diff --git a/cookbook/1-RiskReturnModels.ipynb b/cookbook/1-RiskReturnModels.ipynb index 3da6e9e0..51a54115 100644 --- a/cookbook/1-RiskReturnModels.ipynb +++ b/cookbook/1-RiskReturnModels.ipynb @@ -12,11 +12,11 @@ "In this section, we compare how well the different risk models predict an out-of-sample covariance matrix, and how well the different returns models predict out-of-sample returns.\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pyportfolio/pyportfolioopt/blob/master/cookbook/1-RiskReturnModels.ipynb)\n", - " \n", + "\n", "[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/PyPortfolio/PyPortfolioOpt/blob/main/cookbook/1-RiskReturnModels.ipynb)\n", - " \n", + "\n", "[![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/pyportfolio/pyportfolioopt/blob/master/cookbook/1-RiskReturnModels.ipynb)\n", - " \n", + "\n", "[![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/pyportfolio/pyportfolioopt/blob/master/cookbook/1-RiskReturnModels.ipynb)\n", "\n", "## Risk models" @@ -24,35 +24,59 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ajpb4cfuzzCd", - "outputId": "c075b649-0764-4b2d-cd48-65d6a85e7003" + "outputId": "c075b649-0764-4b2d-cd48-65d6a85e7003", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.198602Z", + "start_time": "2025-11-15T08:21:01.074046Z" + } }, - "outputs": [], "source": [ - "!pip install pandas numpy matplotlib PyPortfolioOpt\n", "import os\n", "\n", "if not os.path.isdir(\"data\"):\n", " os.system(\"git clone https://github.com/pyportfolio/pyportfolioopt.git\")\n", " os.chdir(\"PyPortfolioOpt/cookbook\")" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zsh:1: command not found: pip\r\n" + ] + } + ], + "execution_count": 42 }, { "cell_type": "code", - "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "3aAcuLOKzwIT", - "outputId": "456251e3-a9fd-4e83-8847-44cb43dbb422" + "outputId": "456251e3-a9fd-4e83-8847-44cb43dbb422", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.210804Z", + "start_time": "2025-11-15T08:21:01.207211Z" + } }, + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import pypfopt\n", + "from pypfopt import expected_returns, plotting, risk_models\n", + "\n", + "pypfopt.__version__" + ], "outputs": [ { "data": { @@ -60,74 +84,95 @@ "'1.5.6'" ] }, - "execution_count": 2, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "import pypfopt\n", - "from pypfopt import expected_returns, plotting, risk_models\n", - "\n", - "pypfopt.__version__" - ] + "execution_count": 43 }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.230678Z", + "start_time": "2025-11-15T08:21:01.227389Z" + } + }, "source": [ "plt.style.use(\"seaborn-v0_8-deep\")" - ] + ], + "outputs": [], + "execution_count": 44 }, { "cell_type": "code", - "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 577 }, "id": "7qZAgKeXzwIV", - "outputId": "ab5103ba-600c-4a48-9133-651831294447" + "outputId": "ab5103ba-600c-4a48-9133-651831294447", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.360533Z", + "start_time": "2025-11-15T08:21:01.240191Z" + } }, + "source": [ + "ticker = [\"AAPL\",\"AMD\",\"AMZN\",\"GOOG\",\"IBM\",\"MSFT\",\"NFLX\",\"NVDA\",\"QCOM\",\"TSLA\",\"VZ\",\"WMT\"]\n", + "\n", + "df = pd.read_csv(\"data/prices.csv\", parse_dates=True, index_col=\"Date\")\n", + "df = df[ticker]\n", + "past_df, future_df = df.iloc[:-250], df.iloc[-250:]\n", + "future_cov = risk_models.sample_cov(future_df)\n", + "\n", + "sample_cov = risk_models.sample_cov(past_df)\n", + "plotting.plot_covariance(sample_cov, plot_correlation=True)\n", + "plotting.plot_covariance(future_cov, plot_correlation=True)\n", + "plt.show()" + ], "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['AAPL', 'ACN', 'AMD', 'AMZN', 'BABA', 'BAC', 'BBY', 'BLK', 'COST',\n", + " 'CVS', 'DIS', 'DPZ', 'F', 'FB', 'GE', 'GILD', 'GM', 'GOOG', 'IBM',\n", + " 'INTU', 'JD', 'JPM', 'KO', 'LUV', 'MA', 'MCD', 'META', 'MSFT', 'NAT',\n", + " 'NFLX', 'NVDA', 'PBI', 'PFE', 'QCOM', 'RRC', 'SBUX', 'SPY', 'T', 'TGT',\n", + " 'TM', 'TSLA', 'UAA', 'UL', 'UNH', 'VZ', 'WMT', 'XOM'],\n", + " dtype='object')\n" + ] + }, { "data": { - "image/png": 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", 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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } }, { "data": { - "image/png": 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", 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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "df = pd.read_csv(\"data/stock_prices.csv\", parse_dates=True, index_col=\"date\")\n", - "past_df, future_df = df.iloc[:-250], df.iloc[-250:]\n", - "future_cov = risk_models.sample_cov(future_df)\n", - "\n", - "sample_cov = risk_models.sample_cov(past_df)\n", - "plotting.plot_covariance(sample_cov, plot_correlation=True)\n", - "plotting.plot_covariance(future_cov, plot_correlation=True)\n", - "plt.show()" - ] + "execution_count": 45 }, { "cell_type": "markdown", @@ -140,27 +185,18 @@ }, { "cell_type": "code", - "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "id": "Ig1n6qISzwIW", - "outputId": "69e03da8-4df2-44a2-ad9e-ede97215ca9b" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "outputId": "69e03da8-4df2-44a2-ad9e-ede97215ca9b", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.429099Z", + "start_time": "2025-11-15T08:21:01.365774Z" } - ], + }, "source": [ "future_variance = np.diag(future_cov)\n", "mean_abs_errors = []\n", @@ -185,7 +221,23 @@ "plt.barh(xrange, mean_abs_errors)\n", "plt.yticks(xrange, risk_methods)\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 46 }, { "cell_type": "markdown", @@ -198,43 +250,53 @@ }, { "cell_type": "code", - "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 577 }, "id": "y4PjMrS0zwIX", - "outputId": "ef412b6e-8bc5-4a62-a26f-6e9932bc8453" + "outputId": "ef412b6e-8bc5-4a62-a26f-6e9932bc8453", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.539622Z", + "start_time": "2025-11-15T08:21:01.434523Z" + } }, + "source": [ + "exp_cov = risk_models.exp_cov(past_df)\n", + "plotting.plot_covariance(exp_cov, plot_correlation=True)\n", + "plotting.plot_covariance(future_cov, plot_correlation=True)\n", + "plt.show()" + ], "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } }, { "data": { - "image/png": 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", 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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "exp_cov = risk_models.exp_cov(past_df)\n", - "plotting.plot_covariance(exp_cov, plot_correlation=True)\n", - "plotting.plot_covariance(future_cov, plot_correlation=True)\n", - "plt.show()" - ] + "execution_count": 47 }, { "cell_type": "markdown", @@ -249,27 +311,18 @@ }, { "cell_type": "code", - "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "id": "bgQNHK4bzwIY", - "outputId": "b1230c6a-aeb7-4011-b7f9-636a888eca20" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "outputId": "b1230c6a-aeb7-4011-b7f9-636a888eca20", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.577631Z", + "start_time": "2025-11-15T08:21:01.544451Z" } - ], + }, "source": [ "future_rets = expected_returns.mean_historical_return(future_df)\n", "mean_abs_errors = []\n", @@ -287,30 +340,50 @@ "plt.barh(xrange, mean_abs_errors)\n", "plt.yticks(xrange, return_methods)\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 48 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yNwdw7oszwIZ", - "outputId": "c91a5204-20fe-4e0c-fd26-31d67ab46818" + "outputId": "c91a5204-20fe-4e0c-fd26-31d67ab46818", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.593016Z", + "start_time": "2025-11-15T08:21:01.591224Z" + } }, + "source": [ + "print(mean_abs_errors)" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[np.float64(0.2882364468648248), np.float64(0.29381479725985077), np.float64(0.2559298526725975)]\n" + "[np.float64(0.1812622473279966), np.float64(0.34954902319674885), np.float64(0.17635172527628004)]\n" ] } ], - "source": [ - "print(mean_abs_errors)" - ] + "execution_count": 49 }, { "cell_type": "markdown", @@ -323,35 +396,42 @@ }, { "cell_type": "code", - "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "zJsV7D2vzwIa", - "outputId": "8ec9fe02-0ee3-4069-a42b-4e81c7ffb8ed" + "outputId": "8ec9fe02-0ee3-4069-a42b-4e81c7ffb8ed", + "ExecuteTime": { + "end_time": "2025-11-15T08:21:01.722686Z", + "start_time": "2025-11-15T08:21:01.611155Z" + } }, + "source": [ + "fig, axs = plt.subplots(1, len(return_methods), sharey=True, figsize=(15, 10))\n", + "\n", + "for i, method in enumerate(return_methods):\n", + " mu = expected_returns.return_model(past_df, method=method)\n", + " axs[i].set_title(method)\n", + " mu.plot.barh(ax=axs[i])" + ], "outputs": [ { "data": { - "image/png": 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ZroqFCxfWu5Q6Wbnvg8by6KOPLvc3VUuvelvq8ccfT9u2bT0ZCFqYww8/PCNHjkyrVq3qnTvGjBmT9ddfPzvttFN57h//+Md69yB76qmn0rp16wwdOrTeNp966ql86lOfSps2bcrLVqb/FPHBc/bjjz+ejTbaKBUVFct9zdy5c/O5z30uW2211Urv7ytf+Urq6urym9/8pt7yyy+/PK1bt87BBx9cb/mKzo9LtWrVKv369cvIkSPzzDPPLHdebW1tuee0bt06G2ywQd5555289NJL9f5+Poqbbrqp3t9Rr1690rNnz9x66631vi/WXXfd/O1vf0vv3r2b5L5qy+vFjfkzCUCR8+/Knnv/+Mc/1ruC7K677sqMGTMa/Lujuro6t912W/nrSZMm5e23386ECRMybty48vKnnnoqSVbpPHf33XeXrxRO3rsSbL/99ssdd9yRioqKBv2+Z8+e2WSTTVZ6Px/m+uuvz5IlSxosr66uzvDhw8tfL1q0KOPGjXNOJ4mPebKKXn311Xpfz5s3LwsWLMhbb73VYPmGG26YJNl6662z3Xbb1Tthvt8nP/nJ8p+/+MUv5sILL8yee+5Z71LbJOnSpUuqqqqWW0uSvP322+natevKHdQqbuvRRx/NXXfdlQsuuCBnnHFGHnnkkdx777259dZbU1tbu8L9LQ1sXnrppQbrJkyYkIMOOijrrLNO3n333fLyZd0r7IM+85nPZPHixR/6kZLtttsuF110Ufbbb7906dKl3roPfr0qpk+fnkWLFtVbtjLfB41lRe/ZB//Ol4aaq/L9AzSNT3ziE+natWtOPPHEnHjiicuc88lPfrL8/++yelSSvPbaaw2Wt2nTJl26dCl/lH9l+k8RKzrHVFdXL/M15513Xu67775Mnjy5/FGSm2++Oc8///yH7m/zzTfPjBkzGnzUZmlg9sFfFBTpKZ/4xCfSpUuXvPDCCyuc16pVq3z/+9/PKaecki222KLeL5g++PPBqvpgvVtvvXWS9/5xuDxdunQp/+KrsSzvfWvMn0kAipx/V/bcO3ny5AbLXn755QZPxVx677D3mzdvXoNeurQvrsp57oPn0q222iqtW7fORRddtNwnSn/yk5/MjBkzVnpfK1PHUst6D95+++1GuRcoH3/CNFbJsp7wtbynfi39jXDr1q3z3HPPNbhfy1JLT8xbbrll/va3v2XixIk588wz89prr6W2tjZf+cpXcuaZZza4Of6H7XdlrOq2jjzyyOy+++756le/mgMPPDDDhg3LD37wg+yxxx6ZP3/+StexIgsWLGiU7XTp0iWPPvpoqqqqct5552XKlClZuHBhdtppp/zqV79qlIcQLKvWot8HK7K8q+3ef3XJh9WxVGN+/wBNY+n56Oabb85NN920zDnPPfdc+cbFy/v/+sP+f1/Z/lPEqpxjHn/88XzmM5/J1772tRxwwAH51re+lTPOOCMnnXRSvSvAG0Nj9ZQkOeecc3LRRRflhhtuKN9LdcmSJbnyyisbpackDetdut2zzjor//nPf5b5mg+7h8/yesqKal7e+6anAKtbU517V7WXrozlndMvvfTSjBkzZpmvefnll1d6P0ut7L8VnNNZEWEaq82UKVOyww475G9/+9sK5331q19Nx44dc+ihh9YLVpri43+N6amnnspTTz2Vn/70pzn22GNz66235phjjskNN9yw3B/Ulz5c4LOf/WyDddtss0356aAra8qUKWnTpk222267PPvss8ucs++++2ajjTbKYYcdlscff7y8fIsttljp/a1sbUW+D5Ll/wPn7bffzvrrr99guY9mwppp9uzZqaqqSps2bQqdO1ZVS+o/b7/9dm688cbceOONWXfddfPYY4/lggsuKIdpK+orX/7yl7PeeuvVC5GWfnT/gw+1KWL27NmZN29ePv/5z69w3hFHHJGHH3443/rWt+otX3/99Zd7NfJHtfTBNFVVVR/6vbGinpKkQV/RU4DmVuT8u7Ln3qVX9L7fVlttVX44WnNaerudRYsWrfI5PUnmzJnT4Jzerl27bLzxxh+5RljKPdNYbe64445suumm+fa3v91gXceOHbPOOusk+X+/AXh/4t+5c+cMHDhw9RS6kpYV6iz97XiHDh2SpByIfXDuzJkz8+9//zv9+/ev97HKz33ucznggAPy5z//eZVquvfee7N48eKcd955y/3NybLe53bt2uWUU05ZpX0WVfT7IEnmz5+/zPd3ypQpWX/99bP99tuXl3Xv3r3eE2GBNceSJUty99135/DDD8/nPve5Bus32mijRtlPS+k/G2ywQb2v58+fn5dffrncU5YuSxp+JP/Pf/5z2rZtm1NPPbXe8jPOOCNLlizJ6NGjV7qeUqmUe++9N1/96lez8847L3fe4sWLG/ScI444IptuuulK77OoZ555Ji+//HLOOuusBh/LTep/byx9zz7YV6qrqzN79uz07t273vKm7ocAH6bI+Xdlz70nnHBC1ltvvXpzN9lkk1XqD41t9uzZGTt2bE488cR07969wfoi5/TkvX8rfPCc/p3vfGel728NK+K7idXm5ptvzlFHHZXrrrsuffr0yZNPPpk2bdpkm222yVFHHZUDDzwwzzzzTP7yl7+kpqYmI0eOzO9+97ust956+fa3v5033nijSW44+VH1798/p5xySv70pz9lypQpqaioyLe//e3MmzevHIYtXLgw48ePz9FHH51JkyZlzpw5eeGFFzJ+/Pj88Ic/zOjRo/M///M/ueGGG9KpU6d873vfy7x583LBBResUk1TpkzJL37xi5x33nl5/PHHc88996Smpia77rprZsyYkXPOOSd///vfM2fOnNx00035zW9+k1KplG9+85tNftly0e+D5L1/JH35y1/OGWeckRkzZmTatGkZN25cbrvttlxyySX505/+lN/85jdZZ511cvLJJ2fSpEkr/Ice8PH14x//OH369MlTTz2V66+/Pi+++GI22GCD7LTTTvnyl79cvj/nR9FS+s+LL76YRx55JM8880zmzJmTXXbZJUcccUSuvvrq8pyl58nf/OY3GTNmTBYvXpzbb789I0eOzMMPP5xf/OIX+fSnP51nn302BxxwQPr165f//u//rveQnZVxzjnn5IADDsijjz6a3//+95kwYUI23njjHHnkkdl7770zb968jBo1Kueff36GDh2av//979l+++1z/PHHl68eawqlUinf+ta3Mnr06IwfPz7Dhg3L9OnT06NHj/Tp0ydVVVU59NBDk/y/9+wXv/hFbrvttixatCgjR47Mu+++mz/84Q8ZPHhwrr/++vzzn/9M796907NnzyarG6CoDzv/ruy5d86cOXniiScybNiwdOvWLaeffnomT56c66+/fjUf2bJ997vfzRNPPJHnn38+119/faZOnZpu3bplzz33zKabbppevXolee/ihbq6upx99tnp0qVLampq8vDDD2f27Nn5wx/+kN/97ne566678te//jU77LBDDjzwwMyePbt5D441TrM/UtT4+Iylj4TfcMMN6y0fNmxYqbq6usH8sWPHlp5//vny123bti398Ic/LD3//POlBQsWlN56663S008/XTr33HNLFRUV5Xl9+/Yt/ec//ym9++67palTp5Z++MMflgYMGNDgkfbTpk0rjRw5cpn7HTt27EodW6lUKl111VUNli/vEcpL6+jVq1fplltuKf3v//5vacGCBaWZM2eW7r///tJOO+1Ubzt77LFH6emnny4tXLiwweOa99tvv9Ljjz9emj9/fmnu3Lml++67r7TNNtsUeu/fv+6DywcMGFB65plnyu/12LFjS/vvv395/Z577ln6+9//Xpo/f37p9ddfL1188cXlx1u//zHTw4YNK02bNm2l3s8P/t2/fxT9PujZs2fpkUceKc2fP79UKpXq/T18+ctfLj333HOlhQsXliZMmFA67rjjlvk+LO/vdenf4wcfM770seHLesy2YRjNOz7xiU+UrrrqqtIrr7xSqqmpKc2YMaP017/+tfStb32rlPy//38PP/zweq9b3v/vyzqvFu0/HzaWd87+YA9JGvaZc845p/SPf/yjNGfOnNL8+fNLL774Ymnw4MGltm3blue0bt269Otf/7o0a9as0uLFi+ud+9Zdd93S5ZdfXnr99ddLNTU1pZdeeqn0gx/8oEGNyzs/Ll33/j6VpPSpT32qdOONN5ZmzZpVWrBgQenll18uXXXVVaV27dqVkpTat29fuvTSS0vTp08vzZ8/v/T444+Xdt999wY9efPNNy+VSqVS//79C7+fy/u7XTp22GGH0l133VWaPXt2acGCBaVp06aVbrvttlKfPn3qzfvJT35Seu2110p1dXX1/h46duxYuv7660tvv/12ad68eaXbbruttNFGGzV4H1bUixvzZxLDMIz3jxWdf4uee5eeR48++ujSL37xi9LMmTNL8+fPL40cObL0qU99qt7+lvdz/PLOcyvqJ8saS/vAsnpTktIWW2xRuvHGG0szZswo1dTUlF577bXS/fffXzrssMPqzausrCy9/PLLpUWLFtX7+b1Vq1alIUOGlN54443SO++8Uxo9enRpyy23XO6/6z7488GK3oNV+XeRsWaOVv//HwAAAIA10D777JNHHnkkRxxxRO6+++7mLgc+9twzDQAAAAAKcs801njdunVb4foFCxakqqpqNVXz8de1a9e0b99+uesXL17cZE9tA2hu6667br0bNy/L7Nmzs2TJktVU0cdbu3btGjxw4YPmzZuXhQsXrqaKAFhVrVu3zic+8YkVznnnnXfKDw+Aj7tm/6ypYTTl+DDv/9y88eFj7NixK3w/3UPAMIw1eSy9Z9aKrMy91db2sfQePiuyMvdWMwzDMJY9Puzek40xlt4LbUU+eD9Ow/i4DvdMY423//77r3D9jBkzMmHChNVUzcffTjvtlK5duy53/YIFC/L3v/99NVYEsPpsscUW2XLLLVc454knnkhNTc1qqujjbf311//QpzCPHz8+M2fOXE0VAbCqOnTokL333nuFc6ZOnZpp06atpoqg6QjTAAAAAKAgDyAAAAAAgILW6gcQbLLJJqmurm7uMgDWGBUVFZkxY0Zzl9Fi6DMAjUufaUivAWg8RfvMWhumbbLJJpk+fXpzlwGwxunRo4d/6ESfAWgq+sz/o9cANL4ifWatDdOW/vamR48efpMD0AgqKioyffp059T/nz4D0Lj0mYb0GoDGszJ9Zq0N05aqrq7WeABoMvoMAE1NrwFYvTyAAAAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgto2dwEsW98z723uEtYao67o19wlANBM9Nvl0x/h4+OgU0dkQU1dc5fBauQcDc3LlWkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAU1WZjWunXrPPnkk7n77rvrLe/cuXNeffXVXHTRRUmSQw45JI888kiqqqoyf/78jBs3Lv3796/3ms033zylUil1dXXZZJNN6q3r3r17Fi1alFKplM0337ypDgcAAAAAmi5MW7JkSQYMGJCDDjooxx13XHn5VVddlTlz5uTCCy/Mqaeemvvuuy9PPvlkdt9993zhC1/Ibbfdluuuuy6XXnppg21Onz49J5xwQr1l/fv3z/Tp05vqMAAAAACgrEk/5jl58uT8+Mc/zlVXXZXu3bvn0EMPzTHHHJMTTjgh3bp1y+WXX54rr7wyP/nJTzJhwoRMmTIlV1xxRX74wx/mrLPOym677VZvezfddFMGDhxYb9nAgQNz0003NeVhAAAAAECS1XDPtKuuuirPPvtsbr755vz+97/Pz372szz33HM54ogj0r59+1x22WUNXvO73/0u1dXVOfbYY+stv//++9O1a9fstddeSZK99torXbt2zciRI5v6MAAAAAAgbVfHTk4++eRMnDgxzz33XC6++OIkSc+ePTN37tzMnDmzwfxFixZl6tSp6dmzZ4Plw4cPz6BBg/Lkk09m0KBBGT58eBYtWvShNbRv3z4dOnQof11RUfERjwoA/h99BoCmptcAtAyr5WmegwYNyvz587PFFltk0003/UjbGjp0aI488sh069YtRx55ZIYOHVrodYMHD05VVVV5uM8aAI1JnwGgqek1AC1Dk4dpe+65Z84444z07ds348aNyw033JAkmTRpUtZff/1svPHGDV7Trl27fOYzn8mkSZMarHvhhRcyceLEjBgxIhMmTMj48eML1TFkyJB07ty5PHr06PHRDgwA3kefAaCp6TUALUOThmmdOnXKjTfemGuvvTaPPPJIKisrs9tuu+Wkk07K3Xffndra2vzgBz9o8LqTTjop6623XkaMGLHM7Q4dOjR9+vQpfFVaktTW1qa6urreAIDGos8A0NT0GoCWoUnvmTZkyJC0atUqP/7xj5Mkr7zySs4666xcdtllGT16dH70ox/l8ssvz8KFC3PzzTdn0aJF+drXvpZf/vKXueyyyzJu3Lhlbvf666/PnXfemblz5zZl+QAAAABQT5OFab179853v/vd7LvvvlmwYEF5+e9///scdthhueGGG/LlL385U6dOzVlnnZXvf//7adOmTcaPH5+TTz45N95443K3vXjx4rz11ltNVToAAAAALFOThWmPPfZY2rVrt8x1Bx10UPnPI0eOzMiRI1e4rVdeeSWtWrVa7vpnn312hesBAAAAoDGslqd5AgAAAMCaQJgGAAAAAAUJ0wAAAACgIGEaAAAAABTUZA8g4KMZdUW/5i4BANZ4+i2wJnjw6mNTXV3d3GUArDVcmQYAAAAABQnTAAAAAKAgYRoAAAAAFCRMAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAWtdWHaKaeckvHjx2fcuHHNXQoAayB9BoCmptcANK9WSUrNXURzqKioSFVVVTp37pzq6urmLgfgY895tT7vB0Djcl5tyHsC0HhW5py61l2ZBgAAAACrSpgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBbZu7AJat75n3NncJfIhRV/Rr7hIA+IhaSr/VU4CP4qBTR2RBTV1zl0Ej0hegZXNlGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQY0app144ompqqpKmzZtysvWXXfd1NbWZuzYsfXm7rPPPimVStlyyy0zbdq0lEqlHH300Q22+cILL6RUKqV///7l16xo7LPPPo15SAAAAABQ1qhh2tixY1NRUZFddtmlvOxLX/pSZs6cmd133z0dOnQoL+/Tp09eeeWVTJ06NUny6quvZuDAgfW2t/vuu6d79+555513kiR///vf07179/K4/fbbM3r06HrL/v73vzfmIQEAAABAWaOGaZMmTcqMGTOy7777lpftu+++ue+++zJt2rTsscce9Za//2q1W265Jfvss0823XTT8rJBgwbllltuSV1dXZJk0aJFmTVrVnksWLAgNTU19ZYtWrSoMQ8JAAAAAMoa/Z5pY8eOTZ8+fcpf9+nTJ4888kgeffTR8vKOHTtm9913rxemzZo1K2PGjEn//v2TJJ06dcrRRx+doUOHNkpd7du3T0VFRb0BAI1FnwGgqek1AC1Dk4Rpe+21V9q0aZP11lsvO+64Yx599NE89thj5SvW9txzz3Ts2LHBfdSGDh2aAQMGJEmOOOKITJkyJc8++2yj1DV48OBUVVWVx/Tp0xtluwCQ6DMAND29BqBlaPQw7ZFHHsl6662XXXfdNV/60pcyadKkvPnmm3n00UfL903bd999M2XKlLz22mv1XvvAAw9kvfXWS+/evTNo0KBGuyotSYYMGZLOnTuXR48ePRpt2wCgzwDQ1PQagJahbWNvcGlI1qdPn3Tt2jWPPvpokuT//u//8tprr+WLX/xi+vTpk4cffrjBaxcvXpybb745F154YXbfffd8/etfb7S6amtrU1tb22jbA4D302cAaGp6DUDL0OhXpiXvfdRz3333zb777ptHHnmkvPyxxx7LwQcfnN12263BRzyXGjp0aPmhBXPnzm2K8gAAAABglTT6lWnJe2Hab3/727Rr1658ZVqSPProo7n66qvToUOH5YZpEydOzIYbbph33323KUoDAAAAgFXWZGHaOuuskwkTJuSNN94oL3/00UfTuXPnTJw4MTNnzlzu6+fMmdMUZQEAAADAR9IkYdorr7ySVq1aNVj+6quvLnP5FltsscLtde3adZnLBw4cuGoFAgAAAMAqaJJ7pgEAAADAmkiYBgAAAAAFCdMAAAAAoKAmuWcaH92oK/o1dwkAsMbTb4E1wYNXH5vq6urmLgNgreHKNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKCgts1dAMvW98x7m7uERjPqin7NXQIAAKyxDjp1RBbU1DV3GQArtCZlA65MAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoaLWEaWPHjs1///d/N1jev3//vP322/WW9ejRIzU1NXn++edXuM099tgjdXV1GTVqVKPWCgAAAADL0+KuTBswYEDuuOOOdO7cObvtttty51VWVuaqq65K7969s/HGG6/GCgEAAABYW7W4MG3gwIG5+eabc+utt6aysnKZc9Zdd90cffTRufbaa/PAAw9kwIABq7dIAAAAANZKLSpM69OnT9ZZZ5089NBDGT58eI455piss846DeYdddRRmThxYiZNmpThw4dn0KBBzVAtAAAAAGubFhWmVVZW5rbbbsuSJUsyfvz4TJ06NUceeeQy5w0fPjxJ8uCDD6ZLly7ZZ599Vrjt9u3bp6Kiot4AgMaizwDQ1PQagJahxYRpXbp0yWGHHVYOyZJk+PDhDT7q2bNnz+y2224ZMWJEkmTx4sW5/fbbl/uR0KUGDx6cqqqq8pg+fXrjHwQAay19BoCmptcAtAyrJUyrqqpKly5dGixff/31M2/evCTJcccdl06dOuWpp57KokWLsmjRolxyySX50pe+lK233rr8msrKyrRr1y4zZswozzv55JNz+OGHp3PnzsutYciQIencuXN59OjRo/EPFIC1lj4DQFPTawBahrarYycvvfRSDjjggAbLd9ppp0yaNCnJeyHZZZddlhtvvLHenGuuuSaDBg3K4MGD06ZNm5xwwgk588wz85e//KXevHvvvTfHHntsfve73y2zhtra2tTW1jbOAQHAB+gzADQ1vQagZVgtYdq1116bU089Nb/+9a/zhz/8ITU1NTnkkENy7LHH5qtf/Wp22GGH7Lzzzjn++OPz0ksv1XvtiBEjct555+WnP/1p+vbtm65du+aGG25IVVVVvXl33313KisrlxumAQAAAMBHtVo+5jlt2rT07t0722yzTR566KE89dRTOeqoo3LkkUdmzJgxqayszPjx4xsEaUnypz/9KZ/85Cfzla98JZWVlXnooYcaBGnJe2Harrvumu233351HBIAAAAAa6HVcmVakvzzn//MgQceuMx1p5122nJfN2vWrLRt+16ZI0eOXO68p59+Oq1atfpoRQIAAADACrSYp3kCAAAAQEsnTAMAAACAgoRpAAAAAFCQMA0AAAAAClptDyBg5Yy6ol9zlwAAAHwMPHj1samurm7uMgDWGq5MAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAApq29wFsGx9z7y3uUtoMUZd0a+5SwBgDbU6+61+BjSVg04dkQU1dc1dBo1Iz4CWzZVpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFfSzDtFKptMJx/vnnN3eJAAAAAKyB2jZ3Aauie/fu5T8fffTR+dnPfpbPfvaz5WXvvPNOc5QFAAAAwBruYxmmzZo1q/znefPmpVQq1VsGAAAAAE3hYxmmrYr27dunQ4cO5a8rKiqasRoA1jT6DABNTa8BaBk+lvdMWxWDBw9OVVVVeUyfPr25SwJgDaLPANDU9BqAlmGtCdOGDBmSzp07l0ePHj2auyQA1iD6DABNTa8BaBnWmo951tbWpra2trnLAGANpc8A0NT0GoCWYa25Mg0AAAAAPiphGgAAAAAUJEwDAAAAgII+9mHaTTfdlK5duzZ3GQAAAACsBT72YRoAAAAArC7CNAAAAAAoSJgGAAAAAAW1be4CWLZRV/Rr7hIAYI2n3wJrggevPjbV1dXNXQbAWsOVaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFCRMAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKKhtcxfAsvU9897mLgFWm1FX9GvuEoC1VEvqt86FwKo66NQRWVBT19xlQIun19JYXJkGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgholTNtoo41yzTXX5JVXXsnChQvzf//3f3nwwQfzxS9+MUkybdq0lEqllEql1NXVZfr06fnDH/6Q9ddfv7yN/v375+23317m9kulUr72ta8lSQ4++ODU1NRkxx13rDfnzDPPzOzZs9OtW7fGOCQAAAAAaKBRwrS77747O+64Y/r375+ePXvm0EMPzSOPPJINN9ywPOfcc89N9+7ds9lmm+X4449P796985vf/Gal9zV69Oj88Y9/zB//+Me0b98+SbLtttvmoosuyne/+93MmjWrMQ4JAAAAABpo+1E30KVLl/Tu3Tv77LNPHnvssSTJq6++mqeffrrevOrq6nLQNWPGjNx000059thjV2mfZ5xxRp5//vlceOGF+elPf5qbbropI0eOzB133PHRDgYAAAAAVuAjh2nvvPNOqqur069fv/zjH/9IbW3th75mk002yVe/+tU89dRTq7zPQYMGZcyYMdliiy3yqU99KgcddNAqbQsAAAAAivrIH/NcvHhxBgwYkP79+2fu3Ll54okn8otf/CLbb799vXmXXHJJqqur8+6772b69OkplUo588wzV3m/Y8eOzV133ZWjjz46p512WubMmbPC+e3bt09FRUW9AQCNRZ8BoKnpNQAtQ6PcM+2ee+7JJptskkMPPTQPPvhg9t133/zrX/9K//79y3MuvfTS9OrVK1/4whey3377JUkeeOCBtG69aiVssskmOeiggzJ//vx86Utf+tD5gwcPTlVVVXlMnz59lfYLAMuizwDQ1PQagJahUcK0JKmpqclDDz2Uiy66KHvttVduvPHGXHjhheX1b775ZqZMmZKXX345Y8eOzemnn5699torffr0SZJUVVVl3XXXTatWreptt0uXLkmSefPm1Vt+/fXX55lnnknfvn1z8sknp3fv3iusb8iQIencuXN59OjRozEOGwCS6DMAND29BqBl+Mj3TFueF198Mf369Vvu+sWLFydJOnXqlCR56aWX0q5du/Tq1Sv//ve/y/N22mmnJMmkSZPKyyorK7P33ntn++23z6uvvpprr702Q4cOzRe+8IW8++67y9xfbW1tofu5AcCq0GcAaGp6DUDL8JGvTNtggw3yt7/9Lccff3y23377fPrTn84RRxyRH/3oR7nvvvvK8yoqKtKtW7d07949u+66ay699NK88cYb+fvf/57kvfBtzJgxGTp0aPbbb798+tOfzoEHHphrrrkmt912W2bMmJEk2WyzzXLFFVfkrLPOyquvvpokOfvss1MqlXLxxRd/1MMBAAAAgOVqlKd5PvXUUznjjDPymc98Ju3atctrr72W66+/Pr/85S/L837+85/n5z//eZLkjTfeyNNPP50DDjig3oMDjj766Fx44YX53e9+l0022SSvv/56/vSnP5VflyQ33HBD/ud//ifXX399edmCBQsyYMCAPPLII7nrrrvy2GOPfdTDAgAAAIAGPnKYVltbm3POOSfnnHPOcudsscUWhbY1b968nH766Tn99NOXO+e//uu/lrn8ySefTLt27QrtBwAAAABWRaM9gAAAAAAA1nTCNAAAAAAoSJgGAAAAAAUJ0wAAAACgoI/8AAKaxqgr+jV3CQCwxtNvgTXBg1cfm+rq6uYuA2Ct4co0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFCRMAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoKC2zV0Ay9b3zHubu4RmM+qKfs1dAgBribW538L7+fnr4+2gU0dkQU1dc5cBNCLn5ZbNlWkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAWttjBt2LBhKZVKKZVKqa2tzdSpU3PJJZekQ4cO5TlL15dKpcybNy/jxo3LoYce2mBbhx12WMaOHZu5c+emuro6zz77bM4999x07dp1dR0OAAAAAGuh1Xpl2ujRo9O9e/dsueWWOeOMM3LiiSfmwgsvrDdnwIAB6d69e3bZZZc8+eSTueuuu/L5z3++vP6iiy7K7bffnqeffjoHH3xwPv/5z+cHP/hBdthhh3zzm99cnYcDAAAAwFqm7ercWU1NTWbNmpUkef311/PQQw/lv/7rv/LjH/+4PGfu3LmZNWtWZs2alXPPPTenn356+vTpkxdeeCG77rprfvKTn+T73/9+fvOb35Rf88orr+Shhx5Kly5dVufhAAAAALCWWa1h2vt97nOfyxe/+MW88sory1zfpk2bVFZWJklqa2uTJMcff3yqq6tzzTXXLPM18+bNW+7+2rdvX+8jpRUVFataOgA0oM8A0NT0GoCWYbWGaX379k11dXXatm2bjh07ZvHixTn11FPrzRkxYkQWL16cTp06pU2bNpk2bVruuOOOJMnWW2+dqVOnpq6ubqX3PXjw4FxwwQWNcRgA0IA+A0BT02sAWobVes+0sWPHplevXtl9991z4403ZtiwYbnnnnvqzTnjjDPSq1evHHzwwRk/fny+9a1v5e23306StGrVapX3PWTIkHTu3Lk8evTo8ZGOBQDeT58BoKnpNQAtw2q9Mm3+/PmZMmVKkmTQoEF59tlnM2jQoAwdOrQ8Z+bMmZkyZUqmTJmSgQMH5s9//nO22267zJ49O5MmTcree++dtm3brvTVabW1teWPiwJAY9NnAGhqeg1Ay7Bar0x7v1KplF/+8pe56KKL0rFjx2XOefrpp/PMM8/kJz/5SZLk1ltvTUVFRU455ZRlzvcAAgAAAACaUrOFaUly5513ZvHixfnud7+73DlXXnllTjzxxGyyySYZN25cLrnkklx++eW55JJLsscee2SzzTbLfvvtlzvuuCP9+/dfjdUDAAAAsLZp1jBt8eLFufrqq/OjH/0o66yzzjLnPPjgg5k2bVr56rQf//jHOe6447L77rtnzJgxGT9+fK644oo899xzuemmm1Zn+QAAAACsZVbbPdMGDhy4zOWXXHJJLrnkkiTLf8DAdtttV+/rO++8M3feeWfjFggAAAAAH6JZr0wDAAAAgI8TYRoAAAAAFCRMAwAAAICCVts901g5o67o19wlAMAaT78F1gQPXn1sqqurm7sMgLWGK9MAAAAAoCBhGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKCgtS5MO+WUUzJ+/PiMGzeuuUsBYA2kzwDQ1PQagObVKkmpuYtoDhUVFamqqkrnzp1TXV3d3OUAfOw5r9bn/QBoXM6rDXlPABrPypxT17or0wAAAABgVQnTAAAAAKAgYRoAAAAAFCRMAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAW1be4CWLa+Z97b3CWslUZd0a+5SwAo0wuanvM+sCY46NQRWVBT19xl0AT0KWiZXJkGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgpotTBs2bFhKpVJKpVJqamoyefLknHvuuWnTpk322Wef8rr3j5///OdJstz1pVIp3bp1a65DAgAAAGAN16xP8xw9enQGDhyYDh065Ctf+Up++9vfZtGiRfmf//mfJEnPnj1TVVVVnv/OO+/Ue/0H1yfJG2+80fSFAwAAALBWatYwraamJrNmzUqSXHfddfn617+eQw89tBymvfHGG5k3b95yX/9h6wEAAACgMbWoe6YtWLAg7du3b+4yAAAAAGCZmvXKtPfbf//9c+CBB+aqq64qL3v99dfrzdl8880zZ86c5a5/5ZVX8vnPf36Z22/fvn06dOhQ/rqioqIxygaAJPoMAE1PrwFoGZo1TOvbt2+qq6vTrl27tG7dOrfeemsuuOCC7LrrrkmSL33pS6muri7Pf/vtt+u9/oPrFy1atNx9DR48OBdccEHjHgAA/P/0GQCaml4D0DI0a5g2duzYnHzyyamtrc2MGTOyePHieuunTZu2wnuifdj69xsyZEiuuOKK8tcVFRWZPn36qhUOAB+gzwDQ1PQagJahWcO0+fPnZ8qUKatlX7W1tamtrV0t+wJg7aPPANDU9BqAlqHF3DNtVXzyk59Mx44d6y176623UldX10wVAQAAALAm+1iHaZMmTWqwbI899shTTz3VDNUAAAAAsKZrtjBt4MCBy1336KOPplWrVqu8HgAAAACaQuvmLgAAAAAAPi6EaQAAAABQkDANAAAAAAoSpgEAAABAQR/rp3muyUZd0a+5SwCgmekFABTx4NXHprq6urnLAFhruDINAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFCRMAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKKhtcxfAsvU9897mLgGazKgr+jV3CQBJ9FtoDn4OaHwHnToiC2rqmrsMWG2cR2hurkwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAACioUcK0YcOGpVQq5dprr22w7uqrr06pVMqwYcPqzf3gGD16dPbZZ59lrnv/2GeffZIkPXr0SE1NTZ5//vnGOAQAAAAA+FBtG2tDr776ao455picccYZWbhwYZKkQ4cOOe644/LKK6/Umzt69OgMHDiw3rKamprMnz8/3bt3Ly/79a9/nc6dO9ebO2fOnCTJgAEDcscdd6R3797ZbbfdMm7cuMY6FAAAAABYpkYL0/71r3/lM5/5TA477LDceuutSZLDDjssr776aqZNm1Zvbk1NTWbNmrXM7bx/+YIFC9KhQ4dlzh04cGBOOeWUvP7666msrBSmAQAAANDkGvWeaUOHDq13FdmgQYPKH+9sTH369Mk666yThx56KMOHD88xxxyTddZZZ4Wvad++fSoqKuoNAGgs+gwATU2vAWgZGjVMGz58ePbee+9sttlm2WyzzbLXXntl+PDhDeb17ds31dXV9cbgwYML76eysjK33XZblixZkvHjx2fq1Kk58sgjV/iawYMHp6qqqjymT5++0scHAMujzwDQ1PQagJahUcO0N998Mw888EAGDBiQgQMH5oEHHshbb73VYN7YsWPTq1eveuO6664rtI8uXbrksMMOqxfSDR8+PJWVlSt83ZAhQ9K5c+fy6NGjx8odHACsgD4DQFPTawBahka7Z9pSQ4cOzdVXX50k+e53v7vMOfPnz8+UKVNWafvHHXdcOnXqlKeeeqq8rFWrVmnTpk223nrrTJ48eZmvq62tTW1t7SrtEwA+jD4DQFPTawBahka9Mi1JHnzwwbRv3z7t2rXLmDFjGnvzqayszGWXXVbvqrYddtghjz32WAYNGtTo+wMAAACApRr9yrQlS5Zk2223Lf95WTp06JBu3brVW1ZXV7fMj4S+3w477JCdd945xx9/fF566aV660aMGJHzzjsvP/3pT7N48eKPcAQAAAAAsGyNfmVakvJDBZbn4IMPzsyZM+uNJ5544kO3W1lZmfHjxzcI0pLkT3/6Uz75yU/mK1/5ykeqHQAAAACWp1GuTBs4cOAK13/961+vN/fD5i9vu6eddtpy586aNStt2zb6hXYAAAAAUNYkV6YBAAAAwJpImAYAAAAABQnTAAAAAKAgNxlroUZd0a+5SwCANZ5+C6wJHrz62BU+AA6AxuXKNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFNS2uQtg2fqeeW9zlwB8DI26ol9zlwAfK/rth3NegZbvoFNHZEFNXXOXAUTfXFu4Mg0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFtYgwbdiwYSmVSrn22msbrLv66qtTKpUybNiwesv32GOP1NXVZdSoUaurTAAAAADWci0iTEuSV199Ncccc0w6duxYXtahQ4ccd9xxeeWVVxrMr6yszFVXXZXevXtn4403Xp2lAgAAALCWajFh2r/+9a+89tprOeyww8rLDjvssLz66qv597//XW/uuuuum6OPPjrXXnttHnjggQwYMGA1VwsAAADA2qjFhGlJMnTo0AwcOLD89aBBgxp8vDNJjjrqqEycODGTJk3K8OHDM2jQoNVZJgAAAABrqRYVpg0fPjx77713Nttss2y22WbZa6+9Mnz48AbzKisry8sffPDBdOnSJfvss88Kt92+fftUVFTUGwDQWPQZAJqaXgPQMrSoMO3NN98sf2xz4MCBeeCBB/LWW2/Vm9OzZ8/stttuGTFiRJJk8eLFuf3221NZWbnCbQ8ePDhVVVXlMX369CY7DgDWPvoMAE1NrwFoGVpUmJa891HPAQMGpH///hk6dGiD9ZWVlWnXrl1mzJiRRYsWZdGiRTn55JNz+OGHp3Pnzsvd7pAhQ9K5c+fy6NGjR1MeBgBrGX0GgKam1wC0DG2bu4APevDBB9O+ffuUSqWMGTOm3ro2bdrkhBNOyJlnnpm//OUv9dbde++9OfbYY/O73/1umdutra1NbW1tk9UNwNpNnwGgqek1AC1DiwvTlixZkm233bb85/fr27dvunbtmhtuuCFVVVX11t19992prKxcbpgGAAAAAB9Vi/uYZ5JUV1enurq6wfLKyso89NBDDYK05L0wbdddd83222+/OkoEAAAAYC3UIq5MGzhw4ArXf/3rX//QbTz99NNp1apVY5UEAAAAAA20yCvTAAAAAKAlEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAW1iAcQ0NCoK/o1dwkAsMbTb4E1wYNXH5vq6urmLgNgreHKNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKCgts1dAMvW98x7m7sEVsKoK/o1dwkArAL9tnHph9A8Djp1RBbU1DV3GcBHpI9+fLgyDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgoGYL04YNG5Y//elP5T+XSqWUSqXU1NRk8uTJOffcc9OmTZskyT777JNSqZQ5c+akQ4cO9bazyy67lF8LAAAAAE2pxVyZNnr06HTv3j1bb711Lr/88lxwwQX54Q9/WG9OdXV1vv71r9dbVllZmVdeeWV1lgoAAADAWqrFhGk1NTWZNWtWXn311Vx33XV56KGHcuihh9abc9NNN2XQoEHlrzt27JhjjjkmN9100+ouFwAAAIC1UIsJ0z5owYIFad++fb1lN998c770pS/lU5/6VJLk8MMPz//+7//mX//614dur3379qmoqKg3AKCx6DMANDW9BqBlaJFh2v77758DDzwwDz/8cL3lb7zxRkaPHp0BAwYkSQYNGpShQ4cW2ubgwYNTVVVVHtOnT2/ssgFYi+kzADQ1vQagZWgxYVrfvn1TXV2dhQsXZvTo0bn99ttzwQUXNJg3dOjQDBgwIFtssUX23HPP3HLLLYW2P2TIkHTu3Lk8evTo0chHAMDaTJ8BoKnpNQAtQ9vmLmCpsWPH5uSTT05tbW1mzJiRxYsXL3Pe6NGj8/vf/z433HBDRo4cmTlz5hTafm1tbWpraxuzZAAo02cAaGp6DUDL0GLCtPnz52fKlCkfOm/x4sX54x//mLPPPjsHHXTQaqgMAAAAAN7TYj7muTLOPffcbLTRRhkzZkxzlwIAAADAWqTZwrTWrVunrq5ulV67aNGivPXWW41cEQAAAACsWLN9zPOTn/xkXn755STJwIEDVzj30UcfTatWrZa7/r777lvhegAAAABoDKv9yrT1118/hxxySPbdd9889NBDq3v3AAAAALDKVvuVaUOHDs2uu+6ayy+/PPfdd9/q3j0AAAAArLLVHqYddthhq3uXAAAAANAomu2eaazYqCv6NXcJALDG02+BNcGDVx+b6urq5i4DYK3RbE/zBAAAAICPG2EaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFCRMAwAAAICChGkAAAAAUFDb5i6AZet75r3NXQJ8LI26ol9zlwB8jOi3Tc95GZreQaeOyIKauuYuA1YbvYXm5so0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFLRKYVq3bt1y5ZVXZvLkyVmwYEFmzpyZJ554IieddFI6depUnrfnnnvmgQceyJw5c7JgwYI899xzOeOMM9K6dcPdHnLIIXnkkUdSVVWV+fPnZ9y4cenfv/8y93/YYYflb3/7W+bMmZN33303EydOzA033JBevXqtyuEAAAAAQCErHaZtscUW+fe//50DDjgg55xzTnbcccfsueee+dWvfpW+ffvmy1/+cpKkX79+efTRR/P666+nT58+2WabbfLrX/86P/3pT3PbbbfV2+app56a++67L08++WR23333fOELX8htt92W6667Lpdeemm9uRdffHFuv/32/Oc//8mhhx6az372sznuuOMyderUDBky5CO8FQAAAACwYm1X9gXXXHNN6urqsssuu+Tdd98tL582bVruv//+JMk666yT66+/Pvfff39OPPHE8pwbbrghs2bNysiRI3PUUUfljjvuyKabbprLL788V155ZX7yk5+U515xxRWpra3NVVddlTvvvDPjxo3L7rvvnrPPPjunnXZarrrqqvLc1157Lf/6179W6Q0AAAAAgKJW6sq0DTbYIAcccEB++9vf1gvSPuiAAw7IRhttlMsuu6zBulGjRuWll17KsccemyQ54ogj0r59+2XO/d3vfpfq6ury3GOPPTbV1dW55pprVqZsAAAAAGgUK3Vl2lZbbZXWrVvnpZdeqrd89uzZ6dixY5Lkt7/9bebMmZMkmTBhwjK3M3HixPTs2TNJ0rNnz8ydOzczZ85sMG/RokWZOnVqvblTp07N4sWLy3POOOOM/OxnPyt/3aNHj1RVVTXYVvv27dOhQ4fy1xUVFYWOGQCK0GcAaGp6DUDL0ChP89xtt93Sq1evjB8/vt7JvVWrVo2x+RUaOnRoevXqlRNPPDHrrbfecvc5ePDgVFVVlcf06dObvDYA1h76DABNTa8BaBlWKkx7+eWXs2TJknz2s5+tt3zatGmZMmVKFixYkCSZNGlSkmTbbbdd5na23Xbb8pxJkyZl/fXXz8Ybb9xgXrt27fKZz3ymPHfy5MnZcsst07bt/7ugbt68eZkyZcqHNpIhQ4akc+fO5dGjR4+CRw0AH06fAaCp6TUALcNKhWlz5szJX//615x66qlZZ511ljvvL3/5S95666384Ac/aLDuq1/9anr27JkRI0YkSe6+++7U1tYuc+5JJ52U9dZbrzx3xIgRqaioyCmnnLIyZSdJamtrU11dXW8AQGPRZwBoanoNQMuw0k/zPOWUU/Lkk0/mn//8Zy644II899xzWbJkSXbddddss802eeaZZ/Luu+/mxBNPzG233Zbf/e53ufrqq1NVVZX9998/l156ae68887ccccdSd57EuePfvSjXH755Vm4cGFuvvnmLFq0KF/72tfyy1/+MpdddlnGjRuXJPnHP/6Ryy67LJdffnk233zz3HPPPXnttdey8cYbp7KyMkuWLMmSJUsa9x0CAAAAgP/fSodpU6dOzY477phzzjknQ4YMyaabbpqampq8+OKLueyyy8pP2rz77rvTp0+f/OQnP8njjz+ejh07ZvLkyfnFL36RK6+8st42f/3rX2fq1Kk566yz8v3vfz9t2rTJ+PHjc/LJJ+fGG2+sN/eHP/xhxo0bl5NPPjmDBg3KOuusk1mzZuWxxx7Lnnvu6bczAAAAADSZlQ7TkmTmzJk57bTTctppp61w3hNPPJGDDz640DZHjhyZkSNHFpp755135s477yw0FwAAAAAaS6M8zRMAAAAA1gbCNAAAAAAoSJgGAAAAAAUJ0wAAAACgoFV6AAFNb9QV/Zq7BABY4+m3wJrgwauPTXV1dXOXAbDWcGUaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUtNaFaaecckrGjx+fcePGNXcpAKyB9BkAmppeA9C8WiUpNXcRzaGioiJVVVXp3Llzqqurm7scgI8959X6vB8Ajct5tSHvCUDjWZlz6lp3ZRoAAAAArCphGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQcI0AAAAAChImAYAAAAABbVt7gJYtr5n3rvKrx11Rb9GqwMAWqqP0iuX0jOBNcFBp47Igpq65i4DWgz9nabmyjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUJEwDAAAAgIJaRJjWrVu3XHnllZk8eXIWLFiQmTNn5oknnshJJ52UTp06JUmmTZuWUqmUo48+usHrX3jhhZRKpfTv3391lw4AAADAWqRtcxewxRZb5Mknn8zcuXNzzjnn5Pnnn09NTU223377fOc738n06dMzcuTIJMmrr76agQMH5vbbby+/fvfdd0/37t3zzjvvNNchAAAAALCWaPYw7ZprrkldXV122WWXvPvuu+Xl06ZNy/33319v7i233JIzzjgjm266aV5//fUkyaBBg3LLLbfkhBNOWK11AwAAALD2adaPeW6wwQY54IAD8tvf/rZekLY8s2bNypgxY8of5+zUqVOOPvroDB069ENf2759+1RUVNQbANBY9BkAmppeA9AyNGuYttVWW6V169Z56aWX6i2fPXt2qqurU11dnYsvvrjeuqFDh2bAgAFJkiOOOCJTpkzJs88++6H7Gjx4cKqqqspj+vTpjXYcAKDPANDU9BqAlqFFPIDgg3bbbbf06tUr48ePT4cOHeqte+CBB7Leeuuld+/eGTRoUKGr0pJkyJAh6dy5c3n06NGjKUoHYC2lzwDQ1PQagJahWe+Z9vLLL2fJkiX57Gc/W2/5tGnTkiQLFixo8JrFixfn5ptvzoUXXpjdd989X//61wvtq7a2NrW1tR+9aABYBn0GgKam1wC0DM16ZdqcOXPy17/+NaeeemrWWWedwq8bOnRo9t1339x3332ZO3du0xUIAAAAAO/T7E/zPOWUU/Lkk0/mn//8Zy644II899xzWbJkSXbddddss802eeaZZxq8ZuLEidlwww0LPbQAAAAAABpLs4dpU6dOzY477phzzjknQ4YMyaabbpqampq8+OKLueyyy3LNNdcs83Vz5sxZzZUCAAAAsLZr9jAtSWbOnJnTTjstp5122nLnbLHFFivcRteuXRu7LAAAAACop0U+zRMAAAAAWiJhGgAAAAAUJEwDAAAAgIJaxD3TaGjUFf2auwQAaNH0SoD3PHj1samurm7uMgDWGq5MAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFCdMAAAAAoCBhGgAAAAAUJEwDAAAAgIKEaQAAAABQkDANAAAAAAoSpgEAAABAQW2buwCWre+Z9zZ3CavNqCv6NXcJAKyl1qZ+C6vKz2ot30GnjsiCmrrmLgNWC+ckWgJXpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKCgFhmmdevWLVdeeWUmT56cBQsWZObMmXniiSdy0kknpVOnTkmSadOmpVQqNRhnn312M1cPAAAAwJqqxT3Nc4sttsiTTz6ZuXPn5pxzzsnzzz+fmpqabL/99vnOd76T6dOnZ+TIkUmSc889N9dff32911dXVzdH2QAAAACsBVpcmHbNNdekrq4uu+yyS959993y8mnTpuX++++vN7e6ujqzZs1a3SUCAAAAsJZqUR/z3GCDDXLAAQfkt7/9bb0gDQAAAABaghYVpm211VZp3bp1XnrppXrLZ8+enerq6lRXV+fiiy8uL7/kkkvKy5eOvffee5nbbt++fSoqKuoNAGgs+gwATU2vAWgZWlSYtjy77bZbevXqlfHjx6dDhw7l5Zdeeml69epVb/zzn/9c5jYGDx6cqqqq8pg+ffrqKh+AtYA+A0BT02sAWoYWFaa9/PLLWbJkST772c/WWz5t2rRMmTIlCxYsqLf8zTffzJQpU+qNhQsXLnPbQ4YMSefOncujR48eTXYcAKx99BkAmppeA9AytKgHEMyZMyd//etfc+qpp+aqq65q1Pum1dbWpra2ttG2BwDvp88A0NT0GoCWoUVdmZYkp5xyStq2bZt//vOfOeqoo7LNNtukZ8+eOf7447PNNttk8eLF5bkVFRXp1q1bveG+AQAAAAA0lRYXpk2dOjU77rhjHnrooQwZMiTPPvts/vnPf+Z73/teLrvsspx77rnluT//+c8zc+bMeuNXv/pVM1YPAAAAwJqsRX3Mc6mZM2fmtNNOy2mnnbbcOVtsscVqrAgAAAAAWuCVaQAAAADQUgnTAAAAAKAgYRoAAAAAFCRMAwAAAICCWuQDCEhGXdGvuUsAgDWefgusCR68+thUV1c3dxkAaw1XpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFCRMAwAAAICChGkAAAAAUJAwDQAAAAAKEqYBAAAAQEHCNAAAAAAoSJgGAAAAAAUJ0wAAAACgIGEaAAAAABQkTAMAAACAgoRpAAAAAFCQMA0AAAAAChKmAQAAAEBBwjQAAAAAKEiYBgAAAAAFtW3uAli2vmfe29wlQJMYdUW/5i4BoOzD+q1zFvBxcNCpI7Kgpq65ywCakJ9JWhZXpgEAAABAQcI0AAAAAChImAYAAAAABQnTAAAAAKAgYRoAAAAAFLTaw7Rhw4alVCqVx5tvvpnRo0dn++23L895//pFixbllVdeyeWXX5727dund+/eqa2tzV577VVvu+uss06mTJmSSy+9dHUfEgAAAABriWa5Mm306NHp3r17unfvnv333z91dXUZNWpUvTkDBgxI9+7ds8UWW+SUU07JN7/5zfz0pz/NY489lquuuio33nhj1llnnfL8X/3qV1mwYEF++tOfru7DAQAAAGAt0SxhWk1NTWbNmpVZs2bl2WefzcUXX5zNNtssG220UXnO3LlzM2vWrLz++ut54IEHct9992WnnXZKkpxzzjmpra3NJZdckiTZd999861vfSsnnHBCampqmuOQAAAAAFgLtG3uAtZdd9184xvfyOTJk/PWW28tc87WW2+d/fbbLzfeeGOS98K4E044IX//+9/z17/+NVdeeWV++ctf5l//+tdy99O+fft06NCh/HVFRUWjHgcAazd9BoCmptcAtAzNcmVa3759U11dnerq6rzzzjs59NBDc/TRR6dUKpXnjBgxItXV1VmwYEEmTZqU8ePHZ8iQIeX1zzzzTIYMGZJ77rknb731Vn7xi1+scJ+DBw9OVVVVeUyfPr3Jjg+AtY8+A0BT02sAWoZmCdPGjh2bXr16pVevXtl1110zZsyYjB49Opt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" }, "metadata": {}, - "output_type": "display_data" + "output_type": "display_data", + "jetTransient": { + "display_id": null + } } ], - "source": [ - "fig, axs = plt.subplots(1, len(return_methods), sharey=True, figsize=(15, 10))\n", - "\n", - "for i, method in enumerate(return_methods):\n", - " mu = expected_returns.return_model(past_df, method=method)\n", - " axs[i].set_title(method)\n", - " mu.plot.barh(ax=axs[i])" - ] + "execution_count": 50 }, { "cell_type": "markdown", @@ -370,8 +450,9 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3", - "name": "python3" + "display_name": "Python 3 (ipykernel)", + "name": "python3", + "language": "python" }, "language_info": { "codemirror_mode": { diff --git a/cookbook/2-Mean-Variance-Optimisation.ipynb b/cookbook/2-Mean-Variance-Optimisation.ipynb index 7aba6f28..43e9f1a4 100644 --- a/cookbook/2-Mean-Variance-Optimisation.ipynb +++ b/cookbook/2-Mean-Variance-Optimisation.ipynb @@ -34,29 +34,23 @@ "To download data, we will use `yfinance`, an excellent library that provides free price data from Yahoo Finance, no API key needed.\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pyportfolio/pyportfolioopt/blob/master/cookbook/2-Mean-Variance-Optimisation.ipynb)\n", - " \n", + "\n", "[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/PyPortfolio/PyPortfolioOpt/blob/main/cookbook/2-Mean-Variance-Optimisation.ipynb)\n", - " \n", + "\n", "[![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/pyportfolio/pyportfolioopt/blob/master/cookbook/2-Mean-Variance-Optimisation.ipynb)\n", - " \n", + "\n", "[![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/pyportfolio/pyportfolioopt/blob/master/cookbook/2-Mean-Variance-Optimisation.ipynb)" ] }, { - "cell_type": "code", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "69vaYVwZ-Cxz", - "outputId": "dee1bf4a-82ee-4909-e26b-217899258cf2", "ExecuteTime": { - "end_time": "2025-11-12T08:10:54.267009Z", - "start_time": "2025-11-12T08:10:53.573242Z" + "end_time": "2025-11-15T08:22:02.146987Z", + "start_time": "2025-11-15T08:22:02.015742Z" } }, + "cell_type": "code", "source": [ - "!pip install pandas numpy matplotlib yfinance PyPortfolioOpt\n", "import os\n", "if not os.path.isdir('data'):\n", " os.system('git clone https://github.com/pyportfolio/pyportfolioopt.git')\n", @@ -67,165 +61,84 @@ "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: pandas in /Users/thomasschmelzer/projects/PyPortfolioOpt/.venv/lib/python3.12/site-packages (2.3.3)\r\n", - "Requirement already satisfied: numpy in /Users/thomasschmelzer/projects/PyPortfolioOpt/.venv/lib/python3.12/site-packages (2.3.4)\r\n", - "Requirement already satisfied: 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"execution_count": 7 + "execution_count": 205 }, { - "cell_type": "code", "metadata": { - "id": "shuJGGeo9ny8", "ExecuteTime": { - "end_time": "2025-11-12T08:10:54.280850Z", - "start_time": "2025-11-12T08:10:54.278023Z" + "end_time": "2025-11-15T08:22:02.160526Z", + "start_time": "2025-11-15T08:22:02.155797Z" } }, + "cell_type": "code", "source": [ - "import yfinance as yf\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np" ], "outputs": [], - "execution_count": 8 + "execution_count": 206 }, { - "cell_type": "code", "metadata": { - "id": "c4r8LJdC9ny8", "ExecuteTime": { - "end_time": "2025-11-12T08:10:54.304666Z", - "start_time": "2025-11-12T08:10:54.301956Z" + "end_time": "2025-11-15T08:22:02.171280Z", + "start_time": "2025-11-15T08:22:02.168451Z" } }, + "cell_type": "code", "source": [ - "tickers = [\"MSFT\", \"AMZN\", \"KO\", \"MA\", \"COST\", \n", - " \"LUV\", \"XOM\", \"PFE\", \"JPM\", \"UNH\", \n", - " \"ACN\", \"DIS\", \"GILD\", \"F\", \"TSLA\"] " + "tickers = [\"MSFT\", \"AMZN\", \"KO\", \"MA\", \"COST\",\n", + " \"LUV\", \"XOM\", \"PFE\", \"JPM\", \"UNH\",\n", + " \"ACN\", \"DIS\", \"GILD\", \"F\", \"TSLA\"]" ], "outputs": [], - "execution_count": 9 + "execution_count": 207 }, { - "cell_type": "code", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "XWdfXpB69ny9", - "outputId": "e60980bf-21e3-470f-a4f7-99da82c820a4", "ExecuteTime": { - "end_time": "2025-11-12T08:10:56.505627Z", - "start_time": "2025-11-12T08:10:54.345590Z" + "end_time": "2025-11-15T08:22:02.223321Z", + "start_time": "2025-11-15T08:22:02.182063Z" } }, - "source": "ohlc = yf.download(tickers, period=\"max\").loc[\"1990\":]", - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/_3/k_9k5d5n5zz57w7qfll9rzs40000gn/T/ipykernel_59786/3860718606.py:1: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", - " ohlc = yf.download(tickers, period=\"max\").loc[\"1990\":]\n", - "[*********************100%***********************] 15 of 15 completed\n" - ] - } - ], - "execution_count": 10 - }, - { "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 388 - }, - "id": "S7voZG_T9ny-", - "outputId": "de26041a-af6d-4554-eb32-1eb9d57d5f3e", - "ExecuteTime": { - "end_time": "2025-11-12T08:10:56.559652Z", - "start_time": "2025-11-12T08:10:56.550372Z" - } - }, "source": [ - "prices = ohlc[\"Close\"].dropna(how=\"all\")\n", - "prices.tail()" + "prices = pd.read_csv(\"data/prices.csv\", parse_dates=True, index_col=\"Date\")[tickers]\n", + "prices.tail()\n", + "\n" ], "outputs": [ { "data": { "text/plain": [ - "Ticker ACN AMZN COST DIS F \\\n", + " MSFT AMZN KO MA COST \\\n", "Date \n", - "2025-11-05 247.820007 250.199997 935.030029 111.360001 12.960114 \n", - "2025-11-06 241.339996 243.039993 923.580017 110.489998 12.969999 \n", - "2025-11-07 245.759995 244.410004 922.739990 110.739998 13.210000 \n", - "2025-11-10 244.550003 248.399994 915.559998 112.239998 13.160000 \n", - "2025-11-11 242.559998 249.100006 913.859985 114.849998 13.300000 \n", + "2025-11-10 506.000000 248.399994 70.519997 552.960022 915.559998 \n", + "2025-11-11 508.679993 249.100006 71.610001 558.349976 913.859985 \n", + "2025-11-12 511.140015 244.199997 71.510002 561.229980 914.000000 \n", + "2025-11-13 503.290009 237.580002 71.070000 555.570007 925.080017 \n", + "2025-11-14 510.179993 234.690002 71.160004 545.729980 922.979980 \n", "\n", - "Ticker GILD JPM KO LUV MA \\\n", + " LUV XOM PFE JPM UNH \\\n", "Date \n", - "2025-11-05 122.580002 311.679993 68.510002 31.620001 553.309998 \n", - "2025-11-06 123.400002 313.420013 69.059998 31.510000 553.280029 \n", - "2025-11-07 118.839996 314.209991 70.550003 32.450001 551.969971 \n", - "2025-11-10 118.150002 316.890015 70.519997 32.660000 552.960022 \n", - "2025-11-11 122.559998 315.619995 71.610001 31.990000 558.349976 \n", + "2025-11-10 32.660000 117.194946 24.389999 316.890015 321.579987 \n", + "2025-11-11 31.990000 118.741417 25.510000 315.619995 327.450012 \n", + "2025-11-12 33.340000 117.095818 25.870001 320.410004 339.059998 \n", + "2025-11-13 33.040001 117.760002 25.790001 309.480011 332.519989 \n", + "2025-11-14 32.820000 119.290001 25.059999 303.609985 321.859985 \n", "\n", - "Ticker MSFT PFE TSLA UNH XOM \n", - "Date \n", - "2025-11-05 507.160004 24.184153 462.070007 327.739990 113.680000 \n", - "2025-11-06 497.100006 24.420000 445.910004 321.559998 114.500000 \n", - "2025-11-07 496.820007 24.430000 429.519989 324.209991 117.220001 \n", - "2025-11-10 506.000000 24.389999 445.230011 321.579987 118.220001 \n", - "2025-11-11 508.679993 25.510000 439.619995 327.450012 119.779999 " + " ACN DIS GILD F TSLA \n", + "Date \n", + "2025-11-10 244.550003 112.239998 118.150002 13.16 445.230011 \n", + "2025-11-11 242.559998 114.849998 122.559998 13.30 439.619995 \n", + "2025-11-12 246.529999 116.650002 123.400002 13.45 430.600006 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" }, "metadata": {}, "output_type": "display_data", @@ -416,7 +329,7 @@ } } ], - "execution_count": 12 + "execution_count": 209 }, { "cell_type": "markdown", @@ -437,8 +350,8 @@ "id": "dTFkI4ll9ny-", "outputId": "2a0c7a48-d357-4445-bdd1-44dbe901c17a", "ExecuteTime": { - "end_time": "2025-11-12T08:10:57.706490Z", - "start_time": "2025-11-12T08:10:56.962206Z" + "end_time": "2025-11-15T08:22:02.630574Z", + "start_time": "2025-11-15T08:22:02.628736Z" } }, "source": [ @@ -452,12 +365,12 @@ "'1.5.6'" ] }, - "execution_count": 13, + "execution_count": 210, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 13 + "execution_count": 210 }, { "cell_type": "code", @@ -469,8 +382,8 @@ "id": "0hDN8ZJG9ny_", "outputId": "35244fed-56ac-4207-ee84-736e924b1210", "ExecuteTime": { - "end_time": "2025-11-12T08:10:57.740565Z", - "start_time": "2025-11-12T08:10:57.719628Z" + "end_time": "2025-11-15T08:22:02.699903Z", + "start_time": "2025-11-15T08:22:02.686967Z" } }, "source": [ @@ -484,59 +397,56 @@ { "data": { "text/plain": [ - "Ticker ACN AMZN COST DIS F GILD JPM \\\n", - "Ticker \n", - "ACN 0.087879 0.045211 0.027071 0.039502 0.042549 0.027293 0.044863 \n", - "AMZN 0.045211 0.307429 0.045653 0.054003 0.051213 0.052769 0.061962 \n", - "COST 0.027071 0.045653 0.092634 0.027938 0.029847 0.025282 0.035684 \n", - "DIS 0.039502 0.054003 0.027938 0.089013 0.042917 0.030226 0.049604 \n", - "F 0.042549 0.051213 0.029847 0.042917 0.150588 0.028601 0.059010 \n", - "GILD 0.027293 0.052769 0.025282 0.030226 0.028601 0.217525 0.039475 \n", - "JPM 0.044863 0.061962 0.035684 0.049604 0.059010 0.039475 0.133386 \n", - "KO 0.019031 0.018045 0.017898 0.021648 0.022414 0.016203 0.024977 \n", - "LUV 0.036189 0.046514 0.028906 0.041307 0.050190 0.029633 0.052660 \n", - "MA 0.043097 0.052424 0.030250 0.046985 0.056848 0.029258 0.062078 \n", - "MSFT 0.039949 0.070593 0.033754 0.037004 0.038372 0.032517 0.045667 \n", - "PFE 0.024414 0.028826 0.022277 0.024385 0.024299 0.031389 0.031981 \n", - "TSLA 0.042784 0.068915 0.030881 0.044845 0.059557 0.028156 0.042675 \n", - "UNH 0.028149 0.031414 0.023572 0.028374 0.028534 0.032010 0.037662 \n", - "XOM 0.027694 0.024803 0.017215 0.027860 0.030204 0.019950 0.034202 \n", + " MSFT AMZN KO MA COST LUV XOM \\\n", + "MSFT 0.098104 0.070571 0.020713 0.045285 0.033736 0.033359 0.023624 \n", + "AMZN 0.070571 0.307353 0.018045 0.052417 0.045624 0.046477 0.024792 \n", + "KO 0.020713 0.018045 0.047327 0.023758 0.017890 0.019158 0.019541 \n", + "MA 0.045285 0.052417 0.023758 0.105833 0.030228 0.045168 0.037286 \n", + "COST 0.033736 0.045624 0.017890 0.030228 0.092607 0.028893 0.017210 \n", + "LUV 0.033359 0.046477 0.019158 0.045168 0.028893 0.137166 0.022834 \n", + "XOM 0.023624 0.024792 0.019541 0.037286 0.017210 0.022834 0.061632 \n", + "PFE 0.025924 0.028821 0.021341 0.028945 0.022271 0.024146 0.021520 \n", + "JPM 0.045662 0.061970 0.024974 0.062082 0.035663 0.052673 0.034173 \n", + "UNH 0.029696 0.031412 0.021764 0.037418 0.023560 0.030281 0.022484 \n", + "ACN 0.039924 0.045177 0.019019 0.043082 0.027060 0.036200 0.027666 \n", + "DIS 0.037022 0.054056 0.021655 0.047021 0.027906 0.041335 0.027828 \n", + "GILD 0.032499 0.052730 0.016195 0.029235 0.025278 0.029627 0.019942 \n", + "F 0.038364 0.051201 0.022409 0.056831 0.029833 0.050191 0.030185 \n", + "TSLA 0.052804 0.069015 0.014590 0.046908 0.030807 0.047609 0.026312 \n", "\n", - "Ticker KO LUV MA MSFT PFE TSLA UNH \\\n", - "Ticker \n", - "ACN 0.019031 0.036189 0.043097 0.039949 0.024414 0.042784 0.028149 \n", - "AMZN 0.018045 0.046514 0.052424 0.070593 0.028826 0.068915 0.031414 \n", - "COST 0.017898 0.028906 0.030250 0.033754 0.022277 0.030881 0.023572 \n", - "DIS 0.021648 0.041307 0.046985 0.037004 0.024385 0.044845 0.028374 \n", - "F 0.022414 0.050190 0.056848 0.038372 0.024299 0.059557 0.028534 \n", - "GILD 0.016203 0.029633 0.029258 0.032517 0.031389 0.028156 0.032010 \n", - "JPM 0.024977 0.052660 0.062078 0.045667 0.031981 0.042675 0.037662 \n", - "KO 0.047342 0.019165 0.023770 0.020717 0.021349 0.014569 0.021770 \n", - "LUV 0.019165 0.137159 0.045174 0.033364 0.024131 0.047666 0.030239 \n", - "MA 0.023770 0.045174 0.105872 0.045315 0.028930 0.046905 0.037390 \n", - "MSFT 0.020717 0.033364 0.045315 0.098125 0.025940 0.052774 0.029705 \n", - "PFE 0.021349 0.024131 0.028930 0.025940 0.070425 0.017049 0.027943 \n", - "TSLA 0.014569 0.047666 0.046905 0.052774 0.017049 0.335304 0.026924 \n", - "UNH 0.021770 0.030239 0.037390 0.029705 0.027943 0.026924 0.130707 \n", - "XOM 0.019547 0.022862 0.037327 0.023631 0.021544 0.026332 0.022519 \n", + " PFE JPM UNH ACN DIS GILD F \\\n", + "MSFT 0.025924 0.045662 0.029696 0.039924 0.037022 0.032499 0.038364 \n", + "AMZN 0.028821 0.061970 0.031412 0.045177 0.054056 0.052730 0.051201 \n", + "KO 0.021341 0.024974 0.021764 0.019019 0.021655 0.016195 0.022409 \n", + "MA 0.028945 0.062082 0.037418 0.043082 0.047021 0.029235 0.056831 \n", + "COST 0.022271 0.035663 0.023560 0.027060 0.027906 0.025278 0.029833 \n", + "LUV 0.024146 0.052673 0.030281 0.036200 0.041335 0.029627 0.050191 \n", + "XOM 0.021520 0.034173 0.022484 0.027666 0.027828 0.019942 0.030185 \n", + "PFE 0.070430 0.031995 0.027976 0.024423 0.024404 0.031381 0.024302 \n", + "JPM 0.031995 0.133392 0.037701 0.044854 0.049679 0.039451 0.059011 \n", + "UNH 0.027976 0.037701 0.130738 0.028169 0.028439 0.031999 0.028549 \n", + "ACN 0.024423 0.044854 0.028169 0.087851 0.039488 0.027286 0.042536 \n", + "DIS 0.024404 0.049679 0.028439 0.039488 0.089168 0.030188 0.042940 \n", + "GILD 0.031381 0.039451 0.031999 0.027286 0.030188 0.217454 0.028588 \n", + "F 0.024302 0.059011 0.028549 0.042536 0.042940 0.028588 0.150548 \n", + "TSLA 0.017024 0.042772 0.026934 0.042710 0.045132 0.028063 0.059551 \n", "\n", - "Ticker XOM \n", - "Ticker \n", - "ACN 0.027694 \n", - "AMZN 0.024803 \n", - "COST 0.017215 \n", - "DIS 0.027860 \n", - "F 0.030204 \n", - "GILD 0.019950 \n", - "JPM 0.034202 \n", - "KO 0.019547 \n", - "LUV 0.022862 \n", - "MA 0.037327 \n", - "MSFT 0.023631 \n", - "PFE 0.021544 \n", - "TSLA 0.026332 \n", - "UNH 0.022519 \n", - "XOM 0.061641 " + " TSLA \n", + "MSFT 0.052804 \n", + "AMZN 0.069015 \n", + "KO 0.014590 \n", + "MA 0.046908 \n", + "COST 0.030807 \n", + "LUV 0.047609 \n", + "XOM 0.026312 \n", + "PFE 0.017024 \n", + "JPM 0.042772 \n", + "UNH 0.026934 \n", + "ACN 0.042710 \n", + "DIS 0.045132 \n", + "GILD 0.028063 \n", + "F 0.059551 \n", + "TSLA 0.335384 " ], "text/html": [ "
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TickerACNMSFTAMZNCOSTDISFGILDJPMKOLUVMAMSFTCOSTLUVXOMPFETSLAJPMUNHXOM
TickerACNDISGILDFTSLA
ACN0.0878790.0452110.0270710.0395020.0425490.0272930.0448630.0190310.0361890.0430970.0399490.0244140.0427840.0281490.027694MSFT0.0981040.0705710.0207130.0452850.0337360.0333590.0236240.0259240.0456620.0296960.0399240.0370220.0324990.0383640.052804
AMZN0.0452110.3074290.0456530.0540030.0512130.0527690.0619620.0705710.3073530.0180450.0465140.0524240.0705930.0288260.0689150.0314140.0248030.0524170.0456240.0464770.0247920.0288210.0619700.0314120.0451770.0540560.0527300.0512010.069015
COST0.0270710.0456530.0926340.0279380.0298470.0252820.0356840.0178980.0289060.0302500.0337540.0222770.0308810.0235720.017215KO0.0207130.0180450.0473270.0237580.0178900.0191580.0195410.0213410.0249740.0217640.0190190.0216550.0161950.0224090.014590
DIS0.0395020.0540030.0279380.0890130.0429170.0302260.0496040.0216480.0413070.0469850.0370040.0243850.0448450.0283740.027860MA0.0452850.0524170.0237580.1058330.0302280.0451680.0372860.0289450.0620820.0374180.0430820.0470210.0292350.0568310.046908
F0.0425490.0512130.0298470.0429170.1505880.0286010.0590100.0224140.0501900.0568480.0383720.0242990.0595570.0285340.030204COST0.0337360.0456240.0178900.0302280.0926070.0288930.0172100.0222710.0356630.0235600.0270600.0279060.0252780.0298330.030807
GILD0.0272930.0527690.0252820.0302260.0286010.2175250.0394750.0162030.0296330.0292580.0325170.0313890.0281560.0320100.019950LUV0.0333590.0464770.0191580.0451680.0288930.1371660.0228340.0241460.0526730.0302810.0362000.0413350.0296270.0501910.047609
JPM0.0448630.0619620.0356840.0496040.0590100.0394750.1333860.0249770.0526600.0620780.0456670.0319810.0426750.0376620.034202XOM0.0236240.0247920.0195410.0372860.0172100.0228340.0616320.0215200.0341730.0224840.0276660.0278280.0199420.0301850.026312
KO0.0190310.0180450.0178980.0216480.0224140.0162030.0249770.0473420.0191650.0237700.0207170.0213490.0145690.0217700.019547PFE0.0259240.0288210.0213410.0289450.0222710.0241460.0215200.0704300.0319950.0279760.0244230.0244040.0313810.0243020.017024
LUV0.0361890.0465140.0289060.0413070.0501900.0296330.0526600.0191650.1371590.0451740.0333640.0241310.0476660.0302390.022862JPM0.0456620.0619700.0249740.0620820.0356630.0526730.0341730.0319950.1333920.0377010.0448540.0496790.0394510.0590110.042772
MA0.0430970.0524240.0302500.0469850.0568480.0292580.0620780.0237700.0451740.1058720.0453150.0289300.0469050.0373900.037327UNH0.0296960.0314120.0217640.0374180.0235600.0302810.0224840.0279760.0377010.1307380.0281690.0284390.0319990.0285490.026934
MSFT0.0399490.0705930.0337540.0370040.0383720.0325170.0456670.0207170.0333640.0453150.0981250.0259400.0527740.0297050.023631ACN0.0399240.0451770.0190190.0430820.0270600.0362000.0276660.0244230.0448540.0281690.0878510.0394880.0272860.0425360.042710
PFE0.0244140.0288260.0222770.0243850.0242990.0313890.0319810.0213490.0241310.0289300.0259400.0704250.0170490.0279430.021544DIS0.0370220.0540560.0216550.0470210.0279060.0413350.0278280.0244040.0496790.0284390.0394880.0891680.0301880.0429400.045132
TSLA0.0427840.0689150.0308810.0448450.0595570.0281560.0426750.0145690.0476660.0469050.0527740.0170490.3353040.0269240.026332GILD0.0324990.0527300.0161950.0292350.0252780.0296270.0199420.0313810.0394510.0319990.0272860.0301880.2174540.0285880.028063
UNH0.0281490.0314140.0235720.0283740.0285340.0320100.0376620.0217700.0302390.0373900.0297050.0279430.0269240.1307070.022519F0.0383640.0512010.0224090.0568310.0298330.0501910.0301850.0243020.0590110.0285490.0425360.0429400.0285880.1505480.059551
XOM0.0276940.0248030.0172150.0278600.0302040.0199500.0342020.0195470.0228620.0373270.0236310.0215440.0263320.0225190.061641TSLA0.0528040.0690150.0145900.0469080.0308070.0476090.0263120.0170240.0427720.0269340.0427100.0451320.0280630.0595510.335384
\n", "
" ] }, - "execution_count": 14, + "execution_count": 211, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 14 + "execution_count": 211 }, { "cell_type": "code", @@ -885,8 +777,8 @@ "id": "HZ15mDtz9ny_", "outputId": "5fe64424-4756-4289-e29e-39edc3eb83df", "ExecuteTime": { - "end_time": "2025-11-12T08:10:57.933296Z", - "start_time": "2025-11-12T08:10:57.844162Z" + "end_time": "2025-11-15T08:22:02.842380Z", + "start_time": "2025-11-15T08:22:02.767300Z" } }, "source": [ @@ -898,7 +790,7 @@ "text/plain": [ "
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ZPvvsM9mzZ4888MAD8uSTT0rPnj1F+7vGPTbC6dChg9pGePPmzepcL774okRFRalg5YUXXpDjx487GyxevNh5++uvv9bj+0FERERWyAm577771CjE9u3bpXjx4s7j9erVk4EDB0p6eroMGTJEOnXqJK+++qrz/sGDB6vtgXH87bffVlsIb9iwQcqXLy8zZsxwPq569eoqMIFixYpJQkKCW//YMhhfQ0REVBTYNZtq/p6jyI+E/PHHH2rUAyMergGIa4CAwOLs2bPy0EMP5bofUzY1a9aUZcuWqdsIJjCigVEQPWVkZEhaWppbIyIiMiO7DlMxVipWVugr3bdvn5pKqV27ts/H/PLLL+r/derU8Xo/vtbxmO7du0uvXr3U1E2FChWka9eu8tJLL/kdNEyfPl2NoDgaclaIiIjIwkGII5dDr8eGh4erHI8jR46oKZlKlSrJtGnT1NSOIwekMMaPHy+pqanOdvjw4UKfi4iIKJDsWpguzSoKfaVYuYJ8ECSa+oLpFti9e7fX+3Hc8RgHBB/33nuvGgX56aef5PLlyzJ//vzCXqZasRMfH+/WiIiIzChHbLq0Ih+EYBlt+/btZe7cuSoB1dO5c+fktttuU4+bOXNmrvvff/99+fXXX9UUjC9Y0oupGW/nJyIiImvza8wGAQiWzzZv3lxWrVqlggqMbsyZM0datmypElZfeeUVee+992To0KHy/fffq2W9CxcuVHU/7r77bvnXv/6lzoXHDR8+XCWz/vbbb2oUZNy4cer/SGIlIiIq6uwhNh3j1xJdFCjbuXOnPPXUUzJ27FiVu1GmTBlVO2TevHnqMQg0UB8Ej/nHP/6hplcwlfPYY4/J6NGj1ZQOIJDZsmWLDBs2TI4dOyZxcXEqH+Tdd99VyapERERFXc7fUzL+niNk9o7BdAnyN9B8QfCB5bx5adKkibzxxhsBSYwlIiIi8+EGdkRERCZh12E6JWSmY4iIiEg/OdxFl4iIiCjwOBJCRERkEprYxO5nYirOYRUMQoiIiEwih9MxRERERIEXsiMhf9SOkvDoqID2UXJ/thih9eAhYpSU1xYY0k+LccMN6eeq8xlilD9qG/PnVvI3Y4ZiM+OMycA/f7VxQ8uxJ4xZ+h8VG25IP2FXJxrSj/xd78kIqdWLBbyPnMzLIj9IUNg1m2r+nsMqQjYIISIiMpscCVPN33NYhXWulIiIiIoUjoQQERGZhJ3TMURERBSUIETCVPP3HFZhnSslIiKigJk7d64kJydLTEyMtGjRQrZv357n42fPni21atWSYsWKSVJSkjz44INqk9qC4HQMERGRSeRoNtX8PUdBrVixQsaMGSPz589XAQgCjPbt28vevXulbNmyuR7/1ltvyaOPPiqLFi2SG264QX755Rfp37+/2Gw2mTVrVr775UgIERFRiJs1a5YMGTJEBgwYIHXr1lXBSGxsrAoyvNm6dau0atVK7rnnHjV6ctttt0mvXr2uOHriiUEIERGRyRJT7X42SEtLc2sZGd7rImVmZsqOHTukbdu2zmNhYWHq9rZt27x+DUY/8DWOoGP//v3y4Ycfyh133GH+IMQxZIMWGRkp5cqVk3bt2qmIy263Ox+H6ApDQg7fffeddOrUSQ0NYc4K9/fo0UNOnToVjKdBRESkK00LE7ufDecA5GkkJCQ42/Tp0732eebMGcnJyVHvxa5w+8SJE16/BiMgU6ZMkRtvvFG9j1evXl1at24tEyZMsMZISIcOHeT48eNy8OBB+eijj6RNmzbywAMPyF133SXZ2bkrjZ4+fVpuvfVWKV26tHz88ceye/duWbx4sVSsWFHS09OD8hyIiIjM6vDhw5Kamups48eP1+3cKSkpMm3aNHn55Zdl586dsnr1avnggw9k6tSp1khMjY6OlvLly6t/V6pUSZo2bSrXX3+9CjSWLFkigwcPdnv8l19+qb6Jr732mkRE/HXZVatWVcELERFRUZAjNtX8PQfEx8erdiWJiYkSHh4uJ0+edDuO2473aU//93//J/fee6/zvbpBgwZqQGDo0KHy2GOPqekcy+WE3HLLLdKoUSMVUXnCNwIjJGvWrBFNy//+DpgD85wXIyIiMiO7pkdeSMH6jIqKkmbNmsmmTZv+dx12u7rdsmVLr19z8eLFXIEGAhkoyHu0qYIQqF27tpqi8YRREsw1YR4KUdvtt98uzz77bK7IzRPmwFznxDBHRkRERP+D5bkLFiyQpUuXqnSH4cOHq5ENrJaBvn37uk3ndOzYUebNmyfLly+XAwcOyMaNG9XoCI47ghFL1glBBIWEVW+eeuop9Y369NNP5auvvlJLiDAntXnzZjUU5A2+afgaB4yEMBAhIiIzsv+dXOrvOQoKizyQezlx4kSVjNq4cWNZv369M1n10KFDbiMfjz/+uHqvxv+PHj0qZcqUUQEI3qcLwnRBCCIw5Hr4ctVVV0n37t1VQwDSpEkTee6551T05iv3BI2IiMjs7GJTzd9zFMbIkSNV85WI6gq5mZMmTVLNH6aajsEIxw8//CDdunXL9zwWlgVxdQwREZH1BG0kBAmjGPLB2mTkdWDYB/kbWKKLuSdP69atU3NPPXv2lJo1a6ppm7Vr16riKFiqS0REZHU5QSrbHnJBCIKOChUqqCGdUqVKqVUxc+bMkX79+nld2oMysighO3bsWLX2GVMs11xzjVqyi2VCREREVmcPUk5ISAUhqAOCdiWuq2SqVasmr776aoCvjIiIiIxiusRUIiKikE5M1YKTmBoMDEKIiIhMQtNhdQzOYRXWmTgiIiKiIoUjIURERCZh/7v0ur/nsAoGIURERCZhD7HVMda5UiIiIipSQnYkJPa0XcKj7IHt43C6GEGLzP9mQf5qMW64If189cw8Q/q5o1E7MUpE+lWG9BNzKsOQfnIiYwzpJ+KScUPLxU/kGNJPzPGLhvRjj400pJ+I0+fFKMVKBv45ZWdlS7DYQ2w6hiMhREREFBQhOxJCRERkNvYgbmAXDAxCiIiITMLO6RgiIiKiwONICBERkUnYQ2wkhEEIERGRSdhDLAjh6hgiIiIKCo6EEBERmYSdIyHm179/f7HZbLnavn37gn1pREREhaa5LNMtbMM5rMKyIyEdOnSQxYsXux0rU6ZM0K6HiIiIQiQIiY6OlvLlywf7MoiIiHRjD7HpGMsGIUREREWNPcSCEMuujlm3bp3ExcU5W/fu3b0+LiMjQ9LS0twaERERBZ9lR0LatGkj8+b9b6fV4sWLe33c9OnT5YknnjDwyoiIiArHHmIjIZYNQhB01KhR44qPGz9+vIwZM8Z5GyMhSUlJAb46IiKigrMzCClakMCKRkREROZi2ZEQIiKiokbTbKr5ew6rYBBCRERkEva/C475ew6rsGQQsmTJkmBfAhEREYViEEJERFQU2UMsMdWydUKIiIjI2jgSQkREZBJaiCWmciSEiIjIZNMxdj9bYcydO1eSk5MlJiZGWrRoIdu3b/f52NatW3vdzf7OO+8sUJ8MQoiIiELcihUrVGHPSZMmyc6dO6VRo0bSvn17OXXqlNfHr169Wo4fP+5sP/74o4SHh/vcQsUXBiFEREQmm47R/GwFNWvWLBkyZIgMGDBA6tatK/Pnz5fY2FhZtGiR18eXLl1a7WTvaBs3blSPL2gQErI5IaW+PiUR4QGupBpmTIxnu5QhRrnqvDF93dGonSH9fPjdRjHK7XeUMaQf29HThvRT6kCkMf1ER4lR7LExxvQTZ8xzsn25y5h+qlYRoxTfdTTgfWTbjXtN9YQAwt/VLY4gxHPDVl8VxDMzM2XHjh1qmxOHsLAwadu2rWzbti1ffS5cuFB69uzpcx83XzgSQkREVAQlJSVJQkKCs2FDV2/OnDkjOTk5Uq5cObfjuH3ixIkr9oPcEUzHDB48uMDXGLIjIURERGajqZEM/88Bhw8flvj4eOfxQO2jhlGQBg0aSPPmzQv8tQxCiIiITMIuNvWfv+cABCCuQYgviYmJKqn05MmTbsdxG/keeUlPT5fly5fLlClTCnWtnI4hIiIKYVFRUdKsWTPZtGmT85jdble3W7ZsmefXrly5UjIyMqRPnz6F6psjIURERCFerGzMmDHSr18/ufbaa9W0yuzZs9UoB1bLQN++faVSpUq58kowFdOlSxe56qqrCnWtDEKIiIhMwq7ZxBaEvWN69Oghp0+flokTJ6pk1MaNG8v69eudyaqHDh1SK2Zc7d27V7Zs2SIbNmwo9LUyCCEiIiIZOXKkat6kpKTkOlarVi3R/MyiZRBCRERkEpqmw+oYP7/eSAFJTMVQzgMPPCA1atRQNegxnNOqVSuZN2+eXLx4UT0G9ekx5+TgedvVwYMH3WrTlyhRQurVqycjRoyQX3/9NRBPgYiIKGQqpgaL7iMh+/fvVwFHyZIlZdq0aWrtMNYm//DDD/Lqq6+qxJZOnToV6tyffPKJCj4QyOB8L7zwgqpvv3btWrn11lv1fipERERkpSDkvvvuk4iICPnmm2/cyrdWq1ZNOnfu7Nf8EbJvHWuWcb6OHTuq4GPQoEHy22+/qXXOREREVqUFaXVMkZiOOXv2rMqSxTSJr/rxmE7RCzJ1Me3z+++/q7r3REREVmb/e+8Yf1tIBiH79u1TIx3ImPWsxhYXF6fauHHj9OxSateu7cwb8QZFVLCJj2sjIiKi4DOkYio2t9m1a5fK50BQoCfH9I6vERYUVnHdwAcb+hAREZl5dYzmZwvJIASrYRAMoICJK+Rv4L5ixYqJ3nbv3q3+X7VqVa/3Y2vi1NRUZ8OGPkRERGakqSDC39UxEppBCBJH27VrJy+99JIq9xpoqG0/Z84cFYA0adLE62OwMsexiU9+N/MhIiIiC66Oefnll9USXdSfnzx5sjRs2FAlkH799deyZ88etUmOL0ePHlXTNq6qVKnilviKGiRYovvjjz+quiKY6vnggw+4MoaIiCxPC7HVMboHIdWrV5dvv/1W1QjBVMiRI0fUaETdunXloYceUkt4fXnuuedUc/XGG2/IjTfeqP7dtm1b9f/Y2FgVnLRp00bVHsFUDxEREVlLQMq2V6hQQV588UXVfPFczeJrdYuDv/XpiYiIzE77u/l7Dqvg3jFEREQmoYXYdIwhS3SJiIiIPHEkhIiIyCy00JqPYRBCRERkFpoOu+ByOoaIiIgobxwJISIiMglNh7LrVlpMyiCEiIjIJLQQWx0TskHIyVvKSXhUTED7iD+YLUbQIoz7hfujtjG/MhHpVxnSz+13lBGjfPThW4b0c/PQoYb0c7FsuCH9pF4jhonfb0w/xc7YDemnxDXVDOnnclIpMcr5pKiA95GTeVnEmD/XkBeyQQgREZHpaDb/E0s5EkJEREQFjh+00MoJYbEyIiIiCgpOxxAREZmFxmJlREREFIwYRAut1TGcjiEiIqKg4HQMERGRmWgSMgwfCenfv7906dLF+W+bzaZaVFSU1KhRQ6ZMmSLZ2X/V10hJSVH3lSpVSi5fvux2nq+//tr5tUREREVpOkbzs1lF0KdjOnToIMePH5dff/1Vxo4dK5MnT5Znn33W7TElSpSQNWvWuB1buHChXH311QZfLRERERWZICQ6OlrKly8vVapUkeHDh0vbtm3l/fffd3tMv379ZNGiRc7bly5dkuXLl6vjRERERW51jOZns4igByGeihUrJpmZmW7H7r33Xvniiy/k0KFD6vaqVaskOTlZmjZtGqSrJCIioiIThGiaJp988ol8/PHHcsstt7jdV7ZsWbn99ttlyZIl6jZGRQYOHJiv82ZkZEhaWppbIyIiMiebTs0agh6ErFu3TuLi4iQmJkYFGj169FB5IZ4QdCAI2b9/v2zbtk169+6dr/NPnz5dEhISnC0pKSkAz4KIiEgHGqdjDNWmTRvZtWuXSkxFrsfSpUulePHiuR6HAAX3Dxo0SDp27ChXXZW/XVbHjx8vqampznb48OEAPAsiIiJrmzt3rkp1wKBAixYtZPv27Xk+/ty5czJixAipUKGCyu+sWbOmfPjhh9aqE4KAA0tzryQiIkL69u0rM2bMkI8++ijf58c3Bo2IiMj0tOCUbV+xYoWMGTNG5s+frwKQ2bNnS/v27WXv3r0qJcITcjfbtWun7nvnnXekUqVK8vvvv0vJkiWtFYQUxNSpU+Xhhx/O9ygIERGRpWi2v5q/5yigWbNmyZAhQ2TAgAHqNoKRDz74QOVgPvroo7kej+N//PGHbN26VSIjI9UxjKKYPifEbrerUY3CQEGzxMREFigjIiK6As9FGVio4Q1GNXbs2KFKZDiEhYWp28jB9AalNFq2bKmmY8qVKyf169eXadOmSU5Ojph6JOTUqVPO6RfHahdfWrdurVbN+ILKq3ndT0REZCWa9lfz9xzguRBj0qRJXhd+nDlzRgUPCCZc4faePXu89oFFIp9++qlaJII8kH379sl9990nWVlZqh/TBSF//vmnfPnll6oU+7Bhw4zqloiIKCRzQg4fPizx8fHOw3rmR2JWA/kgr776qoSHh0uzZs3k6NGjquK5KYMQLLHFfi8ozd65c2ejuiUiIgpJ8fHxbkGIL0hzQCBx8uRJt+O4jYrm3mBFDHJB8HUOderUkRMnTqjpHaRPmConBHu/HDlyRJ566inmdBAREeWVmOpvKwAEDBjJ2LRpk9tIB24j78ObVq1aqSkYPM7hl19+UcFJfgMQUxQrIyIior/YNH1aQWF57oIFC1Strt27d6u93NLT052rZVAiA3W3HHA/Vsc88MADKvjAShokpiJRtcgu0SUiIiL9oVr56dOnZeLEiWpKpXHjxrJ+/Xpnsir2bsOKGQckvWKblQcffFAaNmyo6oQgIBk3blyB+mUQQkREFOLFymDkyJGqeYNFJZ4wVfPf//5X/MEghIiIKMSLlQVLyAYhCQeyJCLif1m9gRDz9W9ihKz6Ba9SV1glfzPmlzvmlPeiOnqzHT0tRrl56FBD+vn81VcN6adDx/xtIumv6NQ4MUrExf8l2QXS5asC+9rjYD9wyJB+bJUKVqrbH+FZBtSGymb9KaOEbBBCRERkOlrwpmOCgUEIERGRWWihFYRwiS4REREFBUdCiIiIzELjSAgRERFRwHEkhIiIyCw0LtElIiKiILAVsuy65zmsgompREREFNpBSP/+/aVLly5ux9555x2JiYmRmTNnyqVLl2TSpElSs2ZNiY6OVlsPd+/eXX766aegXTMREVFAElM1P5tFmCYI8fTaa69J7969Zd68eaqWfdu2bWXRokXy5JNPqh37PvzwQ8nOzpYWLVr4XbueiIiIjGfKxNQZM2aoUY/ly5dL165d5ZlnnpFt27bJt99+K40aNVKPqVKliqxatUoFIYMGDZIff/xRbDbr1MsnIiIKdaYbCcE2wFOnTpV169apAATeeustadeunTMAccC2wthG+Oeff5bvvvvO6/kyMjIkLS3NrREREZmRzSU5tdBNrMNUQchHH32kRkHee+89ufXWW53HMf1Sp04dr1/jOI7HeDN9+nRJSEhwtqSkpABdPRERkU5LdDU/m0WYKghp2LChJCcnq6mYCxcuuN2naYXLtBk/frykpqY62+HDh3W6WiIiIioyQUilSpUkJSVFjh49Kh06dJDz58+r41gRs3v3bq9f4ziOx3iDlTTx8fFujYiIyJQ0ro4JKiScfv7553LixAlnINKzZ0/55JNPcuV92O12ef7556Vu3bq58kWIiIgsR2MQEnTI28CIyKlTp6R9+/YyYsQIad68uXTs2FFWrlwphw4dkq+//lq6deumRkIWLlzIlTFEREQWY6rpGFeVK1dWgciZM2dUILJhwwbp27evTJgwQWrUqKFGScLDw1WNkOuvvz7Yl0tEROQ3m78rY3Qo+x6SdUKWLFniNUfEddULCpWhERERFUmaDhVPLRSEmHYkhIiIiIo204yEEBERhTwttEZCGIQQERGZhE2HnA4r5YRwOoaIiIiCgiMhREREZqHpUHbdQmXbGYQQERGZhcackJCQFRsuWmR4QPuITionRrBl2w3pBzLjjJnBy4mMMaSfUgcixSgXywb2982hQ8fehvSzfu2bhvTT4tHhYpToc9mG9FNy72VD+rHVrmFIP5F/XBSjxF/MCngf2dnG/HyIIyFERESmYWNiKhEREVHgMSeEiIjILDTmhBAREVGQghBbCBUrY50QIiIiCgoGIURERGabjtH8bIUwd+5cSU5OlpiYGGnRooVs3749z01nbTabW8PXFRSDECIiohAPQlasWCFjxoyRSZMmyc6dO6VRo0bSvn17OXXqlM+viY+Pl+PHjzvb77//XuB+GYQQERGFuFmzZsmQIUNkwIABUrduXZk/f77ExsbKokWLfH4NRj/Kly/vbOXKlTNvENK/f3/p0qVLruOtW7eW0aNHex3qKVmypPr3qFGjpE6dOl7Pe+jQIQkPD5f3338/AFdNRERkfJ0Qm58N0tLS3FpGRobXPjMzM2XHjh3Stm1b57GwsDB1e9u2bT6v9cKFC1KlShVJSkqSzp07y08//VQ0R0IGDRoke/bska1bt3oNVsqWLSt33HFHUK6NiIjIjJKSkiQhIcHZpk+f7vVxZ86ckZycnFwjGbh94sQJr19Tq1YtNUry3nvvyX/+8x+x2+1yww03yJEjR4penZDGjRtL06ZN1RPGk3TQNE0FIf369ZOICEs8FSIiIkMcPnxY5W04REdH63buli1bquaA92bMWLzyyisyderUojUS4hgNefvttyU9Pd15LCUlRQ4cOCADBw70+XUYfvIckiIiIirqianx8fFuzVcQkpiYqNIaTp486XYct5HrkR+RkZHSpEkT2bdvX4GermWCkHvuuUeysrJk5cqVzmOLFy+WG2+8UWrWrOnz6zD85DocheEpIiKiop4Tkl9RUVHSrFkz2bRpk/MYpldw23W0Iy+Yzvnhhx+kQoUKUiSDECSp/vOf/3Rm6mJEY9WqVWqEJC/jx4+X1NRUZ8PwFBEREf0PlucuWLBAli5dKrt375bhw4ermQesloG+ffuq91OHKVOmyIYNG2T//v1qSW+fPn3UEt3BgwdLQQQ9kQJDRAgOPJ07d06NXLhCwHHrrbeq4Z7PPvtMDR917949z/Nj+EnPeTAiIqKA0oz//vbo0UNOnz4tEydOVMmoyMVcv369M1kVK1GxYsbhzz//VEt68dhSpUqpkRQsHsHyXksFIciwRTTlCZGV5zRLmzZtpGrVqmoaBkFIz549pXjx4gZeLRERUdHcwG7kyJGqeYMcTFfPP/+8av4yNAjBiMeuXbvcjt11113y0ksvyf3336+GcTBq8cEHH8iyZctk7dq1uQqjIAkVRVUQhenxDSAiIqLgMDQIQSSF7FnPKZbNmzfLY489pgqjoGhK7dq1VQJqhw4dvBY9Q1nZevXqqdr2RERERYVNh110/d6FtygGIajngeaLtykZbypXrqyycImIiIocLXjTMcFgmdUxREREVLQEPTGViIiIQnM6hiMhREREFBQcCSEiIjILLbRyQhiEEBERmYUWWkEIp2OIiIgoKEJ2JCStSriER4cHtI/I88ZUc7VHGhdLnr/aZkg/EZeM6adUdJQYJfUaY/qJTo0zpJ8Wjw43pJ+vnp4nRmn43H2G9JNw0JiX3tgjFw3p53K5YmKUs3UD/73LyYgU2SFBYQuxxNSQDUKIiIhMR+N0DBEREVHAcSSEiIjILLTQGglhEEJERGQSthDLCeHqGCIiIgoKjoQQERGZhcbpGCIiIgoCG6djiIiIiIp4Tkj//v3FZrPJsGHDct03YsQIdR8e42rbtm0SHh4ud955p4FXSkREZOB0jOZns4igJ6YmJSXJ8uXL5dKlS85jly9flrfeekuuvvrqXI9fuHChjBo1SjZv3izHjh0z+GqJiIgCSGMQYqimTZuqQGT16tXOY/g3ApAmTZq4PfbChQuyYsUKGT58uBoJWbJkibEXS0REREVnJAQGDhwoixcvdt5etGiRDBgwINfj3n77baldu7bUqlVL+vTpox6naRYadyIiIsqDTadmFaYIQhBQbNmyRX7//XfVvvzyS3XM21SM43iHDh0kNTVVPv/88zzPnZGRIWlpaW6NiIjIlDROxxiuTJkyzukVjIjg34mJiW6P2bt3r2zfvl169eqlbkdEREiPHj1UYJKX6dOnS0JCgrNh6oeIiIiCzzTFyjAlM3LkSPXvuXPn5rofwUZ2drZUrFjReQxTMdHR0fLSSy+pAMOb8ePHy5gxY5y3MRLCQISIiMzIFmJ1QkwThGB6JTMzUy3Lbd++vdt9CD5ef/11mTlzptx2221u93Xp0kWWLVvmdZkvIEhBIyIiInMxTRCC2h+7d+92/tvVunXr5M8//5RBgwblGvHo1q2bGiXxFYQQERFZhhZaZdtNkZjqEB8fr5onBBlt27b1OuWCIOSbb76R77//3qCrJCIiCiAtNAqVBX0k5Ep1Pt59990rnqN58+ZcpktERGRBppmOISIiCnU2JqYSERFRUGjMCSEiIiIKOE7HEBERmYQtxKZjTLU6hoiIKKRpwSvbjkKhycnJEhMTIy1atFBVyvNj+fLlqsYX6nYVFIMQIiKiELdixQpVXXzSpEmyc+dOadSokSoceurUqTy/7uDBg/LQQw/JP/7xj0L1yyCEiIjIZNMxNj9bQc2aNUuGDBmidrCvW7euzJ8/X2JjY9Vu9b7k5ORI79695YknnpBq1aoV6vmGbE5IWLZImHthVt2lVo8SI0SnGjcBGHvCmL6Kn8gxpB97bIwYJX6/Mf1EXLQb0k/0uWxD+mn43H1ilO8fetmQfloPGWJIP1nxBr0G/ZEpRkn8PvCvQdlZWVIUVsekeewa72sbE2yZsmPHDrXXmkNYWJgqErpt2zaf3UyZMkXKli2rqpl/8cUXhbpUjoQQEREVQUlJSW67yGNXeW/OnDmjRjXKlSvndhy3T5w44fVrtmzZoqqZL1iwwK9rDNmRECIiItPR9BsJOXz4sNtWKHpt5nr+/Hm59957VQCSmJjo17kYhBARERXBJbrxPvZj84RAAhvHnjx50u04bpcvXz7X43/77TeVkNqxY0fnMbv9r2ngiIgI2bt3r1SvXj1f18rpGCIiohAWFRUlzZo1k02bNrkFFbjdsmXLXI+vXbu2/PDDD7Jr1y5n69Spk7Rp00b9G9NA+cWRECIiohAv2z5mzBjp16+fXHvttWpj2NmzZ0t6erpaLQN9+/aVSpUqqbwS1BGpX7++29eXLFlS/d/z+JUwCCEiIjIJm6ap5u85CqpHjx5y+vRpmThxokpGbdy4saxfv96ZrHro0CG1YkZvDEKIiIhIRo4cqZo3KSkpeX6HlixZUqjvoN9hTf/+/VW51mHDhuW6b8SIEeo+PAYQZQ0fPlyuvvpqlaWLhBdUZPvyyy+dX4OSsfga11a5cmWZPHlyruOejYiIyNK04JVtDwZdRkKQhILa8c8//7wUK1ZMHbt8+bK89dZbKuBw6NatmyqKsnTpUlVdDZm3SHw5e/ZsrgIoqNzmgKxdnNc10Lnuuutk6NChbo8jIiKiEAtCmjZtqpbsrF69WpVwBfwbAUjVqlXV7XPnzqmKahjSufnmm9WxKlWqqAQYTyVKlPC6LCguLs4tMPH1OCIiIiuycRfdwhk4cKAsXrzYeRv15h1ZtY4AAu3dd9+VjIwMHX5URERERYwWWtMxuqW69unTR5Vx/f3331VDngeOOaCACRJXMBWDpTytWrWSCRMmyPfff5/rXOPGjXMGLWhz5swp9HUh4EH9fNdGRERERSgIKVOmjNx5550q0MCICP7tWc4VOSHHjh2T999/Xzp06KCmZjCV45lV+/DDD7sVQcH65MLCmmbX2vkFKaJCREQUCrvoBouui34xJeMY7cC/vUGRk3bt2sn//d//ydatW9XKmUmTJrk9BsFLjRo1nM1RBKUwsCtgamqqs6GWPhERkSlpnI4pNIxuYPVLVlaWWnqbH3Xr1lVV2QIFS4Ed9fPzW0efiIiIAk/XYmVYsbJ7927nv11hGW737t3VCEnDhg3VypZvvvlGZsyYIZ07d9bzMoiIiCzJFmKrY3SvmOprpAEJpi1atFC1RLCcF6MlyM9AnQ8kqBIREYU8LTh7x1g2CLlSqVYsyXVNEkXLC7YHzo/8Po6IiIjMiXvHEBERmYjNQiMZ/mIQQkREZBaa9lfz9xwWof++vERERET5wJEQIiIik7BxdQwREREFhRZaq2M4HUNERERBwekYIiIik7DZ/2r+nsMqQjYISdifJRGR7lVd9Rb7yxkxQmblUmKUqNjAfs8cYo5fNKQfe1yUGKXYGWNeGS5fZczPqOTey4b0k3DQuJep1kOGGNJPyoIFhvTTvlITQ/rJurWpGMUebQt8H2GB78MnjdMxRERERAEXsiMhREREZmPj6hgiIiIKCo3FyoiIiIgCjtMxREREJmELsekY1gkhIiKioOBICBERkVloobVEl0EIERGRSdg4HRNY/fv3F5vNplpUVJTUqFFDpkyZItnZ2ZKSkuK8z7U9/vjj6mt93Y924sSJAF85ERERWX4kpEOHDrJ48WLJyMiQDz/8UEaMGCGRkZHSsmVLdf/evXslPj7e+fi4uDi3r/e8H8qWLWvQ1RMREQWIFlpLdIMShERHR0v58uXVv4cPHy5r1qyR999/3xmEIKAoWbKkz6+/0v1ERERWZAux6RhT5IQUK1ZMzp49G5BzY7QFzSEtLS0g/RAREZGFluhqmiaffPKJfPzxx3LLLbc4j1euXFlNwTiaZ4DieX+9evV89jF9+nRJSEhwtqSkpIA+JyIiIr9Xx2h+NosIShCybt06FTzExMTI7bffLj169JDJkyc77//iiy9k165dzlaqlPsusZ73I6/El/Hjx0tqaqqzHT58OKDPjYiIyN/pGJufrTDmzp0rycnJ6r25RYsWsn37dp+PXb16tVx77bUqNaJ48eLSuHFjeeONN6wxHdOmTRuZN2+eWh1TsWJFiYhwv4yqVavmmfNxpfs980/QiIiIyLsVK1bImDFjZP78+SoAmT17trRv314tBPG28KN06dLy2GOPSe3atdV7OQYXBgwYoB6LrzP1SAiiJizNvfrqq3MFIERERCHLrunTCmjWrFkyZMgQFUjUrVtXBSOxsbGyaNEir49v3bq1dO3aVerUqSPVq1eXBx54QBo2bChbtmwp+mXbT506peqCuLasrKxgXxYREZHlckIyMzNlx44d0rZtW+exsLAwdXvbtm1XvmRNk02bNqlRk5tuuqlAfVtyGKJWrVq5juEbdf311wfleoiIiMwmzWM1qK/0hDNnzkhOTo6UK1fO7Thu79mzx+f5kWdZqVIltQI1PDxcXn75ZWnXrp25g5AlS5b4vA/DO4ioCns/ERGRldl0qPOBc4DnatBJkya5LQLxV4kSJdTikAsXLqiREOSUVKtWTb1XF+mRECIioiJJ069iKlaDulYX97VIIzExUY1knDx50u04bjsKi3qDKRvkdwJWx+zevVuVxShIEGLJnBAiIiLKGwIQ1+YrCMHqlmbNmqnRDAe73a5uOyqZ5we+xrU4aH5wJISIiCjEy7aPGTNG+vXrp2p/NG/eXC3RTU9PV6tloG/fvir/AyMdgP/jsVgZ49gHDnVCUH6jIBiEEBERmYWmQ8XTQnw9ioaePn1aJk6cqFacYnpl/fr1zmTVQ4cOqekXBwQo9913nxw5ckRtvYJ6If/5z3/UeQqCQQgRERHJyJEjVfMmJSXF7faTTz6pmr8YhBAREZmETdNU8/ccVhGyQUj02csS8GKtUZFihOh97hnNgRR2daIh/dhjjfne2b7cJUYpcU01Q/qxHzhkSD+22n9lxQda7JGLYpSs+ChD+mlfqYkh/Xx89FtD+rm9mnFbYxQrVybgfWTbC5ZcSYUXskEIERGR6dj/bv6ewyIYhBAREZmELcSmY1gnhIiIiIKCIyFEREQhvkQ3WBiEEBERFcGy7VbA6RgiIiIKCo6EEBERhXjZ9mBhEEJERGQWGqdjCsRms+XZJk+erB63Zs0auf766yUhIUFKlCgh9erVk9GjRzvPs2TJEilZsmS++kSNeuwGiPr2REREZE1+j4QcP37c+e8VK1aozW/27t3rPBYXF6e2A8amNk899ZR06tRJBSc///yzbNy4scD9bdmyRS5duiR33323LF26VMaNG+fvUyAiIjIFm/2v5u85QiYIKV++vPPfGOVAgOF6DNauXSutWrWShx9+2HmsZs2a0qVLlwL3t3DhQrnnnnvk5ptvlgceeIBBCBERFR0ap2N0h6Dkp59+kh9//NGv85w/f15Wrlwpffr0kXbt2klqaqp88cUXeX5NRkaGpKWluTUiIiIKkSW6o0aNkuuuu04aNGggycnJ0rNnT1m0aJEKEApi+fLlcs0116h8kvDwcHUejIzkZfr06WqExtGSkpL8fDZEREQBLlam+dkswpAgpHjx4vLBBx/Ivn375PHHH1d5ImPHjpXmzZvLxYv53yETgQtGQRzwb4yMYITEl/Hjx6sRE0c7fPiw38+HiIgokHvH2PxsVmFosbLq1avL4MGD5bXXXpOdO3eq5FQks+YHHvvf//5XHnnkEYmIiFANq20QxGCExBesoomPj3drREREFMJ1QjAtExsbK+np6fl6PKZdbrrpJpk7d67b8cWLF6v7hgwZEqArJSIiMogWWomphgQhqBWCEYs77rhDqlSpIufOnZM5c+ZIVlaWSjB1yMnJkV27duUayahRo4a88cYbMmXKFKlfv77b/RhZmTVrlkp8Ra4IERGRZWki4u8SW+vEIMYEIVhOixGMvn37ysmTJ6VUqVLSpEkT2bBhg9SqVcv5uAsXLqjjnlM4zzzzjJw9e1a6du2a69x16tRRDaMhCEaIiIgoBIOQ/v37q+apTZs2qhXma11HSfLKFyEiIrI6mw6JpUxMJSIiIroCbmBHRERkFpoOiaXMCSEiIqKCBxBaSK2OMbROCBEREZEDp2OIiIjMwo7MUh3OYREMQoiIiEzCFmKrY0I2CNEiw0WLCA9sJ6fOihG0sleJYWz+huj5E3Ha935AerJVrSJGuZxUypB+bJVKGtJP5B/53/fJH5fLFROjRP+RaUg/Wbc2NaSf26tFG9LPR/v/K0Zp3+XegPeRnX1Z5FDAu6FQDkKIiIhMRwutxFQGIURERGahhVYQwtUxREREFBQcCSEiIjILLbRGQhiEEBERmYU9tJbocjqGiIiIBLvdJycnS0xMjLRo0UK2b9/u87uyYMEC+cc//iGlSpVSrW3btnk+nkEIERGRReqE2PxsBbVixQoZM2aMTJo0SXbu3CmNGjWS9u3by6lTp7w+PiUlRXr16iWfffaZbNu2TZKSkuS2226To0ePFqhfjoQQERGZLSdE87MV0KxZs2TIkCEyYMAAqVu3rsyfP19iY2Nl0aJFXh//5ptvyn333SeNGzeW2rVry2uvvSZ2u102bdpkjiCkdevWMnr06FzHlyxZIiVL/lVMafLkyWKz2WTYsGFuj9m1a5c6fvDgQXUb/8dtHM9vP0RERHRlmZmZsmPHDjWl4hAWFqZuY5QjPy5evChZWVlSunTpfD3e2Y8EGeaeFi5cKL/++muwL4WIiCi47Jo+TUTS0tLcWkZGhtcuz5w5Izk5OVKuXDm347h94sSJfF32uHHjpGLFim6BjCWCkFq1akmbNm3kscceC/alEBERFZnpmKSkJElISHC26dOnB+SSn376aVm+fLmsWbNGDSxYbokunsB1110n33zzjVx77bXBvhwiIiLLO3z4sMTHxztvR0d730soMTFRwsPD5eTJk27Hcbt8+fJ59vHcc8+p9/BPPvlEGjZsWOBrDPpICDRt2lT+9a9/qeGcvNxwww0SFxfn1r744os8vwbDT55DUkREROak6TAK8tdICAIQ1+YrCImKipJmzZq5JZU6kkxbtmzp80pnzJghU6dOlfXr1xd6AMEUIyHw5JNPSp06dWTDhg1StmxZn0uI8BhXvXv3zvO8GH564okndL1WIiKiolQxdcyYMdKvXz8VTDRv3lxmz54t6enparUM9O3bVypVquSc0nnmmWdk4sSJ8tZbb6naIo7cEccAQdCDEERdqampuY6fO3dOzU15ql69uloe9Oijj6pEVW8wv1WjRg23Y8WK5b3N9/jx49U31wEjITgPERER/aVHjx5y+vRpFVggoMDSW4xwOJJVDx06pFbMOMybN0+tqrn77rvFFeqMYOVr0IMQJJxiVMMTiqDUrFnT69fgySMYQYKLXjD85GsIioiIyFTs/5tO8e8cBTdy5EjVfBUnc+UooeGvgOWEDB8+XH755Re5//775fvvv5e9e/eqYijLli2TsWPHev0aRFwYtZgzZ06gLouIiIhMImBBSLVq1WTz5s2yZ88etW4YdejffvttWblypXTo0MHn1z300EMFmk8iIiIqMjS7Ps0iApqYimW33qZkHDBv5Dl3hFwSzEu5QtKL5iPRxnOIiIiIyLK04CSmBosplugSERFR6DHNEl0iIqKQZw9eYmowMAghIiIyC43TMUREREQBx5EQIiIis9B0SCy1zmwMgxAiIiLT0DgdQ0RERBRwITsdk1a1mIRHxQS0j8RDee9roxd7ZLgYJbW6Mc+pWMlIQ/opvuuoGOV8UpQh/YRnGTMWG38xy5B+ztY17mUq8Xtjvnf2aJsh/RQrV8aQftp3uVeM8vG7bwS8j7TzdinlfXeRwLOj0Jhdh3NYQ8gGIURERKajcTqGiIiIKOA4EkJERGQWWmiNhDAIISIiMgt7aFVM5d4xREREFBQcCSEiIjIJTbOr5u85rIJBCBERkVlomv/TKVoIT8fk5OTIDTfcIP/85z/djqempkpSUpI89thj6va6devk5ptvlhIlSkhsbKxcd911smTJErevOXjwoNhsNgkPD5ejR93rORw/flwiIiLU/XgcERERWYvuQQgCBgQT69evlzfffNN5fNSoUVK6dGmZNGmSvPjii9K5c2dp1aqVfPXVV/L9999Lz549ZdiwYfLQQw/lOmelSpXk9ddfdzu2dOlSdZyIiKjIrY7R/GyhnJhas2ZNefrpp1XggRGL9957T5YvX64CiZMnT8rYsWNl9OjRMm3aNKlbt67UqFFDHXv22Wdl5syZKjBx1a9fP1m8eLHbMdzGcSIiIrKmgK2OQQDSqFEjuffee2Xo0KEyceJEdfudd96RrKwsryMe//73vyUuLk6WLVvmdrxTp07y559/ypYtW9Rt/B+3O3bsGKjLJyIiMp7drk8L9SAEuRrz5s2TTZs2Sbly5eTRRx9Vx3/55RdJSEiQChUq5PqaqKgoqVatmnqMq8jISOnTp48sWrRI3cb/cRvHryQjI0PS0tLcGhERkSlpnI7RDYIFJJ0eOHBAjhw54te5Bg4cKCtXrpQTJ06o/+N2fkyfPl0FPY6G5FgiIiIqwiMhW7duleeff16tgmnevLkMGjRINE1T+SJYKXPs2LFcX5OZmSm//fabeoynBg0aSO3ataVXr15Sp04dqV+/fr6uY/z48ao/Rzt8+LAuz4+IiEhvmt2uSwvpIOTixYvSv39/GT58uLRp00YWLlwo27dvl/nz50u3bt3UNAoSUD3h/vT0dBVoeIPRj5SUlHyPgkB0dLTEx8e7NSIiIlPSQms6JiDFyjD6gFEPrJCB5ORkee6551Qy6u233y4zZsxQq2FiYmJU4iqCEqygmTBhgjreokULr+cdMmSIdO/eXUqWLBmIyyYiIiIrByGff/65zJ07V41YIB/EdeXL6tWr1bTMJ598ohJQEZi88MILqsBZvXr1VCLrgAEDfF9sRIQkJibqfclERETmYNdEbKFTMVX3IARVULOzs73e9/HHH7stu0XLC0ZQMKLiS+PGjfO8n4iIyFI0vKf5mdNhofdF7qJLREREQcEN7IiIiExCs2ui+TkdY6UZAgYhREREZqHZdZiOCfElukRERERXwpEQIiIik9A4HUNERERBoYXWdEzIjYQ4EnZysi4HvK9se4YYwZ4TJUbJyQz89w2ys7KN6cegn5GR3zvJNiYpLTvbmOeTk3HljSr1kp2VZUg/9jBbkfr9Nup3AdLOB/4NNu2CPWgJntmSJaLpcA6LsGlWSqPVATbS4yZ2RER0JdhrrHLlyoZ8oy5fvixVq1ZVm7TqoXz58mrzWFQmN7OQC0LsdrvaPK9EiRJis+Xv00haWpoKXPALGci9Z4zqx8i+2A+/d/xd4N+R1V4X8LZ4/vx5qVixooSFGbd+4/Lly2ojVz1ERUWZPgAJyekY/EIVNrI1agM8IzfaK2rPqaj1Y2Rf7Mfc3zcj+2I/IgkJCWK0mJgYSwQOeuISXSIiIgoKBiFEREQUFAxC8iE6OlomTZqk/l8U+jGyL/bD7x1/F/h3VNRfF6jwQi4xlYiIiMyBIyFEREQUFAxCiIiIKCgYhBAREVFQMAghIiKioGAQUsRVq1ZNzp49G+zLICIL2b17tzz00EPBvgwKAVwdEwIVYrEXQdmyZaWo2L9/v9pjIb9l9/2FBWQ7duyQgwcPqj7Rd5MmTXTpPzw8PF+Py8nJEStZt26d3HHHHYaWvM7Ljz/+KPXr1w/2ZZhaenq6LF++XBYuXCj//e9/pW7duur7ZhWHDh3K1+OuvvrqgF8L5R+DEBd4wbzSGwvuz87OtkxfRgYhZ86cUS9kVapUcR776aef5LnnnlPHu3TpIvfcc48ub9zHjx93PqcePXrInDlzpFy5cqK3zz77TAYNGiS///67c0dNRyCyaNEiuemmm/z++eD71a9fPxXY+NK5c2fR2/fffy+//PKL+nfNmjWlYcOGup07IiJC/Tz69+8vAwYMkBo1aojRsPfHsmXL5LXXXlNBpL+BnOfvXaCcOnUqzz7wmrBz505p3ry5Lv19+eWXKvB4++235dKlS/Lggw/K4MGDpXbt2mIlrgG969+q6zHctlpAX9QxCHHx3nvv+fxGbdu2Tb3RYQM8bDJklb7wJrd06dIr7oPQqVMn8VevXr3Uhk8zZ850vpjihQzHqlevLh999JF6sbv33nt1DaywGeF3332npp70tG/fPmnUqJG0aNFCHnjgAfVc8EL2888/q5/PN998o97I/ekX58D3BJ9AEdgMHDhQevfuLaVKlZJA2b59uwqs8DxcX6zr1aunruW6667zuw9sGLZ48WL1u4cRpBtvvFG9sd19991SrFgxCaTNmzer57Fq1Sr1u/fPf/5TunXr5vfzMiqg9wx2GjRoIB9++KFz9++TJ0+q5+XPmyn+NpcsWaIC6dTUVPW3iw8ILVu2VH9LGAXRy5gxY/L1uFmzZvkd+GJfMAS+HTt2VLe9wd80mQiKlZFve/bs0bp06aKFh4drffv21Q4ePGipvmw22xVbWFiYLtefnJyspaSkOG8/++yzWvXq1bWsrCzn7RYtWvjdD6755MmTzttxcXHab7/9pultxIgR2i233OL1Prvdru4bOXKkLn1dunRJe+ONN9Q5Y2NjtR49emgbNmzQ9PbTTz+p79d1112nvfXWW9q3336r2ptvvqlde+21WokSJdRj9PTpp5+q3+fixYtrCQkJ2r///W9t+/btuvZx/Phxbfr06VqNGjW0smXLqp9LRESErs/F8/cuUK70+33ixAn1GH/ExMRoffr00davX6/l5OQ4j+v9PYPWrVu7NfSB1wHXY23atNHld+Dpp5/WatWqpZUrV04bO3as9vPPP+vyHChwGIT4cPToUW3w4MFaZGSkdtddd2k//PCDJfsy6oXT8cLmGjjdfvvt2sMPP+y8vXfvXq106dJ+94Og6dSpU24v0vv379f0Vq9ePe3999/3eT/uw2P0hueCF2U8z7Nnz+p67u7du2tdu3ZVQZQnHEMQjMcEQlpamvbqq69qN9xwg3puDRs21OW8+JuJj4/XevXqpa1bt07Lzs5WxwMRhDz11FPaCy+8kGczIgjx94MD3qjxoWHChAna7t27AxqEeArUhwZXX3zxhTZw4EAVVCPgwe+da7BF5uF9vCqEYWhy2rRp8uKLL0rjxo1l06ZN8o9//MOyfRmVvOnY/vvcuXPOnBDHsL/rtWRkZPjdD4JnDLk69oPAlNWwYcOkePHibo9bvXq134luGAr3BYmOyBXRy5EjR9QQOdrFixfl4Ycf1n3bduS4YFrM2+8Fjk2YMEEllAYCps1uvfVW9T3bs2ePmg7SA57P/fffL8OHD5drrrlGAmn+/Pl5JhPje4hrMTt8/x25IJimQk5Qnz59DH/NCBRM/6Hh9RVTTXh9wJRc6dKlg31p5MEcqesmMWPGDDW/j8x+JLRt3bo1YAGIUX0ZuTXQ9ddf78xleeedd1Ri4C233OK8H0mQjnltfyCJE/PlyHNBw4sn5sgdtx3NXxcuXJDY2Fif9+M+BAv+yMzMlBUrVshtt92m3kCRcDh79myVU/H000/7nNcuLPxM8krgLV++vHqMnpDs+Prrr0vr1q3Vc0T+C/IEkCuihy1btqhrbtasmcrfeemll1SSdCAgh+fAgQM+G1Zu+QtBAJ5PWlqa+qCC2/hdxG1H00OrVq1UTgjyT/AmvXLlSpVnct9998mCBQvk9OnTYlV4PUUOEoIrfO/mzp0rJUuWDPZlkRdMTPVIPEPSXNu2bfP8tOPvJ2wj+8LKBAQG+BQaaEjSxCddvEgigx+fqqdOneq8HwmpGK3Ap0krwM/o008/9fnpCW907dq18ytB8KqrrlI/GwRW+P74SnrUa0SkVq1a6tMhPhV6g+Dxsccek7179/rdF5Z54k0Oqy4QbCFBFCNjbdq0kUDACiwEdOgTo3D4uSDZEcm+evz+G7U6xnPlnGNVhxGrPFAfBKMjb7zxhvzxxx+SlZWlex+BSiTHzwbBLhKi//zzT5XgjZ89l2abG4MQFxjiz89QJH7JrdIXXkQwMuG6lTWy6xEI4EUbq2IwbKkXvDFjmBefqPGp1NUHH3ygsu6xCsQKHG8G3kaTHMf9fTNwraPh7fdB7zccbGuO6R78LDxfnH/44Qe1qqBv374yZcoUv/rBzxmBDJYdI/DAygs9RqfyC3073kwxRYhg8f3337fE6pjPP/88X4+7+eabA3YN+BCB7xcCRz0+nLi64YYbVGCKlSyu/F0iHhkZKZUqVVIBPV7XcNsbPZeik/8YhBRxGAmJioqSV155Rd3GMC+WYiKPokKFCmpeHsuFA5UHYGX5zfdwrYti9jcc/NwxWvXVV1+pN+Y6deqoQAefgD/55BOVH7Bx40aJi4vzqx/kRSD4CPZySARvmPLE6Ehey+Lz44knnlB5OnlN0RUVyBnBG7mjjozZg3lHP67nBc8+WSfEfJiY6gJ/BCiuhXlrz1oGmPtH3Qh8etSjCuQXX3yhRgoQIPh6s8CnBXwq9QdGJTBH7oDhSjzPX3/9VX0yHTdunDz77LO6BCGY9skPKyTu5Se4wCds1G/wJwgJ5KdZb+bNm6eSU59//nmVi+QIgjB3/uSTT8qIESOkffv26vfGiN8FPWDIPT/TXv7CyMrIkSOdQQj+rvD3qXfy8MSJE+XRRx919oOphUDWjfEGCeS//fabLudCrowRjOqH9MWREBcYpsYLCz4leuZpYHgSiZejR492ZpH7A4EMKh6uWbNGjUh40qMgESAHA6WXHVMgGF7FMKjjTQIjIUgYRPEif+VnmgWfRPRI3jMDzGs3bdrUr58RpsoQBGLoG3kTGKXAlEmgCnrhvBgV8xbcIoGvQ4cOakoNn4T9gTdNb9NLCHwR8GBfEozE6MFRdRZTP74SsXEt/uZXeU7HIPjYtWuX7rkNnrkngeon0L/bRPnBkRCPTzp4cfSWKIpVCo888ogKUvQIQhyjK9dee616cfTMn9BLTEyMWp3gmiyINz3X+/Hmowd+Eim4p556SiZPnqwSlBEgvPDCCyogxPRBICBHAgmwWCngWiUX+UG333676ju/U0R5wQofX6NHKKF+1113qSRY5KD4C0tzMaqD3z9MP+Lv04ilmIFaeeZ5XiNXuBWFPV2+/vpr9fvguiUBcpLwWksmFOxCJWZSpkwZ7cCBA3kWkUpMTNSlLxQbOnTokCpShiJfixYtcrtfj4JEgAqcjz76qPr35s2b1TmPHTvmvB9VOVHVVC8oCLRw4ULtzjvvVIW86tevr3Xq1ElbunSp1wJZVrZr1y6/f0ao8Dl//nzn7Y0bN2pRUVEBLay0YMECVZX1s88+U7cvXLig3XjjjepaUDjPCDNnztRatmyp2/kuX76sKsC2bdtWPTcUXEM1UD1/54yq1GtUP4H+3XZwVGX2bK7HUSVaDyiOiPOiSFmjRo1Uw/cPfTzyyCO69EH64kiIC3wazGsNPpI6/a0L4RL8qRUrWI+PYWSs08eQK+bq9dx5FPPL+ISL/BIM8WJVjuv0D6aDUC9Ar+eET7YoHoWERBT6ciQ9ol+M+Lz77ru69FVU4FOiaz4ORkQwdXDs2LFcqwf0gvoJWH6JTfGQrInfEfSHERBMARoBIyHIQdEL/pZQlAoNCcWYWkW9C0yjIs/L30RbB2yG5zgXzo1+EhMTdc15ctQJwSilI2nTUSfElT+5KL6myxz02KTT4dtvv/V6HM8NNWMwNazHzwf7FKHwI87373//27k6BisEkQuF/Dck5fubZ0f6YhDiAgmpKHLjawkXiiIFoiIjXiyR8Nq9e3f1gomiQXpB4iOGvzds2KCWzaIPV6jUqtdunHhBRsItKr961oJAvQ3soovEWKu8CFwpufLo0aN+94EXe7zZuMKLZyDqM7jC1CICEeSgJCcnS0pKSsCCHl+Jj76SsvVcjaFnTgOmC/ChwQF/T5je0rtiKq4bUwiut113WNZjNYmv6bJA8LZCCiuxkHyLKRP8Lo4dO9bvflCQDDVwkDzs+feEnwn+1hzJxGQeTEz1qGKKhjdMz0AEiVp4wcYfDJq/vNUcwKfirl27qiqJiNyRJGilxDBU/USFVLy4eIMXCHza/vjjj8UK8lvPxJ9cGPweYKTKtY7L2rVr1ffRtQy9HgXywLPuA1b34E0C9RVc6dWfL9iVGMmvev0uIKjBNSOXBh8WMNKC/BD8Dek5smgEM9QJCRRUBMaIBD6sYEQOo3B61V3B3wtq3fhK4EVCPEZnMeJN5sGREBcPPvigmkpA+WcMi2PrdsCLJSJ3FNnBYwIFn7SwNBL1FfAiqieMrnhL1sLW6npBUSIEcb7gzdbIpZtWSLTFpzLPYXG9Ep+98SwYhumLQPC1fTsCbLwR4fdw8+bNuo0kYlgfWwJguS5+zz2nSKwExQOfe+45w1ZMuZYFQMVZvElj5ZKeo75Y7osKyqtWrZJ//etfalVeIFYV4fvlC0YX86pOTcHBkRAvv6jIy3jrrbdULQ3H0CjesBGAoBKjHmWAMV2BfAxf+xlgBQtGQ/xdzooloHijQRCC5+EIrJCngbonmJ7Bi7Yem1ZheB3z8d6WHAPyDjC6oMcmdmRuvkqzI48BpeMRZP/nP/+RV1991e++MNKBAB5TFnn9Hvs7urNt2zY5e/as2wcETC8iQMAbN6YbkZPgOqpVGNjqwHXFFEaL8Des54opBIl4rcP1At68sUIP08GoT4KpCxSta9mypS5BIlYe4ncC+yFhCjgQUGoA+2+5bhXh6vHHH1ejZJh6JPNgEJIPSAjDJy38IWEDKytNkSCgQgIgkrY8R1fwSQtD1v/3f/+n6p/4C58yMMVUpkwZr/frVfvEKEYUX8tPWWwsD0f+AT6d6rGk1Qz0rENh1BYIGMnDGx2mEwBD/3gO6B+VZ/HBAQmRCCD8gREIlArAuQCjsHfeeadaaq/X1BI+SGF61LFMG98b5GUgiRQBHUaUsFwb5f39hWtG3pPjA5AvGCHzByrjIhBEgIXn4tioEa9JM2fOVHkw+OCn9ygz+YdBSB4wXIzAA0OIePPEGwY2/kJpa6usnUduCwIMX1Ul8fxQm8Jzfwe98htcYQRk/fr1lglCjCi+hiAwP6NZjvodeHPyd18XM7BiMSyM8CFfx1FvAhv94WeCT9eA0UaMimCqwR/4+8EopeuO03gTxzG9kocxIoU3/Ro1aqjbGGnBxnKOkSms1MOqLYxe+gtBWX6CRHzv/IWRHfyNYCTHMfWIKUAE8pgqRi4SmQtzQjwgasYqD7w5YwQE85d488TSUmzKFYg3OEcxokDslIkpJQzr+oL7PLPJCwsbR12JlTLTjcgJKcinc3zSw9B2UQhCrAjl0x2frgEBCIJuB3w4OXz4sCVWTOEDg2sRNBQxxIioA6aJ8Xz14O/IUH7h+hHIILkfASFe+wDT0PjwiGAeo4mYZiLzYBDiAkPdGP3A0CeG7pBZjymGQGw9jwADn2owlIt+EakHAuaUUaXS14gKAi3PF7zC0mN3YTNBoh6Gwh3Dt+PHj3fLZ8HPDAGBXt+//CQssupj8CAAQWCKEQrkUGAkAZvaOaC2h6+dWwsCwQFeF1xHFPG7iFpCeq2YwvQRRnUwdYE8EIzMuubxILfLNeCyQgl/TDlj+gh5Op4LCLBVAVY1YnEBmQuDEBdYGYP5fZSBDkQ9EFdHjhxRfzR440aQgxURWBWDFwc9IbEMCa5ovtbW65F8VhQ5trx3BCGoMYBiR45VClg1hVwNXytB9IZPp4FeOquXK+W6IDC2GkxPYPn5M888o0ZGkcCJREgHTGlWr149ICOKeq+Ywhtyz5491e83ghA8N9fRWSzd1qt+kFEl/LFHFkZ1EahjRAS5O3idxevq9u3bVc7O0KFD/eqD9MecEBcYksQ0DJapIRjAHhv4Q8VcMOaw9ZyOcYU5ZQQjGEJEH/ijQdMjCQ3F15BMh4QtfOJAcpijiimStVAxE7uq6lU1tSjBGwxerB0vjpgzx++BY2khVncgiMOqCSp4rovVRs+wsR+CK/y9osInglTXYAtLabHJJfYDsgIUFcQUHwLpUaNGOXftBYzwoA4JXjsCbdasWSoIwWuVHvCahqRePC+MXGGaDK/r/ux2TQGkcxn4IgF7aWD/k1atWmmRkZFq34HZs2draWlpAe0X+8W0adNG9Xf27Fndzrt69Wq1543n3g1XXXWV9s477+jWT1FTvnx5t72E8D10vb13714tPj4+SFdHwXLu3DktOzs713H8zWZmZmpW8MQTT2jp6emaGeDvqFSpUrq+jmIPIewhg31jUlJSdDs36Y8jIVeAuiCIolGeGcOHmLvE0lY94RMAagBgJAQ1FLCSBcOGelZ6xJ43qDfgmqyFCqeun37IHaZdsEoAPxNvMB2DmgeYr6eiz9cKM0+B2gFZT8h1w15SelUr9QeWOuN1FYsC/IWaR5iSwd/lyy+/7Fz9h4Tu6dOnG5a/RflnrXrGQYA3ICztwtwifsH1ghcAzC1jegTZ3Fgyh2qpmLtEAppeAQhK0GOKBxn36MdRdh7TM8i2R44DSihTbkgcxjyzL8gBMHK/FQouTL9g6hIfRrByxFezAteVMcGGQEGPAmZYATNkyBC1GgdTTY7XbvzMHNsTcOrUfDgSEiTIosd+HUhCQ8EgX1n1vjbTyy+cG1nvvsrNoyAX/khRxIfcoaYAVscgec7zExQKRyEBDkuc8UmLir4RI0aoDyLILUDOC5JFS5cuLVaEDzkoHuirsGAwSvhjuwx/IK8NgaK3RQX4e0VSMRL08yrtTsZjEBIkriMdjuVrnp9O9KgTghdMFAjzteoGUwqYlslv8bRQghdpfEJDOXoM8Tp2NsUUHVbKYHQJFSb1WspI5ue6UR6mUbGcH0nk+BvSY+sDI19/sET2SteMnZYDXcIfqxHzu1lkXlAH5EojyAh2brrpJr/7Iv0wCAkSrMO/EtQd8HefGnyCx5SCozKiJ1RhxM6S+KRAuSG7Hi+SKHDkWlQOc9iYc9Z7Ey6y1t8wPnmjLgUCUix1xaoZK8CbNZbOem5oWJgChET+YJ2QIPG1XAyBB4Z89dqnBlM+eQUhyGvwteEc/VXZFiNJ+ESIgA3wvbTqMDzp+0aOgBTBqZXKzzug/IAZElMptDEx1SQwTIhPHQgIsI03hjBRt8RfKEKEcsbeVnBg9ANFfbih05Uh6EDxJjQGIKE9HYMPCRgJw/QcVnZgag7TmVYZBQErTR1R0cbpGJPtU4PqqXoWRkNeAzYKw5I85DU4lpsiFwSFtvAJDslhzGsgyhuWeWI3bZRtx3Ld3r17S2JiomVHcfD6w5EQCjYGISbYpwYvZo59arBKRu/qrJi7Rl4D6oS45jW0b99eBSJ6JIURFXV448YeTE2aNMlzJMEqpfWJzIA5ISGwTw3yT7BOHjUMkNeAQAR9YmMpIsof7ADNaQwifXEkJMT2qSEiIjILBiFBlp6ergIR1B1AtVTkaGBDJ8w5Y8M0IiKioopBSIjtU0NERGQWDEJMCKMha9euVaMjDEKIiKioYhBCREREQcFiZURERBQUDEKIiIgoKBiEEBERUVAwCCEiIqKgYBBCREREQcEghIiIiIKCQQgREREFBYMQIiIikmD4f4ncCRecy502AAAAAElFTkSuQmCC" 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" }, "metadata": {}, "output_type": "display_data", @@ -907,7 +799,7 @@ } } ], - "execution_count": 15 + "execution_count": 212 }, { "cell_type": "markdown", @@ -928,8 +820,8 @@ "id": "htpILjX-9nzA", "outputId": "254cc6d7-bbee-48bf-c888-82c85a96bf83", "ExecuteTime": { - "end_time": "2025-11-12T08:10:58.411124Z", - "start_time": "2025-11-12T08:10:57.991804Z" + "end_time": "2025-11-15T08:22:02.948306Z", + "start_time": "2025-11-15T08:22:02.880119Z" } }, "source": [ @@ -942,7 +834,7 @@ "text/plain": [ "
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" 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" }, "metadata": {}, "output_type": "display_data", @@ -951,7 +843,7 @@ } } ], - "execution_count": 16 + "execution_count": 213 }, { "cell_type": "markdown", @@ -961,7 +853,7 @@ "source": [ "## Return estimation\n", "\n", - "As discussed in the docs, it is often a bad idea to provide returns using a simple estimate like the mean of past returns. Unless you have a proprietary method for estimating returns, research suggests that you may be better off not providing expected returns – you can then just find the `min_volatility()` portfolio or use `HRP`. \n", + "As discussed in the docs, it is often a bad idea to provide returns using a simple estimate like the mean of past returns. Unless you have a proprietary method for estimating returns, research suggests that you may be better off not providing expected returns – you can then just find the `min_volatility()` portfolio or use `HRP`.\n", "\n", "However, in this example we will use the CAPM returns, which aims to be slightly more stable than the default mean historical return. Please see the notebook `1-RiskReturnModels.ipynb` for more information." ] @@ -975,8 +867,8 @@ "id": "c_syhOUu9nzH", "outputId": "40e40fd5-06ac-4f42-c375-7a240c15c27e", "ExecuteTime": { - "end_time": "2025-11-12T08:10:58.430718Z", - "start_time": "2025-11-12T08:10:58.418328Z" + "end_time": "2025-11-15T08:22:03.006169Z", + "start_time": "2025-11-15T08:22:02.992285Z" } }, "source": [ @@ -989,31 +881,30 @@ { "data": { "text/plain": [ - "Ticker\n", - "ACN 0.202011\n", - "AMZN 0.352581\n", - "COST 0.175672\n", - "DIS 0.206533\n", - "F 0.241105\n", - "GILD 0.240912\n", - "JPM 0.263090\n", - "KO 0.118175\n", - "LUV 0.224131\n", - "MA 0.244448\n", - "MSFT 0.215577\n", - "PFE 0.152560\n", - "TSLA 0.309169\n", - "UNH 0.193748\n", - "XOM 0.139997\n", + "MSFT 0.214885\n", + "AMZN 0.351458\n", + "KO 0.117793\n", + "MA 0.243666\n", + "COST 0.175060\n", + "LUV 0.223455\n", + "XOM 0.139487\n", + "PFE 0.152109\n", + "JPM 0.262336\n", + "UNH 0.193227\n", + "ACN 0.201333\n", + "DIS 0.206074\n", + "GILD 0.240076\n", + "F 0.240352\n", + "TSLA 0.308335\n", "Name: mkt, dtype: float64" ] }, - "execution_count": 17, + "execution_count": 214, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 17 + "execution_count": 214 }, { "cell_type": "code", @@ -1025,8 +916,8 @@ "id": "MlqP3XP99nzH", "outputId": "f5e026c2-d259-4894-d3dc-a667d591e101", "ExecuteTime": { - "end_time": "2025-11-12T08:10:58.513425Z", - "start_time": "2025-11-12T08:10:58.464687Z" + "end_time": "2025-11-15T08:22:03.107116Z", + "start_time": "2025-11-15T08:22:03.062879Z" } }, "source": [ @@ -1038,7 +929,7 @@ "text/plain": [ "
" ], - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data", @@ -1047,7 +938,7 @@ } } ], - "execution_count": 18 + "execution_count": 215 }, { "cell_type": "markdown", @@ -1065,15 +956,15 @@ "metadata": { "id": "LTjcmcmK9nzI", "ExecuteTime": { - "end_time": "2025-11-12T08:10:58.581455Z", - "start_time": "2025-11-12T08:10:58.577196Z" + "end_time": "2025-11-15T08:22:03.155463Z", + "start_time": "2025-11-15T08:22:03.153953Z" } }, "source": [ "from pypfopt import EfficientFrontier" ], "outputs": [], - "execution_count": 19 + "execution_count": 216 }, { "cell_type": "code", @@ -1084,8 +975,8 @@ "id": "ZD5_4rlY9nzI", "outputId": "81faef92-6667-4452-8859-3a659d235b14", "ExecuteTime": { - "end_time": "2025-11-12T08:10:58.763512Z", - "start_time": "2025-11-12T08:10:58.711335Z" + "end_time": "2025-11-15T08:22:03.223592Z", + "start_time": "2025-11-15T08:22:03.197631Z" } }, "source": [ @@ -1101,29 +992,29 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.15633),\n", + "OrderedDict([('MSFT', -0.00276),\n", " ('AMZN', 0.00186),\n", - " ('COST', 0.0855),\n", - " ('DIS', 0.00281),\n", - " ('F', -0.01711),\n", - " ('GILD', 0.03164),\n", - " ('JPM', -0.06418),\n", - " ('KO', 0.2675),\n", - " ('LUV', 0.02184),\n", - " ('MA', 0.17125),\n", - " ('MSFT', -0.00282),\n", - " ('PFE', 0.10258),\n", - " ('TSLA', 0.08633),\n", - " ('UNH', 0.02722),\n", - " ('XOM', 0.12927)])" + " ('KO', 0.26755),\n", + " ('MA', 0.17122),\n", + " ('COST', 0.08557),\n", + " ('LUV', 0.02186),\n", + " ('XOM', 0.12944),\n", + " ('PFE', 0.10251),\n", + " ('JPM', -0.06423),\n", + " ('UNH', 0.02716),\n", + " ('ACN', 0.15639),\n", + " ('DIS', 0.00258),\n", + " ('GILD', 0.03168),\n", + " ('F', -0.0171),\n", + " ('TSLA', 0.08628)])" ] }, - "execution_count": 20, + "execution_count": 217, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 20 + "execution_count": 217 }, { "cell_type": "code", @@ -1135,8 +1026,8 @@ "id": "RVRwHED99nzJ", "outputId": "f606418a-1614-4c38-9574-c18b1b9c5ac6", "ExecuteTime": { - "end_time": "2025-11-12T08:10:58.841600Z", - "start_time": "2025-11-12T08:10:58.785635Z" + "end_time": "2025-11-15T08:22:03.317314Z", + "start_time": "2025-11-15T08:22:03.271751Z" } }, "source": [ @@ -1148,7 +1039,7 @@ "text/plain": [ "
" ], - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data", @@ -1157,7 +1048,7 @@ } } ], - "execution_count": 21 + "execution_count": 218 }, { "cell_type": "markdown", @@ -1177,8 +1068,8 @@ "id": "ZnDm8UkC9nzJ", "outputId": "9302f8ed-698e-461b-c4a1-ad8113f1aa11", "ExecuteTime": { - "end_time": "2025-11-12T08:10:58.878293Z", - "start_time": "2025-11-12T08:10:58.859196Z" + "end_time": "2025-11-15T08:22:03.348154Z", + "start_time": "2025-11-15T08:22:03.331153Z" } }, "source": [ @@ -1193,7 +1084,7 @@ ] } ], - "execution_count": 22 + "execution_count": 219 }, { "cell_type": "markdown", @@ -1215,8 +1106,8 @@ "id": "w10Rcb-X9nzK", "outputId": "052edfa3-7811-459c-debb-644dc7aa2368", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.124493Z", - "start_time": "2025-11-12T08:10:58.891311Z" + "end_time": "2025-11-15T08:22:03.538996Z", + "start_time": "2025-11-15T08:22:03.364896Z" } }, "source": [ @@ -1233,41 +1124,42 @@ "name": "stdout", "output_type": "stream", "text": [ - "Discrete allocation performed with $61.86 leftover\n" + "Discrete allocation performed with $97.84 leftover\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/Users/thomasschmelzer/projects/PyPortfolioOpt/.venv/lib/python3.12/site-packages/cvxpy/problems/problem.py:1539: UserWarning: Solution may be inaccurate. Try another solver, adjusting the solver settings, or solve with verbose=True for more information.\n", - " warnings.warn(\n" + "/Users/thomasschmelzer/projects/PyPortfolioOpt/.venv/lib/python3.13/site-packages/cvxpy/problems/problem.py:1539: UserWarning:\n", + "\n", + "Solution may be inaccurate. Try another solver, adjusting the solver settings, or solve with verbose=True for more information.\n", + "\n" ] }, { "data": { "text/plain": [ - "{'ACN': 12,\n", - " 'COST': 2,\n", - " 'DIS': 1,\n", - " 'GILD': 4,\n", - " 'KO': 69,\n", - " 'LUV': 13,\n", + "{'KO': 69,\n", " 'MA': 6,\n", - " 'PFE': 74,\n", - " 'TSLA': 3,\n", - " 'UNH': 1,\n", + " 'COST': 2,\n", + " 'LUV': 12,\n", " 'XOM': 20,\n", - " 'F': -92,\n", - " 'JPM': -15}" + " 'PFE': 76,\n", + " 'UNH': 1,\n", + " 'ACN': 11,\n", + " 'GILD': 5,\n", + " 'TSLA': 4,\n", + " 'JPM': -15,\n", + " 'F': -104}" ] }, - "execution_count": 23, + "execution_count": 220, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 23 + "execution_count": 220 }, { "cell_type": "markdown", @@ -1287,8 +1179,8 @@ "metadata": { "id": "mJcyi2-E9nzK", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.146835Z", - "start_time": "2025-11-12T08:10:59.142361Z" + "end_time": "2025-11-15T08:22:03.552921Z", + "start_time": "2025-11-15T08:22:03.548689Z" } }, "source": [ @@ -1324,7 +1216,7 @@ "}" ], "outputs": [], - "execution_count": 24 + "execution_count": 221 }, { "cell_type": "markdown", @@ -1343,8 +1235,8 @@ "metadata": { "id": "FRjwf0wN9nzL", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.198868Z", - "start_time": "2025-11-12T08:10:59.173173Z" + "end_time": "2025-11-15T08:22:03.600543Z", + "start_time": "2025-11-15T08:22:03.580525Z" } }, "source": [ @@ -1366,7 +1258,7 @@ "weights = ef.clean_weights()" ], "outputs": [], - "execution_count": 25 + "execution_count": 222 }, { "cell_type": "code", @@ -1377,8 +1269,8 @@ "id": "pZAu8ypG9nzL", "outputId": "2a3703a8-bbd0-468d-f0c6-25be50f7b0c7", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.258345Z", - "start_time": "2025-11-12T08:10:59.223857Z" + "end_time": "2025-11-15T08:22:03.616683Z", + "start_time": "2025-11-15T08:22:03.611154Z" } }, "source": [ @@ -1388,29 +1280,29 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.15093),\n", + "OrderedDict([('MSFT', 0.05),\n", " ('AMZN', 0.1),\n", - " ('COST', 0.04217),\n", + " ('KO', 0.05784),\n", + " ('MA', 0.34002),\n", + " ('COST', 0.04216),\n", + " ('LUV', 0.03756),\n", + " ('XOM', 0.0),\n", + " ('PFE', 0.03926),\n", + " ('JPM', 0.01015),\n", + " ('UNH', 0.04213),\n", + " ('ACN', 0.15091),\n", " ('DIS', 0.0),\n", - " ('F', 0.01733),\n", - " ('GILD', 0.06261),\n", - " ('JPM', 0.01013),\n", - " ('KO', 0.05783),\n", - " ('LUV', 0.03754),\n", - " ('MA', 0.34004),\n", - " ('MSFT', 0.05),\n", - " ('PFE', 0.03928),\n", - " ('TSLA', 0.05),\n", - " ('UNH', 0.04214),\n", - " ('XOM', 0.0)])" + " ('GILD', 0.06262),\n", + " ('F', 0.01735),\n", + " ('TSLA', 0.05)])" ] }, - "execution_count": 26, + "execution_count": 223, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 26 + "execution_count": 223 }, { "cell_type": "code", @@ -1422,8 +1314,8 @@ "id": "izbZQ6-G9nzL", "outputId": "1aafb3d3-a32b-469e-e702-6044c7f54116", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.332255Z", - "start_time": "2025-11-12T08:10:59.272898Z" + "end_time": "2025-11-15T08:22:03.668580Z", + "start_time": "2025-11-15T08:22:03.630173Z" } }, "source": [ @@ -1435,7 +1327,7 @@ "text/plain": [ "
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" 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g4KqCq/DQ5IeQEpXCsSVSCS6FIlIBURTR89FHqL70UnS9/jpDBZGCHB0dJ3cJmiNCxL+q/4UrP7wS/9j/D3i8HrlLIqIB4IwFkcLZ9+9HyxO/hG3HDrlLIaLT+Mv3R2FF9FGOTRCNThqNH5f/GJMzJnOciRSMwYJIoTxmM9r/8Ad0v/Mu4OG7dURKJCTE44bv2eCBKHcpYeGykZfhh1N+iLToNLlLIaLT4FIoIoURvV50v/suqi+5FN1vvsVQQaRglnEjGSpCaPHRxbjqo6vw3qH3QnlZIhogBgsihS17qvnmDWj52c/h6e6WuxwiOod9BUaOUYhZXBY8vvFx3LnsTjRaGjn+RArCYEGkAKLHg44XX8TR678Je2Wl3OUQ0QAtTmG3bblsbt6Ma/51Dd7c/6bvgAsikh/3WBDJzFlTg6Yf/Q9sFRVyl0JEgyAMz8Z1N7VyzBRA2tT9+MzHMTx+uNylEIU1zlgQyajrzTdxZNE1DBVEKtRWkiV3CfQf21u34xsffwNv7H2DnbuJZMRgQSQDV2sr6u64E62PPwHRZuPXgEiFtua55C6BTmBz2/DMtmdwy5JbcMR8hGNDJAMGC6IQM3/8CY5cdTWsGzZw7InUymDAxwnsXaFEFe0VuP7j6/Fy5ctsrEcUYtxjQRQinp4eNP/iF+hbspRjTqRynrIi3HhFtdxl0DmUppTiiVlPoDCpkGNFFAKcsSAKAcvatThy5VUMFUQaUTsmQe4SaAD2dO7BDZ/e4Ds5ioiCj8GCKIi8/f1o/vljqL/7u3C3t3OsiTTi86weuUugAXJ4HPj1ll/jvpX3ocvexXEjCiIGC6Ig6d+xE0cWLkLPO+9wjIk0RIiLw/LoGrnLoEFa27DW1/difeN6jh1RkDBYEAWY6HSi7Xe/Q+3NN8NVV8fxJdKY/nEj4Ra8cpdBQ9Bp78T3VnwPT215CnA7OYZEAcZgQRRA9oMHcfS669H515cAL194EGnR/gKT3CWQH0SI0DdXAC9dAHRyAz5RIDFYEAWw2V3NN66D4+BBjimRhi1JbZK7BPJDSfxIfL9iGdCyG/jzXKCCy1WJAoXHzRL5yetwoOWxX8D84YccSyKNE7KzcN0tPIhBraIN0Xiv24HhHV/rQTL+RuDy3wERMXKVRqQJnLEg8oOrqQm137qJoYIoTHSUZstdAvnhJ4Zhp4YKScVbwJ/nAW37Ob5EfmCwIBoi68aNOHrtN2Dfu5djSBQmtue55S6BhuiKpFJctX/VmR/QWQX89QJgzwccY6IhYrAgGoLOl19G3Z13wdPdzfEjChd6Pf6ddJp3u0nxcqMz8f/2rjv3A11W4J+3AZ/9BPB6QlEakaYwWBANgtdqRcODD6Htmd8CHv7QIQon3qKRaNNZ5S6DBsmgM+DpHhtiHH0D/6SNfwLeuBqwdnC8iQaBwYJogJw1Nai54Qb0LV3KMSMKQ/XFyXKXQEPwQEwRShsrB/+JNeuO7bto2M5xJxogBgs67tZbb4UgCLjnnntOGZX77rvP9zHpMSfauHEj9Ho9Lr/8ck2PZN+q1b7+FI6qw3KXQkQyWZc1iHe8SRFmJBbhtt1+vBnU2wC8eimw/fVAlkWkWQwWdJLc3Fy8/fbbsNlsx++z2+148803MXz48FNG6+WXX8YDDzyAtWvXoqlJe2e7i6KI9j8+i4b77oO3jy8qiMKVEBODpbFH5C6DBiHZlIQnD++GANG/cfM4gI//C/j3A4Dbwa8B0VkwWNBJJk2a5AsXH3zw1akY0u+lUDFx4sSTHmuxWPDOO+/g3nvv9c1YvPbaa5oaTU9vLxruuRcdzz8vJQy5yyEiGdnK8uEUuK9KLQQI+KUrGql9rYF70h1vAK9cApgbAvecRBrDYEGnuP322/Hqq68e//Mrr7yC22677ZTHvfvuuxgzZgyKiopw8803+x4nvcOvBfZDh3D0uutg+fxzuUshIgU4WBgpdwk0CDcnlmJO9cbAj1nTDuCv5wONO/j1IDoNBgs6hRQS1q9fj9raWt9tw4YNvvtOtwzqy/svueQSmM1mfK6BF+K9ixej5oYb4aqtk7sUIlKIZekBfOebgqo4bgQe2r08eBewtAKvXQ7s+3fwrkGkUgwWdIq0tLTjS5ukmQvp96mpqSc95uDBg9iyZQtuvPFG358NBgO++c1v+sKGWokeD1qfehqND/8AYn+/3OUQkUIImenYatLeHjItijZE45mmBhg9zuBeyNUPvHsLsOEPwb0OkcoY5C6AlLsc6v777/f9/rnnnjvl41KAcLvdGDZs2PH7pGVQJpMJf/rTn5CQkAA18drtaHzoYVhWr5a7FCJSmO6yXABdcpdBA/CoIRt5HStDNFYisPxnQGc1cPnvAT1fUhFxxoJOS1ra5HQ64XK5cPHFF5/0MSlQvPHGG/jd736HXbt2Hb9VVFT4gsZbb72lqlH1mM2ou+12hgoiOq0deV6OjApcllSKhftDFSpOsON14B/XAnZz6K9NpDCM13RaUm+K/fv3H//9iT755BN0d3fjjjvuOGVm4tprr/XNZpyuF4YSuVpaUHfnnXAerpa7FCJSIp0OHyfXyl0FnUNOdCZ+um+9fON0ZA3w0gLgpneBpBHy1UEkM85Y0BnFx8f7bl8nBYcLL7zwtMudpGCxbds27N69W/Ej66iuRs2N32KoIKIzEkeNQKO+lyOkYAadAU+b7Yi1y/x16jgIvHQhUL9V3jqIZCSIWjkflGgQbLt2of679/iWQRERnUn9omn4wRgeLapk348rwZ27l0AxDJHAwheA0mvkroQo5DhjQWFH6k1Re9vtDBVEdE4bsi0cJQWbnliEO3YvhaK47cD7dwBb/ip3JUQhx2BBYaXnw49Qf9/9EG02uUshIoUToqKwOPaI3GXQGSSbEvFkdSUE6XQmpRG9wOIfAmuekrsSopBisKCw0fnSS2h+9FHpWCu5SyEiFbCXFcAu8PuFEgkQ8IQrFmm9LVC0NU8CS34knccudyVEIcFgQZonbSNq/fVv0Pbb38ldChGpSFVhlNwl0BnclFiKudVfqGN8Nr8IfPhdwMOQStrH42ZJ00SXC00//gl6P/5Y7lKISGVWZHTIXQKdRnFcHh7evVxdY7P7nWN9Lq57DTAysJJ2ccaCNMtrtaL+3u8xVBDRoAlpqfgisp4jpzBRhig81dwEo8cJ1Tm0FPjbNWykR5rGYEGa5O7uRu2tt8G6XsaGSUSkWj3jhstdAp3Go8ZcjGxXcUPTui+A1y4HLO1yV0IUFAwWpDnOhkbU3vgt2Csr5S6FiFSqgs2TFefSpFIs2rcCqtdSCbxyMdDNju6kPQwWpCn2g4dQe+ONcNbUyF0KEamVIODj5Dq5q6ATZEdn4Kf7NmhnTLqqgVcvA7qOyl0JUUAxWJCmQkXdrbfC3c4pZiLyQ2Eeag09HEKFMAgGPNXrRJy0+VlLehuA165guCBNYbAgTXBUVaHuttvg6e6WuxQiUrmmselyl0An+F5cEcbXV2hzTBguSGMYLEj1HNXVvo3anq4uuUshIg34Itsqdwn0H+UJo3HH7s+0PR4MF6QhDBakao4jR1F7663wdHbKXQoRaYBgMmFxPNe9K0FSRAKePLoXOtELzWO4II1gsCDVkjZoS3sqPO1sYkVEAfq+UloAi6DCHgka9IQnHunmZoQNhgvSAAYLUiVnXR1qv3Mr3G1tcpdCRBpyeFSs3CUQgG8llmHeYQ2dAjVQDBekcgwWpDrO+vpjoaK1Ve5SiEhjVmVyWaXciuLy8IPdGuhXMVQMF6RiDBakKq6WFtRJoaI5jKbHiSgkhJRkrI1k0zI5Rekj8XRLMyI8DoS1L8MFm+iRyjBYkGq4OztRd9vtcDU1yV0KEWlQ77g8iILcVYS3H0UMR37bYbnLUE64+NsiwMLeTKQeDBakCp7eXtTdcSecR3laCxEFR+UI/kiU08VJJbh2XxgvgTpTh+6/LwK01hyQNIvfRUnxvP39qL/7u3AcOCB3KUSkYZ+mNMhdQtjKjs7Az/d9IXcZytRSCbx5A+CyyV0J0TkxWJCieZ1O1N93H2y7dsldChFpWf5wVBm5cVsOBsGA3/S6EMd35c+s7gvgvVsBjzuEXxmiwWOwIMUS3W40PvQw+jdukrsUItK4lrEZcpcQtu6JG4MJ9Xzz6JwOLQX+9T1AFEPxZSEaEgYLUiRRFNH06I9hWblS7lKIKAxszrXLXUJYmpowCnftXip3Geqx+x1g6f/IXQXRGTFYkCK1PP44ej/+WO4yiCgcGI34JIEHQ4RaYkQCfn10P3SiN+TXVrXNLwKfPy13FUSnxWBBitP58ivoeettucsgojDhLi2EWeCMRag97k1AhpnHhw/J6l8BW/4a6C8Jkd8YLEhR+latQtvvfid3GUQURo6MipO7hLBzQ2IZzqtaL3cZ6rb4EWDPB1CrjRs3Qq/X4/LLLz/p/pqaGgiC4PtYY2PjSR9rbm6GwWDwfVx6nGT+/Pm+P5/p9vnnn/sed+utt/r+/Jvf/Oak5/zoo49891NgMFiQYtj370fjDx8BvJwWJ6LQWT2si8MdQqNjh+OHldw/5z8R+OheoH4r1Ojll1/GAw88gLVr16LpNI1vs7Oz8cYbb5x03+uvv+67/0QffPCBL3CceKutrUVpaSmmTJmC8vLy44+NjIzEU089he7u7iD+n4U3BgtSBFdbG+rv/R7E/n65SyGiMCIkJWJNVK3cZYSNKH0knmlthcnNpWcBIY3j2zcC3cfevVcLi8WCd955B/fee69vxuK111475THf+c538Oqrr550n/Rn6f4TJScnIzMz86TbE088gY6ODnz44Ye+MPGlCy+80PfxX//610H8vwtvDBYkO6/djob77oe7pUXuUogozFjKRsIjvfNLIfGIKQ/5bVUc7UCytgP/uF5V3bnfffddjBkzBkVFRbj55pvxyiuv+E6DPNFVV13lm1lYv/7YkjnpV+nPV1555Vmf+/nnn/fNdLz//vvIyck56WPS8qonn3wSzz77LBoa2BAzGBgsSP5jZf/nUdgrK/mVIKKQ25Ov56iHyIKkEly3dznHOxg6DgLv3qKaBnrSMigpUEguueQSmM3m43shvmQ0Go+HDon0q/Rn6f4zkZZVPfjgg3juuecwc+bM0z5m0aJFmDBhAn7+858H9P+JjmGwIFm1//GP6FvKM8yJSB6fpvJdy1DIikrDY/u/CMm1wtaRNcCnD0PpDh48iC1btuDGG2/0/VnajP3Nb37TFza+7vbbb8d7772HlpYW36/Sn8+krq4O3/jGN3D33XfjzjvvPGsN0j4Lab/G/v37A/B/RCdisCDZmD/+GJ0vvMivABHJQsjLwQFjB0c/yPSCHk/1eRFvU89SHdXa8Tqw4Q9QMilAuN1uDBs2zBcqpNsLL7zgW7okzVycqKyszLdkSgohxcXFvg3Zp2Oz2XwzESUlJfi///u/c9Ywd+5cXHzxxXj00UcD9v9FxzBYkCz6d+xE80/+H0efiGTTWpLJ0Q+B78YVY2L9To51qCz/ObBfmQ1mpUAh7X/43e9+h127dh2/VVRU+ILGW2+9dcrnSLMUa9asOetshTRD0dXV5ZvVkILKQEjHzn788ce+Y28pcAY2+kQB5GxoQMP990N0OjmuRCSbrcNdHP0gm5IwCt+t4HLX0BKBD+4Gbv0UyJ4EJfnkk098G7DvuOMOJCQknPSxa6+91jebIe25ONFdd92F6667DomJiad9zmeeecYXKKSQIAUXadnUiaTrREVFnfJ50mzITTfdhD/+8Y8B+X+jYzhjQSHlsVjQcO+98HTx3HgikpHBgE8SjvJLEEQJEfH4dc0B6ET2Jgo5Vz/w1g2A+eQGc3KTgoN05OvXQ8WXwWLbtm3o7e096X5pBiI1NfWMMxHSKVAul8sXSLKysk65Scfansnjjz8OL3tnBZQgfv18L6IgET0e1N9zL6zr1nGMiUhWnnFFuPHyan4Vguj/DHm4oIrf72WVPRm4bQlgMMlbB4UNzlhQyLT++jcMFUSkCDVFp75jSoHzzcQyhgolaNwOLH5E7ioojDBYUEh0vfkmuv/+d442ESnC51k8oShYCmNz8UjlyqA9Pw3hpKjtr3PYKCQYLCjoLOs3oPXJX3OkiUgRhPh4rIjm/opgiNSb8ExbB0xue1Cen4ZImrWQZi+IgozBgoLKWVuLxoceks6Y40gTkSJYx42EW+CG4mB4xDQCha0Hg/Lc5AePA3jnFsDKvi0UXAwWFDTScbKNDz0Mb18fR5mIFGN/foTcJWjShUkluH7vcrnLoDPpbQDeuxXwejhGFDQMFhQ0rb/9Lez79nGEiUhRFqcp6whOLciMSsNj+9loTPFq1gErfi53FaRhDBYUFH2rVqP7jb9xdIlIUYScYaiMaJO7DE3RC3r8xgIk2HrkLoUG4otngb0fcqwoKBgsKOBcra1o/vGPObJEpDgdpcPkLkFz7o4rxuQ6bgxWlX/dD7Ttl7sK0iAGCwp4E7ymH/wQnh6+c0VEyrMtjwdJBNKkhEJ8d/dnAX1OCgGnBXjn24DTyuGmgGKwoIDqeP4F9G/bxlElIuXR6/FxQo3cVWhGfEQcnqo5BL3IzcCq1FkFfPpDuasgjWGwoICxbtmCjhdf5IgSkSJ5x+SjTW+RuwzN+IWYjMyeBrnLIH9UvAlUvMMxpIBhsKCAcHd3o+mR/wY8fOeKiJSpbkyS3CVoxnVJZbjw0Dq5y6BA+PRhoLOaY0kBwWBBAdH86I/hbm3laBKRYq0d1it3CZpQGJuL/65cJXcZFMj9FlJ/C7eDY0p+Y7Agv3W9/josa9ZwJIlIsYTYGCyLOSp3Gapn0pvwdFsHIl02uUuhQGrZDax4jGNKfmOwIL/Y9u5F229/x1EkIkWzleXDKXCppr9+GDkSo1oPBuRrQgqz6QWgaoXcVZDKMVjQkHksVjQ+/DBEl4ujSESKdqAgUu4SVO/8pLG4Yc8yucugoBGBj+4FLO0cYxoyBgsaspZf/AKu2jqOIBEp3mfpLXKXoGoZUal4/MBmucugYLO2Af/6HseZhozBgoak54MP0fvxxxw9IlI8ISsD203NcpehWjpBh99YBST0d8tdCoVC1TJg85851jQkDBY0aI4jR9Dyy19y5IhIFbrKcuQuQdXuii/BlNrtcpdBobT850DHYY45DRqDBQ2K1+lE48M/gNjfz5EjIlXYkeeVuwTVmphQiHsrlspdBoWa23ZsSZSX/3ZocBgsaFA6nv0THAcOcNSISB10Ovw7qUbuKlQpzhiLp2qroBd5mlZYqt8MbHpO7ipIZRgsaMDsBw6g89VXOWJEpBpi0Ug06/vkLkOVHhNSkdVdL3cZJKdVvwQ6qvg1oAFjsKABEb1eNP/0Z4DbzREjItVoGJMidwmqdG1SGS46uFbuMkhubjvwEZdE0cAxWNCAdP/tb7BXVnK0iEhV1g/jbMVgFcTm4H8qVwXl60Eq1LAF2PgnuasglWCwoHNyNTai7Q9/5EgRkaoIUVFYEndU7jJUxaQ34an2bkS6bHKXQkqy+ldA+yG5qyAVYLCgc2r+xS94ChQRqY69rAB2gcs3B+PhyJEoatkftK8JqXhJlO+UKG7kp7NjsKCzMn/yKaxr13GUiEh1Do2KlrsEVZmfOBbf2rNM7jJIqRq2ckkUnRODBZ2Rp6cHrb/+NUeIiFRpeXqr3CWoRnpkKp44uEXuMkjpVj/JJVF0VgwWdEatTz0NT2cnR4iIVEdIT8WmyEa5y1AFnaDDb2x6JPZ3yV0KqWFJ1MffB0RR7kpIoRgs6LSsGzfC/OGHHB0iUqXusuFyl6Aad8SXYGrNVrnLILWo+wLY9abcVZBCMVjQKbx2O5p//hhHhohUa9dIuStQhwnxBfje7s/kLoPUZvlPAc5w0WkwWNApOp57Dq66Oo4MEamTIOCTZH4PO5c4YyyeqquGwcuTs2iQ+juBFXwDkk7FYEEnse/fj85XX+OoEJF6FY5Anb5H7ioU72dCGoZ1M4DREO14A6jnEjo6GYMFHSd6PGj+6c8AN9+9IiL1ahybJncJindNUhkuOfi53GWQqonApw+xtwWdhMGCjuv6299g37OHI0JEqvZFjlXuEhRtZEw2/mfParnLIC1oqQQ2/1nuKkhBGCzIx9nQiPY/PsvRICJVEyIj8WnsEbnLUKwIXQSe6TAjytkvdymkpd4WvU1yV0EKwWBBPi2/+AXEfv6gISJ1c5YWoF/nkrsMxXo4qgBFLfvkLoO0xNkHLH1U7ipIIRgsCL1LP4N13TqOBBGpXtWoGLlLUKx5icW4aQ+PlqUg2PcRcHgFh5YYLMKd6HKh7fe/l7sMIqKAWJHZzpE8jfTIFDxxaBvHhoJn8X8DHs4WhjvOWIS57rfeZs8KItIEXWoy1kfWy12G4ugEHZ60G5Bk7ZS7FNKyrmpgy1/lroJkxmARxjwWCzpeeEHuMoiIAqKnbARH8jRujy9B+VH2G6AQ+PwpwNbNoQ5jDBZhrPOvL8HTzW8ARKQNlSMEuUtQnHHxBbhvN/dVUIjYe4DPn+ZwhzEGizDlam1F1+uvy10GEVHAfJLKZVAnijPG4un6ahi8bHpKISQth+qs5pCHKQaLMNX+xz9CtNvlLoOIKDDy81Bt6OJonuCnunRkd9VxTCi0vC5gxc856mGKwSIM2Q8dgvmjf8ldBhFRwDSXpHM0T7AwqQyXHljDMSF57P8YqP2Cox+GGCzCUNvvfgd4PHKXQUQUMJtzOAP7pREx2Xh0D0MFyeyzHwOiKHcVFGIMFmHGumkzrJ+vlbsMIqKAESIi8HH8EY4ogAhdBJ7pNCPaaeV4kLyadgK73+VXIcwwWIQRURTR9tvfyl0GEVFAuUoK0KdzcFQBPBhdiDHN+zgWpAwrHwdcNrmroBBisAgjvZ8uhn3PHrnLICIKqOqiOI4ogLmJxfh25VKOBSlHbwOw8Tm5q6AQYrAIE6LTifb/+z+5yyAiCrjVGTwNKi0yGU8c2s6/XaQ8G/4I2HrkroJChMEiTHS9+SZcDQ1yl0FEFFBCUiJWR9WE9ajqBB2etEcg2dohdylEp3KYgY1/4siECQaLMODp7UXnCy/KXQYRUcD1jRsJMcwbbt8aX4LpR7fIXQbRmW16EejnzGI4YLAIA51/+Qs8ZrPcZRARBdyekeH9Y2xcfD4e2P2Z3GUQnZ2zD9jwB45SGAjv78hhwNXcjK6//V3uMoiIguLT1MawHdlYYwx+03AUBq9b7lKIzm3LXwFLO0dK4xgsNK79//4A0cFjGIlIe4S8HBw0hu++gp/qMpHbWSt3GUQD47ICG3iIjNYxWGiYo7oa5o8/lrsMIqKgaC3NCtuRvSqpFJcdWC13GUSDs/VloK+Fo6ZhDBYa1vnyK4DXK3cZRERBsSU3PGdjR8QMw0/2rpW7DKLBc9uAdb/nyGkYg4VGuVpb0cvZCiLSKoMBHyccRbgx6ox4qqsP0Q6L3KUQDc321wBz+O6N0joGC43qev0NiC6X3GUQEQWFp6QA3Tpb2I3u96NHYWzTXrnLIBo6jwNY91uOoEYxWGi0b0XPO+/IXQYRUdAcHZ0QdqM7O3EMbqnk0bKkATv/DvTUy10FBQGDhQZ1v/U2vFar3GUQEQXN58N6wmp0U03J+GXVTggQ5S6FyH8eJ7DxOY6kBjFYaIzX6UTX3/8mdxlEREEjxMdjRXT47K8QIOBXDhNS2AOAtGTHG+zGrUEMFhpj/vAjeNrD91x3ItI+67h8eMLonftbE0sx8+hmucsgCnxfC+n4WdIUBgsNEb1edL3yitxlEBEF1d58Q9iMcGn8SDxQsUzuMoiCY8ufAZedo6shDBYa0rd8BZy17MJKRNq2JL0Z4SDGEI2nG2ph9PKEP9Ioazuw6+9yV0EBxGChIZ0vc0qRiLRNyB2GPcZWhIP/px+G3M4aucsgCq4v/sRmvhrCYKER1s1bYN+9W+4yiIiCqr10WFiM8JVJpbjiwCq5yyAKvu6jwP5/caQ1gsFCIzpfeknuEoiIgm5brlvzo5wXMwz/b+9aucsgCp0Nf+BoawSDhQbYDx6Edd06ucsgIgougwGfJGp7aZBBZ8BTXRZEOyxyl0IUOk07gaMM01rAYKEBnS9xbwURaZ93TD7a9Np+wf39mNEoadojdxlEocdZC01gsFA5V2MjepcskbsMIqKgqy1K1PQoz0ocg+/s/kzuMojkcXgF0LqPo69yDBYq1/nqa4Bb+2uOiYjWDuvV7CCkmJLwy6pdEMKo8R/RKbb8hYOicgwWKubu7kbP++/LXQYRUdAJcbFYHnNUkyMtQMCvnFFItbTJXQqRvCrfAxx9/CqoGIOFinW/+SZEm03uMoiIgq6/LB9OwaPJkb4lsRSzjmySuwwi+TktQMXbcldBfmCwUCnR40HPO+/KXQYRUUgcKDBpcqRL4kfi+xXL5C6DSDm28kAaNWOwUCnL2rVwt3HanIjCw9L0FmhNtCEaTzfWweh1yV0KkXK07wdq1stdBQ0Rg4VKmT/4QO4SiIhCQhiWiZ0RzZob7Z8YhmF4hzb3jRD5ZSub/qoVg4UKuTs70bfmc7nLICIKic7SbM2N9BVJpbhq/yq5yyBSpv2fAH2tcldBQ8BgoULmf/0bcHHqnIjCw448bW3azo3OxP/bu07uMoiUS1oeuON1uaugIWCwUKGeD3jELBGFCZ0O/06qgVYYdAY83WNDDI/UJDq77a8BXm29qRAOGCxUxrZrF5yHq+Uug4goJMSifLToLZoZ7QdiilDaWCl3GUTK19sIHFwsdxU0SAwWKsOGeEQUTurHJEMrZiQW4bbdS+Uug0g9ePSs6jBYqIi3vx+9i5fIXQYRUcisy9FGF95kUxKePLwbAkS5SyFSjyNrgJ56uaugQWCwUJHepZ/Ba7XKXQYRUUgI0dFYGnNE9aMtQMAvXdFI5Sk3RIMkArvZiVtNGCxUhJu2iSic2McVwCGof/PmzYmlmFO9Ue4yiNSpgsFCTRgsVMJZUwPbtu1yl0FEFDKHCqNUP9rFcSPw0O7lcpdBpF6dh4H6rXJXQQPEYKESPe+z0zYRhZdl6epukBVtiMYzTQ0wepxyl0KkbhVvyV0BDRCDhQqIHg/MH30kdxlERCEjZKRhs6lR1SP+qCEbeR3q3yNCJLs97wNuBnQ1YLBQAcvatXC3t8tdBhFRyHSXDVf1aF+WVIqF+1fKXQaRNth7gEM8FVMNGCxUgL0riCjc7Bqh3mNZc6Iz8dN96+Uug0hbdnE5lBowWCicu7MTls/Xyl0GEVHoCAL+nVSryhE36Ax42mxHrL1X7lKItOXwCsDaIXcVdA4MFgpn/uhfgMsldxlERCEjjh6JBoNZlSN+X0wRyhp2y10GkfZ4XUDle3JXQefAYKFwPR/wNCgiCi+NY1KgRtMTi3DH7qVyl0GkXTwdSvEYLBTMvn8/nNXVcpdBRBRSX+T0q27Ek02JeLK6EoLUKZiIgqO5Auio4ugqGIOFgvWtXCV3CUREISVERmJxrLqOaBUg4AlXLNJ6W+QuhUj79vL4fSVjsFCwvpU8qpCIwoujrAD9OnXtK7spsRRzq7+Quwyi8LCPwULJGCwUytXYCMf+/XKXQUQUUlWjYlQ14sVxeXh493K5yyAKH617gI7DcldBZ8BgoVB9q1bLXQIRUcitSG9TzahHGaLwVHMTjB52BCYKqX0fcsAVisFCobgMiojCjS41BRuiGqAWjxpzMbKdB2wQhZrn0AoOukIZ5C6ATuUxm9G/bRuHhojCSs+4PADq6AFxaVIpFu1YLHcZRGHDG5WCmtR5+NA+GS8fzcOSTivyUtS1dDIcMFgokGXtWsDtlrsMIqKQqhgpqGLEs6Mz8NN9G+Qug0jzPDEZOJw8H+/ZJuH1phy4ur/6HvHZ3hbcPbdA1vroVAwWCtS3gqdBEVGYEQR8mlwHpTMIBjzV60ScXZ2dwYmUzh2XjQOJ8/G2ZQLeasmCp/P0q/aX7mGwUCIGC4XxOp2wrlsndxlERKFVkIcjBuXvr/heXBHGVyyRuwwiTXEljERl/Dz8o3c83m/NANrP/Tk763vQ1mtHenxkKEqkAWKwUJj+TZvg7Vdf11kiIn80j00HoOxgUZ4wGndUfCZ3GUSa4EgajV2xc/FazzgsaU0FWgf3+aIIfLavFd+eLu3NIqVgsFAYLoMionC0KUfZb6gkRSTgyaN7oRO9cpdCpFq2lBJsj56NlzrHYU1zkt/Pt2xvC4OFwjBYKIgoirCsZv8KIgovQkQEPok7CiV7whOPdHOl3GUQqYoIAf1p47E5cjb+3F6KzY3xAX3+zUe7YHN6EBWhD+jz0tAxWCiIffduuNsHsLCQiEhDnKUF6NNVQam+lViGeTs/lbsMIlUQBR360iZjQ8RMvNBWgt31sUG7ltPtxcYjHTh/TEbQrkGDw2ChIFwGRUThqHp0HJSqKC4PP9jNZlxEZyPqDOhJL8da/Qw811KMQ3VRIRuwzw+2M1goCIOFgvStWiV3CUREIbcqs1ORox6lj8TTLc2I8DjkLoVIcUR9BLrSZ2ClMB3PNxehpkae05nWHOJKDyVhsFAIZ00NnNXVcpdBRBRSQnISPo+sVeSo/yhiOPLbOFtB9CXREIXW9NlYLk7D882j0Hw0QvbBqe3sR02HFSNS2YVbCRgsFKJvJZviEVH46SsbAVFQ3qboi5NKcO0O9qsgEiNi0JQ2F4s9U/FiUwE6jxgVNyifH2pnsFAIBguF6FvJZVBEFH4q80/fVVdO2dEZ+Pm+L+Qug0g2oikBdWnz8G/nVPylKQ991cp+uSgFi+/MHCF3GcRgoQzuri7Ydu2SuwwiopD7JFVZTfEMggG/6XUhzm6WuxSikPJGpeBo6nx8YJ+MV5pyYTOr5wjXTUc64XB7YDKop2atUnYEDaNu2/Cy6RIRhZkRuagyNENJ7okbgwkVi+UugygkPDEZqEqej/f6J+GN5hy4ugVVjny/04OtR7sxe1Sq3KWEPQYLBbBu2SJ3CUREIddakglAOcFiasIo3FWxVO4yiILKHZeN/Ynz8bZlIt5syYLYqc4w8XVrDrYxWCgAg4UC9G/ZKncJREQhtyXXrphRT4xIwK+P7odO5OwxaY8rYSQq4+fi770T8UFrOqDBE1qlfRb/T+4iiMFCbu6ODjiPHJG7DCKi0DIa8e+Eo4oZ9ce9CcgwK+90KqKhciQVYVfsXLzWU4YlralAq7bHsqrNgtZeOzLi5emnQcdwxkJm/Vs5W0FE4ccztgBm3WEowQ2JZThv56dyl0HkN1tKKbZFz8ZLXWX4vDkp7EZ0y9EuXDl+mNxlhDUGC5lxfwURhaMjRfFQgtGxw/HDSvYRInUSIcCaNgGbI2fjz+0l2NKojH9XcmGwkB+Dhcy4v4KIwtGazG65S0CUPhLPtLbC5FbOXg+icxEFHfrSp2CDcSZeaBuL3fWxHLT/2FrTxbGQGYOFjNydnXBWV8tZAhFRyAkJ8VgVUyP7yD9iykN+23K5yyA6J1FnQE96OT43zMDzzcU4VBvFUTuNg619MPe7kBCtvO7g4YLBQkb9PGaWiMKQZVw+PNgjaw0Lkkpw3Y4lstZAdDaiPgKdGTOxEtPxXPNo1NVwU/K5iOKxWYsLx2bwL5dMGCxkxI3bRBSO9uXL+6MnKyoNj+3/QtYaiE5HNEShNWM2lnnL8XxTIVqORHCgBmkLg4WsGCxk1L99h5yXJyKSxeLUJtlGXi/o8VSfF/E2s2w1EJ1IjIhFY/pcLHZPxQuNBeiu5kszfzdwk3z4t1cmHosVjqoquS5PRCQLITcbeyPkO1D/u3HFmFixWLbrE0lEUwJq0+bhY9dUvNg4AtbDeg5MgOxtMqPf6UZ0BF/iyoGjLhNbxS7Ayw6vRBRe2sqkM+blCRZTEkbhuxVLZbk2kTcqFUdS5+FD+2S80pQLm5lhIhhcHhE763owqzCVf+lkwGAhE9uuXXJdmohINltzHbJcNyEiHr+uOQCdyDd0KHQ8MZmoSp6Hd/sn4W/NOXB1Cxz+ENh8tIvBQiYMFjKx7WSwIKIwYzDgk8RaWS79C28SMnvkPYmKwoM7Lgf7k+bjrb6JeKslE2Inw0SobeU+C9kwWMhAFEXYKirkuDQRkWw8xfno0B0J+XW/mViGC3Z+GvLrUvhwJeRjd/xc/K13Aj5qTQfa5a4ovFU09MDrFaHTMdSFGoOFDKRN296+PjkuTUQkm9oxiSG/ZmFsLh6pXBny65L2OZKLsDNmLl7rGYelrSlybR2i0+h3enCkw4LC9DiOT4gxWMiAy6CIKBytzQrtEa+RehOeaeuAyW0P6XVJu2yppdgaNQcvdZZhbVPogzINXGWjmcFCBgwWMuDGbSIKN0JcLJZFHw3pNR8xjUDh4eUhvSZpiwgB1rSJ2BQ5C39pL8GWhni5S6IBqmzoxaKJHK5QY7CQAYMFEYWb/nEFcAt7Q3a9C5NKcP2OJSG7HmmHKOjQlz4V640z8EJrCSrrY+QuiYZgTyObYMqBwSLEvP39cNbUhPqyRESy2p8fEbJrZUal4bH9G0N2PVI/UWdAT3o5Vutn4oWWMaiqjZK7JApAozxu4A49BosQc1QfkY6FCvVliYhktTS9OSTX0Qt6/MYCJNh6QnI9Ui9Rb0JHxkysxHQ83zwKdTWRcpdEAWT1beC2ojA9luMaQrpQXowAx+HDHAYiCitCdhZ2RbSE5Fp3xxVjct32kFyL1Ec0RqNl2AK8lvVTzHD/GVOP3IX/OVKGOhtDhRYpZTnUrbfeCkEQcM8995zysfvuu8/3Mekxkvb2dtx7770YPnw4TCYTMjMzcfHFF2PDhg3HP2fEiBG+zznxlpOTg8cee+yU+79+CzbOWISY43BVqC9JRCSrjtJs6cdl0K8zKaEQ3634LOjXIXURI2LRmD4Pi91T8UJjPrqP8KVPOJ0MtXCi9P1Hfrm5uXj77bfxv//7v4iKOrbUzm6348033/SFiC9de+21cDqdeP3115Gfn4/W1lasXLkSnZ2dJz3f448/jrvuuuv4n/V6ve95TwwvU6dOxd13333S44KN/7pCjDMWRBRudgx3B/0a8RFxeKrmEPSiJ+jXIuXzRiaiLnUe/uWcir805cF6WC93SRTGMxaSSZMmobq6Gh988AFuuukm333S76VQMXLkSN+fe3p6sG7dOqxZswbz5s3z3ZeXl4dp06bh6+Li4nyzGV8XGxt7Utg40+OChUuhQsxZxaVQRBRG9Hr8Kzn4x8z+QkxGZk9D0K9DyuWNTkVV7jfwVNqTKOl7FvMPfxP/W5cPq5uhIlzta+qFqKB9rbfffjteffXV439+5ZVXcNttt50UCqTbRx99BIfDATVisAghr9UKV3NoNjASESmBt2gk2nTWoF7juqQyXHhoXVCvQcrkicnE/twb8Fjy0yjq+QMWVF2DF+pHwOZhmCCgz+HG0Y7gfv8ZjJtvvhnr169HbW2t7ybtm5Du+5LBYMBrr73mWwaVmJiIWbNm4cc//jF27959ynP96Ec/Oh5EpNsf//hHKAGXQoWQo7qaJ0IRUVipH5MMIHhHbBfG5uK/K1cF7flJedzxudiXMB9vWibgnZZMiJ3B35BK6nWgpQ/5aco4GSotLQ2XX365LzxIMynS71NTU096jLTHQrpfWhK1adMmLFmyBE8//TReeuml4xu8JY888shJf/7688iFwSKEHFwGRURhZt2wvqA9t0lvwtNtHYh02YJ2DVIGZ2I+KuPm4Y3e8fhXazrQJndFpBZVrRagDIpaDnX//ff7fv/cc8+d9jGRkZFYsGCB7/bTn/4Ud955J37+85+fEiQKCwuhNAwWIcSN20QUToSYGHwWeyRoz//DyJEYdXhZ0J6f5GVPHoOdMXPxavc4LGtJBkJzYjFpTFVb8N7cGIpLLrnEd+qTdPSrdIzsQIwdO9a370INGCxCiMGCiMKJvSwfDmF/UJ77/KSxuGHH0qA8N8mnP7UMW6Nm4+XOMqxtSuSXggIzY6Eger0e+/fvP/77E0lHyl533XW+WY1x48b5TnTatm2bbynU1VdfDTVgsAghBgsiCicHCoPTdCwjKhWPH9gclOem0BIhwJo2ERtNs/Hn9hJsa4jjl4ACStq87fGK0OuUsxcnPj7+tPdLm7DLy8t9vS6ko2ldLpev/4XUh0LaxK0Ggqikc7g0zGOx4NCUqXKXQUQUMs88PBxbTU0BfU6doMPLnhRMqWV3bbUSBT1606divXEGXmwdi8q+GLlLIo1b+YN5KFDIBm6t44xFiDgPs38FEYUPITM94KFCcld8Cabs+jTgz0vBJeqM6E4vxxr9DDzXPAbVtcc6DxOFQnWbhcEiRBgsQoTLoIgonHSX5QLoCuhzTkwoxL0V3FehFqLehI6MWViBcjzXNBoNNSa5S6IwdURBvSy0jsEiRHjULBGFk515gV1lG2eMxVO1VdCLnoA+LwWWaIxGS/psLPWW44WmQrQdMXKISXZH2pW1gVvLGCxChDMWRBQ2dDr8OzmwTfEeE1KR1b0voM9JgSGa4tCQNhefuqbiz0356K7mSwtSFiV139Y6/usPEQYLIgoX4qgRaNTXBez5rk0qw0U7uK9CSbyRSahNnYd/Oafgr015sJpPPjaTSEmOtDNYhAqDRQh4+vrgbm0NxaWIiGTXWJwKIDDBoiA2B/9TuSogz0X+8UanojrlPHxgn4RXGnPh6NFxSEkVOq1OmPtdSIjm0rxgY7AIAe6vIKJwsiEnMO8OmvQmPNXejUiXLSDPR4Pnic3CwaT5eMc6CX9vzoKni2GC1Kmuqx9l0Qlyl6F5DBYh4KytDcVliIhkJ0RF4tPY6oA818ORI1F0eFlAnosGzh0/HHsT5+HNvol4tyUDYodyGosRDVVjjw1lOQwWwcZgEQLutrZQXIaISHaOskLYhQN+P8/8xLH41k4eLRsqzsQC7I6fh7+Zx+FfrekAf2yRxjT1cOYzFBgsQoDBgojCxaFC/xufpUem4omDWwJSD52ZPXkMdsTMxavd47C8JRlo4WiRdjFYhAaDRQgwWBBRuFiR0eHX5+sEHX5j0yOxP7DN9eiY/tRx2BI1Gy91lmF9E5eFUPhoMnPGIhQYLELA3d4eissQEclKSEvFF5H1fj3HHfElmLqLR8sGiggB1vRJ+CJiFl5sL8GOhriAPTeRmjR2M1iEAoNFCHDGgojCQU/ZcOm/Q/78CfEF+N7uzwJaUzgSBT1606dinXEmXmgtxt66GLlLIpJdY49d7hLCAoNFCLg7/FsaQESkBhUjh/65ccZYPFVXDYPXHciSwoaoM6I7fTpW62fg+eYiVNf6v9eFSEs6rQ443B6YDGzmGEwMFkHm7u6G6HQG+zJERPISBHySPPSmeD8T0jCse19AS9I60RCJ9vRZWIFpeK5pNBprTHKXRKRYogg099gxIpUzeMHEYBFk3F9BRGGhMA81hoYhfeo1SWW4ZAf3VQyEaIxBS/psLPFOwwuNhWg/wk7CRIPpZcFgEVwMFkHmbuPGbSLSvqbiNACDDxYjY7LxP3tWB6UmrRBNcWhIm4dPXFPxYtNImKv5o5toqMGCgovfnYKMG7eJKBxszBn8D+wIXQSe6TAjytkflJrUzBuZhNq0efjIPgUvNY2A1ayTuyQi1WMvi+BjsAgyLoUiIq0TTCZ8Gn9k0J/3cFQBiqp5CtSXvNFpOJwyH+/bJuO1phw4ehgmiAKpw+LggAYZg0WQccaCiLTOWVoAi3BoUJ8zL7EYN+1kqPDEDsPBpHl4xzoJf2/OgqeLYYIoWLqsPEwn2BgsgowzFkSkddWjYgf1+PTIFDxxaBvClSs+D3sT5uEffRPwz9YMiB2C3CURhQUGi+BjsAgyzlgQkdatzBx4rx6doMOTdgOSrJ0IJ87EQlTEzcUb5vH4uC0NaJO7IqLw0211yV2C5jFYBBlnLIhIy4TkJKyNHHj/itvjS1C+KzyOlrUnF2N7zFy80lWGlS3JQIvcFRGFt65+LoUKNgaLIGOwICIt6x03AqJQOaDHjosvwH27tb2voj91PDZHzcZLHaXY0JQgdzlEdIIeBougY7AIInbdJiKtqxw5sM3GccZYPF1fDYPXDS0RIcCSPhlfRMzCn9tLsKNhcPtNiCh0XB4RvXYX4iPZWDJYGCyCiLMVRKR1n6YMrCneT3XpyO7aBy0QBT3MGdOwzjATz7cUY39dtNwlEdEAdVudDBZBxGARROy6TUSalj8cVcamcz5sYVIZLt2h7n0Vos6IrowZWC3MwPMtRThSEyl3SUQ0BJ1WJ/JSYjh2QcJgEUTujvZgPj0RkaxaxmZIvWzP+pgRMdl4dM8aqJFoiER7+iwsRzmebxqFxqMmuUsiogDMWFDwMFgEkbe/P5hPT0Qkq8259rN+PEIXgWc6zYh2WqEWojEGzelzsNQ7FS80FqL9CNdiE2kJe1kEF4NFEIkOpmIi0iijEZ8kHD3rQx6MLsSY6qVQOtEUj/q0efjENQV/bhoJczV/NBJpVTdPhgoqfvcMItFx9nfziIjUyl1SALNw+Iwfn5tYjG/vVG6o8EYloyZlHv7lnIyXGkfAah7Y6VZEpG4Wu7ZOplMaBosg8jocwXx6IiLZHC2KP+PH0iKT8cSh7VAaT0w6DifPx/u2SXi9KQeOboYJonBjc3nkLkHTGCyCiEuhiEirVmd2nfZ+naDDk/YIJFs7oATuuGwcTJyHd6yT8I/mTHg6GSaIwhmDRXAxWASRaOdSKCLSHiExAauja0/7sVvjSzB9l7xHy7oSRmBPwjz8o3cC3m9Nh9guyFoPESmHzemVuwRNY7AIIq+TS6GISHss40bCgz2n3D8uPh8P7P5MlpqcSaOwK3Yu3ugZj09aU4FWWcogIoWzcylUUDFYBBGXQhGRFu3NP/VHR6wxBr9pOAqDN3QbI20pY7E9eg5e6RqHVc1JIbsuEakXl0IFF4NFEHEpFBFp0eLUxlPu+6kuE7mdq4N+bWvaBGyOnIW/dpRiY2NC0K9HRNpic3LzdjAxWAQRl0IRkdYIeTnYZ2w56b6rkkpx2Y7FQbmeKOhgSZuEDRGz8GJbCXbVxwblOkQUHvq5FCqoGCyCSLRzjwURaUtbSRaAr4LFiJhh+MnetQG9hijoYc4ox1rDDDzfUowDddEBfX4iCl92zlgEFYNFEInsY0FEGrM113n890adEU919SHaYfH7eUV9BLrSZ2C1MB3PtxThSE2k389JRPR13GMRXAwWQcSlUESkKQYDPk48evyP348ehbHVQ++uLRoi0ZY+G8tRjueaRqH5aESACiUiOj0Gi+BisAgiLoUiIi3xFOejU3fE9/vZiWNwy87BHy0rRsSgOW0Olnin4cXGArQfMQahUiKi0+NSqOBisAgiLoUiIi2pGZPo+zXVlIxfVu2EAHFAnyea4lGXNh8fu6bgz40j0FfNHz1EJA+Xlw3ygonf3YPIyz0WRKQha7PMECDgVw4TUiztZ32sNyoFNanz8KFjMl5pzIPVrAtZnUREZ+Id2PshNEQMFkHEGQsi0gohLg7Lo4/i1sRSzNz56Wkf44lJx+Hk+XjPNhmvN+XA1S2EvE4iorMRRSaLYGKwCCIGCyLSCuu4fIxJ6McDFctOut8dl40DifPxjnUC3mzOgqeTMxNEpFzMFcHFYBHERCw6vzqWkYhIzY6MisLTDfth9LrgShiBPfHz8PfeCXi/NQM4+6ooIiLF8DJZBBWDRZBwtoKItCQzw4Qm74X4tXMcFremAq1yV0RENHjcYxFcDBbBwkRMRCom6vSwT7wAvaMmomp0AhpcFpRaYzCnJxUlPW65yyMiIgVisAgSwWQK1lMTEQWFNzIG/eVXojN7Kpp6YxCXVA1Xkhk7U8Zi8ep2zJn+OWDaiRsipyDGUYpW5KKjjSGDiNRD4JkSQcVgESSCTgcYjYDLFaxLEBH5zZucib7yq9GeVIqmDgPcTi/i7FbohY9gj81BT2Em2nuP/ajYsHkOZky3438iPkGWZw3urx2NuV1AT/48tEYWoK3Vw8laIlI0gckiqBgsgkhnMsHLYEFECuPOG4ueiZejLTIfbW0ivDYRsAE6vRvpOfvRuH8lUqbMQpvHgnWJxRBrHb7P84o6bN68AFPK7djbsxE/yd+ByJEG3NvqwYzP30WRTUDv1EVojRmN1lYRXi5mJiKl4YxFUAkiD/QNmkOzZsPT2Rm8CxARDZB93Fz0jDkfLd4sdHWcunwpKaMH/V1LYW5rQtq02ThqcSD3gmH4sWsqhm/sQFvvsXAhMRk9KJv8Txw07zzpOW40j8EVm70wbt8HT0oWeqdfg7aEsWhuFeD18Ox4IpKf3qDDPX+aL3cZmsUZiyDPWHiCeQEiojPwGiJgm3YZuvJmork/ARazG2iTPnJyqIiIdCM+aQca9m/wHTqRNnmGL1Tk5Ar41DQRyQ7hpFAhcbj02L/zWhROsONI7/7j97+VcABvXQTMmZuPWyoSkfTZn5HkdmNUQir6ZlyDtuRxaG7Xw+3y8utGRLLgSqjgYrAIIiEyMphPT0R0Em9cMizTr0ZH2gQ0dZvgtHmAZukjp99gnZbTgs7axWho7vH9OXXiNNTYpX0SIqJKY7DBYsBEF/BVdPiK1WFAzd5vYXjxa6izVJ/0sXWRdVhXXodRk1Jw7+E85K7cj4Slf0ECgILYBFhmXIP2tIlo6jTC5WDIIKLQ0em5FiqYGCyCiCdDEVGwebJGwjzlarTHjkZLO+BxiUCT7yNn/JyoOAdMEetRX1lx/L6Ussmocwnwej0YP96DN3XzfPfHWs78PGaLEcZDtyCr8K9o7m845eNVxk48XNyJpKIo3N84DeNW1UHX1IL45a8iHq9iZGQMrDMXoSNzChq7I48FISKiIDJE6Dm+QcRgEeSlUEREgeYsmoqesovRqstFe7sb6APQN5A9DCLSc4+i+dBSdNvtx+9NLpmABhjh8bhhMACOHC/W9Rl9H3OZnWd9xg6zCRG1tyN1+IvosPnWWp2iW2fDE7k7YLhFh9s7J+D8DRbo9h2Gzm5F3Kq/Iw5/R16ECbbyq9CROx2N5ljYrTzGlogCzxCh47AGETdvB1Htd25F/+bNwbwEEYVLs7rJC9BdMAdNjjT0dg/+GOv4FCs8jhXorD952VLSmDI0R8TC9Z8T7GbP7sNLiddjTd+xN0ZGbu5Cc4/tnM+fl9kHT8ZzMDuPLas6lysshbhuhwlRGysB78nLoUS9AbbyK9CZNxONlgT09zFkEFFgJA+LwY0/K+dwBglnLIJIiOSMBRH50axu+tXoHDYFTeYY2KR38FukjwwuVOgMXqRm7kXDvlXwek5eapQ4qhgtpji4nMdmJRITBXTGOY6HigRRGFCokNS2xGGU8R54kv4Ei8tyzsd/EnsYn8wFJk7Pxp37MpC+Zg9E27FZFMHjRvQXH/luOf8JVZ0F89BkSz62CZ2IaIi4FCq4GCyCSGfi5m0iGjjpiNa+8oVoTyxBc4fe16zu2H6Job2YTs7qgqV9KeoqfYnkJAkFRWiLSYbT8dWJT5On1OFFw13H/5znBA4N4npV9YkoMd4LV/SzcHi+Wmp1NjsjmnHfhGZkl8XjvqPjMGrVYYidXcc/Lng9iNq6FDnSTTo2d8L56Co6H03O9CHN3BBReDOauBQqmBgsgoibt4noXFwjS2GecBlaTSPR1uaF2A9AumHopyUZo1yIT9iGxn0bT/vx+LwCdMSnwXHCPouRIwU0GYBVvV+9IRLfP/ga9h5JwYTR96DO+Bxc3oG/8G/U9+LHhTsQnW/Eva1TUL62DThSd8rjInetwjDpJh17WzIL3SUXocmThZ5OhgwiOjfOWAQXg0UQ6bgUiohOwzF+PrqKzvM1q+vucAHd0r2BOXY1LacJHTWL0djUe9qPx+XkoTs1G/Z+X3o5rnDUdrxofBTiCSufPOfYuH0muw5lYmrJ3agSXoRHHNxJT/06F36XtQvC9VLDvVJfwz3Djn2nfaxp7wZkSjdpQ/voKegZdymahRx0ShvaiYhOw2DkqVDBxGARREIE91gQEeCNMME+9XJ0Dp+OJmsCrL1fNqsL3Lvs0fF2GA3rUF9ZecbHxAzLQW/mCPRbrSfdP2mSG41CIlb0Rp10f1v7yY8bjK17czFj/O3Y63wJIgbfdVsUgDcTD+DNi4H5cwtw8+4ExK/dDbhPHxoiDm1DunT7zyxQz8Qr0WIYcezULDb9JqL/MPJUqKBisAgibt4mCl/e+BRfs7r21PFo7jLBaT97s7ohE0Sk51Sj6cBncDtP7pB9ouiMYbBmF8JiOXljtckkIDFpFV6O+C3EE7ZFxEjtMLoHtnH7TDZWFGD25G+jov8Nv55nTVQt1pQDoyan4HuH8pCzah/EvjNvEDce3YM06SaNds4omKcsREtkAdpapeZ/fpVCRCrHpVDBxWARRNy8TRRe3NmF6J18JdpiRqGlDfA6z92szh/xKX1w21agbvfRsz4uKi0D9hFj0Nd76vKo8vJutOgLsLw3+qT7R7oEHA7Ai/D128di7rTrsbPvXb+fq8rQiYfGdiJpTBQeqJ+KsjX1EJtO3Zh+IkNDFVIankEKgKKMPPSWL0JrTBFaW0V4vUwZROGGfSyCi8EiiLh5m0j7nMXl6Cm5CC26HHRIy26k1+69wX3Bqjd6kJy+Bw37VkP8Wg+Ir4tMToWzoBRms/mUj6Wm6iDolmOJ6S/wfm2yI3EIG7fPZO2WSZg73Y6d5n8H5PmkhnuP5+30Ndy7s3MizlvfB2H/4XN+nqG1Fsn//j8kAxgtncA1/Rq0JoxFc6sAr4chgygccMYiuBgsgoibt4k02qxuysXoyp+DZkfKsSNPO6SPhGbDcHJWJ/pal6B+z+m7XJ/IlJAIT9EE9PScvmndhInVaBHKsKw35pSPeYe4cftM1m2egVnTbajoWR6w53QLXryYWokXFwJXXVCMb2w3InLznlMa7p2OvrMZiZ8+h0QAoxJS0TfjGrQlj0Nzux5uV+BCFREpS0QkX/oGE0c3iDhjQaQN3qhYWGcsRGfmJF+zOvsQm9X5wxTtQmzcFjTu2zygx0fExgOlU9HV5Tty6hSjRglwONZjScJr8Jxma0ZHh3/7K75OFAVs3Hw+ysvtqOxZh0D7d1wV/j0fmDIjB3fsS0eq1HDvhON0z0Zn7kDC0r8gAUBBbAKs0xehLX0imjoj4HIwZBBpSWSsUe4SNI3BIoh0USefsEJE6uFJzT7WrC6hOCDN6vyRltOA9qNLYG7sG9DjDdGx0E2YjvYTGs2dSBCAESM2oQWTsbQ37pSPR4pAQ+fQT4Q6E49XwLYtl2LCVDv2m7ciGLaZmrBtYhNyyhJwX804FK6sgniGcHU6OosZcSteQxxew0ip+/mMhWjPmoLG7ig4bcHZK0NEoRPFYBFUDBZBpE+WtgsSkVq48sfBPP7S/zSr80CUXlv7Xl/L8651dIIdBt0a1Feevo/D6RiiYhAxeRZaOzrP+JgpU5ywOw5hacKr8JxmxVO+S8CRIG05cHp0qNyxEMUT7ajqPfPRuP5qMJjxaOEOxBZE4N6WKZi2phViTf2gnkNntyJ29T8Qi38gL8IEW/lV6MidjkZz7LFZKyJSHc5YBBeDRTAHN1067JCIlEoUBDjGn4fuovlocWegu9P9n2Z18r4zLQgi0nKq0HRgGdzOge910JsiETl1DprbfZs+TisyEoiLX4EO3Xgs6Ys/7WOSbMHdyGxz6lG1+3qMKHOgpu9QUK9lEZx4Rmq4dwNwk3kcLtvkgmHn/kE/j87pQMy69xCD9zBcb4Bt2mXoHDEbjZYE9PcxZBCpRVQcl0IFkyCKPNU7WNzd3aiaMTNoz09EgydGRKK//Ap05ZajyRJ/rFmdgiSk9cJpWY7uptpBfZ7OGIGYmRegqa39rI+bP78THu9ivJf4Mj4yS1uXTzWr3ont+87+PIGQHOdEetHLaLQO7v/VX+fZRuDmXXGIW195xoZ7gwmn9skXo6twHhptybCYlfX3iYhOduf/zoUpiu+rBwuDRZAdKBsH0RW6DZ5EdCpvQios0n6J1HFo7oo41qxOYQxGD5LSd6Nh7+cQxcEtvRL0BsTNuQiNrWc/KSojQ0DRmLdgjijCf7keh+sM7ysV7zTjaNuZG9AFUkaSHbEj/4w2m697YEiNcaXinkPDkb1qL0RLYPaU2CdIM2AXoNGZfuzEMCJSDJ1ewL3PnSd3GZrGYBFkh8+/AK4m345PIgohqeOy1KyuNboQ0uttJfcpSBnWDnPzEli6zryE6Yx0OiTOvQT15wgVkgULqmB3bML7iX/FB2apm8OpTCJgXNEEdwibx+WmW6Eb9jy6HGfeFxJMKd5o3F9fhNJVtRClzoYB4hg7E92lF6HZk3VsmR0RySo6PgK3PT2bX4Ug4lxQkBnS0hgsiELEOXYGuksuRAty0Ck1q5N6wpmVGyhMMS7ExGxC494hnpAk6JA07xLUDeDF8Jgxoi9U9EUU45Ne6WCJ04/LCLcOtSHuSF3fFoMCw3cRl/on9LlO7Q4ebJ26fvwibycibtXjzo5JmLfeDOFAtd/Pa9r3BTKlm/R3c9Qk9Iy/DM1C7rG/m0QUcty4HXwMFsEe4PT0YF+CKGyJesOx9e35s9FkT0FfjwvwbQ1Q/gu39Nx6tFYvgbnBMuS1/anzL0HNAEKFtBk8J/cLOBzAyuiH4DxL2EqxeRHaHQ/HVDfFY4zxXnjin0W/u1+GCgCn4MHzabvx/CJgYV8xrt1mgElquBeArYgRVTuQLt2k08dGlKBn0lVoMeahvc1zpoxHRAHGo2aDj8Ei2APMYEEUUN6YeFjLrz7WrK4nCvZ+T8ib1fkjNskGnXcN6nYP/mSiE6XNvxRHB7hsp7zcAYfjCCwRRfh3b+oZZyskut7AdtwejAO1SRhXeA8aTX+C0ytfHZKP4qrw0XnA1Jm5uGNvOlLWVEKUklkAGGv2Ik26/WfJnnnK1WiJLEBbqzcQGYaIzoAzFsHHYBHsAWawIPKbJy0HvdOuRnvCWLS06+B2fdmsTnmbsM9E0HmRll2Fxv3L4PHzQIfUQYSKmBgBUdHLfYcfrYp+CI5zLA3r7hxYt+pg2X04HZOL78ER4Xm4RflnnraamrB1UhOGj0/EfUfGI3/lIYjdPQF7fkNDFVIafgtpcVpRRh56py1Ca+xotLYC3hAvSSPSuqjYCLlL0DwGi2APMIMF0ZC4CiagR2pW95/lInI3q/NHYroZdvMy1O0eXIO200mbdwmOtA78KNhp5a1wu3tgNRbiX33SQpwzv1g1ikBde2hOgzqb7fuHYXrZndjn/jNEhawTqtP34EejdiC2MALfa56CqWtaINY2BPQahtZaJH/8f5C21RclZ6J3+jVoTShBc5ug6MMHiNQiKp7BItgYLII9wGlskkc04GZ1Ey5A9+h5aHalo6fLDXSpa1bi6wwRHiSl7ULD3nWDPkL2dNLmXoQjbQM/OWrYMAEez0rf71fFPAz7OWYrRnh0qFfIC9hNlSMwa+Kt2G1/FUoiNdx7etguCDcC3+4Zj0s3OqCvOBDw6+i6WpC4+HlInUZGxaegb8Y1aE8Zh6Z2w7EZOyIatLhkE0ctyHjcbJDZDx3C0auuDvZliFTbrM5afhW6cqahyRKnqQ7Gqdlt6G5cAmt3YI5QTZ+zANUdvrbgA7bgon2w27ej3zgSD3h/B/s5ltbM7AN2fNEIJZkzdTd2Wd6Ekl1gG4GbdsYhdoP/DfcGtMdoxiK0pU9CU2cEXA6GDKKBuurBCcgdc/qjtikwOGMRZEYuhSI6iScpHZZpC9GRUoqmTuOxF0a+3mjaCBWRMU5ERW9Ew57tAXvO9FnnDzpUlJZ6faFCsjrmh+ecrZDo+pS3AX7d1nGYW27Dzt4PoVQro2qwciYwdmoavnswB8NW7wtYw72v01l7EbfidcThdeSbonwho2PYVDR2R8FhU+/sHlEoxCVHcqCDjDMWIXBg/ISAnSZCpEbu3CKYJ12BtqhCtLaLmlwvLu0FyMitRUvVUjhtgTsuNX3GfFT3DG7fg14PnHfe53A462AzDMcD4v/BNoCNwGWVvahq6oMSzZmxFrt6FkMNUr0xuL+uCCWraiAOoHFhIHgjTLBNuxIdw2eg0RwLu1UbQZ0oYATgnj/Oh96o46AGEYNFCBy+4EK4GpW1vIAo2Bwls9AzVmpWN0zzDcFik/oheFahvfZQQJ83rXwOjvTaBv15M2f1Q69/3/f7JYnP4u/mYef8HD1ExK1qgV2h6/elXhwzpy/D7p7VUIsIUY+72kswd30PhINHQtrfxTb1UnSOnINGS4KmlhgS+bNx+3Z23Q46BosQqLnxW7Dt3BmKSxHJ5tiLmcvQNXImmvqTYTErb1lNoAl6L9KGHUDjvhXwBHhtfdqUWTja74Q4yMYG8fECJk3+EB5PH+yGHPwX/gjrAGaI8t0CmlYG9pSjQDPovJhS/jH29myE2lzbV4SFW3UwbQlMw73BHIpgn7QAXaPOQ6NN+nfJkEHhKT0vDtc9OlXuMjSPeyxCMcjcZ0Ea5Y1N8DWr68iY6GtW55Ca1fn2S2g/VCRl9KC/eynqdvsaagRU6sTpqLG5Bh0qJFOnNsLpOracaW3sI7AOYG+FJN0uHmsNomBurw47tl2JcZPtOGhW15s178cdxPvnA+WzhuP2PalIlhruOYPfBFAQRURtX4Zs6SbNJI6fj64xF6DJlQFzl/b/nRJ9KS6F+ytCgcEiFIPMYEEa4s7IQ9/Uq9AWNwYtHTp4VNiszh9GkwcJyTvQsH99UN55Th0/BbVOL7zewS9Jyh0uwOk6tlTIrs/C+5bcs/atOJFRJctlnC4d9u+8FqMmOFDduw9qs9nUiM2TG5Hna7iXj5GrAttw71xMFWuQJd2ksSyejq7SS9DszUJ3pzq+/kRDFcuN2yHBYBGKQWYvC1I5V+FEX7O6FsNwdEjN6qS9xL79xMpcjx8sqdkt6KpfgoZ9gzuhaaBSSieizqOH1zu0kDZmTAXs9mNfk/Vx/w3LAGcrJH1dg9/LIRerw4Aje27E8LGvoc5SDTWqNfTgv0fvQFyhyddwb8qaZoh1od2LF7F/EzKl23/+jXdPuBzNQq7m90RReIpL4oxFKDBYhGKQ09kkj9TF16xu4oXoGnWsWZ1vyURn+MxKfF1UnAORpg1o2LMraNdIKi5Dg2Aa8l6N8eM9sNsrfL936DPwvmXEgIOfThRR1xac41GDpddqROuhW5BV+Fc09yt7b8jZ9OkceCp7F4RvAd/pHoeLpYZ7uw+GvA7j4Z1Il27SrGTeWPRMvgrNxhG+rvcKaX5O5BceNRsaDBYhEDF8eCguQ+QXUToTf/pV6Bw2Dc19sei3uIFW6SPhvA5bRHpuDZoPLUW3PXjv6CeNLkFLRBzcQ1xzbzQCqWmf48tP3xD33+g1D3w2KderQ6tTfaGxw2yCseYOpOa9gA5baI51DRZRAF5L3ofXLgcumj8aN+6KQcyG3YAn9F8XQ+0+pEo3KWRkF8I85Wq0RBWirdUbyn3nRAEVy67bIcFToULA09uLQ9PKQ3EpokHxJGfAMu1qtCeXobnTwC6+J4hLtkJ0rkRH/eGg/q1KKBiD9thkOPzYyDtnTh8gfOT7vUOXiod0f4XZM/BgUW4VULFeve/652X2wZv5PHocwVmiJpdSVwa+e2AYMlfthdgfuN4oQ+VJH47e8kVojS1CSyvgHUBvFCKluON3cxAZY5S7DM1jsAiRqrnz4G5T9ztqpA3u4WNgnnQlWiPz0dYm8sXB1+gMXqRm7UPD3lXweoK71jx+RCE6kzJht9uH/BxJSTqMH/8ePN5jLzzXJD6Dv5rzB/Ucc1rc2Frhm55SrVE5ZliSn4XFNbhmgmqQ7onF/XWjUbz6KMTWdijlTYm+8mvQllSK5jYBHjdDBilXVJwRtz8zR+4ywgKXQoWIqbCQwYJkYy+bg54xF6AFWeiSNmb2hN/G64FIzuyGpUM6QtZ3Zm5QxQ0fie7kLNht/i2xmjy5Fg7nsVDh1KXiPWvhoL+2lu6hBxulqGpIQEnEvXBHPwu7R/3/Pydq01vws5E7YBqhx93tkzFnbRdQdVTWmvRdrUhc8gISARTGJcMy8xq0pYxHU4cBbie/t5CyJGZEy11C2OCMRYi0/vrX6Hr9jVBdjsKc1xAB+7TL0DV8BppsiWyKdQ4RkW7EJ21Hw74NIfn6xGbnojdzJKx+Lm/JzxeQnfO340fKrk38Df5sHjXoPgepa9vQZ9fGSUATRreizvgnuLza3ht0nbkIV28TELF1b0gb7p2LNyYe1umL0J4xCY2dEVxeSYpQPDML599SLHcZYYEzFiESUSi9i0gUPN7YRFinL0R7+gQ0d0fCYfMALdJHtPGCMVjScprRUbsEDc2h6SUQkzkMfcMKYLX4u2RHREHhdtjtx15UunRJeM9aNOjZimxRhw6NhArJrkMZmFpyN6qEF+ER1bchfaDeSziI9y4AZszKw217UpD0eWga7p2LztqLuJWvIw6vY6R0IMSMhegYNg2N3VHHvicRyYAzFqGjC+G1EO5LoYgCzZ01At1Xfh8Hv/Uc1k1/ElvdU1HTZOQP8AGIjnMgMWUF6ivfgq03NKEiOi0T/cOLYPE7VACTJrtht3/VIG5T/CPocg9+CUqWtlYN+Wzdm4ti4+0QIEDrNkY24O4pFXjk+/GovWYahMQEKIXgsCF2zVsY8eZDmLH8v1DuWonCYTZExfA9TQqfYCEIwllvjz32mO9xH374IaZPn46EhATExcWhpKQEDz744PHnee2115CYKC0+PLcxY8bAZDKhpcX37mJI8V93iJhGDW55AtGZOEdPgbnsYrQYco+dMd8nHYYvfUQ5yyEUTRCRnnMEzQc/g8sRulfVkSlpsOePRW9vr9/PZTIBiYmr4PrPah+XkIB/9kvT/IMPFpHSscIatLGiALMnfxsV/eGxBLXG0INHinYgYXQkvtc4FZPWNEKsb4JS6NxOxGz4wHfL1elhn3opOvPnoNGaCGuvNv8OknIkZcoXLJqbv9qz98477+BnP/sZDh78qldNbGwsVq5ciW9+85v41a9+hauuusoXOPbt24fly5cP+nrr16+HzWbDN77xDbz++uv40Y9+hFBisAgRfWwsDFlZcJ/wF4xoIETph/CkC9FdMBfNrrSwb1bnj/hUCzy2FajbfSSkf/lMiclwjx4Pc09gZkbKp/fA5frqlLmtCY+gYxB9K07Ur4GN22eyfvtYzJ12PXb2vYtwYRbs+HXOTuhvFvCdzglYsLEf+spDUBLB60HU5k+Qs/kTZP+nGWfn6PPQaEuFxaztvTEUejqDgIR0+YJFZqbU2/4YaTZCCg0n3if5+OOPMWvWLDzyyCPH7xs9ejQWLlw46Ou9/PLL+Na3voV58+bh+9//PoOF5k+GYrCgAfBGxqDf16xuCpp6Y2Fjszq/6A0epGTuQ8M+6QjZ0K7zjohPgDh2Mrq7A9NjITVVmj5ffny/rluIw7v9JUM+5atRZR23B2vtlkmYO92OneZ/I5x4IOKVlD145QrgkvOK8M2dUYj5olKWhnvnOjwgcsdyZEs3qQ/LuLnoKl6AJlfGsTdRiPyUmB4NnU7ZyyIzMzPx5ptvYs+ePSgtLR3y8/T19eG9997D5s2bfcuhzGYz1q1bhzlzQnfULmcsQhwsrOvWhfKSpCLe5Ez0lS9Ee1LJV0c2+lYycJmAP5Izu9DXvgR1laHv02CMiYNuXDnaO7sC9pwTJlbDccISrq0JP0T7EGcrMj0Cevq1/+Jt3eYZmDXdhoqewS8r0IKlMdVYOhsom5aBuw9kI3O1MhrunY5p91pkSTdp2WfxdHSXXowmMRvdHdr/e0rBkTwsRvFD+8ADD/gCQFlZGfLy8nx7LS666CLcdNNNvr0SA/X2229j1KhRvv0ZkhtuuME3g8FgoVHcwE1f584bi56Jl6MtsgBtbV54bSLga2vAc+ADcYRsXOIWNO7fJMtfPENUDAwTZ6KtszNgzylt1XI4vjoS1y3E4t3+cUP++5Lr/E9LE40TRQEbN5+P8nI7KnvC982dyog2PDCuDemlMXigZhrGrDoCsb0DShWxfxMypJu0j6hgAronXI5m3XB0Sr14iAYoOUv5wSImJgaffvopqqursXr1amzatAk/+MEP8Ic//AEbN25EdPTAlnK98soruPnmm4//Wfq9tCTq2Wef9W0IDwXOWISQaRRPhqJjU/3dY85HizcLXR1fNqtT1vIEtUvLaUT70SVobPZ/o/RQ6CMjYZo6By0BfNEmCMCIEZthd3x1346Eh9E2xNkKLW/cPh2PV8C2LZdiwlQ79pu3Ipy16az4af4OmEbqcU/bZMxa2wkcroGSGat3IV26ffmGzKQr0RIxEm3SARY8t4LOIilT+cHiSwUFBb7bnXfeiZ/85Ce+fRbShu/bbrsN5yJt9pYCyZYtW07aV+HxeHwzGXfddRdCgcEihEwFBcdeHSiomREFnzfCBPvUy9A5fAaa+xOONavz7bsNnxd1oRKTYIdBvxb1lXtkq0EfYUJ0+XloamsP6PNOmeqA3fHVJlyPEI13bBP9mt2ydZ+QUsKA06ND5Y6FKJ5oR1VvJcKdQ/DgDxkV+MN1wPXmEly1Fcca7imcoXYfUqWb9F10WD7MUxeiNWo0Wts8EDnZS1+TmhOryjEZMWKEb6bCah3YPjhpydPcuXPx3HPPnXT/q6++6vsYg4UG6WJiYBw2DK7GRrlLoSDzxiXDMv1qdKRNQFO3CU6pMZTvQDCGieAdIVuNpgOfwe2U78WyzmBEzMwL0Nj61YlNgRAVLSAubuXx42UlOxMeRosfsxWSpnZtb9w+HZtTj6rd12NEmQM1fco6LUlO7yYcxLsXArNmj8R3KpOR+PlunPQXTqEMTUeQ8q/fIwVAUVoOesuvQWvcGLS0AV4P38QLdxGReiSkR0HpHnvsMfT39+Oyyy7z7bHo6enBH//4R7hcLixYsOCk2Yddu3ad9LnSHozCwkL87W9/w+OPP37K5m9p9uP3v/899u7de3zvRTBxxkKGfRYMFtrkyRoJ85Sr0R47Gs3SDzWX+J/N11zmFEwJqX1w9S9H3W55l3IIej3iZy9AfYBDhaS8vAMu11d7NTxCFN6xTfZrtiLdI6DLIn+nZjn02Yxo3H8zsoteRqO1Vu5yFGVDZD02TK1HwcRkfO/wCAxfdQCiWZ4lhYOlb29A0id/RJK0Hyk5A33l16AtqRTNbQI8boaMcJSaG+c73lXp5s2b55tpuOWWW9Da2oqkpCRMnDgRy5YtQ1FR0fHHSc1VpftPJC2deuqpp9DZ2YlFixad8tzFxcW+mzRrIQWMYBNEketyQqntt79F50svh/SaFDzOMVPRU3IxWvS56JA2FPJnV8jojR4kp1eiYd8aiF6Z1z/odEiadwnqpLdJAywzU4fRRW9CFL9693h74qP4vXmKX887ySZg39oGhLOMJDtiR/4ZbTb2FzqTBG8k7mssxsTVDRAbm9U7gzxjEdpSJ3x14h6FhfEX5GL2dWxQHEqcsQixiEJu4FZ9s7opF6M7fzaaHKno7XYBvjeSucQplFKGdcDcsgT1ewK7j2EoREFAyrxLUBuEUCEpG3cAdvtXocIjROId2zS/Tw6LsXImrbU7EhHGO5E87Hl0OQJ3epeWmHV2PJm7E/pbBNzWOQEXbrBCt7cKaqLr60L8spcRDyA/KhbWmdegPWMymrpMcNr570DL0oaH5iQk+gpnLELMtmcvar7xjVBflvzgjYpFf/l/mtWZY2CzMkTIxRTtRGzcFjQe2AIlkEJF6vxLUROkUFFcDKSm/e2k+3Ym/Ai/7ZWChX/KD9tQUR24/hpqVjCsF7bUP6HPpY4lP3K7zFqA63dEIlpquCf3bKEfRFMU+qdfjfbsaWjsiYajnyFDa771WLmqToXSAgaLEPPabDg4aTJPhlI4T0rWsWZ1iSVo7tBz6lwB0nIb0Fa9GA6rBUohhYqjrcGZNREEERdc+AUcjiPH7/MKEfiJ6R3UOfx/MZf7RQfa+8LrVKizGZPXje74Z9HvVmbjOCUa58zA3fuzkCE13LP5GvColtcQAXv55egYPguNvXF8A0kDjCY97vrfuRAU3nVbaxgsZFB96WVwHj0qx6XpLFwjS2GecBlaTdLZ6F4eW6gQMQk26IU1aDu6H0qSNu8SHGkLXnOx6dNtMEb886T7KhJ+iKd7Z/j93MleAf3Lw3t/xemMK2xDo+lPcHrDc1P7UGV6YvFA7WgUrayGt6NTI0teL0Fn/lw09ifC2stZajXKKkzANT+UDrmgUOIeCxlETZ7EYKEQ9vHz0VN0Hpo9mejudAPd0r3qndrXEkHnRVp2FRr3L4fHpawXemlzLw5qqIiNFRAVvRzuE17PiIIB7zhmBeTv53AncMDvZ9Ge3YfTMbn4HhwRnodb5IvJgWrRW/CT/B2IHGnAva2TMePzDuCIek/bErweRG35FDlbPkW2IMAx8UJ0jT4PjfZU9PUo/wheOiZ9uLSrhkKNMxYy6PnwIzQ/+qgclw57UrM629TL0TV8OpqsCXwnSqES0nrh7FuG7uY6KE36nAWo7vAl0KA5//w2uNyfnXRfZfxD+E3f7IA8/5xOL7ZuU+cJP6EwvawG+9x/hshj3obsRvMYXLHZC+P2fdAS+7g56C5egCZXJsxdDBlKduFtY1FUnil3GWGHwUIGzvp6VC+4SI5LhyVvfIqvWV176ng08xQQRTMYPUhKr0DD3rUQFdhCN33WBajuMgf1GtnZOhQU/gPiCe+Ye6HHz6P+iSP2wIxJebUdFYfVv2QlmGZNPIjd9lflLkP15tiH45aKRCSs3Y2TpuA0wFlcju7SS9AsDkNXh7b+37Tgxp+XIzmLG7dDjcFCJlVz58HdFpyTZAhwZxeid/KVaIsZxQ6sKpEyrB09TUtg7Q7eEiN/pM84D9U9fUG/zoKL9sFu337SfXsS/gu/7p0XsGuM2NyJlh57wJ5Pq+ZM3Y1dljflLkMTRrlScO/hPORKDfd6tXf6lqtgAnomXI5m/XB0tDFkyI0bt+XDYCGTxocfRu/iJXJdXpOkd496Si5Ciy6HzepUJDLGieiYTWg6uA1KlVY+D0d6rUG/TmmZiKSkv590nzRb8Yvo93DYFpjui4lewL68MSDPFQ7mlm/Gzt4P5S5DUw33HmgoxvjV9RCbWqBF7uFj0DP5KrRE5KOtzcPGqTLILkrEwocmyXHpsMfN2zKJmjyZwcJPot4A2+SL0J0/B82OlGPN6nxvdvPdIjWQ1q9n5Naj9fAS9DQE/0X7UKVNnYWjfcE/glSvBzIzPofja/vUD8bfg8N9gWvpPtwl4FDAnk371m4ux5wZDuzqWSx3KZppuPfL4TthuEWH2zsn4Pwv1Ndw71wMdQeQKt2ko8uzRsI8bRFaokahlacNhkxWYWLoLkYn4YyFTOwHD+Lo1Qvluryqm9VZZyxEZ+YkX7M6O5vVqVJsog2CuArtNQehZGmTpuOo3QNRDNwL+zOZOcsKvf6Dk+4TIeDx6PdxKECzFZLZXSK2bW0K2POFA6mnyMzpy7C7Z7XcpWjSFZYCXLcjElEb1d1w71w8aTnoLV+EtrhiNLcBXk/wv6+Eq6senIDcMclylxGWGCxkInq9ODR9BrwaXGsaaJ7UbF+zuraEYrS06+F2afcHj9YJei/Shh1E4/4V8LiUfaJK6oRpqHVJr3OC//ctIUGHiZM+gMdz8h6OA/H34Im+BQG91oyjduw8xI3bg2XQeTGl/GPs7dkY0K8HfWWiMwt37stA+po9EG3a3gPkSUqHZfo1aE0qQ3O7Dh7+XAsYnV7Anf87F8YIfeCelAaMwUJG9d+9B5bPP5ezBMVy5Y871qwuYoRvjaoCDwiiQUpMN8Pe8xl6WpXfmC1l3GTUew3weDwhud4FFzTB6Vp5ymzFL6Pfx4EAzlZICrZ2obFL3V2S5RJh9GLc5Pdw0LxT7lI0LdsTj/tqCjF61WF4O7qgdd7YRFhmXoO21Ilo6jDA7eQPPH9kjIzHN340JWBfHxoc7rGQeZ8Fg8UxotSEaPx56C6ajxZ3xrFmdb6fJ6F5YUfBY4xwIzF1F+r3rQNCsKTIX8kl49EgGuHxhGavzvA8AU7XqUtsquLvxIEA7q2QxHqBpm6GiqFyunTYv/NajJrgQHWvtvozKEmjvhc/LtiB6JFG3Ns6BeVr24AjyutpEyg6Sw/il70CqZ1bvrTcd+YitGdMQROPRx8S7q+QF2csZNS/Ywdqv3UTwpUYEYn+8ivQmVOOJks8+vu46VprUrPb0NWwGP096njXMWlMKZoj4uAK4TKtBRdVwG7ffcr9v4p5H/sCvGe81Cng8GrlzxgpXXyMC7ljX0OdpVruUsKCIAI39hbj8k1uGHfsRzj9jLTOuBod2eVo7ImGo59vtA3EZd8bh5HjpK3zJAcGCxmJTicOTp0G0eFAuPAmpMIyfSHaU8ahuSsCTju/UWpRVIwDkVEb0Vy1A2qROGoM2qKT4XB+7VimIJowwYO4+FP7JByOux0/t1we8OvN7haxbQs3bgdCaoIDyYV/RXM/g1oozbPl4du7ExCvwYZ7Z+M1RMBefjk68maisTceNkv4/L8PigDc8ds5iIwxyl1J2GKwkFntzd9G/zblnt8fCO6cUb5mda3RhWjlSRhhcIRsLVqqlsJpC/4RrYGSMHI02hPS4AhhyDcagbnzVsLpPPWF/q9j3seeIAzfzFoHdhxQZgNCNcpKsSEy7wV02NjsNNRGuVPwvUN5yFm1D2KfBeFE1Olhn3IxOgvmotGaBGsvQ8aXUrJjcMNPy2X9+oQ77rGQWdSUyZoMFs6xM9A9dgFahGx0trsBs3SAufLX19PQxSVbIbpWoW63us6kj8/LR2dSBhy20O49mD6997ShojruFuwJ0uukjg71hD01aO6MQp7xLiRmPo8eR7fc5YSVKkMnHhrbiaQxUXigfirK1mi34d7XCV4PorYsRs6WxciW9idOvABdo89Doz0NfT3KPm0v2Li/Qn6csZCZZd161N91F7TQrM4+5RJ0jpyFZntK2H9zCyc6vRepww6gcd8KeFS2NCE2Jw/mjDz094f2BXdSkg7jxr8Hr/fU6z4d8z4qglBOlAgIyxvhZb4PuFE5ZliSn4XFFV7vnCuJQdThzs4SnLe+D8L+wwhXjrI56C5egEZ3Jsxd4RcyLrqzBKOmZMhdRlhjsJCZx2LFofJyIETHWgaSNyYe1ulXozNjEpp6omDnxrKwk5TRg/6upTC3qW/dfmxWDvqyC2Cxhr7r94UX1sHhPPWo6aNxN+P/WRYF5ZpjnTocWV0flOcmoCS/E23Rz8Lu0Xb/BTW4qm8UvrHdiMjNezTdcO9cnGOmorvsUjSL2ejqUNebPkN1629mISbRJHcZYY3BQgGOXnMt7Pv2qadz6LSr0Z4wFi3tOjarC1MRkW7EJ+1Aw/4NqjhC9uui0jNhyxuDPkvo32HOzxeQnfM3346Ur/tt7D+x0yoE5bqzzSK2bVJfAFSTCaNbUWf8E1ze8HunWIkmSw339mYgVWq4Zw/vwOcskHpDXYFmfR462rQZMpKyYvCtn3N/hdy4x0Ih+yyUHCxcBRPQM/5StBrz0C41q5Pe4PW9yRu+7wSFs7ScFnTWLkZDcw/UKColDY6RY9EnS9d7EQWF22G3nxoqamJvCFqokHjNoTvtKlztOpSBqSV3o0p4ER5RfbPQWrM9ohnbJzYjpywB99WMQ+HKKohd4bkXJqJ6N9Kkm/QzfXgReidfjZaI/GMNaNX33tBpDS9JlrsE4oyFMvR+tgyN3/8+FNWsbuIF6B41H83udPR08t03AqLiHDBFrEfL4QrVDocpKQWeognoNkunCYTe5MkuRMe8fdqP/T72PWy36oJ27TE7e1DTFvplX+Foxvhq7HW+5DsljZQjVozAvS1jMW1NK8QaLguUeLJGwjxtIVqjR6Ol1QtRxe8XXvX9CcgtZriQG5dCKYC7qwtVs+fIuhZUNEXBWn4lurKnockSx2Z1dOLfDqTnHkXzoaVwqXg5QURCIsSSKejqlmemxWQCZs1eCper/ZSP1cV+A49abwzatSNFwLCiCW7u3A6Z2ZP3oaL/jdBdkAbVcO8m81hctskFw87wabh3Lp7UbPROX4S2uLFoVtnR8AaTHnf+dg70xuC9OUMDw2ChEEe/+U3YK07tvhtMnqR0WKYtREdKKZo6jXA5VPxWBQVFfIoVHscKdNaru8OwMTYOuvEz0NElXwfwufO6IYqfnPZjf4h7F1ss+qBde4xLh5pVfIc21OZM3YFdlndDfl0auPNsI3BzRRzi1lWGVcO9Ab0+kEJGUhma2vXwuJT9+iCvLAVX3Dde7jKIeyyUI27+/JAEC3duEcyTrkCbr1mdCK9DBHz7OZX9TYNCS2fwIjVzLxr2rYJXhSeWncgYHQPDhJlo6+yUrYbUVAGCsPy0a5kbYhYFNVRIkm1e1AT1CnQ667ZOwtzpduw0/5sDpFCro2qwejowZnIq7jk0HNmr9kK0cMmgvrsNCUv+jAQABbGJsMxYhPa0iWjsMMLtVN7rheFjU+Qugf6DMxYKYT9wAEcXBueYSUfpbPQUX4AWDDvWrI7oLJIyu2HtWILedvU3mzJERiFi6jy0dsjbbXrBgiOwOzac9mPPxr2LTUEOFrMaXNi+l92h5SAIImZPX41dPctkuT4NToo3GvfXj0Hp6lqIza0cvq/xRsXCOmMhOjKnoLErEk67Mt54uunx6UhMj5a7DGKwUJaq886Hu7nZ7+fxGiJgn3oJukbMRFN/Mixmbr6mczNGuRCfsB2N+7/QxHDpI0yImn4+mttP3dMQSqNHAxmZ0vGyp2qKuRKP9N8a9BpKKsyobmHzNrnodSLKyxejsmedbDXQ4ESIetzZUYJ5680QDqh7KWiwiBGRsE6/Cp0509HYEy1bL6v4tCh8+4kZslybTsUZCwVpfuwx9Lz9zpA+1xubAGv5QnRkTERTTyQcbFZHg5CW04SOmsWw9clxBGvg6QxGxM66EI1t8oYKQZCa4W2C3VF12o8/F/cOvrAE99TvCBEwrWyCS0UbMbUoQu/FhKkfYr95q9yl0CAt7BuFa7cZYJIa7mnlbNYA872hOe0ydI6YhcbeePRbQrc6omx+DubeMDpk16OzY7BQkL41a9Bwz70Dfrw7Iw99U69CW/wYX7M6pW+uIuWJjrfDaFiH1upKaIWgNyB+zkVoaJV/6c+0aQ6YIk+/ebc55jL8sP+OoNcwyiWgflVD0K9D5xYV4UHxxLdR1audf2/hZKpjGG7fm3as4Z7DIXc5iiXq9LBPuRid+XPR2J8Ea29wQ8bl943DiLLUoF6DBo7BQkG8DgcOTZ8B0WY742OcoybBPO4StBiGo0NDjW0oxAQR6TnVaD64DC6Heo+QPYVOh8S5l6BeAaEiKlrA9OmfwO0+/UlUL8a9jXUWY9DrmNkH7PiiMejXoYGJi3Rj5Lg3cLTvEIdMpYZ7EnHfkXzkrzwEUabjq9XC1xdrwvnoKjofTY409HYHdmm23qDDHb+fA2NEcPep0cAxWChM/b3fg2X16pP/UU5agK7CuWh2pcHcxc3X5J/41D64+1egq/GotoZS0CF5/iWobZE/VEjmn9cBj2fJaT/WEn0xfmC7OyR1zG50YdseZYwJHZMc50R60ctotNZySNTecK9pLKZ93gKxlrOCAz1MpmvsAjR7sgLSfDd3bDKu+q8Jfj8PBU5wF/fSoMXOn4++LzYd2xCVPQ3NvbHH1ir6DqdgqKCh0xs9SMnYi/q9qyDK2IwxGKQAnjr/EtQoJFRkZgrwelec8eMfG4K/YftL5s4zz4CSPLr6ImA4fBsy8v+MVpv/B3aQPCyCE89k74JwI/DtnvG4dKMD+ooD/HKchWnPemRJN2kFRtFUdI+7BM1iDro6hvb6Jn88l0ApDWcsFMbe1Yu/Pb5TMUe4kTYkZ3Wir3UJ+jqV8cI70FLnX4qjrfJu1D7RgosOwW7ffNqPtUVdgIfs3wtJHQZRRMyqFjjc2gqSWpGbboVu2PPocsjXY4UC6wLbCNy0Mw6xG9hwbzBc+ePQM/EKNOvz0NE2wJAhALf+ZhZiEkxD+2JRUHDGQmEik+ORPCwGLUe0cToPycsU7UJs3BY07jv9i1wtSJt/KY4oKFSMHSueMVRIPjbeAYRoW0ueR4dGhgrFqm+LQYHhu4hL/RP6XPyerwUro2qwciYwdmoavnswB8NW72PDvQEwHtmNNOn2n0a+PZOvQqupAG1n2UuaOTKeoUKBGCwUKH9iOoMF+S0tpwHtR5fA3Nin2dFMn3cJqhUUKnQ6YFj2BpzpwJj2qPOwui90766l2UVw27ayVTfFY4zxXnjin0W/u1/ucihA9hnb8f3SdqSOjcH9ddNQsqoGogIOlVADQ/1BpNY/A2mRU1HWCPROXYTWmNFoafVCPGHyNX9Cupxl0hlwKZQC9XbY8Lf/t1HuMkilohPsMOo+R+uRvdCy9DkLUN3RDSWZPsMGo/GfZ/z4qwn/wIreyJDVM6fZja272T1YDcYVtqHR9Cc4vU65S6EgNdy7q70Ec9f3QDh4hGM8BJ6ULPROvwZt8WPR3CbgW4+VIyGN3baVhsFCod751RZ01LNTLg2cIIhIy61C0/5lcDu1/eIkffaFqO5U1jGPsbECpk77F9xu82k/3hE1Bw/aH0QoT4gev7cPBxu4xEYtJhc34YjwPNwiD+rQsmv6RmPRVj1MW9hwb6iMk8tR+I/XAvp1ocDQBeh5KMAKJkorDYkGJiGtF5GRH6Cu4hPth4qZ5ysuVEimTWs5Y6iQfBpxd0hDhU4UUddmDeEVyV/b9w9Dkf5OCNKuVNKsD+IO4dvn78fvHhqO7osmQ4iIkLsk1UmcM13uEugMGCwUvM+C6FwMRg/SsneireoVdDdp/0z89OnzUN2tvHfgs7MFuD2rzvjxzsiZWNEb2in74R4dbE6eLqc2mypHoCwydMcRk3w2mxrx3ckV+OH341Fz7TQISYn8cgxQ/CWXcKwUisFCoZKzYpCUybWDdGYpwzoA9z9Qv2c1xBN3tGlU2rTZONKrzM2tY0v2QDzL8pXFpnsQ6q9Q5hk2kJPybdhZhAmx35K7DAqRWkMP/nv0Dtx+twvbb5kCYXg2x/4sTMXFiBgxgmOkUAwWCpbP5VB0GqYYF5Iz1qFx7xuwdHWExRilTZ6BoxYHxDOdOyijsjIP7PYdZ/x4d2Q5lvXGINSMff53tSX5rNs6DhPjF/FLEEb6dA48lb0L13+rFYvvGQ/P+CK5S1IkzlYoG4OFghVwORR9TXpuPezdr6LpwNawGZvUidNQY/coMlQYDEB6xrqzPmaJ6Xshn62QWLpC1CyDgmbt5nJMSLyMIxxmRAF4LWkvbrysGi/912hY504E9Hq5y1KM+EsulrsEOgsGCwVLGx7H5VDkE5tkQ3zCEtTtfg8Oa/icFpYybgrqXAK8XmUu9Sovt8DprD/jx7tNU7C0NxahJogi6rlxWxPWb5qDcYnnyV0GyWRZzBHcNqsSv3gwAy1XTIUQE/rZTyUxjS1GRF6e3GXQWTBYKFzxzGFyl0AyEnRepOceRHf9y2ir2R9WX4vkkgloEA3weJS5ATkhQQdjxPKzPuazyPsgR/U5Xh0sDh5ZqgWiKGDz5gUoSZwhdykko70Rbfivsp247z4jDtwwDUJGeJ4cGX/JpXKXQOfAYKFwRdMzodPx6MFwlJhuhsn4Pup2fwqPS9tHyH5d0pgyNOmj4HYr98XxlCn18HjOPHtkNk3Ekr54yCGLG7c1xe3VYce2K1GUMFHuUkhmbXoLfjZyB26+rRfr7pgMjBqJsCEIiL+MSwOVjsFC4aLjI5BXliJ3GRRChgjpCNntaD30KnpazrzMRqsSRxWjxRQHl0u5m4/z8gQ4XWvO+phlUQ/ALdO2EFOfcgMZDY3TpcP+ndeiIH4sh5DgEDx4Nr0C13+jHu99rwTOaaW+F95aFj1tGiJyeGKW0jFYqEDxLC6HChep2W0QnX9H/Z7Pw+II2a9LKChCW0wynApv8je6aCdwli3ZvaZx+LRXvjPp+7u5cVuLrA4Djuy5EcNjC+QuhRTkvYSDuPmCA/jfB/PQs0C7DfcSFi2UuwQaAAYLFcgrTUF0gja/UdAxkTFOJKd9joY9f4e1uzMshyU+rwAd8WlwOJS9jmfCBDfs9sqzPmZ51H/BJeMpVg3cuK1ZvVYjWg/dgqzoHLlLIYXZGNmAu6dU4JHvx6P2mmkQEhOgFbqYGMRfzNOg1IDBQgWkPRZjpmfKXQYFgQgR6bk16O98BU2HtoftGMfljkB3ajbsdmW/0240AimpZ18C1RdRgk96kyGXLC9gtil3GRn5r8NsQl/NHUiNSudw0ilqDD14pGgH7rzHg53fngohV/2rHuIuvhi6qCi5y6ABYLBQCZ4OpT2xSf2Ij/8Udbs/gNOmzI7SoRAzLAfmjDz09yt/DKbP6IXT2XzWx6yIfhBOGWcrchzaXmdNxzR3RsHbdBcSTUkcEjots2DHr3N24oab27H07gnwlI1W7UglchmUajBYqERiRjSyCrUzrRnOBL0X6Tn70F33EtprDyGcRWcMgzW7EFarFUqXnCxApzv78bKWiDH4d6+8hy1EcuN22KhtiUNkxz2INYa+VwqphwciXknZgxuvOIJX/qsI1jkTVNVwzzh8OKKnTpW7DBogBgsVKZ6ZJXcJ5KekjB5E6N9DXeVSeBR8lGooRKVlwD5iDPos6mj4N2lSLbzes8+qrIx+SNbZComtR9l7VCiwqhoSkGy5F5H6SA4tndPSmGrcNnsPnngwA62XT4UQHa34UUtYeLXcJdAgMFioSOHkDBgj1fMuA33FaPIgNWsrmg++CnNrY9gPTWRyKpwFpTD39qpiLAoKBDica8/6GKuxEP/uk79pVRM3boedvUdSkO28F0adUe5SSCUqI9rwwLiduO8BIw5KDffSUqFIOh0SFy2SuwoaBAYLFTGa9CiczM16apOW3QqP7Q007FsntdFFuDMlJsNTNAE9ZjPUQUR+wVbfr2ezKuYHsHvl/fpmeAV0WZV9VC8Fx65DGSjA3dALfPOJBq5NZ8VPpYZ7d/Rhw22TgcIRihq+mDmzYcziag01YbBQGW7iVo+oOAeSUlejfs8/0G/ulrscRYiIjYc4djK6enqgFpMnu2C37z/rY6zGAnzUlwG55XAVVFjbujcXxcbbIYAb+GnwDff+kFmB669rwD+lhntTSxQxhEnXXy93CTRIDBYqk1WQgKRM5a+JDG/SEbJHYWl7Bc1VUiM1khiiY6GbMB2d3eoJWSYTkJC46pyPWxPzsOyzFZJoa3jv2yFgY0UBxkV/m0NBQ/au1HDvwoP4w0Mj0XPh5GPnbMvAkJ6O2HnzZLk2DR2DhQqN4SZuxYpLtiI29mPU7f4QLrtN7nIUwxAVg4jJs9De2QU1mT69Gy5X+1kf028YgQ/7lDFV7+jhMigC1m8fiwmxfKeX/LMhsh53T63Aow8moX7RNAgJ8SEd0oRrFkEwGEJ6TfIfg4UKjZme5WuaR8qh8x0huxedNS+jo/6w3OUoit4Uicipc9Daoa6O4mlpOkA4+/Gyks9jfwCbAmYrJNy4TV9at3USJiZcxQEhv1UbuvCDMVLDPS923TwVQk4IGu4JAhK/cR3kdOutt0IQhFNuhw/zZ/zZMFioUHR8BPLK5D0rn76SnNkNo+4d1FV+Bq+HS1FOpDNGIHr6eWhu71DdX5nxE6rg9Z5904LNMBwf9GVDCVJEAR193GRBX1m3eQYmJF7EIaGAMOvseDJ3J274djuW3T0B3pJRQRvZmJkzEZEj//fWSy65BM3NzSfdRo4cKXdZisY5JhX3tDhaob4Xa1oSEelGfNJ2NOzbIHcpiiToDYiddSEaW9ugNqNHAw7HF+d83LrYH6DfrIzZiuEO4OxbzCnciKKALzafh/JyGyp71sldDmmo4d5LKXvw0lXAZRcU4fodkYj+ohLwegN2jUSFbNo2mUzIzMyUuwxV4YyFSuWVpvhmLkgeqTnNcFmlI2QZKk5H0OuRMOciVYYKQQDy8jad83F2fTbet+RCKWKtHrlLIAXyeAVs23IpihPYuZgCb3FMNW6dsxe/fCgLbZdNgRAV5fdzGrKyEHfB+QGpj0KPwUKldHodSuaEYJ0jnSQqzo7ElBVoqHwLtl71HJkaUoIOiXMvRr0KQ4Vk6lQ77I6qcz5uXdwPYfEoY7ZC4mTHbTrT3w2PDpU7FmJUfBnHiIJid0Qr7h+/Cw88YELVN6dBlzr05drJN9+kmE3bn3zyCWJjY4/frrtO3n0faqCMrxwNSdn8HOxYVgePK3DTj3QGgoj0nCNoPvgZuh12DtMZiIKA1PmXoKZFnaEiOlpATOwKuM+xVcahz8D7FqmRlHL+7bW298tdAimYzalHVcU3MXKcA0f7DsldDmlUi96Cn+TvQORIA+5tnYwZazuA6toBf74QHY1EBb14P++88/DCCy8c/3NMTIys9agBg4WKRcVFoKg8E/vWN8ldiqbFp1jgsa9A3e4jcpeieGnzL8VRlYYKSXl5O9zuc/fZWB/3I/SZlRMqkkSgxczAS2fXZzegYf/NyC56GY3Wgb/YIxosu+DG/2ZW4H+vB24wl+LKzV4Yt+875+clLlwIfXxoj7U9GylIFBYWyl2GqnAplMpNuDAXbLIaHHqDB+k5leg4+jI6GxgqziVV5aEiK0sHj3fFOR/n1KfjfYuyTgUZ7uTx0zQwXX0R6Dp8GzKilNF7hbTv7YQDuOmiQ3j2oXyYL5h05oZ7goDkW9jcUe0YLFQuKTPGt5GbAis5swt68W3UVS6H18NNseeSNu8SHG09eyM5pSst3QdRdJ3zcRviHoHZo5zZCkmcVVn1kLK19UTC0XAnkk382UGhsy6yDndN242ffD8ZDQunQfjazITUZTtihLTElNSMwUIDJlw4XO4SNHWEbErmF2ja/xp6O1rlLkcV0uZehCNt6j76eOxYEXbH1nM+zqlLxXtW5U2Le8zsX0GDU98WA33bPYiPSODQUUhVGTvxcPEO3HmvF7tvmgph2LHjXJO/cwu/EhogiKKonGNNaMje+dUWdNRbOIJ+SMttRPuRJbBbejmOA5Q+ZwGqO869J0HJdDrg/AvWweGoOedjP098Cn8xKy9Y5G/pQlO3Te4ySIXG5HWjO/5Z9Lu5+Z/kYRB1+KHnAtx0x+/5JdAAzlhoBGcthi4mwY6E5GWo3/0OQ8UgpM86X/WhQlJe3j+gUOHSJeM962goTZwINPcwVNDQHKhNQnr/vTDpTRxCkoVb8CJ+/nkcfY1gsNCIUVPSEZvEHwyDPkI29zDMTS+jtXpPsL40mpQ+Yz6qu9Q/sxMbKyAycvmAHrsp/hF0u5W3l2GESwfOO5M/KqvTkOf5LgwCD4qk0MuKycKlIy/l0GsEg4WGGuaNO185XYCVLiG1D9FRH6Ju97/hdnJ9+mCklc9BdY82lt1NK2+G23PugOTSJeG9/jFQogR23KYA2L5/GEbr74RO4MsCCq2bi2+GQcdQqxX8DqIhUiduUwz/cZ6N3igdIVuBtuqX0dV47uUvdLK0KbNwtE8b/RJycnRwu1YN6LFb4n+AToU2ovSYnXKXQBqxuXIESk3fkbsMCiPxEf+/vTsBj6q6+wf+vbPv2ReSkIUkJBAISQiEfZNVBREQBUFQBEHcWqlW29da9bWtbdVaW972rWLr/3UBcaFoLe6gIoKIILJvIWwh+zpLZub/3ItQkC3JTHJn7v1+nmeewCwnhzOTMN8553eOA9O6T5O7GxREDBYKYjDpkD8iRe5uhKyYpAoI3pdQuu0D+H2h+SYxlMUWDcDBZg+Ust9Dj55b4cfltxJuEexY0ZSHUFVRwaJbCp7Pvs5BgXUmh5Q6xfU518Oit3C0FYTBQmHE5VB6o1buboQUo8WNmIRPcWT7P9BQGd5nLcgltk8xDrl88CkkkPXO98Hp/LpV990Y8ROcDNHZCosfOFLFYEHBtW5TPgodUzis1KEMGgNm9mCIVRoGC4UxWfXoOTRJ7m6EjLiUw3DWvIAjO7+UuythK6ZXIUq9WsWECp0OiI9f26r7tgg2LG/qjVCV4dHAp4wJJAoxazf0R0HklXJ3gxRsctZkxJpj5e4GBRmDhQIVjk6FVqfup9Ya0QxH5Ls4vG0FXI3KKDSWQ1SP3igTjPAq6PTxkpIGuN2HW3XfryLuRXmIzlaIopqV87xQ6Pn0i6HIj+Q2oNQxsxXz8+dzaBVI3e8+FcoaaUTOwFMnWaqNIG0huxs1R55D+YHv5O5OWIvqnofjBjtaWlqgFBERAvSGNa26r1ewYHlzAUKZr9YjdxdIwfx+ARs2jEFe5EC5u0IKIxZsJ1rV+T5F6RQXLI4fP44777wT3bp1g9FoRNeuXTFx4kR88MEHZ+7z+eef48orr0RUVBRMJhN69+6NJ5988rxPZT/55BOMGjUK0dHRsFgsyM7Oxpw5c+B2uzF37lwIgnDRS3p6OuRUNDYNgkaAmkTE1cFkXInSravh9XCnnEBEZuXihDlCeq0rSXG/w/B6G1t1380R9+K4O3RnK0RVLNymDtbi02DzponIiSjkWFNQmLQmzlYomKKCxcGDB9G3b198+OGH+O1vf4tt27bh3XffxciRI7F48WLpPm+88QaGDx+OlJQUfPTRR9i5cyfuvvtuPPbYY7jhhhvO7Hjz3XffYfz48SguLsbatWultv74xz/CYDBIAeQPf/gDjh07duYiWrZs2Zm/b9y4UdaxiIgzI6tvPNRAp/ciLnkzyvc8j+pjpXJ3J+w50rNw0h4Ll8JCRXq6ALf7k1bd1yuYsby5CKHM5AcOV7Jwmzqe26PBjq+nItPRk8NNQdkJirUVyiX4lbJ3JCDNQmzduhW7du2C1Wo957aamhro9XqkpaVJwWLlypXn3P7Pf/4TkyZNwiuvvILrr78eTz/9tBQeDhw40KrvLc5SiKFl8uTJCBWVRxvw6qNfKvpU3tikk6g++i80VlfI3RVFsKdmoDo2Bc3NzVCaMWO3wOnc1qr7fhXxIJ6s64tQluvR4OCHrasVIQoGh9WDrj1fQGnDPg4otYtFZ8G/pv4L0aZojqBCKWbGoqqqSpqdEGcmfhgqRJGRkVizZg0qKyuxZMmS824Xl0t1794dL7/8svT3xMREaeZBnK0IVzFJNuSUKHMNo8nqRnT8WpRtf5GhIkhsyV1RG9dVkaGisLCl1aHCK5jwqrMfQl10Ewu3qXPVNepxYvdN6GLheUnUPjNyZzBUKJxigsXevXulZUy5ubkXvc/u3bulrz169Ljg7eJjT9/nuuuuw4wZM6TZjS5duuDaa6/Fs88+i7q6OoSTkmu6QatXzNMMP8Ti7FI0Vy3D0V2b5O6OYlgTk1CflInGJuUtrTEYgOiYj1p9/62Oe3AkxGsrREIdC7ep81XUGlF/cB5izepYakvBY9PbcHOvmzmkCqeYd5xtWdHVmvtqtVqpZqKsrAxPPPEEkpOT8fjjjyMvL+9MTUU4sEWZ0GeUMj5dskU2wxHxDkq3vgZXU+sKcOnyLHGJaErNQUODMrflLRlQC7f7eKvu6xMMeNVVgnBQXam8mSUKD8cqzfAdnY9IY5TcXaEwMqvnLEQYI+TuBnUwxQQLcccmsc5BLMa+GHGpk2jHjh0XvF28/vR9ThMDxezZs6XZiu3bt8PpdOJ//ud/EE6KxqdLB+eFK0HrQ3zXHagu+xtOHtwld3cUxRQTB2e3nqirr4cSxcRooNG81+r7b3XcjcOu0J+tMIiF2xUM1ySfQ8ftMFUslD6FJroch8GBm3rexIFSAcUEC3FL2HHjxuFPf/oTGhvP/w9XLN4eO3asdL/f//73592+atUq7NmzR1r+dDHi9rTisqgLtR/KjGYd+k5IQziKjK+FUfsaSrf+C14Pl34EkykqBi3d+6A2zJb3tUVh0QH4fK37ZN8v6LDcNQjhIL1FgMer4F0ZKCzsKYtAdMMiaftQokuZkzcHdoOdg6QCigkWIjFUiFvB9u/fX9r1SQwK4izEM888g4EDB0pF3X/5y1/w1ltvYcGCBdIOUuIWtc8995x0LsW0adMwffp0qS3xfosWLZIKvvft2yfNVtx///3SV7HQO9z0HpECR2z4/PLXG1oQl7QJx3c/j5oTZXJ3R3EMjgj4ehShuqYGSpWZCbhcrd98YZvjLhwKg9kKUayToYJCw/b9MUh2L4JeE76z4tSxooxRmNVjFodZJRQVLMRD8TZv3iydW3HvvfeiV69eGDNmjHQ43tKlS6X7iOFBPL+itLQUQ4cORU5ODp566in87Gc/k7aaFZdTicRwIq45X7hwoVRXIRZxf/HFF3jzzTelP4cbrU4jFXKHg9ikcvhc/w+Ht68VC2Lk7o7i6K12aPJLUFldDeXyo1tm68+SkWYr3EMRLjQs3KYQsmV3AjKxAFpBK3dXKASJBdsWvUXublAnUdQ5FnRp4lO94lebcLI0NNfTm60umMzrcWzPZrm7olg6sxX6vkNQXlkJJSsudsNsebXV9/824m78qm4YwkWvrXXYeyw0f45JvQb22Yft7r9Ju/cRiWJMMdK5FWadmQOiEoqasaBLE2djBk3NCtEtZA+isXIZQ0UH0ppMMPYbqvhQYTIJcER82Or7+6DFCnf4zELq/H4cPhledV6kDuu/yUS+Zbbc3aAQckfhHQwVKsNgoTIpOVFIzYtBqLBFN8FuX43Sra/D3ay8MxRChdZghLn/SBw/qfwTyktKKuHxnGz1/Xc6FmFvGNUspHk1cLWERy0Iqc+nX/VEge1UrSKpW250LqZkT5G7G9TJGCxUaNCUTHxfSiIbjbSF7HeoPvQ3VJTukbczCqfR6WEdNArHTrb+zXa4iosT4Efrt5f1Q8DyllEIJ3HN4ROCSJ3WbSxCYcQkubtBMruv333QCHybqTZ8xlUoJtmGnAGJsn3/qIQa6DXLUbr1XXhbWmTrhxoIWi3sQ8bgyAnlhwpRQcEe+P3uVt9/l2Mh9oTZG3VdPbddptC3bsNAFESOlbsbJJMxaWPQL7Efx1+FGCxUqmRSN+j0nfv0G0wtiO3yJY7tWoba8qOd+r1VSaNB5LBxKDtRDjXIyQGcrvVtmq1Y0TIG4aa+yil3F4guy+8X8PmGkegdGT67rVFwGDQG/LjvjzmcKsVgoVK2KBPyR3XttO8Xm3wcLY3/QNl3n3IL2U7gFwREDx+P0uPqCBWC4EdqautDhWi3Yz52htlshcbvR2k5C7cpPHh9AjZ9OQE9IvjJtZrclHcTUuwpcneDZMJgoWJF49NgsnbsoUZmuwuRsR+i7NuX0FSn3MPYQi1UxI6YgEMqCRWi/v1dcLr2tukxK1rGI9ykejVo9njl7gZRq7m9GmzbPBnZjt4cNRWIM8dhfu/5cneDZMRgoWJGsw7FV6Z3UOviFrL70VD+HI7v2dJB34MuJG74eBxUUaiwWARYrO+36TF7HPOwI8xmK0SJLrl7QNR2zW4t9nxzPTLs3Tl8CndX0V08DE/lGCxUrtfwZDhiTUFt0xHTAKttFUq3vgmPk+vBO1PciPE4oJJC7dP6l5SjpaVtp4i/5r0S4UjPwm0KU/VOHcp2zEKyNU3urlAHyYvJwzWZ13B8VY7BQuW0Og0GXhucQ/M0OnEL2W9RceA5VB7eF5Q2qfXiho/D/hPKP6fibF26CPD5PmjTY/ba5+LbMD0yhYXbFM6q6g2o2nszEsxd5O4KdYCf9v+pdBAvqRuDBSGrbzxS86IDGomoxGro8ApKt66Bz8s14J0tfugY7C9X9onaF9Kr9w74/W3bfnWlbyLCkeD3o4yF2xTmymtMcJXdimhj6BzUSoGbkDEBBfEFHEpisKBTht2Q067tZ/VmD2ISv8CxHctQd/I4h1MG8YOvwL6Kti0FUoK8PD+czo1tesx++yxsDdPZiq4+DRpcPPeFwt/hciu05QvhMETI3RUKArPOzO1l6QzOWJAkIs6MvhPaVsgdl3IULfX/wJEdn3MUZRI/cCT2VdWqbvw1GqBL0ro2P+51/2SEq0SWK5GC7D9qh71mISw6i9xdoQDNzZuLRKt8h+5SaGGwoDMKx6YiKvHyv+QtDiciot/D4W2voLlefW9qQ0VcyXDsq6mHGpUMaILLdahNjzlom4GvG8N3/a+xgSduk7LsPBSF+KZFMGqNcneF2inVnopbet3C8aMzGCzonELuETfmXHxEBHEL2b2oP/48TuzbxpGTUVy/IThQH6ZregJkdwgwGt9r8+Nex1SEs6Zq7jVLyrNtXxzSvLdBJ+jk7gq1wy8G/gImXXB3lqTwxmBB50jKjkLuwPOnNB2x9bCY30Tp1lXwuLgmQ05xfQfiQKMLfn/4ncMQDP36HYPXW9emx5TarsNXYTxbITpc3iB3F4g6xFc7ktBdeys0At+ShJMp2VPQv0t/ubtBIYY/xXSeQVOzzpzIrdV7EZfyDSr2P4+qIwc4WjKLLeiPg06vakNFSlcBLZ4P2/y41zEd4SzJK6CumYXbpFwbtqWjl3GO3N2gNpywfW/xvRwvOg+DBZ3HbDNg4JRMRHephMb3Cg5v+4BbyIaAmPy+KG0Rz23wQa169NgKP9q2nXGZbQo2Nob3r7pkt9w9IOp4n32dgwLrTA51GHig5AE4DA65u0EhKLz/t6UO03NwErTC16ivOMFRDgHReX1Q5tfDq+IzQvLzfXA6t7T5ca8LNyDcmeo5W0HqsG5TPgodU+TuBl3CFalXYEzaGI4RXRCDBV3U2AV3Qmfgbh1yi8rthaNaC1pa1PvmUqcD4uI/afPjjlivwYYGLcJdMwu3SUXWbuiPgsgr5e4GXYBdb8eDJQ9ybOiiGCzooiITu2DQ9Bs5QjKKzO6B40YHPB51bzVaMqABbndZmx/3pkYZyyqOnGyUuwtEnerTL4YiP3IkRz3E/Kj4R4i3xMvdDQphDBZ0SX2vugaJmdkcJRlEZHRHuTUabre6F9hHRmqg169p8+OOWq/G5w3hv4Vlgk9AdaO6XwOkPn6/gA0bxiAvcqDcXaHvFScUY1r2NI4HXRKDBV36BaLRYuzCu6HRhv8btHDiSOuGyqgEuFw8u6BvcSm83rZ/Yv+WdhaUIIUvAVKpFp8GmzdNRE5EodxdUT3xEMOHBz0MQQjvbbup4zFY0GXFpaaj/2R+StFZbClpqI5NQXNzM9QuPV2A2/1xmx933DIen9af2jI53Fka1FuwT+T2aLDj66nIdPTkYMhoYZ+FSHOk8Tmgy2KwoFYZMOV6xKSkcrQ6mK1LCuoT09HUpM5TtX8ou/tmcVFEmx+3Sqec/fBdNTyQktSt0aXD/m9nINWWKXdXVCknKgdz8+bK3Q0KEwwW1CpanR5jb7sLgoYvmY5ijk9EQ0oWGhpZqCsqLGqB0/ltm8ex3DIan9QboBRHTzJkEtU16nFi903oYknhYHQinaDDLwf9EjoNl0NT6/BdIrVaUvdclFx7PUesA5hj4+HK6In6hgaOLwCDAYiO+qhdY7FKd4tixjDWJ6CinkUWRKKKWiPqD85DrJm7EnWW+fnzkRebxxcgtRqDBbXJwGk3ICmHa12DyRgVA09Wb9TW1fHV+L0BA2rh9hxv83iUm0fho3rlnL3S1c1CSaKzHas0w3d0PiKNURyYDpYfm48F+Qs4ztQmDBbUtheMRour7lwCo8XKkQsCQ0QkfD0KUV1by/H8XkyMAEHzXrvGY7V+nqLG0dao3kMRiS7m0HE7TBULYdPbOEgdxKwz41dDf8UlUNRmDBbUZo64eIyev5gjFyC9zQ6hV39UVddwLM9SWHQAPl/bd8SqMA/Dh/UmRY2lu4bLoIguZE9ZBKIbFsGkVdbPfKi4r999SHVwwxZqOwYLapfcQcOQN3w0R6+d9BYrdAWDUFFVxTE8S1aWAJdrXbvG5G3D/HbsHxXajrNwm+iitu+PQbJ7EfQaZWwtHSpGdB2Bad25xTy1D4MFtduoW25DVJckjmAb6Uxm6PsORXllJcfuHH5kdPuyXWNSZR6M9+ssihrPKD9wopZbzRJdypbdCcjEAmgFLQcqCGJMMdIuUETtxWBB7WYwmXHVXffxVO420BpNMPUfgRMVFXzl/UBxPw+czp3tGpe3DbfBp7ARTXXx1zNRa2zc3hU99LdAADc7CIQ4fo8NeQzRpmi+8Kjd+D8XBSShWxaG3DCbo9iaHzadHpYBI3Hs5EmO1w+YTIDD8UG7xqXKNABr6pS3mYCjiYXbRK21/ptM5Fv4f1EgZvecjSHJQ/iio4AwWFDAiidOQWrvAo7kJQhaHexDxuBoOUPFhZQMqILH075ZnH8ZFylutkLkqXHL3QWisPLpVz1RYJsudzfCUo/oHrin6B65u0EKwGBBARMEARMW/xhmu4OjecGfMg0iho5F2Ylyjs8FxMdr4Pe3b3vZamMx/l2nzC0nyyt44jZRW63bWITCiEkcuDaw6Cz47fDfQq9lETwFjsGCgsIWFY1xi/hpx3kEDaKHj8dhhoqL6tNnN/z+9n06/67pDnihPA6/gKPVbd9yl4iAdRsGoiByLIeilR4oeQBpjjSOFwUFgwUFTWbf/igYdzVH9Ht+QUDMiPE4dJwzFReTkwM4Xevb9ZqpNRbi3Xq7Il9v6Txxm6jd/H4Bn28Yid6RQzmKl3FlxpWYnDWZ40RBw2BBQTV81i2ITU3nqAKIGz4BBxkqLkoQ/Oia2r5QIfq3+U60KO3giu85mpQ4D0PUebw+AZu+nIAeEf047BfRLaIbHhr4EMeHgorBgoJKZzDgqrt+Ap3BqOqRjRsxAQe4/OmS+pe44HLtbdf41hnz8XZdBJTKW8vCbaJAub0abNs8GdmO3hzMH7DpbXh65NOw6pW3ox7Ji8GCgi62axpGzpmv2pGNHz4e+09w96dLsVoFWCzvt3uM15jvVuxshaiChdtEQdHs1mLPN9cjw96dI/qD8yoyIjI4JhR0DBbUIfJHj0fvUeornosfOgb7ynn43eX071+Olpbqdo1xvSEPq+uioFRWP1BWxR2hiIKl3qlD2Y5ZSLayQFl0a+9bcUXqFXyBUYdgsKAOM+qWReiSlaOaEY4fMhr7Ktr3ZllNkpI08Pradxie6D3LPfD4lTtdke4RoOB/HpEsquoNqNp7MxLMXVT9DAxOGow7Cu+QuxukYAwW1GF0ej0m3fsgrJHK/XT5tPhBo7CvskbuboSFvF7fwe/3tOuxDYZc/LMuBkoW1aTE4/6I5FdeY4Kr7FZEG5X9O+Rikm3J+M2w30Aj8K0fdRy+uqhD2aJjcPWPfgqNVqfYkY4fMAL7quvk7kZYyMvzw+nc2O7Hv2/5EdwK/zjfV8fCbaKOcrjcCm35QjgMyt384UJMWhP+MPIPiDCG3r/7+PHjuPvuu5GVlQWTyYSEhAQMHjwYS5cuRVPTqWWh6enpePrpp8885od/P9vBgwelg3tPX+x2O/Ly8rB48WLs2bOn0/5dasVgQR0uJTdPscXccf2HYF9tg9zdCAtaLdAlaV27H9+o745VdXFQusoKHoxH1JH2H7XDXrNQOnFaLX4x6BfIiQ69pcn79+9HYWEh1qxZg8cffxxff/011q9fj/vuuw+rV6/G+++3f5MP8bHHjh3DN998I7W9Y8cO9OnTBx980P6luHR5yv0YmUJKwbircOLAXnz70XtQiri+A3GgwSV3N8JGSUkTXK5D7X78B9YfwVWr7NkKk1i4XcnCbaKOtvNQFHpnLsIx87NweZX9e/zGHjfi6m6heXjt7bffDp1Oh02bNsFq/c/Wt926dcM111wDfwAz1DExMUhMTDzT3sSJE3HFFVdg3rx52LdvH7Tip10UdJyxoE5zxbzbkZiljC3/Ygv746DTG9AvPTWxOwQYjO0PlY36TLxVnwCly2gR4PXxNUXUGbbti0Oa9zboBOV+xto3oS+WFC9BKKqsrJRmKsQlSmeHirOJS5mCRaPRSEuuDh06hK+++ipo7dK5GCyoU4u5r1nyc9hiYsN61GPyi1HqEeDzsci2tfr1Owqvt/11KB9Z74VTBW+4o5uU/28kCiVf7UhCd+2tiixojrfE43fDfwedJjSD0969e6UP53Jyzl2iFRsbC5vNJl3uv//+oH7P3NzcM3UY1DGU95NEIc0WFY3JS34OnTE8T+aOzitEmV8Hr9crd1fCRtdUDVo8H7X78U26dLxZf2o6W/FYuE3U6TZsS0cv4xxFjbxeo8eTI55ErDn8Psj78ssvsWXLFqng2uUK7jK106sMgjkTQudisKBOl9AtCxNu/5H4kx1Wox/dozeOak1oaWmRuythJTf3G/jR/iD2sW0JmlUwWyGqrmThNpEcPvs6BwXWmYoZ/F8O+iX6xPVBKBN3gRLf4O/ateuc68V6CPE2s9kc9O8pFnCLMjJ46nhHYbAgWXQfMAQDp84Im9GP7N4Txwx2eDztO39BrfL7eOF0bmn345t1qXijPglqYPQDhysa5e4GkWqt25SPQscUhLs7Cu7AxMyJCHVicfWYMWPw7LPPorGx43/3icuXn3nmGSlUiDtRUccIzYV3pAoDp81A5ZHD2L2+/VuQdoaIzByUW6LgDvKUrNLpdEBc3CdwB3Asw1rbEjQpfCeo09JaBJR61fFvJQpVazf0x9CBTmypeQfhaGr2VNzW5zaEiz//+c/SmRXFxcV4+OGHkZ+fLxVZb9y4ETt37kTfvn0v+tgjR45IS6bOlpaWdk5xuHhGhngWxrfffiudeyEus3r77be5I1QHYrAg2YhToONvvwe1J47jxP7QPLTGkZaJCkccXE6n3F0JOwMGNMDtPtLuxzt1KVjZkCKuioUaxDn9KJW7E0SET78YikEDmrG1pv21YXIYnDwYPx/wc4STzMxM6ewK8ZyJBx54AGVlZTAajejZsyeWLFkibUd7Mb/73e+ky9lefPFFDBkyRPrz6NGjpa8Wi0UKHCNHjsRf//pXaZkVdRzBz/0ySWYNVZX4v5/fi4bKCoQSe9d01MSnnjn5k1ovMlJAQcFr8PraP3bvRT6NF2q7qmbYh5R5sGl7udzdICLxU1eND8Ul/8T2mvVhMR650bn4+/i/w6JXz6F/FJpYY0Gys0XHYNqDj8JkdyBUWJNSUJuQxlDRTn2LDwcUKpzaLljZ8J8pbTWoqWLhNlGoaPFpsHnTROREhP5a/ERrIv50xZ8YKigkMFhQSIhJ6Yop9/8CeqNJ7q7AkpCExuSsTikmU6KMDAFu98cBtfGZ/Seo96rnnBC9Hyg9ydcbUShxezTY8fVUZDp6IlTZ9Xb8+Yo/S2dWEIUCBgsKGV2yczDp3gehFat+ZWKOS0Bzeg7qGxpk60O4y8r+KqC6CLc2Hq81qGsrwDSvAHeLeoIUUbhodOmw/9sZSLVlItSIB989NfIpZEdly90VojMYLCikpPcpwvjFP4YgwymopuhYuDPzUFdX3+nfWykKizxwOrcH1MZn9vtQp6LZClFcszoK1InCUV2jHid234QuFnEzidA6q6KkS4nc3SA6B4MFhZzcQcMw6ubO3S7PGBkNb04BamrrOvX7KonRKCAqKrBdVFyaWKxoDL1PBjuatp7noxCFsopaI+oPzkOsOTSWHN1ecDsmZU6SuxtE52GwoJBUMO4qDJzWOaegGmwO+Hv2RVVNTad8P6UqKamBx3MioDa+cPwEtSpcElRXxe2MiULdsUozfEfnI9IYJWs/rs26Fov6LJK1D0QXw2ARRubOnYvJkyefd/2IESNwzz33nHf9Cy+8gMjISOnPd955J3r06HHBdktLS6XDYlatWoVQMui6mSgYd3WHfg+dxQZNwQBUVld36PdRupgYAYJmTUBteDTRWNHYHWqjhR+Hy1m4TRQODh23w1SxEDa9TZbvPyxlGB4a+JAs35uoNRgsVGLevHnSKZaff/75BQNIfHw8rrzySoQacUlUzqBhHdK2zmyFoe9gnKys6pD21aSw6AB8vsA+dV/v+AmqVThb0bVFi2aPV+5uEFEr7SmLQHTDIpi0nbuL4YAuA/DUiKekom2iUMVgoRIFBQUoKirC888/f8714vmIYrCYM2cOdDLuxnSp07knLP6xVNQdTFqjCcZ+Q3GiojKo7apRdrYAl2tdQG14NFFY0ZgLNUp0qi9MEYW77ftjkOxeBL1G3ynfryi+CM+MegYGraFTvh9RezFYqGzWYvny5eecz/Dxxx/jwIEDuOWWWxCqxO1nJ/34QWk72mDQ6A2wDBiJ4ydD66Tv8ORHesaGgFvZ4FiCKhXOVoj09S1yd4GI2mHL7gRkYgG0grZDxy8/Nh9/Hv1nmHXmDv0+RMHAYKEiM2fOhMfjwYoVK85ct2zZMgwZMgTdu4f22na9yYRrf/owYlJSA2pH0OpgGzwaR8tPBq1valbczw2nc1dAbXiECKxoCt0DqDpaPQu3icLWxu1d0UN/CwQIHdJ+j+geWDpmKax6a4e0TxRsDBYqIhZyT5ky5cxyqLq6OqxcuVKayQgHZpsdU3/2CBxx7dvuT9BqETF0LI6cKA9639TIZAIcjg8CbmdjxBJUeNQ5WyH4/Th8kocxEoWz9d9kIt8yO+jtZkVm4S9j/gKHwRH0tok6CoOFAjgcDtTW1p53fU1NDSIiIs65TgwR69atw969e/Hqq69Ku0Fdd911CBf26FhMffBRmB3n/rsuS9Agctg4HGaoCJoBA6rg8QRWo9Ii2LC8qRfUqqtXg0YXC7eJwt2nX/VEof36oLWX7kjH/479X0SZ5N3alqitGCwUICcnB5s3bz7vevG6Hy5xGjlyJDIyMqQlUOLlhhtugNUaXlOs0UnJuO6//rvV4cIvCIgeMR6lxzlTESwJCQJ8/vcCbmdTxBKcVOlshSjRJXcPiChY1n5ZiMKIwA+tS7YlS6Ei1hwblH4RdSYGizAjzkxs2bLlnMvVV1+N3bt346677sLWrVuxa9cuPPnkk3j55Zdx7733nrfLkliovXTpUqxfvz5slkH9UFxqOqY/9DgsEafO6biU2OETcIihIqjy83fD73cH1IZXsGB5cx+ombGBhdtESrJuw0AURI5t9+MTrYl4btxz0leicMRgEWbEXZwKCwvPubz44otYu3atdE7F6NGjUVJSIu3+JBZpjx8//oIH7YkBJS8vT7pvuIrtmobpD/0K1siLTxXHjZiAg1z+FFS5uX44XV8E3M7miCU44VbvbIWosZonbhMpid8v4LMvRqB3ZNvPX4ozx+FvY/8mzVgQhSvBLx5kQBTGqo6WYfkjD6Kx+tyD7uKGj8f+cm4pG0yC4McVoz+Hy7U/oHa8ghn3G17CMZUHi7hPTqDeyVkLIqUxaH0o6PcGdtRubNX9o03ReH7c88iMzOzwvhF1JM5YUNiLTkqRZi5sUdFnrosbNpahogP0L3EGHCpEX0f8WPWhItkrMFQQKZTbq8HWzZOR7chvVaj465i/MlSQIjBYkCKIBd3TH/41bDGxiB86GvtPnjt7QYGzWgVYLO8H3I5XMGF5c7Hqn5IkFm4TKZrTrcWeb6Yjw37xc6LiLfFYNn4ZcqKDcwAskdwYLEgxohKTMP2R36KSK0s6RP+ScrS01ATczjeOe3BE5UugRCYWbhMpXr1Th8M7ZiHFmn7ebWItxd/H/x3dIrrJ0jeijsBgQYoSFRuHm2++GTExMXJ3RVGSkgR4vYHPVvgEA5a7wnfDgGBqYuE2kSpU1xtQuXcuEsxdzjmn4oXxLyDFniJr34iCjcGCFEc8FFAMFwkJCXJ3RTHyen0Hvz/wqaCtjntw2MXZCtGR8sYgPDNEFA7Ka0xwlt2KaGMMsqOypVDBLWVJiRgsSJFsNpu0rW5KCj8NClSvXj44nZuCNFsxMOB2lCDRK6CmySN3N4ioE5WVW5GL+7Bs3DLEmDmrTsrEYEGKZTabMXv2bKSnn7+2lVpHqwUSE9cFZbi2Oe7EIc5WSJIDO1uQiMLQ0OxYPHntWEQYI+TuClGHYbAgRTMajbjxxhuRnZ0td1fCUklJI1zu0oDb8Qs6LHcPCUqflMDa6JW7C0TUia7q3QXPzekHq1HHcSdFY7AgxdPr9bjhhhukk8ap9RwOAQbje0EZsm8dd+Cgk7UVpzVX8cRtIrW4sSQVf5xRCIOOb7lI+fgqJ1XQarWYNm0aBg0aJHdXwka/fkfh9dYH3I4PWqxwDw9Kn5Ti6EkWbhOpwR0js/Df1/aGRiPI3RWiTsFgQaohCALGjh2Lq6++GhoNX/qX0jVVgNvzYVDGfafjduzjbMUZsT6gsoFFFkRKJgjAf13dE0vG8eA7Uhe+uyLVKS4uluouxPoLurDc3G+kuYZA+SHg1ZaRHOazpLr5ySWRkum1An5/XR/MG5Ihd1eIOh2DBalSZmYm5s2bh8jISLm7EnL69PHC6RSDReB2RizC3mZ/UNpSCmsDC7eJlCrKoseL80owpYhbnZM6MViQasXHx+PWW29FcnKy3F0JGTodEBv3SVDaEmcrVnhGB6UtJXHXuOTuAhF1gOx4G95aPAQDuvGMClIvBgtStdMH6fXs2VPuroSEAQPq4HYfCUpbux0LsIuzFec5frIpKONLRKFjZE4cXr99EFJjLHJ3hUhWDBakeuJ2tNdddx2GDFH3OQuRkQJ0uveCNluxvGVcUNpSkmifgBN13GqWSEnEWgrxjAq7SS93V4hkx2BB9P2OUaNHj8akSZNUu2NUcXEpvL7gfJq+xzEPOzlbcZ5UbgZFpKgi7d9M7S3t/sTtZIlO4RGQRGcpKiqSCrqXL18Op1M9nyxnZAhwuYNTWyF6zTshaG0pib2JhdtESinSXjqrL+spiH5AnR/NEl1Ct27dVLdjVFb2V9ICpmDYa78Z21lGcEGeGk5ZEIU7FmkTXRyDBdEFxMXFYf78+UhJUf6WgUV9PXA6twetvdd8VwetLaU5wcJtorDGIm2iS2OwILoIq9WKOXPmIC8vT7FjZDQKiIz8KGjt7bfPxjbOVlyQwy/gWE1z0MaaiDoXi7SJLo/BgugyO0ZNmzYNo0aNkgq8laakpBoez4mgtbfSf03Q2lKadK6CIgpLLNImaj0GC6LLEAPFsGHDMHv2bFgsytmjPDZWA0ETnO1lRQdsM7GlUXnhK1gcTT65u0BE7TxJ+/p+qRw7olZgsCBqQ1H3woUL0bVrV0WMWUHhXvh8wdv56nVMCVpbSuSt5ZQFUTjJS3LwJG2iNmKwIGoDh8MhndRdUlIS1uOWnQ24XJ8Frb1DtunYzNmKSzpZweITonAxd1A63rh9ME/SJmojnmNB1EZarRYTJkxAamoq3nrrLbjd4fVJtFgqkp6+AU5X8Np8HdcFrzEFsvqBI1UMFkShLtKixxNT8zE2L1HurhCFJQYLonYSd4tKSEjAq6++ipMnT4bNOBb3c8Hp2h209g7bpmFTIyc/LyXDI2BvcI4JIaIOUpwWhWdmFCIp0swxJmonvhsgCkBsbKx03kVhYWFYjKPZDNjtHwS1zTeE6UFtT4kiWbhNFLI0ArB4ZCZeWTCAoYIoQJyxIAqQwWDANddcIxV3//Of/wzppVElJZXweCqD1l6ZdTI2NGiD1p5S+Vi4TRSS4uxGPDW9AEOyY+XuCpEiMFgQBUnv3r2RlJSE1157DceOHQu5cU1M1MDnD972sqI3NTOC2p5SVVTwYDyiUDM0OxZPTi+QwgURBQeXQhEFUUxMDObNmxeSu0b1zt8Jv98TtPaOWq/G+gZ+NnE5JhZuE4UUnUbA/eNz8Y9b+jNUEAUZ3xUQBfuHSqeTdo3KyMiQdo1qbpb/0+oePQCnc0NQ23xTMyuo7SlVtxYB+32s3CYKBcmRZqlAu29alNxdIVIkBguiDpKbm4suXbrg9ddfx6FDh2QbZ0HwIznlc7iCuL3scesEfNagD16DChbVxFBBFArG5SXgial9EGHh7y6ijsKlUEQdKCIiQjpQ78orr4ReL89/ZiUlTrhc+4Pa5lvam4LanqLVhW4xP5EaGHQaPHJNHv4yu5ihgqiDccaCqIMJgoD+/fsjOzsbq1atwoEDBzptzK1WAWbL+2hpCV6bJyxjsLbeELwGFa6qUv6lcERq1Ts5Ak9My0ePLg65u0KkCoLf7+c8PVEnEX/cvvrqK6xZs6ZTtqUdOeoEWlrWBLXN/3W8hI/ruYtKaxj9gP79o2hhjQVRpzLqNPjRmO6YP7QbtOJBFUTUKThjQdTJsxfFxcXIysqSzrzYt29fh32v5GQNvN4Pg9pmuXkUQ0UbpLUIKGWoIOpU/TOi8Zup+ciItXLkiToZayyIZBAZGYnZs2dj0qRJMBo75tP/nnnfwu8P4hooAKsN84LantLFNXNCmKiz2Iw6PDq5F15dMIChgkgmnLEgklFRUdGZ2Ys9e/YErd1evf1wOr9CMFVYhuPDOlNQ21Q6gYXbRJ1iRE4c/vva3tJ2skQkHwYLIpk5HA7ceOON2LJlC9599104nc6A2tNqgcSEtXAFuYRjtX4+/KxDbpPqysCeSyK6tCiLHv91dU9MKUrhUBGFAAYLohBRUFCAzMxMrF69Grt27Wp3OyUDGuFylwa1b5XmwXi/jp8EtoXeDxyuaAzq80BE/3FV7y745TV5iLVxMwmiUMEaC6IQYrfbMWPGDEyZMgVmc9vfyDscAgyG94Ler7cNC8FqgbZJ92rgbvEF/bkgUrt4uxF/md0Xf7qxiKGCKMRwxoIoBOXn56Nbt254++23sWPHjlY/rrjfEXg89UHtS6VpEN6rswS1TTWIbfbhsNydIFKY6cUp+NlVPRFh5unZRKGIwYIoRNlsNlx//fXYuXMn/v3vf6O6uvqS909NE+DxfBT0fvzLuBA+V9CbVTxtvUfuLhApRtdoM349JR+Ds2Ll7goRXQKDBVGIy83NlWovPv/8c3z66afweC78hjUn5xs4ncFdelNt6oc1ddwLvj3qWLhNFDCTXoMFQ7th4YhMWAx8y0IU6njyNlEYqampkU7t/u677865vqDAC7vjpaB/v5ciXsDbdfagt6t0Wvhh//A4nB7WWBC1hyAAk/ok4f7xuUjiFrJEYYPF2xSy5s6dK51ULV4MBoN03sMjjzyClpYWfPzxx2duO/vy85//XHrsxW4XL8ePH0c4H6w3ffp03HTTTYiLi5Ou0+uBmNiPg/69ao2FeJehol1SWzQMFUTtVNA1EisXDcIfbihkqCAKM5xXpJA2fvx4LFu2DC6XC++88w4WL14MvV6PgQMHSreL27KK50CcXZdwth/eLoqPj0e4Ewu7Fy5ciI0bN8LpfBNu99Ggf493TXfBG+SzMNQiweXHMbk7QRRmkiJMuH9CrjRTIX4IREThh8GCQprRaERiYqL050WLFuGNN97AqlWrzgQLMSSIn+JfzOVuD2darRYDBgyA252N/Qf0OHr0Vfj93qC0XWvsg3fqzw1k1Hr6uhYOF1ErWQxa3DYsE7cN7waTXstxIwpjDBYUVsSzHSorK+XuRkgxGGKQm/MoUpJnYc+ex1FV/WnAba4x34UWzla0W10VjygnuhxxUmJKYQruG5+DBIeJA0akAAwWFBb8fj8++OADadvVO++888z1KSkp59zv0KFDiImJuejtaWlp2L59O5TIZstBYeHfUVHxEfbu+w0aG/e0q506Yy+8XRcljnrQ+6gGGr8fh8t54jbRpfRLj8J/Xd0T+SnKnFEmUisGCwppq1evluomxC1WfT4fZs6ciYcffliqLRCtW7dOOq36tKgo8Q3xf/zwdrE+Q+liY0ciJmY4jh17HfsPPAWXq23F6u+Z74bHzVDRXl19GpxwB2dJGpHSpESZ8cCEHrgqv4vcXSGiDsBgQSFt5MiRWLp0qbQrVFJSEnS6c1+yGRkZl6yhuNztSiUIGiQlTUNCwkSUlb2Ag4f+gpaW2ss+rt7QA6vrxBkfBov2SnT6caLdjyZSJptRh9tHZmLekAwYdayjIFIqBgsKaVarVdpmltpHqzUiLe02JCXNQGnpX3G47O/wepsuev/3LT+Cu5ahIhCGehZuE51m1msxa0AqFgzLRJzdyIEhUjgGC1K08vJyOJ3Oc64TazDUsCTqbHq9A5mZS5DSdS4OHnwWR46IO0idW53dYMjBP+tiOVsRoMbqc19vRGpkNWgxe2A65g/NQIyNgYJILRgsSNFycnLOu279+vXSNq1qZDTEIqf7w0hLXYADB/+EY8dWwu/3SLd9aPkRXJytCIjAwm1SObtRh5sGpeHWId0QZTXI3R0i6mSCX9xuh4hUyek8KgWMfZXf4I6W/4bTx18HgUj2Cqh8vyxozw9RuLCbdLh5cAbmDc5AhEVdM8JE9B8MFkSEE85GPF1ajZePVTJcBKB/k4Ct6xgsSD0izHrcMjgDNw9Jh8PEQEGkdgwWRHRGucuD/zl8En8/WoFGr48j00ZDy73Y+HXbtvclCkdRFj1uHdoNcwalSzs+ERGJGCyI6DzVnhb8rewkniurQE0Lz2Rorb67GrH9YA1fUaRYMVaDFChuGpgGKwMFEf0AgwURXVRDixcvHKnAX8pO4qSb26heTuK6ctQ0nSqGJ1KSWJsRtw3rhlkD0mA28BwKIrowBgsiuqxmrw8vHauUZjD2N7s4YheQ6BVQw8JtUpjcRDtmD0zD1KIUmPQMFER0aQwWRNRq4iZyn1TXS7MY71XWwctNpM4obhbw7VoWblP402kEjMtLlALFgG4xcneHiMIIgwURtcsRpxsvHq3E/x2r5DIpAMNOevHlZhZuU3gvd5rZvytmlqQhMcIkd3eIKAwxWBBRQDw+P94+WSPNYnxR26ja0Sze3YRvD1TL3Q2iNuubFiUVY0/o1QUGnYYjSETtxmBBREGzo6FZChgrT1SjQWXb1SZ9dhJVDW65u0HUKia9BpP6JOGmgenolRzBUSOioGCwIKIO2U1qxYlq/P1IBXY2OhU/wnE+oP69I3J3g+iyukabMaskDdf364pIi4EjRkRBxWBBRB1qfU2DNIvxzslaePzKrPYucgr47hMWblNoEgRgaHYc5gxMw8iceGg0gtxdIiKF4nGZRNShBkbapMtJtwf/72ildDniUtZZD9YGHiJIoTk7IS53mta3KzJirXJ3h4hUgDMWRNSpvH4/3q+sw4rjVdJXpy/8ZzH6723G1n1VcneDSDoZ+6r8LrimIFkqyiYi6kwMFkQkm/oWr7RE6o0T1VhXUx+252Kkrq9AeR0PDiR5WA1ajM1LxKSCJAzNioVOy52diEgeDBZEFBLEpVJvlddIIeOruiaEi2ifgKb3WF9BnUuvFTAsOw7XFCZjTI8EmA08FZuI5MdgQUQh51CzC2+eqMGb5dXYEeK7ShU4Bexk4TZ1UhF2v7RoXFOYhKt6d+GuTkQUchgsiCik7Wty4u2TtVhdXoOtDc0INUOr/Ni48ajc3SAFy020SzUT4lKn5Eiz3N0hIrooLsQkCqK5c+di8uTJZ/4sCIJ0MRgMyMrKwiOPPIKWlhbp9o8//li6LSoqCk7nuZ/Kb9y48cxj1S7TYsJdaQlY0y8HGwb0wEOZSejrsCBURsZdzdoKCi7xx75XsgN3X5GNf98zDO/eMwyLRmQyVBBRyON2s0QdaPz48Vi2bBlcLhfeeecdLF68GHq9Hg888MCZ+9jtdrzxxhuYMWPGmeuee+45pKamorS0lM/PWdLMRtyeGi9djjrdeKfi1EzGxrpG2Qq/T1Q08jmigJn1WgzOisGo3ARc0SMeCQ4TR5WIwg5nLIg6kNFoRGJiItLS0rBo0SKMHj0aq1atOuc+c+bMwfPPP3/m783NzXjllVek6+nikkwG3JoShzeLsvHd4F54vlc65ibHItNs7LRhi/ALOF4T2jUgFLq6RJhwY0kqnp9bjK8fGoO/zemHmSWpDBVEFLY4Y0HUicxmMyorK8+5bvbs2fjtb38rzU6IsxQrV65Eeno6ioqK+Ny0UoRehyvjIqWL6IjTjbXV9VhX3YC1VfWo8JxafhZs6W5gF58laiWjToP+GdHSbk7DuschJ9HOsSMiRWGwIOoEfr8fH3zwAf7973/jzjvvPOe2+Ph4TJgwAS+88AIeeughafbilltu4fMSgGSTATO6xEgXcezFnaXEgCGGjS9qG9Hk9QVlfO2NwWmHlCsr3vZ9kIjFgG4xMOm5LSwRKReDBVEHWr16NWw2GzweD3w+H2bOnImHH374vPuJQeLuu+/GrFmzsH79eqxYsQLr1q3jcxMEYgF8T5tZuixMjYfb58Om2iasqz4VNLbUN7W7PsNby8JtOle3WCsKU6PQPyMKQ7PjkMRdnIhIRRgsiDrQyJEjsXTpUmlXqKSkJOh0F/6RE2csFixYgHnz5mHixImIiYnh89JBDBoNBkXZpMv96IK6Fi8+F5dMSUun6rGnqfVh4WRF6G1/S53HYtCiT0okitIiUZQaJV2irAY+BUSkWgwWRB3IarVK28xe9gdRp8NNN92EJ554Av/617/4nHQih06L8XER0kV0zOXG5romfF3XhC11Tfimvgn1F1g6ZfMBR6rD54RwClzXaDP6igEi7VSI6NHFAa0mVDY+JiKSH4MFUYh49NFH8ZOf/ISzFTLrYjTgqjjxcqoQXKzR2NvkkpZMiUHj6/ombG9oRroL2CvTFrfUOYXW+SkRp2Yivg8ScfbO23GMiCgcMVgQBZFYR3Gx5U6XIy6Xio2N5fMRgjUa2VaTdLkuMVq6zuPzY3dVI76NicKOY/X47mgddhyvQ72zY3afoo4VadEjO94mFVp3T7BLNRJ5SQ7otdyRnYioLQS/+HEcEQXtQDxx6dOzzz7LEVWhw1VN2C6GjGN1+O7Yqa9Ha5rh42/ZkCDOOJwOEKe+2qU/cyaCiCg4OGNBFATV1dX47LPP8PHHH2PhwoUcU5XqGm2RLuN7JZ65zt3iQ1l1Ew5VNaG0sgmlVU04JH1txOGqZjR7vLL2WWkEAUiKMJ8VHmzITrAhK86OCIte7u4RESkaZyyIguDaa6/Fxo0bpdOyH3vsMWn5DFFrlNc5z4SOU18bpfAhXioa3BzEH9BrBcTZjEiIMCHBbkKCw4h4hwlJkSZkxp0KEhYDPzMjIpIDgwURUYhqdLWcmeGoaHChpsmN6iYPqhvFr9//Wfza6Ea9qwXhvLBVzOIxVqMUFBIcprO+fh8e7CYkRpgQYzUwuBMRhSgGCyIiBfD6/FLIuFT4EP/c7PaixeeT7t/i85/66j311XP6+u//fup23zn3Ex8r1oyIQcCs10pnOZgNWlj0ulNfv7+YDTpY9Nrzrzv9Z+mxOthMOsTbxeBghI7F0kREYY3BgoiI2uT0nh9c8kdERGfjQlQiImoTBgoiIroQbtJNREREREQBY7AgIiIiIqKAMVgQEREREVHAGCyIiIiIiChgDBZERERERBQwBgsilRsxYgTuueee865/4YUXEBkZKf354YcflnYCWrhw4Tn32bJli3T9wYMHpb+LX8W/i9e39vsQERGRMjBYEFGrmEwmPPfcc9izZw9HjIiIiM7DYEFErZKTk4ORI0fiZz/7GUeMiIiIzsNgQUSt9utf/xorV67Epk2bOGpERER0DgYLImq1oqIiTJ8+Hffff/8l7zdo0CDYbLZzLuvWreNIExERKRiDBRG1yWOPPSaFhDVr1lz0Pq+++qpUwH32pbi4mCNNFID169dDq9XiqquuOu82t9uNJ554An369IHFYkFsbCwGDx6MZcuWwePxSPeZO3eutLmCOPN4tjfffFO6nogoUAwWRCrncDhQW1t73vU1NTWIiIg47/rMzEzMnz8fP/3pT+H3+y/YZteuXZGVlXXOxWw2d0j/idRC3DzhzjvvxNq1a3H06NFzQsW4ceOkwLBgwQJ8/vnn+PLLL7F48WL88Y9/xPbt28/ZhOE3v/kNqqurZfpXEJGS6eTuABHJX5R9odmHzZs3o3v37hd8zEMPPSQFjFdeeaUTekhEDQ0N0kygWN90/PhxaTvoBx98UBqYp59+Wgob4m2FhYVnBqtbt2647rrrpOBx2ujRo7F371786le/kmY4iIiCiTMWRCq3aNEi7N69G3fddRe2bt2KXbt24cknn8TLL7+Me++994KPSUhIwI9//GM888wznd5fIjVavnw5cnNzpQ8CZs2aheeff/7MjOH//d//SYHh7FBxml6vh9VqPfN3cSnV448/Ls1klJWVdeq/gYiUj8GCSOXETzXFTzt37twpvTkpKSmR3sSsWLEC48ePv+jjlixZIhVlE1HnLIMSA4VI/LkUly9+8skn0t/Fs2XE0NFa1157LQoKCvCLX/yiw/pLROok+C+2SJqIiIhkJ84i9urVC0eOHEF8fLx03R133CGFixdffFGqXxJrK/7whz9csh2xeFusnRKLtcUPE0aNGoVt27ZJ7Ythg28HiChQnLEgIiIK8dmKlpYWJCUlQafTSZelS5dKZ8qI4UKshRJnHNti2LBhUsH3Aw880GH9JiL1YfE2ERFRiBIDxT/+8Q/8/ve/x9ixY8+5bfLkyVIt1MyZM6VC7q+//vq8Ogtxq1mxePvsOovTxF2kxCVRYt0GEVEwMFgQERGFqNWrV0tbw86bN++87Z+nTp0qzWZ8+umnePvtt3HFFVfg0UcfxZAhQ2C326VdosStZcX7iAHih3r37o0bb7yRmzAQUdCwxoKIiChETZw4ET6fTwoOPySeVSFutvDNN99Isw5PPfUUXnrpJamYWzwkr0ePHtKZM2J4EJdPnV1jcdrBgwelx4qzGqyxIKJAMVgQEREREVHAWLxNREREREQBY7AgIiIiIqKAMVgQEREREVHAGCyIiIiIiChgDBZERERERBQwBgsiIiIiIgoYgwUREREREQWMwYKIiIiIiALGYEFERERERAFjsCAiIiIiIgYLIiIiIiKSH2csiIiIiIgoYAwWREREREQUMAYLIiIiIiIKGIMFEREREREFjMGCiIiIiIgCxmBBREREREQBY7AgIiIiIqKAMVgQEREREVHAGCyIiIiIiChgDBZERERERBQwBgsiIiIiIgoYgwUREREREQWMwYKIiIiIiALGYEF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}, "metadata": {}, "output_type": "display_data", @@ -1444,7 +1336,7 @@ } } ], - "execution_count": 27 + "execution_count": 224 }, { "cell_type": "markdown", @@ -1464,8 +1356,8 @@ "id": "JtA8KzWp9nzM", "outputId": "cd007325-fa24-4f41-f8fa-3d149ae7fc23", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.357800Z", - "start_time": "2025-11-12T08:10:59.354334Z" + "end_time": "2025-11-15T08:22:03.701643Z", + "start_time": "2025-11-15T08:22:03.693945Z" } }, "source": [ @@ -1482,20 +1374,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Consumer Discretionary: 0.100\n", - "Consumer Staples: 0.100\n", - "Healthcare: 0.144\n", - "Tech: 0.050\n", "Energy: 0.000\n", + "Consumer Staples: 0.100\n", + "Media: 0.000\n", "Aerospace: 0.038\n", - "Misc: 0.151\n", "Auto: 0.067\n", - "Media: 0.000\n", - "Financial Services: 0.350\n" + "Financial Services: 0.350\n", + "Misc: 0.151\n", + "Tech: 0.050\n", + "Healthcare: 0.144\n", + "Consumer Discretionary: 0.100\n" ] } ], - "execution_count": 28 + "execution_count": 225 }, { "cell_type": "markdown", @@ -1517,8 +1409,8 @@ "id": "sKantkrg9nzM", "outputId": "3b60679f-80ef-4ec7-e029-989ef9d27f14", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.468831Z", - "start_time": "2025-11-12T08:10:59.450933Z" + "end_time": "2025-11-15T08:22:03.730752Z", + "start_time": "2025-11-15T08:22:03.717295Z" } }, "source": [ @@ -1532,29 +1424,29 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.02674),\n", - " ('AMZN', 0.15123),\n", - " ('COST', 0.1),\n", - " ('DIS', 0.0),\n", - " ('F', 0.0),\n", - " ('GILD', 0.06766),\n", - " ('JPM', 0.06285),\n", + "OrderedDict([('MSFT', 0.05),\n", + " ('AMZN', 0.15121),\n", " ('KO', 0.0),\n", - " ('LUV', 0.01736),\n", - " ('MA', 0.37416),\n", - " ('MSFT', 0.05),\n", + " ('MA', 0.37409),\n", + " ('COST', 0.1),\n", + " ('LUV', 0.01746),\n", + " ('XOM', 0.0),\n", " ('PFE', 0.0),\n", - " ('TSLA', 0.15),\n", + " ('JPM', 0.06294),\n", " ('UNH', 0.0),\n", - " ('XOM', 0.0)])" + " ('ACN', 0.02666),\n", + " ('DIS', 0.0),\n", + " ('GILD', 0.06764),\n", + " ('F', 0.0),\n", + " ('TSLA', 0.15)])" ] }, - "execution_count": 29, + "execution_count": 226, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 29 + "execution_count": 226 }, { "cell_type": "code", @@ -1565,8 +1457,8 @@ "id": "46ylv28y9nzM", "outputId": "de8f0548-437e-4997-cc46-d927d5f61df2", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.515789Z", - "start_time": "2025-11-12T08:10:59.512558Z" + "end_time": "2025-11-15T08:22:03.777373Z", + "start_time": "2025-11-15T08:22:03.765482Z" } }, "source": [ @@ -1582,7 +1474,7 @@ ] } ], - "execution_count": 30 + "execution_count": 227 }, { "cell_type": "code", @@ -1593,8 +1485,8 @@ "id": "3HWpBJxZ9nzM", "outputId": "cae10c97-978e-40ee-8dd5-796d9635f53f", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.551022Z", - "start_time": "2025-11-12T08:10:59.538041Z" + "end_time": "2025-11-15T08:22:03.803056Z", + "start_time": "2025-11-15T08:22:03.801412Z" } }, "source": [ @@ -1605,13 +1497,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 26.2%\n", + "Expected annual return: 26.1%\n", "Annual volatility: 20.0%\n", - "Sharpe Ratio: 1.31\n" + "Sharpe Ratio: 1.30\n" ] } ], - "execution_count": 31 + "execution_count": 228 }, { "cell_type": "markdown", @@ -1631,8 +1523,8 @@ "id": "wiaa_L2u9nzN", "outputId": "0adbf717-faaa-4142-9fe3-6ca9368cc23f", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.681090Z", - "start_time": "2025-11-12T08:10:59.626034Z" + "end_time": "2025-11-15T08:22:03.872177Z", + "start_time": "2025-11-15T08:22:03.837590Z" } }, "source": [ @@ -1650,29 +1542,29 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.06969),\n", - " ('AMZN', 0.16698),\n", - " ('COST', 0.08443),\n", - " ('DIS', 0.00642),\n", - " ('F', 0.0),\n", - " ('GILD', 0.07658),\n", - " ('JPM', 0.09307),\n", - " ('KO', 0.01557),\n", - " ('LUV', 0.04691),\n", - " ('MA', 0.21322),\n", - " ('MSFT', 0.05),\n", + "OrderedDict([('MSFT', 0.05),\n", + " ('AMZN', 0.16695),\n", + " ('KO', 0.01561),\n", + " ('MA', 0.21285),\n", + " ('COST', 0.08439),\n", + " ('LUV', 0.04699),\n", + " ('XOM', 0.0),\n", " ('PFE', 0.0),\n", - " ('TSLA', 0.15),\n", - " ('UNH', 0.02714),\n", - " ('XOM', 0.0)])" + " ('JPM', 0.09313),\n", + " ('UNH', 0.02725),\n", + " ('ACN', 0.06959),\n", + " ('DIS', 0.00669),\n", + " ('GILD', 0.07654),\n", + " ('F', 0.0),\n", + " ('TSLA', 0.15)])" ] }, - "execution_count": 32, + "execution_count": 229, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 32 + "execution_count": 229 }, { "cell_type": "code", @@ -1683,8 +1575,8 @@ "id": "G0ZO5l4D9nzN", "outputId": "aefa431d-90b2-493b-8232-8dc8c8213212", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.724312Z", - "start_time": "2025-11-12T08:10:59.719794Z" + "end_time": "2025-11-15T08:22:03.897633Z", + "start_time": "2025-11-15T08:22:03.892751Z" } }, "source": [ @@ -1700,7 +1592,7 @@ ] } ], - "execution_count": 33 + "execution_count": 230 }, { "cell_type": "markdown", @@ -1720,8 +1612,8 @@ "id": "hIdHgQnE9nzO", "outputId": "76b74cec-dbad-4278-ad5c-6a3bb99b404d", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.763277Z", - "start_time": "2025-11-12T08:10:59.743844Z" + "end_time": "2025-11-15T08:22:03.943527Z", + "start_time": "2025-11-15T08:22:03.918474Z" } }, "source": [ @@ -1736,29 +1628,29 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.05848),\n", - " ('AMZN', 0.13376),\n", - " ('COST', 0.06437),\n", - " ('DIS', 0.06074),\n", - " ('F', 0.05798),\n", - " ('GILD', 0.07793),\n", - " ('JPM', 0.08902),\n", - " ('KO', 0.03563),\n", + "OrderedDict([('MSFT', 0.06526),\n", + " ('AMZN', 0.13354),\n", + " ('KO', 0.03568),\n", + " ('MA', 0.07965),\n", + " ('COST', 0.06432),\n", " ('LUV', 0.06954),\n", - " ('MA', 0.0797),\n", - " ('MSFT', 0.06526),\n", - " ('PFE', 0.03375),\n", - " ('TSLA', 0.09202),\n", - " ('UNH', 0.05435),\n", - " ('XOM', 0.02747)])" + " ('XOM', 0.02756),\n", + " ('PFE', 0.03387),\n", + " ('JPM', 0.08898),\n", + " ('UNH', 0.05443),\n", + " ('ACN', 0.05848),\n", + " ('DIS', 0.06085),\n", + " ('GILD', 0.07785),\n", + " ('F', 0.058),\n", + " ('TSLA', 0.092)])" ] }, - "execution_count": 34, + "execution_count": 231, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 34 + "execution_count": 231 }, { "cell_type": "code", @@ -1770,8 +1662,8 @@ "id": "p0DzMHim9nzO", "outputId": "baaaab0c-4bee-4883-c0fb-70b4d650ef90", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.843799Z", - "start_time": "2025-11-12T08:10:59.793776Z" + "end_time": "2025-11-15T08:22:03.997Z", + "start_time": "2025-11-15T08:22:03.950984Z" } }, "source": [ @@ -1783,7 +1675,7 @@ "text/plain": [ "
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" 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" }, "metadata": {}, "output_type": "display_data", @@ -1792,7 +1684,7 @@ } } ], - "execution_count": 35 + "execution_count": 232 }, { "cell_type": "code", @@ -1803,8 +1695,8 @@ "id": "zFLNfMLr9nzO", "outputId": "69c1cead-6233-465a-a3c3-6c5def23d624", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.872787Z", - "start_time": "2025-11-12T08:10:59.861601Z" + "end_time": "2025-11-15T08:22:04.019751Z", + "start_time": "2025-11-15T08:22:04.010024Z" } }, "source": [ @@ -1821,7 +1713,7 @@ ] } ], - "execution_count": 36 + "execution_count": 233 }, { "cell_type": "markdown", @@ -1840,7 +1732,7 @@ "source": [ "## Minimise risk for a given return, market-neutral\n", "\n", - "We may instead be in the situation where we have a certain required rate of return (maybe we are a pension fund that needs 7% return a year), but would like to minimise risk. Additionally, suppose we would like our portfolio to be market neutral, in the sense that it is equally exposed to the long and short sides. " + "We may instead be in the situation where we have a certain required rate of return (maybe we are a pension fund that needs 7% return a year), but would like to minimise risk. Additionally, suppose we would like our portfolio to be market neutral, in the sense that it is equally exposed to the long and short sides." ] }, { @@ -1852,8 +1744,8 @@ "id": "XB4Cw8at9nzO", "outputId": "26404432-1324-435e-cde0-c28a242a571e", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.900594Z", - "start_time": "2025-11-12T08:10:59.884843Z" + "end_time": "2025-11-15T08:22:04.057204Z", + "start_time": "2025-11-15T08:22:04.034636Z" } }, "source": [ @@ -1868,29 +1760,29 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', -0.02187),\n", - " ('AMZN', 0.16537),\n", - " ('COST', -0.05722),\n", - " ('DIS', -0.01548),\n", - " ('F', 0.03129),\n", - " ('GILD', 0.0305),\n", - " ('JPM', 0.06344),\n", - " ('KO', -0.13748),\n", - " ('LUV', 0.00881),\n", - " ('MA', 0.03921),\n", - " ('MSFT', -0.00471),\n", - " ('PFE', -0.08735),\n", - " ('TSLA', 0.12025),\n", - " ('UNH', -0.02798),\n", - " ('XOM', -0.10678)])" + "OrderedDict([('MSFT', -0.00476),\n", + " ('AMZN', 0.16576),\n", + " ('KO', -0.13786),\n", + " ('MA', 0.03926),\n", + " ('COST', -0.05747),\n", + " ('LUV', 0.00885),\n", + " ('XOM', -0.10717),\n", + " ('PFE', -0.08755),\n", + " ('JPM', 0.06367),\n", + " ('UNH', -0.02796),\n", + " ('ACN', -0.02201),\n", + " ('DIS', -0.01529),\n", + " ('GILD', 0.03046),\n", + " ('F', 0.03135),\n", + " ('TSLA', 0.12071)])" ] }, - "execution_count": 37, + "execution_count": 234, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 37 + "execution_count": 234 }, { "cell_type": "code", @@ -1901,8 +1793,8 @@ "id": "Uf3oUKFP9nzO", "outputId": "aa726cf0-1200-4fa9-f61d-ca5807679a34", "ExecuteTime": { - "end_time": "2025-11-12T08:10:59.922466Z", - "start_time": "2025-11-12T08:10:59.912001Z" + "end_time": "2025-11-15T08:22:04.085214Z", + "start_time": "2025-11-15T08:22:04.074260Z" } }, "source": [ @@ -1919,7 +1811,7 @@ ] } ], - "execution_count": 38 + "execution_count": 235 }, { "cell_type": "code", @@ -1931,8 +1823,8 @@ "id": "4rrQKk1Q9nzP", "outputId": "95a52da6-37ed-4dad-cd5b-2701affa6695", "ExecuteTime": { - "end_time": "2025-11-12T08:11:00.010248Z", - "start_time": "2025-11-12T08:10:59.940068Z" + "end_time": "2025-11-15T08:22:04.160705Z", + "start_time": "2025-11-15T08:22:04.106661Z" } }, "source": [ @@ -1944,7 +1836,7 @@ "text/plain": [ "
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" 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" }, "metadata": {}, "output_type": "display_data", @@ -1953,7 +1845,7 @@ } } ], - "execution_count": 39 + "execution_count": 236 }, { "cell_type": "code", @@ -1964,8 +1856,8 @@ "id": "YwR1iKqv9nzP", "outputId": "478e0b8b-c1ed-4826-a1bc-1ad928927123", "ExecuteTime": { - "end_time": "2025-11-12T08:11:00.025904Z", - "start_time": "2025-11-12T08:11:00.017340Z" + "end_time": "2025-11-15T08:22:04.182149Z", + "start_time": "2025-11-15T08:22:04.178091Z" } }, "source": [ @@ -1980,7 +1872,7 @@ ] } ], - "execution_count": 40 + "execution_count": 237 }, { "cell_type": "markdown", @@ -2005,8 +1897,8 @@ "id": "8FsS5Yqu9nzP", "outputId": "94948fd4-598a-4fa7-a41a-371fbda43f43", "ExecuteTime": { - "end_time": "2025-11-12T08:11:00.156565Z", - "start_time": "2025-11-12T08:11:00.050782Z" + "end_time": "2025-11-15T08:22:04.297727Z", + "start_time": "2025-11-15T08:22:04.225552Z" } }, "source": [ @@ -2019,7 +1911,7 @@ "text/plain": [ "
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" 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XX3vUtdjtdnnvvfekWrVqHvUwREREoSBDbLptocJ0wQugLgUZmHPnzkmrVq2kX79+0rBhQ3nkkUdkyZIlcvz4cfnhhx+kXbt2KvMye/ZszjQiIqKQxGEjiwQvcPvtt6sA5sKFCyqAWbdunXTt2lWGDx8uFSpUUFmZyMhI1eOlcePGwb67REREFG7By7x582TFihUeNTCYRYQeL6hVQYO6Q4cOSWpqqly8eFF14K1Ro0bQ7jMREVGgZeg2dHRrpk+fribToOM9eqtt3749y+MxQlKlShV1fM2aNVVTWVeYkIPms0hS5MmTR5V+zJw505rBCxEREZlr2Gjx4sUyePBgNQt4165dqr4UoyEo6/Bm69at0rFjR9U8Fo1lsewPNjSSdcDtrV27Vv7973+r0o9BgwapYGblypV+3y8GL0REROTVpEmTpE+fPtKjRw9nhiRv3rxquR5vpkyZoso6hg4dqvqwoels3bp1Zdq0aW4BTrdu3aR58+Yqo/Pss8+qoOhmGR1XDF6IiIgssKq0Hhtk7jqPTvTeoERj586dam1B1872uIxyDm+w3/V4QKbG9fimTZuqLAvaoqCH27fffqtKRB544AHxF4MXIiIiE9PEJnYdNu1/U6Uxo9e18zw60XuDCTMZGRlSvHhxt/24jHYm3mD/zY5///33VRYHNS/R0dEqU4O6mnvuucfaCzMSERFRYCQmJro1bEUzVyMheMFMYWRf0Ntt06ZNqiVKyZIlPbI2vjB4ISIiMjHXIZ+c3g74220+Pj5etSQ5e/as235cLlGihNefwf6sjr9+/bpqebJ8+XJp06aNc2mgPXv2yIQJE/wOXjhsREREZGJ2zabblh0Y0qlXr55s2LDBrbM9Ljdp0sTrz2C/6/Gwfv165/FpaWlqQ+2MKwRJuG1/hW/mJT1DJCI94KfRYqLFEP/9yZjzIHpvVseQ80R8/4sh51Hnii5q2LlEsxtzmj+vi1FsheMMOY+WfE2MElGksGHnkmy8aefoNOcvilFst3v/Zq63qBLu9RUBY08VcU8ohIXBgwermUH169dXne4nT54sycnJavYRoHkserI56mYGDhwozZo1k4kTJ6rMyqJFi2THjh0ya9YsdT0yPrges5HQ48WxJNBHH32kZjb5K3yDFyIiIgvIkAi16XE72dWhQwc5f/68jBw5UhXd1q5dW/VocRTlYrke1ywKZhItWLBARowYoYaHKlasqBrQujaURUAzbNgw6dSpk/zxxx8qgHnrrbfkueee8/t+MXghIiIin9BADps3WMYns/bt26vNF9S/zJ07V3KCwQsREZGJ3Uq9ijd63IZZMHghIiIyMbtEqE2P2wkVofNIiIiIKCww80JERGRiGZpNbXrcTqhg8EJERGRirHnxxGEjIiIispSgBi/du3cXm83mdW431jnAdTjGFVamRCc+R1thIiKiUKZpEWLXYdN0WGLALIL+SLC6JRrWYL0Dhxs3bqgmN3fccYfH8bNnz5YBAwaohZxOnTpl8L0lIiIyVobYdNtCRdCDl7p166oAZtmyZc59+DcClzp13NvQX716VRYvXix9+/ZVmZd58+YF4R4TERFRWAcv0LNnT7due3PmzHGum+Dq008/lSpVqkjlypWlc+fO6jhN07K87ZSUFElKSnLbiIiIrMKu6bU4o4QMUwQvCES2bNkix44dU9t//vMftc/bkJFjf+vWreXKlStqQaesYLGouLg454YsDxERkVXoUe9i/98WKkzxSIoWLeocBkIGBv+Oj493O+bgwYOyfft26dixo7ocFRWlFoxCQJMVLP6EIMexJSYmBvSxEBERUZj0ecHQkWPhp+nTp3tcjyAlPT1dSpYs6dyHIaPcuXPLtGnTVFbFG1yPjYiIyIrsYlObHrcTKkyReXEMA6WmpkpaWpq0atXK7ToELR999JFMnDhR9uzZ49x+/PFHFcwsXLgwaPebiIiIwjTzgt4t+/fvd/7b1erVq+XSpUvSq1cvjwxLu3btVFbGW68YIiIiq+PyACbOvEBsbKzaMkNw0rJlS69DQwheduzYIXv37jXoXhIRERmHBbsmy7zcrE/LihUrbnobDRs2vOl0aSIiIgodphk2IiIiIh8FuzqsCG0PoYJdBi9EREQmpuk020gLoeDFVDUvRERERDfDzAsREZGJOdr763E7oYLBCxERkYnp1drfzuUBiIiIiIIjbDMvGaWKiC0yJuDnSS1ozNIEeZKvi1Eivv/FkPOceKGuGKXkpquGnSsqMcOQ89hiC4hR0grnM+Q8mRtYBpLt+CnDzmUvW8qQ82TcUVSMYjOohUXEEWPWq7NrqYacx/u5OWyUGQt2iYiIyFLCNvNCRERkBVyY0RODFyIiIhPjsJEnDhsRERGRpTDzQkREZGLMvHhi8EJERGRiDF48cdiIiIiILIWZFyIiIhNj5iUAmZczZ87IgAEDpFy5cpI7d25JSEiQRx55RDZs2OA8ZuvWrfLQQw9JoUKFJCYmRmrWrCmTJk2SjAz3Zl3fffed3HvvvVK4cGHJmzevVKxYUbp16yapqanSvXt3sdlsPrcyZcrk9KEQERGZjuYyXTonmyahI0fBy9GjR6VevXryzTffyPjx4+Wnn36StWvXSosWLaRfv37qmOXLl0uzZs3k9ttvl2+//VYOHDggAwcOlDfffFOefvpp0f7XhfGXX36R1q1bS/369WXTpk3qtt5//32Jjo5WQc6UKVPk9OnTzg3mzp3rvPzDDz/o8XwQERGRi+nTp6sEAZIPjRo1ku3bt0tWlixZIlWqVHEmK9asWeN2va8kBOIIQ4aNnn/+eXVCPJB8+f6/PXj16tWlZ8+ekpycLH369JFHH31UZs2a5by+d+/eUrx4cbX/008/lQ4dOsi6deukRIkSMm7cOOdx5cuXVwEN5MmTR+Li4tzOX7BgQfUzREREoSqYw0aLFy+WwYMHy8yZM1XgMnnyZGnVqpUcPHhQihUr5nE8Rlo6duwoY8eOlYcfflgWLFggbdu2lV27dkmNGjXUMY4EhMOXX34pvXr1knbt2gU+8/LHH3+oLAsyLK6Bi2tggYDk4sWL8tJLL3lcj6GlSpUqycKFC9VlBCF4QMi6EBERkXvwoseWXSjxQBKiR48eUq1aNRXEoKxjzpw5Xo/HKAmSDkOHDpWqVavKmDFjpG7dujJt2jTnMfi8d90+//xzNWKD8pOABy+HDx9WQz5IDfny66+/qv/jAXiDn3Uc0759exWtYYjptttuk8cff1w92KSkJMmJlJQUdRuuGxEREWUN9aY7d+6Uli1bOvdFRESoy9u2bfP6M9jvejwgU+Pr+LNnz8oXX3yhMi/ZccvBi6NWRa9jsVosalhOnDihho5KlSolb7/9thqCypxiyg6krjDc5NhQUExERBSumZekTF/o8SXfmwsXLqiaU5R5uMJlTNbxBvuzc/z8+fOlQIEC8sQTTxgTvGAmEOpdUIDrC4aFYP/+/V6vx37HMQ4IWrp06aKyLj///LPcuHFDpalu1bBhw+TKlSvOLTHRmOXTiYiIzCghIcHtSz2+5AcLhp86deqkinuz45YLdjGdGakgVCG/8MILHnUvly9flgceeEAdN3HiRGnatKnb9StXrpRDhw6p8TBfMLUaQ0go/L1VmL6NjYiIyIr0LthNTEyU2NhY535fn5Hx8fFqVARDO65w2ddkGez39/jNmzerwl8UBRs6VRqBC1JKDRs2lKVLl6pgBNmUqVOnSpMmTVRA869//UsV4zz77LOyd+9eNb169uzZqm/Lk08+KU899ZS6LRzXt29fVeT722+/qazLK6+8ov6P4l4iIqJwpGk23TZA4OK6+Qpe0KoE7VBc+7bZ7XZ1GZ/x3mC/6/Gwfv16r8cjFsDt16pVS7IrR1OlURmM6U9vvfWWDBkyRNWmFC1aVN2ZGTNmqGMQoKC/C47529/+poaBMOT02muvyaBBg9TQEyAA2rJlizz33HNy6tQpyZ8/v6p3WbFihSriJSIiImNhmjSaxaIHGz6nMVUaoyGYfQRdu3ZV5R6OoSf0ccNnNkZc2rRpI4sWLZIdO3a4tUsB1NqgHwyOC8ryABjWQX2K6zSozBC0YFp1VurUqSMff/xxQAqGiYiIrMrRIVeP28ku9GE7f/68jBw5UhXd1q5dW32eO4pyjx8/rmYgOaBEBL1dRowYIcOHD1fJCiQhHD1eHBDU4HMcs4xvBdc2IiIiMrFgr23Uv39/tXmzceNGj31ofYItKyglwXaruKo0ERERWQozL0RERCbmWmyb09sJFQxeiIiITCzYw0ZmxGEjIiIishRmXoiIiEyMw0aeGLwQERGZPHjRY8hHC6Fho7ANXtLzRYtERQf8PGkFjHmK8+TJ3roQORERXdSQ85TcdFWMcubVNMPOVXLk/7flDiQtMlKMklzKmNdfTG7jHlPuG0UMO9eN2/IbcyID+2Ndjzfmva/wxZKGnMeWkSLymyGnIj+EbfBCRERkBZpOcacmoYMFu0RERGQpzLwQERGZGNr64z89bidUMHghIiIyMc428sRhIyIiIrIUZl6IiIhMDNOkbeyw64bBCxERkYlhppEus400CRkcNiIiIiJLMSx46d69u7Rt29Zjf/PmzWXQoEEe++fNmycFCxZU/x4wYIBUrVrV6+0eP35cIiMjZeXKlQG410REROYo2NVjCxWWyLz06tVLDhw4IFu3bvUa5BQrVkweeuihoNw3IiKiQGLwYtHgpXbt2lK3bl2ZM2eO235N01Tw0q1bN4mKYvkOERFROLBE8OLIvnz66aeSnJzs3Ldx40Y5cuSI9OzZ0+fPpaSkSFJSkttGRERkpdlGem2hwjLByzPPPCNpaWmyZMkS5765c+fK3XffLZUqVfL5c2PHjpW4uDjnlpCQYNA9JiIi0m+2kR5bqLBM8ILi3SeeeMI5dIQMytKlS1VGJivDhg2TK1euOLfExESD7jEREREFQtALRWJjY1VQkdnly5dVpsQVApX77rtPDh8+LN9++62aZdS+ffssbz937txqIyIisqK/siY5H/LRQijzEvTgpXLlyrJu3TqP/bt27fIYDmrRooWULVtWDRcheHn66aclX758Bt5bIiIiCqvgBRmWPXv2uO17+OGHZdq0afLCCy9I7969VZbkiy++kIULF8qqVavcjrXZbKo4d9KkSXLp0iV57733jLz7REREhuPCjEEOXjA7qE6dOh5DQZs2bZLXXntNWrZsKampqVKlShVVmNu6dWuvze5GjRol1atXl0aNGhl474mIiIyH0R49Rnw0CR2GBS/ox4LNF29DR97cfvvtkpGRoeM9IyIiIisJes0LERER+cZhI08MXoiIiMyM40bW7fNCREREBMy8EBERmZleK0JrobM8AIMXIiIiE9Ortb8WQtONOGxERERElsLMCxERkYlxtpGnsA1eok9dkajIGwE/T64/osUI2p/Jhpznr5PZDTlNVKJx/XxKjow17FzXShtzrvx7TxtyHnWuo8YkcSMvXxPDXE4y7FR5Eo15nxC7MX+7EH0pxpgTnb9ozHm0VGPO4/XcNn3qVbTQqXnhsBERERH5NH36dClTpozExMSozvbbt2/3fbCI6pCPTvk4vmbNmrJmzRqPY/bv3y+PPvqoWoAZaxQ2aNBAjh8/Lv5i8EJERGSBgl09tuxavHixDB48WC3LgwWTa9WqJa1atZJz5855PX7r1q3SsWNHtfTP7t27pW3btmrbt2+f85jffvtN7r77bhXgYNmgvXv3yuuvv66CHX/ZNC2U6o9vLikpSUV695UfKFGRuQN+Pi2PMelg22mDUqcGDhvZcgf+9+NgL8Jho5xIL15QQm7Y6I/Lxp2reHzIDRtlFDBm2CjyV/+/redEupYqGy5/rBYYjo2NNfTzqvSHr0tE3pw/n/ZrN+RY7zHZegzItCArggWU1W3Y7ZKQkCADBgyQV1991eP4Dh06SHJysqxevdq5r3HjxlK7dm2ZOXOmuvz0009Lrly55OOPP77lx8LMCxERkRU67OqxyV9BkeuWkpLi9bRYKHnnzp1q0WSHiIgIdXnbtm1efwb7XY8HZGocxyP4+eKLL6RSpUpqf7FixVSAtGLFimw9JQxeiIiILDDbSI8NkDlBRsexjR07Vry5cOGCWgi5ePHibvtx+cyZM15/BvuzOh7DTVevXpV33nlHWrdurRZlfvzxx+WJJ56Q7777TvwVtrONiIiIwlFiYqLbsFFuI4fo/zd0+dhjj8mLL76o/o0hJdTKYFipWbNmft0OgxciIiKz07E6NTY21q+al/j4eImMjJSzZ8+67cflEiVKeP0Z7M/qeNxmVFSUVKtWze2YqlWrypYtW4I3bIQUU9OmTVUKyBUKhJCqeu2119RlFPMgwipQoIDkzZtXFQTNmzfP7WeOHj0qNptNPXknT550u+706dPqCcD1OI6IiCgU6T1s5K/o6GipV6+ebNiwwS1zgstNmjTx+jPY73o8rF+/3nk8bhOf9wcPHnQ75tdff5XSpUsHL3hBoIEgZO3atfLJJ58496MyuXDhwmq61fvvv69SRnfddZf897//VdOkUH383HPPyUsvveRxm6VKlZKPPvrIbd/8+fPVfiIiIgoMTJP+4IMP1GcuerP07dtXzSbq0aOHur5r164ybNgw5/EDBw5Un/8TJ06UAwcOyOjRo2XHjh3Sv39/5zFDhw5VU7Bxu4cPH1YzmVatWiXPP/98cAt2UUWMYhwELMiQfP7557Jo0SIVgCB9NGTIEBk0aJC8/fbbKnVUoUIFtW/8+PHqASOgcdWtWzeZO3eu2z5cxn4iIqKQpvNso+zA1OcJEybIyJEjVW3Knj17VHDiKMpFYzl8zjtg5GXBggUya9Ys1RPms88+UzOJatSo4TwGBbqobxk3bpxqYvfhhx/K0qVLVe+XoPd5wc3ee++9KhPz008/qUBmxIgR8t5776lI7tSpU3Lbbbd5TMsqUqSIam4zefJkNRxUtmxZ1c3voYcekuXLl6sHh3ExDEthulXDhg3lyJEjqvufP9jnRY9fLvu85EQoLg/APi85xD4vtywc+rwkzBwtEXl06PNy/YYkPjfa0McQKAGbKo1alBkzZqixL0RojmY2GNfCLyNz4OIYCytXrpw6xhWa2XTu3FnmzJmjLuP/uIz9N4P565nntBMREZF1BbTPC4IMFOMiM3LixIkc3VbPnj3VegmYK47/47I/MH/ddT47ioaJiIgsI4jDRmEXvGDONoaIMKsIQzsYCsJQEuphkLLCsFFmGDbCmgc4JjOMi2EdBKyZgClVruNnWUEhEc7n2DC/nYiIiKwrIMHLtWvXpHv37qoquUWLFjJ79mxVt4ICnXbt2qnhHhTmZobrUcWMAMUbZFuwiJO/WRdH8x3HnHZ/57YTERGZBjMvxjSpQ7YDWRbMOAIU06JaGdOgH3zwQVVhjNlFWEGyS5cuKpjBjKThw4er/VjnwJs+ffpI+/btpWBBYxaBIyIiCjr0Z8lmjxav9LiNUA1esDbB9OnTVYYE9S4Of//732XZsmVq+Ojrr79WhbkIaKZMmaIa21WvXl0V+Drmjnu9s1FRqjsfERERhS/dgxd0zU1PT/d63VdffeX896OPPqq2rCBjk9VMbsw5D9BMbyIiIlPAx5weH3VaCH1ccm0jIiIiM9NrppAmISOgU6WJiIiI9MbMCxERkZmxYNcDgxciIiITs2l/bXrcTqjgsBERERFZCjMvREREZsaCXQ8MXoiIiMyMNS8ewjd4iYj4awswLdqYp9gWYVznRO3P64acxxZbQIyiRUYadq78e08bcp4/mpYSo8QdTjbkPFrMzVeS14stNc2wc4ndbshp0gv+f+PQQItI9d7vS2/26zeMOY9m4OuBbip8gxciIiIr4LCRBxbsEhERkaUw80JERGRmzLx4YPBCRERkZgxePHDYiIiIiCyFmRciIiIz41RpDwxeiIiITIzLA3jisBERERFZiuHBS/fu3cVms6ktOjpaKlSoIG+88Yakp6fLxo0bnde5biNGjFA/6+t6bGfOnDH6oRARERlXsKvHFiKCMmzUunVrmTt3rqSkpMiaNWukX79+kitXLmnSpIm6/uDBgxIbG+s8Pn/+/G4/n/l6KFasmEH3noiIiMIueMmdO7eUKFFC/btv376yfPlyWblypTN4QSBSsGBBnz9/s+uJiIgodJmiYDdPnjxy8eLFgNw2sjvYHJKSkgJyHiIiokCw/a9oV4/bCRVBLdjVNE2+/vpr+eqrr+Tee+917r/99tvVUJFjyxzYZL6+evXqPs8xduxYiYuLc24JCQkBfUxEREQBmSqtxxYigpJ5Wb16tQo60tLSxG63yzPPPCOjR4+WH374QV2/efNmKVDg/1cULlSokNvPZ74e9TK+DBs2TAYPHuyWeWEAQ0REZF1BCV5atGghM2bMULONSpYsKVFR7nejbNmyWda03Oz6zPU12IiIiCyJywOYI3jJly+fmiJNREREZMmC3ew6d+6c3Lhxw21fkSJFshw+IiIisiRmXkIjeKlcubLHvm3btknjxo2Dcn+IiIgChcsDmGC20bx582TFihVer2vevLmageSrnsVxvbeNgQsREZH+pk+fLmXKlJGYmBhp1KiRbN++PcvjlyxZIlWqVFHH16xZUzWj9dVp37GheW12cG0jIiIiMwvi8gCLFy9WM3ZHjRolu3btklq1akmrVq1U+YY3W7dulY4dO0qvXr1k9+7d0rZtW7Xt27fP7TgEK6dPn3ZuCxcuzNb9YvBCRERkZkEMXiZNmiR9+vSRHj16SLVq1WTmzJmSN29emTNnjtfjp0yZogKToUOHStWqVWXMmDFSt25dmTZtmtdO+44tc0uUm2HwQkRERB5SU1Nl586d0rJlS+e+iIgIdRl1pt5gv+vxgExN5uOx0DKW+kENK5YJym6XfUsW7BIREYULvQt2kzItk+OrH9qFCxckIyNDihcv7rYflw8cOOD1HGfOnPF6PPY7IDPzxBNPqJ5tv/32mwwfPlwefPBBFeBERkb69VgYvBAREZmZXq39tb9uI3OXedSzoMu9UZ5++mnnv1HQe+edd0r58uVVNua+++7z6zYYvBAREYWRxMREiY2NdV721YU+Pj5eZULOnj3rth+XUafiDfZn53goV66cOtfhw4f9Dl5Y80JERBRGBbuxsbFum6/gBUv41KtXTzZs2ODch/UIcblJkyZefwb7XY+H9evX+zweTpw4oWpebrvtNr+fkrDNvFwvXVCicsUE/DypBYyJD+OS48QotsLGnCutcD4xSnKpwL8WHPIfNeg1cThZjHLw+WhDzlN2oXHrlMWkFDPsXMnlszfT4lbZNB0KJ/x0rWheQ85T9JQxz51mTxX5/7KNsGlSN3jwYOnWrZvUr19fGjZsKJMnT5bk5GQ1+wi6du0qpUqVkrFjx6rLAwcOlGbNmsnEiROlTZs2smjRItmxY4fMmjVLXX/16lX5xz/+Ie3atVPZGNS8vPzyy2rJIBT2+itsgxciIiLKWocOHeT8+fMycuRIVXRbu3ZtWbt2rbMo9/jx42oGkkPTpk1lwYIFMmLECFWIW7FiRdWYtkaNGup6DEPt3btX5s+fL5cvX1aLMz/wwANqSnV2FlFm8EJERGRmQV7bqH///mrzBkW2mbVv315t3uTJk0e++uorySnWvBAREZGlMPNCRERkZjrVvIhxJU8Bx+CFiIjIzII8bGRGHDYiIiIiS2HmhYiIyMyYefHA4IWIiMjEgtnnxawMHzbq3r27tG3b1vlvm82mNnTyQ5OaN954Q9LT051TsHAdlsq+ceOG2+388MMPzp8lIiKi8BH0mhesLnn69Gk5dOiQDBkyRC0ONX78eLdjChQoIMuXL3fbN3v2bLnjjjsMvrdEREQk4R68oKMeWgSXLl1a+vbtKy1btpSVK1e6HYPWxHPmzHFevn79umo5jP1EREQhTee1jUJB0IMXb933UlNT3fZ16dJFNm/erNoQw9KlS6VMmTJSt27dm95eSkqKJCUluW1ERERkXaYJXjRNk6+//lq1Db733nvdritWrJg8+OCDMm/ePHUZWZiePXv6dbtYLCouLs65JSQkBOT+ExERBbJgV48tVAQ9eFm9erXkz59fYmJiVICCRaBQ95IZghUEL7///rts27ZNOnXq5NftDxs2TK5cueLcEhMTA/AoiIiIAohDRuaaKt2iRQuZMWOGmm2E1SWjorzfJQQ2zz77rPTq1UseeeQRKVKkiN81NdlZqZKIiIjMLejBS758+dQU6ZtBUNO1a1cZN26cfPnll4bcNyIioqBjkzrzDRtlx5gxY+T8+fPSqlWrYN8VIiIiCpfMi91u9zk0dDMYWoqPj9f9PhEREZkVO+yaIHg5d+6cc5jIMXvIl+bNm6tZSL6gU29W1xMREVkeh42CN2x06dIlNbMILf/RiI6IiIjI1JkXTHXGekRYAuCxxx4z6rRERESWxmGjIAYvmdcmIiIiIj9w2Mjas42IiIiIgt7nhYiIiLLAzIsHBi9EREQmxpoXT2EbvOS+dEOiIgN/nlxXjBmZs127IUbRkq8Zcp7ISAN+Qf8Tk9u4c0VeNub502JyiVHKLjRmCY7TfVLEKGWfv2LYufKczWPIedJio8UocUeMeU/Srl835jxaqiHnIf+EbfBCRERkCRw28sCCXSIiIrIUZl6IiIjMjJkXDwxeiIiITIwFu544bERERESWwswLERGRmXHYyAODFyIiIhPjsJEnDhsRERGRpQQseGnevLkMGjTIY/+8efOkYMGC6t+jR48Wm80mzz33nNsxe/bsUfuPHj2qLuP/uIz9/p6HiIgopIaN9NhCRNAzLzExMTJ79mw5dOhQsO8KERGR+TB4MV/wUrlyZWnRooW89tprwb4rRERElMn06dOlTJkyKtnQqFEj2b59u2RlyZIlUqVKFXV8zZo1Zc2aNT6PxcgLRlYmT54slgpe4J133pGlS5fKjh07gn1XiIiITMWm45ZdixcvlsGDB8uoUaNk165dUqtWLWnVqpWcO3fO6/Fbt26Vjh07Sq9evWT37t3Stm1bte3bt8/j2OXLl8v3338vJUuWzPb9MkXwUrduXXnqqafklVdeyfK4pk2bSv78+d22zZs3Z/kzKSkpkpSU5LYRERFZRhCHjSZNmiR9+vSRHj16SLVq1WTmzJmSN29emTNnjtfjp0yZIq1bt5ahQ4dK1apVZcyYMeozftq0aW7HnTx5UgYMGCCffPKJ5MqVy5rBC7z55psqEFm3bl2WESCKdl23+vXrZ3m7Y8eOlbi4OOeWkJAQgHtPRERkDUmZvtDjS743qampsnPnTmnZsqVzX0REhLq8bds2rz+D/a7HAzI1rsfb7Xbp0qWLCnCqV69+S48hYMFLbGysXLniuaT85cuXVRCRWfny5VV09+qrr4qmeQ8PEXhUqFDBbcuTJ+ul5IcNG6buh2NLTEzMwaMiIiIKTp8XPTbHZ6nrl3p8yffmwoULkpGRIcWLF3fbj8tnzpzx+jPYf7Pj3333XYmKipIXXnhBTNekDoW43rIoGDOrVKmS158ZOXKkCmIWLVqk2/3InTu32oiIiEjUl3gkGFw/J42CTA6GlhALoFD3VgUs89K3b1/59ddfVWS1d+9eOXjwoBo7W7hwoQwZMsTrzyA6Q2HQ1KlTA3W3iIiIwrrmJTY21m3zFbzEx8dLZGSknD171m0/LpcoUcLrz2B/VsejPATFvnfccYfKvmA7duyYigswoynowUu5cuVk06ZNcuDAATX+helVn376qZpChWIeX1566SVViEtERET/E4Ri3ejoaKlXr55s2LDBrV4Fl5s0aeL1Z7Df9XhYv36983jUuiCh4Vq7itlGqH/56quvzLG2UYMGDbIswEWHXWyuEAWeP3/ebR+iMV91MBs3btTp3hIREZErjIZ069ZNTY5p2LCh6seSnJysZh9B165dpVSpUs66mYEDB0qzZs1k4sSJ0qZNG1UGgjYos2bNUtcXKVJEba4w2wiZGZSb+IsLMxIREZlYMBdm7NChg0oooCYVRbe1a9eWtWvXOotyjx8/rmYgubY0WbBggYwYMUKGDx8uFStWlBUrVkiNGjVETwxeiIiIzEyvdYm0W/ux/v37q83f0Y/27durzV+OdQwt2eeFiIiIyB/MvBAREZlYMIeNzIrBCxERkZkFedjIjDhsRERERJbCzAsREZGJcdjIU9gGL5FnL0tkROBbItsKGdNwL+PkaTFKRJHChpzHdvyUGCX3Dfe+AwF12ZiVzW2paWKUmJRihpyn7POe66UFyrUG/nf7zKl8v7h3JA2UiOM3xChaUWPeJyRXtDHnsUvwcNjIA4eNiIiIyFLCNvNCRERkCcy8eGDmhYiIiCyFmRciIiITY8GuJwYvREREZsZhIw8cNiIiIiJLYeaFiIjIxGyapjY9bidUMHghIiIyMw4bBWfYaNu2bRIZGSlt2rTxuC41NVXGjRsntWrVkrx580p8fLzcddddMnfuXElL+6vJVvfu3cVms8k777zj9rMrVqxQ+4mIiCh8GBK8zJ49WwYMGCCbNm2SU6dOuQUurVq1UkHJs88+K1u3bpXt27dLv3795P3335eff/7ZeWxMTIy8++67cunSJSPuMhERkalmG+mxhYqADxtdvXpVFi9eLDt27JAzZ87IvHnzZPjw4eq6yZMnq4AG19WpU8f5M+XKlZP27dur4MahZcuWcvjwYRk7dqzK1BAREYUFDhsZn3n59NNPpUqVKlK5cmXp3LmzzJkzR7T/FQ198sknKihxDVwccuXKJfny5XNexrDT22+/rTIyJ06c8Pv8KSkpkpSU5LYRERGRdUUYMWSEoAVat24tV65cke+++05dPnTokAps/PX4449L7dq1ZdSoUX7/DDI1cXFxzi0hIeEWHgUREVFwcNjI4ODl4MGDqoalY8eO6nJUVJR06NBBBTTgyMBkB+pe5s+fL/v37/fr+GHDhqmAybElJiZm+5xERERBHzbSYwsRAa15QZCSnp4uJUuWdO5DwJI7d26ZNm2aVKpUSQ4cOJCt27znnntUkS+CEsxCuhmcCxsRERGFhoAFLwhaPvroI5k4caI88MADbte1bdtWFi5cKM8884wq3t29e7dH3QumSaNg17XuxQGzkzB8hDoaIiKiUMa1jQwMXlavXq2mNffq1UvVmrhq166dysps2bJFvvjiC7nvvvtkzJgxcvfdd0uBAgXU7CMMD+EYBCmZ1axZUzp16iRTp04N1N0nIiKicKt5QeCBmUSZAxdH8IIABTUx69evl5dffln+9a9/SePGjaVBgwYqKHnhhRekRo0aPm//jTfeELvdHqi7T0REZA6seTEu87Jq1Sqf1zVs2NCtWPfVV19Vmy/oDZNZmTJl1DRoIiKiUBdKDeb0wFWliYiIyFK4MCMREZGZYaRCjxWhtdBJ3zB4ISIiMjHONvLEYSMiIiKyFGZeiIiIzIwLM3pg8EJERGRiNvtfmx63Eyo4bERERESWEraZl7RShUWLign4eW4UM2ZdpQKXSohhDGoOaC9bSoxy47b8hp0rT2K0MScysIljcvlChpwnz9k8YpR8v5w17Fwn2t5uyHmK7bgmRkmLzWXIefJduGTIeWy2IH7X57CRB2ZeiIiIyKfp06erxrAxMTHSqFEj2b59u++DRWTJkiVSpUoVdTyW81mzZo3b9aNHj1bXY+3CQoUKqW78//3vfyU7GLwQERFZYKq0Hlt2LV68WAYPHiyjRo2SXbt2Sa1ataRVq1Zy7tw5r8dv3bpVOnbsqNY1xKLLWIgZ2759+5zHVKpUSaZNmyY//fSTWuMQgREWcD5//rzf94vBCxERkRWa1OmxZdOkSZOkT58+0qNHD6lWrZrMnDlT8ubNK3PmzPF6/JQpU6R169YydOhQqVq1qlp0uW7duipYcXjmmWdUtqVcuXJSvXp1dY6kpCTZu3ev3/eLwQsRERF5SE1NlZ07d6pAwyEiIkJd3rZtm+cPiKj9rscDMjW+jsc5Zs2apRZxRlbHX2FbsEtERBSOHXaTkpLc9ufOnVttmV24cEEyMjKkePHibvtx+cCBA17PcebMGa/HY7+r1atXy9NPPy3Xrl2T2267TdavXy/x8fF+PxZmXoiIiMxM03ETkYSEBJXpcGxjx441/CG1aNFC9uzZo2pkMMz01FNP+ayj8YaZFyIiojCSmJgosbGxzsvesi6ATEhkZKScPeveNgCXS5Tw3p4D+/05HjONKlSooLbGjRtLxYoVZfbs2TJs2DDzZl66d+8uNptNbbly5VIppfvvv18VANldelOgAnny5MnOyz/++KM8+uijUqxYMTUFC9d36NAhW9EaERFROM82io2Nddt8BS/R0dFSr1492bBhg3MfPqNxuUmTJl5/BvtdjwcMCfk63vV2U1JSzD9shDTR6dOn5ejRo/Lll1+qFNLAgQPl4YcflvT0dI/jMYXqvvvuk8KFC8tXX30l+/fvl7lz50rJkiUlOTk5KI+BiIgolGcbDR48WD744AOZP3+++tzt27ev+szF7CPo2rWrW7YEn+Nr166ViRMnqroY9HTZsWOH9O/fX12Pnx0+fLh8//33cuzYMVUQ3LNnTzl58qS0b9/e/MNGiPQcaaRSpUqpqVRIHSFAmTdvnvTu3dvt+P/85z9y5coV+fDDDyUq6q+7XbZsWRX0EBERkf4wuoHkwciRI1XRbe3atVVw4ijKPX78uJqB5NC0aVNZsGCBjBgxQgUpGA5asWKF1KhRQ12PYSgENQiGUBBcpEgRadCggWzevFlNm7Zkzcu9996rpkotW7bMI3hBoIOMzPLly+XJJ59UQ05EREShTu/ZRtmFrIkjc5LZxo0bPfYhg+Iri4KSD3zG55TpZhuhZTCGkjJDVgZRHJrboIjowQcflPHjx3sUBmWGMTRMC3PdiIiIwnW2USgwXfCiaZrPrMpbb72l0lbo8If0Ev6PYActhn3BFDDXKWGYIkZERETWZbrgBQVBqGXxBeNjSEdNmDBBHYuCXfzbFxQSoVbGsWGKGBERkVUEc20jszJVzcs333yjsigvvviiX8djGlf58uWznG3kq3MgERERWVPQghfUomAICK2HUbeC6mUM8WCqNKZeZYZWwosWLVLthLEiJYaXVq1apZbaxpRpIiKikGTX/tr0uJ0QEbTgBcEK1jPAtOdChQqpWUZTp06Vbt26uU27csBqlljJcsiQIWroB9kUTMHC1OkuXboE5TEQEREFnF7FtpqEjKAEL+jjgu1mXGcdYelsrDxJRERE4c1UNS9ERETkDvNvdenzIqGDwQsREZGZ3WJrfw963IZJmG6qNBEREVFWmHkhIiIysWAvD2BGDF6IiIjMjLONPHDYiIiIiCyFmRciIiITs2HNPx2KbW0hVLAbtsFLRkyU2KIC//DT8hiU3Mpl3K/Sfv6iIefJuKOoGMbIP2q73ZDTpBfMK0Yx6k0xLTZajBJx/IZh5yq245oh53nr4w/EKK8819eQ82jXrhtzHi1VggZvGXq8bdglZHDYiIiIiCwlbDMvREREVsBhI0/MvBAREZGlMPNCRERkZpwq7YHBCxERkZlxeQAPHDYiIiIiS2HmhYiIyMS4PIAnBi9ERERmxmEjY4aNzpw5IwMHDpQKFSpITEyMFC9eXO666y6ZMWOGXLv2VzOmMmXKyOTJk50/k/myq6NHj4rNZnNuBQoUkOrVq0u/fv3k0KFDgXgIREREFC6Zl99//10FKgULFpS3335batasKblz55affvpJZs2aJaVKlZJHH330lm7766+/VkELAiDc3pQpU6RWrVqyatUque+++/R+KEREREFns/+16XE7oUL34OX555+XqKgo2bFjh+TLl8+5v1y5cvLYY4+JloM24kWKFJESJUo4b++RRx5RQUuvXr3kt99+k8jISF0eAxERkWlw2Ciww0YXL16UdevWqeEc18DFFYZ99BIREaGGp44dOyY7d+70ekxKSookJSW5bURERGRdugYvhw8fVpmVypUru+2Pj4+X/Pnzq+2VV17R85RSpUoVZ12MN2PHjpW4uDjnlpCQoOv5iYiIDGlSp8cWIgzp87J9+3bZs2ePqldBJkRPjmEoXxmdYcOGyZUrV5xbYmKirucnIiIyYm0jPbZQoWvNC2YXIYg4ePCg237Up0CePHlEb/v371f/L1u2rNfrUSyMjYiIiEKDrpkXFNTef//9Mm3aNElOTpZAs9vtMnXqVBW41KlTJ+DnIyIiClrBrh5biNB9ttE///lPNVW6fv36Mnr0aLnzzjtVYe0PP/wgBw4ckHr16vn82ZMnT6rhJVelS5d2KwhGDxlMld63b5/qC4MhqS+++IIzjYiIiMKE7sFL+fLlZffu3arHC+pNTpw4oYZtqlWrJi+99JKaSu3LhAkT1Obq448/lrvvvlv9u2XLlur/efPmVUFNixYtVO8YDFcRERGFJCRM9OjRoknICMjyALfddpu8//77avMl8+wgX7OFHHLSH4aIiMiq9Cq2tYXQ5yhXlSYiIiKfpk+frpbwwXI/jRo1UuUaWVmyZIlqY4Lj0WV/zZo1zuvS0tJUyxTsRz+4kiVLSteuXeXUqVOSHQxeiIiIzEz1aNGjYFeybfHixTJ48GAZNWqU7Nq1Sy3J06pVKzl37pzX47du3SodO3ZUne9RQtK2bVu1oU4VULOK23n99dfV/5ctW6ZmKGd32SAGL0RERGYWxNlGkyZNkj59+kiPHj1U7erMmTNV3emcOXO8Ho81B1u3bi1Dhw6VqlWrypgxY6Ru3bpqFjKgWez69evlqaeeUg1tGzdurK5Dl/zjx4/7fb8YvBAREYWRpExL5vhqHpuamqqCCsdkGcDsYVzetm2b15/BftfjAZkaX8cDGsiiRxwWdPYXgxciIiIzs+u4iahlclyXzcEyOt5cuHBBMjIypHjx4m77cRltS7zB/uwcf+PGDVUDg6Gm2NjY4M42IiIiInPONkpMTHQLFILVhR7Fuxg+wmziGTNmZOtnGbwQERGFkdjYWL+yHFhUOTIyUs6ePeu2H5dLlCjh9Wew35/jHYHLsWPH5JtvvslW1iWsgxctyqa2QLMZNK1ei4o05kR4TLeXMOY8BvYkuB5v3J9C9KUYQ84TkZouRrlWNK8h54k7ckOMohUtbNi50mJzGXKeV57rK0bJGHzRmBO9UMyY82SkiCRJcOjV2l/L3m1ER0errvgbNmxQM4Ycy/Lgcv/+/b3+TJMmTdT1gwYNcu5DgS72Zw5cDh06JN9++61aWii7wjZ4ISIisoQgBS+AadLdunVTS/40bNhQLcuDtQsx+wjQo6VUqVLOupmBAwdKs2bNZOLEidKmTRtZtGiR7NixQ3XDdwQuTz75pJomvXr1alVT46iHKVy4sAqY/MHghYiIiLzq0KGDnD9/XkaOHKmCjNq1a8vatWudRbmY3owZSA5NmzaVBQsWyIgRI2T48OFSsWJFWbFihdSoUcO5huHKlSvVv3FbrpCFad68ufiDwQsREZGZBTHzAhgi8jVMtHHjRo997du3V5s36NSrx3I/nCpNRERElsLMCxERkZmhP4se80vsEjIYvBAREZkYV5X2xGEjIiIishRmXoiIiMwsyAW7ZmTJzEv37t3VIk6Zt8OHDwf7rhEREenLrum3hQjLZl6w5PbcuXPd9hUtWjRo94eIiIiMYdngBQtJ+VpbgYiIKGRw2Ch0ghd/paSkqM0hKSlYi1MQERHdCp1qXiR0ho0sWfMCWBMhf/78zs1XNz+stxAXF+fcEhISDL+vREREpB/LZl5atGghM2bMcF7Oly+f1+OGDRumFpZyzbwwgCEiIsvgsFHoBC8IVipUqOBXbQw2IiIiCg2WDV6IiIjCgprirEO9ij10al4YvBAREZmZZv9r0+N2QoRlC3aJiIgoPFky8zJv3rxg3wUiIiJjsGA3NIIXIiKisMGaFw8cNiIiIiJLYeaFiIjIzDhs5IHBCxERkZmpmdI6THPWJGRw2IiIiIgshZkXIiIiM+OwkYewDV7y7D8tURGBXzYgJtb7mkt6y/j1NzFKVInihpwn4kiiGKXwxZKGnUvOXzTkNPbrN8QoRU8VMuQ82vXrYphc0YadKt+FS4acR7tm4PP3QjFDTnN4tDHvsfZrkSI9DTmVl5OjuZxdp9sJDRw2IiIiIksJ28wLERGRJXDYyAMzL0RERGQpzLwQERGZGTMvHhi8EBERmRmXB/DAYSMiIiKyFGZeiIiITEzT7GrT43ZCBYMXIiIis9e8qKEjHW4nROgybGSz2bLcRo8erY5bvny5NG7cWOLi4qRAgQJSvXp1GTRokPN25s2bJwULFvTrnFWqVJHcuXPLmTNn9HgIREREFE7By+nTp53b5MmTJTY21m3fSy+9JBs2bJAOHTpIu3btZPv27bJz50556623JC0tLdvn27Jli1y/fl2efPJJmT9/vh4PgYiIyNyzjfTYQoQuwUuJEiWcG7IqyLa47sufP7+sWrVK7rrrLhk6dKhUrlxZKlWqJG3btpXp06dn+3yzZ8+WZ555Rrp06SJz5szR4yEQERGZE9r667XdAnxOlylTRmJiYqRRo0YqAZGVJUuWqNERHF+zZk1Zs2aN2/XLli2TBx54QIoUKaLihT179ph3thGCmJ9//ln27duXo9v5888/1RPTuXNnuf/+++XKlSuyefNm3e4nERER/WXx4sUyePBgGTVqlOzatUtq1aolrVq1knPnzok3W7dulY4dO0qvXr1k9+7dKkmBzfWzPzk5We6++25599135VYZFrwMGDBAGjRooKIwRHBPP/20ypqkpKRk63YWLVokFStWVPUykZGR6naQifEFt5+UlOS2ERERWUYQh40mTZokffr0kR49eki1atVk5syZkjdvXp+jHlOmTJHWrVurUZaqVavKmDFjpG7dujJt2jTnMRg1GTlypLRs2dL8wUu+fPnkiy++kMOHD8uIESPUUNKQIUOkYcOGcu3aNb9vB08Ysi4O+DcyMcjIeDN27Fg1lOXYEhISdHk8RERERtDsdt227EhNTVX1qa5BRkREhLq8bds2rz+D/ZmDEmRqfB1vmSZ15cuXl969e8uHH36oUlC//PKLSkv5A8d+//338vLLL0tUVJTaMHsJwQ8yMt4MGzZMDS05tsTERJ0fERERkXUkZRqN8DUCcuHCBcnIyJDixYu77cdlXzN9sT87x1uywy6Gj5B+wviXPzA8dM8998iPP/6oCnwcG8bjfA0dYTo1Zj+5bkREROE6bJSQkOA2IoERCqsxrEkder0gQ/LQQw9J6dKl5fLlyzJ16lQ1VRqFtw6I8jJXHiMAqVChgnz88cfyxhtvSI0aNdyuRyYH43IoCEYtDBEREXmHEQjXL/L4jPUmPj5e1ZaePXvWbT8uYxKON9ifneNNn3lp1qyZ/P7779K1a1c1herBBx9UaaR169apqdMOV69elTp16rhtjzzyiKxcuVIuXrwojz/+uMdtoygIW1aFu0RERJaE7rp6bSIeoxG+gpfo6GipV6+e6tPmvCt2u7rcpEkTrz+D/a7Hw/r1630eb5rMS/fu3dWWWYsWLdR2Kz/rmpXJqh6GiIgo5KjhHh3WJdKyP9sIZRndunWT+vXrqwk2aESLUg/MPgIkJEqVKuUceho4cKBKVkycOFHatGmj6lF37Nghs2bNct7mH3/8IcePH5dTp06pywcPHlT/d/SG8wfXNiIiIiKv0Bn//PnzamozRktq164ta9eudRblIgjBDCSHpk2byoIFC9Ss4uHDh6vWJitWrHAr98BIiiP4AbQ8AfSScSwndDM2TQuhfsF+QGU1CpRalvy7REV4T5XpSYvNJ0bI2H9IjBJVwr2SPFDsl6+IUWwJJQ07l5y/aMhp7NdviFEiCxcy5Dza9etimFzRhp3KFmnMCL52zcDn77Zihpzm8Ghj3mPt127IkZ5vqVmrRk38cHxetYh6UqJsuXJ8e+lamnyb/pmhjyFQmHkhIiIyM82u07CRXUJFUKdKExEREWUXMy9EREQmptk10Ww5r/DQQqhKhMELERGRmXHYyEPYBS+OyDPdnmrM+TKMeYoztDQxjEHPnV0z5jxgy8jeAqE5YtDjshv4mtCM+nsy8DWhR4mBv2y2iNB7/gz6m7JfizTmPNdTgpa9SJc0EU2n2wkRYTfb6MSJE1yckYiIbrk77e23327Is3fjxg0pW7asrusClShRQo4cOSIxMTFiZWEXvKA7IBrjFChQQGw2m9/T1bAWROaWyoEQiufiY+Lzx9cE/6as/j6Bj8o///xTSpYs6dbXxIgABqs76yU6OtrygUtYDhvhRXerUbORCzuG4rn4mPj88TXBvykrv0+g54rREGiEQrChN06VJiIiIkth8EJERESWwuDFD1hxE2su+Fp5U0+heC4+Jj5/fE3wbyoc3ycocMKuYJeIiIisjZkXIiIishQGL0RERGQpDF6IiIjIUhi8EBERkaUweCHLKleunFy8eDHYd4OILGr//v3y0ksvBftu0C3gbCMKin379kmNGjVy3C0Za34UK1ZMAm316tXy0EMPBbQt+PHjx/067o477hAriIz0b8G8jIyMgN8X8h8moO7cuVOOHj2qllDB2jp16tTxezkVf/z+++/qdvW8TX8lJyfLokWLZPbs2fL9999LtWrV1PsRWQuDFx9vuqdPnw7ohyI+BG/2h4vr09PTdT/33r175ddff1X/rlSpktx5551iBKwLsnDhQvnwww/Vm2NOP7SMDF6ioqKkePHi0r17d+nRo4dUqFAhoB/2jg4Grq8R7MNlvT7sz507l+Vzh9ferl27pGHDhrf8+yldurR069ZNffj58thjj4mVGP23e+HCBfWBi+fS4eeff5YJEyao/W3btpVnnnlGl3N9++230qtXLzl27JjbaxCBxpw5c+See+4JyHtshw4dZOrUqepvLFD+85//qIDl008/levXr8uLL74ovXv3lipVqgTsnBQ4DF6C9KH4+eef+7xu27Zt6g8Zi0hiUS69bN++Xb0x/fLLL25vTNWrV1d/1A0aNJBA2LRpk7r9pUuXqkXNnnjiCWnXrl2Oz4ff0/z582+63sijjz4qOYUF3ObOnavOh2+kd999t3rje/LJJyVPnjyiV4CEdbcQID3yyCPqsje1atUKyAdIzZo1Zc2aNc5V18+ePat+X7caLO3YsUP93vEtFx9+PXv2lE6dOkmhQoUkUAYPHuzXcZMmTbLM327Hjh3V72HixInOoBMfuNhXvnx5+fLLL9Xz3KVLlxyd5/Dhw+q11ahRIxk4cKA6B94n8H6Bx4TfJ774YLhW7/dYLJT7448/6nLbrvBczZs3TwVeV65cUc8lAr0mTZqo8yHrQhaFJnXkzmazaWfPnjX8aTlw4IDWtm1bLTIyUuvatat29OhR3W77559/1vLnz681aNBAW7BggbZ79261ffLJJ1r9+vW1AgUKqGP0cvr0aW3s2LFahQoVtGLFimn9+/fXoqKidD0Hfk832yIiIjS9ffPNN+r3ky9fPi0uLk77+9//rm3fvl2X5+ydd97RKleurBUvXlwbMmSI9ssvv2hGvc7x+vjtt9+cl8+cOaOOyanr169rH3/8sXbvvfdqefPm1Tp06KCtW7dOC4TmzZu7bXjNNWrUyG1fixYtLPW3W6ZMGW3jxo3Oy+PHj9fKly+vpaWlOS/jMeZUv3791O/IG7vdrq7D37ERrz29xMTEaJ07d9bWrl2rZWRkOPfr/V5ExmPw4uMP66233tKmTJmS5aaXkydPar1799Zy5cqlPfzww9pPP/2k6a19+/ba448/rt6EMsM+vPHiGD3gMcTGxmodO3bUVq9eraWnp6v9gQheghFkOiQlJWmzZs3SmjZtqoKkO++8U7fb3rx5s9azZ08VVOKDCedxffM1KnjRO/j7/fffVfCA27148aIWaIH6UDTybxcfwK7B0IMPPqgNHTrUefngwYNa4cKFc3ye6tWraytXrvR5Pa7DMXrA7//cuXNuvye8NvSGLwII/oYPH67t37/fuZ/Bi/V5z0uTzJw5M8uCQwy3vPDCCzl6ppDGfPvtt+X999+X2rVry4YNG+Rvf/tbQJ59jGUjvextrB77hg8frgpS9YDz4Lnp27evVKxYUQIlGMV+rpDqvu+++1R9wIEDB1R6XS8YlsKG1wdS3c8995waaitcuLBY0YkTJ1T6Htu1a9dk6NChEhsbK1Zl5N8unqfLly87a14cw7+ufwcpKSm6FIxj6NAXFNjjta4HfHHG8KhjbSEMseE1ni9fPrfjli1blqPz4O/SUeuCYWrU+HXu3NkU7x+UM5wq7QPGd48cOeJzQ7V8TowbN06N72IWC4pYt27dGrA3P0exbFbFcCVKlFDH6GHLli3qturVq6fGz6dNm6aKDvUWrGW5UOz30UcfSfPmzVVwhpoO1FqgFkYveD2gpgZvtlevXpXp06dLwYIFRU9488bvKSkpSX0Y4zLOhcuOLSdSU1Nl8eLF8sADD6jnCcW/kydPVvVD77zzjs+aHrMz+m+3cePGzjqazz77TP3O7r33Xuf1KL531CnlBH73efPm9Xk9rkPgqQcUcaPeBfVq2BBQoIbHcdmx6eGuu+5SNS+o70KAtGTJElXH9fzzz8sHH3wg58+f1+U8ZCwW7AZxthEKPVu2bJllhien3zwcKleurL4p4tu7N3hTfO211+TgwYOiF8yEwIcX3jjwbRFvGCiUROEmshY5hVk/eFPX47b8gWmVeCyYrYAPZhQe4xtwixYtdLl9vOYQFKEw+NKlS6q4Fc9VTqeU+ztrxjGbKfPlWy3YLVKkiPrd4IMKxaS+/p4CmYEJRCGo0X+7KJJFhg/BJGYwIUs6ZswY5/V4bpGxQLY4p4/rm2++8ZndwxeQ+++/PySmtqO/C7IxH3/8sfzxxx+SlpYW7LtE2cTgJUizjZAy9SdtiQ8yPWD5d6Tsv/jiC48Pw59++knNbunatau88cYbEggIihxvFkiB401w5cqVObpNvOHg26jrsvaYIYM3cQROmGWEoRc9YFYCHgOm/CJgwYwFvb4ZOuTKlUtKlSqlPuxx33HZG72mtn/33Xd+HdesWbNbun3XnjjeXut6T/12fNC7atq0qQo2MYtLr+fQ6L9dR+CA4Q9kSJHNdIW/abw+MaNLj2DWW0bTsV/v31ewIRjE+xC+iJC1MHjx4h//+Icak88qhWo1GFPGt7f//ve/KnCoWrWqejPCN5Cvv/5ajQevX79e8ufPH9D7gTc+pNuRwchqyqm/mZfo6Gj517/+pS4jnY5p33ist912m6pBwTn0qOVBDQ+CFr2mKfv7YZ/5g8RKHx6BDo68CccPYL34W8/i2m/G6lATgy8Kjr5XZB3WHHQOMGQI+vfv7wxeULOBrISe6e3Nmzerb1D48PUGH8D4xojz6mHGjBmqaPe9995T4/SODxbUVLz55pvSr18/adWqlfp2l1MY6vBnSCGncF/xu3HAkAs+lA4dOqSyIq+88oqMHz9el+AFw1OBhloqI40cOVJeffVV5+scQ1V69mDRMygx03OI1xiaxKGOJ3OPH9SEoF8Kspt6dWP297WX0wkENwtKkDFFH6BQCl5Q6Pzbb78F+27QLWDmxY9hIwQte/bs0X3cHJ1Lly9frrIEmeW0QVhmeJNFhsJbMIRCvdatW6vUNL6J5JSjsyqGWHwV1eLbb05rAjDOj7bejnQ5Ur8YHnC82SPzgqJaNKrKKXyoexsqQJCEABDroyCjZeXaLr1f5xjSQ/CItDxqhJD5w/ClXk39ggXDrwiakcXMXPOCYQgU2A4aNMg5qyWn/BkOwmszp5MIbga1Q3Xr1g2prFUoPqZwwcxLEGe14Fta/fr11Yd45nFsvaHWBIV9mLHi2nEWtSEPPvig+oD3N81/M5gijewOvgVjaAdv4oGY4hsTE6Nm/rgW1OLD0vV6BGZ6wCwZX99GsdTBww8/rIqeUTuUUz/88IN6/lyXcECNDV4rgXxd6/06f+utt2T06NGqsBUBy5QpU9TrDEOGVl4fCplZBKveinUxg+rll19WwY1ewYvRGTkiSwh2oxkzMqL7I5o0HT9+XDW4QhOqOXPmuF0fiAZhH3zwgepw+u2336rLV69e1e6++27VBRfNtvR048YN1cm3ZcuW6pxogIcul96a5N0qdPx89dVX1b83bdqknq9Tp045r0cXV3QiNcLEiRO1Jk2a5Ph20HwMrz80p6tVq5ba8PrDY3v55Zc1K73O8bqaOXOm8/L69eu16Oho3ZvtuXJ0Vc68ue5HF9ycKFq0qHbkyBGf16PZWnx8vKYnPGezZ8/W2rRpoxrF1ahRQ3v00Ue1+fPn6/o3lZU9e/YEpGN1MIXiYwoXzLz4gMUDHcWrSAUjVRwfH6/bGDO+5WKWDPoMYHgF/QeQskdNSqBWLkbfEEwLxEJ4KGRFzcOpU6dUxgVDVHrCY0NzNWwoBMTzh74KeC5RL6BHYTDuP7JGqA3C8AdmgbgOwWFIDj0ejIDMC2qHcgLrJqHpGYa9/v73vztnG2FWFWqWUMODgmS96qAcfV6QoXIUsjr6vLi61VovZEFc642QgcE58JrLPPtHL7t37/a6H48P/Xjw3Ob0tYdsZVY9cPCc6tUPxXHfkdFD80cUjKORnKPYHq95ZG5XrFih2/lCia/hXodALHxLxmDw4iOljKDCAdMTMeyid4ddB3yoo8Cvffv26oMdTZQCBSltBDCoPyhTpoxs3LgxYB8k3maA6Dm2jIJQDNmsW7dO/Y7w/LlC59NbXRH5Vgr/fBVf+wuN6NCLB8XirhDE4LWGN1pH8bge8PvAkJTrZdfVn3M6Mwf3F4FR5scSyJ4a3maDYTYdCpMxDIfX/5AhQ3J0DhTqojGdr+nWaNKoZ2dpBP4o8EcX38w9hdCXBatKo1g9p6+LmxUGnzx5UqzG13AvWR8Ldk3USwbfVB9//HHV7RTftFFEq9eHfeY+Bpg1gDd69BUJRGMtfJjjtlDfgDdzZCZQ/4LHFKjMUjBhFV4UO3/11Vc5KkBGzx1fBbMoyMS3bnzzt0qfF2TGXPvwrFq1SnWHdW0Dr9drLjN09EW2Ch/8yDoiU6dH7yZ02MWGwCFzAIMCUHwxQJCETQ/oUIznDAGYNwh48bvMyWsP/O0TwxocMgNmXkyW8cH0X/QTwYe9njI3VMNwTqAgk4QUPVqWY9o0ik8zD7npCZkqbwWuTz75pG7nQPt/bxBo4kMS5960aVOOzoECUMzK8QUZi6w6umYXGvhNmDAhYLOBkAnInLLXq4g1K5j6ii60S5culaeeekrNOtNzpuCLL76ohnCw/AWGwqpUqaL2I3hFlgeN8XCMno33ECz5ggBRj6n84RKUoA0FOn/jSwBmCAZy/TUKHGZevNi2bZtcvHjRLYBAWhZv7HjBI02L2gTXb5TZhfQvajJ8rVeDWTPIvgR6+mMg4Bs3AjEMQWQ13pzTb9yYiosgDMELAhbHhwhqAdBrA8NICGr0WIDN1xIAqAfB0gt4rfz73/+WWbNm3fI5MK0ba+S4tn53NWLECJXFwlCfHnAe19lA+OaO5zOQs4ECDYEzZgPh94X1kzB0GAgIJFGftmDBAtVXyDEEh6AZgQu6Meu1rAOGI1E35q2lAqCGCFkTPRZnDDX40oHfFd6vAUE6ZnZieB79jTC0ieacTZo0CfZdpWxi8OLjmww+SJByBqTy0QsAxXHoTIvAAgWVeOOn4LVPx4cHimRR6Jo5U4VsAoapXn/9ddVzwwr9ItB5GIEx3nBRl+FYSBPDixMnTlTj9wh49crK4RsnpvzitQzIGrRp00ZNP9djaM+fluuYWox6JXwD1mOaOe436mwcgawvyJbpDUW8yDgieMLCrnoN+SLbhtdA0aJFvV6vV08oo5rhGQkBJIbVHO0h8J6Dvy0UduMLFjLDmL6PJRbIWhi8eIFvOBibd/TVwIKFGFPGt17AN31kYZCONnM/ilCHegMEJr46+uJDBL1FMq93Y+ZmV/iGiIAC3wgdQ30YmsKHPIYOUFujF2QOkaFyXZEYH/zYp0cRN4JHf7Jnjh5DeNw5XVsLXyj8CZzx96sXDBfitYZhKgQRCNqwACqW3NCDt9ohV8i4rF27NsevPbM0w9MTMqMIVCtUqKAuI7OIxTodGVLM8MSMOGSvyFpY8+IF2qQ7vvUC3ljx5uGAN6XExETd3igczcH0XNE3HCBdjyEPX3Bd5pk7ZoYsET5UUbSNABmPDzAcgQ9DfNAjQ4E0tx4CPRsoO5k1ZJ0w5KNH8GIEZEIwCwhBCzIuqK1BEIEpy1gkUU9YqPNm9JiBFoo1Lwj8XJsvopEl/s4cMGyP93uyHgYvXiBwwR8yvpFijBSROxZrdO3j4GvFX38hMMG3WwyxIF2Ob9aUPajTQIdbX9kpfKhk/nA2Mwx/IX2N+qrMBZ9Y2gGzV1AMqhe8qeP15/qNHsWM6DlkxGygzMXDenQQNmIZB/y9ItuCITYM5WEGHYZ2sJp5IOi5OnVW8LvH0KFjWHLYsGFudTR4j0JwaaW/KQzzI4uOoVjUuSDj7Vq/hloi1y+qZB38xPQCaURMS3z33XfVNykUdqGQ0gHDEOXLl8/RE3/ixAn1YYU3JrzpYRYGZhnhj438gyI7FDVj89U3Ra9CvJvVbyCIyims04RMET7EkYFBzRVeJ3hdbN++XdVaPfvssxLIb/RGzAbyBt+A9QiSjFjGATONUPeBZTBCaaYKMkkInh3BC3oKoSmiY/YZZlOhPsnXzDszQsD/9NNPq8eF4AXv7a5Zb7SMMKoXFOmLNS9eYIFCfFihxgXdOPFH7frhhSmlWHwNa7foAedBEIOhAqSc8WGFLRT7oegJjcJQWI0iV3yjRpGmo/MoClzRRRgraevRZdef+g29viXjfqOIFh8UyABimBLDE6G0mm+wTJo0SQUveO3cKgw94PeB6bb4soE1w/ABiVo51D7pPWxkFHxBw4e9I7BDbQgej2OaOWbT4QsBZmNaCZr7YVgSf08DBgxwrqIOyKijjxHeR8higr0+gZldvnxZS09P99h/8eJFLTU1VffzYT2jFi1aqLU2cA66uWXLlql1ZDKvZVOkSBHts88+s+RTiNcB1oTCejxYb2jjxo3Bvksh4+DBg1qhQoV0uS2sDYb1hu666y4tV65c6nU3efJkLSkpSbOiEiVKuK3ZhL8r18t47mJjYzUr+cc//qElJycH+25QADDz4oWv2SuZ6dUPA98CcVvIvKBnCM6P4QFmXvyDdWTQo8S1wBVdSV2/YVkF+tJg6Aj9Sf75z386Z0yhmHXs2LGWqjcwI7Q9QM0LCm71hL4u+F1hGREMUeEcmK5vJRgewuwbvAd5g2EjvC5RG2MVqEXCumd6dFYmc+G4hBcYJsJwA96EUInua8sJ/EGhpgZDHZhdgil96K6L2gYUTDJwuTm0Z0eKHrNm8Bw6WrJjGAkzZjBej9bwVoEZRX369FEzZpDqxocIpkfjtehYzsFqKXuzQYARiMZ1jt8VapQQgFoRJhCg7soX1PoFeh00vbnONKLQwsyLF/369VNvQKgxQK0DihgLFy6s6xOP2UpYVwhFk2ig5Gv2kq/F30jU84aZA75asaPpFj740djNClCbg8DZWxEoGsehiBzFyVktIRDu/F3GAa39yR16CGG2EQqbM2f48PpDITnaDyATaBX4Eogmfr4a/JF1MXjxY2FBDOtgWiSKaDEcoUe7edfMiuP2Mn9LYJ+XrCG4RHMuXzO0kObG78vfhoDBhj4uN8u44YP3nnvuMew+Wc3NlnHADCF/FyAMN/iQR1YKyxFg6NKx4jiGxDDzCBlOdKa10tRi/D1hmvzN3rP/+OMPw+4T6YPBix/QCwDfiNF/A3/AmHKHWUg5vc2bQT8ZvdZHCUX4dog0t6N7ZmboFItVmPGtkYhuDrPbEOChEaJr80zU8KAGS88FLo0KXjB9PvPCtLfSCJDMhX1e/PwDwB8w/pj16njra9orAhYMWem9PkoowrBbVsELxuh9LWZHRJ6QlUI2E5kIBP+Avy+9h82NhGnsLNgNPSzYzWLYCEEEvnEgfYpZCkidYggip1kXX8MBiP7xYTthwgSV/kY/CfINDafQ6tvb7AdkW9DoTa9FDInCCYIVNG/DZuXARY8hfjInDht5gWmpWB0WywNg2nKnTp0kPj7ekPVR0G3Xyo2ujB6jx2KImA6JMXrHFE/UuqCZFrJWKNK00hg9EembNcf7LDMvoYfBi48XPNbLqVOnTpaRe07ambuuj4LgyLE+CmYdMXjJXu0QxujR58V1jL5Vq1YqgGFxJhFR6GHNi48VWgOdbgzV9VGMhtoh9EBB3x2M0SOAwfOJBfqIiCg0MfMSJKG6PgoREVGgMXgJsuTkZBXAoJ8MuuuiTgOLx6HWBgujERERkTsGLyYSCuujEBERBRqDFxNC9mXVqlUqG8PghYiIyB2DFyIiIrIUNqkjIiIiS2HwQkRERJbC4IWIiIgshcELERERWQqDFyIiIrIUBi9ERERkKQxeiIiIyFIYvBAREZFYyf8BdU28ccm6VtsAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data", @@ -2028,7 +1920,7 @@ } } ], - "execution_count": 41 + "execution_count": 238 }, { "cell_type": "code", @@ -2039,8 +1931,8 @@ "id": "cK0NfwQ69nzP", "outputId": "16b22337-b5ac-42cc-fe4c-8543d96275fd", "ExecuteTime": { - "end_time": "2025-11-12T08:11:00.187295Z", - "start_time": "2025-11-12T08:11:00.171234Z" + "end_time": "2025-11-15T08:22:04.343999Z", + "start_time": "2025-11-15T08:22:04.323017Z" } }, "source": [ @@ -2053,29 +1945,29 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.16819),\n", + "OrderedDict([('MSFT', 0.0),\n", " ('AMZN', 0.0),\n", - " ('COST', 0.0607),\n", - " ('DIS', 0.0),\n", - " ('F', 0.0),\n", - " ('GILD', 0.00822),\n", - " ('JPM', 0.0),\n", - " ('KO', 0.25592),\n", + " ('KO', 0.25321),\n", + " ('MA', 0.32167),\n", + " ('COST', 0.06106),\n", " ('LUV', 0.0),\n", - " ('MA', 0.31923),\n", - " ('MSFT', 0.0),\n", - " ('PFE', 0.07272),\n", - " ('TSLA', 0.10584),\n", + " ('XOM', 0.00748),\n", + " ('PFE', 0.07188),\n", + " ('JPM', 0.0),\n", " ('UNH', 0.0),\n", - " ('XOM', 0.00918)])" + " ('ACN', 0.16846),\n", + " ('DIS', 0.0),\n", + " ('GILD', 0.00921),\n", + " ('F', 0.0),\n", + " ('TSLA', 0.10702)])" ] }, - "execution_count": 42, + "execution_count": 239, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 42 + "execution_count": 239 }, { "cell_type": "code", @@ -2086,8 +1978,8 @@ "id": "TUmSYq629nzP", "outputId": "62eba498-9e70-41b9-c361-5ad7f7814348", "ExecuteTime": { - "end_time": "2025-11-12T08:11:00.211822Z", - "start_time": "2025-11-12T08:11:00.206614Z" + "end_time": "2025-11-15T08:22:04.365786Z", + "start_time": "2025-11-15T08:22:04.363364Z" } }, "source": [ @@ -2104,7 +1996,7 @@ ] } ], - "execution_count": 43 + "execution_count": 240 }, { "cell_type": "markdown", @@ -2120,8 +2012,8 @@ "metadata": { "id": "1qGD5WW69nzQ", "ExecuteTime": { - "end_time": "2025-11-12T08:11:00.242145Z", - "start_time": "2025-11-12T08:11:00.234199Z" + "end_time": "2025-11-15T08:22:04.426736Z", + "start_time": "2025-11-15T08:22:04.424068Z" } }, "source": [ @@ -2129,7 +2021,7 @@ "returns = returns.dropna()" ], "outputs": [], - "execution_count": 44 + "execution_count": 241 }, { "cell_type": "code", @@ -2140,8 +2032,8 @@ "id": "Tyeys0NY9nzQ", "outputId": "bf3aa95f-99ab-4410-e9f9-c04e10bf82eb", "ExecuteTime": { - "end_time": "2025-11-12T08:11:01.171117Z", - "start_time": "2025-11-12T08:11:00.267704Z" + "end_time": "2025-11-15T08:22:05.273175Z", + "start_time": "2025-11-15T08:22:04.466827Z" } }, "source": [ @@ -2158,11 +2050,11 @@ "text": [ "Expected annual return: 20.0%\n", "Annual semi-deviation: 10.6%\n", - "Sortino Ratio: 1.89\n" + "Sortino Ratio: 1.88\n" ] } ], - "execution_count": 45 + "execution_count": 242 }, { "cell_type": "markdown", @@ -2182,8 +2074,8 @@ "id": "6jLzfOCj9nzQ", "outputId": "ba8f4fcc-882a-4764-b0b8-e3906677dbd7", "ExecuteTime": { - "end_time": "2025-11-12T08:11:01.223479Z", - "start_time": "2025-11-12T08:11:01.215394Z" + "end_time": "2025-11-15T08:22:05.316459Z", + "start_time": "2025-11-15T08:22:05.311805Z" } }, "source": [ @@ -2201,7 +2093,7 @@ ] } ], - "execution_count": 46 + "execution_count": 243 }, { "cell_type": "markdown", @@ -2235,8 +2127,8 @@ "id": "x1d3qupJ9nzR", "outputId": "daadeac7-706a-445e-fdd6-ab02efc6d005", "ExecuteTime": { - "end_time": "2025-11-12T08:11:01.281295Z", - "start_time": "2025-11-12T08:11:01.260523Z" + "end_time": "2025-11-15T08:22:05.382323Z", + "start_time": "2025-11-15T08:22:05.372486Z" } }, "source": [ @@ -2247,29 +2139,29 @@ { "data": { "text/plain": [ - "Ticker ACN AMZN COST DIS F GILD \\\n", + " MSFT AMZN KO MA COST LUV \\\n", "Date \n", - "2010-06-30 0.000000 0.005985 -0.014380 -0.024767 0.020243 -0.019731 \n", - "2010-07-01 -0.009573 0.015559 0.001276 -0.000318 0.048611 -0.004084 \n", - "2010-07-02 -0.008882 -0.016402 -0.012204 -0.003493 -0.027436 0.021383 \n", - "2010-07-06 0.012388 0.008430 -0.004241 0.010835 -0.011673 -0.002868 \n", - "2010-07-07 0.022130 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" ] }, - "execution_count": 47, + "execution_count": 244, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 47 + "execution_count": 244 }, { "cell_type": "code", @@ -2437,8 +2329,8 @@ "id": "4RdDFhAt9nzR", "outputId": "76d8a6e4-c2b9-4c39-e525-e7b8cf2444e7", "ExecuteTime": { - "end_time": "2025-11-12T08:11:01.949272Z", - "start_time": "2025-11-12T08:11:01.926301Z" + "end_time": "2025-11-15T08:22:05.463215Z", + "start_time": "2025-11-15T08:22:05.457397Z" } }, "source": [ @@ -2452,13 +2344,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 24.2%\n", + "Expected annual return: 24.1%\n", "Annual volatility: 17.7%\n", "Sharpe Ratio: 1.36\n" ] } ], - "execution_count": 48 + "execution_count": 245 }, { "cell_type": "code", @@ -2470,8 +2362,8 @@ "id": "29a0FtJY9nzR", "outputId": "a053e96e-e6fc-4c93-92ce-2cd3373ae112", "ExecuteTime": { - "end_time": "2025-11-12T08:11:02.091064Z", - "start_time": "2025-11-12T08:11:02.040248Z" + "end_time": "2025-11-15T08:22:05.566591Z", + "start_time": "2025-11-15T08:22:05.517324Z" } }, "source": [ @@ -2485,7 +2377,7 @@ "text/plain": [ "
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" 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" }, "metadata": {}, "output_type": "display_data", @@ -2494,7 +2386,7 @@ } } ], - "execution_count": 49 + "execution_count": 246 }, { "cell_type": "code", @@ -2505,8 +2397,8 @@ "id": "8LLBZ15l9nzR", "outputId": "5f81ae25-bf09-495e-c389-9df5890717d0", "ExecuteTime": { - "end_time": "2025-11-12T08:11:02.123937Z", - "start_time": "2025-11-12T08:11:02.110772Z" + "end_time": "2025-11-15T08:22:05.593121Z", + "start_time": "2025-11-15T08:22:05.582239Z" } }, "source": [ @@ -2526,7 +2418,7 @@ ] } ], - "execution_count": 50 + "execution_count": 247 }, { "cell_type": "markdown", @@ -2548,8 +2440,8 @@ "id": "bQ79Y0Gr9nzR", "outputId": "b92a041c-9e59-45ba-8cab-ac427d889126", "ExecuteTime": { - "end_time": "2025-11-12T08:11:02.320595Z", - "start_time": "2025-11-12T08:11:02.225714Z" + "end_time": "2025-11-15T08:22:05.677741Z", + "start_time": "2025-11-15T08:22:05.602661Z" } }, "source": [ @@ -2569,7 +2461,7 @@ ] } ], - "execution_count": 51 + "execution_count": 248 }, { "cell_type": "markdown", @@ -2589,8 +2481,8 @@ "id": "onq8FVDr9nzS", "outputId": "32b82ef5-e86c-414d-b965-d44e27813ff3", "ExecuteTime": { - "end_time": "2025-11-12T08:11:02.500080Z", - "start_time": "2025-11-12T08:11:02.346234Z" + "end_time": "2025-11-15T08:22:05.798462Z", + "start_time": "2025-11-15T08:22:05.688187Z" } }, "source": [ @@ -2605,21 +2497,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 23.4%\n", + "Expected annual return: 23.3%\n", "Conditional Value at Risk: 2.50%\n" ] } ], - "execution_count": 52 + "execution_count": 249 }, { "cell_type": "markdown", "metadata": { "id": "6wjVOkqd9nzS" }, - "source": [ - "We now have similar returns to before (24.7% vs 25.8%), but with a lower tail risk (2.50% CVaR vs 3.35%). " - ] + "source": "We now have similar returns to before (24.7% vs 25.8%), but with a lower tail risk (2.50% CVaR vs 3.35%)." }, { "cell_type": "markdown", @@ -2629,7 +2519,7 @@ "source": [ "## Plotting - Unconstrained\n", "\n", - "To plot the unconstrained efficient frontier, it is easiest to use the critical line algorithm. " + "To plot the unconstrained efficient frontier, it is easiest to use the critical line algorithm." ] }, { @@ -2641,8 +2531,8 @@ "id": "n0UWSKGj9nzS", "outputId": "08a6de2a-17e4-4f70-92ea-fe86a9c8f442", "ExecuteTime": { - "end_time": "2025-11-12T08:11:02.560828Z", - "start_time": "2025-11-12T08:11:02.535448Z" + "end_time": "2025-11-15T08:22:05.823802Z", + "start_time": "2025-11-15T08:22:05.806859Z" } }, "source": [ @@ -2657,13 +2547,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 24.2%\n", + "Expected annual return: 24.1%\n", "Annual volatility: 17.7%\n", "Sharpe Ratio: 1.36\n" ] } ], - "execution_count": 53 + "execution_count": 250 }, { "cell_type": "code", @@ -2675,8 +2565,8 @@ "id": "Sk2eFFZ79nzS", "outputId": "6f967d10-32c4-4f83-ecac-aed15aa8180a", "ExecuteTime": { - "end_time": "2025-11-12T08:11:02.649351Z", - "start_time": "2025-11-12T08:11:02.580697Z" + "end_time": "2025-11-15T08:22:05.893639Z", + "start_time": "2025-11-15T08:22:05.842384Z" } }, "source": [ @@ -2688,7 +2578,7 @@ "text/plain": [ "
" ], - "image/png": 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" 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Tz/Zl7VFamshaAYVK2TS0/RXc6HgAd0Ogq2oaxrRkzh7SSgt1hcNc06YF73NimNO5bx9++GFZtGiRGX1a58SdMWOGdO3aVVauXCl9+/aVTz/9VCZMmCB//PGHmYbt9ddflwsuuMBsHz58uDmOvffU5MmTZcqUKWdVher22bNny3//+19ZsWKFNGrUSObNm2eCn863qyV67du3l4ULF5o5eZXOuTt69Gj56aefzPRu5513npm3t3///k77+gF4Zs/Rg+mnZO+Rv4KavapUn8/VazQqLFAaRZ6uHq37VzWplryF0fkAFkKgqw4a3jTElRbqzgxz5yrJq4Bx48bJhx9+aOa51ZA1ffp0GTBggOzU0sPTNPC9+OKLEh0dLY8++qhcffXVJtz17NlTZs6caebc3b59u9k3JCSkxM/SuXNfeOEF83jkkUfk1ltvlaZNm5qw2LBhQ7nzzjvl/vvvl//9739m/4yMDLnyyivlX//6l5lzd8GCBeaz9bN0fwDeSzsZ6JAepkpUOyOc7j2qgU07J2SV0nNU//7UKaka17WXrmlbtlpmWdu01Qzg1yA8A3eyO4S6aghzWur12muvmXZwV1xxhVk3d+5c+eqrr+Q///mPKaWzl7pddtll5rUGv7i4OPnoo4/k5ptvNvPJaembhr1z0dI8fY/SQNejRw+ZOHGiCZDqn//8p6PET2mJnT4KB0L93E8++cQEPwDeUUWalHpK/khOl+0H0x3POw9llBra/H19JD6yIKA52rOdDnA63EegP9NUwfMR6Fwd6hYuFLn99ioNc/YqzZycHLnooosc62rUqCHdunWTrVu3OgKdBi+7yMhIadWqldleXu3atXO8joqKMs9t27Ytsk4nl9eqX51wWEvotPr2s88+kwMHDkhubq6cPHlS9u3bV+GvGYD7OpqRZcLa9uR0+eP0846DGZKelVvs/gH+vtIo8q9StsLt2XQaK3+mqoKXI9C5OtTZA1YVhjlX0LBoZ29zV9y6/PyCv7rHjh1rSgufe+45ad68uQQHB8uNN94o2dnZ1X7uAJwn/VSO/HEwwxHa9Fkf2lmhpNK2ZvVCpGV0qLSKCpGWUaHSKjrUjNXmx3RVQIkIdK6goU1L5gqVlpnlKgxz2vkgICBAfvjhB9N+TmmJnXZQKDyum3ZKsLdZO378uGk/px0UlL4/L+/c09JUhJ7XsGHD5LrrrjPLWmK3d+/eKvksAFUz2K5WjZrgdrq6VIOcTmlVHP2bTqtINbC1jg51BDctcdPSOADlQ6BzBW0zp9WshelyFZbQ6Thx9957r+n0oFWpGtq0U0RmZqbcddddsmnTJrPfE088IXXq1DFVoo899pjUrVtXBg0aZLZpb1YNWsuXLzft3WrWrGkeztCiRQtZsmSJ6QihpXfa3s5eegfAfeTm5ZvOCduTMwoFt3SzrqQJEnRmhDNL3JrXD6FDAuBEBLrqdmYHiMJt6MoyTl0lPP300yYk3X777ZKenm6GLfniiy+kdu3aRfbRDgs7duwww5bo0CNaMqe0p+s999wjgwcPlqNHjzqGLXEG7Q2rPV/1MzREakcKbV8HwHXDgWjpWuESt23J6bL78AnJziv+j62ImjWk1enAZg9uLeuHSnhN5h4FqpqPTbsVoQgNEtqjMzU11TTYL0wb8u/Zs0eaNGkiQUFB5btyJfVmrYZerudiH4dOq1kjIiKq9bNRMZW6F4Ez2rltSkgt0rN0x8H0EsdwqxngVxDYokJPl7zpc4jUC2GGBKC68siZKKGrLqWFtrKMUwcATuxhum7vcVm755is3XtUtiSlFVtdGuDnK83qhxRUldqDW1SomUDelw4KgFsh0FWHspTAEeoAVJGklJOybu8xWaMBbs8x03nhTPGRwdImJtwEN3snBR0ehOFAAGsg0FXHXK79+pWtOvXMUKfv+/XXapnLtU+fPmZQTwDWpj/He46cKBLgEo+f3dNUS9u6NYl0PKLCqLYHrIxAV9U0jI0bJzJ9esHcrOeqRrWHOg1z+r5qCHMArN15Qdu8merTPQUh7khGVpF9dPy2C2LDTHDr2rjgUbtWQWcnAJ6BQFcdRowQ+fvfyx7ONNRVU8kcAGvJycuX3/enOgKclsSlnSo6u4KO49YhPkK6nw5wnRrVlpBA/rsHPBk/4dWlvOGMMAfg9IC9v+xLcXRg2PBnipzMKdr7tFaAn3RuHCndGteWbk3qSLu4cAmqwfylgDch0AGAmw3cq+Htu51HzPOviSmSk2c7a7w3LXnTEjitRj0/JozOC4CXI9ABgBuUwn37x2H5YvNBWb7toKRk5hTZHhUWaEreNLxpiGteL4RhQwAUQaADABdIPZkjK7YdlC9+Pyir/jhcpBo1slaA9G1VXy5sqgGujhlSRKfEA4CSEOgAoBoH9P1qy0H5/Pdk+XHnEcktNJqvDtZ7eZsoGdAmWro0qk0VKoByIdChys2fP18eeughSUlJ4WrD6xxKOyVfbE6W//2eLD/tPlpkRoYW9UNk4AXRJsS1iQ2jFA5AhRHoAKAKQpwGuM9+PSDr/jwmhcfs1uB2ZdsYE+Sa1Qvh2gNwCl/nHAZWsGzZMrn44oslIiJC6tSpI3/7299k165dZlt2drbcf//9EhMTYyZ6b9SokUybNs0x8vyUKVOkYcOGEhgYKLGxsfLggw86jpuVlSVjx46VBg0aSK1ataR79+6yUgdHFh0jeaUMHz7cTCysbYD0ocdSr776qrRo0cJ8XlRUlNx4440uuS6AMxxOz5KFq/fK4H+vlu7TlsvkTzbL2r0FYU7HhJtwRWv59uG+8tmDveT/+jYnzAFwKkroXCAjI0NmzJghc+bMkaSkJBOQRo4cKaNGjZKQkKr7i/3EiRMyevRoadeunTmHSZMmyXXXXScbN26Ul156ST755BN57733THBLSEgwD/Xhhx+a8120aJG0adNGkpOTZdOmTY7jahDcsmWL2a5fy0cffSQDBw6U3377TXr27CkzZ840n7V9+3azv36NP//8swmFCxcuNPscO3ZMvvvuuyr72oGqcPxEtnz++wH5dNMBWbOnaHVqx4YRclXbGLmibYxpHwcAVYlAV800SPXu3duEqPz8fLMuMTHRlFotXbpUVq1aVWWh7oYbbiiyPG/ePKlXr54JY/v27TOlZVqCp6VoWkJnp9uio6Olf//+UqNGDRP4unXr5tj2xhtvmGcNc0pL67Q0UNc/9dRTEh4ebo6pxyh8TC3N01LC0NBQ83kdO3askq8bcKaMrFz5akuyfLIxSb7bUbRjQ/v4CPmbCXHREle7JhceQLUh0FUzLekqHObsdFnX6/aJEydWyWfv2LHDlJStWbNGjhw54jgHDVfDhg2Tyy67TFq1amVK1zRoXX755Wb7TTfdZErZmjZtarZdeeWVcvXVV4u/v78phcvLy5OWLVsW+SythtVq3ZLoZ2mIsx9TH1paWLMmvwThfrJy82TV9sPy8aYkWb71oJzK+evnVwf1vaZDrCmNi4/k/gXgGgS6aqbVrGeGOTtdr9urKtBpCNMQNXfuXFOapp93wQUXmPZznTp1kj179sj//vc/+frrr+Xmm282JXIffPCBxMfHm+pSXf/VV1/JfffdJ88++6wpTdQSRz8/P1m/fr15Lqy0kkYtlduwYYNpY/fll1+aoKmllOvWrTNt/ABX07aj6/88Lkt+2W86N+i4cXZN6taSq9vHyjXtY6V5fTo2AHA9H5v+r4Ui0tLSTDWhNuQPCwsrsu3UqVMm+DRp0sQ05i8vDT0lBTrl6+trSryc7ejRo1K3bl359ttvpVevXmbd999/b15rm7dBgwYV2f+LL74wpWb6vsjIyCLbNNy1bt3ahDgNbVqqV/i4Z3rnnXfkH//4h6Snp5favk+D3OLFi+X66693ytfs6Sp7L6J4uw9nyNJf9stHG/dLwrGTRWZr0AB3TfsGckEDhhgB4No8ciZK6KqZloxpm7nStleF2rVrmypQLQHUnqxazTp+/HjH9hdeeMGs13ZsGirff/990+ZNQ5aOI6chU3uvapXoW2+9JcHBwaa0T4952223yR133CHPP/+8ef/hw4dl+fLlpvPFVVddJY0bNzYlebquffv25hgrVqyQ3bt3yyWXXGLO7fPPPzdBV8MhUN1SMrPlv5uS5IMN+2VTQkqRSe+1U8N1HRvIhU3riJ8vszUAcE8EumqmvVm1arG4UjoNUrq9KuixtReq9izValYNTtqztU+fPo4q0OnTp5t2dlqK2LVrVxOy9H0a6p5++mnTQ1aDXdu2beW///2vo42cdn548sknZcyYMbJ//35TEnjhhReadnhKe7Hec889MnjwYFPiN3nyZFOdu2TJEnMttKRJO2S8++67phctUB1y8vJNu7gPNyTK8q2HJDuv4GdSQ1vvlvVkUMcGctl5URIcULQpAQC4I6pcq7nKtbherkqDU4cOHaq0lys8C1WuFbMlKU0+WJ8on2zaL0cysot0brihc5xc2yFW6oYEOu37BAAVRZWrG9OwpqHNFePQAd48h+rHG5Pk/fWJsvVAmmN93ZAAubZDA7mhU5ycH1t6+xQAcGdUubqAhjbtyVpVvVkBiOTm5cvK7Yfl/fUJsmLbIcnJK+j/FeDnK5eeV19u7Bwnl7SsJzX8mDAHgPUR6AB4lB0H001J3JINWqWa5VjftkG43NQlTq5uFyu1awW49BwBwNkIdAAsL+1Ujuml+t7PiUV6qdapFWB6qN7YJU5aR1OlCsBzEegAWJIOofnT7mPy/s8JZj5V++wN/r4+0rd1fbmpc5x5pkoVgDcg0FUQ4zHD1bz1HkxOPWWGGnnv5wT582imY32L+iEyuGu8GW6EXqoAvA2Brpx0cnqVmZlpBtcFXEXvwcL3pKePGadjxS1et09W/XFY8k9n2ZBAf7m6fYzc3CVeOsRHiI8PA/8C8E4EunLSQXd1oN1Dhw6ZZZ31gF8iqO6SOQ1zeg/qvXjmHLqeZO+RE7JoXYIZN65wB4dujSPl5q7xcmXbaKkZwH9jAMD/hBWgU2Ipe6gDXEHDnP1e9CSncvLki83JsmhtgqzefdSxXqtRdaiRm7vESdN6jNcIAIUR6CpAS+R03tP69etLTk5ORQ4BVIpWs3payZwON/LO2n3y0S/7JSWz4OdKa1B1Gq4hXRuasePo4AAAxSPQVYL+QvW0X6pAdZfGff7bAXl37T5Zt/e4Y31seJCpUtW2cbERtFUFgHMh0AGodjsPZcg7a/aZ3qqpJwtK4/x8faT/efXllm4NpVeLemYZAFA2BDoA1SIrN0+W/Z4sb6/ZJ2v3HHOsbxARLEO0NK5rvESFBfHdAIAKINABqFJJKSfl7TV/yuJ1CXIkI9us08K3S8+Lklu7N5RLKI0DgEoj0AGokqFVfth5VBas3itfbz3oGDcuOixIhnSLN50cosMpjQMAZyHQAXDqnKofrk+UhT/9KbsPn3Cs79G0jtzRo5Fcdn6U+Pv5csUBwMkIdAAqbVtymixY/acs/WW/ZGbnOWZxuL5TA7n9wkbSIiqUqwwAVYhAB6BCsnPzZdnmZHlr9Z+ydu+xInOqamncdZ3iTKgDKiIjI0NmzJghc+bMkaSkJImNjZWRI0fKqFGjJCSEgaWBM/nYvHWG71KkpaVJeHi4pKamSlhYmKtPB3Aryamn5J01f8q76xLkcHrBdFw6xMjANtFye49G0r1JJNPhodJhrnfv3rJx40bJz893rPf19ZUOHTrIqlWrCHXwCmnlyCP8+QzgnPTvPp2Ga+HqP+XLLQcl73Qvh/qhgWbcOO2typAjcBYtmTszzCld1vW6feLEiVxwoBBK6IpBCR1QIDM713Ry0PZxOw5lOC5LtyaRplp1QJtopuOC08XHx0tiYmKJ2+Pi4iQhIYErD4+XRgkdgMpWq765eq+ZzcE+k0PNAD+5rmMDU63aOpqmCKg62mauMtsBb0SVKwCH3/enyn++3yP/3ZQkuaerVRvVqSnDejaWGzrHSVhQDa4Wqpx2gCithE63AyiKQAd4ufx8myzfdkhe/263rCk0JZdWq951cRPpf14U86qiWmlv1ilTppzVhs7eMUK3AyiKNnTFoA0dvKl93Lwf9sqeIwWDAPv7+shV7WJMkGsXF+HqU4SXopcrUIA2dADK1T4uLMhfbu3eSIb2bCQx4cFcPbiUjjOnQ5MwDh1QdpTQFYMSOnhT+7g7L2oiN3aOk1oMAgwAboUSOgDnbB9398VN5FLaxwGAR6BTBOCBsnLz5IP1ifL6d3toHwcAXsBX3MCsWbOkcePGEhQUJN27d5e1a9eWuO+SJUukS5cuEhERIbVq1TLTwCxcuPCsUe0nTZokMTExEhwcLP3795cdO3ZUw1cCuL6jg5bGXTL9G3nso99NmNP2cff0bibfPdJXXhzSkc4OAOCBXF5Ct3jxYhk9erTMnj3bhLmZM2fKgAEDZPv27VK/fv2z9o+MjJTHHntMWrduLQEBAfLpp5/K8OHDzb76PjV9+nR56aWX5M0335QmTZqYKWJ025YtW0xoBDyNdm5Y8ONemffDHjmeWdDRITosSEZe0lQGd42nfRwAeDiXd4rQENe1a1d55ZVXzLKOO6TTvjzwwAMyfvz4Mh2jU6dOctVVV8nUqVNN6ZwOOjlmzBgZO3as2a6T2kZFRcn8+fNlyJAh5zwenSJgFUcyskxHB51jNSMr19HR4d7ezeS6Tg0k0N/P1acIAPD0ThHZ2dmyfv16mTBhQpFBI7WKdPXq1ed8v4a3FStWmNK8Z555xqzbs2ePJCcnm2PY6cXQ4KjHLEugA9xdUspJmfPtblm0bp+cyikYfLVlVIj8X9/mclXbGPH3c4vWFACAauLSQHfkyBHJy8szpWeF6fK2bdtKfJ8m1QYNGkhWVpb4+fnJq6++KpdddpnZpmHOfowzj2nfdiY9jj4KJ2LAHe09ckJeW7lLlvySKDl5BYXr7ePCTZDTGR18fX1cfYoAAG9sQ1cRoaGhsnHjRjOa+PLly00bvKZNm0qfPn0qdLxp06bJ448/7vTzBJxlW3KavPrNLvn01yQ5PYScXNg0Uu7v20Iual5HfHwIcgDgzVwa6OrWrWtK2A4ePFhkvS5HR0eX+D6tlm3evLl5rb1ct27dakKZBjr7+/QY2su18DF13+Jola+GwsIldNqOD3C1jQkp8sqKnfL11r9+Rvq1ri//17eZdG4U6dJzAwC4D5cGOu2l2rlzZ1PKNmjQIEenCF2+//77y3wcfY+9ylR7tWqo02PYA5wGtDVr1si9995b7PsDAwPNA3AXmxJS5Lkvt8t3O46YZS2Au/KCGLmvbzNpExvu6tMDALgZl1e5asnY0KFDzdhy3bp1M8OWnDhxwgxFou644w7TXk5L4JQ+677NmjUzIe7zzz8349C99tprZrtWPT300EPy5JNPSosWLRzDlmjPV3toBNzVzkPp8twXf8iyzQXtPf19fWRQxwZyb59m0qxeiKtPDwDgplwe6AYPHiyHDx82AwFrpwUtVVu2bJmjU8O+fftMFaudhr377rtPEhMTzaDBOh7dW2+9ZY5jN27cOLPfyJEjJSUlRS6++GJzTMagg7tKOJYpLy7fIUs2JJo2cloid13HBjKqf0uJj6zp6tMDALg5l49D544Yhw7V5XB6lsz6Zqe8veZPR6/VAW2iZMzlraRlVCjfCADwYmlWGYcO8OaZHeZ+u9vM7JCZnWfWaW/Vhwe0lg7xEa4+PQCAxRDogGp0MjtP5v+4V2av2mVCnWofHyHjBrSSi5rX5XsBAKgQAh1QDbJz82Xxzwny8vIdcii9oEd2i/ohpmpVq1gZRw4AUBkEOqAK5eXb5JNN+2XGVztk37FMsy6udrDp7KC9V/2Y2QEA4AQEOqCKrNt7TCZ/vFm2HCiYSq5uSKA80K+5DOkWL4H+flx3AIDTEOgAJzuUdkqm/W+bfPTLfrMcGuQv9/RuJsMvaiw1A/iRAwA4H79dACfJycuX+T/sNePJZWTlmrHkhnSNl7GXt5I6IcxEAgCoOgQ6wAm+33FEpvx3s+w8lOHoufrENW3MMwAAVY1AB1TC/pST8q/PtsjnvxVM1VWnVoA8MrC13Ng5Tnzp8AAAqCYEOqACTuXkyevf7ZZXvtkpp3LyRbPbHT0ay6jLWkp4cA2uKQCgWhHogHJavvWgPP7fLY5hSLo1iZTHr2kj58WUPi0LAABVhUAHlNHeIyfkiU+3yIpth8xyVFigPHrleXJN+1gGBgYAuBSBDihD79U53+42vVd1xocafj5y58VN5IF+LSQkkB8hAIDr8dsIKMXv+1Pl4Q9+la2nBwfu1aKuTLmmjTSrF8J1AwC4DQIdUIys3Dx5eflOeW3VLjN9V+2aNWTy1W3k2g5UrwIA3A+BDjjD5qRUGfPeJtmWnG6Wr2oXYzo96NRdAAC4IwIdcFpuXr78+9vdMvPrPyQnz2bGlHty0AVyRdsYrhEAwK0R6AARSTiWKaMWb5Sf/zxurseANlHy1HVtmbILAGAJBDp4vY837pfHPvrdzL+qvVa1evX6Tg0YigQAYBkEOnitE1m5MvHj32XJhv1muUuj2jJjcAeJj6zp6lMDAKBcCHTwSjoMyf+9vUF2Hzlhpu168NIWcn/f5uLv5+vqUwMAoNwIdPAqNptN3vs5QSZ9vFmycvMlOixIXrqlo5m+CwAAqyLQwWucysmTiUt/l/fXJ5rlPq3qyQs3d5DIWgGuPjUAACqFQAevkHg8U/6xcL1sTkozVaxjLm8l9/ZuJr66AACAxRHo4PF+3HVE7n/nFzl2ItuUxr18S0e5qHldV58WAABOQ6CDR7eXm/fDXnnq861m+q4LGoTJ7L93lrja9GIFAHgWAh08tr3chCW/yUe/FAxJcl3HBjLt+rYSVMPP1acGAIDTEejgcZJSTsrIhT/L7/vTxM/XRx678jwZflFjBgoGAHgsAh08yi/7jsuIBevlSEaWaS/3yq0dpWcz2ssBADwbgQ4eNYXXwx/8Ktm5+dI6OlReH9qF9nIAAK9AoIPl5efbZObyHfLS8h1m+dLW9eXFWzqaeVkBAPAG/MaDpZ3MzpOxH2ySz349YJb/cUlTGTewtWk7BwCAtyDQwbK0ndxdb/4smxJSpIafj/xrUFu5uWu8q08LAIBqR6CDJe05ckKGzlsr+45lSkTNGmZ8uQub1nH1aQEA4BIEOljOhn3H5a756+R4Zo7ERwbL/OHdpFm9EFefFgAALkOgg6V8uTlZHnj3F8nKzZd2ceHyn6FdpV5ooKtPCwAAlyLQwTIWrt4rkz/ZLPk2kX6t65sx5moGcAsDAMBvQ1hiTtYXl++QmV8XDEtyS7eGMvXaNuLv5+vqUwMAwC0Q6OD2Y8w98ekWmf/jXrM8qn9LefDS5kzjBQBAIQQ6uK3cvHx55MPf5MMNiWZ5ytXny7CLmrj6tAAAcDsEOrilUzl58uC7v8iXWw6aQYKfu6mdXNcxztWnBQCAWyLQwe1kZufKiAU/yw87j0qAv6/MurWTXHZ+lKtPCwAAt0Wgg9uFuTvnr5Ofdh+TWgF+MndoF+nZrK6rTwsAALdGoIPbOJGVK8Pnr5O1e45JSKC/vHlnN+ncqLarTwsAALdHoIP7hLk31snavcckVMPcXd2kU0PCHAAAZUGgg8tlmDC3VtbtPS6hQf6y8K7u0iE+wtWnBQCAZRDo4Po2c2+sc4S5t+7qLu0JcwAAlAuBDi4dmmTkgvWOata37+4u7eIomQMAoLyYOwkukZOXL/e/s0G+33lEagb4yfw7uxHmAACoIAIdql1evk3GvLdJvt56SAL9feU/Q7vSmxUAgEog0KFa2Ww2mfzJ7/LJpiTx9/WR2X/vLD2a1eG7AFhYRkaGTJ06VeLj48XPz88867KuB1A9fGz6GxZFpKWlSXh4uKSmpkpYWBhXx4le+HK7vLRip/j4iLw0pKNc3T6W6wtYmIa23r17y8aNGyU/P9+x3tfXVzp06CCrVq2SkJAQl54j4A15hBI6VJsFq/eaMKemXnsBYQ7wADNmzDgrzCld1vW6HUDVI9ChWnz+2wGZ/Mlm83pU/5by9wsbceUBDzBnzpyzwpydrtftAKoegQ5Vbt3eY/LQ4o2ilfu3dW8oD17anKsOeIikpKRKbQfgHAQ6VKmdhzLk7jd/luzcfLns/Ch54toLxEcb0AHwCLGxsZXaDsA5CHSoMofTs2TYG2sl9WSOmcpLO0H4+RLmAE8ycuRI0wGiOLpetwOoegQ6VImT2Xly94KfJfH4SWlUp6b8Z2gXCQ7w42oDHmbUqFGmN+uZoc7ey1W3A6h6BDo4XX6+TUYt3iibElIkomYNeWNYV6kTEsiVBjyQDkmiQ5NMmTJF4uLiTJDTZ11myBKg+jAOXTEYh65ypi/bJq+u3CUBfr7y1t3dpVuTyEoeEQAA75PGOHRwlQ/WJ5owp565sS1hDgCAakCVK5xm/Z/H5NElv5nX9/dtLtd1jOPqAgBQDQh0cIr9KSflHwvXS3ZevlxxQbSMvqwlVxYAgGpCoINTerSOXPCzHMnIlvNiwuT5m9uLL8OTAABQbQh0qBSbzSaPfPirbE5Kkzq1AmTuHZ2lZoA/VxUAgGpEoEOlvP7dHvlkU5L4+/rIq7d1krjaNbmiAABUMwIdKmz1rqPy9LJt5vXEv50v3ZvW4WoCAOACBDpUyIHUk3L/OxskL98m13dsIHf0aMSVBADARQh0KLes3Dy57+0NcvREQSeIf13XVnx8mKMVAACvDnSzZs2Sxo0bS1BQkHTv3l3Wrl1b4r5z586VXr16Se3atc2jf//+Z+0/bNgwEzAKPwYOHFgNX4l3mPrpFvllX4qEBfnLv//emTlaAQDw9kC3ePFiGT16tEyePFk2bNgg7du3lwEDBsihQ4eK3X/lypVyyy23yDfffCOrV6+W+Ph4ufzyy2X//v1F9tMAd+DAAcfj3XffraavyLN9uD5R3vppn2iB3ItDOkrDOnSCAABAvH0uVy2R69q1q7zyyitmOT8/34S0Bx54QMaPH3/O9+fl5ZmSOn3/HXfc4SihS0lJkaVLl1bonJjLtXjbk9Pl2lnfy6mcfHmofwt5qD+DBwMAIN4+l2t2drasX7/eVJs6TsjX1yxr6VtZZGZmSk5OjkRGRp5Vkle/fn1p1aqV3HvvvXL06NESj5GVlWUuWuEHijqRlSv3vb3ehLlLWtaTB/u14BIBAOAmXBrojhw5YkrYoqKiiqzX5eTk5DId45FHHpHY2NgioVCrWxcsWCDLly+XZ555RlatWiVXXHGF+aziTJs2zSRg+0NLCPEXLcR99KPfZNfhExIdFiQzmAkCAAC3Yukh/Z9++mlZtGiRKY3TDhV2Q4YMcbxu27attGvXTpo1a2b2u/TSS886zoQJE0w7PjstoSPU/eXdtQny8cYk8fP1kVdu7Sh1QgKr8LsKAAAsVUJXt25d8fPzk4MHDxZZr8vR0dGlvve5554zge7LL780ga00TZs2NZ+1c+fOYrcHBgaauunCDxTYnJQqU/672bweN6CVdGlctGobAAB4eaALCAiQzp07m6pRO+0Uocs9evQo8X3Tp0+XqVOnyrJly6RLly7n/JzExETThi4mJsZp5+4NMrJy5f53fpHs3Hy5tHV9GdGrqatPCQAAuOOwJVrVqWPLvfnmm7J161bTgeHEiRMyfPhws117rmqVqJ22iZs4caLMmzfPjF2nbe30kZGRYbbr88MPPyw//fST7N2714TDa6+9Vpo3b26GQ0HZTf54s+w5ckJiw4PkedrNAQDgWW3oNHBpdaeGJR0vTkvVCtu9e3eZjzV48GA5fPiwTJo0yQSzDh06mJI3e0eJffv2mZ6vdq+99prpHXvjjTcWOY6OYzdlyhRThfvrr7+agKhDl2iHCR2nTkv0tGoVZbP0l/3y4YZE8fURmTmko0TUDODSAQDgSePQ6cC+2nP09ttvN9WYZ0779M9//lOszKPHoTt5UiQ4uNRd/jx6Qq588Ts5kZ0nD/VuIg9dcX61nZ4n09LjGTNmyJw5cyQpKcn8sTFy5EgZNWqUhISEuPr0AAAWziMVCnQRERHy2WefyUUXXSSeyGMD3dy52gBRZMUKkRKGZtH2cjfO/lF+TUyVbrG15N2XR4rfuIdFRoyo9tP1tDDXu3dv2bhxY5ESbS191lJp/QOJUAcAqNaBhXVmhjMH8oUFSuY0zGlP3z59RBISit3t+a+2mzAXHugnM+eMEb+dOwrep+9HhWnJ3JlhTumyrtftAABUVIUCnbZH0zZvOksDLEKrWbVkrmlTbeRYbKj7afdRmfNtQfvH6StmS+zmDQX76/vOUU2L0mk165lhzk7X63YAACqqQlWuHTt2lF27dpkZBLSnaY0aNYps37Bhg1iZx1a5Kg1xGuY01GlYW7nSVL+mncqRK2Z+J/tTTsqQ3T/K0+8/VWQ7Kkc765QU6OxVryXNZAIA8E5p5cgjFerlOmjQoIqeG1xNw5mGNHuo0+eVK2Xyj0dNmGuUcVgmLn2BMOdk2gFCx0MsbTuAiqPTEbxduQNdbm6u6dV65513SlxcXNWcFao11H3691HyUY/h4mvLlxc+ekZqxcdSMudk2ptVh9UprpROS+d0OwDndTrSP6D0Z27p0qV0OqpihGmLtqHz9/eXZ5991gQ7WD/UJZ/fUR7rUDCm3/0/LpbOQdmEuSqgQ5Nob9bCYyoW7uWq2wFUDJ2OXB+mNTxriNZAbQ/Tut4+6D/ctFNEv379zF88sDZbXJw8ctc0SQ0OlfZJf8gDPy4SWbiQNnNVQIck0Z8Z/U9OS7Y1yOmzLjNkCVA5dDpyHcK0xTtFzJ49Wx5//HG57bbbzFystWrVKrL9mmuuESvz6E4Rhbz3xSYZ902iBORmy+fzH5TmRxNpOwfAcuh05Drx8fGltg/WP1wTShgmC24wsPCZ1UZFDujjY/neet4Q6A5s3SWXv/6LpNcIlgmblso/Jg4Xuf32s3q/AoC7I1S4DmHa4gMLax15SQ+rhzlvYNu3T8Y/vcSEuY5H98jdsyeK9OxZEOJKGacOANyRdioqqaCBTkdV61w99OnBX30qFOhgYQkJ8v7wCbIq5nwJyMuRZx8YIH6NGhbt/UqoA2AhdDpyHcK0+6hQlesTTzxR6nadRcLKPLbKNSFBkgdeK5ddPl7SA2vJhB7R8o9rO5d58GEAcFcMneG668481RZuQ6czRRSWk5Mje/bsMUOaNGvWjJki3NHJk2Jr105Gth0sX7XsIe3rB8uSh/qKn69P8fsXDnXNm4v8+ivTfwEAzkKYtnCgK+lDhw0bJtddd53cro3rLcxTS+g+n7FQ7jsYKf6+Ip89eIm0ig4t/Q0a6vr1Exk3TmTEiOo6TQAAINUw9Vdx9IN0KJOrr77a8oHOE6Vm5sikEzEikiX39Wl+7jCntJqVkjkAALyrU4QmSH3A/Uz731Y5kpElzerVkv/r17zsbwwOrsrTAgAATlChErqXXnqpyLLW2h44cEAWLlwoV1xxhTPOC060bu8xWbSuYAiSade3k0B/P64vAADeHuh0qo8zx/mpV6+eDB06VCZMmOCsc4MTZOfmy2Mf/WZeD+4SL92aRHJdAQDwMBUKdNqjFdbw+ve75Y+DGRJZK0DGX9Ha1acDAADcpQ3dnXfeKenp6WetP3HihNkG95B4PFNeWr7DvH7syvOkdq0AV58SAABwl0D35ptvysmTJ89ar+sWLFjgjPOCEzz56VY5lZNvqlmv79SAawoAgIfyL+94KNoBQh9aQhcUFOTYpnO4fv7551K/fv2qOE+U06o/Dsuyzclm4OCp114gPj4lDCAMAAC8K9BFRESYYKCPli1bnrVd1+tYdHCtrNw8mfLJZvN6WM/GZRtzDgAAeEeg++abb0zpXL9+/eTDDz+UyMi/ekwGBARIo0aNJDY2tirOE+Xwxg97Zc+RE1IvNFAe6t+CawcAgIcrV6DTCXjtvVwbNmxINZ4bOpR+Sl4+3RFi/MDWEhpUw9WnBAAA3LFThJbEff/99/L3v/9devbsKfv37zfrdWBhXQ/Xee6L7XIiO0/ax0fIdR3pCAEAgDeoUKDT6tYBAwZIcHCwbNiwQbKyssx6nfbrqaeecvY5oox+TUyR99cnmteTrz5ffH3pCAEAgDeoUKB78sknZfbs2TJ37lypUeOvKr2LLrrIBDxUP23bqMOU2GxiSuY6NazNtwEAAC9RoUC3fft2ueSSS85aHx4eLikpKc44L5TTl1sOytq9xyTQ31fGDWzF9QMAwItUKNBFR0fLzp07z1qv7eeaNm3qjPNCOeTk5cvT/9tmXo/o1VRiwoO5fgAAeJEKBboRI0bIP//5T1mzZo3p6ZqUlCRvv/22jBkzRu69917nnyVKdfXL35thStQ9fZpxtQC4lYyMDJk6darEx8eLn5+fedZlXQ/ABcOW2I0fP17y8/Pl0ksvlczMTFP9GhgYKA8//LDcfffdTjo1lMWpnDzZllwwr+4lLetJSGCFvqUAUCU0tOmQVxs3bjS/N1RiYqJMmTJFli5dKqtWrZKQkBCuPuCKEjotlXvsscfk2LFj8vvvv8tPP/0khw8fNm3omjRpUtlzQjm8u3af4/Xrd3Th2gFwKzNmzCgS5ux0WdfrdgDVHOh0eJIJEyZIly5dTI9Wnbv1/PPPl82bN0urVq3kxRdflFGjRjnhtFDW0rnXVu4yr/913QUS4F+hfA4AVWbOnDlnhTk7Xa/bAVReuernJk2aJP/+97+lf//+8uOPP8pNN90kw4cPNyV0zz//vFnW9hGoHovW7pND6VkSGx4kN3WO57IDcDvaxroy2wFUQaB7//33ZcGCBXLNNdeYqtZ27dpJbm6ubNq0iWnAXFE6t6qgdO6+vs0pnQPglnR+b20zV9p2AJVXrjo6/aHs3LmzeX3BBReYjhBaxapt6lC93vs5QQ6mZUmMls51iePyA3BLI0eOFF/f4n/V6HrdDqCaA11eXp4EBAQ4lv39/emd5AJZuX+1nbuvTzMJ9KeaG4B70j/6O3TocFao02VdT7trwAVVrjq91LBhw0zJnDp16pTcc889UqtWrSL7LVmyxEmnh+K893OiHEg9JdFhQXJzV9rOAXBfOiSJDk2ivVm1A4S2mdNqVi2Z0zDHkCWAc/jYNKWVkXaAKIs33nhDrCwtLc0MwZKamiphYWHibqVzfZ9dKUmpp+Txa9rI0J6NXX1KAADAxXmkXCV0Vg9qnuCD9YkmzEWFBcpgSucAAEBFBxaGa2Tn5sur3xS0nbundzMJqkHbOQAAQKCzXOnc/pSTUi80UG7p1tDVpwMAANwEJXQWKp2b9c1O85rSOQAAUBiBziI+2ZRkSufqhgTKbd0pnQOqekL5qVOnSnx8vJn9Rp91WdcDgDsqV6cIuM47a/40z8MvakzbOaAKaWjr3bt3kQnldVD1KVOmyNKlS80QHAy1AcDdUEJnAduS02TDvhTx9/VhVgigiul4aYXDnJ0u63rdDgDuhkBnAYvWJpjn/udFSf3QIFefDuDRdPDbM8Ocna7X7QDgbgh0bu5UTp4s2VAwsfUttJ0DqpzOZFCZ7QDgCgQ6N/f5bwck7VSuNIgIll7N67r6dACPp9NSVWY7ALgCgc7Nvbt2n3m+pVu8+Pr6uPp0AI+nc4yeOZG8na7X7QDgbgh0bmzHwXRZt/e4+JnOEPGuPh3AK+iE8R06dDgr1OmyrtftAOBuCHRu7N3TnSH6ta4vUWF0hgCqgw5JokOT6DAlcXFxJsjpsy4zZAkAd+Vjs9lsrj4Jd5OWlibh4eGSmpoqYWFhLusMceG05ZKSmSNvDOsqfVvXd8l5AAAA988jlNC5qS82J5swFxseJJe0rOfq0wEAAG6MQOem3llT0BlicNeGpg0dAABASQh0bmjX4QxZs+eYaI67uWucq08HAAC4OQKdG1p0eqiSvq3qS0x4sKtPBwAAuDkCnZvRPir/3XTAvB7claFKgHPJyMiQqVOnSnx8vPj5+ZlnXdb1AOAt/F19Aihq64F0SU47JcE1/OgMAZyDhrbevXvLxo0bHfOvJiYmmiFGli5dyjAjALwGJXRu5pvth8zzRc3rSFANP1efDuDWZsyYUSTM2emyrtftAOANCHRu5pttBYGuTyvGnQPOZc6cOWeFOTtdr9sBwBsQ6NzI8RPZsmHfcfOagYSBc0tKSqrUdgDwFAQ6N/LtjsOSbxNpHR0qDSLo3QqcS2xsbKW2A4CnINC5kRVUtwLlMnLkSDPXanF0vW4HAG9AoHMTefk2WfXHYfO6H/O2ehWG3ai4UaNGSYcOHc4Kdbqs63U7AHgDAp2b2Jhw3MzdGh5cQzo1jHD16aCah93QYTZ0uA1tyG8fdkPXM5Za6UJCQszQJHq94uLiTJDTZ13W9bodALyBWwS6WbNmSePGjSUoKEi6d+8ua9euLXHfuXPnSq9evaR27drm0b9//7P218F5J02aJDExMRIcHGz22bFjh1ihuvWSlvXE388tvi2oBgy7UXka2iZOnCgJCQmSl5dnnnWZMAfAm7g8OSxevFhGjx4tkydPlg0bNkj79u1lwIABcuhQQcA508qVK+WWW26Rb775RlavXm1Ghb/88stl//79jn2mT58uL730ksyePVvWrFkjtWrVMsc8deqUuKsV2wqqW/u2qufqU0E1YtgNAIAz+Ni0OMuFtESua9eu8sorr5hlrXLSkPbAAw/I+PHjz/l+/YtcS+r0/XfccYcpndOebWPGjJGxY8eafVJTUyUqKkrmz58vQ4YMOecx09LSJDw83LwvLCxMqlpy6im5cNpy8fER+fmx/lInJLDKPxPuQaeqKmkcNaVViHqPAwC8T1o58ohLS+iys7Nl/fr1pkrUcUK+vmZZS9/KIjMzU3JyciQyMtIs79mzR5KTk4scUy+GBseSjpmVlWUuWuGHK2aH6BAfQZjzMgy7AQBwBpcGuiNHjpjSBy09K0yXNZSVxSOPPGJ+KdoDnP195TnmtGnTTOizP7SEsDqtPB3o+jI7hNdh2A0AgEe0oauMp59+WhYtWiQfffSR6VBRURMmTDDFmfaHNqquTr8lpprnHs3qVOvnwvUYdgMAYPlAV7duXdOG6ODBg0XW63J0dHSp733uuedMoPvyyy+lXbt2jvX295XnmIGBgaZuuvCjuqRm5khSakFnjVbRodX2uXAPDLsBALB8oAsICJDOnTvL8uXLHeu0gbgu9+jRo8T3aS/WqVOnyrJly6RLly5FtjVp0sQEt8LH1DZx2tu1tGO6ytbkgvZ6cbWDJSyohqtPBy7AsBsAgMryFxfTIUuGDh1qglm3bt1k5syZcuLECRk+fLjZrj1XGzRoYNq5qWeeecaMMffOO++Ysevs7eL0l6I+fHx85KGHHpInn3xSWrRoYQKejkml7ewGDRok7mbbgYJA1zq6+koFAQCAZ3F5oBs8eLAcPnzYhDQNZzpdj5a82Ts17Nu3r8i0Pq+99prpHXvjjTcWOY6OY6ejw6tx48aZUKgNzlNSUuTiiy82x6xMO7uqsi053TyfF0N1KwAAsOg4dO6oOsehu3bWD7IpIUVeva2TXNk2pko/CwAAWIdlxqHzdnn5NvnjdAldazpEALAAnV9Y2zDr8E7aqU2fdZl5hwEvr3L1Zn8ePSEnc/IkqIavNKpTy9WnAwCl0tDWu3dv2bhxo2OGk8TERNPcZenSpbJq1Srm0AVchBI6N2g/1yoqVPx8fVx5KgBwTjNmzCgS5ux0WdfrdgCuQaBzIXq4ArCSOXPmlDj3sK7X7QBcg0DnQlvp4QrAQpKSkiq1HUDVIdC50LbTgwq3jmEMOgDuT8fzrMx2AFWHQOci6adyJOHYSfOaHq4ArEDH9iw8Lmhhul63A3ANAp2L7D58wjzXDw2UiJoBrjoNACizUaNGmcHfzwx1uqzrdTsA1yDQuUjKyRzzXCck0FWnAADlotMr6tAkOkxJXFycCXL6rMsMWQK4FuPQuUjq6UAXHsy3AIC1Qp3Oj60PAO6DEjqXB7oarjoFAADgIQh0LpJGoAMAAE5CoHNxoAsLooQOAABUDoHORahyBQAAzkKgc3Wgq0kJHQAAqBwCnYuknaLKFQAAOAeBzkWocgUAAM5CoHNxoAtj2BIAAFBJBDoXSc1kHDoAAOAcBDoXyM+3SXpWrnkdxkwRAACgkgh0LqBhzmYreM1MEQAAoLIIdC4cVDiohq8E+vu54hQAAIAHYWZ4F4iPrCnbpg6U9FMF1a4AAACVQaBzkaAafuYBAABQWVS5AgAAWByBDgAAwOIIdAAAABZHoAMAALA4Ah0AAIDFEegAeLSMjAyZOnWqxMfHi5+fn3nWZV0PAJ7Cx2azz1kAu7S0NAkPD5fU1FQJCwvjwgAWpaGtd+/esnHjRsnPz3es9/X1lQ4dOsiqVaskJCTEpecIAM7II5TQAfBYM2bMOCvMKV3W9bodADwBgQ6Ax5ozZ85ZYc5O1+t2APAEBDoAHispKalS2wHAKgh0ADxWbGxspbYDgFUQ6AB4rJEjR5oOEMXR9bodADwBgQ6Axxo1apTpzXpmqLP3ctXtAOAJCHQAPJYOSaJDk0yZMkXi4uJMkNNnXWbIEgCehHHoisE4dAAAwNUYhw4AAMCLUOUKAABgcQQ6AAAAiyPQAQAAWByBDgAAwOIIdAAAABZHoAMAALA4Ah0AAIDFEegAAAAsjkAHAABgcQQ6AAAAiyPQAQAAWByBDgAAwOIIdAAAABZHoAMAALA4Ah0AAIDFEegAAAAsjkAHAABgcQQ6AAAAiyPQAQAAWByBDgAAwOIIdAAAABZHoAMAALA4Ah0AAIDFEegAAAAsjkAHAABgcQQ6wItlZGTI1KlTJT4+Xvz8/MyzLut6AIB1+NhsNpurT8LdpKWlSXh4uKSmpkpYWJirTweoEhraevfuLRs3bpT8/HzHel9fX+nQoYOsWrVKQkJCuPoAYIE8Qgkd4KVmzJhxVphTuqzrdTsAwBpcHuhmzZoljRs3lqCgIOnevbusXbu2xH03b94sN9xwg9nfx8dHZs6cedY+U6ZMMdsKP1q3bl3FXwVgPXPmzDkrzNnpet0OALAGlwa6xYsXy+jRo2Xy5MmyYcMGad++vQwYMEAOHTpU7P6ZmZnStGlTefrppyU6OrrE47Zp00YOHDjgeHz//fdV+FUA1pSUlFSp7QAA9+HSQPfCCy/IiBEjZPjw4XL++efL7NmzpWbNmjJv3rxi9+/atas8++yzMmTIEAkMDCzxuP7+/ibw2R9169atwq8CsKbY2NhKbQcAuA+XBbrs7GxZv3699O/f/6+T8fU1y6tXr67UsXfs2GF+GWlp3m233Sb79u0rdf+srCzT8LDwA/B0I0eOND9zxdH1uh0AYA0uC3RHjhyRvLw8iYqKKrJel5OTkyt8XG2HN3/+fFm2bJm89tprsmfPHunVq5ekp6eX+J5p06aZXiT2hw7dAHi6UaNGmd6sZ4Y6ey9X3Q4AsAaXd4pwtiuuuEJuuukmadeunWmP9/nnn0tKSoq89957Jb5nwoQJpkuw/ZGQkFCt5wy4gg5JokOTaEeiuLg4E+T0WZcZsgQArMXfVR+s7dp0INODBw8WWa/LpXV4KK+IiAhp2bKl7Ny5s8R9tD1eaW3yAE8OdRMnTjQPAIB1uayELiAgQDp37izLly8vMlSCLvfo0cOpg6fu2rVLYmJinHZMAAAAd+KyEjqlQ5YMHTpUunTpIt26dTPjyp04ccL0elV33HGHNGjQwLRxs3ek2LJli+P1/v37zQCoWsrQvHlzs37s2LFy9dVXS6NGjcywCzokipYE3nLLLS78SgEAADw00A0ePFgOHz4skyZNMh0htCG2dmawd5TQ3qmFG2xrQOvYsaNj+bnnnjMPnb5o5cqVZl1iYqIJb0ePHpV69erJxRdfLD/99JN5DQAA4ImYy7UYzOUKAABcjblcAQAAvIjHDVsCAADgbQh0AAAAFkegAwAAsDgCHQAAgMUR6AAAACyOQAe4KZ3lZOrUqRIfH28Gx9ZnXdb1AAAUxjh0xWAcOriahjYdMFtnQtEp8ex0oG0dgHvVqlVmhhQAgOdiHDrA4mbMmHFWmFO6rOt1OwAAdlS5Am5ozpw5Z4U5O12v2wEAsCPQAW5I5y2uzHYAgHch0AFuKDY2tlLbAQDehUAHuKGRI0eaDhDF0fW6HQAAOwId4IZGjRplerOeGersvVx1OwAAdgQ6wA3pkCQ6NMmUKVMkLi7OBDl91mWGLAEAnIlx6IrBOHQAAMDVGIcOAADAi1DlCgAAYHEEOgAAAIsj0AEAAFgcgQ4AAMDiCHQAAAAWR6ADAACwOAIdAACAxRHoAAAALI5ABwAAYHEEOgAAAIsj0AEAAFgcgQ4AAMDiCHQAAAAWR6ADAACwOAIdAACAxRHoAAAALI5ABwAAYHEEOgAAAIsj0AEAAFgcgQ4AAMDiCHQAAAAWR6ADAACwOAIdAACAxRHo4DUyMjJk6tSpEh8fL35+fuZZl3U9AABW5mOz2WyuPgl3k5aWJuHh4ZKamiphYWGuPh04gYa23r17y8aNGyU/P9+x3tfXVzp06CCrVq2SkJAQrjUAwJJ5hBI6eIUZM2acFeaULut63Q4AgFUR6OAV5syZc1aYs9P1uh0AAKsi0MErJCUlVWo7AADujEAHrxAbG1up7QAAuDMCHbzCyJEjTQeI4uh63Q4AgFUR6OAVRo0aZXqznhnq7L1cdTsAAFZFoINX0CFJdGiSKVOmSFxcnAly+qzLDFkCALA6xqErBuPQAQAAV2McOgAAAC9ClSsAAIDFEegAAAAsjkAHAABgcQQ6AAAAiyPQAQAAWByBDgAAwOIIdAAAABZHoAMAALA4Ah0AAIDFEegAAAAsjkAHAABgcf6uPgF3ZLPZHJPiAgAAuII9h9hzSWkIdMVIT083z/Hx8c7+3gAAAJQ7l4SHh5e6j4+tLLHPy+Tn50tSUpKEhoaKj49PpdO1BsOEhAQJCwtz2jl6Gq4T14h7iZ83d8L/SVwnd7iXNKJpmIuNjRVf39JbyVFCVwy9aHFxceJM+k0k0HGduJeqDz9zXCPuI37ePOH/pHOVzNnRKQIAAMDiCHQAAAAWR6CrYoGBgTJ58mTzDK4T91LV42eOa8R9VH34eXOfa0SnCAAAAIujhA4AAMDiCHQAAAAWR6ADAACwOAJdBcyaNUsaN24sQUFB0r17d1m7dm2J+27evFluuOEGs78OUjxz5syz9pkyZYrZVvjRunVr8ZZrNHfuXOnVq5fUrl3bPPr373/W/jq44qRJkyQmJkaCg4PNPjt27BCrc/Z1GjZs2Fn30sCBA8VbrtGSJUukS5cuEhERIbVq1ZIOHTrIwoULi+zDvVS26+Tt91JhixYtMl//oEGDPP5ecvY18sT7qLzXaf78+WddA32f0+8lnSkCZbdo0SJbQECAbd68ebbNmzfbRowYYYuIiLAdPHiw2P3Xrl1rGzt2rO3dd9+1RUdH22bMmHHWPpMnT7a1adPGduDAAcfj8OHDXnONbr31VtusWbNsv/zyi23r1q22YcOG2cLDw22JiYmOfZ5++mmzbunSpbZNmzbZrrnmGluTJk1sJ0+etFlVVVynoUOH2gYOHFjkXjp27JjNW67RN998Y1uyZIlty5Yttp07d9pmzpxp8/Pzsy1btsyxD/dS2a6Tt99Ldnv27LE1aNDA1qtXL9u1115bZJun3UtVcY087T6qyHV64403bGFhYUWuQXJystPvJQJdOXXr1s32f//3f47lvLw8W2xsrG3atGnnfG+jRo1KDHTt27e3eYrKXCOVm5trCw0Ntb355ptmOT8/34ThZ5991rFPSkqKLTAw0ARlq3L2dbL/53nmf6hWVtlrpDp27Gj7f//v/5nX3Etlu06Ke6ngZ6xnz562119//azr4Yn3krOvkSfeRxW5ThroNKyVxFn3ElWu5ZCdnS3r1683RaGFpwnT5dWrV0tlaNGqztXWtGlTue2222Tfvn1iRc64RpmZmZKTkyORkZFmec+ePZKcnFzkmDoVihZzV/a6e9J1slu5cqXUr19fWrVqJffee68cPXpUvPEa6R+sy5cvl+3bt8sll1xi1nEvle062Xn7vfTEE0+Yr/+uu+46a5un3UtVcY087T6qzHXKyMiQRo0amTldr732WtMcy9n3EnO5lsORI0ckLy9PoqKiiqzX5W3btklF6TdN69j1Zj9w4IA8/vjjpq3U77//LqGhoeJt1+iRRx4x4dZ+c+uNbj/Gmce0b7OaqrhOStumXH/99dKkSRPZtWuXPProo3LFFVeY/xT8/PzEG65RamqqNGjQQLKysszX/Oqrr8pll11mtnEvle06KW+/l77//nv5z3/+Ixs3bix2u6fdS1VxjTztPqroddLf7fPmzZN27dqZn7vnnntOevbsaUKdzhvvrHuJQOcG9Oa202+4BjxN8u+9916pf/V4oqeffto0rtW/6M5sNIpzX6chQ4Y4Xrdt29bcT82aNTP7XXrppV5xCfWPIP0Fo38Ra8nT6NGjTcl3nz59XH1qlrpO3nwvpaeny+233246ItWtW9fVp2Ppa+TN95Fdjx49zMNOw9x5550n//73v2Xq1KniLAS6ctCbVv+iOHjwYJH1uhwdHe20b4r2PGvZsqXs3LlTvOka6V8tGlS+/vpr80NvZ3+fHkN7ABU+pvbOs6KquE7F0V/Q+ll6L1ntP8+KXiOt/mjevLl5rffH1q1bZdq0aSaocC+V7Tp5+72kJUl79+6Vq6++2rEuPz/fPPv7+5vqaU+7l6riGmlw86T7yFk5oEaNGtKxY0fH73hn3Uu0oSuHgIAA6dy5s/lrtvANrMuF03dl6V/M+sNS+Bvr6ddo+vTp5i+VZcuWmeEUCtOier3hCx8zLS1N1qxZ49TrbvXrVJzExETTXsWb7qUz6Xu0WlFxL5XtOnn7vaTDRv3222+mBNP+uOaaa6Rv377mtbaD8rR7qSqukafdR876f0mrbPXa2a+B0+6lMnefgKO7svY8mT9/vunyP3LkSNNd2d4F+fbbb7eNHz/ecbWysrLMMBP6iImJMUOY6OsdO3Y49hkzZoxt5cqVpuv3Dz/8YOvfv7+tbt26tkOHDnnFNdLu2toF/IMPPijSrTs9Pb3IPnqMjz/+2Pbrr7+aXlNWHh6gKq6TPuv9tXr1anMvff3117ZOnTrZWrRoYTt16pTNG67RU089Zfvyyy9tu3btMvs/99xzNn9/f9vcuXMd+3Avnfs6cS+drbjemp52L5X35+1c18gT76OKXKfHH3/c9sUXX5ift/Xr19uGDBliCwoKMkOeOPNeItBVwMsvv2xr2LCh+eWq3Zd/+uknx7bevXubm9pOb2LNzWc+dD+7wYMHm7Cnx9OxfHRZx4bylmukw7kUd410OJfC3bonTpxoi4qKMj9Il156qW379u02q3PmdcrMzLRdfvnltnr16tlq1Khh9tfxkc4c78iTr9Fjjz1ma968ufnPsnbt2rYePXqY/3wL414693XiXipboPPEe6k8P2/nukaeeh+V9zo99NBDjn31XrnyyittGzZssDn7XvLRf8pengcAAAB3Qxs6AAAAiyPQAQAAWByBDgAAwOIIdAAAABZHoAMAALA4Ah0AAIDFEegAAAAsjkAHAABgcQQ6ACiDxo0by8yZM51+HB8fH1m6dKl5rZOd67LOhQkA5UGgA+Dxrr76ahk4cGCx27777jsTon799Venfub8+fMlIiLirPXr1q2TkSNHFvsendD8wIEDcsEFF5jllStXmnNLSUlx6rkB8DwEOgAe76677pKvvvpKEhMTz9r2xhtvSJcuXaRdu3bVci716tWTmjVrFrvNz89PoqOjxd/fv1rOBYDnINAB8Hh/+9vfTJDSUrPCMjIy5P333zeB78MPP5Q2bdpIYGCgqRZ9/vnnSz3mCy+8IG3btpVatWqZkrX77rvPHM9esjZ8+HBJTU01JWz6mDJlyjmrbgtXuerrvn37mvW1a9c264cNGyYLFiyQOnXqSFZWVpH3Dho0SG6//fZKXScA1kWgA+DxtMTrjjvuMIHOZrM51muYy8vLk/POO09uvvlmGTJkiPz2228mfE2cOPGsAFiYr6+vvPTSS7J582Z58803ZcWKFTJu3DizrWfPnia0hYWFmSpUfYwdO7Zc56whUUOm2r59uznGiy++KDfddJM5508++cSx76FDh+Szzz6TO++8swJXB4AnINAB8Aoadnbt2iWrVq0qUt16ww03yJw5c+TSSy81Ia5ly5amJOz++++XZ599tsTjPfTQQ6YETUvc+vXrJ08++aS89957ZltAQICEh4ebUjWtQtVHSEhIuc5Xq18jIyPN6/r165tj6DGDg4Pl1ltvNedu99Zbb0nDhg2lT58+FbgyADwBgQ6AV2jdurUpOZs3b55Z3rlzp+kQodWtW7dulYsuuqjI/rq8Y8cOUxpWnK+//tqEwAYNGkhoaKip7jx69KhkZmZW+dcyYsQI+fLLL2X//v1mWUsSNYRqgATgnQh0ALyGva1cenq6KeFq1qyZ9O7du9zH0fZt2i5PO1Lo8davXy+zZs0y27Kzs6WqdezYUdq3b2/a0+lna7WvBjoA3otAB8BraDs5bfv2zjvvmDCk1bBaqqVt6H744Yci++qyVr9q1eeZNETl5+ebjhMXXnih2S8pKanIPlrtWlLpXlnpMVRxx7n77rtNyZwG0/79+5s2dwC8F4EOgNfQdmyDBw+WCRMmmE4G9lKtMWPGyPLly2Xq1Knyxx9/mE4Or7zySokdGZo3by45OTny8ssvy+7du2XhwoUye/bsIvto2zrt9arHPXLkSIWqYhs1amQC56effiqHDx929KJV2o5Oh2GZO3cunSEAEOgAeF+16/Hjx2XAgAESGxtr1nXq1Ml0aFi0aJEZ1HfSpEnyxBNPlFiNqdWdOmzJM888Y/Z/++23Zdq0aUX20fZ699xzjwmQOmTK9OnTy32u2j7v8ccfl/Hjx0t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