{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "accelerator": "GPU", "colab": { "name": "NZ_changing_point.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "kqXl71t9suiG" }, "source": [ "# Estimating the Date of COVID-19 Changes\n", "\n", "https://nbviewer.jupyter.org/github/jramkiss/jramkiss.github.io/blob/master/_posts/notebooks/covid19-changes.ipynb " ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gFnvD8OysuiI", "outputId": "ce4e2ebe-6b82-4c4a-d458-5eeabd792c81" }, "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "import seaborn as sns; sns.set()\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "\n", "\n", "from sklearn.linear_model import LinearRegression\n", "\n", "from scipy import stats\n", "import statsmodels.api as sm\n", "import pylab\n", "\n", "# from google.colab import files\n", "# from io import StringIO\n", "# uploaded = files.upload()\n", "\n", "url = 'https://raw.githubusercontent.com/assemzh/ProbProg-COVID-19/master/full_grouped.csv'\n", "data = pd.read_csv(url)\n", "\n", "data.Date = pd.to_datetime(data.Date)\n", "\n", "# for fancy python printing\n", "from IPython.display import Markdown, display\n", "def printmd(string):\n", " display(Markdown(string))\n", " \n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "import matplotlib as mpl\n", "mpl.rcParams['figure.dpi'] = 250" ], "execution_count": 3, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " import pandas.util.testing as tm\n" ], "name": "stderr" } ] }, { "cell_type": "markdown", "metadata": { "id": "hzvPpvVvphTD" }, "source": [ "## Create country\n" ] }, { "cell_type": "code", "metadata": { "id": "koX5yGHrsuib" }, "source": [ "# function to make the time series of confirmed and daily confirmed cases for a specific country\n", "def create_country (country, end_date, state = False) : \n", " if state :\n", " df = data.loc[data[\"Province/State\"] == country, [\"Province/State\", \"Date\", \"Confirmed\", \"Deaths\", \"Recovered\"]]\n", " else : \n", " df = data.loc[data[\"Country/Region\"] == country, [\"Country/Region\", \"Date\", \"Confirmed\", \"Deaths\", \"Recovered\"]]\n", " df.columns = [\"country\", \"date\", \"confirmed\", \"deaths\", \"recovered\"]\n", "\n", " # group by country and date, sum(confirmed, deaths, recovered). do this because countries have multiple cities \n", " df = df.groupby(['country','date'])['confirmed', 'deaths', 'recovered'].sum().reset_index()\n", "\n", " # convert date string to datetime\n", " std_dateparser = lambda x: str(x)[5:10]\n", " df.date = pd.to_datetime(df.date)\n", " df['date_only'] = df.date.apply(std_dateparser)\n", " df = df.sort_values(by = \"date\")\n", " df = df[df.date <= end_date]\n", "\n", "\n", " # make new confirmed cases every day:\n", " cases_shifted = np.array([0] + list(df.confirmed[:-1]))\n", " daily_confirmed = np.array(df.confirmed) - cases_shifted\n", " df[\"daily_confirmed\"] = daily_confirmed \n", " \n", " fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(7, 6))\n", " ax = [ax]\n", " sns.lineplot(x = df.date, \n", " y = df.daily_confirmed, \n", " ax = ax[0])\n", "\n", " ax[0].set(ylabel='Daily Confirmed Cases')\n", " ax[0].axvline(pd.to_datetime('2020-03-25'), \n", " linestyle = '--', linewidth = 1.5,\n", " label = \"Date of Lockdown: Mar 25, 2020\" ,\n", " color = \"red\") \n", " ax[0].xaxis.get_label().set_fontsize(16)\n", " ax[0].yaxis.get_label().set_fontsize(16)\n", " ax[0].title.set_fontsize(20)\n", " ax[0].tick_params(labelsize=16)\n", " myFmt = mdates.DateFormatter('%b %-d')\n", " ax[0].xaxis.set_major_formatter(myFmt)\n", "\n", " ax[0].set(ylabel='Daily Confirmed Cases', xlabel='');\n", " ax[0].legend(loc = \"upper right\", fontsize=12.8)\n", " sns.set_style(\"ticks\")\n", " ax[0].xaxis.set_major_locator(mdates.MonthLocator(interval=1)) #to get a tick every month\n", " plt.tight_layout()\n", " sns.despine()\n", " plt.savefig('/content/sample_data/nz_daily.pdf')\n", " print(df.tail())\n", " return df\n", "\n", "\n", "def summary(samples):\n", " site_stats = {}\n", " for k, v in samples.items():\n", " site_stats[k] = {\n", " \"mean\": torch.mean(v, 0),\n", " \"std\": torch.std(v, 0),\n", " \"5%\": v.kthvalue(int(len(v) * 0.05), dim=0)[0],\n", " \"95%\": v.kthvalue(int(len(v) * 0.95), dim=0)[0],\n", " }\n", " return site_stats" ], "execution_count": 11, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "w_A0fd4Zsuiw", "outputId": "9ae325de-ec1d-4567-8481-c0955d61abb1" }, "source": [ "cad = create_country(\"New Zealand\", end_date = \"2020-05-31\")" ], "execution_count": 12, "outputs": [ { "output_type": "stream", "text": [ " country date confirmed ... recovered date_only daily_confirmed\n", "126 New Zealand 2020-05-27 1504 ... 1474 05-27 0\n", "127 New Zealand 2020-05-28 1504 ... 1481 05-28 0\n", "128 New Zealand 2020-05-29 1504 ... 1481 05-29 0\n", "129 New Zealand 2020-05-30 1504 ... 1481 05-30 0\n", "130 New Zealand 2020-05-31 1504 ... 1481 05-31 0\n", "\n", "[5 rows x 7 columns]\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "UR0BM7TysujG" }, "source": [ "cad_start = \"2020-03-20\" # 13 confirmed cases\n", "cad = cad[cad.date >= cad_start].reset_index(drop = True)\n", "cad[\"days_since_start\"] = np.arange(cad.shape[0]) + 1" ], "execution_count": 13, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OaTHo6I2sujp", "outputId": "9daaed00-73b6-4ee8-8a53-d4a097bddca2" }, "source": [ "cad.shape\n", "cad_tmp = cad[cad.date < \"2020-05-01\"]\n", "cad_tmp.shape" ], "execution_count": 14, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(42, 8)" ] }, "metadata": { "tags": [] }, "execution_count": 14 } ] }, { "cell_type": "markdown", "metadata": { "id": "loi3CtjSsuoz" }, "source": [ "## Data for Regression" ] }, { "cell_type": "code", "metadata": { "id": "Os_M7r4Tsuo4" }, "source": [ "# variable for data to easily swap it out:\n", "country_ = \"New Zealand (Before May 1st)\"\n", "reg_data = cad_tmp.copy()" ], "execution_count": 15, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "3RjDFEbA91X-", "outputId": "5c6bef27-3300-42a8-ad6a-5364dc5ae12d" }, "source": [ "reg_data.head()" ], "execution_count": 16, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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countrydateconfirmeddeathsrecovereddate_onlydaily_confirmeddays_since_start
0New Zealand2020-03-20390003-20111
1New Zealand2020-03-21520003-21132
2New Zealand2020-03-221020003-22503
3New Zealand2020-03-231020003-2304
4New Zealand2020-03-2415501203-24535
\n", "
" ], "text/plain": [ " country date ... daily_confirmed days_since_start\n", "0 New Zealand 2020-03-20 ... 11 1\n", "1 New Zealand 2020-03-21 ... 13 2\n", "2 New Zealand 2020-03-22 ... 50 3\n", "3 New Zealand 2020-03-23 ... 0 4\n", "4 New Zealand 2020-03-24 ... 53 5\n", "\n", "[5 rows x 8 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 16 } ] }, { "cell_type": "markdown", "metadata": { "id": "JkO0Z8M0supC" }, "source": [ "## Change Point Estimation in Pyro" ] }, { "cell_type": "code", "metadata": { "id": "aIUed4Ny3-oq" }, "source": [ "!pip install pyro-ppl\n", "!pip install numpyro" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "3ZS9fTPxsupD" }, "source": [ "import torch\n", "\n", "import pyro\n", "import pyro.distributions as dist\n", "from torch import nn\n", "from pyro.nn import PyroModule, PyroSample\n", "\n", "from pyro.infer import MCMC, NUTS, HMC\n", "from pyro.infer.autoguide import AutoGuide, AutoDiagonalNormal\n", "\n", "from pyro.infer import SVI, Trace_ELBO\n", "from pyro.infer import Predictive" ], "execution_count": 18, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "9gPrEaEJsupP" }, "source": [ "# we should be able to have an empirical estimate for the mean of the prior for the 2nd regression bias term\n", "# this will be something like b = log(max(daily_confirmed))\n", "\n", "# might be able to have 1 regression model but change the data so that we have new terms for (tau < t) \n", "# like an interaction term\n", "\n", "class COVID_change(PyroModule):\n", " def __init__(self, in_features, out_features, b1_mu, b2_mu):\n", " super().__init__()\n", " self.linear1 = PyroModule[nn.Linear](in_features, out_features, bias = False)\n", " self.linear1.weight = PyroSample(dist.Normal(0.5, 0.25).expand([1, 1]).to_event(1))\n", " self.linear1.bias = PyroSample(dist.Normal(b1_mu, 1.))\n", " \n", " # could possibly have stronger priors for the 2nd regression line, because we wont have as much data\n", " self.linear2 = PyroModule[nn.Linear](in_features, out_features, bias = False)\n", " self.linear2.weight = PyroSample(dist.Normal(0., 0.25).expand([1, 1])) #.to_event(1))\n", " self.linear2.bias = PyroSample(dist.Normal(b2_mu, b2_mu/4))\n", "\n", " def forward(self, x, y=None):\n", " tau = pyro.sample(\"tau\", dist.Beta(4, 3))\n", " sigma = pyro.sample(\"sigma\", dist.Uniform(0., 3.))\n", " # fit lm's to data based on tau\n", " sep = int(np.ceil(tau.detach().numpy() * len(x)))\n", " mean1 = self.linear1(x[:sep]).squeeze(-1)\n", " mean2 = self.linear2(x[sep:]).squeeze(-1)\n", " mean = torch.cat((mean1, mean2))\n", " obs = pyro.sample(\"obs\", dist.StudentT(2, mean, sigma), obs=y)\n", " return mean" ], "execution_count": 19, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "if0toOMysupU", "outputId": "a98009e8-2539-4f11-dc24-52b1e0299ce4" }, "source": [ "tensor_data = torch.tensor(reg_data[[\"confirmed\", \"days_since_start\", \"daily_confirmed\"]].values, dtype=torch.float)\n", "x_data = tensor_data[:, 1].unsqueeze_(1)\n", "y_data = np.log(tensor_data[:, 0])\n", "y_data_daily = np.log(tensor_data[:, 2])\n", "# prior hyper params\n", "# take log of the average of the 1st quartile to get the prior mean for the bias of the 2nd regression line\n", "q1 = np.quantile(y_data, q = 0.25)\n", "bias_1_mean = np.mean(y_data.numpy()[y_data <= q1])\n", "print(\"Prior mean for Bias 1: \", bias_1_mean)\n", "\n", "# take log of the average of the 4th quartile to get the prior mean for the bias of the 2nd regression line\n", "q4 = np.quantile(y_data, q = 0.75)\n", "bias_2_mean = np.mean(y_data.numpy()[y_data >= q4])\n", "print(\"Prior mean for Bias 2: \", bias_2_mean)" ], "execution_count": 20, "outputs": [ { "output_type": "stream", "text": [ "Prior mean for Bias 1: 5.228802\n", "Prior mean for Bias 2: 7.2882066\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "nrm8RrFasupc" }, "source": [ "## Approximate Inference with Stochastic Variational Inference" ] }, { "cell_type": "markdown", "metadata": { "id": "x0nDLSPisupm" }, "source": [ "# HMC with NUTS" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X1rSXXtKsupm", "outputId": "e1cd079e-72f9-41a9-f736-3c43793470a4" }, "source": [ "model = COVID_change(1, 1, \n", " b1_mu = bias_1_mean,\n", " b2_mu = bias_2_mean)\n", "# need more than 400 samples/chain if we want to use a flat prior on b_2 and w_2\n", "num_samples = 400 \n", "# mcmc \n", "nuts_kernel = NUTS(model)\n", "mcmc = MCMC(nuts_kernel, \n", " num_samples=num_samples,\n", " warmup_steps = 200, \n", " num_chains = 1)\n", "mcmc.run(x_data, y_data)\n", "samples = mcmc.get_samples()" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Sample: 100%|██████████| 600/600 [35:20, 3.53s/it, step size=1.95e-03, acc. prob=0.787]\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "vjZh5ibaSwwx" }, "source": [ "# Save the model:\n", "import dill\n", "# with open('newz.pkl', 'wb') as f:\n", "# \tdill.dump(mcmc, f)\n", "with open('newz.pkl', 'rb') as f:\n", "\tmcmc = dill.load(f)\n", " \n", "samples = mcmc.get_samples()" ], "execution_count": 21, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7Z968a5xsupv", "outputId": "b9c1e9a8-41e2-4a29-a8e3-e4066a36ca92" }, "source": [ "# extract individual posteriors\n", "weight_1_post = samples[\"linear1.weight\"].detach().numpy()\n", "weight_2_post = samples[\"linear2.weight\"].detach().numpy()\n", "bias_1_post = samples[\"linear1.bias\"].detach().numpy()\n", "bias_2_post = samples[\"linear2.bias\"].detach().numpy()\n", "tau_post = samples[\"tau\"].detach().numpy()\n", "sigma_post = samples[\"sigma\"].detach().numpy()\n", "\n", "# build likelihood distribution:\n", "tau_days = list(map(int, np.ceil(tau_post * len(x_data))))\n", "mean_ = torch.zeros(len(tau_days), len(x_data))\n", "obs_ = torch.zeros(len(tau_days), len(x_data))\n", "for i in range(len(tau_days)) : \n", " mean_[i, :] = torch.cat((x_data[:tau_days[i]] * weight_1_post[i] + bias_1_post[i],\n", " x_data[tau_days[i]:] * weight_2_post[i] + bias_2_post[i])).reshape(len(x_data))\n", " obs_[i, :] = dist.Normal(mean_[i, :], sigma_post[i]).sample()\n", "samples[\"_RETURN\"] = mean_\n", "samples[\"obs\"] = obs_\n", "pred_summary = summary(samples)\n", "mu = pred_summary[\"_RETURN\"] # mean\n", "y = pred_summary[\"obs\"] # samples from likelihood: mu + sigma\n", "y_shift = np.exp(y[\"mean\"]) - np.exp(torch.cat((y[\"mean\"][0:1], y[\"mean\"][:-1])))\n", "print(y_shift)\n", "predictions = pd.DataFrame({\n", " \"days_since_start\": x_data[:, 0],\n", " \"mu_mean\": mu[\"mean\"], # mean of likelihood\n", " \"mu_perc_5\": mu[\"5%\"],\n", " \"mu_perc_95\": mu[\"95%\"],\n", " \"y_mean\": y[\"mean\"], # mean of likelihood + noise\n", " \"y_perc_5\": y[\"5%\"],\n", " \"y_perc_95\": y[\"95%\"],\n", " \"true_confirmed\": y_data,\n", " \"true_daily_confirmed\": y_data_daily,\n", " \"y_daily_mean\": y_shift\n", "})\n", "\n", "w1_ = pred_summary[\"linear1.weight\"]\n", "w2_ = pred_summary[\"linear2.weight\"]\n", "\n", "b1_ = pred_summary[\"linear1.bias\"]\n", "b2_ = pred_summary[\"linear2.bias\"]\n", "\n", "tau_ = pred_summary[\"tau\"]\n", "sigma_ = pred_summary[\"sigma\"]\n", "\n", "ind = int(np.ceil(tau_[\"mean\"] * len(x_data)))" ], "execution_count": 22, "outputs": [ { "output_type": "stream", "text": [ "tensor([ 0.0000, 15.8725, 20.2801, 26.8865, 32.5610, 42.9602, 52.2524,\n", " 67.1801, 87.8423, 108.9554, 138.8970, 182.3773, 180.1835, 83.8043,\n", " 26.4193, 28.7574, 6.4791, 17.1486, 15.2979, 9.4363, 24.9604,\n", " 9.7537, 8.2566, 28.7927, 7.6711, 17.5988, 3.3445, 42.3142,\n", " 11.2130, 18.5885, 12.2999, 17.2067, 25.4421, 18.3486, 8.3947,\n", " 9.0435, 15.9739, 25.5782, 20.5530, 26.4995, 20.7136, 15.9384])\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "KegzMbLOsuqC" }, "source": [ "## Model Diagnostics\n", "\n", "- Residual plots: Should these be samples from the likelihood compared with the actual data? Or just the mean of the likelihood?\n", "- $\\hat{R}$: The factor that the scale of the current distribution will be reduced by if we were to run the simulations forever. As n tends to $\\inf$, $\\hat{R}$ tends to 1. So we want values close to 1.\n", "- Mixing and Stationarity: I sampled 4 chains. Do I then take these chains, split them in half and plot them. If they converge to the same stationary distribution, does that mean the MCMC converged? What do I do with more sampled chains?" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QUh6fBjtsuqV", "outputId": "489a9e6e-d04b-4d3f-de67-4dedcae9fa8e" }, "source": [ "mcmc.summary()\n", "diag = mcmc.diagnostics()" ], "execution_count": 23, "outputs": [ { "output_type": "stream", "text": [ "\n", " mean std median 5.0% 95.0% n_eff r_hat\n", " tau 0.30 0.03 0.30 0.26 0.35 23.21 1.10\n", " sigma 0.08 0.01 0.08 0.05 0.09 58.71 1.00\n", "linear1.weight[0,0] 0.24 0.03 0.24 0.19 0.30 20.29 1.23\n", " linear1.bias 3.84 0.22 3.88 3.41 4.10 19.70 1.24\n", "linear2.weight[0,0] 0.01 0.00 0.01 0.01 0.02 38.89 1.00\n", " linear2.bias 6.85 0.07 6.85 6.74 6.95 38.67 1.00\n", "\n", "Number of divergences: 0\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "LJ2a6Epnsuqf" }, "source": [ "## Posterior Plots" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "bPpET7b6suqg", "outputId": "edf0a0dc-fe2c-400c-aeb7-e1760b8df6d2" }, "source": [ "print(ind)\n", "print(reg_data.date[ind])\n", "\n", "sns.distplot(weight_1_post, \n", " kde_kws = {\"label\": \"Weight posterior before CP\"}, \n", " color = \"red\",\n", " norm_hist = True,\n", " kde = True)\n", "plt.axvline(x = w1_[\"mean\"], linestyle = '--',label = \"Mean weight before CP\" ,\n", " color = \"red\")\n", "\n", "sns.distplot(weight_2_post, \n", " kde_kws = {\"label\": \"Weight posterior after CP\"}, \n", " color = \"teal\",\n", " norm_hist = True,\n", " kde = True)\n", "plt.axvline(x = w2_[\"mean\"], linestyle = '--',label = \"Mean weight after CP\" ,\n", " color = \"teal\")\n", "\n", "legend = plt.legend(loc='upper right')\n", "legend.get_frame().set_alpha(1)\n", "sns.set_style(\"ticks\")\n", "plt.tight_layout()\n", "sns.despine()\n", "plt.savefig('/content/sample_data/nz_weights.pdf')" ], "execution_count": 25, "outputs": [ { "output_type": "stream", "text": [ "13\n", "2020-04-02 00:00:00\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "LeJ4Ddp3gHqa", "outputId": "07d8a811-9ede-4e88-f815-706b00964cdd" }, "source": [ "start_date_ = str(reg_data.date[0]).split(' ')[0]\n", "change_date_ = str(reg_data.date[ind]).split(' ')[0]\n", "print(\"Date of change for {}: {}\".format(country_, change_date_))\n", "import seaborn as sns\n", "\n", "# plot data:\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(7, 5))\n", "ax = [ax]\n", "# log regression model\n", "ax[0].scatter(y = np.exp(y_data[:ind]), x = x_data[:ind], s = 15);\n", "ax[0].scatter(y = np.exp(y_data[ind:]), x = x_data[ind:], s = 15, color = \"red\");\n", "\n", "ax[0].plot(predictions[\"days_since_start\"],\n", " np.exp(predictions[\"y_mean\"]), \n", " color = \"green\",\n", " label = \"Fitted line by MCMC-NUTS model\") \n", "ax[0].axvline(5, \n", " linestyle = '--', linewidth = 1.5,\n", " label = \"Date of Lockdown: Mar 25, 2020\" ,\n", " color = \"red\")\n", "\n", "ax[0].axvline(ind, \n", " linestyle = '--', linewidth = 1.5,\n", " label = \"Date of Change: Apr 2, 2020\",\n", " color = \"black\")\n", "\n", "ax[0].fill_between(predictions[\"days_since_start\"], \n", " np.exp(predictions[\"y_perc_5\"]), \n", " np.exp(predictions[\"y_perc_95\"]), \n", " alpha = 0.25,\n", " label = \"90% CI of predictions\",\n", " color = \"teal\");\n", "ax[0].fill_betweenx([0, 1], \n", " tau_[\"5%\"] * len(x_data), \n", " tau_[\"95%\"] * len(x_data), \n", " alpha = 0.25,\n", " label = \"90% CI of changing point\",\n", " color = \"lightcoral\",\n", " transform=ax[0].get_xaxis_transform());\n", "ax[0].set(ylabel = \"Total Cases\",)\n", "\n", "ax[0].legend(loc = \"lower right\", fontsize=12.8)\n", "ax[0].set_ylim([11,10000])\n", "ax[0].xaxis.get_label().set_fontsize(16)\n", "ax[0].yaxis.get_label().set_fontsize(16)\n", "ax[0].title.set_fontsize(20)\n", "ax[0].tick_params(labelsize=16)\n", "\n", "plt.xticks(ticks=[5, 13, 21, 31], labels=[\"Mar 25\",\n", " \"Apr 2\",\n", " \"Apr 10\",\n", " \"Apr 20\"], fontsize=15)\n", "ax[0].set_yscale('log')\n", "plt.setp(ax[0].get_xticklabels(), rotation=0, horizontalalignment='center')\n", "print(reg_data.columns)\n", "myFmt = mdates.DateFormatter('%m-%d')\n", "sns.set_style(\"ticks\")\n", "sns.despine()\n", "\n", "plt.savefig('/content/sample_data/nz_cp.pdf')\n" ], "execution_count": 33, "outputs": [ { "output_type": "stream", "text": [ "Date of change for New Zealand (Before May 1st): 2020-04-02\n", "Index(['country', 'date', 'confirmed', 'deaths', 'recovered', 'date_only',\n", " 'daily_confirmed', 'days_since_start'],\n", " dtype='object')\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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hSaVxbDVJolKtRuU8YcZGG4s3+14U8/l68+9GA/BmL4yV9xvBR17YwQ4jCAEAAAAA6KLamLFRbgQR7c/tIUelVuv5nO0BR+uSV+VarefZGRER2UZ4kc9mY6QxK6MZZuRbttd6hrQThAAAAAAAqXe+UKPcEmY0t2s9BBGtszYqbTM4ujUm70Uhm41iLhf5bDYKuVzkMpkoNF53Czb03oD1CUIAAAAAYIeq1mqxVKmselRqtchmMpHNZCLTeG59ZCI6x3rYL7OJN9uTJIlknedakqz7XrdQo9IWfPQSajQbhTcDjWpbkLHSOLxt7HyaszUmCoWVMKNbwFFoLEMFXFiCEAAAAADYpipdgo7mY7lS6XmGwYWQiVg3MMlkMucNNNZ63gzrhRrVdYKOXr8XuZZZG62PQpcxMzZguAQhAAAAADAk5Wq1M+BoGVur50S1pel2+6OaJKvCieZN+GycCzIybQFGM9DItO3TPCbTFnpE67Et+yStMzcatbaGHqte9/l+rSU8ab43aKjRDDDGWhqEryxD1RZq6KsBO48gBAAAAAA2Sakt6FhuCz3Wulm/XtDRDDu6yTZu4leTJCqNUKKXJaHSRKgBtBOEAAAAAMAGtIcU5ZbX5Zbx5Wp1zRCisk7IUV5nNkM2k4liLhcTuVwUuzzya9zUbw1EmjMqWvtu1FpCk269OVrHW4+PtvM0F4Bqzjhp9hXJtIw138+u8975jm19vxn+CDWAtQhCAAAAANj1KmuEGe1BR2mdcKOp1ug/0XGe1nOscWyuEXSs9ej3Rn8mk4lcIzjI9XUGoFdJkkSpuhyLlbOxWF5Y83mpshCLlYVYLJ+NxcpCzM6djMniZLzge66Lx+y7bthfRqoIQgAAAABIlaTZCLslkFhr1kYz6NhIuNHsQVGu1aLSMoOj+d56vSly2WyMFApRbDTavlBBB9C/WlKLxfLZmC+difnSmThbnouz5fm20KIZYpwLL5ZaQozFlveXKgtRS9aKO8/v9u/8aUwU/yBe+W9uvHBf5C4nCAGgf/v2Rdx6a/dxYFvbNzUV7/qt3+o6DgAwDEmSRDVJVhpeN0OMatt2L+/12hOj2hJoVJvBxhphRy+3NPONcKPZfwS96bUAACAASURBVKLQCDcKLaGHoAMuvHK1VA8vSnMrYcZ8ub7dOnZ2jbGzpbmoL+62PSSRxP/794KQC0kQAkD/JiYiXv7yYVcB9GFifDz+3c/93LDLAAB2uFojuGgPMNoDil4CjvVmUayn2bOi9brNumqN7W5hR6/hRqExgyOfyUShEXIUGk23Cy2BRy6TWelZAWxctVaJM8un4vTyw3Fq6WScXn44Ti89HHOlU+cNM5arS8Mu/4IbL4wPu4RUEYQAAAAA7CLtgcVa2+sFGa2BwyB1tIcW1Votaht8b6MVZCKikMvFaKFwbuZG47kZarSGHcDGJUkSC+X5OLX0UJxefmgl1DjdDDiWH6q/t/RwnGm8P7d8elvNyhimQrYY/+77Xz3sMlJFEAIAAACwA7X2rGhd0ql9u7nMU3O739uMtSSJWpcwotYaTHSZjVFtf904R79ymUxkM5mVZaiyjSbguWx25b1s43Xre82wQ7gBG1eqLteDjJVQ46H6o232xunlc+OVWnnYZW8rmcjEWGEixvLjMVYYj7F8fXs0NxZjpxdibPbBmF+oxoH5iBeemIzDX/z9iBuWI667LqJQGHb5O54gBAAAAGCImo29W8OK1u21Qo5el5JqbxzeOsOjGU6sF1g0xwb5nPZKOJHJRL5QqIcTXQKLbFug0e09GJpKJeIzn4n4+McjvvnNiMXFiLGxiCuuiHj+8yOe8YyI/Cbcbh3wukmSRKm6fK53RsvyUud9zD8Y85X5KGcHiS93nlwtYqKUjbFKJsbKjecYibFHXRFjlz1qJcQYK0zEaH6s/roZbrQ9j+bHYqwwESO50c7l8z71qYhjxyJOnoyIiLseMR2T5XI8+qGHIr70vyM++tGIQ4cifvu3I376p7f+G5EighAAAACADWoGBe1LRa333G3fZuDRq5Xz1GpRae+10QhHKl2utVGZiMg2AonmrIu1gonWkKP1det+emek1A4NBvrSdsN6xeJixOc/X38cOBDxqldFXHvtBb9u9aEHY75Yi9Oj1ZibrMV88WTMP/AvMf9Hfx3znxiL+addHfMH960OO1a256JcK/Vfww7MH0fz4zFZ2BMTxamYLE7FZLGxXdjTeD0VE8XG9ufuiokPfTwmS9mYKGVjspSNkWomMtHt59bDEa/8uQsTSnzwgxHvetf597vnnojrr4+45ZaI//AfBr/uLiUIAQAAAHaspDFToZYkK02zN/q6dUZE+4yJtZ4HmR3Rrbl3pVqNyho9O1qDjV6tLB2Vz9dnYTSXhWpstwca7TMxBBd9EgxsWTCwpdft9Yb1gw9G3HxzxAMPrHujPEmSWKycjdNLLctKLT/UWFqq0Udj6eE4fc834vRD98TpH6nGXLEWtfUCiTP3RJzZ+Je2XeVqEXuXcrF3ORtTy/VwovlohhUTz3xOTF7zw+dCjUIz8NgT+WyPS0l96lMRt/5NRIz2Xtzv/m7EJZcM9ufrU5/q7c9Uq9e9LuLyy80M6ZMgBAAAANgySZJEuVaLUrUay5VK/blle6NBxma31W0NLdp7ZLSHKN16Y3Q7ZiM1ZyLq/S1yuRhrBBW5tlCjGWy0hxy7mmBgRwUD2/q6PdywLmWTOD1ajdMj9Rkbpz/xljg98qU4/agDLX006k3DzzTCjp5naOwbrPztYrI4FftG98fekf2xd+Si2Dt6cewdvai+PbI/9v3TPbH3vX9cDz+WcjFRXmtGRouvfiHisudHXHtNf0VVKvW/O/04dizimc/s7+fIINf95V+OeOEL9QzpgyAEgP4tLUX87d92jj/rWRGjG/g0BbDllpaX49Of/3zH+DOf+tQYHRkZQkUApEGlVusabixXq6uCj/MFAc3wISJWgoOk9TlJVpptrwQizff7PL5bqNEMMAbRDDKybUtMtc7AWC/YuCA9MXbTLIUIwcBmX7efT7IP6xP061w3SZJYqizEQvlsLJTnY6FyNhbL9cdC+WwsVOZjcXk+Fv/yvbHwA2djoVCLhUISS/n680KhFnMjtTg1Wo3FQpefag+/P+Lhvr7Sba9YycS+pWzsXc7F3qVsPbzITMTeF/5c7Bu/pBF0NEKP0YtiamTf+jM0KpWIX/3ZiJN93EcYJJD4zGc6f0706uTJiDvuiPjBH9za687ORtx2W8SLX9zf8buYIASA/p08GfGjP9o5fuJEvZkXsG2dfPjh+LEbbugYv/uzn41DBw8OoSIAtrNqcwbHOuHGcmM2x1pqSbLS7LtcrZ7bbiz7VKpWo1KtDhw8DKp1ZkW2EVy0Lh/VvoRUe++MbdcbYzfNUogQDGz2dbfwE/TVWiVK1eUoVUtRLi1E6Q/eFuW9pSjnkihlI0q5JMq5JMrZJBYbIcVioRaL+aQRWjTG7vzlWFz63lioLMRieb4RfJyNpcpC9DQ/63H9fbnbWSYyK/0xJlp6Zkw+tBCTX/j7VctQtT/2LuVirLJGQPvs74948hYHA4MEEh//eH/XbPrYx4Zz3d//fUFIHwQhAAAAsAtVGoFEqTWcaBlrDTsq6zTzbi51tV64Ue6hv0Uhm42RQiFymfpiKJmW5+YyT9ku72Ua4yvv93l8636bZqtnSOymWQoRqQ8GNvO6SZJEpVaOcq0U5WrzuRTlWilK1eX6e9VSlP7ui1EenYnyo5IoZ2MliCg3QolS63auvk9pZfv+KP/pT0Vp32SUq8v189VKUW6GHY1rNa9bS9p+7jy7vy83IiK+e+cAB28/mSRW+mR0fVzyyJh4wZGVJuErQUfjMV6YjGymS5jxxjdGfP6e/gsbVjDQ73W/+c3Brtvv8YNe90tfGuz4XUoQAgAAADtc0mjy3R5qlFrDibaxXvpUnC/caI6tJ5fNRjGXi0IuV2/e3XguNPpeFBpLQW3pzInd0D9iN81SiBheILFFn2SvJbVYKM/HfOlMnC3Nxdkv/G2cHZuJ+X9di7OFWpwtNh6FJM4WaudmSzSCilIuicpKcHEiSh94apTzmajUyvXwodd+FRERP9LflxsREYtfilgc4PiUmijsib2j+xs9NC6KvXfcFXvPVBr9MlqWoGo8T5aykV2vf8b+kYj/56UbL2SnBgP9Hr844B/Gfo8f9Lpzc4Mdv0sJQgAAAGCTJY3ZEO29KnoZWyvUaA89elGpVqPSCE2qLUFGtfHc+jjfOXOZTBRyuRjN57uGG83gY91ZFpVKxKc/ne5AImLrZ0ikZJbChmzjpXWqmfqSTfOFpBFW1EOL+WItzt7xOzG/78txtjxXDzhKc3G2PBfzjefm64XyfOeJn7Pxcs8V9XBEdYDjWdOq/hnlQkwdfva5gKPRM2PvSCP0GN0fe4p7o5Arrj7J254/2M3yYd2g32nXHRsb7NpjY8O57p49/R+7iwlCAAAAIOp9MJo9MJYqlZXt5vJQ64UVEW3NuNvGNkNzFkilsexUubGEVTVJVi1H1Rp+9KLZoHuyWOwabjRncAzcxHs3BBIRw5khsRMbAA9y3YgtW1onSZI4W56LU0sn49TSQ3Fq/otx6nvm4tRoNU6P1htnN7dPj1RjvliLheJ6PwUejPi7/2+w2rlgCtlijBUmYrzxGPvnEzG2WI3xcjbGy9kYK2dirJKN8XImxsvnembsXT73PFrJRKY5W2P//og3/s7GC9mpN+h32nWvuKL+b02/rrhiONd94hP7P3YXE4QAAADQs9ab782b4ZveV+ECaA05lqvVetDRFnasFxRUa7WVRuDdQo6VcKR1rP29tv1Wxlqu0xG2JEk95Ogya+N8PTeaco0wYzSfX2kC3vGo1SJ/552R/8QnIpPW3hW7qX/ETm0A3O91I/peGqcWScwXa3Hq3q/E6e9+oR5uLJ+MU4sn49TyQ3Fq6aE43Qw9lk7G6eWHo1IrnzvBU/srl8EVqhHFaiaK1UyMVhohRTkb45VMI7Soj42Xs/VQ46WviLH8uZBjvDAZY/nxRvBR3+6YmfHGN+7MG+Wu25vnP3+w677gBcO57stf3v+xu5ggBAAAYJdrNrtuNshubZZdalmWaa3eEtlMZtUN9lzzuTGWa7nhvt5Yvz0i2kOObjM61gs5Kq1LT7UtQbWRfhpbpdDos5HrFmi0PXKNJuDr2g29K1LeP6LDblvnPyKqSwuxWKyu9MhoLkG10FiC6tRILU6N1WdrnBqpxenRapwarT9Xm5Ob/vz6wepPuXy2EPlKEsVSLQq1TBSqmSjUovHceF3NRLFWDyea769sVzNRPHh5FH/0x6KQLUYxNxKFXLH+yI5EMdcYa32vsV38L/81Cv/nS/Vz1TKRr8W5WRe9eOpTI773ho1/0Tv1Rrnr9uYZz4i4+OL+fk4fOFA/fquve+hQxHXX9XfdXU4QAgAAkEJJknQNMtYKOs6ntZ9EpVqNapLUA5DGjJDmckq5TCayvdx87yLbDEnWCVUymUyU2mZ0bCTkKLd9T84XchSy2RgrFKLQuHYmYtXX1nzd+tVudL9o2TdTrUZ8/vOR+eu/jsy3vx2xuBj5kZHIP+YxkX/e8yI3SA+FbnZL74pt3D9iXf3OkNhB6/wnkcRyLqkHFvlTsfDglxp9MeZX+mPUt880moXX+2XU+2fMr/TRWLz+bH8171C5JBMTy5mYLGVjopyNiVI2JsqZxnM2RirnQol8S1BRbAQX+X99ZRRf8m9Xwob252KuGPlsIQqNcCKfLUQ2k4343/874td/vf/Cb35jxNV9/Jn+0Z+KuOMr/V93N90od93e5fMRr351/d+3jXrVqyJyua2/7m//9oXvnbVL+K4BAADsIM2AY6ll1kOpPdjoMdxo7SPR7C/RGnaUW5Zh2uiMiGzEuZCkS1iSy2ZX9sllMpFtCVFa9+ml/vam4evNXmnVGnIUc7mV/het2/3OUunLWjMzIiLuvz/izjt3/syM3RZIDGuGxCast58kSSxXl2K5shiLlYVYrizFUmUhliqL9Ud1MZa+ZyGWl+diKZ/EUi6JpUKt/pxPYjmfxFK+Pjtjoa1peLX1r/rHXth/3TtErhYxUar3l5g4cCgm9l8WE4U9MVHcExOFPTHZeJ4oto5NrYxNFqdi5NN3Rqafm6hNN74i4pF9/Jl2o7x3w7pR7robc+219X9jN/Lv4StfOfi/w/1c95ZbBl8mchcThAAAAGwz5ZagY6lSicWW7aVKZaVXRbvW/h0roUZLo+xm2NF873yaMzTGC4WVGRqFXC7yjWCj2b+i2T+juV1tbNeaIcs6NZ/PSjjSCEuymUw98KhWY72vYK2Qo5DL1V+fL+SoVCJuv71+Az2NPTN2W++KYQUSw5qZccUVUfo/n4v5xrJQ7Y+zhSQW87VGOFEPKJphxWK+Fst7T8fSh39kJeRYrtafz+v7+yt3p8pEJqZG9sW+Bxdj79kk9i3lGo9s7FvKxd6lXOwp1WdrTDZna5SyMVJtNNM+cCDiAx/o7ybuM58pGNiK60bsrBvlrtuf66+PuPTStT+M0HQBP4xQrdWi8uIXR/nAgai++91ROXUqKtlsRLf/Nzl0qD4TRAgyEEEIAADAFqvWaquCjfawY62lnprLOrXPAmldtup8mktMTRaLkctkVoKNQktfidaw40Jphia11rCk8VxrC1NqbYFKtVaLSpJEtVyOJCLy2WyMFApR7DfkOJ/d0DNjt/WuGFYgMcDMjFI2ifl9+Zg//c8xXzrTeMw1nk+3jHV5POFUlJ9Q6a/miIhYjjj98ADH70zZTDb2jlwUe0cvjn2j+2PvyP7YN7o/Lho9EHtH69v7Ri9eGZ8auShy2Vz977BgYH1ulLvudr5uRP1cz3xm/d+3j32s80MQL3hBPUDs8nen+f845cbSoa0fSml9dP3/tSc8IeKtb434ylciPve5iHvuiZibi9i/P+LqqyNe8pJ6TxDLYQ3MdxAAAOACqy8hU43Fcrlr2FGqVrseV21Z1mm5sV/rY62YI9cIMkbz+Y5QozXYuNDhxkZkMpnIN6+9kRtwlUr9pr2ZGZ124syMHRhIrBy/hmqtGqXqUmPmxFJ9yajqYixXFmP5iZOx/M8zsZRLVmZflHL1GRj12RfJmrM2SvnGLKoPP6f/unexbC1WemeMlzOxdykX+5bPzdS4aClbH1vKxb6XvSb2Pet5sWdkX70PxkYJBtbez41y190p142o/3v6gz8YybOe1T3MWFg4F2o0lxVtfGCjF80Po4y0zLRd6Yn2gz8YhWuvXXkduVyMHDgQMTl54b/OXUoQAgAAbEvtyzyd7xN2ze1akpxrPN04V9em1Od5b6P7VWu1laBjuVLp2pui1tLAvFvYUV1j+ahcNhujhUIUGzMeirlcjDRnP+RyQws3Np2ZGevbiTMzNjGQWNcVV9T/vLRYzNfixFQ5ZqYq8dBYNZYb4cTySk+L2kqAsbx/IZY//uJ62FGp98lYboQf5Vpp7es+uvFgQ0bz4zHZ6IcxXphs9MmYbLzeE5OFbuOT9T4af/6/YvzdfxijlcbyU+fzyldG/MgFWG5GMLCrbpT39XPXdYd+3dYZGe290dpf91RmNhuFTCbGisV6gJHJRD6Xq8+4zWZXtpvhRi+zVZsfaNk/NhaXTkwM+iXTQhACAAAXSGsT69ZljpqzAnLZbIzl8zFeKMRYoVB/zudjJKVT3avdAosew4zmvv1cs5YkHYFF63a39y6UJElWNetuDzvW6suRzWSimMvFZEvQ0fo4X9PwVDIzozc7bWZGl0Biw8dvQKm6HLNz/xInrj0YJ86ejhN7y3Fiqhwnpipxcrz7zKzuFiMeuH9jte4ShWwxRvNjMZofj9H8aIzmx2Pk1NkYnbkvRivZGK1kYqSSibFKNkYqmfosjUa/jPFyvWH4+It/LiZe8OKYaAQcuewAN7B/5rERj7hCMCAYYJdo/v9jt0CjPfg43/9ZNkOL0UawUchmI9ecXduy3Qw8etG+dGdzOc9NWdqTdaXzNy4AANgklUZvh9Ylj1pDj24NoZsBSTaTiYVcLk623UDMZTId4UjzdX6b3gBvLv201DIDYmW7Mb7R5thde0e0ve7aW6Lldb8yLc/tv4B2mwnSfkxERC1i3V+yi7lcTBaLKzM5VmZ2NJaz2va2cokqMzM2//hhzcx4/vMHC0Je8IKOoWqtGt89e0+cOPPtlcfMmW/HPWfuju+evSdqSSOA/Df9XzYNJkqZmCzVg4eJUjbGytkYrWbqQUV+PMaufkqMPObKeqiRqwcbI/mxGMuPxUh+rBF2NAOP+vZIbjRy2TX+3q81o6vVZoQREYIB2GaSJImk5bn5/4i1JOn6XrexSpegozkTeD3ZiMjncjFWKKwsHdreH63X3miZiA2FGr3OAmFrCEIAAKBFLUlieY0ZHUuVypqf6F+riXXz0ZRrfPJ/tDETZKSxxFGpWo25UufyKsVcriMcGS8UYjSf39TlkCq1WtdwY7nl9Vqa34vKeUKM1ubY1VrtvJ/S6yaXza58T5vbzV84k7ZfjJOWsdZ32seS+uDqscYv4q1qLfskUf9Fe7xl+aqRfH5le8d/wm8rl6gyM2Nrjt/imRkrnvGMiIsv3nDolEQSJw/tjROPzcWJb/zRqrBjdu5f1l+eKiUmCntisrgnJopTMdnlsae4t+v4ZHEqxmIkcp+7c/fMUogQDLBrJY0PinQLFbqNN7drawQStS7Hrzpn/aLd3+vy/08XSiGbjZFm4NASPLS/Pt+s2uas3LUerUHHjvjgCmsShAAAsOuU2ppYt4Yea/V2qLYtd9S+5NFaKwk3ZwEUc7mVkKV5zXb5RrPrZjgy0ghLliuVONU+SyEiRrssszVeKJx3qa3mDJX2cKM18FhrbeRaozFkc5mn9u9JL8sONGUzmXNNIxt9LpphRrfn5v6tY2yBrV6iysyMjR/fj02YmdGTfD7i1a+u/1np4kyxWl++ak8lTuwtx0xjGasTU+VYKiQRf/0L/de8xfLZQozkRldmTowsV2Pk/odjdKkWI9X6clEjlfosjT2NmRqTxb0x+SM/HpNPvmZVkDHwclERZinADtDaH625nGi50UOsdbv5YZJugcVWysS52bSZTCayjedcRGQaHwJpfnAn27LfyjER595vea/bWL4t6DhfXeuFG7t++dFdShACAMCWKTdulDdvord/cizaP0m2znsRce4XviSJKJejcPp0lEulqC4uxmKtFpVCoWNqfbdP9kec6+3QGm4stwQe6zWxHikUVi131LrdbRZA67WWG+dvBhDzpVLMd7lOMZeL0ZZwZDSfj+VqtR6odFlqqzUcyWQyHUtYrfWLcrfApzX0WK95ZCGbjbGWGRHNtZTXCjJ29AyJ3WIYS1SZmbHx43tUX9JuKeZLZ2L++y6N+StGYn7x4Zgv1joey/kkqtkkapmIWiaimjm3XRspRHXx96L2578btaQataQW1cZz/XW1cZOubSxpGbtxMaqlxca5I2rN8w/hftTUUjYum8/HeDm7Ek6M5sdi5PFXx8ij/nV9Oz8WI7mxGMmPxGju3FJRI7nRGMmPxkiu8To/ujKWzxY6L1aprD1D4kWbPEMC2HKtwcZ5H42Aoxe5ltAhn8msCh26BQnNEKI9bOgWVKy1T2vokR3S/8edb9bGyms/R+lCEAIAwAXR2iS63OVGemkDMwU2cs1mEJIpl2OkXP7/2bvvOLnqen/8r1Onz5ZsSTaVFAJECYgoEJBEkBIkAnkQ7u9awKt4QUB6s1wuKCgg4MVAvML1h9gQjeiNCUW5REpAIECoIYSQuput2Z0+p37/mJJpuzs7Mzs7u3k9H495nJnPOZ9zPhNKZuZ1Pp83NE2DLkkIx2IwLCu97FHmXXKDLWNVSOqOMk/GMkeOMu8iEzKm4Pty9lmp2Ro5y1HFTRMBTQNyls8SgaxwJBWYaKaJUM6xuYW89ZztUDNbUn8OzuTsltwvn0pyRgdNIGO1RBVnZgxJkywEM0OLJdMQ2va/iXBDDyS2eY8BhLQgQloAhqXvP9nxpQ0ZiAJ7Xyy1835q+acollN2YZr/IEzzH4Tp/oMw1TMD07cHMXX9m6h7f9fErx9BNIGlZkOkX2e05372zGyzc/oMt3xm7vHA/vpmmcW5M58XW79MFkUoggBXskh3qhh3oedSFZbbTIUgmQ8h83nG/twAJvd1MccUOnfuMay3QeViEEJERKWbOjW9hjoRjS9TJ0+G/tFHI+pjJr/U5f6InpotMNSSSEZyJkG6sKFpwsj40pr15TVjNkiyIasWQ+Y2k2wY8EciiBoGopqGXsuCrhS4G7cARRTTy1dlFbFOfums5pcuURDgTIYauUzLSocjWk5IMtRSWwCGDHuA5MyWzJoWBYIOqhHVKlo+VktUjYOZGaZgQ5Ns6GJyK9nQD2uB1vcudFODbmnQTQ1acptq00wNuhVPt2lmHLorBu0zYeh6NHEeEdAlG5qYOG9UyZ6poef+p9h5N9BZ2lueaGRRQZtvxv6wwz8L0/2zMc1/ECa5WvL/X34wgFPGZKhEE4KV/IyWWfMrt/ZE6rjh2grVlRisLbcmRa1JLeOUumEms1ZFammn3OfFnDOzGHeqX6HAIjdYKBReDHccAweaiBiEEBERERGA/CWRcmd1GIMEn5lT/vXUNhl8pO6GG+5LqpCxTU3FR/ILmJC6AyznmHS/5PGp5aBERYGsqrBdLpiqur9fxhe71JdTR/IH//Eyk0ESRbhFEe4CAU/qn1NmOJJaagtIzmrJXLYqJ+jg+sjjRDWLlo/VElVjMDMjqkfQ87lPoGfnP9DjNtHjNtHtNhLPPQZ6XSYiSjLwEO1Blm/aA6x5orQxzy6t24FIgIBW79SCYUerpw2SyJ85iAaTCi5S4YWZ8bqUttFWqP6EmFF/InMJp9wf79OfJ3PbM8+dc3zB9txtgWukalfIYnHFuVPnU3JuOFFzgo7U57VUkMJwgqg8/IRAREREdICKGQb6olEE43HEDWPQJZGs5JrFueFG6vVgAQmQCCdSX+JS0/lTzxVRhFjBH99FXYfDtqG7XDBcLvj8flhqFdddGWOpUMOb855Tyzjwy/MEUO2i5WO1RFUFa2ZYtoX+WC+6I3vRE96LnkgneiL7t93JbVgPJjqcVvplqbIaXc0Fw4423wyokmOsh0c0pqzMm1AKFNJO7UsHFyOoPTEYEYCYDB/U5E0kkiCk2yQhf6ZBbkHszLbMwtmFimmPl5tUUkRBKBhoDBZuyLwBhajqGIQQERERHUB000R/LIZ90SgiyaWUrORMEDMn7Eh9oR7qa7MsinClgg1JSqxhnHyeKo5NY4sByCiq1hJVwNgULR+rJaqKrJkRk6z0jI3u5CyOHreBnk9uQ8+6c9AT6URvpAumnb9sHCUIEOBV/XkPj+qHS3ZBEmSIgghRlCAKEiRBhChIiTZBgpTxPPFjaHablO6XcZwgJl9L6XNn7nfKLkzxTodHza2gRDRxZQYbxTysImZjCED6s5gqihBT4UWB4CK3rVDAUcnPE4PVjyimfahj82YNI39mSO7Mjtw+gz0f7FxCMgDhzFqi2scghIiIiGiCs2wbA8nwI6hp6fWVI7qOQDyOiK4XXLoqNWU/dyZH5oM/stMBq5pLVI1V0fISlqiykFg+SpNs6PUytNBuaGZ8kIeW9Vq3km2eKLQTItD0aFYdDk2yock2+pwmet0mQo5BYtrIq0Bk5G93PBIgwKP6soMMJT/U8Dny272qHy7FA1Hgj3dEI5VZu2K4bWqGhplxo0kpwYYIQE4t6ymKkCUJUvJH+EJFtcu5GUVKhiNS8gaX1PNi24YLNoiIxgKDECIiIqIJyLZthHUd+6JR9Mdi6XWcY7qOYDyOoKalZ3o4JAkuWd4/q2ME6xsTHZCqvURVGUXLzb4exJ9/GrFPfwKaGUfciCFmRqEZMcSMKOJmDJoZ3//ciCGW3MYXBRHr6YEm24hLNuLprYW4tD+c0LOeZ159F7D6hNLe85zSutUKWVSgiCpUyQFFUqGKt16KcwAAIABJREFUKhQp+Ug+z24rfJwqOeCUXQVnbXhVP9yKl0EGUQGpWa2Ztc7MnILcBbep58McVwmpG04cGTNrU4GCkhNypAKH4WQuSarkhBVyTnBRqC0VoPBGFyKaiBiEEBEREU0gMcPAvmgU+2IxaKYJILEcVlDTEIzHoSfXh5YFAX5Vhc/hgKNSS/cQHQiqvESVbdsIP/Fn9Pl19LnM/Q+3gT6XiX1OC1ElEUykwwrZgibZiMk2TBHAjouAHSO+NDAp+TiASIKMSe4WNLlb0eRsQdOAhaYPOtG0O4C6kAlVdkJpmw5l0YlQPnE0VMWVHW5IDsiiwnCCaBTZtg09uaynZppZgUeqvZgZFrlS9SmAjHoWGYW5c2teZBbxHqpdTAYMpRTUlpIzcgerOZH7nLMtiIgGx2+9REREROOckaz70ZdT9yOkaQjE44glAxEBgE9V4VNVuBSFd/sRjVQFl6jSTQ37Yj3oi3ZnPXqj3diX0xY/JAYcUsH3cYDyqn40uScnQg73ZDQnt5NcLWjyTEazezLqnZMYYhCNsdQSUkMFHYORBAGOZCiQ+UjNrAAKBx7Vkio0nlk0e6jnnJ1LRFQ5DEKIiKh0vb3ARRflt//sZ8CkA+wWUqIqs2wbgWT4MVzdD7csw+twwKsoEJNfqPsHBvCj22/PO+8N11+P+rq66r0RovFkmCWqbNgIqhb6XIkaFn0uE/vSszi60bv6C+hzGuiLdiMQ31fFgU9sWbM4kuHG/rAj8XySqxUuxT3WQyUiJJatKhRyaMl20xqk/g8AVZLgVdV0YJAKDdRhgoPUzIrcotvFPBczZnyU8jwz/GCwQUQ0dhiE0LhiWRZ27tyJHTt2oLOzE4FAAJqmwe12o76+HocccgjmzZsHSZKGPxkRlS8WA/74x/z2n/yk+mMhOgCMtO6HV1UTPxYU+HtRi8fx9DPP5LVfdcUVo/kWiEaHYSRCinXrgK1bEwW+XS5g7lxg6VJg0SKYogDNzK6LkVkvI27GEDNi0MwY4snX8eSxcTOeeP7GC4if2A1NthFLFu5O1cyIyjb6nSaMoT6Gxt4FYlX7U6lJquQY9JGqiZHXLmW3exV/IujgLA6aAOwSlnACUJFZDLZtw0rWvLBSz3PaUq+tIdpz2zLPl27PuN5gRCSCDreq5oUcqSBhsPetShKcsgxHcuuUZTiSW2eyDhoRER3YGIRQzevr68P//M//4LXXXsN7772HaDQ65PF1dXVYtmwZvva1r2HKlClVGiUREdHoKbbuhyQIqGfdD5pADEtHWAsipAUQ0oMIa8H063DydWjbuwi9sxFhK4pwvYXIsRZicqqw9ybEt/wB8W2AIVagvG198jEBSIIMh+yEQ3JmbF1wSI6M506oshNOyQlHRzfUVzfBGYxCNUQ4TAEOQ4BqZjx89VDOWQH16GMLBhqyyCX5aHxJ/YhvFggEMkMA07LyfvzPDAGG6z8RpZafSs2qUDNmV6QKeg+2dFUuAcgLNnIDD9bGICKi4fAbMtW8PXv24MEHHyz6+IGBAfzqV7/C6tWr8b3vfQ/nnHPOKI6OiIhodKTrfsRiiOg6gP11P4KahmiyFkiq7odXVeFm3Q+qIaZlIqKH0qFFSAskggs9kA40Uu2h5PPckCNuFjl9YsbovpdaIVlAQ1RCY87Dq4lQk8GE0xTSQYUzGVQ4LroMzmNOgJoOOZyQRWXkAzjTADZsANauzZ95c8YZwKJFAGdm0ziimyZCmoaQpiFiGDAtKyukqKTUUkvpYCA5uyG1jFKuagQkhZZ/yhxjbpghAhBFMW95qUJ9R0IShHSoUSjwUCWJn2+IiKhsDEJo3GlqasLBBx+MmTNnoq6uDpIkob+/H++99x7eeOMNWMm7YiORCG688Ubouo7zzjtvjEdNREQ0vFTdj32xGALxeFbdj6CmIZysBQIALlmGL6fuB1GlWbaFiB5CIN6PoDaAUHwAAa0fwXgAIW0AQW0AweS+YDyAoNaPYHwgHWZQcXxqHRpdzWh0NaMhuZ2U3Da6mtGoNKLx8m/D3zEAseBPpkNoagKWrKhMQCHLwGc+k3gQjUNaRvAR0rSsotsiAFmSIAsChGQth8wf9zMfQnJWQ7oGBPYHBKnwILf/RPshPzWzo9Cfj5h8/4PtU0SRy1YREVHVMQihmidJEo4++miceuqpWLRoEWbPnj3osXv27MEtt9yC9evXp9tuu+02HHvssZgx4wC5VZCIiMalnkgEHcFgVt2PkKYhEI+n636okpSe/VGo7gdRIbZtI2qEEYyngoucAEMLpAOOUDzxOrUvpAUwcRduGV2KibyZG42NM9B45r/uDziSD1VyDH/Cb1wJ3HzzyAdyySWcpUEHrLhhpEOPsK5nBR+SIKDO4YBHUeBVVbgqMKtSANIBgJQTCAz1Oveqlfi/bjG1RzKLeY801CAiIhpvGIRQzTvssMPw61//uqhjp06divvvvx8XXnghXnjhBQBALBbDb37zG9x4442jOUwiIqKSDcRi2B0IwEjW/Qiw7seEYloGeqNd2BfrhWbGYZg6dEuDbmoZW33/1opDNzUYlg4tudVNDZqlwcg7XoOePF9qX7pPcl/cjMGyzeEHeoASBREOyTVkvYxEnQwX1K4+OF58Nbn8lJCok2EKcBgiHIaAuriYtVxV3oI3N18PzC9xNsXixUBXF7BqVfF9vvnNRD+iA0RU1xFO3kgQ0jQYlpXeJ4si6hwOeJM3FLiU/cvDiYIAv8MBV7LWRDHhRaF9E23WBxER0UTCb9M04UiShKuvvjodhADAc889xyCEiIhqkmaa2DkwAMuysCcYhG5ZrPsxjti2jZAWQGd4D7rDHegMt6Mr3I7OcDu6k8+7I50MIirEITnhUX3w9MfgDcTh0UR4NBFePbnVRLh1EU4jUR/DkayXkX6erJvh+PgnoP7nD+CQnCMr4G0YwG//BejtHfngm5oSNTTKsWIF0NICrFw59BiamhIzQRiC0ARm2zZiGTM+QroOMyP4UEQRDU4nPMm/T50ZNxNIyeCj3ulEvdMJn8PBWQ5EREQTHIMQmpAWLFgAt9uNSCQCAOjo6BjjEREREeWzbRvb+/th2ja6IxHoloU6hwOTXC7W/agRmhlHd3hvVriRCjsSjw5EjfBYD3NcUEzAY8jweibBU9eaCDQUH7yqHx7VB6/iy2vLbVckNXGy5cuBvr7SB/P+HkD1j7yfLAOXXjq2S1QtXgwcfzyLltMBJ1UzKzXjI6xp6eUkgcTykXUuF7yqCo+iZM2iTM0GqXc6Ued0wqeqvMmAiIjoAMMghCYsj8eTDkKKWR+ViIio2jpCIUR0HYF4HEFNg0OS0OR288eZKrFsC/2x3nTI0RVqR1ekA13hPegKJdr2xXrGepg1xSm74VPr4HP44VPr4VPr4HXUwbd9L/wvvwVvXIRPE+GLS/AlZ2gkZmwIUM2McO+bXwI+f27pA4lGy3sj5fSvhSWqWLScimDbNqychw3ktw1xXG6x76wC4YKQrokx1HGlspLBRyr0COs6rIzvdQ5JQr2qpmd8qBnhnyKKqEvO9qh3OuHh7EoiIqIDHoMQmpBisRj6+/vTr6dPnz6GoyEiIsoXiMfRFQ5DM010h8MQAUz2evlDTYXYto3+WB86g73ojnSgO7w3sY3sTS9h1R3ugG5pYz3UqlNEFT5HXSLIcNTBp/rhcyRCjUTIUZcOOPzJY7yqHz61bv+MjEzr1wMP3gygvvhB3H8/0NxcejjgcpUXZrhcpfcFuEQVVZxpWTBte9DtkOEFAMuy8kKOWpEVjgAQRREisoOT3CLcEV1HWNOyioY7JSld38OjqlAygg9VktKhR53DwWUliYiIKA+DECrL1q1bsWXLFnR1dSESicDhcKCxsRFz5szBoYceCiWjAF01PfHEE9B1Pf16yZIlYzIOIiKiQjTTxM7+fli2jb3BIGwkQhCFS9kUxbIt9Gl96Ix1oSvWha5Yd2Ib3YueyF7s1XvRpfVCq8GQQxQkqJIKRVQhiwpUSYUsqlCSbYqkJLaikmhL7ldFFXJyX6KPAkVyJI5L91f2H5+6hqRAFdVEkJEMOxyys3JvyDASYUApVq5MLPEkl/CVZO5c4OWXS7tuqn+5uEQVZRguyMjb5rSVKjUTIxUmyIIAQRSHnaUhAom2YY4rOFskFb7YNizLgoXCs0+yZqAkjzNtG4ZhpPcNxSXL+4MPRYGc8d+SU5bTS13VO51Zhc+JiIiICmEQMk7s2rULb7/9Nt555530Y2BgIO+4hx9+GJ/+9KdHdSwdHR14+OGH8de//hVdXV2DHufxePDZz34WX/nKV3D44YeP6pgyffDBB7j99tvTrxsaGnD++edX7fpERERDsW0bOwcGYNg2esJhaJaFeocDHrXAnfYHIMMy0Kv1JQOOrkTYEd8fdnTGutAd74ZZg8XH3YoXLZ42tHra0JJ+TEm2TUWTu7XwjIrx7IUXSiscDiT6bdhQ2vJOS5eWF4SccUbpfTNxiaoJzbAsxA0DmmkibprQTbNgqGGUEGRIyRBCFUVIspx+PdhWRHImRWpWRUZwUUmp80rJbSrQSM1KqSR7kMDERiLokDJqZblkef+MD6czq/A5ERERUTH46aEGFRt6VJtlWfj5z3+OVatWIRaLDXt8OBzGmjVrsGbNGnzhC1/A9773Pfh8voqPy7ZthEIhbNmyBU899RR+97vfIR6PAwDcbjd++tOfYtKkSRW/LhERUSk6w2GENA3BeByBZF2QRrd7rIdVVbql45XeV/FhaFsi8Ih3p4OPnngvEvcN1xZJkNHkbk2EHN42tHimosU9BS3e/cGHt5Ti2+PdunXl9V+7trQQYdEiYNKk0kKYpqZEfzrgWbYNzTQTQUcy8Ei/Ns0hf/gXkaiNIQsCHIpSMMCQJalg+0gDjFQdjsyAQkwFJGW25bYPNy4rGQBlhiOF2lKvi23LXf7LJcvpGh91DkdW4XMiIiKiUvDTRA06++yzEQwGx3oYWWKxGC6//HKsX7++pP5/+ctfsGnTJjz44INl1+vYtm0bPv/5z6dfW5ZVsBj64sWLceONN2LWrFllXY+IiKhSQpqGvaEQ9GRdEAGJJbHKKSY7Xti2jbcH3sG69sfxt71/x4AeGOshZfE7GrJmcrR62tCcMbuj0dUMSeQSR3m2bh2b/rIMXHopcPPNI+97ySVcruoAoidDjayQIxl66IPM5JAEAQ5JgipJcMgy1ORzVZIgp5aTGuH/t2VRzHooOa+HemTOjBhroiBA5H8/RERENA4xCKFhmaaJyy67DM8++2zB/YqiYM6cOWhoaEA4HMbWrVsRiUTyjtu+fTvOP/98PPLII2hpaSl5PLZtwzQHXw5DFEV88YtfxIUXXojW1taSr0NERFRJumlie6ouSCgEC0CrxzPh64K0RzvwePsTWNf+OHZGdo3JGDyKD82eKWh2T0azZzKa3JPzlrByymUWzz5QlVOwvNz+ixcDXV3AqlXF9/nmN1m4fIIxLSsr5NAygo+4YQxah0JNFt5OBx4ZwcdgwYMqSXkBhiJJwwcZo7CEFRERERGNDIMQGta9995bMATx+/245JJLsHz58qwlr3Rdx//93//h7rvvxvbt27P67NmzB1dffTUeeughSKP0w49lWfjVr36FRx55BF/+8pdx5ZVXQuW660RENIbSdUEsC32RCOKmCZ+qwudwjPXQRkVID+Hvnf+Hde2P4/V9b4zqteqUOrQ4W9DqbEar0oQ2oQ5NnimY5J8Kf+s8TKqbDrfiHdUx1BzDSNTuWLcuv4D30qWJZaEqtcyMy1VemOEqM4BasQJoaUkUXh9qmaympsRMEIYg44ppWTAsC7plQTfNrOepwGOw+hySIMClKOmZHJlBhzLIjA5JEOCUZbgUJbGV5azXB8LsPSIiIqKJikHIONHW1oYFCxbgYx/7GBYsWICGhgYsX7581K+7efNmPPDAA3nt06ZNw0MPPVRwmStFUXDqqafihBNOwGWXXYbnn38+a//LL7+MRx55BF/84hdLGtOcOXPw/vvvp19rmob+/n689957eOKJJ7BmzRroug5d1/GLX/wCW7ZswapVqxiGEBHRmOkKhxHUNIQ1Df3xOFRJQvMEqwtiWAZe6v0n1rY/jue6nkPc0so+Z6PakAw5WtHiaEaLsyX5ugUtjmY0O5vhlJzp40VdhyMYhO5ywXC5EPE3wlIOsL//168vHApEo4ni4i+/XNlQYO7c8oqWz51b/hgWLwaOPz5ReH3t2vzw54wzEuHPBJ99NV7YyXoQenJpKqNAyJFqH6pGh4DEDA1X5qyOjGWsBpvV4UyFGzkhhzPZl4iIiIgmJgYhNWjKlCk45phjsGDBgnT40djYmHXM7t27qzKWH/3oR3nLULndbvz85z8fttaH2+3GypUrce655+KDDz7I2nfvvffirLPOgsfjKXuMqqqipaUFLS0tOPHEE3H++efjoosuQkdHBwDg+eefx3333Ycrr7yy7GsRERGNVDijLkhnKAQBiSWxxBpa871Utm3j/eAWrN2zDk/t/Rv6tH0j6t/mmoL5vvnpGR2poKPF0YJmZxNU8QALMcr16KPFLRPV05OordHdDZx7bnnXXLq0vCDkjDPKu36KLCeKrpdSeH0cGSw0sGwbApAudi0KQlmvBWDESzlZtp03PiNjjLplwRiiLkcmRRThSC5DpUhSevkpJWM5qsFCC1kUCwYdLlmGg7M6iIiIiA5YDEJq0Jo1a8Z6CACAt956Cy+++GJe+8UXX4w5c+YUdQ6Xy4Xvf//7+Jd/+Zes9v7+fjz66KP46le/WpGxZjrkkEPwwAMP4Oyzz4au6wCAhx56CF/96ldRX19f8esRHdDcbuDrXy/cTkQwLQs7BgZg2TY6k3VBWjweOCq1LFEZnE4nvrBsWcH24XTGuvBE+5NY1/EEtoW2jei6XtmLz00+CUvbTsfC+sO5bn6lrF8/sloZAHD//UBzc3kzQxYtAiZNGnpZqsE0NSX606ABR27b4PMjKq+Y4MROjd2yYA4TcIgAZEmCR1ES4UZOjQ0lFXQMMytDTBYyz53NkQo+JnrdJSIiIiIqzdh/C6ea9eijj+a11dfX48tf/vKIznPkkUfi+OOPz1sia7SCEACYN28eli5dir/85S8AgFgshvXr1+Oss84alesRHbAaGoACy+cRUcLOgQFopom+aBSxZF0Qf43UBfH7/fjujTcWfXzEiOCZzvVY2/44Xu3bCHsEP8lKgoTjmo7F0rbTcELz8XBItfFnMGEYRmI5rFKsXJlYVqrUcE6WgUsvTcwwGalLLpnwy1VVIuAQACiSBJeipMOC3FkSkijCtm1Ytp3YAhV/nZrxkXqdIgkCFFGES1WhFpi5kXo+2FJVKYooppe1UgssdZV6yBNgNh0RERERVR+DECrIMAw8+eSTee1nnnkmXCUUtVyxYkVeELJt2za88847WLBgQcnjHMpxxx2XDkIAZNUVISIiGm094TAG4nFENA37YjHIojju6oKYtolXezdibfvjeKZrPWJmbET9D/UfijPaTscpU05Gg9owSqMkvPBCaTMygES/DRvKW1Jq8WKgq2tkM1K++c1RKVxuWhbM5I/3NhI/5gOJmQupehOF9qXaRro/d19uce9yA45iZkikgobUe8x8jKbUn89Qs7pSdTyKCTi4ZBURERERjSYGIVTQG2+8gYGBgbz2U089taTzLV68GE6nE7FY9g8ozz777KgFIU1NTVmvQ6HQqFyHiIgoV0TTsCcYhGGa6AyHIQCY4vWOm7ogW4Nbsa79CTzR8SS64z0j6tvqbMXpU07F0rbTcZB31ugMkLKtW1de/7Vry6+tsWIF0NJSuFB7pmEKtVu2nQ4zRro1iqg9UQ2VDDgyQwPHIEHCYAFCKqDJDUcq+Sg0zsyHIopc/o6IiIiIagKDECron//8Z16by+XCEUccUdL5HA4HjjzyyLyaIy+99BIuvvjiks45nNzgw+/3j8p1iIiIMmXVBQmHYdo2mlyumqgLMpSeeC+e7HgK69ofx5bgByPq65bc+GzrEpzRdjo+0XgkRGF8BD4TxtatY9s/yTrxRFjHHQdrwwaYTzwBe9s2mPE4TLcb5uzZME86CeZRR8EUBJj9/XlhhmFZI66BIQKQRBGyIMChKJAEAZIopmtYpH6Ezy0ALqQeydep2heF9g3XN3N/qg7GUMoNOIolZNT1ICIiIiI60NX2N3IaM2+99VZe26GHHgpFUUo+5+GHH54XhLz77rsln284ueeeMmXKqF2LiIgoZVcggLhpYl8shqhhwKMoqC9hWclqMG0TT+99Bmvb1+Glnn/CQvF31IsQ8alJR+OMttOxuPVEOKXhi6zTKIlGizrMBmAJQv7DMGDFYll3+qeWl0o9T9WKMIeZHQAAOOSQxKOIsQpIBBmSIMCVEWQMtpVzXldztkEq7BhqKwpCVpjhGIWAg4iIiIiIRo5BCBW0ZcuWvLZ58+aVdc758+fntQUCAezZswdTp04t69y5YrEY1qxZk9V23HHHVfQaREREuXojEfTHYojqOvqiUciiiFaPZ6yHVdA+bR+uff0GbOp/c0T95vnmYWnbaThtyilocjQN34FGjZmsRWH4fDAsC4YoDvowRRH2YD/A+3xAf3/R1xWR+OE/FUwIyULYIgAxORsj83lmmJEqmp05c2MkUufIfKSWnMp8SMkZHsWEF0NtUzNLgKFrYRARERERUW1jEEJ5NE1DR0dHXvvMmTPLOu/06dMLtu/atWvQIETTNGzbtg2HDHZXYQGWZeGmm25Ce3t7um3hwoWYPXv2yAacVCgUKsWOHTsqch4iIqpNUV3H7kAApmmiM7k842SPpybrguyJtONbG6/Azsiuoo6fpE7C6W2Juh/zfHNHeXQHrnSwYVlFPU877DBg8+b8E9o2JMuCbNtQdR2ibUOybYi2DSHjuTh7NkSfLxFgFHhIopie7SCV+e+zmBNkKDkBxnAPhhFERERERFQKBiGUZ+/evbAKFJtsbW0t67yD9d+zZ8+gfWKxGM466yyccsopOPvss7Fo0SKoqjro8Zs2bcKdd96JV155Jd0miiK+853vlDzuM888s+S+RBOeZQGBQH673w/U4I+/RKPFtCzs6O+HDaAzHIZh25jkcsFZxpKSo+X9wBZcvvEq9MZ6gXiBAxwARMAhOrCkdTGWtp2Goxs/CVnkx8ZSWbaNuGEgahjQTDNdD0NPBhup58VIzYhwKMr+MOH44yH985+QbRuKZUEyTci2DdmyUFRscOqpQIGZS1JGEJI5gyNzhsdw+6WcIIPLQhERERER0VjgN1rK09fXV7B90qRJZZ23qanw8hmDXS/Ftm08+eSTePLJJ+FyuXDIIYdg7ty5qKurg8vlQjgcxt69e/HWW29h167sO1sFQcAPfvADLFy4sKyxE9EgOjqAadPy23fvBiq85B1RLWsPBhEzTeyLRhExDLhlGfXO2quZ8Urvq7j29esRNiNACMDd+cccfsvHcfZhX8CS1sXwyLW5rFctMy0LUcNAVNcRjcUQ3bgR0RdfBPbsAeJxwOFI/P/x058GPv5xSLIMWRThyQg2Rjwj4sQTgVWrgN5eAIBimlBNE4plpZ/LlpWeASIln0uWBXHyZEjLl0NSlKwgI7N4OBERERER0XjHIITyDAwMFGz3+XxlnVeSJLjdbkQikaz2/hGsSR2NRvH666/j9ddfH/bY1tZW3HzzzViyZMmIx0pERFSsfdEoeqNRxHQdvdEoZEFAq9dbcz8i/23v33HTm7dAt/Uhj/vhwh+gpaWlSqMa3zTTTAQeqeAjOeMDAPDGG8Bjj0Hs74fHMODSdbgMIxFKfPQR5GefhdzYCOGSS4DFi4e8jpKsg6FK0uDPr70W6r/+a/GzQFJuv73gbBAiIiIiIqKJZMIGIZZl4bXXXsNrr72G7u5uWJaF1tZWfOxjH8Oxxx5bcz9O1JJwOFyw3e12l31ul8uVF4REo9FBj/d4PLj99tvx3HPP4ZVXXkFnZ+ew1zjssMNw9tln45xzzoHX6y17zERERIOJGwZ2DQzAsizsTf792er1ll1HodJ+v+MPuGvzPbBhj/VQxiXbthE3TUR0fX/wYRgwc5azkkURPlWF629/g+uhh+DWdThSwUgGJTVbY/duqNddB+W666B87WuJQCMn5FCKrYtx3nmJWSdXX138G7v7buDcc4s/noiIiIiIaJyakEHI008/jTvuuAM7d+4suH/SpEm47rrrsGzZsiqPbHwwDKNguyyX/69LoXPo+uB3pkqShLPOOgtnnXUWAKCrqwsffvghdu/ejUAggFgsBrfbDa/Xi2nTpmHBggXw+/1ljzPTmjVrKnKeHTt24NJLL63IuYiIaOxZto3t/f2wkKwLYllodLngqqG6ILZt474PVuGXH/1qrIcybpiWhVgy6Mic7ZEbITkkCT6nEy5ZhktR4JJlKJIErF8P/OxnABKBh0/T4M14uHQ9f8bGtdcCM2eWH0pcdRUwfTpwxRVAe/vgx02dCtxzD0MQIiIiIiI6YNRcEBIOh3HcccdB07R025lnnok77rijqP6/+MUv8OMf/xi2bcO2C9/12NPTg+uvvx4vvfQSbrvttoqMeyIpVCgdSBQdL5ckSXltgwUvhbS0tFR9uY6DDz64qtcjIqLxoT0QQNQwMBCLIazrcMkyGmqoLohhGfjBOz/E2vZ1Bff7ZC+CCFV5VLXFsKx02JGa7RHPmcEhAHBmhB2pbe6sH5cswyuK8P7wh/B2dsKraQVngwzqiiuAs84Cyg3Szj03cZ41a4AHHgA2bQKCQcDnAxYuBC68EFi2DKjADS5ERERERETjRc19A3rmmWcQj8fTrwVBwPnnn19U3xdeeAF33nknbNuGMEyBR9u28dhjj6G+vh7XXXdd2eOeSAqFFQBgjuTL/CAKhR5KDd2//WZlAAAgAElEQVQ5S0REVIyBWAw90SjihoGeSASiIKDV46mZpTejRhQ3bPoONvS8WHB/q7MVN8//D1yES6o8srFj2TYiuo6wpiGcDD30nJs/JEGAV1WzAg+nLGf9cxUAeFQVXlWFL7n1qCpkUQRWrwa2bCltgO3tifDinHPKeJdJipI4TyXORURERERENAHUXBDyj3/8AwDSXzjnz5+PBQsWDNvPNE3cfPPN6RAkU+bMkNQ+QRBg2zYeeughnHrqqVi4cGGl3sK4p6pqwfahlrAqVqFzDHY9IiKiWqSZJnam6oKEQrABTPZ4IA9yI0G19Wv9uOK1q/HOwLsF98/xzsa9R90DBKo8sCozLQuBWAyBeBxhTUMkZ3krVZJQ53BkzfRQc/4ZyqIIbzLsSD3cigJxsMDrwQfLG/QDDzC8ICIiIiIiGgU1F4Rs2rQpHVIIgoAlS5YU1W/NmjXYuXNnVghi2zaampqwZMkSNDQ0YOfOnXjmmWeylt2yLAs//OEP8cgjj1T8vYxXHo+nYPtgRdRHotA5BrseERFRrbGTdUFM20Z3JALdslDvdMJTI6F+e7QDl716BXZGCtdJO7LhCNx15B3wKT50BbqqPLrRpZsm4poGORpFQNcRUBT0mib05MxTt6LAoyiJGRyKkhdcOSQpHXb4HA54VRXOkS4ftWlTeW+i3P5ERERERERUUE0FIYFAIC/MOP7444vq+8c//jH9PBWifPazn8Vdd90Fl8uV3rdz505ceOGF6evYto1NmzZhy5YtrAWRVF9fX7A9ECjv1tF4PJ4VQqU0NDSUdV4iIqJq6QiFENF1BOJxBDUNDknCpIzPGWNpS+ADfGvjlejVegvuX9KyGN8//D/hkBxVHlnl2bYNzTQR1XXETBMxXYdh25ANA35dhyGKcMsyZK8XTo8nbxaHS5bhT4YdqYdSiRk9weDY9iciIiIiIqKCaioI2bkz/+7F+fPnD9uvo6MDGzduzApQGhsbcccdd2SFIAAwY8YM3HvvvTjnnHOyioKvXbuWQUhSc3Nzwfaenp6yztvd3V2wvampqazzEhERVUMgHkdXOAzNNNEdDkMEMNnrrYm6IK/2bsQ1b1yPsFF49uby6efg2kOvgiTUxvJdI2XZNuKGgahhIKbriBkGMqt7yMnaHh5FQYMgAB4PDLcbEY8HdjLoqHM6UedwoM7pzFsCq2J8PiBURgF6n69yYyEiIiIiIqK0mgpC9uzZk/W6tbUVXq932H7PP/98ehZIanveeecN2nf+/Pk46aST8NRTT6V/vHjttdfKfwMTREtLC1RVzZu90d7eXtZ5Ozo6CrZPmzatrPMSERGNNs00sbO/H5ZtY28wmKgL4vVWZhZBmf629++46c1boNuFa3ldNPcb+LfZF9REYFMs07IQMwxEdR1Rw0DcNLP2q6IIpyzDmazvkfrnIOo6VF2Hqqpwer3wtLTA7/dDEsXqDHzhQmCQzztF9yciIiIiIqKKq6kgpK+vL+t1Y2NjUf3++c9/5rUtW7ZsyD4nn3wynnrqKQCJ5RXef//9Ikc58QmCgBkzZmDr1q1Z7du3by/rvIP1nzFjRlnnJSIiGk22bWPnwAAM20ZPOAzNslDvcNREXZDf7/gD7tp8D+ysMuAJIkTcuOB6nDVt6M9EtUA3TUSTwUfMMKBnzNoVADglKR16OCUJUkYAJYsivIoCj6rCbdtwyDJEnw+i1wvJ6YRQrRAEAL7+deCJJ0rvf+GFlRsLERERERERpdVUEBKLxdLPBUEouoj2K6+8knWX48yZMzFr1qwh+xx66KFZr4PBIPbt28d6FUmHHnpoXhCyefPmss753nvv5bVNnjy56MCLiIhoLHSGwwhpGoLxOALJuiCNbveYjsm2bdz/wc/w0EcPF9zvEFXcuvAHOLHlhCqPrHhxw8C+WAxRXYdp7w9yRABuWYZLUeCU5USwkfE5L1XU3JNcCsuRUdDc1jRYYznzZdkyoK0NKGUW7dSpif5ERERERERUcVW8RW54mUEIACiKMmyfzs5OdHZ2AthfJP3Tn/70sP2mTJmS1xYqZ03nCWZhgaUZPvzwQwTLKOL5xhtvFHUdIiKiWhHSNOwNhaAn64IISCyJJY7hj+2GZeCWt28dNATxyz7c98mf1nQIEtI07A4EENI0CIIAn6qi2e3GdL8fsxsb0eb3o8HlgltR4FUUtLjdOKi+Hguam3FoczOm19Wh0eXKCkGGpOvA6tXA6acnggqfL7E9/fREu154WbERUxTgJz8pre899wDFvh8iIiIiIiIakZr6tuVwOLJeRyKRYfts3Lgxr+3oo48etp+7wJ2cDEL2O+644/LaTNPEhg0bcOqpp474fL29vXj33Xfz2o899tiSxlcr2tvbi66dsmvXrlEeDRERVZJumtieqgsSCsEC0OrxjGldkKgRxY2bvosXejYU3N/qbMVPj/oJDvLOqu7ARmBfNIreaDRdbD5ziTERSMz0SM72cCtK+fU9/vAH4Ior8mdphEKJeh5PPJGYjXHPPcC555Z3LSBxjrvuAq6+uvg+d99dmWsTERERERFRQTUVhGQWN7dtG11dXcP2eeWVV/LajjrqqGH7xePxkQ3uADNnzhzMmDEDO3fuzGpft25dSUHI448/DtvOXr9cEAQsWbKkrHGOtdWrV2PlypVjPQwiIqqwdF0Qy0JfJIK4acKnqvDl3LRRTf1aP6587Rq8PfBOwf1zvLPxX0fdg1ZnS5VHVhzbttEdDiOgaZBFEVO8XjhkGV5VRZ3DAY+iwKUolS3qft99wDXXDH/cnj3AihWJQOLKK8u/7lVXAdOnFw5gMlUygCEiIiIiIqJB1dTSWLm1Ijo7O4edpfGPf/wj6wvzlClTCi57lSsQCOS1FVuT5EBRqOD8008/jY6OjhGdx7Zt/OY3v8lr/9SnPoXJkyeXPD4iIqLR0hUOI6hpCGsa+uNxqJKE5jGsC9Ie7cDX/vnvg4YgRzYcgZ9/alXNhiCWZaEjGEzXWJnm88Ehy2hxuzGnoQHNHg/cqlrZEGT9euA73xlZn6uuSswgqYRzzwW2b08svXXaacCUKYDXm9iedlqifft2hiBERERERERVUFNByPz587NeW5aFDRsKL/0AAJs2bUovS5SqD/KpT32qqGv19vbmtfl8vhGMduJbsWJFXp0WXdfxkxGufb169Wps27Ytr/1LX/pSWeMjIiIaDeGMuiCdoRAEJJbEEstdoqlEWwIf4N9euhA7IzsL7l/cciLuPeoe+BV/lUdWHN00sTsYRMQw4FEUTPX5oCTDkDa/v7LhR4phAKXO2LziisrWDDnnHODxxxMzQ4LBxPbxxxPtrAlCRERERERUFTX17Wv69Onw+/1ZBbl/8Ytf4JRTTil4/C9/+cu8tmOOOaaoa23evDnrtdvtRkNDwwhGO/G1trZi+fLleOSRR7La//znP2Px4sU4/fTThz3HRx99hB/96Ed57QcffDBOPvnkio11rCxfvrzoOie7du3CDTfcMMojIiKichimiR0DA7BsG53JuiAtHk/xRbkrbGPfa7j69esQNsIF9y+ffjauPfRqSMLY1S0ZSsww0BEMwrRt1DscmOR2QxIEzKqvh9/pHL0Lb9wIFLjppSjt7cCaNYmggoiIiIiIiCaEmgpCAOCkk07CY489BkEQYNs2Nm3ahNtuuw033nhj1h2Df/7zn7Fu3bqsNlVVi/5x/Z13speWmD59emXewARz+eWX44knnkB/f39W+3XXXQfTNPH5z39+0L7vvvsuLr744qxgK+U73/nOmN1ZW0ltbW1oa2sr6li/vzbv1CUqS3Mz8PLLhduJxplUXRDNNNEbjSKWrAviH6O6IH/f+zT+482boduFZyf8+9wL8bXZXy15RkVDQwMe+p//KdheCamZNTaAJpcL9S4XFFHE7IYGuHJmnFbcM8+U1/+BBxiEEBERERERTSA1F4QsX74cjz32GACkw5Bf/epXWL9+PU444QR4vV68+eabeOmll9J9Ustife5zn8squD6Ul19+OX1+QRDyluUaS7t378ZJJ51UUt+vfOUrwx7z9NNPY9q0aUWdr7GxEbfeeisuueSSrHZN03D11VfjL3/5C8477zwcccQRaGhoQDgcxubNm7FmzRo89thj0AssLXHBBRcUPXOHiGqcqgJHHz3WoyCqiK5kIe+wpqE/FoMiimNWF+TRHX/AjzffAxt23j4RIm447DqcPf0LZV1DURQsOOywss4xmP5oFD3RKAQAU7xeeFQVLlnGQQ0NUKUqzF7Zvr28/ps2VWQYREREREREVBtqLgj55Cc/icWLF2P9+vUQBCEdVuzcuRO//e1v08elAowUSZLyfqwfzLZt2/DBBx9k9T/iiCMq9yYmmJNPPhlXXXUV7r777rx9zz77LJ599tmiz7VkyRJcc801lRweERFR2UIF6oJM9nqrPnvRtm2s2vrf+P+35S//CQAOUcWtC3+AE1tOqOq4imXbNnojEfTH45AFAVOSRdH9qoqZ9fWQqvXnGYuV17/AbFYiIiIiIiIav2pybaKbbroJzRnLqmQGIqlHZoghCAK+8Y1v4KCDDirq/I8//nhe25FHHln+wCewf//3f8eNN94IqYy7OJctW4Z77703rwA7ERHRWNJNE9v7+2HaNvYm64I0j0FdEMMycMvbtw4agvhlH+775L01G4JYloWOUAj98TgckoSpfj8csowmlwsHNTRULwQBgHLrj/h8lRkHERERERER1YSaDEKmTJmChx56CJMnT4Zt718SIhWIpEKQVChyzjnn4Fvf+lZR5zZNE3/84x+zgpSmpiYccsghlX0TE9AFF1yA3/3ud1iwYMGI+jU3N+OOO+7AnXfeCVVVR2l0REREI2fbNnYFAjAsC73hMOJjVBckakRxzevX46/tawvub3G24IFP/zcWNiys6riKpZsm9gSDiOg63LKMqT4fFEnCVJ8P0+rqSq5jUrJZs8rrv7A2/5yJiIiIiIioNDW3NFbKnDlzsG7dOqxatQqPPfYYuru7846ZN28eLrroIpxxxhlFn3ft2rXo6OjIajvxxBPLHm8ltbS04Pe///2onr9UCxcuxJ/+9Cds2LAB//u//4sNGzags7Mz7zi/34+jjjoKp512GpYuXcoAhIiIalJvNIqwoiBoWRjQNDgkCc0eT1XHEDWiuHTj5Xiz/62C+2d7Z+Peo+5Bq7P0v79HU9ww0BEMwrBt+FUVzR4PREHArPp61JU7M6NUS5YAL7xQev8LL6zcWIiIiIiIiGjMCXbmlIsatnnzZuzduxehUAg+nw/z5s1DW1vbiM/z6KOPYuvWrVltZ555Jj7+8Y9XaqgHnEAggK6uLkQiETgcDjQ0NJQVtkxUW7ZswZlnnpnVtmbNGhx88MFjNCIiogOTHYvB3LsXgd5edHR2IujxYEc4DAHA9Lo6KNUo5p1kWAaufeN6PN+9oeD+I+oX4q5P3AG/4q/amEYinKytYgOY5HKhweWCLIqYXV8Pd6GbIAwjEVCsWwds3QpEo4DLBcydCyxdCixaBJSxJJmtabD6+iA4nRC//nVIb78NIR4f2UmmTk0UW6/y0mhEREREREQ0esbNN7xDDjmkIstXrVixogKjoUx+vx9+f23+QENERFSIZprYEwgAloXOYBC2KKLV661qCGLbNu5478eDhiCLWz6D7x9+M5zSGM2qGMZALIbuSCRRWN7jgdfhgFOSMLuxEWqhP8f164GVK4He3uz2aBR4+eXEo6kJuOQSYPHi8gYny8CllwIXXTTyvvfcwxCEiIiIiIhoguG3PCIiKl0wCPzsZ/ntF13EYsNUsyzbxvZ9+2ACCMXj0BUF9S4XvFVexvGhj36Jx3b/peC+c6adhesOuwaSMHrBTDgcxp8eeyz/2mefDc8Qy4PZto3eSAT98TgkQcAUrxdORYFPVTGrvr5wUfRHHwVWrRp+UD09wM03A93dwLnnjuTt5Fu8GLj1VuCaa4rvc/fd5V+XiIiIiIiIag6DECIiKl0gAFx3XX77v/4rgxCqWdv27UPEMBCNxxHVdTicTkxyu6s6hnXtj+P+D/674L7l08/G9YdeO+oFxsPhMO6977689lNPOWXQIMSybXSGQgjrOlRRxJRkUfRJLhem+f2Fx7x+fXEhSKb77weam8ufGXLJJcCMGcAVVwDt7YMfN3VqYiYIQxAiIiIiIqIJqcAte0REREQTU2cohI5QCDFdx75oFIIgoMXrHfXQIdPLva/glrdvLbjvhObjcc0hV1V1PMUyksuJhXUdLlnGNL8fiiRhiteL6XV1hcdsGInlsEqxcmWif7nOPTdR82P1auC004ApUwCvN7E97bRE+/btDEGIiIiIiIgmMM4IISpDe3s72oe6wzTDrl27Rnk0REQ0lLCmYUtvLyzLQlc4DAVAo9MJQRRhVWkMHwS34ro3boRpm3n7FtQdhlsPvwWyWHsfz+KGgY5QCIZlwaeqaPF4IAoCZtbVod7lGrzjCy/k1wQpVm8vsGED8JnPlNY/k6IA55yTeBAREREREdEBp/a+aRfJNE1s374dAwMDGBgYQDAYhGUlfsY466yzxnh0dKBYvXo1VpZ6pysREVWNaVl4p7sbpm1jVyAAxbLQ7HDACSBepTF0xrpwxcarEDbCefumuqbi7iPvhEseIlQYIxFNw95QCBaARpcLjS4XZEHAQQ0N8AxXV2XduvIuvnZtZYIQIiIiIiIiOqCNqyBk586d+NOf/oSNGzfi7bffRiwWK3jcUEHI7t270dfXl34tSRIWLFhQ8bESERFR7djS24uIrqMrFEIgHsd0WUadLAODfJaotJAewuUbr0RXvDtvX51Sh3uPugeNjsaqjGUkAvE4usJhCABaPR74HA44JAmzGxrgkIv4GLl1a3kDKLc/EREREREREcZJEPLWW2/hvvvuw7PPPgvbtgEgvc013Jrar7/+Oq7LKey7bt06HHTQQZUZLBEREdWU9mAQneEwQpqG9lAIblFEq9cLxKszF0S3dFz7xg34MLQtb59DVHHPJ36MGZ7pVRnLSPRGItgXi0EEMMXng0tR4FVVHFRfD0ksssxcNFreIMrtT0RERERERIQaD0Js28b999+PVatWwTTNrPCjUOAxWDiS6fTTT8edd96Jrq6u9Hn+/Oc/48orr6zcwOmAsXz5chx77LFFHbtr1y7ccMMNozwiIiLKFIzHsbWvD7ppYkd/PwBgel0dpFCoKte3bRu3vH0rXu3bmLdPgIAfHH4LPl7/saqMpVgWgL2hEEKaBkUU0ebzQZEkNLpcmOb3QxxJIXeXq7wwY6j6I0RERERERERFqtkgxDAMXHzxxXj++efTAUdu+DFcMFKILMtYsWIFVq5cCUEQYNs21qxZwyCEStLW1oa2traijvX7/aM8GiIiymSk6oJYFnYMDEC3LEz1+eBRlKqN4f4PfoYnOp4suO+aQ67E4tYTqzaWYnUGg/DIMlyyjMkeDyRJwmSvF5O93pGfbO5c4OWXSx/M3Lml9yUiIiIiIiJKKnJdg+q7/vrr8dxzz8G2bQiCkA46bNuGbduYNWsWjj/+eCxatGjE5z711FOzXnd0dOCjjz6qyLiJiIho7Nm2jfe6uxEzjPTshjqHA80eT9XG8Kddj+Ghjx4uuO/Ls76IFTPPrdpYRiJumvCpKqb4fJAlCTPr6koLQQBg6dLyBnPGGeX1JyIiIiIiIkKNzgh5+OGHsXbt2qxZHrZtY/LkybjggguwbNkyNDYmCopu2rQJL7zwwojOP2/ePMyYMQO7du1Kt7344ousE0JERDRB7AoE0BuNIhCPozMchipJmFFXV7XrP9f1PG5/98cF950y+XO49OBvVm0sI1XvdKLV64UsCJjV0ACvqpZ+skWLgEmTgN7ekfdtakr0JyIiIiIiIipTzc0ICQQCuO+++/JmgJxxxhlYu3YtLrjggnQIUo5jjjkmPdsEADZuzF+7m4iIiMaf/lgMH+3bBy1ZF0QARlbgu0zvDLyLb7/5PViw8vYd2XAEbvr4dyEKNfcRLK3e6YRDkjB30qTyQhAAkGXg0ktL63vJJYAklXd9IiIiIiIiItRgEPLwww9jYGAAANJBxdlnn4277roLngouZzF//vz0c9u28eGHH1bs3ERERDQ2NNPEu93dsGwb2/v7Ydo2pvn9cFWpLsjuyG5c+do1iJmxvH0HeWbhx0feDlUsM1wYZW5FwbzGRjjlCk0cXrwYuPjikfX55jcT/YiIiIiIiIgqoOaWxvr73/+e9XrGjBn4/ve/X/HrZAYhALBjx46KX4OIiIiqx7ZtvNvdDc000R4MIqLraHS5MMntrsr1+7V+XL7xKuzT9uXtm6ROwn8ddTf8ir8qYylGSNMKts+sr4dc6ZkYK1YALS3AypVDL5PV1JSYCcIQhIiIiIiIiCqopoKQzs5ObN68GYIgpGeDXHbZZZArdUdihsmTJ2e9jsVi6Ovrq8iyW0RERFR92/v70R+LoT8aRXckAqcsY6rPV5Vrx8wYrnr9WuyM7Mrb55bc+K+j7sIU15SqjKUYA9Eo3tndU3DfBzv3oa2lFZJU4YnDixcDxx8PbNgArF0LbN0KRKOAywXMnZsojL5oEZfDIiIiIiIiooqrqSBk8+bNWa9lWcaSJUtG5Vq+Aj+MhMNhBiFERETjUG8kgh0DA4gZBnYODEAUBMyqUl0Q0zbxvTf/E2/1v523TxIk/OiIWzHfP79Az7Hx9o5uPL95N/b1FJ6Z8dj6rXh5cwhnLDoIH5/bXNmLyzLwmc8kHkRERERERERVUlNBSG/OUgkzZ86saF2QTF6vN68tHA6PyrWIiIho9MQMA5t7ehJ1QfbtgwVgVl1d5WpcDMG2bdyz+V6s7/pHwf3fXnADjm06ZtTHUaxX3u/AC+/vgQBAtQb/8wmENfzuqfcxENJw/BFTqzdAIiIiIiIiolFQU8XSM4MQQRAwadKkUbuWVmBdbMuyRu16REREVHlWsi6IblnYHQggZppodrtR73RW5fq/3fEIfr/z0YL7vjHn61g29fNVGUcx3tnRnQ5BHJYCqYiPges2fIS3tnaP/uCIiIiIiIiIRlFNBSG2bWe9LhRWVEogEMhrczgco3Y9IiIiqrwP+/oQiMfRG4mgLxqFW1EwpUp1Qf629+/4yfv3Fty3bOrn8fU5/1aVcRQjEI3huc27AewPQRQUV4vjry98BNPkzSJEREREREQ0ftXU0liZy2DZto19+/aN2rV27covZtrcXOF1sImIJjpFARYuLNxONMq6wmHsCQYR1XXsDgQgiSJm1ddDFIRRv/Zrfa/jpjdvKbjvmEmfxo2HXQ+hCuMoRljT8MauLsTiJpzJEESFBAlONDfPyDteFLMDkmBYw3vb+/CxOU3VGjIRERERERFRRdVUENLW1pb1evfu3QiFQgXreZTr9ddfz3rt9/vh9/srfh0iogmtpQV4442xHgUdgCK6jvd7emBaFj7q74cNYGZdHVSpuFkO5fgotB3XvH49dFvP2zffdzB+dMStkMXa+IgV1jTsDYWwuzOUFYI4LRWCR8UFF9xa1Hleea+TQQgRERERERGNWzW1NNbcuXOzXpumiZdeemlUrvWPf+wvaioIAg499NBRuQ4RERFVlmlZeKerC6ZtY+fAADTTRKvHA38Vlrjsiffg8o1XImgE8/ZNcU7GT466Cx7ZU6Bn9aVCEADQI3Z6OSynpWKkc1X29oYrP0AiIiIiIiKiKqmN2xWTpk+fjpaWFnR37y/K+ctf/hInn3xyRa/z3nvv4dVXX4UgCLBtG4Ig4JhjjqnoNejA0N7ejvb29qKOLbQcGxERjdwHfX0I6zq6w2EMxOPwqiomj8Ls0VxhI4wrX7sGHbG9eft8sg//ddQ9aHLUxqyJzBCkzeeDrXdAgQRXCSEIAMQ1s7IDJCIiIiIiIqqimgpCAODkk0/Gb3/723RI8eqrr+Lxxx/H6aefXpHz27aN2267La/9lFNOqcj56cCyevVqrFy5cqyHQUR0wOgIBrE3FEJI07AnGIQiiphZVzfq9TgMy8CNm76LzYH38/YpgoIfH3k7DvLOGtUxFCuSE4K4FAUeRYGliSWFIADgUEd/yTEiIiIiIiKi0VJTS2MBwHnnnZd+ngpDvvvd7+Kdd96pyPnvuecevPLKK1mzQY4++mjMnj27IucnIiKi0RHSNHzQ1wfDNLGjvx8AMLO+Hsoo1wWxbRs/evcOvNhTeLnO//z4f+ATjUeO6hiKFdE0dCRDkCleL1yKgnqnE3MaG0sOQQBg8qTaWO6LiIiIiIiIqBQ1F4TMnz8fn/vc52DbNoBEGBIOh/GlL30Jf/3rX0s+r6ZpuOmmm/DAAw/k3TX6rW99q6wxExER0egyUnVBLAs7BgagWxbafD54VXXUr/3gh7/AX/asKbjv8vmX4ZQplV3Cs1RRXc8KQdyqinqHAzPr6vCpwyaXde6jD22txBCJiIiIiIiIxkTNLY0FAN/+9rfx0ksvIZT8Mi8IAqLRKK699lr8+te/xle+8hUsXrwYbrd72HN1dnbib3/7Gx588EF0dnamZ4GktmeeeSY++clPjvZboglq+fLlOPbYY4s6dteuXbjhhhtGeURERBPT5p4eRA0DneEwgpqGOocDLZ7Rn6WwZs9a/PzDBwvuO2/GufjizP9v1MdQjKiuoz2YKOD+/9i78ygpynt//O+q6q7et9mZGZgZdmRAcEEIuKNZ0HxjSGKMXuONuYk3akw0GjQkUdGvEjVeE5JvNBqNv9wsKjduuRoVVxQJoiCb7AwDszK9791Vz+8PmHaaboYepmdheL/OmXOm6qmq59M5x/TQ736eT1XPEMTthiRJmFJfAodNRSiS7POznTYVU+pLil0yERERERER0aAZlkHIqFGjsHTpUlx33XVZK0OEEFi/fj1uuukmGI1G1NfXw+Vy5dx/49uEXd4AACAASURBVI03wu/3Y//+/di7dy8AZD2nW0NDA372s58Nwiuikaq6uhrV1dUFXet0Oge4GiKikak5EMCBaBShRAJt4TBURcGYPO//xfb+gdW4e9M9ecfOqTgbP5x8Q797k+iajj1tIWzd64U3GEcqpcNolFHiNGPSmBLUVzkgK70v4D08BLGpKlw9QhAAUBQZF81twF9eye1xcjQL5jZAOUoNRERERERERMPZsAxCAOC8887D3XffjZ/+9KfQNA3Ap2EIcHCrq23btmX+gd99XgiBl156Ketc973dhBCorq7Go48+CrvdPiivh4hoRGprA848M/f8O+8AVf3biocIAALxOHb5fEhqGvb4/ZAA1LvdUOSB/WB+a3AbfrzuNmhCyxmb5m7Ekum3Q5H615tk134/Vm1sRTSWzjqfSuuIxsLY1x6GzWLA7MZRGFvjzvuMQkKQTN3jyxEIJ/G/7+0GAITDfvzlL3flPPOyyxbDbj843xc+04Bp48v79TqJiIiIiIiIhtqwDUIA4JJLLkFdXR1uuukmtLa2QpKknECjZ9jR8zyAvN/SFEJg2rRpWLZsGSorud81EVG/aBqwY0f+80T9lNQ0bO7shC4Emvx+aEKg1umE1Wgc0HnbYm34wYc3IapFc8bGWEfjlzPvg1kx92uODTs68f7GtqNeF4mlsWJNMyKxVE4gEc8TgjhVFXVuN+QjrFSZN6MGLruKF9/djVBIh9/fnnONEDqcNhUL5jIEISIiIiIiopFh2O9zcMopp+C5557DV77yFRgMhpxVHr399CSEgNlsxvXXX4+//OUvDEGIiIiGMSEEtnR2IqFpaAmFEEml4DGbUVZAf7D+CKaC+P7aG3EgcSBnzKN68NCpv4Rbzb86o1C79vsLCkF6en9jG3bt92eO46kU9odCEMgOQeo9niOGIN2mjS/HLVechkvOGZ93/JJzxuPmK05jCEJEREREREQjxrAPQoCDvRXuuusuvP766/iP//gPVFdXZ1aDFPJTU1ODa6+9Fq+++iquvfZaGAzDeiEMERHRCW9fMAhfPI5API7OaBRmgwG1A9xrKaElcPNHi7A7sjtnzKyY8eAp96PWWtuvOXRNx6qNrcd076qNrdA1PbMSRAAYdSgEcRQYgnRTFBmT6vI3QJ9UV8KeIERERERERDSiHFeJQHl5OW666SbcdNNNaG9vx7/+9S9s374dfr8ffr8foVAIiqLAbrdj1KhRGDduHGbOnIlx48YNdelERERUoHAyid1+P5Kahr2BAGRJGvC+IJrQ8PMNd+BD30c5YzJk/N/pSzDVdVK/59nTFsrpCVKoaCyN7fv9MNoBHUCVzZYJQRr6EIIQERERERERnWiOqyCkp8rKSlx88cVDXQYREREVkX5oSyxdCDQHAtCEwGinE+YBXM0phMD9W36JFe1v5B2/5aSbcGbFvKLMtXWv95jv1aBjbVMbZk2tQpXNBrvJxBCEiIiIiIiIqADHbRBCREREI89unw+RVAqdkQhCySRcJhNKB7gvyKN7nsQzzf+Td+yqhiuxcPSXizaXNxg/pvs06IjLKSCqo5IhCBEREREREVGfMAghIiKiYcEfj6M5GEQ8nUZLKARFlge8L8jTHS/hd02P5R37QvXn8L0J1xR1vlRK7/M9GnQk5BQAQEkpcJhMsKsq6t1uhiBEREREREREBWAnTCIiIhpyaV3HJwcOQAiBJr8fAsAYpxNGRRmwOVcceBtLmn6bd+wzZXPw06k/gVTkoMFo7NufXt0hiABgEgZYjUbYVRUNA9wzhYiIiIiIiGgk4b+giYiIaMjt8HoRT6fRFg4jlk6jxGKBy2wesPnWej/EbVvuho7cFRqNrqm49+S7YZCLv3C2xFn4azo8BDEIBZUuG0MQIiIiIiIioj4a0VtjtbW1Ye3atejs7ISu66isrERjYyPq6uqGujQiIiI6pDMSQVs4jEgyifZIBKqioMbhGLD5dvg+wU0f3YKkSOWM1dvq8OApD8BisAzI3JPGlGBfe/io1/UMQdRDIYgCGRc2NjAEISIiIiIiIuqjERmEbNy4EUuXLsUHH3yQd3zatGm45ZZbcNpppw1yZURERNRTUtOwrasLmq6jKRAAAIxxuQbsw/7WUDNufvPbiKQjOWMVpnL8+tT/glt1DcjcAFBf5YDVYkA0lj7iNQdDkDR0HFwJYjwUglRZHJjaUDpgtRERERERERGNVMMuCEkmk/jSl76ERCKROXf22WfjZz/7WUH3/+///i8WLVqEVCoFIUTeaz7++GNceeWVuPbaa3HttdcWpW4iIiLqu08OHEBK17E/FEJS01Bps8GuqgMylz/ehVteuxLeeGfOmMPgwC2jl+CjdTF4g1uQSukwGmWUOM2YNKYE9VUOyEr/wxlZkTGncRRWrGnOO/5pCCKyQhCrbsLFcxugFKEGIiIiIiIiohPNsAtC3nnnHezatQuSJEEIAUmScOGFFxZ076ZNm/DjH/8YqdTBrS56a3Cq6zqWLVsGu92Ob37zm0WpnYiIiAq3PxiENxZDIB6HNxaDxWhEpd0+IHPFUhEseu1b2BfckzOmSio+n74O2zbIAD7dtiqV1hGNhbGvPQybxYDZjaMwtsbd71rG1rgRiaXw/sa2rPO9hSAXfaYB08aX93tuIiIiIiIiohPRsPta4RtvvJF1XFdXh9mzZxd07+LFi5FKpSBJUlYIIoTI/HTrDlruu+8+7Nq1qzjFExERUUGiqRR2+nxIaxqag0FIAMY4nZB7+RLDsUppSfzsjWuwtevjnDEZMi6MfxvuWEOvz4jE0lixphkbduSuJjkW08aX4/zTR8NqOfidlCOFIFUWBy6/cBLmzagpyrxEREREREREJ6JhtyJk3bp1WatBzj333ILue+2117Bly5acAMRkMuHUU0+Fx+PB3r17sWHDhqxr0uk07rnnHvz+978v+muhka+lpQUtLS0FXdvcnH8bFCKiE40QAls6O6ELgeZgEGldR43DAYvRWPS5dKHj3ndvxgetK/OOX5L6Omr06YgX+Lz3N7bBZjEWbWVIfZUTm/d14eO9nQhGdSgpBVajEZVOGy6Y1oDGhlJuh0VERERERETUT8MqCIlEIti5c2fWubPOOquge5966qnM790hyowZM/DQQw+hsrIyM7Z27VrccMMN6OrqygQuK1euRHNzM0aPHl2cF0InjOXLl2PZsmVDXQYR0XGlKRBAKJlEVzSKQCIBu6qizGot+jxCCPx2zV14fffzecfPxyU4XZ+DwuLsT63a2Ir6Kme/e4YIIeBNxGF2KJg9tQqjDoVBVoMBYz0eGBSlX88nIiIiIiIiooOG1VcMm5ubcxqcT5ky5aj3eb1evPfee1krPWw2G5YtW5YVggDAqaeeil/+8pc587z44ov9qJyIiIgKEUwk0OT3I5FOY38wCEWSMMbl6rWv17H668aHsXzL43nHPl/6f3BqfP4xPTcaS6OpLdSf0qDrOlrDYfjjcaiyjNEuFyxGI9xmM8aVlDAEISIiIiIiIiqiYRWE7Nu3L+u4tLQUbvfRt55YuXIl0uk0gE9XgyxcuBBlZWV5r581axbmzp2buRYA1qxZ08/qiYiIqDearme2xNobCEAHUOt0Qh2AD/1f2v40Hvlwad6x88YswBnJr0LCsYcvn+z1HvO9KU3DvlAI0VQKVoMBtU4njIqCUXY76t1uKPKw+vOMiIiIiIiI6Lg3rLbGOnDgQNbxkYKMw61evTrn3CWXXNLrPZ/73Ofw7rvvAjgYnnzyyScFVkn0qYULF2LOnDkFXdvc3IxFixYNcEVEg8zlAvJtD+dyDX4tNOzt9PkQS6fREYkgkkrBYzbDY7EUfZ5VzStw/6pb846dOmoubpt9L158ag1M/ZjDGyy0q0i2WCqF1nAYuhBwm0wotVozq2LcA/C/RW9cDgceuuOOvOeJiIiIiIiIRpJhFYTE459+qCBJEux2e0H3rVmzJmtLjaqqKkyePLnXexobG7OOfT4fAoEAXPzwjvqguroa1dXVBV3rdDoHuBqiIWC3A9deO9RV0HHAG4uhJRTKBAFGWUbtAPz/4saOtbjjreugCy1nbGLpNNx57u9gFCpSKb1fQUgqpff5nmA8jo5oFBKACqsVTrMZRlnGWI9nQBrFH43dZsP3rrxy0OclIiIiIiIiGmzDau+FnkEIAJhMR/+Iwuv1Yu/evQA+3RZr9uzZR72vpqYm51wwGCywUiIiIipUStPwyYED0IVAk98PABjjchV9C6jdvm24bcXVSGi5qzVqHPW49/w/wGo8+CULo7F/c/flfiEEDkQi6IhGIQOodjjgNJthNRoxsbR0SEIQIiIiIiIiohPJsFoRYjBklxOLxY56z4cffphz7rTTTjvqfTabLedcJBI56n1ERETUN9u6upDUNLSGQohrGsqtVjgK+LJDX3REWvDj165CKBnIGSuxlOO+C56Ex/LplpslTjMi8WPb3qr7/kLouo62cBjRdBqqLGOUwwGjosBjNmO0ywV5AJrEExEREREREVG2YbUipOdWWEIIdHZ2HvWeDz74IOdcIUFId3P1noQQR72PiIiICtcWDqMzGkUokUBnNAqzwYBRRe5BEYj7cMur30RntDVnzGZ0YOn8JzDKMTrr/KQxJf2ac3IB96c0Dc3BIKLpNGxGY1ZT9Dq3myEIERERERER0SAZVkGI2+3OOm5tbUUikej1nrfffjurP0hpaSnq6uqOOlcgkPuNUcsgNyklIiIayeLpNLZ3dUHTdew99L5bV+RVELFUFLe9fjWaAjtyxoyyirvOewTjS07KGauvcsBiPraFsTaLAXVVvYc5sVQKzcEgUroOt9mMKrsdBllGg9uNygJ7oBERERERERFRcQyrIGTChAlZx5qmYfXq1Ue8fvv27di1axeAT/uDnH766QXN5fP5cs45ivwNVSIiohOVEAJbOjuhCYF9hwKBUXZ7UfthpPUU7nz7emzu/ChnTIKEn5z1X5hRlb9vmKzImDmx/Jjmnd04CrJy5D+hAvE49odCEEKgwmZDmdUKk8GACaWlcJkL21KLiIiIiIiIiIpnWAUhDQ0NOasy/vSnPx3x+nxjc+bMKWiubdu2ZR2bTCaUlpYWdC8RERH1bl8wiEAiAV8sBl88DpvRiIo8/bmOlRAC9793K97f93re8R/MXoKz6z7f6zPGVLlwUkPftsia3ViFsTXuvGNCCHRGIuiMRqFIEmocDjhNJtiMRkwoKWFTdCIiIiIiIqIhMqyapcuyjHPOOQcvvfQSJEmCEALvvPMOnnjiCVx11VVZ165atQrPPPNM1rZYiqLg/PPPL2iuzZs3Zx3X1tb2u34iohNOIgGsWpV7fs4coMjNsOn4EU4mscvnQ1LTsC8YhCxJGONyZb1n99cjHy7FP3cuzzt21ck/wBcnXV7Qc8bWuHG2y4l3tnQiGsvtH9bNZjFgduOoI4Yguq6jNRxGLJ2GSVFQZbfDqCgosVhQ63QOy34giUQC73+Uu5pm9syZMPG/XyIiIiIiIhpBhlUQAgBf+tKX8NJLLwFAJgxZunQpVqxYgXPPPRd2ux0ff/wxnn32WWialrlGkiSceeaZBa/q6G6y3n3v4dtyERFRAQ4cAM49N/f8vn1ATc3g10NDTj+0JZYAsDcQgCYERjudMBmK9yfHU5sexV83Ppx37IsTL8eVJ3+/T8+rH+VCbU0JmtpC+GSvF95gHKmUDqNRRonTjMljSlBX5TjidlhJTUNrKISUrsNmNKLSZoMsy6i221ExjPuBHPD5MP+yy3LO71m1CjVVVUNQEREREREREdHAGHZByNlnn42ZM2di3bp1AD4NQz744INMeAF8GmD09J//+Z8FzdHa2ooNGzZkng0AM2bMKNIrICIiOnHt9vkQSaXQGYkgnEzCZTKh1Got2vNf3fUs/t8Hd+cdO3PM5/D9M+44ppUnsiKjocaFhhpXn+6LJpNoC4ehA/CYzSi1WiEDqHe74WQ/ECIiIiIiIqJhYdgFIQBwxx134LLLLkM0GgWArMCiW88POSRJwle/+lVMnz69oOf/85//zDk3c+bMflRMRERE/ngczcEg4uk0WkIhGGQZtU5nn56haTo27/Higy3taOuKIJHUYFIVVJXaYKvahUc235z3vpMrz8Dis/4LiqwU46UUxB+L4UAsBglApc0Gh8kEVVHQ4HazHwgRERERERHRMDIsg5CJEyfi4YcfxjXXXINwOAxJko747U4hBObOnYvFixcX/Pynnnoq63lOpxONjY39rpuIiOhEldZ1fHLgAIQQaPL7IQCMdjphVAoPJjbs6MSL7+5GMJLMOp9IaWiJbcHmA/dAl3L7eIzzTMFd5z0CVRmcvhbdTdGDySQUScIoux1moxF2VUW9ywVDH14zEREREREREQ28/JtdDwOnnXYa/vGPf2DBggUwGAwQQuT8OJ1O3HjjjXjkkUegqmpBz33jjTewa9euzDMkScK8efMgy8P2fwoiIqJhb3tXF+LpNNoONQwvsVjg6sPWUCvX7cefX9maE4IAQExqxSfm+6FLiZyxKnstls5/Ana1bytPjpWm62gJhRBMJmFSFNQ6nTAbjSi1WDDW42EIQkRERERERDQMDcsVId0qKyvxwAMPIBwOY/Xq1Whra0M4HIbD4cCECRMwY8YMGPu49cT27dtx/vnnZ51buHBhMcsmIiI6oXRGImiPRBBJJtEeiUBVFNQ4HAXfv2FHJ/7x3u68Y0nJiy3mpUhL4Zwxu9GD+y54EqXWimOuvS+SmoaWUAhpXYddVVFhs0GRJFQ7HCi32QalBiIiIiIiIiLqu2EdhHSz2+054cWx+s53vlOU5xARERGQSKexrasLmq6jKRAAANS5XFAKXGmpaTpefDd/CJJGBFvM9yEpd+WMycKMqambMcpWd+zF90EkmUT7oaboJRYLSiwWKJKEOrcbTtPgbMlFRERERERERMeG+0ERERHRMdva1YWUrmN/KISkpqHSZoOtwO0qAWDzHm/e7bB0JLHV/CBi8r6cMUkomBj/PqTIaGzZ4+1X/YXwx2JoDYchAFTZbCixWGBSFEwoLWUIQkRERERERHQcYBBCREREx2R/MAhvLIZAPA5vLAaL0Ygqu71Pz/hgS3vOOQEN202/RUjZmveecYnvwq1PAwCsyXN/sehCoD0cxoFYDAZJQo3DAbvJBIeqYkJJCcyG42JhLREREREREdEJj/+CJyIioj6LplLY6fMhrWloDgYh4eCWWJIk9ek5bV2RrGMBgd3qE/AZ1ua9vi5xBcq0OUe8v1g0XUdrKIS4psGkKBhlt8OgKCi1WFDrdPb5dRIRERERERHR0GEQQkRERH0ihMCWzk7oQqA5GERa11HjcBzTColEUss63md8Bh3GN/NeW528GKPSn+31/mJIpNNoDYeR1nU4VBXlh5qi1zgcKGNTdCIiIiIiIqLjDoMQIiIi6pOmQAChZBJd0SgCiQTsqooyq/WYnmVSFSRSB8OMNsMr2K8+n/e68tRZGJ36at77iymRTmN/MAgdQKnFAs+hpuj1bjcc7AdCREREREREdFxiEELUDy0tLWhpaSno2ubm5gGuhoho4AUTCTT5/ZnAQJEkjDmGLbG6VZXaEIwkcUBZhT2m/y/vNZ70TIxNfgsScueoKi3eCo2UpqE1FIIOoMJmg9NkgklRMNbjgYn9QIiIiIiIiIiOW8ftv+r9fj9CoRCCwSBisRiEEP16Xl1dHSoqKopUHZ0oli9fjmXLlg11GUREg0LT9cyWWHsDAegA6pxOqMqxr8o4bUol/rX/bew0PZx33KFNxPjEtZCQf47Tp1Qe89w9abqOllAIaSFQZrHAaTLBrqpocLuhyHJR5iAiIiIiIiKioXHcBCFNTU144YUXsG7dOmzYsAHBYLCoz1+8eDEuv/zyoj6TiIhoJNnp8yGWTqMjEkEklYLHbIbHYunXM2V7M7abH4JAbq8Pi16LSfEboSD/llQum4op9SX9mh8AdF1HSzSKlK7DbTbDbbHAYjAwBCEiIiIiIiIaIYZ9ELJ582Y89NBDeOeddzKrPvq7+uNwx7qdBxER0YmiKxpFSyiEWCqF1nAYRllGrdPZr2fuDezEbW9cDQ2JnDFVL8OU+M0w4MhbXy2Y2wBF6V9QIYRAezSKhBBwHOp1oh7aDoshCBEREREREdHIMKyDkCeffBL3338/UqlUVvhRzOCi2KEKnVgWLlyIOXPmFHRtc3MzFi1aNMAVEREVX0rTsLWrC7oQaPL7AQBjXK5+BQWdkTbc8uqVCCZ8OWMG4cCU+C1QxZFXeyz4TAOmjS8/5vm7+eNxxIxGWM1mVNhsMEgSxno8MPZjuy8iIiIiIiIiGl6GbRCybNky/OY3v8kEFYeHH70FGPmCEgYeNBCqq6tRXV1d0LXOfn5zmohoqGzr6kLyUCPxuKah3GqFw5R/u6pChBIB/Pi1q9AeackZU2DC5PiPYBGj8t7rsqlYMLdIIUgshmQqBdVsRpXdDkWS0ODxwMzG6EREREREREQjyrD8l/6KFSvwm9/8BkB2qCGEgMFgQG1tLUpLS7F27VpIkgQhBCRJwpQpU2A2mxEMBuHz+dDV1ZW5t/s53c+YMWNG1rMrK4vTbJWIiGgk2RcMojMaRSiRQGc0CrPBgFEOxzE/L56O4bbXv43d/q05YwbZiLvOeRi25FSs2dKOtq4IEkkNJlVBVakNp0+pxJT6kn5vhwUcDEEiiQQcsoxRdjtkWUa9xwObqvb72UREREREREQ0vAy7IETTNNx9992ZcAM4GF64XC5cf/31uPjii+FyuQAAkydPzrr39ttvx/Tp0zPH7e3tWLt2LZ555hm89957kCQJkiRB0zTIsowHHngA5eX9/0YpEdEJq7oaSCZzz/Mb9SOCLxbDTq8XSU1DUyAAAKhzuSAf4xaVmp7GnW9dh40dH+QdXzT3fpwx+mwAQOO4smMrugCBeByRWAx2SUKpxQJNljHa5YKzH6tcjkfVlZWIbtuWc97A/36JiIiIiIhohBl2XUBfeOEFtLS0ZIUg1dXVWL58Oa644opMCFKIyspKfOELX8Af/vAH/M///A/Gjx+f2SJrzZo1uOyyy9Dc3Dwgr4OI6IQgSYDRmPtTxF5ONDRiqRQ2dXZCEwK7fT6kdR01DgcsRuMxPU8IgftX3YZV+17PO37drJ/h/LFf7E/JBQknk2gOBCADB3uCKAoq7XZ4LJYBn3u4kSQJRqMx56eYvdiIiIiIiIiIhoNh95W/v//975nfhRBQFAW/+tWvUFtb26/nnnTSSVi+fDl+9KMf4ZVXXoEkSdi3bx+++93v4qmnnoLdbu9v6URERCNCWtfxUWsbPtregdc27EFLIAQpKcOjWlBVasNpUypxUh+3qPr9h7/Ayzuezjt2+bTvYeGUfy9W+UcUS6Ww2+eDAmCUwwE1nYZbllFhsw343EREREREREQ0dIbVipB0Oo3169dn9f246KKL0NjYWJTnq6qKBx54ALNmzcqsDNm9ezfuv//+ojyfiIjoeCeEwH+v3IQ7Hl+FJ17ZiO1tPiRiOuSUjGAkiW17ffjzPz/BfX/6ABt2dBb0zKc3PYa/bPxd3rEFEy7F1TN/VMyXkFdS07DT54MmBEY7nbAYjXCpKkqt1gGfm4iIiIiIiIiG1rAKQjZt2oR4PJ517stf/nJR5zAajViyZElm6wchBJ5++mns37+/qPMQEREdjx7+5zr87sX18EZjiEspyJBg0VVIyN4uKRBJ4s+vbMXKdb2/f7668+/47Qd35R2bN/pC/HD2XQO+FVNa17HT681s7+WyWOBQVVQ7ndwGioiIiIiIiOgEMKyCkJaWlqxjRVEwc+bMgu9P5mvYm0ddXR0WLFiQWRWi6zqeeeaZwgslIiIagZ5fvR1/fH0TdAjEpIPvqVZdhYwjhwX/eG/3EVeGrN73Jpa+e0vesekVp2PxWQ9BkQd2l05N17HL50NC01Bps6HcZoNdVVHvdjMEISIiIiIiIjpBDKsgJBAIZB3X1dVBVdWC708kEgVfe8EFFwBA5kOQd955p+B7iYiIRhpfNIbfvrwOAkBUTkAHYNFVKAX8qfDiu7uhaXrWuc2dH+H2t74HTaRzrh/rmYy7z38UJoO5SNXnJ4RAUyCAaCqFEosFoxwOWAwGTC0vhyIPqz+BiIiIiIiIiGgADatPAYLBYOZ3SZLgcrl6vd5isWQdx2KxgueaPHly5nchBLZu3Qpd13u5g4iIaGRKahqeWv0JApEEYnISGgRMwgAjlILuD0aS2LLHmzlu8u/ArSu+hXg69325yl6LX8z/I+yqs2j1H0lzMIhgIgGnqmK00wmjLGN6ZSVUpbDXRUREREREREQjw8DuR9FH8mHfzjSbe/+mqM1my+op0tHRUfBc5eXlWcfpdBqtra2oqakp+BlERCc8rxe4/vrc87/+NVBSMvj1UJ/pQmBjRwfe29SCuJRCChqMQoZJ9O1PhDVb2tE4rgwdkRbc8to3EUz4c65xm0tx3wVPotRaUazyj6glFII3FoPNaES9xwPDoRDEYjRCaNqAz3888Pr9uOH223POP3T77Shxuwe/ICIiIiIiIqIBMqyCELvdnnUciUR6vd5ms6Grqytz3NbWVvBc3f1BegqFQgXfT0REAGIx4M9/zj3/i18Mfi10TLZ1dSGYSKCpy4+ElIYCCRaR2xz9aNq6Iggm/Ljl1avQEWnJGbcYbLh3/uOodTYUq/Qj6oxE0BGJwKwoaHC7oUgSplZUwGEyDfjcx5NYPI6/Pvdczvl7Fy0agmqIiIiIiIiIBs6w2hrL4/FkfhdCHDWYqK2thRAi0+dj06ZNBc/V3t6ecy5fOEJERDRS7QsG0RYOI5JMwp+KQ8bB5uh9DUEAIJqM4rYVV6MpsD1nzCAbseTc32FS6bQiVN07XyyG/aEQjLKMsSUlMCgKzj1g2AAAIABJREFUJpeVoeSw7TSJiIiIiIiI6MQxrIKQhobsb4m2trb2ev3EiRMzvwshsH79eqTTuU1Z81mzZk3OuaP1JCEiIhopvLEYdnq9SGoadvv9MBplWHQV8jH8aaAjjU/UX2FT54c5YxIk3HbmL3Fq9bxilN2rUCKBvYEAFEnCWI8HqqJgnMeDysNWnBIRERERERHRiWVYBSH19fVZfULi8TiampqOeH3PhufAwa20Xn755YLm+utf/5p1rCgKysrK+lAtERHR8SmaSmFzZyc0IbDb50Na11HvccNQYHP0ngR07FIfwwF8lHf8+jNux7n1F/W35KOKpVLY7T/Yl6TB44HFaMRopxOj+SUHIiIiIiIiohPesApCVFXNCTd62+7qnHPOgcFwsM2JJEkQQuDBBx9EMBjsdZ5HHnkEGzZsyNwjSRKmTp0KVVX7/yKIiIiGsbSuY2NHB9K6jr2BAGLpNEotFpw1dfQxPW+v8W84YFyZd+zfpl+PSyZf2Z9yC5LUNOz0+aALgXq3G3ZVRaXNhrE9ttwkIiIiIiIiohPXsApCAOCMM87I6vvx5ptvHvFal8uFefPmZfX2aGlpwRVXXIGPP/445/pwOIx7770XDz74YOb53c4555yi1E9ERDRcCSGwubMT0VQK7eEw/PE47KqKGqcTJ9WXwGnr2xcCWgz/QKv6v3nHLpp4Gf59xg+LUXav0rqOHV4v0rqOWqcTLrMZJRYLJpWV5bzXExEREREREdGJyTDUBRxuzpw5ePzxxwEc/MDm7bffhq7rWVtm9fTtb38bb731FoBPV4Vs27YNl156KcaMGYNx48bBarWio6MD69evRzKZzApaAMBiseAb3/jGwL84IiKiIbTL54M3FkMgHkdrOAxVUVDvdkOWJECRcNHcBvz5la0FPavTsBJ7TX/NO3bmmM/hB2csGfAgQtN17PT5kNQ0VNntKLNa4VBVTC0vP/iaiIiIiIiIiIgwDFeEfOYzn8k0LZckCYFAAP/85z+PeP1pp52GL37xi5lVId0fuggh0NTUhDfeeAP/+Mc/sGbNGiQSiawQpPv3H/zgB2yUTkREI1p7OIzmYBCxVApNfj9kSUKD2w1Djy8aTBtfjgWfaTjqs3zKOuxUf593bEbVbCw+67+gyH3vN9IXQgjs8fsRS6VQarGgym6HxWDAtMpKKEf48gQRERERERERnZiG3ScFBoMB8+fPhxAi89O9QuRIfv7zn2PGjBlZYUj3T8/ndJ/r6Utf+hKuvHLg9y8nIiIaKsFEAlu7upDWNOz2+6EDGONywWI05lw7b0YNvnHhpCNukxWSt2G76deApOeMjfNMwZJzH4aqmIr9ErIIIbA3EEAomYTLZEKt0wlVUTC9shKqMrABDBEREREREREdf4bd1lgAcOutt+K73/1uwddbrVY8+uijuPXWW/Hqq68C+HRlSL5tOYQQkGUZ11xzDW644YbiFE1ERDQMJdJpbOzogKbr2BMIZLaRcpvNR7xn2vhynNRQii17vFizpR1tXREkkhpSagu2Sw9CF8mce6rtY/CLC/4Iu+ocyJcDAGgNh+GLx2EzGlF3aFXLtIqKvMEOEREREREREdGwDELsdjvsdnuf7/n1r3+NlStX4k9/+hPef/99xOPxnOscDgfOOeccXHPNNRg3blyxSiYiIhp2dCGwqbMTSU1DSyiE8KEVFJU221HvVRQZjePK0DiuDADQHt6P6166EcloOOdaj7kUv7jgSZRYyov+Gg7XGYmgIxKBWVEw1uOBIklorKiAwzSwq1CIiIiIiIiI6Pg1LIOQ/pg3bx7mzZuHeDyOHTt2oKurC6FQCA6HAxUVFZg0adIRG68TERGNJFsPHEAwkUBXNIrOaBQWgwFjXK4+NzEPxL245bVv4kC0LWfMarRj6fw/osZZV6yyj8gXi2F/KASjLGNsSQkUWcaU8nJ4LJYBn5uIiIiIiIiIjl8jLgjpZjab0djYONRlEBERDYnmQADtkQjCyST2BYNQZBkNHk+fG4nHUlHcuuJq7A3szBkzyiruOvcRTCidWqyyjyiUSKApEIAiSRhXUgJVUTC+pAQVBaxuISIiIiIiIqITG5dGEBERjTDeWAy7fD4kNQ17/H4IAA1ud58biaf1FG5/63vYcmBdzpgECT85678wc9ScIlV9ZNFUCrv9fkgAGjwemA+tbKl1Dnw/EiIiIiIiIiI6/jEIISIiGkGiqRQ2d3YirevY7fMhreuodTphV9U+PUcIgfveW4R/7X8r7/gPZt+Fs+s+X4ySe5VIp7HL54MuBOrdbthVFVV2O8Z6PAM+NxERERERERGNDCN2ayyiwdDS0oKWlpaCrm1ubh7gaojoRJfWdWzs6EBa19EcDCKWTqPMakWZ1drnZz320f14Zef/5B27asYP8cVJ3+hvuUeV0jTsPBTmjHY64TKbUWKxYFJp6YDPTUREREREREQjB4MQon5Yvnw5li1bNtRlEBFBCIHNnZ2IplJoC4fhj8dhV1XUOBx9ftbzW/8b/73ht3nHvjTp33Dl9Ov7W+5RpXUdu/x+JDUNVXY7Sq1WOFQVU8vL+9zsnYiIiIiIiIhObEMShKxduxa6rmedczgcmDx58oDMFwqF8Mknn+Scr6+vR3l5+YDMSURENJh2+XzwxmIIxONoC4ehKgrq3e4+hwYr976Ch1b/LO/Y2XWfx3Wzfj7gQURS07DT60VC01BmsaDKbofFYMD0yso+N3snIiIiIiIiIhr0IOStt97CNddck3XOaDTi8ccfH7A5bTYbHnvsMbz1VvY+52eccQaeeOKJAZuXiGjEs1qBb34z/3kaNG3h8MGtsFIpNPn9kCUJDW43DH0MDTZ3foS73r4ButBzxqZXnI7bznwQity3hut9FUulMtthVdpsGOVwQFUUnFxVBWMfm71T76wWC/5t4cK854mIiIiIiIhGEkkIIQZrMiEEvvjFL2L79u2fFiBJuP3223HppZcO6NyRSARf/vKX0dTUlDX3I488gjPPPHNA56aRq689QhYtWpR17oUXXsDEiRMHojQiOkEEEwmsa2tDMp3GNq8XSU1Dg9sNl9ncp+c0B3bhupe+gmDClzNW5xqPX33+aThN7mKVnVc4mcRunw+aEKhxOFBus2VWgliMxqLNI+JxaG1t0MNhiHAYckkJpD42k6fhSSST0L1eSHY7ZLsdSlUVpD7+t0BEREREREQjz6CuCHnuueewfft2SJIEIQQkScL8+fMHPAQBDq4Kuf/++/H1r389sy2XEAIPPPAAgxA6ZtXV1aiuri7oWqfTOcDVENGJJpFOY2NHBzRdx55AINNPo68hiDfWiR+/dlXeEKTUUoGl858Y8BDEH4+jye8HANS7XHBbLHCoKqZVVkLlShAiIiIiIiIi6odBDUL+9re/ZR2bzWb85Cc/GbT5p02bhksvvRR//vOfM/ubb926FR9++CFOOeWUQauDiIioUGlNx+pNbXhldRP2tAQQS6RhMRlQN8qJukk21Nc60BoOIZxMwmUyocpu79PzY6kIbl1xNVrDzTljVqMd985/HJX2mmK9nLwORKPYFwxCkSQ0eDywqyo8ZjMaKyrYE4SIiIiIiIiI+m3QgpDm5mZ89NFHWatBLr/8clRVVQ1WCQCA66+/Hn//+98Rj8cz55577jkGIURENOysXL8fv392I7zBeNb5WEJDU7gZiR0pmGwypjeWYGpdGca4XH16flpP4Y63rsO2rg05Y4pkwJ3n/D+MLzmpX6/haFpDIbRHIjDIMsZ5PLAYjaiw2TC5rAzyADdlJyIiIiIiIqITw6B9zfLFF1/MOjYYDLjqqqsGa/oMj8eDSy65JBPGCCHw8ssvI5VKDXotRERER/LsWzuw9MkPckIQAIhJSSSkFDTo6IxF8PqaZrTsjfZp9YQQAr9ctRir97+Zd/zHc3+BU6vnHWv5Bc2/NxBAeyQCk6JgYmkpLEYjap1OTGEIQkRERERERERFNGhByOrVqzO/S5KEuXPnoqysbLCmz7Jw4cKs42AwiI0bNw5JLURERIdbuX4/Hnt+U96xpJRGRE5Ah0BUTgAALLqKV97fiw07Ogue44/rH8JLO57KO/Yfp9yCC8Zd0vfCC6QLgT1+P7yxGKxGIyaUlEBVFIz1eDC+pCSzfSURERERERERUTEMWhCyadOmzAoMALjwwgsHa+ocU6dOzWlwvWFD7rYgREREgy2t6fj9s/nDeQ06wvLBFSJROQkdgFkYYcDBZuIvvrsbmqYfdY5/bPsr/rj+obxj/2fSFbis8ZpjK74AaV3HTq8XgUQCDlXFOI8HRkXB5LK+b+1FRERERERERFSIQQlC9uzZg1AolHVu1qxZgzH1Ec2aNSuzPRYArgghIjoWug5EIrk/+tE/jKf8Vm9qy7sdlg6BoBKDDoGYnIQGHapQoIpP230FI0ls2ePt9fnv73sDv3x/cd6xeaMvxPWzbh+wFRlJTcMOrxeRVAolFgvGejxQFQXTKiv73OSd+k/XdUSi0Zwfnf/9EhERERER0QgzKM3S9+zZk3VstVpRW1s7GFMf0aRJkzK/CyGwe/fuIayGiOg41doK5Pv/8337gJqawa9nBHhldVPOOQGBsByHBh0JKY0kNBggwyyMOdeu2dKOxnH5t5785MB63PHWtdCFljM2tfwULD7rISiy0v8XkUcslcIunw8pXUeFzYZqhwNGWca0yko4TaYBmZN619rRgfo5c3LO71m1CjVVVUNQEREREREREdHAGJQgJBgMZh2PHj16MKbt1eE1BAKBIaqEiIjoU3tact+PInISSSmNlKQhLqUgQ4JFVyEhd+VGW1ck73P3B5tw64qrEU/HcsZGOxtw93mPwmQw9/8F5BFOJrHb54MmBGocDpTbbDAbDJheWQmrMTfMISIiIiIiIiIqpkEPQiRJgsPhGIxpe3V4DYeHNUREREMhlkhnHcelFOLSwa2wYlISEgCrrkLOE4IAQCKZu9rDH+/Cj1+7Cv54V86Yx1yGpfP/CJfZU5T6DxeIx7HH7wcA1Llc8FgssBmNmF5ZCZNhUP4MISIiIiIiIqIT3KB8AhEOh7OOVVUdjGl7dXgNh9dIREQ0FCwmA2KJg2FGCmlE5ATEob4gAgdDEKWXFl8mNXtrq3g6httWfBv7Q3tyrjUbrLhn/h8wyjEwKzW7olE0B4OQATR4PHCYTHCbzWisqIBBHpQ2ZUREREREREREg9Ms3XDYNz7j8dwmsIPt8BoUZWD2RCciIuqL+moXAECDjpASh4BAVE5Cg4BZGGFE7+9XVaW2zO+ansaSt67HlgPrcq6TJQV3nPNbTCqdVtwXcEhbOIzmYBAGWcb4khI4TCaUW62YXlnJEISIiIiIiIiIBtWgfBJhsVgyvwsh0NWVuzXHYPN6vVnHPWskIiIaKheeUQcdAiE5Dv3QSpA0dKhCgUkcfSHn6VMqARx8v31o9c/x3r4Vea+7+TP3YlbN2UWtvXvefcEg2sJhqIqCCSUlsKoqqh0OnFReDlnKv6UXEREREREREdFAGZStscrKyrKOW1tbIYSANIQfhjQ3N2cdH14jERHRUJh1UiUUp0A6oiEppZGEBgNkmMXRm4q7bCqm1JcAAP57w2/wwrY/573u32f8EJ8b/5Wi1g0AuhBo8vsRSCRgMRgw1uOBUVHQ4Hajzu0u+nxERERERERERIUYlBUh1dXVWcfJZBJbt24djKmPaMOGDZnfJUlCTU3NEFZDRER0UHMoiAvm1iINDXEpBRkSLLoK6QjN0XtaMLcBiiLj5R3L8dhHD+S/ZsLX8W/Try922dB0Hbt8PgQSCdhVFeNLSqAqCiaVljIEISIiIiIiIqIhNShByLhx43J6cKxcuXIwps4rlUrhX//6FyRJghACADBhwoQhq4eIiAgA2sNh7A0EMKHeg5OnlwI42BxdLiQE+UwDpo0vx5r9b+P+9xblvWZO7Xn44ewlRV+RmdQ07PB6EU4m4TabMytBplZUYJTDUdS5iIiIiIiIiIj6alCCEKvVivHjx2e2wxJC4IUXXhiMqfN68803EQqFss7NmDFjiKohIiICgokEtnZ1Ia1p2OXzoXF8GS4/ewo8NnOv97lsKr5x4STMm1GDbV0b8fM3vwdNpHOum1x2Mn561q+hyMXdFTOeTmOH14tYOo1yqxX1bjdURcHJlZUos1qLOhcRERERERER0bEYlB4hADBv3rys7bC2bduGlStXYt68eYNVQsajjz6adWwwGHDGGWcMeh1EREQAkEinsbGjA5quY08ggKSmocpuR1WVHWdMrMaWPV6s2dKOtq4IEkkNJlVBVakNp0+pxJT6EiiKjLbwPty64luIpSM5z69x1OOe8x+DxVjcYCKSTGKX3w9N1zHKbkel3Q6TomB6ZSVsqlrUuYiIiIiIiIiIjtWgBSGf/exn8dhjj2WOhRC499578eyzz8JgGLQy8Nxzz2H9+vWZlSmSJGHOnDlwcOsOIiIaApquY0NHB5Kahn3BIMLJJFwmEyptNgCAoshoHFeGxnFlR3xGIO7DLa9+E95YZ86Y21yKpfOfgNtcWtS6g4kE9vj90IXAGJcLJRYLrEYjTq6shGkQ39eJiIiIiIiIiI5mULbGAoDp06djypQpAJDZm3znzp246667BqsE7N69G0uW5O6N/rWvfW3QaiAiIuomhMAnBw4gnEyiMxJBVywGi9GIMS5XwX08Euk4fvL6f6A5uCtnzGyw4J7zH0ONs66odXtjMezy+QAh0OB2o8RigdNkwsyqKoYgRERERERERDTsDFoQAgBXX311pjl594qMv/3tb3jooYcGfO7m5mZcffXVCIfDAJCpo6GhAfPnzx/w+YmIiA7XFAigMxpFKJHA/lAIBllGg9sNRS7s7VnTNdz9zg+wqXNtzpgsKfjZ2cswuezkotbcEYlgbyAARZIwrqQELrMZpRYLTq6shFFRijoXEREREREREVExDGoQctFFF2H69OmZ4+4w5He/+x2uvfZaeL3eAZn3xRdfxFe+8hW0tLRkfcNWkiQsWrRoQOYkIiLqTWckgj1+PxLpNPb4/ZAANBxqNF4IIQR+s+ZOvLP3n3nHb5x9F+bUnle0eoUQ2B8MoiUUgqoomFBaCpuqYpTdjsaKioLDGyIiIiIiIiKiwTbon1rceeedUHs0UO0OQ15//XUsWLAAzzzzDJLJZFHm2rFjB2644QbcfPPNCAQCmRCkuzfIggULcNZZZxVlLiIiokKFk0lsOXAAmq5jl88HTQiMdrn61GD8r5sext8/eTLv2JUnfx8LJn69WOVCFyKzesWsKBhfUgKzwYA6lwuTysoK3saLiIiIiIiIiGgoDHoQMnnyZCxevDizNRXwaRji8/nw05/+FGeeeSbuuecerFu3rs+hSFtbG5599llcfvnluPjii/HKK69kgo+eGhoacOeddxblNRERERUqqWnY0N4OTdcPrgjRNFTYbCixWAp+xmu7nsMja5fmHfv8+K/hqpN/UKxyM2GNPx6HXVUxobT04IqQkhI0eDxFm4eIiIiIiIiIaKAMSUfTr371q2hvb8eyZcsyAUXP1RqBQABPPvkknnzySSiKgokTJ2LKlCnweDxwOBxwOBxQVRXhcBihUAjBYBD79u3Dhg0b0NXVlZmnZz+Snueqq6vxhz/8AVardRBfNRERneh0IbCxowMJTUNLKIRQMgmnyYRRdnvBz1jb+i6Wvntz3rFZNWfjxjl3FW2Fhi4Edvv9CCeTcJlMqHO7YZBlTCkrQ7nNVpQ5iIiIiIiIiIgG2pAEIQBw3XXXQVVVPPjgg1nnewYiAJBOp7F582Zs2bLlqM/sucqk57N6jo8fPx4PP/wwqqqq+lM+ERFRn23r6kIwkYA3Fju4zdSh7aUKDS52erfg52/8J9J6KmdsYuk03H72b2CQjUWpVRcCu3y+TAhS73bDqChorKiA22wuyhxERERERERERINhyIIQAPjOd76D8ePHY/HixfB6vTmNzLsJIXJCjnyO9EFS972f//znsWTJEtj78M1bIiLqRVkZsHJl/vOUpTkQQFs4jHAyieZAAIoso8HtLrjJeHt4Pxa99u+IpEI5Y6Pso3HP+Y/BYizOKg1dCOzOE4KcXFkJh8lUlDlo6JV5PHjz6afzniciIiIiIiIaSYY0CAGA8847Dy+++CLuu+8+PP/889A0LSfQONYtProDkNraWtx888347Gc/2+96iYioB5MJmDt3qKsY9rqiUez0+ZDUNOzx+yEANLjdMBkKexsOJQL48Wv/jgOx9pwxp8mDpfOfQImlvCi16kJgj9+P0GEhyHSGICOOyWTC3NNOG+oyiIiIiIiIiAbcoDdLz6ekpAT33HMPnn/+eXzta1+D1WrNrAIpZCVITz3vmzp1KpYsWYKXX36ZIQgREQ2JSDKJzZ2d0HQdu30+pHUdtU4n7Kpa0P2JdBw/ef3baApszxlTFRP+73mPYrRrbFFq7Q5BgokEnKqa6QkyvbISToYgRERERERERHScGvIVIT2NGzcOd955J2677Ta8++67ePvtt7F+/Xrs2LED6XT6qPeXlpbipJNOwhlnnIFzzz0X48aNG4SqiYiI8ktpGjZ2dEATAnsDAcTSaZRZrSizWgu6X9PTuPOt67Ch44OcMVmS8dOzfoWpFacUpVYhBJp6hCD1Hg+MDEGIiIiIiIiIaAQYVkFIN7PZjPPPPx/nn38+ACCVSqGtrQ1tbW0IBAJIJBJIp9MwmUywWCwoLy9HVVUVSkpKhrhyIiKig3QhsKmzE7F0Gq2hEAKJBOyqihqHo6D7hRC4f9VteG/firzj3591B+aNubAotYpDK0ECiQQch4UgLjZGJyIiIiIiIqLj3LAMQg5nNBoxevRojB49eqhLISIiKsgOrxf+eBy+WAztkQhURUGD211w36vff/gLvLwjt5E1AFwx7Vr8n8lXFKXOniGIXVXRcCgEmcYQhIiIiIiIiIhGiGHRI4SIiGgk2R8MoiUUQjSZxN5AAIokYazHA0Uu7G336U2P4S8bf5d3bMGEr+NbM28qSp1CCDQFApkQZKzHA8OhEMTNEISIiIiIiIiIRggGIUREREXki8Www+tFStOw2++HAFDndsNsKGwR5qs7/47ffnBX3rF5oy/ED2cvKXhVSW/Eob4l/nj84EqQQ43Rp1VUMAQhIiIiIiIiohHluNgai4iIhqlwGHj00dzz3/42YLcPfj1DLJZKYVNnJzQhsNvvR0rXUeNwFNxsfPW+N7H03Vvyjk2vnIWfnv0rKHL/37q7QxBfjxDEqChorKiAx2Lp9/Pp+BCORPDY3/6Wc/7qSy+F3WYbgoqIiIiIiIiIBgaDEKJ+aGlpQUtLS0HXNjc3D3A1REMgEAB++MPc81/96gkXhKR1HRs6OpDWdTQHAoimUiixWFBe4AfKmzs/wu1vfQ+aSOeMjfVMxt3n/R6qUlig0hshBJqDQfjicdiMxqwQpIQhyAklEArhR0uW5Jz/yhe+wCCEiIiIiIiIRhQGIUT9sHz5cixbtmyoyyCiISaEwObOTkRTKbSHw5mQodbpLOj+Jv8O3LriW4inYzljo+yj8Yv5f4RdLexZR6uzORiENxaDzWjM9ASZWl7OEISIiIiIiIiIRiwGIURERAVIazpWb2rDK6ubsKclgFgiDYvJgPpqF06a6kZZpQnhVBKt4TBURUGDxwO5gF4eHZEW3PLaNxFM+HPG3OZS/OKCP6LUWtHv+oUQ2HcoBLH2CEEaKypQarX2+/lERERERERERMMVgxAiIqKjWLl+P37/7EZ4g/Gs87GEhpbQfryyfSdsNgOmNnowrtadaTx+NMGEH7e8ehU6Irlb7FkMNtw7/3HUOhuK8hr2BYPoisVgMRgwrnslCEMQIiIiIiIiIjoBMAgh6oeFCxdizpw5BV3b3NyMRYsWDXBFRFRsz761A489vynvWAoaInICAkB7LIyWNSFYhYrplZVHfW4sFcVtK65GU2B7zphRVnHXeY9gUum0/pYPIDsEGV9SAoMs46TycpQxBCEiIiIiIiKiEwCDEKJ+qP7/2bvz+KjKe3/gnzNn1sxktqwECCSE1QDqdUUFRRSte6te+1OrVturt261XhfUttYFFbdWL61ar1trF6+iiK0VReVi1WoLyCZbEpZA1tn3Oec8vz9IRsJMYGaSkAn5vF+vvJpznnOe5ztpyTTnM8/zVFWhqqoqq2vtWe4VQESFY8Xq5l5DEBUagnIUAgIRXRwqBMxCj4/+0Ywqpw1T68p67VfRkrj34x9hXfu/0tokSLjrpCdw5IgZ/fIamgMBdEQiaSFItpu4ExERERERERENdQdet4OIiGgYUlQNz725NmObgEBQF4MGgaguAQUajEKGSRgAAEs+aYSqahnv1YSGRz65HZ83f5Sx/aZjf4FZY7/VL6+hORBAe1cI0r0c1mSGIEREREREREQ0zDAIISIiyuDzdS1pe4IA34QgiqQiISlIQIUeOpi7QhAACIQT2NDkydjvM1/Ox9KGRRnbrph+E86bdFm/1L8rGER7JAKzLGOcywWDLGNSaSnKGYIQERERERER0TDDIISIiCiD9z7flnZOQCCsiyMhKVCgIiYloYMEi2aEBKnHtV9saE27/49rn8Gf1/8243jnTrgUV0y/qV9q3xUMoi0chlmW9yyH1RWCVNhs/dI/EREREREREdFQwiCEiIgog6Zd/rRzYV0cMSkJFRqiugQAoEgzQrdPCAIALZ3hHsfvbnkdz/zzoYxjzRpzJm489l5IUno/udrdFYKYZBnjGIIQERERERERETEIISIiyiQaV3och/YKQSK6OAQAi2aE3MtbaTyhpr7/dMcHWPD32zNed0Tl8Zh30hOQdXKfa24JhdDaFYLUud0wyDImlpSgkiEIEREREREREQ1jDEKIiIgysJj0qe/DUhwxKZEWghjQe3hy4z8aAAAgAElEQVRhMu5pW9v2T9z78fXQhJp2zXj3YbjvlGdglE19rrclFEJLKNQjBJlQUoIRxcV97puIiIiIiIiIaChjEEJERJTB2CoHgD0hSFS3bwhi2G8IAgCVJVY0ejdh3gdXI66mb7peVTwGD815AVZj34OK1q4QxNi1HFZ3CFLFEISIiIiIiIiIiEEIERFRJqcfOyZjCGLWDDBAf8D7x9UI3Pb+FQgm0vcacVvKsOC0l+G2lPW5ztZQCLu7QpA6txtGWcZ4t5shCBERERERERFRFwYhREREGZRVmWAoRioE0bAnBDFmEYJYrDH8dtNN6Ii0pLVZDcV4eM6LqCqu7nONbeFwWghS53ZjpN3e576JiIiIiIiIiA4VDEKIiIj20ej1YlcoiNOPq0ZEl4AGwCKyC0FUxLDV9gR2BBrS2gw6I+6f/Szq3FP6XGN7OIxdwWCPEGScy4VRDEGIiIiIiIiIiHpgEEJERLSXJp8P2/x+xBQFJpcOx9ZX7AlBxIFDEA0KvBXPYXtofVqbTtLhnpm/wuGVx/W5xvZwGM3BIAw6XY8QZLTD0ee+iYiIiIiIiIgONQxCiIiIujT5fGjy+RBTFGzxeKBoGs48chyuPO0w2K3G/d5rt+qhjvkDtoT+kbH9x8fdj5PGzO1zjR2RSFoIUssQhIiIiIiIiIioVwf+eCsREVFv9HpgSoZlnvRD7+1lW1cIElcUbO0KQUbZ7SgtKkJpXRGm1JRgQ5MHX2xoRUtnGPGECpNRRmWJFUdNKsdHnQvx3tfvZez7+4ffgrMnfLfPNXZEItgZCKRCEJNejxqnE9UMQSgPelnGlPHjM54nIiIiIiIiOpQMvSdVRERUOCoqgHXrBruKPtvu96OxKwTZ4vEgqWkYWVyM0qKi1DWyrEP9uFLUjytNu//3axbija9fzNj3BZO+h8umXd/nGrtDEL1Oh3FdIchYpxNjnM4+903DU0VZGVa/lzm8IyIiIiIiIjqUMAghIqJhbYffjwavFwlVxVavNxWClFmtWd3/zuY/4bf/WpCxbfbYc3D9MT+DJEl9qnHvPUHGud0w6/UY43BgLEMQIiIiIiIiIqIDGvAg5M477xzoIfpMkiQ8+OCDg10GEREdZDsDAWztCkG2eDxIqGpOIciK7e/h8U/nZWw7asSJuOPER6GT+rYdV2sohN2hUI/lsMY4HKhxufrULxERERERERHRcDHgQciiRYv6/EnYgSSEYBBCRDQM7QwEUuFH939W5RCCfNX6D9y3/EZoQktrm1gyDfee8msY5P1vsH4gLaEQWkIhGGU5tTH6WKeTM0GIiIiIiIiIiHJw0JbGEkIcrKGIiIj2qzlDCDLCZkN5liHIVs8GzPvgGiTUeFrbaHsNHprzPygy2PpU465gEG3hcI8QpNbl4sboREREREREREQ5OmhBSKHOCmFAQ0Q0vOwKBrF5nxCk0mZDhS274GJ3cAduf/9KhJPBtLZSSwUeOe1lOM0lfaqxORBAeyQCsyxjnNsNQ1cYMspu71O/RERERERERETD0UEJQhg2EBFRIdgdDGJTZyeSqoqte4UglVmGIN5oB257/3vojLaltdmMdjx82ouotI3Kuz4hBHYGAuiMRmHR6zHO5YJeljGhpARVxcV590tERERERERENJwNeBAyf/78gR6CiIjogHYHg9jYFYJs8XgQV1VUWK1ZhyDhRBC3v38Vdgaa0tqMsgkPzv4tal2T8q5PCIEdgQA8+4Qgk0pLs66RiIiIiIiIiIjSDXgQcsEFFwz0EERENFhaW4HZs9PPL1sGVFQc/Hp60RIKpUKQrXuFICOynGWRUOO4a9kPsNmzNq1NJ8n46cynMLXi6LzrE0Jgu98PbyyGIoNhTwii02FSaWnWS3YR5aq1vR2nX3pp2vn3fv97VJSVDUJFRERERERERAPjoO0RQkREhyBFAdavz3y+QLSGQvi6owNKVwgSU1WU5xCCqJqCez++HqtbP8/Y/pPjH8QJ1aflXZ8QAk0+H/zxOGxGI2qcTuh1OkwpK0NZlpu3E+VDUVWs37w543kiIiIiIiKiQwmDECIiOmT1CEG8XsRUFWVFRVnvt6EJDQv+fgf+vuP9jO0/PPJ2fGv8xXnXpwmBbfuEIAZZxmFlZSgpKsq7XyIiIiIiIiIi+gaDECIiOiS1hcP4uqNjz3JYXi+iioKyoiKMtNuzul8IgV9/+SD+tvX1jO3/ftgP8d2p1+ZdnyYEGr1eBBMJFBuNqOlaDqu+vBxuiyXvfomIiIiIiIiIqCcGIUREdMhpD4exob0diqblFYIAwO/XLMT/rn8+Y9u3xl+M//i3O/KuT9U0NPp8CCUScJhMGON0wtAVgrgYghARERERERER9SsGIUREdEjpiESwvisE2eLxIKooKM0xBFm88VU8v/LRjG0nVc/FLcc9AEmS8qpP1TQ0eL0IJ5Nwms0Y43BAr9NhWkUFHGZzXn0SEREREREREVHvGIQQEdEhoyMSwbq2th4zQUosFozKIQT5sGkJnvzs7oxtR1TOwN0zfwlZl9/bp9pVVySZhMtsRrXDAYMsY1pFBewmU159EhERERERERHR/jEIISKiQ0LnPiFIJJmEO8cQ5Ivm5Xjw/26BgEhrm1gyDffPfgZGOb/AIhXOdNU12m6HsSsEKWYIQkREREREREQ0YBiEEBHRkNcZiWBd13JYDXuFIKPt9qyXsFrfvhI//ehaKFoyrW20vRYPz3kBRQZbXvV1b9geUxSUWiwY5XDAoNPh8MpKWI3GvPokIiIiIiIiIqLsDMkgJBAIYMeOHQgEAggGg4hEIn3uc/r06aipqemH6oiI6GDyRKNY196OpKqm9t7INQRp9G7CHe9fhZgSTWsrt1bh0dNfgcPszqu+hKpiq8eDuKqmNmw3yjIOr6xEkcGQV59ERERERERERJS9IROEfPrpp1i8eDFWrVqFbdu2QYj0ZUv64u6772YQQkQ0xHijUaxta0NSVdHo8yHctfdGLiFIS2gnblv6PQQT/rQ2h8mNBae9jHJrVV71JVQVWzweJFQV5VYrqoqLYeoKQSwMQYiIiIiIiIiIDoqCD0I++ugjPPbYY9iyZQsA9HsAAiDrh2VERFQ4fLEY1nTtCdLo8yGUSKQ2IM/297on2o5b37scHdHWtDaL3oqH57yAase4vOrbOwSptNlQabPBrNfj8MpKmPUF//ZLRERERERERHTIKNgnMaqq4pFHHsHLL78M4JsApL9Di4EIVoiIaGAF4nGsaW1N7QkSSiTgzDEECSUCuG3pFWgONqW1GXRGPDD7OUwsnZZXfXFFwRaPB0lNwwibDRU2GyxdIYiJIQgRERERERER0UFVsE9jfvGLX+DPf/5zxgAk2/Bi34dhDD2IiIa+cCKBr7pCkKauEMRhMmFMDiFITInirg+uwVbvhrQ2naTDT2c9hSNGHJ9XfdFkElu9XiiahpHFxSizWlFkMODwykoYZTmvPomIiIiIiIiIKH8FGYS89tpr+NOf/gRJktICEJfLhSlTpqCkpASLFy+GJEkQQkCSJMycORN2ux2BQABerxebNm1CLBYDgFRfQgjo9XqcfvrpMJlMqb7Hjctv6RMiIjp4oskkVre2Iqmq2Ob3I5BIwG4yYYzTmXUIomhJ/OLj6/FV2xcZ2289/iGcWH163vVt8XqhahpG2e0oLSqCzWjEtIoKhiBERERERERERIOk4IKQeDyOJ554IvVAq3sWx+jRozFv3jzMmjULOp0OALB48eIe9/7oRz/CtGnfLGOiKArWrVuH1157DUuWLEEsFoMkSVAUBV9//TWeeuopBiBERENEXFGwurUVCVXFzkAAvlgMNqMRY51O6LIMQTSh4ZFPbsOnO5dlbL/23+7EmeMvyqu+SNdMEFXTUO1wwG2xoLgrBDEwBCEiIiIiIiIiGjS6wS5gX3/+85/h8XgAIDXTY9KkSXjttddwyimnpEKQbOj1ekyfPh33338//va3v+GEE05I9dnQ0IBLL70U69atG6iXQkRE/SShqljd2oqYoqA5EEBnNAqLwYCaHEIQIQT++4v7sLThzYzt/6/+Ovx7/Q/zqi+cSGCrx9MjBLGbTJheWckQhIiIiIiIiIhokBVcEPLOO+/0ODYajfjlL38Jp9PZp34rKirw/PPP47LLLkuFIT6fD9dddx3a29v71DcREQ0cRdPwVWsrIskkWkIhtEciMOv1GOdyQc4hHH/lq6fwxoYXM7adNf4SXHPkf+VVXyiR2DMTRAiM7QpBHCYTpldUQJ9DfURERERERERENDAK6glNPB7H2rVre+z78Z3vfAdjxozptzHuvvtuzJ07N9V/e3s7HnjggX7rn4iI+o/aFYKEEgm0h8NoCYVglGWMc7lyChne/PoVvLDqiYxts8aciR8fd3/We4zsLRiPY6vHAyEEapxOOC0WuMxmTKuoyCmkISIiIiIiIiKigVNQe4SsWbMGiqL0eBh1/vnn9/s499xzD1asWIFIJAIhBP72t79hy5YtqKur6/exiIgOaQ4H8ESGgMHh6HPXmhBY29aGQDwOTzSK5mAQBp0OdW53TstNfdCwGL/6/GcZ2/5txAmYd9ITkHW5L1/lj8XQ5PMBAGpcLthNJrgtFtSXl2e9XBfRYHIUF+PRe+7JeJ6IiIiIiIjoUFJQQUhbW1uPY6PRiMMOOyzr++PxeFbXlZaW4txzz8Uf/vCH1LnXX38dt99+e9ZjERERAJsNuPnmfu9WCIH17e3wxmLwRaPY7vdD1ukwzu2GDAlrtnbgyw2taOkMI55QYTLKqCyx4qjJFZgy1g1Z3jMb4/OdH2H+ip9AQKSNMal0Ou475RkYZVPO9fljMTT6fNBhTwhSbDKhtKgIU8rKGILQkGGzWnHT978/2GUQERERERERDbiCCkJ8XZ+s7TZmzBjI+/nU777LmGQbhADAnDlz8Ic//CG1DNeKFSsYhBARFQAhBL7u6EBHJIJAPI5tfj9kSUKdy4XNTV4s+aQRgXCixz3xpIpAOIFN271wWI0464QaSPbt+NlH10EVStoYYxx1eOjUF2AxWHOub+8QpNbths1oRFlXCJLP8lpERERERERERDSwCioICQaDqe8lSYLdbt/v9RaLBdFoNHW89/cHMm7cuB7HjY2NUBQFen1B/UiIiIadzR4PWsNhhBIJNHq9kCQJNS4X/rmuDe/8vfGA9/vDCTy3dCk2F89HXI2ltVdYq7DgtJfhMLtyri2cSGCb3w8dgHFuN6xGIyqsVkwqLWUIQkRERERERERUoApqJ1eDwbDf431ZrT0/ydvS0pL1WCUlJT2OVVXF7t27s76fiIj6X4PXi13BICJdIQgA1DidaNzuzyoEAYCY1IavzY8gpobS2pzmEiw47RWUWUfkXFtcUdDg80ETAmNdLliNRlTabAxBiIiIiIiIiIgKXEEFIXsHG0IIhELpD7H2VrzPZp65BBmKkr5USjgczvp+IiLqX9v9fmz3+xFNJrHV64UqBMY6nSjSG7Dkk+xCkITkwwbzw0jq/GltRQYbHp7zIkY7anOuLamqe2rSNFQ7HLCbTCixWDCxpIQhCBERERERERFRgSuoIGTfWRp7L5WVSXV1NYQQqYdQa9asyXqs5ubm3AskIqIB0RwIoMHr3TProisEqXY44DCbsb7Jk7YnSCYKwvja/Ajiura0NoPOiAdmP4cJJfU516ZqGhp8PiRUFZU2G9wWC+wmE/cEISIiIiIiIiIaIgoqCKmt7fkp3V27dkHTtF6vnzBhQup7IQTWrl2LWCx9PfhMPvvss7RzLlfu68UTEVHftIRC2OzxINE16yKpaRhZXAy3xQIA+HJD6wH7UBHHRvPjiOh2pLVJ0OFns57G4ZXH5VybEAJNPh+iySRKLBZU2myw6PWYWl4OWVdQb6FERERERERERNSLgtoZvLq6Gnq9HqqqAgCSySQaGhpQV1eX8fopU6b0OI7FYnjzzTdxySWX7HccRVHw6quv9vgkr9FoTJuRQkREBxCPA19+mX7+qKMAk+mAt7eHw9jY0QFFVbG1KwwZYbOhbK+lEls6979soQYFm02/QlDelLH9MFyLE6pPO2AtmewIBBBMJGA3GjHKbodRljGtogIGWc6rP6JCEo/H8WWG2bRHTZ0KUxb/fomIiIiIiIiGioIKQvR6PaZOnYqVK1emzq1Zs6bXIGTmzJmwWCyIxWKQJAlCCPzyl7/ErFmzMGJE7xvhPvTQQ2hoaEjdI0kSpk+fDr2+oH4cRESFr6MDOPHE9PM7dwIjR+73Vk80ivXt7VA0DVu9XsRVFeVWKypsth7XxRNqr30IaNhqehY+/VcZ28fEL0WJlKG+LOwOBuGJRlFkMGCM0wm9Toep5eWwGAx59UdUaDq8Xpx80UVp55s+/RQjKysHoSIiIiIiIiKigVFwT/6POeYYrFy5MjVb48MPP8QFF1yQ8dqioiKccsop+Mtf/gJJkiBJErxeLy666CLcddddmDNnDgx7PbBqaGjAk08+iaVLl6at6z5nzpyBe1F0yNq1axd27dqV1bU7dqQv2UM0XPljMaxta4OiaWjwehFVFJQWFaGquDjtWpNRRjyZHoYICDQZX0Gn/tOMY4xMnIsRyhkwWXOfvdERiaA1HIZJllHbFYIcVl6OYn5KnoiIiIiIiIhoyCm4IOTEE0/EM888A2DP2uyffPIJEokEjEZjxuuvu+46vPfee6nltCRJQkdHB2655RYUFRVh1KhRKCoqQltbW+qB9d4brAOA0+nExRdfPMCvjA5Fr7/+Op5++unBLoNoSAnG41jTFYI0+XwIJ5Nwmc0YmSEEAYDKEmvGzdJ3Ghah1fB+xnvKk7MxKnlh6v5c+GMx7AwEoNfpMM7thl6WMbG0NLVnCRERERERERERDS0Ft9PrUUcdhbKyMgB7Qo1IJIK33nqr1+vHjx+Pyy+/HEKI1LnuJa/C4TA2btyIVatWobm5GUKIHiFI9/f33HMPzGbzwL4wIiJCJJnEV62tSKoqtvl8CCYScJhMqHY40mbqdTtqckXauRb9UjQbF2W8vkQ5FjWJKyBhT39HZ7i/N+FEAk0+H3QAap1OGGUZtS4XKvdZrouIiIiIiIiIiIaOggtCJEnC3LlzU6GFEAIvvvjifu+59dZbMWfOnLQwZN/AY+9z3a677jp861vf6vfXQUREPcUUBatbWpDUNOwIBOCPx2EzGjHG6ew1BAGAKWPdsFu/mRXokb9Ek/GVjNc6lKkYF78WUtfbm8NqxOSx7qzra/D5IACMdblQZDRiZHExqh2O7F8kEREREREREREVnIJbGgsA7r77btx5551ZXy/LMp588kk8+uij+N3vfgdFUVIP1TI9XBNCwGq14s4778SFF17Yb3XT8POd73wHxx9/fFbX7tixA3fccccAV0RUmOJdIUhcVbHT74cnGoXVYECN0wndfkIQAJBlHc4+oQavvrcRQd0mbDYtBCSRdp1NrcOE+I3Q7fXWdtYJNZDlA2f+SVVFg9cLVdNQ7XDAbjKhtKgIde7sQhQiIiIiIiIiIipcBRmEAHvCjVzo9XrccccduOiii/Dqq6/iww8/zLiJ9fjx43HqqafiiiuugMvl6q9yaZiqqqpCVVVVVtfa7fYBroaoMCVVFV+1tiKqKNgdDKIjGoVFr0etywVZl93ExKl1ZTimYwsWfv0EhJRMa7doIzEp9hPI+GaZw7Nm1GBqXdkB+1Y1DQ0+HxKqikqbDW6LBQ6TCVPKyvY7U4WIiIiIiIiIiIaGgg1C8jVu3Djcc889uOeee+D1etHZ2YlgMIji4mKUlZXBwSVOiIgOGkXT8FVrK8LJJNpCIbSGwzB17buRbQgCAJ5oO15rvh2KFEprM2ouTIrdBj327OPhsBpx1gnZhSBCCDT5fIgmkyi1WFBps6HIYEB9efkBZ6oQEREREREREdHQcMgFIXtzuVyc9UFENEhUTcPatjYEEwl0RCLYFQrBKMsY53bDkMOsv2gyjDs/uBq7QzvS2vSwYKp6O0qKKlFZYsXRkysweaw7q+WwAGBHIJDasH2k3Q6jLGNaRUVO9RERERERERERUWE7pIMQIiIaHJoQWNfeDl8sBk80ip2BAPQ6Hca5XDDmEDKomoJ7P74BmzrXpLXpdQY8POe3OHLEjLxq3B0MpvYqGeN0Qq/TYVpFBcx6vjUSERERERERER1Ksl+XhIiIKEubOzvhiUbhj8Ww3e+HLEkY53LBlEPIIITAE5/djc+bP8zYfvsJC/IOQdrD4dQyXTVOJ2RJQn15OWxGY179ERERERERERFR4WIQQkRE/a4zGkUwHkeTzwedJKHW5YLFYMipj1e+egrvbP5TxrYf/tvtmFN7Xl61+WMxNAeDe2aouN3QyzImlZbCZbHk1R8RERERERERERW2glv/Y/LkyanvJUnCH//4R0ybNq3fx1m9ejUuueSSHmOtX7++38chIhqOIskkGr1eAECtywVrjjMt/rr5Nbyw6omMbedPvByXHPYfedUVSiTQ5POlZqgYZRnjXC5U2Gx59UdERERERERERIWv4GaECCF6fB0qYxERDSfbfT5oAMY6nTkvN/WP5o/x6Kd3Zmw7cfTpuP6Yn0GSpJxriikKGr1eiK66LAYDRtntGO1w5NwXERERERERERENHQUXhADI6wHXUBiLiGi4UIXAGIcDDrM5p/s2da7Fzz/6ETShprUdVnYk7p75S8i67Ddb75ZQVTR4vVCFQLXDgWKTCWVFRRjncuXcFxERERERERERDS0FtzQWERENfVXFxbDmuOdGS2gn7vzg+4gq4bS2UfaxeGD2czDpcwtWAEDVNDR6vUioKkbYbHBbLHCYTJhcVsYwnIiIiIiIiIhoGCjIGSFERDQ07AoGM57PdePxQNyH29+/Ep5oe3pf5hI8POclOMzunOvThECjz4eooqCsqAgVNhusBgOmVlRAxxCEiIiIiIiIiGhYGLZBiKr2XHZFlnNfaoWIaDjbGQigyefrcz8JNY67lv0A2/1b09rMegsePPV5VBVX59yvEAI7/H6EEgk4TCZUFRfDJMuYVlEBvW7Yvv0REREREREREQ07w3ZprFAo1OPYarUOUiVEREPPDr8fW71eSGr6Xh650ISGB/7vZqxt+zKtTSfJ+Nms/8ak0ul59b07FII3FoPNaMQYpxOGrhDEpB+2b31ERERERERERMPSsH0a1NTU1OOYQQgRUXa2+/1o6NpzY4tejzXLlqHCakWFzZa6Rstik3QhBBZ+cT+Wb3s3Y/uPj7sPx406Ja8a28NhtIXDMMsyapxO6HU61JeXw2o05tUf0aFoRHk5fOvWpZ23ZPHvl4iIiIiIiGgoGbZByNKlS1PfS5KE0aNHD2I1RERDwzafD40+354QxONBQgiMKCtDmc0GLce+Xlv/PF7f8ELGtsun3YCzJ3w3rxp9sRiag0EYdDrUut2QdTpMKi2Fkw93iXrQ6XSwFhUNdhlEREREREREA27YBSHhcBjPPvssvvjiC0iSBCEEJEnC5MmTB7s0IqKC1uTzocnnQ1xRsMXjQVLTUFVcjPI8ZtQta1yCX3/5QMa2M8ZdiKsO/3FeNYYSCWzz+SBLEmpdLhhlGXVud141EhERERERERHRoeGgBiGbNm3CCy9k/vRvbxYuXAiXy9WncRVFQTQaRXNzM7Zs2QJFUdKumTFjRp/GICI6lDV6vdjm9/cIQUYWF6Msj4BhdcvneGjFTzK2HVV1En4y40FIkpRzv9FkEo1eLwCgxuWCxWDAaLsdo+z2nPsiIiIiIiIiIqJDx0ENQlpbW7Fo0aIDPuASQqT+8+OPP+638bv7BdCjhoqKCpx00kn9Ng4R0aGkwevFdr8fMUXB1j6GII3eTbj7wx8iqSXS2urcU3DvyQuh1xly7jehqmjweqEKgTEOB2xGI8qtVtT2MUgnIiIiIiIiIqKhb9CWxto7lOiP67K1dwDSvSzWT3/607w+fUxEdKjb6vFgRyCAWNdMEKUPIUhHpBV3fHAVQolAWluFdSQeOvUFFBlsGe7cP1XT0OD17lmqy2aDy2KB02zGpNJS/m4nIiIiIiIiIqLBC0J6ezi1b/AxUA+xhBAwmUyYN28eZs+ePSBjEBENZVs8HuwMBBBNJrHV64WiaRhlt6M0j82Vw4kg7nj/KrSFd6W1FRsdeHjOiygpKs+5X00INPp8iCkKyoqKUG6zwWowoL68HDqGIEREREREREREhEEKQnKZ5dHfM0IAYPTo0Zg7dy7+/d//HaNHj+73/omIhrrNnZ1oDgYRTSaxxeOBKgRG2+0oySMESaoJ/Oyj67DVuyGtzaAz4oHZz2GMsy7nfoUQ2O73I5RIwGk2Y6TdDpMsY1pFBfQ6Xc79ERERERERERHRoemgBiETJkzA/Pnze20XQmDevHmQJCm1bNW1116L6urqvMeUJAlGoxFWqxV2ux11dXUoLi7Ouz8iokOZEAKbPR7s2icEqXY44LZY0q7X+/2ou+++tPNb7rkHisMBIQQW/P0O/HP3J2nXSJBw10lPYGrF0XnVuisYhC8Wg81oRLXDAb1Oh2kVFTDpB22yI9GQ4vX78ZMM/34fu+ceuByOQaiIiIiIiIiIaGAc1KdFFRUVuOCCC/Z7zbx583ocn3LKKZg2bdpAlkVEROgZgkQSCWzt2ny8txAEAHTRKCpffz3tfMOttwIOB/5n5WNY2rAo473/efTdmDX2W3nV2h4Ooz0SgVmWUeN0Qq/Tob68HFajMa/+iIajSDSKVzL8+73v1lsZhBAREREREdEhhR+bJSIiCCGwqbMTu0OhrEOQA1m88VX8bs1/Z2y7aMrVuHDK9/Pq1xuNojkYhEGnQ63bDVmnw+TSUjjN5rz6IyIiIiIiIiKiQ1tBBiHd+4IMxP4gRETUkxACGzs70RIKIZxIoKErBBnjcMCVZwjy5a7/wy/X3pOx7R1HbiwAACAASURBVOSxZ+Hao+ZlbDuQUCKB7X4/ZElCrcsFoyyjzu1GmdWaV39ERERERERERHToK7gg5Ouvvx7sEoiIhg0hBL7u6EBrONwjBBnrdB5whoWqavh6mwczMrQ9/und0Gxa2vlpFcfgzhMfg07KfTPzaDKJRq8XAFDjcsFiMGC03Y5RdnvOfRERERERERER0fBRcEEIEREdHEIIbOjoQFs4jFAigQaPBxqAGqcTjgOEIGu2tGPJJ40wtbQg0wJXSS2Rdm6Mow73n/IsjLIp51oTqvpNSONwwGY0otxqRa3LlXNfREREREREREQ0vDAIISIahoQQWN/ejvZIJBWCCGQXgqxY1Yx3/t4IACjLcrwSSzkemvMCik25b8CsahoavF4kNQ0ji4vhtFjgNJsxqbQUkiTl3B8REREREREREQ0vDEKIiIYZTQhs6ApBgvE4Gr1eCABjs5wJ0h2CZEsnzLh6wuOotI3Kq9ZGnw8xRUFZURHKrFZYDQbUl5dDxxCEiIiIiIiIiIiyMGSDECEENm7ciN27d8Pv9yMQCCAajcJms8HpdMJut6Ourg4jRowY7FKJiAqG1jUTpKMrBGnYa88Nu2n/S1apqoYln+QWgkhCxoTYjVi12oDTp2qQ5ez3BhFCYLvfj1AiAafZjJF2O0yyjGkVFdDrct9jhIiIiIiIiIiIhqchFYT4/X689tprWLFiBdasWYNIJHLAe8rKynD44YfjjDPOwNy5cyHL8kGolIio8GhCYF1bGzqjUQS6ZoIAQK3LheIDhCAAsL7Jg0C4594fAmK/99QmroFTm4pAOIENTR7UjyvNut5dwSB8sRhsRiOqHQ7odTpMq6iAST+k3rqIiIiIiIiIiGiQDYmnSa2trfjVr36Fd955B/F4HMCeTwpno62tDUuXLsXSpUvx8MMP47LLLsNVV10FPR+kEdEw0tcQBAC+3NCadq7F8H6v149OXIgy5cTU8RcbWrMOQtrDYbRHIjDLMmqcTuh1OtSXl8NqNGZ1PxERERERERERUbeCX1vkr3/9K84991y88cYbiMViEEJACAFJkrL+6r6ntbUVjz/+OC6++GI0NDQM9ksjIjooNCGwtisE8cdiaPR6IUkSxrndWYcgANDSGe5x3Kr/ELsMSzJeW5qcgarkufu9vzfeaBTNwSAMOh1q3W7IOh0ml5bCeYD9S4iIiIiIiIiIiDIp6CBk/vz5uOWWW+D3+9PCj311hx2ZZorsG4qsX78e3/72t7Fs2bKD8TKIiAaNqmlY09oKT1cI0uTzQZIk1LpcsOU4uyKeUFPfe+Qv0Gh8oddrq5MXQULP39V739+bUCKB7X4/5K4ajbKMOrcbZVZrTrUSERERERERERF1K9gg5Mknn8RLL73UIwDptnfoYTabMXr0aEyZMgVHHnkkJk6ciBEjRkCW5YzhSHdfsVgMN910E/7xj38MxssjIhpwqqZhTVsbvLEYfNEoGvsQggCAybhnjyW/bh02mxYCUu9LFEoZ3l667+9NNJlMLdlV43LBYjBgtN2OUXZ7zrUSERERERERERF1K8iNMpYvX47f/OY3aTM/hBDQ6XSYMWMGzjnnHEyfPh1jx47NOEMkkUhg06ZN+Pzzz/HWW29h06ZNPa6TJAnJZBI333wz3nnnHbhcrgF/XUREB0t3COLrCkGa9pplke8+G5UlVuyKbsRG85MQkpLX/b1JqCoavF6oQmCMwwGb0YhyqxW1/N1MdEgSQkARAlrXV7/1q6rQAEiaBp2iQBeNQtK0fuufiIiIiIjoUKfT6SDLMvR6fcbn7kNVwQUhiqLg3nvvTTsvhMDMmTNx1113YcyYMQfsx2g0or6+HvX19bj66qvxySef4L777kNTU1OP/wK9Xi8ef/xx3Hffff36OoiIBouqafiqtRX+eBzeaBTbukKQcW43igyGvPutHhvDqx0LoEmxvO4/enJFr/U2eL1IahpGFhfDZbHAaTZjUmnpIfWGSzTcCSEQU1UEk0mEkkkoAxFQCAEhy5AUBQiFIMXjgK5gJ0ATEREREREVLL1eD7vdjuLiYlgsliH/jKbg/jJ8++230dzcnPrBdi9rddddd+HZZ5/NKgTJ5IQTTsDbb7+NuXPnpvrs3jNk0aJFaG1t7Z8XQEQ0iBRNw+quEMTTjyFIR6QVz319ExQpmNf9DqsRk8e6085rQqDR50NMUVBWVIQyqxVWgwH15eXQDfE3WCL6RlRR0BgMYkcoBF88DkWIPQGFLPf7l2QwfHPM3yNERERERER5URQFHo8H27Ztw5YtWxCJRAa7pD4puCDkjTfeSH3fvT/IvHnzcPnll/e5b4PBgCeffBKzZ8/usW+IqqpYvHhxn/snIhpMStdMkEBXCLLd74es06GujyFIMO7HbUuvQGu4Oa1NJ7Lr96wTaiDLPd9yhBDY7vcjlEjAaTZjpN0OkyxjWkUF9PwEN9EhI6ooaA6H98wA0ekAvR6SXg9JliHpdP36BVkG9Po9Y/D3CBERERERUb9QFAU7duwY0mFIQS2NFYlE8K9//Ss1U0OSJBx//PH9EoJ0kyQJ999/P84880wEAoHU+eXLl+MHP/hBv41DRHQwJVUVX7W2IphIoDMSwY5AYE8I0rXpeL5iShR3fnA1Gn0b09okIaM2cTWA3+y3j7Nm1GBqXVna+V3BIHyxGGxGI6odDuh1OkyrqIBJX1BvTUTUB90hiCbEnnCia4aGxWxGsc0Gg8EAuR8DCyEEoKp7ZoZIEgMRIiIiIiKiHKmqikQigWAwiGg0mjqvaRp27NiB0aNHo6ioaBArzE9BPW1av349VFXtsd7Y1Vdf3e/juN1uXHDBBXjxxRdTocvatWv7fRwiooMhoapY3dKCcDKJjkgEO/spBFG0JH7+0Y+wrv2fGdvrpf+EWZqCv00+Pq0trjfCYTXirBMyhyDt4TDaIxGYZRk1Tif0Oh3qy8vz3sidiHJnMZtxyXnnZTzfH4QQ2B2J9AhBrEVFqCwvh2GAAk8hBKAoe4IQnQ4wGBiEEBERERER5aGkpATJZBK7d+9GOBwGsCcMaW5uRl1d3ZDbM6SggpBt27b1OC4uLsbxx6c/YOsPp59+Ol588cXUcSwWQ1tbG8rLywdkPCKigRBXFKxubUUkmUR7OIzmYBB6nQ7j+hiCaELDI5/chs+bP8zYfv0xP8X5E67AhiYPXp04Gi2dYcQTKkxGGZUlVpwzuQKTx7rTlsMCAF8shuZgEAadDrVuN2SdDpNLS+Hsp4evRJQdt9OJV558csD6j6lqajms7hBkZGUldAwmiIiIiIiIhgSDwYBRo0Zh586dqTBEURREo9EhNyukoIIQn8/X47iqqmrA/liurq5OO+f1ehmEENGQEVMUrG5pQVRR0BoKYXcoBEPXniB9WV5KCIFff/EAlja8mbH98mnX4zuTrwIA1I8rRf240qz7DiUS2ObzQZYk1LpcMMoy6txulFmteddLRIUpmEzu+abr/8tVlpczBCEiIiIiIhpidDodRowYgS1btqTOBYPBIReEFNRfo4lEIvW9JElwOBwDNlamvpPdf7ATERW4aDKJVV0hSEtXCGKUZYwvKenzHhuvrv01/nfD/2RsO2fC/8NVh9+SV7/RZBKNXi8AoKZrxspoux2j7Pa8ayWiwiSEQCiZBCQJkiTBYjYP2HJYRERERERENLAMBgMsFkvqOBAI7FmaeAgpqCDEZDKlvhdCwOPxDNhYmfo2cm16IhoCIl0hSExRsCsYREtXCFLndsMoy33q+51Nf8Rv/7UgY9usMWfipmN/kdcakAlVRYPXC1UIVDscsBmNKLdaUety9aleIipMihB7lsXq+n1RbLMNckVERERERETUF8XFxanvFUWBoiiDWE3uCioIcbvdPY6bm5t7zBLpT42NjWnnSkpKBmQsIqL+Ek4ksKqlBXFVRXMggLZwGGa9HuP7IQRZvu1dPP7ZXRnbjqicgXknPQFZl/sYqqahwetFUtNQZbPBZbHAaTZjUmnpkNtYi4iyo3V/Mqjr37ihD3sWERERERER0eDbdxKBpmmDVEl+CioIGTt2bI/jaDSK5cuXD8hY7777bo9jq9XKIISIClowHseqlhYkVBU7/H60RyKw6PWoc7th6GMIsnL3p7h/+U3QRPqb2ISSqbh/9jMwyqYMd+6fJgQafT7EFAVlRUUot9lgNRhQX14OHUMQokOWts8UaZl7gxAREREREQ1p8j7PnlRVHaRK8lNQf5VOmTKlxycGhRB49tln+329sV27dmHx4sWQJAlCCEiShOnTp/frGERE/SkQj2N1aysSqortfj86o1FYDAbUud3Q9/EB46bOtbj7wx8iqaXPwBttr8HDc15AkSH3ZW2EENju9yOUSMBpNmOk3Q6TLGNaRUWfayYiIiIiIiIiIspWQT2JMhqNOP7441PhBACsWbMGTz/9dL+NkUgkcOeddyISifQ4f/LJJ/fbGERE/ckfi2F1SwuSqoptfj880SisBgPqXK4+f8p6Z6ARt79/JSLJUFpbqaUCj5z2Mpzm/cyWEwJSMpn2BSGwKxiELxaDzWhEtcMBvU6HaRUVfd7MnYj6hxACyWQy7WuobXhHREREREREdCAH7WnUrl27ehyXlZVlXC/629/+dmo5rO4ZGwsXLoSiKPjxj3/cpxpCoRBuuOEGfP755z3WpTebzTj77LP71DcR0UDwRqNY29aGpKZhm88HfzwOm9GIGqezzyFIR6QV/7X0e/DFOtPaio0OPHLay6i0jdpvH8bWVsw4/vi0829/8AHai4pglmXUOJ3Q63SoLy+HdZ/1JIlo8OxqbcXYDP9+mz79FCMrKwehIiIiIiIiIqKBcdBmhMyePRunnnpq6mvDhg0Zr5s7dy7Gjx+fOu4OQ5599llceOGF+Ne//pXz2KqqYtGiRTjjjDPw2Wefpc53zzy55JJL4HK5cn9RREQDqDMSwZquEKTR64U/Hkex0YjafpgJEoz7cdvSK9AS2pnWZpLNmH/q/6DGNSHv/ltCIRh0OtS63ZB1OkwqLYXTbO5LyURERERERERERHk56OuT7L3sVSaSJOHee+/F5Zdfntp5vjsMWbt2LS699FLU1tbiW9/6FqZPn44pU6bA7XanjbFz506sX78eX3zxBf7yl7/A6/WmlnrYe/yqqirccMMNA/BKiYjy1xGJYF1bGxRNQ6PPh1AiAYfJhDFOZ583GY8pUcxbdg0afRvT2mRJj3tP/jUOKz+yT2PIkoRalwtGWUad241yq7VP/REREREREREREeWrIBdqP/LII3Hbbbdh/vz5qdCiOwwRQmDr1q099g3R6XSwWq0wmUwIh8OIRqM9+ssUgAghYLVa8fTTT6OoqOggvCoiouy0hcPY0N4ORdPQ4PUinEzCaTZjjMOx3yA5G4qWxL0fX4+1bV9mbL/9xAU4dtTJfRoDAKqdTugNBoy22zHKbu9zf0RERERERERERPkqyCAEAK644gokk0k8/vjjaUFGdyDSTVVVBAKBXvva98GhEAJOpxMLFy7E5MmTB6B6IqL8tIRC2NjRAUXTsNXrRSSZhMtsRnU/hCCa0PDIJ7fjs53LMrb/6Oif4rTa8/s0RrcigwFOqxW1XHaQiIiIiIiIiIgG2UHbIyQf11xzDV566SWMGDGiR/AhSVJOX926A5QTTjgBb7/9No48sm9LvxAR9addwSC+7uhAUlWxxeNBJJmE22LplxBECIHffPkgljYsyth+2dQf4cIpV/VpjL05TCZMKi3tc91ERERERERERER9VdBBCAAcffTRWLx4Mf7zP/8TJSUlabNBDqT7eiEEpkyZgkceeQTPP/88ysrKBrBqIqLc7AwEsKmzMxWCRBUFpUVF/RKCAMAf1z6D19Y/n7Ht7AnfxfeP+Emfx9jbxNLSPu9lQkRERERERERE1B8KdmmsvdlsNtx444247rrr8N5772HFihVYuXIlmpqa9nufwWDAlClTcMQRR2Du3Lk44ogjDk7BREQ52O73o8HrRUJVsdXjQVxVUW61oqq4uF/6f2fzn/Dsvx7O2HZS9Rm4+dj78g5bOiORjOf1uoLP2YmIiHDHHXdg0aJvZkvOnz8f3/72twexokPTzp07ceqpp6aOR44ciWXLMi/V2VezZ89Gc3Nz6viDDz7AqFGjer2e/xvoH7n+3KmwaZqGrVu3oqmpCa2trYhEIhBCoLi4GA6HA9XV1Zg4cSKMRuNgl3pQ7d69G5s2bcLu3bsRDAaRTCZRXFwMu92OiooK1NfXw2azDXaZNEi2b9+ODRs2wOPxIBgMQggBi8UCu92OkSNHYvTo0aisrBzsMqmP3njjDdx5552p4wsuuAAPPfTQIFbUE9+P929IBCHdDAYDzjrrLJx11lkAAL/fj927d8Pv9yMQCCAWi8Fms8Fut6fenIfbGzMRDS1NPh+afD4kumaCJFQVlTYbKvvp/0Cv2P4eHv90Xsa2IyqPx90zn4Ssk/PqO5xIoCUU6kt5REREWdn3YXW+iouL8eWXX/ZDRURE+zdx4sSM5+fOnYtf/epXeffb0dGBWbNmQVGUtLZLL70UP/3pT/PqV9M0LFu2DEuWLMGKFSsQDAb3e73BYMBhhx2GM844A2effXZWq25cfvnl+Mc//pF2vqysDB9//DFkOb+/SwDgnHPOwaZNm9LOjx8/HkuWLMm73zVr1mDRokVYtmwZdu/evd9rJUlCTU0NZs+ejfPOOw8TJkzIe9xs9fb+eMMNN+D666/Pub99H/Jm8/Pb93/rfQ2U931NxxxzDF555ZXU8VNPPYWnn3467/5zcaDgfsuWLfjDH/6Ad955B16v94D9ud1u1NfX45hjjsHMmTN7/T1BRANjSAUh+3I4HHA4HINdBhFRXhq8Xmz3+xFXFGzxeJDUNIyw2VDRTyHIqpbP8IuPb4AmtLS28e563HfKMzDKprz6VjQN2/x+GPpaJBER0RCyYcMGvP/++6njyZMnY86cOTn389RTT/U4vuGGG/pcGxENDR9++CH8fn/ezzLefvvtjCFIXyxbtgwPP/zwAVfd2FsymcSqVauwatUqLFiwAGeeeSZuvvlmjB49Oufx29vbsWLFCsyaNSvnewFg3bp1GUOQvti8eTMefPBB/P3vf8/6HiEEGhoa0NDQgN/+9rc44ogjcOutt+Koo47q19qy8eKLL+Kyyy6D0+k86GMPB7FYDE888QRefvllaFr639u98Xg8WL58OZYvX45HH30U9913Hy6++OIBrJSI9sa1S4iIBsEWjwfb/X7EFAWbu0KQkcXF/RaCbO5ch7uW/QBJLZHWNso+Fg/PeQFWY35LbwkhsN3vR0JVUWG19rVUIiKiIWPDhg14+umnU197hyK52LuPg/WpViIqDIlEAn/5y1/yvr8/Zsd1i0ajuO2223DdddftNwTR6/VwOp0wm80Z21VVxZIlS3DmmWfm/XvxzTffzOs+oH9/JsCeEOGCCy7Ybwii0+ngdDpRVFTU6zLDK1euxKWXXooFCxb0a33ZCAaDeO655w76uMNBOBzGlVdeiRdffLHXEMRiscDpdEKv3//nz1VVHYgSiagXQ3pGCBHRUCOEwGaPB7uCQUSTSWzxeKAKgVF2O0qLivpljOZAE25//wpEkunLVpVaKrDgtFfgspTm3X97JIJAPA670Yj8eyEiIsrf2LFjceWVV+Z8H5fNJaJC8NZbb+G73/1uzvdt2LABGzdu7JcagsEgrrnmGqxatSqtbcKECTjttNMwc+ZMjB07Fg6HI/Ww3+v1YuPGjfj000+xZMkS7Ny5M3VfMpnscZyLDz74AMFgEMU57pOYTCb7tPTV3oQQ+MUvfoFXX301ra2srAynn346Zs2ahfr6ejidztRSXtFoFFu3bsUXX3yBd999N+1n2tjY2C/15er3v/89rrzyyqyWLRtKTj75ZJSWZv+X6M9//vMex+effz4OP/zwrO61Zvjg380334yVK1f2OOd0OnHhhRfi1FNPxcSJE3vc5/P5sH79enz11VdYtmwZvvrqKwghsq6fiPoPgxAiooNECIGNnZ1oCYUQSSSw1euFKgSqHQ64LZZ+GaMz0ob/Wvo9eGOdaW02ox2PnPYSKm35b5QVSiSwKxiEQadDtcMBXUdHX8olIiLKS3l5eV4PEff10EMPFdQGl3Tw8X8DdLBMmDAhtXzTypUr0dTUhLFjx+bUx74zHyZOnJhXMJJIJHDttdemPbCvrKzELbfcgnPPPbfXWQ4ulwvHHXccjjvuONx8881477338MQTT+T1sH/vn0k8Hsdf//rXnJcJ+vjjj3vszZDvzwQAHnvssbQQxGKx4JprrsHVV18NSy9/s1ksFtTX16O+vh5XXXUV1qxZgyeffBIrVqzIq47+Eo1G8etf/zrvfWMK1dSpUzF16tSsr983CDn22GPz3sPk3XffxfLly3ucmzlzJhYsWNDrMmROpxMzZszAjBkzcO2112L37t343//9X/zxj3/MqwYiyh+XxiIiOgiEENjQ0YGWUAihvUKQMf0YgoQSAdz2/vewO7Qjrc0kmzH/1P9BjSv/zdgUTcM2nw8AMMbphF6WUcM1Z4mIiIiIDuj888/vcZzrUlCKovSY+TBhwgRMmTIlr1oeeeQRfPnllz3OTZo0Ca+//jrOO++8XkOQfUmShLlz52Lx4sX4j//4j6zv6zZ37lwU7TUrPp/lsfa+R6/X4+yzz865DwBYunRp2lJSDocDL7zwAq6//vpeQ5BMpk6diueffx6PPfYYbP209HG29p398ec//xnNzc0HtYZD2QsvvNDjeNKkSVi4cGFOe7GMGDECN9xwAz788MO89hkjovwxCCEiGmCaEFjX3o62cBihRAINXcth1TidcPVTCBJTopj3wdVo8KZ/+kknyfj5yQtRX/5vefcvhMA2nw9JTUOVzQab0YgKq7Xf9jQhIiIiIjqUHX300Rg5cmTqePHixTktj7N8+XJ0dn4z63vfYCVbK1euxO9+97se52pqavDKK6/ktNzQ3oxGI2655RY8/fTTOQUGFosFp59+eur4n//8J7Zv3571/V6vFx999FHq+MQTT8zrNQSDwbRZAyaTCS+99BKOOOKInPvrdvbZZ+O1117LawP5fM2ZMwd1dXWp42Qyyb2o+klHRwdWr17d49x1110Hg8GQV39Go/GQW7aMqNAN2tJYP//5zw96Mr4/P/vZzzBu3LjBLoOIDjGaEFjb1gZPNIpAPI7GrmnbNU4nHL1sNpgrVVNx//KbsKbty4ztd5ywAMeNOqVPY7SFwwgmErAbjSi32VBkMGBCSQmwe3ef+iUiIiIiGg4kScJ5552HhQsXAgCam5vx+eef47jjjsvq/r1nPsiyjHPOOQePP/54znU89thjPQIYnU6H+fPnw26359zXvubMmdPr5tG9Of/883u8tjfffBM33nhjVve+8847SCaTPfqKRqM5jQ/s+ZR/xz5L/t5www2YPHlyzn3tq7a2Frfffnuf+8mWTqfDjTfe2ONn+NZbb+EHP/gBamtrD1odh6KGhoa08PKYY44ZpGqIKB+DEoQIIbBhw4bBGDqNEAKSJCEcDg92KZQDn8+HTZs2Ydu2bfD5fBBCwOFwoKqqCocffnjOG6wRDQRV07C2rQ3eWAz+WAxNXctK1bpcKDaZ+mUMIQT++4v78MmOpRnbf3T0PTht3AV9GiOUSGB3KASjLKPa4YAsSTisrAyyjpMKiYiICtHOnTuxYcMGdHZ2wufzwWq1oqSkBJMmTerXB2HNzc346quv0Nraing8DofDgfHjx2P69OnQ64fvdpTt7e1YuXIldu7ciUQiAYfDgZEjR+Koo47qsQxQX4XDYaxatQptbW3weDwQQsDtdmPUqFE4/PDDYTQa+22svlIUBatXr8bmzZvh8/lgsVhQXl6O6dOno6qqarDLO2jOP//8VBAC/H/27juuqauNA/gvCQkrhI0KqODeaOvee4PbOqoi7tdaV+tqq9a2r22tta66rbVvXXXjalW0zkpbLU4UVIaDISMQCGS+fyApN/cGMlk+38+HT5tzc+85MnKT85zzPAUT1MYEQjIzMxEREaF73KFDB/j4+Jjc/507d/Dnn38y2oYNG2bRrgd9fBM/I7Rt2xa+vr548eIFgILvyaxZs4xKs1W0Zoqrqyt69OhhcuF0hUKBn3/+mdEWGBiIsLAwk65THFO/J5bq06cPGjdujHv37gEA1Go11q1bh++++65Ux1HZ6AfLAFTouSeFQoF//vkHsbGxyMrKglAohL+/P1q1agUPD48Sz8/OzsbNmzcRHx+PnJwcSCQS1KhRA23atLHa/Ucmk+HmzZu6+5xQKNTd56z9XuPevXuIjY1FSkoKgII0c40aNUK9evWs1oe+inQfryzK7N2pKVtAbcXU/JWk7Gg0Gvz11184e/Ys/vjjD11BNS48Hg/t2rVDaGgounTpUoqjJORfKo0Gd5KTIc3PR6ZcjjipFHweD7Xc3SG24s3s0IMfcCT6R85jY5r+B8MbWfYGXqlW6wI4NV1dYScQoK6nJ5zphkwIIaQSWLRoEWMibeXKlawCqjdu3MD48eM5zz9y5AireHFRfn5+usnL7t27G8zTXr9+8TW8du/ejTZt2hT7HJlMhl27diE8PBxxcXEGn+fv74933nkH48ePh4OZu1OvXr2KdevWsQotF3Jzc8Po0aMxbdo0k9LklAVjfgeKWr9+PSPNzHvvvYdZs2YBAG7fvo21a9fi6tWrnJ93hUIhgoODMXv2bFStWtXsMZ87dw67d+/GzZs3Gavhi3JyckL37t0xa9YskwtyW5NcLseWLVuwd+9eZL5+T1kUj8dD8+bNMXv2bLRr167Ya928eROjR4/WPXZxccGlS5fMCi7p/11bci1T1KxZEy1atMCtW7cAFBReXrp0aYl/J1w7H8zB9XpV9HtaFng8HkJCL/fqfgAAIABJREFUQrB582YABYHcv/76C61atSr2vNjYWNy9e1f3uG/fvmZNGkZERLB+N9955x0IBAKTr1WezJkzB1OmTNE9PnPmDB48eGCVXS5vKq45xOTkZPj7+5fBaEqm/97i4cOCNNoymQwbN27EgQMHIJPJWOcJhUIMHDgQH374ITw9PVnHExISsHbtWvz2229QKBSs405OTggLC8PUqVNhb+YC0MuXL2Pbtm3F3udcXFzQtWtXzJw5E4GBgWb1o9FosGfPHvz4448G0/IFBARg2rRpxb43MFVFuo9XNmW2nJfH45X5F6k4+vbti3HjxmH37t3FBkGAgiDbtWvXMHXqVMybN4/zhZ0QW1JpNLj9OgiS/joIIuDxUNvKQZBL8Wfw/Z+fcx7rX3ckJrf4wKLra7VaxEulUGk08HNxgbNIhKpiMaqWo7SGhBBCCClIJdOjRw+sX7++2CAIUDDJuHr1avTt25cxiWgMtVqNTz75BGFhYQaDIEDB6vVNmzZh8ODBSExMNKmPimrr1q0YNWoUrly5YnDRn1KpxOHDhzF48GDcuXPH5D4SEhLwzjvvYObMmbhx44bByRMAyM3NxYkTJzBgwABs2rTJ5L6sISEhAYMHD8amTZs4gyBAwfvNW7duITQ0FMuWLSs2rdJbb73FmMTNzs7GyZMnzRrb3r17GY8HDx5s8yBIoSFD/t2tnZubi99++63Ec4qmjnJxcTG7wHLRehpAQaHnxo0bm3UtazKnkLx+UKfo99UUFy5cYDy2s7PDoEGDzLpWedK5c2e0bNlS91ir1dKOEAtxBQWM+fstT2JiYhASEoKdO3canCtTKpU4cuQIhg4diidPnjCOnTp1CoMGDcKJEyc4gyBAwevahg0bMHHiRJOz70ilUkyePBmTJ08u8T6XnZ2N8PBwDBw4EGvWrDF5wX1aWhrGjBmDzz77rNjaRHFxcVi8eDFmzJhhVuq9oirafbwyKrNAiFarLRdfpGJIT09ntQUEBCAkJARhYWGYMWMGhgwZwlpZdfLkScyYMQP5+fmlNVTyhlO/DoJk5ecjLTcXCVIpBHw+ant4WHUXxf3UW/ji8hxowX4da+3XBfPafmFxwDf5dXF3V3t7eDs7w1koRF39LbJeXsCFC+wvMwstEkJKj5e7O87t3cv68nJ3L+uhEUKMpNVqsWbNGixcuJBzolkgEMDNzY2zkOvLly8xbtw4XL9+3ai+1Go1FixYgAMHDnAed3BwYE0kx8XFITQ0FBmva6RVVhs2bMDq1auhVqt1bXZ2dnBzc+NcVZ6RkYHJkydzplkx5ObNmxg5cqTBAJSzszNnDU6VSoXvvvsOy5YtM7ova0hPT0doaCgrMOfk5GRwhfC+ffuwaNGiYoMhY8eOZTzWD2gYIy0tDefOnWO0jRo1yuTrmKtfv36M70FJk/6PHz/G7du3DZ5vrOfPn7N2pZW066K0BAYGonnz5rrHZ86cQV5ensHnq9VqHD9+XPc4ICDA7PRe+qnCateubVRaoIpg7ty5jMcXL17EzZs3y2g0FV+jRo1YqZg2bNhQYb6niYmJmDBhAuN1gMfjwdXVlfN9QlJSEqZNm4bc3FwAwOnTpzF//nzdY6DgfYarqytn+re///4bS5YsMXp8ycnJGDNmDC5fvsx53NnZmfO1T6VSYfPmzZg/fz5UKpVRfaWnp2PChAm63Xn6XFxcWN+TiIgIzJ071+y55Ip2H6+syiQ1Fo/HQ8OGDeHs7FwW3XMqT2Mhhvn5+WHEiBGcQQ+g4A3RgQMHsHLlSl3wIzIyEt99912pFigjbyaNVos7KSm6IEhiVhbs+HzUdneHI8cbC3M9z4rHkvOToVCzA3x1PBphWZcNEPAte3mXKRRI0q8L4uPDrgtibw907WpRX4SQsmFvb48uRhZoJeRNFhAQgOXLlwMA/vnnH8akZfPmzYtNUVP0M8acOXN0KyMLr1dI/zHXGLjs2LFDl06m6HPHjh2Ljh07IjAwULcwIjExEWfPnsWOHTt0E/C5ubmYM2cOjh8/jipVqhQ7hh07drBy73t5eWHGjBno3bu3rl5Beno6IiIisGnTJjx79gzPnj3DZ599Vuy1K7IrV64gKioKQEFKsIkTJ6JXr16oVasWeDwe1Go1bt26hc2bNzMmdzIzM/HVV19h1apVJfaRkJCAKVOmMFbvOjo6YsiQIRgwYACaNm2qmxySyWT4448/sGvXLsYE7759+9CgQYNSS4P0+eef6ybbAgICMGPGDHTr1g2urq4ACibYTp8+jc2bNzOCeMeOHUODBg0M1mcYOHAgVq1aBalUCqAgp/vt27fRrFkzo8d28OBBxircVq1aoU6dOib/G80lkUjQvXt3nD59GgDwxx9/ICkpyWC6NP1Aibm7FbjqtDZp0sSsa9nCoEGDdBOEMpkMZ8+eRXBwMOdzr127psvjX3iuObKysljBofL0PbFUy5Yt0bFjR1y5ckXXtmbNGvz0009lOKqKSywWo0OHDvj99991bTk5OXj33XcREhKCESNGoEWLFqVeE8ZY8+bNQ1paGgCgf//+GDVqFN566y0IhUJdLefNmzfj119/1Z2TkJCALVu2ICQkBEuWLIFGo4GjoyPGjRuHgQMHol69euDxeFAqlbh+/TpWr16N6Oho3flnzpzB1atX0aFDh2LHplarMXv2bMTGxjLa69Wrh6lTp6JLly6QSCQAChZynDlzhnX/OHnyJKpXr84KAHJZuHAhYmJiGG2NGzfG1KlT0alTJzg7O0Or1SIxMRHh4eHYvn07cnNzceHCBc6F2iWpiPfxyqrMaoQsX77cpDcr5M3m6+uLCRMmYPDgwcXm6hQIBBg9ejR8fX0xffp03Wqin376CaGhoSV+wCPEXBqtFvdSUpCZl4cMuVwXBKnj4QEHKxbwkuZlYPH5iZDms2++3k7VsLLHTjgJLUtdVVgXhAcgwNUVAj4f9Tw94WTFYA4hhBBSUVSpUkX3odPe3p4xKRkYGGj0B9KQkBDd/+sHPsz5UHvr1i2sWbOG0RYaGor58+dz5smvXr06wsLCMHjwYMycOVO3gjUzMxNLly7Fli1bDPYVFxfHqIsBAM2aNcO2bdvg5ubGaPfw8MDw4cPRv39/zJ49G5cuXdIFCiqjwonb5s2bY9OmTayV5AKBAC1btsS2bdvwySef4JdfftEdO336NBYvXlzs6nOFQoHZs2czJk8aNmyItWvXombNmqzni8Vi9OzZEz179sSWLVvw7bff6o6tXLkSXbt2RbVq1cz+9xqr8Gfeq1cvrF69mrWKt2rVqpg4cSIGDhyICRMm4PHjx7pja9euRc+ePVGjRg3WdR0dHTF06FD88MMPurZ9+/YZPbeg0WhYu5pKczdIoSFDhugCIRqNBsePH8fUqVNZzys8VqhGjRqMdEem4EpTV1J9otI0YMAArFy5Updu5+jRowYDIUVfh3k8ntmBEK7viS0LI5eFuXPnMgIhkZGRRk1ME27vvfcerly5wtgBqFardTXD3N3d0aJFCwQFBaFp06Zo0qSJLgBc1m7fvg2RSIRvvvkGffr0YRzj8Xho1KgR1q1bh6VLl2L//v26Y/v27UNkZCRyc3Ph5+eHbdu2oXbt2ozzhUIhOnfujLfffhtjx45lBF5//vnnEn/ftm3bxtqdMXToUKxYsYK1M6NatWqYOHEigoODMWnSJEbgZevWrejatWuxO8SOHj2KS5cuMdpGjRqFpUuXMuYbeTweatSogZkzZyIkJES3m8bU9zQV9T5eWZVZIIQQUxw+fJi1BbE4Xbp0wYABAxAeHg6gIMfh+fPnMWbMGFsNkbzBtFotHqSmIk0uhzQvD/FFaoJYMwiiUOfjkwtTkZj1lHXMSSjGlz13wsvJsmCffl0QJ5EI1cRiVKG6IISQMpQmT0OeynCKjEJarRZQqQEBHzw+H7ATFvyXlMjBzgGeTuzc1+VVZGSkyRN448ePx0cffWSjEZW+r7/+mpECYvz48Vi8eHGJ53l4eGDTpk0YOnSobiX0xYsX8ejRI4MTgDt27GCkmvX29uYMghTl5OSE9evXY9iwYawVnpWNn58ftm7dWuxkF4/Hw0cffYSLFy8iNTUVwL+fUUaMGGHwvGPHjuH+/fu6xzVq1MAPP/wAdyPSGE6bNg2pqam61d/5+fnYvXt3qe2Ub9iwIb799ttiC1h7e3tjx44dGDhwoG6SKC8vDzt27MCnn37Kec7o0aOxa9cuXXqSU6dOYfHixXBxcSlxTJcvX8azZ890jz08PNC7d29T/llW0bFjR3h7e+t+F44ePcoZCLl+/TqSkpJ0jy2pXVF0B0Wh8jJBCxSMpVu3brrV6NevX0dKSoput1khmUzGSG3WunVr+Pn5mdUn1/ekuNe1iqhJkybo3bs3o5bFd999R4EQMzVr1gwLFizAypUrOY9nZGQgIiICERERAApe++vUqYPWrVujW7du6NChQ5nuGFmyZAkrCKJvwYIFOH36NLKysgAULJi4efMmRCIRNm3axAqCFOXs7IyPPvoI7777rq7t0qVLyMvLg4ODA+c5eXl5jOA2UPAa+cUXXxT7vfLy8sLOnTsRHBys2+mi0WiwefPmYhd36O+k7dixI5YvX15savHq1atj+/btGDx4sMmp9yvyfbwyokAIqRBMCYIUKhoIAWBWQUJCSqLVavEwLQ2pubnIzs9HXGYm+Dwealk5HZZGq8GXVz7AnZS/WMcEPDt82vV71HJvYHE/+nVBxCIR6nIUhSOEkNIQnfYQI4+Owd3Ue2U9lDdCE58m+GXEL2jgZfn9hNjWzZs3GTnJ/fz88MEHHxh9vpubG9577z1G4OTAgQP4+OOPWc+VyWSslFjz5s0zarLQwcEBH3/8MUJDQ40eW0X0wQcfGDWh7OjoiODgYOzcuVPXdvfuXYOBEK1Wix07djDali5datTkSaH3338fR48eRXZ2NoCCtFAffPBBsbvsreXjjz8uNghSqFq1avjPf/6Dr7/+Wtd2/PhxfPjhh5z50mvWrImOHTvqUo3J5XIcOXIE48ePL7Gvffv2MR4PHz7cqDFam0AgwMCBA3WTf4V1QPR3thQtCG7JzgcAnEWLC1PNlBeDBw/WBUIK64BMnjyZ8ZzTp08z6ocUl56wJEVrHRQyJqBW0cyePRvnzp3TZcy4ffs2zp07h549e5bxyCqm0NBQeHp6Yvny5QYLjhfSarWIiYlBTEwMfv75Z1SpUgUTJ07E2LFjS/21p379+kbtQBWLxejevTsrLd/o0aONWoTSqlUr+Pr64sWLFwAKgv4PHz5EUFAQ5/PDw8MZKa6EQiGWL19uVMDI09MT8+fPZ9Qi+f333xEfH8+52+KPP/7A06f/Liy1s7PD0qVLjaqvWqtWLYSFhZlUuLyi38crI1oiRyot/a3UphQjJMRYsenpSJLJkKNQ4OnrQqC13N2tWhgdALbfXIULcSc4j81v91+09O1kcR/Z+fmsuiCNvL3Bt7DoOiGEmIuCIKXrbspdjPxlZFkPgxjh5MmTjMfvvPOOycWTe/fuzVhsFBkZyfm8P/74gzFZ6OrqioEDBxrdT7t27RAYGGjS2CoSNze3ElfXFqWfruPJkycGn3vv3j3GhE1gYCA6dTLtPZ9EImGck5WVhYcPH5p0DXPUrVvXpBROw4cPZ6Q/yc3NNfg7CbCLphdN42LIy5cvGbn9+Xw+Ro4su9c8/Ql8/UlH/Z0PLVu2RPXq1c3ur2hdlEKOjo5mX88WOnfuDM8ii7C4CskXDQ45OTmZ9Penj+t74uTkZPb1yqs6deqw0oytXbtWFxghpgsODsbZs2cRFhZm0i6i5ORkfPnllwgODi713ZLF7T7U17RpU4vO16+1UzT9ob6ir8tAQYYXU17rgoODGT8DrVZrsOB64U6dQh06dOAMmBgyevRok3b0VOT7eGVFO0JIpaW/4sWcXSWEFOdpRgaeZ2dDrlTiSUYGNAAC3dwgtnIQ5PjDPdh7dzPnsXHNZqFfXePfkBiiVKsRL5Uy6oLU9/KiuiCEkDKTo8ihIEgZuJNyBzmKHDiLnEt+chkKCAgweZdBecqFbyn9CeLOnTubfA2xWIyaNWvqJidiYmKQk5PDKPAOFKwcLqpTp04mr2Lt2bMntm3bZvIYK4K3337bpFWZ+pM7hSs8uRQtkgrA5MmTQo0aNcKpU6d0j2/duoVGjRqZdS1j9ejRw6Tnu7q6olWrVrh27ZquLSoqCt27d+d8fpcuXeDv769LcxUbG4vIyEi0bt3aYB8HDhxg5PXv2LGjRYEFSzVo0AANGzbU5dI/efIkFi1apPv7OnPmDORyue75lux8AMDKsw8U7Kbh2nVTVuzs7DBw4ED8+OOPAApel+7evaubVE1ISMDff/+te36vXr1Yr1mm4PqecO0SqQxmzZqFU6dO6YI/jx49wsmTJw3WYSEl8/DwwMKFCzF37lxcunQJV69exZ9//onY2Fhd6j5D4uLi8M477+DHH39kBQ1spVWrVkY/V78GhZubG+rUqWP2+YVptrgU1toq1KtXL6P7AQCRSIRu3boxgqS3bt1ipOcqpP+extR7VZUqVdC0aVOj64RU5Pt4ZUUzw8RisbGxePToEVJSUpCbmwt7e3t4eHigdu3aaNiwIeebi9KgHyGtWrVqmYyDVE4JUinipVLkqVSITU+HWqtFgJsbXA3kvTTXjWcXsfbGUs5jvWoNwcTmcy3ug6suiK+LC3ws+FBBCCGWchY5o4l3YwqGlLKmPk3LfRAEAHx8fMwqMF4Z5ObmIiYmhtEWGRnJmkgwRmFRYqAgr3ZaWhprUrFoEVIAZn3wrswf1k2tTaD//S0urYr+z/TVq1fYu3evSf0B7M9FhXUpbMnc35OigZDiVrzy+XyMHj0aq1at0rXt27fPYCBEpVLh4MGDjLayKJKub/DgwbpASGZmJn7//XfdJGDR3RAODg7o27evRX1xBQyys7PLVSAEKPieFAZCgILvQ+FEsf4OEUuDQ1y7P4oLTlZk1atXx7Bhwxjp4davX49+/frRolELiUQiXXFroOB1/cGDB7h37x4iIyNx/fp1zgCbTCbD+++/j+PHj5fK36Gvr6/Rz9X/26hWrZpR6aMMnc+Vmg8A0tPTWfckrt0oJWnSpAkjEPLo0SPO51nrPY2xgZCKfB+vrOjVrgJJTEzE3bt3ce/ePd2XVCplPW/37t1o06aNTcfy8uVL7N69GydOnOAsMFbI2dkZ3bt3x/jx41n5Tm3t+PHjjMdt27Yt1f5J5fU8KwtPMjKgUKvx+HUQpIarK9ysHASJSbuH5b/PhEarZh1rXrUtPmz/pUlvRgxJkskgUyjg5uCgqwtSx8PDuJNlMqDIBxWdCROAcvahihDCJMvJwe5Dh1jt44cNg7icBEIPDN6Dd46OxZ3Uu2U9lDdCU5+mODDiQFkPg5QgLS2NtdL0v//9r1WunZmZyUovWzRvN2DaREohf39/i8ZVnplaT0A/pUZxqWkKi78WOnXqFGNFqLm4PkNamzm/J/rn6P/u6Rs2bBjWrVunK1z722+/IT09HR4c72MjIiIYn1urVauGrl27mjxGawsODsaqVaugUqkAFKR96tWrFxITE/HXX//WBuzZs6fFE6Xe3t6sNqlUylq5XdYaNWqEevXq6SYyT548iYULF8LOzo4RCKlatarFn/ENfU9Kw/nz54udSynK2dkZISEhFvf5n//8B0eOHNH9zcTHx+Pw4cNlmiKuMhKLxWjVqhVatWqF0NBQyOVynDx5Et9//z2eP3/OeO7z58/xv//9D9OnT7f5uEy5X+nfq0x9/dHfKWnoXsf1Om/qAgOA/T6D67r5+fmMXXbm9mXKORX5Pl5ZUSCknDI26FHaNBoNtm7dik2bNjEKlBmSk5OD8PBwhIeHY9CgQfjkk09KpfhYZGQkI2WAi4sLOnbsaPN+SeWXJJMhJj0dCrUasenpUL7eReFh5fy6ybLnWHw+DHkq9sqRmq51sKLrZggFlqfgysrPR3JODkQCAapLJBDweGhsSl0QqRR47z12++DBFAghpJyTZmdj9rJlrPZBvXuXm0BIA8/6iJr0F9LkachTlfy+Q6vVAio1IOCDx+cDdsKC/5ISOdg5wNPJs+QnkjJny88EXO/v9dNZmDMZW95WnFuTNRalGGKrn7Uxn+MsZc7PXP9zYkn/fnd3dwwYMACHDx8GUFDv4eDBg5g6dSrrufpF0keMGFEuCs16enqiU6dOuHDhAgDg0qVLSE9Px7FjxxgBzyFDhljcl36QEyhYHd2gQQOLr21tQ4YMwVdffQWgYMX4pUuX4OLiwphEHjRokEm5+rlwpUYrrdz7u3btKrYOTlF+fn5WCYRUqVIFY8eOxc6dO3Vt33//PQYPHmxR4W4ej8f4fS2ags4c+rVbLP05lzVHR0cMHz4cffv2xezZs3HlyhXG8f3795dKIMSS+5Wt7nX67zGEQiEczFhgqn/P4bp/cKXnssa9qjgV+T5eWVEgpJwaMmRIuduSmZeXh9mzZ+PixYtmnX/s2DFERUVh+/btNs3Fmpubi08++YTRNnHiRItyhxICAKk5OXj46hVUajWevA6GVBWL4W3l3y2ZIguLz09Cmpy9QsjdwQtf9vwBLvauFvejKFIXJNDNDQI+Hw28vOBIdUEIIeWMp6NxE/QFgRAVIBAUBECEFAghlQ9XcV9rKSmnOSldRVOXWVNl+jmPHTtWFwgBCiYUp0yZwpi0i4+PZ6TcsrOzM6nor60NHjxYFwhRKpU4ceIEY+dDlSpV0L59e4v74Qp43L171+L0UrYQHByMb775RjehfvToUdaEpTXG7erqCj8/P0aA5e7dyr0LdcqUKdi/f78uVdHLly+xZ88ek+tuFSUWixnzV4bSIBlL//zKEkwXi8VYu3Yt+vbty0ht9OLFCyQmJpZpzSJiG3QfL38oEEKMolarMWvWLFy6dInzuFAoRO3ateHu7o6cnBzExsZy5kCMi4vDhAkTsG/fPvj4+NhkrMuXL0dcXJzuca1atTB58mSb9EXeHOlyOe6npkKl0eBxRgby1Gr4ODujqpXflCnVCiy7+B88zWSvRHKwc8TKHjtQVWx5egmtVov4zEyoNRr4SyRwFArh5+Ji9aAOIYQQQqzL1ZW9GCIqKsqsFZTGkEgkjMfF1bQwxJxzSEFx2qKWLVuGMWPGlNFoTGPOz1x/ISDX77q+Jk2aICgoSJev/dmzZ7h8+TI6d+6se86+ffsYk0Y9evSw2WdRc3Tv3h2urq66lcMbN25kpHUJDg62yop4f39/+Pr64sWLF7o2/UK+5YW3tzc6dOigm3+4cOECY8dCs2bNUKtWLav01bJlS0Yg5PHjxwZTrFUGHh4eCA0NxcaNG3VtW7duxciRIzlrphhDIpEw/n4tfc3XP1//PlSRicViDBs2DJs3b2a0x8fHv5GBEP2frVKpRF5ensnvafR/Z7juH1y/RzKZzOS/dVMWrVfk+3hlRUvkiFHWrVvHGQSRSCRYvHgxrl+/jmPHjmHXrl345ZdfEBkZiXXr1iEgIIB1zvPnzzF//nyLt0ty+eGHH3Ds2DHdY5FIhFWrVsHe3t7qfZE3R2ZeHu6mpECl0eBJRgbkKhW8nJzga+U0b1qtFt9e/wg3X15lHePz+Pik8zrU97JOrZ2XMhlylEq4OzjAy8kJLiIRalfSN/uEEEJIZcL1gb2kWgqW0P8QX3QS1VjPnj2z1nDeKO7u7ozHtvw5W5s5vyf65+j/7hmiP6lUtBCtQqFgFNAFgNGjR5s8NlsSiUTo16+f7rH+z9kaabEK6ddFiY6Oxr1796x2fWsq+u9WKpWMXQLW3MXSrVs3xmOVSsWYU7CVn376CQ8fPjTqKyIiwqp9h4WFMf6+0tLSGAXqTaV/X3r69KnZ1wLAWNjKdf2KrkmTJqy2ivT6bk1cr/P6dVSMof8+g+u69vb2cNRLaW5OX6acU5Hv45UVBUIqEF9fX/Tq1Qtz587F9u3bcYijwKktREdHY9u2bax2f39/HD58GKGhoawceUKhEH369MGRI0c4a3NERkay8rRa6tSpU/j6668ZbStWrOC8yRBirOz8fNxJToZKo8HTzEzkKJXwcHSEnw1q3ey+vR5nHh/kPPZe62VoX72nVfqR5uUhJScH9gIB/CUS2PH5aGRKXRBCCCGElBk3NzdWceP79+/brD/9dDrm9GXL8VVmDRs2ZDx+8OBBGY3EdNb4Palfv75R5/Xv358xUfr7778jKSkJAHDmzBlkZGTojgUEBFhcYNsWDAU7mjRpgjp16ti0n6KBo/KkR48enLn4hUIhBgwYYNV+9CdN9+/fb5OFm+WFWCxmZc3YuXMnZw0FYzRu3JjxuLDQvTnS09MZaaO4rl/Rce12sNWuzvLOw8MD3t7ejDZz0tPpB3Tr1avH+bzSfk9Tke/jlRUFQsqpatWqoVevXpgzZw62bduG69ev48KFC9iwYQOmT5+OTp06Gb1CxlJffvkl602Ak5MTtm7dWuLWPScnJ2zYsAF169ZlHVu3bp3FuSMLXbt2DQsWLIBGo9G1zZ8/36qrZ8ibJ0ehQNTrIEh8ZiZkCgVc7e1RXSJhFQtTqzW48/gVfjhxDyt/jMTybdex8sdI/HDiHu48fgW1WmOglwK/Pj6EXf+s4Tw2stFkDGkw3uC5pvStUKuRkJUFHoAAqgtCCCGEmES/uLK5E2WWXke/XoC5NfyM0awZczfq5cuXTc55fe7cOWsO6Y3RoUMHxuMbN25UmAKppq5gl0ql+OuvvxhtQUFBRp0rEokYNT/UajX2798PgF0kfdSoUTYtcG+u5s2bc2ZTsHb9jmbNmqFly5aMtkOHDuGff/6xWh9FP5Nbwt7enrFTplC3bt2sOhciEolYu4qePn3KKChuKWt9T6zp3XffZUxAZ2VlYfv27WZdq0WLFozHjx49QmJilYMrAAAgAElEQVRiolnXOn/+fInXr+iSk5NZbV5eXmUwkvJB/+dr6nsGpVKpq7Nk6JqF9N/TcP2+FSc5ORl37twx+vkV+T5eWZVqIKQwLycVdSlZeHg4NmzYgBkzZqBz585lthXwzp07uH79Oqt9xowZqF27tlHXcHR0xGeffcZqz8zMxIEDByweY1RUFGbOnMkoHDlp0iRMnTrV4muTN5dcqURUcjKUajUSpFJI8/PhIhKhppsb68PTndhUfP2/v7Dn12g8SshAVo4C+Uo1snIUeJSQgT2/RmPV//7CndhUzr5uvryGVVcXcR7rXLMvprVcbHCcpvSt1WoRp1cXxF8igZeZuWAJIYSQN42zXi0tU/JEW/M6ffr0YTw+evQo58SKNbRt25aRN14qleLkyZNGn3/9+nWL06S8qYKCglClShXdY6lUavVd9bby6NEjVmCjOAcPHmQE2JycnNC6dWujzx81ahQjwHjw4EFER0fj77//1rXZ29uX64VyM2fORP/+/Rlf1tz5UGj+/PmMzzMajQaLFi0yezdAUefPn8cvv/xi8XUKjR49mvU9GT/e8AIxc4WFhcHT05PRtn79equs3n769Cm++uori69jbY6Ojpg+fTqj7aeffkJaWprJ1+rQoQOEegvrDh7kznRQEv3MJ/Xr12ftgqzo9BcvCIVCq+78qmiK1nQCCmoCmZJ+6sSJE4ydfzweD506deJ8rn4qvKtXryI+Pt7ovvbu3WtSYLMi38crq1ILhJw/f57xpb8diZRPXIEKNzc3jBs3zqTrtGjRgjNFlqWBkEePHmHq1KmMwuwjRozAggULLLouebPlqVSISk6GQq3Gs6wsZOTlQSwSIcDNjZU+6so/z7Hnt4fIyil+ZaQ0R4E9vz3ElX+YN/SnGY+w9MJ0qLUq1jmNvd/Cko5rwOdxv1Sb2nd4ZCxyX6f28nRygsTeHrX0clYSQgghxDD99A1Pnjwx6zr6Kz8fP35s0vldunRB06ZNdY/z8/Mxf/58k3dqFGVosZpYLGZNxq5evdqoPNd5eXn4/PPPzR7Tm04oFGLatGmMtu+++86img6luSjx888/N+p3MikpCd9//z2jLTg4GGKx2Oi+fH19GfUvUlJSMHfuXMZz+vXrV2pZFcwREhKCNWvWML5ssSDyrbfewrvvvstoe/r0KcaNG2fWJDhQUIvl22+/xcyZMyGXy60xTABAo0aNWN+TVq1aWe36hVxcXLB8+XJGW35+PiZMmGDRbpmTJ09i+PDhZu+OsLWRI0fCz89P9zg3N9esWiHe3t6s3Ts//PCDyffIQ4cO4datW4w2WwS+zPX3339jyZIlFtW9ioyMZO14aN26tUmvd5VNcHAw47VZqVRixYoVRt2v0tPT8c033zDaunTpgpo1a3I+v23btozddyqVyui+zNkpVtHv45VRqQVC/Pz8GF8ikai0uiZmUqlU+PXXX1ntwcHBrAJDxhg5ciSr7cmTJ2a/ACQkJCAsLIzxIaxfv35YsWKFWdcjBChIHRWVlIQ8lQrPs7KQJpfDUShE4Os0UkXdiU3FyWumrXA8ee2pbmdIWm4KFp+fiBwlexWor0tNfN59K+ztuHOFmtq3EmqcuRWHZ0ky+Lm4UF0QQgghxAz16tVjrDqPj4/H5cuXTb5Oo0aNGI/37Nlj8gfbhQsXMsby559/YuLEiXj58qXR19Bqtbh+/TqmT5+Os2fPGnxeWFgY4/Nbamoqpk6dCqlUavAcuVyOWbNmITY21ujxELYRI0Ywcp3L5XJMnDix2J8Xl+fPn2PVqlVYuHChtYdo0IMHDzBv3jzk5+cbfE5qaiomTZoEmUyma7O3t8ekSZNM7m/s2LGMx/qTsOWtSHpZWrBgAStFVnR0NIYOHYrjx48b/Xqk1Wpx9uxZDBo0CFu2bKnQE3S9e/fGlClTGG1SqRShoaHYsGGDSQGeu3fvYtKkSZg3bx7jd7u8EYlEmDlzJqNNvz6HsaZOncq4TxQGkqKjo406Pzw8HMuWLWO01ahRA8HBwWaNxxZUKhUOHTqEvn37YvHixYwdZ8b4/fffMWPGDNbfycSJE605zArHwcGB9T24ePEili9fDpWKvWC0UHp6OiZNmoRXr17p2vh8PmunU1E8Ho91/MqVK/j000+LTVOamJiISZMmFXs/M6Qi38crI7uyHgApv/755x/ODzf6W/GN1bVrVzg4OLDy4V26dMnk4lfJyckIDQ1l3KS7dOmCVatWgc+n0jfEPMrXQRC5SoUkmQypublwsLNDbXd3VhBErdbgxFXz0jycuPoUgf4OWHx+EpJzXrCOS+zd8VXPH+Dm4Mlxtul9a6CBnK8AD8CtqFfo17QWGnh5wcGObgGEEEKIKRwdHdGuXTtcuXJF1zZjxgx07doVjRs3hkQiYbwXdXZ2RkhICOs63bt3x4kTJ3SPT5w4gdjYWHTs2BFVqlRhpRjp3r07I7UCALRq1QqLFy9m7Lj466+/0KdPH4SEhKBXr14ICgpirLJUKBSIj4/Hw4cPERkZiYiICN376eJqEdSqVQszZ87EmjX/1jOLiorCgAEDMGPGDPTu3Vu3WyYjIwMRERH4/vvvdatmmzdvbtUaBG8SkUiE77//HsOHD9ctAJNKpXjvvffQokULDB8+HK1atUKNGjV06Y60Wi1SUlLw8OFD3LlzBxEREbh37x60Wi1j14QtBQUFISoqCmfPnkVISAhmzJiB7t27QyKRACj4PHfq1Cls3ryZtbvo/fffN7iatzjt27dHYGAgZyq2hg0bonnz5ub9YyohkUiETZs2YfLkyYiKitK1JyUl4cMPP8S2bdvQu3dvdOrUCYGBgXB1ddU9JzMzEw8fPsS1a9dw8uTJcrvbwRzz589HdnY2I3WNXC7H+vXrsW/fPvTp0wedO3dGkyZN4ObmpgtG5+Xl4fHjx/jzzz9x5swZ1q6G8mzw4MHYtm2bxSkM69ati4ULFzLSoqekpGDo0KEICQlBv3798NZbb8HFxQXAv69TkZGROHDgACIjIxnXE4lE+O6772Bvb2/RuGxBqVTi8OHDOHz4MAICAtClSxe8/fbbaNasGby8vHT3cK1Wi8TERNy8eRPHjh3DtWvXWNfq16+fwTROb5IpU6bg4sWLjL+dffv2ISoqClOnTkXnzp11u2aSkpJw5swZbN68mZESCygIyJVUU2bIkCEIDw/H1atXdW179+7F7du3MW3aNHTq1EmXEjQxMRHh4eHYtm2bLhONqe9pKup9vLKiWTBi0I0bN1htjo6OZr+BtLe3R4sWLVg1R/744w/MmDHD6Oukp6cjNDSUkTOwdevWWL9+PetDIyHGUms0uJ2cjBylEqk5OUiSySASCFDb3R12HMG1+3HpJaakMkSaI8ei3/6DmIy7rGNCvgifd98Kf0mgwfNN6VsLLeR8JbQAHLUi5OaokJasgFdtqgtCCCGEmGP69Om4du2aLke0UqnE2bNnOVf2+fn5cQZCevXqhTp16jB2S0RHRxtcOVurVi1WIAQAxo0bB7lcjjVr1ujGk5+fj19++UWXp18kEsHZ2RlyudyiAp1TpkxBdHQ0Tp8+rWtLTU3FihUrsGLFCjg6OoLH4zFS1gKAv78/Pv74YwwfPtzsvt901atXx86dO/Hee+/hxYt/F9HcunVLN2nE5/Ph4uICjUYDmUxW5ivzP/nkE8yZMwfPnj1DXFycbgWrs7Mz1Gq1wd/FgQMHIiwszKw+eTwexowZgy+++IJ1bNSoUWZdszKTSCTYtWsXli1bhuPHjzOOPXr0CI8ePcKGDRsAFKR3EYvFyM/PZ/2NF+Xo6IjAQMOfY8o7Ho+HTz/9FDVr1sTq1asZq9FTU1Pxv//9D//73/8AFPzNSSQSqFQq5OTkGPyb4/F45To1vEAgwPvvv89KJWeOd999Fy9fvmQUXVer1Thy5AiOHDkCoOCe5OTkBJlMZnC1v6OjI7766iuTF8yWhbi4OMTFxTFSionFYvD5fOTk5BS7y6Bjx47lsn5MWRAIBFi7di3CwsIY740ePHig+90Ui8VQKpUGd2UMGDAAs2bNMqq/VatWYdy4cYzUpPfu3cP7778PoCBdXn5+Piu9Y48ePdCjRw+TF3dUxPt4ZUVL54lBd+7cYbU1bNjQomBDs2bNWG337983+nyZTIbJkycztjkHBQVh8+bN5XKlAKkY1BoN7qSkIFuhQFpuLp5nZ0PI56OOhweERVJOFPXXA/MKkmqhRZzoJ9zLuMJ5fEmnb9HUpyXnMXP6zuepoIIGIggg0gog1Apw9266SWMmhBBCyL9atWqFzz77zKxUsYVEIhE2btzISJVgrqlTp2LHjh3w9/fnPK5QKJCRkVFsEMTDw4Mz0FKUQCDAN998g2HDhnEel8vlrAnSwMBA7Nq1C+5Uk8xijRs3xqFDh9CzZ0/O4xqNBlKpFNnZ2QYnT+zs7FC3bl1bDlPH3d0du3btYuRiB4CcnByDv4sjR47E119/bdEO/yFDhuhW8hZydnYuV+l1yhMnJyesWrUKGzduZP2silIqlcjIyDAYBBEKhRg5ciR+++03dOnSxUajLT1hYWE4cuQI2rVrZ/A5Go0GmZmZxU5Ytm/fHgcPHtRNrpZX/fr1Q8OGDa1yrQ8//BDffPONwdd9hUKBzMxMg0GQOnXqYM+ePWZnIrGlqlWr4q233irxNUomkyErK8tgEMTBwQFz586leSw9VapUwZ49ewzukJHJZJxBEDs7O0ybNg2rV6+GnZFZLzw9PbF7927OOUoAyM7O5gyCrF69Wrdrw1QV7T5eWdGOEGLQo0ePWG2W/sHVr1+f1ZaVlYXnz58zinRxycvLw/Tp0xk1RRo0aIBt27bB2dnZonGRN5dGq8W91FRk5uUhQy5HYlYW7Ph81PbwgMhAEAQAktJyzOrvpd0pJAvPcx6b9vYidA0YwHnMnL6VUCOfp4IAfDhqROCDB7HGAfEvs0waMyGEEEKYhg8fji5duiA8PByRkZGIiYlBZmYm5HJ5sas/iwoICMDhw4dx8eJFnD9/HtHR0Xj58iVycnKgVCpNGk/79u3x66+/4sSJEzhw4ABu375d4jX8/PzQtm1b9OjRA126dDFq8sDOzg7//e9/0b9/f6xbt46RUqcoNzc3jB49GtOmTYOjo6NFhWXJvzw8PLBx40Y8ePAAO3fuxOXLl1lpQfQ5OTmhZcuW6NSpE/r37w8vL69SGm3BCtijR49i8+bN2Lt3r8GaMkFBQZg9ezY6dOhgcZ8uLi5o3rw5IwVNSEgIfV4sQc+ePdG9e3dERETg+PHjuHLlCnJyiv/MIRKJ0KRJEwwYMAADBgyodAHPevXqYdeuXbhz5w4OHTqEiIgIJCcXvyCNz+ejVq1a6NmzJ4YMGVJscKk84fF4mDNnDquos7mCg4PRs2dP7N+/H8eOHUN0dLRu1yKXwuwhY8aMQe/evc2eaLa1mjVrYu/evUhLS8PFixfx559/4u+//0ZCQkKJ5/J4PNSrVw8DBw7EoEGDSlx88KZydXXF9u3bcenSJWzfvh03b940+H5GLBajW7dumDlzplk70by8vLB//378/PPP2LVrl8H3KgEBAZg2bRqGDh1qch/6Ktp9vDLiaWmvTYX17Nkz9OjRg9W+e/dutGnTxqJrKxQKBAUFsW5WCxYsMKtwXaHbt29jxIgRrPYff/wRbdu2NXieSqXCzJkzcfHiRV1bYGAgfv75Z3h6ctdRsBaugJA54uPj8d577zHawsPDrbISkJhHq9XifmoqUnNzIc3Lw9PMTAh4PNTx8IBjCTuflm+7jnylcRMdhdIENxDjsIHzWEj9dzGnzQqj3vQZ07cGGsj4BaslxBoH8MGDROMIkdYOjvYCHPjvQJPGbtDz5wDXCtRnz4ASgpuElBVtXh7USUnQyGTQymTge3iAV6S445vieVISAjhWOsZdvw6/qlUturZcpUKiTAYIBODx+ajh5wcnC1bPG0ur1QIqla5fCIUF/yXkDSOXyxEVFYWkpCRkZmYiNzcXTk5OEIvF8Pf3R+3atXU1PSzx7Nkz3L59GykpKcjLy4Obmxvq1KmD5s2bG70qk5hPq9Xi0aNHePLkCTIyMpCVlQWBQABnZ2f4+PggMDAQNWvWLBc/C6VSiaioKMTExEAqlcLBwQE+Pj4ICgoqcUGcKdLS0tClSxfGxNnx48c5F+QRwzQaDWJjY/H06VMkJyfrdoJIJBK4urqiZs2aqF+//huXmvr58+eIiYnBy5cvkZ2dDZVKBbFYDIlEAl9fXzRq1EhXx4D8Kzs7G1FRUXj16pVu0YCLiwtcXV3h6+uLpk2bMgqtVzTZ2dl4+vQpEhISkJmZqQsiOjs7QywWo3r16mjQoAEFZM0gk8lw8+ZNJCcnIyMjA3Z2dvDw8ED16tURFBRk1fvb3bt3ERsbi5SUFACAj48PGjVqZNM5u4p0Hy+Um5uL+Ph43eOaNWuydmKWZ+XnO0nKlaSkJM6IvaVRa0PnF633oU+r1WLRokWMIIi/vz9+/PFHmwdBANA26kpKq9XiYVoaUnNzkZ2fj7jMTPB5PNRydy8xCAIA9iKBSYGQbP4jxNpv4TzW1r873m+9zOiVLyX1rYUWua/rgjhpC3aCOGpEEGkLXvId7emlnxBCCKnMHB0di11kZC3+/v4GU3IR2+PxeKhfv36FmOQXCoVo2bIlWrYsPgWspQ4dOsQIgrRo0aJCfH/KGz6fj3r16tGiPT1+fn5WDdy9KVxcXNCxY8eyHobNuLi4oFmzZgbTLBHzicVidO7cuVT6atKkCZo0aVIqfRWqSPfxyoJmwwin9HTuGgKWBh4MbeEy1B8AvHjxAuHh4ay2bt26mdS3n58fZxFL8maKTU9HkkyGHIUCT19vRazl7g5nI1eiVPV0NrpguZyXhIcOa6Dlsbd01vVogqWd10HAN/7luKS+83hKqF/XBRG+rgvipP333xXg62p0X4QQQgghhFQEKpUK+/btY7SNHTu2jEZDCCGEkPKGcgUQTobyt7q4uFh0XYFAwLllKjMz0+A5XNnbNBoN1Gq1yV+EAMCTjAw8z86GXKnEk4wMaAAEuLlBbMJ23JYNjdsdpUQ2Hjp8AxVPxjpWxdkXK3vsgKPQtC2yxfWthBoKnppVF4SHf3eb9GlT06T+CCGEEEIIKe+OHDnCyDTg7e2Nvn37luGICCGEEFKeUCCEcDJUGM0aed8cOXKEy+Vyi69LiDESpFIkSKXIU6kQm54OtVaLADc3uDo4mHSdRgEekDgXHzjRQIGHDt8ij88uqucsdMHKHj/A08nHpH6L61sDDeR8BXgAnDQFx8VqBwiKvNR7ujqgTWPLcv8TQgghhBBSnjx+/BjffPMNoy0sLOyNq2FBCCGEEMMoNRbhpFKpONutUaCH6xpF87jq8/f3x8OHDy3u11z6abnMxVUsnZSu51lZeJKRAYVajcevgyA1XF3hZmIQBAAEAj4GdgjEnt+4fze10CDWfjNkgljWMT5PgBXdNiPQ3bycu1x9c9UFcdKIINJ7mZ88qAkEAivGwAUCoE4d7nZCSLkmEAhQJyCAs50QQggpr5KTkxEREQGgYAFfTEwMTp48yfhMWa1aNUqLRQghhBAGCoQQTlyF0oGCommW4ppgMRR4KQ+oQFzlkCSTISY9HQq1GrHp6VBqNPBzcYEHxw4lYzWt440BMgVOXnvKOpYg3I90uz85z/uw/Vd4q1p7s/vl6jufp2LVBXHUMneNTAppgo5BVi7uV7UqEBNj3WsSQkpFVW9vPLhwoayHQQghhJgkLi4Oy5cvN3icx+Ph888/h729fekNihBCCCHlHgVCCCdDq0GtUWeDK+hBW5aJLaXm5ODhq1dQqdV48joYUlUshrezabU5uHRs7gdXsQgnrj7VFTBPsjuHl6JTnM8PDZqDvnWGWdxv0b6PXI2FVC6HADzOuiCerg6YPMgGQRBCCCGEEELKETs7O3z88cfo2LFjWQ+FEEIIIeUMBUIIJ5GBotHFpbAyFtc1DPVHiKXScnNxPzUVKo0GjzMykKdWw8fZGVXFYqv10bSONxoFeuJBXDoORx1HXPZuzuf1rT0c44Pet1q/ANCwlicg1uDxi0ykPMtHWkYeHPJFcHN2QICvK/q0qYk2jataNx0WIYQQQggh5YRIJEK1atXQunVrjBs3DvXr1y/rIRFCCCGkHKJACOHkbGClvKEi6qbguoah/gixRGZeHu69DoI8yciAXKWCl5MTfF1crN6XQMAHzyUB13JXAdCyjr9VrQPmtfsCPB7Pqv0mSqVQQ4v29fzg85YYvi4uqOfpadU+CCGEEEIIKS/atGlTpjUkCSGEEFIxUSCEcHJzc+Nsz8rKsui6+fn5UCgUrHZ3d3eLrkuIvgy5HHdSUqDSaPA0MxM5SiU8HB3hZ4MgCADEZ8ZiScQk5KvzWMcC3Orh067fQyiw7s6nV7m5kObnQywSwUcshpNQiNr0t0QIIYQQQgghhBBCCAMFQggnb29vzvZXr15ZdN3U1FTOdi8vL4uuS0hR6XI57hYGQTIyIFMo4Gpvj+oSidV3ZABAak4SFpybgKz8TNYxT0cffNljJ8QiiVX7zFOp8DwrCwIeDzVdXcHn8dDI2xsCPqXAIoQQQgghhBBCCCGkKJoxI5x8fHw463a8ePHCouu+fPmSs93f39+i6xJS6FVuLu6mpECpVuNJRgayXwdBarq52SQIkp0vxcJzoUjJYf9tOAnFWNljJ6qIrVukXKPVIj4zE1oANVxdIRQIUMvdHWKqtUMIIYQQQgghhBBCCAsFQggnHo+HGjVqsNrj4uIsuq6h87n6IsRUqTk5uPc6CPI0MxMyhQJuDg4IcHMD3wZBkHxVHj6OmIKnmewcxXZ8IT7rtgV1PRtbvd+X2dkF9U4cHeHq4GDTlF+EEEIIIYQQQgghhFR0lBqLGNSwYUPExsYy2qKjoy265oMHD1htVatWhYeHh0XXJSQlJwcPXhdGf5yRgVylEu4ODqjh6mqTnSBqjRpfXJ6D2yl/so7xwMPijt/irWrtrd5vVn4+UnNz4SAQwFcigZDPRwMvL5v8G42SkgL07s1u/+03wMen9MdDCDFayqtX6Dd+PKv99O7d8KGUlYQQQgghhBBCKhEKhBCDgoKCEB4ezmh7/PgxsrOz4WLm6vN//vmHsx9CLJEkk+Hhq1dQaTSITU+HXKWCh6OjzWqCaLVarL2xFJcTfuU8/l7rpegeONDq/SrVaiRIpeABqPl6l0sDLy+IBAKr92X8oJRAVBR3OyGkXFOqVLjNsUBBqVKVwWgIIYQQQgghhBDboUAIMah9e/ZqdrVajWvXrqFPnz4mXy8tLQ33799ntbdr186s8ZUHL168MLpuSmJioo1H82Z6mZ2Nh2lpUKnVeJyRAblKBU9HR/jbKAgCALuj1iH80R7OY2Oa/gdDG4bapN/ErCyoNBr4ubjAUSiEn4sLPJ2cbNIXIYQQQgghhBBCCCGVBQVCiEG1a9dGjRo1kJCQwGg/deqUWYGQ06dPQ6vVMtp4PB66detm0TjL0qFDh7Bhw4ayHsYb63lWFmLS06FUq/E4PR15ajW8nJzgL5HYrM/jD/dgV9R3nMf61hmByS0+sEm/qTk5yMrPh0QkgrezM5yFQtSmlHKEEEIIIYQQQgghhJSIiqWTYoWEhLDazp8/j5cvX5p0Ha1Wi59//pnV3rp1a1StWtXs8ZE317PXQRCFWo3Y10EQbxsHQS7H/4q1Nz7hPNbWvzs+aPdfm+xCkSuVeJGdDTs+HzVcXcHn8dDI29smBeAJIYQQQgghhBBCCKlsKBBCijVy5EgIhUJGm1KpxHffca+IN+TQoUN48uQJq/3dd9+1aHzkzZQglSK2SBAkX61GFWdn+NkwCBKVdAOfXXofGq2GdayRdwss67IBAr71N9lptFrES6XQAqjh6go7gQC13d3hLBJZvS9CCCGEEEIIIYQQQiojSo1FilWlShUMGzYM+/btY7QfPXoUXbt2Rb9+/Uq8xtOnT/Hll1+y2uvVq4eePXtabaxlYdiwYUbXOElMTMSiRYtsPKLKLy4zE3GZmbogiEKtRlWxGFXFYpv1+SQjGh9FTIFSo2Adq+FaG//tvgMOdo426ftFdjbyVCp4OzlBYm8PT0dHmwZ8CCGEEEIIIYQQQgipbCgQQko0e/ZsnDlzBpmZmYz2BQsWQK1WY+DAgQbPvX//PmbMmIHs7GzWsY8++gh8fsXelOTr6wtfX1+jniuhyWuLPc3IQLxUinyVCrHp6VBqNKgmFqOKDYMgSbJnWHg2FDlK9u+wl2MVfN3zR7g6uNukb2leHl7l5sLRzg7VXFwgEgjQwMvLJn0RQgghhBBCCCGEEFJZUSCknHr27Bl69Ohh1rnjx48v8Tnnz5+Hv7+/Udfz8PDAF198gZkzZzLaFQoF5s+fj2PHjuGdd95B8+bN4e7ujpycHERHRyM8PBxHjhyBUqlkXTM0NBRt27Y17h9ECIDH6elIzMpCnkqFx6+DIH4uLvB2drZZn9K8DCw4OwGv5MmsY85CF3zVaxeqiP1s0rdSrUZCVhb4AGq6uYHP46GhlxeEAoFN+iOEEEIIIYQQQgghpLKiQAgxSs+ePTFv3jx8++23rGOXLl3CpUuXjL5Wt27d8MEHH1hzeKSSi01Px7OsLMiVSjzOyICqFIIgcmUulkRMQmIWu7aNkC/Cf3tsRy33BjbpW/u6Lohao4G/RAIHOztUl0jg7mib9FuEEEIIIYQQQgghhFRmFTsvESlV06ZNw+LFiyGwYEV6SEgI1q1bxyrATggXrVaLR2lpuiBIbHo6VBoNqkskNg2CqDRKrLg0C/dTb7GO8Xl8LO2yHs2qtLZZ/6m5uZApFHC1t4eXkxNcRCIEutsm/RYhhBBCCCGEEEIIIZUdBUKISUJDQ7F37140btzYpPO8vb3x9ddfY9WqVWOUlPwAACAASURBVBCJRDYaHalMtFotHqal4UV2NnIVCsSmp0Ot1aKGqys8nZxs2u/q6x/hj2cRnMfntP0MHWv0tln/uUolXmRnQ8jno7pEAgGPh4be3uDzeDbrkxBCCCGEEEIIIYSQyoxSY5VTPj4+2L9/v02vb66goCAcPnwY165dw/Hjx3Ht2jUkJ7NrKEgkErz99tvo27cv+vfvTwEQYjStVovoV6+QnJODHIUCTzIyoNZqUdPV1ebpobbf+gZnYn/hPBYaNAfB9cbYrG+1RoP4zEwAQA1XV9gJBKjj4QEn2kFFCCGEEEIIIYQQQojZKBBSTolEIjRv3rysh1Gs9u3bo3379gCArKwspKSkIDc3F/b29nB3d7co2ELeXFqtFvdTU3XpoZ6kp0MDIMDNDW4ODjbt+9CDH7Dnzvecx4LrjcH4oPdt2v/z7Gzkq9XwcXaGi709vJ2cUM3FxaZ9EkIIIYQQQgghhBBS2VEghFiFRCKBRCIp62GQCk7zOgjyKjcX2fn5eJqRAS2AQDc3uNo4CBLx9AQ2Rn7GeaxTjT6Y3WYFeDZMT5WZl4d0uRyOdnaoJhbDXiBAPU9Pm/VHCCGEEEIIIYQQQsibggIhhJByQaPV4l5KCtLkcmS9DoIAQKC7OyT29jbt+++XV7HyyjxooWUda+bTCh93XgsBX2Cz/hVqNRKlUvBRsPOF97ouiFBguz4JIYQQQgghhBBCCHlTUCCEEFLm1BoN7qakICMvD9K8PMS9rpNRy90dLjYOgsSk3cPSC9Oh0ihZxwLd6uOLHtshEthuDFqtFglSqa4QvL2dHWq6uto8DRghhBBCCCGEEEIIIW8KCoQQQsqUWqPBnZQUZOblIVMuR5xUCj6Ph1ru7hCLRDbt+0V2AhaeC0WuUsY6VsXZF1/13AWxyLYp31JyciBTKODm4AAPR0dI7O0R4OZm0z4JIYQQQkiBzMxM/PLLL/jjjz8QExMDqVSKvLw83fEGDRrg2LFjZTjCN8+NGzcwfvx43ePWrVvjp59+KsMRcTt8+DAWL16sezxkyBB8+eWXZTgiQggXhUKBJ0+eIDY2Funp6cjJyYGjoyPc3NwQEBCARo0aQWTjuYfKJjc3F7GxsXjy5AkyMzMhl8shFoshkUhQt25d1K9fHwIbZbh4+PAhHjx4gNTUVKjVari4uKBWrVpo0aIFHKy4oPT58+eIjY3FixcvkJ2dDR6PB1dXV/j4+KBZs2bw8PCwWl9FZWdn4+bNm0hISIBMJoNIJEKVKlXQpEkTBAQE2KTPNwkFQgixwIsXL/DixQujnpuYmGjj0VQ8Ko0Gd5KTIc3PR4ZcjnipFAIeD4GlEATJkL/CgrMTkJH3inVMYu+Or3vthrdzVZuOIUehwEuZDCKBANUlEgh4PDT08rJpLRJCCCGkIlq0aBGOHDlS7HN4PB5EIhHs7e3h5uYGT09P1KhRA7Vr10ZQUBCaN29u1Q/IpOI7ffo0lixZgtzcXJv3tX79emzYsEH32M/PDxERETbvlxBSevSDY0Vt2bIFXbt2NfvaO3fuxFdffcV57ODBg2jatKnZ166M7t69iwsXLuD69eu4ffs2lEp2BohCIpEIHTt2xPjx49GuXTuz+qtfv765Q9XZvXs32rRpY/F1bEGj0eDvv//G77//juvXr+P+/fvQaDQGn+/k5IQePXpg/PjxaNasmcX9K5VK/Pzzz9i9ezeeP3/O+RwHBwf0798fM2fOhL+/v8l9pKWl4dy5c7h27Rpu3LiBjNfp2g2pW7cuRo0ahSFDhsDZ2dnk/vRFR0dj48aNuHDhgsHf17p16yIsLAxDhgyheSMzUSCEEAscOnSI8YGGGE+l0eB2cjKy8vORLpcj4XUQpLaHB5yEQpv2nauUYdH5MDzPjmMdsxc4YGWPHajhWtumY1BrNIiXSgEANVxdIeDzUc/TE442/rdbnUQCfP01dzshpFyTiMX4ctEiznZCKiKtVov8/Hzk5+cjKysLCQkJuHXrlu64vb09unTpgqFDh6Jr167l/gPkjRs3EBkZqXvcunXrcjtBUhFdvXoVc+fOhVbLrhFHCCHWdvToUYsCISUtBiAFfvvtN6xatQoJCQlGn6NQKBAREYGIiAh069YNn3/+Oby8vGw4yoplz5492LRpE1JSUow+Jzc3F+Hh4QgPD8ewYcOwZMkSiM38jJGQkICZM2fi0aNHxT4vLy8Phw8fxqlTp7B8+XIMGTLEqOunp6dj3rx5iIyMhFqtNnpcMTEx+Oyzz7B161asXLkSHTp0MPpcfVu2bMG6deugUqlK7HPx4sU4cuQI1q5da7NdKZUZBUIIIaVOqVbjdnIyshUKpOXmIjErCwI+H3Xc3W0eCFCqFVh2YQYepd1hHePzBFjWdSMaebew6RgA4Hl2NhRqNao4O0MsEsHn/+zdd1iTV/sH8G82gUCYIqAIDnCLinsXq9W6sNZZXwUcdbZWq6DWqm9tnbVat+Aeta271lbrHqBSxVW3giijaliBQEKS3x++5MeTJ4EkjADen+vyap/zrJMQknDuc+7bzg7ulXHw0d4e+PJLa/eCEGIBe4kE08ePt3Y3CCk3eXl5OHHiBE6cOIF69ephzpw5Fs/8LA9Xr15lTLiZPHkyBUJKiVarxYIFCxhBEEdHR/Tq1Qs+Pj4QFapR5+TkZI0uEkKqmNOnTyMzMxMOFkwY++eff4odBCZv3bp1q8ggCIfDgYODA3Jzc5GXl8faf+bMGQwcOBB79uyxaFVBVXTt2rUigyBcLhcODg7Izs42uJJh//79uH37Nnbt2gWpVGrWvZ8/f47hw4fj1atXrH18Ph9CoZC1qjM3Nxfh4eHIycnBiBEjir1HWloaoqOjizxGLBaDz+cjKyuLtS81NRVhYWFYuHAhBg8eXOz99C1ZsgRbtmwxuM/Ozg4KhYK1+ubq1av45JNPsHv3bvqeYiYKhBBCypVKrcbN1FTIlUq8zsnBi8xM8Llc1CmHIIhGq8GSSzMRm3zR4P4v2y9GuxrvlWkfACBNoYBMoYCdQIDqEgls+Hz4ubiU+X0JIYSQqsLHxwejR49mtSuVSmRmZiIzMxPJycm4efOmwT/eHz16hNGjR2PkyJEIDw8Hn09/Fr1Lrly5goSEBN22q6srDhw4AHd3dyv2ihBSleXl5eH48eMYMmSI2efSahDL2draokePHmjbti0CAwPh4eGh+8xPSkrCmTNnEBUVxUi3lJqaitDQUBw8eNDilEfz5883+5zKUv/ByclJ95y2aNECbm5uunogz549w8mTJ7F161bIZDLdOQ8fPsT48eOxZ88ecLlck+6Tl5eHSZMmsYIgwcHBGDVqFOrVqwc+n49Xr17hyJEj2Lx5MyOd1aJFi+Dv74/AwECzH2OrVq3QuXNntG3bFnXq1NG9DnJychAbG4tdu3bh3LlzuuO1Wi2+/vpruLu7o0uXLibf58iRI6wgiJeXFyZMmICePXvCwcEBSqUSt27dwubNm3H27FndcU+ePMGMGTMQGRlZ4Vc5VyT0jZ+QEvjoo49MnkmYmJiIcAMpSN4lSrUaN1NSkK1S4VV2Nl5mZYHP5aKuszNsymEAYkPstzj1zHCxy7EtZuKDuoPKvA9KtRovMjPB43BQy9ER3P/VBeGb+GWAEEIIIUC1atUwbNgwk45NSkrC4cOHsXv3btYf0zt37kRKSgp++OEHCoa8Q/7++2/G9scff0xBEEJIqfPy8kJaWppuxvrBgwfNDoSoVCr89ttvum1/f388ePCgVPtZFdWuXRujR49Gnz59jAYzPD09MWLECPTv3x8zZ87EqVOndPsSEhKwYcMGTJ8+3aL7m/odpTJp0qQJRo8ejR49ehgtLu/r64tx48Zh4MCBmDx5MiNF6Y0bN/Dzzz9j6NChJt1v586djJVQHA7H4KoLNzc3hIWFISgoCKGhobqgllqtxoIFC3DkyBGTAgVisRhDhgzB0KFD4evra/AYW1tbdO7cGZ07d8b+/fvx1Vdf6dJpaTQaLFy4EL///jtjZakxOTk5WLx4MaOtYcOGiIqKYqS8EgqFCAwMRGBgIFauXIkNGzbo9l28eBF//vknPvjgg2LvR96ikTdCSsDT01P3hlTcv0aNGlm7u1aVl5+PuP8FQVLlcrzMyoKgHIMg++5swi//RBncN7DBaAxr/GmZ90Gr1SIhPR1qrRZeDg4Q8nio5egIKRVuJYQQQsqMp6cnJkyYgDNnzmDy5MmsmYgnT55k/SFKqranT58yths2bGilnhBCqjJbW1v07NlTt33jxg3GajRTnD9/njGzfsCAAaXWv6rIw8MDixYtwm+//YYhQ4aYtKJDIpHghx9+QOPGjRntO3fuRG5ubll1tdKoU6cO1qxZg19//RV9+vQxGgQpzNXVFRs3boSXlxejffPmzSbdUy6Xs44dMmRIkamnfHx8sGzZMsb3vIcPH+LYsWNF3ksgEGDEiBE4efIkIiIijAZB9H300Uf4Ui9N+IsXL3D8+HGTzt+xYwfevHmj2xaLxVi9enWRdT+mTZuGjh07MtpWr15dZOF6wkSBEEJImcv9XxAkR6VCilyOZLkcQh6v3IIgJ54cwIa/vzO4r5tPH0xq9VW5LCVMzc5GtkoFJxsbOIvFkIpEqGVmjkxCCCGEWEYgEGDKlCnYsGED64/4nTt34vLly1bqGSlv+jm+7e3trdQTQkhVpx+4OHTokFnnFz6ex+Ohb9++pdKvqmrEiBEYNGiQLlWTqYRCIWtQW6FQ0HcDvK1R9v7775t9nlQqxaRJkxhtL168MGlF06+//or09HTdtq2tLWbMmFHseS1btkSfPn0YbcUFX7y9vTFv3jy4ubkVe319//nPf1CzZk1GW+GVRcbk5+dj69atjLaQkBDWtQyZN28eY/zqyZMnOH36tIk9JhQIIYSUufuvX0ORn4/krCykFAqCiMohCHL15TksvTTL4L4WHh0Q3nE5uJyyfyuUK5W6x17DwQF8LhcN3NwolyMhhBBSzrp06YKIiAhW++LFixnFs0nVpVAoGNum5isnhBBztWnThjEr/vDhwyZ/1qSnp+PMmTO67Y4dO1o0WEtM07p1azg6OjLa7t+/b6XeVA3vv/8+a8zDlOf05MmTjO0PP/zQ5EkL+unn7t+/j8TERJPONRePx0NQUBDrfsW5du0aI9DD5XJNLrReq1YttGnThtGm/3wR4ygRLiGkzMmVSihUKqRmZ+uCIEIzZ2hY4t6rOHx9dgLU2nzWvnrOjbCw63oIecXnbiwptUaD5xkZAIBaUil4XC78XFzKZTUMIYQQQtiGDx+O06dP48KFC7q2Bw8eIDo6Gu3btzf5OiqVCvHx8Xj69ClevXoFuVwOPp8PqVSKatWqISAgANIKuvpTqVQiLi4OycnJSEtLg1KphLOzM6pXr46WLVtCLBZbu4uQy+W4fv06/v33X8hkMggEAjg7O6NGjRpo1qwZ1XUxgUwmQ1xcHN68eYO0tDSIRCK4uLjAx8cHjRo1KvVJOa9evcLt27d19wPepp2pWbMm/Pz8KkUtlrt37+Lx48f4999/AbzNP9+wYUP4+fmVyf00Gg3u3LmDhIQEyGQy5OXlwcnJCS4uLmjevDmcnJzK5L4VjVqtxu3bt/HgwQPda9XJyQlNmjRBnTp1rN09i3E4HPTr1w/r168HALx8+RLXrl1D69atiz332LFjUKlUuu3STIuVmJiIp0+fIikpCXK5HBqNBg4ODnB2dkbjxo1ZKY1KU3p6Om7evInnz59DLpdDIBCgbt266Nq1a5nd0xRcLhc1atRgDFC/fv3aij2q/BwcHODo6MgoYl7ccyqTyRi1RQCgd+/eJt8zMDAQ1apV072HA29XaYwePdrka5jD29ubsW3Ka0Z/1UhAQAA8PDxMvueHH36ImJgY3fbZs2ehVqvNXgn1LqJvjoSQclEw68XRxqZcgiCJGU8RcSoMufkK1j5PiTcWd98KO2H5pEFIzMyEUq1GdYkEdkIhqkskqGZCrtJKQakEbt5ktzdrBpiQO5QQYj1KpRI3791jtTdr0MCk3L+EVHZhYWGMQAjwtpBtcYGQf//9F8ePH8f58+dx/fp1XRFcQzgcDho2bIhRo0bhww8/LHbg/sCBAwZXqwDAmjVrsGbNGqPntm7dGjt37izy+sDbWYhRUVGIiYlhrYwoIBQK0aFDB0yePJmVM708XLhwAZs3b8b169cZg4CF2dvbo2vXrpg0aVKx+bzDw8Nx8OBBo/v/85//GGw39TmtaLRaLX7//Xds374dt2/fNpo73NnZGT179sSECRNKFKCQy+XYvXs3jh49ikePHhV5rK+vL4KCgvDxxx/Dx8fH4nsak5KSgrFjxzIK7Do6OmLt2rUIDAw0ep5Go8GePXuwfft2PH/+3OAxPj4+GD9+PAYOHFhqfV23bh1OnDjBGCQsjMvlomnTphg9ejR69epV7DWjo6MZg30dOnTAli1bij1v/vz52Lt3L6Nt0aJFGDRoUJHnaTQatGnTBpmZmbr+XrlyBQ4ODqxj/f39GdsF6XGUSiWioqKwc+dORr78wnx8fDBlyhRWypvKYsCAAbpACPD2s8aUQEjh9y0HBwfWzHNz5OTk4PTp0zh9+jSuXLlS7GCtp6cnhgwZguHDhxv8eRqj/zkWHBysq8MVFxeHtWvX4uLFi6z3pfr161s9EAKA9ZlDGRxKLj+fOTG1uOf02rVrugLkwNtVF82aNTPrns2bN8eff/6p246JiSmzQIix7ylFuXLlCmO7RYsWZp3fvHlzxnZ6ejru3btnle9slQ0FQgghVc7rnFTM/GsUMvJkrH1ONi5Y+v52OIvLZ0mxTKFAem4uJEIh3O3sIObzUa+I4leVzqtXgKEv8S9eAGU4i4gQUnKvZDK0NzCzMD46Gl7Vq1uhR4SUr3bt2sHX1xfPnj3TtV24cAFardboH+lnz57FhAkTTC5KqdVqcffuXcycORM7duzA2rVrUd1Kv18ymQzh4eE4d+5csccqlUqcOXMGZ8+exfDhwzFnzpxymWWYkZGB6dOnswJUhmRlZeHo0aM4fvw4xowZg88//5wGrAAkJSVh6tSpuH37drHHymQy7N27F4cOHcL06dMxcuRIs++3f/9+LF26lDGDuijPnj1DZGQkfv75Z1y7ds3s+xXl3r17GDduHGMWcM2aNbF58+Yig2Vv3rzBpEmTWDOQ9cXHxyMiIgInT57E999/X6K+btu2DStXriy2ELNGo0FcXBw+//xzbNu2DatXry4yaNWiRQuIRCLk5eUBAP7++28olcpiJzhER0cbbCsuEHLnzh1dEAQAGjVqZNageWJiIiZOnMgIXBkSHx+P6dOn4/Lly/jvf/9r8vuRoSCoKfUJSpuPjw+aN2+ue439+eefmDdvXpEr7548ecL4Pe7VqxdEIsuyGaSlpaFbt25Gg9+GJCUlYeXKldixYwdWrVqFVq1aWXTvAqtWrcL69esrdApKjUaDFy9eMNpcXV2t1JuqQSaTsepyFfecPn78mLFdp04dk4reFxYQEMAIhDx58sSs882RkJDA2C4ufZ1arWZ89wRgdqCnbt26kEgkkMvlurYnT55QIMQElAyVEFKlyJWZmPXXaKTIX7D2ifl2+K77Vng5+JRLX/Ly8/EiMxM8DgfeUim4HA4aurmBR3moCSGEkApBP8dyWloa4uPjjR6fnZ1tNAgiEong6OhodKDqzp07+Pjjj/Hq1SuL+2upp0+fYvDgwUaDILa2tgYHL7VaLXbv3o1JkyaxZnSWttTUVAwfPtxoEMTOzs7gc5ufn48NGzZg+vTpZd7Hiu7Ro0cYOnSo0SCIvb09BAIBq12hUOCbb77BkiVLTL6XRqPBN998g9mzZxsNgojFYkilUoM1WEp7MPT8+fMYPnw4IwjSrFkz/Pzzz0UGQWQyGUaNGmU0CGLoOTt9+jSmTZtm8WNYtGgRvvvuO4NBEIFAYDQPflxcHIYMGVLkgJ5IJELLli1127m5ufj777+L7E9SUpLB972YmJhiH6N+IWlzUgumpKRg5MiRrCCInZ0dbG1tDZ6zf/9+rF692uR7VCSF01plZ2cXm9NfP4BTkrRY+fn5RoMgAoEAjo6ORp/zN2/eYPTo0QaDZaZavXo11q1bx3g9cblcSKXSCpXK5+LFi8jOzma0NWrUyOLrPX36FGfPnsWBAwdw5MgRnD9/Hvfv3zd5MkVVUDgYUaC45/Tp06eMbVMKiOvTP+fly5dQKpVmX6c4arUaf/31F6OtuMeXmJjIWkVi7mPkcDis9HX6zxsxjFaEEEKqjLz8XMw5PRZP09jFqfhcARZ2Ww9/lybl0hetVov4jAxotFr4SKUQ8njwdXKCvYWzeAghhBBS+gICAvDTTz8x2u7fv19sqiUHBwd06tQJHTt2RIMGDVC7dm3GIH1Bfuv9+/cz8kD/+++/+PLLL7Ft2zaj/Zk/fz6At6tPzp49q9vXtWvXItOGVKtWzWB7WloaQkNDkZycrGvj8/no3bs3BgwYgGbNmkEikQAA8vLy8Pfff2PXrl2Mfp85cwY//PADZsyYYfT+JaFWq/HZZ5+xZoH6+flh3Lhx6NKliy5Qk5ycjD/++AMbNmxgDMAfO3YMNWvWxLRp01jXL3icBbZt28YY+B09erTBNE3GntOKSC6XY+LEiUhNTWW0t2zZEqGhoejQoQPEYvHb76jx8fjtt98QFRXFGBzdsmULfH19TSrYumrVKlbaMD6fj+DgYHzwwQdo3ry5bgavRqNBfHw8bt26hVOnTpm0Kskc+/btw8KFCxmBsO7du2PFihWwsbEp8txZs2ax0nk1atQI48aNQ6dOnWBnZwetVovExEQcPXoUkZGRyMnJwZkzZyCTsVefF2f37t3YsWMHo00sFiM0NBR9+/aFj48POBwOFAoFLl26hC1btjACGcnJyZg4cSIOHjxodOC6Xbt2jABFdHQ02rVrZ7RP+sGMAq9fv8aDBw9Qv359o+fqD44XdR99n3/+ue59qWPHjvjkk0/QqlUr3fvRq1evcOzYMaxbtw4Z/6u3CACRkZHo169fpasb0rt3byxatEg3GHvo0CH069fP4LEajQZHjhzRbdeqVcvs1DmGCAQCtG7dGp07d0bjxo3h5+fHCILn5OTgn3/+wfHjx/HLL7/oVhbl5+djxowZOHr0KJzNzG5w8+ZNHDp0CMDbQN2IESPQp08fNGjQAFwuF2q1Gk+fPkVsbGyJH19J6aeHs7W1Rdu2bS26Vps2bYwGiSUSCQIDAzF06FB07dq1yq5m1Gq12LdvH6OtVq1axf7u6gdmPT09zb63/upbtVqNhIQE1KtXz+xrFeX06dOMADwAdOvWrchzDAWezakPUvicwivc9FeZEMMoEEIIqRLUGjW+Of8ZbqVeNbh/VodlCPTsVG79SZbLoVCp4CwWw1EshqONDWqasUycEEIIIWVPP2c98HZ2tDHVq1fHokWL0Ldv3yJTlDg7OyMoKAhBQUE4e/YsPv/8c92Ac3R0NK5cucJajQIAtWvXRu3atQG8HYQsHAhp3Lgxhg0bZupD0wkPD2cEQby8vLBq1So0acKeHCISidC+fXu0b98ehw4dwpw5c3SDy5GRkejRoweaNm1qdh+Ks3nzZtaM/IEDB2LhwoWs2fgeHh4ICQlB3759ERYWhvv3/38CzKZNm9C1a1dW7uy2bdsyBrN+//13xkDEe++9Z/DnUZksWbKEVdti4sSJmDp1KmOQjcPhwNfXF1OmTEHfvn0xevRoxuvj22+/Rbt27YqcnXr+/Hls3LiR0ebj44N169YZHODicrm61/aAAQMgk8nw66+/WvpQdbRaLb7//nts2rSJ0T5y5EjMnj3b4EqUwg4dOoTz588z2oYOHYp58+YxZqlzOBx4e3tj0qRJ6NevH0aNGoWXL1/ipqE6eUVISEjA0qVLGW1eXl7Ytm0bq9iuWCxG9+7dERQUhB9++AEbNmzQ7YuPj8eSJUuwYMECg/dp3749VqxYodu+fPkyvvjiC6P9KhzMcHd3x+vXr3X5+aOjo40GQvLy8hi/tzY2NozVKMW5ceMG+Hw+FixYYDAFl5ubG0aPHo327dtj+PDhuvQ6+fn52LdvH2bPnm3yvSoCBwcHvPfee/jjjz8AvH1uU1NTDaY6u3z5MiOo2b9//xLdWygUYsqUKRg2bBhcXFyMHmdra4vAwEAEBgZi5MiRGDdunC7tz+vXr7F7925MmTLFrHsXzFKvXr06tmzZwnqP4PF4qFevXqkPUJsrOjoap0+fZrQFBwdbXDevqHSBcrlcN9nB398fS5cuLTLgWFnt378f9/TqEQ4ZMqTY8woHPgHL0pMZmsigf92SysvLw/Llyxltzs7O6NGjR5Hn6b82ClZlmUs/BVfhNIXEOMrPQgip9LRaLX648hUuJp4wuH9Sq3noXrtkXx7NIVcq8W92NkQ8Hrzs7SHgctHA1bXKzvQghJAyl5kJvHxp2r+kpKL3m5KWKDnZ9PsV908vxQJLbm7p3evly+If25s3hs97R/94MpQOqqgCsi1btsSgQYPMytPetWtX3SqPArt37zb5/JK4fPkyI5ji6OiIbdu2GQyC6BswYABjBYhWq0VkZGSp9zE3Nxdbt25ltHXs2BGLFi0ymMapgKurK7Zs2cIY1NNoNIwB43dFSkoKDhw4wGgbNGgQPvvssyK/f/r4+CAqKorxelYoFKyfh74VK1YwUtx4eHhg7969Js/Qd3Z2xrhx40w61hilUonp06czgiBcLhfh4eGYO3dusUEQAKzXSseOHTF//vwiU/XUrFkTkZGRFtVq2LJlCyMdlo2NDaKiolhBkMI4HA6mTZuG4OBgRvv+/ftZs5ALNGzYkDGodvfuXaMDZFqtFjExMbrtrl27MtK6GFstAgCxsbG6FQPA2/dHcweNv/zyy2LrkPj5+WHy5MmMtoJghUiXmwAAIABJREFUQmVT+Oeo0Whw+PBhg8cVTovF4XBKHAiRSqWYPHlykUEQfT4+Pti4cSPjZ/rTTz9ZlNZJIBBg48aNFXYVT2ZmJubMmcNos7Ozw4QJE8r83g8ePMDgwYMZK4CqghcvXrDSLXp6emLEiBHFnpuTk8PYLm5lnyGG3qP1r1tSy5cvZ63umDx5crH9LY3HZ+i80n58VRUFQgghld7WuJX47eFeg/uGN56AQQ1Dyq0v+RoNEtLTwQFQSyoFj8uFv6srRHxagEcIIRZbtQqcOnWK/cetWxdcf39w69V72+btDdSowfxnSo7twED2eZb+++WXou916lTp3ctAah+WsDDD55aw8G9lZSgQUhZ/SPbr148xc+/qVcMrWEubfuBi2rRpRQ666hs5ciRjZcDJkyctSgdUlKNHjzJmRwoEAsyfP9+kgWwXFxdMnz6d0Xbu3DlW4dKqbu/evYy0UI6Ojpg1a5ZJ59apUwdjxoxhtB08eJBRgLWwc+fOMVbhAMDixYvNTpdTEunp6QgJCcGxY8d0bSKRCD/88ANCQkz73h8TE8NII8Ln8zFv3jyTJi7Vrl0boaGhZvU5KyuLNdA5fvz4YtPwFQgPD4dUKtVtq1QqVhqfAlwul7HCSaPRMIIdhT148IAR/O3QoQOjzkdsbCwrl30B/bRY5qYQqlu3LkaNGmXSscHBwYzAaGpqapFB64qqY8eOjNnthgIhcrmcUXOgVatWqFGjRrn0T5+vry+CgoJ0269fv2alMDTF0KFDK+yKB61Wi/DwcLzUm0wyc+bMYote6xMKhejUqRMiIiKwc+dOXLhwATdv3sTt27dx/vx5REZGIjQ0lPXdIy8vDxEREUZrZFU2SqUS06ZNYwVgFyxYYNKgv349G0sCz4buY6xOjiVOnDjBSnPYvHlzk1bulsbjM3ReaT6+qowCIYSQSu3g/R3YeetHg/t61R2MMS2+LNf+JGZkQKXRwEMiga1QCA+JBK5G8vcSQgghxLoM5dg3NuhXElwul7EKIy0trcwH62UyGWM2t729PWtWeXH4fD4++OAD3bZGoym28LK59OtFdOnSxayioX379mXMftdqtVVmMMlU+umd+vfvbzDIZ8zw4cPBLzRpJycnB9euXTN4rH7h2+bNm1ucQ98SiYmJGDp0KKOegJOTE7Zv346ePXuafB39FDgdOnRArVq1TD5/2LBhJgXrCly9epURZBUIBBg6dKjJ5zs6OqJv376MtqJqrejX6jC2sqNwMIPL5aJt27aMc3NychAXF2fw3JIUSgeAwYMHm7xiXiqVsoJGphQGXrx4MR48eMD4Z018Ph99+vTRbT9+/Bi3b99mHHP8+HHGyqGSFEkvDQEBAYxtc1PCATCp7pC1rFq1ilETC3ibLtGc30/gbb2hCxcuIDIyEqNHj0br1q1RrVo12NjYQCgUwt3dHZ06dcKsWbNw5swZ1s81Pz8fX3zxRZEptSqLuXPn4tatW4y2kSNHonPnziadX/j1D6DI1aHGGFqdpn9dS92/f5812cDe3h7Lli0z6XOhNB4fwH6MpfX4qjqaokwIqbTOxh/Dj1fmG9zXrsZ7mN5uUbmmo3qTk4OMvDxIhEJUk0hgKxCgbjnOjiOEEEKIebINpC4zN7WLRqNBYmIiEhISIJfLkZ2dzZidX0B/JUVycrJZA6/mio2NZaQvat26tUWzDhs2bMjYvnHjBt5///0S96+A/iCrudcWCoXo1q0bI5XMjRs38Mknn5RK/yq6nJwc1uBucfnJ9bm6uqJFixaMlUo3btwwWPBVfzWTsWLPZeHmzZv49NNPGb9LtWrVwqZNmwwWuy+K/iBd4VnvpnB3d0eTJk1MHhTWr4HTsmVLs1fR9OjRA7t27dJtP3jwAAqFAmKxmHWsflBCf/VGgcLBjIYNG0IqlaJFixYQi8W62cWXL19Gq1atGOelp6czcv87Ojqy3iuK07p1a7OOr1mzJh4+fKjbrqz58IODg7Ft2zbd9qFDhxiB8oLC4sDbWjHmBPjM9e+//+Lp06fIyMhAdnY2lEol43MDAKvGQ+GaQqZwcnKCn59fiftaFvbt24f169cz2mrXro3FixebfS1zVolJJBIsWbIEzs7O2LJli649MzMTGzduNHlFX0X0/fffs1Y6tWrVCjNnzjT5GiKRiLG6wZIJKkql0uB1S+rFixcYO3YsI7DN4/GwfPlykydx6PfD0gk4+o+xNB7fu4ACIYSQSul68mV8e+ELaKFl7WtcLRDzuqwBj1t+b3F5+fl4mZUFHocDb6kUHAANXF3BM2OmGCGEEELKV0Hx3cIMDSrqy8/Px/Hjx3Hs2DHExMRYlI7A0L1Lk36AQaFQGE2lU5QnT54wtl+ZUmfHRDKZjHU9U+qX6GvcuDEjEFJ4sLSqe/z4sa6wNfB2Vn+DBg3Mvk7jxo0ZQQ5Dz2FWVhYSExMZbS1atDD7XpY4efIkZsyYwZjxGhAQgPXr11uUlks/vZe5g/gF55gaCNF/Phs3bmz2/Ro1agQOh6MbqM7Pz8eTJ08MXqtWrVrw8vLSpfuJj49HUlISPD09dceoVCrGypqC4IlQKETLli1x8eJFAG+DKJ999hnj+leuXGHUimjTpo1ZK2SAt4XizWFnZ8fYNpa+raKrX78+/P39dQHMY8eOITw8HAKBAImJiYxVd927d4dEIinV+1+9ehWHDh3CmTNnLEp1aG4AqqIGQf78809W/a6Cgu6F09CVpZkzZ+Lq1au4c+eOru3nn3/G9OnTGav0Kott27Zh48aNjDZ/f3+sX7/erEkmtra2jO9VhWsRmcrQ6ghDq4DN8ebNG4SFhbHqMy1cuBBdu3Y1+Tr6/bDk8Rk6r6SP711R+X6zCKlAkpKSkJSUZNKx+n80EMs9fHMHX50ZD5WGHeX3cfTDovc2w4Zf/CBGadFqtYjPyIBGq4WPVAohj4faTk6wp4g8IYQQUqFlZGSw2orLCX79+nV89dVXFuVJL8zQapTS9ObNG8b25cuXiyx8bCpDz5mlDKUAMXdwFAArf35VSC1iKv2fh5OTE2vA2BSmPIeGBk3NSWNmqXv37mHq1KmMgfcePXpg2bJlFhWZzcvLYwUvLXndmXOO/s/JkvtJJBI4OjoiLS3N6HULa9euHX799Vfd9qVLl/Dxxx/rtm/evMmY1Vx4FUm7du10gZBbt25BLpczBuRLmhYLeJtKxhz6RewtKdpdUQQHB+tWHaSlpeHcuXPo3r07Dh06xFiRYW46w6KkpqZi3rx5OHv2bImuY+5nV+HUhRXFxYsXMX36dMZryMnJCVu2bIGHh0e59YPD4WDixImYOHGirk0ulyMuLg6BgYHl1o/ScODAAdZKGm9vb0RFRZn9u25ra8v4DmNJyidDwYWSBAqysrIQFhbGKo4+c+ZMDBo0yKxr6ffD0pRW+udRIMQ0FAghpAT279+PNWvWWLsb75SXmfEI/2s0clTsGUDV7DyxtPs2OIjK98tWslwOhUoFZ7EYjmIxnGxsUMOMvMyEEEKK8dln0JqQckCr1QJqNcDlgsPlAgLB2/8WZsqMtNhYoLQGWIobAAgKAl68KJ17mSIqCli7lt1u5h+pVYX+rHAAjBnT+i5duoSJEyeWSh7msh7EK82ARWGlWYxTf2axQCCwaGBbf8Z0WT32ikj/ObR09rgpz6F+cITP51sUdDGX/uopHo+HkJAQi14rgOEZ7ZY8b+YM7uk/n5b+nOzt7U0OhLRv354RCImOjmYEQgoHM0QiEWN1T+HAhlqtRkxMDLp37864lv69zFWeKYwrmr59+2L58uW6NIqHDh1CUFAQIy2Wu7s7q9aLpZKSkjBy5Ei8KIXvG/qps4pT0QZnr1+/jilTpjDSEUkkEkRFRaFOnTrl3p8OHTpAJBIxBu5v3bpVqQIhJ06cwNy5cxmvDXd3d2zdutXsgvMAWDWuXr9+bfY19FdtALB4pY9CocC4ceNYaeI+/fRThIWFmX09/X6oVCqkp6ebHTTUX1FrTm2wdxkFQgghlYZM8QozT45CWu4b1j4HkSOWdt8ON7vym8EBAHKlEv9mZ0PE48HL3h4CLhf1XV3f6S/2hBBS6hwc3v4rjlYL5OcDPB7wv0AILElRWI6zAWFjA1gwM9hiLi7ld69KwFBaG2NphdLT0zF9+nRWEKRNmzbo0qULGjVqBA8PDzg7O0MkErHSQISHhzPSN5W1sij6Tog1+Pj4QKlU6lbiq9VqhIWFYcOGDWjTpo2Ve1dxtWvXjpFKKyYmBlqtVvd3SuFASMuWLRn55Rs0aAAnJydd0CU6OloXCElKSkJCQoLuWC8vL3h7e5f546lKXF1d0bFjR93qjLNnz+Kvv/5iBCr69+9vdroxYyIiIlhBEF9fX/Tq1QvNmjWDl5cX3NzcdIW9C9/3wIEDiIiIKJV+WNu9e/cwfvx4xkoosViMjRs3olGjRlbpk42NDby8vPD06VNdm/6KzorswoUL+OKLLxgpGp2dnbF161bWSkNT+fr64u7du7ptU7OwFJaSksLY5nK5Fr1PKZVKTJ48GdevX2e0jxw5EtOmTTP7egAM1rRKTk42OxCiX6/H19fXov68aygQQgipFLKVWZj112gkyZ+z9tnwxfguaAtqOdYt1z6pNRok/G9mXC2pFDwuF/6urhBVwnyehBBCyLvoypUrjG0XFxejfyhv376dMRPbwcEBP/74I9q2bWvSvQoPvJQH/RmHY8aMwZdfflmufSiO/uxFlUqF3Nxcs2f669cKKK/87hWB/nNoad0EU55D/UGa/Px8ZGdnl/mqkGrVqmHJkiUICQnRpSXJycnBuHHjsHr1anTp0sWs6xmaNSuXy82uNWJOnR/959PSn5P+PYt6rTs7O8PPz09Xi+LNmzd48OAB6tevD7lcjtu3b+uO1V95wOFw0KZNG/zxxx8AmEET/bRYpbVq4V3Tv39/XSBEpVJh7ty5jP0DBgwolftER0cjJiaG0RYREYHRo0ebdH55f3aVlSdPniA0NJSxIkwgEODHH3+0+uoL/d9jc+uwWEtsbCxrdY29vX2JV9foD+hbkmZeP/Dn5eVldjFxtVqNL774QpcmsEBwcDDmzJljdp8K1KxZEwKBgPG8JSYmmlXfS6vV6mpAFaBAiGlotI6QEvjoo49M/uKXmJiI8PDwMu5R1aRU5+GrM+PxWPYPax+Xw8P8LuvQ0K15uffreUYGVBoNPCQS2AqF8JBI4FrBlv4SQgghxLBLly6xcj136dLF6KrOkydPMrYjIiJMDoIAYARRyoP+oG5FrJthaPbjy5cvzR5A0R/wqIg56cuK/mNNS0tDTk6O2eloTHkODQUKnj9/blFxdnN5enpi165dCA0N1RUez83NxaRJk7BixQr07NnT5GuJRCKIxWJGmreXL1+aHQjRH4Qqiv7zac65BeRyOev3uLigX/v27XWBEOBtEKN+/fq4evWqLi1TwXGGzi0IhDx9+hSpqalwd3cvlbRYBAgKCoKDg4Nu0Lvwz7ZJkyallqZJ/7MrODjY5CAIUP6fXWXhxYsXCAkJYdQ54vF4+P7779GpUycr9uwt/QCnpanzytOdO3cwfvx4xvuora0tNm3ahIYNG5bo2nXrMie4PnnyxOyge1xcHGPb3N8nrVaL8PBw1u9Pz549sWjRohJlAOHz+fDx8cGjR490bTdv3kSPHj1MvsaTJ09YAXVrpHarjEpnnR0h7yhPT08EBgaa9M9aSy0rO7VGjW8vTMONlGiD+2d1WIo2NbqWb6cAyBQKZOTlQSIUopqdHWwFAtQ1848nQgghhFjPli1bWG3GZuDm5+cziqMLBAJ8+OGHJt9LrVYz0jyUh/r16zO29XNbVwTOzs6s/OF37twx+zr6z62fn1+J+lWZ1KlTB/xCq5E1Gg3++Yc9eag4+s+7v78/6xh7e3vWiin9dCFlyc3NDTt37kTjxo11bSqVCtOmTWPUVjCF/u+HJc+ZOefovyYteT/4559/GDn4+Xx+sQNf+pP2ClZzFF7V4ejoaHDgUj/AUXBO4dUFHA6HVoRYSCQSoVevXgb3lWaR9MKBMODtShRzFF45VBmlpqZi9OjRSE1N1bVxOBx8++23Zg08lxWVSsVK/eRSwdOYPnr0CGFhYYyBeKFQiLVr1zJqDVmqdevWjPRsarXaYCrTouh/Npn7PrVgwQIcOXKE0da5c2csX74cPB7PrGsZoj+RxtzPUv3jHR0dy2VSQlVAgRBCSIWl1Wrx49X5OJdw3OD+CYGz0aPOwHLuFZCXn48XmZngcTjwlkrB5XDQwNUVvFLK4UoIIYSQsrV7925WqoNGjRoZrTeQlpbGGIB0dHQ0K8XC1atXkZ2dbVYf9f/QLpx/2xQdOnRgbN+7d48xEFRRNG/OXNX7119/mXW+SqXCmTNnirxmVWZra8sKWpj7HL5584Y1qBIQEGDw2NatWzO2jx49ata9SsrR0RHbt29npLJRq9UIDw/Hnj17TL5O06ZNGdunTp0yqx+pqalmDRDrvyZjY2PNnml/4sQJxra/vz/EYnGR57Rq1QoCgUC3/ffff0OpVDJWdbRt29ZgLYqaNWsycvxfvnwZDx48YBQu9vf3N3slDfl/hoLvAoEAvXv3LrV76NebqF69usnnyuVyXLt2rdT6Ut7S0tIQGhrKSq301VdflVrqsZK6du0aK/2YoUB0RfH8+XOEhIQwVjDx+Xz88MMPpbY6zNnZmfWe+fvvv5t8fmxsLKtYelBQkMnnL1u2DHv37mW0tW7dGj/++COr/pul9PsTFxfHqvlRFP3no0uXLoxJEcQ4GrUjhFRYO279iMMPdhncN6TRWAxuNLace/Q2OJOQkQGNVouaDg4Q8njwdXKCvZn5JgkhhBBiHefPn8fixYsZbRwOp8gUpoUHEgEgOzsbGo3G5HtGRUWZ10mAlQLC3JoCHh4ejMFejUaDzZs3m92Psta5c2fG9pkzZ8xKG/Tbb78xBpQ5HE6FSHVSnvSfw8OHD5v1etm7dy8jTZKtrS1atWpl8Fj9FFQ3btxg1R8oaxKJBJGRkejYsaOuTavVYsGCBSb/rnXr1o2xfenSJUYB8OLs3bvXrPeAVq1aMdKVqVQq/PLLLyafn5GRwQo6mVIbxdbWlhHUysnJwcmTJxkr3IoavCy8Lzo6mtJilbIWLVpgyJAh6N27t+7fhAkT4OTkVGr30P/8Mqe2zZ49eyptjRC5XI4xY8YwXusAMH36dIwYMcJKvWJbv349Y9vGxoYVcK4oUlNTERISglevXunauFwuFi9ebFagwRTvv/8+Y/vYsWMmv3Z//vlnxrafnx9q1qxp0rkbNmxAZGQko61JkyZYv3692fXLitKqVStGykSNRsPqtzEJCQmsz93u3buXWt+qOgqEEEIqpCMP9mBb3EqD+96vHYxxLa1TbyVFLkeOSgVnsRiOYjEcbWxQ00DBRUIIIYRULCqVCmvWrMH48eOhVCoZ+0JCQooceJBKpYyZ1zk5OaxC68b8+uuvuHDhgtn91U8Z9eTJE7OvMWnSJMb2nj17dMV5LVF4VUxp6du3L2MwQKVSYeHChSbdSyaTYfny5Yy2Ll26oFatWqXez4ps2LBhjJmgMpkMK1asMOncZ8+esQJkwcHBRnPUd+7cmZV+IyIigpF7vzyIxWKsX7+eNfizdOlS/Pjjj8We37ZtW/j4+Oi28/PzTX7dPXv2zGBqvaLY29ujX79+jLb169ebXAR46dKljBnYAoEAw4YNM+lc/ZQwq1atYmwXFcwofO6rV69Yq27MqZNkDeHh4fD392f8q2gWLlyIlStX6v7pv2+XlP4KEP0VdMY8evQIa9euLdW+lJfc3Fx8+umnrJR/n376KcaNG1eq9yrJ5+KmTZtw9epVRlvv3r1NWnF65coV1mv7wIEDFvelODKZDCEhIax6UgsWLEDfvn1L/X6DBg1ifDfIyclhfd4bcv36dVbQeOxY0ybQ7t69GytXMseg/Pz8EBkZWep1W/h8PkaNGsVo27p1q0mfCfqfVb6+vqUeiKrKKBBCCKlwzif8gVVXvjK4r41XV8zssARcTvm/fcmVSqRmZ0PI48HL3h58LhcNXF1LVCiLEEIIIWUrOTkZGzduxHvvvYcff/yRNYu7V69emDFjRpHX4HA4rBnyixYtQkZGRpHnHTx4EF9//bVF/dYfbL527ZquSLSpunbtypg1r1arMXXqVFbKh+LIZDKsX78eY8aMMes8U9jY2CAkJITRdvbsWcyfP5+xSsFQn8LCwhhperhcLj799NNS72NF5+7ujoEDmeli9+zZgw0bNhR53vPnzxEWFobc3Fxdm62tLevnoW/GjBmM779JSUkYNmyYycE6mUyGTZs2mXRsUYRCIVatWsUahFuzZg2WLFlS5LkcDof1Wrl48SIWLFhQZBq6xMREhIWFIS8vz+z+hoaGMmYU5+TkIDQ0tMgVUFqtFqtWrcKvv/7KaB80aBCqVatm0n31AyGFV77UqFGjyJnS7dq1Y/ysC58rEAiMrhwiFYd+kH/btm3F1qi5c+cOQkJCGO8NlYVKpcLUqVNZKb1GjhyJadOmlfr9Dh8+jC+++AL37983+Zz8/HysWLEC33//PaNdJBJh6tSppd3FEitYXaP/Hh8REYHBgweXyT3t7e0RFhbGaNu3b1+RK+kSEhIwY8YMxve8evXqoU+fPsXe7/Dhw/jvf//LaPPx8cHWrVsZAZnSNGrUKEZqQYVCgc8++6zIiQUrV65kpXadOnVqqdQteVdQAjFCSIUSlxKDb85/Bo2WvdS8gWsAvu6yFnyuwMCZZUut0eD5/wY7fKRS8Lhc+Lu4QPSu52H08AAM5TemVTKEVHge1arhlYHCgw6lPOOJkLLw77//GhzMVyqVyMrKQmZmJlJSUhAXF1dkXYzQ0FDMmDHDpD8ghw4divPnz+u2Hz16hODgYEyePBndunXTpTLJzs7GlStXGHVIRCIR/P39cevWLZMfo6+vL2rXro2nT58CeDu4M3jwYAQFBcHf3x92dnaMvP7VqlUzOCNwxYoVGDx4sG4AMy8vD/Pnz8eePXswZMgQtG7dGnXq1GE8BzKZDA8ePMDdu3dx9uxZXL9+HWq1GvXq1TO5/+YYO3Yszp49ixs3bujafvrpJ9y8eRPjxo1D586ddbMxU1JS8Mcff2DDhg2sGgvjxo2rNPVBsrOzzQ5IFebr68uYjR8eHo6YmBg8f/5c17Zy5UpcunQJISEhaN++PWxsbKDVavH8+XMcPXoUUVFRrLQ3ERERxaYQ6dixIz799FNGSpf4+Hj069cPwcHB6NWrF5o3b65LBaXRaJCQkIBbt27hr7/+wrlz5yAUCktlZjafz8fSpUtha2uLffv26dq3bNmC7OxsLFiwwOikpeDgYBw9ehSXLl3Ste3duxe3bt3C+PHj0alTJ91jSExMxNGjR7F582bdcxYQEIC4uDiT+1qrVi3MmjULCxYs0LU9f/4cffr0wZgxY9CnTx94e3uDw+EgNzcXly9fRlRUFGJjYxnX8fHxwcyZM02+b9OmTSGRSAymSysutZWTkxMaNGhgsDB8QEAAI90XqZgGDBiAtWvXQqFQAHgbgBsxYgTGjh2Lfv366X7f8/PzcevWLRw6dAj79+/XBaJbt27NWrVQkS1atAjnzp1jtHl4eKB27doWveca+2wtoNFocOzYMRw7dgx+fn7o0aMHmjVrhvr168PNzU33/qNWq/Ho0SNcvnwZu3btMhgAnT9/Pjw8PMzuY1mbNm0aK3hWv359iEQii55T/c8vY/7zn//g8OHDuvRmWq0Wc+fOxfXr1zFq1CjUq1cPPB4Pb968wZEjR7Bx40bG9wIul4uvvvrKYA2kwq5fv47Zs2czVllwOBx88MEHOHnypNmPD3i72rW4VSR2dnaYNWsWZs2apWu7e/cuBg0ahIkTJ6JHjx5wcHCAUqnE7du3sXnzZtaKrvbt26NXr14W9fFd9Y6P4BFCKpLHsn8w9/Q4qDRK1j5vaR18F7QFYoF1vmwnZmZCqVajukQCW6EQHhIJ3PRyd7+TuFygjGZIEELKFpfLhSMFLUklFR8fj/nz51t8fv369TF37lyzZjMHBQWhW7dujD9CX758iYiICADQ/cFraLDx66+/xrVr18wKhABv03gUHvBUKBT47bff8Ntvv7GObd26tcHBGkdHR0RFRWHixImMFSUPHz7UzX7kcDiQSCTgcDjIzs42uzB7SfF4PKxatQqhoaGMfO737t3TzeCVSCRQqVRGZ+J/+OGHmDJlSrn0tzSkp6eX6DUcHBzMGEiys7PDunXrEBoayigSe/XqVd0gpoODAxQKBVQqlcFrhoaGmjy7d+rUqcjKysKuXf9fzy8/Px+//PKLbsaura0tBAIBsrKyWCuxSqvgLPD282zhwoWwtbXF1q1bde379u2DQqHA4sWLjQY7ly1bhpEjRzJmOt+9e1c3K9ve3h55eXmsdHpBQUEICgoyKxACAMOHD8ezZ8+wY8cOXVtOTg5Wr16N1atXQyAQQCwWIzMz0+D5Hh4eWLdunVkBCD6fj1atWhlMiaS/WsSQdu3aGQyEmHIusT43NzdMmTIFS5cu1bUpFArda04sFkMkEiEjI4OV5ik4OLjSBUIMrUxLTk5mBCDNYeyz1ZCHDx8yPme5XC7s7OzA4XCQlZVlNI0Wl8vFzJkzWSv7zFXcgL+lDD2n9+/ft/gzTP/zyxgbGxusXbsWw4cPx5s3b3TtBw4cwIEDByAQCCAQCIzWsZk9ezbatGlT7H3i4+NZK1C1Wm2xqyqL0qlTJ5PSaQ0YMAD37t3Dtm3bdG0vX77EnDlzMGfOHEgkEuTk5BisSeXr64sVK1ZQhhIzUWosQkiFkJyViFl/jUa2il0Ay9W2OpZ23w6pTekVjTOHTKFAem4uJEIh3O3sIObzUbfQEkZCCCGEVHw2Njbo2bMVtLhvAAAgAElEQVQnNm3ahMOHD1uU0mX58uVG/6iWy+WsIIhAIMA333yDjz76yKI+9+/fH59//jmj/oMlatasiZ9//hmDBg0yOCCs1Wp1K2mMBUE4HE6Z5td3d3fHnj17jBY6l8vlBoMgfD4f48ePx4oVK0r8PFV29erVw759+9CkSROD+zMzMw0GQcRiMebOncuYlVqcgpm2CxcuhIORoHpOTg4yMjIMDuCUxYBdeHg4q77CkSNH8Pnnn7MCGQVcXFywY8cONG3a1OD+rKwsg0GQkgw+zZkzB+Hh4QbrAKhUKqNBkICAAOzbtw916tQx+56GVn5wOByTghnGVo1QofTKIywsDKGhoQb3KRQKpKenswbphwwZgm+++aY8uldlaTQa3WersSBIjRo1sHPnzmJTEurTLwIvFovRuXNni/taUfn4+GDPnj0GV6SqVCqDQRAbGxssWrQII0eOLI8ullhERAQ+++wzg9/P5HK5wc/QwMBA7Nq1i5Fai5jm3f6mSAipENIUr/Hlyf9ApnjF2icROmBp9+1wl3hZoWdAXn4+XmRmgsfhwFsqBZfDQUM3N/DKaLYFIYQQQizD4XAgEAggEong6OgIV1dXeHt7o27dumjWrBkCAgJMKkBaFIlEgq1bt2LXrl3YsmULUlJSDB4nEAjQo0cPTJ48GbVr1y7RPSdMmIA+ffrgyJEjuH79Op4+fYr09HTk5uYa/OPYGLFYjEWLFmH8+PGIiorCmTNnikwbBrydtR8QEIBOnTqhd+/eqFGjRokeS3GkUikiIyNx/vx5REZG4vr160ZXL0gkEnTr1g2TJk2Cr69vmfarMvH09MQvv/yCY8eOYfv27bhz547R14mzszN69uyJCRMmwN3d3aL7DRkyBL169cKWLVtw7NgxRmouQ/z8/NC9e/cyyys/depU2NnZMWa/nzhxAhMnTsSaNWsYNToKuLq6Yt++fdi9eze2bdvGKgZcwMfHB+PHjy/xrG0ACAkJQa9evbBu3TqcOHGCleatAJfLRdOmTTFq1Cj07t3b4vsZClo0aNBAl9KvKIGBgRAKhYyAkEQiMRo8IhXTrFmz0LZtW6xevZpVRLywli1bYuLEiYz6UsS4jh07IiIiAleuXMGtW7cYdauMEYlEaNGiBYYMGYL333/foiC+/iqd4cOHV9lBcR8fHxw4cAC7du3Czp07kZSUZPA4kUiE3r17Y9KkScWmeKxoJk6ciG7dumHNmjU4e/as0RppdevWRUhICAYOHFhmK4CqOo7WWFiSEFKqHj58yCrkd/ToUfj5+VmpR+Xn4vPnyMzNxUOZDNXs7OBpb6/bl6OSY9qfw/HwzW3WeUKeCMt77EKTaoHl2V0drVaLRzIZclQq1JJK4SQWo7aTE7ylUqv0hxBSOrS5uVCnpEAjl0Mrl4Pr7AxOKaboIIAiPx+JcjnA44HD5cLbywu2YnGZ31er1QL5+br7QiB4+19CyoBGo8H9+/dx9+5dpKWlQaPRwN7eHr6+vpUmd358fDwePHiA9PR0pKeng8PhwM7ODi4uLvD19YWvr2+ppjAyl1wux/Xr15Gamoq0tDTw+Xw4OzujZs2aaNas2Tu/AsQUMpkMcXFxeP36NdLS0iASieDi4gIfHx80bty41FNqJCYm4t69e5DJZEhPTwePx4O9vT28vb3h5+cHV1fXUr1fWbhz5w4eP36sSzFWrVo1NGzYsMz+btNoNLhz5w7i4+Mhk8mQl5cHJycnuLq6onnz5iYFKwgxR2Jiou59QaFQwNbWFjVq1ECzZs3g5uZm7e5Vaq9fv8azZ8+QnJyMtLQ0XW0We3t7SKVSeHt7o0GDBhAISlb3tH379rp0Uba2tjh16lSVDYTou3//Pu7du4dXr15BrVbDwcEBvr6+aN68OcTl8PdGWcvMzMSNGzcQHx+P7OxsCAQCVK9eHY0aNSrx5JrSkJOTo6s7B7ytf1UZvvMWoEAIIeWEAiHsQIhKrUTEqVD8nXyJdQ6Xw8N/u21A+5rdy7u7OilyOVLkcjiLxfCWSuFoY4Nm7u6Ug5GQSo4CIWWPAiGEEEIIIYSUvidPnjBWiI0ZMwZffvmlFXtE3iWVPRBCfxkSQqxCo9Vg8cUZBoMgADCj3XdWDYLIlUqkyOUQ8njwsrcHn8tFA1dXCoIQQgghhBBCCCHEKq5cuaL7f1tbW4SFhVmxN4RULhQIIYSUO61WizVXF+J0/FGD+8e2mIle9T4u5179P7VGg+cZGQCAWlIpeFwu/FxcIKL0C4QQQgghhBBCCLGSwvVBRowY8c6kxCKkNNCoHiGk3O25sx4H7283uG9Qg1AMa/xpOfeI6UVmJpRqNapLJLATClFdIkE1Ozur9qnCSksDZs5kty9dClA+Y0IqtLSMDIR/9x2rfXFEBJyoFhIhhBBCCCEVTmxsLIC3q0FCQ0Ot3BtCKhcKhBBCytXZ+AOIvL7M4L73fPthQqs5Vk0/JVMokJabCzuBAO52dhDz+ahHMyyMy8kBIiPZ7fPnUyCEkAouR6HAln37WO3zPv+cAiGEEEIIIYRUQBcvXrR2FwiptCgQQggpN3f+vYAtNxYa3Bfo2QnhHZaBy7Fexj6lWo0XmZngcTio5egILoeDBm5u4FGhXUIIIYQQQgghhBBCKi0KhBBSAklJSUhKSjLp2MTExDLuTcV291UsdtycCy00rH31XZpiYdf1EPCEVujZW1qtFgnp6dBotagllULI48HH0REOIpHV+kQIIYQQQgghhBBCCCk5CoQQUgL79+/HmjVrrN2NCu+J7D4WnJsAlUbJ2lfDwQffdd8CscC6NThSs7ORrVLBycYGTmIxpCIRvCk1DCGEEEIIIYQQQgghlR7leyGElKmE9ATMOPkfZKsyWftcxNWw7P2dcLRxsULP/p9cqUSKXA4hj4caDg7gc7lo4OZm1VolhBBCCCGEEEIIIYSQ0kGBEEJImdFqtfj4l4/xOieVtc9OYI8l3behuqSGFXr2/9QaDZ5nZAAAakml4HG58HNxgQ2fFswRQgghhBBCCCGEEFIV0EgfISXw0UcfoV27diYdm5iYiPDw8DLuUcUSmxSLa0nXWO0CrhCL3tuMOs4NrNArpheZmVCq1agukcBOKIS7nR2q2Vk3TRchhBBCCCGEEEIIIaT0UCCEkBLw9PSEp6enScc6ODiUcW8qHhGfXWicAy7mdfkRzaq3sUKPmGQKBdJyc2EnEMDdzg5iPh/1XKybposQQgghhBBCCCGEEFK6KDUWIaTMNKnWBAPqD9Btczk8jGnxNTp697Bir95SqtV4mZkJHoeDWo6O4HI4aODmBj6X3hYJIYQQQgghhBBCCKlKaEUIIaTMcDgc/Prxr/jm/Aa8yHwBJ3EjBFRvZu1uQavVIiE9HWqtFt5SKYQ8Hmo5OsJBxF7BQgghhBBCCCGEEEIIqdwoEEIIKVM8Lg9BtfsiMzcXD2Uya3cHAJCanY1slQpONjZwFoshFYlQSyq1drcIIYQQQgghhBBCCCFlgHLAEELeKdlKJVLkcgh5PNRwcACfy0UDNzdwOBxrd40QQgghhBBCCCGEEFIGKBBCCHlnqDUaJGRkAAC8pVLwuFzUc3aGDZ8WxxFCCCGEEEIIIYQQUlVRIIQQ8s54mZUFpVqN6hIJJEIh3O3s4C6RWLtbhBBCCCGEEEIIIYSQMkSBEELIOyFNoYBMoYCtQAB3OzvY8Pmo5+Ji7W4RQgghhBBCCCGEEELKGAVCCCFVnlKtxovMTHAB1JJKweVw0MDVFXwuvQUSQgghhBBCCCGEEFLVUWJ8QkiVolZr8E+8DLH3UpHyJhu5ynwohflwcBCgS31v8N24qOXoCKmNjbW7SgghhBBCCCGEEEIIKQcUCCGEVBm3H7/Cb5eeITNbqWvL46iQq86HQpGPo8nPEH01FTP7t4ZPgKMVe0oIIYQQQgghhBBCCCkvFAghhFQJF+Ne4tjlZ4y2fGiQx8kHDxzYaITggAN1JgdLd/6NNxl5GNCljpV6W4XY2ACDBhluJ4RUaDYiET7q1ctgOyGEEEIIIYQQUpVQIIQQUundfvyKFQTRQgsF9+3KELFGCA4AiUYE3v9KI0UduQNXRxt0bOZV3t2tWlxcgF9+sXYvCCEWcHFywk/r1lm7G4QQQgghhBBCSJmjSsGEkEpNrdbgt0vPWO0KjgoaaCHS8sEDFyKtACKtgHHM5kN3kK/WlFdXCSGEEEIIIYQQQgghVkCBEEJIpfZPvIxREwQAlJx8qDhq8P8XAOGBCzsNO9WLLDMXV++mlFdXCSGEEEIIIYQQQgghVkCBEEJIpRZ7L5WxrYYGuRwVuChIicWBRG0DLjgGz//zSkI59JIQQgghhBBCCCGEEGItFAghhFRqKW+ydf9fUBdEC0CsFYILDmw1QgjAM3p+fFJGOfSSEEIIIYQQQgghhBBiLRQIIYRUanlKte7/czkqqKGFEHzwtTwItXzY6NUF0afIyy/rLhJCCCGEEEIIIYQQQqyIAiGEkEpNJHy72kMFNZQcNXjgQqwRgAsuJBoROEZSYhUQi/jl0U1CCCGEEEIIIYQQQoiV0AggIaRSq+5ih/TsXCi4SnAA2GqEAACJWgSuCbFeH09pGfeQEEIIIYRUVOnp6fjll18QExODR48eISMjA7m5ubr99evXx+HDh8utP8nJyXj48CGSk5ORlZUFlUoFe3t7ODg4wN3dHY0bN4ZEIjHrmu+99x5evnyp2z516hRq1KhR2l0nhFQy+fn5iI+Px+PHj/H69WvI5XKIRCJIpVLUqFEDTZo0gVgstnY3SyQrKwuPHj1CfHy87v3dwcEBjo6O8Pf3R506dcDhFD150hIajQZ37tzBw4cPIZPJoNVq4ejoiDp16qBZs2YQCIrOXGHOfRITE/Ho0SOkpqZCLpeDz+dDKpXCw8MDTZs2hb29fancS59MJsONGzeQmJiInJwciMVieHp6omnTpvDw8CiTexJSUhQIIaQEkpKSkJSUZNKxiYmJZdybd1PL+tVw40UKoy6IWCOE0MS3t55tapVtB6u6ly8BQ39Iv3gBeHmVf38IISZ7mZICn3btWO3x0dHwql7dCj0ixLjw8HAcPHiwyGM4HA6EQiFEIhEcHR3h4uICb29v3aBDQEAAbGxsyqnHpDI4fvw4Zs+ejZycHKv24/bt2zh48CBOnz6N5OTkIo/lcDjw9fXFe++9h/79+8PPz6+cekmIdcTGxmLEiBGMNh6PhzNnzsDd3d1Kvaq8njx5glOnTiEmJgZ///03I/Crj8/nIzAwEJ988gmCgoLA5Vb8pDIqlQrR0dE4f/48rly5gocPHxZ5vFQqRe/evTFy5EjUqVOnxPfPzs5GVFQUfvrpJ7x588bgMfb29ggODsaECRPg7Oxs9j1evnyJv/76C9HR0bh27RrkcrnRY7lcLho3bozhw4fjww8/hFAoNPt++q5du4b169cjOjoaGo3G4DEBAQEYO3YsunfvXuL7EVKaKBBCSAns378fa9assXY33mnObkKIxFxwFRwItTwItDzYak37cHeR2qBNIxrsI4QQQqoCrVaLvLw85OXlITMzE8+fP8eNGzd0+0UiEbp06YKBAweia9euZTIDtDRduXIFV69e1W23bt0abdq0sWKPqpZLly5h2rRp0Gq1VuvDo0eP8O233+Ly5csmn6PVavH06VM8ffoUkZGRaN68OWbMmIHAwMAy7Ckh1mMoCK5Wq3H48GGMGzfOCj2qnGJjY7FgwYJiAwOF5efnIyYmBjExMWjevDmWLl0Kb2/vMuxlyaxevRq7d+9Genq6yedkZGRg79692LdvH8aMGYMpU6ZYHCy4ffs2pk6dWuxk2aysLOzYsQNHjhzBsmXL0LlzZ5Ou/+TJE8yePRtxcXEm90mj0eDWrVu4desWNm/ejKVLl6Jx48Ymn19Yfn4+Fi9ejJ07dxZ7bFxcHCZNmoRevXrh22+/ha2trUX3JKS0USCEEFJpZeXl4bVCgU5NayA6OhX/x959hzV1tn8A/yYh7AACIgooaMWF4LZaFBHrQovb1moVcFRxVltH5RVXbfvWOrCKA8U6Wq2idY+6bRUH7oULCwIqskeAjN8fvObHySDnhIQA3p/r4mqfJ2c8J+QAPvd57psPHqxl5lrrgrwzNsgLAkHVf6qFEEIIIRVXVFSEEydO4MSJE2jcuDG+/fZbdFKzKqqquHLlCuOBm8mTJ1MgRE/kcjkWLlzICILY2dmhT58+cHd3h5mZmaK/Vq1aBhlDTEwMfvrpJ5SUlGjchs/nw8bGBsXFxSgsLFQbtLlx4wY+//xzjB07Fl9//bVBxkqIsRQWFuLYsWNqX9u/fz8FQjh4/Pix1iCISCRCSUmJ2lUiN27cwMCBA/Hrr7+iRYsWhhpmhVy8eLHcIIhAIIBIJEJeXh4kEgnjNZlMhg0bNuDOnTvYsGED52DIrVu3MGbMGLUrDE1NTcHn81Xe16ysLEycOBGrV69GQECA1nO8fPlSaxDEysoKcrlc7TiePn2KTz/9FL/88gv8/Py0nq8smUyGWbNm4ejRo2pfF4lEyM3NVek/evQo0tPTER0dzfjdSoixUCCEEFItlUileJGdDR6Aj73cYc+zxPmLaRCwqAsCAKGfeMHXh1I3EUIIIdWRu7s7xowZo9JfXFyMnJwc5OTkIDU1Fbdu3cLr169Vtnv8+DHGjBmDUaNGYc6cOTAxoX8WvU/i4uLw4sULRdvR0RGxsbGVkmZHLpdj0aJF2Llzp8prtWvXRs+ePeHn5wcvLy/Y2dlBIBAAKJ0Qfvr0Ka5evYpjx46pTIY9f/7c4GMnpLKdOHFCY9qfp0+f4vbt2/D29q7kUdUMpqam8Pf3R+fOndG+fXu4ubkpJv/T09Nx8eJFbNq0CY8fP1bsk5eXh9DQUOzfvx/O1SCNqrOzM3r16oUOHTqgVatWsLe3B5/Ph1wux6NHj3DkyBFs27aNETS4dOkSZs+ejRUrVrA+T0ZGBsLCwhjHMTExweeff47PPvsMDRo0AI/HQ0pKCvbs2YOYmBjFthKJBLNmzUJsbCw8PDw4XZ9AIMBHH30EX19fdOzYEe7u7ooUoDk5Obh06RK2bNnCWB1bUlKCqVOn4rfffkPz5s1Zn2v9+vUqQRBPT09MmjQJXbt2hZWVFcRiMeLi4hAVFYX4+HjFdlevXsWSJUuwePFiTtdHiCHQX/yEVMDgwYNZP0mYlJSEOXPmGHhE7we5XI5/s7MhkcngIhLBQijEsC5N0c3DHRv330VGjuY8pw625hgbREEQQgghpDpzcnLCZ599xmrblJQU/Pnnn9ixYwfevHnDeG3btm1IS0vDypUrKRjyHrl+/TqjPXTo0EqrNbB8+XKVIIiFhQXGjh2L0NBQjYWJLSws4OXlBS8vLwQHB+POnTtYuXIlLl68WBnDJsQolNNiCQQCSKVSRTs2NpYCIRzVqVMHwcHBGDBggMYVb46OjhgwYAACAwOxePFi7Nq1S/FaZmYmfvzxR/z888+VNWTOOnfujFGjRsHPz08RTC6Lx+OhadOmaNq0KQYNGoQvv/ySEUw+cuQIBg8eDF9fX1bni4yMZPx9YWpqitWrV8Pf35+xnYuLC6ZNm4Zu3bph3LhxyM7OBgAUFBTg+++/x/r161mdz87ODiNHjsTQoUM1BqRsbGzQq1cv9OzZE+vWrcOqVasUr4nFYixatAi///47q/OlpqZi7dq1jD5fX1+sWbOG8TvL3Nwcfn5++Oijj/Dtt99i//79itd2796NoUOH0v1KjI5ywhBSAfXq1UO7du1YfVXV5aPV0ZuCAuQWF8PG1BS1raxgJRTiA3t7+Pq4IHr+x5g7uj3aNHWCvY0ZLMwEsLcxQ5umTpg7uj2iv/2YgiCEEELIe6RevXqYOHEizpw5g8mTJ6sUez158iS+//57I42OGMOzZ88YbS5PxVbEyZMnsXHjRkafra0ttmzZgsmTJ2sMgqjTsmVLREdHY/ny5bC2ttb3UAkxutTUVMTFxTH6Jk2axGgfOXIExcXFlTmsaqtWrVqYPXs2Tp48ieDgYFZp/4RCIRYuXIju3bsz+g8fPoyXL18aaqg6a9WqFX799Vds2bIF3bt3VxsEUebu7o5Nmzap/BzdsGEDq3MmJyfjjz/+YPRNmTJFJQhSlo+PD/7zn/8w+s6ePctYuaGOpaUlJk6ciL/++gtTpkxhtSqHx+Nh0qRJGDVqFKP/xo0buHr1qtb9AWDt2rWM+6x27dpYsWKFxt9ZJiYmWLJkCTw9PRn9ZYMxhBgLBUIIIdVKQUkJUnJzIeTzUd/WFnweD81r1wb/fwVPTQR8dPauh4XjOmHrgt7Y/V0/bF3QGwvHdUJn73pUE4QQQgh5TwmFQkyZMgVRUVEqub+3bdvGqWA1qd6U85iLRKJKOWdERASjz8zMDFu3bkXr1q11Pm6/fv3wxx9/wM3NrYIjJKRq2bdvH2QymaLdokULjB8/Hra2toq+7OxsnDp1yhjDq3Z69+6NkJAQznUaeDwe5s2bBx6PWYfz9OnT+hyeXsybN0+nWlqurq4YPXo0o+/69euKFRvliYmJYdR6cnV1RUhIiNb9+vXrh7Zt2zL6lAPlytq1a4fp06fr9Dtr2rRpsLKyYvSxuXcyMjIQGxvL6Js+fTpsbGzK3U8oFGLevHmMvosXL+LBgwcsR0yIYdCMICGk2pDKZEj8X/GzBnZ2MBEI0NjeHlYcC5kRQggh5P3l5+eHuXPnqvR///33aotRk5qnsLCQ0VZeJWQIW7ZsQXp6OqNvypQpaNasWYWP3bBhQ8yePbvCxyGkKimbVgcAgoKCYGpqij59+jD6ldNnEf1zc3NT+Vn18OFDI43GMHr27MloSyQSRn0UTZSDCUOGDGGdanPYsGGM9t9//63y+0lfRCIROnfuzOhj8z08ffo0o7C8SCRCYGAgq3N++OGHaNCgAaPv5MmTrPYlxFAoES4hpNpIyslBsVQKZ2trWJuawsnKCnUr4Qk+QgghhNQsI0aMwOnTp3HhwgVF36NHj3Dp0iWViYLylJSUIDExEc+ePcObN2+Ql5cHExMT2NrawsnJCa1atWI8vVyVFBcX4+bNm0hNTUVmZiaKi4thb28PZ2dntG3bllOaJkPJy8tDfHw8Xr9+jYyMDAiFQtjb28PV1RU+Pj7Vpq5LcXExduzYwejz8PBg9dQwWxUJ5sjlcjx48AD379/H27dvIRAIYG9vj6ZNm6JZs2YqT4JzZez7JDk5Gbdu3UJqaiqkUilq1aqF+vXro02bNiqrw3T18OFDPH78GK9fv4ZUKlW8fy1atKjw+6dJdbiHdXX9+nW8ePFC0TYxMUH//v0BAAMGDGDUNrh48SLevHmD2rVr630caWlpuHnzJlJSUlBcXAxHR0e4ubmhbdu2Bvn5k5+fj5s3byIxMRG5ubng8/moV68e+vXrp/dzceXm5ob79+8r2sqB3equfv36Kn3arvH+/ftISUlh9PXt25f1OXv16oVvv/1WEWgQi8X4+++/0aNHD9bH4EJ55SCb76FyoKdbt26sf7bweDz06dMHUVFRjONNnTqV1f6EGEL1+MuREPLee1tQgCyxGNampqhjZQVzExN4OjgYe1iEEEIIqaZCQ0MZgRCg9MlibYGQ169f4+jRozh//jzi4+NRUFCgcVsej4fmzZtj9OjRCAwM1DpxFhsbq3a1CgCsWbMGa9as0bhvhw4dsG3btnKPDwBXr15FdHQ0Ll++rPHJU1NTU3z00UeYPHkyvLy8tB5T3y5cuICNGzciPj6ekXKkLJFIhG7duiEsLAweHh7lHm/OnDnlPjX+xRdfqO1n+55qc/r0aWT9b1XzO8OHD2eVv96QZDIZfvvtN0RHR2vM9+/k5IQvv/wSw4cP5zTxa8j7pCzl7+2yZcswaNAgAKVPV0dGRmrMu29paYlhw4Zh4sSJsLOzY33Od2QyGXbt2oWYmBgkJiaq3cbZ2RnBwcEYOXIkTExMEBcXx/i86fIZqw73cEUp369dunSBvb09AKB169Zwd3dXvOdSqRQHDhxAaGgop3Mo/7wdOHCgol7UtWvXsGrVKly5ckXtvnZ2dhg4cCAmT57MukZPed/7p0+fIjIyEn/99ZfKzzyRSFQlAiHK4zJUgM9Y1P2u0XaNly9fZrQdHR1VVkCUx8LCAk2bNsXdu3cVfZcuXTJYIESX76FynZ42bdpwOqdy6seHDx8iMzOTVY0aQgyBUmMRQqo8sUSC5JwcCHg8Rl0Qk0pIY0AIIYSQmqlTp04qE+gXLlwoNz3W2bNn4efnh++++w4XL14sd3IXKH3S/t69e/jmm28wfPhwpKWl6WXsusjIyMD48eMxcuRInDlzptz0G8XFxThz5gyGDBmCRYsWQSqVVsoYs7OzMXbsWIwdOxZxcXEagyBAac2NgwcPol+/flixYkWVTmt25swZRtvExARBQUFGGk2pzMxMfPHFF1i0aFG5RY9fv36NRYsWYeLEiaxTthj7PpFKpViyZAlCQkLKLT5cUFCAmJgYDBkyBElJSZzOkZGRgREjRiAiIkJjEAQoXVGwbNkyjBw5EhkZGZzOoe6clXEPz5kzB02aNGF8VSaxWIyjR48y+pTvl08++YTRVk6jVRFr1qzByJEjNQZBACArKwtbtmxBYGAgbt++XaHz7dq1C0FBQTh69Gi5P/OM7d9//2W0HR0djTQSwyi7Aukdbdf45MkTRrtly5acz9uqVStG++nTp5yPwRbX72Fqairy8/MZfT4+PpzOqW57Q14jIdrQLCIhpEqTyeVIzMqCHEB9W1uYCgRoWKsWbDgWeSOEEEIIUaZcVDUzM7PcSc38/HxG8d6yzMzMYGdnp7EQ7d27dzF06FC8efNG5/Hq6tmzZxg2bBjOnTun9nVLS0u1hU/lcjl27NiBsLAwRo5wQ3j16hVGjBihskrnHSsrK7XvrUQiQU1ZVtwAACAASURBVFRUFGbOnGnwMerq6tWrjHajRo0UT7cbQ15eHoKDg1XGZWFhofHp9vPnzyM8PJzV8Y19n4SHh6usshAKhbC1tVX7BHRSUhLGjh0LsVjM6vgZGRkYPXp0uStNzM3NGX03btzA+PHjUVRUxPIqmKrDPawvJ06cQF5enqJtY2ODgIAAxjZBQUGM72VCQgLjqXpdRUdHIzIykhFYFQgEGj87aWlpCAkJwZ07d3Q63549e/Cf//yHEQDh8XiwsbGpUqn/nj59qjLp36JFCyONxjBOnDjBaAuFQq1BwGfPnjHayqmn2FDeR/mY+pKTk6OygkXb91DdWLheY61atVR+rzx//pzTMQjRp6rzk5UQQtRIyc2FWCJBbUtL2Jqbw97CAq5q/sgnhBBCCOGqVatWjFzzQGnaBm2plmxsbNClSxf4+vqiWbNmaNiwIWNiNyMjAzdu3MDevXsZ+bVfv36Nr7/+GjExMRrHExERAaD0qfqzZ88qXuvWrRu6deumcUxOTk5q+zMzMxESEoLU1FRFn4mJCfr27YsBAwbAx8dHMUlRVFSE69evY/v27YxxnzlzBitXrsSsWbM0nr8ipFIppk2bpjLR5unpifHjx8PPz08xyZuamopjx44hKiqKkW7q8OHDcHNzw4wZM1SO/+4631FOZTRmzBi4u7ur7KfpPeUiJydHZcWFsVMVRURE4MGDBwAAb29vBAcHo3Pnzor0UNnZ2fjrr7+watUqvHr1SrHfwYMHMXjwYHTq1InVeQx1n5Rn9+7digCFs7Mzxo4dC39/f7i6ugIoXSkRFxeHyMhI3Lp1S7FfYmIioqKiMH36dK3nmD9/PhISEhh9np6emDBhArp27ar4rKanp+P06dNYt24dUlJScOfOnXLT22lSHe5hfVJOi9W7d2+VWi6urq5o164dI5i3b9++Ct1bCQkJOHjwIIDSmjvDhw/H0KFD0bRpUwgEAhQXF+PatWv49ddfGau8cnNzMXnyZBw+fJh1miwASElJweLFiwGUBlsGDRqk+H4KhULIZDIkJyer1Ggwht9++02lz9/f3wgjMQyxWKyyqqh9+/Zav5/KD07Uq1eP87mdnZ0Z7VevXqGgoACWlpacj1We2NhYlUCstu+h8vVZWVmpDbhqU7duXUbheUMFewhhgwIhhJAqK0ssRnpBASxMTFBXJIKpQICmjo41Lh8pIYQQQoxD3dOeyoVPy3J2dsbSpUvRv39/jU+0A4C9vT0CAgIQEBCAs2fPYvr06Yo0NpcuXUJcXJzKahQAaNiwIRo2bAigdBK1bCDEy8sLn332GdtLU5gzZw5jAtXFxQWrVq1Sm8LDzMwMnTt3RufOnbF//35GEddNmzahZ8+e8Pb25jwGbTZu3KjydP2gQYOwaNEiCIVCRn/dunURHByM/v37IzQ0FA8fPlS8tmHDBnTr1k0lJ/mHH36IDz/8UNE+cuQIY4Kne/fuar8f+qAu5ZKnp6dBzsXWu/d6ypQpmDx5ssrrtra2GDx4MHx9ffHpp58y7ont27drDYQY+j5hc23+/v74+eefVSYTTU1N0aVLF3Ts2BFhYWE4f/684rXdu3cjLCxM5TNX1pEjR1QmpgcOHIjFixer7Ofo6Ihhw4ahX79+mDx5Mv7++29G8IWt6nAP60tqaqrKU+ua0sgFBQUxAiGHDh3C7NmzVYImbN27dw9A6cqoqKgoxs8MoPSz8+693bp1K7777jvFa2lpafjxxx+xaNEi1udLTk4GUFoDJCoqCu3atWO8zufzUb9+fQQHB+t0Pfry9OlTlQcGunXrpjKBX52tX79eZRXa8OHDte6Xk5PDaOuSLqx27dpqj6vPQEhGRgbWrVvH6PP09NRa70O5tpW6sbJRu3ZtRiBE+X0jpDJRIIQQUiUVS6VIys4GH0ADOzvweTw0c3SEqZGLShJCCKl8OTk5yM3N1bqdXC4HpFKAzwePzweEwtL/lmFqaqr1H3Kpqaka07pwZWdnBysrK42vi8VivH37Vi/nAkonyMrz9u1btelfRCKRTk/5VXfqrjk9PV3j9m3btkXbtm05naNbt26IiIjA7NmzFX07duww2MR7Wf/88w8jmGJnZ4eYmBjUr19f674DBgxAZmamoniwXC7Hpk2bsHr1ar2OUSwWY8uWLYw+X19fLF26FPxy6sE5Ojpi8+bN6N+/v+IekslkiIqKwvr16/U6xop4/fq1Sp8uhbn1bdSoUWqDIGXVqVMH8+bNY2x39uxZFBUVlRvgMPZ94uXlhdWrV5c7IW5qaoqlS5eiR48eiqek3759i6tXr6Jz584a99u0aROj3b59e3z33XflflYtLS3xyy+/YMCAAeWm3lOnOtzD+rR//37G7183NzeVAME7ffr0wZIlSxS/07KysnD27Fn07NmzQmP47rvvVIIgykaPHo2UlBTGqqW9e/ciLCwMderU4XS+n3/+WeM1GltJSQlmz57NSN0lEAjw1VdfGXFU+nX79m1s3LiR0efj44NevXqVu59YLFapvWNhYcH5/Mpp9ACo1OWoqPDwcJWgxqxZs7Q+YKpc30ndWNlQ/n2hrW4UIYZENUIIIVWOXC7Hi6wsSOVyuNrawtzEBPVtbVFLhz8sCCGEVH8/r1oFt0aNtH7V/+AD1G/SBPUbNy7tq18frq6ujK8BAwZoPV+7du1U9tP1648//ij3XKdOndLbudSl9lEWGhqqdt+ff/6Z7bejRlEXCDHEP9A/+eQTRgCuvCK8+qQ8aTtjxgxWE6jvjBo1ipEP/OTJkxUu+Kzs4MGDjAkaoVCIiIiIcieW33FwcMDMmTMZfefOnVNb9NZY1H2eRCKREUby/+zs7FTeN026d+/OeMpZIpEwVuHok77ukwULFrBaFeDk5KSSbq68OhN37txRrBooey42n1ULCwvMmTNH63bKqsM9rE/K6Yk0rQYBAGtra/To0YPRFxsbW6Hzd+rUCX379mW17dSpU1Xujd27d3M6X/fu3dG1a1dO+1SmH374QaX+SWhoqNbaGdVFVlYWZsyYwQj0CIVCLF68mHOQAIBOq5HUBRferYzTh5iYGPz111+MvsDAQPj5+WndV3kc5QXAy6N8jfq8PkK4okAIIaTKScvLQ35JCWr9ryaIjZkZPKrAk3OEEEIIqVnUpZ4oOyGiL3w+n5HGJjMz0+CT9RkZGfjnn38UbZFIhIEDB3I6homJCXr37q1oy2QyXL9+XW9jBKBS/NnPz49TMdb+/fszVljI5XKNBdeNQd3nSd+537kKCgpi/eSyQCBQScFkqPzu+rhPmjVrxin1k3IatfKK+F68eJHRbtOmDRo3bsz6XH5+fpzSCRnrHv7+++/x6NEjxldliI+PV1kxo+3hBeVAyYULFyq0yvLTTz9lva2VlZXK+cvWDmFj2LBhnLavTH/88Qe2bdvG6PPy8sKUKVOMNCL9KikpwbRp0xQpyt6ZOXMmq0CPcr0NAOWm1dNEXfBE3cpdXVy4cAE//vgjo8/FxQULFixgtb/yOHS5PkD1GvV1fYToglJjEUKqlNyiIrzKz4eZQABXGxuY8PloXrs21QUhhBBCiN6pSz/B9YlOmUyGpKQkvHjxAnl5ecjPz1fk5C9L+Sns1NRUNGjQgNuAObh27Vppurj/6dChg05PczZv3pzRvnHjBj7++OMKj++dmzdvMtpcj21qagp/f39GgeUbN25g5MiRehlfRambODJ2WpAOHTpw2l45MKVLfvfKuk/at2/PaVxcrk25vgfXJ/n5fD58fX2xZ88eVttXl3tYX5SLpLdp00ZrUPSjjz5C7dq1FfUdJBIJDh48iDFjxnA+v4mJicoKIW0CAgIQHR2taD969AhisZhVCiEej8f581pZzp07h4iICEafo6MjVq1apXMNlqpELpdj7ty5KvVoAgMDWddkUXcv6vIgRXFxMatjc3X37l1MmzaNkb7L0tISq1evhq2tLatjKI9D1wdFlK9RH9dHiK4oEEIIqTJKpFK8yM4GD4C7nR0EfD6aODjA3IR+VBFCCCFE/9TVnmHzpLxEIsHRo0dx+PBhXL58Wac0D2zq3lSEcoChsLAQv/32G+fjPH36lNFWLihbERkZGSrHU1cAWhsvLy/GJGpCQkKFx6Yv6lZ/GPp7r422WkLKlOsc5eXlsdrPGPeJIa9NeSWMcoCBDS77VId7WF/EYjGOHj3K6GOTylIgEKB///7YvHmzom/fvn06BUIaNmzIuQZCs2bNwOfzFXVNJBIJnjx5Ai8vL637uri4wNramvM4DS0+Ph7Tpk1jBCpFIhE2bdoEV1dXI45Mf7777jscPHiQ0ffRRx8p6umwoe5nu7qghjbqVkdUdNXg8+fPMW7cOMbDHkKhEJGRkaw+m5rGoW4VDBvK12jsVZHk/Uazi4SQKkEul+Pf7GxIZDK4iESwEApRTyRC7XIKzJIqwMEBOHFCfT8hpEpzqFULR3/9VW0/Ie+L7Oxslb6yNQrUiY+PR3h4OJ48eVKhc+u7GKoy5fQw//zzDyPNjq7UvWe6Ui7eCnCfyAagMjmn7rjGou7zpM/3UBdcJ18FAgGjXbaYtSbGuk+41l9Rru9R3rUpf9+0/axQp2xNCW2qwz2sLydPnmQEvczMzNCnTx9W+wYFBTECIQ8fPsSDBw/QrFkzTmOoV68ep+2B0gldOzs7xkomtj9/2D6VX5kePnyICRMmMIKW5ubmiIqK4vx+VlVr1qzBr0p///r4+CAyMpLTahdzc3MIBALGigtdgr3qAiHKAVouUlNTERISwvhM8vl8/Pjjj/D19eV0LOWAha4prZQDKBQIIcZEgRBCSJXwpqAAucXFsDE1RW0rK1gJhfjA3t7YwyLamJsDVXBpPSFEO3MzM/To0sXYw2Dlq2nTMC4kROt2crkckEoBPh88Ph8QCkv/Wwabf+Reu3aN1UQfG3ZaalwFBASo5Kc2pOjoaPzyyy8q/cYu3mws6oo+lzcZ9vfff2PSpEl6yW+tr8+YJoaa7NRnkVPlNERCoZDzE9mA6sR+VZroVZfap7JqLmhi6JSzxrxPDHltyqtFdJms5BKEqg73sL4op8Xy9/eHjY0Nq32bNm2KZs2a4cGDB4q+2NhYfPvtt5zGoOvqDJFIxJh0Zps6riKT3Ybw/PlzhISEMMYvFAqxevVqtGvXzogj05+tW7ciMjKS0efp6YmNGzfq9P0QiUSMwFd6ejrnY6hboaXr32Rv375FcHAwUlJSGP0LFy5E3759OR9POViny/UBqtfI9t4mxBAoEEIIMbqCkhKk5OZCyOejvq0t+DwemteuDT7VBSGEEILSfzCx+UeTXC4HJBJAINAYCGGjbt26ugxTJ+bm5jo9Aa8rB1qxx6Cc8x+Axqdes7KyMHPmTJXJ3Y4dO8LPzw8tWrRA3bp1YW9vDzMzM5Wg25w5c1Qm+wzJEEXfCXe2trZwcXHBy5cvFX1379414ogMq7rdJ1yYmpoy0gXpco9x2ed9uYfT0tJw6dIlRt+xY8dYFazW5NChQ/jmm290Lu78vklJSUFwcDBjFdK7VQR+fn5GHJn+7N27F8uWLWP0NWjQAJs3b9Z5dY6Hhwdu3LihaCsHINhIS0tjtJ2cnHQKyuTk5CAkJATPnz9n9M+ePRvDhg3jfDwAcHd3Z7Tz8vKQk5PDOZCRmprKaHt4eOg0HkL0gQIhhBCjkspkSPzfUxQN7OxgIhCgsb09rGpAETZCCCGEVG1xcXGMtoODA+rXr692261btyIzM1PRtrGxQWRkJD788ENW56rsAtnKEztjx47F119/Xalj0EZ5MqWkpIR1oeGylJ/Ur2opZ9q1a8cIhDx9+hQZGRmwr4Grn6vbfcKFSCRijE+XWi9c9qkO97A+7N+/X+8r5DIyMnDu3Dn06NGD9T5sa98oU/6eVren3dPT0xEcHMyYrObxeFi8eLFOqwiqoqNHjyI8PLz0gZn/qVu3LmJiYnRKcfeOciAkKSmJ8zGUVwU3bNiQ8zEKCgowfvx4lVWuYWFhCGGxoloTdWNJSkpCixYtWB8jKytL5d7S5RoJ0Rfuj8gRQogeJeXkoFgqhbO1NaxNTeFkZYW672l6DkIIIYRUnr///huJiYmMPj8/P42pdU6ePMloz507l/XkLgDG5HBlUJ5kr0p1M95RlzqubMCALeWJJG0p6Sqbv78/oy2RSPDnn38aaTSGVd3uEy6U63soF09ng8s+1eEe1gdDrQDielxdnuYvKChQ+b5UtZ8/5cnKykJwcLDK78K5c+diyJAhxhmUnp07dw5ff/01o5aHo6MjtmzZolNdmLI++OADRvvOnTucj3Hz5k1Gu1GjRpz2LyoqwsSJExkBGQAYPXo0pk6dynk8ZdWtW1elnoe6lbTlUbc9BUKIMdGKEEKI0bwtKECWWAxrU1PUsbKCuYkJPCllByGEEEIqQdniuu8MGDBA7bYSiYRR9FkoFCIwMJD1uaRSKe7du8d9kBXQtGlTRrts/vyqwt7eHrVr12bkD7979y7niSDl99bT01Mv49OXgIAA2NnZMSZMd+3ahS+++EKlEHl1Vh3vEy68vLwY47t16xYGDx7M6Ri3b99mvW11uIcr6saNG2on4c3MzDgfKz09HWvWrFG0z507x2nl1bNnzzivSHvw4AFjNYuJiYnK5HhVlZeXh7FjxyIhIYHRP23aNIwePdpIo9KvuLg4TJkyhZFmztbWFtHR0XpJz6Qc5E1PT8eLFy/QoEEDVvsXFhaqrOLo1KkT6/NLJBJMmzYNly9fZvQPHToUc+fOZX0cTXg8Hjp27IgzZ84o+uLj4zFixAjWx4iPj2e0mzRpUiNXQ5LqgwIhhBCjEEskSM7JgYDHY9QFMdEhlzshhBBCCBc7duzAxYsXGX0tWrRAx44d1W6fmZnJSKlhZ2fHaaLuypUryM/P5zRG5Qnysk+zsvHRRx8x2g8ePMCrV69Qp04dTscxtNatW+PEiROK9l9//YWgoCDW+5eUlDAmad4dsyoxNTXFiBEjsHbtWkXf8+fPsXnzZowbN04v55DJZOAb+e9oY9wnlalNmzbYtWuXon38+HGEh4ezrkORnp6uMmFZnupyD1eE8qoNHx8fjBkzRqdjyeVy7N27V5HiqaSkBIcOHcIXX3zBan+JRIKzZ8+id+/erM956tQpRrtJkyacU/sZg1gsxsSJE1VWMISGhmLSpElGGpV+3b59G19++SWKiooUfZaWlti4caNKkFFX72oelU0rduTIEUycOJHV/idOnGAEaczMzFTue01kMhm++eYbld9/gYGBWLRokcbVrVwFBAQwznH27FkUFhbCwsKC1f5Hjx5VOR4hxkQzjoSQSieTy5GYlQU5gPq2tjAVCNCwVi3Y6PDkDyGEEEIIF+fPn8f333/P6OPxeJgzZ47GfZQnOvPz8znltI+OjuY2SEClWCrX/PV169aFt7e3oi2TybBx40bO4zC0rl27MtpnzpzhlB7r0KFDjHRKPB4PXbp00dv49CUkJAQOSiufIyMj9fKU//Pnz/HDDz9U+DgVZYz7pDIFBAQw0sRkZWVhx44drPePiopiFFvXprrcw7oqKirCkSNHGH0VqUnB4/HQp08fRh/X9Fi///47623z8/Nx4MABRp9yGryqqKSkBNOmTcOVK1cY/Z9++im++eYbI41KvxISEjBu3DhGTR8zMzNERUXBx8dHr+dSrkOzZ88e1vf57t27Ge3OnTurpKLSJCIiAocPH2b0+fv748cff9RrULx79+4wMfn/Z+hzc3NVzqvJpUuX8OLFC0Yfl7o9hBgCBUIIIZXuZU4OxBIJaltawtbcHPYWFnCtZkXlyP/k5wMbN6p+VeGn+QghpfILCrDpt99UvvKrcKFaQiqipKQEa9aswYQJE1BcXMx4LTg4GB06dNC4r62tLePpx4KCApVC65rs2bMHFy5c4Dxe5QKuT58+5XyMsLAwRnvnzp04e/Ys5+O8U/Zpf33p378/I6d+SUkJFi1axOpcGRkZ+Omnnxh9fn5+rNOSVCaRSISIiAhGX1FREUaPHq2SI56Lw4cPY8iQIToV6dU3Y9wnlUkkEqFfv36MvlWrVrFK53Xu3Dns3LmT8zmNcQ/PmTMHTZo0YXwZwsmTJxmFxvl8vkoggyvlQMr9+/fx6NEj1vtfunRJJTijyerVqxlp/QQCAYYNG8b6XMbwbhWB8mcoKChI5eeTvsTGxqp8ntj+XNDFixcvEBISwkhFKBQKERkZqXHVZ0WMHj2aEQROTk5Wm3pT2eHDh3Ht2jVGH9sVgj/88ANjdRpQmlJr9erVjKCFPjg4OKikDV25ciVycnLK3a+kpATfffcdo69z586cCq0TYggUCCGEVKqcoiK8LSyEhYkJ6opEMBUI0NTRUW9LN0kly8oCxo9X/aqhxRwJqUmycnIwcd48la8sLf+wIaS6SU1Nxfr169G9e3dERkaqPKHep08fzJo1q9xj8Hg8tG/fntG3dOlSZGdnl7vfvn37sGDBAp3G3axZM0b76tWrKrnctenWrRt8fX0VbalUiqlTp+K3337jdJyMjAysW7cOY8eO5bQfG+bm5ggODmb0nT17FhEREeU+VZuRkYHQ0FCkp6cr+vh8Pr788ku9j1FfevbsqTLRlZ2djTFjxmDNmjUoLCxkfay7d+8iNDQUX331FefVQoZijPuksk2ZMgW2traKdkFBAUJCQjROnstkMuzYsQNTpkyBVCrlXPuiOtzDulJerdG2bdsKp/1q2bKlSiCU66qQefPmaZ2o37ZtG2JiYhh9gwYNqvJpyxYsWKDyWe3ZsyeWLVtWI/49/urVKwQHB6sEqH766Sf4+fkZ5Jxubm4qtYLWrFlTbsDy9u3bWLRoEaOva9euaNu2rdbzrVu3TiXQ0rp1a6xduxampqbsB85BWFgYI9jz5s0bzJgxQ+PvLIlEgvDwcJW/WaZPn26Q8RHCBdUIIYQYhEQqQ9y9NJyIe4G4lGTkFRehyLQE9jbmaNbAHj29PMDn8dDM0RGmNahIJCGEEEIM7/Xr12onAouLi5Gbm4ucnBykpaXh5s2bePXqlcbjhISEYNasWawKVn/66ac4f/68ov348WMMHDgQkydPhr+/P2rVqgWgNF1KXFwcow6JmZkZmjRpwqlQsoeHBxo2bIhnz54BKH26ctiwYQgICECTJk1gZWXFSH/h5OSkNvf28uXLMWzYMEV6iqKiIkRERGDnzp0YPnw4OnTogEaNGjHeg4yMDDx69Aj37t3D2bNnER8fD6lUisaNG7MePxfjxo3D2bNncePGDUXf77//jlu3bmH8+PHo2rUrrK2tAQBpaWk4duwYoqKiGCmxAGD8+PFVrj6IspkzZyI3N5eRgqewsBCRkZH4/fff0atXL3Tt2hVeXl6ws7NTfF/EYjGePn2Kq1ev4tixY4z3qiqp7Puksjk5OSE8PJwRPM3KysKMGTMQGRmJLl26oG7dupBKpUhOTsa5c+eQkpICoLSQ9qRJk7BixQpO56wO9zBXr169wj///MPoq+hqkLLHiYqKUrQPHjyIWbNmaX1SvkWLFnj06BEKCwsxZswYfPrppxg6dCiaNm0KPp+PkpISXLt2DVu3blWpy+Dk5ITZs2frZfyGsnHjRpVUTCKRCO3bt1fpZ8PKygqffPKJvoanF8HBwSqpFdu3b4/MzEzOwUMA8PLyQsuWLbVuN3XqVJw6dUoRgCkqKkJYWBg+//xzjBgxAg0aNACPx0NKSgr27NmDLVu2MNJ2WVpalpue850jR45g5cqVjD6hUIju3bvjzz//5Hh1pT777DOt29SrVw9ffvklIiMjFX0XL17EsGHDEBYWhq5du8LS0hJisRhXr17F2rVrVYqkDx48WO9pyQjRBQVCCCF6d/HWS2zcfxcZOWIAQK6gGCWQIV8qQX5hHt6mFePhnWyEfOyNWu7simwRQgghhLyTmJhYoTQeTZs2xfz581WeXi9PQEAA/P39GRNgL1++xNy5cwFAMVGv7un8BQsW4OrVq5wneL/88ktGzvbCwkIcOnQIhw4dUtm2Q4cOagMhdnZ2iI6OxqRJkxhPZyYkJGDx4sUASp/kt7a2Bo/HQ35+PufC7BUlEAiwatUqhISE4MmTJ4r+Bw8eYMaMGQBK39+SkhJG4duyAgMDMWXKlEoZb0XweDwsXLgQDRo0wPLlyxmrXt68eYPt27dj+/btAEpXuNjY2EAikSA/P19jWiMej6e34r8VZYz7pLL1798f2dnZivvnnWfPnikCl8p4PB4WLFiA+vXrM/rZrBCpDvcwV/v372eszhMIBJyKlJcnMDCQEQhJT0/HhQsXtNbv8PT0RL9+/fDDDz9AJpNh586d2LlzJwQCAaytrZGTk6P2HrS2tsaaNWsgEon0Mn5DUZdeMTc3F0uXLtXpeC4uLjoHQvRZw6Isddd4+fJlXL58WafjTZ48mVUgxMHBAZGRkQgJCVEEOCQSCbZu3YqtW7fC1NQUfD4fYrFYZV+BQIAff/wRjRo10noedddXUlKC5cuXs7ga9dgEQgAofv4cP35c0ZeQkIBp06YBKA2q5eXlqb1H2rZti//85z86j5EQfaLUWIRUQEpKCq5du8bqi03u2Jpg/7kn+OHXa4ogiDJTCCCUC1CQJ8Wvex9i/znu+a4JIYQQQrgyNzdHr169sGHDBvz555+cgiDv/PTTTxpzjOfl5alM7gqFQixZskQlbQZbQUFBmD59eoVzfru5uWH37t0YMmSI2tUvcrlcsZJG0wQqj8czWK0AAKhTpw527typsdB5Xl6e2iCIiYkJJkyYgOXLl+s9N7ohhYSEYN++fejUqZPGbWQyGbKysjROLgGlOdf37NmDqVOnGmqonFX2fWIMI0eOxPr16+Hi4qJ1WwcHB6xZswbDhg1TuXYblnUSq8M9zIVyuqqOHTvCwcFBL8f29PRUWfnCNj1WSEgIpk2b1Q4lpAAAIABJREFUxkgTJZVKkZ2drfYedHJyQnR0ND3pXo6ywW0AcHZ2rpHvV+vWrbF161Y4OzurvFZcXKw2CGJra4u1a9fi448/rowhVgifz8fy5csxYsQIta/n5uaqvUd69eqFjRs3wtzc3NBDJISV6vOXIiFV0N69e7FmzRpjD6PKuHjrJaIPaA74CMCDhcwUfPBgLTMHDzxEH7gLRztz+Ppo/0cEIYQQQogmPB4PQqEQZmZmsLOzg6OjI+rXr48PPvgAPj4+aNWqFef8/Mqsra2xZcsWbN++HZs3b0ZaWpra7YRCIXr27InJkyejYcOGFTrnxIkT0a9fPxw4cADx8fF49uwZsrKyIBaLVeqdlMfCwgJLly7FhAkTEB0djTNnzpSbNgwATE1N0apVK3Tp0gV9+/aFq6trha5FG1tbW2zatAnnz5/Hpk2bEB8fj5KSErXbWltbw9/fH2FhYfDw8DDouAzF09MTMTExuHPnDvbu3YvTp09r/Z7w+Xw0bNgQPXr0wMCBA+Hu7l45g+XAGPeJMXTr1g0ffvghjh8/jhMnTiAhIQFv3ryBRCKBg4MDmjRpAn9/fwQFBcHS0hJAacqqstgGQoDqcQ+zcfPmTTx//pzRp1zkvKL69u2LVatWKdqnT59GVlYW7OzstO47adIkdOjQAatWrcKVK1fUbmNnZ4egoCBMnTpVscqJqKf8Ho4fP95gtSyMzdvbG4cPH8amTZuwa9culfv9HWtrawwcOBATJ07UWwCwMgiFQixYsAC9e/fGunXrcPnyZY1Bem9vb4wfP75aBHnI+4Un1/SpJYRoFRkZWaFAyMGDB+Hp6anHERmPRCpD6JKTaleCZAjyUILSJ5ME4EMks4CZ/P/jsPY25oie/zFMBLRIrdp5+RJQ9w+q5GSAxRNyhBiDXCyGNC0Nsrw8yPPywLe3B6+G/oOsPC/T0uCu5knkxEuX4KLmaTYuCiUSJOXlAQIBeHw+6ru4wNLC8KkQ5XI5IJEozguhsPS/hBiATCbDw4cPce/ePWRmZkImk0EkEsHDwwOtWrVSTHxWZYmJiXj06BGysrKQlZUFHo8HKysrODg4wMPDAx4eHkadsMrLy0N8fDxevXqFzMxMmJiYwN7eHm5ubvDx8alWK0DYevnyJR4/fozU1FTk5uZCIpHA2toaNjY2qFevHpo3b16tJl5rwn2iT+Hh4Yx6DPPnz8eoUaN0Pl5Vv4erstjYWEXKNgAYOHAgvv/+e8Y2aWlpuHHjBlJSUlBSUgIHBwe4urqiXbt2jOLRRL28vDx06NBBsUrJ2dkZJ0+efC8+k1KpFPfu3cOjR4+QkZEBuVwOOzs7fPDBB/D29q4R70F6ejpu3ryJ5ORkFBQUwNzcHHXr1oWPjw/q1atn7OERAykoKFDUrAKABg0aVKvf5TXvL0dCiFHE3UvTmA5LIOdDxiuNuZrLhYwgCABk5Ihx5V4aOnvTL0tCCCGEVA98Ph/NmzdH8+bNjT0Unbm7u1fJFQXvWFtbo2vXrsYeRqVycXFhlW6puqgJ94m+lJSU4Ny5c4w+b2/vCh2zqt/D1Z2zs7Peiri/j65fv85I1TZhwoQaEQBgQyAQwNvbu8L3eFXm6OiIHj16GHsYhHBCgRBCKmDw4MHl5vUtKykpCXPmzDHwiIznRNwLja9Zy8xRwC+GQM6DhVz9Hz7H415QIIQQQgghhBBSI+3bt4+RysrOzg7NmjUz4ogIMayyabHq1q2LIUOGGHE0hBBCgRBCKqRevXqsl/xxyf9aHSWmZGt8rTQdVvnFscrbnxBCCCGEEEKqAplMBplMxik12507d7Bs2TJG3+DBg9+bp+PJ+6lsIOR9Wg1CCKm6KGkyIUQvCoskRt2fEEIIIYQQQgwtLy8PPXr0wKZNm5CamlrutgUFBYiJicHIkSNRUFCg6LeysqpQbRBCqrr8/Hzcv38fQOkDpIMHDzbyiAghhFaEEEL0xMLMBIVFUu0blrM/IYQQQgghhFR1qamp+O9//4v//ve/8PT0RIsWLeDm5gYbGxtIpVJkZmbi4cOHuHbtGvLy8lT2X7BgAerWrWuEkRNSOaysrHDv3j1jD4MQQhho5pEQohfu9WyRkfO6QvsTQgghhBBCSHWSkJCAhIQEVtsKBALMnj0bQUFBBh4VIYQQQpRRaixCiF707NigQvv3quD+hBBCCCGEEGJoQqEQ9evX57xf69atERMTg9GjRxtgVIQQQgjRhlaEEEL0omMLZ9jbmCMjR8x5Xwdbc3Rs4WyAURFCCCGEEEKI/lhYWODkyZO4f/8+Ll++jFu3biEpKQlpaWnIz89HSUkJrKysYGNjA1dXV7Rr1w4fffQR2rRpY+yhE0IIIe81CoQQQvTCRMDHuAFe+OHXa5z3HRvkBYGAFqgRQgghhBBCqofmzZujefPmxh4G0dGgQYMwaNAgYw+DEEJIJaKZR0KI3vj6uCD0kxac9gn9xAu+Pi4GGhEhhBBCCCGEEEIIIeR9RytCCCF6NcDvAzjaWWDj/rvlpslysDXH2CAKghBCCCGEEEIIIYQQQgyLAiGEEL3z9XHBh151ceVeGo7HvUBiSjYKiySwMDOBez1b9OrYAB1bOFM6LEIIIYQQQgghhBBCiMFRIIQQYhAmAj46e9dDZ+96xh4KMSSBAGjQQH0/IaRKEwgEaOCiuipPQPcvIYQQQgghhJAahgIhhBBCdOfsDCQmGnsUhBAdONeujScXLxp7GIQQQgghhBBCiMFRXhpCCCGEEEIIIYQQQgghhNRYFAghhBBCCCGEEEIIIYQQQkiNRYEQQgghhBBCCCGEEEIIIYTUWBQIIYQQQgghhBBCCCGEEEJIjUWBEEIIIYQQQgghhBBCCCGE1FgUCCGEEEIIIYQQQgghhBBCSI1FgRBCCCGEEEIIIYQQQgghhNRYJsYeACGEkGrs9WsgMFC1//BhwMmp8sdDCGHtdXo6PgkNVek/EB0NJ0dHI4yIEEIIIYQQQggxDAqEEEII0V1JCXDtmvp+QkiVViKR4Prt22r7CSGEEEIIIYSQmoRSYxFCCCGEEEIIIYQQQgghpMaiQAghhBBCCCGEEEIIIYQQQmosCoQQQgghhBBCCCGEEEIIIaTGokAIIYQQQgghhBBCCCGEEEJqLAqEEEIIIYQQQgghhBBCCCGkxqJACCGEEEIIIYQQQgghhBBCaiwKhBBCCCGEEEIIIYQQQgghpMYyMfYACCGEEEIIIUQXqampuH37Nt6+fYvs7GyYm5ujXr168PLygouLi0HO+ejRIzx48ABv3ryBVCqFSCRCw4YN0bp1a5ibm1f4+BKJBFevXsWzZ8+Ql5cHe3t7tGzZEk2bNq3QcRMTE3Hw4EFF+/PPP4e9vX1Fh6tXEokEjx8/RmJiIl6/fo3CwkLw+XzY2NjAxsYGDRs2ROPGjSEQCIw91Crp+fPn+OOPP3D9+nUkJSUhJycHJSUlite/+OILfPvtt0YcIWEjOTkZAQEBiraLiwtOnz5d7j5NmjRhtB89emSQsVW27t274+XLl4r2qVOn4OrqasQREUIIqc4oEEIIIYQQQqokiUyG/OJi1tvLAUAiAQQC8Hg8QCoFj08LoLmwMjWFSRV/z0pKSrBnzx5s374dT5480bhdixYtMGbMGPTv37/081DBc+7YsQO//vorY1KuLHNzc/Tt2xdhYWE6TdTJ5XL8/vvvWLVqFTIzM1Veb9KkCcLDw9G+fXvOxwaAhQsX4p9//gEA+Pr6YsqUKTodR9+Ki4tx7NgxHDlyBJcvX0ZhYWG521tYWMDb2xuBgYHo06cPbGxstJ5DeTJ18uTJVeb69UEmk2HFihXYtGkTZDKZsYdDCCGEEFIlUSCEEEIIIYRUSfnFxbjx6hXr7eUAIJUCfH7pxLeJCQVCOGrt7AxbPaxqMJQnT54gLCwMiYmJWre9d+8evv76a+zZswcrVqyAg4ODTuf8999/ERYWhoSEhHK3E4vFiI2NxZEjRxAREYGBAweyPodcLsf8+fOxZ88ejds8evQIo0ePxrJlyxAUFMT62ABw7NgxRRBEKBRi/vz5nPY3BLlcjtjYWKxcuRKvX79mvV9hYSHi4uIQFxeHJUuWYOjQoQgLC9P5+1sTrF69Ghs2bDD2MAhRSE5Oxr59+xRtFxcXDBo0yIgjIoQQQigQQgghhBBCqri84mLksVgZogiECATgARQI4cDa1BTWpqbGHka5rl27hi+//BK5ubkqr/H5fIhEIuTm5qo8ER8XF4fPP/8cO3bs4DxZ/u+//2LEiBF48+aNymsmJiYwNTVFQUEBo18sFmPOnDkoKCjA559/zuo8W7ZsYQRBXFxcMHToUNSpUwf379/Hnj17UFhYCKlUinnz5uGDDz5AixYtWB27sLAQP/zwg6I9ZswYeHh4sNrXUDIzMzFr1ixcvHix3O2EQiGsrKxQWFiIoqIildeLi4uxY8cO7N+/HzExMfD29jbUkKus5ORklSCIu7s7Pv74Yzg7OzPSiCmnTyLEUF6+fIk1a9Yo2h06dKBACCGEEKOjQAghhBBCCKnS8oqLkZafr3U7OQDIZACPV7oiRCCgQAhLztbWVToQ8urVK0yZMkUlCNKnTx+MHDkSrVu3hkAggFQqxa1bt7Bjxw4cOnRIsd3z588xbdo0bN26lXV9iaKiIoSFhakEQQYOHIjRo0ejcePGMDExwZs3b3DgwAFs3LiRkdJq6dKlaNKkCdq1a1fued6+fYtVq1Yp2k2aNMH27dsVKZ8GDRqEoKAgjBo1CoWFhZBIJIiIiMAff/zB6jrWr1+PlJQUAECdOnUwadIkVvsZSlpaGkaPHq12VU+rVq0QEBCALl26wNXVFSKRSPFaeno67t27h7///htHjhxhfF/y8/M5rSqpSWJjYyGVShXtTp06YcOGDTCtwvczIYQQQogxUCCEEEIIIYRUCy4iESxMNP/5SqmxuCssKcFLNSssqpr58+cjIyND0ebz+ViyZAkGDx7M2E4gEKBNmzZo06YNunTpgrlz5ypWiFy9ehWxsbEYOnQoq3Nu27aNkQ6Lx+Nh0aJFGDZsGGO72rVrIzQ0FAEBAQgJCVHUopBKpVi4cCEOHDhQbo2SvXv3QiwWK9pLly5VqXvRsmVLTJw4ET///DMA4Pbt27h9+7bWFRBJSUmIjo5WtGfPng1LS0stV244OTk5GDNmjEoQpFGjRpg9ezb8/Pw07uvo6Ag/Pz/4+fnh66+/xp9//olVq1a9twGQd65fv85oT5gwgYIg76GaUhxdmbYi8YQQQggXFAghhBBCCCHVgoWJSbmrFigQUjPdvXsX58+fZ/SNGzdOJQiibMCAAUhMTMS6desUfb/88gs++eQTmJmZlbtvXl4eNm7cyOgbPny4ShCkLHd3d/z3v//FyJEjFcGXhIQEHD58GP369dO4X9lra9GiBVq2bKl2u6FDh2LVqlWKp//Pnz+vNRCydOlSFP8vrVyHDh0QGBhY7vaGNnv2bDx//pzR16lTJ6xdu5ZTgEYoFGLIkCHo3bs3li5ditjYWH0Ptdp49uwZo92sWTMjjYQQQgghpGqjQAghFZCSkqJINaBNUlKSgUdDCCGEEFLz7N69m9G2s7NDWFgYq30nTZqEXbt2KVaTpKam4s8//yw3oAEAe/bsQVZWlqJtaWmJWbNmaT1f27Zt0a9fPxw4cEDRt3HjRo2BELlcjnv37jH218Te3h6NGjVSrFK5e/duuWM5d+4czpw5A6C0nkl4eLjW8RvS4cOHVZ7ubt++fYXSOFlbW2PZsmXw9vZmnfKsplFOF6e8mogQQgghhJSiQAghFbB3715GEThCCCGEEKJfly9fZrT79eundUXHO6ampujXrx9+/fVXRd/x48e1BkJOnjzJaAcGBjLqVZRn+PDhjEDIw4cPkZSUBDc3N5Vt8/PzGcXWXV1dyz22m5ubIhBSXkqo4uJiLF26VNEeMWIEPD09WY3fECQSCVauXMnos7S0xLJly/SSxumzzz5TrMJ53xQWFjLafFoFRwghhBCiFgVCCCGEEEIIIVVSdnY2Xrx4wegrb9WEOm3atGEEQuLi4pCbm6sxsJGRkYEbN24w+vr27cv6fO3atYOTkxMjUHHq1CmMGTNGZdv8/HxGW1t6KCsrK8X/5+Xladxu8+bNivfNwcEBU6dOZTN0g/nrr7/w77//MvrGjx+vNjikq6oeAHj16hVu376Nt2/fIjs7G1ZWVrC3t0fjxo3RuHFjYw9Pr/Ly8nD9+nW8ePEC+fn5sLW1hbOzM9q3b886oMiFRCLB3bt38fjxY2RmZkIqlcLe3h59+/Zldb7k5GQ8ePAAb9++RVZWFqysrODg4ICmTZuiYcOGehvny5cvcfv2bbx69QpFRUWwtbVF48aN4ePjA5Ny6l9VtpcvX+LBgwfIyMhAVlYWeDwebGxsUL9+fTRp0gT29vbGHiJneXl5iI+Px+vXr5GRkQGhUAh7e3u4uroa9P1PTk7GrVu3kJqaCqlUilq1aqF+/fpo06ZNhYPA+fn5ePToEZ49e4bc3FwUFhbCzMwMlpaWqFu3Ltzc3ODh4VHlfzYSQkhlqjq/bQkhhFQ/NjbAkiXq+wkhVZqNtTUWzZyptp+QqiI9PV2lr379+pyO4e7uzmiXlJTgypUrCAgIULv91atXFXU4gNIC7D4+PpzO2bp1axw/flzRvnz5stpAiPJEWElJSbnHLSoqUvy/plUxqampWL9+vaI9c+ZMg0w+c7Fv3z5GWygUsi5aX51JJBLs3r0bv//+e7nFrOvWrYv+/ftj3LhxWlNbde/eHS9fvtT4epMmTdT2T548GVOmTGE38HIkJycz7h0XFxdFyrOUlBSsWLECR48eVftZNjU1hb+/P2bNmsXpPla+pnfvZXZ2NqKiorB3715kZ2er7Oft7a2xZkpeXh5iYmJw8OBBJCYmajy3q6srhg8fji+++ALm5uasx1zW33//jdWrV+PmzZtqX7ezs8Nnn32GCRMmwMLCQqdzaHqP2MrIyMDmzZtx/PhxlaBlWTweD02bNsXHH3+MIUOGoE6dOorXlD8bZV25ckXjZ7O8MSt/3k+dOqV15VxZFy5cwMaNGxEfH6/x56tIJEK3bt0QFhYGDw8P1seeM2cO42fbsmXLMGjQIACl3/PIyEiVoPo7lpaWGDZsGCZOnAg7OzvW5wSAa9euYfPmzTh//rzW3xlWVlZo3bo1evbsiaCgIJ0/w4QQUlNQIISQChg8eDA6derEatukpCTMmTPHwCMipJKJRMC33xp7FIQQHYisrTF38mRjD4OQcqmb3OQ6qW+tJrj39OlTjRN2T548YbQbNWrEWInBRqtWrRiBkKdPn6rdzsbGBgKBQBF4URf4KevNmzeK/9c0efb9998r0m21atVKMTFnLGKxGJcuXWL0de3aFY6OjkYaUeV4+PAhpk2bVu4k+zupqanYsGEDdu/ejYiICPTp08fwA9Szc+fOYcaMGSqrnMoqLi7G8ePHce7cOcyfP79CwbAbN25g8uTJWu8Zdfbv349ly5Yx6gBpkpycjOXLl2Pnzp1Ys2YNvLy8WJ9HKpUiIiJCpc6RsqysLKxbtw5Hjx7Fpk2bwOPxWJ9DHzZs2IB169Yx0vRpIpfL8eDBAzx48AAnT57E/v37K2GE3GVnZ2PmzJm4cOGC1m1zc3Nx8OBBHD16FGPHjsX06dN1/h5IpVIsW7YM27ZtK3e7goICxMTE4NSpU9iyZQur1XFSqRSLFi3C77//zno8+fn5uHjxIi5evFhuYJAQQt4XFAghpALq1auHevXqsdqWChcSQgghhHCjLnVIcXExp2Oo215TYAIAnj17xmjrkr5JeZ+XL1+iuLhY5XoEAgGjAPr9+/c1HlMikSi2A9Q/+X/p0iUcO3YMQGmqqPDw8EqfVFV2+/ZtxkoWAOjQoYORRlM5rly5gokTJ6pNX8bj8SASiZCfn89YeQSUToh/9dVXSE9Px6hRoypruBV2/fp1hIWFqTydbmNjg4KCAkgkEka/WCxGeHg4ZDIZhg8fzvl8Dx8+RGhoqErQxcrKClKpFGKxWO1+crkcK1euRFRUlNrXBQKB4nujfC2pqakYNWoU1q5dy+pBOKlUim+++QaHDh1S+7q5uTn4fD4j+JCYmIgxY8ao1NMxFLFYjNmzZyt+ZqhjZWUFHo+H/Px8yOVyxmvK7ari1atXCAkJUQlqv2NlZQWJRKLyc0kikSAqKgpJSUn48ccfdUqXFR4ejr179zL6hEIhLC0tkZOTo/KeJSUlYezYsfjzzz+1rtZYuHAhdu3apfY1oVCouK6CgoL3tmYSIYRoQ4EQQgghhBBCSJVka2ur0peRkcHpGOq2f/78ucbtlZ/gZ/vQS1nOzs6MtlQqxYsXL9TWgmjbtq0iwHH58mVkZ2erve4LFy4wJtaVa6VIJBJGgfShQ4dyenrdUB48eKDSVxXGZShpaWmYMmWKShDE398fo0aNQvv27WFqagqZTIaEhATExsZix44dimCBTCbD0qVL4eHhAV9fX5XjT58+nREAiIiIYLyu3H7HUO+5WCzG119/rQgc+Pr6YvTo0fjwww8Z17l3717s2LFDEfyRy+VYuHAhmjVrBm9vb07nnDlzpuI96NSpE0aNGoUPP/xQsXIrIyMDf/31l8qqqejoaJUgiLu7Oz7//HP4+vrCw8NDEThMSkrCyZMnER0drVh1UlBQgOnTp+PAgQOMlFDqREdHqwRBHB0dMXHiRPTs2RNOTk6KsZ4+fRrr1q1DcnIykpOTsXjxYk7vh67Cw8NVgiDm5ub49NNP8fHHH6Nly5aKFHwSiQRPnz7FzZs3ceLECVy+fFnleHZ2dorPX2JiImJiYhSvubu7q00PqG9SqRTTpk1TCYJ4enpi/Pjx8PPzUzygmJqaimPHjiEqKoqxOujw4cNwc3PDjBkzOJ179+7dilRYzs7OGDt2LPz9/RWpvIqLixEXF4fIyEjcunVLsV9iYiKioqIwffp0jce+ceOGShCkefPmGD16NDp27AhnZ2fFZ1cul+Ply5dISEjAP//8g9OnT5ebTo8QQt4nFAghhBBCCCGEVElOTk4QCoWMp7Pv37+Pjh07sj6GulUW6lJuaXpNlxRO7yY52Zxz0KBB+O233wAAhYWFiIyMxPz58xnbiMVirFixQtGuVauWSmqv7du34/HjxwBKJyS5TuIZSlJSkkqfp6enEUZSOebNm8eYVOXxeFi0aBGGDRvG2I7P56Np06aYN28eAgMDERoaitzcXAClE5lz5szBkSNHVFaVf/LJJ4y2cuDjs88+0+PVaPf27VvF/8+cORPjx49nvP7uOr/99lv07t0bY8eOVayCkEqlmDdvHvbt2wehUMj6nE+ePAGPx8P/sXffcU1d///AXyEQAQER6tYKqKiFKri1dSF14VbUukCpE6111EG1ddbWat39tM62onXPolbrbK2KAxeKG7eCgJQRZOX3Bz/ul5ubhAQSCfT1fDx8PDwnd5wkN9f2vO95v0NCQjBkyBDJ605OTpLPOyIiQvQbAoDAwEBMmjRJ48qzatWqYdiwYejRoweCg4Nx6dIlADmrdr788ktRHR510dHRWLlypaivXr16WLNmjSQ44+TkhD59+qBz584YP348Tp06JZokN5UtW7Zg3759or769etjxYoVGoM8lpaWqF27NmrXro1+/frh6dOnOHr0qGgbOzs74fo7d+6cKBBSvnz5t3JtrlmzRlKXo1evXpgzZ47kGqtUqRKGDh2Krl27IigoCFFRUcJrq1evRps2beDt7a33uXPP27ZtW3z//fewtbUVva5QKNCyZUs0bdoUwcHBOHXqlPDatm3bEBwcrPV3oJ6C7KOPPsLSpUs1rlqRyWSoWrUqqlatCh8fH3zxxRc4deoUnJ2d9X4vREQllUVRD4CIiIiIiEiTUqVKwcPDQ9SXW5hZX8ePH5f06apjoJ4nvyDFZTUVMteWf79evXrw8fER2hs3bsTcuXPx+PFjpKen4+rVqwgKChIVEg4ODhZN3r569QorVqwQ2uPHj0fZsmUNHrcpxMTEiNq56YdKoitXruD06dOivk8//VQyKa+ufv36WLlypSiNWWxsLLZv326ScZrCxx9/LAmCqGvYsCEWLVok6rtz5w6OHDli8Pk++eQTjUEQbRYuXChK0TVkyBBMnz5dYxAkLycnJ/zvf/9DlSpVhL4TJ06I0tSpW7dunSjtUrly5TQGQfKytbXFihUrULNmTX3eTqG8efNGdL8AAA8PD/zyyy/5rnTJVaVKFYM+/7chLS0NGzZsEPV9+OGHmD9/vs5A2zvvvIP169eLAgXZ2dlaU6jp4unpieXLl0uCIHkpFArMnz9f9O9EXFwczp8/r3Uf9YD+xIkT9U7dJZPJ0Lp1a40BeiKi/xoGQoiIiIiIyGyppwcKDw/HtWvX9No3MjJSYwoXXYEQpVIpamsKauRHU/BE/bh5zZ49WzTRGhoaCl9fX7z//vvw9/fHhQsXhNd8fHwwaNAg0f7fffedkIrpvffeQ//+/Q0es6mof9Z2dnZFXrfEVNQLJLu5uWH48OF67dusWTN0795d1Ldp06Zikevf0dERkyZN0mvbdu3aoU2bNqK+3BVR+nJ2dsa4ceP03v7SpUvCig4gZxJ/8uTJeu/v6OiIsWPHivq0FUBPTk6WpMSaOHGiziBILmtra8lqMFPYsWOHqMi8lZUVFi9eDBsbG5Of25T2798vWo1lZWWFWbNmwcIi/2kvZ2dnyTV88uRJPHz40KAxfPXVV/kG14CcFTLqv4Pr169r3f7ff/8VtXPTbRERkWEYCCEiIiIiIrPVv39/ydO8ISEhQhohbZKTkzF9+nSNBX3Vi+TmpV5o2ZCUPbk0TYRpK+AM5EyKhYaG6kzDIpPJ0K9fPyxfvlwUSIiIiMDevXuFbWbOnCmZ+MvOzsb+/fvtGFo5AAAgAElEQVQxatQotGrVCp6enmjWrBn69++PNWvW6AwMFZZ60eniPtmqjUqlwl9//SXq03Tt6qJeIP3p06daCz6bEz8/P4NW+QwYMEDUvnDhgsbC8tp0797doABlWFiYqN2vXz+DA5zt27cXPYEfHh6ucbuzZ8+KVn+VKVMGXbp00fs8zZs3h6urq0FjM9Thw4dF7Q4dOpj8nG/DyZMnRe3WrVujWrVqeu/ftWtXUcBK029aF0Pr3ajf73XVrlL/fekKmhARkXYMhBARUcGlpwOXL0v/pKcX9ciIKB/p6em4fOOG5E86f79kZsqVKydZAXH79m0EBARonSS+d+8eAgICROmk8tKVtkR9glR9Il8fmn5H+U28Vq5cGb/99ht++ukn9O7dGw0aNEDt2rXRvHlzDB8+HHv27JHkuc/OzsbcuXOFYE+3bt3QoEED0XFjYmLQr18/TJ48GcePH8fLly+RkZGBhIQEREREYNGiRejQoYPoiXljUg8E6FoZU5zdv39f9DQ6kDN5bghPT0/RyiAAknoH5ki9Xk1+PvjgA9GqqezsbFy9elXv/Q2pEQRIgxatWrUyaH8gZyVT9erVhfadO3c0BhDV30fLli31WiGQl6+vr8Hj01d6ejouX74s6lOvO1Ncqb+vjz76yKD9FQoF2rZtK+oz5PfXuHFjg86nHqRRX/WRl3qAZdq0aaKaJkREpB8WSyciooKLjQU0Pb365Amg9j/yRGReYuPj0djPT9IffeYMqlSsWAQjItJu4sSJCA8PR2RkpNAXGRmJ7t27o2nTpvD29oajoyMSExMRERGBs2fPCvUAFAoFGjZsiDNnzgj7qhegzsvW1lY0Wa9r9Yg2mlZ/6Aq+5JLJZGjTpo0kZYo2W7duFT4TOzs7fP7556LXk5KSMGjQIFF6F3t7e7z77rt49eoVXr58CSCnHkVQUBBCQ0MlNVkKq3Tp0qK2IU/+FyfqNSOcnZ1RqVIlg4/j6emJp0+faj2uOapbt65B21taWsLd3V0UNIiKikKLFi302t/d3V3vc6WmpuLOnTuivvDwcMmkuT7yBjizs7MRFxcnub7VJ6ffe+89g89TkH30df/+fdH9SSaTwcvLy2Tne1vi4+MRGxsr6nv//fcNPo6npyd2794ttA35/akHMfNjyL2xb9++2Lx5sxD0fvjwIXr06IGmTZuiffv2aN68Odzc3Aw6PxHRfxEDIUREREREZNYUCgXWrFmD0aNH48qVK0J/ZmYmTp8+LSlQnUsul2PBggW4fPmyKBCiK42Pra0t4uLihLaulFbaaAqe6BMIMURCQgKWLl0qtMeOHYty5cqJtvn6669FQZAxY8Zg9OjRwhPqBw8exLRp05CWlobU1FRMmTIFe/fu1bsIrz7Ux5SVlYWkpKQSVzA9MTFR1DZ0UlTbfuqrTMyNra0tnJycDN6vcuXKokCIIe+zTJkyem8bFxcnSY/39ddf672/Lq9fv8a7774r6curcuXKBh/XlPUf4uPjRe0yZcoY9HmaK03XT0F+g+qfvSHXpaH3NE0pDLWpU6cOJkyYgO+//17oU6lUOHv2rFAHy8nJCV5eXmjUqBGaNm0KT09Pg8ZDRPRfwNRYRERERERk9pydnfHrr78iKChIr/z+1apVQ2hoKLp06SJJYVNRx6on9dUieYsK6ysmJkbSZ+zJxqVLlwqTdDVr1pTUl3jx4oVQOwQAevXqhfHjx4vS9HTq1AlffPGF0L57966kfkBhacrRry1lWXGmntbGzs6uQMdRn0xVD7CYG/Wn2vVVmPdpyDlN+flpCpIa4zoo6LWjD/WJfV2r44oT9c/dyspKlH5NX+qfvSHXT97aTaYwcuRIfPfdd5Lgcq74+HgcO3YMCxcuRO/evdGuXTusWrUq33paRET/JQyEEBERERFRsWBtbY0pU6bgyJEjCAkJEYrh2trawsbGBi4uLvD19cXSpUtx4MABoV5G3lRDAHQ+KateNPjZs2cGj/PFixeitoWFheTJ8cK4ceMGtm3bJrRnzJghWcVx8OBBZGVlCe0xY8ZoPFafPn1EgaH9+/cbbZyA5rRJLPRLb0tBavzoS32lCZGpdevWDX/++Se++eYbtGzZUudKwydPnmD58uXw9fXF8ePH3+IoiYjMF1NjERERERFRsVKhQgUEBAQgICBAr+3V87zryh2vHgh5/PixweN78uSJqF2lShW9VrHoQ6VSYc6cOUIalY4dO6J58+aS7fIW+XV1ddW4MgPICdK0atVKCKwUpHaCLvXq1UOpUqVE6cLCw8MRGBho1PMUNfUn6wtaC0X96W1zT1ukqWC4Pt7W+9R03CtXrhRotYA+jHEdmLKOjqOjo6itq0B3caL+uWdkZCAtLc3g71n9szfH35+1tTV69uyJnj17IiMjAzdu3MCFCxdw8eJFXLx4UbLq5/Xr1wgODsaPP/6IVq1aFdGoiYjMA1eEEBERERFRifXkyRMkJCQIbblcjnr16mndvmbNmqL2vXv3DJ7sVQ8m1KhRw6D9ddmzZ48Q5LCxscG0adM0bpd3FYx6cEdd3tfj4+MLVBdFGxsbGzRr1kzUd+rUqQKlHDNn6hPM6quQ9KW+n/pxzU1qaqro96Uv9ZVWpnqfmuqXmLLuivr7KMiKMvVAqjGpfx6JiYlmn35NH5qun4L8BtU/e3P//VlZWaF+/foICgrCDz/8gH/++UdICZk3VVdWVhZmzZpl0hVSRETFAQMhRERERERUYh04cEDUbtWqlc7izk2aNBEVsc3KyhIVaNfHpUuXRG1NKzYKIjk5GYsXLxbao0aNQqVKlTRum/eJ+/xqDpi6LkXPnj1F7YyMDGzfvt2o5yhq7u7uonZcXJwkRZo+1NOG1a5du1Djehtu3Lhh0PaZmZmSVVp16tQx5pAEjo6Okt+IoeM1hPr7KMi5TDk+Nzc32NjYCG2VSmX0VWBFwcnJSVI7oyAp+CIjI0Vt9d+1uZPL5WjcuDEWL16MJUuWiF57+vSpaKUgEdF/EQMhRERERERUImVlZWHPnj2iPn9/f537ODk5wdvbW9SnHkzR5cKFC5Ji6e3atdN7f11WrFiB2NhYAED16tUxbNgwrdvmLYqe31PA6enporax0njl8vX1laTmWr16dYHSjmmTmyqsqLi5uUmeHj9y5IhBx4iMjJQ8xe7l5VXosZna0aNHDdr+9OnTolVHMplMZ7q6wmrRooWofeLECZOdS3212V9//SX5feXnzz//NOaQRBQKheSa2rdvn9HPI5fLRe289YpMRf2+bejnmJGRIamloX7M4qRTp06oX7++qO/WrVtFNBoiIvPAQAgREREREZVImzdvxr1794S2i4sL2rRpk+9+H330kagdFhYmqWmgTd4i5kDOE8Xa6nMY4u7duwgNDRXaISEhomCHuryT8vmtTHj58qXwd7lcLlkhUlhWVlaYMGGCqC81NRXTp083eJJYky1btuDkyZOFPk5hqeff37p1q0ETwHm/XyCntkytWrWMMjZTMuT3AeT8LvNq3Lix0a+5vDp06CBq79mzR3TNG1OzZs1EBawTExMRFham9/5nzpzBgwcPTDE0gfrn8ccffxj9nOqr0Ay5PgpK/fd3/Phxg9Jj/f7776I0bzKZDC1btjTa+IpC1apVRW2lUllEIyEiMg8MhBARERERUYlz+fJlfP/996K+2bNnS55U1qRPnz6iQEJqaioWLVqU736XLl3C/v37RX3Dhw/Xc8S6zZ07F5mZmQCAtm3b5hvQyZuiJyoqSmfdj7zpUtzd3fX6jAzl5+cHHx8fUd/58+cxcuRIpKamFuiYKSkpCAkJwVdfffVWnjjPz6BBg0TtO3fuYMOGDXrte/78eezevVvUN3DgQFGef3P1+vVrUco2XY4ePSpZkdG/f38TjOr/tG7dWrTi5M2bN5g0aVKhgnAqlUpjv52dHfz8/ER9ixcv1qsuSVpaGubNm1fgMemrV69eeOedd4R2RkYGJk2aZNRJ8rzHB4DHjx8bJeipS9euXUX37YyMDMyZM0frd5VXfHy85B7funVrVK9e3ejjNJRKpSrwire8DwIA0u+FiOi/hoEQIiIiIiIya7GxsTh79qze2x8+fBhBQUGiCfZevXpJinZrY29vj6CgIFHf1q1bdda1ePjwISZPniyasKpVqxa6dOmi97i1OXDggPD+FQoFQkJC8t0nb10SpVKp9an0e/fu4cKFCxr3M7Zvv/1WUrj9n3/+QZ8+fQxa0ZGRkYGdO3eiU6dO2Llzp7GHWWD169fHBx98IOpbvHixJD2bumvXriE4OFg0YVuuXDn07dvXJOM0hd9++w1r1qzRuc2lS5cwefJkUV/NmjXRvn17Uw4NADB16lRRgO/8+fMYOnQonj9/rvcxVCoVzpw5g1GjRulMezZs2DDRaq3Y2FiMGDFCZ+0dpVKJcePG4e7du3qPp6BKlSqFzz77TNQXGRmJgIAAvVfKPH36FBs3btT6+jvvvCOq2aFUKrFr166CDVhP1tbWGDp0qKjvxIkTmDVrlhBE1iQ+Ph5BQUF49eqV0GdhYYFRo0aZbKyGSEpKQocOHbBx40YkJyfrvd/mzZsRFRUltGUyGZo0aWKKIRIRFRuWRT0AIiIiIiIiXV69eoWAgAC4uLjA19cXLVq0QN26dYWi5yqVCrGxsTh9+jT27NkjCZp4eHhg5syZBp1zyJAh2Lt3rzAxqVKpMGPGDFy6dAkBAQGoVasW5HI54uLisG/fPvz000+itCoWFhaYOXOmqPB6QSiVSixcuFBoBwUF4d133813vzZt2qBSpUrCRO+iRYvQqFEj0RPOqampCAkJEYI3FhYW6NevX6HGq4uDgwM2bNiAgIAAPHz4UOi/d+8eRowYAW9vb/j4+KBly5aoVq2aKL1OXFwcIiMjcfr0aYSFhQm1UszNggUL0K1bN2EFQHZ2NqZOnYqjR49iwIABaNSoEaysrJCdnY07d+5g9+7d2Lhxo2iiViaT4ZtvvjFpuihjcXZ2hrW1NZ4+fYpFixbh7NmzCAwMRNOmTaFQKIT3uWPHDmzevFn0Pi0sLDB//nxYWVmZfJyNGzfG9OnTRSsuLly4gA4dOqBbt2746KOPUL9+fdGKgvT0dDx8+BC3bt1CeHg4jh07Jlx3PXr00HouNzc3BAcHi4pVX7lyBX5+fhg9ejTat28vBAkSEhJw7Ngx/PDDD3jy5AmAnLowpi5g7u/vj/DwcFF9kCtXrqBDhw7o378/fH19Ua9ePSGgk5mZifv37+Py5cs4fPgwzpw5g5o1a2Lw4MFaz+Hj44OtW7cK7VmzZuHIkSPw8vJC2bJlJSvPPv7440K/r+HDh+PEiROiVW5btmzBlStXMGLECLRq1Uq4r7x48QKHDh3Cjz/+KLp3AxDuR+bi0aNHmDdvHr799lt88MEHaNWqFTw9PVGzZk2ULl1a2C4pKQmXL1/G9u3b8ccff4iO4ePjI0mVRUT0X8NACBERERERFQvR0dFYu3Yt1q5dCyBndYStrS2Sk5O1PvFbv359rF69WpS3Xx/W1tZYtWoVBgwYgLi4OKF/165d2LVrF6ysrGBlZaU1rVNISAiaNm1q0Dk1+fHHH4VgRuXKlfV+Slkul2PGjBkIDg4GkPPUc69evdC3b1+4u7sjNjYW27dvx6NHj4R9AgMD4eLiUugx61KpUiVs2bIFkydPxunTp0WvRUREICIiQkizpFAoULp0aSiVSp2pvRwdHVGpUiWTjltfFSpUwIoVKzB69GjR09uHDx/G4cOHIZPJ4ODggJSUFI3XrEwmQ0hICD788MO3OewCs7a2xnfffYfAwECkp6fj77//xt9//53v+wSAmTNnvtVi8IMHD4ZSqcSSJUuE4N+bN2+wfft2YbWXvtdcfoYPH46oqCgcPHhQ6IuNjcWcOXMwZ84c2NjYQCaTSe4fVatWxYwZM9CnT58Cn1tfc+fOxZs3b0QT5kqlEhs2bBBSutnZ2UEmkyE5OVmvFFN5DR06FPv27RNSbqlUKuH60MQYgRC5XI5ly5Zh2LBhotU1N2/eFOoU2dnZISMjA2/evNF4DD8/P4wbN67QYzGFjIwMnDhxQpReLveaffPmjdZ/j6pUqYLZs2e/pVESEZkvBkKIiIiIqFhQ6khtAQAqAMjKAiwscvLqZ2dDVsin8Us6ZUZGUQ+hUNLT07XmnZfL5Rg8eDAmTZqks6i4Li4uLti8eTPGjh2LO3fuiF7LyMhAhobPz9raGjNnzjTKRObDhw+xfv16oT1t2jRYW1vrvb+vry/Gjx+PZcuWAQCSk5NFx8vLx8dHUtDcVJycnLBu3Trs2LEDy5cvR0xMjMbtdH2/AGBra4sBAwZg5MiRcHBwMNVwDdakSRNs2rQJ48ePR3R0tOg1lUqlNUWSo6MjZs2ahU6dOr2FURpPw4YNsWrVKnz22WdISUkBoPt9lipVCl988YVJVx9pM2LECHh6emLmzJnCCoy88rvmgJzrt0KFCjq3kcvlWLRoEWxtbTWmb9NUj8PV1RVr1qx5a3VhrK2tsWzZMqxatQpr1qzRGPjRlYopv9Vurq6uWLp0KaZOnapXjRRjqVChAjZv3oxJkybhr7/+kryu7T1ZWloiKCgIEyZMMKvaPPmNJb9rtmHDhliyZIkoVRkR0X8VAyFEREREVCw8TUrS+boKALKzAZksZ+JALmcgpISoWrUqgoODcfLkSURFRenM925vb4+OHTti6NChqFGjRqHP7eLigl27diE0NBQbN27Es2fPNG5XqlQpdO7cGcHBwahWrVqhzwsAX3/9tTDB9cEHH6BDhw4GH2PMmDGoVasWFi5cKFr9kcve3h4jRozAsGHDYGn59v73UCaTwd/fH927d8fBgwcRFhaGc+fO5fsUvq2tLby8vNC1a1d06NBBlBbGnNSpUwdhYWHYunUrtmzZgtu3b2vdtlKlSujSpQtGjBhhVgEdQ7Rq1Qr79+/H0qVLcfDgQY1BQisrK7Rp0waff/55kRahbtGiBf744w/8/vvv2LZtG65evapxvHlVqVIFzZo1Q7t27dC6dWu9fiuWlpb4+uuv0blzZyxfvhxXrlzRuJ2joyM+/vhjjBw5EjY2NhoDNKYik8kwduxY+Pv7Y82aNTh8+LDOOiEWFhbw8PBAx44d0atXr3yP36ZNGxw+fBgHDhzAP//8g9u3byM+Ph6pqak67+OFVaZMGaxduxanTp3C2rVrcenSJa3fsZ2dHdq2bYvg4GBJDSNzYG9vj2PHjuH48eP4+++/ERERkW9gSS6Xo3nz5vD390fHjh3f0kiJiMyfTGXo+kYiKpDbt2+ja9euor79+/fD3d29iEZEZARPnwKacs0+eQJUqfL2x0OkB1VaGrJevEB2cjJUycmwcHKCrIBPixdnT1+8gIuGosjRZ86gSsWKhTq2MjMTj5OThUDEu1WqwNbGxuDjJKalIeLlSySnpyM5nyd0gTwrQuRyyADA0pKBED3ZKRSwUyjgXbEiyhiw4qAoKJVKREVF4dGjR4iLi4NSqYRCocA777yDGjVq4L333jPphH5UVBRu3ryJ2NhYZGVlwcHBAa6urvD29oZNAa5zbRISEhAaGiq0u3XrVqjJY5VKhevXr+PGjRtISEhA6dKl4eLiItRyMAcZGRm4ffs2Hj58iJiYGCiVSsjlcjg4OKBMmTJwc3NDrVq1Cl13pSi8ePECV69eRVxcHBITE1G6dGk4OTmhVq1axer/B548eYJ27doJ7SpVquDYsWOibZKTk3Hx4kVER0cjJSUFZcqUQcWKFdGkSROzrHuiVCpx5coVvHjxAq9fv0ZqaipsbW1hZ2eHqlWrokaNGkZ5mv7Jkye4evUqYmJikJaWBkdHR9SsWRNeXl5vNQiZn7t37+LOnTuIj4/Hv//+C4VCAQcHB1SvXh3u7u6iOirFRXJyMi5duoSXL18iISEBlpaWcHJyQrVq1VC/fn2z+vz18fjxY0RHR+PZs2dISkpCeno6bGxsYG9vD1dXV9SuXVtUY4mIyFhSU1NFdd6qV69ucPrZosRACNFbwkAIlUgMhFAxxEBIjuIUCNGXJDUWAyEGKw6BECIqOvoEQoiIiKhkKu6BkOIV9iYiIiKi/4zSCgW888nDnpcKADIzcwIwMhlgZcVAiIFK/weDgkREREREVPIxEEJEREREZsnSwsKg1QkqlQqQy/+vNggDIURERERERAQGQoiIqDAqVgRiYqT9Tk5vfyxEZJCK5crh2YULkn6nYpj7m4iIiIiIiEgXBkKIiKjg5HLACMUjiejtk8vlKOfsXNTDICIiIiIiIjI55gogIiIiIiIiIiIiIqISi4EQIiIiIiIiIiIiIiIqsRgIISIiIiIiIiIiIiKiEos1QoiIiIiIiIgoX1WrVsWtW7eKehhEREREBuOKECIiIiIiIiIiIiIiKrEYCCEiIiIiIiIiIiIiohKLqbGIiKjgXr8GvvhC2j9/PuDo+PbHQ0R6e/3vv5j53XeS/rmffw5HB4ciGBERERERERGRaTAQQkREBZeSAvzwg7Q/JISBECIzl5Kaih9DQyX904KDGQghIiIiIiKiEoWpsYiIiIiIiIiIiIiIqMRiIISIiIiIiIiIiIiIiEosBkKIiIiIiIiIiIiIiKjEYiCEiIiIiIiIiIiIiIhKLAZCiIiIiIiIiIiIiIioxGIghIiIiIiIiIiIiIiISiwGQoiIiIiIiIiIiIiIqMRiIISIiIiIiIiIiIiIiEosBkKIiIiIiIiIiIiIiKjEYiCEiIiIiIiIiIiIiIhKLAZCiIiIiIiIiIiIiIioxGIghIiIiIiIiIiIiIiISiwGQoiIiIiIiIiIiIiIqMRiIISIiIiIiIiIiIiIiEosBkKIiIiIiIiIiIiIiKjEsizqARAVZ8+ePcOzZ8/02vbx48cmHg0RERERERERERERqWMghKgQdu7ciZUrVxb1MIiIiIiIiIiIiIhICwZCiIio4Kytge7dNfcTkVmzLlUK3T76SGM/UXHx/PlzXL16FXFxcUhMTIS1tTUqV64MT09PVKlSxSTnvHXrFm7evInY2FhkZWXB3t4ebm5u8Pb2hrUR/v3LzMzE+fPncf/+fSQnJ8PJyQnvv/8+6tSpU6jjRkdHY//+/UJ74MCBcHJyKuxwjSozMxN37txBdHQ0YmJioFQqYWFhAQcHBzg4OMDNzQ21atWCXC4v6qGapQcPHmD79u24ePEiHj9+jH///RcZGRnC60OGDMEXX3xRhCPUz7Rp07B7926hvWDBAvTq1asIR0SG8PHxwdOnT4X20aNHUbVq1SIcEZkjXidEVBQYCCEiooJzdgb27CnqURBRATiXLYudq1cX9TB0UmVnA+np+m8PAJmZgFwOyGRAVhZgwZJ4BlEoIDPzzywjIwM7duxAaGgo7t69q3U7Dw8PBAYGomvXrpDJZIU+56ZNm/Drr7+KJm7ysra2RufOnREcHFygyRyVSoUtW7Zg2bJlSEhIkLxeu3ZtzJw5E40bNzb42AAwe/Zs/PPPPwCADz/8EOPGjSvQcYwtPT0dhw4dwoEDB3D27FkolUqd29vY2KBevXrw8/NDp06d4ODgkO851Cfcxo4dazbv3xiys7OxZMkSrF27FtnZ2UU9HCIiIiKzxEAIUSH07t0bzZs312vbx48fY9q0aSYeERERUQmSno6sly/13lwFCMEPmUwGWFqa/aS+uZFXrGjWq/ru3r2L4OBgREdH57ttZGQkPv/8c+zYsQNLliyBs7Nzgc756NEjBAcH4/bt2zq3S0tLw65du3DgwAHMmjULPXv21PscKpUKM2bMwI4dO7Ruc+vWLQQEBGDBggXormk1pg6HDh0SgiBWVlaYMWOGQfubgkqlwq5du7B06VLExMTovZ9SqcS5c+dw7tw5zJs3D/7+/ggODi7w91sSLF++HKvNPLBNRFScnDt3DuHh4UK7SZMmaNq0aRGOiIiMgYEQokKoXLkyKleurNe2+jytRkRERFKq9HSo9F0ZkpUFyOU5QREGQvQmUyggUyiKehg6XbhwAaNGjUJSUpLkNQsLC9jb2yMpKUnyRPy5c+cwcOBAbNq0yeDJ8kePHmHAgAGIjY2VvGZpaQmFQoHU1FRRf1paGqZNm4bU1FQMHDhQr/Ns2LBBFASpUqUK/P39UaFCBdy4cQM7duyAUqlEVlYWQkJCULNmTXh4eOh1bKVSiW+//VZoBwYGwtXVVa99TSUhIQGTJ0/G33//rXM7KysrlC5dGkqlEm/evJG8np6ejk2bNmHPnj34+eefUa9ePVMN2Ww9efJEEgRxcXHBRx99hIoVK4rSiNWuXfttD4+IqFgKDw8X1YMdO3YsAyFEJQADIURERERk1lTp6VClpOS/HQBkZwMyWc6KELmcqbH0ZWdn1oGQly9fYty4cZIgSKdOnTBo0CB4e3tDLpcjKysLV65cwaZNm/D7778L2z148ADjx4/HL7/8ond9iTdv3iA4OFgSBOnZsycCAgJQq1YtWFpaIjY2Fvv27cOaNWtEKa3mz5+P2rVro1GjRjrPExcXh2XLlgnt2rVrIzQ0VHiIplevXujevTsGDx4MpVKJzMxMzJo1C9u3b9frffz000949uwZAKBChQoYM2aMXvuZyosXLxAQEKBxVY+XlxfatWuHli1bomrVqrC3txdee/XqFSIjI3H69GkcOHBA9L2kpKQYtKqkJNm1axeysrKEdvPmzbF69WoozPj3TERERFQUGAghIiIiomJBZm8PmaX2/3xlaizDqTIyoNKwwsLczJgxA/Hx8ULbwsIC8+bNQ+/evUXbyeVyNGjQAA0aNEDLli0xffp0YYXI+fPnsWvXLvj7++t1zo0bN4rSYclkMsyZMwd9+/YVbVeuXDkEBQWhXbt2GDZsmFCLIisrC7Nnz8a+fft01ijZuXMn0tLShPb8+fMlK4nff/99jB49GktyAOYAACAASURBVN9//z0A4OrVq7h69Wq+KyAeP36MdevWCe2pU6fC1tY2n3duOv/++y8CAwMlQZAaNWpg6tSpaN26tdZ933nnHbRu3RqtW7fG559/jr1792LZsmX/2QBIrosXL4raI0eOZBCEitSxY8eKeghUDPA6IaKiwP8zJCIiIqJiQWZpKaRw4h8j/bGyKuqvNV/Xr1/HqVOnRH3Dhw+XBEHU9ejRAyNHjhT1rVq1SmOKJXXJyclYs2aNqK9fv36SIEheLi4u+O6772CRJ/h2+/ZthIWF6TxX3vfm4eGB999/X+N2/v7+otUs6p+JJvPnz0f6/08r16RJE/j5+eW7jylNnToVDx48EPU1b94cO3bs0BkEUWdlZYU+ffrg4MGD6NWrl7GHWazcv39f1K5bt24RjYSIiIjIvDEQQkREREREZmvbtm2itqOjI4KDg/Xad8yYMXBychLaz58/x969e/Pdb8eOHXj9+rXQtrW1xeTJk/Pdr2HDhujSpYuoTz2gkpdKpUJkZKRof22cnJxQo0YNoX39+nWdYzl58iSOHz8OIKeeycyZM3Vub2phYWGSJ4AbN26M1atXF3iVip2dHRYsWIBZs2bpnfKspFFPF8e6hERERESaMRBCRERERERm6+zZs6J2ly5dUKpUKb32VSgUksDEH3/8ke9+R44cEbX9/PxE9Sp06devn6gdFRWFx48fa9w2JSVFVGy9atWqOo9drVo14e+6UkKlp6dj/vz5QnvAgAFwd3fXeWxTyszMxNKlS0V9tra2WLBggVHSOH388ccGrSgpSZRKpahtwXSARERERBqxRggRERXc06eAi4u0PzoaqFLlbY+GiAzw9MUL1GzZUtJ/96+/UKVixSIYEZFUYmIiHj58KOrTtWpCkwYNGuDXX38V2ufOnUNSUpLWwEZ8fDwiIiJEfZ07d9b7fI0aNUL58uVFgYqjR48iMDBQsm1KSoqond/KiNKlSwt/T05O1rrd+vXrhc/N2dkZn376qT5DN5k///wTjx49EvWNGDFCFNgpLHMPALx8+RJXr15FXFwcEhMTUbp0aTg5OaFWrVqoVatWUQ/PKFQqFaKiovDgwQMkJCTg33//hbW1NRwdHeHm5gZ3d3fY2NgY5VxPnjzBlStX8Pz5c2RlZaFs2bJ499130aBBA6ME1x4/foz79+/j2bNnSE5ORnZ2NhwcHODk5ARPT09UMeF/5yYmJuLixYt49OgRlEolHBwcUKFCBTRu3BhlypQxyjlevnyJiIgIxMbGIiUlBfb29qhRo4bRPj9ju3fvHq5duybcV8uWLYuaNWuiXr16RlkNplKpcO3aNdy/fx8xMTGQyWQoV64cPDw8zPr3mfvv1ePHj5GWlgYnJydUqlQJjRs3hrW1tdHO8/DhQ9y8eRNxcXHCv5/Ozs7w8PAw6n28sEx9nRBR8cdACBERFU5mZlGPgIgKKJO/XzJzr169kvS9++67Bh3DRS1gn5GRgfDwcLRr107j9ufPn0dWVpbQlsvlqF+/vkHn9Pb2Fq08OXv2rMZAiPqEY0ZGhs7j5q1vom1VzPPnz/HTTz8J7UmTJum9msVUdu/eLWpbWVnpXbS+OMvMzMS2bduwZcsW3Lp1S+t2lSpVQteuXTF8+PB8U1v5+Pjg6dOnWl+vXbu2xv6xY8di3Lhx+g3cQLdv38batWtx6tQpJCQkaN3OyspKSB/n5+dXoJRop0+fxooVKyTByly2trbo27cvRo8eDUdHR72Pm5qaimPHjuHYsWM4d+6cxntPXpUrV0a/fv0wYMAAg9KR7dq1C9OnTxfaPXv2xDfffAMAePDgAZYuXYo///xT47/Pcrkcbdu2xcSJE0Vp8gxx9uxZLF26FJcvX4ZKpZK8bmtri969e2Ps2LHC56d+Tem6lgHpNXr06FGdq90GDx6M8PBwof3rr7+iadOmAHJS6v3vf//DnTt3NO5bpkwZBAYGYujQoQUKsqWnp2P9+vX47bff8OLFC43buLq6YtSoUejRowcA3d+hMZ07dw5DhgwR2k2aNMHGjRsB5HwHS5YswcmTJ5GdnS3Z19bWFp06dcLEiRPxzjvvFOj8SqUSv/zyC3bt2iV5ICEvFxcX9O7dG0OGDDEo+GKO14n6d5vXypUrsXLlSq375v1+iMh8mfdjM0RERERE9J+VmJgo6TN0Ut/Ozk7Sd+/ePa3b3717V9SuUaOGaCWGPry8vPQ6n4ODg+gp1fwmX2NjY4W/a5vk/eabb4R0W15eXkVeTDwtLQ1nzpwR9bVq1arAk3PFRVRUFPz8/DB79ux8J46fP3+O1atX46OPPsLBgwff0ggLLyUlBZ9//jm6deuGvXv36gyCADmBvrNnz2LGjBmSVGn5ycrKwrx58zBs2DCtQRAgJ6Dx888/o0+fPlpT0qlLSEhAixYtMGnSJISFheX7OwSAZ8+eYcmSJejYsSPOnz+v9/vQZs+ePejevTsOHTqk9SGFrKws/Pnnn+jVqxdOnjxp0PGzs7Px1VdfISAgABERERqDIEDO57dx40Z06dIF165dM/h9GEtaWhrGjx+PiRMnap3cBnL+jVi2bBkGDhyI+Ph4g87x6NEjdO/eHUuWLNEaBAFyAlRTp07FmDFjJKnoisKOHTvQu3dvHD9+XGMQBMj5Hnfu3Ak/Pz+cOHHC4HOcOXMG7du3x5IlS3QGQQAgOjoaixcvRocOHUSBirfhbVwnRFSyMBBCRERERERmSVOKlvT0dIOOoWl7XYGQ+/fvi9oFSfuhvs/Tp081jkMul4ue7L5x44bWY2ZmZuL27dtCW9OT/2fOnMGhQ4cA5KSKmjlzJmQymcHjN6arV6+KVrIAOU/OlmTh4eEYOHAgoqOjJa/JZDJJACzX69evMXHixGLxVPGTJ0/Qv39/7Nu3T+OkukwmQ5kyZbQ+fa1tIl6bmTNnSj4XKysrlClTRuM1/vjxY3zyySdIS0vL99iZmZlaJ7itrKzg6OiodfVKXFwcAgMDJcE+Q+zevRvTpk0T/U4sLCxQpkwZWFlZSbZPS0tDcHCwzonfvLKzszFlyhRs2bJF4+sKhUISMI6NjUVQUJDGa9jUsrKyEBwcLNzLcikUCjg4OGj8viMjIzFu3Di9r6tHjx5h8ODBkvt9Lnt7e8lnf/ToUUyYMMHga9eYDh48iBkzZohWD+b+1jSlB3z9+jXGjh1rUDDkwIEDGD58uMY6VLnXpaZzvXjxAkFBQXrV4TKGt3GdEFHJw9RYRERERERkljTlwzf0aU5N2z948EDr9uoTf5UrVzbofABQUa3OTlZWFh4+fKgx13zDhg2FAMfZs2eRmJio8X3/9ddforog6rVSMjMzRQXS/f394enpafDYje3mzZuSPnMYl6m8ePEC48aNk9Rwadu2LQYPHozGjRtDoVAgOzsbt2/fxq5du7Bp0yZhFUB2djbmz58PV1dXfPjhh5Ljf/bZZ6LaMrNmzRK9rt7OZczPPCUlBcOHD5dMIleoUAFDhgxB69at4ebmJgR7lEolbt68iQsXLuDQoUOIjIw06Hzbtm0TVoFUrFgRn3zyCdq2bSuk0UlPT8e5c+ewYsUKXLlyRdgvOjoaP/74Iz777DO9zmNlZYUmTZqgVatW8PT0hLu7uyjtVWpqKm7cuIGDBw9i+/btQuAiMzMTkydPxv79++Hk5GTQe7t9+zbCwsKgUqlgY2ODQYMGoXPnzqhTpw4sLCygUqlw48YNbNiwAfv37xf2y8jIwFdffYXNmzfne45ff/1VtC+Qs6Js1KhR6NChg3CPS01NxT///IP169fj4sWLSExMxJQpUwx6P8awfPly4ft2c3PDJ598gpYtW6J8+fLCOP/66y8sXbpUdA1euHABO3bsyDftXmZmJj777DPJKpCGDRti2LBhaNGihRD4evr0KQ4fPowff/wRr1+/xvHjx4tsRUFsbCxmzpwpTOL7+flhwIAB8PLygqWlJTIzM3H9+nX89ttv2LNnj7BfRkYGJkyYgN9//z3f2jY3b97ElClTJIGWHj16oG/fvqhXr55wrmvXrmHr1q2i1Ifp6en4/PPP4eLiojVNn7GY4jrx8vIS7qEnTpwQBZDatGmDNm3aaB1P7nmJyLwxEEJERERERGapfPnysLKyEk3K3LhxQ8gLrg9Nqyw0pdzS9lpBUjhpmhDRds5evXrht99+A5AzYbxixQrMmDFDtE1aWhqWLFkitMuWLSupcRIaGio8Ie7o6IgJEyYYPG5T0JSeyN3dvQhG8naEhITg9evXQlsmk2HOnDno27evaDsLCwvUqVMHISEh8PPzQ1BQEJKSkgDkrJaYNm0aDhw4IKk/0a1bN1FbPfDx8ccfG/HdaDZz5kxJEKRv37744osvNNYIsLGxQYMGDdCgQQOMGDECly9f1pmKSF3uZGfbtm3x/fffS1ZnKBQKtGzZEk2bNkVwcDBOnTolvLZt2zYEBwdrXFmRd/9x48bh448/hrOzs9btbG1t0ahRIzRq1AiDBw/GiBEjhLRBr169wqZNmwyuw5IbFHJxccGaNWskNZBkMhk8PDywaNEiuLm5YdmyZcJrFy9eRFRUFOrUqaP1+E+ePJGkIatTpw42bNggCdrY2trC19cX7dq1w9KlS/Hjjz+KAktvS+733a9fP3z55ZewtBRPW9na2qJDhw744IMPMHjwYNE9ftOmTfkGQjZs2CAJxo0aNQqfffaZZBVBlSpVMHToUHTv3h1Dhw5FVFRUkXwmwP8F8C0sLLBw4UJ07dpV9LqlpSW8vLzg5eUFHx8fTJw4UQiwpqam4ssvv8S6deu0Hj8zMxOTJk0S/XurUCiwYsUKSQDA0tIS3t7e8Pb2Rvv27fHpp58K+7158waTJ0/Gnj17TFqg3BTXiZubG9zc3ADk/KbzBkI8PT3fyv2ViEyLqbGIiIiIiMgslSpVCh4eHqK+Y8eOGXSM48ePS/ryPlGvLre+Ri5Dir/m0lTIXP24uerVqwcfHx+hvXHjRsydOxePHz9Geno6rl69iqCgIFGdieDgYFHasFevXmHFihVCe/z48ShbtqzB4zYF9fQqcrm8yIu3m8qVK1dw+vRpUd+nn34qCYKoq1+/PlauXCmahI2NjcX27dtNMs7CiIyMRFhYmKivf//+mDt3rt6/FS8vL3Ts2NGg83p6emL58uU6C6wrFArMnz9f9PuLi4vLt4ZHmTJlMHbsWJ1BEHUuLi746aefRL/DLVu2aK3ZoIu9vT3Wrl0rCYKoGzVqFOrWrSvqy6+mzMaNG0VpvxwdHbFu3TqdK1dkMhkmTJggmWh/m9q1a4c5c+ZIJrfzsrOzw7x580R9N2/e1FnTIiMjAz///LOor2vXrpgwYYLONIJOTk5Yt26d1tpMb9PEiRPz/W46dOiAqVOnivr+/vtvnUGcw4cPS9JGzps3T+cqCCCn6PmcOXNEfbdv38aRI0d07mcMprpOiKjkYiCEiIiIiIjMlnp6oPDwcL2L+EZGRuLs2bOSfl2BEPVaAZqCGvnRNCGsq8ju7NmzRSlLQkND4evri/fffx/+/v64cOGC8JqPjw8GDRok2v+7774TUjG999576N+/v8FjNhX1z9rOzq7I65aYinoNCzc3NwwfPlyvfZs1a4bu3buL+jZt2lSgiXVTWr16tajt4uKCkJAQk5/3q6++0lgzSF358uUlE7fXr183yZhcXV1FK7NevXqFu3fvGnyckSNH6lWLyMLCAn369BH16Uozlp6eLkqRBOQE5vRd5TZ9+vQCBYILy8rKCl9++aVe23p4eEiC5bo+k6NHj+LVq1dC28bGRu/r95133jF4xY+xubq6YujQoXptO2jQIEl6qtzVh5qo37+aN28uuSdp06tXLzRu3Fjn8YzNlNcJEZVcDIQQEREREZHZ6t+/vyStTUhIiJBGSJvk5GRMnz5dY1FU9eLdeakXV9aVUkcbTRO2uoo2ly9fHqGhofD29ta6jUwmQ79+/bB8+XJRICEiIgJ79+4Vtpk5c6akkG12djb279+PUaNGCfUPmjVrhv79+2PNmjU6A0OFlTfNCgCtxbOLO5VKhb/++kvUp+na1WXw4MGi9tOnTws0sW4q6enpkqLLQUFBBQoWGqJu3bqoV6+e3tur/4501QQqLC8vL1Hb0LRJFhYW+aZyykv9vWkr9g0A165dE6Vps7a21ntiGwCcnZ3h6+ur9/bG0rp1a0mdJV0aNGggauv6TP7++29R29fX16C6Lj169CiS4FAuf39/nasf8rKwsEC/fv1EfZpWSAJAUlKSkGoql3rAPT/q969Lly5JaiUZkymvEyIquVgjhIiIiIiIzFa5cuUwaNAgbNiwQei7ffs2AgICsHDhQtSsWVOyz7179zBlyhRROqm8dKXXKVWqlGj1hvpEvj7S09M1HleXypUr47fffsPJkydx+PBhPHjwACkpKXBycoKnpye6dOkiqQWQnZ2NuXPnCsGebt26SSZ7YmJiEBwcjKtXr4r6ExISkJCQgIiICPzyyy9Yvny5ZF9jUA8E6FoZU5zdv39fNOkMAO3btzfoGJ6enqhSpQqePn0q9EVERJhNTZWrV6+KAnpyuRydO3c2+XnVnzTPj/rqin///bdA542JicH9+/eRmJiIlJQUpKenSwKrN2/eFLWfP39u0Dnc3d0NSrek/t50BYTVgzINGjSAnZ2dQeNr1aoVfv/9d4P2KSxDv++qVauK2rq+b/XPpFWrVgady87ODt7e3jhz5oxB+xmLem2o/Pj6+orSVr1+/RoPHz5E9erVRdtFRESIru1SpUqhdevWBp2rbdu2oppe2dnZuHz5smRVp7GY8johopKLgRAiIiIiIjJrEydORHh4uCiVRWRkJLp3746mTZvC29sbjo6OSExMREREBM6ePSsUiVUoFGjYsKFo4kq9AHVetra2osl6XatHtNG0+kNX8CWXTCZDmzZt8s3Jnmvr1q3CZ2JnZ4fPP/9c9HpSUhIGDRokyoVub2+Pd999F69evcLLly8B5NSjCAoKQmhoqCR9SGGVLl1a1DblE8JF6fbt26K2s7MzKlWqZPBxPD09RYEQ9eMWJfVUMu7u7gZPrBdE3rRx+ijMNRceHo49e/bg+PHjiI+PN+i8gOGTq6Z8b+pPvKvXF9HHe++9Z/A+haU+YZ0fQz4T9dVBBXl/devWLZJASOnSpSUBjPxUqFABzs7OiIuLE/qioqIkx1G/z9SuXdvg1ZAKhQLu7u6i+8Tt27dNFggx5XVCRCUXAyFERERERGTWFAoF1qxZg9GjR4ue6M3MzMTp06clBapzyeVyLFiwAJcvXxZNXOkq1m1rayuaNNKV0kobTcETfQIhhkhISMDSpUuF9tixY1GuXDnRNl9//bUoCDJmzBiMHj1aSN118OBBTJs2DWlpaUhNTcWUKVOwd+9evVOv6EN9TFlZWUhKSipxBdMTExNFbUMnuLXtp77KpCipBwbyK+5tLIZeK5pSw+Xn5cuX+PLLLyWpvwxlaJo5Q9+bXC4XtXW9N/WgTPny5Q06FwC964kYk6HBNX0/k5SUFMkKP/X7kz4Kso8xVK5cuUD1lSpXriz6N03TPcVY96+qVauKAiHqxzUmU10nRFSysUYIERERERGZPWdnZ/z666961ySoVq0aQkND0aVLF8nkpK684uqrRfIW1tVXTEyMpK9MmTIGH0eXpUuXChNaNWvWlORnf/HihVA7BMgpZjt+/HhR/ZJOnTrhiy++ENp3797F4cOHjTpOTUWgtaUsK87UJ50LulJCfWLclBOJhlKfQH1bwayCTP4a4tmzZxgwYEChgyAANNYk0sWU7009bZb6E/H6eBsrftSZ6jPRtAKguHwmhTmvPvcU9T5jncuUgVxT3xeIqGTiihAiIiIiIioWrK2tMWXKFAQEBODQoUM4ffo07t+/j7i4OKhUKlSoUAE1a9ZEly5d0K5dO2HSP2+qISAn/ZA2rq6uoidanz17ZvA4X7x4IWpbWFgY9en5GzduYNu2bUJ7xowZklUcBw8eRFZWltAeM2aMxmP16dMHq1atEsa8f/9+o9Z90JSO5/r162jUqJHRzkFUGNOnT8eTJ09Efa6urujUqRPq16+PKlWqoFy5crC2toZCoRCtONm1axemT5/+toesl7xBT0Bz7aL8FKRGkrnSlOopIyPD4BVwJekzISL6r2EghIiIiIiIipUKFSogICAAAQEBem2vnv/8/fff17qtq6urqP348WODx6c+qVqlShW9VrHoQ6VSYc6cOUJaj44dO6J58+aS7SIiIoS/u7q6alyZAeQEaVq1aiUEVi5fvmyUceaqV68eSpUqJUoXFh4ejsDAQKOep6ipryQqaP559af4jb2SqDDUi3rrKtRdXJw5cwZnz54V9U2fPl3v6zM1NdUEozIO9afzC3JNloTvOJem2lBJSUmwsbEx6DhF9ZmY8p6i3mesc6nfM4iIihpTYxERERERUYn15MkTJCQkCG25XI569epp3b5mzZqi9r179wzO+68eTKhRo4ZB++uyZ88eIchhY2ODadOmadwu7yoY9eCOuryvx8fHF6guijY2NjZo1qyZqO/UqVMFSjlmztQn/NRXIelLfT9zmkh0cnIStfPWnymujhw5Imr37NnToCBd3nuLuVGvZaFePF0fBdnHXFlaWkp+T8XpM3n27JnBqddy98tL0z3FWPcv9YcAzCmQS0QEMBBCREREREQl2IEDB0TtVq1aSSZ082rSpIko9U1WVpaoQLs+Ll26JGprWrFREMnJyVi8eLHQHjVqFCpVqqRx27xP5uaX793UdSl69uwpamdkZGD79u1GPUdRc3d3F7Xj4uIkKdL0cf36dVG7du3ahRqXMXl4eIjad+7cKfCT4+ZCvV5N9+7dDdr/2rVrxhyOUamnACzIaq+rV68aazhmQf0zMfTeXtB9jCElJcXg4OPLly9FhdIBoE6dOpLt1O9ft27dMjgFWHp6Ou7cuSPqM6f7FxERwEAIERERERGVUFlZWdizZ4+oz9/fX+c+Tk5O8Pb2FvWpB1N0uXDhgqRYert27fTeX5cVK1YgNjYWAFC9enUMGzZM67Z56wPkN6GlXjvAWGm8cvn6+kpSc61evbpAace0yU0VVlTc3NwkT1WrrzbIT2RkpORJbC8vr0KPzVjq1asnSiOUlZWFsLCwIhxR4alPElesWFHvfZOTk3H+/HljD8lo1O9j0dHRovpH+vj999+NOaQip/6ZGHr9Xr9+HdHR0UYckWGOHj1q0PZ//vmnqO3o6Ijq1atLtvPy8hIVH3/z5g3++usvg8514sQJ0b8lFhYWqF+/vkHHMCdyuVzUzltzi4iKLwZCiIiIiIioRNq8eTPu3bsntF1cXNCmTZt89/voo49E7bCwML3zwuctYg7kPGmrrT6HIe7evYvQ0FChHRISIimGnFfeSfn8Via8fPlS+LtcLpesECksKysrTJgwQdSXmpqK6dOnF6iAs7otW7bg5MmThT5OYbVq1UrU3rp1q0GTZ3m/XyCntkytWrWMMjZjUCgUaNu2rahv/fr1ovovxY16AW1D6j9s3rzZrGuEVK5cGQ0aNBD1rVq1Su/9jxw5IqmvVNx16dJFNOF/69YtSbBAF0M+P1PYvn07MjMz9do2OzsbW7duFfWp/35z2dvbS66VTZs2GTQ29ftXgwYN8l2NaM5Kly4tahf31W9ElIOBECIiKjhnZ+D336V/nJ2LemRElA/nsmWxd906yR/nsmWLemhERnH58mV8//33or7Zs2dLnvLUpE+fPqJAQmpqKhYtWpTvfpcuXcL+/ftFfcOHD9dzxLrNnTtXmABr27ZtvgGdvOlPoqKidNb9yFtY3d3dXa/PyFB+fn7w8fER9Z0/fx4jR44s8GRySkoKQkJC8NVXX5nF07qDBg0Ste/cuYMNGzbote/58+exe/duUd/AgQNFk7bmQP16jo6OxoIFC4poNIWnvgLk+PHjeu13586dIp8U18eAAQNE7aNHj0qCtZo8efIEc+bMMdWwioyLiwtatGgh6ps9e7aktoUmW7duxbFjx0w1NL08ePBA73tKaGioJPVb//79tW6vfv/6+++/cfDgQb3OtXfvXpw7d07UN3jwYL32NVfqNXbyPlRBRMUXAyFERFRw1taAn5/0j7V1UY+MiPJhXaoUOvv4SP5YGzklDpExxMbG4uzZs3pvf/jwYQQFBYkm2Hv16iUp2q2Nvb09goKCRH1bt27VWdfi4cOHmDx5sihFU61atdClSxe9x63NgQMHhPevUCgQEhKS7z5565IolUqtKWDu3buHCxcuaNzP2L799ltJ4fZ//vkHffr0MWhFR0ZGBnbu3IlOnTph586dxh5mgdWvXx8ffPCBqG/x4sWS9Gzqrl27huDgYFEh5HLlyqFv374mGWdhvPfee+jatauo77fffsOXX36p98qQy5cv49ChQ6YYnsGaNGkiav/888/5po+6fv06hg4dqjO4aC78/Pwk6aC++uorrFy5UutqrDNnzmDw4MGIiYkxepo8czBlyhTRSqCYmBgMHjwYZ86c0bh9eno6Vq5ciVmzZgEwfupAQy1ZsiTflGWHDx/Gt99+K+pr0aKFzlR77du3R82aNUV906ZNw+nTp3We6+TJk5gxY4aoz93dXbKysripW7euqH3+/PkSt0KK6L/IsqgHQEREREREpMurV68QEBAAFxcX+Pr6okWLFqhbt65Q9FylUiE2NhanT5/Gnj17JEETDw8PzJw506BzDhkyBHv37sXdu3eFc8yYMQOXLl1CQEAAatWqBblcjri4OOzbtw8//fQTEhIShP0tLCwwc+ZMUeH1glAqlVi4cKHQDgoKwrvvvpvvfm3atEGlSpXw/PlzAMCiRYvQqFEjUX741NRUhISECMEbCwsL9OvXr1Dj1cXBwQEbNmxAQECAqOjvvXv3MGLECHh7e8PHxwctuY3lhwAAIABJREFUW7ZEtWrVRGlV4uLiEBkZidOnTyMsLEyolWJuFixYgG7duuH169cActLTTJ06FUePHsWAAQPQqFEjWFlZITs7G3fu3MHu3buxceNGUbobmUyGb775xugpyoxl9uzZiIyMxP3794W+rVu34uTJkxgyZAhat24NV1dXYWWRUqlEVFQUzp8/j0OHDiEyMhJDhgxBx44di+otCHr06IFVq1ZBqVQCyPlNDBw4EMOHD0e3bt2EtHaZmZm4evUq9uzZg507dwrfV5MmTRAeHl5k48+PhYUFvv76a/Tp0wcpKSkAcq7JFStWYPPmzWjTpg1cXFygUCgQExODM2fO4MaNG8L+n376Kb777ruiGr5J1KlTB+PGjROtGHz27BkCAwPh4eGB5s2bo3z58njz5g0ePHiAEydOID4+HgBga2uLwMBA/PDDD8K+b2vVlqurK169eoWkpCRMmjQJx44dw4ABA+Dl5QVLS0tkZWXh+vXr2Lx5syT4amtrm+8KH0tLSyxatAj+/v5CXam0tDQEBQWhd+/e6Nu3Lzw9PSGXy5GVlYVr165h69at2L17tyiIq1AosGjRIpOsLHybXF1d4ebmJtznMjIy0LdvX7Rr1w61a9dG6dKlRf++ly9f3mj1wIjIdBgIISIiIiKiYiE6Ohpr167F2rVrAeRMuNja2iI5OVlr3vT69etj9erVsLW1Nehc1tbWWLVqFQYMGCAqqLxr1y7s2rULVlZWsLKy0prWKSQkBE2bNjXonJr8+OOPQjCjcuXKGDVqlF77yeVyzJgxA8HBwQCA+Ph49OrVC3379oW7uztiY2Oxfft2PHr0SNgnMDAQLi4uhR6zLpUqVcKWLVswefJkyZPGERERiIiIwOLFiwHkfL+lS5eGUqnU+fS9o6MjKlWqZNJx66tChQpYsWIFRo8eLcopf/jwYRw+fBgymQwODg5ISUnReM3KZDKEhITgww8/fJvDNkjp0qWxZs0ajBo1Cnfu3BH6X7x4gYULF2LhwoXC+8zIyDDrOhrlypXDuHHjRMFGpVKJ5cuXY/ny5bCxsUGpUqWQmJgomuwFgJ49e5p9IAQA3NzcsG7dOnzyySeiazIuLk7niqru3btj2LBhokBIUa+GMJaRI0ciMTER69atE/VHRkZqXRGkUCiwdOlSvHr1StL/NpQrVw7jx4/HhAkToFKpEBYWhrCwMFhYWMDe3h7JyckaUwRaWVlh0aJFetWqqlu3LhYuXIgpU6YIwRCVSoUdO3Zgx44dwrmSkpJEqx9z5QZBateuXfg3bAZGjRqFKVOmCG2lUonff/9d44qcJk2aMBBCVAwwNRYRERERFQuqzEyo0tP5x5h//v9ER3GVnp6O169fa5xQlsvlCAwMRGhoqKjehyFcXFywefNmjQWrtU3wWltbY/78+UbJj/7w4UOsX79eaE+bNg3WBqSf9PX1xfjx44V2cnIy1q9fj2nTpmHx4sWiIIiPj4+koLmpODk5Yd26dZg3bx7Kly+vdbv09HQkJCRoDYLY2trik08+wZEjR+Dh4WGq4RqsSZMm2LRpk8agkkqlQmJiosZr1tHREUuWLMGQIUPewigLp2rVqtiyZQs6d+6s8fXc96ktCFLYlVLGFBQUhGHDhml8TalU4vXr15IgSL9+/TBv3ry3MTyj8Pb2xrZt29CoUaN8t7WyssKnn36Kb7/9VlhFksvBwcFUQ3zrpkyZggULFqCsHrXRqlWrhp9//hmtW7eWFM1+m59Jp06dMH/+fFFqr+zsbCQmJmoMgjg4OGDZsmUGTdB37twZa9askdTIyHsuTUGQihUrYt26dejQoYPe5zJ33bt3x2effQZLSz5DTlRS8NdMRERERMWCKikJKl2vA0B2NiCT5aSqkMshM6PJNiq4qlWrIjg4GCdPnkRUVJTW1R9ATn2Pjh07YujQoahRo0ahz+3i4oJdu3YhNDQUGzduxLNnzzRuV6pUKXTu3BnBwcF6PXmrj6+//lrI4//BBx8UaIJpzJgxqFWrFhYuXCgKfOSyt7fHiBEjMGzYsLc62SOTyeDv74/u3bvj4MGDCAsLw7lz5/Ktu2BrawsvLy907doVHTp0QOnSpd/SiA1Tp04dhIWFYevWrdiyZYvO3PKVKlVCly5dMGLEiGI10WxnZ4clS5YgKCgIq1evxunTpyWTxHlZW1ujcePG6Natm1mkxcpr6tSpaNas2f9r777jo6ry/4+/ZzKTkEoSWigRpPeyYPjiT6UIIiqIIO6quBRRUVi/rKCia0Fh1S+yroVVUVG/4qpYAitFWGBdFxEEDAsEQZASIJQEUiC9ze+PLPk6uZMyLTOZvJ6PRx4P5zNzz/2oOSd37ufcc/Tqq68qOTm5ys/1799fDzzwgF8/sVOVDh066MMPP9SWLVu0bt067dq1S2lpacrLy1NkZKTat2+vK6+8UrfeemvFJvK/fBpOCqxCiFS+d9Tw4cO1du1abdiwQUePHq144qNZs2bq3r27hg8frlGjRlU8+XFpmaxL6vq/yfjx49WrVy+99NJL+uabbxwWJcLCwnT99dfroYcecljQqMmgQYO0YcMGvf/++0pMTHT4t+OSdu3aafz48frtb3/rVKG+vrj//vt100036csvv1RSUpKOHDmirKwsFRQUOPxvD8C/mWyVpzYA8IqDBw8aNhZctWqVOnfu7KOMAKBhshUUqPTMGZXl5MiWkyNzbKxMdbSsQUORX1KiEzk5FYWIy1q3VlhoqNPt2AoKVHr2bMXTC7VSWipdWpfaYqEQUkum4GCZgoMVFBcnk5/fyLi038Dx48d1/vx55efnKzg4WE2bNlWHDh3UvXt3r97QP3DggPbv36/09HSVlpYqKipKl19+ufr166dQF37Pq5KZmakPP/yw4vWYMWPs9vdwls1mU3Jysn788UdlZmYqPDxc7dq108CBA+tsaZeaFBcX6+DBg0pJSVFaWpry8/MVFBSkqKgoNW7cWO3bt1enTp386mmC2jpz5oz27Nmj8+fPKzs7W+Hh4YqNjVWnTp0C5vtASUmJ9u7dq5MnTyojI0O5ubkKCwtTTEyMLr/8cnXp0qVeLK104sQJ/fvf/9a5c+eUn5+vsLAwtWnTRn369HHppnJ9tmrVKs2ZM6fi9XXXXafXXnvNhxn53tSpU+2W9XvjjTc0bNgwj5/n+++/t3s6LCEhQcuWLbP7TEZGhpKSknTy5Enl5+crJiZGrVq10hVXXOHRv0cpKSn68ccflZGRoQsXLigqKkpNmjRR9+7da7VnFYDAkZeXZ7fPW9u2bZ1eftaXeCIEAAAAfu3STfqa2KTyQojZXP5ECIWQgBQaGqp+/fqpX79+Pjl/165d1bVrV6+fJyYmRr/73e881p7JZFKvXr3Uq1cvj7XpaVarVT169PCrZa48JS4urmKWfaCyWCw+7ZueEh8f77Gnuuq7TZs22b325/GjLmRlZemHH36wi/Xu3dtH2ZQvMzh8+HCvn6dt27ZuFeIBwF9QCAEAuC43V/rsM2N8wgTJT5eqAFAuNy9Pn69da4jfesMNCveXWT3BwQpq0aLWH7dJUklJ+ZMoJpNktVIIcZafPBkAAPCtw4cP6+9//7td7Morr/RRNv7hvffes1u+r3PnzmratKkPMwIAOINCCADAdVlZ0pQpxviIERRCAD+XdeGCpj38sCE+/Kqr/KYQYjKbJWeWabLZypfFurQ3CIUQAABUVFTk1BJ4GRkZ+u///m+7Dbh79eqlnj17eiO9OldcXCyLxVI+aaKW/vnPf+qtt96yi/3mN7/xdGoAAC/imyEAAAAAAECAmjx5sv74xz9q//791X6urKxMGzdu1Pjx43Xo0CG796ZPn+7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"text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "HrWADTLYsurS", "colab": { "base_uri": "https://localhost:8080/", "height": 470 }, "outputId": "09aabf66-0b36-439b-8680-08e39786687b" }, "source": [ "fig, ax = plt.subplots(1,3, figsize=(15, 6))\n", "\n", "#plt.figure(figsize=(11, 5))\n", "sns.lineplot(x=\"date\", \n", " y=\"confirmed\", \n", " data= reg_data,\n", " ax = ax[0]\n", " ).set_title(\"Confirmed COVID-19 Cases in %s\" % country_)\n", "ax[0].axvline(reg_data.date[ind], color=\"red\", linestyle=\"--\")\n", "ax[1].scatter(y = reg_data.confirmed[:ind], x = x_data[:ind], s = 15);\n", "ax[1].scatter(y = reg_data.confirmed[ind:], x = x_data[ind:], s = 15, color = \"red\");\n", "\n", "ax[1].plot(predictions[\"days_since_start\"],\n", " np.exp(predictions[\"y_mean\"]), \n", " color = \"green\",\n", " label = \"Mean\") \n", "ax[1].axvline(ind, linestyle = '--', \n", " linewidth = 1,\n", " label = \"Day of Change\")\n", "ax[1].legend(loc = \"upper left\")\n", "ax[1].set(ylabel = \"Confirmed Cases\", \n", " xlabel = \"Days since %s\" % start_date_,\n", " title = \"Confirmed Cases: %s\" % country_);\n", "\n", "\n", "ax[2].scatter(y = reg_data.daily_confirmed[:ind], x = x_data[:ind], s = 15);\n", "ax[2].scatter(y = reg_data.daily_confirmed[ind:], x = x_data[ind:], s = 15, color = \"red\");\n", "\n", "ax[2].plot(predictions[\"days_since_start\"],\n", " predictions[\"y_daily_mean\"], \n", " color = \"green\",\n", " label = \"Mean\") \n", "\n", "ax[2].axvline(ind, linestyle = '--', \n", " linewidth = 1,\n", " label = \"Day of Change\")\n", "ax[2].legend(loc = \"upper left\")\n", "ax[2].set(ylabel = \"Daily Confirmed Cases\", \n", " xlabel = \"Days since %s\" % start_date_,\n", " title = \"Daily Confirmed Cases: %s\" % country_);\n", "printmd(\"**Date of change for {}: {}**\".format(country_, change_date_));\n", "\n", "import matplotlib.dates as mdates\n", "myFmt = mdates.DateFormatter('%m-%d')\n", "ax[0].xaxis.set_major_formatter(myFmt)\n", "\n", "# ax[0].set_xticklabels(reg_data.date, rotation = 45, fontsize=\"10\", va=\"center\")\n", "plt.setp(ax[0].get_xticklabels(), rotation=30, horizontalalignment='right')\n", "ax[0].set(ylabel='Confirmed Cases', xlabel='Date');\n", "\n", "plt.tight_layout()\n", "plt.savefig('/content/sample_data/nz_mean.pdf')" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/markdown": "**Date of change for New Zealand (Before May 1st): 2020-04-02**", "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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13eB08CHwkMeKmvt8D1pZ5X4PeAVp8HnAUmPMMqTia5AbNcZjlWwc8I+RlbnhwCfW2u+csruRVRBftEIedqDkM62RiXMVrLVlxpgspxzkBRiFNL5U5EUd6H1cEDYhymBP+Ap4xMjq6Y/IqlAiEh/tTdB6W2uzEYMOAMaYBxGLupsKoJcx5h8rngvuc12FPNvlznETgDuMMZ2RZ5yCxPr/4t4nRNZ5WD3fRCzfexPYLfYe4AdjjHeM3DDEbdgdW/+HMWYGcC6iQOcCxxpj3G7K053fRYhCXujvgo5inQIsQZSte/veyICwpZWQkAIjOV2uBCZaSYTnToa31RjzJE4H7o219jePn2uNMRORCYent8nDzqrmDmPM/5DJxBxkAP203RW3/xC7OjhftERWZDxpb4zZgbxDKcjk152vIdi99eZCJP/Nakee24EljrXfzTi7K/eK3/fL+vfu2IB0gEMQo4q3wsdaO83j5/uOHP2QCcCbwDRjzG3WWhei8B/1PkeI+Gs3/shDnkFdQPsNoc7pT2vtVGQwF4yHkJwH3nHyhyP5Gty5hVYb8Wo7H1n9dOvE/yKGgoec3/9zjv0uyHWfQFZ0Kr0/HF15JdDH45lOcOpxewj3sJIQ9eezdpd3xMeITgTRiZPtLm+Tcchk0B++dCJAlvNOtkAmY25jWLB7682FwOvW2t8deW4HthtjuthdeQI824G7D3EbcN80xtxB4FWxImTC9S/EUDTL2VaJtfZTj59zjTFfIBON3xED8t3GmFRrbS6iE6vp1RApRYw2C6212wkeTpOH3OPGQuW40GvxZJEx5l2k7w+W7HB3+rA0AvdLpyKJdN3P+10jns6nIRMykPb0F4Ax5gN2LxRzvt2VvLHQaVOTreONZiRHxIEeK8nTkMkrBBh/GGMeQMJLezvjiSXOWNI9ofcm2H0I1kZKEaNKZ0c/zXPk7UdgfVAKdDPGtLbWZuHRN1pr+wSSx9lnszHmZcQL819exYH6l/nA/o7R6hjECHmNMaY5oRm0uyLP/zJr7d8eRSORUOjZzu8vjTG/IuPhN4PcQ++6BRqngZ95gmNsPxwY4hgavnP6AH/40/E3GWPGIF6IMU5d3Z4VIY9NjXg5DgROdRYT/jQSJTAKCY8Fj3bgzCn9zh8C1ONt4HtjzF3I+zUQ6buBwOMUK9647yPP705nzNAF+CTA9fxRirSnblY8Dn8Lsj+EOPYNZuzIBlobY+IDDFzbIysKbtY52yrP4XXsTnYvOZK3tTTb46Vx5wfY4lFe6HH+zsBHxhhPy3M5Mvlt73lua22BMcaf98B2ZNDZDnFp80WWU14FI27qrZ1ykI7+XiOrOkOBVXuwytEBcWfCUVZuS/wE67hi+8Nau8IYczFilWuHvOTLkImeN0HrbWT18imnLq2czSnGmDjnnv4LsdBOMsb8AIy11q5Ans0zRr4k4SYG6GCt/cYY8zxiXe9sjPkQsfjnBqqbQ6VRw1q70+kAA75vVtw+P0ES3XgaVjoD/Z0Ju5t4dg3W5iKd8wZkEP8tMjgoQkKFAiULuxVJuHWoM6jwvGYCkGF2Gdxjcd5VxxjyDKLkU5wyn4M+Y0x3ZDXlMMSYFU915eFpBPJsm1XaB1XbuC+2O/J4ssk6SeOMhDa8iAymRhD83nrjS8/EI23Zjae8ft+vIHWZgqzkHonc4+6ehcaYUYj7bhdnU3McQ6a19mdjzE5gkDEmA7GszwpwLZ8EaTf+SEHcMesC2m8I9VF/uuu11TnHfYgni5vO7DJiuonDGaAjOvFJxAV4MbJ6OgmZUK90Bk0+Mcacj6z0HuIMNN2kI/rrNw+dGONcN9g9rOK6G6L+9NaJ7veyPVX1557oRIDWziJIM+T+fo6siAa7t960x2Ogb63Nd97FDkjoAVTXiRcb+VKJm0SqtjtfTEEGvjFIv1UFY8zJiMGoO3I/k5Bnj7V2k/PenmOM+QjxwtjTHFnnIN5fDxvxTrrNWjs/wP4pSDhBY8FzXNgf8YbqhTzjJojHVEB2sw/LxseY1wNvHY/zu4PHb3/jj1Dw5UnhrdMD6Xh/44905/+hjn+y8RoneBOojSChjuOALxz99oq19mGC64PLEP2xwhizBkkmubsTzEeAVcYY75XxQP3LOscIcSxi7HgQMQgPdLY95+9iRsIUpiNG2hlexZ0RY9NpHtsScCbVQe6h93X8jtMc/M0TWgPbbVUP/XWIp4Ev/On4x621dzmG+p7Is91mJVRmd8am7YFtzqKMpzyHefz21vF+5w/+sNb+Y4xZiXjN/m2tXe9xfCh97JuIMfMuZA70gVcfHipvIff6PSOe728jIUiBEniHNPYNZuyYDxQjrpD+XHE3UTWhSidnW7hwBd/FL+uBS621P3gXOIq8h8fvJMSiVA2nMcxHOlufK0aIx8QEY0yyV0M5B7mHPznnWmeMmYcYKE7Gf2LSQJyFo/CstVchlsKQsdZOx3mezgt1GR7xWR77hVLvsciKa3/HUtwXyWUR45zjcyRPSTPEPe1VZKC5Hllp9fkVBStxic8aiRn9AIlvi2TSvHuRgaOnAloPzLXWnuDnmLlIR7XB+f/3SGxdEQGs20a8au4EjrHVc22sR96X1n4mihOQNtHbWrvNiGuqP5ftl5BnMcJam2eMuYHg4ShuMqiq4DsF2X8R0glVe49AYouNxC6+72wKdm+9cesZT3nKkMGMO4zAU1cEfL8CMAO5n785HUDlIMZZ1XgVcSed73gJ/EnVsLA32ZVgb7pjjd9tArQbf/qwBwE8iWoZ7TdoEPrzMWA1ElPsZj2wxlq7v59jfnTqcxbSvpcZiWs+hcA6sQfibXO+9+oWslBQCPS01ZN9QpB76MXu6E9v9lQn+sRKvpE3kFXA1gS/t95U0YlGXPPTkDAkN7504oMhnt/NPGRS60L6uMqwAiMhMDOQlcb/WmtLjTEzqa4TL0fGm/P9PMOgWGsXAGcYyRMwBnmv96F+6MSIYow5HJksuT0npyLv9cnW2iIjce6t/R3vRah92FfAWcaY8X4Wdrz7bJA2MydEOYJRUx3vc/xhJPSgDHm33EbqQG39K+B6Y0xH6ztPUMA24kxkxwJjjSRI/8YYs4Ag+sDxihhhJNzlbGC6MSbN7kYCY2tttvNu3O9VFGz8NBfJjXIwMuabi4Tk9SOw994LSO4RX5+EXg+8Za29wrsgRD3j3jeUcZo/MoBWXvO4Tvh/1xYhIRw+F3achcwljsH3VCS/0O6MTTcBexljUjwMHp0IrOMDzR8CMQUJc/SVwyXYOOUnY0wJMja5wPnbbRyjxnhgvJHcQrMRb+tJBNbzwXIKBjZ2OBOUe5B46TLgC8TNZAjyWbBbkFiju5zG6UJCAt72d85a5mXgQWPMxY6RIR040sqnrKYDPxtjjkIGc/cROIfJLYh1bh1ilcx2rKG3W2vPRyxS1yAugNcgL+NgJF5xnJVEUm7eRJRLW0J8KRwF3AmxVg5CVoIC7ZuAPN9Yx5pa7raOGWMORWK/90KUz6wAq8bB6p2CDER3GInRrHQJdlbRjkA6g0JEybk7xZeB+40xf1pJitMCONFaO83puGMR40MBYjwI+km1mmCtXWnEFes6dlmLP0FWkS5iVyx0XyDfWrvcWvu3MaYQGRg8ZCUJ3xZkcvOir+sYiRt8D/nUUzWPHmtthhH3vCeMuMjnI7HjHa18usq9WpVjJMbxZu9zeJCC5BXJN5KM62oksVMofABcZ8TjpQDxegnEbMSq71OBG3FxPJ9dk9uA99bHKd4FbjXimrqVXXkbykz1kFMI8H4FqoSzmj4Y394yyYiO2+rU6RKq57p5Gxlg5yEWbr847dKdobuJMaapMzAN1G62AB2NMYm26mdmj0USO0Ud7TeqUG/1p7V2h7P6dAu7XHV/AfKMMbcifVsJMthoZq1d4Bh4fkO+MHKqc8yPiEH+Ml/XcSbpM5Cwotne5XZXAuinjDFjrCT27AD0coxBfu+hD3ZHf3rzATDZGDMF8ZwIdB0QnXgVsvJZDWcAfxEyqcxGdI7fe+vjFO8iq2lTEY/ECcDP1v+nLl9FPJa+Qp5jEjKW+M5r5bAKVpLsnebxf89it9fAVqDMyOrriUh4ppuZ7AonDRjW59wT96Qk0dGRxch45lwkhCzHGJNLVZ2YZoxp4TXOOpYgid/rO0bc1o9BvJXetk5iUeQ93+b0J/2QceYXIZ421D7sSWTs86Yx5i5HV3ZAJkZvIO//c0ZyR3yAjIsOZM/c28NNwPGHEW+4cUYSSXZBcgms9XUiKwlTv0Ta1lXIvWuGhJmVIB41ftuIkaTBK5A8EzmIF2EFQXStkYSsn1vxwnMvmu3JOPlJxKjtaQwINn6ai/SFC6y1JUaSzT6EGGd8jjGdezkMONjPRPxtYIGRnCRfIW3+CCTsMIfgesZNKOM0n9hdXivjjYT49UPCrnx6N1lJkLnS2e9HP/U+AEku6g5HCnlsasXD4kfgIWPMTYjx/DLk3fIlT7D5QyDeRxZuqy3yEFofOwUxsJZa5wMYvgg0PzXGHIcsbixD5i6lVNXz+3mdqwMyjw0a3hz007PW2ieQCfZdyMuzHrGqu2PlHkByVSxCJom/45GpO8o8g7ykXxhj8pAb0h/AWrsUGZBNRax52/EdyoGz/4+I8WIwEju3DVmJmu2UFyOD+fVIUsNcRIncaa19zOt0M5AH9LV1vsARgAFG4tVzkTCJVOBwj07NFxchL+ZLiKWtkKqfNX0GcfuxTr2rWVJDrTeS/6EZ8oL+RFWrfSzy7mxC3CuPRSbcWMmM/AjirpSLKC33J+5SHXm3Iy5b2cgqY6S5D1GUODLmIQr1fKcOmx2ZPRO6zUVc5Nd7/I7BRxyhwxXIoO8ZY0y+19/Lzj6jkEHkMuQeTGeXu+h4xEU8B0nm9CH+uYld2c1fZZdXRSi8irhXL3TqEug6IIruFCMr0G7au+uGPMe9cJR0iPfWk9cRg+J3SF6FIiSRpE+CvF8Bsdb+an18hcJauwyxIM9HFG9vvDoG5z34Hels/bmfu3FPYEEGO+7wCr/tBonTXApsNpILyG1Aq/zKTV1A+w2hrulPY8yFxpjd+azdM8jg212fcmTA2hdph1mIkc0zN8JcZDDzi8fvFPyv+J2DDOJv9KET3ZPVW5FB709Ofb9CVpog8D30Znf0ZxWsuCA/jbTBleyKmfbHx8ABRkJWPdnh6MQtyKLF6dZaV4j31lOerxBvnRnIu9gV0af+5P8V6X+eR96NlTjJV4NhrV3qvPve2/OQBYIPnHNegNfEwErs+Axk0B3sfltED3ZA+p9CdnkHXITknspFjEjuvmQFYvhZbYzZYYxp7wygT2HPPGfrAx87umk94iX6JFVXZK8B7nP2uQeP5JXBCLUPs5IL5khkQvKzc62vkbblDlkbhhg/shGj6TAr+SWiSgjjjzFIWMNmxHAzufpZqjAc0envI/VfgoQafBVCG9kf0Wf5yNjiRWvt/0LQB0ORfFP5iJ4+32lrGGOWGmN8Toh93ItcxAi5l8e2YOOnHxGd69bpy5AxWSCvjruca/zlQ88f7bx37uSd7jHDzUBsKHrGQ/ag47QgXID099uQSX2wRJsTqW4UvMWpVwFiZJzs7LcnY9MRiMFtE84XdBzd749A8we/WGsLrbVfud8hL0LpY99CjErBFq0CzU/bOvLmIgb8uewKbX8GGG6M2W6MedbZdgGSzyVoyEyMy1UTTzBFURTBSKKlTBvkc7sNHWPM60i+kmCfpgzX9Z5Acv/49CZSFCU6GEkKeqAN8rndho7j6dXdWjsy6M7hud5/kE8g31Ib12to1HYfpij1Fccb7Q/g+BAWrxsszkJnJpJz6+9g+4fhek2QxdhjrJPoPhBq7FAURQkTRuIM/0RcNddEWRxFUZSo4rg9/wFcZJ2vGCl1F+3DFEXZXYwxNyKeW4OD7hwFgoaxKIqiKMExxtyPuCQ+poNERVEaO8aYKxB39M/U0FH30T5MUZTdxRizFvnK1tjoSuIf9exQFEVRFEVRFEVRFKVBEezTs42dJsDhSPKv8iD7KooSXeKQREwLkAz+SsNHdbSi1B9URzc+VEcrSv2hQepoNXYE5nCCf1FBUZS6xdGA309fKQPwBk8AACAASURBVA0K1dGKUv9QHd14UB2tKPWPBqWj1dgRmAyA7dsLqKgIX7hPWlpzsrPzg+9Yj/CuU8qV8hW0vFeCfbGrduSpC6hM4cVb9tjYGFq1Sgan3SqNAr86uj6/276oaX1+WraFIw7cO4wS1YyG9nyg4dUp3PVRHd0oUR0dIqqjI09Dq5Pq6NBQY0dgygEqKlxhNXa4z9nQ8KxT3t33VdtW29TFe6wyhRc/squrbOMhoI6uz++2L2pSn5dnLqHfAW3CKE3NaWjPBxpenSJUH9XRjQfV0SGiOrp2aGh1Uh0dHDV2KBGhokPHaIugKIqiKIqiKIqiNFL007NKRGgycwZNZs6IthiKoiiKoiiKoihKI0Q9O5SI0PSNSQAUn3lOlCVRFEVRrjunT7RFUBRFUfygOlpRIoMaOxRFUZQGR2lpKVlZGZSVlURblLCQmRlLRUXFHh+fnuxi8+aCMEpUM2pan/j4RFq1SicuTocxilIfUR1dFdXRihIZ9A1UFEVRGhzr16+nadMkkpPbEhMTE21xakx8fCxlZXs+8FybkUuHtqlhlKhm1KQ+LpeLgoJctm/fSuvW7cIsmaIotYHq6KqojlaUyKDGDkVRFCVkjDGPA+cAXYDe1tolzvamwFPAEKAImG+tvdIp6w68CaQB2cAoa+3fwcpqQmFhEenprRvEIFqpSkxMDMnJqeTn74i2KIqi7CGqoxsuqqOVuoQmKFUURVF2h5nAMcA6r+2PIkaO7tba3sDdHmUvAy9Ya7sDLwATQyyrETqIbrjos1WU+o+244aLPlulrqCeHUpEyJ30VrRFUBQlAlhrvwcwxlRuM8Y0B0YBHa21Lme/LU5ZG+AQ4ARn93eB540x6UCMvzJr7dbI16bx0DwpIdoiKIqiKH5QHa0okUGNHUpEcKWlRVsERVFqj65ICMq9xpjjgHzgLscwsg+w0VpbDmCtLTfGbHK2xwQoC9nYkZbWvNq2zEyJOa4rnHnmqZSWljJr1mfExcUB8Mkns3jggXGMHXsL5557ftBz1KQ+bdOS9/jYSFHT5xMbG0t6ekqYpAkPdU2emtLQ6qMo/hg+/DRKS0v48MPZlTp69uyPmTBhPP/3fzdzzjn/iuj1W7doFtHzK0pjRY0dSkRo8t47ABSff2GUJVEUpRaIA/YD/rDW3myM6Q98bIzpVhsXz87Op6LCVW17TZLFRYK0tNb8+OMPDBhwFCDGju7dD6CiwhVU1pomv9uUVUD71nXH4FHT+gBUVFSwdWtemCSqOenpKXVKnpoS7vrExsb4NEwqSl0hLS2dX36ZX6mjZ8/+mO7dD6iVa9c1Ha0oDQU1digRoakaOxSlMfEPUIaEoWCt/dkYkwV0d8o6GGPiHM+NOKA9sB7x7PBXFjbeXzGVd1e8Hc5TVjLigJH864ALQtr3lFOGMXv2JwwYcBQbN26gqKiIrl3FHlRaWsorr7zIn3/+RklJKd26dWPs2NtJSkriiy/mMH36e5SWyicar732Bg47rB8gq5FDh57KggU/k52dxYgRI32uQJaUloepxoqiKOFFdbTqaEWJFHXHx1dRFEWpl1hrs4D/4eTecL6w0gZYaa3NBP4ERji7j0A8QLYGKqtN+WuLgw8+jNWrV5Kbm8ucOZ8ydOgplWXvvPMmycnJvPrqFN58813S0tJ5663JAPTvfwSTJr3J5MlTGT9+Ag8+OK7KeYuKipg4cTLPPTeRl19+np07d9ZmtRRFURoEqqMVpeGhnh2KokQdl8tFUUk5OQUlZOUUkpVTRHZOEVk5RSTGx3LJKT2iLaLiYIx5FjgbaAt8ZYzJttb2BK4CXjfGPAGUAhdZa93fnbsKeNMYcw+wHUlmSghlYeFfB1wQ8speJImJgcGDT+Drr7/gq68+5+WXX8faFQD88MN3FBQU8O233wBQWlpCt277A7Bx4wbGj7+LzMxM4uPj2bYtm+zsLNLSWgMwZMiJALRr156UlFS2bs2kc+cuVa4dF6eZ8ZXw4nK5mP7X+yzY/DMPHf04cbFx0RZJqac0Zh3tcrnYmL+B2NiWtVxbRWkcqLFDUZSI4HK5yN1ZSnZOEbkFJeTuLCFvZwl5O0s9/i0lr1D+X+oVvx8XG0OrlCZ069CCCpeLWP2MWZ3AWnsdcJ2P7auBQX6OWQH0392yhsjQoafy73+P5qCDDqZFi12DW5cLxo69jUMPPbzaMePG3cn119/IwIHHUlFRwZAhR1FSUlJZnpiYWPn/2NhYysvLqp1jnzaaaFIJH0uyFnP7vJv4OWM+R7Y/KtriKErYqG0dXVReRFbhVto2TwBUTytKuFFjh6IoIeNyuVidkcuPizfzz5Y8EuJjSUyIo4nzFxMD2/OKxTMjt6iaAQMgMSGWlGaJpCYn0KJ5Ih3Tk0lJSiQlSX63btGM1i2a0rJ5E2Jj1cChNCw6dOjIFVdcw4EH9qyy/aijjuH999+hV6/eNGnSlJ07C8jMzKRLl33Jz8+nffsOAHz66awqg+hQ2Z5XTKuUJmGpg9J4ySnewcO/PMDkJa/Rqkkrnhr0PCN6jCQ2RqOilYZBbevogtICAEqK4kDzkypK2FFjhxIRcqZOj7YIShjZnlfMj0sy+HHJZjKyd5IYH8t+7VOpqHCRk19CcWk5JWXllJe7aJXShA7pyRzULY3WLZqRltqUFs3FmJGSlEiTBHV1Vho3Z5xxdrVtI0eOZtKkiVx++ShiY2OBGC699Aq6dNmX6667kVtuuZGUlBT69z+SFi1a7PY1c/LV2KHsOfkleUxd/hZP//4424q2MbrnZdza705aNd0r2qIpStipTR290zF2VJSoflaUSBDjclX/XJ9SSRdgjb/PGu4pDe3zdFD36lTX5IH6I5PL5SJzeyFrMnJZk5HHmoxcVm3KweWC/Tu2YGDvdhx+QBuaNYmurdRbdo/PGu4LrI2SWErt0gU/Ojozcz1t2uwTFaEiQU0/1bo2I5cu7VLDKFHNCMenZzdvXkfbtp3DJFHNqYs6viakp6ewYOUiJi2eyDvL3yK/NI8B7QfywFGP0Lt1n90+n+roRkkXVEcHZHn2MorLi2hZ3k11dIRpiDo6Qp8Hb1A6Wj07lIjQ9PVXASi69IooS6IEwuVysS23iDUZeazdnMuajFzWZuSxs1jiSRPjY+m0dwrDBnThyN5t2btVUpQlVhRFUSLNb1sW8NLXz/Cx/Zi42DhO73oWV/a5mkP2PizaoilKg6Gsoozi8qJoi6EoDRo1digRocmsjwA1dtQ1yisq+GdLPvafHfy1fgfrtuSxPa8YkISgHdKTObxHG/Ztl0qXtil0SE8mLlZjsRWlvtOutQaDK6Hx+drPuHTOSFo0bcH/HXoTo3tdTtvkdtEWS1EaHO58HbExcZQlZgF1x7NDURoKauxQlAZMcUk567bksWpTTqWBo6ikHIC9WzWjb/d02rVqxr7tUum0d3MS4jWfhqIoSmPlszWfcvnno+jVujffXPI1pXnaJyhKpNhZWkAMMSQnJFNew5ARRVF8o8YORWlAbNm+k2VrtzvhKLlszCrAnZanXVoSRxy4N6ZTK0ynlrRs3qTBxS8qiuKbjKyCOhUPrtQ9Pl39MVd8cTEHpffl/WEf0bJpS7bmaf+gKJGioLSAZvHNSIhNIK60VbTFUZQGiRo7FKWes7OojAUrtvDD4s2s3JgDQPNmCXRpl8LB+6ezb7tU9m2fSovkxCBnUhRFURojn6yaxZVfjuag9IN5f9iHpDbZ/S/+KIoSOi6Xi51lO0lrmgaA+nUoSmRQY4ei1EMqKlwsW7uN7xdn8MffWZSWVdC+dTLnDurKoSad9JbNiImJibaYiqIoSh3n41UzufKLSzi4zaG8f9qHpCSqB5CiRJrCskIqXOUkJSRRVCZJSl0ul47dFCXMqLFDiQg5M2dHW4QGyaasAn5YksH8JZvZkV9CctN4ju7TjoG929GlbYp2koqi+KRF8ybRFkGpY+QW5zDh5/uYvOQ1Dm/bn/eGzaB5Ykq0xVIiiDHmceAc5JOwva21S4wxXYCZHru1BFKttXs5x6wFipw/gFuttZ/XksgNFndy0uSE5pRWlFIUs40KVzJxMZonR1HCiRo7FKWOU1pWzg+LNzNvUQZrMnKJjYmh9357ccGQdhzUrTUJ8fq1FEWp6wwffhqJiYkkJCRSVFTIvvvux4UXXkzv3gfVyvUX/zGfiROfJzExkfHjJ9CpU5cq5cuXL2XixBfYtGkjqaktSEpK4tJLr6Rv30MYPvw0Hn30Kfbbr1utyKpEFpfLxSer/8sd824hc+cWLu19BXceMY7mCc2jLZoSeWYCzwDz3BustWuBvu7fxpinqT4/GG6tXVIbAkaL2tbRO8sKSIhNJCE2gdiYOH5e8DX3vTubJk2aqI5WlDCixg4lIjR74VkACq+9LsqS1F8qKlzMX7qZmfNWk51bTMf0ZP41uBtH9Gyr+TcUpR7ywAOPVA5G5879hptvvp4nnnienj17Rfza70/7gMsuu4rBg4dUK1u1aiU333wDd999H/37DwBg48YN/P23jbhcSu3yT+46bp93E1+u+5xerfvw5slTOWTvw6ItllJLWGu/BzDG+Cw3xiQCFwIn1aJYdYba1NEFpQUkJyQTExNDXEwcP3++gIsvvYyThpxSbV/V0Yqy56ixQ4kIiV/OAdTYsSe4XC4Wrcpm+txVbNxaQJe2KVxySg96dG6lYSqK0kA49tjBLFu2lHfffYsHHniEX3/9hVdffYmSkmLKy8sZNepShgw5ieXLlzJhwnjefXd65bEXXzyCm266rdqK44YN63nssQns2LGduLg4rrzyWo444kieffYJVixbxEubN/LRR9N47rmJVY575503GTbsjMpBNECHDh3p0KFj5e9vvvmKRx55kOzsLEaMGMk55/wLgOeff5o///yd0tJSWrZsye2330Pbtu3IyNjE5ZdfxOmnn81PP/1AUVERt912DwcdJAvI06a9x/vvv0vz5ikMGDCQDz/8gE8//RqA+fO/Z8qU1ykuLiEhIYH//OdGevXqHd4H0MgoLi/m5T+f56nfHgNiuG/gBC7vfRXxsToMVKpwOrDRWvu71/Z3jDExwPfAHdbaHbtz0rS06l5DmZkQX8c8U+PiYitlOv74IaxYsYz333+bCRMeZcGCn5k48UVKSkooLy9n9OjLOOGEk1i2bCkPPDCOqVOnVR47cuS/uOWWO+jTp6qOXr/+Hx555EG2bd9OSUUxl11xJd0Gd+X1lydily/h1S0b+XTWLF588ZUqx02d+iann34mAwcOrNzWuXMnOnfuVPn722+/5tFHHyQrK4sLL7yIc889H4Bnn32KP/74rVJH33nnvbRr155NmzZxySUjOfPMs5k/X3T0HXfcQ9++BwO7dHRKSgpHHjmQ6dOn8fnn3wDw44/fM3nyJEpKiklISOCGG8bSq1efavczNjaW9PS6FRpX1+SpKQ2tPpGgzvVyvuIJvcrvBcZ5lhljjgAmAs2AtcBIa21msDJFqUsUl5SzaHU2X/+2gb/W76BNq2ZcfWYvDjPpauRQlBoyc95qZv2wtvL3PaNlNfu+N36t3Hb6wC6cefR+/N/z35OTXwJA571TuPeSw3njsxV8t3BT5b5PXDuQdZvzWLs5lzOP3m+PZDrwwF788MN3AHTvfgAvvvgacXFxbNuWzWWXXUS/fgPo0aMnzZol8fvvv9Gnz8EsXPgHsbExPl2rx4+/izPOOIthw85kzZrVjBlzBW+/PZ3rrhvLoiXLuOTi0QwceHS14/76awWDBh0fUNaioiImTpxMRsYmRo36FyeffBpJSUmMHDmaMWNuAODjj2fy0kvPMn78QwDk5OTQq1cf/v3va/nii894+eVneeml11m58m+mTJnM669PpVWrVjz99OOV19m4cQNvvDGJJ598juTk5qxevYqbbrqODz/8dI/usQLf/PMVd8y7mdU5qzh532E8eNQjdEzZJ9piKXWTS4HXvbYdba1db4xpAjwNPA+M3J2TZmfnU1Hhqra9rGzXN0jqgo4uL6+oItMBB/Rk3ry5lJVV0LWr4YUXquroQw/tT/fuPWjatFkVHR0TE8OBB/auci6Ae+65kzPOOIujhgxi/tLveeruxzms9xH8+5oxLF/2N/+64DxOGHRSteOsXcGxxx5fbbsnO3cW8vLLu3T0SScNIykpiQsuuJhrrrkeEB39/PPPMH78Q5SXV5CTs4MDD+zNFVdcwxdffMYLLzwTQEe7KCurYOPGDUya9GpIOrqiooKtW+vO56vT01PqlDw1Jdz1iY2N8WmYrO/UOWMHPuIJ3RhjDgGOANZ5bIsF3gZGW2u/N8bcBTwMXBqoLPLVUJTgFJWUsWhVNr+uyGTRqmxKyipo0TyRi07sztEHtSc+rm6teihKfeXMo/fzOeB9/bbB1bY9NeaoattGn3wAo08+oMq2VilN6Lt/6xpItWvwv2PHdh566D42bPiHuLh4cnNz+OefdfTq1Zvhw89nxowP6NPnYD788APOPvu8amfaubOAlSv/4pRTTgdg3333o1s3w9KliznqqGOIraHBdMiQEwFo1649KSmpbN2aSefOXfjppx/48MNpFBbupLy8vMoxzZolVRpXevbszfPPPw3AH3/8xoABR9GqVSsATj31dL788jMAfv55Phs3buDaa6+sPE95eTnbtmWz115pNapDY2ND3nru/uF2Pl09i/1adOW9YTMY3OmEaIul1FGMMR2AY4GLPLdba9c7/xYbY14EZkXi+o1JR2/emUH7fTqy//7dWbp0MYcecTguKnDV4AO0qqMVxTd1ztjhL57QsSi/AIwAvvUoOhQoch8HvIx4cFwapExRosbOolI+/G413y/KoKSsgtTkRAb2acfhpg3d92lJbKx6cihKQ2f58mXsu29XAJ544mEGDjyGCRMeIyYmhvPPP5uSkmIABg8ewiuvPM9ff63g999/4/bb793tayUm+Decdu9+AMuXL+WYYwb5Pz5xV56g2NhYysvL2Lw5g+eee5JXX51C+/YdWLx4IePH3+VxTEK1Y4Lhcrno338Ad999X9B9Fd9UuCqYuPBFHv7lfmKI4c7+93JV3zE0idMv8igBuRj41Fqb7d5gjEkG4q21OU4Yy/nAn9ESsLaJlI4uKC0gKSEJkLFeXEwc5THFVLh8GztURyvKnlPnjB0BuA9421q71ssQ0gkPTw9rbZYxJtYYs1egMmvttlAvHAmXnoYYY1WlTqnNq2+rZeriPW7dujnz/tzIa/9dQk5+Mccf3onjDtuHA/dNIy5KBo66eJ9CpT7LrjRu5s37lpkzp/PEE88DkJeXR7t27YiJiWHBgp/YuHF95b7x8fEMG3YGt902lhNPHErTpk2rnS8pKZlu3brz2WefcOqpp7N27RpWrfqLnj0l10Vpuf8VwxEjLuL//u8aDjnkMA4/vD8AmzZtDBreUlBQQHx8AmlpaVRUVDBz5oyQ6t637yFMnTqFHTt20LJlS+bM+aSyrF+/I5g8+VVWr17FfvvJJGP58qX06NEzpHM3djYXZDDm66v4bsP/GNrlFCYc/ZiGrCiVGGOeBc4G2gJfGWOyrbXuxjUa8E60tjcwwxgTB8QBy4BrakncqBIpHT179sd06t+Zwq1FlTo6LiaWOFeCX2OH6mhF2XPqhbHDGDMAOAy4LRrX9xdruKc0tJgx8FGnKR/Iv1GqZ128x2UxsTzz3u8sXbONzm1T+M85venSNhWAbdn5UZGpLt6nUPGWvaHGGioNh7vuurXys4ZduuzLY489U5nl/+qrx/DEE48wadIr9OhxIF277l/l2NNPP4tJk17hzDOH+z3/vfc+wGOPTeCDD6YSFxfHXXfdV+mGXF7uvw/bf//uPPzwU7z66os89tgEmjZtSsuWrbjssqsC1qdr124cd9wQRo48jxYtWjJgwEAWLvwj6H3Yf//ujBx5MVdddQlJSckcdtjhJCdL291nn07cc8/9PPzw/RQXF1NWVkrv3gfpQDoEPl39MTf+bwzF5cU8MehZRva4OKL5nmIyM0m9fBTxSxZR1qsPua9NwdWmTcSup9Qca+11VDdouMu6+9i2Gjg40nLVFWpDRz/8yP1kvruFZgnNKnW0y+Uihni/xg7V0Yqy58S4XOGbxIcTY8xaYJi1dokx5jZEOZc4xR2BLcAlwHZgsrW2l3Nca2Cttba5MeZwf2UhitEFWKPGjuDUtTrVJXlcLhdzfvmH/85bQ2xsDGcfsx+DD+lYJ0JV6tJ92l0CGDv2RcLVlIZPF/zo6MzM9bRp03BWtL/88jO++GIOjz32zB4dvzYjly7tUsMs1Z5TXFxIkybNAJg0aSIbN27gnnvu361zbN68jrZtO0dCvD0iWvq0oLSAe364nbeWvcFB6Qfz0pDX6NZq/+AH4ttgAZB6+SgSly6mpGfvKts890u9fBQJv/5CTFkZrvh4Sg/rR86sOX6vpTq6UdIF1dFVyNyZyab8DfRM601C3K4wkrUZuSSk5NKheccAR9ceqqPrPhFMUNqgdHS98Oyw1j6MJBYFqhlCYoFmxpijnNwcVwHTnF1/C1CmRJCkJx4BYOfYW6MsSXQpKS3n9dnL+WV5JgN6t2P4MfvRKkXjphVFCZ0bbxzDpk0beOihJ6MtSth48cVnWbhwIWVlpbRv34Fbbrkz2iLVS7YVZTN81hkszVrMdQffyC397qBJ9g5STx/q04Dh7YXhabBI+PUXUi8fBUDCr7+Aj22e+8UvWURMmcT4x5SVEb9kUXRugqJEmd3R0TtLC0iMa1LF0OGmvKLcxxHRQXW00lCoc8aOIPGE1bDWVhhjLgImGmOa4nxeNliZElkS5s2V/zRiY8f2vGKem7GIdZvzGD6oK6OG9SQrKzrhKoqi1F+efPJ54uNjA352MBgd29StEK+bb769RvVRYHvRNs6ddSZ/b7dMPXUax3eWrzEEMmB4bsuZNcevwSKUbWW9+lTx7Cjr1adW668odYXd0dEFpQU0T6yuj4sSM2jqSvRxRHRQHa00FOqcsSNQPKHHPl28fv8I9Pazr98yRYkUazJyeXbGIopKyhlzTm8O3j89orHTiqJUx+VyabtzKCktb1Cfsq6rIbi1RU7xDs77+CzstmXM+KUbpzwyutJjY3cMGP4MFqFsc4eyeHuQKEqoNDYdXVJeQmlFCUnxydXK4l1NKXeVRkGqyNDYdbRSd6hzxg5Fqe/8vGwLr89eTovkRMaO7FvnVlQVpTHQrFlTCgpySU5ObVSDaX9kbi+kS7vqbtP1EZfLRUFBLvHxdWcVtDZw59co+GshF4yKYVmrYqYt6Mapc/6u4rGxOwYMfwYLd86O0gA5O1xt2gTM0aEogWiMOrqorBCApPhm1criS1tREpdR2yJFhMaqo5W6iRo7FCVMFJWU8d7XK/lu4Sa6d2zBNWf3JjVJFb2iRIN99tmHlSvXkJ+/I9qihIXY2FgqKvbcpTg/t4jNMdvDKFHNqGl94uMTadUqPYwS1S18JQ5NvXwUhYt+5pQR5fyZAu/9egCnfbu+msfGtp/+9GvA8N7mz2CRM2sO6ekp5Hgkv1PDhhJOGqOOLigtoLRoJ9vLtpAXm12lLD+3iNKC7WwuXhdJMUNGdbTSUFBjhxIRXK32irYItcrqTbm88vFStm4v5OQjOnHW0fs1KJdxRalvJCQk0Lp1u2iLETZqmnX9jje+4fXbBodRoprR0LLi7yn+Pt/qmXcj/tef2XDDcL5psowpo8pZmg4fTIMzNmzw6cURyIChKHWFxqijn/vjae6ffw9rrsggOaFqKMsdb3zDr+2uZtHFNpJihozqaKWhoMYOJSLkTn472iLUCuUVFXw6fx2zvl9Ly5REbrngYEynVtEWS1EUpQqjhppoi9Do8eet4StxaOyShUwzZczeH77cr5xNqX8CYLJg+gdw+qp4Sg/TvBmKUp/I2rmVpPikaoYOgJbdlpG3XY0LihJu1NihKHtIdk4RE2ctZeXGHI44cG9GntidpKYNIyZeUZSGxaC+HaItQqPHl2HDVzLRkvISLriwKdPaFbDXThiyJobBFfvR/9bJHHjdbcRvXFRp6NC8GYpSf8gq3Epas9Y+y9p1zqMgM5/yinLiYuNqWTJFabiosUOJCMkPjAOg4K5x0RQjYixdu42J/11KeUUFV552IEf0bBttkRRFUfxy6cN1K4yloePLi8OXYcM7DGXHQT0ZOfs8vm2XzYO2Ezd/ko2r50Fq2FCUBkB2URat/Rg7ln/dH1IhvzSPFk1a1rJkitJwUWOHEhHif/0l2iJEBJfLxWc//8OMuaton5bMtWf3pu1eSdEWS1EURalD+PLi8JVfwzMMZfPBPThteBF/bljAM8e9yIhrRrLjmWjXRFGUcJFVmMXeSXsH3Ce3JFeNHYoSRjSDoqKESGFxGS/OXML0b1dxmGnDnaMOVUOHoihKIycmM5MWpw+F1FRanD6UmMxMn14cua9NofSwflQ0b07pYf2qeGssWvgLg87JYWnuCiYPfYcRPUZGuVaKooSbrJ1bad0s8BdK8ko0b4eihBP17FCUEMjILuD5DxezZVsh5x3XjZP67dNovguvKEr956CuadEWocHi9uIgiBeHvzCUhZl/MHrOheSW5PLBaTMZ0H5gFGqhKEokcblcZBdl+c3Z0bEDkKfGDkUJN+rZoShB+GFxBuPfWEB+YSljz+/L0P6d1NChKEq94vpzD4q2CPUetwdH2n7tKz04gJC9OLzZUbSdW7+7kROnD6KsooyZZ85WQ4eiNFDyS/MoLi/269lxxokpAOSV5NSmWIrS4FHPDiUiVLRrH20RakxxSTnvfPkX3y/OoPs+Lfn36T1pldIk2mIpSlQxxjwOnAN0AXpba5d4ld8LjPMsM8YcAUwEmgFrgZHW2sxgZUr4eGbaQjV41BB/n4ndHS8OkBXe9+1U7pt/IPtyHAAAIABJREFUN9uKtnFZ7yu5td+dGqevKA2YrYVbAfwmKJ3zdSmgnh2KEm7Us0OJCHkvvUbeS69FW4w9ZuPWfO6f8is/LM7gtCO7cPOIvmroUBRhJnAMsM67wBhzCHCEZ5kxJhZ4G7jWWtsd+A54OFiZEl4WrsqOtgj1Cl9eHL48OIBKLw5SUvx6cbhZnLWI02cO5bpvrqZzahe+HD6XCUc/poYORWngZO3MAvwbO1b9UwRIglJFUcKHenYoihc/LdvMG7NX0LRJPDee35eeXfaKtkiKUmew1n4PYIypst0Y0wR4ARgBfOtRdChQ5D4OeBnx4Lg0SJmiRI1Qv6YCVHpxpKenkLPV96rsX9ssjy6YwKxVH7FX0714ctBzXNDjImJjdM1JURoD2UVuY4cmKFWU2kSNHUpESL7rVgAKHngkypLsHkvXbuO1j5fTrWMLrj6jJy2aqzeHooTIfcDb1tq1XoaQTnh4elhrs4wxscaYvQKVWWu3hXrhtLTmPrenp6fsZhXqNjWtT127H3VNniosXQweXhyJSxfD33/DuefCn38S07cvidOmVauD9+9V21Yxfu543ln8DkkJSdx59J2MHTCWVs1a1VpVakKdfkaKUo/Iqgxj8W/siI2J1ZwdihJm1NihRIT4JYujLcJus3nbTl76aAntWydx/fA+NGuizUNRQsEYMwA4DLgtGtfPzs6nosJVZVt6egpb/ayy10dqWp/Xbxtcp+5HXXo+MZmZpF4+ivgliyjr1Yfc16aQ2rN3FS+O0p69yYlNghmfVj3Yow6edSouL2bcj3fyxpJJJMQmcNVBYxhz8A20btaasnzYml836h6IcD+j2NgYv4ZJRWnoZO0UY4e/r7G8fttg9p+Uqp4dihJm1H9SUYCColKemb6IuLgYrjtHDR2KspscC/QA1hhj1gIdgc+NMScC/wCd3TsaY1oDFY7nRqAyJYx8++fGaItQZ3GHrMTm51eGrITyNRV/bCvK5txZZzBp8StcdOBoFoxcxLgjH/Abq68oSsMnuyiLlMRUmsT59hj+9s+NpCaqsUNRwo3O6JRGT1l5BS/NXELWjkJuHnEwrVs2i7ZIilKvsNY+jEdiUcfgMcxau8RJQtrMGHOUk5vjKmCas+tvAcqUMDJljmVQ3w7RFqNO4ivxaKCvqQRi9Y6VXPDpuWzIW8/LJ0zi7P3PDbe4iqLUQ7IKtwY0eE6ZY2neJUUTlCpKmFHPDqXR897Xf7Ns7XYuHnoA3ffRjPiKEghjzLPGmA2I98ZXxpilgfa31lYAFwEvGWP+RrxAbgtWpii1RVmvPrjiZe3HM/Ho7jJv3TxOnnE8OcU7mHHGJ2roUBSlkq2FWaQ1DezdlZKYQr56dihKWFHPDiUilHftFm0RQuJ/v2/gm983MrRfJ47q0y7a4ihKncdaex1wXZB9unj9/hHo7Wdfv2WKEm585efIfW1KtW27y/S/3ueG/11Lp5TOvHPqNPZtsV8EpFcUpb6SXZhFp9TOAfdJTUxlq5PIVFGU8KDGDiUi5D/xbLRFCErm9p1M/epv+nRNY/igrtEWR1EUJWJcd86eeSs0NHx9UjZn1pw9ClkBKCkv4f759zBx0YsM6jKIVwa/Scum9eNLK4qi1B5ZhVs5dO/D/JZfd04fXlqTwuqcVbUolaI0fNTYoTRaps9dTXxcLJecfACxsTHRFkdRFCVidG6rnxAF3/k59pQNeeu54ovR/LZlAVf0vornz3iGnG3F4RJVUZQGQoWrguzCrIA5Ozq3TSFlYwtNUKooYUZzdigRofnY62g+NqCne1RZtSmHX1dkclK/fWjR3HdmbEVRlIbC2Bd+iLYItUpMZiYtTh9K2n7taXH6UGIyM4Hw5ef4at3nHP/BUdhtK5h00hQePPpREuMSwya/oigNhx3F2yl3lQfM2TH2hR9ISUwhTxOUKkpYUWOHEhHiVq0kbtXKaIvhE5fLxQffrCQ1OZGh/TtFWxxFURQlzPj6nCxQo0/KApRVlPHgT+O54NNzad+8I1+dO5fTup4ZiSooitJAyC7MBqB1UnrA/VITUykqL6KkvKQ2xFKURoGGsSiNjj//zuLvDTmMOsnQNFGbgKIoSkPDX7jKnn5SFiC/JI8rvhjN1/98ycgeF/Pg0Y/SLF4/Va4oSmCynKSjrZsFNnakJEq4YV5JHmnN0iIul6I0BtSzQ2lUlFdUMO3bVbRLS+Log/TrK4qiNA6OOah9tEWoVcIVruJmY94Ghn10Et+u/4bHjn2aJ497Tg0diqKEhNvYESiM5ZiD2tO80tihoSyKEi7U2KE0Kr5bmMHmbTsZPqgrcbH6+iuK0jgYffIB0RYhYvjKz1HTcBVPFmb+wdAZg1mf9w9TT53OxT0vDaP0iqI0dLIKs4DAYSyjTz6A1MQWgBo7FCWc6GxPiQhlvXpT1qt3tMWoQmFxGf+dt5ruHVvQt5t/67qiKEpDY/zkBdEWIWL4ys/hDlfJXr2JnFlzcLVps0fn/mzNp5wx82QS4xL55KwvOK7T8WGWXlGUhs4uzw7/oSnjJy+oEsaiKEp40IQFSkQoeOCRaItQjc9/+YfcnaX8Z3g3/p+9O4+Pq673P/6aZJJMmq1tmnTfS78FurGVHREFQZBVFBUqYvWyeFFcroAsol4vevEqCChaWSqLGxeEiyDyQ5ZCsRTokpZ+26Z70jZbm32bzPz+mJl22maZZM7kTGbeTx99ZHK+c875nES+TT/5fj8fj0etZkUkfWzbk7o/PDvZTjYYDLKlvpx3di1jacUbPL3hT8wvPYYln/wjo4eNdipkEUkjNa3VjMgZgTej5392bdvTSGH2CAAaO1N3vhYZbEp2SFqoqW/lpeXbOWFWKdPHFbkdjoiIOMQ/ey5ZK5bj8fsHVJ+jsaOBv256htd2vMo7u96mqmUPEPot7JVHXc0PT/0vhmUNS0ToIpIGaltr+yxOCgcKlDa01yc6JJG0oWSHJETBdYsAaPzVYpcjgbYOP798eg2ZGR4uO3O62+GIiAy6ovxst0NwhKeqisJFC/GWrcY/ey4Ni5fQsHjJYcf6EgwGeWfX2zz54e95vvxZWvwtjM+fwOnjP8LJ407lpLGncMSImVoFKCnFGHMPcBkwBZhjrS0LH98KtIX/AHzXWvv38NhJwENALrAVuNJaWzWYcQ91Na3VfbadLcrPpiBSs0MrO0Qco2SHJETGrkq3QwAgEAzy2+fXsbO6iW9cPo/S4aqeLyLp5+dfO83tEBwRqc/h8fv31+eof+6lmNvJtvnb+N2a3/D7dY+wub6c/KwCLpv5Wb5w5FUcU3qckhuS6p4F7gXe7Gbs05HkR4QxJgN4HLjaWrvUGHMbcDegKr39UNNazcwRvReJ/vnXTqPNH8o1NbarQKmIU1SgVFLaM29s5oONNVxx1hHMmaae5SKSnp59c7PbITginvocb+58nTP/eDJ3LbuN0Xlj+OVZv2bN1Rv42Zn3cuzo45XokJRnrV1qrd3Rj1OOA9qstUvDn/8a+IzzkaW2mtZqRuX2Xhj/2Tc3k5OZQ1ZGlgqUijhIKzskZS0r280Ly7ZxxrxxfPz4CW6HIyLimufe2srFp09zO4y4DaQ+R21rLd9/+3v80T7JlMKp/OlTz3LmxLMGIVqRIeUJY4wHWArcaq3dB0wCtkXeYK2tMcZkGGNGWmvrYr1wcXF+t8dLSgriDDm5dPc8/oCfvW17mTxqQq/P+9xbW/nKpfMo8hXhz2xLiq9NMsTgtFR7plR7nkRQskNS0vptdTzy4nrMxOFceY72XYuIpIL+1OcIBoP8yT7FnW/fSkNHA18/9lt88/j/INer7YwihzjdWrvDGJMD/AK4H7jSqYvX1jYRCAQPOlZSUkB1deqsYOjpeapaqggSJDdY2OfzVlc3kufNZ099jetfm1T7/kDqPZPTz5OR4ekxMTmUJV2yo7viScaYYuD3wHSgA9gI/Ju1tjp8To/Fk1RYyR3+4xe4du+6hjb+8/fvMaIgm+svmY03U7u1RERSQbC0NOb6HA+svI8fLLud40cv4J4z7+Wo4qMTHJ3I0BTZ2mKtbTfGPAg8Fx7aDkyOvM8YMwoI9GdVR7qraa0GYJSv920sEYXZRTSpQKmIY5LxX4HPAmcQtWwOCAI/tdYaa+0coJxQgaTo4kk3WGtnAm/EMiaJ1Xzb92m+7fuu3Pvp18tpbfdz42VzKRiWGh0IRETiccfVx7sdQr95qqoouvBciqeNo+jCc/FUxf57ircq3uRH79zJp6ZfzP9d+rISHSI9MMbkGWOKwq89wBXAyvDwe0CuMSZS4fha4M+DH+XQVdtaA9Bn69nIHF2QXUBDhwqUijgl6ZId3RVPstbWWWtfizr0Dgcyzb0VT1JhpTRTtbeFf62r4ryTpzC+JPWWYomIpItI55WMpqb9nVdisaupkq+8fDXTi2Zw70cfIMOTdD/qiLjCGHOfMWYnMAF4xRizFhgNvGaMWQ2UATOB6wGstQHgKuBXxpiNwEeAm10Jfojav7Kjj2RHRGF2oQqUijgo6bax9CW8WuM6Diyx67F4Um9jThRWikcqFpQ56Jkuuyz08emnBzWGP75WTmamh4s/Mp3iouTbl52M3/dkjClWQzl2kcH0g0dX8PDNQ6so50A6r3R0dbDo5S/S0tnCsxf9jfxszREiEdbaG4Ebuxk6ppdz3gbmJCyoFBdJdhT30Y0lMkfna2WHiKOGXLID+CXQRKh40qDorrBSPFKtQA4c/kxFu0PLjesH8TnrGtp4Zfl2zpg/juKi3KT7Gifj9z0ZY4rVobGnamElkXQ1kM4rP1h2O+/u/he/PedRZo40gxCliEjPaltryPBkMMI3Iqb3F2QX0KRkh4hjhtTaznDx0iOAz4aX1kHvxZNUWCmNvPSv7QCcd+IklyMREZF4NSxeQufxCwjk59N5/IJeO68APLPxL/xm9a/4t7nXc9GMSwcpShGRnlW31lDsGxXzdrrC7CIaOxoJBp37JatIOhsyKzuMMT8mVIPjfGtte9TQ/uJJ4doc0cWTehuTFFLf3MHrqyo5+egxjErC7SsiIm668NQpbofQb911XgkGg/x964usqy3DgwePx4MHD4FggHvf/x8WjDmJO07+oUsRi4gcrKa1mlF9bGGBA3N0QXYBnYFO2rra1CZbxAFJl+wwxtwHXAqMIVQ8qZZQUdFbgA3A28YYgC3W2kustQFjzFXAQ8YYH+H2shAqrNTTmKSWl9/djr8rwCdPntz3m0VE0szFp09zO4S4Lat8ix8su5339qzodnxS4RQWf+IxsjKzBjkyEZHuhZIdfRcnjczRBdmFADR2NCrZIeKApEt29FI8ydPLOT0WT1JhJXd0nv6RQbtXU2snr75fwQmzShkzctig3VdEZKi46f6l/Pxrp/X9xiS0vu5DfrTsTl7e9hJj88bxi48+wGUzP0MGGQQj/wsGycrIIjMj0+1wRUT2q22tYV7J/D7fF5mjC8JFlRs76ikdVpro8ERSXtIlOyQ1tHzru4N2r1dW7KC9o4sLTp4yaPcUERlK6ps63A6h3xo7Gvj+27fxxIdLyM8q4LaTvs+iOdcyLEtJbREZGmpaa2Ja2RGZowujVnaISPyU7JAhrbXdz/97byfHHDGKCaXqxCEiMhR5qqooXLQQb9lq/LPn8tpPv8VXV3yLHY3b+crc67jpuG8z0lfsdpgiIjFr72qnoaO+z7az0SLbWNR+VsQZSnZIQhRdEaqEX/+H/03off75QQXNbX4uOGVKQu8jIjKUTR5d4HYIvSpctJCsFcsJdvn5edY73PbKpxlTOIG/XvwSJ449ye3wRET6ra61FiCmlR2ROTp//zYWrewQcYKSHZIYbW0Jv0WnP8A/3t3B0VNGMHVsYcLvJyIyVN35pRPcDqFX3rLV7Pb5+eIl8I/pAS6zmfzXT5Yy3DfC7dBERAakprUaiC3ZEZmjD2xj0coOESfE1vRZJAkt/3AP9c0dfOLESW6HIiKS1B59cb3bIfSozd/GvZ8sYe51sHQSPPRCBk9sWaBEh4gMadXhZEcs21gic/SBAqVKdog4QckOGZKCwSB/X76D8aPyOHrKSLfDERFJam+sqnQ7hMO0d7XzuzW/4cQn5vPNo7ZwZHshyx8fxtWZJ9G4+PduhyciEpfa1hoASmJIdkTm6IIsFSgVcZK2sciQ9OG2veysbuJL583C4+mxK7GIiCSZjq4OfvXur/jR6/9JZXMFJ409hQc+/htOHXc6nts81LsdoIiIA2rCyY5YtrFEZGVmkevNVYFSEYco2SEJ0XH2uQm9/svv7qAwL5uTjh6T0PuIyMGMMfcAlwFTgDnW2jJjTDHwe2A60AFsBP7NWlsdPuck4CEgF9gKXGmtreprTFLP5vLl3PCni3ivqJlT9hbwywuXcNrsi5S0FpGUU9NaTVZG1v4OK7HKzyrQyg4Rh2gbiyRE6w030nrDjQm5dmVNM6vLaznr2PFkefV/YZFB9ixwBrAt6lgQ+Km11lhr5wDlwN0AxpgM4HHgBmvtTOCNWMbEWT+74VRX7x8MBvnD+if42AvnsCWrmb/8Ed58oIULvvdrJTpEJCXVtFYzKrckpjkueo4uzCmkSSs7RByhlR0y5Lz87g6yvBmcecx4t0MRSTvW2qUAxpjoY3XAa1Fvewe4Lvz6OKAtch7wa0IrOK7pY0wctG13IyMKcly5d0N7Pd95/Rs8s+lpPrIrg8f/DBMaALrwlq12JSYRkUSrba2JeQtL9BxdkFWgbSwiDtGvxSUhii7+JEUXf9Lx6zY0d/B22W5OnT2GwmHZjl9fROITXq1xHfBc+NAkolaBWGtrgAxjzMg+xsRB9z09+EmFps4mni//K2f96TSeK3+WW0+8gxfXnsj4ltDvWYJeL/7Zcwc9LhGRwVDTWk1xbnFM742eowtyirSNRcQhWtkhQ8o/P6jA3xXg7BMmuh2KiHTvl0ATcP9g3bC4OL/b4yUlBYMVwqCI93kS/fUIBoPYWsuLG1/kb5v+xhvb3qCjq4Opw6ey9JqlnDThJDjmerj8cli5Es/8+WT/+c8p9X1KpWeB1HsekcFU01rDtOEz+n1eQVYBNS0qXSXiBCU7ZMjo9Hfx6vs7mTu9mLHFeW6HIyKHCBcvPQL4lLU2ED68HZgc9Z5RQMBaW2eM6XGsP/etrW0iEAgedKykpIDq6tT5zZgTz5PIr8frO/7JHW/dyod1awGYNfJIvjLnOj42+WwWjDmJ7Mzs0P0zhsHTLxz8PCnyfdL/53qXkeHpMTEpkopq+rGNJVphTqFWdog4RMkOGTKWrd1DY0snn1gwye1QROQQxpgfE6rBcb61tj1q6D0g1xhzWrg2x7XAn2MYEwctPNf0/aYB2N6wjTvf/h4vbH6OyYVTuPuMn3H25E8wsUDztIikr+bOZlr8zTEnO6LnaNXsEHGOkh0yJASDQf7x7g4mleYza9Jwt8MRSVvGmPuAS4ExwCvGmFrgM8AtwAbg7XDx0i3W2kustQFjzFXAQ8YYH+H2sgC9jYmzzpzvbEHnVn8rv3z/59z/wS/I8GRw64l3cO28r+Hz+hy9j4jIUFTbWgPAqNxRMb0/eo4uyC6gsaOBYDCoblUicVKyQxKi/cJLHL3e1t2NVNQ0s/Bco4lfxEXW2huB7vpK9/gfprX2bWBOf8fEOdfc/SoP33xW3Nepa6vlyQ8f53drHqKiaScXz7iUO0/+EeMLJjgQpYhIauhvsiN6ji7ILiJIkGZ/M/lZ2volEg8lOyQh2q75iqPXW7Z2N95MDyfMKnX0uiIi0rcP9rzHI2sX8+zGp2nrauOksadw/8ce4tTxp7sdmohI0qlprQYYUM2OguxQYeDG9gYlO0TipGSHJEZLS+jjsGFxX6orEGD5uj3Mmz6KPF9W3NcTEZHYvL9nBbe8+W0+qHqfYd48PjvrC3xp9iKOKj66z3M9VVUULlqIt2w1/tlzaVi8hGCpEtYikvpqwis7imNc2RGtMLsQgMaORsY6GpVI+lGyQxKi6POfBqD+2b/Ffa11W/fS0NLJybPHxH0tEZF0NG96cb/PeWLdEr77xjcpGVbKf53+31w+8woKc4piPr9w0UKyVizH4/eTtWI5hYsWUv/cS/2OQ0RkqKlpi2xjiW1lR/QcHVnZ0dBR73xgImlGyQ5JesvKdpPn8zJnWv9/WBcREfj65fNifm9HVwffW/pdHlv7O86Y8FF+c87DjPT1f/71lq3G4/cD4PH78Zat7vc1RESGoj3Nu8jLyicvKy+m90fP0QXZoaSy2s+KxC/D7QBEetPa7uf9DdWcMKuULK/+7yoiMhD3/nlVTO/b07ybS/56Po+t/R03zP86f7jg6QElOgD8s+cS9IZ+pxL0evHPnjug64iIDDWVTZWMz4+9C1b0HB1Z2dHUqWSHSLy0skOS2gcbq+nwBzjpaG1hEREZqFXltX2/p+oDrvzbZ2nsaOA3Zz/CxUdcFtc9GxYvOaxmh4hIOtjVXMHYvHExvz96jt6/jaW9wfG4RNKNkh2S1Jat3cOoIh8zJsS+T1xERPqnsqmCz79wOT6vjxcufYWjR82O+5rB0lLV6BCRtFTZVMmZEwfW7nt/gdJOJTtE4qVkhyRE2xVfiPsa+5raWbe1jvNPnkKGx+NAVCIicqg2fxvXvHQlLf4Wnr7oeWaNPNLtkEQkBsaYXCBgrW13OxY5wB/ws6dlN2PzY1/ZES0v3G5WKztE4qciCJIQ7Vd8gfY4Ex7/WreHYBBOPnq0Q1GJiKSnh2/u/jeMwWCQ777xTd6veo/7P/aQEh0iScwYc48xZkH49flAHbDXGPMpdyOTaHuadxMIBhiXF3vNjug5OjMjk/ysAhpVs0Mkbkp2SEJ4amvx1Pa9R7w3y9buZsqYAsYWx1bJWkREuvfayopujz9c9lueWv843zzuO5w/Tf9eEklyXwDKwq/vAK4ELgR+7FpEcpjK5tB8258CpYfO0QXZBTRqZYdI3JTskIQo/PJVFH75qgGfX1HdxPY9TZyswqQiInFb8pI97Niyyre4/a2bOWfyufzHgu+5EJWI9NMwa22LMaYYmGatfdpa+wow2e3A5IBdTZUAjO1HsuPQObowu5CGDiU7ROKlmh2SlN5Zt4cMj4cFR2kLi4iI0yoad/Llv1/F5MIpPPjx35Lh0e8+RIaADcaYLwAzgH8AGGNGAa2uRiUHiazsGNePbiyHyvXm0ubXt1UkXvrpRpJOIBjknbW7OXrqSIryst0OR0Qk5dz02tdo87fz2LlPUZgTf7crT1UVRReeS/G0cRRdeC6eqioHohSRQ1wP3ACcBdwePvYJ4GXXIpLDVDZVMsw7jKKc4QO+hs+bS3uX6s6KxEsrOyTpbN3VSG1DO5ecMc3tUEREUsKNl83d/7qjq4NllW9xzeyvMnOkceT6hYsWkrViOR6/n6wVyylctFBtZ0UcZq19FzjlkGNPAE/Ecr4x5h7gMmAKMMdaWxbeEvN7YDrQAWwE/s1aWx0+JwisAQLhy1xlrV0T/9OkrsqmCsbmj8PTj06C0XM0QE5mDs2dzU6HJpJ2lOyQpLN2S6iw6expxS5HIiKSGiaPKdj/2tZ9SHtXO8eUHuvY9b1lq/H4/QB4/H68Zasdu7aIHGCMORu4Aii11n7KGHM8UGitfTWG058F7gXejDoWBH5qrX0tfP3/Bu4Gvhz1nlOstU1OxJ8OKpsqGJc/oV/nRM/RAD6vj7q2OifDEklL2sYiCdF29Zdpu/rLfb+xG2u31DF5dAGFw7SFRUTECd964K39r1dVrwRgbul8x67vnz2XoDf0+5Og14t/9tw+zhCR/jLG/DvwK0KrL84IH24FfhTL+dbapdbaHYccq4skOsLeQQVP47KrubLf9Tqi52iAnEwf7V1tToYlkpa0skMSov3iywZ0Xmu7n/LKBs5ZMNHhiEREBGBl1QcUZhcxtdC5rYINi5dQuGgh3rLV+GfPpWHxEseuLSL7fQP4mLV2qzHmu+Fj6wFH9qMZYzKA64DnDhl6zRjjBV4Evm+t7VcxieLi/G6Pl5QUdHt8qCopKaAr0MXu5l3MKJ3a7+eLfn9RXj6dtR2ufo1S7fsDqfdMqfY8iaBkhyRERsVOAALj+7eMz+7YR1cgyOwpIxMRlohI2ltd/QHzSub3az95X4KlparRIZJ4BUBkZUYw/DGLUK0NJ/wSaALujzo2yVq7wxhTSKi2x+3Abf25aG1tE4FA8KBjJSUFVFc3xhlu8og8z+7mXXQFuyjyjOr38x30fr+Xlo5W175Gqfb9gdR7JqefJyPD02NicijTNhZJiIIbvkrBDV/t93lrt9SR7c1gxoSBV7AWEZGDnTEvtKS6vaudtbVlzCs9xuWIRGQA3gBuPuTYjcA/471wuHjpEcBnrbWRYqREtr1YaxuAxcCp8d4rlVU2hdvO5vdvG0tkjo7wZebQpm0sInFLupUd3VWKDh+fCTwGFAO1wEJr7cZ4xiT5rNtax8yJw8nyKg8nIuKUq8+bBcD62nV0BjqZX6Jkh8gQ9O/A88aYrwAFxhgLNAIXxHNRY8yPgeOA86O3qBhjRgBt1trW8DaWTwMr47lXqqsIJzvG5o/v13mROToix+uj3a9kh0i8kvFflM8SKrq07ZDjvwYesNbOBB4AHnJgTJJIXUMbu2pbOHqqtrCIiDjprkfeBaKKk5Y4V5xURAaHtXYXcALwGeDzwBeBBdba3bGcb4y5zxizE5gAvGKMWWuMORq4BRgHvG2MWWmMeSZ8yizgX8aYVcBqoJPQNhbpwa5wsmN8P5MdkTk6Iie8siMYDPZwhojEIulWdlhrlwIYc6DWkjGmFDgWODt86CngfmNMCeAZyFikf7gkj7VbQi22jla9DhERR23bE9rXu6r6A4bnDGdy4RR3AxKRAbHWBoHlwHJjzEeB04HXYzz3RkLbXg7VbQEfa+1w7L+SAAAgAElEQVQyQK2V+qGyuRJfpo8ROf37WTYyR0fkenMB6Ah0kJOZ41h8Iukm6ZIdPZgIVFhruwCstV3GmMrwcc8Ax2JOdiSiWEsqVs896JmyMg8/1ofyXY2MKMhh/lFjHCmcl4xfY8XkrKEcu4gbVlZ9wNySYxwtTioig8MY8zpwq7X2rXA3lm8CfmPMA9baH7scnhBa2TE2f1zcc2wkwdHmb1WyQyQOQyXZ4aruqkjHI9WqAcPhz5S96HoAOmJ8zkAwyPu2ijnTiqmpaXI8nmSgmJx1aOypWkVaxAlF+dm0+dtYX7eO6+b9u9vhiMjAzAbeCb/+CvBRQjU73gKU7EgClc2VjMvr3xYWCM3R0XIyfQC0dbVT5EhkIukpGWt2dGcHMN4YkwkQ/jgufHygY5JAHZ84j45PnBfz+3fsaaKptZPZqtchIuK4n3/tND6sXUtnoFOdWESGrgwgaIyZDnistevC3VJGuByXhO1qqmRsPzuxQGiOjubzhpIdKlIqEh/Hkx3GmKOMMaPDr/ONMXcZY+40xgwb6DWttVWEqj9/Lnzoc8AH1trqgY4NNBaJTeamjWRuir3pzdqtoXodR03R39ciiZSIOVqS37Nvbt5fnHRenMVJPVVVFF14LsXTxlF04bl4qqqcCFFE+rYUuB+4B3gGIJz4qHEzKAkJBAPsGuDKjmff3HzQ55GtK+1d7d29XURilIiVHU8Bw8Ov7yHUWeUkYuyC0l2l6PDQtcC/G2M2EGq9dW3UaQMdkwTJ//bXyf/212N+/9otdUwoyacoX/sSRRIsrjlahqbn3trKquoPGOkbycSCSXFdq3DRQrJWLCejqYmsFcspXLTQoShFpA9XA/sIdUb5fvjYLOBel+KRKNWt1XQGOhlX0P9kx3NvbT3oc1+4QGmbv9WJ0ETSViJqdkyx1lpjjAe4FDgKaAW2xHJyT5WirbXrgRN7OGdAY5Ic2ju72LhzHx87boLboYikg7jmaBm6QsVJ58ddOM9bthqP3w+Ax+/HW7baifBEpA/W2lrg1kOOveBSOHKISNvZgazsONT+AqVd2sYiEo9EJDvajDEFhH6A3m6trTHGeAFfAu4lKWDDjn34u4JqOSsyODRHpym790POnvyJuK/jnz2XrBXL8fj9BL1e/LPVmVJksBhj5hNqNzuKqJax1to7XAtKAKhsqgRg3ABqdhzKFy5Qqm0sIvFJxDaWJ4FXgceAR8PHjkW/NZQerN1ShzczgyMmDu/7zSISL83RaejyTw3DH/AzN856HQANi5fQefwCAvn5dB6/gIbFSxyIUET6Yoz5KqHOK2cB3wXmAN8CZrgZl4Tsag6t7Bg7gJUdd1x9/EGf53jDNTtUoFQkLo6v7LDW3mSMOQfotNb+M3w4ANzk9L0kNazbWscRE4rIycp0OxSRlKc5Oj1t3GsBmO9AJ5ZgaSn1z70U93VEpN/+AzjXWvumMWavtfYSY8x5wBVuByahlR3ZGdkU5xbHfa3o1rMiMnAJaT1rrX0Z2GSMOSn8+Qpr7auJuJckp5abvkPLTd/p8337mtrZWd2slrMig0hzdPpZuXQio3JHMT5ftZFEhrBSa+2b4dcBY0yGtfZF4FNuBiUhFU07GZM/jgxP//959YNHVxz0eW649awKlIrEx/GVHcaYSYSq/c8HgkC+MebThDLRi5y+nySnzo98NKb3rd0SaTmrZIfIYIh3jjbG3ANcBkwB5lhry8LHZxLaGlMM1AILrbUb4xkTZzlRnFREXLXTGDPFWrsV2ABcZIypATrcDUsAdjVXMj4//uKkcGBlh2p2iMQnESs7HgJeAAqAzvCxfwBnJ+BekqQy16wmc03fFfpXl9dSlJfNxNH5gxCViBD/HP0soXa12w45/mvgAWvtTOABDm5lO9AxcUBLZwsA80vi38IiIq76KXBk+PUPgMcJ1WC6y7WIZL/KpgrG5sVfnBSit7GoZodIPBKR7FgA3G2tDRD6rSHW2nqgKAH3kiSVf/vN5N9+c6/v8XcFKNtSx9zpxWTot40igyWuOdpau9RauyP6mDGmlFCR06fCh54CjjXGlAx0bMBPJ4dZW7uGDdl/YK6SHSJDmrX20fC2FcIfRwAjrLW/cjcyCQaD7GqqZNwAV3ZceOqUgz737S9QqpUdIvFIROvZPYSqQm+IHDDGHAVsT8C9ZAgrr6intd3P3Omj3A5FJJ0kYo6eCFRYa7sArLVdxpjK8HHPAMeqY715cXH3K8NKSgoG/kRJaKDPs3nLejb4/sDHjvxvSgqT52uSat8fSL1nSrXnGarC2w8/Zq19JPq4tbbDGPN5Y8wr1tqdLoUnQE1LDR2BDsYNcGXHxadPO+hzX2YuoJodIvFKRLLjHuD/jDH/BXiNMZ8DbgXuTsC9ZAhbtamWzAwPR00Z4XYoIukk5ebo2tomAoHgQcdKSgqorm50KSLnxfM8Szcv45ymR8luK6S6PTm+Jqn2/YHUeyannycjw9NjYlL6dAfwXg9jOeHxrw5eOHKonQ2hXNPYAa7suOn+pfz8a6ft/9yb4SXDk0G7trGIxMXxbSzW2oeB7wCXAzuALwK3W2ufcPpeMrStKq9h1qTh5OYkIucmIt1J0By9AxhvjMkECH8cFz4+0DFxyKrqD8gODFdxUpGh6yxC9Tm68wSqi+e6HQ2hv7YGurKjvungGrMejwdfpk+tZ0XilJB/ZVpr/wr8NRHXltRQta+VXbUtnDnfmarVIhI7p+doa22VMWYl8DlCP5B/DvjAWlsNMNAxiV+rv5UNey0z3A5EROJRAjT3MNYKaD+wyyIrO8YVONfeOyczRys7ROKUiNaznwNWWms/DLcU/C0QAK6z1q53+n6SnJpvvbPX8dWbagCYO6N4MMIRkbB452hjzH3ApcAY4BVjTK219mjgWuAxY8wdwF5gYdRpAx2TOG2p30wgGKBouN/tUERk4HYRahf+fjdj84DdgxuOHGpnw068GV5KcgdWX3vy6MPr4+R4fSpQKhKnRKzs+BFwSvj1z4B3gSbgQULL8CQN+Bec2Ov46vJaxowcxugRwwYpIhEJi2uOttbeCNzYzfH1QLf/4Q90TOK3pX4zAF+8VL/4FRnCngR+Y4y50FpbGTlojBkH/Iqet7jIINnZsJOxeePI8AysQsCdXzrhsGO+TB+tKlAqEpdEJDtKrLV7jDE+4DTg00AnUJOAe0mS8i7/F9B90qOtw8/67Xs561jnlvqJSMw0R6eRSLJj+fJM5l/gcjAiMlD/SahN90ZjzHJCKz3GEmol/o/wuLgokuwYqEdfXM/V58066JjP66NdNTtE4uJ4gVKg2hgzAzgPeNda2w74CLUYlDSR9+O7yPvxXd2Ofbh1L/6uIPOmawuLiAs0R6eRLfWbKfYV805ZrduhiMgAWWs7rbUXAhcB7xBajfcOcKG19mJrrfapuWxnw07G5Q882fHGqsrDjuVk+lSzQyROiVjZ8UNC7bG6gM+Gj30cWJWAe8kQtKq8ltycTI6YONztUETSkeboNLK1fjNTiqZBVf/P9VRVUbhoId6y1fhnz6Vh8RKCpaXOBykiMbHWvgK84nYccrBgMMiOhh18fOK5jl43JzNH3VhE4pSI1rOPElpaN8Fa+4/w4XeAK5y+lww9wWCQ1eU1HD1lJN7MRCwsEpHeaI5OL1vqNzO1aNqAzi1ctJCsFcvJaGoia8VyChepdqyIyKH2ttfR5m9jfL6zHQZ93lzaVLNDJC6Jaj3bAmCM8RBaGq294ALA9j1N7GvqYO50FcsTcYvm6PTQ5m+jomknU4umseiGU/t9vrdsNR5/aHW8x+/HW7ba6RBFRIa8yqbQFpSxcSQ7ftbNHO3LzGFf+94BX1NEEtN6djxwP3AGcOg+hUyn7ydDy+ry0L+p5qheh4grNEenj20NWwkSZGrRNLbtbmREQU6/zvfPnkvWiuV4/H6CXi/+2XMTFKmIyNC1q6kCIK6aHd3N0aHWs6rZIRKPROwj+DXQAXyMUAGlY4HngGsTcC9JUk0/vJumH9592PHV5bVMHVtIUV62C1GJCJqj00akE8u0ounc93T/V2U0LF5C5/ELCOTn03n8AhoWL3E6RBGRIa+yObSyY1zewFd2dDdHh2p2KNkhEo9EbGM5BZhkrW02xgSttauMMV8G3gZ+m4D7SRLqmnP4bwAbWjrYXNnARadNdSEiEQnTHJ0mIsmOUM2Olf0+P1haSv1zLzkclYj0hzHmTSDY1/ustWcMQjjSjV1NFWR6MikdNtrR6/oyfbRpZYdIXBKR7OgCIi2w9hljSoAGwNmqPZLUsl7/JwCdH/no/mNrymsJAnNnaAuLiIs0R6eJLfXlDM8ZzgjfSLdDEZGBWxz1ejpwDfAYsA2YBHwReNiFuCSsoqmCsQVjycxwdieoz6vWsyLxSkSy41/AJ4FngL8DfwRagRUJuJckqWE//28A6qOSHSs31lCUn82k0QVuhSUimqPTRnQnloXnGpejEZGBsNY+FnltjHkH+IS1dm3UsScJJTvudCE8ASqbKphYODGua3Q3R+dk+mhX61mRuCSiZsdVwOvh198AXgXKgM8n4F4yRLS2+1m9uZbjTSkZHo/b4YikM83RaWJLw5b9yY4z52vhjkgKOBIoP+TYFmCWC7FI2LbGbUwZPiWua3Q3R+d4c2jztxEM9rmLSUR64PjKDmvtvqjXrcCPnL6HDD0rN9XQ6Q+w4MhSt0MRSWuao9NDR1cHOxu38+mZnwHgmrtf5eGbz3I5KhGJ0+vAo8aY24GdwETg+8CbbgaVzvwBPxWNO5g6PL7fF3Q3R/syfQQJ0hnoJDtThf1FBsKxlR3GmKuNMX/oYewpY8yVTt1Lhp53P6xiREEO08cXuR2KSFrSHJ1etjdsIxAMMK1outuhiIhzrg5/XAs0A2sAD/AltwJKd5VNFXQFu5g6wvni+zmZPgDa/K2OX1skXTi5suNa4Loexu4m1O7wcQfvJ0NES1snazbX8rHjJmgLi4h7NEenkS31oZXukW0sIjL0WWvrgCuMMRlACVBtrQ24HFZa2964DYCpw51Pdvi84WRHVzuFjl9dJD04meyYYa39oLuBcGvDIxy8lyS5pnvu3f/6/Q01dAWCLDjS2ZZcItIvmqPTyIG2s6GVHfOmqwuWSCowxswCLgdGW2u/ZowxQI61dnUM594DXAZMAeZYa8vCx2cS6vBSDNQCC621G/sak9AqOiC0ssPfx5t70d0c7Quv7FBHFpGBc7JAaaYxptv+duHjzvZjkqTWNeMIumaE/u20fP0eRhX5mDpWXVhEXKQ5Oo1sadhMQXYhxb7QD9Bfv3yeyxGJSLyMMZcTqs8xHlgYPlwA/E+Ml3gWOINQ29povwYesNbOBB4AHopxLO1tb9hKhicj7m4s3c3ROd4cANr96sgiMlBOJjveJtT7uztfApY5eC9Jctl/f5Hsv79IU2snH27dywlHluLRFhYRN2mOTiORtrOReffeP69yOSIRccAPgI9ba68FusLHVgExZTOttUuttTuijxljSoFjgafCh54CjjXGlPQ2Ft9jpI5tDduYkD+RrMysuK7T3RwdqdnR2qWaHSID5eQ2lruA/2eMmQQ8DewCxhJaLnc1oDLwaST3V78E4L3Rc0NbWGZpC4uIyzRHp5HN+8qZV3LM/s9Xlde6GI2IOKQUiGxXCUZ9jKc36USgwlrbBWCt7TLGVIaPe3oZq471BsXF+d0eLykZ+it+d7XtZHpxqDZSPM+zqrz2sPPH1IcWYw4ryHTla5UK359DpdozpdrzJIJjyQ5r7XJjzDnAT4HrCa0aCRD6beEnrLUrnLqXDB3LP6xi9IhcJo3u/i86ERkcmqPTR2dXJzsat3PJEZe5HYqIOOs94CpgSdSxK4Dl7oQTm9raJgKBg/MxJSUFVFc3uhSRczbVlvPxSecAxP08h57f1hSqPbu7po7qnMH9WqXK9ydaqj2T08+TkeHpMTE5lDm5sgNr7TLgdGNMLjAC2Gut1dqrNNXVFWD99r2cf/IUbWERSQKao9PDjqbtoVaI/Wg766mqonDRQrxlq/HPnkvD4iUES0sTGKWIDMCNwMvGmC8DecaYvwMzgXPiuOYOYLwxJjO8ciMTGBc+7ullLO21+lupatnDpMLJCbl+Tma4ZocKlIoMmKPJjojwD8/6ATrNNbZ0EgzCgiP1A7NIMtEcndq2hjuxTIlqO/vwzb3vUipctJCsFcvx+P1krVhO4aKF1D/3UkLjFJH+sdauD3djuQD4P0JJh/+z1jbFcc0qY8xK4HOE2o9/DvjAWlsN0NtYutvRsB3AkWRHd3N0TqT1rAqUigxYQpIdiWKMuQD4IaFMswe4y1r7v2qZlZwaWjoYNyqPCSWptyRKRCRZHWg7eyDZ8drKCs6cP77Hc7xlq/H4Q30TPX4/3rI+u1iKiAustS3AnwZyrjHmPuBSYAzwijGm1lp7NHAt8Jgx5g5gLwc6vdDHWFrb3rgVgEkFU+K+VndzdKT1bJsKlIoM2JBJdhhjPMDvgdOttWXGmLnAW8aYZznQFutxY8yVhNpiRVKkvY1Jguz8yf38eMm7nDpLqzpERAbTlvrNDPPmUZp7YP5d8pLtNdnhnz13/8qOoNeLf/bcwQhVRPohXGD6TuAY4KDfJIVbw/bKWnsjoa0whx5fD5zYwzk9jqW7bQ2hDr6THVjZ0d0c7Quv7FDrWZGBGzLJjrAAUBR+PZxQN4FRhNpinR0+/hRwf7gtlqenMS3BS6x3GrKoLijhBG1hEREZVIe2nY1Fw+Ilh9XsEJGk82dgPXAH2orouu0N2/Bl+igdlpiOgzn7V3aoZofIQDmS7DDGxLRSwlr76kDvYa0NGmM+A/zVGNMMFACfxMWWWfFIxVZB0c8U/POfuLQzwNxZFyVFPMlCMTlrKMc+mAZjjpbksbm+nKOKZ/frnGBpqWp0iCS/WcDJ1tqA24EIbG/cxsSCSQkrwu9TgVKRuDm1suN3h3w+nlDP71pCtTI8wE5gGgNkjPECtwAXWWvfMsacSmjP4lUDvWasumuZFY9Ua30EBz9Tc1snc1/5C8WFPqqrv+N6PMlCMTnr0NhTtWWWQxI+R0ty8Af8bG/YxvlTLzzo+I2XaVuKSAp4HvgI8E+3A5HQyg6nOrF0N0cfKFCqZIfIQDmS7LDWTo28NsbcSuiH59uttS3GmGHADwj9UB2P+cA4a+1b4Xu+FV7h0YZaZiWVD7fuZQKQl5tFh9vBiMhgzdGSBCqadtIZ6DyoOCnA5DFaBSWSAm4E3jbGlAN7ogestde4E1L62t64jRPGLHDkWt3N0dkZ2XjwaBuLSBwyEnDNm4Cbw9WiI1WjbwG+Ged1dwITjDEGwBhzJDAa2AhE2mJBVFssa21VT2NxxiK9WLe1jgyPB192ptuhiMjhEjVHSxLorhMLwLceeMuNcETEWY8AXcCHQMUhf2QQ7WvbS337PiYVTnHket3N0R6PB5/XpwKlInFIRIHSZmABEP1f7QlASzwXtdbuNsZcB/zFGBPZq3iNtbbOGKOWWUmkbEsdl/q8CdvDKCJxScgcLcmhp2SHiKSEswitch6a+09TyPbGUCeWSQXObGPpSU5mjmp2iMQhEcmO24GXjDHPE9ouMhG4ALgh3gtba58AnujmuFpmJYmqvS3U1LeR58tyOxQR6V7C5mhx35b6zeR6cxmdN8btUETEeasJbUNUssNlTrad7U1Opo/2Lq3sEBkox5Md1trfG2PeAy4jVB9jPfAja+06p+8lyWft1r0A1PzmUTKGD3M5GhE5lObo1LalvpwphVPJ8By8S/WMeeNcikhEHPQq8LIx5hEOr9nxsDshpaft4WSHUwVKe5qjc7w+Wv3qMiwyUIlY2YG1dp0xZj0w2lq7KxH3kOS0dksdxYU5jJo2gaC2sYgkJc3RqWtL/WZmDJ952PGrz5vlQjQi4rDTCNXnOOeQ40FAyY5BtL1xK0U5wynKGe7I9Xqao3O1skMkLo4nO4wxw4EHgU8DnUCeMeZCYIG19jan7yfJoysQ4MNtezlhVgm+Pz4JQPsVX3A5KhGJlsg52hhzAfBDQp2wPMBd1tr/NcbMBB4jtPy6Flhord0YPqfHMemfrkAXW+u3cPbkcw8bu+uRd7nzSye4EJWIOCHcUfD3wJPWWhVxcNn2hm2O1uvoaY7O8fpoV+tZkQFLRDeWXwP1wGTY33l0GfDZBNxLksjWXY20tvs5aspIfH94At8fDiuvIiLuS8gcbYzxEPpB/Cpr7XzgKkLFoTPC93zAWjsTeAB46JB4ehqTftjVXElHoKPb4qTb9hzY4u+pqqLownMpnjaOogvPxVNVNZhhisgAWGu7gP9RoiM5bG/Y5tgWFjh4jo6Wk5lDm1Z2iAxYIpIdHwNuDC+NDgKEW72WJuBekkTWbqnDAxw1ZaTboYhIzxI5RweAovDr4cAuYBRwLPBU+PhTwLHGmBJjTGlPYw7EknY215cDMKVoaq/vK1y0kKwVy8loaiJrxXIKF6lJmcgQ8bwx5lNuB5HugsEgOxq3J6wTS3RCOm/tetpaGwZ8vhLaku4SUbOjntAPt/v3gRtjJkV/Lqlp7dY6Jo8pID9XnVhEklhC5mhrbdAY8xngr8aYZqAA+CShbi8V4d9KYq3tMsZUho97ehmrjvXexcX53R4vKSmI44mST1/PU7V1JwAnTj+GksKD3zuyMOfA+WvXgN8PgMfvJ3vtGle+Vqn2/YHUe6ZUe54U4AP+YoxZRqibVjAyYK1V1nKQVLXsoa2rzdGVHUX52ftfRxLSHr+fYXUeGjav79e1os+PJLTrn3vJsVhFhpJEJDsWA08bY74HZBhjTgZ+TGipsqSolrZOyisaOO+kSW6HIiK9S8gcbYzxArcAF1lr3zLGnAr8idB2loSqrW0iEAgedKykpIDq6tTpzhjL86zcuYZh3jyy2wqpbj/4vfdcf+r+84uOnrP/B+Gg10vn0XOoH+SvVap9fyD1nsnp58nI8PSYmJSYlYX/iIu2NmwFYErhFMeu+fOvnbb/tbdsNZ5wQjq3M0h7Z/+6sUSf7/H78ZatdixOkaEmEcmOnwCthPZeZxGqDv0QcG8C7iVJYs2mGgLBIEdrC4tIskvUHD0fGGetfQsgnPBoBtqA8caYzPDKjUxCLW93EFrZ0dOY9NOmfRuZPnwGnm46YT375mYuPj1Uy6Nh8RIKFy3EW7Ya/+y5NCxeMtihisgAWGvvcjsGge3hZMckB5Md0XO0f/bc/QlpX5eH1tzsPs4+WPT5Qa8X/+y5jsUpMtQ4nuyw1gYJ/dCs5EYaWbmhmuysDKaPD23Xr3/yLy5HJCLdSeAcvROYYIwx1lprjDkSGA1sBFYCnwMeD3/8IFwnBGNMj2PSP5v2buS40cd3O/bcW1v3/yAdLC3VkmaRIcIYc4a19o3w67N6ep+19tXBiyq9bW/cBsDEAudWM0fP0dEJ6ezhw2gpPjyB3RsltEUOSMTKDowxk4F5wEHrFa21TybifuK+DzZUMWvSCLK84Zq3w4a5G5CI9CgRc7S1drcx5jpC+8kD4cPXWGvrjDHXEurMcgewF4jeW97bmMSo1d/KjsbtfMZ8zu1QRMRZDwKzw69/18N7gsDhbZgkIbY3bGP0sDH4vL6EXD86Ie1541u0b+zfLxCV0BY5wPFkhzHmFuB2YB2hpdIRQUDJjhRUU99KRXUzp88dt/+Y7+HfAtB2zVfcCktEupHIOdpa+wRwWM9pa+164MQezulxTGK3pX4zQYLMGHGE26GIiLOujLyw1vbeakkGhdNtZ3vj8+bSrtazIgOWiJUd3wKOt9auS8C1JQmt27oXgKOnHqjXkfPcM4CSHSJJSHN0CirftxGAI4bP7Hb8jqu7394iIknvDaAQwBiz0VqrjOYgqG/u4MFn1rCjqomJpflcf8kcivJCtTO2N25jwZiTHL1fT3O0LzOHtq42gsFgt/WYRKR3iUh21AJbE3BdSVJrt9QxstDHuGJtXREZAjRHp6BNe0PJjmnDZ7gciYg4bJ8x5gJCq/HGGmOmEirufBBr7eZBjyyFPfjMGsor6gkEobyingefWcMtVx5HZ1cnFU07mTxIKztyMn0EggH8AT9ZmVmDck+RVJKIZMc3gN8YY34BVEUPWGu3J+B+4qJAIMiH2/Zy4uwxyjiLDA2ao1PQpn0bGZc3nrysvG7Hf/DoCh6+ucfahiKSvL4O/AKYDGQA5d28JwhkDmZQqW5HVRORjuaBYOhzgIqmnQSCAUc7sUDPc3ROuC5IW1erkh0iA5CIZEc2cA7w+UOOayJOQWu31tHU2skJR45xOxQRiY3m6BRUvm8j01WvQyTlWGufAZ4BMMY0WmsLXA4pLUwszd+/siPDE/q8vrmDnzzzDwCW/qud8yd17N/akig5mTkAtPnbKUjsrURSUkYCrvkgcCuh/YVZUX/0n2gKemNlJQXDslhwtJIdIkOE5ugUEwwG2bRvEzO0hUUk1RW7HUC6uP6SOUwfX4QvO5Pp44u4/pI5PPjMGjbVhXYL7avK58Fn1iQ8jlxvLgDtXW0Jv5dIKkrEyg4v8Ii1tisB15YkUt/UzspNNZx9/MQDLWcjY8/+zaWoRKQPmqNTTHVrNQ0d9cwY3vPKjgtPnTJ4AYlIouQbY74NzOfw1uFnuBNSairKy+aWK4876NiOqiaaPXvwBDPJCRTv39rihJ7m6MjKju6SHZ6qKgoXLcRbthr/7Lk0LF5CsLTUsZhEUkEiVnbcA9xsjFEBhxS3dM0uugJBTp831u1QRCR2mqNTTKQTy/Rekh0Xnz5tsMIRkcR5EjgZeB743SF/JMEmlubTmlFFbnAUmZ5MJpbm931SjHqao3MyQzU7Wv2HJzsKFy0ka8VyMpqayFqxnMJFCx2LRyRVJGJlx43AGOBWY0xt9IC1dlIC7icuCASDvLlqF2bicMYWHzMypfUAACAASURBVF4QL/eB+wBoveHGwQ5NRHqnOTrFbNy7AaDXlR033b+Un3/ttMEKSUQS4xSgxFrb7nYg6ej6S+bw1OM15HeM2b+1xSk9zdE+b88rO7xlq/H4/QB4/H68Zasdi0ckVSQi2XFlAq4pSWb9tr1U7WvlotOndjue/Y+XACU7RJKQ5ugUs2nfRnyZPiYUTOzxPfVNHYMYkYgkyGpgAt13ZJEEK8rLxp9dw7kzP8ktHz2u7xP6oac5OrKyo91/eH7LP3suWSuW4/H7CXq9+GfPdTQmkVTgaLLDGJMJPAwcpaxzantjVSV5Pi/HmxK3QxGRGGmOTk3l+zYybfgMMjyJ2JkqIknkVeAlY8wjwO7oAWvtw+6ElD7q2/dR01rNlKLB2xbo29969vCVHQ2LlxxWs0NEDuZossNa22WM6QJ8gH6QTlENLR28v6GaM48ZT5ZXnSpFhgrN0alp076NzBk1r9ux+uYOHnxmDR4P/Nfj73H9JXMS3ipRRBLmdGAncPYhx4OEEtmSQBv2WgDMyFmOX3vy6O47CvsiKzu6Dv8rO1haSv1zLzkei0gqScQ2ll8AfzLG/JjQhByMDFhrNyfgfjLI3l6zG39XkI/MG+d2KCLSf5qjU0hHVwfbG7ZxyYzLuh1/8Jk1lFfUEwxCeUU9Dz6z5rAOAyIyNFhrP+p2DOksUh/piBEzHb/2nV86odvjkW0sbf5Wx+8pkg4Skey4P/yxu6yzlgEMccFgkDdWVTJ9fCHjS3qpQu3zDV5QItIfmqNTyNb6LXQFu3rsxLKjqolAOJ0VCOJoq0QRGXzGmBHAp4DxQAXwvLV2r7tRDV2R1W87qpqYWJrf6+q3DXstOZk5TC6Y4ngcj764nqvPO3zFSM7+AqVajCkyEI4nO6y12jScwjburGd3XQvXfPLIXt9X/4f/HaSIRKQ/NEenlk3htrM9dWKZWJpPeUU9gSBkeHC0VaKIDC5jzMnAC8B6YBtwAfALY8z51tplrgY3REVWvwViWP22oW4904cfQWaG878XeGNVZbfJDp83F4C2blrPikjf9EOv9MvrKyvIzcnkhFmlbociIpL29ic7RnSf7Lj+kjlMH18E4HirRBEZdL8ArrfWnmKt/Zy19lTgOuA+l+Masvqz+m3Dvg3MTMAWlt74MntuPSsifXNkZYcx5iVr7bnh128StQc8mrX2DCfuJ+5obutkha3mtDljycnuPas97Gc/AaDlW98djNBEpBeao1NX+b6NlA4bTUF2YbfjRXnZ3HLlcVxz96uq1SEy9M0E/nTIsb8Av3YhlpQQ6+q3ls4WdjRs4wrz+UGN70DNDiU7RAbCqW0s0b2OFjt0TUkyb6/ZTac/wBkxFCbNevP10AslO0SSgeboFLVp38Yet7BE+9kNpw5CNCKSYBuBK4Ano45dDpTHe2FjzBTg2ahDw4FCa+1IY8xWoC38B+C71tq/x3vPZHD9JXMOq9nRnfJ9GwkSZOYIk5A4epqjc8IrO7prPSsifXMq2XERBybeDGvtIw5dV5JEIBjk1Q8qmD6ukMljum+PJSJJS3N0iirft5Hzp13U5/u27W5kREHOIEQkIgn0DeD/jDE3EqrZMQU4glDtjrhYa7cC8yOfG2N+wcH/Tvi0tbYs3vskm8jqt75E2s7OjKHtbH+Knkb0NEd7PB5yMnNUoFRkgJyq2XGOMcYTfn2vQ9eUJPLhtr3sqWvhrGMnuB2KiPSf5ugUVNtaS11bHUf0UK8j2n1Prx6EiEQkkay1bwPTCXXVeg/4JTAjfNwxxphs4AvAw05edyjbsHc9mZ5MphVN7/O9kaKnbR1d+4ue9qW3OdrnzaVd21hEBsSplR1LgWXGmA2AzxizpLs3WWsXOnQ/GWSvvreT/Nwsjp9V4nYoItJ/mqNTUF+dWEQkNRhjcoHp1tqycJvZx6PGZhtjWqy1Tv5r+EKgwlr7ftSxJ8JJ86XArdbafbFerLi4+zoYJSVDZ6XwtpbNTB85nfFjint8T+R5dlY3H1T0dGd1c0zP2tN7crN8eLICg/71Gkrfn1il2jOl2vMkglPJjsuBTwOTCRW+i3vvoCSPuoY2Vm6q4bwTJ5Plja3dVnDEyARHJSL9oDk6BZWHkx3TlewQSXX/QaiGxk3djH0J2Af80MH7XcPBqzpOt9buMMbkEOoIcz9wZawXq61tIhA4uC52SUkB1dWNTsQ6KMp2r2X68Jk9xhz9PBNK8g4qejqhJC+mZ+3pPdmeHPY2NQzq12uofX9ikWrP5PTzZGR4ekxMDmWOJDvC2eTHAYwxWdbau5y4riSH11ZWQBDOnN93YdKIhkce7/tNIjIoNEenpk37NpKdkc2kgsl9vnfhuYkpqicig+KzwNk9jP0P8A8cSnYYY8YDHwGuihyz1u4If2w3xjwIPOfEvYaKzq5ONteXc97U2EqjxFr0NFpvc7RqdogMnFMrO/az1n7fGFMEGCD/kLFXnb6fJJa/K8AbKyuZN2MUo4bnuh2OiMRJc3Tq2LRvI1OLppGZ0feKuzPnjx+EiEQkQcZbayu6G7DWVoQTFE75IvCCtbYWwBiTB3ittfXhbSxXACsdvF/S21K/GX/AzxEjZsb0/liLnkbrbY7O8fpoVzcWkQFxPNlhjPki8CDQBLREDQWBaXFe2wf8HPg4ofZXy6y1XzXGzAQeA4qBWmChtXZj+Jwex6RvK2wVDS2dfPTY/v09mvej7wPQfNv3HY9JRAYukXO0DK7yvRs5ItwGsa/q/9fc/SoP33yWW6GKSHyajTETIyssohljJnHwXB6vq4Eboz4fDTxtjMkEMoF1wPUO3i/pRTqxmBF9d2IZqN7maF+mjzYVKBUZEMeTHcCPCbWnejEB1/4poSTHTGtt0BgzOnz818AD1trHjTFXAg8BZ8UwJn345/sVlA7P5eip/avB4V2xPEERiUicEjlHyyDxB/xsbdiyf1l1pPp/IMj+6v/9/c2iiCStvxGau6/qZuyHwAtO3chaO/OQzzcDxzh1/aFow971AMyIcWWH03xeH22tjRRdeC7estX4Z8+lYfESgqWlrsQjMpQkItnhBV52+qLGmHxgITDBWhsEsNbuMcaUAsdyYC/jU8D9xpgSwNPTmLW22ukYU82OqiY27qznMx+dQYbH0/cJIjIUJGSOlsG1vWErnYFOZoTbzu6oajqo+v+OqiYXoxMRh91GqKPWKuB/gV3AWOASoBA4xcXYUt6GvZYJ+RPJy8pz5f45mTm0bn6PrBXtePx+slYsp3DRQuqfe8mVeESGkowEXPMnwG3GGKevPZ3QNpQ7jTErjDGvGWNOAyYSao/VBRD+WBk+3tuY9OGf7+8ky5vBaXPHuh2KiDgnUXO0DKJN+zuxzABgYmk+GeGcdIYn9Hm0edN7bpcoIsnNWrub0C/vngfOBb4d/vg8cFx4XBJkw17LzJGJLfLc2xydk+mjvaMVj98PgMfvx1u2OqHxiKSKRKzsuAkYA/yHMaY2esBaOymO62YS2k/+gbX2O8aYEwlN8pfHcc2YJKINT7L3RW5u7eSddXv4yDETmDopti0sBz1TVubhxwZZMn6NFZOzhnLsLkrUHC2DaNO+TQDMCLed7av6/9cvnzfoMYqIc6y1ewmt8LjN7VjSSSAYoHzfRv4/e3ceHlV5PXD8O5PJvpFtAiRAIMCFbCxhFQTcEVfc6gKoSKtFq21t61q3WrW2at1obdEq8rN1RXFDVARBkB2SsFxCWBK2TDayb5OZ3x+TRCAzWWfmzkzO53l4msy9973nEvo6OfO+50xJONul92lvjg4yBFEbEoDVYEZnNmM1GDCnZbg0HiF8hSuSHZ3uu91F+YAZ21YUVFXdqChKMVALJCiK4qeqalNzAaX+QAG2bSyOjnWavf7gPeENfZ6/3XqEuoYmJqcYOxXrmc8UHmsrp1Kp0XN64t+xxORcZ8buq/3BXcBVc7Rwo90lOcSH9CUqyJaM7qj6/4vv75SEhxBCdFFBZT615lqXFieF9ufoIL8gamIjaRyXfFrNDiFEx1zRenaNs8dsHrdYUZTvsNXfWNncZcUI7MPWAusGYGnz/25vqcmhKIrDY8KxTXsKSYwLZXC/iG5dX/mPxU6OSAjhDK6ao4V7ZRftJCOu88mLnXklHZ8khBDiNPtKbcVJWzpfuUp7c3SgIZB6a6PU6BCiG1zRetYf2xK7udhWURwD3gb+rKpqQw+HvwN4Q1GU54BGYK6qqicVRbkDeEtRlEeAMmyFTE+9xtExYUd5VT37j5Rz+dTBWocihHAyF8/Rwg1qGmtQy/Zy8ZBLtQ5FCCF82r6yfQAM16gTC9hqdtSZ63s0hs5kImLBPOnmInodV2xjeRaYgC3JcBgYBPwRW7Xo3/Rk4Ob2VzPsvL4XmOjgGofHhH3bc4uxApnD47o9RujD9wFQ/eRfnBSVEMJJXDZHK4oSBLwAnI+tTfgGVVV/0bwS7y0gBluh6XmqquY2X+PwmLBvT+kuLFYLGbGjtQ5FCOFGiqLEqKoqy7TcKLdMJS7Y2LplUAtBfkHUN9X1aIyIBfPw37JJurmIXscVyY5rgVGnTMaqoijbgJ308I20cI+tqon4qGAS4rrfYsuQk+3EiIQQTuTKOfpZbEmO4aqqWhVFiW9+/Z/Aq6qqLlUUZQ7wGnBuJ44JO7KLbFX40+M6X6Dujfvlr1QIH5CvKMo32FbjLZfVeK6nlu1luIu3sED7c3SQIYgmaxNmixmDvnu/uhlysqSbi+iVXNF6UNfF14UHqaptZG/+ScYqceh08iMTwge5ZI5WFCUM2zbBP6qqagVQVbVQURQjtpaJ/20+9b/AWEVR4to71pNYfF128U6iAqNIDOt8F/XVO466MCIhhJskAd8C9wEnFEX5l6IoU7UNyXdZrVZyy/YxzA1bWNqbowP9ggCoM9d2e3xzWgZWgy1RIt1cRG/iipUd7wOfKoryOLYOKoOw7Q9/zwX3Ek62c38xTRYr4xTZxyeEj3LVHJ2MbRvKo4qinANUNY9bCxxVVbUJoLkz1jFgALYEi6NjnS4k7agLj6+1Jm55nt1l2WQmZGI0dr6A9JIVKtde4NpuAl3laz8f8L1n8rXn8XbNBfZfAl5SFEXBVnvpbUVRrNgK8b+uquphLWP0JaaaQioaylGiXT93LlmhMmN0gt1jQYZAAOqa6gmje/+frFi8pE3NDiF6A1ckO/6A7Q3uq9iK3x0F/gc86YJ7CSfbqhYRFR5IUl95gyOEj3LVHO0HDMHW8er3iqJMBD7Ftm3Gpey1B/fmtsr2tDxPQ1MDWYXZjDJcxbUPfMYAYxgLZ6cTGRrQ4Rie9Pfhaz8f8L1ncvbzSHtwp+vb/CcC2AYkANsVRXlWVdVnNI3MR6hl7unE0pGWlR315u7X7bAajVKjQ/RKrmg92wA80vxHeJG6BjM5B0uZMbp/j7ewNCUPdVJUQghncuEcnQ+Yad6SoqrqRkVRirGt7EhQFMWveeWGH7YkSwG2lR2Ojgk71LK9NFoasJYnUNfYRN7RchYty+aBOZlahyaEcDFFUVKBOcCNQDW24s6jVFU90nz8T0AWIMkOJ8gtUwHcUrOjPUGG5mRHD4uUCtEbOa1mh6IoUxRFsdt6Q1GUZxRFmeSsewnXyD5QirnJQqYTtstXPfcSVc+95ISohBDO4Oo5WlXVYuA74ILmMYcDRmAfsAO4ofnUG7Ct/ihSVdXk6FhPYvFl2UU7AQhvGgKAxQoFpqoOr7v7atmfLYQP+B4IB65VVTVFVdW/tCQ6AFRVPQT8XavgfI1aupeIgEjiQ/o6PKe8uoGnl27lugc/5+mlWymv7l7N2Pbm6JaVHbU9WNkhRG/lzAKlD2KbhO1ZAzzkxHsJF9iqmggP8WdYYh+tQxFCOJ875ug7gAcVRcnGtjVmrqqqJ5tf/5WiKPuAXzV/f+o1jo6JM2QX78SfYMKt/QDQ62CAseOtAYNka6IQvqCvqqp3qaq6ydEJqqrKymonaSlO2t5q50XLssk7Wk5tvbl1pV13tDdHB/nZanbIyg4hus6Z21hGA442g30NvO7EewknazQ3sTOvhIkj49Hre96FJezeuwFkdYcQnsPlc7SqqgeAGXZe3wtMdHCNw2OirayinYwyjmJoRBQFpqrWmh0duffVH6T9rBBeSFGU+Wd8b/c8VVXfcEtAvci+MpULBl3U7jkFpipaSkZ1dqWdPe3N0YGt21jquzW2EL2ZM5MdEUAAtv3ZZ/KHbpYPFm6x61AZ9Q1NjHNSx0e/vP1OGUcI4TQyR3u5JksTu4qzmZNyMw9MlRodQvQScztxjhWQZIcTldWVUlRr6rA46QBjGHlHy7FYO7/Srqt+aj0rKzuE6CpnJjv2AhcCn9g5dmHzceGhtqomggMNjBgUpXUoQgjXkDnay+Wd3E+NuYa0WKm/IURvoarqOVrH0Bt9V/AtAOlx7c+3C2ens2hZNkeKqkmMC+3USrtTlVc3tG59eXrpVrvdtYJlZYcQ3ebMZMcLwGvN1fQ/VlXVoiiKHrgSW4vD3zrxXsKJzE0WduQWM3poLAY/Z5ZxEUJ4EJmjvVxW8Q4AMuJGd/naaaP6OzscIYQbKIqiU1XV2vy1wzdpqqpa3BeVb7Narby6/SWG9RnO1IRp7Z4bGRrAA3Myu92quaXmB+Cwu9ZPKzvsLcwUQrTHackOVVXfURSlL7Y2WIHNLQdjgXrgUVVV/+usewnn2ldwkuo6s1O6sAghPJPM0d4vq2gnQX5B3WqDeMvFI1wQkRDCDcqxbUMEW3tv6xnHdc2v+bkzKF/2/ZHVZBfv5IUZr6DXufZDwM7U/AhsLlBaJwVKhegyZ67sQFXV5xVFWQxMBmKAEmCDqqoVzryPcK6tahEB/npSB0c7bUxzWteW8QkhXE/maO+WU5xFSkwqBn3X/9P9+H828+it410QlRDCxVJP+XqwZlH0Iq/ueBFjSDzXKD9z+b06U/MjSLaxCNFtTk12ADS/af7K2eMK1zA3Wdi818So5FgC/Z33oUD1k39x2lhCCOeROdo7Wa1Wsop2cuXQq7t1/eHCri+vFkJoT1XVglO+PqxlLL1BdnEWqwtW8fCkx1pXVLhSS82P3CPlJCdE2q350RJHvRQoFaLLnJ7sEN5lR24xVbWNTM3op3UoQgghHDh48iAVDeVkxI3SOhQhhIYURbkcmI5tG6Ku5XVVVedpFpQPWbT9JUL9w7g5dX7HJ3dBSyHSU1uGR4YGtNb8mP/Mqja1OloEGYIB2cYiRHdINcpebl32caLCA0lNct4WFoDwXy4g/JcLnDqmEEL0VtuObwPodrIjMiyg45OEEB5NUZRHgdewvX+/FttWxIuAk1rG5SsKKvP5eP+HzE25hcjAPk4du6UQaV1DU2sh0lO1N0e31uyQlR1CdJkkO3qxssp6sg+UMCW9H3q9ruMLukB//Bj648ecOqYQQvRW245vw6A3MCI6pVvXv3DXVCdHJITQwHzgAlVVfwM0NP/vZUCSplH5iH/tXIROp+P2jIVOH7ujQqTtzdF6nZ4AfYDU7BCiGyTZ0YutzzmO1QpT0/tqHYoQQoh2bDu+DSVqZGuhuq76eO0BJ0ckhNBAH1VVc5q/blAUxV9V1U3YtrWIHjhZV8bbu99i9tBrSAhPdPr4A4xhtHyuaK8QaUdzdKAhiHrZxiJEl0myo5eyWq2szTrOiIF9MEaFaB2OEEIIO8qrG3jq7S2s3v8j1ooEyqsbujXO8h8OOTcwIYQW8hRFaenOkgP8UlGUuUCZhjH5hDd3vU6NuZqFo+92yfgLZ6eTnBBJUICf3UKkHc3RQX5B1Mo2FiG6TAqU9lL7Ck5iKqvl8ilJWocihBDCgUXLstl1/CD1YeXoKxNZtCzbYRE7IYTPexhb23CAB4D/A8IA5++76EXqzHX8O+ufnDvwfFJj01xyj5ZCpN0VJCs7hOgWSXb0UuuyjhMU4EemYnTJ+OZxE1wyrhBC9CYFpipO6vMAiGhKbrPPWwjRe6iq+sUpX28EhmoYjs9YnreMoloTd46+R+tQHAr0C6TeLDU7hOgqSXb0QrX1ZjarJian9iXQ388l96h++DGXjCuEEL3JAGMY2UUHwKqjjyWJAf3COr7IjkduGefkyIQQ7qYoSgpwNhANlAJrVVXdrW1U3u/HY+uJCoxiasI0zWLoaI4O9HP+yg6dyUTEgnkYcrIwp2VQsXgJVqNrPgQVQiuS7OiFNu810dBoYWpGP61DEUII0Y6Fs9P55P/yCW9IQEno22aftxDC9ymKogNeB24GjgDHgASgv6IobwPzVVW1ahiixymvbmDRsmwKTFUMMIaxcHY6kaH227tuLdzCmPhMdDrndiZ0piBDIHVOTnZELJiH/5ZN6Mxm/LdsImLBPMqXr3DqPYTQmhQo7YXWZh2jf2woQ/pFuOweEbfOIeLWOS4bXwgheoPwEANlfnu4asx5PDAn0+Gb9Y488eYWJ0cmhHCjXwAzgEmqqg5SVXWyqqoDgcnYVnrcrmVwnmjRsmzyjpZT19BE3tFyFi3LtnteVWMVatkexhq1Xf3W0Rwd5BdMnZMLlBpystCZzQDozGYMOVlOHV8ITyDJjl7mWHE1eUcrmJrez6UZbF1ZKbqyUpeNL4QQvcHe0j2U1ZcxI2mG1qEIIbQzF7hbVdXNp77Y/P2vm4+LUxSYqrA0r3WxWHFY72inaTsWq4Wx8Z5d+DnQEOj0bSzmtAysBtsif6vBgDktw6njC+EJJNnRy6zLPo6fXsfktL5ahyKEEKIDG46tA2D6oOkaRyKE0FAKsMbBsTXNx8UpBhjD0Dd/pqfX2b63Z2uhbUXFGI1XdnQk0C+IOicXKK1YvITGcROwhIXROG4CFYuXOHV8ITyB1OzoRSwWK+tzTpCRHNPtpdBCCCHcZ/2xH0gISySpTxLFxd3vxCJtxoXwan6qqlbaO6CqaqWiKE758FJRlENAXfMfgPtUVf1KUZRJwGtAMHAImKOqqskZ93SVhbPT29TssGdb4RaSIgYTExxj97i7dDRHB/k5f2WH1WiUGh3C50myoxc5eLyCiuoGJoyM1zoUIYQQHbBarWw49gMzBpzb422HV549xElRCSE04K8oyjmAo4nAme/nr1FVNaflm+ZEylLgFlVV1ymK8jDwDDDfiffslK4UHY0MDeCBOZkdXr/NtIWz+k91R/jt6miODjI4v2aHPS0dWtiVTWRqunRoEV5PtrH0IjvzStDpIG1ItMvv1Xj2dBrPlmXXQgjRXbll+yiuLXLKG/HfvLLOCREJITRiAt7A1pHF3h9XrrLIBOpUVW2ZRP4JXOfC+znU2aKjnb3+Lx+u4kT1cTLjtd/C0tEcHeiClR32tHRoobKytUOLEN5MVnb0Itl5JQxNiCQ0yN/l96q59z6X30MIIXzZ+uZ6HWf1n9LjscqrGno8hhBCG6qqJrnxdv/X3Op2HfAgMBA4fEosxYqi6BVFiVZVtVOV6GNi7NfLiIsL71JgR4qqTys6eqSouktjnHn9rrLt4A/nKdO7HIs9PRmjvKqh3eujwiOot9Q7Jc527cqGUzq0BOzKdv093ciXngV873lcQZIdvcTJqnoOF1Zy9XRZyiyEEN5gw7F1xIf0ZXBkstahCCF6h7NVVS1QFCUQ+DvwCrCsp4OWlFRhackyNIuLC6eoyG4ZEocS40LJO1qOxWorOpoYF9qlMc68viH0AAHmABIMyV2O5UzdeZ4ztXe9pUFPnbmux/foSGRqOv5bNqEzm7EaDDSmplPu4nu6izN+Rp7E2c+j1+scJia9mWxj6SWy80oAyEiOdcv9Iq+/isjrr3LLvYQQwheUVzfw9NKtLHx+DU+9vYV1R9dyVv8pTmkTPihePv0RQrRPVdWC5v+tBxYBU4B8YFDLOYqixAKWzq7qcKaFs9NJTogkKMCP5IRIh0VHO3u9PiqftNh0Av0CXRRx53U0Rwf6BWK2mDFbzC6No6VDC+Hh0qFF+ARZ2dFLZB0oISo8kMS4UPfcsM71+wqFEMKXtOwnt1gh6/geisJMnJVwtlPGfvTW8U4ZRwjhmxRFCQUMqqqWN29juR7YAWwFghVFmdpct+MO4H0tYrRXdLS715stZl5bvJMbR851Vng90tEcHWQIBqCuqY4wves+fW/p0BIXF+4zKzpE7yYrO3oBc5OFXQdLyUiOcconhEIIIZyvwFTVup+8yG8XgNO6BLz55V6njCOE8FnxwGpFUbKAHGA4sFBVVQswF/iHoii5wHTgfu3CdI69pXuoMdcw1gOKk0LHc3RQ8+qTenO9O8IRwmfIyo5eIPeIrfJ0xhBte4gLIYRwbIAxrHVlR6lhFyG6KIb2GeaUsb/feYxbLh7hlLGEEL5HVdUDwBgHx9YDXdsz4uG2FW4B8JhkR0dzdKAhCMAtHVmE8CVemexQFOVR4DEgXVXVHEVRJgGvAcHAIWCOqqqm5nMdHustsvKKMfjpGJkUpXUoQgghHFg4O51Fy7LJN1VSHrCb6QOnyWo8IYRwgW2FW4gOimZwhHcU7m+pK1InyQ4husTrtrEoijIWmERzGyxFUfTAUuBOVVWHA98Dz3R0rDfJyitBGdCHoAD35bYaLphJwwUz3XY/IYTwdi37ye+7bRBV1iKmDXROvQ4hhBCn22bawhhjptcklIP8bCs76syS7BCiK7wq2dHcCutV4JenvJwJ1DUXTQL4J3BdJ471CkUnazleUkO6m7qwtKi9825q77zbrfcUQghfsOHYD4Dz6nUAPHfnFKeNJYQQ3qyqoRK1dK/HbGGBjufooJZtLJLsEKJLvG0byxPAUlVVDymK0vLaQJpXeQCoqlqsKIpeUZTo9o51pWWWK3oOx8W5pw3gJrUIgHPGDyQuzrW9k931TJ3lafGAxORs3hy7EI6sP7aO6KBolGjn1dg4fKKSqHDt2ysKIYTWdhRtx4qVTA9KdnQ0Rwf6tdTsfZdtjwAAIABJREFU8JwCpTqTiYgF8zDkZGFOy6Bi8RKsRqPWYQlxGq9JdiiKMhkYhwYVoEtKqrC0lMh3gri4cIrc1M5pfdYxjFHB+GN16T3PfKbIK2cBUP7xFy67Z1fi8QQSk3OdGbter3NJYlIId9tw7Acm9ZuCXue8xZcvfZjFG/ef67TxhBDCW7UUJx1j7H4bW2fraI5uKVDqSTU7IhbMw3/LJnRmM/5bNhGxYB7ly1doHZYQp/GaZAe2VlcjgYPNqzoSga+Al4BBLScpihILWFRVLVUUJd/RMXcGrpX6xib2HC5j+uj+WocihOhFpIh09xVU5pNfeZjbRy3UOhQhhPBJWwu3MCQymaigaK1D6bTW1rMetLLDkJOFzmwGQGc2Y8jJ0jgiIdrympodqqo+o6pqf1VVk1RVTQKOABcBfwWCFUVp2dx8B/B+89db2znm89T8MhrNFjKSpeWsEMI9pIh0z6w/aisxNdmJ9TqEEELYWK1WthVu8ah6HZ0RZAgGoM5cq3EkPzGnZWA12D43txoMmNMyNI5IiLa8JtnhiKqqFmAu8A9FUXKxrQC5v6NjvUFWXgkB/nqUAX20DkUI0QtIEeme23DsB/oE9iElJtWp486bqXR8khBC+LhjVUcprDnhUfU6oOM5urX1rAcVKK1YvITGcROwhIXROG4CFYuXaB2SEG140zaW0zSv7mj5ej2Q7uA8h8d8mdVqJSuvhJRB0fgb/LQORwjRO3hUEWlvLGC7sXA905KmEW+MbHOsJ89z7QXOK3bqLN748+mIrz2Trz2PENtMtnodY42eleyYMTqh3eNBHlig1Go0So0O4fG8Ntkh2ne8pIbi8jpmTRrU8ckuUH/5bE3uK4TQhqcVkfbG4rv7y3LJK8vjttTb28Te0+eZ/8wqjypQ6o0/n4742jM5+3mkiLTwBFsLtxCgDyAlNk3rUE7T0RwdaGip2eE5KzuE8AaS7PBR2QdKAEgfok29jrr5P9fkvkIIzUgR6R764uCnAFw8+FKNIxFCCN9jtVpZeehLxved2LotxFu0tJ6t9aBtLEJ4A6+v2SHsyz5QQv/YUGIig7QJoKbG9kcI0StIEeme+/zAcsYYx5IQnqh1KEII4XNyirPYfzKX2cOu0TqULvtpG4skO4ToClnZ4YPqGszsKzjJeZnavWGOvNH2H5Lyj7/QLAYhhPZUVbUoijIXeE1RlCCa28t2dMzXlVc3sGhZNgWmKgYYw5h9YTTbTdt4eNJjLrnfKOnKJYTo5T7K/QCD3sClyZdrHUobHc3Rfno//PX+1Js9p2aHEN5Akh0+aG/+ScxNVs22sAghhBSRbt+iZdnkHS3HYoW8o+U88tlHAMwafJlL7nfPtaNcMq4QQngDi9XCstwPOHfA+UQHed77487M0YF+QbKyQ4gukm0sPij7QAmB/n4MS5SWs0II4YkKTFW01FS1WGFX9WqUqBEMjRrmkvu9+P5Ol4wrhBDeYNPxHzlWfdRjt7B0Zo4OMgRKzQ4hukiSHT7GarWSnVfCyEFR+BvkxyuEEJ5ogDEMvc72daO+gmK/XVwyxDWrOgB25pW4bGwhhPB0H+W+T4ghhIsGz9I6FLs6M0fLyg4huk5+G/YxJ0ptLWfTh0RrHYoQQggHFs5OJzkhkqAAPyyx2VixMMuFyQ4hhOitGpsaWZ63jIuSLibM33vbHwcZJNkhRFdJzQ4fk3PA1rExTeN6HXXX36Tp/YUQwpNFhgbwwJxMAG76/BUGlA4kPVbqagghhLN9f+Q7SutKmT3sWq1D6ZFAvyDqmqRAqRBdIckOH5N9oIS+0SHE9QnWNI56SXYIIUSHqhoqWVPwHbem/xydTuey+7xx/7kuG1sIITzZh7nv0yewD+cOPF/rUBzqzBwd5BdIvdTsEKJLZBuLD6lvbGJv/kmP6MKiKylBVyJ7xIUQoj3fHF5Jg6WBS1zUhaXF6h1HXTq+EEJ4oprGGr48+DmXDrmCAL8ArcNxqDNzdKAhiDrZxiJEl0iyw4eo+ScxN1lIT9a+XkfEbXOJuG2u1mEIIYRH+/zAp8QGxzG+70SX3mfJCtWl4wshhCf6+vAKqhuruGq4Z29h6cwcHeQXJCs7hOgiSXb4kOwDJQQY9CgDpOWsEEJ4ujpzHd/kr+TiwZfip/fTOhwhhPA5H+V+QHxIXyb3m6J1KD1mW9khNTuE6ApJdviQ7AMljBgUhb9B3jQLIYSn+/7Id1Q3VnHJkEu1DkUIIXxOef1Jvj28kiuHXuUTCeUgv0Cf6sZyvOoYN352DSW1su1duI4kO3xEYVkNprJaj6jXIYQQomOfH/iU8IAIpiZMd/m97r46w+X3EEIIT/L5gU9psDRwlRd0YenMHB3oF0SdD21j+fH4er7JX8kPR7/XOhThwyTZ4SN+ajmrfb0OIYQQ7TNbzHx16AsuHDTTLUXzBvUNd/k9hBDCk3yY+z5JEYMZbRyrdSgd6swcHWQIpqqxCqvV6oaIXK+oxgTArpJsjSMRvkySHT4i+0AJxqhg4qNCtA4FgLpbbqPultu0DkMIITzSmoJVlNaVcsmQy91yv3tf/cEt9xFCCE+wp2Q3a4+s5mcjbnRpW29n6cwcnR6bQXn9SfafzHVDRK5nak527C7ZpXEkwpcZtA5A9FyjuYm9h8s4e1R/rUNpVX/l1VqHIIQQHuuNnH8TF2zkwqSZWocihBA+55XtfyfEEMKtaQu0DsVppiXOAGz1noZFDdc2GCcw1RYCkuwQriUrO3yAWnCSBrPFo+p16I8eQX/0iNZhCCGExzlccYhvDq9kbsrNbtnCIoQQvcmRygKW7f+AOSk3Ex3kOe+NeyopcjADI5L4/sgarUNxipZtLAWV+ZTXn9Q4GuGrJNnhA3buL8HfoEcZ6DktZ8Pv/AXhd/5C6zCEEMLjvLXrDfQ6PfNS57vtntM8aOWfEEK40j93vgLAHaPu0jiSzuvsHD09cQY/HF2L2WJ2cUSn05lMRF4+k5gh/Ym8fCY6k6lH54FtG0uQXxBg23YkhCtIssPLWa1WtucWkZoUTaC/97fVEkIIX1ZnruOdPUuYOfgS+ocluO2+t1w8wm33EkIIrZTWlbB091tcNexaEsMHaB1Op3V2jp6WOIOKhnJ2Fm13cUSni1gwD/8tm9BXVeG/ZRMRC+b16DwAU00hk/tPAWBXSY5L4hZCkh1eLr+witKKesYMi9U6FCGEEGcor27g6aVbWfj8Gp5eupX/7nqP0rpS5qf93K1xPP6fzW69nxBCaOGN7H9TY67hrjG/1jqULunsHN3Sqvz7gtUujKYtQ04WOrNtNYnObMaQk9Wj8yxWC8W1RYyKG0OfwD5St0O4jCQ7vNz23CJ0wKihkuwQQghPs2hZNnlHy6lraCLvaDnPb3iF4VEKUxOmuTWOw4WVbr2fEEK4W3VjNYuz/8mFg2YyInqk1uF0SWfn6JjgGNJjR/H9kdWuDegM5rQMrAZbXwurwYA5LaNH55XWldJkbcIYYiQlJo3d0n5WuIgkO7zcjtxikhMjiQiVIndCCOFpCkxVWKy2r0t1uRRa9nJr2gKvaIUohBDe5L973qa0rpRfjf2t1qG41LTEGWw+sZHqxmq33bNi8RIax03AEhZG47gJVCxe0qPzWoqTxoUYSY1JY0/JbixWi8viF72XtJ71YsXlteSbqrj2nGStQ2mj9pe/0joEIYTQ3ABjGHlHy7FY4XDgl/gTxHXKDW6PIzJMEuJCCN/V2NTIP3a+woS+k5jYb5LW4XRZV+bosxOn8+qOF9l4fAPnDjzfhVH9xGo0Ur58hdPOM9XY2s4aQ+JJiUmjxlzDoYqDDIn0vN9phHeTZIcX255bDMDYYXEaR9JWw0UXax2CEEJobuHsdBYty2a/6RjH/Ndx3fAbCQ+IcHscL9w11e33FEJ4D0VRYoC3gWSgAcgFbldVtUhRFCuQDbR89D5XVVWP2nfwSd5HFFTm89TZf9U6lG7pyhw9sd9kAvQBfH9ktduSHc72U7LD2NqRZVdxjk8mO57f8ixN1iZ+P/4BrUPplWQbixfbkVtMv5gQ4qNDtA6lDb/9ufjtz9U6DCGE0FRkaAAPzMlkzDkHaKKBO8bcoUkcH689oMl9hRBewwo8q6qqoqpqOpAHPHPK8bNUVR3d/MejEh0Wq4VXtr+IEjWCCwZdpHU43dKVOTrUP5TxfSe6vW6HMxXVFgEQF2xEiR6JXqdnt492ZHln71Je2vY8ZXWlThvzobV/4NVNrzptPF8myQ4vVV3XiJp/kjEeuKoDIOx39xD2u3u0DkMIITTXZGnizV2vM7n/FEbGpGgSw/IfDmlyXyGEd1BVtVRV1dWnvPQjMEijcLpk0Y6X2V2Swz2Z96LXeeevNl2do6clziCnOIvi2mLXBORipppCgvyCCA+IIMQ/hCGRyT7ZkaXWXEtBxWHqm+p5X/2fU8Y01ZhYnP0a/972b6eM5+tkG4uXysorwWK1SstZIYTwcKvyvya/4hB/nPSY1qEIIUSHFEXRA78Elp/y8mpFUQzAl8BjqqrWd3a8mJgwu6/HxYX3JEwA1hes588/PsY1Kddwx1m3aVr8uafP05Xrr0i/hKc3/Ymsik38bODPenRfZ8TTVRWWUvqG98VotG3rHNN/NFuPb3XpPcG1z2TPjhN5WLFi0Bv4X+5SHjzvDz3+N/rRlnewYiXblE1IpJ7QgFAnReubJNnhpbbnFhMZGsDg/u7f+y2EEKLzXt3xEv1DE5g1+DKtQxFCiM54GagCXmn+fqCqqgWKokRgq+vxR+Dhzg5WUlKFpaUtVbO4uHCKinrWEruktoRr37uOAeEDeWbyCxQXV/VovJ5wxvN05fqB/sOJCIjks91fcm78rB7d1x5nPE97CkqPEhMY23qPoWEjeL/sfQ4cPeqyulbOfKb6pnr+k/Nv5qXMJ8TfcTmBjQe2AXBL6m0szn6NFTmrGNd3Qo/u/b+s99Dr9FisFr7ds5bJ/af0aLwWer3OYWLSm3nnWq9ertFsIftACaOGxqKX9oVCCOGxNp/YyPpj6/jl6Lvw9/PXLI5Hbhmn2b2FEN5DUZS/AcOAn6mqagFQVbWg+X8rgMWAc3676gGL1cKvvr2d4toiFl/0FhGBkVqH1CNdnaMNegNTEs5mzZHvsFqtHV/gYUw1JuJC4lu/T4lNA2BPyR6tQuqSD9R3eeSHB/ni4KftnrevTEWv03PvuPsJMYTyf3vst+LtrJN1Zaw7+j3XKzcBsK1wa4/G6w0k2eGF9hwuo76hibHDZQuLEEJ4spe3/50+gX24KeVmrUMRQoh2KYryFJAJXNmyTUVRlChFUYKbvzYA1wA7tIvS5pXtL/JN/kqemPo0GXGjtQ5HE9MSZ1BQmc+hioNah9JlRbUm4oKNrd+nxtiSHd5SpPSdvW8Dtg4y7dlXqjIoIomY4BhmD7uaZbkfUtXQ/dUlKw59gdli5ubU+ST1SWKbaUu3x+otJNnhhXbkFhHo78fIQVFah+JQzW9+T81vfq91GEIIoZl9pSorDn7Obem3E+av7dLQJ96UN0RCCMcURUkFHgD6A+sVRdmhKMoyYASwUVGUnUAW0IhtG4tmfjy+gac3PsHlybO5NXWBlqE4TXfm6OmJ5wB4XVcWs8VMSW0xxpCfkh0JYYlEBESyq4fJjt0lu7jy41lsObGp3fMKKvO5ZvkVLNn1ny7fI7dsH5tPbARgV0n7jYlyy1SUqBEA3DRyHjXmapbt/7DL92zx+YHlJIQlMto4lokJE9lWKP9t74jU7PAyFquV7fuLSRsSjb/BT+twHGqcfo7WIQghhKZe2fF3gg3BLEjXpt2sEEJ0lqqquwBHe6Mz3BlLe0pqS7h95a0MCB/IC+e8rGlBUq0l9xlK/9AEvj+ymptT52sdTqeV1BZjxYrxlG0sOp2OlJjUHq/s+DTvY9YfW8eVH8/i2ekvcOPIuW3O2XDsB+avmENJXQmHKg4yN+WWLv07+u/epfjp/Jgx4Fx2Fjle5GS2mDlQnseFSRcDkBk/npHRKSzd/SZzU27p8rNVNVSyumAVN6fOR6fTMTFhIu/uepfC6hPEh/bt8ni9hVet7FAUJUZRlC8URVEVRclWFOUjRVHimo9NUhRlp6Io+xRFWakoivGU6xwe8zaHjldSXtXg8V1Y/LKz8MvO0joMIYTQxNHKI3yw713mjLyZmOAYrcMRQgif8PTGP1FUa+L1i5a4rJClt9DpdEwbMIN1R9ZgsVq0DqfTTLUmgNO2sQCkxqaxp2R3m2fRmUxEXj6TmCH9ibx8JjqTyeHYOcVZDIxIYlL/Kfz6uzt5YO3vaGxqbD3+Zs7rXL38MqKCovlN5u/IrzjE1sLNnY69samRd/e+wwVJM5kx4FyKa4sorCm0e+6h8oM0WhoZFjXc9hw6HTeNnMd20zZyittfEWLP14e/or6pnkuHXAHAxMSJAGwzSd2O9nhVsgOwAs+qqqqoqpoO5AHPNLfIWgrcqarqcOB74BlobZ9l95g32p5bhF6nIyPZs5MdYX+8n7A/3q91GEIIoYl/7rQ1Mbhj9F0aR2Jz+ZQkrUMQQoge2VOym6V73uTW1AWkx43SOhyn6u4cPT3xHMrqy9juRb/wFjUnB05d2QGQEpNGVWMl+RWHT3s9YsE8/LdsQl9Vhf+WTUQsmOdw7KyinYyPn8D/Lv2QO0bdxevZ/+K6T6/kRPVx7vjsDv7w/W+YnngOK65exZ2j7yHQL5BluR90OvZVBd9QVGvixhFzSYu1LXja5SBxsa9MBWB4lNL62rXK9QT6BfJ/e97q9D1bfH7gU+KCjYzva0tyjOk7BoPeIFtZOuBV21hUVS0FVp/y0o/Y+oBnAnWqqq5rfv2fwCFgfgfHvEpDYxNrdx4jdXA0YcHaVfUXQgh7FEWJwdaWMBloAHKB21VVLVIUZRLwGhCMbQ6eo6qqqfk6h8e8SXl1A4uWZbPfdIwvg97g0iFXMSB8oNZhAXDl2UO0DkEIIXrksfUPER4Qwb3j79M6FKfr7hx93sAL8NP5seLgF2TGj3dyVK5hqrH95z351/cRs3kf5rQMKhYvISUmFbDV3UiKHNx6viEnC53ZDIDObMaQY3/leFFNEcerj5EeNwqD3sATU54iLTade1ffzdi3UzFbzNw15tc8NPFR/PS2UgDnDbyQT/KW8cSUp1tfa887e94mLtjIeQMvoLrR1uo4pzibcwee3+bc3OZkR8vKDoCooGguGXI5H+x7j0cm/4lgQ3CH9wSoNdfyzeGVXKtc3xpnsH8wKTFpkuzogFclO07VvGLjl8ByYCDQmgZUVbVYURS9oijR7R1rTp50yBU9h+Piwrt8zadrD1BR08hNF4/s1vWudlpM/n5tX3Mzj/878hCeGFNneXPsPqpl9d1qAEVR/opt9d3Psa2wu0VV1XWKojyMbYXd/FNW37U5pskT9MCiZdnkHS1H9f8MM3WEF87UOqRWv3llHS/cNVXrMIQQoltW5X/NdwXf8sSUp4gO8r2tgd2do/sERXFWwtl8efAzHpr0qAsia9/JujIiAiPR6zq/WaAl2ZH44070tU2tqzVGfPghOnTsLslh1pBLW883p2Xgv2UTOrMZq8GAOc1+CZns4p0AZJyy6uc65QaGRyk88sOD3DVpIRf2u/y0a64efi1fHPyUH46tZVrijA7j/vrwCm7PuBN/P3/6+EWREJbIbgdFSveVqfQL7d9mu9WclJv5KPd9Psv7hGuV69u9Z4vv8r+lxlzNpUNOj3+sMZMP9r1Hk6WpU8ma3shrkx3Ay0AV8Aow25U3KimpwmJxXg/ruLhwioq61nbI3GTh/W/3MTwxEmN4QJevd7UznymysQmAco3i7M7fsatJTM51Zux6vc4liUnReb199V2BqYoGax0HAz4jvnE8tSVxWofUqryqQesQhBCiW8wWM4/+8BCDI4cwP+0XWofjEj2Zo2cNvoQH1v6e/WW5DI0a1uNYlu9fxiNvP8BXV61ut/BlYU0hU94Zx8zBs3jlvNccnqczmYhYMA9DThbmtAyK7hpOWAOE1dp+V2hZrRHqH8rgyCHsLtl12vUVi5ecdn3F4iV275NdZEt2pMWkn/b6aONYls9eYfc97/mDLiLMP5xluR90mOz4YN+7mC1mbhgxp/W1tNh0h+1nc8tUhp2yhaXFlP5nMzhyCG/teoOrh1/XqUTRZwc+ISowirP6n54QGxs/jjd3vc7+k7ko0SM6HKc38spkh6IofwOGAZepqmpRFCUfGHTK8VjAoqpqaXvH3B13T6zPOUFZZT23zpJ/yEIIz+cJq+/cvfJnSEIkXxz7hEZ9JcPqrmbIgEinxtDTsTxtJZSnxeMMvvZMvvY8wjst3f0Watle/jPz/wjwC9A6HI8zM8mW7Pjy0Of8KurXPR5v2f4POVZ5jL9ufoa/zfi7w/Oe2/wMFQ3lvKf+l9lDr+a8QRfaPa+l5obObMZ/yyZOfr+P+MggrAZzm9UaKWFD2ZP9FTEL+7cmNqxGI+XLV3QYd3ZzcdI+QVGdftZgQzAXD76ET/M+4ZlpzxHoF2j3PKvVyjt7ljAufgLDo39KYKTGpPH14a+oNdeetiXFarWyr2wfN46c02YsnU7HLzIW8sDa3/Gb7+7i+Rkvt7sqo6GpgZWHVjBryKX4+51exmCscRwA2wq3SLLDAa9LdiiK8hS2TwIvUVW1vvnlrUCwoihTmz8dvAN4vxPHvEKTxcLnGw6R1Dec1KRorcPplOoH3b+UTgjhUTRdfafFqqWrzovjxffeJa4pg/F9J/LzS1OcFkNPn2dQvGet4vLmVWWO+NozOft5ZPWd6I6K+nKe3fxnJvefwqzBl3Z8gZcaFN/9xGJCeCKj4sbwxYFP+dWYniU7zBYza4+saS2iefuohafVnGhxoDyPpXve4qaR89hyYhO/W/Nr1l6/kbCAts9xZs0Nk7mMmIGjaRwX2Ga1Rubq3Xw+tI6aBght3t7SmUQHQFbRDjJiu1649qph1/D+vv+xKv8bLh58id1zthZuZl+ZyvMzXj7t9dTYDCxWC2rpHkYbx7a+frTqCDXmaoZH2U9AzE/7OcW1RTy35S/UNNbw6vn/cpjIW3tkNRUN5W22sAAMjRpGREAkWwu3cIOdxIrwsm4siqKkAg8A/YH1iqLsUBRlmaqqFmAu8A9FUXKB6cD9AO0d8xab9pgoOlnHZWcleU0/cfOEiZgnTNQ6DCGEBk5Zffez5jm4vRV2PrH6DuDZ7Y9g1dez7KbXeWBOJpGhnvMJ5KO3ekfhOiGEONWL256nuLaYJ856ymveA3dHT+foiwdfwtbCzRRWn+jRONsKt1LRUM7zFz1PsCGEJ398zO55f9n4JAH6AO6f+EdeOOcVjlUddXiuOS0Dq8H2+brVYOB4dADGyETKl6+g5MAxypevwGq0taEdlVOEVQe74tovRnqmivpyDlUcJD3Wfj2P9kxLPIfooGiW5Tr+LPy/e5cSYgjhiqGnf3aTGpsG0GYri71OLKfS6XTcN+EhHp38JJ/kfcT8FXOoM9fZPffzA58S5h/O9AHntjmm1+kZbRzLNpMUKXXEq5IdqqruUlVV19x6dnTzn9nNx9arqpququowVVUvUFW18JTrHB7zdBarlc83HCYhLpRRwzy73eypDJs2Yti0UeswhBBudsrquyvtrb5r/t7u6js7x7zGqvyv+Sj3fe7JvPe0Ja6e4s0v92odghBCdMnhikO8tvNVrlNuYJRxjNbhuFRP5+iLm1e9rDj0RY/G+a7gG/Q6PdenXc9dY+7hy4OfsfH4j6edk1W0g2X7P+T2UQuJD4lnXN8J/DzjDt7I+Tc/Ht/QZsyKxUtoHDcBS1gYjeMmUBgdSFyI/ZpWKdEpAGxOoN1ipGfKaW7/mtGNlsT+fv5cljybrw59SVVzh5VTVTdWsyz3Qy5LvrJNsdGkiMGE+oeRU3J6UuanTiztvx+4c8zdPDvtBb4+/BU3fX5t6/2rGipZe2QNL259jk8PfMKFSRc53GKTGZ/JnpJd1DTWdPqZexOvSnb0Rtv3FXGsuJpLJyeh96KMduhTjxP61ONahyGEcKPeuvquurGaP6z5LcP6DOfusb/VOhy7vt95TOsQhBCiSxZn/ROdTseDEx/ROhSX6+kcPSJ6JEkRg/ny4GcOz6lurKbJ0tTuOKsLVjHGOJbo4GhuH3Un8SF9eXz9w1itP20VffLHx4gOiubO0fe0vnb/xD8yMHwQv/3urjYrFFpqbpQcOIZp2SeUNZzEGBJv9/7RL71LekUIL0/SUTduvMNipDqTicjLZxIzpD+Rl88k+6CtxnlaN5IdAFcPu5Zacy1fHTw9WWSxWvjb5meoaqzkxpFz21yn1+lJiUm1s7JjH1GBUcQGd/xB9S1pt/HKea+x/tg6Lv7gXKb/bxLJixO5evll/Hnj4xiDjSwcfbfD68cYx9FkbSKruRvNqSrqy1lx8IvTfn69jdfV7OhNrFYrn64/RHxUMONHGLUORwgh2qWq6i7AblZWVdX1QHpXj3mDZzc9RX7lYZZfucLhJy9CCCG6ZptpK2OMmfQPS9A6FI+n0+mYNeQy/p31DyobKtqsQDDVmDjvvalclDTLYdHRk3VlbDdt5TeZvwcg1D+UP0x4kHtX380XBz/jkiGXsfbIGlYXrOLxs54iIjCy9dow/zD+NuNFrvv0Sp7f8iwPTrKfoCquKQJwmOwgPp57rvkHC1bezNvP/ZzZRvu//5xZ9HTvl7nED+tLvKNxOzCh3yT6hyawLPcDrh5+HQCldSXc+c0v+Db/a65TbmBSv7PsXpsak8aHue9jtVpbt1q1dGLp7Nara5XrCfEP5emNT9AvrD+XJl9BZvw4xhgziQpqv17j2PifipRO6je59XWL1cIvvr6VH46u5eDPj2PQ9c5f+2VlhwfLPlBKfmEVsyYPQq/3nlUdQgjRW2QV7eC1rFekO/2aAAAgAElEQVSZm3Irk/rbfyMkhBCia5osTewqzu7WtoTe6uLBl9JoaeTbw1+f9rrVauXe1b+isOYE76nvcLKuzO71a4+uwWK1MGPAea2v3TBiDsOjFJ788VEamhp48sdHSQhL5Na0BW2unzHgXK4fcROv7Pg72cX2a20U1ZoAiAt2/CHupclXoESN4IWtf8Vitdg958yipzsCS3r0b0Wv03PlsKv5ruBbyupK2Va4hfPfm8baI2v4y7TnefncfzpMXKTFZlDZUEF+ZWtjOXLLVIf1Ohy5ZMhlrLthM/+79CN+P/4Bzh14QYeJDgBjiJEB4QPZVnh63Y5Xd7zEqvxveGLK0xj0vTPRAZLs8GifbThETEQgk1Md97gWQgihDbPFzG9X301scByPTPbsbXvP3TlF6xCEEKLTdhzfQ425hu1bgnh66VbKqxu0DsmlnDFHj4sfT2xwXJutLO/seZuvDn3JjSPmUtdUxwf73rV7/eqCVYQHRDDWmNn6mkFv4OFJj5N3cj/zV8xhu2kbfxj/IEGGILtjPH7Wn4kKjObJDfa7MppqbGUTjSGOkx16nZ7fjPs9e0v38PmBT+2ec2rR0+ogP/bEWBwWJ23Z8kJEBJGXz0RnMtk976ph19BoaeRX397BZcsuQqfT8dlVK7k1bUG7KzTOLFJaUltCSV1Jh/U6nGmscRzbTVtbv990fCNP/fg4lyVfyS2pt7ktDk8kyQ4Ptf9IOfuPlDNz4iAMfvJjEkIIT1Je3cD1/3mIrKIdjLfeAeYQrUNq1+ETvtMSVQjh+15cafuFPbghibyj5Sxalq1xRK7ljDnaT+/HzKRZfH14JfVNtvrgh8oP8vAP9zM1YRrPn/MyY4xjeXv3m21qOFitVr7L/5azE6bj7+d/2rGLki5mUr+zWHl4BUrUCK5TbnAYQ1RQNFcMnc3G4z9itpjbHC/qaBtLsyuSryK5z1Ce3/Ks3XoTpxY93T49BYsO0uNG2x2rZcsLlZX4N7eztSc9dhTJfYay8vAKZgw4l2+u/f60drKOjIhOQYeOXSW2f6O5rZ1Y2rbsdZUx8ZkUVOZjqjFRVlfKHV/PJyF8AM/PeMmnuxh1hvwW7aG+3HiY0CADU9P7aR1Kt1T96Rmq/vSM1mEIIYRLPPLBB6yrW4yxcRx602iPfyP+0oeda98nhBCeIK9yN3prAGGWRCxWKDC17ZLhS5w1R188+BKqGiv54ehamixN3PXt7eh1el469x/odXrmptzKntLdbCncdNp1eSf3c6SqgBl22pvqdDoeO+tJYoJieOysJ/HT+7UbQ2b8eGrM1ewt3dPmWMvKjthg+91YWvjp/fj12N+xqySbrw592eb4qUVP1993K4DDlR1nbnlx1M5Wp9Px3PSXeH7Gy7w9691ObSEBW22T5D5DWzvC7OtkJxZnaqnbsbVwM7/+7i4Ka07w7wv+Q2RgH7fF4Kkk2eGBTpTWsCO3mHPHJhIY0P6E4qma0jNoSu96r2shhPB0phoTH1c9TKC1D6PqfoXVqvP5N+JCCOFOtYGHiLAMQo8feh0MMIZpHZJXODtxBiGGUL48+Dmv7niJTSd+5Jmz/0Zi+AAArhx2NaH+YSzd/dZp131X8A2A3WQH2H6ZzrllP+cNurDDGE79xftMptpCIgP7ONwGc6qrh1/HoIgknt/yl3a7ieQUZ9EnsA8DwgfaPX7qlpeO2tmelTCVOSk3o9d17Vfk1Jh0dpXYtrHsK9tLiCGk9e/cHTJiR+Gn8+Px9Q/z5cHP+OPkxxkTn9nxhb2AJDs80MpN+fj56Tk3M1HrULrNf813+K/5TuswhBDCqRqaGrjtq7k06iqZUPsAgdZIeSMuhBA9UF7dwNNLt7Lw+TU8vXQrJ6vqKdcfYGDQSIIC/EhOiGThbK9t2OVWQYYgzht0AZ/s/5C/bHqSy5Kv5JrhP2s9HuYfxlXDruXj/R9SUV/e+vrqglUMjhxCUuRgh2N3tKKjRVLEYGKCYuwmO4pqijC2U5z0VAa9gV+P/R07irazKv9rh+dlFe0kPW60w+0aLVteCA+ncdwEh+1seyI1No38ikNU1Jezr0xlaNTwLidMeiLEP4SUmDQOlOdx4aCZ3J5xp9vu7ekk2eFhKqobWJd9ginpfYkMDdA6nG4LeeGvhLzwV63DEEIIp3p43X1sPL6BZ89+ibH9xnjNG/F5M923nFYIIbpi0bJs8o6WU9fQRN7Rcp7+aCWVjRXcPOV8Fv12Og/MyfTq98Sd4cw5etbgSzlZf5LooBj+Ov2FNkmAeSm3UGuu5YPc9wCob6rnh6NrHa7q6CqdTkdm/Hi2nrCzsqOmkLh2ipOe6VrlehLDBvA3B6s7Gpsa2VOyy+EWFvhpywsVFZQvX4HVQTvbnkiLtb0H2F2yi9yyfQzr4756HS1mDDiXgRFJvHTeP3p9nY5TSbLDw6zadoSmJgsXjnff0ichhBAde3v3m7y563XuGvNr5qTfwANzMr3mjfiM0QlahyCEEHYVmKqwNP8ea7HCnlJb7YOM2N7TdtaZc/SFSTOZ1O8sXj3/X0QHxbQ5Pso4hvTYUby9y1aodPOJjdSYa05rOdtTmfHjyT25r02bW1NNYbudWM4U4BfA3WN/y9bCzXx/ZHWb42rZXhosDZq3KE6NsSU7Np34kaNVR7rcdtYZHp70GBtu2Gr3Z96bSbLDg9Q3NrFq21FGD4ulX0yo1uEIIYRotun4Ru7//l7OGXAeD02031LPk81/ZpXWIQghhF0DjGHomz+I1uugKSwfg97AiJgUbQNzI2fO0eEBESyfvYJpiTMcnjM35RZ2lWSzw7SN1fmrMOgNTE0422kxZPYdD8C2U9qhAhTVFhHXyW0sLW4YOYf+oQk8tO4PVDZUnHYsu2gnYOuk0hUt7WhjhvRvbUdr77XO6hvaj5igGD7e/xHQfnHSntynPTqdrk0nHSHJDo/yQ/ZxqmobuWiC/QI7Qggh3O9AeR7zv5pDQlgir13wRqf3LQshhOjYwtnpJCdEtm4LDIo9wYjoFAL9ArUOzWddPfxaQgwhvL37Tb4r+JZx8RMID4hw2vhjjGPRoTutbketuZbKhooO286eKdAvkFfOf40D5Xnc8fVtNFmaWo9lF+8kxBDKkMjkLo3Z0o5WX1XV2o7W3mudpdPpSIlNJ6fY1umlvZUdPbmP6DpJdngIi8XKyk0FJPePYFhipNbhCCGEAPJO5nLlx7Nosph5e9a79AmK0jokIYTwKZGhAa3bAu+/aSx7yrLarcEgei48IIIrh17Nh7nvkV28k3OcuIWlZfwR0SNPS3YU1dhWMHQ12QEwNWEaf576LF8f/oqnNj7R+npW0U7SYtPx0/t1acWEvXa0nW1R60hqTJptbL2BwZFDunRv4TqS7PAQ2/YVYTpZy8yJA32iqEzV316k6m8vah2GEEJ0275SlSs+noXZ0shHV3yOEj1C65C6bVSy7OEVQni+49XHKK4t1rwGg7tpMUfPTbUVKgXHLWd7IjN+PNsKt2CxWgBbvQ6AuJC4bo13a9oCbkm9jZe3v8D76v+wWC3kFGeTHmdLjHVlxYS9drRdaVFrT0uR0sERQ9rdTtLT+4iuMWgdQG9jbrKwZU8hpWXVp73++YbDGKOCGTOsexOAp2kaOkzrEIQQokvKqxtYtCybAlMVwTFFfNF0H3qdjiUXfsLHX9bysmkNA4xhLJyd7vEFSc90z7W96xcHIYR3ymqtwTBa40jcS4s5eqxxHCkxaRyvOkpGnPP/vjPjx7N0z1scOJnH0KhhmHqwsqPFn6c+S27ZPn67+ldYrBZqzNVkNP9b6cqKiYrFS4hYMA9DThbmtIzWdrT2XuusliKlwzv4YMTRvYVrSLLDzVZszOej7w/YPTbvIgW93vtXdQAEfPUlAA0XXaxxJEII0Tkt7Q9P6g7xY+Uj+Pv58/X1K3n/8wryjpZjsULe0XIWLcvmgTmZWofbJS++v1MSHkIIj5ddvBMdOlJj07QOxa20mKN1Oh2vnvcvTtaXuaQWVUuR0q2FmxkaNYyi2p4nO/z9/Fl80RIu+vAc7vluIQDpzauAzGkZ+G/ZhM5s7nDFRGs72jPYe80encnUJmExPEYhKjCKMcax7V7r6N7CNSTZ4Ub1DU2s3FzA6OFxXHFW0mnH/PQ6+sf5TgeW4H+8DEiyQwjhPQpMVZTo9rEp5E/4EcDUuqcYGjWMAtOa09oiFpiqtA20G3bmlWgdghBCdCi7aCfDooYT6u8774k7Q6s52pVJpeFRCuEBEWwt3MzPRtzYuo0lJii2R+PGBMewdNa7XPzheTQ2NaBE2VZSuHPFRMuWGZ3Z3Lplpnz5Cn64cSsRTiz0KnpOkh1utGbHUapqG7nxwhHEhklrICGE8CRVfTawofavBFmjmVzzGCn9hwO2togtKzv0Otv3QgghnC+raCeT+0/ROgzhBHqdnjHGTLYWbgHAVGMiJijGKe1RR0SP5J1L3ie3bF/reK5YMWFvBYfVaLS7ZUZnMpHcia0xVmPXWu+KnpECpW7SaG7iy035jBjYh5GDo7UORwghRLMmSxNPbHiEFXVP0d+QynkNz5PRfwQLZ9v2357ZFrHldSGEEM5TVFPEsWrX1I8Q2hgXP47dJTlUN1ZTVGPq0RaWM03uP4V5qbc6bTx7HBU9tVdk1NntbIVzyMoON1mXfYLyqgZ+cWmK1qEIIYRoVtlQwR1f38bXh7/iltTb+PPUZ9t86tTSFtGbvXG/8yvtCyGEM2UX24qT9rZOLOC7c3Rm/HiarE1kFe3AVFNIbIh3rWpwVPTU3paZ6Emj7Z4rbWa1JSs73MDcZOGLDYdJ7h/BiEFRWocjhBACyDuZy6wPz2dV/jf8ZdrzPDv9Bacsr/VEq3cc1ToEIYRoV3ZzJ5aWFp69ia/O0WPjbUVKtxRupqjWhDHYu5IdjtrEtmyZKTlwjPLlK7AajS5pZ6szmYi8fCYxQ/oTeflMdCaTW671JZLscIONuwspqajj0rOS0Ol8o9tKRypf/ReVr/5L6zCEEKKNOnMdz256ihnvnoWpppD3L/+EW9MWaB2WSy1ZoWodghBCtCureCeDIpKIDOyjdShu56tzdExwDIMjh7DlxCaKakzEednKjorFS2gcNwFLWBiN4ya0W/TU3rldud6enmyDkS00NrKNxcUsFiufbTjMQGMYGckxWofjNpaERK1DEEKINr7L/5b7197LwfIDzB56NY9PeYq+of20DksIIXq9rKIdUq/DB2XGj+frw19RY65xas0Od+hK0dOetrO1x1Eh1IgF82BXNpGp6Q4LoTragtPbyMoOF9uimigsrelVqzoAAj/+kMCPP9Q6DCGEAOBE9XF+/tUt/Oyz2ejQ8d5lH/Pahf+RRIcQQniA8vqTHK44REZs76vX4esy48dRXn8SAKOXrezQWnuFUKmsbLcQak+30PgKWdnhQharlc/WH6JfTAhjlTitw3GroDdfB6D+yqs1jkQIIeChdfex8tCX3DfhIe4cfQ/19XqeXrqVAlMVA4xhLJydTmRogNZhuszdV/fONzlCiJ5TFGU48BYQA5QA81RVzXXmPXKKswFI74XFScG35+jM5rodAHFeVrNDaz0phFr6447/b+/Ow+Sqqr2Pf5MOJCEJAUIDJsQg008m4Q2zDDIIyKQgoiCzNyAgeH31oigKyJVJQSaBMIMMAbkKhucqvsAVJQg3qIQwLhAEQkAICcQQJJCk3z/2rqTSdHc63dV9qk7/Ps+TJ6lTdarWrjq1U2edvdf+0L59kZMdPWjyU6/zyoy5jNtnA/r3oVEdZmb15j+3O5sfbXcOHxk6EoALbv0Lz0+fzcIWeH76bC674/GGX3GlI2PWGFZ0CGbWuMYDl0bETZIOBa4Aarp8yNRcnHSTLozsmD33fS674/GGTl6XuY/ecMTGDGoaxHsL3mu4aSxFa2tqzPyNP8Fyf55Mv/nzlxix0XrbskzBKTNPY+kBr745l0t+OZUr73qKUasOYesN/cU2MyvSyKGjFiU6AKa98Q4LW9K/F7ak22X2rUsfLDoEM2tAklYDxgIT8qYJwFiptkOWp86Ywsgho2heYdmf9rI7Huf56bN57/0Fi5LXjabMffTyTcsvqsXiZEf3VYqeMmxYzQqhlplHdtTQW3Pm8etJL/DA1NcYuFwT++/wMXbbcjRN/Z1TMjMrSltX/UavNnTRyI7+/WD0akOLDtPMrB6NBqZHxAKAiFgg6dW8fUZnnmDEiLb71+bmxaMZFjZ9wG7rfnqJbZ31yoy5SySvX5kxt0vP013dfc0iYu5ILePZdd2deXLm42j0GJr6N9XseZdVvb3Hi7z+Ohx4IEyZApttBrffDqu3kxhqHgYPpeTY8sCqle1tbTMnO2rlD1Omc8u9z7FwYQuf3nw0e39yDCuu0FhD6MzMyqhy1a96ysrx+2/yoQSImZnV3syZ77Cwko3ImpuHMWPGnEW3L9vpWha0LFhiW2et2TxkieT1ms1DuvQ83dG6PV3R2zF3pBbtqXbMBl9nn9EHMGvmuzV7zmVV6zbV0vD9Pr94GspDD/HBfp9f6hSUWrenf/9+7SYmG5mTHTUy+5332XqD1dl3u7VoXmlw0eEU7p/X3Fh0CGZmQNtTVoYPWb7UNTpa23HTkUt/kJnZh00DRklqyqM6moCReXvNNPVvoomuXfEvQ/K67H30kOWGsN7K6xcdRt3yMrE9x8mOGvns9h8rOoS60jJiRNEhmJkBeMoKcOSeHy86BDNrQBHxhqQpwMHATfnvRyOiU1NYekMZktfuo/u29oqOWve5mIT1iIG33szAW28uOgwzM47ffxPWGTWcQcs3sc6o4Q151a+7fnjdI0WHYGaN61jgREnPAifm21ZD7qP7NhcY7Tke2WE9YlBOdMw76JCCIzGzvq4MV/2666XX63OespnVv4h4Bti66DjKzH103+ZlYnuOR3aYmZmZmZmZWan0iZEdktYHbgBGADOBwyPiuWKjMjMzcB/dG4YP9epgZmb1yn20Wc/oKyM7xgOXRsT6wKXAFQXHY2Zmi7mP7mEXnLB90SGYmVk73Eeb9YzSJzskrQaMBSbkTROAsZKai4vKzMzAfXRvufOBF4oOwczM2uE+2qxn9IVpLKOB6RGxACCvEf5q3l43y2aVzexb/qvoEMysMXS7jx4xou2lZJubh9UqxrrQnfZMfPBFjv78pjWMpvvK9vlA+dpUtvaY1auJD77IfjusXXQYZqXTF5Id3dbeD+nuKOMPiCXbVHz76vE9dky11cixW+3MnPkOCxe2LLGtuXkYM2aUp7p9LdpTT+9H2T4fKF+bat2e/v379cjvKTMzs/b0hWTHNGCUpKZ8xbAJGJm3d0pbP6S7o2w/iODDbRp07VUAvPeVo+sinnrgmGqrdez+Id2wut1Hm5mZmZm1VvqaHRHxBjAFODhvOhh4NCI8haUHDZx4BwMn3lF0GGZW59xH945Tj9yi6BDMzKwd7qPNekZfGNkBcCxwg6RTgbeAwwuOx8zMFnMfbWZmZmY11SeSHRHxDLB10XGYmdmHuY/ueWdc/2euPXmXosMwM7M2uI826xmln8ZiZmZmZmZmZn1LnxjZ0Q1NkAof1lpPPGfRlmjTGmt8eFsvq8f32DHVVnXsVf9uKiQYK0KHfXQjH9tt6U57Vlt5cN29H/UWTy2UrU21bI/76D7JfXQnuY/uHWVrk/vopevX0lK7VUZKaHvggaKDMLNlsgMwqeggrFe4jzZrPO6j+w730WaNp1R9tJMdHRsIbAm8BiwoOBYz61gT8BHgEWBewbFY73AfbdY43Ef3Pe6jzRpHKftoJzvMzMzMzMzMrFRcoNTMzMzMzMzMSsXJDjMzMzMzMzMrFSc7zMzMzMzMzKxUnOwwMzMzMzMzs1JxssPMzMzMzMzMSsXJDjMzMzMzMzMrFSc7zMzMzMzMzKxUBhQdgJmZWa1IWh+4ARgBzAQOj4jnio2q8ySdBxwArAVsEhFP5O0N2S5JI4AbgXWA94HngK9GxAxJ2wBXAIOBF4FDI+KNomLtLEl3Ah8DFgLvACdGxJRG/YwqJJ0GnE4+7hr187H6VoLvifvoOuc+2qp5ZEcPkTSk6BhqTVLdHC+SRktaPv+7X9HxAEhaT9LgouOoJmlg0TF0Rz0dc9YwxgOXRsT6wKWkHwKN5E5gR+ClVtsbtV0twI8jQhGxCfA8cE7+bt8EfC236Y/AOQXGuSyOiIhNI+L/AOcB1+btjfoZIWkssA35uGvwz8fqW8N+TzL30fXPfbQt4hOJGpM0StLVwHWSjpI0quiYuiMnFS6RtEJELKyDeEZJugb4FTBB0rYR0VJkwkPSGpKuB34OrFxUHNXy+3QlcLGkvSQNLzqmzqq3Y84ah6TVgLHAhLxpAjBWUnNxUS2biJgUEdOqtzVyuyJiVkTcX7XpYWAMsDnwXkRMytvHA1/s5fC6JCJmV90cDixs5M8oJ8UvBY6r2tywn4/Vr0b+nlS4j65/7qOtmpMdNSRpHHAf8AxwB7AbcFShQXWDpP2Be4GvARflbYUdMzlxdAsp67w38ApwJEBEtBQU07eBvwBTgO0i4tUi4qgm6WvAPaT36Wngq8C+hQbVSfV2zFnDGQ1Mj4gFAPnvV/P2RlaKduXv8nHAROCjVF0ZjYg3gf6SVikovGUi6WpJLwNnAkfQ2J/RGcBNEfFi1baG/nysbjXy96QjpWiX++i65T66G3wSUSOSlgPmA8dGxHkRMQF4FhiS76+LqRbL6A3SSeeqwFGSNoyIhQWefK4HDIuIs/KctCbgHkkrQe++x1Wv1Q8YEBEX5vdmS0mr5uOh1z/3/F40kYbwnRsRFwJvA81FxNMF9XbMmVntXEKaP/2zogPprogYFxEfBb4H/KToeLpK0rbAFsBlRcdiZoVzH11n3Ed3n08gukHSppIOk7RmRHxAyoROqpzoAu8Bw6C4kQfLQtJYSUdLWhMgIh4EJkfELOAa4Koi4yHNR/t4nuLwGLATsDswVdLqvfEeV8XSBBAR5wLvSrpc0u3AuaTpLOdIauqlmDaRtK+koRHxNvBL4M+VmiakBMLgHG9dHYf1dsxZw5sGjJLUBJD/Hpm3N7KGb1cu6rce8KU8Pe1l0lDpyv2rAgvzd79hRMSNwM6kkYaN+Bl9CtgA+LukF4E1gd8B61KCz8fqTsP3Ze1o+Ha5j65b7qO7ycmOLpC0kqSrSAVv9gKulHRonvc2Pyc+IGXi/lxYoJ0kqb+kn5GqMe8EXC7p3/Pd7wJExFeBTSV9obqOQk+MFGgjnvGSvplfdzPS9Iy7I2LjiDgG+CupAFGPjVyQtKKkm4CXJW0XEfO1uPjn8cBXgIkRsQtwAakK9OE9EUtVTJXj8OekqSpXS9o9IqZHREtEvJ8fujUwtSdjWVb1dsxZOeQRX1OAg/Omg4FHI2JGcVF1X6O3S9JZpPnF+0XEvLz5L8BgSdvn28cCtxcR37KQNFTS6Krb+wKzSEnlhvuMIuKciBgZEWtFxFqkE4I9SFdCG+7zsfrW6H1Zexq9Xe6j65f76O5zsqNrvgP0i4jNgUOA3wI7SxoAKVuY50ytRsq+IemAynSLOjSCFOvmEXEIcD5wrqR180l9ZYTAyaSRC0g6RlJzD40UaB3PecDZktaLiGcBkebZVVwPfCCpfw+OXBhH6iwvAi4HiIh5+TV/C6yVs8dExD3APOCtHooFSYNI8xAX5GrTh5GSQFtUkgE5obAWsDyLj8PdJA3tqbiWQb0dc1YexwInSnoWODHfbhiSLpb0Cunqzb2Snsx3NWS7JG0EfJd0Be1PkqZIuiMnMA8jJTqfI129OrnAUDtrCHC7pMclTQH+L7Bv7pca8jNqSwN/Plb/Gvp74j667rmPtiX0a2nxecOykrQO8G5EvJZvnwSsHRHH5akLCyRtQDoZnQB8nVQo8qRWFYLrgqR1gUnAOhExN2+7ChgVEXtV2pS3v0uqTfIH4MiImNmL8YyOiM9IOppU+PWLwIakk+GfVpINNY6lX6TVXlYGBkXEa5LeAE6JiKuq35uqfXYjrYN9XET0yIiKPPxuY+BvVe/RJcC/IuLbVcfhtqRRJ3eR/jN7CPhBZZ+i1NsxZ2ZmZmZm5TKg6AAa1Av5BHhARMwHVmTx0PvKie/uwH6kApZnRsTdxYTasTwK4AXSiecxpCkYACcAsySNjYi/Ki3ZdAFp9MA38+iFIuLZmDRtY3PSNKKVgG/3VDyVUQQR8VbV9IkTSVNrrq9MWcpTWtYBLiSNpDi9pxIdOZ4Fkp6KiA8kLZfjGAQ8V7k/P/SzwL+RRlH8sB6Ow3o75szMzMzMrHw8jaUdkgbmqQKV24veq6ph9JW/twDur+yXtz0HfD0i9q+TE8zB+eRxCbktA0jFVXeqzHPLc/ZuAnbMt98AbouITWpx0tnFeG4Gdo2IeRFxLHBURGxVq5Pg9mKqji2P9LiNdAL+47zfoBzfMNJ7tFNvxFRVG6ZyHK4PTM77VaaBTANOiIjP9fZxmGPfRK1WUinqmDMzMzMzs77DyY42SPoq8DBwkaSz8+aWNk7aFkgaRVqm6Td5v3slrR0Rv4mIuli6SWmli+eB86uSMZWaDv1yIctJpMrLZ1ft2kxVgdWImFhwPKuSCiZV4plei3iWFlOrh1ZGd+wDnJCPjwdzPZH/jYhrejumXONiA2BGRDws6TjgFklrRMRlEdHry1VJOgZ4FNiqVXHRQo45MzMzMzPrWzyNJctD60eTpkbMJhWkHAzcKml8RLxEvoKuVPl2WC5MuSFpNYk/ADNJdRpe6P0WdGg5UrHMscC25FEolZNQSdsA7wPnAPdIupo0WuVF8rSIksfTmZg+SaqH8Wh+/OqkxMcWwL9FRBHv0yeB9yLir8BWwFhJ95GmVH0nIv7RAzG1K3+HxgB3kJIYX4qIx6ru71/wZ2xmZmZmZn2Ekx2ApN2RU1YAAAvPSURBVFUiYpak6cB5leH+knYH7gPm5NvDSKtGbENa6hPgo6QRMqdFxH29HnwbKu2p2tQMXEKqb3GqpAdzrYdVSMU9PwkcHhHTJe1Cmg7x64i4q4zxdDGmbUkr71SKa54LfDkiflFwTEfkx36UlJw7OyLurVVMnVX1HXotx31yRDyWp6isCTwREXNyodfzScmZI3ryMzYzMzMzs76rT6/Gkle0OIs0JeH3wJ8i4pa8/evAN0hrMg8GfgncBuwSEb+qeo4VIuLdXg++Da3acx/wSETcKOkzwBciYpzSMkyXkpZu/QBYOdegKH08ZY5J0qhaTuvpYux/BH4BDAdOBR4gLYX1d2AFUvz/C+wRET/v7VjNrOskHUJKUO5edCxmZrYk99FmbevrIzu+AwjYi3Sl+QpJz+SVIJ4ANoqIdyTtDNwNXFtJdFRWYqmXREfWVnueIK2d/cf8mMeAK0grmhxdtZrIh5ZQLWE8ZYypchz2eqIjq459G1KyYzvgn8BQUnsGAgeTluPdvJLo6MH306zhSHqRND1uPrAAeIr0fb+yuu5NUSLiZlKR6F6jtKz7EaTpcW8Cl0XET6ruXwu4DtiaNHXuhMrINklHkC5arEfqj24BvhdpBTXyCLlrSCunvQl8NyJu6SCWjl7rIOCHwBrAPOC3wIkR8c92nqumsZlZz3Mf/WHuo91HN4I+W6BU0nKkk7SLIuKliLiddOCeImnliLgnIt7JD38g/xlT2b9ywNeLdtpzHXAcMB34d0n3k6Y7TAb+VrWaR/VSpaWMp8QxFXYcthH7baT/aE8iTfMaFxHvR8Qc4GkggBVzbY8eeT/NGty+ETGM9H/NOaRkYs2KHjegfsDhwMrAZ0hFoQ+qun8CqRDyCOAU4L8kNef7ViCNzlyV9ON3V+A/qva9lFQ3aHXSFMXLJW3UQSwdvdaDwHYRMRxYm3Qh6UcdPFetYzOz3uE+eknuo91H170+O7Ij1z4YBBxImsIC6crzQ6Sh93cCSFoJuAh4jTQcvy61055TSavKzACeAX4fEVdL+gRwpaTLWtWIKG08jqn22on9FNJ3aMOICABJQ4ETgZciYnYhwZo1kPw9mSjpH8DDks6PiCck7U36gbYOqZD2NRFxOoCk/wbujohLKs8jaSpwGun/s5+SfpQNAl4CDo6IJ1q/tqQjSX1QM+mK1fcj4ua8fVxEbJ8f10JKyn4rP/Zm0pW0SiHvo4Fvkmr2TAMOzaMmR5JqEe1IWsnsgoi4uJ334cfVNyX9mjRy7FZJ65OKN+8eEf8CfinpG8ABwPiIuLxq3+mSbgZ2zrENyY/bOF/UmCRpInAYcHIb78nSXmtaq10WAOu21abcrprFZma9z330ovfBfbT76LrXZ0d2ZOcDn1IqOElEzCUNSfsWgPKyoqSr6Yc1wJXottpzJbBnRByST5j7RcTUiNimF06Y6y0ex1R77X2Hvgkg6T9JiZunI+KkwqI0a0ARMRl4Bdghb5pLuoq2ErA3cJyk/fJ9NwCHVvaVtCkwCvhv0lDbHUmFgIcDXyStHraE/CPuYlLfM4xULHpKByHuA2wJfCI/5x75eQ4kXTw4HFgR+CwwU2nZ7LtI0/JGka6WfUPSHkt7L/KIsB2AJ/OmjYAX8sixisfy9rbsWLXv+sD8iHi2k/su9bUkbS9pNqmg+QHAhUtrU41iM7OCuI9eIjb30VaX+uzIjuwxUkHIc0kHPsAkQJIGkDqQy9rICNarttrzCLBpbk9vT3uot3gcU+219x1aP/+n/DywV0S8XFB8Zo3uVWAVgIi4v2r7VEkTWDwScSKp3s96kZbCPgy4LSLel/QBMAz4ODA5Ip7u4PUWAhtLejkiXiONamzPORHxNvC2pN8Dm5HqW40DfhwRj+TH/Q1A0tZAc0Sckbe/IOkq4CDgd0t5H04nXaC5Lt8eSrpyWm026Qf6EiR9hbS09biqfVvP1Z5Neo/astTXiohJwHBJo4CjSctoL1UNYjOzYrmPTk7HfbTVoT6d7IiIefnK8yOSfkCqifAD4H/yyWWPrcDRE9ppz/dZ3J4+HY9jqr2lfIfmAtcXGZ9ZCYwCZsGiH6LnABsDy5OK/94OEBHvSboNOFTSD0lFgb+Q7/sfST8jzTMeI+lXwH9Eq+JsETFX0pdIc5OvkfQg8K2IeKad2P5R9e93ST8CAUaTEp2tjQFGSnq7alsTqSZWuySdQLoCuUNEzMub3yFdkay2Inmp+Kp99wPOBj4dEW92Zl9JT7K4RteenX0tgEjLad8N3AqMVVoh4Yp89wMRsWd3YjOzuuM+2n20++g61tensRARM0hDu+aTTtJujIhTi42q69poz00RcZrjcUw9pWzfIbN6IWlL0g/pSXnTLaSrg6MjFVobTyoQV3EDac73rsC7EfFQ5Y6IuDgiNgc2JA3DbXNaWUT8LiJ2Az5Cqhl0VRdCn0aas97W9r9HxEpVf4ZFxF7tPVG+qnYysGtEvFJ115PA2pKqr6ZtyuKhxigt330Vqajg41WPexYYIGm9tvaNiI0iYmj+80BnXquVAZX2R8TNVc9V/SO6S7GZWf1wH+0+uhOvZQXr0yM7KvKcu8mSzo06WD6qu+qtPfUWDzimWmvk2M3qjaQVSXOELyIlPis/tIYBs/IVwq2ALwP/r7JfRDwkaSGpls6NVc+3Jenixl9Jc8rfIw2Fbv26q5OWkL4X+BfpClZXvs9XAz+VNCm/5jrAB6SRX3MkfYc07/x9YANgcNVw6up4DgHOAnaOiBeq74uIZyVNAU6T9H3S1b1PkKfTSdqFVJBv/9w/Ve87N185PUPSONLQ7s+R5r9/SCde6xDSFcGXJY0BziRN72tTLWMzs97nPnpRPO6j3UfXvT4/sqNa2U7S6q099RYPOKZaa+TYzerAXZLmkK6unUKqzn9U1f3Hk35gzSFV4/9FG8/xc2AT4KaqbSuSrlC9RaryPxP4SRv79icVF36VNCz7U6Rq/ssk0hLaZ5Kucs4hzVdfJVKR731IPw7/TlpJ4GpSQb62/Ii0jOAjkt7Jf8ZX3X8QaS71W6Sh41/II80gjTIbDvymat/fVu17PDAYeIO0ZOFxEdHRlbmOXmtD4E+S5pKKmgdpTnh7ah2bmfUO99FLch/tPrru9WtpaSk6BjMzM6sBSYcDx0ReftDMzOqH+2iz3uWRHWZmZiUgaQXSFacri47FzMyW5D7arPc52WFmZtbgJO0BzABeJw1NNjOzOuE+2qwYnsZ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