ExcPwg7pP1JJiUqIGobqLBfGq3D6A8v0Dh+gPIh5/mkDz7M8Qe3o73SZxO/cOOfcfmN/4e/vfKFUpgWi9rh4ym2P3SIzv40jheQzLjkPD8/kDSM19lz8ASPHu6jvTHBpivXyHv+DCdtogvY448/zp49ewB429veNqYwXXDbbbdxzz33cODAAT7xiU+wefPmGed6z7elNVGqoxamoSb9Yi87rfF8QAcsq4vR3pTggrbayty3EEIIIcQic+211/J7v/d7AGQyGY4cOcI3v/lN7rvvPt74xjfyiU98gquvvnrGt/vMM8+U/H13dzcXX3zxaa1ZCHFmGH/KfyJqkM4FZY8AUEqx6co1bN6xj0BrupNZjg1kaEjYVEctYrbJioY4WTdgMOMwlPHw/CC8LmHXtJkfiOgFGts8WZgm/3sv0MUO0UAHJB/+GslHv1ZyXWYkxuv+dht/+qYbaW+KEzEN0o4nZ/2KRemJzgG27jrAYNqlL5Uj4waYhiIRMTGUItDhWe7JjEvcNsi6Ppt37GPLhrWsa2+Y7+WLOVKRT7MgCCpxN2ec+++/v/jzZKdRGobBm9/8ZjZv3szAwAB79uzhyiuvrNAKyyMRsehYXsfREyn8ct/4qEiP8I961OlUmubaGPUJm01XrJFTRYQQQgghJlFfXz8mnu+lL30pb3jDG/jSl77ELbfcwqtf/Wo+97nP8Za3vGVGt7t8+fLyLlQIcUYYf8q/H2gyrk8y4zKS86mKmtTHbeL5gla5IgBWN1ezZcNatu46AEDvsEN3MotpKKoiJqYRDkfMugGGgnjExPUDfA0xK4yM9AKNUmAY+cdC2GXt+icbsQI3S9/O7aR/80jJ9TQsXcbrt3yKZ61lfPLHJ7OoJfZALEaHj6fYuusA/SPh3yvbNGipDZsVR7+Hdb5APZB26RrMEGjN1l0H2Hb9hdJBfYaSQ20L2MMPPwxAVVUVF1100aTb/cEf/EHx5//6r/9aVMXpwj86kmkXd466pj0/DPEAiqdeKQW2abCkOsqWDWvlA04IIYQQ4jTcfPPNPPjgg3zzm9/k1ltv5dWvfjUNDdLZJIQ4feNP+e9L5UhmXYIgLPQCOF7AwIiLYUBd3C5bBIDWGtNQvGBJFYd6Ujj5zmjHC8h5YYdn1FRURSzqE3H6RnIYrsLxAxoSEfpGHDQaQykUYReo6wdj8nS9oV5O7Lgdp+dIybXE2l7Ikhs+yAG3iWw6J7EHC4gM8Js5rTXbHzrEYNqlO5klETGLsTnjKaWoidlURS16hrJ0J7MYSrF99yHuunGdHIw5A8nfngXswIHwaO3q1auxrMlfqvPOO++U6ywGo//RkXX9U6dHTECpcMDhdCjAMMJ86cJoZJU/3ypiGixviPPR1/4v+RIXQgghhJiFV7/61Xzzm99kZGSE73//+9x0003zvSQhxAI1VVFv/Cn/Izk/HD6oFAF61L5g2J1MAP0jDsNZj6qIOasIgPFF8bhtEmiN4+nC7iQK8ALIegEXtNWy71iS4ayHznnE7GKrNCgmLEznnv0NJ3Z8GH9koORaqs7/Q5r+5K/x7QjP9GeI2UZxQKPEHswPGeA3O/u7knT2p+lL5fId0xMXpkczlKKlNsaxgQx9KYfOvjRPdg3RsbyuQqsWlVLR4vSBAwf47Gc/y8MPP8zRo0cZHh6eMvJDKYXneRVa4cKRzWbp7e0Fpj7dsaGhgaqqKkZGRqbM7Rvt2LFjJX/f3d097duaqclyhrwpuqenW5i2TYVSCnPcqSGuDxFbsbw+wcdfL4VpIYQQQojZWrp0afHnp59+eh5XIsTZayF3ck63qBe3zTGn/BtKgQLLNPD8AAOFaSqU0mit8mfFaiwj3OdzA33aEQClcnCrIhZ+EDDi+PiBJmIZLK2OcKhnmEBrcp5PIh/5AYAK69OuH4zZfx359R56d90JvltiJYr6P3gztS97bViQ1+G+7bLaGInoyddTYg8qSwb4zd7O/d04XkDGDWipjU5ZmC4wlKIhYdMzFA4j3bm/W4rTZ6CKfVt9/OMfZ/PmzXieh55uhfEsNjw8XPy5unrqD7VCcTqVSk37PlasWHFaa5utyXKGTAXHBrPkvNlllNumws53Rtumgedr/CCgb8TB8ALa6uOsWVZDR5t8oAkhhBBCzFZXV1fx5+n8u1UIUR6LoZNz+kW9XnpTDhHT4EQqR9w2ihnNnh9gKIVlqPzjCIvWhgGeT374YDh6MBExZxwBcDo5uM8mszRVhTEeplJELYVlhtuG3dW6OCRR64DBh7/M0GPfLLkOZcdYcs27SJx7yagLw7N/h7LemOK0xB5Ujgzwm72047H3SB/JjItpKKqjMytFVkcteg2HZMblsSO9MhD0DFSRV/Pf//3fede73gWEH6KXXHIJF110EY2NjRiFo4tijGw2W/w5EolMuX00GgXC6ekLWemcIU3MNtGaYrZX4Qt9uhRhlnRrXYyoZaLzR7IH0i6uH9BaJwMQhRBCCCHK6Vvf+lbx546OjnlciRBnj8XQyTmTop5tKnJegB9oorZBXTxCdzKbL/KOLkyfpFBYJrheWAw2fM3SahvX19OOAJhNDu6JVA6twdUB8YiBoRRVUZOhTDjzSAOBk6F358fJHHqs5HNl1i6l+TUfINK8sniZbYIfhHOTUjmPINAYxth1SezB3JIBfuXRO+wQaIpnGcy0FqNU+LlR+IzrSzkkGqU4fSapyKv5iU98AgjjJ773ve/xile8ohJ3u6jFYrHiz47jTLl9LpcDIB6PT/s+pooA6e7u5uKLL5727U1H6ZwhRUttlGMDGVAGrh/MrDJN+OUcsw1Gcj7DWY90/tSruG3SXB+nPmHLAEQhhBBCiGn4whe+wBve8IYx/y4db/v27ezatQuAc845h1e+8pWVWp4QZ63F0Mk506JedzIbNijpcKB9f9oh0JpAa2zDmLSYpVCYBrhBQKA1Q1lvRhEAs8nBdfrTjDg+ChjO+jTXaOrjNoPpMLbDGzrO8e/cjnv8qZK3F21by9LrtmBWjX1ttFYY6uQusRdoIsapa5PYg7khA/zKJ+v5APmDZ6f3XBj5mBuAjOuXa2ligahIcfrnP/85Sik++MEPSmF6mmpqaoo/TyeqY2RkBJjZqZRTZVnPhalyhqKWSWtdjK7BDPn5FtNiGYol1WH3eM7zybg+hgpP/6iL20Qsg/amBJuukOwnIYQQQojp+Id/+Aduu+02XvOa1/DKV76SVatWUV1dzfDwMPv37+crX/kKjzzyCBCe6Xf33XeXHOIthJi9xdDJOdOiXlXUQgHok4XY4YwHhNEYE9RjxzAMUKM6jJfWRDANNa0IgNnk4DZWRUg7GQylcP2AVM6jKmqhNeS6DnB8x0cI0oMlb6fqgstp+uO/Qln2Kb/ztSY8zzxcU5CPRw0CjReEhftC3InEHpSfDPArn5hlAuHf5eA0Y37D93v4c9w2y7U0sUBU5NMqnU4DSCfFDMRiMZYsWUJvb++UgwsHBgaKxen5ypGejtnmDE3EVIqYrVhWG+fCFXUcPTEyNmvNUKxfGWatXdBWe9YfsRRCCCGEmIn+/n7uvvtu7r777km3Wb58OZ///Oe54oorKrgyIc4+i6WTc6ZFPc/XKKXIJz3i+ZqgWJg+Nc5jPIXCUKpY2PYDphUBUI4cXNsMz/jVwEA6zMxO//rHPLfzTvC9kquu/8O3UHvx9VO/Fip87R0vYCDtMJI7tWu0Kmpim4qs6xHoqMQelIEM8CufJTWRYtxQKhfOoZvJZ5DWmrTjUx21MAxFU/XU0bdicanIp1VbWxtHjx6dVjyFOGnt2rU8/PDDHD58GM/zJu1EOXjw4JjrLFTTyRnKeT7dySw6f9S8cGSs8A+NwkE2paDKNkEp/CAABccGMnz4ug7q4zYZ1ydumzRVL5wp1UIIIYQQi8mPfvQjdu/ezU9+8hMOHDhAT08PfX19xGIxWlpaePGLX8zVV1/NDTfcQCKRmO/lCnHGWyydnDMt6hU6KRUKlC7+WYcXTp8+eXvTiQAoRw5uddRkMBNgKkXO8fjvHf/CiUemGHwYiYeDD1e/bMrHEwAGGteHnuFwP9kPwjxrNIXZkAxnNX6gUQqyri+xB7MkA/zKKxGxuGRVE3sOniCZcUnlPGpip54tMJlUzsMPNHVxm/Urm87q5/JMVZFX9JprruHOO+/kkUceYf369ZW4yzPCK1/5Sh5++GFGRkb4xS9+wcteNvGX13/8x38Uf17IsSlT5wxpeoZy+IHG9cMveMtUKBQajdZhzpbWmohl0FofJ2IZYzoB/vU/jkimkxBCCCFEGaxatYpVq1bx9re/fb6XIoRg4Xdyph2PZ/oy7Dl4gv4RB8NgWkW94uMIa9NodbIpSc8kAkCdvL3pRACUIwfXNAyilombHeH4A/+PgQNTDD6sawkHHy49Z8zlRv4xj3+0urA+A1w/LNwXOsoLjzfQGt/PF/g1dA1mOHoixZqWGiol7Xj0DjtkPZ+YZbKkZnE3ickAv/Lb2NHKo4f7iNsGA2mXqqg1rb93gdYMpF3itknEMtjY0VqB1YpKq8jfjne9613ce++9fOxjH+NNb3oTy5Ytq8TdLnrXXnst27ZtA+Cee+6ZsDgdBAH33nsvAPX19Vx22WUVXeNMTJUzlHF8HC84OZE5X5iG8Ch6+P2rQaniqVuS6SSEEEIIIYQ40y3UTk6tNfu7kuzc183eo31k3YDO/jSOH6CA54ay1Mdt4hGTydqgLbOwz1foFIZC32+gmTICQHMyfxnANJhWBEC5cnCDoR66vvEhRrqPltw2uvxF4eDDxMl9VVOBZRooBTkvGFOdHr2iIAgfn20YGIpT8sV9rXHzBWo/0Hz2P4+yurlmTvPFx7/2Y+I1FVyyKozX7GirW3TNYzLAr/w62upob0yQdX26BjP0DGWnPPsj0JqeoSyuH9BcH6e9KcEFbbUVXLWoFKMSd/K85z2P7373u/i+z8tf/vLiRG9R2sUXX8zv//7vA/C5z32Oxx479Sjsxz72MQ4cOADAO9/5Tmx7+qdGVNronKG0459yFHww4xYnMpvGycJ0gdYnjxRDOAQRTnYCZFy/2AkghBBCCCGEEGeKuejknK3Dx1Pc+tUneN99T7LnNyfoGcrRnczgeAFBfmDfcNajazBLZ3+GnDdxgc5QiqqoiWkUcqPDPcF8BPWYoudEgnxNt1C0Tzv+tCIApto/nYrWmhOHf8Vv737nlIXpqo4raXnDhzETdcUhjxFLEbHMMFcbhTlRdjgn4y5NI4y31IQF+eI26uS+s6HC4nTfiMNHdh5gJOfO6DFN10Sv/bGBNJ39aY4NpOkZyrHn4Aned9+T3PrVJzh8PDUn65grMsCv/JRSbLpyDfUJm9a6GGnH59hAhuGse8rfPa01w1mXYwMZ0o5Pa12M+oTNpivWLLoDHWJ6KtI5ffnllwPQ2NjIoUOHuOaaa6ivr+fcc8+dMp9OKcWPfvSjSixzQbrzzjt5xSteQSaT4aqrrmLLli1cdtllZDIZvv71r/PZz34WgDVr1nDbbbfN82pLK5UzFGjNSC78R4QiPG1pvECP/UeHMWpss2Q6CSGEEEIIIc5UC62T84nOAbbuOsBg2qUvlSPjBpiGImoZKHVyrY4fFGM2jg1kaK2LTbifVh+3Gcn54bb57GRNvos60Kd0CxdodP734Vm1tTGL3hFnWhEAs83BPfzIg/zu2x+HoMTgQ2Ww9I/+lKqLXk3+PGAUYObXO5oxwcta2N7XYff06H5qU6l8Uxd4QVDcziB8ro8P5bj2nx/l8rXNZe1gnuy1T0TM4mudynkkMy5x2yDr+mzesY8tG9ayrr1h1vdfCTLAb26sbq5my4a1bN11AEMp+lIOPUM5eg1nzPuncIApbps018epT9hs2bB2Ts8EEPOrItW7PXv2nHLaycDAAD/72c8mvY5SasYfAGeidevW8Y1vfIM3velNDA0NsWXLllO2WbNmDTt37qSmpnKZUqdrspwhzz859MJQE3dNj/5HR1187D8aJNNJCCGEEEIIcaZaSJ2ch4+n2LrrAP0jDt3JbH44Y5TqqIXWYaQGfkCAxswXxF0/DOzoTmZZ3hAnao29/3gkLCb7QYAPxc5py1B4gcYLwDLGxVmg8XyNRmMbBrapSGbdGUUAnE4Org58fv3dT/PUT75RcjszmmDZdX/HkvNeRk3MojcVdr97gcbTGt87GUUSRnNMcn+F/x/3ez+/j1y4uPCcQVjQz2mfZwfDDPBHD/fR3phg05VrZlXgK/Xaj6/5pHIeA2mXrsEMgdZs3XWAbddfuCgKjDLAb+6sa29g2/UXsv2hQ3TaaRwvIJlxi7UcQ4XNh3Vxm4hl0N6UYNMVs3vfioWvIn9DLr300rO+yDwb11xzDfv27ePOO+9k586dHDt2jEgkwurVq3nd617HrbfeumgmpE+WM1T8B1bh0PAoWutwEGL+Hx0RyyBmn9paLZlOQgghhBBCiDPRQunk1Fqz/aFDDKZdupNZEhFzTG6sUlAVNRnOhkP6lFLYJnj+yQJ1z1CO9sY4Y3f8FC21UZ7u81H50ArLUCgVziLy/ADXL0RbaLRW+cKsLsY9aphxBMBMc3DdzAi//OKHOPHr0oMPlz//HFbd9I/4dW2cSOUIMh6NVRGGsx5GfrChn48+QZ/cDQ4f6+jQjhKvxQR/NtTYInXG9Xm6b4RExJx1B/NUr/1oSilqYjZVUYueoSzdySyGUmzffYi7bly3KOpDMsBv7qxuruaum9bxZNcQD+5/lr1HxmWWG4r1K8PM8gvaahfF+0XMTsU6p8XsPP/5z+fjH/84H//4x+d7KbNSyBnavGMfgdZ0J7McG8hQE7XCnKFRnzlhxjQn/9FhGpiGorkmOuGHk2Q6CSGEEEIIIc5EC6WTc39Xks7+NH2pXL5r9tTiZN2oiI7C2a+WqXC9sGvY8QIyTpAfkniSbYbdz36gihEhOTcIIyvyp/v7xfbiMPrDILxN2wyHBS6rjcwoAmCy/dOGhH1KN/DIiS5++tn3ku75XcnbfEHHS1lz0wdx7WqOJ7NoDSOOT9rxsc3wcYXN5fmzh1XYaGUZipqYhQJ6U860CtRjHkv+OTSUwvUDNGCbiqaqCKmcP+sO5um89uMZStFSG+PYQIa+lENnX5onu4boWF5X8noLgQzwm1tKKTqW19GxvI6049GXcsi4PnHbpKk6It3mZ5mKDEQUYrRCzlBjVYS2+jimUvSO5HD8cHCGH2gc38fxA9wgABV+yVqGorUuRmyCwnOhEyBqmZLpJIQQQgghhDjjbOxoJWIZxU7O6cZ7lLOTc+f+7rC47AY0JOwJC3WF+7GMsAfayw8PMo2wwBxoTTIzdlBfoagXaGhriNNYFaG9McE5S6poTIRd4wYq/H+Vz2xGYRiKxqoI5zRV0dYQZ82yGrZdf+GMOoMn2j/tGcrxu740PUNZTgzn+O2vfsp//r+/mLIw3f7ya1h18zYGgzj9I04+1iQ/V0kpXF8z4oSF++qYRVNVlOc3Jli9tJrLXriUF7XWhUX7UU/rTHpGw7jMk2clKxSJiMXyhjiJiEl3Mstg2mX77kMzHgA5ndd+IoZSNCRsMq6P4wXs3N89o/udLzLAr3ISEYsVjQnWtNSwojEhhemzkLziYl5MlDN0bCBN1g3wtUbnB32YRpgxHbEMmmuiExamQTKdhBBCCCGEEGe2+e7kTDsee4/0kcy4xSH1E1EqPNu1azCDxihGchgGkD8zNpXzikXbQjax6we01sVorIqw7boOMm5QPOV/WRAj6wYMZhxGHJ/qSJhJG48YGIYx6wiAUjm4J37+fbp2fgqCEtGRymDNq/8/Ei/eyLEhtzggMGop4hGD4axf7GYuFKybqqJUx+zi2gMd8P77/4dk2sUg3xaej2/xRxdD9dhIDxVehAYCNIFWJ38BxblNs+lgnu5rP5nqqEWv4ZDMuDx2pJe0481qnz3tePQOO2Q9n5hlsqRmbjptZYCfEJUhFTwxb8bnDP34wHGODWRw/AB0eApSddSmLm4Ts41J/5EhmU5CCCGEEEKI0SpVvKrkGmYSQTF6IF2h6DvbTs7e4XCgX87zSUTMkrcTs01a62J0J7MojPxQw7CkGsZZBDyXzJLzgomLei01ABOe8h+PGGScoOwRAOP3Tx891MP/3P8ZuvZ8q+T17Hg157/pAzjLLiRA0VIbOeX1aK4pvB4OjqdprIpQFbX4yLUv4oK2egC2ff8AjheQ84KTXeaAbSgspYoDEb1AE+QHISrC/1GFgrUGL18ELxy0KGRyFzqYe4ZyxQ7m6RanZ/LaT0SpsFhfGHrXl3JINM7sNdNas78ryc593ew9Oi6jWMElq8Iif0dbXVm7lWWAnxBzT4rTYl6Nzhn668tXc+tXn+DIiRTHh3MkIibNtVHJdBJCCCGEEEJMab6KV5Vcw3x2cma9sHM40Ewr0iERsWirj3N8OCyGBlqH3cMatA4HJE6nqJeIWDMuZJ6uwv5pew385BObeGrPD0puX9eygvNv+TCD0eYZDQjsH3GI2yaf/o+j3HXjOjKuX+xMtkyDmG0wnPXw/XAOk6kUSoEmjEU5JZAj3z6tAV+HgykLHc6GcXI9p9vBPNPXfiLhezP8OeOW6EKfwOHjqbA43D9xcThqmew5eIJHD/fR3phg05XlLQ7LAD8h5lbZP+FNs7yD6JRSeJ5X1tsUC1NV1OZ9G89n84592KZR8U4AIYQQQgghxOI038WrSq5hvjo5Y1a4r28opp13HbNNVjTEi5Ecg2kXrSBiGrTWxYlFzAVX1Dt8+DDXXHMNBw8eLLndxa+4lPqr/44TjoWtmdWAwLq4PaYzuSZmjRsqGdZGTnnaJ7m7MJ9bURcfOzTzdDuYT+e1Hy/Q4eOAMJd8up7oHGDrrgMMpl36UjkyblCMTSkcjEnlPJIZl7htkHV9Nu/Yx5YNa2eUPT4VGeAnxNwp+9+emYbqCzGaZDoJIYQQQgghZmIhFK8qvYb56ORcUhMpFtlTOQ+dz0OeilKKeMQkZsfIOD7xiElTdZRP3fhiljcsrOFnP/nJT3jta19Lf39/ye3e8Y538Lw/+T88fHiQzEialinO+B1toniN61/SBpzsTC5EVha6zb0ALGP6j8M0wrlNMfvUK51OB/PpvvYFOr8PX+jkbqqOTOt6h4+n2LrrAP0jDt3JLLZp0FIbLdm81jWYIdCarbsOsO36C+ekRlDJbn4hzgZl/9t06aWXLoijnWLxkkwnIYQQQgghxHQshOLVfK2h0p2ciYjFJaua2HPwBMmMSyrnUROzp75iXjgEEZqqolz2wmbWtCysOMbPfOYz3HrrrSXP3DZNkzvvvJO3/vnbufGze8s2IPC6F4fF6UJn8qRDJRWndE+P/7MiLE4310QnrM2cTgdzOV57P9DUxcMBkNN5b2qt2f7QIQbTLt3J7IxiU7qTWQyl2L77EHfduE5qVEIscGUvTu/Zs6fcNynOQpLpJIQQQgghhChlIRSvFsIaoHKdnBs7Wnn0cB9x22Ag7VIVtabVMbyQh9h7nsemTZu46667Sm5XX1/Pt771La644go6+9JlHRCoDH1KZ/KEQyXHVaInOnFdKVhWFyU2QeH5dDuYofKv/f6uJJ39afpSufwBn9OPTZnu4EchxPyQ8xDEgiWZTkIIIYQQQojJLITi1UJYQyV1tNXR3pgg6/p0DWboGcpO+ZgX8hD7gYEBbrjhBnbv3l1yuzVr1vDAAw+wZs0aoPwDAkFN2Jk82VDJYIJuaU3YWV0Xt6mOTtzVfDodzAWVfu137u/G8QIybjDr2JTF8HdLiLPZDFKLhJg/iYjFisYEa1pqWNG4sHLJhBBCCCGEEJU3unjVkLBnXLzKuH6xeLWY11BJSik2XbmG+oRNa12MtONzbCDDcNY9Zf6U1prhrMuxgQxpx19wQ+wPHTrEJZdcMmVh+sorr2Tv3r0sP2clnX1pDvUM059yivEY5RoQuLGjlYhlFDuTPT/A8QIAWmqitNbFqIlZ2KbB6Kev8KORHzTZVBWd9P5m071eydc+7XjsPdI3q9gU01DF2JS0M3lUS6k1FF7vzr70ad2GEGJ6pMInhBBCCCGEEGJRKUfxanTmb9rxZtwAsxDWMB/OhCH2u3fv5nWvex2Dg4Mlt7v11lt5621/z78+9hx7j/5PsWM5CDRHe0cwFGRdn+aaCEpNv/dvoniN5Q1xVjTEGUyH2eW/PZ7CMhWKk8XcqqjJ8+pinBjOkfMDPF+jCQvUtmkQtU3ikVPXUa7u9Uq99r3DTlljU/pSzrRib7TW7O9KsnNfN3uPjosWVXDJqjBatKOtbkEcYBHiTLHwv/mEEEIIIYQQQohR5qt4tdDWUA5px6N32CHr+cQskyU1U0coLuYh9v/yL//CX//1X+P7/qTbWJbFB7d9jOdaX8nfP3BwwsdnKHB9jRsEHO1Ns7whTtSa3oDBieI1Dh9PkXJ8+kac4m37gUap8L2igOGsZiTnY+brzyo/ILHw1muuicCoYvboIZyuH5Sle70Sr325Y1My7uSvdcHh46nwMfVP/Jiilsmegyd49HAf7Y0JNl25MN7PQpwJpDgthBBCCCGEEGJRmY/i1UJcw+kqR4foYhti77ou73znO/n0pz9dcrvGxka2/fM9PDS4hMGeYfpSOTJugGmoMd3BWTfADQLQYff0M/1pnlcfn7KwP1G8xhOdA2zddYDBdNiFn3V1MUg60IDWKMArFKvDi4pRHoVoke5kjkTEm/Pu9bl+7WP5In85Y1NKGf38T/Z6p3IeyYxL3DbIuj6bd+xjy4a1rGtvOK31CSFOkuK0EEIIIYQQQohFpdLFq4WyhtPpch6vnB2ii2WIfX9/PzfccAM/+tGPSm63du1aPnXP1/jXJ0boHwnjNcJBl1Gqo9aYIuvS6oCn+tJk3fC5c7yAZwczrGhMTNpBPVG8Rtw22Hzf/4y5v9a6GMNZD9fXBDrsoA60RumwKK0JYzwMA2qiFg1VERSqot3rc/naL6mJFN+LqZyH1npGBe6JYlMmc/h4iq27Dkz5eo/uQu8azBBozdZdB9h2/YXSQS3ELC2MbwohhBBCCCGEEGKaKlm8mu81lDMHdy47RBMRa15iSabym9/8hquvvprDhw+X3O5P/uRP+OpXv8r7dh5lMO3SncySiJi01MYm7Iw3DIO2+jhdgxlyro+vIecFHBvIsHJJYkwG9WTxGn/zR+eyffdvJ7y/xqoIGSdgMOMwkvPH3JaXL1Yvq4nT0VbL2y9dxc4nu+ete73cr30iYnHJqib2HDxBMuOSynnUxOxpX3+i2JSJaK3Z/tChab3eSilqYjZVUYueoSzdySyGUmzffYi7blw372cGCLGYLbxvDiHGKUd3gBBCCCGEEOLMUani1XyvoZxdzoulQ7Sc+38//OEPueGGG0gmkyW327RpE3fccQf/0z1MZ3+avlQu//xMXKgsiNkmrXUxupNZsq6P1mE8y5ETaWpi1pTxGhnXL3F/injEJB6JE2iNl++iNpTCMODZwSyprEdnfwalFJv/ZO2C7l6fqY0drTx6uI+4bTCQdqmKWtOKz5koNmUy+7uSM3q9IYziaamNcWwgQ1/KobMvzZNdQ3Qsr5vxYxRChBbnp5Q448mUXCGEEEIIIUQplShezecaytnlvNA7RMu9/6e15lOf+hSbNm0iCIJJt7Ntm09/+tO87W1vA2Dn/m4cLyDjBrTURqf1WiYiVrGDOuP62IaRH2gYTBmvse37B6Z1f4ZSRKyxv2tI2PQM5XC8gJ37u+lYXrdgu9dPR0dbHe2NCbKuT9dghp6h7JTF44liUy5oq510+9N5vSF8PSZ6/oUQp+fM+NQSZxSZkiuEEEIIIYSYSiWKV/O1hnJ3OS/kDtFy7/+5rsutt97KZz/72ZL329TUxI4dO7j00kuBsGN775E+kplwKGF1dPrlkpht8oKmBEd70/kMcnhefbz4HE8UrzGb+4Ow4N1rOCQzLo8d6SXteIu2S3oiSik2XbmGzTv2EWhNdzLLsYEMDQm75N+D0bEpm65YM+nBDHn+hVg45G+OWFBkSq4QQgghhBBiOua6eDVfa5iLLueF2iFa7v2/vr4+Xvva17Jnz56S93v++efzwAMPsHLlyuJlvcMOgYac55OImDN+XxiGQU3MwvUDnlcX54NXn09DVWTSeI3Z3p9S4fNUKOT3pZwzpmu6YHVzNVs2rGXrrgMYStGXcugZytFrOGPeI5PFppQ6iCHPvxALhzH1JkJUxujugK7BDL6Gltoo5zQlaKmNsbQmSkttLP/nKL6GrsEM/SMOW3cd4PDx1Hw/BCGEEEIIIUQFFYpXjVUR2urjmErRM5Tjd31peoaynBjO0TOUzf85h6kUbfVxGqsiUxav5msNs+lytk1jTJczlKdD1DTUmA7Rcij3/t+vf/1rLr744ikL0xs2bOCxxx4bU5gGyHrh0MGwY/v0DliExdKwU7qhKsKalhpWNCYm7KjNej5BEGZJ+4HG8QKC0XkmM7g/CLOuz0Tr2hvYdv2FrGmpoa0hTntjgupoeBAg4/q4fkB11KK9MUFbQ5w1y2rYdv2FUzavlfP1hjP3+ReiEsp6WKezs7OcN1fU3t4+J7crFo7pdAeMHgIRtUyeV29yYjgnU3KFEEIIIYQ4ixWKV9sfOkSnPXE0xGSZvwtxDeXucl6IHaLl7g7//ve/zxve8AaGhoZK3u9tt93G//2//xfTNE/5XcwKLwtjOWZWJC4IBxaGP8ftU+8DTuZrf+2nnRztHcHJF1nTTljcrIqa1MVt4vbUr9V07u9MsLq5mrtuWseTXUM8uP9Z9h4Zl0s+QWzKVCr1egshplbW4vQLXvCCct4cEH4ReV55jsyKhWvy7gBNxvEZzLiM5E49EpmIhMMm+lI5OvtMmZIrhBBCCCHEWWguilfzsYa5yMFdiB2i5crA3n8syY++fQ/vete7phx8+JnPfIa3vvWtk26zpCZSzLhO5Ty01jN6n+h8vER11MIwFE3VkVO2GZ2vnXV9vCAg0BqtQROggOGsZiTnE7EMmmuixEoUuae6vzOJUoqO5XV0LK8j7Xj0pRwyrj9pbMpUKvF6CyGmp6zFaX2aR5uEmKg7IOf5xaP+gQ5PddIAGlCggFQu/CLPOB51CVem5AohhBBCCHGWKnfxaj7WMBddzguxQ7Qc3eHZbI63/dnb+PkPd5S8ztKlS9mxYwevfOUrS26XiFhcsqqJPQdPkMy4pHIeNTF72o8plfPwA01d3Gb9yqZTXuuJ8rUhzFr1CespGvB9XcxS7hrM0FoXm/B9M9X9nckSEWvW3ftTvd5BoPECnX/vKyxDYRgn36dn8/MvRLmV9W/PPffcU/L3//Iv/8Ljjz+ObdtcddVVXHzxxbS0tKC15vjx4zz++OP88Ic/xHVdXvrSl/KOd7yjnMsTC9RE3QFpx6M7mcUf9YWgyB/pz38fBFrj++HlGjg2kGH3gR7++o9WyxeDEEIIIYQQZ7FyFK/mYw1z0eW8vCG+oDpEy9Ed/lzmOD/98kcY/t3+ktt2dHTwve99j3POOWdat72xo5VHD/cRtw0G0i5VUWtar0OgNQNpl7htErEMNna0jvn96Hzt7mQ23y0exVTwbDKH4wegwTJBa4UfaFw/QGPQnczSVh8f00E91f2J6Rn/eocHdsJInonO3C5ErkQtQ55/IcqorN/Wt9xyy6S/+7M/+zN+/vOfc9VVV/G5z32Otra2Cbfr6uriz//8z/nBD35AR0cHd999dzmXKBag8d0Bjh8UC9OuH6BQ2IaBYYDi5D8MNJogAD9fvPYDzbODGX7x9AC/f+7SeXxEQgghhBBCCDFzc9HlPNcdwTM1m+7wQGsGnjnMU5/bjDPYU3LbV73qVXz5y1+mpqZm2rff0VZHe2OCrOvTNZihZyg7ZeRIoDU9Q1lcP6C5Pk57U4IL2mqLvy+dr62JWC6BDvd9/UBhmeEBBi8Azw9QGBwfzrGiIY7Kd1SXur8zQdrx6B12yHo+MctkSc3cnPkw+vV+ZiDN4RMjGAq0ZsIzt4ezmlTOK+bIr2hInJHPvxCVVpFDyd/+9rf5/Oc/z0tf+lJ27tw54fCBgra2Nh544AHWr1/P5z//ea688kpuuOGGSixTzJOx3QHQM5QrFqYNpbBMNaYoXaBQmAYYBmhPE+S/QO5++CivXL1EBiMKIYQQQgghFpW5ysGdq47g0zFZd3igNY4X4Pph3IVtGkSscMZQYQ7Rc/sfofv+jxI4mZL38d73vpePfOQjGIYxo7Uppdh05Ro279hHoDXdySzHBjI0JGyqo9aY10LrsFA5kHZx/YDWuhj1CZtNV6wZs13pfG1FS22UYwMZwMD1A1wPTCPc19W+wgvC5yXj+Pj516PU/S1WhUGRO/d1s/fouLx2BZesCvPaO9rqyvZ4C6/3X33tl6AJ33u68LsJztz2Cr+EqGlgmeqMef6FmE8VKU5/5jOfQSnF3/7t35YsTBeYpsltt93GjTfeyGc/+1kpTp/hRncH5LwAxwvwAo1i8sL0aAqFUqA0eIGmJ5mTwYhCCCGEEEKIRWeuupznoiP4dI3tDg+K2dypnIc/rlvcUAojXx8c2Ptten/8BYrVwwnYkQif+7d/4+abbz7t9a1urmbLhrXc/uCv8QNdjOKwDFUs6gf5gwB+oInbJs31ceoTNls2rGV1c/WY25sqXztqmbTWxehOZgEDL9C4QVDcCw4CcAjoHEhjGcaU97cYjR4U6eRjNQq56YWDNXsOnuDRw320NybYdOWaOX3cozumi5fpUy4SQpTJzA4jnqZ9+/YBsGbNmmlfp7Dt/v2lM6TE4je+O8DPTyw2jakL05AfHKHD6deBDiM+du7vrsDKhRBCCCGEEKK8Nna0ErGMYpfzdOM9SnU5FzpE6xM2rXUx0o7PsYEMw1kX3w8bhLKuj+MF+H7AcNbl2ECGtOOXvUO3sP9nGoq+lMtTJ0ZIZly8INyvG/2fH2icnMOz3/sYvT++h1KF6Uh1A69856e44A+uPu21aa3Zd2yQf3/yOUZyfr5LObzPQtF0OOfieGF3entjgraGOGuW1bDt+gtZ194w5vamm6+diFgsbwhzpSOmQcQ0TukqR8PyhnjJ+1uMnugcYPOOfRzqGaZrIE1nf5pUzsM2w0K8bRqkch6d/Wm6BtIc6hlm8459PNE5MOv7LkSueL4GFXbrR63wP9NQaE4WpU1DFX9nmwYo8HzN9t2H0KcZwSOECFWkc3p4eBiA48ePT/s6hW0L1xVnrkJ3wI8PHKdnOIsiPBo53TOwgvyXhW2Egz+Gsx6PHekl7XgyGFEIIYQQQgixqMxVl3OhI3jrrgMo4PhQjmMDmXxG9dhCqKEUCdvkeXUxGqoiZe3QTUQsVi6t4uBzw6d0So/njwxwYsdHyD17sOR2sZaVLH/936Na2tm66wDbrr9wxuudqHu3UEQP8sVLCDuZtaGoS9hc9sJmNna0ckFb7YSF+5nka0ctk/bGOBknYDDjFAfyhYMRwTINXnpOIzde3D7p/S02kw2KLBWh0jUYvmdP93UebXTkStQyWd4QI+fqMc//aNVRKxyIaCuODWTpSzl09qXlzG0hZqkindPPf/7zAbj33nunfZ3Ctu3t7XOyJrGwbOxozZ+ypdD57/3pdk37gS5etzpqFU//6Us5c79wIYQQQgghhCijUl3O4zs0tdYz6nJe197AO/5wNSOOjxucLEr7gS7+B2GchhtoRhyfd/zh6rJ26B4+nmLfM0kcLxj7uAv/5ZftHD9K971/O2VhetmFl3Lpbf9C3dJWupNZBtPujLtZS3XvFgqSESssn9imoiFhUxUx+eMXtdCxfPIM5MnytSeniEdMWuvirFxaRXtjgrq4TSJisnJpFW95xTkl728xmWhQ5PKGODUx+5THp5SiJmazvCFOImKe9us83ujIlYaEjaGMU57/5Q1x2hsTrFxaxbK6GPGIiaEMGhI2mfzZBnLmthCzU5Hi9Ktf/Wq01nz961/nox/96JTb/7//9//42te+hlKK6667rgIrFPOto62OltooVv7UmUAz5ZeM1jo89QuNZSgiVnj6U2FwQsY99UinEEIIIYQQQix0hS7nxqoIbfVxTKXoGcrxu740PUNZTgzn6BnK5v+cw1SKtvo4jVN0OT/ROcCn9xymOmphm6oYGRIO4Av/g7B72jbD5p9P7zlclggFCPfhPv7D3/DcUPaUgA4NYXVaQ/rQYzz35ffgD50oeXurr7qZi/70diKxKlpqY9imMaabdTpGd+92DWbwNbTURjmnKUFLbYylNVFaamO8oKmK1roYSimOD+dIZly27jrA4eOpSW97bL72zIqohgr3cU1DYRlhM1bcnnqG12JRelDkxAylTvt1Hm+qyJXC8x/Lx+SMX1t11MI0FMmMWzxzWwhxeipSnH7ve9/LsmXLANi8eTPr1q3jE5/4BI888gi//e1vOXz4MI888gif+MQnuOiii/i7v/s7AJYtW1b8WZzZlFL8+e+vxDTCgRcArh8euZ+oO8APNK4f5ktbZviF3VwTRUPx+mfSF7cQQgghhBDi7LKuvYFt11/ImpYa2vLdm9VRC9cPyLg+rh9MK/e4YHwRVinF8oY45y2rYdXSal6wpIpVS6s5b1kNyxviKKXoGszQP+JMWYSdrv1dSX7TM0x2VNf06JJfEGgGH/smJ+77CNrNTn5Dps0L3/A+zrv6L1D5PEhDqRl3s8519+7o+Uppx59xl6/OD16MWiaGoWiqjszo+gvZqV3L0+sGP53XeSIziVyZiFKKRMSUM7eFKIOKBPLW19eze/du/viP/5iuri727dvHbbfdNun2WmuWL1/Ov//7v1NfX1+JJYoF4KJzGnheXYyn+9Ph6WSK4pTi8RloOn+ZbYSF6da6GFHLIO2EgynOtC9uIYQQQgghxNlndXM1d920jie7hnhw/7PsPdJXPFMUwqHw61c2lcw9homLsKM7Vc1xbWs1MYOqqEXPUJbuZBZDKbbvPsRdN66bVaTEzv3dDIy4BIFGkc9zzk+cCzyHvu9/kpFf7yl5G2ZVAy2veT815154yu+qoxa9hjOmm7XUHKLZdO8eG8hMmTlcmK+05+AJkhmXVM6jJmaXvP3RUjkPP9DUxW3Wr2w6Y2YqTXdQ5GRm+jpPZOaRK6cylJIzt4Uog4p9sp1//vn8z//8Dx/60If4whe+wMDAxKcFNTQ08Na3vpUPfvCD1NbWTriNODMlIhZ/dH4LP3jyOZ7pz2Cq8PQlPwiL0WhAhV8AZv60pohl0FwTJWab4aTpM/CLWwghhBBCCHH2UkrRsbyOjuV1pB2PvpRDxvWJ2yZN1ZFp7ffMdRF2OtKOxyO/7WU46+YfF/lYR0U22cdzOz6M8+xvSt5GpGUVS6//AFbtElI5lyCIYhgnH8dE3ayJxsmfn9Hduy210Rl37/YM5Yrdu5M9Lxs7Wnn0cB9x22Ag7VIVtaZ1P4HWDKRd4vlYiY0drdNa22IwF13LpV7nicwmcqUgHB4a/ixnbgtx+ipavautreVjH/sY27Zt4xe/+AX79+9nYGAArTWNjY10dHRw0UUXEYlIx+vZqvDFXRtzcAOI2gbpElNyY7aBUuqM/uIWQgghhBBCnFnSjkfvsEPW84lZJktqpldkTkSsGRfhoDJF2Kn0DjthNCMUm46UUuSeO8yz3/gQ3nBvyesnXvgKmjZswojEgLDj1Qs0EWPsY5luN2ulunc72upob0yQdX26BjP0DGWnPDgQaE3PUBbXD2iuj9PelOCCtjOneW8hdC2PjlxJ5Ty01jMqkhciV+TMbSFmb15aSyORCOvXr2f9+vXzcfdiARv/xa2Ac5oSBLpwVDI/DMIYG/NxJn9xCyGEEEIIIRY/rTX7u5Ls3NfN3qPj4jkUXLIqjOfoaKubVXTGeAshQgHCgmQhwqNwVuzQgf+i+3v/D+3mSl637hU3Uv/KGxk/NmuijtfpdrNWqntXKcWmK9ewecc+Aq3pTmY5NpChIWFTHbXG3K/WmlTOYyDt4voBrXUx6hM2m65YU9b3xHxbCF3LErkixMIhf3vEgjLRF/ezyexZ/cUthBBCCCGEWNwOH0+x/aFDdPancbyAZMYtFjUL3Zt7Dp7g0cN9tDcm2HTlGlY3V5flvhdChAKEBUlDKVDhvlz/f32dgYe/XPq+rQhLNv4NVWsvBWB8HXN81+1Mulkr2b27urmaLRvWsnXXAQyl6Es59Azl6DUcEhEzfzvh2v1AE7dNmuvj1CdstmxYW7b3wkKxULqWJXJFiIVhXorTR48e5bHHHuO5554jnU7zjne8gyVLlszHUsQCJF/cQgghhBBCiDPFE50DbN11gMG0S18qR8YNMA01Zt8mlfNIZlzitkHW9dm8Yx9bNqxlXXvDrO9/IUQoQFiQtE0Fbo7enZ9g5MB/ltzerG6k+foPEH3eueEFpxSmw8zq0WbSzVrp7t117Q1su/7C8CCFPfFBikJ8ZcQyaG9KsOmK8h2kWEgWSteyRK4IsTBUtDj9xBNP8Dd/8zf813/915jLX/Oa14wpTv/zP/8zH/rQh6ir+//Zu/f4uOo6/+Ov77nMLfekJC1pw71QJdWqICgrXsBVKgqVi4igKwq6sGp1V6WKd1tZZesKi4Cyi1d+IpZriy4oRQSqCKxtsaW0XEJDSNtcJpnM5dy+vz/OzDRpk8mlySRtP8+HkcnMOWe+52SayXzO57y/Nfz973/Htsf+S0ocGOSNWwghhBBCCLG/27ojxfI1m+gecOhIZvOTEUZLXhXa3psh0JrlazaxYsnCff6MMxMiFCAsSLbWBzz471eSbh9l4sM5x3DI2V/GqmoY9vEwnsTeK+5xPN2s09G9e3RjJdd9cBEb2/u4d8PLrNu2R7yLoTj5yDDe5fjm6gP6iuCZ0LUskStCzAxlK06vXr2ac845B8dx0IPeEIf7R/zhD3+YL37xi3R1dXHvvfdy9tlnl2uYYgaRN24hhBBCCCHE/kprzcr7t9CbdulIZklEzBG7MpVSVMVsKqIWnX1ZOpJZDKVY+cAWrrtg0T591pkpEQp//etfuflfLyDd2VFyuapXnUrDuz8NViSMp9agGNo4bRmKmvjuJraJdLNOV/euUorWuTW0zq0h7Xh0pRwyrk/cNmmoHNvEmAeCmdK1LFduCzH9yvJb75VXXuGCCy4gl8vx6le/mu9973uccsopVFVVDbt8ZWUlZ511Fr/85S+57777pDh9EJM3biGEEEIIIcT+aEN7krbuNF2pXL5junThDcL4jKbqGNt7MnSlHNq60mxs76N1bs2ExzETIhRuu+02PvKRj5DJZEouN+vUi2g45QI04PoBDJo/sSAstBvEbGOfu1mnu3s3EbEmlN99IJhJXcty5bYQ06ssvwVXrlxJKpXisMMO4+GHH6a2tnbUdd761rfyi1/8gieeeGLqByj2CwfzG7cQQgghhBBi/7J6QweOF5BxA5qqo2POezaUoi5h09mXw/ECVm/o2KfiNExfETYIAr7xjW/w9a9/veRyyo7SdObnqFlwSr7YqDENhevvHUNiKEXENNjRnxuxm/XQ2hhtXWmynk/MMplVNXxj00zp3p1sacdjV78z6v5Pt5nUtSxXbgsxfcry2+l3v/sdSik+97nPjakwDXDssccC8MILL0zdwIQQQgghhBBCiEmWdjzWbesimXHz+cjj++hdGbXYZTgkMy6PbdtF2vH2qbg4HUXYdDrNRz7yEX7961+XXM6smkXj+68i0nQUWS8ovayCuG3gBhpD6yHdrPPq4yxuPZTfbnyFr9399NDCooKTjgoLi63NNcXC4kzp3p2MYrLWmg3tSVav72Ddc11j2v+ZYCZ1LcuV20JMj7L8y3r++ecBOPHEE8e8TiHyI5VKTcmYhBBCCCGEEEKIqbCr3yHQkPN8EhFz3MVApRSJiFks0HWlnH26irTcRdjt27fzvve9jyeffLLkcrOOfDWHnP0lvGgtrh8w0nSNijBn2jAUhhFOKhm1zGI368K5Ndy7/mVueGjbsMXNqGWydvNOHt3aRUt9gqWn7y5uTlf37mQWk7fuSIXF3e7hi7ul9n8mmIldy3LlthDlU5Z/aa7rAmDbY8+16u3tBaCiomIqhiSEEEIIIYQQQkyJrOcD5IuDEyukhUXR8HbG9fd5TOUqwv7lL3/hrLPOoqOj9MSHF154IT/60Y+4d+NOvvPbzfSmA/ZM8TAU2KZB4QjGbYOahE3ENLj8bUfxlvmH8Mwr/Sxfs4netEtXKkfGDTANNWSfUjmPZMYlbhtkXZ8rV61n2RkLWNRSB5S/e3cyi8lPtfXs8/7PBNK1LMTBqyz/umfPns2LL77I888/z6JFi8a0zmOPPQbA3Llzp3JoQgghhBBCCCHEpIpZJhAWGgM9Uj9waYHWGPmqbNw2J2VcU12EvfXWW/noRz9KNpstudy3v/1trrzySrbtHOC2J7ZTm4iQdnxMpUhEzTDj2gxzrg1DDenm3tGfwzQUN//peSKWyQ/XbqV7wKEjmc1PPBkt2Q3e3psh0JrlazaxYsnCIR3U5ejencxi8tYdKZav2TQp+z+TSNeyEAeXsvxrf/Ob38yLL77IHXfcwZIlS0ZdPp1Oc8MNN6CU4i1veUsZRiiEEEIIIYQQQkyOWVWRYgdsKuehtR5XMVPnO5groxaGoWiojEza2KaiCBsEAV/96lf51re+VXK5iooKfv7zn3PWWWehtWbl/VvoTbt0JLNURK0Rc7CVUlTFbCqiFp19WTqSWRTwpTs2UBm16EhmSUTMca1vKMXKB7Zw3QWLhmRQT2X37mQWk/c8fpOx/0IIMR3KUpz+8Ic/zC9+8QtuvfVWLrroIt75zneOuGwqleIDH/gAbW1tKKW45JJLyjFEIYQQQgghhBBiUiQiFicd1cDazTtJZlxSOY+q2NhjLlM5Dz/Q1MRtTj6yYdIjDSazCJtKpbj44ou54447Si43b9487rnnHl7zmtcAsKE9SVt3mq5ULl+kLT1BI4RRJ03VMbb3ZNjRl8MNNAM5b0Lrd6Uc2rrSbGzvo3VuzV7LTnb37mQXk/f1+I22/0IIUS5GOZ7ktNNO46yzziIIAt773vfyb//2b/zlL38pPt7d3c2f//xnvvnNb3Lsscdy3333oZTi4osvHnMMiBBCCCGEEEIIMVMsbp1DxDKI2wY9aXfM8R6B1vSk3TDawjJY3DpnSseZiFjMq08wv6mKefWJcRWm29raOOWUU0YtTJ988sk8/vjjxcI0wOoNHTheQMYNqEvYY87mNpSiLmGTdsNs7LTjT2j9jOvjeAGrN5TOxp4s+1JMtk1jSDEZ9v34lXv/hRBiJGUpTgP8/Oc/561vfSuO4/Af//EfnHzyycVLR0499VTe9KY38bWvfY2Ojg601rz97W/nhhtuKNfwhBBCCCGEEEKISdPaXENLfYKGyiiuH9DZlx21QB1oTWdfFtcPaKiM0NKQ4Pjm6jKNeHwee+wxTjzxRP72t7+VXO7iiy/mwQcfpKmpqXhf2vFYt62LZMbFNBSV0fF1KCdsk0BrvCAg0JpEZHyZ3JVRC9NQJDMuj23bRdrxxrX+RAxXTA4CjeMFZPOF4iDY+/UxXDF5X4/fdOy/EEKMpGzF6UQiwQMPPMB3v/tdZs+ejdZ62K/6+nqWL1/O7373O6LRaLmGJ4QQQgghhBBCTBqlFEtPn09twmZOTYy047O9J0N/1kXvUaTWWtOfddnekyHt+MypiVGbsFl62vwZmQf8s5/9jLe+9a10dnaOuIxSin//93/nlltu2euz/a5+h0BDzvNJRMxx76Ovw6Ktzv/XD8Y3fqXCCQgLE0F2pZzxbWCcBheTDQWmUnQkMzy3a4C27jTbezK0dad5btcAHckMaccb8hrZs5j8Uldmn45fufdfCCFKKev0p4Zh8LnPfY5Pf/rT/OUvf+Gvf/0rO3bswPd9GhoaWLRoEaeccooUpYUQQgghhBBC7PeObqxk2RkLWL5mE4ZSdKUcOvty7DIcEhEz7J7NT37oB5q4bdJYG6c2YbPsjAXFye9miiAIWLZsGVdffXXJ5SorK/nlL3/JmWeeOezjWc8Pt5cvLo97HHsU98camTJYeOzD2xnXH/f641EoxqcdDy/QvJwMu+j9QKMBNKBAAf1ZzUDOJ2IZNFZFidnmXsXkV/ozwMSPH5R3/4UQopSyFqeLT2pZvOlNb+JNb3rTdDy9EEIIIYQQQghRFota6lixZCEr799Cm53G8QKSGbdYaDRU2BlbE7eJWAYtDQmWnjZ/xhWm+/v7+dCHPsTdd99dcrl4/RzecNkKNlpHc9j2Xlqba/bq7I1ZYQyHoSZeWC71/VgEWmPkV4vb44sFGa+s55N2PAYcHwV4aAKtUeTHrnaPyfd18aRFe2+GOTUxEhFrSDEZHa4w0eNXeK5y7b8QQpRSluL0H//4RwBOOOEE4vH4mNbJZrPFSRPf8pa3TNnYhBBCCCGEEEKIqXR0YyXXfXARG9v7uHfDy6zb1sXgeGHDUJx8ZAOLW+dwfHP1jIvyePHFFznzzDPZsGFDyeUqWo7niA9cRaaygbWbd/Lo1i5a6hMsPX1osX1WVQRDQdQySeXCCIvx7LOZL8qq/H/NcQaW6ny3emXUwjAUDZWR8W1gnDqTWTqSWbTWxW5n2zAwFEP2u/C4H2hcP0Bj0JHM0lwbH1JMnlMb3afjV+79F0KIUspSnH7rW9+KYRisX7+eV73qVWNap729vbie50k4vxBCCCGEEEKI/VfG9amJ27z/dXNZ8tq5KCPMcojbJg2VERKRabmweVSPPPIIZ599Njt37iy53KzX/SNHvO/TYNqkch7JjEvcNsi6PleuWs+yMxawqKUOgETE4qSjwgJ2MuOSynlUxewxjynt+hhKDYlFqYqNvUKdynn4gaYmbnPykQ1Teuy11vz8zy/iB7p4QsI0wDBAMbSgrJTCVGFHtBeA5wcoDDr7sviBpipmYxiKuXWJfTp+5dx/IYQYTdl+A+054cNUryeEEEIIIYQQQkwnrTUb2pOsXt/Buuf26JZWcNJRYbf03LqxXWFcbrfccguXXnopruuOvJAyWPC+T3Lk284vdu9qrUnlPHrSLu29GQKtWb5mEyuWLCx2UC9uncOjW7uI2wY9aZeKqDWmeI5Aa3rSLgnbxA00MXNi68dtk4hlsLh1ztgOxgRorVn15HaeeLEHx9s9a6Prawg0plIYxtAStcp3U1sGuD54gUa7AUoxpJi8r8evHPsvhBBjMWNPjwVB+IvbNCX7SAghhBBCCCHE9Es7Hrv6HbKeT8wymVU1csfz1h2pMGe6e/ic6ahlloy+mE6+7/PFL36R733veyWXs6IJFn3kazS9+uQh9yulqIrZVEQtOvvCSAtDKVY+sIXrLliEUorW5hpa6hNkXZ/23gydfVmaqmMlC6yB1nT2ZXH9gENrYgzkoykmsn5jbZyWhgTHN1eP7+CMUeHn/+fnu+jLeAxuuytMgujpsEgN+djp/NBNpTANhWHki9NaEzGNIcXkfT1+U73/QggxVjO2OP3CCy8AUFNTM70DEUIIIYQQQghx0Bpr9/Pgif+eauth+ZpN9KZdulI5Mm6AaSgSEbMYRTFa9MV06evr48ILL+Tee+8tuVyi4VBOuPQ7VM05YsRlDKVoqo6xvSdDV8qhrSvNxvY+WueGx2rp6fO5ctV6Aq3pSGbZ3pOhLmFTGbX2ymIudGK7fsCcmhh1FRGWLT6aH67dOqH1axM2S0+bPyX53oWff/eAQ0/axQ9GvyJcF/8PfK3xtQZdvAsNHFoXKxaT9/X4TeX+CyHEeExJcbqtrW3Y+zs6OqisLH0mOJfLsW3bNq666iqUUrz61a+eiiEKIYQQQgghhBAlTaT7GSgWJjuSWWzToKk6WrJgOFL0Rbk999xzvPe97+Xpp58uuVzNka/hjR/7FpHK2lG3aShFXcKmsy+H4wWs3tBB69ywCe3oxkqWnbGA5Ws2YShFV8qhsy/HLsMZUshPOz5+oInbJo21capiFh998xHMrYtzyZuP4KaHnxvX+rUJm2VnLJiS47x1R6r482/vzUD+taJUeCxcf3yFagjXNQ3Fh9542JDX0ESP31TuvxBCjNeUFKePOGLvM6daa975zneOe1sXX3zxZAxJCCGEEEIIIYQYs4l0P39x1XoipkFv2qUjmSURMUeMWhhL9EU5/fGPf2TJkiV0dXWVXK7ude/mpAv/FdOOjHnblVGLXYZDMuPy2LZdpB2vGIeyqKWOFUsWhicB7OFPAlRGLapjVrGjeCDnc/3abcXtO56PrzX1FTamESGZ8fZavyZuE7EMWhoSLD1taiJUtNasvH9L8ecfswwgwPXCx/1AoxhSdx6TQENDZYSm6thej431+JVj/4UQYiKmpDg90iSG45ncMBaL8alPfYqPfvSjkzUsIYQQQgghhBBiVIO7X8fT/Zx2fHrSDrah8uuUzgCG0tEX5XLzzTfzyU9+ctSJD5vfdRlz3nT2uArTEBbiExGzWDDtSjkk6neXI45urOS6Dy5iY3sf9254mXXbhsanOH6A6wcYhBMFDtfBXh2zCHQ42WBYiI0W1zcMxclHhvErxzdXT1nhf0N7krbuNF2pHLZpcEhVlO09GVCaIL9DY62KDC5iGwr6Ml6+2L230Y5fufZfCCEmYkqK0//zP/8z5Pt/+qd/QinFN7/5TZqbm0dcTylFLBZjzpw5LFq0aNQIECGEEEIIIYQQYjLt2f06nu7nzr6w+znnBsytG70wXVAq+mIqeZ7H5z//eVauXFlyuarqGhZceBXZplZMY/gC6WjCbvPwdsb193pcKUXr3Bpa59aQdjy6Ug4Z1+e5nSlu+uNz9Gf1mDrYGyqjVERNLn3LkRx5SCVx26ShcuSJKyfT6g0dOF5Axg1oqo4SMXcfq8FF6eLkh3rkYrVpKAwFjq/RgOMFdPblaGmoGHb5kY5fOfdfCCEmYkp+O334wx8e8v0//dM/AXDWWWfxqle9aiqeUgghhBBCCCGE2Gd7dr+Otfv5kKooPQMurg5QgDVMETfQGs/XBFpjKIVlquK2S0VfTIVkMskHPvABfvvb35Zc7uijj+bGn93GyscH2N6TJhjHFdGDhfsc3o7bZsllExGLRL3F1h0pbv7T8yQz7rg62OfUxLj5T8+zYslC5tUnJjTe8Uo7Huu2dZHMuJiGKo6xImripIPicsXCdP6/xb0YVKhWCixTEQSg8g/EbZPfb97BCUfUjzqWwvETQoj9QVl+Wz344IPA8FnUQgghhBBCCCHETLFn9+tYu5+DIOx29X2NYSj6sh6JqAVoMo5Pb8ZlILd3x3BF1KQ2bhOPmCWjLybT1q1bOfPMM9m8eXPJ5d7+9rfz61//mlhlNcZf1xG1TFI5D631uKIhdH5SvsqohWEoGirDWJC047Gr3yHr+cQsk1lVuzt896WDfTryu3f1OwQacp5PImIWn7M6atM14Ow+FgwqSA/ZCYa0UQeBxg/CSI7weFOWkxZCCFFuZfmNduqpp5bjaYQQQgghhBBCiAkbrvt1rAZ3Bhc6eTOux85+B8cLCLTGD8KIhkKFUgH92XCCv4hlYJuloy8mw4MPPsg555xDd3d3yeU+8YlP8IMf/ADbtgE46agG1m7eSTLjksp5VMXsMT9nKufhB2EW9ElH1LN1R4rV6ztY99we2cgqfJ7FrXPQWk+og3268ruzXvjzCnOwd4/TMhUGCn9Q5VnrsDt6JFpTfK3YhgEo/CCY8pMWQggxHcryG833fR555BEAXvOa11BTU/qNobe3l/Xr1wPwlre8ZcrHJ4QQQgghhBBCvNSVIesGpB2PqGWMWkQczFAKpVSxATbQmu09GbQGLwijPFR+uULrbKB12Gmdz04eyGnikTDyYrToi4m48cYbueKKK/A8b8RlTNPkP//zP7n88suH3L+4dQ6Pbu0ibhv0pF0qotaYusoDrelJu8Rtk0BrNr7cx5+27iLj+PRlXRxfAxpTKaKWydrNO3l0axcDjkcQ6HF3sE9XfnfMMvPPz5DoE01YoPa9oXEohUVG2q0AsE0jzNe2Tdx8FX+qTloIIcR0KUtx+oEHHuDd7343DQ0NtLW1jbp8JBLh/e9/P93d3TzwwAO87W1vK8MohRBCCCGEEEIcbLTWbGhPsnp9B2uf2UlbdxrHC1DKJ+34VERNauI2cdssGQ9hmeFjSoXds44fYBkKP9AoFLZhYBigBoU6aDRBEHbJOl4ACrKuj+sHxeiLyeB5Hp/97Ge59tprSy5XW1vLbbfdxumnn77XY63NNbTUJ8i6Pu29GTr7sqN2Mwda09mXxfUDqisidPZl2ZXK0Zf1hhbrAdtUZF2fZMYhZpukHZ9AayzDGFcHO5Q/vxtgVlUEQ7FX9IlR/ApfF3ukdzBShHckX5ieUxOjP+th5BecipMWB7NS0TJCiPIoy7+42267DYBzzz2XeDw+6vKJRILzzz+f66+/nl/96ldSnBZCCCGEEEIIMem27kix8v4txYJ094CD4we7O1/9YEjsRmNVlNgIxUGjMPldPt4BDZ6vMY1w4kM1TNKwQmEaYBjgeDpfvFS4fjBpRcienh7OP/987r///pLLzZ8/n3vuuYf58+cP+7hSiqWnz+fKVesJtKYjmWV7T4a6hF1ygkLXD6iOWXQksygVdpFT6EjXoPON5IXCrWEoHC/A9QuTCAbkvGDE4z7SWMuV312QiFjDRp9Y+awXQ+3OjgaGTIA4ZOyE2eUx26SxKkrUMujsy+2V1y0mbvAJqVLRMq3NNWXJKxfiYFeW4vQTTzyBUoq3v/3tY17nbW97G9dffz1/+ctfpnBkQgghhBBCCCEORk+19bB8zSZ60y5dqRwZN8h3Nu/ufg4YGrvR3pthTk1sxM7KmphVnPyuMPHdSIXpIQoRD4Cvw07rychK3rJlC2eeeSZbtmwpudxpp53GbbfdRl1dXcnljm6sZNkZC1i+ZhOGUnSlHDr7cuwyHBIRs3ic0o6PH2jitklVwuaVvhwArq+L+zlSvEl+OsT8sQBDw47+HPPq4uMqFIZjCW+XKwpj2OgTIzxp0Z/V+DqMLzHyHfX+4PiP/E3TUMyujlGbsFFK0Z91i3ndJx/ZIF29+2jPE1LJjFs8iVHofC9Ey7TUJ1h6+nyObqyc7mELcUAzyvEk27dvB+CII44Y8zqHH344AO3t7VMxJCGEEEIIIYQQB6mN7b189a6ni92/vtY0VUc5oqGC2oSNbRooBaYK4zjQ4PoBXhB2DGdHKHbm45OLpWi1Z4bDMLTWYTcx+WiQfJFs9YaOfdrHBx54gDe+8Y2jFqavuOIK7rvvvlEL0wWLWupYsWQh85uqaK6L01KfoDJq4foBmXwkSWXUoqU+wayqCMmMW+yYVoBtKKK2gW3u/opYxpDjrDXFwrKvw8iTrBuUHNeeBk9QWa4ojEL0SUNlFNcP6OzLEuiwsFyI9yh0iNumQdQMJ8EMpzyEiKmoiFrUVYSF6cF53RHLYHHrnLLsx4HqqbYerly1ni2d/bT3pGnrTpPKedimQdw2sU2DVM6jrTtNe0+aLZ39XLlqPU+19Uz30IU4oJXllFs6nQbCN92xKizb19c3JWMSQgghhBBCCHHwKFzKf+/fXuZXf91ezHYO4xYUqZyHZShq4jYDOb9YSLTNsAvXC8DzAxTGsJ28YSHRKWYLF7i+DqM7FHtFXwQ6zJvWaCzTCCMgDOjLevuUlXz99dfzqU99Ct8fuWPYsiyuu+46LrvssnFv/+jGSq774CI2tvdx74aXWbdtj2gEQ3HykfVsbO9jR18OLwjHYZkKy9i7R25wvInnU5z8D8gXqjXJjFucLHI0Ot+9Xe4ojJGiT2rjFrapCLTKn+QA09BorfCD8PxFxAozppuqo4AaktfdWBunpSHB8c3VZdmPA9HWHSmWr9lE94BDRzKLbRo0VUdLRtK092YItGb5mk2sWLJQOqiFmCJlKU4fcsghbN++nc2bN/OGN7xhTOts3rwZgIaGhqkcmhBCCCGEEEKIA9zgS/n7Mi4DOQ8/XwAN0HgB9Gc9BnI+tqnCnOhCIdEvFFUVrh92ABc6eQvF0kIh0fHCInO4bY1pGHiBxg2CIZP/FdbR+ftsY+jkdxPNSnZdl09/+tP88Ic/LLlcXV0dt99++7iiN/eklKJ1bg2tc2tIOx5dKYeM6xO3TRoqI2zdkeLhLbvoz3nFbnBzlFgOhcIyQXvhz6XAC8KCYRBoDGP0aI9U/uc7HVEYw0Wf7Oh38rna4SSJfhC+5iDs7rYHTX4YMQ36s24xr3tOTRjxsfS0+ZJ/PEFaa1bev4XetEtHMksiYo44madSiqqYTUXUorMvS0cyi6EUKx/YwnUXLJKfgRBToCyxHieccAJaa37605+OeZ1bbrkFpRSve93rpnBkQgghhBBCCCEOZHteyl/ohtSEsRuFnGTHD3D8cPI9LwhQ+aJhoDVufrJCwwgLjIVOXq01/VmX7T0Z0o5PQ2WkOJldbTxCzDaJmAYR0wg7tAk7gQtF6cJjMdukuTZOImJNOCu5u7ubd7/73aMWpo877jj+8pe/7FNhek+JiMW8+gTzm6qYV58gEbFYvaGDtOPnC7Lh/o6lsBd2Uav87VCQ7y73gtGvxp4JURjDRZ9Ux21iVliCUSr/NWidRMSkP+vxQleazr4cplI018apr4iw7IwF0rW7Dza0J2nrTtOVyuU7pocvTA9mKEVTdQzbNOhKObR1pdnYLlf2CzEVylKcPueccwD4/e9/zzXXXDPq8tdccw1/+MMfADj33HOndGxCCCGEEEIIIQ5Mgy/lb+/N4AW6mP1rKIiUyDwGigVqFLhBgOfr4jI9aYfndw0MLSQmIsypiYU5woZiXl2c5to4VTErfJ78cxWetzpm01wbZ15dnJi9uwt7vFnJzzzzDG984xv5/e9/X3K5f/zHf+Sxxx7j6KOPnvAxHYu047FuWxd9WTecYHKc6xtGPq87TwOer/GC0rnTg6MwGiojo0ZhpB2Ptq4wW7itK03a8cY50pEVok+Wn93KW487hKbqKIfPquTIWRVUxWxilkldIkJdIkIiYuL6ekhed3NdnPmzq1ixZCGLWsaWBy6Gt3pDB44XkHED6hL2qIXpAkMp6hI2GdfH8YJ9zoEXQgyvLNe2nH/++Vx99dX87W9/4/Of/zyPPvoon/nMZzjppJOwbRsAz/N47LHHWLlyJXfddRdKKY4//ng+9KEPlWOIQgghhBBCCCEOIMNdyl+XiIQTIPp6SCfvXpnHflCcrM8wwPDCbmk/CL+0Bq0gHjFpqIgSsQxaGhJ88tQj+dIdGxnI+aRyYaEzHjGJR+IEQdj5Gxafw5iQPSMqJpKV/L//+7+cd955JJPJkst9+tOf5nvf+x6WNfVlgF39DkG+iF/oGB8PRX7yQMJjHeZ4a3b05Wio1CVzgkeLwihkj69e38G65/bIylZw0lENLG6dQ2tzzT5HOIwUfRKzDDr7szywaccIed3hGI5vrpYYiX1UOFGSzLiYhqIyOr7Xf2XUYpfhkMy4+5QDL4QYWVn+RSmluOOOO3jzm99MR0cHd955J3feeSe2bVNfX49Siq6uLlzXBcI3i0MPPbRYpBYHp7TjsavfIev5xCyTWVUReRMQQgghhBBCjMlwl/I7Xr7zVjNiO69pKAJf4/kapQLmVscBRW/GYSDnA2FndcQ0aKiM8rZjG4cUEk86qoG1m3eSzLikch5VsbAhyzAUkVHykseTlay15rrrrmPp0qWjTnx4/fXX8/GPf7zkc0+mrLd7PMVoDq3R+czlMdO7o1dMIyzod/bl2GU4JCJmMZIl7fj4gSZumzTWxqlN2MNGYQzOHne8gGTGLeZ7GwqilsnazTt5dGsXLfUJlp4+f9LiNBIRa0h+eEtDBScc3jBsXrd87p08hRMlOc8nETHHXWNSSpGImBPOgRdCjK5s/6IOP/xwnnrqKS677DLuvvtutNY4jsMrr7wyZDmlFEuWLOH666+nsbGxXMMTM0Q5z2ILIYQQQgghDlyDL+Vvqo4W4zyAPQrTYZ60H2j8Qp6HDifkC1xNe2+W5toYc2piBBpeSWbz3blxrr3gtcxvGhobsbh1Do9u7SJuG/SkXSqi1phiBMaTley6Lv/yL//CjTfeWHKbDQ0N/OY3v+HUU08d9fknU8wK40hMQ2Fb4QSRvh8eZ3M8H+Pyy86uiRG1DBIRa9iicmXUoiZuFzvYl562d1H5qbYelq/ZRG/apSuVI+MGmIYaUuRO5TySGZe4bZB1fa5ctZ5lZyyY0liNPYvWYnIVTpSEr5WJ1RAmmgMvhBibsv4GbGxs5I477uCZZ55hzZo1PPXUU+zatQuAWbNm8brXvY7FixdzzDHHlHNYYoaYzrPYQgghhBBCiJllX66kHOlSfmvQRHthTEeAH4SF6Pz/htBA1vXZ3pshapk0VkXIeWEucCxiMrcusddztzbX0FKfIOv6tPdm6OzLjjoB2+Cs5MbaeMms5K6uLs455xzWrl1b8hi86lWv4p577uHII48sudxUmFUVKX6Gy7pBsfvZD8I87dEajTRhfAqEHec1cZsVS1pRKO7d8PK4ozAGZ493JLP5TvpoyXiQwsSZy9dsYsWShfLZcz9VOFFSiIaZiInkwAshxm5aTs8de+yxHHvssdPx1GKGmqlnsYUQQgghhBDlM1lXUo50Kb9hKCqiJv1Zje9pXD98glIlKw24Xhjl0dadASgZu6GUYunp87ly1XoCrelIZtnek6EuYe9TVjLA3//+d84880yee+65EiOGM844g1tvvZXq6pEnA5xKiYhVjDfpTTsYhsIywgxqLwDLKF2g9n0dJq8oqI5ZHD6rovgz3zO/ebQojOGyx0c6WaCUoipmUxG16OzL0pHMYijFyge2cN0Fi+Tq3f3Q4BMlqZw37miZieTACyHGR64dEdNOzmILIYQQQgghJvNKylKX8tfEbfqz3l4FaVX8v1ChyVIRFqgdb3cHsEaXjN04urGSZWcsYPmaTRhK0ZVy9ikrGeC3v/0t559/Pn19fSWP4+c+9zmuvvpqTHN6OzwL8SaJiInjazBAY+D5Aa5POAHlHl3UWofRKm7+rIRthFnhexbrxxOFMVz2+GjxDoZSNFXH2N6ToSvl0NaVZmN7H61zayZwJMR0GnyiZM8c+LEYTw68EGJijOkegDi4DXcWe25dnKqYvdfZzMJZ7Ll1cRIRk45klt60y8oHtqAneHmOEEIIIYQQYvo91dbDlavWs6Wzn/aeNG3daVI5D9s0iNsmtmmQynm0dadp70mzpbOfK1et56m2nmG3V+pS/rhtEGi993yII9Ur1e44kEKxuz/r8epDq0ru06KWOlYsWcj8piqa6+K01CeojFq4fkDG9XH9MB6kpT5Bc12c+bOrWLFk4V5XhmqtWblyJYsXLy5ZmLZtm//+7//me9/73rQXpmF3vElDZZRAa2wznNDQNg1Q4AYBjh/g5r8czyfrBcVudgX4WuP5Pr9+4iXWb++d0Oe+wdnjdQl7zLnDhlLUJWwyro/jBaze0DHu5xYzw+LWOUQso5gDP9Z4j/HkwAshJm5ST/m0tbUVb7e0tAx7/0QM3pY4sMhZbCGEEEIIIQ5uU3ElZalL+bNuUOx+HqzYKV1olR50vxdolNqdVV0ZtXj65f5RP4Mc3VjJdR9cxMb2vgllJTuOwz//8z9z8803l3yeQw45hFWrVnHKKaeUXK6chos3MZQCIzzGWocZ1IHWQ47JYDHLIJULJjz30EjZ42NVGbXYZTgkMy6PbdtF2vGkc3Y/NNU58EKIfTOpv1WPOOIIIHwT8jxvr/snYs9tiQPLcDNoj0XhLHZnX654FluK00IIIYQQQuxfpioPuNSl/L0Zd/c2C+MYMqa9x6mUKnZPk++eHutnkEJO8nizknfu3Mn73/9+Hn744ZLbP/7447nnnns4/PDDRx1LuQ0Xb5J2PJRSGEZY9B+uMG0ZUBW1sS1jn+YeGil7fKyUCudBKsTLdKWcMceJiJljKnPghRD7blJjPbTWxa+R7p/IlzgwTcZZbNNQQ85iCyGEEEIIIfYf+3IlpW0aQ66k3NNwl/IHWjOQC3OeDQW2pTCUKnZFDydiGkRMg5ht0lIXx7aMCX8GSUQs5tUnmN9Uxbz6xIiF6Y0bN3LiiSeOWpg+88wzefTRR2dkYbpgz3iTwxoqqInbWIYKO9rzyynANhTVMYsjZlUytz5BU3WMwxsSNFVH8TW092boHnBYvmYTW3ekRn3uUtnjYxXmg4e3M64/oW1Mt7Tj0dYVxuG0daUPys/OhRMl9RURmmvjmErR2Zfjha40nX1Zdvbn6OzL5r/PYSpFc22c+orIiDnwQojJMamn/P7nf/5nXPcfqNra2li9ejVr167l//7v/9i+fTu+7zNr1ixe//rX84EPfIBzzz0Xyxrb4X/66ae59tpreeCBB2hvb6eyspIFCxZw4YUXcskll4x5OzONnMUWQgghhBDi4DaVV1IOdyl/fSIChJ3ShlKYysAwNZowYsIPdod9qPwy1XGL2niEmG3kP4N4U/oZ5N577+WCCy4glSpdfP385z/P8uXLZ0S+9Gj2jDd5bFsXL3b52KaB6weYSlGbsIcc54LxdMzvqVT2+FgFOjyRARC3Z/6xLtBas6E9yer1Hax7bo84GQUnHRXGybQ21xw0HcGFEyUr799Cmz38xKuVUYuauE3EMmhpSLD0tLHHyAghJmZS30U//OEPj+v+A9FXvvIVvvWtbw3b8d3e3k57ezt33303//Ef/8FvfvObUfO0b775Zi6//HJyuVzxvmw2y8MPP8zDDz/MLbfcwr333ktDQ8Ok78tUk7PYQgghhBBCHLymOg94uEv5c242LEAHGpWvOKowADn8bJEvTZv5yfuaa+N7dTdP1WcQrTXXXHMNn//850teQRyJRPjRj37ExRdfPGnPXQ6D403+8nwXV935NB3JDBHTYG5dHMssfWH3ROYeKpU9PhZaa9KOT2XUwjAUDZWRMa87nbbuSIUF2O7hC7BRy5xwjvf+bl9z4IUQk0/aTCfZyy+/jNaaiooKzj77bN7xjndwzDHHEIvF2LRpEz/4wQ94/PHH+etf/8ppp53Gk08+SWXl8G8Cv/vd77j00ksJgoCmpia+9KUv8cY3vpHu7m5+9KMfsWrVKtatW8eSJUt48MEHMYxJTWmZcgfzWWwhhBBCCCEOduW4knLPzOMd/TncICxB60ADARB+rtCEhSnbUJiGYk5NbNjYjan4DJLL5bjsssv4yU9+UnK5xsZG7rjjDt70pjdNyvNOl99v3gGA62uaqqOjFqYLxjv3UKns8dEEWpPM5w4nIiYnHFa3X0yG+FRbD8vXbKI37dKVypFxA0wj/LcSnljR+5TjfSCYaA68EGJqyL+4SdbQ0MDVV1/NJz/5SaqqqoY89vrXv54LLriAD37wg9x22208++yzrFy5kquuumqv7XiexxVXXEEQBFRXV/PII49w1FFHFR9/17vexeWXX87111/PH//4R37+85/vd2fOD9az2EIIIYQQQojyXUk5+FL+iGWwbYeP4wcEOvxMgQpzp00j/G/EMphVGcEywsKdkZ8M0chnJE/2Z5AdO3Zw9tln8+ijj5Zc7jWveQ133XUXhx122D4/53Sa6o75PS1uncOjW7uK2eMVUavE602TcXx6My6prIfra1DQkczy0JadmPdtmtFRGFt3pFi+ZhPdAw4dyWw+xz1actK/9t4MgdYsX7OJFUsWHjQd1AWJiCXxoEJMs/2r1XY/cPXVV/P5z39+r8J0gWmaXH/99UQi4R8xt99++7DL3XHHHWzduhWAK6+8ckhhuuC73/0udXV1xdv7m8JZ7Jq4jR+Eb47jkcp5+IGmJm5z8pENcnZTCCGEEEKI/Ug5r6QsXMr/nSULOXZOFRHTQCkwjXCyQ9s0qIpaNFREsA3Fy71Z2rrTbO/J0Nad5rldA3QkM3QN5PD8YNI+g6xfv54TTjhh1ML0WWedxZ/+9Kf9vjANU9MxX0ohe7yhMorrB3T2ZYd9veU8n7buDO29WfoyLjkvwNcarTVeENCXcVm7eSdfumMjV/zyqTFNyFhOWmtW3r+F3rRLRzJLImIyty5OVcze6xgXcrzn1sVJREw6kll60y4rH9hSMlJGCCGmwqRW877xjW9M5uaKvvKVr0zJdqdLQ0MDCxcu5K9//Svbtm0bdpk777yzePsjH/nIsMskEgnOO+88brzxRjZu3Mizzz7LMcccMwUjnjrjO4u9W6A1PWmXuG0SsQwWt84pw2iFEEIIIYQQk6XcV1IWLuX/5vuO58rfbGB7Txpfw5yaGFprdqYcBgYcAj1oYkQNqHByxP6sxvM1phFGI+zrZ5C77rqLCy+8kIGBgZLLLVu2jG9+85v7XYzjSMo999Bw2ePbezLUJexiR3Ha8ehIZvH8AC/QxW2H3fRQFbUYcHz6sukZG4WxoT1JW3earlQu3zEdG/X4TiTHWwghJtukFqe/9rWvTcmlLQdacRooTnA40h8YDz/8MADHHnsss2fPHnE7p556KjfeeCMAf/rTn/a74vRwM2iP9iYaaE1nXxbXD2isjdPSkOD45uoyjloIIYQQQgixr/YlDxgmfiVla3MNh8+qwPED2nsz7OjP4vphQTosTGoU+cJp/mNJoDWel58sEcWuVA7XD8a7y0BYVP/Od77Dl770pZJdqtFolJtvvpkLL7xwQs8zU03H3EN7Zo93pRw6+3LsMhwilqI/6xEEGj8/HEOBbRpDssdnehTG6g0dOF5Axg1oqo6OufA/3hxvIYSYbJN+6lXnL3sZ6WsiyxxoduzYwaZNmwA47rjj9no8lUqxffv2ER8fbPDjhW3uTwpnsWsTNnNqYqQdn+09Gfqz7l4/e601/VmX7T0Z0o7PnJoYtQmbpafNH9NJkbTj0daVZktnP21dadLO+GJEhBBCCCGEEJNrcescIpZRvJJyrMXKfbmScvBnkIaKCP1Zj6zr43gBWmvsQVEflhnmUBNGD2Mo8IKAyqjFivs2jTvaIZvNcvHFF7Ns2bKSn3Vnz57NQw89dMAVpmFox3za8cf9mb/QMR+1zHHlfheyx+c3VdFcF6elPkFl1KI/G57k8DX5cRlELZOYbdJcGy+e9JjJURiTkeNtGmpIjrcQU0VqM2JPk9o5HQQjnzl+4YUXOP/883n88cd597vfzUc/+lFOPPFEmpqaAOjs7OTxxx/n5ptv5r777uOEE07gtttuOyAytfb03e9+F88L//Gdd955ez2+ffv24pvb3LlzS25r3rx5xdsvvfTSuMZRKICPpKOjY1zbm6hSZ7EHzyicdnz8QBO3TRpr49QmbJadsaDkWWqtNRvak6xe38G657qKl2dB+IfHSUc1zOgJLYQQQgghhDiQTdeVlEc3VnLlu4/jkp/8FcswcApd0DrcfpDP9Ah0GO9hGAo7H/EQsQy6BhxitsnKB7Zw3QWLxvRZ4pVXXuHss89m3bp1JZdbtGgRd91115DPegeS6eqYh93Z4xvb+7h3w8v8YdMOkhmXQAeYQMRSVEZtauI2MdsY9uc6E6MwpiLHWyYJFJNJajOilLL8tkkmk7zzne/k+eef56c//Skf+tCH9lpm3rx5zJs3jyVLlvCLX/yCD3/4w5x22mn89a9/pabmwLmk5M9//jPf//73gbDw/M///M97LdPf31+8XVlZ+vKgioqK4u1Uanxn7WfSHzuDZ9Bus9M4XkAy4xbfHA0Vns2tidtELIOWhgRLT5tfsjC9dUcq3F738NuLWiZrN+/k0a1dtNQnWHp66e0JIYQQQgghJtdY8oALBscquH4w7isp92SZBodURUnlBjCVwjTCHOTBWdOGUvncYUXEMmiqjmKbxrgLk0899RTve9/7Rm0oev/7389PfvKTIZ/zDkTTOfdQIXu8dW4Nrh/w4OadvNybYVZlhNp4BMMYfRwzLQqj3DneQoyH1GbEaMpSnF65ciVbt27lE5/4xLCF6T1deOGF/OlPf+LGG2/kmmuumbKJFsuts7OTc845B8/zUErxk5/8hEQisddy2Wy2eDsSKX2JUjQaLd7OZDKTN9hpsOdZ7HXb9jibZihOPjI8m3Z8c3XJP0Cfauth+ZpN9KZdulI5Mm6AaaghndipnEcy487YCS2EEEIIIYQ4GEzllZSlrN7QgUJhGYq6ygiOHzCQ27soV2iSiUcMCiHU4ylMrlq1iosuuoh0Ol1yPFdddRVf+9rXDpiJD0uZCXMPpR2PJ17oIeP42KZBXSIyrpMclVGLXYYzJApjPF3ck2k6cryFGAupzYixKMtvzt/85jcopTj33HPHvM55553HjTfeyKpVq6akOO15HrY99kuHRvI///M/fOQjHxl1uf7+fhYvXlyM0li+fDlvf/vbh102FosVbzuOU3K7hYkVAeLx+BhGvNtoZ+07Ojo48cQTx7XNfTX4LHba8ehKOWRcn7ht0lAZGdOb/dYdKZav2UT3gENHMpufqThasvNiJk5oIYQQQgghxMFiKq6kLGVoRq9BfUVYmAy0xvN1vlCndmdO72EshUmtNd/+9re56qqrSo4lFotxyy23cP75509oX/ZH09kxX3AgRWEMzvFO5Ty01uPan0KOd2XUGleOtxClSG1GjFVZfnO+8MILAOOK5ygs++KLL07FkMoqm83yvve9jyeeeAKAz372s3zxi18ccfmqqqri7dGiOgYGBoq3R4sA2dNoedbTLRGxxv3mrrVm5f1b6E27dCSzJCLmiGfgCxNaVEQtOvuydCSzGEqNKzdOCCGEEEIIMTkm80rK0YxUmAzjO0bf7miFyUwmw0c/+lH+3//7fyW3M2fOHO666y5OOOGECe/L/mq6OuYLDqQojOnM8RZiOFKbEeNRlt84hQ7lDRs28LrXvW5M62zYsGHIupPNsiw2bdq0z9uZM6d0xpXneZx33nk8+OCDAHzsYx/jmmuuKbnO4KLxaJMWDu5+nkkZ0tNlQ3uStu40Xalc/qxc6UvDYGZOaCGEEEIIIcTBaDKupByLqSxMvvzyy5x11lk8/vjjJdd/wxvewJ133klzc/OEnv9AUO6O+cEOtCiM6czxFmJPUpsR41GW4vRrXvMaHnroIa6++mrOPffcYXOWB0un01x99dUopVi4cOGUjeu4446bsm0DBEHARRddxD333APA+eefz4033jjqepWVlcybN4+XXnqJzZs3l1x28OMLFizYtwEfAFZv6MDxAjJuQFN1dMx/aM60CS2EEEIIIYQ42E3kSsqxmqrC5BNPPMH73vc+2tvbS6576OveznuWfZcuXcGh44xgONCUs2N+sAMtCmMm5HgLUSC1GTEeZSlOf+xjH+Ohhx7imWee4a1vfSs33XQTr33ta4dd9m9/+xuXXnopmzdvRinFpZdeWo4hTonLLruseBnXe97zHn72s5+NeXKLU045hVtvvZVnnnmGV155hdmzZw+73EMPPVS8/eY3v3nfB70fG5obp6iMju/lPZMmtBBCCCGEEEJMnakoTP7617/mwx/+8KgT1c9+28XMfcdFPPpCir9u30hLfYKlp09ON/D+qlwd84MdaFEYMyHHWwiQ2owYv7L8dC+88ELuuOMOVq1axRNPPMHrX/96WltbOeGEE2hsbEQpRWdnJ48//ngxzgNgyZIlfPCDHyzHECfdZz/7WX784x8D8I53vIPbb799XBElZ511FrfeeisAt9xyy7AZ1el0mttuuw2AV73qVcyfP38SRr7/OpAmtBBCCCGEEGIypB2PXf0OWc8nZpnMqpqaQt/+ZjILkycdUc93V3ybr33tayXXMewoR57zBepe/Q8MOD592TRx2yDr+ly5aj3LzljAopa6fdyz/d9Udszv6UCLwpjuHG8hQGozYvzK9tP91a9+xWc+8xl++MMfEgQB69evH1KILiicsb7iiiv4j//4j3INb1J97WtfY+XKlQC86U1v4q677iIajY5rG2effTZHHXUU27ZtY8WKFZx77rkcddRRQ5b5t3/7N3p6eoq3D3YH0oQWQgghhBBCTJTWmg3tSVav72Ddc3tEJCg46agwIqG1ueag7pKcjMKkGTg89MMv8bt77yi5TqzmEE64dAU1844FhnautvdmCLRm+ZpNrFiyUAqEZXQgRmFMZ463ECC1GTF+ZStOm6bJtddey6WXXsoNN9zAAw88wNatW9GD8r2OOeYYTjvtNC677LIpzZqeStdeey1f//rXAWhububf//3fef7550uuc+yxx+7VVW3bNj/4wQ8488wz6evr481vfjNf/vKXOfHEE+np6eFHP/oRv/nNb4AwAuSiiy6amh3ajxxoE1oIIYQQQggxXlt3pMKiVPfwRamoZbJ2804e3dp10MdJ7Gthslql+Ot/fYWdz28q+Ty1hy3gDR9bTqxmVvE+pRRVMZuKqEVnX5aOZBZDKVY+sIXrLlh0UJ80KKcDNQpjunK8hQCpzYjxK3tffGtrK//1X/8FQC6Xo7e3F601dXV14+4unokKBWOA9vZ2TjnllFHXef755zn88MP3uv+MM87ghhtu4IorrqCzs5N/+Zd/2WuZE088kTvuuAPTlH+sB9qEFkIIIYQQQozHU209LF+zid60S1cqR8YNMA015HL+VM4jmXElToJ9K0xWJF/grz/5MtlkV8nnOPT1p/OaC76AGRn+s66hFE3VMbb3ZOhKObR1pdnY3icTgJXRgRqFMR053kKA1GbE+I1tdr4pEo1GaWpqYvbs2QdEYXoqfPzjH+eJJ57g4x//OEceeSSxWIyGhgZOOeUUfvjDH/LII48wa9as0Td0ECjkxtXEbfwg/ONxPGbahBZCCCGEEEKM1dYdKZav2UT3gEN7bwZfQ1N1lMMbEjRVxzikKkpTdSz/fRRfQ3tvhu4Bh+VrNrF1R2q6d2FaHFob45I3HxEWHKuiGAo6+3K80JWmsy/Lzv4cnX3Z/Pc5TKUwn3+UJ3/46VEL08e+5+MsuviqEQvTBYZS1CVsMq6P4wWs3tAxmbsoxqAQhTG/qYrmujgt9QkqoxauH5BxfVw/oDJq0VKfoLkuzvzZVaxYsnC/OamTiFjMq08wv6mKefUJ+awrppTUZsR4yU94kq1du3bSt3n88cdz0003Tfp2D0QH2oQWQgghhBDT6cknn+S3v/0tDz/8MBs3bmTHjh3Yts2hhx7Km970Ji655BL+4R/+YbqHedDTWrPy/i30pl06klkSEXPEeAqJkxg+kzvnBfSkXRwvIG4bKKVw/WBIRm911OSF+2/h2d/9pOT2lR3ldRddxZzXnjrmMVVGLXYZDsmMy2PbdpF2PCnIlJlEYQgxeaQ2I8aj7O92W7du5ac//SmPPfYYr7zyCplMht/+9rccffTRxWU2btxIW1sbFRUVnHrq2N/QhTgQJ7QQQgghhJgOp556Kn/84x/3ut9xHJ599lmeffZZfvKTn3DRRRfx4x//mEhELrudLhvak7R1p+lK5bBNY9S/f+HgjZMolcmt0CQiJlpD2vGJWAZN1VGilkngZmlbtYJnH/nfktu3aw5h/oe+wZxjjx/XuJQK41cKY+lKOSTqpThdbhKFIcTkkNqMGI+y/WYNgoAvfOELfP/73ycIguJEiEopHMcZsuxLL73Ee97zHizL4vnnn6e5ublcwxT7uQN1QgshhBBCiHJrb28H4NBDD+Xcc8/lH/7hH2hpacH3fR577DGuueYa2tvb+dnPfobnefzyl7+c5hEfvFZv6MDxAjJuQFN1dEzdabA7TqKzL1eMkziQi9NjyeQu5ArHLEVNwiZiGpy3IMY1//YvbPy//yu5/brDj2f2OV+msm5isYvhGMLbGdef0DYOBGnHY1e/Q9bziVkms6qmpyiciFhygkCICZLajBiPsv2mveyyy/jv//5vtNY0Nzdz8sknc/vttw+77Lvf/W6OPPJInn/+eW6//XY+/elPl2uY4gBwoE5oIYQQQghRTscddxzLly/n/e9//16Tb5900klcdNFFvPnNb2bLli3ceuutfPKTn5SIj2mQdjzWbesimXExDUVldHwf8Q6WOInBmdwdyWy+wzxaskiyoz9H6qVNfPyqq8j1dZfc/pLzLiDzxkvoSPkEWpdcdiSB1hj5ocTtfZ/wfqYUecdiuKiVAkPBSUeFcRqtzTVSrBJiPyG1GTFWZXlnWrt2LTfffDNKKZYtW8bXv/51TNPEMEaej/Hcc8/l6quv5sEHH5TitBi3woQWK+/fQpu99yV7hdy4mrhNxDJoaUiw9LT58stPCCGEECLv3nvvLfn4rFmzuOaaazjzzDMBuP3226U4PQ129Tv5zGSfRMQcd+FuX+Mk9ocC6EQzuf/+x3vZfOdKtO+OuG2lFCtWrOCKz3yWD/7oz0StHKmch9Z6XD8LnS/QVEYtDEPRUDmxmJz9schbKmrFUBC1TNZu3smjW7toqU+w9HT53CbE/kJqM2IsyvJXww033ADAGWecwbe+9a0xrXPiiScC8PTTT0/ZuMSBTSa0EEIIIYSYWm9961uLt7dt2zZ9AzmIZb0w/iH8kD+xv2fHGyexvxVAx5vJrYOAZ+69iRce+EXJ7VZWVvKLX/yC9773vUC432s37ySZcUnlPKpi9pjHmMp5+IGmJm5z8pENEyrw749F3rFEraRyHsmMS9w2yLo+V65az7IzFrCopW5axy6EGBupzYjRlKU4/dhjj6GU4pJLLhnzOnPnzgXglVdemaphiYOATGghhBBCCDF1Bs8dU+qqSDF1YlYY/2AoyhInMRUF0Knuvh5PJreXS/PUT79J54Y/ldzm4Ycfzt13301ra2vxvsWtc3h0axdx26An7VIRtcZ0wiDQmp60S9w2iVgGi1vnjH3n8vbHIu9EolbaezMEWrN8zSZWLFk47cV1IcTYSG1GlFKWn/6OHTsAOOKII8a8jmWFQ3PdkS+hEmI8ZEILIYQQQojJ9dBDDxVvH3fccdM4koPXrKpIsSg81XESk1kALVf39XgyudPdr/D4TV+k/+XSVwG