{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Autoregressions\n", "\n", "This notebook introduces autoregression modeling using the `AutoReg` model. It also covers aspects of `ar_select_order` assists in selecting models that minimize an information criteria such as the AIC. \n", "An autoregressive model has dynamics given by \n", "\n", "$$ y_t = \\delta + \\phi_1 y_{t-1} + \\ldots + \\phi_p y_{t-p} + \\epsilon_t. $$\n", "\n", "`AutoReg` also permits models with:\n", "\n", "* Deterministic terms (`trend`)\n", " * `n`: No deterministic term \n", " * `c`: Constant (default)\n", " * `ct`: Constant and time trend\n", " * `t`: Time trend only\n", "* Seasonal dummies (`seasonal`)\n", " * `True` includes $s-1$ dummies where $s$ is the period of the time series (e.g., 12 for monthly)\n", "* Custom deterministic terms (`deterministic`)\n", " * Accepts a `DeterministicProcess`\n", "* Exogenous variables (`exog`)\n", " * A `DataFrame` or `array` of exogenous variables to include in the model\n", "* Omission of selected lags (`lags`)\n", " * If `lags` is an iterable of integers, then only these are included in the model.\n", "\n", "The complete specification is\n", "\n", "$$ y_t = \\delta_0 + \\delta_1 t + \\phi_1 y_{t-1} + \\ldots + \\phi_p y_{t-p} + \\sum_{i=1}^{s-1} \\gamma_i d_i + \\sum_{j=1}^{m} \\kappa_j x_{t,j} + \\epsilon_t. $$\n", "\n", "where:\n", "\n", "* $d_i$ is a seasonal dummy that is 1 if $mod(t, period) = i$. Period 0 is excluded if the model contains a constant (`c` is in `trend`).\n", "* $t$ is a time trend ($1,2,\\ldots$) that starts with 1 in the first observation.\n", "* $x_{t,j}$ are exogenous regressors. **Note** these are time-aligned to the left-hand-side variable when defining a model.\n", "* $\\epsilon_t$ is assumed to be a white noise process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first cell imports standard packages and sets plots to appear inline." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:49.407647Z", "iopub.status.busy": "2024-04-18T11:14:49.407379Z", "iopub.status.idle": "2024-04-18T11:14:54.255202Z", "shell.execute_reply": "2024-04-18T11:14:54.254489Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import pandas_datareader as pdr\n", "import seaborn as sns\n", "from statsmodels.tsa.api import acf, graphics, pacf\n", "from statsmodels.tsa.ar_model import AutoReg, ar_select_order" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This cell sets the plotting style, registers pandas date converters for matplotlib, and sets the default figure size." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:54.260089Z", "iopub.status.busy": "2024-04-18T11:14:54.258774Z", "iopub.status.idle": "2024-04-18T11:14:54.281468Z", "shell.execute_reply": "2024-04-18T11:14:54.280875Z" } }, "outputs": [], "source": [ "sns.set_style(\"darkgrid\")\n", "pd.plotting.register_matplotlib_converters()\n", "# Default figure size\n", "sns.mpl.rc(\"figure\", figsize=(16, 6))\n", "sns.mpl.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first set of examples uses the month-over-month growth rate in U.S. Housing starts that has not been seasonally adjusted. The seasonality is evident by the regular pattern of peaks and troughs. We set the frequency for the time series to \"MS\" (month-start) to avoid warnings when using `AutoReg`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:54.285682Z", "iopub.status.busy": "2024-04-18T11:14:54.284518Z", "iopub.status.idle": "2024-04-18T11:14:55.834342Z", "shell.execute_reply": "2024-04-18T11:14:55.833659Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pdr.get_data_fred(\"HOUSTNSA\", \"1959-01-01\", \"2019-06-01\")\n", "housing = data.HOUSTNSA.pct_change().dropna()\n", "# Scale by 100 to get percentages\n", "housing = 100 * housing.asfreq(\"MS\")\n", "fig, ax = plt.subplots()\n", "ax = housing.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can start with an AR(3). While this is not a good model for this data, it demonstrates the basic use of the API." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:55.837670Z", "iopub.status.busy": "2024-04-18T11:14:55.837419Z", "iopub.status.idle": "2024-04-18T11:14:55.869539Z", "shell.execute_reply": "2024-04-18T11:14:55.868869Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(3) Log Likelihood -2993.442\n", "Method: Conditional MLE S.D. of innovations 15.289\n", "Date: Thu, 18 Apr 2024 AIC 5996.884\n", "Time: 11:14:55 BIC 6019.794\n", "Sample: 05-01-1959 HQIC 6005.727\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const 1.1228 0.573 1.961 0.050 0.000 2.245\n", "HOUSTNSA.L1 0.1910 0.036 5.235 0.000 0.120 0.263\n", "HOUSTNSA.L2 0.0058 0.037 0.155 0.877 -0.067 0.079\n", "HOUSTNSA.L3 -0.1939 0.036 -5.319 0.000 -0.265 -0.122\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.9680 -1.3298j 1.6448 -0.1499\n", "AR.2 0.9680 +1.3298j 1.6448 0.1499\n", "AR.3 -1.9064 -0.0000j 1.9064 -0.5000\n", "-----------------------------------------------------------------------------\n" ] } ], "source": [ "mod = AutoReg(housing, 3, old_names=False)\n", "res = mod.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`AutoReg` supports the same covariance estimators as `OLS`. Below, we use `cov_type=\"HC0\"`, which is White's covariance estimator. While the parameter estimates are the same, all of the quantities that depend on the standard error change." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:55.873959Z", "iopub.status.busy": "2024-04-18T11:14:55.872881Z", "iopub.status.idle": "2024-04-18T11:14:55.910344Z", "shell.execute_reply": "2024-04-18T11:14:55.909749Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(3) Log Likelihood -2993.442\n", "Method: Conditional MLE S.D. of innovations 15.289\n", "Date: Thu, 18 Apr 2024 AIC 5996.884\n", "Time: 11:14:55 BIC 6019.794\n", "Sample: 05-01-1959 HQIC 6005.727\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const 1.1228 0.601 1.869 0.062 -0.055 2.300\n", "HOUSTNSA.L1 0.1910 0.035 5.499 0.000 0.123 0.259\n", "HOUSTNSA.L2 0.0058 0.039 0.150 0.881 -0.070 0.081\n", "HOUSTNSA.L3 -0.1939 0.036 -5.448 0.000 -0.264 -0.124\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.9680 -1.3298j 1.6448 -0.1499\n", "AR.2 0.9680 +1.3298j 1.6448 0.1499\n", "AR.3 -1.9064 -0.0000j 1.9064 -0.5000\n", "-----------------------------------------------------------------------------\n" ] } ], "source": [ "res = mod.fit(cov_type=\"HC0\")\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:55.914404Z", "iopub.status.busy": "2024-04-18T11:14:55.913360Z", "iopub.status.idle": "2024-04-18T11:14:56.039512Z", "shell.execute_reply": "2024-04-18T11:14:56.038872Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(13) Log Likelihood -2676.157\n", "Method: Conditional MLE S.D. of innovations 10.378\n", "Date: Thu, 18 Apr 2024 AIC 5382.314\n", "Time: 11:14:56 BIC 5450.835\n", "Sample: 03-01-1960 HQIC 5408.781\n", " - 06-01-2019 \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "const 1.3615 0.458 2.970 0.003 0.463 2.260\n", "HOUSTNSA.L1 -0.2900 0.036 -8.161 0.000 -0.360 -0.220\n", "HOUSTNSA.L2 -0.0828 0.031 -2.652 0.008 -0.144 -0.022\n", "HOUSTNSA.L3 -0.0654 0.031 -2.106 0.035 -0.126 -0.005\n", "HOUSTNSA.L4 -0.1596 0.031 -5.166 0.000 -0.220 -0.099\n", "HOUSTNSA.L5 -0.0434 0.031 -1.387 0.165 -0.105 0.018\n", "HOUSTNSA.L6 -0.0884 0.031 -2.867 0.004 -0.149 -0.028\n", "HOUSTNSA.L7 -0.0556 0.031 -1.797 0.072 -0.116 0.005\n", "HOUSTNSA.L8 -0.1482 0.031 -4.803 0.000 -0.209 -0.088\n", "HOUSTNSA.L9 -0.0926 0.031 -2.960 0.003 -0.154 -0.031\n", "HOUSTNSA.L10 -0.1133 0.031 -3.665 0.000 -0.174 -0.053\n", "HOUSTNSA.L11 0.1151 0.031 3.699 0.000 0.054 0.176\n", "HOUSTNSA.L12 0.5352 0.031 17.133 0.000 0.474 0.596\n", "HOUSTNSA.L13 0.3178 0.036 8.937 0.000 0.248 0.388\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 1.0913 -0.0000j 1.0913 -0.0000\n", "AR.2 0.8743 -0.5018j 1.0080 -0.0829\n", "AR.3 0.8743 +0.5018j 1.0080 0.0829\n", "AR.4 0.5041 -0.8765j 1.0111 -0.1669\n", "AR.5 0.5041 +0.8765j 1.0111 0.1669\n", "AR.6 0.0056 -1.0530j 1.0530 -0.2491\n", "AR.7 0.0056 +1.0530j 1.0530 0.2491\n", "AR.8 -0.5263 -0.9335j 1.0716 -0.3317\n", "AR.9 -0.5263 +0.9335j 1.0716 0.3317\n", "AR.10 -0.9525 -0.5880j 1.1194 -0.4120\n", "AR.11 -0.9525 +0.5880j 1.1194 0.4120\n", "AR.12 -1.2928 -0.2608j 1.3189 -0.4683\n", "AR.13 -1.2928 +0.2608j 1.3189 0.4683\n", "------------------------------------------------------------------------------\n" ] } ], "source": [ "sel = ar_select_order(housing, 13, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_predict` visualizes forecasts. Here we produce a large number of forecasts which show the string seasonality captured by the model." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:56.043857Z", "iopub.status.busy": "2024-04-18T11:14:56.042778Z", "iopub.status.idle": "2024-04-18T11:14:57.682338Z", "shell.execute_reply": "2024-04-18T11:14:57.681685Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_predict(720, 840)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_diagnositcs` indicates that the model captures the key features in the data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:14:57.686008Z", "iopub.status.busy": "2024-04-18T11:14:57.684877Z", "iopub.status.idle": "2024-04-18T11:15:01.657099Z", "shell.execute_reply": "2024-04-18T11:15:01.652882Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 9))\n", "fig = res.plot_diagnostics(fig=fig, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seasonal Dummies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`AutoReg` supports seasonal dummies which are an alternative way to model seasonality. Including the dummies shortens the dynamics to only an AR(2)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:01.660600Z", "iopub.status.busy": "2024-04-18T11:15:01.660271Z", "iopub.status.idle": "2024-04-18T11:15:01.976607Z", "shell.execute_reply": "2024-04-18T11:15:01.975872Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: Seas. AutoReg(2) Log Likelihood -2652.556\n", "Method: Conditional MLE S.D. of innovations 9.487\n", "Date: Thu, 18 Apr 2024 AIC 5335.112\n", "Time: 11:15:01 BIC 5403.863\n", "Sample: 04-01-1959 HQIC 5361.648\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const 1.2726 1.373 0.927 0.354 -1.418 3.963\n", "s(2,12) 32.6477 1.824 17.901 0.000 29.073 36.222\n", "s(3,12) 23.0685 2.435 9.472 0.000 18.295 27.842\n", "s(4,12) 10.7267 2.693 3.983 0.000 5.449 16.005\n", "s(5,12) 1.6792 2.100 0.799 0.424 -2.437 5.796\n", "s(6,12) -4.4229 1.896 -2.333 0.020 -8.138 -0.707\n", "s(7,12) -4.2113 1.824 -2.309 0.021 -7.786 -0.636\n", "s(8,12) -6.4124 1.791 -3.581 0.000 -9.922 -2.902\n", "s(9,12) 0.1095 1.800 0.061 0.952 -3.419 3.638\n", "s(10,12) -16.7511 1.814 -9.234 0.000 -20.307 -13.196\n", "s(11,12) -20.7023 1.862 -11.117 0.000 -24.352 -17.053\n", "s(12,12) -11.9554 1.778 -6.724 0.000 -15.440 -8.470\n", "HOUSTNSA.L1 -0.2953 0.037 -7.994 0.000 -0.368 -0.223\n", "HOUSTNSA.L2 -0.1148 0.037 -3.107 0.002 -0.187 -0.042\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 -1.2862 -2.6564j 2.9514 -0.3218\n", "AR.2 -1.2862 +2.6564j 2.9514 0.3218\n", "-----------------------------------------------------------------------------\n" ] } ], "source": [ "sel = ar_select_order(housing, 13, seasonal=True, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The seasonal dummies are obvious in the forecasts which has a non-trivial seasonal component in all periods 10 years in to the future." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:01.980163Z", "iopub.status.busy": "2024-04-18T11:15:01.979671Z", "iopub.status.idle": "2024-04-18T11:15:03.566620Z", "shell.execute_reply": "2024-04-18T11:15:03.565964Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_predict(720, 840)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:03.569921Z", "iopub.status.busy": "2024-04-18T11:15:03.569445Z", "iopub.status.idle": "2024-04-18T11:15:07.922122Z", "shell.execute_reply": "2024-04-18T11:15:07.921433Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 9))\n", "fig = res.plot_diagnostics(lags=30, fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seasonal Dynamics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While `AutoReg` does not directly support Seasonal components since it uses OLS to estimate parameters, it is possible to capture seasonal dynamics using an over-parametrized Seasonal AR that does not impose the restrictions in the Seasonal AR. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:07.925466Z", "iopub.status.busy": "2024-04-18T11:15:07.924869Z", "iopub.status.idle": "2024-04-18T11:15:08.978379Z", "shell.execute_reply": "2024-04-18T11:15:08.977725Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yoy_housing = data.HOUSTNSA.pct_change(12).resample(\"MS\").last().dropna()\n", "_, ax = plt.subplots()\n", "ax = yoy_housing.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by selecting a model using the simple method that only chooses the maximum lag. All lower lags are automatically included. The maximum lag to check is set to 13 since this allows the model to next a Seasonal AR that has both a short-run AR(1) component and a Seasonal AR(1) component, so that\n", "\n", "$$ (1-\\phi_s L^{12})(1-\\phi_1 L)y_t = \\epsilon_t $$\n", "which becomes\n", "$$ y_t = \\phi_1 y_{t-1} +\\phi_s Y_{t-12} - \\phi_1\\phi_s Y_{t-13} + \\epsilon_t $$\n", "\n", "when expanded. `AutoReg` does not enforce the structure, but can estimate the nesting model \n", "\n", "$$ y_t = \\phi_1 y_{t-1} +\\phi_{12} Y_{t-12} - \\phi_{13} Y_{t-13} + \\epsilon_t. $$\n", "\n", "We see that all 13 lags are selected." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:08.981447Z", "iopub.status.busy": "2024-04-18T11:15:08.981011Z", "iopub.status.idle": "2024-04-18T11:15:09.033460Z", "shell.execute_reply": "2024-04-18T11:15:09.032860Z" } }, "outputs": [ { "data": { "text/plain": [ "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sel = ar_select_order(yoy_housing, 13, old_names=False)\n", "sel.ar_lags" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems unlikely that all 13 lags are required. We can set `glob=True` to search all $2^{13}$ models that include up to 13 lags.\n", "\n", "Here we see that the first three are selected, as is the 7th, and finally the 12th and 13th are selected. This is superficially similar to the structure described above.\n", "\n", "After fitting the model, we take a look at the diagnostic plots that indicate that this specification appears to be adequate to capture the dynamics in the data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:09.037636Z", "iopub.status.busy": "2024-04-18T11:15:09.036498Z", "iopub.status.idle": "2024-04-18T11:15:19.829519Z", "shell.execute_reply": "2024-04-18T11:15:19.828871Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 714\n", "Model: Restr. AutoReg(13) Log Likelihood 589.177\n", "Method: Conditional MLE S.D. of innovations 0.104\n", "Date: Thu, 18 Apr 2024 AIC -1162.353\n", "Time: 11:15:19 BIC -1125.933\n", "Sample: 02-01-1961 HQIC -1148.276\n", " - 06-01-2019 \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "const 0.0035 0.004 0.875 0.382 -0.004 0.011\n", "HOUSTNSA.L1 0.5640 0.035 16.167 0.000 0.496 0.632\n", "HOUSTNSA.L2 0.2347 0.038 6.238 0.000 0.161 0.308\n", "HOUSTNSA.L3 0.2051 0.037 5.560 0.000 0.133 0.277\n", "HOUSTNSA.L7 -0.0903 0.030 -2.976 0.003 -0.150 -0.031\n", "HOUSTNSA.L12 -0.3791 0.034 -11.075 0.000 -0.446 -0.312\n", "HOUSTNSA.L13 0.3354 0.033 10.254 0.000 0.271 0.400\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0309 -0.2682j 1.0652 -0.4595\n", "AR.2 -1.0309 +0.2682j 1.0652 0.4595\n", "AR.3 -0.7454 -0.7417j 1.0515 -0.3754\n", "AR.4 -0.7454 +0.7417j 1.0515 0.3754\n", "AR.5 -0.3172 -1.0221j 1.0702 -0.2979\n", "AR.6 -0.3172 +1.0221j 1.0702 0.2979\n", "AR.7 0.2419 -1.0573j 1.0846 -0.2142\n", "AR.8 0.2419 +1.0573j 1.0846 0.2142\n", "AR.9 0.7840 -0.8303j 1.1420 -0.1296\n", "AR.10 0.7840 +0.8303j 1.1420 0.1296\n", "AR.11 1.0730 -0.2386j 1.0992 -0.0348\n", "AR.12 1.0730 +0.2386j 1.0992 0.0348\n", "AR.13 1.1193 -0.0000j 1.1193 -0.0000\n", "------------------------------------------------------------------------------\n" ] } ], "source": [ "sel = ar_select_order(yoy_housing, 13, glob=True, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:19.832801Z", "iopub.status.busy": "2024-04-18T11:15:19.832393Z", "iopub.status.idle": "2024-04-18T11:15:23.980054Z", "shell.execute_reply": "2024-04-18T11:15:23.979362Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 9))\n", "fig = res.plot_diagnostics(fig=fig, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also include seasonal dummies. These are all insignificant since the model is using year-over-year changes." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:15:23.984611Z", "iopub.status.busy": "2024-04-18T11:15:23.983342Z", "iopub.status.idle": "2024-04-18T11:17:09.884397Z", "shell.execute_reply": "2024-04-18T11:17:09.883726Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "====================================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 714\n", "Model: Restr. Seas. AutoReg(13) Log Likelihood 590.875\n", "Method: Conditional MLE S.D. of innovations 0.104\n", "Date: Thu, 18 Apr 2024 AIC -1143.751\n", "Time: 11:17:09 BIC -1057.253\n", "Sample: 02-01-1961 HQIC -1110.317\n", " - 06-01-2019 \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "const 0.0167 0.014 1.215 0.224 -0.010 0.044\n", "s(2,12) -0.0179 0.019 -0.931 0.352 -0.056 0.020\n", "s(3,12) -0.0121 0.019 -0.630 0.528 -0.050 0.026\n", "s(4,12) -0.0210 0.019 -1.089 0.276 -0.059 0.017\n", "s(5,12) -0.0223 0.019 -1.157 0.247 -0.060 0.015\n", "s(6,12) -0.0224 0.019 -1.160 0.246 -0.060 0.015\n", "s(7,12) -0.0212 0.019 -1.096 0.273 -0.059 0.017\n", "s(8,12) -0.0101 0.019 -0.520 0.603 -0.048 0.028\n", "s(9,12) -0.0095 0.019 -0.491 0.623 -0.047 0.028\n", "s(10,12) -0.0049 0.019 -0.252 0.801 -0.043 0.033\n", "s(11,12) -0.0084 0.019 -0.435 0.664 -0.046 0.030\n", "s(12,12) -0.0077 0.019 -0.400 0.689 -0.046 0.030\n", "HOUSTNSA.L1 0.5630 0.035 16.160 0.000 0.495 0.631\n", "HOUSTNSA.L2 0.2347 0.038 6.248 0.000 0.161 0.308\n", "HOUSTNSA.L3 0.2075 0.037 5.634 0.000 0.135 0.280\n", "HOUSTNSA.L7 -0.0916 0.030 -3.013 0.003 -0.151 -0.032\n", "HOUSTNSA.L12 -0.3810 0.034 -11.149 0.000 -0.448 -0.314\n", "HOUSTNSA.L13 0.3373 0.033 10.327 0.000 0.273 0.401\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0305 -0.2681j 1.0648 -0.4595\n", "AR.2 -1.0305 +0.2681j 1.0648 0.4595\n", "AR.3 -0.7447 -0.7414j 1.0509 -0.3754\n", "AR.4 -0.7447 +0.7414j 1.0509 0.3754\n", "AR.5 -0.3172 -1.0215j 1.0696 -0.2979\n", "AR.6 -0.3172 +1.0215j 1.0696 0.2979\n", "AR.7 0.2416 -1.0568j 1.0841 -0.2142\n", "AR.8 0.2416 +1.0568j 1.0841 0.2142\n", "AR.9 0.7837 -0.8304j 1.1418 -0.1296\n", "AR.10 0.7837 +0.8304j 1.1418 0.1296\n", "AR.11 1.0724 -0.2383j 1.0986 -0.0348\n", "AR.12 1.0724 +0.2383j 1.0986 0.0348\n", "AR.13 1.1192 -0.0000j 1.1192 -0.0000\n", "------------------------------------------------------------------------------\n" ] } ], "source": [ "sel = ar_select_order(yoy_housing, 13, glob=True, seasonal=True, old_names=False)\n", "sel.ar_lags\n", "res = sel.model.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "source": [ "## Industrial Production\n", "\n", "We will use the industrial production index data to examine forecasting." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:09.887642Z", "iopub.status.busy": "2024-04-18T11:17:09.887180Z", "iopub.status.idle": "2024-04-18T11:17:11.246158Z", "shell.execute_reply": "2024-04-18T11:17:11.245437Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pdr.get_data_fred(\"INDPRO\", \"1959-01-01\", \"2019-06-01\")\n", "ind_prod = data.INDPRO.pct_change(12).dropna().asfreq(\"MS\")\n", "_, ax = plt.subplots(figsize=(16, 9))\n", "ind_prod.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will start by selecting a model using up to 12 lags. An AR(13) minimizes the BIC criteria even though many coefficients are insignificant." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:11.249463Z", "iopub.status.busy": "2024-04-18T11:17:11.249112Z", "iopub.status.idle": "2024-04-18T11:17:11.363467Z", "shell.execute_reply": "2024-04-18T11:17:11.362809Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: INDPRO No. Observations: 714\n", "Model: AutoReg(13) Log Likelihood 2321.114\n", "Method: Conditional MLE S.D. of innovations 0.009\n", "Date: Thu, 18 Apr 2024 AIC -4612.229\n", "Time: 11:17:11 BIC -4543.941\n", "Sample: 02-01-1961 HQIC -4585.833\n", " - 06-01-2019 \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.0012 0.000 2.782 0.005 0.000 0.002\n", "INDPRO.L1 1.1574 0.035 33.175 0.000 1.089 1.226\n", "INDPRO.L2 -0.0813 0.053 -1.525 0.127 -0.186 0.023\n", "INDPRO.L3 -0.0025 0.053 -0.048 0.962 -0.106 0.101\n", "INDPRO.L4 0.0110 0.053 0.209 0.835 -0.092 0.114\n", "INDPRO.L5 -0.1347 0.053 -2.564 0.010 -0.238 -0.032\n", "INDPRO.L6 -0.0078 0.052 -0.149 0.882 -0.110 0.095\n", "INDPRO.L7 0.0556 0.052 1.066 0.286 -0.047 0.158\n", "INDPRO.L8 -0.0301 0.052 -0.578 0.563 -0.132 0.072\n", "INDPRO.L9 0.0928 0.052 1.786 0.074 -0.009 0.195\n", "INDPRO.L10 -0.0811 0.052 -1.559 0.119 -0.183 0.021\n", "INDPRO.L11 -1.112e-05 0.052 -0.000 1.000 -0.102 0.102\n", "INDPRO.L12 -0.3824 0.052 -7.376 0.000 -0.484 -0.281\n", "INDPRO.L13 0.3616 0.033 11.005 0.000 0.297 0.426\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0404 -0.2910j 1.0803 -0.4566\n", "AR.2 -1.0404 +0.2910j 1.0803 0.4566\n", "AR.3 -0.7807 -0.8041j 1.1207 -0.3726\n", "AR.4 -0.7807 +0.8041j 1.1207 0.3726\n", "AR.5 -0.2726 -1.0533j 1.0880 -0.2903\n", "AR.6 -0.2726 +1.0533j 1.0880 0.2903\n", "AR.7 0.2716 -1.0504j 1.0850 -0.2097\n", "AR.8 0.2716 +1.0504j 1.0850 0.2097\n", "AR.9 0.8010 -0.7285j 1.0827 -0.1175\n", "AR.10 0.8010 +0.7285j 1.0827 0.1175\n", "AR.11 1.0219 -0.2219j 1.0457 -0.0340\n", "AR.12 1.0219 +0.2219j 1.0457 0.0340\n", "AR.13 1.0560 -0.0000j 1.0560 -0.0000\n", "------------------------------------------------------------------------------\n" ] } ], "source": [ "sel = ar_select_order(ind_prod, 13, \"bic\", old_names=False)\n", "res = sel.model.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use a global search which allows longer lags to enter if needed without requiring the shorter lags. Here we see many lags dropped. The model indicates there may be some seasonality in the data. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:11.368856Z", "iopub.status.busy": "2024-04-18T11:17:11.367307Z", "iopub.status.idle": "2024-04-18T11:17:21.645482Z", "shell.execute_reply": "2024-04-18T11:17:21.644862Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: INDPRO No. Observations: 714\n", "Model: AutoReg(13) Log Likelihood 2321.114\n", "Method: Conditional MLE S.D. of innovations 0.009\n", "Date: Thu, 18 Apr 2024 AIC -4612.229\n", "Time: 11:17:21 BIC -4543.941\n", "Sample: 02-01-1961 HQIC -4585.833\n", " - 06-01-2019 \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.0012 0.000 2.782 0.005 0.000 0.002\n", "INDPRO.L1 1.1574 0.035 33.175 0.000 1.089 1.226\n", "INDPRO.L2 -0.0813 0.053 -1.525 0.127 -0.186 0.023\n", "INDPRO.L3 -0.0025 0.053 -0.048 0.962 -0.106 0.101\n", "INDPRO.L4 0.0110 0.053 0.209 0.835 -0.092 0.114\n", "INDPRO.L5 -0.1347 0.053 -2.564 0.010 -0.238 -0.032\n", "INDPRO.L6 -0.0078 0.052 -0.149 0.882 -0.110 0.095\n", "INDPRO.L7 0.0556 0.052 1.066 0.286 -0.047 0.158\n", "INDPRO.L8 -0.0301 0.052 -0.578 0.563 -0.132 0.072\n", "INDPRO.L9 0.0928 0.052 1.786 0.074 -0.009 0.195\n", "INDPRO.L10 -0.0811 0.052 -1.559 0.119 -0.183 0.021\n", "INDPRO.L11 -1.112e-05 0.052 -0.000 1.000 -0.102 0.102\n", "INDPRO.L12 -0.3824 0.052 -7.376 0.000 -0.484 -0.281\n", "INDPRO.L13 0.3616 0.033 11.005 0.000 0.297 0.426\n", " Roots \n", "==============================================================================\n", " Real Imaginary Modulus Frequency\n", "------------------------------------------------------------------------------\n", "AR.1 -1.0404 -0.2910j 1.0803 -0.4566\n", "AR.2 -1.0404 +0.2910j 1.0803 0.4566\n", "AR.3 -0.7807 -0.8041j 1.1207 -0.3726\n", "AR.4 -0.7807 +0.8041j 1.1207 0.3726\n", "AR.5 -0.2726 -1.0533j 1.0880 -0.2903\n", "AR.6 -0.2726 +1.0533j 1.0880 0.2903\n", "AR.7 0.2716 -1.0504j 1.0850 -0.2097\n", "AR.8 0.2716 +1.0504j 1.0850 0.2097\n", "AR.9 0.8010 -0.7285j 1.0827 -0.1175\n", "AR.10 0.8010 +0.7285j 1.0827 0.1175\n", "AR.11 1.0219 -0.2219j 1.0457 -0.0340\n", "AR.12 1.0219 +0.2219j 1.0457 0.0340\n", "AR.13 1.0560 -0.0000j 1.0560 -0.0000\n", "------------------------------------------------------------------------------\n" ] } ], "source": [ "sel = ar_select_order(ind_prod, 13, \"bic\", glob=True, old_names=False)\n", "sel.ar_lags\n", "res_glob = sel.model.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_predict` can be used to produce forecast plots along with confidence intervals. Here we produce forecasts starting at the last observation and continuing for 18 months." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:21.652974Z", "iopub.status.busy": "2024-04-18T11:17:21.648176Z", "iopub.status.idle": "2024-04-18T11:17:21.664192Z", "shell.execute_reply": "2024-04-18T11:17:21.663575Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "(714,)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind_prod.shape" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:21.667128Z", "iopub.status.busy": "2024-04-18T11:17:21.666789Z", "iopub.status.idle": "2024-04-18T11:17:23.539751Z", "shell.execute_reply": "2024-04-18T11:17:23.539135Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res_glob.plot_predict(start=714, end=732)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The forecasts from the full model and the restricted model are very similar. I also include an AR(5) which has very different dynamics" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:23.542772Z", "iopub.status.busy": "2024-04-18T11:17:23.542342Z", "iopub.status.idle": "2024-04-18T11:17:25.125494Z", "shell.execute_reply": "2024-04-18T11:17:25.124860Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_ar5 = AutoReg(ind_prod, 5, old_names=False).fit()\n", "predictions = pd.DataFrame(\n", " {\n", " \"AR(5)\": res_ar5.predict(start=714, end=726),\n", " \"AR(13)\": res.predict(start=714, end=726),\n", " \"Restr. AR(13)\": res_glob.predict(start=714, end=726),\n", " }\n", ")\n", "_, ax = plt.subplots()\n", "ax = predictions.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The diagnostics indicate the model captures most of the the dynamics in the data. The ACF shows a patters at the seasonal frequency and so a more complete seasonal model (`SARIMAX`) may be needed." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:25.133907Z", "iopub.status.busy": "2024-04-18T11:17:25.133539Z", "iopub.status.idle": "2024-04-18T11:17:29.057524Z", "shell.execute_reply": "2024-04-18T11:17:29.056867Z" }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 9))\n", "fig = res_glob.plot_diagnostics(fig=fig, lags=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Forecasting\n", "\n", "Forecasts are produced using the `predict` method from a results instance. The default produces static forecasts which are one-step forecasts. Producing multi-step forecasts requires using `dynamic=True`. \n", "\n", "In this next cell, we produce 12-step-heard forecasts for the final 24 periods in the sample. This requires a loop.\n", "\n", "**Note**: These are technically in-sample since the data we are forecasting was used to estimate parameters. Producing OOS forecasts requires two models. The first must exclude the OOS period. The second uses the `predict` method from the full-sample model with the parameters from the shorter sample model that excluded the OOS period." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:29.061916Z", "iopub.status.busy": "2024-04-18T11:17:29.060857Z", "iopub.status.idle": "2024-04-18T11:17:33.433526Z", "shell.execute_reply": "2024-04-18T11:17:33.432867Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "start = ind_prod.index[-24]\n", "forecast_index = pd.date_range(start, freq=ind_prod.index.freq, periods=36)\n", "cols = [\"-\".join(str(val) for val in (idx.year, idx.month)) for idx in forecast_index]\n", "forecasts = pd.DataFrame(index=forecast_index, columns=cols)\n", "for i in range(1, 24):\n", " fcast = res_glob.predict(\n", " start=forecast_index[i], end=forecast_index[i + 12], dynamic=True\n", " )\n", " forecasts.loc[fcast.index, cols[i]] = fcast\n", "_, ax = plt.subplots(figsize=(16, 10))\n", "ind_prod.iloc[-24:].plot(ax=ax, color=\"black\", linestyle=\"--\")\n", "ax = forecasts.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing to SARIMAX\n", "\n", "`SARIMAX` is an implementation of a Seasonal Autoregressive Integrated Moving Average with eXogenous regressors model. It supports:\n", "\n", "* Specification of seasonal and nonseasonal AR and MA components\n", "* Inclusion of Exogenous variables\n", "* Full maximum-likelihood estimation using the Kalman Filter\n", "\n", "This model is more feature rich than `AutoReg`. Unlike `SARIMAX`, `AutoReg` estimates parameters using OLS. This is faster and the problem is globally convex, and so there are no issues with local minima. The closed-form estimator and its performance are the key advantages of `AutoReg` over `SARIMAX` when comparing AR(P) models. `AutoReg` also support seasonal dummies, which can be used with `SARIMAX` if the user includes them as exogenous regressors. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:17:33.438005Z", "iopub.status.busy": "2024-04-18T11:17:33.436931Z", "iopub.status.idle": "2024-04-18T11:18:07.634089Z", "shell.execute_reply": "2024-04-18T11:18:07.633427Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 6 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= -3.21877D+00 |proj g|= 1.78190D+01\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 5 f= -3.22458D+00 |proj g|= 1.52287D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 10 f= -3.22494D+00 |proj g|= 1.45877D+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 15 f= -3.22519D+00 |proj g|= 7.56134D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 20 f= -3.22578D+00 |proj g|= 2.59033D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 25 f= -3.22580D+00 |proj g|= 1.81746D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 30 f= -3.22615D+00 |proj g|= 1.45796D+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 35 f= -3.22645D+00 |proj g|= 1.49225D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 40 f= -3.22646D+00 |proj g|= 1.97996D-02\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 6 40 63 1 0 0 1.980D-02 -3.226D+00\n", " F = -3.2264603083986292 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", " Warning: more than 10 function and gradient\n", " evaluations in the last line search. Termination\n", " may possibly be caused by a bad search direction.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " SARIMAX Results \n", "=========================================================================================\n", "Dep. Variable: INDPRO No. Observations: 714\n", "Model: SARIMAX([1, 5, 12, 13], 0, 0) Log Likelihood 2303.693\n", "Date: Thu, 18 Apr 2024 AIC -4595.385\n", "Time: 11:18:07 BIC -4567.960\n", "Sample: 01-01-1960 HQIC -4584.794\n", " - 06-01-2019 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0011 0.000 2.525 0.012 0.000 0.002\n", "ar.L1 1.0801 0.010 107.194 0.000 1.060 1.100\n", "ar.L5 -0.0846 0.011 -7.571 0.000 -0.107 -0.063\n", "ar.L12 -0.4432 0.026 -17.322 0.000 -0.493 -0.393\n", "ar.L13 0.4077 0.025 16.226 0.000 0.358 0.457\n", "sigma2 9.144e-05 3.09e-06 29.605 0.000 8.54e-05 9.75e-05\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 21.68 Jarque-Bera (JB): 955.49\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.37 Skew: -0.63\n", "Prob(H) (two-sided): 0.00 Kurtosis: 8.53\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] } ], "source": [ "from statsmodels.tsa.api import SARIMAX\n", "\n", "sarimax_mod = SARIMAX(ind_prod, order=((1, 5, 12, 13), 0, 0), trend=\"c\")\n", "sarimax_res = sarimax_mod.fit()\n", "print(sarimax_res.summary())" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:18:07.638769Z", "iopub.status.busy": "2024-04-18T11:18:07.638314Z", "iopub.status.idle": "2024-04-18T11:18:07.680871Z", "shell.execute_reply": "2024-04-18T11:18:07.680225Z" } }, "outputs": [ { "data": { "text/html": [ "
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AutoRegSARIMAX
const0.0012330.001082
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" ], "text/plain": [ " AutoReg SARIMAX\n", "const 0.001233 0.001082\n", "INDPRO.L1 1.088714 1.080082\n", "INDPRO.L5 -0.105578 -0.084602\n", "INDPRO.L12 -0.388709 -0.443201\n", "INDPRO.L13 0.362622 0.407651" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sarimax_params = sarimax_res.params.iloc[:-1].copy()\n", "sarimax_params.index = res_glob.params.index\n", "params = pd.concat([res_glob.params, sarimax_params], axis=1, sort=False)\n", "params.columns = [\"AutoReg\", \"SARIMAX\"]\n", "params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Deterministic Processes\n", "\n", "The `deterministic` parameter allows a custom `DeterministicProcess` to be used. This allows for more complex deterministic terms to be constructed, for example one that includes seasonal components with two periods, or, as the next example shows, one that uses a Fourier series rather than seasonal dummies." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:18:07.684200Z", "iopub.status.busy": "2024-04-18T11:18:07.683768Z", "iopub.status.idle": "2024-04-18T11:18:07.720227Z", "shell.execute_reply": "2024-04-18T11:18:07.719610Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AutoReg Model Results \n", "==============================================================================\n", "Dep. Variable: HOUSTNSA No. Observations: 725\n", "Model: AutoReg(2) Log Likelihood -2716.505\n", "Method: Conditional MLE S.D. of innovations 10.364\n", "Date: Thu, 18 Apr 2024 AIC 5449.010\n", "Time: 11:18:07 BIC 5485.677\n", "Sample: 04-01-1959 HQIC 5463.163\n", " - 06-01-2019 \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const 1.7550 0.391 4.485 0.000 0.988 2.522\n", "sin(1,12) 16.7443 0.860 19.478 0.000 15.059 18.429\n", "cos(1,12) 4.9409 0.588 8.409 0.000 3.789 6.093\n", "sin(2,12) 12.9364 0.619 20.889 0.000 11.723 14.150\n", "cos(2,12) -0.4738 0.754 -0.628 0.530 -1.952 1.004\n", "HOUSTNSA.L1 -0.3905 0.037 -10.664 0.000 -0.462 -0.319\n", "HOUSTNSA.L2 -0.1746 0.037 -4.769 0.000 -0.246 -0.103\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 -1.1182 -2.1159j 2.3932 -0.3274\n", "AR.2 -1.1182 +2.1159j 2.3932 0.3274\n", "-----------------------------------------------------------------------------\n" ] } ], "source": [ "from statsmodels.tsa.deterministic import DeterministicProcess\n", "\n", "dp = DeterministicProcess(housing.index, constant=True, period=12, fourier=2)\n", "mod = AutoReg(housing, 2, trend=\"n\", seasonal=False, deterministic=dp)\n", "res = mod.fit()\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:18:07.724460Z", "iopub.status.busy": "2024-04-18T11:18:07.723408Z", "iopub.status.idle": "2024-04-18T11:18:09.291143Z", "shell.execute_reply": "2024-04-18T11:18:09.290508Z" } }, "outputs": [ { "data": { "image/png": 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6Y8j8HqkYTsQB+hYSxH4Gq9BNXnA7OjqhaQr6+l6dMqgm4sFUwRbAKpTd3T0YGhrE1q2bYNt2RFdIzMZUwRYApFIpJBIJbNmyEWNjIxFdHdEKlUplWu+larWMDRvWQdf1CK6MaJVyuTRpHmVFnB6USgVs2LBu0lE4Ij4wuwNj0hiyIk4ndu/eid27d0Z0dUQrsL0mNynpkc3mYNs2Nm7sQ6VSjubiiFlxuiHvO34cx+5DJ/kY1H70qKOOBQC89NLaSe9h2zZeeukFAMDRRx/T0uudcMKJAIBXX325pcc7x7Wfe+6ZWR+7d+8edHV1T0o6KoqCTZs2zPjchQt78Za3vBVf//qtWLbsEKxZ8xxUlcVpgsD2IU6DGLfMNoaGYUBVgxtDgnADJR4JYj9jqmALaCgFCoUxbNy4HqZpTvFsImqmC7YA59h8Djt3bsfAwN4Iro5ohemCLQDI5Tqg6zo2bFgPWZbCvzhiVmzbnqQ6dnB8c4eH89iyZSNt1mOKYeiQZXnKhmqsiDMPQ0OD2LZtM41hTHGU44Iw+T6cWMQZjeDqiFaYSnXsQEWc+DNd0gpgayHPC9B1DZqmBvL+S5YswYoVp2P79m145JGHJvzuoYd+iR07tuO00143yd9xOs47741YvHgJfvazB/Dii2sn/d4wDLz00ov1/37969+ARYsWY9Wqx/Dss09PevzwcL7pWpeiXC5h27at9Z+ZponvfOd/UCiMT3iepml45ZWXJr2eosiQZQmiKNbtlpxGM80dtN1gWVZtjZtuDHlomjbhGDhBRAWd5SOI/QjDYGq56bpXk79O/Jkp2AKAdDoDTdOwefMG5HId6O7uCfcCiVmZKdhyElfs2Px6vPa1p0w71kQ0aBoLpKazMxAEER0dHdi1awc6O7uwbBn55sYNWVZgGDoymcyUv3eKODt2bENnZxeWLj045CskZkNRmM/adEcAc7kOFArj2LBhHU499XXTjjURHdMVcICG+tgp4hx33GtoPxozHJXddOPC8xxsm4eqquB5YdrYox1uvPEmXHvt1bjlli/gySefwPLlR2D79q1Yvfov6OmZhxtuuKnl10omk/j852/BjTd+Ctdf/3Gcdtrras3igMHBQbz88gvo6urGAw/8ov74//7vL+GGGz6JG2/8FM4882wcddQxqFar2LJlIxRFwb33PgAAeM973ofnnnsG1157NS644EIkkym88MLzGBnJ49RTT8MLLzxfvw5VVfEP//BRHHLIoTj22OOxePESyLKEp55ajdHRUXzgAx+uN+457LDlWLiwF48/vgqJRKLeSfu9730/Ojo6Zv2bncTjdCepeZ6Hbdt1v0eycSKihL59BLEfMVuwBZC/TtyZLdgCgM7Orrrf4ymnnI5UKhXW5REtMFOwBTQKAEND/di6tQNHH30sBVwxwlEdz9RdMpVKQ9P0egFg3rypze+JaHDGcKakvlPE2bSJeXZSESdeOA0epqO5iLNx4zqcdNKp1CQhRpimUVdvTYcosiLO7t1UxIkjtj29Ws5BEHgYBvMK5Hne93vw0EOX4667foh77vk+nn32aTz11Gr09MzDJZf8La666uNYsmSpq9c7/vjX4L77foIHHvghnn76SbzyyktIJBLo7V2E8847HxdeePGEx5944mtxzz0/xg9/eC+ee+4ZrFnzHDo7u7B8+eF43/veU3/cueeeh89//hb84Af3YtWqx5BOp7FixevwxS9+Fffdd9eE18xkMviHf/gknn/+r3j55RcxPj5W8/4+DNdcc92EaxAEAV/4wlfx3e9+G3/4w6p6Yfviiy9pKfFo2zMnj4GJfo/ZbI78HonI4Ow5egZlZKSMufmXE1HBccDChZ1tffeGh/N4/vln0dMzb9aFo1gsIJ3O4LTTziCD/RixadMGbNu2ecqOfM2YpolCYQzLlh2GE088mRJXPtHufWiaBlav/hNs2571vpJlGZqm4rWvPRWLF7vbPBPBMTQ0gBdeWIN58+bPeF/Zto1CYRydnd047bTXzZioJFrHj7Vw9+6dWLfu5VnnUdu2MT4+hnnz5mPFitdRl+QYsXbtXzE6mkd398zN8HRdR6lUxDHHHIcjj2zN642YnXbvw2q1gmeeWY1UKl1Xb01HuVwCz/NYseJ1s473gYCuaxgdHcCCBUtjPeeoqgpFkWdVwdk22/uIoohsNkf7UR8RRR5GGx3OFUWudSWfbQxtmKaJRCKBTCZLY0i0RKtzmbOezAalvAliP4J5xtktVau6urpRqZQxPj51tzgiGiqVct1MeiYEQUAu14Hh4aG6CTURPc5ReVGc/chRJpOBaZoYHvbm3UMEg9N8a7aNt6O4KpXGUSwWQrgyolVa9U91xrBQGEOpVAz4qohWsW0b1WqlpXk0kUggmUxhYGAv+XXGCFmWYRh6S0c3Ozo6oSgy+XXGjFYbmjSazZiwLPKPjxOmObVH5744fo+GYXhuZEMQ7UKJR4LYj2BHk1qrUnEca37hHO0loscJtgShNZ8cUUzUuwoS8cBNsAWwoLlSqQR8VYQb3DT9YUUeju7BmMEKOK0d+RMEoe5xRcQDVVWg65qreVTXdahqME0uCPeoqgzbntk2xsFpVFKtTu+PTISPZZkulG9crRkNJf/jAhuP1hPBHMfG0DmeTRBhE4vE4/e//30ce+yxOPbYY/Hiiy9O+n2lUsGXvvQlvOlNb8KJJ56ICy64ALfccgstYMSco1IpufJX4TgO1SolPeKCE2wlEq0FW6zCbJHiMUa4CbYA5nHFVJLU1TMulMutJ60cZvOjI8LDsqyaWs6dTTklHuPDbE3W9kUURRiGDlWl+zAusDmx9SSUIAioVMrBXRDhipk6Wk+F8zBSy8UHx6Oz9TFkj6PkMREVkSceN23ahFtvvRXZbHbK30uShA996EO47777cMQRR+CKK67A4YcfjnvuuQeXX345VT+JOQMLtqqugi1RFFGpVOh4UkxwG2w5mwRSrcYH98GWCNPUKekRE0zThCxXXXXnFAQB1SoFzHFBURTout7SMV0HjuMhSVSEiwuyLMOyTFeqVdM0aR6NEdVqBTzfegFHFBP1PRARPU43ZLeQWi4+WJbtKvHYeB6NIRENkSYedV3HTTfdhOOPPx4XXnjhlI+566670NfXh4997GO4++67ceONN+Luu+/Gxz72Mbzyyiu47777wr1ogogIRzXlJtgSxQQ0TaWNXkxwG2w1P4+IB+6DLbHWEZIC5jjAVMd6y8l/gI1htVqlAk5MUBS5lnikItz+iqNcdKfUIcuDuGDbNiqVsut70DQNOsERE9yq5QCmejRNSlrFhUYCkRKPxP5BpInHO+64A5s3b8YXv/jFKQNx27axcuVKZLNZXHvttRN+d+211yKbzWLlypVhXS5BRIrXYIslPShxFQfcBlsAU3qUy6S2igNegi2e52HboCOCMUFR5FpzIHfzqK5rFDDHBEWRYdtWy3YHABtDVSW1VVxgVknuu6q68WclgkPTNGha6x6dQOO4PO1H44Fz3NadWo6DZZlUwIkJjvrUzRByHI0hER3uDHJ8ZN26dbjjjjvwqU99CkcdddSUj9mxYwfy+Txe//rXTzqKnc1msWLFCqxevRoDAwNYunSpq/enLvJE2DjfOa/fPUWRYNsWRNGN2kqoV5i7urq8vTHhG5JUrTX9af05iUSiPvZuAm1iatq5D51gK5EQXT9fURRad2KAqioe5lERiiJDVRVkMpkAr25u0P5ayBIXPN/6CyQSIiRJhqrKSCZbPzVABEO1WnY9j4oiszygedQf2rkPVZUVcNLpdMvPFwSnCHfgr4X7w9/n5ch0ozmJ++O9hP+YpvsO484YMssgGkOiNThu5nmt1ekgksSjpmn4l3/5Fxx33HG4+uqrp33czp07AQDLly+f8vfLly/H6tWrsWPHDteJxwULOl09niD8wut3L58HUqkEstmUq+dJUhmpFIeFC+k7HzWWpSGXy7gaQ563oaoqcjkRuVwuwKubW3i5D8fGdAgC0NmZc+URKElJcJxB92AMGB52P4/adhKKUkU6zdMY+ojXtXDrVh2ZTMrVGFpWAqoqI5MRaAwjxjAM2LaBjo6sqzE0zSwsS8f8+TkqwvmIl/tQVUsQRQ6dnVlXCahKRUQigQP+HlQUBWNjPASBgyjG87uqqjZ4nnNVwOE4HqZpgucR279rf8T7Z2lDEHgPY2iB5zkIAo0hMTOWxYHnecybl0M6nW779SJJPH7rW9/Cjh078Mtf/nJGrzPneGFHR8eUv3d+Xqm4NwwfHS2DVMZEmHAc2+B5/e4NDAxD101IkruGSqpqYHBwFF1dve7flPAN0zQwOloAAFdjaJoWKhUZ/f0jmDePfFnapZ37cGhoBJKkIJ3OQddbHwvTBAYHRzA8XCKVQMR4nUc1jc2j6XR3QFc2d2jnHrRtG4ODwzBNd/MowMZwYGAUokgFnCipVMqoVCSk0xlXY2gYFiRJxd69w8hkpm5ISbROO/fhwMAIVNWALGuunqfrJgYHR7Bo0YFtH6PrGizLgmnaMIw47tts6LoB23bf4diy2HNj0J/2gEAUeU/fEfb9MsGOv7c+hk43c00zkEjQfpSYGdNk35fx8SoSCX3axznryWyEnnh84YUXcM899+D666/HMcccE/bb17FtUOKRiAQv3z3btlEulyGKCdfP5Xm+1hjB3fMIf5EkdjQplUq7GgunwizLMnp6Aru8OYeX+5A1+WFNDtw8VxBEaJoKXdeRSCTdvSnhG8yjswJBED3MwWz8aR71Dy/3oKpqUFUVouh1DCUaw4iRZea16fY+FIQEDEOGLCtIpynx6Bfe10L3zxME1uTJsg7so7pxn2O8dkNufj4RLawruTvLEaDh6UndyQk3+JU3C7VcYRgGbrrpJhx77LH4+Mc/PuvjOztZ5nQ6RaPz8+kUkQRxoMC85VRXRt4OrJtnmYyEI6bRldzdGDqekNTNM3q8dhenztbxwDB0qKoCUXTv8SeKIjV5igGN5kDux9ApwhHRwpoDwfVxaZ7nYVkWzaMxoFwuedyPJqjJUwxo16eRuiJHj9OV3KtPIyWPiSgIVfEoSRJ27NgBADjxxBOnfMz73vc+AMBtt92GI488EgDqz9kX5+fTeUASxIECC7Z0pFLu/RWcjqyapiGVcucPSfiH12CLwUGWKWCOGu/BVqO7fGcnNXmKCpb8Nzwd0xRFEbJchWVRk6coURQZpmnOaNMzHaIoolqtUGOEiPHa1ZiNmQ1Vpa7IUWKaJiRJ8rwWyrIERZFd+SQT/sLUct6SVk5XZCJaGl3JvT6fxpAIn1ATj8lkEu9973un/N2aNWuwY8cOXHDBBZg/fz4OPvhgLF++HIsWLcLatWshSdKEztaSJGHt2rVYtmyZ68YyBLG/IcsSDMPyHGypqgpFkSnxGCFegy3AUa2697Il/KOdYMtJcpBSJ1pk2VHLuR9DQWAFHEVRJuxFiHBxVMdeEoei6FgeaEgmaS2Mikql0kbynoMkSb5eD+EOpljUPe0nBUGoq/+pCBcdjmLRW9KKqycuqYATHe0kDlnymMaQCJ9QE4/pdBpf+MIXpvzdTTfdhB07duCaa67BKaecUv/5pZdeittuuw233347brzxxvrPb7/9dkiShE984hNBXzZBRI6iKLVW9u4XCEEQYZpso9dNfREio51gy1EJmCbzxSLCp51gi2G3lXwm2sf5/L0mrRylDiUeo0OSqp4DpUYRTqHEY0TYto1qtewp+Q80rGOI6HDsDrJZ902anD0QrYWAqqowjOmbNQT73go0TZtyPymKIpLJ6b2oOc45qm2B49yLIQjvjI6O4LvfvRVr167ByMgwLMvCL37xGzz11Gp8/eu34IYb/gUXXfS2WV+H4zh85CPvB8/z+PnPfxPClUfH2rVr8KlPfQJXXvkxfPSj10R9ObHg0Ud/gy9+8b9w883/iUsu+dtQ3zv2EezVV1+Nxx9/HHfeeSf6+vpwwgknYP369Vi9ejVOOukkXH755VFfIkEEjiR5P2bLgjQOqkpqq6jwI9hyAuZcjjxto6CdYAsAeF4g1WrEePXoBBx/OZPm0Ygpl0uelP9AcxFORlcXVeGiQNNUaJrW1lrIinDejtsT7cOabNltff5zPfGoqirWrHkmss/BMIyabcjkIk46ncFrX7ti2uSjo5azLBsz1dIty8KDD67EI4/8Gjt37oAgiDj66GPwgQ98CK9//RsnPf7uu7+He++9c9rXW7ny11i69KD6f5umiR//+H785jcPoVQq4PjjX4NPf/pGHH74EZOe+9BDv8S3v/11/OAHP8PBBy+b/qJjzhe+8F/461+fwYUXXoTe3sXgOMyYJJ6ORvGOfB5b5Qtf+Bwee+zhSd9Dwh2xTzxms1n86Ec/wq233opVq1bh2WefRW9vL6666ipcd911SKfde94RxP6GV2+5BnZbQTfRHu0HWwlUq1VKPEZIu8EW+ctFT7Va9jx+TgGHjstHh2EYkGXZU2MZgMYwDjg+q178qoFGEU5VFc9FIKI92P3jPWFBTZ5YozNFkSEIguf5rB14XpuyI7JzXYZhzJDQYs+ZqcGMbdv4j/+4CX/60x9x8MHL8Pa3/x00Tcfq1X/GTTfdgM985rN4z3veN+Vz3/a2t2PJkskWah0dnRP++2c/ewDf//7tOPvsc3HIIYdi1arH8E//dD1+/OOfTziVMDIygu9+99u46qqP79dJR13XsWbNszj99DPwb//236hWK+A4HjzP4dxzz8Nxx52ABQsWtPhqTmfr4K43Lpxwwon48Y9/ju7unqgvhUCMEo9f/vKX8eUvf3nK33V2duLmm2/GzTffHPJVEUT0GIYOWW7PiFsQRFSrdDwpKtoNtnieh23bpLaKkHaDrUaTJ9Xz94DwjmVZqFarbRZw2lOfE+3hNFlLpzNtvQ4V4aKjneZAANvLGEa1ZnlAiccocBIeXnGOy1MRjhWVvSjW2qHR0Xpq2xHTnNk70HmKbU+fePzTnx7Hn/70R5x00sn4n/+5rb7nueaa63D11R/Gbbd9C+ecc96UyrG3ve3tWLHi9Fn/jt/85kGcfvoZ+OpXvwUAeOMbL8B1130MTz31BC688OL6477xjVtw0EEH433v+/tZXzPOjI6OwrIsLFzYW/dndBSnuVyHK1HCXLrt0uk0DjtsedSXQdSITeKRIIipkWXmLZfJeA+2mNqKOrJGRbvBFoM8AqOk/WArUT8uT4nH8FFV1lSknQIO+ctFi6PEaSd5LAgCFeEipB2fVYCNn21bpFqNCNu2Ual4t40BmotwGjU8jADWzdoG0F4sMJPicfXqPwMAPvKRKyfsd3p6enDZZR/Et7/9dTz66G/a8tzL54fwhje8qf7fxx13PABgaGiw/rM///mPePLJv+D737/f83fWtm08+uhv8Mgjv8a2bVug6zp6exdhxYrT8ZGPfBRLliypP3ZwcAD33nsnnn32aRQK45g3bz7OOOMsXHnlxyc8DgCuv/7jePHFtVi9+lncffddeOyxhzE6OoLFi5fisss+gHe/+9JJjwWAxx57GI899jAA4C1vuRg33vivWLXqsWk9Hp96ajV+8pMfYseO7chmczjrrHNw9dXT98fQdR2/+MXPsGrVY9i1ayc4jsfRRx+DD37ww5OOyDvHj//3fx/Ck08+gQcfXImBgX7Mn78Af/M378AVV1w9Zcz5xBN/wi9/uRIbN26AosiYP38BTj75FPz931+OI444ytO1TMd0Ho/vfS/zNvzBD36G73//dvzf//0BpVIRhx56GK644mq86U0XTnjs4OAAAODSS99R//kpp6zAd77z/fp/9/fvxQ9+cA+ee+4ZjI+PoaurC2eccTY++tFrJql4X//603HKKSvwn//5edxxx3fw178+i/HxMXzrW9/FLbd8HmNjY/jNb1ZNebL3X/7lM3jyySfwwAO/wKGHHoZKpYJf/erneOaZp7B79y4UiwV0d/fg9NPPiJ3SlxKPBBFznGCrnaYizWqrdtUihHvaDbbYc+l4UlT4EWwJgkBNniLEmUczGe+NYURRrBURqMlTFDhKxXaKZ04RjtRW0eBPR2o6Lh8Vuq5D09S2jgc3PKtlSjxGgO3D+VrH53E6RkdHAQBLlx486XcHHcRUjs8//9cpE48vvfQC1q9/FTzPY9myQ3H66WdM2dBt0aLF2Lx5Y/2/N27cAABYvJgl+CqVCr7xja/gsss+iGOPPc7FX9fAsiz8x3/8K/70p8fR27sIF154MbLZHAYHB/DHP/4BZ511bj2huGvXTlx77dUoFMZx7rnn4fDDj8S2bVvxyCO/xpNPPoHbb78Lhx562KT3+Pd/vxnr1r2Ks846Bzwv4P/+7/f4xjdugSiKeMc73gUAuOSSv8XRRx+LlSt/gqOOOgZnn30uTNPA0UcfM+P1//73v8PXvvYlZLM5vPnNF6GjowPPPvs0brrpBhiGMakQq2kabrjhk3jhhedx9NHH4O1v/zsYhoGnnlo94xH522//Fl58cS3OOec8nHHG2XjiiT/hnnu+D13Xcc0110147K23fhM/+9mP0dXVjfPOeyPmzZuPfH4Ia9Y8h2OPPb6eePR6LW4wDAP/9E/Xo1wu4fzzL4CiKHj88VX4j//4V3z96x0444yzAACXXfYBPProw9iyZRMuvfQD6Ohg6tJmxe66da/ihhuuhyzLOOec83DIIYdgYGAAq1Y9hmeeeQp33HHPpARgqVTENddcia6ubrz5zRdB01Tkch246KK34d5778Rf/vInXHTRWyc8p1Ao4Nlnn8YJJ5xY/z7t2LEdd9/9PZx66ul4wxvehEwmjZ07d+APf/gdnn76Sdxzz4+mtC+IAto5E0TMcZJW7QRbgiBClmUoikKJxwjwI9gitVV0+BFsOUkOVSXVahQoigzLMttMWiWgqgp5rUaELPszj+q6BlWltTAK2i3gAGwulSRq1BUFiiJD1/W2jrk7TZ7IOiYqWOKxnbqLk3icroDj+OkNDOzF8uWHT/hdf38/AGD37l1Tvvbdd39vwn93dHTi05++AW9729sn/Pxv//aduP32b+Of//kfccghh+J3v3sMCxf24pxzzgMA3Hbbt5BKpXD11d5VlQ8+uBJ/+tPjOO20M/CVr3xjgnpTVRWoqlr/76997UsoFMbx2c/ejL/7u3fXf/7LX67EN75xC77+9S/jW9/67qT3yOeH8MMf/qy+p7jssvfjwx9+H3760x9NSDwODPRj5cqf4Oijj8GHPnQFTFOfsQBarVZx++3fRjqdxq233oFlyw4BAFxxxdW46aYbMDY2ikWLFk8Yw3vvvRMvvPA8rrjianz0o9fUfy5JVXzqU/+A73znf/DGN16AhQt7J7zXxo0bcd99P8XChQvr7/H+978Lv/jF/+Kqqz5eT3A++eQT+NnPfowjjzwK3/72HRN8Fw3DQKlUrP+312txw8jIMI4//gTceuv36tf4lre8Ff/4j9fipz/9cVPi8YPYvHkTtmzZhMsu+8AkiwDDMPC5z90My7Jx553345hjGonul156EZ/61DX41re+jq985ZsTnrdt21Zccsnf4l/+5d8mnIjL5XK49947sWrVo5MSj48//jsYhoGLL76k/rPlyw/HQw/9dlLTvLVr1+Af//Fa3H//3fiXf/k3z5+Tn9CZS4KIOX4EW0xtZdFR3YjwI9hiKgEFuq77dFVEqzjBVrtjCACSRPdgFLC5j2tL5SaKIgzDILVVRFQq3psDOTCPQBrDKDBNE5Ik+bIWViqUeIwCxzamnTGkJk/R4ofi0Xmd6VSPZ511DgDgRz+6f0JyrlgsYOXKnwDApEL6UUcdg3/91//A//7vQ3j88SexcuWv8ZnPfBYcx+GLX/yv+vFth/e97+9x9dWfwPbt2/Dwww/hyCOPxje/eRuy2SxeeOF5PPzwr/DZz94MQRBx663fxNvedgEuuOAc/Ou/3oDx8bGW/sYHH/w5BEHAjTfeNMkiJ5VK1xM9g4ODWLt2DZYvP6KeLHR45zvfg8MOW47nn//rhGPgDtde+8kJhcxDD12Ok046Gbt27ZzSU5p97iacBjHT8dRTqyFJVVx88SX1pCPA5s8rrvjohNcDmLrzV7/6BQ4+eNmERB8AZLM5XHHF1dB1HX/+8x8nvdcVV3y0nnQE2JH68857IySpil27dtZ//uCDKwEAn/70jZOavYiiiPnzF7R9LW755Cf/aYLy8/TTz8CSJUuxYcP6ll/jySefwMBAPz74wQ9PSDoCwMknn4LXv/4NeOaZJ1GtTly3EokErr3205P2NcuWHYITT3xt/fh1M7/97aMQRRFvfvNF9Z91dHRMSjoCwIoVp+Pww4/AmjXPtfy3BA0pHgki5vgRbHEcB44DbfQiwM9gS5ZlqKrSlk8d4R4/gi2AJT1IqRMN1Wq17aO1rMkTFXCigDUHqvhwDwqwLIvUVhGgqsyvut3jtczygL1WFB2B5zLOHrJ9mwKbmjxFhGXZmC1pNRsNxaMFYHJ88pa3vBWPPfYw1q5dg8svfz/OPPNsGIaBJ574M+bNm197jYnapze+8U0T/nvp0oPwnve8D4cddjg+85nrcOed353g6ycIAq644mpcccXVE56nqiq+8pUv4K1v/Ru87nVn4oc/vBcPPrgSn/zkP6G3dxG++c2v4Atf+By+9rVvz/g3SpKEHTu2Y9myQ3DIIYfO+NgtW9iR71NOWTHp3uB5HieffCp27tyBzZs31Y+COzjelM0sWrQYAFAul6dUF7diFbJt21YAwIknvnbS744//jX1uNLx/t+1ayfK5RIWLlyIe+75/qTnFAoFAMDOnTsm/e7YYyf/Db29iwBMTDD39a1DMpnEKaesmPHa27kWN3R0dOKggybbAfT2LsK6da+0/DrOY3ft2jlJsQsAY2OsMdDu3btw3HEn1H++dOlB6OnpmfI1L774Erz66sv4/e9/h8su+wAAphLu61uHc889b9Lz1q5dg5Urf4L1619FoVCY0CQqTjEjJR4JIsb4FWw5+KGeJNzhV7DVrNTp6Oj06eqIVvAr2KImT9Hhh+rYgQo44eOovdvdQDv3MCWPw0eWmc9quzYFgsC8VtlaGJ+Aai7A9pDtK+YEQaQmT5HAGsu0mzd25lGWxJyMKIr42te+jR/96D78/ve/xa9//SByuQ684Q3n4wMf+DA+8IF3Y968eS291+mnn4GDD16GrVu3oFqtzDp/3HffXahUKvjkJz8DAFi58qe4+OK/wbve9V4A7Kjuf//3v2PXrh049NDl076Oo05r5Siv478+f/78KX+/YMHC+nvvSy7XAcOYqBxtTgrui9OVfLY9pFPkniqxJQgCurq6aq/H3sM55rx9+zZs375t2tedav+Ty01Ojjp/Q3MCrFKpoLd30azX3s61uMHxatwXp0DZKuVyCQCwatVjMz5u32KLo/Ccije/+S349re/jlWrHqsnHn/3u0cBABdf/DcTHvvHP/4B//mf/4pMJoszzjgLS5ceVG9K89hjD9cb48QBSjwSRIxRFCfYSrb9WuQRGA1+BVvOQk0Bc/j4FWxRk6doMAwdiqL4knjkOH7K4IEIFjaP6m01B9r39YhwURQZtt1+0UUUxXqjLirChQs7gdP+PEpNnqLBttn//PrMnaTVVCSTSVx11cdx1VUfn/DztWvXAJha6Tcd3d092LNn96z+ylu2bMYDD/wA//7v/42urm5UKhWMjY1OaMJy9NHHAmBquZkSj877jIwMz3p9TuJtbGzqI9xjY6zZTjveqJOZeQyzWXb9jjqwGdM0USqVsGDBwnry2Pl7zz//Anz+81/x8TobdHZ21tV/M60DYVyLnzjjesst38S5557ny2t2dXXjrLPOxRNP/KmeJP/d7x5DR0fHpPe4557vI5lM4u67fzhJnfv446t8uR6/IMkFQcQYP73l2FFdaUL1iQgev4Ithk1qqwjwM9gif7nwkWXnWKY/Y0gFnPBhzYH8mUdFUUS5TGMYNn4VzZjlATXqChvLsiBJVd/mUafJExEezM/PH49HADDN1lVhDr///W8BAG9+88UtPV6WZWzfvg2ZTGaSL+DEazFxyy3/D2eeeTYuvHDia+u6Nun/z5Z8zWazWL78CAwM9E/bCMfhqKNYMvOll9ZO8tC0bRsvvfQCAMzahboVnNefLXd8xBFHAgBeffXlSb/r61tXjwUdZd9hhy1HLpfDhg19MAyj7euciuOPfw00TcOLL66d8XFhXItbnL3HVErIE044EcDUn3U7vPWtrIHM7373GF5++UUMDOzF+ee/edIJuv7+PTjssMMnJR1HRkbQ37/X12tqF0o8EkSM8TNp5RzVbTZ6JoLHT4Uizwt0PClk/Ay2eF6AZZmkWg0ZVWWqY7+Sx9TkKXwchaIfSh1BECHLVVdHqYj2qVYrPlpMUBEubJx5z4+1kJo8RUOrSatWYD6P0wsZ9m2kAQD/939/wCOP/BrHH3/CBE/HfZuQOKiqgltu+TwkqYo3venCGb97K1f+BDt27MANN9xU/1lHRwcWLFiIp59+sv4z5/8fdtjhk15jX9797kthmia+/vUvT0qSq6paPxK8ZMkSrFhxOrZv34ZHHnlowuMeeuiX2LFjO0477XWT/B290GpzoHPOORfZbA6/+92j2LNnd/3nhmHg/vvvrv+3M4aiKOKd73wvBgcH8J3v/M+UCb9t27a03JhnKt797ksBAN/61tcmdLB2rstRhoZxLW5xmrdM1SDovPPeiMWLl+BnP3tgyqSqYRh46aUXXb/n2We/Hp2dXVi16rf47W8fAYAJ3awdFi9egr17d9c/P4B9P7/+9S/FJnHrQEetCSLG+BlsMcVjFYoiI5v157gaMTt+BlvseFKFjieFiF/ecgB184wKZx71Sy0ny8xfLk6G3Qc61Wp5UjMCrzSrrfw6uk3MjG3bqFQqEAR/7hme56mzdciwhj6GL/eMIAgwTadRV2tef0T7+NXRGmD7Gaez9VRr68c/fgUWLVqMww47HMlkEn196/DCC8/joIMOxv/7f7dMaJpZLBbx93//Xhx33AlYvvxwzJ+/AOPjY1iz5jnk80M48sijcN11n572WgYG+nH33d/DNddcNym5d+ml78cdd3wHn/3sp9HbuwiPPPJrnHPOebM2jAGAd73rvXjxxbX44x9/j/e//90499w3IJfLYWhoEM899wxuuunf8YY3nA8AuPHGm3DttVfjllu+gCeffALLlx+B7du3YvXqv6CnZ96EhGg7tLr/z+U6cO21n8TXvvZlfPKTn8D551+AXC6HZ599GslkakIHaec1P/rRa7Bp0wb8/Oc/xdNPr8bJJ5+KefPmY2Qkj61bt2LLlk2444576w2C3HL22a/HBz7wYfzkJz/E+9//brzhDedj3rz5GB7O4/nn/4oPfOBDuOyyDwJA4NfilhUrTsdPfvJDfOUrX8T551+AdDqNJUuW4q1v/Rskk0l8/vO34MYbP4Xrr/84TjvtdTjiiKPAcazj+csvv4Curm488MAvXL1nMpnEBRdciIce+iUeffQ3WLJk6ZSNed773vfhm9/8Kq688u/xpje9GYZhYs2aZ2HbNo466hhs2bLJr4+hbSjxSBAxplot+5a04nmeunmGjN/BFlNbadB1Hclk+76fxOz4GWwBTGlATZ7ChQW3/gRcDeW4jM5O8pcLAzaPln3rYOzYjigKJR7DQtd1qKrqW4MnQUigWi1TES5EmN2B6cuelOM4cBypVg0jXOW8YRgzjqGb62l0tp56bb3ggrfgL3/5P6xb9yoMw8BBBx2Eyy//KD74wQ9P8mns6urCu971XvT1rcPTTz+JcrmEVCqNww5bjve+9314z3suQyqVnvZavvrVL+KII47Cu9992aTffeADH0apVMSjj/4Ga9euwetf/wZ89rP/X8t/43/91xdxxhln4je/eQi/+90jsG0bCxcuwgUXXIhjjz2u/thDD12Ou+76Ie655/t49tmn8dRTq9HTMw+XXPK3uOqqj2PJkqUtvWer19UKb3nLW5HL5fDAAz/E73//W+RyHTjrrHNw9dWfwHXXXV3z/LRh2xY4TkAymcTXvvZtPPzwQ/jtbx/Bn//8R+i6jnnz5mP58iPwzne+G0ceeVRb137ddZ/GiSeehF/84n/xpz89Dk3TsGDBQqxYcTpOP/3M+uPCuBY3nH32ubj22k/h17/+FX760x/BMAyccsoKvPWtrNHL8ce/Bvfd9xM88MAP8fTTT+KVV15CIpFAb+8inHfe+ZOO/7fKxRdfgoce+iUMw8Bb3vLWKcf+3e++DIIg4he/+Bl+/etfobOzA2ef/Xpcc831+Pd//5e2/m6/4Ww/yx/7ESMjZczNv5yICo4DFi7sbPm7Z9s2nn76L74aqI+NjeLYY4/H4YeHN1nPZTRNw5NP/hk8zyOTab+ZiK7rkKQqzjzz3Lrsn3CH2/twYGAvXnrpecybt8CXALdUKqK7uweve93Zbb8W0RovvPBXDA/n0dPjj7JmbGwUJ554MpYtm10xQUzG7T2oaSqefPLPEATBl6ZMtm1jfHwUJ598GpYuPbjt1yNmp1Qq4tlnn0Q2m/NFKSzLzIbm3HPf6EvzvbmI2/tw+/Yt2LhxPebPX+jL+4+NjeKwww7H8cef6MvrxQld1zA6OoAFC5ZO+f1UVRVr1jwTqu2KbdswDB22DfD89HuZdDqD1752xazFbdu2YZqmb/f0XEUU+UldrafDMAxIUhU8z/uyH3XGMJfr8K0oRBxYzDaXOTjryWzQt4wgYoqmab4qBAA2MUgSqa3CQlFYJ1a/Otmxbp4mFEWhxGNIOIGBX6oaURQhSazJU/NRIyIYbNtGtVrxfVNNPp3hwTpaGzMqXtxAlgfhoygyTNPw7T5sVq1S4jEcqtWKb3YHgNOoa24el0+lUjj99LNCVTxall0bQ25G1aooii2dqHH2RDN1tib8xbYdhalfKm/2OuR3TIQFJR4JIqawpJV/wRbAjglSR9bw8DvYcjZ6dFw+PPwOtgSh4S/nV0KamJ5GQwT/FBk8z09pnE8EgzOP+p2ol6Sqr69HTA9L1HO+FnBYcxIZnZ1dvrwmMTOVir8FHMd33K9u9fsbqVRqUnfaIHGOWQuC4Ks9gWXR8cGwcD5rv4bPeR1KHhNhMfdmeoLYTwgi2BLFRP11ieBhihr/gi0Hp1kGETxBBFuGoZPaKiQUxb9OrA6OUmeOOtWEjp9N1hycRl1EOEiSfz6rQOO7QPNoOOi6DkWRfZ1HqbN1uDSSS/7uR2fqbE34S1DKRFI8EmFBiUeCiClBBVu00QsPdqzd3+SEIPCkWg2JIIIt1uTJJtVqSLCGCJbPBRwRmqZC1zXfXpOYHkmq+l68cY7qUhEuHKrVMgTB70NWNhXhQsJpshZMEY7GMAz8Vsux15q5wQzhL5Zl+r4WOmNIEGFAiUeCiCks2PL3Fm0+nkQETxDBliCIkCRSW4VBEMEW2zTadA+GhFNk8XOzTkqdcKlU/J9HRTFBYxgSlmWhWq367rPK8wKpVkPCsf7x8z5kRTiLinAhEYQykSWtbNqPhoBt27AsK7DEI40hEQaUeCSImFIul3z3tOJ5HrZtUbAVAkEFW6KYgK7rUFXV19clJhNEsAUAHMejWiV/uTAISi3nNHkigsUwDMiyFMA8SsnjsFBVBYbhr88q0DguTwFz8LBCme2rFyM1eQqXoJJWgE0egSHQSA76O4ZAI6lJEEFDiUeCiCEs2JJ936g70EYveIIMtgzDIJVACAQRbAGAIJBSJyyYWs7fAk7DX45Uq0HDkv/+z6OsCEfK4zBgXcn99VkFnCKcBk2jIlzQBHWkneMO9CZP8UiKB6WWA7jaa8fj7zyQcRKPfg8hx7ExpOQxMTX+3tuUeCSIGNIItvxvPM9xPCSJkh5BE1SwJQgCTJOOy4dBUMGW0+TJMMhfLkhMMxi1nAPdg8GjKDJ03V+7gwbktRoGqqrAsvwv4JBqNTwqlTJ43t8CDsBsKw5Ez2rnu26a8Wi8EpRajroih4fzGQejWqXu5MTUOD7Yfq3flHgkiBjiJCWCCLaoI2s4BBVs0fGk8Agq2CLVajg0PDr9V46zJk9UwAkalvz3fx4FyPIgLJwx9DtgbhThaB4NEtu2Ua1WAplHRVGEosgHXJMnQRAhisnY+HHbdjBqOQc6phs8QX/GlDwm9sW2bUhSFaKY9M1yKhgZAEEQbRFksCWKYu0YsIFEIpij3ERwwVbj9aVAXpdgBB1sVausm2cu1+H76xMMRzkexGcsCIl6UBnUPU4EpzoGnCLcgae2ihuSVPG9UR7QUOqoKimPg0RVFei6FtBamICqKlAU5YBbC3O5LhSLIxgfH0Y2m6sF7tGsFbquwTQNcJz/SVDTNKFp8N3SZK5gWRxMc/Zx0TQVlmW09Fi3sDFUA4k5if0RG6ZpQJKq0DQZ3d0LfXtlSjwSRAxhwVYwGxRRFCHLMhRFocRjgAQVbAFsg0cBc7AEGWwxfznyWg0aRZFh2/4dEWlGFMV6k6d0Ou376xOMSsX/JmsOThFO13VaCwOkXC4HZncAcJAkSjwGiaMcT6czvr82K8IZB2TiMZPJAQCq1RIKhZFIr0XXDRiGHsha6HhHplLpwBSVBzJOd/eZsG22J7XtYAQplmWB53mkUinfX5vYfxHFJLq7F9bnMl9e07dXIgjCN4IMtgTBOeYpo7OzM5D3INgx3aCCLVEUIUlSfbNA+E+QwRaDGlsETZCJXZa0kqGqMiUeA8KyLFSr1cCarFERLnhYcl4JbC1kjbqoCBckiiLDssxA9qSsCGcdsGthJpNDJpODaRqRHkfesGEdRkeH0dnZ7ftra5oK0zRx6qmnI5mkxJUbOA6YNy+H8fEqZjqRrygKtmxZA1EUA/mMVZUVaVeseF1g6y2xf8HzvG/Hq5uhxCNBxAwWbFUC26g7iSpSWwWHrutQlOCCrWa1VSYTVGJsbhNksAU4TZ7IXy5IKpVKYIl55i9nQlEUdPsfyxFoqI6DSgo2inAKFeECwvGrDmqdYkW4KhXhAoQlBblALSUO9P2oIIiI6iSybdsolUqwLDuQZje27TRTNJHLJX1//QMZjgPS6TQSCX3GxGOlUoEsy+js7Ap0DE3TQiZDY0gEB63SBBEznKNfwR1NchYZ8ggMiiCbAwHMF4l18zwwVQJxIOhgi5o8BYtt24GqjqnJU/CwYFYPTIHRKMLRPBoUjnI8COUE0CjCaZoayOsTgCQFu1dkRThq1BUUmqZB09RAVcesyRPNo0HhFMKDK6SKtZiC9jNEsFDikSBiRtDBFsA6spLaKjiCDrYcTxjaJARH0MGWY6pvGAdWN8+4EHSw5UAFnOBg3W6DV7LRPBocTjIiqDEURQqYg6ZcLgU6j1IRLlgahfBgYgqnOEv3YHA4vv9BFcKpCBc8pmnSHAdKPBJE7GCVrWAMhB1ooxcsQQdbbPNhQ1VpoxcUQarlgOaAmTZ6QeAkdYMcQ2ryFCyKooDjgj3iyfM8eQQGCJvfgttn8LwAyzJpHg0IR8kW9FpIRbjgUBQFpmkE3HWaqyXHiCCoViuBroMMiimCZOPG9RgY2Bv1ZUQOJR4JImZomgYAgS4yoihC01TouhbYe8xlwjn2xZFqNSAcNWlQilWAJa1IqRMcjuF9kGPY3OSJ8J8wkkmsqy4V4YJCliXwfHAJD7I8CBZN00KZR2ktDA62Hw22gENNnoJFlqWAE8esiFOpkOVBEDDrnxIVV0CJR4KIHaqqIkiFAEAbvaBxlDpB4gTMhP/ouha4QsBRw1KFORiceTToAo5h6DSGARFGsMXUVhp0XQ/0feYqkhT8GHIcqAgXEKyAE+xa2GjyRIq5IHDEDEHC9qNVKsIFQKMQHvxaWK2WqQgXAKZpQtNojwFQ4pEgYkfQCgGAbfTIDDo4wgqYJakaSIe7uU5D5RF8G0ryCAyGMNTcjSZPlHj0G9u2Icty4PcgS3rotBYGgGVZUFU1lDGkIlwwsLXQCqUIR/NoMKiqjKBP6TaKcNTkyW90XQ/hqDybR6kIFwxOAYegxCNBxA5FCT7YouNJwWHbNhRFDjx57KhWSW3lP2GoPADHX46UOkGgKOx4WZBQk6fgMAwDhqGHUsAxTZPGMAA0TYNlBV/AcSwPqAjnP2FY/wCAbVMRLigkKXgxA3lWB0cYtjGAsxbSGAaBI2YgKPFIELHCNE2oavCSegdaYPzHMPRaU4swlDqktgoCTdNg28E2eALoaEuQKIoU+Pg1mjzRPOo3zO4g+GDLGUNaC/1H1zUYhhFS0oMsD4KAJR6DX58Egafj8gHACuHB+lUDjSZPdA/6T1gncEjMEByUeGxAiUeCiBGNYCv4xCN1ZA0GtsAEH2wJggDbtihgDgAWbAXdQdBp8qSF4sE01wjjmC6DgySRUsdvVFUNbS1k6n+aR/1GVdVQFI9UhAsOloQIZy2sVKjJk9+EpRynU1TBwZTjVuCqY+f1aQz9x1GtEpR4JIhYEUYHQQfHDJo2ev4SfsBMmwS/CcuniCrMwcCMvNXQ5lEq4PiPc0w3aNUqwNRW1M3Tf3Rdg20j8DFsWB5Q8thvWHOg4O9BVoRTQ/HmnUs0jukGvx/lOI5UqwGgaSo4Ltiu5M3IMs2jfkOKxwaUeCSIGOFsEsIJtuh4UhDougbLCv6YLuBs9Chg9ht2TDf4TR41eQqGMJsDiaIIWSZ/Ob9hCYhwgi1BSECSSG3lN5oWTgGHBeWgvUwAMM/x4As4pFoNhjDXQkEQqMlTALB5NJy1ifmOUyHVb1RVgWXRHhEAgl9N9kFVVXzjG9/Aq6++ip07d6JYLKKrqwuHHHIILr30UrzjHe9AIpGY8JxKpYJbb70Vq1atwvDwMBYtWoSLL74Y119/PXK5XNh/AkEEhnPkMoyklSiKUFUZqqognc4E/n5zhbDM2IHG8STCX2Q5+OZAAB1PCgqngJNOh5N4VFUVqqogm6X9iF8w1XE4wZYoitB11pE1nU6H8p5zgTDHkOOoUZffGIYBTdNCK+CwJk8yurq6A3+/uYKmqaEpx1mTp2qIJ37mBooig+PC0Yk1n4QLS2E5F6DGWQ1CVzxWq1X85Cc/AcdxOP/883HllVfiwgsvRD6fx80334xPfOITsCyr/nhJkvChD30I9913H4444ghcccUVOPzww3HPPffg8ssvD+1IHEGEQVhG3gCrTpomdWT1mzCrk6IoQlEUGIYeyvvNBZwuxaIYXl2Ojrb4S7iKxwR18wyAsLzlgObmJDSGfhJWAQcgy4MgaNgdhFWEI385v3H8qsMqhJN1jP8wu4Ow5tEEdF0LTa0+F7Btm/b4TYSueOzp6cGaNWuQTCYn/NwwDFx55ZVYvXo1/vKXv+D8888HANx1113o6+vDxz72Mdx44431x3/ta1/DnXfeifvuuw/XXHNNmH8CQQRGmMFWY6NHE6KfyHJ41UlBYKpVRVHQ0ZGY/QnErDjBVhjHywDneBIFzH7ibJrDCLZ4nq81eaJgy09kObxgixXhTCiKgm4SW/lGuGPoFOGMUItGBzK6rsIwjFBPxNB+1F/CTCCx4/JVKAqp//3Csiyoajh+1YBzgkOBoihIpUj97wemaUDXSRziELrikef5SUlHgH3Z3/KWtwAAdu7cCYBliVeuXIlsNotrr712wuOvvfZaZLNZrFy5MviLJoiQYAqBcG9LqsT4S5jBllNhpqSHf+i6BsMwQh1DavLkL1F0Cad70D8chUBY9yBZHvhPI2AObx41TfKs9hNVZd10wywAkGrVXxRFCe3IbKMIRzGFX+i6BtMMbz/KinB0gsNP2AkcI+rLiA2xaS5jWRaeeOIJAMAxxxwDANixYwfy+TxWrFiBbDY74fHZbBYrVqzA7t27MTAwEPr1EkQQhJm0Amij5ze2bUNRlNDGkG30QEcEfcTxRAozYNZ1jQJmHwn7s+Q4npo8+YhhGDAMPTSVhwP5MPkH81kNt4BDlgf+ouvhKccBppiTJCrC+UmYx3TpuLz/hGkbA9AYBoEzhmGLiuJKZOcRNE3D9773Pdi2jUKhgKeffhrbtm3Du9/9bpx99tkAGsrH5cuXT/kay5cvx+rVq7Fjxw4sXbrU1fuTZyoRNs53brrvnmma0DQVoiiE9v1MJBKQZQm2bdGk6AO6rteDrTDnGFbVDu/99mdmuw81TYNtA4IQnpm3orAmT5kMNXnyA6aW40OcR0VUqxW6B1tktntQ153mQInQPlNRZJYHNIb+oOvMskIU06F8poLgFOFoLWyVVtZCwA51HtV1HZpGDQ/9wLZtqKoc6n6U43jIMq2FrdLaWmiEGhdyHAdFkWgMfULXG2IGjjtw80+t/l2RJR51Xcd3vvOd+n9zHIerrroKN9xwQ/1n5TJTYnV0dEz5Gs7PvXR1XbCg0/VzCMIPpvvuSZKERIJHKpVCOp0K5Vp43oaqqsjlROoQ7wOlUgmiyCGXy05pKREEkpQExxlYuJDmNDdMdx+OjwtIpURks+Hcg7adhKJUkU7zNIY+wXEGcrlMiGOYhW2b6O5OI5Egr9VWmX4fpkIUOXR2ZkNTephmFpalY/78HBXhfMAwqhAEDh0d2dA+z3JZQCIBmkddMt19uHs3kEolQptHk0kBxWIR2ayI+fNpDNtF0zSIIodUKry1UNMysCyd7kGXTB8XjiOZFNHREabPahq2TWPoF+XyCFIpti/s6srM+c81ssRjLpfDxo0bYVkW8vk8/vjHP+Kb3/wmXnzxRdx5553TJhv9YnS0DFLzE2HCcWxxme67VywWUK0q4DgRlhWOIbRpWqhUZPT3j2DePGv2JxAzMjY2BklSIIopGEY4E4xpAoODIxgeLoV2JGp/Zrb7cHi4AFXVIUnhmbJrmoHBwVGk09TZol1M00CxyIqRYY2hrjNfq717h9HRMbc3la0w2z04NDQGWVaRyejguHC8kQzDgiSp2Lt3GJlMdvYnEDOSz49DVXUoSnim+oZhYWBgGIsWkX1MK8y+Fo7BNO3Q5lHbZu/V3z8Cy6ICTrtUKmVUq3JNPRrOGBqGjbGxIgYHx6nJUwvMdg/m8+PQNCPU/ahp2hgeHkM+X6QinA8MD7O1EOBQKskYGTkw1yfnuzwbkc8KPM9jyZIl+OAHP4h58+bhH//xH/Hd734Xn/3sZ9HZyf6A6RSNzs+9JCltG5R4JCJhuu+eqjo+EEJo302O42FZJmRZRk9POO95IKOqKkzTBsfxoY2hIIjQNBW6riORCEdleSAw3X0oSVKo96BzLbIs05rkA848mkgkQ70Hdd2ALCvI5Sjx2CozrYUAa/gS3hgmYBgyZFlBOk2Jx3ZxxjDMOU0QWKMuy7KpCOeCqe5Dp8FTuGuh4y9Ha6EfRBFTCIIIVZUhyzIV4Vww01oYdr6C7Wd0KIpK9j8+IMsKnLmNck8xai4DAK9//esBAM899xwA4LDDDgPAmsxMhfPz6TwgCWJ/QtNUMD+d8DbMZCTsL5qm1Tw8whtD6mztL2E3eALYGDrWIkR7hN3UAkBdFUBNnvyBrYXhwvM8LMuiedQnVJXtZ8JEFBNQVQWGQR1E28U0DWiaHvpaCLAiHNE+zGfVDlW1RvtRf1EUCTwfbhGFGnX5i6LIkcyjcSVWicd8Pg8AdXn28uXLsWjRIqxduxaSNLHboCRJWLt2LZYtW+a6sQxBxBFd1yJ5X47jUK1SR1Y/0HUt9GqWs0mgzXr7WJYFVVUjSTxKUhWmaYb6vgcirIOgFcFGz560TyG8EUWzLFYssqEoNIZ+wALm8OdRthbSGLYLm0fDLeAAThGuFOp7Hqiw5kDhFsJ5nodt25S08gnWKC/cw6k8L9SKcDSG7cLsI8IXM8SZ0BOPW7ZsmTJAlmUZX/rSlwAAb3zjGwGwyfLSSy+FJEm4/fbbJzz+9ttvhyRJuOyyy4K/aIIIAVYhDP94kCgmUC6XYM91/bcPyHL41UknYKZgq32iUMsB7B40DJ02ej4QRbAFsM06qVb9gc2j4W/UOY6nIpxPsIA5isSjTkU4H2CJRzOS5DErwpFqtV2cU1RRQEW49nEU+GHPoxRT+IdhGDCMaJTjcSV0j8fHHnsM9957L0477TQcfPDB6OjowNDQEP7yl7+gUCjg9NNPxxVXXFF//NVXX43HH38cd955J/r6+nDCCSdg/fr1WL16NU466SRcfvnlYf8JBBEIzE8nfBGyczxJ1/XQOjEfqEQRbDE4SFI1gvc9sHCCrVQqHer7iqKISkWHLEvI5YJtrHagE1WwlUgkUK1WYFkWGbK3gaOWCVvlAbD7sFRiRTjyCPSOaZpQ1agCZo4CZh/QNBWWZUZShCOPQH+QZRkcF/5aJAgiKhVSrbaLpmm1ezD8tZDj+Gn7axCto+vRxBRxJvRv8/nnn498Po8XXngBL774IiRJQkdHB4499lj8zd/8Dd7znvdM6ISVzWbxox/9CLfeeitWrVqFZ599Fr29vbjqqqtw3XXXIZ2mwSQODKLygUgkmCG7LEuUeGwDFjCHH2wBTsBcDP19DzScxGPYY+gkqkip0z7MWy4a5biua1AUBdksNSfximHoMIzwVccASx6rqgJN05BKpUJ//wMFJ9hKJMLvTMxxVITzA6Yc50JPwLMiHDsuT4nH9ojCrxpwxpCKcO2i6xoMw0AyGf5alEg0TsJREc47rOFo+DFFnAk98XjSSSfhpJNOcvWczs5O3Hzzzbj55psDuiqCiBZm5K1GUtkSBBGmaUKWJXR394T+/gcKbJMQjaQ+kUhAlmUYhg5RDD/YO1Bw1HJRbZarVQqY2yUqPx3niKAsS5R4bAPHWy6VCr+bpqP+l2WJEo9t4BRw0unwx1AQBCrC+QBLPIavHKcinD9EWQhnBRwViiIjm82F/v4HCqoajeoYYGuhpqlQVZUEXm3gqFYpAd+APgmCiAFRKa2AZj8P2ui1Q5Rj6HgE0hi2h6PyiAJBEOh4UpuwYCuaxKMgCPX3J7wTpUJAEASYpkXzaJswr9xoxjCRSEBRZOi6Hvp7H0gwv+HolE6kWm0PXY9OOe7sR8nnsT2cZpVRJK0SCRG6rpNtRZuwprHhK8fjDCUeCSIGRNVB0IFM9dunkXiMxpuMJR5pk9AOUZqxOx6B1NnaO6ZpQtOiNfKmYKs9dF2L7Igemer7Q1QNngDH8oDWwnaJyvoHoM7WfhBVozzA6WwNapbXJlHuR1lna5PGsE2Y9Q81bm2GEo8EEQPYJsGKdKNXKhWps3UbaJoK27YiCbbIVN8fouqmCzgqAYPGsA0aZuzRjKEg8BQwt0lU3nIOrAhH3cnbwUk8RoEoijBNmkfbwbbtCBvlsbVQkqowDOps7ZWoupI3Q6rV9mBJq2hw1l8qpLaHqiqIUjkeRyjxSBAxIEqFANAw1WeycMIL0QfM5BHYLtEGWyIdl28TTVNhGEakyWOnszXhjShVHsBEU33CGyzYioZGEY7mUa8YhgFd1yJbCxvHPGkMvcK6kkfnVy0IAhXh2kSW5UgTxzzPo1KhIlw7RNXgKc5Q4pEgYkCUCgGA1FZ+EPUYCgJ1tm4H0zShqtGYsQPO8SQ65tkOTPEYpXI8AU3T6HhSG8iyDI6LbmsqiiJUVa0lQAkvsIA52vCCrGO843Qlj3Iepf1oe2iaBo6LVsxA1jHtEXXSShSpCNcOUSvH4wolHgkiBkSpEAAcU32DKsxtIMtSpAbCZKrfHlEHWwyOjie1ga6zZFGUwRZ5rbZH1Bv1hkcgrYVeiTpgTiQSZB3TBlE2ygMaXqvUqMs7msYak0SFKDLVKhXhvGFZFlRVjXwtZJ2to41P91cMw4Bh6JH4/scZSjwSRAyQJAmCEN3tSB6B7ROlGTtApvrtEnWwBZCpfrtErTpuqFYp2PIC6woe7TwqCMxUn+ZRb7AGT9EHzKqqwDCoCOcFdkw3Wn9AgCPrmDZQFAk8H10hnAo47RFlcyAHVkglQYpX2BhGLWaIH5R4JIgYoCgyeD7aqgjHcahU6HiSF+IgqWem+hQweyUOZuyiKEKSqjBNMtX3gqLEozJPhuze0HUdhhFtsEVFuPaIQwHH8Qik+9AbUftVA1SEa5eo96PMaoGsY7wSh/0oz/MUU7RBHNbCOEKJR4KIGNM0oGkaRDHayYn8PLzDFpg4BMyktvKK4+kWpTeZoxKQJBpDL0R9xBNgXqvlMnmteoEpraJrDuTAinBkqu+FhsojukKqIFARrh2ibvAEMLWVJEmkWvUAU45H51fdgKxjvBKHpBXHceA40DzqkYZynFJtzdCnQRARo6paDI61MJWAqipkqu+BOGwSGByZ6nsk6mO6gNPZ2iBvKw/E4Zgu0OhsTab67tE0DYYR/TzKOluXqQjngTh45TY8AqmA4wWmHI9O7Qg4ayEd1fWCrms1b7moi3DU2dorTvI/6qQVzwsol6kI54U4KMfjCCUe5yC6adGGOkboevReHoDTSZA2el5gYxitygNwAmZSrXpBVaNXeTibTKowu4cpx6MPtpxjnpT0cA9TCEQfbJGpvneceTTqYIusY7wTB+U4dbb2TlwK4dTZ2jtO0ipqRFFEpUJFOC/EQcwQRyjxOMfYU5Dxpu88hS+s2hz1pRA12CbBinyTwDpbW7TR84CqarDt6IMtURShKDIdT/KALEuRq44dyJvMPXGwOwCogNMOmqaB46LrSu7gJI9pDN2j6/EItsg6xhtx8KsGmq1jaC10SxzsDgBKHrdDHArhAEsea5oaG//s/QlFkUFix8lQ4nGO8XJ/Caph4aFXB7F2TyHqyyHQ8JaLOtgij0Dv6Ho8VB7USdA7cVB5ACx5XCqRR6Bb4qLyYJ2tSbXqhbgkrXhegGVREc4LiqIiDkqdRCIBRVFi853aXzAMo3ZMN9qkFcD2pNTZ2j2apsG2rRjsR0n97xXWlTwO+1FKHnslTmKGOEGJxzlGQW4oof7nT9tgUTU4cpgcOx7jwHE8mep7IC6SetbZmjYJbjFNE5qmRp60AthGT5YlGAZ1tnZDw8g7+jEEKPHoBVmWIg+WASrCtQMLtqIPLUh57I2GWi76eZQ16iKPQLfExVvOmQfoBId74qA6BtgYUhHOPY0GT9EXcOJG9LsDIlSKSiOY7Ruq4Ld9+QivhgAcSX30wRZAHoFeYQFz9NMp22hyFGy5JA4NERwaxzxpo+eGuARbALOtKJUoYHZLXIItgKkeqQjnnjg0eAIc6xjqbO2WuCjHAbYflWUZuk7WMW6IV4NImxKPLjFNE6oah67kjZN4pFp1h2HosWjwFEeij5SJUCnWFI/zswkAwG1PbIeik/FvlEhSNTaTU8NUP04bl/gTp4CZ40ABs0tUNR6eSEDz0Rba6LkhTsrxRCIBSSJTfTc0FALxmEdFUaQinEtYgyc1FvMoqVa94SQe46VapcSVG2RZjkUBDnC8Vsk6xg1xKoQDTPVIhVR3xKmAEzeiX1mIUCnKTPH496ctw5LOFPIVDQ88vzfiq5q7sGArPkkr8mRxj2VZsZLUk6m+e+K00SNTfW+wOSs+wRbNo+7QdS1WCgHHVJ86W7dO3IItso5xj6ap4Lh4KMdFUaQinAfiFlNIUhWmSdYxrRK3eVQUE6hUyrAsK+pL2W+I2xjGCUo8zjGKClM89nYmcd15hwMA7ntuF0aq8fCom2swb7n4BFuCIMCy6HiSG3Rdj0U3XQdRdEz16XhSqzhquTgEWwwOkkSm+m6IW7BFx+XdEbeNOimP3RO/MSTVqlvipBx31mOaR1snLl3JHajhoXsaquN4jCGz/9GoCOeChuc4pdn2hT6ROYZz1Lo7ncBFx/XiNUs6IesWvvfkjmgvbI7CjLzjk7SijZ574mTGDrBNAh1Pcke8PJGos7VbWLAVj67kQMNUn4Kt1olbsMVM9akI54a4JR4TiQRUVYlN87f9AVWNj3IcYHtSKsK1DrsH4xNTkGrVPc5+NC5JK0oeuydOnuNxIx7faiI0nOYy3ZkEeI7DZ84/AgDw61cHsWWYFvewiVuwBbDFjo4ntU7cgi1BEGEYFDC7QVHi0+AJIFN9txiGAV2Pj3LcoVqlNbVVNE2FbVuxCbaoCOceJ2COS7DleAQqCo1hq0hSfAo4QKMIR6rV1mjsR+Nh/dMowtE92CpxK5QIggDbps7WboibmCFOxGOHR4RGQ/HIFqWTD+7GBUcvhGUD3/rztigvbU6iaRosKz5JK4A8At2iaVrsAmaOI1N9NyiKFJvxA5oDZhrDVoiTR6eDIAgol8mQvVXiqBDgeQHlMhXhWiWOAbNpmpAkmkdbIW4NngCWeFQUGYZBRbhW0PV4ncBxINVq68S1uSeNYevEqcFT3IhPpEUEjmpYUAxmDtuTSdR//sk3HA6R5/DMznE8tX0sqsubk7CqSLyCLdbZmvw8WsUZwzjBcTyqVQqYWyVOnkiAczxJhyRRhbkV4qbyAKiztVtYASfqq5iIKIqoVKgI1ypx2zOQatUdhmHUGjzFZx6lY57uUFUNth0nv+qG1yrRGrIcr0I4wIpwdBKudeIWU8SJeH2ziUBx1I4CzyGXbNwQy3oyuOzUgwAA//PnbTAs2mSHRdwUAoBjJEwbvVZhicd43TPseBIFzK3AGjypsdoksKCBoyOCLaKq8TPydlSrlPRoDRZsxSdYBpzO1hoUJV4JtbjCjunG5x4EqAjnhrj5VQNsL2OaBs2jLaLrbD8at8SjJFVhGNTZuhXi5FftkEgkUKlUqLN1C9i2DVWVY2WhFifitUMgAsXpaN2dFictSh8961B0p0VsH5Xw61cGori8OUncFAIAq2xZFvl5tIqiyLFKeAANU31dj19iO27EUS0HABxHHoGtwr7ncVOOi9B1MtVvlTh1JXeg5LE72FoYr3mUrGNaJ25+1UCjCEfzaGvEU8xAqtVWiWMhHHCUx1SEawVd16HrBkQxXmMYF+IVLROBUpRrjWXSiUm/60oncPXZhwEA7nhyJyoqVabCII6VLbbRsynYahFJkmJX2WIBM6kEWiGOKg+ANQmi40mtEUfVMStG0DzaCsxbLn6JR9bZmsawFUzTgK5rsQu2EgkRqqqS2X8LaFr8lOMOpFptDVmWwHHxGj/aj7ZOHJP/gFNIpSJcK7B51IhdXBgX4jU7EYFSVzxmpq5Iv/fkpTh0Xgbjso77n9sd5qX5jm3bsa9w27YdWx8I5udRifQa9ocxtCwLqqrGTi3HTPWjV1vtD8cy4rrRY52tpcg7W+8PY8iq8PFROzbgIjdktywr9vOopmkwDCN292DDIzD6eTTuY6iqbB6NW7AVF4/A/WEejWODJ4CthVGrVm3b3i/GMI4xhSNmiNo6Zn8Yv0YhPH4xBSsQ0hjORlxjirhAicc5RKOj9WTFIwCIAo9PveFwAMADz+/BQGn/lFTbto1Nm/qwbdvmqC9lRphCQI/l5OSYQUe10TNNAy+/vBbbt2+N5P1bhXXTjWvAzEVanSwWC/jrX59BqVSM7BpawVHCxC3YilolYNs2tm3bgpdeej72SY84KseB6E31NU3Diy+uwd698S4kxnmjzvN8pGOoqgrWrn0Og4PxtsBh3XTjtxYKggDLMiNdC/P5QaxZ80zsjynGVRUqigkoihJZEc6yLPT1vYqNG9dF8v6tYllWrSt5vJJWDC5S6xhJqmLNmmcwMjIc2TW0Aosp4rkWAoi04WG5XMaaNc9gfDzeTXDZGNqxVI7HAfpU5hBFpXbUehrFIwC84cgFWLGsG5pp47Yntod1ab6Szw9h167t6O/fC9OM75FxFmzFb6MOOKb6aiQelLZtY8uWTdizZzcGB/fGusIV54CZ47jIutApioy+vleRzw9idDT+G704wjpbR5d4HBoawLZtmzE6OhLrI99xVo5HaapvWRY2bepDf/8eDA72xzp5zJJW8VN5AI6pfjmSdcg0TWzYsB4DA3sxNBTvxCNbC63Y3YdRF+FKpSI2bFiP0dFhjI+PRnINraIoCmJWfwPQ3PAwmjHcuXM7du3ajqGhoVh6KDrEtRAORFuE03UdfX2vYmhoAMPDQ5FcQ6uoavyaAzkIQnRFOE1T0df3CoaGBjAyko/kGlpFVVVwXPzEDHGBEo9ziMIsikeA3SifOf8IcAB+t2EYm4ejPW7rFkVRsHXrRpimBVmuolAYj/qSpiXOSStHbRVFdWvv3t3YuXM7MpkMqtUqisVC6NfQKuxYRFw3etEcTzJNAxs2rMP4+BhSqRSGhgZjnfSIqwql4bUa/hHBYrGAjRvXw7Zt6LoW6wqzYRgwDD2WSauojnnato0dO7Zhz55dyGSyKBYLqFbju5arqgbbjmewxbyttNCLcLZtY+vWzejv34NsNofx8VEoSnybM8RVOQ5EV4RTVQV9fa9CkqrgOD72ATPrSh6/eVQQRJhmNKrVfH4Q27ZtQjKZgqLIsU4exzmmSCQSkCQJhhGuatWyLGzevAH5/BAymSyGh/OR29fMRFwL4QDbz1Sr4Xe2Nk0TGzey4k06nUE+PwjTNEO9BjewMYxvzBM1lHicQzQUj9MnHgHguMWdOOOwHgDAK/3xVbrsCzsauBnFYgE9PfNgmhbGxuK8SXCMvOO3SWCm+mbogc7o6Ag2beqDIIjo6OiEYRix3+jZNmIpqY/CVN9Rqw4M9KOrqxvZbA6VSjnWx61lOX5dyRtwoSeMHLWqLMvo6uqGKIrI5+ObPI5rcyCgoVoN2xeJBcubkU6n0dHRCU2Ld/JY1+Or8mgkj8Mdw/7+PdixYyuy2RxyuQ6oqhLz/Ux8g60oPAIdterY2Ci6u3uQTqcxOjpSUzTFD9u2oapyLPejDY/AcPej5XIJGzash2XZ6OjoBMD2qHElzqeo2FoYfhFu167t2L17Jzo6OpHLdUCWpVgLUhRFRTz9qtlaqGlaqPchK6Juxd69e9DZ2Y1cLhd7QYosy7Fr8BQn6JOZQzQ8HmevaB7SkwEADJbjuUmainx+CHv37kJHRyd4nkcymYx1ZSSuRt5ANMeTqtUKNmx4Fbquo6OjAwALGPL5wdget46rJxIQjdrKUavmcjkkEgkkEuwa4pz0YN1046fyAMIPmJvVqj0988BxHNLpDEqlYmwVc3FWeTgJ7TDn0Wa1ajabA8dxEAQew8NDMU4ex1flwUz1rVDn0fHxsVoBTkAmkwHP8+A4Ltb+ZCyhFr+9DNAImMNK+tm2je3bt2BgYC+6urogCALS6QwURUGhEM+10DD0WDZ4cuA4PtSGh0yt+gokqYqurm4AQCqVwshIfBVzmqbCtuPpLcdOUYVbwMnnh7B162Ykk0mkUqma36uFsbH4Jo9lWYrl+AFsPxq2/c/g4AC2bduCTCaDZDIJUUzANM1YC1Li6jkeF+L57SYCoSi3pngEgCVdaQDAQCm+iZVmnCPWAIdUil17JpONdWWEJa3cB4KGZeMPeywMSsEGkcxUP5zjSY4HS6lUQnd3Tz0Zm05nUKlUYusxp6reAuaBqo3/22tBM4MbQ2eTFdYmYWxsBJs3b6gHWQBLYMdZMWeaBjRN9bRJeH7YwqtjwSbEmam+HMrxJOdop6NWdTa/yWQq1oo5TdNqynF32xnZsPH73RbGlOC/l2FZViiKc7RTqgfLAJtHC4XxSBtszIRXhUBFt/H7PRaKWtBjGF53ckmS0Nf3KjRNq6usACCVymBsbCQS3+VWYMd03c+jW4o2nhy0YAW4PoTtETgwsBfbt29BJpNFIpEE0ChCxDV57FUtZ9s2/txvYUc52HswzIaHjlp1dHRk0n5UluXYJo8dMYNbxlUWU0h6cJ+t8xmGVcBhatV1sCwLuVxH/eepVAr5/FBs/f9ZIdz9PDos2/jjXguKEdwY8jwfahGuWBzHpk3rwXEcMpls/eeJRAJDQ/EUpLDO3wolHmeAEo9ziKJSUzzO0FzGYWlXCgAwtB90tm4+Yt3Z2VX/uSgyX5i4VreYt5z7TcLzwzYe3G7hWy+bgQZcophApVIKfHJ3miAMD+fR09MzIYHAFHPxTXooirfq5M+3Wfj5Ngs/2WIFtpEO0yNQkqro61s3KVgG2Ga9XC5F1uhmJryq5QqqjXs3WLhjnYV1ASYfmb+cHkriqr9/N3bs2FZXqzowxZwQ2+QxK+C4V46vHrDxqx0Wbn3VhBzgZl0UxVCsBkzTwMaN6zA+PlpXqzqkUmlomhrbedSrQuCPey38aruF2141Ay3ihFWEMwwdGza8imJxfELCAwDS6TQURYnlGLJgy9sY3rfRxAObLazaHeT4hdfZ2lGrchyPTCYz4XepVBojI8Ox9HFTVW+WFVuKwP9uZfvRgWqQyWOns3Wwn11DrboHXV3dEz4Ppn62MToaT7WV1xM4j+y08OB2C3f2WTADXOM5LhzrGFVVawW4yoQCHOAkj+Pp/2+apudC+K+2W/jFNgv3bQy2iAOEU0hVFBnr1zPLn+a4HkDN/78SSwsnXddrnuOUeJwOSjzOIYotNJdxWNzJEo/7g+Ixnx/Enj2NI9bNxPm4tddOrHtrm7uSDtzdZ8K0gllkEgmxdjwp2OTzzp3bsWcP82DZ98grU8wlYpv08KrycMbwubyNJwaC3OjxgSf8HLVquVycFCwD7B6Mq2LOq8pjQLJhg+mV799oYTQg1RwrnhiBe+qMjY1i06aJatVm0ukMisVCLBVzXr3lnHswLwM/3BRcAUAUHVP94BQWDbXqXnR19UxaBzmOA8fxGB6OX3MLy7I8KwT2Vhv//jTAIk4iEbypvm3b2Lx5I4aGBtHdPW/SGDr/PToaP8UcC5jdB1uSYWO8tsV8eKeFvvFgPt+w1FayzNSqqqpOCpYBJ3ksYXw8fkkPXddgWe6P6TrzqGYBd/YFV8QJ66juVGrVZpLJJIaHhwKdz73Cjum6FzM4Y7ipaOPhHcHNcYIQfGfr5kYk3d3zJu1HRVGsHbeOX/K44Vft3vqnv3YC7pUxG7/fE+RJKhHlcrAJP8Mw0Ne3DoXC2KQiKtBofhrPmCK+nuNxgRKPcwTLtlFWWz9qvbR21Hq4osIIKLHlB4qiYMuWTeC4xhHrZtLpeFZGbNv2rPIYato7by0BD24PZqPQ2OgFt1lvdAxMI5VKTfmYTCaDcrkYO8WcZVlQVffVSdmwUW46OfvzbRa2l4ILmIM8ntToGDg4ZcIDaCjmhofjlzxmmwTL9Rg234NVA7irz4QewDwZhtcqU6tOPtrZTCqVgqqqsfTVUVXZk09uXm6M10ujNv4Q0GY9kRADD5j7+/dg585tyGYnqlWbSaczseyMrOt6LfnvPtgaarIbeTZvY/VgcEkPXQ/WVH/37h3YtWsHOjo6IIpTfxbpdDwVc14LOPmmj9MGcO+G4Io4PB9sEc4wWAFuKrWqA1PMxTN57Pisup1Lm+fRIRn4UUBFHEEQap2tg7sHJ6pVs1M+Jp3OQJLiqZhjjfLcH5Vvvg9X7bHx0kgwMUUikYAsS4F5ZDpq1f7+3ZPUqhOvI1k7bh0vQYrXEzi6ZWOkaQx/s8PChoCKOKyzdTWwz44VUTdhcLAf3d3TxxTM/38ghjEFG8M4NumKC5R4nCOUFQNOXNxKc5mFHUmIPAfTBkYq8VQ9OkesS6XClNVlwDHDNWNX3TIMoybHdh9sOd6ObzqIbRD/r9/G88P+LzJBewQ2dwzM5XLTPi6RSNYalMRrDB1vOa9Jq64EcMoCdo/d1WeiHMCxeVEUoWlqYKb6jY6BXdMGywBLHheLxdB80lrFc7BVuwdP6+WQE4FdFXbcLAg4DoGZ6s+mVm1cg9OgJH6KOUmSPAVbzn34xto8+tAOC5sK/o+hU50PKmBmatU+8PzUalWHRvI4XioBrwoB3bIxUhPjX3AwG8Ofbw3Ga85pkhXUGI6M5LF580YkEskpC6gOqVQashy/49bOGLq9D53E8eGdwKEdrIhzd0BFHFEMrgg3m1q1mWSSNSgJw7fXDV49x5159NwlHAQOeHHUxuN7gyrC2YHtR5ladd20alUHRzEXt/2oUwifaR82FSUdUExm+nTeUjaP/mCTNSGh7BeNtTCYMRwc7Mf27VunVas6xPWortfE47AMWADSAnD2Yq5exBlXg1gLxUCLcI0GlR0QxelFUszCqRw7//84N3iKC/TJzBGKClM75pICEsLsw85zHBbVjlsPxvS49UxHrJuJY2dkXfde2RqtBVsXHcLjomVso/CjTVZg/jpBbBKm6hg4HRzHgecF5PPx6sqqaSoMw/AcbC3OcvjQMTwWZ4CCBtyzwX9/nUZna//HcN+OgTPBGpTEMenh7ZiuE2wd18PhyuN4cACeGrTx1GAwiasgAuaGWnVoWrVqM6lUBuPjY6F2950Nr0bezcHWuw7nceYitlm/O4DNepABsyRVsWHDq9D16dWqDo3mFvFKHrcTbNkAMgIbw5MXcDACKuIwU/1gxrBSKaOvbx1M05yxAAeg9hnZGB2Nl281K8K5V447yY2DcxyuPl5ATgR2VlgC2W9YZ2s1EOuY3bt3zqpWdchk0pAkCYVCwffraAevDZ6GamN45iIe7z2CPf+h7cEUcTiOD8QjkHmrrptRrdpMMpmKnYWTozp2ux/N16a0BWng0iN4HNnF1sY715tQffbNFUUxsFNUhcI4Nm7sm9SIZOrrSMTS/9/x6HRbCHfuwcVZ4LIjeRzSAVQMZn3gdxEnyJNwo6Mj2LSpD4IgIp2evgAHNIqBcSsAeBUzzCVCTzwODQ3hvvvuw1VXXYXzzz8fJ554Is4991x88pOfxEsvvTTlcyqVCr70pS/hTW96E0488URccMEFuOWWW1Ctxks9E2ccf8euFtSODk6DmYFy/BrMKIo84xHrZjKZDCqVcqyqW16NvPNOsCUCnQng7ct5HNPNBeavw/OC7xWl6ToGzgRTzBVCMaZuFa+KRyfYWpwBMiILuJJ8MP46TLVq+l6dnK5j4HQ4yePh4Xglj1kQ6n6DUN/oZTgcP4/H2w9jS+nPtljY5bPiShQTUFXF9+NJu3btwK5dzFu1FZVEHI9be1WONwdbCZ7D+4/icXAOqNR8c/23F/HfVN9RqxaLRXR1tTaPptMZjI6OBKaA9oKmabBty7VCYFBqBFs8x+HDx/BYlAHGVQRmsO934lHTNPT1vYpKpdzyWphKpTA8nA/suKIXdN1rwMz+XZzlsCDN4fJjWRFn9aCNp4f8XQvZ6Rf/lccjI8PYsmUjEonErHtRgHmk2bYVu+PWXqx/NLPh0bk4yxRzZyziYIEVUgs+F3FEMYFSyd8iHFOrbsLg4MC0Rzv3hSnmqigWC75dR7t4FTM4e5lFGQ4Cz+GjxwvoSgD9EvDAZn+PzQdlHSPLrBGJqk5uRDIdTJAyFCtBipO0cstg7eNckuGQFFhMkRWBnWX/izisCOf/WlitVmpFVB0dHa3FFKIoYmgoXjEF289EfRXxJvTE4w9/+EN86Utfwu7du3HuuefiyiuvxGmnnYbHH38c73//+/Hoo49OeLwkSfjQhz6E++67D0cccQSuuOIKHH744bjnnntw+eWXx2oDHWfqHa1baCzjsCSmikfHSH+mI9bNNIxo4xMwO0krr8HWkkzt+CPH4arjePQkg/HXSSQSqFT8NdUfHh7C4GD/jB4s+8IUc/FqUKLrbIFxO4bNwRYAHJRjykeg5q8z6t9n7QSCfneh2759K6rVyR0DZyKdTmN8fCxWHnOsOZC78ds32AKAiw7hcNL8huKqqvt7D/qtWpUkCdu3b0UymZhVrerA8zw4jsPISHwCZq/HdJuDLQBIChw+dryAjABsLwO/3ObvZl0U/TfVHxzsx/DwUMvBMtDcGTlOayHrSu4WZx5dUptHMyIbwyQPbCjYeHin/0Ucv8ewv38PRkaGpzTQnw7WlVVCsRgfjzlV9RYwO+r/RTWHgNfM53HJoY0izu6Kf/Moz/O+d7a2LAtbtmyErustFeAckskUhofj4zHnVTnueAPmRKAjwYHjOHygVsQp68DdG/wt4iQSIlRV8ZygmYrx8THs2bOzdrSztQIWa/oWLwsntha691kdaiqEA0B3kiUfeQBrhm382efmhxzH+W65s3v3DhSLY1M2k5kOR5ASdKMUN3hVYzvzqLMWLkxzuKKpiPOsz0UcwP/E486d21EqzWz5sy/suHUxMCsiLyiKtwZPc4nQE4+vfe1r8cMf/hC///3v8YUvfAE33HADvv3tb+MHP/gBBEHA5z73uQmLyl133YW+vj587GMfw913340bb7wRd999Nz72sY/hlVdewX333Rf2n7BfUpSdxjKtK0OW1BrMxC3xmM8PYu/e3bMesXZwjGiHhgZiU91i5vCce4VAba53klYA0JlkFa4g/HUapvr+qF5t28bgYD8AzOjBsi8Nj7n4VLe8Fj32DbYA4LRevu7Z+YON/vrr+G2qX61WMDKSRy6Xc/X9TaXSUFU1Vpt1RZHdq+X2CbYAprj6yLE8FqaBUZ8VV4IgwDD8DZiHh4egKLKrYBlgiauxsZHAO923itdjuvsGWwDQm2GKKwD484CN5/L+rRXMVF/2TaVmWRYGBvZAEARXnl6NzsjxOWLm1VuurnjMNOagg3Ic/v5o9jf+breNl30s4oii6GsRzjRN9PfvQSKRcPX9dbyX4zSGXuYDy7YxXHta8xi+9VAOr5nHQa+d4pB8KuJwHOe7Umd8fBSlUhGdnZ2u1kLWoCQ+yWNd12EY3pNWzXsZR3GVEYBtPjc/DKKz9dDQIEzTmPVo574kk8lYWTg5Siu3hfD8PoVwADiqm8O7asfmf7HNwjYfmx+Koujr6TNNUzE42I90OuPqb3cEKWNj8REzeCmEA1PvZ14zn8fbakWcn/hcxBEEAaWSf0U4RZExNDSITCbragyTyWRNkBKfmEKWZepoPQuhJx4vuuginHHGGZN+fvrpp+PMM89EsVjExo0bAbAkxcqVK5HNZnHttddOePy1116LbDaLlStXhnLd+zttKR5jdNRaVdWWj1g3k05nUKlUYmNEy5JWHoIt2VE8TtzkHt7FBeKvI4oidF2Hoviz0atUyhgdHUE2O7MHy1Sk0xkUCuOBdod1g5eAebpgC2A+ZUH46/jtETg8PARVVVzdf4Bz3JqPjWLONA1omuZLsAUA2ZriKsED68dtPLbLn3uQ4zhwnO3bEcHmhIfbwkcq5Sjm4rFZ1zTVk3J8qmALAE5awOOth7CfPbDZwl6ffHOdgNkvtW+hMI5CoYBs1l3iGHA6I+dj0xlZUWRPRuxDTUetmzl9EY/za0Wc+30s4jDlsX+m+mNjIyiXS8hmZ/Z1nIpUKlXrymr4ci3t4uWY7rgK6BYgcszywIHnmFpnQRoYVfwv4pTL/hXhWDHbnLEJwlSwBiXxUcx5VctNN48uairi/Knfxhqfijiss7Xl21qoKAry+YEZm3JNRzodrwYljj+gW+rz6D4fwZsO4rBiIQerdoqj5JNvriiKUBT/inAjI8OQJGlWX8d9cY7qxqkzMlsL3RXCLduuH7Xe9z5826EcTqgVce7ysYiTSCQgSRXfFNvDw3koiuxpDAVBwPDwYCzG0KtyfK4Rq+YyTuXe+XfHjh3I5/NYsWLFpERFNpvFihUrsHv3bgwMDIR+rfsbjsdjd6b1DdLSmuJxIEaKx5GRIZTLxZZ9PBycoCEuAbOqKp7MZxuS+sm/C8JfRxAEX0318/lBaJqGZLK1453NpFLpWDUokWXZtZH3dMEWgLq/TmfNX+cnPvnr+Gmqb5pGLWmV9PT9dRRzcThuraqO3YE/wRYALOtgR80A4LFdNtaN+ZV85FGt+hMwj4+PoVwuekp4sOPWiE3ymJ2O8KIcnzrYAoC/OYzH8T01xdV6f3xzHVN9vywPnIRHIuEu4QHEL3nspSu51dSVfN8iHMCKOEfUijh39ZnQfCji+K22Ghzsh23brrvQAs5x62osGpSw/YF7lYdTwFmYYcnGZrKJRhFn3biN3+32L+lRqfhThJPlhkrHC4lEfBRzjnLcc6O8Ke7BkxbwuLhWxPnxZgv9PhRx/G7UNTKShyRJnhKPbE6Pj4WTF7sDo6lZ5aJ9xpDjmHp8cQYo+tj80M+Gh7ZtY2BgD3ie91S8ymSysemMbJoGdN19IbyoAZoF8BzQu09MUS/ipIARBbh/kz9FHGcM/djHW5aF/v7dEEXRY0yRQbFY9P34vhd0Xat5jlPicSZik3js7+/HU089hd7eXhxzzDEAgJ07dwIAli9fPuVznJ/v2LHD9ftx3Nz6n9PVuicjtvycJd0sOTRUYsquqP8GwMbg4AB4XoAg8K6ey/NczUx4INK/xfnuOQoBN8+10RRs5bgp/8YPHj3RX8e02/9bAXa97b6OaeoYGNiLVCoFnp98/a2MIcfxGBnJRzZ+zf9TFAmi6G4MHfVNb4YlGvf9fU+KHVPiAfx12MYTg+2PXzLJNsiKIrf9WmNjo6hUyrVj1u6fn06z49aFwlikYwewhgimabgew+bGMlP9/qwlPM5byrok37fRwqjS/hgmEo5HYPuvlc/3w7JsJBKtrwX7juHo6DB0XYt0DDmuualF6/8z7UawtTg7eQwFnsOVx/OYnwKGFeAHmyzYbX7uzPOHg6K0P4+qqoyhoQFkMhlPzxdFVkwaGxuJdOwAwLYtaJpaCzpaf64TbAkcm0v3/X2idtyzKwHsrbKjZu3eO4LgmOq3P49KErOryGaznp6fSIiwLAvj49GOIccBlsUaPLlfCzHjPHpoJ2v6BACP7LTQN261fa3JZAKaptUKv+291sjIEBRF8XwfsgYlFZRKhUjHz1kLbdt2va9u7qY71e//djmP43oazQ8Vs/31i+dZEa7d17FtC/39eyCK7uMJdh0ckskE8vnBWMRHiiK5/jtGVMACkBKAntTk32cSHD7+GgEpAdhctPGbHe3fg4mECNM0fFkLS6UCxsfHkct5m0eTSUeQMhrp2LF7kCX/ve5He9OAKEyeSzuSHD52ggCRA14ds7Fqjz/7UecER7uvVSiMoVQqthFTpKBp0ccUHNco4Ew3hnMh99QK7kutAaDrOv75n/8ZmqbhxhtvrGeLnSMR03U4cn7uxVh0wYJOj1e7f6LUiqoHLezAwoWt/e0d3aySK+kmErk0erKte/IFQaFQgKJUsGBBD9Jp94o5nu+GLMtIJCz09PT4f4EtMn9+BzjORC6XQTbb+t8xLFnQLRkiBxwyLwVhCgPbLIBPrbDwuadlbCsBv9nN4e+Pd/9ZNSPLKViW1vL3Zjr27NkDw1CxcOF8zxUh2+6CJJWQzQqejmv7hWVZ4DjL9RiO53UAGg7qFKZ93slZ4DJVx083avj5VgtHL0jiqHneK2i2nYQkVZBMou0x3LatD8mkiK4u92o5B0kqQ1HKbV9Lu2SzCYgij87OLNxUWkcUGYCNQ+clkM1OvYR+5CQbeyUF24oW7t5o4/87M4Wk0Pp7TCYH0zTR1ZVquRnMVLBOnGOYP7/b1fe2mVRKxNjYGGxbwcKFCzxfix/s3Amk0wlXf0t/xYIFGWkBWNqTmnLsswCuX2Hii88oeHnUxp+GeLz9iPbWv0pFBM+bPtyDw7AsHb29vZ5UHgBgGB0ol8fR3Z32pJr0i87OFESRQyaTQSbT+hhurRoATCzOcujsmNryIZsFrj3VxFf+quC5vI1jFwp486Ht/a2VighRtNoew7GxAdi2ifnzF7iae5rRtBzK5XHMm5eNVGFRqVTqY+hmbhrVVQAWlnWJyE6zt3zzEcBuScWf9hi4d6OFz52dQm/Wu14ilRIxPj6OdJprawwty8LLLw+joyODXM6d5UjT1UBRqjAMCQsXHub5WvwgnRaRTAqu/hbbtpGveccfNj+F7DTjct0KG//5lIy8bOOBrcD1p3g7LeGg61kYhoIFCzraep3h4WEoSgULF85HMultbheEbkiSBFE0MW/ePM/X4gccZyKbTbtaCwtlNo8uzfHTjv2RWeDqkwzc9qKK3+9h8+jpS9pLHVSrCSQS7e9H+/u3g+dtdHe781htRlEyqFTG2/4+tQvbj3Lo7My6UsGP1WKKg2eIKY7LAh95jY57XtXw8A4Lxy5M4MSF7Y2hJJWRSNhtj+GuXZshCBy6u93bxjjIcgqSVIw8prAsGaLIoaNj6jW5UhHR1ZWJ/DqjJvLEo2VZuOmmm/DXv/4Vl112Gd75zneG8r6jo+U51fI8X2TlZdE0MTLS+pG9eZkExmUd63aM4thF3icGP9i2bTtKpSoSiTQkyf3xb9sGyuUqtm7dhcMOC3+jznEs4T00NI5SqQqe5139HTtqxzZ7M4CqTH+sopMDLj+Wxx3rLPx+p4HT5ts4tNP7gmpZwNDQCPL5oudA17Zt9PVthqYZUFUDgDdvKtvmUSwWsWXLLhx00MGeXsMPFEVGtSpDFBOuxnB3kXmiLEhaMz7vvEU2No1yWDti4+5XFPz76e1N1ZpmYHBwBLncfM+vUa1WsH37Ltd/877wvIgdO3bj4IMP93Tkvl2c+zCfH4OqGpDl1o8o2baNgSq7D3t4A5I0vcfNVcdy+PILwM6ShUe3KLjoEO8Bs2HYqFQk7N49hJ4e7wHOzp3bUSyWMX/+grbGUFF0bN26C6mUO8sLv8nnx2AYtqd5dFEGM479kgRw2VE8Hths4RebdJzSY2F+ur15tL9/CIce6v3IvGVZ6OvbBNO0oSjePbI4TsTYGJtHe3sXeX4d7+/P7sGBgVFUqwqyWR623foY7iw0xnCmsT80DbzzcB6/3GbhJ30aXtttIpfwPoamaaO/fwhLly5v4zVM9PVthm1zruaefeF5ESMjY9i2bQ/mzfM+r7dLoTAOSVIgCAm4sfzaW2IPnp8wZxzDdy23sb0I7CwDP16v4OMntFOEsyHLKvr7h8FxXhOGwOjoMAYG8ujo6GhrHrVtDlu2bMeCBQd53lu1g3MfjowUoGkzj8O+FFUbiglwADqgQZKmvq8EAFcfx+MbL5l4fsjEM7sVnLzQ+99qmjYKhTL6+0dc+0w3s2HDVkiSgkymA4bhbQxtm63LW7fuwvLl0YXTTP1cgmXNvK/cl921ebQ3NfMa+pou4M3LODy+x8a9r6o4tsOYUvjQKppmoL9/GPPnL23jNTRs3rwNHCe2PY8ODQ1j584BdHSEnxBqxIVjkGUV6bQBTWt9It1Viyl6UzOP/enzgY1LODw5aOOul1V84UyjrUSrqhoYGBhBd7f3/YOiyNi6dQcEob2YguNE7NkzgN27hzxbX/hBPj8ORdGgKDo4bnKMq6oGSiXZVQ5mf8L5Ls9GpEetLcvCzTffjIcffhjveMc78F//9V8Tft/Zyf6A6RSNzs+nU0TOhG3Prf8Vah6PXemEq+ct6WKJgYGiEun1G4aJgYH+mjqD8/QaADMTHhoahGXZkfwdAGss4/jpuHlu3UA4M/vff9J85lMGALvK7f2tguB4ssieX6NcZk1lMplsW9fCcY7HXD6S8XP+p6oaDMOseWC2/jznqPyiWcYQ4HDpkWx6HpAA1WhvDHmemeq38xr5fKOpTDuvk0ploKpKTTUXzfix+1BzvRYUNdSDrQXpmR87L8XhLcvYGO5s8x7keQGmaUCSvN+DhmFi7949tUYI3ubQxhimMDych6bpkY2hZdk1M3aX96DU2j1o28A5izkclAVsAHsq7Y2hKLLO1u18ZuPj4ygWWVOZdr9Pts06I0c1fkCjqYXrtbDmF7c4M/tjLziIw/wUYNjs2HU71ywICVQqFRiG6fk1RkdZU5lMJtf2tRiGGekY2nZjP8Nxbu9Du6X7UOQ4vOtwwZd5lM3czFe0ndcZHBysN5Vp53VSKdb0sFQqRTZ+gGOl425NcLrKL0izMZrpsYd1cjhjMefLGDr70XbWQkVRMDTEmsq0+30SBBFDQ0ORxRS27exHDdf70cEW70HbBv7uMB5JHqgawLDc3vWKYgKlUrGtz2x4OF9vKtPOtSQSKaiqhtHR0cjGj62FWv075ea5Qy7iwvcewYMDUNCAktbeNbNGXe3NW/k8ayqTTrc3hqkUs3CKMqaw7Waf1anHYi7knlohssSjZVn413/9Vzz44IN4+9vfji9/+cuTKn6HHXYYgOk9HJ2fT+cBSTTw0lwGAJbUGswMRtxgZnx8DJWKtw6QzaTTWZRKRU/H8/3C8YFwezxqcIbGMlPhdPvMKy3OBtPAGvO0Zwadzw95biqzL6lUBqOjI7XO4NEQhBn7vnQmgEytiD7cZl8YURRriUdv34V2m8o0w/PMK210dKSt12kXL9+foaZgK9FCxd9pXjLcZmdd9plzbXWXb6epzL6w5hYSCoXxtl/LK4ahwzCYR6cbmj06Z4PjuHoToXybPup+mOoPDQ3ANL01ldmXZDKF4eFoOyOzYMt2rfbyOobt3oeJhNi2qX47TWUmX08C+fxQpA1KvDR4Uk0bhVqMNlWDp31ZUntMQUXbjYKcIpxXnKYy6XT7yhpnbxV1oydvzYHYv63cg82PG25zHhUEAZZltjWPDg/nIcvemsrsSzqdQbkcdUyhetqP5ps8OmdD4Dn0OvuZNmMKUUxAVRXPna1ZU5m9npvKNNPojDzkeX/sB2w/6v79nbhwqmaH+5IUWBEOaH8/k0gkUK1672zNmsrsgSB4ayrTDMex9Sfqpoess3x0x/X3FyJJPDpJx1/96le45JJL8JWvfGXKRW/58uVYtGgR1q5dO6kbpCRJWLt2LZYtW4alS73LtecKTnOZ7rS7ze5SR/EYceJxeJhVFNvdrCeTSWiaFmknOk1Ta910XQZbLhYYoNGlrt0FhiWKWOdKLxiGjoGBPUgm209aAay5BevKGu0YAu4CZrfBFsdxWFR7XL7tgJl1tlYUbxnM0dFRlMtlX5JWQEMx53Xj6QeyXA082Gq+B9vd1HIch0rFe8A8NNTvyxwKNLrdj41FlzxmSisj0GALaNyr7d6DoijCNL0HzM0qHT9IpzOQJCnSzsgs2HK/Jjjq/yUtr4Xs3/bH0Ols7W0tlKQqhofzvh0Hy2QyqFTKKJeLvryeF5y10A3OnqRDREtH3zsSQEZg7zLSdhEugUql7DlZOzw8BEWRkcm0fx9yHDuFk88PRJb0sG0biqK4XgujmkedIpzXedSyrFrSSvDleHs8YgoNluVezNCs/m8Fv2IKp4DjdQxZU5kx33zeWWfkgm/d0r3gZS2UDBul2ha6lZgCaB5DP9ZCw/NnViiM1U5v+BNTsKaHI55jHD9gjeco8TgboScenePVv/rVr/DWt74VX/3qV6edLDmOw6WXXgpJknD77bdP+N3tt98OSZJw2WWXhXHZ+zWKbkI1ar5kLhWPiztrna3L0d3MmqYinx9sy8/FoVHdGoxso6dpWr1C44Z6R+uWNwns37zkz9+5b/K/VUZHR1CpVHxbYJzNYpSKOUfl4Qa3wRbQ2CS0qxJod5Pgp0oHYBs9RZEjU3o4ifSgg62FabbIahY7pt0OopjwrFqVZQn5/JAvwbJDMplEPh+dYs6rcjyqYIvN994LOCMjeciy7FviURRFWJYZecDsFkm3UfYcbLl+uwk4am2v8yizq1CRTre/lwEa8/rYWHSKORboudzLOEc8W5xH/S3CidB11tnaLSxptafWhd2fADOTyaBcLrVVVGoHTdNgGHpo8+hQxEW4YrGAQmEcuZw/+9E4xBS67l45XtFtVGtL96KW51H2b7v3oCC0V4QbGhqErutIJPxpeJpKpWpHdaNbC2VZ8nwPdieBjBh2EU6sW3B5YWho0LfTG4Bz3FqJVD3uZQznIqG74d5222148MEHkc1msXz5cnz3u9+d9JgLL7wQxx9/PADg6quvxuOPP44777wTfX19OOGEE7B+/XqsXr0aJ510Ei6//PKw/4T9DkftKPAcckl3N8XS2lHrKBWPo6MjkGW5raYKzWQyGRQKBUhSFblc+A1zNE1t2QvBodoUbLW6WXc2eiMKYNk2+DY2yoIgoFIpuX6ecySC4+DrhJxOpzEykoeua75tPtzg5ViE22ALABalWbJiqM1NAs/zTceT3HUirlYrGBnJ+9pFnCnmLIyNjWDRosW+vW6rmKYJXQ8+2BJ4DgvS7Kh8XrbRk/J+DyYSIlRVgaaproswTKWjYP58/7pQp9MZVColFArjWLCg17fXbRVd12BZwQdbvT4pBBgcqlX3R/Iax5L8Uek4JBJJ5PODOPzwoyLZMMuyBN5lk4LBWpzTkwTSIQdbDl6KcKZp1uwqEr4lrZoVc8uXHxGJ2kJRgj+mC7D7cGfF9sXyQJIkyLLkWnk6Pj6KYrHo674xkUiiXC5jfHwUnZ3hN+tyPDrd7qMadgetPX5BmqWnNQso6SxZ4pVEolGEc13AHxqAYRi+7hszmQyKxWJkMYUXtZxzH81LASmhteeytbD9e9ApwnmxrNA0DYODA0il0r7Oo4LAY2Qkj2XLDvXlNd3ACuHuk1aDsmO/5W4eBey2xQzOPsRL8lhRZAwNDfhaCOd5HhzHYXR0GEuXHuTb67aKV+X4XCT0xOPevXsBsI3bHXfcMeVjDj744HriMZvN4kc/+hFuvfVWrFq1Cs8++yx6e3tx1VVX4brrrvOtcnwgU/d3TLuv0jrNZQbL0SQebdvG4GA/OI7zLeBKJlOoVCoYGxuNZJOgKArcrpdDTZuEdIubhHkpQOSYqf6YytRXXmHHkyqwLMtdoF9hTWX8Ujs6pFJplEpFjI+PYdGiJb6+disoiuTe39FDsOVXwNzwCHS/2xgezkNVFeRyC9u6hn1hHnN5HHXUsb4pKVtFURSYpuHac9RtsAWwJOWwwjbrx/S4ersJOL5Isiy7Sjw6CQ8/VTrsekRYloWxsdFIEo+OR6ebv8lLsOXcgwWN+cslW3zeVLCAueg6YC4UxlEs+qfScUinM6hWKyiVipF0RmbBlrt7f0hyH2w1K8f9KMKVy+6LcGNjo6hUSujo8De5lMlkUS6XUS6X0NXV7etrz4Zt25Ak9wFz3oVHp8OietKjXbUVK3p5UeqwxoSWbyodoKGYy+eHcMghy0NPHrO10HR1H+qWjdGaYLRV6x+xVoQbUYC81F7iURSZdYyqKq4U4Kqq+J7wANheplqtYHx8LDIxg9dCuJt7cLGPRTiO4z35Yo6M5CFJVd+EKA6pVAbj42OQZX9sFNzgvRDuZT/K/vWvCFd1/ZzhYdZUpqfH3z1HKpXCyMgwNE31pZ+AG9gJHIMSjy0QeuLxy1/+Mr785S+7ek5nZyduvvlm3HzzzQFd1YFNUXESj+43S0s7WYA7WtWgGhZSYrin853F3C9PJKBR3RoeHsKyZYeGvtHzEmwNetgk8ByHhRnmhzUs21iYbldtpaJarbiqyjtNZTo6Oj2/91Q4HnOjoyORJB7bOqbrOthq/6g1wCqCxWLBVfK4odLxx5+zmUwmg1KJKeYWLgw3ceWoPNyMoZdgC2AbvXXjfhxPEmCaFqrVsqtN9/j4GEqlEjo6/A+IHMXcEUccHfqGS9c1hBFsdSQ4ZEVAMphy9eA2cn+imICiKK4D5kZTGX/V3YkE64w8NjYaeuLRsiyoqupZ5eEm2JrfVIQbV5n6yiuOqb5btb2fHqv7Xk+5XMT4+GjoiUfDMLwd05U9qP99DJhtmx3VdVMAYCqdQd+sDpphirkCqtWK73ul2VBVFZZluVrfR2Q286YFoMtFWLEow2FEsZFXbBzdRhOGREKEosioVCquxsNpKuN3woMJI1iDkoMPPiSSmMJ9Ibx2D7r4OvfW5s1xtf0inCiKKJWKrvZhfjaV2ZdUKoVCYRzj46PIZJb5+tqz4fhVu02WOV7H7vajtZjCh5Nwzhi6iSkcuwpBEH0fw3Q6UxvDMSxeHG7vD8f6J+yE5/5IZF2tifAoyrXGMhn3G97ujFhPNg5FoHocGRmGqqpIpfy9mZ0JKmwzYcdbzu0modG5zN37LW7y1WmHRCIJTVOxceP6WnV1dvxuKrMvToMSwwi3QYlpmlBV95J6Txu92mPLOiAb7QVcmUwWw8N57NixtWUvorGxEZTL7XeTnwpBEOvHrcPGSTy6uQ+dYCvlIdgC/PEIFAQBW7duQbHYejfpoaEBWJYFUfRPpeOQyWRQrVZRLBZ8f+3ZYEbe3rohu7kHmx8/1KZfbiqVgiRJ2Lhxfcvzlt9NZfaFdUYeDL0zspd7EGjYHbhRPPIcV1f8t5u4SqXSkKQqNmxY33JHT0mq1jxW/SugOjSOW4fflVXX3fus2nbjqKaXIly78ygAZDJp7N69E4OD/S0/J5/3r6nMviSTqVqDkvD9yZxjum72aM3zqJvn+ZU85nkBlmVh8+YNLdseNJJW/tpVOKTTaYyPj7XV8d4r3grh7N9WbWOAWpOnWhg53KbtfzqdQalUwKZNG1pee/xuKtOMc1Q3is7IjurYa/J4iZsiXBoQOEC3gEKbIX0mk8HY2Ci2bNnU8tpTKIyhUPCvqUwzUfr/O53lSfE4O5R4nAO0o3jkOK7e2XqwFG6DGcuyMDi411dPJAdmRKuGbqyv6zoMw70c221jGQc/j+r29MzD8PAQ+vrWwTBmbyjBmspUA1lgALZxkWUJhULrSRg/aDvYchEwZ0QOnbXbtt2AK5VKIZVKYevWTdi7d3dLz/G7qcy+JBIp5PODLQfwftFOsLXYZbDV66NSp6urG5JUxbp1r7TkFciaygwGdnRIFBMwzWgalHjxRPISbAENn8d2gy2e59Hd3YP+/r3YuLGvpYDL76Yy+xJVZ2RH5eG1gOO2CNfrU+JKEAR0dnZhz55d2Lx5Y0tjODzsb1OZfUmnsyiVip78Q9uhoRxvfX0oaoBqsuDDjf3LIh+LcM6eZMOGdS0lGoJoKtNM8ymcsJPHjmWFG9qdR/0owvX0zEOhMIb1619u6W8oFMZ9bSqzL6lUGpoWfoMSVgh3rxwf8iBm4DgOi2r37HDbTZ4SyOU6sGvXNmzf3lox3O+mMvuSTqcxNhZ+Z2Q2j1quxtCwbIw4caGLmELwsQiXSCSRzWaxY8cW7Ny5veUx9LOpzL6w49Z56Hq4ghRN0zx5zs5FKPE4B2hH8QgAS2rHrQdDbjBTKIyjXC4FphJgG7287689E16OeAINxeMSj8GWH0d1BUFEV1cP+vv3YNOmmYPmhjenHVgFyPFqCru61eimG3ywBfh7xCybzYHnRWzcuB5DQ4MzPrZarWB42N+mMvuSyWQgSZIrBZ8feGkO5DXY2rfJUzs4AVepVMC6dS/Pqq5wmsoElbQCWADheJ+FhVcjby/BFuCvt1UikUBnZyd2796JLVs2zrhZD6qpTDNOZ+Sw1VZe7Q6GPajlgMY82m7ADLCO7rlcB3bu3Dargtw0Tezd629TmamuR9O00JMemqbBskxX300ncbwgzXz/WqW5COfHfqazswu6rmP9+pdnXX/Gx8dQLBYDK6IC0Z3CkST3DZ6GPNjGsMezf/2YR3meR0/P/Fox/JVZFeRDQ4O+N5VphuM4cBwfumKOFcLdFXBM264X0dzPo/4pj1OpNFKpDLZu3YQ9e3bN+NggmspMdT2KEn5nZC9+1cMyYIHZHbj1S/VzDNPpDBKJJLZs2YiBgb0zPjaIpjJTXY8syygUwh1DXXc/hnMVSjzOAdpRPALNDWbCrQINDw/BMIKrjCSTaRQKhVArI15UHl695YDmBcafKnoikUBHRyd27dqBbds2TxtwVSoVjIwMI5MJbqPOrieJkZHhUFUCjqQ+jGAL8DfpAQAdHR2wLAsbNrw6Y6DKmsq476DsBlEUYZomisVw1VbsmG44wZbT5Mm0gTEfplCmmpuH0dERrF//yrTzl5O0Ckql45BOZyBJ1VDVVl6U4+0FW+xfv+7BZDKFbDaL7du3zqgUYE1lCoGpdIDGUd2wA2ZVVWHbcDWPDjd5y7kNtvyyHXFIp9NIpdLYsmVmBbnTVCbIpJXTfC/sxCPzWXWpHPfgS+bg533IcRy6u3sgSRLWrXt5xvnLsasIai8KNBRzYa+F1Wo1tAJOvQgnt1+EA1jxuaurBwMD/TMqyFlTmf5AC3AAG8Px8dFQY4pGIbz1MRxV2H4kwbP9iRsW1edRf9bCbDYLURSxaVMfhoYGpn2c01QmyEK4sxZFUwh3h9cTOID/+xmnodLGjesxMjK9mId5rAZ3egNgc4JlWaHb/3gRM8xVKPE4B6h3tc542zQt7WKJh4EQFY+6rmNoaDDQpEcymYSua5Ck8AJmRVFgWbanYCvj0lsOaCwwowqT5vtBKpVCJpPFtm2bsWvXjimD5uHhQWia5rs3574kk8l6p9+w0DQNgLuA2csxawe/jic5cByHrq5uKIqC9etfnrJDa6OpTHAqHQee51EqHbjBFs9xjePWij/3oCAI6O7uwdDQIDZseHXKo+pjY6MolUqBJq0Ap0GJEWrikSX/3SUe2wm2/L4HAZawTSZnVgqwY0nBqXQckskkKpVK6EU4tzQfs3Y7L/X6qHh0cIJmpiCfOmgOqqnMviSTSZTLxVBtK7x008179FkFglkLmYK8iHXrXppSQa4oMvL5wcCOyTdfCwBUq+VA36cZ713J2b9u1f9OEc5p8uQHrSjImV2FFHi3YiemCHct1Fz7Azr3YG8arpuL+Kkcd+jo6IRlWejre3VKz+8gm8rsiyiKKBTGQhUzsEK4u+d4aSzj4Jd1TDOdnV0wDB3r178ypf1Vw64iuNMbDmwMC4G+x74oinvP8bkKfUpzgKJSO2qd9njUuq54DC/xODo6DFmuBrpREAShFjBXA3uPfVFVFRznLmhqbizjNtjqSrBmGDbYUU+/yGSYvH7z5g2TDNoNQ0d/f3BNZZpJJKLZ6LnFSVp5Cbb8rk4CjYCrUinj1VdfmmTQHmRTmX1JJpMolQqhBcxhB1vNz8n7eIpOFEV0dnZh797d2Lx5skF7kE1lmmH3uI1K5QAOtmo5h4oOSG36yzXjKAWY19xEpYCiKMjng2sq0wybR9VQ51Hmo+Xus3SCLbdex0DjHvSzCAewMWRB87pJikNJqmJ4OB+IXcy+JBJJqKracrMNP2Bj6FY5zv51qzpufo6fa+FkBfnE9d1R6YQxhoIQbsCsaZpr5XhFt1GtWXy73c/wHIeFAexnJirIt01IGtm2jf7+4JrKNCMIAkzTDL0IB7grhLenOva/CAcw/2pVVbFu3SuTCtGlUjGwpjL7kkwmIcuyp8KYV7zsRwc9nsBhz2H/+h1TdHX1QJaZgrxSmVhAYR6rBWSzHb6953SwQmo51EKqlwZPcxVKPM4B2lU8LomguUw+PwSAC/RGZp4sXKgBMzte5m6yrzeW8bBJ4DgukMQVsG/Q3DimF3RTmWZ4nodtI9SNnqq6vw/aCbYWNfl0+lmFZcnH+VMatAfdVKaZsANm0zSgaVpowVbzc/y+B5u95poN2oNuKrMvgiCEejxJ01TXyvF2gq20yNXV5n74yzXT2dkF0zQmKQXY0TIplMRjFAFzO6pjL2thdxJI8swXa9THrYyjIFfVyQryhsdqsGo5oFl5HJ5izkuDJ6+WFQB8V447MAX5vJqCfF29CMbsKnYHblfhkEgkQg2YvRzTdebReSkgJXjfz/hleeDAFOQpbN48UUHuNJUJYz/KviPcpKRLkHgqhDcd03WLcw/60eSpGacYXq1WsG7dy5CkhiAknw+2qUwziQTzyw1rLbRtu8210P179jZZHpg+FuGYfcU8lMtFrF8/0YOcFcKDs05rxhGkhHWa0bKsmud48PHSgQAlHucAdcVjm81lhsqqL74ssyFJVYyM5EMJuBxZfVhIkuRajl1XPHrYqAPAonQwFUpgskF7GE1l9oXjuFA7ssqy7Lpynm8j2FqYZpoS2WSKKz9xDNrz+SFs2PAqDEOvN5UJQ+EBOAGzHtomwYvKw69gKx9A7abZoN3xmhsezgfeVKaZRIJVmGcz+PcLTdNcK8fbCbaARvLYL28rh6mUAmE0ldn3GgCEGjB7UXm0M4ZBFuGcoLlcrtQV5KypzN5Q7CqcawAQ2gkO27Zdqzx0y6773C7ysLw0q638PgopiiK6urqwZ8/uevO8MJrKNNOw/wlnDDVNra2FrccG7SSOgWCO6jrkcjnwPD9BQe40lUkmg09aAU5MMR7aUV1vjfKcEzjux7C5yZPfMUWjW/k41q1jxXBd1zAw0I9UKhXKPOo0rQwr8eilEG7bdluClAlFOJ+Fnc0K8nXrXoaua/WmMmHtR1khNbzTjF4aPM1lKPE4B6grHj02l1nUkQTPAbppY6zqvrrmlpGRYaiqGppKQJKqnqqGXpAkCaIYjrecQ1DBFjDZoD2fHwylqUwziUQShUIhtK66blUezc2BvARbSYGre9IFkTx2/AL7+/di48Y+5PODod1/QHPAHF7i0bXKo+1gy/8jgs00e80NDPSH0lSmmYZKIKyAWYPbuK6dYAsAFmUd5XFQ86jjNfcyhoYGAm8qsy+imAgtYLYsy3XSyrLttnytgOCOCQJsDOfNY0Hz+vUvY3CwH+VyeEkrgAV9YZnqG4YBw9BdJa2amwO59asGmE0CAMgG6gp0P0kkkujo6MCuXduxffuWUJrKNCMIYqh+uWwetV2tE+14dLLnBXcPAswv0FGQ5/ODoTSVaSaZTIYaUyiK5MpyBGhP/Q8EmzxmxfB5GBnJY/36VzA4OFBrKhPePMpOwoVThHMK4W7GsKABqskSOAs9bNMn+I4HMIaOgjyfH0Rf3zoMDQ0E3lSmmbCVx15iirkMJR4PcEzLRqmuePS2eRIFHgtzrFoYtM+jo5gTRSGkoy3hyeodSb2bBcZqrmx5DJh7m47qBkGzQfuWLZugaWrgTWWaSSYT0DQVshz8UV3TNKFpqqsFpt1gCwg+cdVs0L5nz+7QVDoOPC+E5m3V6Eru3h/Qa7DlbPLGFJaIDgLHoH3jxnUolYohJ63EWoU5nICZBVsuveXaDbYCVI4DjYBrbGwE27dvDaWpTDOJRBKSJE3yuAsCL/dgUQM0C+C5RgLKLUEW4YDGGA4PD9W7lYdhV+HgNJgxjACycvvgjKG3Ao57v2og+CIcwBTk6XQGW7duDqWpTDONgDmsxKPa9L6t0Y5tDNA8jwZzDzYryDdu7IMkBd9Uphl2zFMPbS10qxyXDRul2sEE7+r/YI7LOzjF8MHBfuzatQM8z4Wi/HcIswjnJK3cCFIcMUpvBhBd7oMcgi4AMAV5N/bu3Y3du3eF0lRm3/efqslNEHhpdjiXocTjAU5ZNeoifK/NZYDwOlsXiwUUi4XQFHOCIMCyzFCOeaqqAl3XXQUiBZUFWwLnrbIFBJ+0Ahry+lKpiHQ6E2rSyvHzCGOzrigyDMNwNYb5NoMtIPiAGWgYtJdK4ap02HsnUamUYJrBB8yKorhWebQbbHUlWOLZhr/+cpPep6u7njgKuqlMM07AHFYBp1KpuLoH/Qm22L9B3oOOUqBQGA9VNQ6wAk5486j7tdCxHOlNA0JMgy2AjWFXVw/Gx8dCTf4DjUJqGEd1FUXxbFmxyGPyH2hOegR3H2YyTEEepkrHIZEIz/5Hlt3fCG2fwKk9z+8mT804CnJJqiCRSISa8HBiijDWQl3Xoaqqy/0o+7czwY5NeyGMmEIUWTGc+XMG35CkmWQyCUWRp+xy7zeKIrsuwrWr/AfC2c84CvJiMZymMvu+d7VarRdXgsSJKcKcZ/Zn6FM6wHGOWeeSAhKC9+EOq8HMyEgehmGEdrTFCZjL5eA3CZIkQdM0V3+b07msvWCL/cvk+cEGzQsWLKw3nQkLJ4EURvJYkiQYhu4qqeMkrdoJtnpDCJgBZtDe27soVJUOEO5R3Uql7DoB3G6wxTUdbQkyYHYCrp6eeYG9x3QIghBKhVnXNciy5Goe9SPY6g3QX64ZURSxcGFvqCodgKmOTdMMJWklSVXXSat6R2tf5tFglSyJRAK9vYuQSoWnlgMc5XE4SQ9JqsK2LVdj2I7XsYOjdg3imGczHR2dWLBgYejBZJj2P8ViwdU8ato2RhzbmDaKcKlaEW4kwHCC53nMm7cAXV3dwb3JtIRzzFOSqtB1zeV+tD2vYyDYo9bNJJMp9PYuCs2f08ERM4SxH3XWWy9+1UvaGMOwYopUKo3e3kWhxfQOTiE1jDFk7xGe2GZ/hxKPBzj1xjJtqB0BYElN8TgYoOLRMHQMDvYjmQzHRNhBFMV6Y5QgkaQqLMvdRn3Ih2Arl+CQqw1/UMeto4bnBRSLwTeYYcGW22667QdbYVQno0QUxXpjmyCxbRvFYsHVRtaPYKv5uQfqPZhMJlGtVgI/qsuOA7tN/rcfbPVm2NZSMVlHzwMNjuNqjbpKsz+4TarVav39WqU+hm30vGouwmkBFuGign2edihJDzZXuyzg+HAfOiqfoAPmqAjL/sdpYuNmLRxVANMGEjzqR97dwnEcFoWUPI6KRCKco7qsiZW7EziNImr7e5mgi3BRwfN8zRor+Hm0VCq5Lm74oXhcHFIRLip4XoBlhdMkqFQq0DFrF1Di8QCn3ljGo7+jw5LOmuIxQI/HsbExVKtVZLPhdNN1CMsM2kvlZbBNpZXDgZ64SiQSKJUKME0z0PdhajmvHa29v289aaUglM7yYcNxHGw7+AYzmqZBluXQgy1gLtyD4ahWJanq3lvOh2ArwXOYH7C/XNSEFTCXSkXXG/W64rGN5H9HcxEu2MMbkSEIYigNZorFgquER3Mn1rgfEYySsI7qOgUcN2uhM48uyrAGFV4J2iMwahKJJGRZgqoGO8l4U8uxf9spoi5Ms5KDbAKVA7AIByCUIpxlWSiXS64Vne02OwQa8+i4eiAX4RB4Ec5pBha2onN/hhKPBzhFpb2O1g4Nj8fgFtKRkTxs2w69ctCQ1Qe70SuV3B1rAfxZYIBwvK2iJJkM3tvKtm2USsVIgq0FadZUQbdYk4UDEWYGXQj0PdjRpGiDrQP1HmwEzMFu9KrVCjgu/GALCO+oblQkEgkoihxowGyaJiqVsvtgq3YftqP+BxBoN884wPxyK9D14DICXuwOKjrrRs3Be3MgAOhNN5TjB2oRLoyjuk4Bx5Vazrd5lP17ICsew2gwUy6XXHe09qMQnhQ49BzwRbgkCoUCLMsK7D0URYamqa7WQtmw6zHAkjYEKTkRyNRu/SAtD6KEFVLHAi2kyjIr4ITZCHB/hxKPBzhF2elo3d5R68U1j8ehABWPrFtw+F9JFjAHK8lmmxB3x1oAf3ytgHDMoKNEFBP1ylNQaJoKRZFdB1uSD8GWwHH15kJOAH6gkUgkUamUAw2Ymd2B206s7N92g60D/R4Myy+XqeXcrWd+BFvAga+2CkO16nTOdrMWSk3Ngbx2lnc40AsArJCqBroWOgUcN8GWM4/OS7HEhVcWplngoh3wRbhglcesSOuuyZp/8+iBfQ8KggDbDjamYGq5oqv9qGXb9c+8nUI4cOAf1U0kklBVBbIsBfYengrhtfHr/v/Z+9MgS7L6PBh/Tm53r33pqt57pqe7p4dZgAEG0GoJIRmBFsAYISEjoc2O16/92mGFI+Qv0j+MI96Q7XhlbSxCC8IYGYQFWNiSkKxhHYYBpqfX6Zneqmuvuvuamef/4eS5N6u7uurmyZNL580ngrjNVNWtW/fcc85veX7PY4jrVQOO5EHi4xkdrVawjVSuVx22Lv79jLTwmHDIYjzyUetq20SjG7zzbPgItsPMuiIek60e7WuJ+Q30ks7y4NpWwSZb3jtbspItYOe4dRJhGIajOxVswgx405aTlmw5heNKF2gncLQFCF4v17JM1Ou1yJKtpOt0hpEwi7GO2aPfZAtIfgNAVdXADWa4tpy3Bo6c6Q1VIZhOuEagYfBR3eAa/SJyBzIkK4Dk70EAIERBtRrcqG6r5d2scrvDpmZUgv4eEkU/p2gncw0HrNUgm3DeNeNXJGjGc8xlk90ACKeR6r2BM+pIC48JhyzGYzGjoZRhzxGkwUxUCFrbinVFvI21rDiXwYQBZCUlW0lNmAGWcAWpbcXZcl6CBBkunhxJ706qqgrTNFGvB5cwVyoVaFo0yVZeJygm3ORpoJcbzB0xKP5Hk2wlfQ8CwWtbtVrei/8rLTlj1kDy1zAMbSshbTkuWSFBwnsUNAKZdEwwd6FlWajVvDVwgMH77V/6hz2Wu0AnoU04XddRqZQDzCmaME1vJmv8zJvJsikaP+gXj4MjBEYKHucH2cCp1+ueC1YDyRH/vz/pDQDWSA2WkFKrVT3r/o860ncr4ZDFeASAA864dTILj0ag2lZ+AnUZyRbvTtZNxqRMInTdQK1WhWkGw8hlXTMxJ1YZydZswruT3OU2qCDBskw0GtElW0DymccDvdxgOsws2TIjS7ZmE27yBACaZgTKWq3ValAUsWTLL+sYcOt0+n+uuELTgm2kVioVAW059iizCZdUxuOAeRzMOdput9DrdT1Nb7TMwQSOX7mDgtvkKaH7UNf1QEd1RdhyqxLckDn6ezChjEeAxaTVaiWQ56aUolIR0f1njymZYTgQgsAaqbZto1r1JneQIi08Jh6yXK0Bt7N18mY9dV0PlJJdrVY961euShrxBICsSjDuxJhryVs+AG5afTCFq2q1LDCaxB7TIGE4cG2rICDClpOZbLHnSDbzmOnlBtdhZmw5b2MtMpMtt8lTOXn9NwCAYehot9toteR/SJlBl/dka0VmwuywXpn+bjLPUl030GyyUUzZYOZAVc9i+jLjmaRrBDIExzzmcgcixjJjun+5AyD58UzQTbh6veaZaRXUHkxqE84wDFSrZViWJf25RTTjAdeotVTGo//niiuCbKQycyBvDZwUaeEx8ai05YxaA25n6+RlXEFqWzER6GqkyRaQfFq9pmmwLDMQZ2tuXON1DWXpAwKDz8FGG7ASGujpuoFGI5hRXSZ34HU0iT3KS7aSvQc5gkqYRcZaZO5BlZC+SVRS1zDIMc92u41OpyPA8nDY/zKacNqgCZfUBgDXyw0inuF61V7W0LJp3zlVJtsqqXsQCFb+h8dIQrIxEgoeQPKLHoqigNJgRnVZA6fi2dCCv9d+jfIAYDozaMIl1eSJ3YUdNJvyWasijXDLpn2Nd5mTcLUea7InEbyR2m7LP2i4UV7KePSGtPCYcPQZj1JHrZNJmSOEoF6XnzAzEeiOp4IH4Eq2pAV67HEtoa7IQWpbsWTLm7GMO0iQkWyNG4CuADYFNpO5BR1B72BYAjx4FBmVl5dsscc0YfYONprkfaxFlis5R9JHdVkxggaitTpgWg2/hqZNseG81zKSLQCJLx4z5rEVSBOOJVveXDw32uzeMhT0i75+wPdgkptwhsHkf4JImGs17zFSX6NT8jmajup6hyhbTpbBE8BMnmYSfo5yg5kgmnADzfjhp6jWXefohIRzNKcRlJyPUFKbcEFOwonIHaRIC4+Jh0zG4wGH8ZhEjUcgOF2kVouJQHsJEno27V8EMoIEwNVhTmjRCgBUNZhRXcaWizbZUkaAbcUS5mCYx7VaxftokuRkK+ksD2Cgl9tuyz1o2FiLOFtO3jnKHpO6BwHmyFqryU+YeaDuRbJivQXYALKqnHMUAObyo8A8DmZU1w9bbi7H7jG/mMwAGgEsCmwlNJ4JalSXs+Wi1JYDRuMc1XUDlUoZtm1Lfd4BW274A7FrUWw7qVvKWh0OvEkdVNHKs8may1hGloty0vchb6QGsYbsOVM3a69IC48JRrtnoWOyC08G43GBMx5rySw8sg6zfEq2SFdkvQVQyE22km5sAbA1bDTq6PXkzn6wIMGbtpzsZIs9V7I1Atn7S6WzVlmy5V3uQHayxfdgwwQaCTV5CmrMk7Pl4pJsrSe04AEMHFllJ8winwm3Lpm0ZCvhRl1AcMxjpi3n7Wdkn6MKIYmPZ9iorvyEudNpo9Npe9YlC2zUOqGuyAAb82SjunKLxwO2nJfiP3ssaEBRT5njw0JRVFQqZenPW6kIaMbzc1QS8x8Y7MPVBN+FhCjSmcei5kAp0sJjolF2xqxVhaBgeDvgdgM3l1mvd2BachOSOCCoDnO9XhcXgZbY2Zp3Fa2CcruMGgNavdw1rFarnun0spMtIPndSYCtYbm8JfUz2mpxtly0yVZGJf0RmaQWPbi2lezxpGazCUrtyJOtUdiDhmGg0+lId2StVMqedclkax0Do7GGnHnc6cirkHNzIE0TM5aZk3SOAslnWwEs9pPNPBbRJbMplaoPCAyacHUTaCa0CRdUTsGfT0Q2RoZJHsco7EHDMFCrVWFZprTnFNWM7zMepeYUPC9M5h4Egmmk9npdtFrNtPAogLTwmGD0x6yzmpTi1VTBgK4S2BRYbyRPTTiIDjPviogmWzIvmOksI4W3LaDak/a0sQLXtpK5hswcqCKs0ZkmW96g6zpaLbkJM2PLRZ9suZ8ryUUPpm0ld8xTZKwlyGRro810XJMITWPaVjLPUdFAfUXyqDyw8xxNbhNOl65t1em00W63vTPHm0GsIXtMdsJsoFyWmzC3Wg3Ytje5g+0OMxFRCYsjZSCrDkyekir/w/Mu2U24arUMVRUzlgmigZP0PSibzDDQjBc8R6XmFOwxyfFoEI1ULnfgNS9MkRYeE42+sUxOzsZQCMG8w3pcTrDBjExdJGER6P4FIy9I0BWCqf5ohLSnjRVYoEeExNPvBaYt1/XMlgsi2ZodgaJVUIEepd50yYJItoAB0yPZwbqOSkXumKdIAyeIZGuHyVMyVUdcukjy9qCILhkwOEdlmawBwExu0ISrJ7gJR6kd0Bp6i2fWAmH/j0ITznCKvfL+SJHPA483ZrOAKmkCBxiNoofsUV1Rtlwwxf+B7EhSTZ40Teu/57LANOO9Fa0opf0pqiAYj2vt5DbhgmikNpsNWJbleVw+RVp4TDQ443Ei699YhiPpBjNMDFpewiycbHFHa4lMHWA0aPWapgWwht7YckAwyda883lgRbFkriFLmOUyj0WeK7hka1QSZnkd5gFbLvriv0LIiCTMitSEmRt0eQnUdyRbsptwrIeaeG0rmaO6TK/a9rSGTZOi5hR3gxnzTO4e5K66Mh3mRRo4qwHIHQCjsoYGqtUKLMuS8nwiWsdAMOz/iYyrCZdMLkogBjNc89PLJGKlyxplCgbNaxmYcSbhWmZym3BBNFIbjToIkSeFNkpIC48JhmzGIzDQeUxy4bHdbktLmEVEoG1KA9G1AoC5ERCDNgwDzWYD3a4cOQARc6BWQMlWUWeGQxTJNZgBAEIgjXlMKUW5vB2jZIs9JnkPyh7zHCRbgnIHkhs4syNhTmKgVpObMHsN1MtdoGMBChkYGcjCaLDHdZTLZWlNOCG5A+ccHTeArCaT/c8etxLchOMxh6xRXdPsodFoxOccHYEmHDOY6UozmOENHC/xDHXJxshuwvFzOclkBlVVUS5vS3u+Wq3qWfef6zvO5ABNkbeGhkow4TThkrwPFUWuwUy1WvEsd5CCIS08JhiVtlN4lOBozTFwtk5me4t3mGV1RliwQTx3trp2MMnWqLCtZLrqimnLsUfZyRYZEbaVpskb1e31emi1WrFgCLDnS/5oi+wOc7PZhGV5Z8sFkWwBA93WJO9BzlptNuU04arVChTFo4tn08U6lphsAaOiT6aj02mj1ZJz4VerFQG5A/msYwAYczXhNhIczzC9XDkJM5/e8KpLFtg5OgJ7kI15yhvVZaQI6imnqPYYW46AFa5kYlRyinq9jl7PPyXQtm1UqxWB4j97lL0H3c+51k7uPmTM47KURqplickdpGBIC48JRqXlmMvkJI5al1glbDmhjMdBwiwnSKhUyp41IFaCTLZGIGFmBjNy1pCbA8VBT4djMC4v/aljA8NgzGMZ2lYixjJAcMkWH23pJNjkCWBjnrIS5kajDkq9seXCSLaSvAd1XXe0rfzr5VqWhVqtJuDiyR5ls46B0UmYZWlb8YZsXNhyO5pwCU6YDcOQ5sjKdck8s/958VjyPpwfAZMnQggIkZdTVKtVT9M3wCAenc4ymQmZGIVGuGEwMoMM5nG73RbSjF8JQOuYYxTWUGYjtdnkuv9p4VEEaeExwQiC8XjAYTyuJrTwCMhLmEVFoPuO1kEkW9lBwmwnNNDjkDGqK+rEuhZQsuV+zqQHCbJGdZncgTddMiC4ZEtTSN+sJslFD5kJc7Va9b5+QSZbzjm6muA9yIq8clirzMVTwKArIK1jYDTOUUVRpOnl8gaOV7ZcUJIVwGiM6rK7sCNlVJc9hze2XMei2HbCfdnxzHR2YPJUS3ATTtaoLmfLaZrXc5Q9BtEIH4U9qKoqTNOUorUq2gjvr2GA52jaSB0OA7mDtPAogrTwmGAEwngc44zHdmI7lMyR1X/CzJItcRHo+QA6W1NZ5tJrUvSDySSCr6Hfzyg3B/KcbAUYJIyCILvshBnwxpYLMtliz5n8NZSVMFuWhXq9KnCOssdgWMfssdwBulZy15A5svpPmAfnqLdYJAzG43o72U04QogUgxkudyA+au37JdyFURjVZfI/ckZ1GVvOWwOHF5QKGlDU5e5DXSGYGoEmHBvVrcE0/VVX2+2W4PRGcDnFKBhWMtYqkRaPUgph1qpMR2uOUWjCyW2kes8pUgyQFh4TjCAYj/OOuUzbtPuu2UmDYbCE2a/BjIgINDBgCARxwSiEYGYEDGZ03UCr1USn40+LlI8mibKtgkm2kt9hBrgYtH/WKhOB9nbVBZlsAQNjhGTvQV3KmOeALRefZKuoAzmuL5dMuWMA7C6s1aowTX93PQ/UPSdbAekDAqwJpxCgZ7MCclLBDWb8N1K961XbAeqsAqPRwBkkzP7OUdu2UatVY3WOAgP2eJLXcDDB4a/owTU6vUv/sMe5AItWSTZ5AgBN06SwVkX2ccukKDtemUEWj9cSPgnHGqll38/DzIHSoqMo0sJjghGEq3VGUzCVZ8+3Uk1mxsXEoP0nzCJMK2Cg5REEywMYDX0ypsnS8z0a0WjUPTux2pRi3dkawYy2sMdqjwUkSQVjrW77SpgZW67mmS0XeLI1AntQVoeZJVviDZwgkq1RMXniCbNf1mqtVoPXOL1lUlScZCsIXSvV5cia5DWU1UgV0Zbb6rDpCo2gz2yTidFpwvlPmNvtFrrdTqyKVux52WOS96CmaX1DCj9gbDnqo4Hj69fvipLL5CnJ8YyuG2g2G+h2xbtUXDPeO2ucPY7pQF6iWSXHdGbQhON3bhLBGqkVX41UtobezYFSDJAWHhMMzkiUOWoNAAvOuPVKQnUeZTmy1mpVKB61xZom7RtOBBEkAKMR6PFRXb9i0Iwt523/bHfYBR5UspXXCIrOnbeezNo/ABYkdDr+EuZWq4luV1yXLOhkK8kagYCchJnrksUp2QJGQ9tK07S+VrEoKKWoVsuedcn4mPW4AeQCSLaAUVlD3XcTjrHlBJxYnSbqTI5NW8jGnHO/VrpAO8GSB5x5bFniCTObwBGRjQmOdQyMxh5kTTj/o7r1eg1MFXN49GyKTSdODLoJl+Rxa8PQfbNWmWZ8S9hYJigyiqqMziSc30aqaAMnxQBp4TGhsGyKGi88Shy1BgYGM8u1ZBYeAT7mWRb++YEItFjBI8hkiwcfqwkO9AAWEPkZ1bUs02HLiQXqQSVbgKt43ExukCCDecyTLdE1DCrZ4ntwI+GjLbrOOsyWZQk/R71eBSHeQpWgky338yY5UGfaVjzhFUOn00anI8C0CngPAi6NwAS7IstowvEGjvcxXfYY1BrmdYKi0xdMNtvKf9FDVFsuSKM89/MmuWgF+DeY4Q0cr3two8XYiBmV5RVBYBSYx4qiwrZtn/Go2Kj8SsBNVGA01pAxjy3fOYWId8PFbRt/eiOPrVYyJeq8IJLC42c+8xn8u3/37/ATP/ETeOSRR3Dq1Cl86lOfuuf31+t1/Pt//+/xfd/3fXjkkUfw/d///fgP/+E/SBEJTSpqbRP8Gh/PymU8HihxxmNy6Va6bqBaFU+Y2+22E6h7O5x4AhRUssye2/ldCQ/0+KiuqMFMs9lyLhjvgR4Q9BoOjBGSChnM42azCa+6ZACw4ezD2YACvakMY8Qm3eSJswREO8ws2fLewNlqs2TLUIJLtuZHgDkOAKqqoVwuC/+8aLK1HnDBgz138pMtgBU9KhVxg5lmsynElhvEM8K/el/MOWP4Sd6HmqbDNHu+7sJ6ve5Z7gAYxBhBxTPzI6IvZxgGGo06ej2xWdYBW85jPMr3YDY4M4x+IzzBDRz+3vlpwolqxq8HaFbJMQqTcHLWsAlKbc8NnL9eorhQ0/HCeoID/iERSeHxP//n/4xPfOITuH37Nubm5vb83mazife85z346Ec/ihMnTuBnf/Zncfz4cXzkIx/Be9/7XnQ66SLuhrJjLFMwVGgejRX2A2c8JnXUGmCFRz9jnqwr4j3Z4iL3UxmhXzsUeAC52WbM2KRCxhoycyBva7jdYe/pZAhrmPxRXQXVqnjCzNhy3oO17f4+DCbQGxWTJ5Ywm8Jjnp1OG+122/M56t6DQSVbozAiCPCEuYZeT8yRtdlswLap52SL78HJgPYgMBrJFsCacH4aqaLacuUQ1nA2m/x9SAgBpUCjIZYwD7TlvJ2jbYuCE3SCimcms4A6Ak04vwYzrIHjvfjfP0ezAe5BfhcmeAIH4EZdWz7IDA3PmvEAUA4hpxiFcxTgTbiy8M8ztqT3vbTlrOFYxlsclEREUnj8jd/4DfzN3/wNvvrVr+Jd73rXnt/7oQ99CBcuXMD73/9+fPjDH8a/+lf/Ch/+8Ifx/ve/H88//zw++tGPhvOi7zNU+/qO8nUIFviodaIZj7zDLJYwi4618IR5IsALZtxgTCAbyXZkZa66XeE1ZC6e1HOQsO00tNOE2T8Y87gslDCLikBbNkXVWcMg9+FcPvmB3sBgRixhHoy1eGzghLgHa4k3eTJ8naOiPzdYQ6EfHwp9yYOEN+G4wYwo87her3mWOwDCbcIl/S5krrploZ/tdjtot72z5XjhOKsGJ/2juppwSZ7CUVUVtm35ugtt2ztbbrvr7MGAmP/ATtZqkqHrOlqtFjodscRJRDMeCLcJl+Q9CLC7sF6vCzdSRcyBgMFZOp1LC4+RFB5f//rX4+DBg/t+H6UUn/zkJ5HP5/Erv/IrO772K7/yK8jn8/jkJz8Z1Mu8r9F3tJY8Zg0MRq1XE6zxyItNYSdbYVwwhJD+CGmSg3WubSXaYa7VvGvLAa7uZICBnntEULT7ej+As1bZyLQ3tNttdDre2XKVLhvTVQlzbAwKo+CoC7BRXdEOMx9rEWXLBVk4zmmk//lIsr6cqqq+dJHYqLxIshV80WrcAHQFsCmwmdxwps88FlnDgdyBeMI8kSbMvqHrBup1MeYxZ8uJMseDPEeB0ZA84AYztZqfnMK7bEwYe5DnE9Ue0E54E06UtWpZlpBmvEVp32l6IoScYr3NfmdSwRqpHaG7kMkdND1LqLVMirbDnZjJp4XHWJvLXLt2DWtra3jlK1+JfD6/42v5fB6vfOUrcfPmTSwvL0f0CuOLijNqHQTjkY9abzV7aPfETQPiDlFHVj7WIuJ6FQalHhgNjUAAIERsVFeULQeEFOg5RauWCTQSrFXMmccixgicLed1NKnsCvKCMgcCRoslUKvVYJreE2bRsZbwzlH2mOTisR9dJGYO1fB8jlJK+wyBIM9RxeXImvw1pELJlihbzrQpas6WD6sJl2QYBpvgEL0LbduConhLesMYlQdG4xwFGGtVVHecseW8Fy0Ga+j5R4dGXiMoOsfDWoJzClVVHTKDyB5kBl1e49Gq0whXCDAW4Dk6kRk04bYSvoaijVTRCRyeE+ZUG1kt1mW3UCCfDicR169fBwAcO3Zs168fO3YMTz/9NK5du4aFhQVPzx1gPhkLVJxR64mcJv1vHc9pyOkKWj0ba/UOjk7l9/8hD4jL2hiGgVqt6nm8odfr9gP1e/0t9/rv7jHdIN8HtzFCXN7vIGAYbFTXqxhwu91Ct9uBYdx7DXeDO2Geygb3Wc5oBJMZdqGtt4FSgAFJlHAzj72+l60W0yXTtHvv3d2ec6c+oLff6QV81Ho94XswkzFQrzfQbDYwPj7h6Wer1Qp03fsdxs/RqYDP0bkcwdUqxXo7PvdWEOBGXV6lJ9rtJkyzi3y+4OkubJpA12b/DvIcBdgaLjUo1lvJXkOubeX9HGVsuVwu5+lnOUtHI+x+Cuq95eYyDRNomBRFPZmLyBxZTTSbDUxMTHr6WTZiT6Ao935vdlufcv8cDXZvMNMMirWEn6OGYaDVaqDX6yCTyQ79c5Zlol6veY5HgUETbiobfE5R77F45mgpuYtICNcO9/ZzrVYDptmDYYx5ugvdjXB1j/3rF6ozCXe7wUzB5gI0sokS7kaq1zVsNpuwLBOapnq8Cx19R406Gp/efu/9gmH/rlgXHms11mEvFou7fp3/dxHh+unpkvgLuw/Qcz4BByYLmJmR/7cemszjylodTaJIe/5iMYtqVUc+HzBNZUhoGkG9XkcmA0xMDP83bm52oSgU4+PFXceT7vX3dS2Keo8VjBcnMsgbwZ1OhyZ6wM0uNjokNu93EFBVoNVqIZslGBsbfg1XV5tQFIqxsaKnonO1Q2HSJgiAhYkMtAADhQMFG9sdG2VLRT4f4ExwxGi1sjDNludzZmnJQiaj3fPzfa//3qA9AF3MFNRA98ZRxQbQwkYbMLJGoJ+VKEGpgXa7CU2zPa1hr9eDbXdRKhU8r0Oly0bz58d05PPBhTkHx7vAag+b3WSfo0ARltVDqWQgmx0+YW61ylAUYGyssGvB8l7v2UbVAmChpAPjxeF/nwgOjnXx3EYPWz0l0Wto20WYZhsTEzlPY9P1+iZ0XUGxmPNUdG612RpO5QgKheDWMA9gMtPEdoeiSnXMJXiUrdHQQYjp+S48f76FQiHr+S6sWh0ANmaLGvL54LqbhycsAG1stO/9WpIAw1BRLpdhGPC0hpVKBaoKFApFGMbw60ApxXaX5RQL4wby+eDYVgsl4GrVxLapBvpZiRq9XgGdTgPT00VP5+Hm5m1kMvo9z8J7fe6bFROAhelc8PfTQpHidsPCtqklOqfodPLo9Zqe13B11YJhaJ7vs8YmyykmMxRjY7lAajL3E2JdeAwSm5s1JFjGAMtbLPEyQLGxIW4dfy/MFnRcAXDp1jbOTMoJKuv1NjqdHprNeIgtMUp9C7durcI0hw9mb99eQ7PZRjZbQLe7cxQ9n8/c8+/jYyaGApBeB00zuELEhMp+10rDjs37HQQopajVGrh5cxXz88O/n7dvr6Pd7qLTMQEMP8t8u+Z0tgyg2+6i6/UFe8BMhv2uW+UempN2gL8pWlBKsLy8htXVbU/C3LdurcC2sevne899WGd7tqQGuzcMSpFRgI4N3NzqOKyPZKLTMbG0tIZCYWron6lUyqjVGsjnC57XYavN9kYeJprN4ORAJjW275brVqLPUcuiqFYbuHFjBVNT00P/3PLyOrpdE63W3SfhXntwucLe14nM7vtXJvga3q4lfQ2BZrOO69eXPTGPb99eR6fT23UN98JKlb2v43rwazibZez/m9tdLBrJHWWzLODGjdtYWDg29M+Ypom1tU0A3u/CjQY7O4tKsHtjXGHn9XqTolZvB8rsihqtVhe3bq2CkOHzptXVNdTrLRhGDqY5/DrUuhSmExpm7C6azeDe1ymd/aKlqolmgt2tbRvY3q7i1q015HLDT/vdvr2GXm/3fbTXHlyt8XOUBn6OTht8DXtoNpObU9g2wcbGNpaXN2EYwxdzl5ZWYVne12G15pyjqoVqtRVITSYOIGQ4Ul+sC4+lEvsD7sVo5P/9XozIvUApEl14dJvLBPF3coOZ5UpH+vPHZ13YJV2r1TE/P/xPDYSHyY6/xd1Y2e1v3G67hbxJoO8D1wjc7gAdk8JQkxrocVp9HXNzw/8UO1u8r8EWF2M3gv8cz2bZeNJqK057Rj40zUCz2UC93sDY2PhQP8O0sBrQNP2u92b/fcgeJzLB7kGAjbbcagCrTdrXKksimCPrtqf3s9FowjRNqKq3O6xjUTSdXkHQ+5DtQWC1Bdi2tzHk+wmKojmOrA1MTg5feKxUqlAU1fse5PqORtB70L2GNNHnqKpqjsFMA2NjE0P/XKVS9rwHgYFO2EQmhLswB1yusHM0yWuo6+wu7HS6QzPfuLFMLpcT2IfhxDNjOmu4d21m1DUvV70pdqhWq57eTzYqT+E1Jt1yztGSzkZpw8gp1hJ+jmqagUajgXq9jmx2uA8q1/0XiUd5E3U8zJyimeycguuO12p1TE0NV3i0LAu1WhWaZnh+b3g8M67TxNeehkGsW4NHjx4FwExmdgP/7/fSgBxlDAqPwdClucHMSoKdrQGmi1Stlj39DBOBFneADFrIGwAKGsAnEJNuMCNiEsSChHiv4SgJsnsVgx64eHof+dkOwZWcY1SMEXRdR6NRR7c7PGuKJVvwXMzjezCrMufpIOE2eap79865z0BQq1WH/m7btlGrVQUNusIxBwIG52i5w+ROkgoRkyDuhB3/NRydc5S56nq5C5m2nFdTCyC8eIY4+nIA05dLMnRdd5pww/+dtVoVhHhP18Pcg3xiI+l7UFEUzwYz7XYbnU7Hl1llODnFQHc8yVBV1kjlMeYwYFrHXV9rOK4nl0XqBbEuPB47dgxzc3P45je/iWazueNrzWYT3/zmN3Ho0CHPxjKjAG4uM54LhtTaLzxWk1210nVmMGOaw43bWpaFer3m84Lx/KOeQUbEzRPga1iBZQ03ctnrddFqNYWKVmG56QLuIAFCLon3C7gjq5eEudlswLK8mUJxlF0GT0FjlPag14S5Wq14dmEFBntwIoQ9aKikv9eT3sDxmjC3Wk10u2LJVlhuugBQ1IGcxvhEGwlfQ1VlzONhMXDxFLgL+TkaoFY1BzfLS37CrMK2bc+FR8B7A6dlUrSdkGkibcJJg64baLdbaLeHO2wYW64S+3OUN+GaJlDvJXsfEqKgWq0M/f38HBUp/pe7IRaPnXN0qwP07GSvoddGKiMzmIKEFG4ukxYegZgXHgkheMc73oFms4nf/u3f3vG13/7t30az2cQ73/nOiF5dvNFnPOaCYTwuOKPWK9VkMx69JszNZhPdrmhXZDDWEgZmRyTQMwzGEhi2uzVItsSLxxMhBHozWXaAd+2Bg2hSoaqaJ9YqH03ymmyZNkWVuwimTB1pYAmzhWZzuHPUtm3U66JsOfYYRsEDGKzhasKLHrpuoNVqotMZLmFutZq+mVZh7EFCCOZcY4JJhmEYaDTq6PWGuzDYGvpLtsJImGf7e3AUmnDeWKuibDletMqpQDZg5jgwaMKtJlgfEGB7sNcbPqdot1vCDZztkJtwPHdJejyj6zoqlTJse7hCUrPZAKVUqBEeJuOxqLNJEQpGaEgyvDZSef6oKN7OUkrpjlHrFBFpPH7yk5/Es88+CwC4fPly/799/etfBwC86lWvwjve8Q4AwM///M/jr//6r/HBD34QFy5cwMMPP4zz58/j6aefxite8Qq8973vjeJPiD36jMeAR61Xax3YlEJJqLYVG/M0Ua1WhhJkZ2MtpmBniz2GccEAwHyOMcmSnmxpmo5er4rt7U2USmP7fn+z2YRlmYJBQnjJlqoQTGcZ02qtRUMpdkYFwzBQq9XQaNRRKOyv6SvKlqt0WdClERaEBY1B4THZe5AlzARbW5tYWDi0b/DG2HJdZDLeN9LgHBV4oQKYywGXyslnW+m6jmazge3tLSwsHNz3+3my5TVQB1wsjxCLx9frdAQSZgP1eg3b21uYmzuw7/eLNnCAQeEqrCYcAWvCVXtMDy2p0HUdW1ub6Hb313m0bRvVqhhbbjtEphXA70KaeOa4oiiwbYrt7U1MT8/su7d4IzyfL3j+XWEyHgG2huUuxXqL4sRYsuPRdruNSqWMycn9DfO8MJTdsEJuhPNJuBt1Fs8sFpK7hryRWqtVh9KOr9drEClztCx2LwHAWDpqDSAixuOzzz6LT3/60/j0pz+NF154AQDwzW9+s//feFESAPL5PP7kT/4E733ve3H16lX8wR/8AV566SW8733vw0c/+lFks3IclZOEds9Cx7EyC2rUeqaYgUoYQ2izkVy6FSEEmqbjpZdeHIpx1WqJjbUA4XYngZ1i0EkGIQSGYeDq1SvY3t7a9/sbjTooFVvDsIvHo8JazWZzaLebuHjxBfR6e4vpMRFof3IHExmE0kzhulblbrL15QBmAnf79i3cuHFt3+/lGp1ibDl+jobLeEz6HlRVFaqq4sqVS0ONKNXrdSGmlZshEFbRY3ZEGgCcuXj58oWhkuFqtSpUOO7ZFDXnmA5jDTWnCQcAa829v/d+Rz5fQKWyjStXLuzLuGq3284EjohsDHsM/xxN9h4EgFwuj+vXX8ba2sq+39tsNkGpLbQPw9SrBkZLOsY0TVy6dH6okXlRzXjeCFcJMwgKA6MSz2QyGXS7HVy8+MK+2uOUUlSrZWiaiGY8eyxozEArRUSFxw984AO4dOnSPf/3gQ98YMf3l0ol/Nt/+2/xt3/7tzh37hy++MUv4t/8m38j5GY9Cig7Y9aaQpDXvbN+hoGmEMwWWUS5nPBx61JpDK1WExcvntv3kqnVasLOpqF3J/MDjcCko1gsodvt4sKFc2i19v6Dq9WqENvRpnQQrIcU6M2PSKBHCMH4+CTW1lbx4ouX9hyPaLdbjgi0uEZnWOtX1AkKI2LyZBgZGEYGV69exsbG2p7fy5lWYskWewyT8Qgkfw8CwNjYOJrNOi5cOLdnsD5w8fSebDVMoOfUU8ZDWsNROUcBYHx8ArVabd8mDmfLiSRb/B7UFfTPt6AxKoUrVVVRKo3h1q0buHHj5T2/l7Hl/En/hH2Obifc5AlghBpKKS5dOr9vE4c1CMRygu0+Wy5s2ZFQfl1kIIRgYmIS29ubuHTp/J768QPNeB+NcCOcRjjgimcSbvLEc4rNzXVcvrx3E6fTaaPdbgvqrIZLKLofkNZfE4iBsYwuXAQbBgsjYjDDL5mtrb0vGd4VETmcuhZFw/GvCS3QcxgCtR7QNEfhkplApVLGxYsvwLJ2Nwti5kBVoaJVrQdYlIWIYY16jQrjEWBsnWKxiBs3ruHWrRv3/L6BkLeALlnIjFVgwHpMurYVwNg6lmXh4sUX9mRcsbEWsfAkTIMnAJjNDho4doL15YDhg/Vut4N2u+Ur2SrpgK6kzHHZ4Hfhfk2cQQPHj6mF2OSACGZHJGEG3E2cK3s2cZjcgXddMiBcbTmAFahzI9KEA3gTp+E0ce5N3hBt4NiUohJREy7psiMA21NjY+NYXr6Fl1++es9zlE9viOQUYU/BAa67cATiUd7EWVq6gevX793EGaxhvF3J7xekhccEghvLjGWDbTXPj42GwQzgvmSW8PLLL+56ybTbbXQ6oiLQ7NFQmJh3GMhqBGPOSx0F1qOiKBgfH8fKym1cvXpl1zVstZq+k60xg+kvhoFRYlsBQCaThabpuHLlIra2Nnf9HlERaCB8lgcwOqMtwKDoUavVcOHCuV0ZV37YcoCbJRDOHhwlkydguGDdT6AeduEYGJyjtR5z8006hmnisDUUZMt1OXM8vGRrlM5RYLgmjqi2HOAetRZ+Ck/g+nLAaMQzwzRxBmw570Wreg8wnUZ4WBMc7j2YZJMnDl03kMvl8fLLL2J1dXnX7+G6/yJTVGFLNwFc+390zlHexHnppStYX9+9icMaOLbYGoY8RXU/IC08JhCc8TgRcOGRMx6XKiPQngS/ZHJ4+eUXsbJy+66vD9yQBUaTXELeYTEEgNErXGmajkKhgGvXXsLy8tJdX2fJVvxdPDl4oLfRTj7biqNYLKLX6+HixXNote4W9JIhdxCmUQ9fw/URYOoAg+Lj+voarly5eFeC0ul00OmIjbW0TYqWQ0gPax+qCsHMCDE9gP2D9WazAdu2hAyetiPYgzmN9DW0RqEJB7Amjq7zJs7GXV/3Yw4UttwBMFrj8sD+TRz/DZxw9QEB1104InuQNXHGcevWTVy//tJdX/c3Ks8ew2yET49YEw5gep0A082tVit3fb3ZbIAQf7r/YZ6jnDle7bF4ahRQKBRh26yJU6/X7vq6DLmDlPE4QFp4TCA443E8F6wa7YMzzGXtwurdGzWpyOXyIETBpUsXUKls7/ianEA93MNpoMkyGhcMwIxKFEXB5csXUS7fvYai2nJha3Sy38UcmC0KbI5G/f+usXnTHIzNM7mDipApCRBV8Zg9jsKoNQdnXN28eR03b17f8TXGOhZt4LDHnMoY3WGBj1snXdvKjb2CdXaOErFkqxt+wQNw7cMRugsLBd7EeQHN5s4mjp9kKwrWKh8R3BgByQOOvZo4vV4PrVZL6BwFomFbzWVHLx41DAOZTBYvvfQi1tdXd3yt2WzCsix/TKsQ96CmEEyNiGmlG2Nj42g0mA9Ap7NzArBSqQg14IBoGuF5jaDohM+jwnoEgLGxCTQau2sfs5zC3wROmHdh3JEWHhOIStspPGaDLTw+sjAGALi83ui7aI8CSqUxtNstnD9/Du324GRuNOoQJStuhzzWwjHvGMysJNwJ8k7wNbxwYeca1utVYbbcYLxMykscCoprPGllhApXbGx+Eisry7h69XI/4ep02sJsOSCaBgAfbVkZkfEkDs64evHFS9jcHDCuBmw58VH58M9R9jhKexC4d7BeqZSFkmUguibc4C4cnTXc2cQ512/icLac33M0zIR5KsPMbEzKJgBGBfdq4vhhy7VMirbDHA/zLB3Vc7RQKMC2bVy8eH5HE6fRqINSUbYce5wMUe4AAA6MYE7BfAAmsLm5gcuXz/fH5plmfM3HORp+AwcYsMdXRqh4PGjirO5o4vR6PTQaDeE1jKIJF3ekhccEotLi5jLBj1pP5XVYNsWlNXEtmfsN3GymXN7aYVTCki2x9zyqw2nBCfSWRyzQc6/hpUsXYFmWiy0nVjmMKmFeLLDftzxCgR7AEq5CoYDr11/G7du3APjTJTNtippTOwmzeDyfZ7yiljk640kcuzGuGg2m0ekr2Qp7D+ZHcw/uFqybpolGo+4jUGePYRePF0Z0DXkTZ3V1pd/E8ePECkQTzyiE4ACPZxqjFc/s1sRpNhvCbDl+juY1IKOGd5YuuIpWo9SEAzhrjjdxWCBQrVaFGzhu+aYwMao5BR+bX1q6hWvX2Nj8QDPeZ04RcvG4fxeO2DmqqhqKxbEdTRzewBGZoqKURtKEizvSwmMCERbjkRCCswdKAIBzy9VAf1fcwMxmJrC8zIxK/AbqURet1lqs8DJKGKzhEl5++So6nTbabXG2XHTFY54wj9b6AWxsXlVVXLnCxuYZW476EvLWFfRHTcKArgxYq6O2hrxwVa0OGFd+GjhRjbUsFEYzUAfuDtb9jMoDbpZH2MVj9jhqexC4u4nDzYHEJSvYY9hrOKrFY+DOJk7jvtOWA5jcgUqAtjX4DI0KuNkMG5u/BMsyUa9XfRetwi54jHI8ahgGstksXnrpCtbWVl3nqPd4xt0ID3sfjiqZAQAymYyribPuyB2I6f43TaZ3CqTmMm6khccEIizGIwCcXWCFxxeWR0fnkUPXB0YlV6++KCXZCvtwmjCArArYdLT0PDh0Xe8bBl279pKwEysQZaDHHkex6AEAxWIJnU4bFy6cu0uz0wsGbsjhGjwBo50wuxlXV65cdNhygrpk/XM07PEy9ljtAfXe6O1Dd7C+tHQTpikWqFNKo2M8FgbGFr0Ra8IBgybO5csXsLJyG7YtxpbrWhR1R3Y37HiGn6O3R7DoMWjiVHDx4gsol7d9TOCwx7ALx5qrCTeKa6iqKorFEm7evI4rVy4JT28A0RWP+Tl6uzF6rFWAuc1TSnHp0nlsbq4DgJBsTKULUDAN90KIjXBgkFOM4h4EdjZxtrc3AYjlBJzMUNQAI0TmeNyRFh4TiLAYjwDwyAGm8/jCyugVHoFBsL68fAuWZfoYi2CPYQd6hJCRHY3g4K50q6vLoNQWWkObUtcaynx1+4MHeisjJKrvBmcKlMvb2N7eFBaBHoixhx8gjHrxmDGumE6Zafoo/ke0B7MqwZTzO0exeAwMgnVmkECFAvV6j2n0EYRftBrT2WgpxWjpk7lRLJbQ7XaxscGcyv0kW4bC3s8wMernKGviTGB1dQX1urjcQVSNcGC0m3AAb+IYuH37Fno907dkRdg5xYEcO78bJvqMvVHD2Ng46vUaNjc3pOj+KxE1wjfbQMcavbN00MSpYmtrQ9gcKKrif9yRFh4TiLBcrQHgYWfUeqnSxnZzxATKHBSLJfR6XRCiCAXqHYui6TAEojigRlXPw42xsXG0Wi3hC6bWY6xRBcB4yMH6TJaNB/fs0RLVd4ONzY+jUinDMPxqdEp8YUOiP6o7osV/AMhms1BVDe12y4eDYHSB3qifozxYr9fr4qPyTghR0hn7KUykTbidCZdf1vFkJgLmuEs6xhrBJhwwaOLUahXxuzCiRjiQnqMAM5sxTROUijVwomyEGyrBtONsPcrn6MTEJCqVbRiG2AJEaUpSMgbO1qPahONNnHJ5G5mM2CKk+o67Iy08JhCVdnij1qWshmNTbDZiVFmPnHE1MTEp9PP8cMqqQE6LINAbYT0PDkIIJienMD4+IfTzfA3HjPC7kwohfRe6UQ30ADY2Pzs7j2w2J/TzUTkiAztZHqM4nsRRKpUwOzsvXLAoRxjoLRTY4yjvQUVRMDU1jbGxcaGfj3IPAqOtT8ahKAqmp2dQKo0J/XyUydZUhjEtTcpG5kcV2WwWc3MHhDU6o5I7ANJzFBg0AKampoV+vtYDLIc5PhYla7UR/u+OC1RVxczMHAqFotDPD6R/oilapXcha+LMzs73p+K8InW03h1p4TFhsGyKGi88hjBqDQBnF1iAem4EdR45CCE+kuWoky32OMoXDOBvDaOm1KeBHoMfhk2fIRBBoDeXAxRHVL88msTxPkTXsGVStC3276iLx6MMf3che4yCaQWk5yiHn3M0Sub4DmfrNJ4R/tk4MMdXmqMpHcMh4xwdNwA15EY4kBaPOe7XPQikeSGHjLswZTzuRFp4TBhqbRP8mBjPhiOww52tR5Xx6BdROUBy8EBvVEX1ZSBKphWQjurKQJSBnqYQzDnjSbdHeMTMD/g5mtOY5mLYSBkC/hF5spUmzL4RpT4gkBaP/YJSGmlMOptjhhpdG9gaMWdrWUiZ4/c/otL950jPUf+IsgkXZ6SFx4Sh7BjLFAwVmhrO8j7iOFufX6mN9JigKPqHU0SB+rgB5FTAxmg6W8tA5Alz2p30jfgUjyP59fc9yl1nD0Z0jnKmVb0H1LrpPhRB5HvQJarfHUFRfRmIPGFOm3C+0DJZ0Q+IpniskoGz9SjrPPpBXMgMoy4d4weRF4/Tc9Q3BjFpynh0Iy08JgxhGstwnJwpIKMpqLZN3NhOK1dewQ+nqJItQsiA6ZEGekKIy4jg6oiPJ4miZ9O+A2NaPL4/EXWylUlF9X2j38CJqHhc0oECd7ZOQxkhpE24+xvcWKagMaOQKJA24fwh6j14IM/0JZsmUB1RZ2u/iDqe4efoVgdop004z3Azx6MqHscVaeExYegby4Q0Zg0Amqrg1BwT0E3Hrb0jDnTsdDTCH7a70Y6XTTvO1qMuqi8KXjjWFZZwRYF0D/pD1AwBINV59Iso3XSBO5yt0yacEOLCWl1rMc3zFN4QddEKSO9CvyhHbEyiKwSzKWtVGHFohBd1gtKIO1v7QcMEepw5nhYedyAtPCYMUTAegYHO4ygbzIgiDs5XacLsD1F3JxV3wpwG655RdhX//YhJ+4FbVD8dT/KOqFnHALCY7kFh2JSiEgOGQDpiJo6uRdFgve/I4pmpDJBRmatvKh3jHXEwREhjGX/gjfA0p7g/UYlBIxxw6zym+9Ar+Dla0lkhPsUAaeExYYiC8QgMdB5TxqN3RF20AtJAzw/cCXMa6N2fGDBWo9uDczlAJUDHSkX1RRAL5nghDdRFUe8xxjZBdMxxID1H/YDvwYzKdKOjAEmbcL4Qp0b4qDtbiyLNKe5vcOb/hBFdIxxIzdb8oByDCZy4Ii08Jgyc8TgRNuPRKTxeXqujY9qh/u77GW2TomWxf0eabBVSZ2tRVLvMmEchwFgcEua06OEZcShaqYpLVD8N9DwjajddIBXV9wO+B8cMtheiQpowi8O9ByNNmJ19eDtdQ8+IQ9GKO1v3bGb0lGJ4xIY5zvdgGo96xkA2JlqmXNqEE0ccztG4Ii08JgwVx9V6PBtu4XFxLIvJnA7Tpri8Vg/1d9/P4A6QORXIatEdUGNuUf30kvEEfsGMG2zkOSqk3UlxxIHlAQCLaaAnBLeQd5SB3nyOMfYaqai+Z8SFIeB2tu6kovqeELWjNcegCRfpy7gv0R+1jrCBoxCCA2kDQAj9RjhYTBoV3AZBaRPOG8oxaIQD7ng0XT+v6MsdRLgH44q08JgwVFrOqHUu3FFrQkif9XguHbceGnEQ8gbY+qWBnhjisoZ9Z+tUVN8z4qBrBaSjuqJoWUDXIdpHuQ8NlWCGO1una+gJ/cJxhHIHAFAyUlF9UcTFxTNtwomjHAN9QCBlW4nCzRyPshE+l2MFhrY1aEikGA6xySmcc3S7A7TM9Cz1grjkFHFEWnhMGKJiPAIDg5kXlquh/+77FXE6nNJRXTH0WR4RJ8yTGcBQmKj+ejqe5AmxCfTS4r8Q+Dla0FjxL0q4mR4phkccDBE40lFdMcTnHE2lY0TgZo5HHZPyczQd1fWGuOzBHc7W6TnqCQPWcbR7MK+RPms2jWe8IS6s1TgiLTwmDFExHoHUYEYEcdCW40gTZjFsx2RE0O1snQbr3hAHR2QgFdUXRVzGdIG0eCyKckwKHoBrDdNz1BPico5OGEBWZSOnqbP18GiYTFcRiD4mTc9RMcRF7gBIJQ9EERfpH8DNPE73oRfERaczjkgLjwlDn/EYsrkMAJw9MAYAuFVuo9xMBa6GweCCif5wWkwDPSHEQVuOIy0ee0fXoqizfk3keiwzjqh+1wa2Utbq0IjVHkwDdSHEhakDpOeoKOJg8ATc4WydFo+HBi8cF3XGWIsSfemYtAnnCXFphAOp5IEotmNVPGaP6Tk6PCilKeNxD6SFx4RBJQQqAeZL4X/aS1kNRycZtz5lPQ6HOAh5c7hF9bupqP7QSLuT9zc4Q8BQgAiI4jugEoL5tAHgGeWYFDyA1NlaFHFhywHpOSqKWLGtCukaekW/+B+Dc3Q6C+gKYFI2Mp9iOKTn6P2Nnk1Rd3g78Sgep004r6j32LkFxCMmjRvSwmPC8P++7Sz+80++AlP5aD7tZ/vj1qnO4zCIk65VySAops7WnhEvthV7TAO94eEuHJMIxdg5UlF974gTQ2A+z5ytWyZQSUX1h4JNqatoFe1rAQbn6HYHaKei+kOhY1E0OXM8FmuYnqNeERd9RyB1thZFrJjjLumYtAk3HPge1BWmWR010uKxd/B4tKQDWsTM8TgiLTwmDKfmi3jt0cnIfj8ftz63nDIeh0GcupNAOhrhFRal/eJCLLqTTpCw1gLMVFR/KMSpcAykxhYiiJNWbiqq7x21HjPFImBurFGjoBOMOWo1aeFqOPA9mFWBnBb9WZo24bwjLo7WHGnx2DviYkwCOM7WhDlb89eVYm/ErxHOHitdoJk24YZCnKbg4oi08JhCKrjBzPmVWtrh2gctk6JtsX/HoWgFpN0tr6h2GUNUIay7FTUmM46oPk1F9YfFgOUR7evg4IHeSqqpMzTiFugtpgmzJ/AG3LjB5AbigHRU1xviZPAEAIuF1NnaK+LahEv34HCwKEU1RsxxTSGYT5twnhCnwjHAmkh8XDg1CRoOcTtH44a08JhCKk7OFmCoBJW2iZvl1B1hL/DDKa8BGTUeB1TaYfYGt0anEoOEeYeofhroDYU46VoBg4LHSisV1R8GlNJYjQgCKdvKK+I0HsiRrqE39JOtmCTMYzqLrSiYQUmK/VGOaRMuNbYYDtUuc3JXSDyY40CaU3hFnCRHONImnDfEyeApjkgLjymkQlcVnJorAgDOLac6j3shnsmWc8Gkgd5QSNfw/kecDBEAYMYR1e/ZwEbau9kXTZO5gAPxEfLuB+rpHhwKcSscA2nC7BVxkjsAdjbhUtmK4TCIZ+KxD/k5utZibL4Ue2PbxRyPQyMccEnHpHfhUIhnTsEe08LjcIibhFrckBYeU0jH2QWm83g+dbbeE7zgERdKPTDQeNzsAO3U2XpfxJFSn7rQeUPcupMKSceTvICfo0UNMGLIHE8lR/ZHPJOttHjsBVwfMJ7F43QN9wN1GzzFpIEzlQGM1Nl6aMRNcgRIdeO9Im3C3f+I2xRV3JAWHlNIxyMHmM5jajCzN+KYbBV10tcqTMeT9kfcdK2AtDvpFXHsTg6KHhG/kPsAcSscAztF9cups/W+iOUedBLmcpfpMafYG3FjPALpOeoFDZOx7AFgPCZrmDpbe0Pc5A6Anc7WqXTM/ohl8ThtwnnCdt9wND77ME5IC48ppOOsYzBzeb2OrmlH/Griiziy5YDUVdcL4hzopaL6+6NrUTRM9u9YBXqpps7QiOM5qikEc1n273TEbH9sc7ZcjBgCeY1gnIvqp024fRHLhDllWw0Nfo6WdEBX4nOWpsXj4TFgHUf8QlyYzQEaYXIoW6mz9b6IYzzDyQzVHtDopWfpXrApRSWGTbg4IS08ppCOg+NZTOR09CyKy+v1qF9ObBE3IW+OfrCeJsz7gifMcbpgxg0gpzKR8dTZem/wIC+jMjfwuGAxZXkMjTgWPIBU8sAL4phsAW538nQf7oc4riEvWm22WZMpxb0RxwkcYOBOnu7B/RHHPagSgjkuHZPmFHtiRyM8Rk24rEYw5ZwLaTyzN+o9Jg1BEK9GapyQFh5TSAchBGedcesXIhi3/vqajf/nyya+tRFvtmVcA7046Hm8WKH44HkLa614ByrlGOqxEEIiLx5TSvE/b9j4s6tWrMdr3FosJCZi7MBgD65GOJ5U6VL8wUXrPjhH2WOc9iAQD8mDc1s2PnTBQrUb3z0YZ4ZA1OcoAHxz3cZHLlhoxphp0jYpWhb7d5ySrZIOFBxn65WImnCmTfHfrlr43zfjfY7GUe4AiMc5ervB4tGXq/Hdg0CMc4oYNOGeXrbxx5etWDcguCyLoQA5LdrXcifioJf7N0s2/vSKBSvGk1z8HB0zADVGzPE4IS08pggEfNz6XMgGMxttio9fsdG22CEVV1BKY9mdBKK/YNZaFL973sK3Nim+EONg3bIpqn1H5Ghfy52Ieg2/eJvis9dtfPE2xYuVGAcJMdVimcpGK6rfsyl+/7yFb6xT/NlLdqwNUuKoLQdEvwev1yg+eN7GcxsUf3s7vudotcvY2QpYsB4nRN2Eu1y28QeXbDy7QfH0Snz3ID9Hcypjx8QFbmfrqIrHn7xq4+9uU/z5NbvPzo4j+lq5Md2Dqy1WxA0btS7Fb7/A4tG/uB7fcxSIc/E42rvwm+s2Pv6ija+uUjy3Ef89OJmJVyMciL4J9+UVG//9JRtfWqE4txX/NYzbJGOckBYeUwSCRxY447Ea2u+0KcXHLtvoOrHBS1XElunRstB/nXEL9PiY53YnfFH9lknxuy9YaDnjBs9vUlgxLXqUu4xJoRGgqEf9anYiyoT5wraNT700CNC/tRnP9QPiW7SKUlSfUta8ueb0jLY7wI0YK2ZwXas46awCO0X1wy7cVroUv3feAj++vxXrZIs9jmfY5z5OiDJh3mxTfOiCDV5r+dZmfIsecWVaAdHq5f79sr2jYPzt++IujNcenMwwGRSbhi8dY9oUH7xg9d+bK2WKekyZxxalqPQbqdG+ljsRJWv1Vp3ijy/fb/FovPYg4Nb+D/93v1Sl+K8v3mdrGLN4NE64bwqP3/nOd/D+978fr371q/H444/jne98Jz7/+c9H/bJS3AMPz7PC481yG+VWL5Tf+fQyxeUKhaEAs1lWFIproMcPp4IGGGq8Dqi8PhDVXwnxkrEpxUcv2VhtsWJsQWNOi1fK8VzDcqwTZvYYdqC31qL4yEUbFMBBp0P67Q0a23HrWCfMERWPv3ib4mtrFASDz9FzMR23djPH45ZszeUAlQAdK1xR/Z7NxgIrXWDeEfZfbcVXXyvOe5AX/ytdhDrq3LZY4bhhskYgAXC9Nniv4oa4yh0A0Z2jV8oU/+0qOzf5XRjnBkA5hnrVAGN+RdWE++RVG1errPA5nWHM7OdjmlNUOiznUQmTGIgTonK2rjkNuK492IMXtinaMR23jqvuPxBdE267w6ZvLDpYw+c3aSTs52EQ13M0TrgvCo9f/epX8e53vxvPPvssfviHfxjvete7sLGxgX/xL/4FPvKRj0T98lLsgvGcjiOTTFH4fAjj1httik+/zIK8tx1T8PoD7KMd10AvzskWEM0l89nrNs5tUegK8AsPq3hsmr2GuHa33PqAcQNneYTpbN0yKX7vBQtNEzheAv7FoyqyKmOGXg9f6nUoxFGjk2Pg5hne5/+ii636EycU/PCRwTkax3Hrhgn0OHM8ZmepqhDMc1H9kM5RShkz4OUa04j6pbMqTk/G+xztyx3EkCGQ00j/jg6L6UEpxR9fsrHUYAWEX3lExYkx9rX4xjPsMY7xTBQGQYytasGmwKtmCX7hYeZcdqVCUYvpFM79UTwO773jbFUC4GdPKXjdvHMXxv4cjV8jnDtb92xm9BQGLJviwxctbHUYEeX/foWK2Sx7DS/EdFQ3zjkFL/7XewjtDOtarOhY67EG3L94VEVJZxODl2JKSInzORoXxL7waJomfu3Xfg2EEHzsYx/Dr//6r+NXf/VX8ZnPfAbHjh3Db/7mb2JpaSnql5liF4RlMGNTij9xRqxPjgPfvUjw+Azb9JcrFI0YjkbEueABhM+Ye3bdxhdust/17pMKjpYGaxhXxlxc9QEBYMwtqh9CwmxTij+8ZGOlxVy13/+wipxG8MgUL3rEkzEX5wZAX1MnpD243qL4sMNWfe0cwfctEpydJNAIsN6OZsRmP/Agr6gDegyFvMNmW/3dbYqvrrJk+edOK5jLETzOGzgxZa3GeQ8C4Rc9/vImxbc2KVQCvP+MiskMweMzvAEQzzUs9/UBY7gHnXN0sw10QmA6dZxkuW4Ch4vAe04qmMkSHC6y+/j5GBY9KKUufcBoX8tuGDThwvl9L1YGbNUfPabgFdNKPx69uE1DlyAaBnHWlotCOubPXrJxpcLYqr/4sIq8vjOniCPKfc34+J2jGZVgOsv+HcYaUkrxpy/auFFnucwvnmU5BSekxHeaMd7xTBwQ+8LjV7/6Vdy4cQNvectbcObMmf5/L5VK+KVf+iX0ej18+tOfjvAVprgXHukbzASr8/j3yxRXnBHr95xUoRCCuRzBYp7pwsQx0Iv74RRmoHfTpcHyDw4SvGaOHUunJgiyKlDtAS+HJxU6NOK8hmGPJ33uuo3ntyg0wtiq404C2metxpQx1w/04pgwu0T1g3bxa5tsJKlpAsdKwD8+qYAQgqxGcGYyvoWrcoz3IODSlwuBtXpxm4mvA8CPH1dwZpKdo6+YJlAA3GoAG60Y7sEY61oB4Tbhvr1p47OOgcU/elDBA+PsPeHF46sx1a3ejqnJGgAUddIfPQ26CUcpi2VuOWzVXzij9qV0Hp9m+zGO5hb1HjMyI0BfZidOCLMJt9lmuo42BV41Q/CmQ2z9FvJMusKk8WTMxVkfEAi3CfelZRv/Z3nAVuX3MG/gnNumoU0CeUGci8dAuGv410sUz6xRKAB+7gxr3gDAEzODwmMsCSkx34dxQMwM2+/G17/+dQDAG9/4xru+xv/bM8884/l5Y8ZETyQeWWDzQS+s1ADQoV26vKzNRoviz50R6x87rmA2P/jhJ2YV3L5u41sbFE8dGP45w4C7syXyWTRNE71eD7lcTu4Lc+AWZA9yr9S6jB3Qs4GHJwl+/ITS/326SvCKaYJn1ii+vWnjwQk1uBciAB7oTWXF1rDVakHXdWhaMMfwYoHgapUGvobfXLfxlw5b9aceUnB8bPDLHpkm0BVgw2HMHSoG9zq8omNRNB0To8ms9zuBUopms4F8vhCIA+FUFsgoQMcG1juDAohs2JTiDy/bWG6ypPMXHlZ36M4+MUPw/BZjYb3lWDCvQRR+z9FerwvLspHNZuW+MAfuhDnIPbjhaKvaAF4zR/APDg3ej5JBcHKC4FKZreEPHo5X8LPt0kQSeY+63S4opchkgsnWFgsEAMVKM9i48XaDscYB4HsWCd64MOAFTOcIjhSZydPzWxRvXIjXGvIGwJTAOQoAzWYDmUwWqhrMHb+QJ6hV2F14bCy49+4LN5lrrkoY6386545HCf7iOhsRbFsUuRi5f/NYpmSwuMsrLMtCp9NGLpcP5C5cdEnHmJQGxm7no531HmOr/vQpBYrzuwhhjLkvOIzkJ+cDeQnCKPs8RzudNghRYBjBVJ4XCgRYp1huBHsXvlih+ITDVn3LMQWPzgzO0WMl9v5sd4CLZYpHp+OzBwH/OUW73YaqqtD1YEQ+FwvAua3g45kXtux+Xv/2BxScnhys4UMTBHmNNUuuVoGHJoJ7HV5hU+qKSXffh4Qkt/407N8V+8LjtWvXAABHjx6962uzs7PI5/O4fv265+edni75fWkp9sFTEwUYqoJKy0RTUXF0urDn9xeLWVSrOvL54RIIm1J87Pk2ujZwekrBmx/M7tA2eeqQjc9db+FCmYIYRmwCvXw+g6rZAkAxX9KQz3u/JDY36zBNE4CBfF5+ReKETgE0mXOzbqCgy3/vTJviw8+3sdUB5vME//SVubt+z+sOmnhmrYNvbQLvecQIJKgVxWANdeTz3o5SSikqlS30em3Mzc1BUeSTz49O9PD3y12stZWh95RX3Kha+KPLTLTnzcc0fN/xnb8nD+DR2TaeXbVwrqLgobn40ClaxADQQk4Dpse8F56azSZs20Sn08TU1JT8FwhgsdTCyxUbW6aGBzx+xobFp6908Z1NCxoB/q9XZrF4R4H/NYcoPnalidsNoEp1HCjEZ1CibncB2JgtqEKf8bW1CgBAVbOBFK5OTNkAWlhpAdmcEYj2Vtuk+P1vttAwgePjCn7+sexdhmWvXezhUrmL72wBbzsVHzpFPp9BpWsBoFgYN5DPey881etsDQuFbCBJ8/EpC0Aby00Edo7WuxS/f6GFjsVimZ9+JAvtjuLKaxYJblzu4TtbBG96ID5rCADbHdbBOTCeQT7v7XwwTRPVaheW1cPc3Fwgd/zh8Q4uV0ysd1Xk88HcQc+tmfiLa+x9+OmHDTy6sDOuO5EHFotN3K5TXKpreP1ifNKvJjQAFqZzYrFCpVKBZfVg2z2USvJzq1yOIqc10TKBKjVw2ONnbBhQSvHRb3cYW9UA/u9X5TCR2/l7njpk4Qs323hhm0LNGMjEyBiyarYBWJgr6UI5Ra1WBgAUi7lAmuHHp0zgWgcrbRLYObrZsvGhCy1YFHjygIqfOJW56zx59YEO/vd1E89vK3jd4fico6phoGmy82NxIoO8QM5VrW6DEIJicSaQJs7RiR5ws4u1ANdwpWHjIxdboAC++5CGH37w7rzvlfMdPL1k4lyZ4PHF+KxhuW3Doi1mzDiRgXrHHV6vaxgby2FmZrTrT/G5+e6Ber0OAPe8zIrFImo17xqCm5s1xJClmzg8NFfAueUa/v78Cgpn5vb83nq9jU6nh2ZzOAvQLy7ZuLRtI6MA736AoN3q7vj6pEIxlwPWWsAzt9p49Vz0CXM+n0Gz2cFGk3VzCsREs+l9hLHZ7GBqagobG5uYmKDSAwUCJlJd7gIvbXT6I18y8fErFi5vU2RV4BceVkB6XTTvMEB/IM9G6DfbFJfWOjhSik+gt9li65aHiWbT8vSzlmXBtgkKhQJu317B5OSU9IRrWmev71bNGnpPeUGtS/GfnrPQtYAzkwT/8DDd9fc8MkHx7CrwzHIPbz4Yj0M3n89gpcJe64QBofenVmvAMHJot1vY3NxGLie/ATCfpXi5Alzb7uHsmLfP2DB4bt3GZxx2wLtPKlgwTDQ5DdSBAuDkOMHFMsVXbnbwQ0eiP0c51ursPSmpttAadjomJicnsbq6jsnJKenBepEw+YGuBdza6mAmJ3eP25Tig+dt3KpTjBnA+08TmJ0uzDu+70yJjZ1drdhY2m7HYgwon8+g1mij3GZnQo727vrsDYNOp4eJiSmsrKxhampaehNnQmWvr9qlWKu0UZTchLMoxX953sZak2I6A7zvFEG33UX3ju87O0bxZwDOb1nYqLSFEtMg0DIp2s7RlKNdNJveXhdjWmlQVRUrK2sYH5+Q/hpnDXbG3ayYaAYwrrvcoPi9b1ssWV4geM307ufRY1PA7TrwtaUuHp+Qf56LIJ/PYKXKAq9xffc7fD/U602MjU2gUtmGZSGQBsCBPJPceXmzg2lV/h30lzdsfH3FhuJoq7LzaOf3zGoUUxlgqwM8u9Tuj+7GAZtODCqSU1BK0e2aGB+fwPLyKqampqXHo1POObpct1FvtKU34boWxX/6toVqFzhUAN79ANBq3XmKAo+MU/xvsEZBrU7vKg5FgXw+g9vOjG5WBbBLLrQfbNuGadoolcZw+/ZKIGs4rbE1vFWz0Wi0pT9/y6T4j89ZaJnAiTHgJ4/R3ddwwsbTS8A3Vkz82FEaGzOl2zX2/owbQKd99+vudExUqy1sbMTUbdMnCBmO1BefUzNkUJr+L4z/cYOZ529X9/1eL2uz1qT4jGvEejpLdnm+gbD+cxs08vdi8PcNhLwnjLtf97DPNT+/iPn5AyiXy7AsW/rrdbvqyn7u/3Pbxt+7NFgO5HZ/H3SF4OFJvoby/0bR//UsiprLRdDzz/d60DQNJ048BMPIoFaryV8/p8ix2QY6ptw1NC3m2skdA993SoGC3dfwkSkClTBdmCA+S17/x+F2nxP6DPRMjI1N4NixB9FsttDt9uSvobMHbwfwvt2qD0Y7v/8gwWvnlXt+Lxdl/1aM9iClrjUU2IO2TQFQLC4exvT0LMrlMmxb7vusgGDeqUcHsYafv07x7U1HW/UM01bd7fvGDILjLmfkqNeNo9oFbAAKYQZBXp/HsmwQQnD48FFMTEwFsoYZhWCKO1s35L8Xn37JxsUya7D94lkVBW33NXTrVn9nM/o15P/bclxq8xpgKN7P0l7PhK4beOihM6CUMcllv8b+OdqU/741uhS/+4KFtsXMDd9+4t7n6GOOzuP5bYq25DtZ5H+Du5AKn6OUsqLHzMwcDh48jGq1AtO0glvDAM7R72zY+Itr7C585wMKHhjb/XMMDAxK4pBTuP/X13gUyClM04Kqajh69AQKhRIqlYr01zeVAXSFaWSuNeU+t20zg9GbdaCoOXIx9ziLTowx/dWmyWQPol43WXuw1zOhaTpOnDiJfL4QyBrO5xgppWGyu1vmc1s2xR9ctLHaYu/Bz59RoZHd1/D0BEFGZcSYa9Vo18/9v22niTqRufdaR/0ag/7fMIh94bFYZKJg92I11uv1QKj9KeRgp86jHDAXawtdG3honOypd8Q7ki9sUXRDcDQcBk0T6DoNSRERYdu2QQjbG6dPn8XY2Biq1Qpkm3cEJei9m2PgXniiX/SIj0FJpQtQAJqTMHuFabJka37+AB566DQsy0K73Zb6GksGQTEgZ+vdHAPvhbxGcGpisIZxwbZPF09KbRQKRRw//gAWFhZRrZZh23INWIIytqj3KH7vBXaGnp4g+LHje+/Bx6YJCIDrdWCrHac15IGemC6ZqmoYGxvH6dNnkcvlUKvJd7EKSpD9Wxs2Pn+Dfd7e9eBObdXdwM0t4rgHJwwIsRZMkyVbExOTOH36LAzDQL0un03gbsLJxFdXbfzNEnvOnzml4GBhnzV0FT3iAnfCLALTNFEoFHDgwCKOH38AzWYTvZ5Hus8+4OfododJE8iCRZm26nqbFVZ+7rS6J4PqUAGYzgI9mxUf4wL/hggEuVwODz10BtPTM6hUyvLj0YDO0ZUmxUcv2aAA3niA4LsW9r4L+Tl6bpPCjIlBiWlTVHkjXCCeMU3WCJ+ensHp0w9DUQiaTbnOkkE6W//VLYpvrFMohBWsprP3/hwrhPS1HeN4F4ruQb6Gs7NzeOghZsTbarVkvTwAgBGgs/Vnr9s4t0WhKzsNKneDrhA8MuWs4WZ8TA/jbvAUF8S+8Hjs2DEA2FXHcX19Hc1mc1f9xxTxAHe2vrRWR9eUc0D83W2KF6uAoTAzi70SliNFVljo2sCFmAR6/HAq6hASyWYXjI5sNod8voBTp85CVVXpgUIQgV7T3N0xcC+cnSLQCHP3DcNNbRgM2HIQGjfgyZaiKFhcPIzDh4+i0eC6nfIQRPH42fXdHQP3Qp8xF6sggSfM4slWNssMEU6dehjj45PSEy4uqr/WgtQk548v29jsADNZ4H2nFaj7fIbHDIITnDG3GY9z1M0cFyke80A9m81ibGzcYVzZ0oN1N9tKFrbaA7bq9y0SPHVg/1CO78EXKxS1mDgjl326eA7WMIfJySmcPHkalmWi05HbxFkM4BxdaVJ8/Apbwx8+TPDEEGObvJF6YZtKLaD5gdvgSQSWZaFQKIEQguPHH3SaOBWpTZyCTjDmNAhlxhBfuEFxwWGr/sLDKkr73CWEDKZw4lX0EC8eW5YFQljh0TAyOH36kUCaOIsBFK0sm5nJtC3ggTHgHQ/svwePjwFjOtCyGGMuDpDRCDcMA4aRwezsPI4fP4l2u41e7+5xUT8IIqe4WqH4jMNWfccJBScn9j+H4uiM7M4pRGCaJvL5AlRVw/z8Ao4ePYFWqyG9icNj0mWJ6eYLWza+4BhUvvukgqNDSGq5z9G4EFL4OSpKZhgVxL7w+OSTTwIAnn766bu+xv8b/54U8cPB8Sym8jp6FsXTL236fr611uCS+fHjCmb26GwBdwR6MUmY+4eTD4YALzwCwMzMLB544CS63Q66XXmBwiBIkPe+fX2Vot4D5nLAex5Shira5TSC05ODQCEO8HvB8GQLYJ/RBx88hbm5eemFqyDW8K9usf33psNkX7Yqx6NTjDF3s870OuMAP4xHd7IFANlsDqdPn4Wu62g06tJe44TBWKU2ZcVHGVhpUpzbolDA2KrDGkfxwsi3NuJRPK732NgWwDR1vMKdbAHAgQOLOHr0BJrNBkxTXrDO2VYrEtlyf79io2sDx0vAj58Ybg9OZ5kzMgXwna247UFRlgdPtpg258GDh3H48DHU63KbOEEkzH9324ZJGeP4R44Ot4aLeSZtYVLghdg0Uv0VjwHaP0dZE+csxscn5N+FBbl3Yc+m+NvbA8bx4aK3c/TcFkUvJow5P/vQssx+8R9Av4lj2zbabXlNnAWXs7Ws9+3cFsVqi43nvv+Mepeh025QCMFjM3HLKdjjeEacOc6L/wBw9OhxLC4eQrValdoACCIe/ZslxlZ9co7gu/aYfnPjoXGCnAbUesBL8occhOA3pzBNE8XiIKd44IEHMT8vv4kTxBTOXzus/+9eIHjNkF4MD08R6Aqw0QaW5HJuhOGWUEtxb8S+8PjUU0/h8OHD+OxnP4sLFy70/3utVsPv/u7vQtd1/NiP/Vh0LzDFniCE4McfXQAA/OEzt3wFknzEujfEiLUbnCXwfExGI9zaciJgyVZ+hxHCkSPHcfDgYdRqFViWHNFyfsFUukCz5/99o5TiSyvsAvzeReUu59W9MNDqjEfRo+xzDd3JFgDouo7Tp8+iWCyhWq34f4EOZCfMN+oUN+qss/79B4e/PkoGwYPj8WJ6+An07ky2AGBqahonT55Gr9eTxrgihEgP9PgefGSa9LvXw4Az5l6qApUYMOa2nR5LSZg5vjPZYsH6SRw4sIBKRd7YPE+YV1qQwq6wbIqvrLDn+YFD+7NV3XgsZuPWMpKtUmms//95E2d2dk5q4Up2wtyxKL6+xp7rBw+RoYsFhBCX3mpc1pA9ihSt2PqQHedoLhdME0f2OfrtDYqGyZpDr54b/m8/WmKNknZMGHM2pS7Wqvef543wTCbb/28HDizi2LETaDQa0hoAYzrTEaUAViXFM0875+hTB8i+bFU3eDz6nQ0KKwZsq7JPMoNtW31ZM4A1AB566AwmJ6dQLm9LPEfZoyzJikqX9ptobzo0HJEBAFSF4FE+qhuznMLPmG4+PzA4VFUNp08/LL2JI/suXGtRXCqzCaofODR8TpFVB/r/cVnD7W7KeBwGsS88apqG3/iN3wClFD/1Uz+FX/u1X8MHPvABvO1tb8O1a9fwL//lv8ShQ4eifpkp9sA7n1hERlNwfqWGb94SL6o8t0Fx1Rmxfs8+I9ZunIjZaITsZAsAFEXByZNnMDUlT18nq5H+a7wtIdB7ucaeR1dYd9ILXjFNoIB1ttZb9/ca7pZsAUChUJSur9NneUgK9L60zC74x2aIZ3fXuI1b+wn0dku2AODQoSM4fPgo6vW6xAaAvECvZ1N8bZU9zxsOePu7JzMERzljLgZMj7LPc/TOZAtgwfqpU2cdh1Y55+hMlp15PZt15/3iO1sUtR4ruL5iytsa8hGzS2WKZgxGdbd9MwToXW7yQTRxDuSZqH69Bylj6t9cZ07QM1ngoSFGA914PGaMOX9yB6yB427CAayJ8+CDp5wmjneX5d2wKLkJU738GQAAx2pJREFUx4tWrz9APBX/lZiNW1e7FBZln29R5vidjXBCCE6c4E2cbSlNHNlNuM027csvvX4IqQo3To4TFDSgbrJR36ix7VPuYLd4NJvN4vTps8hms9J0c93SMTIKtl9ZobApy/G8NFEBdzwaj1FdP8xx/vqz2Z13YS6Xx+nTD0tt4rjJDDLety87jfAzk2RPbc7d8FjsphnZY6rxuDdiX3gEgNe97nX40z/9U7zyla/E5z//eXz84x/H9PQ0/uN//I943/veF/XLS7EPpvIG3nJ2HgDwR8/cFHoOy6b47HV2QP3gIcXTAeUWE47DqK7/zhbd0dniyGQy0k0SZBY9nnaKVq+aJchr3v72ok762i1xuGT6gZ5AwnyvZAuAdH0dHqhvdoC2T3OltkXxzDp7jjd6LFoBA5bAyzFgzLVMipZTFxQTY7872QJYcnTy5CnMzMxKYwosSNTUec5h6Uxm0O8We8HjM/FhzPkP8u5OtgDGGhgwrvy/6QohOOD8Ghnn6JeWByydvYwsdsN8ngn8W5QVrqKG/wYOdl3DYrGEU6ceBiFymjiyRfWfdpKtNxwYvoHKcTRmutV+9AH5XZjNZu/62uHDR50mTk1KE0dmE261SXGlwlg6XotWwKDo8Z3N6Blz3CxszIDn8wTYvREOMNLIqVMPS23iyNTL/fIKG9F9aJxgLuft71YVglfEqHjsp2jFzSp3O0cnJiYd3Vw55oeTGUYcMSkbmfcDm9J+0eoNAnvw9ASBobA44oY8YrUw3K7kXmFZJlRV3TWnmJqakdrEmXeacE2TTcP5gWlTfFWwEQ4wQopKWBF0VbLZjVfYlKLiU6dzVHBfFB4B4NFHH8WHPvQhPPvss/j2t7+NT37yk/iRH/mRqF9WiiHxnlcfgkKAL7+8jSvr3k/5r65SrLWYcPL3H/R+QMVJTNiPiPBeyRYAjI9PSNXXkTUa0exRfHODF63Ejp0BSyB6xpwfttVeyRYgV1+nqBOUHLFxv+NJz65TdCymz3ly3PsenMgQHC8xxty3Iw7Wt51kK6exkQ2vuFeyBQC6buD06UdQKBRRrZb9vEwAckcEOWNVpOABDBLmyxWKhgT5BT/wY0yyV7IFANPTM3jwwYfQ63XR7foP1g9IKh5vtJmZBSCWbAHAEzFKmP2yjlV19wYOAMzOzuHEiQclNnF40cPf89yqU1yrAQoBXjfv/e+Ok0EJpdRXA8A0e8hkstC0ux0xZDdxuKNuucsaT37A5SrOThGhv/uBcYKiBjRM4ErEUzj8LvQzHnivPcjMDxnjSkYDYOAu7+95LErxFafgMaxk0514wsWYizqnkDG9ca94dHHxEI4cOS7F/FCRyFq9VKbY7LAY7pUz3v9uQx04I0ct4eRuhIvsw15vp+7/nTh06AgOHTqCer3qu4mjKwSzkhqp39lk0xvjhvfpDQDIawSnJvgaRrsHq13ABiuqiTDHRwn3TeExxf2NQxM5fP/JWQDAn3zjlqef7VoUn7/BLoY3H1aQ9ciWA1yjET3m6hklyn0dCPFk614XDCBXX2cgyO7rafD1dYqezcTxj5XEnuOxGWZQcq026PBGBT86nXslW4B8fZ1+wuyzeOwuWok4eQMuxlzErNWtNvtbRDWRgHsnWwBQKpVw6tQZEKKg2fS3efj6+RXVX2lSvFhl3eqnBAoeADCXI1jMM7Ob5yNmzPkreOydbAHAoUNHcejQYdRq/oP1RUnM8f5Y0gTZ11jtXuB78Pw2RccnC9oPLJv2GROirGNd1++5DwkhOHr0BBYWDkoR2JfVhONFq8emCcYER8wfc9bwO1sUVoTj1i2LMS8B8SZcsVi8532ys4njb2w+r5E+K9NPPOOWqxBh/gOASggedTXDo8RWizNWRTU6793AAZj54YkT3PzQXxNnQZK7/LktdvYU9cG4plecmiDIqoz1dV3OJLIw/DDH95rAAbhu7klp5oc8p7jts3j8tMP8f80c8aQX74ZbLzfKcWte/M+qEMpvWU6Rga7vnlMwKa7TmJ6eRaUiL6fwmxd+iWusznuf3uB4vD/NGG3xmMejY4aYwdMoIS08pggNP/0k0+L8wsV1rFSHp+3/n2Umfj2ZEe9OxmU0YgdDQHA0aa9kCxjo68zPH/CtryMjYaaUDopWC+JFq3GD4LhDMouSMdezWZcOCCbZAuTq68gI1m/WKa7XAZUAr/Woz+kGDxKulCnqETLmuLO2SOGYBW10z2QLAObmDuD48QfQbjfR64m7JI8bQE5l3VQ/ztZ9U5kp4sMUKT7j1ts+BPX3S7aAgW4uC9b9JVwyWB5uU5k3CN6DAHCwwLQFezbwQoTF43KHgoKdKaXd86U9sV8DB+AuyQ9jYmLKd8IlwxW56zKVERkt43hgjL1nLZOxj6MCj2UKGoSSf0ptFArFPb+HN3EAoNWS08TxUzz+9gZF3TGVeViApcPxuEv+J0rG3JYvkzULqqruexceOXIMBw8e8d3E4eu32WZ7SRRcruJ182QoJ+vdoCvxYcz5bYRnszmoqnbP79E0pptbKpV8T3HIkG9ym8qIMv8B4OwkgUaA9bYcHXtRbPlkHbMJnNKeOYVhGDhz5hHk8wXfTRwZ8cx6i+KiYyrzlI81fHSaEVJu1AdxfRTw690wSkgLjylCw8MHSnj1kQlYNsWfPrs01M+0TIr/dZNd6v/wqCLkXsoRh0Cv3mMJHwCMCxWt9k+2AKavc/r0WRQKJV+Mq3nngqn1IFwocpvKvMZH0QoAHueurBF2t7iOh66whMsrhkm2AKavw7RZur6KxzK6k1yf8/Fpb+6Pd2ImR3CowIpoURqU+BkvY8nW3qxjgDUAjh17AAcOLKJeF9dcJYQMiseCCfMOlo6PohUwYAlc2KZoR2hQUu6z5YJJtgAWrJ8+fRaZTMaXdAXfg6tNcVH957coqo6pzKM+Ch47nJEj3INb/eK/GENgmGQLGDRxNE33pXHF13DFh6j+sxvMVGY6i/6ImAjcutVRjpj5kTvg2O8cBQZNHN/scQlNuC+5nJC9mMrcCTdj7mU5ktxC2Go57H/Bc5TJxuy9hoqi4KGHTmNycspXI7Wks5iLAlgRPI632hTnuanMvL8U2G1uERVjznQ3wgWbcKXS/mNIhUIRDz30MCiFL+kKGUWrr64yU5njJeCgR1MZN7IawZkYOCP3J3AEG8KUUhQK+69hqTSGkyeZFJefaTgZDRw+vXF6Unx6AwBKBsGD4+zfUTbDy74NnkYHaeExRah4r8N6/PPnl1Fp7c8C+qtbNhomcCDnj2kFsAMuq7IDIqrRCH7BlHQIFVGHTbYApq8zNjYO0xRnW2VVgmknqRDV1eFMq1fOeDeVuRM8YX6xIsddVAQDJ1YIszeHSbYA5u6p64avNfTbYW5bFN9Y98+04uCMuShHzAYd5uCSLYAxrqamZuA3J/G7ht/yaSrjxmKe6XyaFHghInMLm1LfbrrDJFsAMDY2jlwu7ytQn8oORPU3BBPmpyWMJXHwBk6Uzsj9wqOg3AGlNvL5/Rs4AGviZDJZX+fofI7JFDRMoCr4NH41Vt14wmVQElUj1Y/cgWVZIEQZ6hwlhGBqahqKokTahFttUlzmpjI+i1aaQvq6ZlE2Ut0NAK8wTROGkYFh7L+JDSODyckZWJb4ObrD2Vqw6OE2lZnP+9uDZ6cIdIUxMG9JMH8TAS94aISNjnsHRT5fGOo7p6amYBgZKUWrtRYrmnqFTWk/p3jDgv8ShnvcOir42YO84L3X9IYbbA0Nf2vokuASKbibtktj1QfznyMOhBQ/Bk+jhrTwmCJUvPboJE7OFtDq2fizb9/e83urXYq/WWKb+UeP+Q/U4zAa4ZdSPyxbjqNQKPjXtvIxYtY0KZ7lTsgSgoTpLMGRIut4R8WY2/ah0ekl2QLgsFs1X0HCohOob3fERPW/uc5YOrNZFqz7BWceX9ymvkX+RdHXtQo42QLg6Aj6Y0T4TZh5oP76ef/nqNvcIiq2Vb3HingEooWr4ZMtgLkk+9mDCiF9cwuRc3SjTXFx2/9oGcfREnvfOhb6zxs2/BT/vSZbhBAUCkVfa2ioBDPc2Vqg6LHUoHjZh6nMnXhonCCnsWmEqxEx5oJytN4N2WzOuQuja8J9eXVgKjPlg6XDEQeNOX9NuP1lY9xg+9Xf++YnHrUoxZclMf8BIKOSfiMvKsac26zSayN8GI1ON7gusp9zdDLDtAxtKiYdc6lMsdlm8jOvEjCVuROPThEohE1lrbUi3oMC00S2bUNRhs8pDCPjm8wwl2PFo7Y1KHx7ATeVGdPFTGXuxGPO5+DlKhvDjwJ+DJ5GDWnhMUWoIITgZ548DAD4xDdvo927t97LX9600bWBo0VxAeg78Zhr3DqKQE9GsjXsBTP4Xr9CwuxRJNB7Zm1gKnNc0FTmTjw2Ha1BiV+mlZdkS1VV5PMFX4FeXid9l7UVgcLV0yv+9TndWCgQzHPGXEQac1sdcXMZr8kWH+n1w/TwswdXmxRXKo6pjITuMjBgrb6wRX1pbYmC78ExA57ZfyLnaD5fAKV+zUnEi8dfcVg6pycIZnL+11AhpB+sR3WODsbLvP8sS7b215Zzo1gswrb9mQT5MVvjbMdHpwjGfchVcKgK6Y/cfzuiooef8TLLYnrVmcxwd6GMJhwv/le6QNOjdEzPpvgq11iVdI4+PElgKMBWB7gZAWOOMcfFm+G2bQ014snB1jq6JtwL3FRGQ1+qwC+ilq0YrJ9YI1zkHPWzB4nPJhyXOvBjKuNGXic4NR4t69EPIcXLBA7A3n+/OYVfZ+sdchU+pzcA9tk/VmKZblT6/6nG4/BIC48pQscPnJrFwlgG260ePnd+ddfv2WzTvmvZW4/JKXgAg9GIjYhGI7Z9UOpt23uQwL6XSBpP8nagU0r72oB+nJDvBB8xu1SmaEbAmPNDqfeabAHwzdQBxNfwZp3ieo0ZQLzOp9SBGzxYj4oxxxmPIsG612Qrm/WfMPOCh4iz9dMuUxlZ3dgjRRZgdW3gQjnCPShQOBZJtrLZLCgV1/YDxHWRLJviy5ILHsCAefz8ZjTOyFs+DJ54sjUs4xEY3IV+INoAcJvKyGBacbiLHlE0Urd9NOF6vR5yuQJUVR3q+1VV9S15kNNI/7V6NZP4ziYzlRk3WBwpA0bEjLlqF7Ac5viYEHOcIJcbPpbJZrORNuF4weO188SXXrwbj0wRqIQ1dVd8um2LwM149ArL8tYIB4B8vijRFdnb81S6tC/RI2PMmqPfhItsEo79XtEJHF03kMkM/8PFYsl/E64fz3j7uQ3HVAYAXi9heoOjb3oY1SRcX4IrZTzuh7TwmCJ0aArBT72KaT3+yTdu7Zr0fO66DYsyhsfpSXkf06hHIzY5y0PgcBrGifVO8KKHDCdBrxfMNYmmMm7M55nOj0VZ0hw2/OhaeU22ACCfzyMq1iof0X3Mp6nMneBBwvnt8BlzLZONjgOieizeki1dN3xr6ozpQJ6L6ntImN2mMjKLVu5x6yhYAts+mVZek61sNudfX07Q2GKHqYwklg4APDhOUNSZZuGVCJyR/Rg89Xo82fJW9AAkFY89ruE3NyhaEkxl7sQZhzG33QGu16U97dDww5azLGtonVUOv5IHgPga8kb46+f9mcrciSciHLfmzPFxA57/Jtu2QQiQyXgr/vtuwrmcrTseYoetNu1PWMiQq+DIa6S/p6O4C/3sQfFzVFLh0WNO8TVJpjJ34jHHGfl6fdAQCxPbPjXHC4UiFGX4z7QcyQP26DmncOQqzkz4M5W5EzwevVKmwkaoorAoRbUfk4b6q+9LpIXHFJHgra84gPGshlvlNr54ZWPH1243BuyAtx6T/xGNUkx4wLTy/rO9ngnD8Bok+A/0DuTZFVU3vWljPu02ldHldoHcDuVhI+xkiwX2xFdSslgYfOarQ2qgdCyKZwJg6QDA4QIw7TDmzoesMccLx3mNNSK8QCTZYvpy/hJmQkhfq/PpZXvoz8K3HVOZCYksHQ5ePH5+iwqJxPtBFMkWa+D40Vpl7/9KE7hcHv4c/ZLLVEaTxNIBdjojR8ES8KNrxZMtLyx6GXchP0dv1IDrteHfs6clmsq44datDruRSil1sa1E/iaKXC7v6SdkNOEWnYT5a6v20E2vtZbLVEZi0Qpg57JGgNWWmBSKH/gZD2SNcN1TI9wwDEdfTnwPlgyCkmOiws/GYfDlVXmmMndiwDwOn8zQb8IJnKOWJXKOZkGI4ovMwPfgpQrF6pCFK9mmMm6MGQQnxti/w84pWiZFy9kOYqxV7zmFjCYcj2fObdGhi7WWTfGVlWByitkcwcECYCN8Qkq1y36vQkSZ46OFtPCYIhLkdBXvfGIRAPBHz9zccQD+xXUWIDw+TXC0JJ+23B+NaIU/GjEY0xVNtoZztObQNM23m6ehEnzvIvudH71oD8WOaUk2lbkTbsZcO2TGnD9KvfdkK5vN+mZbPT5NMJ1lWlK/84I11Hv2rMtU5qQEUxk3iFtjLuQGQNjJFiDH5OkHDikgYO7GX7g53HvGnZBfL7ngAQAnxhgLr2UCl0NmzPkpeIgkW0xfTvfpbE3wyhkCG8Dvn7exNMTI9Wab4sK2/LEkjn4DZyNcZ2TTpqj40pazhZItGUZdD08SmBT47ResocwIZJvK3ImoDEqaJmscAd4lD9jrJJ7kDgA5Tbg3HFCQU4GXa8BHL9lDfe6/7BQ8Hp6UYyrjRk4jOM2ncEJOmP1Mbwy05YZv4BBCpLBWf/AQOws/9ZKNZ9f3v1ctOih4yGT+czw6xRhzN+vMCCxM+IlnLMtCsej1HM35bsI9NM5MIlsm8F/OWUMZglwuU2xINJW5E084OUXYxqN8D+Y0ICukWUkEcgr/TbhHptjkWa3H1rAxBMvwO1vMVKYkyVTmTjwR0bj1tos5LjvOTiLSwmOKyPCOxxeR0RRcWK3jGzfLAIAbDQXf2WSd5R8NgO0IRDcaQSn1JSJs2zaKxeEdrQHOtvInJAwAP3FCwWPTLOH6vRcs3N4naf66YyqzINFUxo2DBWAmC/Rs4HyIBiU9m+k8Ad7XUDTZkuHmmdcJ/tkjKooacKMOfOi8vS9LrW8qE0DRChgECc9vUc+6hX7gx31OJNkC4Dkw3A2vmFbw9hPsPfuL6za+srJ3gMxMZThLR/76KYT0zbrup+KxSLLFTJ786csBwM+cUvDAGNCyWLC+H1Pgyy5TmVkJpjJ34tQEQU4Fqj3gpRCdkStdxlvTCFDUxZ7D657SNB2GkfHNPP650wqOFJmz+m+ds/ZlkHOWjixTmTvBGXPrbe+6hX7AjWWKGjybPFiWCVVVPZ+jMppwczmCX3xYhUYYu+kTL+7NIDdtiq9wuQrJLB0O3gAIvejR9deEy+XyUFXN08+xJpw/fbnvP0jwPQsEFMAfXbL3ZZCf36Iod4GCNtDzk4mSQfrN2bDvwrIv1jHx3ESVYfKkKgS/clbFTBbY7AC/c85Cax+9dt5EfVKSqcyd4A2cl0J2RvZn7sQ+994bOExr1c8aGirBP31ExYTBSDy/e97al0H+JUeuQpapzJ3g5+jFbbrv50km/KzhKCItPKaIDJN5A2995AAA4I+euQVKKb6wwnbu6+YJDkgeh3CD6+p8Zyu8QK/eA0ybjS2LmCKIsOUAZk7il22lEIKfPaXghCtp5sn/Xa8yIFMZNwgh/UAhzNEI3tnSFTaq6wWiyVYmk/HNtgJYwvXLj6gwFGYI8rEr9064dpjKBMDSAYBjJdYhbFusmx0W/JgDiSZbfM397sPvPajgTYfYevzpFRvn9ji/eMHjrERTmTvh3oNhMubKvljH3pMtgJ2jfsbLADYa+0sPq1jIs+LbXkwBy13wCKBwDDC95Uf6shXh3YVuQwSv9wOXO/CabDG2VRGWJd7AAYCsRvDLPGluM+Zj+x5JjttUJqiiVVYlODMZftHD7znqVa8akMNaBYCTEwQ/e3rAIP/LPRjk396kqPfYXfVIACwdAHjFNIECYKnBzBfCgj/muPcGDuB93+4GQgje/oCCJ2acZvg+DHJetHqdRFOZO/HYTPjnaM9mDDLAe9FDtGjFmnD+yQwlgzXDSzpzdP/ghXs3w6suU5kgJqgA1og+WmQNse9EkFOI6v7ruu45p2AGl/4kDwD2nv3TR1TkNFaw/YNLNqx7xIEbbdo3InzDfDBreCAPzOcAk6Kv5xoG/KzhKCItPKaIFD/16oNQCPDVa9v4XzdMvNzQoBHgR44E+9F8yOlO3qp7d4kVBT+cxgx47vawZMs7Ww5ggYWM4p+hsqT5QJ6xHX7rHkmz21TmtRJNZe7EWSfZulqNprPl9T0VTbYURZHCtgKAYyWCnz+jQAFjpX7m2u5B8pcDMpVxQyGDhPmlENfQz3iZaLLFWQJ+xpM43npMwWvn2Mjuhy/YuLaL1lzPpviqU7R6Y0BFK4Cdo7rCmirrrcB+zQ7YlPbZVmElWwCQzxekjLLm9eGYAue2KCpd+aYyd+KRCM7RKOQOAN6E8/93jhlsDYs6G6+8V9L83AbT75rOMNZqUOD6rffLOWqaJjKZDHTdWwdWhuQBxxMzCt7+AIszP3vd7t95d4LrCMo2lXGjqBMcczTm7pd9SClFPl/w/HPcXV5GM/y9pxQ8OMaal//lnIXNXRjk251gTGXuBD9Hr9fCyynKrkZ4QaARzqY3xM5RGXtwNseaOIYCXCpT/PHl3aUPvhqQqcydiOYc9XMX9oRyCq47LiMeXSywvFAjrGD73+7BIOfn65kJgpkApjcA9ndFuYZiZpWjh7TwmCJSHBzP4QcemgUA/NmLrHX33YvydXTuxHSWXdQW9e6sJgr/DAGxZIuJQftnWwFAwRnZnTCYEPrv7ZI0fylAUxk3jhSZrs52B6iFNBoRRbIFMDdPv2wrjrNTCt79EDv6//ctii8u7fxcdNwsnQCLVgBwtDgI1sPCYA29/6yfZEsGUwdgwdVPnVRwZpKga7MxpTsF2t2mMg8HxNIBWAPlkPN2XK+HswdrPXZuEzAWkhf4Sba4m6eM4uMwTAE3S0emqcydOOLoKC/VEZpJUBRyBwCEfuZemMuxcUFDAS6WKf5kl6SZy1UEobHqBtfCvlEPT+fRz3iZaZqe9aoBdxPOH2uV43sXFbzpMHsNH9+FQb7WorhUZnIVTwVYtAJcd2FI5yggvg/5Z0x0D7ImnP94RlcIfvGsikUXg/xOR1suV3EyAFMZN9w5xe2QcoqyK5YRbYSLrKEMkyeOoyWC9z+sQCHAN9Yp/vzlnXtwh6lM0HuwxOPR+6eBIzKBAwDFYtG35AHHg+ME/2QPBrnbVCYo5j9HJOdovxGeMh6HQVp4TBE5fubJw/1/GwrFmw4F/7EkhOBIyAeUn8NpkGyJMR5lsQQAV9KsAlerOwXa3aYyQQcJWY1g3nk7wlrDgbGM958VTbYAORqBbjw1r+BHj7L1+e93CLRzU5mZLPBQgCwdIJqEud9hFjJEEEu2BiZPcvagqjDm6pEic5u/U6B9YCoTHEuHo7+GIQXrZR/McT/JViaThaKo0oL1O5kCbq25oE1l3JjNMtkIM8SE2W8TLp8vCCVbmUxOWhMOYJ/9nz/DkuZn1ncyyG83KF6qsiD7qYAbOAfzTC+zaTKtxzDgZ0xXRK+aQ2YTDgDeenTAIP/QBRsvu5gyfZbOJMF0wM3wIyGfozalqAg24SzLgqIoPuJROU04gGm2/4rTDF9tAb/7wqAZblGKL3MX3YD3ICGkv4ZhFa64RqeI5Ihpmshmc9B17yK7Mkye3Hh4UsF7TrJ77q+XKP761uAc5aYyWRV45Ww4Rau1FkLTCHTLjniFZZkolcaEfi+LgeS9n4/PKHini0H+JReD/PktiqpjKvNogI1wYHCO3gqxkeqHtTqKSAuPKSLHqfkiXndsEgDwXbPdwEY778QRZ2IyrEDP73gZS7ZUzz8rQ0j4TiwWWKf5ToH2Z9YoujbT2jghdh96QtgdyrIPMXY/yZZMthXHDx0m+O5dBNq/FLCpjBsHCyxhbpjARggJM6V0wBLwmEj6Sba4vpzMPZhVdwq0/7Yj0O42lXkqIC0dN/p7MLTiv79zVDTZkp0wAzuZAl9aofifN9jfxlk6pyYI5gIaS+KIognnl+UhIncAyNMIdOPs1CBp/qtbFH+ztPMcfcV0MKYybqgKwSHnagkvnmGPosmWqNafyNTHXuAM8ocnCXo28DsvMAa521Qm6KIVMCh63GowhlDQqHYBG0zHecxjE05UWw5gTThm8iSHtQqwc+SfPaIirzG38o9cZAzyoE1l7sRRZw+GRmbwsQfZOSoej/o1eboTr51X8GOOoeinXrbxjTX23LyJ+po5gkwApjJulAyCyQzjct4MjZDiR+6As0+9gxWP5TXhAOC7FxW82cUgf35z5xo+NR+MqYwbOxqpIZmt+ZngGEWkhccUscCv//Bp/MIjBr5vrhva7ww92XIKK6LdSdHOFmf4yAz0ADa6cqdAOx8te2NApjJ3os8SqAf+qwD4S5gB8WQrm81BVeWMJ3EQQvCOBxQ8Pj0QaP/aqo1rNUAJ0FTGDU0hOOiM6t4IYR+2LKDjxFleWat+ki0AyOeLoFSu8LxboP2WI9D+f5YHpjJBS1YAg4T5Zh33FBaXCf9FK7Fki8kkyGOOc7iZAp+7YePvl+3ATWXuxNH7qAkHiCdb2WwWqqpL0bZy47XzCt52bMAg/8qqja+FJFfBEfaIWT9h9hjPDMyBxM5RfofKbMKpCsHPOQzyhsMg//vl4E1l3JjNATkV6NnhJMxuxqrXBiO/CzMZ72sYRBMOABYKzK1cVxjD6hMv2v2Cx2sDNJVxI2z2vz+NThuFgmjhkTfh5OYUP3CI4HsX2Xv4R5dZ8ZGbygQ9QcUxOEeD/12UUuF4hp1/1EdOIb8JBwBvOargdfOM0PDhi2wNL4Y0vQHsbKSGsQ8tyrS4gVTjcVikhccUscBEXseT8xpCiA364EHCcgO7ivvLxraPzpaoozWH7PEkjidmFLzDRa9fajCh69cEaCrjxkAjMJxRXdERQb/JFjcnkR0kKIQVjx9wBNr/6PLAVGYsNOZxeKxVHuQVdWaW5AV+ki1Arr6cG3cKtP/t7fBYOuz3szGons10X4NGfw8KyB34SbaYvpx/N8/d8N2LCn7IYQr81xdtVLrsM/pYgKYyboQuO+JbW07sLtQ03WnCyV/DHzxE8D2OftWfXLbRMoGpDPoGWkEjzHPUnTB7vQu5XrWfhFlVFenxDGeQzzoM8j97id2FYbB0AHYXHw4xYe4XrQSaU6bZQ6FQFG4uFwrFQOK1B8cJfvbUgEF+bovfheGkuvwcXW4yreygISp3MDhHxfZgJpORKt/EQQjBT55gbuUWZdrHNgWOlYBDxbCacOGdoy0L6DjHmHe5AxOqKia/BfDCo/wmHCEE735wwCD/g0tseuP0BMFswNMbHHyaMYx4ptJhDFmVsFHyFPsjLTymGFlMGOygsAEshaBtxRmP4smW+IhRoVCQzrbi+B5X0gwAT8wQFAI0lXHjUJGx82q9QRAWFPx0J/0mWwO2ldwOM8AE2n/pYRULrlw+rKIVsLN4HDR4sjWV9X71+U22mMmTfzfP3eAWaAeCN5VxQ3GP6oZYPI7mHA2mgQMAP+owBTieCthUxo0wm3A9m+k9Ad6TLdM0oaqqr3HbINhWAEu43v4AS5o5wpCr4HAzj3dzhpWJeo81GgCRwqO4XjXARgSDKHoAjEH+Tx0GOcAU0MJg6XAcDTFh3nLOURFWvG1bwnIHgL8zeD88PqPgHz04WLOT4wjUVMaNiQzBuMFHdYP/fVuCjEfbtqEoqvA6DEye5O9B7lZ+cnznORoWjoQoWcFjmYJgI1zUcBQItgnHNciPunq8YTH/gXBzCn6OThgI7a6/35EWHlOMLAghoXW3WibFpnNAzXska7BkS/OVbGWzOVAqdzzJjR89quC7FwhyGvAPDoZ3rOgKwUHn/Qw6WK90mXg/AdMR8QK/yRYhBPl8UXp3kiOvs4RrPscC9aBNZdw46hqXDzph5uYZC4Vokq2gEmaACbT/zEMKsirwQ4eVwE1l3OgnzCEEercdB2+v56jfZAvg+nLB/I2cKfDEDEFJB75rIbxzdMIAxpwmXNAJ87LDii3qTHvNC/w2cAAueRDMGvKk+ewk0wp7fYjJ1nweyKhANwTm8bKzB6ez8DzC6kevGgiObcUx67iVjxus+B+0qYwbYbKt+BouFETOGeJrD7ImnFx9OTe+a4GZ5xkKuwvDhNswL0hYlGLV2efzHplkg3hUfAojqCkqwHErf1jB8RKwkAdeFbCpjBucOb7ZAWrdoONR8T3Y65kOIUFg9MNBoRBMEw4AMiqbxDlUYMXcR0Oa3gDCbaQu9+PRtOg4LLzbAqZIkSAcKQLntoIPEnjBYypLUNQJvOQ9fMTTT+GRObIyMWjRgH8vEELwjx5U8c4HaCjajm4cKRHcbFDcqFE8MRPc71lygoT5nFh3cmxs3Nd7XyyWsLa2Ivzz+2EyQ/Brr1JDX7/5PGAoLGFebQILheB+F1/Dw2MKvBeQ/CdbfFzeMMSDxb3w5JyCV8+S8PdgkQCggZ+jXYtizUm2DnksHstItvjPUhrMOceYAmpgz38vcEfWc1tsDR8YD+53LzmfkcMlpgPs7S7sIZfLC5kDcWSzWVBKA3uPdYXgl8+yRDLMNVQIweEC8GKVNeEWBZorw+KWE8943YMAGxEUlTsA2HtaKBSwubku/Bz74UiJ4P/3mvDvQs4cv91kZ53XOMML+D48MqYAGL6AxIuFfu5Ct3RMUHfhm4+wSZwo1vA7mzTw4vFqkxloZFTWAPAC3sARlY0B4Ev6aajn1wj+n8fC34N5jWAux5ytb9QpzgY4OcLj0SMlsQmcUmnO1/sT5CQcwBjkv/pE+GvIpxlrPXZXBWl0ess5Rw8GmLckDSnjMcVIIyxtq1uNQbLlFabZcwI1f8lWEBqBdyLsCwYITwy6n2wJaM1YlrgTK4dsN8/dEMX6qYTgcEhukDxI8BroyUi2uB5PEOPybkSyB50O81KDjdIGheUmY+UVNWb64AUykq0gTJ52Q6TnaMAJM78LWcHDG5jJWsnX+5PN5qQ7st4JQsIveADhmVsMki3vfyNzYvWXpTG2VXDrB0SzB6cyjAls02Dlf0yb9pnHXu9CyzJ9TW8A/BwNjrXKEc0eZI9BN+H4OXqw4H3E0zRNFAoFKIp4CYA14YLVVo9i/YBBXhi0aeUt5/lF7kJKqa8GDhCs5AFHFGsY5jQjLx6LNOFGFWnhMcVIg9PqV5tAO0BKdtTJFi9cBjWqGyWOuJKtIEd1ebIlcsHISLZ4wSQME52wEUaQ0LUoVlvs3173oYxkC2CjLUncg1MZVgy0Ak6Y+Tl6qOi9sCMr2QqjgRMFwtKXEy3+AzzZ8tfA4WuYxH0YVrI12Ifefo4xTf0bbYWRMEcBQkgoDYDVFmPLZVVgxvOYrtnXhxMFZ54ncQ/yotVaC2ia8YxHGevY/zmqqmrgTbgoEPY56vUu5Ix9v+cgkzyQb9QVBxwNgVRkU9qPd8MyP0oC0sJjipHGuEEwEYIYtL9ky0Y+76+zpapqYGLQUWMxz5y0Wxaw3gru90SfbLFAL4lrGEaQcLvJ9vmYDkxkvO1DGckWwEdbklc45qO6QLDBup+xFhnJlmEwTaWgWatRIIyEmboC9SNj3mQn+L7xy/x2j3kmDfwcXWowVlsQMG3a15D0WvSwLAuapkhImNnPJ/EsDaMB0C9aFb0zkkzTRDab9SV3ADDWahL3YFEnmHHChCCZx/4KHgT5vL9R6SBNnqKGu/gf1BlT6VLUekwz/qDABI6q+tOrBrjueFKbcOwxyD243mISUboCzCWzFxYI0sJjipFH0ONJFhUfa5GVbAF8PCl5F4yqEBxyChFBjbd0LNovanodL5OZbCWdtbpUDy5h5ppWBwUCdVnJFvsMkGQmzNwNMsCEecnFePQO/8kWM3kqJDLZKhkEU4476s2A1nCrwxpEGvFu8MTMgfyfo6wJl8w1nM4ywx6TDnSlZWOlyZjNOQ39z8uwkGEOBCS7Cdcf8wyygeNjPNA0/cvGAMHry0WJoEd1KaXCa8hjD79NVGZskszC46EiKwhWe8xUMgjw4v9cjhmxeAHXq06bcPcG34OrLWbuGgT4HlwUkDsYZaSFxxQjj0GQEMzhtNYEejYTgZ716Hwlw4mVI5fLexLyv58QNNvqdmPAlhszREeT/K2hruvIZIxEBgmzWZbImpQxE4PAIFD3/rOyki1m8kQC1ZeLCkGPJ+0Ya4ko2QJYA8e2kzeaBLjXMJjn58nWQgHQPLsh96TIHQBc8iB5a0gICVy32n2OemfL9aDrBjIZjxXLOzAK4/KrLaAdVMLsFMREGjhM7sC/k0ImkwWlSWWtBnsXVrpA3WHLLXjspZmmKYUtx5pwRVhW8tj/GZX039eg1pDHMocFG+HsHPUXz6iqilwumZNwYTRS/TRwRhlp4THFyONIwGLQ7kDduwi0nM4WEI4YdFQIelT3lg+mlaxki7l5JnM8KQxtKz9rKCvZ4qzVJK4hL/6vBKSXu9kG2g5bbt7jcSgr2QI4+zyZgWZoe1CQaSXjHAWY3m4S70HANaob1Br60JZjOqtF34YDum7AMDKJPEfHDILJDGt0BhGTMrkDP2w5/9pyQDgmT1EhrHh0Pg/PzufsHPXfCAeAYrEYuMlTVOgXj4Naw7qfnMK/XjVHUiUPgDAaqewxLTx6Q1p4TDHyCFrbauA+5/1w6vXMfpDtFyzQUxPJ1uEXzK06G22XjUGy5f1nZSVbAGPqJHH9gGAbADalwkGCzGQrk8k4rsjJC/Tcerm3Ahgxc4+1qJ7ZcvKSLc6aTGLhKmhH1lsOy0NM7qCHQqEoJdliTJFkNuH6ZmsxXEPbtlEs+tOrBlijqlgsJjdhDnBUt9wFGiZL/hY8xjMyJ3CSzFo97IzqbneAajeIeJQ9ihb/mVaxP9kYgEvHJO8MBdwSXME8v9uV3Cssy0SxOCbldTD5mYSuYcANAH/SP6OLtPCYYuRR1AmmAxSDXvIx1iIz2UqyI+tcjjk0dm30he9lYslH8VhWsgXwokcyL7kg2VYbbZcItMfRJJnJVpJNnoBgR8z6Gp0xSLaSeo7ysa+tDlALIGFe8uXEaqFU8i93ALBzNLFNOGcNlxtAVzLz2A9bjiOX86ezysHG5ZPJtgpSOoY3UQ/kAV1Y7sC/ZAXTl0sm+z+rkT4rP4gGgJ89aJo9FIslKY3wJGtWuyW4ZP99HYtizdGMF9WrljEFBzCToMSuYYAGM7UuRaXLsrFF/8NQI4W08JgiBYITg6aU4qaProht29KSLZ54JzHQUwjpJ82yg/Ud2nKCnS1ZyRYvfiVyPKkUXMLMk63FPKAKyh3ISLaA5Jo8AQhUX+6WoL4jIDfZymSyUNVkFh5zroRZ9ho2TYrNDvv3IaE+DJF6jia1eDyRIRg3ABvATcnxzHYHaJqAQljhygv4nSXrHM1mc0iqnj836gryHBU1WZOhLQekTTg/GMjGeP9ZSm0UCvIa4Uk1eTpYYLIuDZM1rmWCa8aXdDYp4gX8HJVVeGRNuGRKHvB4dDOARirfg7M5IOtR7mDUkRYeU6SAe7RF7uFU7Q1EoBcFcyZZyZaiKIl18wSC07Zab7nYch7vevnJVnLHkyYMFojZGCRHsuBnJEJmsgUk2+QpSH05fxqd8pItbvKUxD0IuNlWcp+XM/+nM0BeE0u2ZLCOASZ5kFS2FRBcA4DvwQUBtpxlmdLMgYDBnZrIhNnZg5ttoN4LpgknOqabz+elTOAAnLWa0D0Y0DnatijWHbacCPsfIFKL/5qmJ3INNYX0x6BlxzP+NONN6Lrcc5Q14ZJnEpQLkHncb+Ck+o6ekRYeU6RAcJRsHuTN57yLQNu2DULkJVsAUCiUEunmCQRXPHZrsXg1B5KdbCV5PIkQEhhLwE+QIDvZSrRGoLMHN9pAU2LC3OhRbDtsORFNJJnJVpJNnoAQzlHhZEuXtoaKoqBQSHITjuuTyY5n2KNo0UrT5K1hJpNLbBMur5F+k1P2PlxymR16hWVZ0rTlAG7yJO3pYoWjAY3qcrbcuMGMiLyA5RTyxnR5Ey7x52iM9uDgHJWdUyQzLxxoHst9Xj8NnFFHWnhMkQLBUbL9jOjyC0ZWkAAA+XxyxaD5BbPUAHq2vL/RjzmQ7GSLBXrJdPMEAmTq+NSWk5lscTfPJDYA8jrBjPNRl7mGPFCfzrIuthfITrYA5uaZRH1AYOeIoMyE+ZavZIvJHchcQ8a2SuYaHgloVNeP1rFpmg67xr/OKpBszWrAdRdKZMy1TYp1Z2xUlKkjcw+yuCiZJk+HikySoNZDv2kmA/72YE9qI5w14ZJr8nQkIPkmf6zjHnK5PDRNk/Ja2CRcPpGMRyA47fglH3IHo4608JgiBVgyG0SH2e8FI1NbDuBCwslkW01ngIIGWJR1hWXBL8tDZrIFMI3ApAZ6RwNgHtd7FOUu+7cYW05+spVUpg7gLlzJe06/+o4yky0g2SZPhwosMKz10N83MuDHWMY0TeRyeaiqnGQL4BImybsHgcEeXGsxbU1Z8KMtx3VWZUHTNGQy2QTfhfITZt4InzCAkke2HI8Z5Z6jucSaPOkKwUFHJUlmA2CQU3j/Wd4IlyUbA7ApqiTKHQBuxiPTepcBv5rxzNFa3jkKcN3x5O1BIJhGateiWHVMTFPGo3ekhccUKRwEYTDjL1A3kc8XpCZbTAxaS+QlE9Sorj99QLnJFgAUCgVQmtBAz3mPV1tAS1LCzAP12Sxzm/SCIJItZvKU4PGkAEZ1/eqSyU62eAMniQmXoRIsSNa2Mm2KZR6oCyZbpZI81jGQbMmDok4w7XzcZTVxWibtmyyIsK0ohTSdVYDd98Vi8tlWMs9Rv1rHshvhiWetBhCP+tUHzOfzUFVV2uuR+XmIGw7kAUNhGu8rTTnPudEW14wH2Dmaz8u1UZblIxBH8EZqVWIjdbnJtOiLGpM8SOENaeExRQoHsvU8OhbFmg8RaNOU39lKspAwIN8NstalqHQdcyCBu152sgXwIlgyu2wlg2Aqw/59U9Ia+tV3lJ1sjYq+XDDJlvefDSrZGgnWqqQ9uNoCTArkVPT3txewZEtucpTN5hLbhAPcDQA5z8dZOpMZVtj0AkoZ20R2kSKfLya2CXe4yG75Shcod2TdhQO9aq/gd6FM9j9rwiVTsxrYyZiTgR1sOcF4Rn4DJ7lNOIUQHHZiDll5IW+iLua9a8azJhmVugeBZEseuBupsppw7uI/8biGKUIuPF64cAG/+Zu/iZ/7uZ/D6173Opw6dQo//dM/ve/P/Y//8T/w9re/HY8//jiefPJJ/OIv/iJeeOGFEF5xilFCv8Ms6XDiItBjuncRaA7ZyVbS2VZHJIvq8wtmNgdkPZoDBZVsZTJZEEISGegB8rWtZLA8ZAd6zOQpmXvwkJMwl7tARYJermnTPttAtHgcBFsuqSZPgPsulPN8PNk6WIDnQJ0nWzJZx0DKtvIKP1rHtm1DVdVA1jCpyKgEC5JHdf1K/xhGRqpsDNOXS24Tzp1TyBjVXW8BPYctNyu4lWTHMsycZASacAEUrbzCsiyoqlzZGIBPwqmJb8LJOkeX6uINnBQhFx7/6q/+Cr/3e7+Hr33ta5idnR3qZ37nd34H//pf/2tsbW3hXe96F9785jfjmWeewbve9S48++yzAb/iFKME2QmznwsmiBFPIPli0DxIWG4yxqlf+GHLBZlsJTlhls228qeJJD/ZAoBcLrkJc1YlOOAkzDIaAMtNptua08TYcoD8ZIsbRo3CHpTBgvCXbJmBJFsDtlXK/h8GSz7PUdk6qwCLjwhRktuEk9hItSjFbR9yB6yBU5LO8GFNuGQWPBbzrEjYsljR0C/cjFVRtlwaj3qD7KKVP814+SZrAJOOSXQjVbLuuJ94JkXIhcc3v/nN+NSnPoXnnnsOH/nIR/b9/mvXruG3fuu3cOzYMXzmM5/Br/7qr+LXf/3X8bGPfQwA8Gu/9muJDThShA/ZCfMtH10R0zShqmog2htJdmQdNwgmDMY0vSlhvEWOOVBQgV5CE2ZHXUBGh7lnU6w4AX+ckq0kmzwBclkCAzdk72MtQSVbABKtL3cwD2gEaJnou+D6AU+2xOUOdOnJFiEE+Xxy1/BIkYCAOerWIm6kmqYJXTeQyQh2Du6BkSl6SEiYOVvOUIAZgb4XpTbyefkWrvl8Dkk1eVIV0i/Uyyhc+YlHg2LL6bqeaJMnXrRaqrPpC7/w40re65nIZNjUmkyw50xu4dEto+Y35vYrd5Ai5MLjyZMncfbsWej6cOyRT33qUzBNE7/8y7+MUmmgdXfmzBm85S1vwdWrV1PWYwqpOCKxu7XU8FO0Mh1WjfyEOckagYBcrU6/2nJBJFuqqiGXyyc2SOB7cEtCwrzcBGzK3M4nBGK1oJKtJJs8AW6WgP/n8sO0CirZApjAe1L15VSF9M88v004SqkvuYOgki2AuXkmtXmd1QjmnY+933jGohS3fWrLFQoFKIrclCP5TTh5CbO7Ee6VLcchu/gPjE4TTgqZwYcbclCNcICdo0mNR2ezbNrCpOgzhkVR69K+wYkYIaWHYnFMeiOcN+EsK5nn6KLTSG2a6BukiWKzDbQt9nzz8rfSSCDW5jJf//rXAQBveMMb7vraG9/4xh3fkyKFDAxGW/w9z46uiGCQwLtQspFkN0/ArRHo7+/rWhRrfDQpRskWkOxAL6eRvtuf3+LxQItFXAQ6iGQrm80lOmF2jwj6Tpi53EHMkq2kN3BkNeHKXaBhAgpBX7POC0yzFwjrGAhmb8cJskbMVpss8c6o6Ltle4FlWdKN8gD0mwpJvQsXC4BK2P7Z9Jkw+9WWI0QJRFMz6U24IMgMosxxwzBgGPIbOIVCcptwhBAX89hnPMo147OsMeQVlNrSzSo5isUiLCuZa6gpBAe59IikNVwosAZtCu/Qon4Be+HatWvI5/O76kEePXoUAHD9+nWh506NiOKLKNfm2A59OSqc7Gy0gK4jAj2fv/tv2u9pLYuNeCoBHGy86GFZZiCFzajhHtX181laaQE2gKIOTGS8fy4ty3ISZvHXcC8w0yF/f1+ccbREsNaiuFEHHpkWfx6ebB0u7r5+e71/lmVBUViyJft9zmRYAtDtdhK5hoeKLGGum8B2V6xYAbDmyGANicAeNGEYGWQyhvT3OZvNQlEIKLUDaS5EjWMlgv+zTH2fozxQP5BnDpN3Yr/nppSiWCwGsk8GWqvid32ccbRE8PU1iht1OWt4SDjZYk6sQbzFpVIJ5fJWIs9RQyU4WGCuyNfrFLN58T+SN3DudY7ufRea0HUtkDXM5bKueDTWKakQjo2xN+xmHbBBoQq+gdUuRaXLWl0H7xHP7AXLMlEszgSUU7BzNIl7EGA5xcUyfJ+jbsaq1z3IG7j5fDDnKG/CJXUNj5UIrtfYXfjkvPjz7JT+8f7zhCT3PR7274r1KV+v1zE1NbXr14pFVr6u1cRaudPT8ruvKfyhWMyiWtWRz8sdTfWCkxkKlTRR7wFtxcB0TiyhXK+YACwcLikoFnZm3cP8ffW6ioWFWczMyP+cjo1l8MILOaiqEul7HRROaxRAE+ttgOoGCrrYKb+22QNg4eiYgkLBe+WkXtcwPz8dyBo2m1N4+WUduZyRyIT55FQPz6x1cbNJfH1Gl1stABQnpnTk8zuL7Ps9b7vdRqGQw8GDs/37Ribm5qaxvLycyD0IAIdLLVyr2ljuajg8JRZqbLRstMwWVAI8MJOB5jFparXqOHBgFrOzcl2tASCbJbhwIQddV6TLKcQBp+Zs4HILNxtAJmsId/dXl7sAbBwdV+/6rO/32aeUIpMJ7hzVNAuFQha6rgTCBIoap2Yt4GobN+rU112x0mFreGxC83xesTXUsbAwE8gaHjgwg9XVpcSeow9OAjfqJm63/cVrSw02vvHAtIF8Xt3xtf2e17K6yGQKOHhwFqqq7vm9XkFpEePjRXQ6nUSu4bEcRVZtom0BZdvA4ZJYTvFSk+UU83mCqZJIPKoEllPY9gwuXzaQyWjSPx9xwEMzJr5ws4ObDX/x6EqH0ZaPT2rI53feN/vvQQu5XCawc7TbncaLL2rJzSmme/i72zJyijYAa9ecYj/U6xrGxnKBrN/9BM/ZwAc+8AF0u92hv/9nfuZncOzYMa+/JnBsbtaQ0EnT+xb1ehudTg/NZifS17GQZ52pi+sdPDEjFiRc3WJjI4s5uuPvyecz+/59lFJ0OiZ6PWBjQ5IN1x3Pb9sKms0mgOQFCQqYePpGG7i01sbpScFAb5ut4cIdazgMKKXodk10uzSQNex0KHo9G/V6K5GB3kKGHc4vVyw0Gm2hQIhSihtVNjoyq1toNgdjJMPsw0ajCUVR0GiYaLflryGgo9lsI5eL9rwLCocKFNeqwJWNLh4ZExuju7LB1mwhD3TbXQwfeTA0m21QqgWyBy3LgmlS1GoNJHFKcJxQZBSgYwEvb3awKCik/jI/R7Pe70LLstDr2eh0gjlHu10LlgXUak3kcskLCGdUCoUA1S6wtN3BVFZsDa+V2RoeyNie78JerwfLAlotO7C7sNPpCd8Tccdijp2BV7dNNAU15ipdimqXggCYVntoNgej6cPsw3q9iYmJKWxv+xS5uwcUxUC9vg1NS17hEWAs0ysVikvrHUyrYvHoi5vsc7BYgFCOFGRO0WoNztEkNnDmdXY3LNVslGvtXZn7w+C6c47OG5bnu7DTacOygHY7mHO03bZhWRTVaiORk3AHDLaG1ys26o22sM7t9ap7Db2Npnc6JqrVViDrFwcQMhypz3Ph8ROf+IRTsBgOP/RDPyRceCwWi/dkNNbrTLXebTrjBZQiLTzGFFGvy5ESwa0GGzF7XHDM0+3iyf8e9zm3199oWbYz4pkP6L0gKBaLqNerkb/XQeFokWCjTXGtBpyaEHuOWy59QK/vU69nQlU1ZDK5QN7jTIaNJ/V6JhQleYXHQwVWQK52mSvrpEA+stkGWi4RaK/7sNfrYWJiCoqiBrKGXCMwyXvwaVBcr4mf6budo95AkMsFswcVRUUul0e1WknkGhIQHC4CL1aBa1WKBcExz/45mhfbg1yjM4j3WNN0GIaBdrudyDXUFYJFp5F6vUYxmRFr4Nxq+LsLg1zDTCYLRVFgWXYim3BcI/BGHbBsKpQw33R0zeZy7DPhdR+aJtPoDGqPFApFrKzcTuQeBNio7pUKO0efEhzzHJyj3vegbdsgBCHEo71ATMCixoQBlHSg1mMj8ycEBih6NsWKUzoRyQt7PSaNZRjZgNYwB1XV+samScN8DjAUoGMDyw1WwPeKRo9i26kPL+bF4tq09iRQeHzuueeCeB274tixY3juueewvr5+l84j13bkWo8pUsjC0SLBl0F9Gcz4EfIO0hCBo1AowraTe/odKRE8u0GFhYR3mAMJu5IHt4Ys0NNhmmYixzwNlWChACz5SJh5oL6Qh+cRXWCg0RkU+GeD0uTqywFMF8mmYgmzn3PUnWwFhWKxhK2tzcCeP2ocLRG8WKW4Xqd4SuDn2ybFumOKIXYXmtB1A5mMfFMLgBkHFAqlfiM7iTjqbqTOeP/5Sheo95i2nKg5UD5fgKYFo+zENKvZXZjEwuOBvJMwW8zkZ0EgYfZjdMhAkcsJLP6QSLpRFzMnob7M8gZ3ofef5cWkoMy0VFXrN+GSCEIIjpYIzm2xc/TEmPfP6nKTacYXNFbI9ArTNDE+PhGYnrSu68hkMmi3fbpYxRQKITjiNFKv16nQBAfXOp7OMhPMFGKItSL6k08+CQD40pe+dNfXnn76aQDAa17zmlBfU4rk44grYRZxZK25RKAXhQJ1nmwFV1AKwp0wTnAXPUSw2QbaLracVzBX8mxgyZaiKMjl8ol1RQbQdxIUXcM+S0c42ULAyVbWcbZOpiPrgTwz12pbwHpL7DluuUwtvCLoZAsYmDwlFUdd7uQi4AWPCQMoCmjtmmYPhUIhUPOeYrEI207grLyDoy7GnAj4Hpy/hznQfjBNE8ViMK7kwOActaxknqMqYcxjwP9dKNJEZTEwCTRm5M8tEm/fD+Dn6FKDMd+8omtRrDpsOX+N8ODWsFAoJjaWAQbnqKg7uXuCSuQstCzGOg4KrAmX8DX0Gc/c8kFGYUjm+eYVsS48/sRP/AQ0TcPv/M7v7Bi5vnDhAj772c/igQcewKte9aoIX2GKJGIxzwpOTZPpBHoF74rM5oCsQFfENE3kcvlAk61Mhjmj2bY3jYr7BYcLrPC73WFugF7BA/VFQRdPy7KQzxcCZbKVSiVYSRSXc8AbANcFmcd+ggRKKShF4MX/JBce3QmzSLDeMik2nfP3oMAaWhZjQAW5hoxNSRKbMPMxz6UGYAokzH4YqwCTHSkU5Bs7uREUmzIu6J+jgo1ULncgmmxRSp0CfTBgTbhCYs9RYLAPRSc4BkUP7z9rWRYURQl0nzDWanLvwqkMY7pZFLjd8P7zy01WsijqwLgAW86yTGQyWahqcH6y+bzAh+s+whGn5idetBJnrHIEOQUH8Em4ZOaEgOsc9Vk8Fi88kkSy8r0iVFfrq1ev4oMf/CAA9Om8L730En71V3+1/z0f+MAH+v8+fvw4/tk/+2f4T//pP+Ftb3sb3vSmN6HRaOBzn/scAODXf/3XAy3OpBhNaArBwQJwvc46zLM5b4cML3iIJMsAL1oFF6gDO4seSRSDzmoE83lgpcmC9VdMe1uLJVd3UgS2bQfKlgMQKJMrDnAzHkXGkZd8BAm2bUNRCAwjuKIV05fLoNVqAkjmWh4tErxUZeNJr5nz9rOcLTeZgZAzvWVZgSdb2SzTl7PtZOrLzWRZwtww2Xoc9Ui4WPLBWOUIujDIxzzZnk9ePLnoMI9bJrDeZjp/XrDkgy3HEeQ5CjDW6ubmeqC/I0owpg4VSpi7FsWawzgXk6ywoGlaoGvojkeTaGzBR3XPb7O7kDOvhoWbsSrKlgs6XmRsSrFY7X4Aj0dXW6wp6nXU1k/RijWMaOC5WtCFzajRZx7XWSPVqwTTYIrK++/mTb+g78L7AaEWHjc2NvDpT396z//mLjwCwC//8i/j4MGD+MM//EN8/OMfh67rePWrX41//s//Oc6ePRvK604xejhSIrheZ0HCq2b3/343/HdFaAjJVhaqqjvjSckrPAIsUFhpsmD9FR5NgvxT6oFMJpwgIamB3mJhwDz2mjA3TYpNRwRaJEhgyZYaaKBHyMDkKak4whNmAZaA33OUJ1tB7g13wpzEwiMhBEeKBBfKggmzzwYOgBCSrcGorqIk7y5UFYJDBeDlGmvCzXlupIozdQbJVrDva9BNvqjB990tgYT5tsOWK+nAuCFWtFKUYO/CQRNOUJPjPsDRInB+W4xt5YexCrB4Jug9ks3moChqYptwJYNgKgNsdVgz/NTE8HuJujXjBYr/LMZXQis8JrUJ526k3m4MWKzDwHSZA4nEpJZlQVWDPUfvF4RaeHzta1+LS5cuef65t771rXjrW98awCtKkWJ3HC0S/L2gGPSSb0o9CdwwRNN0ZLNZNBrJFtX/2pqYSZDfEUEg+M4WY3MpsCwrMC3JKKEpBAeLbNT6hseEecn5WE9lgLyA3AFLtoJleQDJN3niLIFbDcCiFKqHIqAffUeAFx6DTbaSbvIEMJbjhbJ3fTmLUtzmgbqgORAQVuFR72srJxFHSgQv11g886QH5nHbon19VpHicRjMcYCtIXMLTWYTbjYL5FSgZbGx28MeYksZDRzWqA6umMT15ZLchOOsVZFRXf/xaPB7kGuaJ7UJB7A13OqwnOLUxPA/t9kZaMYfECAVctmYsNYwqU24HY3UOu3LkAyD5SaTSshpLK/wirTwOEDyStopUkjAwGCGORwPi57Prgin1IeRABWLyRYSdut5eNG2avQotjlbTqDowd10w0iYVTW5ukiAuKC3f205VswNeuwr6aMtszkgqwI9G1j2qG0lo/gfNHNcURTk88k2eRLVl1trsnU3FMY08ArOnAk62eJNuJE4Rz2u4e0GY8uNG8CYIFtOVbVQmDq8CZdEEEJcmseid6HY72aFx3zgBV1m8pRgfTln/ZabQMcafg1tN1vO1xRV8MX/JOt0AuIagbz4v5AX14wPo2g1EmsoqNUpQ+4gjHjmfkBaeEyRYhdwR9aOhb4+zjBYbgA2GJ1bRASaMQTC6Yrk88XEmiIALNBWCFDvsfGIYcEZq9NZeNZxAdyjScF3J3XdSKybJwD/yZYPtlw2mw082cpksok2eVKcDjPgLVi3bNovVMZ5TBcAisVkmzwdFUyY3cx/RShQN0NjCIyKm+fNOmOiDgu+hn70qsNMmJN8Fx4VNOqSwXgMWnMc4BqByWOrcowbBBMGK+Tf9DBotNlmeYhGmLO8V7DYggROZuAmT4neg07RSjQePeirEa4Hvoa6riOTGZEmnMdzdKAZL/Z7LcuEYWQSywb2grTwmCLFLnA7snoZMXOzdPx0RcIY2+Ni0EmF7pgEAd4CBb/6jgO2XLBBAhtPSrabJw8SbnpkHvs1BwpjTBcYjQ6zSLC+2gJMytiS0wJsuYEYe/DnaNJNniYyBOMCCfMtSUWrMNj/hUIBlCaz+A8wfdysCnRt9CcyhsEt38kWuws1LVjmOG/CJfsc9d6Ec7PlxBs4wbPlACCTySW6CQeIrSE/RxcL8CRVwhHmiGepVEr0HuRN1K0OUOt6aeCwR79yB2HISBSLyV7DfiO1wYy3hkXfNNZH8TjpE07DIi08pkhxD4iMJ/lnWpmhJVvZbA6EJHc8CdjpjDws/DIEbDt4MXaOpLOtDuTZqKaXhNm0KZZ9aMsBAKV2KAUlNiKoJ5wlILAH+0UrMbZcmHvQbfKUVBwROkfZo59kK5MJhyHAna2TCoUQHOZrKBLPCJ6jtm05cUaw7+1INOEEEuaNNrs7dQWYE+6jBa8PCIyGdIzYOeo/Hg2r8Jj0JlxOI5h3/sQw1zAMV3KOpDfheCPVxqCYuB8opTtGrUVg23biTdCGRVp4TJHiHjgikjDX/QXqnFIfhlnIKIwnDUZ1h/8ZOZpI2VBc4ZLeQVNczONhRyN2sOWE86XgR5MAQNO0xOvL8WRrqcE0cIeBjEA9rGSLJcwJb+D4YOr4uQvDCtQ5myTJbKsjHs9RGdpylmWGtoaFQinRscyEwZypvSTM/BxdzIux5cJyJQcGJk9JXkMR9r8MphXTWQ2DtcrGE0ahCTdsTtHs0b7U00HBnIJSimw2nHM0aF3sOMCrbvVWB2iZgEqYTqcostlU3xFIC48pUtwTR1xjnsPoIskYa+F6OmFQ6t0udEmFm/E4zKiu6TIHEl9DM7TuJB+XT3Kg12fMDRkkuMcDRfYRfy/DcilO+mjLVAYo6oBNByy4/bB0XyVbub4rclJxxKPsSKVLUesxDuGiYKDO2HJhFR5zzl2YXJMgr8Xj9RYzB9IVZhIlAkrDa46xOze5rFVCiOc1XJJQ/FdVJZTC4yiYPPGcYr3NClLDYMkn04ozx8NqhCvKiDThhrwLeSwznQHyAprxHGG5IfNJuCQ34UTP0QN5QBMwB2IIxzT2fkBaeEyR4h6YczmyDjPmudUG2o4I9AHBWDtMHQhVVZHPJ3s8aaHAEqe2xRKp/bDcBCwK5DRWMBGBbYfXnWSjuslmrXqVPPAr5M0MnsJhPAJAPp/s0RZCiCdBb0qpFMajYeihjOlmMhnoerILjzxQX2sNlzDz9ZvLAYYqGqiT0Ir/I9GEK3ljHvuVOwAAQsJLmBlTJ9lNOK9GXbckNMJVVYOuh9WES7bJU0EnmHEIZcOsYb1Hsc3Zcj50VsNkjid9ispdtBrmrPEbj1JKQWmYhcfk34Ve2f9+ZWPY5yS8eCbuSAuPKVLcA25H1r++Ze97yfALZqEAqD66IozFFg6S7uapEoJjznjLZ67Z+7Ie3ToeflinYV0woxAkHB/jyRbw3Mb+BToZ2nJhjekCbA0pTfZ40glnDf/qlo36PoWrSheomyw4ER1r4Q2cMJjjhBDk80VYVnLZckWdYM7ph33m2v57sD+iK5hsMdDQ9qCqqsjl8ok+R6czwJjOGmufuz7MOeqv+M8S5vDWkGsEJrnocWKMPT63TodqxMmSrMhkwmrCFRN9DwKDu/Bz1+19GwCcaTWTZfqCIghTW24UTJ4OOWSGWg/44u3hC4+iuv+8ER7G9AbgzimSG88cLREoYI3Ur6wMcRdKYY6H491wPyAtPKZIsQfefISAAPjaGsXf7XPJ+BWfZQjvggEY2yrJztYA8GPHVWgE+PYmxf+6uU+g59PFkyG8ZEvXDRhGJtGB3nSW4B8cZHvqjy/bWG7cew0ppb7Hy5gYuxZi8ZiNJyV5tOW7F1nharsDfOSivad0BT9H5/PibDkmWeFrE3tCsViEZSV3/QDg7ScUEABPr1B8eZ9gXYYQe9h3YdIlDwghePsDLOT/37covrm+3xqyR/Fz1HYMnsI7R5PehDs1QfCKKQKTAh+8YO3prFvvUZS77N9+2HK6bkBVg9ccBwbSMUnGPzyiIKcBL9eAP7u69x70q7HKEVbheBRMngyV4G3H2Dn66ZdsXC7vc45KKP5rWniNcFXVEt+EK+oEP3KUreF/fdHet4mzJMk0Nsx4Js5IC48pUuyBUxMKfvw42yb/fZ9LhjOtRMdaWKc3vKIVwMeTSKK7zMdKBO98kK3hZ6/beGFrjzX0qS1n2zYIIaGtIQv0ks1aBYC3HVfw0DhBxwJ+/4KFlrn757XcBRomoPgQgTZNC5qmQdN0H694eIzCeFJeI3j/GRWGAlwqU/yPPVhzfs9RjjDHWpJu8gQAZ6cU/EMnWP/Eizau7RGsD0zWxH5XmE6sHPl8HkkverxqVtnRxLm9RxNnqT9qfX8wxw3DSDzbSiEE7z2lDNXE4XtwNgtkhdly4elVA9zkKdkagTM5gn9yatDE+dIeTRy+hn7vwjALHszkKbnrBwDfu0jw5ByBDeDDF21sd3bfg27NeD+NcEUJR6+aYxRyih86PFwTp2VSbLTZv++XuzDuSAuPKVLsg+8/SPDkrHPJXLCx2b5HoCeBaRUmQwBA3305yWwrAHjDAQVvOEBAAfzBJRvrrbvXkFLqm6kTpqkFR6FQSPz6qYTgfacVTGbYeMRHL+0+Ns8D9QM5QBeUO7BtC5lMOGO6wGjoywHAYoHgpx9iIcdf3aJ49h6MK7/nKEeYQR4vPCa5gQOwYP3RaSdYP797sN6xKNYcPd37KVDPZHKJlzwAWBPn1ARB1wZ+/7yF5i5NnGqXotJ1zIF8sOXCZHkQQhLPWgXYyO0vnFGRUYHLFYo/f/le5yh79FO0sqzwxnSBAWs1yU04gDVx3uI0cf7bizZeru6XU4j9HtYID/cuDLNQHRUIIXj3gwoOFYB6j52ju43Nr7YAkwI5VVwznjEeNeh6OI1wAKFOi0SFO5s4H75HE4ezjiczTKNVBExzPBOK5vj9gLTwmCLFPiCE4N0nFRwuMu2xD5630LV2HlBNlwi0OB07/GRrFNw8Od7xgILjJaBlskChc8cabnXY11QfbLko1jDMxCBKlAyWcGkEOLdF8T9v7FJ49MlYBQbO8mFhFEyeOF45q+AHD7G1+ZPLdp9V5YbfsRZeOAq7gaOqauLXUCEEP/OQgvkcYxd/+KIF646E63aD8QZLOjBu3D8NHL6Go9TEWW8Df7hLE4fvwdkckBWWOzChaTo0LZwxXWA0mnAAsOBq4vzNEsU31u7+m2U1cNhUTDgYlSYcALzpMMFjThPnQxcsVO9o4vRsimXOlruPGuF8XD7pDRxDJfiFh1UUNOBGnU0B3Pk3DxirEG5kh6lXzTEqa5jTCH7xYdbEuXKPJo7fUXkgXIOn+wFp4TFFiiFgqKzoUdSBmw3gY1d2XjI8yJvOiItAD4KEMFkeGWhash1ZOXSF4OfPqCjpwO3m3WvIk60DeUATZMsNXCDDLB6zxGAUEq4jJYJ3nWTX1udv2Hh+c+ffvCRBZ5XScA2eADbakvTxJI4fPabgtJtx5TKbaVu07z7vJ9lSFCXkBk7yx+U5chpLuFiwDnz65XvsQZ/F/0wmA0UJL0QdBaMujqJ+ZxNn5xrekqAtx5KtsBPm5LOtOJ6YUfAm3sS5cncTR45edbhsuVEweeJQCCse95s4F3Y2cVaagE2BvMbYViKIwtQim80l3uSJYzpL8E9Os7H5r6xSPL1yR+FR0l0YNot0FHTHOQ7kWTMVYE2cZ9bulVOI/w5m8DQ6d9N+SAuPKVIMiakswc+fVqEQ4BvrFH+95C48ske/F4yu66EJeQOAoiiJF4N2YyLDio8KAZ5dp/gb9xr6dEMGGMuDj6+HhUxmNMaTOJ6aV/DdC2yN/vCSjbWWew1lJVvhikDn84XEd5c5VMKC9akMsNHeOTbP2XLjBmO4imAwmhTeGo6CyZMb7mD9i7d3But+XTyBaBgCjG01Gk04gDVx/nG/iUN3NHFkaMtFsYa88DgKCTPAmjhnJgh6ThOn4TRxejbFCm/gCMakUTDHgeSbPLnBmzhZFXixurOJc8ulsSpavB/IN4XfhBuVNTwzqeCtjtnMJ6/aeKkqN6egNPyiFVvD0bkLH59R8KbDbI0+dsXu33+Aax/6Yo7TUJnjcUdaeEyRwgNOThC8/QTbNn/+so0L2yxQ8CvEDkTDEABGQwzajQfHCX7y+GANuWGQjO6kbUfRnRytQA8AfvKEghNjQMsCfu+8hbZF0TYp1h0RaH/JVrgGT8DojLZwFHWWcOkK8MI2xeevO3tQQsEjimRrVPTl3Hh8RsEPuYL1m87ayRhNioIhoCgK8vn8SMiOcLzO1cT56CUbq01nDX1qyzGEn2yNEvMYYKy5nz2tYPqOJs6yw5YraMCE4DEYlSHCKOjLuXFnE+frThNHBmOVjemG2wgftSYcAPzgIYInZggsZ2y+0mWx3JKUohUJvfg/ak04APjRowrOTDpNnAusiWPZFLelOMuHZzh6PyAtPKZI4RHfvUDw1DwzKvnIRRsbLerbxROITgciTD27uOB7FgleMzcwDNpqUylMHdu2Qx/30nUd2WxupIIEzRmbHzfYSNKfXLb7rOMJgxW2RGDbdugGTwATZFdVdaQaAIeLBP/YcZv/nzcpvr1pSyl4MCFvI1RtOQAoFouw7dFZPwB4iytY/+AFC/Ue7Yux+zcHCncPAkCpNDZSexAYNHHaFku4al2KVZ/acgwkVGd5gJ2jo5YwF3WC9ztNnPPbFJ+7bu9o4PjRloui8MhlTkalCQcAj80oeLPTxPlTp4kjZ0w3XFdygDXhSqXSSDVwCCF4z0kFB/JApcuKj5ttoGECig/N+AHrONw9OJiEG501VAhzm5/OApttZkK64pgDZVVgWrCHFtUaxhlp4TFFCo8ghOAfPajgWAlomoxx5VcEmiMKOjYvdo7KeBLA1vAfP6jgcIEZBv3ueRYoAP7YVlEkWwAwNjY+UskWwIwrfv6MCpUAz21QfPIqKxj4lTuIJtnKOwnz6AR6APDaeQXfs8jW648u2bhYliHkbUai9ZbL5UfCFdkNHqzPOMH6//e8ha4N6Aow53MJojhHR41tBdzdxPmtcxYogKLOJA9EwJnjYWrLAYCm6cjlcuj1RuscPVxkBogA8Jc3Kf72Novl/DVwzFBdyTlyubzThButeOYfHlXwMG/inLekjOnaNo2EzFAslmDv4vKcZGQdt/msCrxUZY04ADiQY/ryImCNcBL6OQoApdL4yO3BgqN9rCvAhW2KP7rE1vBggcU6IhjkFOHHM3FFWnhMkUIAukLw/jMqxhyjEosCORWY8nm2RNEVyeVy0PXRGtUFmGHQ+x1XOs7Smcywy8cPwtSW4xgljUA3TowNpA/6jtY+R5OiCBIMw0Amkx25hBkAfvK4ggccxhUv/vsrPNqRsLh5wjxKDRyAnZfvd4J1vgcX8+KBum3bIASRJFuj2IQDdjZx3MYy4tpyduhyBxyj2IQDgNfMKfhep4mzJMkcyDAyUFVVxssbGrlcHrquo9cbrTXc0cTpMBkZlTCzQz+IouDBztHRkY7hmM8TvPfUHfGo70Z4uIajHKM4CQcw4sJPnbwzp/DXCI+CzBBnpIXHFCkEMZFhhSvVOZMOFSEcqEcl5A24x5NGr+gxnSV4n+NKB/jXJSMkGi2PUQ30AOC7FgheNz9YN79sOU3TQx/TJYRgbGxsJBNmVSH4OYdxBQCGAsz6YstFI+TNzlFtJIvHh4ps1Mz9/0XBXMmjCdRZE24078ITYwTveGCwhjIaONGxVkfvHgSAnziu4MGxwf/3uw+jYI7ruo5MJjuSezDvaB8bzjY8kGeMZHGEr1cNsHhUUUZLOobj0WkFP3xEVjwa3TnK/QZGrQkHAE/OKfi+RdcaSpiiiqKRGlekhccUKXzgxBgb2dUI8Ni0+HZiyZYSSZCgqhry+eJIJswAcHpSwU+eUKAAeHRaxphuFMlWfuS0rTgIIXjXgyzhKmjAyXG/yVY2dIMngJk8UTp6QR7AGFfvP6Mip7I9KMqWY4im+J/JZB1R/dE8R189x8xmCPyfo5qmRXKOZrO88Dh65ygAvPEAwfcsEOcu9BPPmJElW6wJR0ayCcebOHM5YD7HxjxFYdvRMMdZE258ZOPRgwWCn37If04xaIRHU7Qa1QYOAPzIEQVPzBBoBDg76f8u1DRd4qsbDrkcyylGdR/++HEmfWAowOkJf2uYyWRDZ47HGeHSOlKkSCCeOqDgyTniqzNp29Foy3GUSmPY3FyL5HfHAd93UMEbF4iwFgsQnT4gwBLm/397bx4c21ne+X9Pr6fP6b216y66m650db1gYyBlV80EM2DAMcGTGI+Z8QBhIA6OqZqC2DO/kEyGSsUzTBKDAQMzxeIMY25BPBnKTIJDEiCGAjtwp6hgsxmu7Xi9m5ZWS+qz/f549apbupJuL2d5j/T9VKWCr1rSUb/9nvM+z/N9vo9UrabT4R9Soiad0PDeS5Nwvf4UAmIqeTQtJrlcDp4nAuYoEp9Rc6Co4Y9elUSqjz89SiNvYapfxIsvPhf671aFGyaSeP0+r6/7aBRTySXJZBKmmce5c2dD/90qoGkabjqcxJsP9reGsk03bOU4IAPm1OqzcPepTIoZDf/fFUkktN7tDgReJEorADDNvsapx54rBhO4pObHeTSaNt1MJotsNovl5eXQf7cKJDQNvzGVgO317u8IiGehrhcjOQ/qeg6ZTAa2bUV2H4iSZELDb830v4ZiaGz4ynGVoeKREB/orx2i/ZAQ1UHPBLD7kh3t9PNwAaTKIxVJ4i+d3p2m+u0ktP6S/4BIXEXRXgbIgHl3tidJ0onefeUAeR9NRHYfFab6u1O1Kun/Puogm80ikYjmeLobJ1tvxI81zOWMSAJmqbbabR6B7aQS/arGBVElbkWgvjutYyR+7MGoCuGyCLebz6Oa1l/iGJBTyaMphIvJ1vldq1oF/FlDkTzenX6ZW8HEIyEKIBQC6cjk2LIis9uD5n6QbbrRBsy7N9jyh2jadAG2tvhBlCoPoGXIvpsD5n5xHDtSY/vdONnab6JUeaRSKRiGuasD5n4R9y8tMqWTGNS1+wYe+ol8FkaVPN7N1jF+4XmArofvVy0RMQXXsD+iu4+qChOPhCiANPKOqsVSThLkQa93pMojKkwzz4RHH4j3LhozdkCoVnV9d5rq+0WUKg9AtCclEkm47u5WzPWD63qRKgTEc5hFuP7wIg+YeZbpnagHIrTOo3wW9orj2JEWwnez16qfRNW9AezeydZ+w4nW62HikRAFcF0nUqVFu0cg6Q3PcyP18hC/mwe9XnFdd9VbLpqDnmxP4h7sHektl0xGY18tA+bd3ObpB9lsdAf11qAu7sPeiWaohYSq1f6Qw4GiWkNRhMsxedwHUXvL5XI5JJOJXW9b0StRF8IBQNeNXTvZ2g/k+xbls1BFmHgkRAE8Lzojb0Ca6pts8+yTKA8J7ab6pHuiVssBQD6fB/PGveO6dmQenQCQzWZ39WRrv4jyoC4mW2eYPO4RFQJmWsf0hwrPwmKxxMRjH3ieG+mzUFrH8FnYG1EXwoH2QirXsBeiHhqrKkw8EqIE0XnLSQqFEquTPSI9kaI9JORWPQJ5WO+FVrAV7UEPoEdgrzhOtKpjmur3h+u60LRoCziJRAL5/O421e+H1lTyqANmegT2Sks5Ho3nOCBUq3wO9kO03nKZTAbZrM7zaI+okPzXdR3pdIbPwh5RYQ1VhIlHQiJGHq6ilmMLPw8e9HrB8zxoWrTJ41QqDcMweEjoEcexkUqlkUpF06YLCLVVMpnkkKA+iNJbDpCqVSqteqE1HCjaZ2E+z0FdvaJCsCWLcHwW9kbUftUAi3D9IN+zdDq6+6imaSgWaR3TKyoUwuVkaxZSe0OV84xqMPFISMSIm1Mi8qpILkc/j16RnkhRHvQAmur3g/REimrAEyCS//QI7I+oBiJIaKrfOyokrQCa6vdD1JPlASCZlJOteR/tBdd1FUg85latY7iG3aJCIRzgwMN+UKEQDgCFQoExYY84joNsNhvZgCdV4btBSMTIg3rUSSuqBHpHBsxRDkUAANOkqX6vqKDySKU42bpXVFGO53IGEgma6vdC61kYdfI4B01LMODqAcdxkE6nIxvwJOGgrv6Isk0XoGd1P6iglgOoWu0Hx3Gg63qkhXBADuri+vVC1AOeVIWJR0IiRhrQRp20Eqb6VFv1guM4SKXSkQfMus6DXu94kbfpCo/AEltbekAVtVwuJ+6jDJi7x3FsJRQCMunBfdg9KijHARkwR3sNcSbq+2g6nUYuZ3AP9kBrKnn0z0JhHcMiXLc4jrN6D4sWWYTjGnaP60YvZlARJh4JiRjbdpBOZyJXCIjJ1jTV7wVVqpNUCfRDtMOBJKaZByvM3aOKyiOTySKbzbKA0wPioB69QkDXc8hkaKrfCyoox4FWuzxVq90h36+o76OAUK3Sa7V7VLA7ADjZuj88ZLPRFsKB1mRrrmEvqBFTqAYTj4REjOva0PXogy1ATrbmQa9bROIx+jWUaiuqBLpDKES9yBWrANYSL1StdocqKg852ZoH9e5RwVsOaJnqcw17Q4WAWXZw0COwO2QHTtT3UYAegb2iSiE8nc5A13WeR3sieo9OQNzL0+kMC6k94UVuWaEiTDwSEjGO4ypjZi+ug+1J3eJ5nhIBcypFU/1ecF0XiURSiUNCLmcgmaSpfrc4joNMJotkMhn1pSCfL3CydU+ooxAQyWOuYS+oEDBT/d8bqlhWACzC9YoqquNWEY5nmW6QhXAVnoWJRAL5fIH30S5xXReapikhZlANJh4JUQAVFAKA9PNge1IvqHBQBzjZuhdUUcsBbG3pFZWMvOm12iueEnsQEEW4iAVDsUOlgFlax1Bt1R0y8ahCwMxW3d7wPFeZZ2E+n2cRrktkIVyVZyEnW3eP4zhKraFKMPFIiAKocnPiQa97WsGWGmuogiF13FAp2Eqn09D1HAPmLlGlTRcADCOHZDJFQ/YuEAqBhBJJK0A8CzVN4xp2gWrBlrCO4fp1g+M4yGZ1JZTjuVxu9TzKQmq3qHIfFRZEGotwXaCS6hjgdPJeaFlWqLEPVYKJR0IiRN7IVbk5CV+kDJMeXeB5noIBM1Wr3eA4YsBTKhXtgCdJsciAuXvU8dPRdbZ5dotqwZauG/QI7BKV/AEBKGNhEydUUo6nUmkYBidbd4OIKdTwBwSkdUyS3vFdoMqgPEkuZyCR0BhTdIEqA55UJLQoy7Is/O3f/i3+9m//Fj/4wQ/wwgsvAAAOHz6MN7/5zXjLW96yZYXty1/+Mu6//3787Gc/QzqdxhVXXIE77rgDMzMzYV0+IYGgWrAl/DzyOHv2TNSXEhtUatMFpEpAeASqck2qI4OtqM3YJaZpsrrcA6oc1DOZDLJZHUtLDSWGTsUB1Z6Fui5M9W3bUiahrTqtYEuN96u9CJdIUGfRCa7rrFlFqEChUMS5c2ejvozYIArhaiUexcBDG6lUOurLiQWOYyOTySpTCG/vhFNBCR0HHMeBaeb43NmE0N6Rp59+GnfccQcefvhhHDhwALfccgt+5Vd+BS+88AL+4A/+AO95z3s2DbTuu+8+vP/978e5c+dw880347rrrsNjjz2Gm2++Gd/73vfCunxCAkG1YAsQBz2qrTpHvepkju3yXaLKVHKJCPw8Jh87RDWVh6ZpKBbptdoNooCTUsLuAGgV4ai26hwx4CmtTHDKVt1e0JRKtJumCYDPwU5pFcLVWENhHaPzPNoFqhXCdV1HJsNOuG5wHIeK+y0ILZ2ez+fxe7/3e3jzm9+8bjEajQb+zb/5N/i7v/s7/NVf/RVe//rXr33t1KlT+OhHP4qJiQl86UtfQqFQAADccsstuOmmm/CBD3wADz30EDPKJLaomHhUxSctLjiOg1QqjXRajWpuMikmW8/Ono/6UmKFSolHwzDWAmZVPlcqo5JHp8Q0Odm6G4RCIK/Uea5QKOLFF5+P+jJigyzgqBMw59YGdal0xlIbdfyqAVmE09aUfGR7VIsp5GTrubnZqC8lNqgylVyiaRry+SJeeumFqC8lNriuq5RyXCVCO+ENDw/jrW996wUZYMMw8Pa3vx0A8Nhjj6372oMPPgjbtnHbbbetJR0BYHp6Gtdffz2efPJJqh5JrJGS+mRSDUk90DLVp59HZ4hgS1fqUExT/e5R5aAOiICZqtXOkSoPlZQ6uVwOnkdT/U5RyVtOolLwFweEykOd4WbJZBKGQdVqp4gzn6aMWg6QbZ70y+2UViFcnfOMKMJFfRVxwoOu61FfxDrEZGvGFN2QzaqzB1VCidKy9DHY2J7x6KOPAgCuvvrqC77nmmuuWfcaQuKIai2egAiYhScLD3qdoGLATIl/56g2lRwQ7Um5HCdbd4qKikcRMCdZAOgQz1NnKrlEFOESXMOOUWfAk6RYpHVMp6imlgN4Hu0WFQvh4nxM65jOUSv5D4hnoedxsnU3qLaGqqCEzOrP//zPAbSSiZJTp07BMAwMDg5e8D379+8HADz11FM9/U6F7slkA7thbeTf6LouDMNQ6m+WBz3HsaBpvHFeDM/z1kzsVUF+pjyPpvrbIQYPOGtqOZXWsFgs4vz5c0pdk6q4rlBapVJqeMsBgGG02jzTaSWOWkrS/vnOZDJKfd7lGjqOpdRnS100BddQJLNVuiYVkc/CVCqJbFadNUynhXXM/PysMtekMq4r/QGjvpIWwjomBcehdcx2iDO7KISrtAcBsYbJZHI1puCzcDtc14WmQbk1DJpO/9bIT8MnTpzAN7/5TbzqVa/CP/tn/2zd1+r1OqrV6qbfl8/nAQALCws9/d5arXDxF5FQyed1zM+nYRg7O9nV/vfV6ykMDpYxMKDW53F4eAAvvPDCjl8LP1BxDTMZDz/+sYF0OqGcAkUV5Gd7ZQUwDB0jI9W154oKjI4O4vnnn+Ee7IClpQQGBipK7UHPy6NSKaJer3MNt0C+L57nIZtNY2hIrTV0XROlUh7NZpNreBHEGqYwPFxVag0dZxA/+1kaup5mEW4L5GfbdS1ksymMjQ0o9V6NjQ2hXp/lHuyAhYUEhobU2oPFYhY//KGBRELjGm6BfF9s24Zh6BgeriqVpzCMJAoFA6mUhlyOa7gd4rwg1rBcVmcNVaHrxOPdd9+NZrPZ8etvvfVWTExMbPq1v/u7v8MHP/hBjI+P40Mf+lC3l9IXZ88u0HNCMer1ZaysWGg0Vvr+WbK1RpXpihLDyK77+1ZWLCwvOzhzprcEelAkEhk0GivI5fpfi52M53lYWbGxtGQrtYaO48JxgIWFRbDL7ELa9+HSUgOeB9TrTSwvq7OGlqWh2XSwuLisVNuUijQay3DdpFJ7EABSKR31+kvIZNSyYlCB9j3oui4sy0GjodZ9FACSSR31+ixSKQZb22HbNmzbxeKipdQaLi97cF1gbq7OItwmtO/Den0J+Xwe584tRnxV63HdJFZWbF9ig51Os+lgZcVVag+KwUApLCzUoWmR652Uo30PNpsrsG0X9boFz1NrDV1Xw8LCIjxPnaKEiiwvL8O2PSwuWrBtddYwaDStM1Ff13eAEydOoNFodPz6173udZsmHr/xjW/gjjvuQK1Ww+c+9zkMDQ1d8Jp8Pr+lorFerwPAuqEz3SC8Cnr6VhIw/a6L67qrLYoaqtUBfy7KB9pzBy2vDOHlodpnMZczITxZoruGxcU6Eomkcv6J7TiOC03TkE6rtYaJRBKGYeL8+XOI6u1zXRcLC3PI54tKFQA27kPbFp5IiURKqTUUA2ZSsCwrMu/ClZVlNJtNFArFSH5/56h5HzXNfKRnDc/zUK8vIJPJKpV0uXAP2kgkksrdRwFxxnzhheciXcOFhXnoek4p772N2LaDZDKl3BqK+2gGlmVH5rll2zYWF+soFIpKKQk37kPhD2gotX4A1qbDOk501jGiQOkpNTxpI7JNN53OKLaGGgqFEmZnZyO9j87Pz8EwTKXavTc7jyYSwmdVtTXM54t48cXonoUippiHaebXZoOoiPTKTaVUW0M16HrlTp482fcv/frXv47f/u3fRqVSwf3334+9e/du+rqJiQmcPHkSp0+fvsDnUXo7Sq9HQiQi2VFAo9FYuwGoiIoDESTCIyYR2fvXaCzCcRysrCwrZ5TdjpggqJYZu6RQKOHMmdOR/G7P8zA7ex6ZTAaNxqLSiSs54Em1z5gYTpKGZdmR3CMsy0K9XkciocG2baUPeoBaU8klcliKUHyE//mq1+vQNA2LiwtKJR43ouJQC4lYQy+yNVxYmEcikcDi4gIymVrov79TXFcEzKpN8kwkEsjn8zh79kwkv991XczNzSKdTmNlZVm5AUrtuK6rZKE3l8utTra2I7lHrKwsY3l5efX9MZQ7K0iEt1xCyaEWhmFGNpjE87y1Pbi4WEe5XInkOjrBcRxkszqSSfXOW/l8Ac8/70byuzeuYalUjuQ6OsG2beWKTCoR+rsik46lUgn333//tonDq666CgDwrW9964KvPfLIIwCAV7ziFcFcKIklKyvL8Dzg4MHDyOUMLC8vRX1JW+I49mqwpd4hIZcz1gYjhE2z2cTy8jJGRkaRTIrDpqqIYCul5BpGOdlaVJYNDA4Ow7I6t+aIAjGVXL1gMJVKwTCMSPag67qYn5/D6OgYDCOv9H3UdcVBWMU9qOs5JJPJSO5hy8tLcBwbQ0Mjyk9mFgWclJKJR13PIZFIrn3OwkSqrIaGRuB5iOQaOsVxHGQyGUUD5mgmW8tguVSqoFYbwPLycujX0C0qFijkwMMonoW2baNer2NsbBzZbBYrK+q2e8tBeSreR9uLcGGzuFhHKpXC4OAwHMdRejKzOI+qVwgHWjFFFO+f6NzIYGhoBLZtK72GcsAT2ZxQE4/f+MY31iUdt/J+lNx4441IpVK477771rVcP/HEE3jooYdw6NAhXHnllQFfNYkLruuiXq9jfHwvxsb2YnBwSOlDgsoqj2xWRzqdCT1gdhwHCwtz2Lt3H6anj8M01U56yIBZpdYNiZy0HXaw2mgsQtM0TE5OY3x8DxKJaBIv3ZDN6lFfwqYUi6XQ3zupVq1UqpiamsHQ0HBXvs5ho3KwZRiygBPuGlqWhcXFRezffwBHj04jl8spfx9VUXUMtCayhp30sKwmlpaWcODAYRw+fBTZrI6VFXUTV45jQ9fVDLaiKsItLMwjm9Vx7Njx1eSxq3TADKhZwEkmxWTrsO+jUq06MjKK6enjKJcrWF7u3GosbFoxhXpr2K5aDZOVlWVYloXDh49iYuIgMpmM0ucZ+SxUkVYRLtwiztLSEhzHweTkNPbu3RfJ87gbXNdTUsygCqGVJp988kncfvvtaDabeMUrXoGvfOUrF7xmfHwcN95449p/HzhwALfffjvuuecevOlNb8JrX/taLC4urn3vBz/4QUpZyRoLC/MoFos4dOjImr/jU0/9Aq4bnS/MdjiOA8MwlWwFF+1JBZw+/WJov1OoA85jcHAYR45MI5lMYWhoGD/96Y9Du4ZucRwH+XxRyYBZHPSESiCsg6hUq05OTmF4eBSu68AwhPI4n1d3uptq7YGSKALm+fk55HI5TE8fh67nUK0O4NSpnytrW6FyASeVSkPXdSwuLgIIJ5gQatVZjI6O4/DhSSSTKQwMDOHpp0/BNNWZ2t6OysFWNqsjk8mi2VwJrUDhOA7m5uawZ88+HDhwCMlkErXaAJ5//lllAxrHcSNV2W+HVBCFeRYUalUXR49Oo1yuIJPJIpPJrtrHqPdZF226UNL6BxDWMWfPhmcd01KrljE1NYNUKo3BwWG8+OILkdkuXAxRCE8rWwiX59Gwrk+qVScmDmLvXtFdWSyWMDt7Tkllr0TF+wPQ6oSzLDs0ZbtlWWg0FnHo0BGMje2B53nI5wtYXKwre68C1CzgqEJoicczZ86sVRk2SzoCom26PfEIALfddhvGx8fxuc99Dg888ADS6TRe/vKX473vfS9mZmYCv24SD0SLtYfDh4+u3bQrleqa0kNFQ2hVWzwlhUIBL774XCi/Sx7y8vkCpqZm1pII1eoAksmfKesxJ9siVETXc2uHhDAego7jYH5+Dvv27cfExCFomoZkUrS3/OIXPwOgXuJRqk/SaTUPCWF7BDYaYprp0aPH1jx0yuXKmm2FiokrkXhMKXkI1bSWqX4YSLVquSzUqjI4qNUG8PTTp5QtwnmeugoBsYYFvPhiOJN+ZQFuYGAQR48eW0v2DwwM4rnn/knZpAegrnK8FTBboSQchFq1gcOHj2JkZGz1GnKoVKo4ffolJRML8j6qakJGJLXD+9wLtWoWx45dsnZvqlSqq4q58IoQ3SAK4QUl7w/pdBq5XA4LC/OhDDwUatXzGB4exZEjR9fek6GhYZw585LS91EVi6iAsGGQxRMg+M+/LKKOje3FoUOT0DQNmqZhaGgEP/nJE4H//t7xlF1DFQgtkn/lK1+JH/+4N+XSDTfcgBtuuMHnKyI7BdFivYD9+w9iaGhk7d8zmQxqtUE8++wzSiYepVG1qoR5bdKDZWrq+DplXKlUhmGYWFpa6nmCfZCIgFm9IAIAkskkTDOPc+fOBv67WmrVIUxOHluX3KjV1FXMOY6DRCKh7CFB11ttnkEn1jaqVSXpdBqDg0N46qlfKJt4NM2ccp8tiXjPwmmvFEFdDseOHV+X3KhUqtB1dYtwgLrBFiBN9Z8N5XfNz8/BNAuYnj6+LglUqdRWPebUVMwB6q6hLMLZdvCJR1mAGx/fhwMHDq8lNzRNW1XMPa9k0kPlYYdAS/0fRvFEqlUnJ6fXDSIxzTyKxTLOnz+rbOJR5ZiiUChidvZc4L+n3Vt1evo4UqmWwrJSqSGdzsCyLOXuV3IquWrXJZFFuHp94eIv7pOW5U9tXQEOAKrVGlKpJCwrPPVspwjluEbF4zaoV/ompEsWFuZRKpVx8OCRCw5ztdogPM9T1pRd1eoyIBKPiUTwQwnaPVgGBtZPr08mkxgaGoZlqevVqfIDplAownGC9dRpV6tOTx+/4NBULldgGAaWltTzmHNdOdRCzTWUpvqWFayfjfRWHR/fu6ZWbadaHQCgKXkfVVl1DGD12rTAvd0aDTGIZHLyGEql9VM7M5ksBgYGlPQ8Vj3YAsSz0POCN9VfXKwjkUjg6NFjKBSKG65BKOZU9OqU74uqa5hIJGCahcB9wWQBrlYbuCBYBqRiTrTtq4acSq7qGraSx8GeZ6Ra9cCBwxgdHV/3NaG2UndAieepOZVcYpomwnjbFhbmkclkMT19/IJEbKFQRKFQwNKSel6dohCupkenJJ8vhPLZlwMqjx27BLq+PslfLJaU9f+XynFV76MqwMQjiTVC8u3h0KGjF9ycAHHQkyoBFVH55tTuyRIU0oNl374Dax4sG6lWB1ansqo1oCQOAbNQNwWrrNhKrSpJpdIYGBhSMthqHfTUXEMx2TpYU31ZWR4YGMLRo8c2VZMI2wpdyYOemCCorsojlzMCn2wt1KpLOHjwMEZGRjd9Ta02pGQRTqi/EkoHW3INgzTVX1lZwcpKE4cOTWJoaHjT1wwMDMFx1BtQIoIttdewUCjAtoP97ItgOY/p6Us2LSobholSqaRkEU74rOpKWjEA8jwa7FAJqVYdHd2zTq3aTrVaQyaThmWpOKBEU1axCoQz2XppaQmuK7xVK5XqBV8XyeNRJScjqzwoTyKKcF6g750cUHn06DEUi6ULvi4EKSNK7kGVPcdVQc0nDCEdIFusx8f3bXlQ13Ud1eoAlpfVSjzK4E/lg7qu68hkMoGprdonBh45Mrll65FQzJnKHdZly4/aa5gLdLL1dmrVdmq1AWiaFrh6tlscx0Emk1a2TRcQFfqgklYXU6tKpG2FmgUctdtapL9cUAFzS626Z1O1qkQU4dSbjOw4tvIHdTmR1bKC2YeiALeAffv2Y9++iS1f1yqkqlXEiYPKwzAMBNndLNSqGqamZi5Qq0pEu/WIkoo5x7GVVstJ65igzqPyWVirDaz6425+JsjnCygUisqdR0UySP0uqiCTxy216qEL1KrtVCpVJScjx+E+KotwQZ3lm80VLC8v4+DBI+us0zZSqdSQSARb0O0FlT3HVYGJRxJbZIu1nGK9FQMDg/A8tVQCrusqH2xpmoZ8PpikR7sHi5wYuBWpVAqDg+op5uJwSDCM4FSrLbXqxJZqVYn0mFMv6eFA1w3l/LbaEarVYO5di4uLSCaTmJ6euejUcXEfDS6J3Ttqq47T6TR0PRdIwCzVqrXa4Katne2IIlxNuSJcHBQCcrJ1EPdRaaA/NDSMI0emtlWcCcVcWTnlcRzWUN7ngwiYV1ZW0Gxur1aVtAaUqKXWcV0Puq6uchyQ1jHBJDyEWtXcUq0qkcMtVFPMiZhCdcVjbvU86n9MIdSq8xgdHd/Udqsd2aqrWvK4VQhXb5CmRNr/BPEsFEXUeezduw8TEwe3XcNyuQzDMBR8FtpKK8dVgO8MiSUyeDp8+OhFTZ4rlVrbJC41iIPKAxDtSUEc9FoTAy/0YNkMoZgL3m+yG+IRbOXWjLT9pDUxcGTdxMCtSKczGBgYVC7p4brOmmm9qoj94b+/olCrNnHkyFEMDAxd9PUieayWYk68J2orHgER6Ph97/I8D/PzUq16SUfvwcDAIFxXrSKc4zhIpdJKB8zCVL/oe7AlC3CFQgnT08cvapQvB5SoppgTAXNW8YDZCMQjUBTg5rFnzz7s23fgoq+XijnVAmZAbbUcEFwRbnFxcVWteqG36mZUKjXlFHNxOI+mUmkYhuH7eVQU4GZRrdYwNbV9AQ4Qnq/DwyOBe2d3iyiE55QuhGcyWWSzWd/V/60BlcOYnJy+aOIumUxhcHBYSUGKyspxFWDikcQO13WxuLiAPXv2YXBw++oyICo05XJFqYOe6hMEJbmcaE/yM8hZWVmB6144MXA7yuUqcrmccmuYSqW2VWtGTSKRQD6f9/2AvLAwt+nEwO2o1QYAqKWY8zxP+WBLVJhTvgbMwqZCqlUnOvqebFY924o4BFuANNX3N2BeXl5CIpFcbe3cXq0qqVZryiWPpbecysEWIIpwft+7Go0G0uk0pqePdzxtXBRS1VLMCZWH2sGWrutIpzO+Pwvn5+cwODjSUbAMqKuYU105DgRThLNtCysryzh4cHLb1s52CoUi8vmCUoo5MRwopfx5JgjrmHp9AaZpYHr6eMfTxiuV2qr3sjrJR9WnkgPBFeHm5+fWLH86jYtVFKR4nqv8szBqmHgksWN+XiQ9Dh7c3Px5Iy2VgDpKD8dxkM3qSnvLAXKyddLXg16jUcfw8Mi2HiwbSafFgBKVvK1cV/3qJCDbk/xbP9d14TguDhw41NUhqVIRSQ+VEldxUMsFMeRpaakBwzAu2pK0EdFurc6AkjiYsQNYbWH015C90WhgdHQcg4MXV6tKcjljtQinzh6Mi0LA78EInudheXkJe/bsQ7Va6/j78vk8isWSUkU411V7mi7QKsL5qXKyrCaSySQOHjx8UbVqO5VKFel0WhnFleu60DRN+ftoEG2ei4uLqFQq2L//4mpVSSKRWB1uocb6AeI+mk6rXQgHRBHOT9Wq53loNpvYt+/ApoNItqJUKsM0VfOO9zYdkqoaYrK1vzGFbdvYv/8gTDPf8feVyxXkcuq1W6ue/I8aJh5JrGg0GtA0raMW63ZavjpqJK7iE2zlfG0pES1iGkZGxrpO2InqljqKOWHGrnZ1EoDv19hoLMIwzI7ac9vJZrOo1QaUOSTIBILqwVYymYRh+Bswr6wsY2RkrOsDUqVSU2q4RctnVe2DXstr1R+lh2VZSCaTW06w3o7BwWG4rjqtup7nxeY+mkj4Z6pvWU2k02kMD3e3hkIxNwzHUUsxF4eAuVAo+jqZfHFxEeVyZdPpuRe7jnw+r8yzMC73UWEd49991PM82LaN0dE9XXuyVas1pFJJZZKPQsygfiFcFOE03+5dy8vLyGazF/VW3Yiak5HVT/4DWPOC9W8Nl5DL5TrqYGwnlUpjcFAdQYp4PzSk02rfR6OGiUcSG5aXl1ZbIo50pfIAANNUSyXguupL6oGWqb5fh6tGYxH5vLnWdtsNYqKnOu3WnhePYEu0y/vTnuR5HlZWVjA2Nt6VwkMik5UqJI9FsJWIxUHPT1P9ZrOJZDLVdcIDEIWISqWKlRU19qAItrLKG3nres5X1WqjsYhyuYxyubuEByCLcOokjwEobzkC+J/0aDQaqFSqXal0JMJjTh3FHODFYg39PHO5rgvXdTA6Ot51skd4zI3Csiwlksdxsazwe7L10tISdD3XddIKaA0oUeU8Gh8xg7+TrZeWGhgaGu7YqqKdarWGRCKhxGRkeR+IQ9LKMHK+TrZeXl7C8PBoT/GUEKQEMzSsWzzPg6ZpyGbVvo9GjdqndUJWWVlZQaPRwMTEwY5brNuRKgF1fHXUb/EE2v08+n8wy5aI0dE9PbWDZDJZDAwMKBMwaxpisYayPcmPw3qzKVQ63VYmJSJ5rEbSIy4qD0C2J/lDo7GISqWKUqnc0/cPDg4pY1sRB08kQFhF5HL+TLYWVge9qXQAORlZjSKc53nwPPVVx4BQbPs12VokrdyeklaAKEQUCgVl1jAu5xmhWvXHE0yodIyui+CS1oCS6JMe8lkYh+Sxn0U4kfAY6cmTTTXFnFCOxyHxKM+j/X/ubdtGIqFheHisp+8XrbqmEvdRWQiPQ9JK1/2z/5F2Fb0UwgG1hh7KobFxSB5HCROPRHksq4l6fQH79k3gyJGpnlsJKpVaIBN+e0N9I29JPl/wpT2p2VxBJpPpqbosqdWGlPCYEwFzPNZQTrb245CwtLTYs0pHXku1WlPooKe+ygPAWkDR7+e+34QHoFa7tfCWUz/xCPhnqr+8LFQ6vSY8hOfxiBKTkV3XRSIRj6SVLML5cX5oNBo92VW0X8vQkBqKubjdR/0KmKVKpxvLn3ZUUsw5jh0L5TiAnpRtm2FZ1tp0414RirmkEsljIB6F8FQqBcMwfdmDooOq2JVHbjvJZApDQ8NKnGVayX/11zCTySCb1X16Fi6iVKp0PGh0I+l0BgMDQ0r4VsfpWRgl6j9lyK7Gtm3Mz89jfHwvjh7tbGrgVqiiEhDJg3gEW4BMevTvydJoLKJWG0Q+39kE1s0Qirnoq1siYE7GYg0TiYQv7UkiaeVhbGxPXz5CAwND8LzoFXPCjD2DZDIV6XV0Qi5n+NLmubTUQC6X6znhIa+lVCpHfh+VxEEhAGDVNL3/z/zSkmxL6l3dospkZMdxkErF56Duh6m+sKtYxsjIaF9/d6VS9bVlsVekyiMOz0JhHZPpW20lVDq92VVI5ICSqPcgIPahYcSjgCMG+vVfhBMJjxIqld6SVoAYUGIY0Q+3EGepeBTCAX+KcJ7nwbIsjI3t6WtIZ7U64JsKuh8cx1mNKdRfQ03TUCz2v4ZiqIyDsbHeujck0rorakFKq4tK/TWMEiYeibI4joO5uVmMjIxievp43wkCoRIYiVwlEJdJrBLZntSP6lGoa4DR0e6HyrSj6/qqYi7axGPcKluFQsGXg7pQ6Qz29XNaHnNRr2E8hgMB/nkE9jpUph15H1VlQEkcEh6APwUcOVSmH5UOICYjFwrRt1uLYCsedgeAX2soh8r0t4bFYgn5fCHyqaxxehaKIlyh7/vo4qJQ6fRqVyGpVmtIJqNXzLmu21chI0xag7p6X8N+hsq0k0ymMDg4HPnQSlEIT8TmPuqHarXXoTIbUWUysuM4yGQySKXUL4QDgGn2X4STQ2X6KYQDopCq67oScaGu68oPeIoaJh6Jkriui9nZcxgcHMKxY5f0NMhiM1Tw1bHt+BzUAX88WURLRL6noTIbGRwcgutGq5hrBVtxOegZ6EdtJYfKjI6O9e0DlcsZKJerCgTMbiw8kQBpqm/2pVqVQ2WGhvpLeAAieZxOZyINuFzXXfVZjct9tH9T/X6GyrSjymRkoXhM+fZ8Dxo/PALFUJkKisVyX9ciFHPDkVvHiIA525fqKEyKxWJfRTg5VGZsbLzv1uRSqQzTNCN/FsapA0dax/RzHpVDZXr1qm6nVhuEpkWrmIub0soP65ilpQYGB4f6TmIKz/LoJyM7jh2b5D/gTxGun6Ey7WSzWdRqA5EPPYyL53jUMPFIlMN1XZw/fw7Vag0zM5f27KGzGSr46gjFY3xUHrI9qdeAud+hMhtRwUzYcWykUunYVCfFZOveD8dSpeNH0kp4zEWfPAbg670laAqFUp8Jj0WUy9WevXTaMc08isVoFXNxGg4EtPzleg2YPc/ra6jMRqrV6CcjC4VALjYKAVmE6/VZ2PJY7c+uQlKpSMVctGsYp2BLBPdez8+efofKtNMaUBJd0kO+D3G5jyYSCeTz+b4+88vLDQwPj/hSeCyXo2+3jpPqGJDWMb0LQGzbhqZpGBnpbajMRqrVAQBapK26juPGxu4AEGvYz2TrVvdG73YV7QgLp2jbreMy4ClqmHgkSuF5wOzseZRKZczMXOb7gbalEojOV8dxnNgYeQP9m+r7MVSmHaGYq0QqqxfBVnwCZl03+gqY5STkXofKbES0W0ermAPio5YD+lOtiknIQqXjx2dWtlvbdnSKORlsxWESKwCkUmkYhtHzHlxaavQ1VGYjKngey/toXMhksshmsz0nj8VQGaPv1jKJCoo5MeApPmsoVKvJngPUfofKbKRSqa0WBaPpwvE8D5qmxepZmM8Xe36/xFCZ/u0qJKlUGgMD0SrmpHLcj8J+GPQ75KnRWEShUFxNGPZPpVJFLqdH3G7txaoQ3iqk9rqG9b6GymxE+P9HPfTQi00BJ0rikfkgu4alpQZMM4+ZmUv7GkKyHVFPooubQgDoz1S/0WigVhvwdT0HB4cj9ZiL2xrqut5ze5JfQ2XaMc08SqVyZAGzCLbio/IApGq1t6r80pK/CQ+g1W4dVRHHdeNjxi7px1R/eXkZQ0MjvrVjqeB57HnxSlrJIlwvAbOwq1jCyMiYb5/ZlmIuygElcQuYe7c8kENl/FD+S8rlCgwjuuSxbduxUssB6EsZ5sdQmY2IdmstsnZr2aYbl0J4MiknW3f/LPRrqEw7mUwGtdpgxB6B8Ur+p9MZ6Lre031UDpUZHe3frkKi6zlUKrXIksct5Xh81jAqmHgkCqGhXK5gZubSvk27tyPqSXRxS1oBWLvebgNUMVTGw8hIf0NlNiIHlESnmItXsCXak3oz1fdrqEw70mMuquSxbduxS1r1oxLwY6jMRoRirhhpwKzremyU4wBgmr35UQmVTsK3tiRJ1J7HQmkVn+Q/0HsRTthVZHxTWklEITURoW91vAJmXdeRyWR7UuqIoTJl31Q6AJBKpTA4OBTZdOtW4jE++1Bax3RbhPNrqMxGKpUKdD0Xmf2P68YvpigUSj2dZfwaKrMReb6NolW3VQiPz320nyKcHCrjV/eGZHBwCJ4XjYWTWMNErNYwKuJzYic7nuHhURw/fjmqVf8qkZsR/SQ6DdlsvG5Osj2p24puo9FAPp/3NWkFiKl4pVIpwhYzzdckThj0Mtnaz6EyG6lUaqtDi8IPuOI2HAiQpvrdewT6OVSmHU3TMDwcXbu1CLbio5YDWgWcbvehUOmUUan0N1RmI9LzeGmp4evP7QTPEz57cTuo91qE82uozEbEVFYzkkJqHFUeImAudJ2obdlV+Ju0AoBabSAyxVzcBjwBsgiX6jp5vLy8BF3XfRkq0046ncHAQHSKOc9DrAaTAFK12r0Ywa+hMhuJ0jvecZxYTSWX5PP5ns5+raEy/n5mpSAlmjWMXwEnKph4JMowOjrmy9TjThAHvegm0cXt5mQYJgzDQL2+0PGDRgyVWcHo6Ljv3jNiQMnImqIyTMTv82LjLSfJ5wvQtERXh2M/h8psdj2FQjTJ4zi2lyWTSZRKFSwvN7pKXPk5VGYjlUq170nNveK6HnQ9XioP08xD13Oo1xc6/p6WSse/tiSJ8DweiWTAjOu6SCQSsbuPmmYe2ayOer3e8ff4PVSmHVFUGI5EMRc3n1VJqVSG6zpdfe6Xl5d8t6uQlMtV5HK5SJLHtm0jm42XclzXczDNPBYX612d/5aWljA05M9QmY1EqZgD4pX8B8T5L5VKodFY7Ph7/B4q0042q6NaHYgkeSzOo/GZSi4xzQKSyVRXZ3i/PVbbafn/h38fjduApyiJz5OGEB8plSrI5cJvt3ZdF5qG2B3UM5kMpqaOI51OY2FhvqPvaQ2V8f8BAwjFnBhQEm7AJQLm+D1ghoZGsH//BBYX6x2/Z0Kl499QmXZaA0rC95hzHAeZTNY3j6CwmJycQqVSxezsuY7eM5HwcDA25q/VgaRQKCGfL0SmPI6b6tgwTBw9Og0AWFzsLHElh8r43VomqVblZORwW3VlsBW3NSwUijhyZAqua3ccNAfhsdpOtRqNYk6qPOK2hnv27Mfo6Djm52c7HlKyvLyEoaFR6Lr/FivpdHQDShzHidU0XUAUTKanj8MwTMzNzXb0LLRtYVcxMuKvXYWkXBaKubATV7IQHrfzaKVSxcGDR7CystLxe+b3UJmNDAwMwvO80JPHcSyEA+L9OnDgEJaWGh3fuxqNOsrlMsplf7s3AClIGYbjhN9uLZTj6djF9lHAxCPZlaTTaQwOhn/Qk1WRuB3UAfGQmZqaAdBZ0BzEUJl28vk8CoVS6MnjuK5hIpHAkSNT2LNnLxYW5i+aaGipdPyZhLwZrQEl4SqubNuOXZsuICq6MzOXIZ8vYHb2/EUPV0tLS8jlDAwMBJO0ilIxF8dgCwBGRsZw5MgULMvqKGG7vLyM4WH/hspspDUZOdx26zgrBMbH9+LQoaMdBc2e52F52d+hMhsR7dbhF1LjqnhMpVKYnj6OwcFhzM6ev2iiQQyVCUalI5HdPmEnPVzXjV2bLiDuW8eOXdJxMXxxcRHFYtHXoTLtZLNZ1GoDkYgZRCE8XudRTdNw4MAhTEwcRKOxeNFiuBgq0/R1qMxGKpVaJJORW4XwVKi/t180TcPBg0ewb98E6vWFi54DW0Nl/LerkIh260zoVmqO40DX9dgMeIoSJh7JrkV6SYZZGZGVrbgd1CUjI2M4fPgoLKu5bdAslBf+D5VpRw4oCVupI1UecVzDZDKJqanjGB4ewdzc7LYKmUajAcMwfTeAbqdQKCKfz0cSMMdN5SEpFIqYmbkMuq5jfn57tYfw0vF3qMxGolDMCeV4vIZaSDRNw759Ezh48PBFlQJBDZVpJ6rJyLZtI5VK+W7DEQaapmFi4iD27z94UQW5ZVlIp4NT/gPRFlLjqBwHhN3NzMylqFRqF1WQi6EylUDsKiTCYy4XSatnHO+jgCyGHwewfTFc2lWMje0NtKVcKprDjCniXMDRNA2HDx/tqBi+srKMbFYP9Dyay+VQqVRDP4/GtRAOiOLz5OQ0xsb2XFRBHtRQmXZMM49SqRz6fVQMjY3nGoYNE49k12Ka+dVhDeGpdeLq5SHRNA379x/AxMT2QXOj0YBp+j9UZiPFYhGJRLhenVJSn0rFqzopSafTOHbsUtRqA1uqPcRQmWWMjIwGmmBNJBKoVAYi8QiMm0KgnUqliunp40gkklt6zTWbTaRSqUBVOoAYWpTNhjthXgRbqdiuYadKATFUpuT7UJmNSCuFsANmXc/FViEgFORHsWfPPiwszG0ZNAuP1QpKpXKg1yN+vhf6GsZtmm47QkF+6bYK8iCHyrSTyWRRLBZhWeHdR+XfG7fujXZGRkYxObm9grw1VCa4hAcgioLpdPdDb/ohjoPy2kkmkzh6dAYjI6OYmzu/5Vm+0RBDZUwzH+j1lMtVeF64quO4J61aCvIRzM7ObqnaXloKZqhMO5qmoVKphW47EkfP8ahg4pHsWgzDRCaTDVXp4ThO7Iy8NyKqlJNbBs1iqMxyIENlNmIYeWQymdDXMJczYhswA4Cu65iZuRSlUnnTgEsOlQlSaSXJ58VBMmxPljgHW4Dw7JyaOral15xMeASp0gGAVCqNfL4QUbAVzwIOcHGlQGuoTLAJD0DcR1Op8ItwcVUdS4SCfAYjI2ObBs0tj1X/h8psxDRNJJOpUAMuMVk+3mu4XkE+d8FzSKp0gvLnbKdUKoe6fp7nQdO0WHZvSDRNw9692yvIW0Nlgv2sRhNT2LEuhAOiGD49fQlqtcFNi+FBDpXZiGnmoWla6JYH2az/3rFhkslkMDNzyZYe5JZlBW5XITFNMfE8zJhC0+KrHA+b+GY/COmTRCKBUqkU6nCSOEvq29kuaBZDZbKBtpZJstkscjkj1DWMe3VSYpp5zMxcuqlBe5BDZTa7jmQyGVrAJf/OOAdbkrGxzb3mWgmP4Pw52xEBc3it1lLxGPc13E4psLS0FOhQmXYMw0A2G27ALLzl4h1sAdsHzWKojBm48h8QyeN0Ouxha1rsCzhAS0GeTCYvmDgv7CqCGSqzEaHm0kILmEXSKr7Kccl2CnI5VCaMIqqIKcqRnEfjXAgHRDH8+PHLUCpVLiiGi6EyhcCGyrQjOuHCFTMAOyNp1fIgL266hkENldmIaYqJ6WEVUj3Pg+ftjDUMAyYeya6mWCyxNalHRNA8c4FBe6PRQLVaC2yoTDuapqFcroTs8+jtiIAZ2NygPYyhMu2Ig154SQ/RKh9fu4N2tjJobw2VCV6lA2B1r4cbMOt6vJXjkvVKgdZhXSQ8ghsq004ymUSxWA412BIenfFOeEg2U5CLoTLLq0Nlgv8702mpPGbA3AtDQyM4enQaruuuKchbQ2WCT1oB4lmYSqVCsx5pDcqL/xpuLIbLM6EcKiM93YOGMUXvGIaJmZlLYJp5zM217qNiqMzeULxkc7kcdF1Hsxle0gqIt/VPO4VCATMzl65TkAu7inC6N4DwC6liwNPOOc8ETfxP7YT0gWGINs+wZPWatjMUApKNBu1C9eSFlrQCxIMuXG+rnfWA2TitXA6VCStpJQLmfGgqATkcaKes4WYG7a2hMuEkyKMImHeC6liycVp5a6hM8KpxSbFYguuGcw9tBVvxT3hINirIxVCZdCjKf0m5HF6rrjwz7ZT7KCAV5JNrCnLhsRq8XYVEtuqG9yx0kE6nY68cl0gF+dBQa3ieGCoTTsIDwJoHYXitul7s23TbEcXw40inM1hYmA9lqEw7mqahVKqEnvzfSc9CoSC/ZE1BLjxWgx0q007YhVTX3XlrGCRMPJJdjWmaSKfToQ632Gk3p3aD9jNnTsM086jVgm8tkxhGHolEOK26ImD2dtwajoyMtRm0L2JkZDTUvzFMb6udpHiUtBu0z86eC2WoTDsiYM6EqBJwQ1EChkm7UuDcuTOrQ2XCUekALV+kMAJmoRBI7KikFSDuYzMzQkF+/vzZUIbKtCOTHmEU4XZisLVRQW7bDkZHx0NLWomAuRhai+BOadNtJ5PJ4NixS1GpVHH27OnVoTLB21VIwh9aubPEDABQqw1ievo4NA2Ym5vFwEDwQ2XaKRSKoQ2Y2Sl2BxsZGhrG0aPH4Lou6vUFDA2F070hEYXUsNYw3sMOw4aJR7KryeWM1YmswVdGXNfdUe1l7UiD9lKpgpGRcaTTwQ6Vacc0wxsw4zgOEomdo5aTtBu0FwqlUJNWANba8sMImMU0XT2Utp0wkV5zAwNDoQyVaSeZTKJQKIXY5rnzgi2gpRQoFsuhtSVJwgyYW8HWzklaSWq1QUxNHV9dw/CU/0C78jh46xHb3nkFHGC9gjyfL4SatALCLcLZtrM23G0nkcvlMDNzGSqVGoaGhkNtRdb1HLJZPZRn4U4thAOiGH7kyDRKpXIoQ2XaMU0TmpYIZR/uxEK4ZGxsDw4fnkSxWArNrkIiCqnhDAmybRvpdCrUuDfOxHcMFiE+IM2gn3vu2cB/l2U1kclkYj/JcysqlSquuOKq0P0PM5nMqifMLILuvrRt0T63Uzx12pEG7UNDIygUiqH+bjlgRjzAg314W5aNSiW8pFyY6LqOyy67Eq7rhK5iKZXKePHF5wL/PfIgmcuZgf+uKBCBcg6GEe7fJ4pwOprNlcCTupZlIZ83dpxqVTI6OgbTNEPxOW7HNM21IlzQ91HbtqDr+o5q85SIaeXHVwc8hfv3GUZrqm7QhQfP81AshvusD4tCoYCXveyq0AuMiUQC5XIZzz77TOC/y7YtpFI78zwKAHv37kepVA5lyGE7LTGDFfjnx7IsDA8PIplMIkRr0FDQNA0TE4dQrQ5EsoaymzFooYhtW6jVBneUcjxIqHgku55CoRSKrN6yxEF9pwZbgFCupVLhV32EJ0vwKg/LspDL5XZkdRIQh+ZisRT6A1S26oalEtipwRbQmvQeNrLCHLRqVSb/d2oBBxAK8igC5lKpFIri0bIslEqlHac6bqdYLIU+/CiZTKFQKIbSwWFZViTPirBIpVKr/tHhEpb9j1TL7UTFo0QOmQgbEVMEn0WSPrI79Vko/BbLod9jslkRp4VxHrVtZ8cWwoHo1jDsbsawxRpxholHsuvJ5/PQtETgkmzLslCpVHbsQT1K8vn82gS8ILFtC8Vi+A/RnY4I8oIPmKXdwU4OtqIirFZdy7KQyWR2rMojSsLyRXIcB+VyOfDfsxsplcpw3TD8jl3k8wy2/CasATMyaSW9XYl/mGZLtRokQjleQDLJ5kU/0TQN5XIl8LOMjFd4HvUf2c0YzhpqOzb5HwRMPJJdj2HIgDn4pEepFK7cfLcgva3EVO3g8DyE3j63WyiVKoEf1IVaLsWDXgCEGTDn88XQ1WS7AdPMI5EINmCWB3XuwWAIY8AMg63gCCtgFs/CDPdhAIgiXPAdHI7jhN7CulsQCrZghQyu6yCRSHAPBkSxGHw3o23bSCaToVvjxBme3MmuJ5eTZtDBHfRY2QoW0Z4U7FRdGYzzARMMUnkRZMAs1HJZBswB0AqYgy7gMNgKijACZscRB3U+C4MhDOWxUMul+CwMCBEwB5v0sKzmqlpu59odRIW0VAqyCCdb5cOc9rybMAwTiUQyUDGDVB3zWRgMYm8EW0gVa7hzZzcEAROPZNcjPSiCPKhLE2g+YIIhlUqjUCgEGjDvdD+dqJGq1aAD5kKBarmgCLrCLINxJjyCQddzgQfMDLaCJZczkMlkQ3gW0u4gKESrLgINmB3HZQEnIMJo1XUcB4kElVZBIYtwQYoZpGd8FD6kuwHDyAfuHW9ZzdXYhROtO4XRFyEAisVi4Eor+ukES6lUDrw6mclkd/RwoCgxDBPZbLABs1DL0ZcsKOSAmaACZqGWSzH5HxCyCBfkYAvLstaGSRH/SSaTKBbLgSaPbbuJfD78AUi7BdnBEdSzUJ51eR4NjqBbdeWQNSb/gyGTESq2IM+j9IwPllwuB13XA00eO45NC7UuCdWR9stf/jK++tWv4sc//jHOnj0LABgbG8PVV1+N3/iN38Dw8PCW33f//ffjZz/7GdLpNK644grccccdmJmZCfPyyQ7GMFoV5iDUUJZloVqtIZWiCXRQmKbwXvQ8L5AHuW03UasNUC0XEMlkEoVCCS+99HwgP7/lS8ZgKyhMU1aYrUCq+C3VMdcwKAqFIoLs8rRtG6VSObhfQFAqlfD8888G9vOFWo4FnKAQE1l1rKwsI5vVff/5Qi2X4H00QEzThKYl4DhOIAl6y7JgmizgBIVUrZ4/fzaw3yE846n8DwpRSK1gYeGpQH4+Czi9EWoE/X//7//Fk08+icsuuww333wz3vKWt2BgYAD3338/rr/+evz0pz+94Hvuu+8+vP/978e5c+dw880347rrrsNjjz2Gm2++Gd/73vfCvHyygwna28q2HVZFAiafF3L3oNQ6ruuuVrFJUIiJrMGo5WgCHTwiYA5OtSqCLeFhR4JBTmR1nOAmI9OXLFgMQ7y/QdxL6S0XPCLpEZz9T8uXjM/CoGgV4YJ7FlItFyxykGQQ3XD0jA+HIAupQqiURC7HNeyGUOVXH/7whzdVQXzxi1/E7/7u7+Lee+/FRz7ykbV/P3XqFD760Y9iYmICX/rSl1AoiJvALbfcgptuugkf+MAH8NBDD1GBRPpGmkEvLTV8rzALBR4P6kFjGMaa2iqd9rcKzCme4dDequv3fV1O8eQaBoesMD/77DOB/HzbtulLFjBSRWNZTSST/tpKOI4DTeN9NGhEq246EOWxVHBxDYNFBMzBFOHkYBkWcIIjk8kilzNQry8EZM/jrSXGSDCYZh7JZBKO4/jercbujXBoL6T6rTy2rCbXsAdCzdhtdQB6/etfDwB4+umn1/37gw8+CNu2cdttt60lHQFgenoa119/PZ588kmqHokvBGkG7brOalWEB/UgSSZTKBSKgXhb2baNVIpTPINGqtmCUK3K1iSaQAdLsH65LOAETTarI5cLZsCM9CXjfTRYZKtuEGqr1mAZrmGQiIA5EYjyWNodUC0XHDKmsG3/fcdd110t4HAPBkmQnXC2ba0mp+kZHyTthVS/EYU9ncOBukQJqeDXv/51AMCRI0fW/fujjz4KALj66qsv+J5rrrlm3WsI6RdRPfQ/YGZlKzxKpQpc1/+DumWJqeRUeQSLbNUNKnlMb7ngaffL9ROhlktwDwaMCJirgQTM8qCu6/771pEWiURitVU3iGCriVzOoFouYNr9coP6+SRYhGDG870Qx/NoOKTTaeTzhUDOo6JVvsiOzYCRhdQg7qMs4PRGJJMupNfj0tISfvazn+GRRx7Bnj17cMcdd6x73alTp2AYBgYHBy/4Gfv37wcAPPVUb6ah/JyQjeTzeSQSCbiuv5Js27ZWJ/aK9l9+9oIjnxetuoC/A2Zsu4lyucpgK2CSyQRKpTKee+7ZQPaJMHwX/5v7MBgKhZa3lZ8JJqEQSK9bQxIMrQ4Tf++jlmVhaGgYiYT4mVzH4CgWS/inf3ra9/dYTPEsr60hCYaW/c8iNM2/+6hQy/FZGAayVdd1/W3VtW1hoZDL5bh2AVMul3HmzEu+v8+u66BYLHEPBowspM7Nzfr+Hnuei0KhwLVbpdP3IZLE41/91V/hq1/96tp/Hz9+HH/6p3+KvXv3rntdvV5HtVrd9GfISVALCws9XUOtRm8Msh7TTOHHPzaRTAKG4Z90ul73MD4+goEBMZiEn73gyGQ8/OQnOaRSmq/y93pdw549IxgY4NoFzZ49Izh9+nlf96DjOMjlMhgfH1rbf9yHweB5eVQqJSwuLvq6hpa1jHy+iPHxQVaYA2cYP/tZBtlsyteAeWEhgfHxYe7BELDtIfz85xnoetpXVU29nsLY2CCfhSGwd+8ofvrTn/p6H11eXkahYGLv3uG1aazch8FQKGTwox+ZSCT8jSkajQWMjg5haIh+x0HTaAzj6ad/jlwu49u5w/M8ZLNpjI0N8lkYAuPjQ3juuad8XUPXddfWkM/C7uj6RHn33Xd3JTu+9dZbMTExse7f5ACZ+fl5PP7447jnnntw44034t5778Uv/dIvdXtJPXH27EJgk45IPBFDYFKYn18E4J/icWXFBpDG2bMLqNUK/OwFiOt6AJKYm6sj71Mnked5WFmx4DgJnDnTW6GDdI7jJGFZDur1Jd8C5uXlZbiuhpUVj/swBLJZEy++eBqZjH/+RQsLDZRKNZw9W/ftZ5LNaTYBz0tgbq7umweV53loNh3YtsY9GAKWpcF1NczOLvimPHZdd20N+SwMgzRWViw0Giu+/cR6vY5MJotGw8HyMvdh0CST2VW1lX8FnKWlFSQSWe7BELDtBFwXmJ9f9K3jybIsOI6HZhN8FoaA4yRh2x7q9QaSSX/2YbO5AtfV0GyC+3AVTessgd71Cpw4cQKNRqPj17/uda+7IPEoKRaLeNWrXoX/8T/+B6677jrceeed+Ju/+Zu1zZ3P57dUNNbrIvhoHzrTDZ4HbnKyASHJnp2d9e2zIX3Ocjlz7WfysxccmpZAsVjC888/59t77Dju6nAgk+sWAoYhDL2bzaZvE+abTQu5XA6ZjM59GAL5fNH399fzXJhmgWsWAul0FoZhYn5+zreJrM2mhVQqxWdhSGSzudVW3YaP91ExxZPPwnAwjDwSiSRs2z/7n2bTQq02BEDjPgyBUqmCM2fO+Pb+Cr9IDbmcwTULgVzOXDuP+jWYUDwLM+vWkHswOAxDrOHKioVczq/Eo4VMJgNd5z7slq5X4OTJk75fRD6fx2WXXYavfe1rePrpp3Ho0CEAwMTEBE6ePInTp09f4PMovR2l1yMhfuD3gJnWYBmaQIdFsVjGc8/9k28/z7KaHA4UIrlcDrquY2lp2beA2babKBZH2KIbEqaZRyKhwXH8CZhFAYdTPMOkXK7g3Lmzvv084dEpgi0SPHKq7sLCnG8/07LEJFa/ktFke8RU3TSazaaPymMXhULRl59FLk4+L4atiY6q/s8ftm0jlUrxWRgSqVQKhUIJZ8685Nt7bllNlMsV3xKZZHsymSxMUxRS/bqPWpaFcrnK4UA9oMw79tJLLwHAOj+hq666CgDwrW9964LXP/LIIwCAV7ziFSFcHdktGIaJRCIJx/FnMjIP6uEjfIs036bqykmsfnpGkq3RNA2lUgW27d8kQc/rXR1Pusc0RYXZr6m6tm0jnU6xgBMippmH5/k3kdWymsjnC74ObiPbk88XfJ2oa1kWSqUSCzghkclkYBimb/dR+VngfTQ85IAZx7F9+XkshIdPqVT2LSYEWgO6SHiUyxXYtn+TreVwINI9oSUe6/U6fv7zn2/6tS996Uv4wQ9+gImJiXUKxhtvvBGpVAr33XffupbrJ554Ag899BAOHTqEK6+8MvBrJ7sHWWH2L2C2UCwWWRUJkdYa+vOQsW1xSGCwFR6FQtF3uwMe1MMjkxGtut34QW+HUI5TLRcm+XweqVTKt4DLcVwe1ENGqK0Svq2h57nI56mWCwupWrVtf5JWtm0hlWLSKkxkEc7PZ6Fp5n0d+kW2R0yA13ws4mhrg51IOJimMP33Yw2l3QHvo70R2p1rdnYWb3jDG3D8+HEcPHgQw8PDmJubwz/+4z/ihz/8IfL5PO6+++5133PgwAHcfvvtuOeee/CmN70Jr33ta7G4uIivfOUrAIAPfvCDTOgQX5EV5oWFeV9Uiq7roFBgsBUmuZwBXdexsrLii0pRBFtUy4WJaeahaf606gq1HIOtMJGq1fPnz/ny8yyriVJpiGq5EGn3Wu03yBUHdY97MGQMI49MRiiPk8n+zjOtYIvJ/zCR9j9+tOpK6x8WcMIjlUqjUCj4ZlvhODaKxbIvP4t0hmkWkEqlVjvYMn39LMdxkEhoyOX4LAyTfD6PZFIUUvs9zziOjWQyyWdhj4SWeKxWq/it3/otPProo/j2t7+N2dlZpNNpjI+P421vexve/va3Y2Rk5ILvu+222zA+Po7Pfe5zeOCBB5BOp/Hyl78c733vezEzMxPW5ZNdgp8Bs2hT40E9bOQaPvvsM33/LHrLRYNpmr4FzJbVXDWBpt1BmIjWdn8CZtHWQqVVmKTTaeTzBZw/fxZAf88wWUDgfTRcstkscjkD9fpC3/c/oZajt1zYtFp1+w+YLctCpVKjWi5kSqUyTp9+se+fI9VaVMuFi2EYyGaza2fJfpDdG7yPhosspFpW/4XU1uwGrmEvhPb0MQwDd9xxR0/fe8MNN+CGG27w+YoI2ZxCIQ8/AmZhAs1gKwpEq27/Ho+2zeFAUZDN6sjlclhcXOw7YJYm0FTLhYsYMNN/wNwKtvJ+XRrpkHLZn4CZwVY0yFbd2dnzff8sDsqLBmEd40/AbNsOSiV24ISNaYqOmX5jCtd1kUgwpgibZDKJQqGEl156vu+fZVlN5HIGPeNDRhRS8zh//lzfim/hdVxGOs3hQL3APmVCNmAYeV8GzLSCLR7Uw0a26vY7YEa2VrA1KVxEwFz1xQyaarloaFet9oNQy3GwTBSI+2j/vkgy2OJBPXzaW3X7wbKs1eFAVMuFSTqdhmnm+/YIFEkveh1HgfDLTfd9npGDZXgeDZ9SqezLwErhGc8BXVFQLld88Tu2bZsWan3AxCMhGzDNvC8Bs2U1V02gGWyFjVQJ9HtYF8EWhwNFgZjI2l/SgybQ0ZFOZ3wJmNnWEh3y+dXvcAsO6IqOduVxPzgOp3hGhQiY+9uDrusgkUjwPhoBhiGKcM1mv4lHC9msTrVcBIj29v7FDPSMjw7/Bsx4yOfZgdMrjKYJ2UAmIwLmfqciO44Itkj46LoOXc/1nTwWajkGW1EgAuYEXLf3gJnectHiR4W5pZbrz1uJdI9fqlXxs3hQj4JWIbX384wcDsQ1jAY/inAs4ESHbNXt9z7KAk50CDFDf6pVesZHi5wG308h1XEcaFqCHTh9wMQjIZtQKlX6VnkAgGny5hQF0tuq/2CLh4SoME1zVbXa+xrK1iSuYTSIREV/bZ4y2CLhk0ymUCgU+1Ktuq4LTQPbAyMikxHemv0kPcQk1iTXMCIMw+w7YLYsC7qe63s4BukN0arbXxGOarnokL6M/TwLbdvmeTRC/Ciktnz/uYa9wsQjIZuQz+dXp1L3FjCLg3oCuRxvTlFRKBQB9J7wcBx7VS3HYCsKRKtufwGzZVkwDJPechEhJrL2FzBTaRUt/QbMIvnPwTJRIvxye9+DDLaixQ/7H9u2qJaLENmq22tMQbVctCQSCZRK5b7EDHIqdr8DE0lvJJMp5PP9FVJFAUdHNqv7eGW7CyYeCdkE0xQV5l7bBDnFM3pkq25/a8hgKyqkarW/gNlGsVj276JIV/QbMAu1HNtaokQkfXsPmMWArixyOQZbUdFvIdWyLORyVMtFRSrVv/LY80BfsgiRrbq9Jq5ayX8+C6OiWCzB83r3eJSe8clk0serIt1QLvdbSLVQLHI4UD8w8UjIJhiGGE7Sa8BsWU2aQEeMbNXtfQ2ttcMiiQY/WnUZbEWHDJj7uY8y+R8t4h6Y6jlg5kE9eqS3Va8DSsQaUi0XJaVSpeeAWQ7E4H00OsSAmWxf59FMJkO7gwiRRbheB8zQMz56+h0wI+wOin5e0q6DiUdCNiGdTiOf730iK02go0eobIy+1rBQ4CEhSmSrbi+qVWECrfGgHjGlUrkv1XEmk2VrUoTkckZfAbPnuau2FyQqhN1Ef3659JaLln5addkqHz2iVbfU83lUquUSCYbtUWEYvXdwtDzjeR6NEsPII5XqTXnMNfQH3sEI2YJ+AmaaQEePaNXtx9vKo1ouYoTaqreDHoMtNTDNPDyvt4DZsiyUSlTLRUkymUSxWO4pYJZrzoN6tIhCaqGn+yjVcmogVau9BMws4KhBsVjuuVWXarnoyeVy0HW9pwJOyzOe99EoMQwxJKiXZ6Gw30pxDfuEiUdCtkAmDrsNmGkCrQ6FQm/eVkItR2+5qOlHeWxZFrJZHbpOE+goka26tt1LhZlqORUolUo9K61SKSb/VaBcLvfUat3yOuazMEoMw+wrYC4WqZaLGqla7bZVt1XA4X00SjRNQ6lUgW33mrTiszBq+imkytkN7KLqDz6FCNkCwzCRTCa7VszRBFodTLOAZDLZtXKVhwR1KJcrPSmP6S2nBsLbqvs2T9nWkstxD0aNYQjld7cBM5NW6mCavRVSqZZTg2QyiUKh1KNq1aFtjAK0hq119yy0bRvJZIr3UQUoFIroxR7QsqxVywt6xkdNr4VUy2pyOJAPMPFIyBb0OpGVJtDqYJpmT2to2xZ0XUc2S7Vc1PRqBu15HtVyCtBrwCzUcgy2VEAM6ureF0kM6CogmUwFdGWkU0zTRCqV7lp5bNtNFIslquUUoFQq9aSW8zz6kqlALtdbm6cQM2RYCFcA08xD07Sui+G2baNYLAdzUaQrei2kuq6LYpExRb/wJEHIFvQ6kZUm0OqQTmdgmt236lItpw7S26ob5bFIUnoMthShXC53PZGVajl1EAGz3kPA7KBUotJKBVpFuO4Sj65LuwNV6GWqrm3bSKXoLacCslW3twIO1XIq0KuYAQA94xWhl0KqjCmkEIL0DjMjhGxDLwNmaAKtFuVyBbbd3RqK4UAMtlSgdUjo/KBnWfSWUwlZYe5GtSoKOFTLqUAikUC5XO5qD3qeB03zuAcVIZkUhdRuinCc4qkWwi+3O9Wq9CXjGqpBsVjsuntDqOUYU6hANqsjl8t1lbQSnvG8j6pCL4VUx3FWhwNxDfuFiUdCtkFWmDs9KLQO6gy2VEG0RnQ+YIZrqBYiYC51FTDbNu0OVEIkj7tTCTgOgy2VEN5WnQfMjuMgkaDSSiVKpe6Ux0ItxymeqiBbdbt5FlpWc63NnkSPYeShad22eVJppQqapqFcrnZ1lmn5/vM+qgK9FFJbBRyuYb8w8UjINrTaPDurbjmOzaqIYphmHslk56264gFDbzmV6DZgFibQBZpAK4IYMJPteMCMTHAx2FIH0yxA0zpv82SwpR7dFlJpd6AWiUQCpVK5a7VVqVQO7qJIVwjVaqbj5LFQyyW4BxUiny/A8zrv4LAsC9ksPeNVolAownW76cBpIpczkE5nAryq3QETj4Rsg2EYXfkicRqyenTrySIrW1TLqYP0xuk06eE4LtVyCtEKmDsPtqiWUwupWu00YLYsC7qeQybDg7oqiKRHqotnYROGkadaTiEKBTFgphv1sWnyPqoKuq5D13NdnkcZU6iEEDMkO7bhsiwLpRI941XCNAtIJDofEmTbNgs4PsHEIyHbkEymUK3WsLS01FHSQ5hA52kCrRCpVBqDg0NYWmp09JARarki1XIKUSqVkc8XMD8/d9GAS0zxpLecagwMDAIAVlaWL/rallqOyX9V0PUcqtUaFhfrHT0LbdtCqVRmsKUQhmGiXK5iYWGho8SV4zDYUo1KpQpd11Gv1y/6WlHA0ZDL8VmoCpqmYXh4BM1msyNBgyjgUC2nEoVCAcViqaPzKEDPeBUpFosoFDpfQ9od+AcTj4RchMOHj6JSqWJ29vxFb1C2baNQoNJKNQ4fnkKtNoi5uYuvoRgOxEOCSuh6DlNTM0gmk2g0Frd9bcsEmsGWSoyOjmPfvgnU6/WL2h5YlsW2FsXQNA1Hjx5DqVTG3NxsBwUA0ZJG1CGRSGBqagaFQuGia9iyO+B9VCVKpTIOHz4K27YuWsShL5maTEwcxMjIGObn5y5axLHtJopFFnBUIpVKY3r6OHK5HBYW5rd9LQd0qUkmk8XU1AwymQzq9YVtX+u6Lu0OfISJR0Iugq7nMD0909FDBmi1hRJ1yGQymJ4+DsMwMT8/t+Xr6C2nLgMDQzh06AiazRU0mytbvo7BlppomobDh49iaGgYc3Pntw24LMtCscjWJNXI5YyODutybXlQVw/TzGNq6vhFiziu6yKRSNJyREH27NnXURHHspqr3nLZEK+OXIxkMoWpqZmOijgs4KhJqVTG5OQ0PM/F0tLSlq9recbzPKoa1WoNR45MwXFsLC9vXcSxrCbtDnyEiUdCOqBUqqw+ZDwsLTU2fY0wgWZlS1UKhSKOHj0GTdO2DLhaajmuoYrs23cAe/bsw8LC/JZt88IEOke7AwVJp9OriqviRVpcPAZbitLJYZ2+ZGozMDCIQ4cmty3iMNhSl06LOMKXjAUcFcnlcpiePr5tEadVwOEeVJGRkTHs338Ijcbilm3zwjaGnvGqMj6+F3v3HsDi4tZFHMuykMlkoeu5kK9uZ8LEIyEdMjIyhgMHDmFpqbGpMTSneKrP0NAIDhw4jOXl5U3XkGo5tUkkEjhyZBoDA0NbWh9IE2gGW2rSrrhaXLywACDaWjTuQYUZH9+Lffu2PqzzoK4++/ZNbFvEaU1ipVpORdJp0e4pvOY2V80JbzkWcFSlUqmuFnGcTYs4tm2vquWYtFIRTdNw6NBhjI6OYX5+dtMCgPCML9AzXlE0TcORI5OrRZyt1pDDgfyEiUdCOkTTNBw4cBijo3swPz9/wQ2KJtDqo2kaJiYOYmxsD+bn5y4IuIRajt5yKpPJZDA1dRymmd+ybZ7BltoMDAzi8OGjaDabWFlZr7hqJf8ZbKmKUFxtfVgXvmQlJBI8YqpKIpHA5OTWRRwWcNTHMEwcPTqDVCp9QRFH7EkWcFRnuyKOfBZSLacurbb56qZt847jolik77/KSM/OYrG46Rp6notCgb7/fsFTISFdkEwmMTV1DNVq7YLDOn3J4kEymcTRo9OoVmsXPGRksEXUplAobNo2L9Ry4EE9Buzdux979+5Dvb6wrgAg1HIZquUUZ7vDuuvyoB4H0mlRxMnnCxcUcaiWiweiiDMJy1pfxBFqOXbgqI4o4hzB8PDIBUUcoZYrUi2nOLqew7FjF7bNi2eixz0YAwzDxNTUDNLpNBYX62v/LocDMabwDyYeCemSbFZfHVRirDusi4M6g604kM3qmJrabCqdx8EyMWFoaBgHDx7B8vIymk3RNi98ydgqHweE4moKg4PrFVe23UShQLVcHNjssO55HjyPXsdxQRRxptcVcaiWixd79uzH3r37V4s4QjVnWU0WcGJCKiW8j4vF0roijus6KBYZU8SBclnMARBt82LYTMsznvfROFCriU4cy7LWiji2bSGV4nAgP+HJnpAeKBZLmJxsHdZlVYQ3p/jQmkonBgYJtVyCAXNMkG3z4+N7sLAg2ualWi6XY7AVB4Tiamad4sp1PQZbMWLjYd22baRSDLbixODg+iJOy6+az8I4ILyPj2JwcGgtcWVZFtVyMWJjEUcmH1kIjw9jY3uwf/8BLC4uwrZtesbHENGJsx/1+jwcx24blMdnoV8w8UhIjwwPj64NKmk0GqtVEd6c4oQcGNRoNLC01GBrUswQqrljqFYHMDc3u2p3QF+yOJHPi7b5REJbU82xrSVetB/Wl5eX6dEZM1pFnL1YWJjDysrKagGHaxgXZBHHNEURh2q5+FGrDawVcZaWGkgmGVPECTFsZhIjI6OYmzuPZnNl1TM+HfWlkQ4Rw2amMDgo/KubTTkcKBX1pe0YmHgkpEfaFVeLiws8qMcQOTBobGwc9foCJ7HGkGw2u2Z9sLKyQm+5GCLb5ldWltnWEkPaD+uLiwswTROpFIOtOCGHzdRqA6jXF5DPF2l3EDPy+QKmpo4hkUjA8+gtF0dkEWdxsc5CeAxJpVI4enQGpVIZjcYiB3TFkHQ6vdaJs7S0xOFAPsMULiF9kEwmMTl5DEtLS0in02xriSFi2MwxNBoN5PN5HhJiiLQ++MlPfkSFQEzZv/8gFhfrmJ09z2ArhsjD+vLyEgd0xZRsNoupqeNYWWky2Iopom3+MJ555mneR2OILOI0GotwXQ/pdCbqSyJdYhgGpqZmYNsOW+VjiujEmcETT/wj19BnNG/j3PBdwpkzC9idfzkJgkajAcdxUChsPQVS04CBgQI/e4oifXU4yTOeeJ6Hc+fOoFSqIJXauqbGfagulmVhYWEe1Wot6kshPbKwMH/RFkHuQbWZm5tFNkv1f1xxXRfnzp1BrTa4bSGV+1BdlpeXsLKywiJOjDl//hxM00Qmk93yNdyDanPu3FkUCkW2y3eA/CxfDCoeCfEBqqziD6ta8UbTNNRqg1FfBumDdDrNpGPModVB/GGyI94kEgkMDAxFfRmkD3Q9x8R/zKlUqlFfAukTnkf9hwYuhBBCCCGEEEIIIYQQ32HikRBCCCGEEEIIIYQQ4jtMPBJCCCGEEEIIIYQQQnyHiUdCCCGEEEIIIYQQQojvMPFICCGEEEIIIYQQQgjxHSYeCSGEEEIIIYQQQgghvhNp4vGZZ57By172Mhw9ehS/93u/t+XrvvzlL+PXfu3XcPnll+Oqq67Cu9/9bvzwhz8M8UoJIYQQQgghhBBCCCHdEFni0XVd3HXXXRd93X333Yf3v//9OHfuHG6++WZcd911eOyxx3DzzTfje9/7XghXSgghhBBCCCGEEEII6ZbIEo+f/exn8f/+3//De9/73i1fc+rUKXz0ox/FxMQE/s//+T+466678MEPfhCf//znAQAf+MAH4LpuWJdMCCGEEEIIIYQQQgjpkEgSj08++STuuecevOtd78L09PSWr3vwwQdh2zZuu+02FAqFtX+fnp7G9ddfjyeffJKqR0IIIYQQQgghhBBCFCQV9i90HAd33XUX9u/fj9tuuw0nT57c8rWPPvooAODqq6++4GvXXHMNHnzwQTz66KO46qqrur4OTev6WwjpC/mZ42ePkOjgPiQkWrgHCYke7kNCooV7kOwUOv0Mh554/OQnP4nHH38cJ06cQCaT2fa1p06dgmEYGBwcvOBr+/fvBwA89dRTPV1HrVa4+IsICQB+9giJHu5DQqKFe5CQ6OE+JCRauAfJbiHUxOOPfvQjfPzjH8dv/MZv4Pjx4xd9fb1eR7Va3fRr+XweALCwsNDTtZw9uwDP6+lbCekJTRMPF372CIkO7kNCooV7kJDo4T4kJFq4B8lOQX6WL0bXice7774bzWaz49ffeuutmJiYQLPZxJ133ol9+/bh9ttv7/bX+o7ngZucRAI/e4RED/chIdHCPUhI9HAfEhIt3INkt9B14vHEiRNoNBodv/51r3sdJiYm8KlPfQo/+clP8IUvfOGiLdaSfD6/paKxXq8DwLqhM4QQQgghhBBCCCGEEDXoOvG43TCY7Xj88cfhui5uuummTb9+4sQJnDhxAtdeey0+/vGPAwAmJiZw8uRJnD59+gKfR+ntKL0eCSGEEEIIIYQQQggh6hCax+PVV1+NSqVywb+fPn0a3/jGN3Dw4EFcccUVOHbs2NrXrrrqKpw8eRLf+ta38Ku/+qvrvu+RRx4BALziFa8I9LoJIYQQQgghhBBCCCHdE1ri8a1vfeum//7d734X3/jGN3DVVVfhP//n/7zuazfeeCM+/elP47777sO111671lb9xBNP4KGHHsKhQ4dw5ZVX9nQ9HF1PwkZ+5vjZIyQ6uA8JiRbuQUKih/uQkGjhHiQ7hU4/w6FOte6WAwcO4Pbbb8c999yDN73pTXjta1+LxcVFfOUrXwEAfPCDH0QikejpZ3N0PYkKfvYIiR7uQ0KihXuQkOjhPiQkWrgHyW5B6cQjANx2220YHx/H5z73OTzwwANIp9N4+ctfjve+972YmZmJ+vIIIYQQQgghhBBCCCGboHkeB7gTQgghhBBCCCGEEEL8pbc+ZUIIIYQQQgghhBBCCNkGJh4JIYQQQgghhBBCCCG+w8QjIYQQQgghhBBCCCHEd5h4JIQQQgghhBBCCCGE+A4Tj4QQQgghhBBCCCGEEN9h4pEQQgghhBBCCCGEEOI7TDwSQgghhBBCCCGEEEJ8h4lHQgghhBBCCCGEEEKI7zDxSAghhBBCCCGEEEII8Z1U1BdAiGq8+OKL+Mu//Et885vfxM9//nOcOXMGpVIJV1xxBd75znfisssuu+B76vU67r33Xjz88MM4ffo0hoaG8LrXvQ633347TNNc99p/+Id/wNe+9jU8+uijePbZZ9FoNDA+Po5rr70W7373u1EsFje9rh/84Ae49957cfLkSdi2jcnJSbztbW/DG97whkDeB0KiQrU92Mv1EBJ3VNuHm/GpT30Kf/zHfwwAOHHiBC6//HJf/nZCVEDlPfjXf/3X+F//63/h8ccfR6PRwODgIC6//HK8//3vx+joqO/vBSFRoeI+9DwPf/3Xf40/+7M/wy9+8QssLCxgZGQEr3zlK/Hv/t2/w969ewN7PwjpFc3zPC/qiyBEJf7bf/tv+O///b9j3759eMUrXoFqtYqnnnoKX/va1+B5Hv74j/94XbKv0WjglltuwRNPPIFrrrkG09PTeOKJJ/DII4/gkksuwec//3lks9m111999dU4f/48rrzySkxPT0PTNDz66KN4/PHHsXfvXnzhC1/AwMDAumv6zne+g3e+853IZDJ44xvfCNM08fDDD+PZZ5/FnXfeiXe84x2hvT+EBI1qe7Db6yFkJ6DaPtzIT37yE/zLf/kvkUql0Gg0mHgkOw4V96Dnefj93/99nDhxAvv27cM111wD0zTx0ksv4bHHHsOHPvQhvPzlLw/tPSIkaFTch3fffTc+85nPYHBwENdeey3y+Tx+9KMf4Vvf+hYMw8AXvvAFTE5OhvYeEdIRHiFkHV/96le97373uxf8+2OPPebNzMx4V111lbeysrL27x/+8Ie9yclJ70Mf+tC613/oQx/yJicnvU984hPr/v2Tn/yk98ILL6z7N9d1vd///d/3Jicnvf/0n/7Tuq9ZluW95jWv8Y4fP+49/vjja/8+Pz/vvfa1r/VmZma8f/qnf+r57yVENVTbg91eDyE7AdX2YTvNZtN785vf7P36r/+69773vc+bnJz0Tp482cNfSYi6qLgHP/vZz659zbbtC75uWVZXfyMhqqPaPnzppZe8qakp75d/+Ze9+fn5dV/7zGc+401OTnp33XVXT38rIUHCxCMhXfCOd7zDm5yc9H7wgx94niceDNdcc413+eWXe4uLi+teu7i46F1++eXetdde29HPfvHFF73JyUnvjW9847p///u///stHyIPPvigNzk56d177709/kWExIso9mA310PIbiDqffiRj3zEO378uPfTn/7Uu/POO5l4JLuOKPbg0tKSd9VVV3nXXnstE4yEeNHsw5MnT3qTk5Pev//3//6C7/nFL37hTU5Oeu9+97t7/IsICQ4OlyGkC1Kp1Lr/f+rUKbz00ku44oorYBjGutcahoErrrgCzzzzDJ5//vmOf3YymVz3748++igA4Jprrrnge+S/PfbYY13+JYTEkyj2YDfXQ8huIMp9+MMf/hCf+MQncPvtt+Pw4cP9/BmExJYo9uAjjzyCubk5vOY1r4Hrunj44YfxqU99Cg888ACeeuopP/4sQmJFFPtw//79SKfTOHnyJOr1+rqvff3rXwcAvOpVr+rp7yEkSBgpEdIhzz33HL797W9jcHBwzTdDHrQmJiY2/Z6JiQk88sgjOHXq1EXNtv/8z/8cgPD6aOfUqVMAxINmI4ODgzAMgwc+siuIag92cz2E7HSi3IfNZhN33nknpqam8M53vrOPv4KQ+BLVHvzhD38IAEgkEviVX/mVtfOp/Le3ve1tuPPOO3v5kwiJHVHtw0qlgve97324++67cd11163zePzud7+LW265Bf/6X//rPv86QvyHiUdCOsCyLPzO7/wOms0m3ve+961VnxYWFgAA+Xx+0++T/76xIrWRJ554Ah/72MdQq9UuCKbk9xYKhS1/h7wOQnYqUe7Bbq6HkJ1M1Pvwwx/+ME6dOoUHH3yQe47sSqLcg2fPngUAfPazn8WxY8fwxS9+EYcOHcITTzyBD3zgA/j0pz+NvXv34pZbbunrbyREdaJ+Fr7tbW/D0NAQfvd3fxdf+MIX1v79yiuvxPXXX88uHKIkbLUm5CK4rou77roLjz32GG666Sb86q/+qq8//5lnnsG73vUuOI6DP/mTP0G1WvX15xMSd1Tbg0FfDyEqEvU+PHnyJD796U/jtttuo8KY7Eqi3oOe5wEA0uk0Pvaxj+HSSy+FaZp4+ctfjg9/+MNIJBL4zGc+4+s1EaIaUe9DAPjoRz+K3/md38Fv/uZv4hvf+Aa+//3v4/Of/zxWVlZw66234m/+5m98vSZC/ICJR0K2wXVd/Mf/+B/x0EMP4YYbbsAf/MEfrPu6VCFuVbmS/75V5euZZ57BrbfeivPnz+MjH/nIpp4c8nu3UjXW6/Ut1ZCExB0V9mA310PITiTqfWjbNu666y4cPXoU73rXu/r9cwiJHVHvwfbvPX78OIaHh9d9bXJyEnv37sXTTz+N+fn57v44QmKCCvvw29/+Nu6991689a1vxbve9S6MjIysFQA+8YlPIJVK4b/8l//Sz59JSCBQh0vIFriui//wH/4D/uIv/gLXX3897r77biQS63P10nex3eemHfnvm3l9yIfL6dOncc899+CXf/mXN/0Z8nufeuopHD9+fN3XTp8+jUajgUsvvbTzP4yQmKDKHuzmegjZaaiwDxuNxtrP2PgclLzlLW8BAHzsYx/Da17zmg7+MkLigQp7EAAOHjwIYGvrH/nvy8vLKBaLF/uzCIkVquzDb37zmwCAV77ylRd8bXBwEAcPHsTjjz+OxcVFmKbZ4V9HSPAw8UjIJrQ/XN7whjfgv/7X/7qpn9TExASGhobw/e9/H41GY90Es0ajge9///vYs2fPBQbC7Q+XP/3TP902SLrqqqvwyU9+Eo888gje+MY3rvvaI488svYaQnYSKu3Bbq6HkJ2EKvswk8ng137t1zb92j/8wz/g1KlTePWrX41qtYrx8fE+/mJC1EKVPQi0Eh0///nPL/iaZVl4+umnYRgGLYPIjkOlfWhZFgDg3Llzm3793LlzSCQSSKfTvfyphAQGpRqEbEDK6P/iL/4C1113HT70oQ9tmWDQNA2//uu/jkajgY9//OPrvvbxj38cjUYDN91007p/lw+Xl156CX/yJ3+Cf/Ev/sW21/NLv/RL2Lt3Lx566CE88cQTa/++sLCAT3ziE0in0/SYIzsK1fZgN9dDyE5BpX2o6zr+8A//cNP/e9nLXgYAePe7340//MM/xPT0dJ9/OSFqoNIeBIB9+/bhmmuuwVNPPYUvfvGL6772qU99CvPz83jNa17DwRZkR6HaPrziiisAiCFPG224HnjgAbzwwgu4/PLLkclkuv1TCQkUzZNOwYQQAMC9996Lj370ozAMA7feeuumB6jXvOY1a8FNo9HAv/pX/wo/+tGPcM011+DYsWN4/PHH8cgjj+CSSy7B//yf/xO6rq9976tf/Wo8++yzuPzyy3HNNddseg2//du/ve6/v/Od7+Cd73wnMpkM3vjGN8I0TTz88MN49tlnceedd+Id73iHj+8AIdGi2h7s9noI2Qmotg+34q677sL//t//GydOnMDll1/e2x9LiIKouAeffvpp3HzzzTh79iz++T//52ttnd/5zncwPj6OEydOYHBw0Md3gZBoUW0fOo6Df/tv/y0ee+wx1Go1vPrVr0ahUFjbh7qu48/+7M9ow0WUg4lHQjYgg5jt+KM/+iPceOONa/+9sLCAe++9Fw8//DDOnDmDwcFBXHfddXjPe95zgYHw0aNHL3oNP/7xjy/4tx/84Af4yEc+gpMnT8K2bUxOTuLtb3873vCGN3T4lxESD1Tbg71cDyFxR7V9eLHrZOKR7DRU3YPPP/88PvKRj+Dv//7vMTs7i4GBAbz61a/Ge97zHtRqtQ7/OkLigYr7sNls4rOf/Sz+8i//Er/4xS9gWRZqtRpe+cpX4jd/8zdx6NChLv5CQsKBiUdCCCGEEEIIIYQQQojv0OOREEIIIYQQQgghhBDiO0w8EkIIIYQQQgghhBBCfIeJR0IIIYQQQgghhBBCiO8w8UgIIYQQQgghhBBCCPEdJh4JIYQQQgghhBBCCCG+w8QjIYQQQgghhBBCCCHEd5h4JIQQQgghhBBCCCGE+A4Tj4QQQgghhBBCCCGEEN9h4pEQQgghhBBCCCGEEOI7TDwSQgghhBBCCCGEEEJ8h4lHQgghhBBCCCGEEEKI7zDxSAghhBBCCCGEEEII8Z3/H5c5gCtEJefyAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_predict(720, 840)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }