From 516539b3ff7b4c5e592b97c4998854826a444573 Mon Sep 17 00:00:00 2001 From: joaquintb Date: Thu, 25 Apr 2024 15:27:36 +0200 Subject: [PATCH] FFS filter univariate --- EDA.ipynb | 254 +- EDA_plots/features/ANOVA.svg | 3001 ++++++++++++++++++++++ EDA_plots/features/mutual_info.svg | 3080 ++++++++++++++++++++++ EDA_plots/features/mutual_info_post.svg | 2017 --------------- EDA_plots/features/mutual_info_pre.svg | 2056 --------------- EDA_plots/features/var_threshold.svg | 3096 +++++++++++++++++++++++ 6 files changed, 9313 insertions(+), 4191 deletions(-) create mode 100644 EDA_plots/features/ANOVA.svg create mode 100644 EDA_plots/features/mutual_info.svg delete mode 100644 EDA_plots/features/mutual_info_post.svg delete mode 100644 EDA_plots/features/mutual_info_pre.svg create mode 100644 EDA_plots/features/var_threshold.svg diff --git a/EDA.ipynb b/EDA.ipynb index b745add..47c4198 100644 --- a/EDA.ipynb +++ b/EDA.ipynb @@ -1058,22 +1058,74 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ideas:\n", - "- Removing constant vars\n", - "- Correlations\n", - "- Dividing X,y, where X data and y labels\n", - "- FSS\n", - " - Indirecta \n", - " - Univariante: detecta qué variables son relevantes estimando la correlación entre cada una de ellas y la clase. (Algoritmos/métodos a utilizar: Information gain/mutual information, ANOVA, varianza)\n", - " - Directa\n", - "- Removing unknown variables" + "##### Building final datasets to work with" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 33538 entries, 0 to 85164\n", + "Data columns (total 45 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Ed_Not Complete primary school 33538 non-null bool \n", + " 1 Ed_Primary education 33538 non-null bool \n", + " 2 Ed_Secondary Education 33538 non-null bool \n", + " 3 Ed_Secondary more technical education 33538 non-null bool \n", + " 4 Ed_Tertiary 33538 non-null bool \n", + " 5 Ed_Unknowledge 33538 non-null bool \n", + " 6 Social_protection_REDEF 33538 non-null int64 \n", + " 7 JobIn_Non-stable 33538 non-null bool \n", + " 8 JobIn_Stable 33538 non-null bool \n", + " 9 JobIn_Unemployed 33538 non-null bool \n", + " 10 JobIn_unkwnodledge 33538 non-null bool \n", + " 11 Hous_Institutional 33538 non-null bool \n", + " 12 Hous_Stable 33538 non-null bool \n", + " 13 Hous_Unstable 33538 non-null bool \n", + " 14 Hous_unknowledge 33538 non-null bool \n", + " 15 Alterations_early_childhood_develop_REDEF 33538 non-null int64 \n", + " 16 SocInc_Live with families or friends 33538 non-null bool \n", + " 17 SocInc_live alone 33538 non-null bool \n", + " 18 SocInc_live in institutions 33538 non-null bool \n", + " 19 Risk_stigma_REDEF 33538 non-null category\n", + " 20 Structural_conflic 33538 non-null float64 \n", + " 21 Age 33538 non-null float64 \n", + " 22 Sex_REDEF 33538 non-null int64 \n", + " 23 NumHijos 33538 non-null float64 \n", + " 24 Smoking_REDEF 33538 non-null int64 \n", + " 25 Biological_vulnerability_REDEF 33538 non-null int64 \n", + " 26 Opiaceos_DxCIE_REDEF 33538 non-null int64 \n", + " 27 Cannabis_DXCIE_REDEF 33538 non-null int64 \n", + " 28 BZD_DxCIE_REDEF 33538 non-null int64 \n", + " 29 Cocaina_DxCIE_REDEF 33538 non-null int64 \n", + " 30 Alucinogenos_DXCIE_REDEF 33538 non-null int64 \n", + " 31 Tabaco_DXCIE_REDEF 33538 non-null int64 \n", + " 32 Frec30_1 día/semana 33538 non-null bool \n", + " 33 Frec30_2-3 días‎/semana 33538 non-null bool \n", + " 34 Frec30_4-6 días/semana 33538 non-null bool \n", + " 35 Frec30_Desconocido 33538 non-null bool \n", + " 36 Frec30_Menos de 1 día‎/semana 33538 non-null bool \n", + " 37 Frec30_No consumio 33538 non-null bool \n", + " 38 Frec30_Todos los días 33538 non-null bool \n", + " 39 Años_consumo_droga 33538 non-null float64 \n", + " 40 OtrosDx_Psiquiatrico_REDEF 33538 non-null int64 \n", + " 41 Tx_previos_REDEF 33538 non-null int64 \n", + " 42 Adherencia_tto_recalc 33538 non-null float64 \n", + " 43 Pandemia_inicio_fin_tratamiento 33538 non-null object \n", + " 44 Situacion_tratamiento_REDEF 33538 non-null int64 \n", + "dtypes: bool(24), category(1), float64(5), int64(14), object(1)\n", + "memory usage: 6.2+ MB\n", + "None\n" + ] + } + ], "source": [ "# Work with columns of interest\n", "cols_of_interest = corr_cols + ['Pandemia_inicio_fin_tratamiento'] + [target_var + \"_REDEF\"]\n", @@ -1083,7 +1135,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1103,7 +1155,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1119,64 +1171,9 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Index: 22861 entries, 0 to 85164\n", - "Data columns (total 40 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 Ed_Not Complete primary school 22861 non-null bool \n", - " 1 Ed_Primary education 22861 non-null bool \n", - " 2 Ed_Secondary Education 22861 non-null bool \n", - " 3 Ed_Secondary more technical education 22861 non-null bool \n", - " 4 Ed_Tertiary 22861 non-null bool \n", - " 5 Social_protection_REDEF 22861 non-null int64 \n", - " 6 JobIn_Non-stable 22861 non-null bool \n", - " 7 JobIn_Stable 22861 non-null bool \n", - " 8 JobIn_Unemployed 22861 non-null bool \n", - " 9 Hous_Institutional 22861 non-null bool \n", - " 10 Hous_Stable 22861 non-null bool \n", - " 11 Hous_Unstable 22861 non-null bool \n", - " 12 Alterations_early_childhood_develop_REDEF 22861 non-null int64 \n", - " 13 SocInc_Live with families or friends 22861 non-null bool \n", - " 14 SocInc_live alone 22861 non-null bool \n", - " 15 SocInc_live in institutions 22861 non-null bool \n", - " 16 Risk_stigma_REDEF 22861 non-null category\n", - " 17 Structural_conflic 22861 non-null float64 \n", - " 18 Age 22861 non-null float64 \n", - " 19 Sex_REDEF 22861 non-null int64 \n", - " 20 NumHijos 22861 non-null float64 \n", - " 21 Smoking_REDEF 22861 non-null int64 \n", - " 22 Biological_vulnerability_REDEF 22861 non-null int64 \n", - " 23 Opiaceos_DxCIE_REDEF 22861 non-null int64 \n", - " 24 Cannabis_DXCIE_REDEF 22861 non-null int64 \n", - " 25 BZD_DxCIE_REDEF 22861 non-null int64 \n", - " 26 Cocaina_DxCIE_REDEF 22861 non-null int64 \n", - " 27 Alucinogenos_DXCIE_REDEF 22861 non-null int64 \n", - " 28 Tabaco_DXCIE_REDEF 22861 non-null int64 \n", - " 29 Frec30_1 día/semana 22861 non-null bool \n", - " 30 Frec30_2-3 días‎/semana 22861 non-null bool \n", - " 31 Frec30_4-6 días/semana 22861 non-null bool \n", - " 32 Frec30_Menos de 1 día‎/semana 22861 non-null bool \n", - " 33 Frec30_No consumio 22861 non-null bool \n", - " 34 Frec30_Todos los días 22861 non-null bool \n", - " 35 Años_consumo_droga 22861 non-null float64 \n", - " 36 OtrosDx_Psiquiatrico_REDEF 22861 non-null int64 \n", - " 37 Tx_previos_REDEF 22861 non-null int64 \n", - " 38 Adherencia_tto_recalc 22861 non-null float64 \n", - " 39 Situacion_tratamiento_REDEF 22861 non-null int64 \n", - "dtypes: bool(20), category(1), float64(5), int64(14)\n", - "memory usage: 3.9 MB\n", - "None\n" - ] - } - ], + "outputs": [], "source": [ "print(conj_pre.info())" ] @@ -1192,7 +1189,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1204,38 +1201,16 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['Ed_Not Complete primary school' 'Ed_Primary education'\n", - " 'Ed_Secondary Education' 'Ed_Secondary more technical education'\n", - " 'Ed_Tertiary' 'Social_protection_REDEF' 'JobIn_Non-stable' 'JobIn_Stable'\n", - " 'JobIn_Unemployed' 'Hous_Institutional' 'Hous_Stable' 'Hous_Unstable'\n", - " 'Alterations_early_childhood_develop_REDEF'\n", - " 'SocInc_Live with families or friends' 'SocInc_live alone'\n", - " 'SocInc_live in institutions' 'Risk_stigma_REDEF' 'Structural_conflic'\n", - " 'Age' 'Sex_REDEF' 'NumHijos' 'Smoking_REDEF'\n", - " 'Biological_vulnerability_REDEF' 'Opiaceos_DxCIE_REDEF'\n", - " 'Cannabis_DXCIE_REDEF' 'BZD_DxCIE_REDEF' 'Cocaina_DxCIE_REDEF'\n", - " 'Alucinogenos_DXCIE_REDEF' 'Tabaco_DXCIE_REDEF' 'Frec30_1 día/semana'\n", - " 'Frec30_2-3 días\\u200e/semana' 'Frec30_4-6 días/semana'\n", - " 'Frec30_Menos de 1 día\\u200e/semana' 'Frec30_No consumio'\n", - " 'Frec30_Todos los días' 'Años_consumo_droga' 'OtrosDx_Psiquiatrico_REDEF'\n", - " 'Tx_previos_REDEF' 'Adherencia_tto_recalc']\n" - ] - } - ], + "outputs": [], "source": [ "print(feat)" ] }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1265,16 +1240,23 @@ "##### FSS Filter methods" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Mutual Info" + ] + }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -1282,30 +1264,47 @@ } ], "source": [ - "# Information Gain\n", - "importances_MI = mutual_info_classif(X_pre,y_pre)\n", + "# Create subplots\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "# PRE\n", + "importances_MI = mutual_info_classif(X_pre, y_pre, random_state = 42)\n", + "feat_importances_MI = pd.Series(importances_MI, feat)\n", + "feat_importances_MI.sort_values(inplace=True)\n", + "axes[0].barh(feat_importances_MI[feat_importances_MI != 0][-20:].index, feat_importances_MI[feat_importances_MI != 0][-20:], color='teal')\n", + "axes[0].set_xlabel(\"Mutual Information\")\n", + "axes[0].set_title(\"PRE\")\n", "\n", + "# POST\n", + "importances_MI = mutual_info_classif(X_post, y_post, random_state = 42)\n", "feat_importances_MI = pd.Series(importances_MI, feat)\n", "feat_importances_MI.sort_values(inplace=True)\n", + "axes[1].barh(feat_importances_MI[feat_importances_MI != 0][-20:].index, feat_importances_MI[feat_importances_MI != 0][-20:], color='teal')\n", + "axes[1].set_xlabel(\"Mutual Information\")\n", + "axes[1].set_title(\"POST\")\n", "\n", - "plt.figure(figsize=(10,10))\n", - "feat_importances_MI[feat_importances_MI!=0][-20:].plot(kind='barh', color='teal')\n", - "plt.xlabel(\"Mutual Information\")\n", "plt.tight_layout()\n", - "plt.savefig('EDA_plots/features/mutual_info_pre.svg', format='svg', dpi=1200)\n", - "plt.show()" + "plt.savefig('EDA_plots/features/mutual_info.svg', format='svg', dpi=1200)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### ANOVA" ] }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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6urpA5nk+K1SooErF8OjRI/r27aukIPjiiy/Yvn074eHhdO/enfj4+AwpHDIbrWVqakpISAjw/6e0rVu3jrp166Krq8uqVau4f/8+nTp1onjx4ujr6+Ps7MyaNWve+XklJSXh5+eHlZUVOjo62NnZsXz5cuX4gQMHqFatGjo6OlhaWjJy5EhevHihHK9Xrx6DBg1ixIgRmJmZYWFhoXo2tra2bNy4kdDQUDQaDT4+PhnakNn0vXPnztGsWTOMjY0xMjKidu3axMbGvvN9CiHExyChdPFZcnFxwcXFRfk8ceJENm/ezLZt2/D19VX2u7q6MnLkSAAcHByIiIhgzpw5NGzYEECVK8DW1pZJkybRr18/Fi5cCEBQUBBVqlRRPsOraWEAT548YdGiRYSEhNC4cWMAli5dyp49e1i+fDnDhw9/5/srU6YM8KqDUa1aNWX/mDFjCA4O5ujRo1y6dAmNRgOg5KBKO+9t1axZUzXKCMgwYiwr8fHxGBoakpqaytOnTwEYNGgQBgYGqnILFy5k2bJlqn1LlizB29s72/rTP4v0SpQoofpsY2PDuXPnlM9nzpzB0NBQ+Vy2bFmOHTuW6TWSkpJISkpSPr8+yksIIYT4LzE0NMTQ0JAtW7bw5ZdfoqOjozoeGRlJkSJFCA4OxtPTU/Ui6sqVK2zcuJFNmzbl+AVVSkoKjRs35vHjx/z444+ULl2a8+fPo6WlRc2aNZk7dy5jx47l4sWLSvvexsiRI5k1axYVK1ZEV1eXZ8+eUblyZfz8/DA2NuaXX36hS5culC5dWtXvyqmuXbty+PBh5s+fj4uLC1evXuXevXsA/PXXXzRp0gQfHx9CQ0O5cOECvXv3RldXVxV4WrFiBUOGDOHo0aMcPnwYHx8fXF1dadiwIZGRkXTt2hVjY2PmzZuHnp7eG9v0119/UadOHerVq8e+ffswNjYmIiJCFQxLT/pCQoi8IkEp8VlKTExk3Lhx/PLLL8TFxfHixQv++eefDCOlatSokeFz+jd1e/fuZerUqVy4cIGEhARevHjBs2fPePr0Kfr6+kRFRWWaHwleDaNOTk7G1dVV2VegQAGqVatGTEzMe91famoqgBJ0SrNnzx4lmXdkZCTW1taq8u9q3bp1ODk5vdO5RkZGnDx5kuTkZHbs2MGqVauYPHlyhnLe3t6MHj1ata9o0aJvrD+rZ3Hw4EGMjIyUz69PN3R0dGTbtm3K59c71OlNnTqV8ePHv7EtQgghxH9B/vz5CQkJoXfv3ixevJhKlSpRt25dOnbsSPny5TE3Nwf+/7T79J4/f05oaKhSJif27t3LsWPHiImJwcHBAYBSpUopx9OncXgXgwcPpnXr1qp96XOTDhw4kF27drF+/fq3DkpdunSJ9evXs2fPHtzd3TO0feHChVhZWbFgwQI0Gg1lypTh1q1b+Pn5MXbsWOWlYPny5QkMDATA3t6eBQsWEBYWRsOGDTE3N0dHRwc9Pb0cP4PvvvsOExMT1q5dq/SR0p5tZqQvJITIKxKUEp+lYcOGsWfPHmbOnImdnR16enq0bdv2rXIXXLt2jWbNmtG/f38mT56MmZkZv//+Oz179uT58+fo6+vn6E3Ux5AW1CpZsqSy7+HDh/Tu3ZsxY8aQmprKgAEDqFu3LoULF1Y6GRcuXMgQiMsJKysr7Ozs3qmt+fLlU851cnIiNjaW/v37s3LlSlU5ExOTd7pGZs8i7XN20xK1tbVzfD1/f39VEvmEhASsrKzeuq1CCCHEv0WbNm1o2rQpBw8e5MiRI+zYsYOgoCCWLVuW6fSxNDY2Nm8VkIJX6RJKlCiRbdDkfVSpUkX1+eXLl0yZMoX169fz119/8fz5c5KSktDX13/ruqOiotDS0qJu3bqZHo+JiaFGjRqql2uurq4kJiby559/Ki8Yy5cvrzrP0tKSO3fuvHV70rerdu3aOc4RKn0hIURekZxS4rMUERGBj48PrVq1wtnZGQsLiwzTuwCOHDmS4XPaiKATJ06QkpLCrFmz+PLLL3FwcODWrVuq8uXLl1etgpde6dKl0dbWVlahgVfJMyMjIylbtuw731tKSgrz58+nZMmSVKxYUdk/cOBALCwsGDVqFKNHj6Z48eJ89dVXADRq1IjChQtnWM0uzaNHj965PW9r5MiRrFu3jpMnT36Q+tJWXkx7+/gx6OjoYGxsrNqEEEKI/zpdXV0aNmxIQEAAhw4dwsfHRxnNk5XXp+/DqxdYr4/qTp9w/F1fAmo0mmzrzapNM2bMYN68efj5+bF//36ioqLw8PB4p8TsH+oF5uvBI41GQ0pKyjvX97btkr6QECKvyEgp8Vmyt7dn06ZNNG/eHI1GQ0BAQKb/cEdERBAUFISXlxd79uxhw4YN/PLLLwDY2dmRnJzMt99+S/PmzYmIiGDx4sWq8/39/XF2dmbAgAH069cPbW1t9u/fT7t27ShcuDD9+/dn+PDhmJmZYW1tTVBQEE+fPqVnz545vpf79+9z+/Ztnj59ytmzZ5k7dy7Hjh3jl19+UXIxbN68mQ0bNnDixAllVZUVK1ZQpUoVNm7cSJs2bVi2bBnt2rWjRYsWDBo0CDs7O+7du8f69eu5ceMGa9eufWMb0jM1NVUSlL4NKysrWrVqxdixY9m+fbuy/+nTpxmuoaOjQ8GCBZXPjx494vbt2yQlJXHp0iWWLFnCli1bCA0NzTAq6s6dOzx79ky1r1ChQjl+IyiEEEKIt1O2bFklsXiBAgWUhV/exNzcnLi4OOVzQkICV69eVT6XL1+eP//8k0uXLmU6WkpbWzvTa71e7+XLl5X8ltmJiIigZcuW/O9//wNevRC8dOnSO71UdHZ2JiUlhQMHDmT6As3JyYmNGzeSmpqqjJaKiIjAyMgoQ37MD6l8+fKsWLGC5ORk6RsJIT5pMlJKfJZmz55NwYIFqVmzJs2bN8fDw4NKlSplKDd06FCOHz9OxYoVmTRpErNnz8bDwwN4lSx99uzZTJ8+nS+++IJVq1YxdepU1fkODg7s3r2b6OhoqlWrRo0aNdi6dasSGJo2bRpt2rShS5cuVKpUiStXrrBr1y5VoOVN3N3dsbS0xNnZmZEjR+Lk5MTp06dxc3MD4N69e/Tr14/AwEC++OIL5TxnZ2cCAwMZMGAA9+7do2XLlhw6dIgCBQrQuXNnypQpQ6dOnYiPj2fSpEk5akP67fXVbN7GN998wy+//KJKLL506dIM1+jUqZPqvO7du2NpaUmZMmXo378/hoaGHDt2jM6dO2e4hqOjY4b60q9WKIQQQoh3c//+ferXr8+PP/7I6dOnuXr1Khs2bCAoKIiWLVsCrxaICQsL4/bt2zx8+DDb+urXr8/KlSs5ePAgZ86coVu3bqok6HXr1qVOnTq0adOGPXv2cPXqVXbs2MHOnTuVayUmJhIWFsa9e/eUwFP9+vVZsGABp06d4vjx4/Tr1y9HARh7e3v27NnDoUOHiImJoW/fvvz999/v9KxsbW3p1q0bPXr0YMuWLVy9epXw8HDWr18PwIABA7h58yYDBw7kwoULbN26lcDAQIYMGZJhkZkPydfXl4SEBDp27Mjx48e5fPkyK1euVJLFCyHEp0JGSonPgo+Pjyp/ga2tLfv27VOVSZvKliaz6Xyv++abb/jmm29U+7p06aL6XLduXdUUvfR0dXWZP38+8+fPf+O1Xmdra5ujBOWFCxfOsqM0atQoRo0apXxOGzmV02vmtA1Zef17SfPll1+q6g0PD39jXTltR7169d5Ydty4caoVbYQQQgiRc4aGhlSvXp05c+YoC7tYWVnRu3dvpd8xa9YshgwZwtKlSylevHi2/S5/f3+uXr1Ks2bNMDExYeLEiaqRUgAbN25k2LBhdOrUiSdPnmBnZ8e0adOAV6sE9+vXjw4dOnD//n0CAwMZN24cs2bNonv37tSuXZtixYoxb968HL2gGjNmDH/88QceHh7o6+vTp08fvLy8iI+Pf6fntWjRIkaNGsWAAQO4f/8+1tbWynMqXrw4v/76K8OHD8fFxQUzMzN69uzJmDFj3ulaOVWoUCH27dvH8OHDqVu3LlpaWlSoUEG1QI8QQnwKNKnvu2yXEEL8yyQkJGBiYgIjR8I7TGEUQvz7pL4hj87r0n6PxMfHS24WIcRnR/pCQojXfay+kEzfE+Ij6devH4aGhplu/fr1y+vm5Ui5cuWyvIdVq1bldfOEEEIIIYQQQnzGZPqeEB/JhAkTGDZsWKbHPpe35r/++mumq9gAFC1aNJdbI4QQQgiRuw4ePEjjxo2zPJ6YmJiLrRFCiH8fCUoJ8ZEUKVKEIkWK5HUz3ouNjU1eNyFPxfv7fzYBRCGEEEJ8eFWqVCEqKiqvmyGEEP9aEpQSQgghhBBCiEzo6elhZ2eX183IM/KCTgjxsUlOKSGEEEIIIYQQQgiR6yQoJYQQQgghhBBCCCFynUzfE0KILJhMnSrLIAvxL/S2SxoLIYQQQoiPQ0ZKCSGEEEIIIYQQQohcJyOlhBBCCCGEEEJkIKPGhfjvyKuR5DJSSgghhBBCCCGEEELkOglKCfEZ0Wg0bNmyJcvjtra2zJ07N9faI4QQQgghhBBCvCsJSgnxDu7evUv//v2xtrZGR0cHCwsLPDw8iIiIyNN2RUZG0qdPn1y7Xnh4OBqNRtnMzc1p0qQJZ86cUZXz8fFRlUvbPD09lTK2trbKfj09PWxtbWnfvj379u1T1XXt2rVM69JoNBw5cgSAkJCQTI8vW7bs4z8UIYQQQgghhBA5IkEpId5BmzZtOHXqFCtWrODSpUts27aNevXqcf/+/Txtl7m5Ofr6+rl+3YsXLxIXF8euXbtISkqiadOmPH/+XFXG09OTuLg41bZmzRpVmQkTJhAXF8fFixcJDQ3F1NQUd3d3Jk+enOGae/fuzVBf5cqVlePGxsYZjnt7e3+cByCEEOJfI+2Fy6NHjz5YnW8a6SyEEEL8V0lQSoi39OjRIw4ePMj06dNxc3PDxsaGatWq4e/vT4sWLYBXnc8lS5bQrFkz9PX1cXJy4vDhw1y5coV69ephYGBAzZo1iY2NVdW9aNEiSpcujba2No6OjqxcuTLbtgQGBmJpacnp06eBjNP30kYHtWrVCn19fezt7dm2bZuqjm3btmFvb4+uri5ubm6sWLHirTvjRYoUwcLCgkqVKjF48GBu3rzJhQsXVGXSRpSl3woWLKgqY2RkhIWFBdbW1tSpU4fvv/+egIAAxo4dy8WLF1VlCxUqlKG+AgUKqO799eN6eno5vichhBD/bocPH0ZLS4umTZt+9GvFxcXRuHHjj36dz0360cwGBgbY29vj4+PDiRMnVOUWLVqEqakpN2/eVO0fOHAgDg4OPH36FIArV67QvXt3SpQogY6ODiVLlqRTp04cP35cdc30AcKsRl+vXbv2je2XEeNCCPH+JCglxFsyNDTE0NCQLVu2kJSUlGW5iRMn0rVrV6KioihTpgydO3emb9+++Pv7c/z4cVJTU/H19VXKb968ma+//pqhQ4dy9uxZ+vbtS/fu3dm/f3+GulNTUxk4cCChoaEcPHiQ8uXLZ9mO8ePH0759e06fPk2TJk3w9vbmwYMHAFy9epW2bdvi5eVFdHQ0ffv2ZfTo0e/8bOLj45VOnLa29jvXk97XX39NamoqW7du/SD1CSGEEADLly9n4MCB/Pbbb9y6deujXsvCwgIdHZ2Peo3PVXBwMHFxcZw7d47vvvuOxMREqlevTmhoqFKmX79+VKtWjZ49eyr7wsLCWLRoESEhIejr63P8+HEqV67MpUuXWLJkCefPn2fz5s2UKVOGoUOH5qgN6TcvL68c34OMGBdCiHcnQSkh3lL+/PkJCQlhxYoVmJqa4urqyqhRo5TRSmm6d+9O+/btcXBwwM/Pj2vXruHt7Y2HhwdOTk58/fXXhIeHK+VnzpyJj48PAwYMwMHBgSFDhtC6dWtmzpypqvfFixf873//IywsjN9//x07O7ts2+vj40OnTp2ws7NjypQpJCYmcuzYMQCWLFmCo6MjM2bMwNHRkY4dO+Lj4/PWz6REiRIYGhpiamrK6tWradGiBWXKlFGV2b59uxLQS9umTJnyxrrNzMwoUqQI165dU+2vWbNmhvrSi4+PVx2zsLDI8hpJSUkkJCSoNiGEEP9eiYmJrFu3jv79+9O0aVNCQkKyLDtu3DgqVKig2jd37lxsbW1V+3744QfKlSuHjo4OlpaWqhdP6UfnpI102bRpE25ubujr6+Pi4sLhw4dV9W3cuFGpz9bWllmzZqmOx8XF0bRpU/T09ChZsiSrV6/OMGL60aNH9OrVC3Nzc4yNjalfvz7R0dEZ7m3lypXY2tpiYmJCx44defz4sVImKSmJQYMGUaRIEXR1dalVqxaRkZHK8YcPH+Lt7Y25uTl6enrY29sTHByc5fN8nampKRYWFtja2tKoUSN++uknvL298fX15eHDh8rzW758OUePHmXx4sUkJCTQo0cPhgwZQs2aNUlNTcXHxwd7e3sOHjxI06ZNKV26NBUqVCAwMPCNL7bS2pB+09XVzfE9yIhxIYR4dxKUEuIdtGnThlu3brFt2zY8PT0JDw+nUqVKqk5t+tFLRYsWBcDZ2Vm179mzZ0oAJCYmBldXV9V1XF1diYmJUe375ptvOHr0KL/99hvFixd/Y1vTt8PAwABjY2Pu3LkDvHqzV7VqVVX5atWqvbHO1x08eJATJ04QEhKCg4MDixcvzlDGzc2NqKgo1davX78c1Z+amopGo1HtW7duXYb60jMyMlIdO3ToUJb1T506FRMTE2WzsrLKUbuEEEJ8ntavX0+ZMmVwdHTkf//7Hz/88AOpqanvXN+iRYv46quv6NOnD2fOnGHbtm1vfGk0evRohg0bRlRUFA4ODnTq1IkXL14AcOLECdq3b0/Hjh05c+YM48aNIyAgQNXP6Nq1K7du3SI8PJyNGzfy/fffK/++p2nXrh137txhx44dnDhxgkqVKtGgQQNlxDRAbGwsW7ZsYfv27Wzfvp0DBw4wbdo05fiIESPYuHEjK1as4OTJk9jZ2eHh4aHUERAQwPnz59mxYwcxMTEsWrSIwoULv/OzhFd9ncePH7Nnzx5ln5WVFXPnzmX48OH873//w9DQkIkTJwIQFRXFuXPnGDp0KPnyZfzvjamp6Xu1J6c+5xHj8oJOCJFX8ud1A4T4XOnq6tKwYUMaNmxIQEAAvXr1IjAwUBlp9Prbqqz2paSkvNV1GzZsyJo1a9i1a1eOhmGnv2badd/2mm9SsmRJTE1NcXR05M6dO3To0IHffvtNVcbAwOCNHfTM3L9/n7t371KyZEnVfisrq2zry5cvX46v5+/vz5AhQ5TPCQkJEpgSQoh/seXLl/O///0PeDWtKj4+ngMHDlCvXr13qm/SpEkMHTqUr7/+Wtn3+kuf1w0bNkzJZzV+/HjKlSvHlStXKFOmDLNnz6ZBgwYEBAQA4ODgwPnz55kxYwY+Pj5cuHCBvXv3EhkZSZUqVQBYtmwZ9vb2Sv2///47x44d486dO8rUwZkzZ7JlyxZ++uknZbXelJQUQkJCMDIyAqBLly6EhYUxefJknjx5okyRS8uJtXTpUvbs2cPy5csZPnw4N27coGLFiko7Xh9B9i7SRlu/Pkq6e/fufP/99/z8888cPXpUua/Lly+rzntbnTp1QktLS7Xv/PnzWFtb5+j8EiVKAPDkyROAbEeMpzdq1ChGjRqVbd3ZjRh/PQCXmJio/DltxHgaQ0NDbt++neV1pk6dyvjx47NtixBCfAwSlBLiAylbtux7razj5OREREQE3bp1U/ZFRERQtmxZVbkWLVrQvHlzOnfujJaWFh07dnznazo6OvLrr7+q9qUfkv8uvvrqK6ZOncrmzZtp1arVe9UFMG/ePPLly/dWuR3elo6OjuT6EEKI/4iLFy9y7NgxNm/eDLyalt+hQweWL1/+TkGpO3fucOvWLRo0aPBW56UfyWxpaanUVaZMGWJiYmjZsqWqvKurK3PnzuXly5dcvHiR/PnzU6lSJeW4nZ2dajpYdHQ0iYmJFCpUSFXPP//8o1poxdbWVglIpbUlbcRVbGwsycnJqpHcBQoUoFq1aspI7v79+9OmTRtOnjxJo0aN8PLyombNmm/1LF6XNmrt9VHS0dHRnDx5En19fQ4ePKiM7n6fUW4Ac+bMwd3dXbWvWLFiOT7/4MGD6Ovrc+TIEaZMmZLliPFFixap9pmZmeWo/qxGjDs5OWV5jpGRESdPnlQ+ZzaCLD15QSeEyCsSlBLiLd2/f5927drRo0cPypcvj5GREcePHycoKChDB/JtDB8+nPbt21OxYkXc3d35+eef2bRpE3v37s1QtlWrVqxcuZIuXbqQP39+2rZt+07X7Nu3L7Nnz8bPz4+ePXsSFRWlTA14vfOTU/r6+vTu3ZvAwEC8vLyUepKSkjK8ocufP79qiP/jx4+5ffs2ycnJXL16lR9//JFly5YxderUDKOe7t+/n6E+U1PTt8oBIYQQ4r9n+fLlvHjxQhV0SE1NRUdHhwULFmQony9fvgxBj+TkZOXP75qn50OMns5OYmIilpaWqvyVadJPZ3vfEdWNGzfm+vXr/Prrr+zZs4cGDRrw1VdfZciJ+TbSAl7pR0k/f/6crl274u3tTd26denXrx/NmjXD0dERBwcHAC5cuEDFihXf+noWFhbvNJo7zec+YhzkBZ0QIu9ITikh3pKhoSHVq1dnzpw51KlThy+++IKAgAB69+6daWc2p7y8vJg3bx4zZ86kXLlyLFmyhODg4Czf2rZt25YVK1bQpUsXNm3a9E7XLFmyJD/99BObNm2ifPnyLFq0SFl97306Jr6+vsTExLBhwwZl386dO7G0tFRttWrVUp03duxYLC0tsbOzo0uXLsTHxxMWFoafn1+Ga7i7u2eo731GqgkhhPj3e/HiBaGhocyaNUuVdzA6OppixYplWA0NwNzcnNu3b6sCU+nzGBoZGWFra0tYWNgHa2fa6On0IiIicHBwQEtLC0dHR168eMGpU6eU41euXFESgwNUqlSJ27dvkz9/fuzs7FRbTnM+lS5dGm1tbVVbkpOTiYyMVI3kNjc3p1u3bvz444/MnTuX77///l1vHXiVSN7Y2Fg1emnChAk8ePCAOXPm0K1bNxo2bEj37t1JSUmhQoUKlC1bllmzZmUaUHv06NF7tedtfPXVV5w9e1YZife+cmPEuBBC5CUZKSXEW9LR0WHq1KlMnTo1yzKvv1G1tbXNsK9evXoZ9vXv35/+/fvnuN727dvTvn175fPr+QYyG87+esesRYsWtGjRQvk8efJkSpQokaMRR5ndA7x6e5f+LXJISEi2Kxtl1vasZPYsX+fj4/NOqwgKIYT4d9u+fTsPHz6kZ8+emJiYqI61adOG5cuXM2PGDNX+evXqcffuXYKCgmjbti07d+5kx44dGBsbK2XGjRtHv379KFKkCI0bN+bx48dEREQwcODAd2rn0KFDqVq1KhMnTqRDhw4cPnyYBQsWsHDhQuBV7iR3d3f69OnDokWLKFCgAEOHDkVPT08ZdeXu7k6NGjXw8vIiKCgIBwcHbt26xS+//EKrVq2UHFDZMTAwoH///gwfPhwzMzOsra0JCgri6dOn9OzZE3j1Qqly5cqUK1eOpKQktm/fnu20stc9evSI27dvk5SUxKVLl1iyZAlbtmwhNDRUGdEVGRnJ9OnT+eWXX5TvbcmSJXzxxRfMmTOHoUOHEhwcjLu7O7Vr12b06NGUKVOGxMREfv75Z3bv3s2BAwfe2Ib0jIyMMDAwyPF9pJER40II8XZkpJQQ/3ELFy4kMjKSP/74g5UrVzJjxgxVXishhBDi32L58uW4u7tnCEjBq6DU8ePHOX36tGq/k5MTCxcu5LvvvsPFxYVjx44xbNgwVZlu3boxd+5cFi5cSLly5WjWrJmSfPtdVKpUifXr17N27Vq++OILxo4dy4QJE1QvXEJDQylatCh16tShVatW9O7dGyMjIyUoodFo+PXXX6lTpw7du3fHwcGBjh07cv36dWVV4JyYNm0abdq0oUuXLlSqVIkrV66wa9cuJX+VtrY2/v7+lC9fnjp16qClpaWsQJcT3bt3x9LSkjJlytC/f38MDQ05duwYnTt3Bl4Fc7p160b37t1p1KiRcp6lpSXffvstY8aM4eLFi1SrVo3jx49jZ2dH7969cXJyokWLFpw7d465c+fmqA3pt2+//TbH9/A6GTEuhBA5p0l938yAQojP2jfffMO6det48OAB1tbWdOnSBX9/f/Lnz0/jxo05ePBgpuflZMWYz1VCQsKr/7CMHAnyxlGIf53UwMCPfo203yPx8fGqETVCfCx//vknVlZW7N27962TrgvxOukLCfHf86H7RzntC8n0PSH+4+bMmcOcOXMyPbZs2TL++eefTI/ldMUYIYQQQnx4+/btIzExEWdnZ+Li4hgxYgS2trbUqVMnr5smhBBC5JgEpYQQWSpevHheNyFPxfv7ywgHIYQQn6Tk5GRGjRrFH3/8gZGRETVr1mTVqlUZVtPLK1OmTGHKlCmZHqtduzY7duzI5Ra9vf/qiHEhhMhNEpQSQgghhBDiM+Ph4YGHh0deNyNL/fr1Uy3Gkp6enl4ut+bdyIhxIYT4+CQoJYQQQgghhPigzMzMPvvAzX99xDjIqHEhxMcnq+8JIYQQQgghhBBCiFwnQSkhhBBCCCGEEEIIketk+p4QQmTBZOpUWQZZiE/Eh16mWAghhBBC5D0ZKSWEEEIIIYQQQgghcp2MlBJCCCGEEEIIkYGMGhciIxm9/WHJSCmRqXr16jF48OC8boYiJCQEU1PTN5bTaDRs2bLlrep++vQpbdq0wdjYGI1Gw6NHj96pjTnx+nO1tbVl7ty5yud3aX9e+f7777GysiJfvnyqe3hdbv0s+fj44OXl9dGvI4QQQgghhBDiw5CRUjl09+5dxo4dyy+//MLff/9NwYIFcXFxYezYsbi6un6Qa9SrV48KFSpk+x/8DyUkJITBgwdnGYDZtGkTBQoU+OjtyKkOHTrQpEkT5fO4cePYsmULUVFR7133ihUrOHjwIIcOHaJw4cKYmJi8d51ZedNzjYuLo2DBgh/t+h9KQkICvr6+zJ49mzZt2mT7zD61nyUhhBBCCCGEEJ8GCUrlUJs2bXj+/DkrVqygVKlS/P3334SFhXH//v28btpHYWZmltdNUNHT00NPT++j1B0bG4uTkxNffPHFR6k/vTc9VwsLi4/ehrfx/PlztLW1M+y/ceMGycnJNG3aFEtLy2zP/dR+loQQQgghhBBCfBpk+l4OPHr0iIMHDzJ9+nTc3NywsbGhWrVq+Pv706JFC6XcjRs3aNmyJYaGhhgbG9O+fXv+/vtvVV0///wzVatWRVdXl8KFC9OqVassr2tra8uUKVPo0aMHRkZGWFtb8/3336vK/Pnnn3Tq1AkzMzMMDAyoUqUKR48efe97Tj/latSoUVSvXj1DGRcXFyZMmKB8XrZsGU5OTujq6lKmTBkWLlyYZf3bt2/H1NSUly9fAhAVFYVGo2HkyJFKmV69evG///0PUE/fCwkJYfz48URHR6PRaNBoNISEhCjn3bt3j1atWqGvr4+9vT3btm3L9j5nzZrFb7/9hkajoV69egCsXLmSKlWqYGRkhIWFBZ07d+bOnTvKeeHh4Wg0Gnbt2kXFihXR09Ojfv363Llzhx07duDk5ISxsTGdO3fm6dOnmT7XzLw+fe/mzZu0b98eU1NTzMzMaNmyJdeuXVO1o1q1ahgYGGBqaoqrqyvXr1/Psv4zZ85Qv3599PT0KFSoEH369CExMVE5njYFbvLkyRQrVgxHR8cMdYSEhODs7AxAqVKl0Gg0XLt2jXHjxlGhQgWWLVtGyZIl0f2//AOv33NSUhLDhg2jePHiGBgYUL16dcLDw1X1m5qasmvXLpycnDA0NMTT05O4uDilzMuXLxkyZAimpqYUKlSIESNGkJqaqmrnTz/9hLOzs3Kv7u7uPHnyJMtnI4QQQohP35tSHbyeGkEIIcSnTYJSOWBoaIihoSFbtmwhKSkp0zIpKSm0bNmSBw8ecODAAfbs2cMff/xBhw4dlDK//PILrVq1okmTJpw6dYqwsDCqVauW7bVnzZpFlSpVOHXqFAMGDKB///5cvHgRgMTEROrWrctff/3Ftm3biI6OZsSIEaSkpHy4mwe8vb05duwYsbGxyr5z585x+vRpOnfuDMCqVasYO3YskydPJiYmhilTphAQEMCKFSsyrbN27do8fvyYU6dOAXDgwAEKFy6sCk4cOHBACRKl16FDB4YOHUq5cuWIi4sjLi5O9ZzHjx9P+/btOX36NE2aNMHb25sHDx5k2o5NmzbRu3dvatSoQVxcHJs2bQIgOTmZiRMnEh0dzZYtW7h27Ro+Pj4Zzh83bhwLFizg0KFDSgBp7ty5rF69ml9++YXdu3fz7bffZvt8s5KcnIyHhwdGRkYcPHiQiIgIJUDz/PlzXrx4gZeXF3Xr1uX06dMcPnyYPn36oNFoMq3vyZMneHh4ULBgQSIjI9mwYQN79+7F19dXVS4sLIyLFy+yZ88etm/fnqGeDh06sHfvXgCOHTtGXFwcVlZWAFy5coWNGzeyadOmLKdW+vr6cvjwYdauXcvp06dp164dnp6eXL58WSnz9OlTZs6cycqVK/ntt9+4ceMGw4YNU47PmjWLkJAQfvjhB37//XcePHjA5s2bleNxcXF06tSJHj16EBMTQ3h4OK1bt84QuBJCCCHEu7l79y79+/fH2toaHR0dLCws8PDwICIiIk/bFRkZSZ8+fXLtemkvKtM2c3NzmjRpwpkzZ1TlfHx8VOXSNk9PT6WMra2tsl9PTw9bW1vat2/Pvn37VHVdu3Yt07o0Gg1HjhwBXr3ky+z4smXLPv5DEUKItyDT93Igf/78hISE0Lt3bxYvXkylSpWoW7cuHTt2pHz58sCr/8ifOXOGq1evKv9BDw0NpVy5ckRGRlK1alUmT55Mx44dGT9+vFK3i4tLttdu0qQJAwYMAMDPz485c+awf/9+HB0dWb16NXfv3iUyMlKZImVnZ/fB779cuXK4uLiwevVqAgICgFdBqOrVqyvXCwwMZNasWbRu3RqAkiVLcv78eZYsWUK3bt0y1GliYkKFChUIDw+nSpUqhIeH88033zB+/HgSExOJj4/nypUr1K1bN8O5enp6GBoakj9//kynu/n4+NCpUycApkyZwvz58zl27JjqH/00ZmZm6Ovro62traqrR48eyp9LlSrF/PnzqVq1KomJiRgaGirHJk2apOQU69mzJ/7+/sTGxlKqVCkA2rZty/79+/Hz83vDU85o3bp1pKSksGzZMiXQFBwcjKmpqfLc4uPjadasGaVLlwbAyckpy/pWr17Ns2fPCA0NxcDAAIAFCxbQvHlzpk+fTtGiRQEwMDBg2bJlmU7bA5SRRwDm5uaq5/b8+XNCQ0MxNzfP9NwbN24QHBzMjRs3KFasGADDhg1j586dBAcHM2XKFOBVQG7x4sXKffn6+qpG5c2dOxd/f3/l523x4sXs2rVLOR4XF8eLFy9o3bo1NjY2AMrorswkJSWpAs4JCQlZlhVCCCHEp5vaIqs+yMd28eJFjI2NuXXrFsOHD6dp06ZcuXJF1Z/y9PQkODhYdZ6Ojo7q84QJE+jduzfPnz/n2rVr/Pjjj7i7uzNx4kRGjx6tKrt3717KlSun2pfWRwMwNjZWXman+Zi5U4UQ4l3ISKkcatOmDbdu3WLbtm14enoSHh5OpUqVlGljMTExWFlZKQEpgLJly2JqakpMTAzwaopagwYN3uq6aUEveDVc2cLCQplGFhUVRcWKFXMlZ4+3tzerV68GIDU1lTVr1uDt7Q28GoETGxtLz549lVFlhoaGTJo0STW66nV169YlPDyc1NRUDh48SOvWrXFycuL333/nwIEDFCtWDHt7+7dua/pnZmBggLGxsWrqXU6cOHGC5s2bY21tjZGRkRIcu3HjRpbXKlq0KPr6+kpAKm3f2147TXR0NFeuXMHIyEh5pmZmZjx79ozY2FjMzMzw8fHBw8OD5s2bM2/ePNUUt9fFxMTg4uKiBKQAXF1dSUlJUXVYnJ2dswxIvYmNjU22ncEzZ87w8uVLHBwcVD8rBw4cUP2s6OvrKwEpAEtLS+U5xsfHExcXp5pSmj9/fqpUqaJ8dnFxoUGDBjg7O9OuXTuWLl3Kw4cPs2zX1KlTMTExUbb0f4+FEEIIoZaT1BYajYYlS5bQrFkz9PX1cXJy4vDhw1y5coV69ephYGBAzZo1M/QVFy1aROnSpdHW1sbR0ZGVK1dm25bAwEAsLS05ffo0kPnKxsuWLcs2tcO2bduwt7dHV1cXNzc3VqxY8dYrMhcpUgQLCwsqVarE4MGDuXnzJhcuXFCVSRtRln57fYGbtNQR1tbW1KlTh++//56AgADGjh2bIcBUqFChDPWlX1wm7f8O6bePlaNVCCHelQSl3oKuri4NGzYkICCAQ4cO4ePjQ2BgYI7Pf5d/BF5ftUyj0SjT83LzH5VOnTpx8eJFTp48qUxVS5syl5aTaOnSpURFRSnb2bNnlSHEmalXrx6///470dHRFChQgDJlylCvXj3Cw8M5cOBApqOkciK7Z5YTadPcjI2NWbVqFZGRkcrUsOfPn2d5LY1G897XTi8xMZHKlSurnmlUVBSXLl1Spk0GBwdz+PBhatasybp163BwcMj2medE+qDVhz43MTERLS0tTpw4obqnmJgY5s2bp5TL7Dm+zdQ7LS0t9uzZw44dOyhbtizffvstjo6OXL16NdPy/v7+xMfHK9vNmzdzfC0hhBDivyYnqS0AJk6cSNeuXYmKiqJMmTJ07tyZvn374u/vz/Hjx0lNTVWlEdi8eTNff/01Q4cO5ezZs/Tt25fu3buzf//+DHWnpqYycOBAQkNDOXjwoOpF4euyS+1w9epV2rZti5eXF9HR0fTt2zfDiKS3ER8fz9q1awHe+SXf677++mtSU1PZunXrB6lPCCE+JRKUeg9ly5ZVEic7OTlx8+ZN1X9mz58/z6NHjyhbtizwalRNWFjYB7t++fLliYqKyjJf0odUokQJ6taty6pVq1i1ahUNGzakSJEiwKvRQMWKFeOPP/7Azs5OtZUsWTLLOtPySs2ZM0cJQKUFpcLDwzPNJ5VGW1tbSZL+oV24cIH79+8zbdo0ateuTZkyZd55tNP7qFSpEpcvX6ZIkSIZnmv6odcVK1bE39+fQ4cO8cUXXygj2l7n5OREdHS0Ktl3REQE+fLlyzSh+cdQsWJFXr58yZ07dzLcU05XHjQxMcHS0lKV0P/FixecOHFCVU6j0eDq6sr48eM5deoU2traqrxT6eno6GBsbKzahBBCCJG5tNQWK1asUBZaGTVqlDJaKU337t1p3749Dg4O+Pn5ce3aNby9vfHw8MDJyYmvv/5alU905syZ+Pj4MGDAABwcHBgyZAitW7dm5syZqnpfvHjB//73P8LCwvj999/fmL4iLbWDnZ0dU6ZMITExkWPHjgGwZMkSHB0dmTFjBo6OjnTs2DHTPKJvUqJECQwNDTE1NWX16tW0aNGCMmXKqMps375dNVLc0NBQSV2QHTMzM4oUKaJa7AagZs2aGepLLz4+XnUsu75WUlISCQkJqk0IIXKD5JTKgfv379OuXTt69OhB+fLlMTIy4vjx4wQFBdGyZUsA3N3dcXZ2xtvbm7lz5/LixQsGDBhA3bp1lWlFgYGBNGjQgNKlS9OxY0devHjBr7/++k75huDV6KUpU6bg5eXF1KlTsbS05NSpUxQrVowaNWq88fyXL19mSEato6OTZV4ib29vAgMDef78OXPmzFEdGz9+PIMGDcLExARPT0+SkpI4fvw4Dx8+ZMiQIZnWV7BgQcqXL8+qVatYsGABAHXq1KF9+/YkJydnO1LK1taWq1evEhUVRYkSJTAyMsowJ/9dWVtbo62tzbfffku/fv04e/YsEydO/CB1vw1vb29mzJhBy5YtmTBhAiVKlOD69ets2rSJESNGkJyczPfff0+LFi0oVqwYFy9e5PLly3Tt2jXL+gIDA+nWrRvjxo3j7t27DBw4kC5duij5pD42BwcHvL296dq1K7NmzaJixYrcvXuXsLAwypcvT9OmTXNUz9dff820adOwt7enTJkyzJ49WzXE/ujRo4SFhdGoUSOKFCnC0aNHuXv3brY5t4QQQgiRc23atKFp06YcPHiQI0eOsGPHDoKCgli2bJkS1Hk9zQGoczwWLVqUZ8+ekZCQgLGxMTExMRmSlLu6uqpGUwN888036OjocOTIEQoXLvzGtmaX2uHixYtUrVpVVf5NCxFl5uDBg+jr63PkyBGmTJnC4sWLM5Rxc3Nj0aJFqn05TcORmpqaYTGbdevWZdu3MTIy4uTJk8rnfPmyHo8wdepUVd5bIYTILTJSKgcMDQ2pXr06c+bMoU6dOnzxxRcEBATQu3dvJZii0WjYunUrBQsWpE6dOri7u1OqVCnWrVun1FOvXj02bNjAtm3bqFChAvXr11fe0rwLbW1tdu/eTZEiRWjSpAnOzs5MmzYNLS2tHJ2fmJhIxYoVVVvz5s2zLN+2bVvu37/P06dP8fLyUh3r1asXy5YtIzg4GGdnZ+rWrUtISEi2I6XgVV6ply9fKqOizMzMKFu2LBYWFtmO3mnTpg2enp64ublhbm7OmjVrcnTPOWFubk5ISAgbNmygbNmyTJs2LcMbutygr6/Pb7/9hrW1tZJvq2fPnjx79gxjY2P09fW5cOECbdq0wcHBgT59+vDVV1/Rt2/fLOvbtWsXDx48oGrVqrRt25YGDRooP8O5JTg4mK5duzJ06FAcHR3x8vIiMjISa2vrHNcxdOhQunTpQrdu3ahRowZGRka0atVKOW5sbMxvv/1GkyZNcHBwYMyYMcyaNYvGjRt/jFsSQggh/pPelNri9TQHWe1721QHDRs25K+//lItcpKdD5leISslS5bE0dGRbt260atXL9XK0GkMDAwyjBTPSVDq/v373L17N0O/2srKKkN96eXLl091LH3e09dJKgMhRF7RpMoa6UIIoZKQkPBqiuTIkaCrm9fNEUIAqW+Rw/FTkPZ7JD4+XqYEi/+M2bNnM2XKFO7du4dGo2Hz5s3Ki8xr165RsmRJTp06RYUKFQAIDw/Hzc2Nhw8fKtMAy5Urx/fff6/U2b59e54+fcr27dsBlHpTU1Pp3LkzwcHBdOzYUSlva2vL4MGDGTx4sKp8+heqpqamzJ07Fx8fH0aOHMmvv/6qmnoYEBDApEmTlHZl5/V7AHj69CklSpRg+fLlykszHx8fHj16xJYtW7Ks6/W2pxk7dixTpkzhwoUL2NnZZfosXxcSEsLgwYPfKll7etIXEiJrn1ufJK/ktC8k0/eEEEIIIYQQOZaT1BbvYvjw4bRv356KFSvi7u7Ozz//zKZNm9i7d2+Gsq1atWLlypV06dKF/Pnz07Zt23e6Zt++fZk9ezZ+fn707NmTqKgoZXXt16fL5ZS+vj69e/cmMDAQLy8vpZ6kpCRu376tKps/f37VFMTHjx9z+/ZtkpOTuXr1Kj/++CPLli1j6tSpGUZC3b9/P0N9pqam6EoQSQjxGZHpe/9S5cqVy5D4MG1btWpVXjdPCCGEEEJ8pnKS2uJdeHl5MW/ePGbOnEm5cuVYsmQJwcHBWS5+07ZtW1asWEGXLl3YtGnTO12zZMmS/PTTT2zatIny5cuzaNEiZfW998lX6uvrS0xMDBs2bFD27dy5E0tLS9VWq1Yt1Xljx47F0tISOzs7unTpQnx8PGFhYZnmoHV3d89QX3YjsYQQ4lMk0/f+pa5fv05ycnKmx4oWLYqRkVEut0iIz4cMWRfi0/O5DZWX6XtCfL4mT57M4sWL/9N5laQvJETWPrc+SV6R6Xv/cTY2NnndBCE+e/H+/vKfSSGEEOJfbuHChVStWpVChQoRERHBjBkz8PX1zetmCSHEf4JM3xNCCCGEEEL8Z12+fJmWLVtStmxZJk6cyNChQxk3bhwAjRs3zjIlxpQpU/K24UII8S8gI6WEEEIIIYQQ/1lz5sxhzpw5mR5btmwZ//zzT6bHzMzMPmazhBDiP0GCUkIIIYQQQgiRieLFi+d1E4QQ4l9NglJCCCGEEEIIITKQ/JpCiI9NglJCCJEFk6lTZcUZIfKIrGwjhBBCCPHvJ4nOhRBCCCGEEEIIIUSuk6CUEEIIIYQQQgghhMh1Mn1PCCGEEEIIIUQGkspA/NtIeoBPj4yU+sRpNBq2bNmS1834bNWrV4/BgwfndTPeSkhICKampnndjFwRHh6ORqPh0aNHH/U648aNo0KFCh/1GkIIIYQQQggh3o4EpXKJj48PGo0mw+bp6fnBrqHRaNDV1eX69euq/V5eXvj4+OS4nrcJFKSmpvL9999TvXp1DA0NMTU1pUqVKsydO5enT5++5R3kvU8hINShQwcuXbqUp20QQgghhBBCCCE+NglK5SJPT0/i4uJU25o1az7oNTQaDWPHjv2gdWanS5cuDB48mJYtW7J//36ioqIICAhg69at7N69O9fa8W+RnJyMnp4eRYoUyfVrv3z5kpSUlFy/rhBCCCGEEEKI/yYJSuUiHR0dLCwsVFvBggWV45cvX6ZOnTro6upStmxZ9uzZ89bX8PX15ccff+Ts2bNZlklKSmLQoEEUKVIEXV1datWqRWRkJADXrl3Dzc0NgIIFC6LRaLIcZbV+/XpWrVrFmjVrGDVqFFWrVsXW1paWLVuyb98+pZ6UlBQmTJhAiRIl0NHRoUKFCuzcuVOp59q1a2g0GtavX0/t2rXR09OjatWqXLp0icjISKpUqYKhoSGNGzfm7t27ynk+Pj54eXkxfvx4zM3NMTY2pl+/fjx//jzbex82bBjFixfHwMCA6tWrEx4eDrwaIda9e3fi4+OVkWzjxo1743lZ0Wg0LFq0iMaNG6Onp0epUqX46aefMtz3unXrqFu3Lrq6uqxatSrDaK20qWc//PAD1tbWGBoaMmDAAF6+fElQUBAWFhYUKVKEyZMnq64/e/ZsnJ2dMTAwwMrKigEDBpCYmKgcT7vOtm3bKFu2LDo6Ovz+++8UKFCA27dvq+oaPHgwtWvXzvQ+U1NTGTduHNbW1ujo6FCsWDEGDRqkeuZ+fn5YWVmho6ODnZ0dy5cvV9Vx4sQJqlSpgr6+PjVr1uTixYuq44sWLaJ06dJoa2vj6OjIypUrVcdv3LhBy5YtMTQ0xNjYmPbt2/P3339n8+0IIYQQ4t9g165dBAcH53UzhBBCvCMJSn0iUlJSaN26Ndra2hw9epTFixfj5+f31vW4urrSrFkzRo4cmWWZESNGsHHjRlasWMHJkyexs7PDw8ODBw8eYGVlxcaNGwG4ePEicXFxzJs3L9N6Vq1ahaOjIy1btsxwTKPRYGJiAsC8efOYNWsWM2fO5PTp03h4eNCiRQsuX76sOicwMJAxY8Zw8uRJ8ufPT+fOnRkxYgTz5s3j4MGDXLlyJcMosLCwMGJiYggPD2fNmjVs2rSJ8ePHZ3nvvr6+HD58mLVr13L69GnatWuHp6cnly9fpmbNmsydOxdjY2NlJNuwYcPeeF52AgICaNOmDdHR0Xh7e9OxY0diYmJUZUaOHMnXX39NTEwMHh4emdYTGxvLjh072LlzJ2vWrGH58uU0bdqUP//8kwMHDjB9+nTGjBnD0aNHlXPy5cvH/PnzOXfuHCtWrGDfvn2MGDFCVe/Tp0+ZPn06y5Yt49y5c1SpUoVSpUqpgj7JycmsWrWKHj16ZNq2jRs3MmfOHJYsWcLly5fZsmULzs7OyvGuXbuyZs0a5s+fT0xMDEuWLMHQ0FBVx+jRo5k1axbHjx8nf/78qmtt3ryZr7/+mqFDh3L27Fn69u1L9+7d2b9/P/Dq707Lli158OABBw4cYM+ePfzxxx906NAhu69GJSkpiYSEBNUmhBBCiE+Lra0tc+fOVT5HR0fTq1cvvvzyy7xrlBBCiPciQalctH37dgwNDVXblClTANi7dy8XLlwgNDQUFxcX6tSpoxx7W1OnTmXnzp0cPHgww7EnT56waNEiZsyYQePGjSlbtixLly5FT0+P5cuXo6WlhZmZGQBFihTBwsJCCS697vLlyzg6Or6xPTNnzsTPz4+OHTvi6OjI9OnTqVChgqpTATBs2DA8PDxwcnLi66+/5sSJEwQEBODq6krFihXp2bOnEohIo62tzQ8//EC5cuVo2rQpEyZMYP78+ZlOQ7tx4wbBwcFs2LCB2rVrU7p0aYYNG0atWrUIDg5GW1sbExMTNBqNMpLN0NDwjedlp127dvTq1QsHBwcmTpxIlSpV+Pbbb1VlBg8eTOvWrSlZsiSWlpaZ1pOSksIPP/xA2bJlad68OW5ubly8eJG5c+fi6OhI9+7dcXR0VD2fwYMH4+bmhq2tLfXr12fSpEmsX79eVW9ycjILFy6kZs2aODo6oq+vT8+ePVX39fPPP/Ps2TPat2+fadtu3LiBhYUF7u7uWFtbU61aNXr37g3ApUuXWL9+PT/88AOtWrWiVKlSNGjQIEPAaPLkydStW5eyZcsycuRIDh06xLNnz4BXPz8+Pj4MGDAABwcHhgwZQuvWrZk5cybwKjB55swZVq9eTeXKlalevTqhoaEcOHBAGQH4JlOnTsXExETZrKyscnSeEEIIkZWs8oleuXLlo12zRYsWWFtbo6uri6WlJV26dOHWrVuqMqdPn6Z27dro6upiZWVFUFBQjutfunQptWvXpmDBghQsWBB3d3eOHTv2xvP69u1L6dKl0dPTw9zcnJYtW3LhwoW3vr/0Hj58iLe3N2vXrsXJyem96krvwIED0g8QQohcJEGpXOTm5kZUVJRq69evHwAxMTFYWVlRrFgxpXyNGjXe6Tply5ala9eumY6Wio2NJTk5GVdXV2VfgQIFqFatWoYRPG+Smpr6xjIJCQncunVLdT14NaLr9euVL19e+XPRokUBVCNuihYtyp07d1TnuLi4oK+vr3yuUaMGiYmJ3Lx5M0Nbzpw5w8uXL3FwcFAFBg8cOEBsbGyW9/Cu56W15/XPr993lSpVsq0DXr0ZNDIyUj4XLVqUsmXLki9fPtW+9M9n7969NGjQgOLFi2NkZESXLl24f/++KgG9tra26rnDq070lStXOHLkCPBqml/79u0xMDDItG3t2rXjn3/+oVSpUvTu3ZvNmzfz4sULAKKiotDS0qJu3brZ3l/6NqQF5tLuJSYmJtufn7S/O+k7kGXLlsXU1DTHP9P+/v7Ex8crW2Y/P0IIIcTbyiyfaMmSJTOUyy71wNtwc3Nj/fr1XLx4kY0bNxIbG0vbtm2V4wkJCTRq1AgbGxtOnDjBjBkzGDduHN9//32O6g8PD6dTp07s37+fw4cPY2VlRaNGjfjrr7+yPa9y5coEBwcTExPDrl27SE1NpVGjRrx8+fKd77VgwYKcPXs2Qx/hfW3dupXmzZt/0DqFEEJkTYJSucjAwAA7OzvVljYq6UMbP348J0+eZMuWLR+lfgAHB4f3fsuVXoECBZQ/azSaTPe9TyLuxMREtLS0OHHihCowGBMTk+UUxfc5L6eyCvakl/45wKtnkdm+tOdz7do1mjVrRvny5dm4cSMnTpzgu+++A9QdXz09PeVZpylSpAjNmzcnODiYv//+mx07dmQ5dQ/AysqKixcvsnDhQvT09BgwYAB16tRRkrbnRGbffW4mXdfR0cHY2Fi1CSGEEO8rs3yiWlpa1KtXD19fXwYPHkzhwoWV6ftnz56lcePGGBoaUrRoUbp06cK9e/eU+lJSUggKCsLOzg4dHR2sra1VOSW/+eYbvvzyS2xsbKhZsyYjR47kyJEjJCcnA69SLzx//lwZZd6xY0cGDRrE7Nmzc3Q/q1atYsCAAVSoUIEyZcqwbNkyUlJSCAsLy/a8Pn36UKdOHWxtbalUqRKTJk3i5s2bXLt2Lctz7ty5Q/PmzdHT06NkyZKsWrUqQxmNRqPq6/r5+eHg4IC+vj6lSpUiICBAuXd4Nd3Pzc0NIyMjjI2NqVy5MsePH1fVuW3bNlq0aAHATz/9hLOzM3p6ehQqVAh3d3eePHmilF22bBlOTk7o6upSpkwZFi5cqBx715ypkZGRNGzYkMKFC2NiYkLdunU5efJkhvtetmwZrVq1Ql9fH3t7e7Zt26Ycf/nyJT179qRkyZLo6enh6Oj4QfqsQgjxMUhQ6hPh5OTEzZs3iYuLU/aljVR5F1ZWVvj6+jJq1CjVW6i0ZNERERHKvuTkZCIjIylbtizwavQM8Ma3V507d+bSpUts3bo1w7HU1FTi4+MxNjamWLFiqusBREREKNd7H9HR0fzzzz/K5yNHjmBoaJjpsOuKFSvy8uVL7ty5kyE4aGFhAby699fvOyfnZeX17/DIkSMfdIh5Vk6cOEFKSgqzZs3iyy+/xMHBIcPw/ez06tWLdevW8f3331O6dOk3voXU09OjefPmzJ8/n/DwcA4fPsyZM2dwdnYmJSWFAwcOvPO9ODk5Zfvzk/Z3J/3opvPnz/Po0aMP8jMmhBBCfAwrVqxQ+mSLFy/m0aNH1K9fn4oVK3L8+HF27tzJ33//rZo+7+/vz7Rp0wgICOD8+fOsXr1aGV3+ugcPHrBq1Spq1qypvPw5fPgwderUUfp6AB4eHly8eJGHDx++9T08ffqU5OTkt3rJ+uTJE4KDgylZsmS20+R8fHy4efMm+/fv56effmLhwoUZRsy/zsjIiJCQEM6fP8+8efNYunQpc+bMUY57e3tTokQJIiMjOXHiBCNHjlS9GDt37hx37tyhfv36xMXF0alTJ3r06KHkL23durUyU2DVqlWMHTuWyZMnExMTw5QpUwgICGDFihWqNr1tztTHjx/TrVs3fv/9d44cOYK9vT1NmjTh8ePHqnrHjx9P+/btOX36NE2aNMHb25sHDx4Ar4KXJUqUYMOGDZw/f56xY8cyatSoDGkc0pP8mkKIvJI/rxvwX5KUlJRhVbP8+fNTuHBh3N3dcXBwoFu3bsyYMYOEhARGjx79Xtfz9/dn6dKlXL16VcnhY2BgQP/+/Rk+fDhmZmZYW1sTFBTE06dP6dmzJwA2NjZoNBq2b99OkyZN0NPTy5CYGqB9+/Zs3ryZTp06MWbMGBo1aoS5uTlnzpxhzpw5DBw4EC8vL4YPH05gYCClS5emQoUKBAcHExUVlekbr7f1/PlzevbsyZgxY7h27RqBgYH4+vqqprWlcXBwwNvbm65duzJr1iwqVqzI3bt3CQsLo3z58jRt2hRbW1sSExMJCwtTpgbm5LysbNiwgSpVqlCrVi1WrVrFsWPHMqw89zHY2dmRnJzMt99+S/PmzZUOb055eHhgbGzMpEmTmDBhQrZlQ0JCePnyJdWrV0dfX58ff/wRPT09bGxsKFSoEN26daNHjx7Mnz8fFxcXrl+/zp07d7LMUfW64cOH0759eypWrIi7uzs///wzmzZtYu/evQC4u7vj7OyMt7c3c+fO5cWLFwwYMIC6devmaGqkEEII8bGk5RNN07hxYzZs2ACAvb29Kp/TpEmTqFixoiqn6A8//ICVlRWXLl3C0tKSefPmsWDBArp16wa8etlYq1Yt1TX9/PxYsGABT58+5csvv2T79u3Ksdu3b2eYPpgW1Lp9+7ZqVeic8PPzo1ixYri7u7+x7MKFCxkxYgRPnjzB0dGRPXv2qIJj6V26dIkdO3Zw7NgxqlatCsDy5cvf+GJvzJgxyp9tbW0ZNmwYa9euVRZ6uXHjBsOHD6dMmTLAq+8gva1bt+Lh4YG2tjZxcXG8ePGC1q1bY2NjA6jTSgQGBjJr1ixat24NQMmSJTl//jxLlixRvh/4/zlTAb7++ms6depEWFiY8sKvZ8+ehISEKOXr16+vatP333+PqakpBw4coFmzZsp+Hx8fOnXqBMCUKVOYP38+x44dw9PTkwIFCqgW/ilZsiSHDx9m/fr1Wfa/pk6dmu1iQUII8bHISKlctHPnTiwtLVVbWkciX758bN68mX/++Ydq1arRq1cv1XDsd2FmZoafn5+SMDrNtGnTaNOmDV26dKFSpUpcuXKFXbt2KR2R4sWLM378eEaOHEnRokXx9fXNtH6NRsPq1auZPXs2W7ZsoW7dupQvX55x48bRsmVL5R/gQYMGMWTIEIYOHYqzszM7d+5k27ZtGToC76JBgwbY29tTp04dOnToQIsWLRg3blyW5YODg+natStDhw7F0dERLy8vIiMjsba2BqBmzZr069ePDh06YG5urnQW33ReVsaPH8/atWspX748oaGhrFmzJldG77i4uDB79mymT5/OF198wapVq5g6dWqOz8+XLx8+Pj68fPmSrl27ZlvW1NSUpUuX4urqSvny5dm7dy8///wzhQoVAmDRokW0bduWAQMGUKZMGXr37q0a+v4mXl5ezJs3j5kzZ1KuXDmWLFlCcHAw9erVA179HG7dupWCBQtSp04d3N3dKVWqFOvWrcvxNYQQQoiP4fV8ovPnz1eOVa5cWVU2Ojqa/fv3q/JXpgVPYmNjiYmJISkpiQYNGmR7zeHDh3Pq1Cl2796NlpYWXbt2zVEe0Lc1bdo01q5dy+bNm9HV1QVeBUfSt//GjRtKeW9vb06dOsWBAwdwcHCgffv2GfqoaWJiYsifP7/qGZUpUwZTU9Ns27Ru3TpcXV2VxWrGjBmjasOQIUPo1asX7u7uTJs2LUNu0K1btypT91xcXGjQoAHOzs60a9eOpUuXKqPJnjx5QmxsLD179lTd76RJkzLU+bY5U//++2969+6Nvb09JiYmGBsbk5iYqLqP1+s1MDDA2NhYVc93331H5cqVMTc3x9DQkO+//z5DHelJfk0hRF7RpH6Mf6WEyAU+Pj48evToo+bNeh8ajYbNmzfj5eWV1015Jz179uTu3buqHAX/FQkJCa9WnRw5Ev6voy2EyF2pgYF53YT3kvZ7JG0qu/jvya6fUq9evQwrETdu3Bh9fX2mT5+eobylpSV//PEH5cuX548//sg0WXpm/vzzT6ysrDh06BA1atSga9euJCQkqNq0f/9+6tevz4MHD3I8UmrmzJlMmjSJvXv3qkYlP3jwQJlCBq9GK+XPn3FixvPnzylYsCDLli1TRvukt3XrVtq2bUtSUpJq9HvBggUJDAxk8ODBgLqvdfjwYWrXrs348ePx8PDAxMSEtWvXMmvWLB49eqTUcenSJX755Rd27NjBgQMHWLt2La1atSIuLg4bGxtu376tTEdMTU3l0KFD7N69m82bN3P79m2OHj2Kvr4+FhYW/Pjjj1SvXl3Vdi0tLUqWLMm1a9coWbIkp06dokKFCsCrRPFubm48fPhQCbCFhIQwePBgpY2enp7cv3+f8ePHY2Njg46ODjVq1GD06NGZ3ncaU1NT5s6di4+PD2vXrqV79+7MmjWLGjVqYGRkxIwZMzh69ChRUVHZfbUK6QuJf6vPvX/xOclpX0im7wkhVOLj4zlz5gyrV6/+TwakhBBCiLxQqVIlNm7cmGUgx97eHj09PcLCwujVq1eO6kxbNCQpKQlACW4kJycruZT27NmDo6NjjgNSQUFBTJ48mV27dmWYJm9mZpaj/FKpqamkpqYq7XpdmTJlePHiBSdOnFCm7128eFEVXHrdoUOHsLGxUaW/uH79eoZyDg4OODg48M0339CpUyeCg4Np1aoVP//8MzVr1lS1X6PR4OrqiqurK2PHjsXGxobNmzczZMgQihUrxh9//IG3t/cb7/dtREREsHDhQpo0aQLAzZs3Vcnuc1pHzZo1GTBggLLvTStGCyFEXpHpe5+J14dDp98aN26c180T/yItW7akUaNG9OvXj4YNG+Z1c4QQQoj/hK+++ooHDx7QqVMnIiMjiY2NZdeuXXTv3p2XL1+iq6uLn58fI0aMIDQ0lNjYWI4cOaLkqjx69CgLFiwgKiqK69evs2/fPjp16kTp0qWpUaMG8GqRGm1tbXr27Mm5c+dYt24d8+bNY8iQITlq4/Tp0wkICOCHH37A1taW27dvc/v2bRITE7M8548//mDq1KmcOHGCGzducOjQIdq1a4eenp4SeHmdo6Mjnp6e9O3bl6NHj3LixAl69eqV7aq+9vb23Lhxg7Vr1xIbG8v8+fPZvHmzcvyff/7B19eX8PBwrl+/TkREBJGRkUqeqvSr7qU9zylTpnD8+HFu3LjBpk2buHv3rlJ+/PjxTJ06lfnz53Pp0iXOnDlDcHBwjlcyzO4+Vq5cSUxMDEePHsXb2zvHqxmnr+P48ePs2rWLS5cuERAQQGRk5Hu1SwghPhYZKfWZ6NevX5aJCd/2H6p/i/RJIT9Fn+vM2PDw8Lxuwicj3t9fpt0IIYTIFWmrFfv5+dGoUSOSkpKwsbHB09NTmcIWEBBA/vz5GTt2LLdu3cLS0pJ+/foBoK+vz6ZNmwgMDOTJkydYWlri6enJmDFj0NHRAcDExITdu3fz1VdfUblyZQoXLszYsWPp06dPjtq4aNEinj9/Ttu2bVX7AwMDs8zpqaury8GDB5k7dy4PHz6kaNGi1KlTh0OHDlGkSJEsrxUcHEyvXr2oW7cuRYsWZdKkSQQEBGRZvkWLFnzzzTf4+vqSlJRE06ZNCQgIUNqlpaXF/fv36dq1K3///TeFCxemdevWjB8/nidPnhAWFqaaTmlsbMxvv/3G3LlzSUhIwMbGhlmzZikvg3v16oW+vj4zZsxg+PDhGBgY4OzsrEyxe1fLly+nT58+VKpUCSsrK6ZMmcKwYcPeqo6+ffty6tQpOnTogEajoVOnTgwYMIAdO3a8V9uEEOJjkJxSQgjxGskFI4R4X/J7RIjPx6ZNmxgzZgznz5/P66Z8MiSnlPi3kpxSuSenfSGZvieEEEIIIYT4zzI0NMw0wbwQQoiPT6bvCSGEEEIIITA0NMzy2I4dO6hdu3Yutib3NGrUKK+bIIQQ/1kSlBJCCCGEEEIQFRWV5bHixYvnXkOEEEL8Z0hQSgghsmAydarkURDiA5NcDkJ8uuzs7PK6CeITI4u+CCE+NskpJYQQQgghhBBCCCFynQSlhBBCCCGEEEIIIUSuk6CUEEIIIYQQQgghhMh1EpQSeU6j0bBly5a8bsZH97ndZ0hICKampnndDODze3ZCCCGEEEIIId5MEp2LD8bHx4cVK1Zk2O/h4cHOnTs/yDUOHDjA+PHjiYqK4tmzZxQvXpyaNWuydOlStLW1P8g1/o00Gk2m+9esWUPHjh1zuTVZGzduHFu2bMmw+k9cXBwFCxbMm0YJIYQQQvxHyaIvIrfJgij/PRKUEh+Up6cnwcHBqn06OjofpO7z58/j6enJwIEDmT9/Pnp6ely+fJmNGzfy8uXLD3KNT9nz58/fK/AWHByMp6enat+nMhLqTSwsLPK6CUIIIYQQQgghPjCZvic+KB0dHSwsLFRb+hEuly9fpk6dOujq6lK2bFn27NmT47p3796NhYUFQUFBfPHFF5QuXRpPT0+WLl2Knp6eUu7333+ndu3a6OnpYWVlxaBBg3jy5IlyPCkpCT8/P6ysrNDR0cHOzo7ly5crxw8cOEC1atXQ0dHB0tKSkSNH8uLFC+V4vXr1GDRoECNGjMDMzAwLCwvGjRunamtO7tPPzw8HBwf09fUpVaoUAQEBJCcnK8fHjRtHhQoVWLZsGSVLlkRXV5fQ0FAKFSpEUlKSqi4vLy+6dOmS7fMzNTXN8N3opnvzFRISgrW1Nfr6+rRq1Yr79++rzvfx8cHLy0u1b/DgwdSrV0/5nJKSQlBQEHZ2dujo6GBtbc3kyZNzdM8hISGMHz+e6OhoNBoNGo2GkJAQIOP0vTNnzlC/fn309PQoVKgQffr0ITExMUNbZ86ciaWlJYUKFeKrr75SPV8hhBBCCCGEEHlLRkqJXJOSkkLr1q0pWrQoR48eJT4+nsGDB+f4fAsLC+Li4vjtt9+oU6dOpmViY2Px9PRk0qRJ/PDDD9y9exdfX198fX2VEVxdu3bl8OHDzJ8/HxcXF65evcq9e/cA+Ouvv2jSpAk+Pj6EhoZy4cIFevfuja6urirwtGLFCoYMGcLRo0c5fPgwPj4+uLq60rBhwxzfp5GRESEhIRQrVowzZ87Qu3dvjIyMGDFihFLmypUrbNy4kU2bNqGlpYW9vT2DBg1i27ZttGvXDoA7d+7wyy+/sHv37hw/y9cdPXqUnj17MnXqVLy8vNi5cyeB7zB01t/fn6VLlzJnzhxq1apFXFwcFy5cyNE9d+jQgbNnz7Jz50727t0LgImJSYZrPHnyBA8PD2rUqEFkZCR37tyhV69e+Pr6KkEsgP3792Npacn+/fu5cuUKHTp0oEKFCvTu3TtDnUlJSapAX0JCwlvfuxBCCCGEEEKItyNBKfFBbd++HUNDQ9W+UaNGMWrUKPbu3cuFCxfYtWsXxYoVA2DKlCk0btw4R3W3a9eOXbt2UbduXSwsLPjyyy9p0KABXbt2xdjYGICpU6fi7e2tBIHs7e2ZP38+devWZdGiRdy4cYP169ezZ88e3N3dAShVqpRyjYULF2JlZcWCBQvQaDSUKVOGW7du4efnx9ixY8mX79XgwvLlyytBG3t7exYsWEBYWBgNGzbM8X2OGTNG+bOtrS3Dhg1j7dq1qqDU8+fPCQ0NxdzcXNnXuXNngoODlaDUjz/+iLW1tWrEUmY6deqElpaWat/58+extrZm3rx5eHp6Ktd2cHDg0KFDb5UL7PHjx8ybN48FCxbQrVs3AEqXLk2tWrVydM96enoYGhqSP3/+bKfrrV69mmfPnhEaGoqBgQEACxYsoHnz5kyfPp2iRYsCULBgQRYsWICWlhZlypShadOmhIWFZRqUmjp1KuPHj8/xvQohhBAia+Hh4bi5ufHw4cPPJlXAp8rW1pbBgwdn+yJXo9GwefPmDCPahRDicyDT98QH5ebmRlRUlGrr168fADExMVhZWSmBGoAaNWrkuG4tLS2Cg4P5888/CQoKonjx4kyZMoVy5coRFxcHQHR0NCEhIRgaGiqbh4cHKSkpXL16laioKLS0tKhbt26m14iJiaFGjRqqxOCurq4kJiby559/KvvKly+vOs/S0pI7d+681X2uW7cOV1dXLCwsMDQ0ZMyYMdy4cUNVxsbGRhWQAujduze7d+/mr7/+Al5Ne/Px8ckymXmaOXPmZPhu0toYExND9erVVeXf5rtJqyMpKYkGDRpkWSYn95yT67i4uCgBKXj1HaWkpHDx4kVlX7ly5VRBuPTf0ev8/f2Jj49Xtps3b75Vm4QQQoh/u8ym8b+P8PBwNBoNjx49+iD1jRs3Do1Go/Q700RFRaHRaLh27doHuc67kpWEhRAicxKUEh+UgYEBdnZ2qs3MzOyDXqN48eJ06dKFBQsWcO7cOZ49e8bixYsBSExMpG/fvqrAS3R0NJcvX6Z06dKq3FPvo0CBAqrPGo2GlJSUHJ9/+PBhvL29adKkCdu3b+fUqVOMHj2a58+fq8qlD7ykqVixIi4uLoSGhnLixAnOnTuHj4/PG69pYWGR4bvJnz/ngyXz5ctHamqqal/6HE1verY5vecP5W2+Ix0dHYyNjVWbEEIIIT4vurq6LF++nMuXL+d1U4QQQuSQBKVErnFycuLmzZvKqCaAI0eOvFedBQsWxNLSUklkXqlSJc6fP58h+GJnZ4e2tjbOzs6kpKRw4MCBLNt4+PBhVfAlIiICIyMjSpQokaM25eQ+Dx06hI2NDaNHj6ZKlSrY29tz/fr1HN93r169CAkJITg4GHd3d6ysrHJ8blZtPnr0qGrf6202NzdX3RO8evuYxt7eHj09PcLCwjK9Rk7uWVtb+40rKTo5OREdHa1KXh8REUG+fPlwdHTM9lwhhBBCvL+kpCQGDRpEkSJF0NXVpVatWkRGRmYoFxERQfny5dHV1eXLL7/k7NmzWdYZEhKCqakpu3btwsnJCUNDQzw9PTP0PbLj6OiIm5sbo0ePzrbch1jU5nXPnz/H19cXS0tLdHV1sbGxYerUqcCrKXgArVq1QqPRKJ9jY2Np2bIlRYsWxdDQkKpVqyp5NdN7/PgxnTp1wsDAgOLFi/Pdd99l25abN2/Svn17TE1NMTMzo2XLlnk+UkwIIbIiQSnxQSUlJXH79m3VlpZE3N3dHQcHB7p160Z0dDQHDx58Y6chvSVLltC/f392795NbGws586dw8/Pj3PnztG8eXPg1epuhw4dwtfXl6ioKC5fvszWrVvx9fUFXnUKunXrRo8ePdiyZQtXr14lPDyc9evXAzBgwABu3rzJwIEDuXDhAlu3biUwMJAhQ4Yo+aTeJCf3aW9vz40bN1i7di2xsbHMnz+fzZs35/hZdO7cmT///JOlS5fSo0ePHJ3z6NGjDN9NWmBn0KBB7Ny5k5kzZ3L58mUWLFiQIZ9U/fr1OX78OKGhoVy+fJnAwEBV51JXVxc/Pz9GjBhBaGgosbGxHDlyRFnZMCf3bGtrq0yzvHfvXoZVBgG8vb3R1dWlW7dunD17lv379zNw4EC6dOmi5JMSQgghxMczYsQINm7cyIoVKzh58iR2dnZ4eHjw4MEDVbnhw4cza9YsIiMjMTc3p3nz5tmuhPv06VNmzpzJypUr+e2337hx4wbDhg17q7ZNmzaNjRs3cvz48UyPpy1qU7VqVaKjo1m0aBHLly9n0qRJqnIrVqzAwMCAo0ePEhQUxIQJE7JdNXr+/Pls27aN9evXc/HiRVatWqUEn9ICdsHBwcTFxSmfExMTadKkCWFhYZw6dQpPT0+aN2+eIbXBjBkzcHFx4dSpU4wcOZKvv/46y7YkJyfj4eGBkZERBw8eJCIiQgnwfazR6UII8T4kKCU+qJ07d2Jpaana0hJd58uXj82bN/PPP/9QrVo1evXqxeTJk3Ncd7Vq1UhMTKRfv36UK1eOunXrcuTIEbZs2aLkiCpfvjwHDhzg0qVL1K5dm4oVKzJ27FhVfqdFixbRtm1bBgwYQJkyZejdu7cSnClevDi//vorx44dw8XFhX79+tGzZ09Vgu43ycl9tmjRgm+++QZfX18qVKjAoUOHCAgIyPE1TExMaNOmDYaGhjnO79C9e/cM3823334LwJdffsnSpUuZN28eLi4u7N69O8M9e3h4EBAQwIgRI6hatSqPHz+ma9euqjIBAQEMHTqUsWPH4uTkRIcOHZQ8Tjm55zZt2uDp6Ymbmxvm5uasWbMmw33o6+uza9cuHjx4QNWqVWnbti0NGjRgwYIFOX18QgghhHhHT548YdGiRcyYMYPGjRtTtmxZli5dip6envIiKk1gYCANGzbE2dmZFStW8Pfff2f7Ei45OZnFixdTpUoVKlWqhK+vb5YjsLNSqVIl2rdvj5+fX6bH0y9qU6ZMGby8vBg/fjyzZs1STfNPW9TG3t6erl27UqVKlWzbcuPGDezt7alVqxY2NjbUqlWLTp06ASj5QU1NTbGwsFA+u7i40LdvX7744gvs7e2ZOHEipUuXZtu2baq6XV1dGTlyJA4ODgwcOJC2bdsyZ86cTNuxbt06UlJSWLZsGc7Ozjg5OREcHMyNGzcIDw/Psv1JSUkkJCSoNiGEyA2y+p74YEJCQggJCcm2jIODAwcPHlTtez1PUVYqVqzIypUr31iuatWq7N69O8vjurq6zJ49m9mzZ2d6vG7duhw7dizL8zP7B/31xJU5uc+goCCCgoJU+9KvrDJu3Lhsh4r/9ddfeHt7o6Ojk2WZrK6dmR49emQYdTV06FDV5/Hjx2e7Sl2+fPkYPXp0liPg3nTPOjo6/PTTTxnOe739zs7O7Nu3L8t2ZPZzOHfu3CzLCyGEECJnYmNjSU5OxtXVVdlXoEABqlWrRkxMjKps+kVTzMzMcHR0zFAmPX19fUqXLq18zm6RkuxMmjQJJycndu/eTZEiRVTH3rSojbW1NZD9ojb9+vXjxx9/VI4lJibi4+NDw4YNcXR0xNPTk2bNmtGoUaNs25mYmMi4ceP45ZdfiIuL48WLF/zzzz8ZRkq9vvhMjRo1suzXREdHc+XKFYyMjFT7nz17RmxsbJZtkZWIhRB5RYJSQnxmHj58SHh4OOHh4SxcuDCvmyOEEEII8UFktkhJTl9eple6dGl69+7NyJEjM4zeep+2pI2kmjBhQoZphZUqVeLq1avs2LGDvXv30r59e9zd3TN92ZZm2LBh7Nmzh5kzZ2JnZ4eenh5t27Z9r2l2iYmJVK5cmVWrVmU49vqKzun5+/szZMgQ5XNCQsJ75ywVQoickKCU+GRMmTKFKVOmZHqsdu3a7NixI5db9GmqWLEiDx8+ZPr06ZLYWwghhBC5qnTp0mhraxMREYGNjQ3watpdZGSkavQzvFo0JW3k0cOHD7l06RJOTk650s6xY8dSunRp1q5dq9rv5OTExo0bSU1NVUZLve2iNkWKFMkwAgvA2NiYDh060KFDB9q2bYunpycPHjzAzMyMAgUKZFjMJSIiAh8fH1q1agW8CihllpD89cVnjhw5kuVzrFSpEuvWraNIkSJvtZqwjo5OjkbfCyHEhyZBKfHJ6NevH+3bt8/0mJ6eXi635tMlq6fknnh//7fq0AkhhBD/dgYGBvTv35/hw4djZmaGtbU1QUFBPH36lJ49e6rKTpgwgUKFClG0aFFGjx5N4cKFc5wL830VLVqUIUOGMGPGDNX+AQMGMHfuXAYOHIivry8XL15860VtMjN79mwsLS2pWLEi+fLlY8OGDVhYWGBqagq8WswlLCwMV1dXdHR0KFiwIPb29mzatInmzZuj0WgICAhQ5bVKExERQVBQEF5eXuzZs4cNGzbwyy+/ZNoOb29vZsyYQcuWLZkwYQIlSpTg+vXrbNq0iREjRuQ48CaEELlFglLik2FmZoaZmVleN0MIIYQQQrwmJSWF/Plf/ddh2rRppKSk0KVLFx4/fkyVKlXYtWsXBQsWVJ0zbdo0vv76ay5fvkyFChX4+eef0dbWzrU2Dxs2jEWLFvHs2TNlX9qiNsOHD8fFxQUzM7O3XtQmM0ZGRgQFBXH58mW0tLSoWrUqv/76qxLomjVrFkOGDGHp0qUUL16ca9euMXv2bHr06EHNmjUpXLgwfn5+mSYYHzp0KMePH2f8+PEYGxsze/ZsPDw8Mm2Hvr4+v/32G35+frRu3ZrHjx9TvHhxGjRoIC/ahBCfJE3qu0zUFkKIf7GEhARMTEyIj4+XDpwQ4p3I7xHxb+Pp6YmdnZ2sdvsfkfY7jJEjQVc3r5sj/kNSAwPzugniA8lpX+jdx6gKIYQQQggh/tUePnzI9u3bCQ8Px93dPa+bI4QQ4l9Gpu8JIYQQQgghMtWjRw8iIyMZOnQoLVu2zLN2GBoaZnlsx44d1K5dOxdbI4QQ4kORoJQQQmTBZOpUGbIuxDuQofdC/Hts3rw5r5sAQFRUVJbHihcvnnsNEUII8UFJUEoIIYQQQgjxSbOzs8vrJvwnyUrEQoiPTXJKCSGEEEIIIYQQQohcJ0EpIYQQQgghhBBCCJHrJCglhFD4+Pjg5eX10erXaDRs2bLlo9WfmfDwcDQaDY8ePcrV6wohhBBCCCGEyJ4EpYQg62DMpxTQsLW1Ze7cuR+krmvXrqHRaDIkDZ03bx4hISHK53r16jF48OC3rn/cuHFUqFAhw/64uDgaN2781vUJIYQQQgghhPj3kUTnQgiFiYnJR63fwsLio9YvhBBCCCE+HFmJWLwrWYlX5JSMlBLiLWzcuJFy5cqho6ODra0ts2bNUh3PbHqaqampMvro+fPn+Pr6Ymlpia6uLjY2NkydOvWd2qLRaFi2bBmtWrVCX18fe3t7tm3bphx/+PAh3t7emJubo6enh729PcHBwQCULFkSgIoVK6LRaKhXrx6gHjHm4+PDgQMHmDdvHhqNBo1Gw7Vr1wgJCcHU1FTVli1btqDRaAAICQlh/PjxREdHK+el3f/rz+fMmTPUr18fPT09ChUqRJ8+fUhMTFSOp7Vn5syZWFpaUqhQIb766iuSk5OVMitXrqRKlSoYGRlhYWFB586duXPnzjs9UyGEEEIIIYQQuUeCUkLk0IkTJ2jfvj0dO3bkzJkzjBs3joCAANV0tzeZP38+27ZtY/369Vy8eJFVq1Zha2v7zm0aP3487du35/Tp0zRp0gRvb28ePHgAQEBAAOfPn2fHjh3ExMSwaNEiChcuDMCxY8cA2Lt3L3FxcWzatClD3fPmzaNGjRr07t2buLg44uLisLKyemObOnTowNChQylXrpxyXocOHTKUe/LkCR4eHhQsWJDIyEg2bNjA3r178fX1VZXbv38/sbGx7N+/nxUrVhASEqJ65snJyUycOJHo6Gi2bNnCtWvX8PHxyekjBCApKYmEhATVJoQQQgghhBDi45Lpe0L8n+3bt2NoaKja9/LlS+XPs2fPpkGDBgQEBADg4ODA+fPnmTFjRo6DIDdu3MDe3p5atWqh0WiwsbF5rzb7+PjQqVMnAKZMmcL8+fM5duwYnp6e3Lhxg4oVK1KlShUAVfDL3NwcgEKFCmU5pc7ExARtbW309fXfatqdnp4ehoaG5M+fP9vzVq9ezbNnzwgNDcXAwACABQsW0Lx5c6ZPn07RokUBKFiwIAsWLEBLS4syZcrQtGlTwsLC6N27NwA9evRQ6ixVqhTz58+natWqJCYmZvg+szJ16lTGjx+f43sUQgghhBBCCPH+ZKSUEP/Hzc2NqKgo1bZs2TLleExMDK6urqpzXF1duXz5sip4lR0fHx+ioqJwdHRk0KBB7N69+73aXL58eeXPBgYGGBsbK1PX+vfvz9q1a6lQoQIjRozg0KFD73WtDy0mJgYXFxclIAWvnmdKSgoXL15U9pUrVw4tLS3ls6WlpWp63okTJ2jevDnW1tYYGRlRt25d4FUAMKf8/f2Jj49Xtps3b77PrQkhhBBCfHApKSnMnDmTU6dO5XVThBDig5GglBD/x8DAADs7O9VWvHjxt6pDo9GQmpqq2pc+/1GlSpW4evUqEydO5J9//qF9+/a0bdv2ndtcoECBDNdPSUkBoHHjxly/fp1vvvmGW7du0aBBA4YNG/bO10qTL1++bO/xQ8vuHtOmABobG7Nq1SoiIyPZvHkz8Cp/V07p6OhgbGys2oQQQgjx+cgsr+eHktWqxR9TZitAjxkzht9++031UlIIIT53EpQSIoecnJyIiIhQ7YuIiMDBwUEZyWNubk5cXJxy/PLlyzx9+lR1jrGxMR06dGDp0qWsW7eOjRs3KnmgPjRzc3O6devGjz/+yNy5c/n+++8B0NbWBnjjCC9tbe0MZczNzXn8+DFPnjxR9r3eScvsvNc5OTkRHR2tqiciIoJ8+fLh6Oj4xnsDuHDhAvfv32fatGnUrl2bMmXKSJJzIYQQ/zo+Pj7K4iHptytXrny0a7Zo0QJra2t0dXWxtLSkS5cu3Lp1S1Xm9OnT1K5dG11dXaysrAgKCspR3ba2tpneT9r2trkh/wu2bNlCeHg4a9euVY0gF0KIz50EpYTIoaFDhxIWFsbEiRO5dOkSK1asYMGCBarRR/Xr12fBggWcOnWK48eP069fP9VIn9mzZ7NmzRouXLjApUuX2LBhAxYWFhlWs/sQxo4dy9atW7ly5Qrnzp1j+/btODk5AVCkSBH09PTYuXMnf//9N/Hx8ZnWYWtry9GjR7l27Rr37t0jJSWF6tWro6+vz6hRo4iNjWX16tUZkr3b2tpy9epVoqKiuHfvHklJSRnq9vb2RldXl27dunH27Fn279/PwIED6dKli5JP6k2sra3R1tbm22+/5Y8//mDbtm1MnDjx7R6UEEII8Rnw9PRUFhBJ29JW003vbUYKZ8fNzU1ZmGXjxo3ExsaqRncnJCTQqFEjbGxsOHHiBDNmzGDcuHHKC7DsREZGKvewceNGAC5evKjsmzdv3ge5h38TLy8vDh06hL6+fl43RQghPigJSgmRQ5UqVWL9+vWsXbuWL774grFjxzJhwgTV27xZs2ZhZWVF7dq16dy5M8OGDVN1HoyMjAgKCqJKlSpUrVqVa9eu8euvv5Iv34f/q6itrY2/vz/ly5enTp06aGlpsXbtWgDy58/P/PnzWbJkCcWKFaNly5aZ1jFs2DC0tLQoW7Ys5ubm3LhxAzMzM3788Ud+/fVXnJ2dWbNmDePGjVOd16ZNGzw9PXFzc8Pc3Jw1a9ZkqFtfX59du3bx4MEDqlatStu2bWnQoAELFizI8T2am5sTEhLChg0bKFu2LNOmTWPmzJk5f0hCCCHEZ0JHRwcLCwvVpqWlRb169fD19WXw4MEULlwYDw8PAM6ePUvjxo0xNDSkaNGidOnShXv37in1paSkEBQUhJ2dHTo6OlhbWzN58mTl+DfffMOXX36JjY0NNWvWZOTIkRw5ckSZsr9q1SqeP3/ODz/8QLly5ejYsSODBg1i9uzZb7wXc3Nz5R7MzMyAVy/M0vatXr2a0qVLo62tjaOjIytXrlSdf/nyZerUqYOuri5ly5Zlz549Ga5x5swZ6tevj56eHoUKFaJPnz4kJiYqx8PDw6lWrRoGBgaYmpri6urK9evXc/x9HDhwgGrVqqGjo4OlpSUjR47kxYsXyvGffvoJZ2dn5fru7u6q0eGv+/XXX3FwcEBPTw83NzeuXbumOh4SEqJ6iRkbG0vLli0pWrQohoaGVK1alb1796rOWbhwIfb29ujq6lK0aNH3ShkhhBAfiyb19eQwQgjxH5eQkICJiQmMHAm6unndHCE+O6mBgXndhDyX9nskPj5e8tSJ9+bj48OjR48yzZlUr149Tpw4Qf/+/enZsycARYsWxcHBgV69etG1a1f++ecf/Pz8ePHiBfv27QPAz8+PpUuXMmfOHGrVqkVcXBwXLlygV69eGa7x4MED+vfvz19//cXvv/8OQNeuXUlISFC1af/+/dSvX58HDx5QsGDBHN1beHg4bm5uPHz4EFNTUzZv3kyHDh2YO3cu7u7ubN++nREjRrBnzx7c3NxISUnBxcWFokWLMmvWLOLj4xk8eDCnTp1i8+bNeHl58eTJE+zt7alRowbjx4/nzp079OrVizp16hASEsKLFy8oXLgwvXv3pl+/fjx//pxjx47h5uaGtbV1hjZeu3aNkiVLcurUKSpUqMBff/2Fg4MDPj4+DBw4kAsXLtC7d2+++uorxo0bR1xcHNbW1gQFBdGqVSseP37MwYMH6dq1a6YrA9+8eRN7e3u++uor+vTpw/Hjxxk6dCh///238lxCQkIYPHiwkmMqOjqaI0eO4Orqio6ODqGhocycOZOLFy9ibW3N8ePH+fLLL1m5ciU1a9bkwYMHHDx4kEGDBmX6PSQlJalGtickJGBlZSV9IfHOpC8gctoXyp+LbRJCCCGEEEK8g+3bt6sCGo0bN2bDhg0A2Nvbq/I5TZo0iYoVKzJlyhRl3w8//ICVlRWXLl3C0tKSefPmsWDBArp16wZA6dKlqVWrluqafn5+LFiwgKdPn/Lll1+yfft25djt27czTB9Mm35/+/btHAelXjdz5kx8fHwYMGAAAEOGDOHIkSPMnDkTNzc39u7dy4ULF9i1axfFihUDYMqUKTRu3FipY/Xq1Tx79ozQ0FBlld8FCxbQvHlzpk+fToECBYiPj6dZs2aULl0aQElxkBMLFy7EysqKBQsWoNFoKFOmDLdu3cLPz4+xY8cSFxfHixcvaN26NTY2NgA4OztnWd+iRYsoXbo0s2bNAsDR0ZEzZ84wffr0LM9xcXHBxcVF+Txx4kQ2b97Mtm3b8PX15caNGxgYGNCsWTOMjIywsbGhYsWKWdY3depUxo8fn+NnIIQQH4pM3xPiE7Bq1SoMDQ0z3cqVK5fXzRNCCCFEHnNzcyMqKkrZ5s+frxyrXLmyqmx0dDT79+9X9SfKlCkDvJr2FRMTQ1JSEg0aNMj2msOHD+fUqVPs3r0bLS0tunbtmmEF3g8tJiYGV1dX1T5XV1diYmKU41ZWVkpACqBGjRoZ6nBxcVECUml1pKSkcPHiRczMzPDx8cHDw4PmzZszb9481UI1OWljjRo10Gg0qvoTExP5888/cXFxoUGDBjg7O9OuXTuWLl3Kw4cPs62vevXqqn2v39PrEhMTGTZsGE5OTpiammJoaEhMTAw3btwAoGHDhtjY2FCqVCm6dOnCqlWrMiy+k56/vz/x8fHKdvPmzZw8CiGEeG8yUkqIT0CLFi0ydEbSpE+ULoQQQoj/JgMDA+zs7LI8ll5iYqIyKuh1lpaW/PHHHzm6ZuHChSlcuDAODg44OTlhZWXFkSNHqFGjBhYWFvz999+q8mmfLSwsclR/XgoODmbQoEHs3LmTdevWMWbMGPbs2cOXX3753nVraWmxZ88eDh06xO7du/n2228ZPXo0R48ezTQ5/bsYNmwYe/bsYebMmdjZ2aGnp0fbtm2VRPdGRkacPHmS8PBwdu/ezdixYxk3bhyRkZGZLrCjo6ODjo7OB2mbEEK8DQlKCfEJMDIywsjIKK+bIV4T7+8vuWCEEEJ8dipVqsTGjRuxtbUlf/6M3X17e3v09PQICwvLNIdUZlJSUgCUvEM1atRg9OjRJCcnKy/Q9uzZg6Oj4ztP3YNX0+giIiKUaYUAERERlC1bVjl+8+ZN4uLisLS0BODIkSMZ6ggJCeHJkydKwC4iIoJ8+fLh6OiolKtYsSIVK1bE39+fGjVqsHr16hwFpZycnNi4cSOpqanKaKmIiAiMjIwoUaIEABqNBldXV1xdXRk7diw2NjZs3ryZIUOGZFrftm3bVPtev6fXRURE4OPjQ6tWrYBXgcjXk6Pnz58fd3d33N3dCQwMxNTUlH379tG6des33qMQQuQWmb4nhBBCCCHEv8hXX33FgwcP6NSpE5GRkcTGxrJr1y66d+/Oy5cv0dXVxc/PjxEjRhAaGkpsbCxHjhxh+fLlABw9epQFCxYQFRXF9evX2bdvH506daJ06dLKtLLOnTujra1Nz549OXfuHOvWrWPevHmZBl3exvDhwwkJCWHRokVcvnyZ2bNns2nTJoYNGwaAu7s7Dg4OdOvWjejoaA4ePMjo0aNVdXh7e6Orq0u3bt04e/Ys+/fvZ+DAgXTp0oWiRYty9epV/P39OXz4MNevX2f37t1cvnw5x3mlBgwYwM2bN5Uk51u3biUwMJAhQ4aQL18+jh49ypQpUzh+/Dg3btxg06ZN3L17N8v6+/Xrx+XLlxk+fDgXL15k9erVhISEZNsGe3t7Nm3aRFRUFNHR0XTu3FkJHMKrHGTz589XvsPQ0FBSUlJUQTkhhPgUSFBKCCGEEEKIf5FixYoRERHBy5cvadSoEc7OzgwePBhTU1Py5XvV/Q8ICGDo0KGMHTsWJycnOnTowJ07dwDQ19dn06ZNNGjQAEdHR3r27En58uU5cOCAMsXLxMSE3bt3c/XqVSpXrqzU1adPn/dqu5eXF/PmzWPmzJmUK1eOJUuWEBwcTL169QDIly8fmzdv5p9//qFatWr06tWLyZMnq+rQ19dn165dPHjwgKpVq9K2bVsaNGjAggULlOMXLlygTZs2ODg40KdPH7766iv69u2bozYWL16cX3/9lWPHjuHi4kK/fv3o2bMnY8aMAcDY2JjffvuNJk2a4ODgwJgxY5g1a5YqGXt61tbWbNy4kS1btuDi4sLixYtVSeozM3v2bAoWLEjNmjVp3rw5Hh4eVKpUSTluamrKpk2bqF+/Pk5OTixevJg1a9ZIrlIhxCdHk/qxsxUKIcRnRpZyF0K8L/k9IoT4nKX9DmPkSNDVzevmiM9QamBgXjdB5LGc9oUkp5QQQmTBZOpU6YgJgXQshRBCCCHExyHT94QQQgghhBAflKGhYZbbwYMH87p5QgghPhEyUkoIIcT/Y+/e43q8/8ePP4rpfJIolFgHyTFy3OQQ5XwasoYc8nHWMMSonMIYtuZMyWHMEHPIoZW15pBDiVojOc0hi0pMSf3+8Ov6eisU0WzP++123W6u63pdr9fzut5vXD17HYQQQogSFRMT88JzVapUeXeBCCGE+EeTpJQQQgghhBCiRFlZWZV2CKIEpHt7y7x4Qoi3qkSH70VERKCmpkZaWlpJVvvGfH19qV+/fmmH8dYFBQVhaGj4Ttry8PCge/fuLy1jaWnJkiVLlH01NTVCQkJeWP7y5cuoqakpv1krze/Tm35nivJ8Stp/5XsuhBBCCCGEEOLf4bWSUkePHqVMmTJ06tTppeXeZZIkX2GJj4kTJxIWFvZO4xAQHR39xssCi3+u/CRi/la+fHmcnJwKzBPh6+urUi5/q1mzplKmVatWynENDQ2qVKlCly5d2LFjR4F2C6tLTU2NLVu2AP+XzHx+y1+mWQghhBBCCCHEP8NrDd9bu3YtY8aMYe3atdy4cYPKlSuXdFwqnjx5gpqaGurqr9exK39SxX+zx48fl3YIBZiYmJR2COIdOHz4MPb29vz111/MmTOHzp0788cff1CpUiWljL29PYcPH1a5rmxZ1X9+PD09mTlzJjk5OVy/fp2dO3fi5uaGh4cHq1atUikbGBiIq6uryrHnE+CJiYkq3c3/7f8GCCGEEEIIIcT7pthZnszMTLZu3cqIESPo1KkTQUFBhZaLiIhg0KBBpKenKz0VfH19AcjKymLixIlUqVIFHR0dmjRpQkREhHJtfg+r3bt3U6tWLTQ0NLh69SrR0dG0a9eOChUqYGBggJOTE6dPn1aus7S0BKBHjx6oqakp+88Pa8rNzWXmzJlUrVoVDQ0N6tevT2hoqHI+vwfIjh07aN26Ndra2tSrV4+jR48qZa5cuUKXLl0wMjJCR0cHe3t79u3bV6RneO7cOTp06ICuri6VKlWif//+/PXXX8r50NBQPvroIwwNDTE2NqZz584kJSUViG/r1q04OTmhqanJpk2bVNq4fPky6urqnDx5UuX4kiVLqFatGrm5ua+M8/z583Tu3Bl9fX309PT4+OOPVeIAWLhwIWZmZhgbGzNq1CiV5Njzw/eed+LECRo0aICmpiaNGjXizJkzhZY7deoUjRo1Qltbm+bNm5OYmKhyfvny5Xz44YeUK1cOW1tbNmzYoHL+6tWrdOvWDV1dXfT19enTpw+3b99WKTNv3jwqVaqEnp4eQ4YM4dGjR698PvmePHnC+PHjlc9r0qRJ5OXlqZTJzc3F39+f6tWro6WlRb169fjxxx+Vc1WrVmX58uUq15w5cwZ1dXWuXLkCQFpaGkOHDsXExAR9fX3atGlDbGzsC+Mq6vd8y5YtNG/eHE1NTWrXrs2RI0eKfO8AxsbGmJqaUrt2baZOnUpGRgbHjx9XKVO2bFlMTU1VtgoVKqiU0dbWxtTUlKpVq9K0aVPmz5/PypUrWb16dYGElqGhYYH6NDU1VcpUrFhR5bwkpYQQQgghhBDin6XYPaV++OEHatasia2tLZ999hleXl54e3ujpqamUq558+YsWbKEGTNmKEmE/B8KR48eTXx8PFu2bKFy5crs3LkTV1dX4uLisLa2BuDhw4fMnz+fNWvWYGxsTMWKFbl06RIDBw7k22+/JS8vj0WLFtGxY0cuXLiAnp4e0dHRVKxYUelFUaZMmULvYenSpSxatIiVK1fSoEED1q1bR9euXTl//rzSPsC0adNYuHAh1tbWTJs2jX79+nHx4kXKli3LqFGjyM7O5pdffkFHR4f4+Pgi/dCblpZGmzZtGDp0KIsXL+bvv/9m8uTJ9OnTh59//hmABw8eMH78eOrWrUtmZiYzZsygR48exMTEqPQWmzJlCosWLVISOwcOHFDOWVpa4uzsTGBgII0aNVKOBwYG4uHh8cpeZ3/++SctW7akVatW/Pzzz+jr6xMVFUVOTo5SJjw8HDMzM8LDw7l48SJ9+/alfv36eHp6vvI5ZGZm0rlzZ9q1a8fGjRtJTk5m3LhxhZadNm0aixYtwsTEhOHDhzN48GCioqIA2LlzJ+PGjWPJkiU4OzuzZ88eBg0aRNWqVWndujW5ublKQurIkSPk5OQwatQo+vbtqyRCf/jhB3x9ffnuu+/46KOP2LBhA9988w01atR45X0ALFq0iKCgINatW4ednR2LFi1i586dtGnTRinj7+/Pxo0bWbFiBdbW1vzyyy989tlnmJiY4OTkRL9+/di8eTMjRoxQrtm0aRMtWrSgWrVqAPTu3RstLS3279+PgYEBK1eupG3btvzxxx+UL1++QFxF/Z5/8cUXLFmyhFq1avH111/TpUsXkpOTMTY2LtL95/v7778JDg4GoFy5csW69kUGDhzIhAkT2LFjB87OziVSZ2GysrLIyspS9jMyMt5aW0IIIYQQ7wsDf3947hd/4r8lz8entEMQ/3LFTkqtXbuWzz77DABXV1fS09M5cuQIrVq1UilXrlw5DAwMUFNTw9TUVDl+9epVAgMDuXr1qjLsb+LEiYSGhhIYGMjcuXOBp8PRli1bRr169ZRrn/0hH2DVqlUYGhpy5MgROnfurAwXy+9F8SILFy5k8uTJuLm5ATB//nzCw8NZsmQJ3333nVJu4sSJyrxZfn5+2Nvbc/HiRWrWrMnVq1fp1asXderUAShyAiMgIIAGDRoo9wmwbt06zM3N+eOPP7CxsaFXr14q16xbtw4TExPi4+OpXbu2ctzLy4uePXu+sK2hQ4cyfPhwvv76azQ0NDh9+jRxcXHs2rXrlXF+9913GBgYsGXLFj744AMAbGxsVMoYGRkREBBAmTJlqFmzJp06dSIsLKxISanNmzeTm5vL2rVr0dTUxN7enuvXr6skZfLNmTMHJycn4GkirlOnTjx69AhNTU0WLlyIh4cHI0eOBGD8+PEcO3aMhQsX0rp1a8LCwoiLiyM5ORlzc3MAgoODsbe3Jzo6GkdHR5YsWcKQIUMYMmQIALNnz+bw4cNF7i21ZMkSvL29lc9ixYoVKgnCrKws5s6dy+HDh2nWrBnw9Pvy66+/snLlSpycnHB3d2fRokVcvXoVCwsLcnNz2bJlizIP0q+//sqJEydISUlBQ0MDePo9DgkJ4ccffyx07q6ifs9Hjx6tfOeWL19OaGgoa9euZdKkSUW6/+bNm6Ours7Dhw/Jy8ujYcOGtG3bVqVMXFxcgaTtZ599xooVK15at7q6OjY2Nly+fFnleL9+/QoknePj47GwsFD2q1atqnL+ypUrL0y0+fv74+fn99JYhBBCCCGEEEKUrGIN30tMTOTEiRP069cPeDokp2/fvqxdu7bIdcTFxfHkyRNsbGyUuZ7ye7E8OzSsXLly1K1bV+Xa27dv4+npibW1NQYGBujr65OZmcnVq1eL3H5GRgY3btygRYsWKsdbtGhBQkKCyrFn2zczMwMgJSUFgLFjxzJ79mxatGiBj48PZ8+eLVL7sbGxhIeHq9x7/oTP+fd/4cIF+vXrR40aNdDX11eGIT5/n8/2gCpM9+7dKVOmDDt37gSeDots3bq1Ut/LxMTE8PHHHysJqcLY29urJAbMzMyU5/MqCQkJ1K1bV2XIVX7C5nkv+xwSEhJe+lkmJCRgbm6uJKQAatWqhaGhoUqZJk2aqNTxoliel56ezs2bN1WuL1u2rMpnc/HiRR4+fEi7du1UPvfg4GDlM69fvz52dnZs3rwZgCNHjpCSkkLv3r2Bp9+bzMxMjI2NVepITk4uMKQSivc9f/Ze82N/vszLbN26lTNnzrB9+3asrKwICgoq8L2xtbUlJiZGZZs5c2aR6s/LyyvQE3Px4sUF6nt+brvIyEiV80ZGRi9sw9vbm/T0dGW7du1aEe9eCCGEEEIIIcTrKlZPqbVr15KTk6Pyw19eXh4aGhoEBAQUqY7MzEzKlCnDqVOnCvR0eLYnhZaWVoEfRAcOHEhqaipLly6lWrVqaGho0KxZM7Kzs4tzG0X27A/W+bHkz8U0dOhQXFxc2Lt3LwcPHsTf359FixYxZsyYl9aZmZlJly5dmD9/foFz+QmXLl26UK1aNVavXk3lypXJzc2ldu3aBe5TR0fnpW2VK1eOAQMGEBgYSM+ePdm8eTNLly599Y3z9Pm/yvOJBzU1tSLNVVVcL/sc3geZmZkA7N27lypVqqicy+/1BODu7s7mzZuZMmUKmzdvxtXVVenZk5mZiZmZmcrca/ne9QqXzzM3N8fa2hpra2tycnLo0aMH586dU7m3cuXKYWVlVey6nzx5woULF3B0dFQ5bmpq+sr6qlevXuRno6GhoRKvEEIIIYQQQoi3r8g9pXJycggODmbRokUqvQ9iY2OpXLky33//fYFrypUrx5MnT1SONWjQgCdPnpCSkoKVlZXK9rIhdwBRUVGMHTuWjh07Ym9vj4aGhsoE4fA0gfF8m8/S19encuXKypxEz9Zdq1atVz0GFebm5gwfPpwdO3YwYcIEVq9e/cprHBwcOH/+PJaWlgXuX0dHh9TUVBITE/nyyy9p27YtdnZ23Lt3r1hxPWvo0KEcPnyYZcuWkZOT89Lhfs+qW7cukZGRb21VPzs7O86ePasyRO7YsWOvVc/LPks7OzuuXbum0vMlPj6etLQ0lTLPT8xd1FgMDAwwMzNTuT4nJ4dTp04p+89O1v/8Z/5sD65PP/2Uc+fOcerUKX788Ufc3d2Vcw4ODty6dYuyZcsWqOP5CcOheN/zZ+81P3Y7O7si3f/zPvnkE8qWLcuyZcte6/rnrV+/nnv37hUY0iqEEEII8TKvWnBHCCHEP0ORk1J79uzh3r17DBkyhNq1a6tsvXr1KnQIn6WlJZmZmYSFhfHXX3/x8OFDbGxscHd3Z8CAAezYsYPk5GROnDiBv78/e/fufWkM1tbWbNiwgYSEBI4fP467u3uBHj2WlpaEhYVx69atFyZzvvjiC+bPn8/WrVtJTExkypQpxMTEvHCi7cJ4eXlx4MABkpOTOX36NOHh4UX6QX7UqFHcvXuXfv36ER0dTVJSEgcOHGDQoEE8efIEIyMjjI2NWbVqFRcvXuTnn39m/PjxRY7reXZ2djRt2pTJkyfTr1+/IvWAgqfzDGVkZODm5sbJkye5cOECGzZsKLDy3ev69NNPUVNTw9PTk/j4ePbt28fChQuLXc8XX3xBUFAQy5cv58KFC3z99dfs2LGDiRMnAuDs7EydOnVwd3fn9OnTnDhxggEDBuDk5KQMsRs3bhzr1q0jMDCQP/74Ax8fH86fP1/kGMaNG8e8efMICQnh999/Z+TIkaSlpSnn9fT0mDhxIp9//jnr168nKSmJ06dP8+2337J+/XqlnKWlJc2bN2fIkCE8efKErl27KuecnZ1p1qwZ3bt35+DBg1y+fJnffvuNadOmFVhh8dlnU5Tv+XfffcfOnTv5/fffGTVqFPfu3WPw4MFFvv9nqampMXbsWObNm8fDhw+V4zk5Ody6dUtle34FxIcPH3Lr1i2uX7/OsWPHmDx5MsOHD2fEiBG0bt1apWxaWlqB+h48ePBaMQshhBD/RfmrY79oy181+30VHR1d6JybJS0iIkLluZmYmNCxY0fi4uJUynl4eBT6nF1dXZUylpaWynEtLS0sLS1VFkPKl7+CcmFb/i8bg4KCCj2/Zs2at/5MhBCiOIqclFq7di3Ozs4YGBgUONerVy9OnjxZYF6l5s2bM3z4cPr27YuJiQkLFiwAnq4AN2DAACZMmICtrS3du3cnOjpaZZLiF8Vw7949HBwc6N+/P2PHjqVixYoqZRYtWsShQ4cwNzenQYMGhdYzduxYxo8fz4QJE6hTpw6hoaHs3r1bZUWyV3ny5AmjRo3Czs4OV1dXbGxsitQ7JL/3ypMnT2jfvj116tTBy8sLQ0ND1NXVUVdXZ8uWLZw6dYratWvz+eef89VXXxU5rsIMGTKE7OzsYiUajI2N+fnnn8nMzMTJyYmGDRuyevXql84xVRy6urr89NNPxMXF0aBBA6ZNm1bokMZX6d69O0uXLmXhwoXY29uzcuVKAgMDlYn31dTU2LVrF0ZGRrRs2RJnZ2dq1KjB1q1blTr69u3L9OnTmTRpEg0bNuTKlSuFTrj+IhMmTKB///4MHDiQZs2aoaenR48ePVTKzJo1i+nTp+Pv7698Z/bu3Uv16tVVyrm7uxMbG0uPHj1UEohqamrs27ePli1bMmjQIGxsbHBzc+PKlStUqlSp0LiK+j2fN28e8+bNo169evz666/s3r270N5XRTVw4EAeP36sMqT3/PnzmJmZqWz5qwrmW716NWZmZnz44Yf07NmT+Ph4tm7dWujfq0GDBhWo79tvv33tmIUQQoj/mps3byrbkiVL0NfXVzmW/wu+d62keumbmJigra1dInUVRWJiIjdv3uTAgQNkZWXRqVOnAlNvuLq6qjzjmzdvFhhtMnPmTG7evEliYiLBwcEYGhri7OzMnDlzCrR5+PDhAvU1bNhQOf/8Z3rz5k2VnvhCCPFPoJaXl5dX2kGIt2vWrFls27atyJOxi/+Gy5cvU716dc6cOUP9+vVLO5x/lIyMjKcJ+ClTZBlkIZDloF9H/r8j6enp6Ovrl3Y4QrxUUFAQXl5eKj294WmCZMWKFcTFxSnzXHbq1ImHDx8SFhaGuvrLf7+tpqbGsmXL2L17NxEREZiZmbFgwQI++eQT4P/eRbZs2cKyZcs4fvw4K1aswMPDgzVr1rBo0SKSk5OxtLRk7NixymrLzZs35+OPP1b5headO3eoXLkyYWFhtGzZEktLS7y8vPDy8gKeLhg0ZswYJW5XV1e+/fZb5Zd7sbGxeHl5cfLkSdTU1LC2tmblypWvXFgoIiKC1q1bc+/ePWUuy59++omuXbsSGxurLNjj4eFBWloaISEhL6zr+Zjz+fj4MHv2bOLj47G1tS3SO9yLPtOiknchkU/eAcTrKuq7ULFW3xPvl8zMTM6dO0dAQMArJ2AXQgghhBDiWdOmTcPS0pKhQ4cCT4f8//bbb6xfv/6VCal806dPp1evXsTGxuLu7o6bm1uBVX6nTJnCuHHjSEhIwMXFhU2bNjFjxgzmzJlDQkICc+fOZfr06cq0B+7u7mzZsoVnf7e+detWKleuzMcff1wghtzcXLp168bdu3c5cuQIhw4d4tKlS/Tt21cp4+7uTtWqVYmOjubUqVNMmTLltUYIpKens2XLFuDp/LolYdy4ceTl5bFr164Sqa8wWVlZZGRkqGxCCPEuSFKqhA0fPhxdXd1Ct+HDh7/TWEaPHk3Dhg1p1apVgaF7/6Q4/+le9Jx0dXWJjIws7fDeGvmOCCGEEP9tZcqUYePGjYSFhTFlyhS++OILvvvuu1dOufGs3r17M3ToUGxsbJg1axaNGjUqMOTey8uLnj17Ur16dczMzPDx8WHRokXKsZ49e/L555+zcuVKAPr06cONGzf49ddflTo2b95Mv379CqzeDRAWFkZcXBybN2+mYcOGNGnShODgYI4cOUJ0dDTwtCeVs7MzNWvWxNramt69e1OvXr0i32fVqlXR1dXF0NCQzZs307VrV2rWrKlSZs+ePQXeqebOnfvKusuXL0/FihW5fPmyyvHmzZsXqO9Z6enpKudetqiUv78/BgYGyvbsYjxCCPE2lS3tAP5tZs6c+cIx+O+6+35QUBBBQUGFnvsnxflPFxMT88JzVapUeXeBlDBLS0teNnpXviNCCCGEqFGjBgsXLuR///sfffv25dNPPy3W9c2aNSuw//y71bND5B48eEBSUhJDhgzB09NTOZ6Tk6PMbWtiYkL79u3ZtGkTH3/8McnJyRw9elRJWj0vISEBc3NzlURLrVq1MDQ0JCEhAUdHR8aPH8/QoUPZsGEDzs7O9O7dmw8//LDI9xkZGYm2tjbHjh1j7ty5rFixokCZ1q1bs3z5cpVj5cuXL1L9eXl5BRJuW7dufelCS3p6epw+fVrZf1nvNm9vb5XFlTIyMiQxJYR4JyQpVcIqVqxYYPL1f6L3Jc5/Aisrq9IOoVTIdwTSvb0lASeEEOI/75dffqFMmTJcvnyZnJwcypYt2R8hdHR0lD9nZmYCTxdAadKkiUq5MmXKKH92d3dn7NixfPvtt2zevJk6depQp06d147B19eXTz/9lL1797J//358fHzYsmVLgcVrXqR69eoYGhpia2tLSkoKffv25ZdfflEpo6Oj81rvlampqdy5c6fAAjnm5uYvrU9dXb3I7WloaKChoVHs2IQQ4k3J8D0hhBBCCCFEobZu3cqOHTuIiIjg6tWrzJo1q1jXHzt2rMD+y3r3VKpUicqVK3Pp0iWsrKxUtmeTMt26dePRo0eEhoayefPml64qZ2dnx7Vr17h27ZpyLD4+nrS0NGrVqqUcs7Gx4fPPP+fgwYP07NmTwMDAYt1rvlGjRnHu3Dl27tz5Wtc/b+nSpairq9O9e/cSqU8IIf5JpKeUEEIIIYQQooDr168zYsQI5s+fz0cffURgYCCdO3emQ4cONG3atEh1bNu2jUaNGvHRRx+xadMmTpw4wdq1a196jZ+fH2PHjsXAwABXV1eysrI4efIk9+7dU4aY6ejo0L17d6ZPn05CQgL9+vV7YX3Ozs7UqVMHd3d3lixZQk5ODiNHjsTJyYlGjRrx999/88UXX/DJJ59QvXp1rl+/TnR0NL169Sr6w3qGtrY2np6e+Pj40L17d2XYXVZWFrdu3VIpW7ZsWSpUqKDs379/n1u3bvH48WOSk5PZuHEja9aswd/fv0Cvp9TU1AL1GRoaoimr5Qkh3iPSU0oIIYQQQgihIi8vDw8PDxo3bszo0aMBcHFxYcSIEXz22WfKMLtX8fPzY8uWLdStW5fg4GC+//57ld5JhRk6dChr1qwhMDCQOnXq4OTkRFBQUIHha+7u7sTGxvLxxx+/dPJ1NTU1du3ahZGRES1btsTZ2ZkaNWqwdetW4OmwwNTUVAYMGICNjQ19+vShQ4cO+Pn5FekeCzN69GgSEhLYtm2bciw0NBQzMzOV7aOPPlK5bsaMGZiZmWFlZUX//v1JT08nLCyMyZMnF2jD2dm5QH0hISGvHbMQQpQGtbyXzXQshBD/QRkZGU8nU50yBeS3jaKU5fn4lHYI4jXk/zuSnp4uc9OJ/yw1NTV27twpw87eQ/IuJPLJe4h4XUV9F5KeUkIIIYQQQgghhBDinZOklBBCCCGEEKJYNm3ahK6ubqGbvb19aYdXYjp06PDC+5w7d25phyeEEO89mehcCCGEEEIIUSxdu3alSZMmhZ774IMPgKfzUr3v1qxZw99//13oufLly7/jaIQQ4t9HklJCRUREBK1bt+bevXsYGhqWSJ0yn4AQQgghxL+Lnp4eenp6pR3GW1elSpXSDqFUpXt7y7x4Qoi3Sobv/UcdPXqUMmXK0KlTp7fe1s2bN+nQocNbb+d9o6ampmw6OjpYW1vj4eHBqVOnVMotX74cQ0NDrl27pnJ8zJgx2NjY8PDhQwAuXrzIoEGDqFq1KhoaGlSvXp1+/fpx8uRJlTafXZXl2Rie3bZs2fLK+CMiIlSuMTExoWPHjsTFxamU8/DwKLQNV1dXpYylpaVyXEtLC0tLS/r06cPPP/+sUtfly5dfGPOxY8cACAoKKvT8mjVrXnlPQgghhBBCCCHeHUlK/UetXbuWMWPG8Msvv3Djxo232papqSkaGhpvtY33VWBgIDdv3uT8+fN89913ZGZm0qRJE4KDg5Uyw4cPp3HjxgwZMkQ5FhYWxvLlywkKCkJbW5uTJ0/SsGFD/vjjD1auXEl8fDw7d+6kZs2aTJgwoUgxPLsVp1dbYmIiN2/e5MCBA2RlZdGpUyeys7NVyri6uhZo4/vvv1cpM3PmTG7evEliYiLBwcEYGhri7OzMnDlzCrR5+PDhAvU1bNhQOa+vr1/gvLu7e5HvSQghhBBCCCHE2ydJqf+gzMxMtm7dyogRI+jUqRNBQUEvLOvr60v9+vVVji1ZsgRLS0uVY+vWrcPe3h4NDQ3MzMwYPXq0cu7Z3jn5PV127NhB69at0dbWpl69ehw9elSlvu3btyv1WVpasmjRIpXzN2/epFOnTmhpaVG9enU2b96MpaUlS5YsUcqkpaUxdOhQTExM0NfXp02bNsTGxha4tw0bNmBpaYmBgQFubm7cv39fKZOVlcXYsWOpWLEimpqafPTRR0RHRyvn7927h7u7OyYmJmhpaWFtbU1gYOALn+fzDA0NMTU1xdLSkvbt2/Pjjz/i7u7O6NGjuXfvnvL81q5dy/Hjx1mxYgUZGRkMHjyY8ePH07x5c/Ly8vDw8MDa2prIyEg6derEhx9+SP369fHx8WHXrl1FiuHZTbMYS/9WrFgRU1NTHBwc8PLy4tq1a/z+++8qZTQ0NAq0YWRkpFJGT08PU1NTLCwsaNmyJatWrWL69OnMmDGDxMRElbLGxsYF6sufvyL/mT1/XktLq8j3JIQQQgghhBDi7ZOk1H/QDz/8QM2aNbG1teWzzz5j3bp1bzQR5fLlyxk1ahTDhg0jLi6O3bt3Y2Vl9dJrpk2bxsSJE4mJicHGxoZ+/fqRk5MDwKlTp+jTpw9ubm7ExcXh6+vL9OnTVZJnAwYM4MaNG0RERLB9+3ZWrVpFSkqKShu9e/cmJSWF/fv3c+rUKRwcHGjbti13795VyiQlJRESEsKePXvYs2cPR44cYd68ecr5SZMmsX37dtavX8/p06exsrLCxcVFqWP69OnEx8ezf/9+EhISWL58ORUqVHjtZwnw+eefc//+fQ4dOqQcMzc3Z8mSJXzxxRd89tln6OrqMmvWLABiYmI4f/48EyZMQF294F/pkpob7FXS09OVYX/lypUrkTrHjRtHXl7eKxNrQgghhBBCCCHePzLR+X/Q2rVr+eyzz4Cnw6rS09M5cuQIrVq1eq36Zs+ezYQJExg3bpxyzNHR8aXXTJw4UZnPys/PD3t7ey5evEjNmjX5+uuvadu2LdOnTwfAxsaG+Ph4vvrqKzw8PPj99985fPgw0dHRNGrUCHi6Moq1tbVS/6+//sqJEydISUlRhg4uXLiQkJAQfvzxR4YNGwZAbm4uQUFBykSd/fv3JywsjDlz5vDgwQNliFz+nFirV6/m0KFDrF27li+++IKrV6/SoEEDJY7ne5C9jpo1awJPe5U9a9CgQaxatYqffvqJ48ePK/d14cIFleuKq1+/fpQpU0blWHx8PBYWFkW6vmrVqgA8ePAAeLoaz/Ox7NmzB11dXZVjU6dOZerUqS+tu3z58lSsWLHAs2jevHmBBFxmZqby5/T0dJX2dHV1uXXr1gvbycrKIisrS9nPyMh4aVxCCCGEEP8FBv7+UIwe9KJ48nx8SjsEIUqdJKX+YxITEzlx4gQ7d+4EoGzZsvTt25e1a9e+VlIqJSWFGzdu0LZt22JdV7duXeXPZmZmSl01a9YkISGBbt26qZRv0aIFS5Ys4cmTJyQmJlK2bFkcHByU81ZWVirDwWJjY8nMzMTY2Filnr///pukpCRl39LSUmXlGDMzM6XHVVJSEo8fP6ZFixbK+Q8++IDGjRuTkJAAwIgRI+jVqxenT5+mffv2dO/enebNmxfrWTwvv9eampqayvHY2FhOnz6NtrY2kZGRNG7cWKX861q8eDHOzs4qxypXrlzk6yMjI9HW1ubYsWPMnTuXFStWFCjTunVrli9frnKsqMso5+XlFXgWW7duxc7O7oXX6Onpcfr0aWW/sB5kz/L398fPz69I8QghhBBCCCGEKBmSlPqPWbt2LTk5OSpJh7y8PDQ0NAgICChQXl1dvUDS4/Hjx8qfX3eenufn/4GnvZZKSmZmJmZmZkRERBQ49+xwtmfjyI+lOHF06NCBK1eusG/fPg4dOkTbtm0ZNWoUCxcufN3QlYRX9erVlWPZ2dkMGDAAd3d3nJycGD58OJ07d8bW1hYbGxsAfv/9dxo0aFDs9kxNTV853PJlqlevjqGhIba2tqSkpNC3b19++eUXlTI6Ojqv1UZqaip37txReRbwdDjjy+pTV1cvVnve3t6MHz9e2c/IyMDc3LzY8QohhBBCCCGEKDqZU+o/JCcnh+DgYBYtWkRMTIyyxcbGUrly5QKroQGYmJhw69YtlcRUTEyM8mc9PT0sLS0JCwsrsTjt7OyIiopSORYVFYWNjQ1lypTB1taWnJwczpw5o5y/ePGiMjE4gIODA7du3aJs2bJYWVmpbEWd8+nDDz+kXLlyKrE8fvyY6OhoatWqpRwzMTFh4MCBbNy4kSVLlrBq1arXvXXg6UTy+vr6Kr2XZs6cyd27d1m8eDEDBw6kXbt2DBo0iNzcXOrXr0+tWrVYtGhRoQm1tLS0N4qnOEaNGsW5c+eUnnhvaunSpairqxdrNcDXoaGhgb6+vsomhBBCCCGEEOLtkp5S/yF79uzh3r17DBkyBAMDA5VzvXr1Yu3atXz11Vcqx1u1asWdO3dYsGABn3zyCaGhoezfv1/lh3ZfX1+GDx9OxYoV6dChA/fv3ycqKooxY8a8VpwTJkzA0dGRWbNm0bdvX44ePUpAQADLli0Dns6d5OzszLBhw1i+fDkffPABEyZMQEtLS+l15ezsTLNmzejevTsLFizAxsaGGzdusHfvXnr06KHMAfUyOjo6jBgxgi+++ILy5ctjYWHBggULePjwIUOGDAFgxowZNGzYEHt7e7KystizZ89Lh5U9Ly0tjVu3bpGVlcUff/zBypUrCQkJITg4WOnRFR0dzfz589m7d6/yua1cuZLatWuzePFiJkyYQGBgIM7Oznz88cdMmzaNmjVrkpmZyU8//cTBgwc5cuTIK2N4lp6eHjo6OkW+j3za2tp4enri4+ND9+7dlc8jKyurQBtly5ZVSRDev3+fW7du8fjxY5KTk9m4cSNr1qzB39+/QK+n1NTUAvUZGhoWa9VAIYQQQvy3+Pr6EhISovyC1cPDg7S0NGWV6NKipqbGzp073/ov4YQQ4p9Iekr9h6xduxZnZ+cCCSl4mpQ6efIkZ8+eVTluZ2fHsmXL+O6776hXrx4nTpxg4sSJKmUGDhzIkiVLWLZsGfb29nTu3FmZfPt1ODg48MMPP7BlyxZq167NjBkzmDlzJh4eHkqZ4OBgKlWqRMuWLenRoweenp7o6ekpSQk1NTX27dtHy5YtGTRoEDY2Nri5uXHlyhUqVapU5FjmzZtHr1696N+/Pw4ODly8eJEDBw4o81eVK1cOb29v6tatS8uWLSlTpoyyAl1RDBo0CDMzM2rWrMmIESPQ1dXlxIkTfPrpp8DTZM7AgQMZNGgQ7du3V64zMzPj22+/5csvvyQxMZHGjRtz8uRJrKys8PT0xM7Ojq5du3L+/HmWLFlSpBie3b799tsi38PzRo8eTUJCAtu2bVOOhYaGFmjjo48+UrluxowZmJmZYWVlRf/+/UlPTycsLIzJkycXaMPZ2blAfaX9QimEEEL829y5c4cRI0ZgYWGBhoYGpqamuLi4FOjR/iZatWqFl5dXidVXHEuXLlVZ3VkIIcS7p5b3prMkC/EPcP36dczNzTl8+HCxJ10X4nkZGRlPk7dTpsiKM6LUyco876f8f0fS09NlSLB4b7Vs2ZLs7Gz8/f2pUaMGt2/fJiwsDHt7e7p27VoibbRq1Yr69eu/8pdoJeH5nlL/FP/EnlLyLvRuyP/x4t+sqO9C0lNKvJd+/vlndu/eTXJyMr/99htubm5YWlrSsmXL0g5NCCGEEOK9l5aWRmRkJPPnz6d169ZUq1aNxo0b4+3trZKQunr1Kt26dUNXVxd9fX369OnD7du3Ver66aefcHR0RFNTkwoVKtCjR48XtmtpacncuXMZPHgwenp6WFhYFJiv8/r16/Tr14/y5cujo6NDo0aNOH78eLHv0cPDQ0kErVq1isqVKxeYn7Nbt24MHjxY2d+1axcODg5oampSo0YN/Pz8yMnJeWEb0dHRtGvXjgoVKmBgYICTk5PKCsGFiYuLo02bNmhpaWFsbMywYcPIzMwsEPfChQsxMzPD2NiYUaNGqSxGlJWVxcSJE6lSpQo6Ojo0adKk0AWAhBCitElSSryXHj9+zNSpU7G3t6dHjx6YmJgQERFRYDW90jJ37lx0dXUL3Tp06FDa4RVJhw4dXngPc+fOLe3whBBCCPEW5f+fHxISQlZWVqFlcnNz6datG3fv3uXIkSMcOnSIS5cu0bdvX6VM/nyeHTt25MyZM4SFhdG4ceOXtr1o0SIaNWrEmTNnGDlyJCNGjCAxMRF4usKyk5MTf/75J7t37yY2NpZJkya98SrOvXv3JjU1lfDwcOXY3bt3CQ0Nxd3dHYDIyEgGDBjAuHHjiI+PZ+XKlQQFBTFnzpwX1nv//n0GDhzIr7/+yrFjx7C2tqZjx47cv3+/0PIPHjzAxcUFIyMjoqOj2bZtG4cPH2b06NEq5cLDw0lKSiI8PJz169cTFBSkMhRx9OjRHD16lC1btnD27Fl69+6Nq6vrG02xIYQQb4MM3xPiLbh79y53794t9JyWlhZVqlR5xxEV359//snff/9d6Lny5ctTvnz5dxzRuyNd1sU/iXTtfz/J8D3xb7B9+3Y8PT35+++/cXBwwMnJCTc3N+rWrQvAoUOH6NChA8nJyZibmwMQHx+Pvb09J06cwNHRkebNm1OjRg02btxYaBvPD9+ztLTk448/ZsOGDQDk5eVhamqKn58fw4cPZ9WqVUycOJHLly8X+13kVROdd+/eHWNjY9auXQs87T3l5+fHtWvXUFdXx9nZmbZt2+Lt7a3UuXHjRiZNmsSNGzeKFENubi6GhoZs3ryZzp07A6rD91avXs3kyZO5du2asujMvn376NKlCzdu3KBSpUp4eHgQERFBUlISZcqUAaBPnz6oq6uzZcsWrl69So0aNbh69SqVK1dW2nZ2dqZx48aF/nIxKytLJfmYkZHx9DOVd6G3Sv6PF/9mRX0XktX3hHgL/g1Jm/chcfa2pXt7yw+TQggh/rN69epFp06diIyM5NixY+zfv58FCxawZs0aPDw8SEhIwNzcXElIAdSqVQtDQ0MSEhJwdHQkJiYGT0/PYrWbn/SCpwkbU1NTUlJSAIiJiaFBgwZv5T3L3d0dT09Pli1bhoaGBps2bcLNzQ119aeDS2JjY4mKilLpGfXkyRMePXrEw4cP0dbWLlDn7du3+fLLL4mIiCAlJYUnT57w8OFDrl69WmgMCQkJ1KtXT2UV5BYtWpCbm0tiYqKyYI+9vb2SkIKni+DExcUBT4f/PXnyBBsbG5W6s7KyMDY2LrRdf39//Pz8ivKYhBCiRElSSgghhBBCCFEoTU1N2rVrR7t27Zg+fTpDhw7Fx8dHZVXkl9HS0ip2m89Px6CmpqYMz3ud+oqqS5cu5OXlsXfvXhwdHYmMjGTx4sXK+czMTPz8/OjZs2eBazVf0Jto4MCBpKamsnTpUqpVq4aGhgbNmjUjOzv7jWJ92TPKzMykTJkynDp1SiVxBU+HZRbG29ub8ePHK/tKTykhhHjLJCklhBBCCCGEKJJatWopw93s7Oy4du0a165dUxm+l5aWRq1atYCnvZ7CwsIYNGhQibRft25d1qxZw927d0u8t5SmpiY9e/Zk06ZNXLx4EVtbWxwcHJTzDg4OJCYmYmVlVeQ6o6KiWLZsGR07dgTg2rVr/PXXXy8sb2dnR1BQEA8ePFB6S0VFRaGuro6trW2R2mzQoAFPnjwhJSWFjz/+uEjXaGhooKGhUaSyQghRkmSicyGEEEIIIYSK1NRU2rRpw8aNGzl79izJycls27aNBQsW0K1bN+DpHEV16tTB3d2d06dPc+LECQYMGICTkxONGjUCwMfHh++//x4fHx8SEhKIi4tj/vz5rx1Xv379MDU1pXv37kRFRXHp0iW2b9/O0aNHS+S+3d3d2bt3L+vWrVMmOM83Y8YMgoOD8fPz4/z58yQkJLBlyxa+/PLLF9ZnbW3Nhg0bSEhI4Pjx47i7u7+0t5e7uzuampoMHDiQc+fOER4ezpgxY+jfv78ydO9VbGxscHd3Z8CAAezYsYPk5GROnDiBv78/e/fuLdqDEEKId0SSUkIIIYQQQggVurq6NGnShMWLF9OyZUtq167N9OnT8fT0JCAgAHg6ZGzXrl0YGRnRsmVLnJ2dqVGjBlu3blXqadWqFdu2bWP37t3Ur1+fNm3acOLEideOq1y5chw8eJCKFSvSsWNH6tSpw7x58woMU3tdbdq0oXz58iQmJvLpp5+qnHNxcWHPnj0cPHgQR0dHmjZtyuLFi6lWrdoL61u7di337t3DwcGB/v37M3bsWCpWrPjC8tra2hw4cIC7d+/i6OjIJ598Qtu2bZVnXlSBgYEMGDCACRMmYGtrS/fu3YmOjsbCwqJY9QghxNsmq+8JIcRzZPU9UdpkNZ73n6y+J4R4n8m70Lsh/9+Lf7OivgtJTykhhBBCCCGEEEII8c5JUkoIIYQQQgjx3rO3t0dXV7fQbdOmTaUdnhBCiELI6nvivWFpaYmXlxdeXl5FKh8UFISXlxdpaWlvNa5/El9fX0JCQoiJiSntUIQQQggh3ql9+/bx+PHjQs8VdZJwIYQQ75b0lBIl5s6dO4wYMQILCws0NDQwNTXFxcWFqKioEqk/OjqaYcOGlUhd75KHhwfdu3cv8XrV1NSUJZnzTZw4kbCwsBJv60UiIiJQU1NTNhMTEzp27EhcXJxKOQ8PD5Vy+Zurq6tSxtLSUjmupaWFpaUlffr04eeff1ap6/Lly4XWpaamxrFjx4CnCcnCzq9Zs+btPxQhhBBClIpq1aphZWVV6Kanp1fa4QkhhCiE9JQSJaZXr15kZ2ezfv16atSowe3btwkLCyM1NbVE6jcxMSmRekpKdnY25cqVK+0wVOR3UX/XEhMT0dfX58aNG3zxxRd06tSJixcvqjwfV1dXAgMDVa7T0NBQ2Z85cyaenp5kZ2dz+fJlNm7ciLOzM7NmzWLatGkqZQ8fPoy9vb3KMWNjY+XP+vr6JCYmqpw3MDB4o/sUQgghhPgvSff2lsUahBBvlfSUEiUiLS2NyMhI5s+fT+vWralWrRqNGzfG29ubrl27AnD16lW6deuGrq4u+vr69OnTh9u3b6vU89NPP+Ho6IimpiYVKlSgR48eyjlLS0uWLFmi7H/99dfUqVMHHR0dzM3NGTlyJJmZma8Vv6+vL/Xr12flypWYm5ujra1Nnz59SE9PV8rk93iaM2cOlStXxtbWFoC4uDjatGmDlpYWxsbGDBs2TInD19eX9evXs2vXLqW3TkREBADXrl2jT58+GBoaUr58ebp168bly5dV4lq3bh329vZoaGhgZmbG6NGjlWcB0KNHD9TU1JT9/PvIl5uby8yZM6latSoaGhrUr1+f0NBQ5Xx+r6MdO3bQunVrtLW1qVevHkePHi3W86tYsSKmpqY4ODjg5eXFtWvX+P3331XK5Peee3YzMjJSKaOnp4epqSkWFha0bNmSVatWMX36dGbMmFEgwWRsbFygvg8++EA5r6amVuC8lpZWse5LCCGEEEIIIcTbI0kpUSLye+iEhISQlZVV4Hxubi7dunXj7t27HDlyhEOHDnHp0iX69u2rlNm7dy89evSgY8eOnDlzhrCwMBo3bvzCNtXV1fnmm284f/4869ev5+eff2bSpEmvfQ8XL17khx9+4KeffiI0NJQzZ84wcuRIlTJhYWEkJiZy6NAh9uzZw4MHD3BxccHIyIjo6Gi2bdvG4cOHleTRxIkT6dOnD66urty8eZObN2/SvHlzHj9+jIuLC3p6ekRGRhIVFYWuri6urq5kZ2cDsHz5ckaNGsWwYcOIi4tj9+7dWFlZAU+HMgIEBgZy8+ZNZf95S5cuZdGiRSxcuJCzZ8/i4uJC165duXDhgkq5adOmMXHiRGJiYrCxsaFfv37k5OQU+xmmp6ezZcsWgBLrRTZu3Djy8vLYtWtXidQnhBBCCCGEEOKfQYbviRJRtmxZgoKC8PT0ZMWKFTg4OODk5ISbmxt169YlLCyMuLg4kpOTMTc3ByA4OBh7e3uio6NxdHRkzpw5uLm54efnp9Rbr169F7b57ITnlpaWzJ49m+HDh7Ns2bLXuodHjx4RHBxMlSpVAPj222/p1KkTixYtwtTUFAAdHR3WrFmjJFxWr16tXKejowNAQEAAXbp0Yf78+VSqVAktLS2ysrKUOgA2btxIbm4ua9asQU1NDXiaYDI0NCQiIoL27dsze/ZsJkyYwLhx45TrHB0dgf8bymhoaKhS7/MWLlzI5MmTcXNzA2D+/PmEh4ezZMkSvvvuO6XcxIkT6dSpEwB+fn7Y29tz8eJFatasWaRnV7VqVQAePHgAQNeuXQtcu2fPngJDC6dOncrUqVNfWnf58uWpWLFigV5kzZs3R11dNa/+bE+59PR0lfZ0dXW5detWoW1kZWWpJFMzMjJeGpMQQgghhBBCiDcnSSlRYnr16kWnTp2IjIzk2LFj7N+/nwULFrBmzRoyMjIwNzdXElIAtWrVwtDQkISEBBwdHYmJicHT07PI7R0+fBh/f39+//13MjIyyMnJ4dGjRzx8+BBtbe1ix29hYaEkpACaNWtGbm4uiYmJSuKnTp06Kj2AEhISqFevnpKQAmjRooVy3YtWeomNjeXixYsFJt189OgRSUlJpKSkcOPGDdq2bVvs+8iXkZHBjRs3aNGihcrxFi1aEBsbq3Ksbt26yp/NzMwASElJKXJSKjIyEm1tbY4dO8bcuXNZsWJFgTKtW7dm+fLlKsfKly9fpPrz8vKU5F2+rVu3Ymdn98Jr9PT0OH36tLL/fALrWf7+/irJUCGEEEIIAQb+/qCpWdphvJE8H5/SDkEI8RKSlBIlSlNTk3bt2tGuXTumT5/O0KFD8fHxYcKECa+8tjjz/Vy+fJnOnTszYsQI5syZQ/ny5fn1118ZMmQI2dnZr5WUKopnk09vIjMzk4YNG7Jp06YC50xMTF6aQHkbnp+LCZ4OuSyq6tWrY2hoiK2tLSkpKfTt25dffvlFpYyOjo4y/LA4UlNTuXPnDtWrV1c5bm5u/tL61NXVi9yet7c348ePV/bzk6hCCCGEEEIIId4emVNKvFW1atXiwYMH2NnZce3aNa5du6aci4+PJy0tjVq1agEow/yK4tSpU+Tm5rJo0SKaNm2KjY0NN27ceKNYr169qlLHsWPHUFdXVyY0L4ydnR2xsbHKsDWAqKgolevKlSvHkydPVK5zcHDgwoULVKxYscCSxQYGBujp6WFpafnS5/HBBx8UqPdZ+vr6VK5cmaioKJXjUVFRyjN/G0aNGsW5c+fYuXNnidS3dOlS1NXV6d69e4nUVxgNDQ309fVVNiGEEEIIIYQQb5ckpUSJSE1NpU2bNmzcuJGzZ8+SnJzMtm3bWLBgAd26dcPZ2Zk6derg7u7O6dOnOXHiBAMGDMDJyYlGjRoB4OPjw/fff4+Pjw8JCQnExcUxf/78QtuzsrLi8ePHfPvtt1y6dIkNGzYUOmSsODQ1NRk4cCCxsbFERkYyduxY+vTp89I5m9zd3ZXrzp07R3h4OGPGjKF///7K0D1LS0vOnj1LYmIif/31F48fP8bd3Z0KFSrQrVs3IiMjSU5OJiIigrFjx3L9+nXg6Up6ixYt4ptvvuHChQucPn2ab7/9Vmk7P2l169Yt7t27V2h8X3zxBfPnz2fr1q0kJiYyZcoUYmJiVOapKmna2tp4enri4+NDXl6ecjwrK4tbt26pbH/99ZfKtffv3+fWrVtcu3aNX375hWHDhjF79mzmzJlToNdTampqgfoePXr01u5LCCGEEEIIIUTJkqSUKBG6uro0adKExYsX07JlS2rXrs306dPx9PQkICAANTU1du3ahZGRES1btsTZ2ZkaNWqwdetWpY5WrVqxbds2du/eTf369WnTpg0nTpwotL169erx9ddfM3/+fGrXrs2mTZvw9/d/o3uwsrKiZ8+edOzYkfbt21O3bt1XTpqura3NgQMHuHv3Lo6OjnzyySe0bduWgIAApYynpye2trY0atQIExMToqKi0NbW5pdffsHCwoKePXtiZ2fHkCFDePTokdJLZ+DAgSxZsoRly5Zhb29P586dVVbNW7RoEYcOHcLc3JwGDRoUGt/YsWMZP348EyZMoE6dOoSGhrJ7926sra3f6Fm9yujRo0lISGDbtm3KsdDQUMzMzFS2jz76SOW6GTNmYGZmhpWVFf379yc9PZ2wsDAmT55coA1nZ+cC9YWEhLzV+xJCCCGEEEIIUXLU8p7tyiDEf5Svry8hISHExMSUdijiHyAjIwMDAwOYMuW9n9xTvJ9kUtb3X/6/I+np6TIkWJQYS0tLvLy8VFYgfpmgoCC8vLxIS0t7q3H9k8g7Xcn4N70Lyf+pQpSOor4LSU8pIYQQQgghSsCdO3cYMWIEFhYWaGhoYGpqiouLS4H5HV9XdHQ0w4YNK5G63iUPD4+3MjekmppagV7SEydOLPIcpSUhIiICNTU1ZTMxMaFjx47ExcWplPPw8FApl7+5uroqZSwtLZXjWlpaWFpa0qdPH37++WeVui5fvlxoXWpqahw7dgx4mpAs7PyaNWve/kMRQohikNX3xH+Cvb09V65cKfTcypUr33E0748OHToQGRlZ6LmpU6cyderUdxyREEII8c/Vq1cvsrOzWb9+PTVq1OD27duEhYWRmppaIvWbmJiUSD0lJTs7m3LlypV2GCp0dXXR1dV95+0mJiair6/PjRs3+OKLL+jUqRMXL15UeT6urq4EBgaqXKehoaGyP3PmTDw9PcnOzuby5cts3LgRZ2dnZs2axbRp01TKHj58GHt7e5VjxsbGyp/19fVJTExUOW9gYPBG9ymEECVNekqJ/4R9+/YRExNT6Na1a1d8fX2lm3ch1qxZ88LnNnz48NIOTwghhPjHSEtLIzIykvnz59O6dWuqVatG48aN8fb2pmvXrsDTlX67deuGrq4u+vr69OnTh9u3b6vU89NPP+Ho6IimpiYVKlSgR48eyjlLS0uWLFmi7H/99dfUqVMHHR0dzM3NGTlyJJmZma8Vv6+vL/Xr12flypWYm5ujra1Nnz59SE9PV8rk93iaM2cOlStXVlYajouLo02bNmhpaWFsbMywYcOUOHx9fVm/fj27du1SeutEREQAcO3aNfr06YOhoSHly5enW7duXL58WSWudevWYW9vj4aGBmZmZowePVp5FgA9evRATU1N2c+/j3y5ubnMnDmTqlWroqGhQf369QkNDVXO5/c62rFjB61bt0ZbW5t69epx9OjRYj2/ihUrYmpqioODA15eXly7do3ff/9dpUx+77lnNyMjI5Uyenp6mJqaYmFhQcuWLVm1ahXTp09nxowZBRJMxsbGBer74IMPlPNqamoFzmtpaRXrvoQQ4m2TnlLiP6FatWqlHcJ7qUqVKqUdQqlK9/aWuWCEEEIUSX4PnZCQEJo2bVqgB0xubq6SkDpy5Ag5OTmMGjWKvn37KkmavXv30qNHD6ZNm0ZwcDDZ2dns27fvhW2qq6vzzTffUL16dS5dusTIkSOZNGnSKxdqeZGLFy/yww8/8NNPP5GRkcGQIUMYOXIkmzZtUsqEhYWhr6/PoUOHAHjw4AEuLi40a9aM6OhoUlJSGDp0KKNHjyYoKIiJEyeSkJBARkaG0kuofPnyPH78WLkuMjKSsmXLMnv2bFxdXTl79izlypVj+fLljB8/nnnz5tGhQwfS09OVoZDR0dFUrFiRwMBAXF1dKVOmTKH3tHTpUhYtWsTKlStp0KAB69ato2vXrpw/f15l4Zdp06axcOFCrK2tmTZtGv369ePixYuULVu8H5fS09PZsmULQIn1Ihs3bhyzZs1i165dTJo0qUTqfF5WVhZZWVnKfkZGxltpRwghnidJKSGEEEIIId5Q2bJlCQoKwtPTkxUrVuDg4ICTkxNubm7UrVuXsLAw4uLiSE5OxtzcHIDg4GDs7e2Jjo7G0dGROXPm4Obmhp+fn1JvvXr1XtjmsxOeW1paMnv2bIYPH/7aSalHjx4RHBys/FLq22+/pVOnTixatAhTU1MAdHR0WLNmjZJwWb16tXKdjo4OAAEBAXTp0oX58+dTqVIltLS0yMrKUuoA2LhxI7m5uaxZswY1NTUAAgMDMTQ0JCIigvbt2zN79mwmTJjAuHHjlOscHR2B/xvKaGhoqFLv8xYuXMjkyZNxc3MDYP78+YSHh7NkyRK+++47pdzEiRPp1KkTAH5+ftjb23Px4kVq1qxZpGdXtWpV4GmSDqBr164Frt2zZ0+BoYVFmQ6hfPnyVKxYsUAvsubNm6Ourjrw5dmecunp6Srt6erqcuvWrULb8Pf3V/neCSHEuyJJKSGEEEIIIUpAr1696NSpE5GRkRw7doz9+/ezYMEC1qxZQ0ZGBubm5kpCCqBWrVoYGhqSkJCAo6MjMTExeHp6Frm9w4cP4+/vz++//05GRgY5OTk8evSIhw8foq2tXez4LSwsVHpJN2vWjNzcXBITE5XET506dVR6ACUkJFCvXj0lIQXQokUL5bpKlSoV2lZsbCwXL15ET09P5fijR49ISkoiJSWFGzdu0LZt22LfR76MjAxu3LhBixYtVI63aNGC2NhYlWN169ZV/mxmZgZASkpKkZNSkZGRaGtrc+zYMebOncuKFSsKlGndujXLly9XOVa+fPki1Z+Xl6ck7/Jt3boVOzu7F16jp6fH6dOnlf3nE1jP8vb2Zvz48cp+/vdVCCHeNklKCSGEEEIIUUI0NTVp164d7dq1Y/r06QwdOhQfHx8mTJjwymuLM9/P5cuX6dy5MyNGjGDOnDmUL1+eX3/9lSFDhpCdnf1aSamieDb59CYyMzNp2LChytDAfCYmJi9NoLwNz8/FBE+HXBZV9erVMTQ0xNbWlpSUFPr27csvv/yiUkZHRwcrK6tix5aamsqdO3eoXr26ynFzc/OX1qeurl7k9jQ0NAoMORVCiHdBJjoXQgghhBDiLalVqxYPHjzAzs6Oa9euce3aNeVcfHw8aWlp1KpVC0AZ5lcUp06dIjc3l0WLFtG0aVNsbGy4cePGG8V69epVlTqOHTuGurq6MqF5Yezs7IiNjVWGrQFERUWpXFeuXDmePHmicp2DgwMXLlygYsWKWFlZqWwGBgbo6elhaWn50ufxwQcfFKj3Wfr6+lSuXFmZh+rZ+PKf+dswatQozp07x86dO0ukvqVLl6Kurk737t1LpD4hhPgnkZ5SQgjxAgb+/qCpWdphiBKQ5+NT2iEIIf7lUlNT6d27N4MHD6Zu3bro6elx8uRJFixYQLdu3XB2dqZOnTq4u7uzZMkScnJyGDlyJE5OTjRq1AgAHx8f2rZty4cffoibmxs5OTns27ePyZMnF2jPysqKx48f8+2339KlSxeioqIKHTJWHJqamgwcOJCFCxeSkZHB2LFj6dOnz0vnbHJ3d8fHx4eBAwfi6+vLnTt3GDNmDP3791eG7llaWnLgwAESExMxNjbGwMAAd3d3vvrqK7p166asjnflyhV27NjBpEmTqFq1Kr6+vgwfPpyKFSvSoUMH7t+/T1RUFGPGjFHqDQsLo0WLFmhoaBRYyQ7giy++wMfHhw8//JD69esTGBhITExMoT20Soq2tjaenp74+PjQvXt3pedVVlZWgTmdypYtS4UKFZT9+/fvc+vWLR4/fkxycjIbN25kzZo1+Pv7F+j1lJqaWqA+Q0NDNOXdRQjxHpGeUkIIIYQQQrwhXV1dmjRpwuLFi2nZsiW1a9dm+vTpeHp6EhAQgJqaGrt27cLIyIiWLVvi7OxMjRo12Lp1q1JHq1at2LZtG7t376Z+/fq0adOGEydOFNpevXr1+Prrr5k/fz61a9dm06ZN+Pv7v9E9WFlZ0bNnTzp27Ej79u2pW7fuKydN19bW5sCBA9y9exdHR0c++eQT2rZtS0BAgFLG09MTW1tbGjVqhImJCVFRUWhra/PLL79gYWFBz549sbOzY8iQITx69EhZ+XbgwIEsWbKEZcuWYW9vT+fOnblw4YJS76JFizh06BDm5uY0aNCg0PjGjh3L+PHjmTBhAnXq1CE0NJTdu3errLz3NowePZqEhAS2bdumHAsNDcXMzExl++ijj1SumzFjBmZmZlhZWdG/f3/S09MJCwsrNDHp7OxcoL6QkJC3el9CCFHS1PLy8vJKOwghhPgnycjIwMDAAKZMkZ5S/xLSU0q8a/n/jqSnpys/YAvxT+br60tISAgxMTGlHYr4B/g3vQvJO4AQpaOo70LSU0oIIYQQQgghhBBCvHOSlBLi//P19aV+/frKvoeHx1ufULIk2ngXcQYFBWFoaPjW6m/VqhVeXl5vrX4hhBDiv87e3h5dXd1Ct7c5v9L7rkOHDi98bnPnzi3t8IQQ4r0nE52L13bnzh1mzJjB3r17uX37NkZGRtSrV48ZM2bQokWLEmmjVatW1K9fnyVLlpRIfcWxdOlS3vbo1pJoo6TjtLS0xMvLSyVJ1LdvXzp27Kjsv24X/4iICFq3bs29e/dUklw7duxQWYpZCCGEECVr3759PH78uNBzlSpVQk9PD19f33cb1HtgzZo1/P3334WeK1++/DuORggh/n0kKSVeW69evcjOzmb9+vXUqFGD27dvExYWRmpqammHViIMDAzeizbeRZxaWlpoaWm9tfrlpU4IIYR4u6pVq1baIbyXqlSpUtohlKp0b2+ZF08I8VbJ8D3xWtLS0oiMjGT+/Pm0bt2aatWq0bhxY7y9venatatS7urVq3Tr1g1dXV309fXp06cPt2/fVqnrp59+wtHREU1NTSpUqECPHj1e2K6lpSVz585l8ODB6OnpYWFhwapVq1TKXL9+nX79+lG+fHl0dHRo1KgRx48fL/Y9PjssbtWqVVSuXJnc3FyVMt26dWPw4MHK/q5du3BwcEBTU5MaNWrg5+dHTk5OkdqApz3Dxo4dy6RJkyhfvjympqav/K1lcevIy8vD19cXCwsLNDQ0qFy5MmPHjlWuvXLlCp9//jlqamrKEsbPDt8LCgrCz8+P2NhYpUxQUBCXL19GTU1NpfdUWloaampqREREcPnyZVq3bg2AkZERampqeHh4KO0+2zPr3r17DBgwACMjI7S1tenQoYPKajv58Rw4cAA7Ozt0dXVxdXXl5s2bSpmIiAgaN26Mjo4OhoaGtGjRgitXrrz0WQohhBBCCCGEeHckKSVeS/5Y+pCQELKysgotk5ubS7du3bh79y5Hjhzh0KFDXLp0ib59+ypl9u7dS48ePejYsSNnzpwhLCyMxo0bv7TtRYsW0ahRI86cOcPIkSMZMWIEiYmJAGRmZuLk5MSff/7J7t27iY2NZdKkSQWSScXVu3dvUlNTCQ8PV47dvXuX0NBQ3N3dAYiMjGTAgAGMGzeO+Ph4Vq5cSVBQEHPmzClWW+vXr0dHR4fjx4+zYMECZs6cyaFDh0qsju3bt7N48WJWrlzJhQsXCAkJoU6dOsDTYXRVq1Zl5syZ3Lx5UyXJk69v375MmDABe3t7pcyzn+mLmJubs337dgASExO5efMmS5cuLbSsh4cHJ0+eZPfu3Rw9epS8vDw6duyoMuzg4cOHLFy4kA0bNvDLL79w9epVJk6cCEBOTg7du3fHycmJs2fPcvToUYYNG6Yk2Z6XlZVFRkaGyiaEEEIIIYQQ4u2S4XvitZQtW5agoCA8PT1ZsWIFDg4OODk54ebmRt26dQEICwsjLi6O5ORkzM3NAQgODsbe3p7o6GgcHR2ZM2cObm5u+Pn5KXXXq1fvpW137NiRkSNHAjB58mQWL15MeHg4tra2bN68mTt37hAdHa0MCbOysnrj+zUyMqJDhw5s3ryZtm3bAvDjjz9SoUIFpfePn58fU6ZMYeDAgQDUqFGDWbNmMWnSJHyKsRRt3bp1lfLW1tYEBAQQFhZGu3btSqSOq1evYmpqirOzMx988AEWFhZKIrB8+fKUKVMGPT09TE1NC61bS0sLXV1dypYt+8IyhSlTpozymVSsWPGFE6dfuHCB3bt3ExUVRfPmzQHYtGkT5ubmhISE0Lt3bwAeP37MihUr+PDDDwEYPXo0M2fOBJ4uP5qenk7nzp2V83Z2di+Mzd/fX+U7KIQQQgghhBDi7ZOeUuK19erVixs3brB7925cXV2JiIjAwcGBoKAgABISEjA3N1cSUgC1atXC0NCQhIQEAGJiYpQkT1HlJ70A1NTUMDU1JSUlRamvQYMGb2WOInd3d7Zv3670DNu0aRNubm6oqz/9axQbG8vMmTNVVmXx9PTk5s2bPHz4sMjtPHt/AGZmZsr9lUQdvXv35u+//6ZGjRp4enqyc+fOlw4xfNcSEhIoW7YsTZo0UY4ZGxtja2urfG8AtLW1lYQTqN5j+fLl8fDwwMXFhS5durB06dJCe33l8/b2Jj09XdmuXbv2Fu5MCCGEEEIIIcSzpKeUeCOampq0a9eOdu3aMX36dIYOHYqPj48yV9CrvM7k2c+v0qampqYMz3ubk3F36dKFvLw89u7di6OjI5GRkSxevFg5n5mZiZ+fHz179ixwraamZpHbedn9lUQd5ubmJCYmcvjwYQ4dOsTIkSP56quvOHLkyButgJefnHt2JcAXrfJTEgq7x2fbDgwMZOzYsYSGhrJ161a+/PJLDh06RNOmTQvUpaGhgYaGxluLVQghhBDifWTg7w/FeI8tCXnFGGEghHj/SU8pUaJq1arFgwcPgKfDpa5du6bS6yQ+Pp60tDRq1aoFPO3RExYWVmLt161bl5iYGO7evVtidebT1NSkZ8+ebNq0ie+//x5bW1scHByU8w4ODiQmJmJlZVVgy0/Y/FNoaWnRpUsXvvnmGyIiIjh69ChxcXEAlCtXjidPnrz0+sLKmJiYAKj0SHp20vP864CX1m9nZ0dOTo7K5PSpqakkJiYq35uiatCgAd7e3vz222/Url2bzZs3F+t6IYQQQgghhBBvj/SUEq8lNTWV3r17M3jwYOrWrYuenh4nT55kwYIFdOvWDQBnZ2fq1KmDu7s7S5YsIScnh5EjR+Lk5ESjRo0A8PHxoW3btnz44Ye4ubmRk5PDvn37mDx58mvF1a9fP+bOnUv37t3x9/fHzMyMM2fOULlyZZo1a/bG9+3u7k7nzp05f/48n332mcq5GTNm0LlzZywsLPjkk09QV1cnNjaWc+fOMXv27Dduu6QEBQXx5MkTmjRpgra2Nhs3bkRLS0tZKtrS0pJffvkFNzc3NDQ0qFChQoE6LC0tSU5OJiYmhqpVq6Knp4eWlhZNmzZl3rx5VK9enZSUFL788kuV66pVq4aamhp79uyhY8eOyvxUz7K2tqZbt254enqycuVK9PT0mDJlClWqVFG+W6+SnJzMqlWr6Nq1K5UrVyYxMZELFy4wYMCA13xqQgghhBBCCCFK2j+r+4Z4b+jq6tKkSRMWL15My5YtqV27NtOnT8fT05OAgADg6XCqXbt2YWRkRMuWLXF2dqZGjRps3bpVqadVq1Zs27aN3bt3U79+fdq0acOJEydeO65y5cpx8OBBKlasSMeOHalTpw7z5s2jTJkyb3zPAG3atKF8+fIkJiby6aefqpxzcXFhz549HDx4EEdHR5o2bcrixYuVZM8/haGhIatXr6ZFixbUrVuXw4cP89NPP2FsbAzAzJkzuXz5Mh9++KHS++l5vXr1wtXVldatW2NiYsL3338PwLp168jJyaFhw4Z4eXkVSMZVqVJFmRC+UqVKjB49utD6AwMDadiwIZ07d6ZZs2bk5eWxb9++Ig8v1NbW5vfff6dXr17Y2NgwbNgwRo0axf/+97+iPiYhhBBCCCGEEG+ZWt6zk7AIIYQgIyMDAwMDmDLlnc+jIN4OmZ9CvGv5/46kp6ejr69f2uEIIUSxlOa7kPyfLcS/Q1HfhaSnlBBCCCGEEOK9defOHUaMGIGFhQUaGhqYmpri4uJCVFTUW287KCgINTU11NTUUFdXx8zMjL59+3L16lWVcq1atVLKPbsNHz5cKfPscR0dHaytrfHw8ODUqVMqdUVERBRal5qaGrdu3QLA19e30POHDx9+689ECCGKQ+aUEv8Z9vb2XLlypdBzK1euxN3d/R1HJIQQQggh3lSvXr3Izs5m/fr11KhRg9u3bxMWFkZqauo7aV9fX5/ExETy8vJITk5m5MiR9O7dW2XRFgBPT09mzpypckxbW1tlPzAwEFdXVx49esQff/zBqlWraNKkCevWrSswN2ZiYmKB3gcVK1ZU/mxvb18gCVW+fPnXvk8hhHgbJCkl/jP27dvH48ePCz1XqVKldxyNeB+ke3vLsBshhBDiHywtLY3IyEgiIiJwcnICni6s0rhxY5UyEydOZNeuXWRlZdGoUSMWL15MvXr1uHPnDnXq1GHs2LFMnToVgN9++41WrVqxf/9+2rZt+8oY1NTUMDU1BcDMzIwhQ4YwduxYMjIyVN4jtLW1lXIvYmhoqJSxtLSkffv2DBw4kNGjR9OlSxeMjIyUshUrVsTQ0PCFdZUtW/aV7QkhRGmT4XviP6NatWpYWVkVuunp6ZV2eEIIIYQQoph0dXXR1dUlJCSErKysQsv07t2blJQU9u/fz6lTp3BwcKBt27bcvXsXExMT1q1bh6+vLydPnuT+/fv079+f0aNHFykh9byUlBR27txJmTJlSmyhnc8//5z79+9z6NChEqlPCCH+SSQpJYQQQgghhHgvlS1blqCgINavX4+hoSEtWrRg6tSpnD17FoBff/2VEydOsG3bNho1aoS1tTULFy7E0NCQH3/8EYCOHTvi6emJu7s7w4cPR0dHB39//yLHkJ6ejq6uLjo6OlSqVInw8HBGjRqFjo6OSrlly5YpSbT8bdOmTa+sv2bNmgBcvnxZ5XjVqlVV6rK3t1c5HxcXp3L+2d5jz8vKyiIjI0NlE0KId0GG7wkhhBBCCCHeW7169aJTp05ERkZy7Ngx9u/fz4IFC1izZg0PHjwgMzMTY2NjlWv+/vtvkpKSlP2FCxdSu3Zttm3bxqlTp9DQ0Chy+3p6epw+fZrHjx+zf/9+Nm3axJw5cwqUc3d3Z9q0aSrHijKFRP5i6WpqairHIyMjVXr7f/DBByrnbW1t2b17t7L/snvy9/fHz8/vlbEIIURJk6SUEEIIIYQQ4r2mqalJu3btaNeuHdOnT2fo0KH4+PgwcuRIzMzMiIiIKHDNs/MxJSUlcePGDXJzc7l8+TJ16tQpctvq6upYWVkBYGdnR1JSEiNGjGDDhg0q5QwMDJRyxZGQkABA9erVVY5Xr179pXNKlStXrsjteXt7M378eGU/IyMDc3PzYscqhBDFJUkpIYR4AQN/f9DULO0wxGvK8/Ep7RCEEEKUklq1ahESEoKDgwO3bt2ibNmyWFpaFlo2Ozubzz77jL59+2Jra8vQoUOJi4tTWcmuOKZMmcKHH37I559/joODwxvcxVNLlixBX18fZ2fnN67rRTQ0NIrVO0wIIUqKJKWEEEIIIYQQ76XU1FR69+7N4MGDqVu3Lnp6epw8eZIFCxbQrVs3nJ2dadasGd27d2fBggXY2Nhw48YN9u7dS48ePWjUqBHTpk0jPT2db775Bl1dXfbt28fgwYPZs2fPa8Vkbm5Ojx49mDFjhkodDx8+5NatWyplNTQ0VFbUS0tL49atW2RlZfHHH3+wcuVKQkJCCA4OLtArKiUlhUePHqkcMzY2LjCMTwgh/skkKSWEEEIIIYR4L+nq6tKkSRMWL15MUlISjx8/xtzcHE9PT6ZOnYqamhr79u1j2rRpDBo0iDt37mBqakrLli2pVKkSERERLFmyhPDwcPT19QHYsGED9erVY/ny5YwYMeK14vr8889p1qwZJ06cUCYYX716NatXr1Yp5+LiQmhoqLI/aNAg4OlwxCpVqvDRRx9x4sSJQntc2draFjh29OhRmjZt+loxCyFEaVDLy585TwghBPB0HgUDAwOYMkWG773HZPieKE35/46kp6crP+gKIcT7ojTfheT/byH+HYr6LqT+DmMSQpQiX19f6tevr+x7eHjQvXv3Uosnn5qaGiEhIaUdhhBCCCGEEEKId0ySUkK8wJ07dxgxYgQWFhZoaGhgamqKi4sLUVFRJdZGq1at8PLyKrH6imPp0qUEBQWVSttCCCGEEO8De3t7dHV1C902bdpU2uEJIcR7T+aUEuIFevXqRXZ2NuvXr6dGjRrcvn2bsLAwUlNTSzu0EmFgYFDaIQghhBBC/KPt27ePx48fF3quUqVK7zgaIYT495GklBCFSEtLIzIykoiICJycnACoVq2aMlFlvqtXrzJmzBjCwsJQV1fH1dWVb7/9VuUl5aeffmLmzJnExcWhq6vLxx9/zM6dOwtt19LSkmHDhnHx4kW2bduGkZERX375JcOGDVPKXL9+nS+++IIDBw6QlZWFnZ0d3333HU2aNCnWPXp4eJCWlkZISAirVq3C19eX69evo67+fx0ou3XrhrGxMevWrQNg165d+Pn5ER8fT+XKlRk4cCDTpk2jbNnC/ymJjo5m6tSpnDlzhsePH1O/fn0WL1780uWR4+LiGDduHEePHkVbW5tevXrx9ddfo6urqxL3Rx99xKJFi8jOzsbNzY0lS5Yoq81kZWUxbdo0vv/+e9LS0qhduzbz58+nVatWxXpGQgghhPhvq1atWmmHUKrSvb1lXjwhxFslw/eEKER+t+yQkBCysrIKLZObm0u3bt24e/cuR44c4dChQ1y6dIm+ffsqZfKXG+7YsSNnzpwhLCysQGLreYsWLaJRo0acOXOGkSNHMmLECBITEwHIzMzEycmJP//8k927dxMbG8ukSZPIzc19o/vt3bs3qamphIeHK8fu3r1LaGgo7u7uAERGRjJgwADGjRtHfHw8K1euJCgoiDlz5ryw3vv37zNw4EB+/fVXjh07hrW1NR07duT+/fuFln/w4AEuLi4YGRkRHR3Ntm3bOHz4MKNHj1YpFx4eTlJSEuHh4axfv56goCCVoYijR4/m6NGjbNmyhbNnz9K7d29cXV25cOFCoe1mZWWRkZGhsgkhhBBCCCGEeLukp5QQhShbtixBQUF4enqyYsUKHBwccHJyws3Njbp16wIQFhZGXFwcycnJmJubAxAcHIy9vT3R0dE4OjoyZ84c3Nzc8PPzU+quV6/eS9vu2LEjI0eOBGDy5MksXryY8PBwbG1t2bx5M3fu3CE6Opry5csDYGVl9cb3a2RkRIcOHdi8eTNt27YF4Mcff6RChQq0bt0aAD8/P6ZMmcLAgQMBqFGjBrNmzWLSpEn4vGCVlDZt2qjsr1q1CkNDQ44cOULnzp0LlN+8eTOPHj0iODgYHR0dAAICAujSpQvz589XeqAZGRkREBBAmTJlqFmzJp06dSIsLAxPT0+uXr1KYGAgV69epXLlygBMnDiR0NBQAgMDmTt3boF2/f39VT4jIYQQQgghhBBvn/SUEuIFevXqxY0bN9i9ezeurq5ERETg4OCg9MhJSEjA3NxcSUgB1KpVC0NDQxISEgCIiYlRkjxFlZ/0gqcr05mampKSkqLU16BBAyUhVZLc3d3Zvn270jNs06ZNuLm5KcP5YmNjmTlzpsoEn56enty8eZOHDx8WWuft27fx9PTE2toaAwMD9PX1yczM5OrVq4WWT0hIoF69ekpCCqBFixbk5uYqvcXg6aSjZcqUUfbNzMyUZxQXF8eTJ0+wsbFRifXIkSMkJSUV2q63tzfp6enKdu3atWI8OSGEEEIIIYQQr0N6SgnxEpqamrRr14527doxffp0hg4dio+PDx4eHkW6XktLq9ht5s+LlE9NTU0Znvc69RVVly5dyMvLY+/evTg6OhIZGcnixYuV85mZmfj5+dGzZ88C12pqahZa58CBA0lNTWXp0qVUq1YNDQ0NmjVrRnZ29hvF+rJnlJmZSZkyZTh16pRK4gpQ5qV6noaGBhoaGm8UkxBCCCGEEEKI4pGklBDFUKtWLUJCQgCws7Pj2rVrXLt2TektFR8fT1paGrVq1QKe9noKCwtj0KBBJdJ+3bp1WbNmDXfv3i3x3lKampr07NmTTZs2cfHiRWxtbVUmJHdwcCAxMbFYwwWjoqJYtmwZHTt2BODatWv89ddfLyxvZ2dHUFAQDx48UHpLRUVFoa6ujq2tbZHabNCgAU+ePCElJYWPP/64yLEKIYQQQghVBv7+8IJfPpaEvBdMASGE+O+Q4XtCFCI1NZU2bdqwceNGzp49S3JyMtu2bWPBggV069YNAGdnZ+rUqYO7uzunT5/mxIkTDBgwACcnJxo1agSAj48P33//PT4+PiQkJBAXF8f8+fNfO65+/fphampK9+7diYqK4tKlS2zfvp2jR4+WyH27u7uzd+9e1q1bp0xwnm/GjBkEBwfj5+fH+fPnSUhIYMuWLXz55ZcvrM/a2poNGzaQkJDA8ePHcXd3f2lvL3d3dzQ1NRk4cCDnzp0jPDycMWPG0L9//yIvu2xjY4O7uzsDBgxgx44dJCcnc+LECfz9/dm7d2/RHoQQQgghhBBCiLdOklJCFEJXV5cmTZqwePFiWrZsSe3atZk+fTqenp4EBAQAT4eM7dq1CyMjI1q2bImzszM1atRg69atSj2tWrVi27Zt7N69m/r169OmTRtOnDjx2nGVK1eOgwcPUrFiRTp27EidOnWYN29egWFqr6tNmzaUL1+exMREPv30U5VzLi4u7Nmzh4MHD+Lo6EjTpk1ZvHjxS5dKXrt2Lffu3cPBwYH+/fszduxYKlas+MLy2traHDhwgLt37+Lo6Mgnn3xC27ZtlWdeVIGBgQwYMIAJEyZga2tL9+7diY6OxsLColj1CCGEEEIIIYR4e9Ty8vLySjsIIYT4J8nIyMDAwACmTHmrXdbF2yVDAkRpyv93JD09HX19/dIORwghiuVdvQvJ/9VC/HsV9V1IekoJIYQQQggh/lUePnzI7NmzSU5OLu1QhBBCvIQkpYT4l7C3t0dXV7fQbdOmTaUdnhBCCCH+RYKCgjA0NCztMIDCY/H09OTGjRtUr169dIISQghRJLL6nhD/Evv27ePx48eFnivqJOFCVbq3twy7EUKId8jDw4P169cXOH7hwoVirf5aHF27diUmJoaUlBSMjIxwdnZm/vz5VK5cWSlz9uxZRo0aRXR0NCYmJowZM4ZJkyYVqX5fX1/8/PxwcXEhNDRU5dxXX33FpEmTcHJyIiIioiRv671w/vx5ZsyYwalTp7hy5QqLFy/Gy8vrjetdunQpDx8+ZMOGDcW+tnr16qxevRpnZ+c3jkMIIcSrSVJKiH+Jl004LoQQQrwvXF1dCQwMVDlmYmJSoFx2djblypV74/Zat27N1KlTMTMz488//2TixIl88skn/Pbbb8DTOTHat2+Ps7MzK1asIC4ujsGDB2NoaMiwYcOK1IaZmRnh4eFcv36dqlWrKsfXrVv3n16E4+HDh9SoUYPevXvz+eefl1i948aNY9y4ccW+7uzZs9y7dw8nJ6cSi0UIIcTLyfA9IYQQQgjxj6GhoYGpqanKVqZMGVq1asXo0aPx8vKiQoUKuLi4AHDu3Dk6dOiArq4ulSpVon///vz1119Kfbm5uSxYsAArKys0NDSwsLBgzpw5yvnPP/+cpk2bUq1aNZo3b86UKVM4duyY0vt406ZNZGdns27dOuzt7XFzc2Ps2LF8/fXXRb6nihUr0r59e5VeYL/99ht//fUXnTp1KlB+zZo12NnZoampSc2aNVm2bJly7vLly6ipqbFjxw5at26NtrY29erV4+jRoyp1bN++HXt7ezQ0NLC0tGTRokUq55ctW4a1tTWamppUqlSJTz755KX3EBQUhIWFBdra2vTo0YPU1NQCZXbt2oWDgwOamprUqFEDPz8/cnJyXlino6MjX331FW5ubmhoaLy0/eLE4uvrS/369ZX96Oho2rVrR4UKFTAwMMDJyYnTp08XGr+rqysffPABV65coUuXLhgZGaGjo4O9vT379u1Tyr7qe9eqVSvGjBmDl5cXRkZGVKpUidWrV/PgwQMGDRqEnp4eVlZW7N+/X7nmyZMnDBkyhOrVq6OlpYWtrS1Lly5VidHDw4Pu3buzcOFCzMzMMDY2ZtSoUSq95Tds2ECjRo3Q09PD1NSUTz/9lJSUlCI/XyGEeJckKSWEEEIIId4L69evp1y5ckRFRbFixQrS0tJo06YNDRo04OTJk4SGhnL79m369OmjXOPt7c28efOYPn068fHxbN68+YXD2u/evcumTZto3rw5H3zwAQBHjx6lZcuWKr2yXFxcSExM5N69e0WOffDgwQQFBSn769atw93dvUBvr02bNjFjxgzmzJlDQkICc+fOZfr06QWGNU6bNo2JEycSExODjY0N/fr1UxJAp06dok+fPri5uREXF4evry/Tp09X2j958iRjx45l5syZJCYmEhoaSsuWLV8Y+/HjxxkyZAijR48mJiaG1q1bM3v2bJUykZGRDBgwgHHjxhEfH8/KlSsJCgpSSQCWhKLE8rz79+8zcOBAfv31V44dO4a1tTUdO3bk/v37KuV2795Nt27dABg1ahRZWVn88ssvxMXFMX/+fHR1dQGK9L2Dp9/XChUqcOLECcaMGcOIESPo3bs3zZs35/Tp07Rv357+/fvz8OFD4GkCtWrVqmzbto34+HhmzJjB1KlT+eGHH1TqDQ8PJykpifDwcNavX09QUJDKd+vx48fMmjWL2NhYQkJCuHz5Mh4eHi99RllZWWRkZKhsQgjxLqjl5eXllXYQQgjxTyJLuQsh3pT8O/J6PDw82LhxI5rPLEHfoUMHtm3bRqtWrcjIyFDp4TJ79mwiIyM5cOCAcuz69euYm5uTmJiImZkZJiYmBAQEMHTo0Be2O3nyZAICAnj48CFNmzZlz549GBsbA9C+fXuqV6/OypUrlfLx8fHY29sTHx+PnZ3dS+/J19eXkJAQoqOjlYRDw4YNMTMz49dff2XdunXExMQoc0pZWVkxa9Ys+vXrp3Kf+/bt47fffuPy5ctUr16dNWvWMGTIEJV4EhISqFmzJu7u7ty5c4eDBw8qdUyaNIm9e/dy/vx5duzYwaBBg7h+/Tp6enovjR/g008/JT09nb179yrH3NzcCA0NJS0tDQBnZ2fatm2Lt7e3Umbjxo1MmjSJGzduvLINS0tLvLy8XjmnVFFiyX/mMTExhdaRm5uLoaEhmzdvpnPnzgD8+eef1KhRg9u3b2NoaEjdunXp1asXPj4+Ba5/1ffOxsaGVq1a8eTJEyIjI4GnvaAMDAzo2bMnwcHBANy6dQszMzOOHj1K06ZNC4119OjR3Lp1ix9//BF4+nckIiKCpKQkypQpA0CfPn1QV1dny5YthdZx8uRJHB0duX//vpJYe17+3GcFTJkCz/x9LGl5hTxfIcS/Q1HfhWROKSGEeAEDf/+3+iL2XyEvnEKI4mjdujXLly9X9nV0dJQ/N2zYUKVsbGws4eHhhf6gnZSURFpaGllZWbRt2/albX7xxRcMGTKEK1eu4Ofnx4ABA9izZw9qampveDf/54MPPuCzzz4jMDCQS5cuYWNjQ926dVXKPHjwgKSkJIYMGYKnp6dyPCcnBwMDA5Wyz15rZmYGQEpKCjVr1iQhIUHp8ZOvRYsWLFmyhCdPntCuXTuqVatGjRo1cHV1xdXVlR49eqCtrV1o7AkJCfTo0UPlWLNmzVQmbo+NjSUqKkqlZ9STJ0949OgRDx8+fGHdxVWUWJ53+/ZtvvzySyIiIkhJSeHJkyc8fPiQq1evKmV2797NRx99pKziN3bsWEaMGMHBgwdxdnamV69eyjN/1ffOxsYGUP2MypQpg7GxMXXq1FGO5ffYe3Zo3Xfffce6deu4evUqf//9N9nZ2SpDEeHpisv5CSl4+vnHxcUp+6dOncLX15fY2Fju3btHbm4uAFevXqVWrVqFPiNvb2/Gjx+v7GdkZGBubl5oWSGEKEmSlBJCCCGEEP8YOjo6L1xp79kEFUBmZiZdunRh/vz5BcqamZlx6dKlIrVZoUIFKlSogI2NDXZ2dpibm3Ps2DGaNWuGqakpt2/fVimfv29qalqk+vMNHjyYJk2acO7cOQYPHlzgfGZmJgCrV6+mSZMmKueeTUIAyvBCQEme5ScfXkVPT4/Tp08TERHBwYMHmTFjBr6+vkRHRytJmeLKzMzEz8+Pnj17FjinWcq/4Bk4cCCpqaksXbqUatWqoaGhQbNmzcjOzlbK7N69m65duyr7Q4cOxcXFhb1793Lw4EH8/f1ZtGgRY8aMeeX3Lt+znxE8/Zxe9rlt2bKFiRMnsmjRIpo1a4aenh5fffUVx48fV6mnsHrz63jw4AEuLi64uLiwadMmTExMuHr1Ki4uLir3+zwNDY1izeslhBAlRZJSQgghhBDiveTg4MD27duxtLSkbNmCr7XW1tZoaWkRFhb20uF7z8r/4T4rKwt42gtn2rRpPH78WEkGHDp0CFtbW4yMjIoVr729Pfb29pw9e5ZPP/20wPlKlSpRuXJlLl26hLu7e7HqfpadnR1RUVEqx6KiorCxsVGSW2XLlsXZ2RlnZ2d8fHwwNDTk559/LjSpZGdnVyAxcuzYMZV9BwcHEhMTX5hQLClFieV5UVFRLFu2jI4dOwJw7do1lUnJMzMzCQ8PV+mhB2Bubs7w4cMZPnw43t7erF69mjFjxrzye/e6oqKiaN68OSNHjlSOJSUlFauO33//ndTUVObNm6f0dDp58mSJxSiEECVNJjoX4l/q4cOHzJ49m+Tk5NIORQghhHgrRo0axd27d+nXrx/R0dEkJSVx4MABBg0axJMnT9DU1GTy5MlMmjSJ4OBgkpKSOHbsGGvXrgWeTpodEBBATEwMV65c4eeff6Zfv358+OGHNGvWDHg6h1G5cuUYMmQI58+fZ+vWrSxdulRlqFNx/Pzzz9y8efOFPZL8/Pzw9/fnm2++4Y8//iAuLo7AwMBirfY3YcIEwsLCmDVrFn/88Qfr168nICCAiRMnArBnzx6++eYb5b6Dg4PJzc3F1ta20PrGjh1LaGgoCxcu5MKFCwQEBBQYLjdjxgyCg4Px8/Pj/PnzJCQksGXLFr788ssXxpmdnU1MTAwxMTFkZ2fz559/EhMTw8WLF194TVFieZ61tTUbNmwgISGB48eP4+7ujpaWlnI+NDQUGxsbLC0tlWNeXl4cOHCA5ORkTp8+TXh4uDJ/2Ku+d6/L2tqakydPcuDAAf744w+mT59OdHR0seqwsLCgXLlyfPvtt1y6dIndu3cza9as145JCCHeNklKCfEvEBQUVODl1tPTkxs3blC9evXSCUoIIYR4yypXrkxUVBRPnjyhffv21KlTBy8vLwwNDVFXf/qaO336dCZMmMCMGTOws7Ojb9++yhw+2tra7Nixg7Zt22Jra8uQIUOoW7cuR44cUYYyGRgYcPDgQZKTk2nYsKFS17Bhw14rZh0dnZcOkRs6dChr1qwhMDCQOnXq4OTkRFBQULH+P3dwcOCHH35gy5Yt1K5dmxkzZjBz5kxlBTZDQ0N27NhBmzZtsLOzY8WKFXz//ffY29sXWl/Tpk1ZvXo1S5cupV69ehw8eLBAssnFxYU9e/Zw8OBBHB0dadq0KYsXL6ZatWovjPPGjRs0aNCABg0acPPmTRYuXEiDBg1e2qutKLE8b+3atdy7dw8HBwf69+/P2LFjqVixonJ+165dKkP34Ol8WKNGjcLOzg5XV1dsbGxYtmwZULTv3ev43//+R8+ePenbty9NmjQhNTVVpddUUZiYmBAUFMS2bduoVasW8+bNY+HCha8dkxBCvG2y+p54b3h4eBRYDhngwoULb62reNeuXYmJiSElJQUjIyOcnZ2ZP38+lStXVsqcPXuWUaNGER0djYmJCWPGjGHSpElFqv/8+fPMmDGDU6dOceXKFRYvXvzKVWcKExQUhJeXl7LqzNKlS4mIiGD79u3FfjmqXr06q1evxtnZudhx/FvkrxTxtlec+a+Qic7Ff5GsvifE+yEnJ4dKlSqxf/9+GjduXNrh/GO8q3cheUcQ4t+rqO9C0lNKvFdcXV25efOmylbYbw5fNpFjcbRu3ZoffviBxMREtm/fTlJSEp988olyPiMjg/bt21OtWjVOnTrFV199ha+vL6tWrSpS/Q8fPqRGjRrMmzev2JOlvsy4cePYuXNnsRNSZ8+e5d69ezg5OZVYLEIIIYQQ/1R3797l888/x9HRsbRDEUKI/yRJSon3ioaGBqampipbmTJlaNWqFaNHj8bLy4sKFSrg4uICwLlz5+jQoQO6urpUqlSJ/v37q0xsmZuby4IFC7CyskJDQwMLCwuVpYw///xzmjZtSrVq1WjevDlTpkzh2LFjPH78GIBNmzaRnZ3NunXrsLe3x83NjbFjxxZ53gdHR0e++uor3NzcirXiSVBQEBYWFmhra9OjRw9SU1NVzvv6+qosHxwdHU27du2oUKECBgYGODk5cfr06QL17tq1C1dXVz744AOuXLlCly5dMDIyQkdHB3t7e/bt26eUfdWzbdWqFWPGjMHLywsjIyMqVarE6tWrefDgAYMGDUJPTw8rKyv279+vXPPkyROGDBlC9erV0dLSwtbWlqVLl6rE6OHhQffu3Vm4cCFmZmYYGxszatQo5TMB2LBhA40aNUJPTw9TU1M+/fRTleWWhRBCiJKiq6v7wi0yMrK0wxOvULFiRb788ktlJTwhhBDvliSlxL/G+vXrKVeuHFFRUaxYsYK0tDTatGlDgwYNOHnyJKGhody+fZs+ffoo13h7ezNv3jymT59OfHw8mzdvplKlSoXWf/fuXTZt2kTz5s2V1XeOHj1Ky5YtKVeunFLOxcWFxMRE7t2791bu8/jx4wwZMoTRo0cTExND69atmT179kuvuX//PgMHDuTXX3/l2LFjWFtb07FjR+7fv69Sbvfu3XTr1g14OolnVlYWv/zyC3FxccyfPx9dXV2AIj1bePqZVKhQgRMnTjBmzBhGjBhB7969ad68OadPn6Z9+/b079+fhw8fAk+ThFWrVmXbtm3Ex8czY8YMpk6dyg8//KBSb3h4OElJSYSHh7N+/XqCgoIICgpSzj9+/JhZs2YRGxtLSEgIly9fVubRKExWVhYZGRkqmxBCCFEU+RN1F7Y1atSotMMTQggh/tFkTinx3vDw8GDjxo1oPjOuvUOHDmzbto1WrVqRkZGh0vtn9uzZREZGcuDAAeXY9evXMTc3JzExETMzM0xMTAgICHjphJqTJ08mICCAhw8f0rRpU/bs2YOxsTEA7du3p3r16qxcuVIpHx8fj729PfHx8coqLUVhaWmJl5fXK+eU+vTTT0lPT2fv3r3KMTc3N0JDQ5U5pXx9fQkJCSEmJqbQOnJzczE0NGTz5s107twZgD///JMaNWpw+/ZtDA0NqVu3Lr169cKnkLH+r3q2NjY2tGrViidPnii/JX7y5AkGBgb07NmT4OBgAG7duoWZmRlHjx6ladOmhcY6evRobt26xY8//gg8/R5ERESQlJSkLGvdp08f1NXV2bJlS6F1nDx5EkdHR+7fv68k1p7l6+uLn59fwQtlTqkSIfNFiP8imVNKCPE+k3/DhBBvSuaUEv9KrVu3VvkN5DfffKOca9iwoUrZ2NhYwsPDVbrR16xZE4CkpCQSEhLIysqibdu2L23ziy++4MyZMxw8eJAyZcowYMAASjOXm5CQQJMmTVSO5S9b/SK3b9/G09MTa2trDAwM0NfXJzMzk6tXrypldu/ezUcffaSsCDR27Fhmz55NixYt8PHx4ezZs0rZVz3bfHXr1lX+XKZMGYyNjalTp45yLL9X2rND67777jsaNmyIiYkJurq6rFq1SiVOAHt7eyUhBWBmZqZSx6lTp+jSpQsWFhbo6ekpc2Q9X08+b29v0tPTle3atWsvfZ5CCCGEEEIIId5c2dIOQIji0NHReeFKezo6Oir7mZmZdOnShfnz5xcoa2ZmxqVLl4rUZoUKFahQoQI2NjbY2dlhbm7OsWPHaNasGaampty+fVulfP5+SU5c/qYGDhxIamoqS5cupVq1amhoaNCsWTOVCeF3796tshzy0KFDcXFxYe/evRw8eBB/f38WLVrEmDFjXvls8+UPc8ynpqamcix//obc3FwAtmzZwsSJE1m0aBHNmjVDT0+Pr776iuPHj6vUU1i9+XU8ePAAFxcXXFxc2LRpEyYmJly9ehUXF5cXToCvoaFRrDm9hBBCCCGEEEK8OUlKiX8tBwcHtm/fjqWlJWXLFvyqW1tbo6WlRVhY2EuH7z0rP/GRlZUFPO2hNG3aNB4/fqwkSg4dOoStrS1GRkYldCeq7OzsCiRpjh079tJroqKiWLZsGR07dgTg2rVrKpOSZ2ZmEh4ezvLly1WuMzc3Z/jw4QwfPhxvb29Wr17NmDFjXvlsX1dUVBTNmzdn5MiRyrFne14Vxe+//05qairz5s3D3NwceDp8TwghhBBCCCHEP4sM3xP/WqNGjeLu3bv069eP6OhokpKSOHDgAIMGDeLJkydoamoyefJkJk2aRHBwMElJSRw7doy1a9cCTycUDwgIICYmhitXrvDzzz/Tr18/PvzwQ2W43Keffkq5cuUYMmQI58+fZ+vWrSxdupTx48cXKcbs7GxlKGJ2djZ//vknMTExXLx48YXXjB07ltDQUBYuXMiFCxcICAggNDT0pe1YW1uzYcMGEhISOH78OO7u7mhpaSnnQ0NDsbGxwdLSUjnm5eXFgQMHSE5O5vTp04SHhytzZL3q2b4ua2trTp48yYEDB/jjjz+YPn060dHRxarDwsKCcuXK8e2333Lp0iV2797NrFmzXjsmIYQQQgghhBBvh/SUEv9alStXJioqismTJ9O+fXuysrKoVq0arq6uqKs/zcdOnz6dsmXLMmPGDG7cuIGZmRnDhw8HQFtbmx07duDj48ODBw8wMzPD1dWVL7/8UhnqZWBgwMGDBxk1ahQNGzakQoUKzJgxg2HDhhUpxhs3btCgQQNlf+HChSxcuBAnJyciIiIKvaZp06asXr0aHx8fZsyYgbOzM19++eVLEy9r165l2LBhODg4YG5uzty5c5k4caJyfteuXSpD9+DpxOSjRo3i+vXr6Ovr4+rqyuLFi4v8bF/H//73P86cOUPfvn1RU1OjX79+jBw5kv379xe5DhMTE4KCgpg6dSrffPMNDg4OLFy4sMD9CSGEEEKIlzPw938ri77IIihCiHyy+p4Q/3E5OTlUqlSJ/fv307hx49IO5x8hf6UIWX2vZMiLp/gvkpWrhBDvs7f9LiTvBkL8+8nqe0KIIrl79y6ff/45jo6OpR2KEEIIIYQQQoj/EElKCfEW6erqvnCLjIws7fAAqFixIl9++aWyEp4QQgghhBBCCPEuSFJKiLcofxLzwrZGjRqVdnhCCCGEKGVqamqEhISUdhhv3ft2n0FBQRgaGpZ2GMD79+yEEKI4ZKJzId4iKyur0g5BvIF0b2+ZC0YIIUSReHh4sH79+gLHXVxcXrlKblEdOXIEPz8/YmJiePToEVWqVKF58+asXr2acuXKlUgb/0Yv6g3+/fff4+bm9o6jeTFfX19CQkKIiYlROX7z5k2MjIxKJyghhHjLJCklhBBCCCFECXB1dSUwMFDlWP6KvW8qPj4eV1dXxowZwzfffIOWlhYXLlxg+/btPHnypETa+CfLzs5+o8RbYGAgrq6uKsf+KT2hXsXU1LS0QxBCiLdGhu8JIYQQQghRAjQ0NDA1NVXZnu3hcuHCBVq2bImmpia1atXi0KFDRa774MGDmJqasmDBAmrXrs2HH36Iq6srq1evRktLSyn366+/8vHHH6OlpYW5uTljx47lwYMHyvmsrCwmT56Mubk5GhoaWFlZsXbtWuX8kSNHaNy4MRoaGpiZmTFlyhRycnKU861atWLs2LFMmjSJ8uXLY2pqiq+vr0qsRbnPyZMnY2Njg7a2NjVq1GD69Ok8fvxYOe/r60v9+vVZs2YN1atXR1NTk+DgYIyNjcnKylKpq3v37vTv3/+lz8/Q0LDAZ6P5zKpyQUFBWFhYoK2tTY8ePUhNTVW53sPDg+7du6sc8/LyolWrVsp+bm4uCxYswMrKCg0NDSwsLJgzZ06R7jkoKAg/Pz9iY2NRU1NDTU2NoKAgoODwvbi4ONq0aYOWlhbGxsYMGzaMzMzMArEuXLgQMzMzjI2NGTVqlMrzFUKIfwrpKSWEEEIIIcRblpubS8+ePalUqRLHjx8nPT0dLy+vIl9vamrKzZs3+eWXX2jZsmWhZZKSknB1dWX27NmsW7eOO3fuMHr0aEaPHq304BowYABHjx7lm2++oV69eiQnJ/PXX38B8Oeff9KxY0c8PDwIDg7m999/x9PTE01NTZXE0/r16xk/fjzHjx/n6NGjeHh40KJFC9q1a1fk+9TT0yMoKIjKlSsTFxeHp6cnenp6TJo0SSlz8eJFtm/fzo4dOyhTpgzW1taMHTuW3bt307t3bwBSUlLYu3cvBw8eLPKzfN7x48cZMmQI/v7+dO/endDQUHx8fIpdj7e3N6tXr2bx4sV89NFH3Lx5k99//71I99y3b1/OnTtHaGgohw8fBsDAwKBAGw8ePMDFxYVmzZoRHR1NSkoKQ4cOZfTo0UoSCyA8PBwzMzPCw8O5ePEiffv2pX79PROk4AAAsAFJREFU+nh6ehYae1ZWlkqyLyMjo9j3L4QQr0OSUkII8QIG/v7wzG9RRUF5r/HSLoQQ/1Z79uxBV1dX5djUqVOZOnUqhw8f5vfff+fAgQNUrlwZgLlz59KhQ4ci1d27d28OHDiAk5MTpqamNG3alLZt2zJgwABl/kN/f3/c3d2VJJC1tTXffPMNTk5OLF++nKtXr/LDDz9w6NAhnJ2dAahRo4bSxrJlyzA3NycgIAA1NTVq1qzJjRs3mDx5MjNmzEBd/ekgi7p16ypJG2trawICAggLC6Ndu3ZFvs8vv/xS+bOlpSUTJ05ky5YtKkmp7OxsgoODMTExUY59+umnBAYGKkmpjRs3YmFhodJjqTD9+vWjTJkyKsfi4+OxsLBg6dKluLq6Km3b2Njw22+/FWsusPv377N06VICAgIYOHAgAB9++CEfffRRke5ZS0sLXV1dypYt+9Lheps3b+bRo0cEBwejo6MDQEBAAF26dGH+/PlUqlQJACMjIwICAihTpgw1a9akU6dOhIWFvTAp5e/vj5+fX5HvVwghSookpYQQQgghhCgBrVu3Zvny5SrHypcvD0BCQgLm5uZKogagWbNmRa67TJkyBAYGMnv2bH7++WeOHz/O3LlzmT9/PidOnMDMzIzY2FjOnj3Lpk2blOvy8vLIzc0lOTmZuLg4ypQpg5OTU6FtJCQk0KxZM5WJwVu0aEFmZibXr1/HwsICeJqUepaZmRkpKSnFus+tW7fyzTffkJSURGZmJjk5OQUWF6lWrZpKQgrA09MTR0dH/vzzT6pUqUJQUBAeHh4vnMw83+LFi5VEXL78GBMSEujRo4fKuWbNmhUrKZWQkEBWVhZt27Z9YZmi3HNR2qlXr56SkIKnn1Fubi6JiYlKUsre3l4lCWdmZkZcXNwL6/X29mb8+PHKfkZGBubm5sWKTQghXofMKSWEEEIIIUQJ0NHRwcrKSmXLT0qVlCpVqtC/f38CAgI4f/48jx49YsWKFQBkZmbyv//9j5iYGGWLjY3lwoULfPjhhypzT72JDz74QGVfTU2N3NzcIl9/9OhR3N3d6dixI3v27OHMmTNMmzaN7OxslXLPJl7yNWjQgHr16hEcHMypU6c4f/48Hh4er2zT1NS0wGdTtmzRfz+vrq5OXl6eyrFn52h61bMt6j2XlOJ+RhoaGujr66tsQgjxLkhPKSGEEEIIId4yOzs7rl27xs2bNzEzMwPg2LFjb1SnkZERZmZmykTmDg4OxMfHY2VlVWj5OnXqkJuby5EjRwr0GsqPcfv27eTl5Sk9j6KiotDT06Nq1apFiqko9/nbb79RrVo1pk2bphy7cuVKkeoHGDp0KEuWLOHPP//E2dn5jXv02NnZcfz4cZVjz8dsYmLCuXPnVI7FxMQoyR9ra2u0tLQICwtj6NChBdooyj2XK1fulSsp2tnZERQUxIMHD5SkXVRUFOrq6tja2r7iToUQ4p9HekoJ8QoRERGoqamRlpZW2qG8dywtLVmyZElph0GrVq2KNZmsEEII8TqysrK4deuWypY/ibizszM2NjYMHDiQ2NhYIiMjVRIUr7Jy5UpGjBjBwYMHSUpK4vz580yePJnz58/TpUsX4Onqbr/99hujR48mJiaGCxcusGvXLkaPHg08/X954MCBDB48mJCQEJKTk4mIiOCHH34AYOTIkVy7do0xY8bw+++/s2vXLnx8fBg/frwyn9SrFOU+ra2tuXr1Klu2bCEpKYlvvvmGnTt3FvlZfPrpp1y/fp3Vq1czePDgIl2TlpZW4LPJT+aNHTuW0NBQFi5cyIULFwgICCgwdK9NmzacPHmS4OBgLly4gI+Pj0qSSlNTk8mTJzNp0iSCg4NJSkri2LFjysqGRblnS0tLkpOTiYmJ4a+//iqwyiCAu7s7mpqaDBw4kHPnzhEeHs6YMWPo37+/MnRPCCHeJ5KUEv9JhS3r+yZKOnH1ovgkQSaEEEL8c4WGhmJmZqay5U90ra6uzs6dO/n7779p3LgxQ4cOZc6cOUWuu3HjxmT+P/buPC6n9H/8+Osu2jdZKkRokSZE9i00ihFmbIMPImZCdlHW7PsShjG2jGlsYx37MjImW5aMpSkimRFmSEmEun9/+HW+3Vrt2/v5eJzHwznnOtd1nXM3dea639f7SknB19cXJycnGjVqxLFjx9iyZYuSI6py5cocOnSImJgYGjRogIuLC2PHjtXI77R48WLatWtH3759qVixIr1791YGZ0qVKsXOnTs5ceIEVapUwdfXFx8fH40E3fkpyH22atWKwYMH4+fnR9WqVTly5AhjxowpcBumpqa0bdsWIyOjAr/P9ejRI9tns2DBAgBq167N0qVLCQ4OpkqVKuzduzfbPXt4eDBmzBiGDx9OjRo1uH//Pt26ddMoM2bMGIYOHcrYsWNxdHSkY8eOSq6tgtxz27Zt8fT0pHHjxhQvXpw1a9Zkuw8DAwP27NnD3bt3qVGjBu3ataNp06YsXLiwoI9PCCHeKyr185OjhfgEeHt7c+/ePbZs2ZJv2bCwMBo3bkxiYiJmZmYvXeZ19O91t/Om2djYMGjQoHcepeTm5kbVqlULHLWVnJz8bBnmgABZfS8fsvqeEDnL/D2SlJQkuVmEeAOaNm2Kk5MT8+fPf9dd+Si96XcheX8Q4uNX0HchiZQSn7y0tDQGDBhAiRIl0NPTo379+kRERGQrFx4eTuXKldHT06N27drZ8gpkFRISgpmZGXv27MHR0REjIyM8PT1JSEh4rX0PCgqiatWqrF69GhsbG0xNTfn666+5f/++UiYjI4OpU6dSrlw59PX1qVKlCr/88otyPjP6as+ePbi4uKCvr0+TJk24ffs2u3btwtHRERMTEzp37kxqaqpynZubG35+fvj5+WFqakqxYsUYM2ZMtiSgWcXHx9O6dWuMjIwwMTGhQ4cO3Lp1C4C4uDi0tLQ4efKkxjXz5s2jbNmySnLO8+fP07x5c4yMjLCwsKBr167K1AiABw8e0K1bN4yMjLCysmL27Nmv9pCFEEII8d5ITExk8+bNhIWF0a9fv3fdHSGEEK9IBqXEJ2/48OFs3LiRVatWcfr0aWxtbfHw8ODu3bsa5fz9/Zk9ezYREREUL14cLy8vjVVXnpeamsqsWbNYvXo1v//+O/Hx8QwbNuy19z82NpYtW7awfft2tm/fzqFDh5g2bZpyfurUqfz44498//33XLhwgcGDB/O///2PQ4cOadQTFBTEwoULOXLkCNevX6dDhw7MmzePn3/+mR07drB3714lzD3TqlWrKFSoECdOnCA4OJg5c+awbNmyHPuZkZFB69atuXv3LocOHWLfvn1cuXKFjh07As+iqtzd3Vm5cqXGdStXrsTb2xstLS3u3btHkyZNcHFx4eTJk+zevZtbt27RoUMHpby/vz+HDh1i69at7N27l7CwME6fPp3nM0xLSyM5OVljE0IIId6mKVOmYGRklOPWvHnzd92994aLiwve3t5Mnz5dEnsLIcRHQFbfE5+0Bw8esHjxYkJCQpQXvqVLl7Jv3z6WL1+Ov7+/UnbcuHF8/vnnwLPBmNKlS7N582aNAZGsnjx5wvfff0+FChUA8PPzY8KECa/9HjIyMggJCcHY2BiArl27cuDAASZPnkxaWhpTpkxh//791KlTB4Dy5cvzxx9/sGTJEiUHBcCkSZOoV68eAD4+PgQGBhIbG0v58uUBaNeuHQcPHmTEiBHKNdbW1sydOxeVSoWDgwPnzp1j7ty59O7dO1s/Dxw4wLlz57h69aqySs6PP/6Ik5MTERER1KhRg169euHr68ucOXPQ1dXl9OnTnDt3jq1btwKwcOFCXFxcmDJlilLvihUrsLa2JiYmhpIlS7J8+XJ++uknmjZtCvzfZ5WXqVOnMn78+Bd78EIIIcRr5Ovrm+s7hb6+/lvuzfsrLi7uXXdBCCHEaySDUuKTFhsby5MnT5TBGIDChQtTs2ZNoqKiNMpmDuoAmJub4+DgkK1MVgYGBsqAFICVlZWS7PJ1srGxUQaknm/n8uXLpKamKoNpmR4/foyLi4vGscqVKyv/trCwwMDAQBmQyjx24sQJjWtq166tLBkNz57R7NmzSU9PR1tbW6NsVFQU1tbWGss2V6pUCTMzM6KioqhRowZt2rShX79+bN68ma+//pqQkBAaN26MjY0NAGfPnuXgwYMYGRllew6xsbE8fPiQx48fU6tWLeV45meVl8DAQIYMGaLsJycnv/Ly0kIIIcSLMDc3x9zc/F13QwgNSYGBkhdPCPFGyaCUEG9I4cKFNfZVKlWe+ZayMjEx4dq1a9mO37t3D21tbQwNDfNsJzP/UkpKCgA7duygVKlSGuV0dXVz7a9Kpcqz3jdFR0eHbt26sXLlSr766it+/vlngoODlfMpKSl4eXkxffr0bNdaWVlx+fLll2pXV1c32/MQQgghhBBCCPFmSU4p8UmrUKECOjo6hIeHK8eePHlCREQElSpV0ih77Ngx5d+JiYnExMTg6Oj4Rvrl4ODAhQsXSEtL0zh++vRpypUrl23AKDeVKlVCV1eX+Ph4bG1tNbbXEQl0/Phxjf1jx45hZ2eXLUoKwNHRkevXr3P9+nXl2MWLF7l3757Gs+7Vqxf79+9n0aJFPH36lK+++ko5V61aNS5cuICNjU22+zE0NKRChQoULlxYo1+Zn5UQQgghhBBCiPeLDEqJT5qhoSF9+vTB39+f3bt3c/HiRXr37k1qaio+Pj4aZSdMmMCBAwc4f/483t7eFCtWjDZt2ryRfnXp0gWVSkW3bt04deoUly9fZsWKFcybN4+hQ4cWuB5jY2OGDRvG4MGDWbVqFbGxsZw+fZoFCxawatWqV+5nfHw8Q4YMITo6mjVr1rBgwQIGDhyYY1l3d3ecnZ3p0qULp0+f5sSJE3Tr1o1GjRrh6uqqlHN0dKR27dqMGDGCTp06aeTR6NevH3fv3qVTp05EREQQGxvLnj176NGjB+np6RgZGeHj44O/vz+//fab8llpacmvOiGEEEIIIYR438j0PfFJysjIoFChZz/+06ZNIyMjg65du3L//n1cXV3Zs2cPRYoU0bhm2rRpDBw4kEuXLlG1alV+/fVXdHR03kj/zMzMOHz4MAEBAbRq1YqkpCRsbW2ZM2dOtsGy/EycOJHixYszdepUrly5gpmZGdWqVWPkyJGv3M9u3brx8OFDatasiba2NgMHDuSbb77JsaxKpWLr1q3079+fhg0boqWlhaenZ7YV/eBZovUjR47Qs2dPjeMlS5YkPDycESNG0KxZM9LS0ihbtiyenp7KwNPMmTOVaX7GxsYMHTqUpKSkV75XIYQQQgghhBCvl0pd0CQ3QnxEPD09sbW1ZeHChe+6Kx8sNzc3qlatyrx581573RMnTmTDhg38+eefr73ugkhOTsbU1BQCAkBP75304UOhHjfuXXdBiPdS5u+RpKQkSRIshPjgvKl3IXlvEOLTUdB3IZnTIj4piYmJbN++nbCwMNzd3d91d8RzUlJSOH/+PAsXLqR///7vujtCCCGEEEIIId4gGZQSn5SePXvi6+vL0KFDad269Tvrh5GRUa7b4cOH31m/3jU/Pz+qV6+Om5tbtql7QgghhBBCCCE+LpJTSnxSNm/e/K67AEBkZGSu50qVKvX2OvIKwsLCXnudISEhhISEvPZ6hRBCCCGEEEK8f2RQSoh3wNbW9l13QRRAUmCg5IIRQoh3TKVSsXnz5je24u3H7k3mgHxTQkJCGDRoEPfu3XvXXXnjwsLCaNy4MYmJiZiZmb2xdoKCgtiyZUueX4wKIcS7INP3hBBCCCHEG+ft7Y1Kpcq2eXp6vrY2VCoVenp6XLt2TeN4mzZt8Pb2LnA9YWFhqFSqAg2KqNVqfvjhB2rVqoWRkRFmZma4uroyb948UlNTX/AO3r2QkJA3OjhSEB07diQmJuad9kEIIcTbIYNSQgghhBDirfD09CQhIUFjW7NmzWttQ6VSMXbs2NdaZ166du3KoEGDaN26NQcPHiQyMpIxY8awdetW9u7d+9b68bF48uQJ+vr6lChR4q23nZ6eTkZGxltvVwghPmUyKCWEEEIIId4KXV1dLC0tNbYiRYoo5y9dukTDhg3R09OjUqVK7Nu374Xb8PPz46effuL8+fO5lklLS2PAgAGUKFECPT096tevT0REBABxcXE0btwYgCJFiqBSqXKNslq/fj2hoaGsWbOGkSNHUqNGDWxsbGjdujW//fabUk9GRgYTJkygdOnS6OrqUrVqVXbv3q3UExcXh0qlYv369TRo0AB9fX1q1KhBTEwMERERuLq6YmRkRPPmzfn333+V67y9vWnTpg3jx4+nePHimJiY4Ovry+PHj/O892HDhlGqVCkMDQ2pVauWkicyLCyMHj16kJSUpESyBQUF5XtdblQqFYsXL6Z58+bo6+tTvnx5fvnll2z3vW7dOho1aoSenh6hoaHZorWCgoKoWrUqK1asoEyZMhgZGdG3b1/S09OZMWMGlpaWlChRgsmTJ2u0P2fOHJydnTE0NMTa2pq+ffuSkpKinM9sZ9u2bVSqVAldXV3++OMPChcuzM2bNzXqGjRoEA0aNMjxPtVqNUFBQZQpUwZdXV1KlizJgAEDNJ75iBEjsLa2RldXF1tbW5YvX65Rx6lTp3B1dcXAwIC6desSHR2tcX7x4sVUqFABHR0dHBwcWL16tcb5+Ph4WrdujZGRESYmJnTo0IFbt27l8ekIIcT7QXJKCSFELkynTgU9vXfdjTdKPW7cu+6CEEIAzwZuvvrqKywsLDh+/DhJSUkMGjToheupV68eMTExBAQEsH379hzLDB8+nI0bN7Jq1SrKli3LjBkz8PDw4PLly1hbW7Nx40batm1LdHQ0JiYm6Ovr51hPaGgoDg4OOa7oq1KpMDU1BSA4OJjZs2ezZMkSXFxcWLFiBa1ateLChQvY2dkp14wbN4558+ZRpkwZevbsSefOnTE2NiY4OBgDAwM6dOjA2LFjWbx4sXLNgQMH0NPTIywsjLi4OHr06EHRokWzDdBk8vPz4+LFi6xdu5aSJUuyefNmPD09OXfuHHXr1mXevHmMHTtWGRQxMjLK97qs9/C8MWPGMG3aNIKDg1m9ejVff/01586dw9HRUSkTEBDA7NmzcXFxQU9Pjz179mSrJzY2ll27drF7925iY2Np164dV65cwd7enkOHDnHkyBF69uyJu7s7tWrVAkBLS4v58+dTrlw5rly5Qt++fRk+fDiLFi1S6k1NTWX69OksW7aMokWLYm1tTfny5Vm9ejX+/v7As+it0NBQZsyYkeM9bty4kblz57J27VqcnJy4efMmZ8+eVc5369aNo0ePMn/+fKpUqcLVq1f577//NOoYNWoUs2fPpnjx4vj6+tKzZ0/Cw8OBZwv1DBw4kHnz5uHu7s727dvp0aMHpUuXpnHjxmRkZCgDUocOHeLp06f069ePjh07vpGFaYQQ4nWSQSkhhBBCCPFWbN++XRnkyDRy5EhGjhzJ/v37+euvv9izZw8lS5YEYMqUKTRv3vyF25k6dSqVK1fm8OHD2aJbHjx4wOLFiwkJCVHqXrp0Kfv27WP58uX4+/tjbm4OQIkSJfLMr3Tp0iUcHBzy7c+sWbMYMWIEX3/9NQDTp0/n4MGDzJs3j++++04pN2zYMDw8PAAYOHAgnTp14sCBA9SrVw8AHx+fbKvU6ujosGLFCgwMDHBycmLChAn4+/szceJEtLQ0J0XEx8ezcuVK4uPjlWc8bNgwdu/ezcqVK5kyZQqmpqaoVCosLS1f6LrctG/fnl69egEwceJE9u3bx4IFCzQGhgYNGsRXX32V5zPMyMhgxYoVGBsbU6lSJRo3bkx0dDQ7d+5ES0sLBwcH5blmDkplHdS0sbFh0qRJ+Pr6arT95MkTFi1aRJUqVZRjPj4+rFy5UhmU+vXXX3n06BEdOnTIsW/x8fFYWlri7u5O4cKFKVOmDDVr1gQgJiaG9evXs2/fPtzd3QEoX758tjomT55Mo0aNgGeDdF988QWPHj1CT0+PWbNm4e3tTd++fQEYMmQIx44dY9asWTRu3JgDBw5w7tw5rl69irW1NQA//vgjTk5OREREUKNGjTyfLTyL5kpLS1P2k5OT871GCCFeB5m+J4QQQggh3orGjRsTGRmpsfn6+gIQFRWFtbW1MugBUKdOnZdqp1KlSnTr1o2AgIBs52JjY3ny5Iky0ANQuHBhatasSVRU1Au1o1ar8y2TnJzMjRs3NNqDZxFdz7dXuXJl5d8WFhYAODs7axy7ffu2xjVVqlTBwMBA2a9Tpw4pKSlcv349W1/OnTtHeno69vb2GBkZKduhQ4eIjY3N9R5e9rrM/jy///x9u7q65lkHPBtUMjY2VvYtLCyoVKmSxsDb889n//79NG3alFKlSmFsbEzXrl25c+eORgJ6HR0djecOz6ZFXr58mWPHjgHPpvl16NABQ0PDHPvWvn17Hj58SPny5enduzebN2/m6dOnAERGRqKtra0MOOUmax+srKwAlHuJiorK8+cn87+dzAEpePbfgJmZWYF/pqdOnYqpqamyZa1LCCHeJImUEkIIIYQQb4WhoSG2trZvpa3x48djb2/Pli1b3lgb9vb2/PXXX6+tvsKFCyv/VqlUOR57lUTcKSkpaGtrc+rUKbS1tTXOPR/B9jquK6jcBnuyyvoc4NmzyOlY5vOJi4ujZcuW9OnTh8mTJ2Nubs4ff/yBj48Pjx8/Vgby9PX1lWedqUSJEnh5ebFy5UrKlSvHrl278pwGZ21tTXR0NPv372ffvn307duXmTNncujQoVynfuZ1f5n9eZtJ1wMDAxkyZIiyn5ycLANTQoi3QiKlhHgDXmQpaZE3Gxsb5s2bl2cZlUr1Rv+nQwghxJvn6OjI9evXSUhIUI5lRqq8DGtra/z8/Bg5ciTp6enK8cxk0Zn5euDZFK6IiAgqVaoEPIueATSuy0nnzp2JiYlh69at2c6p1WqSkpIwMTGhZMmSGu0BhIeHK+29irNnz/Lw4UNl/9ixYxgZGeU4oODi4kJ6ejq3b9/G1tZWY8ucrqejo5PtvgtyXW6e/wyPHTumkU/qTTl16hQZGRnMnj2b2rVrY29vz40bNwp8fa9evVi3bh0//PADFSpUyBap9Dx9fX28vLyYP38+YWFhHD16lHPnzuHs7ExGRgaHDh166XtxdHTM8+cn87+drNFxFy9e5N69ewX+GdPV1cXExERjE0KIt0EGpYQooMwVbl6X1z1wFRQUhEqlUqZBZIqMjESlUhEXF/da2nlZMnAkhBAiLS2NmzdvamyZCZ/d3d2xt7ene/funD17lsOHDzNq1KhXai8wMJAbN26wf/9+5ZihoSF9+vTB39+f3bt3c/HiRXr37k1qaio+Pj4AlC1bFpVKxfbt2/n33381VmzLqkOHDnTs2JFOnToxZcoUTp48ybVr19i+fTvu7u4cPHgQAH9/f6ZPn866deuIjo4mICCAyMhIBg4c+Er3B/D48WN8fHy4ePEiO3fuZNy4cfj5+WXLJwXPIru6dOlCt27d2LRpE1evXuXEiRNMnTqVHTt2AM++DEpJSeHAgQP8999/pKamFui63GzYsIEVK1YQExPDuHHjOHHiBH5+fq983/mxtbXlyZMnLFiwgCtXrrB69Wq+//77Al/v4eGBiYkJkyZNokePHnmWDQkJYfny5Zw/f54rV67w008/oa+vT9myZbGxsaF79+707NmTLVu2cPXqVcLCwli/fn2B++Lv709ISAiLFy/m0qVLzJkzh02bNjFs2DDg2X87zs7OdOnShdOnT3PixAm6detGo0aNCjQ1Uggh3iUZlBLiI6Knp8fy5cu5dOnSu+6KEEIIkc3u3buxsrLS2OrXrw88Wylt8+bNPHz4kJo1a9KrV69cV5ArKHNzc0aMGMGjR480jk+bNo22bdvStWtXqlWrxuXLl9mzZw9FihQBoFSpUowfP56AgAAsLCxyHURRqVT8/PPPzJkzhy1bttCoUSMqV65MUFAQrVu3VpKWDxgwgCFDhjB06FCcnZ3ZvXs327Zty3PVuoJq2rQpdnZ2NGzYkI4dO9KqVSuCgoJyLb9y5Uq6devG0KFDcXBwoE2bNkRERFCmTBkA6tati6+vLx07dqR48eLKinP5XZeb8ePHs3btWipXrsyPP/7ImjVrXkuEWH6qVKnCnDlzmD59Op999hmhoaFMnTq1wNdraWnh7e1Neno63bp1y7OsmZkZS5cupV69elSuXJn9+/fz66+/UrRoUQAWL15Mu3bt6Nu3LxUrVqR37948ePCgwH1p06YNwcHBzJo1CycnJ5YsWcLKlStxc3MDnv0cbt26lSJFitCwYUPc3d0pX74869atK3AbQgjxrqjUBcnQKITA29ube/fusWXLFtLS0vD392ft2rUkJyfj6urK3LlzldVNwsLCaNy4Mdu3bycwMJCYmBiqVq3KsmXL+OyzzzTKJCYmYmZmRkhICIMGDWLdunUMGjSI69evU79+fVauXKkkvMxLUFAQW7ZsUVYKyvwGLjIyEhcXF65evYqNjQ0Ahw4dwt/fn7Nnz2Jubk737t2ZNGkShQo9SzPn5uZG5cqV0dPTY9myZejo6ODr65vnS+7jx48ZMmQIGzduJDExEQsLC3x9fQkMDMTGxoZr164pZcuWLUtcXByxsbHKCjIPHjzA0dGRqVOnKqvTwLNvbDO/Ad62bRtmZmaMHDmSfv36KWVUKhWbN29WItmuX7/O0KFD2bt3L1paWjRo0IDg4GDl/vOTnJz8bBnvgADQ0yvQNR8q9bhx77oLQnyUMn+PZE7fEuJNyPpu8j56/u/zh8bHx4d///2Xbdu2veuuvHVv6l1I3juE+HQU9F1IIqWEeAnDhw9n48aNrFq1itOnT2Nra4uHhwd3797VKOfv78/s2bOJiIigePHieHl58eTJk1zrTU1NZdasWaxevZrff/+d+Ph4JTS7oKZNm8bGjRs5efJkjuf/+ecfWrRoQY0aNTh79iyLFy9m+fLlTJo0SaPcqlWrMDQ05Pjx48yYMYMJEyawb9++XNudP38+27ZtY/369URHRxMaGqoMAkVERADPvmVNSEhQ9lNSUmjRogUHDhzgzJkzeHp64uXlRXx8vEbdM2fOpEqVKpw5c4aAgAAGDhyYa1+ePHmCh4cHxsbGHD58mPDwcIyMjPD09OTx48cFeoZCCCGE+HQlJSXxxx9/8PPPP9O/f/933R0hhPioyaCUEC/owYMHLF68mJkzZ9K8eXMqVarE0qVL0dfXZ/ny5Rplx40bx+eff46zszOrVq3i1q1bbN68Ode6nzx5wvfff4+rqyvVqlXDz8+PAwcOvFD/qlWrRocOHRgxYkSO5xctWoS1tTULFy6kYsWKtGnThvHjxzN79myNVV4qV67MuHHjsLOzo1u3bri6uubZl/j4eOzs7Khfvz5ly5alfv36dOrUCYDixYsDz8LbLS0tlf0qVarw7bff8tlnn2FnZ8fEiROpUKFCtm8k69WrR0BAAPb29vTv35927doxd+7cHPuxbt06MjIyWLZsGc7Ozjg6OrJy5Uri4+NzXTknLS2N5ORkjU0IIcT7ZcqUKRgZGeW4NW/e/F13T3xEWrduTbNmzfD19eXzzz9/190RQoiPWqF33QEhPjSxsbE8efJEYxWWwoULU7NmTaKiojTK1qlTR/m3ubk5Dg4O2cpkZWBgQIUKFZR9Kysrbt++/cJ9nDRpEo6Ojuzdu5cSJUponIuKiqJOnToayx/Xq1ePlJQU/v77byU3ROXKlTWuy9oXX19ffvrpJ+VcSkoK3t7efP755zg4OODp6UnLli1p1qxZnv1MSUkhKCiIHTt2kJCQwNOnT3n48GG2SKmszzFzP7cV+c6ePcvly5cxNjbWOP7o0SNiY2NzvGbq1KmMHz8+z74KIYR4t3x9fenQoUOO5/T19d9yb94PISEh77oLefpQs4Tk9iWWEEKI108GpYR4jxQuXFhjX6VSvdQLXYUKFejduzcBAQHZordepS+ZkVQTJkzINq2wWrVqXL16lV27drF//346dOiAu7s7v/zyS65tDBs2jH379jFr1ixsbW3R19enXbt2rzTNLiUlherVqxMaGprtXGaE1vMCAwMZMmSIsp+cnJzjUtpCCCHeHXNzc8zNzd91N4T4pCQFBkpePCHEGyWDUkK8oAoVKqCjo0N4eDhly5YFnk27i4iIYNCgQRpljx07pkQeJSYmEhMTg6Oj41vp59ixY6lQoQJr167VOO7o6MjGjRtRq9VKtFR4eDjGxsaULl26QHWXKFEiWwQWgImJCR07dqRjx460a9cOT09P7t69i7m5OYULFyY9PV2jfHh4ON7e3nz55ZfAswGluLi4bPUeO3Ys235uz7FatWqsW7eOEiVKFPglSldXF11d3QKVFUIIIYQQQgjxekhOKSFekKGhIX369MHf35/du3dz8eJFevfuTWpqKj4+PhplJ0yYwIEDBzh//jze3t4UK1bsra1AY2FhwZAhQ5g/f77G8b59+3L9+nX69+/PX3/9xdatWxk3bhxDhgxBS+vlfyXMmTOHNWvW8NdffxETE8OGDRuwtLTEzMwMeLaK3oEDB7h58yaJiYkA2NnZsWnTJiIjIzl79iydO3fWyGuVKTw8nBkzZhATE8N3333Hhg0bGDhwYI796NKlC8WKFaN169YcPnyYq1evEhYWxoABA/j7779f+v6EEEIIIYQQQrxeMiglRAFlZGRQqNCz4MJp06bRtm1bunbtSrVq1bh8+TJ79uyhSJEiGtdMmzaNgQMHUr16dW7evMmvv/6Kjo7OW+vzsGHDMDIy0jhWqlQpdu7cyYkTJ6hSpQq+vr74+PgwevToV2rL2NiYGTNm4OrqSo0aNYiLi2Pnzp3KQNfs2bPZt28f1tbWuLi4AM8GsooUKULdunXx8vLCw8ODatWqZat76NChnDx5EhcXFyZNmsScOXPw8PDIsR8GBgb8/vvvlClThq+++gpHR0d8fHx49OiRhJ8LIYQQQgghxHtEpf5QMxAK8ZZ5enpia2vLwoUL33VXxBuWnJyMqakpBASAnt677s4bpR437l13QYiPUubvkaSkJBkQF0J8cOR3mBDiVRX094jklBIiH4mJiYSHhxMWFoavr++77o4QQgghhBBvhenUqa/0BZ18+SWEyI8MSgmRj549exIREcHQoUNp3br1O+vH89Pwstq1axcNGjR4i70RQgghhBBCCCFejQxKCZGPzZs3v+suABAZGZnruVKlSr29jgghhBBCCCGEEK+BDEoJ8YGwtbV911345CQFBkoeBSGEEEIIIYR4Q2T1PSGEEEIIIYQQQgjx1smglBBCCCGEEB8hGxsb5s2b9667IYQQQuRKBqWEEEIIIYR4D6lUqjy3oKCgd93FVxIXF6dxP8bGxjg5OdGvXz8uXbqkUXbEiBHY2Nhw//59jeNeXl40bNiQjIwMAM6cOUP79u2xsLBAT08POzs7evfuTUxMjEabmbk6n+9D1u3YsWP53kNISIhSXktLCysrKzp27Eh8fLxGOTc3txzbyLqyc9bjhoaG2NnZ4e3tzalTpzTqCgsLy7XPN2/eBCAoKCjH8/v37y/AJyOEEG+P5JQSQohcvOoyyDmRpZGFEEIUVEJCgvLvdevWMXbsWKKjo5Vjea3M+yHZv38/Tk5OpKamcu7cOYKDg6lSpQq//vorTZs2BWDChAns2LGDIUOGsHTpUgBWrFjBwYMHOXv2LFpaWmzfvp22bdvi4eFBaGgoFSpU4Pbt22zYsIExY8awbt26fPuQVdGiRQvUfxMTE6Kjo1Gr1Vy9epW+ffvSvn17jh8/rlGud+/eTJgwQeOYgYGBxv7KlSvx9PTk0aNHxMTE8MMPP1CrVi1WrFhBt27dNMpGR0dny31ZokQJ5d9OTk7ZBqHMzc0LdE9CCPG2SKSUEEIIIYQQ7yFLS0tlMzU1RaVSKfsPHjygS5cuWFhYYGRkRI0aNXKMgrl//z6dOnXC0NCQUqVK8d1332mcnzNnDs7OzhgaGmJtbU3fvn1JSUnRKBMeHo6bmxsGBgYUKVIEDw8PEhMTAUhLS2PAgAGUKFECPT096tevT0RExAvdZ9GiRbG0tKR8+fK0bt2a/fv3U6tWLXx8fEhPTwdAV1eXVatWsWrVKnbv3k18fDyDBw9mxowZVKhQgdTUVHr06EGLFi3Ytm0b7u7ulCtXjlq1ajFr1iyWLFlSoD5k3QoXLlyg/md+LlZWVtStWxcfHx9OnDhBcnKyRjkDA4NsbTw/qGRmZoalpSU2NjY0a9aMX375hS5duuDn56c880wlSpTIVp+W1v/9712hQoWyndfR0SnQPQkhxNsig1JCCCGEEEJ8YFJSUmjRogUHDhzgzJkzeHp64uXllW3a2MyZM6lSpQpnzpwhICCAgQMHsm/fPuW8lpYW8+fP58KFC6xatYrffvuN4cOHK+cjIyNp2rQplSpV4ujRo/zxxx94eXkpg0XDhw9n48aNrFq1itOnT2Nra4uHhwd379596XvT0tJi4MCBXLt2TWPqWvXq1QkMDKRXr1507dqVmjVr0qdPHwD27NnDf//9p9H3rMzMzF66Py/i9u3bbN68GW1tbbS1tV9LnYMHD+b+/fsan9vrlpaWRnJyssYmhBBvgwxKCSGEEEII8YGpUqUK3377LZ999hl2dnZMnDiRChUqsG3bNo1y9erVIyAgAHt7e/r370+7du2YO3eucn7QoEE0btwYGxsbmjRpwqRJk1i/fr1yfsaMGbi6urJo0SKqVKmCk5MTfn5+FCtWjAcPHrB48WJmzpxJ8+bNqVSpEkuXLkVfX5/ly5e/0v1VrFgReJbzKavRo0ejpaXF8ePHWb58OSqVCkDJQZV53YuqW7cuRkZGGltBJSUlYWRkhKGhIRYWFhw8eJB+/fphaGioUW7RokXZ2ggNDc23/tyeRenSpTXqen764blz5zTO16xZM9c2pk6diqmpqbJZW1sX8O6FEOLVSE4pIfKgUqnYvHkzbdq0eW11BgUFsWXLFiXB5uvm5uZG1apVZbUdIYQQ4iOWkpJCUFAQO3bsICEhgadPn/Lw4cNskVJ16tTJtp/1HWH//v1MnTqVv/76i+TkZJ4+fcqjR49ITU3FwMCAyMhI2rdvn2MfYmNjefLkCfXq1VOOFS5cmJo1axIVFfVK96dWqwGUQadM+/btU5J5R0REUKZMGY3yL2vdunU4Ojq+1LXGxsacPn2aJ0+esGvXLkJDQ5k8eXK2cl26dGHUqFEaxywsLPKtP7dncfjwYYyNjZX956cbOjg4aAxS6urq5tpGYGAgQ4YMUfaTk5NlYEoI8VZIpNQn5Pr16/Ts2ZOSJUuio6ND2bJlGThwIHfu3FHKvK2lg19ktZXX2U7RokVp1qwZZ86cKdD1CQkJNG/e/LX1B2DYsGEcOHDgha5RqVRs2bKlQGU3bdrExIkTX6JnL87b21t5toULF6ZcuXIMHz6cR48eaZTLbYWYtWvXApqryGhpaWFqaoqLiwvDhw/XSPIKua8mk/Wb0dxWuHn69OmbfyhCCCHEWzBs2DA2b97MlClTOHz4MJGRkTg7O/P48eMC1xEXF0fLli2pXLkyGzdu5NSpU0rOqcx69PX130j/85M5qFWuXDnlWGJiIr1792b06NGMGjWKvn378t9//wFgb28PwF9//fVS7VlbW2Nra6uxFZSWlha2trY4OjoyZMgQateurUwrzMrU1DRbG1kHlXKT07PI3M9aV9myZTXO6+joaJzPa5BJV1cXExMTjU0IId4GGZT6RFy5cgVXV1cuXbrEmjVruHz5Mt9//z0HDhygTp06LzTvPz09XVl291Xt37+fhIQEzp49y5QpU4iKiqJKlSovPGhT0Hb27NlDSkoKzZs35969e/leZ2lpmee3Si/DyMiowKu5vIjMl0dzc/MCveC8Lp6eniQkJHDlyhXmzp3LkiVLGJfDCnMrV64kISFBY3s+Ai06OpobN24QERHBiBEj2L9/P5999hnnzp3TKOfk5JStrj/++EOjTO/evbOVKVRIgkOFEEJ8HMLDw/H29ubLL7/E2dkZS0vLbNO7AI4dO5ZtPzMi6NSpU2RkZDB79mxq166Nvb09N27c0ChfuXLlXN/LKlSogI6ODuHh4cqxJ0+eEBERQaVKlV763jIyMpg/fz7lypXDxcVFOd6/f38sLS0ZOXIko0aNolSpUvTr1w+AZs2aUaxYMWbMmJFjnQV573tdAgICWLduHadPn34t9c2bNw8TExPc3d1fS31CCPE+kUGpT0S/fv3Q0dFh7969NGrUiDJlytC8eXP279/PP//8w6hRo3Bzc+PatWsMHjxYiSwBCAkJwczMjG3btlGpUiV0dXWJj48nMTGRbt26UaRIEQwMDGjevLlGlNO1a9fw8vKiSJEiGBoa4uTkxM6dOzX6ld9qK2q1Gnd3dzw8PJTQ5bt371K6dGnGjh1b4PvPbMfV1ZVZs2Zx69Ytjh8/zuPHj/Hz88PKygo9PT3Kli3L1KlTleuej1A6ceIELi4u6Onp4erqyubNm1GpVMpUvMxnldWWLVs0wq2DgoKoWrWqsh8REcHnn39OsWLFMDU1pVGjRhovMTY2NgB8+eWXqFQqZT+znmXLllGuXDn09PSAZ1FCgwYNUq5PS0tjxIgRWFtbo6uri62trUaeh0OHDlGzZk10dXWxsrIiICDghSKKdHV1sbS0xNramjZt2uDu7p5jIs7M1WSybpl9zpS5ioy9vT1ff/014eHhFC9ePNu3jTmtJlOsWDGNMjmtcCOEEEJ8LOzs7Ni0aRORkZGcPXuWzp075/ilYXh4ODNmzCAmJobvvvuODRs2MHDgQABsbW158uQJCxYs4MqVK6xevZrvv/9e4/rAwEAiIiLo27cvf/75J3/99ReLFy/mv//+w9DQkD59+uDv78/u3bu5ePEivXv3JjU1FR8fnwLfy507d7h58yZXrlxRVs47ceIEy5cvV5KFb968mQ0bNrBq1SoKFSpEoUKFWLVqFVu2bGHjxo0YGhqybNkyduzYQatWrdi/fz9xcXGcPHmS4cOH4+vrW6A+ZN2ej/wuKGtra7788sts76qpqanZ2nh+Rb179+5x8+ZNrl27xr59+2jXrh0///wzixcvzvaOefv27Wz1PXny5KX6LIQQ74oMSn0C7t69y549e+jbt2+2EGxLS0u6dOnCunXr2LhxI6VLl2bChAlKZEmm1NRUpk+fzrJly7hw4QIlSpTA29ubkydPsm3bNo4ePYparaZFixbKH8N+/fqRlpbG77//zrlz55g+fXq+SSOfX21FpVKxatUqIiIimD9/PgC+vr6UKlXqhQalssp8Bo8fP2b+/Pls27aN9evXEx0dTWhoqDLo87yUlBRatmxJpUqVOHXqFEFBQQwbNuyl+pDV/fv36d69O3/88QfHjh3Dzs6OFi1acP/+fQBlWeXMSKOsyyxfvnyZjRs3Ki+lOenWrRtr1qxh/vz5REVFsWTJEuVz+Oeff2jRogU1atTg7NmzLF68mOXLlzNp0qSXupfz589z5MiR17bcsL6+Pr6+voSHh3P79u3XUqcQQgjxMZgzZw5FihShbt26eHl54eHhQbVq1bKVGzp0KCdPnsTFxYVJkyYxZ84cPDw8gGfJ0ufMmcP06dP57LPPCA0N1fhyDp5Ni9u7dy9nz56lZs2a1KlTh61btyrRx9OmTaNt27Z07dqVatWqcfnyZfbs2UORIkUKfC/u7u5YWVnh7OxMQEAAjo6O/PnnnzRu3BiA//77D19fX8aNG8dnn32mXOfs7My4ceOUaXytW7fmyJEjFC5cmM6dO1OxYkU6depEUlJSvu82mX3IuhU0dUJOBg8ezI4dOzhx4oRybOnSpdna6NSpk8Z1PXr0wMrKiooVK9KnTx+MjIw4ceIEnTt3ztaGg4NDtvqyrlYohBAfApnL8gm4dOkSarU61+SNjo6OJCYmkp6ejra2NsbGxtmiSp48eaKsupJZ57Zt2wgPD6du3boAhIaGYm1tzZYtW2jfvj3x8fG0bdsWZ2dnAMqXL1+g/mZdYaRmzZqUKlWKJUuW0K1bN27evMnOnTs5c+bMS03FunfvHhMnTlRWINm3bx92dnbUr18flUqVbS5+Vj///DMZGRksX74cPT09nJyc+Pvvv3PMGfAimjRporH/ww8/YGZmxqFDh2jZsiXFixcH/i/SKKvHjx/z448/KmWeFxMTw/r169m3b58S8p31c1i0aBHW1tYsXLhQyct048YNRowYwdixY9HSyn/cevv27RgZGfH06VPS0tLQ0tJi4cKF2cp16tQp29LIFy9eVBKU5ibrz0OJEiWA/1tNJqv//e9/Gt/uLlq0iGXLlin73377LbNnz86xjbS0NNLS0pR9WQZZCCHE+8bb2xtvb29l38bGht9++02jTOZUtkw5Ted73uDBgxk8eLDGsa5du2rsN2rUSGOKXlZ6enrMnz9f+fLwRdjY2BQoQXmxYsW4detWjudGjhzJyJEjlX1XV1c2btxY4DYL2ofcPP+5ZKpdu7ZGvWFhYfnWVdB+uLm55Vs2KCiIoKCgAtUnhBDvkgxKfUJe5Q+ujo4OlStXVvajoqIoVKgQtWrVUo4VLVoUBwcHJRnjgAED6NOnD3v37sXd3Z22bdtq1JFfP7NOeWvfvj2bN29m2rRpLF68GDs7uxfqf926ddHS0uLBgweUL1+edevWYWFhgbe3N59//jkODg54enrSsmVLmjVrlmMdUVFRVK5cWWPK2fMr2ryMW7duMXr0aMLCwrh9+zbp6emkpqZmWz0nJ2XLls11QAogMjISbW1tGjVqlOP5qKgo6tSpo/Gs69WrR0pKCn///Xe+A0YAjRs3ZvHixTx48IC5c+dSqFAh2rZtm63c3Llzs+VCKFmyZL715/Tz8PxqMkC2hJzPr3DzfMh7VlOnTmX8+PH59kUIIYQQQgghxOsj0/c+Aba2tqhUqlyX5o2KiqJIkSJ5Dm7o6+tnW4Y2P7169eLKlSt07dqVc+fO4erqyoIFC/K9LqcVRlJTUzl16hTa2tovtTrfunXrOHv2LImJicTGxtKiRQsAqlWrxtWrV5k4cSIPHz6kQ4cOtGvX7oXrz6SlpZVt8C+/uf3du3cnMjKS4OBgjhw5QmRkJEWLFi3Q6jmGhoZ5nn8bK+YYGhpia2tLlSpVWLFiBcePH9fIWZXJ0tIy24ozBYl2y/x5yDqt8vnVZGxtbZUoqkzPr3DzfM6prAIDA0lKSlK269evF/DuhRBCCJEbX19fjIyMctzyy/H0vnBycsr1HkJDQ99194QQ4oMnkVKfgKJFi/L555+zaNEiBg8erDFQcfPmTUJDQ+nWrRsqlQodHR3S09PzrdPR0ZGnT59y/PhxZfrenTt3iI6O1lhtxdraGl9fX3x9fQkMDGTp0qX0798/13pzW21l6NChaGlpsWvXLlq0aMEXX3yRbdpbXqytralQoUKO50xMTOjYsSMdO3akXbt2eHp6cvfuXczNzbPd8+rVq3n06JESLfX8ijbFixfn/v37PHjwQBkwyi3XU6bw8HAWLVqkDJRdv35dWd44U+HChQv0uTzP2dmZjIwMDh06lOOKLY6OjmzcuBG1Wq0MOoaHh2NsbEzp0qVfuD0tLS1GjhzJkCFD6Ny58ysPij18+JAffviBhg0b5jlo+qp0dXVf+yqLQgghxKduwoQJuebffD7C+X21c+fOXL9gtLCweMu9EUKIj48MSn0iFi5cSN26dfHw8GDSpEmUK1eOCxcu4O/vT6lSpZg8eTLwLBrl999/5+uvv0ZXVzfX6BI7Oztat25N7969WbJkCcbGxgQEBFCqVClat24NwKBBg2jevDn29vYkJiZy8ODBbHmtMlc6SU1N5fz588ybN48TJ06wY8cOJf/Qjh07WLFiBUePHqVatWr4+/vTvXt3/vzzzxdKopmTOXPmYGVlhYuLC1paWmzYsAFLS8scp3p17tyZUaNG0bt3bwIDA4mLi2PWrFkaZWrVqoWBgQEjR45kwIABHD9+nJCQkDz7YGdnx+rVq3F1dSU5ORl/f/9sgzk2NjYcOHCAevXqoaurW+D7trGxoXv37vTs2ZP58+dTpUoVrl27xu3bt+nQoQN9+/Zl3rx59O/fHz8/P6Kjoxk3bhxDhgwpUD6pnLRv3x5/f3++++47jRfRzNVksjI2NtaI9rp9+zaPHj3i/v37nDp1ihkzZvDff/+xadMmjeuePn2arS6VSiUvh0IIIcR7pESJEtkimT80eeUb/RQkBQZ+MAOIQogPk0zf+0TY2dlx8uRJypcvT4cOHahQoQLffPMNjRs35ujRo0pU0IQJE4iLi6NChQr5RqasXLmS6tWr07JlS+rUqYNarWbnzp0ULlwYgPT0dPr164ejoyOenp7Y29uzaNEijTryW23l33//xcfHh6CgIGVFmfHjx2NhYfFawr6NjY2ZMWMGrq6u1KhRg7i4OHbu3JnjgIyRkRG//vor586dw8XFhVGjRjF9+nSNMubm5vz000/s3LkTZ2dn1qxZk2+SyeXLl5OYmEi1atXo2rUrAwYMyPYCN3v2bPbt24e1tbVGBFlBLF68mHbt2tG3b18qVqxI7969efDgAQClSpVi586dnDhxgipVquDr64uPjw+jR49+oTayKlSoEH5+fsyYMUNpB/5vNZms2/PTOR0cHChZsiTVq1dn2rRpuLu7c/78eY3oO4ALFy5kq+tTf2kUQgghhBBCiA+NSv0q2a+F+MTFxcVRrlw5zpw5Q9WqVd91d8RrkpycjKmpKQQEQJbE9q+Dety411qfEOL9lPl7JCkpSaIMhBAfHPkdJoR4VQX9PSKRUkIIIYQQQgghhBDirZNBKfFB+xhWdXlfxcfH5/psjYyMiI+Pf9ddFEIIIYQQQgjxAZNE5+KD9q5XdbGxseFjnQFbsmTJPFcOLFmy5NvrjBBCCCGEeOtMp07NM5WBpCUQQrwqGZQSH7SPYVWX91WhQoWwtbV91914p2TFGSGEEEIIIYR4c2T6nhBCCCGEEEIIIYR462RQSgghhBBCCPFRSU1NZdKkSVy9evVdd0UIIUQeZFBKCCGEEEII8cEKCQnBzMxM41jv3r25ceMG5cqVezedEkIIUSAyKCWEEEIIIcR7ztvbG5VKlW27fPnyG2uzVatWlClTBj09PaysrOjatSs3btzQKPPnn3/SoEED9PT0sLa2ZsaMGQWu/8KFC7Rt2xYbGxtUKhXz5s17Lf0ODg4mNTWVhQsXvvC15cqVY//+/a+lH0IIIfInic6FECIX+a0486JkhRohhBCvwtPTk5UrV2ocK168eLZyjx8/RkdH55Xba9y4MSNHjsTKyop//vmHYcOG0a5dO44cOQJAcnIyzZo1w93dne+//55z587Rs2dPzMzM+Oabb/KtPzU1lfLly9O+fXsGDx78yv3NNHDgQAYOHPjC1/35558kJibSqFGj19YXIYQQeZNIKSGEEEIIIT4Aurq6WFpaamza2tq4ubnh5+fHoEGDKFasGB4eHgCcP3+e5s2bY2RkhIWFBV27duW///5T6svIyGDGjBnY2tqiq6tLmTJlmDx5snJ+8ODB1K5dm7Jly1K3bl0CAgI4duwYT548ASA0NJTHjx+zYsUKnJyc+PrrrxkwYABz5swp0P3UqFGDmTNn8vXXX6Orq1vg5xASEkKZMmUwMDDgyy+/5M6dOxrng4KCqFq1qrIfERHB559/TrFixTA1NaVRo0acPn06W71bt27F09OTwoULc+3aNby8vChSpAiGhoY4OTmxc+dOpWx+z9bNzY3+/fszaNAgihQpgoWFBUuXLuXBgwf06NEDY2NjbG1t2bVrl3JNeno6Pj4+lCtXDn19fRwcHAgODtboo7e3N23atGHWrFlYWVlRtGhR+vXrp3wmAKtXr8bV1RVjY2MsLS3p3Lkzt2/fLvDzFUKIt0kGpYQQQgghhPjArVq1Ch0dHcLDw/n++++5d+8eTZo0wcXFhZMnT7J7925u3bpFhw4dlGsCAwOZNm0aY8aM4eLFi/z8889YWFjkWP/du3cJDQ2lbt26FC5cGICjR4/SsGFDjagsDw8PoqOjSUxMfCP3efz4cXx8fPDz8yMyMpLGjRszadKkPK+5f/8+3bt3548//uDYsWPY2dnRokUL7t+/r1Fu27ZttG7dGoB+/fqRlpbG77//zrlz55g+fTpGRkYABXq28OwzKVasGCdOnKB///706dOH9u3bU7duXU6fPk2zZs3o2rUrqampwLNBwtKlS7NhwwYuXrzI2LFjGTlyJOvXr9eo9+DBg8TGxnLw4EFWrVpFSEgIISEhyvknT54wceJEzp49y5YtW4iLi8Pb2zvPZ5SWlkZycrLGJoQQb4NKrVar33UnhBDifZKcnIypqSkEBMj0PSHES8n8PZKUlISJicm77o74CHh7e/PTTz+hl+XvUvPmzdmwYQNubm4kJydrRP9MmjSJw4cPs2fPHuXY33//jbW1NdHR0VhZWVG8eHEWLlxIr169cm13xIgRLFy4kNTUVGrXrs327dspWrQoAM2aNaNcuXIsWbJEKX/x4kWcnJy4ePEijo6OBb4/GxsbBg0axKBBg/Is17lzZ5KSktixY4dy7Ouvv2b37t3cu3cPeBYptWXLFiIjI3OsIyMjAzMzM37++WdatmwJwD///EP58uW5desWZmZmVK5cmbZt2zIuh7/d+T1be3t73NzcSE9P5/Dhw8CzKChTU1O++uorfvzxRwBu3ryJlZUVR48epXbt2jn21c/Pj5s3b/LLL78Az34OwsLCiI2NRVtbG4AOHTqgpaXF2rVrc6zj5MmT1KhRg/v37ysDa88LCgpi/Pjx2U/k8y4k7zZCiNwU9F1IIqWE+ESpVCq2bNnyrruhCAsLQ6VSKS+UQgghhNDUuHFjIiMjlW3+/PnKuerVq2uUPXv2LAcPHsTIyEjZKlasCEBsbCxRUVGkpaXRtGnTPNv09/fnzJkz7N27F21tbbp168a7/E47KiqKWrVqaRyrU6dOntfcunWL3r17Y2dnh6mpKSYmJqSkpBAfH6+U2bZtG/Xr11dW8RswYACTJk2iXr16jBs3jj///FMpm9+zzVS5cmXl39ra2hQtWhRnZ2flWGZUWtapdd999x3Vq1enePHiGBkZ8cMPP2j0E8DJyUkZkAKwsrLSqOPUqVN4eXlRpkwZjI2NlRxZz9eTVWBgIElJScp2/fr1PJ6oEEK8PjIoJcRHILcVeTw9PV+p3pCQkBzrzbrFxcW9cL1ubm7ZvgmtW7cuCQkJzyKUhBBCCJGNoaEhtra2ymZlZaVxLquUlBS8vLw0BrEiIyO5dOkSDRs2RF9fv0BtFitWDHt7ez7//HPWrl3Lzp07OXbsGACWlpbcunVLo3zmvqWl5avc6mvVvXt3IiMjCQ4O5siRI0RGRlK0aFEeP36slNm2bRutWrVS9nv16sWVK1fo2rUr586dw9XVlQULFgD5P9tMmdMcM6lUKo1jKpUKeBa5BbB27VqGDRuGj48Pe/fuJTIykh49emj0M7d6M+t48OABHh4emJiYEBoaSkREBJs3bwbIVk9Wurq6mJiYaGxCCPE2yOp7QnwkclqR50WShuakY8eOGgNbX331FZ999hkTJkxQjuW06k9u8loNSEdH55VfYF/XakNCCCHEh65atWps3LgRGxsbChXK/spvZ2eHvr4+Bw4cyHP6XlaZAx9paWnAswilUaNG8eTJE2WgZN++fTg4OFCkSJHXdCeaHB0dOX78uMaxzEGy3ISHh7No0SJatGgBwPXr1zWSkqekpHDw4EEWL16scZ21tTW+vr74+voSGBjI0qVL6d+/f77P9mWFh4dTt25d+vbtqxzLGnlVEH/99Rd37txh2rRpWFtbA8+m7wkhxPtKIqWE+EjktCJP5gth5jd3enp6VKpUiX379hWoTn19fY36dHR0MDAwUPb19PT49ttvKV68OCYmJjRp0oSzZ88q12eufrNs2TLKlSuHnp4e3t7eHDp0iODgYI1oq+en7925c4dOnTpRqlQpDAwMcHZ2Zs2aNRr9y2m1oZ49eyr5ITI9efKEEiVKsHz58ld4wkIIIcSHo1+/fty9e5dOnToRERFBbGwse/bsoUePHqSnp6Onp8eIESMYPnw4P/74I7GxsRw7dkz5W3n8+HEWLlxIZGQk165d47fffqNTp05UqFBBmS7XuXNndHR08PHx4cKFC6xbt47g4GCGDBlSoD4+fvxYiTJ6/Pgx//zzD5GRkVy+fDnXawYMGMDu3buZNWsWly5dYuHChezevTvPduzs7Fi9ejVRUVEcP36cLl26aESK7d69G3t7e2xsbJRjgwYNYs+ePVy9epXTp09z8OBBJUdWfs/2ZdnZ2XHy5En27NlDTEwMY8aMISIi4oXqKFOmDDo6OixYsIArV66wbds2Jk6c+NJ9EkKIN00GpYT4yGVkZPDVV1+ho6PD8ePH+f777xkxYsRrqbt9+/bcvn2bXbt2cerUKapVq0bTpk25e/euUuby5cts3LiRTZs2KaHzderUoXfv3iQkJJCQkKB8k5fVo0ePqF69Ojt27OD8+fN88803dO3alRMnTmiUe361oV69erF7924SEhKUMtu3byc1NZWOHTvmeB+y4owQQoiPTcmSJQkPDyc9PZ1mzZrh7OzMoEGDMDMzQ0vr2f8CjBkzhqFDhzJ27FgcHR3p2LGjkpvIwMCATZs20bRpUxwcHPDx8aFy5cocOnRIicQ2NTVl7969XL16lerVqyt1ffPNNwXq440bN3BxccHFxYWEhARmzZqFi4tLnpFbtWvXZunSpQQHB1OlShX27t3L6NGj82xn+fLlJCYmUq1aNbp27cqAAQMoUaKEcn7r1q0aU/fgWWLyfv364ejoiKenJ/b29ixatKjAz/ZlfPvtt3z11Vd07NiRWrVqcefOHY2oqYIoXrw4ISEhbNiwgUqVKjFt2jRmzZr10n0SQog3TVbfE+IjkNOKPAAjR47E1dWVL774gmvXrlGyZEng2TeCzZs3Z/PmzbRp06bA7bi5uVG1alXmzZvHH3/8wRdffMHt27c1pgna2toyfPhwvvnmG4KCgpgyZQr//POPxjS/rPVkCgsLo3HjxiQmJipJRp/XsmVLKlasqLxc5bTaEDxLANq9e3eGDx8OQKtWrShatGi26Y2ZXnbFmRclK9QI8emQ1feE+DA8ffoUCwsLdu3aRc2aNd91d94bBV2JWN5thBC5Kei7kOSUEuIj0bhx42y5EMzNzVm9ejXW1tbKgBTkv0pNQZw9e5aUlBRlWehMDx8+1Mh/ULZs2RfKO5UpPT2dKVOmsH79ev755x8eP35MWloaBgYGGuWeX20IniUn/eGHHxg+fDi3bt1i165d/Pbbb7m2FRgYqDHVIDk5OcfoLSGEEEJ8XO7evcvgwYOpUaPGu+6KEEJ8kmRQSoiPROaKPG9LSkoKVlZWhIWFZTuXNdLp+dWACmrmzJkEBwczb948nJ2dMTQ0ZNCgQdlWjsmp/m7duhEQEMDRo0c5cuQI5cqVo0GDBrm2paur+8pJ4YUQQgihycjIKNdzu3btyvNv89tSokSJfKf/CSGEeHNkUEqIj5yjoyPXr18nISFBWTo6v1VqCqJatWrcvHmTQoUKaSQGLQgdHZ18E4GGh4fTunVr/ve//wHPcmPFxMRQqVKlfOsvWrQobdq0YeXKlRw9epQePXq8UP+EEEII8eoiIyNzPVeqVKm31xEhhBDvLRmUEuIjkZaWxs2bNzWOFSpUCHd3d+zt7enevTszZ84kOTmZUaNGvXJ77u7u1KlThzZt2jBjxgzs7e25ceMGO3bs4Msvv8TV1TXXa21sbDh+/DhxcXEYGRlhbm6erYydnR2//PILR44coUiRIsyZM4dbt24VaFAKnk3ha9myJenp6XTv3v2l71MIIYQQL+dtRnCLNyMpMFDy4gkh3ihZfU+Ij8Tu3buxsrLS2OrXr4+WlhabN2/m4cOH1KxZk169ejF58uRXbk+lUrFz504aNmxIjx49sLe35+uvv+batWtYWFjkee2wYcPQ1tamUqVKFC9enPj4+GxlRo8eTbVq1fDw8MDNzQ1LS8sXSsru7u6OlZUVHh4eGvm0hBBCCCGEEEK8H2T1PSHERyklJYVSpUqxcuVKvvrqqxe6tqArzrwoWaFGiE+HrL4nhPiQye8wIcSrktX3hBCfpIyMDP777z9mz56NmZkZrVq1etddEkIIIYQQQgiRA5m+J8QnbsqUKRgZGeW4NW/e/F1374XFx8djYWHBzz//zIoVKyhUSMbehRBCCCGEEOJ9JNP3hPjE3b17l7t37+Z4Tl9f/5NcHUdC1oUQr0p+jwghPmQFSWUgaQmEEHmR6XtCiAIxNzfPcfU7IYQQQgghhBDiTZLpe0IIIYQQQgghhBDirZNBKSGEEEIIIYQQQgjx1smglBBCCCGEEEIIIYR46ySnlBBC5MJ06tRck3u+KEkGKoQQQrz/vL29uXfvHlu2bHkj9atUKjZv3kybNm3eSP05CQsLo3HjxiQmJmJmZvbW2hVCiIKQSCkhhBBCCCE+cd7e3jkOlISFhaFSqbh3795b79PzbGxsmDdv3mupKy4uDpVKRWRkpMbx4OBgQkJClH03NzcGDRr0wvUHBQVRtWrVbMcTEhJo3rz5C9cnhBAfK4mUEkIIIYQQQgjA1NT0jdZvaWn5RusXQogPjURKCSGEEEIIIQpk48aNODk5oauri42NDbNnz9Y4r1Kpsk19MzMzU6KPHj9+jJ+fH1ZWVujp6VG2bFmmTp36Un1RqVQsW7aML7/8EgMDA+zs7Ni2bZtyPjExkS5dulC8eHH09fWxs7Nj5cqVAJQrVw4AFxcXVCoVbm5ugGbEmLe3N4cOHSI4OBiVSoVKpSIuLo6QkJBs0+C2bNmCSqUCICQkhPHjx3P27Fnlusz7f/75nDt3jiZNmqCvr0/RokX55ptvSElJUc5n9mfWrFlYWVlRtGhR+vXrx5MnT5Qyq1evxtXVFWNjYywtLencuTO3b99+qWcqhBBvmwxKiU9WbmHbr1r2dcjpZUcIIYQQ4l06deoUHTp04Ouvv+bcuXMEBQUxZswYjelu+Zk/fz7btm1j/fr1REdHExoaio2NzUv3afz48XTo0IE///yTFi1a0KVLF+7evQvAmDFjuHjxIrt27SIqKorFixdTrFgxAE6cOAHA/v37SUhIYNOmTdnqDg4Opk6dOvTu3ZuEhAQSEhKwtrbOt08dO3Zk6NChODk5Kdd17NgxW7kHDx7g4eFBkSJFiIiIYMOGDezfvx8/Pz+NcgcPHiQ2NpaDBw+yatUqQkJCNJ75kydPmDhxImfPnmXLli3ExcXh7e1d0EcIQFpaGsnJyRqbEEK8DTIoJT5a3t7eyrdThQsXply5cgwfPpxHjx4BYG1tTUJCAp999tk77WdO+RE6duxITEzMu+nQCwgJCVGesZaWFlZWVnTs2JH4+HiNcm5ubkq5rJuvr69SJutxQ0ND7Ozs8Pb25tSpUxp1Zea2yGm7efMm8CyPQ07n9+/f/+YfihBCCPGB2r59O0ZGRhpb1vxHc+bMoWnTpowZMwZ7e3u8vb3x8/Nj5syZBW4jPj4eOzs76tevT9myZalfvz6dOnV66T57e3vTqVMnbG1tmTJlCikpKcqAU3x8PC4uLri6umJjY4O7uzteXl4AFC9eHICiRYtiaWmJubl5trpNTU3R0dHBwMAAS0tLLC0t0dbWzrdP+vr6GBkZUahQIeU6fX39bOV+/vlnHj16xI8//shnn31GkyZNWLhwIatXr+bWrVtKuSJFirBw4UIqVqxIy5Yt+eKLLzhw4IByvmfPnjRv3pzy5ctTu3Zt5s+fz65duzQirvIzdepUTE1Nla0gg29CCPE6yKCU+Kh5enqSkJDAlStXmDt3LkuWLGHc/18FTVtbG0tLSwoVev9Sq+nr61OiRIl33Y0CMTExISEhgX/++YeNGzcSHR1N+/bts5XL+i1j5jZjxgyNMitXriQhIYELFy7w3XffkZKSQq1atfjxxx+z1RcdHZ2tvqzPLOu3k5lbw4YNX/8DEEIIIT4SjRs3JjIyUmNbtmyZcj4qKop69eppXFOvXj0uXbpEenp6gdrw9vYmMjISBwcHBgwYwN69e1+pz5UrV1b+bWhoiImJiTJ1rU+fPqxdu5aqVasyfPhwjhw58kptvW5RUVFUqVIFQ0ND5Vi9evXIyMggOjpaOebk5KQxGGZlZaUxPe/UqVN4eXlRpkwZjI2NadSoEUC2LwnzEhgYSFJSkrJdv379VW5NCCEKTAalxEdNV1cXS0tLrK2tadOmDe7u7uzbtw/IPiUvr7wDz0tPT6dnz55UrFgx3z/4arWaoKAgypQpg66uLiVLlmTAgAHAswiia9euMXjwYCWaB3Kevjdp0iRKlCiBsbExvXr1IiAgQGNVl8ycA1OmTMHCwgIzMzMmTJjA06dP8ff3x9zcnNKlS2e7pxEjRmBvb4+BgQHly5dnzJgxGnkK8qNSqbC0tMTKyoq6devi4+PDiRMnsoV9Z/2WMXMzMTHRKGNmZoalpSU2NjY0a9aMX375hS5duuDn50diYqJG2RIlSmSrT0vr/36lZf12MnPT0dEp8H0JIYQQnxpDQ0NsbW01tlKlSr1QHSqVCrVarXEs63tFtWrVuHr1KhMnTuThw4d06NCBdu3avXSfCxcunK39jIwMAJo3b668Z924cYOmTZsybNiwl24rk5aWVp73+LrldY+ZUwBNTEwIDQ0lIiKCzZs3A8/ydxWUrq4uJiYmGpsQQrwNMiglPhnnz5/nyJEjuQ5M5JV3IKu0tDTat29PZGQkhw8fpkyZMnm2u3HjRiVK69KlS2zZsgVnZ2cANm3aROnSpZkwYYISzZOT0NBQJk+ezPTp0zl16hRlypRh8eLF2cr99ttv3Lhxg99//505c+Ywbtw4WrZsSZEiRTh+/Di+vr58++23/P3338o1xsbGhISEcPHiRYKDg1m6dClz587N855yc/v2bTZv3oy2tnaBwtsLYvDgwdy/f18ZTHwTJI+CEEIIkT9HR0fCw8M1joWHh2Nvb6/83S9evLjG+8ylS5dITU3VuMbExISOHTuydOlS1q1bx8aNG5U8UK9b8eLF6d69Oz/99BPz5s3jhx9+AFDeB/OL8NLR0clWpnjx4ty/f58HDx4ox57PO5rTdc9zdHTk7NmzGvWEh4ejpaWFg4NDvvcG8Ndff3Hnzh2mTZtGgwYNqFixoiQ5F0J8UGRQSnzUMnMj6Onp4ezszO3bt/H398+xbF55BzKlpKTwxRdf8O+//3Lw4EElH0Fe4uPjsbS0xN3dnTJlylCzZk169+4NgLm5Odra2spqKbktE7xgwQJ8fHzo0aMH9vb2jB07VhnYysrc3Jz58+fj4OBAz549cXBwIDU1lZEjR2JnZ0dgYCA6Ojr88ccfyjWjR4+mbt262NjY4OXlxbBhw1i/fn2+95UpKSkJIyMjDA0NsbCw4ODBg/Tr108jFB1g0aJF2fJUhIaG5lt/xYoVgWeRbVmVLl1aoy4nJyeN8+fOndM4X7NmzVzbkDwKQgghRP6GDh3KgQMHmDhxIjExMaxatYqFCxdqRB9l5kU6c+YMJ0+exNfXVyPSZ86cOaxZs4a//vqLmJgYNmzYgKWl5RtZ4GXs2LFs3bqVy5cvc+HCBbZv346joyPwLOJaX1+f3bt3c+vWLZKSknKsw8bGhuPHjxMXF8d///1HRkYGtWrVwsDAgJEjRxIbG8vPP/+cLdm7jY0NV69eJTIykv/++4+0tLRsdXfp0gU9PT26d+/O+fPnOXjwIP3796dr165YWFgU6B7LlCmDjo4OCxYs4MqVK2zbto2JEye+2IMSQoh3SAalxEctMzfC8ePH6d69Oz169KBt27Y5li1I3oFOnTrx4MED9u7di6mpaYH60L59ex4+fEj58uXp3bs3mzdv5unTpy90H9HR0dkGVXIaZHFyctKYwmZhYaExeKWtrU3RokU1vkFbt24d9erVw9LSEiMjI0aPHv1COQiMjY2JjIzk5MmTzJ49m2rVqjF58uRs5bp06ZItT0WrVq3yrT8zPD5zamOmw4cPa9S1c+dOjfMODg4a5zdu3JhrG5JHQQghhMhftWrVWL9+PWvXruWzzz5j7NixTJgwQWOlt9mzZ2NtbU2DBg3o3Lkzw4YNw8DAQDlvbGzMjBkzcHV1pUaNGsTFxbFz506N95fXRUdHh8DAQCpXrkzDhg3R1tZm7dq1wLNp/vPnz2fJkiWULFmS1q1b51jHsGHD0NbWplKlShQvXpz4+HjMzc356aef2LlzJ87OzqxZs4agoCCN69q2bYunpyeNGzemePHirFmzJlvdBgYG7Nmzh7t371KjRg3atWtH06ZNWbhwYYHvsXjx4oSEhLBhwwYqVarEtGnTmDVrVsEfkhBCvGPvX4ZnIV6jzNwIACtWrKBKlSosX74cHx+fbGUz8w7s3LmTffv20bRpU/r166fxh71Fixb89NNPHD16lCZNmhSoD9bW1kRHR7N//3727dtH3759mTlzJocOHcqWI+BV5ZRzIK88BEePHqVLly6MHz8eDw8PTE1NWbt2LbNnzy5wm1paWsozdnR0JDY2lj59+rB69WqNcqampkq5FxEVFQVAuXLlNI6XK1cuz29VdXR0Ctyerq4uurq6L9w3IYQQ4mPxfKRPJjc3N438SW3bts31Cz6AkiVLsmfPHo1j9+7dU/7du3dvJWL8RT0fNf18Xqfn2xo9ejSjR4/Otb5evXrRq1cvjWPPPwd7e3uOHj2a7do2bdrQpk0bjWNZ70tXV5dffvkl23XP99nZ2Znffvst1z7m9Lk8v2pzp06dsq1gmLWd5z9DIYR4n0iklPhkaGlpMXLkSEaPHs3Dhw9zLJNb3oFMffr0Ydq0abRq1YpDhw4VuG19fX28vLyYP38+YWFhHD16lHPnzgEFyzng4OBARESExrHn91/GkSNHKFu2LKNGjcLV1RU7OzuuXbv2SnUGBASwbt06Tp8+/cr9g2cvXiYmJri7u7+W+oQQQgghhBBCvB8kUkp8Utq3b4+/vz/fffddtpVexo4dS/Xq1XFyciItLU0j70BW/fv3Jz09nZYtW7Jr1y7q16+fZ5shISGkp6cr+Qd++ukn9PX1KVu2LPAs58Dvv//O119/ja6ubo7J1fv370/v3r1xdXWlbt26rFu3jj///JPy5cu/wtMAOzs74uPjWbt2LTVq1GDHjh3Kii0vy9rami+//JKxY8eyfft25Xhqaio3b97UKKurq0uRIkWU/Xv37nHz5k3S0tKIiYlhyZIlbNmyhR9//DFbVNTt27d59OiRxrGiRYu+9ugzIYQQQrx5oaGhfPvttzmeK1u2LBcuXHjLPRJCCPE2yKCU+KQUKlQIPz8/ZsyYQfPmzTXOZeYdiIuLQ19fnwYNGih5B543aNAgMjIyaNGiBbt376Zu3bq5tmlmZsa0adMYMmQI6enpODs78+uvv1K0aFEAJkyYwLfffkuFChVIS0vLMby6S5cuXLlyhWHDhvHo0SM6dOiAt7c3J06ceIWnAa1atWLw4MH4+fmRlpbGF198wZgxY7LlRXhRgwcPpk6dOpw4cULJfbV06VKWLl2qUc7Dw4Pdu3cr+z169ABAT0+PUqVKUb9+fU6cOEG1atWytZHTqjRHjx6ldu3ar9R3IYQQQrx9rVq1olatWjmeky+chBDi46VSywRjIT5In3/+OZaWltlyN4lXl5yc/CyRfUAA6Om9ljrV48a9lnqEEB+GzN8jSUlJmJiYvOvuCCHEC5HfYUKIV1XQ3yMSKSXEByA1NZXvv/8eDw8PtLW1WbNmjZI4XQghhBBCCCGE+BBJonMhXlFoaChGRkY5bk5OTq+lDZVKxc6dO2nYsCHVq1fn119/ZePGjW88+beTk1Ou9xYaGvpG2xZCCCGEEEII8XGT6XtCvKL79+9z69atHM8VLlxYSWj+Ibp27RpPnjzJ8ZyFhQXGxsZvuUdvh4SsCyFelfweEUJ8yOR3mBDiVcn0PSHeEmNj4492cOZDHlATQgghhBBCCPF+k0EpIYQQQgghhBDZmE6dmm3RF1m8RQjxOklOKSGEEEIIIYQQQgjx1smglBBCCCGEEEIIIYR462T6nhBC5CKnkPWCkLB2IYQQQgghhMifREoJIYQQQnxEVCoVW7ZsedfdeOM+lft8X8TFxaFSqYiMjHylery9vWnTps1r6RNAUFAQVatWfW31ZXJzc2PQoEGvvd4XFRISgpmZ2bvuhhBCvDEyKCWEEEII8R7y9vZGpVJl2zw9PV9bG4cOHaJJkyaYm5tjYGCAnZ0d3bt35/Hjx6+tDfH2vS8DKjkJDg4mJCTkXXfjvWRjY8O8efM0jnXs2JGYmJh30yEhhHgLZPqeEB+wPXv2cOPGDXr06PGuuyKEEOIN8PT0ZOXKlRrHdHV1X0vdFy9exNPTk/79+zN//nz09fW5dOkSGzduJD09/bW08T57/PgxOjo677obeXry5AmFCxd+1914rUxNTd91Fz4o+vr66Ovrv+tuCCHEGyORUkJ8IJ7/9uzs2bP06tWL2rVrv7tOCSGEeKN0dXWxtLTU2IoUKaKcv3TpEg0bNkRPT49KlSqxb9++Ate9d+9eLC0tmTFjBp999hkVKlTA09OTpUuXavxP8B9//EGDBg3Q19fH2tqaAQMG8ODBA+V8WloaI0aMwNraGl1dXWxtbVm+fLly/tChQ9SsWRNdXV2srKwICAjg6dOnynk3NzcGDBjA8OHDMTc3x9LSkqCgII2+FuQ+R4wYgb29PQYGBpQvX54xY8bw5MkT5XzmNK9ly5ZRrlw59PT0+PHHHylatChpaWkadbVp04auXbvm+Nwyp7GtX79eeS41atQgJiaGiIgIXF1dMTIyonnz5vz777/KdRkZGUyYMIHSpUujq6tL1apV2b17d7Z6161bR6NGjdDT0yM0NBSAZcuW4ejoiJ6eHhUrVmTRokU59g2eRdgdOnSI4OBgJbouLi4OgPPnz9O8eXOMjIywsLCga9eu/Pfffxp9nDFjBra2tujq6lKmTBkmT56sUf+VK1do3LgxBgYGVKlShaNHjyrnMqea7dmzB0dHR4yMjPD09CQhIUGjf1mn7+XXZn6fa0Hkd98PHjygW7duGBkZYWVlxezZs7PVkdN0UTMzM42or7///ptOnTphbm6OoaEhrq6uHD9+HIDY2Fhat26NhYUFRkZG1KhRg/379yvXurm5ce3aNQYPHqx8blmfaVaLFy+mQoUK6Ojo4ODgwOrVq7P1ddmyZXz55ZdKBOS2bdte6JkJIcTbIoNS4o3IbcrB5cuX31ibrVq1okyZMujp6WFlZUXXrl25ceOGRpk///yTBg0aoKenh7W1NTNmzChw/UuXLqVBgwYUKVKEIkWK4O7uzokTJ/K97ttvv6VChQro6+tTvHhxWrduzV9//fXC95dVYmIiXbp0Ye3atTg6Or5SXVkdOnQIa2vr11afEEKINycjI4OvvvoKHR0djh8/zvfff8+IESMKfL2lpSUJCQn8/vvvuZaJjY3F09OTtm3b8ueff7Ju3Tr++OMP/Pz8lDLdunVjzZo1zJ8/n6ioKJYsWYKRkREA//zzDy1atKBGjRqcPXuWxYsXs3z5ciZNmqTRzqpVqzA0NOT48ePMmDGDCRMmKANPBb1PY2NjQkJCuHjxIsHBwSxdupS5c+dqlLl8+TIbN25k06ZNREZG0r59e9LT0zX+h/327dvs2LGDnj175vn8xo0bx+jRozl9+jSFChWic+fODB8+nODgYA4fPszly5cZO3asUj44OJjZs2cza9Ys/vzzTzw8PGjVqhWXLl3SqDcgIICBAwcSFRWFh4cHoaGhjB07lsmTJxMVFcWUKVMYM2YMq1atyrFfwcHB1KlTh969e5OQkEBCQgLW1tbcu3ePJk2a4OLiwsmTJ9m9eze3bt2iQ4cOyrWBgYFMmzaNMWPGcPHiRX7++WcsLCw06h81ahTDhg0jMjISe3t7OnXqpDHImJqayqxZs1i9ejW///478fHxDBs2LNfnmF+bBflc81KQ+/b39+fQoUNs3bqVvXv3EhYWxunTpwvcBkBKSgqNGjXin3/+Ydu2bZw9e5bhw4eTkZGhnG/RogUHDhzgzJkzeHp64uXlRXx8PACbNm2idOnSTJgwQfnccrJ582YGDhzI0KFDOX/+PN9++y09evTg4MGDGuXGjx9Phw4d+PPPP2nRogVdunTh7t27ufY/LS2N5ORkjU0IId4KtRBvQPfu3dWenp7qhIQEje3p06fZyqalpb2WNufMmaM+evSoOi4uTh0eHq6uU6eOuk6dOsr5pKQktYWFhbpLly7q8+fPq9esWaPW19dXL1mypED1d+7cWf3dd9+pz5w5o46KilJ7e3urTU1N1X///Xee1y1ZskR96NAh9dWrV9WnTp1Se3l5qa2trXN8FnkpW7aseu7cuS90zYsaPHiwuk+fPm+0jQ9BUlKSGlATEKAmKOiFNyGEyPw9kpSU9NJ1dO/eXa2tra02NDTU2CZPnqxWq9XqPXv2qAsVKqT+559/lGt27dqlBtSbN2/Ot/6nT5+qvb291YDa0tJS3aZNG/WCBQs0+uzj46P+5ptvNK47fPiwWktLS/3w4UN1dHS0GlDv27cvxzZGjhypdnBwUGdkZCjHvvvuO7WRkZE6PT1drVar1Y0aNVLXr19f47oaNWqoR4wY8Ur3OXPmTHX16tWV/XHjxqkLFy6svn37tka5Pn36qJs3b67sz549W12+fHmNPmd19epVNaBetmyZcmzNmjVqQH3gwAHl2NSpU9UODg7KfsmSJZXPLut99u3bV6PeefPmaZSpUKGC+ueff9Y4NnHiRI13nOc1atRIPXDgwGzXNGvWTOPY9evX1YA6OjpanZycrNbV1VUvXbq0wPd94cIFNaCOiopSq9Vq9cqVK9WA+vLly0qZ7777Tm1hYaHsd+/eXd26dWu1Wq3Ot82c5PS5VqlSJdfy+d33/fv31To6Our169cr5+/cuaPW19fXeIY5/byZmpqqV65cqVarn73vGRsbq+/cuVPge3FyclIvWLBA2c/pXW/lypVqU1NTZb9u3brq3r17a5Rp3769ukWLFhp9HT16tLKfkpKiBtS7du3KtS/jxo179u7z/JbDu5AQQhREQd+FJFJKvDE5TTnQ1tbGzc0NPz8/Bg0aRLFixfDw8ABePaR88ODB1K5dm7Jly1K3bl0CAgI4duyYEuIdGhrK48ePWbFiBU5OTnz99dcMGDCAOXPmFOh+QkND6du3L1WrVqVixYosW7aMjIwMDhw4kOd133zzDQ0bNsTGxoZq1aoxadIkrl+/roTS5+T27dt4eXmhr69PuXLllPD9rJ4PI88vvP3s2bM0btwYY2NjTExMqF69OidPntSoc9u2bbRq1QqAX375BWdnZ/T19SlatCju7u4a0zXymkrwslMbIiIi+PzzzylWrBimpqY0atQo2zeV+YWkp6en4+PjQ7ly5dDX18fBwYHg4OBcn7UQQrzPGjduTGRkpMbm6+sLQFRUFNbW1pQsWVIpX6dOnQLXra2tzcqVK/n777+ZMWMGpUqVYsqUKTg5OSlRGmfPniUkJAQjIyNl8/DwICMjg6tXrxIZGYm2tjaNGjXKsY2oqCjq1KmjTEUCqFevHikpKfz999/KscqVK2tcZ2Vlxe3bt1/oPtetW0e9evWwtLTEyMiI0aNHK1EomcqWLUvx4sU1jvXu3Zu9e/fyzz//AM+mS2VGfOcla58zI3ucnZ01jmXeQ3JyMjdu3KBevXoaddSrV4+oqCiNY66ursq/Hzx4QGxsLD4+PhqfwaRJk4iNjc2zf887e/YsBw8e1KinYsWKwLOIuKioKNLS0mjatGmB79vKygpAuU8AAwMDKlSooFEm6/msCtJmQT7XvOR337GxsTx+/JhatWop15ibm+Pg4FDgNgAiIyNxcXHB3Nw8x/MpKSkMGzYMR0dHzMzMMDIyIioq6oXuBZ49s4L8HGX9nAwNDTExMcn1c4BnEWtJSUnKdv369RfqlxBCvCxJdC7eiVWrVtGnTx/Cw8OB/wut7tWrF3PnzuXhw4eMGDGCDh068NtvvwHP/lhmhmzXr1+fhISEXKfB3b17l9DQUOrWraskCD169CgNGzbUSGrq4eHB9OnTSUxM1MjRURCpqak8efIk15ePnDx48ICVK1dSrly5PKfJeXt7c+PGDQ4ePEjhwoUZMGBAni8S8H/h7SVLluTcuXP07t0bY2Njhg8fDkCXLl1wcXFh8eLFaGtrExkZqZE89cKFC9y+fZsmTZqQkJBAp06dmDFjBl9++SX379/n8OHDqNVqAGUqwcKFC3FxceHMmTP07t0bQ0NDunfvrtQ5btw45s2bR5kyZejZsyedO3fG2NiY4OBgDAwM6NChA2PHjmXx4sUA3L9/n+7du7NgwQLUajWzZ8+mRYsWXLp0CWNjY6Xe8ePHM2PGDGbOnMmCBQvo0qUL165dw9zcnIyMDEqXLs2GDRsoWrQoR44c4ZtvvsHKykojVD+rtLQ0jXwiErIuhHhfGBoaYmtr+0bbKFWqFF27dqVr165MnDgRe3t7vv/+e8aPH09KSgrffvstAwYMyHZdmTJlXtu0/OeTeatUKmXaU0EcPXqULl26MH78eDw8PDA1NWXt2rXZcgMZGhpmu9bFxYUqVarw448/0qxZMy5cuMCOHTteqM+ZA1jPH3uRe8ipjykpKcCzFAJZB03g2aDii0hJScHLy4vp06dnO2dlZcWVK1cKVE9O9531PnP6LDPfH56XXwLvgn6uecnvvgv6M5zTfWT98i+/exk2bBj79u1j1qxZ2Nraoq+vT7t27d7YSpcv+t+Urq7ua1tEQQghXoQMSok3Zvv27UpOCYDmzZuzYcMGAOzs7DTyOU2aNAkXFxemTJmiHFuxYgXW1tbExMRgZWVFcHAwCxcuVAY9KlSoQP369TXaHDFiBAsXLiQ1NZXatWuzfft25dzNmzcpV66cRvnMbzZv3rz5woNSI0aMoGTJkri7u+dbdtGiRQwfPpwHDx7g4ODAvn37cl3xJyYmhl27dnHixAlq1KgBwPLly/PNHTV69Gjl3zY2NgwbNoy1a9cqg1Lx8fH4+/sr3w7a2dlpXL9161Y8PDzQ0dEhISGBp0+f8tVXX1G2bFlA89vfcePGMXv2bL766isAypUrx8WLF1myZInGoNSwYcOUSLiBAwfSqVMnDhw4oHzD5+Pjo5EgtEmTJhp9+uGHHzAzM+PQoUO0bNlSOe7t7U2nTp0AmDJlCvPnz+fEiRN4enpSuHBhxo8fr5QtV64cR48eZf369bkOSk2dOlXjGiGE+BA4Ojpy/fp1EhISlIiVY8eOvVKdRYoUwcrKSomMrVatGhcvXsx1YMzZ2ZmMjAwOHTqU499DR0dHNm7ciFqtVgYwwsPDMTY2pnTp0gXqU0Hu88iRI5QtW5ZRo0Ypx65du1ag+gF69erFvHnz+Oeff3B3d3/t+RVNTEwoWbIk4eHhGlFl4eHh1KxZM9frLCwsKFmyJFeuXKFLly4Fbk9HRyfbCorVqlVj48aN2NjYUKhQ9v8FsLOzQ19fnwMHDtCrV68Ct/Uq8mvzVT9XyP++K1SoQOHChTl+/DhlypQBnuXujImJ0fisihcvrpHn6dKlS6Smpir7lStXZtmyZdy9ezfHLyzDw8Px9vbmyy+/BJ4Nlj0fNZ/T5/Y8R0dHwsPDNd63wsPDqVSpUp7XCSHE+0qm74k35vkpB/Pnz1fOVa9eXaPs6wop9/f358yZM+zduxdtbW26deuW67dzr2LatGmsXbuWzZs3o6enBzwbHMna/6zh2F26dOHMmTMcOnQIe3t7OnTowKNHj3KsOyoqikKFCmk8o4oVK2ZbeeV5+YW3DxkyhF69euHu7s60adOyhf1v3bpVmbpXpUoVmjZtirOzM+3bt2fp0qUkJiYCLzaV4EWmNgDcunWL3r17Y2dnh6mpKSYmJqSkpGQLbc8vJP27776jevXqFC9eHCMjI3744Yc8w+MlZF0I8b5KS0vj5s2bGlvm1HZ3d3fs7e3p3r07Z8+e5fDhwxr/856fJUuW0KdPH/bu3UtsbCwXLlxgxIgRXLhwAS8vL+DZFzBHjhzBz8+PyMhILl26xNatW5VE5zY2NnTv3p2ePXuyZcsWrl69SlhYGOvXrwegb9++XL9+nf79+/PXX3+xdetWxo0bx5AhQ9DSKthraEHu087Ojvj4eNauXUtsbCzz589n8+bNBX4WnTt35u+//2bp0qX5Jjh/Wf7+/kyfPp1169YRHR1NQEAAkZGRDBw4MM/rxo8fz9SpU5k/fz4xMTGcO3eOlStX5pl+wMbGhuPHjxMXF8d///1HRkYG/fr14+7du3Tq1ImIiAhiY2PZs2cPPXr0ID09HT09PUaMGMHw4cP58ccfiY2N5dixYxorKb5u+bX5qp8rkO99GxkZ4ePjg7+/P7/99hvnz5/H29s7289nkyZNWLhwIWfOnOHkyZP4+vpqRCN16tQJS0tL2rRpQ3h4OFeuXGHjxo3K6oR2dnZKgv2zZ8/SuXPnbJFLNjY2/P777/zzzz8aKSyy8vf3JyQkhMWLF3Pp0iXmzJnDpk2b8kwmL4QQ7zMZlBJvTOaUg8wt89vNzHNZZYZWP583I3MJ6PxCojMVK1YMe3t7Pv/8c9auXcvOnTuVb1MtLS25deuWRvnMfUtLywLf16xZs5g2bRp79+7VGBzx9fXV6HvW3BempqbY2dnRsGFDfvnlF/76668XfqnKS2Z4e4sWLdi+fTtnzpxh1KhRGiHhQUFBXLhwgS+++ILffvuNSpUqKX1ISEjgzJkzfPHFF8CzKQH79u1j165dVKpUiQULFuDg4MDVq1c1phJkvd/z589n++b6Rac2dO/encjISIKDgzly5AiRkZEULVo0W2h7XiHpa9euZdiwYfj4+LB3714iIyPp0aNHnuHxurq6mJiYaGxCCPE+2L17N1ZWVhpbZpSwlpYWmzdv5uHDh9SsWZNevXpp5FrMT82aNUlJScHX1xcnJycaNWrEsWPH2LJlixIhUrlyZQ4dOkRMTAwNGjTAxcWFsWPHavyNW7x4Me3ataNv375UrFiR3r17K5FWpUqVYufOnZw4cYIqVarg6+uLj4+PRnRvfgpyn61atWLw4MH4+flRtWpVjhw5wpgxYwrchqmpKW3btsXIyIg2bdoU+LoXMWDAAIYMGcLQoUNxdnZm9+7dbNu2LVvk8vN69erFsmXLWLlyJc7OzjRq1IiQkJBs0d9ZDRs2DG1tbSpVqkTx4sWJj49XIrXS09Np1qwZzs7ODBo0CDMzM2UAZsyYMQwdOpSxY8fi6OhIx44d800f8KryavNVP1egQPc9c+ZMGjRogJeXF+7u7tSvXz/bF6izZ8/G2tqaBg0a0LlzZ4YNG4aBgYFyXkdHh71791KiRAlatGiBs7Mz06ZNU6ZZzpkzhyJFilC3bl28vLzw8PCgWrVqGm1MmDCBuLg4KlSokC33WaY2bdoQHBzMrFmzcHJyYsmSJaxcuRI3N7cXei5CCPG+UKnfRBiJ+OR5e3tz7949jUTcmdzc3KhatSrz5s1Tjo0aNYqNGzdy/vz5HEOrHz16hLm5OfPnzy9wSHl8fDxly5bl4MGDuLm5sXjxYkaNGsWtW7eUQY2RI0eyadOmXHNTPW/GjBlMnjyZPXv2ULt27QJd87y0tDSKFCnCokWL8Pb2znY+OjqaihUrakzfyzw2d+5cBg0aBDwbiNm8eTNt2rRh9uzZLFq0SCNSqVevXvzyyy/cu3cvx3506tSJBw8esG3bNn744Qd+/vlnwsLCciybnp5O2bJlGTJkCEOGDKFUqVL4+vrm+mIYFxdHuXLlOHPmDFWrVgUgLCyMxo0bk5iYqER9hYSEMGjQIKWPxsbGLFq0iK5duwJw/fp1ypQpk+t9ZzIzM2PevHl4e3vTv39/Ll68qJGA3t3dnf/++4/IyMgc+/u85ORkTE1NISAA/n8k3ItQjxv3wtcIIT4umb9HkpKSZKD7A9G0aVOcnJw0IruF+FTl9S4k7zlCiIIo6LuQREqJ98KrhpQfP36chQsXEhkZybVr1/jtt9/o1KkTFSpUUFbo6dy5Mzo6Ovj4+HDhwgXWrVtHcHAwQ4YMKVAfp0+fzpgxY1ixYgU2NjbKNIrMyKGcXLlyhalTp3Lq1Cni4+M5cuQI7du3R19fnxYtWuR4jYODA56ennz77bccP36cU6dO0atXrzyjxfILb3/48CF+fn6EhYVx7do1wsPDiYiIUPJUZV11L/N5TpkyhZMnTxIfH8+mTZv4999/lfIvM5WgIOzs7Fi9ejVRUVEcP36cLl26FDhKLmsdJ0+eZM+ePcTExDBmzBgiIiJeqV9CCCE+XomJiWzevJmwsDD69ev3rrsjhBBCfFJkUEq8F141pNzAwIBNmzbRtGlTHBwc8PHxUaYcZK4kYmpqyt69e7l69SrVq1dX6vrmm28K1MfFixfz+PFj2rVrpzGNYtasWbleo6enx+HDh2nRogW2trZ07NgRY2Njjhw5QokSJXK9buXKlZQsWZJGjRrx1Vdf8c033+RZPr/wdm1tbe7cuUO3bt2UnFbNmzdn/PjxPHjwgAMHDmgMSpmYmPD777/TokUL7O3tGT16NLNnz6Z58+bAy00lKIjly5eTmJhItWrV6Nq1KwMGDMjzvnPy7bff8tVXX9GxY0dq1arFnTt36Nu37yv1SwghPkTP5zrMumX+PhfPVt/z9vZm+vTpODg4vOvuCCGEEJ8Umb4nxCdu06ZNjB49mosXL77rrrw3ZPqeEOJVvQ/T9+7evcvdu3dzPKevr0+pUqXeco+EEB8Kmb4nhHhVBX0Xyp68RwjxSTEyMmL69OnvuhtCCCFeM3Nz8xyXphdCiIJKCgyUvHhCiDdKBqWE+P+MjIxyPbdr1y4aNGjwFnvz9jRr1uxdd0EIIYQQQgghxCdIBqWE+P/yWplNpjh8muTbQSGEEEIIIYR4c2RQSoj/z9bW9l13QQghhBBCCCGE+GTI6ntCCCGEEEIIIYQQ4q2TQSkhhBBCCCGEENmYTp2Kavz4d90NIcRHTAalhBBCCCGEEEIIIcRbJzmlhBAiF6ZTp4Ke3gtdox437g31RgghhBBCCCE+LhIpJYQQQgghhBBCCCHeOhmUEkIIIYQQQnyQjh8/TnBwMGq1+l13RQghxEuQQSkhhBBCCCHEe8/NzY1BgwYp+3///TcdOnTAxcUFlUr17jomhBDipcmglBBCCCGEEK+Zt7c3KpUq23b58uU31marVq0oU6YMenp6WFlZ0bVrV27cuKFR5s8//6RBgwbo6elhbW3NjBkzXqqttWvXolKpaNOmTYHKHz16lCZNmmBoaIiJiQkNGzbk4cOHL9U2wOPHj+nQoQOzZ8+mYcOGL13P865du4a+vj4pKSmvrU4hhBC5k0EpIT5w//77L3369KFMmTLo6upiaWmJh4cH4eHhb7ztkJAQ5SVbS0sLKysrOnbsSHx8vEY5Nze3HF/MfX19lTJZjxsaGmJnZ4e3tzenTp3SqCssLCzHulQqFTdv3gQgKCgox/P79+9/489ECCGEyOTp6UlCQoLGVq5cuWzlHj9+/Fraa9y4MevXryc6OpqNGzcSGxtLu3btlPPJyck0a9aMsmXLcurUKWbOnElQUBA//PDDC7UTFxfHsGHDaNCgQYHKHz16FE9PT5o1a8aJEyeIiIjAz88PLa2X/18RHR0djhw5onF/r8PWrVtp3LgxRkZGr7VeIYQQOZNBKSE+cG3btuXMmTOsWrWKmJgYtm3bhpubG3fu3Hkr7ZuYmJCQkMA///zDxo0biY6Opn379tnK9e7dO9uL+fPfzq5cuZKEhAQuXLjAd999R0pKCrVq1eLHH3/MVl90dHS2+kqUKKGcd3Jyynb+dX6TKoQQQuQn88uirJu2tjZubm74+fkxaNAgihUrhoeHBwDnz5+nefPmGBkZYWFhQdeuXfnvv/+U+jIyMpgxYwa2trbo6upSpkwZJk+erJwfPHgwtWvXpmzZstStW5eAgACOHTvGkydPAAgNDeXx48esWLECJycnvv76awYMGMCcOXMKfE/p6el06dKF8ePHU758+QJdM3jwYAYMGEBAQABOTk44ODjQoUMHdHV1c73mwYMHdOvWDSMjI6ysrJg9e3a2MjY2NsybN0/ZnzNnDs7OzhgaGmJtbU3fvn01Ip6uXbuGl5cXRYoUwdDQECcnJ3bu3KlR59atW2nVqhXw7IuwmjVrYmhoiJmZGfXq1ePatWsaZatVq4aenh7ly5dn/PjxPH36VDmvUqlYsmQJLVu2xMDAAEdHR44ePcrly5dxc3PD0NCQunXrEhsbq1wTGxtL69atsbCwwMjIiBo1amT7Us3GxoYpU6bQs2dPjI2NKVOmTLaBxREjRmBvb4+BgQHly5dnzJgxys+BEEK8T2RQSogP2L179zh8+DDTp0+ncePGlC1blpo1axIYGKi8UN27d49evXpRvHhxTExMaNKkCWfPngWeRVlZWloyZcoUpc4jR46go6PDgQMHCtQHlUqFpaUlVlZW1K1bFx8fH06cOEFycrJGOQMDg2wv5iYmJhplzMzMsLS0xMbGhmbNmvHLL7/QpUsX/Pz8SExM1ChbokSJbPVl/ca1UKFC2c7r6OgU/OEKIYQQb9CqVavQ0dEhPDyc77//nnv37tGkSRNcXFw4efIku3fv5tatW3To0EG5JjAwkGnTpjFmzBguXrzIzz//jIWFRY713717l9DQUOrWrUvhwoWBZxFLDRs21Ph76OHhQXR0dLa/s7mZMGECJUqUwMfHp0Dlb9++zfHjxylRogR169bFwsKCRo0a8ccff+R5nb+/P4cOHWLr1q3s3buXsLAwTp8+nec1WlpazJ8/nwsXLrBq1Sp+++03hg8frpzv168faWlp/P7775w7d47p06drRETdu3ePP/74g1atWvH06VPatGlDo0aN+PPPPzl69CjffPONkrvq8OHDdOvWjYEDB3Lx4kWWLFlCSEiIxiAhwMSJE+nWrRuRkZFUrFiRzp078+233xIYGMjJkydRq9X4+fkp5VNSUmjRogUHDhzgzJkzeHp64uXllS0Kffbs2bi6unLmzBn69u1Lnz59iI6OVs4bGxsTEhLCxYsXCQ4OZunSpcydOzfXZ5eWlkZycrLGJoQQb4VaCPHBevLkidrIyEg9aNAg9aNHj3Is4+7urvby8lJHRESoY2Ji1EOHDlUXLVpUfefOHbVarVbv2LFDXbhwYXVERIQ6OTlZXb58efXgwYML1P7KlSvVpqamyv6tW7fUjRs3Vmtra6tTUlKU440aNVIPHDgwz7oA9ebNm7MdP3PmjBpQr1u3Tq1Wq9UHDx5UA+rExMRc6xo3bpy6SpUqBboHtVqtfvTokTopKUnZrl+/rgbUBASoCQp6oU0IIdRqtTopKUkNqJOSkt51V8Q70r17d7W2trba0NBQ2dq1a6dWq5/9XXRxcdEoP3HiRHWzZs00jmX+PYqOjlYnJyerdXV11UuXLs2z3eHDh6sNDAzUgLp27drq//77Tzn3+eefq7/55huN8hcuXFAD6osXL+Z7T4cPH1aXKlVK/e+//yr32Lp16zyvOXr0qBpQm5ubq1esWKE+ffq0etCgQWodHR11TExMjtfcv39fraOjo16/fr1y7M6dO2p9fX2N94myZcuq586dm2vbGzZsUBctWlTZd3Z2Vgfl8bc6NDRU7erqqrQHqMPCwnIs27RpU/WUKVM0jq1evVptZWWl7APq0aNHK/uZz2L58uXKsTVr1qj19PRy7ZNarVY7OTmpFyxYoOyXLVtW/b///U/Zz8jIUJcoUUK9ePHiXOuYOXOmunr16rmeHzdu3LN3n+e3//8uJIQQL6qg70ISKSXEB6xQoUKEhISwatUqJax85MiR/PnnnwD88ccfnDhxgg0bNuDq6oqdnR2zZs3CzMyMX375BYAWLVrQu3dvunTpgq+vL4aGhkydOrXAfUhKSsLIyAhDQ0MsLCw4ePAg/fr1w9DQUKPcokWLMDIy0thCQ0Pzrb9ixYrAs/wVWZUuXVqjLicnJ43z586d0zhfs2bNXNuYOnUqpqamymZtbV3AuxdCCCFy17hxYyIjI5Vt/vz5yrnq1atrlD179iwHDx7U+NuV+TcwNjaWqKgo0tLSaNq0aZ5t+vv7c+bMGfbu3Yu2tjbdunVDrVa/8r3cv3+frl27snTpUooVK5ZjmSlTpmj0Pz4+noyMDAC+/fZbevTogYuLC3PnzsXBwYEVK1bkWE9sbCyPHz+mVq1ayjFzc3McHBzy7OP+/ftp2rQppUqVwtjYmK5du3Lnzh1SU1MBGDBgAJMmTaJevXqMGzdOeV/KlHXqnrm5Od7e3nh4eODl5UVwcDAJCQlK2bNnzzJhwgSN+81MVZDZHkDlypWVf2dGtTk7O2sce/TokRKZlJKSwrBhw3B0dMTMzAwjIyOioqKyRUplrTczav327dvKsXXr1lGvXj0sLS0xMjJi9OjR2erIKjAwkKSkJGW7fv16ns9aCCFel0LvugNCiFfTtm1bvvjiCw4fPsyxY8fYtWsXM2bMYNmyZTx48ICUlBSKFi2qcc3Dhw818hfMmjWLzz77jA0bNnDq1Kk8czw8z9jYmNOnT/PkyRN27dpFaGhottB1gC5dujBq1CiNY7lNOcgq80X6+aWeDx8+jLGxsbKfOTUhk4ODA9u2bVP287qnwMBAhgwZouwnJyfLwJQQQohXZmhoiK2tba7nskpJScHLy4vp06dnK2tlZcWVK1cK1GaxYsUoVqwY9vb2ODo6Ym1tzbFjx6hTpw6WlpbcunVLo3zmvqWlZZ71xsbGEhcXh5eXl3Isc8CpUKFCREdH4+vrqzHdsGTJkqSnpwNQqVIljfocHR3zHCR5UXFxcbRs2ZI+ffowefJkzM3N+eOPP/Dx8eHx48cYGBjQq1cvPDw82LFjB3v37mXq1KnMnj2b/v378/jxY3bv3s3IkSOVOleuXMmAAQPYvXs369atY/To0ezbt4/atWuTkpLC+PHj+eqrr7L1RU9PT/l31veTzHeZnI5lPsthw4axb98+Zs2aha2tLfr6+rRr1y5bMvzn33tUKpVSx9GjR5W8Xx4eHpiamrJ27doc83Jl0tXVfaH3PyGEeF1kUEqIj4Cenh6ff/45n3/+OWPGjKFXr16MGzeOvn37YmVlRVhYWLZrzMzMlH/HxsZy48YNMjIyiIuL0/gGLz9aWlrKC7ejoyOxsbH06dOH1atXa5QzNTXN9cU8L1FRUQDZVisqV66cxj08T0dHp8DtyYuYEEKId61atWps3LgRGxsbChXK/opuZ2eHvr4+Bw4coFevXgWqM3OQIi0tDYA6deowatQonjx5ogxq7Nu3DwcHB4oUKZJnXRUrVuTcuXMax0aPHs39+/cJDg7G2toaHR0dzM3NNcrY2NhQsmRJjXxHADExMTRv3jzHtipUqEDhwoU5fvw4ZcqUASAxMZGYmBgaNWqU4zWnTp0iIyOD2bNnKzkm169fn62ctbU1vr6++Pr6EhgYyNKlS+nfvz9hYWEUKVKEKlWqaJR3cXHBxcWFwMBA6tSpw88//0zt2rWpVq0a0dHRL/Vuk5fw8HC8vb358ssvgWeDlc9Hi+fnyJEjlC1bVuPLwKwJ2oUQ4n0ig1JCfIQqVarEli1bqFatGjdv3qRQoULY2NjkWPbx48f873//o2PHjjg4ONCrVy/OnTunsZLdiwgICKBChQoMHjyYatWqvcJdPDNv3jxMTExwd3d/5bqEEEKI91W/fv1YunQpnTp1Yvjw4Zibm3P58mXWrl3LsmXL0NPTY8SIEQwfPhwdHR3q1avHv//+y4ULF/Dx8eH48eNERERQv359ihQpQmxsLGPGjKFChQrUqVMHgM6dOzN+/Hh8fHwYMWIE58+fJzg4OM8E2Jn09PT47LPPNI5lfjn0/PGsVCoV/v7+jBs3jipVqlC1alVWrVrFX3/9paQSeJ6RkRE+Pj74+/tTtGhRSpQowahRozQWNHmera0tT548YcGCBXh5eSkJ5LMaNGgQzZs3x97ensTERA4ePIijoyMA27ZtU6buAVy9epUffviBVq1aKYNqly5dolu3bgCMHTuWli1bUqZMGdq1a4eWlhZnz57l/PnzTJo0KfcHmQ87Ozs2bdqEl5cXKpWKMWPGKIOLL1JHfHw8a9eupUaNGuzYsYPNmze/dJ+EEOJNkkEpIT5gd+7coX379vTs2ZPKlStjbGzMyZMnmTFjBq1bt8bd3Z06derQpk0bZsyYgb29PTdu3GDHjh18+eWXuLq6MmrUKJKSkpg/fz5GRkbs3LmTnj17sn379pfqk7W1NV9++SVjx47VqCM1NZWbN29qlNXV1dX4ZvbevXvcvHmTtLQ0YmJiWLJkCVu2bOHHH3/MFhV1+/ZtHj16pHGsaNGi2cLZhRBCiA9ByZIlCQ8PZ8SIETRr1oy0tDTKli2Lp6enMhgzZswYChUqxNixY7lx4wZWVlb4+voCz1a53bRpE+PGjePBgwdYWVnh6enJ6NGjlWhgU1NT9u7dS79+/ahevTrFihVj7NixfPPNN2/03gYNGsSjR48YPHgwd+/epUqVKuzbt48KFSrkes3MmTOVKY3GxsYMHTqUpKSkXMtXqVKFOXPmMH36dAIDA2nYsCFTp05VBpEA0tPT6devH3///TcmJiZ4enoqA3Lbtm3TyHFlYGDAX3/9xapVq7hz5w5WVlb069ePb7/9Fni2auH27duZMGEC06dPp3DhwlSsWLHAUWy5mTNnDj179qRu3boUK1aMESNGvPBKeK1atWLw4MH4+fmRlpbGF198wZgxYwgKCnqlvgkhxJugUr+OzIdCiHciLS2NoKAg9u7dS2xsLE+ePMHa2pr27dszcuRI9PX1uX//PqNGjWLjxo38+++/WFpaKi9qsbGxfP755xw8eJD69esDz3IyVKlShWnTptGnT5882w8JCWHQoEHcu3dP43hm7orjx49Ts2ZN3NzcOHToULbrPTw82L17N6CZM0pPT49SpUpRv359BgwYoBFxFRYWRuPGjXPsz9GjR6lduzZBQUFs2bKFyMjIgjzGbJKTkzE1NYWAAMiSF6Ig1OPGvVSbQoiPS+bvkaSkJExMTN51d4QQeTh9+vT/a+++g6K62j+Af2nLAktVKTIIEV1Fxd6wYSHBhpLEYCzYMErEGKyAithrUNFJokEQJ6NiYjRmbLFiVBDfqNiwN3wTewHRSD2/P3z3/lxYDEWWst/PzJ3xnnvuuc8BBh6fe+9ZdO/eHY8ePeLNrf8pmAsxvyGikipuLsSiFBFRASxKEVFZsShFVHWcPHkSV65cgb+/f0WHUmmwKEVEZVXcXIiv7xERERERERQKRZHH9uzZg86dO2sxGu1p27Yt2rZtW9FhEBHpJBaliKhIjRs3LvLTWtauXYshQ4ZoOSIiIiIqL+967d3R0VF7gVClkR4Wxqc9iahcsShFREXavXs3cnJyNB6zs7PTcjRERERUnurVq1fRIRARkY5hUYqIiuTs7FzRIVQo3h0kIiIiIiIqP/oVHQAREREREREREekeFqWIiIiIiIiIiEjrWJQiIiIiIiKiQiwXLaroEIiomuOaUkRERbBctAiQy/+1n4iI0EI0RERERERE1QuflCIiIiIiIiIiIq1jUYqIiIiIiIiIiLSORSmiKiw5ORlRUVEQQlR0KEREREREREQlwqIUURXRtWtXBAcHS/v//e9/4efnhxYtWkBPT6/iAiMiIiKqYvT09PDrr79WdBiShIQE6Onp4fnz5xUdChGRVrEoReVixIgR0NPTK7Rdv3693K7Zr18/1KlTB3K5HA4ODvD398fff/+t1ufcuXPo3Lkz5HI5nJycsHTp0lJdKz4+Hnp6evD19S1W/6SkJHTv3h1mZmawsLBAly5d8M8//5Tq2gCQnZ0NPz8/REZGokuXLqUep6A7d+7AxMQEmZmZ721MIiIiovJUVN7Zs2fPMo0bFxencdy3t9u3b5d43II3GgGgQ4cOuHfvHiwtLcsUMxFRVcNP36Ny07NnT6xfv16trVatWoX6ZWdnQyaTlfl63bp1w/Tp0+Hg4IC//voLU6ZMwYABA5CYmAgAyMjIwEcffQQvLy+sWbMG58+fx6hRo2BlZYUxY8YU+zq3b9/GlClT0Llz52L1T0pKQs+ePREWFobVq1fD0NAQZ8+ehb5+6WvCMplMmtf7tGPHDnTr1g0KheK9j01ERERUXjTlncbGxmUac+DAgWqFrU8++QRNmjTB3LlzpTZNuW1R3pXzymQy2Nvblz7YfxmfiKiy4pNSVG6MjY1hb2+vthkYGKBr164YP348goODUbNmTXh7ewMALly4gF69ekGhUMDOzg7+/v54/PixNF5+fj6WLl2KevXqwdjYGHXq1MGCBQuk4xMnTkT79u3h7OyMDh06IDQ0FCdOnEBOTg4AYOPGjcjOzkZsbCwaN26Mzz//HBMmTMDy5cuLPae8vDwMGTIEc+bMQd26dYt1zsSJEzFhwgSEhoaicePGaNCgAfz8/N6ZKL18+RLDhg2DQqGAg4MDIiMjC/VxcXHBypUrpf3ly5fD3d0dZmZmcHJywrhx49SeeLpz5w58fHxgbW0NMzMzNG7cGLt371Ybc8eOHejXrx+AN4+Rt23bFmZmZrCyskLHjh1x584dtb4tW7aEXC5H3bp1MWfOHOTm5krH9fT0sHbtWvTt2xempqZwc3NDUlISrl+/jq5du8LMzAwdOnTAjRs3pHNu3LiB/v37w87ODgqFAm3atMGBAwcKzXvhwoUYNWoUzM3NUadOHfzwww9qfUJCQqBUKmFqaoq6desiPDxc+jkgIiKi6kdT3mltbQ0AuHbtGrp06QK5XI5GjRph//79xRrTxMREbTyZTAZTU1NpXy6XY+zYsahVqxYsLCzQvXt3nD17Vjp/9uzZaN68OdatW4cPPvgAcrkcI0aMwJEjRxAVFaX2tFXB1/eePHmCQYMGwdHREaampnB3d8fmzZvV4tOUU48aNQp9+/ZV65eTkwNbW1vExMSU4StMRFQ+WJSiCrFhwwbIZDIcP34ca9aswfPnz9G9e3e0aNECf/75J/bu3YsHDx7Az89POicsLAyLFy9GeHg4UlNTsWnTJtjZ2Wkc/+nTp9i4cSM6dOgAIyMjAG+eWOrSpYvaHSRvb29cuXIFz549K1bcc+fOha2tLQICAorV/+HDh0hOToatrS06dOgAOzs7eHp64tixY+88b+rUqThy5Ah27NiBffv2ISEhAadPn37nOfr6+li1ahUuXryIDRs24NChQ5g2bZp0PCgoCFlZWfjjjz9w/vx5LFmyRO2JqOfPn+PYsWPo168fcnNz4evrC09PT5w7dw5JSUkYM2aMtHbV0aNHMWzYMHz99ddITU3F2rVrERcXp1YkBIB58+Zh2LBhSElJQcOGDTF48GCMHTsWYWFh+PPPPyGEwPjx46X+mZmZ6N27Nw4ePIgzZ86gZ8+e8PHxQVpamtq4kZGRaN26Nc6cOYNx48bhyy+/xJUrV6Tj5ubmiIuLQ2pqKqKiohAdHY0VK1a88+tHRERE1U9+fj4++eQTyGQyJCcnY82aNQgJCXkvY3/22Wd4+PAh9uzZg1OnTqFly5bo0aMHnj59KvW5fv06fvnlF2zbtg0pKSmIioqCh4cHvvjiC9y7dw/37t2Dk5NTobFfv36NVq1aYdeuXbhw4QLGjBkDf39/nDx5Uq1fwZx69OjR2Lt3L+7duyf12blzJ169eoWBAwcWOZesrCxkZGSobUREWiGIysHw4cOFgYGBMDMzk7YBAwYIIYTw9PQULVq0UOs/b9488dFHH6m13b17VwAQV65cERkZGcLY2FhER0e/87rTpk0TpqamAoBo3769ePz4sXTsww8/FGPGjFHrf/HiRQFApKam/uucjh49KhwdHcWjR4+kOfbv3/+d5yQlJQkAwsbGRsTGxorTp0+L4OBgIZPJxNWrVzWe8+LFCyGTycRPP/0ktT158kSYmJiIr7/+WmpzdnYWK1asKPLaP//8s6hRo4a07+7uLmbPnl1k/40bN4rWrVtL1wMgEhISNPbt0aOHWLhwoVrbjz/+KBwcHKR9AGLmzJnSvuprERMTI7Vt3rxZyOXyImMSQojGjRuL1atXS/vOzs5i6NCh0n5+fr6wtbUV33//fZFjLFu2TLRq1arI469fvxbp6enSpvrZQ2iowOzZ/7oRERWUnp4uAIj09PSKDoWo2tOUd5qZmYkFCxaI33//XRgaGoq//vpL6r9nzx4BQGzfvr1E1/H09JRysaNHjwoLCwvx+vVrtT6urq5i7dq1QgghIiIihJGRkXj48GGR46gcPnxYABDPnj0r8vp9+vQRkydPVhunYE4thBCNGjUSS5YskfZ9fHzEiBEj3jm3iIiIN7lPwS009J3nEREVpbi5EJ+UonLTrVs3pKSkSNuqVaukY61atVLre/bsWRw+fBgKhULaGjZsCODNK12XLl1CVlYWevTo8c5rTp06FWfOnMG+fftgYGCAYcOGQQhR5rm8ePEC/v7+iI6ORs2aNTX2WbhwoVr8aWlpyM/PBwCMHTsWI0eORIsWLbBixQo0aNAAsbGxGse5ceMGsrOz0a5dO6nNxsYGDRo0eGeMBw4cQI8ePeDo6Ahzc3P4+/vjyZMnePXqFQBgwoQJmD9/Pjp27IiIiAicO3dO7fy3X92zsbHBiBEj4O3tDR8fH0RFRandcTt79izmzp2rNl/VHT/V9QCgadOm0r9VT7W5u7urtb1+/Vq6G5eZmYkpU6bAzc0NVlZWUCgUuHTpUqEnpd4eV09PD/b29nj48KHUtmXLFnTs2BH29vZQKBSYOXNmoTHetmjRIlhaWkqbpjuWREREVHkVzDtTUlIQGBiIS5cuwcnJCbVr15b6enh4lPl6Z8+eRWZmJmrUqKGWD926dUttaQJnZ+cSrTulkpeXh3nz5sHd3R02NjZQKBT4/fffC+UzBXNqABg9erS0vtaDBw+wZ88ejBo16p3XCwsLQ3p6urTdvXu3xDETEZUGFzqncmNmZoZ69eoVeextmZmZ8PHxwZIlSwr1dXBwwM2bN4t1zZo1a6JmzZpQKpVwc3ODk5MTTpw4AQ8PD9jb2+PBgwdq/VX7/7aw5I0bN3D79m34+PhIbaqCk6GhIa5cuYLAwEC11w1r166NvLw8AECjRo3UxnNzc3tnkaSkbt++jb59++LLL7/EggULYGNjg2PHjiEgIADZ2dkwNTXF6NGj4e3tjV27dmHfvn1YtGgRIiMj8dVXXyE7Oxt79+7F9OnTpTHXr1+PCRMmYO/evdiyZQtmzpyJ/fv3o3379sjMzMScOXPwySefFIpFLpdL/1a9OglAevVPU5vqazllyhTs378f33zzDerVqwcTExMMGDAA2dnZatd4ewzVOKoxkpKSpHW/vL29YWlpifj4eI3rcqmEhYVh0qRJ0n5GRgYLU0RERFXIu/LO8pCZmQkHBwckJCQUOmZlZaUWV2ksW7YMUVFRWLlypbRmaHBwcKGcSNP4w4YNQ2hoKJKSkpCYmIgPPvjgXz+gx9jYuMwLwxMRlQaLUlQptGzZEr/88gtcXFxgaFj4x7J+/fowMTHBwYMHMXr06GKNqSpSZGVlAXhzV2zGjBnIycmRihr79+9HgwYNpIUwi9KwYUOcP39erW3mzJl48eIFoqKi4OTkBJlMBhsbG7U+Li4uqF27ttp6RwBw9epV9OrVS+O1XF1dYWRkhOTkZNSpUwcA8OzZM1y9ehWenp4azzl16hTy8/MRGRkpfarfTz/9VKifk5MTAgMDERgYiLCwMERHR+Orr75CQkICrK2t0axZM7X+LVq0QIsWLRAWFgYPDw9s2rQJ7du3R8uWLXHlypX3nvwdP34cI0aMwMcffwzgTcJX0o9aTkxMhLOzM2bMmCG1vb1AuyZMxIiIiKonNzc33L17F/fu3YODgwMA4MSJE2Uet2XLlrh//z4MDQ3h4uJSonNlMpl047Iox48fR//+/TF06FAAb/Laq1evFrrRqUmNGjXg6+uL9evXIykpCSNHjixRfERE2sSiFFUKQUFBiI6OxqBBgzBt2jTY2Njg+vXriI+Px7p16yCXyxESEoJp06ZBJpOhY8eOePToES5evIiAgAAkJyfjP//5Dzp16gRra2vcuHED4eHhcHV1lR7RHjx4MObMmYOAgACEhITgwoULiIqKKtYC2HK5HE2aNFFrU90FK9j+Nj09PUydOhURERFo1qwZmjdvjg0bNuDy5cvYunWrxnMUCgUCAgIwdepU1KhRA7a2tpgxY4ZUbNKkXr16yMnJwerVq+Hj4yMtdvm24OBg9OrVC0qlEs+ePcPhw4fh5uYGAPjtt9+kV/cA4NatW/jhhx/Qr18/qah27do1DBs2DAAwa9Ys9O3bF3Xq1MGAAQOgr6+Ps2fP4sKFC5g/f37RX8h/Ub9+fWzbtg0+Pj7Q09NDeHi4VFwsyRhpaWmIj49HmzZtsGvXLmzfvr3UMREREVHll5WVhfv376u1GRoawsvLC0qlEsOHD8eyZcuQkZGhduOqtLy8vODh4QFfX18sXboUSqUSf//9N3bt2oWPP/4YrVu3LvJcFxcXJCcn4/bt21AoFIVuagJv8pmtW7ciMTER1tbWWL58OR48eFCsohTw5hW+vn37Ii8vD8OHDy/1PImIyhvXlKJKoXbt2jh+/Djy8vLw0Ucfwd3dHcHBwbCyspKKMeHh4Zg8eTJmzZoFNzc3DBw4UFpHyNTUFNu2bUOPHj3QoEEDBAQEoGnTpjhy5Ij0BIylpSX27duHW7duoVWrVtJYY8aMKde5BQcHIywsDBMnTkSzZs1w8OBB7N+/H66urkWes2zZMnTu3Bk+Pj7w8vJCp06dNK4ZoNKsWTMsX74cS5YsQZMmTbBx40YsWrRIrU9eXh6CgoLg5uaGnj17QqlU4rvvvgNQuChlamqKy5cv49NPP4VSqcSYMWMQFBSEsWPHAnjzqYU7d+7Evn370KZNG7Rv3x4rVqyAs7NzWb5UWL58OaytrdGhQwf4+PjA29sbLVu2LNEY/fr1w8SJEzF+/Hg0b94ciYmJCA8PL1NcREREVLnt3bsXDg4OalunTp2gr6+P7du3459//kHbtm0xevToQp8WXBp6enrYvXs3unTpgpEjR0KpVOLzzz/HnTt3ivx0aJUpU6bAwMAAjRo1Qq1atTQu6TBz5ky0bNkS3t7e6Nq1K+zt7eHr61vs+Ly8vODg4ABvb2+19bSIiCobPfE+VoEmoirr9OnT6N69Ox49elRorSZdlZGRAUtLSyA0FHhrjayiiIgILURFRFWJ6vdIeno6LCwsKjocItIxmZmZcHR0xPr16zWuAfpv3s6FRIEbnURExVHcXIiv7xHpuNzcXKxevZoFKSIiIqIqLj8/H48fP0ZkZCSsrKzUnoQnIqqM+Poe0f+8/XG+BbejR49WdHjlpm3btvD396/oMIiIiIi0buHChUXmf0V9KE1llpaWBjs7O2zatAmxsbEaP0CIiKgy4W8pov9JSUkp8pijo6P2AiEiIiIirQgMDISfn5/GYyYmJlqOpuxcXFzA1VmIqCrhmlJERAVwLRgiKiv+HiGiqoy/w4iorIr7e4Sv7xERERERERERkdaxKEVERERERERERFrHohQREREREREREWkdi1JERERERERERKR1LEoREREREREREZHWsShFRERERERERERax6IUERERERERERFpHYtSRERERERERESkdSxKERERERERERGR1rEoRUREREREREREWseiFBERERERERERaR2LUkREREREREREpHUsShERERERERERkdaxKEVERERERERERFrHohQREREREREREWkdi1JERERERERERKR1LEoREREREREREZHWsShFRERERERERERax6IUERERERERERFpHYtSRERERERERESkdSxKERERERERERGR1hlWdABERJWNEAIAkJGRUcGREFFVpfr9ofp9QkRUlTAXIqKyKm4uxKIUEVEBT548AQA4OTlVcCREVNW9ePEClpaWFR0GEVGJMBciovfl33IhFqWIiAqwsbEBAKSlpVXr/0xmZGTAyckJd+/ehYWFRUWHU244z+qlqsxTCIEXL16gdu3aFR0KEVGJ6UoupFJV/ra8L5xv9VZZ5lvcXIhFKSKiAvT13yy3Z2lpqRN/uCwsLDjPaoTzrDx04T9yRFQ96VoupFIV/ra8T5xv9VYZ5lucXIgLnRMRERERERERkdaxKEVERERERERERFrHohQRUQHGxsaIiIiAsbFxRYdSrjjP6oXzJCKi90XXftdyvtUb51u56Ql+VjEREREREREREWkZn5QiIiIiIiIiIiKtY1GKiIiIiIiIiIi0jkUpIiIiIiIiIiLSOhaliEgnffvtt3BxcYFcLke7du1w8uTJd/b/+eef0bBhQ8jlcri7u2P37t1airRsSjLP6OhodO7cGdbW1rC2toaXl9e/fl0qi5J+P1Xi4+Ohp6cHX1/f8g3wPSnpPJ8/f46goCA4ODjA2NgYSqWySvzslnSeK1euRIMGDWBiYgInJydMnDgRr1+/1lK0RERVk67kQiq6khOp6EpupKIrOZJKtcqVBBGRjomPjxcymUzExsaKixcvii+++EJYWVmJBw8eaOx//PhxYWBgIJYuXSpSU1PFzJkzhZGRkTh//ryWIy+Zks5z8ODB4ttvvxVnzpwRly5dEiNGjBCWlpbiv//9r5YjL5mSzlPl1q1bwtHRUXTu3Fn0799fO8GWQUnnmZWVJVq3bi169+4tjh07Jm7duiUSEhJESkqKliMvmZLOc+PGjcLY2Fhs3LhR3Lp1S/z+++/CwcFBTJw4UcuRExFVHbqSC6noSk6koiu5kYqu5Egq1S1XYlGKiHRO27ZtRVBQkLSfl5cnateuLRYtWqSxv5+fn+jTp49aW7t27cTYsWPLNc6yKuk8C8rNzRXm5uZiw4YN5RXie1Gaeebm5ooOHTqIdevWieHDh1eJxKuk8/z+++9F3bp1RXZ2trZCfC9KOs+goCDRvXt3tbZJkyaJjh07lmucRERVma7kQiq6khOp6EpupKIrOZJKdcuV+PoeEemU7OxsnDp1Cl5eXlKbvr4+vLy8kJSUpPGcpKQktf4A4O3tXWT/yqA08yzo1atXyMnJgY2NTXmFWWalnefcuXNha2uLgIAAbYRZZqWZ52+//QYPDw8EBQXBzs4OTZo0wcKFC5GXl6etsEusNPPs0KEDTp06JT22fvPmTezevRu9e/fWSsxERFWNruRCKrqSE6noSm6kois5kkp1zJUMKzoAIiJtevz4MfLy8mBnZ6fWbmdnh8uXL2s85/79+xr7379/v9ziLKvSzLOgkJAQ1K5du1ASWpmUZp7Hjh1DTEwMUlJStBDh+1Gaed68eROHDh3CkCFDsHv3bly/fh3jxo1DTk4OIiIitBF2iZVmnoMHD8bjx4/RqVMnCCGQm5uLwMBATJ8+XRshExFVObqSC6noSk6koiu5kYqu5Egq1TFX4pNSRERUyOLFixEfH4/t27dDLpdXdDjvzYsXL+Dv74/o6GjUrFmzosMpV/n5+bC1tcUPP/yAVq1aYeDAgZgxYwbWrFlT0aG9VwkJCVi4cCG+++47nD59Gtu2bcOuXbswb968ig6NiIiqgeqaE6noUm6kois5kkplz5X4pBQR6ZSaNWvCwMAADx48UGt/8OAB7O3tNZ5jb29fov6VQWnmqfLNN99g8eLFOHDgAJo2bVqeYZZZSed548YN3L59Gz4+PlJbfn4+AMDQ0BBXrlyBq6tr+QZdCqX5fjo4OMDIyAgGBgZSm5ubG+7fv4/s7GzIZLJyjbk0SjPP8PBw+Pv7Y/To0QAAd3d3vHz5EmPGjMGMGTOgr8/7b0REb9OVXEhFV3IiFV3JjVR0JUdSqY65EjM1ItIpMpkMrVq1wsGDB6W2/Px8HDx4EB4eHhrP8fDwUOsPAPv37y+yf2VQmnkCwNKlSzFv3jzs3bsXrVu31kaoZVLSeTZs2BDnz59HSkqKtPXr1w/dunVDSkoKnJyctBl+sZXm+9mxY0dcv35dSiwB4OrVq3BwcKi0yVZp5vnq1atCyZQqyRRClF+wRERVlK7kQiq6khOp6EpupKIrOZJKtcyVKnaddSIi7YuPjxfGxsYiLi5OpKamijFjxggrKytx//59IYQQ/v7+IjQ0VOp//PhxYWhoKL755htx6dIlERERUSU+Brmk81y8eLGQyWRi69at4t69e9L24sWLippCsZR0ngVVlU+YKek809LShLm5uRg/fry4cuWK2Llzp7C1tRXz58+vqCkUS0nnGRERIczNzcXmzZvFzZs3xb59+4Srq6vw8/OrqCkQEVV6upILqehKTqSiK7mRiq7kSCrVLVdiUYqIdNLq1atFnTp1hEwmE23bthUnTpyQjnl6eorhw4er9f/pp5+EUqkUMplMNG7cWOzatUvLEZdOSebp7OwsABTaIiIitB94CZX0+/m2qpR4lXSeiYmJol27dsLY2FjUrVtXLFiwQOTm5mo56pIryTxzcnLE7Nmzhaurq5DL5cLJyUmMGzdOPHv2TPuBExFVIbqSC6noSk6koiu5kYqu5Egq1SlX0hOiMjyvRUREREREREREuoRrShERERERERERkdaxKEVERERERERERFrHohQREREREREREWkdi1JERERERERERKR1LEoREREREREREZHWsShFRERERERERERax6IUERERERERERFpHYtSRERERERERESkdSxKERFRtTd79mw0b968osMgIiIiqhDMhaiyYlGKiIjoPVu0aBEMDAywbNmyQsfi4uKgp6eHnj17qrU/f/4cenp6SEhIUGvfuXMnPD09YW5uDlNTU7Rp0wZxcXHS8cjISFhbW+P169eFrvXq1StYWFhg1apVUtvmzZthYGCAoKCgsk2SiIiIqAjMhai4WJQiIiJ6z2JjYzFt2jTExsZqPG5oaIgDBw7g8OHD7xxn9erV6N+/Pzp27Ijk5GScO3cOn3/+OQIDAzFlyhQAgL+/P16+fIlt27YVOn/r1q3Izs7G0KFDpbaYmBhMmzYNmzdv1pi8EREREZUVcyEqLhaliIhIa7p27Yrx48dj/PjxsLS0RM2aNREeHg4hhMb+GRkZMDExwZ49e9T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Corrected variable name\n", + "feat_importances_AN_post.sort_values(inplace=True)\n", + "axes[1].barh(feat_importances_AN_post[feat_importances_AN_post > 0.005][-20:].index, feat_importances_AN_post[feat_importances_AN_post > 0.005][-20:], color='teal') \n", + "axes[1].set_xlabel(\"p-value ANOVA\")\n", + "axes[1].set_title(\"POST\")\n", "\n", - "plt.figure(figsize=(10,10))\n", - "feat_importances_MI[feat_importances_MI!=0][-20:].plot(kind='barh', color='teal')\n", - "plt.xlabel(\"Mutual Information\")\n", "plt.tight_layout()\n", - "plt.savefig('EDA_plots/features/mutual_info_post.svg', format='svg', dpi=1200)\n", + "plt.savefig('EDA_plots/features/ANOVA.svg', format='svg', dpi=1200)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/EDA_plots/features/ANOVA.svg b/EDA_plots/features/ANOVA.svg new file mode 100644 index 0000000..3c4e8a7 --- /dev/null +++ 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