8+c1vZtWqVTQ2Ng65v7W5hpb6BFnXp703Q2dfdtQu7UBrOvuyuH5AY22cloYExzdXj2sf98ci70SjVjr7snQksxhKsfKBLVx3wSLpshRiPyO1GbGnsrwa4vE4juOQTqfHvE5bWxsAdXVyqY4QQgghhBAzTRAEfOc73yl+f9555417G9u3by/5eEdHx7i3ebBJRKyyxElMZgG0nPETY83k7n5uPX/98ZdwUr0lt3feBy/ip//9I6LR6F6PKaVYevp8rly1nkBrOpJZtvdkqEvYJY+T6wfMqYlRm7BZetr8cZ9c2B+LvOONWoEwfqapOsb2ngxdKYe2rjQb2/tonVtTplELIYSYCmW59q7QMf3UU0+NeZ3CBCyvetWrpmRMQgghhBBCiIlbuXIlf/nLXwA4++yzecMb3jDubcybN6/kV2EeGlHa4tY5RCyjGCcx1niPscZJDFcAnVsXpypm71XQLBRA59bFSURMOpJZetMuKx/Ygtaap9p6uHLVerZ09tPek6atO00q52GbBnHbxDYNUjmPtu407T1ptnT2c+Wq9TzV1jOhYzOWTO6X/ryGx6799CiFacWCsy7nG9dcN2xhuuDoxkqWnbGA+ooIzbVxTKXo7MvxQleazr4sO/tzdPZl89/nMJWiuTZOfUWEZWcsGHcRfl+KvLZpDCnyltPgqJW6hD3mvHRDKeoSNhnXx/ECVm+QE1hCCLG/K0tx+p3vfCdaa2666SaCIBh1+SeeeIKf/exnKKV417veVYYRCiGEEEIIIcbqoYce4otf/CIAjY2N/PCHP5zmER3cCnESDZVRXD+gsy87aoF6cJxEQ2WkZJzEZBVA79v4SrH7ur03g6+hqTrK4Q0JmqpjHFIVpak6lv8+iq+hvTdD94DD8jWb2LojNe5jUyqTWwc+f7/zv/jbL1agfW/kfYkmOPLCb3DU2z8wplzURS11rFiykPlNVTTXxWmpT1AZtXD9gIzr4/oBlVGLlvoEzXVx5s+uYsWShRPKft4fi7zjiVoZTmXUwjQUyYzLY9t2kXb2/tmlHY+2rvDkRltXethlhBBCzAxlifW44oor+MEPfsCGDRv4+Mc/zg033IBtD3+p2W9+8xs+8YlP4DgONTU1XHrppeUYohBCCCGEEGIMnn76ac4++2w8zyMajXLbbbfR1NQ0oW299NJLJR/v6OiQ7ukxmOo4ifFMKDhYoQDa2ZfD8Xyu+d9nMJQqa/zESJncbmaAp376DXY8/WjJ9RMNhzLn3K8wa97Ro2ZyD3Z0YyXXfXARG9v7uHfDy6zbtkeutqE4+cgwV/v45uoJRWpMRpF3l+EMKfKWY1KysUatjESpMOe8EAXTlXJI1Fuj5pi/4fA63nhEA4c1JIjb1qRPvCmEEGJiyvKbuLm5mR/84Ad8/OMf55ZbbuF///d/OfPMM4uP33zzzaTTaR544AGee+654h8MN910EzU1kh8lhBBCCCHETPD888/zzne+k56eHkzT5NZbb+XUU0+d8Pbmzp07iaM7uBXiJJav2YShFF0ph86+HLsMZ8iEhWnHxw80cduksTZObcIuxkmkHY9d/Q5ZzydmmcyqCguxk1EA3ZVySDs+MUuVNWN4uExuI7WTv/7oi/R3PF9y3fqjX8txF36Vbj82aib3cJRStM6toXVuDWnHoyvlkHF94rZJQ+W+F0anqsg71cYStTKa8PUc3s64fskc80BrgkDzzCv9/PLPLxGxDBqroiQi5qRNvCmEEGLiynaa8JJLLkEpxac+9Sna29u58cYbi7/8v//97wPhWXyAaDTKDTfcwLnnnluu4QkhhBBCCCFKePnllznttNN4+eWXUUrx3//935x99tnTPSwxSCFOYuX9W2izh59ssDJqURO3iVgGLQ0JPvOOY8i4PivWbBq22/RVh9aQynlkXW+fCqB9GRcNpF3NnJrRC9O7xzC4+zqMnxjvBHiLW+fw6NYu4rbBS39/kpd+/U3cgWTJdead/B5efc5SXu73iNuqZCb3WCQi1qQXfqeiyFsOpaJWxirQGiO/y8/tTHHzn56nN+3SlcqRcQNMQxGxFDnHxws0vtZoDYqwmD+Q86iO2WTdyZl4UwghxMSV9RqWj370o7zzne/k+9//PnfffTdbt24d8nhzczPvfe97+bd/+zcOP/zwcg5NCCGEEEIIMYJdu3Zx+umn89xzzwFw7bXXcvHFF0/zqMRwxhMnEbcNVj7w7LDdpoUojGRmF519ObwgwDImNmWRAlxfoxTYplH2+IlCJve2P93Nc7evhKBE/rAyeNXZV3DYW97Pjv4crh/QWBsvmck9XSa7yBu3zckaWkkjRa2Mlc5fAVDI8b7pj8+RzISTdYZd+VEMBa/05dAQfuUL0+RvawW9GYcBx6MiYpJ1fa5ctZ5lZyyYUPa3EEKIiSt7wNLcuXP53ve+x/e+9z36+vrYsWMHvu/T0NDArFmzyj0cIYQQQgghRAnJZJJ//Md/5O9//zsA3/nOd7j88suneVSilLHESTzV1sOVdzy9V7fp4AiQMJs6wAs0WmuSWZcaxx53HIUXhJVBDdMSPxEEAZmH/5tNt/1XyeWsWAWLPvI1Eke+nvbe7JgzuafLZBZ5x5Onva+Gi1qpig0/J9VwUjkPP9DUxMPidH9WD8kxd/2A7T0Z/EDj+gEKRcQ0MAxAh6/HQGts08A0FF6gae/NEGjN8jWbWLFkoXRQCyFEGZWlOP32t78dgIsuuoh/+qd/Kt5fXV1NdfXMOvsshBBCCCGECKXTaRYvXsyTTz4JwJe+9CW+8IUvTPOoxHgMFyexdUeK5Ws20T3gDOk2HW7yxP6sx/aeDDpf1OtIZmmujRMbY5et1pqM46MIO1ZNo7zxE8lkkg984AP89re/LblctKGZYy78OunaufT35YbN5J5pJq/IO/487X01OGqlJ+1SEbXGFE0SaE1P2iVum/iBRqHoSuUG5ZhDZ1+uWJg2lMIyFarQN63AMsD1w9ezoRSzKqP0Zd19mnhTCCHExE3suqxxevjhh3nooYckqkMIIYQQQoj9hOM4nH322TzyyCMAfPrTn+Zb3/rWNI9K7CutNSvv30Jv2i12m86ti1MVs/cqximlqI7b1CYsDBUWl10/YEd/rjhf0GhSOQ9fa0wjLBJO1ETiJ7Zt28bJJ588amG68ojXctQl38dqmEdl1KKlPkFzXZz5s6tYsWRh2WIe0o5HW1eaLZ39tHWlSTsl4kfyFrfOIWIZxSLvWOM9Bhd59zVPeyIKUSsNlVFcP6CzLzvq2AOt6ewLO9obKiMEhJEmGTegLmFjKEXG8XG8sNtfsUdhOk8phWmEVwcE+RMwTdUxbNMYMvGmEEKI8ijLqdHGxkZeeeUVamtry/F0QgghhBBCiH10wQUX8L//+79AeCXkJZdcwsaNG0dcPhKJMH/+/HINT0zQhvYkbd3pPbpNSxeN6xIRBnI+gRfg+Zqc55N1A+KR0kXiQgE0ETHJugGJiEna8csSP7F27Vre//73093dXXK5w055H69+/2cwzPCj8eBM7uObq6e8e1ZrzYb2JKvXdww7IeVJR4VjaW2uGXYshSJv1vVp783Q2Zcd9Wc6uMg7XXnaSimWnj6fK1etJ9BhR/72ngx1CXvYDv4wYsYtRq1UxSwGch7JjIdpqGKOeW/GLRadbcPYqzBdYKgwg9oPwm036ug+T7wphBBiYspSnH7Na17DK6+8wpYtW1i0aFE5nlIIIYQQQgixD1atWlW8/Yc//IGFCxeWXP6www7jhRdemOJRiX21ekMHjheQcYP8xHGjF1/jEZNoPkbBDTSur+nNOMQj8RHXGVwAba6N42uNpRQv9WSmPH7ipptu4vLLL8fzRu48Nk2T//zP/+SfPn7ZsJnc5bB1R4qV928pOSHl2s07eXRrFy31CZaePn+veJF9LfJOZ5720Y2VLDtjAcvXbMJQiq6UQ2dfjl2GMyT7PO34+IEeErVyyZuP4L/WbiPn5Yo55oHWDOT8fNwHlJq/UymFoRSFcwFeoPd54k0hhBATU5ZYj4997GNorbnhhhvK8XRCCCGEEEIIIfaQdjzWbesimXGHdJuOTtFUHQ0jEhQEgaZnwCWZcfaK9whzql2292RIO36xAPqv75xP1DanNH7C8zw+9alPcdlll5UsTNfW1nLfffdx+eWXk4hYzKtPML+pinn1ibIVI59q6+HKVevZ0tlPe0+atu40qZyHbRrEbRPbNEjlPNq607T3hFEfV65az1NtPXttq1Dkra+I0Fwbx1SKzr4cL3Sl6ezLsrM/R2dfNv99DlMpmmvj1FdEpj1Pe1FLHSuWLGR+UxXNdXFa6hNURsOJDjOuj+sHw0atHJkfc1jIDwvrnh++pjThfSN1TQ+RfxkG+W7+PSfeFEIIMfXK8s67ZMkSPvShD/Hzn/+cj370o1x77bVUVFSU46mFEEIIIYQQEzDWTGGx/9jV7xBoyHl+sdt0rKKWyaG1cV7sShOgIT/xXPeAO2qX67IzFvDaebWsXv/KlMVP9Pb2cv755xejaEYyf/587rnnnmmNoBnPhJSFTuf23gyB1ixfs4kVSxbuVVAuFHlX3r+FNnv4TuzKqEVN3CZiGbQ0JFh62t6d2NPh6MZKrvvgIja293HvhpdZt22PeJNholbautLhY4riiY7iCQ8NY6lLw+7lCq/DiU68KYQQYuLKUpz+6U9/yjve8Q7Wr1/PT37yE+666y7OPPNMFi5cSF1dHaZZOqvs4osvLscwhRBCCCGEEOKAlfXCYtvgbtPxSEQsahM2yYyLZYQF1awbjLkAOlXxE88++yxnnnkmzzzzTMnxn3baadx2223U1ZVngsPhDDch5UhFeqUUVTGbiqhFZ1+WjmQWQylWPrCF6y5YtNexmEiRd6ZQStE6t4bWuTWkHW/UqJVZVZFi9Ekq56G13n0Mx9Iwnc+lLqxj5WfbnMjEm0IIIfZNWYrTH/nIR4a88fX09PCzn/1sTOsqpaQ4LYQQQgghhBD7KGaFxbbB3abjZagwDqShIsoJR9Tx95f7xlwA3ZeM4c+ePp+IabCls5+YZTKrKixY/uEPf+Ccc86hp2fvuIvBLr/8clauXIltjz3reiqMNiFlEGi8YHfh1DIUhqFoqo6xvSdDV8qhrSvNxva+YSfsG2+RdyZKRCwS9aXHmYhYnHRUA2s37ySZcUnlPCryMTWK8PWt0SNGewQ6bLAuxNsYhprQxJtCCCH2XdnemYbLIhNCCCGEEEIIUR7DdZuOp3t2cPGuImZx1XteBTCuAuj44icUNXGbQ2vjfOe+zUOL4ArY9L+svnE5vj9y/IJpmlx77bV88pOfHPN+TqXhJqTUWpNxfZIZl4Hc3vtSETWpidvUxi129Ds4XsDqDR3DFqcHG0uRd3+2uHUOj27tKuaYV0QtKqIm/VmN72uCAMxhZtnSWuMHYfHfUOFrDMY/8aYQQojJUZbfts8//3w5nkYIIYQQQgghxAiG6zatio29k3ik4t14C6BjiZ84bnYV7T0ZetMOO/udIQVsFXh0/O5Gdvz57pLPU1dXx+23387b3/72cY1vqgw3IWXW9dnRn8PxAoJ80VRDMTdZAf1ZzUDOxzbDPuBkxuWxbbtIO95BXUBtba6hpT4xJMe8JmYxkPMxlAoL0AZDuqe1DjvTNRrbMIhYBjHbGNfEm0IIISZXWd7JDjvssHI8jRBCCCGEEEKIEobrNh1L/vRkF+9KxU9s70nzH/lc5q5UjowbYBqKRMQkyPTz7K3fpO+5p0pu/9hjj+Wee+7hmGOO2adxTqY9J6TMuD4dySz+oCgPRT4PPP8jCXTYBRxGnoSxJwM5l0BH6Uo5B3Rn9GiUUnvlmLt+gFJgKvC0xvPBMgEdRnn4+cK0ZRqYhqKxKoqGMU+8KYQQYvINc5GLEEIIIYQQQogDUaHbtKEyiusHdPZlR82fDrQuFu8aKiOTXrxLRCzm1SeY31RFzgv4j/u30D3g0N6bwdfQVB3l8IYEFZlONt30qVEL0//4j//IunXrZlRhGoZOSBkEYTHVCzSuH4Am7OQ1DexBXxHTwDYM0OD6AYGGtBuQdX0y7shxJgeLQo55fUWE5to4pjKKxX5FWIzOuQE5L8ANAlBgmwaWoZhdHf4b2N6TIe34o068KYQQYmpM2WnWXC7HzTffzH333ceLL76I7/sceuihvO1tb+Oyyy6joaFhqp5aCCGEEEIIIcQwhus23d6ToS5hUxm1hhTltNakch49aRfXD6a8eKe1ZmW+Y7ojmSURMYsTBu7c9BeeuOWreJlUyW0sfNcF3HP3T6Z94sPhFCakVGj689nSnh8UJz4c7pgqpTBVmLHtBWGxVSnY0Z8jZkmvGQyfY74rlSOZcVFodH7yQ4OwIV0BMctgR7+z18Sby85YwNGNldO7Q0IIcZCZkuL0s88+y7vf/e69sqY3b97MH/7wB7773e+yatUq3va2t03F0wshhBBCCCGEGEGh23T5mk0YStGVcujsy7HLcEhEzHyERDj5YTmLdxvak7R1p+lK5bBNg6bqGFprnn3w1zxz13+BDkZe2TCZt/hfaDn9/WzuTI86WeB0KExIaRoGru+hlEIxcmF6MKUUpqHx8ofA8QI6+7O0NFSUYeQz33A55g2VETr7wjxvrTWmoTCMMIFaM3jiTYOWhgRLT5svhWkhhJgGk16czuVyvPe97+W5554bcZlkMsmSJUvYsGEDc+fOnewhCCGEEEIIIYQoYbhu08GTDhqq/MW71Rs6cLyAjOtTl7B5pSfFc3ddS+9T95Vcz66o4VUf+hq5Q47D8QJWb+iYkcXpwoSUv358e9jNqzW2aYy5C13rfFlVQ9w2+f2mnZxwuFyRXDBcjnna8WjrzvDYc7t44oWevSbePPnIBha3zuH45mqJ8hBCiGky6cXpn//85zzzzDMopTjhhBP49re/zUknnYRlWaxfv55vf/vb3H333fT19XHNNdewcuXKyR6CEEIIIYQQQohRDNdtOl3Fu7TjsW5bF10DOVxfs3NnF+2rlpN5cX3J9SqaDufEy64m0TCHF7rSJDMuj23bRdrxSERm3mSB7ziukZ8++iIo0BqU0hRnPyxBo/EDjZFfVClm9H5Ot0TEKk4Weezsak5/VdNeE282VEbk2AkhxAww6b+J77zzTgAWLFjAQw89RDQaLT52wgkncOedd/Le976Xe++9lzvuuEOK00IIIYQQQggxTYbrNg0n2tPoQKGMMCs54/pTWsjb1e+Qynn0pl1yO1/kldu/gdf7Ssl1Ko46geb3fwFV3YBSikTELHZ+d6WcYnFyJmmqjhGxDHKejwb8AJSpUSUK1BqN52s0Yac1hJNUzuT9nIkGF6yFEELMHJP+m/lvf/sbSik+85nPDClMD7Zs2TLuvfdeXnrpJZLJJDU1M++SKyGEEEIIIYQ4mMRtk560w+r1Hax7bo8uagUnHRV2Ubc210x6F/WWzn46kllSWx9nx13/jnbSJZevOfFs6t76EbBtOpJZ5tbF81nZ4eNhgX3myXkBTdVRUjkPU4VFZtcD0wDDYEiRWqMJ8pMgFgrTphEW4V0/3NGZup9CCCHEWE16cXrXrl0AvPa1rx1xmcGPdXV1SXFaCCGEEEIIIabR1h2pMH+6e/j86ahlsnbzTh7d2kVLfYKlp09e/rTWmp+ve4Fdj61i5+9vHmXiQ4vZZ1xBzWvfiedrXD8ADDr7ckQtVYy9iNvmpIxtssUsk6hlkoiYZBwfyzTwAo0bBKgAjEFF/0BrNOF9thEWpufUxOjPehgqLE7P1P0UQgghxmrSi9PZbDa8pCqRGHGZWCw2ZHkhhBBCCCGEENPjqbYelq/ZRG/apSuVI+MGxQ7dsBtZk8p5JDMucdsg6/p8/va/8fF/OJKjGiuJWSazqiae3/vk8zv5/Y++yc51q0suZyaqaT7nKhItxwNgmeB64AWanOvjeIqauI1hKBoqIxMay1SbVRXBUFARsfADjWUoDF8TaJ3vkAbyMdSGUpiGwlCKiGXQVB0lYoaF+MqoNaP3UwghhBgrCVwSQgghhBBCiIPU1h0plq/ZRPeAQ0cyi22GRdDKqDUkukNrTX/WZdeAw/O7BjANxed+/Tfm1sWJWuaEYz927tzJOe89g+1PP1Fyueghh9N83leJ1M0u3qdQmAa4QYAfhDEYNXGbk49smLET3SUiFicd1cDazTtJZlzqKyJYhkFvxmEgt3dER2XUoiZuE48YgKI/6+IHM38/hRBCiLGSdzIhhBBCCCGEOAhprVl5/xZ60y4dySyJiElTdWxItERBzgvozXjF7l7HC1AKnt81QGXUmlDsx9NPP8173nMmL7zwfMnlKo95I3PO+jxmdO+rcw0D8MHTGsNQWKZiceuc8RyGslvcOodHt3YRtw160i5z6+LMicQJdDjxYaA1hgr3Zc+Yj560S9w2iVjGjN9PIYQQYiymrDh9/fXX09jYOCnLfeUrX5msYQkhhBBCCCHEmKUdj139DlnP3+f4iplmQ3uStu40XalcvmN6+MJ02vHoSGbxA40X6GIWMhp0fgLCPWM/rly1nmVnLGBRS92wz7169WouuOAC+vv7S46x/uRzOeRtH0YZI2Qr693/sQxFU1WM45urx3YApklrcw0t9Qmyrk97b4bOvmzx2Ees4TvOA63p7Mvi+gGNtXFaGhIzfj+FEEKIsZiyv6p++MMflny8cJnXaMuBFKeFEEIIIYQQ5aO1ZkN7ktXrO1j3XBeB3v3YROMrZqLVGzpwvICMG9BUHR22MJ11fTqSWbxA4/kBinByPq01ntaYhsIyDJpro6RyHj1pl/beDIHWLF+ziRVLFg7poNZac8011/D5z38erfVez1egTIuGd/0L1a2nEaAwtN4rZiTQ4Od/OIYC01B88KSWGf8zUUqx9PT5XLlqPYHWdCSzbO/JUJewh41TKRxX1w+YUxOjNmGz9LT5M34/hRBCiLGYkuJ0qT8yxkvecIUQQgghhBDlsnVHipX3b6GtO43jBSQzLjnPJ9BhAXQi8RUzUdrxWLeti2TGxTQUldG9PxpqrdnRnws7pv0gjJowFEopNOB74SR+qZxHI1GqYjYVUYvOviwdySyGUqx8YAvXXbAIpRS5XI5PfOIT3HLLLSXHZlfWceg5XybavAAv0LhBgALCj4YKtCbIL2soFT4GNFREqIpapB1vxne3H91YybIzFrB8zSYMpehKOXT25dhlOEMmokw7Pn6gidsmjbVxahM2y85YsF++5oQQQojhTPo79oMPPjjZmxRCCCGEEEKIKfdUWw/L12yiN+3SlcqRcQNMQw0pFo43vmKm2tXvEGjIeT6JiDlsU1DG9XG8AC/QKHYXpiGcjNDIF6kBPF8TscL7mqpjbO/J0JVyaOtKs7G9j6ZIjiVLlvDII4+UHFd189G84eMrMKoOYUd/Dsfz8QPwAo0fQDHHI68QMWIZil0ph2/c+3csQ+0X3e2LWupYsWRheDLEHv5kSGFCxIhl0NKQYOlp++fJECGEEGIkk16cPvXUUyd7k+IgcyDn+gkhhBBCiJlp644Uy9dsonvAoSOZzWcwR0vGLJSKr5jpsp4PkC+CDl+8TWZcAh1mTNuGMXyRN18rDgZdPWsoRV3CprMvh+MF/Pjutdz175/mxRdfLDmmymNPZuGHvkyiJsxSbqyK0JHM4fo+I12cW7jbDzSG0rzcm9mvutuPbqzkug8uYmN7H/dueJl12/aIkTEUJx8ZFtqPb66esYV2IYQQYqKk4idmhIMl108IIYQQQsw8WmtW3r+F3rRLRzJLImKOODmgUmrU+Ir9QcwKJxg01NDCckEQaAZyfjHTGcKMZ6XCrumi/M09j1Vl1GKX4fD8E2v5/a+/g+9kSo7n6HdeROXJH6TPN6jWuph17QdhZ7TOP5WCYqTHYJrd+7G/dbcrpWidW0Pr3BrSjkdXyiHj+rFoW2QAAGlqSURBVMRtk4ZKadQRQghxYJN3OTHtDpZcPyGEEEIIMTNtaE/S1p2mK5XLd0wPX5gebKT4ita5NWUa9b6ZVRUp/q2dynnoQRMOaq3pz4UT8Hn54rQbFErEYCqFaYQxJ4XjZJl7H6/kY79m+wP/zYhtz0A0GuVHP/oR64xXs6Wzn/beDC/3Zsi64ecBNz8JY8Q0QGk8X6P0nuEeIcNQ5LyA5toYrq/3y+72RMQiUS8f04UQQhw8jOkegDi4PdXWw5Wr1od/iPakaetOk8p52KZB3DaxTYNUzqOtO017T5otnf1cuWo9T7X1TPfQhRBCCCHEAWL1hg4cLyDjBtQl7FEL0wWF+IpCNvPqDR1TPNLJk4hYnHRUAzVxuzipIUDW9XmpJ0NnX25Q13RYXy58+YHG8YJiJEhl1BpyzHw3x//9/Ntsv//mkoXppqYm1q5dy0UXXcTS0+dTm7CZXROjL+uR8wIcL5wI0bYUhgLfz49h0DYUYUOLaSg8P8APNDv6HapiFnPr4iQiJh3JLL1pl5UPbEGXGI8QQgghyk+K02LaDM71a+/N4Gtoqo5yeEOCpuoYh1RFaaqO5b+P4mto783QPeCwfM0mtu5ITfcuCCGEEEKI/Vza8Vi3rYtkxsU0wkLreFRGLUxDkcy4PLZtF2nHm6KRTr7FrXOIWAZx26An7ZLKhZ3GWdfH9YNhu5MBdvdQgxcERO3dHytzfd08du2naX/8dyWf+7WvfS2PP/44J510EhBmLy87YwExy8QyVLEIrQknW3T9AD8/+WGBIowZsU0D21QoFF6+cJ5xgmJ3u20aQ7rbhRBCCDFzSHFaTIvhcv3m1sWpitl75fQVcv2k80EIIYQQQky2Xf0OgYac55OImOPOjFZKkYiYxVi6rpQzRSOdfK3NNbTUJ2iojJLzfF7qzuAFYSEYDXseiTBvem/dAw45zye5/Vkevubj9L7wdMnnXbJkCX/605+YN2/ekPsXtdRx/NzqfIQH2KbCUCqfJz3MWBRYRviRVmswDYoTOCYzLrB/d7cLIYQQBwMpTotpsS+5ftL5IIQQQgghJkvW8wGKERUTYShVLJ5mXH+yhjbllFIsPX0+NfGw+9vXYdcxhFEapqGGFqMHRWqo3XfhB5ot637Po9//Z7I9O0o+51VXXcWvf/1rKioq9nos7Xg809FPImISs0xq4nbYFW0MrYobgEFYtHaDAMcPv9wgHKAXaFI5tzhB4v7c3S6EEEIc6KQ4LabFwZjrJ4QQQgghZp6YZQJhbnEwwavywokBw9tx25ysoZXF0Y2VnH9CCzrfKa0gPxGhRu8RozG4MK0URCwDpWHnw7fy4m3fxHeyIz5PLBbj//2//8c3vvENDGP4j6GFLnbHD6iKWcypiXPkrArm1MSJmEbxGOv8z2pwDnbxi0Imti4Woffn7nYhhBDiQCfFaVF2B3OunxBCCCGEmFlmVUUwFEQtk7Tjjzs2TmtN2vGJWiaGoWiojEzRSKfO1p0pGquiKBS2aRC1jGKcxnAtJIYKl1Oew857vkvPH39Wcvtz5szhj3/8I+eff37J5YbrYjcMhWWq4v2w96SIw/G1piOZLX5W2F+724UQQogDnRSnRdkdzLl+QgghhBBiZklELE46qoGauI0faFK58TU+pHIefqCpiducfGQDicj4Gi+mW6FxJOsGxCMG8+riVMWsfJHaJGKFHcuFv9gNFWY7+/3dtP3sC6T+/lDJ7R//mkU8/vjjnHDCCaOOZaQudtcPwhzscfL9sEAdfm7Yf7vbhRBCiAPZ/vWXkzggHMy5fkIIIYQQYuZZ3DqHR7d2EbcNetIuFVFrTH+nBlrTk3aJ22ERd3HrnDKMdnINbRyxSETDr0BrPD+cXDDnBexK5fADHeY5v/wsO37zTfz+rpLbPv09Z3Hnr35BIpEY01gGd7Gncl6xi717wNlrQsSxcAMNfsArySyB1lRG7f22u10IIYQ4UEnntCi7gz3XTwghhBBCzCytzTW01CdoqIzi+gGdfdlR/04NtKazL4vrBzRURmhpSHB8c3WZRjx5RmocMZQiYhnE7HBiwubaODHbJLvlEV75+RdGLUx/6vNf4nd3rxpzYRqG72LPuD45b/xd0wWur8k4Pq6//3a3CyGEEAcyKU6LspNcPyGEEEIIMZMopVh6+nxqEzZzamKkHZ/tPRn6s+5ef6tqrenPumzvyZB2fObUxKhN2Cw9bf644+pmgrE2jkQtg+yff8XLv1mO9nIjLxeL86tf/Yr/vPpbEzoei1vnELGMYhd7T9qZUKTHYG6gAb3fdrcLIYQQBzI5ZSzKrtARsXbzTpIZl1TOoypmj3n9/T3XTwghhBBCzDxHN1ay7IwFLF+zCUMpulIOnX05dhkOiYiZj5ULmyT8QBO3TRpr49QmbJadsYCjGyunexcmZLgojT2Lyr6T5f9+sYKOp/5Qclux2kN44L57ePNJb5zweApd7FnXZ3tPGscLJhTpsadAQ3NdfL/sbhdCCCEOZNI5LabFnh0RY433OBBy/YQQQgghxMy0qKWOFUsWMr+piua6OC31CSqjFq4fkHY8sq5P1DKYXR1jTk2M+bOrWLFkIYta6qZ76BM2XJRGoDWOF5B1ffp2dfLIf14xamG6et5xLL3u9n0qTMPQLvZDqqL4EyhMK3ZP4FigNXzojS3T0t2edjzautJs6eynrStN2hnfpJtCCCHEgUxaTsW0GNwR0d6bobMvS1N1rOTEM4Nz/Rpr4/ttrp8QQgghhJi5jm6s5LoPLmJjex/3rG/nwc078NIBWTeMlnB9H0MpLFMxtzZO2hm+23h/Ek4IuQvbVHQks2FxVyky7c/Q/utv4KW6S65f1/o2Tvrwl7jg1NdMyngKXexfWrUBBYy3Pj3c8qahqIqP/WrNfaW1ZkN7ktXrO1j3XNeQ7m9DwUlHNbC4dQ6tzTX79WtHCCGE2FdSnBbTotARceWq9QRa05HMsr0nQ13CpjJqDfkDTeuwg6Mn7eL6wX6f6yeEEEIIIWY2pRTxiEl7T5aIZVIdC+93fY1G4wUB/VmPtc/s5NFtXbTUJ1h6+vz9NtojbpvsSjnkvADHD0DDwKaH2LXmP9GeU3Ld+rdcxIIzPswRs+smtXFkUUsdHz3lCL7wmw34E5hEXeX/T+vwtqEUWceftPGVsnVHipX3b6GtO4wlSWZccp6fn3QyjFBZu3knj27d/187QgghxL6S4rSYNgdrrp8QQgghhJjZnmrrYfmaTfSmXbpSOTJugGmoIX+jpnIeyYxL3DbIuj5XrlrPsjMW7HcRH4V9jZgGfqDRQUDvw78g+divSq6n7CizFn+O2ledQveASyrrsW3nwKT+jX7M7CoiVnh8NbsLzsDu9uhCa/UePSumUpiGwvF2T6YYi5iTNraRHEyvHSGEEGIySHFaTKtCrt/K+7fQZg/fWVAZtaiJ20Qsg5aGBEtPk84CIYQQQggxNbbuSLF8zSa6Bxw6klls06CpOlry6r723gyB1ixfs4kVSxbuN3+rDt7XnakctnbovPt7pDY/UnI9s2oWje+/iujso/CCgJhl8nIyM+lF1rp4hIqoieMF+FpjmwaDL5xUChQKjWZwc3Xhfj/QaMJCdWXUoj4RmZRxjeRgeu0IIYQQk0WK02LaDc71u3fDy6zbtkcmm6E4+cgwk+345mqJ8hBCCCGEEFNCa83K+7fQm3bpSGZJRMwR50VRSlEVs6mIWnT2ZelIZjGUYuUDW7jugkUz/m/WPffVynTx4v/7Oqntz5ZcL3LosTSe/WWsyjpMpWisjjKQ86ekyDqrKkJdIkJv2gUNnh8QsQ3UHm3SCsWeh1uj8fywa1opqKuwaaicuuL0wfTaEUIIISaTFKfFjKCUonVuDa1za0g7Hl0ph4zrE7dNGiojJCLyUhVCCCGEEFNrQ3uStu40Xalcvuu19ITdEGYZN1XH2N6ToSvl0NaVZmN7H61za8o06okZvK9uxxa2/errOP2lJz6sePXbaHj3v2CYEZQCy1AkbIu6RGRKiqyJiMXbj2vkl39uI5Xz0IDnayyTvQrUg4WFaV1M+4hHTN5+XOOUfqY4mF47QgghxGQypnsAQuwpEbGYV59gflMV8+oTUpgWQgghhBBlsXpDB44XkHED6hL2qMXFAkMp6hI2GdfH8QJWb+iY8BjSjkdbV5otnf20daVJO96Et1VKYV9fefIBtt3yr6MUphWz3vYRDn3fvxKPxrBNA00Y9ZzMuMUiq20aQ4qsk2HxwjnMqY1hGmF3tB9oXE/nIzuGTpSo0UMeVwpMQzGnJsbi1kMnZTwjmQmvHSGEEGJ/JFU/IYQQQgghxEEv7Xis29ZFMuNiGmFG8XhURi12GQ7JjMtj23aRdrwxN1lordnQnmT1+g7WPbdHxJ2Ck44KI+5am2smJfIh7Xg89uxONt51Ax0P3VpyWWXHOPSsz1N17MmDxqRRQVgoTuU8Aq2LRdbOvlyxyDoZHcCtzTUc01hFxgmjQwwVFqHdIBzD4CJwoHd3S4fLwZyaGMc0VXF8c/U+j2Uk0/naEUIIIfZ38o4nhBBCCCGEOKilHY/1LyVJOz5pxyNuG+MuAiulSETM4sTeXSmHRP3oH7e27kiFk4N3Dz85eNQyWbt5J49u7aKlPsHS0/d9cvAXO7r5y81fpnP9wyWXs2oamXve14g1HTF0X1EYShX7lj1fE7HC/VcKugZyrH1mBx/7h8OZVRnbp7EqpVh6+nyuXLUegJeTWZQGU+0uRhcq0opw8sMg/31zTYzZNTGWnjZ/SnOcd/U7BBpynp8/BuV57QghhBAHAnnHE0IIIYQQQhx09uxWTjs+23syYTSD46OBmrhN3B57sdEoFEaBjOuPuvxTbT0sX7OJ3rRLVypHxg0wjbBQGW4r7ExOZlzitkHW9bly1XqWnbGARS11pB2PXf0OWc8nZpnMqhp9rpa2tjaWLH4PnU9vKLlcbO6rmHvuVVgVtSMvlK8Mp12PrgGfgZyP6wfkvICBnM+HfvwXTj32kH3u+j66sZJlZyxg+ZpNxGyTzr4s6fzPyAAK8dNBfkgV0XAywtqEzbIzFkzK5IylZL3wZx2eUJjYPo73tSOEEEIcKKQ4LYQQQgghhDioDNetnM5n/ha6cfuzHgM5n4hl0FgVJWabo243jLcIb8dHWX7rjhTL12yie8ChI5nNT6IXpTJqDSni6nyBuift0t6bwdeaL92xkeObq3nmlf5xRYA8+uijnH322ezYsaPk2CpbT6PxXVdgRaMll9NoHA929OWAMOYjzIIGh4Cd/blJ6/pe1FLHiiULWXn/FmK2ieMF9GYcsm5AEGgMQxGzDWrjESKWQUtDgqWn7XuX+VjErPBnbeS7uSdiPK8dIYQQ4kAixWkhhBBCCCHEQWOkbuW4bZBWgA47YB0/KHYvt/dmmFMTK9mVrLUm7fhURi0MQ9FQGSm57Mr7t9CbdulIZklEwk7f4bpulVJUxWwqohYv92Z4sSuNZShe6k6TiJg4fjCmCJCf/OQnXHrppTiOM/LBUYpD3nEJlW84q2SXs0bjaw26UKDec2rCsFCdzDikch6JiLlX1/dEHN1YyXUfXMTG9j7u3fAy67btkc9tKE4+MizOH99cPaVRHoPNqooUj38q56G1Htdzj+W1M5EueSGEEGJ/IO9mQgghhBBCiIPCaN3KhY7pnBdgKoXW4PoBGoOOZJbm2viIHdSpnIcfaGriNicf2VCycLihPUlbd5quVC4/huEL04NlXZ+s66N1WAx2/AAv0FTFrJIRIF/4x/nc9sN/57vf/W7J7VvRBK+9+Kukmhbi+vkO8hGKrH6gGVODsIYg0PRnXQYcDy+Is3zNJlYsWTjhjmalFK1za2idW0Pa8ehKOWRcn7ht0lAZFmzTjsdL3ZmyFXITEYuTjmpg7eadJDMuqZxHVcwe8/ojvXbKPVGmEEIIMR2kOC2EEEIIIYQ44I2lW7k2bjOQ8zGNsDBtmeAHCs8PUBjs6M8xry6+VyEw0JqetEvcNolYBotb55Qcy+oNHWG2tRvQVB0dtTCd83w6klkCDfmGZWxDFbOVB+/j4AgQJzPAe993Fh0bHim5/UjtbN74iaupOfRIOpIZ+rMa39cE+YkHhxxHNK4/tugKTwNaowAv0LywK01v2uWrd2/kZx89EcMw9qkjOBGxihMHTnchd3HrHB7d2kXcNoqvhUAX4joUlqEwjL2fd6TXznRMlCmEEEJMBylOCyGEEEIIIQ54Y+lWjkfCAmGgNa4f4AcK0wDtK7xA43gBWTcgHtndPR1oTWdfFtcPaKyN09KQ4Pjm6hHHkXY81m3rIplxMQ1FZXS0j2Sazr4cfhCOyVBhcVprGMj5xbxlGBoB0vbi8/z5hq+S2/lCya3XHvkaDjn7StIV9VTpsHt3IOdjKIUfhDnIhWJuGOER7LWNfBrKiPcN/m8y4/LECz2cdf2jHDe7aty52cOZCYXc1uYa5tXF6U2HXfnP7khhmQrF7vFXRM0hk2yO9NrZ14kyhRBCiP2JFKeFEEIIIYQQB7yxdSsrmqqjbO/JAEYY6eErlAJfawKtw4JgxBzSpez6AXNqYtQmbJaeNr9kQXVXv0Ogw27oRMQctfiaccKJGr1Ao1DYlsLzd2c8e4EmskdHbs9z69ny4y/hDCRLbvvcD16Mf/JH6c1pOpJZtvdkqI1b2KYi0ArXD/ACMA2N1go/CIYUkgGUYtiIj5F6q8N9D3j65T6e7ewnEbEItJ5wIXmmFHK37Rwg5fh0DTgYClw/nBxS5Yv7CujPagZyPrapqIxZDOT8vV4723YOTGiizEDrfY5MEUIIIaaDMd0DEEIIIYQQQoipNJ5u5ahlMqcmhmkobNMAFRaAC/nTvWmHV5IZXuhK09mXw1SK5to49RURlp2xYNTCYNbzAfLF2NG7gnszbr54qzGNQZ24+epvsEdluO2x1ay77jMlC9OGYbBy5Up+9fNb+PJ7F1JfEaG5No6pFDv6HTw/fD6V757O5TOu9yxMw/CF6cHC4uwe6xDmVmfdgJ60g1IQt01s0yCV82jrTtPek2ZLZz9XrlrPU209w257cIZ4e28GX0NTdZTDGxI0Vcc4pCpKU3Us/30UX0N7b4buAYflazaxdUeq9ODH6Km2Hq5ctZ6O3gymEXbZF35MgQ73NTyOAVnPJ5XzeCWZRQd6yGvnqEMq9oqemVsXpypm73USo9AlP7cuTiJi0pHM0pt2WfnAFvSYAsGFEEKImUGK00IIIYQQQogD2ni7lRMRi7l14eSHEdMgahlhTIXe3flbGbVoqU/QXBdn/uwqVixZOKZO3JgVRoIYau/CMoQTCIbxIeEEiKlsOFmeAozBn97yu1AocOvA5+93XMf6W7+D9r0Rn7+6uprVq1fzmc98BqUUi1rqWLFkIfObqmiui9NSn6A6bhOzwicrFJeHi+4oZbii9J40YBkKP4BDqiLjKiQPlyE+HYXcPQvkhlLMqYlRFbWI2SZRy8Aywu57I7/TWoNlGHhac2htvPjamchEmYZSNFXHsE2DrpRDW1eaje19+7RPQgghRDlJrIcQQgghhBDigDbebmUIO6hb6uNknIDejENv2kVriFhh0TARtTj5yDAb+fjm6jFPsjerKlKMr0jlvGJxNOP6JDMuAzm/uGygw45l8pEX6DD3uTDJHoTFXTeT4smffJ2df19X8rkPO+JI7lt9LwsWLBhy/9GNlVz3wUVsbO/j3g0vs25bF4GOknV9dvTncLyAmG3Ql3EZy1yIe3VKj7COocAPIOv69GU8KmMWxqDc7M6+LB3JLIZSrHxgC9ddsKh4nPelkLu9JzOkkNs6t2b0nRpGqUk26ysixdfO4J+p1hovCH+GsypjVEYtjjqkAhj/RJmD96suYdPZF/6sVm/omPA+CSGEEOUmxWkhhBBCCCHEAW20buWRKeIRk3gkjgIcX9NYFeVbZx1P69waEpHxf5xKRCxOOqqBtZt3ksy4dKfD4qXjBQQ6jH/QUCxEF4br6/D/ChMiFuJJMl0v8/hNXyDV+WLJ52045nX86q7fsGDB4cPvqVK0zq2hdW4NacejK+WQcX1ilkFnf5ZVT77MHU9uxx80IaIa1E6tB983RlpDgCbwNO29GWzToCJqUhu3iecLvSMVkmdCIbd0gXz3ayfQuhiVYiiFYcDLvVlS2TDCZGN7H0c1VoxzosyhKqMWuwyHZMblsW27SDvehF6fQgghRLlJrIcQQgghhBDigDa4Wznt+OOOctBak3ED4rZJImpNuDBdsLh1DhHLwDagsy9H1vVx/CCf6xxGeBSiNAYLtMYtRHwoRdC+kT9dc+nohek3LOaN/3wNhzY1jml8iYjFvPoE85uqaGmo4ITDG/inNx/OEQ0VGITjUoCdvzHRYAw96L9eoHH9gP6sR3tvlrbuDK4fUJewybh+sZAM48sQH05l1MI01JBC7kQMLpDXJewRC+SGUkQsI4yJsQwsw9hrv8YbPbMnpcJJIHOeT6ChK+VMaJ+EEEKIcpPitBBCCCGEEOKAVuhWronb+IEmlRtfMTKVC3Ofa+I2Jx/ZsM8dqa3NNdQnIjiBJshPlKe1xjYMIqaBXfiyhn5cKxZzNST/77c8ddO/4qZL5Asrg9nv+meOOuszWLZNQ2VkwmOOWSaWFY7JMFS+KL1ntvPe643nPEAhxsTxw8zt7T0ZDMVeheSZUMid7AJ5TyYcw3iiZ/ZkKFWctDLj+qUXFkIIIWYIuc5HCCGEEEIIccBb3DqHR7d2EbcNetIuFVFrTEXAQGt60i7xfNfr4tY5kzIevedTF3Mxdt+lUJiGIihEfRBOfNj9hx/T/8Q9JbdvxStZcOFXcGe3UpuI7HNRvdB9Xhm16Ek7GErhBxPtmQ4NnmRRKbBNA63Bz3dRg8ErfTlitjGkkDyRDPE97Wshd7IL5Jl8LvX4o2d2C2NDwttx25zQNoQQQohyk85pIYQQQgghxAGvtbmGlvoEDZVRXD+gsy87ahEw0JrOviyuH9BQGaGlIcHxzdX7PJYN7Ul6BhxsM+xCjpgKZSjcIMDxAlx/91egdxemg2yKHbd/fdTCdMUhc3nT0htQc18zaUX1Qvd5Q0UEhSpmX0+0PK0K2SB7MA2FbSkMpXD9AD/QpHP+kELyxDPEd9vXQu5kF8jjUXOfo2fSjk/UMjEMtU9d8kIIIUQ5SXFaCCGEEEIIccBTSrH09PnUJmzm1MRIO2FsRH/W3asQqLWmP+uyvSdD2vGZUxOjNmGz9LT54+6QHU4hq9jzNbOro8QjFhEzjPQwlAqLvjo/8aEKC8FedzsdP/tXss8/WXLbs+a/npOX3sBAvHHSi+qLW+cQtU0qoyaBBssceiz2qqeOUF8d6QgWDq1CYZkKhcILNF6gi0XouG1OSob4vhZyJ7tAXp+IzKjoGSGEEKJcpDgthBBCCCGEOCgc3VjJsjMWUF8Robk2jqkUnX05XuhK09mXZWd/js6+bP77HKZSNNfGqa+IsOyMBRzdWLnPY9gzq7guEaGlPk5zbZyqmIWdL1JHrN3500bH03T87HN43dtLbvuwU85iwT+tYIdjT0lRvdB93lgdwzIUWsMe9emwqK53F9eHVVhH7/7WVGExevciYaSJH2h8HWZzFwrJMyFDfCoK5IWJMgvRM2Mtek9V9IwQQghRDlKcFkIIIYQQQhw0FrXUsWLJQuY3VdFcF6elPkFl1ML1AzKuj+sHVEYtWuoTNNfFmT+7ihVLFrKopW5Snn/4rGJFPGIypybOkYdU0FKfYG5+bOYz9/Pcz5YRZFMjb9QwOOzMf6Hy7Z9g54A/JUV1GNp9PrcuHnZOq5E7oUdTLL3mJz3ck2Hkc6nzOdQnHFZXLCRPdyF3KgrkMyl6RgghhCgXudZHCCGEEEIIcVA5urGS6z64iI3tfdy74WXWbeti8Nx+hqE4+cgGFrfO4fjm6knpOi4YLavYUIqIpQh8j6dX/YAXH15VcntmrJKW875MzVGLiFomNXGbiGXQ0pBg6WnzJ60wXVDoPl++ZhOGUuzsy9KX8/aO9Chh8LIKMPIZ1nsvuHsZpRQnHdlQfKhQyM26Pu29GTr7sjRVx0rmPw8u5DbWxve5kDvZk2wWiv9XrlpPoDUdySzbezLUJWwqo9aQ16HWYUG8J+3i+sGkd8kLIYQQ5SLFaSGEEEIIIcRBRylF69waWufWkHY8ulIOGdcnbpvF6IipMJasYifdz5P/8xV2PfPXktuKNMzlhEuvpm5OS7jNKSyqD1boPl95/xZitkl/1qW9N4Mf6GKR31Dhl5+P+NgjyQMoFJ0L2dV75leHWdPkl4lYBvPq47vXnQGF3KkokO9Z/O9KOXT25dhlOCQiZn4SxTASxA80cduksTZObcKe1C55IYQQolykOF1G9913H2eccUbx+69+9at87WtfG3W9p59+mmuvvZYHHniA9vZ2KisrWbBgARdeeCGXXHIJliU/RiGEEEIIISYqEbFI1Jfnb+rBWcWpnIfWekiBNLWjjcdv+iIDO14quZ2ao1/PSR/7Jj/48CmgmPKi+p727D7//d87eTmZxR80gaHWFKvRw5XhNWAbakgxV+uwwO0HGk2YMw1Ql7B5pS9L3LaYVRXu53QXcqeqQD64+N9mp3G8gGTGJef5+Y57qIxaU94lL4QQQpSDVDXLZGBggE9+8pPjXu/mm2/m8ssvJ5fLFe/LZrM8/PDDPPzww9xyyy3ce++9NDQ0lNiKEEIIIYQQYiYoZBWv3byTZMYllfOoitkA7Nz8OE/+z1dwMyXypYG6E97H68/7FG999aHMn11VjmEPa3D3+affcQxPvtjDTX98jpd60uzsz5Fx/JEnRcxzfI0Z+MUCbaA1mjDexFQKz9cYBnT25fj3+57BMMIIkJOOCjvEXzuvdloLuVNVIJ/O6BkhhBCinKQ4XSZXXXUVL774Io2NjezYsWNM6/zud7/j0ksvJQgCmpqa+NKXvsQb3/hGuru7+dGPfsSqVatYt24dS5Ys4cEHH8QwZH5LIYQQQgghZro9s4oTEZO2P93B31ddiw78EddThsmhZ1xB4wmLiUUjE57MbyokIhanHHMIiYjJl+/ciG0aZFTAnmHUir27qH0NBmEHuaEUhqHwfY2fL1QrwgLv9t5Mset87eadPLq1i5b6BEtPnz+thdyp6nSerugZIYQQopzk3awMnnzySX7wgx8QjUb51re+xaWXXjrqOp7nccUVVxAEAdXV1TzyyCMcddRRxcff9a53cfnll3P99dfzxz/+kZ///OdcfPHFU7kbQgghhBBCiEkwOKt4e1c/j//iWnY9fm/JdexENUd84CrM5uNpqIzs82R+U2HrjhQr7ttMzgvIeQEVEZOoZdCX9fD8MKYjYhpoNH5QiO7YnTZt5SM8/ECjVLgMhN3UVRGLqGUS5OMxkhmXuG2QdX2uXLWeZWcsYFFL3bQVcqe607mc0TNCCCFEOcm72xTzfZ+Pf/zj+L7PV77yFY455pgxrXfHHXewdetWAK688sohhemC7373u9x666309PTw3e9+V4rTQgghhBBC7AcKWcWf+9mf6LztK/Rsfark8ommw5h3/tcwamZP2mR+k01rzcr7t9CbdulIZklETJqqYyjA8TNk8XH9MI/aMhS2qbBMjesFBBpMQ2EaCq01WoGTbyC3TUXcNmmujRf3d3B+c3tvhkBrlq/ZxIolCzm6sXLaCrnS6SyEEEKMn+RATLGVK1fy5JNPMn/+fL7whS+Meb0777yzePsjH/nIsMskEgnOO+88ADZu3Mizzz67L0MVQgghhBBClInb9RJPXvvPoxamK48+geaLriHR0ExzbZz6isikTOY32Ta0J2nrTtOVymGbBk3VMQylUErRWBXFNBSWaRBojetr/ECDBtsy8rnMkHV8HD/A8cOW44hlFLc1uBCvlKIqZjO3Lk4iYtKRzNKbdln5wBa0Hi3lujwSEYt59QnmN1Uxrz4hhWkhhBBiBFKcnkIvvPACX/3qVwG4/vrriUajY1734YcfBuDYY49l9uzZIy536qmnFm//6U9/muBIhRBCCCGEEOXy29/+lpNOOontLz5fcrlD3vR+XvXhb3HEoYfQXBdn/uwqVixZyKKWujKNdOxWb+jA8QIybkBdwsYYVEyO2SZzamL5jmkDFLhBgOMHePlCtB9oAsAPwpiPqGVgGYo5NTFitjnscxpK0VQdwzYNulIObV1pNrb3lWFvhRBCCDFZ5PTtFPrkJz9JOp3mwgsv5B3veMeY10ulUmzfvh2A4447ruSygx/ftGnTuMZXeI6RdHR0jGt7QgghhBBCiJFprfnBD37AZz/7WYIgGHE5ZVq0nvevtJy8eMon85sMacdj3bYukhkX01BURvf+mJmIWDTXxtnRn8PxAgKti5nTe06RaJuKmG3SWBUdsTBdYChFXcKmsy/c7uoNHbTOrZm8nRNCCCHElJLi9BT55S9/yW9/+1tqa2u55pprxrXu9u3bi5ejzZ07t+Sy8+bNK95+6aWXxvU8g9cVQgghhBBCTB3Hcbj88sv58Y9/XHK5WbNm8cP/+QULTzh5v8kq3tXvEGjIeT6JiDliAT1mm8yri5N1A3ozDgO5MFhao/Hd3cX62dUxquP2mAvxlVGLXYZDMuPy2LZdpB1vxh8zIYQQQoTkHXsKdHd3s3TpUgBWrFhBU1PTuNbv7+8v3q6sLJ0lV1FRUbydSqXG9TxCCCGEEEKIqbdr1y7OOeccHnrooZLLvfrVr+aee+7hiCOOKNPIJkfWC4vMgWZInMdwlFLEIybxSJwgCCdIzHk+L3Wn8TVYhiJqj1zgHmmbiYhJzvMJNHSlnGmZEFEIIYQQ4yfv2FPgX//1X9mxYwdvfOMbufTSS8e9fjabLd6ORCIllx2cY53JZMb1PKN1Wnd0dHDiiSeOa5tCCCGEEEKI3Z5++mne+9738txzz5Vc7j3veQ+/+MUvqK6uLtPIJk/MCqM3DAXBOCYkNP5/e/ce31SZ73v8u9I0bUKh0EKxUIoCVkGqeAAFRYFRxgPIrQqigqCgezsHx/F42zqOMHs74HbgoDM63tCiyBYYLqKAo4gFh5uCV5QqFNBKqQVKoZT0kjTr/FGbaaVJb7n08nm/Xn290q4nT37Jymp+65dnPY/FkM1iyGOaMgxDxs/3ra3AXWNfPy+qKEnFrvJ63x8AAIRHqy1Ou91uRUZGNrqf9PR0TZ8+3fv75s2blZ6eroiICL3wwguyWOq/5mR0dLT3dllZmd+2paWl3tt2u71ej1PblCEAAAAAGm79+vW6+eabq10ZWZMHH3xQ8+bNU0SE//mVm6qObW2yGFKUNUJFpW6ZPxeb68rQz0Xtn+9itdS/OO0xTVXezV7LPNUAAKDpqH/lFD6Vlpbq3/7t3yRJv/3tb9WvX78G9dO2bVvv7dqm6jhz5oz3dm1TgAAAAAAIPtM0tWDBAo0ZM8ZvYdpmsyk9PV1PPfVUsy1MSxWLHQ7qGa9Ye6TKPaaKSt31un+p2yNTUoRhyDCk+g6cNk1TzrJyRVkjZLEYio/xf/UpAABoOlrtyGmr1arMzMxG95OYmOi9vXr1au3bt09Wq1V9+vTRsmXLzmq/d+9e7+2vv/7a2+byyy/3zi1XdUTz4cOH/T5+1ak5WOAQAAAACK/S0lLdfffdSk9P99uuU6dOWrNmja688soQRRZco1MTtT0rX/ZIiwqcLrWJstZpeg6PaepksUtRVosqZwQpKnWrbXTdr3ItKnWr3GMq1h6pwT3iWQwRAIBmpFV/al944YUB7a9yig23260777yz1varVq3SqlWrJFVMD1JZnI6JiVG3bt30448/6ttvv/XbR9XtvXv3bmjoAAAAABrp2LFjSktL09atW/22u/jii/X222+re/fuIYos+FK7xio5zqESV7lyThYrr7BEndtF+y1Qe0xTeYUlcpV71KltlAqL3bLIrHdxu8Dpkj0yQjarRaNTE2u9DwAAaDqY1qOJGjJkiCTpu+++008//eSzXdUVv1vKqAsAAACgudmzZ48GDhxYa2F63Lhx2rZtW4sqTEuSYRi6b0SK2jsilRgbLWdZuQ4XFOt0iUvmLxZJNE1Tp0tcOlxQLGdZuRJjo9W5XbT6JbVXx7bRcpV7lFdYUuviilWL2/ExNiXHO9S3a/NbUBIAgNaM4nQATZ8+XaZp+v3JyMjwtp89e7b371UXVZSk8ePHe28vXry4xsdzOp1asWKFJKlPnz5KSUkJ9FMCAAAAUIu3335bV1xxhX744Qe/7f7jP/5Dq1evbrZrxTjL3MrOd2pf3mll5zvlLKs+t3SvhBg9Oqq34trY1LW9XRGGobzCUn2f71ReYYmOnS5VXmHJz7+XKsIw1LW9XXFtbPr9qN76w5g+DS5ut3dE6r5rU+q1ECMAAAi/Vj2tR1M2YcIE9ezZUwcOHNC8efM0ceJE9ezZs1qbBx98UAUFBd7bAAAAAELHNE099dRTeuSRR84qoFYVFRWlRYsWacqUKSGMLjBM09SenFNa/1Wudh7Ml6fK07QY0qCe8RqdmqjUrrEyDEOXJnfQvLSLtXDjPmVHOlXm9uhUsUul7nJ5zIr7xERZFWuPlM1qUXK8Q/ddm6JeCRUF+0dH9dbcDZmyGIbyi8qUV1iq45YyOWwRshiGPD8vfljuMWWPjFBCe7vaOyL16Kje3j4AAEDzQXG6iYqMjNRf/vIXjRkzRoWFhbryyiv12GOP6bLLLlNBQYFefvll73zVQ4YM0dSpU8McMQAAANB6lJSU6K677tKSJUv8tuvcubPeeustDRo0KESRBU7W0aKKIvOJmovMUdYIbf72mLZn5Ss5zqH7RlQUmXslxOjZWy7V1zmFWrfniHYe+EVR22JocI+Konbfru2qjXZubHEbAAA0LxSnm7BRo0bphRde0KxZs5SXl6d77rnnrDaXXXaZ1qxZo4iIiDBECAAAALQ+P/30k9LS0rRjxw6/7fr166e3335b3bp1C1FkgfN5doHmbsjUSadL+UWlKnZ5FGExqo1gLip161SxS/ZIi0pc5Xpk9Vd6dFRvXZrcQYZhKDUpVqlJsXKWuZVfVKZiV7nskRGKj7HJYfN9KtqY4jYAAGheKE43cXfeeacGDx6sv/zlL9q0aZOOHDmiNm3aqHfv3rr11ls1c+ZMWa3sRgAAACAUvvjiC40dO1Y//vij33ZpaWl6/fXX1aZNmxBFFjhZR4s0d0OmTpwpU+6pEkVGWNS5XZRioqzVCsHmzwXqAqdLOSeL5TFNzd2QqXlpF1cbyeywWeWIq985S2OK262Vs8yt46fLVOIuV7Q1Qh3b8joBAJo+PqlCbNiwYX7no6tJ37599dJLLwUpIgAAAAB1sXr1ak2dOlVOp9Nvuz/84Q+aM2eOLJbmt/68aZpauHGfTjpdyj1VIoctQp3bRctSw+hkwzDUNjpSbaKsyissUe6pElkMQws/2Kdnb740YCOaG1Lcbi3qOyc4AABNDZ/wAAAAAOCHaZqaO3euHnvsMb/toqOjlZ6ersmTJ4cossDbk3NK2Secyi8q/XnEdM2F6aoshqHO7aJ1uKBY+UVlys536uucQqUmxYYo6tapoXOCAwDQlFCcBgAAAAAfiouLNWPGDL355pt+2yUmJuqtt97SZZddFqLIgmP9nlyVuT0qdnnUuV1UrYXpShbDUAdHpPIKS1Xm9mj9nlyK00HU2DnBAQBoKihOAwAAAEANcnNzNX78eH3yySd+2/Xv319r165V165dQxRZcDjL3Np5IF+nil2KsBiKiarf6WJMlFXHLWU6VezSjgPH5SxzM+dxEAR6TnAAAMKp+U2CBgAAAABB9tlnn2ngwIG1FqYnTpyojz76qNkXpiXp+OkyeUyp1F0uhy2i3nMUG0bFyN3KqSXyi8qCFGnrVdOc4Ekd7GobHXnW/qqcEzypg10OW4RyT5XopNOlhR/sq/c6SAAABAvFaQAAAACoYuXKlRoyZIhycnL8tpszZ46WL18uh8MRosiCq8RdLkk/z1ncsMXzKqaUqLhd7CoPVGj4WWPmBI+MsFSbExwAgKaA4jQAAAAAqGJU6n/+539q4sSJKi4u9tnObrdrxYoVmj17dr1HFzdl0dYISRWL6XkaOLLWY5qy/PyS2CMjAhUaflZ1TvAOjsh6zwle7Cr3zgkOAEBTwARgAAAAAFo9p9Op22+/XStWrPDbrmvXrlq7dq369+8foshCp2NbmyyGFGWNUFGpW6Zp1qv4bpqmnGXliomyymIxFB9jC2K0rQ9zggMAWiJGTgMAAABo1XJycjR06NBaC9MDBw7Url27WmRhWpIcNqsG9YxXrD1S5Z6KxfTqo6jUrXKPqVh7pAb3iKfwGWDMCQ4AaIkoTgMAAABotXbt2qWBAwdq9+7dftvdfPPN2rJlixITE0MUWXiMTk2UzWqRPdKiAqerztN7eExTBU6X7JERslktGp3asl+ncGBOcABAS0RxGgAAAECrtHz5cl199dXKzfU//+4TTzyhpUuXym63hyiy8EntGqvkOIfiY6LkKvcor7Ck1gK1xzSVV1giV7lH8TE2Jcc71LdruxBF3HowJzgAoCWiOA0AAACg1Tlw4IBuvfVWlZSU+GzjcDi0atUq/f73v29RCx/6YxiG7huRovaOSCXGRstZVq7DBcU6XeKS+YuCqGmaOl3i0uGCYjnLypUYG632jkjdd21Kq3m9QqnqnODOsvKz9kdtKucEj7JGMCc4AKDJoDgNAAAAoNXp2bOn5s+f73N7t27dtG3bNqWlpYUwqsBxlrmVne/UvrzTys53yllW9/mjeyXE6NFRvRXXxqau7e2KMAzlFZbq+3yn8gpLdOx0qfIKS37+vVQRhqGu7e2Ka2PTo6N6q1dCTBCfWevFnOAAgJaITyMAAAAArdK9996rb775RosWLar290GDBmnNmjU655xzwhRZw5imqT05p7T+q1ztPJjvnVtYqpgKYlDPeI1OTVRq19haRzZfmtxB89Iu1sKN+5Qd6VSZ26NTxS7vYnoWQ4qJsirWHimb1aLkeIfuuzaFwnSQjU5N1PasfO+c4G2irHWaf5o5wQEATRXFaQAAAACtkmEYeu6557Rv3z599NFHkqQpU6bo5ZdfVnR0dJijq5+so0UVheQTNReSo6wR2vztMW3PyldynEP3jai9kNwrIUbP3nKpvs4p1Lo9R7TzwC8K3hZDg3tUFLz7dm3HVB4hUDkneImrXDkni5VXWKLO7aL9Fqirzgme0N7OnOAAgCaF4jQAAACAVstms2nVqlUaNGiQZs6cqYcffrjZFVk/zy7Q3A2ZOul0Kb+oVMUujyIshhy2CFkMQx6zYgqIU8Uu2SMtKnGV65HVX+nRUb11aXIHv30bhqHUpFilJsXKWeZWflGZil3lskdGKD7GxtQQIVY5J/gjq7+SxzSVe6pEhwuK1cERqZgoa7X3rvnzfi9wuuQq9zAnOACgSSKTAAAAANCqdezYUV999ZUcDke4Q6m3rKNFmrshUyfOlCn3VIkiIyzq3C7Kb6Ey52SxPKapuRsyNS/t4jpPxeGwWeWI4xQy3CrnBJ+7IVMWw1B+UZnyCkt13FJW7QsJZ1m5yj2m7JERSmhvV3tHJHOCAwCaHBZEBAAAANDqNcfCtGmaWrhxn046Xco9VSKHLUJJHexqGx151shYwzDUNjpSSR3sctgilHuqRCedLi38YJ9M0/TxCGiqKucET+ncVl072JUc51BMlFWuco+KXeVylXsUE2VVcpxDXTvYlXJOW81Lu7jWkfIAAIQaX3sDAAAAQDO0J+eUsk84lV9U+vOIaf9zD0uSxTDUuV20DhcUK7+oTNn5Tn2dU6jUpNgQRY1AYU5wAEBLQHEaAAAAAJqh9XtyVeb2qNjlUed2UbUWpitZDEMdHJHKKyxVmduj9XtyKU43U8wJDgBo7vikAgAAAIBmxlnm1s4D+TpV7FKExVBMVP1O7WKirDpuKdOpYpd2HDguZ5mbQmYzx5zgAIDmiDmnAQAAAKCZOX66TB5TKnWXy2GLqPeUDYZhyGGLUKm7XB5Tyi8qC1KkAAAAvlGcBgAAAIBmpsRdLknymKrzdB6/ZDEM7xzFxa7yQIUGAABQZxSnAQAAAKCZibZGSJIshuQxzVpa18xjmrL8XNe2R0YEKjQAAIA6ozgNAAAAAM1Mx7Y2WQwpyhohZ1m5zHoWqE3TlLOsXFHWCFkshuJjbEGKFAAAwDeK0wAAAADQzDhsVg3qGa9Ye6TKPaaKSt31un9RqVvlHlOx9kgN7hHPYogAACAsKE4DAAAAqNHRo0e1bt06Pf744xo5cqQ6duwowzBkGIamT58e7vBavdGpibJZLbJHWlTgdNV5eg+PaarA6ZI9MkI2q0WjUxODHCkAAEDN+HocAAAAQI06d+4c7hDgR2rXWCXHOVTiKlfOyWLlFZaoc7tovwskekxTeYUlcpV7lNDeruR4h/p2bRfCqAEAAP6FkdMAAAAAatWtWzf9+te/DncYqMIwDN03IkXtHZFKjI2Ws6xchwuKdbrEddYc1KZp6nSJS4cLiuUsK1dibLTaOyJ137UpMvwUswEAAIKJkdNoEpxlbh0/XaYSd7mirRHq2NbGvHcAAABh9vjjj2vgwIEaOHCgOnfurO+//17nnXdeuMNqNkKR4/ZKiNGjo3pr7oZMWQxD+UVlyiss1XFLmRy2CFkMQ56fFz8s95iyR0Yoob1d7R2RenRUb/VKiAloPAAAAPVB9Q9hY5qm9uSc0vqvcrXzYL48VQZ3WAxpUM94jU5NVGrXWEZzAAAAhMEf//jHcIfQ7IQjx700uYPmpV2shRv3KTvSqTK3R6eKXSp1l8tjVjxuTJRVsfZI2awWJcc7dN+1KRSmAQBA2FGcRlhkHS2qSJ5P1Jw8R1kjtPnbY9qela/kOIfuG0HyDAAAgKYtnDlur4QYPXvLpfo6p1Dr9hzRzgO/KIxbDA3uUVEY79u1HYM/AABAk0BxGiH3eXaB5m7I1EmnS/lFpSp2eRRhMapddlhU6tapYpfskRaVuMr1yOqv9Oio3ro0uUO4wwcAAADO0hRyXMMwlJoUq9SkWDnL3MovKlOxq1z2yAjFxzBtHgAAaHrIThBSWUeLNHdDpk6cKVPuqRJFRljUuV2UYqKs1UZvmD8n7wVOl3JOFstjmpq7IVPz0i5mBDUAAACalKaY4zpsVjniON0DAABNG9kKQsY0TS3cuE8nnS7lniqRwxahzu2iZanhkkLDMNQ2OlJtoqzKKyxR7qkSWQxDCz/Yp2dvvpTLEAEAAFqAw4cP+92em5sbokgajhwXAACg4ShOI2T25JxS9gmn8otKfx5NUnPSXpXFMNS5XbQOFxQrv6hM2flOfZ1TqNSk2BBFDQAAgGDp1q1buENoNHJcAACAhrOEOwC0Huv35KrM7VGxy6MOjshak/ZKFsNQB0ekil3lKnN7tH5P0x9BAwAAgNaBHBcAAKDhGDmNkHCWubXzQL5OFbsUYTEUE1W/t15MlFXHLWU6VezSjgPH5Sxzs6ALAABAM/fjjz/63Z6bm6vLLrssRNHUHzkuAABA45D5ICSOny6Tx5RK3eVy2CLqPZ+eYVSsdF7qLpfHlPKLyljgBQAAoJlLSkoKdwiNQo4LAADQOEzrgZAocZdLkjym6nyp4y9ZDEMes+J2sas8UKEBAAAADUKOCwAA0DgUpxES0dYISZLFkDym2aA+PKYpy885vz0yIlChAQAAAA1CjgsAANA4FKcREh3b2mQxpChrhJxl5TLrmbybpilnWbmirBGyWAzFx9iCFCkAAABQN+S4AAAAjUNxGiHhsFk1qGe8Yu2RKveYKip11+v+RaVulXtMxdojNbhHPAvFAAAAIOzIcQEAABqH4jRCZnRqomxWi+yRFhU4XXW+9NFjmipwumSPjJDNatHo1MQgRwoAAADUDTkuAABAw/HVPEImtWuskuMcKnGVK+dksfIKS9S5XbTfxWM8pqm8whK5yj1KaG9XcrxDfbu2C2HUAAAArdfWrVuVlZXl/f348ePe21lZWVq8eHG19tO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" ] }, "metadata": { "image/png": { "height": 392, "width": 723 } }, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(1,2, figsize=(8,4));\n", "\n", "ax = sns.regplot(x='infantMortality', y='linfits', data=df.to_pandas(), ax=axs[0], ci=None, line_kws={'color':'k'});\n", "\n", "ax.set(ylabel='Predicted Infant Mortality', xlabel='True Infant Mortality', title=f'Linear Model: R2: {lin_model.rsquared:.2f}');\n", "\n", "ax = sns.regplot(x='log_infantMortality', y='logfits', data=df.to_pandas(), ax=axs[1], ci=None, line_kws={'color':'k'});\n", "\n", "ax.set(ylabel='', xlabel='True Infant Mortality', title=f'Log Transformed Linear Model: R2: {log_model.rsquared:.2f}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Distribution of Residuals\n", "\n", "Ok we know the log transformed model is fitting better, but let's try to understand *why*. \n", "Remember we can inspect our normality assumption by checking out the distribution of the **residuals** from a model.\n", "\n", "If we make a histogram based on each model's residuals we can see how the non-log transformed data clearly violate this assumption: the skew in our data produces a skew in our residuals! \n", "\n", "The log transformed residuals on the other hand, look much more normal-ish" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 392, "width": 695 } }, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(1,2, figsize=(8,4));\n", "\n", "ax = sns.histplot(x='linfits', data=df.to_pandas(), ax=axs[0])\n", "ax.set(title='Linear Model', xlabel='Residuals');\n", "ax = sns.histplot(x='logfits', data=df.to_pandas(), ax=axs[1])\n", "ax.set(title='Log Transformed Linear Model', xlabel='Residuals');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Residuals vs Predictors\n", "\n", "Next, let's explore if there's any structure in our residuals as a function of our predictor(s). Remember there **shouldn't be** - our mis-predictions of $\\text{infant mortality}$ should not depend upon the value of $GDP$ that we use to make our prediction!\n", "\n", "We can see that our linear model's errors are the worst when $GDP$ is very high or low; at the same time there's only small range of values for where our residuals are close to 0.\n", "\n", "Our log-transformed model on the other looks more-or-less random, which is good! We don't have any structure and therefore aren't violating the homoscedasticity assumption!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 392, "width": 698 } }, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(1,2, figsize=(8,4));\n", "\n", "ax = sns.regplot(x='ppgdp', y='linres', data=df.to_pandas(), ax=axs[0], ci=None, line_kws={'color':'k'});\n", "\n", "ax.set(ylabel='Residuals', xlabel='Per Capita GDP', title='Linear Model');\n", "\n", "ax = sns.regplot(x='log_ppgdp', y='logres', data=df.to_pandas(), ax=axs[1], ci=None, line_kws={'color':'k'});\n", "\n", "ax.set(ylabel='', xlabel='Log Per Capita GDP', title='Log Transformed Linear Model');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter Estimates\n", "\n", "Now that we've evaluated both models, we know that we can trust the estimates from out log-transformed model because it fits the data better *and* better satisfies the assumptions of GLM.\n", "\n", "Notice that the **last** thing we're doing is inspected our parameter estimates and inferences.\n", "\n", "**There's no way to tell based on these values if should or should not have transformed out variables**\n", "\n", "This is **why** we do regression diagnostics!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: infantMortality R-squared: 0.266\n", "Model: OLS Adj. R-squared: 0.262\n", "No. Observations: 193 F-statistic: 69.08\n", "Covariance Type: nonrobust Prob (F-statistic): 1.73e-14\n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 41.3780 2.216 18.675 0.000 37.008 45.748\n", "ppgdp -0.0009 0.000 -8.312 0.000 -0.001 -0.001\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, 2.61e+04. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "print(lin_model.summary(slim=True))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The log transform also has a very natural interpretation: **percentages**\n", "\n", "For each 1% increase in GDP, there is a 0.62% decrease in infant mortality" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "===============================================================================\n", "Dep. Variable: log_infantMortality R-squared: 0.766\n", "Model: OLS Adj. R-squared: 0.765\n", "No. Observations: 193 F-statistic: 625.9\n", "Covariance Type: nonrobust Prob (F-statistic): 3.51e-62\n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 8.1038 0.211 38.430 0.000 7.688 8.520\n", "log_ppgdp -0.6168 0.025 -25.018 0.000 -0.665 -0.568\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "print(log_model.summary(slim=True))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## General Guidelines\n", "\n", "In general we recommend thinking about the following questions when it comes to transformations:\n", "1. Does it align with your research question and make your model more interpretable?\n", "2. Does it better satisfy a model assumption that you're violating using the raw data?\n", "3. Did you compare the fit and explore the residuals of the transformed and non-transformed models?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Also relevant: How to think about outliers\n", "\n", "Handling outliers is a tricky topic because it's very easy to convince yourself something is an outlier if it supports your hypothesis.\n", "\n", "Instead we recommend that same inspection approach we demonstarted with the log transform walkthrough above. A great reference is [DAAMCA Chapter 13 on the course website](https://stat-intuitions.com/pdfs/DAAMCA_Ch13.pdf) which discusses a few additional statistics you can calculate to explore *which* observations are most influential on your model's fit.\n", "\n", "Although we don't have time to cover them, statsmodels includes some [tools to calculate the influence of outliers](https://www.statsmodels.org/stable/generated/statsmodels.stats.outliers_influence.OLSInfluence.html) that you can explore based on these [illustrative examples](https://ethanweed.github.io/pythonbook/05.04-regression.html?highlight=cook#model-checking)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transformations Summary\n", "\n", "*Reproduced from [Conversion in Psychological Studies](https://psyteachr.github.io/msc-conv/)*\n", "\n", "Most people find it difficult to accept the idea of transforming data. Tukey (1977) probably had the right idea when he called data transformation calculations “reexpressions” rather than “transformations.” A researcher is merely reexpressing what the data have to say in other terms. However, it is important to recognize that conclusions that you draw on transformed data do not always transfer neatly to the original measurements. Grissom (2000) reports that the means of transformed variables can occasionally reverse the difference of means of the original variables. While this is disturbing, and **it is important to think about the meaning of what you are doing**, but it is not, in itself, a reason to rule out the use of transformations as a viable option.\n", "\n", "If you are willing to accept that is it permissible to transform one set of measures into another, then many possibilities become available for modifying the data to fit more closely the underlying assumptions of statistical tests. An added benefit about most of the transformations is that when we transform the data to meet one assumption, we often come closer to meeting other assumptions as well. For example, a square-root transformation may help equate group variances, and because it compresses the upper end of a distribution more than it compresses the lower end, it may also have the effect of making positively skewed distributions more nearly normal in shape. If you decide to transform, it is important to check that the variable is normally or nearly normally distributed after transformation. That is, make sure it worked.\n", "\n", "When it comes to reporting our data… although it is legitimate and proper to run a statistical test, such as the one-way analysis of variance, on the transformed values, we often report means in the unit of the untransformed scale. This is especially true when the original units are intrinsically meaningful. Howell (2007) urges researchers to look at both the converted (transformed) and unconverted (original) means and make sure that they are telling the same basic story. Do not convert standard deviations – you will do serious injustice if you try that. And be sure to indicate to your readers what you have done. It is not uncommon to see both the converted and unconverted values reported. Tabachnick and Fidell (2007) point out that, although data transformations are recommended as a remedy for outliers and for failures of normality, linearity, and homoscedasticity, they are not universally recommended. The reason is that an analysis is interpreted from the variables that are in it, and transformed variables are sometimes harder to interpret.\n", "\n", "You should not get the impression that data transformations should be applied routinely to all your data. As a rule of thumb, “If it’s not broken, don’t fix it.” If your data are reasonably distributed (i.e., are more or less symmetrical and have few, if any, outliers) and if your variances are reasonably homogeneous, there is probably nothing to be gained by applying a transformation. If you have markedly skewed data or heterogeneous variances, however, some form of data transformation may be useful. Furthermore, it is perfectly legitimate to shop around for a transformation that makes the necessary changes to the variance and shape. **The only thing you should not do it to try out every transformation, looking for one that gives you a significant result.** You are trying to optimize the *data*, **not your p-value.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additional References\n", "- [Data Transformation Psych Wiki](https://psychology.fandom.com/wiki/Data_transformation)\n", "- [Older classic introduction to Transformations](http://fmwww.bc.edu/repec/bocode/t/transint.html)\n", "- [Interpreting log transforms in a linear model](https://library.virginia.edu/data/articles/interpreting-log-transformations-in-a-linear-model)\n", "\n", "**References** \n", "- Howell, D. C. (2007). Statistical methods for psychology (6th ed.). Belmont, CA: Thomson Wadsworth.\n", "- Grissom, R. J. (2000). Heterogeneity of variance in clinical data. Journal of Consulting and Clinical Psychology, 68, 155-165.\n", "- Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics (5th ed.). Boston: Allyn and Bacon.\n", "- Tukey, J. W. (1977). Exploratory data analysis. Reading, MA: Addison-Wesley." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "201b", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }