{ "cells": [ { "cell_type": "markdown", "id": "3ec95fa0-da20-41dc-820e-2f33f262f4e2", "metadata": { "tags": [] }, "source": [ "# Section 4.3 — Interpreting linear models\n", "\n", "This notebook contains the code examples from [Section 4.3 Interpreting linear models]() from the **No Bullshit Guide to Statistics**." ] }, { "cell_type": "markdown", "id": "eb4d1856-22a1-4634-87d7-5fc091d93e12", "metadata": { "tags": [] }, "source": [ "#### Notebook setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "0003a9e7-21c7-47a5-bdec-3bd3ca2a79f4", "metadata": {}, "outputs": [], "source": [ "# load Python modules\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "8e67e0e7-4f48-4c48-a49d-3cdf22cbd014", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figures setup\n", "plt.clf() # needed otherwise `sns.set_theme` doesn't work\n", "from plot_helpers import RCPARAMS\n", "# RCPARAMS.update({'figure.figsize': (8, 5)}) # good for screen\n", "RCPARAMS.update({'figure.figsize': (5, 3)}) # good for print\n", "# RCPARAMS.update({'text.latex.preamble': r'\\usepackage{amsmath}'})\n", "# RCPARAMS.update({'text.usetex': True})\n", "sns.set_theme(\n", " context=\"paper\",\n", " style=\"whitegrid\",\n", " palette=\"colorblind\",\n", " rc=RCPARAMS,\n", ")\n", "\n", "# High-resolution please\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "# Where to store figures\n", "DESTDIR = \"figures/lm/interpreting\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "dea3d99b-bed9-4d90-8221-b81d539d7e35", "metadata": {}, "outputs": [], "source": [ "from ministats.utils import savefigure" ] }, { "cell_type": "code", "execution_count": 4, "id": "efc0e89b-72bf-4658-8f8a-a3d85bee00b6", "metadata": {}, "outputs": [], "source": [ "# set random seed for repeatability\n", "np.random.seed(42)\n", "#######################################################" ] }, { "cell_type": "code", "execution_count": 5, "id": "4d67690c-bc4c-400c-9d49-cb7b3d31c894", "metadata": {}, "outputs": [], "source": [ "import statsmodels.formula.api as smf\n", "import statsmodels.api as sm\n", "import statsmodels.stats.api as sms" ] }, { "cell_type": "markdown", "id": "f853a5c7-3a3b-4008-87c9-0deab0233ba9", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "code", "execution_count": 6, "id": "709070d1-324d-402f-a5cf-50134df5d2b7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.842
Model: OLS Adj. R-squared: 0.839
Method: Least Squares F-statistic: 270.3
Date: Thu, 09 May 2024 Prob (F-statistic): 1.05e-60
Time: 15:09:05 Log-Likelihood: -547.63
No. Observations: 156 AIC: 1103.
Df Residuals: 152 BIC: 1115.
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 60.4529 1.289 46.885 0.000 57.905 63.000
alc -1.8001 0.070 -25.726 0.000 -1.938 -1.662
weed -1.0216 0.476 -2.145 0.034 -1.962 -0.081
exrc 1.7683 0.138 12.809 0.000 1.496 2.041
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 1.140 Durbin-Watson: 1.828
Prob(Omnibus): 0.565 Jarque-Bera (JB): 0.900
Skew: 0.182 Prob(JB): 0.638
Kurtosis: 3.075 Cond. No. 31.2


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & score & \\textbf{ R-squared: } & 0.842 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.839 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 270.3 \\\\\n", "\\textbf{Date:} & Thu, 09 May 2024 & \\textbf{ Prob (F-statistic):} & 1.05e-60 \\\\\n", "\\textbf{Time:} & 15:09:05 & \\textbf{ Log-Likelihood: } & -547.63 \\\\\n", "\\textbf{No. Observations:} & 156 & \\textbf{ AIC: } & 1103. \\\\\n", "\\textbf{Df Residuals:} & 152 & \\textbf{ BIC: } & 1115. \\\\\n", "\\textbf{Df Model:} & 3 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{Intercept} & 60.4529 & 1.289 & 46.885 & 0.000 & 57.905 & 63.000 \\\\\n", "\\textbf{alc} & -1.8001 & 0.070 & -25.726 & 0.000 & -1.938 & -1.662 \\\\\n", "\\textbf{weed} & -1.0216 & 0.476 & -2.145 & 0.034 & -1.962 & -0.081 \\\\\n", "\\textbf{exrc} & 1.7683 & 0.138 & 12.809 & 0.000 & 1.496 & 2.041 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 1.140 & \\textbf{ Durbin-Watson: } & 1.828 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.565 & \\textbf{ Jarque-Bera (JB): } & 0.900 \\\\\n", "\\textbf{Skew:} & 0.182 & \\textbf{ Prob(JB): } & 0.638 \\\\\n", "\\textbf{Kurtosis:} & 3.075 & \\textbf{ Cond. No. } & 31.2 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.842\n", "Model: OLS Adj. R-squared: 0.839\n", "Method: Least Squares F-statistic: 270.3\n", "Date: Thu, 09 May 2024 Prob (F-statistic): 1.05e-60\n", "Time: 15:09:05 Log-Likelihood: -547.63\n", "No. Observations: 156 AIC: 1103.\n", "Df Residuals: 152 BIC: 1115.\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 60.4529 1.289 46.885 0.000 57.905 63.000\n", "alc -1.8001 0.070 -25.726 0.000 -1.938 -1.662\n", "weed -1.0216 0.476 -2.145 0.034 -1.962 -0.081\n", "exrc 1.7683 0.138 12.809 0.000 1.496 2.041\n", "==============================================================================\n", "Omnibus: 1.140 Durbin-Watson: 1.828\n", "Prob(Omnibus): 0.565 Jarque-Bera (JB): 0.900\n", "Skew: 0.182 Prob(JB): 0.638\n", "Kurtosis: 3.075 Cond. No. 31.2\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load the dataset\n", "doctors = pd.read_csv(\"../datasets/doctors.csv\")\n", "n = doctors.shape[0]\n", "\n", "# fit the model\n", "formula = \"score ~ 1 + alc + weed + exrc\"\n", "lm2 = smf.ols(formula, data=doctors).fit()\n", "\n", "# model degrees of freedom (number of predictors)\n", "p = lm2.df_model\n", "\n", "# display the summary table\n", "lm2.summary()" ] }, { "cell_type": "code", "execution_count": null, "id": "af5c29a4-96e7-4b3e-a962-74043ae47417", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "21949eb7-b2b1-43eb-bbbf-98d28412ab75", "metadata": {}, "source": [ "## Model fit metrics" ] }, { "cell_type": "markdown", "id": "ea3ead9b-4762-4c80-8075-30f2a5f95016", "metadata": {}, "source": [ "### Coefficient of determination" ] }, { "cell_type": "code", "execution_count": 7, "id": "e53b53a1-43c8-46b3-869a-aed7639b26c0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8421649167873537" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.rsquared" ] }, { "cell_type": "code", "execution_count": 8, "id": "66d302f4-8831-4319-8e9b-27bd4bdf8b34", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8421649167873537" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "1 - lm2.ssr/lm2.centered_tss" ] }, { "cell_type": "markdown", "id": "b6aea822-1c4d-4385-8219-37810c44a641", "metadata": {}, "source": [ "### Adjusted coefficient of determination" ] }, { "cell_type": "code", "execution_count": 9, "id": "7ba1e6b5-7f0a-48ea-8490-d1083c480596", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8390497506713147" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.rsquared_adj" ] }, { "cell_type": "code", "execution_count": 10, "id": "0255ad14-ddd6-42dd-9c0d-b8d9a05bfa23", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8390497506713146" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "1 - (lm2.ssr/(n-p-1)) / (lm2.centered_tss/(n-1))" ] }, { "cell_type": "markdown", "id": "5b5b1297-99a0-4c41-adfa-1b3dd5f46fbb", "metadata": {}, "source": [ "### F-statistic and associated p-value" ] }, { "cell_type": "code", "execution_count": 11, "id": "ee31e213-a1d4-4058-8f71-b18b50bf0d46", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(270.34350189265825, 1.0512133413867047e-60)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.fvalue, lm2.f_pvalue" ] }, { "cell_type": "markdown", "id": "43139937-214f-489a-b34e-f7ddcec50244", "metadata": {}, "source": [ "### Log-likelihood" ] }, { "cell_type": "code", "execution_count": 12, "id": "4655eee0-5da6-43cb-8485-9078a960f160", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-547.6259042117637" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.llf" ] }, { "cell_type": "code", "execution_count": 13, "id": "5969431b-3c89-46c6-a298-fdd53f01d814", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-547.651992151218" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "from scipy.stats import norm\n", "sigmahat = np.sqrt(lm2.scale)\n", "np.sum(np.log(norm.pdf(lm2.resid,scale=sigmahat)))\n", "# Q: Why not exactly the same as lm2.llf?" ] }, { "cell_type": "code", "execution_count": 14, "id": "1b5aa18b-0617-456b-a586-e3b731177701", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-547.6259042117637" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How lm2.llf is computed:\n", "SSR = np.sum(lm2.resid**2)\n", "nobs2 = n/2.0\n", "llf = -np.log(SSR)*nobs2 # concentrated likelihood\n", "llf -= ( 1+np.log(np.pi/nobs2) )*nobs2 # with likelihood constant\n", "llf" ] }, { "cell_type": "markdown", "id": "bf79f48e-5169-4f0e-91c2-36e8e91ea2eb", "metadata": {}, "source": [ "### Information criteria" ] }, { "cell_type": "code", "execution_count": 15, "id": "be48cf64-a063-4818-aea5-0f8a6c83cc71", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1103.2518084235273, 1115.4512324525256)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.aic, lm2.bic" ] }, { "cell_type": "code", "execution_count": 16, "id": "8b138eec-88cc-4309-a15e-dd38e0b489ed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1103.2518084235273, 1115.4512324525256)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "2*(p+1) - 2*lm2.llf, np.log(n)*(p+1) - 2*lm2.llf" ] }, { "cell_type": "markdown", "id": "d1b998ea-d473-4bc2-b76c-77e9ec455a43", "metadata": {}, "source": [ "### Other model-fit metrics\n", "\n", "The mean squared error (MSE)" ] }, { "cell_type": "code", "execution_count": 17, "id": "247b17fd-de88-4988-8df7-dc36135f2a02", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(65.56013803717558, 65.56013803717559)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.tools.eval_measures import mse\n", "\n", "scores = doctors[\"score\"]\n", "scorehats = lm2.fittedvalues\n", "mse(scores,scorehats), lm2.ssr/n" ] }, { "cell_type": "markdown", "id": "4910acfd-0699-40b0-87f1-e394592e8eb4", "metadata": {}, "source": [ "## Parameter estimates" ] }, { "cell_type": "code", "execution_count": 18, "id": "cc18bf04-b411-45ce-b485-daabc1d4d9f4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 60.452901\n", "alc -1.800101\n", "weed -1.021552\n", "exrc 1.768289\n", "dtype: float64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# estimated parameters\n", "lm2.params" ] }, { "cell_type": "code", "execution_count": 19, "id": "20b640ef-1c6a-466c-bf9c-be13e191bec1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8.202768119825624" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# estimated sigma (std. of error term)\n", "sigmahat = np.sqrt(lm2.scale)\n", "sigmahat" ] }, { "cell_type": "code", "execution_count": 20, "id": "98b05710-3089-474c-b916-fdf81fe7e140", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8.202768119825624" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "np.sqrt(lm2.ssr/(n-p-1))" ] }, { "cell_type": "markdown", "id": "8776dec2-764f-49ca-a2c6-aa831754fc17", "metadata": {}, "source": [ "## Confidence intervals for model parameters" ] }, { "cell_type": "code", "execution_count": 21, "id": "8d16b640-40e9-4398-9b7d-4e24ee93bc3e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 1.289380\n", "alc 0.069973\n", "weed 0.476166\n", "exrc 0.138056\n", "dtype: float64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# standard errors\n", "lm2.bse" ] }, { "cell_type": "code", "execution_count": 22, "id": "13c52bc1-6edc-4784-8fa6-b7655e65e0d5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
01
Intercept57.90548063.000321
alc-1.938347-1.661856
weed-1.962309-0.080794
exrc1.4955332.041044
\n", "
" ], "text/plain": [ " 0 1\n", "Intercept 57.905480 63.000321\n", "alc -1.938347 -1.661856\n", "weed -1.962309 -0.080794\n", "exrc 1.495533 2.041044" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.conf_int(alpha=0.05)" ] }, { "cell_type": "code", "execution_count": null, "id": "a83b5589-e01c-4da4-9cb0-fc63ca4e1a07", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "88b1c129-bc6f-48b9-8841-bda7a7063bc4", "metadata": {}, "source": [ "## Hypothesis testing for linear models" ] }, { "cell_type": "markdown", "id": "a40a5ec3-0bcd-43f8-9004-058dc4fa770f", "metadata": {}, "source": [ "### T-tests for individual parameters" ] }, { "cell_type": "markdown", "id": "dda25ed9-9578-476e-bd4f-4dc6c4691bd7", "metadata": {}, "source": [ "Hypothesis testing for slope coefficient\n", "\n", "Is there a non-zero slope coefficient?\n", "\n", "\n", "- **Null hypothesis $H_0$**: `weed` has no effect on `score`,\n", " which is equivalent to $\\beta_{\\texttt{weed}} = 0$:\n", "\n", " $$\n", " H_0: \\quad\n", " S \\;\\sim\\; \\mathcal{N}(\n", " {\\color{red}\n", " \\beta_0\n", " + \\beta_{\\texttt{alc}}\\!\\cdot\\!\\textrm{alc}\n", " + \\beta_{\\texttt{exrc}}\\!\\cdot\\!\\textrm{exrc}\n", " }, \\ \\sigma) \\qquad \\qquad \n", " $$\n", "\n", "- **Alternative hypothesis $H_A$**: `weed` has an effect on `score`,\n", " and the slope is not zero, $\\beta_{\\texttt{weed}} \\neq 0$:\n", "\n", " $$ \n", " H_A: \\quad\n", " S \\;\\sim\\; \\mathcal{N}\\left(\n", " {\\color{blue}\n", " \\beta_0\n", " + \\beta_{\\texttt{alc}}\\!\\cdot\\!\\textrm{alc}\n", " + \\beta_{\\texttt{weed}}\\!\\cdot\\!\\textrm{weed}\n", " + \\beta_{\\texttt{exrc}}\\!\\cdot\\!\\textrm{exrc}\n", " }, \\ \\sigma \\right)\n", " $$" ] }, { "cell_type": "code", "execution_count": 23, "id": "877646b6-3a15-4eeb-b6f4-8b6f4e10d4da", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-2.145370545436854, 0.033511561813423775, 152.0)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.tvalues[\"weed\"], lm2.pvalues[\"weed\"], n-p-1" ] }, { "cell_type": "markdown", "id": "f907af2a-1748-4e5d-b966-c0c7771e00bd", "metadata": {}, "source": [ "Calculate the $t$ statistic:" ] }, { "cell_type": "code", "execution_count": 24, "id": "ca951763-f665-4715-b9c4-00fd094920da", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-2.145370545436854" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obst_weed = (lm2.params[\"weed\"] - 0) / lm2.bse[\"weed\"]\n", "obst_weed" ] }, { "cell_type": "markdown", "id": "8fd438a1-5626-4f88-8776-a65b3fd16a3f", "metadata": {}, "source": [ "Calculate the associated $p$-value" ] }, { "cell_type": "code", "execution_count": 25, "id": "75ccf902-763b-47ea-a071-2ee5030a14ac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.033511561813423775" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats import t as tdist\n", "\n", "pleft = tdist(df=n-p-1).cdf(obst_weed)\n", "pright = 1 - tdist(df=lm2.df_resid).cdf(obst_weed)\n", "pvalue = 2 * min(pleft, pright)\n", "pvalue" ] }, { "cell_type": "code", "execution_count": 26, "id": "bb52ddcb-26fa-40da-8cbe-accb9ff89d55", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 46.885245\n", "alc -25.725654\n", "weed -2.145371\n", "exrc 12.808529\n", "dtype: float64" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.tvalues" ] }, { "cell_type": "code", "execution_count": 27, "id": "9620c62e-83e3-4c3f-ac63-f98490b20641", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(152.0, 152.0)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.df_resid, n-p-1" ] }, { "cell_type": "code", "execution_count": 28, "id": "080040a4-32ed-4f18-96db-875aefef05ec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 2.756807e-92\n", "alc 2.985013e-57\n", "weed 3.351156e-02\n", "exrc 6.136296e-26\n", "dtype: float64" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.pvalues" ] }, { "cell_type": "markdown", "id": "3a906ab2-205f-46d5-89c5-b6a0635fddcd", "metadata": {}, "source": [ "#### Example" ] }, { "cell_type": "code", "execution_count": null, "id": "92ab76b6-40c2-4e44-a956-b5bf6b599eac", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "16456182-40bc-4d05-9952-fd3983448966", "metadata": {}, "source": [ "### F-test for the overall model" ] }, { "cell_type": "code", "execution_count": 29, "id": "e999bf5b-9ffc-46b1-a768-8a02b4b05ebf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "270.34350189265825" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.fvalue" ] }, { "cell_type": "code", "execution_count": 30, "id": "9bd3ca0d-190b-43f7-8148-88fdf1cdcaf5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "270.34350189265825" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "F = lm2.mse_model / lm2.mse_resid\n", "F" ] }, { "cell_type": "code", "execution_count": 31, "id": "b5bcaced-70a6-4ce3-9e10-706202b56326", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0512133413867047e-60" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.f_pvalue" ] }, { "cell_type": "code", "execution_count": 32, "id": "0f2c1954-1300-46da-a5ea-b0effc822ff2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0512133413867047e-60" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "from scipy.stats import f as fdist\n", "fdist(dfn=p, dfd=n-p-1).sf(F)" ] }, { "cell_type": "markdown", "id": "78508a1c-cb8f-4ce9-aadf-e7ead2e73333", "metadata": {}, "source": [ "## Assumptions checks and diagnostics\n", "\n", "Are the assumptions for the linear model satisfied?" ] }, { "cell_type": "code", "execution_count": 33, "id": "40388688-87c8-4465-95ee-db6cee5cb19e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'jb': 0.8999138579592632,\n", " 'jbpv': 0.6376556155083237,\n", " 'skew': 0.18224568453683496,\n", " 'kurtosis': 3.0747952385562636,\n", " 'omni': 1.1403999852814017,\n", " 'omnipv': 0.5654123490825906,\n", " 'condno': 31.229721453770164,\n", " 'mineigval': 40.14996367643264}" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.diagn" ] }, { "cell_type": "markdown", "id": "1ace13b0-327a-413a-a6d4-b2b950615c10", "metadata": {}, "source": [ "### Normality checks" ] }, { "cell_type": "markdown", "id": "fc75b025-46f2-4cd1-8818-d2599acc1f12", "metadata": {}, "source": [ "#### QQ-plots" ] }, { "cell_type": "code", "execution_count": 34, "id": "02ad49c4-4d72-469c-a7ef-770b5d4d7fa1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/sleep_scores_resid_qqplot.pdf\n", "Saved figure to figures/lm/interpreting/sleep_scores_resid_qqplot.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 291, "width": 392 } }, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics.api import qqplot\n", "# qqplot(lm2.resid, line=\"s\");\n", "\n", "with plt.rc_context({\"figure.figsize\":(4,3)}):\n", " qqplot(lm2.resid, line=\"s\");\n", "filename = os.path.join(DESTDIR, \"sleep_scores_resid_qqplot.pdf\")\n", "savefigure(plt.gcf(), filename)" ] }, { "cell_type": "code", "execution_count": 35, "id": "8ee0ecc8-0ddd-4742-867a-ddb9294a0b9c", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 274, "width": 450 } }, "output_type": "display_data" } ], "source": [ "# BONUS\n", "ax = sns.histplot(lm2.resid)\n", "ax.set_xlim([-27,27]);" ] }, { "cell_type": "markdown", "id": "1b8b8958-83f6-4a82-b56d-d5fc7d823d1c", "metadata": {}, "source": [ "#### Skew and kurtosis" ] }, { "cell_type": "code", "execution_count": 36, "id": "648eaf2a-2d76-4be5-b598-4283b534a47f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.18224568453683496, 3.0747952385562636)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats import skew\n", "from scipy.stats import kurtosis\n", "\n", "skew(lm2.resid), kurtosis(lm2.resid, fisher=False)" ] }, { "cell_type": "code", "execution_count": 37, "id": "8fd9bcfb-f513-447a-a129-5f83cb3cd2a7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.8999138579592632,\n", " 0.6376556155083237,\n", " 0.18224568453683496,\n", " 3.0747952385562636)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.stats.stattools import jarque_bera\n", "# from statsmodels.stats.stattools import omni_normtest\n", "\n", "jb, jbpv, skew, kurtosis = jarque_bera(lm2.resid)\n", "jb, jbpv, skew, kurtosis" ] }, { "cell_type": "code", "execution_count": 38, "id": "31f94b14-bdf3-423f-bec6-ddc626d91084", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.8284830211766727" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.stats.stattools import durbin_watson\n", "\n", "durbin_watson(lm2.resid)" ] }, { "cell_type": "code", "execution_count": null, "id": "346fc442-10ad-4530-8b79-380be0a00d7f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "2bc3d2e9-2469-42c3-9c3d-ad6b3a809bdb", "metadata": {}, "source": [ "### Independence checks" ] }, { "cell_type": "code", "execution_count": 39, "id": "ecacc19d-f885-4e87-985f-e76b9d503b5e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 293, "width": 458 } }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=doctors[\"alc\"], y=lm2.resid);" ] }, { "cell_type": "code", "execution_count": 40, "id": "e4a3b4e2-da2a-411d-aa10-e68d3002e49b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/sleep_scores_resid_vs_vars_2x2_panel.pdf\n", "Saved figure to figures/lm/interpreting/sleep_scores_resid_vs_vars_2x2_panel.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 391, "width": 592 } }, "output_type": "display_data" } ], "source": [ "with plt.rc_context({\"figure.figsize\":(6,4)}):\n", " fig, axs_matrix = plt.subplots(2,2, sharey=True)\n", " fig.subplots_adjust(hspace=.4)\n", " axs = [ax for row in axs_matrix for ax in row]\n", "\n", " sns.scatterplot(x=doctors[\"alc\"], y=lm2.resid, ax=axs[0])\n", " axs[0].set_ylabel(\"resid\")\n", " \n", " sns.scatterplot(x=doctors[\"weed\"], y=lm2.resid, ax=axs[1])\n", " \n", " sns.scatterplot(x=doctors[\"exrc\"], y=lm2.resid, ax=axs[2])\n", " axs[2].set_ylabel(\"resid\")\n", " \n", " sns.scatterplot(x=lm2.fittedvalues, y=lm2.resid, ax=axs[3])\n", " axs[3].set_xlabel(\"fitted values\")\n", "\n", " for ax in axs:\n", " ax.axhline(y=0, color=\"b\", linestyle=\"dashed\")\n", "\n", " filename = os.path.join(DESTDIR, \"sleep_scores_resid_vs_vars_2x2_panel.pdf\")\n", " savefigure(fig, filename)" ] }, { "cell_type": "code", "execution_count": null, "id": "58d60eb3-0476-4d3c-a55d-0a6824aa0c52", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "213ee41b-b760-4374-9f50-9bae7fe869b9", "metadata": {}, "source": [ "### Linearity checks" ] }, { "cell_type": "code", "execution_count": 41, "id": "4c27dd66-f439-4c13-bf1b-df12e11f3924", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 293, "width": 438 } }, "output_type": "display_data" } ], "source": [ "sns.regplot(x=doctors[\"alc\"], y=lm2.resid, lowess=True);" ] }, { "cell_type": "code", "execution_count": null, "id": "3dfec593-dba0-4c60-b508-0d9211475aff", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 42, "id": "001d0403-3d36-425e-b300-ec0a0cd0db9b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/sleep_scores_resid_plots_with_lowess.pdf\n", "Saved figure to figures/lm/interpreting/sleep_scores_resid_plots_with_lowess.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 391, "width": 592 } }, "output_type": "display_data" } ], "source": [ "with plt.rc_context({\"figure.figsize\":(6,4)}):\n", " fig, axs_matrix = plt.subplots(2,2, sharey=True)\n", " axs = [ax for row in axs_matrix for ax in row]\n", "\n", " sns.regplot(x=doctors[\"alc\"], y=lm2.resid, lowess=True, scatter_kws={'s':8}, ax=axs[0])\n", " axs[0].set_ylabel(\"resid\")\n", "\n", " # workaround to avoid RuntimeWarning: invalid value encountered in divide\n", " nzwdocs = doctors[doctors[\"weed\"] != 0]\n", " zwdocs = doctors[doctors[\"weed\"] == 0]\n", " n_subsample = int(0.8*len(zwdocs))\n", " np.random.seed(42)\n", " zwdocs_subsample = zwdocs.sample(n_subsample)\n", " idxs = np.concatenate((nzwdocs.index, zwdocs_subsample.index))\n", " sns.regplot(x=doctors[\"weed\"][idxs], y=lm2.resid[idxs], lowess=True, scatter_kws={'s':8}, ax=axs[1])\n", "\n", " sns.regplot(x=doctors[\"exrc\"], y=lm2.resid, lowess=True, scatter_kws={'s':8}, ax=axs[2])\n", " axs[2].set_ylabel(\"resid\")\n", "\n", " sns.regplot(x=lm2.fittedvalues, y=lm2.resid, lowess=True, scatter_kws={'s':8}, ax=axs[3])\n", " axs[3].set_xlabel(\"fitted values\")\n", "\n", " for ax in axs:\n", " ax.axhline(y=0, color=\"b\", linestyle=\"dashed\")\n", "\n", " filename = os.path.join(DESTDIR, \"sleep_scores_resid_plots_with_lowess.pdf\")\n", " savefigure(fig, filename)" ] }, { "cell_type": "markdown", "id": "b75910de-c15d-437a-8ce2-101d3bfb3dd1", "metadata": {}, "source": [ "#### Hypothesis test for linearity" ] }, { "cell_type": "code", "execution_count": 43, "id": "e8472b23-af30-4d26-bba8-3114b25e1b58", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TtestResult(statistic=1.4317316989777105, pvalue=0.15427366179829397, df=152)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sms.linear_harvey_collier(lm2)" ] }, { "cell_type": "code", "execution_count": null, "id": "3165c1aa-71a4-4959-875f-00e25d486c24", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "58135551-beab-484b-8286-c344261090fc", "metadata": {}, "source": [ "### Homoscedasticity checks\n", "\n", "The scale-location plot allows us to see if pattern in the variance of the residuals exists.\n" ] }, { "cell_type": "code", "execution_count": 44, "id": "b2dba5b3-57bf-4f7f-9465-6f6dff87f83c", "metadata": {}, "outputs": [], "source": [ "# Standardized residuals a.k.a. Pearson residuals\n", "# lm2.resid / np.sqrt(lm2.scale))" ] }, { "cell_type": "code", "execution_count": 45, "id": "2b59ba8f-6fc6-4262-8ce5-3271be38b20b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/sleep_scores_scale-location_plot.pdf\n", "Saved figure to figures/lm/interpreting/sleep_scores_scale-location_plot.png\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9UAAAJHCAYAAACek3XjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAB7CAAAewgFu0HU+AAEAAElEQVR4nOzdeXxU9b0//tfnnFmzzSRAVsIqyCIgKAhoq72utdetWqo/i972XqutXVxabxf79bbf1mq/16UVa7F6b2sXlIrWaq1V64IURBEEZFFkCZCNbDPJZLazfH5/TGZIyDZJZjmTvJ6Phw9w5mTmk8xhMq/zeX/eHyGllCAiIiIiIiKiIVOyPQAiIiIiIiKiXMVQTURERERERDRMDNVEREREREREw8RQTURERERERDRMDNVEREREREREw8RQTURERERERDRMDNVEREREREREw8RQTURERERERDRMDNVEREREREREw8RQTURERERERDRMDNVEREREREREw8RQTURERERERDRMDNVEREREREREw8RQTURERERERDRMDNVEREREREREw8RQTURERERERDRMDNVEREREREREw2TL9gAoN2zbtg2maUIIAZuNpw0REREREeUeXdchpYSiKFi4cGFKHpPpiJJimiYAQEoJTdOyPBoiIiIiIqLhi+ebVGCopqQIISClBADY7fYsj4aGS0oJXdcBADabDUKILI+Icg3PIRopnkOUCjyPaKR4Do1d8QnCVL7mDNWUFJvNBk3TYLfbMX/+/GwPh4YpGo1i586dAIDZs2fD4XBkeUSUa3gO0UjxHKJU4HlEI8VzaOzasWMHNE1L6ZJWNiojIiIiIiIiGiaGaiIiIiIiIqJhYqgmIiIiIiIiGiaGaiIiIiIiIqJhYqgmIiIiIiIiGiaGaiIiIiIiIqJhYqgmIiIiIiIiGiaGaiIiIiIiIqJhYqgmIiIiIiIiGiaGaiIiIiIiIqJhsmV7AERERKOVaUpsrGnF7sYAQpoBt13FnLICLJ9cAkUR2R4eERERpQBDNRERUYpFdANrttVh3Y46NHREoJsSpimhKAI2RaC80Ikr51fimoWVcNrUbA+XiIiIRoChmoiIKIX8IQ23PrcLO+rb4Q9raAtpCGtm4n6XXYEvpGHVhoNYv78FD1w2Fx63PYsjJiIiopHgmmoiIqIUiegGbn1uF7bV+XGoLYj69ghsikCVx4nJxW5UeZywKQL17REcagtiW50ftz63CxHdyPbQiYiIaJg4U01ERJQia7bVYUd9O474QtANiSklbrjt3cu7VRS57AhpBo76wjjiC0EVAk9uq8P1i6uzNm4iIiIaPs5UExERpYBpSqzbUQd/OFbuPdHrOiFQH+e2q5jodSGsmfCHNazbUQ/TlBkeMREREaUCQzUREVEKbKxpRUNHBG0hDQVOtd9AHee2q8h3qmgLaajvCGNTTVuGRkpERESpxFBNRESUArsbA9BNibBmwuNKbnWVx2VDWDOhmxK7GzvSPEIiIiJKB4ZqIiKiFAhpRqKE26Yk9+vV3nWcaUoENTYrIyIiykUM1URERCngtqtQFAEA0E1zkKNjtK7jFEUgb5BycSIiIrImhmoiIqIUmFNWAJsi4LIr8If1pL7GH9bhsiuwKQJzygrTPEIiIiJKB4ZqIiKiFFg+uQTlhU4Uu+0IRAyEBinnDmkGOiMGit12VBS6sGxycYZGSkRERKnEUE1ERJQCiiJw5fxKeFx2uOwKjvrC/Qbr+D7VLrsCj8uOK+dXJErHiYiIKLck156UiIiIBnXNwkqs398CQ0oc8YVwqDWEfKcKj8sGu6JAM034wzo6IwZcdgXVXjfmVxbh6oWV2R46ERERDRNDNRERUYo4bSoeuGwubn1uF1Qh4A9raAtpqPNHEse47AoqipzwuOyYX1mEBy6dC6eNTcqIiIhyFUM1ERFRCnncdjxy1Tw8ua0O63bUo74jDN2UME0JRRGwKQIVhS5cOb8CVy+sZKAmIiLKcQzVREREKea0qbh+cTVWnjYRm2rasLuxA0HNQJ5dxZyyQiybXMw11ERERKMEQzUREVGaKIrAmVNLcObUkmwPhYiIiNKE3b+JiIiIiIiIhomhegSi0SgaGhqSPj4SiSAcDsM0zaS/RtM0dHZ2IhKJQNf14QyTiIiIiIiI0oTl38PQ0NCAp556CmvXrsUVV1yBb33rW0l93aOPPopVq1YldezPf/5zXHTRRVi9ejUeeuihAY/dunUr8vPzk3pcIiIiIiIiSh2G6iQFAgG89tpreOGFF1BfX4/Gxkb4/f5hPVZ+fj7sdnuf93V2dmLSpEk477zzAABSSjidTni93n4fT1FYcEBERERERJQNDNVJevHFF/Hyyy/jS1/6EpYvX46VK1finXfeGfLj3HDDDf3ObEejUVx88cX4/ve/D5vt+Etz/vnn47777hv22ImIiIiIiCg9GKqTtGLFCqxYsWLEjzNz5sx+7/vf//1fzJgxA2eeeWaP2weapSYiIiIiIqLsYajOoMLCQkybNq3P++rr6/HYY4/hT3/6U6/78vLy0j00IiIiIiIiGgaG6gz6t3/7t37v++lPf4rLL78cU6ZM6XWfzWbDrl278MQTT+DDDz+Ey+XC7Nmz8fnPfx6zZs1K34D7IKVENBrN6HNS6mia1uffiZLFc4hGiucQpQLPIxopnkNjl5Qy5Y/JUG0Bb775Jt5++228/PLLfd7/0ksvYfXq1TAMI3Hbtm3bsHbtWnzve9/Dtddem6mhQtd17Ny5M2PPR+mzd+/ebA+BchzPIRopnkOUCjyPaKR4DtFIsW10lgWDQfzwhz/EV7/61X7XTpumidWrV+P999/H+vXr8dOf/hQTJkyAruv4yU9+wjcCIiIiIiKiLOFMdZY9+OCDUBSl39nmCy64ANdeey1KSkoAAG63G5/97GexdOlSXHLJJQgEAnj66adx5513ZmS8NpsNs2fPzshzUeppmpa4CDNr1qx+t3Yj6g/PIRopnkOUCjyPaKR4Do1de/bsga7rKX1Mhuos2rFjB37/+9/j//2//9fvP+STTz65z9srKytx2WWX4Q9/+ANqamrSOcwehBBwOBwZez5KH7vdzteSRoTnEI0UzyFKBZ5HNFI8h8YWIUTKH5Pl31miaRruvPNOzJo1CxdffPGwHmPGjBkA2B2ciIiIiIgoWzhTnSWPP/44PvzwQzz66KPDvloS71S4ZMmSVA6NiIiIiIiIksSZ6iw4cOAAfvnLX2L+/Pk4++yz+zxG13X84Q9/GPBx9u3bhwkTJuCKK65IxzCJiIiIiIhoEAzVw9R9e6u+PPjgg1ixYgW2bNnS43bTNPG9730PkUgEX/3qV/v9epvNhn/+85/YtWtXn/c3NTXh9ddfx3//93+z/JuIiIiIiChLGKqHQUqJ5uZmAEBra2uv+9va2vDII49g+/bteOyxx3rc98QTT2Dbtm2YOXMmzjnnnAGf57rrrsPtt9+Od955p8cm5Xv37sV3v/td/OxnP8PSpUtH/g0RERERERHRsHBN9RA8/PDDeP3119Ha2ora2loAwLp167Bjxw643W7cfffdmDFjBrxeLy644AJs3LgRl1xySeLr6+rq8MADDwCIBebB1lIvXboUZ511Fr7zne8gGo1i5syZ8Hq9mDVrFh544AEUFham75slIiIiIiKiQTFUD8HNN9+Mm2++edDjhBB46KGHet1eUVGBd955B0II2GzJ/ejvvPPOjO1BTUREREREREPDUJ1BQgg4nc5sD4OIiIiIiIhShGuqiYiIiIiIiIaJoZqIiIiIiIhomBiqiYiIiIiIiIaJoZqIiIiIiIhomBiqiYiIiIiIiIaJoZqIiIiIiIhomNIaqmfPnp3OhyciIiIiIiLKqrSGaillOh+eiIiIiIiIKKvSGqqFEOl8eCIiIiIiIqKs4ppqIiIiIiIiomFiqCYiIiIiIiIaJoZqIiIiIiIiomFiqCYiIiIiIiIaJoZqIiIiIiIiomFiqCYiIiIiIiIaJls2n/y73/1uRp5HCIG77747I89FREREREREY0dWQ/Wzzz4LIQSklGl5/PhjM1QTERERERFROmQ1VF9++eUQQmRzCERERERERETDltVQfc8992Tz6YmIiIiIiIhGhI3KiIiIiIiIiIaJoZqIiIiIiIhomLJa/j0cgUAA69atw4EDB+D1evHpT38as2bNyvawiIiIiIiIaAyyXKjetGkT7r77blRUVODRRx/tcV9jYyOuueYa1NfXJ2577LHH8IMf/ABXX311podKREREREREY5zlyr9fe+017Nu3D3PmzOl137333ou6ujpIKeF2uwEAhmHgxz/+Mfbv35/poRIREREREdEYZ7lQvXXrVgghsGzZsh63t7a24uWXX4YQArfffju2bt2KN954A9OnT4dhGFizZk2WRkxERERERERjleVCdXNzMwBg6tSpPW7fuHEjdF1HZWUlbrjhBgBAWVkZbr75ZkgpsXnz5oyPlYiIiIiIiMY2y4XqtrY2AEBeXl6P2999910IIfCpT32qx+3z588HANTW1mZmgERERERERERdLBeqVVUFcDxcx7333nsAgNNPP73H7R6PBwCgaVoGRkdERERERER0nOVCdXl5OQBg586didsOHz6Mjz/+GACwcOHCHse3t7cDAEpKSjI0QiIiIiIiIqIYy4XqxYsXQ0qJn//859i3bx98Ph/uvvtuAMBJJ52EsrKyHsfHw3ZpaWnGx0pERERERERjm+X2qV65ciWeeeYZHD58GJdeemnidiEErrvuul7Hb9iwAUIInHLKKZkcJhEREREREZH1ZqpnzJiBe++9F263G1JKSCkBANdeey0+97nP9ThW0zT87W9/A4BeW3ARERERERERpZvlZqoB4DOf+Qw++clPYsuWLTAMAyeffDKqq6t7HdfY2Iirr74aALB8+fJMD5OIiIiIiIjGOEuGagAoLCzstX3WiSZOnIivfe1rGRoRERERERERUU+WK/8mIiIiIiIiyhUM1URERERERETDZNnybyIiIqJ0M02JjTWt2N0YQEgz4LarmFNWgOWTS6AoItvDIyKiHJDVUH3uueem7LGEEHj11VdT9nhEREQ0ekV0A2u21WHdjjo0dESgmxKmKaEoAjZFoLzQiSvnV+KahZVw2tRsD5eIiCwsq6G6trY2ZY8lBK8mExER0eD8IQ23PrcLO+rb4Q9raAtpCGtm4n6XXYEvpGHVhoNYv78FD1w2Fx63PYsjJiIiK8tqqGbnbiIiIsqkiG7g1ud2YVudH0d8IYQ1EwVOFVUeJ2yKAt004Q/rqG+PoC2kwZAStz63C49cNY8z1kRE1CeGaiIiIhoz1myrw476dhzxhaAbElNK3HDbu4dlFUUuO0KagaO+MI74QlCFwJPb6nD94uqsjZuIiKyL3b+JiIhoTDBNiXU76uAPx8q9J3pdJwTq49x2FRO9LoQ1E/6whnU76mGaMsMjJiKiXMDu3yMQjUbR2tqK8vLyIX2Npmmw2WxQVRU2G18CIiKiTNhY04qGjlhZd4FT7TdQx7ntKvKdKtpCGuo7wthU04Yzp5ZkaLREyWMXe6LsYqIbhoaGBjz11FNYu3YtrrjiCnzrW99K+mvvuusuPPPMM/3e7/V6sXnz5h63GYaB3/3ud/jb3/4GwzDQ0tKCadOm4d///d+xfPnyYX8fREREY8nuxgB0UyKsmajyOJP6Go/Lhjp/rDv47sYOhmqyFHaxJ7IGy4bqaDSKv/71r/jnP/+JgwcPIhAIQNf1fo9P95ZagUAAr732Gl544QXU19ejsbERfr9/yI8jpUReXh4KCwv7vN/j8fT4f9M08Y1vfAPhcBiPPvooPB4PQqEQvve97+GLX/wi7rnnHlxxxRXD+p6IiIjGkpBmJEq4bUpyK+DsXceZpkRQM9I2NqKhYhd7IuuwZKjeu3cvvv71r+Po0aOQsu/1S0KIHvele0utF198ES+//DK+9KUvYfny5Vi5ciXeeeedYT3WypUrcdtttyV17K9//Wu88cYbeOONNxKB2+124+6778aGDRtw11134ROf+ATGjx8/rLEQERGNFW67miiF1U0TwOAzd5oZCymKIpA3SLk4Uaawiz2RtVguVPt8PvzHf/wHmpubMWnSJJx//vl4/PHHIYTADTfcgFAohI8++ghbtmyBaZo46aSTcOGFF6Z9XCtWrMCKFStS8lherzep46LRKH7729/ijDPOwIQJE3rc53a7cf7552PdunV48cUXcd1116VkbERERKN1feacsgLYFAGXXYE/rKPINfisnT+sw2VXYFME5pT1XWVGlGnsYk9kLZYL1b/73e/Q3NyMqVOn4plnnoHb7cbjjz8OAPjKV74Ct9sNAKirq8Odd96JTZs24eyzzx7SuuZsy8vLS+q49957Dy0tLZg5c2af95966qlYt24dduzYkcrhDUhKiWg0mrHno9TSNK3PvxMli+fQ6BbRTTy1vR7PftCIxkBsfaZhSqhd6zPLCpy44pQyfH5BBZy24W0gks1z6PSKApTmO9AWjKKhI4JgVB+wWVlIM9AZ0VFe6ERZgQOnVeTzd6BFjOX3ItOU+NP7tfCFoghrBiYXu+GyKX1Wd7psCqo8TtS0heALRfGn7bX4/LzSnL44lipj+Rwa6/qrhB4Jy4XqN998E0IIfOlLX0oE6L5UVlbi0UcfxRe+8AU8/vjjWLJkCT75yU9mcKTDZ7PZ8Pbbb2PNmjU4dOgQCgoKsGDBAlxzzTWorj5+9fDDDz8EgH5Lu6uqqgAAhw8fTv+gu+i6jp07d2bs+Sh99u7dm+0hUI7jOTS6BKIm7tvqx8c+HQHNRHvURLTbEmKHChzzd+LgMR/+snU/bl/kQYFjZDtzZuMcWuzVcPCYDpuQONwaRFm+CqfaO2BEDInGTgM2BXBIHYs9Gnbt+iDj46XBjbX3ovebIjjU1I7mgA6nIgA9ilD/bYcAAE4FaA6EcRA6/vjGe1gwIblGfWPFWDuHKPUst091PCAuWrSo130nXkWy2Wz46le/CiklnnzyyYyMLxV+85vf4Prrr8dLL72EvXv3YsuWLXj88cdxySWX9Gi21tTUBAAoKCjo83HGjRsHINZEjYiIaLiihsR9W/34qE1DXaeO5pAJVQhMyFNQnq9iQp4CVQg0h0zUder4qE3DfVv9iBq5t2/zhZPdOMlrQ3meClUB6gIGGjoNBKImQrpEIGqiodNAXcCAqgDleSpmeG24YHL/F/qJMumAX4duSkQNoMCR3IxzgV0gagCGKXHAP0gCJ6Ihs9xMdTAYBNBzdtblciESiSAQCKCoqKjH8aeccgoA5NTsaV5eHtasWYO5c+eiqakJr776Kh566CEEAgF8+9vfxssvv4wJEyago6MDAPrdy9rpjF1lzGTJis1mw+zZszP2fJRamqYlrsbOmjULdju7gNLQ8BwanZ54rxa1kQCaIzqkUDB1nKtXWfQExMqhj/rDaI4I5Eds2G2Ow8pTq4b0XFY4hx6fpeFbL+zFBw0d8Id1+EI6WiIGgNhFApdNRaXHBo/LhnkVRfh/nzkZniTWX1PmWOE8ypY322vgOHwUSmcQ+S4X3I7BG49J1UBLJASH04WS0grMmzc5AyO1trF8Do11e/bsGXBXqeGwXKjOz89He3s7Ojo6Et2ui4uL0dDQgJqaGlRWVvY4vrOzE0CswVkuuPrqq3HyyScnStsnTpyIf/u3f8Ppp5+OFStWIBgM4q9//Sv+7d/+LRGWDaPvLTxUNfYmOlCZfKoJIeBwODL2fJQ+drudryWNCM+h0cE0JZ7bfQztEQNh3eyj4dFxeQ4bqr1uHGoNoT1i4LldTfjikinDXp+ZrXNogsOBR1eciie31WHdjnrUd4R77e9bUejClfMrcDX397W8sfZeVOB2wKYqAAQMKZPaAUeXEoCAqioodDvG1M8rGWPtHBrr0rFrlOVC9dSpU7F9+3Y0NTVh4sSJAGJXjxoaGvDGG29g2bJlPY5/4403APTe39mqTj311D5vP+WUU/CJT3wCb7zxBg4dOgQAiX/c/e2HHYlEAKDfPa+JiIgGs7GmFQ0dsW13CpzqgI27gNi2VPlOFW0hDfUdYWyqacOZU0syNNrUcdpUXL+4GitPm4hNNW3Y3diBoGYgz65iTlkhlk0uZjMnsiR2sSeyHsutqT7jjDMAAB9//HHitgsuuABSSvzhD3/A2rVrEQgE0N7ejmeffRYPPvgghBCJr8tlM2bMAHC8O3h8zXR/oTq+lnrSpEkZGB0REY1GuxsD0E2JsGbC40ruWrvHZUNYM6GbErsbO9I8wvRSFIEzp5bghqWT8c1PTMMNSyfjzKm5vXUYjW7LJ5egvNCJYrcdgYiBkNZ3RWNcrIu9gWK3HRWFLiybXJyhkRKNHZYL1eeeey6klIkZaAC49NJLMWfOHOi6jrvuuguLFy/GGWecge9973vo7OyEy+XCV77ylewNOkXi5d7xCwTTp08HADQ0NPR5fH19PQBgzpw5GRgdERGNRiHNgGnG1hLblOQ+Fti7jjNNieAgH+iJKLUUReDK+ZXwuOxw2RUc9YX7DdbxfapddgUelx1Xzq/gBSOiNLBcqJ4/fz4efvhhrFixInGbqqp47LHHcNZZZ0FK2eO/6upq/PrXv8ZJJ52UxVEPzufz4bnnnhvwmH379mHWrFn4xCc+AQBYunQphBD97kO9a9cu2Gw2fPrTn075eImIaGxw29XEh2zdNJP6Gq3rOEURyBukXJyIUu+ahZWYX1GEaq8bNlXgUGsIh30h+MMaglED/rCGw74QDrWGYFMFqr1uzK8swtULKwd/cCIaMsutqQZis9UnKikpwWOPPYYjR45g7969iEajqK6uximnnAIlySvrqdRf87C4Bx98EBs3bsQdd9yB008/HV6vF2vWrMEZZ5yB8vLyXsd/9NFH2Lt3L377298mvp9x48bhoosuwt/+9jds374dCxYsSBxvmib+8Y9/4LLLLut3H2siIqLBcH0mUe5x2lQ8cNlc3PrcLqhCwB/W0BbSUOePJI5x2RVUFDnhcdkxv7IID1w6l033iNLEkqF6INXV1aiurs7qGKSUaG5uBgC0trb2ur+trQ2PPPIIAOCxxx7D6aefDgD43Oc+h29+85v4P//n/2Du3LmJ499991388pe/xOOPP55YVx33n//5n9iyZQu+973v4Ve/+hWqq6shpcTDDz8Mu92O73//++n6NomIaAyIr8/0hTTUt0cQ0owBm5XF12dWFDm5PpMoizxuOx65ah672BNZQM6F6mx6+OGH8frrr6O1tRW1tbUAgHXr1mHHjh1wu924++67MWPGDHi9XlxwwQXYuHEjLrnkksTXX3zxxXjnnXdw4403wm6346STTkJRUREWLVqE1atX99nKv6KiAs888wweeOABrFy5EiUlJXA6nTjttNOwZs0a5OfnZ+z7JyKi0Se+PnPVhoNoC2k46gtjorf3PtUA12cSWQ272BNZA0P1ENx88824+eabBz1OCIGHHnqo1+1utxv33nvvkJ+3tLQUP/3pT4f8dURERMm4ZmEl1u9vgSEljnStw8x3qvC4bLArCjTThD+sozNiwGVXuD6TyGLiXexzcXs7otHAcqH6z3/+87C/9vLLL0/ZOIiIiMYKrs8kIiIaPsuF6u985zsQYuhlKkIIhmoiIqJh4vpMIiKi4bFcqAZijcAy8TVERERWY5oSG2tasbsxkGgaNqesAMsnl6R9bSTXZxIREQ2d5UL13r17B7zfMAwcO3YM69evxy9/+Uu4XC788pe/xPTp0zM0QiIiotSL6AbWbKvDuh11aOiI9JolLi904sr5lbgmA7PEXJ9JRESUvMxv8DxCqqqioqICn//857Fu3Trouo7/+I//gN/vz/bQiIiIhsUf0vCVp3di1YaD2HssgIOtQexr6sT+ltifB1uD2HssgFUbDuIrT++EP6Rle8hERETUJedCdXfjx4/HN77xDdTX1+PRRx/N9nCIiIiGLKIbuPW5XdhW58ehtiDq2yOwKQJVHicmF7tR5XHCpgjUt0dwqC2IbXV+3PrcLkR0I9tDJyIiIliw/Huoli5dCgB49dVX8e1vfzvLoyEiIhqaNdvqsKO+HUd8IeiGxJQS9wl7RKsoctkTe0Qf8YWgCoEnt9Xh+sXVw37ebK7dJiIiGk1yPlQ7nU4AQENDQ5ZHQkRENDSmKbFuRx38YQ1hzewjUB/ntquY6HXhUGsI/rCGdTvqsfK0iUMOwFZau01ERDQa5Hyo3rp1KwDA7XZneSRERERDs7GmFQ0dEbSFNBQ41X4DdZzbriLfqaItpKG+I4xNNW1DaibmD2m49bld2FHfntiLOqyZiftddgW+kIZVGw5i/f4WPHDZXHjc9mF/f0RERGNBTq+p/vDDD/HjH/8YQggsWLAg28MhIiIakt2NAeimRFgz4XEld53b47IhrJnQTYndjR1JPxfXbhMREaWH5Waqv/vd7w56TCQSwcGDB7F3715IKaGqKm644YYMjI6IiCh1QpoB05QAAJuS3HVue9dxpikR1JIPvNlau51pXCtORESZZrlQ/eyzz0KIwX/pSRn7EJKfn4//+q//wumnn57uoREREaWU264mgp5umgAGX8OsmbFybUURyBukXDwuG2u3M41rxYmIKFssF6oXL1484P1CCDidTkyYMAELFizARRddBI/Hk6HRERERpc6csgLYFAGXXYE/rKPINfj6ZX9Yh8uuwKYIzCkrTOp5Mr12O9O4VpyIiLLJcqH6d7/7XbaHQERElBHLJ5egvNAJX0hDfXskUa7cn5BmoDNioKLIiYpCF5ZNLk7qebqv3a7yOJP6Go/Lhjp/JLF226qhuvta8SO+EMKaiQKn2rVGXIFumvCHddS3xy4qGFLi1ud24ZGr5nHGmoiIUiKnG5URERHlMkURuHJ+JTwuO1x2BUd9YYT6WScdX+vssivwuOy4cn5F0iXZmVy7nWl9rRWv9rpR5LIjzxFbJ17tdWNKiRu6IXHEF8KO+nY8ua0u20MnIqJRgqGaiIgoi65ZWIn5FUWo9rphUwUOtYZw2BdbzxyMGvCHNRz2hXCoNQSbKlDtdWN+ZRGuXliZ9HP0Xrs9uOGs3c60E9eKT/S6Bl0rHtbMxFrx+IUGIiKikWCoJiIiyiKnTcUDl83FwkoPphTnoaLICcOUqPNHUNMWQp0/AsOUqChyYkpxHhZWefDApXOHVLp84trtZAxn7XampWKtOBER0UhldU31qlWrUvp4X/va11L6eERERJngcdvxyFXz8OS2OqzbUY/6jnCv7tUVhS5cOb8CVw+je3Wm1m5n2mheK06px+3WiChdsh6qk9k+K1kM1URElKucNhXXL67GytMmYlNNG3Y3diCoGcizq5hTVohlk4uH/cE/vnZ71YaDaAtpOOoL91sqPZK125k2mteKU+pwuzUiSreshurKyv7XgwUCAbS3tyf+v7CwEHl5eQgGg+jo6AAQ216rqKgI+fn5aR8rERFRJiiKwJlTS1I+g3rNwkqs398CQ8aadR1qDSHfqcLjssGuKNC6umR3Rgy47Mqw1m5nWqb2+abcxe3WiCgTshqqX3vttT5vf/PNN3HHHXdg/PjxuOmmm3DBBRegtLQ0cf+xY8fw97//HatXr4amabjrrrtw9tlnZ2rYlGUs3yIiGrr42u1bn9sFVYhEwKjzRxLHuOwKKoqc8LjsmF9Z1GvtttXefzO1zzflJm63RkSZYrl9qvft24dbbrkF48ePxx/+8IceYTqutLQUK1euxIUXXohrr70Wt9xyC9auXYsZM2ZkYcSUKSzfIiIameGu3bbq++9oXStOqdHXdms9z4/YlmvxJQ9HfCGoQuDJbXW4fnF11sZNRLnHcqH68ccfRzgcxu23395noO6utLQUt912G2699VY89thjuPfeezM0Sso0lm8REaXGUNduW/n9d7SuFaeRO3G7td6B+rj4dmuHWkOJ7dZWnjbRUueHrpt4dHMNNtW0oTNqIN+hYtnkYnz5jMmw2biZD1G2WS5Uv/322wCAJUuWJHV8/LjNmzenbUyUXSzfIiLAeqXHuS6Ztdu58P47GteK08ilYrs1K3SGbw9HcdtfduOF3Y0IRAyYUkICEACe3dmAH73yEf51Thnuv3QOilyObA+XaMyyXKhuaWkBAGialtTxuh7bb7O1tTVtY6LsYvkW0dhm1dLjsSAX3n9TsVacRp/RsN3a4bYgzvvVJtS2h6EZEoYZC9RxAkDUMLFmWy3W72/Bqzctw6TivGwNl2hMs1yoLi4uRlNTE9566y1cddVVgx6/fv16AIDX603zyCgbRlv5FhENjZVLj0e7XHr/Tfc+35R70rXdWqYqZtrDUZz3q0046g8jopuJ2Wm7IiAEICWgmxK6GQvbR/1hnPerTdhy6yc4Y02UBZYL1UuXLsVf/vIX3H///Vi4cCGmT5/e77H79+/HAw88ACEEli9fnsFRUqaMlvItIhq6XCg9Hs1y7f03nft8U+5J9XZrma6Yue0vu1HbfjxQO1TR6+KAXY19b1FDIqKbqG0P4/a/7MGvVywY8fMT0dBYLlTfdNNNeOmll9DW1oYrr7wS11xzDc4//3xMnz49sU/1/v378corr+DJJ59EKBSC0+nEjTfemO2hUxqMhvItIhqeXCg9Hs1y9f03Xft8U25J5XZrma6Y0XUTL+xuhGbIfgN1XOz2WLDWDInndzdA1+exeRlRhlkuVE+bNg33338/brvtNoTDYfzmN7/Bb37zmz6PlVLC4XDgvvvuw9SpUzM7UMqIdJVvEZG15VLp8WjF91/KZanabi0bFTOPbq5BIGLAMCUEBv/3Z1MUaEbs+EDEwK/fOYyvLJ8yrOcmouGx5GWs8847D3/+859xzjnnQAgBKWWv/4QQ+NSnPoU///nPOO+887I9ZEqT3uVbgxuofIuIckMqSo9pZPj+S7ksvt2ax2WHy67gqC+MUD8Xegbabq2viplqrxtFLjvyHLFqmWqvG1NK3NCNWAf6HfXteHJb3bDHvqmmLdHl25bkxUGbIiABmFJi0yE27yXKNMvNVMdNmzYNv/rVr9Da2oqtW7eitrYWwWAQeXl5qKqqwqJFi1BSwtKu0S6V5VtElDtytfR4NOH7L+W6kW63lq2Kmc6okejyLZL88vhxEkAgyioRokyzbKiOKykp4Uz0GJaq8i0iyi0sPc6+0fD+271Tc2c0VqILSFQWuZDnsHGf81FupNutZatZX75DRfyMlHLAQxPixwkABQ5WiRBlmuVDNY1t8fKtVRsOoi2k4agvjIleV5+/2AYq3yKi3JLqzr00dLn8/tu9U3NdexjNnVH4Qhr0xIUaAa/bjgn5DlQUubjP+Sg2ku3WslUxs2xyMZ7d2QCB2LZZybyd6V3rrxUhsGwKq3SIMo2hmixvpOVbRJR7WHpsDbn4/tu9U3NrMIq69jA0IxamEyW1iJXYHuuIoi2ko577nI9qw91uLVsVM18+YzJ+9MpHiBpm117U5oDPr5tmYv11gVPFDUsmDet5iWj4shqqzz33XACAEAKvvvpqj9uGqvtj0Ogy0vItIso9o6H0eDTItfff7p2aD7cF0R42IERsvamUgCpiwTpeKqtLE4d9Ifi5z/mYMNTt1rJVMWOzKfjXOWVYs60WhikRNSSAvoN1fJ9qAcCuClwyp5zbaRFlQVZDdW1tLYBYID7xtqESyXZyoJw0kvItIso9uVx6nKzu633jFw2suMY3l95/u3dqDmkm7KqA1jXT6LQpULo+K5hSImqYAATsikBQM7jPOfWSzYqZ+y+dg/X7W3DUH0ZEj+9DbcCmiMRFIt2MdQgXiJ3fVR437rt09rCfk4iGL6uh+mtf+1pStxEBwy/fIqLclIulx8novt63oSPSK6CWFzott8Y3F95/u3dqDkVj4UMzYttwOtTjgRqIrTt1qAqihgkpBeyqQFgzuc859ZDNipkilwOv3rQM5/1qE2q7ljAYpkxcJALQtYd17Pyt8rjx6o1LUeRyDPs5iWj4GKop5wy1fIuIclOulR4no/t63/j3E9aO7wHtsivwhTSssugaXyu//3bv1Oy0K4jqErqUUIToEajj4rfrUkKVAg6bGHHXZhpdsl0xM6k4D1tu/QRu/8sePL+7AYGIkdi/Ot6UrMCp4pI55bjv0tkM1ERZxEZlRERkWblUejyY7ut9j/hCCGsmCpwqqjxO2BQFetfMe317LBhyje/QdO/UXOBUEdF1SCkHbPCkKgKaYUJCwq6q6IwY3Oecesh2xUyRy4Ffr1gAXZ+HX79zGJsOtSIQNVDgULFsSgluWDKJa6iJLIChmoiILC0XSo+762+t9L6mzsR6X92QmFLiPmHGS0WRy56Y8eIa36Hp3qlZoNu+vQOcGom75PG/c59z6s4qFTM2m4KvLJ+CryyfktLHJaLUyLlQHQgEsG7dOhw4cABerxef/vSnMWvWrGwPi4iI0szKpcfAwGulVQEc9YcBAGHNwJSSvH7XZrrtKiZ6XTjUGuIa3yHo3qlZ4niYlvFa2T4kVqeK43/nPud0otFUMQPkTpNEolxiuVC9adMm3H333aioqMCjjz7a477GxkZcc801qK+vT9z22GOP4Qc/+AGuvvrqTA+ViIgIwOBrpVUFsTW+poRdjTXJGojbriLfqXKN7xB079QcNUwICAghYEgJtZ9UbZgSQggIxMrAuc859SfXKmb6kotNEolyheVC9WuvvYZ9+/b1uV/1vffei7q6OgBAXl4eQqEQDMPAj3/8YyxevBjTp0/P9HCJiGiMS2atdENHJNZpGoAqgSO+ECYXuwfcDtLjsqHOH+Ea3yR179Rc5w9DVQRsQkAzTZhdDcu6M6WEKSXsigJFxC56VBQ5uM85DcjqFTP9yfUmiURWZ7nOBlu3boUQAsuWLetxe2trK15++WUIIXD77bdj69ateOONNzB9+nQYhoE1a9ZkfKzRaBQNDQ1pfQ5N09DZ2YlIJAJd19P6XEREo5FpSmw42IJH367Bz986gEffrsGGgy2J9bcj1X1v5Pha6WqvG0UuO/IcsXXSHpcdjq5mQropEdJMtAa1AR/X3tVgi2t8kxPv1Oxx2eF2qNBNCSEAIQSiRixYx8X3qRYituevbsqc2+ecKFndL/wdaguivj0CmyJQ5XFicrG76wKgQH17BIfagthW58etz+1CROf7DlGyLDdT3dzcDACYOnVqj9s3btwIXddRVVWFG264AQBQVlaGm2++Gbfddhs2b96csTE2NDTgqaeewtq1a3HFFVfgW9/6VtJf29jYiMcffxxvvvkmGhoa4HQ6MX36dHz2s5/FVVdd1WvWYvXq1XjooYcGfMytW7ciPz9/WN8LEdFolYlSx+57I4c1s4/mYzGx7ZuON9AyTIm2kIZxeY5+1/tqZmwWiWt8k9e9U/PhtiDaw0bi5xvRTShda6eljK+5ltBMwOO05cw+50RD1deFPzZJzB6uaR+dLBeq29raAMTKu7t79913IYTApz71qR63z58/HwBQW1ub1nEFAgG89tpreOGFF1BfX4/Gxkb4/f4hPcZHH32E6667Dm1tbfB4PBg/fjwaGxuxdetWbN26FZs2bcJ9993XI1hLKeF0OuH1evt9XGWA7UKIiMaiTJU6dt8bucCpDtB8TIGAgKIImGZs/2TNkAhEdRQ4+/5V7A/rXOM7RCd2am4NRlHXHkb8pTfiHcG7jrcJBZUeF4rdubHPOdFQJXvhD2CTxHTjmvbRzXKhWlVVaJqGtrY2FBQUJG5/7733AACnn356j+M9Hg+AWJl0Or344ot4+eWX8aUvfQnLly/HypUr8c477wzpMd599104nU78/ve/x+LFiwHEwvrPfvYzPPXUU/jrX/+KCy+8EBdeeGGPrzv//PNx3333pex7ISIazTK5H3T3vZGrPM5+j8t3qLCrAoYpEEXsg5RUJUK6iYI+viykGeiMGKgocnKN7xCd2Km5OM+O5s4ofCENelfJv01R4HXbMCHfgcoid850bSYaqmQv/MWxSWJ6cE376Ge5UF1eXo5Dhw5h586dqK6OlZwcPnwYH3/8MYQQWLhwYY/j29vbAQAlJen9B79ixQqsWLFiRI/R2tqKG2+8MRGoAaCgoAA/+tGPsHfvXmzfvh2vvPJKr1A90Cw1ERH1lMlSx+57I9sGqBoSQsDrtuOYEYFixmZMza5Zir4e86gvzDW+I9BXp+ZAVEdDe2xv4YoiJ/Idtpzp2kw0XMle+OuOTRJTK5MXeil7LBeqFy9ejIMHD+LnP/85ZsyYgQkTJuDuu+8GAJx00kkoKyvrcfzHH38MACgtLc34WIcqHA7jvPPO6/O+Cy64ANu3b09cJOjuxFL4bJJSIhqNZnsYNEzdKzrSXd1Bo5PVzyHTlPjT+7XwhaIIawYmF7vhsimQsnd4ddkUVHmcqGkLwReK4k/ba/H5eaVDClh2IY+vzTVMSNl/sC5229AR0WGYEoYhETUlfCENLlusxFs3JfxhHZ1RHS6biokeF04pL8Bn504YVe+7mT6HFlcVYHFVQb/367r1zmManNXfi6wiEIpCN0wAEqoQfb4XnsgmBAAJwzDREYr2+f5jmhKbDvuw51gAYS22Hd3s0gIsm+TNmYtUmTqHfvdeLbbX+XCkLQzNNDG52HXChV4FhU5b7IKqP4wjbSEokPj9lsNYuagqbeMay5L5dzBUlgvVK1euxDPPPIPDhw/j0ksvTdwuhMB1113X6/gNGzZACIFTTjklk8Mclm9/+9v93hdfRz158uRe99lsNuzatQtPPPEEPvzwQ7hcLsyePRuf//znMWvWrLSNty+6rmPnzp0ZfU5Kj71792Z7CJTjrHgOvd8UwaGmdjQHdDgVAehRhAbZOMGpAM2BMA5Cxx/feA8LJiQ3mwMAzkAEWiQMm5BoCYRhlwPPKox3SATCEooAVAFI08RRXyhxv0MFSpwKCuzAZJeOL04x8NGeXUmPJ9dY8Ryi3MPzqH8txzoRjYRhmhKd4TCEMXgfns6oCdOUiEbCaD1Wj507j0/4RA2Jv9eE8NqREFrCJnRTJhr/2RSBcS4F/1LtxoWT3XCouRGugfSdQ6aUeGJTK5radQSjJioL1AF/L01wCdQFdDS1B/Hbjfsw39bSaztAsibLheoZM2bg3nvvxQ9+8AMEg0EAscB57bXX4nOf+1yPYzVNw9/+9jcA6LUFV67ZvXs3AOCSSy7pdd9LL72E1atXwzCOb22wbds2rF27Ft/73vdw7bXXZmycRERWdsCvQzclogYwIS+5DyIFdoGmkIRhShzw60MK1fPHOzDOpaAjqqA5ZCJiSDgH+CCpy1iTLI9DABAoy1O79ktGLGh3fSg9t9qNC3LsQykRWc80jw02RcChAoGoREESy3QDmoRDjb0fTfMcjwqBqIn7tvrxsU9HQDPRHjUR7bbrlkMFOqIK1n7Uia3HIrh9kQcFjrHdTHdHcxQt4djPym0TA/5+AACnKuC2CbRHTbSETexsjg7pdxJlj+VCNQB85jOfwSc/+Uls2bIFhmHg5JNPTqyv7q6xsRFXX301AGD58uWZHmbKHDt2DP/4xz9w0UUXJbqZd2eaJlavXo3TTz8d7e3t+Oc//4n7778fTU1N+MlPfoLTTjstYzPWNpsNs2fPzshzUeppmpa4Gjtr1izY7WyCQUNj9XPozfYaOA4fhdIZRL7LBbdj8PVoUjXQEgnB4XShpLQC8+b1rhgayHVaLR7ZVIOgEUZT2MREj7PPZkAhzUBTZxj5TjsmF7tw07JJmDE+H3uOBRCKmnA7YuWTS6tzp3xyOKx+DlFu4HmUnLmmxDNHtiGCABo6IoDNMWCzspBmIGKGUF7owtTSAvx/5yyEoghEdBNf+/MuHA7bcCysI6xL5DvsKC209Vi+0hrRETQAR9iG/zmoYNXlc+G0WTNYZ+Ic2vzOEdidUegdnSgtdMHtGjx6jRM66trDsDtdiBSWYd48bmuWanv27IGuD1LGNkSWDNUAUFhY2Gv7rBNNnDgRX/va1zI0ovT54Q9/iMrKSvz4xz/udd8FF1yAa6+9NtGIze1247Of/SyWLl2KSy65BIFAAE8//TTuvPPOjIxVCAGHw5GR56L0stvtfC1pRKx4DhW4HbCpCgABQ8oeWxT2R5cSgICqKih0O4b8Pa1cPAkba/wwEWtCU9MWRr5Thcdlg11RoHU1oemMGHDZFVR73VhQ5cF1iyfDaVNxzoyywZ9klLLiOUS5h+fRwD53ahVWbTgIX1hHrT+Cid4T1/TGhDQDtf4IXHYVXrcDn1tQBZcrNkv6x+1HsKuxE0f9YeimxJSSvF6P4XEfbwB51B+GTVHwzK6mnNjrOl3nkCYFYst3BeyqktTvJHvX7zApgajJz93pkMzrMFTWvHQ0hjz00EPYu3cv/ud//geFhb33IT355JP77GxeWVmJyy67DABQU1OT9nESEeWCOWUFsCkCLrsCfzi5q9Aj3Q86vjfywkoPphTnoaLICcOUqPNHUNMWQp0/AsOUqChyYkpxHhZWebgfMhFlzDULKzG/ogjVXjdsqsCh1hAO+2J7UQejBvxhDYd9IRxqDcGmClR73ZhfWYSrF1YC6L3XdX+hHDi+13VYMxN7Xfe1y8FY4baricoj3TQHOTpG6zpOUQTyBtkCjayDoTqL/vjHP+L555/H7373O5SXlw/562fMmAHAWt3BiYiyafnkEpQXOlHstiMQMRDSjAGPj+8HXey2j2g/aI/bjoc/ewouPHkC8uwq8uwqSvLsKC904KTxeZhakofZpYX4+llT8ciV87j/KBFlzEgv/KVir+uxKhsXeik7LFv+DQCvvPIKnn/+eezcuROtra3QNC3R0AsA6urq8Pe//x12ux1f+MIXsjjSoXv66aexZs0a/P73vx/2dmDx9v9LlixJ5dCIiHKWoghcOb8SqzYcRFtIw1FfeMBSx6HsB22aEhtrWrG7MYCQZsBtVzGnrACnVXnw1PZ6rNtRh4aOCBQh4FAVRA0TUSPWGfeCmRNw53kz4HZY+tcuEY1SHrcdj1w1D09uq8O6HfWo74iVcZumhKII2BSBikIXrpxfgasXVvaopOFe18MXv9DrC2mob48kfnf0J36ht6LIOaILvZR5lvzt7vP5cMstt2Dz5s099hE7sf59/PjxePTRR+Hz+TBv3jwsWLAg00Mdlqeffhp//OMf8dvf/rbP0m4gtnXVU089NWBn73379mHChAm44oor0jVUIsoB/YW95ZNLRnXDq/5cs7AS6/e3wJASR7pKGgdb49y91PFEEd3Amm11idDc/YOoANDcGYWqCKiKgC8UK4+Mc9kVOG0K/v5hE+rbI3jgsrmcpSairHDaVFy/uBorT5uITTVt2N3YgaBmIM+uYk5ZIZZNLu7zd0ZIMxIl3DYluSJXe9dxpikRHKRiaDRL54VeshbLhWrDMHDjjTdi+/btcDgc+MxnPoOTTz4Z99xzT69jHQ4HLrroIqxZswb/+Mc/Mhqqu29v1ZcHH3wQGzduxB133IHTTz89cXt8hvp///d/4fF4+vxaTdNgt9vxz3/+E6eeeirmzp3b65impia8/vrr+O///m+WfxONUQOFPZsiUF7oxJXzK3HNCbMOo1281PHW53ZBFQL+sIa2kIY6fyRxjMuuoKLICY/LjvmVRf2ucfaHNNz63C7sqG9PPE48NEspYXRd+DVMAAIodttR5XHCpijQu8J7fXusbNKQErc+twuPXDVvTL0eRKNNrl/IVBSBM6eWJD173Htd8ODvX1wXfFyqL/SSNVkuVK9btw7bt29HUVERnnjiCcyaNQvBYLDPUA0AZ555JtasWYOtW7dmbIxSSjQ3NwMAWltbe93f1taGRx55BADw2GOPJUL1n/70J/zgBz9AQUEBLr744l6PGQqFEA6Hcdlll+Gee+7Bddddh9tvvx0/+tGPsHjx4sRM/d69e/Hf//3f+NnPfoalS5em81slIosaKOwBsdDoC2lYteEg1u9vGXMzpCMpdYyL6AZufW4XttXFunqHNRMFTjURmluDUbQENehdMzhOVUBKiUKnrev9WkWR63g33CO+EFQh8OS2upzohpsqJwYQu5BwBiKYP54dbUebXA+bgxmrFzJPXBdc5Br8dwnXBR+Xygu9ZF2WC9XPP/88hBD4xje+kdTeyzNnzgQAHDp0KM0jAx5++GG8/vrraG1tRW1tLYDYRYAdO3bA7Xbj7rvvxowZM+D1enHBBRdg48aNuOSSSwAAO3fuxA9+8ANIKdHR0YGOjo5+nye+Vnrp0qU466yz8J3vfAfRaBQzZ86E1+vFrFmz8MADD/TZLZyIRr/Bwh5nSGOGW+oYt2ZbHXbUt+OILwTdkJhS4k6U7EkpEdZNqELAQCxU6yYQ0ky0BjWMyz8eGOPdcA+1hhLdcFeeNnFUhIyB9BdAhAC0SBjjXAqu02qxcvGkMXVejkZjIWyO5QuZXBc8cqm40EvWZrlQ/dFHHwEAzjnnnKSO93q9AAC/35+mER1388034+abbx70OCEEHnrooR63zZs3L7HB/ECi0WiP/7/zzjsztgc1EeWGgcJeDGdIuxtqqSPQewuZE3/GnVEDmiGhSwm16wNR1DBhmBJtIQ3j8hxAt8zcVzfc0dy4Z+AAImETEh1RBY9sqsHGGv+oCiBjzVgIm2P9QibXBafGSC/0krVZLlR3dnYCQL/rjU+k67H29Dab5b6VYeEG70Q0kMHCXndjdYY0FQbbQiakmZCQkFLCpihQhIAiBHQpoRkSgaiOAmfP30tjpRvuYAFEM0y0BMJoDpkIGmGY8I+qADKWjJWwyQuZXBecSsO50EvWZ7l9quMzz8eOHUvq+AMHDgAAxo0bl64hERFZxolhz2VTEIjoaApE0dgRQVMgikBET+ycwP1Ch6f7FjIeV++LtqaMbZUFAPGNKVQltqZaQiKkm72+Zqx0w+0rgFR73Shy2ZHnUFHksqE8X0VlgQrNNHHEF8KO+nY8ua0u20OnIRr8tbaj2uvGlBI3dEPm5Gt94oXM/mZogeMXMsOambiQGe+anetGutc10WhnuVAd73S9YcOGpI5/8cUXAQCnnnpquoZERGQZ8bAXihoQAPa3BHHEF0ZTZwTNnVE0dUZwxBfG/pYgmjujMKWEx2VDWDMTM6Q0uMG2kFGESITpRLiO3ynR5wfpsdANdygBxKkKTPSMzgAyFoyVsDlY1cqJRvOFzPi64K+fNRWzSwsxtSQPMybkY/q42J9TS/Iwu7QQXz9rKh65cl7OlfkTjYTlaqY//elP480338Tq1atx4YUXory8vN9jN2/ejLVr10IIkWgIRkQ0moU0A5puImpI+MM6pAR0KRMz00Csr4NhChwzIghE9Nj6Xoz+GdJUctoUBDUDummiqTOCvKgNbruCfIcKIQTcdgUCIvazlhIqBBKvgECfJfZjoRtuKgIISyJzw1h5rbtXrVR5nEl9zWhe6sF1wUR9s1yovvTSS/HEE09g9+7dWLFiBb75zW9iyZIliftDoRBqamrw4osv4re//S0Mw8DixYtx9tlnZ3HURESZYVME6jsiMKVE1IjFOEUI2BQFQsRmTQ0poZkmhBQADEQ7wpBSjuoZ0lSJdzH+3ZajqG+PdDUe09EZNSAgYFcFvG47it022NXYxQvNNGFKCcOUEEJAQMBt6zm7PVa64TKAjB1j5bUerGqlL2NhqQfXBRP1ZLlQrSgKHnnkEVx33XWoqalJdL6O79G8aNGixLFSSkyfPh0PPvhgNoZKRJRxdf4wwnrsQ5qUsRlVRXSbFRCACtEVuk1EDUAzJJy20T1DmgondjGOheWu7bO6tj3pXgFQ5LIhakQhZKzzt5SAQ1VgVwUKHMd/vY6lbrgMIGPHWHmt3XY18e9VN00Ag1+YHAtLPYioJ8uFagAoKyvDunXr8POf/xxPP/00QqFQr2McDgdWrFiBW265BQUFBVkYJRFRZpmmxPa6dggMHsgUIeBQFUS6GmZJKVFe4By1M6Qj1VcXY5dNQRSxWX8pAUgJTcpEBYAE4LYpMKWJqC4hEasScHWVjo/Fbri5FEBMU2JjTSt2NwYS++7OKSvA8sklo/aiRyrl0ms9EnPKCmBTBFx2Bf6wjiLX4OuEx8JSDyLqyZKhGgAKCgrw/e9/H7fddhvef/99HDhwAB0dHcjLy0N1dTUWL17MME1EY8rGmlY0BiIQoqvTNICoYcKhnjBb3Y1EvIGWwILKIoaFfvTVxdhlU1DTFkJQA6JGbN26QKzzd1SXME0Jm6pANySUrtdEQKAjoqMjEpuFc9kVVBQ54XHZMb+yaNR3w82FABIv8V+3ow4NHbFSZLOrEsGmCJQXOnHl/Epcs7ByVL9WI5ULr3UqLJ9cgvJCJ3whDfXtkcQFmP6MlaUeRNSTZUN1nNvtxrJly7Bs2bJsD4WIKKviaxillHDbFeimRNSIBWtFiK5QFwvShilhyljYkwBcNgVVXleWvwNrGmjv72qvG0d8IQiYMEwJXUrAlDAAmIaEKU1M8jphyljDsvH5Dsiux1QUAZsQcNoVzBifj7llBXhqe92ong1NVQBJ1yzyiSX+baHYax7nsivwhTSs2nAQ6/e34IHL5rKDcT8Geq2llOiMGghpZtf7kIAigEBYR6XHlVNhU1EErpxfiVUbDqItpOGoL9xvp/OxtNSDiHqyXKg+99xzIYTAnXfeiXPOOSfbwyEisozjaxgFKgpdaAlGe4Q9zTgeDoQQsHc1L9NMifIiZ6KxWbZZrex2oC7GqiIwudiN1mAsgGmGhFQloroJQMCuKqgocuOGpZOxYkEFtta2Y3djB9rDGj5oCOCjpg6ENQPv17Vj61H/qJ8NHUoAiRgSTZ09A4hmmljzXnpmkfsq8S9wqqjyOGFTFOhd5fr17bFzwZAStz63C49cNW9UvUap0tdrXelxIqSZ8MX/rSC2n7sEoBkmVCGgGxKXzi3LqbB5zcJKrN/fAkPG9to+1BpCvlOFx2WDXVHG5FIPIurJcqG6sbERhmFg9uzZ2R4KEZGldF/DKCF7hz3IRL13vFO1y6agI6LDripZX8No1bLbwboYCyEwLt+BcXkOBKI6QrqJYERHe0RHpceJ606fiOsXVwMAzpxaglPKC3Hrc7uwc4zOhg4aQAwTLZ0GQrpEnsOWCCCfnlWKrzy9M22zyH2V+PcM+yqKXPbEbOMRXwiqEHhyW13i9aWeur/WNW1B7GsKQggklkmYXW9JQOw2oQBtIQ2Pv3MYzcEoSvIcOVG54bSpeOCyubj1uV1QhUicn3X+SOKYsbbUYzBWu3hKlG6WC9UTJkxAQ0MD7PbR8wGDiCgV+lrDeGLYi4dUt01BgcOGw/4QXHY162sYrVx2m3QXYwEUOG0ocAJBu4qgZsJtUxHSj38fnA1NJoBI2ITEeLeCCUUuLKjy4J7PzMJ3XtiTtp/bQCX+J3LbVUz0unCoNQR/WMO6HfVYedpESwaBbAeX+Gv9jWc/iF2EUNB1gS9GAFBErHGiKSU0Q8IwDWyva8dHTQFM9LrhUJWcqNzwuO145Kp5eHJbHdbtqEd9R7jXhcGKQheunF+Bqy38faSbVS+eEqWb5UL1okWL8OKLL2LPnj0488wzsz0cIiLL6HcNY7ew151VGuZYPWimsosxZ0NjBgogQgBaJIxxLgXXL5+ML5w+Ke0/t4FK/PvitqvId6poC2mo7whjU02bpfbjtVJw8bjt+MS0Eqw/2IKOiA4hAIcqoEDEuyRCNyVsQkBKCc2UMHSJiG6iMxpAgdOWM5UbTpuK6xdXY+VpE7Gppg27GzsQ1Azk2VXMKSvEssnFlrz4kilWvnhKlG6WC9XXXXcdXnrpJTz88MM444wzYLNZbohERFmRqw1zrB40U9XFeLTOhg5XfwHEoUg4Oxoxb7wDC+ZXwaYoaf+5DVbi3xePy4Y6fyyw7m7ssEyotlpwMU2J53Y1wKbE+jhUFTlgdt2uCMAX0gGYXR30AVUApgRsqoBdEVAFcq5yQ1EEzpxaYplzwgqsfvGUKN0GqHPLjgULFuD//J//gx07duCLX/widu7cme0hERFZxjULKzG/ogjVXjdsqsCh1hAO+2IBIxg14A9rONy1jtWmiqw3zDkxaPZ3EQA4HpjCmpkITPGy7HSKVwAUu+0IRAyENGPA4+MVAMVue48KgFTMho5G8QByw9LJ+OYnpuHfF1djwQRnYhu4TPzcki7x78bedZxpSgQHOScypXtwOdQWRH17BDZFoMrjxORid1eAEahvj+BQWxDb6vy49bldiOjpG/+Jr9+4fAcm5DtQVuiEEKJrl4LYrgUOVYHTpkJVRNd6a4GSPAemlLihG7E1+Dvq2/Hktrq0jZfSo6+Lp9VeN4pcduQ5YhdOq71uvtY0alluGvi6664DAHi9XmzZsgUrVqyA1+tFdXU1XK7+t4MRQuC3v/1tpoZJRJQVudYwJxfKblNVATCaZkMzKRM/t1SW+GeTFas++n39JOALaTDM44E6fiFFFQKaaUJCIqSZmFDgGPWVG6MZq3SILBiq33nnHYiudTdxbW1taGsb+Eq0EPzHSERjQy41zMlW0BxqA6dUbJkzWmZDMy0TP7dUlfhnk1WDS3+vXyCqQzNi2/3F9qk+/tyJv8pYl/D4mK28jp36lwsXT4nSzXKh+vLLL2dAJiIaRK40zMl00BxuA6dUVACMltnQTMvEz63fJn/9sEqTv+6sGlz6e/1Cutm1T7WETe35b192aw/ePWyzciM3sUqHyIKh+p577sn2EIiIcobVG+ZkMmiOtIHTSCsARsNsaDZk4ueWq03+urNqcOnv9TO7bVJ94k/PkBJCCAgIuO3HAzcrN3ITq3SILBiqiYho9MhU0ExV59mRVACMhtnQbMjUzy0VJf7ZZNXg0t/rpyjHt9Tq3m7QlBKmlLArCuyqQL7j+GvNyo3cxCodIgt2/yYiotEjVZ21B5PqzrMndqy+YelknDm17/XY3b/myvmV8LjscNkVHPWF+/1+rTobmg2Z+rnFS/wXVnowpTgPFUVOGKZEnT+CmrYQ6vwRGKZERZETU4rzsLDKk9UmfyfqHVwGl4ng0t/r57YpEBAQQsDouhhgSomoYUIIAUUBit32Hkv+WLmRm068eJoMvtY02nCmmoiI0iYTZbdWauCU67Oh2ZKpn1suNfk7kZWXF/T5+jlUABIKAN2UiEgDErHGsg41FvKL845/D6zcyF2s0iFiqCYiojRLd2CyUgOnXNvyLJtMKfHPQ23Y1xqb2VxQWYTGjggUAO0RPW0/t1xp8nciKweX/s573ZQwpIQEYErApsYuXOTZVVR73YkmZazcyG2joWcB0UgxVBMRUVqlKmj2t03WBw0dlmrglMuzoZkQ0U08fyCI146EEBSdMCQSPxtVxMJXgcOGIpcNZrf7Uv1zs3qTvxNZPbj0dd5rhokjXeXgmilhmBIumwKv24aIbrJyYxRhlQ6NdQzVRESUdiMJmoNtkxXSDLSH9NjWPRZp4JSrs6Hp5g9p+Mafd+Hdg50IaCaChomw3rNDe7HbjiKXDeWFLlx48gRIYMz/3OKsHlz6Ou9bg1E8v6sRzZ1R6KYJX1hHfXs08TWs3BgdWKVDYx1DNRERZcRwgmYy22SpQiAQ1RE1JCK6gTyHdTrP5tpsaDrFO7Rvr+9AXaeOqAEUuvrv0G5K4P3a9l4d2seyXAkuJ573t3xyGis3xoATL57WtYfgD+sIa7H19DZFQVmBE/9+xiT8f4uq+FrTqMJQTUREGZVs0Ex2m6z2sA7NlAAk6toj8LjtibWa/WHn2cwyTYkfvfwR/vFxE1o6o9ANiXEuBeUeV7cLKbEu7fHS5SO+EFQh8OS2Oly/uDqr47eSXFxewMqNscNpU3H1wkqYUuKxzYehmVqsQR0EHDaBiG7imZ31EELgGoucn0SpwFBNRESW1Nc2WT3Xj3aFsKiBj5o7YSK2XrexI4KKIle/j8vOs5kTL91/enst/nmoLba21pCwKUBbRKKzJYjiPDvG5R3fWindHdpHg1wNqazcGP1OrC4KRPREdVFbCGi1a/CFNazacBDr97fggcvmwuMevJM9kdUxVBMRkeUMaZssh4oJBQ40dkQgBHAsEIXHZUOeo/evOHaezZzuH64bOsIIRI3EfsW6CRhCwtQNNAUkAhEd1V43VOV4sE5Xh/bRhCGVrCTZ6qL4Eg9DStz63C4u8aBRIbmOLkQW1BHWcdQXgtn1IY2IRo+hbpNVUeiEQ1UgICABHGgJ4bAvNtMZjBrwhzUc7mrsZFMFO8+mWfcP14fagmjujEIAEADsioBNif1dNyUihomgZuCILwQpj7+fe1w2hDUz0aGdiKytr+qiaq8bRS478hyxyqJqrxtTStzQjVizvR317XhyW122h040YlmdqV61alVKH+9rX/taSh+PrElKie++uBc/e/1jAIDbrmB2aSHmlhdidlkB5pbF/j6lOI8zUEQ5andjYEjbZAkhUFnkQo0vBIcqUOCwwTCl5Ro4jRUnfrguzrPDH9JhSglVASBj22dBCEQNE1EDEDDRGtQwLt8BIP0d2onGqv62J1w+uWTYn5uGVF3EJR40CmU9VItBmskMBUP12LDxUFsiUANASDOxtdaPrbX+Hsfl2dVEyJ5TXpgI25O8br5xE1lcSDMSVSjJbpPltClwqgIleQ4Uuexw2xXLN3Aajfr6cB2IGBBCBwBIGZulBgBFAA5VQdQwYZgSbSEN4/IcgMhch3aiseJ4j4M67G/pRGfXkgxVEch3qJg+Lh9XLagcVgOxoVYXcYkHjTZZDdWVlf2X3QUCAbS3tyf+v7CwEHl5eQgGg+joiJWBCSFQVFSE/Pz8tI+VrONAa2dSxwU1A+8d9eO9oz3Ddr4j1shlTlkB5nQF7bllhZhU7E7pRR4iGj63XU1c/NJNE0Cy22QJjMt34CvLJmNueVHONHAaTfr6cG2YEgICQggYUsLW7b1WEQKKENClhGZIBKI6Cpw2dmintEjHLG0uiO0RvxPrD7SiKRBFxDBhSomu1txQhMARXxi7Gjvw+sdN+MXl84bUQGyo1UVAbIlHnT+SWOLBUE25LKuh+rXXXuvz9jfffBN33HEHxo8fj5tuugkXXHABSktLE/cfO3YMf//737F69Wpomoa77roLZ599dqaGTVn2yanjUOBUEYgMrxywM2rg3SM+vHvE1+P2AqeKOaU9Z7XnlBWg2suwTZRpc8oKYFMEXHYF/rCOItfgH+66h7C55UVs4JQlfX24zneosKsChimgmRImZI9tz1RFQDNMSEiEdBOqwg7tlFrxWdp1O+rQ0BHpVcVSXujElfOHN0trdRHdwM3P7MRLe4/BH44tw+hBAqaUCJmxRo5/3X0MhrkTj39+QdI/i+FUF3GJB40mluv+vW/fPtxyyy0YP348/vCHP/QI03GlpaVYuXIlLrzwQlx77bW45ZZbsHbtWsyYMSMLI6ZMm1ySh7/9x1Lc/Y992FTTBl9IS8njBiIG3jniwzsnhO1Cpy02q90tbM8tK0SVx8WwbWFjdTZitFg+uQTlhU74Qhrq2yOJ17A/3CbLOvr6cC2EgNdtxzEjAmEK6KaETZFQugrBE/8iJRDRDPiCGju0U8qcuM1TW0hLbPMExPot+EKjd5un3205ipc+jAVqQ0oIxC5kqYqAQGyy2jBl7D8p4Q/reOnDY/j9e0fx72dMTuo5hl9dxCUeNDpYLlQ//vjjCIfDuP322/sM1N2Vlpbitttuw6233orHHnsM9957b4ZGSdl25tQS/PU/zoCUEvXtEexq7MCuhg7sauzA7q4/28N6Sp6rI6Jj82EfNh/29bjd47LFysi7ZrTjgbuyiGE7m8bybMRooigCV86vxKoNB9EW0nDUF8ZEr6vPYM1tsqylvw/XJXl2BCI6AANRXUIzARMmVKHAhISUQNQ0u8rGbezQTikx1rd5Mk2JVf88hEDESARqp03pUSkCAKoqYCoSEd2EISUCEQOr/nkIX1w8Kan305FWF3GJB+U6y4Xqt99+GwCwZMmSpI6PH7d58+a0jYmsSwiBSo8LlR4Xzp85IXG7lBJ17eFE0N7VEMDuruDdEUlN2PaHdWyqacOmmrYet3vd9l7rteeWF6K80MmwnWZjfTZitLlmYSXW72+BIWNbrxxqDSHfqcLjssGuKNC6Pgx3Rgy47ApDWBZ1rwzZ1dCOtqAGVQF8IS3x4VoRsa3MDvtCkKYJQwKmFNCkieM7IwpMyHeirNDJDu2UEn1t89Tz4lxsq6f4xbkjvhBUIfDktjpcv7g6a+NOlQ0HW1HTFuy6wNV3oI5ThIDTpiCsm9BNE4dag/jnoVZ8Ytq4QZ+H1UU01lkuVLe0tAAANC25kl5djwWk1tbWtI2Jco8QAlUeN6o8blxw8vGKBykljvq7wnZX4N7TGPtzuGu0T+QLadh4qA0bD/UM28Vue69tv+aWFaKMYXtQyZRyj/XZiNHIaVPxwGVzcetzu6AKkbhQwm2yrKOvypB4F++oLtEZ1WBXwygrdEIRsXLTSV4XGv0mOqImTAgYUiCqm7CrAm67ilOrinDV/Ep2aKcR4zZPwAt7GhA1YheulK6GZAOJNQ4ETAlEDRMv7G5MKlSzuojGOsuF6uLiYjQ1NeGtt97CVVddNejx69evBwB4vd40j4xGA9E1U1LtdeOiWT3D9hFfqCtoBxIl5LsbO9AZTU3Ybgtp2HCwFRsO9rwAVJJn77Xt15yyQpQWOMZ82B5KKfdYn40YrTxuOx65ah6e3FaHdTvqUd8R5jZZFjFQZYhumjC6ikQaOiLojBqYWpIHVYl1+vY6FXgcAiFpQ2MgCrddwfh8J76wqAo/umgWP2BTSnCbJ6CmLYx4XzI1yX9XqiJgGrElGTVtoaSfi9VFNJZZLlQvXboUf/nLX3D//fdj4cKFmD59er/H7t+/Hw888ACEEFi+fHkGR0mjjRACk4rzMKk4D5+eXZa43TQlDifCdmy99u7GDuxuDKSsU2VrUMNbB1vx1glhe1yePRGwu5eRTyhIbquKXDeUUu439zejvj08qmcjxnLjNadNxfWLq7HytInYVNPGbbIsYLDKEM0wcdQfRsSIbdnTHtax51gAEz1O2BUFnVETAU0iYkaR51BR7XVjYZUHP7hgJl9LShlu8wTE2pD1/muyX5L8F7G6iMY2y4Xqm266CS+99BLa2tpw5ZVX4pprrsH555+P6dOnJ/ap3r9/P1555RU8+eSTCIVCcDqduPHGG7M9dBqFFEVgSkkeppTk4TNzeobtmrZQokFafL32nmMdCHULfiPREtSw/kAr1h/oGbYn5Dt6hO05ZQWYW16I8fmjJ2wPtZS7PaKhLajBlHLUzUaw8dpxiiK4TZZFJFMZUuC04WBrMNHHQjdMHPGFYVMETFPCoQLlhS543Q5+uKa0sOo2T5m8SDq5OA/xordeW2n1N76u44SIff1QsLqIxirLhepp06bh/vvvx2233YZwOIzf/OY3+M1vftPnsVJKOBwO3HfffZg6dWpmB0pjmqIITB2Xh6nj8vCv3cK2YUocag0mwnZ8vfaexgDCemrCdlNnFG/sb8Eb+1t63F5a4OhVRj63vBAleY6UPG8mDbWUu749AlPG1nJOLk7u+82F2Qg2Xku/sVwBMFzJrlNVFYHp4/LQ0BFBY0cENkWB06ag2uOEFo1AVQSmlhbgcwuq+OGa0sJq2zxl4yLpv84pxa/frunq6h0LzAOtqzalhNG1/tqhKj0+4ySL1UU0FlkuVAPAeeedhz//+c/42c9+hvXr18M0e4cRRVFwzjnn4Nvf/jamTZuWhVES9aYqAtPH52P6+HxcOrc8cbthShxsDfba9mvvsQAiKQrbxwJRHAu04PUTwnZ5obOrQVohTh7nhqszgmke6wav4TSW2dfcCQFANyXUJNehZ2I2YiTYeC29WAEwfENZpyqEQEWRC5oR26rHm2fHOdPHwaP7Mc1jw/93zkK4XKOnyoasxUrbPGXrIulZU8ZhcrEbe48FEDUkooYJh9p3B3BTxu4HAJsiMKU4D2dOGf4FZ1YX0VhiyVANxGasf/WrX6G1tRVbt25FbW0tgsEg8vLyUFVVhUWLFqGkJPv/SKPRKFpbW1FeXj74wTRmqYrASePzcdL4fFx2yvFzRTdMHOgWtvc0BrCroaPrl19qwnZDRwQNHRH8Y19zj9srXm6LlY+f0CDNm+WZzuE0lnHaFISisZ9XIKoj3zn4W1s6ZyNSgY3X0ocVACMzrHWq7lhlSLHbjjnlBVjiipWEc7aK0skq2zxl8yKpogjcfOZUfPfFPfCHNJgSiOgmVEVAFQJCAFICRle1FwCoAih02nDzmVP4b5QoSZYN1XElJSU477zzsj2MXhoaGvDUU09h7dq1uOKKK/Ctb31rSF/v8/mwatUqbNu2DVJKtLW1YcmSJbjpppv6LGUPh8NYvXo13nrrLUgp0dLSgnnz5uHLX/4y5s2bl6pvizLMpiqYOaEAMycU4Ip5FYnbdcPE/pZgrzXbHzYFoBnJNw0ZSH1HBPUdEbx6Qtiu8rh67bM9p6wwY6FiOB/YvS4bgtEIBGKzDMlMLqRrNiIVuA1M+rACYORGuk41FDUBV9qGR5RglW2esn2R9LrTJ+LNj1vwtw+PoT0cC9aGKWH00YRMEUCRy44LTy7FytMnjvi5icYKy4dqKwkEAnjttdfwwgsvoL6+Ho2NjfD7/UN+nNbWVnz+85/HxRdfjKeeego2mw11dXX48pe/jCuvvBJPPfUUZsyYkTg+HA7juuuuw7Rp0/D73/8eLpcLPp8PX//613H11Vfjsccew7Jly1L5rVKW2VQFJ5cW4OTSAny2W9jWDBMfN3d2hexAj7Ctm6kJ27X+MGr9YbzyUc+wPdHjOqFBWqxJWjLldEMxnA/shQ47BGJrNMOambXZiFThNjDpk+0Pt6PBSNepuh3J/bsmSoVsb/NkhYukTpuKh6+ch288+wHWH2hBU2cEEUMmftcCsX+bTlVgQr4Tn5w+Dr+4/BReSCQaAkuH6ldeeQXPP/88du7cidbWVmiaht27dyfur6urw9///nfY7XZ84QtfSPt4XnzxRbz88sv40pe+hOXLl2PlypV45513hvw43/72t+FyuXDrrbcmbqusrMT//b//F1dffTXuuOMOPPvss4n77r77btTU1OD3v/89HI5YEyav14uf/exnOPfcc/Gtb30Lr7/+euI+Gr3sqoLZZbH10VfOP367ZpjY19TZa2Z7X3NnysL2UX8YR/1h/P3Dph63V3tdfe6zXZBECXZfhvWBXXaVsikCQoiszUakCreBSQ8rfLgdDUa6TnV2aQHQ7kv/QImQ/W2erHKR1OO249EV8/Hktjo8vb0OH7d0ojNqwDAlVEUg36HipHH5uGpBJRsHEg2DJUO1z+fDLbfcgs2bN0N2a/8vTmiqMH78eDz66KPw+XyYN28eFixYkNZxrVixAitWrBjRY+zevRsbNmzoEajjFi5ciOrqauzevRt79+7FrFmz0NzcjGeeeQZXXHFFr9BcUVGBxYsX4+2338Zbb72Fc889d0Rjo9xlVxXM6Vof/blu/wyiuomPmgLY3RjArsYOfFDnx7YjLTjSoSNFVeQ44gvjiC+Ml04I25OL3YmwPacsXkZeMOh65+F+YC9w2CAEUOy2ozWkZXw2IpWsug1MrrPKh9tcN9J1qkurvdi162gGR5x67BqfW7K5zZOVLpKyKzdR+lguVBuGgRtvvBHbt2+Hw+HAZz7zGZx88sm45557eh3rcDhw0UUXYc2aNfjHP/6R9lCdCi+//DIAYObMmX3ev2DBAhw5cgQ7d+7ErFmz8Prrr0PTtH6PP/XUU/H2229jx44dGQnVUkpEo9G0Pw+lzsxxLswc58Llc8ZD0zTs3bsXUUNCHV+Nj1rC2H0sgD2NAew+FsD+liBSNLGNmrYQatpCeHHvsR63Ty52Y05pAeaU5WN2aQHmlBVg1oQC5DliH2JOryhAab4DbcEoGjoiCEb1JD6w6ygvdGL6uDyUFTiwqzEAf1iHL6Sjzh9OHOuyqSgvdMDjsmFeRSHu/fQMCNNANGqtEGoXsmtfUQnNMCHl4MFaM0wAsa9zKOn7d6ppWp9/zwU7an3QDBNhzUBlkavHRdv+eJw21LWHoRkmdtS1YXFVQQZGan2XzSlFnT+ENpuCI74QJnoGqAzxh+GyKShyqrhs7gQYhp64P9fOoYhu4qnt9Xj2g0Y0BmKhJz7TZ1MEygqcuOKUMnx+QQWcNpa5p9NQ34sEgGsWlOHz80rx9hEf9hwLIBQ14XYomF1agKXV3ligTPHvhEAoCr3r/VkVIqn3HZsQACQMw0RHKJqW9/PFVQW93s90Pbf+PY5ULv8+o5FJ5t/hUFkuVK9btw7bt29HUVERnnjiCcyaNQvBYLDPUA0AZ555JtasWYOtW7dmeKTD89FHHwGIzbL3ZeLEWFOImpqapI6vqqoCABw+fDil4+yPruvYuXNnRp6L0sehCqDtKGYrwOxyAOU2AF5EDQ9q2nUc8Gs40K7jgD/296MBI+Vh+2/dZrYFgMoCFVOLbJjmscOpmTA1DSpMHG4NoixfhVPtffU8Ykg0dhqwKYBD6lheYuCCycDLDhX/OBKFE4BhKjC79txUFWCcy8S51SoumGzi8L69qfmmUswZiECLhGETEi2BMOxy8FmTlk4DNiGhRcJwdjRi505f2se5d681f379OXA4gGAwBNOU0LUoQnLwD1G6HpvNCgZD2F9zFDtdvvQPNAfMVSWqnDo6nRINQRMHW4Jw2wQK7LFlGIYpEdAkQrqEQwXGOwUmOnXMUVqwd29r4nFy6RwKRE3ct9WPj306ApqJ9qiJ7tnLoQLH/J04eMyHv2zdj9sXeVDA9eMZMdTzqBDAEheON8xr96WteqLlWCeikTBMU6IzHIYwBj8nOqMmTFMiGgmj9Vg9du5sT8vY6Lhcei8ia7JcqH7++echhMA3vvENzJo1a9Dj4zO4hw4dSvPIUqOpKRYkCgr6nu0YN24cgFhTtOEcTzQSDlVgRrEdM4p7llyHdYmajq6w7T8etmsDffUOHToJoDZgoDZgYENdpMd9AhKH/DocKpBnE3DaFKiQ6NSR+MBenqdihteGCya74VAF/nVaHi6e6sbO5igO+HWEDQmXKjDNY8O88Y4+9+e0kvnjHRjnUtARVdAcMhExZJ8XFeIiRiy8jHcrGOdSMG88+yv0xakKxF96Q0rELucMLL7FjCIA1wCvwVjjUAVuX+TBfVv9UIRIhMymkOx2DDDeraDArmCG14bbFnliF/RyUNSQuG+rHx+1aWgIGogagNsmMCEvti2RISUCUYnmUOznYMrY8d9d7M3Z77kvppTY0fW+Gn9fmuaxYX4OvK9myzSPDTZFwKECgahEQRK9PQNa7HebqsR+vkRkfZb7lxqfmT3nnHOSOt7r9QLAsLpwZ0N7e+xqo93e97uq0xlbbxMvQ+no6AAA2Gx9v1QnHp9uNpsNs2fPzshzUerFy78BYNasWf2eh31Z3MdtIc3Ah02d2N1VPh4vIz/UFkKqKmtk139hAwgbEojEpoYUAbhsCtwOG0qL83Hr+SdhbpUHrm4lqNZfENK/67RaPLKpBkEjjKawiYkeZ7/ltU2dYeQ5bJhQ5ML1yydjwfyqtI1rJOdQtrUXtuHvdXuRFwkhbApMcA++r1NzJIw8h4KCfDfOW3Qy5lmsU3y2/WGBibU7YuXQDR2RXutUywtj5dAr5h8vh87Fc+iJ92pRGwmgOaJDCgVTx/Uud5+A4+XuzRGB/IgNu81xWHnq4P8eTVNi0+FYSXJYM+Gyx0qSl03yWmKNa8+yd61n2XudhrICJeNl77lyHs01JZ45sg0RBNDQEQFsjkGXNEXMEMoLXZhaWoD/75yFljgHRqNcOYco9fbs2QNd1wc/cAgsF6o7OzsBAB6PJ6nj4z+Q/kKn1cTH298LqXQ1G3K73QCOh2XD6Ht9j6qqPY5PNyEEu4yPEna7fcSvpcMBLMl3Y8mUnssTglEde44FsKvheDfy3Y0BHGwNjuj5ujMlENRMBLUoGgNR/Muj70IRwEnj83s1SDu5ND/nOpmuXDwJG2v8MBHbT7mmLTxo47UFVR584fRJcGToe03FOZRJZ59UioqiQ4l9qMO6Ofh6/WiswVZlkRufnF7KD7cncDiAf186FV9cMmVYjY9y4RwyTYnndh9De8RAWB+4a3yew4ZqrxuHWkNojxh4blcTvrhkSr8/g4huYM22OqzbUdfvRYnPzqvA5BI3Pm4OZqUpmj+k4da/7MWO+vZE5+ywZibujzeV/NXbR7Cxxo8HLpsLjzuz4cTq59HnTq3Cqg0H4QvrqPVHBtydotYfgcuuwut24HMLquByJdfcjEbG6ucQpdaJza9TwXJJ1Ov1oqWlBceOHUNhYeGgxx84cADA8TJoq4v/g+1vZj3ejCL+vQ92fCQS6XE8kRXkOWw4baIXp0309ri9M9ItbDd2YHfXnzVtoZQ8rymBj5o68VFTJ579oCFxu6oInDQur8c+23PLCjFzQgEcFm0mlO1tYEYjRRG4cn4lVm04iLaQlvNbr1mJogicObVkVHZHT1fXeH9Iw63P7eo/rHY1gXvrYCvsikBFkQsC6BG4r5xfiWvSuP1RRDdw63O7sK0udnEvrJkocKqo8jhhUxToXRf36ttjPx9DStz63C48ctU8vhd1c+Je2QdagrCpAi5VgU1VYFOAiC7RGbX+7hRE1DfLheq5c+di/fr12LBhA6ZPnz7o8S+++CKAWBfsXDBu3DgcOHCg35AcXxs9efLkxPFA/6E6fvykSZNSPVSilMt32nB6tRenV3t73N4R1rHnWEcibO9pjAXvw77UhG3DlPiwqRMfNnXimZ3Hw7ZNEZgxPh9zywtxSnkR5lcWYl55EaaW5FkiQGVzG5jR6sQPt7m89RplRjq2RBosrEZ0E3XtYUTDsZAtAPhCOhyqgBCxLQd9IQ2rNhzE+v0taZsdXrOtDjvq23HEF4JuyD5m6VUUueyJi1BHfCGoQuDJbXW4fnF1yseTq5w2Fff86yxc+Zv3oJsSUgKhqIlOaQAi9vqqikCx247KIhdOrfLwIilRjrFcqP70pz+NN998E6tXr8aFF16I8vLyfo/dvHkz1q5dCyEELrnkkgyOcvimTZuGd999F42NjX3eX19fDwCJdcvxCwuDHT9nzpxUD5UoYwpdNiyZVIwlk3quV+0I69jdGAva8TLyXQ0dONptm6yR0E2JPccC2HMsgKd31Cduz3eoOKW8EPMqijCvogjzK2J/L8nLfGkY9xVNLVYA0FClY9/4gcKqlBLHApFEUz1TxkKXQwW8bjsKnGpGZodNU2Ldjjr4w7EZ9IHK3t12FRO9LhxqDcEf1rBuRz1WnjaR701d/CEN33lhLzqjOpyqglDUgIy3+ZSAEIACgbBuosBhwz0Xz854CT0RjYzlQvWll16KJ554Art378aKFSvwzW9+E0uWLEncHwqFUFNTgxdffBG//e1vYRgGFi9ejLPPPjuLo07e8uXL8dRTT2H79u1YsWJFr/t37dqFmTNn4uSTTwYALFu2DACwffv2Ph9v165d8Hq9OOuss9I3aKIsKXTZcMbkYpxxQnMof0hLhO3djYFEGXltisJ2Z9TA5sM+bD7s63F7lceFeT3CdhFmlWamhHw0l9dmGisAaCjcdjURDnXTBDD4+aCZsRlmRRHIOyGIDhZWW4IaQpqJqBELXQ5VQDdj3eqDWmyNfyZmh9NV9j7W9FWV4HXb4LQp0M3YORXRTUR1CVUAHVEd3/nrHpbQU84zTYmNNa3Y3RjISj+ITLNcqFYUBY888giuu+461NTU4M477wRwfEH5okWLEsdKKTF9+nQ8+OCD2Rhqv83D4h588EFs3LgRd9xxB04//XQAwL/8y7+goqICr776Ku68884eDcbq6uqwe/du/OQnP0ncNm/ePCxYsADvvPMOGhsbUVZWlrivs7MTGzduxPXXX8/mCjSmeNx2LJtSgmVTen5g88XD9glrtuvbI/080tDU+sOo9YfxUrc9tm2KwKzSAsyvKML8yiIsqCzCgooilBcN3lk6HcbaL7HhYgXAyI2Vc21OWQFsikg05CpyDT6D6A/rcNkV2BSBOWU9e54MGFZl7H3MMCWklHCoChQhYEoTupTQjNi62wKnLe2zw+koex+LBi+hj2EJPY0WyTRgTHc/iGywXKgGgLKyMqxbtw4///nP8fTTTyMU6r2u0uFwYMWKFbjlllv63cM5naSUaG5uBgC0trb2ur+trQ2PPPIIAOCxxx5LhGqHw4Ef/ehH+MpXvoLvfOc7uPvuu5Gfn4/Ozk7813/9Fy699FJcfvnlPR7rhz/8Ia699lrcfvvt+MUvfoGSkhJomoa7774bc+bMwU033ZTeb5YoR3jddiyfUoLlJ4TttmA0MavdvYy8oWPkYVs3JT5o6MAHDR3447baxO2lBY4TgrYHs8sKYFfTM6s9Vn+JjRQrAIZurJ1ryyeXoLzQCV9IQ317JHEBoT8hzUBnJDajXFHowrITKm0GCquBqA7NkNClhCJEYu9nVQhopgkJiZBmoqDry9I5O5yOsvexhiX0NNYM2oAxQ/0gssGSoRoACgoK8P3vfx+33XYb3n//fRw4cAAdHR3Iy8tDdXU1Fi9enJUw/fDDD+P1119Ha2sramtjH6DXrVuHHTt2wO124+6778aMGTPg9XpxwQUXYOPGjb3We3/yk5/EH//4R6xatQqf+cxnUF5eDrvdjosvvhhXX311r+ecPXs2nn76aTz44IO44oorUFpaCrvdjrPPPht33XVXYlstIupbcZ4DZ00dh7Om9twloDUYxa6GDuys78CO+nZ80NCOnfUd6IiMfO/CY4EoXt3XjFf3NSdus6uxWasF3cN2ZRHG549sy5Sx/EuMMmssnmup7ho/UFgN6bHgLKWErdsFuMTuLxIwpezxNemaHU512XuyRlMFBEvoaSwZ67sFWDZUx7ndbixbtiyxtjjbbr75Ztx8882DHieEwEMPPdTv/QsWLMCvf/3rpJ932rRp+MUvfpH08UQ0uJI8Bz4xbRw+Me142JZSoqYthJ317V1BuwM76trxUXMnDFMO8GiD0wyJ7XXt2F7XDrx3/PbKIhcWVHYF7YpY0J4xPr/Hh+r+jPVfYpQ5uXqupSKkpbJr/EBh1TQl4v2ruo8skaMFErPXcemaHU512ftgRmMFBEvoaSwZ67sFWD5UExFlkhACU0ryMKUkD5fMPb77QFgzsOdY4HjY7prdTkUJeV17GHXtYfxt77HEbS6bgrnlhT2C9oJKD7wnzPqN9V9ilDm5dq6lMqSlsmv8QGFVUUQiTXe/hGdICSEEBATc9p4X21IxO9yXVJe9D2Q4FRDuHMjVLKGnsYJLHSwYqs8991wAsf2qf/rTnyI/P3/A48PhMC6++GIoioJXX301E0MkojHIZVexsMqDhVWeHrc3BSLYWd+B7fV+7Oiahd7dGEDUMPt5pOSEdRPvHfXjvaM996if5HUnZrXnlxfiiS2H4QtFx+wvMcqMXPvAlI4y9VR1jR8orLptCgRie1EbpoSqCphSwpQSdkWBXRXId/R83JHMDg+ke9l7azCKQ60heFw2qEpsrbfbriDfoUIIkVTZe3+GWwHx80tnpex7TZdsldATZRqXOlgwVNfW1kIIgbq6OtTU1GD16tUD7lVtmibq6uoS3cGJiDJpQoET/zLDiX+ZMT5xm2aY2HsskCj13lHvx/a6dhwLREf8fId9IRz2hfD87p5719sUgWOBKPLsCtz22C809YQPtaPxlxhlRi59YEpnmXoqusYPtEa7wGGDXRUwzFhjMt00oZuxWWpFAYrd9h6fd0YyO5yMz84rw+ObD0M3gYhhoqEjAkURULvK0BUBqIqAbki4HeqAZe/9GW4FxNod9TjV4sv1M11CT5QtXOpgwVAdp6oqPvzwQ1x11VX45S9/ifnz52d7SERESbGrSmIv6y+cdvz2hvYwttfHgvbOrj/3HAuMeK02EOtC3tzZM7Q7VAG3XYXLFgvaLruCQqeKhvboqPklRpmRSx+YMlGmPtKu8QOt0XbbVYQ1E1ICUSO2d7FDjc1aFucdD2UjmR1ORmy2fzcC8caNXW9ThilhdN0gACgCyHOoqPa4sbDK02/Ze19GUgHx7AeNmH+qrdcacyvJZAk9UTZxqYOFQ/Xq1atx++23o7m5Gddddx3uueceXHTRRdkeFhHRsJUXuVBe5MKFJ5cmbovoBnY3xme1u0rI69vRGtRG/HxRQyJq6PCfcLsAcKClE0++Xwu7qmBuWSFmlxWgwGnZXwmUZbnygSlXytQHXqN9fEstCQlTxhqVFblsCGvmkJqiAcNr1NZjtt8fgmGayHMoMMzYeEwpY38HgK613oVOGx68bE5Ss7FxI6mAaOiIYGeziQUTRrZ7QjqlunM8kVVxqYOFQ/WiRYvwpz/9CV/+8pdx8OBB3HbbbTh48CC+8pWvZHtoREQp47R1X6sdmyWTUqLWH44F7fr2rrXafuxr7kQKJrUhAXREDLz+cQte/7glcfvkYjfmlBV2/VeAueWxvzNsU658YMqlMvWB1mhLAPXtYWimhFONlaw3dhyvREmmKdpIGrX1nu3Pi/0sZWwv7ZBuwjQlDCnhD+mwqQJBzcCzOxuH1JRupBUQB/y6pUM1kNrO8URWxaUOFg7VAFBdXY21a9fia1/7GjZv3oxf/OIXOHjwIH7yk5/Abrf4QhoiomESQmCi142JXjc+M6cscXswqse2+OoqHX/rQCs+aGhPSdAGgJq2EGraQj26kAOx5mhzy2Oz2SeVuKH4I5hYaMPcVD3xKDWa9tvNlQ9MuVSmDgy8Rvuk8Xk41BrCszsbhtwUbSSN2gac7RdAgdOGgm4/2mK3MezZ/pFWQIQN678HpbJzPJFV9bXUwWVToBkSId2AIgQKuhobAqNzqYOlQzUAFBYW4vHHH8ddd92FdevW4fnnn0dtbS1WrVqF4uLcfwGIiJKV57BhyaRiLJkUe+8zTYlL/2czPmjoQENHFB6XDZppIhQ1ERlh9/Hu4s3RTgzbrr++iunj8nHS+DxMH5+PKcV5qPa6Ue11odrrxvh8x5hsIjka99vNlbWhuVKmfqKB1mhff3r1kJqijbRRWyZn+0daAeFSc+P9JVWd44msSgjgUyeNx57GAEwp8eGxTgCx7QDjChwqZk7IR1g3R+VSB8uHagCw2Wz4yU9+gsmTJ+OBBx7A1q1b8fnPfx6/+tWvBuwMTkQ0mimKwFULqtDQcRCBqIGIbibW6xmmRFg3EdYMhHQTnREdnVEDqZzXCesmdjV2YFdjR5/3u2xKV8g+HrR7/uca0vrLXJCOrZysIFfWhuZKmfpQDLUp2kgbtWVytn+kFRDTPDnxMRZAajrHE1mB7FrKEN/2c+tRH9476kdT58A7nASiBvY1d8IwMSqXOuTOuxGAL3/5y5g8eTL+8z//E4cPH8Y111yDn/zkJ9keFhFR1gy2Xs+mCpharLlQcZ4dlUUuTCnJwxWnlOPDpk7s6QrFB1uDkCmupAzrJvY1d2Jfc2e/x+TZVZQWOFBa4ERpgRMTCuN/P35b/O/j8x2wq8nNPmZDOrdysoJcWBuaK2Xq6ZKKRm2ZnO0fSQVEeaET88Zn72PscJd3jLRzPFEmDTdA98cwJSqKXKNyqUNOhWoAuPDCC1FRUYGvfvWraG5uxje/+c1sD4mIKGuGu17vxNnRYFTH3mMB7G4MYFdjRyxsN3TgQBrCdo/n1QwcagvhUFsoqeOL3faeIbyP8F3aFcy9LntGZ34ysZVTNuXC2tBcKVM/UarW36eidDuTs/0jqYC44pQyKKI16edKldG4vIMIOB6gtxz1472jPmztCtInbtc5XKoicNL4fEzy5o3KpQ45F6oBYP78+Vi7di1uvPFG7Nu3L9vDISLKqlSs18tz2LBooheLJnp73B7SjK6w3YHdjR3YdyyAD4624EhAR6eW+SZBbaFYkPuwqf/Z7zibIrqFbgcm5DsxvsCBCfkOjM93YEKBs9vfHSh2O6AOM4TnylZOI2X1taG5UqYel+qAlorS7UzP9g9YASEUdEQ1+MI6IroJh6qgNM+B+RVFWDG/Ah/tyWyoHq3LO2jskVLicFsI79WmJ0DH2RWBSo8Lk4vduOjkUnxi2rhRu9TBcqH65ptvhhBi0O7elZWVePLJJ/Gf//mf2L17d4ZGR0RkTelar+e2d9/yC4hGo9i5cyeklKiYNguH26P4uKUT+5uDOOIP4agvhCO+MA63hbLW9ClONyXq2yOob48MfjAARQAleY4eQXtcflcY7/r/7oF8fL4jEdZyaSunkbL62tBcKFMH0hPQUlG6nenZ/j4rIIIaDreFYHRtLyYgoCqx/bHbghrq2kN4ans95qoSjgw1Kxvtyzto9OoeoLcciQXorbWpD9AOVcGCyiIsmujBaRM9OG2iF3PLCuGwWXfZVipZLlR//etfT/rY/Px8rFq1Ko2jISLKLZlarydEbBa4qqQAy6b0fi4pJdpCGo50C9nHQ3cIh9tCqG0PQ7PQljimBJo7o0P6oJHvUDE+3wEAaA1qCEYNFDpV1LeHYVdjM3eJ/1QBVYhER/RsbuWUClZdG5oLZerpCmipKN3Oxmx/9wqIJ9+vxZYjvkTVSCxYS+hd1xtMKbG/JYhHNtWgyqnj9kWeIT/fcIz25R00OkgpUdMWwntda5+3dpVytwS1lD6P06ZgfsXYDdB9sVyoJiKi3CeEQEmeAyV5Diyo7PtDr5QS/rCOY4FI139RHOvo+jMQQVMggqbOaOK+lmA0reu7h6MzaqAz2nM9uC+swxfW+/0ae1fAVoRARDdR6wvh+d0NsCkCZYU914e7LNiNOhdYvUw9XQEtVaXb2Zjtd9pUXL2wEm983Ixitx0h3YSUEnmO2PMWOGwwut4z6tsjaLMp6HRK3LfVjz8sMOFwDPupBzVWlndQbslkgF6QCNBenDbRg7nlhZZuHJoNDNVERJQVQgh43XZ43XbMnFAw6PG6YaIlqPUM4d3+3tzjtig6Iv0H22zSTAnNPH51oDmo4YXdx/DC7mO9ji1y2VBZ5EKVx4WqIheqvC5UFbkxqdiNmRPyMbUkjx9s+pGKMvVUNRA78THTFdBSVbqdrdn+NdvqsLOhA60hDTYhMGVCfq/xxy82HPGF0BA0oQiBtTvq8e9Lp47ouQcylpZ3kDXFA/SWIz68Vxvrwr31qJ8B2kIYqomIKCfYVAVlhU6UFSbXgCmkGWg6IWg3d0bRFIigORhFcyCKps7jt/kHmF3OlvawjvZwAHuPBfq836YITBuXh5njCzBjQj5OLi3AzPGxP8sLnYlS87FsOGXq6ezwnM6AlsrS7UzP9g/5YoPHhYMtQQQ0E89+0IgvLpmSttngTO7dTSSlxKHWrhno2uPbWLWmIUCfWlmERV3h+bSJHswpY4AerqyG6nPPPRdAbLbi1Vdf7XHbUHV/DCIiIrddxaTiPEwqzkvq+KhuoiUYRVM8fHdGugJ3LHy3dAvk8WN0M7v16Lop8VFTJz5q6gT29Lyv0GnDzAn5mDmhADO6gvbMCfmYOb4AhS5eU+9Pujs8pzugpbJ0O5NN6YZzscFtE2iPmmjoiKR1NjiTe3fT2NI9QG/p2gd6a23qA7TLFm8ixgCdLln9rVpbWwsAPa6kx28bKl6NJyKikXDYFFQUuVBR5Erq+Pia8KZALHw/+X4dnvugAU2dERimhNuuQgLQDQndNGOzfBnM4B0RHe91bZNyoooiJ06eEJvdnjm+IBG4x3o5eSY6PKc7oKWjdDsTTemGc7GhwC7QFJJpnw3O5N7dNHpJKVHrD+PdIz68e8SXWAudjgB9apUHi6qONxGbXVYwpt/bMyGrofprX/taUrcRERFZTfc14TMmAIsmetAR1nsEsnynitKC4zOEvpCGQMSAQxUYl+9AZZELF84qRWtQ6ypVj5WpN3bEmrQZaUrh8a3G3tjf0uP2eDl5PHCfPKEgMds9FsrJM9HhORMBzeqN2voynIsN8Q7h6Z4NzvTe3TQ6tHRGEwF6S9efDR3JbfGYrL4C9JyyAtgYoDOOoZqIiCgFkp0hrPK4eswQ9lc6bJoSzZ1R1LaHUesPo9YfwlF/GLW+MPa3dOLDpgCOBVK7z2iPcvITxMvJ44F7VmkBPjltXNIz+1aXqQ7PmQpoVt9P/ETDudgQv+iU7tngTO/dTbmnI6xja60P7x7xJwL0wdZgSp/DbVdwaqWnRxOx2aUM0FbBRVVERDSqpaODc39SOUOoKAKlhU6UFjqxsKrvbcl8IQ37mmIB+6OmQFcgjv2Z6pm7/srJT5/owWfmlOGik0tx2kRPzn7Ay1SH50wHNKvuJ36i4VxsCGgSDhVpnw3Oxt7dZF0R3cD2uvYeM9B7jgVSuuUjA3TuYagmIqJRKZ0dnAeSyRlCr9uOxZO8WDzJ2+N205Soaw/joz4C98HWYErXdm856seWo3788OWPUOi04ZPTSvDJaePwyWnjsGiiJ2fW8WWqwzMDWt+Gc7EhpEuMdysoL3SmfTY4G3t3U/YZXf+2u5dx76hvh2ak7k3UbVewsMoTayLWVcY9iwE65zBUExHRqJPuDs7JyOYMoaIITPS6MdHrxr/MGN/jvohu4EBLsFvgjs9uj7ycvCOi4697juGve2J7bufZVSydXIxPTCvBJ6aOw9LJXst+8Mhkh2cGtN6GfLHBH4ZDBQrsCq44pSztFxuytXc3ZY6UEvtbgj0C9Naj/pRW/dhVgQUVRTi92ovFXf8xQI8OWf3dtmrVqpQ+HtdjExFRJjo45zKnTcXsskLM7qNc1hfSErPaHzYFepSWh7pdlEhWUDPw2sfNeO3jZgCxMt3Tqoowt8jAORNdOCWV9ZIjlMkOzwxofRvSxQabgvFOgRleG1bMr8jI+HKxARz1r649jDeOhrC7RcPhd7dga2072kKp68QtBDCntBCLq72JED2/spDnxSiV9VCdyk6iDNVERJSJDs6jlddtx5JJxVgyqWcprWlK1LaHE4F7z7EAXt/XjF2NHUN6fN2U2HzEj80A/mdXAN/fvB6Xn1KBy08pxyemlmR1tibTHZ4Z0HobysWGIqeKiU4dty3ywGnL3HmTaw3gKCaiG9hW245NNa3YXOPDpppWHPGFux0RGPFzTBuXFwvQE2MBetFEDwqcVq3NoVTL6itdWdl/GVMgEEB7e3vi/wsLC5GXl4dgMIiOjtgvcSEEioqKkJ+fn/axEhGR9WWqg/NYoygC1V43qr1unDtjQuL2Ay2d+OueY/jHvia8sb8F7WF9SI97xBfGQxsO4qENB1GSZ8clc8pw+SkVOH/meOQ5MvsRJRsdnhnQekv2YsNlcydgjtICmwL881Ab9rWG096IsLtcaQA3FsmuSoe3u8Lz5sOxMu6oMfRqm/5UFDl7zECfPtGLcfmOlD0+5Z6shurXXnutz9vffPNN3HHHHRg/fjxuuukmXHDBBSgtLU3cf+zYMfz973/H6tWroWka7rrrLpx99tmZGjYREVlUpjo4U8y0cfn4+llT8fWzpsIwJbYe9WP9gRa8dbAFGw62ojWYfClla1DDb7ccxW+3HEWeXcWFJ0/A5fPK8ZnZZSjJS/+H1Ww2EGNA6ymZiw2d4Qju++tRvHYkhKDohCGRkUaEZD0hzcB7R314u8aHt2ta8XaND3Xt4cG/MEletx2Lqz091kFXedwpe3waHSxXk7Bv3z7ccsstGD9+PP7whz/0CNNxpaWlWLlyJS688EJce+21uOWWW7B27VrMmDEjCyMmIiKryFQHZ+pNVUSiE/nt50yHaUrsORbA+gOxgL3+QAtq/cl90A1qBp79oAHPftAAmyLw6VmlWHnaRPzrnDK40rgfMRuIWUt/Fxv8IQ3f+PMuvHuwEwHNRNAwEdYz24iQskNKiUOtIWyqacXbh314+1Ar3q9rh56iLQ3y7CoWTewZoKePy0vpclUanSwXqh9//HGEw2HcfvvtfQbq7kpLS3Hbbbfh1ltvxWOPPYZ77703Q6MkIiIrymQHZxqYogjMLS/E3PJCfGX5FEgpcbA1iBc+qMcf3tmPrceiSGZXGt2UeH53I57f3Qiv244VCyqx8rSJWD6lOOUfdNlAzPrijQi313egrlNH1AAKXWxEOFp1RnRsOerDppo2bK5pw9uHfWjsiAz+hUlQFYEZHhvmjrPj/PlTsWzqeO4FTcNmuVD99ttvAwCWLFmS1PHx4zZv3py2MRERUW7IZAdnGhohBKaNy8dNyybhzAI//BETNeoE/HVvE17a25TUBQ1fSMOjb9fg0bdrMH1cHr5w2kSsPG0ipo1LXW8VNhCztngjwqO+MAwTqCxQ4S1wdbvAwkaEuUpKiZq2EDYcbMXGQ63YfLgNO+o7YKRoFrqsaz/zpZOLsXRSMeaX5WH/h7sBAPPmTYTDwTXRNHyWC9UtLS0AAE1Lbh2WrseaorS2tqZtTERElBsy3cGZhs/jVHDtvEp88YwpCEZ1vLqvGX/e2YDndzegJYm12Ptbgvjhyx/hhy9/hLOmlmDlaRPxuQWV8KagzJcNxKypRyNC3UB5vgqn2vfrwEaE1meYEjvq2xMhesPB1qSXiAzGrgosrPTgjMnFiSA9udjdo7olGo2m5LmIAAuG6uLiYjQ1NeGtt97CVVddNejx69evBwB4vd40j4yIiKwuGx2caeTyHDZcOrccl84th26Y2HCwFX/e1YB1O+qT+pC94WDsA/k3/vwBLp1ThpWnV+PCkyfAPsIyzv7W9JqmxIaDLdjdGMhox+mxrnsjwnyHDU514BlMNiK0ls6Ijs2HfYkQvammDR2Roe0Y0J/KItfxWejJxVg00TNoo0qiVLJcqF66dCn+8pe/4P7778fChQsxffr0fo/dv38/HnjgAQghsHz58gyOkoiIrCibHZwpNWyqgnNOGo9zThqP+y6Zi9c/bsbv3juKdTvqBy0Rj+gm/rSjHn/aUY8J+Q5cs6gK/7FkEk6pKErJ2CK6gTXb6rBuRx0aOiK9ysLZcTq9ujcirCxyAnLwigY2IsyehvYw/tk1A73xUBu21vpTUsrtUBWcNrHnLHS1l924KbssF6pvuukmvPTSS2hra8OVV16Ja665Bueffz6mT5+e2Kd6//79eOWVV/Dkk08iFArB6XTixhtvzPbQiYjIAtjBOTmmKbGxptXSs62qInDezAk4b+YEPPzZeXj2g3r8bstR/OPjZshBPps3dUbxi7cO4hdvHcTSycX4jzMmYcWCShQ4h/fRxx/ScOtzu7Cjvj3RwCysseN0JvVsRCiAJPoKshFhZkgp8WFTABsOtuKfXZUj+1uCKXnsSV53YgZ62eRinFpVNOhFq1x4f6PRxXKhetq0abj//vtx2223IRwO4ze/+Q1+85vf9HmslBIOhwP33Xcfpk6dmtmBEhGRJbGD88Bydba1wGnDytOqsfK0ahz1hfCHrbV4YssR7DkWGPRr365pw9s1bbj1uV24emElbjhjMk6b6Em6e3i84/S2Oj+O+EIIayYKHCpK8mzQTUA3TIQNE7X+MDtOp1HPRoQSyVyyYCPCoUk2jEZ1E+8djZVy//NQLEgn0wthMDZF4LSJHpw5tQTLJhdj2eQSVHpcSX/9UN7fGK0plSwXqgHgvPPOw5///Gf87Gc/w/r162GaZq9jFEXBOeecg29/+9uYNm1aFkZJRERWxQ7OfRsts60TvW7857+chDs+NR1ba/14YstRPLmtFk2dAzce6ojo+PXbh/Hrtw/j1Moi/PsZk3DtoomDNjeLd5w+4gtBM0x43DYEowYCUQkJCUgg/gm9Pazj4+ZOCIAdp1PsxEaE45PYip6NCJMzWBgtybNjdlkhHKrA2zU+vHvEh4je+/P5UBW5bDhzSgmWTynGWVNLsLjaizxHZqpJ7r14xojHTxRnyVANxGasf/WrX6G1tRVbt25FbW0tgsEg8vLyUFVVhUWLFqGkhOtiiIiob+zg3FOfs63O3N7fVwiB0yZ6cdpEL/77kjn4+4dN+N2WI3huVyOixsAf+N+va8fXn/0Ad7ywG5+bX4kvLqnGJ6aO63VOdO84HdIMOFQF/pAOw5TQpYTsVocuhICCWJny/pYgnny/lh2nU6hnI8IwCm1Kv92/ATYiTNaJYbQ1GEVIM2FKCcMEJCRMCbzyUfOIn2uS142zppZg+ZQSnDW1BHPLC6Gm4N/HcN7fvvXCXtx0koRjgHOIKFmWDdVxJSUlOO+887I9DCIiylH9dXAea7rPtuqGxJQS9wkN3HJ7f1+7quBf55ThX+eUoS0YxR+31eKxzYexva59wK8LaSaeeO8onnjvKKYUu7Hy9Gpcd9pETB8f2/s60XE6qEFKIGqYiBqxMK0IAZuqQCA2WW2YEoaUkBIIRg1sOeLDmwea8amTJqT/BzAG9GhEGNTQ2KmjLF9FXy2q2IgwORHdwDef/QCbDrfhqD+EqG5CAkjF1tBCAPMrinBmV4A+c2pJ2hqKDef9TYHEy3YV/zotLy1jorHFcqH63HPPhRACd955J84555xsD4eIiCjn9djfVzP7+MB53GjY37c4z4Gbz5yKry6fgi1H/Pj15ho8+X4tApGBG1Udagvh/77yEf7vK7G9r687fSI6owZ0UyIQ1SEgoJmxQO1QFSgnrMlWVQFTSkR0E4aMNcb63ZZahuoUijci1E0Th1oCqAsY6NDD8LjZiDBZvpCGTYda8c9DbVi3ow4fNXcO2vgvGW67gqWTirF8aixEL51UnJHlI8N/f9PxjyNRXDyVncNp5CwXqhsbG2EYBmbPnp3toRARUZaMps6tVvheuu/vW+BUB92/dbTs7yuEwOJJXiye5MX9l87FU+/X4bHNNdh82Dfo18b3vrYrAnkOFbohoQgJCfQZqOMUIWBXBaKGhGFKvHPEl1ibSiMXb0T4jWd3IBoOI6CZCBqSjQj7IaXEodZQrJlYV0OxXY0dKQnRpQWO2Cz0tBKcOaUEC6s8I94bfjiG+/7mC+lwAtjZHMWCzAyVRjHLheoJEyagoaEBdrv1GqMQEVF65Wpn6r5Y6Xvpvr9vlSeJ7k4Yffv7Fjht+PczJuHfz5iEnfXteGzzYfz+vaNoCw3csVgzJfxhHUCsJDaZaCy6CsIN8/9n787j46rLxY9/zjmzZk+673SFrrS1pbJZdi6IBX6AAkoFryig6C2gXK8KXK4X5bqhoMimAmJBNiuCSlkKFChraUtLaemaNmnTNpkkk9nO8v39cTLTbJN1kswkz/sFr7YzZ2a+k5xMzvP9Pt/nUYTjVs5OSmSr4qCXu86byS+efYcXy6NEND+2YtAXIgSoj1m8uyfEW7treGd3iLd2h6ioi2XkuQMeN2A2dI0jyoLc/f/mcMKkIRl57p7o/udbDNvR2V5r9fIIxWCQdUH1/Pnzee655/joo484/vjj+3s4Qggh+shAqUwN2fdemvf37dxK0kDu7zt7VBG/Om8Wt392Ok9/uI+H3i1n5ZYDndpHqoCY5aBrYGhuANeyNZetFLpG46q21u1JiWzIcshWfo/OOZPyOHtikIbicWw9FBt0hQgt22Hj/nre2u0G0W/vCrGpKjOr0BqQ7zPI93so8BkU+Aw8hk5tzG1P6NF1PqoKZ0VQ3aPPNwUxOwNfMDHoZV1QvXTpUv75z3/ym9/8hkWLFuHxZN0QeyQWi6FpGl6vF72TP/iJRALTNPF4PBiGMeC+JkIIMZAqU2fje2ne39cBOn6dwdDfN+A1uGTeGC6ZN4a9tYd7X2/a33Hva0eBoxSmozA0d/XO0LTGIk8KQ9ewHUXAo3d5UiKZ5fDEugq2HWqgIWFjO+5z5vsMJg/J58KjcyNjo7fpmsZxE0o5aaqvv4fSq5Jp3O/tcVef395dw3t7ajM24WVobjZHQWMQnecz2tzikI2TbT36fNMgINW/RQZkXXR29NFHc9NNN/E///M/XHHFFXz3u99l9uzZ/T2sZt577z3uvfdeampqqKurw+PxsGTJEi6//HJ8vvY/1G+55RaefvrpTr3OE088wezZs7n55pt56qmn0h5XUlLCW2+91aX3IIQQ2aRl5dbhBT4c3MrMuq4IenTGFQeJWtlfmTobq2y37O9bFOh4VXyw9fcdUxzkuydP4TsnTea9PbU8+G45y9fupTrSfno4gK3AthXu2rRb9VhTCo+uYRh6lyYlaqMm3/rrBl7dXs2BcIK47bY2SvbC1jWN8lCMjfvrefmTA/z6vNlZm7Ehuidu2WzaH+aDvbV8UFHHugr3z7pY5tKUpw3LZ2i+j901UQ42JBhb7Kc42PHERDZOtnX7881jYOgwqTjrwiGRg7LuLFq6dCngBorvvvsun//85ykpKWHcuHEEAoG0j9M0jQcffLDXx/fPf/6Tm266iXvvvZe5c+cC8Nxzz3HDDTewZs0a7rvvPgyj4w+ZwsLCtMfV19fz6U9/OjWZoJQiLy+PwsK2L2qKi4u792aEECILJCu3hmIm4biFz9CpCidQHA4kNNziTyVBL2OK/eyqiWVlZepsrbLdvL9vPJVKnM5g7u+raRoLxpWwYFwJP//cTJ79aD8/f2Ubb+ys6fRzKAUJBbqm2F8fb+z3qzrsxxu3bL7x1Ab+ubmK2pjlBtPNnthdBY867oTMs5uqsJ0NPPCFowf9inWuqokkWFdR1yx43rS/HjODKclew+3nfvwRZRw/sZTjJpQxvNDP6h2HWLZiIxHTpi5uU9yJItjZONnW3c+3kYU+hgQcZg8d2FkOom9kXVD99ttvo2kaqskvkpqaGmpq2v9l1nI/U2/YvXs3N954I9/+9rdTATXA2WefzZo1a3jsscd45JFHUhMD6dxyyy1ccsklbd5XU1PDv/3bv/Ff//VfzW6/7LLLuO6663r8HoQQItu8sauavbUx9oRiOApMW2Ep1ez3gKZp2I7GATtB0KuT5+taZeq+2pva2Sq0SikaEjZR00HToLI+jkfXeH1nNSf2wh7FZv19oyZ7QjHGlgTaHJ/09z3M59E5f/Yozp05ktN+9wZv7qoh3oVgx1Gwrz7O1U9u4OZ/fcxnZ4zgczNGcPrUYeT7W1+CPfzuHv75sRtQ20qh0ZhWrmvNe2E39sOujVn88+Mq/vTeHv590YSMvW+RWUopKupifFzVwMcHwmyuCrPlQJiP9ofZHYpm/PUmDclj0fhSjhlfwqLxpcwdXUSgjZ/1gTLZ1v3PNw+njms7zV2Irsq6oPq8887rkwC5Ox566CFisRif/exnW923ZMkSHnvsMZ5++ukOg+pp06alve+Xv/wln/vc55gyZUqz20tKSro1ZiFE26QAUPZYX1HHrpoopuOg4a7E6ZqGx9CbBRKm42ApDYWbVms7qsPK1H1dgbujKrSOUlRHTEJRE9NWqMYK0aat2B2K8s2nNrBs8eRe2Sub7O9rK0V5KMrO6ij5foPigPT37YiuayxdOJ5QzGLrwQZijXtJu7KYWBVO8Ie3y/nD2+X4PTqnTR3K52aO5JzpIxhdHMBxFHe9vpNw3E4F1H6P27pLKYWjQHE40LYaA+tw3Oau13dyxcLx8tnVzyIJ9/xIBs8fV4XdPw+EO+yR3l2lQS/HjC/hmPGlLBpfwjHjSxia37kK2ANpsq07n2+zRxVyxgSn4ycXohOyLqj+yU9+0t9DSGvlypWUlJQwYsSIVvfNmjULwzD4+OOPSSQSafdWl5aWMmFC27PJGzZs4Pnnn+ef//xnq/vy8vJ6NvgMUUqRSCT6exiim0zTbPPvg0nccnhsXSVPf7if/WE3yEqmZXp0jREFfs6fNYIvHD0Kv6fv+21mI8dRvLk7xEdVYRpiJqFDDUwq9jAtnpnPgte2HSRq2qmKtW4g0fwYw9BwlEbCdkhY4BgKpcC2HeqjiTY/l2pjJjf8fTMf7qunNmYRilpELTtVYMqra+yqibDlQJiXtlTx888dRXEn9uK1JxxNYNkOoNyiVU1W221HUV4bI2rajauNbpCU3C6bsBwq6mLc+do2Xt5axc/O6fl4mtKA28+eyg1/34yOSn1NKmoPt9sJeAxGFvooDniYPaqQ28+aiubYJBKZCwhy9XPogpnDeHlrFY5SlNdEiZg2gcZVZMtRxC2n00F23HJ49qMqnv2oCoBPjSli9shCth1swLTdi3y/R0fDnTiyGisbN80GT044mbbD9kMNvLJ1/6Bq29XX55HjKPaF425WTW2MvbVx9jT+Pfn/3rpYRipvp5PvM5g9spB5o4tYOK6YY8YVM3lIXqvFqK5cpyXPa8tx2BOKsbM6Qr7PQ3HAg6fx3K6NWTQk3D3IY4sDzBpZwP+bOSyrrge78/l22xmTqdz5CZBbn0Wi51Qv/KBqqjeetdH06dP56KOPeuvp+1R9fT0LFixgypQpPPvss20ec+KJJ1JVVcVzzz3H5MmTu/T8juPw+c9/nnPOOYfLL7+82X3/+Z//yYIFCxg7dizLly9n586dFBQUcPTRR3PJJZcwblzvF+lZv369fOCInBdOOPz8/Vo+CVmETYe6hEPTWMFnQJFPp8CrM6XEw/XziynwDd7AOmEr/rUrykvlUQ7FHCzHDQA1DTy6xpCAzinjgpw5IYivm9VTHaX44j8OsKvewnTAo4OnnWwlB4Vpk2pXNLnYw0VT8zl/Sn6rsf/4nRBbakz2RWwSjY9xUit+yerNh6u/Tinxcsfish59z5/6pIEntjZQXm8zLM89l5Lvc1+DTcxWmI4bHOla4/tQYCm3+q6mQZ5HY2SewbRSL99bWNLtr206CVvx/K4oLzZ+X21Hpb4ORuP39dRxQc7owfc1GzlKsf5ggu21FnFb4Tc0JhV7mDPU1+n0z/Y+Q5RSeHT3a5iwe96mx6M1nqMcDqDT0TX4/NQ8rv9USYfPm4mvw0DjKEV1zKEqYrO/8X/3747796j7777svDQ0qDOtxMu0Ui9Hlrp/ji3onVTlrvxunFri4bos/t04WD/fRPd4vV7mzJmTkefKupXqbFVV5c4mFxQUpD1m6NChVFVV0dDQ0OXnX758OXV1dXzxi19s8/4//vGPbN26tdlt7777Ln/+85/52c9+xmmnndbl1xRiMEnYip+/X9ssyAp6NIbluW1wbKUIJxQHo+4FhaPc43sjqMkFnbnIqk/o/GVLA+9Xxbs9AbH+YALTUdiqMXBoLEyWjo6GrrnHG5r7fW2rcuu/dkX5JGSxL2JjOeDRFZajuVWa1eEVP4X776il2FyT4D9eOcQdi4d0+4JxUrG7uuMzIJxQFDQuNNclFHFbYbmL2Hh1UhfHZmNPY6+uUerXqEso9kVsdE3j+V1RzpmU2Uwln6Gl+vtuaAyuYrYi0BhczR5gwVUmJ4cKfDrfW1jSqYv2ecN9vLUvzmt7Y7yzP05Xs3+tJgFcR7GcUvDKnjjXzlVp30NfTJJlI6UUNXGnVaB8+N9u0Gz1UxawBkwo8jCtxMuRpR6mlXqZWuJlSLDvCs915bzO9mB0sH2+iewhQXUn1dXVAbTbI9rvd/ewdDUdZv/+/fziF7/gJz/5CV5v26l+eXl5LF++nJkzZ3LgwAFeeOEF7rzzTsLhMN/5znd4/vnnGTZsWJdetzs8Hg/Tp0/v9dcRvcM0TTZv3gzAUUcdlfZ8G4geem8ve+NhDsYtlKYzcUjrfWPDaNw3VhvjYFwjP+5hkzOEy+aO6Z9B95O45fDNv25kd8xDVcwiZinyfV6GF3owNIjE44QTiuq4ImKDL+bh9zt07jpvZpdT5t96u5yi/DiEw+4+aaVSbYPS0RXYjX2AC/ODXHrSp5rt7XMcxU3vryWheTCVjc+jk7AdTEehcJ/b0DW05Cqx46btmg5sr3d4YLvGb87v+nsBmOkonipfS5ww++rj4PER8Og0NERxcPeD+zxa6v0l98l6dA2f12BkSR4lls2umigJzcM7tV5unDmr1/YuHt0rz9q+vvwcOrwFwKY2phOKOsSaRE8Bj0EcnWfKbXaYWqdT7j81F250FGvK3W0R0YRD0KczfXgBnx5Xkvp+/Vvj8Q0Ji5c+qebvH1Xx3OYDHGjIbNqsAqKOlvbzqre+Dv2p5XlUbyo+PtDAloMRth5sYOuBBrYcbGB7dZR4f0XMTeR5DaYNy2Pq0HyOHJbPtKH5TGv8M8+XHZXbO3te54qOPt8G8zXRYPfRRx9hWZlrUQdZHFQnEgmeffZZXn/9dXbs2EE4HG73zWuaxgsvvNBr40m+tm2nn2rWdfcCrKv7n//nf/6HI488ktNPP73N+y+++GKOPPJIgkG318HYsWO5/PLLWbBgAZ///OeJRCI8++yzrdLGe4OmaR324ha5wev1DprvpeMoVmyqoi5uE7Pab3OU5/MwriTIzuoodXGbFRsPcMUxR+TcxURP/HldORv3N7CnNoblKI4oy0t9vZRS6I7prsB6fKl9hR5d56mNB7rcZ9lUGuDuZ9c1DcdxV9R8htZmYO0otzgTuMHx7FHFBALNi/Ks3nGIqoYEoZiFR9cwbUWisSiYz9CbP68Ghm4Qb9xrHTEd3i6v69Z7Sbpo7hjuWr2DUMxib22csjxvY1Epd8y6djglPGE7aJqGR9cpC3rd3q8+D/l+D6GYxf5wgvcqG/p8r2xfFfLrzc+huGVz43ObWL8vTHkoRsx0KPAbjMkP4NF1rMbCRfvq3XPFQePG57Zy94WzO10k7qSpIzhpaus6Ky35fD4umJvHBXPHYjuKt3fX8LdN+/n7xv1s3F/f07cKuK2O/usfW9i4P8LsUYXMHFnIjBGFeA2t178Ofa0mkmDNrjqe21TPR9Um2/75JrtqMl9FuzvGlQQ4angB04YVcOSwAo4aXsCRwwsYUxTImd8jnT2vB5LBdE0keqdrVFYG1Zs3b+baa69lz549aTeSt2y71dsVw5M/aKFQKO0x8XgcIG0/6bY8//zzrFy5kkcffTTtMU3bdzU1a9YsTjzxRFatWsXOnTs7/ZpCDDadbXOUFPQa5Pu71rJpoOjrPstBr4Guuyn4HsNdPU7YkLAdd0VZO7yibCuV6turNT72+CNat3RpWoEbGguCqTYC6iY8urua7TiKmmjPeka3rEJbURfDVu7XNrka76ZWKnei0tAIenXK8g6vkhQHPFTUxjusbp5pfV0tvTctX1vB+so6ykNRLFu1cS4bFAW8qarG5aEohqbx6NqKbk+odIahaxx7RBnHHlHGj8+ezraDDTyzaT8Pv1fO2r113X5eBRxoSHDHa9ub3T4kz0vMclIF0Ibm+ygKeAh4jMa+2f3zdWhPJGHxQUUdO6sjqdT3/fVx3ikP8W55iG2HIv0yruKAO+k6tjjA2JJg6u/jSoKMLQkwviRIni8rL61FE8lJw/V7Q2zfHcZvaNQV1rB4yvCcmfgQ2SfrfvJDoRBf/epXOXjwIOPHj+f000/ngQceQNM0rrzySqLRKFu2bOHdd9/FcRymTJnCmWee2evjKitzL2iSaeBtCYfDeL1eRo0a1annrK+v59Zbb+X0009n3rx53RrX1KlTWbVqVdZUBxciG3XU5qgt/RXU9Le+noCYMaIAj64R9BnoGvgUgI3jaFjKbaOVpGkaXl3HVgpdhwmlQY4eXdzqOaOmjdPYbkgDrMYWXe2llGta8n+NhoTVo8kUv8fgl+fOZNmKjRiaW2E8FDVRgOUotMZg2qvrGLobUI8rCTabHPY2Zj45jiJi9k4rnpZqoybLVmxkfWUdtTGTmqjZODHhCnh1QlGTu1bv4NVth/jluTMpDmZPumTT1fVIwuIPb5dzKJIgmrCZOCSvVyeHemLy0Hz+4zOT+NYJE5nz81Vs3h8mk8nKhyLNi4xW1MWpqHMXAfwenQKfQYHfQ4HPYEyxn101sT77OiSD53fLQ3ywt47qaIJtByN8VFWP04dFwQAK/R7GlbgB8pjiYOrvqaC5OEhhIOsum0UXtJw0NG2HSCSKpsG/KjYzqmhnzkwaiuyTdZ8ODz/8MAcPHmTixIk89dRTBINBHnjgAQCuvvrqVAp0RUUFP/jBD3jzzTdZvHgxN9xwQ6+Oa8yYMQSDQUKhEPF4PLV/uql9+/Yxbdq0dvddN/V///d/HDx4kG9961vdHleyIveiRYu6/RxCDHTJIAvcFcnO6I+gJhv09QTEcRPKGFnoJxQ1qayLM740QMx0qGnSx5nG4mUamlst21buSlFxkGMntF6pTq5+K+XuoVZK4THa/74nE58MjVQLo55MphQHvdx94WweXVvBL17ZRsR0tx54NQ3D0NDQ8BoapUEvZXneVtlWyckEXdfI62BiIxPils2yFRtZW1FLeSh6OEW42N8sRbiyzp1wsZVi2YqNWZEi3Nbqen3MnRhJ2ApDg4aEner53JZsyE7RdY1vnziJZSs+JGL2zR7guOUQt5xU4G3oGoYGFXUxPLrGK9sPcfKUoZ1+vphp88nBBjZXhdl8IEx5KEpp0EdJ0F0ZD3h0dF1jc1WYl7Ye5MN9dX0SPBf4DcYVu6vJYxsD5MNBs/v3oizfQy56pu1Jw8PXBnnxKLUxK2snDUX2y7qg+pVXXkHTNL7yla+kAui2jB49mnvvvZcvfelLPPDAAxxzzDF85jOf6bVx6brOokWLWLVqFRs2bGDBggXN7t+2bRuxWIxzzjmnU8/31ltv8fjjj3PmmWcybdq0No8JhUK88sornHvuuWmfZ+vWrRx11FGceOKJnX8zQgwyySAL3KJU0HEQ0NdBTbbo6wkIXde4YM5o7lq9g5qoSUVtnLElAcryvDQkbKKmW4ndXWmGQw0JCvweSoI+Lpgzqs1VtOTqt0fXiVvueDpaa7MbV491TXNTzR3Fh/vquHfNrm7vKfZ7DL68cBwTy/L4+hPr2FMbQwPK8n0EPToFPk/agdXGLAJeHY+uMWNE57cUdVe2pkp3JN3quuU0FqZT7jlWFY4TjluMKwk2pjy3lg3ZKUsXjOWBNbt5b2+oU+2bNNzqzJlq9WQ7ChvAdot+nX7PmwzN91Ec8BL0GlTWxQgnLOKWw7ACPwvGFjOyKEBlbYzNB8LsqI70ap/m9ugaTGvcwzxtWAHThuVzZOOfQ/N9vb5NUGSvdJOGo4sCWGYCWylijpaVk4Yid2RdUL17924A5s+f3+o+0zSbBdoej4drrrmGr33tazz66KO9GlQDXHrppaxatYpnnnmmVVC9cuVKhgwZwnnnnQe4fadvueUWtm3bxq233tqsb3U0GuX73/8+ANdcc03a1yspKWH58uUsWrSIkSNHtrp/y5YtbN68mQcffDBVJE0I0VoyyAp4dWpjVqdWJPo6qMkW/TEB0XIP8s7qKPl+g+KAh3yfgdm4StoQtwk0pkrPGV3ExfNGt/l8ydXv3TVRopZNcrE7Hadxr7ZX19E19/3sqomy4sP9vLq9usd7ik+YWMaUoflYjqKyLk6Br/20+qhp0xC3GVXkZ1RhoM3V+Ezq6330mdLe6nptzCIUMUkoN+vAPUNtykNRxpcG21yxzobsFL/H4JZ/O5Iv/fl9QlEz7Squ3tgGq8DvYXxJkD21URK2oizPywlHDKE2ZrJxfz07DkU6bMfVHkdBVThBVbh1tfL99XGe/aiqB8/efZoGRw7NZ1K+w/QyL59deBQLxw8h39/3l7V9VdRPdF+6SUOlFFFlAhrDggFilpNVk4Yit2RdUB2JuMUnhg49nG4UCASIx+OEw2GKioqaHT9r1iwANmzY0OtjW7x4MUuWLOHxxx9n4cKFqVXpDz/8kIceeoif/vSnqb3XmzZt4rHHHgPgz3/+Mz/84Q9Tz/Pzn/+c8vJyTjrpJI488sh2X/Oiiy7i29/+NjfddBMzZ85M3f7OO+/w29/+lgceeICpU6dm+q0KMaC0TDFOXvik09dBTTbpjwmIlnuQkyuOFbXx1DEBr86oIj/FAS9zRhfxyyUz0wa1ydXvrQcbqG5cdbBsB6ON45tW4NZ1MG2FozQSlkNNNMHBJq2PurunuOVq/J5QjLElrVu6AamV4IBXpzjgTbsan0m5WsivvdX1uK0wDAu9sfWa7ajGPus2NRGTIfmtq/xmS3bKGdOGsWh8Ce/tqeVQQ+Lw979xG4SuaQQ8emrrQMxyiCQcRhX5mT68kD9ePDf1mDtX7+C3r+9gZ3WU4qAHTdOImTYx0yFu93+bqfYcURrk6NFF5DcW/vLoGkc1BqvzxhTj153Utd/sCaX4+rhA2EAq6tcZuTp5kKuThiL3ZF1QnZ+fT11dHfX19RQXuwVoSktL2bdvH7t27WL06OYrEw0NDUD7Vbkz6fbbb2f27Nncc8893HnnnQwdOpTS0lLuu+++ZkHvlClTmD9/Pjt27OCMM85I3b5+/XoeeeQRAL785S93+Hpnn302b7/9Nl//+tfxer1MmTKFoqIi5s+fzz333CPl/4XohGwParJJf01ANN2D/OT6SirrY60uUkcVBrhgzigu7sRF6iXzRvPKtoNU1sVpSFjYyr0I9uh6q2riyQrclqMwHdW4Wq0o8ngpCXozsqe4vdV4r653eTU+k3KxkF9HF8pBj46G1tgpBHxGsrq7Rk3UbHMfe7Zkp+i6xkVHj2F/fSL1fSkOejA0DV3Xmm0d6Ojzat6YIgr8HvL97tdmbHEgdZ/lKBoSFuG4TThh0ZCw+yV1e0JpkE+NLeZTY0uYNiyfkqCXuaOL25z4aCqRyGyv765oue3gQDhBzLKT8x4EPEZWF/XrilyfPMjVSUORe7IuqJ44cSLr1q3jwIEDjB07FnAbsu/bt49Vq1Zx7LHHNjt+1apVAKkAvLfpus7SpUtZunRpu8cFAgGWL1/e6vaZM2eybt06HMchEAi08cjmgsEgt99+e7fHK4RwZXNQk026OgGxtzaesQmI5B7kyz41ljd31bBpfz0R0ybPazBjRCHHTijt0n7mO86dxScHI7y/N0TccnAUjavS7jHJCtzJ3TOWrVJbnEcW+hlV1PQzumd7ijO9Gp9JuVjIr6ML5QKfB6+hYTta4wq0u1/edByUqSgPxQj6jFSAGrWyKzul5edVbdRyP6+8HnRNozZudurzqr1JMo+uURzwUtyYjaKUSv3M+zw6lq26tZqd7zPQG1vhmbaD2WTDt6G7BfoCHoPpwwu496I5HDk8t7bXJLcdvL/Xbe0VM+3Gegyg4yYUREybndURAl4Dy3Fydn9urncEgNycNBS5KeuC6kWLFrFu3To++eSTVJupM844g5dffplHHnmEyZMnc/bZZ+M4Di+++CJ33HEHmqblTPVrwzAwjNz6UBViIMjmoCbbtDcB4dE0GhIOYVMRd6IEvEbGJyB0XeP4iWU9vpApDnp59qsLOef+d1hfWUdDY/CoaW6F42TxM0PTaEjYqRXsIr+HEYVtX3z1JD0w06vxmZKLhfw6vFDWoCTo5YCdwHI04pY7XoWb4h+KmoQTVqqivOUo8rxG1mSnZOrzqiuTZDHL4VCDSWHAwxGleVx7wkQunDOK2phFbcykIWEzLN/HkHwfHl1j0/563ikPURM1GV8SZNKQPH6zeicf7q9P7XEv9Hvcz40m2R7huI2jFHVxi9tf2pZzwebytRWs3VvLx1UNmI6DoWk4uOdQUrLoYdS0+biqAY3c25+byx0BmsrFSUORm7IuqD711FO55557WLVqFRdddBEAS5Ys4eGHH2bTpk3cfPPN3HzzzanjlVIEg0Guvvrq/hqyECJHZGtQk23av6B3v14+A0YWBigJ+rJ6AqIo4OOZfz+G//jrh7y5q4aaqElDwsJqrAytAE3X8BruRaLPo3NEWV67Pa17kh6YydX4TMnFQn6duVAekuelPuZWqm6a1axw0/ubBkG6poEXpo8oyJrslEx9XvUkS8fvMcj3exhd3Dqzbv7YEuaPLUn9+4/vlPNRVTjnKsh3heMoHl+3l+3VERKOg4a7jUTXNDyGjoZ7ftmOwm7MpU84DturIzy+riKn9uf2R0eA3ti3nYuThiI3ZV1QPWfOHH7zm9806/VsGAb3338/3/3ud1m9enWz48eNG8ePf/xjpkyZ0tdDFULkoGwMarJRugt623ZIxGMYusbE4QVcdPSYrJ+AKA56+d1Fc9IGJzVRk1DERFmKMcX+tC2Xmj1nD9MDM7UanwmZ2Eff10WMunOh3L7GnuZZVrsrE59XfZGl09NiUF+cN4Y15TVZXwQreY5HEnaqcJzPaN3/3DC0VBFEFEQSNpv21+fM/ty+Lu7Vm/u2c3HSUOSmrAuqwV2tbqmsrIz777+f8vJyNm/eTCKRYNy4ccyaNUvaSQkhuiybgpps1dYFfX00QXVVJZOKPVx60jwCgc7tUetv7QUnH+6r5+WtB9heHcXXye05Ayk9sCeF/JbMHMFD7+3p9sWw4yhW7zjU5WCqMxfKhyImMcsBVGoFEdx2TF5dw9C1ZunfoNh8IJyVK6c9/bzq7Syd7haDqo4k2LCvjsV3v0HCdrK+CNbGynqqIyZO4yp0WwF1kq5p+Ay9sZ6DojpisnFfXbe/h305cdWXxb16e9+2dP8QfSUrg+r2jBs3jnHjsuuXnRBCDGRNL+gTiQQbNtSlbs81bQUn967ZxavbDwGDNz2wOynCRw0v4LUdh9i4L9zli+GErfjXrig3vb+WqoZEl4OpDi+UFYSiJrbjrkB7G6u7G5obTA/J82LoOkGvTr7PIGY5A76NTm9m6XSnGFSBz2B3jdnYEszGVirri2BtqqrHtN3tBMm6DO1J1m2wlVu0bdP+cJdfsz+qb/dVca++2Lct3T9EX8m5oFoIIYTIJEkP7HqK8MyRhdiOYn1lfZcvhutiJj9+J8QnIYuE5iEUs7ocTHV0oRxOWJi2wlLuKrXVWKDOY2iMKPC3atc0mNro9EaWTleLQSVXbh2lSFiKkGNSGvRmfRGs6oiZ+ntHAXXT42zlTu5UR7rWBqy/qm/3VXGvvtq3nXbS0O/BshS2ozgYj9GQGNzdP0TPSFAthBBiUJP0QFdXUoRN2+F3b+7q8sXwn97bw6vbDrKlxmRfxMZSNgV+T7eCqfZW18NxG8txsB03qNZ1txd5ntegNK/toEPa6HRfV/e4V0dMYqbb11kBQ/N9jM5gC7veUpbnTbXdczrZ1Dt5nAaU5rXfe7tpind9zOSpDfs40BBv/Hr1XfXtTBT36ihdvS/3baedNKyLpSYP8nzS/UP0TL8G1XfddVdGn++b3/xmRp9PCCHEwCfpgYd1JkUY4Nw/vN3li+H99XH++/ktOI5DdcQGFEeU5ZHvb3op0vlgqr3VddNxsBr7I3sMd0Igr7H9W7oVxoG0T76vdSXbQym3pZnpHN6XXORv+3I06DUYWxxge3WE8lCUn676hKhlM2tkIQtGFfTKe2nP9BGFbpXvxr73TmPl73QcpXCUG1B7DZ0ZI9oec1sp3ofCCQ5FEyRsd2JoWIGPUYV+tNTr9d7EQ0+ydwwNdlZHOPcPb7ebrj6+NNBn+7ah7UlD03aIRKLoGhTkBxldFBz03T9E9/V7UK11Mn2mMySoFkII0R09aTs0ELWXIrx6x6FOXwwrpWhIuKvG++rjKBSaBo4DXh0q6uKU5jkMyfM2ux7o7MpUutX1g+EEhyIJEraDT9cYVuCnNM/bbgA00PbJ96WuZHs0JOzG4l3uvmS/R6fA1/pyVCnFoYhJKGpiOW66eDhu8YtV2ygOehme72NhicmZE4K9/fZSZo0spCzPSyRh4Sjc8ytNsbJU9W9A19xV7lkji1od11aKdzRhE7edVNs/r65RG7VIWA7jSoLNOhRkovp2S93N3hlR6KcqnOCfm6uoi1vtpqv7PW4Rt97et91Uy0nD9RU1bNu1h4Chcdr8I/nM5OEDapJU9K1+DapHj05/MRIOh6mrq0v9u7CwkLy8PCKRCPX19QBomkZRURH5+fm9PlYhhBADV1+0HRooOlvEyHbcCYqo6QYHyb69yTLcloKYZXMgrAjHrTaDhc6sTLW1uv7hvjpWfLifmmiCgEdvtYe6LQNtn3xf6kq2R13MSgWbHl2nNOiFFnFM03PHdlRqxTdmKXaHohRETWoiCXZUWbxfFeeBo0yG+Tr+HvfUcRPKmD68gOpIgnDcRsMNrHVNw9A0NI3Uue6ow1Xn83wG04cXttoqkq5Q15B8LwcbzFRLLlspHNtB4X5dJpQGW01CZbImQLeydzw6tTGTfJ/Brk7UWQh4dKKmW52/N/dtp3t/x08sY+GYAjYEQgDMlnaaoof6Nah+6aWX2rz9lVde4bvf/S5Dhw7lqquu4owzzmD48OGp+6uqqvjXv/7FPffcg2ma3HzzzSxevLivhi2EEGIA6u22QwNFZ4oYqcYV/4hpk7BV6vhkkGE0XrtajsJW6YOFrqxMNV1ddxzF9kMRNleFB/U++b7U2WyPUMREw21tFvDqlLXY497y3FGNwamGmypeGDDQNY199XE8mhu83vD3zdz7+bm9/jOp6xqfnzuGyro4H1XVuxXldQ1HHc50AHfRx9A1bEfhNTQmleXz+bmjWwVt6Qp1HQgnSP4Y+AwdTXOD94QNGg7VEbPVRFGmawJ0NXsn32cQSdiE4xa2Q4d1FkKWhXIUtlKDtuuCGFiyrlDZ1q1b+Y//+A+GDh3KI4880iyYTho+fDiXXXYZZ555Jl/84hf5j//4D/7yl78wderUfhixEEKIgaI32w4NFJ0pYnQoYhI1nVRQ5NG1xl7QbnCUakekae0GC91dmZJ98n2vs9keJUEv4bhFwlEMyfO12gbY8tzxGTqqMWjVdcjzehhW4COSsNhdHWFfxObDffV9VsQsGWw6uBM3UdN2V6ob+54r3FV121EEvQaThuQxb2xxq60i7RXqcpQimdihaYd7Xidsd+W+JmoyJM/XbIU/0zUBupK9UxTwcCCcoNDvoSqc6FSdhW0HI4A7yVYbHZxdF8TAknVB9QMPPEAsFuP6669vM6Buavjw4Vx33XUsW7aM+++/n9tvv72PRimEEANPR9VaB5PeaDs0UHRYxKhpj+jGoMhtadWY+a1SGeDoGu0GCz1ZmZJ98n2vM9kefkOnoi5GXcwinLCaV2Nv49zRNY2E46BpbtAa9LrBY9BrMCLfoCJsUxuz+qy/eNNg06vrhKIJDjQkGveJu+d50KszLN9HSdCXdqvIG7uq09Ym0BtTycFNJ0dL9rzWsJTCtBXhhEVBkwJvvbGK29nsndmjC/nn5ip21UQ7XXSsMGBQG7XQNY26uCXZJCLnZV1QvWbNGgCOOeaYTh2fPO6tt97qtTEJIcRA1lbl2baqtV4yb3TLrY9iEOqoiFHTHtHJAk6OUhiN/Xrdfx9OAW8vWOjJypTsk+8fHWV7LBpXwvkPvtNman7Lc0fXtMb91AqvruM1NPJ9h78/fkMj6NEIRa0+7S+eia0i7dUmCHp1NDS0xp8Zo/GT19A1zMa91VHLoaDJw3prFbcz2Tv3v73b3fPehaJjJUEvdTELXXc/AySbROS6rAuqDx06BIBpmp063rIsAKqrq3ttTEIIMVC1VXk2XbXWV7cd4vazZZvNYNdRanXUci/6lXIDjITtrjJ6DA0P7j5T03YDJb2dYCETK1OyT77/tJftke78aXrueAw9VUFb0zR0HUqD3lbp4gVejUNxu8/7i/d0q0h7tQnyfQZeQ8N2NEzHSbXuSj2bIvXY5HO1/FnJdOZRe9/PztRZaMmr6xiaRsCjE/QaxCxHsklETsu6oLq0tJQDBw7w2muvceGFF3Z4/KuvvgpASUlJL49MCCEGlnSVZ9NVa7UbCwJdNUXhM2SVYDBrL7U6ZtrYtruvVNlu8Ooz3JTUfJ/BgYYEtqOwHND1toOFTK5MyT757JPu/FGNEx5KgWU7KNyiX8nzpzSv9b5bt2K86rf+4t3dKtJebQJN0ygJeqmy42hKS7XuSoXRGqnHtvxZOXfWCB56b0+nMo8yNYnUmToLLZmNKf1jioMU+j3ELUeySUROy7qg+tOf/jR/+9vf+MUvfsG8efOYPHly2mO3bdvGL3/5SzRN47jjjuvDUQohRO5LV3n2sObVWstDUXQUz3sNzpmU12/jFv2vvdRqy3EwVXLVyl2hzvMajCsJomkQTtg4joPlQMJW6JrjVgVvbB0UiplUR8yMr0zJPvnske78CcctTEehSPZn1huLk7nnT1v9oO3GFdJcqwjdUW2Csjy3oBvYJGy3+rdSpNp2OY7D7lC02Sru9BEFvLqtmo376zuVefTLc2dSHOy4QFhP30tbkunqfo/Oj846it01UckmETkt64Lqq666in/+85/U1NRwwQUXcMkll3D66aczefLkVJ/qbdu2sXLlSh599FGi0Sh+v5+vf/3r/T10IYTIGe1Vnm0pWa11Z3WU2pjFi+UJzp4Y7OMRi2yTLrW6Pm5RWRcjYbtFm0YU+CnN86YConHFAXYesoijcNCwFanK4JajCKAxosgnK1MDXFvnT23MZG8olkr5DnjdPtZNz5+WwqYi4DFyriJ0R7UJdE1jXEmQ8lAUsLEcMG23yp9pO1RHrGaruLNGFmLZivVVdZ3OPFq2YiN3Xzi7xz9fHb2Xllqmqy+eNARd1ySbROS0rAuqJ02axC9+8Quuu+46YrEYf/zjH/njH//Y5rFKKXw+Hz//+c+ZOHFi3w5UCCFyWHuVZ9sS9Brk+w1CUQs/sOFggqP7Zqgii7WVWt2QsPjD2+UciiSoiZjk+YxmAZGha4zMN6hLKBpsjYTl4DT28w14DKYOzWdUkaxMDQYtz5+N++r49eodHAgnqItZjC7yk+dLf6katxVRSzG62NNre4l7S2favhm6xvjSIPvr41SFExiNWymG5PkYku9rtoqbsB3ueXNXlzKPDE3LSCuyTLWwk2wSkcuyLqgGOO200/jrX//K//3f//Hqq6/iOE6rY3Rd56STTuI73/kOkyZN6odRCiFE7mqv8mw6xQEPFbUxbEdne63VyyMUuaTlxXBJ0Mddq3cQs5w2L7B1TaPEr1FseNkdihP0GZQFvZw2dRj/vmi8rEwNMk3PH5/H4K7VO9hZE2FvbZyxJVra4Gx/g43PcD+blszs+73EPdWVtm+FfoMheT6GF/o5f9ZIigLe1CouwLl/eLsbmUdmxlqRSQs7MdhlZVAN7or17373O6qrq3n//ffZu3cvkUiEvLw8xowZw/z58ykrk5ksIYToju5WawW3HVLMVh0cLQaz9i6wPZpGQ8IhbCrijk2gcb/svDHF3H1Bz1NRRW7rfHBm4dFhZJ7BkcMLeG3HITbuC/fpXuKe6m7bt5ZjX73jULcyj2qiZsZakfVXC7tcyUwQA1/WBtVJZWVlnHbaaf09DCGEGFC6W60VQNcgINW/RTvav8B2VxB9BowsDFAS9MneaZHS2eBsZKEfn7KYVGyAUqyvrO/zvcSZ0Ns9r9O+bsDTWFgwc63I+rKFXdyyWb62IqcyE8TAlvVBtRBCiMzrdrVWj4Ghw6Ri+fUh2pfuAtu2HRLxGIauMXF4ARcdPUb2TotmOhOcjSjwsbDYxHQU/9jbQHko1vkuBhrcunILE0rzsmJ1szd7XqeTyjzKcCuyvmhhVxs1WbZiI+sr63IqM0EMbHJVJIQQg1B3q7WOLPQxJOAwe6ivD0crclXyAvuL88Zw31u7eWNXNeGYSaLBZs4wLz9cMpe8vEB/D1NkoY6Cs0+NymfDhxu4/tVqamN6p/YSjyn2s+1QhI+rGth+aCcTSoMoRdasbvZGz+t0UplHvdSKrLeKjsUtm2UrNrK2ojYnMxPEwJXVQfWOHTvYsGEDBw8eJBqNolT7e/i++c1v9tHIhBAit3W/WquHU8cZadvbCNFUWymalu2QiJvsrLdY/8gHXDR3jKRoirTSBWeJRIL1BxMcijmEok6He4ltR1EVTrg1ISybuK3xcVUDRmMwmsurmz3pE51rrciWr61gfWVdv1Q5F6I9WRlUb926lZtuuokPPvigS4+ToFoIITqvO9VaZ48q5IwJrTsyCNFS+hTNw3uq44S5c/V2Hl+3lzOOHA7Q76m4Indsr7XcvcSWw5j89BkPqvEzLmLaOErhKPBoUBz0MCTPl/Ormz3tE52sIJ7tHEfx5PqKfq1yLkQ6WRdUl5eX86UvfYm6urrUynRZWRmBgKSHCSFEJnWnWuvtZ01l99bN/ThqkQvaS9E0NI2GWIz6hGJPbYzy2hibq8Ks2RVidJEfj6FnRSpuLhssFZHjtiKZxNjeXuJDEZOo6ZBoPF4DvLqGz9DJ8xnk+upmpvpE97eOzts3dlX3e5VzIdLJuqD6t7/9LbW1tfj9fpYtW8b5559PcXFxfw9LCCEGpK5Wa9WczBW0EQNXeymaSikcU6NOOWgamJbCst3KxQ0JC4+u53Qqbn8abBWR/YZGcidK2r3ECkJRE9tRKKXw6Bp2Y2TdchtLV1Y3s23iIpf7RHf2vI0krKyoci5EW7IuqH799dfRNI0bbriByy67rL+HI4QQA15XqrUmEhJUi/Z1lKLpKMX+iE3MVliOe14pDq8cjiz0URe3czYVt78MxorIk4o97l5ij5F2L3E4YWHaCkspdE1DAZqmoaER9LZe3e5odTNbJy76q090T3XlvPXoGqbt3tffVc6FaCnrguqamhoAzjjjjH4eiRBCDC69Va1VDC4dpWjWREziNrjXzQq/R3cDE8BRYOg640p8OZuK2x8Ga0XkOUN9DAnoxNHZV59ocy9x1HJQuKvUuq5hOwqvruM1NPJ9bb/3dKub2T5x0Zd9ojOhq+dtntegIWEDqu3MBOVOokQtJ/WenV6uci5EUtYF1WVlZVRVVeHzSbsWIYQYbLItpVJ03ab94fQpmgpqoha2cve2+j06uqZhaG6LH4UiajoU+KXQUFcM1orIuqZxyrggz5TbhGJWm3uJHUeBAqXcCuCapqHrUBr0oqXpYtDW6mauTFz0RZ/oTOnqeVtrm9iOm2nQNDNBKcWhiEkoamLaCoX7PUcD01ZomrsFYMrQvH55n2JwyLqgeuHChTz77LNs3ryZY489tr+HI4QQog9ka0ql6LqoabuBDK1TNMMJC8txsBXomvs/kNoXi3LTw5Ok0FDHBntF5NPHB3irxuJAg0m1afLJwQbyfAZD83x4DZ247ZBwnGSMhc9wVyxL89KvILfVwznXJi6yPfOoO+ftjkMRNA2U0gjHbaKmjc/QKQ9FiZoOtuOm+ScLHavG2Nqja9RETR56Zw/zx5Tk/LYHkZ06tyGhD331q1/F6/Vy9913p1I2hBBCDFy1UZOrn9jAXat3sLkqzI7qCFsPNLDtkPvnjuoIm6vC3LV6B1c/sYHaqNnfQxbtCHqNVJBmtfg97qbiuhe7TeO4VBzdRvGo4oCHmOmkUnFFc5moiJyL4pbDM9sjfO/1GvbVx2lI2KkJmfq4zY7qCNsONVAXswCtcRLHDZLHlQRbnWdNtezh3DIATFdZGw4HgDHTSU1cJCeZxGHdOW8LAh40TUPhFpwrD0XZUR0hYtrEbQfTcdzK7o0dBHD/w3YUtqP4oLKOZSs2Erdkb7XIvKwLqo866ih+8pOf8MEHH3D11Veze/fu/h6SEEKIXtI0pXJnTYTKujgeXWNMsZ8JpcHG1EqNyro4O2sirK2olYuiLDdjRIFbPMqrUxuzmt3nOIdbIDUNaWyl0haPkkJD7Wuabl8c6FwCYq5PVNRGTb751438ZUsDO+ssykMxYo09qK3GANbQtVQQne81CHh0dA2GFfgw2lmZT/ZwLg16Uz2cB+vERW/q7nnrOIqAx6Ao4MFRUB+3iJnuHmqPrmFo7r55y3EL07mtwzzoQHkoyvrKOh5dW9G7b04MSlmX/r106VIASktLefXVV3n11VcZN24cw4cPR2+n0p+maTz44IN9NUwhhBAZkGsplaJjx00oY2Shn1DUpLIu3qx4lK4fboGUXLtzlMJR6YtHtZWKKw5rL90+nZ5OVPRn7YPkRNy6ynoqGiwSNhQG3NVhj65j2jYHIyaRhI2uQb7PoDToRdegvDZGRW2csSVal3o4t1snIA1p5dS+7p63mqYxqtBPvt+gLm6haxqWUmjQOKHiTtB5dR1dJ5WZkLCdVtsehMikrAuq3377bTe1o8meqt27d3e4Yp2u2IQQQojsNNj3gg5Uuq5xwZzR3LV6BzVRs1nxqKBHR8PdQ+007p9O2O0Xj2qZiiuaa51u3/HEQ3cnKrKh9kFyIm5PKIbtwOgCg5KCQJPzxqA4eLh6fMS0GZrvo8DnYVyJ1q0ezv0xcTHQ9eS89Xp0Tpg4hAPhBNGEjUfX8BpaqjiZhvvv0qCX0jwvuqYR1FtnDywcU9CL71AMNlkXVJ933nkSIAshxCCQiZRKWf3JTpfMG82r2w5hK9U8iPF7cJO8wVbgWG5Alq54VDIVd1SRP5WKK5prmW7fVq/mlrozUZGpdlI9WeVuNhFn2YzMN/AbbT+m6URcfdxiRIGfyUPzutXDuS8nLgaLnp63hq5RHPSyvz7OkHwvuqbjNPYiD3p18n1Gq3iiZfaABNUik7IuqP7JT37S30MQQgjRBySlcuDyewx+ee5Mlq3Y2DyIqYtjOQ6OOryn2qu3XTwqXSquaK69dPu2dGeiIhPtpDKxyt10Ii7f58FvtF8ArOlE3MFIgu+eMoXdNdEu93Duq4mLwaSn5+2oIj9OY4u0Qr+XvDQ9x5uS7AHRm7IuqBZCCDE4SErlwFYc9HL3hbN5dG1FsyDGtB321DQQtxWO0nCU20c2nLA6lYormmsv3b6l7k5U9LT2QaZWuZtOxI0u8oPquBNA04m4Tw42cOWnJ3S5h3NfTFxku0zvo+/peRu3HckeEFlFgmohhBD9QlIqBz6/x+DLC8c1C2LqowkqKyt4szJGBB/1CadLqbiitbTp9i32DIdjFh5DI8/rwaNrNCQsVu841G5g1NPaB58/elSPV7mTmk/EadCJebW2JuK62sO5LyYuslVv7qPv7Hnb1gTbO+UhyR4QWUWCaiGEEP1CUioHj6ZBTCKRYMOGOv7flHw2OUNYsfFAl1JxRWtp0+0bJyqUUqnK67YDDQmbcMLivrd2dxgY9bT2wY9e2JqxCv/NJ+IUHX9iZG4iricBYK7KVIZBOh2dt8nXaGuCLRPZA5bVcaaDEJ2VtUF1IpHg2Wef5fXXX2fHjh2Ew2Esy0p7vKZpvPDCC304QiGEED0hKZWd05/ti3qTz9C4bO4YrjjmiC6l4oq2pU23txwq6+PELNstEqe5q487q6NAx4FRT2ofmLbD3zftJ2LaGanw33IibmgnhpOpibieBIC5KBP76Dsj3Xnb0QTbYM4eENkpK4PqzZs3c+2117Jnz55mrbWaatl2K5cqhsdiMRzHwePxYBgGhpGbH7hCCNETclHUvv5uX9RXwXxXU3FFei3T7ddV1PLQu3vIj1vYjsJyFPk+d3W1s4FRT2ofhOMWCdtNu85Ehf/mE3ExCj162urfybFnciKuuwFgLurpPvquaGubSGcm2AZj9oDIXlkXVIdCIb761a9y8OBBxo8fz+mnn84DDzyApmlceeWVRKNRtmzZwrvvvovjOEyZMoUzzzyzT8f43nvvce+991JTU0NdXR0ej4clS5Zw+eWX4/P5Onz8lVdeydtvv532/pkzZ/LUU081uy0Wi3HPPffw2muvoZTi0KFDzJ49m6997WvMnj27x+9JCCH6g1wUta230y7b09/BvOi55ETF1oMNWE32EncnMOpJ7YOE7Qbjmarw32wiLmKyv8FiRL5BsI3n6a2JuO4GgN3RX1kqPd1H3zLDoLO6OsE22LIHRHbLuqD64Ycf5uDBg0ycOJGnnnqKYDDIAw88AMDVV19NMOh+dFZUVPCDH/yAN998k8WLF3PDDTf0yfj++c9/ctNNN3Hvvfcyd+5cAJ577jluuOEG1qxZw3333deplefCwkLy8vLavG/o0KHN/h2LxVi6dCmTJk3iT3/6E4FAgFAoxLXXXsvFF1/M/fffz7HHHtvj9yaEEH1NLopa66u0y7b0ZzDfWwZq+nxHMhUY9aT2AYDPcP/MVIX/5ESc5TjsPBSmImxTb8UoDvbtRFxvZlj098RWT/fRt8ww6E2DKXtAZLesC6pfeeUVNE3jK1/5SiqAbsvo0aO59957+dKXvsQDDzzAMcccw2c+85leHdvu3bu58cYb+fa3v50KqAHOPvts1qxZw2OPPcYjjzzC0qVLO3yu73znO3zhC1/o1Ovedttt7Nq1iz/96U+plfCSkhL+7//+j1NPPZUbbriBl19+uVOr5EIIkW3koqi5vky7bKo/g/ne0N+BSX/LVGDUk9oHeV4DXdMav/6ZqfCfnIj71tPrScRihE2HiK0GzERcNkxs9WQffVsZBr2tL7MHhEgn64Lq3bt3AzB//vxW95mm2SzQ9ng8XHPNNXzta1/j0Ucf7fWg+qGHHiIWi/HZz3621X1Llizhscce4+mnn+5UUF1SUtKp1zx48CBPPfUU559/fqugedSoUSxcuJA1a9bw2muvceqpp3bqOYUQItvIRZGrv9Iuof+C+d6QDYFJf8tUYNST2gdnHjmM57ccyHiF/+Kgl7vOm8kvnn2HF8ujRDQ/tiLnJ+KyZWKrJ/vo02UY9AWpzyD6U9YF1ZFIBGieAh0IBIjH44TDYYqKipodP2vWLAA2bNjQ62NbuXIlJSUljBgxotV9s2bNwjAMPv74YxKJRIerxulSv1t6+eWXMU2TadOmtXn/3LlzWbNmDevXr5egWgiR8wb7RVF/pV32ZzCfadkSmPS3TAZG3a198IPTprK+sq5XKvz7PTrnTMrj7IlBGorHsfVQLOcn4rJlYqsn++h72rpMiFyVdUF1fn4+dXV11NfXU1xcDEBpaSn79u1j165djB7dfE9MQ0MD4BY460319fXs27ePKVOmtHl/IBBgyJAhVFVVUV5ezuTJk9t9Po/Hw/PPP8/TTz/N3r17KS4uZtGiRVx88cXNJhS2bNkCtN5nnTRmzBjg8Ap/b1NKkUgk+uS1ROaZptnm34XoLDmHetf6vSFM2yFm2owuCqTtgNFUsd9DRV0M03ZYX1HDwjEFXX7d13fWUFkXoyZiku8zCHj0dl874NHJ9xnUREwq6qK8uq2K4zpZWbm3z6GH39vLuooQ5TUxTMdhQmnLVVWdQr/HDUxqY5TXRNFR/Ond3Vw2f0zGx9NfvJrCbYyiMG0HpToOrE3bAdzH+fTDv+814Pazp3LD3zejo6iNWYSiFhW1sdRjAx6DkYU+igMeZo8q5PazpmLgcO6M4VTURqnx6JSHoowtbmeVuzZGwKNT5Dc4d+awdvsIJ88dXdNYOLqg1fmXaz2IHUfx+Ad7CUUTxEybCaXBtD+HAY/OmGI/u2qihKIJHl+3ly/MHp6xSYSpZQEMzX2dUNSi0N9xuFAbtQh4dAwNpg4J5MS1ovw+G7w687u1q7IuqJ44cSLr1q3jwIEDjB07FoCjjjqKffv2sWrVqlYFuVatWgWQCsB7S1VVFQAFBekvVoYOHUpVVVUq0G/P//7v/7J169Zmt7399ts8/PDD/O53v2PevHkAHDhwoN3XHTJkCADhcLjjN5EBlmX1SVaA6H2bN2/u7yGIHCfnUOZt3x0mEoniOArLTBBVHV/oWZa7VzgSibJt1x42BEJdft0XPmmgviFCJGEzLE8nGo12+JiA5nAg4RBuiPDC+x9TWJff5dfN9DnkKMVDb1ZzoM4iknAYXWCAlSBqtX38sIBGRdjiQF2EB9/YyhzPIfQcatHZHn84jhmP4dEUh8IxvKrj1cNDDTYeTWHGY/jr97NhQ6jZ/VdNUTzvNXixPIEfsB0dR4GugaHDkIDDqeMMzpjgsHur+72daSjG+C0a/Ip9EYcdhyIEPRoFXg1D17AdRdhURC2Fz4Chfo2xfosZ+iE2bKju1HsdCJ9FHxyIs/NAHQfDFn5da/e8TfLrcDAcYwcWf171HkcP61yaf0cKlCJPxckzHA5GHUJhp93WZXFbUR+zGRrUyVNx8mvL2bBhT0bG0lcGwjkk+lfWBdWLFi1i3bp1fPLJJ6nA8owzzuDll1/mkUceYfLkyZx99tk4jsOLL77IHXfcgaZpLFq0qFfHVVdXB7grzOn4/e6HWWdm50aPHs3PfvYzJk6cSEVFBc888wz33XcfoVCIb33rW7z44ov4fD7q6+vbfd3ka8oMmxBC5D6/oZGM6WylcNcI22c3pvjqGgTaufBtT9xWJCfujU4GlUbjqpijIGZnfta/O9YfTHAo5lCXcAh6tHYDAXC/3kGPRl3C4VDMYcPBRMYCk/42Z6iPIQGd+oTOwahD3FYdBkZRSzE0qDMkoDN7aOttbD5DS6VcbziYYHutRcxWBAyNScUeZg/1oWsajlJ8cCDO9lqLuK2YWuKlOuagadBgKuoSDgeiqsnzwtCgToFXZ2qJh+vmF+Pr5rmcq7bXWliOImHDsLzOvfcCr8aBqMJ2FNtrrYydu7qmccq4IH/Z0kBdwmF/g82IfKPN8yduK/Y32PgMKPDqnDouOGAmpoToiqwLqk899VTuueceVq1axUUXXQS4RcAefvhhNm3axM0338zNN9+cOl4pRTAY5Oqrr+7VcVmWO11o2+mLL+iNe5E62i997bXX8qlPfSrVemvixIl861vfYsaMGXzjG9+gqqqKV155hdNPPz0VLKd73eRztFcpPZM8Hg/Tp0/vk9cSmWeaZmo29qijjsLrHViFeUTvk3Ood9UV1vCvis3kxaPEHI1hwUCHjzkYj5Hn0ynID3La/COZ3ck07KbeipaTV1mOHmnA4/URDHR8eWDGLHQ9Rl5ekMkTxjJ7duf2dPbmOfTW2+V4/Qms+gaGFwY69T6GaBYVdTG8/gDxwhGdfh+5YKm5l7vf3EXEjnEg5jC22J829fpAQ4w8n4dhRQG+fNwEjp7Tfir80W3cFrccHltXydMf7md/2MRy3IDP0DV0zYfPD34/DNXdyZiW1djPnzWCz88Zhd/TiVT1AfZZ9ErdLny796A3RMgPBAj6Os4sUIbNoXgUnz9A2fBRzJ49IWPjmTbdYYe5kXWV9ewJxdgXscn3eSgOePDoGpbjbgNoSNgEvB7GlgSYO7qI6z47o1Pfv2ww0M4h0XkfffRRKrbLlKwLqufMmcNvfvObZiuzhmFw//33893vfpfVq1c3O37cuHH8+Mc/TrvXOVOShcfa27sdj7vtHAoL265WmXTMMce0eftpp53G1KlT2bp1Kzt37mz2urW1tT16zUzRNE1adw0QXq9XvpeiR+QcyrzFU4YzqmhnqpBWzHI6LuyUcAs7jS4K8pnJ3dtXOWdMCV5jLwGvQV3c6lQl7Nq4RcBr4DV05owubfdcaNorOhxNcKiqgUnFHmbO9GT0HDKV1rjiruE1dLROrJh5DR1wH5dwBtbvuMsWjueNXbU4uEXbdtXEOiwwdvSYYr60YDy+LhZtq42aLPvb5nYrrpcGvRT5PYwsDHDmUcNQ0G5hsfZ6jDc1ED6LCoI+PI3noq1Up85dqzGbxTB0CoO+jH4NfD749flzWLZiIx798Pe0oq5l67JAs9ZlhTlaRX8gnEOi8zrz89VVWRdUA21WsS4rK+P++++nvLyczZs3k0gkGDduHLNmzUqtEPemsjL3AzyZBt6WcDiM1+tl1KhR3X6dZFCdXO1O7plOF1Qn91KPHz++268phBAiO/SkfdEFc0Z1u1BRT3oRt1elua1e0ZbtkIjH8OgaT5Wv5aK5YzLWK9rv0YmYNpbjcKAhTl7CQ9DrFlVLdxE1kKsWJ3s6L1uxEUPTDgdGGe7p3KWK614TB/hgb13aiuud6TF+7ozhzDTUgEkTnzGiAI+uZbz9WE8UB73cfeFsHl1bwZPrK6msj7X6XuRi6zIhekNWBtXtGTduHOPG9X1q1pgxYwgGg4RCIeLxeGovc1P79u1j2rRp7e677kgy3Tu5RzxZRXz//v1tHl9ZWQnAjBkzuv2aQojuaW8VJddauYjs0d32RRfPG93xk6fRG8F8+l7R7kW5z4A44Yz0ik4GYQ+/u4fKuji2o6iJuqmpGhpeQ6Mk6KUsz9tqv2dvByb9rS8Co0y2gupsj/GK2ihj/BbXz+/dQrV9pbcmtnrK7zH48sJxXPapsby5q4ZN++tzvnWZEL0h64LqU045BV3XefbZZ9sMXFtyHIfTTjsNXdd54YUXem1cuq6zaNEiVq1axYYNG1iwYEGz+7dt20YsFuOcc85J+xy7du1i586dLF68OO0xW7du5eSTT06lsyerna9bt67N4zdu3EhJSQknnHBCV9+SEKKbOrOKcsGc0RlbfRODS1+tLraUyWC+vZVLQ9NoiMUIJxT76uOEYlaPekW3DMJMx8FRbs2VWOPPpe1oVNlxwnGLcSXBVJG1vgpM+ltvBkaZ7HHepRVvj06DX/Hz92t55GiHXM/c7a8sla6M7/iJZRw/sazjg4UYhLIuqK6oqEDTNBzH6fhg3F+aycf0tksvvZRVq1bxzDPPtAqqV65cyZAhQzjvvPMAN9i/5ZZb2LZtG7feeiuTJ09mxIgRLFu2jAULFpCf37r1yKuvvoppmtx6662p22bPns3RRx/N22+/zf79+xkxYkTqvoaGBt544w2+/OUvyz4QIfpIZ1dRMrH6Jgav/ki7zGQw397KpVIKzdYp8AIeH3tr4+2uXLanrSAs4NFJoDAdx91frRSmUmhKA2zKQ1HGlwaJW06fByb9rTcCozd2VbOvPk5N1KTAb7S7ugpuYJ3vN6iJmlTWx3hzV01qPF1Z8S4PRdkXcdA1jb+sr+TfPz0xY++pv/RHlooQIjNyozxfJ/RFUL148WKWLFnC448/zt///vfU7R9++CEPPfQQP/3pT1N7rzdt2sRjjz3Gu+++y5///GcAAoEAJ510Etdffz07duxIPV4pxQsvvMCDDz7Iww8/zPDhw5u97n//938TCAS4/vrrqa52ezaapsltt93GjBkzuOqqq3r7rQshaH4Bv7MmQmVdHI+uMabYz4TSYONqikZlXZydNRHWVtSybMVG4lb6rgFCpJNcXfzrFQu549xZXHPcEXxl0XiuOe4I7jh3Fn+9YiFfXjguo9kQyWD+2hMmMn14IRPL8pg6LJ/JQ9w/J5blMX14IdeeMJG7L5jd5oRRy5XLdKttcHjlMmY6qZVLx+l8e662grCpQ/Mp8Bv4PTq6rpFsTOYoRcJyCMctPjnYwM7qKB5Dk8CkhzbtD2M5ipjpUNyJausAxQEPMdPBchSb9rutQ7t83hQHSNgQNh2e/nB/l86bbJWc2Jo3upgjSvMYVeTHdhQVtXF21USpqHW3Nowq8nNEaR7zxhRnJEtFCNFzWbdS3VXJAl6BQMdtRzLh9ttvZ/bs2dxzzz3ceeedDB06lNLSUu677z5mzpyZOm7KlCnMnz+fHTt2cMYZZ6Ruv/jii/nRj37EpZdeSmFhIRMnTqSkpIRjjz2W++67r82ia9OnT+eJJ57gjjvu4Pzzz2f48OF4vV4WL17MzTffnGqrJYToXZncNyhEZ/V12mVPU4UzuXLZnvbSjseVBCkPRdFwsB3lVkl2FDbg2ApHOYwrCVAS9GUsfX6wipp2KqD1dLJwrLfxOMdRREx30rE7502yx/i++ninz5tsJ8XBhMhNWRtUd2bl2XGc1CpwXxUv03WdpUuXsnTp0naPCwQCLF++vNXtw4cP59e//nWXX3fSpEndepwQIjMyuW9QiFzQ3WC+6crlmOKOa6OAu3JZURtPrVx25jXbC8IMXWNCaZDqiJvCbtoKZbgr1cl2WyMLA1z56QkSmPRQ0GukPtssxwE6/lq2VXG9O+dNgVfjQFR16bzJBVIcTIjc0+9BdVvtswDOPvvsdgNrx3Gorq4mkUigaRonn3xybw1RCCH6bPVNiFyXqZXLjnQUhGmaxpB8H0PyfIQTFlHLIRK3qItbjC72s3TBWMkgyYBMtYLqznmTLDjXlfMml0hxMCFyR78H1Xv37m11W7L4WGcdc8wxfO1rX8vksIQQopm+Wn0TItdlauWyI50OwjQo8Hso8EPEaxAxHYIeg6jVuYKovS3XW/NlqhVUd84bu/H7PxB7jAshcku/B9Xf/OY3m/37rrvuQtM0vva1r+H1pp/t9Hg8lJaWMmvWrGZ7mYUQojf01eqbELkuUyuXHemr4L23DJTWfJlqBdWd8yZsuv3OB2qPcSFE7sjKoBrgqquuIhgM9seQhBCilVy/gBeir2Rq5bIjfRW894aB1povE62gunPeRC3F0KDOyEL/gO0xLoTIDVnXUuuhhx7iwQcf7LNq3kII0RktL+A7I1su4IXoS8mVy+KAl4BXZ08oRjRNpkZ7K5cdSQZhpUEv4bid9jWavlZD3KY06O1S8J5pA7E1XyZaQXX5vKmN4TOgwKtz/qwROZEqL4QYuPp9pbqlY445pr+HIIQQrfTV6psQA0F7K5ceTaMh4RA2FXEnSsBrdKtXdKbSjvvaQG3Nl4lWUG2dN3k+Hb9Hx3bcLKGY5WBaijyvzrCgwdQSD5+fM6of3rEQQhyWdUF1R8LhME8++STbt2+npKSEs846i6OOOqq/hyWEGOBy9QJeiP6QXLlctmIjhqalUpwrauOAG2j5DBhZ2LNe0ZlIO+5LA701X09bQTU9bzRgb22MUNTEVgrllrRA19y6FrZS5Hl0vnl0EX5P1iVeCiEGmawLqt98801uu+02Ro0axb333tvsvv3793PJJZdQWVmZuu3+++/nhz/8IRdffHFfD1UIMcjk2gW8EP0p3cqlbTsk4jEMXWPi8AIuOnpMt3tFtx+8uwJenVFFfooD3m4H75kyWFrz9aQVVHHQy0/OOYoL//gecdtB1zQcBQoFGijAQeH3eIhYDneuq2PuHJNhPl/m34gQQnRS1gXVL730Elu3bm2zf/Xtt9+earWVl5dHNBrFtm1+9KMfsXDhQiZPntzXwxVCDCK5dgEvRH9ra+WyPpqguqqSScUeLj1pHoFA51rUpZOJtOO+Iq35WmvZUsyjazz30X7q4xYeXSOhQdCnEzB0PIaOR4eEpQgnLOKmu3x9w983c+/n58pnrRCi32RdUP3++++jaRrHHntss9urq6t5/vnn0TSN6667jiuvvJL9+/fzla98he3bt7N8+XJ+8IMf9NOohRCDRS5dwAuRLZquXCYSCTZsqEvdngk9TTvuK9Ka77B0LcVCMZODDQksR2FoGhPLguT5Wl+uRhIWu6sj7IvYfLivvtWe81zv/y2EyC1ZF1QfPHgQgIkTJza7/Y033sCyLMaMGcOVV14JwIgRI/jGN77Bddddx1tvvdXnYxVCDE65cgEvxGDTk7TjviCt+VzpWooppYjb7vtVCgyPRlU4wbgSA6PFZ2rQazAi36AibFMbs1J7zk3HGRD9v7OVTFYI0basC6pramoAN727qXfeeQdN0zj55JOb3T5nzhwA9u7d2zcDFEKIRtl+AS+EyC653Fs7U5q2FCsPRYmZDgV+gzHFfhKWYl84TsJyUIDZuDpfHooyoTSIpjUP2vyGRtCjEYpaVNbHWLnlAI99UDFg+n9nk3SZBTJZIYQr64JqwzAwTZOamhoKCgpSt7/33nsALFiwoNnxxcXFAJim2XeDFEIIMSDJKozoTdKar/2WYgfCCXQNNA08moatFAkbNByqIyZD8lsXIyvwahyK25i2w/+s3EJDYxDeNFj36DpWYyHJyjq3UJytFMtWbOTuC2dLENiBdJkFSTJZIUQWBtUjR45k586dbNiwgXHj3L0xu3fv5pNPPkHTNObNm9fs+Lo6d19WWZmsFAkhhOieXF+FkcmA3DDYW/N11FLMadI6y9A1DDQStoPtKGqiJkPyfNDiS+CmhSuqIybVEZOIaQ+o/t/9rb3MApmsEOKwrAuqFy5cyI4dO/jVr37F1KlTGTZsGLfddhsAU6ZMYcSIEc2O/+STTwAYPnx4n49VCCFE7svlVZhcnwwYjHKtNV8mJ2w6aimmaxrJDG+l3IBZ1zQspTBtt+J3gb/5pavtKBSNafIefUD2/+5P7WUWuGSyQgjIwqD6sssu46mnnmL37t0sWbIkdbumaSxdurTV8atXr0bTNGbNmtWXwxRCCDEA5PIqTC5PBgxmudKarzcmbDpqKRb06mhoaI2p3wYahq5h2g4KRdRyKGjxsLCp8OgatqOIWfaA7v/d1zrKLGhKJivEYJd1QfXUqVO5/fbb+eEPf0gkEgHcgPqLX/wiF110UbNjTdPkH//4B0CrFlxCCCFER3J1FSaXJwNE9rfm660Jm45aiuX7DLyGhu1omI6Do9ThbG9F6rFJcVsRtRQFAYOEpTBth+LCzl3aDvT+35nQUWZBSzJZIQazrAuqAT772c/ymc98hnfffRfbtjnyyCNT+6ub2r9/PxdffDEAxx13XF8PUwghRA7L5VWYXJ0MEIdla2u+3pyw6ailmKZplAS9VNlxNOXup0610tKa9zWPmjb7G2x8BvgNnYBHozpiDvr+35nUUWZBW2SyQgxWWRlUAxQWFrZqn9XS2LFj+eY3v9lHIxJCCDGQ5OoqTC5PBojWsq01X29O2HSmpVhZnpdw3AJsEjaYtrta7TigKUVtzGzcc27h0WFknkFZUZAG06Y6YmLaNuG4Imq6K926phH06uT7jGYtuQZi/+9M6yizoC0yWSEGq879hAghhBADTNNVmOJA51NGY6aTWoXpD5mYDBCiLS0nbNJVJofDEzYx00lN2LRMz24p2VKsNOglHLeJthF06ZrGuJIgeV4Dr66h4bbYshyHAw3u3nPbUYws9DM638ORpV6+d8okPLpb5Gx3KEZ5KMaBhjgHGxIcaIhTHoqx7VCEgw0JnMby4gOt/3dvaJ1Z0DGZrBCDlQTVQgghBqVcXYXJ1ckAkf16e8Im2VKsOOAl4NXZE4q1GVgbusawArcntUfXCHgMRhcHmDwkj6nD8plYlsdRwwv4wrR8/nNhCceMLeZAOIFpO5i2Im7ZxC2HhO0QtxzitkPMdKgKx9ldEyUcd6urlwa9A6b/d29omVnQGTJZIQarrE3/FkIIIXpTR/s725INqzC5Ohkgsl9f7KHtSkuxPJ/B2OIAY4qDnDNjOAlbpfacf2pUPhs3fkjCVnz3uY/RNLAdUICtwKu7lcOVAlspTMdBUxqOsqmLRSjwGwOm/3dvSWYWhKImlXXxVEu1dKKmTUPcZlSRXyYrxKDTr0H19773vT55HU3TUr2uhRBCCOjc/s6WsmEVJlcnA0T264sJm+62FGtZXTyRSADwr11RPtznBnO6Bh5Dw3LcQFo57qq3R9OwFVi2Iu4oDA0K/J5+7f+dC5KZBXet3kFN1GRPKJZ2S0Byj33Aq8tkhRiU+jWofvrpp9E0DaXa34PTXcnnlqBaCCFES7m6CpOrkwEi+/XVhE2mWoo5SvFSeZTamE7Mcpg8JI8DDQmipoPtKCzlttlK0jRAgaHrKAU/P2eGtJjrQFcyCwJenXElQZmsEINSvwbV5513XrNKjEIIIURfydVVmFydDBDZry8nbDLRUmz9wQSHYg6hqNv2K9/vIc9nUB1xV79NW6FQbk64BhoaluPgNTSGF/jYVBXOmqrr2aq7mQUyWSEGm34Nqn/yk5/058sLIYQY5HJxFSZXJwNE9uuPCZuetBTbXmu5e8AthzH5AcDNUhyS72NIno9wwiJqOakV8KBHx3YUFXVxbIX0Ue6kTGUWCDGQSaEyIYQQg1aursLk4mSA6DzHUbyxq5pN+8OpwHbGiAKOm1DWq5MiuTZhE7cVyR2ErfaAN+6bLmhRby2ScPd9S9G+rslEZoEQA5kE1UIIIQa1XFyFydXJANG+uGWzfG0FT66vYF99vNV5OLLQzwVzRnNJL56HuTRh4zfc3tQgRfv6Sk8yC4QYyCSoFkIIMejl4ipMLk4GiPRqoybLVmxkfWVdapIkZh4ushXw6oSiJnet3sGr2w7xy3NbV8TOhFyasJlU7En1sZaifUKI/iRBtRBCCNEo11ZhcnEyQLQWt2yWrdjI2opaykNRYqZbeGtMsR+PrmM1rg5X1sWpiZrYSrFsxUbuvnB2rwSzuTJhM2eojyEBnTg6++oTUrQvh/XXlgchMqXXgur33nsPAMdx0DvZ61AIIYQQXZdrkwGiueVrK1hfWUd5KIplK44oC7YIDg2KAt7UPubyUBRD03h0bQVfXjiuV8aUCxM2uqZxyrggz5TbhGJW1u8BF61lw5YHITKh14LqhoYGlFJ8+tOf5sQTT+Tkk09m8eLFFBZKqo0QQgghBLgrdE+ur6A25qZ7tw6oDwt6DcaWBNhZHaU2ZvLk+kou+9TYXi9els0TNmdOCLLD1HDQsn4PuGguW7Y8CJEJvbaE/JnPfIbNmzezYsUK5s+fz1//+lc+85nPsHTpUv74xz+ye/fu3nppIYQQQoic8MauavbVu2ndBX6j3fRlcAPrfL9BTdSksj7Gm7tq+mik2clnaPzsnKOYN7qYI0rzGFXkd9tm1cbZVROlojaO7ShGFfk5ojSPeWOKpWhfFmi65WFnTYTKujgeXWNMsZ8JpcHGrQ8alXVxdtZEWFtRy7IVG4lbUrFdZKde31M9atQovvjFL/LFL36RSCTC66+/zksvvcS9995LSUkJp5xyCieffDLz589H0yQNRwghhBCDx6b9YbfXsukwptjf8QOA4oCHilo3VVZ6LUNxIDf2gIvDsnHLgxA90aeFyvLy8jj99NM5/fTTUUrxwQcf8PLLL3PLLbdw8OBBFi9ezMknn8wJJ5xAfn5+Xw5NCCGEEKLPRU0bx3GbLbfqtZyGt/E46bV8WC7sAReubN/yIER39Fv1b03TmDdvHvPmzeO6666jvLycl19+mUcffZTvfe97zJs3j1NOOYVTTjmFUaNG9dcwhRBCCNGLBnvV36DXSL1P6bXcc9m+B1xkZsuDfH9Ftsmallrjxo1j6dKlLF26lHA4zKuvvsrLL7/Mr3/9a0aOHMnJJ5/MKaecwpw5c/p7qEIIIYTooYSteOi9vazYVDWoq/7OGFHg9lr26tJrWQwKsuVBDERZE1Q3VVBQwNlnn83ZZ5+N4zi8//77vPjii3z3u98lHA5z8sknc/LJJ3P88cfj93fuh1EIIUTmDfZVRtE94YTDz9+vZW88TF3cHtRVf4+bUMbIQj+hqEllXXxA91qWzwsBsuVBDExZGVQ3pes6CxYsYMGCBdx4443s3LmTl19+mT/84Q985zvfYeHChaliZ8OGDevv4QohxKAgq4yiu+KWG1BvqTE5GLeIWQ4FfqOx2q+O1dgCqbLOTQ+1lWLZio3cfeHsAXku6brGBXNGc9fqHdREzQHZa1l6EYumZMuDGIiyPqhu6YgjjuCKK67giiuuoLa2NpUm/rOf/Yzx48dz8sknc+qpp3LUUUf191CFEGJAklVG0ROPravkk5DFvoiN0nSp+gtcMm80r247hK3UgOu1LL2IRUuy5UEMRDkXVDdVXFzM5z73OT73uc9hWRbvvPMOL7/8Mtdeey2WZaVWsBctWoTXKx/QQgjRU7LKKHrCcRRPf7ifsOmQsGHikLZXZGFwVf31ewx+ee5Mlq3YiKFpqeCzojaeOibg1RlV5Kc44GXO6KKc6LXctBdxeShKzJTPCzG4tjyIwSOng+qmkj2ulVLYtk1lZSWPPPIIf/7zn1m6dCnf+973+nmEQgiR+2SVUfTEG7uq2R+OU5dwCHo0qfrbRHEwO3otZ3Lfc1/0InaU4vWdNWytjsk+7RwxGLY8iMEnp4PqZJXwF198kddee436+nqUUmiaxsyZMzn11FM55ZRTJBVcCCEyQFYZRU8lq/4mbBiWp6GUoiFhEzUdHKXQNY2gVyffZ6QmywdT1d/+7LWc6X3Pvd2LOG45PLM9wkvlUSJaA7ZC9mnnkIG85UEMTjkXVFdUVPDiiy/y0ksv8e6772JZFkopfD4fJ554Yirle8SIEf091IxJJBKYponH48EwDDyenPu2CSEGAFllFD0VNW1sR6GUImIqth2KYjkKhUIp0DTQ0PAaGiVBL2V53kFZ9bevey33xr7n3uxFXBs1+dZfN/LOjgbCpkPEdohZsk87lwzULQ9i8MqJ6GzDhg289NJLvPTSS2zZsgVw07xLS0tZvHgxp5xyCieccAJ5eXl9Mp733nuPe++9l5qaGurq6vB4PCxZsoTLL78cn8/X4eO3bdvG73//e9asWUNVVRX5+fnMmDGDSy65hNNPP73V8TfffDNPPfVU2ucrKSnhrbfe6tF7EkKIjrRcZeyMwbTKKDqWDKwsBXUJB01T2Mr9nZ6kaRq2o1FlxwnHLYoC7qWKVP3tHb2177m3ehEnx7uusp6KBouEDYUB2aedi7Jly4MQmZDVQfXu3bv50pe+xIEDBwD3l+6ECRM45ZRTOPXUU5k/fz56J/vbZco///lPbrrpJu69917mzp0LwHPPPccNN9zAmjVruO+++zCM9D/0b775JldffTXRaJSysjKGDRvGvn37eP3113n99de58sorueGGG5o9RilFXl4ehYVtVzssLi7O2PsTQoh0kquMAIbWuaB6MK4yivSmDM2jsj6OAiwHNM1N+fboOpoGSoGtFKbjoCkNsAknbPKk6m+v6a19z73Vizg53j2hGLYDowsMSgoCqe0CUtcht/TnlgchMimrg+rx48czd+5cnn/+ec4//3yuvPJKJk2a1G/j2b17NzfeeCPf/va3UwE1wNlnn82aNWt47LHHeOSRR1i6dGna53j11VcZN24c//d//8f06dMBOHjwIDfffDMvvPAC9913H//2b//GrFmzmj3usssu47rrruuV9yWEEJ0R9BoYjRc3dpOVxfZIb1HR1K5qN3DD/Q+vrjUPuDQw0HCUImE7JCyFo6DI75Gqv72gN/c990Yv4mbjtWxG5hv4jfSvL3Udckdfb3kQItP6dpm3G2677TYmTZrEdddd168BNcBDDz1ELBbjs5/9bKv7lixZAsDTTz/d7nPU1NRwww03pAJqgKFDh/KLX/yC0aPd4gsrV65s9biSkpIejFwIIXou2VvUZ0A40bmgWnqLiiTHUTy1oRK/R0cBGripnm1M0Lir1xp24z7ruO1w/uyREhBlWCb2PafTshexUopw3OJAOMH++jgHwgnCcatZ6n9HnxdNx5vv86QNqLszXiGE6ImsD6oLCgq48847+fDDD/t7KKxcuZKSkpI2i6DNmjULwzD4+OOPSSQSaZ9D13WOO+64Vrf7/X5OOukkAOrq6lrd31f7xYUQIp3jJpQxosBPkU8naimiHaRzJ3uLlga9ssooUgGR5Si8OvgMtyhZwnZI2A62cgNsu3GV2nIUGo2Fy3SNI8qC/f0WBpym+56LA51LXiwOeIiZTmrfczrJXsQlAQ+hqMmWAw2Uh2IcaIhzsCHBgYY45aEY2w5FONiQoCFhdfh50ZvjFUKInsjq9O+kyZMnM3ny5H4dQ319Pfv27WPKlClt3h8IBBgyZAhVVVWUl5enHe9tt92W9jWS+4EmTJjQ6j6Px8OaNWtYvnw5O3fupKCggKOPPppLLrmEceP6bo+QUqrdSQOR3UzTbPPvQnTWkulD2VEVoi7hsKc2xtjidnqL1sYIeHSK/AbnzhyGZck5N5it3xvCtB1ils2woE7YVCR0DdsB2wHTPly9WcNdqQawFYws9LN5fx3Hj5caIpkUjiawbAdQGJrWbNU4HY+mAQrbdqiPJtq9Jjh96hDe3FmN7SgabBtdc9P+kzQ0LAdipo3lKHyGTsy0KQ0avPJJFceOL2mWndB8vKSerL1xd2W8YnCRa6LBqzOfdV2VE0F1NqiqqgLclfN0hg4dSlVVFQ0NDd16jU2bNuHxeDjrrLNa3ffHP/6RrVu3Nrvt3Xff5c9//jM/+9nPOO2007r1ml1lWRYbNmzok9cSvWvz5s39PQSRg+b4FFNKPDhKsS9is+NQhKBHo8CrYegatqMIm4qopfAZMNSvMdZvMUM/xIYN1f09fNGPtu8OE4lEUY7CaxiM9GnUJRzqEwqLlsEWeHQIGBr1piIei7Ft1x42BEL9M/gB6lBVA4l4DMdRNMRiaHbHCYwNCQfHUSTiMaqrKtmwoXV2HUDCVjy/PoRl2yjc76+t3BTJZJxsK4XdJOElbjvURRO8ua2Kd3ceYEhA55RxQc6cEMRnaM3GG4nHKfC6443FYj0erxjc5JpI9FTWp39ni2RKdns9ov1+t2VEd2ZBP/roIz744AO+/OUvt5lenpeXx/Lly1m/fj0vvvgi3/ve9ygoKCAajfKd73wnVSFdCCF6k8/QuH5+MdNKvYzO9zA0qGMrxYGow74GmwNRN413aFBndL6HI0u9XDe/GF8Hex/FwOc3NLQmwZSuQYlfZ2yBhxF5OqV+gxK/++eIPPf2oEdDww3CAnIOZdykYk+X6ySETXfCzNA1JhWnvyb6164o22stFO7Fpk8Hrw5obnBtqeYTKQCOgqit2BO22Ru22Fln8ZctDfz4nRDhhNOr4xVCiJ6QT5dOsiwLANtOv4cw2d6rq/ufTdPkhz/8IQsXLmTZsmWt7r/44os58sgjCQbd/WRjx47l8ssvZ8GCBXz+858nEonw7LPPcvnll3fpdbvD4/E0K7ImcotpmqnZ2KOOOgqv19vPIxK5JnkOfW9hCRvMEv720cHUPtmmvUVHFvo5f9YIPj9nFH6PzN8KqCus4V8Vm8mLRwgnHAq87tYpTdNI91vzUChGnk+nID/IafOPZLbsy8+omY7iqfK1xAmzrz4OHl+7xcqipk3ciTKyMMDE4QVcetK8NovHOY7ipvfXktA82MpmytAgUcuhJmph2Q6OUpi2W9m9aWjs0d0WSyML/NTFLarjFhEbfDEPv9+h8+sl83iqfF1qvHFb4Te01HnU3fGKwUmuiQavjz76KBXbZYoE1Z3k8/kACIVCaY+Jx+MAaftJp3PTTTfhOA6//e1v2/yBbtq+q6lZs2Zx4oknsmrVKnbu3Nml1+wuTdNSXwuR27xer3wvRbf5DI3L547nq8dOlt6iolMWTxnOqKKdhKImFbUx4rYiqGltBkPQWOguYTOqyM/ooiCfmTw8K84px1G8sauaTfvDRE2boNdgxogCjptQlhXj66qL5o7hrtU7CMUs9tbGGVuSvk7C3to4Aa9BSdDHRUePIRDwt/mcq3ccoqohQShmUeD3kO/3ku+HoXl+wgmLAw0J6mMWqjGk9hs6luP+SynwGBrjS4OpXtN7amN4dJ2/fnTw8HijFvsbLEbkG22eR10ZrxByTTS4pPu90xMSVHdSWZnbN6+tytxJ4XAYr9fLqFGjOv28P/3pT/nkk0/44x//2OVgHGDq1KmsWrVKqoMLIfqF9BYVnaXrGhfMGc2dr23jYBj2N9j4/TZ5vtaXIslgKuDVKQ54uWDOqH4PWOOWzfK1FTy5viJtdsYFc0ZzybzR+D2505P9knmjeXXbIWylKA9F2VkdJd9vUBzw4NV1TMehNuZW5g54dcaVBJkzuoiL541O+5xNq3SPKW4SyGqQ7zPYV6/QNQ1bKfyGjq5pGLpbrE6hiFoOBf62e00/dtl8Xt12CMtx2HkoTEXYpt6KURzs/niFEKKnJKjupDFjxhAMBgmFQsTj8dT+6ab27dvHtGnT2t133dSdd97JunXr+MMf/tBuAbT2JKsVLlq0qFuPF0IIIfrKJfNG8/LWKhoiUfZFbHbVRMn3e3oUwPWF2qjJshUbWV9ZR23MpCZqEjMPVysPeHVCUZO7Vu/g1W2H+OW5MykO5kYqqd9j8MtzZ7JsxUYMTUu9v4raeOqYgFdnVJGf4oCXOaOL+OWSme1OHERNG8dxV6E9evPtHw0JG9NWWMoNrPXGFaPUlIki9Vho3Wv6/b11/PLcmXzr6fUkYjHCpkPEVj0arxBC9JQE1Z2k6zqLFi1i1apVbNiwgQULFjS7f9u2bcRiMc4555xOPd+dd97JBx98wP33308gEGjzmFAoxCuvvMK5556b9nm2bt3KUUcdxYknntj5NyOEEEL0A7/H4GfnHMW/P1yDrmkkNA+hmJXVAVHcslm2YiNrK2opD0WJmQ4FfoMxxX48uo7VOBFQWRenJmpiK8WyFRu5+8LZGRt3b6ecFwe93H3hbB5dW8GT6yuprI+1WokfVRjggjmjuLgTK/FBr5Eal+U4wOHjo6a7Gq2UahZwp8JojVbvqTjgoaI2nuo1ffzEMu46bya/ePYdXiyPEtH82I3BeHfGK4QQPSVBdRdceumlrFq1imeeeaZVUL1y5UqGDBnCeeedB4DjONxyyy1s27aNW2+9tVnf6uQK9d13393m/g2lFLZtU1JSwvLly1m0aBEjR45sddyWLVvYvHkzDz74YKpImhBCCJHNigNevrewhOd3RXmn1sv+cKJHAVxvW762gvWVdZSHoli24oiyYIs9xwZFAW8qZb08FMXQNB5dW8GXF47r0Wv3Zcq532Pw5YXjuOxTY3tcJ2HGiAI8ukbAq1MbsygKHF61d5Qi2SK26bZG21FomoaGRrBFcUNv4zWO4ygipt04Xp1zJuVx9sQgDcXj2HooJnUdhBD9RoLqLli8eDFLlizh8ccfZ+HChalV6Q8//JCHHnqIn/70p6m915s2beKxxx4D4M9//jM//OEPAfjVr37Fb3/7W0pKSjj55JObPb9Simg0SjQa5Rvf+AbXXnstF110Ed/+9re56aabmDlzZurYd955h9/+9rc88MADTJ06tS/evhBCCJERPkPjnEl53DhzFu9VNmRtoTvHUTy5voLamJvu3TqgPqyt/b+XfWpst99Hf6WcZ6JOwnETyhhZ6CcUNamsi6dW1wF07XBrNaUAzQ20HaXw6jpeQ6OgxT5703FSY8tr8fXXNY3jJpRy0lQpMiWE6D8SVHfR7bffzuzZs7nnnnu48847GTp0KKWlpdx3333Ngt4pU6Ywf/58duzYwRlnnAHA888/z29/+1ug/SricLiF19lnn83bb7/N17/+dbxeL1OmTKGoqIj58+dzzz33SKVCIYQQOSvbC929sauaffVuWneB32i33RS03v/75q6abr23bEg574lkUbq7Vu+gJmqyJxRLVRUPenU03GrdtlJoChK2g6ZpGLpGadDbZIO1qzZmEfDqeHSNGSO6XtRVCCF6mwTVXaTrOkuXLmXp0qXtHhcIBFi+fHmz28444ww+/vjjDl8jkUikSr0Hg0Fuv/327g9YCCGEEN2Stop1O9ra/9tV/ZlyninpqooX+Q10DXTAdBR2Yzq7z9AIenXK8pqvtkdNm4a421ptVGGAY6VXuRAiC8lG3Czk8/mkAb0QQgjRz9qrYp1OW/t/u6Jlynm6vtFwOOU8ZjqplPOmlbP7U7Kq+LzRxRxRmseoIj+2o6isS5CwHSxHpRakvY1p3eNKgs36x2ZjazUhhGiLrFQLIYQQQrShvSrW6bS3/7cz+ivlvDekqypu2Q4VdXFilu0WX2tsrxVOWFndWk0IIdKRoFoIIYQQog3tVbFOp6f7f/sr5by3pKsqrgH/+vgA++pj1MWsHvfGFkKI/iRBtRBCCCFEG9qrYt2WTOz/7Y+U877QVlG6rx87IWO9sYUQoj9JUC2EEEII0Yb2qli3lKn9v/2Rct5fMtkbWwgh+pME1UIIIUQOcBzFG7uq2bQ/nFoxnTGigOMmlEng0YvSVbEuDnh6Zf9vf6Sc97dsb60mhBAdkaBaCCGEyGJxy2b52gqeXF/Bvvp4qxTZkYV+LpgzmkskRbZXJKtYL1uxEUPTqI2Zvbr/tz9SzoUQQvSMBNVCCCFElqqNmixbsZH1lXWpYC5mOqn7A16dUNTkrtU7eHXbIX557kyKg9KSMdPSVbHujf2//ZFyLoQQomckqBZCCCGyUNyyWbZiI2sraikPRYmZDgV+gzHFfjy6jtWYdlxZ57ZfspVi2YqN3H3hbFmx7gV9uf+3r1POhRBC9IwE1UIIIUQWWr62gvWVdZSHoli24oiyYIvVSoOigDe1WlkeimJoGo+ureDLC8f127gHur7Y/9vXKedCCCF6RoJqIYQQIss4juLJ9RXUxtx079YB9WFBr8HYkgA7q6PUxkyeXF/JZZ8aK2nAOa4vU86FEEL0jATVQgghRJZ5Y1c1++rdtO4Cv9FuoSpwA+t8v0FN1KSyPsabu2qkkvIAIC2nhBAiN0hQLYQQQmSZTfvDWI4iZjqMKfZ36jHFAQ8VtW518E376yWoHkCk5ZQQQmQ3vb8HIIQQQojmoqaN4ygAPHrnflV7G49zHEXEtHttbEIIIYRoToJqIYQQIssEvUYqrddynA6OdpmNx+m6Rl4H6eJCCCGEyBxJ/xZCCCGyzIwRBXh0jYBXpzZmURTouPd0bcwi4NXx6BozRhT2wSiFGFgcR/HGrmo27Q8TNW2CXoMZIwo4bkKZ7F0XQrRLgmohhBAiyxw3oYyRhX5CUZPKunjqAj+dqGnTELcZVeRnVGGAYyeU9uFohchtcctm+doKnlxfwb76eKsq6yML/VwwZzSXSJV1IUQaElQLIYQQWUbXNS6YM5q7Vu+gJmqyJxRjbEmgzcA62ac64NUpDni5YM4oWVUTopNqoybLVmxkfWVdqh94zDy85SLg1QlFTe5avYNXtx3il+fOpDjYceaIEGJwkaBaCCGEyEKXzBvNq9sOYStFeSjKzuoo+X6D4oAHr65jOg61MYuGuE3AqzOuJMic0UVcPG90fw9diJwQt2yWrdjI2opaykNRYqZDgd9gTLEfj65jNf6MVda57e1spVi2YiN3XzhbVqyFEM1IUC2EEEJkIb/H4JfnzmTZio0YmpZaRauojaeOCXh1RhX5KQ54mTO6iF8umSkX+0J00vK1FayvrKM8FMWyFUeUBVtkgxgUBbypbJDyUBRD03h0bQVfXjiu38YthMg+ElQLIYQQWao46OXuC2fz6NoKnlxfSWV9rNV+z1GFAS6YM4qLZb+nEJ3mOIon11dQG3PTvVsH1IcFvQZjSwLsrI5SGzN5cn0ll31qrGyzEEKkSFAthBBCZDG/x+DLC8dx2afG8uauGjbtrydi2uR5DWaMKOTYCaVycS9EF72xq5p99W5ad4HfaLcQILiBdb7foCZqUlkf481dNRw/sayPRiuEyHYSVAshhBA5QNc1jp9YJhfyQmTApv1hLEcRMx3GFPs79ZjigIeKWrc6+Kb99fKzKIRI0ft7AEIIIYQQQvSlqGnjOAoAj965y2Fv43GOo4iYdq+NTQiReySoFkIIIYQQg0rQa6S2TViO08HRLrPxOF3XyOsgXVwIMbhIUC2EEEIIIQaVGSMK8OgaAa9Obczq1GNqYxYBr45H15gxorCXRyiEyCUSVAshhBBCiEHluAlljCz0Uxr0Eo7bRDtI546aNg1xm9Kgl1GFAY6dUNpHIxVC5AIJqoUQQgghxKCi6xoXzBlNccBLwKuzJxRLG1gn+1QHvDrFAS8XzBklFfeFEM1I9W8hhBBCCDHoXDJvNK9uO4StFOWhKDuro+T7DYoDHry6juk41MYsGuI2Aa/OuJIgc0YXcfG80f09dCFElpGgWgghhBBCDDp+j8Evz53J9HgREgAAHIZJREFUshUbMTSN2phJTdSkojaeOibg1RlV5Kc44GXO6CJ+uWQmfo8UKRNCNCdBtRBCCCGEGJSKg17uvnA2j66t4Mn1lVTWx7AcheModF3Do2uMKgxwwZxRXDxvtATUQog2SVAthBBCCCEGLb/H4MsLx3HZp8by5q4aNu2vJ2La5HkNZowo5NgJpbKHWgjRLgmqhRBCCCHEoKfrGsdPLOP4iWX9PRQhRI6R6t9CCCGEEEIIIUQ3SVAthBBCCCGEEEJ0kwTVQgghhBBCCCFEN0lQLYQQQgghhBBCdJME1UIIIYQQQgghRDdJUC2EEEIIIYQQQnSTBNVCCCGEEEIIIUQ3SVAthBBCCCGEEEJ0kwTVQgghhBBCCCFEN0lQLYQQQgghhBBCdJOmlFL9PQiR/d5//32Sp4rX6+3n0YjuUkphWRYAHo8HTdP6eUQi18g5JHpKziGRCXIeiZ6Sc2jwMk0TAE3TmD9/fkae05ORZxEDXtO5l+SJKHJb8heJEN0l55DoKTmHRCbIeSR6Ss6hwSmTa8sSVItO0XUdx3HQNA2PR04bIYQQQgghRO6xLAulFLqeuZ3Qkv4thBBCCCGEEEJ0kxQqE0IIIYQQQgghukmCaiGEEEIIIYQQopskqBZCCCGEEEIIIbpJgmohhBBCCCGEEKKbJKgWQgghhBBCCCG6SYJqIYQQQgghhBCimySoFkIIIYQQQgghukmCaiGEEEIIIYQQopskqBZCCCGEEEIIIbpJgmohhBBCCCGEEKKbJKgWQgghhBBCCCG6SYJqIYQQQgghhBCimySoFkIIIYQQQgghukmCaiGEEEIIIYQQopskqBZCCCGEEEIIIbpJgmohhBBCCCGEEKKbJKgWQgghhBBCCCG6SYJqIYQQQgghhBCimySoFkIIIYQQQgghukmCaiGEEEIIIYQQopskqBZCCCGEEEIIIbpJgmohhBBC9CqlFNu2bevvYYgcZts2f/3rX/n3f/93vvWtb1FbW9vfQxJCiBRNKaX6exBCiL7x3nvvce+991JTU0NdXR0ej4clS5Zw+eWX4/P5+nt4Igu8/vrrPPTQQ2zatImamhrKyspYuHAhX/3qV5k+fXqr47ds2cJvfvMb9u7dSzweJx6Pc+aZZ/K1r32NwsLCfngHItt8/PHHXHvttViWxUsvvdTqfjmHREfeeOMNbrnlFqZPn863v/1tJk2a1OqYiooK7rzzTrZs2YLjONTW1nLSSSdx1VVXMXz48H4YtcgGf/vb33j88ccJh8NomkZ9fT3HH388V111FSNHjmx2rHwWiR5RQohB4R//+IdauHChWrt2beq2Z599Vk2fPl1dccUVyrKs/hucyAq/+93v1LRp09SRRx6pFi9erI4//ng1bdo0NW3aNDVjxgz14osvNjv+vffeU/Pnz1crV65M3fbWW2+pefPmqXPOOUc1NDT09VsQWcayLHX++eeradOmqZNPPrnV/XIOiY787Gc/U3PmzFHPPvts2mN27NihFi1apB555BHlOI5SSqnNmzerE044QZ1wwgmqqqqqr4YrsoTjOOqGG25Qp556qtq8eXPq9j179qjPfe5zrc4L+SwSPSXp30IMArt37+bGG2/kqquuYu7cuanbzz77bC688EJef/11Hnnkkf4boMgKzz//PGeddRavvvoqq1atYvXq1axYsYJJkyZhWRbf//73icfjAITDYb7xjW9w3nnncdppp6We45hjjuHrX/86W7Zs4Ve/+lV/vRWRJR544AFKSkravE/OIdGRW265hd///vfcfffdnH322W0e4zgO11xzDXPnzuXSSy9F0zQAjjzySG688Uaqqqr47//+774ctsgCzzzzDH/729/4z//8T4488sjU7WPGjOGWW26hqqqKxx57DJDPIpEZElQLMQg89NBDxGIxPvvZz7a6b8mSJQA8/fTTfT0skWXC4TC33nprs1TJo446il/96lfouk51dTXvvfceAE888QTV1dXtnlMrVqzAtu2+GbzIOjt27OC1117jyiuvbPN+OYdEe5566imWL1/Otddey3HHHZf2uBdffJFt27a1eR6dccYZBAIBXn75ZWpqanpzuCLLrFy5EoDx48e3um/mzJkAHDp0CJDPIpEZElQLMQisXLmSkpISRowY0eq+WbNmYRgGH3/8MYlEoh9GJ7JBIpFgwYIFFBUVtbpv2rRpqT2MyeJAzz//fOq+lkaNGsXw4cOpqalhz549vThqkc1+9KMfccstt6DrbV9qyDkk0olEItx+++0MGzaMr3zlK+0e29555PP5mD59OpZl8dFHH/XKWEV2siwLgDfffLPVfXv37gXg+OOPB+SzSGSGBNVCDHD19fXs27ePoUOHtnl/IBBgyJAh2LZNeXl5H49OZAufz8f//u//pr0/mVJ5xBFHALB161aCwSAFBQVtHj9mzBgAdu3aldmBipzwxBNPMG/ePCZPnpz2GDmHRDpPPvkkoVCIM888s8Mimlu2bAFg2LBhbd4v59HgdOyxxwLw85//nEceeQTHcQC3E8Gvf/1r/t//+3+pVG/5LBKZ4OnvAQgheldVVRVA2l8WAEOHDqWqqoqGhoa+GpbIIZFIhJ07dzJ16lSmT59OLBajrq4u7UUskJrECYfDfTVMkSWqq6t5+umn+cMf/pD2GDmHRHtefvllAI4++mjeeOMNli9fzt69ewmHw0yaNIlLLrmExYsXA3DgwAEg/e84OY8Gp4svvphXX32V1157jVtvvZXly5fz1a9+lVdeeYW5c+dy+eWXA/JZJDJHVqqFGODq6uoA8HjSz6H5/X4ASf8WbXr88ccxTZMbbrgB6No5ZZpm7w9QZJXbb7+dZcuWtbvCKOeQaM/atWsB+N3vfsfu3bv5+c9/zlNPPcVtt93Gxx9/zNe+9jUeeughoONzSc6jwcnn83HPPfekfm9t3bqVG2+8kZUrV7J9+3b2798PyGeRyBwJqoUY4JL7itorsJHc85iXl9cnYxK5Y8+ePdx5551cddVVnHTSScDhcyr5Z1vknBqc3n77bTRNY8GCBe0eJ+eQSCccDhOJRAD49re/zcUXX5yaoFmwYAF33HEHAL/4xS+oq6vr8FyS82jwWrNmDf/4xz/4zW9+w5NPPslnP/tZbNvmscce4+yzz+bdd9+VzyKRMRJUCzHAJS9GQqFQ2mOSbZIKCwv7YkgiR4TDYa655hrOOussli1blro9eU4lZ/jbkjyn2tt2IAYWy7L4+c9/nloZao+cQyKdpim2yUJSTR199NFMmzaNaDTKBx98kDqXkkUUW5LzaHB65ZVXuPrqq/nBD37AaaedxqxZs/jFL37B008/zfTp0wmHw9xwww3yWSQyRvZUCzHAlZWVAe3/wgiHw3i9XkaNGtVXwxJZLh6Pc/XVVzN37txWPV6Li4sxDIN4PE4sFiMQCLR6fHJ//oQJE/pkvKL/PfbYY2zZsoUvfelLzW6PxWIA7N+/n3/7t38D4Otf/7qcQ6JNwWAw9fdk2m1LEydOZMuWLdTV1TFkyBAqKirS7ouV82jwsSyL//7v/+bTn/408+fPb3bfUUcdxYMPPsiZZ55JZWUlFRUV8lkkMkJWqoUY4MaMGUMwGCQUCqVmW1vat28f06ZNa3dPkRg84vE411xzDTNmzODWW29NVf5O8nq9qd6f+/bta/M5KisrKSkpkYmaQeTJJ58kEomwY8eOZv9XVlYC7oVu8rba2lo5h0SbiouLKS4uBkjte01nyJAhqXZ/7Z1HHo+nzXZJYmDauXMne/fuZerUqW3eX1xczKJFiwA3pVs+i0QmSFAtxACn6zqLFi3Ctm02bNjQ6v5t27YRi8U455xz+mF0ItskA+rZs2fzve99L+1xxx13HADr1q1rdV84HGbXrl2cc845rQJyMXA99dRTfPzxx63+TxaUGjNmTOq2yy+/XM4hkdYxxxwDwCeffNLm/Tt27CAvL4+5c+e2ex4BbNq0iRNPPDEVqIuBL7k/Ork3vy0NDQ0MGzaMCRMmyGeRyAgJqoUYBC699FIAnnnmmVb3rVy5kiFDhnDeeef18ahEtkkG1PPmzeM//uM/2jzGtm0cx+Hiiy9G1/U2z6mXX34Zj8fDF7/4xV4escgFydTJlsUS5RwS6Vx22WWAO1HT0kcffcSWLVu44oorCAaDnHfeeeTl5fHss8+ilGp27Pvvv091dTVf+cpX+mTcIjtMnjyZ4cOH88orr7TZ1aSqqoq3336ba665Bq/XK59FIiMkqBZiEFi8eDFLlizh8ccf5+9//3vq9g8//JCHHnqIn/70p6m912JwisViXHPNNaxevZrly5dz/PHHN/v/05/+NHPmzGHGjBm88847TJs2ja9//eu89tprPPDAAziOA0B5eTl33HEHN910UyotUwxuyfTvmpqaZltQ5BwS6SxatIirrrqKf/3rX/zxj39M3b53716++93vctZZZ3HNNdcAbgr4f/3Xf/HJJ59w2223pYKo6upqfvSjH/GNb3wjtfItBgev18uPfvQjqqqquP7666murk7dt337dq655houu+yy1IKDfBaJTNBUy2k9IcSA5DgOf/rTn3j88cdJJBIMHTqU0tJSrr76ambOnNnfwxP97Ec/+hEPP/xwp479/e9/n6rKu2LFCh566CFqa2sZPnw4+fn5fOUrX+HYY4/tzeGKLLd161a+//3vY1kWW7duTQU6paWljB49mqVLl6ayY+QcEuk899xzPPjgg1RVVTFixAi8Xi+XXXYZZ5xxRqtjX3nlFe677z4qKioYMWIEfr+fL3zhC5x11ln9MHKRDbZu3co999zD+++/T0lJCYWFhQwbNoxLL720VQEzkM8i0TMSVAshhOgUpRSJRAKv15vq2ymEEEIIMdhJUC2EEEIIIYQQQnSTLDUIIYQQQgghhBDdJEG1EEIIIYQQQgjRTRJUCyGEEEIIIYQQ3SRBtRBCCCGEEEII0U0SVAshhBBCCCGEEN0kQbUQQgghhBBCCNFNElQLIYQQQgghhBDdJEG1EEIIIYQQQgjRTRJUCyGEEEIIIYQQ3SRBtRBCCCGEEEII0U0SVAshhBBCCCGEEN0kQbUQQgghhBBCCNFNElQLIYQQQgghhBDdJEG1EEIIIYQQQgjRTRJUCyGEECLjqqursW27v4chhBBC9DoJqoUQQoh+5DgOP/vZz1i4cCGf/vSnCYfD/T2kbqmsrOQvf/kLP/7xj7nooos4/vjjqays7O9htevQoUO88MILXH/99VRVVfX3cIQQQuQoCaqFEEKIfuI4Dtdffz1PPvkkuq5TU1OD4zgAPPzww8ybN4/bb7+9n0fZOaFQiL1797Ju3TrWr1+feh/Z6P333+e4447juOOO4xvf+AZ///vfSSQS/T0sIYQQOUqCaiGEEKKf3HzzzYwePZo33niDt956i9/85jcEAgEAHnvsMSKRCI8++mi7z9FRMGiaZp8EuNOnT2fZsmVceeWVvf5aPTV//nxWr17NQw891N9DEUIIMQBIUC2EEEL0gyeeeIK//OUvLF26FE3TADjttNPw+XwAfOELXyAvL49LLrmkzcevXr2aK664gjvuuKPN+xOJBE888QTnnHMOr732Wq+8h7bk5eX12Wv1hK7rjB49ur+HIYQQYgDw9PcAhBBCiMHGtm1+85vfADB06NA2j7nsssu47LLL0j7H9ddfTygU4vjjj2/z/p07d/L9738fgNLS0h6OuPN0PXfm65OTGUIIIURP5M5vPiGEEGKA2LlzJxUVFQAYhtGt50iuaKdbGU7eD5Cfn9+t1xBCCCFExySoFkIIIfpYTU1Np49VSrV5ezIYbxo8t3V/e8eIjiUSCV5//fV2j9m2bRu7d+/uoxEJIYTINpL+LYQQQvSxdP2bbdtG13XKy8vZtGkTK1euZOvWrfztb39rdWwydbkz6dbtpTknEgmWL1/O3/72N/bs2YPjOEybNo2LL76Yz33uc2kfF4/HWb58OX/961/ZvXs3gUCAyZMnM2HChA7H09JFF13Ehg0bmk0g5Ofnc88997Bw4UIAvvnNb/Lyyy9jWRYAXq+XRx55hKOPPhqAWCzG3/72N5577jkqKyupqKhg2LBhnHzyyXzzm9/sUgr8e++9x/r169mwYQOvv/46I0aMaPY9qK+v58UXX2TLli288847bNiwgbvuuovx48e3eq6ufn13797N/fffz+rVq2loaMDj8TBr1ixOP/10lixZIhMkQgiRhWSlWgghhOhDv//97/nRj36U+neytdOnPvUpHnjgAe677z6++tWvsmzZMv7+97+36lt9zz33cOmll6bSx3/yk59w/PHHc/zxx3PBBRdQXV3Nbbfdxle/+lXADag///nPp4753//939Rzvfvuu5x11lns2bOHe++9l7feeosnnniCYDDIDTfcwPe+970238MLL7zAFVdcwRFHHMGTTz7Ju+++y69//Wscx+Hxxx/v8tfk8ccfb9Y67IYbbuD9999PBdQAd911F++//z7BYJB58+bx3nvvpQLqcDjMySefzN69e7njjjv417/+xYsvvshxxx3Hn/70Jy666KIu9f8uLy8nFAqxZs0aQqEQRUVFze5vaGigvLyc3bt3s379epRSbabYd/Xr+8477/C5z30Oy7J4+umnU8eXlZXx/e9/n7Vr13b6PQghhOhDSgghhBB9as2aNWratGlq2rRpqry8vM1jvv/976tp06apk08+udntDQ0NSimV9vGmaap4PJ56jZaPT1q3bp2aOXOm+s53vtPqvng8rhYvXqymTZum/vGPfzS779Zbb1UzZ85U27dvb/U427bVf/7nf3b43tpi27Y65ZRT1LRp09R3v/vdNo/Zvn27mjZtmlqzZk2z2w8dOqSOP/54lUgkWj3mkksuUdOmTVO//e1vW91XXl7e7livu+46NW3aNPWlL32pzfHs2LEj9fiWY+rO1/fMM89UJ5xwgjJNs9VjLrzwwlavIYQQIjv8//buNCSq7wHj+DNmUk2bY4VtkEoE0b6ZhlHRAkplUNkCKtGGhEgWFURFWZHZRm+CsKDNkJgIEQuHaEqQESMYwSIKC7XFYsjSstGc3wvxkjqWXv/1L/p+Xg33nHvm3PPuuefcc5ipBgDgDxQSEuL3+s+OrAoMDOzSEuETJ06osbFR8fHxHcqCgoIUExMjScrLyzOuOxwOXblyRbGxsQoLC+twX0BAgN/2uiIgIEAJCQmSpMLCQn358qVDnYKCAk2dOlWRkZFtrgcHB+v69evq3bt3h3vmzZsnSXK73d3uk7/2vhcY2PlXdN0dX4/Ho4qKCg0cONBvu7Nnz1bfvn270XsAwO9CqAYA4A/0o8DWUx6PRy6XS5I0atQov3Vaj/p6+fKlce3q1auS1CHU/q+sXLlSQUFBqq+v1+3btzuU37p1S1u2bOlw3WKxdHiOr1+/yu12G/3vzvLvnjIzvn369FFgYKCePXumCxcuyOv1tqmfnp6uSZMm/cJeAwDMYqMyAAD+MeXl5camYCtWrFCfPn061PF6vbLZbEYobGpq0sOHDyVJQ4cO/SX9stlsWrJkifLy8nTjxg2tWLHCKCstLZXFYjFmntvz+XxyuVxyOBxyuVzyer2aMmWK3xnvX83M+Pbr108JCQm6evWqjh07prNnz2ratGmaOXOmoqOjNXHiRM7VBoA/FKEaAIB/zPdHet24ccPvUu72Pnz4oK9fv/60XnNzc4/6tnbtWuXl5am0tFQvXrzQmDFjjH4mJSX5DZZ1dXXatm2bXC6X1q9fr9OnTysiIkKSZLfbdefOnR71qbvMjK8k7d69W0OGDJHdbldlZaWKiopUVFSkU6dOaeTIkTp06JDmzJnzq7oNADCJ5d8AAPxj+vfvb/z2eDxduuf774urq6s7rff582fzHZM0ffp0jRs3TpKMncQ/fvyo4uLiNjPX38vKylJxcbE2btyovXv3GoG6p1pnm32dnBXeGTPjK7V8a52SkiKHw6F79+7p5MmTWr16tQYPHqzq6mqlpqb+1mXsAICuIVQDAPAX+1ng81f+/XnKZWVlXfqfQYMGGcdGOZ3OTus9ffq0S+39yLp16yS1zDI3NjbKbrcrNjbW7zLqpqYm4wzpuLi4Hv93+7alljOw/elsabmZ8ZWkkpIS4/fw4cMVFxenQ4cOqaCgQKGhoaqrq9Pz58+73B4A4PcgVAMA8Bdrv6FVV8ojIiI0duxYSVJ+fn6X/6t1x2qn09kmALaqr69Xbm5ul9vrzNKlS2W1WuXxeFRYWKicnBxjZ/D2PB6P6uvrJUnfvn1rU9bQ0CC73W66H627qFdVVfld1n7u3Dm/95kZX5/Pp+PHj/sts9lsxpncNputS+0BAH4fQjUAAH+h1uXYDx48+GH5+/fvVV5e3qE8LS1NUstRU5cvX/bbhs/na/N98IYNGxQQEKDm5malpKSooKDACJtVVVVKTU1t881vd5dNt7JarVq2bJkk6fDhwxo+fLjxbXV7wcHBxrNmZ2cbLxEeP36srVu39mhTtfDwcEkt30ifOXPGaLumpka7du3q9Ngzqfvj6/V69fTpU7/Lu71er8rLyzVr1iyNHj3a9PMAAH4NQjUAAL/Z27dvjd9VVVV+67x7905SS6Dzt0HY+PHjJUmZmZnavHmzduzYoSNHjhjlYWFhxrnGiYmJSktLU2pqqm7evClJWrhwoXbs2KFevXopIyNDGRkZqqyslNQS4pxOpxITE1VRUWG0OXnyZO3cuVMWi0WfPn1SWlqaIiMjNX/+fMXHx2vz5s1avHixUb87S5/bW7NmjaSWlwKdzVJLLS8PWpd95+fnKzIyUjExMUpLS9O+ffs0a9YsSVJlZaXevXvXJui3jrEkvXnzpkPby5Yt08CBAyW1zErPnj1bc+fOVUxMjMLDw5WcnGzUff36dZt7uzu+1dXVamhoUHp6ulGvtd/p6ekKCAjodCYbAPD/ZfGZfY0MAAC65e7du9qzZ48+ffpkLFW2WCyyWq2Kjo7W2bNnlZWVpdzcXNXW1hr39evXTyEhIXI4HMa1ly9favfu3XK73erbt6+ioqJ08OBBBQcHG3WcTqcyMjL06tUrBQcHa/ny5dq+fbt69epl1CkrK9O1a9dUUlKimpoahYSEKDQ0VFFRUVq1apVGjBjR4TmKi4t18eJFud1uff78WWFhYTpw4ICmTp2q+/fva9OmTW36fv78ec2YMaPb4xUfH6+amho5nc42G6W1V1dXp1OnTqmwsFC1tbVatGiR9u/frwEDBignJ0cHDhww6qanp2vu3LlKSkpSfX29GhsbJbWEc6vVquzsbE2YMMGo/+TJE2VmZurRo0fy+XwKDw/Xxo0bFRsbq2fPnhmBPjAwUP3799fRo0e1YMGCbo9vbW2tLl26JLfbrefPn6uhoUHNzc0aNmyYFi9erOTk5DYboAEA/hyEagAAAAAATGL5NwAAAAAAJhGqAQAAAAAwiVANAAAAAIBJhGoAAAAAAEwiVAMAAAAAYBKhGgAAAAAAkwjVAAAAAACYRKgGAAAAAMAkQjUAAAAAACYRqgEAAAAAMIlQDQAAAACASYRqAAAAAABMIlQDAAAAAGASoRoAAAAAAJMI1QAAAAAAmESoBgAAAADAJEI1AAAAAAAmEaoBAAAAADCJUA0AAAAAgEmEagAAAAAATCJUAwAAAABgEqEaAAAAAACTCNUAAAAAAJhEqAYAAAAAwCRCNQAAAAAAJhGqAQAAAAAw6T8fm/EKzzDDPQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 291, "width": 490 } }, "output_type": "display_data" } ], "source": [ "#######################################################\n", "scorehats = lm2.fittedvalues\n", "std_resids = lm2.resid / np.sqrt(lm2.scale)\n", "sqrt_std_resids = np.sqrt(np.abs(std_resids))\n", "# sns.regplot(x=scorehats, y=sqrt_std_resids, lowess=True)\n", "\n", "# FIGURES ONLY\n", "ax = sns.regplot(x=scorehats, y=sqrt_std_resids, lowess=True)\n", "ax.set_ylabel(r\"$\\sqrt{|\\text{standardized residuals}|}$\")\n", "ax.set_xlabel(\"fitted values\");\n", "\n", "filename = os.path.join(DESTDIR, \"sleep_scores_scale-location_plot.pdf\")\n", "savefigure(plt.gcf(), filename)" ] }, { "cell_type": "markdown", "id": "cbc2f3ca-a147-4eef-8a94-eb9f7d6af2c9", "metadata": {}, "source": [ "#### Breusch-Pagan homoskedasticity test \n", "\n", "https://en.wikipedia.org/wiki/Breusch-Pagan_test\n", "\n", "Idea: \n", "\n", "Lagrange Multiplier test for heteroscedasticity" ] }, { "cell_type": "code", "execution_count": 46, "id": "9a5527ad-2d78-4c0b-9354-bca5c302b532", "metadata": {}, "outputs": [], "source": [ "# lm2.model.exog[0:3]" ] }, { "cell_type": "code", "execution_count": 47, "id": "b0ba4fee-ab17-4db6-9709-531e2453052c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(6.254809752854315, 0.09985027888796541)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm, p_lm, _, _ = sms.het_breuschpagan(lm2.resid, lm2.model.exog)\n", "lm, p_lm" ] }, { "cell_type": "code", "execution_count": null, "id": "e071c31f-a95a-43b5-bf71-af77f0737ac3", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "6d20a5aa-4736-44c7-b7bc-37260ce10d84", "metadata": {}, "source": [ "#### Goldfeld-Quandt homoskedasticity test\n", "\n", "https://en.wikipedia.org/wiki/Goldfeld-Quandt_test\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "fa1aea1b-5b93-4b08-99ab-2c71b1d95b05", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.5346515257083702, 0.03369473000286662)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# sort by score\n", "idxs = doctors.sort_values(\"alc\").index\n", "\n", "# sort by scorehats\n", "idxs = np.argsort(lm2.fittedvalues)\n", "X = lm2.model.exog[idxs,:]\n", "resid = lm2.resid[idxs]\n", "\n", "# run the test\n", "F, p_F, _ = sms.het_goldfeldquandt(resid, X, idx=1)\n", "F, p_F" ] }, { "cell_type": "code", "execution_count": null, "id": "b6f4baae-655d-440f-8020-f440d13c0c1f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "36176ec3-a493-4941-9057-88048899ddd6", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "e934edd1-fa49-451c-b229-650f1ae85f23", "metadata": {}, "source": [ "### Collinearity checks" ] }, { "cell_type": "markdown", "id": "d898eceb-947e-40d2-a5d9-7f32cc6cffc7", "metadata": {}, "source": [ "#### Check the correlation matrix" ] }, { "cell_type": "code", "execution_count": 49, "id": "e0fe384a-a351-49b8-8b50-47fe68f8513e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
alcweedexrc
alc1.00000.04220.0336
weed0.04221.00000.0952
exrc0.03360.09521.0000
\n", "
" ], "text/plain": [ " alc weed exrc\n", "alc 1.0000 0.0422 0.0336\n", "weed 0.0422 1.0000 0.0952\n", "exrc 0.0336 0.0952 1.0000" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corrM = doctors[[\"alc\", \"weed\", \"exrc\"]].corr()\n", "corrM.round(4)" ] }, { "cell_type": "markdown", "id": "dfa77212-8dea-4804-a8a6-2b79451205a7", "metadata": {}, "source": [ "Recall that the correlation coefficient $r_{\\mathbf{x}_1,\\mathbf{x}_2}$\n", "between two variables $\\mathbf{x}_1$ and $\\mathbf{x}_2$ is equivalent to\n", "the square root of the $R^2$ metric for the linear model `x1 ~ x2`,\n", "which has the intuitive interpretation as the proportion\n", "of the variance in `x1` that can be explained by the variability in `x2`.\n", "\n", "Let's verify this equivalence by computing the correlation coefficient\n", "$r_{\\texttt{alc},\\texttt{exrc}}$ from a linear regression model of `exrc` on `alc`." ] }, { "cell_type": "code", "execution_count": 50, "id": "a1ba3bb6-87cf-4e50-a444-ddbd5fbe4f0c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0336, 0.0011306540709105084)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm_alc_exrc = smf.ols(\"alc ~ exrc\", data=doctors).fit()\n", "R2_alc_exrc = lm_alc_exrc.rsquared\n", "r_alc_exrc = np.sqrt(R2_alc_exrc).round(4)\n", "r_alc_exrc, R2_alc_exrc" ] }, { "cell_type": "code", "execution_count": 51, "id": "a40c56bd-c027-431a-911c-c4012f17de69", "metadata": {}, "outputs": [], "source": [ "# # BONUS 1 (not covered anywhere earlier in the book)\n", "# sns.pairplot(doctors[[\"alc\", \"weed\", \"exrc\"]]);" ] }, { "cell_type": "code", "execution_count": 52, "id": "b129cb2e-5538-47e1-88ee-2452f40c3875", "metadata": {}, "outputs": [], "source": [ "# # BONUS 2 (not covered anywhere earlier in the book)\n", "# sns.heatmap(corrM, annot=True, fmt='.2f', cmap=\"Grays\");" ] }, { "cell_type": "markdown", "id": "a5b0982b-37a6-41b5-84f0-1f5bc46aff7e", "metadata": {}, "source": [ "#### Condition number" ] }, { "cell_type": "code", "execution_count": 53, "id": "23d685d0-5df2-4261-99e3-66b87810f61c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "31.229721453770164" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.condition_number" ] }, { "cell_type": "code", "execution_count": 54, "id": "95400af7-e91c-466b-886d-4b1814611a4b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "31.229721453770264" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT. (compute from scratch)\n", "#######################################################\n", "X = sm.add_constant(doctors[[\"alc\",\"weed\",\"exrc\"]])\n", "eigvals = np.linalg.eigvals(X.T @ X)\n", "lam_max, lam_min = np.max(eigvals), np.min(eigvals)\n", "np.sqrt(lam_max/lam_min)" ] }, { "cell_type": "markdown", "id": "8c04fb81-579d-4686-b9f8-8f37ba862c8d", "metadata": {}, "source": [ "#### Variance inflation factor" ] }, { "cell_type": "code", "execution_count": 55, "id": "147c3f24-7ce1-45f3-9875-88d2030e05b4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0026692156304757" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.stats.outliers_influence \\\n", " import variance_inflation_factor as statsmodels_vif\n", "\n", "X = sm.add_constant(doctors[[\"alc\",\"weed\",\"exrc\"]])\n", "statsmodels_vif(X, 1) # variation inflation factor of \"alc\" in lm2" ] }, { "cell_type": "code", "execution_count": 56, "id": "27a743b4-19b7-4be7-882d-fe7fbaa4015f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VIF for alc = 1.0026692156304757\n", "VIF for weed = 1.010703145007322\n", "VIF for exrc = 1.010048809433661\n" ] } ], "source": [ "from statsmodels.stats.outliers_influence \\\n", " import variance_inflation_factor as vif\n", "\n", "X = sm.add_constant(doctors[[\"alc\",\"weed\",\"exrc\"]])\n", "\n", "for i, var in enumerate([\"alc \", \"weed\", \"exrc\"]):\n", " print(\"VIF for\", var, \"=\", vif(X, i+1))" ] }, { "cell_type": "markdown", "id": "2bb84b5e-faad-4d15-89c4-de65d10cfcc6", "metadata": {}, "source": [ "##### How VIF is calculated under the hood (optional) " ] }, { "cell_type": "code", "execution_count": 57, "id": "5ba87dfc-2e8b-4322-b883-cc15e2866f7c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0026692156304757, 1.010703145007322, 1.010048809433661)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def calc_vif(dmatrix, pred_idx):\n", " \"\"\"\n", " Calculate the variance inflation factor of the predictor\n", " in column `pred_idx` of the design matrix `dmatrix`.\n", " \"\"\"\n", " n_cols = dmatrix.shape[1]\n", " x_i = dmatrix[:, pred_idx]\n", " mask = np.arange(n_cols) != pred_idx\n", " X_noti = dmatrix[:, mask]\n", " r_squared_i = sm.OLS(x_i, X_noti).fit().rsquared\n", " vif = 1. / (1. - r_squared_i)\n", " return vif\n", "\n", "calc_vif(lm2.model.exog, 1), calc_vif(lm2.model.exog, 2), calc_vif(lm2.model.exog, 3)" ] }, { "cell_type": "code", "execution_count": 58, "id": "519d38b5-f3df-44c8-89b4-4ba236b0ca62", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0026692156304757, 1.010703145007322, 1.010048809433661)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "from ministats import calc_lm_vif\n", "\n", "calc_lm_vif(lm2, \"alc\"), calc_lm_vif(lm2, \"weed\"), calc_lm_vif(lm2, \"exrc\")" ] }, { "cell_type": "code", "execution_count": null, "id": "57d4e018-cd84-421e-999a-3d86eecdf950", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "eb65778b-82d3-4d42-92bc-2568c613abb9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "db1ece16-b04a-4ad3-b5aa-d653e9142a49", "metadata": {}, "source": [ "### Statsmodels diagnostics plots" ] }, { "cell_type": "markdown", "id": "117faed5-1389-479e-83d2-d8bec8bb17b1", "metadata": {}, "source": [ "#### Plot fit against one regressor\n", "\n", "see https://www.statsmodels.org/stable/generated/statsmodels.graphics.regressionplots.plot_fit.html" ] }, { "cell_type": "code", "execution_count": 59, "id": "feedc505-6aa6-43ba-ad3f-10b88458fe9c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/statsmodels_panel_plot_fit.pdf\n", "Saved figure to figures/lm/interpreting/statsmodels_panel_plot_fit.png\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABvkAAAH5CAYAAACrjVJnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAB7CAAAewgFu0HU+AAEAAElEQVR4nOzdeXgT5fo38G+SLnQBWgoFBCxrWTyoICJFURSVHgSVw6JHPaiAyutBEUVZXI+yqSiKnp94BFTcoSxCgbIqglAQWZWtbKW00NK9TdJmm/ePOiFtJskkmWzt93NdXKXJzOTJTJq557nnuR+VIAgCiIiIiIiIiIiIiIiIiChkqAPdACIiIiIiIiIiIiIiIiJyD5N8RERERERERERERERERCGGST4iIiIiIiIiIiIiIiKiEMMkHxEREREREREREREREVGIYZKPiIiIiIiIiIiIiIiIKMQwyUdEREREREREREREREQUYpjkIyIiIiIiIiIiIiIiIgoxTPIRERERERERERERERERhRgm+YiIiIiIiIiIiIiIiIhCDJN8RERERERERERERERERCGGST4iIiIiIiIiIiIiIiKiEMMkHxEREREREREREREREVGIYZKPiIiIiIiIiIiIiIiIKMQwyUdEREREREREREREREQUYpjkIyIiIiIiIiIiIiIiIgoxTPIRERERERERERERERERhRgm+YiIiIiIiIiIiIiIiIhCDJN8RERERERERERERERERCGGST4iCinFxcUwm82BbgYRERGRHcYpRKHFaDSipKQk0M0gIqoXGAcREQVGWKAbQETkzMWLF7Fjxw6cPn0a+/fvxx9//IHNmzejbdu2gW6aQ0VFRThw4AA2bNiAqVOnIjExMdBNonrk/Pnz2Lt3L37//XfMmTMn0M0hImrQGKcQhZ5169bh3Llz+PPPP5GZmYnHH38czzzzTKCbRUQUchgHEREFByb5iELIunXr8MEHH6CwsBA6nU7WOklJSdi0aZP196+++grvv/8+HnzwQUydOtVXTVVMaWkpcnNzcejQIRw+fDjQzXFq//79mDhxIoqKiqyPTZ48OYAtovrkiy++wIIFC6DVagEAbdq0CXCLiIhqY5zCOIUoFJw+fRqFhYXYunVroJtCRPUI4yDGQUREgaISBEEIdCOIyD2lpaUYOHAg9Ho9brjhBkyaNAmxsbGIjo6GyWRCeXk5Lly4gG+++QYxMTH4/PPPresOHToUWVlZiI6OxoEDBxy+hsFgQEREhMPnjUYjNBoN1Gr/VP3dunUrnn76aev/g/XOMIvFgt9++w1jxowBENxtpdBjMpmwcOFCfPTRR2jTpg22bdsW6CYREdlhnBK8537GKURX9O3bF2VlZZg4cSJH8hGRYhgHBW9swTiIiOorzslHFILi4uIQFxcHoObOr5tuugnXXHMNOnTogC5duuCGG27Afffdh+HDh1uXEz3wwAOIjo7GP//5T8lt79y5E48//jg++OADyecNBgPS0tIwdOhQ7NixQ8F35Vx0dLTfXssbarUaV111VaCbQfVUWFgYWrVqFehmEBE5xTgleDFOIboiVP5uiSi0MA4KXoyDiKi+YrlOohAl3pHl7M6s9u3b48yZM7Ue+9e//oV//etfDtd54YUXUFpaiptvvlny+XPnzuHll18GAMTHx7vbbI/56w40JahUqkA3geqxUPpbIKKGi3FK8GKcQlQjlP5uiSi0MA4KXoyDiKg+YpKPqB5LSUlBSkqKW+uIJR8c3YllWxIiJibG88YRERFRg8Y4hYiIiBoqxkFERKSU0LnVgogU5Wg6To1GAwAO67uLzztbhlwzGAz49ddfnS5z+vRpnD9/3k8tanhc7V+DwYCdO3f6sUVERCRinBJYjFMCj3EKEVHDxTgosBgHBV4oxkFarRZ//vlnoJtBDRRH8hHVU1988QWaNGmCf/zjHwBqgsScnBwcPXoUmzdvRlZWFtasWWO3nli6QE65BWdlDgwGA7777jusWbMGFy5cgMViQXJyMh588EEMGzbM4XrV1dX47rvvsHr1apw/fx6NGjVCp06dkJSU5LI9dY0aNQpHjhypFSDHxMTg008/xY033ggAmDhxIn766SeYTCYAQHh4OL755htcd911AICqqiqsWbMG69evx8WLF5GXl4cWLVrg9ttvx8SJE90qgfH777/j8OHDOHLkCH799Ve0bNmy1jGoqKjA1q1bcfLkSfz22284cuQIPv74Y1x99dV223J3/54/fx6LFi3Czp07odVqERYWhr/97W+46667cO+997q8AFBiXwJAUVERFi1ahG3btqGwsBBRUVHo3bs3xo4di+uvv77Wa1osFpw4cQIbN25EVVUVpk2bhn379mHWrFk4d+4cZs2ahSFDhgAAKisr8fnnn2PTpk0oLCyE2WxGp06dcOutt+KBBx5As2bNUF5ejm3btuHEiRPYt28fjhw5go8++qjW/t2/fz8OHTpkPUatWrXCLbfcYrc/MjMz8dVXX+Hw4cOorq5G48aN0bt3bwwbNgy33nqr031pq6CgAMuXL8fPP/+My5cvo6SkBFdffTXuu+8+PP7447Uu0tx16tQp/O9//8OhQ4eQm5uLsLAwXHXVVRgyZAgmTpzo8XaJiJTAOIVxii3GKcETp2RnZ+Oee+6B0Wi0PqZWqxEbG4vvv/8enTp1sj7+2muvoWvXrnj44Yetj128eBHDhg1DZWWl9Xg0atQI27dvrzX3VE5ODj777DPs2rULRUVFaNy4Mfr374/x48ejc+fOkm3bt28fPv/8c/zxxx8oLS1Fq1atMHjwYIwbNw5NmzZ1+J727NmDJUuW4I8//oBOp8NVV12FW265BVqt1um+ICLyFcZBjINsMQ4KnjioruPHj2PRokXYv38/ioqKkJCQgNtvvx3jx49H69atAdQkJJ9++mmcP38eFosFL7zwAp588km7bS1atAjvvvsuOnfujHXr1lkfLy0txa5du7BixQq8/vrraNWqFd555x2sXbsWrVu3xurVq2ttR6fTYenSpdi8eTPOnz8PvV6P+Ph4XHvttXj99deRmJjo1nuk+oEj+Yjqqfz8/Fq/f/bZZxg/fjwmT56M9PR0VFZW1nr+008/xUMPPYS8vDwAwNy5c3HzzTfj5ptvxogRI1BcXIzZs2dj/PjxAGoCxtGjR1uXmTVrlnVb+/btw9///ndcuHAB//vf/7Bnzx6kpaUhKioKU6ZMwfTp0yXbvGXLFjz++ONo3749VqxYgX379mHBggWwWCxYvny52/tg+fLlePvtt62/T5kyBfv377cGOQDw8ccfY//+/YiKikKvXr3w+++/W4OcyspK3H777cjNzcUHH3yAjRs3YuvWrejfvz++/vprjBo1ym4/OpOTk4PS0lJkZmaitLQUTZo0qfW8VqtFTk4Ozp8/j8OHD0MQBMkSG+7u399++w3Dhg2DyWTCqlWrrMs3a9YML7/8Mg4cOODzfQkA3333He677z60b98eK1euxN69ezF//nwcP34cDz30UK1jPHPmTPTp0wf3338/PvnkE5SWluLs2bMYP348jh49Cp1OB4PBAAC4fPkyhg8fjh07dmDBggXYvXs3tm3bhjvvvBP//e9/8c033wCoOZ45OTnIycmx7t/GjRs7PUaxsbF2+2LRokV4/PHH0b9/f2zdutX6PnJycvDEE0+43JeivXv34u6770bXrl2xdOlS/Pzzz/jhhx8QExODd999F5MnT5a9LVuVlZWYOXMmvv/+e7z44ovYuHEj9uzZg9deew1lZWWyjjcRka8xTmGcImKcElxxSlJSEg4ePIjHHnvM+tj333+P3377rVaCT6vVIj09Henp6bXWb926Nfbt24dFixYBAO677z4cOHDAmuCzWCz46KOP8PDDD6N///5Yt24d9uzZg9dffx07duzAiBEjsH379lrbLC8vx6RJkzBz5kw89dRT2LZtG3799VeMHj0aixcvxv3332/9brCVl5eHiRMnIjMzE2+//TZ+/fVXrF+/Hrfddhu++eYblJaWutwfRES+wDiIcZCIcVBwxUEig8GA//znP3jmmWcwYsQIa7/KxIkTsXLlStx///3WUXvt2rXDzJkz0aFDBwDABx98gIMHD9ba3pkzZ7BgwQI89NBD+PHHHwHU3Jh99913o1+/fpg8eTJ27twJtVqNN998E1999RVKS0tRUVFRazvr16/HM888g379+iEtLQ179+7FV199hS5dumDLli2cc7IhE4goJN1+++1CcnKyMGPGjFqPm0wmITs7WxgxYoSwYsUKu/VefvllITk5Wbj99ttrPa7VagVBEITk5GQhOTlZyMnJqfW80WgUqqurhczMTMn1RYcOHRKuueYa4cUXX7R7rrq6WrjtttuE5ORkYcOGDbWee/PNN4VrrrlGOHPmjN16ZrNZmDZtmsO2OWM2m4U77rhDSE5OFl566SXJZc6cOSMkJycLmZmZtR4vKioSbr75ZsFgMNit889//lNITk4W/u///s/uuZycHKdtff7554Xk5GThkUcekWzP2bNnrevXbZMn+3fw4MHCLbfcIhiNRrt1Ro4cafcajnizL7/44gshOTlZWL58ud06J0+eFLp27Sr07NlTuHjxoiAIgnD58mXh1KlTwgMPPCAkJycL06ZNEx544AFh7NixwqOPPiokJycL27ZtEwRBEF599VUhOTlZOHXqlN2233nnHWHBggWSbZRqp8jRMbp48aLQo0cPYdKkSXbrlJWVCddcc43k9qRs2LBBeOaZZ+weLykpEXr37i0kJycL+/bts3t+xYoVDv8Gi4qKhLvvvlt48sknJV9z2bJlwquvviq7jUREnmKcIg/jFMYpwRqnFBQUCN26dROSk5OFTZs22T3/3XffCcnJyULXrl0lP0fp6elCz549hcuXL9d6fNasWUJycrKwa9cuu3V+/vlnITk5WbjpppsEvV4vCELN3/aIESOEPn36CCUlJXbrvP3220JycrJd7LN7926hd+/ewkcffST5/n755RfhmmuuEZKTk+2OARGRtxgHycM4iHFQsMZBTz/9tNC9e3fh7Nmzds99/fXXQnJysjB06NBaj1+6dEm4+eabheTkZOGee+6xfjZNJpMwatQo4ZlnnhEsFot1+erqauH8+fPC6tWrre/5+++/FwYOHCg899xzQkpKijB8+HDr8jNnzhSuvfZaIS8vz65N1dXVwvXXXy/7/VH9w5F8RCEuPT3denfWTTfdhOuuuw533XUXjhw5Irl8QkKC5OOOJm4WhYWFyarp/t5778FoNOL++++3ey4iIgIDBgwAAKxdu9b6+JYtW/D1119jyJAh1jtfbKnVasntyaFWq/HAAw8AADZv3gy9Xm+3zIYNG9CrVy/cdNNNtR6Pj4/H999/j/DwcLt1Bg4cCAA4fPiw222S2p6tsDDHlZTd3b/FxcU4e/YsmjRpIrndfv36ISoqSla7Pd2XWq0WCxYsQFhYGIYOHWq3TpcuXZCUlITq6mps3LgRANC8eXN06tQJ7du3BwBs3LgRjzzyCBYvXowvvvgCw4cPR6NGjQDUlGwAIFmK47rrrkOzZs1qPeZq/ztb5uDBgzCZTJKv1aRJE/Tp08fltkW33XYbXnvtNbvH4+Li0KtXLwBw+HfsyNy5c3Hu3Dk89NBDks83bdrU4XcAEZEvME5xjnEK45RgjVNatGiB3r17AwB27dpl9/x3332HZs2aQRAErFq1yu757du3Y+jQoWjevLn1sQsXLuCrr75Cy5YtkZKSYrfOLbfcgkaNGqGkpMQ6z056ejqOHDmC2267rVa5T9Gdd94JANixY4d1ZF51dTWmTJkCo9GIsWPHSr6/AQMGsJwVEfkc4yDnGAcxDgrGOGjfvn3YsmULrrvuOut7tCXGHidPnsTx48etj7ds2RLvv/8+NBoNsrKy8PnnnwMAPvnkE1RVVWHu3Lm1RtpFRESgXbt2uOGGG6yPpaenY+3atZg/fz6++eYb62jG3bt3Y+nSpRg4cKC1TKitiIgItGnTRtb7o/qJST6iEDd06FD8+uuv+PXXX7Fnzx788ccf2L9/PwYNGiS5vLOAxFvFxcXYs2cPAKBt27aSy4gX+tnZ2dbHxOH5dYM2pYwcORIRERHQarXIyMiwe/7HH3/EU089Zfe4SqWyex/V1dU4fPiwtf3ulH/wlif7t1GjRggLC8OpU6ewZMkSa8kE0QsvvIBrr71Wdhs82Zc7d+5EZWUlmjdvbg30XLW7rtatW9cKOOfOnWvtHBJLZMyaNQslJSW11rv77rtrzRPjLfG11qxZgx07dthNiP7FF1/I3lZUVFStji8AKCsrQ2ZmJsrLywG49/mqrKy01nXv2bOn5DJ33XUXnn32WdnbJCLyFuMU1xinME5RipJxCgDccccdAGBNuIn27t0Li8WC559/HgCwatWqWq9lMpnw888/48EHH6y13qZNm2CxWBx+PjQajbVjTtzX4nF0tE6LFi0AAGazGTk5OQBqOhsvX76Ma6+91mXHOBGRLzEOco1xEOMgpSgVB23YsAGA69gDAM6dO1frub59+1pvMPrkk0+wfv16fP/99/jkk09kxST//Oc/rWVIO3TogC+//BIA8MMPPwBw3NcDwFoGlBom3509iChgYmJi7CbF9YejR49aT6K2d+7YMhgMaNasmfVkaTKZ8PvvvwOofaJUUrNmzTB48GCsXbsWaWlpGD58uPW5ffv2QaVSWe/0qksQBOzZswdbtmzBnj17YDAYcP3110veFeVrnuzf6OhoPPDAA/jmm2/w9ttv46OPPkLv3r1x4403on///ujZs6dbNbs92ZdinfL8/HzcdNNNdhcugiCguroaiYmJdkkvUceOHR226fHHH8ekSZOQnp6OjIwM9OjRAzfeeCNSUlLQt29fREZGyn5/rvTr1w/du3fHsWPHMH78eDRv3hw33ngj+vbti1tuuUVy0m1nqqursWXLFvz00084ePAgmjRpguuuuw4WiwUA7IJSZ44cOWKdRLvu/AEi1mcnomDAOKU2ximMU5SidJwyaNAgvPPOOzh//jxycnLQrl07AMBXX32FMWPGYMiQIZg9ezZyc3Oxa9cu3HzzzQCAX3/9FW3atLHrmBT39cGDBx3u66qqKlx11VXWUXt//PEHgJo5dn744Qeo1bXvUzabzYiNjUVCQoJ1FMvevXsB+O5vlojIG4yDamMcxDhIKUrFQeI+Wb9+PXbs2AGNRlPreeGv+Rjj4+Ml52V89tln8dNPP+HUqVOYPHkyPvvsM9mj7GznP7Ylzs3YtGlTh+vWbSc1LEzyEdVTTz75pN9f0/aunLS0NMlSDnWVlpaiurra5XJi0sNT//znP7F27Vrs27cP586dsw65T0tLw6OPPioZOFVWVmLixInYs2cPHn74YXzwwQfWE+7KlSutpQr8xZP9CwDTpk1D8+bNsXLlSuTk5GDnzp3YuXMn5s+fjzZt2uCtt96ydsrI4e6+FNvdvHlzuzvB5ZIKnESpqal4//338fnnn+PPP//E4cOHcfjwYSxevBixsbH497//7bBUk7vCw8Px2WefYcGCBdi0aRMKCwuxYcMG651evXv3xjvvvGPtBHMmKysLTz31FCoqKvD0009jxowZ1lIV06ZNc7tUZ1FRkfX/lZWVkiWtiIiCBeOU2hinME5RgpJxCgC0b98enTp1wunTp7Fjxw489NBDyM3Nxf79+zFv3jxERkYiNTUVK1euxIoVK6zHae3atdaSYbbEfX3ttdfi+++/l9UGsQTn2LFjrSMHXbl06ZKs5cxms6zliIiUxjioNsZBjIOUoFQcJO6T1NRUvPfee263IyIiAm+++aZ1GpXLly/LXtfRvhT7e/w5OpVCC8t1EpFixCHlQE2pAjlsa2nn5uY6XE6n03neMAA33HADunbtCgBYvnw5AKC8vBy7d++udXeTrXnz5mH37t0YP348XnnlFYd31LhLvLvLnVFagGf7F6gJMJ5++mls2bIFP//8M95//32MHj0acXFxyM3NxbPPPutWoODuvhTbLXbS+MI999yDtLQ07NmzB//73//wxBNPoH379qisrMTbb7+N3377zbqs7X539xgANXcwvvXWW8jMzMTatWvxxhtv4O6770Z4eDj279+Pl19+2eU2BEHA5MmTkZubi/fffx+PP/64XS16d9n+Lcnt3CIiakgYp8jDOEV5oRan2LrtttsAXCnZ+e2332LkyJHWO+//8Y9/AKiZ/6e0tBQ6nQ67du2SnNdH3NfufD7Ezi531hH/bp39zQIIyEgPIqJAYRwkD+Mg5YVaHORJ7FHXli1brKPu5syZg7y8PI+3BVz5W7x48aJX26H6i0k+IpLk6mQq9bzt0He5o5CaNm1qPYFu377d4XInT56UtT1nxLtoVq5cCaPRiJUrV2LIkCGSZRRMJhPWrFkDoCYgUZJYUrGqqkryeUcdDp7sX+BKySKgplb6Pffcg7feegsbNmxAq1atUFlZidOnT8veHuDevhTvkjIajTh27JhbryOH7ftr0qQJbrvtNkyZMgXr16/H7bffDuBKaQPgyv4H4PCuREcXKcXFxTh16hSAmtKXycnJ+Oc//4mPPvoIX331FVQqFQ4ePOiyzYcPH0ZWVhaaNGlinXzbW7afj8zMTEW2SUQUrBinME5xhnGKd3GKLTHJt3v3bpSWlmL16tXW/QsAN954I5KSkmAwGLBmzRps3rwZt956a63OTpG4ry9cuGA3L48j4ufKnc/UVVddBaCmdFphYaHkMvn5+SgrK5O9TSKiYMI4iHGQM4yDvIuDxGN59OhRj0b9i6MHV69ejTZt2qCiogLTpk3zasSr2CZx3keiupjkIyJJdSf8lfN8p06d0KVLFwDAunXrZL+WmOTYvn17rQBApNVqsWzZMtnbc2TYsGGIiYlBcXExNm/ejO+++06ylBBQExxotVoA9qV8qqqqsHLlSo/bIc4XcuHCBcmT/MKFCyXX82T/CoKAd999V/K5Zs2a4brrrrP+3x3u7Mu77rrLWht87dq1br2OHAsWLJAMwDUajfWzlZCQYH1c3P+A9MTRx48fx88//yz5WidPnsSqVaskn+vVqxfi4uJqvZYjOTk5AKTLmpw/f96jMhldu3ZFq1atAACrVq3yumQKEVEwY5zCOMUZxin23IlTbN1www2IiYmBTqfDjBkzcNNNN6Fly5a1lhFH8y1fvhxr1qzB/fffL7mtwYMHA6j5zK5fv17W64vrHD9+3Npx58qtt94KoKbD8v3335dcZsmSJbK2RUQUjBgHMQ5yhnGQPXfiIDH2KC0tdbtvJisrCy+//DLmzJmDq666Cm+88QaAmuTc4sWL3dqWLXEuxePHj1vnKyayxSQfUYgSgw1Phq87Iw4B37Fjh9PnCwsLcfToUbvnn3vuOQA1I5W++uoryW0IglDr7t2xY8dCrVbDYrHg6aefxoYNG6zv78KFC3j22Wdr1SD39D3HxMTg3nvvBQDMmjULrVu3ttYnrys+Pt76XhcvXmwNko8dO4YJEyZ4Nem0OClxSUkJPvzwQ+u2CwoKMHXqVKdBh7v712Aw4OTJk5LlHQwGA44ePYq+ffvKnptF5M6+bNGiBR555BEAwNKlSx0GJHq93uHdcs4YDAbs379f8rkDBw4gLi4OgwYNsj7WqlUrREdHAwA+//xza4eRxWLB5s2bMWvWLNx0001uv1Z2djZKSkowYsQIl20WPz+VlZXW4ygIAjZv3oxXX31V9oTQttRqNSZOnAigJvBbunSp29sgIlIK4xT3MU6pjXFK4OIUW+Hh4ejfvz8AYOvWrdZ9ZWv48OHQaDQ4efIkTp8+jb59+0pu69prr8Wdd94JoKbTz1Hpt7KyMuvf2OjRo9GmTRsAwKuvvurwrn7bklo333wzunXrBgBYsWIF3njjDeuoverqaixcuBCFhYXW+YuV/p4iImIc5D7GQbUxDgpcHHTnnXeiZ8+eAGr2n6OR/3XLeZaXl2PixIkYNmwYUlJSANTceCSONv3www9x+PBhl68v5V//+pc1bnnrrbc8OhZUvzHJRxSC8vPzrSeTM2fOyJoIWSRO+FpSUiK5Xo8ePQAA77zzDp588klMmTIFs2fPtj7foUMHREVFAQDGjBmD5557Ds8++6z1bpk777wTU6ZMgUajwcyZMzFz5kzrqCWDwYDt27djzJgxOHv2rHWb1113HV588UWoVCpUVFTgueeew0033YTbb78d999/P5588kncfffd1uXdKX1Q14MPPgigJuh1dCcTUBMciyfidevW4aabbsKAAQPw3HPP4bXXXrN2XuTk5ODy5cu1AlnbSXWl5ka799570aRJEwA1d4H169cPt956KwYMGICOHTvisccesy5bt962u/s3NzcXVVVVeOGFF6zLie1+4YUXoFarHd455orcfQkAU6ZMweDBg2E0GvGvf/0LS5cutQZKFRUVWLZsGR599NFapRmAK/vv4sWLDkem5eXl4T//+Q/2799vPQ5lZWX46KOPsHXrVnzwwQfWYAiouWNMLF+Rl5eHoUOHYuDAgbjhhhswd+5czJs3D82bNwdQ87dm+7p5eXnYv38/3n//fZSXlwOoCTb379+PiRMn4o477sBTTz3lct/16tXLGmTPnDkT/fv3x0033YQVK1bgv//9r/UOeamA3/ZvuG5gN2rUKDz++OMAgLlz52Lu3LnW2u9VVVX45ZdfvLp7jIhIDsYpjFMYp1wRinFKXWLJzq5du6J37952z7ds2dLawXvPPfdArXbczTBnzhzceOONKC0txejRo7F69Wpr2a2ioiIsXrwYzz77rHVfNWnSBP/9739x1VVXYf/+/Xj44Yexe/du67E4ffo03nzzzVojK8LCwjBv3jwkJiYCAL777jvcfPPNuOOOO9CvXz8UFhZi3rx5CAsLA1Bzc5SrUTFERHIxDmIcxDjoilCMg8LDw/Hhhx8iOTkZ2dnZGD16NLZs2WKNFfLy8jB//ny8+eab1nUKCwvx5JNPQqfT4cUXX6y1vVdeeQXNmzeH0WjEpEmT7Obns/0cOpq7r3nz5vj444/RtGlTHDx4EI8++ij27t0Lk8kEi8WC06dP45133rG+b2p4VAJvWyMKGatWrcLs2bNRUVFRK0gJDw9HTEwMli1bhqSkJMl1582bh2XLltW6AyU6OhoJCQnYsmWL9bHs7GxMmzYNhw8fRlRUFFJSUvDmm28iPj7eusz27dsxc+ZM5OXlIT4+Hvfddx+ef/556xB/oCaw+/bbb7F3714UFBQgISEBrVq1QkpKCkaNGmWdK8PW7t278fnnn+Pw4cPQ6XTo0KED3njjDfTq1Qu//PILnnjiiVpt/+yzz9CnTx+39+P999+PgoICbN++vdZE0nVVVlZi/vz52Lx5M8rKynDXXXfh9ddfR+PGjfHdd99Zh90DwAsvvIBbb70Vjz76KLRaLYxGI4Arx2bx4sX429/+Zl3++PHjeOedd3DgwAEIgoCOHTti/PjxGDJkCE6dOmUNWMPCwhAbG4s5c+bgjjvucHv/lpWVYenSpTh8+DBOnz6NqqoqWCwWJCYm4u6778Zjjz0mOWeK0vtStHHjRqxcuRJ//vknSktL0aZNG7Rt2xa33347hg8fbq33f8899+DSpUu1ElyO9uU333yDvXv34uTJkygrK4MgCIiOjsbNN9+M8ePHS46Ks1gs+OSTT7BixQoUFBQgLi4Ot99+O5599lm0aNECkyZNQkZGBoCaiai7du2Kb7/9FllZWVi2bBmOHTuGc+fOwWKxQBAEdOrUCcOHD8c//vEPqFQqWfvu/PnzmD17trX+/KOPPooJEyZArVZj8uTJtcpYLVu2DH/88QcWLFhgfY9Azd9B48aN8csvv9Ta9u7du/H111/j4MGDKCsrQ4sWLRAXF4dbb70VDzzwgOTfHxGRtxinME5xd/8yTgneOMVWfn4+br31Vrzwwgt48sknJZdZv349Jk+ejLS0NOvd746YzWasWrUKa9aswalTp1BRUYF27dohKSkJd911F4YOHVqrXBdQ81n59ttvsXnzZpw/fx6CIKBNmzbo0aMHhg4diltuucXudQoKCrBo0SJs3boV+fn5aNasGUaOHIlnn30WQM2IP3HOPo1GgwcffBCvvfaa2/uHiAhgHMQ4iHFQfYuDqqur8f3332PDhg04e/Ysqqur0a5dO3Tu3Bmpqam46667oFarsXv3bowbNw5msxkffPAB/v73v9tta9u2bfh//+//WffVwoULcfnyZcydO7fWZ1KlUiEmJgYDBgzABx98YLed/Px8LFmyBNu3b8fFixcRERGBFi1aoEePHrj//vsl4yFqGJjkIyIiIiIiIiIiIiIicoMgCBAEASaTye4mJSJ/YZKPiIiIiIiIiIiIiIiIKMRwTj4iIiIiIiIiIiIiIiKiEMMkHxEREREREREREREREVGIYZKPiIiIiIiIiIiIiIiIKMQwyUdEREREREREREREREQUYpjkIyIiIiIiIiIiIiIiIgoxTPIRERERERERERERERERhRgm+YiIiIiIiIiIiIiIiIhCDJN8RERERERERERERERERCGGST4iIiIiIiIiIiIiIiKiEMMkHxEREREREREREREREVGIYZKPiIiIiIiIiIiIiIiIKMQwyUdEREREREREREREREQUYpjkIyIiIiIiIiIiIiIiIgoxYYFuAPnWgQMHYLFYoFKpEBbGw01ERFRfmEwmCIIAtVqNXr16Bbo5AcE4h4iIqH5q6HEOYxwiIqL6yRcxDiOFes5isQAABEGA0WgMcGuIiIhIaeK5viFinENERFS/NdQ4hzEOERFR/aZkjMMkXz2nUqkgCAIAIDw8XLHtCoIAk8kEAAgLC4NKpVJs2+Q9Hp/gx2MU3Hh8ghuPTw2xw6ehvn+AcU4o4r71Le5f3+G+9S3uX98J1X3b0OMcxjjkKR7j+o/HuP7jMa7ffBHjMMlXz4WFhcFoNCI8PBzXXnutYts1GAw4cuQIAKB79+6IiIhQbNvkPR6f4MdjFNx4fIIbj0+Nw4cPw2g0NugSToxzQg/3rW9x//oO961vcf/6Tqju24Ye5zDGIU/xGNd/PMb1H49x/eaLGEet2JaIiIiIiIiIiIiIiIiIyC+Y5CMiIiIiIiIiIiIiIiIKMUzyEREREREREREREREREYUYJvmIiIiIiIiIiIiIiIiIQgyTfEREREREREREREREREQhhkk+IiIiIiIiIiIiIiIiohDDJB8RERERERERERERERFRiGGSj4iIiIiIiIiIiIiIiCjEhAW6AURERPWNIAgwm80QBCHQTamXTCZTrf+rVKoAtsZzKpUKGo0mZNtPRERERERERESBxSQfERGRQiorK1FWVobKykpYLJZAN6fesk2enjt3LqSTZGq1GrGxsWjatCliY2MD3RwiIiIiIiIiIgohTPIREREpoLi4GPn5+YFuRoPRqFGjQDdBERaLBeXl5SgvL0fLli3RrFmzQDeJiIiIiIiIiIhCBJN8REREXqqsrLQm+KKiohAfH4+oqKiQHmEWzCwWC6qqqgDUJPvU6tCcYlgQBOj1epSUlECv1yM/Px8REREc0UdERERERERERLIwyUdEROSlsrIyADUJvquvvjpkk06hwmKxWOflCw8PD+n9HRERgcaNG+P8+fPQ6/UoKytjko+IiIiIiIiIiGRhko88lpmZierqaly8eBFDhw4NdHOIiAJCEARUVlYCAOLj40M64USBoVarER8fD71ej8rKSgiCwFGgQYBxDhEREREREVHwycjIgF6vR1RUFFJTUwPdnIBjko88lpmZiYqKCpw7d46dX0TUYJnNZlgsFgA1I/mIPCF+diwWC8xmM8LCGKIFGuMcIiIiIiIiouCTkZGBkpISxMfHM8kHgMMNiIiIvCAIgvX/HH1FnrL97Nh+poiIiIiIiIiIiBxhko+IiIiIiIiIiIiIiIgoxDDJR0RERERERERERERERBRimOQjIiIiIiIiIiIiIiIiCjFM8hERERERERERERERERGFmLBAN4CIiIi8Y7YIyDhegH0XSlFZbUZspAZ92sYhtVsiNGpVoJtHREREREREREREPsAkHxERUYjSG834cMcZLNyVjfOlervnr46LwoT+SZg0oCOiwjUBaCERERERERERERH5CpN8REREIahIa8CwJXuRmV3icJnzpXrMWH8ca/7Mx9qxfZEQE+HHFhIREREREREREZEvcU4+IiKiEKM3ml0m+GxlZpdg2JK90BvNPm4ZERERERERERER+QuTfERERCHmwx1nZCf4RJnZJViw46yPWkRERERERERERET+xiRfHQaDAZcuXQp0M4iIiCSZLQIW7sr2aN2Fu8/BbBEUbhEREREREREREREFAufk+8ulS5fwww8/YNmyZRg+fDimTJkiuVxeXh4++ugjnDx5EhaLBWVlZRg4cCAmTJiAxMREu+VLS0vx8ccf48CBAxAEASUlJejbty8mTJiADh06+PptERFRPZNxvADnS/UerZtdosfGEwUY0r2lwq1Sxm+//YYlS5agoKAAZrMZFosF3bp1wyOPPIJrr7221rLnz5/HihUrcOHCBZw5cwalpaVISEjA+PHjMWLECOty2dnZ+OKLL3Do0CFoNBpcunQJLVq0QGpqKh555BFER0dbl83Ly0NWVhb279+PTZs2IS0tDSdOnMDs2bNx+vRpzJgxA6NGjQIAGI1GrFq1Chs3boRWq0VeXh5at26NUaNGYcSIEVCpVP7ZaURERERERERE1GA16CRfZWUltm3bhvT0dFy8eBH5+fkoKytzuPy5c+fw4IMP4tlnn8Xs2bOhUqlw4sQJjB8/Hps3b8bKlSvRokUL6/LFxcV44IEHMGTIEPzwww8ICwtDXl4ennzySYwYMQI//PADunTp4o+3SkRE9cS+C6XerZ9TFpRJvrVr12Lq1KmYN28ehgwZAgC4fPkyXn75ZXz77bfWJJ9Op8O8efOgUqnw9NNPIz4+Hmq1GsePH8dLL72E4uJi6zbT09Px6quv4tlnn8Vrr70GlUqFqqoqfPLJJ3jvvfewatUqfPHFF2jZsmZ/fPPNN8jJycHGjRsBADk5OXjiiSeg1+thNputibuTJ09i0qRJGDRoEBYuXIjw8HAYDAbMnDkTL7/8Mn7//XfMmTPHn7uPiIiIiIiIiIgaoAZdrnP9+vVYs2YNHnvsMaxduxZdu3Z1uKzFYsHTTz+N66+/Hg899JC1o69r166YOnUqCgoK8J///KfWOi+++CIaNWqEyZMnIyysJp961VVX4a233oJWq8VLL73kuzdHRET1UmW12av1K6pNCrVEWR988AG6dOliTfABQIsWLfDCCy9Yf7dYLHjyySexb98+PPfcc2jUqJH1uW7dumHo0KFo1aoVAODAgQOYOnUqhg0bhscff9x63hbPy0OHDsWZM2cwadIk6zZefPFFfPDBB9bf58+fj7S0NBw8eBAjR45EbGws9Ho9nnjiCYSHh+OFF15AeHg4ACAiIgKvvPIKmjRpgpUrV+LIkSM+2U9ERERERERERESiBp3kGz16NBYtWoT+/fu7XHbr1q04ffo07rnnHrvn7r77bjRq1Ag//fQTSkpKAABHjx7Fzp07JZfv1asX2rVrh6NHj+L48ePevxEiImowYiM1Xq3fODI4B/FXVFTgwoULuHDhQq3HO3TogAkTJgAANm3ahN9++w2DBg2CWm0fwgwcOBB9+vQBACxYsAAmkwl33nmn5Os98cQTAGqSgb/99pv1cdvt/utf/0KHDh0QERGBWbNmITU1FevXr8elS5dw7bXX2pXkjIiIQPv27QEAv//+u5t7gIiIiIiIiIiIyD3B2dMXhDZt2gQASE5OtnsuIiIC3bt3x4EDB3Ds2DH079/f6fIAcN111yEnJwdHjhxBt27dfNdwIiKqV/q0jfNu/XZNlWmIwv7+97/j+++/x9ChQ9GvXz/ccMMN6NOnD3r27GlNnG3fvh0ArOU16xLPuQaDAXv37gUA68i+urp164aEhAQUFRXh4MGDuPHGG+2Wueaaa+weE7e7detWnDhxolaiT5x7t0uXLoiPj5f5zomIiIiIiIiIiDzDJJ9MJ0+eBIBac+7ZatOmDQ4cOIDs7Gz079/funzz5s0ll2/bti0AIDs72wetJSKi+iq1WyKujovC+VK92+smxUdhcNdEH7TKezNmzEBCQgLWrVuHn376CT/99BMAoHHjxnjwwQfxwgsvoKCgAEDNvHzOlJaWwmSqKUuq1zveTy1btkRRURGMRqPk89HR0XaPFRYWAqhJSr722muu3xgREREREREREZGPMMkn0+XLlwEAsbGxks+LybzKykpZyyckJNRa3tcEQYDBYFBkW2aLgPXHLuHQ2Yuo1uuQU27Aj4dzcXdyc2jUKtcbIJ+z7bB21HlNgcVjFNzcOT4mkwmCIAComTPOYrH4tG0qAE+lXI2XN5xwe92n+iVBBQEWi6B8w7wUHh6OiRMnYuLEiSguLsahQ4fw66+/YtmyZfjss89wzTXXICIiAgBw/vx563qCINjt88aNG1v/f/r0afTs2VPyNcXttWvXTvK4SR1P8byen5+v6LG2WCzWz5HRaLT+3xk5yzQUjHNCB89/vsX96zvct77F/es7obpvGefUUDLGAUL380Dy8RjXfzzGyjJbBGw6WYgV6euh1ekREx2FEUOHBPT6j8fYNbG/xmKxKHqe9AdfxDhM8slUXl4OAAgLk95lkZGRAK784YnLh4eHy1re10wmE44cOeLVNqpMAr4/WYkVWTpc0pnR4vJlqIzVKK3UYvjS/WgVrcGILtF4MDkWjcLYCRYsOO9j8OMxCm5yj0+jRo1QVVVlHUHmS0/c0Aqrj1zEbxfKZa/Tt10TjL+hpdORbYH0f//3f3j66acBAFFRUejXrx/69euHpKQkzJ49G2fOnEGXLl2wbds2/Pzzz3jhhRegVqtRVVUlub3u3bvj2LFj2L59OwYPHiy5TF5eHmJiYtC3b1/J/aLX6+0SecnJycjIyMDevXtRUVHhMC5wl5gsrqqqwrFjxxTZZkPCOCc08fznW9y/vsN961vcv77DfRt6lIhxHOHnof7jMa7/eIw9V/f6r2lmBtTVWlgiY/B1cauguf7jMZZWUlKCiooKAPDZeTKUqAPdgFAhdto66rxVq2t2pVjaS+7yUVFRirbTV0qrLXh6WyH+e6gCl3RmyWUu6cz476EKPL2tEKXVvh3JQkTUkEWFa7D84etwY9smspbv264Jlj10HaLCNT5umec2btwoefeVeF69/vrrce+99yIiIgIXL17E8uXLnW7vgQceAABs2bKl1sg/0aFDh1BQUICnn37a4ah7KUOHDkVMTAzKy8vxzTffyF6PghvjHCIiIiIiooaB139U33Akn0wRERGorq5GWVmZ5Lx81dXVAK6U8RJLgJWVlUluT+zItC0p5kthYWHo3r27R+vqjWakLvoNR4rkjTo8UmTEK7/pkTH+xqDuUK7PjEaj9U6Pbt26ORxRSoHDYxTc3Dk+JpMJ586dA1Azms9fx7JtVBS2/b/++GjnOXyamY3sEvuRaEnxUXiqXxKeuaV9UH8fWywWFBQUYNGiRXjuueeg0dS09ezZs/jss88wZswYpKSkAABmz56NadOm4b333oPFYsHDDz9sHR2fk5ODwsJC9OrVCw888ACOHDmCFStWYNKkSXj//ffRo0cPAMAff/yB119/HRMnTsTYsWNrtcW2jLYgCHY347Rr1w7z5s3D888/j48//hhqtRqPPPKINRl58uRJfPXVV3j11VetsYAcRqMRKpUKUVFRaN++vawRgseOHfPLyNFQwDgndPD851vcv77Dfetb3L++E6r7lnFODW9iHCmh+nkg+XiM6z8eY++EwvUfj7Fr8fHx1p+OpmgJVr6IcZjkkykhIQF5eXkoLy+XTPJptVoAQFJSknX5M2fOOEzyiZ2I4vK+plKp3OpstPX+zizsyZF+H47sySnDwj25mHpHZ49ek5QTHh7u8bEn/+AxCm6ujo9KpYJKVVO6Qa1WW0dq+0NMpBrTBnXBi7d3xsYTBdiXU4aKahMaR4ahT7umGNw1MSTmEDMajXjggQdw4MAB3H///WjcuDHMZjNiY2Px/PPPIzU11brssGHD0LlzZ3z22WdYunQp/ve//6Fr166IiYlBhw4d8Nhjj1mPwezZs3HTTTfhhx9+wGOPPYbWrVujRYsWaNeuHRYsWFCrw6SiogLjxo1DcXGx9bH77rsPLVu2xLhx4zBkyBDr43fccQfWrFmDzz//HCtWrMDnn3+O5ORkxMfHo0OHDvj3v/+NRo0aubUP1Gq19XMUHh4uK4gXlyfGOaGK5z/f4v71He5b3+L+9Z1Q2reMc2p4E+O4EkqfB/IMj3H9x2PsvlC7/uMxlib2v6nV6pDbP76IcZjkk6ljx47Iy8vDpUuX0KlTJ7vnL168iLCwMCQnJ1uX/+2335Cfny+5vYsXLwKAondk+YLZImDhrmyP1l24+xymDOwUEh3MREShTKNWYUj3lhjSvWWgm+KRyMhIvPzyy7KX79q1K9566y0ANWWvnSVW77vvPtx3330ut9m4cWMsW7ZMdhuuvvpqvP7667KXp+DEOIeIiIiIiKhh4PUf1Veck0+m/v37A6iZw0fK0aNHMWDAADRt2lTW8n/++SeSk5PRtWtXH7RWORnHC3C+1L4EnBzZJXpsPFGgcIuIiIiIlME4h4iIiIiIqGHg9R/VV0zy2TCbpSfaBID7778f0dHRWLduHQRBqPXc/v37UVxcXGtenzvuuAOtW7fGli1boNfX/vLIy8vD0aNHMW7cOGXfgA/su1Dq3fpuDn8mIiIi8hfGOURERERERA0Dr/+ovmKS7y+CIKCwsBAAas3HI0pISMCMGTNw6tQpzJ49GwaDwbrszJkz8e9//xt9+/a1Lh8REYE333wTlZWVmDZtmnXOPq1WizfeeAP33nsv7r//ft+/MS9VVjtOfAJAGJxPEllRzYmyiYiIKDgxziEiIiIiImoYXF3/ucLrv+Bi1pYEuglBo8HPyfff//4XP/30E4qLi5GbmwsAWLFiBQ4fPoyoqCjMnj0bXbp0AQCMGjUKiYmJ+Oyzz5CamoqWLVsiMjISTzzxBP7+97/bbfvWW2/Ft99+i48//hj33HMPWrVqhfDwcAwZMgQPPvigX9+np2IjNQ6fa2LRIsJSCYMFuOxgmcaRDf4jRkREREGKcQ4REREREVHD4Oz6Tw5e/wWP6gtHoM86iGpoA92UoNDgP5n//ve/8e9//1v28rfddhtuu+022ctfd911+OyzzzxpWlDo0zZO8vFxujTsNlWi2qJCpKkS43RpWBw90n79dk193EIiIiIizzDOISIiIiIiqi0jIwN6vR5RUVFITU0NdHMU4+j6T/b6vP4LCoXpc6E/tx+AGvpz+1GYPhfNh04LdLMCiuU6yanUbom4Oi6q1mPjdGmYrF2KKrMKBosKVWYVJmuXYpwurdZySfFRGNw10Z/NJSIiIpKNcQ4REREREVFtGRkZWL16NTIyMgLdFEVJXf/Jxeu/4FCYPhcFy6fXeqxg+XQUps8NUIuCA5N85JRGrcKE/knW38WOLyl1O8AmpLSHRq1y6/UyMjKwatWqencSISIiouDjLM4xC4BFqPkJKBPnEBERERERkXuU6i+ue/3nDl7/BZ5Ugk/U0BN9Db5cJ7k2aUBHrPkzH9cc+6xWgq9u5xcA6/NHuz+BZwd0cPu1MjIyUFJSgvj4+Ho1HJyIiIiCk+M4RwXhr58ib+McoP6WviEiIiIiouAU6tcgSvYXi9d/mdklstdJSYr3+PqPlOEswScSn2+IpTuZ5COXosI1+L7NdlTuqz2Cz2RRwfLXT1uTtUsR2yYZUeG3+LGVRERERO5zFOcIAiD89dOWt3EOb2giIiIiIiJvZGZmorq6GhcvXsTQoUNdLs9rkCuiwjVYO7Yvhi3ZKyvRl5IUjzVj+yIqXOOH1pEUOQk+UUNN9LFcJ7lUmD4XlT++Yve4UOenrcofX2nQQ2SJiIgoNDDOISIiIiKiUJKZmYlffvkFmzZtCnRTQlJCTAS2TkjBnCHdkRQvPUdfUnwU5gzpji0TUpAQE+HnFpLInQSfqCGW7uRIPnLKkz8kUUPNnBMREVFoYJxDRERERETU8ESFazD1js6YMrATNp4owLvnV6GyHIht0hQvjuuLwV0TOQdfgPF6XT4m+cghb/6QRA3tD4qIiIhCA+McIiIiIiKihk2jVmFI95bYdFUTlESZER/fBEO6twx0sxo8Xq+7h0k+kiTnD8lZGStbBcunY9vB0wi/ZkjITvBKRERE9YfScQ7QMC4ciIiIiIjItYyMDOj1ep/1g16+fBlarRYaDeeJo/pHiQSfqKFcrzPJR3Z0pzIV+0MSrV+dBtPBfDRv25FJPiIiIgoYX8Q5BcunI7rbQER37qfoduXydScCERERERHJl5GRgZKSEsTHx8uKz92N5y9fvgy9Xg+z2axEc4mCRn28XvcHdaAbQMEnunM/JI6ao+g2o9r3hiYmXtFtEhGRPd2pzEA3gSio+SLOSRw1J6AXDBkZGVi9ejUyMjIC1gYiIiIiIvIM43miGvXxet0fOJKPJIlDWJXInCeOmoPILZegKynxelsNmdkiION4AfZdKEVltRmxkRr0aRuH1G6cCJaIaoglDRJHzan3pQiIvKF0nMO/N3nMFgEbjl/GhiMV0JksaF9wCjclJTCWISIiIiIi8kB97C/m9br7mOQjh5T4g7L+IW15TqFWBQd/lsXSG834cMcZLNyVjfOlervnr46LwoT+SZg0oCOiwlmLm6ihsq1Z3lBqjhN5Q9E4h5xyGMscPw3gtGKxTKiVLQ219hIRERHVF6Eeh1VVVcFoNEKn0wW6KRQgda+xIi8chMpkgBAWgeq214d8fzGv193DJB855c0fVH3+Q3K3tranirQGDFuyF5nZjkdBni/VY8b641jzZz7Wju2LhJgIn7WHiIKT1KTEoZ7o++233/Daa6/h0qVL+PLLL3HttdcGuklOWSwWHDx4EOfOncPhw4exd+9erF+/PtDNIhcY5/ieP2MZf8VnSgm19hIRERHVF6Eeh1VVVcFkMkGlCs2RWuQdqWusRhcOQl2thSUyBtVtr68X/cW8XpePc/KRS82HTnO7Fm5D+0PyBb3R7LJTzFZmdgmGLdkLvdH9SXczMjKwatUq1v4mCkFSCT5RwfLpKEyf6+cWeW/nzp2YMGECqqqqUFVVBb1ej9WrV6N379745JNPAt08SUajETt27MCWLVvw3Xff4fTp04FuEsnEOMd3/BnLEBERERER1XcN7RpLqev1+t73zSQfyeLOHxQ7vpTx4Y4zsr+wRZnZJViw46zbr8UJfolCk7MEnyjUEn1Hjx7Fyy+/jNWrV+Onn37Chg0b0LlzZ2zYsAFarRbr1q1zuO7FixedbtvV896IjIzEpEmT8NJLL/nsNch3/Bnn5Obm4tKlS8jNzfV4G6HCn7EMERERETVc9b0Dn0jUEK+xlLher+9930zykWxy/qCY4FOG2SJg4a5sj9ZduPsczBZB4RYRUbCRk+AThUqiTxAETJ06Fddccw3atWsHAGjfvj0SEhIwZswY9OzZE08++aTdetnZ2Xjqqafw0EMPSW7X1fNKatSokc9fg3zDX3FOQ0nyMZYhIiIiIk/Nnj0bM2bMwOzZs2UtX9878Mk/zFr3kmf+1pCvsZiXcI5JPnKLsz+ohvyHpLSM4wU4X6r3aN3sEj02ZxUq3CIiCibuJPhEoZDoO3jwIE6ePInY2Fi7526++WakpaXh3nvvtXsuOzsbP//8M+Li4iS36+p5IhHjHOV4G8tsPFGgcIuIiIiIKFSkp6dj3bp1SE9PD3RTqIGovnAE+qxfUX3hSKCb4lBDv8bi9bpjTPKR2+KHTIU26bZaj+k63I74IVMD1KL6Z9+FUq/W//1CmTINIaKg40mCTxTsib68vDwAgFrtXngSHh4OwPEoOlfPE9linKMMb2OZfTnuxzINZZQkEREREXmHcSPZKkyfC/25/QAA/bn9QdtvEohrrGATP2Qqim97udZjxbe93OCv18MC3QAKHXqjGR/uOIOi9LfxeNF2AK2tz0Wf/QnTpjyBhKFTMWlAR0SFawLX0Hqgstq7yVArDaE5mSoROedNgk8krh+MdzgZDAbJxy0WC3JycrB9+3aUlJTgmWeeqfW8SqUCAGg00uceV88DwKVLl7B48WIcO3YMZWVlKCsrww033ICnnnoK3bp1k1xn3759WLFiBc6fP4+cnBw0adIEf/vb31y+TwpOjHOU5W0sU1Ftcnud3NxcaLVaVFRUePXaRERERFS/MW4k0ZV+ljjrY8HabxKIa6xgIV6vL9yVjfOlN6FPWAbaGc/iaFgn3Hr0Jlw9eysm9E9qsNfrTPKRLEVaA4Yt2Ytrjn2Gydqlkss8XrQY89OMGPTnE1g7ti8SYiKszx0+fBharRYxMTGS65otAjKOF+BQXjkqyysRq9dg3dF8pHZLhEat8sl7Cmaxkd59GcVGNLwvM6L6TokEnyjYAlaTyYQffvgBy5YtAwD8/PPPGD16NEwmE2JiYmA0GvHHH3/AaDSib9++1vUqKiqwePFibN++HQBw8uRJjB49GkDNqL3//ve/+OKLL/Dzzz9LPv/ll19CpVLh66+/xsKFCzF//ny8/HLNHWHnzp3Dk08+iZEjR+Kzzz5DSkqK9XVzc3Mxe/Zs9O7dG2+++SbCw8NhNBrx448/Yu7c4Lzjj5zzNs4he97GMo0jeZlCREREFIwyMjKg1+sRFRWF1NRUn7xGSUkJDAaDwxtBPSX2P5bojaiuNsGgNjbo/se6gq1/1tftcdbPEmz9JkDDvcYSr9czs6/MmZgVloTL4Y1QGtYSAHC+VI8Z649jzZ/5DfJ6PTSPLPmV3mh22fElmqxdivnHgGFLgK0TUqyZ8wsXLsBgMCAiovYfWO0svB5N88qgrtbCUgkMW7IXV8dFNcgsfJ+2cV6tf0PbpoDBsxrNRBR8dKcyFUvwiQqWT0d0t4GI7txP0e16IiwsDA8//DCKi4tx/PhxDBw40C5ZNnPmTHz11Ve1HmvcuDEmTpyItm3bYvr06bjjjjvs1nvmmWfQpk0bh89v27YNb731FqZOnYobb7zR+nj79u3x3HPPYfLkyZg1a5Z1LoicnByMGDECd999N8aNG2ddPjw8HCNHjkRSUhIeeeQRRfYL+YcScQ7Z8zaW6dOuqTINISIiIiJFZWRkoKSkBPHx8T5L8ul0OpjNZphMyow8qtv/2EJngMpohlYwNOj+R1Gw9c/6oz1ybqQOtkRfQ7zGEq/XbRN8onJVrN1jmdklGLZkb4O7XuecfOTShzvOyOr4Ek3WLsU1xz7Dgh1nnS5XpDVg0MLdmLH+uMNJQ8Us/KCFu1GkVfbunWCW2i0RV8dFebRuUnwU7urSXOEWEVEgRXfu53ByYU8ljpoTFAk+uRo3buyT7S5ZsgQAcN1119k917VrVwBAVlYWysvLAQAfffQRysrKMHLkSMnttWvXziftJN/xVZzT0Hkbywzumqhwi4iIiIhCi8FkwRsbT+D2T3ah7we/4PZPduGNjSdgMFkC3bSQwv5H54Jt//ijPe5USipYPj1o5uhriNdYH+44I5ngcyYzu6TBXa9zJB85ZbYIKEyfK7vjSzRZuxRL0sNgHrhIcvi0oyy8RlsMlUEPlam61uMNLQuvUaswoX8SZqw/bvdc5IWDUJkMEMIiUN32ervnJ6S0Z4kBonpIvHNMiRF9iaPmBM2daHKp1crfl2QwGHDgwAEAwKuvvorY2Np3gZlMJlx11VVo1qwZzGYzzGYztm7dCgDo3Lmz4u0h/zNbBFz2QZxDjGWIiIiIPFWsM+Dhb/Zjy8lCmAWh1nPbTxdh1pYs3JncHN883BvNohtWSTpHcnNzUV5eDp1OV+txZ6OApDS0/sdg2z/+aI8nU6EEy4g+Z9dYGm0xVEb7PnVRKF5jmS0CFu7K9mjdhbvPYcrATiH3nj3FkXzk1O4vXsXYoiUerTu2aAkyv3hV8jlHWXiNrhgafSk0umK75xpaFn7SgI7olxRv93ijCwcRlf0bGl04aPdcSlI8nh3QwQ+tI6JAaD50mtcj+kIxwecrpaWl1vIvb7/9NpYtW1br38qVK/HTTz9hxYoViI+PR3FxMSorKwEAkZGRktu0WHhXbSjZ/cWrGOeDOIdqMJYhIiIick/W5Uq0n7kFG09ctkvwicyCgI0nLqP9zC3Iulzp5xYGp9zcXFy6dAm5ubm1HucoIOeCbf/4uj2eJPhEwTKiz9E1lkZXDI1Ouk89VK+xMo4XOBzN6Up2iR4bTxQo3KLgxSQfOVSYPhfNts/yahvx22fZfQF6m4U3W6SDnPomKlyDtWP7Sn5xS0lJiseasX0bxJ1GRA2ZN4k+Jvhqa9KkifX/BQWug79GjRpZ/5+fny+5THW19F1zFHx8FefQFYxliIiIiOQr1hlww/xfUGkwy1q+0mDGDfN/QbGuYZWXlIv9j84F2/7xdXu8SfCJgiHR15CusfZdKPVu/ZwyZRoSApjkI0lKfPGJCpZPh2C6EnAwCy9fQkwEtk5IwZwh3ZEUL11zOSk+CnOGdMeWCSlIiGGZBqKGwJNEX0NI8AkO7nR19HyjRo3QsWNHAMCuXbtcbr9x48Zo3bo1AGD79u2Sy2RlZclpKgWY0nFOoC/0ghljGSIiIiJ5Hv5mv2SCL27HQsRv+wBxOxbaPVdpMOORb/b7o3khh/2PzgXb/vFle+rb9V9DucaqrJZ3w4MjFdUmhVoS/JjkIzu6U5mKffGJBFM1gJrOVX9n4TMyMrBq1SpkZGR49bqBEhWuwdQ7OuPU9EFIH9cX11/VFB0TYnD9VU2RPq4vTk0fhKl3dA7JOzKIyHPuJPrqe4JPpaqpsV5SIl3Ww9nzjzzyCABg5cqVyMnJcflaI0eOBAD83//9n91oPoPBgE8//VR+wykgfBHnFCyfDt2pTKfLmC0C1h3NR4neiIpqE0r0Rqw7ml/v7xAGascyqx/tjXaqcjS3lKNTpJ6xDBEREREAg8mCLScLJZ+LvHQMkZezEHnpmOTzm7MKYTBx2oC6QmkUkKNyo3WZLQI2HL8MowUwC0C1yeL0mkK8BjmUV46j+ZU4lFduXd7V/mkiOC8Fq/T+8dXxCtT1n6/V7S9uFh2B6AgNmkVH1JtrrNhI79reODJMoZYEPyb5yE50535ez/lUlyosEkBNJ6u/s/AZGRlYvXp1yCb5RBq1CkO6t8R1VzVBj5axuO6qJhjSvWWDmUCUiOzJSfSFUoJPnCS97mTpAFBVVQUA0Ovt7+xr1aoVAGDnzp2YP38+1q1bh+XLl8t6/qGHHsLw4cOh0+nw6KOPIjPzSqBuMpmwbt06LFlyZc62J598Er169UJhYSFGjx6N5cuX4/jx49i+fTtef/11jBkzxrosS3cGJ1/EOYmj5iC6cz/J5/RGM+Zuy0Kn2VsxbMleFOsM0BnMKNYZMGzJXnSavRVzt2VBb/QuPgoFGrUKqV1bIPyvOZgj9KWMZYiIiIgAzN6a5XAOPlfMFgFztrGiSF2hNArIVZLP9ppi+NL9MFoEWAQBBrNF8pqi7jXIwbwynCnS4mBemXX5bVnSSWUA6GLKRm/jMXQxOS6fqfT+8dXx8vf1n7+J/cXxUeFoHBmG+KjwenON1adtnHfrt2uqTENCQMNJZ5JbxA5hJe50OHzd89D/shqC2QST0Yx9OaVOlw+DCUZEOny+cWQYMjIyoNfrERUVhdTUVK/bSEQUqpx9X4dKgm/z5s343//+h5MnTwIANm3ahHvuuQfR0dF48cUXMW/ePOtzR44cwYgRI9C/f388/fTTAICUlBSMHz8e3377LRYvXowuXbrg9ddft27f2fMqlQpz587FoEGDsHz5cjz//PNo1KgRunTpgsaNGyMlJcU62g8AIiIisHTpUixatAjp6el466230KRJE9xyyy149dVXcenSJeuy//znP3H99dfjtdde8/k+JPcoGec4+zsr0tYk8pxNHn++VI8Z649jzZ/5WDu2b8iWUiEiIiIiz20/U+Td+qe9Wz9YmC0CMo4XwGy2QBAEmM01I9VSuyW6nbSoL6OA3L2m+PLB6/Ho9wddLu+oNOY4XRqMptOogBo9TKdxnS4Ni6NH2i2n9P5xdbyaCJUoRYzD5521x1/Xf6Ss1G6JuDouyqMyrknxURjcNdEHrQpOwfFtRUGp+dBpmL01C+OLl7he2IH5MWOwOG8gWlpWQQUBFovgNHBpYtEiwlIJgwW47GCZPu2aIuPTDJSUlCA+Pp5JPiJq8KQC1lAKPO+66y7cddddDp9ftmxZrd8tFovdiL4XX3wRL774osNtuHreVRtsRURE4Omnn7YmGW116tQJJ06ckLUdCqzmQ6fhzU0nMKHsC4+3sbDpY1jg4O9MbzQ7vBiXuqEpM7sEw5bsxdYJKSFdUoWIiIiI3Kf1clRUZYjPPaU3mvHhjjNYuCsb50v1aCXUlB8VhJqRalfHRWFC/yRMGtBRdqxcH0YBObumkJKZXYIb5v8iObejqyQZUJPgm6xdincQZ31ssnYpANgl+pTeP86OVxdTNtoZzyInrAr7HK3voj1KJPpCqZ+lPtCoVZjQPwkz1h93e90JKe3rxWhGuViuk5za32Us5seMcb2ghPkxYyTv9HBknC4NTYUKAEBToQLjdGl2y/gyCx/qc/cRUcNmW7qTgSeRPAe7jvMqzjnUdZzD5z/ccUbyYryJRYumlko0sWjtnsvMLsGCHWc9ag8RERERBYYS/UkxXo6Kig2SUWeeKNIaMGjhbsxYf9zhiB1xpNqghbtRpDXI2q44CsgTdfsfA9Vn6OiaAgBUkC7vKpXgk1N+U0zwSZmsXVqrn9YX/bOOjtc4XRp6mE4DAHqYTnvVXyxnyhNH2M8SGJMGdES/pHi31klJisezAzr4qEXBiUk+cmpAh2ZYHD3S7Q4wTxJ8dU8kdU8ggG+z8PVl7j4iariaD52G9q/uZuBJJNPATs29inMGdm4u+bzZImDhLvsLaDk3NC3cfQ5mi2fzsRARERGR/ynRn3RbxwSv2nBbJ+/WDxRPRqoNW7JX1nzW4iggT9Ttf5R7jM0WAeuO5uNQXjmO5lfiUF451h3N9yi+N1sE/N+v5ySfCxdMCBPMCBdcj+CUkyRzluAT2fbT+qJ/Vup4+aK/2JNEHxN8gRMVrsHasX1lJ/pSkuKxZmzfBlcdh0k+csrDOX/dIvdOkYaYhSciclewTP5MFApuaOtdiZkb2sRJPp5xvMDuLmS5F6jZJXpsPFHgVbuIiIiIKLTMGNQFGpVnSRONWoXpd3RRuEX+4WykmiPuVL/w1yggvdGMuduy0Gn2VgxbshcH88pwpkiLg3llGLZkLzrN3oq527JkJSdFGccLcKGsyu7xcbo0RMAIAIiAUTJpZ7usq2sQOQk+23X/E7HOZ/2ztsfLl/3F7iT6mOALvISYCGydkII5Q7ojKV56dG5SfBTmDOmOLRNSGuQ890zykVO/Zpe49WUvkuq0kiL3TpH/RKxrkFl4IiIi8p3fL5R5Fef8fqFM8vl9F0pr/e5O6RsA2JcjvV2qH5S8w5uIiIjqh4gwNe5Mlq4S4cpdXZojIiz0ungdVb+QQ271C3+MAvJVudG9OfbJT7k3Djpatu46nlwLjcj9FNqN77q1jlzi8fpPxDqf9xfLSfQxwRc8osI1mHpHZ5yaPgjp4/ri+quaomNCDK6/qinSx/XFqemDMPWOzg02dxC6BZvJLwZmf4lRbn7Zi+pOzKqCUKtatNSJpMqsgsGigqrOjS0jcj+F8FN7gF+syM3NRXl5OXQ6XaCbooiMjAzo9XpERUUhNTU10M0hIqIGJPyXD9y+qBVN1i7Fil+igNSFds9VVl8JZOTe0ARciZkqql2X3anLrC0B4t27SzlQqqqqYDQa600sI5feaMaHO85g4a5snC/Vo2leGdTVWlgqgWFL9uLquChM6J+ESQM6NtiLUyIiIl/wdb+DUv003zzcG+1nbrGfU81iBgRLzc86YiM1+Prh3l69bqBIVb+QS6x+MaR7S5fLiqOAFuw4i4W7zyG7xP41k+KjMCGlPZ4d0MGtOMxZudEmQiVKEVPrMbHc6NYJKXavI5iNtX7/42JFrd9dJe2AK9cT7lyDeKJg+XQAsCbAlPwbE356HyNyP5W1rLf9xWL7xfdjiwm+2oKl/1ajVmFI95bYdFUTlESZER/fRNb3QH3HJB85VJg+F6Mu/s+rbYgnjI2CCSrBDEGoKT3g6GSjNalgsqhgkrgZp+4JpKHKzc2FVqtFRUWF64VDQEZGBkpKShAfH88kHxER+U1h+lzZF4+OjMj9FIXp7e1ik9jImgt2d25osr0wbxwpL0Q3WwRkHC/A2aO/ISz/OM6WF2Hd0Xykdkv02RzGSqiqqoLJZILKw5JUdYn7oURvRHW1CQa1Mej2Q5HW4HK+GfEO7zV/5mPt2L4NsswMERGRL/i630Gpfppm0RH4ffKtuGH+L7USfSqLGYAAlVA7gIyN1OD3525Fs+jQjBnqVr9we/2cMtmd++IooMm3dsScrVn4PEMDs0UFTbgGr9+VjOmDung0GtJRudEupmy0M55FTlgV9tV5Tiw3OvWOztY4trKsEGZtOSoFkzWOLdZfSfq5m7TzJoEnl20/rVJ/Y4XpcyUTbnLb4Qnren++bX2MCT577L8NbkzykSRPvlQdmaxdip/QCkaoEAEjFpa+jluMBySXNQsqCH/9lKJUm4iIiKjhUjLOkbqo7NM2zuGFeJVZBaNFBaniQuLyfdq94/Q1bUeE3ZX3FeKLj6ICasQXH8Xqj1/Cv6/6V4MYEVZ3ZFwLnQEqoxlawRBUI+Oc3eEtxdkd3kRERFS/dWkRi3Ov3IlHvtmPzVmFf5WkFCPHmp8atQp3dWmOrx/uHbIJPqB29QtPuFP9wi5uNJqhMgswGM34z+aT+Py3HLfjRkflRsfp0mA0nUYF1OhhOo3rdGnWEXai/9t1FhZBwKe7a+L5iOoy6KFCRHWZNZ53duOgI/5I7tlSsp/Wm2s0JRJ9UV9sRkXWQUS1780EH4Wc0CvYTD6nO5Xp02SaowSfXAXLp6P6whGFWkOBwvloiIgoEHwR5xQsnw7dqUzr7zeeXuJVGdA+p5Y4fN52zo+78r6SnJPjrryv3J7zI9T4au4TX3B0h7cz4h3eRERE1PA0i47A+if6QTt7CF6/OxkqwPrv9buToZ09BOuf6BfSCT7gSvULT8mtfuGruFGq3KjcOfNySqvw8gbn8fzR/EqP5szzt4Ll02GquOzVNpS4CbNg+XQUps/1eP3Itj0R1eVmRLbt6VU76hv234YGJvnITnTnfi4nHg00/bn9MOSfCmgbzFr3Omuoht5oxtxtWeg0eyuGLdmLg3llOFOkxcG8MgxbshedZm/F3G1Z0Bu9u6OLiIhISnTnfojpOVjRbcb0HIzozv0A1FygFqbN8Gp7hWkzJC9QbUeEuZqTY5wuzToirL6dU52NjAuD/R3dgdwPju7wFjURKh0+t3D3OV48ExFRg5CRkYFVq1YhIyMj0E0JKhFharx+d1driXOVSoXX7+7qUVnJYNSnbZx367dr6nIZX8aNdcuNyonP3Vl+YenrQZ/gA2pKW4Y1buHx+kpXWfEm0aeJCY05zh2pO6+jN9h/G1rqx1nBTyorK2E0GiEI8i62dToddDodDAYDzGZ+4JVmuHjc6ztFPFV94Qj0Wb9yRKGbQumueyIiqp90pzKhPbJR0W1qj2yE7lSmzy9QxRFhcufkEBN99W1EmKORcU0sWjS1VKKJRWv3XKD2g9Qd3qIupmz0Nh5DF5N0EjC7RI+NJwp82TwiIqKgkJGRgdWrVzPJ18CkdkvE1XFRHq2bFB+FwV0TXS7ny7jRttyoO/G53OW9rYTmD97OXeePKisNhUVXAnNlMSw67welsP829DDJ54Z7770Xf/vb39CtWzd07drV4b9evXoBAIYOHYpevXqhZ8+e6NGjh91yzz77bIDfkTRfl+tUSkTrbrLuFMnNzcWlS5eQm5uryOsWps9F9vFDKKxS1/z04g6RhsTT+Wh4RwgFO/GuSgCybwIhqsv2s2P7mSLl+WokH6D83MG2F6jiiDB35+QYp0urVyPCnM190lSoAAA0FSrs7pQGAjMyru4d3qJxujT0MJ0GAPQwnZZsLwDsyynzVdOIiIh8pqGMzBPL2JXojaioNqFEbwyKMnaZmZnYvn07Nm3aFNB2uKJRqzChf5JH605IaQ+N2vl1k6/jRk/nzAuVEXqueJvgA3xTTS5x1BxrlZWGojB9LkyVxQAAU2WxV33V7L8NTUzyuUmj0aBp06aIi4uT/AcATz31lHX5uLg4tGzZUvKfuDy5L6p9b0S07CxrWSWTfOId+gVVGhRWa1BQpfF6KHiw8HX5Uc5HQ/WVRqOBWl1zOtXrpe9wInJF/Oyo1WpoNN7NTUHO+WokHwCfXqBmHC+QnLPDlcnapbgz96t6MyLMm7lPAjEyzvYOb5Hc9gJARbV9GSkiIqJgV99H5tUtY1esM0BnMKNYZwiKMnaZmZn45Zdfgj7JBwCTBnREvyT3SiSmJMXj2QEd7B6vW6rQ13Fjn7ZxHs2ZFwoj9FxRIsEnaj50mmLXUUq2K1RIVZPxpq+6Pvff1uept+TNUEpWa9euRadOnSSf27VrF1577TWMHTvW+th7772HW265xV/NU4R4F0WwjuZLHDUHhV/+jvJLl6DT6bzentkiION4AQ7llaOyvBKxeg3WHc1HarfEWncFOSvBJT7uzYkkIyMDer0eUVFRSE1N9Xg7nqgpP3oQ1bAvU6AEV/PROLNw9zlMGdjJ5R1aRIGiUqkQGxuL8vJylJSUoHHjxtakH5EcFosFJSU1wWZsbCxH8vmYL+IcMRknJuSU2HbdC9SKje94fMfvZO1SHMloAXSf53W7As3duU8AYHH0yCvr55RhSPeWPmtfXeId3iJ329s4kpdrREREwaRIa7Ab5aIyGaAyG4G/4nixjN2aP/OxdmxfJMREBKq5QS8qXIMvH7weN8z/BZWG2klRFYC6Y+liIzX44sHrERVeO8aqKVVYAkvYlTWUiBsHd01ExvEC/HokCzptJaJjCq19hjeeXoIO9WBEnrt8kUgTt+fNdRQTfLV50lddn/tvfd33HWi8anRDREQEOnSwv1MEAEwmE2bPno2pU6ciIuLKyTtUR+s1HzoNJb8sgTE/K9BNqUX8ws6d3R9arRYVFRUeb0tvNOPDHWewcFc2zpfq0TSvDOpqLSyVwLAle3F1XBQm9E/CpAEdod34rssTjdSXpzuJu4yMDJSUlCA+Pt6vSb7C9LnQn9sPQA39uf0oTJ+r+EnR2Xw0roh3T/mzQ47IXU2bNkV5eTn0ej3Onz+P+Ph4REVFMVnjIxaLBSZTzegWo9EYsklVQRCg1+tRUlJiHcnXtKnryePJe0rGOeEtu9Q6b/riArUwfS6uPfi+w+ULqjTQmlTQmx1/5/Q8+B4K05uH/IWvJ3OfAFc6bPw9Mq5P2zjr/z1pb592/E4gIiIKFo7K2KlM1VBZTICpdkpKLGO3dUKKXVKKauiNZjz6/UHJBB8gQIXa8W1ldc3ytvv0SqlClbVUYfOh05zGjVVmFQwWFVQ2L1s3DtuSdRlL9p7H+VI9Wly4AJWxGoXhpRi2ZC9esPyIx4sWK7YfQoUvE2neXEcxwSfN3URffe2/9Uffd6AxyeeGnj17OuxI/PrrrxEfH4+77rqr1uPR0dH+aJrisuelBm2CTwlSd17VJd55ZdzyHkbkfipru3W/PAOVuJPrygkhzvqYEqMS63I0H43s9f181z2Ru2JjY9GyZUvk5+dDr9ezbKePCYJgncNOpVLVm2Rqy5YtERsbG+hmNAhKxjnG/Cxkz0tF0pQr5aiUvECVdfFWpYHepII2zPm8Ib44x/ubp3OfADUdNv4eGZfaLRFXx0W5VWpVXG5Lm39hcNdEXzaPiIgaoNmzZ0Ov16N169ZYvLjhJSm84U0Zu6l3yJtypqGR2qcLS1/Hf6xj+AQsLH0dE+L+Y33edp9eiZWvxExizBsbORyAdNxYZVbBaFHZjRS0jRt3ni2WbPM4XRoer2cj+MRymc6uO/yRSPPkOooJPufcuQasj/23/ur7DjQm+dzw7rvvSj6en5+Pjz/+GF9++aXdc2q1GmlpadiwYQMuX76M5s2b45ZbbsHo0aODtiOv+OdFis9V4y0lv7DdmUB0nC4NIy67d+IOlS8KX5cftSU1H407OB8NhYJmzZohIiICZWVlqKyshMViCXST6rWqqioAQFRUVIBb4h21Wo3Y2Fg0bdo0aOOC+sYXcY72yEYU/7wIzQaOtz6mxAWq7lSm4uXTC5ZPR3S3gSE7Gb2nc5+Iy/dp944vmuWQRq3CvMYZ6OFBe1NjE6FR3+mjlhERUUN18OBBmEwmnDp1KtBNCSn1uYxdoEjt04Wlr/81Z11r62O3GA/YJfoW7j6Hx7XLUZg2Q3LbBcunY9Btlbigy/E4brQt3SmKEIwel9APVnWvQaSuP/yZSHPnOooJPnnk9vPWt/5bf/Z9BxqTfAqYPXs27rzzTlxzzTV2z02cOBFZWVfuFD9x4gR+/fVXfP3111iyZAnat2/vlzYKggCDwSBr2dj+YxC9dxl0f272cavkSfjHTDS5+3m79oujOOS8L9tl398ufeeVRlsMlVEPlakagHt3iNdVsHw6zGYzcnJyUF5ejsrKSpfttFgs1n/OltXpdKiqqoJKpXK4nNFolPy/qGTDuyha+Yqs9xD/9xedLidHlJffNNFh8o5zKHF1jCiwPD0+ERERaNGiBZo3bw6LxWL97iFlGY1Ga6dEmzZtEB4eHuAWeUalUkGtVltHIrr7PcfP1xWBjnOir7kLsf3H2LWhyd3Po/LoNlmvFX3NXXbxTtjVvZHwj5kuz9nuSPjHTIRd3Ttg51Wj0Qiz2Wwtu+tuO3qf/MzjuU8ma5ci/kQXGDq95NH6nijZ8C567H/Po3W775+H/B/j3IrFGF/4Dvetb3H/+k6o7lvGOTXciXHkqPsZkLPtTZs2Wachufvuu2W9jtz+DU+Xd5cS299w/LJXZezW/ZmH1K4tPFpf/HuQ83mwPca+3J+mymJYmjb16jNUd59eSfDZq5vouzP3KxSedB4TNts+C5PlvCEJdRN9KpMBKosRRnME5seMqTeJvrp9rk3ufh5msxn4c57DZaQo/TcstsPZdZCcdrnD199D7nB07pbTn+uInH7eUOq/dXW8/N337Q5fxDhM8nnp559/xvbt27Fxo/Qd4T179sSCBQvQpk0b5OTk4JtvvsH333+P3NxcPP/881i5cqVf2mkymXDkyBH5Kwyag8hTe6GuLvNdo2Qw9p+IC21TcaFO26urq2EymVBdXe3yfdkue/DQYfx3R4HkchpdMVTGagjhepcJPqna3XUVrXwF2Se6QGcJQ3Fxsct2lpSUWOcYdLZsRUUFTCaT7GN6/PjxWr+H7fsC4bs+drkeUPMeLl26BFOfx2Qt70iCscq79U0l7n1+Q0zdY0TBhccnuPEOZAI8jHMunIC67LzXr21pejWKBs1BkcTrh+37AuF1EnxmAbAINT9t6f7cjGOfv2B/zm2birD+l2Sfu51xFFf5m9lshiAIMBqNbh03d2IYR0pWvYqC/HyvYxs5lGivN7EYz1++w33rW9y/vsN9G3rcjnHcYDabZW37hx9+QEVFBRo3bozWrVu7XB6Q37/h6fLuUmL7G45UeNWG9fuz0MZwya11zBYBuy9W13rsk4zfkNI6UtaowLKyMlnvNzMzE9XV1YiMjES/fq6rPZSd+g1VuSdRpi/06jNku0+dJfhEYqLvt4iefkmy2Sb6rPMuCoI18RfqiT6H1wZtUyEkpgO5JyEkdpN1/eCTv2En10G+uK7x9feQp8Rztz+uLUKp/7Zr167W7626rxmIvu9AY5LPC1qtFm+88QYee+wxtGxpX2921qxZSElJsf7euXNnvP7662jfvj1mz56NP//8E0ePHkWPHj382WxZIlY/4/cEn/nqFADnrL8b+09U/A9s98VqXNI5H3rcxKJ1eaJ2VLvbfsEyqNQxAJQrJyfe/W42uz+E2pMTgri8N8cipXUkWkVrXO57Ka1jNOjXKtLj1yYiIqorbN8XiiT4AEBddh5h+76wO086OueahZr4wSzYd8w4OueKv3tzUeeLuMpTtvNqyqXERa1IidjGlVBrLxERNRze9Ck0ZDqTd9Mx6Izy168yCfj+ZCVWZOlwSWdGK5vnJv9SjFbRGozoEo0Hk2PRKMz7EqCZmZnWJJyrJF/Yvi+gKjgOQA1VwXHJOFgucZ/KSfCJbjEekL2sM45uvKtL7B9Mr/N4qCf6XF0bWBI6w2yJgiWhjf8aJcHaxj+/tj4WTNc1/uKva4tQ6r919F0VqL7vQGOSzwvz589HdXU1xo8fL/m8bYLP1sMPP4yPPvoIFRUVOHfunF+SfGFhYejevbusZct+WYLL53f7uEW1JfxjZs3Q2M87ABAAqND9cceljSIjI2E0GhEZGYmePXtKLmO2CNh0shDav0bdWcwq7Clz/mUTBhOaCt7dnWXHoEO4Os5hO0Xx8fHWn1LLiu/HZLZAsFggQIUL4a1wd3Jzuzu4jEaj9U6Pbt26ITw8vGaYsocnhPBdH6NVq1ZuDV+uW47h36Vn8OrGLNcr1vHvWzri+us6ur1esJM6RhQ8eHyCG49PjWPHjsFkCq6a94HiTpxTdXoPLih0gSQK3/UxOtw6Go063QQAvjnn9nwPJa1aeVSexRpnBQGj0VgrwecqPgL8c8yUFMj28vvRd7hvfYv713dCdd8yzqnhTowjh1g2W7zhRs552FVfhRLrePIa7lBi++0LTgHHT3vchg5tWqFnz84ulyvSGfCPL/djT47jvqlLOjP+e6gC+4rVWPlobyRERwCo6Tdaf+wSTpYYUaU1Ii5M47DfyJbc/XMlxo2zPianv8jR9tsXnMLCzEcUSdq5y9mNd3VN1i7FeiTZ3egfqok+OdcGcj8TYl9lTpUGWr0aMeHyPnNulQHu+R4abfoTFacOoVFSL6f9xd7w9feQO2zP3R0iy3HJj9cWodx/6+++b0/5IsZhks9DBw8exDfffIPp06cjNjbWrXXDwsLQsWNHHDp0CDExMT5qYW0qlQoRERGylm1x5wToDq6G9oh0CVKliZOkFqbPBaynTAHlm953OvmlOIdR3felN5rx4Y4zWLgrG+dL9WihN0JlNEMrGPH9oYtO22JCGMpUjQFIl/QUyb3jBwDUjWKhDm/kcv+r1WrrP9tl676fqwQLVBAAwYLhS/fj6rgoTOifhEkDOiIqXGO33fDwcJRvet/r+XyKVr4CjUYje0LSLVu2oKSkBPHx8Rg6dCieH9gF644X2s2HWHcuRFspSfGYPLALIiTeV30SHh4u+++T/I/HJ7g15OMjngfJvTgnovsAJI6a4/Zk5c4kjpqDJt0HAKiZ3NvZOVcQaqIdZwPZHJ1zW973MjQajVttD8bJ6FUABNTsCDnHzdfHTGnB0t6G/P3oa9y3vsX96zuhtG8Z59RwJ8bxhJxtO+qrUHIdT17DHUps/6akBACeJ/luap/g8rX1RjNGfHUQe3LkVdbak1OGEV8dRPq4vvhfZra136hpqRHqajPOGytk9RvJ2T/OYlxX/UWOtn/vnomIDkCCz13zY8bAgh1QwX40pieJvpieg/3W5wrUxJFR2s2oyDqIqPa90fK+l12u4+ozUbevsunFCqirdbBoVbI+c3X7DF1p1O5aRKli0ahtR1l/wxkZGdYkYmpqqsvl5bznQIlNvtmv1xaO+m+dCYb+W1fX4XK42/ftKV/EOGrFt9gAGAwGvPLKK0hMTMSDDz7o0TaMRiPCw8Nx/fXXK9s4hcR0G+iX1wlv2cWa4Kv7ZVWwfPpfiT/5irQGDFq4GzPWH/d4QuRydQzmx4xxuozcO37CYptBHel5Irfu+xmnS4NKsNSMdRQsGKdLw/lSPWasP45BC3ejSCs90airE0FBlQaFVWoUVDn/MvbkmIiiwjVYO7Yv+iXF13pcoyuGRlcKja641uMpSfFYM7avZDAQCBkZGVi1ahUyMjIC3RQiIgpSUvFMXUKdn444Ouc2HzoNiaPmyGpPMCb4Sja8C9u9IDeucOd9u+KP/RJq7Q0UxldERBQqUrsl4uo4z6ZiSYqPwuCuiS6X+3DHGbc61gEgM7sEvd7/xWk/mKt+I1fkxLju9hdlz0tF9Nmf3G6LI1V/VfGqMivbeT4/Zow1kefI4uiRLvsRRYmj5iBpSoZdnOir9otxZGTbnojqcjMi23o/Qk1O36u3nzkpmph41wv9JSMjA6tXr643MaY/ry0c9d86Egz9t3K+o+QSv8tC7TqFST4P/O9//0NWVhaefPJJycz+wYMHcfjwYYfrGwwGZGdn48EHH0TTpk192VSP6E5lKnp3gDPG/CxkvZTs8PUcBQk6nQ7V1dXQ6XTWx/RGM4Yt2WsXEKlMBqgsRqhM8k8q7pygHUkcNQfqaPknoLrqvp9xujRM1i6t1Tk4WbsU43RpAGoCu2FL9kJvrKmbnJmZie0/fo01C2e6fK2CKg0KqzUuk3xAzTHRncr06D0lxERg64QUzBnSHUnx0sFxUnwU5gzpji0TUpAQEzx3ztS3AIGIqKHyRZxTsHw6in9e5JPtSp1z5VzkBWNiSOruSnc6hJoPnYaYnoMdPi+ncySm52C/7RclLsaD8TgqifEVEVH9lJubi0uXLiE3N9cn2w9E56tGrcKE/kkerTshpb3T0oVATdnDhbuyHT7vbO0cmTe51+03ksOdznO5cV32vFTFR7L5Ikm2M7yXywSfaHH0SJTc5nyEnG1cVzdO1Jpq2q41XWm/s7hXjrpxpDtJMkcc9b064slnjqT589oilPpvfXV9n778q5C6TmGSz00nTpzAwoULkZiYiFGjRkku07p1a8yePdvhJMYrVqxA+/bt8fzzz/uyqR6ruvCHX1/PmO+8zq9UkKDT6VBVVVUryefojieVqRpqs0GyHKQz3iT6lOiQsX0/YoJPSt1E34IdZ2v+n5mJXw6fxe/R0nNDeipx1BxEd3Y+EbMzUeEaTL2jM05NH4T0cX3RLDoC0REaNIuOQPq4vjg1fRCm3tE5aEbwERFR/eLLOEepuyttt+fonOvsIi8YE0POOojkdggVps912iEkp3NHe2Sjx1UJPOHNxXgwHkciIiI5/JHkC0Tn66QBHWWPbhGlJMXj2QEdXC6XcbzA4aiomlpSwl8/vWPbb+SKJ6NjXMV1xT8v8mupSm/cYjxg7W9zJSk+Cv0ee8ut+Nw2TqxbMczRiD+5fBVHejraVO5njpzz57VF3f7b669qio4JMbj+qqZB1X8b3bmfT67Dwxq3UHSbvsYknxtMJhOmT58Oo9GIxx57zGF93pYtWyIpKQmvvvoqLl26ZH3caDQiLS0Nv/zyCz7//HNER0f7q+luaTZwPMJbdgl0M2qRDhKuBDfO7ngKF0wIE8wIF9yf0NKTRJ8SJ1Lb9+MswSeyTfQt3H0OZsuVfRPR5m9BWS5Ko1ZhSPeWiI8KR+PIMMRHhWNI95Yu724jIiLyRrOB472+K7aumJ6D0WzgeL+XaJR6vWBMDClR4skXJVj8xZPPRTAeR1/wdScwERHZEwQBgiDAYrGfX4yc82UZu30XSiUfTy96yunvnqjbbyTFm9jLWazli1jcl2z725wRR2u6G5+7Wj6Y4khXo02dkfOZI3n8/ZkQ+2+vu6oJerSMxXVXNQm6/ltOlcAkn1u+/PJL/Pnnn4iOjnY4ik/0xBNPoKCgAPfddx/uueceTJgwAW+88Qbi4uLwySefBGWZTpHuVKbL0XWBYBskCCYDBJMRwl8lOB3d8TROl4YIGAEAETDKvgPH1uLokVjRRl4QpdQXgfh+5CT4RGLgkV2ix+aswlrPufqyk3Pne6h+yREREdWVNCUDqghlbrZSRUQjacqVu8ibD52GfX97zqtt7vvbc7LPuc2HTkNYbDMANXMBB9u5WokST74qweJp+XFPhPpcir7CJB8Rkf8JglDrJ7nHV2XsKqvtq4GlFz2F9paLtR5rb7nodaIvu0SPjScKHD6vxM1VzhJ9SVMyoI5N8Gr7/jRZuxRqiwkQBMBif5zqjtZsPnQaotr3BgBEte/tdVwXLHGks9Gmrrj6zBF5q6FPlRAW6AaEkn/961949NFHYTabERkZ6XTZzp07Y9GiRX5qmbKiO/dDTM/BQTl8vmD5dGiP/wyTsRoWQQWTsRqF6XOxL2K43bJiguwntLI+JibMHNXUDoMJRtQ+tilJ8Xh67AIIP7V3GuQo+UWw70KpWwk+kbj87xc62T0ntk3qPVSZVTBaHBd+COUvuYYmIyMDer0eUVFRSE1NDXRziIiCUtZLyRAMOtcLyiAYdMh6KRld3jlpfezsdROw42yx2+dxAJgfMwbtrvt/bq2jjo6HxqSCOjrO7dfzJU9LPAGoFXeIJViUTPR5W37cE85iMRFjLiIi8hcm+TwnlrGbMrATNp4owNOr1DAbAU2YGunj+mJw10S3R7nERtYe7SeV4BOJib6hCZ96/B725ZRhSPeWdo8rXT1BSva8VFgqixR5DX+YHzMGgrANKsF+9Kuj0ZqRbXsiCjGIbNvR6bav7O/W1sek4uFgiCMdjTaVvb6Dzxy5R6lrrPpIzt+JI3X/fnJzc1FeXl5rqrBgxpF8boiIiEBYWJjLBF+o053KDMoEn0h7ZGOtWtUFy6ejw6GFtZaRO4edrSYWLZpaKtHEogVgf+eVr+e+sb2TucOhhR51DAI176/jkf9JPhdMw/zJNwI1NwERUai4tGy64hULjPlZuLTsyoVEn7ZxHpX8nh8zBoujR6JPO/crPqg04W6v40tKl3iqLyVYQm0uRSIiInJMLGMXLpigtpgQLpg8LmPXp22c9f/OEnwiZyP6NNpiqHWl0GiLHa5fUW0/pY2p4rJPqieYKi5bfw+lOfkA4Ivm47A4eiTUf82JqP7r9ng5ozU1Mc7Luro7Z3Wg40ip0abukPrMkXt8VUa3PlGq7zvUKo4wyUd2fDFhpa/1+eMDa+LO3TnsAOCjuE1oKlQAAJoKFdjRY4/kBKK+nPtG/PLIyfoDff74wKtt3fjnh1AXnZJ8LliG+RMREQVCq9FzFC8PpI5NQKvRV86tqd0ScXVclFuJPjHBlxQfhcFdExVtn7/5qsRTfSnBEipzKRIREZFrhelzIZiqAQCCqdrjTnQxfpST4BM5SvRpdMXQ6Euh0TlO8jWOtC/uFta4heL9gYmj5iCscQvr76E0J1/iqDmY8+5n2NFjD9SoGcWnhsVhn6E7PJ2zuvnQaUj4x0y7dvojjqw72tRdUp85ks/XZXTrk4bY980kH0lS8m5pf5msXYqFpa+7PYfdOF0abs/6uNZz8dtnoWT925LrNR86DVD99aejUiv6RWCp1sJU6TgIc4eq4DhUpTmSz8k5vvXlS46IiMiW7lSm4uWBLJVFteZ306hVmNA/CQBkJfrEBB8ATEhpH1STmLtL6RJPSib6gim2UXquFiIiIvI/qbjH0050jVqFHy6Nl53gE3k6R5+jyhH+qJ6QNCUj6BN9YttL1r+N+O2zaj3nrM9QDm/nrI7/+4uApmb0oCos0m9xpO1oU4/W96BaCdXw9TVWfdTQ+r6Z5COHmg+dBlNUs0A3wy23GA/YPWYWAItQ87OuydqlDpOCUl96ZouAdUfzYflroL4Faqw7mg+zRbqWvU6nQ3V1taz6vYKxCpaqSpfLuUNdcg5mm7IItgI9zJ+IiCgQfFGxQGp+t0kDOqJfUk2JHmeJPtsEX0pSPJ4d0EHRtvmT7lSmT0o82SZQgfpTfjyybU9EdbkZkW17BropRERE9Z5ZWyJ72YyMDKxatcrpNBjullp0JeulZDSuyHZrHZG7iT6xcoTYx3UorxxH8ytxKK8c647mI37IVJ9XT0iakgFdh9u9eg1fEduu9DEGPJ9Pre5rCeowQB0GVZh0qVBfEEebeqI+VCsJlKrTe/xyjVUfNaS+byb5yKGsl5IRpldmVFkgmSwqWP766S7xRKo3mjF3WxY6zd6KYUv2wiIIEABYBAHDluxFp9lbMXdbFvTG2vWpdTodqqqqZCX5VOGNoG4U63YbnbHEt4fGpixCXcFSLkowG/36ekRE1LA1HzpNsZKd6tgEyfNmVLgGa8f2Rd92cQCuJPrE24IE1E7w9W0XhzVj+3pc8icY+CuBCtSfEiyu5mohIiIi71VfOAJ91q+ovnBE1vKu5rr3tNSiI1kvJXs9Z7Q7ib5xfa/Guz+fsvZxHcwrw5kiLQ7mlVn7uBZFj0D8P2a53pgEubHXuv6f4Jy6tUev4StyEnwidxN9is+npvJv9Q/baiVSmgiOBy6EerWSQGrU6Sa/XWO54s7NEsEiWPq+fY1JPpKkRIARLIQ6P91VsHw65r3+b8xYfxznS/WSy5wv1WPG+uMYtHA3irQG6+MmkwkWiwUmk7zJZdWRMQiLVWb0pJDYDUJcO5fLNR86DaqwSAD+HeYvsuhKYK4shkUXeicKIiIKTVkvJStWstNSWYSsl5JlLVuT0BMvblXWBF990nzoNMXKL8X0HOw0Lql7wSZVvaE+XsARERGRfIXpc6E/tx8AoD+33+sydd6WWgRqjxRUsv9NTqKvT9umSD+aL6uPa8T5WxF730zJZRxxJ/bqcGih2+VJveEqRnUnwSeSm+irL/Op2VYrsdXFlI3exmPoYrIfjRrq1UqCgT/K6Lri7s0SwaQhTJXAJB/ZubRser1J8CllRO6nGKdLc7lcZnYJhi3Zax3RZzabYbFYYDabXax5hTo63usv7oR/zIQlobPs5VVhEVCFhft1mD9QE+SIcxCaKosDHqwQEVH954s4x5ifhUvLal+0641mDFuyF3tzSq2P1cQSV24/so0t9uaU1oohQlVh+lxoj2xUZFvaIxtdxga2F7xmQQXhr58AE3xERET+JpZ/LNEbUVFtQone6HSKE19Tcs48R9tzRer1xJGCqxbOVjwubW+5iKaWCsnnxAoTtvGpM5nZJXgw9zbZI/rcib0K0+eizx8fyFpWCV80H4e2z29wWbpPqWNsS+n51Eo2vKvItjwhViuxTfSN06Whh+k0AKCH6XSta5yUpPiQr1YSLJRI9Hl6faT0zRKBUN+nSmCSj+y0Gj0H4S27+Px1gm1IfpVZBYNFhSqz9PDxydqlshN9C3ac9aot3nxxJ46aUzMJr9v8O2xe6WCbiIhIjlaj5yhWqlOkjk1Aq9G1z9sf7jiDzOwro9TH6dLs5gGuG1soEUMEkr/m5KuroZRgISIiClZ1pzgp1hmgM5hRrDM4neLEltJl4JSeT03xUouoGVGidP/bOXVrlKkb13osKT4Kc4Z0xz09WmLfhTK3tpeZXYKljUe77KNyN8GndMzozPyYMZinug8bTxQ4jRt9cYxNFZcVf69FK18BBIui23RHQkwEtk5IwZwh3TFF+FHyGmeK8CPmDOmOLRNSkBDj3wEFnkpNTcX999+P1NTUQDfFIW/7iz1N8NWX/tv6PFUCk3wkqcs7JxXvALO1M7wXhiZ8ip3hvXz2Gu5yleQD5Cf6Fu4+J/tONUd3unky0XEwdGg5mrjZdn/4YvJiIiIiOXSnMhUr1SmyVBbVSkSZLQIW7rpSqkYqwSeqG1u4E0MEG3/OyWfLbBGwp+PjEP66tBGgxp6Oj4fsfiQiIgolRVoDBi3c7dEUJyKly8ApPZ+aL0stdnnnpGKJvvCWXWB6/jc0iVCjUZgK8VHhSB/XF6emD8KUgZ2weM95j7a7cPc5p31U7vRF+eKmMGds58Del1OT4Gw+dBqg+qtLXKX2OsEnkjrGYY1bKB4fJ/xj5pX2B0hUuAbjdGl4rHCx5POPFS7GOF1aSI3gS01NxfDhw4M6yQd4luhTMsEnYv9tcAkLdAMoOBWmz1W8A0x0oeXNmGCZinG6NNxiPOCT1/ClydqlWC9cBQAQBOnOo+wSPTaeKHC6Hb3RjA93nMHCXdk4X6pHC50BKqMZWqHmTrer46Iwof8IPHDNT9D/ucm6nqM5Bl3NW+Nrdd9Ps6yzUBn1EMKLbd5PEh6tWI6SlS873ZZ4Aqn7fjIyMqDX6xEVFRX0J10iIgpO0Z37IbxlF0VLI4W37FIrEZVxvMDayeUswScSn18cPdIaQwzp3lKx9vmTeO5WovPG1cVo3dijFVRQQQULVLVij0kDOgZlB0Nubi7Ky8uh0+kC3RQiIiKHnJ2vxPLkttULRGEwwYjIWo+JU5xsnZBiPTdfKQOntpaB86Zvw9351AD7vgdPtyf39erq8s5Jr+fmC2/ZBV3eOYkkgwH/iVBDbzQjLjrCGlOuO5rvMAmr0RZDZdBDZaqWfN4an4r76c+3rc+5mzwQbwrzR6LPNsEHABXVJuv/Bais/3x9jJWOj5vc/TzMkz6DxWKByWRyvZIPyE2kA87/vsgzzYdOg9Fscdm/CgDx/5ileIJPxGMcPDiSj+z48q4alVqD3XcultXh5W9mAbAINT9dqZnxRfjrpzTxDiEpcu90O502s1aCzxk589b4itT7CSu/hLDKywgrvwTgyvuRcwICnNetz8jIUPYNEBFRg1H88yKfzMlX/PMi6+/7LpQCkJfgE9mO6HMWQ0gpKSlBRUUFSkqULXPlqeZDp+Hw9c97tY0j17/g9GLRUSxlG5m5GjUQaLm5ubh06RJyc3MD3RS/C7Y5m4iIGgKzRcCG45drPSbnu9fZ+apueXJRE4sWTS2VaGLR2j1nW568YK19sqdg+XQUrPVs5JPS86n5otRiwfLpMFVctnvcm4pa6tgEdHnnpPV3VXUFVFXltUqgivGpFI2uGBp9KTS6YofL2I6Ci2rfG0BNuVFPOveVmFtM5KhCWN0EHwA0jrwy1sVisVh/+uMYKx0fm81mCIIAs9n/83m7m0jnaC/lFWkNGHH+VsyPGeN0ufkxYzDi/K1uXwvxGIceJvnIji9KLanCIqHShEEVEY1BF74KugQfAJiFmpSdWXA9N51g8z9H5Ttt7xCy5exON1ueJEID8cXq6P2oTNVQmY3WO8FC5f0Eo4yMDKxatYrJTSIiBTQbOB4xPQcrus2YnoPRbOB46++V1WaPzntios9RDOGITqeDwWAIqhFhv3ce53FZ9p3hvbCv81iHz8uNpUTiqAFn8wA5w/OwcpSYs4mIiNxj+907fOn+v25ZrvnnzXdv3fLkonG6NDQVKgAATYUKyT6T/9t1FmkfTEFh2gzJbRemzUDah1PcapMv5lPzRanFxFFzENa4hd3j3lTUslQWWdtfsuFdoKomIWfWFlsfr6z27txqG59Gtu2JqC43I7JtT4+3p0Sib37MGEyI+49dokMqwQcAfdo1ldyOv47x753HuUzKODI/ZozT+NhflE6kk/tsr4UWR490+JkS/w7cvRZS6hjzGsq/mOQjSc2HTlOsAyym52CowiIAlRqCyYBm22cpst1g4WiePts7hGw5utMNqClnAXiWEBMVLJ9eE9T5gNQXtLP3I/L2/TT0YIAjGImIlJU0JUOxuYfVsQlImlL7+/mGU4s9Pu9N1i5Fn1NLlGhaQN1warHHZdlvMR5wug/kxB512Y4acBfPw8pQYs4mIiJyjy+/e23Lk4ukrv2l+kzuzvsaPQ6853T7Pfa/h3mv/1tWm3w5Z56So84clbZUqv3Z81JRtPIVu8cL0+ciNtK70uW2fVy5ubm4XFHtdTWC5kOn4WjvFzxa1zaRtzh6JAwIBwAYEC6Z4EuKj8LgrokO2+HrYwwAsZEap0kZR8T36qif0V98kUgn99W9FpL6TNVNdMu9FlLyGPMayr+Y5CNJhelzoT2yUZFtaY9shGAyABYzBAf1vZXk6V3j3pAKWs0WCyxmMyDU/Fx3NB8Gk0XyTjfgSjmLFpZir0c6Fq18BeqiU15tQ0rdL2hHd+7ZChdMXr8fBgNERKSk7Hmpis09bKksQva8K/PEFqbPxbUH3/dqmz0PvifrvCeWPKwbbwS65KEv94Gc2MORhbvPBXzfNFT+Hn1JRETOv3ul6he5+91bt/yjs5t7bftM3LkJeETup/i/Wc86bZPS86n5u+9ByfY76scrWD4dgy585dW2+7Rrao09/zh1DlnZF/DHqXNexZ5mi4ApFakeJ71sGVVhMKk0MKqkE2ETUtpDo1bBYLLgjY0n/nq0pt1vbDyBJqkvofnI2W6/B1vNR852Wr60T9s4ANJJGUds36ujkYj+4MtEOsnn6FpocfRIlKkaAwDKVI0lE92uroV4jEMbk3xkxxdz8gmmaggW31+kz48Zg98iPC8X4I26ib68NXOgQk2NbxUsWP3xS2j31mbJu+dsy1k0EpS5a1lVcByq0hxFtuWI1J17ttSCBREwKvJaBcuno/rCEUW2RUREDVfxz4sUu5FJpD2yEcU/L/JbJ5Nt2a3VH79kF28EsuShr/eBq9jDmewSPTaeKFCiaeQmf4++JCIix9+9qr+Kdapg39nrznevbflHOYm7ydqlWFj6uts3AY/I/RTr/086ceKPOfN8Gdv4ov2ONNs+Cy9YfvRo3XZxjXAor1zxcttiXLc4eqTsG/Z3hveSTGAANZ9qKSlJ8Xjkhjb4+2eZiJm+Hrk/zsaViXgE5P44GzHT12PIqf4+LaeZ2i0RV8dFAZCX6LNN8DkbiehroZ5Ir0+cXQuVq2NQpo5FuTpG8nln10I8xqGPST6qN8SAIJDz/YmJPkclKu69/K3dOt6UsnRFXXIOZokJnUXiXVgGswVmiwCD2eLWXVjOJm5WwwLNX52OStGf219r4mgiIqJgYSg47ZNOJt2pzFqP2ZbduivPfp7jydqluCvvq4CUPPTFjWJ194Gz2EOOfTllXraI3MXRl0RE/ufouze96CmnvwPyv3vF8o/u9Gl4Wsq7+/55KFhrX07R13Pm+SOJ6E+PFy2WnG7GNRVe3qB8yVcxrhunS5P92bjFeMCt95CSFI/5912D7m//hI0nLuMx7XLJ+Pkx7XLszy33qpymqzhTo1ZhQv8k6+9y5lMTiSMR/a2+/Q2EOlfXQiY4L+kq9Rn11TVcsBxjse/7UF45juZX4lBeeVBUv1Eak3xkJ7pzP8WDJFVYJFRq7+p/u3KL8UBAE3yiydqlskpUAL5N8AGAJb49NBKT/dqOABi2ZC+qTRaYBQHVJotbd2E5m7jZAjXMCn/FRLXvDU1MvKLbJCKihqXZwPGKzTssiuk5GK1Gz/FJJ1N0537W323LbskpieXvkoe+iCHr7gNnsYccFdUmb5tEbuLoSyIi/5P67k0vegrtLRdrPdbectEu0Sf13SuY7Sv09Gkb5/M+DVuFaTP8Pmeer5OIvti+K1LTzTgTG6FBjszzuLPYU+qG7cpqs0efIfE9DOjQDEnxUZLLJMVHYc6Q7lg25gbcuXA3Kg3OX8t2v3haTlNOnDlpQEf0S7rSryVnPrWUpHg8O6CDrPYozdd/A+QeX1wL+eoaLtDHuG7f98G8Mpwp0uJgXplXI5CDFZN85D9qDVRhkYFuhUOCUDNYX/BxIt/ZaD8lCYndIMS1s3tcyYm3XU3cbFGprZMfeytx1BxEtg1MKVYiIqpfYroN9Mn2fNnJBFwpuyW3JJaY6PNnyUNf7wNXsYcrjSOd391K0jIyMrBq1SrrvMzu4OhLIiL/q/vdK5XgE0kl+my/ey26Epgri2HR1U7S3Hh6id9vtHZUBk6J+EMq7lBq285eQ8ntyyWV6AuDfef/1XFRqDS41wEuFXtWXzgCfdavdlOw3HBqscefocnapXjasAqnpg9C+ri+iAxTQ6NSITJMjfRxfXFq+iBMvaMzxi875DLBZ7tNz0Y61pATZ0aFa7B2bF+7RJ/lry56C9R2Cb41Y/siKty3AyfqSk1Nxf3334/U1FSf/w0oqb6P2vLVtVAoHWM5lOz7DhVM8pEdX83JBwhQhUX4PXiRS6jz05ecjfZTQvzwt5BvaYqioiLk5uZaH3c28bYUVyMAxEmDHVFBgFEV5vQOqCqzCgaLClVmx2UHfHWC8KbDioiIQpOvS0r6qpNJLLvlzk1CYkeFpyUPPT1PNh86Dc1Hznb79WptY+RsyXO/q9jDlT7tmnq1fkOVkZGB1atXexQzcfQlEZH/lVdd+e50luAT1U30lVXVjNwrTJ8LU2UxAMBUWWxNsBWmz0Vh2gylmy2LozJwzYdOQ/w/ZkmvU6VBYZUaBVXSHeTx/5jltM/Bl7GNuP3i2172avvumqxdiilCzRx9TSxaNLVUoolFC6BmFNysv3eD4GEPmW3sWZg+F/pz+wHUTMFi+xm69uD7Xr2HngffQ8n6tzGke0uoBQtUEKAWLBjSvSU0ahUMJgu2nCx0O352Z+5I28Sg3DgzISYCWyekYM6Q7taRiBahZk5BMWQXRyJumZCChJgIWdtVUmpqKoYPH47U1FQAvrnGUXI6noYyasuX10K+vFnCn5Tu+w4VTPKRnejO/RQvY1VTqrMmidN86DQc7f2C5HIaVc00uRpV/bjDIhDmx4zBJ5H/wOncfOTkF+LP09nWu1YcTbztjLMRALaTBtcVLpgQJpgRLpicljpwleTz5QnCmw4rIiIKTdGd+0Edm6DoNtWxCbVKSnpzgeTovJdxvEByDj5XJmuX4s7crzwqeejNefK3TmPdns9END9mDPZ1Hiv5nLPYw5Wk+CgM7pro0brkOY6+JCLyv0sVVQDkJfhEtom+/IpqFKydY3djVMHy6Tj3bqriN0y5w1kZuC8bj5KMPwqqNCis1kgm+ebHjMHSxqNdvu7Jy1r3G2sjy8X6KY+9hU+aPubVa7jrscLF2Bs7H02FCgBAU6ECO3rswanpg3Bt6ybIKa3yaLtiydfC9LmSn6Hsecp9hsTRnWazGRaLBWbzlY762VuzJOfgc8XduSMna5diomGVW3FmVLgGU+/obB2JKPaIqYBaIxH9PYLPGSWvcRyN7nTEdmRhXY5GbTURKq3/ry+jtnx9LeSL61h/U7rvO1QwyUd2dKcyoT2yUdFtChYzxDFyZouAKRWpkoGXRgWoVTU/Gxo5I9pcEet2z9x6GuUGC6pMAkr0RgxbshcdZ23BO9tOOVxX5eQOLUcjAOpOGiwap0tDBGru/IuAEeN0aR5NXryizVOIGfyiW+sQERE5c2nZdFgqixTdpqWyCJeW1e6oiBn8Ila0ecrBGtKcnfcqNr7jVTmjiox3PVrXU/sulHp07hdjGUclGh3FHnJMSGkPjboBBpkBxtGXRET+JwjuJfhEYqKv4+GFDkfq6f5Qtr/IHc46kcWqB57Mp+aq6kFh+lw02y49SlCu+O2zJEuN2vqmyWiPb5LyVPTZn2r9Hr99FkrWv+11ue2KjHcdJvKU7nMsWD4dECx2j0fs+MBvJWUnlH2OonXOj68UjVqFId1bQvVXiKpSwToSUUnOkmTu8CQJVPfv1tHoTmfqjiwUORq11cWUjd7GY+hiyq71eKiP2vLHtZASxzhQxPOAJzytfhMsmOQjO76YcLNmLr6aLxJxAmhPOn7qM2+TfDvDe9Wq211XTlkVSqukyx3ZjrqTIjXxtqjupMFSZRDE8gXuBtuvG+4J+TspiIgouLQaPccnI/laja4dO3244wxeN9yjyHlPqXJGci6glSKWaFwcPRI7w3vJWsc2lnFWorFu7CFHSlI8nh3Qwa11SBkcfUlE5H9P7RzudoJP1N5yEQ9e+kzhFnmvbrnLuqX+xL4mALL6HsQEH+C8z0NqNJqnHM0pCNS031Gfjb8VLJ+ODocWerz+OF0aeh58T8EWOZc4ag4EQQAEy1+DDGqO2/05nr8HTxSmzfA83hYEAMJfP13TaDRQqVTQaOSN9HOUJPOEO0kgqQSf1OhOT/eb1Kitcbo09DCdBgD0MJ22m2cx1Edt+eNayJtjHEi25wF3OTsPhAIm+UhS86HTFOsAM0U1g1EVBrNFgMFswXcHrswRx0Sfcm4xHpA1cXJdUqPupDi6o9520mDbBJ9ZqKkpbv4rPnEn0WcbbAfTnRRK1Qs3WwRsOH4Zb/7wE6Z/uQHj531ZryYCJiIKZrpTmT4ZySfOyQcoewehvzqWlCaWaBynS5Nd8sg2lnFWotE29qhL6laplKR4rBnbN6jKHTUkru44dhavcvQlEZH7sl5KRgt9TqCboahjvacgcdiVeEiq1F/dkWfO+h5s+xys60v0eZgqLvtkLmepOQX3XSh1a+44X+vzxwcO+4ec8fd7sCYixJF8gkXRcqDu8iTerllejP8FWetrNBqo1WqEhQWmrHndJJDUvJdyEnzW9T3Yb1LXXM4GHtgKpr5Gdzm7FpLi6bWQnERfMCX4APvzgNvr1zkPCGajV9vzJyb5SFLWS8mKdYCF6YuhNupgFgRUmyz41ibJBzDRpyTbE1fdiZOlyD35Ac7vqE+IicCKq3+ptS2zUFMA1Cxc6ZhxtG1nguVOCnfrhUuxnQh4+NL9+GXXbvy+eyfWrs+oVxMBExE1dOIdhO50cojnSNvznu5Upk86lmwTkr7Sp22cR5084n5wVaIxISYCWyekYM6Q7kiKrxklpoYAFQSo/+okSYqPwpwh3bFlQgoSYiI8eyOkCEd3HDuLVzn6kojIfVkvJcOYnxXoZihqRZunMOTpK53/jkr9iVUEbEn1N0kl+ADpPo+wxi0Ur3TlaE7BDocWBk2CT+RuH06gEnx142Wly4G6y1EiV4rSI9v8yTYJVHfeS3cSfCJ333fdUVvOPn91P8vB0tfoKalrobqUuBZylugLtgQfIH0ecIftecCiK4G5shgWnTIDPnyNST6yc2nZdMWDQjUEaCTqY4uY6FPOZO1SLCx9vdbEyVJBmTsnP8D5HfWF6XNRsvJl2e1zFfTVfX1Howj9pTB9LrKPH0JhtbrmpwfBlqOJgG35cyLgjIwMrFq1ChkZGT59HSKiYFO+/0efb9fTO7HF85943vNFCfXEUXMQ3bmfotuUcuPpJV7NIdjn1BKXy0WFazD1js44NX0QdvTYAzVqYk01LNjRYw9OTR+EqXd05gi+ICB1x/E4XZrDeJWjL4mI3OeLvhxfOdKkr6zlVrR5Ck+/vMB6PnCWEBGrCNS1OHokylSNAQBlqsYOpzlx1OfhyfxUjjjqFC9Mn4s+f3ygyGsoTW6iL1gSfMEgcdQc5JcbcOnSJeTm5jpcTumRbYEg9ffhSYJP5M77th21Jefzp3RfY6D71WyvhdLH9UWz6AhER2jQLDoC6eP6KnYtJOcYBwtH5wG5xPNAYfpcmCqLAQCmyuKQ+Ftkko/stBo9B+Etuyi6zXCNCiZNJISwSIfLLI4eCQPCAQAGhDPp54W6ZbHqnsg8Ofk5uqPe0claEGqKDcgsJ+709Z2NIvQ18f3VlB6ouSvJ3WDL0UTAjvhjIuCMjAysXr2aST4ianD8MSefN3diT9YuRftDn1h/l9OxpKrz0xF/XYwVps9FYdoM77bhxpwmJevfRvz2WbUei98+CyXr3/aqDaQs2zuOpwg/SlaTmCL8yNGXREQe8kVfji8kjpqDe9/fhWO9pzhd7ljvKZjyn/9azweuEiKDLnzlcFvl6hiUqWNRro5xuIyzKgLNh07Dvr8957S9ruz723MOE3zBmKiy5SrR5+8E34o2T8FotgTlfovpOVhWvH3xx9m12i8Vzxcsn46LP86WXL9Ro0YIDw9HdHS0F61VRvOh0xAW2wwAEBbbzOMEn0hun5s4asuT6imA932NwdKvplGrMKR7S8RHhaNxZBjio8IxpHtLRUveNx86DVHtewMAotr3DsoEH1BTTcar9ds1DdnRtUzykaT4W8cquj1TWDQETTiEMOcX60ZVGEwqDYyqMI7u81KVWQWDRYUqc82Xungikzr51Z0/TySuExcVhsFdE+1ew9nJWqjz0xPi6zsbRehLntxVJXUnj9REwK6E+kTARETBytdz8ilxJ3afPz6odY5xleiTc871Z4LPn3MI1oc7oBuSqHANxunS8FjhYsnnHytcjHG6NI7gIyLyUJd3Tiqe6Kvbt+ANMQESFa7BiEnvovnImgRG3fm8mo+cjRGT3nU6gq+uZttn4QWL44oNJjjuV0iKj5Ls87B19roJHvdRzY8Zg3PX/T/7Nvlgzj9fcZTo83eCb37MGJwv1cuuJuVv2iMbUZg+F23atEGrVq3Qpk0bu2XOr5wlu/0lK1/G+ZWz7B5v1KgRIiIigiLJBwDq6HhoYptBHX2laoM31wVy4vjYSI1X1VMC1dcYqiLb9kRUl5sR2bZnoJviUGq3RFwdJ12+1JWk+Cj0ObUkZK8tmeQjO76Y/6WpUIEwyLtDQrC5b2Vx9EjsDO+laFsaCqlA3FGpTKn582zXeaRsmd3j/rrbbLJ2KQZd8H9dek/rhde9k0dqImC5PJ0I2KwNjXrRRESBUHXhD59t15cJLm9KRfkrwefvOQR9MbcH+RaPGRGR7yl907aSST4xASJKHDYdiaPm1JrPK3HUHCQOu3KucCe+erxosVtzyIkmpLR3Oeql11VNPboZXZwDsFebJnbP+WLOP1+qm+iLEIx+T/CJ7Qhmzubku/jjbFT++Ird485u2qv88RWHI/qCiUoTbv2/EtdFrmLCQRe+8qp6SiD6GkOdJsZ+ju1golGrMKF/kkfrzovd6LIaTTBfpzDJR3aiO/dDTM/Bim6zShXh9K4pR8bp0uxKT5L/TSj7AplfvGr9vfrCEb/ebRa/fZZfv0SVrBdedyJgd3gyEXD1hSPQZ/2K6gtHPHpNIqL6rtnA8T4p19mo7d98nuDyJNHnz/kSfBFDxvQcLDmHoK/m9iDf4TEjIvK9UCj9KHUjk5Kl/uTOISdKSYrHswM6uFxO9VcO0J1En5jgAxyXVVdyzj9/3CQ/WbsUEYIRAGBQKT/VjqP3ECoJPqAm/g5r3MLu8cL0uR6PQCxZ+XLIxEb+qOxRmD4Xzbbbj3B0h7/7Gsk/Jg3oWGsecDn+E7EO3ffPk7VssF6nMMlHdnSnMqE9slHRbTYSDLJH8on8PeSfnIvfPgvVF47ArC2B/tx+v79+wfLpOHv0NxzNr8ShvHKsO5rv0Sg3V5SuF247EbAn5E4EbLYI2LnkFeux0Z/bj51LXvHJPiIiCmXFPy/ySbnOqgt/+CXB5U5HkL8nRPdFDKk9stFuJJ8v5/bwB7NFwLqj+SjRG1FRbUKJ3uizuCZYhPoxIyIKBb4YUe8rdb/jlS71JzfRl5IUjzVj+8oqE70/98q1uZxEn22Cr2b9cmsMcCivvFbfhkUInRig5LaXERsTg+gIDZpFR2D4M+9Yy656a37MGEyI+4/dvg21BJ+v5l4sWD4dBWvnYMPxyyg3WKAzCSjWGYIqjhSMVT6/8dHf0wNQaIkK12Dt2L6yE33/iViHEbmfuvUawfi5YZKP7ER37qd4uYAyVWO3RvKFC6aQOHk3NPpz+2GuLLJOtupv8cVHUViYj4N5ZRi2ZC86zd6KuduyoDeaFdm+L+qFixMBe8rVRMB6oxlzt2Vh2pQn7O5iarZ9FqZNeULRfUREFOqaDRwPVYSyc1eoIqLRqO3f/JLgAoCYwS/iaO8XnK57tPcLiBn8oqLtccUXMWTiqDm1Ep3OztUaVU3Rd41KupMj0Bdj4jm70+ytGLZkLy4jFhWaxriMWJ/ENcHC1/OxEBFRDV+ch32p7ne80qX+JmuXYoogPUdfUnwU5gzpji0TUpAQEyG5TN1pMOpe2ztL9NVN8AHAlqzL1hjgYF4ZzhRpcTCvDKs/fslliTi5fF0JK3HUHNw8dibio8LRODIM8VHhGNK9JRKHTce+vz3n1bZt91nNT3HsY81PpfsIVXV+KmHf357zWYLPuq20GUhfOAMlYXHQhjdFoapxUMWRqvBGPr0e8Pf0AKHE2TyQDU1CTAS2TkjBnCHdkRQvPUdfUnwUlrf7xe0EnyjYrlOY5CNJSpYLmB8zBuXqGJfLPdSrDSLD1AiDgAgYFXltX/FFMBAqDBePQ9O0VUAuHo6GdUK5Ktb6+/lSPWasP45BC3f/f/bOPD6K+v7/r5nZ3Wx2c20SwhEgyCVgo0AxghWhoJBi+IoIfm37Kyqx38bjq2JpuezXWpHEqqVeFauhit9vv/0WtB4Bg4IXKIgIIoIoqIRLCEk21+5mr5nfH5vZ7DEzO7M7M7ubfJ4+eKzZneOzszOfz/t+o9nhSejYsYQuOX0IGjeuiCqTmZUROyJQCqlGwM0OD2au24VvNq3GLc21gtvc0lyLbzatVuUaEQgEQm/g7D9XgPM4VT0m53Gifd9rmju4gJ65/4aT0yQNSzecnJaUuV9NGTIyEjrWWs1QAE0FXsVIljLG/24rtxwJlvH2W/PBWvLgtwZKlKkp16QKevRjIRAIBEIPaq7DeiA0x6vpELm5qRY7xn2MfIspmHlWV1mGYytmYtmMkaIZfEJtMIR0eyFHn5CDDwB2ftcS1crDxralTYB7rAoR311SFXfpTqFrFgjZku/g47jAPslKitxpnIDjl9wW9b6v47zqTqkljg3IyWRSVo7UUh/QI6gwXSFOvnAyjQyWzRiJYytmoq6yDOMH5WJ4gRXjB+WirrIMH1/8iewSnWKkkp5CnHwEUQorluPzS+5N6Bhiwo0QP5tYDBPFgeJ6V/RyOsB2C0NysvtNA8fAkN0PhRXLE47UAgA/FzivP8a511oX4Vt3NmhXKxhHS9hnuxvsmLt+T9wRS3J6DMptNu46vg+ec8eCf08anBfXmIL7D8kVPo/Xj7nr9+CiL5+LKfAucWzARV8+l9A1IhAIhN6CqWiEZsfVUqEFeub+3Q2ByPJYhqVE18d4KaxYjpZp8fUb4bFPW5VwTx4x9FbGIn+3WCTrd1ObdP7NCAQCIZ0prFiOVwf/KtnDkE3jxhXgvF0AtCn1Z3v/IeQZ/GGZZwwtrtc31dWg4cgBNLnpwGv3+iOm29daFsCDQBaiB0ZZNjDG0QKr8yzaXX7Ve9ppgW3+QzFLwE8anKeoXyGPlN2Q6/6XDtfoCu9+zDwVbZsxZPdTvaT/TuME2GlhW1GqyJFq2AzFMiO11rkIvQuGpjBnbH9cMigH4/pn4ZJBOSj75m+qZVCnip5CnHwESX48slCX85TYMjH7wiKAZkDRiWU+EZTDRbyKYbQNgqn/yODfiURq8fg5Clz3qxi80Mc4W8A4W8E4W6K22d1gxxM7vlN+fpV7DDZ2MThz/GucPPYlAKB8TBGG5gmnhsci+FwI8PiOb2U5+Hh4R18814hAIBB6E/nTb9Wkd17+9FsBqKN0iimbj+/4NspRVGtZALZbpGdBRxlJ4l0fE2XKzQ/ibwWVce37QmElJt/8YPDvdC/LI/S7xSJZv5tapPtvRiAQCOlOme+LZA9BNkULq0EZzQC0K/XHHz8WfIBKYxeDpi4GjV1M0IArpdt7KQN8FAMvJa9Nja3zJLIdZ2HrPBmXY0xP1loXYUP2DTG346+Pku8jNzFAzjEpKpD3R8ksuSXXDqYE2/sPRRn7fR3nVS/pf4V3P2xsm+jnqSJHJprdKZQZyaOlzkXonZSXl2PevHn48SUX9Eo9hTj5CKI01dWg+eXEvNpymx1XTRnWE0mVIo6+ncYJyR6CbsgtP3q44TwO7duNzz//HED8kVqhxCqpoCQbdN2u4/CzHOrr6/Gvf/0L9fX1MfdhrDZVeww2djFoQS6+b+kIHJ+mUHV5SVzHCnsuQvCzHJrrHlZc1mOJYwOaN9ekTENmAoFASBbWMdM1PZ5tzrKEHFy2Ocui3vezHNZ91CC4DwsKHCiwIis5vz7qCUNTKKhYFlc0d8E1y8PWv3QuyyP1u8UiGb+bWqTzb0YgEAjpTsOj5Rh09kPVjudlKfi5wCvPkbzLVDm2kJFdiywdp9MJt9sNp1O8ZLtUBnrjxhWwb3lYUrfnZDZ0qXRuQi4XsBfkch2odG5KWUcfb4+RI5OE2j7kfJ+Yth6KDntN1WsUSWRWjyG7n+oy0VrrItFMPp5UkCMTze4Uq2zFk8hcQRx8fY/y8nJcd911uPaWu3ulnkKcfARB1Cyvs8SxATmsQ/TzKSU23DX1gp43WD84Vt+08kiH3lrrIlTlPZAWAoSenOticN7egVMnAsaqeCK1IpGKnlLi4AOABrsLW79qRH19PV599VVZTj4AyBhcqtoE7zHmwAtDmPJw99ThmFxiU3ScqOcihF0v/E60B18sbm6qxe4XfhfXvgQCgdAb0CPDqP5IIx6jr41LoX2UuhZbv2qM+qz+SGNUH5dQpFR4fn3Um7unDsdnoysVRXMfGF0puP7JUeLNDAcTzcHMSBs09FTqY/1uUiTrdyMQCARC+tLwaLnqWUP+7sBcvsXGWusiLDCuwsvFiZUElVqP1Sr9bZuzDJsPn0NrRyccThdaOzqx+fC5KOeHHBtY48YVuKljo2LdPpRK56aoYF0+OD7VnFih9hi5Mkmo7UPq+4Qeu2xIHsqG5Mkak9QxYwWQq13JQ4rGjSvg6zgf/FtNx7VcO1kqyJGJZHdKVbYKJZ5rSxx8hN5Y8pU4+QhRaGH8yuU6YIAv6v0pJTa8vrisp9lxEhx8a62L8ImpVPCzVBOyUgGKZoDuTMt4IrUSLdsgdB+FsvekeMkCKdRK9e/yU+jq6gpz8mUaGbyxuEy2MhD1XITQVFeD/PcfSmictvcfCmsgTiAQCAR12XuqFUBgbZRbGWCncUJw3RNay/hjihErdjze9TFRKKgUzY3uftHjxftFy3HyHRz/a12VsFi/Ww7XKb1/kn63RCHlOgkEAkF/Wt57XnUHXySh6/X9nmuwadB/xHUcOT3etg/+RUKl/n7vvQYj1mzH3PV74Pax8HMc3D4Wc9fvwYg121HzzlG4vH5FQe72V1bhH8Xvx+XoE3Lw8aSao09ILpMjk0TaPmL1j55SYsPmWy/D5lsvk31ND4/9JbKuXR31vlQAedHCapQsrQ+z+citaBUPRQurYcjuF/aeGjanyN8l1eXIRLI7xSpbCaHk2qaKQ4ZAUBvi5CNEoUV5nczBI9AxpAyuIT8EEOg1Vj1nLLZVTUGB1dSzYRJKdV7qOSgaSQUQR18olCEj6ODjURqpVWtZEDPiT8zQZ/G2I9PngMXbLrpvh9uH06dP4+zZszh9+nSsrxSGGqn+Pp8PLMvC5wt3RhZYTdheNQXVc8aixCZcx1/0uejGfeqgagYz1/F98Jw7psqxCAQCgRBOpzsQsFTp3IQrvPtl7XOFd39Q9uhwRwe08McUguJYAFz3qzBCx9Sax3d8i72nAsYFudHce0+1SfYQ+XSk/MxAofPsHbk4rn3jRep3G+VrwETvlxjlEy/nmYzfTQ1IuU4CoW+gpE0CQXu06Du80zghWIaSAxWlp//eWxFX5QI5Pd463f6ESv1tP9okmk1/otWFlVuO4NH771CsY3e+dh9eHvpBuG7PsoEUMjYgi5XYMjH1gvzgPlIOPp5UcfSJ2WNCZZLi4mIMGDAAxcXFUdtF2j5qLQtw2DACAHDYMCKYpRVq+xCyl3C0ARzFgKMDfQ5D97HO/o3sTNKXi38F6seBIDEpm0+sZydWpiBPrAxV2/z4grYjf5d0kSPjye6Uqmwlhhx7HnHwEXjUrGAYWaI3WRAnH0EQNdNW7dNW4eqVL+A/lt6Hpb9djrrKMhxbMRPLZowUzFQCzQScSTohZnxLJ0efHv0DixZWgzKYEBkXFU+W2u2rnhC9vz4ff6+gQFnp3ATG1wUPS4HxdYn2eszOMODo0aNoaGjA0aNHZY0pFCXCIs/Lxb+CdfZvAAB+vx8sy8LvjzbqZRoZLJsxEsdWzMSrN03EaJsRg7MYXDIwO+Zz4W0+AdfxfYq/jxSe74+ElZAgEAgEgjpkZTCyjDmR8LJHdoZB8JhCVDo3gepemylwkuujngj1oosVzc0j1UMkK4NRlCHJw2dKxnsd/A57XPtJ/W7jfN8AAMb5vkmZ301NemMZHAKBEI7SNgkE7SlZWq+ao2+ncQI+MZXGlDPiKcUnp18Yv4bGc3w5VDo34frTz8raNhL7K6tQ6dyEYytmoq6yDAxYUBwHBmxQt58xqjB4nkiZsMtPwcNS6PKHZyolw9EnV6YKlUmKi4vRLztD0MkHhNs+6irLYB16Mc4VTIB16MWito/IfTKMDAw0hQwjE7YPAMxdvwf3e66RlRl2v+cazF2/By5vwEYjdt+ZR0+TlFukMgV5ihZWB0vEHjjTjsPnOnHgTHtYidiB164UzESM9T1C7+t0kiPjye4Uq2wVCynZk8iSySFeHUpLemvFEeLkI4hSWLEcn18iXhJJDp+Pvxc/Wrwa/zVrNB6ZOw7/NWs05oztL5pybbFYYDabYc3JS7j+uhpEOvr0cKYpZadxgub9A/nFkPN5wPm84HyesM8LrCZsXPRDLMPrkuUnluF1/HPRD1FgNQkuvkULq5E9+7dR+0rVrY9k0pBcOJ3OqJKZcnl8x7eCwqKfA1iupw8BDy80SmUdRMLQFMov7IfReUZckGvExQNzJJ8L96mDcJ/8HEbbIMXfRwrTwDFRJSQIBAKht6NHhtHMUy8pdvDxLHFswMxT0ftOGpwX9Z7S9VFPxHrR1VoWSGYEANI9RCYNzlOUIcnDZ0rGcx3cpw7CdfTDuEpdp9vvpjZqlUMnRhkCgUCQj3XMdNWOJXe9UlqKT06/sNA1VK3S3zzxBGNF0rhxBexbHg7q8hQV0PX5v3mZReg8Yk4+QJ6jTy3b1E7jBFzh3R82HjkyiVzZiL8elwzKwYghxbhkkLTtI3QfE0ODoSmYGDpsn8d3fIvdDQHHQeg1iiy/GXo/7G6wo2b7UTzyX7ej+eWVgudtfnkl/rbnBLLmKXPA8djmP4TnLdcHS8R+dqYN3zY78NmZtqgSsUPnr5Kd0Sfk4Es3OTKe7M54EbM1EllSfxLRobSkt1YcIU4+hTgcDrhcLng8HrCseEmk3sKRi/4joZJIX42TV5/dz3LYfPgc3JQRHjBwU0asy5ifEtlz/GIZj0FJD3ijldo98Xj4xbCprgaczw0A4HzusFTko+c7sea+2/CL888H3xOKcvrF+eex5r7bcPR8oG54YJHtEcUKK5YHG/PyyKlbzyO3Ma8YoVkHkdfTz1HdzcZ7hNFQYeuZj77DG4fOws9y4LieezpWdGIsmupqghl8XvsZ1aIyM4dNhKn/SFWORSAQCOmG48h7mh1Prd6pkSU/krk+xoNUL7qefACJ/UV6iFz6zfqEHKiTjq1XtE/oOuw6vk9xKZZ0+920QI1y6AQCgUCQh5olyORUPQpFbik+nlj9wiLXUKXHF0MNBx+PVJm2RGUWMTvPWusiVQK9eQcfEO10lJJJEpWNEkGqUgRFBaxLFCV8P3z/ejWuaXhG8vjXNDyDh985CnrO7xWNK+va1bj+xJVYueVIzBKxM9ftQrPDg4HXrowpHxUuWIO3B/0i+Hc6y5HxZHfGS2HFcmQOmxg477CJRJZMAsmcJ+TQGyuOJD9vN82YOHGi5OeLFy/GsmXLgn+fOXMGTz75JL7++muwLIu2tjZMnz4dVVVVKCpKnclWDIfHH1wYlQgn/IL6a494HxIAcHn9eHzHt1j3UQNOtLrQz+kB5fXDwXnw9/2ngTjOrQXJPn8s+PFJ/VaRQo6c7xTq4AsoCgOCn/GKAz3jXvz5D3fijvYXZY31jvYX8ec/AA8+/FfkW0wBCYxD4BU9jXlXbjkiu249EPjufGNesb54sYjMOgi9npH11yOv54nWLlz7t08wgOMAcOA4DnPX78HQvExUXV6Cu6cOVyys9Fz3vOB7joNbYS2dnVBD9aKF1cjYdhZOe+qlzRMIBILWtLz3fEJzqBCOg1vR8t7zYDubVK3tDyCoMDA0hcrLhuD+rV8rXh8ry4bKblyvFlK96AIOPg49gT7RCPUQaaqrQdMm4ehruTRtWgmaomQpYkLrcOTvEgs15JreAH+9lDwfqaIwEwgEQrqgRQkyMSJtEDw9f/eUcJXT402I0DU0+vivxzy+EDRYWbYQ3ulFSZu0AHSvbdzgsPfUkFmWODaABvCcZQEGYhu6DSeotSwAQ1E4NeE2ZBWORuer9ykef6iDT+r8QLhMooZslAhSlSIGYTsAFizoqPuh0rkJ98i0693R/iKe3HkTls1bLXhtI7HNfwjXn7gymF0Yi90Ndsxdvwfbq6ZIyke8HFRlPdqr5Eg+U/OtQTmwZxbDZgtkd6pNxuBSZMKKjMHDVT92qlJeXg6Xy4XMzMzYG2tIsucJucSjn0SSSvpKUpx8Ho8HO3fuRENDA/Ly8nDddddFbcNxHCgq9SYjACgoKIDBIHzpsrOzg/9//Phx3HjjjbjrrruwZs0aUBSFr776CrfeeivefvttvPLKK+jXL7VL5YXWQAfkOYZCBSyp+s/NDg/mrt8TcyGMx8nYF4kWst8KfhYp9Mq5ptEOvmgaN67AkbdfxR3tHysa6x3tL6K2JhPjbvx90GnGccDmw+dQPqYId08dDu+2x3D9eXm/+RLHBgzNy8RdU+cAkO6LJ4VQ1gF/rTi83f2qTIngo7VeP3QObywuk112QOq6Ow5uReZFs+A69Jbg51LY5j8UWIC23aN4XwKBQJAiXeS7/Om3omPvJlUdfdbS2TAP/gGOPzhFtWMCgXXWMmZ6SOkPSlH0eXA7Sv8S6GK96AB0B/hwwQAfISJlSLWbowPSSmYs+SfW/qEkKtf0FpQo0qmkMBMIBEK6yDh6I+XoG0F9CBM60UZli+rOcvqF3T11OF4/dC7MblRrWYBJhkMY4v0Ohw0jsFembg4ALGistS6KKUt1+Sl4WemqAzxFC6uB954BELA/qCmz3O3YABbAZgBUSBUEP8dh61fncWPXNPzj2tXofC3cGSU1/oM5ZbiifY+s84fKJGrKRvEiVSmCBdV9jcKfw3gyN+9ofxH/t/823LKwWvK3LFpYject12N3wxHRbYTY3WDHEzu+w7IZI3uu2bYnwo7Lv0/kyPhhrLZkD0FXysvLkz2ElJgnlFBYsRxePwv7K8r15aB9NUXQvVznjh07MH36dNxxxx344x//iCeffDJqm/b2dixevFhxFo5e/M///A8++OADwX+33347AIBlWdx+++0YP348fvaznwWFvQsvvBDLli1DY2MjHnjggWR+DVkkWgNdrP6zy+uX5eBTcm5CeEkHD4wAAA+MgkJ1rWUB9v7gHsHjyHHw8YxpVebg47mmYR1efeq34Lpj+TlwwTrlm/+yTHED7OtPPwvH1kfiGgtPR5fwnCOnf1As+GgtvtmzFHKuu+vQWzCNvVrRGLKuXY2B1yYWTUggEAhCpJt8V7K0Hsb+o1Q5lrH/KJQsrde8tr+f5dD+5h8VGymWODag/c0/Jlw+WilCvegU7R8iQ+rdHF3OOixVnisSx9ZHkiLXpCJySuMQBx+BQEgl0knG0UIWiYVY6c522oo2OgvttFV0Xzn9wjKNDN5YXIbJJeHG+qOGEuwzjsVRQ4niMatpX4paszhWdZlliWMDKEDQYbe7wY4bT0+T3d/NWjobpTIdfDzXn34WjY9fo6psFC/SlSKir1EipVmvaXgGfpYTfaaKFlbDNmdZVPlQuazbdTwonwu1suEhciQhXVBbh9KLgdeuRNa1ynpxpqJ9VVcn3zfffIP//M//REtLCzIyMjBgwAC0t7dHbZeTk4OpU6eirq5Oz+HJJi8vL+Y227dvxzfffINrrrkm6rNZs2bBbDbj3XffhT3Fy+UlUgNdqv5zaKNcucQriEU23+3t8EK2lzLADwZeSjw67vglt4k2pFUz+kxqrBTCf5urz7yEcfsei+t4iS4WZzvcop/J6R8UCz5aSwol193z5dvIvGiWrG1t8x/C0Pn6Z3IQCITeTzrKd011NfCeO6rKsbznjgbXnsKK5ar1TrWWzg5T8He98Dvc0lwb17FubqrF7hd+F9e+fkd8smqkDBkKRzEARQdeBYiUIfVsjq5kHZYjdyQiT6WaEhzvvRCJlKOPOPgIBEIqkY4yTjIQc/T5JIqHKekXVmA1YXvVFFTPGYsSW49s0U5lhR1v5qhCyeOEavNqOPrs01ZFr1kUrbrMsta6SNIOsbvBjg3ZN8Q8byJtP+Tup7XsIlkpAuG2JTV6Lza/HDDii9nNxMqHyqHB7sLWrxqDf1M0DYDqfg3Qm+RIQu9GbR1Kb4bOXyU7WCJV7au6Ovmef/55ZGVl4dlnn8W+ffvw7rvvwmw2C247b948vP3223oOTzZWq3gkEs9bbwXK6I0ePTrqM5PJhLFjx8Ln8+HLL79UfXxqwtdAD0Ws8W9kdpNY/WehRrly4c/NUIG8KobisNa6SFI4C22+21dY4tgAM+cGAz+MnHg04aQhuYIRQ3o4+Hio7jw+CuoIYY0bV4Bj5ZfpDDVYcTFceGrkQIRGa0USz3V3HXorpkG5aGF1ykWYEAiE3kO6yXdaZoU11dWoVgbUcXBrUPlpqqtB/vvylA4xbO8/pFiZcp86CNfRD+E+dVDx+YRkyCA0HRDMaGFVREiG1KM5ejzrsJSSqoY8lSpKcCL3ghBCvydx8BEIhFSDyDjyEXP0iaG0X1imkcGyGSNxbMVM1FWWYfygXAwvsGL8oFzUVZbh2IqZuGeqeO8tI+eDgQu3jyTi6FtrXYTtg4X3VVNmkdsqZN2u47DNWSZ63kQcfEpRS3axWCwwm82wWCzB96QqRdDgQIEDDU4V2xJPzzMVnWknVT5UDntPtgX/n6ZpUBQFuls+7k1yJKF3o7YOlSwGXrtSVsWRVLWv6tqT76OPPsKDDz6IadOmxdw2Pz8fDQ3xOYK0xu/344UXXsA777yDtrY29O/fHzNmzMD8+fNhMgX6bX399dcAINpzr7i4GPv370dDQwMuv/xyzcfMcRw8Hk9c+9522WC8dvB7fByy+NQKNP4NZfLQPFRdVix4zjePnI870oU/92DqXdCUD34qvBRlOvbt++Siu1F+YT/g3adUPS4DFiwomOANlvAMZWieGT++IC/wG1FU909J4dxrD6H5ldjNhdWGAqfe78exABcQwKTu+66Tn8N17AC6uE54PB4UWY3qnF+CBrsLmw+dwczhecH3WJZN6Lo7Dm6F5aKr4TwUrVQWzF+NnFn3Rl0HlmWD/+KdG3ozXq9X8P8JqQH5fQJwnL7lF8VIBflOiZxjGDpRdM6MF8tFV8Pn9WriPOxq/A7t7/9VteP5/X7YfvKbmNva33wEruP7ANBwHd+Hc689JGu/UIRkyFhIyZA5s+6F3+9PSE4RWxftbz4S93GFrmsix5NzfDG0mB/VuBeEyJl1Lxjri0CbHYw1X/B3SSXI2qMt5Ppqh5bXVkudIhXkHCLjKEOsR18kYms9/5vH+r5XjbChfkAW7Ble2GxZuGqEDX6fFzOG5yHXbEBbRBuOSucmvAsvvAL2Ef5ViS2Cd7wtcbkFx+rxeFSRWeQ6+IAeO0M5v5a++0zwM8tFV+vm4OOJlF3imSssFgtYloXFYgnuM2N4HobkmXGytSts20rnJmwFCxYADVZ122DjxhUANShgZ6Ko4HjaXYnNe20h9xDH+gGOBcdCVbucEjkyUeQ+w4D2Nik9bF5aniMV5SKh76u2DpVspOZuMT0yHrSQcXR18rW3t2Pq1KmytnW5XDh58qTGI4qPhQsX4ujRnhJPR44cwfvvv4+///3veOGFF5Cfn4/z588DALKysgSPUVgYKCPQ2dmp/YAB+Hw+HDwYf+Tt6kszca/TiYPNPRNLwL0XXb6wtNCIByeZcezIYcFjvXmwI+5x8HgpA2iKAxtSijIe4SzZrLUuAtN/Hn4wOBug/gJ1csWiERK2/63EiMOHvgAQMrlwXFIcfNrAgWVZwfvez3L4/r3n0dWwHwCNrob9ePPxu+Ao/HddRrZl31EUe7KDf3d8+ymaXxHuCwQAjV0MHD4KLr94pKPz0NvwD50CHOrJDvZefidODS7HKYFrYLfb0dEReBYTmRv6AkeOKGuiTdAX8vskn1SQ75TIOdT3B2FW2fjlPPQ27P0vQ4aqRw2gloOPp/mV+3CaKQY3sFR0G8PeF2D86CkAeWH7nT17Fr5JNys6n5AMKUYsGRIAMLgchsvPdo9PGWLrYs/3jZ/Q60N9fxBmleUpOb9bJGrMj2reC0L4DBZwZj98BktaySNk7dEWcn21Q+1r29t1CiLjKGeJYwM+Mf4A34t8LrbWu91u+Hw+uN1uWd9X6N7zsxz8/vCqPnxG17sYEDZGAHE5+kIdb47W5uC5KYoK/guOPwGZRYmDjydgZzgLlFwDMLUA6wVoQ9KcvqHywtdffw2Hw4Hz58/H/H39LIdd37txvsMFr9sLF+fCM/WfYMrADDA0hX8rMeLpECcf/xtvxUDNvot/6BRwXMCJz3Fc8Ds47InZNx2tzfjswOf4/r3nA8HqAMCxqtvl4pEjlaLGM6wmeqxPeq2BqSIXRX5ftXWolKF77saH/wy+JWVfTRV0LddZWFgIlmVlbbt161ZkZ2fH3jAJTJs2De+88w4+++wzvPLKK5gzZw4A4KuvvsLvf/97AAjWaTcYhP2oGRkBM1CqeONjkZdB4y8zCnHnJdkYaO2pgR3qkhpoZXDnJdn4y48LkZchfms5ffLugVhwIdW2bd3nS6Tcgt69+3ihbVy+EYa9L/Qs6BoRWj6jtNCIfx8t5IBOfrSkekT/kl0+Di8c7sA//vspjPoivHHxqC+ehXnfi7qMzOnt+a2p1pOgGqUX7MYuBk1dDBq7pOvPMyd2gbMGsoe5ojGptUgSCIReS7rJd9zAUrC5Q1U9Jps7FOwP5sF7+Z2qHtdXqsy4owZSyprxo6cCMosCxGTIUOTKkDy+STcrvtbey+8UXBfVUE55+OvDDSxV/V7wXn6npoYZIdS+F0ShdY07JRAIBNmko4zjHzolqWN4Pu8mfG4cE/W+0rU+HnZ970ant8emIVWyMbK8qBxbUqTjbVx+TyUghmFA0zQYJlzWiUdmEXPwxbJVhdoZONoA0AZwjEl1mUQJvLxw/vx5NDc3BxMihODtNfPeaMSSD1rQ7mHR5ePQ7mGx5IMWzHujES8c7sB1I6woLQhcezXLckrBnNgFqrsHEBXSC2hsfmLVoM50+gTtU2qTDDmS0LvRQodKJXyTbgbMuYE/zLlpYV/VVaO6/PLL8f777+Pqq6+W3O7MmTN49NFHMXLkSJ1GJp8XXngBU6b0CE0XXXQR1q5di379+uHFF1/E22+/jZaWFvh8gfIAPp8vWMIzFL7GcmhtaS0xGAwYO3Zswse5dALwMMvhzS/P4j//t+f9V2+aiKtHFcqqqT6s8Rhw5Ju4x3DjJQPw4Ss0WI4CzdB49aaJ+ORkGx56J3DMeDP6KAqgOH169/FC29A8Mxb634X9o6eAkMgyrVji2ICheWbcWvUYCiw99yVFpUY5FNWgAs8XTdMoLQ0IMs1OD+a/uA8/+OpvuE3k3qhqfxEuK6c4Yk4pFxQPwJgxJYDLDtp+HFCxSijlOA/T4EuQO+Li4HcXwuVywel0wmAwSG7XV/F6vcFoqTFjxsBo1L6UK0E+5PcJ8OWXXwbljWSSCvKdEjmn7YP1ON92QtXz020nMNT+CXJveQz2AQNUib4tmL8atp/8BvY3x6sazVswfzVss34m+Jn9zUfQHENZM370FAYMGKC4rEqoDHnPyxRYjgLTLcfJlSHDKJV/rflrGUnXNx/jlErKKY/xo6dwwZU3wKzBvSAHteZHLe+FUDIyMuD1epGRkZHy8ghZe7SFXF/t0PLa2my24Kvaz3AqyDnpJuN0ffMxTp3YpfoY5FIwfzUemr0U04824bfbjPBQPpjMRjwnY61Xuh4I3XuvNR4D0AJAnvNHSUZfpONtaJ4Zv7x6UvA7MQwDv98PhmGix69AZpF28HGgJFx9FxQPQGnpyJ5kAooCwzAYq6JMEg/Gj56CkZ4Ar8Eg+vvy9pqPT4pnxp11+vH0gQ7sbaHxlxsm4u9//i3uSMDBx0W8SlEwfzWY9/4a9RuPu4jDnz7/IKp8qBxMDIX+h17CrRo7KZXIkYmQkZEBb5czoWdYTbQ+vtbnSEW5iP++OQafag4+nqAONeIyVY+bCKacQng4Bqac9JBxdHXy3XrrrfjFL36B3NxclJWVAUBYKn1bWxu2bNmCxx9/HG1tbbj33nv1HJ4sQh18ofzqV7/Chg0bwLIsTp06BZPJBLfbjba2NsG+fG63G4B4OU+1oShK0NkYLxUXDcR/hvz9b6XFsve9rKQAQPxOvv83aSj2Gmh4WAomA41/Ky3GjuPhvV5SuXRnqND2WPZbsP/rUV3Pf/3pv8K48wKYuhsFB+AFxfR39BUtrAb13jNA99xiMpng8vpx/Uuf4Qdf1SoW9LXgsmEFMBqNoJ3Nqh87c9hEcNbBoGla8pk/duwYurq6YDabVZ0beiNGo5FcoxSmL/8+lB5RKTJIBflOiZzT76oqOD97VdXeJNbS2eh3VRUAoP+1q3C02YX89x+K+3j2aasw7tpVweMxDKNKv7+ihdUoDFv/e2iqq5Ft/Gl+5T4wDCN6LCkqLhqIezk/OI4FA1aRDBlJzpzl2HHcjnH7HhPd5vDEX+OaOcthMkZnEZrGTkXRwmpVeykWLaxGzthAaTc1fjup3ywW8c6Pet0LPPxclk5zeV9ee/SAXF/tUPva0jQd/Kf2b5YKck66yTharGtyCV2v/q20GDUWExycF1aLSfZar2Q9ELr3XN32UiXZXWKOPuCt4DZCjrfbLr8AmWbhQu1C45cjE7RMW4Xaw9EG7krnJmwJcUmF9hQM5bJhBYLnNplMqsqTSilaWA16zeugPI7geELh7TVyezh/fLIt4OBr16cSU/DevqunhH7od7jt8mFYuSW6OhPjaAHlcYHyuQWP+4uOjZrbLBORI5XCOu3wO+xgjfE/w2qi9fH1OgeQOnIR/12Nuf1RdJV2OlQqQRkC1z0dZBxdnXxDhgzB9ddfj5tuugn9+/fH4MGD0dHRgZ/+9KdoaWnB6dOn4ff7wXEcLr30Ulx33XV6Di8hCgoKUFBQgKamJlgsFhQUFODMmTNob28XdPI5HIHFraSkRO+hJp3yMUUYmpeJE62uqM/8lnxQHhc4U6bgviW2TMy+sCjq/ayMaMNNj9DTU398rXURLvUcxBXe/fENPkFChcMHTJsxdp+2Kfli8BOxbc4y1B9pRLAln27FSrUhKMDc8UzY+4/v+BYXfflc3II+D4XE3aD8Pdz0xhqcP3EUDi8t2WtPCUULq5Gx7SycdnvMbZ1OJzwet+zyMwQCgSBGOsp3JUvr0fBouSqOPmvpbJQsrQ97b8rND2LZF99jcfN6xcf7W0Elam5+MOw9XjnXylnUVFej+Nj89vEYDvj7IbJvjhKaHR7MXb8Hu09OQ6X1vHjU/clpmLxuF95YXIYCa7Rypsa15RG6xokcX0/DDI9e94Kf5VB/pBF2lxdutw8e2ovNh8+hfEyR8qxOAoFA0Ih0lHHUXNfkksh6peZ6kJXBiDr4zEzA2pHBRGv0Qo6+wXgXFHzwwBhlF5hSYsNdUy9QNDZA+rcpWliNC+csw9A128NsZfz32RLSb07IXiFmK5N7fq0I3htrXhfd5vEd32J3Q2wbBk+lc1NCGXxKKFywJua9fffU4Xj90Lmo78A4W2D0OuD1WaP20aPMqJ5yZFNdDXydLQAo+Dpb0FRXo7sMmyz8DjvQneHWl9Bah0om6aqn6NqTDwDuvPNO/OIXv0BjYyP27t0Ln8+H/fv3o6GhAT6fDxzH4aqrrsJf/vKXlIjcUoLX60VhYSGGDx+O4cOHAwDOnj0ruO33338Pg8GA0aNH6znElIChKVRdLuzc9FvzwVry4LfmC35eNWWY4AM1aXCe4Pa1lgVgu29z/lUvB99O44SwvyMdfNefTo6Dj6dx4wosX/pLzF2/B1y364oD4u5pmGzEFgU/y6G57mHFAlRkjf6e8hiJUTVlGOxbHkbzK/cFeu25Y/fak4PSRZHzecD5vOB8noTPTSAQCOko35UsrccpY/xZZABwylgc5eADArJO7k+WKV5T11oXIXfObwVlncKK5ShaWB3XONV28PE0blyBproaxfsxDAOqu4RUPLi8/oCDr9uYItRHJ1Tu2t1gx9z1e+DyCjsVE7m2PFLXOJ7jp4uDj0fuveDy+lHzzlGMWLMdc9fvQYvTA6fHjxZnwGk7Ys121LxzVPS3IhAIBL1JRxmnsGI5vinQpzdfvOuV0Hrg8bgTWg9mnnpJVO83MxxMNAezgJMPiNb/vZQBPoqBlwrPjSgbkofXF5chM6JCgMVigdlsjtmSR0gm4K9hpK1MSU9BMVuZnPNrxcHxv455b/hZDus+apB9TL168AHAlxOXomhubLko08jgjcVlmFwS7ujJYR3IZTuRwzrC3v8PV+9z8DVuXIEisx+FZj+KzP64dYR0w33qIFxHP4T71MFkDyUpaK1D6U266ym6dzmnKAorV67ETTfdhLfeegtffPEFWltbYbVaMXToUMyePTsl+zFs374dF154IQYPHiz4+blz59DW1obly5eDpmlcfvnl2LlzJw4cOIAf/ehHUdsfPnwYU6dORW5urtZDT0nEIl26Bo8H5fOAM0RHWktFS5WPKUKu2YC2ruh6tiyo7v/0K9/JG5YG4TYALFjQqLUsQIktE49mbU1aBl8ktzTXotXqxRYAfH33VC516ucAlgu8hiK1KOx64Xe4pbk2rvOFXgM55TECHwccgUI9DicNzsWijn+i8ZVVcY1HDKWLYlNdDTifGwAFzufuU1FWBAJBG9JRvmuqq8Fg7+mEjjHYe1piDuUUram87PAHiZTxeCImtXLw8SSS0RcvQhHftZYFGEF9CBM60UZlR63TuxvseGLHd1g2Q7hfktYZd0qOn24OPp5Y90Iw+1IiWv9EqwsrtxzB64fOiWZf9kbq6+vhcrmQmZmJ8vLyZA+HQCCEkK4yzohm7XvzSa1XTqcTbrdb0PEptB7ksA6Y2E54WOA8lK8HTXU1CZVKByIy5NhAhiZYecZci8UCjuNiOvmAwDpJ3bUO8HhAGTLCriFvK5NTiYj//PDYXyrKLFQik+w0TogrUH6tdRHyRi7Gv8fYrv5Io2CVLyH0dPC9XPwrLL1dvpOqwGrC9qopeGLHd1i36ziuOv0S9nMdcIFCLteBSucmbCv+BX6L1zHtfO9z8AFAkdmPDi+NbGOgWlQydAQ9aaqrgev4PgA0XMf39Qm7Wnl5eVBe5Um3qiVi9AY9RVcn3wsvvACn04nc3FyYzWbccsstep4+IYqKilBdXY2nn35a8POXXnoJV155JW666SYAwLx58/DUU09h8+bNuO2228IEm3379qGlpQWLFy/WZeypCB/pEvkAuQePF9x+SolNMFoqlFgxSzT0KUvIG+l+NqEY7/0fDY7jQFE06irLMOnYejRt0rcHXyyWODbgTQwEB4CKcGClmqPPz1Hgul95pBYFjvWrJujHKo/BExihcMbfNWf/B/b9fxX4JH7icfAFFt8Bwfd6u/BFIBC0JR3lOzUcGjxCc6if5VD78UkA8voEh2ad1e45gRUzR4lGY6vlLNL6GkiRSLlOqYjvdtoKIw146eiySACwbtdxLJ0+QpVry6NkHZZz/HR18PGI3QuR2Zex4LMvt1dNkZT/ewv19fWw2+2w2WzEyUcgpBB9XcaRItZ6FWgP4YlqDyG0HlQ6N0U5RCKz8aXWAzW/My+vbebY7gDe8PHvOdmqyvpEGUygWC7Y74kn08jgH8Xvo3Ov/FYjWcWjkWm8QtH55cgkn4+/F1Wnpyt2rvFy7e8zYpuc955qlXVMvR18t696QvHvm2lksGzGSNzi2IimrzdgEXrKpy5xbMAq0zk4v1CvJ7gQyXLwidFbbU093z0v+F5v/a6hiMmoWutQWtNb9BRdy3U+/vjjePLJJ7FmzRp8//33ep46YUpLS9HW1oa1a9fCHtLvqqurC3/9619x/vx5PP3006DpwCUtKCjAypUrcezYMaxZswYeT6AkXktLC1avXo077rgj2Li5r8JHulTPGYsSm3gPvuo5Y7Gtaoqkh7z+SCNaBbL4gIDThUq4k5o8Qo10A3PMYGgqUI6KplD2zd/QtGmlLuNIBL7sg1Dpq1RDclHgOIDTzrEbWR4DCAie/L3GO0xDP1v4fbiDr8VNocNLocUdX1mX+B180fSVcgoEAkF90k2+cx7brbrxq3HjCjiP7Q7+HRmVLLWmhsoOANBgd2HrV42S5yusWA5r6WzJbayls8Wj63W4BlohFfFN+Tzw+zlQIqWo5V5buWVn4lFOpY6fDGVXr3tBab8doCf7kkAgEJIFkXGEkZIxYhG5HvDOm9BSf5G6ttR64Os4r/p3XuLYIGlDEhqP3W5HR0dHmL0wNtF2gKa6GnS+dp+CYwCdr90Xpcv7/X6wLAufT9hOBsSWSbJn/xaAtBwbSahcO2lI7Mplne7YAV8mzqtric6lDzwdd4ZOU12NqN2vrzn4eHqbrYnY1YTRWofSkt6ip+jq5Bs3bhw4jsO0adNw5513xtx+27ZtOoxKPvfccw8+/fRTzJ49G/PmzcPtt9+OmpoaXHLJJXj44YdhMoUvAgsXLsRf//pXfPnllygvL8dPf/pT3HvvvfjlL38p6/v3BfhIl2MrZqKusgy/n3Uhfj1tBH4/60LUVZbh2IqZWDZjZEzPuFT0D9ft5tOaSCNddkjUEsf6dW1unCjp4OgTWhT8LIfNh8/Bz7KADo7dUOVDKLKM/1ws6szN0vCDgptVPhWr6eDj6csCCYFAiJ90l++0QEguidU3Lmz/k22Sx2+qq4HjoLShwHFwq+icbhk5WfV+LEULq2EZOVnVYwohJfNRPjco1gvK5xbfP8a1BeQpqYkop1L9ePRGj3tBab+dUNbtOg4/q0+wHoFAIESSbjKOZeTkmEFAaiAlY0gRuR6E6slFZj8KM1gUmQNOn0hHn9h6YMjup/o6tta6KKYNKXI8nZ2dcLvd6OzsjPu8avbGlVs1QUomKR9ThKF5gYB8ObahULm2xJaJ2RcWSW4PAFkZsbNgPJRRF7tU4YI1uP7uR+LOzNEri1aIVHXw8fQWWxOxq0mjtQ6lBb1JT9G1XOcDDzyAm2++Ge3t7bK2X7VqFa666iqNRyWfSZMm4b//+78V7TNt2jRMmzZNoxH1Hhiawpyx/TFnbP+49o8V/cMBYDX0aQsZ6SYNyUWwE5yGGWVaEVmSMtmlO4sWVgPvPBW4lhQdtii4vH48vuNbrPuoASdaXRjAobsLo/Rk29jFwOGj4PLH7wRe4tiASz0HRevUa3HdtHDw8fSFEgMEAkFd0l2+0wIxuaTWsgADsQ3oLpIt1t+1wy0eda3WnJ5I/4RI9FTW5ER8SyF1bUORuj5qfN/CiuXIfOFtdBz9DJnDJiZ13dX6XlDSbycSPvsyXh2BQCAQEiHdZBznsd0xg4DUonHjCnj9LAZeK5y1ZLFYQFFUWO+m0PVATvnFUJuE1Hqg5jrG23YG4B3J7SLHw3Fc2KtS1OyNmzPrXkX7ifUIZGgKVZeXYOWWIwCkbUORNrGqKcNEy6OHMmlwnqwxqmmXCjohtj0R9l4ispjeDr6C+avBna8DTn8Nc8mElHbw8aS7rYnY1eShtQ6lNr1JT9E1k2/kyJGoq6tDQUEBnnvuOcm0ca/XC4fDoePoCOmMVPQPR9EARcFPMQlH/6y1LsJa66JgTBcFYQdfVNQSpeujphqpktHHLwQUzQAUHXjtptnhwcx1u7Byy5GwiVmOY7exi0FTF4PGrsRqKMfTiDpeWqatgm3OMtnb9+UoKwKBoA/pJt9pEeVuLZ0dlrkkKZcAQIxC4tkiPUzUntOVlFURQ29lTU7EtxRi11YI25xlaJm2Kuw9peuwFBmDS5E56kfIGFyqyvESQct7QW6/HTHkZF8SCASCFqSjjKN2VpsU9ldW4cQrDwmPxWKB2WyGxWIJvsevB0r6q4Vm9EmtB2qsY2IVFsRQa31Suzeu/c1HwDBMoHUMI09uogwmUAZjVI/Au6cOx+QSW/BvOZUpppTYcNfUC2SdNzRbMBK/JR/+zDz4Lfmi51ZK4YI1KKxY3i2v9Fj20snBV7SwGraf/AZswUj4B14CU/EPdDmvWo7odLQ1EbuaMrTWodSkN+kpumby/eY3v8G5c+dgNBrx7LPP4vnnn8fgwYNhtVqjtj1//nzMtHICgUcy+odmAJYDaCah6J9QwWUQtR0Ux4KjaEEhsPKyoWFRSxTNoGhhdVqV7OQJjZ4bjHdBQV4EvFpIGQ9jNUdlQWGtdVHSsxDVoo3KxpWHL8PQNdtRdXkJ7p46XLKUhFpRVvX19XC5XMjMzBRttEsgEPou6SbfaRHl7ji4Fc5ju4OOvlhRybFivIV6mGgVOZtI9HsyojHlRnyL7i+jP0x4hYDLMMlQjyHe73DYMELROiwHxmqLvZFOaHUv6JV9SSAQCGqTbjIOEJjLm958FGxnsy7n63ztPnzPUKIZfWHbuv2KHHw8/PYdbmkDcSLrmJCDL1ZtoMTXJw7QoLVL8yv3gaGHgeNoGAxKzL7RmXeZRgZvLC4Ls7vUWhZgkuFQUDbaG+Hge31xWZR85HQ64Xa7QVHh54jMFgzFb80HbXCAzeh53hKx6X05cSmunxt5rRNr7aO3g88+bRXGVSyHx9Pdf9qco8t51XZEpxN9OXtRKXrqUGrRm/QUXZ18o0aNwhtvvAGKooIp7G1t4h7PyMmfQOCJLP3AR//ISbGNRyiIFPhYUKCkev11S4IMw4DjODAME1PgNDOBo2UwqVPPl4e/VnWUAQaw8OiUBJx17eqwxZBj/QDHBqufymmOmirlRtWgiwpE1Z1odWHlliN4/dA5vLG4TLAptPvUQTRufDyh8/H3av22s7Db7bDZbMTJRyAQoiDyXTRK5JJIhHqYxFIueSOU1JWN5ehzevzofO0+2eOMXKP1Qu1rG0mzwxMVQHTUUILzRjNaDYFSLHLW4XQlHgNpLGevntmXBAKBoCbpKOMc/e1o3Rx8PPZXVsHI0DHlgh8eq8XFcerlSxwbcPBYPwCPSm4Xzzom5OCjwQHgJGsvhK5P/D0i9x7gfB5wPi84mlI9ILxg/mpg53oA6rSNKbCasL1qCp7Y8R3W7TqOBrsrSjYqsWWiasow3DX1AkHjvdPphMfjActGj+nuqcPx+qFzMW07PLWWBTDRFO7oeFH2d9g48D/w29uFsqpiSdA9hNr3AP0dfHstP8TPb35Qt/PxOI/tVv17Nm5cAZ/hZ9DZLaEYNcvo9nZHX7rqUL1JT9F1JFdddRX+9Kc/4eqrr8bo0aMltz1z5gz+9a9/6TQyQrphsVjAcVyw9INU9I8QShw/YiUbpFxxtXtOYMXMUTAYDGBZNhg9JSVwmhkOHBd4TUWWODbgHQyCDxwMlPZjXGtdhEOnp2G7149MIxNIc+e9exyLxjeqse7ApaL7h0bd9QZHn5Myw0MZw97b3WDH3PV7sL1qSpgg7Tl3DFTTYeCixM/buHEF3I4ZgHVwzG1Jxh+B0DdJN/mufd9rmh2Xz+RTKpeEEtnDRI5ySVEAxQVepRBTMl1eP248PQ0Xycx+j1yj9UTNaxuJVIWAdior6j2xdTjdUWIglZPNqUf2JYFA0Bc/y6H+SCMOnGlHZ3snslwMNh8+h/IxRbL6cKUL6SbjnP3nCnjPHU3KuWMZspvqanDxZ39K6Bylnz2GprrCmOuOknVMyN5T6dyErWDBAqDBBluYRBK6PtE0DY7jQNOxA6Kb6mrA+dwAKHA+NxxH3ou5jxK+auyElw0UtHL7WFWezUwjg2UzRmLp9BHY+lUjHjnxL3S2A8NycvGbyjLMvjD+4wtlCwIA42gB5XWB8rnDti8bkodd/lvgOcbJllsPDPg5fhvyXlNdDShw3S4+Dk11NaL3FT/fsRQNDhRYisbO9fch/33hUrVaMcn5KexbHtbdWcSXAVbT0Ve0sBqGbWcBuzzHbjLQInuxtzr60lmH6k16iq5OvuHDhyM3NxdLly7F0KFDY26/fft2HUZFiBeapsGyrOwa31oTT/RPntmIW5prRbdRWpOdh2++KYSaTaH1huJYAFT3q3YEr3uDHU/s+A6Vzk3d12tgcJumTStxtcjvIxR1l86Ovma/BV0sHSXcAoHF8Ykd32HZjJEAAF/HeXi+P4IMY9SmceM6vg/+YVbAJl1SrL6+nmT8EQh9kHST70xFI3Q5rlK5BIjuYaJV5KxlzPSwHoJ8ZvzuiLWysYuBw0fB5e8x2kSu0fz6oydqXFsh5FQIiCRyHe4tyJFX5ZZr1Tr7kkAg6Ed4KS4Xcs+0gXY7wHYCc9fvwdC8zJQrxZUI6SbjDLihGh17X045R18ySv3JWccKF6zB2wcuBULWJ76c6NYQ20NoCxOeyPWJZVlwHCeYqRZKz7UYEHxP7TLyhTtr4GdLwHEc/H5W1WeToSnMGdsfbw3KgT3TD5stB3PG9k94zELZgoyzBZTXDc4Y+H34bEGPn8X9W7/CDxUcf++ptqC81vMb9PzGQvdu5HzX38eC4jiwPp/uDr7IcebMulfX86ppxwzKj9vuSfhYWqGXDtZbSGcdqjfpKfrU3Avh1ltvRW6uPC9naWnym9ATxDGZTDAYDDCbzckeCoCe6J/QpsBSZJkYPEZfK9q4N14HH4/WTaH7Cs2bxRWC0CbcPJXOTaC7y1LwUXc8ajRq1pu11kXoYilQrBeUzyO4zbpdx+FnAw5NQ3Y/mAaOUXUMmcMmplTPoL5AfX09/vWvf6G+vj7ZQyEQZEHku2iUyiVCPUz4yFk1KVpYHaZc+lkO6z5qCP4dulY2djFo6mLQ2BUYU6RsFLr+6Ika1zaSyOughGRdB62RkleV9GPksy/jIVb2JYFA0I9mhwcz1+3Cyi1HRI1hfCmumet2odkhrLukG+km44z649cw9h+VtPM3blwB57Hdwb85b5c2pf46zsfcLtY6VjR3Rdj6JNUvMNL2ELk+8eVc+Vch9CrvuNa6CGyEuTcdnk0+W/DYipmoqyxDvsWELAOHfIsJdZVlOLZiJpZOH4Haj08o6u3I/3brdh1H4xviGWmNG1cEKkhBer5jQSfVrtS4cQXsbz6i+3nVsGMmo593PGilg31wrLXX2XnSXYfqTXqK7k6+X/7yl7IFpOeff17j0RASwWw2w2g0BktmpgJ89E/1nLEosWUKbjMkz4wheZno9ASaa/LGLIYK9MRjKC5hBx8QaL5psViQkZEheI2ss3+DwxN/ndA5eiu8EFbp3ISbm8QzLUO3BYSF8khhPJ0cfXLvw8jMUVP/kcgcNlGVMRQtrEbG4OQrq32N+vp6vPrqq71K+CP0btJJvjMP/oFuxxWTS0JVgRJbJqrnjMW2qimCfQnUDAwSUqzrjzRGGS+E1kqhNUmqcoEUDMOAoqiEqkHIkfliXdtQhK6DXOK9DumA0P0Xj4Hm7qnDZTtleeRkXxIIBH2QKsUlBF+Ky+X1azwy7UknGYdHbUcfFfEqRWQwEWU0a2IsN2T3U+VY/Pokx2nE2xYE1ycuUE0IIk6+719bo5uDT8qGkKxn02KxwGw2y7If8tmCuVwnMjxtyOU6MWdsfzA0hfojjbj6zEuKKzQtcWzAiu9+i6ZNKyW3a9y4At+/tkZwvuMMGeAYIzhDRtLtSs2v3Ae49C91mYheki4OPh4tdLDeaOfpDTpUb9FTdHfy8XzxxRd47LHHcMcdd6CqqgoPPvggtm3bFjO1nZA6mM1mmEymlHLyAdHRPxkGGgxFIcNAo66yDFVThuGkgDHLTxlBU4CfMsZ0rHAUA1B04FWE7AyDqCDDRwXdcHKaqGBgp7JlfuPeyRLHBkWRWeta75cddVdrWYCD48MdrEULq2EtnR3/gLvhIl7jRamjmc8cPX36NM6ePYsmKr/PRFkRCITUIR3kOz2y40KJlEsCBrJAYBEflbxsxkjJLLPCiuX4fHxiZXkOjv+14Jy+91Sr4Pa1lgVo9lvgYSk0+y2ia5JU5QIxGIYBTdPBnsXxEkvmk3NtecSug1ziuQ7pgJ/l8PHwW2DPHwcAsOePw8fDb1EcdatF9iWBQNCPREpx9RbSQcYJZdQfv4aPUafqEkUFHHyxev+K6Y9aByyJIZU5x2dtZRoZ/KP4fUW2h/8tfj9sfQpkf/VYAvhsMJ4TrzwE+yurwt7zc4GeeX4Vk1jk2hCEnk2LxYIMo0Ez+55UALwQTXU18HW2AAB8nS3Ba9qx9Y9xt2C5wrtf1nb2V1bhoi+fi3qfM5jA0UZwhkDgWDIdfQXzVwOZyam2FM/znK62pb6UvRgvvUGH6i16iq49+QDA7Xbjd7/7Hd54442oz/7+97+juLgYjz32GC655BK9h0ZQSL9+/eBwOFBUlDr1Z0Pho39MDA2Pn4KJoTH7wiLc/vJBwe29lAE0xYGlZDwWNA2wbOBVhElDciEUmxEZBdkjhPVszQtndc2/wjD2+9jjIcQU2CLr6FtnLYXhxc1Aqx2GrHwA6tfCj5d4Mkk73D4AASefw+FAR0cHCis2AoivbnpvF0QIBIK6pJt8V1ixHI4j76ky71tLZ8uaLxmaQtk3f0OoEajsm7+BGStvrv10ZCW2H22Ky7Cx1roIeSMX498FPut0i0dyd7EUaM4AlhW36vHrjxJomgZN06r1dRaS+ZT2h5G6DnKI5zqkMlF9t5wDkGek0Orsjzfi7O0j1G8nEr7fzl1TL0g5xZlA6KskWopr6fQRKVXOSinpJuPwHH+kHAZ/l27ns09bhXES8pAaPb1CddTTp0+jvb0dTqdTcFs5pTEbN66ISx7sfO0+NJkYFFYsj9nf7fvX1qDztfuijuHnKHDdr2qg1IYQ+Wya4YbX2wkzjKqMJxF6rmmPrZH/rS5W0WZDISCVC/0CQn0YhaiN6GetB0ULqwM9+TZV6nbOSJQ8z2K2pfLycrhcLmRmClfkSBUSmbv6gl2tt+hQvUFP0d3Jd/fdd+P9998P1qkeNGgQ8vPzkZmZCbvdjuPHj+PnP/85/vrXv+Lyyy/Xe3gEBfTr1w9msxnFxcXJHopsYqURc7IKUMSGb765WuAzoSjIWssCjKA+hAmdaKOyg4JCRcGzUY4+KUEklUjFcYYKahwA2mID4wuMVI/SGXKIt1RsdobwdB6PQNIXBBECgaAu6SbfNdXVqBbY4Ti4FU11NTHnzVhGoFhkZTB4LA5DAr+u/F5kncjKkFZQYslGYuuPFCzLgmVZ+P2pU8Yt1nWIRTzXIVVpdngEy1S1U1nB/+d7+7x+6BzeWFwWsxwqD599uXT6CGz9qhG/3m6C2+VDRqYJf6ssw+wLi9LaGUAg9EbUKMWlNPAilUg3GQcAGh4th/ML/QJYTxmLMfPmB2Nup6axPDS4NRIlve/ilQdjOQjjdSDGw07jBEEbAgVOtMJQ6LPZkzVHBbPmkmUPkPrt1L6WFAVQnHiGaio6+vjnwONJfl9FOc+zlG2pvLxck3FpAbGridObdKh011N0vZJbtmzBe++9h8LCQtx66634yU9+gv79w4W99vZ2vPDCC1i2bBnq6upk1z4nEOSQaBoxD2cwAT4KnEE4ykms+aZUFGQ7bYWRBry0Nez9SEefkPPMTmXDxkULt3JJpkNO73Pzgtf+0xcG3+PLQCSbRHpBThoiPleqEWVFIBAIYqSbfOc8tlv1wI7GjStgGTNdtGRnrHJRQGxH36TBeQAChoRLPQdllRwKNfqIrRP8ceNFav1JJ8h1CBBv363tVVMURbTy2ZerM41wsAZYM41p7QQgEHozapTiStfnO91kHCDg4NO7Qs1g72mc+tNPULI0dp8prY3lShx8iRLrOuv1O1zh3Y9K56YwW4KR84Hi/OAkMgX3nmxD2Td/E8yaA+QFoalJor8dQ3HgOAoMpV4NVC0cfZkXzYLr0FtR78cav23+Qylnq5F6npNtW1I7U5DY1YTpjTpUuuopuvbke/nllzF69GjU1dXh5ptvjhKOACAnJwd33XUXfvGLX+Dll1/Wc3iEPkCiacQ8oQ13I5FqvhkrCtIn4nevKHgWx+lA5H9kPfzj9EBMLfyfhGqBy62xrwXJOPcSxwYMO/BM4PyMMViuM5kULliDtwf9Iq59+cxRyePLqCXelwQRAoGgHukm33Wd+kLX40YaLKiIV6CnL4wU5WOKMDQvE5XOTbJ7ivBGH6l1gj9uPMhZf9IFch0CkL5bBAIhklg6dA7XKfl5qpTiiod0k3Fa3ns+aS0oHAe3ouFReZk5SvpcpaqDT2+E5MdQljg2oNK5CQBQ6dwEE7wAABO8wfcjGXbgmZg9C/VCjd+OoQCaCryqSei1NUB8Pqu1LMDeH9wjeayihdX4v0lPCdrvpMa/1roIG7JvUDRuvRB6nlPBtlReXo7rrrtO1YxBYleLhuhQqYOuTr5Dhw7hv/7rv5CXlxdz2//3//4ftm3bpv2gCGlJcXExBgwYIKtUqMVigdlshsVigcWk7S0fq/lmIlGQoY4+nuP0QFQUPAsguumvmeFgojmYGRU7OfciJn3xZ7DOgBGLtthUawQeHxSK5q5A1eUlce0tljkaiZRA0tcEEQKBoB7pJt95Gr/R7bhKDBaxjCkMTeHR7HrFpYCWODbg0aytousEQ1Oarz96wTBM8J/ifXvRdYiXRPtu+VkicyrFz3LYfPgcDpxpx+FznThwph2bD58j15KQUkiV4hrla8BE75cY5ROfO1KpFJdS0k3GyZ9+K6yls5N2fsfBrTj+SDk2Hz4Hb6YN/sw8eDNtgvNaosbySJtQb3bwyWWJYwPWtd4fJSuGOql4Kp2bMOmLP0seTy9HXzr8dkscG2Bj25HLdiKHdYhud/yS2yRtLrY5y7Duo4Yo+x0gbsPjKz6lsqxVWLEcmcMmAgAyh03s1bYlYlcLh+hQqYOuTj6Px4NJkybJ2tZiseDs2bMaj4iQrih18mVkZMBisYBKsChkrllYQSmxZaJ6zlhsq5oi2ZMk0UzCioJngzXVue6/QwkVFIiTLza+zhaw7oCAVlixHC3TVuk8AgqhsXh3Tx2OySU2RUeIzBx1Op1wu92iDch5gcTPASwH+Lm+KYgQCAT1SDf5zlQ0QpfjxmOwkDKmNNXVYNy+x+Ia29h9j0oaadRYf1IBv98f/BcPveU6xIsafbcI8nB5/ah55yhGrNmOuev34LMzbfi22YHPzrRh7vo9GLFmO2reOQqXN3X6VhL6LmKluCqdmzDOFwhwGef7RjRbKBVLcckl3WQcAChZWp9UR5/zi63429MP4pjbjO/9mTjmNovOa6HG8sYuBk1dNBq7Ak7lWDpqqE1IjszV5afgYSl0+Xu3QVms2kNkpp/coDGtHX3p4OADAiXws7iAjSWX65Cc76Qy20JlLTmB+qEtXVJd1soYXIrMUT9CxuDSZA9Fc1I1ezFZ9HUdKlXQ1cmXl5cXbFYci8OHD6OlJTX6ZBEIPHddcQHqKsuQbzHBYmKQbzGhrrIMx1bMxLIZI2P2Ikm0ISkA+MGAAwU/hI9Va1mAAxffE/Ze0cJqfD/gCtFjMhQHqvu1r8F2dYLzdgEAptz8IPZa5Clx6tBzvTcfPgcTQ+ONxWWyF0ehzFGn04muri5RJx8QEEgC91HgfuqrggiBQFCHdJPv9MjkS8RgIWRMUcMAImWkyTQyCa8/cvCzHN48ch5eNhBk4vaxKZW1pNd1SFXU6LulFCWBe72FZocHM9ftwsotR0SdqidaXVi55QhmrtuFZodH5xESCOEIleISchIIZQuleymudJNxeEqW1uND04SknHuncQJeyYx2MorNa7yxvLGLQZObQWMXI2ksj8yA/vLb47JkpL7i5JNCLNMvFlo5+tLJwXeFdz+KzH4UZvhRZPbHnO8KK5YH28IYsvKD93OkrCWU0ccT6uDjiUfW0hPGqszRk870pezFWPRWHSrd9BRdnXzjxo3DBx98EHM7j8eDNWvWCNY7JxASweFJLBrW6WUxZ2x/2DKNyM4wwNbdfFNuenGiDUl5YqkZ1llLAXMgYpKxBgSKHTOex06jsKCvVe3ydIA2Z4EymgEA9i0PY5Jzr45np8Ah8Hvy0Y3PfdyAusoyVM8ZixJbZsSWAeRmjkqemWYAig689jHq6+vxr3/9C/X1sRvDEwiE2KSbfDfghmrQWQWqHpPOKsCAGwLRnGo75NQ0gEgZaQqsJmyvmhK1/oQS7/oTmrV03YZ98LIcWI6Dx8+mXNaSltch1Um04kQ8fbfSTXlOFJfXj7nr98jue7i7wY656/ekxLNB6LtEluKSygKKNHyneymudJNxQvl1vwdF9X+t2GmcgKq8ByS3EZrXxBwioYhlQO9pYUSdJIRo5PZ1jkQNRx/n9wb/PxUcfBwXsMVI+fF5Bx+AgJPPzKLIHLh3Y813tMUGJisftKXH8SEkawk5+oQcfEB69zjtjfSl7MVY9EYdKt30FF2dfPPnz8d9992HQ4cOiW6zc+dO/PSnP8Wnn36KH//4xzqOjpBOlJeXY968eYobqCaaSZdoPwGphqR+Sz78ljz4LfkJnaPElomrRxWCy8gGZ84Ji6SpyntAd0E/XUiOkMmFFZDloxsravfg1suG4tiKmairLEMm5YeB8yOT8ivKHBWCj3z0sxw4LvzvvkJ9fT1effVV4uQjEFQi3eQ757HdYDubVT0m29kM57Hdqjvkvn/xdtXXpsaNK+A8tlvws0wjg2UzRgbXnwwDDYaikGGg415/0jFrKfI6jB+Ui+EFVowflJvwOpzKJFtO7gs8vuNb2Q4+nt0Ndjyx4zuNRkQgyIMvxSWnzB9v+O4NpbjSTcYJJc9swCcm/QzPchx8PELzmpBDhCeWLCGVDdVX0aJ9SyKOPtZph7+zBazTDuex3Ul38AEIa4UjRKiDTwyh+Y63sdhdXnT6KNhd3qDNRUzWqrUsQBuVDQBoo7IFHXwAkbVSkb6UvRiLvqpDpQq6zg4zZszAK6+8goULF2LixIn4wQ9+gOzsbHR2duL06dPYt28fmpubwXEcCgoK8B//8R96Do+gkMmTJ8PtdmP06NG6n1upc48n0Uy6RPsJ8FGQK7ccifrMb80H7XaAzbAmdI6w6CG65xHnsxir8h7Autb7447g6m2wXZ3wd1BJEjIpQYGSj27cXjUFZd/8DTTrgR8UaNaDsm/+Bmas8jIALq8fj+/4Fus+asCJVhcGcBwoBDIp5q7fg6F5mai6vAR3Tx1OFlwCgaCIdJPvLCMnw1o6G46DW1U7Jt/7Ru21xP7OM8ibcRta33lGtWMWLayGZeRkyW0YmsKcsf1hYmh4/BRMDI05Y5VnJ8SbtbS9akpKrEX8dXhrUA7smX7YbDlxXYd0IRlycnl5OVwuFzIzhYPgehN+lsO6jxri2nfdruNYOn1EWmdEEdKbTCODfxS/j8698sr8LXFsQFbxaGQaxVtGpAPpJuOE8suuf+F6hWUZ40WJg49HaF6jGGPUdnJlCd4porQUZW/FzASCetV08gHxybpNdTXwdbYAoODrbIHzyHuBEq0p4OgTwzT2alzx5duytuXnO2AKat45GrS59HN6QHn9cHCeoM1l+kjxaiLttBVGGvDS4jbBdO5xSug79DUdKlXQPQTgkUcewdKlS7F9+3Z8+umnYZ/xtc4HDRqEp59+Gvn5iWU0EbRl8uSAgai0NH3SkvlMOrFIcinU6idw99TheP3QOcVRvHIIRg9x0SUAQiOG5Dj67FQ2bFyH6mNMNWhTJvyudt3Pu9a6CBy2iX6+u8GOLX9ZjrH7HgUwIPg+LwiL1fu2WCygKCrMWNbs8EQpRnR3oVDezchnUbx+6BzeWFyWFqnzBAIhdUgn+c55bLeqDj4AcBzcin7zfq+6wYLvSWMqGKrKcfVuCC+VtUSBEw10eWLHd1g2Y6S2gyNEkQw5Od7AvXSk/khjXNcWABrsLmz9qpEYSAhJo6muBp2v3adon87X7kOTKf37f6eTjMPTVFeD608/q8u54nHwAfLnNSUZ0MTRpw+NG1fAZ/gZ5JiUe6pc9MgIjRtXoGhhte6OPrlBfvEEA3a+dh9e3HsS93uuCXvfAB+8yAAQsLls2HuqO4iOFTyOT+KapnuPUwIh3Ui3YERdy3UCQGZmJp5++mk8/fTT+PGPf4yCggIwDIO8vDyUlZVh5cqV2Lx5M8aOHav30Ah9gMh+AkpQq5+A0oakWSZ5keyxGpdGRmdLle7caZyAqYX/0zdKe9IMaJO+E3ZofXWxO6rSuanbwReNVJkMi8UCs9kMi8UCQDjysdK5CTQCQiUNNqyOPOn9QiAQ4iGd5DvLyMma9OSzjJyMworlKFpYrcoxQx1yahxXbwefn+XwzEfHBT8zcj4YOD+MnHBfkWc+Ot6nykinCqkgJ/dm9p5qTWz/k23qDIRAUEgipajV6OOVbNJJxgH0bUMRr4OPJ9a8Fk8GNCndqT1FC6thyO4Xczupe5F/Xy25ORZFC6tRsrQ+5vkSqfZx/elnw2wrOawDuWwnclhH2HZiDr5YpKqsxZcnPXCmHYfPdeLAmfY+1xKG0DspLy/HddddlzZBiUkr5jtz5kzMnDkzWacn9CGKi4vR3t6OnJwcAPFl0sXbTyDy3Dx8Q9IndnyHdbuOo8EeHdVbYstE1ZRh+OXkoXhu94mY29019QLJ0lZC0dl8Rh/wffC9UEG9L5T2ZLs6wRr0Ez6iHXwcqAhXX2SvCz8HsFzglSdWRh9PZOQjf+ytGBh8jz8XPy6SRUEgEOIlHeS7s/9coUlPvrP/XIEBN/Q40hIxsAk55AorluO9b5owbt9jio/35cSlGKdzJkX9kUacbO2Ker/SuQnbOC98HAUD50Wlc1NU35ETrSRrKVnoKSf3NTrdiQVQdbiFneIEgpao4TCSq7ekOukg4+jZ6yxRBx8Qe16LNwNajYw+huLAcRQYijgqQgnKqNvukdxOztyRaEafXIdcZOCc48h7gvsZ+49KuNpH6D23n+uACxRyuQ5BeVcJqShrRbaEyT3TFmhB1AnSEoZASAK6ZvJt27YNzz33HLZs2YKPP/445rZdXdGGAQJBKZWVlaiqqkJlZSUA5Zl0sTLkpCguLsaAAQNQXFwc9ZnchqT5FlPYdjRFgQIFmqIUNS4Vi86uynsA/u6pwA86SlCXyvjTirXWRbpF31EGk26ZfKEOvkCEV0+rZz7iS6iZvZ8LFNX0c+HOwFiRsZGRj0LH5uEbRvOs29X7sihIhBmBoA3pJt8NuKFak0y+ATf0RAZLZd5REa+RiGXc+VkOSzvKFa+Pa62LsLRztu5z3ScnW6Pe49eh0HUtcv0J7n8ien+C9ugpJ/c1Qkvnx0N2RtLicwl9FDUzwtI1oy/dZBzLyMm6ZEap4eADYs9riWRA11oW4OD4X8e9P0MBNBV4JQSQWxVCydwRb0af3My8yDE31dWIOvK8544qGoMYSxwbouwuQvKuSebNlYqyVrPDg5nrdmHlliOijni+JczMdbvQ7PDoPEICoe+hq5PvueeewxNPPIH33nsP27aJ96ICgLa2NmzcuFGnkRF6M0LptXwmXfWcsSixCTt4SmyZqJ4zFtuqpsTdn6y8vBzz5s2TTO3lG5JeMigH4/pn4ZJBgYakkWn4/HYMTYGiwv+Wy91ThwsabbqoDPjBoIvKENxPyNF3nB4ouG2i8I4wvcpscD4PWE98/VGUEOngExL61rXerzjaUEphDo18jDwnxwVcjFyIzTdU8OR7JPQGXF4/at45ihFrtmPu+j347Ewbvm124LMzbZi7fg9GrNmOmneOkhKlBEKcpJt85zy2W5NMPuex3WHviTn6KCrg4KMElm8p4wk/pytZH/m1Jxlz+sHvw/vdhq5DkWuQkOHj4Fnl/XIjS1YT4kMvObmvEVk6X/H+Q3LVGQiBIAMtMsIaN66IWitTnXSTcQB1SnzzrLUuirIDqOXgA8LnNafTCbfbDafTGXwv0QzovSMXi14La+nshI4tF7EAZobiQHW/pgNaOPh4lDr65Ja0jxzziX89pGsPwEgi5V2Pn8PNkwannawl1BJGCtIShkDQB12dfN9++y1+9atf4Y9//CNWrVolue1VV12Ft956S6eREfoikZl0GQYaDEUhw0ArypCTItXq90pFZ7NC1sYQIjP+KgqeTdgJF6kwhDrCAH3q6dPmLBiytG2QHsvBxxNvWVQxRx8f+Sh0Ti7ilSdU8OwNvV9IhBmBoD3pJt9pEeVetLAalpGTo95XYmiLZTwJjWaXsz5Grql6z+ktLm/w/6MCTSJegWjDR4vTC6VYLBaYDDRx8qmA3IoTqRRVnurwpfPjocSWidkXFqk8IgJBHD3XylQm3WQcnsKK5fh8/L0JHYOXI6ryHgAX0mhCLQdf5LzmdDrR1dUV5uRTIwNaSBbjs8AKF6xJ6PixKh5JBTCnU6aglg4+HrmOPrGS9kK/ceh2R/7vAXS+el9cY1OTSHl3WL41KGvlW0ywmBjkW0wpLWtFtoSRA98ShkAgaIeuTj6n04kbb7xR1ra5ublobOwdWSSE1IbPiMvLzoLVkom87CzFGXLphJzo7LxM4bIZkRl/iTjh1loXoSrvAbDd0xALWrBGea1lgWblQg1Z+aAzrKAtNs3KmnycMVGWgy9RhBx9nW5/XOfkBc907/2SaITZ7t278f7776eMsk4gpCrpKN8VVixXLYLbWjpb0vAhx9Enx3gSGc0utQZHOvgA/ft55WcaAShb+0INH7bu/ZXAOu3wd7aAdSozPBDEkVtxghAbsdL5PDlcp+hnVVOGkWtO0B01M8LkOglSjXSUcXg+GbE4IV09VI7wgwYHKhj0K5dE5zW1MqALK5aDMgRsGJQhI3gvFs1dgcMT4yvpydsz5MpitZYF2PuDe+I6lxbIlYP1cPDxRDr6uvwUPCyFLj8VcyxivzEQyOBjt/w+obGpSai82+H2BWUtW6YR2RkG2DKNKStrRbaEUUJvbAlDIKQSujr5+vfvj8LCQlnbdnZ24syZMxqPiEDowWKxICMjo09Ef8fKYjxx39WivVgiM/7icfQJGR/FqHRuijvDTYqihdWgLTZw/kCmgJpKbCiXufeh0rlJUwcfT+PGFWGGzR8eq437nEscGzDp2Hq1hpYUEo0w2717Nz744ANdnXykbyAhHUlH+U6qH4dSHAe3xuwzVFixXDRavHDBGlnGE6FodqE1WGyN1buf1w8GZicUaFI6MEfRfk11NfB1tgAAfJ0tadn7idD7ESudP8rXgIneLzHKF204m1Jiw11TL9BjeARCFGroSOnq4APSU8bhOdvRpaquLqaNlA3JQ9mQvKj31ZjX1MyApgwmUAYjKEN42cNrbn8YLxf/StGxQ69RrWVBVCuT4/RAwWt4/JLbJOVBPfopAvH3sxND7f6d/LlDnXxyxiL0GzfV1aREBl8kvLybbv12Q1vCKKU3tYRRCrHzEPRAVyffiBEj4Ha7ZW37xhtv9AlnCyF1KC4uxoABA1BcXKzqtqkMHzFkYmgwNAUTQ2PO2P7IyjCIlvUUQkh5oCJeeSJLV9JgAQA02Kh+PJHGQbXq1vMCYmTEf2HFctjmP5TQsYUQarysFb7OFnB+L1inHRd/9qeEjlX62WNpayRNtwgz0jeQkM6km3ynd58h/vkuO3ApdhonwMywMFIczAyLncYJKDtwqaznWyyavdayABzFgALAUYxoEI3e/byuPv3fCQWaXH36JdnbCxmXpHrWEgjJQqh0fqVzE8b5vgEAjPN9EyYPTymx4fXFZSlXqovQt0jE0ZfODj4g/WScUKhuTVxJZZydxgnCDj6KASg68BrClBIbNt96GTbfepkm81qsDGgphDMFozOjMo0Mbl/1BA7mlMk6buQ1Wtd6P4ax34dtM4z9Huta74/a97sWB8oOXCoYoFV24FI8b7kemRfNkjWOSIz9R8naLt5+dmL4Os5rIldbxkwXzcyTpuc3juV8FLNZ6cUSxwbMPBW/nWjy5Mm48sorMWtWfPdMPIS2D4hr/17QEkYJxM5D0BNdnXyLFi3Cyy+/HHO7zz//HI899hhGjx6tw6gIhADp4uRjGAY0TYNhtFX25ZT1HJpnRp45EHkU6egz0Bzo7leeWL3pljg24FbnJpgNtODnatStz7p2NQorlotG/L+YvVDzPoBaYsjKB+fzBL9bojRuXAH3qYOqHEtPEo0we/tok8ojEof0DSSkO+km31lGTlatVCePtXS2YJ+h0Of76jMv4QrvfuQYOVgMHHKMHK7w7sfVZ16S9XxLRbN7TVawBhO8Jqvg53r382qqq0H++4kFzdjef0iWk07KgJPqjr7y8nLMmzcvZXo3E/QhVMZeyr0mKA8v5V5D9Zyx2FY1BQVWk8iRCAT9iMfRl+4OPiD9ZJxQBmQHHCRKKuNc4d0fdMhdcUF+jx2ApgGKCrwiIFeEzlFazmtiGdBSKM2A5t79E0rb98jaNvQarWu9X/TaXuHdH+boMzEUXtx7CidaXai1LIAHgbLkHhhRa1mAE60ufLNpNVyH4qsi4z13NKajT6jEPP9sF5n9KMzwo8jsV/TsGrL7ada/Uyz7Ug5ysguFbFZ6I1feFWLy5MmYNm2ark6+yPYBSkn3ljBKIHYegt7omhc8depU3H777fB4PFi4cCGs1nBDxJEjR/Dyyy/jH//4B3w+H6699lo9h0cgyKa8vBwulwuZmfGVjkgEg8EAlmVhMGj/+PJlPZdOH4GtXzXirs0WeD1uGE0ZqKssw+wLi/DIe8ewcssRAAg68JY4NoChADbEIRfLwcdzj2MDfpr7Lfo7dqr+fdZaF+HQ6Wl4+bU1sL+yCkCPwbNx4wqwHId1By7FiZDvkU4ULawGdfifYFvtqs7uDUcOwJ3TCmfxcPUOqjGJRph9ekqfCLN4+wZur5pCovoJKUO6yXfOY7tVK9XJ4zi4Fc5ju8McfaHPd+i6x5ceorp1ZP792oYFks83H83Or7mhcIYM+LnAqxB69vPSomSTmKFJzrliHSOZEOde3yXTyKDSuQmNTbWCn9/cVIsi50hkGlPvviX0Xfh5VM4c3xscfED6yTihWExM3GWzAWDQiJX4r1mjsfWrRtz+Lxp+LwWmu73H7AuLouQKreY1PgNars6kNAM6HrlliWMDrnO9HZXBFwnv6KvKewAef7gjyUsZQFMcWCqguKvR3sN77qjk53yJeSFHX8kLb6Px6GcoGjVe1rMbahMr7JZn1JD/ihZWwzZnGTYfPgePn4WfBTx+FpsPn0P5mOj7ThDWL2sskTarZKF2JqSWCLUPUEK6lScVw89yqD/SiANn2tHZ3oksFxN2jxI7DyEZ6P50LV++HPPmzcOjjz6KCy64ADk5Oejs7MS5c+fQ1hYwqnIch7KyMsyfP1/v4REIsuhrRhm+rOdqWw4cDgesVivmjO0PIBBZ9/qhc8HFq6d0RU8EmlwHH0//M9o4+GotC1D55XOw7xU+f9Omlbi6e7vaFHL0MRQHjqMky5Tu/cE9WFSxHHjgn6qfv7GLgavzNBxOp+R2p0+fRnt7O5wxttODRCPMOj36lEtIpG/gshkjNRoVgaCcdJLv+Ew+NR19Qpl8/PMdue51+Sl4WSqst02oo0/q+Y5cc+WgZz8vrUqhWsZMj7q+SoxyiTr6khncReidpLuDmtB3kePo6y0OPp50knFCKfrkadyYQNnsd/fmgCl/EnPG9gfNsWDBgebYoB0gEi3nNT5T8Ikd32HdruNosEdnxZTYMlE1ZRjumnqBpg4+nlgOPp5QR18kXHehSDUcfHIR+w0yBpciE1ZkDJYX2BtpEyusWI4tX57DpC/+HPfYPh53N85Zrse6NdtxotWF/j4WFMfB52Mxd/0eDM3LRNXlJbh76nDp35hmULSwOq2cZ40bV4Dzyiurm0zE2gfI3l/n9gFq4/L68fiOb7HuowacaHUh90wbaLcDbCfC7lGvnyN2HhAdSm90LdcJAEOHDsVf//pX9O/fH0ePHsWnn36Kr776Cq2treC4gLlj7ty5eOaZZ0DTug+PQCAoRKi3iFD5CUBf4TWUoINPxvn5BsiAcK/BZBCrTOla6yIcv+Q2AABlNIM2Z6l6fj7rpLPNLlhKgm8i/MWx4/jmu+P44tjxpDcRTjTCLMukffRUuvUNJBCkSCf5TstMPh7++Vay7vHrj9TzLbTmAgDl84BivaB84WVe9O7nZRk5WbOSTaHEY5RLpHRneXk5rrvuuj4X5EXQBqUO6lQuOUvom6jRxyudSCcZh6eprgYzjj2V0DF+fPSp4Pzj9/vBsiz8fuFASD3mNb7K0LEVM1FXWYbxg3IxvMCK8YNyUVdZhmMrZmLZjJG6OPiUElm6MxQarO42ErHfgLEqK4sayXeXVMVtP1lrXYT7PddElTYMDYtTUtowkV6ikahd5l+IooXVoIxmzc+TKFLtA2Khd/sAtVFSfvOhbdJZtWL0NjsP0aH0JSl5spMmTcJbb72FDz/8EPv370dzczNMJhOGDBmCK6+8EhdcoE+0MYFAUAehyLrI8hNLuddwc4o7+HiCGRXdGX3Xud7WcogJwX+/upCIKDrDCoPZCKBRlXOEZp2ERv5FRjGVtDXB4OtCl8+jLNJOAxKNMPvh4Fx8q85QREm0b+DWrxpFI2kJhGSQLvKdHpl89UcacfWZl+IrkXUa2PpVqejzLbTmUj43KNYHdBsb44lmFye1FM1EjHIkM4qQbOJ1UAPkviWkFsH78dDDwfd6o4OPJ11kHECbstlqny+ReY2vMvTWoBzYM/2w2XIU60R6Ovh4xDL6WNBYa12UFEcfoO7aMmlwHh6IoyJSsPJTW1fY+0bOB4rzg+PCo53lljYsrFiObV+fx8UH/qTgW4Tz+fh7ceOSxwJO0Yj5DlCvRGlhxXJgzesJH0trpNoHxELP9gFqo7T8psfPxnUeYuchJELSwowYhsGVV16Ju+++G3/4wx9QXl4Or9eLAwcOoL29PVnDIhAIcRIZWZdhoEFTNDIMNHaM+xg3i9Tm1xIWlGIHH08wo6L1ftmlOPSGF4ZLbJm4alQ/bD58DnaXFx1uH9qoLDRduVKT8zZuXIETrzwUFsVU6dwExtcFD0uB8XWh0rkpqU2EE40wu3pUocojiiZW38AcrlN6/5P69A0kEJSQDvKdHpl8HVv/GLexZoljAzrqH5HcRmjNZSgKGd29cpRGs4vB+TzgfF5wPnlzuFblOvlrq4ZRjmRGEZJFog5qct8SUo3CiuXIHDYRAJA5bGKvdfDxpIuMo8U67GdZcFxPBRc+00SNeY0/ZqD/Ghfsv6ZZNovMfm1aIJbRl6wKQmqvLbwOruT7hLZ2CaXSuQkmeAEAJniD1ZZ4+NKGACTvofl3PYLH47y2j2ctwvz/DMjkQvOdGtmC6RgccffU4VFVsAVvVwAAgRVJREFURWKhZ/sALYinzYoYxM5D0ApdM/laWlrw97//HQBQUFCAn/70pwCAF154AQ8/HIiI4DgOeXl5ePzxx3HZZZfpOTwCgaACfGSdiaHh8VMwcj7Y3n9I93FwoMCBTqhEaCr04xMjVBgeU5SF0TXv4ESrC/2cHhi9bjg4A6Z/ORm3WhfhHg2+R+dr9+Ei6yLsDnGivosBwc9DsyGT0UQ4HSLMpPoGjvI1YIj3O5w0dGGvyDYdbp82AyMQFJJu8p1l5GQY+4+C91x8ZVSEMPYfFczka6qrwcWfxR8xDAClnz2GprrCmEp/5JprYmjVIj+b6mrA+dwAKHA+N5rqamKOhy/XqabxjC/XqUVmQroZVQjpi1oOaoDct4TUQmkfr3QjHWUctdfhtdZFYLl3AHDgOC5YseXR7HqM2/dYQsdu3LgCD79zDI/R18bff00pSe7Xxjv67kegFCXvyqyNIwNODdS8Dono4KHEsi/wPP3hd2A5Ds/uapDs4ffdJVVYe0B5duHp8bfBZOjJjRGa7+T0KRUjHR18QE/7ALmZbXq3D1CbRNqsRELsPAQt0TWT75///CfWrVsHt9uNwsJAloTH48FTTwVqhU+bNg2/+93vcMUVV+D222/HyZMn9RwegdCr6NevHwoKCjBw4MDkDYL1dxsIxWGoQLtphlIvUo8FDQ4ADS6lHXXxstM4ISjcZpkYbP3qfLDsYw7rQC7biRzWAQB4XsOowCWODVjXer/oNQ7tbxgaaacXqR5hJtY3sNK5CeN83wAAxvm+iYpa5MnOSErFbQIhinST71ree15VBx8AeM8dRct7z6vuiEpW5g7/PcwMBxPNwcxwssejZg8U3vihdYYggaAlvWVeIBDESLSPVyqTbjIOEFiH1eohFqp3hnL1mZcSdvDx3NJcK6jvyKkK43fIz6yxWCzIyMiAxWJRVVaJhyu8+5HBeWDg/DByPQb9ZGb0+TrOq3Ksu6cOxwOmzYp7UvNIBWlHbnuqrQur3uzpj8YZMsDRRnCGDAA991Cr04t/5P27ouzC/7P9O/775xOjPhOa7+K5n9LVwcfDtw+onjMWJTbhCkoltkxUzxmLbVVTUGA16TxC9UikzUooxM5D0BpdnXwffPAB7r33Xvz617/G1VdfDQDYs2cPOjs7UVJSgmeeeQY///nP8eijj+Lmm2/G888/r+fwCIReBe/kKy4uTs4AWD84VjxTiYehAJoKvKrBWusisKBAIdDEWooisx+FGX4UmWOPM5W4wrsflc5NyDIx6PT0jL3SuQm5XAcAIJfrCAoNWioLV3j3S34eKoj/5aPvdG0izEeYyXX06R1hJtQ3UEipiVRmgvuH9GEkEJJJusl3+dNvhbH/KFWPaew/CubBP+gVjqhQh0Sok48fj16OvlDjB5+ZoCZ8hiCBoCXEQU0gpDfpJuMAgXVcrbLkvN4ZysXeI6oH0i5xbBDV3fmqMC5vuM7uPnUQrqMfwn3qoKxzWCwWmM1mWCwWAOoGJcWDAYHvE1mKMhmOvqKF1TBk91PlWI6tj+D6088q2ofXd+VUYRLTjQGAM5jAMUZwhnCH0t7TbRhZYJHl6OMdfJ/ecyXyLfIdU0ruJzEHX3FxMQYMGJA8G55CItsHjB+Ui+EFVowflKtq+4BkE6vNihyInYegB7o6+b755hvceOONYe/t2rULFEVh1qxZoKgeK/9NN92Ejz76SM/hEfo45eXlmDdvHsrLy/vk+VWHZkDR+i7mfAlLqrtYZyyKzH4Umtm0c/IBAYHg31v/L/h3LKEhWVGBoeM42dqFrV816nruVI4wi+wbqCRqscSWidkXFmk+RgJBDukm3zmP7dYkkw9A2jui5GQc6eHoEzJ+aJEhSJBPr5NTdYI4qAmE9CYdZRy1AwuWODaE6dafG8eorlcGAnXFzZORVWGa6mrgOr4PAOA6vi/uDOdkO/p4InW9WssCvFBYqcu51ZSJEslcX+LYEHf2nxwOfN+Be68cjtMTbsPjWcL37+NZi3B6wm04vuoqjOqXpej4gLz7Sep6p5uTj4dvH3DJoByM65+FSwblYM7Y/rq0QNEDqTYrciB2HoJe6JoDyjBMMGqG55NPPgEATJo0Kez9nJwcOJ1O3cZGICTbaJHs82uCjo6+0B51gQKgFCDD0ZfOhAoKUkIDEFAUklXnP/Sce06MVq1flFz4CLOl00dg61eNeOTEv9DZDmTl5OI3lWWYfWFRUgTQ0J4FcqMWgcBvqVffQAJBDukm32nZN443vKtxbL0dUUoMM3J7gxVWLIfT40fna/fJHkfWtatFj5tI3xMe4uCLj14pp+qEGvctD7l/CQR9ITJOQM/mEOjJx6OmXsnr8f2xQ3K7dbuOY+n0EbBvebj7++UFP0ukZ6mac3QiRPacK7hmOYqcIyXHZS2dnVDWZqo4+OJBqEdfLDZ8egrHVsyEny3DK08WAu/+PfjZ5+PvxZP/+UhYD754kLqfyBqenoi1WZEDsfMQ9ETXTL6CggKcOHEi+HdraysOHz4MmqYxcWJ0rePQqCgCgZCeUAaT5tFxoQ4+Hg6QjAbsLciJeEuljL683U8m5dxAakaYxdOz4AHTZt36BhIIciDyXThql6rUg3gMM3Iy+lxeP248PU1RD5QbT0+LKskVitoZggSCHqTjvEAgENJTximsWK5aWfLj9EBRJ4oaeqWQHi9Gg92F3S/8TlReSaRnaapl9PF94qXGVbSwGiVL61NCJtLbwcejNKOvwe7C1q8aYTLQuHHJY6C6e/dRhgzcuOSxhB18PEK/G1nD0xehNitykOPg4yF2HoIa6GoBnzVrFn7729/iu+++g91ux+rVq+Hz+XDRRRchKys8FXr//v3IzU3vOrROpxNOpxMejwd+f/qVAyQQEiG05n0iQvNO4wTJz6UUAxZU0hxaqUakoy+Q7ag/s759Om7lqzcST8+C608/C8fWRzQaEYGgnHST7/TokZVOjqhEDDOxDGqP7/gWuxvsio4ZWZJLiMKK5ci6drWi40plCBIIepBO8wKBQAiQbjIOADQ8Wq5aWfJh7PdY13q/6OeJOPqUOPiAgMHc9v5Dktto7eizls6O69hKWOLYgP8tfj/Yx4wfF6+9UwhfE5ItE2khVytBqaNv78m24P9TBhMogxGUQf2WHYUVy2HIygcAGLLy+8Qa3ltLu0e2WZGDEgcfD7HzEBJF13Kdixcvxuuvv445c+YAADgukO5/8803B7fxeDz49NNP8cADD2Ds2LF6Dk8WH374ITZs2IDDhw/DbrcjPz8fl156KW699dao8VZUVOD06dOix5o9ezaeeOIJrYdM6GVceeWV6OzsjFIqUg2LxQKO48IaWwPKymDwgr/YAhmpGDA0BT8bXqKz1rIAtkwjbm6qjedr9CpCywBwAChZnQvVJ5FyKr0JKcN6YxcDh4+Cyy/sjCXXkJBKpJt813XqC82OG9onK551L50cfDxi85Gf5bDuowbFUawAsG7XL7B0+gjRTGs+Q/Ai6yJZx15rXYRDp6dhu9cfNJoRCMkgHeYFAoHQQ7rJOC3vPZ9Q+UYhrvDuB4ViUb0xntKdYg4+CpzgeZTIElJ6Euf3Su4rNUcnWhpTCZ2v3YcmExPmyKPop0CxLCiaDvtuyZKJ6uvr4XK5kJmZiUkql4hVCv+9X5exbYfbF/GOdsHPtMUGxkeBtuRpdo5Uorc593hC26zIIR4HHw+x8xASQVcnn9Vqxf/+7//iiSeewP79+2G1WnHLLbdg9uxANMwnn3yCJ554Ah6PB52dnbj00kv1HF5Mnn32WfzpT38CRVEYMGAA8vLycO7cOdTV1aG+vh5PPvkkZsyYEbZPXl4eMjIyBI+Xl5enw6gJvY3nn38+2UOQRXFxMdrb25GTkxN8T4lhI1Tw71EA3hL8nMfPcrh/1mg8938UOI4CRVGoqyzD7AsrYN8iXc++r8ALG1sAoNvVt1amQqAmjRtXwDJmephBvC8Ry7De2MXA5aPgMIi7YYkASEgV0k2+Mw/+gW7HVbLuJWLIt1gsoGkaZrNZ9j5qllYSmo/qjzTi6jMvKV5fljg2AKeBrV+VivZw5TMEd8swLAblhe4MwWUzRioaD4GgNnrNCwQCIXHSTcbJn34rOvZuUtUZtdM4ARzOQ6rffa1lAa4a1Q+lnz0W83hiDj4j5wPF+cFx4U6XeAzmQnIJ67TD32kHK6Ffhe3z7uPB9/R08PFEfgeD0QSfzwuDwRi2XbJkovr6etjtdthsNpT/+c9hY04GSxwbUM+NhbQbF8jO0M8MXlxcjPbs7DCbGCE9uXvqcLx+6FzMCiWJOPh4+OcoZ9a9CR2H0PfQ1ckHAIWFhfjDH/4g+Nmll16Kl156SecRyeett97CT37yE6xcuRJFRUUAgCNHjmDJkiX49ttvsWrVKrz33nthTr3HHnsMV1xxRbKGTCAkjeLiYlgsFthstrD35Rg2hAT/WssCDMa7oOCDB0bR0h4UqEBGH9fTg03uefsKSxwbUI+BYAHQ3cqa3o6+ooXVSXXw+R12IOLe1AutDesEQjJIJ/nOMnKy6sYaa+ls0TnNOvs3OPxNE8btEzd8HZ74a1ww+zdxnz8yez4WWpUsDQ3e6Nj6x7jXlSWODThY3w8Y+2jUZ3yGIE+tZQEu9RzEFd79UdvuNE4IkxfW7ToumSFIIOiFHLmUOPgIhNQgnWQcAChZWo8jdxSC7WxO+Fh2KhtVeQ9gAG6PuW12+W9QNKpQcl5rmbYKtYcvi3q/0rkJ78ILLyiY4EWlc5NkRR85hOpJTXU18HW2AKDg62xBU12N5PxaWLEc1F3rAI8HFGPU3cHHE/odDAYDWJaFwdBjxhWSiQBhR1+kjUVtmSjZ9pa11kXwUJ+Bgltyu0lDIkvqalfbSMwmRkg/Mo0M3lhchrnr94Q5+roGjwfl84AzmFRx8PE0blwRaPs1uHdmRxK0QdeefOlOZ2cn/vCHPwQdfAAwZswYPP7446BpGi0tLfj000/D9iHZeoRkMXnyZFx55ZWYNWtWzG0tFgsyMjJkGwcTRare/d4f3CPqwPNSBvgoBl5KPD4huvyCvPP2NSgqUJiConqUAL36FybbaOU+dRCuox/Cfeqg7ufWoxcYgUCQxnlst+rGGsfBrYLPYbPDg5nrduGGk9NE59i11kW44eQ0zFy3C80Oj6rjEoN3dKpJqKOzqa4GF3/2p4SOV/rZY4J9deqPNOJEqyv4d6Vzk6CDDwiUGAvt09Jgd2HrV40JjYtAUAspuTTZshKBQEhfGh4tV8XBBwA2rgPrWu8HR9EARQVeBSixZWL2hUUx57UpNz8Y1duKN4ybGQ4mmoOZ4bDEsQHrWu9XJSOm4dHyKP1LTu++YL82ozmpNgSpsUbKRIBwn0ShIGotZKJk2Vvk9nfk71MezucB5/OC8+kjf8eit/a06y0UWE3YXjUF1XPGosQWmMfcg8eja1gZLuxvVj1ovvmV+0B9r7/NipC+ECefTDweDyZNmiSYZj169GgMHz4cANDW1hb2mV5OEwIhksmTJ2PatGmynXxms1nX+1VIACxaWI3vLqmS3I+LUTM9VvmFWIqHHs20UxG9HH3JNlo11dXAdXwfAMB1fF/cjdnjxTJysuqKT7KzIgmEdEPLnnyhuLz+sGjPWEaX3Q12zF2/By6vX5PxhaKlo1PtbOXIeXrvqdbg/8uJmF3i2BDm6Nt7sk1iawJBX8TkYeLgIxAI8aBVTz4DBYCiAVq4h1vVlGHBjDCpeY2hKVReNjT4fug6Hurk48+rBmLXQ46jj+/Xluxg4caNKwA2Wj4MlYlCqbUsQBuVDQBoo7JFHWB7T7bBz3LYfPgcDpxpx+FznThwph2bD5+Dn40vw03vayXXwQeE36dNdTXgfIGsP87n1t0uIER5eTmuu+464uRLYTKNDJbNGIljK2airrIMv591IX49bQTmX3Mt7NNWqXqugvmrwQ0sVfWYhN6N7uU60xWTyYSHHnpI9HOKCiwUw4YNC3ufpmls2rQJb775Js6fP4/CwkJcccUVuOGGG5CVlaXlkMPgOA4ej3rRKV6vV/D/CalBPL8P30Q81n0idzuWZYP/xLbNmXUvKEN3GQxDBnJm3YvxR87LGq8Y4wdaw/4WOnfOrHsDqe+HesqAFcxfjZxZ9yJn1r048+cKOA+9ndA40pEljg1Ya12kWenOnGv/gJxZ96o6FynB/uYjaH7lPjR2FcDhpeDyU8EyCLafhJfJC31upO7heODvv+ZX7kv4WPx9m6xrmizIGhSAn48JyuScrMsXwbLnn6rO85aLrkbW5YvCxvCn97+N6tsQq/T07gY71r53FEunDVc8BrnrMwAYhk5EwfzVMeehLj8FD0uBkuF3LJi/Gj6vV5NsZdOIH8E8IlDeq90V+H5KSuLw29VaFqDN5e7VcyaZH7VDq2ubM+temP/2FjqOHYC5ZEKfXNcBcu9qiZbXVo7OFy9EzgmQbBlnp3ECfFQrKE64Ys7koXmouqw4bIxS85rfHzhO5DquROZQCzFdMBKPx6OqDqeUgvmrgV0vAvAHxwP0yERCtNNWGGnAS1tFt3n763Oo3dOAk61dyD3TBtrtANsJzF2/B0PyzPiPy4bgzstLkGmMdu5KPftKrlXB/NUAENd1VeLgC71PebsAMCD4uZx7Qel8p+X8SNbM5HPVCBuuGhFaivW/YC/IVM3Ok3XVPcCRIwDIb9wb0ULGIU4+FXA6nTh+/DhGjRqFsWPHhn1255134ujRo8G/v/rqK3z44Yf47//+b6xfvz7KKagVPp8PBw9qk+Z7pHvSIaQmcn4ft9sNn88Ht9steZ/I3Q4A7HY7Ojo6AEByW5ZiANoAlmJw8OBBDGQ5DLAwOOtULt0PtDIY0PU9WJYNHJtlxc89uBxcUR1w+mtwRWNwanA5TnVv23rFQzh3vAXjHZ8K79uLkevo22mcoCi6sr3sDrhK5uCcRvNQLAx7X4Dxo6cAAI1dDFw+Cg5/YFFtfuU+nD17Fr5JNwMI9DbY9b0bX9u96HJ48b2vCc/Uf4IpAzPU6+M0uByGy88GxxQP3svvDLtv+yqpvgbt3r0bbrcbGRkZmDyZZFxqhWI5Z2Y1Mo7tAe1OPKuLzchF88xqNIec389yeHqHcAkkL2UATXFgRUpPP73zW1yV16lovlGyPgeRMQ91+Sl4WSpmtxJ+PoITMFx+Z0Jzm9CxjzotQPf3ctg74up5wW/vaL1FsUycrs9xqs+P6Yza19ZhKYZ/YOBVK50tnSD3rnaofW3l6nyE+EmmjMP35OuPuwU/Ly004sFJZhw7cjjqM6F5zc9y+OtHjYLruFyZQ20idUEev98PjuPg9/t7rr8KOpxSeBnL718fNR6HvUNyX18Mk++Hx1tFPzvZ2oXfbT2Kf+49jj9NK0BeRnghuJjPvoxrFZQfAcXXtb3sDuxprwCaYzs/Qu/TULtAJGL3Ao/S+U6v+ZGsmSmEinYehPyu6fobp6sOla6Qcp0qsHHjRni9XixdujTqs9LSUrz55pv4/PPPsXnzZvzsZz8DTdM4ffo07r333iSMlkBIQageQyZDU7h+VHxlQ68faVFkFGULRsI/8BKwBSOD73X5ONz7fjP+n+V+7DROiGsc6U6s0p1rrYtQlfeA7NKezsl3wDj5FtXGpxQpQZ7H+NFT4Pb8DS8c7sC8Nxqx5IMWfN3qxalOP75u9WLJBy2Y90YjXjjcgS6fOqqnb9LN8F5+Z1z7ei+/U1T5IKQWu3fvxgcffIDdu0nfxFTC9Op/qmL8AgDa3QbTq/8Z9t6u792SwSpSpae/d/ix+6xblbHFIpF5iCdyPlLjmGLHBoCfnP9H3NnmSxwb8JPGfyjejzzHBF0wR7eFIBAIBKWoKePwPfkiGWhlcOcl2fjLjwujnD9hRMxru75345qm/9OkakwiGD96Coa9L8jaVk05JxaxdL6x+UbNx3Cw2Yt732+OSweWulZC8qNz8h2yjsvbF/4yoxB3XpKNgdZApqHfkg+/JQ9+Sz6A6PtUrl1A7r1AIAhB7Dw9EB1KX0gmX4KcOnUKTz75JKqqqjB9+vSwzx566CFMmTIl+PfIkSNx//33Y9iwYVizZg0OHTqEw4cPY9y4cZqP02AwRGUZJoLX6w1GEowZMwZGo/bCBUE+Sn+fjIwMeL1eZGRkoLRUvOaz3O0AwGazBV+ltmUYBn6/HwzDBLdbPcaPvS2f4GMFfXMmD83Dg/MnIdPIgKZp+P1+0DQteW6hMT7y/rc42Pw9AKAq7wGsa70fV3j3gwLAATE6AvYeQjP6gLeC74eWxOBfpZS0gvmrMTJG+RMtsb/5CJplRlFZdj+NLmsHzoqU/Djr9OPpAx3Y20LjlZsmosBiSnyApY/BPmCAopIOBfNXxywp09tJpzVI7lwYD19++SV8PuHSSX0NJXJO2wfrcf7ELlXPz5zYhaH2T5B75WIAwGuNxwC0xH28ZoMNpaUjY2/YjZL1OYo45iEe0fmo9DG83GnAJZ//WfExeQ5cfA+uv+XhsPfsbz6CzC+ejfuYADDqi2dRMHqIonlUy+dYbdJpfkw3tLy26XSPaQW5d7UjXe9dIucESLaMc4V3P8xUCXwUBZqh8epNE3H1qMKYwbVC98bX7y1LOQcfj/GjpzBgwICgfCBkpwiiQHayXHR1XOVTI2UsofGMu4jDnz7/ACdbuxQfXwkHm714vz0rrJy87Ge/+1rhwyeCbwnJj81OD+bvvAE/sHZI3iNrrYvwhecGvDLiQhRYTLh0AvAwy+Hto034U0MJHO3tsObk4N6I+1SJXSDyXlD8nePcXglkzUxxVLDz9IbfmMi34mgh4xAnXwJ0dnbi9ttvx09+8hMsWbIk6vNQB18oP//5z/Hkk0+io6MDx48f18XJR1EUTCYVDNICGI1GzY5NSBw5v09FRQU6OzuRlZUVc1u+/2Ss7WiaDv6T2tZisYCiKGRmZga3M5mAulsnY+76PWH9jDhDBuCjwBnCjzelxIbXF5ch1xp9HqlzR47Rz3J47uNTYdvwjj7grOT37Y3wjj4PjKL9o6QcfXyD9WTRVFej2Ggd2rdJjI9PtuH6lz7D9qopgv0JlNL/2lVgGEZWH6tkX9NUJNXXILlzYTxQVF8JO4iNEjmn31VVcH72KhwHt6p2fmvpbPS7qir4tytBed3pi73ORiJ3fRYiZ85y/PXjk7j+tHwH2svFv8LSOcthEpkH943+Jd75piUuY95a6yLkjf4lfhryXeKZ08VofuU+MAwjez7V8jnWklSfH9MZta9tut5jWkHuXe1Ip3uXyDkBlMo4rW/9Cd5zR2NvLBNj/1EwmgDO44HJQOPfSotl7Rd5bzTV1SQU/KMHofKBxWIBTdMwm82C11+ODle0sBrW2b/Bo/ffESVjmZlAXYcMJjpDLpaMFTqe2y4fhpVbtC/l99yeU1g288Kg00zJs9//2lUw3P/fQKsdhqx89L92VdjnLq8f17/0GT4+2YaPJewLwYBjAX3830qL8U5xHuwWDjZbXth9KiZDSv0GQrKi0vlOr7WdrJmpiZp2nnT9jYl8K44WMg4p1xknbrcbt912G8aPH48//OEPivY1GAwYPjwQAWO1ijfBJRD0YuXKlVizZg1Wrlyp+7ktFgvMZjMslvASnQVWE7ZXTUH1nLEosWUCADiDCRxjDDr5SmyZqJ4zFtuqpqBAwMGnlPojjTjR6op6vyrvAcnSar0ZXrj2UQy8Iv2jai0LcHD8r8PeS7YzqqmuRpYwJcQSxwZUOjcBAHK4TsFtdjfY8cSO7+IeXySFFctRtLBacptkX1MCgSCfrIzEAgCyM/SNw3t8x7e433ON7DLMa62LcL/nGsl5MCuDQa1lgexjhh671rIg7Bo4j+2Oe04Xo3HjCjiPkdIxBAKBQOg9OI/tVtXBByBwPFa8BLkcEtHN9KZx4wo01dXAYrEgIyMjyk4RipQOx+tuYjKWmeFgojmYIxxMcmSsUO6eOhyTS2yytk2EBrsLW78S7jctB9piA5OVD9oSPdbHd3wbFtwtJD+GVhQC5OvjUvee2G/Aw98LBEK8EDsPQU+Iky8O3G43br/9dowbNw5/+MMf4vK+er1eGI1GjB8/Xv0BEggaUVFRgWuuuQYVFRWqHbO4uBgDBgxAcXF0RGCmkcGyGSNxbMVM1FWWId9igsXEIN9iQl1lGY6tmIllM0ZGZVMxTKBkJ8MoM7LuPdUq+llA7Oubjj4TYjezzi7/DShDBgCAMmSkrYOPZ4ljA6Z4PsNE75cY5WsQ3GbdruPws+q1hpejJBIIhMRpee95VbP4AMBxcCta3ns++PekwXkJHW/SkNwERyQfP8th3UeBeU6OUy7UyCI1D/LXoNayQHaP253GCcFjh14Dy8jJMRVkpRQtrIZlJGkATyAQCITeg1br5eChJejfvz8GDx6seH9fx/mUcPAVmf0ozPCjyBzbYdm4cQU4r7wSmLY5y9AyLTwzrWXaKtjmLFNFxvKzHDYfPge2O+CZNZiw+fC5oPyVaWTwxuIyXRx9exW0UxGCYqLLDYZeo1BqLQvg7zZZ+0ELVtqJlEPLy8sxb948lJeXA1DHLkAcfYREIXYegl6Qcp0K4R18paWluOeeewS3+eyzz0DTNC6++GLBzz0eDxoaGnDjjTciN1c/Iw6BkChaZPoVFxfDYrEEazULwdAU5oztj9WZRjhYA6yZRswZ2190e4PBAJZlYTAom+I63dICvxxHX2/s3eeBEVKurBJbJmZfWATKYALFcqAMyUvDVzVK1NmGJh+NQv9xVDo3RSkWfDSj1L2olKCA9+Ha4HtE8CMQ1CV/+q1o3vJH1UtZ5U+/Nfh3+ZgiDM3LFMwOjwU/p+pFZBa7VBnmyChqqXmQvwZXn3kJV3j3yxrLFd79qHRuwrbiX0RdA34eVGOOJ/MqgUAgEHorWqyXF287C7vdLqmzi2HI7oeiq6qT7ugrMvvRwdDINrKxt11YDWrN64DHIbqNy+vH4zu+xbqPGnCi9TIMxN8AcOBA4crDl2Homu2YPrIgIRnr1n9+hnePNeNEqwv9/AwojkGXn8Hc9XswNC8TVZeX4O6pw4NVkJ7Y8R3W7TqOBnu0/Fliy8TQvEzs+C7+ntEdbvV7ZIpVU6p0bsK7YMGCAgNWlj7OO/cAde0Cyb53CelPUO841NNvnOgjBLUhmXwK4B18EyZMEHXw+f1+DBw4EGvWrIHfL+wwePnllzFs2DDce++9Go6WQOh9SGX9AQhGuXn8LPwsB4+fDYtyi4Wc8mocIBmBR0W8pjtrrYtEy3TyVE0ZFtJ4PXnfXO1ybo1dDJq6GDR2MWElPENJNJpRiMKK5TBk5QMADFn5RPAjEFRGq1JWoaUfGZpC1eUlcR0rfE6VR6z1UQqhLHY5ZZKC+4vMgwxN4dHsesU9+ZY4NuDRrK2C10BOyZtYEIWaQCAQCL2dVFsv1RgPj7V0tqL3lVK4YA0+Hn4L7C4vOtw+2F3eKJtCs8ODmet2YeWWI0EHVaC9BxVs83Gi1YUNe09FHV+JjPXi3lOiAWMnWl1YueUIZq7bhWaHJ6wK0qs3TUSOiYbZQMGWaQxWQZoxqjDeywJAm3LyQnJopXMTljg2hJXTVKKPa1Xm3ddxXtVjEvoWhRXLkTlsIgAgc9hEoo8QVIc4+WTS1dWF22+/HTt37sT//u//4kc/+lHYv8mTJ+Piiy/GuHHjcPz4cZSUlOB3v/sdzp49GzyG1+vFpk2b8MEHH+Bvf/ubZG1vAoEQjZgR0+X1o+adoxixZjvmrt+DLhjhowzoghFz1+/BiDXbUfPOUbi80pl6csurSZXaoKiAm6s39IkXUzZCmVJiw11TL9BpRNJoUZ4mFCHFQotoRkC6ZwGBQEgMvUo/ivVI4QwZ3f1lM6I+i3dOTcTJJ5bFXmtZAA8CZZU8MIquB2LzYFNdDcbte0zxeABg7L5HRUsjJWIoJA4+AoFAIBCSg1qOx5Kl9VHH4d+PLJuplPdH/yfKDlyKuev3oMXpgdPjR4vTE2ZT4P8O7SEHAKCoQPUbGYaAWssCuK39UGj2w23tF1PnlmJ3gx1z1+8J2joYmkL5hf2QY6JhMVDIt5gwZ2x/MDSVkuXkI+VQ3sEHRPfMk6uPayXrG7L7qXpMQt8jY3ApMkf9CBmDS5M9FEIvhDj5ZPLoo49i586dAICmpqaof3a7HW63GwDg8/nwy1/+Eo2Njbj22mtxzTXXoKqqCr///e+Rl5eHZ555hpTpJBBUQjCKrrtePdddNjIyyo3P+Dtwph2Hz3XiwJl2bD58DleP7oc8s1h0Wnimmpya+pGstS6S3Zco2YT2RQICMYmRTCmx4fXFZVE9EZOJmlGiQkQqFlpEM/II9SwgEAjqoOZcIeY4EuuRwhlMYGgquEbxJGtOlcpi91IG+ChGMqNbaB7UugdKYcVyZF27WtHxsq5dTRx8BAKBQOgTpGovssKK5XFn3FlLZwfXcbGMmO2Df6FYR+dZa12EO+xXx8ycm/CnD6IdfHFwKvtCnMi6EKeyL0z4WLsb7Hhix3cxt+NLqQvRNXg8XCWXomvweMHPtSonHyqHhjr4xJCrj+sh6xMI8cBYSSA3QRtITz6Z3Hfffbjvvvskt+E4Dh6PB0ajETRN4/nnn9dpdARC38Tl9QtH0Ymwu8GOiWs/AMDhZGsXcs+0gXY7wHYCc9fvwZBcM7p8IjX6KQrguLDIPKma+pHwWXG1lgVY13q/7P5EyeIK737c4X4FT2fMh5HzgeL84LjAdy+xZaJqyjDcNfUCAWO0vNKoWqJmHwoh+N+71rJAk2hGAoGgD4UVy/HS3pOY/d1f4j7G1gtuxxIJpV+oR0oO64CJ7YSHBc4j1pwqH7/DDsTRKydWVDcXowxz5DyoRQ+USMOKy+vHjaen4SLrItlr8KHT07Dd60+pwBQCgUAgENRGq15k8coZoTTV1cBxcGtc+zoObkVTXU1QJsgYXIpMWJExeHhwm063X5GOziOngg3PyTj6LYvRTmWpdqx1u45j6fQRkiXf+XLyK7ccifrMLeLc44mnnLwceDlUjoOPR64+roZdgDj4CARCukAy+VSEoihkZGSApsllJRDKy8sxb968sObHavP4jm8FHXx+Sz78ljz4LflRn51sdeFka5fg8U62dYk6+TiKASg68BqCnIy+SKWhKu+BtMjou639BbzN/BEmeAEAJnjx90Hv4atlM7BsxsgoQynn84DzecH5PMkYbhh6ZPQt5V7TJJqR0DsQyxiW2yOUoA+v9ftZ3PPxTuMEvF70s5jb8T1Svlo2A38f9B5yuQ4AQC7XITmnKsF96iBcRz+E+9RBxfuWjymSyGKXJi/TGDYPatUDJbTfIdCz/itZg+VGuYdCnmMCgUAgpBOarcPf7I5bzuDRIrswMiOGzwpTUnVHzMEnZVNIRRrsLmz9qjH4d79+/VBQUICBAweGbSdWTl6KRFp08LKUWI/D8jFF+DX7Wlw9nOXo46TMO4GgP0SHSg4kk49AIGiCls49ILBorPuoQfgza34gQy/Dqt4JaRpg2cBrBFLRgmJKQ1XeAxiIKqRC5psUA8/uBDAg+PfFB/6EVb9tQ0HFMtw9dXjQKN1UVwPO5wZAgfO5w6Isk4XWGX03N9XCvmVk0r8nIbVwef14fMe3WPdRA060uqIyhofmZaLq8pKw54eQPK5oeDHuzOorvPtx8viLAH4kuR1/TzTXPYxbmmsB9BgjxOZUJTTV1cB1fB8AGq7j++Kaf+NficL3tIycDGvp7Lij9IWwls4O63cYuf4rWYPlRLkD5DkmEAgEQnrC9yJTU/+xls6G5x8fIxE5Q6vswkhCqxPIyeiTyuDTxKagMXtPtmHO2P4AAk4+s9kc1a+ZLycvtyJSvOXkI2Wpfk4PKK8fDs4TJkvd1LGxWz5Wjlx9PB67AHHwEQjKITpUciEpZwQCIS2pP9IoWi9fCzhDRnefvwzBz4WiBWOV/QiYRikgRim0VOOW5lp8s2l1sMehkNKmRQ+HeNA6oy9VvichNRDqERpJZI9QQvJoqqvBz849l9AxfnruOck5gL8nvtm0WtSAETmnKkGN+bf+SCPaunyKzsvT6vKFRY07j+1W1cEHBMpzhWbyCa3/ctfgyCh3IchzTCAQCIR0Rk39RyhwR6mc4es4r0l2oa/jfNT7kT3npDL6lJToTAXkZBZ2uOXJc3w5+eo5Y1FiE+7RV2LLRPWcsdhWNQUFVpPgNmLIlaW+2bQa9ldWKTp2JHLvRyXPBXHwEQjKITpU8iFOPgKBkJbsPdWq6/k4gwkcbQRnEBdway0LwHZPqyxoWUoD1/0v3gbhPGutixI+hhKWODbgoi+fw18euktUaUsVBxhx9BH0IJ4eoXPX74HL69d4ZAQh1I4oF5oD+Hvioi+fi1mCiJ9TldwTUt9BybyU6Hq692Rb8P/5DAI1KVpYHZbJJzbeWssCtFHZAIA2Klt0DQ4dbyTkOSYQCARCb6CwYjleHfKrhI5xKPcy0cAdJXKGIbufJrKBIbtf1Pt8z7lQ4gnGTUX81nywmXnwW8WdfNkZ8ou18eXkj62YibrKMvx+1oX49bQR+P2sC1FXWYZjK2bGVU5eriylpAdfLNR09BEHH4GgHKJDpQbEyUcgENKSTndqLgYsKHCgwCrMzlPSNyCStdZF+N/cG8IMnF2Usmi7eFji2IDrTz8ruU2qOMD0cPRF9owi9C3EeoRKEU+PMELi6Nk3To6Dj4d39Mm5J+Q4KeXOv4mup5FR42rOt0KGFqnxttNWtNFZaKfFS2tJRbmT55hAIBAIvYXN/f9f3PrlTuMEXNT2seQ2SvQ8rWWDUIR6ztVaFuCwYQQA4LBhRNIcfBf1z5LMnLtp0uCEjj9pSK7ifRiawpyx/fFfs0bjkbnj8F+zRmPO2P4xS5uLIUeWuth7RDUHH49cfVzqXiQOPgIhPogOlRoQJx+BQEhL+KbaqUi8vY3icfTxUYj3ThuBusoyGLJscJty4c8aAPu0xEpfqEVfcPRFZpoQ+hZSPUJjsW7XcdKAWmf0yDbzsxya6x5WbMBY4tiA5s01kveEkixEOfNvouupUNR4YcVyFC5Yk9BxCxesETS0xBqvL0bLcbEod/IcEwgEAqE3YWTibwkht1+x3o4+OU4YvudcpKPvqKEE+4xjcdRQIrKn9lxXOjCYOTd+UC6GF1gxflBuMHPu+RvGh5UbVUKJLROzLyyKvaGGyJWlPjeOUb0KkRJ9XOheJA4+AiE+iA6VOhAnH4FASEtCm2r3JpQ4+kLLjEwusWHO2P6wZRphzTTDlmnEjxav1jR7TQmp5OgzZAVKnNCm+BSoSIhCQEikR6icHmEE9dE6onzXC78T7cEXi5ubarH7hd8JfhZPmdFY82+i66lY1HjR3BU4PPHXcR3zy4lLUTRX+HtqNV7yHBMIBAKhNzHz1AbVs6WE0MvRp0TnEus5105lBf9fjcw5pTA0Fcycu2RQDsb1z8Ilg3KCmXMMTaHysiFxHbuybGjc2XdqoUSWSqSSUSTx6OOhdgFDVj7R5wmEOCE6VOpAnHwEAiEtiWyq3ZuIFHjNDAcTzcHM9ES4hDr4huSZRaP2tC5TqYRUcfTRFhuYrHwY8gbpEk1K6P2o2dOMoB+FFcvxqWVSQsf41DIpag5oqqtB/vsPJXRc2/sPRc2XifQRlJp/E1lPY0WNX3P7w3i5WFlPoJeLf4U5t4uvFVqNlzzHBAKBQOgtNNXV4PrTf9XtfFo7+uLRuSJ7zqmdORcXshJW4nTUJde/B0BalvJb8uHPzIPf0tNTUA1HXyL6OG8XoC222BsTCARBiA6VOhAnH4FASEuEmmrzdA0eD1fJpegaPF7fQalIqMAb6eSLbBR+++UXSEbtEUdfNBRjBBC4Nrb58RnjbfMfIg4+AgD1e5oR9KGprgY/dO5N6Bg/dO4Nm9MSccRFEjpfqnFcsflXaj2NRdWUYZLrT6aRwe2rnpDt6Hu5+Fe4fdUTyDSKl+TUarzkOSYQCATllJeXY968eSgvL0/2UAjdqCmLKEErR1+iQZWxMufilSniodMjLWv4WQ61H5+I69i1H59Ietk7KVnKb80Ha8mD35of9n4ijj41Am55u4AcyHxHIERDdKjUQbppBYFAIKQwd08djtcPnYtq8OpOY+deKD2OvPrge5EOviklNtw19YKYx+KFX17hYygOHEeBofRXBPgxpIqD7MXshfjG+pWicjZrrYswMvsGLNNwXIT0QYueZgRtUdsZBwCWMdNVN6o1blwBT/MJtL7zjGrHA6LnX7H1VAq560+B1YSlDzyNLX/Jxth9j4pu9+XEpVh6e42kg0/L8ZLnmEAgEJRDjN2phfPY7qQ4+HiU6HmR+qkQelRNiUemiJdYsoIaZe/mjO0f1/5qEK8sxds3lOjjatwbxcXFaG9vR05OjqztyXxHIERDdKjUgWTyEQiEtEWsqXZvotayAG1UNgCgjcqOcvC9vrhMlkEUCI+YtBoCmYFWQ3Ki/Ro3roDz2O6knDsUvklwPL0QtW4SzPm9mh2boC5a9QgjaIMWBjD+eGpnTdtm3Kaag49HaP5Vup4qXX8yjQyuv/sRFC5YA6CnohT/WrhgDa6/+xFFx1N7vOQ5JhAIBAIhcZToeVIZfXq1RdDTphBLVpAqeyenWpHeZe/8jnDHaCKyVK1lAezTVsnaVq17o7i4GAMGDEBxcXHCxxKCZP4R+gJEh0odiJOPQCCkNWJNtUMZkmfGEI1r7YuV/8o2JRbVAgDttBVtdBbaaSuAQE+h6jljsa1qCgqsJkXH4hUpoT5/emItnQ3LyMlJOXcoodGSchx9oZmUWjYJZp12+DtbwDq1jyglJI6WPc0I6mMZORnW0tmqHpOf09Qsj1y0sBoDb/qL6o7DooXVgvOvnPU0kfUHAIrmrkDB/NWgqICDj6IC4ymaq9zpqvZ4yXNMIBAIhHRHCxlHKWJyhhhCspPefc/lyhQP/WQMhuSZ4zqHHFlBquyde/B4dA0rk6xapGfZO/epg3Ad/RDuUweD7yUqS02++cGYcq/e90YilJeX47rrriNOPkKvhuhQqQNx8hEIhLQnsqn272ddiF9PG4Hfz7oQdZVl+HblVdi35EpNo/P+MDtwLoPBAJqmYTAYUFdZhiXTRiR03J9NKEa+xQSTKQP5FlOwSfiyGSNlZzxEUlixHIasQC18Q1Z+Uvr1OQ5uTYlMvshoSSlHX2SpVECbaMmmuhr4OlsAAL7OlpToYUiQRsueZgT1cR7bDcfBraoeM3ROU8PRF2rAUNtxKGUYiVxPMww0GIpChoFWZf0BANtPfgNQ3SoIRSdkqIkcb77FBIuJiWu9JM8xgUAgENIdLWQcJcTrgCmsWA7KkAEAoAwZSXHiRMoU8yquwYzyCsyruCYoU6yYOQq3XT4sruPLkRXSpexdU10NXMf3AQBcx/cF9VU1ZKlUyO4kEAjyITpU6kAKnxIIhLShvLwcLpcLmZnCUSJ8U22hOvR8dN4TO77Dul3H0WCPrnVfYstEZdlQ1B0+hz0nW2WPa0qJDfdcORyZRgZmkxEeDweTyYg5Y/uDSzBR7mcTi/FtphEO1gBrplG1Gvu0xQbGR4G25Mnqh6A2SiM8tUIoWlJOL0QetaMle/qE9UQzpVoPQ4IwWvY0I6iLZeRkFC2sVnXOi5zTCiuWw+tnYX9FXtmhUGzzH4p63tWYp5UYRvj11MTQ8PgpmBha1R4vNGMABz8MRqMqx+PHuzrB9ZI8xwQCgUBIZ7SQceSSqAOGMphAsRwog/JKAWrSY1NYLPi5lrJCOpS969FX84Lvheqralyf4H304drge8TBRyCkLkSHSg1IJh+BQEgbEi13EBmdN35QLoYXWDF+UG4wOu++q0dj862XqdbnJ5VT1ymmx7iqZqZILFJJQBeLlpTqhRiKmtGSPQpTNI0bV5CMvhRH655mBHXRIztu4LUrkXXtakXHyrp2NQZeu1Lws0TGnErzLgAwDBPMeleTRHurkOeYQCAQCOmOnnodj3pyRupndGgpK6hpO5g8eTKuvPJKzJo1K67jCSFHX1Xr+kRWH0olOZZAIIRDdKjUgDj5CARCn4OPzrtkUA7G9c/CJYNyMGds/2CauJp9ftIpdV0PhTBVDM2c3wtAOloysheiEGpFS0opTDzE0Zf66NHTjKAehRXL0TJNeaZdKPZpqyTntKHzV8E2/yFZx7LNfwhD50uPJ555OvF5Nzm9W+MhUScfQJ5jAoFAIKQ/asg4clFXv0sPmUNIVmANGeBoI9jusqPxyApq2g4mT56MadOmqebkU6KvqiVL0RYbmKx80Bbt2q4QCAR1IDpU8iHlOgkEQp9Fqvwnn/W3dPoIbP2qEb/eboLb5UNGpgl/qyzD7AuLZDvgxFLXOdoAimPBUdHxFslKXdeydGeqOPhYpx3+TjtYAxeMljzRGl2+FQB8EsukWpmWchQmHlK6M/WJnDseOfEvdLYDWTm5+I3CuYOgPVNufhDLvvgei5vXK953fcFiPHzzgzG3G3jtShgZOvj8Fpn9cPgoWA09hiwl86OSeTrReZfzecD5vOD62D1LnmMCgUAgpDtTbn4Qy784i1uaaxXv+6llEn7o3BtzOzX1u3STOSJlhfv3XwinoxMWaxbWJyArpGLZu3j1VTVkqdDqQwQCIbUhOlRyIU4+AoGQVGL12dP63LFQo88Pn7p+zfMfh/f6oxmA5QKvIVw2NC+pqetyDMjW0tmKmrqnioOvqa4Gvs4WABR8nS2wb3kYVZdfj5Vbjig+lhqZlkoUJh7i6EsP+LnjrUE5aGKbUNidMUxILRiaCpQVaVa+75SSfNlzQOi8WmT2o8NLI9vIAohvfpQzTyc67zbV1YDzuQFQ4HxuNNXV9Ll5hzzHBL1IpjxMIBB6JwxNoaBiGdZu8mKJY4Ps/dZaF2Hkgt/hJ85NCckZSua1dJY5grJC6SjY7XbYbLaEZAXedjB3/R5Zjj6ty94lqq+GylL2TD9sNiJLEQi9HaJDJQfi5CMQCEkl3v56vRkuBaqUSBmQeYVOrsCfSg6+wHh7su8aN67ATfNZvF5ype7RkvEoTDzE0Zc+uE8dhOvoZ3DDkeyhEARoqqvBuH2PxbXv2H2PoqmuQHEGHg49HHwvkflRzjwdLz3z04Dge3153iHPMUFriDxMIBC04O6pw3Hl55VY+zVkOfrWWhfhwOhKPDH1AmQaE5Mz5M5rROaIhi9798SO77Bu13E02KOrzpTYMlE1ZRjumnpBSjn4ePr6b0ggEIgOpTfEyUcgEAga4/L6MXf9nvAsPgn2nGzF3PV7sL1qSlIb0fICufmDP4MCkMFwYQqdHpkkaiGloNhfWYV/XLsaN2KabtGSiShMPERxSn2a6mrgOr4PAA3X8X1pFZXcF0jGc1hYsRyZL7yNjqOfIXPYxITvB7Udh4D0demL8w55jgkEAoGQzlAAai0LAEg7+tZaF6HWsgCTQt7TQs4Ihcgc4kSWvdt7sg0dbh+yMwyYNCRX87J3asvJJGOdQOhbEB1Kf4iTj0AgEDTm8R3fKsoSA4DdDXY8seM7LJsxUqNRyaOwYjmy7nsRXKsdWbm2qEVZy0wStZCjoHS+dh9env8QNlx0g+bRkmooTDx9XflNZXp+57zge+T3Sh2S+RxmDC5FJqzIGDxclfOr6TiUc1360n1MnmMCgUAgpDOP7/gWe0+1AZB29PEOPgDYe6otTA9VO0CJh8gc8uDL3ulZ6k4LObm8D/+GBEJfg+hQyYE4+QgEAkEGFRUV6OzsRFZWlqL9/CyHdR81xHXOdbuOY+n0EXHtqya0xQbGR4G25Al+HivjL5koUVDsr6xC5UIaS1csw+ZDZ/DrrTS8HAVzphF/U6lJsPPYbtUUJp7GjStgGTMdlpGTVT0uIX5IVHJqkwrPIWO1qXp+NRyHSubLvnAfk+eYQCAQCOmMkB7KO/KAt4PvhTr4eHg9lNd91A5QIjJH6pIKcjJPcXEx2tvbkZOTo+p4CASCdhAdKnkQJx+BQCDIYOXKlXHtV3+kESdao7PC5NBgd2HrV40pIdxSjFHy81gZf8kgkSbh5bPuxQMmGi6vH3kWk2qRk5aRk1G0sFpVxaloYTVx8KUQJCo59emtz2EijkOx+9bMcMHgjUh6831MnmMCgUAgpDtiemitZQEGYhsADgAV5eADevTQUB1IrQClRHS0VF5ze0s5ylSSk4uLi2GxWGCzqRscRyAQtIHoUMmFOPkIBAJBQ/aeak1s/5NtKS/c+lkO9Uca0UZlwWtiwVJZ2Hz4HMrHaNsnQIpEm4T7/X5Q7g5QXe3wO9Ttiyinl6FcUiVjkhCARCWnD+Q57EHqvjUzHDgu8CpEb7yPyXNMIBAIhN6AGnqo2iUiE9XRgNRdc8vLy5M9BNUgcjKBQFAK0aGSD53sARAIBEJvptPtT2j/DrdP0fbFxcUYMGAAiouLEzqvHFxeP2reOYoRa7Zj7vo9aHF60Omj0OL0YO76PRixZjtq3jkKlzexa6AUNXoINL9yH9AV6F/hd7Sgqa5GjaEFKaxYjr0/uEf08yKzH4UZfhSZxa/d3h/cQ4SiFCLeqGS17y2CfAorlmPjwP9I6BgbB/5HWj+Hse5bOXNRb7qPyXNMIBAIhN6CmB5a6dyEQBYfAHDdf0ejVA+NhRo6Wm9ac8vLyzFv3ryUdQ7G0lflQPRVAiGcVH/u44XoUKkByeQjEAgEFRkyZEhY776sDPEsMM5gAnwUOIN4KczsDANaFJxfr6y/ZkfAkbe7wS66zYlWF1ZuOYLXD53DG4vLUGA1aTomQN0m4aFoEWn03SVV2PFdC5Y4NkR9VmT2o4OhkW1kBfdda12EIZfcptpYCInRm6OSezvvldyEU+1dgs9hLNZaF+Gbkps0GJU+yLlvY81FPErvY7PZDI/HA4vFIm+wOkCeYwKBQCD0JoT00ErnJixxbMAWDAy+x8tAkWU7szPUMxeqqaMF2yukeXnMdDDyS+mrsSD6KoEQTTo890ohOlTqQDL5CAQCQUVKS0sxZswYlJaWAgAmDc4T3ZYzZIBjjOAMGaLbTBqSq/YQE8bl9cd08IWyu8GOuev3aJ7Rp0WT8FDUjjSaNDgPtZYFWGtdpGi/tdZFqLUsSMl7oy9CopLTm2nDCxJ6DqeNKNBoZNqixXzZuHEFnMd2y9rWbDbDaDSmjJOPPMcEAoFA6G1E6qG8g0+IJY4NURl9aukaWskcV47Mw3XXXdcrjeapAtFXCQSCFESHSi2Ik49AIBA0pHxMEYbmxRddWGLLxOwLi1QeUeI8vuNb2Q4+nt0Ndjyx4zuNRhSAbxKuJWoKIPy9oURx4hWmVL03+hpqRyUT4VZ/Vs4cBQqB6PWdxgmy9tlpnIBaywJQFLBixihtB6gRWsyXRQurYRk5WdVj6gF5jgkEAoHQGykfU4Q8cyAbT8rBxxPq6MvLNKqmaxCZI30h+iqBQBCD6FCpB3HyEQgEgoYwNIWqy0vi2rdqyjAwNKXyiOTjZzlsPnwOdpcXHW4f7C4vXv/iLNZ91BDX8dbtOg4/y8XeMAEKK5anjaMv9N6QozjxChOQ/HuDkPxMKII6MDSFDAONSucmXOHdL2ufK7z7UenchAyGTvpzyM/TB8604/C5Thw4047Nh8/JmmvVnC+LFlanZZkV8hwTCAQCoTfDQZ6Dj6fH0aeuzkZkjvSE6KsEAkEIokOlJsTJRyAQCBpz99ThmFwS3SPPNeSHcA2ZCNeQH0Z9NqXEhrumXqDH8KJwef2oeecoRqzZjrnr96DF6YHT40eL04N5L3yCE62uuI7bYHdh61eNKo82mnRy9IXeG1KKU6jClMx7g9ADiUruHdQfacTP2/+puNfIEscG/Lz9n7rMaUJEztOfnWnDt80OfHamDXPX78GINdtR887RmGWS1Zgv09nYRp5jAoFAIPRW6o80YkHLP+KSca5v/ofqMk5flznSFaKvEgiESIgOlZqo10mXQCAQCIJkGhm8sbgsqo9d5/jrBLefUmLD64vLkGmMbpauNc0Oj6J+e0rZe7INc8b21+TYofDKn9Y9+kLPFQ+R90ZPw/vXg9tEKkzJujd6M36WQ/2RRuw91YpOtx9ZGQwmDc5D+ZgiyQhUNe8zYrRIDh1b/6jY+MWzxLEBB+v7AWMfVXlU0siZp0+0urByyxG8fugc3lhchgKrSXTbRO7j3nDfkueYQCAQCL2RVJRxkiFz8HL+gTPt+P/t3Xl4FGW69/FfZ29CSEIWVgHZGUAFUYMOi8qBsIjowIg4LCJCiNvMgCIy48twWGQ8go6iwhyURXAJhlEQ0SCIAiIyuKACQXYiIWLCEiB7v3/kdA8hC52kq7ur+/u5Li6gq7r67nqqnrqr7q6ncs/mqu7FQH3w48kr5vkoxfkqgIpwDuV9KPIBgAslJibq4sWLslrLPocvJjxEnyR11z8+P6RXvzisIznl74ZrHm1VUvcWerTH1TVOiiv7/Ms1adJEZ8+eVb169RyvXSwsNrTAJ0nn8osMW/blwvs9rne3HdbvMhYa9hmuKPRdvm0s1lB1C/pBVxUe0o9BrbTz/55pUNttA+VdLCzWC58f1KvbjlR4h2qzKKuSbm6ux3q0rHS9uyK5Jan1jFNrn9E138yr1TI6f/OcTq2NdVv7Vbef3n4kR3e8tkOfJHWvsu+oSX/5bpMJmtzvcafndwdnj4GXYz8GAPgSb85xKss5wgJtskgKDSw/VGhNco7L8/zQgKtlqVsgW0CI7nhth1N5PkpxvgqgIpxDeReKfADgQomJiZVOswYHasptrTW5dyt98MPPWrdrvy4UlujqJg11U4sY9WtX+18TVvX5l2rSpInq1Kmj6Oj/DCP6wucHDS3wSVJEqPsOOy98flD/r2CgjoZfrPGvWJ3hqjv67NvGR/uy9OzRa3TyVJTCY5tp7QM3umTbQFmuvBvK3++EMiNXPyhcql0f4Kya9NPbj+ToH58f0pTbWle53Or0l/PDR2lxwUCFXGG57ubsMbAi7McAAF/gTI5jUelT9650dmHEqCiV5RxhgTbZbKV/X6omOUdFeX5+0+vKzFOdUQ/A+SqAinEO5T14Jh8AuFlggEWJ7eL0YKcIPdYlUtNub60BHRp4NCkuLrHp1W1HDP+cbldFGv4ZUtnv48xDwmvLVQ8JDgywaECHBrq2cT21uqqJrm1cz+Pbhi+q7G6o0OPfKOzwDoUe/6bM6/a7oap6vllNnjNCUusZZn1QeG366Ve/OKzikvK/jL98uc70l5cOyVTVcs2I/RgAYGZG5ThF535xybLckXMYkefjPzhfBXA5zqG8A0U+AIDW782qcLhCV2oebVW/dvGGfobd5d/n0pPI+LBixYYVKz7MdSdyPCTYXCq7Gyrs+DeyHvlKYZed/Ev/uRuqKtVJbklqPcesDwqvTT99JOeiPtqX5dRyq7rodunFtist16zYjwEAZmVUjhMUEeeSZbkj5zAqz4fvSUxM1JAhQ2o1EgSAUpxDeR5FPgCAdh4/bfhnJHVv4bZf+FX0fewnkfFhxYoNLXFZkY8ExVyMuhvKzpnklm3G82rya8PKuKs9a9tP7zx2xunlVnTR7fKLbVdarpmxHwMAzMqbcxyjcw6j83z4lsTERN11110U+QAX4RzKsyjyAQCUm2/s8CTdm0fr0R5XG/oZl6rs+yyuM1Q/BrWSJP0Y1KrWw3iSoJiPUXdDXaqq5JZtxnvEDnpS2b2m1WoZOb2mua09a9tPn8svqtZyL+8vK7rYVtVyzY79GABgVrGDntTOTn+s1TJ2dvqjy491VeUcZywRkqQzloga5xzuyPMBAJXjHMpzKPIBAFQ3NNCwZXdvHq33x94oa7Bxn3G5qr7P/qDm2hXcQfuDmtfqeX0kKOZk1N1Ql6souWWb8T6fNB1Z4z5gfvgofdLU2Od9Xqq2/XREaFC1l3tpf1nd5foC9mMAgFkdujapVjnO4WsnujiiqnOOswHhOhNQV2cDwiud50o5h7vyfABA5TiH8gyKfADg5dwxVny3plEuX2bzaKvmDOigDUndFRMe4vLlV+VK3+espa7j3zUp9JGgmJdRd0NVJHbQk7K26CpJsrboyjbjhXLzi2vUB9iHkXLnXWy17ae7XRVZo+Ve2l9WZ7lViYuLU0xMjBo1alTt97ob+zEAwIy6NY2qNMexXPb3pew5Tk2O787EVJUiVV3Eu1JM7szzAQCV4xzK/Xz3p7cA4CPcMUZ8Yvt4NYuy1mh4k2ZRYXrprs56/JMQ5V8sUqg1RK8/cKP6tYt32zP4Llfd72MfEuZP55ddcV4KfOZm1N1QlQlt2llWhSu0actafS6MYd8eqtMHXPqcGHfexVabfrp5tFX92sW7dblViYuLU1hYmJo0aVLt93oC+zEAwGzsx/fFKp/jWCySxVb696XsOU5Nj+/OxmRUzuHuPB8AUDnOodyLO/nc5N///rcmTJig3//+90pMTNSgQYO0aNEiFRQUeDo0AH7o8rsDAwMsSrq58uHYqjLx5qs1qGNDRVuDFREapGhrsAZ0aOCxAp9Us+/jzN08FPjMz6i7oaoSGB5dq8+EcS7dHpzpAy4t8Ek12x5qqjb9dFL3FpX2yUYttyoJCQnq2bOn+vbtW6PP9QT2YwCAmVx6fK9ujlPT43t1YrpccZ36KrZGqbhO/QqnOxOTJ/J8AEDlOIdyH4p8brB+/XpNnDhREydO1DvvvKP169crOTlZzz//vJKSklRcXLshBQCguhITE3XXXXeVuUvwsR4tldC8egfg7s2j9WiPq10dnkvU5Pv82OFBRd89q8JpFPh8g/0XxDVh1K+a4TmXbw9VXQS7vMDnie3BqH7a3f1/QkKCevXqZaoiHwAAZnPp8d3ZHMfo87vKco7i8PoqqROl4vDyRT5nYyLPBwD4K4p8Bjt69KimTJmipKQkXXfddY7XBwwYoKFDh2rr1q1asWKF5wIEgP9jDQ7UmrE3On2ht3vzaL0/9kZZg2s3LIpRavp9Gt35lGLunqn4sGLFhhYrPqyYAp8P8cRdS/BeFW0PFV0Eu7zAJ3lmezCqn/a1/h8AAJQ/vl8px3HH8d3InIM837dcPvoQAKByFPkMtmzZMuXl5WngwIHlpg0ePFiStHr1aneHBQAVigkP0SdJ3TVnQAc1j674V5DNo62aM6CDNiR1V0x4iJsjrJ6afp/o/o8rrlkbxYaVqFm7ayjw+Rhfu2sVtVPR9lB6sct+ocdSrsDnye3BqH7a1/p/AABQ/vi+uM5QlfzfpcASBTiewefO47uROQd5vu+oaPQhAEDFeKqswdLS0hQVFaUGDRqUm9apUycFBgZq3759KigoUEgIF0sAeJ41OFBTbmutyb1b6aN9WZr0SYjyLxYp1Bqi1x+4Uf3axZvqV46Xf59nj65W7lmpbr1IPV7F9ymJaa3iEqtCmnTyQNQwkv0XxHe8tkPbj+RccX7uWvJtlW0PNkkWWWS7bH5v2B5q2q95arkAAMBzLj2+f/DDz0p+2yKbzSKLJUBrPXR8NzKXIc8HAPgbinwGOnfunDIzM9W6desKp4eFhSkmJkZZWVk6duyYWrVqZVgsNptNBQUFLlteYWFhhf+Gd6B9vJ9Z2qhPq2hFW4OVWxyoutZg9WkVreKiQlX2JFGbrfRyuCv7G1fq0ypa6xvWVU5ooaKj61b6fRxtElZPJSUlbv8+JSUljj/eui49yRX7T0Sw9OHY67Vg2xEt+vKYjp7OKzdPs6gwjb/pKj10c3NZg2u2XRvZlvb9DbXPcyrbHi5dw67YHiTXbxPO9mveslyzHP8uZaY+2Yzr1yxYt8Zi/RrHrOuWPKeUq6/l3N4yqnSsAotFgQEWp47vRh8HXZ1zuCvP91bu2OfNlBv5IrP263CeL7Qx/UTljMhxKPIZKCsrS5JUt27dSueJjY1VVlaWzp8/b2gsRUVF2r17tyHL3rt3ryHLhWvQPt7P29soPz9fRUVFys/Pr7IfcXY+T8vJydG5c+ckyak4z5w54/bvU90Y/Vlt959+9aU+/aK1PTNfK/YFKy83UGF1g3Vfr/pKaBiqwIDz+mnvjzVePm3pHq7Kcy7dHua++Z/Xn3fR9iAZs00YtZ0Zvf16+/HPzqz7sVnWrxmxbo3F+jUO69Z8jLyWU1JS4tSy3XEcNOIzjM7zzcCofd6suZEvol/3fWZtY/oJ96LIZ6CzZ89KkoKCKl/NoaGhknzrV0MAfEtcXJzOnz+v8PBwT4cCGCIwwKJbGofpq6hgnQsMVkREsG5pHObpsOAh9u3hUq7cHhISEpSfn+/IAQEAANwpMDBQxcXFCgz0/SEqyfMBAP6AIp+BioqKJEnFxZUPMhAQUPrA4zp16hgaS1BQkDp06OCy5RUWFjp+SdC+fXsFBwe7bNmoPdrH+5mpjR5++GFdvHhRVqtVnTt3rnS+Fi1a6OzZs6pXr16V83ladHS04+/K4rx0OITIyEi3fx9nYvRnRu0/Rqx3I9tyz549jlzD3xmR51gsFtlsNgUEBLi07YzYp++55x6n+unqMmL7NdPxz85MfbIZ169ZsG6Nxfo1jlnXLXlOKSNynPDwcOXn5ys8PNyp45pRecaljD7WmulYXlvu2Of9aX16I7P263CeL7Qx/UTljMhxKPIZKCQkRJJ0+vTpSufJz8+XJEVERBgai8ViccTjasHBwYYtG7VH+3g/b2+jQYMGOTXfVVddpZycHEVHR3v19wkICHD8cSZOZ+dzperG6M9cuf8Ysd6NbEuLxeLS5ZmZEXmOff2aYT90tp+uLqP7Im8//tmZtU82y/o1I9atsVi/xjHTuiXPKWVEjhMWFiabzabw8HCnlm1UnnEpo4+1Zj2W15ZR+7y/rk9vZKZ+HTVj1jamn6icETkORT4D1a9fX9J/hu2sSG5uroKDg9WoUSN3hQUAhkhMTHT8whMAzM6fhrICAAD+w/44hgYNGng6FAAA4AIU+QzUpEkTWa1WnT59utJnr2RmZqpt27ZVPrcPAMwgMTHR0yEAgMsEBgbKZrORowEAAJ8SFxensLAwNW7c2NOhAAAAFwjwdAC+LCAgQDfddJOKi4u1e/fuctMPHDigvLw8twx9AAAAAAAAAAAAAN9Bkc9gI0aMkCStWbOm3LS0tDTFxMRoyJAhbo4KAAAAAAAAAAAAZkaRz2C9evXS4MGDlZKSorVr1zpe//7777Vs2TI9++yzjmf3AQAAAAAAAAAAAM7gISNuMHfuXHXu3FkLFy7Uiy++qNjYWEVHR+uf//ynOnbs6OnwAAAAAAAAAAAAYDIU+dwgICBAo0aN0qhRozwdCgAAAAAAAAAAAHwAw3UCAAAAAAAAAAAAJsOdfAAAeJnExERdvHhRVqvV06EAfissLEz5+fmqU6eOp0MBAAAAvAbnqwDgXSjyAQDgZRITEz0dAuD3wsLCZLPZKPIBAAAAl+B8FQC8C8N1AgAAAAAAAAAAACZDkQ8AAOD/FJ/P8XQI8CYlRZ6OAAAAAC5Ang8A8FUM1wkAACAp//huXdz/jfJ13tOhwAtY8s/JkndWxecDPR0KAAAAaoE8HwDgy7iTDwAA+L1Ta5/RxcO7JEkXD+/SqbXPeDgieFLOh89KeWckScXns9keAAAATIo8HwDg67iTDwDgVxITE3Xx4kVZrVZPhwIvcWrtM8pKmSopyvFa6f+l2EFPeiYoeMyptc/o19S/SIp3vOav2wP9JQAAcAejcg7yfACAP6DIBwDwK4mJiZ4OAV7kPyf+5XEBwP+wPZRFfwkAANzBiJyDvA4A4C8YrhMAAPilqk787bJSpjKkj59gewAAAPAN5HUAAH9CkQ8AAPgdZ0787bgA4PvYHgAAAHwDeR0AwN8wXCcAAPAr1Tnxt6vpkD4808z7uXN7gDmxHwMAYA7kdQDgHTiHci+KfAAAwG/U5MTfriYXAHimmXdz9/YAc2I/BgDA+5HXAYD34BzKvSjyAQBQgYSEBOXn56tt27aeDgUuUpsTfzsuAPiOK20P8WHFOl9kUXiQrdJ52B4AAIDZ+OJ5Dnk+AMCfUeQDAKACCQkJkqTOnTt7OBK4gitO/O24AGB+zmwP8WHFOlcYoIjgkirnY3sAAABm4mvnOeT5AAB/F+DpAAAAAIx04aftLjvxt8tKmaoLP2136TLhHmwPAAAAvoG8DgAAinwAAMDH1WmdoPhhc1y6zPhhc1SndYJLlwn3YHsAAADwDeR1AABQ5AMAAH4gdtCTLrsAED9sDkP4mBzbAwAAgG8grwMA+DuKfAAAwC+44gIAJ/6+g+0BAADAN5DXAQD8GUU+AADgN2pzAYATf9/D9gAAAOAbyOsAAP6KIh8AAPArNbkAwIm/72J7AAAA8A3kdQAAf0SRDwAA+J3qXADgxN/3sT0AAAD4BvI6AIC/ocgHAAD8kjMXADjx9x9sDwAAAL6BvA4A4E8o8gEAAL9V1QUATvz9D9sDAACAbyCvAwD4iyBPBwAAAOBJjhP8H+Y6XuPE33/FDnpSxcXF0g//43iN7QEAAMB8yPMBAP6AO/kAAIDfix30pKwtukqSrC26cuLv56L7Py5bfHtJUljzLmwPAAAAJkWeDwDwddzJBwAAICm0aWdZFa7Qpi09HQq8QElMaxWXWBXSpJOnQwEAAEAtkOcDAHwZd/IBAAD8n8DwaE+HAG8SVs/TEQAAAMAFyPMBAL6KIh8AAAAAAAAAAABgMhT5AAAAAAAAAAAAAJOhyAcAAAAAAAAAAACYDEU+AAAAAAAAAAAAwGQo8gEAAAAAAAAAAAAmQ5EPAAAAAAAAAAAAMBmKfAAAAAAAAAAAAIDJUOQDAAAAAAAAAAAATIYiHwAAAAAAAAAAAGAyFPkAAAAAAAAAAAAAk6HIBwAAAAAAAAAAAJhMkKcD8HW5ubkKDAxUYGCggoKCFBBAXRUAAAAAAAAAAAC1Q5GvGkpKSpSSkqLVq1fr0KFDysvLU8OGDdWrVy8lJSWpfv36ZebPyMjQbbfdVuUy//rXv+oPf/iDkWEDAAAAAAAAAADAx1Dkq4bx48fr888/V3BwsBo0aKCSkhIdPnxYhw8f1rp16/TWW2+padOmjvltNpskKS4urtI7+OrUqeOW2AEAAAAAAAAAAOA7KPI56cKFC/r88881adIkjRw5UlarVTabTRs2bNATTzyhX375RTNnztSrr75a7r0bN25USEiIB6IGAAAAAAAAAACAL+IBcU7Kzs7WNddco/Hjx8tqtUqSLBaL/uu//kuPP/64JGnz5s0qKCgo8746depQ4AMAAAAAAAAAAIBLUeRzUlZWlu6+++4KpyUmJkoqfWZfbm5umWnh4eGGxwYAAAAAAAAAAAD/wnCdTuratau6du1a5TwRERGqX79+mdeCgoJ07tw5LV26VFu3btXFixfVtGlTJSYmauDAgbJYLEaG7WCz2crdZVgbhYWFFf4b3oH28X60kXejfbybUe1TUlLi+OPKY6ZR7M/+hbF5jlm2B7OgfzUW69c4rFtjsX6NY9Z1S55Tims5rmG2PL82/LWN/Qlt7PtoY99mRI5Dkc8F9uzZI0m64447yk07d+6c7rjjDp04caLM/GlpaUpJSdGiRYsUGhpqeIxFRUXavXu3Icveu3evIcuFa9A+3o828m60j3dzZfvk5OTo3LlzkmTYMRPGMDLPOXPmDNuDQehfjcX6NQ7r1lisX+Owbs2Hazmu4a95vj+1sb+ijX0fbQxnMFynC6xcuVL16tVTUlJSuWn5+fm67777tGXLFu3atUsrV67UzTffLEnavn27nn/+eTdHCwAAAAAAAAAAALPzuzv5fv75Z916663Vek9cXJy2bNlS4bQNGzbo008/1csvv6wGDRqUmRYbG6vly5erS5cujteuv/56vf7663r44YeVlpamVatW6YknnjB82M6goCB16NDBZcsrLCx0/JKgffv2Cg4OdtmyUXu0j/ejjbwb7ePdjGqf6Ohox9+dO3d2yTKNtGfPHhUVFXk6DK9gRJ5jFxkZaYrtwSzoX43F+jUO69ZYrF/jmHXdkueU4lqOa5gtz68Nf21jf0Ib+z7a2LcZkeP4XZEvLi5O69atq9Z7KtuR9u7dq6lTp2rWrFnq1atXuelhYWFlCnyXmjBhgtLS0nT27FllZ2crJiamWjFVl8ViUUhIiCHLDg4ONmzZqD3ax/vRRt6N9vFurmyfgIAAxx8ztLm7nutrBkbmOWbZHsyI/tVYrF/jsG6Nxfo1jpnWLXlOKa7luIbZ8nxX8ac29le0se+jjX2PETmO3xX5goOD1apVq1ov59ixY5owYYKmTZumIUOGVPv9bdu2lVTaqGFhYbWOBwAAAAAAAAAAAP7D74p8rnD8+HE98MADmjp1qhITE2u0DPswUJ06dVJ4eLgrwwMAAAAAAAAAAICPC/B0AGZz/PhxjRs3Tk899VSVBb7U1FTl5uZWOj09PV2SNH78eJfHCAAAAAAAAAAAAN/GnXzVYC/w/eUvf9Fvf/vbCucpKChQSEiI6tSpo3/84x966qmnKpxv+fLluueee9S3b18jQwYAAE5KTEzUxYsXZbVaPR0KvEBCQoLy8/MdQ6wDAADAnMjzAQC+jCKfk44dO6bRo0crKytLU6ZMKTe9sLBQFy5cUGFhofbt26e+fftq3rx5atKkiYYOHeoYkvPs2bN65ZVX1LBhQz3xxBPu/hoAAKASNR2CG74pISFBktS5c2cPRwIAAIDaIM8HAPgyinxOSk5OVkZGhiTp1KlTVc5bWFio4OBgPfHEE3rllVe0YMECtWjRQvHx8WrcuLHuvPNOdezY0R1hAwAAAAAAAAAAwAdR5HPSmjVrrjhPSUmJo8AnSX369FGfPn2MDg0AAAAAAAAAAAB+JsDTAfiSgIAAhYaGejoMAAAAAAAAAAAA+DiKfAAAAAAAAAAAAIDJUOQDAAAAAAAAAAAATIYiHwAAAAAAAAAAAGAyFPkAAAAAAAAAAAAAk6HIBwAAAAAAAAAAAJgMRT4AAAAAAAAAAADAZCjyAQAAAAAAAAAAACZDkQ8AAAAAAAAAAAAwGYp8AAAAAAAAAAAAgMlQ5AMAAAAAAAAAAABMxmKz2WyeDgLG2bVrl+xNHBwc7LLl2mw2FRUVSZKCgoJksVhctmzUHu3j/Wgj70b7eDfap1RhYaEkyWKxqGvXrh6OxjPIc8yHdWss1q9xWLfGYv0ax6zr1t/zHHIc1BRt7PtoY99HG/s2I3KcIJcsBV7r0hqufQNyNXunA+9E+3g/2si70T7ejfYpe6z3N+Q55sa6NRbr1zisW2Oxfo1jxnXrr3kOOQ5cgTb2fbSx76ONfZcrcxyKfD4uICBAJSUlslgsCgqiuQEA8BVFRUWy2WwKCPDf0dfJcwAA8E3+nueQ4wAA4JuMyHEYrhMAAAAAAAAAAAAwGf/8SRQAAAAAAAAAAABgYhT5AAAAAAAAAAAAAJOhyAcAAAAAAAAAAACYDEU+AAAAAAAAAAAAwGQo8gEAAAAAAAAAAAAmQ5EPAAAAAAAAAAAAMBmKfAAAAAAAAAAAAIDJUOQDAAAAAAAAAAAATIYiHwAAAAAAAAAAAGAyFPkAAAAAAAAAAAAAk6HIBwAAAAAAAAAAAJgMRT4AAAAAAAAAAADAZCjyAQAAAAAAAAAAACZDkQ8AAAAAAAAAAAAwGYp8AAAAAAAAAAAAgMlQ5AMAAAAAAAAAAABMhiIfAAAAAAAAAAAAYDIU+QAAAAAAAAAAAACTocgHAAAAAAAAAAAAmAxFPgAAAAAAAAAAAMBkKPIBPqKgoECZmZmeDgMADGGz2XTgwAFPhwEApkG/aZzi4mL961//0gMPPKBHH31UZ86c8XRIgAPnhYB/On/+vC5evKiCggKVlJR4Ohy4EP2676uqjfPy8nThwgUVFBSouLjYzZHBLCw2m83m6SBgPv/+97+1aNEi5eTk6OzZswoKCtLgwYM1ZswYhYSEeDo8v5KZmam3335b77zzju666y5Nnjy5wvl+/vlnvfjii0pPT1dJSYnOnDmj3r17KykpSfHx8W6O2vdt3bpVy5Yt048//qicnBzVr19fN9xwg8aNG6cOHTqUmz89PV0LFixQRkaG8vPzlZ+fr379+mn8+PGKiIjwwDfwbWfPntXixYu1YcMGZWRkyGq1qmXLlho9erT69u1bbn72H8/at2+fHnnkERUVFWnjxo3lprP/wJXIcYxR3eMiaudK/SZqbtu2bZo+fbo6dOigxx57TC1btvR0SKb3/vvvKyUlRbm5ubJYLDp37pxuueUWJSUlqWHDhp4OzzQ4L4QzyHN8V7t27aqcPnbsWE2ZMsVN0cAV6Nd9nzNtPHLkSO3YsaPSZXTs2FGpqalGhgkTCPJ0ADCf9evX6+mnn9aiRYt03XXXSZLWrVunyZMna/v27frnP/+pwMBAzwbp43Jzc7Vx40atXbtWJ06c0MmTJ6v8BfHhw4c1fPhwPfroo5o9e7YsFov27duncePGKS0tTampqYqLi3PjN/BtCxcu1Lx582SxWNSwYUNFRUXp5MmTWrt2rdavX68XX3xRt912m2P+Xbt26cEHH9TcuXPVp08fSdKOHTuUlJSkTz/9VG+//bbq1Knjqa/jc7Kzs3XPPffo6NGjqlevniIjI3Xy5Ent3LlTO3fuLHfyw/7jWcXFxZo6daqOHDmiJk2alJvO/gNXIscxRnWPi6idK/WbqLnnnntOy5Yt05w5czRgwABPh2N6NptNTzzxhL7++mstWLDAcYE6IyNDEydO1LBhw8izroDzQlQHeY7vi4mJUVBQxZd6+fGjOdCv+77qtrFUuv9Wdl0jNjbWiDBhMgzXiWo5evSopkyZoqSkJEdSKEkDBgzQ0KFDtXXrVq1YscJzAfqJdevW6f3339eYMWO0Zs2aKn+xVVJSouTkZF133XUaMWKELBaLpNJfeU2ZMkVZWVn629/+5q7Q/cLHH3+s/v3767PPPtOnn36qLVu26L333lPLli1VVFSkadOmKT8/X1Lpwf2hhx7SkCFDHAUKSbrxxhs1YcIEpaen64UXXvDUV/FJGzdulMVi0auvvqodO3Zo8+bN2rJli2P9v/766zp58qQk9h9vsHjxYkVFRVU4jf0HrkSOY5zqHBdRe1X1m6i56dOn67XXXtMrr7xCgc9F1qxZo/fff19PPvlkmfOZJk2aaPr06crKytLbb7/twQi9H+eFcBZ5jn9YsWKFPvvsswr/JCcnezo8OIF+3fdVp43tHn/88Ur37UWLFrkhang7inyolmXLlikvL08DBw4sN23w4MGSpNWrV7s7LL/z+9//Xv/7v/+rm2+++YrzfvLJJzpw4ECFbda3b1+FhYVp06ZNysnJMSJUv5Sbm6sZM2aUGRahffv2euGFFxQQEKDs7Gz9+9//liStWrVK2dnZVe5T7733HuNuu9C2bdv097//XbfeeqsjCY6NjdX8+fMVHR0tm82mrKwsSew/nnbo0CF9/vnnevDBByuczv4DVyLHMU51jouonSv1m6iZ1NRUvfnmm3rkkUecyr/hnLS0NElSs2bNyk3r2LGjJOnXX391a0xmw3khnEWe4x/4kY/50a/7vuq0sR37Nq6EIh+qJS0tTVFRUWrQoEG5aZ06dVJgYKD27dungoICD0SHinz88ceSpLZt25abFhISog4dOqioqEh79uxxd2g+qaCgQN26dVO9evXKTWvbtq3juS32W/Grap9GjRopPj5eOTk5On78uIFR+5cRI0aU+fWqXUhIiGMYudatW0ti//G0mTNnavr06QoIqDhdYf+BK5HjGKO6x0XUzpX6TVTfhQsXNHfuXMXFxWns2LGeDsenFBUVSZK++OKLctMyMjIkSbfccotbY/Jl5LX+jTzHP4SHh3s6BLgR/br/4BEkuBLO/uC0c+fOKTMzs9KxfsPCwhQTE6Pi4mIdO3bMzdGhMunp6ZJU6Rjc9me1HDlyxG0x+bKQkBDNmjWr0un2O8datGghSdq/f7+sVqvq1q1b4fy0j+t169atwtczMjJ04MABTZs2TVarVRL7jyetWrVKXbp0UatWrSqdh/0HrkKOY5zqHhdRc870m6i+d999V6dPn1a/fv0UEhLi6XB8Svfu3SWVPutwxYoVKikpkVT6rL5//OMfuvvuu8sMx43aIa/1X+Q5/qO4uFhLlizRqFGjdOedd2r8+PF66623KN76KPp1/xEUFKSPP/5YEydO1ODBgzVy5Ei99NJLOnXqlKdDg5eo+GmsQAXsw9dVdjFVKh3yLisrS+fPn3dXWLiCX375RVLl7WZP9HNzc90Wk7+6cOGCDh8+rDZt2qhDhw7Ky8vT2bNnq3wIMu3jHunp6frv//5vzZ07t8xzdth/PCM7O1urV6/W66+/Xuk87D9wJXIcz7j8uIiac6bfRM1s2rRJknTttddq27ZtevPNN5WRkaHc3Fy1bNlS9957r3r16uXhKM1p+PDh+uyzz/T5559rxowZevPNNzVu3Dht3rxZ1113ncaMGePpEH0Kea3/Is/xH8OGDdP+/fsd/9+7d682b96slStXasmSJapfv74Ho4Or0a/7j1mzZpXZtyVpx44dWr58uV599VV16dLFQ5HBW3AnH5x29uxZSaW/HqhMaGioJPErIS9ypXazt1lhYaHbYvJXKSkpKiws1OTJkyVVb5+ifVzvyJEj6tWrl2677Tbdfffd+uabb7RkyRItXbrUMXwU+49nzJ07V3/605+qvGOC/QeuRI7jGZcfF1FzzvSbqJmvv/5akvTqq6/q6NGjeu6555SamqrZs2dr3759Gj9+vJYtW+bhKM0pJCRECxcudPQB+/fv15QpU5SWlqaDBw/q5MmTHo7Qt5DX+i/yHP/Rq1cvbdy4Ud98841SU1MdP2Ddt2+fpk+f7tng4HL06/6jcePGeu+99/Tdd99p/fr1euihhxQSEqLTp0/r0Ucfpe8GRT44z37Ru7i4uNJ57M//YKxg72FvN/vfl6PN3OP48eN68cUXlZSUpN69e0u6cttItI+RwsLC9PrrrztOgv7nf/5Hhw4d0uzZszVlyhRJ7D+esGPHDlkslkqHVbVj/4ErkeO4X0XHRdSMs/0mqi83N1cXLlyQJD322GMaPny4o5DarVs3Pf/885KkefPmOS60oXq2b9+uDz/8UAsWLNC7776rgQMHqri4WG+//bYGDBignTt3ejpEn0Fe67/Ic/zDkiVL9Pjjj6tJkyayWq3q2LGj5s+fr9GjR0sqfS5jdna2h6OEK9Gv+4dHHnlEr7zyitq3b6/Q0FBdffXVevTRRzV//nxJpXdrb9682cNRwtMo8sFp9hPa06dPVzpPfn6+JCkiIsIdIcEJ9nY7c+ZMhdPtbVbV0B2ondzcXCUnJ6t///7605/+5Hjd3jZVXRSifYzToEEDtWzZUlLpL9/69evn+CX52rVrdezYMfYfNysqKtJzzz3n1F097D9wJXIc96rsuIjqq06/ieq7dHirW265pdz0a6+9Vm3bttXFixf1zTffuDEy37B582ZNnDhRf/nLX9SnTx916tRJ8+bN0+rVq9WhQwfl5uZq8uTJVf6gB84jr/Vf5Dn+wf6c08tNmDBBFotFJSUlOn78uJujgpHo1/3DjTfeqMDAwHKv9+nTR23atJEkHT582M1RwdvwTD44zT52d1UXVHNzcxUcHKxGjRq5KyxcQUxMjH7++edKn11lH3O/efPm7g7NL+Tn52vixIm67rrr9Le//a3MtMjISAUGBio/P195eXkKCwsr937ax70ufabOyZMn2X/c7O2331Z6err+8Ic/lHk9Ly9PUmmbJCYmSio9WWX/gauQ47hPVcdFVF91+s2kpCQNGTLE3SGamtVqdfzbPuTV5a6++mqlp6dzJ181FRUV6W9/+5sSEhLUtWvXMtPat2+vpUuXql+/fjpx4oTS09P1m9/8xkOR+g7yWv9FnuPfYmJiFBMTo1OnTnFHl4+hX0ebNm20f/9+9m1wJx+cZ7/l//Tp045fg1wuMzNTbdu2rXKsd7iX/U6lzMzMCqefOHFCQUFBatu2rTvD8gv5+flKTk7Wb37zG82YMUMWi6XM9ODgYDVr1kxS1e0TFRXFyZYLlZSUVDotKipKkmSxWNSiRQv2Hzd79913deHCBR06dKjMnxMnTkgqvSBof+3MmTPsP3AZchz3uNJxEdVXnX6zqjs4ULHIyEhFRkZK0hWfDxcTE+OOkHzG4cOHlZGR4fgF+uUiIyN10003SRLPmnQR8lr/RZ6DwsJCxcbGOvoB+Ab6ddift2jPmeC/KPLBaQEBAbrppptUXFys3bt3l5t+4MAB5eXladCgQR6IDpW5+eabJUnffvtthdN//PFH9ejRw3EBA65hv5DZuXNnTZ06tdL5qmqf3NxcHTlyRIMGDeJCqIukpKRo9erVlU4/dOiQJKlv376KjY1l/3Gz1NRU7du3r9yfZcuWSSq9QGF/bcyYMew/cBlyHOM5e1xE9VS330T13XjjjZKkn376qcLphw4dUp06dXTddde5MSrzsw/BaX/mYUXOnz+vuLg47kBwEfJa/0We49s++eSTKofhPHnypM6cOaNx48Y5ntEG30C/7tuOHDlyxWft7d+/X7feeqtat27tpqjgrejdUS0jRoyQJK1Zs6bctLS0NMXExDAMkAdU9QDtIUOGqE6dOvrggw9ks9nKTNu1a5eys7M1duxYo0P0K/YLmV26dNEf//jHCucpLi5WSUmJhg8froCAgAr3qU2bNikoKEj33XefwRH7j+7du2vBggWOYSsu99Zbb6lJkyaaNm2aJPYfb2Fvr8v7OvYfuBI5jnGqc1yEa1TWb6L6Ro4cKam0oHq5PXv2KD09Xffff3+ZoT1xZa1atVJ8fLw2b96sgoKCctOzsrK0Y8cOJScnKzg42AMRmhPnhagMeY7vio+P15w5cyqdvnz5cvXs2VOjR492Y1RwFfp131dZGzdo0EAvvPBCpdevPvvsMxUWFmrGjBlGhgeToMiHaunVq5cGDx6slJQUrV271vH6999/r2XLlunZZ591jPcO97DZbDp16pQkKTs7u9z0mJgYPfXUU/rpp580e/Zsx0l0dna2Zs6cqYceesjxC2XUXl5enpKTk7Vlyxa9+eabuuWWW8r8SUhI0DXXXKPf/OY3+uqrr9S2bVtNmDBBn3/+uRYvXuy4wHns2DE9//zzevrppxlSw4WaNm0qSZo4caIOHDjgeL2wsFBLly7VwYMHtXz5cjVo0EAS+4+3sA87l5OTU2aIIfYfuBI5jjGqe1yEa1TWb6L6brrpJiUlJemjjz7SkiVLHK9nZGToiSeeUP/+/ZWcnOy5AE0qODhYM2fOVFZWliZNmlTmPObgwYNKTk7WyJEjHYUJXBnnhagKeY7v6ty5s86cOaP58+crJyfH8XpeXp4WLVqkX375RQsWLOAuPhOiX/d9VbVxWFiYevfurUmTJjlGnbK/Z8OGDVq6dKmWL1+u+Ph4t8YM72SxXV7qB66gpKREb7zxhlJSUlRQUKDY2FhFR0dr4sSJ6tixo6fD8xsLFizQpk2blJ2drYyMDMfrbdq0kdVq1ezZs8s842Lz5s365z//qZ9//lkNGjRQaGio7rnnHvXv398T4fusmTNnavny5U7N+9prr+mWW26RJL333ntatmyZzpw5o/j4eIWHh2vs2LHq3r27keH6pQ8++EBvv/229u/fr3r16qlNmzaKiopS7969dfvtt1c4tCP7j/vt379f06ZNU1FRkfbv3+84YYmOjlbjxo01atQox6+N2X/gKuQ4rlfT4yKqrzr9Jqpv3bp1Wrp0qbKystSgQQMFBwdr5MiR6tu3r6dDM7X9+/dr4cKF2rVrl6KiohQREaG4uDiNGDFCXbt29XR4psB5IZxFnuO7du7cqeeff17p6elq3LixGjdurPj4ePXv359ndZkQ/brvc7aNs7KyNHPmTH311VeKiIjQ1VdfraioKHXv3l2DBw+meA8HinwA4GY2m00FBQUKDg7mgAwA8HscFwEAAAAAqBmKfAAAAAAAAAAAAIDJ8FNZAAAAAAAAAAAAwGQo8gEAAAAAAAAAAAAmQ5EPAAAAAAAAAAAAMBmKfAAAAAAAAAAAAIDJUOQDAAAAAAAAAAAATIYiHwAAAAAAAAAAAGAyFPkAAAAAAAAAAAAAk6HIBwAAAAAAAAAAAJgMRT4AAAAAAAAAAADAZCjyAQAAAAAAAAAAACZDkQ8AAAAAAAAAAAAwGYp8AAAAAAAAAAAAgMlQ5AMAAAAAAAAAAABMhiIfAAAAAAAAAAAAYDIU+QAAAAAAuMwvv/zi6RAAAAAAoEpBng4AAFB758+f1/fff6+NGzeqe/fu6t27t6dDAgAAMJUDBw7oyy+/1E8//aSvvvpK6enp2rdvn6fDAgAAAIBKUeQDABMrKChQYmKiTpw4oZKSEklSu3btPBwVAACA+Zw6dUqZmZnasWOH9u/f7+lwAAAAAOCKGK4TAEwsJCREGzZs0Pbt2xUREeHpcAAAAEzrpptu0p///Gf9/ve/93QoAAAAAOAUinwAYHIBAQGKjIxU3bp1PR0KAACA6dWpU8fTIQAAAACAUyjyAYCPCAigSwcAAKgtcioAAAAAZsHZCwAAAAAAAAAAAGAyFPkAAAAAAAAAAHAhm82mY8eO6eTJk54OBYAPC/J0AACA8mw2mzZv3qzVq1fr4MGDOnr0qMLDw9WtWzclJyerffv2NVpuYWGh3nnnHa1Zs0ZHjx7VmTNnFBkZqQ4dOujJJ59UmzZtXPxNAACAL5k6dapSU1PLvBYWFqYBAwZozpw5jtdOnjypYcOGadOmTQoMDHS8PmPGDKWkpKigoECSZLFYNHbsWD3xxBOSpJKSEr333ntatWqVDh8+rAsXLqhly5a6++67NXz48DLLssvNzdXSpUu1fv16ZWZmKjAwUJ06ddKoUaPUs2fPSr/LuXPnHO87fvy46tatqw4dOig8PLxW6wgAAPi2goICvfnmm3r//fd1/PhxlZSUqG3btho+fLjuuOMOSdLs2bOVmpqqc+fOqUmTJnrnnXcUGxtbZjlnz57VoEGDlJWVpXnz5mnAgAGSSvOhffv26aOPPlJeXp6efPJJ7dy5U7NmzdLhw4c1a9Ysx7x233zzjRYvXqw9e/boxIkTCg0N1VVXXaXhw4fr3nvvdc+KAeAR3MkHAF5o3LhxWrFihR5//HGtWbNG27dv1/jx47Vx40bdc8892r17d7WX+cUXX+jBBx9Us2bNtHLlSm3btk2pqalKSEjQli1bdP78eQO+CQAA8CVz5szRxx9/rMjISElSz5499e2335Yp8ElSSkqKTp48qS+//LLM608//bS+++47de3aVWFhYfrXv/7lKPDt379fd911lz777DM9++yz2rp1q9avX69WrVppxowZGjdunIqKisosLy0tTf3791dgYKDeeOMN7dixQ6+//rpOnz6tBx98UC+++GKF32PVqlV66KGHlJCQoPfff187d+7UzJkzlZmZqQ8//NBVqwsAAPiYnTt3qn///jp+/LgWLVqkL7/8UqtWrZLVatXkyZM1depUSdL999+vMWPGSJIyMjI0bdq0csuaM2eOCgsLtXr1akfRbubMmerWrZuGDBmiV155RadPn9ahQ4c0btw4/fjjj7pw4YLjx1KSdOrUKT3++OPasmWLZs2apQ0bNmjr1q167LHHdOzYMe3Zs8f4lQLAoyjyAYAXysrK0uTJk9W0aVNJktVq1ZgxYzRu3Djl5eVp3rx51VrekiVLNHbsWP35z39Wjx49FBBQ2v23a9dO8+bNU6NGjdS4cWOXfw8AAOB7mjdv7rgQVdHwU8XFxUpJSZEkrVmzptx0i8WinJwcDR8+3DE6QUZGhkaMGKGIiAjNnz/fkZc0aNBAc+fO1bXXXqtt27Zp6dKljuVs2LBBjzzyiIYOHaqkpCRFRkbKYrGoQ4cOWrRokaxWqxYsWKDvvvuuTGwPPfSQnn32Wb3wwgvq1q2bAgICFBQUpN69e2vVqlX67W9/67qVBQAAfMZ3332nMWPG6Prrr9e0adMUExMjqTQ3evnll9WoUSOlpqZq/fr1atSokR5++GElJydLkj799NMyedGmTZv0wQcfaOHCherQoYPj9aSkJKWkpKhLly6SSvOmqVOn6vrrr1f37t0lyfFjq4MHD+rOO+9URESEHn74YdWrV0+SFBUVpdGjR2vUqFFq0qSJ8SsGgEdR5AMAL/Tyyy+rXbt25V6/9dZbJanMxaorOXTokP7+97+rY8eOuuaaayqcJzIyUvXr169ZsAAAwO/069dPkpSenq5Tp06VmbZp0ybHL8zXr19fbrSAY8eO6ciRIxo5cqTjtQULFujs2bO68847y32WxWLRbbfdJuk/RUObzaa///3vstlsGjJkSLn31K9fX127dpXNZtPatWsdry9fvlwbNmzQiBEjFB0dXe59oaGhGjhwoDOrAAAA+JnnnntOhYWFFeYeISEh6tGjh6SyP3J65JFHdMstt0iSnnnmGZ07d06//vqr/vKXv2jGjBnlrtPExsaqVatWatGihSTpo48+0h/+8ActXrxYS5Ys0V133aWwsDBJ0l//+ledOnVKI0aMqDDeyMhIRyESgO+iyAcAXuiqq64q8/+SkhIdOHBA3377raTSZ884a9WqVSouLlbnzp0rnSc1NVVBQTymFQAAOOeGG25QvXr1ZLPZtHXr1jLTli5dqr/+9a9q3LixLly4UG74y7S0NPXo0cMxYkFJSYk+/vhjSXK8djn7M2yOHDkiSfrhhx8c/3b2PZK0cuVKSdJNN93k/JcFAAB+Lzs72zEMeXVyj4CAAM2ZM0eRkZE6deqUXnjhBT355JO68847KywWXq5Ro0YaNGiQ4//PPPOMunfvrgMHDmjnzp2yWq1q3bp1he8dM2aMfve73zn7FQGYFFd0AcBLHThwQOvWrdPWrVuVmZmpjh07VppIVuXrr7+WJMewDRUJDAyscZwAAMD/BAUFqWfPnlq7dq22bt3quANv3759ysjIUL9+/fTTTz9pwYIFWrVqlYYOHep474cffqikpCTH/48cOaJz585JkpKTk1WnTp1yn1dUVKSoqCjHMJ4//PCDY1pCQoJCQkLKvSc/P19xcXFq2LChpNKhRe0X3eLi4mq7CgAAgB/58ccfZbPZJKnM3XSXKigoUP369ctdu2nQoIGeeuopTZkyRcuXL1fXrl01adIkpz63ZcuWFb6+a9cuSVVf67FYLE59BgBzo8gHAF5o7ty5eu2119SzZ09NmjRJ119/vQICAnT8+HEtWbKkWsv69ddfJancUFkAAAC1cfvtt2vt2rXatm2bbDabLBaLli1bpvvuu0+BgYG666679PLLL+vrr7/WwYMH1bJlSx05ckRZWVnq3bu3Yzk5OTmOf7/44otOPRPv0vds3bq1wiLf5TIzM536XsXFxU7NBwAA/MeluceqVat09dVXV+v9Q4YM0Xvvvadt27YpJydHRUVFTv3gOjw8vMLXs7OzJVVvpCcAvonhOgHAy6xbt06vvfaaunTpooULF+qGG25QQEDNu2v7Ra8TJ064KkQAAAD16NFDQUFB+uWXX7R3716dPn1an3zyiYYNGyapdPjxG2+8UVLpxTCp9Bk1d999d5mLWnXr1nX8237B6koufc+lF92qEhwc7Ph3RkZGpfNdvHjRqeUBAAD/UZN85VI///yz9u/fr/DwcB06dEjz5s2rVTz2vOb8+fOOEREA+CeKfADgZVJTUyVJ/fv3r1Vxz87+fL+dO3eqpKSk1ssDAACQpIiICHXp0kWS9MknnyglJUWJiYllho2yPwfmX//6lwoLCx1Fvks1btzYUfTbvXu3U5996fOLnX2PfdhOSfrss88qnS89Pd2p5QEAAP/RrFkzx7+dzT3s8vPz9fDDD2vUqFGaPHmypNJnGH/xxRcuicf+rEAA/okiHwB4mWPHjklShQW5lStXVnt59uGwTp8+rQ0bNtQqNgAAgEv17NlTkpSWlqa33npLI0eOLDO9X79+ioiI0K+//qr58+crLi6uTIFOKv1lvH2IzrS0NBUUFFzxc7t3766oqChJpXcHOqN+/frq3LmzpNI7Cw8ePFhunpMnT+qDDz5wankAAMB/tGrVSm3atJGkaucK06dPV3h4uB588EHde++96tKli2w2m6ZMmaLTp0/XKJ4bb7xRVqtV0n9GTADgnyjyAYCXiY+PlySlpKTo1KlTkqSsrCxNmTKlRmOt33nnnY5feD377LM1GlYCAACgIvYi3969e9W8eXO1atWqzPSwsDANGDBAkvTaa69p8ODBFS7n4YcfVnBwsE6cOKH58+dX+nn2PCYkJETJycmSpPXr12vjxo0Vzl9UVFRmCKtx48ZJKh2S8/7779e2bdsc0/bt26dJkybptttuc7xms9kqjQUAAPiXP/7xj5Kk7777TsuXL69wHpvNVmYo8RUrVujDDz/U7NmzZbFYZLFYNGPGDAUHB+vkyZOaNm1ajWKpV6+eRo8eLUnatGmT0tLSarQcAOZHkQ8AvMyQIUMkSQcOHFDv3r116623auDAgerbt68jgZOkb7/9VsXFxZKkgoICnTlzRlL5Z++FhobqlVdeUaNGjXT06FHdd9992rRpk+NX8sePH9dLL72kQ4cOueHbAQAAX9K+fXvHMJj33ntvhfMMHTpUUumzYxITEyuc55prrtHs2bMVFham1157TZMmTVJ6erpsNpuKi4v11VdfacKECdq+fbvjPaNHj3bcOfjII4/opZde0i+//CKptIi3bt06jRgxwpEjSVJiYqLjPZmZmbr//vuVkJCgXr166YEHHtDTTz+tbt26Oeb/7rvvarpqAACAj+nTp48mT56swMBAzZw5UzNnznSMxlRQUKDNmzdr1KhRjusrqampmjVrlh599NEyIxm0bdtWEydOlCRt2LBBL730UrnPyszMlFR6jaeyR6888sgj6t+/vyTpT3/6k1599VXHD6Jyc3P14YcfKiUlxUXfHoC3stj4aSIAeJ3ly5frjTfe0M8//6yOHTtq1qxZatWqlQ4cOOD4Nbwk9ejRQwcPHlR2drYuXrwoSbJYLIqMjNRDDz2kUaNGOeY9c+aMli5dqg0bNujo0aOyWCxq2LChWrVqpQEDBpRZLgAAgLOefvpprVu3Ttu2bVNISEiF8/Tv31/NmjXTwoULq1zWwYMHtWLFCm3ZskWZmZmKiIhQw4YNdcMNN+h3v/udWrduXe49X3zxhd566y19++23OnXqlBo2bKhGjRqpR48eGjp0qOrXr1/uPR999JHeeOMN7d27V4WFhWrXrp2eeeYZXX311XrzzTc1ffp0x7x169bV+++/ryZNmlRvxQAAAJ+0e/durVy5Ujt27FBWVpZiYmLUsGFDde/eXcOGDVPjxo01cuRI7dixQ+3atVNqaqqCgoLKLKO4uFj33nuvvv32W0nSDTfcoDfeeEMDBw5UZmZmmZGcgoODFR4ersWLF6tTp07l4lm/fr1SUlL0/fff6/z582rYsKHq16+v22+/XcOGDaswFwLgOyjyAQAAAAAAAADgIkVFRQoICFBJSUm5Ah8AuBJFPgAAAAAAAAAAAMBkeCYfAAAAAAAAAAAAYDIU+QAAAAAAAAAAAACTocgHAAAAAAAAAAAAmAxFPgAAAAAAAAAAAMBkKPIBAAAAAAAAAAAAJkORDwAAAAAAAAAAADAZinwAAAAAAAAAAACAyVDkAwAAAAAAAAAAAEyGIh8AAAAAAAAAAABgMhT5AAAAAAAAAAAAAJOhyAcAAAAAAAAAAACYDEU+AAAAAAAAAAAAwGQo8gEAAAAAAAAAAAAmQ5EPAAAAAAAAAAAAMBmKfAAAAAAAAAAAAIDJUOQDAAAAAAAAAAAATIYiHwAAAAAAAAAAAGAyFPkAAAAAAAAAAAAAk6HIBwAAAAAAAAAAAJgMRT4AAAAAAAAAAADAZCjyAQAAAAAAAAAAACZDkQ8AAAAAAAAAAAAwGYp8AAAAAAAAAAAAgMlQ5AMAAAAAAAAAAABMhiIfAAAAAAAAAAAAYDIU+QAAAAAAAAAAAACT+f/flOJPtViDPAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 252, "width": 892 } }, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics.api import plot_fit\n", "\n", "with plt.rc_context({\"figure.figsize\":(9,2.6)}):\n", " fig, (ax1,ax2,ax3) = plt.subplots(1,3, sharey=True)\n", " plot_fit(lm2, \"alc\", ax=ax1);\n", " plot_fit(lm2, \"weed\", ax=ax2);\n", " plot_fit(lm2, \"exrc\", ax=ax3)\n", " ax2.get_legend().remove()\n", " ax3.get_legend().remove()\n", "\n", "filename = os.path.join(DESTDIR, \"statsmodels_panel_plot_fit.pdf\")\n", "savefigure(fig, filename)" ] }, { "cell_type": "markdown", "id": "e4fa0654-7823-430e-8336-f279f01ef087", "metadata": {}, "source": [ "#### Partial regression plot\n", "\n", "https://www.statsmodels.org/stable/generated/statsmodels.graphics.regressionplots.plot_partregress.html\n" ] }, { "cell_type": "code", "execution_count": 60, "id": "af858c59-d04e-4dd0-9ea8-7fd46f6c9dcc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/statsmodels_panel_plot_partregress.pdf\n", "Saved figure to figures/lm/interpreting/statsmodels_panel_plot_partregress.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 252, "width": 892 } }, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics.api import plot_partregress\n", "\n", "with plt.rc_context({\"figure.figsize\":(9,2.6)}):\n", " fig, (ax1,ax2,ax3) = plt.subplots(1,3, sharey=True)\n", " plot_partregress(\"score\", \"alc\", exog_others=[], data=doctors, obs_labels=False, ax=ax1)\n", " plot_partregress(\"score\", \"weed\", exog_others=[], data=doctors, obs_labels=False, ax=ax2)\n", " plot_partregress(\"score\", \"exrc\", exog_others=[], data=doctors, obs_labels=False, ax=ax3)\n", "\n", "filename = os.path.join(DESTDIR, \"statsmodels_panel_plot_partregress.pdf\")\n", "savefigure(fig, filename)" ] }, { "cell_type": "markdown", "id": "3b0aa332-0fd5-4f4c-9c79-23c05778080d", "metadata": {}, "source": [ "#### CCPR plot\n", "\n", "component and component-plus-residual\n", "\n", "see https://www.statsmodels.org/stable/generated/statsmodels.graphics.regressionplots.plot_ccpr.html\n" ] }, { "cell_type": "code", "execution_count": 61, "id": "3abdc190-9d31-47c2-9530-a44af72aa04e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/statsmodels_panel_plot_ccpr.pdf\n", "Saved figure to figures/lm/interpreting/statsmodels_panel_plot_ccpr.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 251, "width": 891 } }, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics.api import plot_ccpr\n", "\n", "with plt.rc_context({\"figure.figsize\":(9,2.6), \"text.usetex\":True}):\n", " fig, (ax1,ax2,ax3) = plt.subplots(1,3)\n", " fig.subplots_adjust(wspace=0.5)\n", "\n", " plot_ccpr(lm2, \"alc\", ax=ax1)\n", " ax1.set_title(\"\")\n", " ax1.set_ylabel(r\"$\\texttt{alc} \\cdot \\widehat{\\beta}_{\\texttt{alc}} \\; + \\; \\mathbf{r}$\")\n", "\n", " plot_ccpr(lm2, \"weed\", ax=ax2)\n", " ax2.set_title(\"\")\n", " ax2.set_ylabel(r\"$\\texttt{weed} \\cdot \\widehat{\\beta}_{\\texttt{weed}} \\; + \\; \\mathbf{r}$\", labelpad=-3)\n", "\n", " plot_ccpr(lm2, \"exrc\", ax=ax3)\n", " ax3.set_title(\"\")\n", " ax3.set_ylabel(r\"$\\texttt{exrc} \\cdot \\widehat{\\beta}_{\\texttt{exrc}} \\; + \\; \\mathbf{r}$\", labelpad=-3)\n", "\n", "filename = os.path.join(DESTDIR, \"statsmodels_panel_plot_ccpr.pdf\")\n", "savefigure(fig, filename)" ] }, { "cell_type": "markdown", "id": "07ed58c2-ab05-4144-9133-eee580e99585", "metadata": {}, "source": [ "#### All-in-on convenience method" ] }, { "cell_type": "code", "execution_count": 62, "id": "05a09074-1dcd-4c6c-a405-257747866b07", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 398, "width": 592 } }, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics.api import plot_regress_exog\n", "\n", "with plt.rc_context({\"figure.figsize\":(6,4)}):\n", " plot_regress_exog(lm2, \"alc\");" ] }, { "cell_type": "code", "execution_count": null, "id": "d010d525-5665-4bb6-af3f-38aefbd64355", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "cc6e007c-59ee-433f-9af7-cae9142bba05", "metadata": {}, "source": [ "## Outliers and influential observations\n", "\n", "TODO: definitions" ] }, { "cell_type": "code", "execution_count": 63, "id": "5c9794b7-7242-450f-bd0f-d79342e19ee1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/panel_outlier_hl_influential.pdf\n", "Saved figure to figures/lm/interpreting/panel_outlier_hl_influential.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 251, "width": 891 } }, "output_type": "display_data" } ], "source": [ "from scipy.stats import norm\n", "\n", "npts = 30\n", "beta_0 = 10\n", "beta_x = 3\n", "sigma = 1\n", "\n", "np.random.seed(45)\n", "\n", "xs = norm(loc=5, scale=2).rvs(npts)\n", "ys = beta_0 + beta_x*xs + norm(0,sigma).rvs(npts)\n", "dfxys = pd.DataFrame({\"x\":xs, \"y\":ys})\n", "\n", "# outlier near middle\n", "idx_mid = dfxys[dfxys[\"x\"]>5].sort_values(\"x\").head(1).index[0]\n", "y1s = dfxys[\"y\"].copy()\n", "y1s[idx_mid] = 10\n", "dfxys[\"y1\"] = y1s\n", "\n", "# high leverage points\n", "dfxys[\"y2\"] = ys\n", "mask_hl = (dfxys[\"x\"] < 1) | (dfxys[\"x\"] > 7.5)\n", "dfxys[\"hl\"] = mask_hl\n", "# dfxys.loc[idxs_hl,\"hl\"] = 1\n", "\n", "\n", "# influential point near end\n", "idx_last = dfxys.sort_values(\"x\").tail(1).index[0]\n", "y3s = dfxys[\"y\"].copy()\n", "y3s[idx_last] = 10\n", "dfxys[\"y3\"] = y3s\n", "\n", "\n", "with plt.rc_context({\"figure.figsize\":(9,2.6), \"text.usetex\":True}):\n", " fig, (ax1,ax2,ax3) = plt.subplots(1,3, sharey=True)\n", " # fig.subplots_adjust(wspace=0.5)\n", "\n", " # Outlier\n", " # lmxy1 = smf.ols(\"y1 ~ x\", data=dfxys).fit()\n", " # lmxy1.params\n", " sns.regplot(x=\"x\", y=\"y1\", ci=False, data=dfxys, ax=ax1)\n", " ax1.set_ylabel(\"$y_1$\")\n", " ax1.set_xlabel(\"$x$\")\n", " ax1.set_xticks(range(0,12,2))\n", " ax1.set_title(\"(a) Outlier\")\n", "\n", " # (B) High leverage\n", " sns.regplot(x=\"x\", y=\"y2\", ci=False, data=dfxys, ax=ax2)\n", " dfhl = dfxys[dfxys[\"hl\"]==True]\n", " sns.regplot(x=\"x\", y=\"y2\", ci=False, data=dfhl,\n", " fit_reg=False, color=\"red\", marker=\"D\", ax=ax2)\n", " ax2.set_ylabel(\"$y_2$\")\n", " ax2.set_xlabel(\"$x$\")\n", " ax2.set_xticks(range(0,12,2))\n", " ax2.set_title(\"(b) High leverage points\")\n", "\n", " # (C) Influential\n", " sns.regplot(x=\"x\", y=\"y3\", ci=False, data=dfxys, ax=ax3)\n", " ax3.set_ylabel(\"$y_3$\")\n", " ax3.set_xlabel(\"$x$\")\n", " ax3.set_xticks(range(0,12,2))\n", " ax3.set_title(\"(c) Influential observation\")\n", "\n", " filename = os.path.join(DESTDIR, \"panel_outlier_hl_influential.pdf\")\n", " savefigure(fig, filename)" ] }, { "cell_type": "code", "execution_count": null, "id": "63727317-fa1f-4140-a96a-3deded13a6fc", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "904ac096-5aa7-46de-aa3f-3f38250f6422", "metadata": {}, "source": [ "### Leverage and influence metrics" ] }, { "cell_type": "code", "execution_count": 64, "id": "0aa135ea-efac-474a-a1a6-6a752cdcd6ad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(156, 12)" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "doctors.shape" ] }, { "cell_type": "code", "execution_count": 65, "id": "e96d94ab-fea5-407e-bea1-02f11cc56a3e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(155, 12)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i = 0\n", "doctors_no_i = doctors.drop(index=i)\n", "doctors_no_i.shape" ] }, { "cell_type": "markdown", "id": "cc027e7e-d064-4ad7-875d-f85ac18f183c", "metadata": {}, "source": [ "#### Leverage score" ] }, { "cell_type": "code", "execution_count": null, "id": "e4f95f7d-99b1-4a4d-a63c-53e2792d6bd2", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "817f0035-00b3-4eb7-b480-4bf4f2cd2c1c", "metadata": {}, "source": [ "##### Manual calculations of leverage metric (optional)" ] }, { "cell_type": "code", "execution_count": 66, "id": "7e378bc2-4afd-4a44-9d98-5218983a3dfd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "h0 = 0.04048626926227573\n", "yhat0_no0 = 22.660997545626714\n", "h0 = 0.040486269262266505\n", "h0 = 0.040486269262275755\n" ] } ], "source": [ "mtcars = sm.datasets.get_rdataset(\"mtcars\", \"datasets\").data\n", "\n", "# Fit model using all data points\n", "lmcars = smf.ols(\"mpg ~ hp\", data=mtcars).fit()\n", "\n", "# Design matrix\n", "X = sm.add_constant(mtcars[\"hp\"]).values\n", "\n", "# Hat matrix\n", "H = X @ np.linalg.inv(X.T @ X) @ X.T\n", "\n", "# First element of the diagonal form the hat matrix\n", "h0 = np.diag(H)[0]\n", "print(f\"{h0 = }\")\n", "\n", "# Linear model fit without the first data point\n", "lmcars_no0 = smf.ols(\"mpg ~ hp\", data=mtcars[1:]).fit()\n", "\n", "# Prediction of yhat0 from the model without the first data point\n", "yhat0_no0 = lmcars_no0.predict({\"hp\":mtcars.iloc[0][\"hp\"]})[0]\n", "print(f\"{yhat0_no0 = }\")\n", "\n", "# Alternative formula h0 = 1 - r0 / r0_no0\n", "r0 = lmcars.resid.iloc[0] # residual from the full model \n", "r0_no0 = lmcars_no0.resid.iloc[0] # residual from model w/o first point\n", "h0 = 1 - r0/r0_no0\n", "print(f\"{h0 = }\")\n", "\n", "# Alternative formula for h0 via `statsmodels`\n", "infl_cars = lmcars.get_influence()\n", "h0 = infl_cars.hat_matrix_diag[0]\n", "print(f\"{h0 = }\")" ] }, { "cell_type": "markdown", "id": "4440d845-15f0-4f5e-8324-f7610e3f4a92", "metadata": {}, "source": [ "#### Studentized residuals \n", "\n", "$$\n", " t_{i} = \\frac{r_i}{\\hat{\\sigma}_{(-i)} \\sqrt{1-h_i}}\n", "$$" ] }, { "cell_type": "code", "execution_count": 67, "id": "311f98d2-f082-46f6-8db5-fe7c7c5333f0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.98097556, -2.01341843, -1.60234556, -0.21972192, -1.28811914])" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "infl = lm2.get_influence()\n", "infl.resid_studentized[0:5] # = infl2.resid_studentized_internal" ] }, { "cell_type": "code", "execution_count": 68, "id": "16006af8-d037-450a-83eb-24de9457e07c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.98085317, -2.03409243, -1.61072775, -0.21903275, -1.29094028])" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# obtained using Jackknife\n", "infl.resid_studentized_external[0:5]" ] }, { "cell_type": "markdown", "id": "c7c4e614-c02a-4202-9b00-0ef9d3972bc6", "metadata": {}, "source": [ "#### Cook's distance\n", "\n", "$$\n", "D_i = \\frac{r_i^2}{p \\widehat{\\sigma}^2} \\cdot \\frac{h_{i}}{(1-h_{i})^2}\n", " = \\frac{t_i^2 }{p}\\frac{h_i}{1-h_i}\n", "$$" ] }, { "cell_type": "code", "execution_count": 69, "id": "e9a21b44-08c0-495f-9f14-c0ada366103c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.02526116, 0.01331454, 0.01116562, 0.00017951, 0.0041123 ])" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "infl.cooks_distance[0][0:5]" ] }, { "cell_type": "markdown", "id": "1e06efa7-d330-4158-aab4-fe5fd9d9764c", "metadata": {}, "source": [ "#### DFFITS diagnostic\n", "\n", "$$\n", "TODO\n", "$$" ] }, { "cell_type": "code", "execution_count": null, "id": "7938a5ac-eab9-4754-8fb8-ec4badad1e00", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "24638311-c44b-48a9-9844-0cab11d7f9dc", "metadata": {}, "source": [ "### Calculating leverage and influence metrics using `statsmodels`" ] }, { "cell_type": "code", "execution_count": 70, "id": "e429f67e-fdf3-466d-80d3-2eaf6e0ebfdd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['dfb_Intercept',\n", " 'dfb_alc',\n", " 'dfb_weed',\n", " 'dfb_exrc',\n", " 'cooks_d',\n", " 'standard_resid',\n", " 'hat_diag',\n", " 'dffits_internal',\n", " 'student_resid',\n", " 'dffits']" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "infl = lm2.get_influence()\n", "infl_df = infl.summary_frame() \n", "list(infl_df.columns)" ] }, { "cell_type": "code", "execution_count": 71, "id": "0454edfc-b353-4499-9c72-1245d945ea50", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " student_resid hat_diag cooks_d dffits\n", "0 0.981 0.095 0.025 0.318\n", "1 -2.034 0.013 0.013 -0.233\n", "2 -1.611 0.017 0.011 -0.212\n", "3 -0.219 0.015 0.000 -0.027\n", "4 -1.291 0.010 0.004 -0.129\n", ".. ... ... ... ...\n", "151 0.873 0.009 0.002 0.083\n", "152 -0.497 0.017 0.001 -0.065\n", "153 0.279 0.023 0.000 0.043\n", "154 2.320 0.040 0.055 0.475\n", "155 0.353 0.025 0.001 0.056\n", "\n", "[156 rows x 4 columns]\n" ] } ], "source": [ "cols = [\"student_resid\", \"hat_diag\", \"cooks_d\", \"dffits\"]\n", "print(infl_df[cols].round(3))" ] }, { "cell_type": "code", "execution_count": null, "id": "208da998-d049-4eb6-8fc9-3ea3319b89fc", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "5da81218-cee5-4bae-bf71-c63eec3211cd", "metadata": {}, "source": [ "### Leverage plots" ] }, { "cell_type": "code", "execution_count": 72, "id": "adb88708-0515-4361-9c87-0c71b97a6419", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/lm2_plot_leverage_resid2.pdf\n", "Saved figure to figures/lm/interpreting/lm2_plot_leverage_resid2.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 292, "width": 492 } }, "output_type": "display_data" } ], "source": [ "import statsmodels.api as sm\n", "sm.graphics.plot_leverage_resid2(lm2);\n", "\n", "filename = os.path.join(DESTDIR, \"lm2_plot_leverage_resid2.pdf\")\n", "savefigure(plt.gcf(), filename)" ] }, { "cell_type": "markdown", "id": "cbc70544-2996-4801-aec4-1a53edbf6eca", "metadata": {}, "source": [ "### Influence plots" ] }, { "cell_type": "code", "execution_count": 73, "id": "177a7b0b-5940-429d-99c3-eda4f07b2eca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure to figures/lm/interpreting/lm2_influence_plot_cook.pdf\n", "Saved figure to figures/lm/interpreting/lm2_influence_plot_cook.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 288, "width": 489 } }, "output_type": "display_data" } ], "source": [ "sm.graphics.influence_plot(lm2, criterion=\"cooks\", size=4);\n", "\n", "filename = os.path.join(DESTDIR, \"lm2_influence_plot_cook.pdf\")\n", "savefigure(plt.gcf(), filename)" ] }, { "cell_type": "code", "execution_count": 74, "id": "0bf53e37-ef76-4959-919e-be52d813ec19", "metadata": {}, "outputs": [], "source": [ "# ALT. use DFFITS\n", "# sm.graphics.influence_plot(lm2, criterion=\"DFFITS\", size=4);" ] }, { "cell_type": "code", "execution_count": null, "id": "e719ab08-b4d4-47c5-900e-70b834ad2a8f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "2ae0e175-5658-4f6f-950d-28a3647f0043", "metadata": {}, "source": [ "### Outlier tests (BONUS TOPIC)\n", "\n", "cf. https://notebook.community/samuelsinayoko/kaggle-housing-prices/research/outlier_detection_statsmodels" ] }, { "cell_type": "code", "execution_count": 75, "id": "a6d7cf9c-ddbe-4b8a-9dd0-a24f459381ab", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
student_residunadj_pbonf(p)
00.9808530.3282341.0
1-2.0340920.0436931.0
2-1.6107280.1093271.0
3-0.2190330.8269201.0
4-1.2909400.1986971.0
\n", "
" ], "text/plain": [ " student_resid unadj_p bonf(p)\n", "0 0.980853 0.328234 1.0\n", "1 -2.034092 0.043693 1.0\n", "2 -1.610728 0.109327 1.0\n", "3 -0.219033 0.826920 1.0\n", "4 -1.290940 0.198697 1.0" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.outlier_test().head()" ] }, { "cell_type": "code", "execution_count": null, "id": "bfe089b8-38a6-471b-839a-1f0eaf0cdd62", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "06572030-0da8-4deb-8751-57e6a5f0bdc9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "3849081b-5c4a-4695-945a-f350ce508425", "metadata": {}, "source": [ "## Model predictions" ] }, { "cell_type": "code", "execution_count": null, "id": "7dd372ef-1e06-4dff-8273-492e2b055398", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "f0e19353-cc89-4657-be75-586abc667684", "metadata": {}, "source": [ "### Prediction on the dataset" ] }, { "cell_type": "code", "execution_count": 76, "id": "f59a935b-f87f-4510-8cc4-d752de453313", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 55.345142\n", "1 32.408174\n", "2 71.030821\n", "3 56.789073\n", "4 57.514154\n", " ... \n", "151 58.867105\n", "152 43.049719\n", "153 57.728460\n", "154 69.617361\n", "155 78.135788\n", "Length: 156, dtype: float64" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.fittedvalues" ] }, { "cell_type": "code", "execution_count": null, "id": "674a6db2-eee4-4cd2-9c56-701a7fdd8b83", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "38eb4452-8383-4413-be98-cdb0471c95bc", "metadata": {}, "source": [ "### Prediction for new data" ] }, { "cell_type": "code", "execution_count": 77, "id": "80a4b3a8-ef31-4fe6-82a1-3b40dce48fb6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 68.177355\n", "dtype: float64" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "newdata = {\"alc\":3, \"weed\":1, \"exrc\":8}\n", "lm2.predict(newdata)" ] }, { "cell_type": "code", "execution_count": 78, "id": "794ae7b8-0f82-4875-8ef0-f5538f2f00aa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[54.50324518, 81.85146489]])" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pred = lm2.get_prediction(newdata)\n", "pred.conf_int(obs=True, alpha=0.1)" ] }, { "cell_type": "code", "execution_count": null, "id": "78095328-2588-42b5-b018-bb9e4c55fafb", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "2e8f3acc-9805-4f76-b91d-57889e76a6ea", "metadata": {}, "source": [ "### In-sample prediction accuracy" ] }, { "cell_type": "code", "execution_count": 79, "id": "d91ef3ea-db7d-4260-a1b2-d12c6935116c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "65.56013803717558" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute the in-sample mean squared error (MSE)\n", "scores = doctors['score']\n", "scorehats = lm2.fittedvalues\n", "mse = np.mean( (scores - scorehats)**2 )\n", "mse" ] }, { "cell_type": "code", "execution_count": 80, "id": "8e12faf3-2af7-476a-9197-e4eb51e46161", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "65.56013803717559" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ALT.\n", "lm2.ssr/n" ] }, { "cell_type": "code", "execution_count": 81, "id": "0ccdfce0-5a24-48bd-b81c-2e3dfee13e9a", "metadata": {}, "outputs": [], "source": [ "# # ALT2.\n", "# from statsmodels.tools.eval_measures import mse\n", "# mse(scores,scorehats)" ] }, { "cell_type": "markdown", "id": "e42e537e-ee05-45e7-8c54-92191d2e999a", "metadata": {}, "source": [ "### Out-of-sample prediction accuracy" ] }, { "cell_type": "code", "execution_count": null, "id": "29cbf9a7-8cac-4dde-b2fd-65ad468fb3ac", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "1f6df411-39d3-4319-9881-43c93f82f0e2", "metadata": {}, "source": [ "### Leave-one-out cross-validation\n", "\n" ] }, { "cell_type": "code", "execution_count": 82, "id": "cbba9f9d-8dbd-4e54-83e0-e83115692968", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "69.20054514710948" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loo_preds = np.zeros(n)\n", "for i in range(n):\n", " doctors_no_i = doctors.drop(index=i)\n", " lm2_no_i = smf.ols(formula,data=doctors_no_i).fit()\n", " predictors_i = dict(doctors.loc[i,:])\n", " pred_i = lm2_no_i.predict(predictors_i)[0]\n", " loo_preds[i] = pred_i\n", "\n", "# Calculate the out-of-sample mean squared error\n", "mse_loo = np.mean( (doctors['score'] - loo_preds)**2 )\n", "mse_loo" ] }, { "cell_type": "markdown", "id": "76f7637e-e890-4c4c-b2c1-1eb83d699939", "metadata": {}, "source": [ "Compare with the in-sample MSE of the model which is lower." ] }, { "cell_type": "code", "execution_count": 83, "id": "cb0d50f1-5f49-413b-a53e-9e9860825ecf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "65.56013803717559" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.ssr/n" ] }, { "cell_type": "code", "execution_count": null, "id": "3d3635dc-e79f-462b-b8cc-a41d24d0055e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "2646b903-78e3-49dd-a842-eca06cca5c46", "metadata": {}, "source": [ "## Explanations" ] }, { "cell_type": "markdown", "id": "5e16033a-3129-4af1-bfe8-a80fca906757", "metadata": {}, "source": [ "### Adjusted $R^2$" ] }, { "cell_type": "code", "execution_count": null, "id": "b2488843-e728-42fe-bf7a-2410cf421a05", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "5e7c11af-a463-4939-a28b-e443ff9302b6", "metadata": {}, "source": [ "### Calculating standard error of parameters (optional)" ] }, { "cell_type": "code", "execution_count": 84, "id": "61c3b52c-3657-4eb7-a083-c9ef2ac04d9c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 1.289380\n", "alc 0.069973\n", "weed 0.476166\n", "exrc 0.138056\n", "dtype: float64" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.bse" ] }, { "cell_type": "code", "execution_count": 85, "id": "4f37d14b-8af9-40dd-9b43-ff48b793752c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.28938008, 0.06997301, 0.4761656 , 0.13805557])" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# construct the design matrix for the model \n", "X = sm.add_constant(doctors[[\"alc\",\"weed\",\"exrc\"]])\n", "# calculate the diagonal of the inverse-covariance matrix\n", "inv_covs = np.diag(np.linalg.inv(X.T.dot(X)))\n", "sigmahat*np.sqrt(inv_covs)" ] }, { "cell_type": "code", "execution_count": 86, "id": "cc22b845-67b0-4eaf-bd07-e41654628e24", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.06987980522527788, 0.47363764322385443, 0.13736710473639846)" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# these lead to approx. same result because predictors are not correlated\n", "# but the correct formula is to use the inv. covariance matrix as above.\n", "sum_alc_dev2 = np.sum((doctors[\"alc\"] - doctors[\"alc\"].mean())**2)\n", "sum_weed_dev2 = np.sum((doctors[\"weed\"] - doctors[\"weed\"].mean())**2)\n", "sum_exrc_dev2 = np.sum((doctors[\"exrc\"] - doctors[\"exrc\"].mean())**2)\n", "se_b_alc = sigmahat / np.sqrt(sum_alc_dev2)\n", "se_b_weed = sigmahat / np.sqrt(sum_weed_dev2)\n", "se_b_exrc = sigmahat / np.sqrt(sum_exrc_dev2)\n", "se_b_alc, se_b_weed, se_b_exrc" ] }, { "cell_type": "markdown", "id": "485bfdba-5643-4bc5-a875-5c841d8f6173", "metadata": {}, "source": [ "## Discussion" ] }, { "cell_type": "markdown", "id": "6a7d8a55-ac30-40b8-9edb-5bd42666d139", "metadata": {}, "source": [ "### Maximum likelihood estimate" ] }, { "cell_type": "code", "execution_count": 129, "id": "e8c3d2b8-1378-4560-9cf5-31e5203a4935", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([60.4528995 , -1.80010127, -1.02155223, 1.76828879])" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.optimize import minimize\n", "from scipy.stats import norm\n", "\n", "n = len(doctors)\n", "preds = doctors[[\"alc\", \"weed\", \"exrc\"]]\n", "scores = doctors[\"score\"]\n", "\n", "def negloglikelihood(betas):\n", " scorehats = betas[0] + (betas[1:]*preds).sum(1)\n", " residuals = scores - scorehats\n", " SSR = np.sum(residuals**2)\n", " sigmahat = np.sqrt(SSR/(n-3-1))\n", " likelihoods = norm.pdf(residuals,scale=sigmahat)\n", " loglikelihood = np.sum(np.log(likelihoods))\n", " return -1 * loglikelihood\n", "\n", "betas = minimize(negloglikelihood, x0=[0,0,0,0]).x\n", "betas" ] }, { "cell_type": "code", "execution_count": 122, "id": "ce7d69f8-17ff-4965-9137-1bd91fa759ba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([60.45290059, -1.80010132, -1.02155166, 1.76828876])" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.params.values" ] }, { "cell_type": "code", "execution_count": null, "id": "189f6806-5972-4db1-8cfd-33360fc29b1c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "eeea780a-b5e1-456c-97c4-b1f5c6bf172f", "metadata": {}, "source": [ "### Regularization" ] }, { "cell_type": "code", "execution_count": 88, "id": "30aef6a0-6145-47c4-abd2-48a1d6a54fb6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "alc 9.428506\n", "weed 1.391068\n", "exrc 4.796361\n", "dtype: float64" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "doctors[[\"alc\", \"weed\", \"exrc\"]].std()" ] }, { "cell_type": "code", "execution_count": 89, "id": "50d85b88-8182-4bda-adde-b36db2f39d0d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 60.452901\n", "alc -1.800101\n", "weed -1.021552\n", "exrc 1.768289\n", "dtype: float64" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TRUE\n", "# alc = - 1.8\n", "# weed = - 0.5\n", "# exrc = + 1.9\n", "\n", "# FITTED\n", "lm2.params" ] }, { "cell_type": "markdown", "id": "39386e9a-7ecb-43bd-b53b-06d59e7d794c", "metadata": {}, "source": [ "#### L1 regularization (LASSO)\n", "\n", "Set `alpha` option to the desired value $\\alpha_1$ and `L1_wt = 1`,\n", "which means $100\\%$ L1 regularization." ] }, { "cell_type": "code", "execution_count": 90, "id": "d2d98334-4f24-43e3-89ff-37b652b5a8ed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 58.930367\n", "alc -1.763306\n", "weed 0.000000\n", "exrc 1.795228\n", "dtype: float64" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2_L1reg = smf.ols(formula, data=doctors) \\\n", " .fit_regularized(alpha=0.3, L1_wt=1.0)\n", "lm2_L1reg.params" ] }, { "cell_type": "markdown", "id": "8fe11b21-cb5d-43ac-93a1-6f0dfc1d1b81", "metadata": {}, "source": [ "#### L2 regularization (ridge)\n", "\n", "Set `alpha` option to the desired value $\\alpha_2$ and `L1_wt = 0`,\n", "which means $0\\%$ L1 regularization and $100\\%$ L2 regularization." ] }, { "cell_type": "code", "execution_count": 91, "id": "24b493d8-74a1-440f-92f5-751c463948fd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 50.694960\n", "alc -1.472536\n", "weed -0.457425\n", "exrc 2.323386\n", "dtype: float64" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2_L2reg = smf.ols(formula, data=doctors) \\\n", " .fit_regularized(alpha=0.05, L1_wt=0.0001)\n", "lm2_L2reg.params" ] }, { "cell_type": "code", "execution_count": null, "id": "fc616b6e-1787-4e60-9b73-f040cf4a85f2", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "b83662cc-e7b6-4980-bc18-c3729436a9d9", "metadata": {}, "source": [ "### Towards machine learning\n", "\n", "The out-of-sample prediction accuracy is a common metric used in machine learning (ML) tasks." ] }, { "cell_type": "code", "execution_count": null, "id": "9a661118-93f5-49cb-9b24-5c0006fdeec5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "b1194a86-6663-4ac8-ab40-e11749d4df91", "metadata": {}, "source": [ "## Exercises" ] }, { "cell_type": "markdown", "id": "6d3a3014-03f1-404b-b357-ae40d770459b", "metadata": {}, "source": [ "### E4.LOGNORM Non-normal error term" ] }, { "cell_type": "code", "execution_count": 92, "id": "6071e80f-6735-470c-8a0c-912173cbc264", "metadata": {}, "outputs": [], "source": [ "from scipy.stats import uniform, lognorm\n", "np.random.seed(42)\n", "xs = uniform(0,10).rvs(100)\n", "ys = 2*xs + lognorm(1).rvs(100)\n", "df = pd.DataFrame({\"x\":xs, \"y\":ys})\n", "lm = smf.ols(\"y ~ x\", data=df).fit()" ] }, { "cell_type": "code", "execution_count": 93, "id": "1a9da53e-1e55-4a6e-aa22-a3e7d94e2376", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 293, "width": 451 } }, "output_type": "display_data" } ], "source": [ "qqplot(lm.resid, line=\"s\");" ] }, { "cell_type": "code", "execution_count": 94, "id": "4432632b-502a-4957-ad1c-b27a3a754808", "metadata": {}, "outputs": [], "source": [ "# sns.scatterplot(x=xs, y=lm.resid);" ] }, { "cell_type": "code", "execution_count": 95, "id": "495527e0-c3ee-4436-95eb-c890e86bb076", "metadata": {}, "outputs": [], "source": [ "# from ministats import plot_lm_scale_loc\n", "# plot_lm_scale_loc(lm);" ] }, { "cell_type": "markdown", "id": "98b9b8df-d574-4201-96e8-d2828761e063", "metadata": {}, "source": [ "### E4.DEP Dependent error term " ] }, { "cell_type": "code", "execution_count": null, "id": "83a0af2e-5955-4e61-8597-ee84a9a12ab1", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7dec6aca-b417-4f1b-a1a8-979ada684aae", "metadata": {}, "source": [ "### E4.NL Nonlinear relationship" ] }, { "cell_type": "code", "execution_count": 96, "id": "3071a75c-7228-4fa5-8ab3-0e01237dc91c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept -14.684585\n", "x 11.688188\n", "dtype: float64" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats import uniform, lognorm\n", "\n", "np.random.seed(42)\n", "xs = uniform(0,10).rvs(100)\n", "ys = 2*xs + xs**2 + norm(0,1).rvs(100)\n", "df = pd.DataFrame({\"x\":xs, \"y\":ys})\n", "lm = smf.ols(\"y ~ x\", data=df).fit()\n", "lm.params" ] }, { "cell_type": "code", "execution_count": 97, "id": "6a5039bf-923c-424b-8f7e-2bf979ba2eaa", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 274, "width": 458 } }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=xs, y=ys)\n", "sns.lineplot(x=xs, y=lm.fittedvalues);" ] }, { "cell_type": "code", "execution_count": 98, "id": "0c4cf202-ac4a-4b76-b272-73dc0b4f4ef8", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 274, "width": 438 } }, "output_type": "display_data" } ], "source": [ "sns.regplot(x=xs, y=lm.resid, lowess=True);" ] }, { "cell_type": "code", "execution_count": 99, "id": "35d57bd2-81e3-4f97-9890-e661f9d418f8", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 293, "width": 458 } }, "output_type": "display_data" } ], "source": [ "qqplot(lm.resid, line=\"s\");" ] }, { "cell_type": "markdown", "id": "a426cdf3-e29b-412d-86b2-5a68734aa42d", "metadata": {}, "source": [ "### E4.H Heteroskedasticity" ] }, { "cell_type": "code", "execution_count": 100, "id": "4588056f-bd8d-4cbb-84c6-ec1150433d0c", "metadata": {}, "outputs": [], "source": [ "from scipy.stats import uniform, norm\n", "\n", "np.random.seed(43)\n", "xs = np.sort(uniform(0,10).rvs(100))\n", "sigmas = np.linspace(1,20,100)\n", "ys = 2*xs + norm(loc=0,scale=sigmas).rvs(100)\n", "df = pd.DataFrame({\"x\":xs, \"y\":ys})\n", "lm = smf.ols(\"y ~ x\", data=df).fit()" ] }, { "cell_type": "code", "execution_count": 101, "id": "4841bf07-440f-4b67-82cf-74b8fd18073d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 293, "width": 466 } }, "output_type": "display_data" } ], "source": [ "from ministats import plot_lm_scale_loc\n", "plot_lm_scale_loc(lm);" ] }, { "cell_type": "code", "execution_count": null, "id": "acac130b-9a01-4a81-a62c-591ab9036f8c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "d1de733d-92a1-4546-accd-a6ae2717b1c8", "metadata": {}, "source": [ "### E4.v Collinearity" ] }, { "cell_type": "code", "execution_count": 102, "id": "49bc88e4-09b3-4e75-bfd7-e70b9f7a7e52", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Intercept 0.220927\n", " x1 1.985774\n", " x2 3.006225\n", " dtype: float64,\n", " Intercept 0.253988\n", " x1 0.137253\n", " x2 0.167492\n", " dtype: float64)" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats import uniform, norm\n", "\n", "np.random.seed(45)\n", "x1s = uniform(0,10).rvs(100)\n", "alpha = 0.8\n", "x2s = alpha*x1s + (1-alpha)*uniform(0,10).rvs(100)\n", "ys = 2*x1s + 3*x2s + norm(0,1).rvs(100)\n", "df = pd.DataFrame({\"x1\":x1s, \"x2\":x2s, \"y\":ys})\n", "lm = smf.ols(\"y ~ x1 + x2\", data=df).fit()\n", "lm.params, lm.bse" ] }, { "cell_type": "code", "execution_count": 103, "id": "1fe04094-8594-4c97-9193-53d4d211897c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "24.291898486251146" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm.condition_number" ] }, { "cell_type": "code", "execution_count": 104, "id": "d1291135-1b44-4553-9fc5-ec5830243e31", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(17.17244980334442, 17.17244980334442)" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calc_lm_vif(lm, \"x1\"), calc_lm_vif(lm, \"x2\")" ] }, { "cell_type": "code", "execution_count": null, "id": "5a4136b0-3698-4fd0-8418-6948a07549ee", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "a98a0886-dbbb-4e80-9042-084ae543af0e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "062c6f1b-9a08-4c3d-9d66-2b3a963a4652", "metadata": {}, "source": [ "## Links\n", "\n", "- More details about model checking\n", " https://ethanweed.github.io/pythonbook/05.04-regression.html#model-checking\n", "- Statistical Modeling: The Two Cultures paper that explains the importance of out-of-sample predictions for statistical modelling. \n", " https://projecteuclid.org/journals/statistical-science/volume-16/issue-3/Statistical-Modeling--The-Two-Cultures-with-comments-and-a/10.1214/ss/1009213726.full" ] }, { "cell_type": "code", "execution_count": null, "id": "2114fb32-6996-4f3d-ae75-c7eda6c1fc0c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "1569db9e-6ff4-4deb-9d30-a5098ec89cf6", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "08635893-85b9-4850-ada3-5d4a099fb5e9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "5636cfe6-f28a-4b53-89ab-51b7d168c789", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "d59fd2e9-8078-441e-9679-6dd9148443da", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "6beec083-a9f0-43ac-aac7-c1fb2f1c0ede", "metadata": {}, "source": [ "## CUT MATERIAL" ] }, { "cell_type": "code", "execution_count": 105, "id": "aae9da68-af38-483a-988a-f63b9e3da229", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 311, "width": 460 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm\n", "\n", "# Generate some data\n", "np.random.seed(0)\n", "X = np.random.normal(size=100)\n", "y = 2 * X + np.random.normal(size=100)\n", "\n", "# Fit a regression model\n", "model = sm.OLS(y, sm.add_constant(X))\n", "results = model.fit()\n", "\n", "# Compute residuals and fitted values\n", "residuals = results.resid\n", "fitted = results.fittedvalues\n", "standardized_residuals = residuals / np.std(residuals)\n", "\n", "# Create scale-location plot \n", "plt.scatter(fitted, np.sqrt(np.abs(standardized_residuals)), alpha=0.5)\n", "plt.xlabel('Fitted values')\n", "plt.ylabel(r'$\\sqrt{|Standardized Residuals|}$')\n", "plt.title('Scale-Location Plot')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "2ba9dc83-aeb6-4ab4-963e-77a78579b9fc", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "a6e73f98-e568-4b59-8098-f00aa79ed893", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "fb7ac5fd-0a26-403b-bc7b-473b4d54d0f1", "metadata": {}, "source": [ "### Example dataset" ] }, { "cell_type": "code", "execution_count": 106, "id": "ac2a4247-7fec-4ff8-a96f-36c89faf03b4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 296, "width": 450 } }, "output_type": "display_data" } ], "source": [ "mtcars = sm.datasets.get_rdataset(\"mtcars\", \"datasets\").data\n", "mtcars\n", "\n", "lmcars = smf.ols(\"mpg ~ hp\", data=mtcars).fit()\n", "\n", "sns.scatterplot(x=mtcars[\"hp\"], y=mtcars[\"mpg\"])\n", "sns.lineplot(x=mtcars[\"hp\"], y=lmcars.fittedvalues);" ] }, { "cell_type": "markdown", "id": "444f5823-d3fb-446e-843e-805c1217e09c", "metadata": {}, "source": [ "#### Compute the variance/covariance matrix\n" ] }, { "cell_type": "code", "execution_count": 107, "id": "a10c4e49-d5d2-4984-a9fa-69717c4bbbe1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Interceptalcweedexrc
Intercept1.662501-0.055601-0.093711-0.095403
alc-0.0556010.004896-0.001305-0.000288
weed-0.093711-0.0013050.226734-0.006177
exrc-0.095403-0.000288-0.0061770.019059
\n", "
" ], "text/plain": [ " Intercept alc weed exrc\n", "Intercept 1.662501 -0.055601 -0.093711 -0.095403\n", "alc -0.055601 0.004896 -0.001305 -0.000288\n", "weed -0.093711 -0.001305 0.226734 -0.006177\n", "exrc -0.095403 -0.000288 -0.006177 0.019059" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lm2.cov_params()\n", "# == lm2.scale * np.linalg.inv(X.T @ X)\n", "# where X = sm.add_constant(doctors[[\"alc\",\"weed\",\"exrc\"]])" ] }, { "cell_type": "code", "execution_count": 108, "id": "d1e52d7a-332b-4c4e-ac03-f3e7a66162a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "alc 11.839744\n", "weed 0.628205\n", "exrc 5.387821\n", "dtype: float64" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "3442b9d9-0665-4889-bb60-b70ed0bc4671", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.4" } }, "nbformat": 4, "nbformat_minor": 5 }