From 3c3b88e6f03592e001b74b5fd3940ad416f9ec30 Mon Sep 17 00:00:00 2001 From: Sarem Seitz Date: Mon, 30 Sep 2024 21:36:45 +0200 Subject: [PATCH] update notebooks --- .github/workflows/main.yml | 20 + .../Censored Data-checkpoint.ipynb | 181 ++++ ... for Volatility Forecasts-checkpoint.ipynb | 451 +++++++++ .../Julia HMM Scaled-checkpoint.ipynb | 292 ++++++ .ipynb_checkpoints/Julia HMM-checkpoint.ipynb | 304 +++++++ .../Julia Kalman Filter-checkpoint.ipynb | 319 +++++++ .../Multivariate GARCH-checkpoint.ipynb | 797 ++++++++++++++++ ...Filter Maximum Likelihood-checkpoint.ipynb | 634 +++++++++++++ ...casts with Random Forests-checkpoint.ipynb | 770 ++++++++++++++++ .../TimeVaryingCoefficients-checkpoint.ipynb | 855 ++++++++++++++++++ ...te in state-space models -checkpoint.ipynb | 812 +++++++++++++++++ ...Varying Coefficient GARCH-checkpoint.ipynb | 491 ++++++++++ Censored Data.ipynb | 10 + ...e Ensembles for Volatility Forecasts.ipynb | 10 + Julia HMM Scaled.ipynb | 4 +- Julia HMM.ipynb | 12 + Julia Kalman Filter.ipynb | 10 + Multivariate GARCH.ipynb | 11 +- Particle Filter Maximum Likelihood.ipynb | 10 + ...listic Forecasts with Random Forests.ipynb | 10 + TimeVaryingCoefficients.ipynb | 10 + ... latent state in state-space models .ipynb | 8 +- Varying Coefficient GARCH.ipynb | 10 + 23 files changed, 6026 insertions(+), 5 deletions(-) create mode 100644 .github/workflows/main.yml create mode 100644 .ipynb_checkpoints/Censored Data-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Decision Tree Ensembles for Volatility Forecasts-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Julia HMM Scaled-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Julia HMM-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Julia Kalman Filter-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Multivariate GARCH-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Particle Filter Maximum Likelihood-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Probabilistic Forecasts with Random Forests-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/TimeVaryingCoefficients-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Variational inference of latent state in state-space models -checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Varying Coefficient GARCH-checkpoint.ipynb diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml new file mode 100644 index 0000000..7a7db55 --- /dev/null +++ b/.github/workflows/main.yml @@ -0,0 +1,20 @@ +name: Trigger container build in blog repo + +on: + push: + branches: + - master + +jobs: + trigger-workflow: + runs-on: ubuntu-latest + steps: + - name: Trigger workflow in another repository + run: | + curl -X POST \ + -H "Authorization: token ${{ secrets.WORKFLOW_PAT }}" \ + -H "Accept: application/vnd.github.v3+json" \ + https://api.github.com/repos/sarems/blog/actions/workflows/main.yml/dispatches \ + -d '{"ref":"master"}' + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} diff --git a/.ipynb_checkpoints/Censored Data-checkpoint.ipynb b/.ipynb_checkpoints/Censored Data-checkpoint.ipynb new file mode 100644 index 0000000..684b32f --- /dev/null +++ b/.ipynb_checkpoints/Censored Data-checkpoint.ipynb @@ -0,0 +1,181 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a095e48c-96b7-49ac-ac2e-0554c8d47453", + "metadata": {}, + "source": [ + "---\n", + "title: \"Censored Data\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d4bf30c0-e2f1-4e2c-8c5f-89b5bda61a9b", + "metadata": {}, + "outputs": [], + "source": [ + "using Distributions, Zygote, Plots, StatsPlots, Random" + ] + }, + { + "cell_type": "markdown", + "id": "db0b9ff1-acfe-44da-befb-cfabf718c907", + "metadata": {}, + "source": [ + "https://juliastats.org/Distributions.jl/stable/censored/" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3be33ee4-a41a-44e6-beda-930bfefbc58d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(123)\n", + "\n", + "line = collect(-1:0.01:3)\n", + "\n", + "censoring = 1.5\n", + "actual = rand(Normal(1,0.5),500)\n", + "\n", + "observed = min.(censoring,actual)\n", + "\n", + "histogram(observed, \n", + " normalize=:true,\n", + " label = \"Observed, censored data\",\n", + " alpha=0.5,\n", + " legend=:topleft,\n", + " fmt=:png\n", + ")\n", + "plot!(line,\n", + " pdf.(Normal(1,0.5),line),\n", + " lw=3,\n", + " c=:blue,\n", + " label = \"True Distribution\"\n", + ")\n", + "vline!([censoring],\n", + " lw=3, c=\"red\",\n", + " ls=:dot,\n", + " label=\"Censoring point\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0b55c854-342b-468e-9678-ef93e134a1cf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_full = mean(observed)\n", + "std_full = std(observed)\n", + "\n", + "mean_red = mean(observed[observed .< censoring])\n", + "std_red = std(observed[observed .< censoring])\n", + "\n", + "ps = [0.,0.]\n", + "\n", + "for i in 1:50\n", + " \n", + " grads = Zygote.gradient(p->-mean(logpdf.(censored.(Normal(p[1],exp(p[2])),-Inf,ones(length(observed)).*censoring),observed)),ps)[1]\n", + " \n", + " ps .-= 0.1 .* grads\n", + " \n", + "end\n", + "\n", + "mean_model = ps[1]\n", + "std_model = exp(ps[2])\n", + "\n", + "\n", + "histogram(observed, \n", + " normalize=:true,\n", + " label = \"Observed, censored data\",\n", + " alpha=0.5,\n", + " legend=:topleft,\n", + " fmt=:png,\n", + " size=(900,600)\n", + ")\n", + "\n", + "vline!([censoring],\n", + " lw=3, c=\"red\",\n", + " ls=:dot,\n", + " label=\"Censoring point\"\n", + ")\n", + "\n", + "plot!(line,\n", + " pdf.(Normal(1,0.5),line),\n", + " lw=3,\n", + " c=:blue,\n", + " label = \"True Distribution\"\n", + ")\n", + "\n", + "plot!(line,\n", + " pdf.(Normal(mean_model,std_model),line),\n", + " lw=3,\n", + " c=:green,\n", + " s=:dash,\n", + " label = \"With proper censoring model\"\n", + ")\n", + "\n", + "plot!(line,\n", + " pdf.(Normal(mean_full,std_full),line),\n", + " lw=1,\n", + " c=:orange,\n", + " label = \"Directly from data\"\n", + ")\n", + "\n", + "plot!(line,\n", + " pdf.(Normal(mean_red,std_red),line),\n", + " lw=1,\n", + " c=:purple,\n", + " label = \"Without censored observations\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f536e3a9-d2d6-4cd2-9d6f-f76a8a434946", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.1", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Decision Tree Ensembles for Volatility Forecasts-checkpoint.ipynb b/.ipynb_checkpoints/Decision Tree Ensembles for Volatility Forecasts-checkpoint.ipynb new file mode 100644 index 0000000..ba9bbb5 --- /dev/null +++ b/.ipynb_checkpoints/Decision Tree Ensembles for Volatility Forecasts-checkpoint.ipynb @@ -0,0 +1,451 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e60808e2-a370-4807-a1e3-5fe6a4704af5", + "metadata": {}, + "source": [ + "---\n", + "title: \"Decision Tree Ensembles for Volatility Forecasting\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "4d34a11f-9712-48d7-9d86-573eb76a98c3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import yfinance as yf\n", + "import matplotlib.pyplot as plt\n", + "\n", + "symbol = \"^DJI\"\n", + "\n", + "data = yf.download(symbol, start=\"2017-10-01\", end=\"2022-10-01\")\n", + "returns = np.log(data[\"Close\"]).diff().dropna()\n", + "\n", + "n_test = 30\n", + "\n", + "train = returns.iloc[:-n_test]\n", + "\n", + "train_mean = train.mean()\n", + "train_std = train.std()\n", + "\n", + "train = (train-train_mean)/train_std\n", + "\n", + "test = returns.iloc[-n_test:]\n", + "test = (test-train_mean)/train_std\n", + "\n", + "plt.figure(figsize = (16,6))\n", + "plt.plot(train, color = \"blue\", label = \"Train data\")\n", + "plt.plot(test, color = \"red\", label = \"Test data\")\n", + "plt.grid(alpha = 0.5)\n", + "plt.margins(x=0)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a49fbbd6-ab02-4e10-883e-ffe807cea652", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/2d/hl2cr85d2pb2kfbmsng3267c0000gn/T/ipykernel_66876/2717592527.py:5: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + " train_lagged = pd.concat([train**2]+[train.shift(i) for i in range(1,n_lags+1)],1).dropna()\n" + ] + }, + { + "data": { + "text/html": [ + "
RandomForestRegressor(max_depth=3, n_jobs=-1, random_state=123)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "RandomForestRegressor(max_depth=3, n_jobs=-1, random_state=123)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "\n", + "n_lags = 5\n", + "\n", + "train_lagged = pd.concat([train**2]+[train.shift(i) for i in range(1,n_lags+1)],1).dropna()\n", + "\n", + "y_train = train_lagged.iloc[:,0]\n", + "X_train = train_lagged.iloc[:,1:]\n", + "\n", + "\n", + "forest_model = RandomForestRegressor(max_depth=3, n_estimators=100, n_jobs=-1, random_state=123)\n", + "forest_model.fit(X_train.values, y_train.values)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "08c46c80-328b-4b34-9bd2-efda4c413fc1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/2d/hl2cr85d2pb2kfbmsng3267c0000gn/T/ipykernel_66876/1944271020.py:5: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + " Xt = pd.DataFrame(pd.concat([train.shift(i) for i in range(n_lags)],1).dropna().iloc[-1,:].values.reshape(1,-1))\n" + ] + } + ], + "source": [ + "from scipy.stats import norm\n", + "\n", + "samp_size = 50000\n", + "\n", + "Xt = pd.DataFrame(pd.concat([train.shift(i) for i in range(n_lags)],1).dropna().iloc[-1,:].values.reshape(1,-1))\n", + "Xt = pd.concat([Xt for _ in range(samp_size)])\n", + "Xt.columns = X_train.columns\n", + "\n", + "np.random.seed(123)\n", + "\n", + "forest_samples = []\n", + "\n", + "\n", + "for t in range(len(test)):\n", + " pred = forest_model.predict(Xt.values).reshape(-1,1)\n", + " samp = norm(0, 1).rvs(samp_size).reshape(-1,1)*np.sqrt(pred)\n", + " forest_samples.append(samp)\n", + "\n", + " Xt = pd.DataFrame(np.concatenate([np.array(samp).reshape(-1,1),Xt.values[:,:-1]],1))\n", + " Xt.columns = X_train.columns\n", + " \n", + " \n", + "forest_samples_matrix = np.concatenate(forest_samples,1)\n", + "\n", + "forest_std = np.std(forest_samples_matrix,0)\n", + "forest_lower = np.quantile(forest_samples_matrix,0.05,0)\n", + "forest_upper = np.quantile(forest_samples_matrix,0.95,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ae1f8c0e-0bc3-4a74-ab69-afd980b526e1", + "metadata": {}, + "outputs": [], + "source": [ + "def gaussian_loss_gradhess(y_pred, data):\n", + " \n", + " y_true = data.get_label()\n", + " \n", + " exp_pred = np.exp(y_pred)\n", + " \n", + " grad = -0.5 + 0.5/exp_pred*y_true**2\n", + " hess = -0.5/exp_pred*y_true**2\n", + "\n", + " return -grad, -hess\n", + "\n", + "\n", + "def gaussian_loss(y_pred, data):\n", + " \n", + " y_true = data.get_label()\n", + " return \"loglike\", -(-0.5*np.log(2*np.pi) - 0.5*y_pred - 0.5/np.exp(y_pred)*y_true**2),False\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "69322ce1-000b-49e6-958b-3acfb887dc92", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/2d/hl2cr85d2pb2kfbmsng3267c0000gn/T/ipykernel_66876/3495567139.py:4: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + " train_lagged = pd.concat([train]+[train.shift(i) for i in range(1,n_lags+1)],1).dropna()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[LightGBM] [Warning] Using self-defined objective function\n", + "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000481 seconds.\n", + "You can set `force_col_wise=true` to remove the overhead.\n", + "[LightGBM] [Info] Total Bins 1275\n", + "[LightGBM] [Info] Number of data points in the train set: 1223, number of used features: 5\n", + "[LightGBM] [Warning] Using self-defined objective function\n" + ] + } + ], + "source": [ + "import lightgbm as lgb\n", + "\n", + "\n", + "train_lagged = pd.concat([train]+[train.shift(i) for i in range(1,n_lags+1)],1).dropna()\n", + "\n", + "y_train = train_lagged.iloc[:,0]\n", + "X_train = train_lagged.iloc[:,1:]\n", + "\n", + "train_data = lgb.Dataset(X_train.values, label=y_train.values)\n", + "param = {\"num_leaves\":2, \"learning_rate\":0.1, \"seed\": 123}\n", + "\n", + "\n", + "num_round = 1000\n", + "boosted_model = lgb.train(param, train_data, num_round, fobj=gaussian_loss_gradhess, feval=gaussian_loss)\n", + "\n", + "\n", + "\n", + "np.random.seed(123)\n", + "\n", + "boosted_samples = []\n", + "\n", + "\n", + "for t in range(len(test)):\n", + " pred = boosted_model.predict(Xt.values).reshape(-1,1)\n", + " samp = norm(0, 1).rvs(samp_size).reshape(-1,1)*np.sqrt(np.exp(pred))\n", + " boosted_samples.append(samp)\n", + "\n", + " Xt = pd.DataFrame(np.concatenate([np.array(samp).reshape(-1,1),Xt.values[:,:-1]],1))\n", + " Xt.columns = X_train.columns\n", + " \n", + " \n", + "boosted_samples_matrix = np.concatenate(boosted_samples,1)\n", + "\n", + "boosted_std = np.std(boosted_samples_matrix,0)\n", + "boosted_lower = np.quantile(boosted_samples_matrix,0.05,0)\n", + "boosted_upper = np.quantile(boosted_samples_matrix,0.95,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3ac8e916-23a7-4b71-a094-a92120c8e5b6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration: 5, Func. Count: 75, Neg. LLF: 1688.2522911700148\n", + "Iteration: 10, Func. Count: 145, Neg. LLF: 1524.6402966915884\n", + "Iteration: 15, Func. Count: 216, Neg. LLF: 1306.756160681614\n", + "Iteration: 20, Func. Count: 281, Neg. LLF: 1306.5361795921172\n", + "Optimization terminated successfully (Exit mode 0)\n", + " Current function value: 1306.5361512322356\n", + " Iterations: 23\n", + " Function evaluations: 320\n", + " Gradient evaluations: 23\n" + ] + } + ], + "source": [ + "from arch import arch_model\n", + "from scipy.stats import gaussian_kde\n", + "\n", + "\n", + "am = arch_model(train, p=n_lags,q=n_lags)\n", + "res = am.fit(update_freq=5)\n", + "forecasts = res.forecast(horizon=len(test), reindex=False).variance.values[0,:]\n", + "\n", + "garch_samples_matrix = res.forecast(horizon=len(test), simulations = 50000, reindex=False, method = \"simulation\").simulations.values[0,:,:]\n", + "\n", + "garch_std = np.std(garch_samples_matrix,0)\n", + "garch_lower = np.quantile(garch_samples_matrix,0.05,0)\n", + "garch_upper = np.quantile(garch_samples_matrix,0.95,0)\n", + "\n", + "\n", + "\n", + "iid_kde = gaussian_kde(train)\n", + "iid_kde_samp = iid_kde.resample((50000*len(test))).reshape(50000,len(test))\n", + "\n", + "kde_lower = np.quantile(iid_kde_samp,0.05,0)\n", + "kde_upper = np.quantile(iid_kde_samp,0.95,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9f7307e8-5b3d-4125-9371-eddd12f36e59", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'I.i.d. KDE - Test set loglikelihood: -46.681')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "benchmark_lpdfs = [iid_kde.logpdf(test[i])[0] for i in range(len(test))]\n", + "garch_lpdfs = [gaussian_kde(garch_samples_matrix[:,i]).logpdf(test[i])[0] for i in range(len(test))]\n", + "forest_lpdfs = [gaussian_kde(forest_samples_matrix[:,i]).logpdf(test[i])[0] for i in range(len(test))]\n", + "boosted_lpdfs = [gaussian_kde(boosted_samples_matrix[:,i]).logpdf(test[i])[0] for i in range(len(test))]\n", + "\n", + "\n", + "fig, (ax1,ax2,ax3,ax4) = plt.subplots(4,1,figsize=(19,18))\n", + "st = fig.suptitle(\"Symbol: \"+symbol, fontsize=20)\n", + "\n", + "\n", + "ax1.plot(train.iloc[-50:], color = \"blue\", label = \"Last 50 observations of training set\")\n", + "ax1.plot(test, color = \"red\", label = \"Test set\")\n", + "ax1.grid(alpha = 0.5)\n", + "ax1.margins(x=0)\n", + "ax1.fill_between(test.index, forest_lower, forest_upper, color=\"orange\", alpha=0.5, label=\"Random Forest ARCH - 90% forecast interval\")\n", + "ax1.legend()\n", + "ax1.set_title(\"Random Forest ARCH - Test set loglikelihood: {}\".format(str(np.sum(forest_lpdfs))[:7]), fontdict={'fontsize': 15})\n", + "\n", + "\n", + "ax2.plot(train.iloc[-50:], color = \"blue\", label = \"Last 50 observations of training set\")\n", + "ax2.plot(test, color = \"red\", label = \"Test set\")\n", + "ax2.grid(alpha = 0.5)\n", + "ax2.margins(x=0)\n", + "ax2.fill_between(test.index, boosted_lower, boosted_upper, color=\"orange\", alpha=0.5, label=\"Boosted Tree ARCH - 90% forecast interval\")\n", + "ax2.legend()\n", + "ax2.set_title(\"Gradient Boosting ARCH - Test set loglikelihood: {}\".format(str(np.sum(boosted_lpdfs))[:7]), fontdict={'fontsize': 15})\n", + "\n", + "\n", + "ax3.plot(train.iloc[-50:], color = \"blue\", label = \"Last 50 observations of training set\")\n", + "ax3.plot(test, color = \"red\", label = \"Test set\")\n", + "ax3.grid(alpha = 0.5)\n", + "ax3.margins(x=0)\n", + "ax3.fill_between(test.index, garch_lower, garch_upper, color=\"orange\", alpha=0.5, label=\"GARCH (5,5) - 90% forecast interval\")\n", + "ax3.legend()\n", + "ax3.set_title(\"GARCH(5,5)- Test set loglikelihood: {}\".format(str(np.sum(garch_lpdfs))[:7]), fontdict={'fontsize': 15})\n", + "\n", + "ax4.plot(train.iloc[-50:], color = \"blue\", label = \"Last 50 observations of training set\")\n", + "ax4.plot(test, color = \"red\", label = \"Test set\")\n", + "ax4.grid(alpha = 0.5)\n", + "ax4.margins(x=0)\n", + "ax4.fill_between(test.index, kde_lower, kde_upper, color=\"orange\", alpha=0.5, label=\"I.i.d. Kernel Density - 90% forecast interval\")\n", + "ax4.legend()\n", + "ax4.set_title(\"I.i.d. KDE - Test set loglikelihood: {}\".format(str(np.sum(benchmark_lpdfs))[:7]), fontdict={'fontsize': 15})\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea87605d-9d7b-4728-8b20-336a7076887d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a68d90b6-999e-406d-a429-90a1f47394f6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1fff569e-8715-4553-8896-c80558d56ead", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b55757b1-4a15-4f3d-becb-1f4391db0413", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2189e4c-9556-4171-95f5-4f1e26303eb9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "843fb34f-4374-4245-8c35-665ea24c5d51", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Julia HMM Scaled-checkpoint.ipynb b/.ipynb_checkpoints/Julia HMM Scaled-checkpoint.ipynb new file mode 100644 index 0000000..190d239 --- /dev/null +++ b/.ipynb_checkpoints/Julia HMM Scaled-checkpoint.ipynb @@ -0,0 +1,292 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d57b391d-84b4-4447-9406-3ec503d83454", + "metadata": {}, + "source": [ + "---\n", + "title: \"Scaled forward-backward algorithm + AutoDiff for optimizing the observation distributions\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c77c4abe-4ef2-4278-a83a-c156b3386a57", + "metadata": {}, + "outputs": [], + "source": [ + "using Flux, Distributions, Zygote, ForwardDiff, Plots, StatsPlots, LinearAlgebra, Random" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e0bc4d4b-329d-43ea-8093-fbafc3a3473b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EM (generic function with 2 methods)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mutable struct HMM\n", + " μ\n", + " σ\n", + " \n", + " P\n", + "end\n", + "Flux.@functor HMM (μ, σ)\n", + "\n", + "function HMM(states)\n", + " μ = collect(range(-1,1, length=states))\n", + " σ = zeros(states)\n", + " \n", + " P = softmax(Matrix(Diagonal(ones(states))),dims=2)\n", + " \n", + " return HMM(μ,σ,P)\n", + "end\n", + "\n", + "\n", + "function filter(m::HMM, y, p_t)\n", + " \n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " P = m.P\n", + " \n", + " y_t = y[1]\n", + " \n", + " dists_t = Normal.(μ,σ)\n", + " pdfs = pdf.(dists_t, y_t)\n", + " \n", + " sumdist = (p_t.*pdfs)\n", + " p_tt = sumdist./sum(sumdist)\n", + " \n", + " p_tp1 = P*p_tt\n", + " \n", + " if length(y)>1\n", + " dists_tp1, p_t, p_ttp1 = filter(m,y[2:end],p_tp1)\n", + " return vcat(dists_t, dists_tp1), hcat(p_t,p_tp1), hcat(p_tt, p_ttp1)\n", + " else\n", + " return dists_t, p_t, p_tt\n", + " end\n", + "end\n", + "\n", + "function forward_normalized(m::HMM, y, α_tm1)\n", + " #https://github.com/mattjj/pyhsmm/blob/e6cfde5acb98401c2e727ca59a49ee0bfe86cf9d/pyhsmm/internals/hmm_states.py#L322\n", + " \n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " P = m.P\n", + " \n", + " y_t = y[1]\n", + " qsum = P*α_tm1\n", + " dists = Normal.(μ,σ)\n", + " lpdfs = logpdf.(dists,y_t)\n", + " \n", + " lpdf_max = maximum(lpdfs)\n", + " \n", + " α_t = qsum[:] .* exp.(lpdfs .- lpdf_max)\n", + " normalizer = sum(α_t)\n", + " \n", + " α_t_normed = α_t ./ normalizer\n", + " logtot_t = log(normalizer) + lpdf_max\n", + " \n", + " if length(y)>1\n", + " α_tp1_normed, logtot_tp1 = forward_normalized(m,y[2:end],α_t_normed)\n", + " return hcat(α_t_normed, α_tp1_normed), logtot_t + logtot_tp1\n", + " else\n", + " return α_t_normed, logtot_t\n", + " end\n", + "end\n", + "\n", + "\n", + "function backward_normalized(m::HMM, y, β_tp1)\n", + " #https://github.com/mattjj/pyhsmm/blob/e6cfde5acb98401c2e727ca59a49ee0bfe86cf9d/pyhsmm/internals/hmm_states.py#L295\n", + " \n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " P = m.P\n", + " \n", + " y_t = y[end]\n", + " \n", + " dists = Normal.(μ,σ)\n", + " lpdfs = logpdf.(dists,y_t)\n", + " \n", + " lpdf_max = maximum(lpdfs)\n", + " \n", + " β_t = transpose(P)*(β_tp1.*exp.(lpdfs.-lpdf_max))[:]\n", + " normalizer = sum(β_t)\n", + " \n", + " β_t_normed = β_t./normalizer\n", + " logtot_t = log(normalizer) + lpdf_max\n", + " \n", + " if length(y)>1\n", + " β_tm1_normed, logtot_tm1 = backward_normalized(m, y[1:end-1], β_t_normed)\n", + " return hcat(β_tm1_normed, β_t_normed), logtot_tm1 + logtot_t\n", + " else\n", + " return β_t_normed, logtot_t\n", + " end\n", + "end\n", + "\n", + "\n", + "\n", + "function likelihood(m::HMM,y,sps)\n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " \n", + " dists = Normal.(μ,σ)\n", + " \n", + " return mean(map(i->sum(sps[i].*logpdf.(dists,y[i])),1:length(y)))\n", + "end\n", + "\n", + "\n", + "function EM(m::HMM, y, p_0, n_iter = 50)\n", + " \n", + " for i in 1:n_iter\n", + " α, logtot_α = forward_normalized(m,y,p_0)\n", + " β, logtot_β = backward_normalized(m,y,p_0)\n", + " \n", + " αβ = α.*β \n", + " γ = αβ./sum(αβ,dims=1)\n", + " \n", + " \n", + " sps = Flux.unstack(γ,dims=2)\n", + "\n", + " ps, f = Flux.destructure(m)\n", + " \n", + " for _ in 1:50\n", + " grads = ForwardDiff.gradient(x -> -likelihood(f(x),y,sps), ps)\n", + " ps .-= 0.001.*grads\n", + " end\n", + " \n", + " newm = f(ps)\n", + " m.μ = newm.μ\n", + " m.σ = newm.σ\n", + " \n", + " Ps = Matrix(transpose(hcat([sum(γ[i:i, 1:end-1].*γ[:, 2:end],dims=2)[:] for i in 1:length(p_0)]...)))\n", + " Ps./=sum(Ps,dims=1)\n", + " \n", + " m.P = Ps\n", + " \n", + " if i%50==0\n", + " println(-likelihood(m,y,sps))\n", + " end\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "548eb4c7-c06d-4923-8a43-b88c1e09d90e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([-1.0, 0.0, 1.0, 0.0, 0.0, 0.0], Restructure(HMM, ..., 6))" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(321)\n", + "y = vcat([vcat(0.5 .*randn(25).+3, randn(25), 0.5 .*randn(25).-3) for _ in 1:10]...)\n", + "\n", + "m = HMM(3)\n", + "ps, f = Flux.destructure(m)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a076f0ea-6894-474f-b07e-0f167e19883a", + "metadata": {}, + "outputs": [], + "source": [ + "α, logtot_α = forward_normalized(m,y,ones(3)./3)\n", + "β, logtot_β = backward_normalized(m,y,ones(3)./3)\n", + "\n", + "αβ = α.*β \n", + "state_probs = αβ./sum(αβ,dims=1)\n", + "\n", + "\n", + "mean_pred = sum(m.μ .* state_probs,dims=1)[:]\n", + "std_pred = sqrt.(sum(exp.(m.σ) .* state_probs,dims=1)[:])\n", + "\n", + "p1 = scatter(collect(1:length(y)), y, title = \"Smoothing distribution before training\", label = \"Data\",fmt=:png,\n", + " c=\"blue\", legend=:bottomleft, size = (1200,600))\n", + "plot!(p1, mean_pred, label = \"Predicted mean + 2 stddevs\", c=\"red\", ribbon = 2 .* std_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9b914d3-aec8-4c73-a279-6927aa07c36d", + "metadata": {}, + "outputs": [], + "source": [ + "EM(m,y,ones(3)./3,750)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d59f2b74-a719-4542-bd5d-39153114a5b5", + "metadata": {}, + "outputs": [], + "source": [ + "α, logtot_α = forward_normalized(m,y,ones(3)./3)\n", + "β, logtot_β = backward_normalized(m,y,ones(3)./3)\n", + "\n", + "αβ = α.*β \n", + "state_probs = αβ./sum(αβ,dims=1)\n", + "\n", + "\n", + "mean_pred = sum(m.μ .* state_probs,dims=1)[:]\n", + "std_pred = sqrt.(sum(exp.(m.σ) .* state_probs,dims=1)[:])\n", + "\n", + "p2 = scatter(collect(1:length(y)), y, title = \"Smoothing distribution after training\", label = \"Data\",fmt=:png,\n", + " c=\"blue\", legend=:bottomleft, size = (1200,600))\n", + "plot!(p2, mean_pred, label = \"Predicted mean + 2 stddevs\", c=\"red\", ribbon = 2 .* std_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a295f6a-71f3-4450-b1a2-755c56f0f83c", + "metadata": {}, + "outputs": [], + "source": [ + "plot(p1,p2)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.1", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Julia HMM-checkpoint.ipynb b/.ipynb_checkpoints/Julia HMM-checkpoint.ipynb new file mode 100644 index 0000000..4c61fa4 --- /dev/null +++ b/.ipynb_checkpoints/Julia HMM-checkpoint.ipynb @@ -0,0 +1,304 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "9a8c45c9-9170-417d-9e12-2da02740ad80", + "metadata": {}, + "outputs": [], + "source": [ + "---\n", + "title: \"Hidden Markov Model in Julia\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c77c4abe-4ef2-4278-a83a-c156b3386a57", + "metadata": {}, + "outputs": [], + "source": [ + "using Flux, Distributions, Zygote, ForwardDiff, Plots, StatsPlots, LinearAlgebra, Random" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e0bc4d4b-329d-43ea-8093-fbafc3a3473b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EM (generic function with 2 methods)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mutable struct HMM\n", + " μ\n", + " σ\n", + " \n", + " P\n", + "end\n", + "Flux.@functor HMM (μ, σ)\n", + "\n", + "function HMM(states)\n", + " μ = collect(range(-1,1, length=states))\n", + " σ = zeros(states)\n", + " \n", + " P = softmax(Matrix(Diagonal(ones(states))),dims=2)\n", + " \n", + " return HMM(μ,σ,P)\n", + "end\n", + "\n", + "\n", + "function filter(m::HMM, y, p_t)\n", + " \n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " P = m.P\n", + " \n", + " y_t = y[1]\n", + " \n", + " dists_t = Normal.(μ,σ)\n", + " pdfs = pdf.(dists_t, y_t)\n", + " \n", + " sumdist = (p_t.*pdfs)\n", + " p_tt = sumdist./sum(sumdist)\n", + " \n", + " p_tp1 = P*p_tt\n", + " \n", + " if length(y)>1\n", + " dists_tp1, p_t, p_ttp1 = filter(m,y[2:end],p_tp1)\n", + " return vcat(dists_t, dists_tp1), hcat(p_t,p_tp1), hcat(p_tt, p_ttp1)\n", + " else\n", + " return dists_t, p_t, p_tt\n", + " end\n", + "end\n", + "\n", + "function forward(m::HMM, y, α_tm1)\n", + " #α(q_0) = p(q_0)p(y_0|q_0)\n", + " \n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " P = m.P\n", + " \n", + " y_t = y[1]\n", + " \n", + " qsum = P*α_tm1\n", + " dists = Normal.(μ,σ)\n", + " pdfs = pdf.(dists,y_t)\n", + " \n", + " α_t = pdfs.*qsum\n", + " \n", + " if length(y)>1\n", + " α_tp1 = forward(m,y[2:end],α_t)\n", + " return hcat(α_t, α_tp1)\n", + " else\n", + " return α_t\n", + " end\n", + "end\n", + "\n", + "\n", + "function backward(m::HMM, y, β_tp1)\n", + " #β_(q_{T-1}) = \\sum_{q_T}p(y_T|q_T)p(q_T|q_{T-1})\n", + " \n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " P = softmax(m.P, dims=2)\n", + " \n", + " y_t = y[end]\n", + " \n", + " dists = Normal.(μ,σ)\n", + " pdfs = pdf.(dists,y_t)\n", + " \n", + " β_t = sum(transpose(P).*β_tp1.*pdfs,dims=2)\n", + " \n", + " if length(y)>1\n", + " β_tm1 = backward(m, y[1:end-1], β_tp1)\n", + " return hcat(β_tm1, β_t)\n", + " else\n", + " return β_t\n", + " end\n", + "end\n", + "\n", + "\n", + "\n", + "function likelihood(m::HMM,y,sps)\n", + " μ = m.μ\n", + " σ = exp.(m.σ)\n", + " \n", + " dists = Normal.(μ,σ)\n", + " \n", + " return mean(map(i->sum(sps[i].*logpdf.(dists,y[i])),1:length(y)))\n", + "end\n", + "\n", + "\n", + "function EM(m::HMM, y, p_0, n_iter = 50)\n", + " \n", + " for i in 1:n_iter\n", + " αβ = backward(m,y,p_0).*forward(m,y,p_0)\n", + " state_probs = αβ./sum(αβ,dims=1)\n", + " \n", + " sps = Flux.unstack(state_probs,dims=2)\n", + "\n", + " ps, f = Flux.destructure(m)\n", + " \n", + " for _ in 1:50\n", + " grads = ForwardDiff.gradient(x -> -likelihood(f(x),y,sps), ps)\n", + " ps .-= 0.001.*grads\n", + " end\n", + " \n", + " newm = f(ps)\n", + " m.μ = newm.μ\n", + " m.σ = newm.σ\n", + " \n", + " Ps = Matrix(transpose(hcat([sum(state_probs[i:i, 1:end-1].*state_probs[:, 2:end],dims=2)[:] for i in 1:length(p_0)]...)))\n", + " Ps./=sum(Ps,dims=1)\n", + " \n", + " m.P = Ps\n", + " \n", + " if i%50==0\n", + " println(-likelihood(m,y,sps))\n", + " end\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "548eb4c7-c06d-4923-8a43-b88c1e09d90e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([-1.0, 0.0, 1.0, 0.0, 0.0, 0.0], Restructure(HMM, ..., 6))" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(321)\n", + "y = vcat([vcat(0.5 .*randn(10).+3, randn(10), 0.5 .*randn(10).-3) for _ in 1:5]...)\n", + "\n", + "m = HMM(3)\n", + "ps, f = Flux.destructure(m)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a076f0ea-6894-474f-b07e-0f167e19883a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "αβ = backward(m,y,ones(3)./3).*forward(m,y,ones(3)./3)\n", + "state_probs = αβ./sum(αβ,dims=1)\n", + "\n", + "p1 = plot(y, title = \"Before training\", label = \"Data\",fmt=:png)\n", + "plot!(twinx(), mapslices(x->argmax(x), state_probs,dims=1)[:], label = \"MAP State prediction\", c=\"Red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e9b914d3-aec8-4c73-a279-6927aa07c36d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.7846321153868878\n", + "1.4682240013103964\n", + "1.1968795065813052\n", + "0.9796988050413751\n", + "0.9038611886434182\n", + "0.8985764158693441\n", + "0.8986812651695267\n" + ] + } + ], + "source": [ + "EM(m,y,ones(3)./3,350)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b7c2dfa9-9a2f-4b99-8cd6-452fcd9e5fb0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "αβ = backward(m,y,ones(3)./3).*forward(m,y,ones(3)./3)\n", + "state_probs = αβ./sum(αβ,dims=1)\n", + "\n", + "p2 = plot(y, title = \"After training\", label = \"Data\",fmt=:png)\n", + "plot!(twinx(), mapslices(x->argmax(x), state_probs,dims=1)[:], label = \"MAP State prediction\", c=\"Red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "62d02220-8f16-4eff-a2a5-f493c65d03b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot(p1,p2,size = (1000,500),fmt=:png)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.1", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Julia Kalman Filter-checkpoint.ipynb b/.ipynb_checkpoints/Julia Kalman Filter-checkpoint.ipynb new file mode 100644 index 0000000..fc67987 --- /dev/null +++ b/.ipynb_checkpoints/Julia Kalman Filter-checkpoint.ipynb @@ -0,0 +1,319 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4f62ca68-9eaf-4fdb-afea-08fd5dd286ac", + "metadata": {}, + "source": [ + "---\n", + "title: \"Kalman Filter in Julia\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "861c5592-0010-476f-8c0f-ac4ebde46e90", + "metadata": {}, + "outputs": [], + "source": [ + "using Flux, Distributions, Plots, StatsPlots, Zygote, ForwardDiff, LinearAlgebra, Random" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "35124844-8b55-426f-a772-a614611a49ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "llikelihood (generic function with 1 method)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Durbin & Koopman - Time Series Analysis by State Space Methods, p.82 ff.\n", + "struct StateSpaceModel\n", + " Z\n", + " Hl\n", + " \n", + " T\n", + " R\n", + " Ql\n", + "end\n", + "Flux.@functor StateSpaceModel\n", + "\n", + "\n", + "function kalman_filter(m::StateSpaceModel, y, a_t, P_t)\n", + " y_t = y[1]\n", + " \n", + " Z = m.Z\n", + " H = transpose(m.Hl)*m.Hl\n", + " \n", + " T = m.T\n", + " R = m.R\n", + " Q = transpose(m.Ql)*m.Ql\n", + " \n", + " \n", + " m_t = Z*a_t #observation mean given data until t-1\n", + " \n", + " F_t = Z*P_t*transpose(Z) .+ H #observation cov given data until t-1\n", + " \n", + " a_tt = a_t .+ P_t*transpose(Z)*inv(F_t)*(y_t .- m_t)\n", + " \n", + " P_tt = P_t .- P_t*transpose(Z)*inv(F_t)*Z*P_t\n", + " \n", + " a_tp1 = T*a_tt\n", + " P_tp1 = T*P_tt*transpose(T).+R*Q*transpose(R)\n", + " \n", + "\n", + " dist_t = MvNormal(m_t[:],F_t)\n", + " \n", + " if length(y)>1\n", + " dist_tp1, a_tp2, P_tp2 = kalman_filter(m,y[2:end],a_tp1,P_tp1)\n", + " return vcat(dist_t,dist_tp1), hcat(a_tp1,a_tp2), vcat([P_tp1],P_tp2)\n", + " else\n", + " return dist_t, a_tp1, [P_tp1]\n", + " end\n", + "end\n", + "\n", + "\n", + "#Durbin & Koopman - Time Series Analysis by State Space Methods, p.54 ff.\n", + "struct ARMA\n", + " r\n", + " p\n", + " q\n", + " \n", + " Φ\n", + " Θ\n", + " \n", + " σ\n", + " \n", + " a_0\n", + " P_0l\n", + "end\n", + "Flux.@functor ARMA (Φ,Θ,σ)\n", + "\n", + "\n", + "function ARMA(p,q)\n", + " r = max(p,q+1) \n", + " \n", + " Φ = ones(r)./(2*max(p,1)) .* get_phi_zeros(r,p)\n", + " Θ = ones(r-1)./(2*max(q,1)) .* get_theta_zeros(r,q)\n", + " \n", + " σ = ones(1,1)\n", + " \n", + " a_0 = zeros(r,1)\n", + " P_0l = Matrix(Diagonal(ones(r)))\n", + " \n", + " \n", + " return ARMA(r,p,q, Φ, Θ, σ, a_0, P_0l)\n", + "end\n", + "\n", + "function get_phi_zeros(r,p)\n", + " out = zeros(r)\n", + " out[1:p] .= 1.\n", + " return out\n", + "end\n", + "Zygote.@nograd get_phi_zeros\n", + "\n", + "function get_theta_zeros(r,q)\n", + " out = zeros(r-1)\n", + " out[1:q] .= 1.\n", + " return out\n", + "end\n", + "Zygote.@nograd get_theta_zeros\n", + "\n", + "\n", + "function to_state_space(m::ARMA)\n", + " r = m.r\n", + " Φ = m.Φ .* get_phi_zeros(r,m.p)\n", + " Θ = m.Θ .* get_theta_zeros(r,m.q)\n", + " σ = m.σ\n", + " \n", + " Z = hcat(1.0, zeros(1,r-1))\n", + " Hl = zeros(1,1)\n", + " \n", + " \n", + " T_right_slice = vcat(Matrix(Diagonal(ones(r-1))), zeros(1,r-1))\n", + " \n", + " T = hcat(Φ,T_right_slice)\n", + " R = vcat(1.0, Θ)\n", + " Ql = ones(1,1).*σ\n", + " \n", + " \n", + " return StateSpaceModel(Z,Hl,T,R,Ql)\n", + "end\n", + "\n", + "\n", + "function kalman_filter(m::ARMA, y)\n", + " ys = Flux.unstack(y,1)\n", + " sp = to_state_space(m)\n", + " \n", + " a_0 = m.a_0\n", + " P_0 = transpose(m.P_0l)*m.P_0l\n", + " \n", + " return kalman_filter(sp,ys,a_0,P_0)\n", + "end\n", + "\n", + "\n", + "function llikelihood(m::ARMA, y)\n", + " dists, _, _ = kalman_filter(m,y)\n", + " \n", + " return mean(map(i->logpdf(dists[i],[y[i]]),1:length(y)))\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "96369374-76a8-4d7d-9a0a-c5eabf58d5ea", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(321)\n", + "\n", + "data = [0.0,0.0]\n", + "\n", + "for t in 1:200\n", + " push!(data,-0.3*data[end]+0.4*data[end-1]+randn())\n", + "end\n", + "\n", + "data = data[3:end]\n", + "\n", + "plot(data,legend=:none, fmt=:png)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7c96b0f5-5014-4393-903d-e6f92d18f84d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([0.25, 0.25, 0.0, 1.0], Restructure(ARMA, ..., 4))" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = ARMA(2,0)\n", + "ps,f = Flux.destructure(m)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "77a8baa3-5dac-477b-99ce-53c3ea0cf693", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.6139749686484557\n", + "1.527539748994551\n", + "1.4916803388726925\n", + "1.4765272089848507\n", + "1.4702753636516905\n", + "1.4677757671884868\n", + "1.4668036414052574\n", + "1.4664333756709902\n", + "1.466294371819961\n", + "1.4662426812611948\n" + ] + } + ], + "source": [ + "for i in 1:500 \n", + " grads = ForwardDiff.gradient(x -> -llikelihood(f(vcat(x)),data), ps)\n", + " hess = ForwardDiff.hessian(x -> -llikelihood(f(x),data), ps)\n", + " \n", + " ps .-= 0.01 .* inv(hess.+Diagonal(ones(length(grads)).*1e-5))*grads\n", + " if i%50==0\n", + " println(-llikelihood(f(ps),data))\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "90482f72-e70a-42f0-b874-9c84d18753c9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ARMA(2, 2, 0, [-0.3491848135429314, 0.36668074663931816], [0.0], [1.0445246514904405;;], [0.0; 0.0;;], [1.0 0.0; 0.0 1.0])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "optimized_model = f(ps)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d5ed6668-84e9-439e-adab-81ffdea66be4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Float64}:\n", + " -0.3491848135429314\n", + " 0.36668074663931816" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "optimized_model.Φ #reasonably close to [-0.3, 0.4]" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.1", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Multivariate GARCH-checkpoint.ipynb b/.ipynb_checkpoints/Multivariate GARCH-checkpoint.ipynb new file mode 100644 index 0000000..867a17c --- /dev/null +++ b/.ipynb_checkpoints/Multivariate GARCH-checkpoint.ipynb @@ -0,0 +1,797 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9785a0d5-3b24-49e2-81c0-7cb4c7de36de", + "metadata": {}, + "source": [ + "---\n", + "title: \" Multivariate GARCH in Tensorflow/Keras\"\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "a9423745-bce6-48cf-9ce8-981d4700a7f1", + "metadata": { + "tags": [] + }, + "source": [ + "# Not investment advice - use at your own risk.\n", + "\n", + "Conditional volatility and correlation using multivariate GARCH on DAX and S&P500. Implementation with Tensorflow/Keras. \n", + "\n", + "\n", + "Still under development - corresponding blogpost coming soon." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a0e18674-67eb-4839-90c5-b8f73191e252", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as np\n", + "import numpy as np\n", + "import tensorflow as tf\n", + "import tensorflow_probability as tfp\n", + "import matplotlib.pyplot as plt\n", + "from datetime import timedelta\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "f34d410c-affd-431c-8ff0-4323787154a8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 2 of 2 completed\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import yfinance as yf\n", + "data = yf.download(\"^GDAXI ^GSPC\", start=\"2017-09-10\", end=\"2022-09-10\", interval=\"1d\")\n", + "\n", + "close = data[\"Close\"]\n", + "returns = np.log(close).diff().dropna()\n", + "\n", + "\n", + "fig, axs = plt.subplots(2,1, figsize = (22,5*2))\n", + "\n", + "for i in range(2):\n", + " axs[i].plot(returns.iloc[:,i])\n", + " axs[i].grid(alpha=0.5)\n", + " axs[i].margins(x=0)\n", + " axs[i].set_title(\"{} - log-returns\".format(returns.columns[i]),size=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "491b1647-188b-44bf-a0ba-0966569b3a5a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rolling_corrs = returns.rolling(60,min_periods=0).corr()\n", + "gdaxi_sp500_rollcorr = rolling_corrs[\"^GDAXI\"][rolling_corrs.index.get_level_values(1)==\"^GSPC\"]\n", + "\n", + "plt.figure(figsize = (22,5))\n", + "\n", + "plt.title(\"60 day rolling correlation - DAX vs. S&P500\",size=20)\n", + "plt.plot(returns.index[30:],gdaxi_sp500_rollcorr.values[30:],c=\"green\", label=\"60 day rolling correlation\")\n", + "plt.grid(alpha=0.5)\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "2fdf6aa1-6430-46ef-915d-f87385200917", + "metadata": {}, + "outputs": [], + "source": [ + "class MGARCH_DCC(tf.keras.Model):\n", + " \"\"\"\n", + " Tensorflow/Keras implementation of multivariate GARCH under dynamic conditional correlation (DCC) specification.\n", + " Further reading:\n", + " - Engle, Robert. \"Dynamic conditional correlation: A simple class of multivariate generalized autoregressive conditional heteroskedasticity models.\"\n", + " - Bollerslev, Tim. \"Modeling the Coherence in Short-Run Nominal Exchange Rates: A Multi-variate Generalized ARCH Model.\"\n", + " - Lütkepohl, Helmut. \"New introduction to multiple time series analysis.\"\n", + " \"\"\"\n", + " \n", + " def __init__(self, y):\n", + " \"\"\"\n", + " Args:\n", + " y: NxM numpy.array of N observations of M correlated time-series\n", + " \"\"\"\n", + " super().__init__()\n", + " n_dims = y.shape[1]\n", + " self.n_dims = n_dims\n", + " \n", + " self.MU = tf.Variable(np.mean(y,0)) #use a mean variable\n", + " \n", + " self.sigma0 = tf.Variable(np.std(y,0)) #initial standard deviations at t=0\n", + " \n", + " #we initialize all restricted parameters to lie inside the desired range\n", + " #by keeping the learning rate low, this should result in admissible results\n", + " #for more complex models, this might not suffice\n", + " self.alpha0 = tf.Variable(np.std(y,0))\n", + " self.alpha = tf.Variable(tf.zeros(shape=(n_dims,))+0.25)\n", + " self.beta = tf.Variable(tf.zeros(shape=(n_dims,))+0.25)\n", + " \n", + " self.L0 = tf.Variable(np.float32(np.linalg.cholesky(np.corrcoef(y.T)))) #decomposition of A_0\n", + " self.A = tf.Variable(tf.zeros(shape=(1,))+0.9)\n", + " self.B = tf.Variable(tf.zeros(shape=(1,))+0.05)\n", + " \n", + " \n", + " def call(self, y):\n", + " \"\"\"\n", + " Args:\n", + " y: NxM numpy.array of N observations of M correlated time-series\n", + " \"\"\"\n", + " return self.get_conditional_dists(y)\n", + " \n", + " \n", + " def get_log_probs(self, y):\n", + " \"\"\"\n", + " Calculate log probabilities for a given matrix of time-series observations\n", + " Args:\n", + " y: NxM numpy.array of N observations of M correlated time-series\n", + " \"\"\"\n", + " return self.get_conditional_dists(y).log_prob(y)\n", + " \n", + " \n", + " @tf.function\n", + " def get_conditional_dists(self, y):\n", + " \"\"\"\n", + " Calculate conditional distributions for given observations\n", + " Args:\n", + " y: NxM numpy.array of N observations of M correlated time-series\n", + " \"\"\"\n", + " T = tf.shape(y)[0]\n", + " \n", + " #create containers for looping\n", + " mus = tf.TensorArray(tf.float32, size = T) #observation mean container\n", + " Sigmas = tf.TensorArray(tf.float32, size = T) #observation covariance container\n", + "\n", + " \n", + " sigmas = tf.TensorArray(tf.float32, size = T+1)\n", + " us = tf.TensorArray(tf.float32, size = T+1)\n", + " Qs = tf.TensorArray(tf.float32, size = T+1)\n", + " \n", + " \n", + " #initialize respective values for t=0\n", + " sigmas = sigmas.write(0, self.sigma0)\n", + " A0 = tf.transpose(self.L0)@self.L0\n", + " Qs = Qs.write(0, A0) #set initial unnormalized correlation equal to mean matrix\n", + " us = us.write(0, tf.zeros(shape=(self.n_dims,))) #initial observations equal to zero\n", + " \n", + " \n", + " #convenience\n", + " sigma0 = self.sigma0\n", + " alpha0 = self.alpha0**2 #ensure positivity\n", + " alpha = self.alpha\n", + " beta = self.beta\n", + "\n", + " A = self.A\n", + " B = self.B\n", + " \n", + " \n", + " for t in tf.range(T):\n", + " #tm1 = 't minus 1'\n", + " #suppress conditioning on past in notation\n", + " \n", + " #1) calculate conditional standard deviations\n", + " u_tm1 = us.read(t) \n", + " sigma_tm1 = sigmas.read(t)\n", + " \n", + " sigma_t = (alpha0 + alpha*sigma_tm1**2 + beta*u_tm1**2)**0.5\n", + " \n", + " #2) calculate conditional correlations\n", + " u_tm1_standardized = u_tm1/sigma_tm1\n", + " \n", + " Psi_tilde_tm1 = tf.reshape(u_tm1_standardized, (self.n_dims,1))@tf.reshape(u_tm1_standardized, (1,self.n_dims))\n", + "\n", + " Q_tm1 = Qs.read(t)\n", + " Q_t = A0 + A*(Q_tm1 - A0) + B*(Psi_tilde_tm1 - A0)\n", + " R_t = self.cov_to_corr(Q_t)\n", + " \n", + " #3) calculate conditional covariance\n", + " D_t = tf.linalg.LinearOperatorDiag(sigma_t)\n", + " Sigma_t = D_t@R_t@D_t\n", + " \n", + " \n", + " #4) store values for next iteration\n", + " sigmas = sigmas.write(t+1, sigma_t)\n", + " us = us.write(t+1, y[t,:]-self.MU) #we want to model the zero-mean disturbances\n", + " Qs = Qs.write(t+1, Q_t)\n", + " \n", + " mus = mus.write(t, self.MU)\n", + " Sigmas = Sigmas.write(t, Sigma_t)\n", + " \n", + " return tfp.distributions.MultivariateNormalFullCovariance(mus.stack(), Sigmas.stack())\n", + " \n", + " \n", + " def cov_to_corr(self, S):\n", + " \"\"\"\n", + " Transforms covariance matrix to a correlation matrix via matrix operations\n", + " Args:\n", + " S: Symmetric, positive semidefinite covariance matrix (tf.Tensor)\n", + " \"\"\"\n", + " D = tf.linalg.LinearOperatorDiag(1/(tf.linalg.diag_part(S)**0.5))\n", + " return D@S@D\n", + " \n", + " \n", + "\n", + " def train_step(self, data):\n", + " \"\"\"\n", + " Custom training step to handle keras model.fit given that there is no input-output structure in our model\n", + " Args:\n", + " S: Symmetric, positive semidefinite covariance matrix (tf.Tensor)\n", + " \"\"\"\n", + " x,y = data\n", + " with tf.GradientTape() as tape:\n", + " loss = -tf.math.reduce_mean(self.get_log_probs(y))\n", + " \n", + " trainable_vars = self.trainable_weights\n", + " gradients = tape.gradient(loss, trainable_vars)\n", + " \n", + " self.optimizer.apply_gradients(zip(gradients, trainable_vars))\n", + " \n", + " return {\"Current loss\": loss}\n", + " \n", + " \n", + " \n", + " def sample_forecast(self, y, T_forecast = 30, n_samples=500):\n", + " \"\"\"\n", + " Create forecast samples to use for monte-carlo simulation of quantities of interest about the forecast (e.g. mean, var, corr, etc.)\n", + " WARNING: This is not optimized very much and can take some time to run, probably due to Python's slow loops - can likely be improved\n", + " Args:\n", + " y: numpy.array of training data, used to initialize the forecast values\n", + " T_forecast: number of periods to predict (integer)\n", + " n_samples: Number of samples to draw (integer)\n", + " \"\"\"\n", + " T = tf.shape(y)[0]\n", + " \n", + " #create lists for looping; no gradients, thus no tf.TensorArrays needed\n", + " #can initialize directly\n", + " mus = []\n", + " Sigmas = []\n", + "\n", + " us = [tf.zeros(shape=(self.n_dims,))]\n", + " sigmas = [self.sigma0] \n", + " Qs = []\n", + " \n", + " #initialize remaining values for t=0\n", + " A0 = tf.transpose(self.L0)@self.L0\n", + " Qs.append(A0)\n", + " \n", + " \n", + " #convenience\n", + " sigma0 = self.sigma0 \n", + " alpha0 = self.alpha0**2 #ensure positivity\n", + " alpha = self.alpha\n", + " beta = self.beta\n", + "\n", + " A = self.A\n", + " B = self.B\n", + " \n", + " #'warmup' to initialize latest lagged features\n", + " for t in range(T):\n", + " #tm1 = 't minus 1'\n", + " #suppress conditioning on past in notation\n", + " u_tm1 = us[-1]\n", + " sigma_tm1 = sigmas[-1]\n", + " \n", + " sigma_t = (alpha0 + alpha*sigma_tm1**2 + beta*u_tm1**2)**0.5\n", + " \n", + " u_tm1_standardized = u_tm1/sigma_tm1\n", + " \n", + " Psi_tilde_tm1 = tf.reshape(u_tm1_standardized, (self.n_dims,1))@tf.reshape(u_tm1_standardized, (1,self.n_dims))\n", + "\n", + " Q_tm1 = Qs[-1]\n", + " Q_t = A0 + A*(Q_tm1 - A0) + B*(Psi_tilde_tm1 - A0)\n", + " R_t = self.cov_to_corr(Q_t)\n", + " \n", + " D_t = tf.linalg.LinearOperatorDiag(sigma_t)\n", + " Sigma_t = D_t@R_t@D_t\n", + " \n", + " \n", + " sigmas.append(sigma_t)\n", + " us.append(y[t,:]-self.MU) #we want to model the zero-mean disturbances\n", + " Qs.append(Q_t)\n", + " \n", + " mus.append(self.MU)\n", + " Sigmas.append(Sigma_t)\n", + " \n", + " \n", + " #sample containers\n", + " y_samples = []\n", + " R_samples = []\n", + " sigma_samples = []\n", + " \n", + " \n", + " for n in range(n_samples):\n", + " \n", + " mus_samp = []\n", + " Sigmas_samp = []\n", + "\n", + " sigmas_samp = [sigmas[-1]]\n", + " us_samp = [us[-1]]\n", + " Qs_samp = [Qs[-1]]\n", + " \n", + " #forecast containers\n", + " ys_samp = []\n", + " sig_samp = []\n", + " R_samp = [] \n", + " \n", + " \n", + " for t in range(T_forecast):\n", + " u_tm1 = us_samp[-1]\n", + " sigma_tm1 = sigmas_samp[-1]\n", + "\n", + " sigma_t = (alpha0 + alpha**2 + beta*u_tm1**2)**0.5\n", + "\n", + " u_tm1_standardized = u_tm1/sigma_tm1\n", + " \n", + " Psi_tilde_tm1 = tf.reshape(u_tm1_standardized, (self.n_dims,1))@tf.reshape(u_tm1_standardized, (1,self.n_dims))\n", + "\n", + " Q_tm1 = Qs_samp[-1]\n", + " Q_t = A0 + A*(Q_tm1 - A0) + B*(Psi_tilde_tm1 - A0)\n", + " R_t = self.cov_to_corr(Q_t)\n", + "\n", + " D_t = tf.linalg.LinearOperatorDiag(sigma_t)\n", + " Sigma_t = D_t@R_t@D_t\n", + "\n", + "\n", + " sigmas_samp.append(sigma_t)\n", + " Qs_samp.append(Q_t)\n", + " \n", + " ynext = tfp.distributions.MultivariateNormalFullCovariance(self.MU, Sigma_t).sample()\n", + " ys_samp.append(tf.reshape(ynext,(1,1,-1)))\n", + " sig_samp.append(tf.reshape(sigma_t,(1,1,-1)))\n", + " R_samp.append(tf.reshape(R_t,(1,1,self.n_dims,self.n_dims)))\n", + " \n", + " us_samp.append(ynext-self.MU)\n", + " \n", + " y_samples.append(tf.concat(ys_samp,1))\n", + " R_samples.append(tf.concat(R_samp,1))\n", + " sigma_samples.append(tf.concat(sig_samp,1))\n", + " \n", + " return tf.concat(y_samples,0).numpy(), tf.concat(R_samples,0).numpy(), tf.concat(sigma_samples,0).numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "556d4ce9-815b-419c-b928-bc844acb98cf", + "metadata": {}, + "outputs": [], + "source": [ + "train = np.float32(returns)[:-90,:]\n", + "test = np.float32(returns)[-90:,:]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "fbc85571-e778-4add-b607-302351dd5f94", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = MGARCH_DCC(train)\n", + "\n", + "\n", + "from scipy.stats import norm\n", + "out = model(train)\n", + "\n", + "means = out.mean().numpy()\n", + "stds = out.stddev().numpy()\n", + "\n", + "lowers = norm(means, stds).ppf(0.05)\n", + "uppers = norm(means, stds).ppf(0.95)\n", + "\n", + "plt.figure(figsize = (16,6))\n", + "\n", + "i = 0\n", + "\n", + "plt.figure(figsize = (16,6))\n", + "plt.plot(train[:,i])\n", + "plt.fill_between(np.arange(len(train)),lowers[:,i],uppers[:,i],color=\"red\",alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7e41898d-3245-4b86-b1d2-b8bf1aabf99e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (16,6))\n", + "\n", + "corr12 = [model.cov_to_corr(out.covariance()[i,:,:])[0,1].numpy() for i in range(len(train))]\n", + "plt.plot(corr12,c=\"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "e19c7deb-a8ee-4b74-8f87-e4a314fffd1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "i = 1\n", + "\n", + "plt.figure(figsize = (16,6))\n", + "plt.plot(train[:,i])\n", + "plt.fill_between(np.arange(len(train)),lowers[:,i],uppers[:,i],color=\"red\",alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2d7d9354-af11-4918-af39-a8e9498b08cf", + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=1e-2))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "d451be19-4cfd-45bf-845f-1fc962507c38", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(train, train, batch_size=len(train), shuffle=False, epochs = 300, verbose=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3ab504fd-6e8d-45d5-9cac-5ab8b4c94de1", + "metadata": {}, + "outputs": [], + "source": [ + "out = model(train)\n", + "\n", + "means = out.mean().numpy()\n", + "stds = out.stddev().numpy()\n", + "\n", + "lowers = norm(means, stds).ppf(0.05)\n", + "uppers = norm(means, stds).ppf(0.95)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "8547f8e1-5905-4dc4-b02a-1e2d3701dd2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "i = 0\n", + "\n", + "plt.figure(figsize = (16,6))\n", + "plt.plot(train[:,i])\n", + "plt.fill_between(np.arange(len(train)),lowers[:,i],uppers[:,i],color=\"red\",alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "0cb0734a-862a-42e3-9d38-17964e5105a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "i = 1\n", + "\n", + "plt.figure(figsize = (16,6))\n", + "plt.plot(train[:,i])\n", + "plt.fill_between(np.arange(len(train)),lowers[:,i],uppers[:,i],color=\"red\",alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "6d438d56-1c8e-4a90-82ae-da690b2e5c48", + "metadata": {}, + "outputs": [], + "source": [ + "corr12 = [model.cov_to_corr(out.covariance()[i,:,:])[0,1].numpy() for i in range(len(train))]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "ce51a426-c231-4493-925a-ce1fe36b3d6b", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(123)\n", + "tf.random.set_seed(123)\n", + "\n", + "fcast = model.sample_forecast(train,90,1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "a7a29a24-dbe0-4aad-8501-5a398b6fbfdf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "corrs = fcast[1][:,:,0,1]\n", + "corr_means = np.mean(corrs,0)\n", + "corr_lowers = np.quantile(corrs,0.05,0)\n", + "corr_uppers = np.quantile(corrs,0.95,0)\n", + "\n", + "\n", + "conditional_dists = model(np.float32(returns.values))\n", + "\n", + "conditional_correlations = [model.cov_to_corr(conditional_dists.covariance()[i,:,:])[0,1].numpy() for i in range(len(returns))]\n", + "\n", + "\n", + "idx_train = returns[:-90].index\n", + "idx_test = pd.date_range(returns[:-90].index[-1] + timedelta(days=1), returns[:-90].index[-1] + timedelta(days=90))\n", + "\n", + "fig, axs = plt.subplots(2,1,figsize=(20,12), gridspec_kw={'height_ratios': [2, 1]})\n", + "\n", + "axs[0].set_title(\"Conditional Correlation - DAX, S&P500\", size=20)\n", + "\n", + "axs[0].axhline(np.corrcoef(returns.T)[0,1], c=\"green\",alpha=0.75,ls=\"dashed\",lw=2, label=\"Unconditional sample correlation\")\n", + "\n", + "axs[0].plot(idx_train[30:],conditional_correlations[30:-90],c=\"red\", label=\"MGARCH in-sample conditional correlation\")\n", + "axs[0].plot(idx_test,conditional_correlations[-90:],c=\"red\",ls=\"dotted\",lw=3, label=\"MGARCH out-of-sample conditional correlation\")\n", + "\n", + "axs[0].plot(idx_test, corr_means,color=\"blue\",lw=3, alpha=0.9, label=\"MGARCH correlation mean forecast\")\n", + "axs[0].fill_between(idx_test, corr_lowers, corr_uppers, color=\"blue\", alpha=0.2, label=\"MGARCH correlation 90% forecast interval\")\n", + "\n", + "axs[0].grid(alpha=0.5)\n", + "axs[0].legend(prop = {\"size\":13})\n", + "axs[0].margins(x=0)\n", + "\n", + "\n", + "axs[1].set_title(\"Sanity check: Model predicted VS. rolling correlation\",size=20)\n", + "axs[1].plot(returns.index[30:],gdaxi_sp500_rollcorr.values[30:],c=\"green\", label=\"60 day rolling correlation\")\n", + "axs[1].plot(returns.index[30:],conditional_correlations[30:],c=\"red\", label=\"MGARCH in-sample conditional correlation\")\n", + "axs[1].grid(alpha=0.5)\n", + "axs[1].legend(prop = {\"size\":13})\n", + "axs[1].margins(x=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b48c4705-2866-48fc-955b-444a1c103523", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11691377-06a4-40c2-a4bb-4b20cb936963", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7fc8b2c-16ee-4a12-8608-5de6f578912a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c096be92-af85-4c90-a6b1-2a5772bcdb34", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Particle Filter Maximum Likelihood-checkpoint.ipynb b/.ipynb_checkpoints/Particle Filter Maximum Likelihood-checkpoint.ipynb new file mode 100644 index 0000000..907cea3 --- /dev/null +++ b/.ipynb_checkpoints/Particle Filter Maximum Likelihood-checkpoint.ipynb @@ -0,0 +1,634 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "832f157f-b4f0-40d4-9460-f5eff50e4a39", + "metadata": {}, + "source": [ + "---\n", + "title: \"Maximum Likelihood Estimation via Maximum-Likelihood\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5e9ead8d-0fc5-4130-b827-ccbb6643b6d8", + "metadata": {}, + "outputs": [], + "source": [ + "using Flux, ForwardDiff, Distributions, Plots, StatsPlots, Random, Zygote, LinearAlgebra, ChainRules, ChainRulesCore" + ] + }, + { + "cell_type": "markdown", + "id": "d6b87497-c4af-405d-855e-166fdb353e8b", + "metadata": {}, + "source": [ + "# Simple latent variable model\n", + "\n", + "$$X\\sim\\mathcal{N}(\\mu_h,\\sigma_h^2)$$\n", + "$$Y\\sim\\mathcal{N}(\\exp(\\alpha_o\\cdot X),\\sigma_o^2)$$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "92ab445e-7120-4242-a4aa-52fe660c0811", + "metadata": {}, + "outputs": [], + "source": [ + "struct LatentModel\n", + " mu_h\n", + " sigma_h\n", + " alpha_o\n", + " sigma_o\n", + "end\n", + "Flux.@functor LatentModel\n", + "\n", + "LatentModel() = LatentModel(zeros(1,1),zeros(1,1),ones(1,1),zeros(1,1))\n", + "\n", + "function Base.rand(m::LatentModel, N::Int)\n", + " mu_h = m.mu_h[1]\n", + " sigma_h = exp(m.sigma_h[1])\n", + " \n", + " alpha_o = m.alpha_o[1]\n", + " sigma_o = exp(m.sigma_o[1])\n", + " \n", + " X = randn(N) .* sigma_h .+ mu_h\n", + " Y = randn(N) .* sigma_o .+ exp.(alpha_o.*X)\n", + " \n", + " return Y\n", + "end\n", + "\n", + "Base.rand(m::LatentModel) = rand(m,1)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "da759e56-a665-4be4-9673-25170269c8de", + "metadata": {}, + "source": [ + "## Specify model for a test case\n", + "\n", + "$$X\\sim\\mathcal{N}(1,0.25)$$\n", + "$$Y\\sim\\mathcal{N}(\\exp(0.75\\cdot X),0.25)$$" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ac1edbf7-7845-4578-b0e8-797734dabfe9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(123)\n", + "\n", + "true_model = LatentModel([1.0], [log(0.5)], [0.75], [log(0.5)])\n", + "\n", + "Yfull = rand(true_model,50000) #to plot the density\n", + "Y = Yfull[1:150]\n", + "\n", + "histogram(Y,bins=20,normalize=true,alpha=0.5,label=\"Data\",fmt=:png)\n", + "density!(Yfull,c=:red,lw=2, label=\"True density (apprx.)\")" + ] + }, + { + "cell_type": "markdown", + "id": "e3dcc12a-b7fb-435e-8d5f-369a64258ac7", + "metadata": {}, + "source": [ + "### True density\n", + "$$p_\\theta(y)=\\int p_\\theta(y|x)\\frac{p_\\theta(x)}{q(x)} q(x)dx$$\n", + "\n", + "### Approximated density\n", + "$$\\hat{p}_\\theta(y)=\\frac{1}{M}\\sum_{j=1}^M p_\\theta(y|x_j)\\frac{p_\\theta(x_j)}{q(x_j)}$$\n", + "\n", + "with $x_j$ the proposal sample, drawn from $q(x)$ with sample size $M$.\n", + "\n", + "Here:\n", + "\n", + "$$q(x)=\\mathcal{N}(x|0,4)$$" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c1adb331-dfd2-4a82-a425-5ccb28ce9e85", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "particle_ll (generic function with 2 methods)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "function particle_ll(m::LatentModel, y, M=1000)\n", + " N = length(y)\n", + " \n", + " qdist = Normal(0,2) #q(x))\n", + " pdist = Normal(m.mu_h[1],exp(m.sigma_h[1])) #p(x)\n", + " \n", + " ps = map(_->rand(qdist,M), 1:N)\n", + " \n", + " #one particle sample (1:M) per observation (1:N)\n", + " odists = map(i->Normal.(exp.(m.alpha_o[1].*ps[i]),exp(m.sigma_o[1])),1:N)\n", + " \n", + " #p(y_i) = 1/M sum_j^M[p(y_i|x_j)p(x_j)/q(x_j)] for i=1:N\n", + " ws = map(i->mean(map(od->pdf(od,Y[i]),odists[i]).*pdf.(pdist,ps[i])./pdf.(qdist,ps[i])),1:N)\n", + " \n", + " #1/N sum_i^N log(p(y_i)) (=avearage log-likelihood)\n", + " return mean(log.(ws))\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f2112b5d-85df-4331-8af6-90ff5ef581a1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = LatentModel()\n", + "pars, f = Flux.destructure(m)\n", + "\n", + "Yprefit = rand(m,50000)\n", + "\n", + "histogram(Y,bins=20,normalize=true,alpha=0.5,label=\"Data\",xlim=(-1,9),fmt=:png)\n", + "density!(Yfull,c=:red,lw=2, label=\"True density (apprx.)\")\n", + "density!(Yprefit, c=:green,lw=2, label=\"Model density before fit\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3572a9d5-9449-4653-aa06-db7f740a8a15", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-1.698369499604494\n", + "-1.5859668597849523\n", + "-1.4757647900932243\n", + "-1.3924143414512473\n", + "-1.3310941879731057\n", + "-1.2977140375800214\n", + "-1.2845731201786137\n", + "-1.2669498497241503\n", + "-1.2622906444844957\n", + "-1.2637100740914606\n" + ] + } + ], + "source": [ + "Random.seed!(123)\n", + "\n", + "\n", + "for i in 1:250\n", + " \n", + " gg = []\n", + " \n", + " for i in 1:10\n", + " g = ForwardDiff.gradient(p->-particle_ll(f(p),Y), pars)\n", + " push!(gg,g)\n", + " end\n", + " \n", + " grads = mean(gg)\n", + " \n", + " pars.-=0.025.*grads\n", + " \n", + " \n", + " if i%25 ==0\n", + " println(particle_ll(f(pars),Y))\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "04cf8e2d-9840-4c77-9091-510e90875acb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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o7lhjWbNG0RFUr+LSeO70Ce6x7Fe5trb2vHnzKv7S19HRqViDtrZ2UVFRpXdpaWkJBIKAgABZ/fzycQF+lQECHR2da9euxcXFnThxYvr06Rs2bBg1apTs1UpDkuPHj1+yZElERMThw4fv3r1bqSputC8nJ4c7Q2Px4sUjR45cuHAhgBUrVjx9+pQrVlRUxLIsV7NQKJRtFCD7IFxC5TYlqLR7wO7du21sbIKCgp49eybLphVlZmbKKmyyKBGStxS4nycRYyIO2ouiwgaM/XfeihwLu6rF4q8ec7WwqHyVx8OPP+LSJTx+jGXL8Oooyxv07Qtzc0lCguDTdZGmNun1/Agy4pzUL2eOtbOrJn6itOzs7O7du2dvb5+ZmXnhwgWuV3PIkCEbNmyYPXs2l/+Sk5MNDF5Zd9u3b98tW7Z89NFHampq+/bt4y5aWlq2b9/+4MGDCxYsACCVStPS0mQbmVaSnp5uYGBgb2+/cOHCkJCQmFf3mzcwMKjY06ihoTFx4sRRo0Z5enpW3b9JS0vL1dU1NDSU66HNzs42MzMDUFBQcOjQIVlDtqCg4Pjx4++9915OTs6pU6dk24j/+eefCxYsUFdX37dvn4+PD3dMVUVBQUGrV6++c+fOX3/95e/vf/PmTVVV1SdPnjx69Gj8+PFcmdDQ0EozaJogSoTkbZTkI/QvMQPBfK2tOzYFJrf3qnMVamrYuxdduuD33zF8OHx9a/MmHg/vvVeycaNW8ouBnabKbZ7q80sH5DLHnbQkX3/99dSpUzdt2iSRSLp06cJdnDZt2tOnT52dndu3b5+bm1tSUlJpAGzSpEkBAQHt27e3sLComJkOHTo0YcKEPXv2GBsbx8bGzp8/n0uKVV24cGHJkiXt27cXCoVFRUVr166t+OrIkSO3bt1qa2vr7e195MgRAHPmzFm/fv13331XbW1jxow5c+YMlwgXLFgwa9as/fv3JyUlybpkAbRu3Xrnzp0bN26MiIgYN25cr169uOvOzs5eXl6GhoZxcXEBAQGVas7NzR07duyvv/5qZ2f36aef3rx584svvlizZk1gYOBvv/3GJcKioqI7d+7s2rWr5q9boZjG//9/8ODBgICAP/74o5HvWycikUgikcj61pVEYWHhx6s2W42seU7Bkx3Zx7YY++Hi7B/SH7/zpkmc8VePfeLr/Nr9tL7/Hl9/DRsbhIfXsoP0ypVMX18jDV18el7CV6m5fG08v3Tg8zE9K458NEEFBQWVeuGai7Fjx44aNcrf31/RgVRDIpGUlZVxbZ2CggJ1dfWKm4vm5uYmJSW1bdtWJBLxeDzZL4SioqKYmBhDQ8PWrVtXW21iYqJUKrW1tc3JydHX15f1Z6akpGRnZ9vY2HA/ypKSEqlUynU5SqXS/Px8fX19APn5+YmJiZqamnZ2dtx7S0pKVFRUZP2opaWlZWVlXCV3794dOXKkbO5oJenp6d27dw8NDeXukpOTk5SU5OjoyOfzxWKxlpZWSEjImDFj4uLiIiMj9fX1Zd2Yo0aNGjhw4NixYxMTE9u0acNVLpFICgoKuCDLysqKioq4xwBEIpFQKNTX1xeLxSKRiPtKd+zYERwcvEUeZ8fMmDHDx8fndSOR9UQtQlJnjFQasz8DMO7fIeLxOx/Vq65ly3D8OB48wP79mD27Nu9o105saJaVndYq+hbTtg8140i98Pl8WY9f1b8z9PX1uV/0lXKMpqZmxRZVVdbW1tyDSh2nFhYWFhVGCir+qc3j8WRJRVdX1/XVvQQr/VGupqampqbGsuzmzZu3bt362WefVZsFAZiYmHz77bdhYWHczB0DAwNZSJVm1lS7W02lSPh8vizIShuXq6iocC8JBAJB+UqVjIyMb5vDxDaaHUDqzGbT3lBhOy1GWLZqfH3rEgjw2WcAsGEDat054dgxCsCjM/KbLUNI8/T8+fNFixbNnz//DWUmTJggm79alZmZ2Zw5c6peHzlyZLXLIepk2bJlTX+mDKhFSOpKTZgf/Uc2C8bDO1tsWmUWzFsYNQqWlggLw5UrtRwpdHCLDrroE32TKSuCKp1QSJQVwzDcisb6sLS0/Iz7Y/RVsv1olAG1CEnduB/fcVg0GoDtFMsaC9eKigq4P0h//72W79DUEVp1ZMVliL5FjULyNq5fv+7v73/s2DHZlaCgIH9//wMHDtSyhrFjx27btu11ryYmJtY4oNulS5cLF+RwKOPChQu/+uorAGlpaVX3dnkDOzu7+/fv17LwuXPnHB0d7ezsAgMD3ybKKu7cuePi4mJnZ3fy5MnevXufOHECQERERO1DkiNKhKQOeFKJ5EBwHOwN9EpsPeQ3Pjd7NtTVceoU4uJq+Y52fVkAT69QIiRvIyEh4eLFi9y+KpyNGzdevHjx0aNHCozq7UyaNImbiPTw4cOG2+H6hx9+WLNmTXx8fLdu3eRS4c8///y///0vPj5++PDhX3/9tZeXF4Djx49v375dLvXXCXWNkjpwufTXicz+ANqPUGV48kuExsYYOxZ792Lz5loutW7bhz2/DlE3GXEZBHQ8OKk7FxcXoVAYGhrasWPHwsLC8+fPV9zDJT09ffv27ampqV5eXpMmTeI2WyguLt64cWNsbGylja2TkpL27t374sWL7t27j3vjTrjZ2dkbNmxIT0+XLbPjPHny5PDhwwUFBe+88w63iXZ8fPyNGzfatWu3b98+XV3d+fPnc4NtMTExu3btysrKMjU1/eCDDxwcHLKzs1VUVEpLS48ePZqamrp69Woejzd69OhLly7NnDmTqz82Nvbq1atVp1zm5OQsX748Ly9v1KhRPXv25C5mZGTs2rUrMTHR3d19ypQpfD5/69atkZGRFy9ejI2NXbRokVQq3bdvX3BwsIWFxaxZs7hl+6dPnzYxMQkNDQ0ODv72229NTEz++OOPe/fumZiYzJ4928Tklc2IDxw4cP/+fXV19fz8/Pnz56elpVlZWSUkJFy/fj03N3f16tXm5uaT67L/Yj1RIiR14H3o9w9xEkCHN+369FY+/hh792LHDnzzDbS0aiyubwEzJzYtinkWzDh2o7mjzUxYelhEZkSj3U5bVdvXzleNX/mM6MmTJ+/bt+/nn38+cuTIoEGDZBMvc3NzPTw8xo0b16dPn/Xr19+8eZNrpgwfPlxPT2/ixImHDh26fv16v379AERGRvbv3/+TTz7x9fX97bffHj9+/MMPP1Qbhkgk6tmzZ+/evQcMGPDjjz/Glfd/XLt27YMPPliyZImxsfHSpUufP38+c+bMyMjIRYsW9erVa8yYMWfPnh06dOi9e/dKS0t79eq1aNGi3r17x8XFPXv2zMHBISAgQEtLy8fHx8zMTE1Nzd7enmEYMzOzpUuX9unTh1vLuHbt2mrPRJw/f/7ChQsZhhk9evQff/zRv3//Fy9eeHt7z5gxw8/Pb8+ePYGBgTt37rS2tlZVVbWwsOA2nZg+fXp8fPy8efNu3brl7u7++PFjPT29I0eOXLt2bfz48b169RIIBOPGjROLxZMnTw4LC+vSpUtoaGjFDQQsLS3V1dXNzMzs7e35fP62bdu0tLS6detmaGgolUrt7e0NDQ3r+UOvE0qEpLasQwPTHksyYGxgLjVxkHfu6dwZ3bohMBCHDuHVw2tep21fNi2KibhCibCZEUvF3tu9i8XFjXnTn/x+WtxtcaWLEydOdHd3X7Vq1Z49e1asWHHw4EHu+s6dO9u3b79mzRoAPXr0sLGxWb58+YsXL0JDQxMTE9XU1AYPHixbdbpixYp58+Zxxz707NnTxsbmdWvbT506paqqumnTJgB9+vSxtHw5yv7ll1+uXr2a21/bzs5u/PjxXEtOIpEcOHBAXV19xIgROjo62dnZxcXFQqHw/fffrzoVU0VFpWfPnhcvXhwzZgx3ZdKkSTt27Fi9erVQKDx06FBQUFDVkObMmcM1E4uLi9esWdO/f/+ff/555MiR3KDjwIEDzczMVq1a9e677+ro6Pj6+nbr1i0xMfHw4cOJiYnGxsajR49+/Pjx7t27uQMuevXqtWrVKgB3794NCgqKjo4WCAQjRowIDw8/fPiwbKNwAH379jUxMfHx8XnvvfdkF01MTFxdXZOSkmQfodFQIiS11fWPX4/iXQCOPRmgAXLP7NkIDMTevbVMhO364upWRF5jhiwDQ4PdzYeAJ1jSY8mT9CeNecfBToOrXjcxMfHw8Ni0aVNycnLPnj1liTAqKoobsgJgZmZmZWUVFRWVlpbm6urKrb0TCASypQWPHj26c+fO0aNHuaelpaXJycnVhhEZGSnbWaLi1tWPHj367rvvuLwrkUji4uKkUikAe3t7bvmgmpqavr5+VlaWk5PT1KlT7e3tu3btOnz48NmzZ1daC1jRnDlzevXq9d133x06dMjLy6vqBmyosMm4p6fnTz/9xAXz9OnTmzdvyj5OXFycbItw7suxtraWXfHy8pLtWSr7Th4/fpydnd21fD/9lJSU1+080ERQIiS1ovciqe3Vk2eZJWDh6NMwLbBRo/DRR7h1q5bHLJk4sq2skZWIpEeMdSdqFDYny3svV3QIL02ZMmXcuHFffPFFxc2sdXV18/PzZU/z8vJ0dXWLiooqXpQ91tXV/fzzzyudl5SYmFj1Xrq6ugUFBdXWsGvXLtkubjLV7gL/66+/fv/99+fOnfvpp5/i4+PXrVsne6nSftxt27Z1dXU9efLktm3bql0gAUAWT35+Ptd1qauru2DBgo8//rja8qjy5eTn58s6XWV9y7q6um5ubjdu3HhdJa/DMArY7Aw0a5TUktuZP3Kk+kHw5KvCzrNh/qVqaWHUKLAs9u+v5Tva9GYBPL1Kc0fJWxo8ePCBAwfmzp1b8aKfn9+xY8e4Q5GOHj2qpqbm6uratWvXqKgobnL/kydPbt++zRUeMWLE77//LjtootIe2RX5+vpeunQpKSkJwPnz52XJcsSIEWvXri0rK6uxhry8vMzMTB0dnTFjxkyYMIGrSsbQ0PDFixcSiUR2Ze7cuV988UVSUlKlcwpldu7cybIsy7I7duwYMGAAF8zWrVu5E5eqDaZDhw4Mw3CrHV68ePHXX39xb6yod+/eERERV65c4Z7m5+enp9dqi/xWrVqlpqbWpqR8UYuQ1ErHgAMX4SdlefadWZXKe9DLT/kxS1i+HLU4Zsm5Jxu4n4m902DxkJZOVVW16ojUgAEDpk2b5urqam1t/eLFC26gTl1dfcuWLQMGDGjTpo1EIunevTtX+OOPP+Z273RyckpLS3NwcDh37ly193Jxcfniiy/c3d0dHR0rbl22cuXKuXPn2tvb29nZPX/+3M/P73UrFFNSUvr27du6dWt1dfX09HTZMREcd3d3T09Pa2trLS2tqKgoACNGjJg/f/7UqVNftwGbgYGBm5ubWCw2MjLavHkzgAkTJsTExLi4uDg7O2dmZqqrqz948KDiW7jD66dMmbJy5cqEhIS5c+f2q3LWo6mp6Z9//jljxgx9fX0ej5eRkXHo0KFKE0erNXLkyF27dllbW3t6ev799981lpeX2rZDhULhZ599dunSJRMTkxUrVshOdKxq3rx5aWlpFVeqVkKbbjdZr9t02/JJ0MwPfN5X+/Ngqf87C6VdJ9ShRVjDptuVSKWws0NiIq5fR/lk7krS0tK+3H689aBZACQi/NSPX1aMT89KtI1qH1RltOl2g2rKm26/QUlJSXp6upWVVcUux5KSkpSUFFtb20r9lmVlZc+fPzc0NJRtxfk6hYWFWVlZNjY2la4XFxenpKSYmZlpvXHWtEQiSU1NlUqllpaWVc8yrCQrK8vR0fH+/ftvOGIsJyenqKhINnOHIxaLk5KSdHV1uYMMq2JZNikpycTE5M2/JFNSUliWNTMzqzHUGjXoptu17Rr9/PPPY2Jizp8/P2fOnOHDh3OdBlUdOHDg8uXL169fl1+ERPE6BuxnwZxj3gUabICQw+OB29ip/CC3N+OrwMadBYu4e9Q7SuRMXV3d2v0lqGsAACAASURBVNq60sCburq6vb191dE7VVVVe3v7GrMgAG1t7apZEICGhoaDg8ObsyAAPp/funVra2vrGlPLX3/9NX78+GHDhr35oE0DA4NKWRCAQCCws7N7XRYEwDCMtbV1jU0FCwuL2iRshatVIiwpKdmzZ8/KlSttbW3ff/99Ly+vattzGRkZq1evrv/ed6RJ4YvKXC8cuQ/37BIdXVMYNfThtR98AIbBkSMoPx37zRy6sABi71AiJOQVQqHQ39+f6/Akb1arRJiUlFRYWCjr3fLw8Kh0FiVn7ty5X331VaVjR0hz53zzjGZu5l9GHwBw6t7wE7qcneHtjfx8nDpVm+L2XVgAcfcYOliX1IdYLJZNV6kPkUhUcWpotXJycuQyN7K0tJRbaFGtyZMnz5gxQ7N2x3wquVpNlsnIyNDR0ZH1Bujr60dEVN4V4siRI8XFxf7+/teuXXtzbdHR0ceOHTtz5gz3lM/nHzhwQDby3ERwY4QikUjRgTQqoVAoEokq/TpwPb0PwEWtwciEVSdRWZnkNe+unlgsFgqFNf5qqEjF31/97l3xzp3Fg6tZ+1VYWCgSlcmC1GsNHRP1gnQmJVJsbP+WZ9ZzZ4rWKcjGJ5uX2OyIxWJFh1DZ9evX169fL3vq5+dXWFgYERGxc+fOvLy8GzduDBkyhHvp8ePHLMu++fTBis6cObNu3bqrV6++roBIJDI0NCwoKNDW1q7HJwCA3r17f/PNNwMHDnzy5IlIJOrUqVM9K2ziSkpK3uI/qaamZo19s7VKhPr6+kKhkGVZrru8oKCg0v43+fn5ixYtOnDgQFxcXGpqKrcm1MrKqtqpSo6OjsOGDas4LariCc5NhHJOlmEYRkVFpeJhmxr52W1unxfzVZ9k2QKw8+Srqtatu18gEGhpadVtlseUKfj8c8Hlyzp5eaiyDlcoFKqovHIiqL03Qk8jMUTFsu1b/pWtoqJS5yAVoelHWC3ZMa1NR0JCwoMHD2SL8GxtbbW1tfv37w8gMTFxzpw5z58/5146ePCgVCqtfSJsTGvWrOFO0z1y5Eh+fn6LT4Tq6uoN9F+gVv9ArayseDxebGyso6MjgMjIyEoHNmZlZamoqEydOhVASUlJXl6en5/fpUuXqh2kZRhGVVWVelCbBdcLRwRlpf90+qj4Ic/AEro1z3+WB0NDDB2KY8dw8CBesxC4IocubOhpJu4u4/M+dY+S2tLT06u4uu7WrVsZGRmdOnXatGlTfn7+0qVLAYwaNerq1assyy5dutTR0XHGjBksyx48ePDq1au6urozZ85s27Yt9/YjR46cOXPGzs6O+yVZ1YMHD7hFe5XWLJ46ders2bMqKiqTJk3itrO5ePFiSUlJbm7uhQsXnJ2dFy1apKGhAeDChQvHjh0rLi62t7dfuHChnp5eeHi4mZlZTk7Ov//+W1paunTpUjs7OwcHh9zc3NGjR3P1nz9/vqioaOTIkQ3wFbYctUqEOjo63JLPzZs3P3ny5MKFC9xmPM+ePVu/fv26devs7OxiY2O5wteuXRszZozsKWnW2l88CuCU5WQ8RKPu3jJ5Mo4dw969tUmE9l1YMEi4z0jKwKeTKJqD+/fRmL8hBAIMHAiNV9e/lpaWRkdHc4+trKxu374dERExYsSItm3bqqioeHh4ADAyMjIzM5NKpR4eHtz2nv/73/+io6Pnz5+fkpLi6+t78+ZNe3v77du3r1mzZu3atampqV9++WXVSaFRUVF+fn7fffedlZXVvHnzZNd//PHHkydPLlu2rLCw8L333vvrr7+8vb25Pb6nTJkyduzYdevWvXjxYsOGDffv358+ffqvv/7aqlWrhw8fcvu57N6928bGpmPHjubm5kVFRR4eHsbGxgYGBpMmTRo+fDjXIbdo0aLVq1c35LfbEtS2y+KXX37x9/fnjtv4+eefuRVXmZmZhw4dqrjHDwCBQFCbOcSk6dPOfmH94KZYVS2ouBMAq46NmAjffRdmZggPR3AwPD3fXFbL8OVJFEmPGNsG2vWGyI9YjG7dUFraqDddtQpLlrxyJS4ubtiwYdzjitPgfX1916xZI1tl37ZtW6lUyj1NTEzcv39/SkoKt8ghISFh+/btP/7445o1a37//fd33nkHQHx8/J07lbd42LRp0/vvv//hhx8C0NPT49ZhFxUVrVixIioqilu9kJeXt3HjRm9vbwBubm7c9PtWrVpxPW2xsbGWlpZ+fn66urp9+vSpWLm5ubmLi0t+fr4sZjs7u1OnTo0aNermzZt5eXlcYOQNapsILS0tb926JRQKNTQ0ZLNmPD0909LSKpXs3r07t6kBae7a/fs3TyqJ7joo/okqAJvOjZhjBAKMH49167B3b42JEICNB9KikHAftjWXJQomEOC77xAc3Hh31NZGhUMOXmrXrl3FPVMuX75cYz0RERElJSWy8cL8/HxfX19uSoTsYqdOnaomwpiYGNkxC7KRvLi4uJKSkl69enFPi4qKZN2q3MgfACMjo+zsbABDhgw5ePCghYVFz549J0yYMHHixDfMq5g7d+62bdtGjRq1bdu2WbNmNf1lfApXt0HsGhd7kpak/aVjAK54Tsm/Dk19tLJt3NtPm4Z163DwINauxeu32OfYdGbvHmISHjTMsRhE3mrR4a0wVROMbKmDgYGBiYlJ1XEfHR2dvLw8c3NzALm5uVXr1NPTk12XPTAwMFBRUYmIiKg484tTdcG+hobG8ePHc3Jy/vnnny+//FJFRaXSCcAV12P4+/svXrw4ODj45MmT4eHhNX1iQptuk9eQ9Yte0RgAwKoj29gTe11d0akTsrMREFBjWRt3FgySHjESOawEI0rNyMgoJydHNk3f2NhYtjt2x44dNTQ0ZDPeCwoKEhISAAwcOJA7ZbC4uHjXrl1V6xw4cOC+ffu4BTBcSQAWFhbu7u4rV67kclhJSckbtttOSEgoKCgwMDCYPHmyu7t7pa44IyOjiuddqKmpTZ48efTo0b6+vlV3jSFVUSIk1Wt3+ThPKont6hcboQXAujEHCGWmTAGAPXtqLKipD2M7VlyKlIimtQ6HNE0CgaDS4ijZwiEzM7PZs2d36NDBwcEhKytr3LhxycnJtra2kydPVlNT+/vvv3ft2uXg4NChQwdXV9dHjx4BWLt2bWBgYJs2bTp37uzj41N1iv+ECRM8PT2dnJzat2/PsqyBgQHDMAzDHDp06NatW3Z2dh07dnRycuI2p1RXV9con9jD5/O5KRd37951cnJyd3d3dnYWCoXcwKG6ujrX7env75+VlWVrazt+/HjujbNmzUpISJg9e3aDfo0tRpNb30OaCJdLxwCE9x+duAcArBWyQmn8eCxejLNnkZoKc/M3l7VxR0YcEu7DquObCxKC8ePHy3IGp+IJfL/88ssvv/wie1rxXD1XV9c7d+4UFhYWFRXJjlOwtLQMDg5OT0/X19ev2s8JgM/n79ixIz8/n2VZPT092TROGxubixcvFhcX5+bmmpmZcb2yy5Ytk73R3t6em3Lh7+8/atSo9PR0bW1tWaKVLds3NTWttJPJs2fP7O3tqx6QRKpFLUJSDe3sFzb3b4hV1R50GpYRzwjUYN5OES1CExMMGwaxGLt311jW1p0FkPCAWoSkwWlra1c9VMjExKTaLCijq6srO8O2Ig0NDXNz8xo3FeHz+ebm5jWuKJdIJCtWrJgzZ85XX31V7dG+pCr6mkg1uPmisV0HxD3TAwsLF5Zf/XFmDW/mTADYsQOv31ORY+POAkh8yEjrtgccIS0KwzAmJiYbNmyYwo0skFqgREiq0e7KCQDh/d57HsYAaN1BcaH4+cHODvHx+PffNxfUNoKhNcqKkBZJjUKivHg83qxZswYOHKjoQJoTSoSkMvWCXJsHN6R8QXSPQclhANDaVXFrEng8TJsGANu311iWW+mYcL+hYyKEtCiUCEllzjfP8EVlCe49hbqtkp8wACwVmAgBzJgBFRWcPIn09DcX5HpHE+5Ti5AQUgeUCEllba6dAvC097CcJBTnQce4sfbafh0zMwwahLKyGtdR2JYPE7JveRwTIUQZUSIkrxBIxI63LwCI6jWkfICwCezVwk2Z2bYNbzzOVM8c+hYozkd6DDUKCSG1ResIySvaPotVE+anObvlWNg9P9AE+kU5AwfC2hqxsbh8Ge3bv6GgrQf7MIV5FgJT50YLjtRATU1t/vz5FZfHKZbsaFVST435TWZkZPTt27eBKqdESF7hHvUEwNM+IwCUz5RRbEQAAD4fM2fiq6+weTM2bHhDQRt39uE/zLP7TJfxTSB/EwDAli1bqu7Or0BCoZC2TZaLxvwm+Xy+lZVVA1VOiZBUwLJuMREAInsPE5fhRTTD8GD+tse+c3JfJF+8mhaTkFTP0NSsbYaoqDAnTlzu3j0js7DyufXl7LxYAAkhDCsFQx3/TYOmpiZ3cFsTUVBQ0EAHnSubFvNNUiIk/+GHhGjn5+WZWac6d0x9zEhEMHViVTXrVWdWxovLam1sjGvYIK1mPHNzj75edy6onglMMjTv/JpSembQt0BuCtJjGFNnahQSQmpGiZD8h3/6NICnvYeBYV72i8pjKb2OqZV5O/f61xM2/XOvOxcGBF/5qf+4NxSjYUJCSJ1Q5xH5j+DsWQCRvYcCSA5jAFi2b0KNqoTOPV44uurmZvVNrnwgXEW2HiyAZ7SakBBSO5QISbnERF54eLGaeoJ7LwDc2gnLpjBTpoLg0XMA+Mc8fkMZ2bJ6Wk1ICKkNSoSk3NmzAMLtnCQCFWE2clOgqgljuybUIgQQOmhiiYaWR0aySeyT15XRt4CeOYrzkB5LjUJCSM0oEZJy584BCHNog/J+UQsXtqlNvCzT1L7bcwgAz7+2vqHYy97R4EaKihDSrDWx33NEUcrK8O+/YJjHXCJ8wqCJrCCs4toAfxboeHq/WlHB68rYe7MAYm5Ti5AQUjNKhAQAcOMGCgqkrq45OnoAnj8GmsjmalWktrYPNbJQKypwPf/n68o4+rAMD89CGFFJY4ZGCGmWKBESAC8HCMV+fgBYFikRL7tGFRzVaxxzcAXgdXTT6wpoGsC8LSsupZMoCCE1o0RIALxMhJIBAwBkxqOkAHpm0DFWdFSvcdHKUWhoYhb1qHXYvdeVcewGADGBlAgJITWgREiApCSEh0NXV+LtjfKZMk2zX5Qj4vEfDvkAb5wy49SNBRBNiZAQUhNKhAQICACAAQOgooL/VhA23UQIIHjUTJbHa3/hiEZ+drUFLF1ZDT1kJyK7vrucEkJaOEqE5OXCCQwcyD1rQodOvF6OpX1M1wEqpcWdTu+rtgDDg0NXFtQ7SgipCSVCpVe+cIJLhGKRSnoswxPArE2TbhECCBk1C4D7iV2vK+DUnQUQfYsSISHkTSgRKr3bt1FYiA4dYGkJICvNVCqBiQOroq7owGoS1WNQYSsz47hwyydB1RZw6PpyEYW4tJFDI4Q0J5QIld7lywDQrx/3LD3ZHE2+X5Qj5QseDXofQKd/9lZbQMsQFu1YcSli71CjkBDyWpQIlR6XCPv25Z6lP7cE0NqtqfeLch4M/QBAh3OHVEqLqy3Qti8LIPxfSoSEkNeiRKjciooQFAQ+Hz17chcyki0AWDXhtRMVZdi7JLf3Ui/Ma3PtVLUFXHxZAFE3GImocSMjhDQflAiV240bKC2Fhwf09QEkJvKKCrU09WFgpejAau3h0A/w+t5RQ2uYOLIlBYgPokYhIaR6lAiV25UrAODryz27c4cHoLUbyzSfrPF44HiRmobD3Ut6L6pfMNjOFwAirjSfj0QIaVyUCJXbqwOE9+7x0Xz6RTkl2nqRvYcxUqlbwIFqC7TrywJ4eoWRSho3MkJIM0GJUInl5eH+faiqont37gKXCFu7KTSqunvZO3p6f7WvmjqxrWxQlIukUGoUEkKqQYlQiV2/DokE3t7Q0gJQXIywMB7DsBbtmlOLEEBcl34FRuatEqPMnz6otkDbPjR3lBDyWpQIldirKwiDgyESwcAkQ1VTkUG9BSmPH+E7EkD7S8eqLdDOlwUQeY0SISGkGpQIlRg3U6Z8gDAwEABMWycrLqC3F95/NID2F49W+6qFC6trgrw0pEVRLiSEVEaJUFllZeHxY6iro0sX7sLt2wBg0jpFkVG9rYROPQqMzA2S48wjH1Z9lWHg1INrFDZ6ZISQJo8SobK6cgVSKbp3h/rLTUXv3gUAY4tURUb1tlgej+sddXlN72ibXi9X1jdqWISQ5oASobK6eRMAevfmnsXFIS0NJiasrmGOIqOqh5e9o69JhHZerIoGUiKYgozGDYsQ0uRRIlRWt24BkC2cuHEDALp2bcZL7bjeUcOkmGp7RwVqcOjCgqVGISGkMkqESkkoRGgoBAJ4e3MXuLTYrBMhy+M97TsCr+8dde7FAoi8TomQEPIKSoRK6d49iETo2BHa2twFLhH6+EgVGVW9Pek/GoDrhSPVvurcg2V4iLvHlBU1bliEkKaNEqFS4maI+vhwz7KzEREBTU24uTXjFiGAxM49CluZGSTHmUU9qvqqliEsXVlJGeLuUaOQEPIfSoRKiZsp06MH9+zWLbAsvLygqqrIoOpPyuNH9h4KwPnGP9UWcOrOAoinREgIqYASofJh2ZdLJbp14y5w/aLlJxI2b1E9BgNwvhFQ7au2HgDw7H5jRkQIaeooESqf8HBkZ8PSElYvTx3k2oflE0ibt7gu/UTqmpbhwdpZaVVftWzPqmggPZYRZjd+aISQJooSofJ5tQFYWoqQEPB4shHD5k2kphHv1ZeRSp1unav6Kl8FVh1YsEh8SL2jhJCXKBEqH25T0fJ+0aAglJSgQwfo6SkyKDmK6sn1jp6u9lUbDxbAsxBKhISQlygRKp9Xl9K/Om+mJYjsOYRlGIc7FwVlJVVffTlMGNLYURFCmixKhEomPR0xMdDSgtvL43e5tFjePmwJCowt0pw7qhYLbUOuV31VNkxY1Fz3kiOEyBklQiXD9Yt26QKBAIBU+vJCS2oRAojqxS2iqGbuqGyYMOEB9Y4SQgBKhErn1QHCx4+RnQ1bW1hbKzIouXs5THiz+kUUNExICKmIEqGSeXUF4fXrANCrl+LiaRjJ7TwKjMz1U56ZxoRVfZWGCQkhFVEiVCYSCe7fB8PI9trmDp1oGUvpX8Ew0d3fxWvmjlq2Z1XUkR7LFOc1emCEkKaHEqEyCQtDYSEcHNCqFXeBmzLa8lqEALhE6BhY/WpCCxcWLJKfUO8oIYQSoVK5dw8AunThnkVFITUVpqZwclJkUA0krmt/iYqqVehtjfxqdpGxdAWA52GUCAkhlAiVCpcIvby4Z1y/aK9eYFpiOijV1Ens2I0nldjf/bfqq5btWQDJ1QwgEkKUDiVCZfJqi7DFDhCWi+k2EIBTdb2jrV25RMiwbGNHRQhpaigRKg2hEOHhUFFBx47cBW7KaAtOhNE9BgFwunWWkVY+cFjXFDrGKM5HznNFREYIaUoEtS+am5t7+vRpAIMGDTI0NKz0allZWVBQUHR0NI/H69q1q7OzszzDJPUXHAyxGJ6e0NAAkJyM+Hjo6aFDB0UH1mDS7V1yzW30UxPMIx+mtHOv9Kple/bpVSY5jDG0olYhIUqtti3C1NTUDh06nDx5MiAgwNXVNSkpqVKBGzduLF68ODAw8PLly97e3hs3bpR3qKR+uH7R8oUTXHOwRw/w+YoLqeG97B29dabqS5auLGi+DCGk9olww4YN3bp1O3r06KFDhwYMGLB+/fpKBfr16xcYGLht27Y9e/Zs2bJl7dq18g6V1M+ribDFDxByorsPxGsWUbR2BWi+DCGk9okwICBg5MiR3OORI0cGBFS/eRUnNzfXzMysvqER+VKymTKceC9fsaqaZViQZl5WpZcsXFiGh7QoRlKmkNAIIU1FbccIk5OTLSwsuMeWlpbJyclVyxQXFw8bNiw3N1coFP7zzz+vqyo3N/fJkycrV658GYFAMHbsWFnlTYRIJJJIJPwW02+YlqaSmAg9PZGdHUSinByEh6uoqcHNTSQS/VdKJBJJJFJplakl9cNK5VqnVCoFy9aywhI1jYTOPR3uXrIPPP/onXEVXxKow8iWlxHHpDxlWalULBa/8l00PSKRqIlH2FzQNykvzeKbFAgETE1LxGqbCFmWldXF4/Gq/TWkpqa2atWq58+fr1u37ttvv923b1+1VYlEorKyspyc/07BEQqF8v7lW1/ScooORD54QUEApO7uUgBS6a1bPKkUXl5SFZVXPqJUKgVYVq5LClgpC0COdbIs2LpUGNVtoMPdS063zoYOGFvpJcv2bEYck/yEsWjFNv0fd9OPsLmgb1JeWsw3WdtEaG5unp6ezj1OS0szNzevWobH43l4eHh4eHh7e1tYWKxdu9bExKRqMWNj486dO69Zs+atg24EPB5PIpGoqakpOhA5efAAAK9rV+4TcTtv9+rFq/QBRSIRn8+XbzuY4fF4fJ4c6+TzeQzD1L7C2B7vYt0ipzsXVRhIea+8q3UHPPwHKeG81r35qqqqTfzHXVZW1sQjbC7om5SXFvNN1naMsF+/fufOvZxxcO7cuX79+nGP09LSSktLKxVOTU0VCAQ6OjryipLUF5f6lGyAkJNp0ybbylEzN9MyLKjSS5btAdCOo4Qou9q2COfPn+/p6amjoyMQCPbv33/nzh3ueps2bY4cOfLOO+98//330dHRzs7Oubm5Bw4cWLp0qYaGRoOFTeqCZREcDLzcXK24GCEh4PPh46PguBpNdPd3uxz+3enmmSS3rhWvmziwAjVkJ6G0WFVRsRFCFK62LUJ7e/sHDx6YmZkZGhqGhIS0adOGu75169YOHToAmDFjhq+vr0gksrS0/Oeff77//vuGCpnUVXQ0cnJgaQkLCwD37qG0FG5u0NNTdGCNhTuJoupqQp4AZs4sWGQlt1JEXISQJqEOO8vY2Nh89tlnlS6OG/dyJp65ufmUKVPkFRaRJ6456OnJPVOqflHOM4/eZZraZlGhuunJ+SaWFV+ycMHzx8hIMlJUbIQQhaO9RpXAq4mQO4OwRw/FxdPoxKpq8Z59GZaturKeO4Yik1qEhCgxSoRKoEIilEpx+zagZIkQQHQPrnf0bKXrFu1YgFqEhCg1SoQtnVSKhw8BwMMDQFgY8vNhZ4fq1r+0ZFE9BrEM43D3kqDslUnOrWyhpg1hnlZ6ekvZPIEQUkeUCFu68HAUFMDODsbGwMvmoPLMF5XJN2md7uiqWlRo/fBmxesMA/M2LICwsJawHIoQ8hYoEbZ0rw4QcstelDARAojqMRiA080qvaPtAeDRI0qEhCgpSoQtXUgI8LJfFErcIkT5Igrnm5UXUVi6sAAeP6ZESIiSokTY0lVoEebkICoKGhpwc1NwUArx3K1rkV6rVolRrRKjKl63cGFBLUJClBglwhZNJEJoKBiGaxHevg2WhacnVFQUHZgiSHn8mO4DATjfeOUQMX0LaGiXZGfzExIUFBkhRKEoEbZoYWEoLoazM/T1UT5A2LVrDW9qwSJ7DgHQ5vrpStdbWWYBCKq8FykhRClQImzRuF/t5TNluAHCbt0UF4+ixXR7R6Kiav3wlkZ+TsXrxlaZKP9DgRCibCgRNmlFoqKMooy3f/+rS+m5tKjMLcJSLd3ETt15ErHDnQsVr5tYp4MSISHKihJh03Uy8qTT706ma0w7bem09NLSK8+ulEnK6lZFhUT45Any8mBnBzOzBoi1+ai2d9TEKpPHQ0gIyur4BRNCWgBKhE3RC+GLscfGjjg8IqUghc/jh74IXX1rte9e31Y/tRpxeMSW4C3xufE111JSgrAw8Pno3Bnl/aLK3BzkRPYeCsAx8BxPIpZdVNUos7cXlZQgNFRxkRFCFIQSYZNzNPyo6ybXI0+OaKporuq/Svi5MHhW8PLeyz3MPYRlwpORJ+cGzLVfb+/wm8Ps07OPhh8tKCuovqJHjyASoW1baGmh/GheSoQ5lvYZdu008nOsQm9XvN6xYwnKvyVCiFKhRNiEpBSkjDg8wv+of2ZR5kDHgeEfhS/pvkSVr+ph7vFNn2+CZwWnLUo7MubIJLdJhhqGcTlx20K2+R/1N1lj4rffb/Wt1SGpISzL/lcdNyTo5cU9u3cPALy9G/9jNTlRPQcDaHPjld7Rzp1LQcOEhCilOpxHSBoOy7Lb729fdGFRQVmBvrr+6v6rZ7rPZBimUjETLZMxLmPGuIyRsJKHaQ8vxV26FHfp6rOr3AMAZtpmfvZ+Q9sM9bP306+wp4xQiIgIqKigY8dG/2xNT1TPId33rXW+EXDh49Wyi506lYASISFKiRKh4sVkx8z8Z+bVZ1cBDHEesnXIVgsdize/hc/wPcw9PMw9lnRfklWcdTn+8qW4SwFRAckFyfsf7d//aD+f4XfSVe3fH0PsBd1YaXAwTyJBp07Q0GiMT9TEJbl1LdY1NHr2tFVidJa1E3fR2blMVxexsXjxAqamig2QENKoKBEqkkgq+unWT99f+75UUmqhY7Fp8KbhbYbXtZJWGq24ZiLLsg9fPDwXc+58zPlbSbdCDIpDemB10FzT8G9ah/0KjOvsIaafOAApXxDdfaDb2YNtrp0KnPQpgBJhQUpKkouL+Z07GqdOpfXrV1T/u+jp6bVqRef9EtIM0K9FhQlJDZl+cnroi1AGzEz3mT/5/aSvrl+fChmG6WzWubNZ52U9luXfuPTvbL9zXVqd76idkJfwIpgH4ELJD3mln+ip6cnpEzRjkb2HuZ092LY8EcZFPV1XXFKkYQh02Hg4/Xb2g3rWX1ZS3N1aZ+7U9+URLCGkYVEiVIBicfE3V7/55fYvYqnYwcBh29Btvna+8r2F7sOIkREY6TMcn+yMyIzosc0iG0jUPjbk4KXzE89rqmjK93bNTnS3gWJVdatHt7Wz0gpbmUkBfbe+LubtH11BOojutgAAIABJREFUfmEH6/7t61l/dlKMKOueXEIlhDQ0mjXa2G4m3nTf6v7TrZ+krHSWx6yHcx7KPQsCr5y+ZIx22Sl6mpqsrWPxzcSbww8PL5WU1vD2lq5MUzvesw8jlVY8lal1BxYMksMYVqrA0AghjY0SYePJL83/+NzHvff0fpr51NXE9fb021uHbNVW1W6Qm1XYU4ZbRuHhwVz84JyZttmluEvjj42XsJIGuW/zEdlnGIA2107JrmgZwtAKZUVIi6w8X5cQ0oJRImwkZ6LPuG5y/e3ub3yGv6T7kuBZwd6WDbamr6gIkZFQUeEOHuRWEHbpAkdDx/MTzxuoGxx/enzGqRmvLDpUPk/7DGd5PPu7/6oWC2UXbTqxABLqO0RICGlOKBE2uJySnNmnZw8+ODgpP6lr664P5jxY1X+VGr8hj4F98ABiMVxdoa6OVxfWu5m6BbwfoKWitefhngXnFzRgDE1eoaFpcnsvldJihzsXZRetO3OJkFqEhCgRSoQN62j40Ta/t9kWsk1DoLGq/6qb0262N67vRIyaVegXReUdZuDT2uf4uONqfLX1d9evvrW62gqUxNPelXtHbdxZAIkPGOVuLROiXCgRNpTUwtT3/nzP/6h/RlFGL5teoXNDl3Rfwmf4jXHvCjNlEhKQng4jI9ja/ve6n73fwVEH+Qx/2aVlW0O2NkZITVJk72EAnG8E8MunxxhYQtcERbnIjKdGISHKghKh/LEsuzl4c9sNbY8/PW6gbrBr+K6rH1x1MnRqvAi4FqGHByo0Divt1/Zeu/c2DNoA4MOAD/988mfjxdaUZNi1y7Rpo5mX5ZaZJrvINQoT7isuLEJI46J1hPL3zbVvvrv2HYBR7UZtGLTBTLuhDgCMjo6+GVR5XodKScn7kZGsQHDgSaQkKu7YYTegrapm+O6DYZVKqsFwVKtxx7IOTfxr4t3boR00O5WWlDxPTrFqoHCbpMjeQ432RfZ+Hneu/Ip1Z/bxOSbhAeM5mrpHCVEKlAjl7EHagx9v/MhjeAdHHRzbfmyD3ismLv5cMs/Itk3Fi44xIYxUmmTb9q6mG4BHz1oDEDtpBau0q1qDiWm7zoz6g8zdv6euG2q9VZ+1fZ5+qUFjbmqe9hnRfd/aPslx58tHBW06AzRfhhBlQolQnsRS8YxTM0RS0SddP2noLMjRbmVqbO9S8Uq7OxcBZHTqbmzvwrLIfMYH0K5va22j6msYareNFyYISdh+5vn/xrgoXR/pc1fvAmMLs4wU64RItO8MwMiO1TJEQTpykmFgqej4CCENj8YI5WnljZX3U+/b6dt93/d7RcVgGR4MINnFE0B2EkoKoGOC12VBAAzDDHbd6GoxtlSc/1f4xFKNvEYLtSlgebynfYYD8Ai5wl1hGFh15IYJqVFIiFKgRCg3EZkRP978kQGzbei2htovphYswoMBpLh4AkiNYABYtK1hrItheCM773EyebdYnJXY5lJecUIjxNl0RPQdAcAj+Irsik1nFsCzEEqEhCgFSoTyIWElHxz/oERcMsdzTn/7/ooKQ70wzzApRqyqnmHvAiD5CQPAon3Nkz54jIq/55HWul1FqkX77gwUlr1o8FibjAT3Xvmq6pbJcUYJkdwVO08AiLtHiZAQpUCJUD7WBq4NSgmy1rNe7afIJeoW4SEMy6a27SQRqABIiQAAS5ca3sUR8DRGtt2jXmSYLYzef2dgiSinISNtQiQClZsWNgDaXjnBXTFxejlMmKVcbWNClBQlQjmIyor69uq3ALYO2aqjqqPASCzCgwCktPMEwEpfbh5tXlPXqIwqX8cmsp+RdtsX+Y//uDdUJBHW/J4W4VprewDtyhMhw8DOkwU1CglRDpQI60vKSmecmlEsLp7WedpAx4GKDcYiPARAiosHgIx4pqwI+hbQNKhDDXyR+qSu5/Q0bJ7n3DkcNEoiVYoDm+6YWZeqaViEB+u9SOKu2HmzAOKDKBES0vJRIqyv3+/9fiPxhrm2+doBaxUdCywiQgCktPMAkBIOABYudV4VrqveenLXc1qqpnGZl/56MJFFyz+wqZQveOzmw7CsbN9Rhy4vEyGdTUhIi0eJsF6e5T778vKXADYO3migXpeWVwPQysnQT00o09TOsm0DIIWbMlr3RAjAUMtpUtez6ioGEanHzzyeL+dAm6QQj76o0DuqZw6D1igpQOpTahQS0sJRInx7LMvO+mdWYVnhhA4TRrYdqehwyhdOtHWX8viQtQir2U+mVkx13d73/keFrxWcsPXfp1/KLcqm6mGnnhIVVZuQ65q5mdwVe28WQNxdhYZFCGl4lAjf3taQrRfjLhppGq17Z52iYwFeXUEoFeNFFAOmDjNlqmpt0HWc1198nurNmFW3YtfILdAmqVhTO96zD08qcb4RwF15mQhpmJCQlo4S4VtKLkhe9u8yAJsGbzLRMlF0OIBsgNDFA8CLaEZchlbWUK/fJFZ7o/7DO+5kGN6liM9DErbLJc4m62nfEajQO2rnxTI8JD1kxEoxYYgQ5UWJ8C3NPDUztyR3WJthY1zGKDqWl8qnjHqifAXh2w0QVtLBcvwg198ANiDsoycpR+pfYZP1tM9wKY/vcOeCWlEBAA09mDmz4jIkhlKjkJCWjBLh29j9cPfZmLOGGoZbhzSVU21105/rZKYW6xpkW9qjfE8Zy1rsKVMbnjZzfNt8z7LSvx98EJ1+Vi51NkGFhqbPO3QRlJU6Bp7nrjj4AEDsbUqEhLRklAjrLLUw9dPznwJYP3B9w501WFcvm4PtPLgTeMvXTsit/p5Oy7o7LJayoiPB/onZN+VWbxPD9Y7Ktphx9GEBxAQqMiRCSEOjRFhnHwZ8mFOSM9hp8ES3iYqO5T8vE2F7LwCiEmTEMQwPZk7yPFq2X9uVna2miaXFh4JGZBY+lWPNTUe473sAnG8ECMpKAVh1ZNW0kR7L5KXV9E5CSLNFibBuDocdPvH0hJ6a3pYhWxQdyyssIoJRvpQ+LZKRSmDiyKpoyPMWDMMM7bi5ndl7JaLc4w+mSFmxPGtvGnItbNOc3dSKCuyCrwDg8WHnxQKIvUO9o4S0WJQI6yCzKPPjcx8DWDtgbWvd1ooOpwKWtXwSBCC5vReA5CdArffarhMG/JGddxtoOqTkBd+MWSX/GzQBT/tU2ztKiZCQFosSYR18dOajdGG6r53v9M7TFR3LK1olRWvk5+SbWOabWKJ+e8rUSIWvNaLTLobhXYtakZIb0hC3UKyIviMBtLn2D08qAeDUg1tWz0hbYAOYEAJQIqy9f6L++T979x3X1Nm3Afw62Qkj7D0EFZmKooIDJ+696661Vdvaapf6Wuuo2lZbn1rb2jo63Ktu68Q9UZC9Edl7hxGyzvtH0CqCMgIHwv19+PQJyck5VyLkx33OPY5GHtXh6uwas4uiWlb7wDriEYB0957qbzOquow21eHsjPp4O3ykohWnQucpVNKmOgxDsjt6FNh20C3Itg29D0DfDKaOqCxDWnjL+kcnCEJTSCGskyJp0fvn3gewacgmR0NHpuNUZxPxEECae08AlaUoSAOHB7P2TdIiVPNz/sZU1zVXEnUjdl3THYUp0VUj60+qv606O0oGURCEliKFsE4+vvBxuiS9t23v97u/z3SWGlhHBABId+sJICOaolUwd6JZnCY8IpvFn9B1D4vi3kvckpx/uwmPxIT/LhPSNIAOvckgCoLQZqQQvtn5+PP7wvYJOcK/x//NolrcO8aRVZonhNMsVqZzV/w3p0yTH9dS3LVvh2U0rTodOl+mKG3y4zWjVA/vEjMbg8xkq5hgAHZdaa4QmbGUJJfpZARBNIEW97He0pRUliw6twjAhkEbOhp1ZDpODSxiQziyyhxH10odfQDpERQAG/cmPC/6XH+nr6wMvArLE/1jVjbD4ZoPRcUMGItnfUc5PDj0oEGTvqMEoZ1IIXyDzy9/nlqS6m3tvcRnCdNZamYd+RBAuru3+lt1IbRulkLIojjju/zFYQkeJf2WkHOpGY7YbNRnR938/1F/69SXBhB3hxRCgtBCpBC+zvWk67sf7+az+X+M+4NNsZmOUzN1Txn1CMLSPJTkQKAHI9tmOrqpnmt/p68A+kzYAqm8sJmO2vSSuvcvNzAxTokzSYqBehAFhcQASiljOhlBEJpGCmGtyuRl7515jwa9uv9qN9MmG4vQaOqh9Gnu3gDSIqrm2m7O8R192n9hZ9RXIk2/GPlZ8x21ialY7DjfUQBcrp0EoG8G8w60rBzJIaRRSBDahhTCWn1186snhU88LTy/6PMF01lqpVNWYpj2RC4Q5Tq64L9FJ5o1A0Wxxnv+yePohqbtjc460azHbkpVgyhuVE0x07EPAMSTs6MEoXVIIazZg/QHOx7v4LA4f4z9g8viMh2nVg5PoymaznDppmJz8HxyNQ2tvlR3hiLHwc4bAZwL+7BMlt3MR28iT3yGyES6ltGPDTKT8WyKGVIICUL7kEJYg0pl5YJzC1S06kvfL7tZdmM6zus4JkbjWU8ZmkZmdPP1lKmmh/0HHcyGlctyz4a2xKGWDaDgCeL7jKBo2uXaCQC2nWmhGPkpKEhhOhlBEBpFCmENVl1bFZMf42zs/H++/8d0ljdwTIzCszll8pMglUBsAR0jBpJQFDW2804B1zA2+0x4+kEGEjSBSL/JeNZ3lGJVTTFD+o4ShJYhhbC6gPSAH+//yKbYu0fv5rP5TMd5LZp2eBoNIMO1OzS9Kn0D6Amsh7n+AODf8I9KpKlMxdCg+D4jZEId64iH4qwUAB370ADi75JCSBBahRTCl1QqK+efnq+klZ/6fOpl4cV0nDfQyUjXLS2WmFgWWdrjeZdRJs6LPudpO9fFYmKlovh0yHs0zWQSjZALRHG+oyiaVjcKO/ShKRaSH1OycqaTEQShOfUohCdOnHBycjIxMZk+fXpxcXG1R5OTk2fOnGlvb29ubj5mzJi4uDiN5mwm62+uj8yN7GTcaZXvKqazvJlBdAyAtM4+6m+f9ZRhMBEAjO78qw7fLDHP/3HqLoajaEKU32QArv7/ABDqw8adVsqR+JA0CglCe9S1EKalpc2dO3f79u1JSUlSqXT58uXVNsjLy+vRo8eNGzeio6NtbW3Hjx+v6ahNLjQ7dPPdzSyKtXvsbiFHo4u7Nw2DmBg8u0CokCEngaJYsHRmuB0m4pmO9vgNwKXILwrKEpgN03jxvYfLRLrWkY8MMpJA+o4ShDaqayHcs2fPoEGD/Pz8dHV116xZc+DAAan0pYXovLy8li5d6uDgYGRktGzZsujoaIlE0gSBm4pCpXj71Ntylfyjnh/1tevLdJw6MYiJBpDm7gMgM5pSymHWnuaJmI4FOFuM87CeLleWnQ59F2jdJ0jlAlFc35EUTbteOwGgY18AiL9Ltf7zvgRBVKlrIYyNje3SpYv6toeHR3l5eVpaWm0bX7161cnJSU9PTwMBm8u+sH0hWSEOBg4bB29kOkvdVFToJSWpWOxMl24AUkMBwLYzw6GeG+H+k57AKqXgTro4kOksjfXi2VHzjrS+GSS5yI4jjUKC0BJ1XbOuoKDA3d1dfZvNZuvo6OTn53fo0OHVLaOiopYtW3bs2LHadhUXF3fw4MGDB//rYX/+/HlfX9/6xNYwuUr+9Y2vAXzZ+0u6ki6tLJXL5UqlUqFQMJjq9dh37woVimS7jqVsLmSy5FAeAAtXuUymbPA+5XKZSqWSyTQwnyYbuqPcdhwOGpticMuxcqpMprFGtkIm11TI51QqlUIhr22fET39xon0rCMf6STHF1raO/pwQ85wom8qjRxq/fGQy+WVlZWlpZpcnaqsrIxqzqnztBd5JzWlVbyTIpGIxXpDk6+uhdDIyOj5qU6lUllWVmZiYvLqZgkJCcOGDdu6deugQYNq25WTk9OMGTMOHDhQx0M3g98Df08qTnI1dZ3XfZ56xUF1IRQIBExHq11YGICn7d14PB6AjAg2AIdubB6v4ZODy7g8Foul3mHjdbIc4WX/blDyrscVW/pw32ZRmpmgh8PjajCkGovF4nC4te6Tx4vvO9L98pEut87cm/2Zc38q5AwSH3AGLqj1t4vL5fL5fF1dXQ2GpGlasztss8g7qSla807W9dRox44dIyIi1LcjIyMFAoGVlVW1bVJSUoYOHfrll1/Onj1bkxmbmFQh/eb2NwDWDVjXAtfdrdWDBwASHV0BFGWgNB8iAxjaMJ3qZcNcfxAoDIuUCbfjv2U6S6NEDJ0KwOPSYQCOPWk2D+kRVHkR07EIgtCEun7uz5kzx9/f/86dOxUVFRs3bpw+fbpQKASwZcuWf/75B0BaWlq/fv0mT548dOjQxMTExMREuVzehME1Z0fQjtSSVA8zj4kuE5nOUh8BAQCetHcDkBpGAbDp3KyLTtQFl63TMW8kBdat+G8yilvxxcL4PiMq9I0sY4LNEqO4QrTzomkVWaeXILREXQuhvb397t27586da25urlAovv/+e/X9iYmJmZmZAKKjo01MTK5duzb1GfX9LVyFomLz3c0ANg7e2JqagykpSE+X6+nlmNngWSG07dwSOzLqS607CMaraMXJ4HkKlfTNT2iRlFxe9KAJANwuHwXQsTcNkEJIEFqirtcIAUybNm3atGnV7vz111/VN4YMGTJkyBCN5WouPwf8nCHJ6G7VfXTH0UxnqY8HDwAUObuo24AtrctoNR4684u5sTmSyOuxa4e4fMd0nAYKGzGj26k/PC4eur5wjVM/XNyChHsUrUIr+vOJIIgatelf4lJZ6Zb7WwBsHLSx5fd9eom6ELo4A5BXICeBYrFh5dISW4QAWOCO9/ybRXHvJ/4vueAW03EaKLmrb4mZjVHaE5uIh4bWMLJDRUnVtHYEQbRqbboQ/vjgx5yynD62fYa2H8p0lnp61iIEkB5JqZSw6ERzW/BkOJbirn07LKdp1ang+TJla5pp4TmaxYoYNg2Ax8VDeDYBdwKZgJsgWr+2WwiLpEU/3v8RwIZBG5jOUk8yGYKDQVHFTk4AUsMAwMaD4VBv1N9plZWBV1HF0ytRLX1xq9qED58OwP3yEZZSob5MGHeH6UwEQTRa2y2EP9z7oVBa6OfoN6DdAKaz1FNICKRSuLjIdXUBpIW33J4yL2JRnPFd/uKwBIHJOxJyLzIdpyEyO3nmOrrqFOY6Blxt50VzhciKoyS5TMciCKJx2mghzCvP2xawDcDXA79mOkv9PXgAAD4+AGgaKaEUADvPll4IAZjquQ7otAagz4QukMoLmY7TEOHD3wLQ+eJBNg+OPWjQpO8oQbR6bbQQbrq7SSKTjOo4qpdNL6az1N8LhbAwTUdaArEl9M0ZDlVHvR0/szf2lUgzLkR8wnSWhggfPp2mKJdrJ/nlkqqVKMhlQoJo5dpiIcwqzdr+aDsFas2ANUxnaZD79wGgVy8AWfFiAPZdW0FzUI2iWOO6/MHj6Ial74/KPM50nHortHJI7urLlZa7+v/ToTcNIDGAUraOqSMIgqhZWyyE3975tlxePsFlQg+rHkxnqb+cHCQlQU8PLi4AsmLFAOy7tZpCCMBQ5Ojn/C2Af8M/LJNlMx2n3kJHzwHgeW6v2AJmHejKMqQEk0YhQbRiba4Qppak7gzayaJYawesZTpLg9y7BwDe3mCzAeTE6wNo16oKIYDu9oscTfzKZXnnwj5kOku9RQ6ZIhPp2gXfMUp74tQXAOLIOr0E0Zq1uUK48dZGqUI61W2qh1mLH3BQoxcuEKam6pQX83SNYWTHcKj6oihqnOcuAdcgJuvUo6TfmI5TPzKhTtSgiRRNd/l3P1mwniC0QNsqhMnFyX+F/MWm2Gv6t86rg3ipEEaEGwKw92plzUE1fYHtmM47AFyK+jyzOJjpOPWjPjva5dxeW3elUIz8FBSkMJ2JIIiGaluFcO2NtTKlbHaX2c4mzkxnaRCFAkFBoCh4ewOIjDAEYN8aBk7UyNVyUnf7RUpV5T+Pp1cqSpiOUw9PvfoXWjsaZCY7Bt9s70P6jhJE69aGCmF8Qfz+sP1cFverfl8xnaWhwsJQWooOHWBiAiBcXQi7MZ2qEYa7bbEUdy0oSzgbtpDpLPVBUaGjZgHwPLfXqa96ihlSCAmitWpDhXDN9TUKleKdru84GjoynaWhAgKAqvOiSUnIzRHwdRSmjq21RQiAzeJP7naIz9GPzDj2OGU303HqIXTULJqiXK6dcOtSTLGQ/JiSlTOdiSCIBmkrhTAyN/JI5BEem7ei7wqmszSCegShjw+AW7cAwNypuLUvA2Sk00F9sfBCxNKsklCm49RVobXj0x4DeRVl3ncP2LjTSjkSA0ijkCBapVb+IVpnq6+vVtGqRd0XtTNox3SWRlD3lOnVC8D16wBg6VTMaCDNcLOa0s3uXYVKeizorVa0NkXQxAUAup/Y6eRLA4i9RQohQbRKbaIQPs58fDL6pIAjWNZnGdNZGiE/HwkJEIng4YHnhdC1iOFUGjLCfauFfpeCsvizoYuYzlJXMQPGSUytzOPD+1uGAoi9RamUTGciCKL+2kQhXH19NQ36o54fWetZM52lER48AE2jRw9wOAkJSE6Gvr7c0LqM6ViawWEJpngd5rH1IjKOhKTuYTpOnSg53JDRcwCMebDV2A4VxUgLI41Cgmh9tL8QPsp4dD7+vC5P9/PenzOdpXHU50W9vQFcuwYAXboUUFr0wWuk03FMl98B/Bv+YXZJONNx6uTxhPk0i+V25ZirTwWAmJta9O9BEG2G9hfClVdX0qCX+iw10zFjOkvjqCdX690bz86Ldu5SwGggzXO3muZpO1ehkh5/PFOubAW9MAutHJ74DOFWVoylzgCIuUEKIUG0PlpeCO+k3PFP9BfzxZ/4tMpFf/6jVOLhQwDw8aFp3LgBAF08ta0QAhjpvs1UzzW3NOpCxBKms9RJ4MQFAOYEfK1jhMI05CaSWkgQrYyWF8JV11YB+Kz3Z0ZCI6azNE54OEpL0b49zM0jI5GVBSsr2NhoyQXCF3HZOlO8DnPZouDUv8LS9zMd583ifEeVmNmYJUV1c84EEHOD6UAEQdSTNhfCy08u30y+aSw0XuLdOtoWr/PCGoTqC4SDBzOapymZ6rqOcN8K4FzYh3ml0UzHeQMVmxM0YT6AaZK/AcSSy4QE0dpocyFcc2MNgGV9lunz9ZnO0mivXCAcOJDRPE2sq+07na1nyZVlx4LeUqgqmI7zBoGTFip4/LmR3/L4dHoUJclhOhBBEPWhtYXwbNzZB2kPTEWmH/T4gOksmvCsECqVuHkTAAYNYjZQkxvd+VcTXZccSeTFiM+YzvIGZUZmUYMn6aokvSwiQCPqKmkUEkRrop2FkKbpNdfXAPiy35e6PF2m4zRaTg4SE6GrCze34GAUFqJ9e9jbM52qiakvFnJYwqCUneHpB5mO8wYPpy0GMD9nK0AKIUG0MtpZCI9HHw/OCrbSs1rgtYDpLJrwfFV6DufqVaANNAfVzPTchrn9AOBc+Af5ZbFMx3mdNPee6W49JlUcFnAVKaFUaR6H6UQEQdSVFhZCFa1af2s9gK/6fSXkCJmOownqnjK9ewNQF0It7ilTTXf7hR7WM2SK0pZ/sfDhtA9FKB/EvwkaTwL0mI5DEERdaWEhPBRxKCw7zF5s/07Xd5jOoiHqQujtLZPh3j1QFAYMYDhRcxrtsd1Yp1N2SfiVqBa9ckik35QyI7PZpbsBJNwlhZAgWg1tK4RKWrn+5noAawas4bF5TMfRBLkcgYGgKPTqde8eysrg4QFzc6ZTNSMeR1d9sfBh0q8RGYeZjlMrBY8fNOG90TjHZ8kyY4TFhSKmExEEUSfaVgj3hOyJzY/taNRxdufZTGfRkOBgVFTA2RlGRlo/grA25voeQ1y/A/Bv+OISeRrTcWr1aPJCIadyBH2BphH62I7pOARB1IlWFUK5Sr7x9kYAawes5bC0pbfCCyMI1YWwjfSUqaZnuw9dLCZK5UVX0pfTVAtd7khiahXnO2oqfQRAcKC29+slCG2hVYVw9+PdiYWJbqZub7m/xXQWzXm2GK9EgocPweGgXz+mIzFkbJedBkKHXGlUhvk9prPUKnDyorE4I6LKnyaYJSUxnYYgiDrQnkIoVUi/uf0NgHUD17Eo7XlduH0bAPr0uXULcjl69IB+658np2EEXIMp3Q+xKG6OYUhM1mmm49TsSc/BUjvrsfQZmsaRI0ynIQiiDrSnYPwe+HtaSZqHmccE5wlMZ9GchARkZMDUFJ06teXzos9Zibv7mH0MCqdD3y0qT2I6Tk0oKnDyguk4BODQIabDEARRB1pSCMvkZd/d+Q7AN4O/0arm4K1bANCvHyiqrY0grE1ng5liiaNUXvjP4+lKlYzpODUIHvP2IMFNQxSGhiIykuk0BEG8iZbUjF8e/pJdlt3dqvuojqOYzqJR6vOivr75+QgPh0AAHx+mIzGOouwz/AxE7dKLHl2LXc10mhpI9Qwi+vhNwnEAh1vucA+CIKpoQyEslZVuubcFwDeDv6Eo7Zrm8VkhvHoVKhX69oVQK6bKaSS2kj+52yE2i3fvyZbY7DNMx6nBneHT1WdHDx6gaZrpNARBvJY2FML/3f9fbnluH9s+QxyHMJ1FozIz8eQJ9PXRpQu5QFiNtUGPgZ3WAfSpkPnFFclMx6kupYO7q32SFTISn1IPHzKdhiCI12r1hbBIWrT1wVYAGwZtYDqLpqnXW+rbF2w2KYSv6u34eSfzMVJ54T+PZ6hoOdNxqovq1/8tHAZwsKWvnEEQbV2rL4Tf3/u+UFro5+g3oN0AprNo2rPzoikpiI+HWIzu3ZmO1JJQFDW2yy59gU1aYcD12HVMx6ku1qfXDJ3TAA7vVygUTKchCKJ2rbsQPi16+uP9HylQ6weuZzpLE1B3GfX1VfcXHTAAbDazgVocEc9kUrf9LIpz98nm+JwLTMd5iZyrtcFrAAAgAElEQVQv8Jrp7IbInIKqxbMIgmiZWnchXHpxaYWiYlbnWT42WteZsqAAUVEQCtG9Ozkv+hp2Rn0HdlpH06p/Hk9PL2phl+Pef199dvTA3hY6JxxBEGjVhfB8/PkzsWf0+fqbh2xmOksTuH0bKhW8vcHnX78OkBGEtevTflkXmzkyRemBgDG5pVFMx3mBp+dsjxAK9InjdGkp02EIgqhFay2EMqXsk0ufAFg7YK2FrgXTcZrAswuEMTFIT4e5OVxdmY7UUlEUNc5zl6vlpAp5/r4Hw4sqnjKd6D/2i8f0wv2ySs6ZljjKgyAIoPUWws13N8flx7maui7uuZjpLE1DXQj79Xs+oYyWjZDULArsiV33tTcdIpFm7L0/vLQyi+lEz0yfPlNwHMCB3yVMRyEIomatshCmlqSqJ1T7ZeQvXBaX6ThNoLgYjx+Dx4OPz5UrAODnx3SkFo/N4k3tftRS3K2w/Mm+B8Ol8kKmEwEA9PSmzuJxIb98Vycnh+kwBEHUpFUWwk8uflImL5vuPn1gu4FMZ2ka165BoUCvXgqB7o0bACmEdcNj683yPm+i65IjiTjwcIxcWcZ0IgAwWT5/GHVZoWId2U0ahQTRErW+Quif6H88+rguT/f7od8znaXJqJuBQ4Y8fIjiYri4wNaW6UithIhnMtvnglhon1b44PCjSS1iVu4OHWZ6RoKcHSWIlqqVFUKZUvbRhY8ArO6/2lrPmuk4TebyZQAYMoScF20AfYHNHJ+LOjzzxDz/06HzaVrFdCKMX+8lRnFAqlVsJBlaTxAtTisrhD8++DEmL6ajUcePvT9mOkuTSUrCkycwNISXl78/AAzRrilUm4GRTsfZPhcEXIPw9EMXIpcwHQeCUYMnGN4AcGhNDNNZCIKorjUVwqzSLPUa9NtGbOOz+UzHaTKXLgHA4MGScnZAADgc9O/PdKRWyFy/87Tu/3BYgkdJv92M+5rpOJg1lw1g/7+GZDEKgmhpWlMhXHpxaUllyWTXycM7DGc6S1N61gy8cQNyOXx8oK/PdKTWqZ3xgMleh1gU50bc1w+ebmU2zMD1g2xYGU+k1g92hjGbhCCIalpNIbydcvto5FEhR/j9EO3tIwNAqYR65OCQIeqCSC4QNkYn8zHjPHcD1KXIL0JS9zCYhKUrmu7zFMC+dYkMxiAI4lWtoxAqVIrF5xfToFf1W9XOoB3TcZpSYCAKC9GxIxwcSE8ZjehsPWuE+48AfTZsUXzOeQaTzP5fVwBHMvtVnviXwRgEQVTTOgrhtoBtYdlh7Q3bf9rrU6azNLFnAyeSkxEdDbEY3t5MR2r9erZb3LfDchUtPxo4LTn/NlMxPLxFXW1yC2D078eXQFZmIogWoxUUwuyy7K9vfg3gpxE/CTgCpuM0sWeF8MIF9f+Dw2E2kJYY1GmDl/17ClXFoUfjskpCmIoxe4kRgL3pg7F3L1MZCIKophUUws8vf15cWTyu07hRHUcxnaWJlZbiwQNwOBg4UF0IR4xgOpK2oChqlPuvblZTKhUl+x6MyC+LZSTGzDlsLlt1HiNzv9qGigpGMhAEUU1LL4R3U+8eCDsg5Ah/HP4j01ma3pUrkMng7S0Tiq9dA0Vh2DCmI2kRimJN8NzTwWxYuSx37/3hJdLU5s9gZoahwyg5uIcz+uF7re72RRCtR4suhEpa+eG/H9Kgl/dd7mDgwHScpnf6NACMGXPrFkpL0aULrLV38hxGsFm8qV7HbA17l0hT9z8YVSEvaP4Mc+ZSAPZiDjZsQHBw8wcgCKKaFl0Itz/aHpodaie2+6L3F0xnaXpKJf79FwDGjSPnRZsOly2a0fOMuX7n3NKoAwGjZIrmXjB37FgYGiIQ3SPlTpg5E1JpMwcgCKKallsIc8pyVl9fDeDnET+LuCKm4zS9O3eQl4cOHeDsTAphkxJwDWb2PGcgdEgvenQ4cKJSVdmsRxdg2jQA+Mv4c0RHY/Xq5jw6QRCvqkchLCws/O233zZt2hQZGVnjBmVlZXfu3Dl27FheXl7jk63wX1EkLRrafujYTmMbv7dWQL2E+YQJKSlVAyd8fJiOpL30BFZzel3U5Vs8zbv2z+OZNNWs857NmwcA++hZcq4IW7bg5s3mPDpBENXUtRCWlpb27Nnzxo0bJSUlffv2vVnTr66xsfGiRYtmzZoVHR3dyFiPMh7tCd3DY/N+HvFzI3fVaqgL4dix588DwJAh4GrjksMth6Go/WyfiwKuYUzWqSTzZi1FPXvC3R05BZxz43dDpcKcOcjPb84ABEG8qK6FcN++fRYWFocPH964cePq1as3btz46jb5+fkRERFisbiRmVS0avH5xSpatazPMidjp0burXWIikJCAkxN0avX2bMAMHIk05HaADM995k9z3LZOjmGkY8Ltzfnod95BwD+Kp+GXr2QkoKZM6Fifrkogmib6loIr1y5MnLkSIqiAIwaNeratWtKpbLaNjo6OhrJtDNo58P0h7b6tiv6rtDIDluBU6cAYMyY0gr2tWtgsUghbCY2hj6Tux2kaFZ44Z/3nmxptuPOmQM+HxcusTK2n4KFBS5dwtfML5FBEG1TXactycjIMDc3V9+2sLBQKpXZ2dlWVlYNOGRubm5wcPAXX/zXEfSdd95xdHRU3y6oKFh1bRWAzYM3c1Scyspm7cjwnFwuVyqV6sLfDLinTrEA+YgR587JpVJur14qAwP5G1+6XC5XKnmv/kXSYEqVklbRGtwhAFqlUilVmgypVNG0JkO2NxnumDE40frqlegVfI7Y02Ze4/epVKkUCuVrfnp1dTFiBPfUKdZf/xot27OHO3Ik1q+Xd+umqn3oaGVlJY/Ha3w2gryTmtIq3kkej/fGT/K6FkI2m00/W0hNpVKp72lYLA6Hw+PxDA0Nn98jEAhYrKq26epbq/Mr8gc7DJ7kMqlh+9cIFotF0/TzVE0rM5MVFAShEEOGnP+IDWD06DodmqJYFEVpsFpT6v9ptPxTLArQ5D4pCpRGdwjAuLijiUfXgILN/4Z/KOAYuFhObOQOKVAsinr9P+Lbb6tOnWLt3cv+4ouBytWr2WvWcN95R3H/Pt2uXY3bs1isZvqB1HbkndQUrXkn61oILS0tMzMz1bczMzM5HI6JiUnDDmloaOjm5rZy5cpXHwrMCPwz5E8em/fLyF+4TPcVYbFYzZTh4kWoVPDzY+mK1QMnJkxgc7lv/juDw2Fr9geRxWJRb/r4rj+KxdZwSGg6JEVRzgZTBSb8m3HrT4W+raArutjMbswOWSyKxX7Dz8/o0bC1RVwcde8ed8CqVQgMxNmznClTcO8eRDWMF+JyuYz/UmgH8k5qita8k3X9NBk+fPi5c+fUbcEzZ84MHTpU3SJMSEjI11CHt+d9ZJb6LHU2cdbIPluHI0cAYNKku3erRhK6uDAdqU0a4LTGx2GpQiU9FTLvfMTHSpWsSQ/HZld1mdmxA2CxsG8fOnVCaCjmzwdZxp4gmlFdC+GMGTPKy8vHjh27ZMmSTZs2ffXVV+r733rrrYMHD6pvf/bZZ1OnTi0pKVmzZs3UqVOftyDr6M/gPwPSAyx0Lb70/bJeT2zdsrJw8yb4fIwf/2wkIdOR2rBhbj9M6Po3hyV8lLR9z30/iTSjSQ/37rvgcHDiBHJyALEYp09DLMbhw2QaUoJoTnU9NSoSie7fv3/69OmioqKgoCAHh6qZP7dt22b9bELMKVOmlJaWLliwQP1tvcZRFEoLV15dCWDr8K36fP26P7EVOXLydHFZ9d4T7pcv9lYqkzy7XT57af+BEYAeBNd27q/TjAQR4RESazLqXsM6W88y1XU7GjQltfDe77e8pngdamc8oImOZWODkSNx5gz27MEXXwCdOmHPHkyciJUr4e5Oug4TRPOox2J3Ojo6M2bMqHZn7969n9/2acRUKKuurcotz/W1853qOrXBO2nhLt4NFnlX7wHk9/A7ANd8p9zI88zO0hPoKUrdzEJZpnXZYXhesL5hueaDtnmW4q7v9X1w/PHMxLyr+x4MH+T8dZ/2y5roWAsX4swZ7NyJzz8HRQHjxmHNGqxZg+nTcecOPDya6LgEQTzXIlZ9Dc8J3xm0k8Pi/DLyl2YbscAIUwcXvPACxdmpDnEhcoEoa9LCrIO6AJwHss061PUKoUCnsXMXELUR8Uxm+Zy/Gv3V3Sff+0evzC6JGNP5dy5b83PeDh8Oe3skJODqVfj5AQC++grx8di/HyNGICCALEFCEE2N+Z6vNE0vPr9YoVJ87P1xZ/POTMdpVu6XDlM0HdN/rEyoE3WVAuA6mPSSaCkosP1cvpnc7QCXrROefvDPu75FFU81fhQWC++9BwA/P59MkKKwaxd690Z6OsaNQzlp9BNE02K+EO4N23sr+Za5jvnq/m1uGn63K8cARA6ZUpCC7DhKoAfHnqQQtixuVlMX+AaY6LpklYTuvOXzJPeKxg+xYAGEQpw9i9jYZ3cJBDh5Eg4OCArC3Llk9jWCaFIMF8KSypL/8/8/AD8M/UHMb1sn+oxT4q2iH0t1xQm9h6ubg53602xtGJOjbUx0nd/te9fZYnyFPP9AwOgbcV/TtCYrk6kpZs4ETePXX1+418wM587BwAD//IPlyzV4OIIgqmG4EK6+vjqzNLOPbZ+ZHjOZTdL83C8fARAzcLyCx4+6RgFwHUSagy0Un6M/1euYn8s3oOibcV8fDpxYqSjW4P6XLgVF4c8/UVDwwr2urjhxAjwefvgB25t1TnCCaFOYLISRuZHbH21nU2yt7yNTA5rufP4ggIih04oykBlD8URw9CGFsOWiKKpP+2XTe5wWcA3jss/tut0rVxKlqZ27ucHPD2Vl+PPPlx8YOBC7doGi8PHHnEuXNHU4giBexGQh/Oj8R3KV/IMeH3haeDIYgxF2YfeNU+IkplaJ3oOjrlKg4eRLc1r67LUEOpqNeK/vfTM99/yyuN13+kRnndDUnj/5BAB+/hkKxcsPzJmDNWugVArmzUNEhKYORxDEc4wVwoPhB68nXTfTMft6YFtcfcbz7B4AoSNnqVjsKH/SX7Q1MdLpML/PHTerKTKl5GjgNP/olTQ0sBTG8OFwcUFKCvbte+Wx1asxaxZVWoqxY5FXp8kWCIKoO2YKoZwl/+LKFwC+8/vOQGDASAYGcSsrXK8eBxA6enZ+MtIjKb4uOvYhhbDV4HF0J3U9OMRlE4ti332y+WDAOKm8sJH7pCisWgUA69dDLn/lsV27lD164OlTTJgAhtYmIwhtxUwhfGT+KEOS4WPj83aXtxkJwCyXqycEkqI0D+9cB5fQf1kA3PxoDp/pWER9UBTVu/1ns7wviHimCbkXd972zi4Ja+Q+33oLHh54+hR//fXKYwJBxYEDsLHBnTtYvLiRByII4kXMFMJ8fr6hwHDvhL1tro8MAMDz3B4AIWPm0jTCL1IAuowizcFWycFk4ALfACsDr8LyxD/u9g1PP9SYvbFYUM9mv3FjDa0+2sICp09DJMLu3fjtt8YciCCIFzFTCFlgHZt6rKNRR0aOziyDzGSHwBsKniBiyNTkIKooAwZWsPUkhbC1Egvt5vW+6Wn7tlxZfiJ49sXIT1W04s1Pq8XkyejSBSkp2L27poe7dat6YMkS3L7d4KMQBPEiZgrhwPSBgx0GM3JoxnU5t5dSqaIHTZDqGYT+W9UcbJMNY+3BYQnGddk9yuNXNosX8HTb3gdDyhUNXKSTorB2LQCsW/fymMLnpk/H0qWQyzF1KjKadpUogmgjmCmEIrnmJy9uFSiVyvPcPgAhY+bKpVBPKOMxgkygpQ262y+c3+eOWGiXnH/7SNzEJFlCw/YzfjwGDUJublXfmRp8/z3690dWFt5665V+NQRB1Bvzc422Ke0D/A3TE4ss7RN7DIq+RsnKYduFNrZjOhahIZbibu/2vWdn1LdUnv1zzjc/BfykUDXkNOnPP4PLxY4dePSopoc5HBw5Ahsb3L5dNfyQIIhGIIWwWXU/sRNA0IR3aRbr4REKQNex5OqgVtHlW8ztdaWLyWwFFEsvLu22o9u1p9fquxNXV3zyCVQqfPBBLRNum5vjxAkIBPj1V/zxR+NjE0RbRgph8zGSlDjd/lfJ5QWPfyc1lEqPpESG8BhOCqG2YVHcftZfvme81NHQMTwnfPDewZOPTn5aVL8lnFavhq0tAgOxbVstW/TogZ07AeD990nHGYJoDFIIm0+/8McspSJ64IRSI/MHBykA3SeR4YNay13YLWZxzNbhW/X5+sejjzv/4rzk4hKJTFLHp+voVC1G8X//h7DaBijOno0lSyCXY9o00nGGIBqMFMLmIpf3D38M4NHkRcWZiLlBsbnoMYV0k9FmXBZ3ifeSmMUxC7wWKFSKbQHbnH9x3hu6l6brdBpgzBgsWgSpFNOno6Kilo1++AGDBiEzE6NHQ1LXKksQxItIIWwup08blEpyHF2Tu/kGHGaplHAfSusaM52KaHqWupY7Ru8IeDegt23vDEnG3FNzvXd7P0h7UJfnbtkCFxdERWHZslq24HBw9CicnBAcjClTSCdSgmgAUgiby/btAAInL5JK8Pg0BcBnJrk62IZ0t+p+Z96dPeP3WOhaPMp41PuP3nNOzskuy379s0QiHDgAPh+//IKjR2tZtdnYGBcvwtwcly5h3jzUrblJEMRzpBA2i6go3LhRyeWFjZhxdw+rshSOPWkLJ/KB1bZQFDWny5yEjxPW9F/DY/P2he1r/1P7tTfWVipfN4l2165V/WUWLxbUPJoCgIMDzp6Fjg4OHMDq1ZqPThBajRTCZrF1K2j6nmvn3ApxwGEKFAa+T6pgG6XD1Vk7YG3EBxFTXKeUycvW3Vznsd3jXNy51zxlwQJ88AGkUowbh7S0Wjbq0QNHjoDDwYYN+LotLm1GEA1GCmHTy8nB/v2gqCvdvK/vYMmlcPOjbTxIIWzTOhh1ODrlqP8cf3cz9/iC+DGHxgzZNyQyN7K27bduha+vMjMT48ahpKSWjUaNwsGD4HCwZg3Wr2+i5AShfUghbHrbt6OiAmPGRNMuIWdZLA4GfUA6ixIAMNhhcPDC4B2jd5iITPwT/bv+3nXJxSXFlcWvbsnlYu/eCicnPH6MiRNrX5FwyhTs2QM2G6tXY+PGJg1PEFqDFMImVlGh7iaDzz4LvDmUVsFrIm1ky3QqosXgsDgLvBbELo792PtjFa3aFrCt/U/tfwr4SUlXX/Xe2Ji+dAlWVrh6FXPm1DLjDIAZM6pq4apVWLKk9u0IgqhCCmET27cPubno3v1oVr+0px0F+uj/LvlgIqozEhr9NPynRwse+dr55lfkL724tOeunndS7lTbrF07XLgAAwMcPYoPPqi9f+jMmTh0CHw+tm3DlCm1D0IkCAIAOEwH0GoqFX78EUDhov9bsgQAhnyk0jFiOBTRDKSlxbfvP1TVvzU2EfM7GXmdKN7/OPOx71++bgLPSeLZhmxjAGyo5s+c1rmz6MwZDBuGHTtgaIhvv61lR1OmwNwc48fjxAn4+eHkSZiZNe41EYTWIoWwKf37L2JiYGe37N74rCxY2CR1HWcDkLUHtV+lpDhZLrIy792A54rQ+y3VvMDsnY+z/4iUhsTJYrtbLOpiOqfkweVppaUikcjXF8eOYcIEfPcdDA1rH2vfrx/u3sXIkbh3Dz164ORJdOvWmBdFENqKFMKmtGEDgOtj/vfHdhafj15DzlHUIqYzEc2EzeUbWjs2+OkjbH/qXfHp5ahlUZnH72f8GJS9ux2/c3SBt5mZGYBRo7BnD2bNwooVMDXFvHm17MXFBffvY9Ik3LsHX1/s3o3p0xsciSC0FblG2GTOn8fDh8XmTvPOTqRprFoFsVEe05mI1kQstJ/ideTt3tfaGfeXKSVxrLsDjgzo91e/QxGHZErZ9OnYtg00jQULcO41oxAtLHD9Ot59F+XlmDkTK1aQ7jMEUQ0phE1m3ToAH9mcTE6hvL2xYgXTeYjWyd6o39xeVxcPjHJTDTbgG9xOuT3j+AzbH21X+K8YOfPpqlVQKDBtGu7fr30XPB527cKvv4LDwaZNrx2KSBBtESmETeP8eTx8+I/Bu/uCXHV0sG8fOOQkNNEIxjpO3VSjw+aG7Rm/x9PCM6csZ9PdTR22dXjQcejgyU/LyzFmDGJjX7uLDz7A5cswMcG5c+jVCwkJzRSdIFo8Ugibxrp1abBZKPsZwA8/oGNHpvMQWoHP5s/pMid4YXDggsAFXgv4bL7/0ytXXTuK3P3z8zF0uDIr67XPHzAADx/CwwNRUejZE5cvN1NugmjZSCFsAufPKx8GzeQdKygXjB6NhQuZzkNoHS9Lrx2jd2R8lrF1+FYHI7vyceNgez8lie3S++mZsBuve6aDA+7dw/jxKCzEyJH44YdmSkwQLRgphJqmUmHVqvX46pbMx8oKf/4JigyXIJqGgcBgifeShI8Trrxzeuza3ZRJXNFTh3ETFC7buvwU8FOprLTmp+nq4sQJrFkDlQpffIGZM8klQ6KNI4VQ0/7882aw/gasYrGwfz9MTZnOQ2g7FsXyc/Q7/c4fd6/r6xqVItEvZvfypRc+sf6f9cJzC8Nzwmt4DkVh7VqcOAE9PRw8CE9P3Kk+iw1BtB2kEGpUSUnOyq0zcUAJ9sqVGDiQ6TxEW9LL3eKWv66+PhA+wy7gaEllyc6gnZ1/69x9Z/e9oXvlqlcWrx8/Hg8fwssLT59iwAD83//VPpk3QWgzUgg1SbXhmzm5W9Jh7euLNWuYTkO0PV274vhx8HhIuTh5iSJ9gdcCXZ5uUGbQ3FNz221tt/bG2tSS1Jee4OyM+/fx5ZcA8N13cHfHhQuMJCcIBpFCqDlPnnzzo/AShpkaKg4dIuMlCGb4+eHwYbDZ2LbRqmf2jrRP034e8bOLiUuGJGPdzXV2P9p5/Obx2eXPLj25VKGoAAAuFxs24NYtuLsjIQEjR2LiRCQnM/06CKL5kEKoMTff/mutYhWLovcd4lhbM52GaMMmTMBPP4GmsWgRrl8QL+65OOrDqOtzr09zm6bL043Iifjf/f8N3z/caJPRkH1Dvr/3fWh2KN2rF4KDsWUL9PVx8iTc3PD995C/cjaVILQRKYSakfPH2Rl3PlCCveKjsmHDmE5DtHkffojVq6smnVGf7BzQbsDhyYeLVhQFLgj8zu87P0c/hUrhn+i/7Moyz989zX8wn3pyxs7+ummB1/DWWygrw7Jl8PLCvXtMvxSCaHLk/J0GqLJzZ3+glwGrfh0z122xZDoOQQDAunWorMSmTZgwASdPYsQIAGBTbC9LLy9Lr+V9ludX5F97es0/0f9SwqXk4uRjUceORR0D4NjL0a//yNFHgofcCRf4+uKjj7BxI3R0GH49BNFkSCHUgI2Dr12WTTPjFR26bkEuDRItx7ffQiLB9u2YPBnHj2P48JceNRYaT3GdMsV1CoDEwkT/RH//RP9LTy4lFibuROLOARD25/RJUvoF/eQ36Hi3b/dQgwYx8zIIoomRj+3Gurr65rrIySyo9v9RaWVNBs8TLQhF4ZdfIJdj1y6MHYu//8aMGTVv6WjouMBrwQKvBQqVIjQ79Gzs2XNx54Kzgv0daH8HAGlmFwf3v+TgN/rjUZ5TrPXINXBCq5BC2CjpIbkzNropwV4zOmjILC+m4xBEdRRVtZb95s2YPRtZWfj009dtz2Fx1OdO1w5Ym1OW45/ofzn+4pXwUxk6kmN4euzaJ9S1Tz0tPIe2H9rXrq+XlZelLrkWQLR6pBDWrLi4OD4+nsfjvWYbZaVqyTBejqrLIHHAqK/YQUFBr99nYWGhvUZDEm2KpDAvNDTUyMioAc+dOhWVlebbttl89hn8/Qu+/DJZIFABsLa2trCwqO1ZZjpmMzxmzPCYgYmIeHju8s9LL+PJLXs6OCs4OCt4091NAKz1rLtbdfey8upu1b27VXdTEZlLiWh9SCGsWXR09LaLIfoWdq/ZJm8z90HpSGtWesfFT38PEL5xn1FPkj01l5BoaxKTUnYFZOiJyxv4/PZpA+dl3j7Q9cIFo4Aw9sB5gRxe8jjX1OmTxtfl2e49R7vvHfXpX39Jv1x+R5R3tT0V0N3ysV5puiQ9PTb9dOxp9WZ2Yjt1RfSy9Opu1d1I2JCyTRDNjBTCWoksHG17D6/t0dQNYWfSugognbcylz1+Sl12SP/zl+bSEW0ODcrUo6+pTbsG78G2N5yHU0c+R36K+MwPg3tOTVU5v+E0xksoCu+8I5g40W/9er9ffsGVDOjoZHyyJGhSr6Ci6KDMoHup91KKU1KKU05En1A/w1LX0svKy8vSy8vKq5dNLxORSYPDE0TTIYWwIXJPp+895UGB/njkdfb4oUzHIYi6MnWk39unvPA9K/QcdXevbeFjYffO6NSpPrswMMCWLVi4EMuX49Qpqw0/Wf1+YMyXX2LRMQgEGZKMoMyguyl376TcCckKySzNPBd37lzcOfVTX6yLfWz7kPYi0UKQQlhvRffy9280VICz0PGE8OtxTMchiPrh62D8WpXzAOrM16qoCJPOnfHpp1i1qp4DBZ2ccPIk7t/H8uW4fRuffIL//Q9ffWU1b56V05gxTmMAKGlldG50YEZgYEZgUGZQtbrIolidjDt5WXl1tejazqCdjb6NrdjWXMecRZFZPojmRgph/eQ8Kj+wVFSi0h0j9rfZM0TBdB6CaBjnAbRQLzL1H/H1q+2++w579mDNGsyfX885cnv1wq1b+PdffPUVgoOxYAE2bcIXX2DuXAgEbIrtbububub+tufbABQqRURORFBmkLo0hmWHRedFR+dF7w/b/3x/XBbXSs/KVmxrq29ro29jo29jJ7ZT3zDXMafI2p5E0yCFsB4yAuWHFrNLVaKxOhd9jnarFIqYTkQQDcfXVbyzIOTbje0+/hgPHmDRIvz4I9auxdSpYNWrVTZqFEaOxLFjWLsW0UnroAIAABXXSURBVNFYtAhr12LpUsyeDSur51txWBxPC09PC8/5XecDkCll4TnhgRmBkTmRKcUp6ZL0tJK0rNKs5OLk5OIapvzmsXnWetbPS6O1vrW92F59w1zHvLHvBdG2kUJYV48PKi5tZctUgsn8070OdC4xNmY6EUFoQI8euHcPx4/jyy8RG4vp07FhA1atwuTJ9WkdUhSmTsWkSTh+HN99h+BgrFiBlSvRty+mTkWfPnB1xcuDkXhsnnrA4ot3Vior00vS0yXpyUXJaSVp6ZL0lOKUtJK0tJK0nLKcp0VPnxY9ffXgfDZf3Wq00LUwEBgYCg0NBAaGAkNDoaGhwFB9j/oGOe9K1IgUwjeTluDC14qwG3wA7/N2uf3ZM9fmdcMqCKJ1oShMnoxx47BvHzZsQGQkpk/HypX45BO8/Tb09Oq8IzYbU6di6lRcuoQdO3DhAm7dwq1bAMDhoEMHdOgACwtYW8PODh4ecHWtdmWSz+Y7Gjo6Gjr62vlW27dUIX1eGlOLU9Ml6anFqaklqWklaXnleU8KnzwpfPLGgGK+2FBoqM/TNxYZv1gvX71hKDDksV83jJjQJqQQvo5KgUfHqFs7US7h66Nkm8GK0l0f5Dq4MJ2LIDSPy8U772D2bOzdi82bEReHjz/GypWYMgXz5qFPn/qcLx02DMOGQSLBmTM4exahoUhIQEwMYmJe2ozFQocO8PPD6NEYMADC1w3GFXAEHYw6dDDq8OpDFYoKdWnMKcspkhYVVhQWSguf3yisKCySFqlvFFcWF1cW1/FF6PJ0jYRGz7+MhcYvfvvil4AjqPNbQ7REWlII/zl1NjWnQIM7jItODo4fcXYzuzANAPzg/7X91vu/bS8xI7MsElqirCDnYsyd7IIaCsPCT6mIENtb11wT483/+gt//QV9cYV7lxR3z5T2TtlcrrK2fUZHRXZydmG9WDMHjcCgEWyFwigzQ78gX7eoUFRSbJCTbZKRbpiVyY6LQ1wctm9X8HjJru4Jnt0SO3tKdXRf3Oewvj1cXV1f80KEHKGTsZOTsdMbX3JxZXFhRWFafpqcLa9WL6vdKKgoKJWVlspKU4pT3rhbEVf0anV8XjjV7Uv1DT1e3dvXRPPRkkJ4Nyy20nkoV/Dm6V3eSJLDCbtoEPavUC4VAHBF1GYs69RL/s83B6V6Bo3fP0G0EBUlhVlKQ0OL3jU+qmeJUSNKijIqoq7qx93WK8kW3rvV6d6tThw+beNebte13K5ruZGNrNqzbh87R/nMEIhqGIrxxKb6PWylwiYxyvXRDbfAGzaJke1DHrcPeaxis5M7dnnq0jXR2SvFqXN8QY57RubrC2HdifliMV9szDbWq8MJX4lMUlBR8Pwrvzz/xW9f/CqXl5fLy9NK0t64Tw6LYyQ0Up99feMN0tBsNlpSCAEYWNrxRI36ayv5MfXgIBV7i6JVAOBDPfic/mGY/s1rS77ZP3YeSNdtQutwhDqG1o6v2cDQGg49MGoFsmJVMTeo+LvIjKGSgnSSgnQA6JujvQ/d3pt26EmLDACAolhiCzuRnriOAUrsnB4MGP8A0MvL7HTzjMv1U+2CbjrEPHaIeTwIfwCo5AtlNlbw9ISjIxwc4OgIZ2fYN8esvXo8PT2enr34zccql5dXK435Ff9VTXX7Un1uViKT5JTl5JTl1CWAkCNUtyNfLJAvnqE1FlXdJg3NRtKeQthgKgWirlL39lOZ0RQAHks+FUc+ws896EdRQybv+CxYYkLm1yfaOotOtEUnesBClBUg4T715AGVGECVZCP4NBV8mqJYsHCiHXqiLL+LXEqh/h/LEhPLwEkLAyct5JeV2IXeswl7YBd61zw+XFSUx3/yBE9e7gijpwdXV3TujC5d0LUrPDzq06VH80RckYgrstF/pc37Crmq6pSsukC+/kaFoiJdkp4uSX/jbrksbm3XL6tVTTG/rn+jtCltuhBWFOPxaerREao4mwJgSuV+QG9/X/WbkUBy1aXbu93W2L6/iumMBNGy6Bihyyi6yyiappEdTyU+wJMAKiWEyoyhMmMArPx5DKzdaftusO9G23amefUcbVupox/fe3j8s2l+8+5enM1J8TYyRGIinj5FYiKiopCVhYAABARUPYeiYG8PFxe4usLBAfb2aNcO5uYwMWlpJ3K4LK6ZjpmZjlldNi6Xl6vbkeoGZfVG5wunaiUySXZZdnZZ9hv3yabY+nx9A4EBm8UW88VcNleXpyvgCIQcoYgr4nP4ejw9DotT4wY6PB0em6fP12dTbEOhIZtiU2hZb2+D1a8QyuVyLpfb+G2YJZci8SEVfkYVe5ulULIAuCJqKbbOwv58j87BQ5eHjZx56+qJCiXblumoBNFiURQsnGgLJ/SeQytkSA2hEh9SQSefSCUdUkKolBDc/pOiWDDvSNt5wsadtnanjer/G1Uu0i1p5wS/wS/dm5+PiAiEhiIkBCEhiIxEUhKSknDhwkubsVgwNYWxMQwNYWQEIyOYmcHCgqunBycn2NjAxgZ8fqPehaakbmjWZRlkuUpe2/XLalWzuLK4UFpYKC3UbFR1pVTf5rF5Oryqi8RcFleXV9X1icPi6PGrGu4sivW8bUpRlIGgqvuFgcCAAsWiWGKBuOopPD0AfA5fxBUBEHKE6kun6qoMQF2Yq55LUQAMBYb1zV/XQlhaWjp37twrV66w2ezly5evWLHi1W02b9787bffKpXKwYMH7927ty6Xo5uNVIKMaCojEul3yhMjhTIFC2CxoRyJ8x/hZw+X3Gi/STuGhBdZtWM6KUG0PhweHHrSDj3p/PQvhyz5PTdenBxMpQQjI5rKiqWyYvHwCAVAqA9LZ9rSGSYOtEk7GNnQonp/ZAEAjI3Rvz/696/6VqHAkyeIjERsLJKTkZyMlBTk5CAvD9nZyK7eTnqpC4qlJdq1q/qys4OdHeztYWMDcWs6hchlcc11zOsyw45CpZDIJIUVhUpaWVJZIlPKymRlFYoKqUJaKiuVK+XFlcVKlbJIWqTe8o0bqHcrVUilCul/hylrohdaP+qqeXPeTQ8zj9dvWddC+M0335SWlubl5WVkZHh7e/fr169375c6mwUEBGzevDkwMNDW1nbChAkbNmzYtGlTA+M3Aq1CWQFKcqiSbBSlqUoTpYWJipxUbl7J825suiyoeuDRROrEkE7hhUP6RPpte/Da/gIEQdQdX4d28qWdfGkAikqkR1KpYUgLp9IjqNJ8JD6kEh8Cz06psXnQM4GuCS3Uh0gMgT6EerRAT30DQgMUZ4mKDSvecEgOB5061bCIhkKBvDwUFFR95ecjOxs5OfKMDG5GBlJTkZGBzExkZuL+/erP1dGBrW3V8H9zc1hbw9QU5uYwN4exMYyNXz/qscXisDiGAsMGtJlqJJFI1A0eqUJaoaj6Z6pUVJbLq1bNlKvkpbJS9W2FSiGprCqc6jKsvk3TdJG0SH1b3VRVqqoeff705/ssl5dXKisBqKsygOLKYhWtAlBYUfjiTgBUKCoqFBVKVa2jfZ6rayHcs2fP33//zePx2rVrN3369L///rtaIfz777/feuut9u3bA/j888/feuutJiqEEglyc5GTXJGTWpmZVJmVpshMVz0KHiTZXlEkYRVU6Crp52OYWEBVq1yICk+EdEdgV/2Yjl0rC/v2iO23+KxxrWtzEwTReBw+7LvR9t0A0AAkOciMobLikPuUyk9BYTolLUFRBooyXrzUVO2yU48TAJcLU1NYWlZ9WVjA1BSmphCLoa8PgQB6elUTwunq4oUrMxxKYGHgWv3XXCqRcNXnq1QqpKdXnVZVtyNTUpCaitRUSCQ1zADwIqEQIhHE4v+OrVZUBJqGXI7SUgAoLoZKVfMeDA0BwMAAQiH09WFgAENDiMUQi2FoCAMD6OqCx6v2kiAQvFSD1UenKBgYAACLxUhbVsARtMDBHuqGrD5f/41b1qkQlpeXZ2RkPB/K4+rqevjw4WrbJCQkTJgw4fkGOTk5JSUl+vo1J0g8N9fLJInDUupypABeGn6rqFrRoVLOKlfwQNMKBSQqHbmSVaoSFan06arfEyHw4l9k/118MEe2BbLskOKAp1Y6eZZGJUb2KoGTuMC+farboCeW8/7rf1ZZ61+atFKhUtKK2jdoGIVM+uaN6kylUtJKpQZDKuWVADT8qlVKlUKhyZCySkDD/zQ0TasUMk2GVMhAaz6kUq7JkCqlQrM/PwBA0wpZZW37FIrh6A1H7//uUVSiJIdVUUyVF1MVJZBKqBe+UFFCSXIqVeVciYSbkYGMDE2lfH7VhgXYCgS2QqGvjg54PBgagqsPXW9QSoUBrxwVFZBKn39xKsv05AWorIRUigolKoD8RqQorPqvBHqK130UlwIQoZyPykYcrBY83n/9ibjcqtmDOJz/phGiKPB4UCigrKFdRdP0i0uCcCnFDNvbvY1e+euBw9Fwt16hEII3192qIvHVV7B5Q4feOhXCwsJCALq6Va0rfX39goLq07gUFhY+30DdWC4sLKyxEMbHx2eVdE9Cu7oc+lW6KDVBnhkrz4xTYMYvstItMdOvoBQpNLdYpC9hGSjK9fgSkW6Rnn6Jjk4ii5eIZ4til6fh0ZtHvKoJsjNZSlXuma0NC1kjK32uZneoU5zKrczNPROvqR0qlQozrlyzIfWkeZzYq7lZ9VkJ/bXklVJjZbFmQxrQEjrkbG7sVU3tkCqViMvyNBvShCOrvH8ol6uxCTB5hfn65eWaDWkuYkn8d5XVb/UK8AAeYABAAAgA05cenT7Ct7OHV24ulZnJysmhMjOpnBwqP5/Ky6OKi6mSEsjlVElJ1Qd1WRkll//3XJpGcXHVJzWXixcfek5d5gqrdx/hAPrAmxsTrduLMyJoos4m5eqcwy8a2JHmqBYuZGmkEJqYmFAUVVxcLBaLARQWFpqbV78qa2pqWlxcNVdTUVGR+p4a99axY8fpXddPGjFBrmSVVr7Sv1QkApsNgCfi6Ig5oCi2WFdfR8k21NfXVYntxCwuG/rt0NA6WkdyuVypVArq8EcH8Xrl5eV8Pp/NZjMdpNV7fj2mbTIyquEiYMNUeyfVrb7SUshkKCqCTIayMqhUKH5l7rnn5zs1q9q5zxqVlUFWfRofTSgv/+92RQVoGgAqK5+fmQNNQyoFj4eafoVlMhnv5UVFBrsYweJK9e0UCkgkGkyN8nJU1rVus+ow/UKdCiGfz3d0dAwODrazswMQEhLi7OxcbRsXF5fg4GD17ZCQkHbt2olEtQ4gSnZReW2cWJdDEwRBNCmhEEJh1QW7tkdUy+06qemPs+aY9Efj6noG47333tuwYUNqauqtW7eOHj367rvvAsjPzx82bFhubi6A+fPnHz9+/Pr162lpaevXr3/vvfeaMDVBEARBaEhde41+9tlneXl5vr6+BgYGv/32m4eHBwCapisrK2maBuDm5rZz585PP/20sLBw0qRJX3zxRROmJgiCIIj/b+/+Qprq4ziOn+nBp8dGRY5ps9KWkqkwYhWWISJmf0gwvHBFCYZehd3olWhedDFIvXDihRfKWDgj0bowiBJ0tEHgLHFWxPDMpRXScCxG07N/z8Ue5GH15JOT5+vP83ldHccu3gy27878nd/ZIv/1jJDn+Y6OjoWFhZmZGZ1OF3tQoVBMTk4qlX9vF1RTU/PmzZuFhYWurq5tvrnMhqampsbHx6krdoInT568f/+eumIn6Ovr+/btG3UF86LRaEdHB3XFTuDxePr7+6krtsbvLe6SDpvN9uLFD//yhd83NjY2Pb1lS0albGBgYHFxkbqCecFgkGSvj51nfn5+cHCQumJrYBACAICkYRACAICkYRACAICkyWJrPv9Per1er9f/2+X224TP5wuHw/v376cOYd7Xr19TU1N379698VPhl5aWltLT01lfhkYuGo263e7s7GzqEOaJoujxeFQqFXXIBq5fv37v3r1fP4dgEEYiEafTuc3fz+FwOBqN8rykb1y8JYLBYHJyctJv7rkFP1pbW/tjG988jyF4JbcKE6/kgQMH/tzoViEEgxAAAGD7wPd0AACQNAxCAACQNAxCAACQNAxCAACQNKyK/Amn0/ngwQNRFK9du6bRaKhzWOV2u58+fTo/P5+RkXHz5s2MjAzqIraJomgymfLy8s6dO0fdwjC73f748WNRFIuKiqqrq6lzWOVyucxms9fr1Wg0Op1um18FsCGcEcZzuVynT58OhUJ79+4tKSnBPpmbptPp7Hb7oUOH3r17l5+f73K5qIvYptfrm5qahoaGqEMYNjAwcPHiRZlMplKpnj9/Tp3DKqfTqdFo/H5/YWFhb2/vjRs3qIsShcsn4jU3N3s8HqPRyHFca2urIAhms5k6ikmrq6u7du2KHZeXl5eVlbW0tNAmscvhcNTV1Wm1Wp7ne3t7qXOY5PF4srOzJyYmTp06Rd3Ctp6entHR0YmJCY7jHA6HVqsNBALJP7uFPStwRhjPYrFUVFTEjs+fP2+xWGh72LU+BTmOW11dlcvlhDFMC4VCDQ0NPT09KSkp1C0Ms1gsarU6NTW1u7t7aGhIFEXqIlYVFBQIguDz+TiOe/36dV5eHtNTkMMg/NGXL1/Wt39TKpXLy8vhcJg2iXUPHz4UBKG2tpY6hFWdnZ1nz549c+YMdQjbXC6X1+utr6///v17f39/aWlpKBSijmJSWVnZ7du3s7Kyjh071t7ePjIyQl2UKCyWicfz/PrbIxQK8TyP7cESYbVa79y5Mzo6um/fPuoWJn348MFoNNrtduoQ5iUlJS0vL09PTyuVyqamJrVa/ezZsytXrlB3sWdyctJgMJjNZrVa3dfXV1tba7VamT4pxCCMl5mZ+fnz59jxp0+fVCqVTCajTWKXzWarrq5+9OgRFjpu2sjIiM/nKy0t5ThucXExGo2urKxgycwmZGZmKhQKpVLJcVxKSkpubq7b7aaOYpLRaKypqbl8+TLHcZ2dnXK5fHZ29sSJE9Rdm4dBGK+ysnJ4ePjWrVsymWx4eLiyspK6iFWvXr2qqqoymUyxD3HYnLq6ugsXLsSO79+/H4lE2traaJMYVVFR4ff7BUFQq9V+v39ubu7u3bvUUUxKS0sTBCF2vLS0tLa2lpaWRpuUIKwajef1eouLiw8ePCiXy6empmw22+HDh6mjmJSbm7uysnLkyJHYn1VVVa2trbRJrGtsbIxEIlg1umldXV0Gg+HSpUsvX77UarUmk4m6iEkfP34sLi4+fvz40aNHx8bGrl69ajAYqKMSgkH4E4FAYHx8PBgMlpeX79mzhzqHVQ6H458L8xQKRVZWFmHPDhD7aRTfzBLx9u1bh8ORk5Nz8uRJ6haGBQIBq9Xq9Xrz8/MLCwupcxKFQQgAAJKG9ZAAACBpGIQAACBpGIQAACBpGIQAACBpGIQAACBpGIQAACBpGIQAACBpGIQAACBpGIQAACBpGIQAACBpGIQAACBpfwESSZvz8M/zNgAAAABJRU5ErkJggg==" + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Ypostfit = rand(f(pars),50000)\n", + "\n", + "histogram(Y,bins=20,normalize=true,alpha=0.5,label=\"Data\",xlim=(-1,9),fmt=:png)\n", + "density!(Yfull,c=:red,lw=2, label=\"True density (apprx.)\")\n", + "density!(Yprefit, c=:green,lw=2, label=\"Model density before fit\")\n", + "density!(Ypostfit, c=:blue,lw=2, label=\"Fitted density\")" + ] + }, + { + "cell_type": "markdown", + "id": "95e960ec-cbb3-4226-9184-ff7836e15eff", + "metadata": {}, + "source": [ + "# Stochastic volatility\n", + "\n", + "$$X_t\\sim\\mathcal{N}(\\alpha_h\\cdot X_{t-1},\\sigma_h^2);\\quad -1<\\alpha<1$$\n", + "$$Y_t\\sim\\mathcal{N}(0,exp(X_t/4)^2)$$\n", + "\n", + "$$X_0=0$$ \n", + "(could also be fitted/trained)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9758098d-d834-4d97-a83d-bb8332fe4078", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.46211715726000974" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tanh(0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8356540c-caee-4aeb-aab7-06246304b326", + "metadata": {}, + "outputs": [], + "source": [ + "struct StochasticVolatilityModel\n", + " alpha_h\n", + " sigma_h\n", + "end\n", + "Flux.@functor StochasticVolatilityModel\n", + "\n", + "StochasticVolatilityModel() = StochasticVolatilityModel(zeros(1,1).+atanh(0.5),zeros(1,1))\n", + "\n", + "function Base.rand(m::StochasticVolatilityModel, T::Int, X_0=0.0)\n", + " alpha_h = tanh(m.alpha_h[1])\n", + " sigma_h = exp(m.sigma_h[1])\n", + " \n", + " X = [X_0]\n", + " Y = []\n", + "\n", + " for t in 1:T\n", + " X_t = randn() * sigma_h + alpha_h*X[end]\n", + " Y_t = randn() * exp(X_t/4)\n", + " \n", + " push!(X,X_t)\n", + " push!(Y,Y_t)\n", + " end\n", + " \n", + " return X[2:end],Y\n", + "end\n", + "\n", + "Base.rand(m::StochasticVolatilityModel) = rand(m,1)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "5cdbd38b-05bb-45a9-a59a-a236a462484b", + "metadata": {}, + "source": [ + "## Specify model for a test case\n", + "\n", + "\n", + "$$X_t\\sim\\mathcal{N}(0.9\\cdot X_{t-1},0.1^2);\\quad -1<\\alpha<1$$\n", + "$$Y_t\\sim\\mathcal{N}(0,exp(X_t)^2)$$\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "df48bccd-f798-44eb-ae50-2579d54b1859", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(123)\n", + "\n", + "m = StochasticVolatilityModel(atanh(0.95),0.1)\n", + "\n", + "X,Y = rand(m,150)\n", + "\n", + "plot(Y,fmt=:png)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4e8b4853-822f-430b-98e6-0270d2225af4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "particle_filter_ll (generic function with 2 methods)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "function particle_filter(m::StochasticVolatilityModel, y, M=1000)\n", + " T = length(y)\n", + " \n", + " q0dist = Normal(0,3) #q_0(x)\n", + " \n", + " ps = rand(q0dist,(M,1))\n", + " ws = [ones(M)./M]\n", + " \n", + " for t in 1:T\n", + " qdists = Normal.(tanh(m.alpha_h[1]).*ps[:,t],exp(m.sigma_h[1]))\n", + " ps_t = rand.(qdists)\n", + " ps = hcat(ps,ps_t[:,:])\n", + " odists = Normal.(0.0,exp.(ps_t./4))\n", + " \n", + " w_t = pdf.(odists,y[t])\n", + " \n", + " w_t = w_t./sum(w_t)\n", + " \n", + " a_t = rand(Categorical(w_t),M)\n", + " ps = ps[a_t,:]\n", + " end\n", + " \n", + " return ps[:,2:end]\n", + "end\n", + "\n", + "\n", + "function particle_filter_ll(m::StochasticVolatilityModel, y, M=1000)\n", + " T = length(y)\n", + " \n", + " q0dist = Normal(0,3) #q_0(x)\n", + " \n", + " ps = rand(q0dist,(M,1))\n", + " ws = [ones(M)./M]\n", + " \n", + " for t in 1:T\n", + " qdists = Normal.(tanh(m.alpha_h[1]).*ps[:,t],exp(m.sigma_h[1]))\n", + " ps_t = rand.(qdists)\n", + " ps = hcat(ps,ps_t[:,:])\n", + " odists = Normal.(0.0,exp.(ps_t./4))\n", + " \n", + " w_t = pdf.(odists,y[t])\n", + " \n", + " w_t = w_t./sum(w_t)\n", + " \n", + " a_t = rand(Categorical(w_t),M)\n", + " ps = ps[a_t,:]\n", + " end\n", + " \n", + " return mean(log.(mean(pdf.(Normal.(0.0,exp.(ps[:,2:end]./4)),transpose(y)),dims=1)))\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9d3a342f-2ab7-4411-b065-09b28f157798", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(123)\n", + "ps_true = particle_filter(m,Y)\n", + "\n", + "filter_mean_true = mean(exp.(ps_true./4),dims=1)[:]\n", + "\n", + "plot(exp.(X./4),label=\"True Volatility\",lw=2,fmt=:png)\n", + "plot!(filter_mean_true, label=\"Filter Mean True Model\",lw=2)\n", + "\n", + "ps_initial = particle_filter(StochasticVolatilityModel(),Y)\n", + "\n", + "\n", + "filter_mean_initial = mean(exp.(ps_initial./4),dims=1)[:]\n", + "\n", + "plot!(filter_mean_initial, label=\"Filter Mean Initial Model\",lw=2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a4774401-ca87-4d5f-bb0e-bd5448c2710e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.777623212726044\n" + ] + } + ], + "source": [ + "println(mean((X.-filter_mean_true).^2))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "09031d1a-0467-44bc-996d-df2ea12a5a91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.1040430904059315\n" + ] + } + ], + "source": [ + "println(mean((X.-filter_mean_initial).^2))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3a04c47f-3dd4-413e-8d34-7a32a3e56b4b", + "metadata": {}, + "outputs": [], + "source": [ + "using FiniteDifferences" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "893517c1-9260-4baf-af93-26bf2b5b374c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([0.5493061443340549, 0.0], Restructure(StochasticVolatilityModel, ..., 2))" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pars, f = Flux.destructure(StochasticVolatilityModel())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b50c6b63-0ab5-46f8-9026-0082815234c1", + "metadata": {}, + "outputs": [], + "source": [ + "Random.seed!(123)\n", + "for _ in 1:50\n", + " gs = FiniteDifferences.grad(central_fdm(15,1),p->-mean([particle_filter_ll(f(p),Y,100) for _ in 1:5]),pars)[1]\n", + " pars .-= 0.025.*gs\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "cc9a3267-e0f6-4fe8-8964-23b8ef8e87b7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(123)\n", + "\n", + "ps = particle_filter(f(pars),Y)\n", + "\n", + "filter_mean_fitted = mean(exp.(ps./4),dims=1)[:]\n", + "\n", + "plot(exp.(X./4),label=\"True Volatility\",lw=2,fmt=:png)\n", + "\n", + "plot!(filter_mean_true, label=\"Filter Mean True Model\",lw=2)\n", + "plot!(filter_mean_fitted, label=\"Filter Mean Fitted Model\",lw=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1ebdf5de-b0ce-48a4-9eaf-de3caf1c93c2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.174579327614477\n" + ] + } + ], + "source": [ + "println(mean((X.-filter_mean_fitted).^2)) #much better than the initial model" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "51c5f289-d3d1-4a88-896a-887c23095f21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Float64}:\n", + " 0.7612290016866907\n", + " 0.4596682029518793" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pars #could probably be improved with longer training duration" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.1", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Probabilistic Forecasts with Random Forests-checkpoint.ipynb b/.ipynb_checkpoints/Probabilistic Forecasts with Random Forests-checkpoint.ipynb new file mode 100644 index 0000000..4b5ddd6 --- /dev/null +++ b/.ipynb_checkpoints/Probabilistic Forecasts with Random Forests-checkpoint.ipynb @@ -0,0 +1,770 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5e14c968-5fbf-49cd-be27-1115d8b17f88", + "metadata": {}, + "source": [ + "---\n", + "title: \"Probabilistic Forecast with Random Forests\"\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "d0f25dbc-c01c-4be6-b626-6ae1ad5d6829", + "metadata": {}, + "source": [ + "# Issues with 'naive' tree forecasts\n", + "## 1) Trees cannot extrapolate any trends" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "57248704-a7c0-4897-b30f-ae9353d37d10", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#create data with linear trend\n", + "np.random.seed(123)\n", + "t = np.arange(100)\n", + "y = t + 2 * np.random.normal(size = 100)#linear trend\n", + "\n", + "t_train = t[:50].reshape(-1,1)\n", + "t_test = t[50:].reshape(-1,1)\n", + "\n", + "y_train = y[:50]\n", + "y_test = y[50:]\n", + "\n", + "tree = DecisionTreeRegressor(max_depth = 2)\n", + "tree.fit(t_train, y_train)\n", + "\n", + "y_pred_train = tree.predict(t_train)\n", + "y_pred_test = tree.predict(t_test)\n", + "\n", + "plt.figure(figsize = (16,8))\n", + "plt.plot(t_train.reshape(-1), y_train, label = \"Training data\", color=\"blue\", lw=2)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_train[-1]],y_test]), label = \"Test data\", \n", + " color=\"blue\", ls = \"dotted\", lw=2)\n", + "\n", + "\n", + "plt.plot(t_train.reshape(-1), y_pred_train, label = \"Decision Tree insample predictions\", \n", + " color=\"red\", lw = 3)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_pred_train[-1]],y_pred_test]), label = \"Decision Tree out-of-sample predictions\", \n", + " color=\"purple\", lw=3)\n", + "\n", + "plt.grid(alpha = 0.5)\n", + "plt.axvline(t_train[-1], color=\"black\", lw=2, ls=\"dashed\")\n", + "plt.legend(fontsize=13)\n", + "plt.title(\"Decision Tree VS. Time-Series with linear trend\", fontsize=15)\n", + "\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "markdown", + "id": "5461001d-4e65-4870-8c5f-0832b508c6ac", + "metadata": {}, + "source": [ + "## 2) Trees cannot handle seasonality" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d5fc3cd9-ad0e-4fa8-8299-ddade9547e76", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#create data with seasonality \n", + "np.random.seed(123)\n", + "t = np.arange(100)\n", + "y = np.sin(0.5 * t) + 0.5 * np.random.normal(size = 100)#sine seasonality\n", + "\n", + "t_train = t[:50].reshape(-1,1)\n", + "t_test = t[50:].reshape(-1,1)\n", + "\n", + "y_train = y[:50]\n", + "y_test = y[50:]\n", + "\n", + "tree = DecisionTreeRegressor(max_depth = 4)\n", + "tree.fit(t_train, y_train)\n", + "\n", + "y_pred_train = tree.predict(t_train)\n", + "y_pred_test = tree.predict(t_test)\n", + "\n", + "plt.figure(figsize = (16,8))\n", + "plt.plot(t_train.reshape(-1), y_train, label = \"Training data\", color=\"blue\", lw=2)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_train[-1]],y_test]), label = \"Test data\", \n", + " color=\"blue\", ls = \"dotted\", lw=2)\n", + "\n", + "\n", + "plt.plot(t_train.reshape(-1), y_pred_train, label = \"Decision Tree insample predictions\", \n", + " color=\"red\", lw = 3)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_pred_train[-1]],y_pred_test]), label = \"Decision Tree out-of-sample predictions\", \n", + " color=\"purple\", lw=3)\n", + "\n", + "plt.grid(alpha = 0.5)\n", + "plt.axvline(t_train[-1], color=\"black\", lw=2, ls=\"dashed\")\n", + "plt.legend(fontsize=13)\n", + "plt.title(\"Decision Tree VS. Time-Series with seasonality\", fontsize=15)\n", + "\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "markdown", + "id": "6e3bc39c-1ec1-4675-bbf6-dece0bca9dab", + "metadata": {}, + "source": [ + "## 3) Autoregressive Trees cannot handle trends either" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a2640b2e-633f-4186-8219-2d0786f86b1b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#create data with linear trend\n", + "np.random.seed(123)\n", + "t = np.arange(100)\n", + "y = t + 2 * np.random.normal(size = 100)#linear trend\n", + "\n", + "t_train = t[:50].reshape(-1,1)\n", + "t_test = t[50:].reshape(-1,1)\n", + "\n", + "\n", + "y_train = y[:50]\n", + "X_train_shift = np.concatenate([pd.Series(y_train).shift(t).values.reshape(-1,1) for t in range(1,6)],1)[5:,:]\n", + "y_train_shift = y_train[5:]\n", + "y_test = y[50:]\n", + "\n", + "tree = DecisionTreeRegressor(max_depth = 2)\n", + "tree.fit(X_train_shift, y_train_shift)\n", + "\n", + "y_pred_train = tree.predict(X_train_shift).reshape(-1)\n", + "\n", + "Xt = np.concatenate([X_train_shift[-1,1:].reshape(1,-1),np.array(y_train_shift[-1]).reshape(1,1)],1)\n", + "predictions_test = []\n", + "\n", + "for t in range(len(y_test)):\n", + " pred = tree.predict(Xt)\n", + " predictions_test.append(pred[0])\n", + " Xt = np.concatenate([Xt[-1,1:].reshape(1,-1),np.array(pred).reshape(1,1)],1)\n", + " \n", + "y_pred_test = np.array(predictions_test)\n", + "\n", + "\n", + "plt.figure(figsize = (16,8))\n", + "plt.plot(t_train.reshape(-1), y_train, label = \"Training data\", color=\"blue\", lw=2)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_train[-1]],y_test]), label = \"Test data\", \n", + " color=\"blue\", ls = \"dotted\", lw=2)\n", + "\n", + "\n", + "plt.plot(t_train.reshape(-1)[5:], y_pred_train, label = \"Decision Tree insample predictions\", \n", + " color=\"red\", lw = 3)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_pred_train[-1]],y_pred_test]), label = \"Decision Tree out-of-sample predictions\", \n", + " color=\"purple\", lw=3)\n", + "\n", + "plt.grid(alpha = 0.5)\n", + "plt.axvline(t_train[-1], color=\"black\", lw=2, ls=\"dashed\")\n", + "plt.legend(fontsize=13)\n", + "plt.title(\"Decision Tree VS. Time-Series with linear trend\", fontsize=15)\n", + "\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "markdown", + "id": "913fdf2f-5a36-4a97-9ab1-a6c2c4a00777", + "metadata": {}, + "source": [ + "# 4) Autoregressive Trees can forecast trends if we remove it first\n", + "Here, we remove the trend via first-differences" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1d7f82db-ad88-4ca0-8556-c2fc272b698b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/2d/hl2cr85d2pb2kfbmsng3267c0000gn/T/ipykernel_84684/2778805950.py:16: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + " X_train_shift = pd.concat([pd.DataFrame(y_train).shift(t) for t in range(1,n_lags)],1).diff().values[n_lags:,:]\n" + ] + }, + { + "data": { + "image/png": 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S/sWUe/8e8ClmlugzmKB1TzHVN1/PdRqbMUHQpgxpT5PLJEda63Cl1EuYbsPPAidTzl/itNaTlVKnMUvkvIhZG/Qw5suWVAMwwfhszFCALzFfjj1DwWzGfJEzBtPLYBNmlujs6ljQ5zArn2G6Yj+B+X35MylduPNZjhBC5IkqWC8sIYQQQgghhBCi8GT2XSGEEEIIIYQQJUaCUiGEEEIIIYQQJUaCUiGEEEIIIYQQJUaCUiGEEEIIIYQQJUaCUiGEEEIIIYQQJaZULAlTvnx5Xb169ZKuhhBFIj4+Hjs7u5KuhhBFRp7pwrlw4QIAnp6eJVwTAfI8i7JHnmlxuwgJCbmotc7yP8NSEZRWrVqV7du3l3Q1hCgSYWFh+Pv7l3Q1hCgy8kyLskSeZ1HWyDMtbhdKqfDs9kn3XSGEEEIIIYQQJUaCUiGEEKIYTZs2jWnTppV0NYQQQohSq1R03xVCCCHKqtGjRwMwatSoEq6JEEIIUTpJS6kQQgghhBBCiBJT6ltKk5OTOXnyJNHR0SVdFSHyJDExkQMHDpR0NUQJs7W1pVKlSpQrV66kqyKEEEIIUaqV+qD04sWLKKWoVasWVlbSsCtKv7i4OOzt7Uu6GqIEaa25ceMGp06dApDAVAghhBAiB6U+youMjKRy5coSkAohbhtKKZycnPDx8eH8+fMlXR0hhBBCiFKt1Ed6SUlJ2NralnQ1hBAi3xwdHUlISCjpagghhBBClGqlPigF0+oghBC3G/ndJYQQQgiRu1yDUqXUt0qp80qpf9OklVdKrVFKhab865GSrpRSU5RSR5RSe5RSjYqz8kIIIURpp7VGa13S1RBCCCFKrby0lM4EOmVIexVYp7UOAtalbAN0BoJSXqOAr4ummneWefPm0aBBg2LLXxTmzp2Lv7//LT2nEEIIIYQQouzJNSjVWm8CLmdI7gHMSnk/C+iZJn22NrYC7kop7yKqa6nl4uJiedna2mJra5suLb8GDhzI7t27iy1/SfD392fu3LklXQ0hhBBCCCFEKVPQJWEqa63PpLw/C1ROee8DRKTJdzIl7QxlWFRUlOX9iBEjSExMZObMmVnmTUhIkImbhBDiDtK4cWMAQkJCSrgmQgghROlU6HVKtdZaKZXvwTJKqVGYLr54eXkRFhaWZb7ExETi4uIKVcdbKSkpiaSkJEudO3ToQIMGDQgPD2fjxo2MHTuW/v378+STT7Jz507i4+OpV68eH3/8MY0amSG4s2fP5oMPPmD//v2WMho1akR4eDhr167F09OTyZMn07179wLl11ozefJkpk2bRkxMDIMGDWLv3r00b96ct956K8vr+ueffxgzZgyHDh0iODiY9u3bo7W2XOeXX37JtGnTOH36NO7u7vTr1493330Xa2trevfuzYkTJxgxYgRPPPEEzZo1Y8WKFSxevJiPPvqIsLAwnJ2d6dq1K5MnT8bZ2bn4PqBbIDExsaSrIEqRxMTEbH+/3S4uXbpU0lW4re3YsQPgtn8Oygp5nkVZI8+0KBNSJ2DI6QX4A/+m2T4EeKe89wYOpbz/BuifVb6cXvXr19fZ2b9/f7ptuLWv/Bo+fLgeOnSoZbtVq1ba1dVVr1u3TicnJ+vo6GgdHh6uf/rpJx0dHa1jYmL0c889p6tVq6bj4+O11lp/9913ukaNGunKqFChgv7zzz91UlKS/uSTT7Sbm5uOjo4uUP5Zs2bpSpUq6R07duj4+Hj94YcfahsbGz1u3LgsrykyMlKXL19ev//++zouLk7//fffunLlytrPz8+SZ+nSpfrYsWM6OTlZ79ixQ1eqVElPnTrVst/Pz0/PmTMnXbkrV67U//77r05KStKhoaG6Tp06+tVXX83/TS9lYmNjS7oKohTJ+DvsdnT8+PGSrsJtDdAU5D8UUSzkeRZljTzT4nYBbNfZxIMFXRLmZ2BoyvuhwE9p0oekzMLbDLiqb3bzvWP16dOHtm3bopTCycmJatWq8dBDD+Hk5ISjoyMTJ07kxIkThIaGZlvGo48+yv3334+VlRWjRo3i6tWrBc4/e/ZsRo8eTcOGDbG1teXll1+mSpUq2Za1fPlynJ2deeWVV7Czs+Oee+5h+PDh6fI8/PDDBAQEoJSiYcOGDB48mHXr1uV4Xzp37kzdunWxsrIiMDCQp556KtdjhBBCCCGEEGVLrt13lVILgNZARaXUSWAc8AGwWCk1HAgH+qZkXwl0AY4AMcBjRV3h23FW/Yyz1F68eJH//Oc/bNy4kcjISKyszHcDFy5cyLYMb++b80Wldm+9fv16gfKfOnUKPz8/y36lFL6+vtmWdfLkSfz8/NKtuRgQEJAuz4IFC/jkk084duwYiYmJxMfH06xZs2zLBFizZg3jx4/n4MGDxMXFkZSURKVKlXI8RgghhBBCCFG25GX23f5aa2+tta3WuqrW+n9a60ta63Za6yCtdXut9eWUvFpr/bTWuobWur7WenvxX0Lplxp0pnrttdc4c+YM27Zt49q1a0REmLmh9C2KuH18fAgPD7dsa60tdcgpf9r6pR0bFRERwaBBg3jzzTc5c+YMV69e5emnn06XP+M9iI+Pp2fPnvTr148TJ05w7do1PvzwQ1nLTwghhBBCiNvEnj3wwQcQHX0zbdo0WL4cbtzIezkF7b4rCuHatWs4OTnh4eFBVFQUr7zyyi09/+DBg5k2bRq7du0iISGBTz75hNOnT2ebv1u3bkRFRfHRRx+RkJDAjh07+N///mfZHxUVRXJyMp6entja2rJ161bmzJmTrgwvL6903Y3j4+OJi4vDw8MDR0dH9u/fz5dffln0FyuEEEIIIYQoFm+/Da+9BhMmmO2EBHjhBejeHdJ26ty2LedyJCgtAePHj+f8+fNUqFCB4OBg7r//fqytrW/Z+YcMGcLTTz9Nly5dqFy5MidPnqRZs2bY29tnmd/d3Z0VK1awaNEiPDw8eO6553jyySct++vUqcO7775Ljx49cHd354MPPqB///7pynjzzTeZO3cuHh4edO7cGRcXF77++mvGjh2Li4sLTz/9NAMGDCjW6xZCiJIwcuRIRo4cWdLVEEIIIYrcM89Amzbw/PNm+8YNeO456NcP0o7K++CDnMtRpaG7ZHBwsN6zZ0+W+w4cOECdOnVucY3uLMnJyfj6+vLRRx9JYFgE4uLisg3wxZ2nLPwOCwsLyzQ2XojblTzPoqyRZ1rcDr78Ep59VoVorZtktV9aSu9QCxcuJDY2lpiYGMaNG0dMTAydO3cu6WoJIYQQQgghSrn8tms+80zO+yUovUN9+eWXVK5cGW9vb9avX8/KlSvx8PAo6WoJIUSZExISQkhISElXQwghhCgyDz0EY8dCZGTRlJfrkjCibPrjjz9KugpCCHFHaNLE9FQqDcNlhBBC3DmiosDFpejL3bPHzK77xx/w+utFU6a0lAohhBBCCCFEGTJ9Ovj5mQCyqAUHwz//wDffgHXMdZY/uZxfn/uV0JWhJNxIKFCZ0lIqhBBCCCGEEGXI9u1w+TIsXWqCyKLWpAnU8rnOzAdmcvnIZQD+/uJvbBxsCGgbQFDXIIK6BOHu756n8iQoFUIIIYQQQojbnNYQEmICxk8+gQcfhN69i7b8EydMC2z0+Whmt5ttCUhTJcYmEroylNCVoQB43uVJYJdAanatmWPZ0n1XCCGEEEIIIW5zy5bBPffAk0+Cs3PRBqQAv/wCNWrAa8/HMLv9bC4euAiAlY0VDUc0pGKdipmOubD/Als+3sKsNrNyLFtaSoUQQgghhBDiNnfpEjg6QoMG6dNPn4YXX4TPPoPKlQte/t69YK9jcV42l/MnzwOgrBS95/Wmbt+6AFw5fsW0lK4IJWxDGImxiXkqW4LSMubkyZP4+vpy/PhxWUhZCCGEEEKIO8To0dClC1Spkj59zBgzttTaGubOLXj5Lz0Xh9uSuVzafcYkKOg5q6clIAXwCPCg6dNNafp0UxJiEji+4TihK0yQyonsy5agtAi4pJlrOS4uDgB7e3tLWlRUVL7LDAsLIyAggIiICKpWrVr4SmZj2LBh2NjYMGPGjGI7hxBC3Mm2b99e0lUQQghxG4iPBzu7wpXh65s57bPPTED68ccFLzc+Op75XeZzafcpS1r36d0JHpT9LEq2TrbU7FqTml1rorXmBasXss0rQWkRSBt0jhgxgsTERGbOnFlyFRJCCFFqNG7cuKSrIIQQopSLjob774e+feG118AqjzP/JCXBwIHw2GNmYqOs+PjAwoXp0/Yt3sfy0cuxcbQhsFMgQV2DqNGhBvbl7DMdv3ZVAofeXsjFf242dXb5qguNhjfK6+WhlMpxv0x0VMxOnDhBnz598PLywtvbm1GjRnH9+nXALKT+xhtvUKVKFVxdXfH39+eLL74AoEFKZ/BatWrh4uLChAkTsiz/7NmzPPTQQ7i5uVGzZk1WrVqVbv+6deu499578fDwwNPTk379+nH+vOkDPnnyZObNm8esWbNwcXHBxcWFpKQkdu/eTatWrahYsSIeHh507tyZo0ePFtctEkIIIYQQ4o72229mTdG5c+HGDbhyxUxUFBaW83Hz58OiRTB8OMTG5n4ereHbl/azbMAyYiNjiToTxa7vdrGkzxImV5zM7Haz+ev//uLiwYtorbkRlcji3ou5+M9xSxkdP+nIPU/dU7gLzkBaSotRbGwsbdu2ZcCAAcyZM4fY2FgGDhzImDFj+Pbbb1mzZg2zZs1i27Zt+Pr6cv78eU6dMk3iu3fvJiAggEOHDuXYfXfgwIGUK1eOEydOcOPGDfr06ZNuv729PV9++SUNGzbk4sWL9O3blzFjxrBgwQLGjh3L/v37M3XfVUrxzjvvcP/99xMbG8uIESMYNGgQW7ZsKZ4bJYQQZdioUaMAmDZtWgnXRAghRGnVuzesXGmWW3F2NhMT/fADXLsGa9dmf1y/fnDmDNSqBQ4OuZ/njT6HsPl+GdboTPuSE5I5vv44x9cfZ81La/Co7oGduyM+N05b8rR7vx33vXBfQS4xR7dlS6lS5pVW9+4m7ZdfbqZNm2bSUv4eAMzsU0plHgDcuLFJDwkpunouX74crTXjx4/H0dERDw8PJkyYwLx580hKSsLOzo7Y2Fj27dtHbGwslSpVomHDhnku/9SpU6xfv56PP/4YNzc3vLy8GDduXLo8LVq04J577sHGxgYvLy/Gjh3LunXrciw3ODiYNm3aYG9vj5ubG+PGjWPr1q3ExMQU6D4IIcSdbPr06UyfPr2kqyGEEKKU69wZ7rrLvP/wQ9Mt99tvcz7G1hbGjoUePXIv/8iqIzj+sgRrkgGoUKsCg1YPouWbLfFq6JUp/5VjVzi342ZA2uqdVrR4tUWeryc/bsug9HZx/PhxTpw4gbu7u+XVrl07lFKcPXuW1q1bM2nSJCZOnEilSpXo2LFjvibEOHnyJAB+fn6WtICAgHR5QkJCePDBB/Hy8qJcuXL079+fCxcu5Fju0aNH6d27Nz4+PpQrV47mzZsD5HqcEEIIIYQQIm8uXYKuXeHQocz73NxMV95q1W6m7d598/3hw6abb14dW3eMRb0WkZyQBIBHDQ+GrBtCfNUanKndlse3jeY/p/5D9xndueZTmzjSz7jU/NXmtHq7VX4uL19uy6BUa/NK65dfTFr37jfTRo0yaWl7TFWpYtJOn05/fEiISS/K+Sj8/PyoWbMmkZGR6V6xsbH4+Pik1HEUf/zxB2fPnuXuu++md8oqt1Z5GN2cWkZ4eLglLSxDx/N+/frRqFEjDh8+zLVr11iwYEG6/Vmd54knnsDV1ZU9e/Zw7do1/vzzT8CMgRVCCCGEEEIU3ttvmy67Tz+de965c+Huu2HcODN2tFs3qFsXQkNzPzZ8czgLH1poWTPUzc+NoeuHUs6nHN26waBBcPAguFZxpdHwRgS+8Sgh7V6mxruDeeCtB+g5uyftJrXLdbKiwrgtg9LbRbdu3YiPj2fSpElcv34drTWnTp3ihx9+AODvv/9m8+bNxMXFYW9vj6urK9bW1gB4enpiZWVFaA5PWtWqVWndujVjx47l2rVrnDt3jvHjx6fLc+3aNdzc3HB1deXEiRN88MEH6fZ7eXlx7NgxkpOT0x3j7OyMu7s7Fy9e5O233y6qWyKEEEIIIYQAPvjANKL973+5542NNcu6eLhrti86QpWkCJwckknTYTJLJ7eeZH6X+STEJADg6uPK0PVDcavmBph1TXv0gDShAE8+Cb+ttWHQ29VpM74NDQY3KNaAFCQoLVZOTk6sX7+e/fv3U7t2bdzc3GjXrh27du0CzFIyY8aMoWLFilSoUIHVq1ezaNEiABwdHZkwYQL9+/fH3d2d9957L8tzzJ8/n7i4OHx9fWnZsiVDhgxJt3/atGnMmDEDV1dXevfuzSOPPJJu/4gRI4iOjqZChQq4u7uTlJTEp59+yubNmylXrhwtW7akW7duRX9zhBBCCCGEuIO5usI335BrYAkwYgTsCknCe/Ni1g2bR5tj3zLozMcsf+x79szbQ8ylzHO/nA45zdxOc4mPigfAxcuFoeuH4lHdw5Lniy/gxx8hZeGPEqNKQ5fM4OBgvWfPniz3HThwgDp16tziGglRcKkt30JA2fgdFhYWhr+/f0lX47aV+u1yafj/VsjzLMoeeaZvLydPwrx58PLLeV+LFCA5MZnvB37PvsX7styvrBQ+9/oQ1DWIoC5BKCvF7LazuXHZDDx1qujEsN+H4XmXZ1FcRoEopUK01k2y2idLwgghhBDFqFGjvC8uLoQQouzSGvr3hz/+gJgYePfdvB2XnJTMT4/9lC4gdfBwIPbKzYVJdbLm5JaTnNxykg1vbgAFqau+OHg4MHjt4BINSHMjQakQQghRjEKKcq0xIYQQty2l4M034bXX4Nln83aMTtYsH72cPXNv9ipt+mxTOn3WibO7zxK6MpTQFaGc3HqSdEuPpry3L2fP4NWD8WqQecmX0kSCUiGEEEIIIYTIQlQUNGoEffrApEmFL+/BB6FjRxOg5kZrzcpnV7LzfzstaY1GNaLT551QSuHd0Bvvht488MYDxFyM4chvRziy8ghHVh3hxuUb2LvZM/DXgVRpUqXwFS9mEpQKIYQQQgghRBbs7aFNG3j/fXj44YItHxkfDxcuQMpqjnkOSFe/uJrt/91uSbt72N10+7pbljPhOlV0InhgMMEDg0lOTObC/gu4VnHFqaJT/itcAmT2XSGEEKIYKaWKfSp9IYQQ6T3zjHmdOAHnzpnAsCBsbcHNzSyTEhBQsDKmTIFmQZf4qMVP/Pbibxxbd4yk+KRs82utWf/GerZ+utWSVq9/PbrP6I6yyv3/EysbKyoHV75tAlKQllIhhBBCCCFEGRIbC999ZyYTat8enn4auneHqVPzXsbkyVCvnlnH88MP89a6mZ1Df16k342ZxPwZzdY/YesnW7FzsaN6h+oEdTGz5bpWcbXk3zRhE3+8/4dlu87Ddeg1uxdW1mW3PVGCUiGEEEIIIUSZYWcHGzbAtm1QtSpcugT798ONG+DomPvxW7fCK6+AjQ2EhkLaFXe0hrg4cHDIW10uH7lM7W2ziCI6XXp8VDwHfzjIwR8OAuDV0IugLkEkJybz54d/WvLV7FaTh+c/jJVN2Q1IQYJSIYQQQgghRBliZQVNm5oXmAC1cWMTrOZF06YwcSJYW6cPSA8ehJEjoX59+O9/cy8nMiySWW1nEXUmCgBbZ1vqD6jPsbXHiDwemS7v2Z1nObvzbLq0Gh1r8MiSR7C2s85bxW9jEpQKIYQQQgghyqz77ku/HRUFLi7Z57eygjfeyJyelGRaUY8ehQ8+gHLlsi/jSvg1Prt7FlZXrwFg42jDgBUD8G/lj9aaS4cuWZZzCd8UTnJicrrj/dv48+gPj2LjcGeEa2W7HbiMmTRpEt27d89TXhcXF7Zs2VLMNSoZmzdvxt3dvaSrUWDDhg1jxIgRJV2NXE2cOJHWrVtbtuvWrcuiRYsKXF7nzp2ZPHlyEdRMCCGEECJru3fDwIGwYkXmffHxMHo0tGpluvJmNH06XLuWfdl168LSpaYrcE4B6fUz1/mq6SysrkYCYG1vTb+f+uHfyh8wE+BVrF2R+/5zH0PWDWHspbH0XdaXux+/mwo1K1D30br0/7k/tk62eb/w29ydEXrfAq1bt2bLli3Y2dlhZWVFhQoVaN68Oc8//zyNCzJ3dBZef/31POeNiooqknNmdOLECe666y7LdmxsLFZWVtil9Ifw8/Nj3759xXLuVC1btiQyMrJYzyEyy8/nqpRi8+bNtGjRwpL266+/Fke1hBBCCCEsfvgB5s83QWPXrun3RUXB2rVw6hT88w888MDNfTNnwqhR8NVXEBJiuu5mpUePnM8ffSGaOe3nkHT+MgDKxoq+y/pSo0ONbI+xL2dPnd51qNO7Th6usGySoLQIvfXWW7z55psAhIeHM336dJo1a8bixYvp1atXCdeuaFSrVi1dwNu+fXtatGjBO++8k2X+hIQEbG3vnG95SiP5DIQoWd98801JV0EIIe4YQ4aAqys0b555X/ny8NNPppX0nnvS77v/fjPb7pgx6QPSv7/8mzVj1+Ds6Uxgl0Bqdq1JQNsArB1smTXLBKnly5u8Ny7fYE77OVzYfwEAZa14ZHEfanatWUxXW3ZI991i4ufnx8SJExkyZAjPPvssWmsAYmJieOmllwgICKB8+fJ06tSJI0eOWI5LSEhg0qRJ1KpVC1dXV2rUqMHSpUsBeOedd2jfvr0l75QpUwgICMDV1RUfH590LalKKf744+ZU0suWLaNBgwa4ubnRoEEDfvjhB8u+mTNnEhgYyJQpU6hatSoeHh6MHj2apKTs10/Kjr+/P+PHj6dNmza4uLiwbNkyEhMTmTRpEjVr1sTd3Z3mzZuzffv2dMdNnz6devXq4ebmRsOGDVm9enW259i4cSM2Nje/Txk2bBiDBw9m5MiRuLu74+Pjk+6PwLCwMB588EHc3d3x8PCgUaNGHDp0CIB169Zx77334uHhgaenJ/369eP8+fOWY1u3bs1//vMfevXqZfk81q1bx9q1a6lXrx7lypWjV69eXL9+3XKMg4MDn332GXfffTeurq60adMm3Wec0aVLlxg+fDi+vr54enrSt29fzp07l23+1q1b8/zzz9OtWzdcXFyoW7duulbId955h7Zt2/LSSy9RuXJlHnroIQBLy2X58uWpUaMG//d//2d5LgFWrFjBXXfdhYuLC926dePixYvpzuvv78/cuXMt23v27KFTp054enpSvnx5y7PZoEEDADp27IiLi4ulq3Lr1q2ZOHFiuuPbtm2Lh4cH1atXZ+LEiZZnLiwsDKUUc+bM4a677sLV1ZWOHTty5swZy/E5Pf9ClCajRo1i1KhRJV0NIYS4I1SvDi++CM2aZb2/Xr30AWnqn7s1a5oW0sceu7lv2xfb+PXZX0m8kcjVE1cJmRrCgu4LmFxhMm9Xn8fUx//m7eeuABAbGcucjnM4t8f8DaesFL3n9aZOrzu39TM/br+gVKlb/yqEfv36cerUKUsQNHLkSA4ePMjWrVs5e/Ys9957L926dSMhIQGAN998k7lz57JkyRKuXbvG77//Ts2amb9dOXz4MK+++irLly/n+vXr7Nu3zxJ8ZPTXX38xcOBAPvjgAy5dusSkSZPo378/27Zts+QJDw/n3LlzHD16lH/++YclS5awcOHCAl3z9OnT+eSTT7h+/To9evRg3Lhx/PTTT6xatYpLly7x+OOP06lTJ65cuWLJ/+GHHzJv3jyuXLnCe++9R+/evXMM5DJaunQp3bt35/Lly3zxxRc888wzhIeHA6bbc7Vq1Th37hwXL15k5syZeHh4AGBvb8+XX37JhQsX2Lt3L6dPn2bMmDHpyp4zZw6vvvoqkZGRPProowwePJhp06axadMmwsLCOHToEFOmTEl3zLRp01i6dCnnz5+nbt26PPTQQ1kG+VprevbsiVKKf//9l/DwcFxdXRkwYECO1/u///2PMWPGEBkZyeuvv06vXr0ICwuz7N+0aRPe3t5ERESwbNky9u/fT5cuXXj55Ze5cOECK1as4Msvv2TOnDkAHD16lN69e/P6668TGRnJc889x/Tp07M9/5kzZ2jVqhWtWrUiLCyMs2fP8uqrrwKwe/duAFavXk1UVBQzZszIdPzVq1fp0KEDbdq04ezZs6xYsYJvv/2WTz75JF2+RYsWsWnTJk6dOkV0dDRvv/02kL/nXwghhBAiK5s3m2VfUv/kTDs7b8i0EFY9tyrL4xJjE7ENP0IXfsVz3hS+uusrvm3xLWdCzJfnGmj1WQ/qPVqvmK+g7Lj9gtLbTNWqVQHTGnbx4kXmz5/Pf//7XypXroydnR3jxo3jzJkzbNu2Da01X331FR999BHBwcEopahatSrBwcGZyrWxsUFrzb59+4iKisLd3Z1m2XwlNHPmTB5++GE6d+6MjY0NXbt2pVevXnz77beWPI6OjowfPx57e3sCAwNp165dptbMvBo5ciQNGzZEKYWDgwNTpkzho48+onr16lhbWzN8+HC8vb1ZkTIC/fPPP+ftt9+mQYMGWFlZ0aVLF9q0aZOvoLht27Y89NBDWFlZ0bt3b9zd3dm1axcAdnZ2nD17lmPHjmFtbU1wcDCVKlUCoEWLFtxzzz3Y2Njg5eXF2LFjWbduXbqy+/bty7333ou1tTWDBg3izJkzvPzyy5QvX57y5cvTrVu3TPfqxRdfJDAwEEdHRyZPnszRo0fTfQmQKiQkhJCQEL766ivc3NxwcnJi8uTJrF+/npMnT2Z7vT179qRDhw7Y2NgwcOBAmjRpwvz58y37/fz8ePHFF7Gzs8PJyYn//ve/PPLII/To0QNra2tq167NM888w+zZswFYuHAhTZs2ZdCgQdjY2NCxY0d69uyZ7fnnzJlDYGAgr732Gs7OztjZ2aVrxc/NihUrsLOz480338Te3p46derwyiuvZApgx40bR8WKFSlXrhwDBgyw3Of8PP9ClLRp06Yxbdq0kq6GEEKUeePGwddfw9Wrecuf2qaQ0inRYtesXSx/Yrllu+p9VRm8ZjD3v3w/nnd5Zirn4oGLXNh3wbL9u2t37h7SIN/1v5NJUFrMUgOLChUqcPz4cQCCg4Nxd3fH3d2d8uXLk5CQQEREBBcuXCA6OjrLltGMqlevzrx585g+fTpVqlShRYsW2XZ5jYiIICAgIF1ajRo1iIiIsGxXqlQJ6zQd6J2dndN1Sc0P/zQLOl28eJGoqCi6d+9uuWZ3d3eOHTtmuTfHjx/n6aefTrd/w4YNnDp1Ks/n9Pb2Tredtv4fffQRAQEBdO/eHW9vb5599lnLuNiQkBAefPBBvLy8KFeuHP379+fChQvZlu3k5JRlWsZ7lfYeODk54enpmWWQefz4ceLi4qhcubLl2mvUqIGDgwMnTpzI9nrTlp+6nbZ8Pz+/TOdZsGBBunv87rvvWrrDnjx5MlOZGZ+ZtMLCwvL0nGYnIiICPz8/VJqeCBmfSUh/n9N+pvl5/oUoaaNHj2b06NElXQ0hhCjToqLMMi1PPw1xcXk75ttvYfx46NjxZtreBXv5+fGfTXMnUKVJFQb+OpDq7avTYXIHntr3FGOOj6HLV10I6hKUacmW5pM6M35FI9zciujC7hC330RHacbA3Q4WLVqEj48PtWrVsgQ7oaGheHpm/pZFa42TkxOhoaEEBQXlWnbv3r3p3bs38fHxTJ06lR49enDp0iVL4JTK19c3XddOgGPHjuHr61vwC8uBldXN7zoqVqyIs7Mza9eu5Z6MI8pT+Pn58e677/LII48US308PT2ZMmUKU6ZM4dixY/To0YPJkyczfvx4+vXrR58+fViyZAnlypVj+fLleV52Jydp73dMTAwXLlywtJqn5efnh7OzM5cvX0533/JTfup2ly5dLNsZy/Lz8+Pxxx/nq6++yrI8Hx8ffvvttxzPkZa/v79lrHNWVC7d3n19fQkPD0drbcmb32cyr8+/EEIIIco+KyuYOhUOH4aUDnG5cnWFt966uX3g+wP8MPgHdLKJN7zu9mLQb4NwcHNId5y7vzv3PHUP9zx1D3FRCXzzahibF0Tw6hc+NB5Qq6gu6Y4iLaXFJCIignHjxjFz5kw+//xzlFJUqlSJAQMG8NRTT1laASMjI/nhhx+IiopCKcVTTz3F2LFj+ffff9Fac/LkSfbs2ZOp/EOHDrFq1SpiYmKwtbXFzc0NpVSWgc3QoUNZtmwZv/32G0lJSfz66698//33PJZ2JHcxUUoxZswYXnrpJUJDQwGzXM1vv/3G6dOnAXjhhRd455132LVrF1prbty4wR9//MHBgweLpA6LFi3i+PHjaK1xc3PDzs7O0ip87do13NzccHV15cSJE3zwwQdFcs5PP/2Uo0ePEhsby6uvvkr16tW59957M+Vr0qQJDRo04LnnnuPSpUsAXLhwIdeuyz/++CPr1q0jKSmJBQsWsH37dvr3759t/qeeeoqFCxfyyy+/kJCQQGJiIvv37+f3338HzNjnbdu2sWDBAhITE1m7di0//vhjtuUNGjSIQ4cO8eGHHxITE0N8fDxr16617Pfy8rJ83lnp2rUrcXFxTJo0ifj4eEtZw4cPz/G6U+Xn+RdCCCFE2efkZCYpev99s50Un8ShXw5xOuS0JcjMyeHlh1nabyk6yeT1rOvJoNWDcCzvmONxds62LN0TRKhvWxKqS0BaUPIXXBGaMGECrq6ulCtXjgceeIAjR47w119/8fDDD1vyTJ8+nVq1atG6dWtcXV2pX78+S5YssbQWvffee/Tt25eePXvi6upK69ats5zwJz4+nvHjx+Pt7Y27uztTpkxh2bJlODg4ZMrbvHlzZs2axUsvvYSHhwdjx45l7ty5t2wM3rvvvkuPHj3o0aMH5cqVIygoiKlTp5KcnAyYMahjx47lsccew8PDg2rVqjFhwgTL5E+FtXPnTlq1amWZqbZRo0a8/PLLgBnrNWPGDFxdXendu3eRtdaOGDGC3r174+npye7du/npp5/SdY9OZWVlxU8//YTWmsaNG+Pq6kqzZs3YuHFjjuUPHz6cTz75BDc3N8aPH8+yZcty7G5br149li9fzmeffYa3tzeVKlVi2LBhltb7wMBAli5dyvjx43F3d+fTTz+1zJqblSpVqrBx40bWrFlD1apV8fLy4qOPPrLsf++993j77bctMzln5ObmxurVq1m7di2VK1fmwQcfZMiQIfznP//J8bpT5ef5F0IIIcSdJT4qnlltZ7HwoYVMbzKdT3w+4afHf2L/0v3EXo3NlP/o6qMsfngxyQnmb9MKNSswZO0QnD2dcz2XUvDNN3DpEuTwfbzIhdKloDtscHCwzqo1EODAgQPUqSNTKYvbh1LKsvxKcWjdujXt27e3rIkrSrey8DssLCws05hjkXepXzqWhv9vhTzPouyRZxr27IHly6F3b6hRLYH5XecTtjEsy7xWNlZUa1mNoC5BBHUNIupsFPO7zCcxNhEAj+oeDNs0jHI+5W7hFdwZlFIhWusmWe27/caUCiGEEEIIIUSKBQvMJEfnTyfS+PDCdAGpg4cDsVduto4mJyYTtiGMsA1hrHl5Tbpy3Kq5MWT9EAlIS4AEpUIIIYQQQojbVseOcP5MEkE7F3Psr2OW9PaT23Pff+7j9D+nCV0ZSuiKUM7sOJNlGa4+rgxZPwR3P/dbVGuRlgSlQhSx2NhY7O3ti6383MabCiFKF+m2K4QQxeuBFkmc/2IpB/+6Oaiz9fjWNH+5OQBVm1WlarOqtBnfhutnrnPk1yOErgjl6JqjxF+PNwHpuiGUr1G+pC7hjidBqRBCCCGEEOK2lJyUzA+Df+DgDzdXbWj5RktavdUqy/yu3q40fLwhDR9vSFJ8EhcOXMCjugf2rsXXoCByJ0GpEEIIIYQQolQ4vf00Wz/dSrlq5ajZtSZVm1XFyibrBUN0suaj5j8Tu22fJe2+F++jzYQ2eTqXtZ01Xg28iqTeonAkKBVCCCGKUePGjQEICQkp4ZoIIUTpFvFXBHM6ziEh2iwL+OcHf+Lg4UDgg4EEdQ0isFMgThWdABOQLhv2C7HbdluOv+eZe+jwUQfLrOfi9iFBqRBCCFGMduzYUdJVEEKIUu/UP6eY13meJSBNFXslln8X/su/C/8FBVXvrUpgl0CuRVxj35ydlnyNRjai8+edJSC9TUlQKoQQQgghhCgxZ3edZW7HucRdiwPAuZIzNbvX5MiqI1w/df1mRg0nt57k5NaT6Y5vMKQB3aZ2Q1lJQHq7yrqDtiiVJk2aRPfu3fOU18XFhS1bthRzjcSxY8e4//77KVeuHL169Srp6uSqdevWTJw4saSrkasRI0YwbNgwy3Zhn+e6deuyaNGiIqiZEEIIIYrS+X/PM7v9bGIjzVqijhUcGbJuCA/NeIgXIl5g9K7RtH2vLb7NfbMMOuv1q8dD3z4kAeltTlpKi0jr1q3ZsmULdnZ2WFlZUaFCBZo3b87zzz9vGU9UWK+//nqe80ZFRRXJOTM6ceIEd911l2U7NjYWKysr7OzsAPDz82Pfvn3ZHV5qKKXYvHkzLVq0KFQ5H3zwAb6+vvz555/SXaQY5fV5DgsLIyAggIiICKpWrWpJvx2eSSGEEOJOc/HQRWa3n82NSzcAcHB3YPDqwVSqVwkwf695NfDCq4EXLV9vScylGI6uPkroilCO/3EKh7uq0+HrTlhZSzvb7U4+wSL01ltvcf36da5evcqGDRvw8/OjWbNm/PDDDyVdtSJTrVo1oqKiLK/WrVvz+uuvW7Yz/vGfkJCQTUllw7Fjx6hfv74EpNko65+/EEIIcbt780145RU4fdps790Lr78OO3fmfFxhXT56mdltZxN9LhoAO1c7Bv02CO9G3tke41TBifr969N7bm9O9nqWZ37tyqQPrIu3ouKWkKC0mPj5+TFx4kSGDBnCs88+a1k8PSYmhpdeeomAgADKly9Pp06dOHLkiOW4hIQEJk2aRK1atXB1daVGjRosXboUgHfeeYf27dtb8k6ZMoWAgABcXV3x8fFJ15KqlOKPP/6wbC9btowGDRrg5uZGgwYN0gXKM2fOJDAwkClTplC1alU8PDwYPXo0SUlJ+b5uf39/xo8fT5s2bXBxcWHZsmUkJiYyadIkatasibu7O82bN2f79u3pjps+fTr16tXDzc2Nhg0bsnr16hzPk5frSWvYsGGMGDECgAYNGgDQsWNHXFxcLOlZCQ8Pp0ePHlSsWBFfX1+ef/55bty4YSlnw4YNTJgwARcXF/73v/9lOn7nzp20aNECNzc3ypcvz/3338+VK1cAWLhwIQ0aNKBcuXJ4e3szevRooqOj093LiRMnWu5l/fr12bNnDwsWLCAwMBA3NzdGjBhBYmIiYFoJlVLMmDGDmjVr4ubmRo8ePTh//ny213fixAn69OmDl5cX3t7ejBo1iuvXr2ebP/XzbdGiBS4uLjRp0oR//vkn3X0eOHAgw4YNo3z58jz33HMA/PjjjzRu3Bh3d3fq1KnDvHnz0pX77bffUqNGDcqVK8fgwYOJjY1Ntz/j8/z777/TsmVLypcvT8WKFS1dfVM/21q1auHi4sKECRMs9Z47d2664++9917c3NyoXbs233zzjWXfxo0bsbGxYdGiRdSoUQM3Nzf69u1ruS9aa9544w2qVKmCq6sr/v7+fPHFF9neMyGEEKK0io6GKVNg8mRI+fOERYvg/fdhxoyb+RITIcN/zelorVn/5nrG24zni5pfsOqFVRxdc5TEuMQs80eGRzK77Wyunzb/t9o62zLw14H4NPXJc93r1IF774WHHsrzIaI001qX+Kt+/fo6O/v37892X2nSqlUrPWHChEzpq1ev1oA+cOCA1lrrAQMG6K5du+qzZ8/quLg4/fbbb+tatWrp+Ph4rbXWY8eO1XXq1NG7d+/WycnJOiIiQu/evVtrrfW4ceN0u3bttNZaHzp0SDs6Oup///1Xa631lStX9JYtWyznBfTmzZu11lr/+eef2t7eXq9cuVInJCTo5cuXa3t7e71161attdbfffedtrGx0a+//rqOjY3VoaGh2sPDQ8+dOzfX627Xrp0eN26cZdvPz09XrVpV79ixQycnJ+uYmBj9+uuv66ZNm+qjR4/qxMREPWPGDF2hQgV9+fJlrbXW06ZN0zVq1NC7du3SSUlJesWKFdrZ2VmHhoZmec68XE+NGjXSHTN06FA9fPjwLO9PdhISEnTdunX1qFGjdFRUlD558qRu0qSJfuqppyx5svrcY2NjLe/vu+8+/e677+rExEQdHx+vt2zZoqOiorTWWq9cuVL/+++/OikpSYeGhuo6deroV199Nd29DAwM1Pv379fx8fF64MCBunr16nrkyJE6KipKh4eHa09PT8vndPz4cQ3oli1b6jNnzuirV6/qnj176g4dOmRZ3xs3bugaNWrot956S8fExOjLly/rzp0768ceeyzbe+Ln56e9vb319u3bdVxcnH7//fd1xYoV9dWrVy332dbWVi9cuFAnJibq6OhovXr1al2+fHm9adMmnZSUpLdt26bd3d3177//rrXWetOmTdrBwUGvXr1aJyQk6FmzZmkbGxs9dOjQLD+v3bt3a3t7e/3dd9/p2NhYHRMTozds2JDuHkRERGSq95w5c7TWWh87dkw7ODjo7777TickJOgtW7ZoDw8PvXjxYq211hs2bNCAfvzxx/X169f12bNndWBgoJ44caLWWuvffvtN+/j46BMnTmittT537pzesWNHtvfsdvkdlpPjx4+XdBVuayNHjtQjR44s6WqIFPI8i7KmMM90crLWW7ZonfJfnNbabD/zjNabNt1MW7VKa2dnrd98M6sykvXqsav1O7yT6TXJZZJe2HOhDpkeoq+eNH8rXD15VX9e/XNLnokOE/Wx9cfSlblzp9aPP671Z5/dTEtK0rprV607dSrw5YoSBmzX2cSDt92Y0nfVu7f8nOP0uAIfmzqu7dKlS1y8eJH58+cTHh5O5cqVTdnjxvHZZ5+xbds2mjdvzldffcWiRYsIDg62HJ92bFwqGxsbtNbs27cPPz8/3N3dadasWZZ1mDlzJg8//DCdO3cGoGvXrvTq1Ytvv/2We++9FwBHR0fGjx+PtbU1gYGBtGvXju3btzNw4MB8X/PIkSNp2LAhAA4ODkyZMoUVK1ZQvXp1AIYPH85nn33GihUrGDRoEJ9//jlvv/22pZWrS5cutGnThoULF/Lmm28W6HqKwt9//01oaCjbtm3D2dkZZ2dnJk6cSM+ePfnyyy/z1GXXzs6OEydOEBERgb+/f7rPKLX+AIGBgTz11FPMnj073fGjRo2iTp06AAwYMIB58+axdetWS31at26d6XMaN24cXl5mIeiPPvqIoKAgTp8+TZUqVdKVvXz5crTWjB8/HjDPwIQJE7j//vuZPn061tZZd4cZPny4ZZz0K6+8wn//+1+WL1/OgAEDAGjRogWPPvooAE5OTnz++eeMGTOGli1bAtC0aVMGDRrE7NmzeeCBB5g9ezZ9+vShQ4cOAAwZMiRdy2VGU6dOpXv37ukmQmrdunW2+TNasGABjRo1shzfrFkzRo8ezYwZM3jkkUcs+T744ANcXFxwcXGhZ8+eltZ9Ozs7YmNj2bdvH56enlSqVIlKlSrl+fzizjNt2rSSroIQQmRJKWjWzLxSZdwG2L7dtKpaZdHHcuM7G/lr8l9Zlh8fFc/BHw9y8MeDAHjd7UXctTiuHDPNstZ21jz646MEtAlId9zJk/Dtt9C1K4wZc7OuK1aY98nJWddF3L7k4yxmJ0+aKasrVKjA8ePHAQgODsbd3R13d3fKly9PQkICERERXLhwgejoaGrWrJlrudWrV2fevHlMnz6dKlWq0KJFi2y7vEZERBAQkP6HvUaNGkRERFi2K1WqlC4IcXZ2zrEbZ078/f0t7y9evEhUVBTdu3e3XLO7uzvHjh2z3Jvjx4/z9NNPp9u/YcMGTp06VeDrya958+ZZAhAXFxfLeTw9PXF2dk53ntjYWC5cuJCpjCeeeAIXFxcqVKhgCTi/++47kpOTadGiBQEBAbz11luW7rZr1qyhZcuWeHp6Uq5cOV555ZVM5Xp73xxX4eTkhLW1NZ6enunSMn5Oae9/6vvUe53W8ePHOXHiRLr73q5dO5RSnD17Ntt7lbZ8pRTVqlVLV37a/ann+fDDD9OdZ+bMmZxOGbxy8uTJTMdk/HzTCgsLy9PPSHby8vxkvM9pfx5at27NpEmTmDhxIpUqVaJjx46ZuqMLIYQQZckbb8COHfDiizfT1q+HT3ttZtP4TZa0Wj1qMXDVQJo+1xSPGh6Zyjm766wlILWysaLvsr4EPhhIYiL8lSaubdDAdB9ODUjBBKW//AK//lrklydKgduupfR2s2jRInx8fKhVq5Yl4AgNDU33B28qrTVOTk6EhoYSFBSUa9m9e/emd+/exMfHM3XqVHr06MGlS5dwcnJKl8/X15ewsLB0aceOHcPX17fgF5YDqzRfXVWsWBFnZ2fWrl3LPffck2V+Pz8/3n333XStVDnJ7XpcXV3Tjc0EOH36NNWqVbNsZ2zlHDhwYKZWYV9fXy5cuEBMTIzlnh47dgwHB4csP7+pU6cydepU4uLisLe3B0xw9e233wKwd+9eOnbsSEBAAIMGDaJnz55MnjyZxx9/HEdHR7788ks+/vjjPN2DnISFhVGjRg3LeyDL1nY/Pz9q1qyZ75lp0957rTUnTpxIV75Vhq8u/fz8GDZsGC+//HKW5fn4+GT6PMPCwjKNC07l7+9PaGholvsynjsrvr6+rFy5Ml1afn8eRo0axahRo4iJieGdd96hd+/enDhxIs/HiztLSEgIQJHNxC6EEEXhuefg6lV46y3I5r/cdFI6wQGQlARfDfyL4LPrLWmBnQPps6gPNvY2BD4YSKfPOnHp8CVCV4YSuiKU8E3hJCckA6CsFQ8vfJia3WoSGwvt28M//8CWLdCoEfj6wvDhmevQrVthr1qUVrddUFqYrrS3UkREBDNmzGDmzJksWrQIpRSVKlViwIABPPXUU3z22Wf4+PgQGRnJhg0b6NChAy4uLjz11FOMHTuWatWqUbduXU6dOsXly5ct3XlTHTp0iOPHj/PAAw/g6OiIm5sbSqks/ygfOnQo7du3Z/DgwbRv357Vq1fz/fffs3HjxmK/D0opxowZw0svvcSMGTMICgoiKiqKP//8k/r161OlShVeeOEF3nnnHYKCgmjQoAGxsbGEhIRQsWJFateune/rufvuuzl//jzLly+nS5cu/PTTT2zatIlBgwZZyvDy8iI0NDTHJWGaNm1KYGAgL774Iv/3f/9HZGQkb731Fo899lieZ9udNWsWHTp0oEqVKri7u2NjY4O1tTXx8fHExcXh4eGBo6Mj+/fv58svv8zfzc3GhAkTqFevHo6Ojrzyyiu0b98+U9ddgG7duvHGG28wadIknn32WVxcXDh9+jR///13jmuufvvtt/Tq1Yv69evz6aefEhMTQ9euXbPN//zzzzNs2DCaNWvG/fffT1JSEnv37kVrTZMmTRg8eDCdOnVi2LBhtGrVioULF7Jt27Zsg9LRo0dz7733MmfOHPr27UtycjLbtm2jdevWeHp6YmVlRWhoaJaBOED//v2ZMGECs2fPZsCAAezYsYNvvvmGr7/+Opc7a/z999/ExcXRtGlT7O3tcXV1zbarsxAATZo0AbBMeCeEECUtJga++w6iosxMu/m1/eu/CT67xrJdvX11+i7rS9QNG9zN9/IopahYqyIVa1XkvhfuI+5aHMfWHuN0yGkCHwzE7wE/ABwcIDgYjh+HlLkkxR1Iuu8WoQkTJuDq6kq5cuV44IEHOHLkCH/99RcPP/ywJc/06dOpVasWrVu3xtXVlfr167NkyRJLkPPee+/Rt29fevbsiaurK61bt043O2+q+Ph4xo8fj7e3N+7u7kyZMoVly5bh4OCQKW/z5s2ZNWsWL730Eh4eHowdO5a5c+dmOwa1qL377rv06NGDHj16UK5cOYKCgpg6dSrJyebbspEjRzJ27Fgee+wxPDw8qFatGhMmTMh2OZHcrqdGjRp8/vnnjBo1ivLly7Nq1ap0nwGY+/z2229bZhrOio2NDcuXL+fkyZNUq1aNpk2bcu+99+arNXP9+vU0btwYZ2dn7rvvPgYMGMDgwYNxcXHh66+/ZuzYsbi4uPD0009bxmQW1qBBg2jZsiW+vr7Ex8czZ86cLPM5OTmxfv169u/fT+3atXFzc6Ndu3bs2rUrx/JHjRrFc889h4eHB4sWLWLFihW4ubllm79jx45Mnz6dl19+mYoVK+Lt7c0LL7xgWXu0VatWfPHFF4wYMcLyeaWOSc1KgwYNWLlyJV9//TWVK1emWrVqlmtMHRfbv39/3N3dee+99zIdHxAQwMqVK/nyyy+pUKECgwcPZsKECfTt2zfH604VFRXFmDFjqFixIhUqVGD16tUsWrQoT8cKIYQQpYGTE+zaBV9/DQE+8Rz4/gDn/z2fpy/PQqaHsOrZm31o/R7w49EfH0Vb29KkCQQFwbVrmY+zL2dPnd51aPdeO7yb+ZF2cYBPPjH1ad688Ncmbk+qNHxzGxwcrPfs2ZPlvgMHDlgmehHidpC2++6tFBYWRkBAABEREdm2EhZW6jI1aVudRc7Kwu+wsLCwTON+Rd6lfulYGv6/FfI8i7KnMM901LkoZrWexcWDFwFwq+ZGYJdAgroEEdA2ADtnu3T5d8/ezY/DfoSUX2dVm1Vl0OpB2Lvas20bdOwIFSrAsWM3j3n0UbOkzEcfQfXqcOIE9OkD1tawaRPY2hao6uI2pJQK0Vo3yWrfbdd9VwghhBBCCFEwSUkmIIy5GMOc9nMsASnA1RNXCZkaQsjUEKztrQloE0Bgl0Bqdq3JqX9O8dNjP1kCUu/G3gz8dSD2ruaL+HvvhUuXIO08lQkJZnKiGzdg6lST5uwMZ86YOkREmEBVCAlKhRBCCCGEuM2cOgXvvQcPP2xLfhpKR4yAc+E36HhmDlcPmj60ykph52JH3LU4S76kuCSOrDrCkVVHWPXcqnRlVA6uzODVg3FwTz9szMYG/PzSb+/eDTt3QuockRUqmKVdfH3BI/MEveIOJUGpEGWEv79/sXcPzDhLrhBCCCFKxoIFZkzo//5XhehoEwDmJjYWfv0xju6R87hKyvJvCnrO7kndvnWJ+CuC0BWhhK4M5cK+zMvfAXje5cngtYNxLO+Y6/mUMmNMMy4qkWH+TiEkKBVCCCGEEOJ288wzsHQpPPbYBWxsKuXpGKvEeMbXmseZbTf72D404yGCB5oo0b+VP/6t/OkwuQORYZGE/mqWczm+/jiJNxKpWKciQ9YNwdnTObtTCFEgEpQKIYQQxWj79u0lXQUhRBnk4ABbt0JYWEye8ifEJLCg+wLObIuwpHX9uisNH2+YZX53f3fuefIe7nnyHhJuJHDx4EU863hi4yDhgyh6t8VTpbXO87qQQghRWqQueyTubI0bNy7pKgghypjISLi8/Rg7pu/AxtsG24G2nEquwpmzih49MudPjE1k/kOLCNsYZkl78LMHafJElhOhZmLraIt3Q++iqbwQWSj1QamDgwOXLl2iQoUKEpgKIW4LWmsSEhI4d+4czs7SxUkIIUTRiY+H9lUP0jV6MVYpU+Hu/nw30ThzzDoQp4+DaDmshmUSoqT4JJY8soSwdUctZbT/sD3Nxtya9eqFyItSH5RWrVqVkydPcuFC1oOthShtEhMTscnLbAOiTLOxscHNzY2KFSuWdFVECRs1ahQA06ZNK+GaCCHKgnVTQ+kSvcQSkKZyJpr6Sbv564XdbHlJUa1FNYK6BHFy60kOLz9syXf3C61pPrb5La61EDlThZmtUyn1AjACs2LRXuAxwBtYCFQAQoDBWuv4nMoJDg7We/bsKXA9hChNZGF2UdbIM104qb18int2bJE38jyL29mxtceY320+SXFJAJQPLI9HsAdnNp8h5kLuY0t9B7TgsbltpfehKBFKqRCtdZZ9xgvcnKOU8gGeA+7SWt9QSi0G+gFdgE+11guVUlOB4cDXBT2PEEIIIYQQd7rwTeEseGiBJSB193dnyPohXEm6gl81P05vP83hFYc5svIIp7efznR8s/80o+PHEpCK0qmwfQxtAEelVALgBJwB2gIDUvbPAt5BglIhhBBCCCEKJGJLBPO7zifxRiIA5aqWY8j6Ibj5unEl7ArKSuHT1Aefpj488HYbOreM4sKWIwxpFoo6d5bgQfVp824rCUhFqWVV0AO11qeAj4ETmGD0Kqa7bqTWOjEl20nAp7CVFEIIIYQQ4k50evtp5nWaR3yUGQ0XY+1C3clD8AjwyDK/tTV06uPCBZ+7af75I/zV5FmGfNuaTZskIBWlV2G673oAPYAAIBJYAnTKx/GjgFEAXl5ehIWFFbQqQpQqly5dKukqCFGk5JkuGvL/XOkgz7MoScmJyWx9cyuhi0Nxr+lO1TZV8WntQ6XGlbCyydxWdHn/ZX4b8Bvx10xAesPKie+ShtDTP4awsOtA1s90r17Qrp0VTk7J7N5dhbNnbbG3P0lYWFLxXqAQBVSY7rvtgeNa6wsASqnvgeaAu1LKJqW1tCpwKquDtdbTgGlgJjqSSQdEWSLPsyhr5JkuPLmHpYd8FqIkJCcl8+PQHwldFApA5KFIIg9F8u/Uf3Fwd6DGgzUI6hpEYKdAnD2dubD/AkuGLiH+qglIHcs7MnLtEPokedIkw1QxOT3TBw/Cv/9C/fq+xXVpQhRaYYLSE0AzpZQTcANoB2wHNgB9MDPwDgV+KmwlhRBCiNtVo0aNSroKQogSppM1v4z6hb3z9ma5PzYyln2L9rFv0T5Q4NPUh8iwSGIumhl17d3sGbR6EFUaVqZKPs+tFNSvX8gLEKKYFTgo1VpvU0otBXYAicBOTMvnCmChUmpiStr/iqKiQgghxO0oJCSkpKsghChBWmtWPrOSXd/usqQ1Ht2YoC5BhK4MJXRFKNdOXktzAJzadrOjoZ2LHX1/HkTF+vkNR4W4fRRq9l2t9ThgXIbkY0DTwpQrhBBCCCHE7U5rzW//+Y3tX2+3pN392N10/W9XlJWi1kO10Fpzfu95y3IuEX9FoJPNusa2TrYMWDmAdaFVebkXvP02jBlTUlcjRPEp7JIwQgghhBBCiAy01qx7bR3bPttmSas/sD7dp3dHWd2cCVcpReXgylQOrkzL11py4/INjvx2hPP/nqdu37p4NfBiy2y4fBmcnUviSoQofhKUCiGEEMUodV1ArXUJ10QIURgxl2II2xBG5QaVqRBUIdf8v7/7O39++Kdl+64+d9FzZk+srHNekdGxvCP1+6cfBDp9umkh9ZW5ikQZJUGpEEIIIYQQObgUeomZrWYSdSYKgPJB5QnqEkRQ1yD8HvDDxj79n9Sb39/M7+/+btmu9VAtes/vneWyL3lVr16BDxWi1JOgVAghhBBCiGxcOX6F2W1nWwJSgMuhl9n2+Ta2fb4NW2dbqrevboLULkHsW7KP9a+vt+QN7BRIn8V9sLa1LtD5Y2LAyanQlyFEqSZBqRBCCCGEEFm4GnGV2W1nW2bHtXGwQVkpEmISLHkSohM49NMhDv10KNPxAW0D6Pt930wtqXl16hQEBUGPHjB/vlneRYiySIJSIYQQQghxR7t+Hdatg06dwMEhJe3MdWa3nU1kWCQA1vbW9P+lP9VaVCN8UziHVxwmdEUoV45eybLMai2r0e/nftg62ha4Xn/+CbGxEB8vAako2yQoFUIIIYQQd7S334bPPoMOHWD1aog+H83sdrO5fOQyAFa2Vjz6/aNUb18dgBoda1CjYw06f96ZS4cvWdYbDfs9jOSEZHyb+zJgxQDsnO0KVa++faFlSxM0C1GWSVAqhBBCCCHuaMOHm6C0Wzczy+7s9rO5eOAiAFY2Vjyy5BGCugRleWyFmhWoULMCQYOb8cZLcTw76Ap1WlfCytqKw4dNa+d990Ht2gWrm7e3eQlRlklQKoQQQhSjb775pqSrIMQdbd/ifexfuh+vhl7U7FqTSvUrWZZqSlWvnukimxQdy+x2czm/9zwAykrRe15vavfIPaJ8/nmYO9eeKzFeLGpn0lauhBdegJEjYdo0k3b9OnzzDdx/v3llJzb2ZldiIco6CUqFEEKIYjRq1KiSroIQd6ztU7ez4skVAOxfsp/1r6+nXNVyBHYJpGbXmgS0C7B0sU2+EcfcTnM5s+MMABqI7dSTOn3q5ulc778PV67Ae+/dTAsMNF1w27a9mbZnD7z8MtSvb96n+v13ExxXSFkCtXlzE5TOmwf+/gW9A0LcHiQoFUIIIYQQZc7Ob3daAtK0rp28xo5pO9gxbQfWdtbEVPancosgXML3c2rbKUu+FVbdqV0+ONsJhlavhlWr4JNPzHbVqrB8efo83bqZV1oeHvDEE1Ct2s20qCho185MZnT1qmlNPXAAbG2l6664M0hQKoQQQhSjaSl99qTFVIhbZ8+8Pfw84mfLtncjb8oHlefob0eJjYy1pCfFJ2EfcZTIBUeJTHN8l6+68GCjRtx9d9az3l66BL17Q3Q0PPigeeXVXXfB11+nT7twwbSMJiWZNUmdnOD8efj3X7C3z3vZQtyuJCgVQgghitHo0aMBCUqFuFX2LdnHj0N+NP1vAa+GXgxeOxhHD0eSE5OJ+CvCMlvu+X/PZzq+4ycdueepe9KlJSbCgAFmQqQHHzRdbD/5BC5fNi2chRUQYLrvan0zzcUFmjUrfNlC3A4kKBVCCCGEEGXCoZ8P8f2A79HJJrqrVK8Sg1ebgBTMTLp+D/jh94Af7T9oT2R4JEd+PULoilAuHb7EvWPuzRSQAsyZA0uWQJMm0LGjaT0tju+ZZC1ScaeSoFQIIYQQQpQ6OqXZMONMudk5suoISx5ZQnJiMgAValVg8NrBOFV0yvYYdz93mjzRhCZPNMmx7KFD4cQJWLjQzKZra5vHixBC5IkEpUIIIYQQolRJiElgWf9lHPr5EN6NvQnqGkTNrjWp0qQKyipzkHps3TEW9VpEUnwSAB41PBiybggulV2yPcfPP8OhQ/Doo+knHcqKlRWMG2deQoiiJ0GpEEIIIYQoNRJjE1nYYyHH1h4D4EzIGc6EnGHT+E04eToR1DmIoK5B1OhYAwd3B8I3h7PwoYUkxiYC4ObnxtD1QynnUy7H83z1lZlB19MThg0r7qsSQuREglIhhBBCCFEqJMYlsvjhxZaANKOYCzHsnr2b3bN3o6wV1ZpX48yOMyTEJADg6uPK0PVDcavmluu5nnwSKlbMvGSLEOLWsyrpCgghhBBCCJGUkMSyfssIXRlqSTtarRV9FvWhwdAGOFdyTpdfJ2nCN4UTHxUPgHNlZ4auH4pHdY88na9nT5g3zwSmQoiSJS2lQgghRDHSadd4EEJkKTkxmR8G/cDBHw9a0na4PkDwkNYk1IQZs+sy54Am5uhpQleY5VxObz9tyetU0Ykh64ZQoWaFkqi+EKKQJCgVQgghhBAlJjkpmZ8e+4l9i/dZ0u5/+X5em9iahATo0gU2bYL3P1BMnuyDzz0+tH6nNVHnojjy6xGuHLvC3cPuznMLaWwsTJgAPXpA06bFdVVCiPyQoFQIIYQQQhSZqxFXObXtFD5NfXId26mTNctHL2fP3D2WtKbPNaX9h+1RSmFnB1Onmtfbb6c/1qWyC3cPuzvf9Vu7FiZNgl9/hR078n24EKIYSFAqhBBCFKPGjRsDEBISUsI1EaL4nfr7FHM6zCHuWhwAnnU9Lcu5VL2vKta21pa8WmtWPruSnf/baUmrPagxJ+t1Ij5eYW9v0urUgc8/L7o6Vq8Ozz4LtWsXXZlCiMKRoFQIIYQoRjukKUbcIc7sOMPcB+daAlKAC/sucGHfBf6a/Bf2bvYEPhhIUNcgAjsF8scHf7D9v9stee8edjd/VuzKR6MU27bBjBmZz5GUBL//Dm3bFryed90FU6YU/HghRNGToFQIIYQQQhTKub3nmNNxDrGRsQDYudiRlJBEUlySJU/c1Tj2Ld6Xbuxoqnr969F9RncSflAEB8Po0ZnPkZQErVvDH3/A5s3QokVxXY0Q4laToFQIIYQQQhTYxYMXmdN+Djcu3QDAwd2BIevNTLjH1x+3zJZ77eS1LI+v83Ades3uhZW1FX36wMMPg1KZ81lbm6D0+HGIjy9YXZcsAWdnaNcOS/dgIUTJk6BUCCGEEEIUyOUjl5nVdhbR56MBsHO1Y9DqQXg39AagVvda1OpeC6015/89T+hKE6BG/BWBTtLU7lWbh+c/jJWNlaXMrALSVG++CS+9BG45z5+UJa3h1Vfh2DFpaRWitJGgVAghhBBC5FtkWCSz2s4i6kwUALbOtgz8dSA+9/hkyquUonL9ylSuX5kWr7TgxpUbXD91Hc+6niilWLwYjh6FJ58Ed/fsz2lvn76FU+ucg9i0EhJgyBATkN53Xz4uVAhR7CQoFUIIIYS4w2mt2T51O+Ebw/Fp5kNQlyAq1KyAyibiu3byGrPazuJahOmSa+Now4DlA6jWvFqezufo4YijhyMAyclmuZdDh8DXFwYNyv345GT46itYsAA2bgQ7u9yPsbODcePyVD0hxC0mQakQQghRjEaOHFnSVRAiVxve2sDm9zYDsG/xPlb/ZzUeNTwsy7n4PeCHjYP5s/H6mevMajuLyOORAFjbW9Pvp374t/YHIDIS9u6Fli3zdm6l4IsvYOZMePTRvB0TF2dm0D1yBH78Efr2zfOlCiFKIQlKhRBCiGI0bdq0kq6CEDnaNHGTJSBN68rRK/w95W/+nvI3tk62VG9fnRqdavDPl/9wOfQyAFa2VvRd1pcaHWoA8MsvMHIkDB+ev6C0QwfzyitHR/juO7hwAXr1yj3/qVOwYQN07QoeHnk/jxDi1pCgVAghhBDiDvXnR3+y4a0Nlm3/1v44uDtwdM1REqITLOkJMQkc+vkQh34+ZElT1oo+i/pQs2tNS1poKFy8CPfff/McV66YcaJ5HfuZVxknKvrmGxN8PvsseHqm37dkCbzwgmlRXbSoaOshhCg8CUqFEEKIYhQSEgJA48aNS7gmQqS37YttrB271rJdvUN1+v/cHxsHGxLjEgnfFG6ZLTe1ZTSVslL0ntebOr3qcPkylC9v0seMAS8v6NzZbMfGwgMPQK1aMH165lbKgQOhUiV4/fXMgWR+JCTAhAkmKG3WDLp0Sb/f3x/atjXLzQghSh8JSoUQQohi1KRJE8BMJCNEaREyLYRVz62ybPu18qPfj/0s40Zt7G2o0aEGNTrUoNOnnbgUesmy3uj1M9dp/U5rqnW6iyFDYNMmM4bU1dWsJTpgwM3z7NkD4eFmDGjGyYhOnDATFdnZwWuvFe56bGxMWYsX3wyIAebMgcBA6NnTvIQQpZMEpUIIIYQQt7HULzyymyk3o12zdrF89HLLtu/9vgxYPgBbJ9tsj6kQVIEKz1eg2fPNLGkJCbBvH5w/D3//De3aZT6uaVPYvRuuXQNnZ5OWmGiC1GrVYMcO2LnTtJYWhlJmDGvacaxXr8LTT8P166aed91VuHMIIYqPBKVCCCGEELepmIsxLOyxkJNbT1K1WVWCugYR1DWIysGVswxS9y7Yy8+P/2zZrtKkCgNWDsDOJQ9rqmBm1rWzAycnsLWFefPAygpq1sz+mICA9NsffGBaMOfNgyZN4O6783TqfNPajC89eFACUiFKOwlKhRBCCCFuQzeu3GBOhzmc3XUWgIi/Ioj4K4L1b6zH1ceVoC4mQK3erjp2LnYc+P4APwz+AZ1sWla97vZi0G+DcHBzyNP5tDZLttStC598YtJq185fnRMS4Pvv4fBhMwFScXJ3h/feK95zCCGKhgSlQgghhBC3mdirscx9cK4lIM3o+qnr7Ji+gx3Td2BtZ41vc19O/HECnWQCUs+6ngxaPQjH8o55PueuXbB2LYSEwKRJ4JC3WDYdW1v46y9YtSp/S8AIIco2CUqFEEIIIW4j8VHxzO8yn9P/nLakdf6yM/bl7Dmy8ghHVh0hNjLWsi8pPomwDWGW7Qo1KzBk7RCcPZ3zdd6GDeGffyAiomABaSoHB5l0SAiRngSlQgghhBC3iYSYBBZ0X0DEXxGWtK5Tu9JktJnlucHgBiQnJhOxJcKynMv5vecteT2qezBk/RBcvFwKdP5GjcxLCCGKkgSlQgghRDHavn17SVdBlBGJsYks7LmQsI1hlrROn3eyBKSprGys8Gvph19LP9q/356rEVcJXRlK9PloGo9qjEvl/AWkBw+a9UaLa0IiIYSQoFQIIYQoRo0bNy7pKohS6uKhi1zYdwHf+31zbblMik9icZ/FHFtzzJLWfnJ77n3u3lzP4+brlilwzSutYeRIMw500SLo06dAxQghRI4kKBVCCCGEuMUOrzjMol6LSE5IBsC7sbdltlyfe3xQVjeXc0lKSGJpv6WErgi1pLUe35rmLzcv9nrGx5tlW44dy3odUiGEKAoSlAohhBDFaNSoUQBMmzathGsiSouja46y+OHFloAU4EzIGc6EnGHThE04eToR2CnQspzLymdWcvCHg5a8Ld9oSau3Wt2Sutrbw6efwoQJ4FKwYahCCJErCUqFEEKIYjR9+nRAglJhhP0exsIeC0mKSwLAwd2B+Kh4khNvBqgxF2LYM2cPe+bsyXT8fS/eR5sJbW5JXbUGldJgKwGpEKI4WZV0BYQQQggh7gQRf0Uwv+t8Em8kAuBatRyNp4+m55aX6bXgEe4edjfOlbNfpuWeZ+6hw0cdUEplm6eohIRA8+bmXyGEKG7SUiqEEEIIUcxO/XOKeZ3nkRCdAICLtwvOTw2l/5PuXLwIe/feRY9+d6GTNf996wz7fjhM9aQjRIeeAg2Nn2hCp886FzggTU4240Pzur7ohAmwZQssWAAyV5cQorhJUCqEEEIIUYzO7jrL3I5zibsWB4BzJWeGrh9KxdrlqXY3PPsseHubvMpKseNsFb49UIVvvmnNkz2jiY2M5d8zFajsBUOHwscf53y++HiIiIAaNW6m1a5tJitatgx69Mi9znPmmPO89FLBrlkIIfJDglIhhBBCiDxKTkrmjw/+4MK/F6jWshpBXYNw93PPNv/5f88zu/1sYiNjAXCs4MjgtYOpWLsiAJ07w5Ej6Y95/nl48EEz661zJWecKzkTshwuXjTrhaa6fh06doSWLeHDD834zwsXoGpVcHKCy5dvjgkNDITjx03eVDt3QpUqULly5nq7usK77xbgBgkhRAFIUCqEEEIIkQc6WfPLiF/YNXMXAP8u/BeeBs+7PAnqapZz8b3fF2tba8CsQzq7/WxuXLoBmEmNBq8eTOX6ldm8Ge67D2yy+Eusfn3zSuuFF6Bnz5tBJsC2bbB1KyQl3UyvWBE8PExQeemS2Qb4/ntITLw5YZHW8NhjsH8/rF8PLVqY9PXroVUrsLYughsmhBB5JEGpEEIIUYwaNWpU0lUQRUBrzfInl1sC0rQu7L/Ahf0X+Oujv7B3s6dGxxoEtA1g08RNRJ+LBsDO1Y5Bvw3Cu5E3Bw7AAw9ArVpw4ED6QDM7SkH16unT7rsPVq82QWnafGFhmceOZtyOjgY/Pzh7Fu65x6Tt2GEC3/r1YdMmCUyFELeOBKVCCCFEMQqR6Utve1prVj2/ih3TdljSaj1Ui6T4JI5vOG5Z3gUg7moc+5fsZ/+S/ZY0W2dbBv46EJ+mPoAJBGvWNK2ThZlI19kZOnTInJ6XyYxcXOCnn0xwam9v0urXh3LloE0bCUiFELeWBKVCCCGEENnQWrP2lbX8PeVvS1rw4GB6fNcDK2srEmISOL7+OIdXHCZ0RSjXIq6lO97GwYb+v/SnWvNqlrQ2beDgQbhx45ZdRrac06xAc/ky/Oc/8PTTJVcfIcSdSYJSIYQQQohsbBy3kb8++suyXbdvXXp8awJSAFsnW2p2q0nNbjXRWnNh3wUOrzjMkV+PEHctjo7/15GANgGZylXKTEZUmlSubIJSIYS41SQoFUIIIYpR6rqSWusSronQWufrc9j03iY2Tdhk2a7Voxa95vbCysYqy/xKKSrVq0SlepVo8UqLLPP8/TfUqWMmIhJCCGFIUCqEEEKIMu/K8Sss6LaAS6GX8GvpZ5ktt0LNCpYvDtL66//+YsObGyzbgZ0D6bOoj2Vm3YJISICuXc04zoMHoVq13I8RQog7gQSlQgghhCjTrp64yuy2s4kMiwTg+PrjHF9/nNUvrsajuocJULsE4d/aHxsHG/7+6m/WvLTGcnz19tXpu6wvNvaF+7Pp3DmoXRsiI8HXt1BFCSFEmSJBqRBCCCHKrOunrzOr7SxLQJrRlWNX+PuLv/n7i7+xdbLF514fwjaEWfb7PeDHoz8+iq2jbaHrUrUqbN4MMTGFm3VXCCHKGglKhRBCCFEmRZ2LYna72Vw5egUAaztr7v/oftyd3AldEcrRNUdJiE6w5E+ISUgXkFZtVpX+y/tj52xXpPUqbRMcCSFESZOgVAghhBBlTszFGOa0n8PFgxcBsLKxos/iPjg0cMDf359GIxqRGJfIic0nCF0ZSuiKUC4dvmQ53ruxNwN/HYi9q32R1OfAAbMGqI9PkRQnhBBligSlQgghhChTbly5wZyOczj/73kAlJWi9/ze1O5Rm7CwMEs+G3sbqrevTvX21Xnwkwe5fOQyR1YdIT46niZPNMHBzaHI6vTii7BqFSxbBr16FVmxQghRJkhQKoQQQhSjb775pqSrcNs7s+MMV09cpVrLajhVyLnva9y1OOZ1msfZnWdNgoKes3tS95G6uZ6nfGB5mj7TtCiqnE5yslkCxskJWrYs8uKFEOK2J0GpEEIIUYxGjRpV0lW4re38dic/D/8ZMC2eVZtVJbBLIDW71qRyg8rplnOJj4pnXpd5nPr7lCXtoRkPETwwON/nHToUrl+HefPA0dGkTZgAq1fDW29Bx455L8vKChYtghs3bpYlhBDiJglKhRBCCFEq7Zm7h59H/GzZ1smaiL8iiPgrgg1vbsC1iqslQPW935eljy4l4s8IS/6uX3el4eMNC3Tun36Cq1chLu5mIHn4MPzxh1napSAkIBVCiKxJUCqEEEIUo2nTpgHSYppf+5bs48ehP4I2244VHLlx+YZlG8xyLztn7GTnjJ2Zjn/wswdp8kSTfJ1T65tLtXz3ndlOO1Pu66/DqFFQq5bZTk42raejR4OXV9Zlnj0L589DcP4ba4UQ4o5hVdIVEEIIIcqy0aNHM3r06JKuxm3l4E8H+X7A9+hkE4FWql+JZw49w8vnX6bX3F7U618PB4/sJyFq/2F7mo1plq9z7tsHzZrBxo1mu1cv6N0b7NKsBlOnjhkTWqmS2Z40Cd55B7p2NQFqVqZPhwYN4JVX8lUdIYS4o0hLqRBCCCFKjdBfQ1nyyBKSE02UV7F2RYasHWKZ4Ch4YDDBA4NJTkzm5LaThK4IJXRlKOd2mz61bSa2ofnY5vk+7+TJ8PffsHQptG6dt2NGj4bly01wapXN1/zW1lC+fN7LFEKIO5EEpUIIIYQoFY6tO8aiXotITjABafnA8gxZNwTnSs6Z8lrZWFGteTWqNa9Gu0ntuH76OknxSbj7uxfo3F9/bbrljhyZ92M8PWHLlptdfiF9F2AwXX5feskEp0IIIbIm3XeFEEIIUeQSbiSw5pU1fD/oe3b8bwfXz1zPMX/4pnAWdF9AUlwSAO7+7gxZPwTXKq5cvw5Tp5rWzLReew2aNoXNm8G1imuBA1IwY0dff90EmvmRNgDdudN0AT55Mn0eOzsJSoUQIifSUiqEEEKIIpUYl8ji3os5suoIAHvn7QXAu5G3ZbbcKvdUwcrafDcesSWC+V3nk3gjEQDlXg6b4UNw83UDwN4exoyB+Hh47jlwSBlOevQo/PMPnD5989whIabF08Ulb3U9eBACA8GmCP4ieuUV0wX4ww/hs8/g99+hVSsJSIUQIjeF+hWslHIHZgD1MPPhPQ4cAhYB/kAY0FdrfaUw5xFCCCHE7SEpPokljyyxBKRpndlxhjM7zrB54macKjoR2CmQ+Mo+hE5dT1J0PAD2FV346OIQPOd68PSb5jg7O3jjDYiOTj+h0Lhx8OKLULOm2V6+HB55BNq1M0u65BYMRkdD27bg7g5r10KVKoW79oULTUA6YYKZMKl9e2je3CwjI4QQInuF/V7wc2CV1rqPUsoOcAJeB9ZprT9QSr0KvArInHNCCCFEGZecmMz3A7/n8C+HLWn1B9Tn+pnrnNh8wjJ5EUDMxRj2zN0D7LGkOXk6MXDNEI58UYGmTdOPz3z77cznq1s3/XatWqYbbtWq5tjchIWZ/M7O2S/pkh/ly5ugFCAqCmrUgDZtCl+uEEKUdQUOSpVSbsADwDAArXU8EK+U6gG0Tsk2C9iIBKVCCCHuUDov0VEZkJyUzI9Df2T/0v2WtOavNKfd++1QShF7NZZja49ZZsuNPhed7njH8o4MWTuEysGezJhRsDoEBcHu3eDjk36sZ3bq1oX9+81aotnNnltQPXrAQw9BXFzRliuEEGVRYVpKA4ALwHdKqQZACDAGqKy1PpOS5yxQuXBVFEIIIURpppM1v4z8hb3z91rS7n3+XktACuDg5sBdD9/FXQ/fhU7WnNl5htAVoRxcfgRra+j2dVcqBxf+T4aqVW++j4uDvXuhSZPs89vZQbVqhT5tlpS6Of5VCCFE9goTlNoAjYBntdbblFKfY7rqWmittVIqy6+IlVKjgFEAXl5ehIWFFaIqQpQely5dKukqCFGk5Jm+8+hkDQpLQJljXq3Z+tZWDs+72WW31qBa1HquFuHh4ZnyJybCnj32NGoUj98QP/yG+AEQS2yR/i0QE6N4/PHK7N1rx+LFZ6lb14xZvXTpEgcP2vL7744MG3Yde/s7oyVblF3yO1qUBYUJSk8CJ7XW21K2l2KC0nNKKW+t9RmllDdwPquDtdbTgGkAwcHB2t/fvxBVEaJ0kedZlDXyTBdc48aNAQgJCSnhmuTNmR1nWNRrEdHnowloG2CZLTer5Va01vz2wm/pAtK7H7ubh2Y8hLLKOqAdMwa+/BL++18YPbq4rsKMKa1ZE06cAG/vKqR9hN94w4fffgMbm/JMmFB8dRDiVpHf0eJ2V+CgVGt9VikVoZSqpbU+BLQD9qe8hgIfpPz7U5HUVAghhLgN7dixo6SrkGfn9p5jToc53Lh8A4DQlWb856/P/ErFOhUJ6hpEza418W3ui5WNFeteW8e2z7dZjq8/sD7dp3fPNiDVGipUAFvbzJMUFTWlYPp0uHQp86y6L7xgZt4dM6Z46yCEECJvVGEmYFBK3Y1ZEsYOOAY8BlgBi4FqQDhmSZjLOZUTHBys9+zZk1MWIW4bYWFh8o2lKFPkmS6c1C6wpX3CowsHLjCz1UxiLsTkmte+nD2VG1TmxOYTlrS7+tzFwwsexsom9xmDTpwovnGcOdm5E1xdwwgM9L/1JxeimMjvaHG7UEqFaK2zHOVfqCVhtNa7gKwKbleYcoUQQghx61wKvcTsdrMtAal9OXt6z+tNZHgkoStCCdsQRmJsoiV/3LW4dAFprYdq0Xt+72wD0qNHwdMTypUz2yURkC5YAAMHwujRHnz99a0/vxBCiOwVdp1SIYQQQtzGrhy/wuy2s4k6EwWArbMtA1cNxPc+XwCaPt2UhJgEjm84brrzrgjlavhVy/GBnQLps7gP1rbWWZZ/4QJ06GDWAl21yizXUhJ8fc2apHZ2mvh4M+uuEEKI0kGCUiGEEOIOdTXiKrPbzubayWsA2DjaMHDlzYA0la2TLTW71qRm15roLzUX9l/g6G9HsbKxovGoxtjYZ//nRHS0WRbF3h48PIr1cnLUogUsXw5//pmErW3J1UMIIURmEpQKIYQQZcSJP04QGxmL3wN+2JezzzHv9dPXmd12NpFhkQBY21vT/+f++D3gl+NxSikq1a1EpbqVss0THg7XrkH9+uDvD1u2wI0bpqWyJLVuDf7+11GqQslWRAghRDoSlAohhBDFaOTIkbfkPL9P+J2Nb28EwMrGimotqxHUNYigLkFUrF0x3Zqj0eejmd1uNpePmHkIrWytePT7R6nevnqh6/Hjj9CrF3TsCL/9ZtLc3MxLCCGEyIoEpUIIIUQxmjZtWrGf48/Jf1oCUoDkxGTCNoQRtiGMNS+twT3AnaAuQQR1DaJy/crM6zKPiwcvAiaAfWTJIwR1Ccr3edevhw8/NC2Qr71m0po3B3d3s/SL1mZpFiGEECInEpQKIYQQxSQxNpHND39Kgy5VKf90/2I5x9bPt7L2lbWWbedKzkSfj06XJ/J4JP989Q//fPVPunRlpeg9vze1e9Qu0LljYmD1arh69WZQ6ukJFy+CddbzHgkhhBCZSFAqhBBCFJMDz33NwpVHWLjyCPf/N4KGr3WizsN1sHUsmpl2tk/dzm/P/2bZ9m/tz4AVA4iNjCX011COrDzC0TVHib8en/lgBT1n9aTuI3ULfP42bWDuXDO7bloSkAohhMgPCUqFEEKI4jBnDjunb2caswGosv8dwgb/wMpnVlJ/YH0aDW+EdyPvAhe/87udrHhyhWXbt7kv/X/pj62TLbZOtjQa3ohGwxuRFJ/EiT9OcHjFYUJXhHLp0CWsbKzo9k03ggcF5/u8X3wB990HTZqYZV4GDizwJQghhBCABKVCCCFE0Vu8GIYN414yj9OMuxrH9v9uZ/t/t+N1txcNhzek/sD6OHo45rn4vfP38vPwny3bPk19GLhyIHYumRfftLazJqBtAAFtA3jw/x7k6omrWNlY4VrFNd+XtXkzjBljlng5dgy8vPJdhBBCCJGJBKVCCCFEUfrxRxgwAJKTqcUhS3LbSW3Z+b+dXDl6xZJ2dtdZfn32V1a/tJraPWpTs3tNAjsF4lQx+7VT9i/dzw9DfgBttr0aejFw1cBcl4BJ5Vat4NPg3nMPPPUUVKokAakQQoiiI0GpEEIIUVRWroS+fSEpyWzXqQMHDgDQ8rWWtHi1BeGbwtk5Yyf7l+4nMTYRgKS4JPYt3se+xftAQdVmVS3LuXjd7WVZzuXQz4dY1n8ZOslEpJXqVWLw6sH5amUtDAcH+PJLM6uuEEIIUVQkKBVCCCGKwtq10Ls3JCSY7cBAWLcOqlSxZFFK4d/KH/9W/nT+ojN7F+xl5/92cibkzM1yNJzccpKTW06y4c0NuFZxJbBLIJ51PFn32jqSE5MBqFi7IoPXDs7UqnrjBtjbg5VV0V3ab7+ZSY3s7FKvo+jKFkIIIYrwvywhhBDiDvX77/DQQxAXZ7YDAswint7ZT2Tk4O7APU/ew6jto3hizxO0fa8tvvf7oqzSR3zXT19n54ydrH5xNUnxpgXWo4YHQ9YNwaWyS7q8P/0EtWvDokVFd2nr1kHnziYoTY23hRBCiKIkLaVCCCFEYfz1F3TtapooAXx9TUDq65vnIirXr0zl+pVp+XpLYi7FcGTVEY6sPMKRVUe4cflGurzu/u4MXT80y4mKLl6EEydgwQLoX0TLojo7Q9WqZtkX26JZyUYIIYRIR4JSIYQQoqC2bzfNiNHRZtvb2zQt+vunybI9X0U6VXAieGAwwQODSU5K5tS2UxxecZhja45hX86e7tO7Z5qsSGuIioJhw8DVFR5+uJDXlUazZrB7N5QrV3RlCiGEEGlJUCqEEEIUxO7d0LEjXLtmtitVMgFpUPplYBo3blzgU1hZW+F7vy++9/vS7r122ebbvh0eeAAefxy++qrAp0vn/HlzSQAeHkVTphBCCJEVGVMqhBBC5Ne+fdC+PVxJWd6lfHkz0VGdOiVSna1bzXDWtN1rr1+HH34oWHkbNpjG3qIKcIUQQoicSEupEEIIkR+HDkG7dmYAJ4C7O6xZA/XrZ5l91KhRAEybNq3YqvTss9Cr183tGzfgrrvg9GnYuROCg/NX3rZtpoyzZ4u2nkIIIURWJCgVQggh8uroUWjbFs6dM9uurrBqFTRqlO0h06dPB4o3KAUzGVEqR0cTpOZzOKvFq69C3bpmuKwQQghR3CQoFUIIIfIiPNwEpKdPm20nJ1i5Eu69N9tDYmNvvj95Mn3gWFSuXct6EqLJk816pXldUzQ+3iz54uxstrt3L7o6CiGEEDmRMaVCCCFEbk6dMgHpiRNm28EBfvkFWrTI8bAJE26+Dw8v+mrFxZmxn61amdl303JwyHtAqjWMGGEmSzpzpsirKYQQQuRIglIhhBB3ntBQOHzYRGO5OXvWBKTHjpltOzv48UeTloMdO+DDD29uHz9e8OpmZ88eM/bz6lVwcck6z+XLMGYMTJ2afTkXL5rlVg8dkqBUCCHErSfdd4UQQtxZPvgAXnvNvPf3hy5doGtXaNPGDMZM6+JFM8vu4cNm28YGli6FBx/M8RQJCWZ5lqSkm2mDBhXdJaS65x4zvDUiIvs8mzbBlCng6WnWMXVwyJzH0xO2bIH9+3McHiuEEEIUC2kpFUIIcef45JObASlAWBj8978mKK1QAbp1M9vh4aaJsUMHs/wLgLU1LFyYp8GWH35oljENCCiey0irXDkzKVF2evSAl182EwRnDEhTV7QBE5i2alU8dRRCCCFyIkGpEEKIO8NXX8GLL97ctsrwX+CNG7BiBTz9tGlBDQiAXbvMPqVgzhx4+OFcT7Nv382xpNOnQ6NGjWjUqBFaw969RXIlgFmHNC+9j5Uykx41aJA+ff9+CAw0rahCCCFESZKgVAghRNk3YwY888zN7ZYt4dIlWL/eBKq1a2c+5tq1m++//Rb698/1NElJMHy4mcl25EiznGlISAjbtoUQHGwCw5y62ubHo4+atUhDQvJ3XFiY+XfDBtMY/PvveQtuhRBCiOIiQakQQoiybfZsGDXq5nazZqZF1N3djCP9+GM4cMCsQfrFF9Cpk1lLJdXUqWYwZh58/jls2wY+PvDRRzfTbWygTh3w9oYjRwp/SbGxphH3yBHw88v7cc8/DzVqmHGmTz9tJhCeOzfvs/QKIYQQxUEmOhJCCFF2LVoEjz12symwcWP49Vdwdc2ct3p105r6zDMQHW1m/qlUCYKD83SqI0fgjTfM+2++ATe39Pu//trEwdbWBb+cVA4OZtjrrl1QsWLej/PwML2Wd+0yy79061b4ugghhBCFJUGpEEKIsumHH2DgQEhONtvBwfDbbyYyzI2zs5l1N4+Sk806n7GxZpbdrl1v7lMpzZC6iPvI2tqa2Xfz46WXoF8/qFWrSKsihBBCFIp03xVCCFH2rFhhBl2mrsly111m+tkKFQDTxfbgwaI73TffmLGZlSrBZ5/lnDcuDrZvL/i5YmIgMbFgxzo7S0AqhBCi9JGgVAghRNmyZo2ZJTchwWwHBcHatSZiBI4dgxYtoGlTOHSo8Kc7cQLGjjXvv/rKEvdm6coVM960dWuIiirY+b74wpQxa1bBjhdCCCFKGwlKhRBClB2//24W5oyLM9sBAWaGXW9vS5YZM0xL4/Xr0Lt3wYNDMENVR482ZfTuDX365Jzfw8NMeFSjhglmC2LrVjh/3pQlhBBClAUyplQIIUTZ8NdfZjDnjRtm29fXBKRVq1qyJCSY1V0AKlc2a3WOGAELFhRsBtrZs2HVKhMgfvVV3o5ZvhzKlSv4jLfffw87d0LdugU7XgghhChtpKVUCCHE7e+ff6BzZzNrLpiW0fXrwd8/Xbbly+HcOdNauWEDuLiYCXqnTMn/Kf/6C557zrz/7DPw8srbcW5uhVuCRSlo1Cj9qjVCCCHE7UyCUiGEELe3XbugY0e4ds1sV6pkAtLAwExZp00z/44caQLT774z2y+9BH/+mfdTrlplJue9dg369oXBg/Nf7StXzIRLeaV14boaCyGEEKWVBKVCCCGK18aNUK+eWSP0jTdME2PqrLiF9e+/JjqMjDTbFSrAunVQu3amrOHhZkUYOzsYMsSk9ekD//mPGWP6yCNw9mzup1y4ELp3N72EH3sM5s3LueXzm2++4ZtvvkmXduCAaczt0yfvt2LbNhNvjxmTt/xCCCHE7ULGlAohhCg+mzZBly43x3nu2AGTJkH58tCpkxkD+uCDOU9Zm51Dh0xAeumS2XZ3h9WrTQCchf/9z7Q2Pvxw+tN98IHp/bt5s1lFZu1aswZoVqZOhaeeMuW8+CJ89FHuXXFHjRqVKa12bahWzfQuvnjRjG/NzZYt5jbayP/cQgghyhhpKRVCCFE8tmxJP/FQWpcvw/z5MHCgaf5r3hzee890xdU697KPHoW2bc0AUQBXV9MM2qhRltkTE29OcJQxRrS1hcWLTcvlpk3w2muZj9faVO/JJ837SZPyFpBmRynYvdvE0HkJSAFeeMG09v7nPwU7pxBCCFFaSVAqhBCi6G3fblpCUwdBennBzJkwfHi65VkASE42XXrffBMaNjSz5Y4cCT/+mPUgyvBwE5CePm22nZ3h11/NwqPZWLUKTp0yS5a2apV5v5eXCUxtbOD//g+WLk1fvRdfNNVTCr75xgSueQ1Ip02bxrTUwaxpODrmfuz582Zm4FTVqpk1SoUQQoiyRIJSIYQQRWv37vQTD3l6mnGeQ4eaRUJPnTLdeCdOhPvuyxzdnT5t8vXqZfrZduhgprc9fBhOnjQBaeoinw4O8MsvpqU1B6kx4YgR2QeTLVqY1k8wY0UPHjQtrI8/Dp9+alpUFy7M3NKam9GjRzN69Ohs9x87lvWER9euQf36MGiQ6V4shBBClFUyMkUIIUTR2b/fjPO8csVsly9vBmneddfNPEqZFtGGDc3ERxcvmq63K1aYJs3UYwHi483xa9ea/qv29hAXZ/bZ2ZnW1DZtcqzSqVOmaFtbGDYs5+qPGQNbt5plYnr3hpo14aefwMnJrA/64IP5viM5WrPGxO+NG5vG5bTKlTMB6Z49Jq4XQgghyioJSoUQQhSNw4ehXTsTZIJZkHP1aggOzvm4ihXN2NKBA03T5LZtsHKliSR3706fNzUgtbGBZcvyFCV++63pgtu7txm+mhOlTCPtnj1mhtwDB8DDw1TlvvtyPVW+tWgBVaqY5WliY80w28aNoUEDs//9900wXZh1TYUQQojSTrrvCiGEKLxjx0y32tQ1VVxcTKtn48b5K8fGJv2kRxERpu9tjx5m7Cjc7EfbrVuuxSUlmVl3Ie/dbl1cTKuoh4cJGDdtKp6AFMy40rAwmDPH1HP4cNN1ODHR7Lezk4BUCCFE2SctpUIIIQrnxAkTkJ46ZbadnExLZ7NmhS87ddKjkSNNK+n27WaipOrV83T4mjVmXqSAANOIm1e1a5s429HR9BguTqnLzwwdCt99Z3opW1sX7zmFEEKI0kSCUiGEEAV3+rQJSMPDzXbqxEMtWxb9ueztc53QKKPp082/I0aAVT77Brm75y9/Ybm4mAmNpGVUCCHEnUa67wohhCiYc+dM8+PRo2bbzg5++MEEqUVN67ytX5rG2bPw88+m1fGxx4q+SsVBAlIhhBB3IglKhRBC5N/Fi2aW3YMHzbaNjVnos1On4jtnPiO2mTPN2Mzu3TMvjXoraa3R+QyohRBCiDuJBKVCCCHy58oVs47Jv/+abSsrWLDATEZUXPIZkCYn3+y6O3JkMdRHCCGEEEVGglIhhBB5d+2aaQ3dudNsKwWzZ0OfPiVbrww2bDATFfn6Fv3aokIIIYQoWhKUCiGEyJuoKOjSBf7++2bajBlmfdFSZto08+/w4SU/k23jxo1pnN+lcYQQQog7iMy+K4QQIncxMWZw5p9/3kz7+mt4/PGSq1M2Llww8y1ZWZWO6u3YsaOkqyCEEEKUatJSKoQQd6Iff4Rq1aBePXj5Zdi4ERISssyq4uKgVy+TJ9Vnn8ETT9yCiubfrFnmUjp3Nt13hRBCCFG6SUupEELcaX780YwBTUoy2/v2wccfQ7lyZgKjLl1MROflBfHxeD71FKxff/P4Dz+EMWNKpOr/396dx9lYv38cf33MGHtCslajlFKI8S3tpT2iTaHQVxktVJJCCqmkRamIIUuLtKFkSqKSki+DkrSTiLKvYZb798c18zszGWPOzJm5zznzfj4e85j7vs997nPNcXeaaz6fz3X9m+fZyOhvv8GqVfY1erQ9pgJHIiIikUFJqYhISZKcDNdfH0hIs9uxA955x74AmjeHcuUo/8UXgXMGD4b77y+eWLNJT4fly2HBAutCs2pVIBHds+fA8486Clq1KvYwRUREpACUlIqIlBSffALXXBOYplu/PgwdaqOgM2fCmjU5z1+8OOd+v37w0EPFEurOnfD117aE9csvbXvXrtzPPfxwqFfPvo491r5feqm1ThUREZHwp/9li4iUBPPmQZs2sG+f7cfHWzJ61FE2ldfz4PvvbSR15kyYPz/naOq998JjjwXdLzQYn3xiM4u//BK+/dZ6jWZXrx6cdRY0aZIzAT388CILSURERIqBklIRkWi3YIHNZf3nH9uvWzeQkGZxDk4+2b769IFt22D2bJg3j801a1Ktf/8iTUinTIEOHQL7sbGQkGBJaNZXrVpF9vJFqpsWt4qIiORJSamISCTxPEsyq1aFBg0OnSguXgyXXRaY+1qrliWk9erl/bzDD4d27aBdO3auXk21IkxIv/vO+okC9OgB114Lp50G5csX2UsWq6SspqkiIiKSKyWlIiKRIi0NbrwR3nrL9uvVs0q5rVrB+edDuXI5z//mG6umu2OH7VevDnPmwPHHF2vYedm+3Za57tkDN90Ezz9fpAOyIiIiEoaUlIqIRIL0dOjSJZCQgpWeHTnSvsqVg5YtLUG94grYvRsuugi2brVzq1a1RZsnneRP/LnIyIDOneHnn22d6Jgx0ZmQpqSkAJCQkOBzJCIiIuFJSamISLjLyLCmm5MnB46VKRMoWgS2XnTmTPsCiIuD/fttu3JlWx/auHHxxZwPjz8O779vM4WnTo2e6br/1rx5cwA8z/M5EhERkfBUyu8AREQkD54Hd94JEyYEjt1+u817nTPHquKeeOKBz8tKSCtWhFmzoFmz4ok3nz76CB5+2EZGJ0+2SroiIiJSMikpFREJV54HvXrB6NGBY127wosv2khpy5bwzDOwciX8+qstyLzsMnsMLCFNTobTT/cn/oNYtQo6drQfb9AguPxyvyMSERERP2n6rohIOPI86NcPRowIHLvxRkhKglK5/D3x2GOhZ0/72r0bUlKgfn2oXbv4Ys6HPXussNHWrdC6NQwY4HdEIiIi4jclpSIi4WjwYBg2LLDfrh1MnAgxMYd+boUKcO65RRZaQXmezTxetgyOOw5efTX3/FpERERKFv06ICISboYOtaQ0S9u28PrrEBvZf0d86SV45RUraDRtmhU4EhEREVFSKiISTp59Fvr3D+xfdhm8+SaULu1fTCHw1Vdwzz22PW4cNGrkazgiIiISRiL7z+4iItFk1CirppvlwgutV0pW4aIItWWLzT5OTYW774YOHfyOqHgtXrzY7xBERETCmpJSESm5Vq2yOaV168IVV1hhIL+MG2etX7Kccw689x6UK+dfTCFy//3w559w5pnw1FN+R1P8EhIS/A5BREQkrBU6KXXOxQCLgXWe57V2ztUDpgDVgBSgk+d5+wv7OiIiIfXjj3DeefDXX7Z/991wwgnQqpUlqOeeC3FxxRPLq69CYmJgv0ULmDnTChZFuHnz4OWX7a0cPz7iZyGLiIhIEQjFmtK7gZXZ9ocBz3qeVx/YCtwSgtcQEQmdX3+1Hp9ZCWmWn36yNZ0XXwzVqlnvknHjbJivqLz1Ftx8s5WmBUhIgA8/hEqViu41i8m+fdC9u2337w8NGvgbj18SExNJzP5HBxEREcmhUEmpc64u0AoYl7nvgJbAO5mnTAKuKsxriIiE1O+/W0KalWhWqGCjo+XL5zxv1y4rEdutG9SpA82aWVPNBQsgPT00sUyfDh07QkaG7TduDLNmRU1Z2mHD4IcfLBnt29fvaPwzduxYxo4d63cYIiIiYauwI6XPAfcDmb9RUQ3Y5nleWub+WqBOIV9DRCQ01q61hHTNGtsvWxZmzIAPPoDNm22EsmdPOPbYA5+7dCk89pgtjKxRA266Cd54w6r4FERyMlx/fSDBbdgQZs+2Edoo8NNP9nYBjBkT8bWaREREpAgVeE2pc6418LfneSnOufML8PxEIBGgZs2arF69uqChiISVzZs3+x2C5CLm77+p2b49pVetAsCLi+OvMWPYW68eZH3+nHiiffXqRexvv1H+008p9+mnlF20CJeaGrjY5s3WN/T11/FKlWJfs2b8c/757LngAlJPOgmcyzOWsvPnU+OWW/7/mqnx8WyYMIH0PXsCsRQxz4NZs8pTq1YaTZrkvew/2Hva8+Dmm2uwf3852rXbyTHHbC6uHyus6f9z4UGf0RJtdE9LNHBe1jqmYJ/o3FCgE5AGlAUOA6YBlwI1Pc9Lc86dAQzyPO/SvK7VuHFj79tvvy1QHCLhZvXq1cTHx/sdhmS3cSOcfz58/73tly5trVZat87f83fsgE8+sdHN5GRYv/7g59apY4WSWrWyli4VK+Z8/PPP4fLL4Z9/bL9ePasGVLdu0D9WYYweDbffbtutWsEjj9gM5dwEe09PmmTLZI84wqbvRsngb4G5zD9SFPT/txJa+oyWaKN7WiKFcy7F87zmuT1W4Om7nuf18zyvrud58UB7YK7neTcCnwLXZZ7WBXivoK8hIpKr0aPh6KOteu6wYfDdd4FCQf+2ZYsVLspKSGNiYMqU/CekAIcdFih6tHYtpKTAkCFWJfffo6Lr1sHYsXDVVZaNXXIJjBgBP/8MX31lGWBWQnrUUTB3brEnpD//DL1723bZslboNyEBrr4ali8v3LU3bQpce/hwJaQiIiJyaKGovvtvDwD3Oud+wdaYvlwEryEiJdULL9gQ3x9/2Ahj377QqBHEx9vxDz6APXvs3O3bLSn85hvbL1UKXnvNEsyCKlUqZ9Gjv/6yli7t2x9YoGj/flsnes891m7mnHNg9257rFYtS0iL+a/baWnQqZO9RR062PLa++6zdqjTp1utpRtugJUrD3mpXN13n81uvvBCW3YrIiIicigFnr4bSpq+K9FE02iKUFJSoMdIXsqUgQsusGm7KSl2zDmYOBE6dy66+NLS4OuvbegxORkO9rl25JE2jffEE4suloN49FF46CGbZbx8OVSpYsfXr4cnnrBB6P37Lffu2BEGDoTY2Pzd03PnWjJapoxd+/jji/ZniRQJCQkApGTdi+IrfUZLtNE9LZGiSKbviogUq0mT4LbbAvtnnAETJkC7dja9Nrt9++CjjwIJKVgJ2KJMSAFiY+Hss2HoUBudXbPGsrw2bQItZ6pXt/WpBUxI162zH3nUqOCfm5ICgwfb9sSJgYQUbOB2xAhr4XrbbTbL+bXXLMwePaqTnGw598Hs3Rv45xkwQAlpdikpKUpIRURE8qCRUpEQ018si8CUKXDjjYF+ns2bW2JXubLtp6baes2sEcoVK3I+/4UXoEeP4o353/buteHD+vVzZoNB2LDBltH+9JPt33+/jW4eotgvYMtYExJsWm7PnvD883mfv3q1LZudNCnQtaZGDRs97dwZmjTJ+boPP2znn3QSLFsGcXEF+QlFip4+oyXa6J6WSJHXSKmSUpEQ0/8cQmzq1Jz9PJs0sXmiVase/DmrV1vP0UWL4NJLbZFkhNu40WYkr1hhbVTXrLGRy1tvtcHYmJi8n9+rFzz3HDRoAEuWBAZuD2XNGnjhha3MmFGFH38MHG/UyJLTjh1t6W6TJva3gXnzbOmsSLjSZ7REG93TEik0fVdEwkN6uq25/Pvv/J3/wQdWQCgrIT35ZCsclFdCCoGiR+PHR0VCmlVAeMUKaNjQ3sLp061y7rhx9hbt23fw58+dawlpTIzVZMpvQgpW5PjOO7ezciX873824Fytmg369uljBYTPO88S0ltvVUKaG+fc/7eFERERkQMpKRWR4rFrF7RsaWtBa9SA006zBY6LFgWm5Wb38cdw7bWW7YBVr/3kE1uTWYJs326Dvd98Y+s0s96CVq3sLTrsMHjnHbjySnuL/23bNusZCjbF9j//KVgcztlzX3gB/vzTkuJrrrFEd+NGq900bFgBf0gREREp0ZSUikjR27PHsqZ58wLHFi2CQYMsOa1dG/77X8uutm+Hzz6Dtm2tDCzYfNW5c6FmTT+i983OnXD55bB4ceAtqFUr8Pg559hbdeSRNoB80UU2qprdXXdZ95zTToP+/UMTV1yc/fO8+65V7X3llUPPqBYRERE5mFi/AxCRKLd3L1x9tWVPWWJiAlNywXp9TpxoX7Gx9njWfNSjj7aMp06dYgzaf3v2QOvW1go16y2oW/fA85o2hfnzbXrvwoVw7rk2glq7tuX4r75qPUhffdXe2lCrVs36noqIiIgUlEZKRUq69HQrl7pjR+ivvX8/XHedZUlZnnzS5ntOmWKVcv49HTctLZCQ1q5t2dgxx4Q+tjC2d6+NRM6bZ7n4od6C44+3xPSkk2zd6dln235WS9ennrLZzyIiIiLhSEmpSEm2Y4dVqWnaFI44Ai68EIYPhx9/hMJW5k5NtQo8M2cGjj3yiFXHqVLFChBNmmR9Tr7+2hY8JiQEzq1Z07Kx444rXBwRZt8+W6v5ySe29HbOnPy9BXXrWhL7n//AqlU2tXfLFrjkErjjjqKPW0RERKSglJSKlFS7d1u1nC+/tP3UVEsCe/eGE0+0fpp33QWzZtnQXTDS020UdNq0wLEHH4SHHjrw3FKl4PTTrejR4sVWRWfmTBvya9Cg4D9fBNq503L1Dz+0vxHMmRPcW5D1nJYtbb9KFStArMKvIiIiEs60plSkJPrnH2jTxuZ4Hsxvv1mp1RdesB4iF15oSewVV1gfkIPJyICuXW16bpbevWHIkPzFVqtWzmo+EeC33yyZPPlkGDgQ6tUL7vmeB6+9BvffbwPHVarYSOnJJwcfS6VKltOPGWOjpSVsKW5YGjNmjN8hiIiIhDWNlIqUNPv2WeGhuXMDx4YPh7VrISkJrroKKlTI+Zw9e2DGDLjtNqu607gx9OsHX3xha0CzZGTYOa+8EjjWo4ctaozi4bo+fWyQd9IkG9m8806rSpsfS5bYGtDOnS0hPf10+PxzaNKk4PGULQt33w3NmhX8GhI6iYmJJCYm+h2GiIhI2FJSKlKS7N8P7drZlNwsjz8OvXrZkFq3bjbldvNm6zFyzz25V8hZvhyeeMJKvR55JHToYOVde/aEsWMD53XrBiNGRHVC+vXXMHWqVbjt2NFy9FGjbB3o/ffbW5mbTZusEFHz5vDVV7Z+dOJE227UqFh/BBERERFfKSkVKSnS0ixrmjEjcGzgQBvx/LcyZazp5bPPWtGjn3+G556zqjlxcTnP3bo1UEl31KjA8U6dYPRoWzMapTzPEk+w/P311y1fv+YamyH91FPWX/SRRwLFjdPS4MUXrWJuUpJ1v+nd297mLl2i+u0qsZKSkkhKSvI7DBERkbDlvMJW2AyBxo0be99++63fYYiExOrVq4mPjy/6F/rmG3jzTTjlFLj0UmsYeTBZhYcmTw4ce+ABGDo0+FHMXbusmk5ysi1eXLfuwHNuuMEWSRZFY8ww8sEHcOWVULWqrSutXDnw2KJFMGBAoBtOtWpWBXf6dEtcwXqLjhhhrVzCWbHd01HKZf43Fg7/vxXdzxJ9dE9LpHDOpXie1zy3x6L7N0aRaPXFF3DZZbbWE2x4rUULK0TUqpWt+cxKNjMy4NZbcyak99xTsIQUoGJFa6LZtq0NFS5fbsnpzJmwdKm1gRk9OuoT0vR06NvXtgcMyJmQgrVmmTXL1oc++KAVOc6q9RQfb4PQbdtG9cxmERERkXzRSKlIiBX5Xyy//tqG2HbtOvg5depYldwrroCPPrJSrFluvx1GjlQ2VEgTJliR4WOOsam3Zcoc/FzPszYvL74IZ55p03XLlSu+WAtLf4UvHI2UhhfdzxJtdE9LpNBIqUi0SEmxEdKshLRGDes/snChZT5Z1q2zgkPZiw6BZVEvvqiEtJD++Qcefti2H30074QU7O3O+huBiIiIiOSkkhoikeLbb63Q0Pbttn/EEdbWZcEC+Ptvq37bvr01uczNjTdaZR1V0im0F16wDjpNmljtKBEREREpOP12KhIJVq60arhbtth+lSrwySfQsKHtH3EE3HQTvPGGJahffGFVdbPWlt5yi/UbiYnx7UeIFlu22HJcgGHDlOOLiIiIFJam74qEu59/hgsvhI0bbf+ww6yHaJMmuZ8fGwtnn21fjz9efHGWEEOHwrZt9k9yySV+RyMiIiIS+fQ3fpHi5HnWG7R+fbj2Whg/HtavP/j5q1ZBy5aBcypWtJKuCQnFE6/ksGaNTd0FGyXV0lzJD8/zVORIREQkDxopFSkungf33gvPPWf7v/4KU6fadrNmgXYuzZvbNNs//rCEdO1aO6d8eesN2qKFL+GLFTfat8+W7urvAiIiIiKhoaRUpDh4HvTvH0hI/23JEvsaMsTWh15+uRUwWr3aHi9TBt5/H845p7giln9ZvhxeeQVKl7aKuyIiIiISGkpKRYrDI4/AE08E9q++2hpWJidbUaK0tMBjmzZZJd0scXEwbZotYhTf9O1rf1u47TY47ji/o5FIkpA5rJ6SkuJzJCIiIuFJSalIUXviCRg0KLB/5ZUwZYolm/fdZy1eZs+2BDU5Gf76K3BubCy89ZaNnIpvPvvM/mkqVYKHHvI7Gok0S5Ys8TsEERGRsKakVKQoPfectWbJcuml8PbblpBmqVwZrrvOvjIybBpvcjJ8/z3cequ1ghHfeB488IBt9+kD1av7G4+IiIhItFFSKlJUXnoJevUK7F9wgU3DLVPm4M8pVcoKHTVvXvTxSb6MHw//+x/UqGF1qkREREQktNQSRqQojB8Pd9wR2D/7bJgxA8qV8y8mCdrKldCzp20/8wxUqOBvPCIiIiLRSEmpSIhVmD7dpt1mOe00mDlTGU2E+ecfa/3yzz/QuTPceKPfEYmIiIhEJyWlIqH0zjsc0bu3LUQEaNoUPvoIDjvM37gkaPfdB99+C8cfDyNH+h2NiIiISPTSmlKRUHnvPejQAZeRYfuNGsHHH0OVKv7GJUGbNg1GjbJ6VFOmQMWKfkckkaxbt25+hyAiIhLWlJSKhMKHH0K7doF+oyeeaG1ejjjC37gkaGvWQNeutv3kk9Csmb/xSORLSkryOwQREZGwpum7IoU1Zw5cfTWkpgKQeswxdqxGDZ8Dk2ClpUHHjrBtG7RuDXfd5XdEIiIiItFPSalIYcybB1deCfv22X58PBtefx1q1/Y3LimQwYPhyy/tn2/CBHDO74gkGqSkpJCSkuJ3GCIiImFLSalIQS1YAK1aWXlWgLp1Ye5c0uvU8TeuEmD6dKhf3zrvhMqnn8Jjj1mr2MmTNfNaQqd58+Y0V+9hERGRg1JSKlIQixfDZZfBrl22X7MmzJ0L9er5G1cJ8MYbcN118OuvcPfdsGFD4a+5caO1fPE8GDAAzjuv8NcUERERkfxRUioSrG++gUsugR07bL96dVtDevzx/sZVAowfb8ljerpNsd21Cx5+uHDX9Dy4+WZYvx7OOQceeigkoYqIiIhIPikpFQnG99/DRRfB1q22X7UqfPIJNGzob1wlwMiRcMstlkQ++qgNTMfGwssvWz/RgnruOUhOts49r79u1xQRERGR4qOkVCS/fvoJLrwQNm2y/cqVrQ9p48b+xlUCPP009Ohh2888Aw8+CA0awO23Q0YG9O5tyWqwFi+GBx6w7QkT4KijQheziIiIiOSPklKR/PjtN2jZMrCAsWJF+OgjSEjwN64o53nwyCPQp4/tjxoF994beHzgQDj8cBusTk4O7trbtsH111snnx49oG3bUEUtIiIiIsFQUipyKGvWWEK6bp3tly9vGVCLFv7GVYz274cpUwJ1nQojPT1/53ke9OtniWepUjBxoo2MZletWmBN6X33/X+r2Hxdu2tXWLXK/q7w9NP5Dl9EREREQkxJqUhe1q2zhPT3322/bFmYMcMq4pQgfftChw7QuXPhrvPBB1CunBUpat3aigpNnQqrV+ecfpuRYZV1hw2DmBhr0dKlS+7XvPNOaw/zww+QlJS/OEaMgGnTbAb2W29BmTKF+7lE8rJ48WIWL17sdxgiIiJhy3kFWYgVYo0bN/a+LUylEpGi8Ndf1hvkxx9tPy4O3nvPWsHkYfXq1cTHxxd9fMXkp5/g5JMhLc32p08v2FTXrVutHtTBWrhUqQKnngrNmsGff1rrl7g4SxoP9XrTpsE119jI6c8/27UOZuFCOPts+3mmToWrrw7+Zylpou2elpJN97NEG93TEimccyme5+XauFsjpSK52bTJquxmJaSxsfD224dMSKPRAw9YAnfMMbbfowfs3Bn8dfr0sYT0rLPsbX3zTRuBveQS66qzdSt8+qkVMnrjDRuUfv/9/CXAV11lfz/YvBkee+zg523ZYutI09JsJFYJqYiIiIj/lJSK/NvWrXDxxfDdd7ZfqpRlSW3a+BuXDz77zEZGK1SA+fOheXNYuzb43qBz51rrlrg4GDsWTjjBksOhQ2HWLBuUXrvWZkYPHmy9SGfPhksvzd/1nYPhw+3788/Dr78eeE5WP9I1a+C00+DJJ4P7GUQKKjExkcTERL/DEBERCVtKSkWy27HDMqFly2zfOXjlFbjuOl/D8kNGRqDSbd++ULeurdksVcoSv5SU/F1nzx7I+n18wAA46aQDz3EO6tSxdaYPPwyvvWZTbIPRrJmteU1NDbR5yW74cEt6Dz/cRmnj4oK7vkhBjR07lrFjx/odhoiISNhSUiqSZdcuuOIKWLQocGzcOBu2K4FefRWWLrVkNCs5bdoU7rnHEtbExMA607wMGmQjl6ecknuyGEqPPWaFlN59F+bNCxxfsMASa4BJk0BLb0RERETCh5JSEbDhvCuvhC+/DBx76SXrG1IC7d4N/fvb9tCh1gUny+DBcPTRsGQJvPBC3tdZssTWiJYqFZi+W5Tq1IH777fte++15HnzZrjhBkuge/cukbOwRURERMKaklKRvXut4s1nnwWOPfss3HabbyH57emnrQJu8+bQsWPOxypWhJEjbfuhh2yNZm5SU+GWWwLtXU47rWhjztKnj7WcSUmx0d7OneGPP+CMMyzBFhEREZHwoqRUSrb9+6FdO/j448CxJ56wOaol1Lp1gSJAw4fbKOe/tW5ty2x377ZqvLl1lnrmGVuaGx8PQ4YUZcQ5VagAjz9u24mJkJwMVavaOtLSpYsvDhERERHJHyWlUnKlpkKHDvDBB4FjgwYV/cLHEFm+3KaihrrF74MP2mzma6+Fc845+HkjRsBhh1nxoGnTcj7288/2VgKMGWOJYnHq1MkKH+3fb/uvvgpHHVW8MYiIiIhI/igplZIpPd3mdU6dGjjWr1/wvU581Lu3JYSdO9uPEwopKVYIqHRpGDYs73Nr1w5Mh+3ZE7Zvt+2MDOjWDfbtgy5drA9pcStVCl580SrtDhli9atE/NKsWTOaNWvmdxgiIiJhS0mplDwZGbbYccqUwLFevax0q3P+xRWEFSusjyfAN9/A6NGFv6bnWaILcNddcNxxh35O9+5w+um2/nTAADs2bhx8/jkceaRN//XLGWdYy9msuET8kpKSQkp+eyiJiIiUQEpKpWTxPCtgNGlS4Ngdd9gCyAhJSAGee86+N25s3wcMgI0bC3fN996zZLJatfwncjEx1rs0JsaKH02bZoWGwCrzVq1auJhEREREJPopKZXItmEDvP++DdUdiudZGdjsTexvvdWypwhKSDdutDWSAG+/bdNjt22z2ccFtX9/IJkcNMimveZX48Y2wup5cM01sGOHrXVt167g8YiIiIhIyaGkVCLXsmVw8snQtq01qGza1Ib4vvrqwEWWnmcNLLM31uzUyea95lZetgjt2gUffmh9Mwti9Ghbr9m6NZxwAjz/vK0BffllWLiwYNccNQp++QUaNLApucEaONCq7AJUqmSjphGU54sUKeccTv9BiIiIHJSSUolMK1bAxRfDli2BY8uW2brQs86CGjXgpptg8mTYvNkKGD39dODc66+H8eNt3mkx2rULLrrICu9krd8Mxr59gR6hvXrZ9wYN4N57bfvOO4MverRlCzzyiG0//XTB2qaULw8TJsDRR1u13bp1g7+GiIiIiJRMSkol8vz0E1x4IWzaZPvlyh2YSW3eDK+/DjfeCNWrw6OPBh676ip47TWIjS22kMGmyF57bWA088UXg2/nMmUK/PWXTZm94ILA8QEDLBFMSbER0/zascMGmrdutbe0Vavg4snu/PPh99+ty46IiIiISH4pKZXI8uuv0LKlZWZgc0U//dQS1Hfftaq6tWrlfI7nBbavuMIyu4IMBxZCRoa1R/n4Y8uRr73Wjt15Z87w8uJ5gQJH99yTc3psxYpWqwlsbenmzYe+3rZtth51/nyb/TxmjKbcioiIiEjxU1IqkeP33y0hXbfO9suXh+Rk60ly2GFWZWfcOFi71oYMhwyBFi0Cmdall1riWqZMsYbtedZiZcoUy6E//NDCrF7dEsLXX8/fdT7/3GYoH3lk7qOR7drZ27NlCzz4YN7X2rzZRkYXLoRjjoF58/LXAkZEREREJNSUlEpkWLfOsqg1a2y/bFmYMQPOPvvAc0uVgmbNbE7rggU2qpqSYgls2bLFGze2XnPkSIiLs7YrCQlW3XbYMHu8Tx+bRnsozz5r3++4I/cfwzmr4xQba21aFi/O/Tp//21Tf5cssUR03jw49tgC/WgiIiIiIoWmpFTC34YNlpD++qvtx8XB9Ok2LJgf1atbklrMVXbBqtoOGmQv/cYbOdeBduliA7kbNtg5efnlF8vB4+Lg9tsPfl7Dhtb1xvOgRw+bIpzdn3/CeefB8uVw4omWkB59dEF/OhERERGRwlNSKuFt0yYrV/vjj7YfGwvvvGNTccPclCmWGIKt17zmmpyPlyoVaJ3y/PPw3XcHv9aIEZZo3nijTd/Ny8CBtqx24UKYODFw/I8/LCH94Qdo1Ag++wxq1y7ITyYiwRgzZgxjxozxOwwREZGwpaRUwtfWrdb2ZcUK24+JsUzvyiv9jSsfPv4YOne2RHLoULj11tzPa9YMbrvN2rj06JF70aNt26zdCgTawOSlUqVA95sHHrC3cdUqOPdcG3Ft1sxqQ9WoUaAfTUSClJiYSGJiot9hiIiIhC0lpRKetm+30dBly2zfOXjlFStbG+aWLo3j6qshNdX6hz7wQN7nP/ooVKtmhYymTDnw8XHjYPdum8HcqFH+YujQwZLQTZsgMdG2V6+2mlBz5tjriYiIiIiEAyWlEn527bLWLYsWBY6NHw8dOxbocqmpsHFjiGI7hGXLoGvXGuzZYyOlTz116DYrVavCE0/Y9n33wc6dgcfS0qx4EeRvlDSLc9YHNSbGZjuvXWs1oT7+2IosiUjxSUpKIikpye8wREREwpaSUgkve/bY9Nyvvgoce+kluPnmoC+1fj0MHgzx8bYOs02bQK2kUPM8GD3aChdt2xZD69Y2wpnf2kpdu8Jpp1khoiFDAsenTrWCwyecAJdfHlxMjRpZ0SOwmlAffWSdc0SkeHXv3p3u3bv7HYaIiEjYUlIq4WPvXrjqKqvAk2XECFt0mU+eZxVlb7jBqsoOGmSJXqlSVr325JPhoYcs9w2V7dvt9W6/Hfbtgxtu2Mlbb0Hp0vm/RvaiR88+CytX2vGsNjB3312w4sFPPWX5/YcfQoUKwT9fRERERKSoFTgpdc4d5Zz71Dn3vXNuhXPu7szjVZ1zs51zP2d+rxK6cCVq7d8P110Hs2cHjj35JNx1V76evmuXjVQ2aWIVZt96yxLUa66xNZRr19p02n37bA3nSSfZKGRuhYWC8b//QdOm8PbbULEiTJ4MTzyxmXLlgr9W8+bQrZtN2e3ZE77+2r6qVLH2MQVRqhSccYa1khERERERCUeFGSlNA3p7ntcQaAHc6ZxrCPQF5niedzwwJ3Nf5OBSU6F9e5g5M3DskUegT59DPnXrVstb69Sxkcrly62q7IABVtjn3Xdt6mqtWjBpEsyfD6eealNir70WLrkkMCoZjIwMeOYZOOssq2zbrBksXWoFhgrj8cdtjemcOYEltImJGuUUERERkehV4KTU87z1nuctydzeCawE6gBtgUmZp00CripkjBLN0tOhUyeYNi1w7MEHbY5tPtx2mxUC2rHDEsTJky3hHDIE6tY98PyzzoLFi2HUKBuB/OQTaNzY8t/sBYbysmmTrU+97z4b1bz7bpsiW79+/p6fl2rVLDEFS3ZjYwO9TkVEREREolFsKC7inIsHmgILgRqe563PfGgDoG6IkruMDKvw8+abgWO9e+es9JOHLVssly1VypLC00/P38vGxNioart2lv+OHWt9PSdOtAS1du2cX3Xq2PdatWDhQhvBXLfOktoJE6Bt2+B/9LzceqvFlJJiMeaWXIuIiIiIRItCJ6XOuYrAu8A9nuftcNn6X3ie5znncl2155xLBBIBatasyerVqwsbikSSjAyqPfgglbI15tzRuTNb7rwTfv89X5d47bVKpKZW4+yz/6FGjb8oyC3Urx+0ahXHwIHVWLasDHPn5u95CQl7GTFiI3XqpB/wups3bw4+kH958slYxo6tTI8e21i9Or3Q1xMpjFDc04L+PxcmdD9LtNE9LdGgUEmpc640lpC+7nne1MzDfznnanmet945Vwv4O7fnep6XBCQBNG7c2IuPjy9MKBJJPM8WgmZLSOnWjcNGj+awIErMJifb9+7dy1GY+yc+3rrQrFxpBZH+/DPwtW5dYHv9equO26cPDB5cltKlj8rjmgWPJyumli0BKhXqOiKhos/ogvMKW1FNQk73s0Qb3dMS6QqclDobEn0ZWOl53vBsD70PdAGeyPz+XqEilOjieZbVvfhi4FinTlY6N4iE9OefYcECKwB09dWFD8s5aNjQvg4mPd1qMpUtW/jXExERERERU5iR0rOATsBy59yyzGP9sWT0LefcLcDvwPWFilCiy0MPWdnaLDfcAOPHB92E89VX7ft11xVfZdqYGPsSEREREZHQKXBS6nnefMAd5OELC3pdiWKPPgqPPRbYv/pqyy5jg7sNMzICSWnnziGMT0SkCCQkJACQkpLicyQiIiLhKSTVd0UO6amncrZ5adXK1pSWLh30pebPtx6kRx0F558fsghFRIrEkiVL/A5BREQkrBW4T6lIvj3/PNx/f2D/4ovhnXcgLq5Al3vlFft+001Bz/oVEREREZEwo1/pJTjp6bBrV/7PHzMG7r47sH/++TB9eoGrBf3zD7z9tm136lSgS4iIiIiISBhRUir5t2EDnHYaVKoEjRpB374wbx6kpeV+/sSJcNttgf0zz4QZM6B8+QKH8P77sGMHNG8OJ51U4MuIiIiIiEiYUFIq+bNxI1x4IWStjfruOxg2DM47D6pXh/btrfrQxo32+OTJ0LVr4Pn/+Y81Fq1YsVBhZE3dVYEjEREREZHooEJHcmhbttg60O+/z/3xbdvgzTftyzlISIClS60nKcCpp8KsWVC5cqHC2LDBLhMbazmwiIiIiIhEPiWlkrft2+HSS+Gbb2zfOesrWrWqjXzOnAlr1wbO9zxYvDiwf8opMHs2VKlS6FDeeMOWtLZpY4OzIiKRoFu3bn6HICIiEtaUlMrB7dwJl1+eM8kcPx5uvtm227SxJHT5cktOk5Phq6+skShAgwbwySdwxBEhCUdTd0UkEiUlJfkdgoiISFhTUiq527MHrrwSFiwIHBszJpCQZnEOGje2r379bKrvrFk217ZLFxtRDYHly2HZMjj8cGjdOiSXFBERERGRMKCkVA60dy+0bQuffx449vzzkJh46OdWrQodOoQ8pFdfte/t20OZMiG/vIhIkUlJSQEgISHB50hERETCk5JSyWn/frj2Wpt2m+Wpp6BnT99CSk+H116zbU3dFZFI07x5cwC8rOJvIiIikoNawkhAaqoNRSYnB44NGQL33edfTMCcObB+PdSvDy1a+BqKiIiIiIiEmJJSMWlp0KkTTJsWOPbggzBggH8xZcoqcNSpky1hFRERERGR6KGkVKxabteu1mc0y3332Sjpv6SlwebNxRfazp2BPPmmm4rvdUVEREREpHgoKS3pMjKge/dAJSGAHj3gySdzHZa85RaoVcsK7BaHqVOtEPA558CxxxbPa4qIiIiISPFRUlqSeR7cdReMGxc41q0bjBiRa0K6YIFNpU1NtW4vGzcWfYjqTSoiIiIiEt2UlJZUnmdTdEeODBzr0gVGj4ZSB94WWacDVKgAf/1l+WtRFpNcswY+/dRawLRrV3SvIyIiIiIi/lFSWhJ5nhUwGj48cKx9e3j55VwTUrB1nV99BdWrw9dfQ+XK8N57OQdZQ+n336FPHwv1qqvs9UREItHixYtZvHix32GIiIiELSWlJdGjj8Ljjwf2r7nG5snGxOR6emoq9O1r2wMHwimnwKhRtn/PPfDTT6EL7euv4YYb4Ljj4K23LEe+447QXV9EpLglJCSQkJDgdxgiIiJhS0lpSfPkk/Dww4H9Vq3gjTegdOmDPmXMGPj5ZzjhBEhMtGMdO9rXnj1WFTc1teAhpaXB22/DmWfCGWdYMuqcXf9//4Nzzy34tUVEREREJLwpKS1JRoyABx4I7F9yCbzzDsTFHfQp27fDoEG2PWxYztx15Eg4+mhYtAgeeST4cLZvh2eegfr14frrrZBSlSo2KrtqFbz+OmhwQUQiXWJiIolZf9ETERGRAygpLSlGj7a5tlnOP98WipYtm+fTnnjC+pKefTa0bZvzscMPt04yztls4Pnz8xfKP/9Yolu3rhVP+v13OP54S3L/+AOGDrXHRESiwdixYxk7dqzfYYiIiIQtJaUlwYQJcPvtgf2zzoIZM6B8+Tyf9scf8Nxztv3007l2ieHcc21kMyMDOnWy0c+8fPABnHwyDB4Mu3bBBRdYKD/8YGtHK1QI7kcTEREREZHIpqS0JHAukFGedhokJ0PFiod82oABsHevFR46/fSDnzdokE2zXb0aevbM/ZxVq6BNG7jySttu1AjmzYO5c6F164MW/RURERERkSinVKAkuPlmeO01+M9/4KOP4LDDDvmUpUttam7p0jkL9eYmLs4uX66cPefNNwOP7d0LQ4ZAw4Y2IlqpEjz7LCxZAuecU7gfS0REREREIp+S0pKiY8dAJaFD8LxAj9AePeDYYw99+RNPDLQ9ve02m/o7a5aNiD78sCWnHTvaNN177oHY2ML9OCIiIiIiEh2UGpQkB+lD+m8ffQRz5lghowED8n/57t1tZvCMGTadd+NGO37SSVbE6IILgg9ZRERERESim5JSySEtzUZJwRLSqlXz/1znYNw4Gx39+28rWjRwINx9d55dZ0REolqzZs38DkFERCSsKSmVHCZOhBUrID7epu4G68gjbaT13XdtGq9au4hISZeSkuJ3CCIiImFNSan8v927bf0nWHGjMmUKdp2mTe1LRERERETkUFToSP7f4MGwfr0V6b3hBr+jERERERGRkkBJaZh7+224/XbYtavoXsPzoH9/eOopWxf6zDPqGyoiEirOOVxWr2gRERE5gKbvhrGNG6FrV0tI09MhKSn0r5GRAXfdZdVxY2LglVfUP1RERERERIqPxsPC2NChgRHSsWNh+vTQXj8tDW6+2RLSMmVg2jTrJSoiIiIiIlJclJSGqT/+gFGjbLtbN/t+66225jMU9u2D66+HV1+11i3JyXDllaG5toiIiIiISH4pKQ1TQ4ZY4njDDTB6NFx8MWzebNN5Pa9w19692xLQadOgShWYMwdatgxN3CIiIiIiIsFQUhqGfvoJxo+3NZ6PPGJFhyZOhKpVrQfoyJEFv/a2bXDJJTB7NtSoAZ99BqefHqLARUREREREgqSkNAwNHGiFjW6+GU44wY7Vrm3rSgH69IHvvw/+un//DRdcAF99BUcfDV98AY0bhyxsERERERGRoKn6bpj55huYMgXi4uDhh3M+ds01Nn13/HgrSLRwoRUoyo81a2yE9McfLdGdPdsSUxERKVpjxozxOwQREZGwppHSMDNggH2/447ck8bnnoPjjrPk9aGHDn291FR49lk45RRLSJs0gXnzlJCKiBSXxMREEhMT/Q5DREQkbCkpLYAePeDUU2H79tBe98sv4YMPrBpuv365n1OpErz2mq03ffpp+PTTg1/v88+haVO4917YuRPatLHza9QIbdwiIiIiIiIFpaQ0SL/8Yq1avvnGqteGiudB//623asXHHnkwc9t0cJGVD0POneGrVtzPv7nnza99/zzYcUKOPZYS3bfe8+q7YqISPFJSkoiKSnJ7zBERETClpLSIL30UqAly9Spobvu7Nk2rbZKFejd+9DnDxhgVXPXroXbb7eYUlNt9LRBA3jjDShb1qr3rlgBrVqFLlYREcm/7t270717d7/DEBERCVsqdBSE3butyFCWjz+2abGVKhXuutlHSfv2hcMPP/RzYmNtGu+pp8Kbb8Ixx8CMGbBypT1+9dUwfDjExxcuNhERERERkaKkkdIgTJ5sfT5btICzzoJ9+yA5ufDXnToVUlKgZk1br5pf9evDiBG2/eSTlpAef7z1Mp06VQmpiIiIiIiEPyWl+eR58OKLtt2jB1x7rW0Xdgpvenqg4u5DD0H58sE9v2tX6NLFRmsffxyWL4dLLy1cTCIiIiIiIsVFSWk+zZ8P335rBYiuu86mxwLMnAn//FPw6772GvzwA9SrB7feGvzznYMJE2wEt1+//PctFRERERERCQdKSvMpa5Q0MdESv/h4SEiwdaazZxfsmvv2wcCBtj14MMTFFew6zkEp/UuKiIiIiEgEUiqTD+vW2TTdmBjIXkDxmmvse0Gn8I4dC7//Dg0bWgsXERERERGRkkZJaT4kJUFamk3ZrVs3cDwrKX3/fWvHEoz9+2HoUNseMsQSXhERiT6e5+Fl9RITERGRAygpPYT9+y0phQMr4554oo1ybt0Kn30W3HUnT4Y//4RTTgmsTxURERERESlplJQewtSpsGGDJY/nnnvg4wWZwpuRAU89Zdt9+tiaUBERERERkZJISekhZG8Dk1vymJWUTptm7V3yIzkZvv/epgK3bx+aOEVEJDwlJCSQkJDgdxgiIiJhK9bvAMLZ0qXw5ZdQuTLceGPu55x6qrVzWbUKFiyAs88+9HWffNK+9+pV8Iq7IiISGZYsWeJ3CCIiImFNI6V5GDnSvv/3v1CxYu7nOBcYLX333UNfc8EC+OILS3S7dQtNnCIiIiIiIpFKSelBbNkCr79u23fckfe52deVHqrAYtZa0jvugEqVChejiIiIiIhIpFNSehDjx8PevXDZZXD88Xmf26IF1KoFa9ZAXrO0fvwRpk+3Kbt33RXScEVERERERCKSktJcpKfDqFG2feedhz6/VKlAW5e8pvA+84yNpHbpAjVrFj5OERERERGRSKekNBcffmiFi+rVg8svz99zsq8rzW0K74YNMGmSrUHt3Tt0sYqIiIiIiEQyVd/NRVYbmDvugJiY/D3nvPOgalX46SdYuRIaNsz5+PPPw/79NqLaoEFo4xURkfDVTVXtRERE8hQRI6W7dsFvv0FGRtG/1k8/waxZULYsdO2a/+fFxkLbtrb97ym8O3cGpgPff39o4hQRkciQlJREUlKS32GIiIiErbBPStPT4Ywz4Ljj4LDD4MwzbQRzzBhYuBD27Ant62W1gbnxRhv5DEb2KrzZjR0L27fDOedYUSQRERERERExYT999/334bvvrJjQ7t3W53PBgsDjzsEJJ8Cpp9r6z86d7VhBfP55YESzR4/gn3/RRdbmZdkyG9k99libsvvss/a4RklFREqelJQUABISEnyOREREJDyF/Ujp8OH2/bnnYONG+OQTePppuOkmaNTIktUff4Q334Sbb4Zhwwr2OmvWwHXXQVoa9OljSW6wypaFVq1sO2u0dMoUWLvW1phecUXBYhMRkcjVvHlzmjdv7ncYIiIiYSusk9L//Q/mz4fKleG//4UjjoALL7Tqta++Ct9+a+tNU1LgySdthLRfP3jlleBeZ88euOoq2LQJLrkEhg4teMzZp/B6Hjz1lO336WMJtIiIiIiIiASE9fTdrGmv3btDxYq5n1O2LDRrZl9ly8Jdd8Ett0CNGnDppYd+Dc+Dbt1g6VJbtzplSv4r7ubm8sstjgUL4OWXbepx7drQsWPBrykiIiIiIhKtwnbsbs0aePttq2rbs2f+ntOzJzzwgE3BvfZaG0E9lGeegcmToUIFeO89qFKlcHFXrBhIhrPWpfbqBXFxhbuuiIiIiIhINArbpPT5563y7vXXQ926+X/e44/betPdu20N56+/Hvzcjz+2JBZsOvDJJxcu5ixZU3j37bOKwYmJobmuiIiIiIhItAnLpHTHDmujAjbKGIxSpWza7MUXw99/w2WXWYGkf/v1V2jf3nqfPvwwXH114ePOcuWVNsILcPvtlpiKiIiIiIjIgcIyKR0/3hLTc8+FghQsjIuDd9+Fpk3hl1+sIu7u3YHHd+2Ctm1h61Zo0wYGDgxd7GBTgG+5BerVg3vuCe21RUREREREokmRJKXOucuccz86535xzvUN5rlpaTBihG3fe2/BY6hUCZKTIT4eFi2yacCpqTYy2qULrFgBJ55o03aLoiru6NHWq7RmzdBfW0REIsfixYtZvHix32GIiIiErZBX33XOxQAjgYuBtcAi59z7nud9n5/nT58Oq1dD/fo2DbYwataEWbPgzDMtQb3tNktSp061NjPvvaeptSIiUrQSEhL8DkFERCSsFUVLmNOAXzzP+w3AOTcFaAvkKykdPty+9+oVmhHME06AmTPhggtsWrDFZBV3Tzih8NcXERERERGRgiuK6bt1gD+y7a/NPHZICxbYV5UqNsU2VE4/Hd56K5DkPvaYVeYVEREpaomJiSSqDLuIiMhBFcVIab445xKBRICaNWuyevVqHn20OlCBDh22sXHjtlyr5hbUKafAK6+UZc2aWNq338Xq1aG7tkh2mzdv9jsEkZDSPV04YzPLyffv39/nSAR0P0v00T0t0aAoktJ1wFHZ9utmHsvB87wkIAmgcePGHsTz0UdQujQ8+ODh1K59eMgDi4/P2joi5NcWyS4+cLOJRAXd04Wn9zB86N9Coo3uaYl0RTF9dxFwvHOunnMuDmgPvH+oJz3/vFXGbd8eatcugqhEREREREQk7IR8pNTzvDTnXA9gFhADjPc8b0Vez0lPh3HjbLtXr1BHJCIiIiIiIuGqSNaUep6XDCTn9/wtW0qxc6dVyG3atCgiEhERERERkXBUFNN3g7Z5cwwA997rcyAiIiIiIiJSrHyrvptdaqrjhBPUpkVERKJPs2bN/A5BREQkrIVFUgq2lrRUWIzbioiIhE5KSorfIYiIiIS1sEgDY2Kgc2e/oxAREREREZHiFhZJ6bHHplK+vN9RiIiIiIiISHELi6S0bFnP7xBERESKhHMO55zfYYiIiIStsEhKRUREREREpGRSUioiIiIiIiK+UVIqIiIiIiIivlFSKiIiIiIiIr5RUioiIiIiIiK+UVIqIiIiIiIivon1OwAREZFoNmbMGL9DEBERCWtKSkVERIpQYmKi3yGIiIiENU3fFREREREREd8oKRURESlCSUlJJCUl+R2GiIhI2NL0XRERkSLUvXt3QNN4RUREDkYjpSIiIiIiIuIbJaUiIiIiIiLiGyWlIiIiIiIi4hslpSIiIiIiIuIbJaUiIiIiIiLiGyWlIiIiIiIi4hvneZ7fMeCc2wn86HccIiFyBLDJ7yBEQkj3tEQT3c8SbXRPS6Q4xvO86rk9EC59Sn/0PK+530GIhIJzbrHuZ4kmuqclmuh+lmije1qigabvioiIiIiIiG+UlIqIiIiIiIhvwiUpTfI7AJEQ0v0s0Ub3tEQT3c8SbXRPS8QLi0JHIiIiIiIiUjKFy0ipiIiIiIiIlEC+J6XOucuccz86535xzvX1Ox6RYDjnjnLOfeqc+945t8I5d3fm8arOudnOuZ8zv1fxO1aR/HLOxTjnljrnPsjcr+ecW5j5Of2mcy7O7xhF8ss5d7hz7h3n3A/OuZXOuTP0GS2RyjnXK/P3je+cc28458rqM1qiga9JqXMuBhgJXA40BDo45xr6GZNIkNKA3p7nNQRaAHdm3sN9gTme5x0PzMncF4kUdwMrs+0PA571PK8+sBW4xZeoRApmBPCR53knAk2we1uf0RJxnHN1gLuA5p7nnQLEAO3RZ7REAb9HSk8DfvE87zfP8/YDU4C2Psckkm+e5633PG9J5vZO7JedOth9PCnztEnAVb4EKBIk51xdoBUwLnPfAS2BdzJP0f0sEcM5Vxk4F3gZwPO8/Z7nbUOf0RK5YoFyzrlYoDywHn1GSxTwOymtA/yRbX9t5jGRiOOciweaAguBGp7nrc98aANQw6+4RIL0HHA/kJG5Xw3Y5nleWua+PqclktQDNgITMqekj3POVUCf0RKBPM9bBzwNrMGS0e1ACvqMlijgd1IqEhWccxWBd4F7PM/bkf0xz0pcq8y1hD3nXGvgb8/zUvyORSREYoFmwEue5zUFdvOvqbr6jJZIkbn2uS32x5baQAXgMl+DEgkRv5PSdcBR2fbrZh4TiRjOudJYQvq653lTMw//5Zyrlfl4LeBvv+ITCcJZQBvn3GpsOUVLbD3e4ZlTxUCf0xJZ1gJrPc9bmLn/Dpak6jNaItFFwCrP8zZ6npcKTMU+t/UZLRHP76R0EXB8ZtWwOGyx9vs+xySSb5nr7V4GVnqeNzzbQ+8DXTK3uwDvFXdsIsHyPK+f53l1Pc+Lxz6P53qedyPwKXBd5mm6nyVieJ63AfjDOdcg89CFwPfoM1oi0xqghXOufObvH1n3sz6jJeI5m7XiYwDOXYGtYYoBxnue95ivAYkEwTl3NvAFsJzAGrz+2LrSt4Cjgd+B6z3P2+JLkCIF4Jw7H7jP87zWzrljsZHTqsBS4CbP8/b5GJ5IvjnnTsUKd8UBvwH/xf4or89oiTjOucHADVj1/6XArdgaUn1GS0TzPSkVERERERGRksvv6bsiIiIiIiJSgikpFREREREREd8oKRURERERERHfKCkVERERERER3ygpFREREREREd8oKRURERERERHfKCkVERERERER3ygpFREREREREd/8H9KsWieCaVl1AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#create data with linear trend\n", + "np.random.seed(123)\n", + "t = np.arange(100)\n", + "y = t + 2* np.random.normal(size = 100)#linear trend\n", + "\n", + "t_train = t[:50].reshape(-1,1)\n", + "t_test = t[50:].reshape(-1,1)\n", + "\n", + "n_lags = 10\n", + "\n", + "y_train = y[:50]\n", + "X_train_shift = pd.concat([pd.DataFrame(y_train).shift(t) for t in range(1,n_lags)],1).diff().values[n_lags:,:]\n", + "y_train_shift = np.diff(y_train)[n_lags-1:]\n", + "y_test = y[50:]\n", + "\n", + "tree = DecisionTreeRegressor(max_depth = 1)\n", + "tree.fit(X_train_shift, y_train_shift)\n", + "\n", + "y_pred_train = tree.predict(X_train_shift).reshape(-1)\n", + "\n", + "Xt = np.concatenate([X_train_shift[-1,1:].reshape(1,-1),np.array(y_train_shift[-1]).reshape(1,1)],1)\n", + "predictions_test = []\n", + "\n", + "for t in range(len(y_test)):\n", + " pred = tree.predict(Xt)\n", + " predictions_test.append(pred[0])\n", + " Xt = np.concatenate([np.array(pred).reshape(1,1),Xt[-1,1:].reshape(1,-1)],1)\n", + " \n", + "y_pred_test = np.array(predictions_test)\n", + "\n", + "y_pred_train = y_train[n_lags-2]+np.cumsum(y_pred_train)\n", + "y_pred_test = y_train[-1]+np.cumsum(y_pred_test)\n", + "\n", + "\n", + "\n", + "plt.figure(figsize = (16,8))\n", + "plt.plot(t_train.reshape(-1), y_train, label = \"Training data\", color=\"blue\", lw=2)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_train[-1]],y_test]), label = \"Test data\", \n", + " color=\"blue\", ls = \"dotted\", lw=2)\n", + "\n", + "\n", + "plt.plot(t_train.reshape(-1)[n_lags:], y_pred_train, label = \"Decision Tree insample predictions\", \n", + " color=\"red\", lw = 3)\n", + "plt.plot(np.concatenate([np.array(t_train[-1]),t_test.reshape(-1)]), \n", + " np.concatenate([[y_pred_train[-1]],y_pred_test]), label = \"Decision Tree out-of-sample predictions\", \n", + " color=\"purple\", lw=3)\n", + "\n", + "plt.grid(alpha = 0.5)\n", + "plt.axvline(t_train[-1], color=\"black\", lw=2, ls=\"dashed\")\n", + "plt.legend(fontsize=13)\n", + "plt.title(\"Decision Tree VS. Time-Series with linear trend\", fontsize=15)\n", + "\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "markdown", + "id": "aa0084cc-d48f-435d-91cc-c796c1082dad", + "metadata": {}, + "source": [ + "# Probabilistic forecasting with Random Forests\n", + "[Dataset](https://www.kaggle.com/datasets/bulentsiyah/for-simple-exercises-time-series-forecasting)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "593dbfe3-27d4-499a-9cc2-6835ce9e1c97", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Alcohol Sales')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv(\"Alcohol_Sales.csv\")\n", + "df.columns = [\"date\", \"sales\"]\n", + "df[\"date\"] = pd.to_datetime(df[\"date\"])\n", + "df = df.set_index(\"date\")\n", + "\n", + "df_train = df.iloc[:-48]\n", + "df_test = df.iloc[-48:]\n", + "\n", + "plt.figure(figsize = (18,7))\n", + "plt.plot(df, label=\"Training data\")\n", + "plt.plot(df_test, label = \"Test data\")\n", + "plt.grid(alpha=0.5)\n", + "plt.margins(x=0)\n", + "plt.title(\"Alcohol Sales\")\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "ff0ec35a-0e8c-4f03-b9c6-53e55bf3e8c4", + "metadata": {}, + "source": [ + "## Make time-series stationary\n", + "- shift from positive only to all reals via log\n", + "- remove trend via first-order differencing\n", + "- remove yearly seasonlity via 12th-order differencing" + ] + }, + { + "cell_type": "markdown", + "id": "ddf3b887-056a-4916-b8b8-11ac4f59c089", + "metadata": {}, + "source": [ + "## Fit Random Forest model and perform forecast" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "eb3a69f7-cb97-407b-bd22-af6f552ee566", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "from copy import deepcopy\n", + "\n", + "\n", + "class RandomForestARModel():\n", + " \"\"\"\n", + " Autoregressive forecasting with Random Forests\n", + " \"\"\"\n", + " \n", + " def __init__(self, n_lags=1, max_depth = 3, n_estimators=1000, random_state = 123,\n", + " log_transform = False, first_differences = False, seasonal_differences = None):\n", + " \"\"\"\n", + " Args:\n", + " n_lags: Number of lagged features to consider in autoregressive model\n", + " max_depth: Max depth for the forest's regression trees\n", + " random_state: Random state to pass to random forest\n", + " \n", + " log_transform: Whether the input should be log-transformed\n", + " first_differences: Whether the input should be singly differenced\n", + " seasonal_differences: Seasonality to consider, if 'None' then no seasonality is presumed\n", + " \"\"\"\n", + " \n", + " self.n_lags = n_lags\n", + " self.model = RandomForestRegressor(max_depth = max_depth, n_estimators = n_estimators, random_state = random_state)\n", + " \n", + " self.log_transform = log_transform\n", + " self.first_differences = first_differences\n", + " self.seasonal_differences = seasonal_differences\n", + " \n", + " \n", + " \n", + " def fit(self, y):\n", + " \"\"\"\n", + " Args:\n", + " y: training data (numpy array or pandas series/dataframe)\n", + " \"\"\"\n", + " #enable pandas functions via dataframes\n", + " y_df = pd.DataFrame(y)\n", + " self.y_df = deepcopy(y_df)\n", + " \n", + " #apply transformations and store results for retransformations\n", + " if self.log_transform:\n", + " y_df = np.log(y_df)\n", + " self.y_logged = deepcopy(y_df)\n", + " \n", + " if self.first_differences:\n", + " y_df = y_df.diff().dropna()\n", + " self.y_diffed = deepcopy(y_df)\n", + " \n", + " if self.seasonal_differences is not None:\n", + " y_df = y_df.diff(self.seasonal_differences).dropna()\n", + " self.y_diffed_seasonal = deepcopy(y_df)\n", + " \n", + " \n", + " #get lagged features\n", + " Xtrain = pd.concat([y_df.shift(t) for t in range(1,self.n_lags+1)],axis=1).dropna()\n", + " self.Xtrain = Xtrain\n", + " \n", + " ytrain = y_df.loc[Xtrain.index,:]\n", + " self.ytrain = ytrain\n", + "\n", + " self.model.fit(Xtrain.values,ytrain.values.reshape(-1))\n", + "\n", + " \n", + " \n", + " def sample_forecast(self, n_periods = 1, n_samples = 10000, random_seed =123):\n", + " \"\"\"\n", + " Draw forecasting samples by randomly drawing from all trees in the forest per forecast period\n", + " Args:\n", + " n_periods: Ammount of periods to forecast\n", + " n_samples: Number of samples to draw\n", + " random_seed: Random seed for numpy\n", + " \"\"\"\n", + " samples = self._perform_forecast(n_periods, n_samples, random_seed)\n", + " output = self._retransform_forecast(samples, n_periods)\n", + " \n", + " return output\n", + " \n", + " \n", + " \n", + " def _perform_forecast(self, n_periods, n_samples, random_seed):\n", + " \"\"\"\n", + " Forecast transformed observations\n", + " Args:\n", + " n_periods: Ammount of periods to forecast\n", + " n_samples: Number of samples to draw\n", + " random_seed: Random seed for numpy\n", + " \"\"\"\n", + " samples = []\n", + " \n", + " np.random.seed(random_seed)\n", + " for i in range(n_samples):\n", + " #store lagged features for each period\n", + " Xf = np.concatenate([self.Xtrain.iloc[-1,1:].values.reshape(1,-1),\n", + " self.ytrain.iloc[-1].values.reshape(1,1)],1)\n", + "\n", + " forecasts = []\n", + "\n", + " for t in range(n_periods):\n", + " tree = self.model.estimators_[np.random.randint(len(self.model.estimators_))]\n", + " pred = tree.predict(Xf)[0]\n", + " forecasts.append(pred)\n", + " \n", + " #update lagged features for next period\n", + " Xf = np.concatenate([Xf[:,1:],np.array([[pred]])],1)\n", + " \n", + " samples.append(forecasts)\n", + " \n", + " return samples\n", + " \n", + " \n", + " \n", + " def _retransform_forecast(self, samples, n_periods):\n", + " \"\"\"\n", + " Retransform forecast (re-difference and exponentiate)\n", + " Args:\n", + " samples: Forecast samples for retransformation\n", + " n_periods: Ammount of periods to forecast\n", + " \"\"\"\n", + " \n", + " full_sample_tree = []\n", + "\n", + " for samp in samples:\n", + " draw = np.array(samp)\n", + " \n", + " #retransform seasonal differencing\n", + " if self.seasonal_differences is not None:\n", + " result = list(self.y_diffed.iloc[-self.seasonal_differences:].values)\n", + " for t in range(n_periods):\n", + " result.append(result[t]+draw[t])\n", + " result = result[self.seasonal_differences:]\n", + " else:\n", + " result = []\n", + " for t in range(n_periods):\n", + " result.append(draw[t])\n", + " \n", + " #retransform first differences\n", + " y_for_add = self.y_logged.values[-1] if self.log_transform else self.y_df.values[-1]\n", + " \n", + " if self.first_differences:\n", + " result = y_for_add + np.cumsum(result)\n", + " \n", + " #retransform log transformation\n", + " if self.log_transform:\n", + " result = np.exp(result)\n", + " \n", + " full_sample_tree.append(result.reshape(-1,1))\n", + "\n", + " return np.concatenate(full_sample_tree,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "884856b1-a1f8-496b-a755-e9ac447415a6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = RandomForestARModel(n_lags = 2, log_transform = True, first_differences = True, seasonal_differences = 12)\n", + "model.fit(df_train)\n", + "\n", + "predictions_forest = model.sample_forecast(n_periods=len(df_test), n_samples=10000)\n", + "\n", + "\n", + "means_forest = np.mean(predictions_forest,1)\n", + "lowers_forest = np.quantile(predictions_forest,0.05,1)\n", + "uppers_forest = np.quantile(predictions_forest,0.95,1)\n", + "\n", + "plt.figure(figsize = (18,7))\n", + "\n", + "plt.grid(alpha=0.5)\n", + "\n", + "plt.plot(df.iloc[-120:], label = \"Training observations (truncated)\")\n", + "plt.plot(df_test, color = \"blue\", label = \"Out-of-sample observations\", ls=\"dashed\")\n", + "\n", + "plt.plot(df_test.index,means_forest,color=\"purple\", label = \"RF mean forecast\")\n", + "\n", + "plt.fill_between(df_test.index, lowers_forest, uppers_forest, color=\"purple\", alpha=0.5, label = \"RF 90% forecast inverval\")\n", + "\n", + "plt.legend(fontsize=13)\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "markdown", + "id": "18a189f8-469b-4713-b882-cb330bb0438b", + "metadata": {}, + "source": [ + "## Benchmark fitting a kernel density model to the differenced time-series\n", + "=> assumes that all autocorrelation has been removed via differencing \n", + "=> see also [here](https://www.sarem-seitz.com/facebook-prophet-covid-and-why-i-dont-trust-the-prophet/#:~:text=An-,even,-simpler%20forecast%20model)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "556929dc-0049-4b49-84f2-eeaf389b0aca", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df_train_trans' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [8]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscipy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mstats\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m gaussian_kde\n\u001b[0;32m----> 3\u001b[0m kde \u001b[38;5;241m=\u001b[39m gaussian_kde(\u001b[43mdf_train_trans\u001b[49m\u001b[38;5;241m.\u001b[39mvalues[:,\u001b[38;5;241m0\u001b[39m])\n\u001b[1;32m 5\u001b[0m target_range \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlinspace(np\u001b[38;5;241m.\u001b[39mmin(df_train_trans\u001b[38;5;241m.\u001b[39mvalues[:,\u001b[38;5;241m0\u001b[39m])\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m0.5\u001b[39m,np\u001b[38;5;241m.\u001b[39mmax(df_train_trans\u001b[38;5;241m.\u001b[39mvalues[:,\u001b[38;5;241m0\u001b[39m])\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m0.5\u001b[39m,num\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m)\n\u001b[1;32m 9\u001b[0m full_sample_toy \u001b[38;5;241m=\u001b[39m [] \n", + "\u001b[0;31mNameError\u001b[0m: name 'df_train_trans' is not defined" + ] + } + ], + "source": [ + "from scipy.stats import gaussian_kde\n", + "\n", + "kde = gaussian_kde(df_train_trans.values[:,0])\n", + "\n", + "target_range = np.linspace(np.min(df_train_trans.values[:,0])-0.5,np.max(df_train_trans.values[:,0])+0.5,num=100)\n", + "\n", + "\n", + "\n", + "full_sample_toy = [] \n", + "np.random.seed(123)\n", + "for i in range(10000):\n", + " draw = kde.resample(len(df_test)).reshape(-1)\n", + " result = list(df_train_diffed.iloc[-12:].values)\n", + "\n", + " for t in range(len(df_test)):\n", + " result.append(result[t]+draw[t])\n", + "\n", + " full_sample_toy.append(np.exp(np.array((np.log(df_train.values[-1])+np.cumsum(result[12:]))).reshape(-1,1)))\n", + "\n", + " \n", + "predictions_toy = np.concatenate(full_sample_toy,1)\n", + "means_toy = np.mean(predictions_toy,1)\n", + "lowers_toy = np.quantile(predictions_toy,0.05,1)\n", + "uppers_toy = np.quantile(predictions_toy,0.95,1)\n", + "\n", + "plt.figure(figsize = (18,7))\n", + "\n", + "plt.grid(alpha=0.5)\n", + "\n", + "plt.plot(df.iloc[-120:], label = \"Training observations (truncated)\")\n", + "plt.plot(df_test, color = \"blue\", label = \"Out-of-sample observations\", ls=\"dashed\")\n", + "\n", + "plt.plot(df_test.index,means_toy,color=\"red\", label = \"Benchmark mean forecast\")\n", + "\n", + "plt.fill_between(df_test.index, lowers_toy, uppers_toy, color=\"red\", alpha=0.5, label = \"Benchmark 90% forecast inverval\")\n", + "\n", + "plt.legend(fontsize=13)\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01a89e86-2326-4459-9a5f-e0766a1ef75a", + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize = (18,7))\n", + "\n", + "plt.grid(alpha=0.5)\n", + "\n", + "plt.plot(df.iloc[-120:], label = \"Training observations (truncated)\")\n", + "plt.plot(df_test, color = \"blue\", label = \"Out-of-sample observations\", ls=\"dashed\")\n", + "\n", + "plt.plot(df_test.index,means_tree,color=\"purple\", label = \"RF mean forecast\",lw = 3)\n", + "plt.plot(df_test.index,means_toy,color=\"red\", label = \"Benchmark mean forecast\", lw = 3)\n", + "\n", + "plt.legend(fontsize=13)\n", + "plt.margins(x=0)" + ] + }, + { + "cell_type": "markdown", + "id": "8624afa1-145f-42f1-bcb3-78f85eeea4de", + "metadata": {}, + "source": [ + "## RMSE evaluation Random Forest VS. Benchmark" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f717dfa0-e45c-4ed9-9a2e-611c7507517e", + "metadata": {}, + "outputs": [], + "source": [ + "np.sqrt(np.mean((df_test.values[:,0] - means_tree)**2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f5164334-1104-4f76-94ca-826a9e287ed1", + "metadata": {}, + "outputs": [], + "source": [ + "np.sqrt(np.mean((df_test.values[:,0] - means_toy)**2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b290a23-d45b-4ad9-b477-2f286a7c6dcd", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ebd1e34-f588-4f2b-b45d-84fcaf8f1db4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/TimeVaryingCoefficients-checkpoint.ipynb b/.ipynb_checkpoints/TimeVaryingCoefficients-checkpoint.ipynb new file mode 100644 index 0000000..4fe3d4d --- /dev/null +++ b/.ipynb_checkpoints/TimeVaryingCoefficients-checkpoint.ipynb @@ -0,0 +1,855 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "169fdb5b-660f-4cbb-b1d8-00c3fe6d9bdb", + "metadata": {}, + "source": [ + "---\n", + "title: \"Regression with Time-Varying Coefficients\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0936516d-9e54-41ec-ae86-25ba594adbb8", + "metadata": {}, + "outputs": [], + "source": [ + "using Distributions, Plots, StatsPlots, LinearAlgebra, Flux, Zygote, Random" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f0e2f4c8-1afa-4771-a5f1-31e65e04bdbb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + 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"\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random.seed!(123)\n", + "\n", + "b0 = 1 .+cumsum(randn(250) .*0.1)\n", + "b1 = -1 .+cumsum(randn(250) .*0.1)\n", + "\n", + "\n", + "X = rand(250) .*10 .-5\n", + "y = b0 .+ b1 .* X .+ randn(250).*0.1\n", + "\n", + "scatter(X,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "04170c7d-64e1-46da-a795-33d954775e15", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TimeVaryingRegression" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "struct TimeVaryingRegression\n", + " #Presumes that all coefficients are driven by a random walk\n", + " observation_variance\n", + " \n", + " rw_variances\n", + " \n", + " coeff_means_0\n", + " coeff_vars_0\n", + " \n", + "end\n", + "Flux.@functor TimeVaryingRegression\n", + "\n", + "TimeVaryingRegression(n_coeffs) = TimeVaryingRegression(ones(1,1), ones(n_coeffs), zeros(n_coeffs), ones(n_coeffs))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5ee0ad0f-23c0-4c34-b396-e2e522b2b209", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "kalman_recursion (generic function with 1 method)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "function kalman_filter(m::TimeVaryingRegression, y, X)\n", + " obsvar = exp(m.observation_variance[1])\n", + " rw_variances = exp.(m.rw_variances)\n", + " \n", + " coeff_means_0 = m.coeff_means_0\n", + " coeff_vars_0 = exp.(m.coeff_vars_0)\n", + " \n", + " return kalman_recursion(y,X,obsvar,rw_variances,coeff_means_0,coeff_vars_0)\n", + "end\n", + "\n", + "\n", + "function kalman_recursion(y, X, obsvar, rw_variances, coeff_means_tm1, coeff_vars_tm1)\n", + " \n", + " coeff_vars_t = coeff_vars_tm1 .+ rw_variances\n", + " coeff_means_t = coeff_means_tm1\n", + " \n", + " y_t = y[1]\n", + " X_t = X[:,1]\n", + " \n", + " y_t_mean = sum(coeff_means_t .* X_t)\n", + " y_t_var = sum(coeff_vars_t .* X_t.^2) + obsvar\n", + " \n", + " coeff_means_t_post = coeff_means_t .+ (coeff_vars_t.*X_t)./y_t_var.*(y_t-y_t_mean)\n", + " coeff_vars_t_post = coeff_vars_t .- (coeff_vars_t.*X_t).^2 ./ y_t_var\n", + " \n", + " dist_t = Normal(y_t_mean, sqrt(y_t_var))\n", + " \n", + " if length(y)>1\n", + " dists_tp1, coeffs_means_tp1, coeffs_vars_tp1 = kalman_recursion(y[2:end],X[:,2:end], \n", + " obsvar, rw_variances,\n", + " coeff_means_t_post,\n", + " coeff_vars_t_post)\n", + " return vcat(dist_t,dists_tp1), \n", + " hcat(coeff_means_t_post, coeffs_means_tp1),\n", + " hcat(coeff_vars_t_post, coeffs_vars_tp1)\n", + " else\n", + " return dist_t, coeff_means_t_post, coeff_vars_t_post\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "910ab4b7-510a-4801-8e35-17668e6a6505", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Xc = Matrix(transpose(hcat(ones(length(X)),X)))\n", + "\n", + "model = TimeVaryingRegression(2)\n", + "\n", + "dists_init, coeff_means_init, coeff_vars_init = kalman_filter(model,y,Xc)\n", + "\n", + "\n", + "p1 = plot(b0, label=\"Ground-truth varying intercept\")\n", + "plot!(p1,coeff_means_init[1,:],ribbon= 2 .*sqrt.(coeff_vars_init[1,:]),label=\"Kalman filtered intercept\")\n", + "\n", + "p2 = plot(b1, label=\"Ground-truth varying coefficient\")\n", + "plot!(p2,coeff_means_init[2,:],ribbon= 2 .*sqrt.(coeff_vars_init[2,:]),label=\"Kalman filtered coefficient\")\n", + " \n", + "plot(p1,p2,size=(1000,500),fmt=:png,title=\"Before optimizing\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e92fff3d-fc57-4741-8f68-b5d24a760c65", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-2.288221451538594\n", + "-1.9186016853033478\n", + "-1.5566676823511598\n", + "-1.2105732966002392\n", + "-0.8960431987239883\n", + "-0.6384258159294061\n", + "-0.46535619001464007\n", + "-0.3817636167174806\n", + "-0.3554198660243631\n", + "-0.349155862641175\n" + ] + } + ], + "source": [ + "params = Flux.params(model)\n", + "opt = ADAM(0.01)\n", + "\n", + "for i in 1:750\n", + " grads = Zygote.gradient(()->-mean(logpdf.(kalman_filter(model,y,Xc)[1],y)),params)\n", + " Flux.Optimise.update!(opt,params,grads)\n", + " \n", + " if i%75==0\n", + " println(mean(logpdf.(kalman_filter(model,y,Xc)[1],y)))\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "41ee4762-ba0d-436e-a6b1-bc3de3074fbe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dists_opt, coeff_means_opt, coeff_vars_opt = kalman_filter(model,y,Xc)\n", + "\n", + "p1 = plot(b0, label=\"Ground-truth varying intercept\")\n", + "plot!(p1,coeff_means_opt[1,:],ribbon= 2 .*sqrt.(coeff_vars_opt[1,:]),label=\"Kalman filtered intercept\")\n", + "\n", + "p2 = plot(b1, label=\"Ground-truth varying coefficient\")\n", + "plot!(p2,coeff_means_opt[2,:],ribbon= 2 .*sqrt.(coeff_vars_opt[2,:]),label=\"Kalman filtered coefficient\")\n", + " \n", + "plot(p1,p2,size=(1000,500),fmt=:png,title=\"After optimizing\")" + ] + }, + { + "cell_type": "markdown", + "id": "174ce5be-8829-4d16-b1c4-c4b400770420", + "metadata": {}, + "source": [ + "# Actual dataset\n", + "http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f60b841a-2598-4265-a125-e534bc4fb642", + "metadata": {}, + "outputs": [], + "source": [ + "using CSV, DataFrames" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "effddafe-1ee7-46f7-8179-b0df057b152c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "731-element Vector{Float64}:\n", + " 985.0\n", + " 801.0\n", + " 1349.0\n", + " 1562.0\n", + " 1600.0\n", + " 1606.0\n", + " 1510.0\n", + " 959.0\n", + " 822.0\n", + " 1321.0\n", + " 1263.0\n", + " 1162.0\n", + " 1406.0\n", + " ⋮\n", + " 4128.0\n", + " 3623.0\n", + " 1749.0\n", + " 1787.0\n", + " 920.0\n", + " 1013.0\n", + " 441.0\n", + " 2114.0\n", + " 3095.0\n", + " 1341.0\n", + " 1796.0\n", + " 2729.0" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = CSV.File(\"Bike-Sharing-Dataset/day.csv\") |> DataFrame\n", + "\n", + "\n", + "dates = df[!,:dteday]\n", + "\n", + "X_bikes = Float64.(transpose(Matrix(df)[:,3:end-3]))\n", + "feature_names = names(df)[3:end-3]\n", + "y_bikes = Float64.(Matrix(df)[:,end])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "8dc2e8e7-396a-4d5f-a58a-65f2f572dbb0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_bikes = TimeVaryingRegression(size(X_bikes,1))\n", + "\n", + "\n", + "dists_init, coeff_means_init, coeff_vars_init = kalman_filter(model_bikes,y_bikes,X_bikes)\n", + "\n", + "\n", + "\n", + "p1 = plot(dates,coeff_means_init[1,:],ribbon= 2 .*sqrt.(coeff_vars_init[1,:]),label=feature_names[1])\n", + "p2 = plot(dates,coeff_means_init[5,:],ribbon= 2 .*sqrt.(coeff_vars_init[5,:]),label=feature_names[5])\n", + " \n", + "plot(p1,p2,size=(1000,500),fmt=:png,title=\"Before optimizing\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d587b081-7588-4588-8042-eda0f817f4e7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-238.7240357728576\n", + "-136.91278037253636\n", + "-91.21076715361971\n", + "-66.48041590921156\n", + "-51.461287011112326\n", + "-41.59519891957266\n", + "-34.73519418523346\n", + "-29.75560682594894\n", + "-26.016930691810636\n", + "-23.132324011570695\n" + ] + } + ], + "source": [ + "params = Flux.params(model_bikes)\n", + "opt = ADAM(0.01)\n", + "\n", + "for i in 1:1000\n", + " grads = Zygote.gradient(()->-mean(logpdf.(kalman_filter(model_bikes,y_bikes,X_bikes)[1],y_bikes)),params)\n", + " Flux.Optimise.update!(opt,params,grads)\n", + " \n", + " if i%100==0\n", + " println(mean(logpdf.(kalman_filter(model_bikes,y_bikes,X_bikes)[1],y_bikes)))\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8ead37ba-d1b5-4171-822b-4325b84094ed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dists_opt, coeff_means_opt, coeff_vars_opt = kalman_filter(model_bikes,y_bikes,X_bikes)\n", + "\n", + "p1 = plot(dates,coeff_means_opt[1,:],ribbon= 2 .*sqrt.(coeff_vars_opt[1,:]),label=feature_names[1])\n", + "p2 = plot(dates,coeff_means_opt[5,:],ribbon= 2 .*sqrt.(coeff_vars_opt[5,:]),label=feature_names[5])\n", + " \n", + "plot(p1,p2,size=(1000,500),fmt=:png,title=\"After optimizing\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "c3470f52-61d2-49c4-b0ee-cd7179b7eb7d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "kalman_smoothing_recs (generic function with 1 method)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "function kalman_smoother(m::TimeVaryingRegression, coeff_means_post, coeff_vars_post)\n", + " \n", + " coeff_means_TT = coeff_means_post[:,end]\n", + " coeff_vars_TT = coeff_vars_post[:,end]\n", + " \n", + " rw_variances = exp.(m.rw_variances)\n", + " \n", + " coeff_means_tT, coeff_vars_tT = kalman_smoothing_recs(coeff_means_post[:,1:end-1], coeff_vars_post[:,1:end-1],rw_variances,coeff_means_TT,coeff_vars_TT)\n", + " \n", + " return hcat(coeff_means_tT, coeff_means_TT), hcat(coeff_vars_tT, coeff_vars_TT)\n", + "end\n", + "\n", + "\n", + "function kalman_smoothing_recs(coeff_means_post, coeff_vars_post, rw_variances, coeff_means_tt, coeff_vars_tt)\n", + " \n", + " coeff_m_tm1 = coeff_means_post[:,end] \n", + " coeff_v_tm1 = coeff_vars_post[:,end]\n", + " \n", + " coeff_m_t = coeff_m_tm1\n", + " coeff_v_t = coeff_v_tm1 .+ rw_variances\n", + " \n", + " coeff_m_tT = coeff_m_tm1 .+ coeff_v_tm1./coeff_v_t.*(coeff_means_tt.-coeff_m_t)\n", + " coeff_v_tT = coeff_v_tm1 .+ (coeff_v_tm1./coeff_v_t).^2 .* (coeff_vars_tt .- coeff_v_t)\n", + " \n", + " if size(coeff_means_post,2)>1\n", + " coeff_means_tT, coeff_vars_tT = kalman_smoothing_recs(coeff_means_post[:,1:end-1], coeff_vars_post[:,1:end-1],rw_variances, coeff_m_tT, coeff_v_tT)\n", + " return hcat(coeff_means_tT, coeff_m_tT),hcat(coeff_vars_tT, coeff_v_tT)\n", + " else\n", + " return coeff_m_tT, coeff_v_tT\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "44f20ca4-b28f-445f-a6b5-de572adffc16", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coeff_m_s, coeff_v_s = kalman_smoother(model_bikes, coeff_means_opt, coeff_vars_opt)\n", + "\n", + "f1 = 1\n", + "f2 = 5\n", + "f3 = 8\n", + "f4 = 10\n", + "\n", + "p1 = plot(dates,coeff_means_opt[f1,:],ribbon= 2 .*sqrt.(coeff_vars_opt[f1,:]),label=feature_names[f1])\n", + "plot!(p1,dates,coeff_m_s[f1,:],ribbon= 2 .*sqrt.(coeff_v_s[f1,:]),label=feature_names[f1]*\" - Smoothed\")\n", + "\n", + "p2 = plot(dates,coeff_means_opt[f2,:],ribbon= 2 .*sqrt.(coeff_vars_opt[f2,:]),label=feature_names[f2])\n", + "plot!(p2,dates,coeff_m_s[f2,:],ribbon= 2 .*sqrt.(coeff_v_s[f2,:]),label=feature_names[f2]*\" - Smoothed\")\n", + "\n", + "p3 = plot(dates,coeff_means_opt[f3,:],ribbon= 2 .*sqrt.(coeff_vars_opt[f3,:]),label=feature_names[f3])\n", + "plot!(p3,dates,coeff_m_s[f3,:],ribbon= 2 .*sqrt.(coeff_v_s[f3,:]),label=feature_names[f3]*\" - Smoothed\")\n", + "\n", + "p4 = plot(dates,coeff_means_opt[f4,:],ribbon= 2 .*sqrt.(coeff_vars_opt[f4,:]),label=feature_names[f4])\n", + "plot!(p4,dates,coeff_m_s[f4,:],ribbon= 2 .*sqrt.(coeff_v_s[f4,:]),label=feature_names[f4]*\" - Smoothed\")\n", + " \n", + "plot(p1,p2,p3,p4,size=(1000,1000),title = \"Filtered VS. Smoothed\",fmt=:png)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.1", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Variational inference of latent state in state-space models -checkpoint.ipynb b/.ipynb_checkpoints/Variational inference of latent state in state-space models -checkpoint.ipynb new file mode 100644 index 0000000..35bbd54 --- /dev/null +++ b/.ipynb_checkpoints/Variational inference of latent state in state-space models -checkpoint.ipynb @@ -0,0 +1,812 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "title: \"Variational inference of latent state in state-space models \"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt \n", + "import torch\n", + "\n", + "from scipy.special import roots_hermite\n", + "from scipy.stats import norm\n", + "\n", + "import pyro\n", + "import pyro.distributions as dist\n", + "from matplotlib import pyplot\n", + "from torch.distributions import constraints\n", + "\n", + "from pyro import poutine\n", + "from pyro.contrib.examples.finance import load_snp500\n", + "from pyro.infer import EnergyDistance, Predictive, SVI, Trace_ELBO\n", + "from pyro.infer.autoguide import AutoDiagonalNormal\n", + "from pyro.infer.reparam import DiscreteCosineReparam, StableReparam\n", + "from pyro.optim import ClippedAdam\n", + "from pyro.ops.tensor_utils import convolve\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Core ideas\n", + "\n", + "### State space model\n", + "\n", + "State transition:\n", + "$$p(x_{t+1}|x_t)$$\n", + "\n", + "Observation: \n", + "$$p(y_t|x_t)$$\n", + "\n", + "State trajectory distribution:\n", + "$$p(x_{0:T})=p(x_0,x_1,x_2,...x_T)=p(x_0)p(x_1|x_0)p(x_2|x_1)...p(x_T|x_{T-1})$$\n", + "\n", + "Parameter vector $\\theta$ for both state transition and observation distributions.\n", + "\n", + "=> Find a posterior distribution \n", + "\n", + "$$p(x_{0:T},\\theta|y_{1:T})$$\n", + "\n", + "### Variational Inference\n", + "Approximate the posterior by\n", + "\n", + "$$q(x_{0:T}, \\theta)$$\n", + "\n", + "such that the KL divergence between the posterior and the approximation is minimized.\n", + "\n", + "$$q^*(x_{0:T},\\theta)=\\underset{q(x_{0:T},\\theta)}{\\operatorname{argmin}}KL(q(x_{0:T},\\theta)||p(x_{0:T},\\theta|y_{1:T}))$$\n", + "\n", + "Here, \n", + "\n", + "$$q(x_{0:T},\\theta)=\\prod_{t=0}^T q(x_t)\\delta(\\theta)$$\n", + "\n", + "where $\\delta$ is the Dirac delta function. Roughly, with degenerate 'uniform' prior for $\\theta$, $p(\\theta)=C$ and independence between state and parameter prior,\n", + "$$p(x_{0:T},\\theta)=p(x_{0:T})p(\\theta),$$\n", + "this implies that we are looking for a MAP point estimate for $\\theta$. Now,\n", + "\n", + "$$\\begin{aligned} \n", + "KL(q(x_{0:T},\\theta)||p(x_{0:T},\\theta|y_{1:T})) &=\\int q(x_{0:T},\\theta)\\log\\frac{q(x_{0:T},\\theta)}{p(x_{0:T},\\theta|y_{1:T})}d\\theta dx_{0:T}\\\\\n", + "&=\\int q(x_{0:T},\\theta)\\log\\frac{q(x_{0:T},\\theta)p(y_{1:T})}{p(x_{0:T},\\theta,y_{1:T})}d\\theta dx_{0:T}\\\\\n", + "&=\\int q(x_{0:T},\\theta)\\log\\frac{q(x_{0:T},\\theta)}{p(x_{0:T},\\theta,y_{1:T})}d\\theta dx_{0:T}+\\int q(x_{0:T},\\theta)\\log p(y_{1:T})d\\theta dx_{0:T}\\\\\n", + "&=\\int q(x_{0:T},\\theta)\\log\\frac{q(x_{0:T},\\theta)}{p(x_{0:T},\\theta)p(y_{1:T}|x_{0:T},\\theta)}d\\theta dx_{0:T}+\\log p(y_{1:T})\\\\\n", + "&=\\int q(x_{0:T},\\theta)\\log\\frac{q(x_{0:T},\\theta)}{p(x_{0:T},\\theta)}d\\theta dx_{0:T}-\\int q(x_{0:T},\\theta)\\log p(y_{1:T}|x_{0:T},\\theta)d\\theta dx_{0:T}+\\log p(y_{1:T})\\\\\n", + "&=KL(q(x_{0:T},\\theta)||p(x_{0:T},\\theta))-\\mathbb{E}_{q(x_{0:T},\\theta)}[\\log p(y_{1:T}|x_{0:T},\\theta)]+\\log p(y_{1:T})\\\\\n", + "&=KL(q(x_{0:T})\\delta(\\theta)||p(x_{0:T})p(\\theta))-\\mathbb{E}_{q(x_{0:T},\\theta)}[\\log p(y_{1:T}|x_{0:T},\\theta)]+\\text{const}\\\\\n", + "&=KL(q(x_{0:T})||p(x_{0:T}))+KL(\\delta(\\theta)||p(\\theta))-\\mathbb{E}_{q(x_{0:T},\\theta)}[\\log p(y_{1:T}|x_{0:T},\\theta)]+\\text{const}\\\\\n", + "&=KL(q(x_{0:T})||p(x_{0:T}))+\\text{const}-\\mathbb{E}_{q(x_{0:T},\\theta)}[\\log p(y_{1:T}|x_{0:T},\\theta)]+\\text{const}\\\\\n", + "\\end{aligned}$$\n", + "\n", + "Minimizing the KL divergence is equivalent to maximizing the ELBO (evidence lower bound) with respect to $q(x_{0:T})$ and $\\theta$:\n", + "\n", + "$$\\text{ELBO}=\\mathbb{E}_{q(x_{0:T},\\theta)}[\\log p(y_{1:T}|x_{0:T},\\theta)]-KL(q(x_{0:T})||p(x_{0:T}))$$\n", + "\n", + "Given our choice of $q(x_{0:T},\\theta)$, the ELBO can be simplified to\n", + "\n", + "$$\\text{ELBO}=\\mathbb{E}_{q(x_{0:T})}[\\log p(y_{1:T}|x_{0:T},\\theta)]-KL(\\prod_{t=0}^T q(x_t)||p(x_0)p(x_1|x_0)p(x_2|x_1)...p(x_T|x_{T-1}))$$\n", + "\n", + "$$=\\mathbb{E}_{q(x_{0:T})}[\\log p(y_{1:T}|x_{0:T},\\theta)]-KL(q(x_0)||p(x_0))-\\sum_{t=1}^T\\int q(x_t,x_{t-1}) \\log\\frac{q(x_t)}{p(x_t|x_{t-1})}dx_tdx_{t-1}$$\n", + "\n", + "The last term can be written as follows:\n", + "\n", + "$$\\begin{aligned}\n", + "\\int q(x_t,x_{t-1}) \\log\\frac{q(x_t)}{p(x_t|x_{t-1})}dx_tdx_{t-1} &= \\int q(x_t,x_{t-1})\\log q(x_t)dx_tdx_{t-1}-\\int q(x_t,x_{t-1})\\log p(x_t|x_{t-1})dx_tdx_{t-1}\\\\\n", + "&= \\int q(x_t)\\log q(x_t)dx_t-\\int q(x_t)q(x_{t-1})\\log p(x_t|x_{t-1})dx_tdx_{t-1}\\\\\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "Now, we are stuck with $\\int q(x_t) q(x_{t-1})\\log p(x_t|x_{t-1})dx_tdx_{t-1}$. \n", + "\n", + "For specific cases of $q(x_t)$, $q(x_{t-1})$ and $p(x_t|x_{t-1})$, we can solve. \n", + "\n", + "## Gaussian state-space model\n", + "Consider a Gaussian State transition and Gaussian variational distributions:\n", + "\n", + "$$\\begin{aligned}\n", + " p(x_t|x_{t-1}) &= \\mathcal{N}(x_t;\\mu + Ax_{t-1},\\Sigma)\\\\\n", + " q(x_t)&=\\mathcal{N}(x_t;m_t,S_t) \\forall t\\\\\n", + "\\end{aligned}$$\n", + "\n", + "This allows to simplify as follows:\n", + "\n", + "$$\\begin{aligned}\n", + "\\int q(x_t) q(x_{t-1})\\log p(x_t|x_{t-1})dx_tdx_{t-1} &= \\int q(x_t) \\int q(x_{t-1})\\log p(x_t|x_{t-1})dx_{t-1}dx_t \\\\\n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})\\log \\mathcal{N}(x_t;\\mu + Ax_{t-1},\\Sigma)dx_{t-1}dx_t \\\\ \n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})\\left[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma|-\\frac{1}{2}(x_t-\\mu-Ax_{t-1})^T\\Sigma^{-1}(x_t-\\mu-Ax_{t-1})\\right]dx_{t-1}dx_t \\\\ \n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\left[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma|\\right]-\\frac{1}{2}\\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})\\left[(x_t-\\mu-Ax_{t-1})^T\\Sigma^{-1}(x_t-\\mu-Ax_{t-1})\\right]dx_{t-1}dx_t \\\\ \n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\left[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma|\\right]-\\frac{1}{2}\\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})\\left[(x_t-\\mu-Ax_{t-1})^T\\Sigma^{-1}(x_t-\\mu-Ax_{t-1})\\right]dx_{t-1}dx_t \\\\ \n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\left[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma|\\right] \\\\\n", + "&\\quad-\\frac{1}{2}\\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})\\left[x_t^T\\Sigma^{-1}x_t +\\mu^T\\Sigma^{-1}\\mu + x_{t-1}^TA^T\\Sigma^{-1}Ax_{t-1}-2x_t^T\\Sigma^{-1} \\mu - 2x_t^T\\Sigma^{-1} Ax_{t-1} + 2\\mu^T\\Sigma^{-1}Ax_{t-1}\\right]dx_{t-1}dx_t \\\\\n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\left[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma|\\right] \\\\\n", + "&\\quad-\\frac{1}{2}\\left[x_t^T\\Sigma^{-1}x_t +\\mu^T\\Sigma^{-1}\\mu -2x_t^T\\Sigma^{-1} \\mu +\\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})\\left[x_{t-1}^TA^T\\Sigma^{-1}Ax_{t-1} - 2x_t^T\\Sigma^{-1} Ax_{t-1} + 2\\mu^T\\Sigma^{-1}Ax_{t-1}\\right]dx_{t-1}\\right]dx_t\\\\\n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\left[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma|\\right] \\\\\n", + "&\\quad-\\frac{1}{2}\\left[x_t^T\\Sigma^{-1}x_t +\\mu^T\\Sigma^{-1}\\mu -2x_t^T\\Sigma^{-1} \\mu - 2x_t^T\\Sigma^{-1} Am_{t-1} + 2\\mu^T\\Sigma^{-1}Am_{t-1}+\\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})x_{t-1}^TA^T\\Sigma^{-1}Ax_{t-1}dx_{t-1}\\right]dx_t\\\\\n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\Bigg[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma| \\\\\n", + "&\\quad-\\frac{1}{2}\\left[x_t^T\\Sigma^{-1}x_t +\\mu^T\\Sigma^{-1}\\mu -2x_t^T\\Sigma^{-1} \\mu - 2x_t^T\\Sigma^{-1} Am_{t-1} + 2\\mu^T\\Sigma^{-1}Am_{t-1}+\\int \\mathcal{N}(x_{t-1};m_{t-1},S_{t-1})x_{t-1}^TA^TL^{-1}(L^{-1})^TAx_{t-1}dx_{t-1}\\right]\\Bigg]dx_t \\\\\n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\Bigg[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma| \\\\\n", + "&\\quad-\\frac{1}{2}\\left[x_t^T\\Sigma^{-1}x_t +\\mu^T\\Sigma^{-1}\\mu -2x_t^T\\Sigma^{-1} \\mu - 2x_t^T\\Sigma^{-1} Am_{t-1} + 2\\mu^T\\Sigma^{-1}Am_{t-1}+\\int \\mathcal{N}(\\tilde{x}_{t-1};(L^{-1})^T Am_{t-1},(L^{-1})^T AS_{t-1}A^T L^{-1})\\tilde{x}_{t-1}^T \\tilde{x}_{t-1}\\right]\\Bigg]dx_t \\\\\n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\Bigg[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma| \\\\\n", + "&\\quad-\\frac{1}{2}\\left[x_t^T\\Sigma^{-1}x_t +\\mu^T\\Sigma^{-1}\\mu -2x_t^T\\Sigma^{-1} \\mu - 2x_t^T\\Sigma^{-1} Am_{t-1} + 2\\mu^T\\Sigma^{-1}Am_{t-1}+m_{t-1}^TA^TL^{-1}(L^{-1})^T Am_{t-1}+tr((L^{-1})^T AS_{t-1}A^T L^{-1})\\right]\\Bigg]dx_t \\\\\n", + "&= \\int \\mathcal{N}(x_t;m_t,S_t) \\Bigg[-\\frac{d}{2}\\log(2\\pi) -\\frac{1}{2}\\log|\\Sigma| \\\\\n", + "&\\quad-\\frac{1}{2}\\left[(x_t-\\mu-Am_{t-1})^T\\Sigma^{-1}(x_t-\\mu-Am_{t-1})+tr((L^{-1})^T AS_{t-1}A^T L^{-1})\\right]\\Bigg]dx_t \\\\\n", + "&= \\int\\mathcal{N}(x_t;m_t,S_t) \\log\\mathcal{N}(x_t;\\mu+Am_{t-1},\\Sigma) dx_t -\\frac{1}{2} tr((L^{-1})^T AS_{t-1}A^T L^{-1})\\\\\n", + "&= \\int q(x_t) \\log\\mathcal{N}(x_t;\\mu+Am_{t-1},\\Sigma) dx_t - \\frac{1}{2}tr((L^{-1})^T AS_{t-1}A^T L^{-1})\n", + "\\end{aligned}$$\n", + "\n", + "Plugging back in, we get\n", + "\n", + "$$\\begin{aligned}\n", + "\\int q(x_t)\\log q(x_t)dx_t-\\int q(x_t)q(x_{t-1})\\log p(x_t|x_{t-1})dx_tdx_{t-1} &= \\int q(x_t)\\log q(x_t)dx_t- \\int q(x_t) \\log\\mathcal{N}(x_t;\\mu+Am_{t-1},\\Sigma) dx_t + \\frac{1}{2} tr((L^{-1})^T AS_{t-1}A^T L^{-1}) \\\\\n", + "&= KL(q(x_t)||\\mathcal{N}(x_t;\\mu+Am_{t-1},\\Sigma)) + \\frac{1}{2}tr((L^{-1})^T AS_{t-1}A^T L^{-1})\n", + "\\end{aligned}$$\n", + "\n", + "And thus, for the ELBO:\n", + "\n", + "$$ELBO=\\mathbb{E}_{q(x_{0:T})}[\\log p(y_{1:T}|x_{0:T},\\theta)]-KL(q(x_0)||p(x_0))-\\sum_{t=1}^T KL(q(x_t)||\\mathcal{N}(x_t;\\mu+Am_{t-1},\\Sigma)) - \\frac{1}{2}tr((L^{-1})^T AS_{t-1}A^T L^{-1})$$\n", + "\n", + "Therefore, we can propagate the variational Gaussian distribution $q(x_{t-1})$ through $p(x_t|x_{t-1})$ and marginalize the joint distribution. Then we can compute the KL divergence with $q_{t}$ and add the correcting trace term.\n", + "\n", + "The log-likelihood term can, depending on the either be computed analytically, approximated by sampling from $q(x_{0:T})$ or by using Gaussian quadrature. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a single dimensional, Gaussian state, quadrature is useful if the state-likelihood relation is non-Gaussian. E.g. for the stochastic volatility model, we have:\n", + "\n", + "$$\\begin{aligned}\n", + "p(x_t|x_{t-1}) &= \\mathcal{N}(x_t;x_{t-1},\\sigma^2)\\\\\n", + "p(y_t|x_t) &= \\mathcal{N}(y_t;\\mu,\\exp(x_t))\n", + "\\end{aligned}$$\n", + "\n", + "Rewrite the state-transition as follows:\n", + "$$\n", + "\\begin{aligned}\n", + "p(x_t|x_{t-1}) &= \\mathcal{N}(x_t;x_{t-1}),\\sigma^2)\\\\\n", + "&= \\mathcal{N}(x_t;0+1\\cdot x_{t-1},\\sigma^2)\\\\\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "With $q(x_{t-1})=\\mathcal{N}(x_{t-1};m_{t-1},s_{t-1}^2)$, the ELBO is then:\n", + "\n", + "$$\\begin{aligned}\n", + "ELBO &= \\mathbb{E}_{q(x_{0:T})}[\\log p(y_{1:T}|x_{0:T},\\theta)]-KL(q(x_0)||p(x_0))-\\sum_{t=1}^T KL(q(x_t)||\\mathcal{N}(x_t;m_{t-1},\\sigma^2)) - \\frac{1}{2}\\frac{s_{t-1}^2}{\\sigma^2} \\\\\n", + "\\end{aligned}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "class VariationalSVM:\n", + "\n", + " def __init__(self, T_train, hermite_order=10):\n", + " self.T_train = T_train\n", + "\n", + " self.mu_variational = torch.nn.Parameter(torch.randn(T_train+1)*0.1 - 3, requires_grad=True)\n", + " self.sigma_variational = torch.nn.Parameter(torch.randn(T_train+1)*0.1+np.log(0.1), requires_grad=True)\n", + "\n", + " self.init_mu = torch.nn.Parameter(torch.tensor(0.0)-3, requires_grad=True)\n", + " self.init_sigma = torch.nn.Parameter(torch.tensor(np.log(0.1)), requires_grad=True)\n", + "\n", + " self.obs_mu = torch.nn.Parameter(torch.tensor(0.0), requires_grad=True)\n", + " self.sv_sigma = torch.nn.Parameter(torch.tensor(np.log(0.1)), requires_grad=True)\n", + " \n", + " self.hermite_roots = torch.tensor(roots_hermite(hermite_order)[0]).reshape(1,-1)\n", + " self.hermite_weights = torch.tensor(roots_hermite(hermite_order)[1]).reshape(1,-1)\n", + "\n", + " def fit(self, y, epochs=3000, lr=0.01):\n", + " parameters = [self.mu_variational, self.sigma_variational, self.obs_mu, self.sv_sigma, self.init_mu, self.init_sigma]\n", + "\n", + " y_torch = torch.tensor(y, dtype=torch.float32)\n", + "\n", + " optimizer = torch.optim.RMSprop(parameters, lr=lr)\n", + " for epoch in range(epochs):\n", + " optimizer.zero_grad()\n", + " loss = -self.elbo(y_torch)\n", + " loss.backward()\n", + " optimizer.step()\n", + " if epoch % 300 == 0:\n", + " print(f\"Epoch {epoch}: {loss}\")\n", + "\n", + " def elbo(self, y):\n", + " return (self.observation_likelihood(y) - self.state_kldiv() - self._kl_regularizer().sum())/ len(y)\n", + " \n", + " def state_kldiv(self):\n", + " mu, sigma = self._forward_states(self.mu_variational[:-1])\n", + " obs_state_kldiv = torch.sum(self._gaussian_kl_divergence(self.mu_variational[1:], torch.exp(self.sigma_variational[1:]),mu, sigma))\n", + " init_state_kldiv = torch.sum(self._gaussian_kl_divergence(self.mu_variational[0], torch.exp(self.sigma_variational[0]), self.init_mu, torch.exp(self.init_sigma)))\n", + " return obs_state_kldiv + init_state_kldiv\n", + " \n", + " def observation_likelihood(self, y):\n", + " mu, sigma = self.mu_variational[1:], torch.exp(self.sigma_variational[1:])\n", + "\n", + " roots, weights = self.hermite_roots, self.hermite_weights\n", + " scaled_roots = mu.reshape(-1,1) + roots * sigma.reshape(-1,1) * torch.sqrt(torch.tensor(2.0))\n", + "\n", + " dists = torch.distributions.Normal(self.obs_mu, torch.exp(scaled_roots)**0.5)\n", + " return 1.0 / np.sqrt(3.14) * torch.sum(weights * dists.log_prob(y.reshape(-1,1)), dim=1).sum()\n", + "\n", + " def _gaussian_kl_divergence(self, mu_1, sigma_1, mu_2, sigma_2):\n", + " return torch.log(sigma_2) - torch.log(sigma_1) + (sigma_1**2 + (mu_1 - mu_2)**2) / (2*sigma_2**2) - 0.5\n", + " \n", + " def _kl_regularizer(self):\n", + " return 0.5*torch.exp(self.sigma_variational[:-1])**2 / torch.exp(self.sv_sigma)**2\n", + " \n", + " \n", + " def _forward_states(self, x):\n", + " return x, torch.exp(self.sv_sigma) *torch.ones(x.shape)\n", + " \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare on [Pyro Example for StochasticVolatility](https://pyro.ai/examples/stable.html); replace Stable distribution by normal distribution.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = load_snp500()\n", + "dates = df.Date.to_numpy()\n", + "x = torch.tensor(df[\"Close\"]).float()\n", + "\n", + "r = (x[1:] / x[:-1]).log()[-500:] #only last 500 observations for speed and plottability" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/2d/hl2cr85d2pb2kfbmsng3267c0000gn/T/ipykernel_49291/2222375426.py:21: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + " y_torch = torch.tensor(y, dtype=torch.float32)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: 0.9661878450124246\n", + "Epoch 300: -0.25772427164926776\n", + "Epoch 600: -0.3492321266632049\n", + "Epoch 900: -0.490342730062777\n", + "Epoch 1200: -0.6414933041441354\n", + "Epoch 1500: -0.7935682951510592\n", + "Epoch 1800: -0.9452671538808363\n", + "Epoch 2100: -1.0963834713273448\n", + "Epoch 2400: -1.2466895941779013\n", + "Epoch 2700: -1.3956334504677272\n", + "Epoch 3000: -1.5422422327834961\n", + "Epoch 3300: -1.6860244318064324\n", + "Epoch 3600: -1.8277915821867003\n", + "Epoch 3900: -1.9672784887932344\n", + "Epoch 4200: -2.103803925148078\n", + "Epoch 4500: -2.2365100414646877\n", + "Epoch 4800: -2.3643368811629832\n", + "Epoch 5100: -2.486012826973618\n", + "Epoch 5400: -2.600165490082849\n", + "Epoch 5700: -2.705465957453146\n", + "Epoch 6000: -2.8008147693329484\n", + "Epoch 6300: -2.885494463111968\n", + "Epoch 6600: -2.9591203817006964\n", + "Epoch 6900: -3.0213672354173498\n", + "Epoch 7200: -3.072042840896504\n", + "Epoch 7500: -3.111557517459218\n", + "Epoch 7800: -3.1409610170015227\n", + "Epoch 8100: -3.1616046141000527\n", + "Epoch 8400: -3.175030289443991\n", + "Epoch 8700: -3.18284216999581\n", + "Epoch 9000: -3.1867202404968555\n", + "Epoch 9300: -3.1884403630441467\n", + "Epoch 9600: -3.189254063189258\n", + "Epoch 9900: -3.1897049427755735\n", + "Epoch 10200: -3.1900131335034554\n", + "Epoch 10500: -3.1902638271601513\n", + "Epoch 10800: -3.190479256186936\n", + "Epoch 11100: -3.1906677203082676\n", + "Epoch 11400: -3.1908336689280383\n", + "Epoch 11700: -3.1909784993302264\n", + "Epoch 12000: -3.1911046855451444\n", + "Epoch 12300: -3.1912133074056523\n", + "Epoch 12600: -3.1913101386746883\n", + "Epoch 12900: -3.191391568002003\n", + "Epoch 13200: -3.1914629692987635\n", + "Epoch 13500: -3.1915223461128126\n", + "Epoch 13800: -3.1915757805819176\n", + "Epoch 14100: -3.1916193830891646\n", + "Epoch 14400: -3.1916575531232443\n", + "Epoch 14700: -3.1916897356440823\n" + ] + } + ], + "source": [ + "model = VariationalSVM(len(r))\n", + "model.fit(r, epochs=15000, lr=0.001)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 0 loss = 3.90561\n", + "step 50 loss = -1.45567\n", + "step 100 loss = -2.1139\n", + "step 150 loss = -2.66966\n", + "step 200 loss = -2.9662\n", + "step 250 loss = -2.8784\n", + "step 300 loss = -3.08116\n", + "step 350 loss = -2.98767\n", + "step 400 loss = -2.99272\n", + "step 450 loss = -3.07573\n", + "step 500 loss = -3.27141\n", + "step 550 loss = -3.23652\n", + "step 600 loss = -3.23926\n", + "step 650 loss = -3.20532\n", + "step 700 loss = -3.10074\n", + "step 750 loss = -3.25319\n", + "step 800 loss = -3.23684\n", + "step 850 loss = -3.27558\n", + "step 900 loss = -3.16651\n", + "step 950 loss = -3.27998\n", + "step 1000 loss = -3.26519\n" + ] + } + ], + "source": [ + "def pyro_model(data):\n", + " # Note we avoid plates because we'll later reparameterize along the time axis using\n", + " # DiscreteCosineReparam, breaking independence. This requires .unsqueeze()ing scalars.\n", + " h_0 = pyro.sample(\"h_0\", dist.Normal(0, 1)).unsqueeze(-1)\n", + " sigma = pyro.sample(\"sigma\", dist.LogNormal(0, 1)).unsqueeze(-1)\n", + " v = pyro.sample(\"v\", dist.Normal(0, 1).expand(data.shape).to_event(1))\n", + " log_h = pyro.deterministic(\"log_h\", h_0 + sigma * v.cumsum(dim=-1))\n", + " sqrt_h = log_h.mul(0.5).exp().clamp(min=1e-8, max=1e8)\n", + "\n", + " # Observed log returns, assumed to be a Stable distribution scaled by sqrt(h).\n", + " r_loc = pyro.sample(\"r_loc\", dist.Normal(0, 1e-2)).unsqueeze(-1)\n", + " pyro.sample(\"r\", dist.Normal(r_loc, sqrt_h).to_event(1),\n", + " obs=data)\n", + " \n", + "reparam_model = poutine.reparam(pyro_model, {\"v\": DiscreteCosineReparam()})\n", + "\n", + "pyro.clear_param_store()\n", + "pyro.set_rng_seed(1234567890)\n", + "num_steps = 1001\n", + "optim = ClippedAdam({\"lr\": 0.05, \"betas\": (0.9, 0.99), \"lrd\": 0.1 ** (1 / num_steps)})\n", + "guide = AutoDiagonalNormal(reparam_model)\n", + "svi = SVI(reparam_model, guide, optim, Trace_ELBO())\n", + "losses = []\n", + "for step in range(num_steps):\n", + " loss = svi.step(r) / len(r)\n", + " losses.append(loss)\n", + " if step % 50 == 0:\n", + " median = guide.median()\n", + " print(\"step {} loss = {:0.6g}\".format(step, loss))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "vari_means = model.mu_variational.detach().numpy()\n", + "vari_stds = np.exp(model.sigma_variational.detach().numpy())\n", + "\n", + "means = vari_means[1:] \n", + "lower_95 = norm.ppf(0.025, loc=vari_means[1:], scale=vari_stds[1:])\n", + "upper_95 = norm.ppf(0.975, loc=vari_means[1:], scale=vari_stds[1:])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ee//+/bi4uHT6/CZPnkxxcTH5+fmUlJTg6+tLZGQkNpuN3//+92zcuBGDwUBeXh5FRUWEhIT0qY1nisEVnDIYwG6H0tKBbokQQgghhBBCCHFSdaw51dEdd9zBkiVLKCws5Lbbbmt73MPD46jf4/CMn94ygHx9fUlKSmL16tUsXryYjz/+uC0jqpWu64wfP56tW7d2u49jaWNft3F1de3Uju7ous5rr73GJZdc0unx9evXd3mf6667jhUrVlBYWNgWIFu6dCklJSXs3LkTs9nMkCFDaGxsPJrDOSMMrtX6DAaw2SQ4JYQQQgghhBBCtLj66qv59ttviYuL6xJkaTVr1iyWLl0KwL59+8jOzmb06NFdXrdjxw4OHTqE0+lk+fLlnHfeeUyfPp0NGzZQWlqKw+Hgo48+Yvbs2ZSWluJ0Orn22mt57rnnSEhIAMDT05OalnI8o0ePpqSkpC04ZbPZ2Lt3b6/H4+3tja+vL5s2bQLgP//5T1sW1fHq2DaASy65hH//+9/YbDZAfTZ1dXXdbnvDDTewbNkyVqxY0ZbJVVVVRVBQEGazmXXr1pGVldUv7TzdDL7MqaYmKCsb6JYIIYQQQgghhBCnBBcXF+bOnYuPjw9Go7Hb19x3333ce++9TJw4EZPJxJIlSzplFrWaNm0a999/f1tB9KuvvhqDwcALL7zA3Llz2wqiz58/n6SkJG699VacLYuX/eUvfwHglltu4Z577mkriL5ixQp+/etfU1VVhd1u58EHH2T8+PG9HtP777/fVhB92LBhvPfee8f5KSmTJk3CaDQSExPDLbfcwm9+8xsyMzOZMmUKuq4TGBjI559/3u2248ePp6amhvDw8LapiQsXLuTKK69k4sSJTJ06lTFjxvRLO083Wk+paWeiqe7uevzUqTB5Mrz66kA3RwghhBBCCCHEIJGamsrYsWPbH3j6abViX3+JioJnnz2mTZ1OJ1OmTOGTTz5h5MiRx9yE9evXdyoWLs5MXX6XAU3Tduq6PvVY9zm4Mqc0DRoaVEH0piboJsorhBBCCCGEEEKccMcYSOpvKSkpXHHFFVx99dXHFZgS4ngMruCUyQTV1WA0qql9YWED3SIhhBBCCCGEEGLAjBs3joyMjH7Z15w5c5gzZ06/7EsMLoOrILrZDDU1oOtSFF0IIYQQQgghhBDiFDC4glMuLlBbq4JTRUUD3RohhBBCCCGEEEKIQW9wBafc3KC+XtWaGqTLMwohhBBCCCGEEEKcSgZXcMpsBoNB1ZzKyRno1gghhBBCCCGEEEIMeoMrOGU0gsUCDgcUFIDTOdAtEkIIIYQQQgghTri5c+eyevXqTo+98sor3HvvvX3ex9NPP82aNWt6fc2SJUvIz89v+/6OO+4gJSXl6Bp7BEuWLOH+++/v13129Pzzzx/TdifiWAeLwReccneHhgaw2aCqaqBbJIQQQgghhBBCnHA33ngjy5Yt6/TYsmXLuPHGG/u0vcPh4Nlnn+Wiiy7q9XWHB6feeecdxo0bd/QNHkDHEpxyOBxHfawOh+Oo3+dMNfiCUxaLWrHPYICysoFukRBCCCGEEEIIccItWLCAb775hubmZgAyMzPJz89n1qxZ3HvvvUydOpXx48fzzDPPtG0zZMgQHn/8caZMmcInn3zCLbfcwooVKwB49tlnmTZtGhMmTOCuu+5C13VWrFhBfHw8CxcuJDY2loaGBubMmUN8fDwAH330ERMnTmTChAk8/vjjbe9jtVp58skniYmJYebMmRS1LGD21VdfMWPGDCZPnsxFF13U9nhPFi1axC9/+UvOPvtsRo4cydtvvw2Arus8+uijTJgwgYkTJ7J8+XIACgoKOP/884mNjWXChAls2rSJJ554goaGBmJjY1m4cCEA//3vf5k+fTqxsbHcfffdbUElq9XKww8/TExMDFu3bu3zsXbcpqM5c+bw0EMPMXXqVMaOHUtcXBzXXHMNI0eO5A9/+EPb63pqT28/x2eeeYYpU6YwceJE0tLSev0cB8LgC065u0N1tZrSV1o60C0SQgghhBBCCCFOOD8/P6ZPn86qVasAlTV1/fXXo2kaf/7zn4mPj2f37t1s2LCB3bt3t23n7+9PQkICP/vZzzrt7/777ycuLo49e/bQ0NDA119/zYIFC5g6dSpLly4lMTERi8XS9vr8/Hwef/xx1q5dS2JiInFxcXz++ecA1NXVMXPmTJKSkjj//PPbgkrnnXce27ZtY9euXfzsZz/jxRdfPOJx7t69m7Vr17J161aeffZZ8vPzWblyJYmJiSQlJbFmzRoeffRRCgoK+PDDD7nkkkvanouNjeWFF17AYrGQmJjI0qVLSU1NZfny5WzZsoXExESMRiNLly5ta/eMGTNISkrivPPO6/OxdrdNKxcXF+Lj47nnnnuYP38+b7zxBnv27GHJkiWUlZX12p7efo4BAQEkJCRw77338vLLLx/xczzZBldwStPA1xcqKlSgKjd3oFskhBBCCCGEEGIQ0rT+/zqSjlP7Ok7p+/jjj5kyZQqTJ09m7969neom3XDDDd3ua926dcyYMYOJEyeydu1a9u7d2+t7x8XFMWfOHAIDAzGZTCxcuJCNGzcCKiBzxRVXAHDWWWeRmZkJQG5uLpdccgkTJ07kpZdeOuJ7AMyfPx+LxUJAQABz585lx44dbN68mRtvvBGj0UhwcDCzZ88mLi6OadOm8d5777Fo0SKSk5Px9PTssr8ffviBnTt3Mm3aNGJjY/nhhx/IyMgAwGg0cu211x7Vsfa0TaurrroKgIkTJzJ+/HhCQ0NxdXVl2LBh5OTk9Nqe3n6O11xzTZfP91RiGugGnHRhYRAfrzKosrMHujVCCCGEEEIIIQYhXT/57zl//nweeughEhISqK+v56yzzuLQoUO8/PLLxMXF4evryy233EJjY2PbNh4eHl3209jYyH333Ud8fDyRkZEsWrSo0zZHy2w2o7VE14xGI3a7HYAHHniA3/72t1x11VWsX7+eRYsWHXFf2mFRusO/7+j8889n48aNfPPNN9xyyy389re/5aabbur0Gl3Xufnmm/nLX/7SZXs3NzeMRuMR23Q027i6ugJgMBja/t/6vd1u77E9R/o5tu6r4+d7KhlcmVMAQ4eqQuju7pCTM9CtEUIIIYQQQgghTgqr1crcuXO57bbb2rKmqqur8fDwwNvbm6KiorZpf71pDXoEBARQW1vbVocKwNPTk5qami7bTJ8+nQ0bNlBaWorD4eCjjz5i9uzZvb5PVVUV4eHhALz//vt9OsYvvviCxsZGysrKWL9+PdOmTWPWrFksX74ch8NBSUkJGzduZPr06WRlZREcHMydd97JHXfcQUJCAqCCZTabDYALL7yQFStWUFxcDEB5eTlZWVm9tuFYjrWvemrPsfwcTyWDL3Nq9GhVEN3VFQoLoalJ/V8IIYQQQgghhDjD3XjjjVx99dVt0/tiYmKYPHkyY8aMITIyknPPPfeI+/Dx8eHOO+9kwoQJhISEMG3atLbnbrnlFu655x4sFkungt+hoaG88MILzJ07F13Xufzyy5k/f36v77No0SKuu+46fH19ueCCCzh06NAR2zZp0iTmzp1LaWkpTz31FGFhYVx99dVs3bqVmJgYNE3jxRdfJCQkhPfff5+XXnoJs9mM1Wrlgw8+AOCuu+5i0qRJTJkyhaVLl/Lcc88xb948nE4nZrOZN954g+jo6B7bcCzH2lfjxo3rtj0zZ8486p/jqUTTByKXcIBMnTpVj3/5Zbj4Ynj4YSguhj/8AYYNG+imCSGEEEIIIYQ4g6WmpjJ27NiBbsYZbdGiRVitVh555JGBbsoZrbvfZU3Tduq6PvVY93laT+vTNO1hTdN0TdMC+ryRry94eKipfZoGSUknsIVCCCGEEEIIIYQQojen7bQ+TdMigXnA0VU19/ICq1UFp8LDYcsW+OlP+7a0gRBCCCGEEEIIIU5JfSmYLk5Np3Pm1D+Ax4Cjm5fo5dWeOeXhAWVlkJ9/QhoohBBCCCGEEEIIIXp3WganNE2bD+Tpun70c/I8PVVQqrKy/bE9e/qtbUIIIYQQQgghhBCi707ZaX2apq0BQrp56kng96gpfX3Zz13AXQBRUVHg4gI+PlBUpF7g6wubN8Mll/RHs4UQQgghhBBCCCHEUThlg1O6rl/U3eOapk0EhgJJmqoTFQEkaJo2Xdf1wm728xbwFqjV+gAICYH0dPUCT0/IzobSUgjoe111IYQQQgghhBBCCHH8TrtpfbquJ+u6HqTr+hBd14cAucCU7gJTPYqIgOpq9f/WQugZGf3dVCGEEEIIIYQQ4pQwd+5cVq9e3emxV155hXvvvbfP+3j66adZs2ZNr69ZsmQJ+R3qOt9xxx2kpKQcXWOPYMmSJdx///39us+Onn/++WPa7niPtS+f7/r16/nxxx+P+T36av369VxxxRUn/H1anbKZUyfUkCFQXw8OBxiNKkBVXDzQrRJCCCGEEEIIMUg8/bSaxNNfoqLg2Wd7fv7GG29k2bJlXNKhpM2yZct48cUX+7R/h8PBs729QYslS5YwYcIEwsLCAHjnnXf6tP9TyfPPP8/vf//7o9rG4XAc9bE6HA6MRmPb9335fNevX4/VauWcc87p8/vY7XZMplM7/HPaZU4driWDqvSoNgoIAHf39uwpiwXy8k5A64QQQgghhBBCiK6ys1XeRH99HSnQtWDBAr755huam5sByMzMJD8/n1mzZnHvvfcydepUxo8fzzPPPNO2zZAhQ3j88ceZMmUKn3zyCbfccgsrVqwAVCBl2rRpTJgwgbvuugtd11mxYgXx8fEsXLiQ2NhYGhoamDNnDvHx8QB89NFHTJw4kQkTJvD444+3vY/VauXJJ58kJiaGmTNnUtRSI/qrr75ixowZTJ48mYsuuqjt8Z4sWrSIX/7yl5x99tmMHDmSt99+GwBd13n00UeZMGECEydOZPny5QAUFBRw/vnnExsby4QJE9i0aRNPPPEEDQ0NxMbGsnDhQgD++9//Mn36dGJjY7n77rtxOBxt7X744YeJiYlh69atfT7Wjtt01PHzHTJkCM888wxTpkxh4sSJpKWlkZmZyeLFi/nHP/5BbGwsmzZtoqSkhGuvvZZp06Yxbdo0tmzZ0umzOPfcc/nlL3/JzJkz2bt3b9t7tbZ1x44dnH322UyePJlzzjmH9NYSSCfZaR+cOib+/io4VVWlvndzgw5ph0IIIYQQQgghxJnEz8+P6dOns2rVKkBlTV1//fVomsaf//xn4uPj2b17Nxs2bGD37t1t2/n7+5OQkMDPfvazTvu7//77iYuLY8+ePTQ0NPD111+zYMECpk6dytKlS0lMTMRisbS9Pj8/n8cff5y1a9eSmJhIXFwcn3/+OQB1dXXMnDmTpKQkzj///Lag0nnnnce2bdvYtWsXP/vZz/qU5bV7927Wrl3L1q1befbZZ8nPz2flypUkJiaSlJTEmjVrePTRRykoKODDDz/kkksuaXsuNjaWF154AYvFQmJiIkuXLiU1NZXly5ezZcsWEhMTMRqNLF26tK3dM2bMICkpifPOO6/Px9rdNt0JCAggISGBe++9l5dffpkhQ4Zwzz338NBDD5GYmMisWbP4zW9+w0MPPURcXByffvopd9xxR9v2KSkprFmzho8++ogbbriBjz/+GFBBuYKCAqZOncqYMWPYtGkTu3bt4tlnnz3qjLH+cmrndZ0onp5gtbYHpywWtXqfrrfXoBJCCCGEEEIIIc4grVP75s+fz7Jly/i///s/AD7++GPeeust7HY7BQUFpKSkMGnSJABuuOGGbve1bt06XnzxRerr6ykvL2f8+PFceeWVPb53XFwcc+bMITAwEICFCxeyceNGfvrTn+Li4tJW3+iss87i+++/ByA3N5cbbriBgoICmpubGTp06BGPcf78+VgsFiwWC3PnzmXHjh1s3ryZG2+8EaPRSHBwMLNnzyYuLo5p06Zx2223YbPZ+OlPf0psbGyX/f3www/s3LmTadOmAdDQ0EBQUBAARqORa6+99qiOtadtunPNNde0fSYrV67s9jVr1qzpVOequrqa2tpaAK666qq2AOH111/PvHnz+OMf/8jHH3/MggULAKiqquLmm29m//79aJqGzWbrU9v62+DMnLJa1VdlpfreZIKmJlWHSgghhBBCCCGEOAPNnz+fH374gYSEBOrr6znrrLM4dOgQL7/8Mj/88AO7d+/m8ssvp7GxsW0bDw+PLvtpbGzkvvvuY8WKFSQnJ3PnnXd22uZomc1mtJZEEaPRiN1uB+CBBx7g/vvvJzk5mTfffLNP76EdlnBy+PcdnX/++WzcuJHw8HBuueUWPvjggy6v0XWdm2++mcTERBITE0lPT2fRokUAuLm5daoZ1RdHs42rqyvQ+TM5nNPpZNu2bW3ty8vLw2q1Ap1/duHh4fj7+7N7926WL1/eFnR86qmnmDt3Lnv27OGrr746rp/j8RicwSkPD5U91Zo5BWAwQEXFwLVJCCGEEEIIIYQ4gaxWK3PnzuW2227jxhtvBFSmjYeHB97e3hQVFbVN++tNawAjICCA2tratjpJAJ6entTU1HTZZvr06WzYsIHS0lIcDgcfffQRs2fP7vV9qqqqCA8PB+D999/v0zF+8cUXNDY2UlZWxvr165k2bRqzZs1i+fLlOBwOSkpK2LhxI9OnTycrK4vg4GDuvPNO7rjjDhISEgAVLGvNILrwwgtZsWIFxS2LqJWXl5OVldVrG47lWPvq8M933rx5vPbaa23fJyYm9rjtDTfcwIsvvkhVVVVbZlzHz3jJkiX90sZjMXiDU15eUFLS+XEJTgkhhBBCCCGEOIPdeOONJCUltQWnYmJimDx5MmPGjOHnP/8555577hH34ePjw5133smECRO45JJL2qa8gSrqfc8997QVRG8VGhrKCy+8wNy5c4mJieGss85i/vz5vb7PokWLuO666zjrrLMICAjo0/FNmjSJuXPnMnPmTJ566inCwsK4+uqrmTRpEjExMVxwwQW8+OKLhISEsH79+rbjX758Ob/5zW8AuOuuu5g0aRILFy5k3LhxPPfcc8ybN49JkyZx8cUXU1BQ0GsbjuVY++rKK6/ks88+ayuI/s9//pP4+HgmTZrEuHHjWLx4cY/bLliwoK3WWKvHHnuM3/3ud0yePLnH7KyTQdN1fcDe/GSbOnWqHh8fD42NcPvt8Mkn8MQTKmsqKwtuuQX6KZophBBCCCGEEEK0Sk1NZezYsW3fP/30kVfYOxpRUfDss/23v9PRokWLsFqtPPLIIwPdlDPa4b/LAJqm7dR1feqx7nNwFkR3dVWr9bVmTwUHg9ksK/YJIYQQQgghhDgpBnsgSYiOBmdwStNUYCo4WAWkgoPVin15eQPdMiGEEEIIIYQQQhyD1kLl4vQzOGtOAfj4QEAAtM4VdXODwsIBbZIQQgghhBBCCCHEYDN4g1N+fuDv3z6Vz80NysvB4RjYdgkhhBBCCCGEOCMNpprP4sx0on6HB3dwytsbiovB6VRT/QAqKwe0WUIIIYQQQgghzjxubm6UlZVJgEqctnRdp6ysDDc3t37f9+CsOQUqOAUqQNVaFF3ToKJCZVQJIYQQQgghhBD9JCIigtzcXEpKSga6KUIcMzc3NyIiIvp9v4M3OOXtrf4NDW0viq7rKjglhBBCCCGEEEL0I7PZzNChQwe6GUKckgbvtD4PDzAY2oNTrSSKLYQQQgghhBBCCHHSDN7glNWq/g0La1+xz2qFPXsGrk1CCCGEEEIIIYQQg8zgDU55eKh/Q0NVUXSbDXx8IDUVqqoGtGlCCCGEEEIIIYQQg8XgDk45neDiAkFBkJenpvnpOuzdO9CtE0IIIYQQQgghhBgUBm9wyt1drc7ndEJUFGRnq8e9vGDjxoFtmxBCCCGEEEIIIcQgMXiDU5qmAlE2G0RHQ1aWetzHB9LTobJyIFsnhBBCCCGEEEIIMSgM3uAUgL8/NDWpzKncXHA41NQ+kMLoQgghhBBCCCGEECfB4A5ORURAQwNYLCpjqrBQPe7pCevXD2TLhBBCCCGEEEIIIQYFCU41Nqr/d5za5+sLBw6obCohhBBCCCGEEEIIccL0W3BK0zT//trXSRMUpGpPQeei6JoGZjOsWTNwbRNCCCGEEEIIIYQYBPozc2qbpmmfaJr2E01rjfic4vz82oNTrZlTuq6+Dw6GTZukMLoQQgghhBBCCCHECdSfwalRwFvAL4H9mqY9r2naqH7cfyeapj2gaVqapml7NU178Zh24u8PTqcKSHl6gpsblJWp50wm9dzmzf3YaiGEEEIIIYQQQgjRUb8Fp3Tle13XbwTuBG4GdmiatkHTtLP7630ANE2bC8wHYnRdHw+8fEw7sljA3R3sdvV9cDAUFbU/HxwMq1aBzXa8TRZCCCGEEEIIIYQQ3ejXmlOapv1G07R44BHgASAAeBj4sL/ep8W9wAu6rjcB6LpefEx70TQIC4P6evV9UBAUd9iVm5taza9jwEoIIYQQQgghhBBC9Jv+nNa3FfACfqrr+uW6rq/Udd2u63o8sLgf3wfUFMJZmqZtb8nMmnbMewoPVwEo6BqcAjXl7/DHhBBCCCGEEEIIIUS/6M/g1B90Xf+Truu5rQ9omnYdgK7rfz3anWmatkbTtD3dfM0HTIAfMBN4FPi4pyLsmqbdpWlavKZp8SUlJV1fEBUFTU3q/8HBXQNRBgPk5Bxt84UQQgghhBBCCCFEH/RncOqJbh773bHuTNf1i3Rdn9DN1xdALrCypc7VDsCJmkLY3X7e0nV9qq7rUwMDA7u+ICCgfcU+Pz+oru5cY8rDAw4ePNbDEEIIIYQQQgghhBC9MB3vDjRNuwz4CRCuado/OzzlBdiPd/89+ByYC6xrWRHQBSg9pj35+7cHp4xG9X1JiapFBSo4lZmppvd1n5wlhBBCCCGEEEIIIY5Rf2RO5QPxQCOws8PXl8Al/bD/7rwLDNM0bQ+wDLhZ13X9mPbk5wdOpwo+Qde6Uy4uUFMDdXXH22YhhBBCCCGEEEIIcZjjzpzSdT0JSNI0bamu6ycqU+rw92wGftEvO7NYwGpVU/lcXLoGpzRN1Z0qKlKvE0IIIYQQQgghhBD95rgzpzRN+7jlv7s0Tdt9+Nfx7v+kCA3tfcU+h0NW7BNCCCEGGV1XXQAhhBBCCHFiHXfmFPCbln+v6Id9DYyhQyEtDby8ug9OubjAoUNw9tkD0z4hhBBCnFS6Du+/D+vXq8TpSy+FK07fno4QQgghxCntuDOndF0vaPk3q7uv42/iSXDllTBligpAubtDU1N7JhXIin1CCCHEIJOaCmvXQmSk6hp8+60qUSmEEEIIIfpff0zrq9E0rbqbrxpN06r7o5EnnNUKDzwAV10FBQVds6c8PCAn56h7pTYbZGe311oXQgghxKmvoQHeeUct4Gs0quBUfT3k5Q10y4QQQgghzkz9kTnlqeu6Vzdfnrque/VHI08KoxHOOUcVQA8OVkGqViYT2O1QUXFUu0zYXM8T91WzaBHs2AHNzf3bZCGEEEL0v6+/Vpd8b+/Oj+/bNzDtEUIIIYQ40x13zSlN07x0Xa/WNM2vu+d1XS8/3vc4aQIDVZpTRAQcOND1+YICNYzaR9v+ewDfQ+VURZ3Dv/7lgtUKl12mSlx5eUFYmFoIUAghhBCnhsJCWLUKwsM7P+7pqQaaLrxwYNolhBBCCHEm64+C6B+iiqHvBHRA6/CcDgzrh/c4OcxmNaXPZIJ16zo/ZzTC7t0wYUKfdtVQ3sDuLdWEGcsxlmfgM2YMDTV2Pv3zAbTICGyuVm65BS64oP8PQwghhBDH5tNPVTfAdFgPydsb9u9X0/vc3QembUIIIYQQZ6r+mNZ3Rcu/Q3VdH9byb+vX6ROYahUVpYJUdjtUdyiZ5e8P27f3XHdK1yEpCSorAdj/2R6cdh2jn7eaB9DYiCU9kajK3UTmbyfQz8GaNVKPSgghhDhVHDigsqNCQro+15rpnJFxctskhBBCCDEY9NukMk3TfujLY6e84cNVJdSICFUEvZWbG9TUQH5+123q61Xl1BdfhD/9CXJyiFt2EBcPk8q40nUV2MrJUVMHa2qw5qVTUCDFVTuy28HhGOhWCCGEGIycTvjoI7VGSk9T7o1GSE4+ue0SQgghhBgM+mO1PreWelMBmqb5aprm1/I1BAg/wuanntBQVRQ9MhJyczs/p+tqbemOiopUQGrrVhXYamrCtujPxGUHEeBlU6+xWqG0VBWa0jTw8kLbl46htpq4uJNzWKey+Hj1Ed59N7z0klrlUAghhDiZduxQ0/YCAnp+jZ+fep1kPQshhBBC9K/+yJy6G1VvakzLv61fXwCv98P+T67AQBVAOjxzCsDHRwWhWh08CM8+C1VVajqgwQABAWToQ2l28cRsbJkCaDS2r0cN6nUmEwG1maxfP7izhWprVdJZaakqEJ+WBsuXS8dfCCHEyVNXB0uXqsV6tY6VM6uqVMQqKwuqq7FY1EOHdw+EEEIIIcTx6Y+aU6/quj4UeOSwmlMxuq6fnsEpXVeRkuJiNdeslZcXHDqk1pdetw7+/Of2Iuod7K2LRjMZe38fd3csxVlUVzg4ePAEHMdp4rvvoLkZfH1V7C4yElavhs2bB7plQgghBouvvlIBKg+Pw55ISlKLoSQkqOn5LSMnSUknv41CCCGEEGey/litDwBd11/TNG0CMA5w6/D4B/31HieF2awCVHa7yu0vKFARE2gfTn3xRVUsKixM1aI6zJ7iILxcm3p/H6MRHA7M9ZVs2+bPqFH9fByngfJy+N//1EzKVkajWr77vfdgyJD2j14IIU5HDocaz+htqtjRaGiA115Tl57oaJg3DyyW/tn3qW77dpV4PG1a/+53/3749luVMN1Jba26UPn5qet/ZSWUleHvH8CGDXDFFS3dgpoa9QMxmwFobFRT/yZNUgnXQgghhBDiyPqzIPozwGstX3OBF4Gr+mv/J9WQIWoINSJCVT4tKICmlmCTv7/K6R86tNvAVLPDSFalD56uzUd+H5MJ/7pstm8fnFP7vv5aDUK39OfbuLmpZbr/9S/VyRdCiNNRdrZKsH3ySXUZ6Q8pKbAnyc7+/fDJJ4NnGnR9Pbz/vgrMdZxdf7wyM1WtQ19fMB0+XJefr6JPrQNTJhNkZODuDmVlLQua6Dr885+wbVvbZmvWwOuvw8MPw3/+Mziv70II0d+am9Xsii1bBrolQogTpd+CU8AC4EKgUNf1W4EYwLsf93/yDBumesKTJ6tR0y++gDfeUAEqq1VN4+tUlKJdXrUnOmDQ+nC34O6Oa1EO9TV2srP79xBOdTYbbNrUOWuqo4AAKCxUKyfV1LQ/7nAMjhsxIcTpLT0dFi1S5zGjERYvVh3r47Xh23o8U3fg79nMsGGwdu3gmGK2caPKGgsLg3//W2VRHQ+bDfbsUYnQFlcn3npl54uL06nqSrq7tz/m4QEFBWiNDWiamu1Hairs3NnyjUqu+uILtT5KaCj88EP/BSaFEOJMcCz9+IMH4amn4MMPVdC/trb/2yWEGHj9GZxq0HXdCdg1TfMCioHTc1JWSIgKPoWGwi9+Affco3qaGzcecdOsKm90vfvAVRcGAzidaNVV7N17nG0+zWRlqUBTp5Fqm03dfbSIjIQNG+DXv4ZHHoHf/hbuuAPefFPdNwghxKkqZVsVWnUVQUFqPCMzUwUtjkd1NeyJa8S/LgeKizEY1L7fflsFRc5U9fXqswsOVpm1oaHw7rtquuSx+O47dV35299U5q5vc5GKIn33HRw4oN6wvFwNSJnNFNd58N/dk6hqasmWzsnBzw82btDRP/5ElQJISQGnk6++UtcnV1d1fdM0db0TQgihrlVPPaVOtX2Vn68GEhob1cSVpiZ1yhZCnHn6MzgVr2maD/A2arW+BKAfk+9PosMKnANw4YWwa5fK5e9FSkkg7mZb39/LxQW/wlS2rG8eVBlBaWndPLh/f6eCswaDmmEZFaUyD1xcVMBqyxZVq0oIIU5VaVvK8MxNafs+MhK+/PKw6QiVlWoKeR/t3g16dTUGA5CRAahk3qYm+PTT/mn3qWjdOnVT0jqT3mJRgxsrVhz9vrKz1ci7j4+q2eXr2/Kgm5uKJO3Zo4JUcXHoBiPbciN4PymGykY3Mqt8VCZVaioehQfJSy4nPs6pBrQaGshOKGXtWpXdBUBNDW6pCaTsrO+fD0IIIU5z27er7v5f/tKWcNqr2lp49VUV7Pf1VY+FhqrSIGfyoIwQg1W/Bad0Xb9P1/VKXdcXAxcDN7dM7zv9BAerM2DHmwarFc45R3Vae4gi6boKTrUWQ69ucsV5pICTuzsejWUUbkinNL8f5nycJuLiDisUa7erm63ycigp6fRaTVM3I25uKmAVFQUffwyJiSezxUII0TdOJxzaZ8dala+ycFAd6/BwlfkZ91kOvPIKPPQQ/OlPqo5hH6xdC151heDtrc6VLfMaQkNVYu+ZmKFTV6dW0gsO7vx4WJha1TU9ve/7cjhgyRIVX3J1bXmwuVnNvbRY1AiIj4/6fIH9zdHE5Ydxx+QEJocUUFDjqVKt3N3R9iQTmrmVf2VcRlpZIKkVIfz5zzpWqxpMoaoKNm3CuyKLPRvKBtXgkxBCdMduh1Wr1MCAn5/KXo2L6/n11dVqSnxZmUpQbeXioq6z33574tsshDi5jjs4pWnalMO/AD/A1PL/04/BABdf3DVLauZM1VM+vBBSi7IGd+ptLriaHOg6vJcYy5bsqCO+nebtBRUVpL76XX8dwSmtpkYNVHtaO/TWCwvVVcvNTU2P6Kkn73Bg1uwEB6syYDk5J6fNQgjRVyUlYK+uw4QdiovbHndzgxC3Sl5/LJtv1xhpCh2igkyvvNIWxOptnxn7Hfg0FanIiqapuQ6oYIi7u7o0nVJBkJSU4y64tH69ygw7fP0Rg0HFkT74oO/H/OOPqm5Jx5scSkvVDgwdukOahsPVndUZI7hsxAF8LY2EetZQUGNVz5vN4OODu78FPx8nL/94Nn9NuQJrXTH+/qif5ebNoGm4+blTvb+IivJT6QcjhBAnX2qqynZyd1cl/EJC1OIRhweomprUAPTvf69mWoSHd91XaKgqjt5yGRRCnCEOX5vmWPytl+d04IJ+eI+Tb9o0tQyS09neaTWZ4NZbVSXvxYth4cIO+fuQU+XV1kuubHTD0exge24Y44OK8bP0suycpuHp58LWtfWcX1ursrTOYBkZgNOBtmGjKj4fFQX79qm7D1dXVUikpER93pWVam5f688gPR1sNjxiYmhshH/8A55+WpbrFkKcOvLzdKirB29PFYkfMkQ9UVeHe+KPhHmbWZZ7Ht+VNXDXlJ2MydqllqG7/37VY+9I10HT2L4dDI11ai0OTVO9+4wMdd4sLCRo2HBSUvxJToZJk072EXejqUmNILi4qAIjfn5HvYvWrKmQkO6f9/FRH29BQadLcbdsNli2rL2kZJvs7K5LxgLb8yLwtzQwwq8cgFBrLYV1Vpw6GFq3NxrxNDajaTpml2Zcq6pAn6CmBjoc6mep62il9WRvL8DvJ0dopBBCnMG++67zJc5iaQ9QDR+uElmrq9WXrkOAv07AoXjwHNWW0drKZFKXlw8/VCuj9rBOlRDiNHPcmVO6rs/t5ev0DEwB+PvD2LFqVLsjoxHmzFE1qFav7jRku7/cD6NBfV+XW84Vzq94wPgvVu0foV6m6wTWZWLOSOP9rSM7jfb6WBpJqwqldEfGiT+2AbZ7N5jLitRnu3OnWmqquro9G8DVVY06b9oECQlqZBtUoDAzU6VLORz4+6tZLS+/DN9/r3azdau6Adm/f0APUQgxiB3aU4fBaVc97/JyVTCpsVGl7jiduFrNDPGpQtc1/rb1HDI9J6oA/V//2rXK9+rV2D77mtWrIdBY0X7NMZtVACghAfLy0NJSCQhQhcJPiVWMtm9X0aX6ejWKcBS1tVqtW6cOsW0K3mFab0aSk4+8r9Y65xYXh7pQJCWpNN6iIvVz6qCu2czm7CjmDVcVe0eUbeehpFvwMjVQVu/eZd9WFxuubpq6s8rJgbw88PRsa6TBAPtXH+zzcQshxJmmuFjF7f39Oz9usUBEhJoJ3dSkglfR0arwuWdTqer3b9umrqG6rma1tBSbCglR9xRHU+bDbu+vIxJCnAj9VnNK0zSzpmm/1jRtRcvX/ZqmdR2OPJ1cdFHPvfzYWHWibCl4oeuwMz8Mb7dGzI4GKgsbcQ/35Ra35dhrG0nI8ufG5N9zye6X+GfetVQ2u1NX3tS2O4MGmsHAts/P7DWndR12brfhm78HvLzUSEhGRvuyRqAyAry91ZfFouZhgLrJa25WV5aWKZehoeqC9uGHqmDiW2+pkZl//rPbmZdCCHHCpSY24unS1H5Oy8lRAffGxk6Zsd5uTVjMNv627RxK/EarQMkLL6geOrQV1Uh5bzs1RXVYqgrVUHHbDrxV+pCPD5SW4mWopaZGnQ8HdHqf3U7zp1+xzzCG+oAoNe/i7bd7XGbV4YDPPlOj57t3q9jOZ5+pguc9ZU218vVV4xhHEhcHJqOu7mIKC9UNz9q1Xaf0ARuzo5kYXESwWzXXpv6Jnxz4J/Vmb8aZ0imo9ez9jfbsaS+u3sLbR2P3pur2n6sQQgwyO3aofw3d3HmazSqe7+HRPk4NqPsDi0X1/XfsUCfydevaRiQ0DQIC4P33+zYoU1urZlvs29c/xySE6H/9uVrfv4GzgH+1fJ3V8tjpa/x41cls7qZQucGggldr1oDDQUGtJ8X1HniYbcw5tIT1zMEa4cM3Yx/hc30+mdkadze+wiXuGxkVUc9Flh+pLug8khzoa2f1OhfsTY6TdIAnX14eVKUXYXHWq6uR0aimexw+ldFoVP+6u6sbtvp6dYNnNKpAVkuxKU1TozDR0RAVqRMdpRMVpV6+fPkpVn9FCHHGczgg84ADq7FBPeDiojrSjY3t2TQd+FkasTkM/HXLueR6tASoEhLUkxkZUFXFt8WTsWanqizS7tKINE19ZWURHq7iYPHx/XtcfT2X6jp8+EIW96/6Cc/G/4R/x52FIyxSHdPatV1eX1+vZv99ttLJ3h21/P3pSv7wUB1ff60CUz1lTbXy9FTXlcPW0ejEblfJUoEV+1TV+Nai5x4eXX4mVY2u7C4KZlZUFudlf4jFVsO/p/4fWyOu42zHZvJrepl2bzKpANRhmVhWNwe5NV40JB/F2ulCCHGGcDrV6T8g4LAneruw1NerOdseHuoeobJSXR/9/NQAdaMql+LlpQajFy/uPStK19XATVqaWjlXCHFq6s/g1DRd12/WdX1ty9etwLR+3P/J5+qqCqMXFXX//IgR6qy4bRu7C4PQdJ2hlbtwKc5BN7vi49ZItWsgu8b9gl+P/4EGv3BMBp25QzIJ82/iYFXn3FaLm05to5mUH87c7Knta+sw5GT2va5W601X63Q+d3f1lZfX+Spks6nKuS3z+8J96ti4Uc3cEEKIk6W4GBzVdRhNLUO/Fkt757oHIdY6Gu0m/rh+Nrts41WhJacTtm+nsNmP1MYh+NfnqPNca+D+cB4ecOgQBqdaMOLdd7vOEDwWhYXwn//A4493XSOki/p6Epbs5tulZQT62BjuW05SUQhf7R+tKtouXarO5S3S0mDRIpXMNNR+gOCk7xmStYHozA1Ehti6FEFvY7Opg2tubrtE7N3bc7MOHoTGqkZcDqaqwFTrsLzJ1OXz3JgdzVmh+QxvTmN6/md8MfpRbEY3Mn1imdW8hqKartP62nh4tK913kFrG3N2FnezkRBCnNkOHVKn7E4lFZ1ONdW9pwtVbm77yVPT1P2Wp2d76lWHxUYiItQY0LJlPce74uPVwM2ECeq12dn9c2xCiP7Vn8Eph6Zpw1u/0TRtGHBCUoA0TYvVNG2bpmmJmqbFa5o2/US8D6DqS+m6Gg7v2hC48kr07dspjz/IUEMW16Y9xz8D/0S0b3XbyzJ9J5PnH8NlIw5w48Q9GDQd93BfdtpjcG3qvIS4u6mZ7z/t27Lipxt7s5O1b+0n0LVa3RS0sDkMJBcF8VnqGGqbXbpu6O6u7i6cTnUjYTCo/7fWotJ1NRekqkr9TA4exLA/ncBAdYN2DKVOhBDimBQUgF5b215ku7WO3hEEuDfg49bI35MvZsnGodTGpbL/63TeyLocF6MTzdPabeHuNiaTCtgXFuLhoeI3//3vsWePZmXBv/4FTzwBGzaowNQ773R/KQSgqIiG3z7Jf14qINBSh9ndBU2DKO9qVqaOZXPhCGwWL3jjDYoy6njnHXj+eZVoFBWpo2VnqTsXb2+VrdzTnUNVlRqI2LAB/vc/WL8eL5dGtmzp+Vji48FUVqR+Ft3NKWlRUe9CWok/lwbtZH76i6wZeic1rmppP5vRjSDPJopqrcf0meomM5k7JDglBrfGRpndOhj9+GOnbr9SUKACUMnJ7Req8nI1dW/vXlU81r2HwQBXV3WRaqFpam2l1avhiy+6XvcKCtT1KzhYXQJcXeHbb/vv+E5ldXVtJbqEOC30x2p9rR4F1mmalgFoQDRwaz/uv6MXgT/qur5K07SftHw/54S8k78/zJyperfdLQfk60vZ1Xdw+Yev0Wz2YFv4AuJrJjEuoJc5BoCrm0awsRRTXjZNwya2v523jd1xTWRmti/wdDxqalQdQS8vtb+goIFb0SJ9aTz1BY0ERrRPeSiosfKf3TGEe1bjanLwv/0juX78YUPgZrOaKN5xGN1sVsuU2+2qp5OVpUasNU2NjOfm4jlxItkVZj7/XC2sKIQQJ9rBAzrG+lrw7ybQfgQeLjaG+laxqWgc2+6ppaF6Hl7+ZsI8awFz78EpUFlaiYng5UV4uBdxcaqfP72PwzerVqmyHhUVqjPr6qo6/AaD6uzv3atq+l12WTcbf/YZqw6Ooso1iGiv9gEWk8FJiLWOd3ZN4RPX8QzXMti1ORvj+DEMGaKKhVNbp3rQrasxeXiotKqoqM7HnJ+vDshsVud5XYfaWryTN3OgehZlZa74u9SoG5qWjCiHA37c7CCgNL3nGx3A2lzO9l1WHnG+xAN7XiPLeyK7Qn7S6TWlAaPxra2grMFCgHtD3z7U1v176CSnGJjXcQVgIQaZ1oD5nXcOdEvEydLUpDKWAgM7POh0qguKj48a+SgoUOf/rVvbaxMaDD1f89zc2qf2OZ2QloYxOproaH9WrlQPX3+92kVFhVo4yWxuydzSdYKDNbZuhauvPqxdZxhdV+UeExJg3Di44AKYPPnIXQkhBlK/Bad0Xf9B07SRwOiWh9J1XT9R4yM64NXyf28g/wS9jzJvngr7tyzpfbgERyw7hsYwp3E1myN+RuZWH34y4sjLxY3wKqao1Ih1WPtjBlcXvKrKeOvvNSx62bNT7duj4XSqEYTPP1cXhtZmX3YZXHfdAASoiorY+HYarl6jQFPzxG0OAyvTxnLZiP1MDC7G7jSwOH4qKSWBjAs8LLh3+FQJd3c1Hz0+Xv1cvLzaD6o1s6qkhPDwML77Ds4+G4YNQwghTqi9iTa8tGowuGJyNBFYn0WpeyQ2Y+c6RK72WmZnfcDaoXdgN7Sf6A2aTmRwM01FxQT5uGBw9+i0XVqpP6AxJqC07TGTowm70VVFkxwO+PFHtHPPJdjYxHuLahn5ViC+EZ33c7jsbFWnz89Pxbi8vTtfJzRNTZ1YtkzVgpo8ucPGhw6x+5scvihaQIR315Uo3M02hvhUUW8zkdo0gsjmdAw2NzAMVS9onZ7R+oZmswpWZWer9cWBppJqvv3UzpWj3TG4dMhKs1rRamrQdiey4fZ0rvH8Hu69F845B1D1yWtzKwl01IPZp9tjD6w7hG/iOvbwImed48o/jOd1+7oDfjOYmhFHfvXwow5OebnZ2FcSiLOoBENo8FFtK8SZoKgItmxRXbbLLlPnE3HmS01VybCd7mfy8tQ5vrVvn5ysUqt0vdvajF20XisOHlTXiZZBatPQoUSPGc8335hJTIRJk9Q4R22tWkAJXYe4OIzjx6NpHmzerAJUZ6oDB2DXLpWckJ+vsqH9/NQxx8SoWychTjX9uVrfbuC3QJ2u67tPYGAK4EHgJU3TcoCXgd+dwPdS1bZHjeq24Iauw4asIZT7j2TNsLsob3TH1ejA07WbIuqH8Q82k9gwGo/mDvOtNQ1/90by4/P56qtjb/JXX6nyHn5+6qQUHa06Al99pTKpTrbaH7YTXzqUQM/2X4sfDg0j2KOOicHqxiSk4RDzR6Wy6sAI6m1HiJtqmhoC8fFRF7fD84VdXCAzE6NRnXzfe6/HhaKEEKJfNDVB9oEmrOYmZiYt5vYtt3Jdyh+5fdf9eDW1B9zNjgYWJv+OqflfMbq0m/lomoZroBcGa9dMn+15EXyaOpaUElVZdmhFAr/ddj1GZ8s1x91dZZSuWYPHrs3Y0zNY8sBOnPaeT4CthWItFnW+7LRaUgcuLmpaxCuvqJl1ug66U2fjC1v42/4rCLLWYzb2/D7uZjvB1noMXtb2qdig6gkeXmDKw0NFlrKyoLmZAz9kklgexcGabgI7np6EWKpZnTmKOo8gNUyPOud//DH4lh2kx5EeXecne1/iQV7lgnGFakW/HpRZIphl/JHckt5HjVJLAvgyfRTf7B9JRoW6+TIbndgcBop291DDUogz3OrVKqHR1VUNnIrBYd26w5JWHQ4186H1QVdXlepUV3fEerS6DomFITj1lunyKSnqidZFLjIzMW7dzLCQehwOdZ0qKWkJTIEqopiRARUVBAWpIu29FVE/nem6GkxqLdPVej9oMKiSJw8+CC+9pJLVqqqOtDchTp7+zC2/ElVj6mNN0+I0TXtE07SoY92ZpmlrNE3b083XfOBe4CFd1yOBh4D/62U/d7XUpYov6W05n94bAz/5SbfrlO4qCCGnygtPF3VjUFhrJdTadeS4O2H+TfyoncONiY/j2eHGBauViNp0vlxWR0bG0Tc3Lk4twR0d3bnUidGoZia+/XanmrQnntPJ+mWFOF3cMBpUxz+nyovU0gAuH6nWcw2sO8R98bdxkX0VYwJK2ZQd3XU/us64kvVoeh9KmVksajS+sRF/fzWwkpranwclhBCd5eUBjY14NZfyi6p/MdSQxUj28x+vX3H7rl8RW/gtE4vWcOOeP1BmieCbkQ8SU7S6+50ZjV0iRA6nRl61FwsnJvO//aPYV+rLpQffQMPJkMrE9hdaraqz7uNDWLjGrt0a617oeVQiKUn18YOCjnyM7u7qOvLuu3DffTp3X5nP298PIdTfhoeL7cg7ADWYYDari1VtrZp3cXhdLrNZvVlCAnz/PelFvoR5VpNQGNrtLl08zDTjyra6iWqovLqaxETITa/Fpz6/ywp6rcJq0nmp+UHC/BsZ6lvZe7s1jeFB1eyrCMTQ3H3mlK7DqgMj8bc0qEH6vPZyALpmICdB6k6Jwae8XAUKQkJUgDs+XhXJPtkKC1WQ7M03z9ygxKmkokIlRfl3WP/JmbYPvb6h8znf27tPaTzJxcF8kT6G7CpvdU73928/txsM6rpXV4e2cQMejmrCwtTvG6BOzikp6vpTUoKbm7r8pKX12+GeUpKTVdmujp89qO5Ba8JCdja89ZYKVO3YMSDNFKKLfgtO6bqepev6i7qunwX8HJgEHPOlR9f1i3Rdn9DN1xfAzcDKlpd+AvRYUUPX9bd0XZ+q6/rUwOOZWDx+vAo/N7R3SOuazSxJiiXQo77tHqKw1kqwtWsQqztuJjv+1mb+630ftyY+iHdjy4iqpmEya3gVH+Ddd4/uApqfry66oaHdzym2WFR/f8mSYy+Ue7SK4nNYmTqGUN/2z25/uT+xwYVYzOrg5mW8SYbvFM7P/i/nR2aSWBhCTVPn0emI6hSuS/kjY0s3H/lNW38gBWrlQ09PtXTsyTpmIcTgk5UFzroG/GqysGkuPHbuFmYPyeLl6rv4ZvhvGFG+g1FlW8n1GsuXox8hJfB8Iqv3Ym0u79P+C2rcCTcXcbFjFTeO3803acPZqU1hc+TPGV32Y+cXt5wDNYNGeJCDpUvsZK7tOtpRX6/qwPj79zDdu+NJU9ehrAzX+gqGhjfjV7CX4KwdDAttxM18lKmp7u7qziAhoVN7OzGbwdcXp9HMgdoQfjo6jcxKn+4XzgACPer5ct8YbA4Djj2pfPIJ+FYc6jbQ18o19wDL9BuYN7xvI0HJI64hylTAiF2f4NHNzy2n2huL2ca5UTnMCM+juL59OqWLm4HUHX3rHwhxJvn+e/UnaDKpGILFAitXHnm741JW1taBtttVFsnvfqemL2/e3J50I06cnTvVZaOtzF5lJd+vN7OuIuao91VvM/HdweGM9i9lX1lLxKW7+n1Wq8rOSkrqfP0qLITqahUIa0lWcHOD9V9UwvbtR92eU93Kle2leLtjMKjrfnQ0BASofkBj48ltoxDd6deqnJqmRWua9hiwDBgDPNaf++8gH5jd8v8LgCMXeDpeZjNccknbCQ3gy32jqW126TSFT2VO9b3zOTqglE8N15ESOJvzs/7T/oTVin/VIXLSalm3ru/N/OordSLqpe4r/v4qc+rAgb7v91jpOnz4RjlmoxOXDtM98ms8CfNUGWbDy+Pwa8hl2YQ/Y3Y0Elu/hZjgQjbndE68q8woI0grJSpzY9+iTBaLmo+u6/j7Q3p6p8U9hBCiX6Xs1fGozMNZ10ioSykGDSYGFeFqdLDccS0rxj3Np+OeYu3QO9A1IzajhTT/85hYtOaI+x5asZPQvWuZo6/jkoP/5rHs+3mFB7mp+f/Y6X2BCk71cF50dQVPdzsvPVlJbk77a5xOeP99ldXQWou8k+JidVeZk6N6rbt2wcaNsHEj2qr/YT60H6OfN5r5GMtXenmpQjRHWM0wuzEQH7dGAj3qGRNQSmJh9zWb3M02appduS/uVh58zIX8gw34lB0EDw+sTWXMyXyPK5P+hDVhPQZHMzjsvFq6kEujU3A39571VVZvIa/aE6dmJDjCxDLTL7k/7mauSn+JsJr0ttftLQlkfEvNRD9LA9VNrjQ7VFfL2+pk70E3tZSiEINEcbFaSCEkpP2xoECd5F32HhflPG41NfDss/Dpp1RXw9/+phZ8iIhQ6yx4e6vvxYmj6+ry4efX8oDDAQkJpNeEsiM/koYjle84zJqM4YwLLGZ2dGZ7cKonHh5qRe/WVb1bpxJaLCpCWl8PTU0EBEDC9+VUfbb26A/wFFZaqu53fHz69noPDxW3O5r7TSFOlP6sObUd+Kxln9fpuj5d1/W/9df+D3Mn8DdN05KA54G7TtD7dHbOOeps63CQXeXN6gPD2wIsrQrrrIT0JThVVQW1tYwJKCW9NIAt4dcxrnQD7raWib+aBppGmFbAxx+3n197U1io6kmFBvc+gq1parTgZFyYd+9ysGt7MyH+7elfut4enNJ0B/MyFvP9sLuxG1zYFLWQ87OXcl5UDruLgqlucqWmyYXNB0J4rfpmIgPqeaX5XkaU9yH/1NVVdVDKytpWc1/dwwwaIYQ4HroOqQkNeDWXUVsHvu5q0ELT4OJhB1mfOQSbo+slNynkkp6n9gEmZzOXHnidn6a/yDeuV1M3PIZ/T/0/MnymEB3pZHRwJe9kXYzd4Epobc/jNL6+GobKMl54spq9e9UlaPVqtdZHZGQ3Gzidqi5UU5Ma/v72WxWkaq3t4e2thmWPZ+U5g0EN2fYw5a5VelkAo/zVRXBKSAG7CkN7HJ+I8q4ixK8Za3U+0bV71XsYDJyd+wmhNft5XHuR52of4rPtYSSkuuNqsDMysvcSmc0OAzXNLqrOCTA2sIy1Tefy2llLKLNEsDD5CSKqU3DqkFISyFXGr/FtyMdo0PG3NFDakj1lMdspabBSc0DqTokzT01N+9oGHX366WELr+k62t49uKTsYtXXfSjT0BfJyfDaa+oOW9fhk0+gqgr7V6t4/eki9u1T9XZaFvHE31+VemhJrhcnQGam+n1oq2+enU1FiY1mp5mxASXsyA/v877SS/3IKPfmgqGHCLHW0uwwUlbfy3WjtdO/d6+6liUkqF9QN7e2+yuqqjBqTvSiInYmGs6oQYO9LYueH83iV6Gh8NlnUn9KDLz+zJy6Sdf1Kbquv6Dr+jFUSuo7Xdc367p+lq7rMbquz9B1feeJfL82fn4wbRp6UTHL94zHYrJjMrT3kGubXXA4DXi5NrW0k25vRlQVWR3sdgLcG3A12TnQFEWa/3mcld+hCrqbG65FOWiaSkc+UrLQt9+CsbYSw7of1ERvUNMmduxQNxeZmW0X7qAgNQheWHicn8kRfP2fCny06k4j65WNbpgMTjxdm5me9zn1Ji/S/NXqSHuDLsCzqZTrs17kEu/tvLJtJot3TqW+vIG3g55k3qgs/qdfRvihzX3LnjKb21LEgoJU8K5I7guEEP2srAzq8yvx0cvJswXj7tV+zov0ribcs4atuV2Xp8rynoSbvY6RZYfVhNJ1RpVt5c6Ee/FqKuFfU94mtXEoUT5VOAxmtkZez8bom7hwaAblDRZWWm9qm9oXUbW365QzTcPfowktK5O//13VmFi6VAWm2jqwJSWqKC2oAlq1terOwsdHZTl1XMKvv5Z8PcJ+dB3SSwMY7a8WJInwqsbTpZnX46az7tCQbkffjSYNV4MNQ35uW4HdsJp0/uPzK3bUTeCBGTu4hpVsLxvBTRFre22CrkNetRc/HZ2GQ9fQdZUR5eHSTFrTULZE3cgXox7lupQ/UlxqJIhifnXoUS498DoAQR51FNV5tB2qhpPcpD6MNolTWm6u6k4JRdfhgw/gkUdU0NvREnM6eLBl0LRjqbiDB2H/fkLseWz7pvT4+2RbtsDLL6t+7p//rObsrV8PUVF8VX0+6d9mEhHQ2GX1UaMRNmw4zvcWPfrxx/ZgIDYbpKSQYYtkmG8F50ZlE5cXjrP5yAGhghorq1KHsqr5Qn676yZmZ/+HkX6l7C8/QvaUxaLuhbZtU3+wh6cHV1ZCRQWBxgqWZ86gKPnMqQe4efPRr8TXutjv//53YtokRF/1Z82p9CO/6gxwxRWkFPmTXBhIkEddp6cKa1XWVOsFsKTevfuTZ2OjmnfX8sIx/qWklQawPeJapuV/gcHZkmXk4gLV1YT6NBAXp6al9aS0VM22CLXnqhPuhg1q1HvtWhWNKSyExET1/Q8/YCguxGhU3/aJrqtUq6MogFVUqLP/x2J8LZ0nMee1ZE15NZUwO+sDvhn1UNtn4dSMLJ34AjUuAfzV+QjFxhA2BCzgW8c8DkbOxc1kZ3pkAa813sHkwj6cQT081LHX1mI0qgulpHILIfpbTg5QVERU80F2m6bg59H5vDdv+AF25EWQU9W5x6hrBj4f8wTz01/knJxleDUWMz3vM+5OuIsLDr3Dhuib+HjcIrKaQ/Ew27AeVnTcoMG0sDzes/+CsaWbuPTAa9y8+2Gu3Pf3ro308MC/6hCRPjVER8Pw4R0WsbPbVd2NtWtVR37Pns7zw48nQ+o4VNYa0OzNXF79IVPzv8TF2cDNMYlcMyaVvBqvnkffLRY1OGEwoOlO/GsyebvgSi4ZcQCjqxnvycNJ8JhFVfi47rdvWd61pN6dob4VXDF6P/6WBhrtKhimpheqeUr7As4hKfhimtMz+Lnzv/z7rHcIrssgqiqZII86iuva605pJiMH1ucd9+fS0AD79qmxp9zc496dOApOJ7zxBse1ovKZ5sAB9bsYFqaC3o8+Cn//uyq2bLV2OH0UFaksJ29vDFZ3jJkH+f5/x5Gxsn07LF6sol9DhqiI4RtvgL8/KWXBfJ41hUiXIrTMriVwg4PVNKaG7tc2EMfB4VAxw7ZFNjIzwWbjUHUAZ5t28ETarVxi+xrXHZvwr+95bmd1kwuf7h7Jq4aH2Drzt3w16mGGl8dxtePTI0/t0zR1HSgsVAMsHaOTrq7qd7GgAHcXOwac/OsNnaYTuc78SVJZqf4e+zqlr6PQUDUV81jXDxOiPwxMb/M0Zg+LYqnLrfjai7uMtrYGp1o12M34W+qpbT6sMnlTE4wY0ZZBNSaglLSyAAqtIyi3hDGudKN6XWtB24pyfHzggw907FWdA2KgLgIffQRGgxNjfo6aamG1quVS3d3VyLeHR/t0jOZm2LOHkGCdtWvVieyIKivh66+PKtUq7oNUDGXFaJ6dl4ZVU/qquezAa+wIv5pS9861pcrcI9kU/Qs+mvQC703/NzUu/uzzP5si63AApkcUsEabh0fmHmZl/bdLBlWT3dj+TWv6bsvyhKGhKognJ14hRH86sKsGQ2010Q2ppDMKf0t9p+d93Jq4anQ6K1LHUW8zU9XoSkpJILoOmT6xvD3l34wv2cC9O28nvCaVtUNuZ/FZ75ASOBs0jewqH6K8u8+3jw0pZFfNCOqaTHg0V/LqjA8JrM/sOv25tSLxjh1QWdn5GlZYqAJUrq7q+aamDpGrvvNoLu9Ug+l4WGzVVCXncr3xU8Jr9zG8PI5fxd3K2LJNhHvVcFZYPrnVPQwPu7qq6x7gX5/D24a78XKzMS5AnfzLLeG8PfVNGs2eXbd1OqGsDGdtPXU2F26NTcRkcBLhVUWDXV3Pp4XlkVvtzZqMYeg6/N3t93yqX4tzwiTK3SNYP+QWLsp4iyD3Wko6BKd8vHS2b9OP645Y19UMpuefV/fh//xne6aKOPHS01VAcN06NVNosHM6VUDK01PNmho6VJ1mMjNVImZAQIcXZ2Wp84rRCC4uhBhL+e7DEnYey/yH2lqVrhUSot4YIDgYx4jRrC6Zwks/nkOAez0mT4saPTisr+jiok5zu3cf65GLnhw6pMbhXVxQ9xzp6egeVg5V+PBA6TNsjVhA+ORAXuQxzk/8J4F1mQBUNbri1DUMTjuW0hw+3jmch5x/o2HSDKpdA8nxnsCKcU9zR8VL5Fd7dO7vd8fNTc16abnY2RwGSustqmEVFer30d2dYI86svY1nRFFwVtXJm+7vtfV9fl6YzKpP80vvzwxbROiLyQ4dZQSEiDXbTi+QS7t0x9aFNZaCfGoVr2VxkY0dCaHFFDe0GH0ueXimKeFU6YFgN1OmGcNTXYTpfXubI78ORcc+j/Mjpazo9kM+fn4+kL+rmI23b6ky4Tgb75RK3KHWWvURcBkUl8+PurfjlpHEmprMTXV4XSqKPkRZWWpi3tOTs+vcTrVUOLevThyC/j+g3wC/OgybSO/xotpehxBdYfYHPXzXt+2zsWPDUNu5utRv217zMXo4LLRB1nAp/gVp3Ff/G1cv/dpLjnwBua0JP7240zqO071sFrVldLhwGhUI3iSPdU3srqhEH2TtL4cb5cGIir3km8Pxt/StTM4yr+MCUHFvL5jOm/unMr/9o/kQLmqFlvlFszbk//FS+d8zmdjfs9+/5mdzp3ZVd5EeVd2+94Ws51xgSXcHfYln457iloXP74d/isuO/AaRmdz5xdbreqObP16NbzaOs18/37VkXdxUQMc3VZIP7JLD77Bbbse4MKMtzE6+54RYXMYQNe54NA7XHLgDSYUr+WyXc+z0n4VHpNH8dXoR1g+4U98PvpxLjvwOsPK44n0qia32uuI56nwmjRWGS5nUnBR32Yj1tRARASF1RbODs8h2kddc4f4VFJvU8Epq4uNW2J3cajSh9fjprM9P5KfT07F7K0CUUnBF+Nmr2GGbVPbtD4Aq5udvDpvKuOPfUWSlBRVUyQ6WgUCiopk5bGT6dtvVSCmNTtksNu5U42Fti5Z37ooj5+fCky1/c05naoIUWsgCTB5uRNSlMRrz9ccVYDqwAHY9/YGmmubwcODRruJzEoffsgYwp82z+XD5ImEWmvVgkVmsyqAXduhHmy9Gjzw8upjH1gclV27Ovzc09PB4aCw0QcfQxVWi4O9QRfg5+Vg5pBCrjeuZGHioxw8qPNG3HT+tf0szNs38WbKLK52W0XIpEAKPUe27bvGNYCNo+5gLuvYnhXUfQN6EJcfzicp49WNQEt5FUwmcHUlimw2b4bf/77rQn+nk82b22azK4mJkJbW5+1DQmDTJsnIFQOnPwuiX9PN14Waph3dmeMUputqLq6fvwHOOktdaJub254srHYnRC+EoCCc9Y1owOWj9uN06uiVVaon09iI0z8Au8GVWjd/aG5G09SqfaklARzwn0Gu11guOPR/ar9ubqrnWVtLcP4u3kuI4dOHt9DUqNPQoDpGn37aUjektI/pQG3zDksIDVX1AY6UPeVMTee74hiqdvbSoS4shI8/hpdfZv8D/6Ta5t5l1UBdh4JaKwvLXuWHobdjNxz9yDzA2IBSpoQVcqXhG5aPepK9gXPJNA7j7yU3MUZPJSO/Q6FEo1F99uWqBktoqLovO57sKV1XNwdPPw1btx77fk5lhw6p1Pw9ewa6JUKc2ooKdXL3VOLnVk99nRN3FxvmDquTdnTh0EP8clISj5zzI/OGH2BLx1VJNQ2n1nUkuMlu5GCFL8N9K3psw7SwPLYXDsHuVOf3/f5nU2qJZF7G4q5BotaM2t271V1lZaUa9GhdNa814/QoBdUdYmjFLl6f9j5aTRXjdn7QNTjWjfIGN1788Vx8MnYyonwHdS6+TCz+gT+5PMvY0Eqsru3TyTN9J7NuyK2ck7scq0szbiY7pfW9LE8LhFTvI84+uS3I1CubDYxGHDFTsFm8mB8W1/ZUmGctDmf75+JutnPTpCRmRWVxx+QEgq3tA1a6ZmRj9C+5ouhdbA5j24CJpgEGI/u/PrbsModDZal0nKXi6akSm4/mZqr5yD8W0Y3CQvVnExCgpix9883g/iydTlV7vFMQqic1NeoX2NjhHGcy4e6uEXRgC68+V82SJb3fFNceLGLJ38r40yNVvPAvT+7bfTe/XnUZ9359Oc9uOJ//7o6hosGNIT6VuBgPSyds7fRVVqoUepsNX18V6JJapP3H6VT3JgEBqD+YAwfA05OMCl/m6av5MeKGttfODM/FYbFyljmJbbmRvBW+iPedv+AL0wJGD7PhP2UIOd4Tu7xHSuBs7g35jOxcI46duxhRth2DfuT00dSSAIrrPKhsdGsvPAZgNqvM5wi1j7/9DT7//PQLUFVWqswpX9+WB2pr1e99Tk6fT1RGo+oKrFhx+h2/ODP0Z+bU7cA7wMKWr7eBx4Etmqb9sh/fZ8Dk5Kg0ZW9v1HDLjBlq9MVmo7mshmqbhYDLZ8D06dR4hDDEJZ9wrxqGmbKptISqTKuaGip8hhESApqXZ9vqEOMDi0kpDQRg1YgHmFCyjsiq5PbASlwcFpONqHAHX62z8tDPCvjVtYW8fe9Ogppz1Coo2dmdRqR65eoKOWo7pxN++KH3l+9eU8z/lf6UPy6J6jl56tAhNQIRHc2Gphm4eJi7vKS03h1vYy1hjlxSA2b1ra09mBWVTYBHA39M/znvNv+CP9Q8zoSIKm73+ZS0Qp/OLzYYID8faMsmZ/Fijml+eW6umkbx17+qWl+LF6uyB2eSgwfhL3+hbQnmhISBbpEQp66d3xSgVVcR6sglzm1Wt1lTrQyaTqhnLQZNZ3xgCZWNbuRVdzO1rIM9xUEM8a5UWQA9CLHWEe1TyUd7JrZNdfhq1MP4NuRz9867CK8+LLXGaFQXs6QkVQPGYOjx7rK6ykl9bXuwzexoZHbm+2iH3QzMyXyPz0Lv5e1DF3Jx7Wfc3LCYqfuX9XpsAJuzo4h0K+X/ci9l2ZhFbI76Of83+q98UzeXcyK7XnCSgy4guO4QQbUZRHpVk9PT1L4W9VU2XE32tsVKeqTrqjM/YQIF5a7M/qkfobZsdZHMzCSgfB+a1rm37mpyEBtShNHQtRef5n8eYXX7CbVUdqo75WY1snNLwzHNH9mxQ9Wqb7v5qKzE31ZIerpKcD6SggJ4500HD16WTvHH61VwUu5A+mz9+rYFILFYVLwlMXGgWzVwUlNVMlSfii+XlXX/uJsb7haIytzEljX1/OEPamDs7bfV1MmkJDVI9sHLxTx8eSob30whOnMDUT41hHrW4WFuJsq7iijvaqJ9qvC1NHY9lbm5tU/tS01Vd/EtU5sNBvV3JfpH62IBFhpUWp2HBxgM5JWYmautV1nBLTQNfjomDR8fuCtmG5eVL6Vx+HgunVbGjIjea/MljPwZ10zJ4l8Nt1J/II+Htt3ArKz/oundDwxVN7lQ2uDOhKBi9pX5qV/a1hSj1l+Ymhq8vCAqClauhP/+9/QKPu/YoX7F22q8ZWWpY3M62yOwLdPWexMSovr9Z+rguzi19WdwygSM1XX9Wl3XrwXGATowAxWkOu1t2qSyg9suekFBMGUK1NRQ4DuOwGADBi8raBrVIaMYbzkIjY1cELGP6mExcNFFMGECtW4BXHEF4O6BE7WzKO8qaptdKKu30GD25n8jHuDKfX9XJ1lNU3OjrVZMRp0hIU14pe8gIm8bQyzFeOyNU1Myqqv7XiPEzU1lEjU1ERqqprn1tHyovaqOZTuGEebfhK2umWefau6+M5aUBBYLGRW+/Jg/hCBrfZeX5Nd4Mk2PY0vkz9C7yRA4GpoG80enceWodHKqvTFoOrOHZOEX6kpBk58aGWnl7q6umC1FboODVZ98yZK2h46oogLefBP+8Ac1hWLoUPUrEBIC//rXmdO5KS+Hl15SH1lYGAQGqvomB459FooQZyzdqbP2g1wCPBoJrjtIkmkq/u59q+9gNOjMjMjlx9zInvevQ3xBGGeF5R9xf1ePScPbtZEPdsdQbzNR6+rPhxP+wqaohfxs71NdO+1Go+qgFxcfNg+gXX09fJA4iaS97efrcSUbmJu1hBl5K9seC63ZR0R1Kq81342byc5vZmxjTEAZO0qGMqKs5+h9VaMraaUBfOe4EJOHK9+UzaSs3sJnaWMZG1iCt1vXgJLD4MKOsJ9ydu4nRHhVkVvd8xREo9NGSsMQIn1qe3wNoO5AKishNBR7WBROJ1x+d4RKUTp4EM49lwBLnerV9JHd6EpK4PmM01I6Baf83JtILInAnrJPjWrv3NmnAFFFhcqaaisyXFcHP/6ItisBF5ODb7/tZje6DomJ5KxJ58031ZSV7d+W05SVz8pXsuHZZ1VldXFETqdKuAkObn/Mx0dVMxis8b3//a+ttFu75mY1r2vDBvXVMgrozCvg24IYnN19Vm5umDQH4fUHiI5W/buEBFVS6tVX4e8vNLN5yQH8rc1EhTkw+HiBhwdGg46ryXHkrC1XV/UHVFiovtzc2m7QAwNhzZqWum1JSWo6gjhmu3e33Cft3q3+aFxcqGx0o6DOC/dIf3St862n1aWZK0fto84ngn9PfZfk4Iv7/F7unkYWxBzgIcfLvDjybUZUxLEg9VlM3WTsppUGMsq/jDEBPaz0p+ttReRMJlVf/4cf4N571SKQK1eqYE3+kS/FA8LhUFOO22q82e0qacBqVb//Bw+2T+Ffv75zumB9fae6VJqmZpm8/77U6BUnX38GpyJ1Xe+YGFvc8lg5cBxLcZwaGhrUNTbo8EmKUVFw8cWk24czYmT71VH38WH4cA0OHmTSnTNxsbpS43DHPmocRosLkydDxHBX6uxqGoVBU1PV9pao7KnUgPNxagaGViSonH1f3/aomNmMW5A3Bl8fNXTn5dU+96qvUzFaX1daitmszlffftv9S3d8U0xBgw/elmb83erxMVTz97+raQRtgR2nE/bswe7lx/uJMXi6NHU7klxe5uRs5xZ2H8XF50iHEe1TxYJxKSycmIxB08nyP4sFrCCtoMNQnsmkstRaInCapqZCbt4M//63CiwVFvY8QpKerqbwxcWpH3loaMtH2NSExdVJSAi8/rra3zHJzDxlerfJyaov2brSh7u7+vr441OmiW3S0lR/U4iBkrUpm9K8Jjx8zITUHSRVG9elGHpvpoQWcKjCly/SR/Px3vGklAR0ej6/xpNGu6nXKX2tDJrOlaP2EeZZw/cH1QISaBrJwRfRbHQnqC6j60YmEwQEEFCfxcUpr3aaGuFwaqxODGa+22q2N8bgbMn0iS38lu+H3sX5Wf/FtyEf34Y8rkl7nu8jb2VPaSjnR2XhZnIwJbKE1wy/4Yr0l3GzdV85ektOFBd778DoZmb2hFJ+zInk3cTJRHlVcenwniPi8WFXMqZsM2PdMnouig4E1WXwg+FiIn17qVzd1KS+pk2DGTMoLDYwZw4Ehplh4UK4+2644w68Qtwx6c1tUyf7Iin4Es5rXNMpOGU2OmnGhex/fAqPPabuvo+Q9mS3w1tv6TTtz8KjJFNdy7ZtaysvEKwX8uOP6hrVpr6eqjf+y9v3xPOH+yvYua2ZyAid8PI9hPs1sq1+Ehl1wRKc6qOCgg5Fnlt4e6uEnIMHB65dAyUvD/YmOwjIjO98B5uV1V4Ru6JCXagdDvJzHWwvGkJeT3+vHh6QmYnW3IS7OwQHOon2qiDKtYiowh2EuZTiYj22UhBtfd7kZDXK3LqKG+q/1dWwL8Wuor9nWir8SaTrqh/s61qv/mBaBj2S8gNYyFL2h5zf7+8Z6lnLRUMzWHxoHu+M/zs6Gr/c/ShmR3uwJbj2IJkFroz1L2a4bznZVd40Ow67BTaZOmUUGY0qQBUWBiV5TfxvaTlvvVLPc390UF3d74dx3PbvV39ubcHiwkKcNgcJxeHorm5q8OXgQTW67u6uBkUaG9WI9Nq18N13KqDYEqSytFRHefddWXBDnFz9GZxar2na15qm3axp2s3Aly2PeQCV/fg+AyIxUQUuzF1nqqFbPUlJ1RjXcUVqzUDEjbNg0iS8Lj2H3/xGnTQyM9VsQHd3GBXjRo3DvS3CMz6wmJSSluiXprEj/Gpm5H/Wff2Pjt+bTCpA5dk+NWRKwdfcnvArfp78BFPzv+j+oMzmtsn9ISGq9lRpaeeXNDbC8mU6gW7tHXuPxnIiI2H5e3X85fFKkpPBmV8IjY1sLhxBZqUPAd1kDjicGnvLQgkNB4eh6wfZZDe2LdPd53SmbtiNrszy2kVKoX/nYIqmdVpt0GBQF57kZBWg+v3v1T3IQw+p0cDqatXp/M9/1KpIJhNERHRIl3U6VTrd6tVYcvcT5t/EW2+pz/Goml9RAa+8csoUPdi6tdOvEqBGYtLT1depoqpKLVX9+9+rG7JTLXAmBgFdZ8c7SZjM6hwdXHuQQ85o/N37HpxyMTq4Yfwewj2rGeFXxjf7R1HZ6Nr2fHxBGGeF5h/VuMNFQzPYX+5PYW17NtRB36kMr+i54nB1ZjlXlbzD8P3fth4a2/ZYCXHkMnyKNzNdd1GWUY1vQz5B9YfYFrGAzVE3cl3KIm7f9QDbw69mmcvNhFpr2rKdwjxrcHODdz0e4OzcT9r2+0PGUBbHT+XjveNJLg7iSdsi4sOuxMetiZtjkrh/2g5mRWf3WLcLoMHszdaI6/nT3gU01Otcm/B77ou7hbt33snEou/bssTCqtPZop9LdA8rHaqdNags6IgIHE4NhwMuuaTluWnT4PzzQdPQJk4g3FzSVhS9TWtR+W5ke01gAnupqD4sU9jiRkp1uBrtcHFRKTk90HU1GLR3ew1hBQmqQ7JuncqcslrBzQ3jgX2EBOu89Za6rNfV6mx48DOeeC2M7U2xRLsVEVaVhqG8FCorMVjccDc3syx/FvquxJ4/G9Gm0wzIlv9omkpK+O67gWvXQPnhOwfmg2lomYdUR0rX1V3s/v2qE+HqqvqmGRmQlcWhmgCMmrP7rBVQ0QCnU5WocDohPl5leGzbpm6gD++YHC0XF9Vx8PBQ/6+sbCut4eYGa5bkqH5YSUlbwXRxdA4cUDEpj6qW9CJNw+HUSCwI5grrOppMh6fZ9Y/JoYVEelXz6b5JfDLmKSrcQrg29c9ouoOQmv1clvQXcut8+dvBq5la/j1hnjUcqvDtvBMXF/XzP2y6tdFpw2fvj0Qc2ED0vu9p2pHEN9+ceh3OtWvby0ZSVga7d5NaH8VX+8awOaclHTE5Wf3+WyxqxCMuTt3HmEzq7+vQofZBD9S94d69Mr1PnFz9GZz6FfAeENvy9T7wK13X63Rdn9uP7zMgNmzoeU59QYG6prZmVTU1taxUckEs/O53YDIxbhz89rfq8fPOU68bOcqAzeLVlq4T6V1Fnc2sljkFkoMuIrJqD74NfcghNRo7FZmclv8lCcGX8aTxryw68AuSD1qobT6sQ22xqKGv7GzMZhV0+eabzi/57DOozq1un/Hh4gIlJZidTQzL3UThD3t5+SUHd91r4M7NN/FOwhRCPbufPlFSaGcE+ymMmtHp8WaHgaxKL8oaLOTVeKLX1qko2XFEGywhvmh2G+syh2B3tvyau7urTk9mpjqLZ2djNKqTb3S0ukeIilIxu08+gQcfVFP4NmxQWVbeTcVqRK018lRYqFKATSbYuxe3+M1E+DewdKmKNfU5o2frVnVF7xA4Gyg1NWoQvTVrqpWmqevWJ5+cOkGgtWvVtdVqVTXATsXMLnFms+cVsSHeg0A/J5ruIKguk/zmgF5rTgHqItEhgh3tU8XUsAKmhBYyMyKXr/eNVqVRSgNIKw1gckj7uUF3OCnOa0a39zyU6WpyMHtIJt8dHN72N3HQ9yyGV8R3v4Gus71iNOHWap4quI/g/AS2xpmornBw+bhMms1WxoVWsrVsFLGF35IcdBEOg5ltEddR7DGMFWOfIj5sPolFIcSEdA6yTwvP403nnUzN+wLX5mr+d2AkGZW+XD5yH+MCi7lj+HrGNSSQ1lKDMMRai8Vs76aRUFDjQUlde/HzjdG/5KVZXxDiWcu7gY/zybhn+H7o3UzP+5z74m/jhr1PE5QTj2bQ8HHrob6TzaauayEhgDoNn3de56lbbcaOJcqtqGtwqqqq80pgHWkappAACuq9269FqKl9G0vG4cSg3mzTpi4rADud6l7iL3+BFSt0Iiv3orm6qBO0j097p8TVFaqqcG+qwM0NXngBfnNTOUvWRuLp70qEdy0GL08VJNizRx2vphHoXk96TTipiU2n//rph2lqUvdYf/qTGnD69a+PP7spMVF1I9B1NeesZX5PcLC6xzt8cO9MVlkJG97LILj6gBq9qqpSN/ZFRZ1Hcg0G9fuWlsahmkBmRuSyv2WF0m55eKjgVkKC6p/6+Kj0NC+vY1qkoRN39/bK7a1fLasBBfo5SPi2hBL36C4DmaLvVq0Ci5uOdiiD1hWR9pX7E61lowWe2PWxfjJyP412E1/uG8sXIx/B1V7H/PSXWLjnd/wp4J9EBjTw3Zhf85P9rzLWp4B9hwdJzWb1u7t2bfs9iMOhgqTV1WoGi5cXoY5cvvusnoKCE3o4R6W8XDUz0KtJRZM2bkTXDGwtGs5lI/azPS+CLGdEe2AWVKe+rEzdC7q5qb9VLy/1N9GSuKBp6tL44YdtMx6FOOH6LTil67oObAbWAj8AG1seO+3V1XV/w94qJQXGjWu/blZXw9ixoBk0FbhoMWGCysAZM0Z9HxoKmndLcErXMTgdjA0oYWdBGLoONqMbu0IuY2r+l0fVXs+mEpwNTTxW/gQ7mmK4PDQBQ1Eh/4qb1rZsOdB+Itq5E/LzCQ1Vg7GtGf6pqbDqGwcRzpz2cLyrqzoLJiSg2ZrxdxQzlCxC7bmEeNYzzLccN1P3NxYZ2WbO9kvDZmxfSa/RbiK32osrR+/jb/O+Y1pILgXVLfPIjiOPdL//TH7gAuzl1by7bSx15Q3tywknJqqR8t27u1REb10COToawsNVZlVEBJgaa9Xcv5wcNbLQWlTTYlH79fGB+npcdmxmaGAtqXsdPPywuklYtUrFxDr+NTQ3q91s3WRn1ZtZfF45h8b9PVWaP3n27TusmGIH/v4qhnYqLFleU6M+15AQda0dMkRlFnzzjQSoxMlzYE0m9XYXXM1O/BvyKDaHUWd3wdutkXqbmeLablaRs9vVRaWHYMY5ETnU2cy8nxTLdweH8/MJyXi4tM+Mr6+yUeYSSkWJvddz5JSQAmqaXdrO+Zk+k4mo3ovJ0bWGk29lBuuc53PZxFzGBxXz2/334nTCT6fnU+6vlvC2RvpS4AzBJyeZXSGXAuDUjHw+5gkyfSdT0+RCbrUXYwI6F6gYH1hMmc2bMGcu/46bSlGtld8N+YhZzg1MCCrhxrp3SAy5tNts2jYOB+g6NqeRBnvn1+makRDfJnbaYyjxGEqG31T+b/LrfDXqYXYHXcgS34cI963r+b62rg5Gj1Yr9DnUj+cnP+nhtZGRRFvLabK3X9dxOtsLzh6+62Yz2VVepIXOZaKeTGVJ+7xxq0szRfVW9hYHqmuI3d5p5QldVwH3l15SMZDhPuWYywrpsgQuqPc3mSA9nQBfB65mJyGFSUQH1OPu0nI9bg0SlJW17UPTwOpq46vsSeoidYbIzVWzJRcvVofr5qauuV8eXVeqE4dD3fP5+KBuXDMy2goxthZI7yX57Yyz8Ydm9MJCTH4tQSM3N9U52LevQ/pGC3d3bA02cut9OTcym6pGN6qbXLvfcWuAICen85KU/UXT2F/mR3ZVS526lmlchtxstKZGNpWPV398p2phoVNYQYE6hQWZK1RfuyUIsjM/lPucb7CvQyH04+FwatgOn5IHmAxOfjYhmfJGC58fmMCSUc8TVJfBM36vsazsIs6JzCHLJ4YM3ylc4/iE/WXdzK7w9FR/zJs2qRPG6tUqUNk6EKBpmIw6LtWlp8xqdroOKz5qxnDoIMY1q9V5ydubnOZgGuwmpoblMX90GivTx/Nt9ji+2jeKg+UtpWJ8fMDFpX2quqapEd/k5LbECXd3dav0+ecDdohikOm34JSmadcDO4AFwPXAdk3TFvTX/vvDsQ4MttaQ6+6GvTVG0XFKX329Ck51p+NyuyEhoHlacTbbVESrspJzwrI4WO7HZ2ljabIbiQubz+TCVVhsfVgCu0VzbhHT9e34Whq5KSYJw4hh/NP1EZ4JfZtvUoYSuOMbvBtbRoVMJnUi2r4dY0Ic3vZS/vyck3feUcW//Q0VGHG0N9pgUJ3owkJ1Evf0hL17MZYUYnR3xdBDP8KltpztTTF4DW8fjm60G8mvsXLPxB+5ZkQynq7NLAhYj80vBHtg6LEtpde6b7MnWVHn8y+Px/ilYSlJB1pSv3x91cnYw0P1NlNTe9yH0dhy2DabyphqPZHv3as6ptXVnVdH9PSEpia0H9YQvvMrwvevpyDPyccfwzPPqNVnnn8eHn3Izr23NfGnP8FbL1fzyd7xfFIyh5Ure2rJybNtGyprIStL/Yw73EBrmvrYNmwYwAa22LChPeEB1M8qKkrdzB1z3S8hjtLWr0owu6oLQ3DtATa6ziPAvR6DBqX1FnQ0CmsPm8ZQU6Mi3z3M/TUadK4ek0aotYZ7zoon0rtzcYvaJjNj5oRQFTEevbKq1/1cMvwA3+wfRYPNRJPJg0KPEURX7e7y2tLcRia4HcTi4mDKmAZ+Ni6Zc2fYabL4tL3GYIBZPrt5zvg0ee4jO21vd2r8mBvJmIBSXA6bimcy6Pxq2g4ei/2OD/Rf8rXxKn6x7xmu3P93frn7UWKKVrMz9IpujwFQf+iVlTira9DRup1BN9KvjL0lQe2FljWNbO+JpAbOZqPjXCJ867rsFlDXAINBpcaighrz5qmBo24FBxNobei8SmF9fcvFvD1AZXdoHCrzxKlrWF2ayTdGMsSnAmPGgU7berk08UX6GHU8vr4q4t5ycP/7nwq2R0dDgJ8TLWWvuunv6Wbdw0NlrWzciGfhfkx1VV1X73V3V6MMHfYR4F5PSmUYOdt6XxnrdNHYqKbp2+1q0MLHR31sQZ4NJCU6jzkhpqCgJSHI4FADXFarGqhrSScIDlY/vsGQPdXQAKs+ayTYrbr9d8nNTWVPVVZ2/b3TNHIMQwi21mEx2xnuV052kWuPq6rh7X1iAlNAg83EZ2lj2ZobodpZWKgCYYmJBAc4+P7gMBpNVqnDdgy+/17dUhhys9tumMrqLRTVuHO5aTVllvaFPxytwZCamqMeiM6t9iK/pvspni5GJz+fkIzTqfHXhIs5z7Sddyuu5uaYRMK91N/q1ojrWVD8bywmW/crvbq5tWVJ4eLS9XfRYiGkKp2EBJ3y8qNq+gmRng5bPi8lrCRJXQe8vcFg4MecSGaG52LQYKR/OZeOOICPWyOB7vV8ljaWxMJgGu1GvkgfzT+2nd0e8GsdLOlQxyMsTC0akNFN2Uoh+lt/Tut7Epim6/rNuq7fBEwHnurH/R+30tJjC1Dt2tXzInhFRao/2jIjAFDn5B47tx24uED4BD/qzrkYrrgCRo/Gx17KnVN2YjI4eS9xMmWuYewKuYwFqc91KlTbkx9zIvlH3g3cFLaGS0ccwGjQ0TUj/xvxax7J/Q1LrPfzTOMTmAs6jJKazepkVlSE7+6NRDsOsW2b+qy8C9K7Hry7e3uKtcmkPoCmpk7TCg9XdyCfKZY0NEt7pyW/xpM7Y+M4R9uqOgi5uYS5lHLRL0IoMIS31QI4Vpuif8HnY54gdISV7Q0xXUdaWudXt/4Qu9M6J7u2Vp30TSb1A05O7toBA9VhbUlDN9ZU4usoJTqattVnSrIbMGzfSnjyt0TVpRJdl0KUbw3DAqr5NiGQtNSBG4ZpblYL1fjZClWW2PbtKpWuwx+Nn58aGeuwqMdJ19CgsqQ6/s2B+jUODVXpx0dTLiI7W9UV27at55k5QhyuqbSGrXs8CfRRmSkhtQfZZJxNhFdrMEnjqtHpeLjYKG6dilZfr86dkyap73sYdg3yqOOSEQdxNR12zrfZaDS6M/tqP0ZdEE5p4Jhef2lH+FUwNqCEL9PVNMGDflMZXhGPwWlnet5nRFWpOjFxlaMYHdK+WER0YH2394VRY9xJ9jyH13bMYHN2FFtyIll1YASvbDubolor50V2n32jaWDz8qc5ehS5/jG8Nv0D3pj6Hmn+55AYfCkVlrDuD8DpVMc3eTJ1mieRLsX4uTe01yZsEelVjbvJRlpp52LyRbUeZFX6MD6wuPv919aqZVddXKisVHGbn/60x48TjEYCxgZ2vja1RkGCg9tOjOUVMNW8mxfP/owRfuU02k24RASzzTGVs3NXtG3qZ2lgf5kfGRW+6nqUmwvbtrFpEyxbpgLuxqZ6+PHH9ukXPWkdPKmvb68r0tPrDvvWxc3A91/0EMA7jbRmm+XnqxXY2h7MzMSw5juMVWWsW3ds+24dpOTQIZVtZ7GoD69l+kvLTEn++99TI5viRNq+HRrKG3A1dPg7aM24aP1cDpNR4cMwH1XrYJpHCk2H8pmVvbT7N+iuzmo/WZ81hCE+lRyq8MVhclXBtPh48PTE1U2jwW5iZ91oNbVwMLDZVIfqOBUVqUHDEJ9G1alqOf9sz4vgKo+15AbEtP1Mmx0GdhaE4mhoySStqurzH01rUEvTen69q8nB1WPT+M2MbcQEF3LHlASCPNo7hXleY6lyDWKux3b2FPcy1bD1Hufw30UXF7SGerS6ugFPOG1uhnffduBbsg+Dt2fbfVh5g4Wcai9iO5QEGBtQysyIXGZG5HJzTCLrM4fy+o4ZGDWdQPd6UjtePz091UmvZdpr68K+b799XHkDQvRJfwanDLqud+wBlvXz/o9baw2Co+F0qtiEXzdT5Ovq1Ap3Eyd2PnfpeoelPI9g1DgTNXipv/zhanUls2bnylHpeLs2siUnkh+G3Qm6zoUZb7dtZ3I0EVh3CN+G9tFOu9PApqwotmjn4R3t0+l9crwn8sK5X7Mr9lbO9U1hT8lhBTUMBtWx8PLCkJZCRGATIe7VqjDk4R1iV9fOgSgvLxXc6oZrcw3hSd+wvPoyoqPaA0BOXcNscHIOW9UcihdegOnT4dJLufwXvugeHjg6/vpUValMpb5cwA4bWq/xi2YG2zlUfFhn3WBQx7Z1q7o4b9/eeVJ1a2CquLhzwbHWOdvdBadatV7UMjPbN7NV4p2wDktzFQavlpG5QjVNw2g24G+s4q3XmwYsQHLgANhsOqbMg+p3wdtbjWh1GBoyVZTgKC4d0MLoO3aoeNnhMwdA/TgbG/uW3dXQoLIDn35avf7NN1Wdsa+/lpVJxJGlr8nB5jRiNqlzTUjdQRIcMUS2BKc0dIb6VvLYOVtospuwOzR1EZo8Wf2ienq2Bzkcjr5FRuvrMYSHEhZh5PrrNWoDhqI7nL2uwHDhsAyqmtzYkRdOhu9UxpRu5vbE+xlbspHrUv7IRSmv8qNzBiFhR75cW13t/GxSKteN20tVkyt1zS54ujRzS2wiN8Uk4d/NQhgd/Rh5AzvCr8FhcMFpMBEXfjXfD7+n5w2qq2HYMBg6lOqRUxjvdpBJfrlUNnY+92oanBOVw5acqE6XiLWHhnJey8qBXTQ1qYj2qFFtp7k77+w9/gMQMGM4ZkeTGuxwONS1MCBAZcPZbKDrNDRqTLl2CMbSIiKtFTTYzUT61JCox3BW1kqszeVt7baYbXy9bxR23QihoWx99jvefrGc8BAH5txDqv5JRUXfM0k8PFR7ehpR60aITxObk72pKOphudojqKuDDz5Ql8qBtHevGt2PiGh5wOlUF4yW6ZIhDVmsXdultFefJCaCh7NGvUlrEU4PD5VK0HLBCA1Vb9VhduaZRdex29VspwBHcaeyFQA2g2v3F2bgUKUvQ30r8Goq4em8u/lBu5CY3G8IqVFBoCEVu5hc8L8T0uyqRldsDgMlde7sKQ7iilH78HevJ6fGp70QdMux+Lg1sa5gbLeFsc9IOTnqRuY4CsDn5qpZAa6uYMpqieIajTTYTCQXB/Gg42X2+bVP6atpciXMWkNFpaYWoggPp6/L35XWuzM5tACz0dmphl93LGY7MSFFWF26ntd+jLyeh6r/yMEiT0aVbO6cDdsXmoapsrS3yRcnXFUVvPUWlKSV4UNlpxW70kv9GRtQ2uOiIoEe9dw+OYHrx+/hilH7mBaex67CDlkVBoPaX2JiW//C319lkH711Qk8qDPI5s1qkOmLLzil6pOdDvozePStpmmrNU27RdO0W4BvgBNzpTlGmqZ+Sezdl0TqVl6e6sgcfr3Ny1MnhchImDOn/XFHywy47oJZ3Rk5ssMgrMWiRnFratA0uGzkAbblRlLa6MGKcU8xtnQTD2+9lic2X8ETW67khr3PcGfCfYTUqroHB8t9Geqaj8nTXaUlH8ZmVB36qFA7GxpmdH8ybs2EOnBABVYMhiN3iFsDMYfxrM1j+bYo/lp7PxOH1xMd3B5ur7eZCXcpwRjgq4aqAwPhrrvghhvw8YGpsyyUNHqqi5zdrvbv709uvkZe1RFW+2gNZLVwGMxc7L6ZfQXdpAG7ualOv9WqetZr16rOZ1KS+n9RkQrSdPwMWgtTHelzcXdXZ6SmJvVD3ratfXTRaFT77TDP09u1kdriBp55Rn38rcHUlStPTh9p2zYw2+rVjVBr4M1k6nxWTU/HbX8yW38YmFF2p1NNdfHvYbEfUAkMX37Z+w2IrsNHH6mEhKgodTMTHa22/fhjePnlzitjC3G4zZ+X4ubS3vELqjlIekM0EV7tU7B93BoJttYxe0gmRVVu6mbWt2WFoNDQ9j/s2lp1jugtKtoSdNcDAgkJgREjYMYcC9keY9FrWgJbTU1d0hpNBp0F4/ayKTuajbazaTJ5kBh8Ke/H/J1/n/UO/2u8gBiPA7ia+77EaIRXDZeP3M+84Qc5LyqbgKNYnbDPWlcWGT8eNA27uzcjr5nIeFKwdXNTMtq/lCa7iayWWjJZld4U13swNTSvy2fSbNfQ6+rVjZGrKwUFMHeuKj11JOaRQ5jsn0V5g0Xd0EVEqPN560mpoQHNy4shN8+BSy8ltD4Dh1PDxeggyFrPCq/bOt2EB3nUsaswlIdXz+Ojg9NYnH05oZnbcNv4nboOubqqm+durjdGZzMXZbyFq/34zsdGk4YBnY/fruwxztnYqGo4LVvWOXGsthb+/jed//07k7/9pZmqvlcg6FdOp2qbr2+HsbMDB1Qala/KTDOX5GNvtB/1IKXDASlJzXinbQezmUq7lfcSY9X10WZru1homloY5733oKxUV/2Ho+lwnsp27oSPPmL3bhXItdYWdgqANtmN/G3rOeTXdO17NthMlNa7M9SjmJ8n/4794XMJ8mriL0H/4Jq055l76F2uTfszF2e8iX/9saWi9BRcqGx04/W46bz447m8s2sK50dl4U8Zo72LVGF2q7VT/9XbtZGDlX5U2yzHVhS9tSD86eLQIfU30tuxVlZ2mnLc0f798Nxz6u8vyKNO/c21rKqYUBDKNPe9jG1KIssntm2bOpuZYZZ86tz81HVw8mTV5zxSR7ehgcZ6JxcOPcRw33Jqmlp+/xwO1cajSFnc538OhdEzCDSU4XZwLzNzP+3ztgC4u+NdnkFSwskfydR19ef4u99B4i6nyoA+bLC8NRjcnTGlmxhXsh5PlyaiWsoGjPYvpbjOg/KGDvtxd1f3Ax3SwyIiVHDqeBeXONOVlMC776rbyJUr4R//kAVAj0Z/FkR/FHgLmNTy9Zau64/31/77g8GgLqqJiX3fJi2t62MOh1q17JJL4MILO9eiamhQ59peZrh10pIs1X5ObX2gshKfxkLODc/kf/tHUW/y5t9T/4+3przJKzM+4vlZq3h9+gd8M/JBfrbnD1iby0kr8WO+4Uv2+Z/d63v6+WtUad493317erYHp3qaGnAE3o1FDNv9BY2u3iw85xAx4WWd+tZ1zWaijTk9DlXPvchEk8VX3aDU1cGQIVSNOxuPYcHYaxvba4scroeL0+iAMtJqI2iwdQ2iAeqH6OmpOioHDrSfjA8PTB0Ng0G1p6BAFQptbOx9WF7XCbNUYLfDn/7o4De/svHmmyqg+uc/qz7PidIaCAtsyOmcUm9p6aA5nar9paX4u9aRsDKTxoaTP3chNVXFEHtbUbq1j9Nb9lTrCtXR0Z3/fs1mFR/OyFAFdf/97zOqTrDoJ3WVNhISDQT4qI6pe3MlRQ5/bJjwbVkVzqlreLuq/18wNJPmRgd6cEj731ZAgDo/tEYDwsJ67700NmLz8sfVx73ttHT77TD+wmCya3zQq1tqdzQ3d8mk8rM0ct24vXyaPp4/jl5KXPhPQdPItIXxatM9jB9zCqYKNjSo1UNabhw1DSKunUH0UAN6U9ebP4MGZ0fmsOrASL7aN4ov941m7pBDmJrq1WfSMnXEboesPDO5XmMhOBinU8UPLr20j+2KjGTGqEoaq1oGHVrTdCwW8PbGVtOIy4hIQsM0uPZa/Pw1DE4VzRniXclXrguYUvhN2820QYMhPpW4mux8f3AYIT6NWLzMqhPh49NpNLwjTXdwbepznJOzvOdVGI/C/7N31mFylmfb/z3jPrPuno1sXIlAcLcCNeotVQq0pS0VWuhLFSiFQkuBFiiF4u4ECMTdNpusZN19x3Z85vn+uEd2dmc3mxAofb/3PI49NpmdeeaRWy45r/PKN9rZ/JqDl16UJ2yjDocQZt+xQ/iot98u1uKtW8W/Ww+5mD26l5F2J3fdNWYYj4yIhfattz7w+R0NNTUJDW1AOKuHDyckCBQKiETIVA7z6qvHFjNqbY4QOHQEdWAUDAZqBzNpd9gEg0+rFZvnnj3Q34/J0UW4sZnbLnyfkWt+8b9DBFGW4cUXkd9+h5eeC2I1BIVdNpapMZRJRJbY3F4y4eP7enMpTxvhopZ76DeWsqXos6wo6OIp9wX0G8sodB7m/qUPsKn485zbdO9RT0cfdLK27V+oImIdMAWG+e6ur3Jq6yMT3runO4+led38dM1mvr10N2tz6vna/mv5uutPyQ2CopAkQIYGe/ax0x3CYfjTn4RHOg1Epia9fjQ4eFCsY5MZmOGwqOV66KEkjVZZFpf52+92oT+4k4zIgNAois61cERiX0cGv/Vcz78W/JGQIhHIlJBZazmAXFaOLEUbNVRVTR2ckmW8oxFM2iCzXLupMrTi8qmF8ep0CqPwGCiRsqRgX96FFBXK3GG5hVPa/43NN3mAbkLwU63GEHTSv+UIzuGPLgDt8Yjg9113hDH4hyn0NiK5kvVvwxGJNoeVUqt9wufTvF1cUv9HTm99mM8e+gXz+97hypobuW7Pl1mY3ZvMnooJxO/fLyo9vN64TPH/dceeGu+8I25ffj6UpTsYONDN4784jFw/iZZdMPgxWAw+PjihZXeyLD8ny/L10Z8XTuSxTxTS0uC556af2Ni2bWLFWk2NYEaNFUGPIRpHmTYyMwVzI070MRphzRqR0c3PZ2VaXbx2OKjU4dJm4lObiUgi+nUo+3T25Z7PF/f+gPZ+PZdIr3Aw+8wpv1OSYI1hH629k3RLUSgS0bXpRtnGQB908MXqH/Ok8SpyclLHdnw+KMsPTJqqnjkTLAUmPKMRkGXC+UUMjSj41i9zmGfrYtgzSZAnGBTR/nGlfQPpszlVsSm5pjoVYowmszkhIvFBoNOJCGdzc3JpYCqo1TA0RFoaFA1Xk96wg5KiCGVlQm7kN7+ZNvP5mFFbC0F/BHVHc3JAUqkUVrzLFTdeVFYjob4h6l/56AVD33hjevHSnBwR1EuVxR8chH/8Q7wnVZMDSRIB5qIisSffdtvxlYF8nBEKCd/tvy3J+3FB44YuwmEZpVoMoNzRJtZpL6HI4kSSRIm1VhWKdy4ttDipsnQypBkjlGaziTXK7RabwIwZUzOn/H7c2eWUliaWJa0WvvtzGzPmaOhTFwr6z4wZyeXJ0WOW2BycP+MIjx9cwJ6ePFx+DU8dmsc55U3kmj6iAS7L0xtwMbZsvtCiCgbFtWbma8j8zqcwR5z4ggpcfg3Nw7b4xxbl9LIiv4s8k4uzypqZn90vvq+qSlBahofp6lNy3jkRNHMq8Pok+vth6dLp6UQCYDAw8y/XIS1bSmTVmmQaZ1ERDlMBc09OE2uLVkv6/ALkoBgHpTY7B70VeFUWKoaTA0oGdYhiq1M0pFCrpy7Lk2XOabiHZ0fPp1LTimHwg0fQFRYzJe7DPP+3PtatE2teLEN/000iSF9cLOybtjbBLv3738V6WhRsBZ+PfLmbzk7RAKTl5YNw/fXwz3+KNk8foicTcXt49ulIovIxVpKv0STbMEolxpEuRkYEQXq62P9SG4qhgfge3jCYgVEdoNVuE0FJi0WwT7Ztg127yOk7iMOr5Y/tn2H3A3tpOBz6795DWlqgo4NGRxatBxzYlK4JulCHBrI4p6KRdoeVgZjGHuDya9jcXsK3LY9Tat/Pq5XXgyQxO3MAd0DDnQW38+jCP+LWpLOz4DLSvd1UDk1NbTup6zlO6nqeLx34IRmedr5Y/SMaMlaxpPc1Zg5ti78vFJHY15vHsvxulAqZDK2bzxy+mVbbIs7zvsioT5Wya6BeHWTHSOWx604dPiwmyquvHlWYZ3BQ2HTPPjvl2z5cxJoCZWVNToV54w0RwMrPh3//G8JhwmFRxvvPe0fJ692P1d8vgrAtLfGSV397HxXhI+xf/BX6TeVJ3yk73VRdUErJAlvCpk1Lm9re9vvpV+Vx1i9Worrqy5QUyeDzims45RThM0XLqo8Fc7MH2G8vYVPBZ7nwyF0pP68Oe/nejs+TPkZGBUCyWZEG+mj703MfCUMyFILf/x42bwxT1rkJ095NYszFyoyj6HaZSdP5krr8AkhyhEvrb2NT8ee5b+nf6TXNYEHf2xzOPIWQQsvFhrfZ35tLRB7zHFQqYXTX1sK6ddDbS2amiEOOUS35P4yBwwHvvhvVxQ0EYOtWinp2sOGlEbb84Nl4l1dAjN9t20THrOqJzWr+mxCauoH0MeEDB6ckSXJJkuRM8eOSJOlDcqWPHzabSIY8/vjR17CeHhFTGBuckmXYskXEj1LB5xPMi2PBKafENecEYhGrwkKUcphl+V3s6ZlEMBbYUPIl7sr9PSaTzFtLfo5bO0XNUxSzsofZ5Zw9+Rui+lPHg3Oa76MpbRmbw6sos6WmlSoCPnJWlk26GSmVcPZ5SgadWoLmdFqHzJxxBlStSeOMef2Mesd8bmyNgc8nogpj9VyAbvMsvio/yN6u3I822q/VCudTr08dCRkLjUZQ+4aGUHW2onEMiM0e4VeNjooF78PApk2g9w6LhXR8iaYsC0uqrS3eLUqrV7DlkY9WMLS7WwSGp6PnptOJx//SS8mvh8MiMAVHD3LFGhuMjoouNB8WAgHhAP7+9/Dggx+4D8CUCIUE2+FHPxJ+4w03JO7H/2H6aNjSj3KMIOucgY28pzorLobuCynJMo4RFZdlLiysxq0cs5loNGKNDQSErlJ6emLgjkd00RrVZ1CZ3CgPvR4u/+1S/LMXiv9UVCS6qjqd4icarJqXPcBls2tpGMrgrh0rKU8bYWHuNCmZx2H4T4DXK9g0RzvO6KioeY+uRU6n+K9CAdKc2cxfqqGjW4ljVIVGFY63wVYqZJbm97Asv4c5WYPi/sdqrVasYGT2SjLPXsKn7z6ZK7+opqdHbBkXXHBsl2E0ScxZomdEMy7CXVLC6IyFLFiYeM22uAw5FCYiQ5HVSY/LzJbcK1jWc/zCHfNbXuIzfffwb91VqLVKakemEPWdLiQJldVIQe9unnzAwfe+B7/4Bfz5z+IxFBQk4hGx4H1JCWSlRbu7ZmRAdzcF+TJ+P/zPryI817cGR+4s4ah/WG2thoY4dM3faNvRm2BNdXeLMWQwJL/XYICuLszGMK++Or3hHAmG2fRUNxlWodngDarocZtZU9wuglOQYF7HusxZreSmBxgJW7h31zJu/Zmdn/1M+Pj/lXj3XdBoeH1gGYahTiRnsoC1L6SizW5jfnY/JxV2srm9OP63d1rKWZtRw9c7bubZOb8koBLPRCHByoJOtneO6eCmUPNWxdWc1/QX9MHU7oMm7GV590s8tOhu2qwLuGbXV2hMW8G68m/z7JybuLT+NtI9QqT+8EAWRboBftTwLb504Id89cD3CSk0vD7jOjaWfYkzFO9xZChtwnek630ccJYTONw44W9T4vXXxTxwu0VwFEGGGBuYjERE0uuXvxRaTa+99h8skertFeu6zZb6JBobRZlIUZEIHnV2Etqyg4cegnffjlA6sFtInsQaAaWlgUKBOuzF2zlEYbafIUNiLBAKEbSPoqsqI+2az7N6jZTwfWJarpMEeYYcSqwzslh7hgpOO42CW76FvGq1KGHJzBTfn5k5rW493S5TvEGSTeejwOzi1+GfYfH3s7h3ohrN3IEN2Px9zO0f101BklCYTdRv7BNBog8Zhw8LdmjxaB0Kpz2x3oxj17bY05J8L3XYS4annbVtj6KQw2wvvIKwQsP7pV/l3wtu5UDueezLPY8LHU+QrvdyqD8r+YtjTbP0eti7FykYQKsVUmWAWAsOH/4/sdYoNmwQ81ytkkUWJBBAkZ5Gfq7M31vOYssNL4oHuXMn/M//iHr5/n6xj36MEImI05ruY33uufiy94HxgYNTsiybZVm2pPgxy7J8fNGNDxnFxWKvPZpo8vvvT2zU0NAgXisvT/0ZhUIwMo4F8+eL3xMMpajOxKLcXuoHM/FMVpImSbwdOI2ZWfbpfeHoKDqjmoFwOq7R6TGDet0mWkZsR31fgfMwFcO7ea3oWwx6DGM6VyVDliFrZcWUxzrp3DQiag19abO4+BKJT38akCSqLixDGxolEFYIo3dkJEEHlmWGtTk4zIVJFOGwQs0CSyvqsJfawazUX3gUpHs6UYcTG58nqKJpeKJhkwRJEhvmVOLpMahUYmPdu1e832wW0ZioY5mbK2yfE82ecrth354wGZ0HUp+nVisWzeHh+N+zbCF2N1gZ7Pjo2valmo9ToaBA0M7Hrvdvvy320PGd/qZCXp5IhA4NHdPpTgt2O9xyC9xzj/CnNm4U+9SHwWYaHRXlofffL+5jcbFwLnft+nBLRv834uA2N1azoGBrQ6PMG1jPrsgyoTcVDOKz+8jxtScGjcfDnBlB8kq0jIyJ14ey8wlm5iVKj8rLU5f2+XyQnk5EraNkYtUMlVVqdAaFSNbrdIKROjQknIXTTxevRQXXy9LsXDmvhu+ftJ3zZ0zT+fJ6xQCy2z+YAF4gIJyQsQ5ILIAW2wBjllBxwqlxu2HevOh/JIkFX1uGsTyHny5ZR0mkFU8gdekbkUg8cCArlNgNBXz9e0a0WpFgKisTQa/J9vOpsHp1Cg17tRpJr0tKUKmK88nQjuIPqdAow+SY3Lypu5QSRzVW37FPvDkDG9jXnUNeZpArFxxmbsEIG0KnYJ2iJCUJsow+6CTXdYS5/espH9kz5mRV6IwqSjq2kGv14vGIezShjDqWKQiHhTxAOCz2CZ8PRkdJ13koCLXzWvcSfrjuHN7onP/hKMLa7Yz+5k4e2TWHtP56pEhYjKOGhtQl9FEmcDojHDkyvZLtzjdrcIyEMZgFA+vIcDpl1iFOVW2l1W6bMsCVbfJQnD5Kkf0gKqXM7bcLEtl/Fex22LaNHkMF+5wVZHlahejqGIe4bjCTMtsIZ3f9k9MzqjkynMG7LWW821xK96CWR4Yu5tXK6+kxJzPlF+X20mJPY2SMzs2RjJXUZZzM5w/+FE3Yi9k/yBWHf83qjqdAllna/QqHLKt4372Md8u/wd+W/oO3y78FkkSHdR7vlH2dq/Zfw0mdz1LTbuVmzw0czD6DLUWfZXvB5TxbdROypORAzjmcK71Nd+9EN0iliBBSaGiqD43LHE+Bri7BLsnIgIwMIi+8RM2BML/6FVx9tdh7X3pJJITuvFPESfPzhc//H+uA1tYm5ovRKJzlsV6o3y+EdccEPxzWYv72s3Y2P3yE0sFdKOzDiQBwrHQWOLXtUd6RzsKWNy447PHgyp9F+anFSAopJieY+Hxubsr9xenTEIwo+dH/WOKSjWlpYDQp8IeUic/Pni3Oe4pJKcsw4tUzMqapxidm11I7lM0Ps/7FmS0PUjmGfQewpOc1thV8kqrBiU6jVefngKssmQ3zIeGNN8AUHBHr2xTkgRa7La43leFp54fbPsXnam6kxFHNi7N+iixNrIg5lH0GM4e2c0ZBPZvaS1LfQo1GBDPr68nJEbGV/n7EOPrd7z787Op/Abxe8ZxychA3p7U1/qz06hB5GX7uP3Qyb37lCVx3PyxoVqWlwk/8mHQIDYdFB/Nrr4Uf/lDEp48Gr1eUMp4oAuHHqpveRwWFQshEPPSQEE5OFWgfHYX33ksONMmyYK6uWTO1g5x1jLGP7GyxSU0wdKPUDoMqyKzMQfb3pvao3QENdYOZzMkaPPqXhcMQChFSarlA8w4tNaNcUftrlne9OOXHNrcX8+qRmVMaYpIc4YLGu3mn/BsccedTaHGiUkz8QCQsIykgY0kKL2sMsmZY+eHVPu54wMKnP53YA7VL5rI2p56BUaN4eJWV4nckgoyEEyt2VcaEDao9bSE/MDzA+payZNrqNPGZwzfzycO/jteev9daxtOH5yY2xw8KSRLnHGtTrVKJn/ffh/ffR3N4P+Fg+ISzpw4eBLm3H+Voom5dlmF3dz4HenPEa7H6uOjAVypFK98NL3xI2fBxcLsnzsejQakUY+axx8RevncvPPWUmPvHUq0Zq655+eVjO+ejYWhIsKX6+8XelJEhfu/ZI9amE4lgMKGfVVaWYIErFOLnw2LkAf/r6ui9fU46etWYjGJ9WdD3NnXWlfR6reSbXeDx4M8uIu/CxSIY4/WC3Y5y2WK++lURSw+HxU+bqoyu3CWJAZmfLybf+FSV3x8P1qSaAyqV2JcGY1tAWZnofrp6tXAuVq8WD3qMB2TWBlBM0Y47jpje3CmnwMqV4v/H40nF1uPMzKRkArIMBQX4htz4hkbF+jd7dlJwQZJICsotPsXEb5+cwYyHb6S8JMToZFJdPp/YkBUKAgFxK2bOFH9SKuG734Wvfe34qrfnzEm+LJhQjSiQn0++fgRvUOwTpVY7jc4cthdcwSX1t0/QMtEFXXx133VoQxO7N5aN7OXchnv4i+I6lhSLwGdFup0NrKVo6MBRz/myut/xi03nsmD7/aQf3sS8gff55OFbUIXHPE+dDsJhVPt3YzWFJ96bri4hPtXQIMoRGhuTSxCHh6G3F7UiTLHNSY5xlGdaluGsP8HBKZcL+Y938K9dsxnR5GKTHCIANjQkEjqTdI1DpUKqr0OjiiQy/5MhFKL6od0odNHrk2V6uyN81/F7ftTwTSIRJnSOnACdDux2LI4OijK9vPmG/N+lkb5zJ8gy+wYKxH4hIZ7xmPt7aCCLFdZ6Tml/jO/WXM1XKzZgDo0wr389f9d+lyeW3E5t1toJh9aqwqws7OTxmvl0ORMR0LfLv0W/sYyv7P8+397zdRy6bBb2rePCI3exqvMZfqa8jedr53B4IFOUjEkSA6MGqvuyuS/yTT6RsYk/tX0SryfC6NwV7Mm/hKb05RzKPoOAUqwrsqREW57HEVdeSi1SpUJm/3CxGOfTwZjsmVubwV82LeC2a9qwH2ijRN9Pf38iMDk24JueLghMk1a+9vVNrkXY2PjB9teDUSFtpTLOkA+FhJ3Q/ei7RPoGkG1pOHxaNrQW85Otl3DAUUppoAHF4EBKTdbs0RaKe7bRIpeK/XAsZBm3Lp3Z0aKNggJxiDizLCcHt1dJnzsR1PKHlAzbFVx/aTOFcxPMY0kSpv/YCnYyMxNs5EngDanJMHiSnrlBHeKzc2t4oWsFpxp3cc+hM9hXL8ZJ1mgrab4e3in/BqbAcJyVF4NJE6ArkM3onhQCxScQ3d1Qu22EjPqtU1ZiBMMKupwWSqzCZj+z5UE2FX+ee1Y8yr8W3sGwoTDl5zxqKy22xVwSeh61MhyXQJkxtINFvW8k3hjVJFY4RlAoRECCt94S57R1K9x77//XWhH79kW7iStD4j/jmmfpVGEKs4M8NXQW1x36Jn84dDF2v14Y5a2tHwshrzffFIl8q1X4JK+9dvSKwwMHBBP0ROH/y+AUiH21sBBeeEFkMmpqkv++a5eYX2PZkk1NYtDFjNLxiAh5pCk7iaWCJAm7fwLrXaGIL7TL8rrZ05M/Ydz2uEz8Y+8SVhR0ka6fhMUSDicGvMslrHOjkeXlQ+wKL+Hvim9xcscTSbX6SR+PSLQNGTEHhmgbMKR8D8Dy7hcJS2qqs8+m2Z5Gmc2e8n0ed5i8Eg1KwyTGYwySxPzrz8aaOy4DWlLCyUXtBH0hQRFfsEA4IIODuGxFZGQpkVLUbB3MPpOrHH8iTelkf2/qKMf8vrf59KGbJ1DKDQE7Vl8fmoiPs5sfYMSr41B/NgVmFwd7M5k9uAlJPgFOuNGYnKY2GsXi5vdDczO59PH66yeOxTM6Cs8+7sfWnWiPPRpQ80TNfPb25PF2cwXtTqsYi+NKJHJ0Tt56/aPR0ti5Uzh+k2gDJzA6KnbxqPWflSUqI2+7Df76VzGdjqHDehx5eaL08USx1sJhuOMOEfMb68hKkohBbN8uLuNEQJZFgK6mZkyL9THIzRUMsw+ly5YsC3GaD6uk5z+Azu2dorxJIYLJy7tf4jnbVWQaPGiibZtD+cXknDEPrrxSOMzhMMyZw8yZoolGd7dwAE47W4vCoE/4F0aj2GCczkQAKLp2y1midCt7kgquFSvGZK1iyv4xvR2jERYunFbJwwS4XInoaV6e2D+myZ5y+TXxkjsCATEBi4sTwTefTzgUS5fSN2stvWUrRY3dGC1Cr1csPWO1HDWaaBJIkig7rRS/d5K1NxCI0yTdbsGQGutLZWcfg9bUOKSni62ntTWxxfb1JWm4C5hMFOYE8PqEuVVqs9PqsLGp5Auo5CCntD+edNw5gxspdtZwUtfz8dcUkRBnNv+dy+t+x8/z/4nNECQnqhNmUAfJ0w4zMjh1xjprtIXykT38ZuUrfFb9HNcp7+XJqlvossxh7sD7yW82mUSks6ZGMKOGh8U4rq0Vi7HJJKgL0UBUPJCo0ST0EKKvqZURZJWKPe+dwAVmdBT+9Cc27DOzzTVfMLRj+o6NjVNvFEYjDAyQ62lm61Zo2dYrGCJ79kzI+suvvc7GI7mkWcR4XdD9OoedhYRmzaUu62SWaA8lSvsmQ6y77759qN9bR2DbHjq3dXzAG/ARYu9esFjY1lmETRdt6jI6Gl9bPEE1HQ4rl8rPU519NpuKP89tzZ/kmYHTuKRwH9XLrsKuT0yyiMdHxJNYP04pbuPUklaeqJnPW00VjAbUIEm8MvN6ajNP4V8L/sg75d/ioUV/Jt3bxXvac9kxMovPzTvI60dm4vRrODSQxT8PLOLIUAZDHgMRnZG0ykw+s6KVjrSFk15aV/YSzlKsp7NjokOYYfCybWQW4a07Ei92dIyLhiCMsYcfjtMlupxm/mfDqVT7ZlHmOkh62z4U27eSpnRSUjJBHggQ+/Jrr6Wo5ujvF2U/qaKo0TmQVE4WiUyfuSJHS46sViKyRO1ILn+5K8jVV8OvfuTiF7eauLrm2/zgrXP53pvn8fD+xVi1fgozfUgmo7iQFAGS01se4u8ZP6fI6kSZIjktGQxxUqwkiWbd/f3RU7Kl0e+3oFOF6XMbiMjQ6bTwldL3mPmpic+xqmqcHmgsizHFPuf0a8hXDyCRfG5ZRg9fWnCAsjw/p5W2sqW3AlNXHYt7X2d/zrmEFRpqM9dOWCslCVCraD3s+fCCMqEQG27ZgKrmAJJKOWUlRofTQo7JjVYVpsBZS6HzMDsLLpvW1xzIPYdFfetYW9zGpvYSpHCICxrvZsVY8oJCIb5/1y7yMgKse9lHy9uNYp8tKRHr6LG2Q/1fAlkW1S02G8LA8/lSJkk0yjAlNifFFgcNQ+k8vG8REZVGBKEnsFQ+WjQ3C6ZUYWFCsjEnR1R0TGbGy7JYoibLBx0P/r8NToG48SUl4vfttwstKRB+Qax0PAZZFsyNU0+dXDrI6xUPcbxkz3SwYMEkf8jIgECAQosTtSLCEzXz2dRWzOb2Ip45XMVjBxdwTkUTa0tS1KrKsrgYt1t4niMjwrCorIS8PPr1pVy8sJ0Hhz7BnaV3cUn97aR5J3rEuqYaZst1fMX8HO11Hpb0vMo5Tfdy5cGfU+gQqqJVAxs4pf1xXpp1g+gCZbdNqjfl8UiULjnGCN5YKJUUn17BlebX6EibL8Th588HlYphQwEXXwzmbB0+SZ/EMXTocllffhV3RL7PhtZSfKGJD2p15zMoI0G+teeb5DsTmZASxwHarfN5uupXzBraQkNNgFV5LZxTcIi6Fi2X1N3GhUfu/OABqvECrtHrRasFgwFN42FUygg33yzs8Ejk6F2AJ0MsaDFyqBurMtF558X62aTpvVy1eC+XzKrjudoqRvWZE6I6GoOKYL+dbaljmicM4bAoqxsf9B0dHddNs6dHRFliLaVqapCGBinMC1NYmJBNOB7EEov19cd9GUmorxfPLVV5oUIh1pBpNvw5KlpbhdFbXJyaIaJWi3u8adOJ+b4kDA0lhBL+l6B1SxcgbmSx4yAKOcw678nMSB8WN1KpRKHTCq3CU04RAuWBQFyM8PLLxTI8fz58+csiDhOvHJEk8cKaNQnVeqcT0tLwYCAnZ/LgakWF8IEnjRvFNqdjoW0Eg6BUEqysor4+Giebhuibc1RJS5caz4iPnsFooMDnE4NwrIij3w8FBSI4Z7GizcsgKCevy/39cPHFkxs+2SvLURBJnXGUpPikjxGyTiS++104+2wxx1pbhUF3xRUT31cwx0rILwIcMd0pf0TNs3N+wYquFyi2J9KS8/rf492yqzip63m0ITeKSIgrD/2C3NEm7lv6AK/aT2FFQXKKsjzDSY2zZMqs68rO59iVfykbumdSaHbiDyvpcZvZk3cRS3teTX6zJInn1NoqsuGbNiXYUmazWDQkSQQbMzMTC4tOJyJ0bnfSQE03BXlzqxV50ja7x4DubrjrLloPjfKv7rPIN4smBOh0InDQ28uF3Q+wrPul1J+PnrficA2moVYevWY7ke07RW31j34kHKtIBHbupOdfbzOgzMWoDqKMBFG2tZJh8GHPqmR/7vlcEHyRVoft6Oes1Yr7abVCMEjdLU8xbdGr/yRCIWhqYkSdTYfDglkTENeSnR1nem9qL2Zedj8L7Js4knESe/Mu5NH5t3Pf0n+wo/CKePOeGDpHjHTaE8lDSRJaeN9etptgWMFfdq3g9SOVbOsq4V7d9RxgEeGIhF9l4l/zb+Ma/sIZZS1UZgyzvKCLRw4sYl1TBV9cUM0VVbVcUHmEU0raqcoexKSfWixFlpQszWzlYO/ENU2nCuGSrDRu6RPrlN8vgkFjA0Xd3XDjjcJ5KCsjotLwl50rGA2oKUz3INnGaALt3p2IYg9EO9tt3QoHD6LyuSkoEDGuXbtElVTt7lF2/vgZ1jWVc/jpGiLecWzVpiZh87z8cmIcPfro9CneQ0PgduNWWPjl+tO59eD5HDoQIjszQnHfboptLjIMfnSqECVWB6U2h2jWMAUyR9soch7ibcU5E5PTkQhIErJWn5SQW7NGJAjsduhz6FhQOMLPlryFSinTMJjBqZmHOHV2/5i67gSKiuLFIGNOIjPZ0AkEkkoz/UEla5VbIRic0PU7xzTKvOx+dMU5nJp/hE1NBSzrfoV9eUKU8FDWaRMD+YBSAXuHigWr9EOAp6aZ996NCNb0USRC6ocyKbcJXcezmh/g/dKvEFROQ1YEOJJ+ElmeNs5WvossS3TXu3Bqs8jwdqAby+TV60XnvoP7MNs7eODIaQSINpDKyhJj8P9D/amWFsEesugCwu49irCtJEGRxcnenlzeby0VL/4HNTY8HlFhMT6JbzKJ6Xv77WPY+WPQ2SlMhbjm4wnAcYRR/vchZmvdd5/IXvT0CGd0LMugoUEsgHPnTn4cjyehH3WsyMsTNrTXO04qIT0dmpuRJPjiggO02G10uyxEZJiVMcQ55U1YdSlKLCIRsSAXFYmTCgREJDfmoES7c2QbPZxe2sKj/eeyouQLXLXvGlzaDGQUDOvzGdWk8VDvBeQUqAiVLWbvtqXQ/xBem4WGjJV85vBNNKctpWJ4N48tuI0hQxHugBqHT0ee2R3fkOKbhSzjjWgoW3F8uk9xLF3KOasP0Tkrg43boLTUSmTxMpQRG0uXQmOjxJ49eej87UnRwj15F/PFwRs4XbGZtxrmcGlVosY313UEfdDJA0vuY87gJq48dCN3nvQUEYWKnOE6vuh9gOHafDZlvsaOzhIOdc9H3+dniXIP185cx80d3+CCI3/mtcrvf/Auf6mg08HICDnSAE5NDr//vVg0vF5xiT//+eSdImPVgjqdCH643cJW2rJZptRdF2dFRWSJdoeVy2fXolTIzMwYptPZx/N1c/jC/Orky9JoyBrt5qUX5rF6tXKC9uyJwqFDImI//toOHID334tw/cm70EU8IvhqMokJHQ4L462pSUzu006bKI57jDAYhN+yfPkHOgwgyugmSKLEDExJIjdXVAlccslx9CXo6REnGw0C7N8v1rOkoHo4HFWXFg80O1vQsy+88AQP3bY2sdk2NQnmzn87ZJnqbaOYTOLhndzxBO/mXsnBjhyuXhal20a7DtlsiBv/ta8Jhyb6IM1mMVdtNjFvV60STkn62K7m2dlw1lni3rW2QlkZdjusnVgZE4dSKWJhb74pki4TnmNMLPHIkYktaCfD6CjMn0/viBaTSfzXZLGIY0UDcbjd4rqjG2nEPcqgM53vfdmOaWY+t/7ClRBTz8oSY1OrTXgUmZk4HCKGV1Qk4iAFBeJPMfbyZA1IALKrMpENRggMJkewYucXZaJKUmrm4AeBRgOf/7zwm9RqkclPNX/S5+aheFHs0zHdqQ6nBXVahNcqv8+FjXdx39K/Ywg6yHfX88S835LpaWdl53NY/X3ISDw57zd0uq04/FpmZyZTZwuz/azrPpu7O+7EEHQgIdNmnU+bdSE+tZmAy0fFwDZuX/hvdlQX8s2le6juy2ZvTx6FM1Zy4ZG7yBptYcA4RixLoZjeOBl7wQrFhLUFwKQP09ajp+Wgi/KFxylF6nCIzn/79uGUrNzd8RlMmgA61RgnyGBAGfQxv389cwY3Y9fl0Zi+YuKxlErQaMhs20uTXMIuxUmcVNwlBvi998L69USONPHE8CdQq2QkCRb0rmOd8jwKMsVzbLEt5sLIL/jD8E+Q5emvmxYr7Aos5LznHheT/1ip9h8lenshHOaII5tYbwEAlErOb7wbu0fDba5HuW7JRor2HOKZql+Jj5krJzsikiQjM/FmmTQBLpp5hFOK26nuz2HEp6PTaWFjuxGHT4dOFUIG0nQ+FueKEtFTitsJRxQszetObQdPA+rSQvr6M3C5+iZoq6lVMlt7SpnV2Cj21f5+sVFefLEwpt56S4z36MJS259Jt8tEWdo4lqDRKOyTmhphlw8Pizmi0Qhvr6kJ7cyZZJdU8Ze/RNmGNU1E7AuQDSbkplEKrh7igqvyqaiIdhqurhaBmIYG4RWHQonFP1WEfDyielPvtZTS7TJTmtYD4R7oRpyjzYZainA0svpYrOl8kl35l9I0kMnlebXJfwwECJrS0OgUSXudSgVf+IJgtyuVEld+Okz23k5+vHorr1YX84WSzUg//FlKDbmKCjj/fFGCpFBEmzZYLGJ+x9Z/jyfRIESlQvJ7KV+qonhfH65AFmZtarbT7PIgfx04k3uzb+FIpJKalmxcgUpe8ZawvLUOfa4Nu1a0I880eNgxUM7nmttQHmtHrGlg72s9BFCjniI4eFbzA8geL38aeYx/5P2SZdXvYwqOsD/3vGl/T1ih4fk5N/KZ2v+hc0YO/6pbQVPmI/zV9E1K7AeozxyzEUc7lGZIPbTKhbxcP4vL59SiMJuFzXL48PE7xP+lWL8+2uS9pVmMt1Q0yXGQJCi0uHjs4AJmVlZT2N8vjKGPGLIsmnEODSXJfcaRmyvM0d/8RiTlsrLE9OrpEf5MzCQ8Ufi/4FQUOl2CDTqeYSDLwlE87bSpDRCv9/iEVUEcd8UK8ZBjhjkgBnf0S42aIPOyB5iXPXD0A7pcYoDPny8+r9MlZx5ibcxlmYU5fbzbUs47Mz9Di22JyBDKIdK9nWSMdvCM6rN8NvcwKoXMooIBbnD/ibOzmkjXe6nNXMsZrQ/x5Nxf02sSE2pfbx4z0odFNttuF98f6/Hs8SBZCsip/IBa+fPmIf3kBr6YrsETFNkmSSpm1Rrhi8yfD1tMmeAe14FEknhp5o+59fDPuHDgCYq2P41v/goGjKVU9bzDo7ZrGfEbOJx1Kid1Pc/M4W3UpK/lpv7vokpTsyi7l7qhXE6Z2cvT1lux+Pup8njY2DOTe2f+mWsPf4fZQ5upyzzlg13fZNDpoLYWy6nZGAwSkYhYJEZGRJnYL385sezH6xU2/Y4d4pHH/IZwGPLMLhTBABjExt/nNmLV+pMyZKeVtvKPvUuo7stJ7uylUGBQBRjoG+W55yx88Ysn/nLDYaETlcpHaqoLoJdC7GmysqbALsZYLAKjVCY+5HCIDOdkC36M3h7bTAoKUhpC6emi7trnm56+/WQYGYG9e2WKFN0QGkO1rK8Xf1y2DJVaTTgsErLnn3+MX/DPfwqWzmc/iywLZz/u/zgcwnBobxcXUVkJGRnoVSr6RzT09SmPSSz+qDh8WDyHw4cFZei/HOHeARr6rWTlRJgxvJMMbwcPWq5iVsaQMHIdAcjIQJbHjNnCQvj615OOMzZzXFUlfscc3GAwSmLUasVmVFyMLEOwTQSfpsJppwk2YWureLwTnmVxVENlrDcty8KADwbp95qwGkNoLbq4mHg4rxB5UARlRUVXtI1ld3dC3LyqSozfcBinOovKy+az9BcmgkFQPdFPqGELKpMuIfyenS3YdHo9GI042+HSS0Vw6r33Eqfb1yeq/Kay8cwWCUNxFoG2HjRjg1N+f1xvKnaZx1vCNxUkCRYtmvo96bOyQEqwnUqtdlrtNsrT7NRmnsJJXc+xuPcNVJEgDemrCCm1bCz+Ilfv/hp9pnIeWXgnYZS83VzBmqKOZK0wWSbf6KBbmgVOB16LGUmWWdH9EpfW3cb3TP/gcedF3EkXqhqJJXnd2HQ+FuX28rfdyzmnQsve3AtY2vMqb8649oPfELN5Ar1cUkioFWE2ve4+/uBUbS3s2kWkrIK/71iF06+b2HBFq6XIc5hBQxHrKq7mM4du4umqX7FbdRK1Q9msLRmjgG4wIBkMZAV8PHJgIQUWF4UWxNrZ2clG9xL2DxVRnmZHIYc5pf1xfqrazhKLYITLkgJ37gy03R66XJZJm7+Mh0Xrp9mRyWhQg7GhQQSoPq7o6ABZZmdnPgZ1olxsedcLlI3s5Tu+Ozknew8LRnfQZZ6NX3WUFriRCDIqZCTkcBBJObEMwarzc0pxslJ9IKzAF1IL7W5NML50KSSZM8paPtAlevQZnKPbQHerlVnzk2mpWYZRtvbP5LPvbUd/eI9Yy/v6RMZn5sykSLosw6sNMzFpJimrs1hEkkanS9jDINbASATq6zHm5lJWlg6d3eBvgjwbSA5kjRdnbRsP/iMPJIm8XJlrBhrIz0gXNvbLL4tAYna2OL9ocGlKHD6MSzbxSsNMck1uINotenAwye+YLiz+AWYPbuE3i57G3aUhxzSuPCkQwJVeEW8mOxZz54rqkcJCKFg+D6rfoNhxkKtLDoq2wkVFpIJaLSrnzzlHaHEfOQIFBQqx8fX2JvR+ysqguZmIxYYUDpO7poKq5k7edhZOGpxSKyOcUtbBT5t+gHogzILsPgosbkwRHXe3X8bWrlPozFvOu+XfQKsK04eB9s2NlJ15TLftqJBlePP1CGlTLJtlI3uoGtjA1cZHOFW3g3xFL9sLPkmbbQERSUm/24BCksk0Hr2svzltKa/PuJaf132Z86ync2XwCX4a+R032O9LDk7FmLN+P4U6Dy/Xz+T91lJOKuhgrTlMySuvCJ/zw0jUfwwR7RtBflYQ9hxJ0UVkcmhVYfSqEA80nsEvGlrRrF794Z3oJIgRpOMkgJGRuF1IVhYYjeTkJLRyIdmMLCj4P82pDw0qVbxBXhI6O4X9PZ2SgGPt1DcWCxakiDyaTAnR2OkiEBAXM3v25AuDVisuNhBArYwwJ3OAg/25DBhL6TVX0mWZw8Gcs3ky+1pQKMkyCEHGkwq6MKgDPHJgEffsPIkNg1W8OOOHdFoFpWzYq2NbRxFnljWLLGRWlmASeDxx/q1UWUlW9gdcsFQqyM1Fo4FrrhHdUMxm4ZxBlDlgiS4O4+6dU5fNE0tu5/SFw/wgeDuP7ZnDfTuXcH7PQ9zqupqH9y9iNKBmb+4FzO9+k5cOVZIhD3JWVRdzswe4Yk4ti3N7GdHn02ZbxIKcPsIRBX+tPpky7yE8rf3x7ypyHOSihjswBRLFuuMFcI8JUXFVhoZQqRLUy7Q0MUZvuy2ZWdzfLxaSnTvFPSkri/u7lJWB3p3M0Wx3WJlh6knS3FJIMhfNrOft5qgexFjIMoXagXgXvBONnTvF/EtLI8H+i0QI+iN0diu4rOIgO/tLiWh0k9fb6vUiszjZHOrpEQ57Z6cQCN28OaUAaSwZd1xNWWItmWWZnTuBoSEU27eKaJcsC6OwtlYYllu2gM9HdrZgch6T9vTwsIhObNoEoRCdnWKPMehlUUz+3nsiY2owJHpar18P69ZB9cET29JalgW9rbBQREv+F3Rx6dvZRjCiREOAc5v+ymul17C9u4SVhYldOWK2IknTSpoBIvldUCDyCT09wsAeL5nhcAj7PFWnvrHIzYWbbxbZLa2WiXpwJpNwYJxO8TyiYu2kpSEvX4F79nL6XNGx4XZDcTF9di0nnyzYS3FtrLw8MRk8HnG8WbNEzXtFBc6qk1h+urh4tRoWnpnFSMG85KxPTg5hlwcKCuIsiqoqkQm3WsVhHQ7x9tiaPhkkCYoXpjEa1CTP8UAgHgUMBsX9ON6y3g+KtFnZhCNSvKyt1GanLaZVJEm8VXE1p7c+zKLeN6jJPgOAYUMhL8z+KY/P+x0BpZ66oUxGAxqW5Y8rvXc6UTgdlGe5uFl/O5uLP8+mki/w8Lw7ONl2kG2jC6mVZ/PbRc/w2bk1nF7aCoBFG6DY6uDQQBZ78y5gQd87aMJHd16OCpUq5Vqco3WwaZM87eZnE9DWBno9NYO5HOjLpcCcOhhUObyDxvQVtFvn8/qMazm94T7e3WNjW2s+cmDiGmTSBFFIMrdsWMvBvmxcAS0Nyjk81riSAosLSYK5/esZ0WTT7M1LCkIdyDuXG/kt65sn6W6VAoookbw5VCz0WT7OqK0loDJQ3Z9DWlTTtHxkD2vbH+PW0vt4X3EGt7qvYebwdo6krzzq4QLeMIY0LZk5Crye6du0GmUEi9aPVedHpTgB2p6hkAjCRB/azIJRtozMmWB/q5URQloDh9/qEFkpvV4EfV57LRFFj8owdDit1A5mkWmYRLxcqRQZrnECyYCYL1qt2I+9XrFvGo3x90l6HVZfHyVpQrfK0ePhVxvP4ICjVDgdu3eLYExsgWtuPvo9OHCAd+xLCYYVaFVRlpHXK+7JUcU9J+Lk9sfZn3Mute5iSm12IZw/FpEITmU6p58+8bOSJOz4T30KsQn89a/CcP31r1OW841HRgZ84xvitN1uxP4UConryc0ViUlZxu2GonQ3mlNXUWkdICxP7QIvzu3hynkH+f5J2zm7opmleT2Uz9Exo8jHBfr1VA5uTbxZraFmx+gJL9VtPeCgs0+NxZh63CvkMOc1/ZWXy67lFedaSuYaeaf8mzRkrsavMoncU0iNO6id9qkdyj6D5+bcyLaZX+ITs+tY51lDhj2F4RvtOqRSRChPs2PW+NnYVsJNBy7nrhdL6N/zv0fOYSqEw6KJkUIBSpddGErj5VmOgiyjh3Z/Nq++MfFzH7a+fG+vYO/n5UW37qEhoQWye7cQdV+/XiQjZZmMjIQPWVKS+PcxXu5R8bEOTkmS9ClJkg5JkhSRJGnZuL/9TJKkRkmS6iVJOvfDPI+ODuHITxUAHtN06LgRE2tN2iBVKuFQHIvI4eioiHRFIxexiooJyMuLe74Lc/o40Jc74X31Q5nMyhhMJHnUIS6Z1cAPVm7jstm1NAxl8JedJ7G7O49wROK1IzNZU9xOmtYjNoeFC2Hp0rh+SmTOXDAaTyiTXZJEE6k77kgEELOzQZ9pJGBMm9S7L7B5uHJRLZ/LXMfLwfPZYTuXry8/wIJsUca2P/0Mfmz/BQbfELek3YWkSD37NMoIX1p4gB+u2sbn5h7gV6M3YHJ1I8lhLmj4M4qAj+/s/hrnNv6Vr+z/HjduOp9l3QldgHdbynj9yDRpnJIkxkQK4yMnR+zFN98MGzfCE0/AT38q5A3GlvkkjeOOjqRSmHaHlS+O3MP3dnyOC4/cidkvWHr5Zjfzc/pY11yR/KVaLcr+XjIyhKbs8egtTwafD558ckz3y95ekZrYsoW2LZ3k6uyU5nhJ0/k4PDCFDo5aLeZEKjXzcFhQ7Y3GhMiv3y+CO4ODwtIZMyFVKqEPe8zYuhUef5zwG+t48yUfWe1CZJa2NhEY2707kVF1OmHbNvTaCG43bNkUEb2mp2lwolAI776hgepq0UWTAweE4Ws2i++N6ZjZbCIaYLFg9A6ye+MxqNvHRMsOHkz9d4dDbHJGo9isj0cY7WOG9nePIKvUrOh+EYc2mxcjl5Bp8EQzzwJ+tYmMjMljpamwZo14vNnZgmA2MI4ca7cLBt10kpCx8rXLLpt4HEBEgWKTSqsVX75qFd60fNLLrFBURNjhgkiESEkZgQCce67IqMXzJOnp4h+BgAhMxdixCxeCWjNWz5xlyyU8+TMSFDHArU7jSKScbkUBHo8I0OXkiHt2xhmJAPAPfzi9qqfKxSZGtenJIvIxhhYi8FdR8Z9L4mrSTdgscvz0iqwOetxmgmExSHrMs2hOW4rN10dz2lJAXMLvRr7D230L8QTVrGuq4LwZRyawpmJ02LPLmzg8kEXdYCbBsIInaubhl/RcurKPx9bch9NSRIHFlSRSvDi3h309eTh0uTSnLUnal040VFolst3BS5NIQR0VLS3IBiMv1M7GpvNP+ixnjOzkNfVltNptHMw6g8ut76LPMjFHdYTSmldQRibaUpkGLxZtgNu2rOF7b57PrZvXoFOFRMmgLHNyx5M8mX0dZk0giVU8oi9gdXodEbeX5mEbINbbmFbYZFBKEQ76KkVy4uMctD90iBa5lFBEGe+8fGbL33m18nrWDy1kWXE/VtnOot43OZJ+0lEP5/ZIlFaqmDVfg8vzn3M/ZJeb/nBGfG8P5xcxS9FIY/3ExKFRF+a93jkJGqrVKuymN95Ioqaua6pAowgd/xpjMIg9c8cOYS+PFX2RJLFn19ZCJEKWNIhF7eVP21exp7dA2PKxmmWNZmKHp/Gw23H0eHi9fZ6Q34h9h8VyTIyPGFZ3PEXFyC42F1/Jgb5cZmdMFKbxhDVYc3STVvfHmgYCCRXmY3Co0tLgW98S+b2wNVo3GAyKjUuvh4ICXAM+5pySBbm5FOiHjxpIUkhQYnNMEHY/vbQVn8LIo/5PY4nayOmmAFs6i5EHptE1HUTWsL39qG/b8MIwakVINGBJgSU9r+JRWXkycAUlVgeZhmQjfMSnZ2bGEGVpI4wcrbPoGNRmncqIvgCzNkBpmoM3PKdNaBQ1HlpVmAKLm1Kbg4P2Iv5+p+t/W7PmlHj5ZWFe5+eTWpRpmihM8/DS3iJ2bIvQ1SVyuvffD9/+tvDpPiy89pqY/no9wobauVNMSKtVTCytVqxLtbUfmU7ixzo4BdQAlwNJj0WSpCrgs8Bc4DzgXkmSTnDcLoHOzqNrVTidIrM9Da3YSaHTiUZNEzKL6enTD516POL90RN2OIgP8r6+ceMqMzP+QrHVQTCioMedSPd7gyp2d+czP6ef8ZAkIez6+fkH+WTVYeoGs/jT9lV4/CpW2erEwltZmdjs5s+HnBzs6eVUVh6faPzRMLaiQ6GAufMkHFkzCHv8uAPRjT4USroJeWY3w3PWoMq0sa/oUgBOL2slHFFw5561hLQm1ntX022rYjoozXAz39jE9vo0Cju2can/Kc72vMS98/5GUKljS9GV/KrqKZa2Pc+SntfY25PLof5sqvty8YemOYSNRhHFTsHuycoSztxDDwlphPz8Kdh8fr8YbNEbJ8vQbTewXLmHvyx/BGUkyLlNf4u//fTSVhqGMnD5xxhNWi0MDWE1BLHbRXXcicJ774nxG2egdHaKsWS303TYR0WGHYCVhZ1saCtlQ1sJO7oKCEXGLWsxzbNUYpUdHSJwNXbwmExinGzZIm7iGMX3jAyxRh9TbXUkIupOy8up/dv7jGxvwKCIdvGwWMRN83gSpYQWi3guHR3k5MDzDwzgfW09PP301BtDrGuDzQYaDfKWrWzaBOmuNhH5SEubPL0hSdg0Hg5td0/fV+rogHXrCN52J3/7Xi23/miAup/+E/nue8Q1t7XFj40sn1jO7yQYf3sCgRO4l7pc7NsVQmdUsqz7Zd4tuYrtXUWsLOxIfLkk4VMaJ+2oNxkWLxbC2jfcIAJBkBhjwaDwNxYvPrZjrlwplooJAWObDVavFl94xhlxcWO7HZYtg5WXFwjHLT2dbreFFSuEj2A0igyZy0WChpSeniSWFQyKtX1sFUZlJUIIN8qQikSg36Xn6k8Nkj/TREODOJ2YU7dmjRCK/+1vJ++MOx5FxRKRwqKEGrzXK/a36Lx2u0+8GPqxIr/KitcZBIcDDUFyTW6aRxJUrnXl3+H5OTcSVgjWwvauQgZGjXS5zNy5fSW5Rjflafbkg8auU6/HIHn5ZNUhXmmYyWPVCzCqg1xRVYtaGRFdbVOgMn2YQY8Bu0/HpuIvsKrzaVTh49PuOSo0GvJDHax/tIvW6+8Wa+J0IcvQ0cERfzHNIzbSdKmzIBb/AIM+M39tvYA3G2fwp22raXPYOG9mC9Z8A5uCq/hk7a9RRSbaUyZNgIr0EYqtDoqszngJTMWIOM9trKbI6pjwuTdmfZ8bVX9g25EMcpwNfGPvt/nhtk/xi03ncs3OL8UTPGORrveyu68QORgSxtnHEU4nDA+zd6RUSDQAGZ4OrL5+amyrqRvKZF72AOsqvsOgoYhBQwqhknEYDWioXGhk1lITvuAYI3BsR+mx8PnEXngiHSKPB5cukx5FAQFf1HNWKDl7VhvrBhbhdCcHAdL1Xg4GZ9Hli0bJY90XJSkeQGqzW9ncXhTvoHncMJtFQidVgMhkEtTamhro7sZklMkxjvLXXcs54itKGNU2m8igTXXP2trY1DeTUEQR7zALRAVzji26tqrjaZb2vMIjC++kOVBE/6iRednjfIZIhAG/hYs+pTseUta0sXChKANv69cjG03insScsvJyQnoTM84uA6ORrEwZrSIQTxAcCxSSzIqCLl5TXUrZiGA/GtUB+rwWBvZPQxS9rU10YbznnimNSbcbNr/rJ8eUmo2nC7o4rfURXi6/jq0dxZxc3DbhPS6/hrPLm7lwRgNO3+Tt1IJhBRE59bNflt/DX6VrKLYfOMqFCUgSFKZ7aagJsnv3tD5yVBw5cpxVCx8igkEhxfP882OI4d3dSbofikiIs5of4DM1v+TL+39A1ujkZcgqFWRoXNx/j5+bboJf/UqQa7OyRH76rbdOfGxoZES4Orm5iIPv3y8ubKx2iUYjAlV1deJn7El4PIJdlcIf/SD4WAenZFmulWU5VX+sS4EnZVn2y7LcAjQCKVQvk3EsTYoS5yB8qklKnuNwOKYWq50uVqxI0UkyM1Ns0ker74m1kV20CCQJl0s4Er/4hWDTVFSI6qY4gSQq3EskgiQl2FMxvNU0gzmZA+SbXSm/LoZCi5MvLKjmyjn7+VTJDhQFeeIcZs5MvKmsDFavxjWqSEnr/TCwYAH0kUWXL51el4GQNyAe1LhaF1lS8PKsH9OULpSuFZLMFXMOs7Kwg8vm1GKU3bTaFk37e1fPHmLr6EJ+0vJtCnJClKeN8GD72bxbehWPeD7JHfUXURmp48XGeWxsKuRz86sptdk5PDhNkfhYsKVt4kYEIsZRWirG7JRBwOHhpKLhEZ8OTcRLX8FS3NoM1pd9nYqRXfFMs0YZptRmp8U+pjZGoRDjrqsLozHR8fKDwuWCl14ak5gMBgUNRK8Hs5kmbwEVGcJRmJkxyLL8bsIRBft7cznQlyIaZzQmSss6O0XGuqZG/KSqvzIaE92VBgfjHr5WK9bgYyp/6+4WY85s5jXnyZjcvQnjU6lMsJfGwmSCmhr0kVFGa1rYpDxVZC1i7QIbGoRw79tvix1blkUNZ3u7CG5lZdH7fh19DQ6MTdXi+EcxOlVaJaG+oekk8wTefpuQxsA/+i9h+6uDtL9aze9fmMX37p3FTV9q5a9/DrLPXia6Ymq1J67V4TjU1cH3vy9o/d/4hqgEeOwxUdr2rW8J++9E7Juh6sPsHy4iS+vE5utlR3gZgbCSyvRoyW5UFNwXUByzbldurhCZNJvFsrx8uXicsf3ntNNSyqBNCZ1OCOr3T8wtpEQwKMhNZ5ynwT9zAUNFi7DapCQtuSVLxBIKCMbUggVJ48pujzdOjSM9XQTJY/taZyecdoaCU269iB//TM0FF4igWAwZGUJ/6lj6F2Rng5SZkehGGAhMqIFMJfL5UWLOpxfgWrhGnJfLxfL8LrZ2JAyLUU1aXLx7YNTAprYSLp9zmE9VHebbS3dz8awU8ycQEBt7djb4fBRaXJxV3kyu2c0nZtcms6xSQKmQqcoaoKY/mz5TBV3m2SzufX3S948tTx+LEa+OdsdRtKRUKpR+D6aueh7bWk74z38RG4YsizU2Jc0vCpcLvF5eaZ6LUTM5O6V8aBdfVTzCmuIOvr1sN19ZtJ+vLtqPVhWmPN3BG8oLCUsqrtp3TcrOxKmwpuMpthZ+mg6XNaWuVFCpZ3TBKqyBARTV+9lRcDm/O/l1bln7Dvtyz+dL1T/GELADoA25QZbRqUKMePV0e9OOznL5T6GjA09Yy3utZWRHgy7z+tdTk306dcM5FJhdmLUBmtOWcv/Sv08rqBFBoqjKTOG8NKTY2AxE7TKHQzznsY6PzycWRYfjxHhlkQgEAtiLF1BSKuH0JJI1nqxSvmZ6mvdrspK+SiGBSe3n3t3LEx2es7PjrJ5QRMFD+xaJjo6KD3iOKhWT0m5jHTSbmgQLWafDoA5i0/m5Y9sq+txRvS+9Xhj5U8wn/8EG3uhemDLokebt5jOHbjrq/VZGglxw5C6W9L7GIwv+hFObxfauQlbkd024D0FvCJXFyKo1HxqHII5Pf1rIuLVpK5FLShMJufR0pLlVFCwU3fykkmJmmbpw+icP2EyFHJObQ5E5lI8IKr0kAWoN2+/YLJx1EPdwfLavrk4YKZGIWPemsIsO7IsQHhxBZUjdovfUtn9Rl7mG1xxrKbQ4yTcnO4+BsBKNMsyCnD4W5PZj0gbwBlX0uY00jaQRjkQTRjK0Oax0OVOz5kptdrxKI87+yVoBT4Sk1ZAV7uXfj4Q+UEVFJCJIir/6ldCf/bhg/374yU/gX/8S9o1KhfDRXa4k1mORs4bZg5upzjmb5rSlXFH725Ts3RgsGh/FNhdFRcKPy7d50O/aSFHbJh77n0befXFqf/xYEevSrVQigt/d3amD4wqF8FVqa4X/1NEhfKp33xWRw1SVKR8AH+vg1BQoAMYWs3ZGX5sSx6TdEoXTKQLbU2kLxpj1J6IxQawcIhQaE1AvKICTThKjZ3wWKRhMCIE4nURmzKTTZaW9XcyRH/1IlFuXl4sSiR/9SLy1pwdR7lRQEA/WLMzppaY/mzcbK6jpz6bNYeWs8umLTRYqe0mfmy88mIqK5Lp1SSIsK1Aqp1VCfkKwYAFcf4OGP3+7juWGw9jtkvCCIpGjRirN2gCrizrpM1fyzJxfxsXep4OgKYO7LDdzd/rNLKz0cl5FI56gmgf3LWF/bx7fXrqbry3ZT2/WPJ7mU5SouliU28uB3mPwaI1GYaQcT8Q1hu7uJC+yb0jFWnkD1blnA+DWpDOkL6JkTLak3DZCy4gt+Th6PTQ0kJ4mU12dQufmOPDuu2K+xoP3YwJpTr8Wd0BDXjRoqpCEFtoZZS2cXtrK/p4U91GlEgd8801RQtfWBi0tDAYsvNIyl38fnM+2jkJGvONozzGDewxVV6sVEk3TRl0dAJ1OC7WOfDLyxmUnx3W2AsTcCYVgxw5ylEO80CYChjzzjNgcbr1VlOo9/riIwtx+u2B5xY6lUrGvLx+prhZJrZpeQbheDyPD1B2axpgaHoYtW3i8/yy295ZSWhgmK1dJaa4fo02NZ38Dh3b7uLvhPH741jm0ycUfiihZMChYgpGIqGzIyxOZoI0bxSMrLBS36de/Ps6qwqam+Hrb+spBggoduYEO7LpctnaXsrKwI/HoAkIMPRD44MLbZ50l/LLWVhEwuvji4zvOySeLOXS04FxsSyktFUt3YZUFl2The99LtlNmzRqz/eTmThBx8njE8j8eK1cK4mJHh8i1fOYzYpgajSKAeLTkz9GQnQ0RSYVcXiGiYLGW1mPwYYihHwtmzZbAYBRJG0liblY/roCWNntyYDoiS7xYP5vTy1pI1wtnIMPgxTC+U1MoJNaJ7GxxrVGDYXFuL+fPaJyo+TIJ5mf3cbBfUP02FX+BNR1PpTSeywd3sHLbnzD5hyb8bX1LGS/Vz57an5UkSEsjM1tBo6+A6w5/m/t/WM+Rr/xWGCd/+cvknx0YoN2dTnVfNlmGyTeYPd15OJTprIqyGTMNHkwawZIqsLiw+/X8s+IW9uecy9f3fZec8Q1TxiHP1UCmp52a7DPodFooGhOccttDBLzintsNBZw1p5sfSneyOe2SeAJpS/GV1Gaewtf3fZdrd36Bn225mMrh7fH80oHAnESnko8STz0l2lPH6MljEaObtrSwa6CEYFgp2DWyzPz+dzmYfaZojpKTWFBlaRquhCwjIZMzJ528eRnIkgI5HBGLxtKlIrtrNk+kei5dKtaZ8YGr44HTiVwxA9lkYdlySejUjUHW3Gw8fiXu/uQxlmX00u008/ShqgmnsKG1hFZ7WlxrSvFBNEWPBoVCJJ/U6ngAy6L1E4lIPHN4buLcos9vMux7e4BRhRGdauJef0bLg8wZ3ESeu2HSz2tDo3yx+kdY/QP8Y/FfceqycQc01A1msnSsJl609Lt3SMUZa4PT1mH8IIg1yJ1zViEthjn4fMI+6OySSC9PS7Cay8qYb2rBPV5HNYZJ9VAE0nQ+XBETtpGEjZCX4efZzpXs+cXzQjPr+98XTlcsMyPLQqvCYBBZG71+SmNy48sjmBXulFnmDE87C/vW8UbhN9naUcRppROfd/+okdPLWtCqwmiUYc6b0UiL3UZZmp21xa3xYFSPy8TszKFJmVOSBKtymnl++DTB9pwOJAmT2o+zd5S33preR1LhsceEmVtSIvKww6nzIx8pOjrg7rsTWvvxxOHIiPgtSfS5jbxYN5uBriDVmadTm7WWTcWfx6HL4bTWf05+cFkWgeVQSKyNmzYJtnXQQ5HjEP+6rYcD0yOwHRU+n3CJsrMR31ddnVoTL4ZYgKq1VVC69u8XBqZGk4JV88HwHw9OSZL0jiRJNSl+Lj1Bx/+mJEm7JUna7fdHjrn+Ncaamiop5HaLyOmxlnKkQna2CN4MDSWCmCiV4iTOPFNs0rHNOxwWX+52ixmr19Nvm8ns2fC97wn/dWwpgySJgM1PfjImmF9aGjdq0/Q+rl62i1BEwQt1s7mosgGN8hg22kgkuQ3VOAwMCDvDeJSGLicKFosoFzGfu5plpjpGi+eIFW7u3GhtyjQgSRzKPmN6xtcYNC64nKa5nwBEdvpTVYfIM7v46qJ9WHV+0vU+Vsx2oc9P56Ijd1GZNsiAx8DwuOBIh8OSXEYXQ4whUF9/fJoVwaAYXGPoGK4+L+WmAfyqhAVRl7mGWUMJ0cfytBGa7WnJe3aUTqQcHiASicdijhsOh6iBTnImu7vjAZbG4TTK00aSnK9sdzNz+9/jc56/4/BpGBhNQbswmxOCpmYz6/oX8nDdSsyaAItzexn0GvjHviXYx1OfNZpESZosk913kD0bR6fNSGHHDrBYeLe5DLUiMn3WvNkMIyPobDqCESV/azmXQH2LUL232cQNKikRPy0t4qZFBXoissQ7w4vJUI5Mf8IpFFhVo+x+x370927cyIDPzHsdFZTYHEl6ZlqdhMkQITvYRUnmKEqFzJ+rT8PZ5ToxkcsYdu1i4xOd9PUJO0+hEEPEYhHLkM2WWDodDrjpJhGXnLZ/MzwsDMw33gCXi0O7PCIbONrKLu3JdDgtLMwZ070yHIa0NCQpqdLtuBBLKJx2mmhWdBwyIIB49F/7Wrwj/KTw+cTWEiPTXnkl/OAHE9lGMTLS2GOFw8KfjUTEZ1M1xTz1VLjxRlHJcMstJ34P0OvF0PdklYgTysqKl/RFO4ifUJ3D40FpqRijYY0e9HoU4SBritvZ1J7M8NrRWYBWGWZZ3lGYPaOjIpIY60x6nGI3xaFmfEEl/aNGuixz6DeWclLXc0nvkeQI7sZe1rKR7LYdSX9zBzQ0jqQjAa0xkfcpIElQanNgNYbYF5jHb/acz0v+cwm1dqbQNIhiYIDXOhagVYUnvcxIIMi9o1/mktl1KQNzCkmm1GqnxZ7OjsIreK/0q5zfePeUC8LqjqfYXngFzpCB0YAmERhzu+kPWOkbVscTRPosE0sLenilYVbSIdeXfo3XK7/HU3N/zXslX6HMvh8Q5WIb+2Yh9/ZN6XGFQsJBO2FV0T09/OseB6++EsF/38OiXDyGgQG47jq47joir77Oa/0rSI8Koee5j6CQw9RrF9DptDA7c6K2Sq/bOCn7IhIIgt5AdpEWnVF0hfU4o9pKBQVi0ZwxIyFhESstsVpFdDs92pnON332RgyyDPKoB0wmRotmk5UFJ52imTCWPLoMZtn60DTVxks/FZEQmpCHQouTt5sqeHj/IppH0hj0GHinuZx/H5xPnlkI5xc4D3Ptzi+iCXniX3x2033MGjxBlHIQ831clCfX7GZXVz5NI9GNR68XrMQUGfmIw8XL+4pIM04MMuS76il1HGBn/qXMGdw86Smc1vpPnNosnpz7a/wqE+GIxIa2EuZl9ycH0R0OgrIKyso557szJz3eiYZWC9+7XsmVn1MyMiJ86ZUrRTfrOCmtqIi55g5AQvZ4k4O0kYiYk1NQfiQJsk0eqllElqcVEPqzuTY/93Z9grpDYSJ6o2A47IiumZ2d4mRiSZ3MTJE9G89yq63F/ss7aHjxMDZDogS51L6fixr+xIzhnZzbdC+biz/Hu/3zqEgfJts4MQMVkSVWFibKDM8oa+WW09/nx6u38IVZu8kweKOMO4lvLt2DXh2cVF6koiRMRKXlvh2LqOmfprMry+SpBnn99eNjrzc3i0R1WVmCjPSfJpr6fKJowWBIYZf198f9lJ3dBfhCKp4ePpPP9N0tWJeSxMszf8iivjcpdE6SrDWZBBPpjTfg/ffFOmg2g1aLJtNCjrORv/zBTccJ0JrfvVs8F50OcbN9vmSJk1RQKMSabLOJH7Va/Bx3p5NJvuaEHu04IMvyWbIsz0vxM5VsZhcwNtdaGH0t1fEfkGV5mSzLyxQKxWSVUJOio+PoelPDw6LF94kQW5UkkUT829+EDwpj9mJJEpErv1/sti6XSKuff76oA1mxgkBExamnitrryToTZWeL8e/zkYjeRw0CoybIRTOPcMPqLVSkj0z/xGPtkMZRzGJ6V6GQOO2jtUL/UDBrFpU/uhQK8oXRWFaWEJ7+kDKWAaU+rh0Cgol1YeWRJDFVgPdLv0yGp4PTO//F0ozWJPZU/6iBx2vm88DepRPZSiAWrCNHRGlXc7MIUk73erq6hBMXXUjTvV00unPRFCSzDeozVovgVPS4MUN12DuuxkithsZG9Hqh/f1B8OabwjaIM2OjZYMYDHiCKja0lbI4tyf+/nn97/Kl6h8xd+A9it21fD3yAI1tKbJhKlU8A3VkKJ3DA9lcu2IHp5W2UpU1wMUzG1hd2MGLdXOINtUStGedTmw6wSAMDqKor0XR2syG96e41++9JwyR0VFoasKhyWJje8nE9spTQaEQHrVSSYHZSU1/Ng/3X0A4Izt5V5QkISw2c2bc628eSWMkYsOYcWy1YBa1j9Ya94RkehLsdnjzTTb5lqNATl06ZDDEtYzS9V5cfi33N5xOqOkYF+DJEAjg/PtTPP13x7QYMdnZYj+9+26RuJwW4bCxUSySTzyB/ORTbO8vI83gJ9PTzgOhr7I0rxt1TK8jlmWNOg0fpDEGiEf605/CV75yXI2TkrBsGZx3nqj4nGx5sNvFnhHbw+bOJaVwrV4vNKG6u8Xx2ttFEsXlEq8VFaVO0lgsgllcWJgsZXAice65MOgxiPU93g9ZTN2lS49NoP7DgEYT1ZR0SCKw7PWyMKeXAY8h7tCPeHVsai/hopkN07MnYjfbaEy0Ez0W+P1IWg3zbJ1x9tQbM67j5PYnsHkTa+ys/k3cEbiO2dZe3uxdktTVb29PLnMyB1hR0MmenuTklDrso2rgffTBiQuKRhkm1+KhMG2U52uruK/+NOTG1Eym3up+dg5VkDuFpo+9zcE8VR1Ga+oSGBDJlZgDvyfvQnQhN3MH3k/53tmDmyl0HWZP3sV0Oi0UWpzimYyOElFrUC6aT6RyprAjolnPtcVtuAIa9o+RR0CSaExfQb+xjBbbYkoc1UBUo2bURK/XOmVpz/PPwyuviGRjX9+kb5s2+p/bxHt9VTzbtYob275J01uNiYz/O+/EnaEGbxF9oXTMWmEbipK+Mzg4kMusjKHE2jcGgbCS0CQd0LweyC1Uxdez2Qs0OEdCgo4ZY4ZkZSU0Cn0+MU8kKalxg2g/dmyebpfdSMuwhciSZYy4VKxdCwVV1pSNsA0FNjaylrOb7yPfWce393yDL1b/GKUUocRmZ1tHIbdsWMuP153Nvw/OJ13vFcL5QKn9AGb/IKe2/QuA+f3vMGtoKxc0/pnTWv9Jsb2aTx3+Fddv+xSf3v1jdu8IIZ8AxWiFJGzMxw/OE+yXzEzBgrjppglCPQ0beuj2pmHRjdNdk2XOar6f90u+RHXOOcwe3JTyu3LcTSzof4c3K64hJCvZ2lHIn3esZMhj4OSiMZoAkQgoFPTMOpULri4lo8L2ga/zWKDTCdfoj38U5PKvf32cekJWFjkGF1mGUTyjghkYZy94vcL2OorWb47JzQb9uZSPJLpuGtRBzLoAf6i5iO++cxl/776AwIuvC6Nj0yYx1mOLe4zpvnlMIHBkBP78Z2oOK8BoRGFKZHIqezfR5zGxrPUZRr0K/sf/U3Z0FXJaSeuEcwtHJBRSJKkU2aAOMjtzEMk+gr7xIN9asgtXQMsVVYfJNo6yPL9rom0fhVYV5vzFvTzGF3jrSFnqBPCED2nRDPcSCCTic9NFOCxK5szmxN5ttYomcv8pRCKCdNrbm0JfWpaFMaTTEQwrODyQxRUlu9gsraU43c2GVpGEGtWks770Kk5vfTj1l6hUwj81GBIN0WKQJIz6COq2Rh7/t/yB3NdQCF54ATLSZTHm6uqOPwuqVk9k4H5A/MeDU8eJl4HPSpKklSSpDKgEdh7tQ1qtWK+PBZOJofv9ojIo2tmeBQuO7bjTQXq6KH/o6Rn3Yn6+oFYZDInyuaKieDTqaO3GYwwquz36n4qKCRkCrWqckRsIiDqZyYxfrze5JVwU4bDIWLS1ic1ibBenjwwqFVnnLSUjUyEuU6EQJ5WVJSblBymN+4AIKzQ8U3Uz2aOt/HHgyxzssDLQ4SUYVvBSTQW3cwO/tdzK83VzqB6vpRTTK1KrxcB+5x3x09Awdf1vJCLeExV1qRzaxqq9f2FYlYWUnbziDhhKiUhKckeF0yBJorRvrJAvII7V30+G1s3+/cev8dPfL1jOSZo9DgeEw8gKJa/Uz6IqcyAeOM1xN3F+4z08uuA2np57C8/PuZGCci37BgooH0y9G/pCSl49MpNLZtXFjcoYVhV1ICGzvqWct5vKuW3rGvb15yeottXVYDaT42nhneccqa9zeBgeeUQIvT37LL2jZu7YsQYlkXjHIwBdyM1FDXfwg+2fZs7A1K04JEl0jdnSV8kTTSsmpV/HsKW9CLViakdVF3RR0LwJqy9RniEZ9DAwwKGaSXa9YBD+9jd8AQXr2meTbZyCCTVmLcg3uzjsKuLG7wyxbXOI5mahKXbHHeJ3Tc004qpjjfi9e3mxpoLQwAg6zRTG/ZiyZ6NRLFFvvikqiI46RvfsidOwhl/dSm8oC6M6QJanjU2+5SzK7RPHjq0hVVUE9FZ0ugkVZccFrfbEJTw+9SkhTD5ZaWMgIAJS08FVVwlxzjvvhD//Wfz7nnvgH/8QuhD/qY54q1eLpdBftTjO4A0GxR502WX/mXMaj6VLo+z37GyQZVQKmbPKmvn3wQVsbCvmtSMzWV3UEU8CTIqYV200EgiA1xd1SI9Vu8DrhYIC5ts6qe7Lwe7TMqLPZ0vRZ7noyJ0gyyjkMINNDtQGFZfMa+YNziOnQ5hbERn29OSzPL+bBTl9NI2kiTKZKGPk+u2f5vzGe1jUO3ldh1oZodRmZ+fwDKpfbk35nnXvKFBqFFNqaO3tL2Jp9tSCeeVpYu+SZZAlJW/MuJazm+9HHfZhDAzHNbUsvn4uavgTz83+BX6VkY5ocCqmIeNesAZrtg5Fbo6gp0f3W6VC5hOz6ninuRxHCvHhbstsskZb0YQ80dI+mWpvJWzfnvJ89+2DV18VczcSEQGqqaS5joqREba90Itk0FFqcxBCxR+qL6Dp6T3iGt59F3Jz8UoGXupaGmfBlA/vZnHvG7xlvoLN7cWcVDCRxiWGpIRJLXRtxsPtU1ExP+H4zlxqEd2Ux9IztVqxeHq9YuKO7eYiScIwWLlSLFjHEIiNeHwsXGuj3WmL2+uGXAu5JjcefzJTpNjqZE9kMeUDO/lczc/ZVPw51BEfs4a2olLI8W5kJTYHJVYHJk2CuV7oPMzb5d9iUd9blI/s4dymv/HcnBv5+5L7KLXv55KGP9JmXcBDi+7mBvN9vOY7C3f3idFqydB7aBxOZ093tB98aakI8P32t/FONV5nkEfuGsasCUxYp2cOb8fiH2Rf7gV0mWejD7nJ8IybT7LMBUf+zHulX6U9lM+D+5bQPJLOlfMO8qWFB7Dqxqw/Xi/+jHzUWiXnnHNCLvG4YDZPojeYlYWEzJrMOoZVOYl21yA2jpkzRUZhisqEHKObPdIyKsYEpwBsOj+lNjvpei+beit5raZYNIB4//2JHYpyckT0OSY0/fjjEAqxyT4/HhiO4fmhtXzG/RDzR7ezMrCRMAq+vXQ3afqJbEJXQEN52ggqRUTMlbH2k90ORUXM0Hbwi7UbObNMlAQuze8lEJ5cAsKpy0YuKeOTyhc4NDANIyfaMCkzPcIrrxybq7VjhygIiDOe/X6svj6a9zkYajmx+kbTgcsl7MZ3352EsDI6KuabSkX9UAb5JhdLPZtptS3ijLJWqvtz4gG96pyzyfS0k++aQodVqUzu2BmD0UiWu4XDO5zTauA9GXbtgqG6fsxb3hQRP6VyevIfqaBWC8PmBLZm/FgHpyRJukySpE5gFfCaJElvAciyfAh4GjgMvAl8V5aPXuit1Yr5P90JEgoJZzlVpVp/v9AFufpquPbaD0/P4tRTxcI6FJN5kCTBltLphLjHmFpkv184YNNxjBYsGGPHFhSQMoUUg88nFu2iosnrSmOiL2MQO+SXvyzYYJ/97AdnARwvJEnIdsXZ83q9MHIWLjzhtbLHigFjKc9W3cQba37Dj4qe5pXmeTy7LZ9T/O+SW2HgE4Fn+KPhJnZ0TkLHUKsTotqyLDSJ3nsvkQ0dj8FB4ZlrNJSO7OPS+tv5Vfo9zMp1TiyHkCTBnhpDSy9LG0kWRY++D0A51H98pX2hEPLuPTz9lz6UQV/yOGlvB0liT08+dr+OM8vFiqwLufnMoZt4s+Ia+sZogrnyZ5Nu9BM+0oIkT1ws1zXNoDJ9aGLnK0QG8hOz6zg8kEVIVvCJWXWsbynDL2nFfXU6Qa9HY1ARqG/h1VciE6ZNeMdutg/O4E3XGl56eJibDn6SgVED+ZbEOCty1HD1rq8KMf6ZP2ZV06N07OpF5Zy8vEMhQYnVzltNFfy7ev6kASpfSMWWjiKyUtC8AZBlZnSuZ+82P9/s+CULdz/I6S0PoYwEQK3GHBxhwwspzkOW4dlnoa6OPSzBF1JODGJPAkmCkhwfwWE39/96gN/8RrTfbW0Vv2+7jam7utTVwY9/LIKqkQhND2/k3ZGl5OuGE3TicFhEwWMbZCAgxKfGKLwrlcJmrz4Q4Q/XdmEfnGQzCIUE3T4tDfR6GtJXglYrOnqP2hmNGETHMI9HbBDnnguzZuF0K5g16z8XoJkMarXYq1IluMbqTU0XMWa32Zx8rf/J6zYaRaa8rz9xEt3dcNFFJ6bk/kSgsjJ6j9LS4hvk/Jx+vr5kD71uM96QKq6XNCXCYdBq8YQ0dHZGRe9zcqbf1RcS9Y6zZ5Ojc7Asr4sH9ixjY1sJm/I/jSkwxHf2fJ3vbfk0t4Z/yKqKAXSqEKuzG9ncWYYyEqR+KBOzJkCe2Y1OFWZ25iD7e/ModB5mzuAm/rbsQf5ZcjMlQ3umPBVJgkxbmEdesuIbTV5Thodk3j+YTq518oBd0OXlcKgSS8kkdPEo0vVebDof+3qFrdJmW0SHdS4/3XIR3931Vb6768tctfe7fK7m52wvvIJOq4jYNo2kU542Er/vzpCBVatE2YxcMSPRGATIMY1yUkFnUnlfIKykcTiNt9tmst+4hiKnqE1J0/nYMDQPueZQwjFuaIB//5uuLsGgz8kRjykWs7nllinlhKZEcP0m3u6eS7ZZOLM2nQ+TVcGtf9Zx4B+76HUZaXTlcNP7p1M/lEm2wc3atn9xWf0f+Mes2/hb07mcU9FEnnmizeQJqsk2jrKmqD3BvogF7x0OfBENFQsTmfnStcUwpwpZNc4oLC5OjONU9P+0NEFBHJ+Ai0RS6lL5/IKlds0fS5kzRzi7RUWAJFFV5ksSRQfQq0PYdH5+O+Nh7l32EAdzzmZ96VWc0fpgSnsiDlmmyHmIusw1vF/yZb5QfQN78i6i3TAHlzqdfy66i7+s+Bc7Cy6nV13E+sEFXGpZT333cbIVxkGSINs4yt/3LkmUVsY6qt59N3JHJ098fwd97X4yMpMXam3IzYVH7uL1yu8RUaiQJQW1mScnlfZpwl7ObboXlRzgReOVPLx/EUvyevj8/OqU44FgkF5NEZdccvyEjA8VJhMYDMynBrm4WGSuxupM5eSIMtMpsli5plEaQuUUOw4mSjnHQK2MUGRx8mLvSprvf1uM6/FOUKzi5NZbhX21Ywf2jAoahjKw6RJBJ13IzYbQyXx67iF+fvImbli9hfNmNCUHBMfA5dcyNysayY6VE4bDwl4qLBT+j8vF7MzBOAuyMn0IhSTHhdJTYXvBFXySZ2nsnYaAmEIBsowp4mR4OEVJXnu7KLU4eDA+n2VZ2IIPPRQn34vnsm0b0ratcLCa6p89fkIDIZMh2iSWdetESWh1tSBmT4jhhMMikxBlwlX35bIwt4+K4V00pq/AqAmytriNNxorkWUIK9RsLfwUJ7f/+9hPSpKQNGoMgx28+OLxFf+EQvDcUyEyOqsTJIcUWgsRWUp0uj/KOQEQOHGdfj/WwSlZll+QZblQlmWtLMs5siyfO+Zvv5VluUKW5VmyLL8xneMpFCJ+Ml1d3p4esZGND15GIuLn3HNFycSyZR+eUa5SiaBOUvzEbBYtwMfxCh0OUfU3nXMpKxvzH71eZKRSLcKBgPg5+WR6shYgR8YEsSJRMUu7XQTLxpX0eb1icdHrRfO+U0+dxgV/iJg3b9x6JknCI1OpppeFC4enr1U1Fl7vtFYQWVISKJvFV5YfZJm5gXnLtNTkns2jC27nVDbi8cgTBbvHItbaOKY/kqqGVZaF8avRoIwEubDxLl6uvJ4tjnksGKufMwaHsk9nVeczXFJ/O2Ujeym3DtFit8VL3+LQ6aCjA4NBxASOCY2NNNzyJLueaCT34LpEFNHjgdZWZKOJTe3FXDKzPs4+OqXtMVptiziYc9aEw80vdvC38DeYPU43oc9tpGEog7PLm1na/TLF9gSVUh90srT7ZTLVDq47aQfnz2hkTtYg5bYRtgzNFinr2AKu11MQbueVf9l56qnEuBoaiHDH7/38tfl8nj6ymJcdp2JLUyR1xdGEvVxe91ter7yO1yp/QK11Jadqd/B+cDXP7JvBedW3JrGZxkKpkClLc/B2czmPTRKgOtSfRTCsTFl2EZElBhuGuKHpOwxmzuaMsmZ+aHuQipHdzO9fD5JEminIkQ3djAyPe8ANDfDmm0SKSni1YVZcrHnakCQsGWpKB3dTnOWlqCjhKOTkCGMkpfRKfb0QfHe74dZbCb34Kg9vm4XFLKOU5ASVoLNTMBB27RLGzJ494oDNzUnzT0Km2FFD7/pD/P7q9kTgfyza25MMya3dJRg1QSQ5TJc3k2zjqFhnQ6GEmBAieTZdBtJHjfR0oUU4MpJMsOnsFHmO/7Qm04nAaaeJpc/hEPu3yST26Y8L8vIEydQva8R+GXXC0/U+Pj33EN9Ysld0upLlROefSfZlpz6bwSGJr31NvCRbbYk9eTr7WUyzymBAMhk5Ja+Jby7dQ7fLzP37T+L35f/gvsLfsNx0GL1NR0macB6qyv08F7mMv25ewMu1M5Pal8c6EO5vMPBK9td4umMl3z9yDRudi5JKAVPBYggx7NGx7onEhAyF4JlHfUjhECr15OZqd2uQ0/XbQRNlK8XKwsZBkuCCyiOsbynDE2X3PD/7Rm5d/TK3rXmJP656nvdLv8y+3PPZUnQlAE6/FodPJ5hTgQDYbERkiblzhX3jDWuEszdGT+/k4g68IRVvNFbyRM087ti2is3tJdQNZfKs+rPx0j6TJkCX20qzMzPRdfXppxl58X3+9OtRNJroljMyApEIOTliqfnNbwRJuq3tGCQnh4Y49Ph+3CpbkhC21RjGwCh//puGG2u/wK83rMUfUlFsdXJm24PMHtzCA0vu4+7uTzE3qz9ZZ28MHH4dC9PaWWBsSji3LhdUVCCffQ7yipPIW5JIYOZVGJh9knXi+puVJcaxxTK5/smMGSLwMnZujI6mbBo0PAzLTzWgzTBxzTVwzTUJG3nWPHVKf6rUZqfGW4FHYwOgIWMVAYWeef3rU58PYPP3IUsKHNocdudfzFsV32FdwVf4664VbGxLLmfY3lnAzIwhFlc42eJdSiQ4cb5OGQibBCZNELUiwl07Via0Ss1mZJWazdc8wXvvQWG+PMFJOKf5PhrTl9OctjT+Wl3mKcwe3ITV18fyrhe4ZueXMAQdPDTrVp6rm8fFM+tZlt+d2t+I3X+LhVWrjvkyPhpIEhQXU1IQQl+Ygd8suvjFS/q0WmGcjC33G4dso5t+r5kmy+IkbdaxUCsjWM0y929fiMc0SZYk2mGZ55+HrCxqBrKRISlZbBluoZ6ZFFjdIkl2lM6QMoIpGheDPPVUsWCMjMAnPymYYeMWD706RFXWAHbf5H5GRKGif+Ya8AcYck2DbSDLYLdjsQiWfJwcMjoqai7vvx/XH/7KgV8+y+7doujg7rvF9DYaEee/b5+Y12lpWDNUbKrPPv4I/TQhy0Lr75e/iPDkn3tR1tVQWCAnxnusw2xMSHxoCEwm3AENHU4LczL6qBjZTWOa6AK/LL+b0aCa6n7BnNubdyHFjhoyx7MTpwODgWx3M9X7QscsVQSwdy8M1A5iltwp2Vn+kJKNbcX8ecdJ3Ld7GaHINENFx6EHOBk+1sGpDwOnnw5vvTW92v0jR1KXyA0OCsLNhJrTDwmVlcJHSlpHUvTZ9nqn3zEwM1Osh/GxVF4+0cqRZbGALF5MwJxBn1OPK7NUvBaJCA/AZhO09pNOmrDhuVzi3D8uKCsTp5hktyuVwrCcTh1ajLY4Jjt9eCBzooD2WPh84ucYhKAVBgOVCw2EDKJAPqjUsb7iG3yCF6dHpQWxqre3J55pTLdp40aRZtfrWdX5DCO6fN5WX4BWFSJnEj2PTksVf1v2IIOGIs5pvo+b911GHj30j4xb1LRaGBkhw+DlwIFjK0EO7D/Mv9rXYk1XodCoxeoZDotJCPR6LKgUEXKjmk2mwDCLe9/gvdKvpDzenKxB2hTl6FoOxw0lhRxmQ1spq4s60Cv8nNH6EJ+s/TWGgB1JjnB57W9Z2fU81+z6Egv63o4f68zyFnb3FOKwFicWcklCZdBQ6q7htddkfvlLuOEG+PF3XDT2minPclFsdVBkdWJQJ8+rs5ofoNW6iL3WM2gcTuOx6gWkGXx8YVUz5nwzXxm9l8sO/E9KnRaICvvaHLzTXM7j1fOSAlT9o0Ye3r8oKeN2VvMDLGt/jv29Ofxt11L29eXzpRlbWFs1yPL8LuocebyXcQXFjoPi0owG5JERDr45rnTj9dfBaOTgYB5dLjMW7XFkSVSqRGpszDwyGsUe/89/jrMD29qEAWO1Cs/eZuO9uw/SEcghw+AVke+ODjFWamuFRdPTA+vXJ4QBnM5EUFmWBQursZH8fAlndRu/u3F0ooM0hvrXardR3ZtDut6DzdfLHsVyss2ehGbbmI1Ako5eVv2fRGUlfPWrglE0PCzsqfR0IZr+cWN7HQ/S0uCSS8Tetny5cERTbJX/MSgUsHhxlNSan5/amPN6hSGuVidK5ce/LxhkRJ3NddeJgFxaGvh1VhFlTE8X432qqEUoJAIIscGanQ1+Pzadj8/MreHkonb+UbeG25uvoCLLyWfmJlLeRk2QLy09zC1lDzGgyOZSXor/Ld/s5tq563F4NVzV8T8EwipOK23lDdUllI7sO+r9ydeN8MwTIZ58UlzCP/4BWzcEKTBMwgJGTOnNI3OZk2dPvDg6Kg6QwqnMNbmZm93Puy3l4vOSgoBKDJKwQk1T+gp2FF4Rb4LSMJTOjPRhUVIYDCKnZyDLguBTXh7d2ktKkgwLhSTK+0aDaqqyBrh+5Ta+smg/i3N72SstoySaFJEkwV664/D5dLwt1iX7oS7ubroQV0O3WFrsdlF2EVXATUsTvvO//y0aDNx887jhceTIxM03GIT772ddVxUm/US2qM0mUWweoSh9lLI0UY60ousF5g5s4LH5tzKkyqHdYeW00tbkG9/fH490h8ISc6ilXNWOFAoQ9gXjzLwBt57yWWpmVCYvMuefn4K4rtWKbMUUzXVQKhnKqcLrGeOgh8Ni/JeVJUqtZZlgRMmiTwsxbqMxmSFaOD8NKTIxMFRisyd30ZQk3i37Ome0PoR6kiBrofMwnZYqkCRkScmOwk+yrm0W+WYXe3ryOTIktM5GA2p2dhVySnEbssXGfNVhHO32pPt6XuM9/Hzz+Xx973dYG9Wvmi6yjB5GvDp+t+kU3m0upWEog7saL+Lv9aeSnxOeoL1XPrKHGcO7WFf+7fhrEVmi1bqQNF8P39z7bQqdtTxTdTPPz/45T7etZEb6MLMzU2V1ogiF8GvMmDN1k2rffiwwezbKyy5h5WolQy6NGHcOR6J9rF4v/AOHI2WSWaOMYNH6edt2xaTadQDpBh+D+kLuqj0HT3CSgI7BALNmETZaeL2hkjRd8prfPaBikb5+8qBUKJQUmJVlSQTUR0YE0/ArXxGabYWFonSmoCClEOPKwk5cR2HLtKUv5SzdZuzN02idpxVVB2nuDpoawjz5ZPQUX3oJ2elij3Y1P2v4Kne9PoN7/zjK5s1iOTUao9dUUyN8l6hgmFXrp2U0G+f6qaj2HxyvvQbrXvFT1L6V4s5tmHuOJFj6gYBIhG7ZIuzi1tY4KeBgXzazMwYp9dTiVxmx60VAPlbyva6pAodPS1Cp51bb7+iuP44SRYUCSY6g9w3z7LPHJjUZCMDTT4bJGKyb1Dh6p6WcTqeVK+fVkGtyT08AX5YFTfUE4f+74FRRkRCHfeIJEWTq7k6twxEKCf942bKJf/N44OyzP/xzjUGjEXvu0VpoxohA04EkCTZTXGA/M1MwX8YatF6vCD4VFOByCWPMkVYm3mO3iwVv1SoRnEqxA/l8Ijj/cYFOJ5isE553YWFidkciYmCMN2pjNYozZ8YDWf6QErMmgGNsliESSdASYlns2bM/sK5Vv7GMi1Vv0tg7TX60Uim+v69PnHd1tSji9nggLQ2bv4/VHU/xxoxrqe7PZX72xGhtRJaw+3TIMjh0OWwt+iz3L32ARxb+iStUL9HSOu4DUe9WMSy6+Ow7ui8CCFv6prvS6AnnCK0VvV5YrAcPikXfbKZuKJNZGUNxB/rk9n9TnXM2Lm3qYJ1CguUl/fwtcBVntvyDr+z/HudsvZkOh5ll+V1UjOxmWF/IwewzubThdta2PYom7OVvS//Bs3N+ydq2R1nZ+SwgWjUvzuthZ/e4QnOdDqVjmDKbHZ9PXH6+r4X8aOeeVCi172f24GZ+Z/4df95xElvai5mZMcTFUQHkM2e0obCY+KPuRj538Oeow6kzEQpJpsTq4K3mGfy7ej5dTjMOn5Y7tq0iHJHiVG9JDtPRreCbLT+nuVPDT833cl/GL9AViICKThVmXnY/T/o+QZFT6FIgSVgMITY8PIZx1NcH1dVEMrJ4+tDcJNZUgbOWK2tuRBWe5sZkNovFbOtWEThqaIB33yVfP8K+fUIzFBBe3z33iPFgsQDQQx5POc4jPzO6TsVq3RsbxXoVYw6GQgkGoSQJ4wbE77q6uFZbjtGNa98RHn5oXCfXnTvBZkOW4ZlDVRjUQRQSZHna2aNcQY5xVMyloqI4xzt2q47WQOM/jVNPFTq5er24Zddd99F1UP0ocOmlwmn/+tf/QxqHR8HChdEtIiNjYjm9wyHG9Nq1gh29YIFI/Ph8SXuIL6zClKmPJ6NmzgSnO6ozs3KloAlPlhCJRAg4POzTr8avjBqnmZnxPU+SYH5OP9eu2Mm1K3ZwUkHXBIco0+ilu2gVT8+9hQsa705iRV0w8m+uzXuGn5+yiUtm1VOVNcDmyGoqhsfIgk7CJNYY1ZSEm3jrzQg//KFYIkrTnSgY935ZJt3bxZKul7HvakBFEFXBGC2XUEjM8Um6bZ1e2krDUAY9rqOXphwZymBmRsIR92qt8eReeXnUHEhPFwbGmIB7ltHDp6oOszCnL17+nGdy0RAoIc99JL5epul9qPRqbn04m7/c0Mb1+75IVySffHutOPjeveKhHDoUt88MBuHAFReLWPzrr0e/dHRUCPk98UTyPX75ZZp3D3PIW0FGKj0zjSa+xoIoOz+5/XEenX8bHo2NbpeZXJM7eRyEQmLh8HiQIzKyz0fJsix0P7+euYZW7MMRmD+foKTB6xUB8PHlMHPnCtNxwlBduHAcvT8ZsgxOdTr9AWuilEGhEON44UJh3I6OEhkcRspIZ8ZJqWmhObNsqBQRQmPLmDweSuQ22p3WpPKm1rTFtFvmcVbz31Meq9B5iP2Glbx+pJIup5lWu436wUwumVXPJ6sO81L9bF4/Uslfdq1gRUGXSK4ASzLbqO5PiGye2fIPih013L3iMdZVXM3SnlfJdR2Z9F6kQoHZhS+k4rGDC/n9ppOpG8ygLMeDXpc8jwxBB5fW38rLM38Y79Jc3ZfD7VtX0+Ox8pfl/+KPq57jgeLf8ITjfJ48NI++URPnlKduXBCH14vTVszsOdLHO+lx0UVw9tmcdJJYkwN5JaDTIWdm0d8fXRIXLxZrsE6XUss11+hmm3otpfb9aEOTJ6ELLS6ahtP507aVU1ZA7O/NpctlmVCud8hZTGXaxA6ZccTsH6cTf0iJRSuSDbjdohOVUik2xRtuEP+O0TDHRTYWKarReuwEwlOHB9LKbeyyz2RtyyOc1vrPJFH4JOj1Ipiydw8lDW/z1sPdvPqXVrY/eoTftX6OP+9YiU4dosRspzjUQmFhdJ2w24VGV3NzUjdaSQJ0ehrfbDy2MvbJEIkQaWmLb8U9PSIw9dRTUBxqQjk8IPYSlSrRXKCtLbHHmEzid/T8DvTlsiyzlU/U/4EtRZ9J+qo8s5uVhZ28WD+bt5vKudf5Re5zfg6/9zhKFNVqctwtVFcLRtp0sWEDDDaMYAnbU7KmPEE1Nf3ZXDKrnlyTm1X5bezqyCF99ChyA0rlCZXI+f8uOAWCXbRsGTz4oNA7eeQREY8Yi4MHRaJ+PDvK40mQhT5KxOzTyRBrlpckJH0UzJ8/prxDoRBU6ZiVECsrWLAAFArcbmHoyxaLMKorKzmauIpCMXXy6z+Byy6bQH4ShqU62hLa6RQG13ij1uNJdESLGqFDLg2zpHokX/S9shwX747pLFBeLu6TRvPBAlSShDVHi8OvnbCx7egqSFC4x0KrFYtpR4dY4KP6OebAIF+s/jEbSr7IgLaA2oEs5mf3xz8my9DhsNDhsBCKSAx4kqPrg4ZiSsqU7HDNnSh8qtFARwc2mxAOnKyasboa/vpX0ZHs17/043EEKU4fs7GbzdDUJMaXQkH9YCazMsQktfj6WdD3DpuLP0ePyzTpJrowt4/t0ircjiA7Cy7jJsVv+KzldTTKCPP73+Vg9hmsL7sKs3+A5d0v8WzVTUQUKjqs83l0we2s7niKOQMbAKhMH6bdYU3+AkkCpRJFazNmM+jDblRdbZNmI9RhL5fU386rlT9g92Apl8+u5cuLDnBycXt8GkmSKI15Lngpw/oCLjxyV+obiMjElFrtvNdayi/Xn8733zyPYY8+qYSw0HmY2+Qfc0n5QbYFlvKd4d/yTsU3k46zPL+LjcPz0Pns6IPC+LLZJJqbJfpfjgr1vv8+KBTs78uj02WJM7PKRvbyuZqfY/YPsqrzmUnPdcJ9s1oTAry1teDzIW3bSr7ZyWOPwUC/LBbmkRExP4FgWMEDe5aiUYYTWlexG9fQkIiwSJL4dywraDCIIKfLJSKmJlPibyYTed4Wqt/uS5SiOhzC+NBqaeg1U9OfHRd+zxptpUaeS47RLeb5mEjU6KjYM/TH1iDxP4KKCqFd86tfJZLE/4ePBsXF0WGbnp4cQPH5xFg9/fTkGsv0dLEPj9HTGfSZWHumKu7sz549bssqLBRfkirJYrczmDuPipMyEoxB67i1DdCpQkfVlGu3LaDVtijO7tCG3CzteZWd+ZfFxcvT9V5CCg3KoQGQZVZ2PsNX938v9QG1WlQjg5S0biQt0EdZoB6p+kCSTsuqjqf58bbL+dz+H/PPzrN5Rb6Iy5Z1giJ6M2KBilmzJmWP6VQhVhV2sr1z6khyMKyg1WGjIi2RGXSEzfGgYF5Ue3qyxjLjkWty0ztqodswgwJXbfz1dHMQVdjHocMKCrIC5Ns84jp27RLrkdUqjJYUpSz5+UJPuaMDsZ76fLBtm1gTAbZuRX7xJZ4cOUeUJk8jWDBzaBt78y6MZ/07nRYKzOMcc59PjLPiYnzDHtIUTtK+dhnMmMHyq5cxYinBbiqko0MEjFMF7ZVKER8Yb39jMk3Z0nx4GGbMUqHIziLkEtp/4Zx8egZUDA5JjOaUI59+Bo6McipPyZuUPanMyWS2tSe5jCkQOetttQABAABJREFUwKAOYtP56HEnBy/fmHEtcwY3UTaylxx3E5+p+WW8q12h8zCvhi+gw2nh2doqHqtewEUzG9CpQhRbHZxZ3oxaGeY7y3YlMdDSSqzsC8xlSf3jfLbmRmYNbeGxBbfh0mbRbp3P5txPsaprmntrFJIEVp2fEqsQbs8zj0587rLMJ+r+wPXav3Jb75dx+LQ0DqezrqmC1YUdPFEzn/5IJgf6c/nngUW4A1rmZffzlUX7U0oGJCESwWPMoqrqmE77o4dSCZLEzJnwuc9Bhy8T/8x5tPQbiUSiWr9KpZhkJ58s/j3Ojs8xjdLpzaTVtnDS0j4Qz6TQ4qTNbuX6t87llg1r2d5ZkGQjhyMSzxyuijfEsPpEclmOhNkaWE527hSC1eGwiPaaTDhHwszKHBSloTGdYhDraGytjwlwjpMqMYadnFV6hL6RKSpCAEumliF1Ls2BAiQ5wiX1t3Nx/R9TB+iiulpKjZLigT08e2c797WeS5/XTJltRDQVMBrF+hbtis3GjfEy6vEML60mwp6evOMQt52IoS11XHNhM1ddOcq3vw0//7mQ/irIi6DubE0Ia5pMIrlptwupiVgXvVjHRaDXbcQXUvLjru/TbFvK3ryLJnzfmqJ2IhGJHreZq5bu40LtOxxqnIau03jo9Uh9vRTnBnjhBZHIcbtTEPzGRK/sdnj2GZnckcNJbZMX9b6BMSDYybu685mdOUhBpINL627lwUMrMXoGmb3vcRb2vjn5+ajVx1QhdDT8fxmcArHO/OQn8O1vi6DyO+8k/ibLgrG3cmXyZ2RZEAguuuj4Re2PF7E40GT0PbtdrD/H0i67vFwEgwcGooO5oCBRcz0yIqyJqGMoSSKZq1BIhE9afVRxq1iZ9oclFH+8yMyEiy8e1wFRoUiozlutwtIfb9QGg8L4VCrFjXY4CHmDnP+dUrRaCDi8wogsLIRzzhHZu4yMxEMpK/vAE7c+e+2E0r66wQzebJzBpvYUtUQ6nRgY+/bFF1iLf4CvHPgBe3MvYEfhJ9ncXkKJ1Z6UpRnx6SiyOrj17He4Yc1WPEF1cmYRGMqaxdmKd2js0Ez8zoEBLLoAnZ2CmTgeAwNwz+0+Dh8IEolAqXGQdK0neTwplXHFZbtPiyugocgqShVOb32YvXkX4lKn4/RrRfv4FFArIywt7Odyz7/5csON7GUJt7iuRxtyM3NoG4eyTiOsUPPEvN/xz4V34tImItEOXQ6Pz/sdFx25k8qhbRSYnfSNmgiOD4QZjcIrGBhItAmeZHE4s+VBOixz2W9dS4/LLPQAUqDUZscTUvNgwU2U2vcnMw7GQamQKbY6KbY5KbQ4KbAkGxpFA3upk2eRWaDjhdk/553yb+LQJUews40eMvReHtd/Lc6ekhQSWrOG+2/qwv/yW/Duu4Szcnnm8FzSdF5UYT+rO57kk7W/5umqm3mm6iZWdT4T73aV7unk9JaH+O6uL3NZ3e9Sn7zFkhDyNxpBktDv2YKi/jAPf/FdItt2JHk0bzTOoHkkbaLQu04nFsZUnU0g2sLNLxZ1SUoWJJUkJIuZ/N69PHafi55WP9x3H6hUhN7dgOPVTVi0/vjQTBvtpDlURLbWIb4vuj6CmP7TLav+OECr/fizvP43IitLBDADQUnso36/2DC9XhGESrV+lJWJueLzQSRCGCXLT0+waGOxqDh0ugk6SIBwRAoLCRaUsmaNlPCzjEbxvcdSHxDF2+XfZnHvG5zc/jjX7Poy1TlnM2hM7EeSBMVpLraET+L01odZ1fksGd7O1FobkhQP2On3b0OqrxMDNRp4tvl6OaX93/xj4d2cat3PQf0KPrusCY1hTJIk1qQgNzd1gC6Kxbk9NAxnpE7sRNFit5FncqNXh+IWf1Cpjft6OTljHIH8/KkbyyC6IFu0fjYYL0gSmwawmcLkWH2Jx28yibK5GKPJZBLOWE+P+IlmqdVqMZ4eud9L6KXXxHlYrSK4v2kT3HcfB9VLqBvOJsswvTa6xY6DtFsTi1lnrFvhWITDYjDPm4dDtrBgtQmpWES6514yg3mfnE1+oYIzzhDle5NhxQqRN2trE6z26egcu91w4YWw8hyL6IAVCtGlKWPmTGG+SRK0j5jpyl7MivPSJz9QRgan5DTgjo2BWGBTp6PMMkTjcPJnfWozL8/8EZ8+fDNfrP6xYLQ33EGu6wjZo63s9lRxcnE7167YwTeW7Eli3C3O7eXs8mYs4zqwyToDF2Tu5PrhX7Ir/Rz+ufAuPGorrXYrjx5YwBWdd8HgICb/FGV0x4FVnc9AwM8TnksxaQPcv2cZL9TN5jNzazilpJ2led08sHcp77WW8aUFBzhvRiPzs/snyBQkIRwWG6FWi2Q2pe6S9zHFOefApVeoaddU8olPCJJRktqHWi18gHFrao7RTZ/bxKGs06Ys7QMxLgssboqtDoa9ev66cwVP1MyLa/rs68mlx2XCqvOjjAT57q6vcHrrwwQGXZglFzrzFBpPkiR8jpUr8cg6qqgVUdw5c5JYkUmoqkoOToXDoFBw2neqCPsCU3aFliRYUjzA733Xs770a/xt2YNIRPjCwZ9Mvgaq1ajTzZQVhSnN8ZGu9yX2rdj+U18vIi1a7aSJ3nS9l72OGYTfO1Zx23GQZar/uQePR6JwYB9ZmTIlJYKVqvPZhd8XazoWY+Hv3ZtoJjIOB/pyuUS7DhUh3prx3ZRfqZDgSwsP8MUFBzCoQ5xS2MLGkfmMBo6xW1hUbF5lHyQ/X5it110nGt/85CeC+dW1q1tUH7z6Kvh8vPwyhFyj6EaH48F/Y2CEixru5Bt7v0O6s4U9XXn8OHIr39rzTVzaTO5Y8xyVM2RuMN/HOc33UeRIVrUvdhxkSc+rieDU8Si0p7q8E3KU/3KsWCGCTq2t4v8tLeL+lpcnv6+vTwSJTjvtoz5DMUfnzUtuwBYKJZL8fj+sWXNsx0xPhxtvFDZcayuENdH6ap1OULWWLBH189FAU1mZuH7HqOqoAiU+n1gnP47lIuecI+y8pD0mP1+8uHSpiGCNvb5gEHQ6IumZYrMqKCA0YzbKZYuZ+aVVLPzCfOyyVVhYixeLRau8XETzYg7z+I6IsdLI2E+KLjPj0W8s43L1y+zqyKXdYcETVPPakZl8quoQB/uzJ3ZViAqkyxot6zsraei38tnqn7Ev9wK2FF9Jj8vEru58LqhMpoyPBjQszesh2zhKsdXBeTMa6XYllxPKkpLTM6rZ1VOYfNrRBVMaHEChEHvMWEQi8Mg/ZRS1h8jq2ItBL6Po60m50KMS46x+KJOZ6UMoJChyHKRiZDebij9PIKzErA0QikweKT65uJ1vLNnDtSt2cPXKvXgMmVxR+1u6LHMY1QjD06XNTHKmYug1V/Lk3N9wccOfOKvjYbKNbrrG3Yd41mTbNnFxkwz4YsdBqgY28OaMazgylEFZ2sik2UdJggXZfeweKOaVmddzccOf0IS9lI3s4cKGOyctn0ulRTAyGKbIOIxKEaExfQV78y5M+dnytBHeU56VtPHkWH00yWU8+vsO2kfM3LHnNLpdJpaPbuDaXV+iyHGIhxb9mTbbIkb0BezLPZ+zmu/n9JaHuGr/NagiAV6fcR2zBrfGGVkpLzYGgwEkiVxPCzUdFv7tvJhBr5HRgJp/HVjA04fmUmhxTlx6UjRjmAC1WliaqZ6PSoVOJ6Gtr+Z/PlfH5g0hukyz6D88wOz+jWTqElTl0VEZs9qHNuASlKMx2YBQ6OOlsfd/+Hgilsh2OBCbZG6uCEJkZ0/eVlCSxObr9zPqgYwsBcVliXUvZVykrEwY+7EX/X5QqQhWLUSjVXD++WOqOiRJ7HtjlfJleVr7kluTzvrSrzFjeAdPzPsd6yq+M+E9pTY7r6svZXn3Szw2/1Zqss9gbv97k1+rXp8IXI/ZG05veYjt+ZfxcMfZ+EMqPjOvBo1yXEAtFBJzU6NJag8/5NYQCCUWD706xPzsfnZ1T9IFF2gYykwEGAIB4eQplHG2YXr6mJiewSBsiKMolOeZXLxh/hTz+98lx92Y+IPBkOyMxVr0xaJVscTHzp2iRH/LljiLIysLjmzs4eG6VYRVWnFiXV3w97/jyy7m8fqlpOu902JNKSMB8txH6DTPAcTjTxmcAvF8tFq8VUuY+6WEmHZ6umBF33CDkLqZggSF2Qx/+IPo6LxggZDK7O0Vt9vnm3g7AwHxaOfOhVM/mUVAocMV0mHKt/Cd7widuVtvFaW9n/+8qPCbFCoVcysDKCMBkYDzeERGNTeXueYODg9MnI+NGSfx7Jxfcs+Kf/Fe2dd4p+ybfKn6R3TqZ9DqTKcibQSFxKQanqlQWaUhPVPiF/3fY+PgHB7Ys5RXGmYxL7ufM8tauEx6kXmdbxIMK9jYVjytctTJoIwEOa/xL6zofoGbs+6lyOLk3IomvrV0N1+YX02RVTznk4vbOaOshW8s2Xv0a4lp0I6OwsyZRE49HVSqj13lxFSQJLj8cvj978XvefPElEsiSkV1U+RwwnYrtjrodFqosZ1MkaOG8uGjayEJrTk/pTY7bzXO4Kb1p/Hzd8/gr7tXxCUTCpy1OHTZzBtYT6i5g+W68a3uxiCmf2k0gtGItGQxxYszhNN6yimTf668PHl9j8q1ZF28kpPKBugbmTpgsiK/C3dQw+HBLPwqI6/M/CHGwEi8G+mUNyAVdDrRsUyjmXLR0Cgj+FRG2je1pdblmS5aWti814AtR4ticADVwBjWQnf3xPM0mZIbI41BRJY41JvB9Z5beH7OjUSkyf0SpSIhrD6Qt4DP8BS72qapJzwWGg3s34/+0G7KQw0UO2so7t8Nzc2se3qEX361k3V9C+hxGrn/ll7WrYP8cGci0AZUDu+gPmM1b5V9G9+BelaGNlGq6ebeZQ+xvuwq/CoTC3P7aPbkcrnlHc479EcW9b5JuqeTk1sfJXiwlmeOLKahz4I/wFHZw9NFCo/w/z+oVHDmmfDmm8LIq6sTulRjx6XHI+bwN76R2o/+KLBqlbBJYkEVrVbEPC6+WIi/Hk+71tJSEaC6804RlMtcskT8YczFe73CbjWZRLyqtjaJMJASLpcgD30cYTDAlVeKSHNMJJ30dFFOYTCIBx0r81OpxA2fN4+OLgWRCKSlKQkWzmfBbPEMFq81s/3AMihm8sFhNgvDdmREbCIajbhBeXliUz90SFhiU9UESRKWHCO/HL2bXx36ISZNgHnZ/VRlDdJqT2NbZyFnlzdPuNgNrSU0jaQz1B1gtfwe5XKQMoedV4/M5JyKJszjM3kywkCJCuJfPLOBrR1FOP2a5KxfUTGmQQe7u/OYkzUoqLkgNpjaWnJPyePVVxVUVSU6mG3ZAge2jVIe7ICuiCg37O2d8rrrBzNZUdCFQg5z0ZG7eKviO/hVRtweDcVWB03Dachy6v1OkkjSR9pcfCVfrv4RL866YfL7PAYd1nk8sOQ+PlV7C+f7X2CofxbYxr3JbBYW8xia7Fgo5DCX1N/O65XX4VVbqBvKZHbGFNoBwIKcPh6tXsiR8hW02hZyzc4vEVTqcGvSOaP1oZQO4HikezrZGVxCXs7RtaAKLQ629y+k2Pmz+GsxxsOG4WVsbliKXh1krbSZT9TfytNVN9NmW5R0jI0lX+DanV+izbqA+5b+Pa4H1pi+gnn969lV8Imjngc6HRJQbPDxfns569sq0KmC+MMqymz2o3aomRRHi5IbDGQ5h/C4HNzvvhBTu4s7vTdj1+dR6thPS9pSkGU6vRlkx0puxtRQx7L9/02Z4v/Dfw5z54qeAEiS+M/w8NFb7ebkgFbL0KCSyy8PJrGkDQYR10qKv6alibXJ4cCrthAaDWNeu4RBl5YVK8Sf5s8Xmn+ZmYjx3NubCJB4PCIyEAhMHV0A9uRfwp78Syb9e6nNzsMtK3hw0T0MGYupyT6DS+tv/X/s3Xd4XFe1N+DfniZN1aj33osly5Z7jR0nTu8JKaRCIJeEBAgXCIFL6OXSy0cN7d4LAQIkkIQQSO/uvVu919H0er4/1lRpZjSSJUuW1/s8fhJJU45GM+fsvfbaa+GV4tsTrsSfYzmJsrFd+Ej2DzHqSMZtS/YHO7cGBTJfAtsii4qAvj74TOMYGsuCMwnIC0scXZXfhcf3NmNDUfukxYIRezKODKbjnsrXACgAtxuejBwolRQMAkL9VMbHAb1e0IDM3w035u+ht6DVnoN/lb4PVx7/Jn7e/ANIcSYyEcLPY2NjtPW9uhpioB/FY/vwmtQE5b4UXFRxGlbdUhzsz8Q/X66G2ytDQUpinYbzzMcxpCkMFok3OZMghBTZAMPjCWY2DA4CBVVaLFmZ2K8QjUpFb/+GBsqI+tOfaME0KYmGR4GYaVoa/dpbt9LPKmoUSK9IRVd3Kv7z/crgW9ffiC2h87Hmiq1oefMI9lvrkO0dpcCm14uC1jY4vXIMWLXBbd0Bp9JCv+ye3EuRazmB11yrkCO3RHRCTJQQwCUVJ/HcyUqcGk3DltJWlKWOBLu1jYwV4Kvdt+HA4HLok93Y35+DhxpfxPKh51E3+AqMzj68XHwn9uZsDxbyD9cw8CI2t/0KVlUq1O5xjKjz8JNlP8VrB+qwsbgdAG0DDM+gF4KyvabkdNIkoawsWPbCag6tc59LApsogNAa/Y4dNEy32YDBQTWgrYOnewBpSVakysehTk1Fnt6MI+YC/L7hi7jp0GfxTOVDOJy5acrnk8sklBjHYHYlQS58yNeboZDReah0bA+Opa/FG1lX4w+71uCDBX+HE5O3XwOgv0F6OiAoG1YkJSH/03cCR5vj16CZGD20WChbQ6HA9vsrsOvhUXSMGSCXSVRL1eeN2MYml0m4tOIE/ny0Frk6M9rHjPiQ+he4vPVpSE1Lpl9vLDmZPtgJ3FEIgUPWYpT+8peUKiST0Yk4EKRLwOifX8JpWy2KDE5ArgX27qVFkeRkipJPzNySy+lCG+X4To0YUSkdR2fZJlhUU0yQw7jlalyb/ipu6LsFy4qG6TwrSbig7Zc4nboce5JWw+WVI0dngZC8kdcKjYau0f39tBghk0HIZNC4u6ARAk6lCv/TvgHCuQKqNhPKtvkge6E14veqGn4Tn5c+g2dPb4Ra5cSNlXvwz7T/iDhGldyLD7bsxL9Ol6FR2o8NbW+i0nMYP8XDsKizcIP4I17vUmGfqxH3Dg8DOPMuNByc8quvp/ei0Qh84AOTSzAMDlKaZ+YMgpuzZckS4MYbKbO0pCSiRtwZkcloC+PBg0BGxuQHHB+n8xWQeGaA3b6wiqFPtGoV8MIL9HfNyAC9kBoNRkeB4WGB4oxcKAe6g8X8hrVFyDICt98OfOtbFK8KbPssKwOEUgVJCbhdNJbXTVzYClSgt1opSKXThVZEk5NhNfugOfAOxBQFa/ZnX4gP7n0IfU1r8XpvObaUUA2KtYUd+NmuZbgm/TVYDHnBN8aJ4TTs7s3Ddwu/gct6foZPVzyBgyP5eOZEFXJ0FjRGKYQuBJCDPopWCgFtqgf3tezEV99Yj6Swej8D+nJ8LunL+ELvY3ixbSVqMoZwVfUxOrGPjkI50I2MjMJgbal336Uab3mudgi5DNDoqLibv3ZTNIcHMzBg1aIsdQSrup6ERZmKQ5kXAACsbiWW5/bA6lLC6laGgmNxtBqX4cWSu3EkY+OUtw2wJKXjV03fQvrJHrT3WfE+ywNwKHQwJWfjmcqPwCeTxx2F1Q+8CKsqFUczNsDtlaF1NBVXVB2L+5yZWhv0SU60jqbiHxUPoGRsD46nr0Wyx4L7dt6NIxnr0Rm27SKa6uE38Qv5A2gymqb8HfP1ZrQ5GpBmb4Pc54ZXRitmMgGUppkgSUC2ox03HaaOPRMDUwDgVOjwndW/h0cWOTHbm7MdF7T9MrHglJ9C5kNhyji8PgG3T4alY/+EGPbiSIwBX6HpILa0PY592duwNyfOHpJ4DAZoAJRJY6gcfhs9hhqcTFuBhsGX0Jq6HDXDr+Nd+UpkaP3V78OaQPT2UubqfF4f2LmjpCTs2m0w0Gx7qpmcXA6psgpS1yks2zi5wHNtLe1cDY7LhQBWrYL1RA+GTpmQlJMPpzwbLhtd/wD67969/mtgXh7VpwiswrvdNFPr6poyODWVVLUDMpnAUdQgEzZ06Wuh9DqRbT2Nfl35lPcXkg8XnfoRni+4G293lODe5TujZ54GtvQFFokyMgCFAsPqQuQ1F2Hk9UOAxxH8ebrGjgL9OF44XY6tpaeD1za3V4Y/HGrApuyjVP/FQYtV5uQMlJVFlk8oKwNef92/OJiVRdtS4sjVmXF8KB17yi9FU/8LuPTE9zDm32pNTT4SbAOt19NKqk4H7NoFmU6LEuU4XmkvCW7zlwBka62Ta4dJEspHd6B+8BX8o/xDwUAUABSOH0RnSkPw665xAwr0EzJWnU4gOxsOp4DDQVtJZisQUVxMWVQBXi/Nu44coSasXi+wdi39TCYDtt9bhMMHPGhunuETbtyI9at+iXeecwM6WTCDUMgE6jMHcXAgE1tK42cOPVv5IJ47UY4KXQLdy2IQApOy2AO21vZg1x4Zfu64E+PFq/Gz1m0Y2NGGvIxjeL3oZtgVBmw/9UOs6HkK+7MvxKnUFgxqSgAhUDH8Draf/AGerH0UPiGDwufCqdQV6LXoYXapUJF2htsF7XZatQ6LBIbPGc5l69bRgqrVSnOFO+4A6tL0sD3+DL7TcQ16e0eR6+xBdcYQjg1loKaG6pXeeuCTyDMfwyvFtKgYjxCI2vm4dGw3Xiu6FX/o2YDsLBfcZXG6e7hcwazbnh5KrkhS+1vDxpORQed2hyN0jvcHs0ovq8NX/vYZdHlz8aeTS2FyqGC09dLCfdg2wWKjCaXGMfxkVwsq00aQplHiS933Y+CdIryvZe/0g7VRJrU+CXi1vQTri9qDCxKpagfesTbg8iOPU32qrCzge9+jrTHXXjv18wwM4NCLfUByM4Twp2O6XFQxvKaG/j/atsIYk+7WVoHrlE9FrTM1lb68ZXj/2ON4+eTVuKL+NFb0/BVN/f9EQ9+/8GnlEXgkBX6Z80ls6vxf/K6Bdn4EKZWRpSrCJAEowxgknwQx3gf0+7Oj/fNMuc+F5JEePC024e5le5ERZ9u3RunGldXH0JevQ6+5BDuc1ajT2lCbcQB5FhkePXQRHip6AgpLNoAzT5nkbX1+QgCXXkoXvSi1QSHE2S+CPpFOB1x3HcU4wpoDzIpAIClaBr/TGep6lJ9P57C+PtpOGOjiHk1+7Gz5eSeXA+99L2V4BbbJt7XRuWjDBqBPUUCrgxYLXMWVsLhUuO8+CmI+8ABNQgOvSUYGLVr09tKFYWAgxk6ItDRalUtJiQjGOBzASXMWzJJu8osZSJc2mYCREQyrC9GZ0oAtY09ie8XJ4AC9ynME1/v+gDf26/HBd+7Eiu6/oMNkwFPHanBb1Tu4qf0b+FP955Cf5sDFFafwwZaduKbm6KT3kNcnIHPZkSkbpg3MH/4wMDqK2swh3NG4F13jhogONlJZJV71rsMB0YSTAynwBX5vrRY4dAh6tQc+H/Doo9QBoyjXDXXvafq5QkEj2hgn1iNDGXj2RBVua9yPxtFXsK7z93im8qGIN36hwYRluWEFTR2OyW20wwmBV4vfC6dievtNJSGHp7gMr4lN+GfpB/B2wQ3ItpxGnb9gesynk3zY2PG/eLXoNgDA6dFU5OrN0CinvmAvzenDzp48OBQ6HM3YAJ+Qw6ZMwbMVD+LqY19Hqj1KQa8wRYO7cMxTjsJo2zEmSFJ4ka6x45WkbcixRA6QZUJCkuTAew4+in+Xvg+n0lZE/LzTZMD3310Ji0s1KTAFAKdSl0PvHEKmtW3K45hILpOQrPBibecTuPrY12F0TFjJlSRcePh7uO7wF9BhaMDmtl9D7nMHfoRh2/SrkwsBlIzvQ3tKIw5lbkbN0OtI8lix/eQP8ZL6UmSrRukE4J/gulz0XNdcM+2nYuepQBfv4Ok+xsw+0KMjYCCpEI0VVuQtmRycqqqK3JUHAFahw1BaFR76nxZ85rfVUCgFlMrQIlPgGiZJoMF5WRmtnvu3sqOhgQ40kUJAUyg1jqJ1zEhfCIGDWRegYeDFhO67qf03kPs8+LXsbhSnjMGYHCMb1OMJRoiDv9OWLbCVN2LjVakQxUWTOgpdVnUCTo8c33t3FV44VYbdvbl46lgNMrVWrMhooxfWbgeEgAW6SUWeS0vDmtUEivfGeb1ydRb0WXWQIPBU9X8CAtC6x5Dq6MF/7Lwblx//JpRh3Q9jksvpud55h66hKhV1cTWaUJgyjsKUcRSljE8KTGVa23DX3gex/dQPoXON4JpjX6XCyX5FpgPoMETWm8qfeA1xu4GsLPT00La9uRzryeUU97j4Ytr+9/WvR2ZEbblcgw990jDz8bBcjuqHr0AynHBl5tN5XaMBlErUp/Xi0GBWQmVUTo6moyItLDgV2Jc4kc9HGfTT6DSmkPmwarkX5rrVuO7Il/Bj3/vwa9ld+HrWf+N42hp0pdTjF80/wCvFtyPD1oFbD3wKH337Rlxz9Mu45thX8fv6L6A1dRnajUsp60sI7OrNw/Lc3mB21owFGpyE8Xiov9K5rrKS3gqDg8BDD9HmiuymHJR+9yF87vFiiKwsuOxe1KQP4dhwBnySQJ+uAj9Z/lOkOPrxHzvvQq45frA6GqXXgTzzcfzbdwFOjaRha2Vn3G1igVp9djudti+9NMEnEoIyHrq76T2ZkRFaYVMokHnpCjTL9mFLaSvGrXIKakQ5t11ZfQz/ufYNXF93GFsqOvHzgsewVvEOXmufnVTy3b25eKW9BN3joaCYTuVC53gK+lOqqL7e175Gx5Zom/C33sLrA1XQJ4ctageyCvbunVYB59ZBHXqsKVDXFEXNXJzy/sZmbM09jN4hJQyndmNT+2/x66Zv4gvJX0Sh6zS0vnFYO4bxUsmduOXgp1A1FLvwfjQi8CE/ejRi7lk8th9/VN2KsrSxuIGpcDk6C5pz+7C5pB11mYMQAujVV8GUlIlltjem3NaeKA5OJcDjoWt/2EL5ohMIsETbLipEqKOTXE6B6aVLaYvjBReE6kEHDA3RYCVOJ+AFoayM2qqfOkWxknvvBb7wBQoASjo9vJKA5JPQpSrFTTcFt5tj6VLgS18KLR4IQd0fNRoKwjQ2hrrPSBLtXIvXaXFgAKhfIocpozR6AdvCQkrT0usBtxuvFd6CdZ1PBCfhOeYTuH3/w7ioshXH0lZjo/JtHDqtwR8P1uKq6qN47+j3cTBrCwa0U/9BrA45ClX9kH/iYfqlmpspP3tsDBeUtuHCstMR9aeOZG7Ed1f+H15o/ChyfV0YHfef+FQq+qX37UNO/z4Uju5HsXYIioGe0Mo8QFfSKKsTfRYdnjlehVuX7MdG5wu4/Pi38b9LvooRTWQF55y+vahVnQoWbvTYXNRBcJaK8oXTqdzQqNzYoVyHk2kr8XLxHVjf8b9xn6t26FU45WqcSm0BABwZygx2HZzK0uw+dI6nTCr4fiRzIw5kbcU9e+7HfTvvwbqO30HjGou4TfnIuzjiKEWW3jp1Zx2/AsM4/qW6BMWmA5N+trHjtxjQlmJPbuSox+pS4k9H6mBMduC5k9FHo5KQY3/2NjT1Px/15ymOPqTau2Mel8Y1hixrK94suBFXHvt6xESqaugNvGfo+1imPoLfZX4YI+p8LBn4NwDg7a4C/L+dKzDmCGV9pDj6oPBNPSkoHtuPdmMTTMk5GE3Ow80HH0GXoQ5trjxkK4cjZmO9vcCVV0Y2WGMsHqWSro8TGiVN0t1NfToCZQVsHhUu/8LqqPuVAm/JwOnI66VFpA9/GGhaKpCfD3zmM9QEJrBInppKmSrBAFhpKT2AxUKzy+Rkei6LJbKuTBQOT/xE/CXZA3i7qzBY/Pdg5hYs63sWd+19EJ98/XJUDL8T9X7VQ2+gue9Z/KHuc3i3txAr8mOfKwIZ0MPDNA53OACXQgNVksCWLYCUmwdfUnJEFM+Q5MQ1tUdxRxN1Ies0GaCQ+XBF+WEIhZxmqNnZgMcDKVk96aVvbKSxgNkMuq7l5MStu6FWeqBRujFsV2NUnYdnKj+Cf5bfh79XfQzfX/Eb6J3DWN/xu7ivZZBOR+OCBFuEVg29iTv3PYQD2RfiRy2P44n6x6B3DmF9x//RDSQJRaaD6AjLnOo2++tNOZ20p87tBoSAPdmItLTp1zo9E0LQ3Dk8ECWTnXmDIlVhNta9twRd2mr6/AgBZGUhTzlIAQfLxFT4SCP25ODWmyCbjV6z8Mmaz0evYX4+fY6m2cH5dOpyfHv1E3hy+VdwZS1tA/x/O1dgb182JCHDsYx1+HvVx/CdVb/Dr5u+hW59LX5f/3l0pdRHPI7HJ8OhwUwszemN8UwJ8vlCnczCCLE4mm0oFDQfePDBybXLUlOB4loNbL4kpCQ7YUx2BDs6W1RpeLLuM3g7/3ps9ncynY5C00H0aCvx9KkGXFF1LH7X1ECxQYMBfX0Ua5q0cyOeCy6gbUG9vVQ7JvzDtXIl4PWiLmMAktMFqbomaudxmZAiSi68m38Nvu24D3v7ciZ1F58uh0eBl9tKUWYcQcd4KAgqBD3vW4PltPBfUED7L7u7p24+5fVi/Lk3cMxZAmPyhHO1Wk0n9Dh1cmxuJd7uyofLK4PDI8dzx8vwX4Zvw5RSMrNfUgi8W/YeXJm3A7/v3oAfl34NbaIMP7Pdhu/JHsLnXZ/CI0nfxK68K/F/DV/BFSe+ieU9T0/vOfzNqsLnW9Ujb+IpcTWqEpyTxPNu/jW40PTkGT9OAAenEmC10vhsOp3wzjX+HQAYmZCVHLj2hHfdu+YaGuCuXQvcdhvwxS/SybC3N5hshPe9L2ZCzIJy0020GveFL9Dvo1BQoG715iT0S9noT61GTVMytm2LvN/E5hdXXgl8+cs0nt++PdTlo7+fJq39YbvnzOZQt8DAyvlllwFSVg694IHZhcdDb7r6ehocG42A240eQw2G1IVo7H8BLT1P470HPo5nKh/EiZyNuL7uMNJTPPiR4gH8Pek6rNAeRlP/P/Fq8XunfjEkCZZRN6ouKqEZC0DPf8MNwOgoBCSsLezEpFCMEOjXVaAp6Sic3WEp4no9XSg6O6Hsaae9Dzt3JpT//2ZnIdYWdqJK1Yqrj34Vv2v4Enr1oX2iHp8MSpcV6TWZKJVOAxLgdnjR7spBr7xgcgrBLClKMQUvkCfTVkISMlSOvB39xpKEje2/xav+uiourwzHhtPRkDUY/fYTKOU+rMjrxpudhZN+9nLJnfjmmj/imYoHkWHvwAM73ovtJ38Amc8Duc+FS09+H781PoDilKmzpgIKDSa8ITague/ZiABQluU0lvf+Hc9WfDji9j4JePJIHRqz+/Ge+oPos+hwdCgdJkcS/nq0Br/cuxS/P9iAgwNZ2JNzCZb3/h3/seNOXHnsG8i00nbU/PEjuHf3B3Hpye/HPK7KkbdxOnUZXiu+DSqvA6u7/gQAUPhcMJzcDZGkQl3WEP5nfyM+rPx/WNP+ewxakvF6RyHWphzC66fzISQv1nX8Dg+8ezs2tf06/uvutSPbejpYEPhQ5mbkmY/jz0UPwuZWIlVlDUaizGZ6m088PzA2laam+MEpm42uq3feSUGm4WGKk1RsyI06GCkooOzuwLWlpwe48MLInR3p6bQDJ9zq1WHJplptqHlHYHZZXEwXqrGxYD2eiZMTnwQcHMic3JQjTFnqKLK0VrzVSY/bp6vAC2X34pXi2/Fs5YdxYevPIs47AFAx8i6uPP4N/LHuczhkL4VPEig1jsV+0UCNXcbHQwkBPT2UDa3XA3mFCtjqWihgMD4esbCQpbVhc0kbrqo5hqtrjkLlttFWEZmMaioUFABK5aQyLQYDLdQNDPiv57m5CRRFt6B3YnMNADaVEc9Wfhgrep6C3kkThjFHMo4Px6hhMrH7aBx1gy/j8hPfxtfKfoJPmT4BH+TwylR4ov4xrOh5Cqu6/oQMWwecCk2wXqDHJ9Bv0SFP7+9Rnp9PGT9KJYadOqxevXjGxdc/XIYVF+jQ2up/e2dlQXjcqM8YwJ6uzLidLPf156AibSQ0rw+saC9bFkrPt9nog1ZbS0Vily6l9+A0sxK9MiUkIUd52igeWPkOLqs8jn+crITTExahEwLDmkK8m39N1O3/J4bTkKOzTOocOG0u16SdABYLDVUXyxb3LVti744ratDDLlG34OqMIRwditySuyfnEhSP7YPGPXVphXClY3vwun47vJKI7OosSXQeDn8vut2ATgeTTYncXOpEP22bNtHKxcTi6fn5QH4+cjxdyEi2wpaaT9eDKYI/Y8k5MGeU4gbdM3ix9cyyFF5pL0ZV+hBuTfojOsciz5lZWhteOFUOtyaFPm+BD2B7e/wHPXkS+ztSALkieuagXB53a9KO7jy81VWIH+5YiT8eqsPlvr/BVVEb8/aw2RLKlMyuMMCTnY8vtr8X331nNVbmd2NH4z2wLVmJEa8RHaYUdBtq8fjS72Ft1x+x9fTPEl+IT0qiyW3gsypJKBzaiz3OelSmjcS/bwKOZGzEoDIPwsOZU2dNYBFxsWtomHydHBykAW+88U9BAdWjS02l1corrwxlGS10Wi0FHieeh7ZvF3AUVcFbWIJ77pl6ZS680U5tLV2cA4U8P/hBCnq53XQeGRyk63lvLwWt1qzxX/w0GvhSUkMdkiwWausUvsztH/S+VnQrLj/xLTT3PYtfNn03WItHJoCLK07hrtVHUSbvwB37PoqdeVcmVqDPZoNbn4rSKxsjv9/YSC/SyAjyDWZIkoh6PszIALpHw1Zw5fJQfS29nl6UQLHBOMadKpwYScOy3F6s6/w99uZcHLnHGoDFqURpUg/EnXdAW12AIlUvTvTpcc0NCqSWpcJhnX5L9EQUGUzoGPOv3giB1wtvxoYY2VOru5+EW5aM42lUnOzoUCYKDOPQqRIYEPofb0V+N44MZURtdy4JOTqMjXiq+hP43sr/Qaq9B7ce+CQ2tf8GQ+pC7HbVozjWRC5Ky/NCwziO2ovhlGlQ429zLvN5cOXx/8aLJffAkhSZGrS/PxsenwwXlLRCaR3DFXm78PSxavxkVwtSkh24oKQVdZmDeO5kBXqTSvCNNX/Bn2s+jWF1Ae7Y9zFcf/jzuOXgp/BcxQMoNB2EOsYArnr4LRxPXwufkOPPNY+gpfdpXH30K9jU9mv8j+x2VOea0ZLXg/taduCQqxI3uX+LF/el4+vSw/iR9150DKpxyVufRcXIu/ht49exvPfvMZ8LAArGD6NPVwGPnD53u/KuwK+bvondliqUpwxDplEDWi18Pvos33VXwokLjAWVl8eflw4M0LrA5s10jejtBa6+OvaYWS6n7N+kJArIaDS06j+V2olj6qoqGgwEztNGIwVcli1DX24zRkqWTQrsmJ1JKDSMY9QevzbVxeUn8VZXIUyOJBwaysIjww/jOe9F2Je5DV6ZEnX+VuwyyYstrb/Alce+gT/UPYYuQx12dOdjRV537DmD/5zWM6rG1q30u990U2SNospKwJKUQVG7/HzayhJrcO92h5oe6PVwN6+ESiWiZkg2NlKAuqsLoRRKkymUaTRBgWEcbSZj1Kc1JedgT84l2Nz2KwDAG52F+OvRWri9ZzZcb+59Dv+ouB+vOlbi4EA29g9kAwDMSZn45dLvoqn/n7jl4CMRW/qODmUgXz9OHRGFoDftRRcBa9fC65PF74R3jlGrqXbW5ZdTUBNGIyBJWJVyBCfNWXi7NYv+nhMCs6dHjdjdm4vNxW2hb9psNAguLKQBtMlEY6G1a+lrIejn5eVTp0/GIQTV/ClOGcPR4QRrlQE4MJCNhqyBGT9vUFito4DhYWrStFiClvEUFsvh1FMdn5p0Ck4FsvgByto8kbYqdmfSGMrGduMF2UUoMY5Fnu/MZnofmUyhhWyrFcjKwugolVqaccOuxsbJEUUhgAsvhDh9Cus3CAxbkkKLFwD9N0Yg/tWi9+Lrlg+hw5SCfsvM2raP2pOxry8Ht2T+Cw/0P4puky5UOgRAssIDq1uJw4Nhxy0ENaWIQ3r9DbzQ14iU5DhbWmLwSQK7+3Jxc8MBXFd7GMW+Vjxg+BV69WF75MfGALsdHWMG9PVK9HLZpt42JwRwZfVxPLT6bfznutexsbgdQ5oi9BrrsLawE08fq8bfjlfhmaFV+FnT91E18jbqBxN8bwkR8eYoH92JV6T1yNLZoE6gzMhUvDIlfpn1CUiK2clKOQ9OHyEy2bS2eQd5POdOsOVMlJXR+zcQlPd4aLHsppumvm9aGgWorruOsoDOdUVFwIqL03Db+9TIzp7efeVy2vN98iS9FtXVVO+2r48mGCtWAJ/6FF1jLBYaJycnA+XlAuPVK+hiPzpK3ywuDk1gdLrgzKTNuBT/1/Bl/GLpDzCkLZ50DJKQ4e+VD8EtU+GNwgT+gADgdkOWn4fcwglXN5mMZuBmMzSwIVdvhtU9+QSkzk/HDk8zMixt8V+cKbzbnY/G7H5kePvR1P8C3ix8z6TbmM0SqqsFTaSuvx4bU/bh5vJ3cM3HyrHmQi2GnInlNTs8CnSYDGgfM/j/mwJXnElAZfowTo6mBYNFhzM3Qe0xY9vpn0Aetl0s13wMGzr+F3+u/XTwb7avLxtN2VG631itoROTJNHAY3QUsNuhUXrQmN2P1zuL4i6Q2JUp+H3DFzCoLcbazj/gj8UfQ79Fh6KUKEEYSaIUyQm1V4zJDkiSwF9y78P6zv8DJAnbT/0AdqUBu3Mnf6j39edgdUEnZBINkkpaMnFF4T58sPolXFB4CiVGExqz+1GcYsKe3hz4ZAr06SvxRtHN+MHK36BPV47f1X8JB7O24nTq8mBALJzc50LZ6K5ggG9EU4AfL/8Z3PJktHT9Fc94tqM+kwbZWpUb723aj+Q0DUoVnfA1r8Cfln0FzaWjeL/mf/Gz+u+gNaUZhzM3Yk3XH4PPMTFbo9i0H+0poQCtS65Gt6GO2srremhwJgR6eihosJgmaOzsKS+nRYpoi9AmE10G1q6l08dttwG33IJJ9Y4mSk2lmogeD2VcJbK9o7CQJubBZNOUlMhuJkIAq1dDKi6BwylgTsmjTN6RkWAAxjTiRpWxH9IUQ8pUtQMted34wY6VeKuzEMUpY3ixrRS/2LscT+Y/gC1tv0Su+Rju2fMh5JuP4ifLf4p2YxMsLhVOj6WiKXtyA48gjwdWZQqStfJg/bfLLqNxSaDEQLAuV3IyZbXk58cPDoTVcrBYBcrLY0+6b7iBFmhGnRr6Q9XUUJDPYpkU0KjJGMSxoYyIiVa414pvQ83wG6jofwOHBzKRprZjX39O9BsnQOF1omj8IE6nLkf7mBGbilvxr9Nlwa2Yo+o8PN78AxxLX4uDWRcE7/dudwFtowxcfAwGQKmER2eEUkljxsVELg/LgtXrgXXroL9yC26/V413LA14S7EevnFzcEJuciThL0drcW3NkVCnO0miwEEg87CmhtLp16+nz00g2iAExjPLaCx1hmUIGrIGcHAga+obAnB65Dg9moq6jMQyuOOSpIjPiD+pblEUQ09EejogT08FXC5kaa3I0Njw/Clq8OD1CTx1rBr/rfgEGgf+FfX+Cq8Tlx3/Ni458T3KrpIklI7uQoatHXuc9SgJX1x0OOjFXbeOVhTGxuhfVhZsueVISZm6/vmMNDcDRUVovM5fqDAlBVKyGpLZQs8/YaEiYERTgN70Blyu/hf29UdOomRSYovHr3cWYUVeNzaM/BVebQpy0I8Ba+RFTady44XTYSeilBSqGRWL3Y6ufx1FhycPKVEK0U/lxHAaDConcrVmbPa+iCddV2Bv8dWhGzgcQEoK3Ml6qGxjKKpRozVnNVy+6UUNkxXeiMDkstxeXFh2Crk6C97tLsApZyFeLboVy3ufmfbvoPLacfmJb+Hnuo+iKuMMGyLMkfMqOKXR0JxvuoTAtAMU56KkJBpLdXXRtbWnh4IsibZHT00Fbr75jBv7LBgf+hBlu87EqlUUkAoUJtyyhV5Tr5eCfampwMMPA9dfHwp8Ll8OmNwauvO6dUBLC4ZNCpw4QavoEbWZhMCptJXwyWKf8Pp1FfjRil/BqUgsUCNBQFJror/Xy8poWaarC3UZAxh3Tv4jG9RuyOQypHclWJAwCpdXhj19uViV34V1nb/HvuyLomZ9SS43iq9ZRh/OujpsWefCNe9JhjCmoHlLKnyKpNj1HOx2wGzGqC0Jo/ZkXF1+AF8s/xU+Vfc0tpWdQp8l9l5zncqNxux+vNlFW+0kIccvm76LNHs37t19H5b3/A01Q6/j+iNfwLMVD2BUTXtATI4k9Fr0qAm/EAQCUcnJdKyBlfbMTBrICgGYzVhf2IHW0VQ8eaSO6mnFIAk5/lHxAL61+g9409yIqvRhqOT+1bVA0RqAZsMpKZGp4T4fhM2KwhQTXpFvhcrrwDVHv4LSsb34U+2jk4o8jjmS0G/RoSp9mB7Pv6eo9ro6GKpy6Pn86edrCzvwVldhxIqiQ6HD60W3BmthHMy6AA3+rIlwJWN7MaAtgU1lDH7PLVfjmcqP4L66l5GidiFVHVr9kgkJq+vMWLmKOmwCQEt+Hwa86fjvt9fji69uxJeUj6Gl52/IHz+Cmw88gk++cQVaep6GkHyoGXody3ufmVT03eMTOD2aikpDH5CdDbudxok33zy7jSnY+UOlolPqYJQ54sgI8J73hBY69Xpa+EkkG6GqiraYT9y+F4tMRuUFJ27pn8hspkQiIWTwNS+n/YCbNtGFrqAQW7XvQHK7YwZcAjYWt+P2xn24p3k3VhV044PLdyJTY8Vf7JdgXJWB2/d/HDtzr8Rvl3wdVhVNfPf25aA2Yyh+7RWPB0OyLFxzTahciBA0pgl8RnNzwz6vQlC2gEw2efXf46E/UFh0z2yO3xRHraZOz2NjgKesilalKipocjdh+1aa2gF9khMdMbKnHAod/lb1MVjbB9HieRs/dN6DQ6eSsL7tt5OC6YkoNu1Hv7YUFpkB3WYD1hR0oSp9GC+1lYR+ZZkKz1d8CCfS1wAAes06mJxJdM1yuehF9b8hR0bo11LF3sV5zjIa6c/udFHdKahUMBqB2+8QODKQge+3XYFXTuXjzwcq8eOdy7E24zhKZe30h7dYKPppMIRqP8hk0bt+ARh16zAkss64iHB1xjA6TSmwRVk0nOjIUAZKjGOzki0BSYqozdPfT4ut2pklypxz0tMBGPSAEBACuL7uME6PpuLNzgI8cagBQzYNnhrZiBRbL1Lt3WjpeRoffesGbD/5fRSMH8Zd+x5CstcCCOBDO+7AB3bfi8tOfBdPVT6MVlMaSlLG6Il8Phq3trSgbzQJnooa2mq8ahWwdi0GbVpcfvkclVIxGoGHH0bRxhJoNEBrm0C7rg6d9nSap6Snxyyj8WrRe/GQ9Ys4PJBJw09JwvaT38fde+6HCAtQyaPUAR13qnBkMBNr8trQMPAinqx9FBulVzAwFDngSlPbcHAgK1QLV6+nbX3RMpU8HuDtt/FWb/FUO/cAUI3SiYG3Xb15uFL/Eh585xZc2PpTvFZ0G9qNTaEbOJ1ARQVG6tZj2X+sxif+tBJX3ZiEHluUTmvTIBMSajKG0ZLXgyVZ/TgylIGjGeuRbT01ZXOkiS5ofRzt+iXYYalFdToHp+adRjP9UjSBRZDzITgFUAe7FSuoc51eTynO56szSUs2GKi7R2BMkpVFY/mrrgplQWdn0+QkcIKsrPT/fyAampEBsxm45x46/7cPayH5Jm/HmhG3m/KvAwEKSYLNq0J2iTp2cPGSS4CyMlTLT8XcYlBoHMfIkBRx4ZmOw10GNKqO4Zr+n2Bp//N4I0rWFFwuQK1G7jr/aokQwH33UaQPQFmFDMrsNLitUdIknU7A44FPZ8DYsBcfXf4KrlT/C/l3XYTKahmuTHoeSusYXCMWwGqFyZGE1lFjxEu+rrADe/tyYHXRSMCmMuKJ+s/jtaJbkG8+ivLuV/Gk8R4cytoSvM/+gWzUZg5CIQubWIyP0x92wwYa0RUXU6Ry1Sp6k2zeDKhU0AsL3r9sF7QqF36yq2XKDnQ2lREHBrKwJMufZRAovBrYLup208xVoYDbJcHhkdOg2uFAUYoJp8dS8VrRragceQf/1/ClqMHNA/3ZqMscgEL4I66B1AStliZ827fT6t74OApUgzAmO3AoLPV6xK7GHw/V4QfvrsS33lqDH5lvQ/74kWBhd6XXgSzLaSzrexbH0qNX3N03XID6BLYmKOU+fGD5Ljyy4TV8eNU7+GdvA/6Ucjfu2PdRdKQswS+bvoOmvufx0DvvwdbWn+PPNY+gzbg04jHaxozI0ligVXmAtDSMjtKfzWic8ukZi2n16snZU2Yznf6bmmLfbyoUREr89s3NU2eVj43RaaqqCjA5kynryGiEV6OHrKwUNQ9sQ6myC+YoCxfhFDIJhSnj4QkkWJHfjb39OXii9r/w/RW/ocYL/htIEnVrWpY7xQDc7Qa0WtTXx75JTs6EHc1qNZ2vxsdDXXED2QDhWS5+gVKMsVRU0DW+s3PCnerqgPFxuE1WjNkoolOXORi5HWWCoxnr8R3Np5FamY7OJZdCqFToHFBhbecT8Q8iivLRHTiVugLd43pkaq1IUnixtfQ0Dg9mom0s+qTp3Z58tOT1QCYkenOEbfmx22mcuBgJf0L2xIS61FTg7ruB625UwJpRjKI8N+67ohtrLkunxaQNG+h6brGEtiHEQSVFBURu/AL6iVDJvahIG4n7fgo4OFtb+rxeQKGAU04NCEZH6VubN5/5Q58r0tIAX5IGkkwOeL1IVnhwS8MBvNFZhGSFB3c27YVW5cIvDB/B7fsfxoqep/Cn2s/AI0vCew4+iqPp6/BkzaN4ruLD+OXS7+Hfpe/HD1f8Cq/qL4dcSKGFN6sVKCyEJzUTNhvQ3iHgKa0E8vLgclMH1sDW5TlRVga5UoZrr6UM0Ye/kQNpxUoapxYXx+z4NKwphC2vCgXuVpgGHFjf+TuUju2FTyjQ0vM3ANQ99OG3rkNz77MR932rsxBNOX1oMr+OIU0xBrUlKEoxYXRwYjF2QKN047vvrKKah0LQv/C6Uw4H8OSTwIMPwvXL/8VLo83I1MbeZickHza1/RoPvnMrbjj8GJI9tMvAaXZhcFSBT418HE/Wfho/Xf7TyF0FkhRspuBwAC0bNZArZbjseg10ah/sjtlZyazJGMLRoUx4ZSrsz9qG5r7nEr5vydheLBn4N76c8lVolG6kq6fYbjiDxg2zYaa7U89JSUmhgUmiAzeHg64350tNkYwM2ne/fXvcBR82A1PVrioqop8HmtlZrXTxu+ACGvd8+tNy2JUGaALFNmfKaqUnycykQbhOB7jdsCjTsLwqzgEqlcBVV6HgyK9jfn5y0tx42XQBto8fQWdYx59EuD0S3m7PxQ8Nj0AuefBk7aMwJ0XWUbC7FRgYlCO1IQOZ2WEBsrDosVIJtGzSYNfv1cgJH3cH9qmuW4duayo2ZP8b1dbdVM1282bgkkug27ED2/+tx9/ezUZu21sYkZJQYBzHkE0TvJgZklyozxzAW10FuLCMCntTa/StOJi1FX85WoNDfVnYom7FmoJOnBxJw47ufNxQdyjyWJRKmp36V6Pd9Uvh8wFJgT9BcjINcg8fhjJFhUsqTiJba8Fv9jfh9sZ9SNdEH9CO2pMxYleHCml6PJRnf+QIpWmUlQFpafDl5qPzqAMybTJKMAwoFKhNH8TrHcuxt3IbjqWvhVMxeQlUkmhL31XVRynYp9dPbmWqVFLmQEYG8M47WJd1Ak+dbMLx4XQoZD4cG8rAusIObC5pAwD8at9S/MNwA5r7noPaM44VPU9jPCkTQ5oi7M++cNIxjDtVODqUgQtKWqO+BrEYkx24tPIEPnr6i2hfcSG8yfT7Pd78PRSZDqDLUA+vbPJn6/hwBqoMvZR6IZfD7U48o5SxWFQqyoj6xS9C8d3hYcrAOdMOZNNRUUFjIp8v+qJMYNy0ZAkd129+E/rIm0z0UVdtXI3lRb/Ek6cKkBJWVtDsVGHIpkFp6ljM58/VWaCSe3HEVjLpdm1jRijlXuTr49fmsbnkSM1JCpaJikatpvmU3R42tikspF9KJqM/iNlMe/CjfMAnFkOP5vLLgXffpRiX0Qh6YWtq4MvJQ8fb/ZAN9MFYKKEuYxC/2rcU2ytORC3Ka3Mr0DqWiqtqjmJIUYrmklF8vusL2NNZiy5DLdqNS2F2qqBWupFjb0OS1zapNmNAxcgOPFX9cbSNGlHsz8bQKD24suoY/nK0Fh9YvhMafyaNxyfDsE2NI4OZeGClv4Oi1wukpwcTOIDInZ+LTW0tsHs3Xb4mKigACq7XAoiSHrR6Nf3hJ3T6ijbnGBmhNaJDnlS4emVQTWdiEkVDVj/e7ipES17sIO7u3lz0WnS4cRa6c/kcTvQqioBhgYYGGmZUVEwqQbWoqVRAWoYMzrRcJI/1AVotUtUOPLDyXSTJPRACWJ7bg18O3IGVGQfxcsmdcMuT0WFsxL/K7o14rCFNEYY0dM5pHTOi1Bi2zcfrBUpKYDZTJmh1NfCnP9HQUZKozu/ZyFbb4l9vlSQlDEaaHycHxt6B96/TSS+M/738UundWG5rg+VYH1pUT+MXzd9HsseCO/d9BO3GJtx88NN4O/96bG39OUaTc9GW2gybW4m9/Tm4r2UHmk7+E/uyLwIAKAuycPRgMTb5DgGy0AUyS2tDl0mP/7ejBQ+ufgcqIeDadQA942kw9dlR++pPoBrpA3JysMdZBrtQI1sRWfJC7R5HjuUktO5RNAy8BLnLivqUTjTad+O2d3+JXbIVeMJ5I67W/RO/Wfo9uORRggJ2O5CVBZ8yKRjkBoBktcBVq/vxv28UoWQGda4mytOb4fbJMGjVYE/upbht/3/i5ZI74RPxBw1lIztx3dEv4tsl38UzbQ24o2lf/FOOzwev3QWZ2wNhTDDzKy2B+sYJOK+CU3I5BXlNJlqtTITVGj+Ve7FabLUEFoKpChUqlbTAeugQDYAGB4Hbb6f3rVxOA5mX38iExt058+CU00mD8I0bKTC1Y0fw+w5t2tT1c/LykK0eh1Lmg8cni8wEAhXn/KO0AQ8MPTgpOKXwuaDy2mFTRv/wDRwdRbP8AA423TppGxlAAQmrS4WbSl7Guv++Pe7rufKSDLz5xy7ANkKzkEDmUEsLbNpMqHzADd+4ABivoOIvAL3Iq1fjghrg76eBjuEG3JD8Nyyp9+Fzr2xGms8ebJe7vqgDP93Vgly9BfWZoX05HaYUtI6m4gPLd+Kvx2qwoycPciHh0soTKAzvnGez0YfM/0tIEq22BzpjBmvG5+XRG8J/4V+W2wcB4Df7m3DX0r0wRrnQHRjIQl3mIB2r00mjltxcmk3u2hWsgNypKMHGzL/ggKUU9rRcqD1mGCULjMkOtJmMKEud9NAAgB6zHhKAAr0JMNnpTRvrCufPDKt89VXcXLULQ14jrC4VtrTsgD6sU9CGonb8V9+j2NNaib05l+D7K34zqQB7QPe4Hk8casD6oo4ZdRuqzxzE6dFUfO/AZjRl92NJVj9Skp1on5AtFSBJwPHhdNxSchTIp6I/MhmiFkZmbLpWrwb+/W/KVk5Pp7HJ8uVn9xh0OjoN9vaGmm+FB6nMZjoVZWVNTtw1m/21TlQqVL1nOfCZ0EqsJAGDVg1ksviLgkIAS3P6sLc/Z1JwirKmeqect4+49bh49dTz+8pKOg0Gg1NCUBZYQHr6pCKjbjctbibymVepqD7YN79Jr6UQ9Lt3jBmw4W493v65E5KlDel6Aa3SjU5TCoqNkRMlSQJ29uShIm0Eyf6tjHWZg9jXn4PLFS/h74e34MvFP8YPW6/ExVm78cmhj0ASAj9qeRz2CddXg3MQOtcIevTVaG81YnVBKK2rMn0EdWODeOpoDYqNJuzvz8aQTQN9khNrCjuhVbmDr9GILwXjHfRSXXPN5I7Fi8mMu3MLMWmhZmiIyjLU1ka+N+12+uxD0uDwwUxkukzRa2J4vXQwU7yxK9JG8PypCvz9eBW2lp6O2Lbn9Qk8d7IS7aYU3LV0D233D5D844R4jWq8XhovGo3B42gfNWDVdgVueuz8vhbm5wNtPUVIHgx9rpIVode+IWsA/zq9Bk/WPAiDPLGtO21jRlSl+bdbBU4+aWkwd1Hz7ksvpXOxz0fDyHgB+bkgBJ3z33oLyM3V0HveZqMf2GzBDoIBqeWp+PnoFtQuoU6g5qRM7Mm5BPfu+gCey70bD41/GeuzbsP3D9+Ib9f9FL9rvRBN2f3IRw/KRnfjqer/pJcijVKC8zreQU9JZKpYvsGMw4MZuPdvV0DmdUN61QEhjsPnE0jTb8N1za3Ytz8b73QXRGQL5Qzuw9au36LQehR9unJYVOno1VXim4r/hGNYjYGMejww8CPkJI1ia80Q8lIy4Yr1UXS5gOJimEwUqA2v+bh+axL+8roNDo8q4v0x09e/On0IR4YykFlcClNSFiqH38axjOi7DACgcvhtXH3sa/hV9VfwnVM34KLyU8jSxu666JOA3gE5HMpSaB2jmPItFhgYzFKbzvNqWx8woW1yAmw2GswwdjbcdhtNAlpbKf60alXoZ3V1gFtjOLP6BHY7RVvDs10kCR63BEWqIe6WCABARgZkySpUGgcwHqWDXLraBrlChrGhyGOU+1y4+cAjeP/uDyLZPXkFXG3px1PD67G0xh41MAVQS+2rC3dh+1oz9GXxT4BVjclQNC2Bxyej2ZPZTNG9wkIMDtIOwJRMVSgwFcZopO0rdVuycWnRQZTqBrG5uA29YbWojMlO3Na4H/86XYbnTlbA5lbAJwHPnqjEReWnkKm14a6le3F55XH8x4odqMmYsFLp80VMiAYG6M/y/vdTp6DgFhutlkZ+YWnTzbl9WF3QhScO1U/aXilJ1ImnMbClz24P7RdVq4H16yFptOjtBfKq9bitZie2pe3EYGpVMIOuLiP+dpPdfblozOqDGDfRhWiqdAK9Hli7FvmqQTQZO7C2sDMiMAUAK/J60O3LwfurX8HT1R+PG5j6v4NLcGnlcawr7Ix6mwhWa9S93JdXHsdllccx6kjGL/Ysg8cXe+DfZ9FBCAmZyZaIUfj5PCBns0elAh55hM453d20LWw+avlceCFdc8bG6PoTvlNjbIzWMwI7ztPSQiU9hAiNkYquaIJIVsHroPN/n0WLxpwBZGstU9bDaczqx7GhDDg9odXfrnEDTo6mhc5ncXh9Ao2rp071bmyky8F0diqMjtL9Ek1sWbKEVs2HhkILD1VVwJ13CmQsK4LdSRGr2sxBHByMTDVpH0vB43ubcXAgGxuKQltT5DIJN9UfRKdUgAuS3sAvT27A/ck/x77ebDxV+VEcytyMi0/9aNKxlI+8i9Opy+GWFOg26yc1ydhaehoSBAZtGmyvOIFHNryKB1e9g03F/uf2p9OZvWrceSfwpS9RpsZilp9P8ZiZVFCYeB+LhZLzwmu6+Xyh7YNNSwVs6YWxt/aZTBQYmoJCJuEDy3dBCAk/2rkCp0ZofOeTgD8frYXJmYT3Ne9GxsSMa5eLniPevl6bjSLW/pPCiC0ZRZphfOB+5Xl/HSwqAuzJqaFtDxOo5D7UZw1gV29uQo8nSRScChZDt9kordYfLS0upvfOmjVU8imijt5Z1NgYNhUpKaGxlsNBUdgJJ1djshPpWgfetYcWrF8pvh1PlnwE7zd9A+lqO14yt2CZYi9+uH8jlqWexhXF+3DLwUfwZuFNwdISQgAFqVbYuoaxtO8fEc9BnSvHUWIcQ2GaFUV5XhTleVFS4IFITsbPdi/D3t4cFKeMBRc15T4X/nGkFPeJH+O/1zyJXy39Lv5U91n8q/AuvNJZhovKTmFTSTvuXHkE25v6kG+0xX6tAx/qzEyMj/sDz2HUlQW4smA3+sI6F0puD9q7ZHCPmukiO42ObbX+rX0A8FbhDdjS9njMQvPZlpO4+thX8buGL+FP5u3I05sjm4t4PBF1aSUJaB01otnYhnvuV8PpTSCPyeWi+cosFZ0+74JTtbWhDpyJSiSVm7HZkJlJE5UNG2hrZXiqbkkJIKk1My85FTh5Bt7QanUwq2jQacDqdfKpt6/KZEBZGRq0bbS/O5zZDOHzoiFvGH9yXokUB538hOTFtUe+DKdCg+Npa9By+Dd4fM9SjDlopU7jNqFr/xgadG1ISo9djBwAymWttM9xiquxWg2suVCLwZp1NONqbgaKi+H1d8Seql7GddcBH3lEA8X2C4HeXlxdcxRen4go6p2nN+PeZbvg8CjwvXdW48c7VyBZ4Ql2j1PIfChPG6WaHeHcbkiqJBzpTUF7eyh+cuedVLrittv8rawDSksnBVhW53chU2PD309URbwf3uoqhAw+FMh7abArk8GVmY+TJ2kLflcXZWgUFAAf/ogCyauXYnXtOCRDCnz6FMDjQW3mII4OZUYtbGx1KXF4IBMtmiM0KluzJrHexampdFu7PWpwVS6TcFH5KTzduSzu+/u1jmJsLmmLLCwfi89HzxVl0C8EUGI04Yqq48jSWnFgIHpRQUkC/nmqHKsyWyEyMwCVKrjFaZaylxlDUhJw663AF79I54D5sGoV8O1vAz/8IZXw6+2lIE5nJx1foBOUv3kfOjronJKcHGpMlqRTonpdJloHtBi2qeH2yXHLkgOoTBuefL2YQKtyo9Q4iudOVmLErsaJ4TT87mADrq05MmXxZo9HglLmQ2lj/OsHQOf+a66h448yl4zKbp9eNpsQwI03UmCitZU6ej74IAUdC+oMsGeVAGYzmnP6cGwoA/v93awO9Gfhj4frsTKvGx9s2YFsXeTKtlLuwy0NByBp9XhP01FckfY6pORkPK+4Ai+Wvg/Fpv2oHXwV+eNH0NT3PLae/hnWdT6Bk2kr0GM2IF1tD2ZiAQDGxqAYH8UtJW/iqsojKDGaJm8xdDqBtDQIITvrGRrzRaulsdhMSkG1ttJnB6C5ulZLmXThNawCmRV6PY3rRFYGXUcnXhtdrmlFqpMVHlxWeQLX1R7BX47W4t3ufPz9eBXsbiVuqj8UvaGAw0ERjrAC0j3jOgyF17b0eul673RCkoCxcYFbt/RCXl2R8LEtVvn5gAcKen2itV4Fjdd29eRhXx99ziUJGLJFH8t3mFKgVnio+2NgsBG2kBme5DmfysrC5tJZWXQhWL6cFnwD6aJh1hd14LkTlcFO1yafHh8b+jRKjWO4pOIE7lq6B0tLx/FoweN4fPBK3HLoUXTpa/Fq0W0Rj1OU7cDPdQ/hgrbH0dj/z6jHFig7FaBPcqHEaEKewRJxflva9zzexmq8YW1CmzW0IPtuTz4KDePI1Ud2tI7LaqU/jn9XS+3EHdbZ2diYexIapZsaG1ksGBkVUNVWYKBqPb2g0zjhFBtNMDmpqdPhjE2wKFOxsvvPk26ndY3i5oOP4tmKD6NdV49dvXlYX9QReSOzObQy5XLB7EpCSVIf7rukHatuq4RMIYPXPUUjDqcTSDUmfPxTOe+CU4WFVGi0oyNUG/j0aX83tAkC54XzpRg6WxiSk4H3vY8CJOGMRiArXwmbN3KwYnIkoW00gX2qga5qgch2IFBlt8PllWPd9qkH9gCAujqUKLomPzYA2GxozBnEX3EVCoZ2A5KEy058B2qPGU/WPop/lt+HZ2wXQGkfx6/3NMI66sSBd6z4m3QZmupiT0ACdeALtSMJVwresAFwKfXARRcFt2kMDlL5pam2JKhU/ix3f1/pVKUFhSmmYBH0ALXSg2tqjuJja97EtrJTuKbmyNSrWDYbrDnlKK+gApPDw8DVV4dihlu3UswwuIiSlUVBwbCZlBDAFVXH0G/R4a/HajBg1WJnTy529OTh1qLXIbKzaFRcXY1xuxLNzTTh3LoV+NSngEcf9Z/Xtm9Hxn/ciPolMgz7jIDPF7uTlNeLHafTUJfWC+2qBpqtTqcwTmYmzYCjtFYHgMq0ESTJvTgyFD1ra8imRue4AUuz+6I/vsdDJ/LA62Sx0IBRqQw9nyRNeu41BZ14q7Mw6kBxX382nF4FVqYep4sHaCyfkZFYTI6xRAlBE9aF0AFt7Vrg/vspYWPrVur+F15LZs0aOjXeeivwiU9Engbu+mQ23lv1Dgp1o7ix7hDy9GZUpo/A4Qn7wHg8UVcIL608Aa3ShV/sacZTx2pwc8NBVKZP0UYQwKhFhcaScaiSpx7SCkGNSC67bELh8hgChxklyTauigq6Bt14I72WgYWmkhLAllMGyGQwOAZwW+nreOFkKf52sAQvnCrD7U17sSR7IGodKgBIUnhxdc1RpBu9eKnsfagvGMfu3ly45Gr8rfJjuPzEt3HZiW+jYvRdeGQqvFh6N/ZnX4Rjw+koCa9j43DQhWbDBgpOjI/TOTP87yJJdDv/H/98qidUUzO5KPpUJCmUQONy0eXowgspOJmRQS8vQMGpQAHr3FxAqU2Cu65p8utvs4UK10xjVbLEOIZ7mndjZ08eBqw63FR/cFIJhgCnR46D8ia4BHU4dngUgBAwO5OCHdYkCIzm1sKu0KNvVIWlulOovm8Lt6oFZVDLZKCxtS/6a5yuseOOpr14sa0Uz5yoxM92L8f/29mCnT2TMx9ebS/G2oKOUEabv31koELDQmnCYjTSe9dqBa0Gb95Mr4FKNSnbH6AtxMtze/DHw/XoMevw893LUWwcw0Xlp4LBpIasQYyUr8Le7IthSs7Cs5UfnvQeq0gdwQlLLn5R/21cdOrHKBrbP6Pjl0lelHa8DKtMj0sqTuKZE5XwSVS24s3OQmyeTj1TSQo2BrJa6bM+KZCflQWN3Ilraw5jYEQBKSkZ4w1rcdV9efDoUqe9N1MmJKwp6MQThxrg8CrxbOWD2ND2P1DbQwu36bZO3Hrgk9iXfREOZW3BkaFMpGtskdv5HA6Kkm/ZQis3koSxIQ82aXdCXHYp1FoZ6itdGDVPMeCVJMBwZh0Jw513w2uZjCZp3/wmcPw4vZ6bNgGvvz75tmNjFAidpS2UjJ2xpauS8dJLamjDCniMOpIhk0lwe2VQyuNEt/1FFSNkZcFx4AR0RjkqGxJMxywpQbnhr0hWeOD0yJEkOeixGxqA/fuhU7lQpe3GyT4dtrh/gVzLCfy68Vvwyijr5Dfidjye9EF0WtPw0P5vYY1mP25ubo3bJtziUqFY1Qv1korJxbdjKC+na6TVLgtODJzOaXaTSU2l/SxvvIGKtBG80VE0aUsaQCvacSdRPh8NNvwVLMfUubi0BbjiCjr/hGfIKRQUw6H9/KCLfU0NcPQoPY5GA6hUUMp9uKNpL3b05OO3+xshANxZ/RYMGVrqDe9/f1jbKQV75Ur6F8Ff9HebD/jOG+rgfeoyB3FoMDOUWg7AbbZj52gF7rxLADkzvHTk5tLq2q5dEfUrAPrfjcXteLG1FLUZg5PGvW93FaIltyf2e9xmo1FBYEDn89F+I40GOHaMCsCYzfQmyMgIPndZ6ijkMh9OjqRF/A1tbgX+dboct9TuhkypCK5S8FZvdj5YsYJ2QkeLPxcUUIOPaDJLdbj4xhRc/PafgxH3XL0FIpBB6vPRHiedblLHFX2SC9vKT+OC0lZ4fLLILJ+JJAm+kVEMybJhdiiwanni+/SEoOypl16aOjnFZgttZZwOIWiRaaLcXMCXpKaohcWCLJsNt9aZ8Pzbubij/FWkq+WYzrrxkqx+vNhaCptbgdNpLfjG2r9Mus24U4U9vbn4wPKd9A1JolX69evpIpmeTkGQQ4eAfv92j0AmT1oaPFl5UFgTvvQuCjU10ecF8djtNF/YtAn4wx/oPbB2LX2GrrgC+OlPaa0kI4OuyQD9rLYWOHmiABlZHfTZ0OsBnw8SBPqSS6DXDEPnNMWuC+Xx0AOFXTRT1Q7cu3wXAIQCUz4fXQPlcvr8eb0Y8qSgukWH7nfqUTK6B31SOt7TcBD7+nLQYUpBpmwYXcoS5KYnwVFWCdm7h3Dj7RaIKr4IAvTRkSTQCSIpiT4zE2vCer3IlA3j7qbdeL2rGBeUtCIl2Ylf72tCbeYQdCoaU3aYUjDiUKNJfQyQaSlrvqSEgoVmek8upHhgSwvw3HP+2krhBZby84F9+yZ1EttY3I5eix6/2tuMy6uOoTE7etfI14pvi/p9gBaEc3UW7HQ1IrPmU7jx8Ofwu4YvItdyAnnmY3im8iNRm9pMVD/wEt6Qb0Su1oYlWf3Y3ZuLH+1YCY9Phq2lp5EVp5vfJC4X/f5paRjujOzCHqRSAdnZWO88hqekfLRnrkDtMjW2bwdeeQUwW/TQT3NbzLrCTphdSfjdgQa05KfhR/LdOPluERTCiyJFL/7tuxP7Si7Hu/nXAgDe7c7HmrCag8HrwJo1dE4oKICUlw/p4DiWXG0LnqTWbE7Ggf/nQZT+EJFmsSr/eZc5BdD5/cEH6XX/8IdpO43BMDmjzmSijIaFdDJg57e65iR45EnBFRqPT0Ah82Fpdh+G7bHrbUg2O9zJ+skjbKMRA55UXLDGkXgSTF4elMKDC0raMGDVhOo5BaqI+nyoLTDjGesFqBt8Ff/b8FW4FHRsHaYUyOUCu5vfh6H11+DB5tewpWU8bmAKoOywJt0pGtAnSCaj1f0hf7knq5ViFtMOLFx4IeByoSJ1BC7vDFtojY+HBi5GI3xaXbDRgsEweQLY0jIhw7+qCrjkEspWslqDf3+10oONxe14aNXbuH/lO0gTo5NGMEKEtt3EUlEBIEkVXJxtzOrH4cFMdI2HUsz2DRcgP09CxkwDUwGFhTToilL8rzJtGEJIOD4cWcjC6lLi0GAmVuR3T7pPUKCdWEYGpcjl5NAgv6godBFWqegzELZNUoBWoN7oLKLf3+OBd2wcfz1Sg4asfuShl5a+/RmHdjt36mPnhxl3DNy0iQbs/hNKjs4CSRL0pdlMUY44tRMVMmlyYMrlikhlGR92o01VjWpdFz5Z+H9YvmF6rYVVKqrZMjgY/3YjIxSom61xYEaGP9MiOZm+KCpCTmM27rg3CenVmaH0mgSplR5UpQ9jb1/smjYvtZViWW4vbRUC6HUsKopsR2cw0H7NzZvpfJebS5OWjRthhRZFRefXWDg/f/q/7/g4XX63baPLT3V1aOfFypU0THr/+4GvfCVyKLZ0KWC1CcoKl8sBkwk+0zjadXXIyFVhUF0YzESRJERmcEsSraRHed8oZL5QYMrjoWtuYSEtJvpbL3qMGbjlNjnylmah22qEVuHEpuJ2XFVzDBa3CuNmAW1hOj7xCeC/f5WBH9z4Kgruvuj8ejPEEVhj80mCtmYFFsAkif4mY2PBLZMp0hguqzyByvQRZGmtWJbTi+dPhVIyX2krxoa8U5Br1ZTJ0tQU7N61EJtz1dbG2BodyOiYEGwRAriu9jDua9kRMzAVk88XzHqvSh/CseF0nEpbgVeK34vbDnwSxab9yLa2orH/hSkfSiZ5saHjf/B3zU3I149DCODqmqPYUnoaH171DpblxsjOj8VuB6qqIIGucYEt8JOUlSG5/Riu3zoClyYFN9xA14KLLwZGrMkU1Exkr7nLBbhcEALYXn4SGVobdvbkYWmFBY/X/zeeLHgIS5RHcK3xRbxTcD0kIUOvWYdxZxKqAyUxJIneVKmpEdvDLFaBvNoUZL334uCqTc1qY/AuEQLHGug+Pkv1poDzNDgFUJDzYx+jSaBcTqnr4YOUwER2yu5ljJ1FJaUCMBggWSgtc9CqwSr1AWyWvQqXO8pgweUCxsbQZU9HZ04LTOORt3FBBWE0Yv1F04h4G42AXo/VWafhs9ghFRQC+fmwOhWQsrIBux0lmTYckjfiK+U/g01lDN51X382GrP7aFwjBPQGkdAYR/JKqMwYo+ysaQjUlmpvB3p6aIfftCdcBQXAkiXIcXVAeN00W5lG4ULY7XTC2bgRuOQSSBs3QZLEpCS2cBUVUeprKpVUDbO6mgaZUigTQS6ToHLbKBgTluoZuMlUdfO0WiAtJ4lS+iUJKclOXJm/G388VAuLS4WDfRl4qa8W6zbPQrKtENRyRqej0bzJRK+p1wshqHPfi22l2NGTh509eXj+ZDn+50Aj6jIHoQt0j5IkGgQGVhQ8HlrpT0+nGYDBEIpCajQ0U7Ba6Q1RXBwKTkkSMDKCevVpuH0y/OFQPaxjbvylZzWEx41tqTvpxQsr9OD1ch1CxuIqK6Pghj+YpFc5oVO56LQp/JO46RZPtNlo8Ds+jr6xJNilJDzy4yI8+OQm1K/SQZafWMHhcKtXT10YXZIwdaOQaQhmWkRTVRXaIjIN64s68EZnIXrNlL1gdyvwwukyHBygBYYTw+lYHyiu7vGEzsETL75C0PW9pIQyXHOoO5bVev51cM7Li14GKh6nky7PKhUtfN8WlgCiVtOcY926yYk1DQ10DR5x6YCtW+EqqUKrPQfrLkvFo48CueVajLspC6XbbEC32QBXoBmKzUbXuxhbyoK3sVho1tzcHAyiOJ2AJj8N1dXAPR9Khi2zGNdmvAa10oPq9CGUGUfQYzfigw8mQa8HoNFA/sXHJmfgn8fkctruareDxhyBQafJRD/YsIH2EFdVTXozbSxuR9e4AX86XIcnj9RS1pTmJH02J7SLlMkW3qJYZSWdzybV69dqQ12yJ1DKfUhVT+4yPZWRQU9wjl6VPowTw+mQJGBH/jX42tqn8GTtZ/BC6b1Y1/l7iBiFwQNWdP8VZlUGDrqrkW+ga5Qx2YG6zKHJNWKn4vXSmyA3FxYLxXlijg/9+/bXfGwdPvIRETynLlsGCJmAz5g2aW4hScCJkTR4w5v22GzBsS+V+DiOu5buRXXmKE5lrMG7Ze9B1TI9TlhzcXw4DYNWDZ4+Xo2V+d30+wXG3Wo10NQEi1Wgu5uea3Q01PwkILUuF8XaIYw7wlKMvV5geBhukw0nBgywGma3Mv95G5yaaMWKyELpQ0PUNYfrirCFxGgEMleXYVyZBoyPwzXuwPpVblTdtQ5y6zg84edkf6Vte30LVGuX46OfS4HDEVlfracHuPZDOcjaNLF6Xxz+NjMFjpMo0I9hvHgJhobp5DZqKALcbshlEjaW9+B3bWuDRcTdXhmODGVOe8VEkgDJ7kDx5UumXZAlLY0GiLfcQrVRppF4FenSS5HjbIfP5YVUXBJRPDSuQM2OpUuDUTGzRaC4eNKOlgjJyZTZGd7hJ6i6mn6xkRFalTOb6UJjs03qVx3INk6k7XdljRwWmSG4qlqd0odmYxv+384WvNJWjFvWtaOoeJYuGUolLSVnZNDIvLo6OJGtzRhCbcYQ+i069Fp00KrcuLD0NC6pOEn3lST6ffV6mg14vXShLiigEZxWS6uO4W2Eamro+dLTI/dp+zuMyH0e3NW0G6lqO757ZBus6nTccAMgz0ib1KZLJuNOfYzFJQRNyAYHARt1OCpLHYFlzE2fxQlbeqfkctFJccMGmFXpSLaN4LH/1qFmhZ4CKI89Nu2FC4Dm6NGy5gMCDTRKS6f90DHp9XQZixoU02hoAmMyTStAlaW14tKKE3jiUAM6TAb8fM8yWF0q7O3LxeN7mrGhuD2UiWax0HUi1haxKNzu8y8eoVJRfC7qNTgGIULrGPn5wTKFU8rIoPGJ2w109Ceh11iL2765DPd8IgNqNXDtHXqMuHSwOORIkntwcflJ9Ft0dC10uaiVc6BIbrhAVlVSEjWS8W8RQ0UFIAQGHTqsv1gLhYLKIHzya6lYn3sKcLshBHBL5U68d+lB1G0My7BbCEXxFpiyMn/imkxGf/Rt2ygdJjDmkMmiFotSyn24bcl+VKQNo8w4ipurdkNu0PrrOYQE4tULpRh6gFJJY+tAV1JJomY+7R0CPdpKuEy2+EHTRPl8MHs0sMu1gNuNDI0dSrkXfRb/VkL/taTNuBQOhQ61Q7Qft3bwVeSaj0U8lNY1go0dv8Uz5R9Gj0WPfP3UnTDjsljoAqFUYnSUEk9jXtoqK4HbboOqrCAiG9dopJjxoDJvUvOjMUcyVDIvRuz+LZIu1+TodhQquRdXVB3DX4/W4pd7m7E8t4e29DmddJ3Zvp2yclJTMTxMQbXTp+l9FthyHJSSgk1lnRi2JqPTZIDFpYTP4YI9oxAdnlwsUx3EsGr6i0PxcOjFLyeHFtSHhhAsPDexFSRjC8F736fGD8ZXYnzfIegyvah87DYodMlY9tSb2P+ODdlaq784nQFYtQr9QzrceTPFR/7rv6gbU1sbBc1zcoBtt+UA0x1v1NRA/OMfuPDWbPzwnWRkZFDg5/UX05AGAJKEpTl9ODCQjbe6CrAqvxv/bi1Dns4MQ5JzqkePYHMpkJM8Bv3WiQWTErN164zuFqmmBpr77kD6k81wKCSoO/0dFaaaYJnNdGIJ2z5hMtE4cSqrVwO7d0f5gVxO0fTeXhr4GAwUALNYIrdp+J++qiqxeWBVFfCOMgXw9NCAIisLm1L6kdHlQLWuC8r62CfEjg66XuZO5/pkMISqwno89CAuF4RKhc0lbZG3DaQgBwop5+ZS2uuJE/AeOQ67VwVd+MjNP4A2m2lcrjIaQ4NDgyFUJN1up1FBRwcUZjMuyt6PhkITMjYvgUKVCxRO/oV8Pg5OMTalQIrI448DfX2o8hpwIPkCpJeWTi8dBaDAe1MToFZjpHwF3nv9QWRtD9s7McNVRLmcdiA+80z0QMLQEM37Z3G3QjCAMToaY9GgspJOMq3+gryJrCwAqM8aRJ9Vh1/vW4rLKk9gWS61jHN4FEiS+yNhTidd+KcZaZLJzq9i6AGrVgFvv53YbQNz8Jlm1RYWAp/8JPDEE8ANNwClpaFB2bKVCqTlJaG7F3h48y6UGMfwSnsxvHYX5Ckp9IY6coQ+V+HBI7OZBnktLZGfEbUaqKiA97gDLZtDtYKWrE8BerdSIaHcXFQ6DqDy/TfzFr4ptLQAb74Z9g2ZbFK9Jej1oQiOEHROczqRLjMh3ThK4xGnE6hbHZE15XbTUK+wcFZL+syapUvplNXbS0PQFSsouHHicAFe+18vSsf20++eQEAlFseYA8mF+XAqtUD/TsBoRFX6MI4NZ0R21BMCrxXdgs3tv0bt4KsoMe2DTWnAj5f/DJKgxeELT/8M+7IvxlFRA53KNWUn2LgCqxfl5cE/bdzdVoWFMSPWl1wC7PyXARIEwj9t484kLMvqwu4B//jWZqOFmEOHppyDlKWO4dLKEygwmGAMbOkOtJ4NW5wQgmpInjpFpcIm1WYXApsukKNE+1fscdVjZ08uuoe0QEYR/uMzKSh57W08clQ/807yUSzozCkhxA1CiENCCJ8QoiXs+9uEELuEEAf8/91y5s9FW35cLpo4PvLI5HMLYwvBkiXA57+qQv4ljdj6saVQ6KmQ9ZoHV8JRVkdXhpYWYONGjLh0yM8PtSfPyQE++1nqIOTzAXffPcOFsPJyYMMGNN/VjMpK4OMf97faViXRHmanM9hR7o2OIvx4ZwtMziRcXXM04adweeXot2jROaxGY7VjfvdSyWTAli0oq0uGxeOP6gWyp5zOUF2B8FUij4fuV1cX8VCSFGrAE091tb+WQbSFJ42G/gZGIz2HRhPq6hdmOnUK8vMBodPQaMjlAgoKIOrr0KBthVKBmBWBh4ZCZZxmfHFSKOiNbbVGf5BA1eKlSymgtWIF3aeyEr1SDgbcRliUkdV6JYkSNwJtvYMCRbgsFnq9cnPpxXY6AY8Hec05MT8TgQzuBOeLjJ2/hKDZ/Ze+BNx9Nwo/9V76/CqVoYFxIieMwJbdggL4fIBIUmHZ+5bN2oR5xQo65Q0O0rg9cEiBknjvec+sPE2EwsI4ybcqFZ0Lt2+n/3e7YXGpgp3T4r1mW0pa8eGV7wQDUwCQrPDQSyVJ9KSNjTjVrphWJ7rztWt1VdWkRrkxBZohn0liUXEx8J//OTlTT6EAbrpJYGvaHizL6UG6xo71hR3oH1VBqqrGmEnAk5UX2SHN4aDPWnNz1OCts7gKmqVVk7drBmofdHQAN91Es2YWV2CsFvd9olJRdCkQmHe5KOAeyGIsKKBMq7AVvrExGr9cfDHw0Y/O6a8wYzIZcPPNFAfdsoUajm3aBNx1rxJ568sxVruGxlrT3KocJEkYtGtx4Q2pSMrPhFtSAD4f6jKoac/E0+Hx9LXwCiVsyhR8b+X/wKHQY2nfPwAAdYOvoGxsN14pvh3dZgPy9dNsx+ly0aqCx4MBqwb2UQdF5tRqmEw0hp7pebK8HKhtVGHYGQoWe72AzG7F1fp/Q7LaIHm8of2den1CizwNWQOhwFQgeB02l/L5QkPiCy+krcfRLq2yuhqUyjtwbe0RfHnri/jp2l/j+193YM02HXIeuw+ZJdpg0/bZsKCDUwAOArgWwKsTvj8E4ApJkpYAuAPAb2fjydasoaySW2/lmiJsYcvOBj77mByXXxUadFQ3KKGvzseIsQwoLITdo4TZDNx1V+TYRKkELr0U+O53EwuSRFVaCnz84zCkKfCFL9CXwWtqYah4Z6ragSuqjuHCstO4qf5Q1E530UgS0GXSozmnF/eXPovLHyhbEKt3VVX+SUVJCZ3oPZ7QSkZqKu3lDgwQzWaqHRC2QhEINBUXT/1cBgPN5aYq2BuPEIlvLcjNBSS1hi6AQGgLXHo6nRCjFOvyeGjc8aEP0U0mTnicTtoWkVDQKj+fnstkmrznxV9wEiUl9OYPHItCAV91NS6/LhmDI/KIjOjxcYrXRZ3P5eTQY5aU0MU6M5P2P6rVk7LPJh5Gbu6kGCBjLJaMDGDzZuQsyYSQ+c/hgcyCiZ/zQCe/8A+s1UoTAKUSQ0M0157NduoFBdRVr6GBTunt7fTPZKKB+lxspSkqmtRpfTKVCigpgWS14dRIKkYdapqtjo3FPKEKgVDR84k8HkCrhZSdA7k88e1qLhetfYQ34zpfaDT0vhgdnfq2ZjPFGebKqrvqcM/Ndoi2VsBiwUXKl+A0ZqHdlQNJAvpFTmiAEdjqvmJFzLS/oTEF1m7TTb6sp6RQLYQPfQi4/PIFMe5a6DQaiidP+T7JzKRBUXhEoKoq1ISgsDBicGEy0QLyTTct7E6Z5eXA5z4H3H57aK4hlwPvuVlgJCkXUm0dDchmsHopOZzwafVYdXkmSmuSYEkvAqxWFBjG4fbKMWCNTCeThAw/X/YjPFf5Ybjlyfhn2QdxQduvUDayE5ed+A5+V/9FOBVadI8bQlv6YhUe9HppgGu10h/D7QaqqyGZLbCafehzp0MqKw+ULsV118384yIEcPUtGph9/jG4z4ehfi+W1dpR+INPoKhUDnOflSYPgcY+06l9C9DvUVUVMZY3m4O7EuML1CiUpGCdW01VQfDYN26kS9NsWdBDbEmSjkiSdCzK9/dIktTj//IQALUQ4owTr2Uy3k7Nzh0KxeRM7Y9/nM6nfX204vIf/+HvxBbFNEpOROe/iAaupRkZdDzeTH9OqP9CVJs5hJqMoWk9tNmlQr7BjPcX/xPr10nQb1h6hgc7O4IdfDIz6WxuMtHqV0VFsLMRPJ7Qno0JUaixMbo2JPraX3RR7HooiUp0q51eD+jTVHA5JRptaTT0y7a0xEy/6umhQGdpKR1rYHBmsdD+dYslVPZiSkLQa1hXR790YBkmMJCL8otIEiDpjdj+qWbcfjvQ1RUan4+NUfvu4uIoBTvT0igQFvj7CEGjy4aGuKMLmy3xYB9jLCQjg+bJwfOZXj95UjA+TufV8EG3JAVXC+32xLZET0dgYH3ffcA3vwl8/vN03vjoR2NfO89UlCTX6HJzYXWrkKMzw2yV0YUjKyvKCS0BNhtQUACXW0CrjZOVO4HVPx86X2MUa9cioYwAt3vu3i8AALUa4v4PAVdeCZhMKPjwtXjox7X46tfluPtuwKvV0+0kf8Hjurq4Cy1eb5wtSJs2cV2TaYr1Pon4jGVk0AvvcNDneIoJZyKdlhcC/862See0JUvoMzGcVkm/+8SOkoGukXGMmwUKmrOQXyBQWQlY0oqDzXPqMwdwcDD+fuNuQy3ajY249eCn8JeaT6FPT41yOscNVAzd6aT0/4mZXYHPUXY2/SsroxohdXWwLF2PguQhlK/JxNC4CgMD9HE70wZq1TUCZcVeDI0pII2OwZ5bio3/dQGQm4u1D67EWGkzUFGB0VHApMqcuptHOK83VBMtzPg4/Z2mlJ1N9x0fp79jcXFE4LuxcXYXjRZ0cCpB1wHYLUnS9ArZMLYIFRYCn/oUnTPuuCPUOORskMnofGXxaehCNOXScBiPh5Ye/BeqUbsaF5WdgLCYKZVxgaSqBOMjcjldrMrLI3Pw09KoO4tWS1eqCcdtNlMplkRVVdE1YTpbMAICtfP8nYinJARQXiWHxa2iEVFgNqLVRi12ENhuf9ll9PWyZfTrBoruf+QjwPe+R/UzEp5LKZX0S2/dGir2arNRVDDKCrDNRmM8g4FSyjdsoIKcgWNbtozG2ZOCYwoFzUjDX5ycnCnTJOz2xLLeGGORZDLKAOjzd+mW9AZ0jOrRYTKgfSwFVqtEk7Xy8tC1w+2mVRedDg4HnYbmsp26EJTVdO21M6qvnrD09ASDPQYDTPI01Bq6AacDUlU1XdS12sQiJhNlZ8NioQljUxPNyaZitdKf5HwVyIaKN4cOlH6Z84LVcjmlZ3zve8CmTWheLkNODg1BJIUKkt4ADA/TQCXQrTaKsFI5bJZEe5/YbFTDJxhDMBjohXe5plzlCiQZTauO5wIjkwHXXw9Y7TKq+yGXhwJUTicNDOMNbn0+jLm12PqejOC5WdLpgq2s67MGcGgga8qErH+Ufwj/u+SrOJlGdWv7LVo4PArk6f07HTIzJwfOrFYaXLa00L8lS4KryqPyDKz5xCbc/pkSWCw0LrzlljMP4AsB3Hq9CxrnCDqyWqBbUoqaBspAqFsiBwoLMezQwm4Hxnz66T1hYJVhwjhakhI8DwhBg+yxsagRrcLC2e0mOe8zPiHEv4QQB6P8uyqB+9YD+BqAD8S5zb1CiJ1CiJ2DZ7I/hrFzREEB8I1vzFIh8GmqqvKf40tKJnWdiMtqDW7p8noBmfBhueddWo5aQCMoo5HO7W43aJbU1DT5ApGSQt1aJlTNDlxAp9OWXCaj4M90OgYFmM3BpjwJq25KhlWZmtDG+dFRuj4F4lYGA40/jh2jC3Vzc6hjOTDNjG6NhgYEFkvcVlFjY/Q8gP/Cfiu9/CdP0t31+tA1NNDxJlBLZiapg0JwcIqxmVq3jgaww8NAjysNFfo+PLb5ZdxQdwgDI/66c+Ez/EAXTiEwOEhj48XQQTlwaZgyc0kIeLLzsFG9E+nJNtjT/UWNAoWyEj2pBlbNjcbgLsnNmxNrOuvxnN/nPIOBarG0tU2evwL0J+joCC0kzTkhJhXENRgoiGFNLaAvAitFMYyNUabHGWfPsyCDgd4DwfEFqCRDeXnYdj+dLjQgi5PVBtCQODd3dpsxzIfKSn/pPKWGVgrVahrQulw0YIxTR89rsUOWmYbla+mNmpMDQCanoJHDgVydBUJI6LXo4x6DVZWG06nLg1/v7svF0uw+BHaZo7o6uF2NnthL/6KN7/1qV+pRUi7Htm10XZqtwEzFZdX4+q+y8Y3fF+ITnxDB7XYFBTTW9vmABx8EpGQ1JF/8GoRBgd9twok88NInvBsg8Hp4vZOC30LQNeUM6t5HmPfglCRJF0qS1BDl31Px7ieEKADwFwC3S5J0Ks7j/1SSpBZJkloyw1uIM7aIzdf21JIS/ypRYN/CxNF3tBNp4AzZ0gKUlmKw14PlSQdhWF5JldsXECFoUDc87P8ixoXL7RGTflWTiVY4Y9QVj6mlJbSDcDoBHquVxqjTUViZDJGTnVB+rtVKu/DCbd9OBYQvvjj0vfR0unBHy56SJAqi9fTEqAtVUUFX5BgvmtcbmUmh1dJWVo1/HATQolhJCW35a2+ngeJ0kvoC3G76OyygWClj5xSFgjJ6R0YAbYoK/1H7MgpTxrE9fQcMGSo4MvyTa5Uq1JnTP+P3ev1NNxYBlYqC9lMtOkgSgLR0FKt6sWqrFiMW/4XdYKBzdKInMoeDzqf+WiMFBaE6zPHKlrhcNDme0NPjvHPLLZQJbLMFm8oCoP+2t9OWloceilqW8axpbgbGUksofXiKAaDFQrW32ezavDm0AcDhoM/X5ZeHBYH9AWKkp08ZGTSbKWZyrlMqKaYxOgoaoG3YQOO6DRtoYJiVFdlcaGgoOG/ot2iw+iID9P7YU1aWfztydi7gdvu39g3iwED0rX0WlxIOT+Rqhscnw4H+bDTn9kWWjCgqog+Gx0OD7draqIX2AuPAQJznlluoRNusyc+HWLcWGZkiImgkkwHvfS/tjKmvBzJylLAr9NELzft89AYKXB+cTlq1nbCNwuGgoXWiuyuQmkoDbqczajTusstm77wy78GpmRBCGAE8A+CTkiS9Mc+HwxjzCxaLDnSECF+a9floKWliRpXNRhMQrRZobISzsgEXfOViqka7AKtAXnklndRjrXr7fMCJE6HtKwEmU6hr4nRoNNTmVaejgXF//9T3CQR6EtpLHiYnV0AqK59ylB343ScWgC0ro607E2N20YolDg/TanRyMv35oya21tdT9lyUVeBATHPiqn5FBfCZz0QGrTZtovncI49QdlUir+FEw8OhQCFjbGYqKvyT/Q97YUyiAlQyyziWb8/C6JgI7Y+yWOj/U1Nhs9Egeja3Dcy3deuiZ+KEcziA1Dw1jJevx5IbakPzECGAigr4HC6M2BNIf3G7IzLSsrPpEr1hA23BjqW/n7KGzvfO1UJQ8OerX6V6ZMPDoaL5W7dS7fD5zkKqrQV8ctWUf6zA2GAxBD4WmtWrKUAVGKdddhkFLoGwxbe8vJiZ4OFcrjNoWLTArFgRVmtQpYosUFRWFsoCDZRwMJsBrxduocIFN4YCT0qlv1G2OrQrYWlOLw70Z2N3b+T+xwGrFj/Z1YI/HqqLWPg8MpiBPL0ZxmQH4HBASs/A6LicVh0DDY6WLgUqKmCxTB6Xjo3R4QcyeGWys1d1ZOXKUA2yJUsAU3L25PqMga2SuRTAg4N+T5SXTxqYm0zT28kBgAbTpaVRI1oy2ezVJlzQwSkhxDVCiC4AawA8I4R43v+j+wFUAPisEGKv/1/8qmiMsTkXSGv3+UBRA7c7FMkInDAn7iVwuxHoZ2y2ypBen4OqjTln76CnqbiYBvU9PdF/PjxMFy+PJ3TdCFwcZ1rHZNUq4AtfoMGx0Tg58DXR6CgNbKZboDAtjYJhU+3IDBR2NxgSe9zA7x14HXp7Kf712GPUaf6OOygTa1L2lFwes02U3U7HG+13LCmJjK9t2AB87WsUsNqwgbb7Tbdki9PJq82MzYbLLgOKG1Po2uByASoVmi7JC42zc3Mjsn2GhmjSt5iKctfVRU8uDmcyAY1NAuKeu1G2Ih0KRVj9muxs9DpTMWhRw+uL88IETqrp6cHnCmwiuOiiUGm/iXw++rdx47R/tUXLYACuuYYK53/lK8D3v0/ZDAuhkVJJSdwdUkE2G+0o440ks08Iej9UVND4Y9MmSpIKTw5CRUVC+6iEWDxd4wM7wKK+NzMz4ZYnwTZopdWHlhYgORnmfhuyKgwoq4n8cJWXA1ZJQymdHg/S1A7ctXQP3ugsxHMnK3B8OA1Hh9Lxm31NuLDsNOweJfb0hQJXu/ty0ZzbS1+4XLCkFqK1FfBoUygCvWULzUdkMgwN0d+xuzv0/DbbwsjgrasDXNrUyEmGyURvuG3b6HVct45+LpdPKl7mcIQaik9LczOtls+xBR2ckiTpL5IkFUiSlCRJUrYkSRf7v/9FSZK0kiQtDfsXZ/2HMXY2KJVhCVMZGXSSHx+nAJRcTksoej08NhddqNxuusj4R0rDwzT4m8/0+ERcfTX9N9qg3maj1dVrrw1tVxsaotflTAeE2dnAf/4nJZTFC1CZzRSEma5Aw7ypCuVOt7B7VhZdG0+dolXFnBzgs58NLSCWl9PKbyIFet1uev7+flrgSmTCKpeHJhDJybRbtK+PtvrFqiUSLlCyZbGsZDI275KSaLbf1QVs2IDyOiquIkmgE5xeD+TnByfcgdpyi4VeT+e8eO3nHY7QlrpAwkHgHOmVKeHJykOVqh1jjhhpO4F90/5WiTYbXYcCq/6ZmcBVV4UWWsbH6XzY10cZA42NZ6mO0jlGp6Nr2ALp0wKAjqmgIHZ9abeb/qadnZThs5gCvQuJSgU88ABtA9X7a1avWjW9uqGBIHLOwl2jnRajMfZ7U5LJ0amvQ783A46KBppELFuGEZ8R229KmfQZq6gA7A7/Vjx/Ola6xo57mvfAJwns6M7H6x3FuKLqGJqy+3FV9VH8u7UU7WMp+OvRGoza1ahO959EhYAtORUFBf6/T2lpcDHU7aa/5ac/TU918iSNXWWyuL0GzpqiIkBoNTQ4HRujC0luLr3ZNBq6UVoaDejr6yNS/vv66Pe9664ZBNpUqmAywVxaQKdWxthiUFnpvwgFqmEbDHTirK+nyEBdHTqH1egcTqaoQE0NIJPBZqOL+dnsMDhT6ekUROvqihx0OJ0056qtpcWL/Hwa7KenAzffPDsDwtRU4OMfp8eK17p4pllay5fH71A7k8LuQlB21P33A//1X8Cjj0aWkRKCAn4WS/yVX0mi7RQGA03aJta8StTq1fRv2zbg0kv9NcTiGB2lidr5vr2FsVkVmGCsXQuDgQbcZjMoerJ0KZCVBauVYivnQkv16dqwYXJgPFAuxOmc3IDhmmvo3Gy1UnB+7SVGbM0+CIsrSupOYCXdaKRVdETvvLdtG+3QaGujP8UHPkDnVpuNagiyc8eyZRRonLj93+Oh79XW0hZE/rvOrZSUyPFRff3064UWFCyMjLzZsnp1lK7JoEBJw4U5uOfLZegeSoLXC3S7MmFcW4eWKye3vwwGhbOzI9JONUo3Lqs8gVsbD+B9y3ajOoMGddk6K1bmdeP/Di5BSrIDH2zZAYVMog+FQgGHXIOysrBth36DgzS+DCwI33svcN99NHad0OtoXmRlAeosPVzLVlNRr+ZmOs9P7BiSmRkRTPJ46GX7yldoy/ZCbTCyQA+LMXauam4GXnrJ/4VCQdGmo0eDBUN8WTmQ63og3G541q2HIpfSiQYGqB7QuXJBvvRSGuj/9rdAaysFogYH6YQf+B0+9jFa2JjtFPq0NFr1+MEPaLEnPOg1Nkb1JKa7pS+gvNzfXcUdvb7SyAitXk33Aj1VjYvqanruoaHYRePNZpqsffazZxboUyhokA7Q7/Pcc6F24NFYLDS4YozNooICivyWlgKgbbNPPunfLuzPmurviF7HbjEIZEX5fKEsnK6u0DagggL6/4CCAmr48J3v+Du5vjcNsuNmoCdKUVyzmWZyYRMWp3NycEqtBm6/HXjqKTonZmfTpGx4ePrNO9j8uuiiUDWFv/6VrqUZGbQt6dJLaYGMnX2lpZS97Y+HAKCgjMsVvY6e2Tz9ZjYLXV0d8Kc/RX4vsNXxnvuSkJaWhTYr8MwzNNa6++506KMU6i4s9DeMM6RCHkirneLisLG4HWsKO6GSh+2h9neCFUKGdeuAw4cjz8Nud2h3gE638LY3CwHUNSpw+HD+tOYXQ0M0JVsIAbZ4OHOKMTarAk0ugisRgXQo/149i02GootrsfVjS9HnpbOq1UqD5OlsFZtvQlDS12OP0aCvr4+2YYRn86SlzV1thxUr6F947Suvl+Z6mzfP/HGVSpokxtpiZzYDl1wy88ePRQh63FjbEoDQ7zabE9W0NNquF2t7zego3WammWiMsRiqq2kPtP8DXVMTKkPl8VDQf8UKKjq9GBkMNAkN1DQJJDr9138B3/0u8PnPTz7XLVsG3HADZV3lFciQvaYMRozB7p6w1uzz0esbtjQuRPStQsuX03UsfAtfevriDAguZlotvT9WraJAo91OC2YGA23fZPNDpaJzWHs7BT2GhmjnVXJy9PqeLtfC2Do2m4qKKHAayOjzemnMfM89oXPNe95D3egefDB2Bzm1msZio/ZkGphNTHmKQghEBqYkf+ZUWRmEoOBhRQWdfwEKmqWkLPzOzI2Nk0v4+nz0kphM0Rv5OZ3nxkIrB6cYY7NKoQAuvjh2cMNkApZv0GLblWp4vfT18DClzAa2Sp9LFApKk//854Hrrz97HaWEoBa2BgOl7DudNPi5/HIanJ6JlSuj19NyOOhvNFeBmiVLKDjmdk/+WSAtPtD9ZjZt3Ej1ViZyOun7999PA3/G2CxasSKihWlxMZ17TCaqjXPllTTJXszbae++m2rvdXbSNfOee0K/b6zg0BVX0P0AQCxtwsrUkxixh71IHg/NiMPSZyWJJi6xakhxIGpxKSig7OqxMfrvuTi2WkxuvJH+dXTQ+OZjH6MttRO7ZTocFLRabIthcjnwwQ/Sqclup9dh+/bIMh4qFe3mnqqW2+rV/pIWVVXRB6rhog0mrVYgNxeSIQU+HwXH1q6lsZ4kUcOeLVsWfu3bQOH9wNZwi4W2Z0sS5QR0dkbePrAb4lzo1Mnb+hhjs27VKtqeEZ4mGyBJtCqUmUnzkldfBT7xidAWh3NVQcHZr4uSmkpd/J57Dvjb32gyd911Zz7RqKxEsDNU+J70wUEKfs3V1svkZHpPvPZaROdzAJRRlZ8fuc1ltjQ00GsW/n6VJNpic8cdZ6X+I2PnPYWCtq1JUqh+32IPmmi1VDz5G9+gLSuJXgeDr0tZGZak/Q0vmMJaidpsFPEKe/GGhug8lmiHVXbuW7eOrpeLLQvnXCSTUVA5L49ixvn5NNZ5+unIcUd/Py1yLsZgYk4OBUq/851QBuhMzu+1tfRfKTMLIikpdg0Kt5uif7m5kQM7txuorobDQdtelUp6TJ+PsnUbG6nT4kKXm0vXjm99ixZ0fD6qj9XQQPG3hx6KfGmGhmhudi6UTuHgFGNs1mVm0gny9OnIbW2B+oWBIq/XX091EhLorMti0GgoIHXhhTTxmI3JXHIybU98443Q3ybQWnyut16uXx9WswyhkgJjY7Ttby4mqykpNCns6Ajtxe/qoiyOLVtm//kYY7EJQeeg84VOBzzyCM2fpn1+S09HeZEb4qQHXp+AXEYpUj3yQrjbKZM30LTvox9d/ME+FiIEd5hdaMK7o2VmUiDkxAkKIjqdFDg4FwIjM7VmDf2ey5ZFjyclwmik2PvYmAwpVVXAgQPRi6w6nTQodjpD6ag2G6WPGo2wDoeyiLKy6HVvaKBsrnPlPFlfD3zyk8Djj1PWbUUFfV+rpbHrv/8dWjR3u8+NLX0Ab+tjjM2Riy6a3H3NbKb93YHrREoKB6ZmS0rK7F5Qb7yRtvQPD1NQqqODBhRzkbkUrrSUBm2dnZSi3N5Oz+31zs2WvoBAvSuTiQJhej1w550Lq104Y2xxSkqa4WRNCKhXNWJb5h50jRsAnw9WnxrKdAMaG+k82tdHk5KFXkOFsfPNRRfRmKO7m8Y5l19OwerFSgjgggti15RK1Lp1/u5/BQWhtPeJPB4axIZv/fN4KIIjBGy2YC8OCEFbpVeuPHcCUwGVlcCXvxwKTAVs3ky/riRR7VS1+tzJouRhN2NsTtTX02B4eDj0PZNp8XUhWax0OuCBB2ih6fRpKsB7771z/7xCUPp7dTXw8MPAj35ERTLvv39uA2MNDcCnP02rSyMjVOtGr5+752OMsVnR0IBrCnYiT2/G0IhAv6YEt98lxwc/SBkGTidl1zLGFpaaGhprbNtG/y64YL6P6NxQX0//lVRJtF85WicdISJXv30++l5YG9Lc3Dk+0LMkWkAtN5fGtUeP0s8ffvjc2NIH8LY+xtgckcmoi90XvxjaKhWoN8XODUVFVKjeYqGU57O1orRhA/0LOFvvmcpKKmzf1cXvU8bYOaK0FEkyNz6Q8xQ+3X0tll6kC2YAPPggZaDGKoTOGJs/cjkV42bTk5ND8wqbDdBWV1PqWaBQIUCp9goFFfnas4cmH3Y7nQj9hVSFoJpTi9mVV1JA6o47zjxb7Wzi4BRjbM5UVNAe+1276NqwfHkojZadG1pa5vsIzq60tIiFNcYYW9j0euCOO1Ck0eBhUwkKlmUFFxJSUoCmpvk9PMYYm01CUP2q554DtAUqoLkZePNNisQIQW0PMzMpEJWaSlEstzvYaSfQvTS8Ju5iVFV1btad4+AUY2zOCEFFzzs7aVvBqlXn3n5uxhhjbEHz7wfiOBRj7HzQ2Ag884z/i6ws6rTU2UkRebc7VAciOxs4coT+37+Nw+2m0hWLsSviYsDBKcbYnMrLA77+dQ5KMcYYY4wxxs5MaSklSrndgFIpqMDS0BBt3xMi1MEvUBQ9MzPYjclmC3WxYwsPF0RnjM05DkwxxhhjjDHGzpRCQQ2WRkb831CpqN2e00mTDoOBmvilpFAr1LDi6OPjoaLqbOHh4BRjjDHGGGOMMcbOCS0tVF4qyGikInu5uRi3yHDgAOAWKmpd59/mJ0n0b9WqeTlklgDe1scYY4wxxhhjjLFzQlUVJUn5fNQhHABQWgqpqBhD7cCKFUBrK5AfVvB2eBioq1v8xdDPZZw5xRhjjDHGGGOMsXOCTkelptrbaTdfQN+ADE1NwC23UE0qCaHaIhYLsG3bPBwsSxhnTjHGGGOMMcYYY+yccd99wIsvAk89BXi9lEUlBHDrrdSor7CQakylpNAWQK2W600tdBycYowxxhhjjDHG2DlDrQYuuwzYsAFoawMGBoDUVCAnh36+fTvw858DGg3Q0QFcfz3VR2cLFwenGGOMMcYYY4wxds4xGIDGxsnfb26mRn79/cB111Gwii1sHJxijDHGGGOMMcbYoqHRAB/9KBVAT0ub76NhieDgFGOMMcYYY4wxxhaV6ur5PgI2HdytjzHGGGOMMcYYY4zNGw5OMcYYY4wxxhhjjLF5w8EpxhhjjDHGGGOMMTZvFnRwSghxgxDikBDCJ4RoifLzIiGERQjx8HwcH2OMMcYYY4wxxhg7Mws6OAXgIIBrAbwa4+ffAvDc2TscxhhjjDHGGGOMMTabFnS3PkmSjgCAEGLSz4QQVwNoBWA9u0fFGGOMMcYYY4wxxmbLQs+cikoIoQPwCQCPzfexMMYYY4wxxhhjjLGZm/fMKSHEvwDkRPnRpyVJeirG3T4H4NuSJFmiZVVNePx7AdwLAOnp6WhpmVS6ijHGGGOMMcYYY4zN3LIzubOQJGm2DmTOCCFeBvCwJEk7/V+/BqDQ/2MjAB+Az0qS9IN4j9PS0iLt3LlzDo+UMcYYY4wxxhhj7PwihLBJkqSd6f3nPXNqJiRJ2hD4fyHE5wBYpgpMMcYYY4wxxhhjjLGFZ0HXnBJCXCOE6AKwBsAzQojn5/uYGGOMMcYYY4wxxtjsWdCZU5Ik/QXAX6a4zefOztEwxhhjjDHGGGOMsSgGz+TOCzpzijHGGGOMMcYYY4wteENncmcOTjHGGGOMMcYYY4yxecPBKcYYY4wxxhhjjDE2bzg4xRhjjDHGGGOMMcbmDQenGGOMMcYYY4wxxti84eAUY4wxxlgcBw8enO9DYIwxxhhb1Dg4xRhjjDEWx9DQGTWfYYwxxhhjU+DgFGOMMcZYHDabbb4PgTHGGGNsUePgFGOMMcZYHBycYowxxhibWxycYowxxhiLg4NTjDHGGGNzi4NTjDHGGGNxOByO+T4ExhhjjLFFjYNTjDHGGGOMMcYYY2zecHCKMcYYY4wxxhhjjM0bDk4xxhhjjE1BkqT5PgTGGGOMsUWLg1OMMcYYY3EoFAp4PJ75PgzGGGOMsUWLg1OMMcYYY3EkJSXB6XTO92EwxhhjjC1aHJxijDHGGItDpVLB5XLN92EwxhhjjC1aHJxijDHGGIuDM6cYY4wxxuYWB6cYY4wxxuJISkrizCnGGGOMsTnEwSnGGGOMsThUKhVnTjHGGGOMzaF5DU4JIbYLIY4JIU4KIT4Z5edJQogn/D9/RwhRMuHnRUIIixDi4bN20Iwxxhg7r/C2PsYYY4yxuTVvwSkhhBzADwFcAqAOwM1CiLoJN7sHwKgkSRUAvg3gaxN+/i0Az831sTLGGGPs/KVUKnlbH2OMMcbYHJrPzKmVAE5KknRakiQXgN8DuGrCba4C8Gv///8JwFYhhAAAIcTVAFoBHDo7h8sYY4yx85FMJoMkSfN9GIwxxhhji9Z8BqfyAXSGfd3l/17U20iS5AFgApAuhNAB+ASAx87CcTLGGGOMMcYYY4yxOXKuFkT/HIBvS5JkmeqGQoh7hRA7hRA7BwcH5/7IGGOMMcYYY4wxxljCFPP43N0ACsO+LvB/L9ptuoQQCgApAIYBrAJwvRDi6wCMAHxCCIckST+Y+CSSJP0UwE8BoKWlhXPyGWOMMcYYY4wxxhaQ+QxO7QBQKYQoBQWh3gPglgm3eRrAHQDeAnA9gBclKvqwIXADIcTnAFiiBaYYY4wxxhhjjDHG2MI2b8EpSZI8Qoj7ATwPQA7gcUmSDgkhPg9gpyRJTwP4BYDfCiFOAhgBBbAYY4wxxhhjjDHG2CIxn5lTkCTpWQDPTvjeZ8P+3wHghike43NzcnCMMcYYY4wxxhhjbM6dqwXRGWOMMcYYY4wxxtgiwMEpxhhjjDHGGGOMMTZvODjFGGOMMcYYY4wxxuYNB6cYY4wxxqYghJjvQ2CMMcYYW7Q4OMUYY4wxNgVJkub7EBhjjDHGFi0OTjHGGGOMMcYYY4yxecPBKcYYY4wxxhhjjDE2bzg4xRhjjDHGGGOMMcbmDQenGGOMMcZmmcvlwsmTJ+f7MBhjjDHGzgkcnGKMMcYYm2UulwtDQ0PzfRiMMcYYY+cEDk4xxhhjjM0yj8cDm80234fBGGOMMXZO4OAUY4wxxtgsc7vdHJxijDHGGEsQB6cYY4wxxmaZx+OBJEnzfRiMMcYYY+cEDk4xxhhjjM0yt9sNhUIx34fBGGOMMXZO4OAUY4wxxtgUhBDTur3H4+HgFGOMMcZYgjg4xRhjjDE2y9xuN5RK5XwfBmOMMcbYOYGDU4wxxhhjs8zj8XBwijHGGGMsQRycYowxxhibZbytjzHGGGMscRycYowxxhibZR6PB3K5fL4PgzHGGGPsnMDBKcYYY4yxGCRJivgvY4wxxhibfRycYowxxhiLwefzzTgDarod/hhjjDHGzlccnGKMMcYYi4G35zHGGGOMzT0OTjHGGGOMxeD1emdc2Jy3AjLGGGOMJYaDU2zB6Onpme9DYIwxxiJ4vd5g5hQHmxhjjDHG5gYHp9iCcfLkyfk+BMYYYyyCx+OBQqGAQqGA1+tN+H6SJHHNKcYYY4yxBHFwii0YVqt1vg+BMcYYixDInEpKSoLT6ZzWfTnTijHGGGMsMRycYguGxWKZ70NgjDHGIgQKoqtUKrhcroTvx1lTjDHGGGOJm1mFT8bmAGdOMcYYW2jCC6JPN3OKMcYYY4wlhjOn2ILBg37GGGMLTSBzKikpaVqZUwBnTzHGGGOMJYqDU2zB4EE8Y4yxhSaQOaVSqbjmFGOMMcbYHOHgFGOMMcZYDGeSOaVUKuF2u+foyBhjjDHGFg8OTjHGGGOMxTDTzClJkqDRaGCz2ebw6BhjjDHGFgcOTjHGGGNsXrW3t8/3IcTk9Xohl8shk8ng8/mmdV+NRgO73T5HR8YYY4wxtnhwcIotGFybgzHGzk8HDhyY70OIKbCtb7qEEFCr1Zw5xRhjjDGWAA5OMcYYY2xe9ff3z/chxBTInJoJ3tbHGGOMMZaYeQ1OCSG2CyGOCSFOCiE+GeXnSUKIJ/w/f0cIUeL//jYhxC4hxAH/f7ec9YNnjDHGzsDg4OB8H8KCsdCLhs+0m2xSUhIcDscsHw1jbKbsdvuCP98wxtj5at6CU0IIOYAfArgEQB2Am4UQdRNudg+AUUmSKgB8G8DX/N8fAnCFJElLANwB4Ldn56jZXBJC8NY+xth5Y+/evfN9CBH2798/34ew6AghZhzYYozNvra2NvT09Mz3YTDGGItiPjOnVgI4KUnSaUmSXAB+D+CqCbe5CsCv/f//JwBbhRBCkqQ9kiQFriyHAKiFEEln5ajZnOGW24yx88nAwMB8H0KEo0ePzvchLEq86MLYwmG32zEyMjLfh8EYYyyK+QxO5QPoDPu6y/+9qLeRJMkDwAQgfcJtrgOwW5KkqP2dhRD3CiF2CiF28haKhU2lUsHlcs33YTDG2FlhsVjm+xCCfD4fTCbTvD3/uZJdNJ3j5KAUYwuPJEnT7rrJGGPs7DinC6ILIepBW/0+EOs2kiT9VJKkFkmSWjIzM8/ewbFp4+AUY4zNj/HxcRgMhvk+DMYYY4wxdp6az+BUN4DCsK8L/N+LehshhAJACoBh/9cFAP4C4HZJkk7N+dGyOadSqXhbH2OMzYORkRGkpaXNy3N7PJ4Zd8M7F5wrWWGMMcYYY/NpPoNTOwBUCiFKhRAqAO8B8PSE2zwNKngOANcDeFGSJEkIYQTwDIBPSpL0xtk6YDa3OHOKMXY+OdOghdVqnaUjAcbGxpCSkjJrjzcdZrN5UWdt8fY+xhibWmdn59Q3YowtavMWnPLXkLofwPMAjgD4gyRJh4QQnxdCXOm/2S8ApAshTgL4KIBP+r9/P4AKAJ8VQuz1/8s6y78Cm2VKpZKDU4wxlqDdu3fP2mNJkjRv2Uvj4+NITU1ddJmznDHFGGOJ446xjDHFfD65JEnPAnh2wvc+G/b/DgA3RLnfFwF8cc4PkJ1VSUlJHJxijJ03FAoF3G43lErljO4/mwXVJUmat2CK2WxGTk4ObDbbvGVvMcbOD/N5rmPx9fX1zfchMMbm2TldEP1c0d3dDZvNNt+HcUbsdjv6+/vn9Dk4c4oxdj7R6XRntDVvIXX7OxMOhwNpaWnn/HUyFp4IM8bY1Lxe73wfAmNsnnFw6iwYGRmZ1xbds6Gvr2/O94IrFAp4PJ5Zf1yXy8U1PxhjC45Op4PZbJ7RfX0+36zWnJrvAIpWq53V32euTOdaErgtX38YWzjm+1zHYuNzJWOMg1NngcfjOScG3fGMjo6esxeNXbt2nfOvP2Ns8dHpdDPOfnK73bN6Tp7v87tGo1m0mVOMMcYYY2xqHJw6C7xe71nbfnHgwIE5eVyfzweZbO7eLnP5+KOjo4tm+wtjbHGQJAlarXbGAZkzqVW1EHG3VsbY2TTfAXk2GWe1McY4OHUWCCHmZLtaNKdOnTonCwrO5UQrKSmJg1OMsQXF4XBArVbPeILkcrmgUqmi/mzHjh3TPuedzUmB3W4/J69Ti8X4+Di//uy8lpKSgvHx8fk+DDaBQqHgRQrGznNTBqeEEDcIIfT+/39UCPFnIcSyuT+088NsFxkvKChAV1fXrD4mMPcTl3gTrTOl1Wo5OMUYW1DsdjvUavWM7+92u2OeM30+H44fPz6txzubWQSjo6M4ffr0WXu+2TSda+FCzQLo7+/HiRMn5vswGJs3GRkZGBoamu/DYBPEyyY+duzYWT4axth8SCRz6jOSJJmFEOsBXAjgFwD+39we1uITa5B69OhRvPLKKwu+dshcT1zmMnNqrgqtM8bYTNlsNmg0mhkHMNxuNxQKRdSfyeVy+Hy+Mzm8OWWxWOB0Ouf7MM5bZrMZycnJ830YZ9WhQ4fm+xDYApKSkoKxsbH5Pgw2QbzgVHt7e9Tve71eOByOuTwsxthZlEhwKtDX8zIAP5Uk6RkAc5PisojFCu7odDqsWLECr7766lk+ooVlLjOnhBALdgWbMXZ+cLvdOHXqVPBrm802Z5lTMz3nKRQKuN3uGR9ToqxWK7RabfBrPj+fXZIkzWkNyYVo9+7d830IbIGQJInPOQuQ0+lEampqzAZGsbqed3d34+WXX57DI1tcDh06xME8tqAlMjrpFkL8BMBNAJ4VQiQleD+WII1Gg7S0tFlbSU5NTcXIyMisPNbZMlXm1MGDB2f82Fz0kjE23xwOB7q7u4Nfn+m2PpfLNevZplqt9qx0Np3rBhsLBV97Fg7uBMnYwmYymZCTkxPzsxorODU8PIyUlJQFnS28kJw4cYLrrbEFLZHR4Y0AngdwsSRJYwDSAHx8Lg9qMZpqlSYrKwsDAwMR3/vVr341o1Xs8vLyiBX6c8FUwakzrU/CkwTG2HxyOBwwm83Brz0ezxkFl6Y6Z+bm5qKnpyehx7Lb7UhOTj5rwSl25mJtcWGTeTweyOXy+T4MtkBw1tTCEb4obzKZkJGREbMMR6zv+3w+LF++HHv27JmTY4z1nGcjy3gu6PV6Dk6xBW3K4JQkSTYATwGwCiGKACgBHJ3rA1tspgqORCvOWF9fjzfeeGPazzUXF975Log+MXA3NDSU8CrJQh+IeDweHD268D5STqcTo6Oj830YjC0KsTJjZxo4jxeckiQJeXl5CQenRkdHkZaWdtaCUxN/Z148mL5///vfZ3R/lUo1a9naLpcLO3bsmJXHmgvj4+NISUmZ78NgjE3w2muvBf/fbDZDr9fP6HFUKtWsBYt8Pt+U3Ux37dp1Rjs65pNOp4tYKGNsoUmkW98DAPoBvADgGf+/v8/xcZ135HI5vF5v8GufzweFQoGmpqazuhowX+JNtHw+36TJy6lTp/Dyyy8nNKlZ6BOfsbGxBdk5aXR0FG1tbfN9GIwtCg6HA0lJSbP2eF6vd9ayQUZHR5GamjrvmVMLfSFhoRgeHoZOpzujxygtLUVra+usHM/g4OCkBaSFZGxsDEajcb4PgzE2QfhW93i18BKpE1ZVVTUrHf06Ojpw+PDhmD+XJAkej+ec3UYok8nO2WNn54dEtvU9CKBakqR6SZKW+P81zvWBLTQnT548o/snMugOv83Q0BAyMjKQmpqa8EnE5/MFHyM5ORl2u31mBzvB2UiJj1c/ZXx8HAaDIeJ7CoUC69evx0svvRQ3+BR4TRbypGdkZCSiOPBCYbVaYbFY5vswGFsUnE7nrHdIi3Vem+75LlD/ar66/C3k8/NskMlkEYtPZ6q1tRWlpaUzvr8kSdDpdLMWiBwaGkJ6evqsPNZciDaGmA8LfaHsfOD1es+LenfnikQLczudzikXd9LS0mYlI2hoaCju+WLfvn1oamo6Jz/PVqsVGo1mvg+DsbgSOUN3Aohehe488s4778z4vpIkTfsk1t/fj6ysrGndx2w2B0+oaWlps9Ymd2RkBGlpabPyWLHEWzExmUxRVz1VKhVWrVoVt0W0yWRCamrqbB3mnDiTVOa5ZLVaY7aqZ4xNj9PpnPWOpFNdV2Y7KDJbFvqCwWzTaDSztlgELLxuYx6PZ0FfK7xeL5KSkmLWrDlb/vKXv8zr87PJnULZ/JlOoPBMG4jMJrvdfs4GeE6dOoWKior5PgzG4krkrHAawMtCiE8JIT4a+DfXB7aQSJJ0VjJIwicaLpdr2ltAAlszAOq6lGh3GrvdjrfffjvmzwNZXPO1SjA2NhazXoRWq4278hJY0U302CVJOuuZAwttohEQbatlojVsGGORYgXgZ/rZT+R+1dXVePHFF9Hf33/GjzUXEjkvu91u7N+//ywcTWKmcx0MvK4ajWZG3eJiXdvO9O91Nv/eHR0dZ+254snMzJxU13Mment7Z3zf6dTKZHODg1MLh9vtTnjBxmazJRScms65Ld7CdixHjx5FXV3dtJ9roZju3NJsNs/a9m/GEpVIcKoDVG9KBUAf9u+8EZ6RNBPxTmDTCZpMZXR0NJhhpNFoEk7ZP3nyZNwBU/gqwVwFqOK9RlN1pYpnuun8R44cwe7du2f0XMDMuwqeKxe5F154Yb4PgTE2hcB5WqvVYtu2bXA4HHGzf8/kvB5e0HY6jEYjxsbGplw937dv36xmHc2HmQan/vGPf8zB0cyNWNewN954Y0F0tcrMzDzjulgOh+OMiiCnpaVhZGTkjI6BnZmpglPvvvvuWTya81usRkjRrkdzka10/Pjxad/HYrGc080VpnutP3bs2KwE9RmbjrjBKSGEHECVJEmPTfx3lo5vQejr60N2dvacP0+swV1qampCW/S8Xm8wtX46nSum6pQXoFarZ627z0TxTpizsUqc6GOYzeYzer6XXnppxvc9F5zrk0TGFovpZFwWFxfPWd3AI0eOzOh+mZmZGBwcjNjWHO06EH5dWwhmcn1Qq9UzOncODQ1N2pY5F9tDZ0Osa3hKSsqUna/mmiRJs9LNa3h4eMaPMTw8jNra2imzGNncstlswSCHEGLSwuyePXvOKLvtXKxDNF8SnXsAkX+32RIt6DKdOrXnw986Wsb3QsmGZYtX3OCUJEleAMVCiIU3EjqL5ruYZlZW1pwOaBI9wRoMBoyPj8/ZccxUampqzNXI6Vw84m0fTJRcLk+4wGO4aIMkANixYwfeffddvP322wsiMJSens4rv4wtELHOb9MNoJxJQD45OXlGWUF6vR7j4+Nxa+4NDw/Peb3DuRT4+6jV6uBr9MQTTyR8/7y8vElbqY8fP46qqqpZOb7A32C2RHs/zkbG0kIxPDw8465/ra2tqKurWxDX8dngdDoX1HbbRIVvJZu48Ovz+VBeXj7jDHgAePrppyO+7urqmvFjLXaxGiFFux5NJ8sqUdHG3O3t7SguLo55n3Nll0MsMxkbTHyNX3311dk8pIQs9oV/FinRmlNvCCE+c77WnALm7oQU/rixTrJarTahmldzfdKcz+BUvAtQWVnZlIOJRC5gx44dQ01NzbSPLVx+fv6M6jJlZWVhcHBw0veFEFi5ciVWrFgx4wyFMzHxPVVcXIy2trazfhxny9kqmGuxWHDq1Kmz8lxscZrN8/2ZDPCLi4unvZIanvUVb9v8yZMnUVlZOeNjWyhkMhkkSUJPT8+0tqhnZWVNCuzMZtfH0tLSWasnkpaWhtHR0UnfD/zu82m2PiszqQU6F8dxpmbjOjcwMDDri6az1T0yURkZGRHZM8ePH8eqVatm3EzI5/NNyhJ8/vnnz+QQFzWXy4Xk5ORJ2aHTWXSJ1TBppoaHh+PW2A3//kL5PCfKbrdPee3YsWNH8P/DO8CHO9ufU2BmWzAXOo/Hc04G+M+GRIJTpwD83X/b87Lm1GxI5CSmUqmibptbKJ2NdDrdrLRpnW3xXptEX7fZGjzHy+KKJycnJ26h1flq8T7xdZHJZDGPo729/Wwc0qw5deoUduzYEcxOe/fdd/HGG29EvW1XV9esBpOOHTuG4eHhWXs8du6a74n7mdLpdGfUMCSRAfNColAo4HK5Ir6X6Ge5o6MDzc3NCd8+2qr1dES7FoU/nlKpnPS7zIQkSVGzvNhkC2Es97e//e2MH2NoaGhWdxS0tbXhrbfeivqzkZGROTlPThzTnmnn5IGBgUklQBQKxYwyS88HLpcLubm5CY+Zo70HBgYGpt3ZPFFTvedm0ol9Pp06dQrl5eVxbzM4OBhcsDh27BiqqqoWxDkrUKNyMens7JwywG+z2c76tnhJkua9s+2Uwalo9abO1ZpTsVpqn42020ROYNnZ2Wc9/X1sbAxGoxFyuXzKluPzFSABZj6gi/W6h68OAFQ3pb6+fkbPETCdtrgTKRSKBdnyPVFOp3PGhZHny9jYGFasWIEVK1Zg5cqVWLlyZcxCqcPDw1Ez22YqVue2+TLfF6LzRbTzmFwun9HrH6vmVKwB82wE8WfLxOeL9vydnZ0oKio6W4eUsGjX6WeeeWbS7Sb+fQJfl5SUnLXs02hZGxaLBTqdLvj1bP3tk5OTZ7Sl/XwQ/nmc78msyWSalb+Tz+c7ozp2EwO0AwMDMTNgdu3aNScLo0KIWb329fT0IDc3N+J7OTk5XGcsBpfLhfz8/Eljq+mck8xmc8T5bKKdO3fGvX+sz6PRaITJZJr0/fBj0+l085JFNFMOh2PKjofh1zeLxRI1WBtvkXquzGaW70IxPDyM1NTUuLc5fvz4WV/4b29vx549e87qc0405exICPGSEOLFif/OxsHNtmiFLD0eD5599tkp73umA4pEJiATU4zPhtbWVpSWliI3N3fBrnom8trHqtkU/vNwE1Mp7XZ73AtcInp7e5GXl3dGjxHPfAxqo02uomlvb5/T330uTOf1PJOOkeeCZ599dsaDLEmSzqjD5Vw6F7qdnckAN9p7eCbbvs7k3DJX56X+/n7k5OTM6XPMRLStdtEyIyYWcj9w4ACWLFlyRtlQ07mfzWaLOuaZ7W0w4WIFS+fbfB9DYJy1EExVU+ds2bVrF06ePJnQbWUy2ZwGeGZrYdDn8yE9PT24vdXn8yEjI+OM6nTu3bs34uvFtL3J5XLBaDROOn/+//buPLqO7L4P/Pdifw8rAYIgSCwECZDg2mwSbHar2d3sReqWZKllWW5LtsftxDmaOfHMxHGciRKfjBMvM/bEjjM+TjJHseTIHo9lSbZjHSuy1S11q1tUb2Rz35okuIAg9o0AsQN3/sCrp3r1blXd2l49AN/POTwkH95SeO9V1a3f/d3fz+v+6hTMOnfunO21QXl5uW1Wm+o4b902u3Ic+Uo36FdQUIClpaX0/c2/89LSEurq6nKexWRsU9g++OADXwHqsLIh3T6TxcXFyJrZ2BkeHo49W05n6v5XAPzz1J9/DeAMAOdQdJ5SHaAuXbqEPXv2aD0+yABH5wLEyF6anp7Oim5HNbgyZr/iyNoyC7ojtLe3Kwc6ds/rdjDy834PDAxEll4c1Pe+5y+ebH4frDPuZnE3DQhLbW1t5Mvt7IqAxqmhoQFXr1719dj33nsvL2cPpZSrYqatsrLS17I4u2PbgwcPAgfa42KdZIh7gKRinTW2C1wvLCxkBKdKSkoCd5u6desWtm3bpnVfu4BIGI0/zGZnZ1fVskxD2AHCnp4e28eMjIygrq4OQPzfaS8d0pwEHZPW1dWlL+zdvtfV1dXKLBY/rNt96NAhvP/++7h79y6ampoArGQB+i1cb86MNLI//b5X58+fzwpsvffee3nVmMjv2BLwnkHup4NebW2tbQCprq4uY7xnrrFUWVnpmq1XU1PjGHgcGBjIecJBGA4ePIizZ88qfzY8PIzdu3fn9HoxysmFW7duea6Zuby8jK9//esRbZE7pxIwa4XOsr5Tpj8npJS/DOB49JuWG3Nzc6ioqHBtD1xWVqasB6WrvLxc+wKuv78/KzU4KsZOH/eAyYnOTHN1dbXyhG08rrCwULsFtN+1zWEv1bL+zkE+o2vXrgXdHExMTKCqqgrJZDLrYjqfvz9eOKUOh3WCvHz5Mnbv3h3Kc4VFZ1mvSm9vL2pra11TxeMwMDCQs+OoLlWGZ5CaTapjo1MQWWV5eTnQcSvMfT+RSKy6pWF9fX1obW3NGh8sLi5mBK1++qd/OvBrGcV6Afds7JmZGWUwzC2z7tSpU56WbAwNDaG+vl75M6dsW7/effddz2Mx1Tb85V/+ZVibBGClg5Vd/a6olvXlYw1QL5qbm9HT04OhoSHHib0oxxfFxcVYXl7G3bt30+eLjo4O32Mmc4mGoaGh9P7qlZQyXQPL/J3ZunUrent7fT2nX6dPn7YNRoQxtrQK8/N2WhVirRFrDpLqbINbs4eenp5VMUFmVVxcjHv37qW/u+b3YnBwENu3b3cds7zzzjuhbU+UE261tbWeMxtv3rwZ69hSZ7VXrkgpIwmW6SzrqzX92SiEeB5AeNNuMZNS2mbdmAXtVKd7ASKEwNjYWGRp907iTn0Pug1OJxNz5trc3Jxjx518KexqXX5RWloa6MIt6Od7//59VFdXo729Pas4eD58d8wmJiZcgy2q70sugmzmVtZxCWs9+c2bN9He3g4g/74Dvb29ebfUVHUeSCaTvjLPpJQoKSnJuiB2Ck6pPqPLly+nl8/52Qavn7vT/b1M4sTJfJwYHh7GkSNHsi5CrJlT5gBgUVGR62SJ+fGq9yyZTPrO7jCzNmKZn5/HqVOntB8/PDyczgqyMr6LbksyvLQmHxkZCTRrb7yXU1NTnpdmODWnqaysVGZJRHlcfPXVVwM1Iwgi6LlSSommpibtQEtY52bV8xw+fDijDlxpaWkojQLsXk/H+++/j0OHDqG1tTVdc0ZKGcsxcnFx0bYhTFjfb7vOcF5fyxq0d6rnWlxcnHHf0dHRjGOZTu1Gt1qOUY0pow5MHzlyJL3819w4w+36yRBmFzpzkDcfxpljY2Oora31/LiLFy96ur/d75pPNWJPnToVSedxnenSU1hZxncKwFsA/hmAXwh9S2IwOjqK2tpaxyV3xpcjaHDKywklitlGu9dx8+DBg4wi0VEdGNye18/7Yc4IMF8UGin2dq8ZdPbey7Y6LYmwXlybByle1dXVBap7AKzMxCcSCeUFsSEfThzAygW3W8DZT12DfPn9grILTnmtw2UEQTZu3JiRHn///v3Y3yspZagXGWFQLRVwm311ogpYz8zMKAeP1uWD09PTePPNN1FbW+s7iGdk4TgdE+weo5JMJpUBg3zLzLRmwlRXV2cFCRYXFzOCU2Y6mRnG5IR13zLYvVdmOjWgrOeV4uJiLC0taWdPLS8v2/6ew8PD2Lhxo2vZgIGBAe3aLeblYDrMv6+RYT0/P4+Ojo5QC83W19crt+vixYtZpSPCOjY2NDSsyswMs4aGhtjrcRUVFeGzn/1sxm1xnr8WFxexuLiIsrIybNq0KR30vHPnTmxNIuxWFOgch3QE7ZRoCNo91o31e6HT0S8KQetpuk2QNDQ0pM8ffuohe8m+dXuPjGBQPjUXsC4J1fH22297Go+qmsIsLi6ipqYmsuCkERfRGXNNT09DCBHJsn6d4NRuKeV2KWWblLJDSvkRAO+5PmoVuH79umtbTSNbRGf9sRPdZTN2gakoBufmgrN2r2EMLlejiYmJdG0NcwByZGQEbW1tka3b15kVN4yNjWV0azAfpK3LMoIESBsbGwO3IzV/N1WzRxs2bMibVq/FxcW+3yu7fc3uItGLuLpdmkkpld9Pr91Q7ty5k55ZM5ZnGF577bXQaoRY2V3k9vT0ZGWStLS0ONaCybWg5xEzY1CgWuKk+g5XV1dn7J8XLlzAsWPHAqWnG+dH6+fvZGpqKj3hYQ34OhWo9SrubjNOTRR0fk8jg3rr1q3KjsKJRMIxc0p3zKBaEm/U4QnK6Aa8efNmx/NPW1ubdgdDr52izEtCGhoaMDAwgEuXLuHIkSOhZqCUlJQoj6vWJSlVVVWhHQO8BIXN/GZrmoV10d3W1rZqx5hu/I7bT548ia6urvT/jfd6cHAQDQ0NoWybrtHRUdTU1GD37t24fPly1s+bmpp8n2PN3yHjXBKU7jlWJ1MrKCPTLYpgWdDJZi/HoY0bNwbqqOhkaWkJX/7ylx3vYyQa2J0L/QryHfDTdXfXrl24cuUKgOxrP5XBwUFs2rQpIxvw9u3bOH78eKBJCadj982bN7XrWhrZnVHQCU79UHHbW2FvSFzcvpgDAwNoaGhAYWFhJBeWqi+J6ja3JV0LCwueK/r39vZi69atjq87OjrqugOFyfp5BBkAmQNr5sHY/Pw8WltbAwdr7GzZskV7Da4RpQbCCX6oLC4uIplM+soGsy75MKhmj8I+cQSh2+FRxW7gHmQQZvjggw+wc+dOrftOTU1lDUBOnTqF9957L90NyA9r6rrB6/dvfHw8fWywBt+rq6sjWYc+Pj6O1157Tfmze/fupU/8hpqamkDvVdjsMmiDZE5Z90+777W1qHBBQUHgAaZRh87L+2xedrhhw4aMxwUpRGwVZs0LP5wypwD3z9zIJDCWnljPxWFlLJgZ4x0j0OJ1zGOdmFlaWkJhYaHr5FyUF4nmAvAVFRWYnJy0XVr9ne98x/fr2I3lrL/bpk2bQp3993LsMC7G7DIQlpeXY894tZOv22WYmZlJZxAE6Sw2MzODkpIS5Xg+jgzSGzdupJfuW8dGUsrQgq3GuSQo3eCU7vI062Osxw23z2TXrl2+m83YcTou37lzR2vsZTfZrdrP7ALvdmZnZ5FMJrXOH2+//Tb279+vdd+wv/89PT1obm729BijlIGflRTmycTbt2+jpaXFtdM8kFlqZmxsDA0NDY6fx9WrV/Hee+ocosnJSceaVbq1k0dHR1FfXx/ZMcl2C4QQm4UQhwEkhBAPCyEOpf4cBxCs5cwqcv/+/VBSTXXZfdBuafHmC0W/r6fa2YzBpdv2RWV6ehrJZNLXwMTcQc4622oMUoFwZlDMtVdUswx2jKVygHPhRoOf7Qwy22YeeNi9tjE7HrRpQK7ZfafsltyEEaCenJxMfyfdZq9v376tbBvd1dWF3t5e5Symjr6+Pt81hszcageFfeEMrAyU7ZaAWGtNRFnvwa+wt0cVnLITxf5pBFC8/F7mTBJru+4gSxytctF504lT5pSht7cXJ06cUAb1rYNEa/c9p0DegwcPfHUG7OnpSXcsa29v99zFKJ+WXRjMtRudJr8GBgawYcMGXLp0Sfk8TuMEuwvdq1evYteuXRm3uXWe+/M//3OtfWBpaclzI4O+vj5s2bIlKyhsOHXqlNaFtHFx5iVLfLXxGkS8e/du+kK3tbUVZ86c8TUmP336NB5++OGM24wMOd1j4zvvvJNxrB8bG8Orr77qeVuAzPPogQMHMiaAwsp2ArKXe+vUe1LRDdrrBKesr+fl9zUCWVEkNjhtR19fn9Z5r7Ky0tPqArtVEyoDAwPYu3ev61LAmzdvorm5GW1tbbFkuBvNPLwEk41jqF/G+2c0TKmtrXWd2LOOkwD78fd3vvMd1NfX2/78+vXrtjUidZ7fcOvWLXR0dLg+j19OZ7bnAfwugCYA/x7A76X+/FMA/yqyLcoRa3cQuwvFqC9wdJ+7trbWcUf3W6DNTLUD5Ipb4APwPnPmVLvLfLtdJokXExMT6YGI3++L19kJqzt37ii/IwMDA46dcJzYzUI1Nzen63XEWQfBjhFotfvOWIsVmxUVFdkWHFQ938WLF7W+m9bt2bRpk2MQc3Z2NmMbjYsjIQT27duH4uJiX4UI3bp1hSWMIIP1OXQ7y01PT6/K9vZeGDW14uxu56fT3+zsbPqiwC6Iab6PHxMTEzhw4EBk9XjMkxt23DKntmzZguXlZTz++ONaWbzW99opkNfd3Y22tjbl98Pt/BSkzkh9fX3GGCIfgsPmjBbA/rvV09ODrq4uCCGUk0TmMgFWt2/fTi9xNlNdRDqNKWdmZtDc3JyVAer0ml7e4/7+fmzevNl21l8IoZV1YkyG6lxYeWGXqR2HlpYW2+Dsm2++mXWb+ftRV1eH999/P/2d0MmOMJ6jqqoq6zPdtWsXzp8/73g8MZNSZixrvnr1qu8mS+bviXW7nDp1BqE7kbK4uJiVYaa7+kIVnHLbl5yOAVbd3d3Yvn271n29Mq73VL9bYWGh1nvn9XrDy3hueHgYe/bscTyvSSnR29uLlpYW1NfXez7XhEUI4an8w71795TBqa9+9ataj7e+j3a1Cq3bqKO/vx+dnZ2ora21nZyzJpz4fS3reCTszFbbUaWU8itSyqcB/LyU8mnTnxellH8V6lbkkHGCsF5Q23Xsy3Uqsbkrgplb9H1ycjJwq8186VJnZsx6Bg3cOOnv7w+8jt+aHur3exOkuOLg4KDyYmxpaUl7UGNlDk6ZX9s8Qz4/Px979zmVLVu22J4cwwhImp9Lp7uVdUmf1xa2t27dyrgAam9vx/z8fKgp48lkMnB9hP7+/tDa7P7Zn/1Z1kDLegFsEEKkL8Zv3LjhWk/QzY0bNyILblizHvxexKsKvusee+xe05qBFgXzLKx5abkh6Hfoxo0b6OjoiOz8vXXr1vS50niNoqKijM/CmBl1eg6vSwp0GQHompoa37Xf/HwnrQEzpwtbgzFRYG3rrhJGs5hLly5lFSg3b+Pu3buVFypGIxUVc5a29flU7L6X586dw+OPP257DDZ3tvN7DgsjYGhMeHnJTvzud7/rep+wg10qQY+PwEq9PjfLy8vpi0DdJfMffPAB9u3bl3V7WVkZzp07h87OTtfnMGqVGgExo+SHzu9tDYqau6SpeAnWOLFmrtglC1jvNzw87BgcM44tZWVlWUF6ncwp63vmpWi7OUM47AzD8fFxbN++PXDdqSCcvk9SSpSVlTn+zhcuXMDBgwe1ns8sivFJXV2dp+CYcWww6on19fWhrKxMq/5fVVVVxjnZrtSDdVJFh/k6dMeOHbaT13aTE7Ozs7bXct3d3bavG2ScYUdnyvOEEOJLQohvA4AQYo8QYlV26yssLEyf+Kwp81EGP7xoaGjI2WDS+uW0BsCcMk9yxdhBvSxfMei2fA0jk8TP+nUVndk1u8/Ey+c/NTVlW7vHzG/BVQA4ceJErAXAt27dmjGYNy+Dc7rQUHFKaTa+O24ZLOblJYD3wr6qi5Hdu3ejuroa3//+930fv8zLVXbv3o1Tp04FqiFx9+5dbN26NfBFUHd3N5566qmsCwG7GW0pZbpoq3mf9nsMGxkZiWw2z9rswA8hhOdlcDr39dJZVvczdpr0OH78eNZtXvdPK/OFYRSMoL35/bQW9XbKzswVuw5bKnGd641A5Pbt2x0HwIC/Bi3W72hzc3PG52KXfWC9XedC3EubeRW34Nvf/u3fZt2WSCRCXUKtkxVoNDXQPVbcv39fKytfNWFjBPKjKizth1FY38nu3bvT/3ZrCKCjpqYmXQLCKcPswoUL2LdvHw4ePIjTp0/jzJkzOHToELZs2ZIxHrKamprC2bNnM267deuWa3HkMIKd1uCdXUatdTw6ODjoGJwyxlzNzc1ZS6etY/bFxcWsLGBrMMzuvOJ27LQrJu/X8vIyWlpabJeD+xXlRLP1etJce9Kqv78fb7/9tvJnO3fuVJa7CMLvd9goAXLz5k08+eSTjjV3jXF2R0eHaydxQK8+rdPSV6ffqa2tTXmudXpNp8kF67VWGHSCU38M4O8BGHlsHwD4pVC3IkeKi4s9nyBynZa+cePGSNdxujFfLFsLpkfJ6YBqZEQETff2ctB2Wtrll87gzC1g4VZ7TPf7euPGDe1ZI7uDnVHk1ml22K1jVlSDTWvBwps3b2bMIhi1zIIyBjiHDx92zJ7yO2DQWQ6wefNmPPHEEzh58qT285o7fU1NTaVnAwsKCvDUU0/h4sWLnrMozRc1fopFWvX396O5uTk9ODQyHJ2+40bxaD/HbdWFX1Smp6fTFxpBhR1U8BKc0n1t1TIYg2o/DCNDJhfMAWdr1zsvNYHclmcuLi56umgw3jvdrmzG0gI/77nbuduNkZ2h81719fUFzsp84YUX0v+2y2jp6OhQXgB5eX/MJQl0XLt2LV142jq7bqisrEzfbmyL1y6rdoyC+52dnVrLCr2UvNDtAKUKtJk7PoZRzyzoJO7U1JRtdp3Zk08+mf53GOPXH//xH0//25y5aWVMvBtZtcYyHqfHACv7lqr8Qy7Kmlizoe2OW9bglFswxVh+qqrzZg1OGc0gzHQy3txqyAFQZm4Z7t2756tzZhQJFdPT0+lOulbGWNT4zMzZYDdu3MgYX6u+M6dPn8b3vvc9LC0tKWvxmd29e9d2csmpnun3vvc9nDx5MmfNUIqKinDr1i00NTW5Zv4axzHdSWnVd9s84eW0MsRg/Rzm5+dRXFyMuro65bYuLCyk9wlVYNZuu906B/uhM3LaKKX8GoBlAJBSLgLw14YiZgUFBY5voOqNz/VsYmFhYXqAYpWLwbr59w1a+C3o65uZT+66n0mQz66hoSH0bn6vvPKK63327NmDS5cu2dZycYpQG7+vzu9t163I/HNjSYrd8xmzQaqlG7Ozs6iqqsLc3Jzj9nz1q18NZR9zm0lRDTx0GQd0IHvZrXGSFUKgoqLC9vhizGZ6pXvhUVBQ4Kn2T11dXXrQpWpp++ijj2J+fh7vvvuuskCwatbLT2tdO+fPn894v6SUnjqrmL9TdkulrRYXF9MzX0bwMowgm0oYmVNBMyjtHu8lOGV9Xbvn1M3eCVsUkwxmbhM4up+FW0Cgra3NcTAPrGQaWmdkdV+/qakJb775pnYLaV3Wc4NdRzvdY5f5vBXGftnc3Iyenp6sYufWQKMu8zbduXPH9Xi1tLSEN954AydPnsS9e/fSWWE7d+7MWq49NzeHffv2pc91xmuFdWFg1MjROeZ5HYuqxhuq51DdZpyfvGQBGoLWUFUFdIzudWGfF7w8n249mb1799ouYbVSNX/S/ZyDXpskEomM4I1dNqBuJr+xPU4NrawX/6rGQdagmeozClqrt7e3F+fOnfP0mKiuS50aaUgpMzKazXWiRkdHXZfjLi8v4/jx43j99dcxMDAQuEay1aVLl3Do0CF0dXWhvLzc9Zio6rzoZmRkJGu7d+zYke6658Sc9es3q9rcFMXaQEv1nbAeJz744IP0OMJte61BV1X2YZR0RgQPhBB1ACQACCEeBRDu4sIccjrxuqW9hn1A8NptJezXV305m5qa0jNCqp/rXOgZkXGzoMu7zDMPuahx5Fas2g+dLCGj04i1YL+hsLDQcYBmDLaDevDgQdYMivX7l0wms04ARuquUdfj0KFD6eypixcvZqWSbt++3bVmkjXwdP369axWudaZEnO2l3FCMX+f3Q7M5lkh8wx4a2trRgDGPPvW2dmp7PIH+M/U8lKDQ2epAbDyGZlPWnYz/Nu2bcMjjzyCmZmZrH1eVQA4zG5wMzMz6Rou5gt3nUGwdcmDXfq72fLyMpqbm9PHf+P7297ebvuZBhFW5p5fTvUM/C7rc+qSpFsQWPW8ut566y0AmcepqD4/w+zsbCgZcEbGn52GhgbXpedjY2MoKSnxlEFpKCwsxNDQUNZSSrf6HqqLGbvPeuPGjXj99dfx3nvveb4Ys/JS48Jp3GQEL62dEIMwXm9+ft41O/n999/HY489hq6uLjz11FPp21Xff7+ThUNDQ9pNE8yv61ZTJleMel5+jgk6da6cbNmyJWusodOF0w8vky9274V1EqyqqiqjFloYE9yqz94u088vuxpZ1mwht9/HHPi2Pp/1Z6ole4lEwnVMY9c0SHU/VcBbCJFehRCGIJ+xU+YUkDnJa1f700lhYSGeeeYZPPLII1k/89OAw8ycxaya7LEGc/0UrDcajZgdOHBA67HmuoQTExPKBhoGu9iAeWm5NZahOodZl8rPzs5ql7CxdnQ1B2GDNqzRoRMZ+WUA3wSwQwhxAsCfAPhfwnhxIcQLQoirQojrQogvKH5eKoT4i9TP3xFCbDP97F+mbr8qhHhe9zWllLbFVpuamrIuYqI6mAPRneQMfgrHqU7GZlVVVa4H4rNnz2alDH7961/XPviqCqqaM6d0a0QF+ey81gOysr73XgdzfX19tpk+R48exWuvvaYMEjoFKKw1G6qrq20DXarglIo1w8uYcTaKsBtBxTfffBONjY1Z34uqqirXGWprbazBwcGsE431oth4vysqKnD69Gns3Lkz46LJ7fMwL580B2+cUrjtUvfNmVd+6cy0bNu2Ld1B0Y15kOd2HDp48CDOnDmTcdvMzIzyotz8vfGbdWT9ThnHHPP+bG3eYA627NmzJ+MiW6fQsrlBhjFQLSgoiKTQo5TSV7FLK53aAnbsgt/AygW7n4Gy077sdXbZ6/dmYWEBZ86cgZQyo6V7ZWVl3tSpyYWWlhZ0dHT4agagOga0trY6HlNU3yPzY8zfzebmZhw7dgxHjhyxneCqq6vT+p6EUcPHTNXt2E8RYy/fNymla9F8835gZC0UFBRgeHg4K9vVzs2bN3Hx4kWcOHFCe1Kvvb0dJ06ciKUTqPV45pZZ9/777ytvn56ezvr8wgyqWQN5QZ97cHAQmzdvDvQcbgHRRCLhKyvWyvq7qq6dvLJmYtsFp/zWQLWjG1wC7LP9rNuqytjq7Oy0nYg9dOiQ7fc4LDrfUafMKSAzuOG0rNBpFYcQQjn2aWlpwe3bt7PKN6jGvtZl8BcvXszIELRmTPf29uL06dMZ77+5YD2QvYzNTpDrSuOxH/nIRxyP31euXMmoWQdkrnZQGRkZyarHqBO8tWO+1rFOptp1pw2TY3BKCFEI4KnUnw8B+B8B7JVSBpv2+tFz/0cAHwWwB8DnhBDW/NNfADAmpWwH8PsAfif12D0APgtgL4AXAPyn1PNp6e3tdZyBMj6wqIs5Rx2ccprJdmP3pdWZIVH9Xs3NzVodTuwujKzBKT9RW9WOGtUMoLU+gl03H5XKykqMj4/bfjfKy8tx/Phx7XXVxu/d2NiYDjxKKR27OaiCU6r3r7y8PGNZy9atW7MGKY899hieeOKJrMG/TnFb1QnVrX6DeYlGe3t7+gTkpRuleVbI2qHFKeCreo/OnTuHhx56SOt17YTRfQ7wV8vHrVOo2bVr19I18/wswwBWTsxuXYmsn+XAwEB6YF9cXJzxeJ3f1+j6s3fvXly6dMn2MWEtW7RecAU5DqlmhN24FRz3sz1OExdhBxOsZmZmcPToUVy4cCHQEt61oLq6OiMT0vxZOgW5P/GJT2TdZpe52dPTg1OnTuHs2bNZx3VzPQvrsj638U5bW5tjsVjzpINuEMjvxcTevXtx8eJF1/uZz5VegrCnT5/Gww8/bPvzrVu3ZkwUGsfuvXv34lvf+pb2EkwhBA4fPowjR45kLfGy289ra2uxf/9+XL9+Hd///ve1XicsXo89dnUt7969i6ampozbwmpcA2ROQF6/ft1zFoZVGGNRt++62/Jh8+OtS10NNTU1WZMQ1mV5fnR1dbneR3eJvkHnPbWrv6N6Drvnm5qayhgXqrJYnCbrjOueoN8Bp4lQt1IegHNn7+LiYmUwyks2jhOjuYsxuWRMKqquE8zfYymlslmF+bt77949PPfcc0gmk/jhD3+IkydPZl1nui1bCyMAbXBr1qLKrPcbAE4mk8pzklsDEvO435rQMzk5qX0965djcEpKuQTgc1LKRSnlRSnlBSllWBXYHgFwXUrZLaWcB/BVAC9a7vMigK+k/v0NAM+KlW/ciwC+KqWck1LeBHA99Xza7A7i+/btSw9Ivv/977um7N27d8+1lpDda0UdnPJbO6SxsREnTpxQnmztUlMNPT09WQMCQL8gpF3arnlH0U0pVF20mU+41rTFMG3atCkjONXf34+mpiatTLZdu3a5LnUTQmRlrqi+Z+aTlZHZYNzm1OlLd9nRvn37Mi4Ek8kk+vr6Mi6O7JYKGNkqTu2oe3t70dra6ikD8P79++nXLyoqwqOPPgogO2DoxBwktQZ0mpubcefOHe33yFoHQoc1s0a3hbFbqrWXIKnZjh07tDqM7N27Nz24sa6J1x1UWme0gJULNafBv6oWgBfG51tRUYFLly6ls6gMUkq8/fbbrt3EVouwutmZ9+fy8nLb4JTbsrWgpqen0dDQ4DlLKsrlSV6DItb9JQpOHefsMulUBgYGcPjwYbz44ovKrBYjO9BuyaPTLLWf5SJO/H7GdpkB1ll58yxyTU2N1piitLQU9+/fd7yos34fjO+T0bLcvP8aP7tx4wZeffXV9O3mDI6SkpKMx5jrahlF6c2qq6uxb98+ZQa1l+92mJO8qs/S7rhy//79rO+6bka4zuu2t7enJ/eCdhfNFbflYwUFBen3c2hoSNkJL6rjlLWmnuo7pps55WWfN/bZIOeCJ598Eq+//joWFhYwMjKC/v5+20CQ+XWMJgTAylj6jTfewLVr13xvS39/v232XdBSAnbL7qyTidbxspTSUwMY43c3apiqglPmQNm5c+dsr9Ot72NzczM+9KEPoaurC0ePHs36/Zze++7u7lAmiP0qLi7O+vwSiYTrpN/evXtx+/btrIYnOiVDjPuPjY3ZXtNFRWdZ3wkhxB8KIZ4QQhwy/oTw2lsBmIvj3E3dpryPXCnEPgGgTvOxAAAhxOeFECeFECd1utEYAZ23334bXV1drsGjwcFB7N+/31dKpltKt1VdXZ3y4GC3PtWpqwFgfwBvbm7GuXPnlBd7bhcZ9+7d89VG3ri/9eSjmrXQXdanYh6c69bosbp165brRao122RychIdHR1a2QMFBQVaHYnM77H5O2BekmiOeBv31znIOs2guLl+/bpjUX9zym9BQYFjBldfXx+OHDmSUUdLFXQ0Bz/NJ3y71w5ycG1qakJvb69Wq1e7bXFjHmR4mS1sa2uzfS8B/92uzMUvnTz22GPpfyeTyYzZ1C996Uu+B11bt251DD55Kaps93jDsWPHMgKuu3btwl/8xV9gx44drq3kw+T3vcrFwEHFKdjtldffwViO0NnZ6SmA+MYbb3jdtDTV0m/dmj0qftoxe309p+BU2Jwu2J3aaeu22g6T3fdN9Z6WlZVl1Fo0X/Tpfm/b29tx5MgRx/tYj2fmbXnppZcyflZaWoru7m7Mzs5iw4YN6TGaU1csczaj12UaXr7b9+7dU05Y2vG673s5P/oJTpmXqU5NTaUfbywHC2OJtp+MZqvx8fHA+7Z5THzv3j3lChO/k95BGN83r5lTds9j5ncZu1lBQQGeeeYZvPPOOxgdHcXzz6srzezcuTOjBuKtW7fSGVYVFRV46qmnUFdXhx/84AcZj7M2pTEHqs1jLLuAIhBdcMpIsjAynYwOicBKAsD4+Hi6iYAXxjWU3fWeUaZjeno6azIT+FFmkG7hcyEEHn/8cdvOwqOjo64BaD9Lwa0WFxdtJw7NHTuBlcDT+Pg4zpw543i9duTIEZw7d87xM1AFEM3XarkeV+qM5g9iZfncrwP4vdSf341wm0IlpfyilLJLStlVX1+vdVLduHEj2tratDIVlpaWsHnzZtTX13seUHmt2G9X/+H27dtZM/2AfhtplU9+8pOeH2MuVK56n3WyL3RmRnQzp1Q7k3nAXFFRgfHxcc9BmOHh4YyIs+5AzZry7/Q4nfe/qKgo/V4Zy5KAlYGv8T6ritxOTU1pfbfNvHS2aGpqsj2Qqb7Dbgc9t7XWs7OzaGtrSw+qdC7Agl5ENzY24vbt21nBZWvnJJ0AlmpbRkdH08EY8wytjvr6etsOf6qsJF2NjY3p7fB6ohoYGMBzzz2HU6dOOd7PbilBUF5S5q3Bu6qqKnzsYx+zHfQBK5luf/qnf+o7O0j1O3/jG9/w/digdJ/Tej+nx+k+5/z8vOdjslHIdcOGDfjUpz6l/bg7d+54eh2zsDN8gB+9R7rfVa/HMb+Zk344ZTOa67yofodNmzbhrbfewsmTJ30VeDdz+94VFhbantuam5uzzldhdMdLJBK+MngM1vNbW1sb7ty5g7179+LAgQMZBeftfv+Kior0ZzA3NxfZxYdRQyYqjY2Nykk/1e/j5wK9vr4+HTRWLa8/e/Zs4GX7YdRwuXnzptbSQrvVD1LKjFqbQSYow2YEKLyUGAAyvwNu9SN1vv9O9ykoKMCxY8fSZQ1UrKUOVF25a2trs4IEZ8+eVW67tQGS0yRd0OBUaWmp47WZkelk3t+NUiK6y2knJiayjhV25zgpJU6dOmW7HLS2thajo6O4ePEi9u7d6/rawMpx+eDBg8pkE51zrd+OduZ6uEYzHrvts+rs7ERTU5NrV85nn33W8bpIpyHDxo0bMTQ0ZDtpE2aNQtfglJTyacWfZ0J47V4A5neiKXWb8j5CiCIA1QBGNB+rpPMF27Fjh/Jk6nRgam5utq2vYveaXpf12c1M20V0nQrWuXGa6bJ7Hy5evIj9+/fbPs5tbTeQHZwyv5bxb50uOCpCiKzAhVNhYPPgzfo85s9BdzbOOtPuJ0hk1tramr64GhgYSP8e1dXV6RkOt4wSu5a9Zqr3zcmP/diP2f7MLgOnqqrKNovN7QJ4bGwMO3bsSD+vn2V0TlTf923btilbyJsDg3aPNXMqoGs8try83LE2iWobJicnlRfOQYJyra2tmJiY8JQCb9zvzp07aG9vhxDC8cJOJ5hnsBb4d2KdsTTTCYgZF/R2y5GuXr2Kl156Ca+//rqvAJUQIut5nQKyZlEuTQuT7nb6qRllXr5sDTQ4LSn3W5MRWMk8ieqCfmZmJpJujmEfG+0kEglMTEy4TmjYFeBtb29PtwVPJpOYmJhwzFAJEiTcs2ePbXaRKvChU1/HqYW9X07fNaMOJZCZ3e60zxnP55RdBWQXH/ZTt0lV5NyO1+OZccGkw+8FektLC27dumVbt0fnOOBUjNw8uajLei7SXartVJjbS/DHy4RlUH6yE60qKip8T9Y7Ffj2anl52fV5zMEK4EelJKzMS3PdhNEhWNXV2WB8d8wd/1QdvZ186EMfUiZa2G3L0tKS4zW0Ma7yEmStqqrKGsPpJpI4lShxYi4x4ycTc+PGjYFr6Tldjxr7XEtLi+2Enp/Mbyf+10EE9x6ADiFEmxCiBCsFzr9puc83Abyc+vdnAHxPruzV3wTwWbHSza8NQAeAd3VetLS0VPvLbxU0pdQqrJpTfg7WQTIU7A6s5oOA1+c2nlMnc0o3xdCuULD5sYODg7aDgra2NtsMFLOxsTHbZWROt9k9Tpd5JsictQasXDjZ1QUwvy87d+7EBx984Pg6dgUHw9TZ2Ylbt265FtBWDYjGx8dRW1vraeAQxkWlasbGfCHc29urDGCZ1dfXaw2snYK+KgcOHLANxgRx6NAh/OAHP3AtZK8ihMChQ4ccs6e8FFq0BgKdGOnlhkuXLuHtt98GoC5easfcVMBscXERpaWleOaZZ/Duu9mnIqdUbSB7VndmZgaVlZW+zjdO+4FxDgsyyHbK4lM9r9fXGh0ddb1Qs34GTucEp25MQY4DxcXFtss3/DKKrpo7hOqKKlDmZ6lCR0eH1vGnr6/P9hhpDLb37NmDy5cvo6+vT7nMaGxsLKPOkldlZWWuF9nm77B1WZ+KuftnHCoqKnD16lXXJdxSStfGJNbsDKcJPcPw8LBjkMPvBKOVMebUPe74Xf5tlxExNzenXYems7MTFy5cwNtvv50VLPez75qznLxQvZb5vKt7vLYuIVtaWgq8PM5OGMF6pwZR5uWaVrolDXTt378f58+fd7yPudSFtWyF38LcOgXR3TzzTGZeitMyQj9UmUF2+0ZHR0e6nqwdv8vRrFnRutlXfs/BxnXAzMxMTrMVnTq2qzh1sdett6j9WqE9k0epGlL/M4C/B3AZwNeklBeFEL8uhDDWNH0JQJ0Q4jqAXwbwhdRjLwL4GoBLAP4OwC+mire7OnDggKfCn2ZO3YicxFUQ3UmQrB0/O6B5zbhTZkGQVrHW2QYdTlF13cwzL0Em80klaHDK+nxm27dv1wqsFRcXo7+/37UDo25Bbh1SSuXSzKNHj+L8+fPpgb+q88idO3eyUk+ta6Xdvp9RLR2zUnULsgr7gG5WWloaSVbNxz/+ce0lCKqstx07dth27vSyvUGKbE9MTKCwsBALCwvKNvJ23LpxFRQUKAeAbnXyrFmlo6OjeOKJJ7JqTbhx+267LW3QYXTv0v2svM7Ybt261TUDwG1wb2Y0glAJun+EnYVkXARbC5DGyTpJ49ZuHNA/d46Pj2sFo4uKijA0NKQ8X167ds0229Kpe5WuvXv34v3330+fr9yW9QkhMDs7q10A2ImRpe31nLV79268+uqrrss0Lly4gMOHDzvex3rMGB4ezsjUt2ZWASufiRH8V223U3aA0+9pDTD4CeL6dfjw4axz9eOPP659cV5YWIijR4/ikUcewZkzZwJvz+bNm31nKlgDHPfu3fNUi1IIkVVT7vDhw+mi4GEzj/FUdWh1OK0ScJpI9NslzY5RC9hpnzbvc3fu3EFra2v6vrqBOj/nNrfHWL/rGzdu1BoL+j3PeunKqlJfX+9ruWxbW1tGZ+aZmZnQunyqGHXczpw5g0OHwijprcetY5/KyMiIcjIj7GuqODOnIKX871LKnVLKHVLK30rd9r9LKb+Z+veslPInpZTtUspHpJTdpsf+Vupxu6SU387F9joNcnVYZyD9BKfCmJkG1J1MgmyD033M/3ZLrXXKTnN7XeuaV52dJYzgoN9ZwKiDk52dnVlZDqoT4vPPP4++vr6sIowGY4AcpOC01Y0bN5T1EY4dO5ZuDX39+vWsi46JiQnlYFS3MHBhYSGGh4dzWtjaSZhFpK2sM95Wfk8mBQUFnh5rvUBsbGxEMpnM+m7euXPH98SBjm3btuHmzZu4desWWltbcfjwYc+NLPx+XuZgrOoYV1VVlXEBODIygoaGBq2BvvmzmJmZcVxiXF1drRWcsvsdzbVpVEEn1ffC60TI008/7bo91plsp++jU+aU6rmDsGu3rcvoKBpWcCMM1qUjdhlMVm5BA2OJgM6x5OGHH8aZM2eU9zXOTapAtV09Ti8qKipw+/bt9IW4tYBylBMdRtFyt+wmKyEEfvInf9L1fp/73Oc8LyFZXFzMmNAzaruYFRcXo6mpCd3d3cr9y6n9vNMko7WJjd2FkqGkpESrS7SORCKBD3/4w4Gfp6CgIJSgtrXznpfjmDVj3jz5qLsqwdrQqbCwEE8//TTefPPNUFeYAP4yp6zvh9NkltM5yvw+h7WvNzY24oc//KFWxrY1U9FcjxRQd8PUDer4mdA3O3LkiOt74pY17sSpWZKObdu2+c7sMr4/YZxD3Agh0qtCcll43K17p4rXBhd+uV5tCiE+rfjzrBAiuquIPGVXSFCXNTBjPcnr8JqGZydIYVTVulqnTiHmE4tbpw/zhdvc3Jyn4I1OoVLrCcstLVSH3cFEdeAP+8Dj9Hx1dXVZ3R0mJiayZlOFEOjs7LQdLIYdPCktLcXExIRysCGESH+/VDP0Qd+/pqYmnDt3Tnug7/d3V2V45Zpb2r9qmWvYpJRZrYaBlRmb+fn59MBjfn4evb292LZtW2TbsmnTJgwNDaUvrgsKClBUVOT54sX6nbBmAareT3PmlKrOmLWOnZeAt/lxU1NTjgXvdSdY7L4T5uUfuhMcxjbp1gizq+li7X6qyymLx62jrVdOS0fWCt0l3m6F6Y39UUdhYSGOHTuWcVtRURGuXbuGbdu22Xb4s5vM8Grjxo3a2ZVh2rJlC+7du+ery6pOoN9PlznrsUEVnAJWgo9DQ0PK13AKTjkdo4yOYIbJyUnl8c643VzLBVg99fl0GRPeXjv1hZFBq2IUBb9y5Uqoz2s3kWt3njKWwdmV9rDSOUYsLS2FNlZqbW3F+fPnPR1TjG23doAuLi7OGsPoTkI51Tz1Q1WT00vZBKvi4uJ01+pcM4rXGx3og9CpWXX27FlPtWXj8uyzz9r+Lm7dDL3QSYX4BQB/BOBnUn/+C4B/AeCEEOJ/CG1LVoEgy0gAdTTb68HOmoZnTbHWFaT9raoWk7WLSVFRUfq9Mqde2wWnjPfBnJlgXW7j9l6Zg1OqddllZWVZMzpuHQ6svAxuVIPvsAdHbs9nvdB77LHHtAatUQ7i3OqRqAp2hlErB1i5yLhx44ZWYNY6sNWVSCRw8+ZNrewCILcDZlVh2qhf3+5CZPfu3SgoKMCZM2fwzjvv+A4Ue9n+ycnJjO//oUOHfHcvNLgVFAYyA1h2mTyq45tOwwIzt+CUUTPA7Vhq954akxpGHTrrfqR6nFHPI0jBTGuAKazvrN993I7XzyssTu+HsewqyAy59bV0xi064wsvy9qtNT82bdqECxcuoKGhwTU7Lqgnn3zSNlgc5fHTCFrHWQLCyvr7OhWIP3r0KPbt25d1u1Nwqra21nafVGWuqr6Ld+/eRXNzc9b+ncusBF1Bygw89NBDOHfuHLq7u7U69elaWlpyzJR3yrgJUpojLF6PB88++6zrfYI2MLL62Z/9Wcef29X6s05cqWpY6Qangq4GsjI69lkFKV/y8Y9/PMAW+bdz5068+eaboWTz2zUtM/upn/qpUFen6HI79liPBU7LJP0GIVV03okiALullD8hpfwJAHsASABHsRKkIk1uWUM6ioqKMk4Kxnpkr/wWigPUX2brsi/zwdFcW8nLe2BNX3VjDk6parx46e5lsHbRcksjN9u8eTP6+vqUaa1hD2h1P8vy8nLb+9oNKvwUxHWSSCRcD8KNjY0ZWT8tLS2OS9R0GYN9nffLWFLhVXt7u3ZGgCFXASrz6/itoedFXV2d48V/W1sbmpubsXv3bt+FK7u7u7WzQI8fP54RRBdCeG4Dbt1OazMCFWvmlO6AcPfu3bh8+bL29jgVdjXoZM3aLa++f/8+9u7dizt37mh3KTUurKuqqjA+Pu5rAKbq4hp0n5FSatd8032tMDKn/ASMnYKSRpaEccGeTz796U/7fuymTZsyMmvzJfBg19HTr3z5vQD776bX76tTcMq8OsBtSZDd6xodw1ZDJqOf7qQGY4mpbqc+M/MKCOt3rL+/3zFjZePGjb66koVBZ3+orKzEyMhI1nnZ7rE6Y/qwmwK5Bbp27tyJS5cuZZ0vrb+D0SXPvK9YS5zYsQangh5ramtrs8YWL774YqDnjIsQAps3b9ZueGAwJ2YYdJJI4sjMNThNXOk0wIiCziixWUpp7vE+mLptFED4le9WEbfZBatkMhk4OGUVdi2gsBgpkQAy6mdY6zWomGuaeKm7YQ5OmduZGvwU12ttbc1ondnb26udEWP8roODg+nBh7ENPT09oVwomN/noLZu3Zru8Gc+SUUxK/2Zz3zG8edtbW0ZtWeiLBxux++Sn9LSUvzET/yE9v07Ojoy6j+EWbDdPHjv7u7OCGTX1dWhp6cnkpb1hsbGRteltnV1db66/wErQct3331XO/U7jFofbjP3djVWjNlOc+cdN4WFhZ5moXUyLAYHB10HG3YNFZaWlrBly5Z08FVV8N6J6riswxqc8tqiWmV2dhY1NTWh1aQBwglONTU12XZateNUGNo4R+h87rkWpDNRUVFR6N0S/bB+5+vq6kJdKhNkIjFs/f392uMfFePY6FTSwrjYBvQLntsFzXSOzXEwd3z0s2TTzG+du/b29oyOcIZkMonu7m7HgFljY6OvibtcqaysRE9PT+CGQ2ZRd6y2SiaTOHPmTDor2+ncUlFRge7u7vTxXfd4odN51KsXXngh4//5UjvRjyNHjnh+zI4dO7KWmIfRbTIqW7duxZkzZ5RjAyEE+vv78zY49boQ4m+FEC8LIV4G8M3UbeUAxiPdujxkPoh7LVJpPulGsT35xFpE1Y3d76Fb6BrIPEmrivW6FWNXqaury5ghshaB1DE4OJguymcsbTEHrIJoaWnB7du3Az8PoK4lBkSTYaNzwnKaFbfL5tLZH7zss373Ly8XE6puSH6DNVbmTkrWtr81NTW4efNmqAM4q7KyMnziE5+I7PmFELh//36o6fZe6XxHzDPbXi80d+zY4didzvz6Os+tWo5n5bcWhdsFotuyQzvW4FTQLj7GtlRWVmq9Z7qfWRhLWhobG9HX1+fpMU41Z4yM4SBBjjALS0fFGqDQqfMRhYaGBuzevTvU54x7nGcs4/IyOWflJ4ii29HY63gzbublT0EnmPfv3+/5eOFk69at6OnpcZzI0e3GGQWdfaGkpARDQ0OhdXI06qRG2bFNpaCgID2ZYzSQUP3+u3fvxuuvv+75miKMDGTKFHYdr6ht3rwZp06dUgbIq6qqMDo6GsuScp0j4i8C+GMAB1N/vgLgF6WUD6SU2W111hGdmUjdgnyrjTmQMTQ0lHUxHXZquw7zwFtVTLusrMx3EXiDnza25oCWkYUU1vegpKQEU1NTrsuKdNgFAqOu56HL3PVNlTGmO0D92Mc+pv2afi+mvTK/9/39/aEELoGV1HC7+l6FhYUYGRmJNDhlvE6UhBA5zSwwZz4ZHVa88vKdMpYvqWo5+KXbkSlsQYJT5ouhsIJTFRUVof6eYX0P29vbPd1/fn7esftZUKo6k/nGnPkLZNfBjIK1EymwcnwIkl1klQ8XkOZMGb/fJz/ZjuYuck6sn33c75cb80Rp0G0tKiryvTxWtcRcd9m5tclJ2IK+L3bF8v3Ytm1baJPAXnzuc59L/9vpnCeEQEVFRSzBeFrdjNI1qu/Ohg0bQluZ45VrcEquHCF+AOB7AL4L4A2Z70f+HNHpqGRNXw5joFheXp4uIhxWhoVX5sHq1atXfdW9MuguY/Ly3tm1OfeTpqn6uofd5SmIsLKw7HhZhhSlnp6edEtX1UFTt0aUl/Ta8fHxyIM3QOaAcGZmJrQZurKyMszNzdm2w3Wq/bFaHD9+PKev19TUhLt37wIArly54loMXcXr/rpjx46Miy/zMTNflvwA9vUIDbp1qqysGUl+6gda6V68hLnMVpdOgV7A/5Ier1bDbHBjY2PGPhJ2AWOVIF2PdVnrL8bBb/1FMz/NAnSzinRqmebT8sh80dnZiStXrmS8L7qTPU888YTtz/LlfQ5rO+I6/nkJNpkDWV7ky2dF8bGLI1RXV+e8nIrB9agvhHgJwLsAPgPgJQDvCCGcC8ZQmp9lYG527tyJ1tZWHD16NNLW606EEJibm8MPfvADtLS0BDrALSwshJL5Y2ZXINLvjKaxHNP4Pa3L/bwIe5A0NDQUWgtP40LSOljJh7pm8/Pz6TRtVTZXRUUFhoeHQ0291q15EdSuXbtw9epVXL161dfFu5uBgYFAdS3y2c6dO3P6eub6Z6rGCzr7dldXl+fXNR8j7Y6ZOvNGQdsie3ktq+LiYl+ZdNbgVBjL53TPO3azivkgjNpba0UcF1m5Ck4FmfwLg9HlMwhzTVA3JSUlGbU+zVQFh3Xk4rPyI87ggBBCucy7o6Mj0PMmk8nAwZwo3pfVnlfh9J74fb9W+3uSj7w0vckHdpmXxcXFvo61YdC54vxVAEeklC9LKX8OwCMA/nW0m7V6WXf0KOoeFBYWBs7mCOPA39jYiMcff1yZkeHlNaxFfPPtYKlq1WpXn0lH2G1/y8rKIl86pVtwOkqf+MQnMrJFVN+TsbGxULteLC0thR44VRFCYHp6GhUVFcrW20E47U/5tq+tBsZ3ULV0WJefgKf5eGpeTuT1MzQ3GtB9PSuj/oWV23LugwcPar22lapbX1jcnsutY1icdLNRvHa+taO7zCouuS4lkIuAhxAi9HOCH7qZhjMzM8psXC/Bqf3792N6ejpdsNvMLYvLbvKvr68vL8Yx+aahoSFr0vaZZ54J9Jx25wcvdIvcOz0+TKu5sDflVkdHR0Y5jXwfZzslH8Q1MacTnCqQUppzikc0H7cmOc0eJRKJrPadTl1JVrvt27c7nih0d0jdGWwvO3iYBwNzW1bjeXW6Dtpty/z8fKgBFGt3jCgcPnw48tdwo3NBr1tAVVfQGUQvnnrqqdCyWsxmZ2dtMwbX6rEpakIIXLx4EXv37o3l9e268ukM3HUz85w6ZG7atEm51EiV0Wjepoceekjrta0KCwsjCzy4nStWQ+aU2+9w8+bNULKs+/r6Qq2nFLbOzk7H5gFhW8vjO6vr169rnQ/tJoh029sbOjs7lfUh7Y49hlu3bim/o7lY5ulVPly0HjhwIPRsbd2yF06/v5/GEFHKdfmAXOGyvvCZM03HxsZyUrc2KnGNcXWCTH8nhPh7IcTPCyF+HsC3APz3aDcrfzm13qyoqMgamEexrC8M+XBSNKiKivoV1e9VVlaG8fHxrCVjbq9XV1eH0dHRjNs+85lwV8VG0ebT+nvl65Iwaz2Y6enpUGe4nnrqqdCeKy7Hjh1DU1OT8mdxLxdZrVTLX60/88rIOtJ5vDk4FdXgsrW11bEIuypjNorOnnFbC5lTBQUFofwOcXfGdFNTU4P5+XmMj4/nJON1PWlvb3f8DhnHLbsJImupAB2qi7qCggJIKZW14BYXF3Hv3r28Ha9YDQ8Ph1aSYTX41re+pX3fLVu2ZNSQM+ieX1UB0iDnSrsVIqtdPl0LrkWXL18OvXtrLj366KOxvK5OQfR/DuCLAA6k/nxRSvkvot6wfLVnzx5cvnwZQPZOrSqaF1c743xgdyJQLX3UGUh6ObGEfcG2f/9+fPvb30Zzc3PG7arC62ZbtmzJWnucz+nBRUVFsbUI9kM1G8qZoExO74du4WXKZC7OH5aamhpMTExgenpaOZNtXjIXRZ0+K7fs0I9+9KNZt6lqLeT74NfteLG0tOQpsJPL31c3G+XJJ58M5bVWQ32rQ4cO4etf/7rnjofkzGk5sDkoPTMzk5MxzsTERFY29VtvvYXHHntMef98GxfU1tbi/PnzthNHa83t27czlma71V5161LplrW4Z88efxuax6KsAbS0tJQXtWXXkpGRkVBXyawnWt9EKeVfSil/OfXnr6PeqHzmNGBfTZlTuaA7SA8zcyoqBQUFmJ2dzRoMuS0jKykpCbx+P5e2bNmCvr6+vBvI2bEWLI+ya+FaxMGIP08++WTo9UuMOnYjIyPK2fRkMpnOkglScyosqmPEaglgmK3mZX3GBZzb8TqMpgHbt29Hd3d34OeJmhACP/VTP+W7HpzX16KV7O2hoSHX+4V5rBoeHs7oMlVYWIgdO3ZkndOM18y3IHlzczO6u7vz9tgSlHnfkFJmTegEnWBx6zScD3Xawtbc3Oy7xp3d99+o5+g20U7ebN++Hd/+9rfR2dkZ96asSrZXJkKISSHEfcWfSSHE6ilDHyHrwKSkpCQr62Q9Z07pstZPCWPAF8VA5Gd+5meybtOpcbSa0rY3btyIu3fvhtrxLkrW4NRqCgTS6uW0TxvLTryqqqrC/fv3MTo6qjymmINTdjWn4rYWL9bzeVlfLq2mzoC56sqWbwGPuDjVp4uKtRj9ww8/nNf10Kzi7ISVC+Z94+zZs1nNMObn512DU07nE7fg1Fq0YcOG0DPCjBpuDx48iKRT9HpVV1eH5557Lu7NWLVsg1NSykopZZXiT6WUMv/6seZQUVGRdhvr9VQw0y/VSUq1lCLugaDqRDo/P79qAjk6CgoKMDU1tWpOUtbvTj62iqb1pbS0FHNzc54fZwzE7bJt7YJTRvZMvkyEWC8o8iVg5ff8kc+ZU7nW1tYW9yZQHtLdx8M8FuhkDAIrQSDd8Xqu5XP9trAsLi5ifn4eFRUVEEKkC0XrBKcKCwuzAnjGZ74eg1NRqK+vx9DQEDOnIsDuoP5xTYcPe/bswYkTJ7S6gsW9rE/V5SiXQR6ddcyqLIDx8XFfXdeME1e+XBCtRjxJEfnntSuVLrvgVFFRERYXFzE4OBhJcwSvrOeXsM83qgkft9dwyvoxljU4vZ6XzKm1fO55/vnn494EIk82bNiA8fHxuDdD6ZOf/GTcmxCZkpISzM3N4dSpU+luz+YufjrBqfb2dly/fl35Mz/BqbgnuHNN5/ctLCzE8vIyM6corzA45UNpaSl6enq06tvEPZudTCbx4MGDjNsePHiQs9aWqqKVVlLKrADW6OhoViG5tTzozyc8SRH5F1XdJfPzLi8vpwMmZWVlmJubw+DgIOrr60N9zXzMOpiZmcm4KNFZ4mgsmVTZsGGD45IkZk6RHY5JvAkrOKDKqLFj7N/5+Fmt5cyplpYWXL16FaWlpelzVXl5ebpplE5wStVkyvgOMXPKWXl5eda1nx0ppdbnQZQrDE75ND8/r3UBb76IiIN5psIwMTGB6urqyF+7tLQU/f39WcEpt0GClDJwy+pczJDk42AnDA8ePFg1mVNr9TOg1SuqzCm773ppaSlmZ2cjCaI0NDRgcHAQgH7jiqj3ydnZ2YxuYHbdDc1UXQQNNTU1jpkVq6Hm1HrLCIib8R3n++5P0PetsbER/f39WvetqKjAyMgIL7xzrKamBm+88QYeeuih9G3mgEnQYMjc3Bw/UwfV1dWYmJgAsHIdqnNe5nia8gWDUz596lOf0rpf3IMX88ng9u3bALILSUZlw4YNuHPnju9AWL4fKOP+bKNSXFy8arq4rdXPgFavqIJTgPqY6LfGlQ6jHgUATE5Oap03zPuk7qDYC+uMuc4y5IqKiqwZeJ2fAfmfOaUTnKNw8bzjT1jHgvr6+nTQXOc1+/r6WP8lBi+99FLGZ+4nOOW0r3n9Pq2noLI5ODUzM+N4jsz3ay1af1bHFWgeMrewzWfGsr5r167h/PnzWFhYyFlmTE1NDUZGRkILdHg5oeTiYOtWq2S12r9/f9yboMUoBE2UT6IMTqlEGZwy1yz0M6kxMzMTeuDEuqxP53xm1NVQcTuO5HvmlLVjKVGccjH2Kigo8JQ1MzIysqq6Jq8V1hqI5o7mfjOngny/ioqKsLCwsC4aVSUSiXQZALcJHI6jKd8wOBWxuCPSJSUlmJ2dxfDwMD760Y/i9OnTOdsu8/pyJ6v1wFhXV4eRkZG4NyN0XV1dcW+ClsrKSkxOTsa9GUQZnAIhUTBqTkXNz1LrycnJ0OsbqjKnoswcUnWOzSc6dR2JciVX47nHH39c+76quqYUL93jamVlZWiTwEZjjLm5uTXVZVvFfI3H7FpabXi0XgfeffddPPLII+lZ8FwNHuwCYAUFBVkdBHUUFBRoX/Tl4ndcq8Gp1cKtkDHRWqM6rhk1p6KecNDtPGvejqmpqdCCU8bvbi2ArlMQ3en5dO7n5cI215Mt1kwyovWgo6ND+75xTxKTf+3t7WhtbQ3luYyOt+shOAUgfb3kljnF/YPyDYNT68CnP/3p9AzFgQMHcOHChVi3x9wS3Ysol6/4UVZWtmqzvtaC6urqvG0RTZQruc7UcmM+Jk5NTUUyYxv2YHq1D85X+/avNkKIvNrn8oWUMi+/i7mosUrRKCoqwpYtW9L/DzLmNsqcrJfglMFtAoPXMZRvGJxaB8wH9vLycuzYsSPGrXFvcerUlUo3OJWrAdKePXty8jqUrbi4eE23YqbVi4O9FbrZVrm2vLyckQ21mj+vfF5yuFaVlZXh/v377BZmUl1djXv37jkGo+Paz5566qlYXpfyy3rLnDIXgHfK/i0pKcmriX8iBqfWoSeffDJnr6Xq1GcNTukGkkpLSzE9PZ1XtQMeeeSRuDdhXTt8+HDcm0AUmnw6tuU7c7F2rx48eBBpDY5cXoQ3NDTk7LVoRSKRwODgIDNyTOrr63H16lXU1tbGvSlZGhsb494EygNGEGa9BKd0NTQ0aHe/JMoFjoQpUgcPHsy6zS1zyk5ZWRkmJia06mus5plw0hd3FiBRmDZs2ODrgjdXHVjzid/zCLCy3NCcdRlmpm1paWm6I1Uu7Nu3L2evRSsSiQQGBgaUk2/rVXV1NW7fvo0NGzbY3icfl/xRbgUdmwf5DgkhIIRYN8GpjRs3YmhoSOt+w8PDOdgiIj0MTlGkOjs7s24zt5NVsTt5lZaW4v79+64nFQamiChOfgfQLS0tvgKuAwMD2Lx5s6/X1JGPx9SKigqtbrAq1i6CYf5+fmsq+rVt27acvRatKCsrw8DAAJeVmwghMD8/n5fLeInMFhcXUVRUFPdmRK61tRW3b992vV+QLGSiKDA4RatGaWmpa+ZUUVERpqam2L2IiFadgoICXzWExsbGUFNTE/4GYSWby0vjgVw1rggSnPJSqN1r4CrXwSnKvUQigampqXVxgRumfAxyU27lS/ZcvmxHlLz8jlyiTPmEwakY8ATtzK4LTklJiWvmVCKRwMjISKT1RIiI4mA32IyyS9bmzZvR39+vff+qqipMTk5Gsi1m5eXlvoNTUsqMIOCWLVvwzjvv4OLFi4HPzwxOrX0lJSWYn5+PezNWpeXl5XURGKBo8PopGqoSLERxYXAqZG6DFrclbeuR9WQzOTmprOUghMDs7KxjVpQRnFpv9VeIKH+spQG019pOlZWVuH//fujbYb2gLSwstJ3I8GrLli04evQoNm/ejCtXrji+rhsGp9Y+IcSa2sfD4lZywaj3w8x2CoL7Xvh2794d9yYQpTE4FbLKysqMWWPrQbSsrAyzs7O53qxVZWpqyrbji1shw0QigeHhYQaniIhiEFVwSiXsDIy6ujrfRdYNxcXFnICidWn//v2u93GbYCRyUlRUFKg+0noLbLGeFK1GDE6FzBqcsmJwKpv1AqOkpMS2C87S0pJjnQdmThFRPglzGYvdwDqf2rcXFxfnLDgVxYVGGM+53i6A1iMuTct2+PBh1/tMT08jkUjkYGtoLeLqE2/a2tpw8+bNuDeDyBMGp0JmLdJqHcDkqljsarZ//35fRYGBleDU9PS078cTEYUpF8tYHn744Uif36tdu3ZlLY8jovUtkUhgfHycmVPkG+u9eVNTU4OJiYm4N4PIEwanQuYWfGLmlLumpibbn7nNSBcUFIRWh4SIyA/zpMTs7KxrLZag2tvbI31+rxoaGjA5OYmZmZm4NyVN99xQWlrKczS5Ynacd4lEAmNjYwxOrWNB95vi4uJAwan1mPHY0dER9yYQeRJLcEoIUSuEeEUIcS319wab+72cus81IcTLqduSQohvCSGuCCEuCiF+O7db78ytUCaDU9HjoJGI8sV6LQDc1dWFTZs2xb0ZaeasZqdzRGdnJ65evRrotaLsnkj5oaKiIu5NWHWM4FTUwXpau5g55d3TTz8d9yYQeRJX5tQXAHxXStkB4Lup/2cQQtQC+DUARwE8AuDXTEGs35VSdgJ4GMDjQoiP5mazvbMOgktKSrisj4honchF5lTUFhcXHWv9qQghsGvXroi26EevoauqqkqrFlYYFz+Li4soLi4O9ByU3xoaGuLehFUnkUhgamqKZRfWMeOY7Td4z+AU0doXV3DqRQBfSf37KwA+pbjP8wBekVKOSinHALwC4AUp5bSU8jUAkFLOA3gfgP06sBg4HXQ5m5rNS6aTzvvH95iI4mQ+poWdORVHZuj09DSqqqpy/rphqqmpwdDQEABv5wg/77efYB6tLkeOHIl7E1adZDKJ6enpuDeDYiSlTP/xg8EporUvruBUg5SyL/XvfgCqKaitAHpM/7+bui1NCFED4BNYyb7KG+aDLgMlRETrV5iZU4lEIpZl4Zs2bbLtoBonLxc4ZWVlmJ6ezklNwoWFBWZOrXH5uD/ku+LiYiwuLsa9GRSj0tLSQMGloN36WPaDKP9FNrUnhHgVwGbFj37V/B8ppRRCeD5aCCGKAPw5gD+QUnY73O/zAD4PAC0tLV5fhnIg7FlsnnyIKF8sLCyElkVTXl4eS+bBvn37cv6aUThy5Ajee+8918+jsrIS9+/fR1VVla8JJmZOEalxfLa+lZeX48GDB74fH7QgOhHlv8gyp6SUz0kp9yn+/A2AASFEIwCk/h5UPEUvgGbT/5tStxm+COCalPI/uGzHF6WUXVLKrvr6+kC/ky5mSxERkSGscwKXxQRTUlKCZDLpWnuqo6MD165d8/06YQYkiYjWioqKikDBKXbkJlr74lrW900AL6f+/TKAv1Hc5+8BfEQIsSFVCP0jqdsghPhNANUAfin6TfXOPDPEWSJ3Xt4jnQH/ai8+TESrmzkYFeZkRTKZDDSwJ2D//v3Yu3ev430KCwsDXQCxIDqRGidv17fy8vJ011QiIpW4glO/DeDDQohrAJ5L/R9CiC4hxB8BgJRyFMBvAHgv9efXpZSjQogmrCwN3APgfSHEGSHEP4rjl6DgvF4A6NR5qKur87s5RER5K5FIYHp6mhd4KQsLCygpKfH8uE2bNkWwNT/CzCkiomzGOSwuPHcS5b9YRk9SyhEAzypuPwngH5n+/2UAX7bc5y6AvD666MyaLy8v8yAJ4Nq1a9i5c6f2/XWCU1u2bAmySUREgUSVMWtk9PDcsWJ6ejryQJMfLIhOpMbVBOtbQUEBpJSBzmFBH09E+S2uzKk1Tefky8HrisnJSU8tyjdvVtXYz3T48OEgm0RERHlGCJGVaTs9PY1kMhnp6/q5mGZBdCIitaCBpYWFBZbvIFrDGJyKCYNTK4N+rwP//fv3R7Q1REThYYZAuIqLi7NaiJeVlUUWnApS34vndyI1ZrxQ0HPj7OwsysrKfD1WNclBRPmFwakIuJ18hRDrfvCaSCQwMzMT92YQEYWuuLgYi4uLkT3/erzAKykpwdzcXMZtFRUVkQWntm/fju7ubl+PXVpaYuYUkUJ5eXncm0Cr3MzMjO/gVDKZ5LUHUZ5jcCoCbrMCUsp1H5wqLy/HlStX0NzcHPemEBGFKpFIYHZ2NrLnX49ZWSUlJXjw4EFGAfRHH300svNokM8wmUyioIDDKyKrDRs2xL0JtMoFyZxix1ui/MfRU8TsLiIYnCrHjRs3tGpIERGtJmVlZZEFp9Zj1hSwEpy6f/9+xkVJLt4LP6+h07iDaD1iwxoKKmhwKs5ugUTkjsGpCOgMZhmcKufsBRGtSVEGp9YrVXAqX3lp8kG0njz88MNxbwLFLOikAoNTRGsbg1MRKCwsTNcbsTsILy4uruvgVFlZWcbyDCKitaKsrAwzMzOBamNQppKSEkxMTKyK9/PQoUNxbwIRUV4Kuiw9SE2/RCKBwsLCQK9PRNFicCoCFRUVmJqacrzPes+cEkLg05/+dNybQUQUOiNzanh4GBs3bgz1uddjvSngR5lTiUQip6/r5/2uqKiIYEuIiCgIIQRqamri3gwicsDgVAQqKysxOTnpeJ/1HpwCsCpmwImIvCouLsb8/DxGRkZQV1cX9+asCXEs62tsbER/f3/OXo+IaK2Lu27ipk2bYn19InLG4FQEzMEp1ayrEAILCwtsNU1EtAYZg+8gyw8oU2FhIebm5nL6fm7duhW9vb05ez0iorUuaPZv0Md3dXUFejwRRYvBqQgkEgnMzMzY/tw4sMY9e0BERNHg8T18uX5PhRBIJpM5fU0iIiKi9YrBqQiYB9C8QCEiojDxvJI7TzzxRNybQES0ZiwtLbEoORHZYnAqIuu1aC0REUV3DlhaWmJwKoe2bdsW9yYQEa0Z8/Pzgbp18/xHtLYxOEVERLRKLC4urvtmGkREtDotLCwECk6Vl5eHuDVElG8YnIqIEdlnBhUREYUl6MCeiIgoLkHPYZWVlSFuDRHlGwanIsKgFBERhW1hYYGZU0REtColEolAwamqqqoQt4aI8g2DUxFTrY3memkiorUtquM8g1NERLRalZeXo7S01PfjOzs7Q9waIso3DE5FxOnChFlVRETkR1lZGYNTRES0KjU1NSGZTPp+/ObNm0PcGiLKN0Vxb8Ba5RSAEkIwQEVEtIYtLS1FEkRKJpOsOUVERKtSQ0ND3JtARHmMmVMRUwWhysrKMDs7G8PWEBFRLoyOjqK2tjb0500mk8ycIiIiIqI1h8GpiBjZUarlfQxOERGtbYODg6ivrw/9effv34+KiorQn3c1YAtxIiIiorWLwamISCmxtLSEoqLslZMMThERrW0zMzOB6mrYWc8NNdiliYiIiGjtYnAqQgsLC7bBqbm5uRi2iIiIcmE9B5GiwuAUERER0drF4FREhBBYXFxU1gZh5hQR0drGoq/h27NnT9ybQEREREQRYXAqIlJK28yp0tJSBqeIiNawhx9+OO5NWHOiqOFFRERERPmBwakI2WVOFRUVYXFxMYYtIiKiXGhpaYl7E4iIiIiIVg0GpyJSUFCAubk5ZeYUERERERERERGtYHAqIhUVFRgfH2dwioiIiIiIiIjIAYNTETGCU6plfQA7ORERERERERERAQxORaayshJjY2O2mVMMThERERERERERMTgVmfLycsfMKSIiIiIiIiIiYnAqMgUFBZifn7fNnGItKiIiIiIiIiIiBqcitbS0hIIC9VtcUVGR460hIiIiIiIiIso/DE5FzK62VGVlZY63hIiIiIiIiIgo/zA4FRMGp4iIiIiIiIiIYgpOCSFqhRCvCCGupf7eYHO/l1P3uSaEeFnx828KIS5Ev8X+OHXk6+rqyuGWEBERERERERHlp7gyp74A4LtSyg4A3039P4MQohbArwE4CuARAL9mDmIJIT4NYCo3m+uPlNL2Z6WlpTncEiIiIiIiIiKi/BRXcOpFAF9J/fsrAD6luM/zAF6RUo5KKccAvALgBQAQQlQA+GUAvxn9phIRERERERERUVTiCk41SCn7Uv/uB9CguM9WAD2m/99N3QYAvwHg9wBMR7aFIXBa1kdEREREREREREBRVE8shHgVwGbFj37V/B8ppRRC2K9/y37egwB2SCn/qRBim8b9Pw/g8wDQ0tKi+zKhcFrWR0REREREREREEQanpJTP2f1MCDEghGiUUvYJIRoBDCru1gvguOn/TQBeB/AYgC4hxC2sbP8mIcTrUsrjUJBSfhHAFwGgq6srp9GiZDKZy5cjIiIiIiIiIlp14lrW900ARve9lwH8jeI+fw/gI0KIDalC6B8B8PdSyv8spdwipdwG4BiAD+wCU3HbsEHZhJCIiIiIiIiIiFLiCk79NoAPCyGuAXgu9X8IIbqEEH8EAFLKUazUlnov9efXU7etGnV1dXFvAhERERERERFRXhPrqS5SV1eXPHnyZM5eT0rJouhEREREREREtKYJIU5JKbv8Pj6uzKl1gYEpIiIiIiIiIiJnDE4REREREREREVFsGJwiIiIiIiIiIqLYMDhFRERERERERESxYXCKiIiIiIiIiIhiw+AUERERERERERHFhsEpIiIiIiIiIiKKDYNTREREREREREQUGwaniIiIiIiIiIgoNkJKGfc25IwQYhLA1bi3g2gd2ghgOO6NIFqHuO8RxYP7HlF8uP8RxWOXlLLS74OLwtySVeCqlLIr7o0gWm+EECe57xHlHvc9onhw3yOKD/c/ongIIU4GeTyX9RERERERERERUWwYnCIiIiIiIiIiotist+DUF+PeAKJ1ivseUTy47xHFg/seUXy4/xHFI9C+t64KohMRERERERERUX5Zb5lTRERERERERESUR9ZFcEoI8YIQ4qoQ4roQ4gtxbw/RWiOE+LIQYlAIccF0W60Q4hUhxLXU3xtStwshxB+k9sdzQohD8W050eolhGgWQrwmhLgkhLgohPgnqdu57xFFTAhRJoR4VwhxNrX//dvU7W1CiHdS+9lfCCFKUreXpv5/PfXzbbH+AkSrnBCiUAhxWgjxt6n/c98jipgQ4pYQ4rwQ4ozRmS/MceeaD04JIQoB/EcAHwWwB8DnhBB74t0qojXnvwJ4wXLbFwB8V0rZAeC7qf8DK/tiR+rP5wH85xxtI9Faswjgn0kp9wB4FMAvps5v3PeIojcH4Bkp5UMADgJ4QQjxKIDfAfD7Usp2AGMAfiF1/18AMJa6/fdT9yMi//4JgMum/3PfI8qNp6WUB6WUXan/hzbuXPPBKQCPALgupeyWUs4D+CqAF2PeJqI1RUr5BoBRy80vAvhK6t9fAfAp0+1/Ile8DaBGCNGYkw0lWkOklH1SyvdT/57EyiB9K7jvEUUutR9Npf5bnPojATwD4Bup2637n7FffgPAs0IIkZutJVpbhBBNAD4O4I9S/xfgvkcUl9DGneshOLUVQI/p/3dTtxFRtBqklH2pf/cDaEj9m/skUchSyxQeBvAOuO8R5URqWdEZAIMAXgFwA8C4lHIxdRfzPpbe/1I/nwBQl9MNJlo7/gOA/w3Acur/deC+R5QLEsB3hBCnhBCfT90W2rizKMwtJSJSkVJKIQRbgxJFQAhRAeAvAfySlPK+eUKY+x5RdKSUSwAOCiFqAPw1gM54t4ho7RNC/BiAQSnlKSHE8Zg3h2i9OcCYRwcAAAWOSURBVCal7BVCbALwihDiivmHQced6yFzqhdAs+n/TanbiChaA0bqZurvwdTt3CeJQiKEKMZKYOrPpJR/lbqZ+x5RDkkpxwG8BuAxrCxbMCZ/zftYev9L/bwawEhut5RoTXgcwCeFELewUq7lGQD/N7jvEUVOStmb+nsQK5MyjyDEced6CE69B6Aj1cGhBMBnAXwz5m0iWg++CeDl1L9fBvA3ptt/LtXB4VEAE6ZUUCLSlKqZ8SUAl6WU/970I+57RBETQtSnMqYghEgA+DBW6r69BuAzqbtZ9z9jv/wMgO9JKZnVSOSRlPJfSimbpJTbsHJd9z0p5c+A+x5RpIQQ5UKISuPfAD4C4AJCHHeK9bBvCiE+hpW1yYUAviyl/K14t4hobRFC/DmA4wA2AhgA8GsA/huArwFoAXAbwEtSytHUBfUfYqW73zSAfyClPBnDZhOtakKIYwDeBHAeP6q78a+wUneK+x5RhIQQB7BS+LUQK5O9X5NS/roQYjtWsjlqAZwG8LNSyjkhRBmAP8VKbbhRAJ+VUnbHs/VEa0NqWd+vSCl/jPseUbRS+9hfp/5bBOD/k1L+lhCiDiGNO9dFcIqIiIiIiIiIiPLTeljWR0REREREREREeYrBKSIiIiIiIiIiig2DU0REREREREREFBsGp4iIiIiIiIiIKDYMThERERERERERUWwYnCIiIiJyIYSoEUL84xCe5+eFEH+Y+vf/JIT4ueBbl/Uax4UQfxv28xIRERFFhcEpIiIiInc1AJTBKSFEkZ8nlFL+P1LKPwmyUURERERrAYNTRERERO5+G8AOIcQZIcS/S2UnvSmE+CaASwAghPhvQohTQoiLQojPGw8UQvwDIcQHQoh3ATxuuv3fCCF+JfXv14UQvyOEeDd13ydStyeFEF8TQlwSQvy1EOIdIUSXdeOEEC8IIa4IId4H8GnT7Y8IId4SQpwWQvxQCLErdfsbQoiDpvv9QAjxUMjvGREREZEWXzN9REREROvMFwDsk1IeBFaWzgE4lLrtZuo+/1BKOSqESAB4TwjxlwBKAPxbAIcBTAB4DcBpm9coklI+IoT4GIBfA/AcVrK1xqSUe4QQ+wCcsT5ICFEG4L8AeAbAdQB/YfrxFQBPSCkXhRDPAfg/APwEgC8B+HkAvySE2AmgTEp51uubQkRERBQGZk4RERER+fOuKTAFAP+rEOIsgLcBNAPoAHAUwOtSyiEp5TwyA0dWf5X6+xSAbal/HwPwVQCQUl4AcE7xuE4AN6WU16SUEsD/a/pZNYCvCyEuAPh9AHtTt38dwI8JIYoB/EMA/9X91yUiIiKKBjOniIiIiPx5YPwjlUn1HIDHpJTTQojXAZR5fL651N9LCG+M9hsAXpNS/rgQYhuA1wEgtY2vAHgRwEtYyewiIiIiigUzp4iIiIjcTQKodPh5NVaW300LIToBPJq6/R0ATwkh6lJZSj/p8XVPYCV4BCHEHgD7Ffe5AmCbEGJH6v+fs2xXb+rfP2953B8B+AMA70kpxzxuFxEREVFoGJwiIiIiciGlHAFwQghxQQjx7xR3+TsARUKIy1gpnv526nF9AP4NgLewEmi67PGl/xOAeiHEJQC/CeAiVmpXmbdtFsDnAXwrVRB90PTj/wvA/ymEOA1LNpaU8hSA+wD+2OM2EREREYVKrJQmICIiIqJ8I4QoBFAspZxNZUa9CmBXqn5V0OfegpVlfp1SyuWgz0dERETkF2tOEREREeWvJIDXUksCBYB/HFJg6ucA/BaAX2ZgioiIiOLGzCkiIiIiIiIiIooNa04REREREREREVFsGJwiIiIiIiIiIqLYMDhFRERERERERESxYXCKiIiIiIiIiIhiw+AUERERERERERHFhsEpIiIiIiIiIiKKzf8PRY/9T22WPu8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = pyplot.subplots(2, figsize=(20, 8), sharex=True)\n", + "pyplot.subplots_adjust(hspace=0)\n", + "axes[1].plot(r, \"k\", lw=0.2)\n", + "axes[1].set_ylabel(\"log returns\")\n", + "axes[1].set_xlim(0, len(r))\n", + "\n", + "# We will pull out median log returns using the autoguide's .median() and poutines.\n", + "with torch.no_grad():\n", + " pred = Predictive(reparam_model, guide=guide, num_samples=20, parallel=True)(r)\n", + "log_h = pred[\"log_h\"]\n", + "axes[0].plot(log_h.median(0).values, lw=1, color=\"red\", label=\"Pyro posterior median\")\n", + "\n", + "axes[0].fill_between(torch.arange(len(log_h[0])),\n", + " log_h.kthvalue(2, dim=0).values,\n", + " log_h.kthvalue(18, dim=0).values,\n", + " color='red', alpha=0.5, label=\"Pyro posterior interval\")\n", + "axes[0].plot(means, lw=1, color=\"blue\", label=\"Variational posterior mean\")\n", + "axes[0].fill_between(torch.arange(len(log_h[0])),\n", + " lower_95,\n", + " upper_95,\n", + " color='blue', alpha=0.5, label=\"Variational posterior interval\")\n", + "axes[0].set_ylabel(\"log volatility\")\n", + "axes[0].legend()\n", + "\n", + "\n", + "axes[1].set_xlabel(\"trading day\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hidden Markov Model\n", + "Next, consider a Hidden Markov Model with $S$ states and Gaussian Observations:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "p(x_t=j|x_{t-1}=i)&=A_{ij}\\\\\n", + "p(y_t|x_t) &= \\prod_{j=1}^S \\mathcal{N}(y_t;\\mu_j,\\sigma^2_j)^{I(x_t=j)}\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "where $A$ denotes the transition matrix of the latent, discrete valued Markov Chain.\n", + "\n", + "The $x_t$ we want to infer now take on discrete values in $\\{1,...,S\\}$. Let's use independent, categorical variational distributions:\n", + "\n", + "$$q(x_0,...,x_T)=\\prod_{t=0}^T\\prod_{j=1}^S (q^{(t)}_j)^{I(x_t=j)}$$\n", + "\n", + "Then, the $\\mathbb{E}_{q(x_{0:T})}[\\log p(y_{1:T}|x_{0:T},\\theta)]$ term is a sum of sums of weighted log-likelihoods (the weights are the $q(x^{(t)}_j)$).\n", + "\n", + "Due to the discreteness of $q(x_t)$, the term\n", + "\n", + "$$\\int q(x_t,x_{t-1}) \\log\\frac{q(x_t)}{p(x_t|x_{t-1})}dx_tdx_{t-1}$$\n", + "\n", + "becomes a sum (leaving potential measure theoretic complications aside):\n", + "\n", + "$$\\sum_{j=1}^S\\sum_{i=1}^S q(x_t=j,x_{t-1}=i) \\log\\frac{q(x_t=j)}{p(x_t=j|x_{t-1}=i)}$$\n", + "\n", + "Using independence of the variational distribution:\n", + "\n", + "$$\\begin{aligned}\n", + "\\sum_{j=1}^S\\sum_{i=1}^S q(x_t=j)q(x_{t-1}=i) \\log\\frac{q(x_t=j)}{p(x_t=j|x_{t-1}=i)} &=\\sum_{j=1}^S\\sum_{i=1}^S q(x_t=j)q(x_{t-1}=i) \\log\\frac{q(x_t=j)}{p(x_t=j|x_{t-1}=i)}\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "This can directly be calculated without further complications." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "class VariationalHMM:\n", + "\n", + " def __init__(self, T_train, N_states = 3):\n", + " self.T_train = T_train\n", + "\n", + " self.variational = torch.nn.Parameter(torch.randn(T_train+1, N_states)*0.1, requires_grad=True)\n", + "\n", + " self.obs_mu = torch.nn.Parameter(torch.randn(N_states).reshape(1,-1), requires_grad=True)\n", + " self.obs_sigma = torch.nn.Parameter(torch.randn(N_states).reshape(1,-1)*0.1+np.log(0.1), requires_grad=True)\n", + "\n", + " self.transition_probs = torch.nn.Parameter(torch.randn(N_states, N_states)*0.1, requires_grad=True)\n", + " self.initial_probs = torch.nn.Parameter(torch.randn(N_states)*0.1, requires_grad=True)\n", + "\n", + "\n", + " def fit(self, y, epochs=3000, lr=0.01):\n", + " parameters = [self.variational, self.obs_mu, self.obs_sigma, self.transition_probs, self.initial_probs]\n", + "\n", + " y_torch = torch.tensor(y, dtype=torch.float32)\n", + "\n", + " optimizer = torch.optim.Adam(parameters, lr=lr)\n", + " for epoch in range(epochs):\n", + " optimizer.zero_grad()\n", + " loss = -self.elbo(y_torch)\n", + " loss.backward()\n", + " optimizer.step()\n", + " if epoch % 300 == 0:\n", + " print(f\"Epoch {epoch}: {loss}\")\n", + "\n", + " def elbo(self, y):\n", + " return (self.observation_likelihood(y) - self.state_kldiv())/ len(y)\n", + " \n", + " def state_kldiv(self):\n", + " P = torch.softmax(self.variational, dim=1)\n", + " transition_kldivs = torch.sum(self._categorical_kl_divergence(P[1:,:], torch.exp(self._forward_states(P[:-1,:]))))\n", + "\n", + " initial_probs = torch.softmax(self.initial_probs, dim=0)\n", + " init_kldiv = self._categorical_kl_divergence(P[0,:], initial_probs)\n", + " \n", + " return init_kldiv + transition_kldivs\n", + " \n", + " def observation_likelihood(self, y):\n", + " P = torch.softmax(self.variational[1:,:], dim=1)\n", + " mu, sigma = self.obs_mu, torch.exp(self.obs_sigma)\n", + "\n", + " dists = torch.distributions.Normal(mu, sigma)\n", + " return torch.sum(P * dists.log_prob(y.reshape(-1,1)), dim=1).sum()\n", + "\n", + " def _categorical_kl_divergence(self, q, p):\n", + " return torch.sum(q * (torch.log(q) - torch.log(p)))\n", + " \n", + " \n", + " def _forward_states(self, P):\n", + " return P@torch.log(torch.softmax(self.transition_probs, dim=1))\n", + " \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(123)\n", + "\n", + "state_mus = [-2., 0., 2.]\n", + "state_sigmas = [0.1, 0.5, 0.1]\n", + "\n", + "hmm_transition_probs = np.array([ [0.8, 0.1, 0.1],\n", + " [0.1, 0.8, 0.1],\n", + " [0.15, 0.15, 0.7]])\n", + "\n", + "hmm_initial_probs = np.array([0.0, 1.0, 0.0])\n", + "\n", + "states = [np.random.choice([0,1,2], p=hmm_initial_probs)]\n", + "obs = [np.random.normal(state_mus[states[-1]], state_sigmas[states[-1]])]\n", + "\n", + "N = 500\n", + "\n", + "for _ in range(N-1):\n", + " states.append(np.random.choice([0,1,2], p=hmm_transition_probs[states[-1]]))\n", + " obs.append(np.random.normal(state_mus[states[-1]], state_sigmas[states[-1]]))\n", + "\n", + "plt.figure(figsize=(20,6))\n", + "plt.plot(obs)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: 111.38201141357422\n", + "Epoch 300: 3.8468854427337646\n", + "Epoch 600: 1.7694669961929321\n", + "Epoch 900: 1.3387870788574219\n", + "Epoch 1200: 1.1920726299285889\n", + "Epoch 1500: 1.1000003814697266\n", + "Epoch 1800: 1.0296285152435303\n", + "Epoch 2100: 0.9590142965316772\n", + "Epoch 2400: 0.8850977420806885\n", + "Epoch 2700: 0.8049094080924988\n", + "Epoch 3000: 0.7211445569992065\n", + "Epoch 3300: 0.6353932619094849\n", + "Epoch 3600: 0.5591513514518738\n", + "Epoch 3900: 0.504254937171936\n", + "Epoch 4200: 0.4723905324935913\n", + "Epoch 4500: 0.45653876662254333\n", + "Epoch 4800: 0.448551207780838\n", + "Epoch 5100: 0.4439469873905182\n", + "Epoch 5400: 0.4409642219543457\n", + "Epoch 5700: 0.4388900101184845\n", + "Epoch 6000: 0.43737879395484924\n", + "Epoch 6300: 0.4362398087978363\n", + "Epoch 6600: 0.435359388589859\n", + "Epoch 6900: 0.4346652030944824\n", + "Epoch 7200: 0.4341092109680176\n", + "Epoch 7500: 0.4336581826210022\n", + "Epoch 7800: 0.43328917026519775\n", + "Epoch 8100: 0.4329846203327179\n", + "Epoch 8400: 0.4327313303947449\n", + "Epoch 8700: 0.4325278401374817\n", + "Epoch 9000: 0.4323424696922302\n", + "Epoch 9300: 0.43219470977783203\n", + "Epoch 9600: 0.43206706643104553\n", + "Epoch 9900: 0.4319603741168976\n", + "Epoch 10200: 0.4318702518939972\n", + "Epoch 10500: 0.4317929148674011\n", + "Epoch 10800: 0.4317275285720825\n", + "Epoch 11100: 0.4316725730895996\n", + "Epoch 11400: 0.43162432312965393\n", + "Epoch 11700: 0.43158408999443054\n" + ] + } + ], + "source": [ + "model = VariationalHMM(N)\n", + "model.fit(obs, epochs=12000, lr=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "variational = torch.softmax(model.variational.detach()[1:,:], dim=1).numpy()\n", + "means = np.sum(variational * model.obs_mu.detach().numpy(),axis=1)\n", + "\n", + "plt.figure(figsize=(20,6))\n", + "plt.title(\"HMM - True VS. Variational filter\")\n", + "plt.plot(means, label=\"Mean Variational\")\n", + "plt.plot(obs, label=\"Observations\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.82 , 0.075, 0.105],\n", + " [0.145, 0.684, 0.171],\n", + " [0.054, 0.113, 0.834]], dtype=float32)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.round(torch.softmax(model.transition_probs, dim=1).detach().numpy(),3)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.8 , 0.1 , 0.1 ],\n", + " [0.1 , 0.8 , 0.1 ],\n", + " [0.15, 0.15, 0.7 ]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hmm_transition_probs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.ipynb_checkpoints/Varying Coefficient GARCH-checkpoint.ipynb b/.ipynb_checkpoints/Varying Coefficient GARCH-checkpoint.ipynb new file mode 100644 index 0000000..b4a742f --- /dev/null +++ b/.ipynb_checkpoints/Varying Coefficient GARCH-checkpoint.ipynb @@ -0,0 +1,491 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b1106941-77fe-4869-93e2-a41e3a40190d", + "metadata": {}, + "source": [ + "---\n", + "title: \"GARCH with varying coefficients\"\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "id": "67e6a963-bb35-4a6c-97bf-aad651881a0a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 299, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Distributions, Random, Printf\n", + "Random.seed!(123)\n", + "\n", + "data = randn(100)\n", + "\n", + "dist1 = Normal(-3,0.5)\n", + "dist2 = Normal(-3,4)\n", + "\n", + "ll1 = mean(logpdf.(dist1,data))\n", + "ll2 = mean(logpdf.(dist2,data))\n", + "\n", + "line = collect(-8:0.1:8)\n", + "\n", + "p1 = plot(line, pdf.(dist1,line), label=\"Model density\", size=(1000,500), \n", + " ylim=(-0.02,1), title=@sprintf \"Model LogLikelihood: %.3f\" ll1)\n", + "plot!(p1, line,pdf.(Normal(),line),color=:red, label=\"True density\")\n", + "scatter!(p1, data, zeros(100), label=\"Sampled data\")\n", + "vline!(p1, [-3], color=1, linestyle=:dash, lw=2, label = \"Model distribution mean\")\n", + "\n", + "p2 = plot(line, pdf.(dist2,line), label=\"Model density\", size=(1000,500), \n", + " ylim=(-0.02,1), title=@sprintf \"Model LogLikelihood: %.3f\" ll2)\n", + "plot!(p2, line,pdf.(Normal(),line),color=:red, label=\"True density\")\n", + "scatter!(p2, data, zeros(100), label=\"Sampled data\")\n", + "vline!(p2, [-3], color=1, linestyle=:dash, lw=2, label = \"Model distribution mean\")\n", + "\n", + "plot(p1,p2, size=(1000,500), fmt=:png)" + ] + }, + { + "cell_type": "code", + "execution_count": 281, + "id": "beaf084f-744c-4c6c-8758-270612f9711e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-19.364897862569727" + ] + }, + "execution_count": 281, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ll1" + ] + }, + { + "cell_type": "code", + "execution_count": 278, + "id": "ad8e6b5c-ed8f-4f28-9377-5fa05689a1ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-2.6042814335421416" + ] + }, + "execution_count": 278, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ll2" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fa13f7e9-8892-464c-872d-d69beee8308d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Plots, CSV, DataFrames\n", + "\n", + "#https://de.finance.yahoo.com/quote/%5EGDAXI/history?period1=1515801600&period2=1673568000&interval=1d&filter=history&frequency=1d&includeAdjustedClose=true\n", + "df = CSV.File(\"GDAXI.csv\") |> DataFrame\n", + "\n", + "a_close_raw = df[!,[\"Adj Close\", \"Date\"]]\n", + "a_close_nonull = a_close_raw[findall(a_close_raw[!,\"Adj Close\"].!= \"null\"),:]\n", + "a_close = parse.(Float32, a_close_nonull[!,\"Adj Close\"])\n", + "\n", + "returns = diff(log.(a_close))\n", + "\n", + "train = returns[1:end-99]\n", + "train_idx = a_close_nonull[!,\"Date\"][2:end-99]\n", + "\n", + "test = returns[end-99:end]\n", + "test_idx = a_close_nonull[!,\"Date\"][end-99:end]\n", + "\n", + "plot(train_idx,train, label=\"^GDAXI daily returns - Train\", size = (1200,600), fmt=:png)\n", + "plot!(test_idx, test, label=\"^GDAXI daily returns - Test\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cfbfe3fa-92ec-4806-85f7-ec05dff7d046", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "get_garch_stable_params (generic function with 1 method)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Flux, Distributions\n", + "\n", + "\n", + "struct VarCoeffGARCH\n", + " constant::Vector{Float32}\n", + " net::Chain\n", + " \n", + " x0::Vector{Float32}\n", + "end\n", + "Flux.@functor VarCoeffGARCH\n", + "\n", + "VarCoeffGARCH(net::Chain) = VarCoeffGARCH([-9], net, [0.0])\n", + "\n", + "\n", + "function garch_mean_ll(m::VarCoeffGARCH, y::Vector{Float32})::Float32\n", + " sigmas, _ = garch_forward(m,y)\n", + " conditional_dists = Normal.(0, sigmas)\n", + " \n", + " return mean(logpdf.(conditional_dists, y))\n", + "end\n", + "\n", + "\n", + "#Use functional implementation to calculate conditional stddev.\n", + "#Then, we don't need to store stddev_t to calculate stddev_t+1\n", + "#and thus avoid mutation, which doesn't work with Zygote\n", + "#(could use Zygote.Buffer, but it's often discouraged)\n", + "function garch_forward(m::VarCoeffGARCH, y::Vector{Float32})\n", + " \n", + " sigma_1, params_1 = m(m.x0[1], sqrt(softplus(m.constant[1])))\n", + " \n", + " sigma_rec, params_rec = garch_forward_recurse(m, sigma_1, y, 1)\n", + " \n", + " sigmas_result = vcat(sigma_1, sigma_rec)\n", + " params_result = hcat(params_1, params_rec)\n", + " \n", + " return sigmas_result, params_result\n", + " \n", + "end\n", + "\n", + "function garch_forward_recurse(m::VarCoeffGARCH, sigma_tm1::Float32, y::Vector{Float32}, t::Int64)\n", + " \n", + " sigma_t, params_t = m(y[t], sigma_tm1)\n", + " \n", + " if t==length(y)-1\n", + " return sigma_t, params_t\n", + " end\n", + " \n", + " sigma_rec, params_rec = garch_forward_recurse(m, sigma_t, y, t+1)\n", + " \n", + " sigmas_result = vcat(sigma_t, sigma_rec)\n", + " params_result = hcat(params_t, params_rec)\n", + " \n", + " return sigmas_result, params_result\n", + "end\n", + "\n", + "\n", + "function (m::VarCoeffGARCH)(y::Float32, sigma::Float32)\n", + " \n", + " input_vec = vcat(y, sigma)\n", + " \n", + " params = m.net(input_vec)\n", + " params_stable = get_garch_stable_params(params) #to ensure stationarity of the resulting GARCH process\n", + " \n", + " return sqrt(softplus(m.constant[1]) + sum(input_vec.^2 .* params_stable)), params_stable\n", + "end\n", + "\n", + "#transform both parameters to be >0 each and their sum to be <1\n", + "get_garch_stable_params(x::Vector{Float32}) = vcat(σ(x[1]), (1-σ(x[1]))*σ(x[2]))" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "id": "cd73f4fc-c079-404f-9796-301c8c0ebd0f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.038939\n", + "3.0580537\n", + "3.0621195\n", + "3.0658002\n", + "3.069259\n", + "3.0699775\n", + "3.0751026\n", + "3.0757551\n", + "3.0642645\n", + "3.080713\n" + ] + } + ], + "source": [ + "using Random, Zygote\n", + "\n", + "Random.seed!(123)\n", + "\n", + "model = VarCoeffGARCH(Chain(Dense(2,2,softplus), Dense(2,2,softplus), Dense(2,2)))\n", + "params = Flux.params(model)\n", + "\n", + "opt = ADAM(0.05)\n", + "\n", + "for i in 1:500\n", + " grads = Zygote.gradient(()->-garch_mean_ll(model, train), params)\n", + " Flux.Optimise.update!(opt,params,grads)\n", + " \n", + " if i%50==0\n", + " println(garch_mean_ll(model,train))\n", + " end\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "id": "7647e054-eb13-4423-8862-2afba6cb7772", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sigmas, params = garch_forward(model,train)\n", + "\n", + "lower = quantile.(Normal.(0,sigmas),0.05)\n", + "upper = quantile.(Normal.(0,sigmas),0.95)\n", + "\n", + "plot(train_idx, train, label=\"^GDAXI daily returns\", size = (1200,600), title=\"In-Sample predictions\", fmt=:png)\n", + "plot!(train_idx, zeros(length(lower)), ribbon=(upper,-lower),label = \"90% CI\")" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "id": "af86e730-0df8-41f5-a68e-d33b437b234b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Tqs02b97s20yWZfWB6r9eVufOnR966KFt27bdeuutFy5c8EZ6ajzmTX+punXrptFo9u/ff4Wz/vxmlEmS9MsvvxDRNddc47ud5/nu3bvPmDFj37593bp1y8zMVEdLVkrdg1/eqZrJftWIiIhISkoqKSmp5nBElJmZ6fF4Bg8e7BsNMsb8zk79u1ScRKcWd6kB9VmqeGo///wzVXgOK1LHmmZkZFTTRh0sWvFcfB08eJCI7rzzTt9o8MSJE+oA5oqaN29+5513Ll26dN68eYyxNWvWqNvVV1TFLC4AAFwhBIQAAKFi0qRJgiB8+umnFy5c8G6cO3cuY2zixIne4h/Dhw9v3rz5li1b1AhBtWzZsvPnzw8YMEBdo6JS6nw/v41qKs87O04NftRko1dkZOS4cePsdnulSylUnM04f/5835By+fLlOTk5/fv3V3desb1Go1EHWFa1FiJdHIZ6+vRp75bS0tK5c+dW1b56f/3rX4noueeeqxioeLunHvHMmTO+/7py5Uq/WXxjxowRBGHJkiW+f7WjR4+uX7++Zn0bMWKEyWT65ptvfFORpaWl6oxHtdxrNe677z6O4+bPn18xxyjLsjeknzJlChE9//zzoihWup9KT//FF1/0a1bxr+n3ikpISCCi7Ozs6rsNAABVarwCpwAAUGcefPDBadOmTZs2TQ3YUlNT1bt+y3yrlSRTUlK+/PLLnTt3Pv744xzHxcfHnzt3zrfZxx9/TETNmzf/+OOPd+3aNXfuXKPRqNVqd+zYUU0ffvjhh9atW8+cOXP9+vWZmZn79+9/7bXXtFptdHS0d8mE1atXE1Hbtm1ffvnlhQsXLly4UF2D4ezZs+oP/fHjx69evfqXX37ZunXrxx9/PHr06IrLTrRu3XrkyJHbt28/evToO++8ExYWJgjCtm3b1DYLFy7s0qXLm2+++f333x87dmz37t0zZszgOC4pKama1QteeOEF9ZlZv359VlZWWlpaSkqKuvTirbfe6m2mLjuxfPlyv4cnJCQYDAbvXYfD0adPHyIaNGjQ559/vnfv3oyMjGXLlt13333x8fFqG0mSrrrqKiJ6+OGH9+7de+jQoddee81oNKoHXbNmjXdvTzzxBBF169btm2++OX78+MqVK1u3bq1OBK3BshOMsTfffJOIEhISli5devjw4W+++UbN+91xxx3eNt6F6Svu86mnnlIfPn/+/C1bthw8eDAtLe25555LTEzcunWr2sbtdquH7t+//5dffnn48OEtW7bMnTv3hhtuUBv8/PPPHMeFh4e///77mZmZO3funDx5clRUlDqX1busSHR09AMPPLB69er9+/cfOXLkiy++UMsUffPNN2qDgoICvV5vNBqfeOKJBQsWLFy48MSJE9U/JwAA4AsBIQBAMKhY4UM1YsQI32Yej2fatGm+E8M6duy4b9++ijucO3euWuRDFRMT8+WXX1bfh71791Ys99KhQwfv2nSMMUVRZsyYoU5jU1ksFvWfTp8+ffPNN/s9PDIy8umnn/Y+XA0IMzIyOnbs6G0THh6+bNkyb5u0tLSKS2v06tXr2LFj1XTe4XD4HX3w4MFbt26tWUDIGLNYLH/961/9Fl3Q6/Vjx471tsnIyPCtDaPRaF577TV1pXXfgFAUxalTp/ruZ/z48R9++CHVNCBkjKnBp3eHPM/ff//9TqfT26CagFBRlPnz5/suvOF9krOysnyfgUmTJvnNQuzfv7+3wVtvveX7/LRo0WLr1q3qXFZvQOi7Nob3z+23XuWKFSt86yStWLGi+ucEAAB8cexiVTQAAAhcfmsAeJlMphYtWvhtPHXq1I4dO5xOZ1JS0pAhQ3zX9PNVWFiYnp5eXFzcqlWrYcOGVSytWRFj7MiRIydOnMjLy4uMjExKSurVq1elwWphYaG6umDbtm19G/zxxx+7d+8uKSmJiopq3bp17969fZc96NWr1/79+wsLC8PDw7ds2XLy5MmoqKjhw4f7BSeyLB88ePDkyZNFRUVxcXEdO3ZMSUm5bOeJaP/+/YcPH1YU5Zprrundu7coitnZ2b7PYVFRUUlJSXx8vFpbxevMmTOyLLdr185vh/n5+RkZGbm5uWazOTExsXfv3r7BMBHZbLaMjIxTp05FRkbecMMN8fHx6iGaN29uNpt9Wx49evSnn37iOK5Hjx7XXnut1Wq9cOFCTEyMuvxjVXJyctxud5s2bSr+lYuKirZu3ZqXlxcRETFw4EC/BUI8Hs/Zs2crff2onE7nrl271NUXW7ZsmZKSkpiYWLFZdnZ2RkZGSUlJTExMly5dvFNVVWfPnt29e3dhYWGbNm2GDBliMBiys7NFUVTTpKpz584dOHAgLy+P5/k2bdr06dPH78lXORwOdRRrxb8OAABUAwEhAAAEDG9AWDE9BQAAADWAojIAAAAAAAAhCgEhAAAAAABAiMLC9AAAEDAeffTRvLy8K5nNCAAAAFcCcwgBAAAAAABCFIaMAgAAAAAAhCgEhAAAAAAAACEqUAPC/fv35+fnN3YvAAAAAAAAAligBoTz58///vvva/xwj8fj8XjqsD8AwcdmszV2FwCaNLxHAKrn8XhEUWzsXgA0aU3hqySAq4yiHA5AvcJbDKB6eI8AVA/vEYDLagpvk0DNEAIAAAAAAEAtISAEAAAAAAAIUQgIAQAAAAAAQhQCQgAAAAAAgBCFgBAAAAAAACBEISAEAAAAAAAIUQgIAQAAAAAAQhQCQgAAAAAAgBCFgBAAAAAAACBEISAEAAAAAAAIUQgIAQAAAAAAQhQCQgAAAAAAgBCFgBAAAAAAACBEISAEgKbolyI2+nu5sXsBAAAAEOQQEAJAU3TOTrlO1ti9AAAAAAhymsbuAABAJawicyFBCAAAVdi9e7fVam3sXgD8OWazuV+/fhzHNXZHykFACABNkVUkBIQAAFApURQHDhx4ww03NHZHAP6cjIyMQ4cOtW/fvrE7Ug4CQgBoiqwiuREQAgBAZRhjgiBs2rSpsTsC8Od06tRJlpvc7xvMIQSApsgqkkvGHEIAAACA+oWAEACaIpvIXFJjdwIAAAAg2CEgBICmyCqSW2nsTgAAAAAEOwSEANAUqXMIFQwaBQAAAKhPCAgBoCmyikREHiQJAQAAAOoTAkIAaIqsIiPCyhMAAAAA9QvLTgBAU6RmCBEQAgAA1JLNZisqKvLbKAhCQkJCo/QHmhoEhADQFNnUgFBiRFxj9wUAACCAff31188//zwR2e324uLixMREIoqPj//pp58u+9g33ngjNjb2gQceqPHRH3/88WHDht1666013gPUNwwZBYCmqFQkkwaFRgEAAGpr0qRJJ0+ePHny5DvvvNOhQwf1thoNlpSUKEq571qPx5Ofn+/xeNS72dnZ586dq2rPxcXFxcXFfhstFovv2uu///57YWFhnZ0M1AMEhADQFNlE1szAuTFkFAAAoB6kp6cnJycPGjQoMTHxvffeUzc+9dRT7dq1GzFiRPv27desWfPtt9/+73//W7hwYe/evZ988knfh2dnZ3fv3n3QoEHXX399UlKSujEjI6Nr164DBw5MTEx84403iOjjjz/etm3brFmzevfuPXfu3AY+R7hCGDIKAE0OI7JLlBSBOYQAAFBzeU46VBTk6xd1jqJE85+eW5GXlzd58uT169f36tXrwoULffr0uf7665s1a/bRRx+dPXvWZDLJslxaWhodHX3nnXfGx8e/+OKLfntYtGhRamrq/PnziaigoICISkpKxo8fv2LFiuuvv76kpOS6664bOHDg/fffn5aWdvvtt9977711cr5QHxAQAkCT45RIx1OYBgEhAADU3P4C9vbhIP8imdaZH9/uTweEGzduTEhIKC4u/uGHH4ioa9eumzdvfuCBBziOe+GFF+68887evXtHR0dXs4fWrVu/9dZbXbp0ueWWW9TiNFu2bAkPD3e73eo+U1JSfvzxx0GDBtX0zKDhICAEgCbHKlK4lvQCYcgoAADU2IiruBFX4bduJQoKChwOhxq5EVG3bt26dOkSFha2c+fOxYsXT5kyxW63r1y5sppw7oEHHoiIiFi9evWMGTNuuOGGVatWFRQUeDwe7z6TkpK6d+/eECcDtYY3CQA0OVaRhWk5g8C5ZFQZBagv+U5ySKxtON5iACGnc+fOsiy/8sorGo3Gb/vcuXPnzp07a9asuXPnDho0SKvV+laI8eI4bsKECRMmTLDb7SkpKVu3bu3cubPb7Z41a5bBYPBtWdUeoOlAQAgATY6aITQIGDIKUI+WnlBO29g7/YXG7ggANLSbb745MTHxrrvumjp1KmMsIyNj9OjRZrP5s88+S01N1ev1O3fuHDhwIBGlpKTMmzcvISGhbdu2N910k3cP7777rsFg6Nq16x9//GG1Wjt16tS2bdtevXrdfvvt//jHPwRB2L17d2pq6vXXX5+SkvLZZ59JktStW7f+/fs33klDlRAQAkCTgyGjAA3AJlKpp7E7AQANqEuXLtOmTSMinuc3btz40UcfrVixgjHWo0ePDh06MMaioqK++OILIho/fvz9999PRPfcc4/JZMrMzDQajb676tWr15o1a3744Yf4+Pjvvvuubdu2RLR27dpPP/109erVavh39dVXE9HTTz/dpk2bEydOtGzZsuFPGa4Ex1hAFl+65557hg8fPmXKlJo9XF1cRafT1WmnAIKK1WoNDw9vlEOvz2bvZ8qtTNx18dwDyVgdB5qoRnyP1Imn98gnSmnNjcgQQn1xu90cx9XHzy2Px6PWL6nzPQPUq06dOq1fv75jx47eLU3hqwS/tACgybF6WLiW02PIKEB9sktkFQPyojAAANQhBIQA0OTYpLI5hBgyClB/HBJZxcbuBAAANDbMIQSAJgdFZQAaAAJCgBBRUlKSm5vrvRsTExMfH9+I/alD6enpdrt99OjRftvdbveBAwccDseAAQN8q54WFRXt2bOnRYsWvktiHDlypKioaMCAAYJQNoR+27Zt3bp1q2olRo/Hs2/fPovF0q5du+TkZCJijGVlZSUlJWm12jo+wwaBgBAAmhw1INTwnFvGeDaA+mKXmA0BIUAIWLFixYwZM9q1a6feveeee5566qlG6UmXLl02b97cvHnzutrhjh07ioqK/ALCs2fPDh8+vEWLFgaDISsra/PmzW3atFEbjxs3rl+/fkeOHLnhhhs++ugjIlqyZMkXX3zRqVOnDz74YNmyZUSUlZX13HPPbd26tdIjbtiw4f7774+Li2vXrl1WVpbZbN6wYYPZbL766qtPnjzpfZIDCwJCAGhyrB4Wb+QYIX0BUI8cmEMIEDJ69uy5fft2v42SJOXl5bVs2ZLny00iczgcFy5cUIMoWZZzc3NbtGjhzZ6pLly4wBjzZhrVZmazOSoqyttGUZTc3FzGmPfhf/zxhyRJlfbQ4/Hk5ubGxsaazWa/fzp37lxERERYWJjvnnNycqoqWzpz5sz+/ft//PHHRPTkk0++8sorixcvJqKnn376hRdeePTRR4uKijp37vzzzz/36dNn4cKFn332WYcOHZKSkoqLi6Ojox977LF58+b5PSeqrKyscePGffDBB/fee6+6JS0tze12V+xzYMEcQgBocrxDRjGHEKD+2DFkFCCELV68OCEhYfTo0QkJCV9++aW6sXPnzo8++ug111wzduxYIvrwww9bt249bty4Nm3arF69Wm2za9euzp07Dx06dOjQoRMmTCCi7du3d+jQYdy4cT169LjppptsNhsRnTlzJiUlZdSoUbfffnubNm0URXnwwQc9Hs/IkSN79+7tF51+/vnnnTp1mjBhQseOHf/617+qiyCkpaX17dt39OjRI0aMSEhI+OCDD9TGu3fvbtOmzW233da7d+8jR45UPLVff/01NTVVvT106NBVq1YRUW5ubkZGxuTJk4koJiZmxIgR6lnLsqwGqxqNRlGUVatWtW3btnfv3pU+ae+///7gwYO90SARjR07NjExsUZ/gSYEGUIAaJfPyxcAACAASURBVHLUgNAuYQ4hQD1ySCQq5JZJj4UnIEjJJRc8p441di/qlzaxgybu8uv7HT9+/L777lNvv/zyyw6H44knnti7d29ycvLOnTtHjBgxcOBAdSRndnb28ePHNRrNrl273njjjQMHDsTHx584cWLQoEGpqakGg+GOO+7497//PXHiRCIqLCwkoq5dux49etRgMCiKMnny5A8++ODJJ59csmTJ0KFD33nnHSKyWq08z6u5uG+//TYhIcGve8OHD584caIgCB6PZ/DgwV9//fWYMWOI6MCBAxkZGX369NmzZ8/w4cMffPBBIrrvvvteffXVe+65Jz8/PyUlRQ1KfbVs2fL3339Xb//2228Wi8VqtZ49ezYsLCwmJkbd3qZNmz/++IOIJk6c+OSTT3br1q19+/Z6vX7OnDnp6elEJEmSRuMfKB04cOCGG264wj9NAEFACABNjhoQSgwZQoB65JCIiKwiAkIIWmJetuPgtsbuRf0y8cKVBITR0dE33nijejs8PHzdunVDhw5VC6IMHDiwU6dOO3bsuP3224lo6tSpaiCUlpbWpUsX71S6qKio/fv3a7Vag8GgRoNEFBsbq+583bp1O3bssFgsOTk5asItKSnpo48+atu27S233KIeqPruLV++fN++fQ6Hw+l0/vLLL2pAmJKS0qdPHyLq27evx+PJy8tzu93Z2dl33303EcXHx992220V9/bEE0+MHTtWEAS9Xr906VIi8ng8brfbt+KLTqdzuVxENH369J49e164cOGZZ5558cUX//GPfxw+fHj69OmCIEydOnXatGm+e3a73SaT6bLPdsBBQAgATY5NZGFa3iUzJwJCgHrjkJhRQ6UiizNwjd0XgHphSO5pSO7Z2L1oEpo1a6YGUSqLxRIZGem9GxUVZbFY1NveHFphYWFJScm+ffvUu2PHjm3evPnJkycr1t5866230tLSnnzyyfj4+PXr1x87doyIJk2aFBUVtWrVqldffbVbt27r16+vZqLdww8/XFBQMHXq1NjYWJvN5nA41O2+8wa1Wq0oiqWlpWFhYd4JfpGRkU6n029vqampO3bsWLdundFonDt37oQJE2JjY1u0aGGxWERRVMPCCxcueKcgDh48mIgyMzN37dr12muvpaamfvrppx07duzQocPf/vY338mT7du3/+2336p5ngMUAsLgZJeo0MVah+E7HgKSug6hVcSQUYB6ZBepuZHDNEKAENSpU6cvvviCMcZxnNvtPnToUMUk3jXXXHP27NnXX3/dd6PRaMzKyioqKvLGjUS0YcOGf/3rX2qy7tNPP/VuHzly5MiRIz0eT/fu3X/88cdRo0bpdLpKi8ps2LBhw4YN11xzDRE988wzV111VVU9b9u2bUlJSU5Ojjru9MCBA507d67Y7JprrlH39sQTTwwfPpyI2rRp07Jly23btg0bNoyItmzZ8uyzz/o+5LHHHps/fz7P83l5eVdddZXRaDSZTDabzTdyvuuuuyZPnjxz5kxvD4uKijQaTcXBpYElsHsPVfnylLLpLPssFcOAICBdLCrDuWWlsfsCELQcMl1tJKunsfsBAA1uzJgxL7300rRp00aNGrVkyZKuXbsOGDDAr83UqVMXLlw4derUMWPG2Gy2TZs2vfbaa2rpl1GjRj3++OMcx506dWrGjBnXXnvte++9ZzQa9+7d+/333/fq1YuI5s+fT0SdO3c+f/58YWFh165diahHjx4zZ84cMGDAzTff3Lp1a++xrr322tdee+3uu+/esGHD8ePH+/XrV1XPIyIiHnzwwYkTJ/7rX//avXv3r7/+WjEg3Ldv3zfffNOuXbuMjIyvvvpqx44dRKTRaB5//PGHH374xRdf3L59u8PhGDdunPchy5cvT05O7tmzJxENHDhwyZIl3bp1M5vNvtGg+rzde++9vXv3fvTRR9u1a3f8+PH//ve/27Zta9GiRY3+Dk0FqowGJ4dEGGsHgavUQ+Fa0qPKKEC9ccvEE0XryFZ5BXgACB59+/adOnWq7xatVrtz586OHTuuW7duyJAh3333HcdxRDRjxgx1tQkiMpvN+/bt69at21dffbVr166bbrpJHSy6ePHiRx555IcfftiyZYuahZszZ87NN9+8atWqyMjItWvXTpkyhYiGDBlSVFS0cuXKzMzMTZs2tW/fnohWr17dv3//4uJiUSw3OOGzzz5r3779qlWr+vbtu2zZsptvvpmIunbtqlaRUb300kvqmhbz5s2bNGnSV199ddVVV/3vf/8bNWqU3/m2atVKFMUff/yxefPm+/fvT0pKUrc/8cQTM2fOTE9Pj42N3bFjh06nU7czxvbu3Tt79mz17vz58wsLC9PS0tLS0io+mQsWLFi+fHlRUdEPP/yg0Wg2b97cvn17nU43e/Zs36xpYOHUuq4B55577hk+fLj6gqsBj8dDRN7XQfD5z2Hlx/Psq+HIEELNWa3W8PDwRjl0xBLx7CTtkWL2xE/yrtEYyABNVCO+R2qv2E1J/xNvbMWPb8+Nb4erw1Av3G43x3H18XPL4/GEh4e73e463zNAverUqdP69es7duzo3dIUvkrwHRCcXDK55YAM9QEYkUMiswbrEALUI7vETBpOnawLAAChDAFhcHIr+CUNgcoukkEggSODgKIyAPVFvewSrsMcQgCAUIeAMDi5ZYaAEAKUWlGGiPQICAHqjUMik4aQIQQAAASEwcklkxvVGSEwWUUWruOIMGQUoB7ZywJCzipifgEAQEhDQBicXDJ+SUOgsl3MEBoEzoWpsAD1o2zIKDKEAAAhDwFhcHJJ5EGGEAIThowCNAAUlQEAABXquQcnFJWBwGW9lCHEyxigviBDCIFOUZRFixY1di8A/hyLxdLYXagEAsLghGUnIHBZRRam5YhI4IjjSFRIi6EMAHXNcWkOIcaTQODRarWPPvrovn37GrsjAH/OHXfc0bJly8buhT8EhMHJJaHKKAQqb4aQLiYJERAC1Dm7iCqjEMA4jnv77bcbuxcAQQK/s4KTW0GVUQhUfgEhphEC1AeHjCGjAABAhIAwWKHKKAQuq8i8AaFe4DD4GaA+OFBUBgAAiAgBYbBySaQwkpAkhABkEylcy6m3kSEEqCdlcwh1nNWDay4AACGtVnMI3W73+vXrLRbLjTfeeNVVV1XaZteuXYcOHUpJSenXr5+6paSkZPfu3dnZ2VFRUTfeeGNUVFRt+gCVUn9DexTSIOSHQGMVqROGjALUM3UOYZiG7BIxIq6x+wMAAI2l5uGCx+MZMmTIO++8s2vXrmuvvXbXrl0V27z00kuTJk06dOjQXXfd9corr6gb33rrrXnz5u3du/fTTz9NSkr69ddfa9wHqIo6gRCjRiEQ+c4h1GPlCYD64ZDIrCWeI4NADqmxewMAAI2n5hnCNWvW2O32HTt2aDSajh07vvTSSxs2bPBtUFhY+MYbbxw4cCA5OfmRRx7p1avXI488Eh0d/eqrr3rb3HvvvR9++OH7779f8zOAyqi/oZFagUBkEynMJ0PoxMsYoB44ZDIJREQROir1kBlFxwEAQlXNM4Tr168fM2aMRqMhottuu23Tpk0ej8e3wY8//piUlJScnExEnTt3bteu3ebNm/12YrFYmjdvXuM+QFWcEjNqyKNgZggEnlKReecQ6nlkCAHqhV1kZi1HRGFazibiywIAIHTV/JLguXPnBgwYoN5OTExUFCU3N7d169a+DRISErx3ExIScnJy1Nvbtm2bPXv2qVOnevTo8dRTT9Xg6BcuXFi3bl12drZ6Nzw8fNq0aTx/pfGtKIpExHFBO2nCLVOkluxuSdQ3dlcgYImiqL5TGliph4ycpB5ZL5DdLTVGLwAur7HeI3XCJpKOJFGkMA0VOyXR1NgdgmAkiiLHcUH8cwug9ur7q0QQhMuGSDUPCBVF8b7D1RuyXO5KvizLvh8BPM97GyQnJz/99NOnT59+6aWX0tLSJk6c+GeP7vF4bDZbUVGRetdms4miqKYrr4TaE78OBxOXLDQ3ksMTxKcI9U6W5UZ5AVlFwXTx00LH8U6JyVh5ApqkxnqP1Am7yBt5JsssTMNb3HiXQb1QfwoG7tsEoAHU91fJlSTMah4QtmjRIj8/X72dl5fHcVzLli19G7Rs2dLbQG3TqlUr9Xbz5s29I0Xnzp1bg4AwISFh+PDhU6ZMqVnn1adGp9PV7OFNHCOSmBih4zit3mDAZTmoIVEUDQZDwx/XLolxYWVHNulkmecMBlTLhaaosd4jdcKlSFEmwWDgIvWSmxPwZQH1QU0PBuvPLYA60RS+Smr+M2vo0KEbN25kjBHRxo0b+/fvr55MUVGRw+EgosGDBx85cuT8+fNEdO7cuaNHj15//fV+O8nNzcWyE3XOJZFeQHlGCFS+VUYNeBkD1A+7RCYNEVG4lrNiDiEAQAireYZw8uTJb7311t133921a9e5c+cuXbpU3T5q1KjbbrvtX//6V0JCwn333XfrrbdOnDhx2bJl999/v5pCHDVqVFJSUosWLbKystasWbN27dq6ORW4yCWTQSA9X7b4BEAAURg5L/5OJaxDCFBvHBIzazgiCteSNVAnQgIAQB2oeYbQbDbv3r27b9++Ho9n48aNI0eOVLc///zzI0aMUG+///77Tz31VElJyTPPPPPee++pG2fPnt2uXTubzda7d+/MzMxhw4bV8hzAj0smPY8MIQQkNWvBXxy8pkdACFA/fDKECAgBAEJarRYeiomJeeyxx/w2eqNBIuJ5fsKECRMmTPBt0L179+7du9fmuFA9t8wMGk4ncG6ZEWFaCAQSq8i8ixAShowC1A9G5JbJiCGjAABQmwwhNFneIaMeDBmFQGMVybsIIWHIKED9cEhkFMquFyJDCAAQ4hAQBqGygBCpFQhAvhVliEhflugGgLrk8Jmpi4AQACDEISAMQm4ZVUYhUPkHhKiNBFAP7CIzacpS8QgIAQBCHALCIIQMIQQuq4dhyChAfXPIZPZmCHWc1YM8PABA6EJAGISw7AQELptULkNo0JBLarzeAAQpu4ghowAAUAYBYRByyUwvcDpkCCEAYcgoQANwSGS++EZDQAgAEOIQEAYhN6qMQsDyCwgxZBSgPthRVAYAAC5CQBiELs4hRHlGCDxWDwvzmUOoFziXhJcxQB1zSMx8qagM1iEEAAhpCAiDEIrKQOCqmCHEkFGAOodlJwAAwAsBYRDCshMQuDBkFKAB+A4ZNWrIo5CEKy8AAKEKAWEQUjOEOlTjgABUYWF6VBkFqHsO6dKyExyRWUN2vNEAAEIVAsIg5B0y6kFqBQKNTWThunLrEOK6BkCd880QEqYRAgCENgSEQcgtM73AoV4/BCIMGQVoAE6JmTSXrrxgGiEAQChDQBiEXJhDCAELQ0YBGkCFDCECQgCA0IWAMAi5sewEBCyrSGE+v1MNAudW8DIGqGO+cwgJASEAQGhDQBiEsOwEBC6r3xxCDTKEAHUPcwgBAMALAWEQUoeMosooBCL/IaM85hAC1D1kCAEAwAsBYRByo8ooBCaZkVsul7jQCyQxwqBRgLplF8sXldGR1dOI3QEAgMaEgDAIYcgoBCibSGYNceU36njyINcNUKccEpl9UvHIEAIAhDIEhEHIJTMDlp2AAOQ3gVCFlScA6pwDcwgBAOAiBIRBCMtOQICylZ9AqEJACFDn7BKZhEt3kSEEAAhlCAiDkDqHUMcjIIQAY60sIMQCKgB1DkNGAQDACwFhELo4h5DzoBYHBJRKA0JkCAHqnF0qX1QGASEAQAhDQBiEMGQUApRVZGFa/zmEegSEAHWtwrITmEMIABC6EBAGITeqjEJgqipDiFcyQB0SFWJEWp/vf2QIAQBCGQLCIKRWGdXxJDHCJV8IIBgyCtAA/NKDhIAQACC0ISAMQuocQiLS8libHgJJFUVlEBAC1CW7xEwICAEA4CIEhEFInUNIRFiKEAKLTWThFeYQGlBlFKBOOSQya8q90cJ1nNWDdxkAQIhCQBhsGJGolAWEOky+goCCIaMADcBeflV6QoYQACC0ISAMNm6ZtDyp1371AudBagUCB4aMAjSAinMIdTwRkQcjSgAAQhICwmDjvjiBkDBkFAKNVaQwVBkFqGeOChlCQpIQACCEISAMNt4JhISxdhBoqphDiJcxBKezdpaR1wiDOBzlV6VXRei4UkwjBAAISQgIg41bZgah7JsecwghsGDIKISU77LZf440wigOu4gMIQAAXIKAMNg4fYeMClh2AgJJqQcL00MIsUtU6GqEpJy9whxCIgrTkg0BIQBASEJAGGx85xDqMIcQAkoVGUIsOwHByS5RgasRjuuQyFzhjYYMIQBAyEJAGGxcyBBCwLJJmEMIIcQuskJ3Yxy38qIynFXElRcAgFCEgDDY+BaVQZVRCCxVzSHEkFEISnaJChpjyKizsqIyyBACAIQsBITBptyyExhrB4FDUkhUyFghcYEMIQQru0QumexSIxwXRWUAAMALAWGwcflUGUVqBQKITaKwCj9SCVVGIXipoWDD15WpuDA9ISAEAAhhCAiDjdt3yGggB4TvZypIboYUq8jCKkwgJCIjAkIIUg6JiBqhrkwVC9NjHUIAgBCFgDDYBMccwlKRHsmQcbk6pFQ6gZAwZBSCl11kGp4avq4MhowCAIAvBITBxiWT0bvsRMBWGT1WwojI2eBTa6ARWStbhJCIdJgKC0HKJlGCiWv4ujIOiZkrFpXRYR1CAIAQhYAw2JRbdiJgM4RZFjUgRBgQQqrJEAbuyGeAathFah2GDCEAADQyBITBxhUUcwizShgROQKz81AzVrGSRQgJQ0YheNklahPWKBnCSovKYB1CAIAQhYAw2PguOxG4Y+2yLEQYMhpibFLlGUJUGYVgZZdY6zAqbPCiMnYRGUIAALgEAWGwcctMf3HZicAda5dlYRHashJ8ECKsHgpDURkIJQ6JWodxDT9k1CEjIAQAgEsQEAYb3zmEOp48ATiHUGF0opRdE8M5EQaEEqtIEbpKtgfudQ2AajAip0RXmbmGX4fQLlZWVAYBIQBAqEJAGGzKFZUJzF/Sp2ysmYFrZuAcKCoTSqwiC6vwI5XKhozilQDBxiWRTqB4IxU0fIZQInOFbDzmEAIAhCwEhMEmCIrKZJVQciSZNJhDGFqqrjLKBeLLGKB6donMGorTN/QcQlZ+dSKvMC3ZREJECAAQghAQBht34C87kWVhnaM4o4A5hKHFKlJ4FUNGMYcQgo9dYmYNF2to6CqjamaSr5CMFzjSC7gMBwAQihAQBptycwgDNENoYcmRnElDmEMYUqrKEAZoohugemqGMFxLEmvQMMwukalCelCFaYQAAKEJAWGwKTdkNDCLyhwrYcmRnFGDDGFosVWxDqHAEc+RGICvZIBq2MWyiXyxeq7I3XBJQofEzJW90QjTCAEAQhUCwmDjlpnh4rIT+sBchzDLwpKjMIcw5FSVISQkCSEY2S+uDh9raNC6MnapkjUnVMgQAgCEJgSEwSbQq4yWilTqoUQzZxQ4ZwBGs1Bj1QSEmEYIwccbEDZwXRnHxeNWhIAQACA0ISAMNoEeEGaVsE6RHEeEIaOhxipWvjA9EekFDitPQJCxi2VDNxu4rowDGUIAACgPAWGwcZefQxhwVUazLCw5iiMiEwLCEGOrYh1CIjIiQwhBxzt0M1ZPhQ04ZLS6gFDHlXpw5QUAAsk7R5Rvs/HBVVsICINNoFcZPVbCOkdyRGREAfQQUypSRGXLTlBg5roBqmeXKEwdMmqgggYcMqoud1HpP4VryYYMIQAElC3n2eFiBIS1hYAw2LjKr0MYcFVGsyyUHElEhGUnQoqokMwuvXT96JEhhKBjFy9mCA1cYQNWGUVRGQAIJmftzIKhDbWGgDDYuCSmv1RlNPDyKt4ho0YN55TwDg8V1VSUISJDAL6SAapnv7j8Q5wBRWUAAGoox04WT2N3IvAhIAw2bsW3qEyALTuhMDpRyjpGYA5hyKlqEUIVqoxC8Lm07IS+YTOEYjUZQqxDCACBRFIoz8kQENYeAsJgE9BVRk/bWJyeU0tNGgUMGQ0h1WcIMWQUgo9d9AaEDTqH0CGRuYr3GjKEABBYzjuZzKgUH1y1hoAw2AR0ldEsCyVHld1GhjCkVLPmBBEZAi3XDXBZ3sCswYeMMqNQZVEZ/K4CgACSYyeeI8whrL0qBo5csa1btx4/frx37949evSotMGJEye2bdvWvHnzv/zlLxpN2eF++eWXX375xWQypaamxsXF1bIP4OVRSMMRf/G7PuCqjHpLjBKRUYMqoyHEKlJEtXMIkSGEIGPzDhlt4HUIZWpurPyfwrWcTQyoi4gAENqy7axtGIcho7VXqwzh9OnTp02b9ssvv9x6660LFiyo2GDDhg3XXXfdnj17Xn755VGjRjHGiOjZZ5+9/fbbN23atHTp0o4dO+7atas2fQBfvuNFiUjgiCMKoMyKt6IMERkFzoGiMiHDKrKwqucQYsgoBB+7WLb8Q6SOnHLDVYSudg4hhowCQCDJsVPXaASEdaDmAeHp06cXLVq0efPm9957b/Xq1TNnznS5/Ee9PP/882+++eaHH364ZcuWzMzM9PR0InrooYeOHz++dOnSr7766m9/+9urr75aqzMAHy7p0nhRVWBNI8zyyRBi2YmQgiqjEGocclmGkCOK0VNRQ61NjzmEABA0cuysSzSGjNaBmgeEGzZs6NOnT6tWrYiof//+Op3up59+8m2Qm5u7b9++cePGEZHRaBwxYsT69euJqHXr1jxfdtz4+HhRxPdPnXErzFB+ckhgBYTHLMw7h9CIOYSh5LIBITKEEGTs4qXALFbfcKNGHViHEACCxVkHdY3mSkVCRFhLNZ9DeO7cuYSEBO/dhISEnJwcvwYmkyk6Olq926pVqyNHjvg2KCwsfPfdd+fNm1eDoxcUFKxbty47O1u9Gx4ePm3aNG+ceVlqFMpxVQ5RUxxW2VIgxLbidfoadK+x2FykF8g3xtbzZHOLYYFQPMgqklWk5jpJ7T5HxIicblETCJ0PSqIoNtj1mhIXmQUSq5i/pOXI4SFRRFAITUtt3iM2kfRU9nEXq6c8m5QcVpd9q+a4Oqr83WTgyOohXKWFOiSKIsdx1fzcAqiNbBslGkjHk8UpVrXCatNX3z+3BEG4bIhU8ydPlmXfdzjP87IsV9NAEARJupTxcTgct9122+jRo++4444aHN3tdhNRUVGRetdms4mi6C1acyWd9/6/8ga2UtcvO4nj+PBoTbMEIa4VFx7d9D/R7B7S84Lveel4wSnKsq4RO3WljhZzSWGcIl8KCYyCYPPI1SSOoF7JslzNe6RuWT2cWcPJcuUBoY7jnFKV/wrQWGrzHrFLgoEre3S0jr/gZHKDTPi2i7yRr/xYJp6sotBg73oIBepPQbyooJ6ctQstDHKEli92KYYqymU1ffX9c+tKEmY1Dwhbtmy5e/du7928vDx1+KhvA7vdbrfbzWazXwOXyzVmzJikpKR33323ZkdPSEgYPnz4lClTavZw9anR6aqMkyS9XlLDS0epcrpUOX2UN4Zp4lpqYltq4hM4oalehdAyo0Y2GAzeDXqNRBq9wdDUQ1ki+sOpXB3DDIZLfxSjRlQ0vmcDDUoUxQZ79p1MTjRyBkPln1lmvWL1lHttADQFtXmPOCQxJqzsRd3cLJcqVb7+65ZTkaJMQqVfCnoilyxq9YYqlqUA+NPU9GA1P7cAaowR5TnFdtGGKL3k5rQB8Vu3Ug35c6sqNQ9sbrjhhqeffrq0tDQiIuLo0aOFhYV9+/YlIpvNJstyZGRkQkJCp06dNm7cOG7cOFmWN23aNGfOHCLyeDzjx4+Pjo5evHjxlQ/ybHSK0+bJ/s2T/RsnaITYFprYFmVhoaDhuItnwXGctiyfxQkaTm/k9UbihSp2WfdcEhnK/0n1fMMVr6ulLAtLjiy3xaThnBIjCtR3OFy5y61DSBdwfRmCi/3ishPUsGvTO3yO64cjMmvILlW3BgwAQBOR76RwLRkEitASCo3WUs0Dwi5duowYMWLkyJG33Xbbf//738ceeywiIoKIXnnllWPHjqWlpXEc9/zzzz/yyCO//fbb7t27DQbDqFGjiOj//u//vv/++7vvvvuRRx4hombNmr3yyit1dT4NgMmSlH9Wyj97he05rZ7TG3iDidcby0JEnYE3mPmwCF5Xx9cD/JadoIAqKpNVQuPalov9jAI5AqTzUEvVF5XR8+QOkOsaAFdCnS2rvXgtMdbAnXc0flEZIgrXcVYPi6h6DRgAgCYix84SzWWL91gw97l2ajX0cfny5cuWLcvKypozZ87YsWPVjePHj7dYLOrtKVOmtGnTZtOmTTfeeOOUKVPUOX633nprp06dvDtRw8ggxkQ3E92KzVLxn3iDiY+I0UQ300TH85GxXK1ziS6Z9OVzrgEUEB6zsOSocr03YW36kGH1sHBtleMFDBpy4ZUAQcRePk0Xp6fDRQ126LL1DyuFQqMAECjOXgoIOYsHA8pqpVYBoUajueeee/w29urVy/fu4MGDBw8e7LslNTU1NTW1NscNGorLobgcarKR43k+PFqIaqaJjOUjYoTwqMs+vCK3zAzlv+kDJbWiMPq9lHWMKJ8hxMoTIeOyGUIsOwHBxC4ys08WLtZATWHZCUJACACB46ydEs1EaoYQQ0Zrp6kWRwk9TFFkS6FsKVRf0rzeSMLFhKGisPLVh5jk4XiBN4XxpvCy/8zhvCncJRkCdB3C0zYWq+f8ZpGZBKxNHyouvzB9IFzXALhCfhnCWD1X2CAL08uMJIX0VQ9GQUAIAIEix8ESvENGERDWDgLCJkpxO6tvwGRJtpbI1hLfja2KuOs9YY7wSN4Uzml1TJZ6FrhMx2RHnsRkiUkiEz2kyEwSmSTyOj1vjuTNEXxYpGCO4MMiOaP5UoGcDaPL0AAAIABJREFUhpVloeQKOVEjisqEDJtUbUCo4VwSIkIIHv5DRg3UMAGhvdr0IBGFazmriE9dAAgAOXZKbUlEFKnjSj1Ymr5WEBAGFVlWIsRSMd/q3dKulGkFEsVKvt0Vj1vx5FNxvncLxwu8OYI3h6uBIqfVcYLAaXTEC5yg4bRa9UZ99PxYCesc6d9JE4aMhgyrh4XrqvwNiiGjEGTsIpl9roDEGriGGTJaTYlRFTKEABAoztpZopknoggtnbI1dm8CHALCoCIx0pTP8Gk4uvLMClNk2VosW4urb8Zp9ZwgkKDhdXpOqyetjtPq1ducVseV3dBzesOVl8nJsrCu0eXiASaJRoGv4ZBRxhR7qSKJgimc0+lrtAtoUBgyCiHFLpHJ59MxWkdWkSTF/wO87o8rMlPVFWUIASEABA7MIaxDCAiDiqSQ33e9wJNc19edmehmIhGRYr9MS06r501hvCmMN4YLYZF8WNlY1oo7zMsrmWSyubJKFadVcdgUeymTxBvOaSILop1SrFpohw+L5Lgqf8ooLodcWqSUFkmWQrn4AhMvDsDiBd5g5I3h3p7wpjDeHMFp/vRKW0wSFWuxZClUj0KyrG3ZVndVR94U9md3Bb48CjEiXdU/hVFlFIKMXSpXVIbnKEpHxR5qVs9LEzukcpnJihAQAkCgOIc5hHUHAWFQkRkJtcgQ1jkmumWLW7YU+m7kdHrBFM6ZwpkkKnYrc9qYInc7obQReHf5UNHARE1pvuf0BY/3gRExQkSsEBkrRMRwOoNcWiRbCuSSC7KlUHFWEZ4qsuKwKQ4blesFcToDbzBxeiOnM/AGo7pKJKcz8HojZzCpI2OZ6JZLi2RLkVxaJFsKmdPGWLnw2n3ysPuPI5rYFtqEJF2L1lTrhUNCU/XpQcKQUQg69gpDN2P1XIGLNTPU7+S96kuM0qU5hAAATVqJh3iu7MdDpI6zeDCOqFYQEAYVSSFj+T+pwNV9hrCWmMctedxUUuDd4lHIJVOEf+KQtHzZ8s2XHlhwXio4X0fdcMkeV1X/ymk0nEanuBxXsCOm9sqVqde2bKNL7CBExlbZVpEVm0W2lShWi2K3kEYrGMM4o5k3mHmjiTOYazJFU5EVl1Nx2ZnLobidzOVQlzNhLjun1ZcVDQqL5M0RQlhk0wxZrR4WXu1C2BgyCnWLeVyy3ao4rEzy8AYzbzTzBhOnq+f0nA+76B8QxhmosMoPpLo7bvmhqhWFa6kAU3FqikkiMYVJIrFLtzmtXgiPoqqHtwBADeTYWYKp7G3llyFksqQ4bIrDqjhszGmVnXYhPEoT01yIiuc0CHwqh+clqEiskiGjUhMLCCsqcFGsoZKqdprGywsxSWLSnxukyES358xxz5njQni0LjFJ06odr9XL9lLFWiLbShSbRbGVKHYrY+UiG7/BWZzOwBvNvMHMGc283kBETBSJiGSRKQopMlNkUhQmSUSMedzM7VSqDmvJ5fCdEcpxPGc0l4sP1aKyPM8J5TJ0nEZLHDGPS7bKTHQzt5N53IrHxTwu5nYx0c08LsXj4ojjvL01mnljGG8080Yzp/1z8zYvmyH0GzLKPC65tFi2lZAic3qTmunljZcPp5nHpTjtitOuuOzMZVfcrrInXI0H9CZOb6xmWHJAY4rMPG7mcTGPW/E4mcfNPG4muolV9wHB641CZKwQFdeQwVIdYowxt1NxWBW7VXFYFWfZDSZVNiySFwSjmTOYOINJMIZxBpN3EAGn01/5jOgrYa8wdDPWwBW46728p9+QUSa6iZHvROtwHVkx8upyFJdDKS2SSgqU0kKptJgUhSTR77PdFydo+PBoITJWExUnRMbwpogAig+Zx62+Kv/sB3vDYayxnk8memR7KUdMiIhpmtdbg5g6gZApimKzRBUVtykodfzqYE6bbC9lFQr1S/ln3b8f5nheiIwTYpprYpoL0c3qqUpigMJzEVQq1iTQNL0MYUUFLhZX2UApLU+2AJzNIluLnUf3cln7GREpfy6xpeYt/QbZ1hXGFOawKg6rlH/2Stp7PB6mq5C39d0hEVXWW07Q8KYwzhimiYwVYppropoRX12tjOoDQiZ69FZLe2uBK9Mm20pkazHzVF6hn9Noy4JDg4nTm3iDUfG4mduhOB2K085cdiZfLsjned5g4g0mXo0H9CZOp+f0Rk6r53R6Tqevzbos6rovTPIwUSTJw0QPU2QSNJxWz+t0ZTWZavGTiylyWX7YaWcuh+KyKy4HU8N4j7vyEOiK8cYwNTIUIuOEiJgmeJGVKQpz2cvyfk6rbLcyp022W0m54qtKiizbS8leShWu1JD66tIby4pm6Qzqf5IoSe64stDxz0xLdnikGNkuFXmIMfVyRpyeq/MMIRM9isuuuJzM4yLRrbid+mznoFynbWfZNZ2yDyie53UGTm/i9YbWJYbfCgzu0ybeYOL1Bk4dSx98v3QVRbYWy6VFcmkRk+WyWQNlT4Ke0/v/NZnoURcKlksL5ZKCKxo84vtwWZJLLsglFzyniYg4jVaIjBUiY4XIOCEyhtNomSQSY0z0EGNMFkmWmSwzWSTGmCTxJjNvChfMEfUdcjDGmMsu2yyKzaLYLbK1RLGXMrHcFQJO0BAvEM9zgkDEqZ9amriWmtgWfHh0PV5QU2TZYWNuh3pRj6kfdG6H7LCRIvM6A6e+XHUGTmcQjGZO3aIz8npD3VzPYkxx2WVbKbNbZHupYi+VbRZv4MHxvBARI0TG8VGxmqhmvCm8Do7YuBRZtpUqdotsszCPizeYeIOZK/t+NDdi9MsURbGVyKVF7syC0fmFpZsspMgmiboUKWLOZb6gmaJIxflScb7790McLwhRcUJMc01sC01U3BWdkaIw9eq8LDNFJllS37BMUUi9TK++kSUPXbyazyQPMUayRBznfwhB4/1oVSKaUXgjv2aa3Jc61IbESPDLEHLlRl02TYVuiq3sZ7A2EDpfFfYnQ8Fgoi6SSdYSNfLkBI0Q1UwT21wT24KPiOUqBIe+ASET3eoXrWKzlA2vddpJof5Fivv05T7rJVG2WchmqXnXFaVsxinlV/xHjuMuRYZaA6c3EC+QN8iUpbIUAWNleV2OmOhhopuJYtm3wuVwHEcanfobi9PqOK2WiDiOJ++FTI7jND5RuiyVBX4ux2UXL60NxWlTnDYx97TaHz4sUoiKFSLjiONIEhXRQ7LIRNEn6PWQJDJF5vVGTh2TaQpTc8icMYzXGyu9os9kqSx8Fd1qUvoy4RwjxWVXHDbFUao47VfyDNcYk0RZEqn8VGXJ47FfvGjCaTSc3swbjD5XJYycVqe4XeRxKRdHdDOPS3E5upz2GDVkt1x6Em7KFbTnzPbSMN5g5A1mTm/gDGbeYOI0OhIEjuc5ja6qNIgaDCtOm/rqLSvN5bBdqq11ka6QtXSQXFp+P4qiuBzkcshE0aV0Vb7iyiz3XvOejmAM4wxGzmDiDWbeYOYMl2JFJktMlkkSmSwxWaKyqEZiTOGNYXzVf/RKTocpzOlQHKWKw6Y4bZzOKIRH8RExfC1KRjNZ+n/23izIkuwu8/yOr3ePPTIiKzNryypVUVVSFQVDQ1s1FDItLU0Lsx5QNyAxzDAmjWHGDIaZGJnBI4/9MA+YMDSNmAG1WBvQILUWJMSUEBKoqrRWqfbKrKyMXGK/u69nHjzixo17fTnu193vcY/zM5ksM+pmhMe9vpz/+X//73Pa+57xmNPec7sH4bdoIiveeDlRdbffcXttmt7ZRW3L3r1p796M9a8IIaRSk+otrzgktaZUa8q15sR2G7VMgFLHgeserVm955F7sh1GHQfO6Mqibr/rdA/cXtvtHUZKY6hjH33PsS/aO1sAJL2qrGzKKxvq2nmiVyN/I2oabv+oY09t01tnw7Gp61DbAig1TVCX2ubRpkYwrjmEOcTpZOZxiKoTVSWqThSNaBpRtPGvABiV36AOXJc6DkC9Yphapttvu71OyJYidV37YMc+2MFVAJC0irS4qng7aIurCUzsJr759HMzXY6evJ1Dt3fo9tpHT97gc17SKkcbYdX60RZqtSHXm6x7mq7rdA/dzr7d3vPEU5DlU371R671FaJqRNVAqbd94xzuOp39o52sm/QOCrgEQEWOLSijrmPv3bL3bhmvfDfoNYRI8D476sRVjcU7mLf8aHbfnBFREJYKZzp2QkLC5IYc2RniwalUekzNEAoKCnVse/eGvXsDAFEUZWldXj4nL28oCyuuMXB7h/Ta/o/tH/b+pet2D32rmvl6I42glFJv2ZHlj4BlUMsAOtGvnhOUukf5NNdeiXyxY1tez+0UkuRN7hFNH4lXqWlQ9m4ef1Dbpvah22Paj7BctE7fq5vE7ncP7Z2p92ocQoiiEUmCLHuNGiIr7rDHXgxbLtTQhaXuN69LjYFjDABML4iIqo/WzREcf+hH7fdqQ6o1pEodoCea3n7H7XecfsdXW0H0qtJalppLUnNRbi7JjYXpCtM1h/D07caAmkPXGNJBz27v0im5fjjUsemg6w44mqeklNJBzx30gJNBekIkounUdVk/hSxxjYG59Rq2XhsAcnNRXtlUVjdpbZGoqjvsjz7f4+GuTp4HTI/uqzl9oK45dG+/eSTGIYSouqRXjvcTK9JIdeL9QdWoZVJz6M2AeKMZXonrDvvejVHyXqx7+zJ1aBWpUpMqVaLX2LdaPKjrenscR//z/hxzP9E7PKe9N/H1Y2/55vH/N73rHZ5FX3vf6ey7nQO3d+i7IxPrAdAxsVk7+rPXC3GmmiIzQqmLqW21siIKwlIxLRmVCRwOVtLh7A7pasVnkaKIgrB0UNu2tres7S0AIMRbxVZ36eUu7N3AG7lM4AKZz1cJcsNbkfT5LXqzxnQnc1ZqCoOpDKXUMmZpVJlRBaEmwYyzKJtuQgYy84dOjYG1fR3b172/EkmWGgtSrQHHdocDahmuMci0S8whlLrT41I84HQOnM6BeeUHtutKsiydsc/lFJSGm9ix4JoGTMNrgU4K2gmRVO1YWqIRWT1Sl8gqUTVJ1SCr1Bw6vTbtd5zuoTvoZneZ+HvLS1IWmqm2Rd8ydhv13MjroqxJinjnSoXtUuX0jBOHLqMTUGDPwLKvZFQituuKKqC0HD+TTBdalHrf29rIOrZbIMiH6U5dVUE/+/5osg4hn1DX8VRk8z4QQRjE02HKpRtD5QdKj8pFXslogqZtojUmxa3IMERBOANieVUqbD/JKOcuo4cmqop/KLmQjJ4RDCcsld5DIbyfyQIBO6ZLtdPapppM+tmf4tZUZ3KCuB1CgUAgmAvt03Z0evwxQsE4oiAsFbY7FTvBfYdwZ4jVAAMwVYJISD4LmC70qO1j/rc2BAJ2pjt1NQX9DD0LAn/uBAXqEAoEgjOLTWG5qI31A70OoSAxoiAsFT4dQj7cOELYHdIV3V8UKmYIzwgsHUKZ+zNZIGBneoawqmDAQUEoE4Dyvo0oEAjOOG1zMq1Kl8lQ3LlmQBSEpcJxp2InJOLwPcy9Y4R1CEUNcBaYXhxPI06GabaHBfAQFvjiM0MoY+gg65t1ZEEIQJNhimtNIBBwTMc6NUAI0SGcGVEQloqidgj9UulR8BxCATumEy0ZlcUM4RRf3qLf2RVvSiGZLswkAi37GRjLpaoUYdOlSWJdJRAIuKZt0aZ26lYmZghnRNjxlIqizhAGBJkKU5kzguFSXY7YnFKkAgSo5MzukOpRi3sBn5h+MumajL6NapZ2jCyOvrroEAoEAr5pm1iYlIyK+eeZEAVhqZjuEMoS1wWh6WLooKX5/1dFqATPBr6L4wmEy+gEFNg3IRGRzlhIfGXSNW+MMGCDLBUsF2rU+SKMRgUCAee0rcm4soqMzmREoyAGQjJaKqY7hJxLRneHWKkErmdlAgq4ogwoOyxdC+EyOsGhiaqMfYPrC1zgCwWcqc07eFGEGZ/lLDOEuhjFEQgEfNMxJ2cIhWR0RkRBWCp8OoR8S0Z3gi1GPUQZcBYwHOjRLqPEFnsDY+waWKtgpYLbw3kfiiAm1tTOnUdNIVknT1gu1KjNF00mprjWBAIBxxxatHV6hlCYysyIKAjLg0tBptRjnBdUIRajHmKM8CxgsHUIed7ayJ+9IV3WyUaV3OiL96VgWAEnfE1BP+MFjcnSIRSmMgKBgG/8OoQidmImxAxheZhuD8LrEHJcUO0M8eBi2AsUYTR6BmCdIRRnwhh7BlYqkAluDuZ9KIKYBFVlVTnzKEKLIeJFxE4IBAKecSn6NhoTsRNiJ2s2RIewPEwPEIJ7yWhIKr2HSJ8rPTYFIZP5mdNw3uvOn12DLusQHcIiYgXsgNQU5CEZFR1CgUBQZLo26uqkIE4MP8+IKAjLg0Mxbd3P8zKaHnc5QhCS0dJjMgwQQnQIp9gzsKyTjRpuD/g1XvrmNq9HNleCqrKsC0KHQiLRprSacG8XCAQc0zbRVCe/KExlZkQUhOUhsEPI66P90ERVidAviYKw9LBYjILvrY38cSkOTSzp0CS0NOwa8z4gPxyK/3aNbgvPmyl8MycA1BQyyPIsZxkgBKCL2AmBQMAxHYu2pvJzhKnMjIiCsDwEzRByW0/tDrESlbilSLBEGVBqWCxGwffWRv4cmmioRxtA3KpGvWbXG10ej22+mC5VJZ9GXTXjDiHLACHEDKFAIOCbQ9Mnv1qV4FB+9TL8IwrC8uDbIQQg85rovWPQ1UqEfEmVRNhAyREdwgTsGSeZvJs1Tn1lBkcF4byPgz8CXUblbF1GWQYIIWYIBQKeGDj42i3x8DtFx5q0GPUQqtFZEAVhefDtEILj1oqXSh+OkIyWHoPBYhReQSjOhGN2Dbp87Ma0UeO0Q9iz0VTxRo/HY5svQYVZVcnWZZSxIBQ5hAIBP2wP8K1dcT2eom2hOdUhhFCNzoYoCMuD7fpbNXJrNLozZOgQitiJsmO6VI/0GPVMZbg8jRPjUDy9k/BX2jNO5NYbVU47hH2bXmwQ00HHmvehcEbQDKFMoEoZ7nCLDqFAUDj6DhXX4wRt02eGEJ7RqFgxJkUUhOXBpv4Pe5nXRO8dA6sMM4SiL1RuGDuE3Da6E7Nv4HPXaLJrc7xDWFegSjgw0zy2VOjbqCu41CBijHCCkMIs0yZhUCE6gSYLUxmBgBf6ttigmaRt+cwQQiRPzIYoCMuD7VKF+GyZ8NlaMV0Mbf9LehwhGS09pgP9TM4Q9m24FLuJTDj3TsutN6u4yZ9qtGejpuBiA2/05n0onGEGb4LUlAzHCC3H38xmAk0Su+wCAS8MbFguuLu/z5Wu5RM7AUCXyJDPBkgREAVhefDNIQSvrRVvgDBybaIKl9GyY7B1LcqXQ9h3KIBbw9jnt0vRtrA4tpmyUSM3+FONDmzUFFyqiw7hJCEdwpqcodEoq2RUdAgFAm7wbgjC+HdEz4Ym+XsoihnCWRAFYXkIchnls7WyY9AVPXqvWnQIS8+ZdRn1lIG34xdyByaa6qmBYT47hH0HVQWbNewZouN0ipA8wEyjCFlNZSSx+hQIeMF7Uog6Z0QnQC8KoCJcRmdAFITloVguoztDrEZZjELMEJ4BTLYcQoWULYCkZ2OlgluD2L/U7ljmhMdGjdzop3ZgadGzaF0hMsFmDW+K8IkxgmInkHEUIWMwvUQgla4hLxAUFE9DLpr2Iw4DHGUgZghnQxSE5SGwQ8jlDCFL5gREh/AMYDhnt0N4d5Pcit8h3BtzlPFY1GBT9LJMLEhA30ZNAYBLdSLCJ8YJk4xmWRAGGY9NI8z6BAJO8CQDos4Z0QkYIITIIZwNURCWh8AOIZcuo22LLmpMYQOiICw3psvUIeSz0T0LfRvnazCc2A+w3eFJ5sSIjSpuctYkPCkIhdHoaUyXagHmLjUFg8wWNCFmNhNokuhICARc4AW6ChX3iLYZJhkVlXNiREFYHoqVQxiyxzOOKiSjZcdwqMaSQ1i6DqFXL61VYo8R7hl0eSrAc6NGbsRXn2ZK3zkqCC82sNXn8S40L0IKsyoHpjIQRqMCATcMbCzqMMQN9Ji2hVZwh1DcuBIjCsLy4AR0CPkcvupaqCvRL1MlYvF38IIUYewQltBl1KY1hZyrkrhjhOOp9CM2OesQGi5kciRi1yUsaXwd3nwJlYyS/rxNZSCMRgUCPqDA0MGCRkSdM6Jt0laAvkyXRexEckRBWB6CZgg5lIwOHSiEaWkiYidKz5mdIfQaaOtV3I4TRehQdE5nTnjw1iHsW0ftQY9LDTFGeEKoyygfHUKx0S4QcMDQgSajKjZoxugEdwiFZHQWREFYHkJcRnlrrXQtNBj0ogAUYSpTdkyXLZiev9N4RjzJaNwO4YGJlorpAbTVCroWR4v40QChx6UG3hBGo8dYwdmbNeXIZT4LGF1GAegSMXnbRxQIzh59GzVZKCFP0Q6OnRCmMrMgCsLyEOIyytuTvWuzFoTCZbT0mIzB9OXqELoUpoOKjPVqvBnC3SGW/ex5CbBWwS1uZJmjAUKPSw1yTXQIjwnp1FWVI5f5bH4uVQPMbCYQ7u2C0rBroGvN+yCSMrBRVaBJ4no8wiuMg9YMokM4C6IgLA82hew7Q8jfSrpj0WZAjMwEwlSm9DA6H5bMZXTgoCKDAFUZuoxDk/UfTmdOjNjkSTXat2ltzCuopUIh2DXmeEQcEVIQKgQSsnIUDOlMTiBMZQSl4Ws36Xf3ebkxxsWTWoiZ3hFtM1AvCtEhnA1REJaHwBlC/jqEjBajAFQRO1FqbPcoBTsSDvc1ZmFcUbleBXsa4a6fo4wHV8kTPRv109e4CJ/wsClI6Dmf3RhhrBlCYXMvKAddm/YK2yH0vMfEBs2ItomFAL0oAF2C5UI8ZpIhCsLy4FCq+K0yOGytiBlCgYfB3LIgAAFK4zg7XhCeq8QYI9wz6EpIh7DPyxs0MUMIMUZ4TGSbLrsxwhguoyKHUFAW+naRJaOO6BCeoh2lLxMZqokRBWF5CHEZ5a21EqNDKCSjpcZ0mBxlPMrUJPT2fb0/xzIa3R1iOaBDuF7FrsHLW+R5IYxzqS6MRgHAdCKqsmpmHUJ2UxlNjOIIykLPRpeT22J8+rY3VkCM0uyGzkaIo4xHRahGkyIKwvIQ5DLKo6mMRRtsM4QygVuivpBgAvYOIcplNHqqQ8hsNOpQ9OxAwYxCsKxjO2bMfUb0bdROb/qsVzGw0c3MQrMoMHQIST+bW7blMkW8wOsQluVaE5xxCt0h9J4UwlRmRCd0hhDCEGsGREFYHkJcRnlbRnctNBhS6T3UEvWFBBOc2Q7hYMyEc7WCfYNp12bfwIIWNn62WSM3+fCVmTCV8bhQx7UzP0YYqdusyVnOEDJtxIlFlaAk2BSmU+CCcOCgqojr8YRIyWgWHcKhk2E8LD+IgrA8BLmMchhM32GeIYRInig1JnPLAlxubSSmb6N6XBDKBEs6dhhUo7sGDdKLemxUcYMPX5npGUIchU/M42h4IjJnJaMZQgo4ASqSaTSZmEKYISg+fRsNFYZTVJ3RwKY1hejC5OmYTpRkNEWj0Z6NZ3boJ19x/9N33S9eL+YJFAfmNo2Ae+yA3V/eTGUsFy5F5UyWAYIJDIfqbMFo4HJrIzE9C+eqJ3/1VKPnqhFvxZ6BIEcZj80aef7ABVjf0uzoT7mMArhUJ1+8zsXhzRHLhRp696sqTLsDSX4u8w6wkKgJykHPQkMFAXo2q3MBV/Rs1GRxPZ5wGC0Z9eYtkz9l2hZePqQvHdKrXdzZwCPL5EfX8I3bM33PQiAKwvIQmENI+BLasVuMeogOYYk5ux1Ch9bGmjXrFaZ4+t3hqTJymo0abg0w9weXS2E4Pps+d9SxPYxukZUb06Va6CZIRrETsQpC0ZEQlIOejboCAF1mKzuuGIxyCMX1CNgUluujPRkncTb9gYkXD+hzB3RniPta5G0r5GfvJt49c9dA2+JpGZ0NoiAsD06wyyhXfZWuLQpCwREGWyq9R6lmCG1Ux+qlc1V8cye6jtsz6INLYe+XLqGuYHeI1Uoqh5mQgYOK7PPLyATnqrjew93NORwVJ0TPECpk4KTfRxUdQsEZxPNzJoT2ijkDNrBRVUAAhcS7hEtJx4yu6hPMEBoO/u+X3a6FBxbJT21KdzUmB/VbKjpmvO9ZRERBWB5CXEa56qt0omaCJxAFYYkx3TimMpydybMwMWK3XiW3Gcxg9oJT6Uds1MjNAV2tzLNH6DtA6HGpQd7o0bubJdfehBAdO5GNqQy7owxEh1BQFrwOoUxI15q7ciI2hgtZgmfO5fnKnPGCsG1F6EWRyBBr34RL8RuPBCo3VAmyhIFzahu3fJztk6tcBOYQEuJQjhorcSWjioQz0Ks/o5hntUM4UTItajAcDEIfY7YbljkxYrOKm/P2lQkrCM+80ShLMH1WBSHzakaTYLk405+ToBR496KGWsjAm8HYjVSTYZz5PZq2RZtaRFWvx1c3dC20tIjdghmbhE/vUK6Uer6IgrAkUIDC34+eN8koeyq9hyoRu6AGYWebHxzQdpTZtxGnQyiTkpwJDoXlTo7YrVcjxgj3TSxGPbQAbNTIjXknT3gyLd//dLFB3uyd6UojMh0+I5dR9lR6D7UIUYQUeOrmWT6bBBF4HcKGUsjkif7YZIEuwTzzKu52lKMMErmMdi3aCHhgjWiqiFzPBEGBz12jr7YT/vPcEAVhSQhqD4I/oV2sEEIIyWhheXqH/tOtiLVa3A4hV1sbiRn4NdAi4+l3DbocajHqwXmHsCqjpc7/COdIZIdQlUDBetP70nXKeHuP/LkTFGIBum/gK1sF2HoXzIu+jZqKulrUgnB0I9VFh9DLnGCYITRi3hFYjC1aGknsK9O14FI8t8/7fUoUhCUhaIAQXuwET+dh7BlCIgrCQmI6+O4eDRd5GmfSZXQ8hHBEpNHo3hArDFYxDRUSSb6XmQr9Y2c/X7wxwhwPhy9YnCFqSoR+2KPG0833AAAgAElEQVRr4Wu36D6bkMlyqcoc8QJPosZ9Qbg9pAAK6hciyIGeResKaaikV8B5g4FNq8c7/ZpETK5WcvOgbUaEEALQZRK/QxjdpZhFMto2saTjpTbr5t28EAVhSQjrEHI2eZVghpDzq0jgiycH/UHorpgZJ4eQtzM5MX0nWYcQ4an0IzZquNGf5zvVC+4QArjYwLVujkfDGSxRK4y+Mle7FMAha0EYTzKqF0Ey6gU2dgrY/BHkw9EMYUElo87pDiH3GzRZ02ZoJySInWBZlLZmkIweWnSjRs7X8HKb6xWMKAhLQlAIIfgLpu+IHMKzgengx9bIMzuhBeEZ7RD6jNitV7EdGke+xyYZBbBZJfPVZIZIRuF1CM+wrwxjh5ClILzShUzQNpnezLgFYSE6hF5B2BW2Y4IAjmYIi2kq07dRO34+apKQjKJtsXQI488Q2rQRVWc2Z5CMtk0sqHh4iXx/P9k3yAlREJaEoBBCcCYZdSmMqFzRCVThMlpMDBePLJNd42jR5v8aB/rZcxkdf8yPqMjQZRwEd3tYMic8Nmq4wRBznx0hpjIAljQAYBE6fv5N+uxuKT7yMSKD6eFFETKc61c79PICYdy3jt0hlInJvYfTzpCuV0WHUOCPQ2G7qMioyLDd4j0+BmPDBbpcgJneTHEp+gzazkr8YUvWDmFSyeihiZaGBxbJa23Ks+xCFIQlIWSGkKtldNdGXYkXBqSIDmExMR1UZTy6QkLW9LE6hHJ5OoT+eyLnqghSjVou+nb05qjHRpXcnKtkNLxDCLYm4RfepN/epVc7aR4YD1gMYWJVhg5hz0bHxv0LrJLRuC6jhcim3xni7iYpohpQkAPj2vW6gl7RzhNhKjNO10ZN9ffSH0eL74bVtcKG3j1aWvKNp7aFBQ1VGRcbeOmQm+X4FDMVhJTSL37xi5/4xCdeeOGFoNc899xzf/AHf/DlL3+ZjkXhmab5zDPPfOUrX5nlpwvGCZkh5EoyGjdzAoBaljLgTGG5kAgkgsdXyXd2A20A43YI+el1z0JwQUiCfGX2DCzprDspyzqGTiZZdoz0Qk1lwDBG+Pdb9PUO/fd3SbtGKT7yMUwGt8+agn7UmuZql16qk0VmIVNcl1GN+xnCrgVZwlqlkONhghzoWagfrzeKqBodl1okqHNKhie8jEQikEmMe5ftwqGTKVDTVGXYbsLmxIFJFzQC8K4anakg/Pmf//mPfOQjTz/99BNPPPHnf/7n0y/45Cc/+eSTTz7zzDO//uu//su//MveF5966qlms/ne9773fe973yw/XTBOWIeQ8NQhtKK12hOIGcIiYh4HDC5q2KjhhQP/U/CszhD6F4TrFdwKLAhZBwg9Nqq4OT/V6MDPRnWcS/WwDuFXb9IXDukv3SddqGM3dK6yiDDNEMrRUYRXO7iriZbKbCrD0Jkch38Ti+0hVitoqkIyKvBn3JSloZLCzZoOnLEcQo6vx9c6uDqbT9jLDBl97Ab1FSXGGCFL5oRH4lvNKD7xLYvkSody+zkmLwifeeaZv/u7v3vqqac+9rGPffzjH/+t3/qt8R4gAMdxfvu3f/sP//APP/axjz311FOf/vSnv//97wN49NFHb968+ZnPfGbWYxeMEdYh5KmvEjeEEKIgLCbGWMDgD6/4W8tYLhQSQz/Mlfh5FoJG7M5Vye0AySj7AKHHRo3cnFM8veWCIqIZtVFD2/JPVvjGbfqdPfpL90k1BTUFhJQtVIBFuskiGb3SpXc2SEtjnWyJP0PIe4dwZ0jXKqSIC31BPvStkztt0SWjPJvKvHBAX5nBP7Nv41OvuK9E1YQsmRMelThyd/ZFaVNLYjTqUAyco5pTl3B3k7zAq2o0eUH4mc985u1vf/vCwgKA9773vdeuXXvxxRfHX/C9731vZ2fnXe96F4ClpaUnn3zys5/9LIBWq7W0tDTbYQsmcSiVA7TVBCAAJ+4ACSSjYoawiIw6hAAeWCS3h9gzfF7D3h7EGegQrlRwYPoXveyZEx6btbmFv0cOEAIgwIU6ppuEz+zQf96mv3SfNHpCr1bK1iS0GE77mkL6oZsffRttE5s1aBJkiSm00KKxZwg5l6jtDLGqF1IKKMiHce16Ec+TwakZQn5zCLtWtKIhhIEDWcLn3nTDf7828+oxltEoi8WoR0sljJbO43iL3tEPeHgJ3+c1oT5ms2aMra2tCxcueH/WNG1tbe369esPPPDA+AvOnTunKEc/4o477tja2prlWMfZ2dn527/922vXrnl/bTabH/rQhySJ9XFnWRYAQgJPAse2XbdIa0/ThkLgBpR9MoHluLFWAxnRNnG+FnicvsiA7cb7J4JUcBwn8VUwsKBJ8P45Ad66hGd33J/eDHwNC1JZzoS+jYrk83sTYEnH7b67UZ38T7tDPLwY43df1/HV/nzeq46JmhL9sV6o4Y0Ova95coTf3cdTN/BLl9GQT/71sobtgXuhlt3xzkSCa8R0IdOIf1SR0LfD3sMrHVysg7ouBVoqDoauPnXOTGCEPiOmUQmGDteX2/YQl1uoSrRnwXHc4Oe5YJ44jkMICVluZUfXQlU+OodrMnaGXJ/PE3hSC/n4NqAAhhPjcZknnpAy8XvbNbFZRV3BP950nzgX+LJDE+cqTD9FlzGwWN+qtoG6wvRtmwoOjdi/5v4QLfXkg7vcxGfeQMd0J8bsHdv2CpOMkGU5skRKXhB6F/nor5IkOY4T/gLbTm1/xjAMAHt7e95fu92uZVmj4jMS71AnDnjiBXxeeEFYLpGDL0iZEMuBjPnfCrsWqcvxriiFELMUZUDhoDRq3RqM4RBNOvnUHlvG//MK+TfrdLyNPfGaSCQQqxRnQt+WfAtCAGs6udXHuj75O+4ZZEml7J/Gioa2KQ1tN5aPSCr0LFJjuMYv1Mj/d+vkZS+2yZe38Iv30AUV47/msk54XsbFvUZcCpdKkdsgFQl9O+AUAQBc6ZBL9aO3paWSAwNrU+fMBJZLlDiLNlUiBt8F4c5QWtFcQqHLpGehpvB7qGcZSimldC4FYc8iow3oukyuWFyfzxP0LFTlk5uAJsFww+4Jc6RrSQqhid/bvkUqMt55nv7nl8nDC3QhQBfaNkmDrXLT4ty72BelDYXsm7FPoUOTtNSTfyUD9zTJCwd4bHlyyC6kJJkdloZZ8oJwc3PzypUr3p8dx9nZ2dnc3Jx4wfb29uhGcOvWrbe+9a2Jf9wEd9xxxzve8Y4PfvCDyf6599ZoWqAe2dZ1m7m85AFKqCpDCZgjVCQXssTDL9S13cVKvCPRVTjUVZQ44kJBGriuy77JMoENqo+dkGsK1qruqz3pwUUy9hpU5BifrK7CReHPBNuFC7em+b+xG3W6Y05eyKYLw3EXq3KsJdVaxd2zlAv1GY41EQaldTXwXjTizhZuXXGpJKsSXm3jc9fdX7xX2pjqBK5V6Xf2or/bvIh7jRguNCn6nzQlDJywl73Rc//dnUc30gWN9tzot8imbkWNce+tqrA4vvEaLgzXXa4qAJqqO6BSi4MHnGAabwUoy3M4kQYubepHl8ZCBT2H3/N5GtNCXT25CdQ0mDM8kTOlZ7sVhSR+b03QmoLlKvlX6/TLN/H+e/xvZR3bXaoy3cGqCrUo61Oj79DNGtOLFyv0jX7sh1HXoYv6qX/1yAr9l9v0R9dPvV2yrlcqlVjfOXWS7x4/+eSTf//3f2+aJoCvfvWri4uLnl600+l0Oh0AjzzyiKZpX//61wEYhvEP//APTz75ZEqHLZgkxGUUPCVPdO0TG2hGhKlMETGdkxlCjx9enbSWOZszhOPGd9Ocq5LpKMJYmRMjNmrkxjzSCFlmCAGoEtar2OrjtQ7++qr7C/dKm3660NUK2RkWZlM/EkarT12C4waagQ0cHJjYPNaILrD5ysQ2leF7hnBneGKz1FBF8oTAh75Na8fbaIUzlenbJxaj4Nhl1HBguTPNEA4dVBQA+NfnyK0BDXKX6TLPEFbizBD2mBelLZV04vtXjSxGR1xukZsDHidak282PPnkk/fee+/P/MzPvP3tb//d3/3dj370o6qqAvi1X/s1Xdd///d/X9f13/zN3/zgBz/4q7/6q1/4whceeeSRn/iJnwCwv7//0Y9+dHt72zCMD3/4w2tra7/zO7+T2i90VglxGQU39owU6CdwGSWiICwexlTo2YOL5PPX6IGJxePGvOlQLTJldgxOTuMZ6duoBZfB6xVMRxHGzZzw2Kzhxjx8ZRgLQgCXGuQbt+m1Hn3/3dL5gCnBZR2HJlwanUdcCFhCCD08o1HfBdAbXXqhfvKGtDS8xmDansBllM8FqIdnMer9uXm0UCvFKSJIj/G1fuFMZQY2rY6t6rg1efJiG1h8rYIYHJe+MsG/vSh97k33Vx+UJvQwfRuaFLbKHUeXYziydi3aCGmnjMFu6TzOoYl7W6e+ohDcv0Ce36f/3Rpft6zkBSEh5Atf+MIf/dEfXbt27eMf//g73/lO7+u/8iu/MtIGfOQjH3nooYe+9rWvvf/97//ABz7gfVFV1ccffxzAu9/9bgCtVsvv2wviYVPI3HcI+zYqSuyFnegQFpHpDqFC8NZl8uwO/enzR2eA4U6+Jhy5HB3C0HppQYPlnoqfQvzMCY+NKnl2x81/ldy3Ma389OVSHd/cpr9wr3SpEfgamaCpYt9M8g5wCHtVVgsuCK90cFfz5GNd0Ejbiv6gWeIuxtH4jp3YGWL1WGBVuLW+IB/61qnYBkpj7MjMnYknhUwAApuyFkW50bWwouNaL/m23cA58dC+3MJ6hfzTLfrExqnv1bZYMycA6LKPq3kQ7DmEDRV9O/av2bbowtQ599AS+cebbnkKQgDVavXDH/7wxBefeOKJ8b++5z3vec973jP+lUaj8aEPfWiWnyuYxgl92HOSTZ8ghBAidqKYGK7PTfaHV8kfv+z+1Cbx7qemE+/ZrPCUqJmYoBDCEetV3BrgrrEaaXeIi8ElUxDnqtgZzqG3Fq6JHef+BfK/PkgiK72VCnaHJSkI2WXSNSVw0/1ql/7biydXTktllYzGuty0OFle+bMzxFuXj/7cUGOs/wRnBIfCdE/trDVU9CxoBbmTTN9IPRU3b1OEHYs2VFKR6cBBPdGxDWxUx/YQ33WB/F8vuG9dJuPuMm0zRmJZJY66gX1dSoC6iq49KQEN53BKMgrg3ib+5graVrxvlTUF2SoRRBExQ8jHSjpBCCEAVSpDX+isYTrQp07ItQqWdLx8nGBrnM0ZwihF5fQY4Z5BV+JLRlXpqLeWM+Nh0OFIhKnMW9HJrsHB/SsN2DuE1YAoQsPBnoE7xtZPLZUpLjnJDCHHl9v2kK6eSEbFDKFgkuk7bbE6yYPTM4QAtDhKyNzwRvuqSvIxwoFzShy7qOHH1snn3zx192tbtMWWFog4OYRDBzIJWzxP0GTbfRthubBdnye+RPDAInmOs0BCURCWhPAZQplwUhDSJvMlPUImcMFBYoYgDkFy0HFrmWlZaTjlmSEMLQjXq5NjhHFT6Ucs6djPvXMyHgadCit6ebLpTZd1brYmo++3wLraxR31U11fRYImoRe6GnMoCOL1ihXJC8mI8U9yw6VomycXRUMh3fhmD4JyM30jKtZ50p86fj59nroWGiqqcvIxwunS91+fI9tD+vLYaHTbjCEZrcjEYFvyshvVeLQ00o5zCh0GH/bDS4S3hHpREJYE2w3b5OCkteLdOBIgxggLhxFgGPPQIrnew6HpvSamZJSP03hG4nYITRemk6S1DmBJJ/u599bYTWUYWa2QndJ0CNlcRuFJRv0LQnpXY/LKinQ7iNse9NB4bRLuGljQMLKdaKpH0dgCwQj/DmFxzpP+aVMZeB1CDgtCG41ZO4Sonv6kPHeZz19zR1vAsdSVOrPcnX2A0KOlohOnQ9i2EBSreFcTbZMvrbsoCEtC+KixLBGHxltRPX9AU98bFgXh2SFoVkqR8PAy+dYu9V4zLSsNQS5Fh3D64TfBegXbw5OW+O4wYXsQwJKWt2SUAkNncrt3RrwZwnLA7uziuYxOc6VL75wqCBei9q2TFYTcGo3ujOlFUbSFviAfejatn1YkFU8yOtEh5FQyShsqqcpkkFSHNpzqEAK4t4n1Kvn6raPv2bFoU0tfMtqzaD2OS0+TTZ8/4tAMVLoS4MFF8vwBR2saURCWhPAZwgStlc++Qa92ZzyoSToBpnmRKCJ5omj4zhB6PL5CvrVLaaIcQh7Mcmck0lRGl1GVcXC8cbhn0JVKQluY/CWjQweanLKNTUuF6XJamcSF3dml5lcQGi52hrijPvn1lnrUdQ/5uUk6hFwuQHHaYhSAKkEiJTlDBGkxbjHqUawoQj9TGWLyMPxzGs+UpapgmLTYHjqo+K0E3n2BfOM29e5s02l+IbCbysTtUrS0eAVh2wzsEMJTje5x9IGKgrAk2C5VgldhCWYITRevtlM+UztmkhlCCF+ZAmIEzweuV9FS8UobhkN1Ocb5UI5p0p4VPWJ3ropbx2nsiQcIASxqeUtGWX67BCzr2OVJWpMY9g5hTfHZcb/WxR01TF80kdn0cTMnPLiNPpsoCFG05o8gB3xmCAt1kkxLXvncoPHMAhPPEA4daJL/HuLCmLtMiPZyGvYOYXzJKOmY8WYIQw77UgNDB9vc6F9EQVgSbNdnlTAirsuoS2G7J26QaRH32hshJKOFI9xB1LOWiTtDCG4SNWdhwJDKsF4lI1+ZZCGEHst63pLR1AcIPVZ0sjss+lYA4HUI2briVT9TmStdemfT50bf0nAYum/N/nPH0XmNItweS6X3EGOEggkKbSrjUDhTIxUcmsq4FIaDqoJK0hnCaWXsOJ67jGe+wr5akAkkNllc3Cw0RkvnEYcWbYUqXR9cJM9zYy0jCsKS4ITOEMaVjHqrh64V79SPJFkOIURBWEBCJKMAHl4ib3TpoRm7ICyB0Wjfb15ignNV3DopCOly/MwJD12GTPxH0TKi77BmTsRitYKdUnQI4wbTT3C14+MoA6ClknbovnXCGUKJ1awvZ3YNrEx2CAuz1hfkQ6FNZXzLJA5nens2aioIUEvaIRwE6EU9ZIJ3X5A+e43GzeursDUJuzZtxJGtNbV4G0+RSleuvEZFQVgSInIIY0pGTRe6jHtb5JX0moRDB0qcvJdxSlAGnCkoYNOwBagq4aEl0rfjxU6g+EajlguC6KX5epXcPjYa3R1iuRL+8jCWtFzHCPs2aqk6yniUxlfGnGGG0HRx22+AEJ5kNKJDSNX4k518uhq2Lejy5H5TQxEdQsEppqe162pEOgs/9P28xziUjI52+SsKGSRapUW6rF1u4a4GYc+c8GA04Ik7Q6gQaFKMPdZIpesdddj0ZP93voiCsCSE5xDGLai8VcvlFl5pR7+YkU5Si1EAqkQsPvOwBH6YDFrQx1cJEFvGVvStAUZF5aqOQxM2xdCBTRP21T2WdLIfZ+ZhRvo2akkv8xBWy5JNz96pq8iw3FMxgNd62Kz53+c9wWTIG5S0Q8ijZHR7iLWpLRKRTS+YYFoyqhAohHW6bL747qxxKBntHOf4JZ8htGk1ykrgvRfJExvx7l+MY4QJZGvsRqNDBxKD0pWfJqEoCEtCdIcwznPdW9Df2yKvd1ILn4gbADqOkIwWi6BU+nE2qvgf7iaxYidQ/A5hP3ReYoREsKxje4C9GRxlPHI2Gs1qhrA0HcI4c7NV5dQaK0gvCkAmqMphFVFil1EOC8KdIV2dElHPSw3Yt/GpV/l7jwResPvUkqMoqtHBVAghuIydGEkuJ25W7ER2CAE0VNzViPdtWYxGKTCI/8CKDH0dEZJKP85DS+Q5URAKUsQJN5WJKRn1HEHqCpY1XOvNfnQA0LHiabXHKWXsxFdu0DyHu/KE0S3m4aXY58MZ6RDiOJ5+z6ArSQcIPcohGdUkVOSIZIVCEEu6OeEr45tAOCLcD71MOYTTFqMAmirpzGOG8M0eXj4sRtPpTOGZnUwPp9ULYjTq+6TQ+JvpHUkuq/IMpjIZPDJ0mQyj3qu+jYoSOySpxXyrYXRG3ahCInj+cP7l2PyPQJAKETmEcSWjxwv6ywupjRHO2CEsdF/Il2/t0pwdIHPDDM6cmJGiu4xGhhCOWK/i9nCmzAmP3CWjmZjKwGsSFt9XJlb8w/gYoeXi1gAX/QYIPRZCfWXKFDsxkUrvMa/Oz40+BXCjP4cffUagwD9vx76DeVqM6TtRQyG9IpgP+RaEuszd9TiSXFYVGE6SUCiWDmECKlL0ZlYym8MmcxRhSCr9BA8vkS/eyOS5GQtREJYE201VMupSTSIALqfnK5M4cwIllYz2bR5331PBYHbOiItCzlCH8PaA7g2LJxnNIocQZUmeYA+mhxdFeHy6v9nDRjXsJt/SwjqosX7uCA4lagC2/TqE84qY2+pjQcPNQeHPTG7ZHuLz12jc2/70AKFHYSSjvqYyEnfX46hDSLzDi7+kyaxDGN23j+so49FSWSWj4an047x1mRiuKAgFKRFuKhPbZfS4w3OhjkMzHfe2zgwdQkVCETb1YmA4cFzwJv9ICzNm4jw7hZeMMoQQeqxXcWuAXYOuTDVDYtFS0bXjXf6z0MvGVAYl6hCyGylVxzqEV7r0Lr8EwhFZSEY57BAOHTiuz6OkKsNy5yAk2erTx1aI6BBmx1aPArHl4mEFYUEko9PHz2GHsGPR5nETrJooipBxrj4uLHL3ZHNM7JLR8FT6cZZ1/B8/NP/zUhSEZYACLsJmCBO4jHqrBwLc0ySvptEk7M4wQ1g+yahnfi06hHFRJGIX2W+WfcSupR65Uc/YIZQIWmp+03cZzRACWK2QnVJ0CONJRo9vEVc6YQOEABZC962TzhASg7PLzbc96JH/Wr9rwaF4YJF4wlFBFmz1AeAg5h0sSLveUArSIbTpdN+Mw459d8y5p5LIaHTo0EoG28cspjI9O4lklN1Uph2VSs8boiAsA+GOMkiaQ+iRVvjELB1CtXSmMv1SF4TZzhAWeekVy4TzXAUySUGBmZtq1KZwGAxmk7Gil6JDGMdltHbs02BT3AwdIATQ0shhyAyhU5IOoe8AoUf+a/2tPs7XsFbBocmjHWs5uN6nqxUcxkydCeoQ1lXSK4LIpGdjuqDl8HrsWmgev8/JOoQJfD5ZYOkQJpOMssdOHDB3CDlBFIRlINxRBvHN+scdCC4vkNfSCJ+YVTJarset90zibbcvLVhiJ5JR/NiJGJ4r61WyMlt70GNJy8lXJqMQQo9FDV2r2IJhMNyrxxlJRt/s4Vw1oqILz6a3aJKmPYdB2L4Wox4NlXTzHS240aebNSIRrFV4iZYuGQ7F9gAPLJL4HUL/e1FxOoQ+ZZIqwaHgp2c/dKCQkxtaVSaD+Pu1AyezGcKoe1cyY4uKDAqmDaCuhVZmD8QsEAVhGbBp2AAhAFkiDo1xoY5vYzcULGi4PtuMhOWCJlqReJTPVKb0HcLMJKNFLwhj7IZu1hDUDIlFbh3C7PSiACSCRQ17RU4jtFwoxMf5MIiRy2ikXhRAQ0HPDlwsxoq7GMFhEPbOkAYVhE01nXF3dm4MsFkDgM0auSlUoxlwe4BlHWuVBJLREprKwGsScvME7Fqnkh4TdggdVLJwGZWjIzq6Fq0n8sRuMvjKdG3ocoR2jzdEQVgGwi1GkahDON7hmd1rdJb2IMo4Q9i3UWFwwSooRhznjFicHZdRAI+ukPdeKlpBmI3FqMdKhezGVI7NiEuTGKkHEXeQr6aQvk0BXA1NIPSQCOpK4BBd4mB63jqE28PAXZL8Zwi3+vR8jQDYqOEGrx3CmwNc6c77IJLivcOLGjmIqXHoWf73orqCvp3mRZ0FFP4hiuAsGrRrn1rXVePPEFouJET0M5LB4jLaSyQZBdBi2Htqm1goVHsQoiAsB+EWo0g0Qzje4bncIq8cznQLTabVHqFKxOJHJ5EGPRtLOkd39nQxHejZdQiLfCLEmpfwjLxnJ0fJaFYhhB6rOnby7RB+9hr9ZvwMtCBiWYwCqCkYOHAotvq41Ih+fYh7kJVohpC3DqFN0bGwFDCW08i3Q9i1YbtY1ABgs8pvh/BL193PX+OsrGdmq4/zdSzqsTuEPdu/+SMR6Ekj1HNjYKMi+0sJuNqjmXAKTNAhzCiEEGymMomz0FoaaUep0w/NgjnKQBSE5cChUaYyUtzYiaMcQo+LdeyZR8aYyUhm7ztCLV3sRN/Gss6dg19aZNghLHKv2HAhS3PQkJSoQ5i3r8yrbZriW2e5iHUXrMro23izh7UK09bAghaYTZ+sQygRSKHqklc7+MwbNIG1YDJ2h1jSESR9beY7Q3ijf6QXBXCuip0hj35XewZuDmC6R16dhcPrEDZV9GNm54Tci/hXjYYkMXC1RzMR7J6gQ5hRCCEYOoQOhekm/OksklH2EEJ+EAVhGchCMjq+oJcI7p4tfKI7m2S00GWALz2blrpDSPX4A0ssFNplNOt6KYiKDEKSGILHJfOCMN9s+j0DhyYO01s7mi7UOOuPqgLDwesMA4QeLS3waM1EBSECsrBtF8/u0I/9wP3SdXfo4E9fdfO5P+8M6VrwVG3OfiEjvSgARcKSjm3+Blyf2aGPrpDHVsizO8W7b9oudoc4VwUJ7X77EuQyiiJEEYbcSDnrEJ7qsCXrEGYxQAigIkWsryaq2Vi0GIxGDy20REEoyJ9oU5n4wfQTG9Izhk8kbs17lNBUxsJyeQtCI7PYiUJvDWTquRLOkpZHkzDrgnC1gp0cO4SvdehqBSFZDnGxYuZzEkCX8cJBRCT9iFbwvnXcHz1iIgu7Y+Hvt+j/+Zz7UhvvuSh9+AHpZ+8mCxr5qytxXMuSEmIxitxNZcY7hAA2qtylEdouvr1Lf2SVPLpCnj+ghXuG3hxgrXIkqVjQYhSELoURrEVsKHm70cZl4NBqgJJEl4jJzZ7oxLquKpNhzENZl04AACAASURBVGMb2IG/6YwoEigNW/fOsihtaWKGUMAr0bET8YPppwpC8mo7+SN/VlOZ0uUQ9mws6aSsBWHcWSl2Ch07Ma8OIYAlnexnb8cS5OyXFjUF5NihNwde7+DRFRKrLxFOgjDAmoLbQ1wKTSAcsRCcmJxMMoqxDuFWH391hf7eD1zTxf98v/Qf7yF3HY81/sydZOjQz13L/ATbMcIKwrqKQY5+IeMdQgCbNdzgTJb53AG9o45FDU0VlxrkuX1eCglGtvr0fP3oHY7lKzNwAmfwANTVmeZfciDkScGXqQzHM4SIeq8SW4wCaKmB4vwRYoZQMB9slyqhCj2ZwJlBMgqgpaKhYquX6PimbhxxKV8OYd/Gsl5el9HsTGWK7DKatedKCEsa9tMrbILoZf8LruTlK0OBKx36yDIxnNROOcs9NZvNQk3BZpW1397SyGFA6yNW/uE4uozn9+kfvuT+xevuZg3/+0PSuy+Q5dPxmDLBf7hXeqNL//FWthfn9oCu6oFvIAGqCnq5NAl7Y44yHps1cnPA173pm9v0R9eOPvXHVvDsLl+HF8lWH+ePe7CLWgxfmRC9KAoyQ1gIyWhnLJUenM0QImqMMLHFKIBmaOirR9sSM4SCeWC7UaYyM0tGMVv4xMSNIy4li52wXFCgqXIUKJQuGXYIi3wmzLVDWAbJKHJMnrg1QE1BS2XyD2AkQZuuKpM72fSiCJaMxs0/HKehkqtd+q/Wyf/2kPTj6ySoNNUl/OJl6Zkd+t29rD4dCuyFdgiR43jY1mm9KICNKm4NOMozuNFHz8bl1tFf72uRAyNvk94Z2eqd9GAXdRww38H69ql8vAn4z6YfFMhUZuYZwuw6hOFGo7NIRusKhk7Yotql6NnJZxTnhSgIy4ATNUMYSzJKAZv6LFzuWyAvJy0IZ46dKFWH0Fs3E0DlKWQ2RbLrEMpF7hDGypxIl9wko5kXhDp2c1nUvtahdzcJYg4vhTMtxY/kgUU8vMRayjXUo5iKCRLrRQH83N3kf7pfenCRRB5EU8Uv3it98Tp9tZPwZ4VzYKKmRPwiuY0R3ujTzdqpt0SXUVdyOjlZeHqHPr568qlJBI+ukAI1CU0XhxbWjuv/WJLRnhUmVWiopMv3U6TvFKBDOD2oKRNIJN6SZo4dwllMZQjQUMJuNR0LdSXQD5lbREE4H/7pFv1+eoL+SJfRWJLRID+6i3XsDJN4FToUhjvTSlEmcMHR5uuMjAQtLNmphcN2j9zqs0CJGaDCFfPsEOYiGc2h4s3NV+b1Nr2nCQALGknLV8aK6TIK4LEVcr4W/TIPElARzVIQxmK1gv9wj/TXV9ybGaS07wxPyoMgGnklT4yrGUds1sgNPlSjQwfPH9DHVk7dhR9bId/do0W5f97o41z15DkSa18mQjJahA5hkP0YPx3Cro2aOqk7qCrxljQZdwiJEXy6z9ilCPeVKaJeFKIgnBdv9HArvUemFTUf4hVUjASlissEdyUKn5hlJ2aEUiJfmZOCkJube4oYSf0MWVAIsQsb3tibX0G4oKFjIdN3buhAyT5lMZ/kCYfiWg93cdAhjIuvO3/izIkEXKzjfZfIf3nF3Uu7bt8Z0tXgzAmP8G37FJlwlPHYrOEmH74y396l97fIRFG0pGOtghcPi3H/vH76HW6p6Nqsd7DwgrDO/QxhyDC2xo2pjG+WWFWOpxrNzmUUnqlM8KJxxnDscF+ZQ5MuFM1RBqIgnBcHBk3xueW4EZJRABLzGGHIAFiy8InObDsxHmUaIxyZi5SyQ2hmljmB+H65XDFHUxmJoBkzyCsu+fQ/lys4MLOtbAG82cNKBRUZABbU1KIIc+jUtfyy6RNnTiTj/gXyU5vkv7zipuvluB2aOeHRzGWt37NhnXaU8eAneeLpHfojaz63mh9eId8qSCDhVu9UD1YiaCjRTh4e4feimgLDyfweMgshUgtd5mXMpGvRxtTjrKrEE5GFTEvOTrjLaG+2LLRmaBThoYlW0TInIArCeXFgIkVlC4uDHLs9Y4g3+n0t8kr88ImuPdNOjAdvY4RbfXzxesJPcPS4Ch96LigZdwgLvC+Q6cMvkqxVo/kUhApBQ43hN5iM1zv0nmMrlxQlowliJ+Ky4LdMyU0yOuLxVfJDSyTdwHqmDmEuBaGvXhRehzADrWxcXu9AIbjoF1Xy4BLZ6me7MZQWN6Z6sIs664Uffi8iQE3hOnkiREipS2EyyDzxlVxWZTKIs2U7cDKcIaxkNkMIoBWc8QOgXcBUeoiCcC4MHBhOmsoWm6FDyD5GGKJrWtBQk2OrYnylBXHhrSDcHdI3uskLQs8DTZeJwfNGZSIy7RDKhZ4hDLYKyIGsfWVym5Bc0bGb8RjhyFEGqUpGc+jUtfyONv+CEMDbz5NlnfxleoH1LDOETZV0sp8hnHaU8agrUKTMdysiCWoPAlAIHlkm3+LeWmbooGdj5fTHvaiRA7Y7WM+m9dA9aM6jCEOsVsJlkHni69IZ12h0mGkOoRS44W66IGSmu2Ir1L/qsICp9BAF4VzYN9DS0tzItCnkyA4hs9bOdMMW9Jfje43OOLzrwVtBOHCSf4KjWTKuQmbTwsgscwLF7xAGWQXkQNbJE7kJYlcr2Y4Rmi5uDU6y4EPS3hN858w7hH4BWZZL1XkY3v3MncR26ZeSKinG8ZbvkTsO+cRO3AjoEALYrOLmXFWjHQuvd+hblwM/7sdWyLd3U6vSM8JL9Zj4HdijCPtWxKnCcxTh0IEmBbqyacFFTs74dtgqcaIIHQonyz2ykJGc2RelTZW0g/ee2gVMpYcoCOfCgUnvqBHDTa3XwTJDGKND6ISlJydII5wxhNCDt2z6WQrC/pipTBlnCKme2eqzuDOE4Y/5HCiHZBTZZ9Nf7eJ87USEr0pQJPTTKDMSBNPHpaX6CFzn0iEEIBG84w4pcXrtOCztQeQnGaWbVf/PcaNGbsxVNfrsDn14iYQsss9V0VDxanwvgDzx9exh79WHm8oAaCg5udEmoB86WaDLvBjR+XpDxJohHDioZPnICBnJmd3pMFwyemgKl1EBG/sGlnTU01Oxs8wQsmfTh1vh3dnA7UG8ueGORZszb5aonFUCAxsOTRLCAaBn0fqxqQwnu30pYoR2mGekuB3Cno3aXDUkixlLRiMXYWmRdTb9a+2TAUKPtFSjIX5daeHbz8zh5waRlssLywAhAIVAyXiXrWfDdLGk+//XzRrm6CvjUjy7G6gXHfHYCu+q0es9nx4sYxQhBYZR4vx8OsnJCN9Z4yeHsGvR5pQuN5bLaNaSGV0mw4BVb8fv4GPh2d76fnebwnRzehqmiygI54BXEDbSi9BlmSGMIRl1wlYPMsGlBl7vxHicdNKInVAlYvE0bufd9ZJ9guOSUU4cw1LEdDIUgcic7Quw05+rXhRehzBbyWiOM4RZdgjHHWU8FjRymEY/IYdOXU2B6U5umsyrQ+gdj+GmcM3uMFiMemSdPBHkKOOxWSVzTJ548ZAu6ViPeqMeWSavdyjPQ3RbfXpHfXJNwygZ7duoyJNy0wnqCnq8SkYjCkIJlstFJnPgDCF7hzBjl7WwDuFsFqMAJIKK7N/UKajFKERBOBcOTLqokWZ6EbqsHcKZTWU87muRlw9Zjw1Ar4wzhN4mdLLN73GX0fJJRsUMoS8Dm87RYhRATTnaO8+I3ArCBQ1DJ6udlL6NQxObp1f8aXUI8ynMWlNGo3MsCAE00lh8b7N1CJF98sSNYL0ogAUNNp1b9+npHfojq9HvkibhgQXynT0eygofglI9vCjwyINmuRHx3CEcOGHRfISbtZCv6jKWy+jAoZVsO4SBBWHPSqGD11LR8XsutM1CWoxCFIRB/C9POVuZ7fMdmFjU0My5Q8geOxG1oL/cihFPT8dG5maBt0pg6NBFPUl2iENhu0cRZ6WUjJoO9OxiJwrrMtq3Ma8QwhGZ+srkmbK4UsmqSfh6h97ZJBODfgtqOr4yOQTTw89odL4FYSpPOsYZQgCN9HZafbnRn9wvmGBe8fS7Bm4P8OAi0zX42Cq/gYRBPViZoK5EX4ks2vWsT5JZiCxoQ8wzk2G4+Jur8XyGhs6RPHuCWC6jAxvVLB8ZuoxhwKJx9g4hvNBXv7OobRUylR6iIAwho11GChyaWNTRUFL7ETalSpRXAbtff+SqZUmHJrMGLvVsVJUUvDQ42RUbMbCxVkmy0BkfGecnUyhFjFDJ8YwQQEIha8LcGmghLGlkP6VIvWnyDNVY0clONmOEr3Vwd3Pyi6l1CLPPIQTQmrK/s1zMHASbnNmjICwXfZvVpKGpopNl88fX72ScecXTP71NH1shwb2lU1ysgwBvdDM+pkRs9QLfYRbVaN+mtajTPcXVV+pECim1tPeR/9+r9Du7NNZeYZBLZzWOy+gwyxBCRJjKpBCO3QzYKBSS0bLR0JBRQFzHQlU+ildOq0PouIh8DLB32FhmwNi9RlPJnIBXEPJUBgwcrFVIgofKeL+U5w6h4eDp3ST3B9PNsEOIwo4RzjeE0CPbDmGU1XuKZNohnBggRHrZ9Pl0CKd9ZSwX6vzmV2d/0u0MsVKJmAob/3HZrfXDHWU8NmvI32jUcvHdPfo4g150xGOr5FkurWW2+vR83f8/sVyJLGrAnCWjL7dj3HhZOoQpCub/ZZvuG/SeFrbjZPkEddjidQizDCEEoEmwXfgu5Gd3GUVwFGG7mBajEAVhEA0lq5X6voFFHTgadchzhpA4bKIAFku6yy3yyiHTd/P1Jk4Ab7ETQwdrlSQPld7Y7T4kJ2fu3Bjgn3eSbKEZWQbTA1CYp2G5gosOYWYFoUthutlu946TUTb9gQnL9ZEmptIh9NraOeSOTEtGc8g/DGF2ySijxahHijut09zoY7Ma8ZrNGsk/ivD7+/Rig8Rahr5tmbx4SDnckdzqY7YOYfSdtiLDTi/3K5Jv3HafP2CfrIs4/hQ7hFt9PHWT/tw90maN3I6zixHUYdMkuJT1jR3YmT8ygkxZU5KM+oS+Aji0ChlCCFEQBtFQsyoID0y6pBEADZXkOUMYQzIamkPocXcTt4ZMsRldizbTkImrEkczhF5puqgnkUKNj1rp3FhIT7Nn0GTFqulSjVG3lIiCRhFyURBmJhntZ7zXO8FqhexkkE3/eofePdUeBNBQ0XdmXT5aubQHESAZzedH+zK7y8uOwWoxCiBFt7ZpbvTpZqheFMCyjp6d907f09tMdjLj1BTc2yTf2+frZuqtsIMUd4s6DqJ2ghjzb+o5qkZ3h6wjNgD6dpipDABdJmYa+rWhg7983X3vRbKkYa2C7Tiai5AOW4XZaDTrDiECVKMU6KdhKtNUSdvvedo2sSAko2WiqZLsOoRLow5hjjmEMSSjDKsHmeD+Fnme4VmSVodQJRx1CD3te7KFzvjjKkTjPnf2DZguSfDcMbI0lQF/9kKM9G1ay7JOZiG7DmHO5e6Kjr0MfhHfAUIAxBsXmW35aOal2/STjFI1h9ZkALPPEO4MsRqq0hwn0/Gw8MwJDwKcq8YoAGZnq4+Bg3tbsf/hY6vkWc6sZbZ6NOQdZokiZCwIc1ON2hRtK0Y6ZW6mMp++Su9fIJ4L0VqFxJOMBq/r2KMIB1Gl7+zofqmkAxu6nIJYY9rP2eNQuIyWjLqSla25ZzHq/Yg+g4cyC0wdwljB9AwLl4eWyHNsBWEzJckoP2WAN/adbFilZ6F+/Ibwkyk0jVc5sA+Ij8g0dgLFnSHkoEO4oKFt+c9UzEgqLt7s6DJUKX1l4JWADiHSUI3m1yHUcMhT7MTsktHtAV1jloymaN89TaSjjMdmLVdfmW9u0x9ZIwnWt/c00bdzrV0jud7H+akEwhEsl2HPpnUGv5DcjEb3DSxqaJusS8rIJ4WWRnzxN27TtkXfccfRG7VWwe4wxlIkZF3HPkbYzziHEAE2DWkZW7Smtt4AGA4okGmcRnaIgtCfppqV5GPfoEs6gZdrqaCfxh6VTSFHdghjBdMznBf3tnB7GP3oTSWEEJy5jA4cVGToElwa+6gmbvda2hbSabFnUCDGgPiITGMnAKhF7RDOvyCUCRrKrJ0uXwYOzdRAfJrVCnZS9ZW5PYAm+aSfeSyos/rKmLlYjAKoynDcU0vGOecQzlahuRT7JpaZJaO6HO+2/JUb9J+3mT7Zvg3TiXCU8dis5pc8MXTwwiF9dDnJ1Uf4axLeCC25FzW0o7bR+zZqDMvx3LLp9wy6WsFaBYxDepFCytk7hNd7+Mdb9P13S6P+nCqhrsbQj3TtQJfOqowBW/Nh6GReOFVkTBu5pzJACECTIJHJSqFtFVUvClEQBpHlDOHJmiOtvUwn9Q4hw3khE7xlgUSOSncs2kzD8pyrgnB4vPxN0CScKAy4VY3um1jWaZIOYZaxE4gzDcsPFDDynbILIiPVaCpZo7FY0cluqskTrwW3B1GoDiGmtq7naypTU2DNYOCxb6KlRj/gxol1W375kH5li7LMw29FJRCO2KiRG4OcblIvHtK7myTxZtNjK+T7+5SfLbZwUa5MUJUjVk19GzWGFXluktE9Ays62aiRmwynhOlCJhFn+4zm5AMHf3nF/XeXJi2I1ioxjEZDZgirCmGVjGb/TNRlMt3a6Vq0kdL25bTRaHH1ohAFYRANNZOAOIeib5+cLmkZZLO5jLJ6MzJKRsGmGk1rM0aViBUvOjVDBvbRzlaCh0rfpvWxmxGfyRMDB5RiWaODmOpMCtg024VvEWcIvaEFHnzHljSyn0GCXy/3/mfqHcLXO/Se4Cms6cG8uOTZpls4bX83X1MZzNYk3BlSdkeZ0Y9jvC1bLnaGeNsK+cpW9EXB4ijjsV7BgZHTDuZLh3jLQvJ/3lKxWcNrHS6erfsGNCliayl8a4YCA7YOYW5RhHsGlnVsVHGDoWncZzDeDHLOZORvrrg/tEjesjB5Jq9XCLuvTPgMIYu8jgJmTh3CyS+mtSiFn2r00CxqKj1EQRhEQ83E/vHAREs9WRc2lVmn7T0cGr2ByigZpXEWLvc0sTuMUKClJdfmKnZicByomsAvYWLpzKfR6L6BZR2VOCGzHox641koossoD3pRjyUd+2lkrE/AKNNKEcYOIaPy36V4o4u7GiEdwpklo260e3NatE4LXOcrGQXQUGYpCMGeOeHBflu+3sdGDT+9SV48pLeiFH0sjjIeEsFqBZHfcHYcitfa9L7WTOfV+RrhZIyQZURzUScHwRc+u19Ibh3C3SFdrrB2CFmeFLoEM+km8j/dogMHbz/v8watVbHNdhq4FEZwNkaVzWV06OSxSeqb7NUd83GYkeaUpXPbEh3C0tFQkl9yIRwchxAe/ZQ0OoQOZbr9MXYIvaUD41UqEbxlMcxrdOBAleKpfYLgKnZieCx1SLDL2J8uCPnrEHqTrux2YSOydpQBoBBiZ+GLkiV8FYTZSEZZZFopwpJN/9Wb9D991321Hf3dtvpY1MM+o1Qko7l2CMeO1sprfDGIppbcwGNnGCNzwoP9wfpmj16oE13GT26SL7wZ8YBh7xDCSyPMXjV6pYP16qz3lvUq63hb1mz1ERRJPyI8ipD9TltXcjKV8TqE56rYHkQbeg0YfFYSdwiv9fD12/Rn75Z8V4zsRqNdO6ygYlw25BBCiIAN914aqfQeLc1HMipmCMtGIxtTmf3jEMLRT5l9hpDFYhSe0I7hYmccIBzxcKhqNERoHheuYidOSUbjfIIUGJ7eWtMlMuRvJG7PwFLSDmGmjjIopsto3zkJn5wvGUURjqdr5sOSho4VOJnmUHz6Kn3hkP7sPeSvr7pbUWKt8AFCeAXhzLETWe+VjGipJ0frUlBgvoknzZk6hDFS6T3YG5LXuvRiHQAeXyU9Gy8eBl4afRuGg2Xm9AtGieCMvHhIp7V/cTlXIbfymngM5zpLhzC0IGTMnADQUPMwlbEpejYWNWgSWhp2ojbjWJ4UukzM+GuGvo3/+rr7vjuloIxHT4TP8n3D13WMHUKW0nd2AiSjgY44cWmpk5LRtpCMlo+McggnOoSzJ/aCbYAQzFYccSV/dzWwbwbunXcsNFPqnnNlKjMaho5b0vdtVE7LJDjtEJpY1lCVKZcdQtZpWH7IX1EZRKwO4dBhtSTN/xeUCBY0/zTCoYNPvuIOHfzyfdIDC+R9l8ifvuqG/9avd+g9oQWhZyiXwGNpRJ4dwpZ2kphs0Tm3BwE0p/bR2Rm3YWP9cTE6hLhQJwAI8K4L0hev06Cn5I0+Ntj0oh75JE+8eEjfsjjr6nOlggNz/rtsFLjJIMoNF29PjOiHkI9kdN/Agnb0xN+okptRpwTLjTSByygF/vqq+8gyuS94TFqTUFdxwPB06FphBVVFJizWA6O5m0wJkoymNUM4LRk9FJLR8lFVYNP0A+L2TSyNnSuNmRN7wdwhZJSMxt3GlggeWCDPBXiNpujmxFUO4fA4ULWpkm6cB+m0oKXC6QwhXdIJ41bfODl0CMUM4SzUFDiUdT3x5S36+Wusjvz5/4KrFbIzpXHaN/CfX3TP18j77yFeIXT/Avmp8+STr7hBTpKWi60+LjUiftyCOpNqNE+rz3HJ6Nz1opjBT9uhGDixV2+MEXO7BlTpJE7tniZWdfxLQAQFYwLhiHNV7AwzyfwccXMAVcIKc9MyCJlgWU/ZoikBu0PUlWiXkcgOIeONSJNA46dGxWXPoKMPaKMWHfmYkWT067eo6eDJzYgTmNFoNLygYswhHNi0kr2opCL72EOmqFybNpVpmwjqwfLPvB8UvELSCHuZ5sCgi/rJNdBMY4+KsUPIKhmNbwoS4jWaVio9+OsQJpOMTgtaOO0QjiSjMWsvw6Vaxuq0grqMclIQAljSmHxlbIrn9ulrncCeyTj5x04AWNGxe3o/+1oPn3jJ/fF18o47TuV0//AKeesK+dQrrm+g8xs9bFSj73sLGmbxlbGy91saMZ5NP3dHGcyw9dk+bcPGCGP9+WaPXjxtI/TOC9I/3qS+4cA3mDMnPFQJixpuZ1llvXiQgl7U41x1/qrRrT4NiaQfsRg6zdsLHW+bIC2b9xB2DSwfL/lYO4QZmMq8cEh/+rz/6OA4axXCcsZ2Ql06q2yTJjl1CKeW8eGOOHGZiJ3o29Ck+d9vE1PYA88eLYOV+lSHMA3JKGOHkFEyGl/yd1cTbdNfu9VJrzWvSshlApyJ0fo+vmSU1k9rLTgMpncoejYWNNbp8HFEh9CX/FMZQljSmZInXjygmzWsV3GlE/FK04VEmLal0mXCV+b5A/pnr7nvu1N6fNXnhviTG+RCg/zpq+70bfD1doRe1GNBIzN2CHMrCHUJBEc3ljx/bhCJhyMOTCzE118xqgGvdXHxtIXJio63LpN/uOFzdcTtEMLzlclSNZrKAKEHD74y19lMXBUJuhz4+fasGDtTOahG94ZYObZE2mToELIUhAk6hB2L6TpaY8vy6YZu9DMKi/IRlUxLRsMdceJSU2C6JwuSw0T3K36Y94OCY1LPAzBcOPTUNaAQKGRW9xrWGUK2YPoE3ugEeHDRP6E+/MYRC5kcuSPwwKhDWFcwtGPognqWn2SUs4Jw30BLAwEqcuxgesOBnvG2n1zADmHfpjwVhExjhN/Zo48uk7cskBCnDY95lbvjyRNfu0W/8Cb9wGUpZEjm3RdIRSafvjr560Q6ynhMq4NikXOnbtQk5KFDmFgymizUq6Zg6ETflq/16MWpltRPbpLnD+hEddS3MYzjKOOxUcONzKqsjoVDExeiPDkZ4aJD2KN3sJXci1rgqFusMqORvdHonkFHHcK6AplEyM5Z3LkSdAgZRZJrVXKb4TQIl4xWZJhO9FJtmEuHcHp9laJe1KOponP8mR5atFVYRxmIgjCE1CWj+8ap9qDH7EajzC6jTGb9yXLkglSjndDh47jwoxU0jgtCAlQV+EqMfJlW1nEoGfUcZcDsHz1OHqYybL1urujb4MRlFMAig2S0Z+PNHh5YJPcvkJeiCsJ5WeZ4tngOxd9cpT84oB96QNqohr2eAP/+LnJo0i+NpZAPHewZuINhYT2j0WieLqMAFo7t73goCKsyLDfJ3TvZjjsBagqCRkY9DBcHJs5NnTAVGf9mg3z+dARFXL2oR6YdwhcO6H0LJK1gy/XKnDuELsWtAattz6JGDgLE2z1mUxnkJxk9+etGDeFhJAMGNaNEIMVZCw0dKGwKjjU2o9FwbwgSYOUywcBGZS4dwvRkax5N9cR6rV3kzAmIgjCE1Fs3B+apAUKP2Y1GHQo5RZfRRPqiSw30LB/VaC9Uax4XVYLvCFDOGA5U6ST7Mdbmd39qZFyXuYud8Bxl4O1EuvF8EfIIpudmX4CdfCy2GVlmkIx+Z5c+sEhUCWsVSCQiYnteE5J1BZTiD19yLRe/fJ/EIhVTJPzHe6UXD+jIO+T1Dr3YYEplWFBnyqa3XKrmFUwPoHVsxmi5dO4FIZLK8w7ZpG7TRAZdXO9hs+Yf4fsjq6Rr4eWx+MobgxgJhCM2qrg5yErV8lKb3r+Q2ndb0GC5M5nozsj2EIs667MjxFcmVoewrkbsGsyI7aJvnzqBN6vkZmgYCWM6Xyz9GnsJpEmoKWGePUffMGpdx7KVPHCOnPkyRZdhuqeuwd7U2M6MtLQTo9G2WWCLUYiCMATdz55oFg4MH/vs5sxGozFyCDNwGfUgwIN+TcIUTWXATTb9SC/qEWuh428qw8EvNY4XQgiAEKatvnFMV8wQ+sCPyyg8yWjUI//be/TR5aPbSmSTsJd7COGIjRrubpKfu5uwTzBWZXzgsvS1W9RTub/eAcsAIWbOps9fMto+kYzOvzudTDWaTDKKo+ZP2Enrqxf1kAjeeUH64pvuaC9si228bYKKjLriP10/I6aLa11cbqX5sa5XI/Z9MiXWiGbIlRjL3aqhZNsh3DexqJ2yRIo0Gp3eMvYllvVALCuH9Sq2o06DSNVlhcFohzUUUQAAIABJREFUNJ9NUgJopxW2qUtGW6cko6IgLCkJJnfD2T9eZ48zu2jBplRheN6zzhAm7fA8tDhZEHrdvBT7RQofRqMTNzJGi3OPaUFLFma2M7Jv0JHKJW7yhJghnMalMN085iUYWdTQNsMaF1t9WO5JDENkQdhPdUw/Fv/jfdLbz8deFi9o+MBl6b9do6918FpUAuGIloZenIHhCXJono8zkozyYCqDpFufCUIIPRoqCX+wjiLpfbncwqKObx63kbd6sR1lPDaySSN8tU0vNlL+WNfZ5scy4noPdzCX3Iu6v2SUxp0hzNhUZndsgNBjo0pCJKO2C8q2ZPIaX4x0LNpk7omtVkh48sTQgSJFCFBZjEbzcRnF1J57ppLRQ5MupNp+zBkOHhS8krpkdN+k85whZOurJF49XGxg4JyyqEr9wuMkeWJiGDquZLQQpjJLx7vycccIcxiUUovWIew7HOlFAcgENSXMH+U7u/SxlZN7yp0N7AzDtFV9NpkTV6xV8HN3S//1dXdgYz108nAEARrKybM/Lrl3CEeS0TkYwE6T7EmXONSrqaITfMZS4PpxJH0Q77pD+uotOnAwcDB0fDZzWdis4kaoRDAZLx3i/lTbgwDOzdVodKsfQ5QbZCozdKDJ/jJgX7I2ldkzJo2IlnQM7EDRDfuTItY+cqTCc5z1CrZDjUZZOmxVhQyi+g/DvB6LEyqnWO8GCyMtBoRktMSkngdwYMB/hnC2PSqbcYaQvUOYaG1HgB9aPJVQ37HQTPWC56QSGDinAlVjyU6mC0IOTWUOzJPVT/wOIdUz1qcVrkM4mJPnSgghUYQOxff36duWTz5EmeCeFnk5uEnIlSCWnTsb+O8vkcdXCfv5OotqNOdO3cKYZJSPDmFsLUxvhlCvcOnNzhA1NeKkXa3goUXyDzfoVh+btdhZiB6btbCOUDIo8NIhfctiyrfZ9crcjEYdip0hwh2hxgm6DGNlTiB7U5nxzAkPApyrBqpG2d25YoWixTJ7X6uQ7dDTgKWgYpohzGsbcWLPPdwRJwEtlbRNCoACXbvAqfSYsSBst9t/9md/9qlPferg4MD3BZTSL33pS5/4xCdeeOGF8a/fvHnzj//4j//qr/5qMJh39k0wGZjK+KhfEif2jnAYcwgJHMYZwqQnxYTXaDdVi1Fw0yGcuJHFeqhML51VCQ5NrkNLnY4FXT5ZhFVlEiubPocOoSIRh3LzfjHAYb0UEkX40iFdr046edy/gJcOA78bh78gIw8ukp+Oozhd0JL7yuTdIeTJZRSJZggPk+pFEdWQDBkgHOenzpPn9un39pI4ynhs1NLvEF7roqWlv+5cr4IllDwLbg2wUonRx/a2CaY1C3FvRFmbykxLRhEaT88+VqfLxGReNMTSaq1VsWOEDRSwrOsi95ENF4oUo5c7Czl0CL1bTcdCLU6DmkOSPyhu3779tre97U/+5E8+/elPP/TQQ9euXZt+zS/8wi/8xm/8xje/+c0nnnjiL/7iL7wvfu9733vooYe+/OUv/97v/d6P//iP93q9xMeQKVoclXYkXRua7FNrze4yalGm5z2zZJRqSa2fLtRhuSd6g3QdZQAohFgcVE4DZ3KGkLGkHzjQJB8/w9SnVWdh7/Ska41hOnwcI4dg+qJ1CHs2rXE2V7AYHEX47V366Mrk0d6/QF7r0KAbSCyr90JToA6hKuH/Z+9NgyTJqjvf//U1PDJyrcqsrK1XeqGrm24hGg0PAd2iQUhAD1Jr3sxjgHkmmRB6emAmM0nWMr7K9FUmGTKhD2qJN8hGsuHNaEzwjG7EwIAkE0IIECDovbq7spbMqtxi8f2e98EjoyIjfLm+RLhHpv+sra0yKirDw5d777nnnP9fkWD6cDnUCiSoM/QQ7mZVlAEwH1sNOG5JH4oh4ydPse/eoAyKMgEtAeu5tBToRz9MQ4YhJytMToINYQfCAaFPYtqBqBAj6Bi2bZwYqzSO0ZXpCR9/qvq1/TQ9hJqEhhx3x4qs6wwZVuyyYZrC1Lp0SB6y8FamloKuCwo8J2a5XhR5AsI//MM//LEf+7G/+qu/+su//MvHHnvs937v90be8M///M9PP/3017/+9T/6oz/64z/+409+8pNEBOB3f/d3f/mXf/nP/uzPnn766bm5uc9+9rO5vsHE0KUiR4pQiVEUUbTgcyHNdNEMYT7lg/uGpGWOcA9h43APoWDRb9T+ZaXaCHcOb2o2BLrDh7GzlhyLM3Mqo1OrjRFnJaJktOvh1S7uG6tGM2SsGXilHf7byrKdmD4LasYeQgJ8mnYv34KKPQcuRxW2I7JlCDMvsOIn1ktdim8gHPDmVXbbPETSiVGcbuJKoaWYz00mIERfaLSEsfVyepvHUF2ZDKUKk6saDTwnxjvK1o1InSFBiVGkFJXpptTVXIvtJhXrIUwwZza9Q4uoidIYyhC6HEQFb8xJDE0FHRd7zmy70iNPQPiFL3zhiSeeCP78xBNPfOELXxh5w+c///nHHntscXERwPve975XX3312WefDV4P/qEkST/3cz/3+c9/PvMxTA7zn7968tK3z23/yL1y0d/Z5L02eK41+47T93YbQZfAaSzOIeKOCV8ozvDE1hkKExaVgU9Wj7d3yOwKHsOA4arRVGLHIqSynSDPhT+RMGu0ZFS4hzBquqqU0OiOg2HpIyNlhtDhE1cZnUaGkIgci3f2eHuH23nL2itYURleMkr0g037IaMrd3b8nU1va8O9ctG7+oq/u0VW7+4FitIareAXPAQRuU7kf16K9eBwyShxzm2T9/bJTTYWKKVuc1HDvkPO2EeT7/Ne279x1dt4yX7hX5znv+u+8iP38kXv+mV/f5usXs7JLpQMojJ7Nq1INjfb5KS2bogRkDR9tF1RJSGJ4T/dJeXZ+D/djLaeIyLH8rt7vLPLzTY32+RYwW0Z9du2bTg8dfgkyCmDjTtPkOfyzi7vdcjqkeuAih98N7p0NmXIPaIrQ55DrmNZzgKLftJtMzjJw/+tsY7ZaXOzzW2z2K+2PeY5EbBmYMcOX4yJC2+mWjOkrdVajRUaFdnoN2TEuytPTWIUwALvKXub3sZL7uWXe5dffb2/4d+46u9u+fvbfnePm23umOQ6lOPqz2vYd7Gf1TS1OmSfxjc2Ns6ePRv8+ezZs5cuXRp5w+XLl8+dOxf8WdO01dXVjY2NM2fOdDqd4X94+fLlDJ9+/fr1v/7rvx7Uqc7Pz3/0ox+VJNEp13VdACxGTWBlHaqudbretRtk98gxuWUySWaNBrSmpBtM1wfhNFPUkOdeVhiTIClMlkmSvH35HEnursKYBEUBwDjnjkW2+WbL6v7I0n2LHIusHrkWXAeKSr4HAtMaTNOZpjPNYKp28GODaTr5PiM+t48mHJcYEYfnAiDOwQ9PhpICJt3Xg/PqzdeIc3gOOTa5Nrk2OTY59r9zbOU1dFWNqRp5HrkWAKbqTA0+VGOqDrXBNE1SdKgqkxXIChSVKSqTlVMN2eO40uWnDLRdzMngAkWexDnZPbJ6ZHa42YXV5WaXbJMYJFkliUFSmSQ94Mi6LJlXVcYYZBUAfJc8D77LPY95Lvdd+B48lzwXsgIQAKboTNeZOjj44LtoTG1AUZksQ5KZrEKSmBIxzvkudxy4Fjk2Oc76lrWuOuY1G9xjig5Vf8jUupc0TdcPTpQGOeTJ6jhoKvDtoKaWyHNBIM8543HvuudoPuOcPCe4jsQ5fB++R8ThugROrsuIw/e47zPuk+9iqJWOvEM/jsPUobFKkpikAIwZTam5wObmpbkF1pyXjNa2hdct9K+a7/sNSel5/R/JtXlnj7r7vLPHu3u8uwfXgawwRUNwG8jKY12VfqBYigJZZYrKtAbTDdZoBnds4p2QCHEud/bPdfat5/eo2+auDe4yTkR0cPP7wXKWPA/EDw5DY4rGVA2qxlSdqRpTNKZoUFRybPIssi2yLXItss3gQWCqBlX3ICmeBceG3mCNJtOaUsNgusEaBmvMMc0AIzg2uQ65dvAH7toIVnWOTZ4DWbkDOlN064aO4MntH0MDusYUPeTqjH9rz4HvE/fIdeF78D34PnkO+T64B88jIvIcECfPZUTc88B9xn3uu4wTVJUdHqEWCe+00NsGAO778BzyXPjenZKmqKq5qTJFhaIwRSUisk2yeg/alinp3UtNSTeY0WR6k+kGM+aISWuWq+zAYyDuD+oQBmESSZIkq5BlSPLNJ05RmST1n+LBd6SDPwAAkTsUQHguC2ts4Z4H3yPXIc9BEN259kGk55DrgPtgLPLRBogTuBfcD0zVSFGZqjJVZ4raf4Vzcm14Drn2muW8tWt3NixyXEY+VI0kxfMcEDFjTjJarNFizZZktCRjjjXmIPdXPZYLVQLno2sO4nyw6RZ5D1AwVnDyPXCffB++x4iT6yK47gcwRcPQpHaHCX4NJ02+0ulZmz2yemT1uNWD5zB9LriIktHkTEavQ84Ncm1yrGA6AFgwSDJNh6xIskKSzCQFkgRFYYxBURkYUzRIYIoGSSZJZqrGpP71xeHpVWfgPlmmpXAXvgvPB3fJc7jnI7h2rkOeTa5DTnAp7be6Dlc0U9WCW11qBLdck+lNphnMmGN6Q9KbTGuAMRAnzzu4l1yAVgntHd5gHuNEnk2eS64Dz9ntue/tOuZ3+h+Kgx0BYkxSVATThqIdXJShO8f3aGg6Y56Lg3uSgm+tqoxJUFQ29OMdtnLFhNWzyXUQzLaeDcch1ybXYZoOVWdg/VHL94KwpB8TMokFqwVFCyZZ01cfh2r9QIWiMlXtz7zs0OJ6ZIeCuA8m9Qc9VWWKDlWForGR9RLROjOv3OjYXgdmh/c63OxSr03cl4wWfC8YWoNxlakaJJlJMhQVssRkrT+saToUjWkaU3Sm6cF464MFDO5eIg4v+L9reXSq4y7vMq+rACAwKCqC5dnBY8skpT842/3h+vX7Fnfs7osmORZcG5IChvs4GEP3+fDHqH/Ah3mHB/UaTAnke+TaTNGgNSRVY5rOdINpDaiapDaYpiEYKw6eVvJdcA6AQOhP5W6wIAkGatl2f951O1s+fJdch0kSZIUpKknKf3Tl9j+quqpAlpmiMUlmsgJNm2vrjYbmbd+cp8DC17Qqw74btrji/kEAbAdDomfbP9F2+I8cs38FOfk+Cy4l9+H7w8vF4LF9IzSbs+6rKpMYZIXJMiQluKUBnN5XV03YbYUxCexg1STLUFSmakxtMFXTJdbzQoa7Aabtn/A77maPm23qdcnqcMtEf8hVmard/HN/ptYgSzcXfv27gh2eQVzqdbjVpV6bzC63OrzXgdW9X9YtteUutsDIs/37er71Egf3GOfc9xjn/YfO94gxJqtQVEnRqH8AChSNyUp/ZIvgQhf+a5iz/DW41r5LvkueA88l1yXf7a9IfQ+y0l8fKrqkHVxiVQ8eFjp5i3v+zqiPyI8sy4khUvaAkHM++O2yLHPOiWg4xPJ9f/hHWZY9z/N9H0ORWPBihk+3LAvA9vZ28GOn03FdV1FEv05wGH50Bkk6fTs/d883uPTg3TfvaXIdckyyTdgWOTbQ/yvuhbl6+T0iDt8D58T5Ss9rSOTc6A+FDESSzFRd0o0VatjMMJZaCFbPaoPpB9JUvhesL+HY3HXgWGSbfmcXjk2eC8bApHUHkqK5PeBgAGWSBOnwqeA94vyUx7z9ofmMSUzTYcxJCytQdUnToWpPvWR85G7pUEmA75Nnw7G5YyFY+Lq2v9/1XQe+S55P3IXnwXOJe+D8I5LqbymmqrzDVRa3mNmfz5RgaGOKSowxMCgKORaZXbJ65JhMM1ijyYw5qTGHpZPK+q1Mb4KIfA9E4B5xvn3db0j8ZNMlIvguAOiGJCtQFFlRIauQFaYo/RDl4ASS45BrkWsPDp63d/uLnmBhzX14Tn/VJQeTnAJIUBQEa3qwYKpjqg5VU1ydNRqstcgkmVwHrrPOTfeaDW4HP5JrM86haZAUHCzXyHXOAecA85WDY1M0AEzVHnKY1lE8LVhIKSRJTNaYJEFRoDckJpGiSowxVQMkyDJkhUkSk1Uaer7iIwoMVhj9Hzh8D0Tc7FJvn3f3vc0N6rXJs98szzfn553r82xugUNa6dh37eyZW/vU2QUgzS1gblGaW5BPnlabi0zViAcRuAfueZ73/Mv+fUsOuAff466Dbpu7JsweOSb5nqQZ0JtMbzDdYHqT6Q0E02RwxzLWP/+DH0HUbfPeHnX3ebdN3X2yzYbROs8XsdCSVs/Imh688+bq4WDe6i9Jfa9/6T13EDZw16FeB64D34XWkFQdWkNqLiDYdtEbTNXB2A/32Feusv/rHk7EYZt08B+3erS/TbZJjsWIB1sM0HSmaFB11lpk6qn+QK9q8L1nN+xzirOi23Atsnp+e4dcG8EWw2AxOpYTCC5oEDCwIKCSlf46TA5u8iDKUiArTGZSo9lf0TImKyoxmUkSkxVIUn/tNYQC/M2L0gfv4CoDZIXJKhRl09M+d5H92r2Rs/hf/MB+fK2zBJMsk9tdau+QbXHPfbOtui8DQP/yDW5vBgCM+36wCuQcvtv/g+cMx0IAmKz2+/FvrsWHbmlZQZjQY3ASgqUDdIO1lpgSrCe0YAU8CMniCJ59dxAzuPAc8hzuOmR2GGNM1dFoSfMriqx9ecP40D0qU7VgJeQ4jqZp5Dkwu9zsktnl7V1/6xI3u2R1maoz3QAA3/+g5fd2gGDxQQdxb3CNgqOIzgsxVSNITFGCZSUkGUxiqgrGBqcLAA7PRKdtcMJJztSWgYU5aXGNGQbTmjfnlxh8jzs2XAuuQ75Hvi9xnweBaLABYXZA6I+crttfXwbrnmBjAgyK0h9LPYe4/2ucu9uqpypMUoP9I6Zq/UFb0ZgxJ6krUA8unKo99bL+s+fZaYMAgPtk9YK9CXJM3t2jG1fIscjuUbDFNhz2KwogPe6CdyRHUQA2WGJCUbd9nRZa8orKVA2yevM2C26D/td3gxcwnEAORqoBijo428Q5Iz84D/A98j1wzh0H3J9zudYDGSrTGphblFW1P2IE40M8g0PyHHgeee73L7uvb3pQHXgudxwyO/A8jKy8D/9aJsngnDwHXj8lHgyD/ZBV1qBq5Npkds4rWoPN+/4cM1rSidOy0WLGHNPG7pbgqIKtN8+l4Jf3gxCXuvu058C1yXHg2ty1GeckMfg+JDnYD7r5B1kxPXY/1/wr5MWcfO4zVWO6MRiuaWnhOVM/c74BrQFNZ0wC8MVX2V0LuLCUour1f11mSxrefDLYiyJ4NneCuN3q75V39nznWn9zSg42UgGABVvVABtEsKoK3ZAOBupn99UOKW85pfR31kDwPPJd+P5zl/1zmnvnnMt9n3ku+R73fZi9Vmd3sWvbN26Gc0xSmKZB1W9GPr4L4C4PLod5Cf0FDADuB0NKf+szGABVzZE0SdZZy+jvegcDCJMgyf3heijKIs9loJ22+40tev8ZFz4n7sH3wf1+1EQE19V84p0eEWeDXRjfg+/ygy2PZbXxbujmXn9HKbjb4Vrc7JLZI7N93nVOqnNup8Uac8xoSYsnZN0A9/orKM8jzyGrN7hXyXPBOQYLv+BoD88gkBXJmGPGPDPm2Ny8cuI0M+ZYY+77u8oNGz99hgBc3Wff28Gdt0bcIdwnN4jq3SCMpyCW81ze61B03cRJj1Eb8CW9qUJvSHIL/QFH7W9JKypkZWg5GjyMNncd9Nrk3oDrEOf+Az8hfuumRSRhlj0gXF9f39zcDP587dq106dPjyTcTp8+/fLLwTIBvu9vbW2dOXNmeXm50Whsbm6ePn06+IdnzpzJ8Onnzp1717ve9eEPfzjbwQenRtMih2NP15uaYnN+KMhUFBgZazU+9zx/+7p0aj7kr158mfQlnFoOS1cqCvQGsBjzm//nq3SmiXMnkysuvvod/vB9UnzlUpe4oUmHalAVBboOgRZ8ACC62nb/v4v2/3kH//Kz7n+4jXQcbHwG22nBAgIEz5Xml5kxx4yW1DCidsKGaXPqMejraWpL+idwQfT9wRam5xL58P3+lufhnaF//BH/t7dKjaGKo+9L/MRp6bbWzVeIczgWkc/k/p49U7WvXyWHY9xH+4sX6e5FPBB6AxRI6HbJwvKhH33vc9/Z+3frbclq8+0rsK2mtviiunThjlvZ3JIUvo68mffzPLx6jTduCb+UxHmwmAsWdtw2aXuPKDjbFGydgPvkcyI/iFfBmNScZ61FeW5BXVmXWguS0dr3pL95lj9wt1g5QP8GyELPpx2bNh3lTBNQNbTiHsMYrmzy82tSQ/geDAjCg+Ft8mLxrvFOUzo1dBt/7xI9eAIx22rnT8jPsebbDj+AWxb+50v81+6rgJBlHlRVZGzXgc1NTk1p0CjLgzlCUdBoYnl15P1k9bhjAdi22Zevyv/xdQyyEuRzkoOB3Oxu04v72HfpHaelRiv5/YcQmHriCZZr5LkAZ7LGFOWpF9hjZ6RbhI9kz+MnDOngflSg6cBy/D8Z5r+/wN96SrpjbM79p+f5W09JesrnMTs+nvk+f+O9WR+QfoqyCcD08Z3L/J2vk4qRcPLc/jaZ6zBNl5otzuRPfZf/1gMCv19NMSj5ngfO5Yjl1tdeoyUd96yl+0q6iRcu8nctHzqrPZ/P65JwXgAAFnQyfSiDL6yqEHa/iGfDpNNNqPND3+vgkZ+36WUbrx9byXzzBf5v1qT1oTuTPIcch1z7ZmysagA29uliG+88y5gkBXteTFJC97+2OnjpMn/HrSluv9U5PLfFtdXwf/K1Hn/w9VJcwSfxTs/50rO9/3Sbyx2LgkSC2WF6Q1k9w4yWZLT+dqfhUjqF58wYKjlm/xJ3fVrQhi73KMEgk5rNa2T5eHmf3nuL1IiZRmKXo3TPw41GxrVKUWQPCB999NEvfvGLv/ALvwDg6aeffvTRR4PXr1+/vrCwoGnao48++id/8ifBBurf/u3fLi4u3nvvvQAeeeSRZ5555sEHHwTwxS9+cfAPq0axBnGhnhMBOYVGxbUKAjWO+IE8r2kVY+sLWldWLjPpisybJ4pcJqpT6LULqkrUuNbgEVEZ3BTQG8rXSRIao7ppoS3mqJKojM2Uq8py6+yJ4EfHcWzSvvcCf2RF6DrasZ4TTJJYs4Vm2pXpKFNTGe16aMj4/g6dySo6H9Dzs7TYTTpgCNoITxn9rxbYD/7SPXEX+u5F9pXLfCQgrHoDYdEE8oaiXvaNptxoArC7cDQuGVMNmxc0tudyryTbCSZJkLTh23hepY5HoZnecVwOj+e6tcaHZQAEXOnhnOD+ZhEYMlhBTVPP79Ht86wwQd+g3HRoASsBy3o6S0AhGItJ1L/SoQfTrxOW9BBB1CyiMgpuTMZsY9umC8vh32u9yf51l48/COaYV3u/YBKjkyYDtmwuLySft46X2v1Ll9CQw5esPsHhSXcyk4xmY4Np8kpkkaXFKZVjZB4aQyru3aI9JwIWVGya2Hdn24QQeQLCT3ziE29605uWl5c1TXvqqaf+7u/+Lnj97rvv/uxnP/uzP/uzjzzyyB133PGBD3zgne9856c+9aknn3xSVVUAv/3bv/3444/btn3p0qXvfve7n/nMZ4r5KkWTSscpHk5oR/ebtlS0c5jheGI+hBDwpnc5FJbRgXeYC8vsHzaLf+AVhm4FVEZ7Y6KRgkplXS9cDKA6ojI79iFFGaQ0pncm7zkBQJ6WymjHxRtPsu/v0LvP5gsIKxkyjXjTP79HJxujV3+E21q4bqPrHXJ/7nnUPB6eEwGLGvaEJUkGlCMqo2LfgSJVwpgegdCosKvBnhO+fSZO6LB8zcSCNj2Fw4BlHTt25uqimzy7h3uWijigaE4ZbNOkdWNKT7TpY9fJEn/qEiQ2GmaPDE0izKms64XEZvm5EeY5EbBu4JqJ8a0R8ZlCl+CIzcttJ4v712oDW1ZIQNhxhc6wzKBIsHnkeqDn4eS0kmG6zCy/f4k7Ls5OQJBpQWM7Njd9zM14QJh9orjjjju+9a1vLS0tNRqNb37zmxcuXAhe/4M/+IM3vOENABhjzzzzzOOPP769vf3pT3/6E5/4RPCGt7/97V/96lc9z7vzzjv/6Z/+6eTJk/m/xiRggCoVExPuu2gpkYaVOTOEgiqjEHCeKMpV/MIy++EuFWtCiOIuRx44wRsT0hQMCKOWzsXmovOwbY9q4QbZS8H4awqeE5hihrDj0W3zrCHjtXxWqT0PzYrZTuBgkTrgO9t4aCVhVSQx3DHPnj+sNVrNcHdyZPOmz+Pvmpl5DW0XLp+23UUU82m2PvN4TgS0lBBd09c6ooYTBRIu6psSn/BSm+5amOzBrxkYFxqdHK906Hwro5f3iNAoMvnfiIuEp8LlMCMKggA0ZDQVbI9J54obFGnCa4ZsPuxrBtsKMyARz7DFWxFaU1QZHa7AKtwLLWBBxVUT82HikrNFrpn89ttv/+QnPzny4oc+9KHBnw3D+NjHPjb+Dx966KGHHnooz0dPhyB1k397deew2fcILZW13ex7VB4nRaABDwIGbjlNCAecMrCiI22hQiKpbCcmhOWH2CrMK4gUFh8i0nZCnpQVUlp2bKwcvlEZoMmiw7cTvSNYIDIDIWR7tXC6LuYU3L/Mvr9DmY3IfII/eSuODCzr7Pn9/rDT8/BKm37+tuSLd/cint3FQyduvnLcAsLA3C8tpWQIFQZdxr5TlQxhS43zNxthz6GlfKZe8youjW3lXOritrBO/omyHGH7mYqLHaw1Jv6srTXYN7cmkjEL5ZU2bm1l/Kwlje06dPqgnt/yoUhCnszDTMiHMKi1iTmWdYNd7dGJoe1Xn+By0dy1eP1ax41MVMaw2sCrndDfRi2xepCgtiiqBdn0yJjWNpU+5EPY8WhuAgPxvAqPY3HG04PIkyE8DhSVutmNndvm8+1RFZwhLOiOuLC2n85LAAAgAElEQVTMchb8jKNKcMt2JA8NjVoq6wgcWVRBy/CAVS6hOxeGLGpFaPtTSoNMJ0kY7K1eWGb/uhNr6BGLuNfwlFnWbmYIv7dN9ywxkWf/rgX2UpuGK8+PW0AY9BCmZdwMcDosqOBUzkePc9DUJ8ReblOv0GH5NWFL+gIZycZn49ldunsyfvTDnDJwbTI9daG80qHbsgeEh9oIM9SLAphT0PNES2DE2bZppRH3vdabuHp4c2S8gTAG8TaTtkvz6bfmo6wIxS0N45cN5pgQw+QYzhB2XbQmMFupEgwFs+5KjzogjKeogDApQ5hPVIaL7ooletMXVTIK4G3r7LGiJaQUibkCroYTxQxb3wuXjEZmCO2yM58BO85oySjStBFOJ0OIabURBiuMFR0LKi62M/6SysZLSxr2DkwKvrNNDybViwY0FawZh85GZb/ghMhWMuoWVHyRlmCNUpmAMMVMt2vnDwhHK1S7Hiwfq1NX8iukZPS5Pbpn8gHhogbXT9E3ngfLx7aNM1l7ukYCwp6XpYNLYtCFdzzFuTFWazPCaQNXe2O198KrL014zZCtSDLoIQz5beIlowozoyUrQtdRE2I4eM5WQCvCvDrzrvSoA8J4ilqp7zhxag1NBTZPkHuJQbxFRJYSPqWQ+tj+Z7HiVyFVKBkNFYsT6Y1xOKSIc6JLzM58+Qtl28bK2I2aJkM4pdpIJSnXnZ+eB+2gAOnCCvvBTsYL1Mu0bz0FFAmGjLaLTQuml6KO7u5F9txQG2HXo7njJiqTKUNYSkC4qEKRqtLZMq+GNPVFsefQYu6S0ZH487UuTVNfdMBI6JKBqyZkNiUdjlUjRWVvHl7t4OxcxgZCAIv6oSex62YciFoqOkUHhNvRijIB60125fBJTrWzpjAQCS0a94VzesPoMhpyyEAnHl4mZgin1lcvMUgMLofp35zTC2dBqwPCo05RK/Vdm5bGEi/D5Ols9qlAlVHSMg/Pk0dlcMsOCC2fGmOnuyHD4wk5q5jhviK2E1FauPFbfcMUmGGOJ7EbNj9d72ZtyYUl9sNdypac7nlkVDVeCirZvn2dHjzBxA/x7kX23P7Nc3HcMoQLKjrpa8xK6SEEsKBVJT2IYJwk0TE8f8loEIEPt1pd6mD69aIAljTsu8hT3fLcHt2zNKUjP2Wwa2GCIoXzSocyNxAi6CG0h3emMg5Ek2gj3LZpJXbJF9RyDweiZsqZQqSNkAcuEZlOy2oDm2NJQvGAsBFdWBRs609T6aohw/LRmUy9aMDDJ6U75ys60YtTmbmikhRWMhqbIUS+ISlVD2F8hm06KpGZUaTyA8Jxz4mAuaSQvutGTlcVURnddbCghuzXpssQTmVEmUIP4fDMt6jhRAMvZaoarWyGEMCyzm5Y9P0deoNYvWjAWgMMN3MIxy0glBjmwuQr4yktQ1ilgBDCVaMEtIsw9RqZWF/rZleHyoPEMK9iL0fU8aPdadSLBqw1ppQhvJijgRAF9RACaClCEgCpSCwZBbBuHNKiSzuQagJthG0Xc0rGAoHQNsK2S/OCojLRy4Zemm7JQgiWWBOSGA24ezGuL2xWqNJcUT0KWam7HLafcCPOq6ydNeUh7kOoSMyPVcfI60o/YdQKBITjrvQBiQudnh85XVWkhzCq0zVVD+ERyhDS3FAv/oXljFWj05/8xFnW8M3rtKKnlqG7ayhJeNwCQmSqGi0tQ6iyqgWEIrF020VTKaC4a34odOeEqybOllEyisMaTmlpu9hzcH5aRz6dDKHDcd3KdTmCiXigx5Z5IJpT0S20ZDTec2LA6Sa7OnSeU4nKIMgQJs3LeVrmVg1sje0LdIUbNWOWDZawu0ZR9DOEh+f0mnGqNFdUj0JW6rtOiL/nCNPJECbmVaa2oM9GJXoII5qhE4VGu26kf3dFVEa3bVoOa9qpYIYwMdedn5HykgtL7Nk9ylA/Xk0TwoBlHVd7ePBE6jnynkX27C4B8DgIld5FmgQZdGVcDrWM22C9ibevV2gNJCg0uucUo+E+PCxfNbGslXav5tGVeW6PXrfAptbMsWaEC4oUy6sdnGnmjfmHk4SZA8LCS0a3bSzryXm5nBlCkdVpJ5PEaMBaWIawkB7CUCGGiRJ05UxIYvQoccxm8pSIa/vGEC8xGtBK020/giesMprYQ1hWXZMglbWdgEBjesxwrzBArEF8ouw44VUuhiIaEE4zQzjp0zWyt9pSccrAC/upPzWDV/LUWNaZKuHCcuoVw60tXLfQ9bL37cw0i+mtCMsaWjUJqeqBJ43gTJdfUWb8417r0PkcBYo5yeM88ewe3bNU6NHE0pChy3lVcBLJYzgxYElnuwdbM5nVrQr3pk9sIAxYP5whTLt1KFgymjkEWm3g+uF9gcDpUfAcx0gPmF6IEMNE0WVmc5poyejRoMLL/wpQSMlovAlhQB4rQl+8hzBpGV2UMf2EqEIPoemjETbCJpZCxXc4VKGNMLJkVBYVlbF90o+KD2HHHb1e9y+z7++k/j09LzIzXDpnmvgPd0oZkroywx0L7Pk9Oob1ogAWspSMklphva6pIdhDuCdQViP6cQebWa91UYrEaEAeb/pXOrhjunoVpwxMumr0Yptuzf2lFjXsHYTZOTKErFNoB0KixGjACR37zk1hGNOjlCWjzEnSKepkkhg9+P3QDguNphJlqVSGUO+XjNYBYQIVXv5XAHGzlxjEMoQpHHuH8QkSRJuGE5fRdrVLRhUGTsV7yKbC9MgIi3kSdxmrHxBu2yEmhEiTIZyeqIzEvOxe8UKMF9u8fok9v0dptySqnEOTGe4QdpsY4e5FPLdfacmcyZGhh7Die21TQ7CHcNcpRsN9uBrwtS7dUoaiTMBS1pLRXQeGPD0X74A1g01UV8bl2LRwLqsD4YDhktHM+Z9EQbi0iCjKAJAY1gxcG1LnSpXhFMwQZg4IMeZGmOq3xfQQTn8bMaj1a7vUqnsIY6nnqDgKsZ0Q6SFM5dg7jHgDIURKRiu/aplCaiieqM7vxB7C+ExRFXRldp2oDGHlRGWm00M40j3fVHBuDsMWfCIc1RzaXQvspX3aj+6MPcJk6CF0ShKVqRrCPYRUSEA4+Li2C5/KlAHMLCqzZU3JfnCYU42bgcokeK2LdaMA44HhgDBzcX6raFEZwZJRAOsGG9jT91J6tYuIyuQMgUbaCDtpfltMhtCautBaY6AyehTn4gKp56g4Csnb7EQkXobJ3EMo3kAIkZLRavsQogJCo1ECWflLRsvVlel4UFh4fq+KGcKkrY38dMPKS+5fZj9IWTV6VAPCpoI1A/+6S0fy28WzqKW2EKi4gPPUEMwQ7jkopofwIPnzaodKcSAc0FRAyDLIb1m02pj2ka8ZbHOSJaMX23RbEUWwS1q/hzBob8vWr9BUYHm5XCJH2LZwQiyGX2/i6iBD6E9CVCZ3hnBoXyBVyaUqgRAuBm5OXWU0WF+Fzuk1w9RzVByFOIaLZAjnFJjpzY6RpoEQs68yigoEhGaE7USiqEz8/mVDLiAXnYed6CoXQzhYnartxCRvAwqu19h3uXeJvdSmRDvgAcG9elRTQ3cvshf3q2uqMTkMGT5PdoUepizbiaohLCpTcMnopVIbCAOy6cpcN7E69QzhyQZ2nAluuuW0pB+wpPczhHn23RhgKIUlCV0OyxcNw9YNdqVHAAhwIpYWUYiUjObsmls12OahDGG6DFtUkjBqETU5GjJMD9YR3ZwtkHqOiiN/IZ/pg7Hku19iGYckjx+vktFyA0KPQBHr+zkFPTcupI/vJStEzzYPMXlsiUGVkmNCmuKqd9I+hD0PDQXjyfKGjNvm2Y92RT/7qKYHA+5eZETHsYcQ6dsInZJsJ6pGQwanhDE8GGoKWTI2FdgcPuFSSZb0wyzrbCdlpTGCDKEx7SOXGVb0SZlPeBxXzWJsFQ0ZnGDz7K70AU1hr91Etm0sCXhOBJwycN0CJ5gedDmdg7wuJ+xJEdAbk0ZLxYjQaNouzag2QtMjY9oqo7hhk6GkO8PHkGov/8smf8nojo1lsZ3ObGY4HomqAENgGV1x2wlMxZE8hhhDVYmhoaAXEdJ7BJ+gRy9xSheV2Y6VPhLxpg+6pKYz4CpssrdBN3oevbAMcYd6M2UV0Gyx1sCSfpS/YAxpA8K6ZHRAYpKwqPRg/+MU7Dq4ZuJMbgmTnGRrIyylhxCTrBq91MNao7CtwyUNu3ZeMWdNSu7HE2TbphNiDYQAVAmLGq5bWbYOEzeRo7Y1xWnI0CTsHzytHS9dR2JMhnDqPoTshl3XiyZTz1Fx5M/b7Dq0JDY6CDZXjODxFAGhzODXJaM5iC91iBEaTRzuS+8hjCkZhZg3vTOtBkJMvmQ0ptLmnkX2akf0Yh3tDCGA998i5TcTm0VS6cp4BJnVm9N9EhXUCg4IVTy/R6vFRSCZyVAy2nahStNePQecMjAhodGiGggDFjXsOZQzQ6glZdvEEZQYHbDeZFdMyrB1qCVtIucxIRywOnQbtFNnCMMNq8yU8jn50WVYdQOhAGWPkdVGYpDy6RmmyRAmyFSGUnjJ6NTW9NlQWKkBYez6PmbnOybjFJBY/jFpdhxajlZxEMkQ2v70dhMS7+ScdFxqRWy0aBLuWGA/FKsa7VbYhLAQ7pg/4hFvFKkyhHUD4TCJQqN7As694rRU9q+7ZVrSD1jWUpeMblolNBAGrDXYhKwIC7GkH7CksV0H3TFR6FRoEnMKmlG2rZQBoYGrvSwZzkQfwraL+dwbK6tDQqNpJWriMoRTDwgBzB/pubgQ6mkqAV2GlWOlLqIoE5AtQ+hTCmWtxHrL6i9cVIm5BcqBpcTyKSZDOB8d0idnCAWa9CZKvFumITMzqUbT4cciQwjg/mV8X6xqdPpyajXTIVVAWP3e7GmSONPtOVgoLkM4r1ZCUQaZMoTXzRIkRgNOGbg2gR5Cn3C5h/Otwn5h4DyRsxZDkwrbkN226USaS7beZFdN6qWfKRJFZWK2NcUZWBH6BIenO0hDCVnVcII3xaVCQLBsy7NlcEyop6kERMxeYhDxnAhIdDYPxS0uQ+jyfka0yqgTjgTi6XmIaYaOERrtehTvOVtuD6HDYccKo4k4T9h+XJNksUy6hzC+e/6uRXalJyQBdTx9248DixrbEy7oqP5G2zRJ7iF0RXdRhT5OARFKV5QBsKRh301nb7BlYdWY2AHFsqjB9QuTWhmw0cVqo8j9kWBrZnZLRk/3M4TpewiTjjmnK33AaoNtmYT0EqOIyBBOPz2IgwxhXTKaSD1NJZCzjXAnwux7nKwZQlKEY7h424nqK8qg7B5CK7YZOkYWKDEwKDcg3LGxFHuXinjTO5y0bD5Q6Uk0UMlJJ7bEV2F43QL7V4Ek4ZHvITy2LKppMoSzMLROjcSZbtemQkwIA1oq5tUimxIzIzG0lJsSHSJsWXSypAwhDvePFcXFggwnBizpbNemxC3XeIoSlXGTtlbHaSpQZVzpFS8qk9OEMGDN6GcI00qMIjB7GDvCUqpmFAZZql3pk6mnqQTyqH0QsC/cH5+xhzCNyqgsMZ8iP8KtvKIMKhAQxpaMRi50EgODcn0Idxxaic1jC2YIp7bqFSwZvWpmbDXsJsmp3b+MHwi0Efam3j1fMx0WNLRjbWaGqTOEwyT3ELpFxm+nDHZhufz0YMCyju00VaNb5fUQAjhlFN9GWJQD4YBiSkZzG4wFBGLdab/euoGX25S6ZDRpEzlDCDdOQ4YqYd9NLTGKwMwjLEM4ZRPCgIaMtMd/DKmnqQR0mdlZm9baLgxZNGBLdDYPJZXKaEKGcBYaXcq1nTA9NGJEZZTIkD7ehBBFOF7mIVH6SCxDOMWSUbHb4L9d5K90svz++AwhgDsX2KaZnNLPKYZeU1lkBkMWLfKvTQiHiVcZ5YSeV0BmY8C5Ofz0uao8g8s627FFJ7CuB4Yya87XGgVnCDlho4tbimsgBDCnwOXYdXL3EBaRIbxhJ2ythrJusAxbh5rUN0aOou2mDuFCWTOwZWYpGW2EqYxOX2I0oCJlAhWn8hFA2eQpGd1NqsQbJqMPYXE9hDNR11S67UTmktEq207EK8qgehlCWaBk1CfcsLCb3gkaQDdJolpmuHeRRRkSEnDNxDc2adOqewiPLOK6Mi4nreLN2VMkvmR038W8emQtOpY17ApXGpflQDjglME2rSL3Xy/3sKIXnyBa1GDl6yHUCxKV2U7ZQBhwugkAGbYO4+PYTkEbK4HQaIZ8Y0QPIRnTai0Z5pfvkQrsTD6q1KuVBPI0d8VL+Y+gMKhSasvOVCqjspQUEFZ+G1vN7QyZB8snIzr+jrOd8GguNnDP73iZh22b7lqMOzxDZqbPEbtOm26GkPmUcDzXLXBK5x4ewAmWQAHShRX21cv836z1j4GATRMXO3SxjVc6NKfg1hb7mXNsrSRNiJpJE1gRrgkskhy/Lhm9iS6DU2QZ7a6DxaOr/bCs40e7om/eKk9iNGCt6B7CwhsIA5Z07LspdsbHKUpUZtvKome7bjCAMmQ4g8KiqGm3kJJRAKsNXO5BYjiVci4LdasqK0NY78iJUAeECeQKCNNkCHGQYkoVEHqUYhxMKhmdgW1shaFTqg9hzO6mJoGx8ESrQA9hyaIy8fuaghlCQcvN/IiIymyaJLEsAWFQvZP4JNzewn938MI+btj9ILCp4LYWu7CM956XakGzI08/Qyiw/nNnofhimgRJwtAxZ88pUlGmaizrbMdO2MkaUKLEaEBDhi6nsM5K5JU2vWl1AgGhxq4ruTKZmgTHJ8HrEsO2TW84kfpRX9bRVLJkOPvOE2FzjeVDkVL0E8Ww2mDfucFbKrtzId0/DM0Qxivz1ZRLHRAmkKeWb9fBbWnK5YNpMlUTeYElo/YsrFrKtZ1IzN8GV/DE2EKn5yV44ASGH6WIT3DCfpLOu4gxvTNFY3oR24lNC7e2gpLRdLNivAnhAInhwRX2xUu8DgKPJ4sqtkVLRusM4SFiA8Kj3OqzrGFHeIvqukX3LpV835wycM2kpSJCdE54rYufv30SAWHeynwtyeRdkLSeEwN+/QEpQ/AWY4rWdjFf0Op+1cB1CwRqpUzCNmS4HJwOZedMDydKLYSuiaGephLIU8snbkIYEKNKEkU6UZlYKY5pLugzU7rKaHy1Q6iZJCfYAspaZenK7LuYUxIKj0O3+kaIqV0pHBGV0U2T7lpkGTKE4t3z7zrL/u/7pPfdwu5fZnU0eNxY1LAvdnfNRHv2NGlFC40e7YCwqYCT6BZzuRKjAWsGK6pq9KqJJW0i2aFlPa+AZCGiMoGd70KmiSBbKk+TItcMRdWLAjBkKBI2zSwdiY2xhErarqiaaVJPUwnkMaZPW2uRwYowne0Eg38EfAjLVRmNHctCvUN6vlAJYuFVo1+5Qv+ynXyytpMUZQDIDEpS2/00S47jc90BmxbuWmDi3gADuh7N1frUNUkEPYQi73RrldHDxMx0R7tkFMCyjh0B5wnTh8eLVFvNxloDm1Yxv+pih26dn8iVvXeRvf+W3AFh7t1YkZm0WHSZORETYdul+eJmsdUGXJ5Q5RRKY6y2yPTIqJW3q0rlI4CyyZy38Qk9DwtpAsIMQqMFq4xWftWiSMwrorQjAzaHIiVk0kJ1ZbpJHgYBWtG6MhtdemaDEue5HTGl7MQk4bQzhLF3gcPR83CigaacepOlXYSfb82RR1xldCb22qZJjPNEgR1r1WRJYzsC+whbZskSowGnDHatV8yEe7FNqTpoxJFY/pLRQgJCOpHecyIPMRnCdnEZQgCrBjOULGnM8WVDr84QVph6mkpAz+oYvutgIaV8doxMZRReGpXR5JLRyt8OJZaMWknpQQQLnbGoSdAzt/AMYcfFvIq/v5Zw9yZ6TgQkthFO1Zg+SVRm08TJBliaVfsAwQC+5pjTVOByoeGo7iEcISZDuH+kS0YhnCG8bpUsMRpwsoFdJ7kcIxECXutiEhKjhVDIbmw2z4k8xEgeFlgyCmC1kdqEMGB82WCVpDJaI0I9TSWQuYcwlQlhwHxYwWE8fhqV0aNQMspKCwhFat9Dc7yC7uSZtx6i6Hh4/y3SN7cofpdhxxFSB03MEFbKmH7TpFMNBmBJZ2mtCAVFZWpqFjTsC2zhzcTQOk3mtfAewp4HRTriwfOyJhQQli4xGiAzLOu4nrtq9JqJeSWXd/xE0YrYaL5hYWW6SV09OrFZlAlhwLk5dj5TMG/IzDw8VZsCego1ZXGkh94iyGw7kcqEMGBeRTtJumOEtCWjMYPeNBf0mRFRE5kQIv45oT2EXTHP3GJFZQIzvdNNvPEk+8qVuIhoW7BkVGG92CDM9qd3/yQa01+zEBgALqqpM4Qdl3JKFNQcExY17LvJt4rjk1p5R59p0lLCM4RHvl4UwLLYFtVWNTKEANYMds3Mu1P5SpfdNpkGwkIIVL4TlavjKadkNEpl1Cmyh3DdQLYuzZEMIQF2kjJfTYnUAWECmZfpGTKEmXoISWEpHlQpuo2wLhmNx/LJSCrPnQ9b6IgHhJkNTsbpemiqYMDb1tnze3Q1WilOtGRUTigZneb9o0gJVUybJq0ZDJlKRsVVRmuOOYsa2xMYsWsfwhHmtfCA8MgrykC4ZLQKEqMBa40C7Olf6eDWyTQQFkV+odHMnhOZibOdqEady0hhkeVDk3O7PdZMjHqaSiBHhjC1T3ewaEjV3JzKmB6xBm4OJ028H7EkCgwIr/TS7QiaPhrJGcKQkN4so4dwENVoEt62zv5mI/ys9TxITKiEw1Di4tUgPJva7cMACXEx4aaJtQaQRgpyQDfJNLKmJmBRRVsgQ1j3EI6gR8x0R9tzImBJw56LeGU0m8Pyq3IqThm4ZuXKnRFVuoEwIKeujMPh+NNWI4tJV3QL7SHMzMg+suXVijKVpp6mElAYiLI0Ve/atJS+fiBtkjCVDyFi2whnotGlQNuJ//civ9hO8X6RsaypwOajk31XLCDM43g5zrDI2JtOsl0HL4Z92R1bdNsivofQnrqJZUwbYdcD0P/6Sxp202QIfYLD60mrRohFDSIZQqcOCMcIVVA7DgGhzNBSElpPr5s4Od1cUwz5rQg3LTTlSsQnMeTUlZm+ogyijzmwg9crMOYYyqFlQ21CWHEqcMtUnmxJwgwZQkTUHMaQSmUUscvomSgZLaqH0PRxw8KOnSK4FGyGnlNGhUZ7Yr52mXPRoXS8my0EEsNjZ9mXLoXsSm87tCy2bWEo6EUHhNNvQI3Z2rhm9hsIASzq6UpGBet7a2oALGpMpIfQnQVHnykT6jyx5x79gBACVaNbFq0aVcmnLWnQJHzrevaN2BfbVa8XRW4rQsFW/GLRZeaE5Zqr45xkKMwaSqeICDHUlEjlI4AKkKGN0ObwKYumVqgqSQx+GlEZJGYIK79qURh8Sm01Ps5GF0C63JHgWDae4+16aAqc2GJFZUZUp+9dZA0Z37kxeuZ2hPc143sIp+k5ERCztTFoIASgS5CQ0P04TKf2nKgRZlHDvsAYUpeMjjOvhgiN7tlHv4cQwHKSFeGWVQkTwgEffJ30tav0w90sE+/z+/jGFh4+WY57sDg5S0anLzGK6KqiYj0n8jBSWGT6tSt9pamnqWQypG527YxqaTEGTaGk7SGU43oIZyBDCAEPOhEudWmlgZ00AaElVu3QUkYXOj0PTYHRuVjbiXFllHefk75yhUY6MAUVZQAYyqh+9DDTzxDG5Io3rX4DYUAqXZluNXrxa2aCBQ1tT0BldEaG1mkSOtPVGcKALYsqoigTsKzhg3dKX3iNLnbS/cOX2vgfr/B/f3tVBHJi0CXm5Jh/yykZjViatt0iJUbzMKIyagqYOdeUSD1NJZOhuWvXoWwB4aR7CGPkGWeiZBQF6cpsdOmBZZayZJQaAud6pBSKAlEZkQyhVKTK6Pge4Zkmbm2xv9889JV3bOGS0aplCKO3NoYzhEipK9NxqVVvYdaIoTDoEnVivYI4gVIW9h8HxgNCj8P2j4XAr0BAiIp4Tgw4ZeB/v1363Mv8Sk/0n7zSwX+7yP/9HdKZ5iSPrCByZgin7zmBaB/CCmcI6x7CSjMLEUDZZMgQdl2ItI2NE9pqH0OGDGFoyahHYAwz4ZVVTEDYw/3LbFdA/nuAKSaQNRLSmx50WejEFttD2A4z03vnGfaPm4fWr9vCna4j3eEjOJz06a55oxLFBGwdzhCm0pWpzlRaMxOcaeKFvbjthrpeNJTxmW7PxcIxSA8iqWTU5ei6ooUb0+SWFt5/C/svL/JtgXnzUhf/9WX+C7dL5+cmf2RFkNN2YvqeE4gWlamI5wSAxmEzrbqHsOLUM1UymszseJXoMTpexp3OeZV10pghZFEZDfv1jl8JTSoRYprHBLlhoyHjZAOEFEk5U8xQdWSh0xMWKSlaVCakrXxJw4+dYF+93D99HsH0RBdhI7UfI9hTv3/kiFz3rg1DPlS/KtjoFdCpzFRaMxO8cYV/YytuPKrrRUOZH+uWPw6u9AFLsRnC6xZONCrq1XbPInvsLPt/nufxKqlXTfzFS/zf3irdVnktmQF5RGVK8ZxAdIaw7VRFVEZiUIdKn0w/i7JGzdSoZ6pkMpSMZtYqnHQPYVQ0NROKMgH5M4SXunR2jgFY0oQ8ggMEM4Tz6iGVUUHPCQQ+hMWKyoR97k+usx/t0aYFADs2ljTRlYfCwBB55kuwnYjIEG5adMo49MpinSGsmRi3t8jjeDW6t8rlUGdkaJ0m4zPdnkOL1Wh8mjRzCnyK3Ivcsqhq9aLDvGGFPbzK/vwFHnX8myb+/AX+/lvYXQvTPbJ85CkZvWGVkB4EwACFhUzKwxrjpTO8lWx6VJeMVpk6IEwma8lols9K1UPICQzpthLliGX0DDll5Q8IN7o42wSAZT1B7W0AAa6YbkpLObTz3fOoKZbDzVmyMozlQ2HhOwUNGW9bZ1/a4Og3EKb4tTFJwnJEZWFwemsAACAASURBVMIu3aaJtcOK7al6CLsezdU9hDXCMODNqywmSehwVGZtViHGA8L9Y2BCOGA5epeqahKj47z1FLtzgf2XF/n4WuK6hc++wH/mPLtnccZu+jzz77ZNKyXF8KGr06jt4FIwZFgHW+Smj0bdTl1hZiQIKJWovHwMmZeVhgyXi5ZEpk0PAlAY8ynkt89SyWhuldFLXTo/xwAs6xBsI7R86LJQ7D1SMiqeK5YYZJarr31AfJrr4ZNsx8ZLbWzbEFSUCWhGe9OXISrDvLBC7mvmoQZCAEtpVEbrDGFNWh48wV5uU9T6vjYhDCUYLoaHu91jFRDqkZJmW9YMaHK++yw7obP/+jIfHoO3bfznF/hjZ9l9S7O36M9TMtrN2iKUn9DEZtvFfGUepcMZwrqHsNLMSBBQKllKRrNmCAHMKeiKJQnTNhAiuvNqpkpGmZuypXMYj+OGjfUmEJSMioUK4nLJLRXdoaipJ1wyiuLaCNuxUY3E8M4z7JlLfNvGSpppo1IZQjkqQ2jRSIawpcLyRTcRKrW3WjMTaBIeXGFRzt0zVHwxZUaShHvOsTAhDIgRGr1e7ZLRAe+/lUmM/Y9X+rf9vov//AJ/+zp7w8oMHPw4eUpGbX/a09+A8dWpT3B4hcQ8DfmmYZWgEENNWdQzVTK6nNoPIHMPIdK0EXoEOXWGMKpklNSZ0BjNXTJ6uYfVRl8Ffllnu2LOE4ImhABkBk1C7yAmTBUQNgoKCLteiMToMK9fYrqM726nLBmVI60Ip+9ZooTp5fqEHTuk4GpBxZ7AM+URfCptaq+ZXR5eZd++QaFDq8tJm5GhdcqMBYTHKUMYsRfpE/acchrS0sKAn7+N7Tj0pQ1qu/iz5/j/tsZ+/OSs3uqalN0HePr7oQP0MemBqu1pDu8jW2JCDDVlUQeEyaTN23CClUNMqTUmvxaFnyFDGK0yOitSeDkDwo1eX1EG0bPyOKaPhvAFHdaVSbU1UGSGMOlD331Wcvx0JaMxzhN2NXoIb1hY1kI83wS96btu9n2cmuPMio6zTXxvJ2Rsdf06QxhOS2Xtg5mOgP3j4UofEFUyesPCsj4b/k8AVAkfvFN6YZ8+/UP+8Cp7eHVGjjuMvBnCkp7x8Ti2al0PjYNOE4f3+2JqKks9UyWjy+m2jno+DCW7bHSqDGHaHsKoQrsSt7jSouQLCC91ce7AJzfoLhO5tKZHhvBINqwM1POoKawpocuwCuohTFSdPjuH/+NOlkq9IMab3vannQYJzXVfG6sXDRDUlanaVFozQ7x5TfrGZlh7dm07EcH80DjZcWHIx2ixGFUyWnGJ0XEaMj70Oulnz7O3rM3SYY+j5xCVKbNkVB497HaVJEYxlCGsGwirTz1TJZNWVKabL2XfOuxbEEOGHkLlSGQI8/gQXurSuVb/rCkSGrKQrGuqsWxYaDRV0int1kMUgoHN3Yss1e3TiM4QOlOfEUMzhJsm1oyQNwtmCDtJpbY1NVHcOQ8CXhnzn6h7CKMY3vo8VvWiAJY07Lshe5EzoSgzwryKC8szP2yqOURlrPICQk0aLRmtjglhgHGQIaxNCKtPPVMlk1ZUpuNlV5TBpDOEYZ1XmKlt7Dwlox0XHsfy0Mojprl/GPEeQhy+gulKRtPLF4XSdieyRxiXIZy+qExYhnDTpNCAUFBotGrdFzWzxZtOhvhP1CqjURwOCGnp2CjKAJAZmgr2xwalWQwIjwYZxOQH2Jz0krLb4xnCjletOpdDGcJ6JKw2MxIElErazq6um8vKTLyH8HiqjOaxnXitS+fmDr2yrAlZEabqIRwuGTXLEJWZ0JTQjOkhnL6oTNidvGlhLazgalFjuyIloxWbSmtmi4dOsFfG/CfqDGEU80M9hMfKcyJgWQ/pYN8yZ6xk9MiQx4ewzB7CMVGZtkDDyDQZaNGZPhm1x2+1qWeqZNKqjOaRGMWEM4QKi+ghnKmS0cwZwo0uBooyAUtiGcJUm1uDol/LhyKlaIwpSlRmQr1whsLMiIrWEozpx/YFHI6eh1Dd1FpUpmYKqBIePMH+6bD/hDs7xRdTpnWMS0YR7EUe1pXhhB0HJ+oMYRnMru3EaIbQrVbjw6CwqM4QVp96pkpGk+ATxK3vuvlKRofzS/F4nJR0XWDHvWT0Uo/OHQ4IlzVEOUoPk6pkdKCel8pzAmES0hmYnA2REWFMT4A79TTIeA/hpomTjXAxp0UN7bCOnRFqUZmanLx5lX37Og0PULXKaBTzKtoHY+9xDAjH9iK3bSyGiSTXTAEGyCzj0qJcUZmqZwiVmz2EtahMxalnKiG0NA3HOfMMcwpMTyj+zOJDGK0yOjMlo1kDQgKu9HCmeejFKPnvEUwvRbXDQD0vba64kB7CyTXCRRnTB9HglJcx4xnCTZNC60UByExIPagWlanJyZKGc3Ns2H9ihvbapowmgbH+cvZYudIHjJsezZzE6BEj1TJvGJujUaKozGiGsFrbmsM9hGWdpRpB6plKiFS1fF0vVw8hAwzlprN5DBl9CEMzhFO3DchMZpXRayYW1dEhaUksQ2j6KcayQY6351EzzRUqpGR0cvNBVIZw+g2ECOuG3bTCJUYDRKpGa1GZmvz8xBob9p9wOakzMrROn0GS8FhmCEf3ImtFmXLJpisTTENl5XV1mTlDEyEBZr6WpcJRGBjg8jpDOAPUAaEQ6QJCN1fJKITbCLOpjEZmCGfkXlAl5orX7w6x0aWRBkIACxp6XnKEmWos0yVwgsvRS5shlJmV23ZicmkuVQJHyLkqxcQyNEN4KsyEMGBJQFemk/vJram5Yx4ALh74T8xQ8cX0mVfR8eBwcBy7/qLxktEtC6mMYWuKJZuuTImKMhgrGe26uUywJ0SQJKx7CKvPjAQBZZOquavj5c0zCFoRZvEhjFIZ9Wdm1ZK5h/BSFyMSowAYsKAm546slGNZkCTsemimCTAKyRBOtIUgNElYyoyoSMyjQ7fypoW16OVUYoYwuKlmZVukpso8vMr+8SBJOP322hliXmVth46hxCiAOQUeHVpX1BKj5ZJNV6ZEE0KMlYxWrYEwIFg21Cqj1aeeqYRI1dyVNi80zrAedwwZfQhnPEOoZO383uiOKsoEJFoRBpJCqVZ1QUifPkNYgKjMROsejTDniVJyICMZwq4HTnG1sokBYdVaL2pmlwdX2Cudvv/EDA2t0yeohTmG9aIBS9rNqYeAbbvOEJZJ9gxheQHhSJlrNZ2T6gzhrFDPVELoMrPFavlsHxJLHaeNICg06vHUlesKY15YveUM1TWpUhYfQtvHnhveoZFYTJjKhDAgCOm7bjqV0UJ8CCca2IR609t+Cba8I/JImyZORTcQou9NH3eVqzmV1swiff+JLUKdIYyl1Q8Ij5cr/YDhNsIdGy21vlXKRJOZk74bxS6jY2LAWIaQ5qunixZYEdY9hNWnHn6EEK/l6+auF4VwD6GfIUMYUzI6I/eCKkEgezrKRg+nmwgVd0jMEGbY2Wop6LjopZQXKkZldJKBTVPpm8wOU46ozOEM4bVoidGARY3Fqwd1XGrVBS01BfETq+zbN8jlszS0Tp+gh/DYZgiHhUa3LKoVZcolm8qo7ZNenmqULh/KalazzqXOEM4K9UwlhHgtXyG6FOIZwtQ9hGNSHChbJist2XoIL0XUiyKo24kNFaz0O1s3ewjT/MOghyGnqkx7kr60oRnCckRlDm9txEuMoi4ZrZkuixrOt9i/bFOdIYzhZg/hsXz0lnXsHuxFblmoGwjLZdzCQYRyS0aDZdtgKqxsD2HHBaEeCatOfX2EEE/dpHUaCKWlTLWHcIbqRZHVh3Cji7PN8L9KtCLM4J8TlEKlNaZnWdsYhulOsoewEdpDWEYOZGRrY9OktWiJUaB/Ba3oc5vWNLKmJp6fWGX/uEUZRunjQ1ALs3/8TAgDlnW2fTD1XK8lRssmm6hMKfuhwwzXr3XymWBPCEPBtl2nB2eAXDMVEX35y1/+0z/902effTbqPT/84Q+feuqpr3zlKzQkCei67re//e2vfOUreT59mmjCJaP5JUYx5GweT4YMYWjJ6GwVNWXrIdzoRWYIk0tGfTJS5k/nVdbxKIO8UH5dmYmWjIb3EJaUIRyuXb0uYOEVnySsM4Q1xXL7PNiBDVdNKEFAeDxVRgEsD7ng1hKjpaNl2mu20ngUTwJtaM3Qdmmhej2EDRnbNtUNhNUnVxzwwQ9+8Nd//de/8Y1v/ORP/uTnPve58Tf8+Z//+Tve8Y5vfvObH//4x3/xF38xePFrX/va/Pz8e97znscffzzPp08TcbWPrldQyaiI7UT6vWclzIdwtnTwFAaf0tVV7jiQWWQphZGUO7LSi8q0VOzYWWokdDnuSBIxfWjSBKt/w1VGy84Q7jpoyMmz8pKGGPWgQp7cmpphHl5ldZVUDKoEiaFTyTq3KbCkY8/pz2XXbZyMLXqvmTTZevhL30/Xh6qKqjmLNesM4YyQPWb/1re+9fTTT7/00ktLS0vvfve7n3zyySeeeIKxm0tR3/c/+clPPvXUU+973/u2t7fvuOOO3/iN37hw4cJDDz20sbHx8ssvP/roo0V8hWkgnrfpugUUfsgMmgTTT3iEMqiMygz+2BeZrZJRHAQD4iutUEv6YYIk4emImtK0JoQAWiq2bSykH5pz6spMOs3VVKqYIbxmUnwDYcCixmIzhNSqa/tqCuUNKyy9bOHxYl6Fy8Plvo48CkNTwb4DAA25TH/zGgQlo+knX8svubRkpGS0gnUuDZl13cgSrZrqkH0E+sIXvvDYY48tLS0BeN/73vfqq6+OFI5+73vfu379+nve8x4AKysrjzzyyOc//3kACwsLJ06cyHfY00aXRG0niupEWlBvtptH4RMpKSfSkUK7gNK3uNKSVlfmUhfnIoK9gCWN7UTnjhIj83GCeyBVA2FATueJ9iQbCAE05KqojA5nCDdNxDcQBiSUjNa2EzVFo0p4eLVeBsUxrx7TetGAQGh0S6DivWbSZFUZLbmHcFAyavpQpdRtRFMgWD7VGcLqk33xuLGxce7cueDPmqadPHlyY2Pj3nvvHbzh8uXLp06dUpT+R5w9e/by5ct5jnWYGzdufPnLX+50OoMD+NCHPiRJostS13UBDOczR/A9j/ObY4PCYPsYfiWKjgtDBs+9LXymiVc7/FTsJOFySCRyUENw+Hz0i1geVEno21UEhcHxeUM4CLnUxWOn4y7KkoYdK/INPRfrRuprOqegqaQ+q6oEy8t+KfYdtNJ/aBS+74/8Kp2h543+ftuHygq459NCgOdzieGaibsWkg9gQcHlbuTbOi4MaYYegppKMP6M1KQi2Ds7tudwScO2xU0PJ/UjexJ832eMxSy3KoLC4PipJzLLh1bG9DdAY/01w55d5OxfIEHquyFTiWep+vieFwQmE0KW5cQQKS4g3NzcfOyxx8Zf//3f//1HH300eMhv/iJF8bxD3UUjb5BleeQNeej1ehcvXhxEm61Wy3XdwY+J+L4/+H/UG4afK43B8oVWi11PasoFPJLnmuzFNn58Je758TiTU45EEuDR6BdxfFbKgj4zqiTZHudiG04+YdOUTjXiLsqiyq5HB4SWz3RGaa9pS2EZtgZ0iZle9mvRcdmcUtilJBrdb2jIMMceBLuk+0dhkutzVcKmKb1lNXmyWVDZrhN+nDaHzCS5ipNpTaUZf0ZqUjGvMGmmZp9iWdLYtoWOh7PNI3sSiIiIqh8QqozZ6QPCsqa/AZrEbA+cU9thLbWKd5EuAZB0qQ4I4/B9PyYkyY9IwiwuglpZWfmLv/iL8dfPnz8P4PTp0xcvXgxe4ZxvbW2dOXNm+G2nT5++fv36YCC4du3aAw88IHzwCZw/f/5d73rXhz/84Wz/PDg1mhZZquLpujcUXs7pcDgXCTh7Hl/QxSPTSG5bwP+6xhUlLujxieuKlOqzZMCn0S/igRoKlAqWGkSgypwk0ZN8rYsTDW5oce8+YeDFduTZtjhv6XLaazqv8ZbK0p5VQyUP2a9Fz6cFvbBLycfu+XkJlj/6ost5U0t3HxaCInHICpOw4/BTc3Lil14xsO+GX+V9G3Oq0ANeUzPM+DNSk4q3ngaAY3sKVxr0/D52bXrjyRKG0OkQrABlueolg4YKlxIWXeM4JU1/AxoKuYCiMJPTvFrFhZwCSIzPqVIFj606yLreaJRcOB53FyuKct9990X97SOPPPKRj3zEcRxN077+9a8vLi4G9aLtdpsx1mq17r//flVV/+Ef/uEtb3mLbdtf/epXP/GJTxT/DaaCoNQHJ9jpTcxDWdHBCbsOlqL7KzyCnLJ3iwEM4HSoiX/mRGVS9RBeijacGLAc602fwYcQQEtlGfS+9Hw9hB03UhqnEDQJHodPh9SM7JLun0Ah6YaLJU2ocaKlwvJHDz6gM+Hey5qamlAqaJs2TZZ1tmPzGxZWa4nRstEyeT6Voqk2jH6ghVNNV/oAQylmYVwzUbJfop/6qZ+6/fbbP/CBD7zzne/81Kc+9eSTT6qqCuDjH/+4rut//Md/3Gg0fvM3f/PDH/7wr/7qrz7zzDP333//W9/6VgA7OztPPvnk1taWbdu/8iu/srq6+ju/8zuFfaHJEDiWEhIcpboemkphrlO3tNhrHVpaiW50TO9DiANv+kMB4ayJyigsRUC40cWdCwnvWdL68t+hp9NKLyoD4OGTLEMYqUs3naky0J68VKahwPQPhU+OX44+XqCQlGhJP4AB8yr2HKzoo3/V8ahVPfummpqao82yjqsmDLmW3CgfTcqiMloFUZnAtrrjVlefqSHDqNODlSd7QMgY+9KXvvSZz3zmtdde+/SnP/3TP/3Tweu/9Eu/NKhV/a3f+q0LFy78/d///RNPPPGRj3wkeFFV1R//8R8HEAiQLiwkrdYrAANUCQ5PWPgWJTEacH4Or3bxwErkGzL4EOJgGT28keTwGdumVSXm8cTwvM+lLr19PamVVoIho+2GG0WYXpbNrWyZuvwZwknvERoyTO9QQFhWhjAQGt00IeI5ERBE/iEBYZ0hrKmpmTotBRJqidFKEOz7p8UuaT90gC5h+yBDeHauzCOJ4c4FdmJs2q2pGrkWQYZhfOxjHxt58W1ve9vwj+9973vf+973Dr/SarU++tGP5vncUgjcP+Of/GJNYG5psW/f4DFhj5cjQziMw7E8U9uT4iWjPQ+mhxMC0+2Sjt0w50CHQ2ITtHofQdzxMpT25G2IRrzpfQJROVLXMoNHuGbix4RdbBY1tueEbCVU076ppqbmyLOsY7VRJ0/KR0tpZwXAJ3BKYYk8CQaVrm2XFso9lGh+5lx9h88AFb17Koguw0pK3fQ8aha3NF43sOvEfWi2DOG4N/3slYwKD9yXujg7J5RJXI6wIrR8NKaYO2rIoo6X43gEn7K0O6bCkJk5dIROeR0UqgSPY8sSLRkFsKiFV+QWm9uvqampEWRZZ3UDYRVgKbtRUOr0N2Dgkt31kEG2oKZmwEzFAaUiUstXrLe1xHC2ide6kW/IliEc96Z3+IwFhOrYV4hio0dnkxRlApZ17Nghr5veVLs7BOWLQplOmmskQ1iKK32ALKHnoeNiWbgWJcqbvs4Q1tTUlMJjZ9gDy3X+pBKk1ZUpvYEQMyIqUzMTzFQcUCq6QH151y04z3BLi73aCQ99CCAc0oYRJKxklLSp1UQWgXjJ6KUunRcLCJcickdmQbKxguTpIZzOfGDIMIeO0ClvRlQYrvRotZFCxumgZHSUjluLytTU1JTAyUb5QUVNgCbBTTP/WmU3EALQJNi8vzqdrZ39mqpR3z6i6AK1fIUXngVCo6F/lS09iCNRMioeEF7u4YyYuMuyznbskFNtemRMMVrOExB2XGpNvplvNENYXs2MIrHLPYjXiyI67C82t19TU1NTM3MEwZU41ckQ1unBmvzMVBxQKrqU3EPYdWmu0DzDuTlcMUcTegHZGggRVTJa9qCWCsFC/y0LTRlNsRB9KcKK0PIn3pU3jEirahQddxotBOMZwrJ2ExSGyz0SlxgFsKih7WL8eerVPYQ1NTU1x5tB+aUgFQkIbV4LZdcUQB0QiiIyUnS8gp9JTcIJHZd7IX+VK0N4eEVcYhtYNgI1kUQudZMt6QcsaDC9kNbEKZeMalJfuCwDHW8qJaOjGULSS6o3lhk6broMoczQkNF1D71o+lCl6QnJ1tTU1NRUkMBdTBybU6PsmUOTYPtouzSv1XNYTS5mKg4oFRE/gEmoPEW1EWbOEMpsNJqaOVEZQZXRjW4KWx4GLKghiiPWdEVlENjjZnKemJaozCGV0RJ3E4L7fy2lhde40Gjhrb81NTU1/3979x5lV1kefvx59+3cZya3yT0x0IhcJD9EMEiRcCtSGxAvtJWg0oVdVlpctqzSesN6WaD0jy6tVdqKWLGgRWsV6w9qQEi0GPkZDFEjNyWQK0kmM3Pu+/L+/tgnM2fuc87MnH32me/nj6wzO2dm3pk5l/3s53mfB7GTMFW1kcux7ZAhtA0JtAxUyRBipmIVB0RqOu0fi950CxSnb3Vm/EajTWcILUP5esRLXuxKRqfZZbShDKFM0Gi0xRlCmcE2wkFX5+a+M0o4mH5IlE1lDElZDSdFx/aVYQMhAMAxGi8ZbYOTaMeQoxX2EGKm2uCxHBNTnqaXfbHU7E/oXpsbv6+MF4jZbIawvmQ0iG6weNOm01TGDaSvKksb2WDW46jjY1pQlryW7iGUGWwjbM0ugpQ1Yg9hJbr0sqWkoQ2EoZ4xkydoMQoAaLQ8p+K3xcV0x5SjZc1lTcwQAeF0TVkyOkdTQbOWOKYcKY8+7jcbxVkjS0ZjVy8qIrah3KnqOvYXpTfZ2MawcTOEZb/VmwSSzWYIW5PpGp0hjLLLqPQmG/7TUDIKABjLmcZ0sXoRNtmulzDlaEW4rIkZilsoEJ0px07M3Wnlmsw42wib30NojMgQxq5eVKaXIdyb16uzjb0+LkiM02g0mpLRxvcQapFiSwKbpCluMNz2JsIuo2cuVK/rbSYgpGQUADBKTEtGE4bkGTuBGWuDx3JMTLmHMO/NVeHZmqzsHbONcCZdRkdkCOPWYlTGJDnHteuYPrWnsV9Qj6OOjxlFWGp5U5npTLwcq+hJ0hKjJZcIk3WTJyLcVb8oIYsSDX9Wt6PGlIyyHR8A5rsmSkZbvKNkXOE1fQJCzFDcQoHoTLmHcA4zhOONp/e0tpo6/bdU52cI9+ZFRFZPu8VoaEFCjrVDU5lptC8aq5VRTf3kiTapmZm+sbPp5+5SDgAgLpyG5xBGNnWpXsJQptEWoSlijYBwuqa1h3BuzsiXJKXkS37k8DQvmL2S0bg9CmxD3ElTaDuP6tcsbvhlOswE1jd00SLVll8CbK6pzGBLZk6E6mfTV33ttCYvOUvCv2Z9yJ1nDyEAzHtNZAjb4XqoY5IexCyIWygQnakzhHMWEIrI6ozsLYyIgZofO6FGzGyoxO2EXqaaQ1gJZE+/3rCwmR+qxxnRVyYcstfi306iwX3toXxLZk6EYp0hlNo2wuEPCy2MpQEA7ckxVaWhOYTt8faXMNn1gFlAQDhdUxbyFdw56TIaWp1VL+ZHHPF0Yy00h5hK/FFdRtvgFa0htjHZHsKnjumTc6q5gZALEiMmT5Q8Sbb8dba5DGErO6OkzOHZ9BEOpm/aqEajxbm8lAMAiIX4NpVp2eVgdLA2eCzHhKHEUJMlpgqezszZOL+xjUb9ZruMWiOnursxPKG3J/1D7Dyiz1rU5B9i1OSJst/qjjLS7NiJqPYQxvGCQk/dbPqiJwmzRc14AABtq9HynDYpGU2YFLlgFnBhvAFJUyqB2BOET3NaMroyI0cq4tZ995l0GR2dIYxbQGgZ4mvRMk4x56GSFDw5qavJr7zAkcN1Ix9LUfQQa7qpTKNNdJpWP5u+2h6XSBtSXzKan5vxoQCAeGkoQxho8fWEJ4SttGGRmrLvOjClNngsx4czaeomP5c7kUwlS1PyUt3wieabyozsMlqJYYZHJp488bMj+qzFqul8T09ixOSJkqfTc5b1nUhzYycG3da1ykyZUo5zhrC+ZJTxTQAAabCpTPucO2Ut6XGiXgTij4CwAZOkbjwtXjC32aQ12RFVo03vIeyAklEZ81OEPC27+/T/aaqdTGiBM2I2fTQZwuZKRr3WBTYpU4q+iEg1EEu1uunOzHXXlYzm3Tms9AYAxIXTSMlom2wgBGYLD+cGTHKmPqcdZUJrRjYabXoPoTl2DmEMHwXjjiL8ZZ9ekZHuGVwq60lIf1WGfj0lr9VDCCVsKtNMl9EWNpWxVMnTEtaLtscl0obUl4wWWtiMBwDQtsLzimnW57TJVHpgtsQwFIhOYuKWxHO6gTC0JqteKsjQ95/R2Im6eKPit0vZQ0PGDQh3HtWvabadTMhSkjSHRz6WY5IhdAPRunWB/dAewjZput2onC0lv3ZZpJXNeAAAbUuJWJO2rKvXJh1lgNlCQNiASUpGC3PfmiJpSrcjh0q1D2cwmF75ejisjWmGcOyrdl9VjpTllO6Zlv/VNxot+RFkCJONN5UZbO1GuJRZ6zJajWe9sRLJ2jJQFQmn0pMhBAA00mg0ptdDgYnE8GwuOpOWjLZiJ9KajBqqGvX0DLqMjigZ1U5zmxEjNXYU4c+O6DMXqpnPD1jgqL4TG8zKXgRjJyxDtJaG2sq0sl5U4p8hFJEeR/pdEZGC17pmPACAdjb9RqMVXydieO4ETISAsAGTBYQtmW29OitD4+m9pucQjiwZjWmSZ1TJaKDl50ebHz9Yr2dEhlCnoug4Mnk/27HyrY1qkqZUfdEiFV878Rzh1+3U2slSMgoACE2/rwxNZdBheDg3YJJaghaUjIrImqx64USjUS/QVlPn4qbRgU1lnh7QCxKyODkLX3lB3UyCkhfNrvGEKZVG+soMtjZDqMLON35cm8pIXV+Zdy8b1wAAIABJREFUPE1lAAAi0liGMK5vf8C4YhgKRGeyPYRuKzKECxwxVC1c8YJmx06MyhDGs+rPMpRb1+Bn5xH9msWzk6pakFB9J0YRlvwISkZFJNlohrDlw/TCbYSVeF5NkBMBoRYpe5ImQwgAaChD2DZzCIFZEc+zuYhMUjKa93S2JbWFqzO1aYT+bO0hjG3J6NAcwrwrLxbktJ7Z+f331GUIy1E0lZFJLz2Mq/V1jylLSl6MM4Q9jjpe1QVPUlb85igCAOaCY6jqBM3kR6n4kozhuRMwER7ODZikkK8FcwhDq7OyNy8yoy6jI0a6d0DJ6M+O6tMXKHuWfoouR4qeeFoCLV5Ev5yEKZVGusrk3VZ3Rgln08f3Emm3I/2u5FuS2AcAxIIz7auxlIyiw8QwFIhOwlQTnaa3pqmM1DUanUlTmaEfQs9gwH206gPCJ2c8frCeEumypb8qpejGziZMVW6sqUyrN8KFs+mrsd1V3+3IQLXV3VkBAO2ssaYyBIToIPE8m4vIJIV8pVbtRFqWloGqlPyZjZ048XoX03pRqZtD+PygOIYsT8/mFw8bjZa8aOpFpfHZ9C2eQyjhHsI4ZwgtJQlTDpWYOQEAqElMv6lMwNgJdJR4RgMRmeg0veiJYzbZ4qVRSmRlRl7MN18yatWVjMb3hH5oDuHOo/rsWWonM2SBo45XdTmijjISNpWZdpfRSDqjDO8hjO1LSLcj+wrMnAAA1NgGYycwT/FwbkDYan+sYmtPx9dk1IsF7esmQ9D6DKEbzw2EcqJktOTLs/361QtnOyAMM4RRlow2kCEsuBF0RkmZUvalEmgntpdIexy1r6hbs/UXAND+EiZjJzBPxTMaiMhEcwjzXkvzDGuyam9eu003lanbQ1iJb8moIZ6Wnx/Vr+xWsx629TjSV5WSF81Uemmwy2jr60WlUzKEA1X2EAIAapyGMoQEhOggsT2bi4KlRGsZ21am6OlMC3circzIgaJ4QZN7CKWu0agb55LRqi87j87a+MF64SjCclwyhF6LOtzWS1mq5OuKH9fHj4h0OyIimYhifgBAu2loDiEBIToJAWFjxj1Tb3HzeseQJUnR0vyuxaFGozGdOSEitiF7C9rTsjY7+198QUKOV6QU0RBCmbg4eVyDbotmYNZLmVL0pBrEOEPY44gIGUIAQI1jqOo0Zj7pOO+4AcbFw7kx4waErU/RrMmqmWzdGtpGWPHj2ibLNtTxiszitIl6KVO0SF8lsqYyCVNVpjcbV0TyUZWM+vGumel2lAhNZQAANdMsGaWjDDoPj+jGjDubvtDy8darszMaHmjVlYzO1jz3FrOUGEo2zE1AKCILEnKgqKMqGU02UjIayTC9lCklL8YZZhHpccQ0IksCAwDajTO9N99Yb5cAxhXbs7mIjNvto2VT6YeszareZPOfXpchjOsJ/eKkbFqu5i690+OoI+XoSkYbaSrT+qn0IpI0pexLoGd0YSJaSVPe+yojlvlxAMAcmG6GkA2E6DhcHm9MwpSKr2Vkk/+8q7OtTbRlLLn+lc1/R7NuD2FMX9RytlywbA5P5hckJNCSiqietqGmMoOuzrU8z2socQxRMQ+nFs/gqgoAoMNMs6lMJbqec8AcISBsTMJU7ZAhnCFT1UpGqwEvauMLO45E2FSmzUtGRSRtybT3OQIA0O4cY1pzCNlDiM7DI7ox4+8hjKLv/0xYxokMYWxLRufagoQSiaypjKlETgTtU8q70XRGSZlxTS8DADCWY4inZcr33vg25AMmQjTQmLGbu7xAAh2za0VDewhj3RRkTi1wRESS0SV+p9lXpuKLoaLpDJSyePAAADqKbYg7VdVorDtsA+PihK4xY2v5Cp6kY1UvKnVdRquxHUw/13oSsjQlEQ4tn2bVaCQdZUIpS/GOCADoJM40mrrRVAadh4CwMc6YktG8F79RZsNNZXydoM/ieCwl7z01ymfHNBuNDka0gVBEUqY41MwAADrIdPrKsIcQnYdHdGPGnqYXXB2vDYQiYinlBVrIELaxhCnl6WQIXZ2zo4nKUhbviACAjjKdvjKUjKLzxC23FbWxO7sKnmQirCxsiklTmbaXNFUlGD3gZKyCG1mH26w19UYLAABiJDGNUYQEhOg8BISNSZiq4gf1p+mxmzkhIpYSj6Yy7W2aewgHPclFlKB+7RKlGTsBAOgg0yoZZQ8hOg7RQGPG7iEsuDGbOSEjB9NTMtqeprmHMKohhCKiRNh/CgDoJI6hqv4UFzsr9F9Ax4lbbitqY0/T856sSEe0mmZRMtr+ppshdHU2kqETABBzyjBUMiO+F1RKUa+lecowdTCNdwtMjzONktFiYDqphJFxDNsR01aWrT23/g7a90TXfRXP1b6nfV88V+u22WuhlJHpsnoWG5muoDDo9x/188eFyp/5ioCwMeOMnXB1Jm5n5JaqjV71dDQj7DClhCklb+q75V3J8SRuS0opcZLarQrnahFRdkIlkrpa1tXK7H9xZahUxshaRuAGxfysf/35RiklliNKlGUrwxTTEmUo0xLD0J4rbiUoF0edczf6DYxU1kjnzEyXyuRqN5IZZRgiEpSLwcAxf+CY33/UHzgWlIuz9oPNLsMw0jkz021ku4x0l5nrNtJdYllBYdAfOBoM9PkDx/yBY9qtRr3QBijD0EFLYyRlJ5RlK9tRlqUsRyxbmZYopSxHRA65SqWN8062lGWLiJiWUoZyHDFtZTuG7Yhl313Qb3qDmetpJkmog0B8V3ueBL72XO174nt+YSAoDAT5/iDfH1TLs/vz1jPSWbN7sdm9yOxeZHYtrP2MQ2vzvWCwz+s/6vcf9fuP6sJgG4WvmGOcSzZm3DmEsdtDGA6mrwZEg+0rYcrxSd/TlWEoy8m7xahKRtuWsmwj023meoxMl/aqQWEwKA4GxcEZnU1O/h1Ny0jnjHRWpbLhDSOVNdJZZZgiElRKQamgy0VdLvjFvC4XglIhKBW0OxylKGWIZSvbVpatLEdZtrJsMS3R2h/sCwr92pvG5YFprFM5CWU7ykkqO6FsR9knvpdhKdNSjiOGpUzzxEmSKVoHpYKuFINyUZeLQakQlAtBuahLBe2PvyRlO6LU8Gm9yPBFcc/T4eVn3x19CmgYyqw9lJVlh9u0lWHqIBDR2nVFBxP+BQ3DTGVVKmOkc0bdn0DZTvj/2veCUkGHKw9/ilJ4e8KfYuyvzsh0mdlulemqnY5nupRhDg4O5nK5oFLyjx/xj7/sHz/i9x+d5teUoShocr43F/kfI5k2F/SaPYvNdE5MU0TEMMNHrDItMcIjhjLNoFwKCgPhk6j2VCoXdXNpBKWMVNbM5FQ6Z2S6zEyXkc4p2xHLUWoa59aBH1TKQaWkq2VdLetKKaiUdbUcns2LaSnDVIYhpinKCM90le1I+PRMZcPYb6LfhpFMW72rat+nUqrFhwPH/IE+ETGchFiOsm1lhc8ap/b0sR1Rhi4XgmI+KOaD0mBQzDeXb1SmpUxTLFuZthimsmxlWWJayrLD8NXIdhuprIz3izKz3Wa2W1ac+D0V8/7AUX8oPmyn/KeyLCPTbWS7zWy3ke0xs91GKhuUi17fIb/viN93eCZJKmVaKpFUTspIJFUipZykkUgZybSyHRl6abWneMYdH/Qrlkqsm+z0aMD1upp951WGIUZC2Yn6g9aSlUO3g2olyB8PCgN+vl8X+v38gC4XmnjGKWWoRFIlM0YybXYtMLoWmd2LDCcx2aeYltmzxOxZEn6ofc/vP+r3H9OlvFiWsuwwlhbLHkqNhr9SHfi6UgrKRV0p194vah+WZnopZ4YMw0ikjVRG1PAfVJlm7UVvmFKWPXRRQNm2iCir9l4morQOTrzmlMKfUVfKE4XuyrRUImUkkmInjERSOSll2RL42q1qtzL8b7USuJX2ScnGLZSJmmOIryXQw7unCl4M9xAa4mvqRdvaRGMnlJOwl6y0eldZi5Z7pvO53+Q/+vqiFI4H+X6/0B/k+9v32vbcUKZlZMPwr9vM9RjZbpXMjHtyGVRKQXFQFwf9wmDtBLdckKleisNLyMq25cSJoBGeBYYXmBNpM51VTnKSr2AkUkYiNfa49j1dKZ84BZz0pVjroJT3B48H+X5/sC/8W8uYa+rKdlQiZSTTRiKlEimVSBmJlHKSJyJAZ4rvMgEz1yO5nnEW5VaDclG0VpYdRg7KtGXic+5ZoQNfwsqrINCeKzpQTkIl00pN9n2VaZnZbsl2j/MF3Wot4BTRXlW0Dmu9tO+L74tosRwz2zXRgypkJFLG0tX20tUiooPAHzgW9B/xjx/x+l4OSnllWkYqo5ykSqbDwCP8M6lkRjnJSaKU4UV6rnYrQaWs3Yq41aBaFrcaVCvaLYcnJdPJgirDMLsWGt2LrQVLzJ4lRioz5fcNmXbCHPkA0L5XCw4Lg0EpP8UJjWEYqVwYBJrp3IweIYZppDLTX3nz3yeRMpasrD9Hb4j2vFpkWMwHpUFxXQlfRk5c6FGWpWxHTNuwbTFtZZqjwoOZrj+dNdJZe9nauiW5YQVj+NwJj41KJI6uchz3RwsCGefilA6/vvZc0aI9t/bFtda+K1XXsB2nZ1EYBI77VDJSGSd1kqw4SUS0W/X6DvvHX/b7XvaOHxldYaGUcpJmKqOSaZVIG6mMkUipZNpIJFUiPSrf1ZyMrQaqU7wx9Fd1lzNXewgNJ2EsXCoLlw4fCgLtVoJqWbtVXSnXblcr4la1Ww6qFaXU8C8kmVbJtJHMGMn0uJcPpk+ZlrVwqVW/konuaZgqlTVS2XH/V3ue6OG/YxhoNbaUIAhOxGPiVoJySVfLQbWsy8WgWpZqRStlprMnXmMzKpkOI2GVSE3rYlNzwlWVi7paDh+ZykkaiWTtgtr0aLeq3Wq+PPtlLI0iIGxYWF+eNEVEtEjJk3Tc+rJYSkqBVGmT1cYSxoh+tmZugdW70u5dZXQvGjr3PVTQXZmksygri3qHPlG7FT8sO6lLKw2fbSgZXSISBOL74Xl27f070OE7ulfIW5mcMpRY9njXz5ToICgVglJel4t+MT+7tZHKso10tpaqsk6kzmw7vDwZnl0ZyYyRykzzraUWmC3obZMLOMq0VHr8t88xd1VGOmekc7J0dXhAB4EuDvr54yIyFP41F+81TdmOOdW19tn/poYphqlm708Ypgtm8XRcGYbVs1h6FstaERHtezP/u4SP/4lOtmrqTpjqs2cS+Gb3YnNBr9m9cLYeIcq0zNwCM7dgVr5a51FW2/1+hl72Z/G5M02VSkUp5TjTfa1QtmP3rrJ7V4mIDny//2gw2KecpEqkjGRGJVLTuYYyEzlb9hcmu0OgpehJtpUvt4ahEilzvAuLsaAsa6bhhmEYybQk2+x0+8SqZvI1arUGU/UxagECwoaFVaNhQFj0JGnGr9dirWQ0nhlCpQyVTBvprEpmDMuulTGMuPga7g2wg0rJ7zvs9b3s970clGK2ySdhSjEw7SUrrN5V1pIV454LHijK8jEvRMpOWAt6ZUHv2Ps3KhgczORy07+/rpT8sDCvVAhK+aBU0LXirsqURXRhHVGY6DNytTqimS2/kynDUNluY7yUF9pK66L09jxhAmZAGeZsvZ1NX9aS/KTvV4OuZKz4nfgBkyMgbFj9NsI4biAUEcsQT8dgCGGYIzJSOSMd7gvKhXHgNC8Qmk7SzC1w1pwiIkG56Pcd9vte9voOB4PHm9wnPZQfU0osSxmmWLZhJ6S20dwxnISERfa2o2xH+76unNizVCnpcjEoF3S5NHpHkGGERQ61jU/JtJHKqFL6np8k/+q1kyUuDpb0slQbvSmpRMpKpEQWj/0v7Xm1bT/VWoVbUCmL7xnprJntMbI900/0AQAwR7K2DE665W3AncN6USAqMYxmola/uasYww2EUt9Upm0uJiulVDJjZruMbLeR6TbCDfSTbs1qiJFMG8tfYS9/hYT7pI+/7B8/oj1P2bXWF2EfhdqHhimWrZQRbiwWUVNuQ29IWNYVlIuGkzBSWeUkx8ZCuUH9ctX3tZgTv+8cLMrSmJSQKMtSVlamWSEJAEAUcrYanHTuxKArTXeUAdoWAWHDEubwjJq8qzNW/C4UhWMnqr52Ji16UEoNt6ao9UIY7oggyvCOHfSO7PeOHAgKA42tQCkz02Vke8LGfUa220h3KatFj0ZlWtai5dai5a35duMsIJEyEymza+Ek91mVUaf1yNu3+v9+kZmcIG4/WBqnZBQAADQna09RMtpfla5W754G5hwBYcMShqr4Ouz2UXAldk3/lVJBuutFWdTTm96XspKvOtHb2jCU7YSdx2s3puqAN7TzOyjmvSP7vSP7vaMHx+0vrJRSqWxt9M14028wimXIA5db1z/qX/Q974HLrUXjlY4eKOpXL4zf9QgAANpT1pbC5CWjVTKE6EAEhA0btYcwHYdfoeEkjO7FVs/i8N/j+63/97TuXqaOZXRi3SyUjRrprLPmlc6aV+og8I8f8Y7s844c0G4ljP3MrkVm96LZrbqcDxxD7rnI/Jsd/hu+6/3fK8zVmdGx34Gi/N6qSJYGAEAHylpT7yHsZg8hOk4copk2kzClMlQy6smqWa/ZU8patNxetkaUod1K2KRxaNKUrpYnGfE5NOZYWZaRSBndi8wwDsx0jfwRdMUP8p6a9fSmMgxrYa+1sFdeedYsf+l5SYl8+lxzRTp4/Xf8711unjkyH3iwpJel2rsvEAAA8ZG1Vd6bbAbAACWj6EQEhA1LGHUZQnfWmsoopYzuxfaKdc7ytZPPudaBr6sVXa2EVZfKskQpUeb09+CFSc6Cq3Nc5YqD959hLErKZd/3vnmJ9bvLhv9k446dAAAAzcnZkp80Q9hPySg60UwDwu3btz/99NNnn332hg0bxr3D888//9hjjy1btuyyyy4zzVp14u7du5988sl0On3hhRcuWrRohmtosYQp/dXa7YKnM9ZMUzRGtttZ/gp7xTojPa2Zb8ow1cxGYTqGVHzJe4QTsbHld4zlafWWH3j/dL75tnWGiGiRQyW9tJ3GTgAAEGspSyq+TNLie8DVZAjReWYUzPzlX/7l9ddf/8QTT1xxxRVf/OIXx97hwQcfPOecc3784x9/5CMfufLKK7XWIvLBD37wyiuv/P73v//lL395/fr1jz/++EzW0Hr1JaOFGYydMJJpZ+2rshsvz11wZeJ3zpxmNDgrwkap+Rh2xJnPLlmh/vuN1k3/69+5JxCRvoqkLJmoASkAAGiUEslYUpi40eigKzmbS7HoNM1nCF988cUvfvGLzzzzzMqVK6+99to3v/nN7373u5PJEbWOH/7wh2+//fb3vOc9xWLxVa961cMPP3zJJZf86Z/+6Sc/+UnDMETkr/7qrz71qU9997vfnenP0UIjmsq4Ew+mV8pIpJSdUImkcpJG7d+U2AkjkVROSiXTKqJJ3OGPMEhAGDevXay2b7be+H/93wzq637HWE56EACAWZW11WBVd00Q9Q1U5VXdLV4RMOeaDwi///3vv/a1r125cqWInH/++bZtP/7445s2bRq6w8GDB5944okHH3xQRNLp9BVXXPHAAw9ccsklr3jFK4bus2zZsqeeeqrpNcwda2Fv16XXjPtf+UP2fzwV3HCFVfDkc4fcT78pfkFVwpBKIAVPZ2dc74oWOymnHvsD600PetsP+nGZSg8AQFzkJh1FOODSVAYdqPmAcN++fatWDfe8X7Fixb59++rvsH///nQ6vXBhbfr2ypUrf/GLX9Tf4dixY5/73Of+/u//vonvfvTo0a1bt+bz+fBDx3G2bNliTDo0r57ruhL25JzM+F8tafj9VXFdd39eepO1LxUvppayJ4NVSSovhsuf7xZZ8tDvyR/+UJbN8cPPdd04PryBluE5AkzOdV2lVFT1UM3JWNJX8twJmiz0VyStxHX98f8baNxcv5WYpjlliDRZQOj7/mte85qxxz/ykY+87W1v832//hluWZbnjbiiMuoOpmnW36FYLL7lLW/5/d///WuuGT8RN7lisfjb3/7WOtFXM5vNuq5rTbvNpu/7Q/82KmPIQNX0ff9AQS1JKN8Ppv6cNmOJqvhqoCppU/v+ZO2V0Z4yhnx7k5R8aeohPF2+7zf3HAHmCZ4jwOTCU8F4PU0yljFQmfDsqL9qZC3OnTCb5vqtZDoJs8kiKNM0//3f/33s8RUrVojI8uXLf/KTnwwdPHToUHh8yLJlywqFQqFQyGQy4R2WL18e/le5XL766qvXrFnzT//0T9P4QcaxevXqyy677Lrrrmvu08NfjeM0k/VfktODnp9MJvv8YHlGJ5PxKx3IKakGbtFXC9NmMhmn63aol53jr++67qhdwQDq8RwBJhemB5s73YpKl+NV1YRnR4OetyTLuRNmUzu8lUyRUjv99NMn+q9Nmzbdcsstg4ODuVzu17/+9csvv3zuueeKSLFY9H0/l8utWrVq/fr1Dz300NVXXx0EwQ9+8INPfOITIlKtVq+55pqurq677rpr+kWe7aPLVgNVLSKHS9Ibz01cJ7qMMocQAABgWNZWeVeLTNhUhjmE6DzN7yE8/fTTL7/88je96U1XX331l770pb/4i7/o7u4WkY9//ON79uz59re/rZT60Ic+dOONNz733HOPP/64bdtXXnmliHzoQx968MEHt2zZcuONN4rIkiVLPvnJT87Wz9MCOVsKngRaDpUkpl09wi6jeSXZmc6hBAAA6BxTNZXRXVxMR8eZUUBw3333ffWrX33mmWc+/vGPX3311eHBt771rf39/eHtd73rXWvWrNm6desb3vCGu+66y7ZtEXnTm960fv36oS/S1dU1kzW0nqEkbUnek5fLel0uli8KphKlpOhJmoAQAADghKwtgxM0+NAieVdyZAjRcWYUENi2/Sd/8iejDp5zzjn1H1500UUXXXRR/ZFNmzbVT6eIoy5HDVT1oZJs7I16Kc1yDDGUGLGMZwEAAOZE1pb8BAFh3pWUJSbnTug48dvC1w66bBlw5XBJ98Z2MnjCpF4UAABghKylCt74TUQHJh5YD8QaAWEzuhwZqMZ4D6GIJAzJ8qIGAABQZ5IM4YAr3XFqmApMFwFhM2oZwrLujW3fYcdUWYrgAQAA6kyyh3CgKl0EhOhEBITN6HJUX0X3V2VRbAdQJUwhIAQAAKiXtSbMEPa7zJxAZyIgbEaXLc8NyIJEjDcWJwz2EAIAAIyQc8I5hOMYqDJzAp2JgLAZXY48O6CXxrajjNQyhDFePwAAwKzLWhPOIRwgQ4gORUDYjC5bnh3QvbGtFxWRhMkgHQAAgBHYQ4h5iICwGTlbPdMf45kTIuIY7CEEAAAYYfIuo2QI0ZEICJvR7cihkvTGduaEiCRNybCHEAAAoE7OVoMT7CEcrOoc223QiQgIm5GzRYvEeg+hYyr2EAIAANTLWlKYeA8hcwjRkQgImxH2mIr3HkK6jAIAAIyUssQNxAvG+a/+KiWj6EwEhM3otkUk9iWjOa5yAQAAjDRRo9FBl7ET6EwkiZoR9pjqTcb4ReHDZxmxbooDAAAwF7K2yru6Z0zsR4YQnYqAsBnhy8HSOGcIX9lNNAgAADDaRI1GB1zGTqAzUTLajNoeQjJsAAAAnWWiktEBMoToUASEzeh25PpXGmnSqwAAAJ1lotn0A+whRIciIGyGqeSuN5hRrwIAAACzLGtLfswoQi0yyGB6dCgCQgAAAKAmZ6uxewiLniQMsThxRificQ0AAADUjNtUZqBKRxl0LAJCAAAAoCZrjbOHsL+qu2w2EKIzERACAAAANVl7nC6jzJxAByMgBAAAAGqytiqMaSrDzAl0MAJCAAAAoGbcklFmTqCDERACAAAANRM2lSFDiA5FQAgAAADU5NhDiHmGgBAAAACoydpq7GD6gap0ExCiQxEQAgAAADVZe/w9hDnGTqBDERACAAAANVmLPYSYXwgIAQAAgBrmEGK+ISAEAAAAanLj7yHUXZSMokMREAIAAAA1E+whJEOIjkVACAAAANQkTQm0uMGIg3QZRQcjIAQAAACGZcb0lRlwaSqDjkVACAAAAAzL2irvjdhG2F/VXQ57CNGZCAgBAACAYTl7dIZw0JUcGUJ0KAJCAAAAYNiovjJFTyxDHM6a0aF4aAMAAADDRs2mZwMhOhsBIQAAADAsO3IU4QAbCNHRCAgBAACAYTlb8t7wh2QI0dkICAEAAIBho/YQDlQJCNHJCAgBAACAYVl71B5C3U3JKDoXASEAAAAwbHRTmap0OdGtBphjBIQAAADAsFFNZfopGUVHIyAEAAAAhmXHNpUhQ4jORUAIAAAADBu1h3DQ1TmbPYToWASEAAAAwLCcPWYPISWj6FwEhAAAAMCwrKUG6wfTUzKKjkZACAAAAAwbvYewKt0EhOhcBIQAAADAsLFzCLvYQ4jORUAIAAAADBu1h7CfOYToaASEAAAAwLCsPXIPIU1l0NEICAEAAIBhWWtMyahDySg6FgEhAAAAMCxhihapBrUPyRCisxEQAgAAACMM9ZUp+6KUJMyoFwTMGQJCAAAAYIScrfKuFtKDmAcICAEAAIARspYMuiJsIMQ8QEAIAAAAjDBUMspUenQ8AkIAAABghKwteU9EZMClZBQdjoAQAAAAGGFoD2F/lZJRdDgCQgAAAGCErD20h5AMITocASEAAAAwwtBs+oGqdLGHEB2NgBAAAAAYgT2EmD+smXxytVp96KGH+vr6LrnkkhUrVox7n5/+9Ke7d+9+9atf/drXvjY8MjAwsGPHjpdeemnBggUXXXRRV1fXTNYAAAAAzK6sLeEewsGqztnsIUQnaz5D6LruRRdddPvttz/yyCOvfvWrd+zYMfY+n/zkJ9/61rfu2LHjLW95y2233RYevO22226//fbt27d//vOfP/nkk3fv3t30GgAAAIBZl7VV/sQeQsZOoLM1nyH81re+1d9F7hUdAAAOHklEQVTfv3PnTtu2b7/99o997GP//d//XX+Hvr6+22677Yknnjj11FN/+ctfnnvuuX/2Z3/W09MzFBmKyHXXXfeFL3zh85//fPM/AQAAADCrhvYQ9rOHEJ2u+QzhAw88cNVVV9m2LSJve9vbHnroIdd16++wdevWdevWnXrqqSJy2mmnrV279uGHHx71RQqFwuLFi5teAwAAADDrcuwhxLzRfIZw37595513Xnh75cqVvu8fOHBgzZo19XdYtWrV0IcrV67ct29fePuxxx77xCc+sW/fvjPOOOOWW25p4rsfPXp069at+Xw+/NBxnC1bthjGdOPbMHZViopwYEKu6466ygOgHs8RYHKu6yqlYnq6lTJkoCKuG/RXJG2I6/pRrwidaa7fSkzTnDJEmiwgfOKJJ2644Yaxx7/1rW+ddNJJvu8PfXXTNEXE87z6u/m+X/8SYFnW0B1OOeWUW2655dlnn/3Upz71wAMPXHPNNdP4cUYoFou//e1vLau2/mw267ru0IdT8n1/6F8A4/J9n+cIMAmeI8DkwlPBmD5NUoYadJXvB/1VI2tq39dRrwidaa7fSqaTMJssgjr11FPvueeescdXrlwpIsuXLz98+HB45NChQ+GR+rvV3yG8z1An0qVLly5duvTSSy+1LOuOO+5oIiBcvXr1ZZdddt111zX6iaHwV+M4lIQDE3JdN5lMRr0KoH3xHAEmF6YHY3q6tTCti76fTDp5z1ucMZPJWOY50f7a4a1ksoAwk8mcccYZE/3vpk2bvvrVr370ox8VkYceemjjxo2pVEpEBgYGHMdJJpMXXHDB9ddff+jQoaVLlx48ePAXv/jFBRdcMOqLHDlyhLETAAAAaCs558Rgeld3OUSD6GTN7yHcsmXLZz7zmXe/+92nnXbaZz7zmS9/+cvh8SuuuOLqq6+++eabV61atWXLls2bN1977bX33HPPu971rjBDePXVV69fv763t/fpp5++77777r///tn5UQAAAIDZkLVONJWpMnYCHa75gDCbze7YsePuu+/u7+9/4IEHNm7cGB7/m7/5m1e84hXh7TvvvPPee+/dvXv3Bz7wgT/6oz8KD374wx9+5JFHjhw5csYZZzz11FNr166d2Y8AAAAAzKasrQZdXQ3E15I0o14NMJeaDwhFZPHixTfffPOog5s3bx66bZrmli1bRt3h7LPPPvvss2fyfQEAAIC5k7Ml75IexLzQ/BxCAAAAoCPZhiiRw2XdZbOBEB2OgBAAAAAYLWfL/oJ0kSFEpyMgBAAAAEbL2mp/UXfZUa8DmGMEhAAAAMBoWVv2FckQovMREAIAAACjZW05UGQPITofASEAAAAwWs6W/WQIMQ8QEAIAAACjZS21r6AZO4GOR0AIAAAAjJa1ZV9BcpSMotMREAIAAACj5Ww5WKLLKDofASEAAAAwWtYWN2APITofASEAAAAwWsZSIkKGEB2PgBAAAAAYLWuLiHQ57CFEhyMgBAAAAEbLhQEhGUJ0OgJCAAAAYLQwQ8jYCXQ8AkIAAABgtKwlQsko5gECQgAAAGC0rE1TGcwLBIQAAADAaDlbLEPSVtTrAOYYASEAAAAwWtYmPYh5gYAQAAAAGG1ZSv3eKk6V0fl4lAMAAACjLUjIvReZUa8CmHMEhAAAAAAwTxEQAgAAAMA8RUAIAAAAAPMUASEAAAAAzFMEhAAAAAAwTxEQAgAAAMA8RUAIAAAAAPMUASEAAAAAzFPzNCB8+umn9+zZE/UqgPZVLpd/8IMfRL0KoK39z//8T6VSiXoVQPvas2fPM888E/UqgPZVKpW2bt0a9Srma0B4//33f+Mb34h6FUD7eu655z70oQ9FvQqgrX3wgx98/vnno14F0L6+/vWvf/Ob34x6FUD7+vWvf33rrbdGvYr5GhBqraNeAgAAQIfjjAtof/M0IAQAAAAAEBACAAAAwDylYprKf/3rXz84OLhs2bLmPv03v/mN1vqkk06a3VUBHaNQKOzateu8886LeiFA+/rf//3fDRs2pNPpqBcCtKnnnnvOMIx169ZFvRCgTeXz+V/84heve93r5u5bbN68+aabbpr8PnENCB9//PGXX345lUo19+n9/f0i0t3dPauLAjqH1vqll15avXp11AsB2teLL764atUqpVTUCwHa1PHjx5VSnG4BEwmCYN++fXN6unXSSSdNmQOLa0AIAAAAAJgh9hACAAAAwDxFQAgAAAAA8xQBIQAAAADMUwSEAAAAADBPERACAAAAwDxFQAgAAAAA8xQBIQAAAADMUwSEAAAAADBPERACAAAAwDxlRb2ACDz55JNf+cpXROSd73znWWedFfVygOh5nrd169Yf/vCH+Xx+w4YN73znOx3HEZFnn332m9/85tDd3v72t5900knRLROI0n/913/t2bMnvJ1KpW666abwdn9//+c///m9e/e+/vWvv+6665RS0a0RiNLDDz/805/+tP7ILbfcIiL333//c889Fx7J5XLve9/7IlgcEJ1nn332iSeeeOGFF6655pp169YNHd+9e/eXv/xl3/ff8Y53nHvuueFB3/fvvvvuHTt2nHzyyTfeeGMmk2nBCuddhvCpp556wxvesGzZshUrVmzatGnXrl1RrwiI3s9//vNbbrklk8mcdtppd9555+bNm8Pjv/zlL//xH/+x7wTXdaNdJxChr33ta4888kj4XOjv7w8Paq0vv/zyn/3sZ6973evuuOOOj33sY5GuEYhSqVQaer944IEHvva1r4XHv/KVr2zbtm3UcweYPy677LK77777U5/61K9//euhg88888z555+/YMGCtWvXXnbZZT/5yU/C4zfffPMXvvCF8847b/v27VdddVVrVqi01q35Tm3ihhtuyGaz//AP/yAiN99887Fjx+66666oFwVEzHVd27bD2wcOHFixYsXevXtXr179ne9854477ti2bVu0ywPawTXXXHPxxRe/973vrT/4yCOPXHvttXv37rUsa+fOnRdffPG+ffvS6XRUiwTaxMaNG//4j//4/e9/v4hs3rz57W9/+zvf+c6oFwVEad26dV/4whfe+MY3hh++//3vL5VK//zP/ywit956669+9atvfOMbfX19q1atevLJJ9evX1+pVJYvX/7ggw+ec845c722eZch3L59+yWXXBLevvjii7dv3x7teoB2MBQNisjAwIBpml1dXeGHBw8evPXWWz/72c/+9re/jWZxQNt4+OGHP/KRj9xzzz3VajU8sn379gsvvNCyLBE566yzlFK7d++OdI1A9Pbs2bNz5853vOMdQ0cefPDBj370o/feey+VJkDoRz/60cUXXxzeHgpJfvazny1atGj9+vUikkgkzj///B/96EctWMy8CwgPHDiwePHi8HZvb++BAweiXQ/QVnzfv/HGG//8z/+8u7tbRLq6ui688MJkMvnEE0+ceeaZP/zhD6NeIBCZU0899eSTT7Zt+7Of/ey5555bKpVk5HuK8LYCiIjIv/zLv1x11VVLliwJPzzjjDPWrl1rWdYdd9zxu7/7u0PXU4D5bFRIcvjwYd/3Dx48WP+esmTJkv3797dgMfOuqUwikRi6OlWtVpPJZLTrAdpHEAQ33HCDUurTn/50eGTTpk2bNm0Kb3/sYx+79dZbH3300cjWB0Tq7/7u78Ibf/u3f3vmmWfec88973nPexKJRBgZhiqVCm8rmOeq1eo999zzb//2b0NHbrvttvDGX//1X5922mn/8R//ce2110a0OqBdjApJbNs2DMNxnPoserVaTaVSLVjMvMsQrly58qWXXgpvv/jiiytWrIh2PUCb0Fq/733ve+6557797W8nEomxdzjnnHP27t3b+oUB7ca27Q0bNoRPh/r3lGq1evjw4ZUrV0a6OiBi3/3udx3HufTSS8f+VzKZPOOMM1544YXWrwpoN2NDEqXUypUr9+/fHwRBePyll15qTagy7wLCq6666r777gtv33fffW9+85ujXQ/QDrTWN910065du773ve/VNzgeGBgYusP9999/5plnRrRAIGJBEOTz+fD24cOHH3300Q0bNojIVVdd9eijj4Zlot/5zndWrlx5+umnR7lQIGp33XXX9ddfb5pm+KHv+8ViMby9f//+H//4x+FzB5jnrrrqqq9//ethd8+hkOTcc89NJpMPPfSQiLzwwgs7duz4gz/4gxYsZt51GT1y5MgFF1ywbNkywzD279+/bdu2+lJdYH7avn37BRdccMopp2Sz2fDIl770pQ0bNvzhH/7hb37zm9WrV+/Zs8d13e9973vhRmdgvimXy729vRs3bkylUtu2bdu8efPdd98djhz8wAc+8J//+Z8bN27cunXrv/7rv7asSzjQhvbt27du3bpf/epXJ598cnikr69v3bp1GzdudBxn27Zt11xzzZ133hntIoEWe/e737179+6nnnpq7dq1XV1dX/va10455ZT+/v4LL7wwl8ul0+lnn31227ZtYTLw3nvvvemmmy699NLt27dff/31H//4x1uwwnkXEIpIpVJ57LHHROSCCy5gswcgIoODg08//XT9kTA4LJVKO3fuPHTo0IoVK17zmtfUNyMF5psDBw7s2rWrWq2edtppQye7oV27dj3//PPnnHMO9aKY544fP753795R5ST79+/ftWuX53mnn356/VRuYJ7Ys2dPoVAY+vDUU08NpxNVq9Vt27a5rnvhhRfW7xV84YUXdu7cuX79+paVnMzHgBAAAAAAIPNwDyEAAAAAIERACAAAAADzFAEhAAAAAMxTBIQAAAAAME8REAIAAADAPEVACAAAAADz1P8Hp4BZVhNRz0oAAAAASUVORK5CYII=" + }, + "execution_count": 239, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "function garch_forward_sample(m::VarCoeffGARCH, sigma_tm1::Float32, y_tm1::Float32, t::Int64, T::Int64=100)\n", + " \n", + " sigma_t, params_t = m(y_tm1, sigma_tm1)\n", + " sample_t = randn(Float32)*sigma_t\n", + " \n", + " if t==T\n", + " return sigma_t, sample_t, params_t\n", + " end\n", + " \n", + " sigma_rec, sample_rec, params_rec = garch_forward_sample(m, sigma_t, sample_t, t+1, T)\n", + " \n", + " sigmas_result = vcat(sigma_t, sigma_rec)\n", + " sample_result = vcat(sample_t, sample_rec)\n", + " params_result = vcat(params_t, params_rec)\n", + " \n", + " return sigmas_result, sample_result, params_result\n", + " \n", + "end\n", + "\n", + "Random.seed!(123)\n", + "\n", + "mc_simulation = [garch_forward_sample(model, sigmas[end], train[end], 1) for _ in 1:25000]\n", + "\n", + "sigma_sample = hcat(map(x->x[1], mc_simulation)...)\n", + "y_forecast_sample = hcat(map(x->x[2], mc_simulation)...)\n", + "params1_sample = hcat(map(x->x[3], mc_simulation)...)\n", + "params2_sample = hcat(map(x->x[3], mc_simulation)...)\n", + "\n", + "y_forecast_mean = mean(y_forecast_sample,dims=2)[:]\n", + "y_forecast_lower = mapslices(x->quantile(x,0.05), y_forecast_sample, dims=2)[:]\n", + "y_forecast_upper = mapslices(x->quantile(x,0.95), y_forecast_sample, dims=2)[:]\n", + "\n", + "plot(test[1:100], size = (1200,600), title = \"100 steps ahead forecast\", label=\"Test set\", fmt=:png)\n", + "plot!(y_forecast_mean, ribbon = (y_forecast_upper.-y_forecast_mean, y_forecast_mean.-y_forecast_lower), label=\"Forecast and 90% CI\")" + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "id": "05a38928-69e6-4359-bcc5-ad0aaf0097a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 241, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using ARCHModels\n", + "\n", + "garch_model = fit(GARCH{1,1}, train)\n", + "garch_model_dummy = fit(GARCH{1,1}, train[1:end-1]) #to get latent variance of final training observation\n", + "\n", + "\n", + "Random.seed!(123)\n", + "\n", + "var_T = predict(garch_model_dummy, :variance, 1)\n", + "y_T = train[end]\n", + "\n", + "garch_coefs = garch_model.spec.coefs\n", + "mean_coef = garch_model.meanspec.coefs[1]\n", + "\n", + "garch_sigma_sample = zeros(100,25000)\n", + "garch_forecast_sample = zeros(100,25000)\n", + "\n", + "for i in 1:25000\n", + " sigma_1 = sqrt(garch_coefs[1] + garch_coefs[2]*var_T + garch_coefs[3]*(y_T-mean_coef)^2)\n", + " garch_sigma_sample[1,i] = sigma_1\n", + " \n", + " forecast_sample = randn()*sigma_1+mean_coef\n", + " garch_forecast_sample[1,i] = forecast_sample\n", + " \n", + " for t in 2:100\n", + " var_tm1 = garch_sigma_sample[t-1,i]^2\n", + " eps_tm1 = (garch_forecast_sample[t-1,i]-mean_coef)^2\n", + " \n", + " sigma_t = sqrt(garch_coefs[1] + garch_coefs[2]*var_tm1 + garch_coefs[3]*eps_tm1)\n", + " garch_sigma_sample[t,i] = sigma_t\n", + " \n", + " forecast_sample = randn()*sigma_t+mean_coef\n", + " garch_forecast_sample[t,i] = forecast_sample\n", + " end\n", + "end\n", + " \n", + "garch_forecast_mean = mean(garch_forecast_sample,dims=2)[:]\n", + "garch_forecast_lower = mapslices(x->quantile(x,0.05), garch_forecast_sample, dims=2)[:]\n", + "garch_forecast_upper = mapslices(x->quantile(x,0.95), garch_forecast_sample, dims=2)[:]\n", + "\n", + "plot(test[1:100], size = (1200,600), title = \"100 steps ahead forecast\", label=\"Test set\", fmt=:png)\n", + "plot!(y_forecast_mean, ribbon = (y_forecast_upper.-y_forecast_mean, y_forecast_mean.-y_forecast_lower), label=\"VarCoef GARCH forecast\")\n", + "plot!(garch_forecast_mean, \n", + " ribbon = (garch_forecast_upper.-garch_forecast_mean, garch_forecast_mean.-garch_forecast_lower),\n", + " label=\"Standard GARCH forecast\", alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "id": "8922e69e-1d03-4296-aa9d-e7e54fe28e92", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.012266797283187\n", + "3.0003596946242705\n" + ] + } + ], + "source": [ + "using KernelDensity\n", + "var_coef_ll = mean([log(pdf(kde(y_forecast_sample[t,:]),test[t])) for t in 1:100])\n", + "standard_ll = mean([log(pdf(kde(garch_forecast_sample[t,:]),test[t])) for t in 1:100])\n", + "\n", + "println(var_coef_ll)\n", + "println(standard_ll)" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "id": "62299de5-6519-4ea5-a8b6-a12b65f01267", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "execution_count": 254, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using LaTeXStrings\n", + "\n", + "title = plot(title = \"Varying coefficient GARCH: \"*L\"\\sigma^2_t=\\omega + \\alpha^{NN}(y_{t-1},\\sigma_{t-1})y^2_{t-1}+\\beta^{NN}(y_{t-1},\\sigma_{t-1})σ^2_{t-1}\", grid = false, showaxis = false)\n", + "\n", + "\n", + "p1 = scatter(train[1:end-1], params[1,2:end], label=:none, guidefontsize=15)\n", + "xlabel!(p1,L\"y_{t-1}\")\n", + "ylabel!(p1,L\"\\alpha_t\")\n", + "hline!([garch_coefs[3]], color=:red, label=\"Parameter in GARCH model\")\n", + "\n", + "\n", + "p2 = scatter(train[1:end-1], params[2,2:end], label=:none, guidefontsize=15)\n", + "xlabel!(p2,L\"y_{t-1}\")\n", + "ylabel!(p2,L\"\\beta_t\")\n", + "hline!([garch_coefs[2]], color=:red, label=\"Parameter in GARCH model\")\n", + "\n", + "\n", + "plot(title, p1, p2, layout = @layout([A{0.01h}; [B C]]), size = (1200,600), left_margin=10*Plots.mm, bottom_margin=5*Plots.mm,fmt=:png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fdf2df7f-5758-4771-8df3-a94d7c0db4c7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.1", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Censored Data.ipynb b/Censored Data.ipynb index ca44961..684b32f 100644 --- a/Censored Data.ipynb +++ b/Censored Data.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "a095e48c-96b7-49ac-ac2e-0554c8d47453", + "metadata": {}, + "source": [ + "---\n", + "title: \"Censored Data\"\n", + "---" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/Decision Tree Ensembles for Volatility Forecasts.ipynb b/Decision Tree Ensembles for Volatility Forecasts.ipynb index 23ca285..ba9bbb5 100644 --- a/Decision Tree Ensembles for Volatility Forecasts.ipynb +++ b/Decision Tree Ensembles for Volatility Forecasts.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "e60808e2-a370-4807-a1e3-5fe6a4704af5", + "metadata": {}, + "source": [ + "---\n", + "title: \"Decision Tree Ensembles for Volatility Forecasting\"\n", + "---" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/Julia HMM Scaled.ipynb b/Julia HMM Scaled.ipynb index d8f502d..190d239 100644 --- a/Julia HMM Scaled.ipynb +++ b/Julia HMM Scaled.ipynb @@ -5,7 +5,9 @@ "id": "d57b391d-84b4-4447-9406-3ec503d83454", "metadata": {}, "source": [ - "# Scaled forward-backward algorithm + AutoDiff for optimizing the observation distributions" + "---\n", + "title: \"Scaled forward-backward algorithm + AutoDiff for optimizing the observation distributions\"\n", + "---" ] }, { diff --git a/Julia HMM.ipynb b/Julia HMM.ipynb index 2c7a78d..4c61fa4 100644 --- a/Julia HMM.ipynb +++ b/Julia HMM.ipynb @@ -1,5 +1,17 @@ { "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "9a8c45c9-9170-417d-9e12-2da02740ad80", + "metadata": {}, + "outputs": [], + "source": [ + "---\n", + "title: \"Hidden Markov Model in Julia\"\n", + "---" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/Julia Kalman Filter.ipynb b/Julia Kalman Filter.ipynb index 9724629..fc67987 100644 --- a/Julia Kalman Filter.ipynb +++ b/Julia Kalman Filter.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "4f62ca68-9eaf-4fdb-afea-08fd5dd286ac", + "metadata": {}, + "source": [ + "---\n", + "title: \"Kalman Filter in Julia\"\n", + "---" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/Multivariate GARCH.ipynb b/Multivariate GARCH.ipynb index 1ae7cc4..867a17c 100644 --- a/Multivariate GARCH.ipynb +++ b/Multivariate GARCH.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "9785a0d5-3b24-49e2-81c0-7cb4c7de36de", + "metadata": {}, + "source": [ + "---\n", + "title: \" Multivariate GARCH in Tensorflow/Keras\"\n", + "---" + ] + }, { "cell_type": "markdown", "id": "a9423745-bce6-48cf-9ce8-981d4700a7f1", @@ -7,7 +17,6 @@ "tags": [] }, "source": [ - "# Multivariate GARCH in Tensorflow/Keras\n", "# Not investment advice - use at your own risk.\n", "\n", "Conditional volatility and correlation using multivariate GARCH on DAX and S&P500. Implementation with Tensorflow/Keras. \n", diff --git a/Particle Filter Maximum Likelihood.ipynb b/Particle Filter Maximum Likelihood.ipynb index c36166a..907cea3 100644 --- a/Particle Filter Maximum Likelihood.ipynb +++ b/Particle Filter Maximum Likelihood.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "832f157f-b4f0-40d4-9460-f5eff50e4a39", + "metadata": {}, + "source": [ + "---\n", + "title: \"Maximum Likelihood Estimation via Maximum-Likelihood\"\n", + "---" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/Probabilistic Forecasts with Random Forests.ipynb b/Probabilistic Forecasts with Random Forests.ipynb index 9319141..4b5ddd6 100644 --- a/Probabilistic Forecasts with Random Forests.ipynb +++ b/Probabilistic Forecasts with Random Forests.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "5e14c968-5fbf-49cd-be27-1115d8b17f88", + "metadata": {}, + "source": [ + "---\n", + "title: \"Probabilistic Forecast with Random Forests\"\n", + "---" + ] + }, { "cell_type": "markdown", "id": "d0f25dbc-c01c-4be6-b626-6ae1ad5d6829", diff --git a/TimeVaryingCoefficients.ipynb b/TimeVaryingCoefficients.ipynb index 8a21f41..4fe3d4d 100644 --- a/TimeVaryingCoefficients.ipynb +++ b/TimeVaryingCoefficients.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "169fdb5b-660f-4cbb-b1d8-00c3fe6d9bdb", + "metadata": {}, + "source": [ + "---\n", + "title: \"Regression with Time-Varying Coefficients\"\n", + "---" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/Variational inference of latent state in state-space models .ipynb b/Variational inference of latent state in state-space models .ipynb index 8874bfe..35bbd54 100644 --- a/Variational inference of latent state in state-space models .ipynb +++ b/Variational inference of latent state in state-space models .ipynb @@ -4,7 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Variational inference of latent state in state-space models " + "---\n", + "title: \"Variational inference of latent state in state-space models \"\n", + "---" ] }, { @@ -788,7 +790,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -806,5 +808,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Varying Coefficient GARCH.ipynb b/Varying Coefficient GARCH.ipynb index dd4f117..b4a742f 100644 --- a/Varying Coefficient GARCH.ipynb +++ b/Varying Coefficient GARCH.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "b1106941-77fe-4869-93e2-a41e3a40190d", + "metadata": {}, + "source": [ + "---\n", + "title: \"GARCH with varying coefficients\"\n", + "---" + ] + }, { "cell_type": "code", "execution_count": 299,