diff --git a/lab_5/lab5.ipynb b/lab_5/lab5.ipynb index edcd019..bdc171a 100644 --- a/lab_5/lab5.ipynb +++ b/lab_5/lab5.ipynb @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -110,6 +110,74 @@ "print(df_cleaned.head()) # Вывод очищенного DataFrame\n" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Date 0\n", + "Open 0\n", + "High 0\n", + "Low 0\n", + "Close 0\n", + "Adj Close 0\n", + "Volume 0\n", + "dtype: int64\n", + "Date False\n", + "Open False\n", + "High False\n", + "Low False\n", + "Close False\n", + "Adj Close False\n", + "Volume False\n", + "dtype: bool\n" + ] + } + ], + "source": [ + "# Процент пропущенных значений признаков\n", + "for i in df.columns:\n", + " null_rate = df[i].isnull().sum() / len(df) * 100\n", + " if null_rate > 0:\n", + " print(f'{i} Процент пустых значений: %{null_rate:.2f}')\n", + "\n", + "print(df.isnull().sum())\n", + "\n", + "print(df.isnull().any())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date object\n", + "Open float64\n", + "High float64\n", + "Low float64\n", + "Close float64\n", + "Adj Close float64\n", + "Volume int64\n", + "dtype: object" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Проверка типов столбцов\n", + "df.dtypes" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -119,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -164,12 +232,14 @@ "source": [ "\n", "**Стандартизация данных для кластеризации**\n", + "\n", + "Стандартизация данных — процесс приведения всех признаков (столбцов) к одному масштабу.\n", "\n" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -177,17 +247,52 @@ "data_scaled = scaler.fit_transform(df_cleaned)" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Преобразование в DataFrame для удобства\n", + "df_scaled = pd.DataFrame(data_scaled, columns=df_cleaned.columns)\n", + "\n", + "# Понижение размерности до 2 компонент\n", + "pca = PCA(n_components=2)\n", + "kc_pca = pca.fit_transform(df_scaled)\n", + "\n", + "# Визуализация\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(kc_pca[:, 0], kc_pca[:, 1], alpha=0.6)\n", + "plt.title(\"PCA Visualization of Housing Data\")\n", + "plt.xlabel(\"Principal Component 1\")\n", + "plt.ylabel(\"Principal Component 2\")\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", - "**Агломеративная (иерархическая) кластеризация**\n" + "**Агломеративная (иерархическая) кластеризация**\n", + "\n", + "Иерархическая кластеризация — метод машинного обучения, предназначенный для группировки объектов (точек данных) на основе их схожести или расстояния друг от друга. Основная идея заключается в создании структуры кластеров в виде дерева (дендрограммы), которое показывает, как объекты группируются на разных уровнях.\n" ] }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -232,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -268,6 +373,20 @@ "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Неиерархическая кластеризация — метод группировки данных, при котором объекты распределяются по заданному числу кластеров(в нашем случае - 𝑘 в методе K-Means), основываясь на определенных метриках расстояния или схожести. В отличие от иерархической кластеризации, которая создает древовидную структуру кластеров, неиерархическая работает с фиксированным количеством кластеров и напрямую распределяет объекты в группы.\n", + "\n", + "K-Means:\n", + "\n", + "Один из самых популярных методов.\n", + "Делит данные на 𝑘 кластеров, минимизируя сумму квадратов расстояний от каждой точки до её центроида.\n", + "Центроиды обновляются итеративно, пока результат не стабилизируется." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -278,9 +397,21 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 12, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\a3012\\AIM-PIbd-31-Zhirnova-A-E\\aimenv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py:136: UserWarning: Could not find the number of physical cores for the following reason:\n", + "found 0 physical cores < 1\n", + "Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n", + " warnings.warn(\n", + " File \"c:\\Users\\a3012\\AIM-PIbd-31-Zhirnova-A-E\\aimenv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 282, in _count_physical_cores\n", + " raise ValueError(f\"found {cpu_count_physical} physical cores < 1\")\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -345,6 +476,15 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA (Principal Component Analysis) — метод сокращения размерности, используемый для преобразования высокоразмерных данных в пространство с меньшим количеством измерений, сохраняя при этом как можно больше информации (дисперсии) из исходных данных.\n", + "\n", + "В контексте графиков для визуализации результатов кластеризации, PCA используется для проекции многомерных данных в двумерное пространство, чтобы можно было легко визуализировать кластеры." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -355,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -395,9 +535,24 @@ "**Анализ инерции для метода локтя (метод оценки суммы квадратов расстояний)**\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Анализ инерции для метода локтя — это техника, используемая для определения оптимального числа кластеров в задаче кластеризации (например, для алгоритма K-Means). Метод основывается на оценке суммы квадратичных отклонений (или инерции) объектов от центров их кластеров.\n", + "\n", + "Инерция (в контексте кластеризации) — это метрика, которая измеряет \"плотность\" кластеров, то есть, насколько близко точки внутри каждого кластера расположены к его центроиду. Формально инерция определяется как сумма квадратов расстояний всех точек до ближайшего центра кластера.\n", + "\n", + "Метод локтя:\n", + "\n", + "Для различных значений 𝑘 (количества кластеров) вычисляется инерция.\n", + "Значения инерции отображаются на графике в зависимости от 𝑘.\n", + "Смотрится точка, после которой уменьшение инерции значительно замедляется. Эта точка называется локтем, и соответствующее значение 𝑘 считается оптимальным числом кластеров." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -429,6 +584,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Можно заметить, что после 9-го кластера функция начинает принимать линейный вид, что говорит о следующем: создание более 9-го кластера - не самое оптимальное решение, дальнейшее разбиение данных становится избыточным." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -439,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -471,9 +633,26 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Средний коэффициент силуэта (silhouette score) используется для оценки качества кластеризации. Его значение лежит в диапазоне от -1 до 1. Что означают различные значения:\n", + "\n", + "Близко к 1.0 (0.7–1.0): Кластеры хорошо разделены и компактны. Это отличный результат кластеризации.\n", + "\n", + "От 0.5 до 0.7: Кластеры четко различимы, но есть некоторое пересечение между ними. Это хороший результат.\n", + "\n", + "От 0.25 до 0.5: Кластеры перекрываются, что указывает на менее четкую границу между группами. Качество кластеризации удовлетворительное, но может потребоваться уточнение числа кластеров или доработка данных.\n", + "\n", + "Близко к 0.0: Кластеры сильно перекрываются или распределение данных не позволяет выделить четкие группы. В этом случае нужно пересмотреть выбор числа кластеров, алгоритм или исходные данные.\n", + "\n", + "Меньше 0.0: Плохая кластеризация: точки ближе к центрам чужих кластеров, чем к своим. Это сигнал о том, что данные плохо структурированы для текущей кластеризации." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -537,7 +716,73 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Средний коэффициент силуэта, равный 0.547, указывает на умеренно хорошую кластеризацию." + "Средний коэффициент силуэта, равный 0.547, указывает на умеренно хорошую кластеризацию.\n", + "Кластеры четко различимы, но есть некоторое пересечение между ними. Это хороший результат." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Средний коэффициент силуэта (агломеративная кластеризация): 0.578\n" + ] + }, + { + "data": { + "image/png": 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+JSUladu2bVq6dKllFOz897Hu3btbApN07guin3/+2eq9rSQ7d+5UTk6OevfubdVPRafunf/zr127ttXvbFBQkNq2bautW7cW229ubq7eeustPfroo1bvPY0aNdJHH32kOnXqKC8vTxs2bFBqaqrlC81rrrlGCxYskIuLiw4fPqx169bpo48+UlJS0mX9DiUmJmr69Ol6/vnnrfrp39566y116NBBvXr1uuRjofphpAnVloeHhyIjI62WXXPNNcrKytLcuXM1bNgw+fv7W9qKhuxHjBhR7I9nkXnz5unNN9+UdC5IeXt7Szr3YbB27dpasWKFOnbsqBUrVuimm26yvCknJSXplVde0dq1a2UwGFSvXj3LH53LmYvljTfeUL9+/Yp9yC6ybt06y7fBPXr0UMOGDSusHlv999BDDykhIUHjxo2z+hBdGlu3btU999yjIUOGWP2hLq3SPNeUlBSr10JZpKWlqbCwUHPmzNGcOXOKtf/7D/P5p19Jkr+/v8xms9LS0pSammr1waJI0TeiaWlplmUrVqzQihUrLI/d3Nz0yCOPXLDOlJQUm9/kX6rU1NQSv7ENCAiQ2WxWRkaGZZmzs7O6deumdevWqVu3blq9erVuvPFGq2sMi65butA+09PTL7vmor4zGAzy9/dX+/bt9cQTT1iNQL/44ouW0cmePXtabe/n52dVa0k+/fRTzZw5UykpKQoICFCrVq3k5uZWLvUXHbtoFOd8Jb1WJKlPnz5at26d7rnnHq1evVrdu3e3Crrl+Tp2dXUtt+dfmvfloi+nigwYMMDyXlekpLMOipS1L6Ojo/X5559r7ty5On36dKmex8yZM2UwGPT+++/Ly8urVNucb+/evRo/frz27t0rNzc3NWrUSGFhYZLK532s6BTdC43gnH/qXXBwcLF2f3//Ekdk5syZIycnJw0fPrzY6Jl0rm+LRt0CAwN14403SjoXhN9991198cUXysrKUmhoqKKiomwGndKYMmWKWrRooZtuukmTJ08ucZ0tW7Zo7dq1Wrlypb777rvLOh6qF0ITapxWrVpp8eLFiomJsfoD8/nnnysvL08PP/yw5dqff7vlllvUunVrbdy4UdOmTVPnzp110003yWAwqH///po/f74GDRqkY8eO6a233rJs9+yzz+ro0aP67LPP1LZtWzk7Oys7O1tff/31JT+P77//Xn/99ZemTJlywXU6deqkr7/+Wn/99ZcmTJiguXPn6qGHHqqQemz1n4uLi0aMGKE///xTjRo10pNPPqmcnJyLXq8lnTvX/9Zbb9XkyZPVqlUrq2+4S6M0z9XLy6vE0wV37NghHx8fm6dzenh4yGAwaPjw4erXr1+xdjc3N6vHRR8iiyQmJspoNMrX11c+Pj46fvx4sX0kJCRI+t+HdUnq1auXRo0aJbPZrLNnz2ry5Ml68skntXLlSqsQcv5zPP+C/iKbNm1S7dq1S/zQWBo+Pj4l/r6cX/P5H7j69OmjyZMn67nnntMvv/yiefPmWa6FKdqfdK5f/v3BNyEh4ZLrPN/5fZeQkKCZM2fqvvvu09q1ay3rjB49Wj179tSzzz6rs2fPWm1fdCps0Zcm/7Zq1SpNmjRJzz33nAYMGKBatWpJkp544gnt3bv3suuXzvVTUR+fr6TXinSu3+fPn6+MjAytXr1azz77rNV1SuX5Oi7P51+a9+WPPvpIgYGBysvL0++//67p06erZ8+euv766y3r/HsylfOvGSprX06cOFF9+vRRly5dbE5kc74BAwZIkl566SU1aNCgTJMLZGRkaMSIEWratKm+++47NWzYUA4ODlq/fr3WrFljWe9Cv+Pr169X8+bNiwXd8xW9lidPnqz69esXaz//Z13ShDOJiYnFAlvRKW4ffvih1fVb5/Pw8NDixYsVHx+vV199Vc8++6zmzJmj2bNn67PPPtP48eN13XXXWYLmv6/1Kos9e/Zo1apVxV4L5zOZTHrjjTc0bNiwYu8/AKfnocbZs2ePjEaj1Yevs2fPasaMGRo7dqxcXV2LbTNhwgQtX75c/v7+atu2rcaMGSMfHx+r0xEGDBigtLQ0vfXWW4qIiLC6Lmj79u267rrr1LlzZ8sfj6ILXs8/RaiwsLBU9/zIy8vT22+/rVGjRpU4MvHRRx9p7ty58vb2VuvWrTV48GA1bdrUUm9p6ymti/VfYWGhnnnmGZ09e1ZTp07VVVddpSZNmpRq356enrr//vs1bNgwjR8/XidPnrTa78X6qzTPtUOHDjp58qT++ecfy3a5ubkaM2aMzT+wRfW1aNFCR48eVWRkpOW/xo0ba+rUqcVmHzz/g7nZbNaPP/6o9u3by9nZWR07dtSpU6eKXVy+cuVKOTk5KSoqyrLM19dXkZGRioqKUq9evTRo0CAdOnTogjPodejQQbt377b6UHX27FmNGDHCKrSUVceOHfXLL79YjSiZTCZ99913ioyMLPZhqWfPnjp79qymTZsmf39/q+cknbuGxtnZWd9++63V8m3btun06dNq167dJdda5Py+69Onj0aOHFnsNKzw8HBFRkaqWbNm+v33361O6SrqrwvVsn37dnl7e2vEiBGWwJCZmant27eX6verNK/rjh07aufOnTp16pTV8pUrVyowMFD16tWzWt62bVt5eXlp+vTpSk5OLnbaUXm+ji/3+Re52PtKkSZNmigyMlLt27fX448/Ll9f32Kzyp3/nP59BkJZ+nLDhg3avHlzmW9ZERYWpjfeeEMNGzbUs88+a/V6utjP++jRo0pJSdGwYcPUqFEjy/VVJb2P/f7771anr+3bt08PP/zwRa/Lad26tZycnBQXF2fVT46Ojnr33XetvlSKjo62mnUzLi5OO3fuVNeuXa32+fbbb6tLly4lnv77448/6sUXX5SDg4Plmqh+/fpZ/Y1q1KiRBg4caAlMcXFxOnTo0CX9jZKk119/XXfddVexUzfP9/XXXyspKUmPPfbYJR0D1RsjTai2MjIytGvXLsvjvLw8/fzzz1q6dKnuvvtuyx9zSTpy5Ii6dOmiG264ocR9paWl6dVXX1VqaqqaNWumtWvXKjU11ep0sbCwMF111VXauHFjsYtho6KitGrVKrVs2VIhISHasWOHZs+eLYPBoOzsbGVkZOjgwYM6cOBAqU7dSEhIUIMGDTRs2LAS2/Pz8/Xhhx8qOztbnTp10rZt27R//37LqQ8Xq+d8hw8ftjoloujD8YkTJ1S3bt1S9d/ixYu1e/du/fe//y3x1I7SGDNmjH744QdNmDBBH374of7++2/t3r37ov1Vmuc6YMAAzZ8/X48++qgef/xx+fn5ad68ecrPz9e999570dqefvppPfzww3rmmWd06623ymQy6ZNPPtHu3buL/fF9++23lZubqwYNGmjx4sU6cuSIPv/8c0sdCxcu1KhRo/T444+rdu3altfs6NGjrUY2kpKStGvXLhUWFiopKUlLly6Vv79/sW/FiwwfPlwrVqzQiBEjNHLkSDk5Oemjjz5SSEiIbrnllos+xwsZPXq0NmzYoGHDhunhhx+Wk5OTFixYoJMnT2ru3LnF1vf29lbHjh31+eef68EHHyzW7uvrq4cffljTp0+Xk5OTevXqpZiYGH3wwQdq1KhRsZHG83/Hi16b//69T0pKUmxsrEJCQiT9r+8KCgp05swZffrppwoICFD9+vWLfVP/4IMP6u6779aYMWM0aNAgnThxQu+995569ep1wetEoqKi9OWXX2rSpEnq1auX4uPj9fHHHysxMdEyklaSvLy8Ur+u77//fq1cuVLDhw/X6NGj5evrqxUrVujPP//UxIkTi01c4ODgoF69eunzzz/XDTfcUGzkSCq/1/GlPv9/u9j7SpH9+/crMTFRubm52rZtm1JSUtSoUaNSH6csfblnzx49/vjjllPjysJoNGr8+PEaOHCg5s2bp9tvv12HDx/W8ePHbX4Z0KBBA3l6emrmzJlydHSUo6Oj1qxZY/lCp+h97LHHHtPdd9+tkSNHWmY8fP/99xUVFaWrr77aZm1+fn4aMWKEPvjgA2VkZKhz586Ki4vTBx98IIPBYBU0zGazHnnkET311FMyGo2aNm2afHx8il1zun///gue3ubl5aWlS5cqMzNTd911l+Li4rRixQq1b99e0rnX0IwZMzR79my1adNGx48f16xZs5SXl1fsb1RsbKzV73xsbKykc4GxRYsWluUXek863549e/TWW29ZnboKFCE0odrat2+f7r77bstjFxcX1a1bV0899VSxD2uOjo6WGYNK8uqrr8rT01OffPKJUlJSFBoaqpdeeqnYaSw9e/bUpk2bdNttt1ktnzRpkl5//XW9/vrrkqT69etr/PjxWrlypbZt26aDBw9q8ODBqlWrll599dVSPb8XX3xRTk5OJbYVnXq0fPlyzZ49W4GBgXr00Uctz/ti9ZzvtddeK/EYM2bM0KRJkyTZ7r+UlBS9++67atGiRakvmi6Ju7u7XnzxRY0aNUrfffedxo0bJ09PTz311FM2tyvNc/X09NSCBQv09ttv6/XXX1dhYaHatGmjefPmlep0sGuuuUYff/yxZUpqJycntWzZUp9++mmxmdFeffVVzZo1SydPnlSLFi30ySefWMK3m5ub5s+frylTplg+vDRs2FATJkwodlrK+vXrLSMeHh4eatasmaZPn17iqXnSuVnFFi5cqHfeeUcvvPCCnJ2d1blzZ7333ntl+iD7b40bN9bChQv17rvvaty4cTIYDIqKitK8efMueA1a3759tWnTphJPA5POBeSAgAAtWLBAixYtkq+vr2644QY9+eSTcnd3t1r3/N/xCy1bv369Fi9erDFjxlgeF/Wdn5+fWrVqpYkTJ8rd3b1YaIqKitK0adM0depUPfbYY/L29lb//v31zDPPXLBP+vfvr5iYGC1dulQLFy5UcHCwevTooXvvvVcvv/yyjhw5UuIpn8nJyRo0aFCpXteBgYH68ssvNWXKFL3xxhvKz89Xs2bNNGPGjBJnmJTO9fuSJUt00003ldheXq/jS33+/3ax9+Uio0ePlnQulAQGBuqBBx7QPffcc9HtipSlL2vXrq0RI0aUet//1rx5cw0ZMkRTp05VQECAxo4dq9DQUN13330X3MbLy0szZszQ22+/rSeeeEIeHh5q3ry5FixYoIceekjbtm1T79691aJFC8v7x5NPPilPT0/16NFDzz777AVPjzvfk08+qcDAQC1cuFBz586Vj4+PunbtqqefftoqxIeFhemBBx7QxIkTlZ2drauuukofffRRsRv93n///cVGPIt07dpVkydP1pw5c/Too4/Kw8ND3bt3t9w3aeTIkUpOTta8efM0ffp0hYaG6rbbbpPBYNCsWbOUlpZm+RKpaMKnfxs9erTVVPtPPvnkRd/r2rZtW+zvN1DEYL6cq9ABWBkxYoRcXFw0ffp0e5dSoYr+sBWFJlzcsmXLNG7cOK1bt65CJmTAhQ0dOlSdOnWyhCZcOl7HNdsLL7ygLVu2FLvvV1WzbNkyTZs2rcrXiSsLI01AOZg+fbqOHTumjRs3auHChfYuBwAAAOWI0ASUg59//lknTpzQ2LFjy+VC9aquPGYwAypLRESE5XomANVfrVq1LnpvKqCsOD0PAAAAAGxgynEAAAAAsIHQBAAAAAA2EJoAAAAAwIYaNxHEzp07ZTabL3h/GwAAAAA1Q35+vgwGg9q2bWtzvRo30mQ2m8XcF5fHbDYrLy+PfqwE9HXlor8rD31duejvykNfVy76u/JU174ubTaocSNNRSNMkZGRdq7kypWVlaX9+/erUaNGcnd3t3c51Rp9Xbno78pDX1cu+rvy0NeVi/6uPNW1r/fu3Vuq9WrcSBMAAAAAlAWhCQAAAABsIDQBAAAAgA2EJgAAAACwgdAEAAAAADbUuNnzAAAAgOrCZDIpPz+/wo+Tm5tr+b+Dw5Ux7uLk5CSj0Vgu+yI0AQAAAFcYs9ms2NhYpaSkVMrxCgsL5ejoqNOnT18xoUmSfH19FRISIoPBcFn7ITQBAAAAV5iiwBQUFCR3d/fLDgUXYzKZlJubKxcXl3IbvalIZrNZWVlZio+PlySFhoZe1v4ITQAAAMAVxGQyWQKTv79/pR1TklxdXa+I0CRJbm5ukqT4+HgFBQVdVt1XztgaAAAAAMs1TO7u7naupOor6qPLve6L0AQAAABcgSr6lLzqoLz6iNAEAAAAADYQmgAAAIBqZujQoRo6dKjVsm3btunWW29VixYttHjxYjtVdmViIggAAACgmjt79qweeeQRtWzZUh9//LGaNm1q75KuKIQmAAAAoJr79NNPlZOTo7ffflvBwcH2LueKQ2gCAAAAqrHk5GQtXLhQt9xyi1VgGjp0qLZs2VLiNgcPHpR0bqrxjz/+WN98841OnjwpBwcHNWvWTE8++aS6dOliWX/Xrl368MMPtWvXLjk7O+uqq67S888/r/z8fPXp06fEY4SHh+vnn3+WJC1evFifffaZjh8/roCAAA0cOFCPPfaYZZrwF154QadOndJtt92m6dOnKyUlRVFRURo3bpyaNWtWLv1kC6EJAAAAqIbMZrPOnDmjN954QwUFBRo5cmSxdVq0aKFXXnnF8njx4sVasmSJ5fHkyZP15Zdf6qmnnlKDBg2UnJysjz76SE888YR+/fVXubm5ad++fRoyZIhat26tt99+WyaTSVOmTNGDDz6oZcuWadGiRZKkX3/9VR999JGmTZumwMBAOTs7S5JmzZql9957T0OGDNG4ceO0f/9+TZ06VWfOnNHEiRMttezfv19Hjx7V008/LR8fH3344YcaMmSIVq9eraCgoIrqRkmEJgAAAKBa2rp1q3r27CknJyfNmTNH9evXL7aOp6en2rRpY3n822+/WbXHx8frqaee0pAhQ5STkyNXV1e5ublpzJgxOnjwoNq0aaOZM2fK19dXn3zyiVxcXCRJQUFBeuaZZ3TkyBHL/o8ePSpJat68uWrXri1JSk9P14wZM3T33XfrpZdekiRdc8018vX11UsvvaT7779fjRs3tqw7c+ZMdejQQZIUFRWlvn37at68eXr22WfLrd9KQmiyk6z0bCXHpUgyyC/ER+6ebvYuCQAAANVIixYtNGzYME2ePFnjxo3TggULLGGltKZMmSJJSkhI0MGDB3XmzBmtX79ekpSXlydJ2r59u3r06GEJTJLUtm1by6l3tuzcuVM5OTnq3bu3CgoKLMt79+4tSfr9998toal27dqWwCSdC2Zt27bV1q1by/ScLgWhqZKZzWb9s/2o1n3xm04fiZXBINVuEqbe93ZTRJv63KQMAAAA5cLT01P9+/dXw4YNNWjQID355JNatGiR5Tqh0ti7d6/Gjx+vvXv3ytXVVY0bN1ZYWJikc59rJSklJUX+/v6XVGNKSook6eGHHy6xPT4+3vLvkiaw8Pf3199//31Jxy4LQlMli/7rpL6atFz5eeeStNksnTx4Wl9OWq77Xr1LdZuXLf0DAAAAtrRu3Vr33XefPvnkE3355ZcaMmRIqbbLyMjQiBEj1LRpU61cuVJhYWFyd3fXxo0btWbNGst6Xl5eSkpKKrb9+vXr1bx5c5vXG3l7e0s6d+1USacPBgQEWP6dnJxcrD0xMfGSA1tZcHPbSlSQX6DNq7dbAtP58rLztP2nPTKZTHaoDAAAANXZ6NGjFRwcrA8//NAScAoLC22OOh09elQpKSkaNmyYGjVqJAeHc9Fhw4YNlu0lqUOHDvr9998tp+tJ0r59+/Twww9fdBSodevWcnJyUlxcnCIjIy3/OTo66t1331VMTIxl3ejoaB05csTyOC4uTjt37lTXrl3L2Btlx0hTJcpMzVLMwTMXbD+xP0bZGTny9PGoxKoAAABQ3Xl4eGjs2LF65plnNGXKFN122206fvy42rVrd8FtGjRoIE9PT82cOVMODg4qLCzUr7/+qqVLl0qSsrOzJUmPPfaY7r77bo0cOVLDhg1TTk6O3n//fUVFRenqq6+2WZefn59GjBihDz74QBkZGercubPi4uL0wQcfyGAwWE0nbjab9cgjj+ipp56S0WjUtGnT5OPjo6FDh5ZDD9nGSFMlcnJxkou78wXbnd2c5OhEjgUAAED5u/nmm9WpUyctXbpUQ4cOlZOTk+67774Lru/l5aUZM2bIbDbrqaee0ssvv6wzZ85owYIF8vDw0LZt2ySdm3Bi/vz5Kigo0JNPPqk33nhD7du316xZsyzTitvy5JNP6oUXXtBPP/2khx56SO+8847at2+vBQsWyMvLy7JeWFiYHnjgAU2cOFH/+c9/VL9+fX311Vfy9fW97L65GD6hVyJ3Lze1v661vp+7rsT2jje0lau7S4ltAAAAQGnNnz+/TMuLjBkzRmPGjLE87ty5s5YuXSqTyWSZctxoNGrHjh1W27Vp0+ai+x4wYIAGDBhQYtvgwYM1ePBgm9tL0qBBgzRo0KCLrlfeGGmqZC26NlWTDg2LLW95dVM16RBhh4oAAAAA2MJIUyXzDfTW7WNu0qlDZ3Rw2xEZDFLTTo0V3jiEa5kAAACAKojQZAdefp5q1rmxmnVubO9SAAAAgCpv0qRJdj0+p+cBAAAAgA2EJgAAAACwgdAEAAAAADYQmgAAAADABkITAAAAANhAaAIAAAAAGwhNAAAAAGADoQkAAABAlVNYWKgPP/xQ3bp1U5s2bfTQQw/p5MmTdqmlSoWmY8eOqW3btlq2bJll2f79+zVkyBC1adNGvXv31rx58+xYIQAAAFAzZKRk6siuaO3ZsE/H9p5QbmZupR5/xowZWrhwoV5//XV99dVXKiws1IgRI5SXl1epdUiSY6Uf8QLy8/P17LPPKisry7IsOTlZ999/v3r37q3x48dr165dGj9+vDw8PDRw4EA7VgsAAABUX6ePxmnF1NU6cyROkmQ2mxXSIFD9n+in8IjQCj9+Xl6ePvnkEz377LPq2bOnJOm9995Tt27d9OOPP+rmm2+u8BrOV2VGmqZOnSpPT0+rZV9//bWcnJz02muvKSIiQgMHDtTw4cM1e/ZsO1UJAAAAVG8ZKZlWganIqcOx+mbaD8pIyazwGg4cOKDMzEx17drVsszb21stWrTQ1q1bK/z4/1YlQtPWrVu1aNEiTZo0yWr5tm3b1KlTJzk6/m9ArEuXLoqOjlZiYmJllwkAAABUe3HRCcUCU5HTh2MVF51Q4TXExsZKkkJDrUe1goKCLG2Vye6hKS0tTWPHjtVLL71UrFNiY2MVEhJitSwoKEiSdObMmUqrEQAAAKgpMtOyLqu9PGRnZ0uSnJ2drZa7uLgoN7dyr62SqsA1Ta+++qratm2rW265pVhbTk5OiR0l6bI6y2w2W107hbIpehEX/R8Vh76uXPR35aGvKxf9XXno68pVU/s7NzdXhYWFMplMMplM5b5/dy83mc1mq2VFD83mc+0VcdzzFWWA7Oxsubq6Wpbn5OTI1dW11Mc3mUwqLCxUdna2CgsLi7WbzWYZDIaL7seuoWnFihXatm2bVq1aVWK7q6trsdkxisKSu7v7JR83Pz9f+/fvv+TtcU50dLS9S6gx6OvKRX9XHvq6ctHflYe+rlw1sb8dHR0rbMSlVriPQhoE6tTh4qfBhTYMVK1wH+Xk5FTIsS011KolSTp58qTq1KljWR4XF6fGjRuX+vi5ubkqKCjQ0aNHL7jOvwdpSmLX0LR06VKdPXvWMiNGkVdeeUWrV69WSEiI4uPjrdqKHgcHB1/ycZ2cnNSoUaNL3r6my87OVnR0tOrXry83Nzd7l1Ot0deVi/6uPPR15aK/Kw99Xblqan/n5ubq9OnTcnFxsRqFKS+urq7q/0Q/fTPtB53+/+BkNp8LTP2f6Ccff59yP+a/RUVFydPTU3v27FHjxo0lnbus58CBAxoyZEiZnrejo6Pq1q1rOWPtfIcPHy7dPkp9tAowefLkYinxuuuu0+OPP65bb71V33zzjb766iuZTCYZjUZJ0p9//qkGDRrI39//ko9rMBgua6QK57i5udGPlYS+rlz0d+WhrysX/V156OvKVdP628HBQQ4ODjIajZbPyOUtPCJUw165S3HRCcpMy5K7l5tqhfvIx9+nwo55Pjc3Nw0ZMkRTpkyRv7+/wsPD9c477ygkJEQ33HBDqWswGo1ycHCQm5tbiUGrNKfmSXYOTRcaLfL391dwcLAGDhyouXPn6sUXX9SIESO0Z88effbZZxo/fnwlVwoAAADULJ6+HvJs4yHp3LVBFX1K3r89/vjjKigo0EsvvaScnBx17NhRH3/8sZycnCq1DqkKTARhi7+/v+bOnasJEyaof//+CgwM1NixY9W/f397lwYAAACgAhmNRj333HN67rnn7F1K1QtNBw8etHocFRWlRYsW2akaAAAAADWd3e/TBAAAAABVGaEJAAAAAGwgNAEAAACADYQmAAAAALCB0AQAAAAANhCaAAAAAMAGQhMAAAAA2EBoAgAAAAAbCE0AAAAAqrRZs2Zp6NChdjs+oQkAAABAlfXFF1/o/ffft2sNjnY9OgAAAIAqKS03RzFpacrIy5Onk5MCXd3kWonHj4uL0yuvvKLNmzerfv36lXjk4ghNAAAAAKycSE3RZ7t26kRqiiTJLLPqeHnr/jbtVc/Pr1Jq+Pvvv+Xk5KSVK1dq+vTpOnXqVKUctyScngcAAADAIi03xyowFTmekqLP9+xUWm5OpdTRu3dvTZ06VXXq1KmU49lCaAIAAABgEZOWViwwFTmemqKYtLTKLagKIDQBAAAAsMjIy7us9uqI0AQAAADAwtPZ+bLaqyNCEwAAAACL2t7equfrW2JbPR9f1fb2rtyCqgBCEwAAAAALbxdX3de6bbHgVM/XV/e1bitvl8qceLxqYMpxAAAAAFbq+vjqic5dLfdp8nByUpCrm2p5eNi7NLsgNAEAAAAoxtvFVS0Cz40qmUwm5eRUzlTjJZk0aZLdji1xeh4AAAAA2ERoAgAAAAAbCE0AAAAAYAOhCQAAAABsIDQBAAAAgA2EJgAAAACwgdAEAAAAADYQmgAAAADABkITAAAAANhAaAIAAAAAGwhNAAAAAKqUlJQU/fe//1X37t3Vrl07DRo0SNu2bbNbPYQmAAAAAFXK008/rZ07d+rdd9/V0qVL1bx5cz344IM6evSoXeohNAEAAAAoxlyYJnP+fpnztspgOiijQ3alHPf48eP6/fff9eqrr6pDhw5q0KCBXn75ZQUFBWnVqlWVUsO/OdrlqAAAAACqLHPBCZmz5kumE+cem80yGmrL4HifZKxXocf28/PT7NmzFRkZaVlmMBhkMBiUlpZWoce+EEaaAAAAAFiYC9OsApNFwQmZsxbIXFixwcXb21s9evSQs7OzZdmaNWt0/PhxdevWrUKPfSGEJgAAAAD/YzpVPDBZ2o6fa69EO3bs0Lhx43TdddepZ8+elXrsIoQmAAAAAP9jzri89nK0du1aPfDAA2rTpo0mT55cacf9N0ITAAAAgP8xeF5eezlZsGCBxowZo169emnmzJlycXGplOOWhNAEAAAA4H+M4ZKx7gXa6p1rr2ALFy7U66+/rsGDB+vdd9+1ur7JHghNAAAAACwMDt4yuA8tHpwc68rgPlQGB+8KPf6xY8c0ceJEXXvttRo5cqQSExOVkJCghIQEpaenV+ixL4QpxwEAAABYMTjWlTzHnJv0wZwhyUMmU5AcHPwq/Nhr1qxRfn6+fvrpJ/30009Wbf3799ekSZMqvIZ/IzQBAAAAKMbg4C39/6hSockkU36OnCrhuI888ogeeeSRSjhS6XF6HgAAAADYQGgCAAAAABsITQAAAABgA6EJAAAAAGwgNAEAAACADYQmAAAA4ApkNpvtXUKVV159RGgCAAAAriBOTucm/s7KyrJzJVVfUR8V9dml4j5NAAAAwBXEaDTK19dX8fHxkiR3d3cZDIYKPabJZFJubq7l+FWd2WxWVlaW4uPj5evre9k1E5oAAACAK0xISIgkWYJTRSssLFRBQYEcHR3l4HDlnKzm6+tr6avLQWgCAAAArjAGg0GhoaEKCgpSfn5+hR8vOztbR48eVd26deXm5lbhxysPTk5O5TYqRmgCAAAArlBGo7FSTpcrLCyUJLm4uMjV1bXCj1fVXDljawAAAABgB4QmAAAAALCB0AQAAAAANhCaAAAAAMAGQhMAAAAA2EBoAgAAAAAbCE0AAAAAYAOhCQAAAABsIDQBAAAAgA2EJgAAAACwgdAEAAAAADYQmgAAAADABkITAAAAANhAaAIAAAAAGwhNAAAAAGADoQkAAAAAbCA0AQAAAIANhCYAAAAAsIHQBAAAAAA2EJoAAAAAwAZCEwAAAADYQGgCAAAAABsITQAAAABgA6EJAAAAAGwgNAEAAACADYQmAAAAALCB0AQAAAAANhCaAAAAAMAGQhMAAAAA2EBoAgAAAAAbCE0AAAAAYAOhCQAAAABsIDQBAAAAgA2EJgAAAACwgdAEAAAAADYQmgAAAADABkITAAAAANhAaAIAAAAAGwhNAAAAAGADoQkAAAAAbCA0AQAAAIANhCYAAAAAsIHQBAAAAAA2EJoAAAAAwAZCEwAAAADYQGgCAAAAABsITQAAAABgA6EJAAAAAGwgNAEAAACADXYPTWfPntVzzz2nLl26qG3btnr44Yd15MgRS/v+/fs1ZMgQtWnTRr1799a8efPsWC0AAACAmsbuoWnUqFE6fvy4Zs+erSVLlsjV1VXDhw9Xdna2kpOTdf/996tu3bpaunSpRo0apcmTJ2vp0qX2LhsAAABADeFoz4OnpqYqPDxcI0eOVJMmTSRJjz32mG677Tb9888/2rRpk5ycnPTaa6/J0dFRERERloA1cOBAe5YOAAAAoIaw60iTj4+PpkyZYglMSUlJ+uyzzxQSEqJGjRpp27Zt6tSpkxwd/5ftunTpoujoaCUmJtqrbAAAAAA1iF1Hms738ssv6+uvv5azs7M++ugjubu7KzY21hKoigQFBUmSzpw5o4CAAHuUCgAAAKAGqTKh6b777tPdd9+tL774QqNGjdLChQuVk5MjZ2dnq/VcXFwkSbm5uZd8LLPZrKysrMuqtybLzs62+j8qDn1duejvykNfVy76u/LQ15WL/q481bWvzWazDAbDRderMqGpUaNGkqQJEyZo9+7dWrBggVxdXZWXl2e1XlFYcnd3v+Rj5efna//+/ZdeLCRJ0dHR9i6hxqCvKxf9XXno68pFf1ce+rpy0d+Vpzr29b8HaUpi19CUlJSkTZs26frrr7dct+Tg4KBGjRopPj5eISEhio+Pt9qm6HFwcPAlH9fJyckS0lB22dnZio6OVv369eXm5mbvcqo1+rpy0d+Vh76uXPR35aGvKxf9XXmqa18fPny4VOvZNTQlJibq6aef1ty5c9WtWzdJ50aB9u3bp969eysgIEBfffWVTCaTjEajJOnPP/9UgwYN5O/vf8nHNRgMlzVShXPc3Nzox0pCX1cu+rvy0NeVi/6uPPR15aK/K0916+vSnJon2Xn2vCZNmqh79+564403tHXrVh06dEgvvPCC0tLSNHz4cA0cOFAZGRl68cUXdfjwYS1btkyfffaZRo4cac+yAQAAANQgdr+57bvvvquuXbvqqaee0p133qmUlBR98cUXCgsLk7+/v+bOnatjx46pf//+mjZtmsaOHav+/fvbu2wAAAAANYTdJ4Lw8vLSq6++qldffbXE9qioKC1atKhyiwIAAACA/2f3kSYAAAAAqMoITQAAAABgA6EJAAAAAGwgNAEAAACADYQmAAAAALCB0AQAAAAANhCaAAAAAMAGQhMAAAAA2EBoAgAAAAAbCE0AAAAAYAOhCQAAAABsIDQBAAAAgA3lHpqOHTtW3rsEAAAAALspl9BUUFCg1atXa9iwYbrpppvKY5cAAAAAUCU4Xs7GJ0+e1Ndff61ly5YpKSlJ7u7uuv3228upNAAAAACwvzKHpsLCQv3888/68ssvtWnTJpnNZnXo0EEvvPCCrr32Wrm6ulZEnQAAAABgF6UOTXFxcVq0aJGWLFmi+Ph41atXTw899JBmz56txx9/XB07dqzIOgEAAADALkoVmh599FH99ttvcnNz0/XXX6/+/furffv2Sk9P16xZsyq6RgAAAACwm1KFpl9++UVNmzbV2LFj1aVLFxmNxoquCwAAAACqhFLNnvfaa6/Jzc1NI0aM0FVXXaU33nhD+/fvr+jaAAAAAMDuSjXSdNddd+muu+7SkSNHtHTpUq1cuVJffPGFGjRoIIPBoIyMjIquEwAAAADsokz3aYqIiNDYsWO1fv16TZ8+XQ0aNJDRaNSoUaN07733auHChUpKSqqoWgEAAACg0l3SzW2NRqN69+6t6dOna8OGDXruueeUnp6u1157Td27dy/vGgEAAADAbi7r5raSVKtWLd1///26//77tWfPHi1btqw86gIAAACAKqFMoSkpKUkZGRmqW7eu1fJ58+bppptuUlRUlKKiosq1QAAAAACwp1KfnrdixQr17t1bX331ldXy2NhYTZw4Ub1799b3339f7gUCAAAAgD2VKjRt375d//nPf9SxY0fddtttVm0hISFavny5OnbsqGeeeUZ79+6tkEIBAAAAwB5KFZrmzJmjLl26aM6cOWratGmx9ubNm2vOnDlq1aqVZs2aVe5FAgAAAIC9lCo0/f3337r77rtt78jBQYMHD9Zff/1VLoUBAAAAQFVQqtCUnp4uX1/fi64XGhqqlJSUyywJAAAAAKqOUoWm0NBQHTt27KLrRUdHKyAg4LKLAgAAAICqolShqVevXpo/f77y8vIuuE5ubq7mz5+vzp07l1txAAAAAGBvpQpNw4cPV1JSkoYPH17iNUt///23HnzwQcXExOiBBx4o9yIBAAAAwF5KdXPboKAgTZs2TU899ZTuvPNO+fv7q3bt2jKZTDpz5ozOnj0rf39/TZs2TRERERVdMwAAAABUmlKFJklq3769Vq1apeXLl2vjxo2KjY2V0WhUZGSkrrnmGt12223y9PSsyFoBAAAAoNKVOjRJko+Pj4YPH67hw4dXUDkAAAAAULWUOjTl5eVp7dq1On36tOrVq6cePXrI2dm5ImsDAAAAALsrVWiKjY3VsGHDdPLkSZnNZklS3bp1NXXqVDVt2rRCCwQAAAAAeyrV7Hnvvvuu0tLSNGnSJH333XeaNm2aCgsL9corr1R0fQAAAABgV6Uaafrjjz/07LPP6rbbbpMkRUREyMXFRQ8//LDS09Pl5eVVoUUCAAAAgL2UaqQpJSVFDRo0sFoWFRUls9ms2NjYCikMAAAAAKqCUoWmgoICOTk5WS0rml48Ly+v/KsCAAAAgCqiVKEJAAAAAGqqyw5NBoOhPOoAAAAAgCqp1PdpGjVqVIn3ZXrkkUesTt0zGAxau3Zt+VQHAAAAAHZWqtDUv3//iq4DAAAAAKqkUoWmN998s6LrAAAAAIAqiYkgAAAAAMAGQhMAAAAA2EBoAgAAAAAbCE0AAAAAYAOhCQAAAABsKPV9ms4XFxen7du3Ky8vz7KssLBQ2dnZ2rZtm957771yKxAAAAAA7KnMoemHH37Qs88+q4KCAhkMBkmS2Wy2/Lthw4blWyEAAAAA2FGZT8+bOXOmWrZsqWXLlmnAgAG67bbb9N133+m5556T0WjUf/7zn4qoEwAAAADsoswjTceOHdOUKVPUokULde7cWZ988okiIiIUERGhxMREzZw5U1dffXVF1AoAAAAAla7MI00ODg7y8fGRJNWrV09Hjx5VYWGhJKl79+46fPhw+VYIAAAAAHZU5tDUsGFD7dixw/LvvLw8HThwQJKUlpZmNTkEAAAAAFzpynx63j333KNXXnlFWVlZeuqpp9SlSxeNGzdOd9xxhxYsWKCWLVtWRJ0AAAAAYBdlHmm688479eKLL1pGlF5//XXl5uZqwoQJKigo0IsvvljuRQIAAACAvVzSfZoGDx5s+XedOnX0/fffKzk5WbVq1Sq3wgAAAACgKijzSFPz5s21Z88eq2UGg4HABAAAAKBaKnNoMpvNFVEHAAAAAFRJl3R63r59+5Sbm3vB9o4dO15yQQAAAABQlVxSaBo/fnyJy81mswwGg/bv339ZRQEAAABAVXFJoenll19Wo0aNyrsWAAAAAKhyLik0tWrVSlFRUeVdCwAAAABUOWWeCAIAAAAAapIyjzQdOHCgIuoAAAAAgCqpzKFp3LhxNtsNBoMmTpx4yQUBAAAAQFVS5tC0efNmq8dnzpxRQECAnJycJJ0LTQAAAABQXZQ5NP3888+WfxcUFKhVq1aaOXOmWrZsWa6FAQAAAEBVcFkTQTCqBAAAAKC6Y/Y8AAAAALChzKfnnT592vJvk8kkSUpMTLRaHhYWVg6lAQAAAID9lTk09e7du9hpeY888ojV4/37919eVQAAAABQRZQ5NE2cOJFrmQAAAADUGGUOTQMGDKiIOgAAAACgSipzaJKkvLw8LVmyRH/88YcSEhI0ceJEbdmyRS1btlRUVFR51wgAAAAAdlPm2fOSkpI0cOBATZgwQcePH9eePXuUk5OjX3/9VUOHDtXOnTsrok4AAAAAsIsyh6a3335bmZmZWr16tZYvXy6z2SxJ+vDDDxUZGakPP/yw3IsEAAAAAHspc2j65Zdf9MQTT6hevXpWE0K4uLjogQce0N9//12uBQIAAACAPZU5NOXm5srX17fENqPRqPz8/MutCQAAAACqjDKHpsjISC1cuLDEtlWrVqlVq1aXXRQAAAAAVBVlnj3viSee0PDhw3XbbbepR48eMhgM+vbbbzV16lRt3LhRc+fOrYg6AQAAAMAuyjzS1KFDB3366adyc3PT3LlzZTab9dlnnykhIUGzZs1Sly5dKqJOAAAAALCLS7pPU8eOHfXVV18pJydHqamp8vT0lIeHR3nXBgAAAAB2V+bQdPr06WLLUlNTlZqaankcFhZ2eVUBAAAAQBVR5tDUu3dvq6nGS7J///5LLggAAAAAqpIyh6aJEydaQpPJZNJLL72k0aNHKzw8vNyLAwAAAAB7K3NoGjBggOXfRaGpV69eatmyZbkWBgAAAABVQZlnzwMAAACAmqRcQtPFrnECAAAAgCtVmU/PGzduXLFlU6dOla+vr6RzAWrixImXXRgAAAAAVAVlDk2bN2+2ehwWFqaDBw9aHjPqBAAAAKA6KXNo+vnnnyuiDgAAAACoksocmoqkpaVp165dSk9PV61atRQZGSlPT8/yrA0AAAAA7O6SQtPs2bM1Y8YM5eTkWJY5Oztr5MiRGjVqVLkVBwAAAAD2VubQtHTpUr377ru64447dOuttyogIEAJCQn65ptvNG3aNIWFhal///4VUSsAAAAAVLoyh6bPPvtMgwYN0iuvvGJZ1rBhQ3Xu3Fmurq6aN28eoQmoZgoLC5UclypzYaG8A7zk7OJs75IAAAAqTZlD0/Hjx/XCCy+U2NanTx8tXbr0sosCUHXERsfrz2+3a/+mQzIVmFS3ZR1dc3snNYisy2yZAACgRihzaAoODtbp06dLbIuJiWEyCKAaiT+ZqC8mLFVKXKpl2T/bjih67wkN+e8dahhZz47VAQAAVA6Hsm7Qu3dvffDBB9qzZ4/V8t27d2vq1Knq3bt3uRUHwL4ObTtiFZiK5Ofma+PyLcrLzbNDVQAAAJWrzCNNY8aM0R9//KG7775b4eHhCggIUGJiok6dOqWIiAg988wzZdpfSkqK3n33Xf3666/KyMhQ06ZN9cwzz6hDhw6SpE2bNumdd97RkSNHFBoaqjFjxqhfv35lLRtAGZlMJu374+AF20/si1FaYroCwv0rsSoAAIDKV+bQ5OnpqSVLlmjp0qXaunWrUlNTFRkZqQceeEADBgyQq6trmfb39NNPKyEhQe+++678/f01f/58Pfjgg1q+fLnMZrNGjhyp+++/X++8845+/fVXjR07VrVq1VLXrl3LWjqAMnBwcJCTi9MF242ODjI4lHmwGgAA4IpzSfdpcnFx0b333qt77733sg5+/Phx/f7771q4cKHat28vSXr55Zf122+/adWqVTp79qyaNm2qp556SpIUERGhffv2ae7cuYQmoIIZDAa17ROpo3uOl9jeomtT+QX7VHJVAAAAla/MoWncuHE22w0GgyZOnFiqffn5+Wn27NmKjIy02t5gMCgtLU3btm1T3759rbbp0qWLJkyYILPZzMxdQAVrGFVPTTtG6ODWI1bL/UJ81LlfOzkw0gQAAGqAMoem5cuXKyAgQM7OJd+npSxBxtvbWz169LBatmbNGh0/flz/+c9/tHz5coWEhFi1BwUFKTs7W8nJyapVq1ZZy5ckmc1mZWVlXdK2kLKzs63+j4pj7752dDPqhhG91eKqptq5bq/y8/LV4qpmaty2vryDPKvd75G9+7smoa8rF/1deejrykV/V57q2telHYi5pNPzZsyYoaioqEvZ1KYdO3Zo3Lhxuu6669SzZ0/l5OQUC2dFj/PyLn3Wrvz8fO3fv/+yaoUUHR1t7xJqDHv3tUMtB109rL3MhVJefq5OJ53S6aRTdq2pItm7v2sS+rpy0d+Vh76uXPR35amOfX2hwaDzXVJoqghr167Vs88+q3bt2mny5MmSzl079e9wVPTYzc3tko/l5OSkRo0aXXqxNVx2draio6NVv379y/o54OLo68pFf1ce+rpy0d+Vh76uXPR35amufX348OFSrVclQtOCBQs0YcIE3XDDDXrrrbcsaS80NFTx8fFW68bHx8vd3V1eXl6XfDyDwSB3d/fLqhnngiv9WDno68pFf1ce+rpy0d+Vh76uXPR35alufV3aS4suKTTt27dPubm5F2zv2LFjqfe1cOFCvf766xo6dKhefPFFq8I7dOigLVu2WK3/559/ql07LkAHAAAAUDkuKTSNHz++xOVFF1KV9nqhY8eOaeLEibr22ms1cuRIJSYmWtpcXV01dOhQ9e/fX5MnT1b//v21fv16/fDDD5o7d+6llA0AAAAAZVbm0DRv3rxyO/iaNWuUn5+vn376ST/99JNVW//+/TVp0iTNmDFD77zzjj7//HPVrl1b77zzDvdoAgAAAFBpyhyaOnXqVG4Hf+SRR/TII4/YXKd79+7q3r17uR0TAAAAAMqizKFp2rRpNtsNBoNGjRp1yQUBAAAAQFVySaGpaLIGs9lcrJ3QBAAAAKA6KXNoatGihQ4ePKiOHTuqX79+uu666+Tj41MRtQEAAACA3ZV53u5ly5bphx9+UNeuXbVgwQJdc801GjlypL755htlZmZWRI0AAAAAYDeXdLOjOnXqWILSihUrFBkZqVmzZumqq67S448/Xt41AgAAAIDdXPYdYn19fRUcHKy6deuqoKBAO3bsKI+6AAAAAKBKuKSb2x49elTr1q3TunXrtHv3btWtW1d9+vTRQw89pHbt2pV3jQAAAABgN2UOTTfccINOnDihyMhI9enTRxMmTFBERERF1AYAAAAAdlfm0BQdHS13d3clJCRo0aJFWrRokVW7wWDQ2rVry61AAAAAALCnMoem/v37V0QdAAAAAFAllTk0vfnmmxVRBwAAAABUSZc0EYQkbdiwQVu2bFFaWpr8/PzUoUMHdevWrTxrAwAAAAC7K3NoysvL02OPPaaNGzfKaDTKz89PycnJmj17trp06aJZs2bJ2dm5ImoFAAAAgEpX5vs0TZ06Vdu3b9fbb7+tPXv2aOPGjdq9e7fefPNN7dq1Sx999FFF1AkAAAAAdlHm0PTtt99q9OjRuvXWW2U0GiVJjo6Ouv322zV69GitWrWq3IsEAAAAAHspc2hKSkpSixYtSmxr0aKF4uLiLrsoAAAAAKgqyhya6tatq+3bt5fYtnXrVoWGhl52UQAAAABQVZR5Ioh77rlHkyZNkqurq/r166eAgAAlJibq22+/1Zw5czR69OiKqBMAAAAA7KLMoWnQoEHat2+fJk+erClTpliWm81m9e/fXw8//HC5FggAAAAA9lTm0OTg4KAJEybogQce0JYtW5SamiofHx916tRJERERFVEjAAAAANhNmUPTe++9p0GDBikiIqJYSMrKytLUqVP1/PPPl1uBAAAAAGBPZZ4I4ssvv9SqVatkNputln///fe64YYb9PXXX5dbcQAAAABgb2UOTa+88ormzp2r7t27a9asWTKZTHrxxRf11FNPqU2bNlq9enVF1AkAAAAAdlHm0/P69eunvn37atWqVZozZ45+/PFHnTlzRrNmzVKPHj0qokYAAAAAsJsyhyZJcnFx0R133KFu3bqpR48emjZtGoEJAAAAQLVU5tDUrFkzGQwGq2Vjxoyx/NtgMGjfvn2XXxkAAAAAVAFlDk2jRo0qFpoAAAAAoLoqc2g6f1QJAAAAAKq7Ms+eBwAAAAA1CaEJAAAAAGwgNAEAAACADYQmAAAAALCB0AQAAAAANpR59rxx48bZbDcYDJo4ceIlFwQAAAAAVUmZQ9Py5csVEBAgZ2dnSdKZM2cUEBAgJycnSeIeTgAAAACqlTKHJkmaMWOGoqKiVFBQoFatWmnmzJlq2bJledcGAAAAAHZ3Wdc0mc1mSdKpU6fKpRgAAAAAqGrKHJqcnJyUmZkpSUpJSZEkjR8/Xr/99lu5FgYAAAAAVUGZQ1OdOnX0/fffKzs7W4sWLVJQUJAiIyP18MMP66mnnlJcXFxF1AkAAAAAdlHma5ruv/9+vfzyy1q8eLEk6aWXXtKdd96p999/X/PmzdOGDRu0ffv2ci8UQM1x9kyyzhyJVXJcqnyDfBQaEayAsFr2LgsAANRQZQ5Nd955p+rXr6+9e/cqKipKHTp0kCSNHTtWAwYM0GuvvVbuRQKoOU7sj9HX76xUamKaZZlXLU/d9dxtqt+yjh0rAwAANdUlTQTRsWNHPfDAA5bAVKRRo0b6/PPPy6UwADVPWlK6lk9dbRWYJCk9KUPL3v9WKQmpdqoMAADUZJc05fjq1au1ZcsW5eXlWWbQM5vNysrK0q5du7Rhw4ZyLRJAzRB/PFGJMUkltiXHpSrueKJ8A30quSoAAFDTlTk0TZs2TdOmTZOXl5cKCgrk5OQkR0dHJSUlycHBQXfeeWdF1AmgBsjJzLHZnp1hux0AAKAilPn0vOXLl+v222/Xli1bNHz4cPXq1Ut//PGHlixZIl9fXzVu3Lgi6gRQA3j6ecpg+N/jwsJC5ecWyFRgkiR51/K0U2UAAKAmK3NoiouL0y233CKDwaDmzZtr586dkqRWrVrpkUcescyqBwBlFVI/UBFtGshcaFZmapZOH47V8f0xOnHglGqF+sk7wMveJQIAgBqozKHJ3d1dhv//KrhevXqKiYlRTs65U2aaN2+umJiY8q0QQI3h6uGqfg9fq3ota+vMsThlpGSp0FSoph0j1KhtA/2ycKOy0rLsXSYAAKhhynxNU2RkpFasWKGrrrpKDRo0kNFo1KZNm9SrVy8dOXJEzs7OFVEngBrC2c1J3gHeGvRCf5kKCmV0MirhZKK2/bBThYVmte0bqUZtGti7TAAAUIOUOTQ98sgjuv/++5WWlqaZM2fq1ltv1fPPP6/OnTtr48aN6tu3b0XUCaCGSI5N1V+/7b9g+7E9JwhNAACgUpU5NHXs2FFLlizRwYMHJUn//e9/5eDgoB07duiGG27QCy+8UO5FAqhBDBdpdrjICgAAAOXsku7T1KxZMzVr1kyS5OLiotdff71ciwJQc/mH+iqwrr8STpwtsb1hVL1KrggAANR0lxSaEhMTNW/ePG3ZskWpqany9/dX165dNXToUHl7e5d3jQBqEE9fT103rKe+fvsb5ecVWLV1uL61wiKC7VQZAACoqcocmg4cOKBhw4YpNzdXbdu2VXh4uBITEzVr1ix9/fXX+vLLLxUWFlYRtQKoIZp2bKT7xt+trT/u0qlDZ+Tm5aZON7ZVo3YN5Orhau/yAABADVPm0DRp0iSFhoZq7ty5CgwMtCyPi4vTiBEj9NZbb+mDDz4o1yIB1CwGg0H1WtZR7aZhysnKlZOzo5xdmZkTAADYR5nv07R79249/vjjVoFJkoKDgzV69Gj98ccf5VYcgJrN6GiUh7c7gQkAANhVmUOTn5+f0tPTS2wzmUxydeXUGQAAAADVR5lD06hRozR58mTt2LHDavnRo0f1wQcfaPTo0eVWHAAAAADYW5mvaVqxYoVyc3M1ePBg1a5dW8HBwUpOTlZ0dLQKCws1e/ZszZ49W9K56xLWrl1b7kUDAAAAQGUpc2iqXbu2ateubbWsTp06ioqKKreiAAAAAKCqKHNoevPNNyuiDgAAAACoki7p5raStGHDBm3ZskVpaWny8/NThw4d1K1bt/KsDQAAAADsrsyhKS8vT4899pg2btwoo9EoPz8/JScna/bs2erSpYtmzZolZ2emBwYAAABQPZR59rypU6dq+/btevvtt7Vnzx5t3LhRu3fv1ptvvqldu3bpo48+qog6AQAAAMAuyhyavv32W40ePVq33nqrjEajJMnR0VG33367Ro8erVWrVpV7kQAAAABgL2UOTUlJSWrRokWJbS1atFBcXNxlFwUAAAAAVUWZQ1PdunW1ffv2Etu2bt2q0NDQyy4KAAAAAKqKMk8Ecc8992jSpElydXVVv379FBAQoMTERH377beaM2eORo8eXRF1AgAAAIBdlDk0DRo0SPv27dPkyZM1ZcoUy3Kz2az+/fvr4YcfLtcCAQAAAMCeyhyaHBwcNGHCBD3wwAPasmWLUlNT5ePjo06dOikiIqIiagQAAAAAuylzaOrTp4+mT5+uZs2aEZIAAAAAVHtlngji1KlTysvLq4haAAAAAKDKKfNIkyQlJCTo9OnTF2wPCwu75IIAAAAAoCq5pNB0sRny9u/ff0nFAAAAAEBVc0mh6ZFHHlHdunXLuxYAAAAAqHIuKTT16tVLUVFR5V0LAAAAAFQ5ZZ4IAgAAAABqkjKPNK1bt06BgYGWx0lJSYqJiVGdOnXk5+dXrsUBAAAAgL2VOjQdOXJEy5Ytk4ODgwYOHKj69evrgw8+0Jw5c2QymWQ0GnXHHXfo5ZdfltForMiaAQAAAKDSlCo0bd26VQ8++KAcHBzk4uKiBQsW6NFHH9XMmTN1xx13qFWrVtq9e7e++uorhYWF6eGHH67ougEAAACgUpQqNE2bNk2dOnXS1KlT5ebmpsmTJ+u9997TfffdpxdeeEGSdPfdd8vb21urVq0iNAEAAACoNko1EcS+ffs0aNAgubm5SZKGDx8us9ms7t27W63Xp08fnTx5svyrBAAAAAA7KVVoSk9PV61atSyPfX19JUne3t5W6zk7Oys3N7f8qgMAAAAAOyv1lOPnT+5gMBis/g8AAAAA1dVl3aeJ0AQAAACguiv1lOOvvvqqPD09JUlms1mS9PLLL8vDw8OyTkZGRjmXBwAAAAD2VarQ1LFjR0n/C0sXWubh4aEOHTqUZ30AAAAAYFelCk3z58+v6DoAAAAAoEq6rGuaAAAAAKC6IzQBAAAAgA2EJgAAAACwgdAEAAAAADYQmgAAAADABkITAAAAANhAaAIAAAAAGwhNAAAAAGADoQkAAAAAbCA0AQAAAIANhCYAAAAAsIHQBAAAAAA2EJoAAAAAwAZCEwAAAADYQGgCAAAAABuqVGiaNWuWhg4darVs//79GjJkiNq0aaPevXtr3rx5dqoOAMomIyVTx/fH6Pi+GKUnpdu7HAAAcIkc7V1AkS+++ELvv/++OnToYFmWnJys+++/X71799b48eO1a9cujR8/Xh4eHho4cKAdqwWACzObzTq49Yh+mver4k8kSpICatdS3yHd1axTYxkdjXauEAAAlIXdQ1NcXJxeeeUVbd68WfXr17dq+/rrr+Xk5KTXXntNjo6OioiI0PHjxzV79mxCE4Aq68S+GH399grl5xVYliXGJGnx5FUa+t87FdGmfqn3lZ6cobOnklRQYJJvoLcCwv0roGIAAGCL3UPT33//LScnJ61cuVLTp0/XqVOnLG3btm1Tp06d5Oj4vzK7dOmiWbNmKTExUQEBAfYoGQAuyFRg0tYfd1kFpvPbNq/errotasvJ+eJvv4d3HtPqj9cq4cRZSZK7t5u639FV7a9rLVd3l3KvHQAAlMzuoal3797q3bt3iW2xsbFq0qSJ1bKgoCBJ0pkzZy45NJnNZmVlZV3StpCys7Ot/o+KQ19XrvLo75yMXJ3YHyOTyVRi+8mDp5SSmCIPX3eb+0k8kaQvJi5VblauZVl6coa+m/OTXNyd1eKaJja2rvp4bVcu+rvy0NeVi/6uPNW1r81mswwGw0XXs3tosiUnJ0fOzs5Wy1xczn27mpubW9ImpZKfn6/9+/dfVm2QoqOj7V1CjUFfV67L6W83FzcVOhQqPb3kiR+8gjyUkBivE2cu/EfH2dlZhzceV2JcYontaxb8LLdgZ+UUXPl/uHhtVy76u/LQ15WL/q481bGv/503SlKlQ5Orq6vy8vKslhWFJXd329/S2uLk5KRGjRpdVm01WXZ2tqKjo1W/fn25ubnZu5xqjb6uXOXV3z0HXqNlJ78tuW3A1arfqL7N7R0cHLRpwU55eXmV2J6TmitfTz/5hdreT1XGa7ty0d+Vh76uXPR35amufX348OFSrVelQ1NISIji4+OtlhU9Dg4OvuT9GgyGywpdOMfNzY1+rCT0deW63P5u1rGROl7fVjvW7rFa3uqa5mp5VbNS7TswPEAn958usc3T10PuntXjNcFru3LR35WHvq5c9HflqW59XZpT86QqHpo6duyor776SiaTSUbjuSl6//zzTzVo0ED+/swgBaBq8vT10PX391JUjxY6uvu4zGazGkbVU2hEsDy8S/eHJqpHC+1ct0dmc/G2dn0i5RfsW75FAwCAC6pSN7f9t4EDByojI0MvvviiDh8+rGXLlumzzz7TyJEj7V0aANjk7uWmiNb1de2wHrruvp5q1LZBqQOTJNVpGqbrhveS0dH6bbpx2wZq3rWpkmKTZS4pUQEAgHJXpUea/P39NXfuXE2YMEH9+/dXYGCgxo4dq/79+9u7NACoUM6uzup8czvVb1lHJw+eVm5WrnyDfBRz6LQ+fmGBXNxd1LpHS3W8sQ33bgIAoIJVqdA0adKkYsuioqK0aNEiO1QDAPbl5OSk2k3CVLtJmP7edFCL314hk+nc6FJBapb+WLlVxw/EaNAL/eUT4G3nagEAqL6q9Ol5AAApPSldP8371RKYznfq0BmdPHCqhK0AAEB5ITQBgJ0lxJzVP9uP6siuaKUkpBVrT01M19lTyRfc/vCu6AqsDgAAVKnT8wCgJsnNztWOtXv161e/Kyv93I1qfYN8dMMDvdS8SxM5OJz7XsvB6CAHB4MKC0ue+MHF7eI35QMAAJeOkSYAsJND245q9Zy1lsAkSSnxqVry7rdWp9z5h/mpXss6F9xP047crBsAgIpEaAIAO8jKyNbvK7aU2FaQV6Bdv/xlmVLcxc1FfYf2kIdP8SnLr7qto0IjLv1m3wAA4OI4PQ8A7CA7LVtnTyddsP3UP7HKz82Xs+u5U+/qNgvXfa/drYNbDuufHUfl6eehtr2jVLd5uNw8XCurbAAAaiRCEwDYgbObs9y93ZWTmVtiu2+Qtxydrd+iQxsEK7RBsHrcdZUMBkNllAkAAMTpeQBgF15+nurcr90F29tf18YyEcS/XU5gysnM0fG/T+rv3w/o6J7jykjNuuR9AQBQUzDSBAB2EnlNM8Uei9eun/fq/y9fktHRqJ73XK3QBoE6sitah7YdUX5evhq1baDaTcLk7e91ycdLiDmr72b/pKO7oy3HC40I1u2jb1RYREg5PCMAAKonQhMA2IlXLS/dOKKP2vWN0pkjsTI6OSosIljeAZ5av2iTtny/07Lu1h92qX6rOur/eD/VCvEt87FysnK1es5aHfnXPZ3OHInT4ikrNfy1e+QT4H2ZzwgAgOqJ0AQAduTm4ar6Leuo/nlTiv/9+0GrwFQk+q+T2rluj/oM7l7m48QfT9CR3dEltiXGJCk2OoHQBADABXBNEwBUISaTSdt+2nXB9p3r/lJKQlqZ95uZmiVzoVmBdfzVrHMjNe3YSN4B/zvVLy2x7PsEAKCmIDQBQBVSaCpUlo3JGXKzc1WQV1Dm/Xr4uqvLLR1kNkubVm7X1jW75Bfsqw7Xt5HR0ShPP8/LKRsAgGqN0/MAoApxcnZSROv6On0krsT2kIbB8vTzKPN+zYXS6rlrFX880bLs9OFY1W0Wrj5DuimkQeAl1wwAQHXHSBMAVDEtr2kmN8/iN6x1MDromv6d5OruUqb9mQpM2vrDTrl7ucnVw3rbM8fi5e7lJr8g38spGQCAao3QBABVTHijUA0aN0B1W9RW0S2ZAmrX0p3P3KqI1vXLvL+UhDT9s+OoXN1dVLtJqOo0DVNowyDVbhKqus3CdHDrYRXkl/2UPwAAagpOzwOAKqhBZF0NffkOnT2TLHOhWT6B3vIqh+uOHJ0c5ejzr7f+y7hZLgAANQEjTQBQRbl6uCq8UahqNwm7rMDkG+itJh0iLtjepmcrOTrxHRoAABdCaAKAas7oaFSXfu3l4eterC0sIliN2jewQ1UAAFw5+GoRAGqA8MahGvbKXdr1y186tO2IjI5Gte7VSi27NpF/iJ+9ywMAoEojNAFADREWEaLQhsHqfkdXOTg4yN3brVz2m5ebp7TEdBkcHOQX7CMHB05iAABUL4QmAKhBDAaDPH3Lfp+nkpjNZh3be0Ibl2/WiX0xMjoa1bxrE3W5ub1C6geVyzEAAKgKCE0AgEtybO8JLXh9ifJz8y3Ltv+4W0f3RGvof+9SYG1/O1YHAED54RwKAECZ5eXm6bdlf1oFpiLJsan6Z/tRO1QFAEDFIDQBQDWTnpyh+BOJSopLqbBjpCak6+T+Uxds/+v3AzKZTBV2fAAAKhOn5wFANZGdka39f/6j35b9qeTYFLl7u6v9tVFqd21r+QX5lOuxHIwOMjoaL9ju7OrEhBAAgGqDv2gAUA2YzWZt+3G3ln+4WokxSTIVFCo9KUO/LvpDq+euVVZaVrkezy/YR826Nr5ge9vekTIYDOV6TAAA7IXQBADVQGLMWf225M8S2w78+Y9ioxPK9XgODg7qenMH+QYXH8Fq2qmR6kfWLdfjAQBgT5yeBwDVQEpimrIzci7YfvpIrBpG1SvXY4bUD9LQ/96pf7Yf1d9/HJSzi6Pa9IlSw8i68vb3KtdjAQBgT4QmAKgGHG1cXyRJzq7OFXLcoDoBCqoToC63tJeDgwOn5AEAqiVOzwOAaiAgvJb8w/xKbHN0Miq8cUiFHt9oNBKYAADVFqEJAKoBr1peuumhvnJxsx5RMjgY1HdoDwXVC7BTZQAAXPk4PQ8Aqokm7SM0/I17tG/TPzqx/6T8Q2spqkcL1W0WLicnJ3uXBwDAFYvQBADVSO3GYardOMzeZQAAUK0QmgDgCpYcl6L4E4nKycqTT4CXQuoHytXD1d5lAQBQrRCaAOAKdWRXtJZ/uFqpiWmSJINBatQ+Qv0e6iv/0JInhQAAAGXHRBAAcAWKP5moryd/YwlMhYVmZWfmas/6v/XTvPUqyC+wc4UAAFQfjDQBwBXo5IHTykrLliTlZObq7OkkZaRkyWw2KzEmSS2vaqImHSIkGRQXnaDE00lydDIquF6gAuv4y8GB78wAACgtQhMAXIHOnk6SJOXl5OnU4TPKz/3fyFJmapaO7IqWo7OTDmz+R7t+3qvCQrMkycXdRTc+2Fute7aUoxN/AgAAKA2+agSAK5B/WC1JUlZatlVgKiwslMFBcjA6aMvqHfp9xRaZTIWW9tysXK36aI1iDp2p9JoBALhSEZoA4ApUp1mYPHzclfn/p+hJkim/QFlp2WrRpanSzqbrp/nrlZqYpoyUTKttTQWF2rthX2WXDADAFYvQBABXoKA6AbrrudsUXD9Q0rkRptzsPEX1aKHgBkHKSs9RclyKCvIKdPpInHKz86y2jzuRYI+yAQC4InFCOwBcoRpG1dNDbw3R3g37lZOZrdzsfB3cdkSrZqxRr3uuVsPIejpzLF4F+Sbl5eQrOyNbmanZcnQyql3fSOVl58nZzdneTwMAgCqPkSYAuIKFNwqRp6+Hfl74u758c7l2/LRHZrNZp4/Eqs+Q7spKz1atEF+dPnxGsccSlJ6Uocy0bDm7Ouu3ZZuVm5Vr76cAAECVx0gTAFzBXNxc1PnmdvL089CGxZuUmZ6tus3CVZBXoCO7jum2UTfot6WbVJBXIKOTo/yCfXTjiD46uO2IkmNT1CCyrhpG1bvk46cnpSvh5Fnl5RbIJ8BLQXUDZHQ0luMzBADA/ghNAHCF8/TxkMEg+Yf56fTGOP2y85hyMs+NIA357x268cG+cnV3kaOTUWZJpnyTItrUlym/QDGHTl9yaDqyO1rfzvpRiTHnpj93cnFSh+vbqNvAzvLy8yyvpwcAgN0RmgCgGqjbvLZij8WrSdsGSjqdLElycXeWi7uzNnz9h9y93RXSIEjhjUO1adU2nTx4Wq4eLuo2oLOadW6soDoBZTpebHS8Fr29QtnpOZZl+bn52rRyq9w8XdTrnmvK9fkBAGBPhCYAqAZC6gep/XVt5OLhotrNwiSz5OXvpfqt6mjXur1KSUhXUN0AfTFhqXTuPrfKSsvWnvX7lJuVq3tfvEN+wT6lPt7R3cetAtP5Nn+3Q1E9Wsg/tFZ5PDUAAOyO0AQA1UR4oxCF1A9UclyKzGbJwWDQuq9+U6O2DXXqnzNa89mvykrNkou7i4yORjm5OqlJxwjVbVFbB7ceVmAdfwXV8ZdXLa+LHuv00dgLtmWmZik7PVcKLc9nBwCA/RCaAKAaMToaFRDur4L8Ai374Dvt3bBf4U1C1eG61vr16z9UWGhWXk6eAmv769phPRV3PF4LJy6Xh7ebQhsGK6B2Ld366A1qEFnX5nH8Q/wu2Obi5ixnN6fyfmoAANgNU44DQDUUf+Ks9m86JEk6deiMUs+myz/MT+GNQxRcL0iNO0QoJT5Vf3yzTQV5BXIwnvtzkBiTpEVvr1D8yUSb+2/cvqEcnUqeJS+qZ0sFhHNqHgCg+mCkCQCqoZyMbBXkmyyPo/8+qaA6Adr1818yS+p+Zxf98PHPKiwslIODgzz9PCzrZqZmKfZYnDKSMxX990llJmeoVpi/GrWtr+B6gZKk0Ihg3T7mJq2a+aPVvZ4atWuga27vJAeH0n8nl5GapcSYszIVmOQT6K2AMAIXAKBqITQBQDXk6uUqR2dHFeQVKD+vQJu/26EbH+yjEwdO6ezpZDm7Oik1MU2OTo4KbRgsV3cXy7bhjUOVmpiuf3Yc09Hdx2VwMKiRqVCnj8Sqc7+2qtustoxGo6J6tFBIgyCdORqnnMxcBdUNUHD9QHl4u5eqRkdHR8XsP6M1n/2i+OOJCqoXoNpNwtQwsq6adGgkN0/XiuoeAADKhNAEANVQUJ0Atbq6mXb98pdyMnOVlZat7+eu07VDeygvJ1++QT4KrhsoJxcnefl7Wt2Qtm2fSC3/4Dsd2X3csmzzdzvUpldL+QR6KahuoFzdXWQwGBRcL9Ay+lRWhhxHfTVluQwGB3W5uYP+2XFUq+esU2Fhoa65vZP6Du2uOk3DL7svgCtFQmamzmSkK9dUIH83d4V7ecvFkY9qQFXAbyIAVEOOTo7qdc/Vys3O1R/fbJUkZaVna8v3O3X7mBuVk5Gjtn2jtHHZn/Lw/d/IUGjDYB3bc1z/7DgmB6Ph/5ee+/+h7Ud19e2ddGTXMTk6Ocon0FuBdfxlNJZ8bZMtBoNBR3cdV05mrrre3EGrZq7R2f+/v5Qkrftig2L+Oa37Xx+k2k3CLr0jgCvEnrhYzd+9S8k52ZIko8GgTuG11b9ZC9VyL93oLYCKQ2gCgGqqVqifBjx5s1pc1UxHdh2Tk7OTsjNztGX1DuVk5qrDDW2UeKqxstKyVFhYqNzMXPmH19LuX/5SQX6BTFkmmSU5OhkVEO6nvkN7atkH38nZ1Vlunq5ydnNW55va6arbO8rTx+Oi9ZzPYDDo+F8n5Rvko9joeKvAJEl5OflKP5uhLT/sVGhE8CUFM+BKcSI1RXO2b1V2QYFlmcls1qaYk/J2ddUdzVvKYDDY2AOAikZoAoBqzNXdRWERwfp+zlplpWdbtW3/cbf6DukunwBvJZxMVFJciuo0CdW2NbuUlZYtGSQHBwcVmgp1Tf8uWvr+tzKbChXRtoEkKS87T78t/VNuXm7qNqBzmeoym83yDfZRoZ/0128HirUbHY0yODjo8I5jSj+bId+g0t14NykuRSf2xSj67xNy93JXkw4RCo0Ilourc5nqAyrT/sQEq8B0vo3Ho9Wtbj2FeF78/mkAKg5TjgNANRdUJ0D9n+gnNy/riRUaRNaVWdKxv09o65pdmvfK10qKS1VgbX+5e7tJZqmwsFA+gd5KT85QemK6vAO85exifQ+mTSu3KjkupUw1mc1mtbqmmcyFhTI6Fv9T5BPgJWdXp3PhyVi6P1Vxx+M1f/xiLX3vW23/cY9+W/qnPvnPF9q0cptys3MvvgPATk6npV2wLTM/X1n5+ZVYDYCSMNIEADVAs06NNOLNITp1OFZpZ9MUEO4vb39PzR+/WL3vvUYfP79AAXX89dfGA6rdJEyBdQOUfjZdqQlp8gv2UcLJs3LzdpNvoHex04TSkzKUnZEjv+Cy1eRcy1FNOzWSs4uTju09IUkyGCTfIB951fJSQX6BWl3dTD7+F/+GvaCgQOsXb1JizFmr5Waz9PMXG1SvebgaRNYrW4FAJQn1uvBr3M3RSW5MBgHYHb+FAFBDBNUNUFDdAMvjA1v+UXZGjgryTSooKJTRaFReTr5++PhnXTe8p3b/+rdc3FzkXctT9VrUVvzJRDm7Oatei9ry9POUKb9AMYfOqCC/QE7/Gn0qjbz8XEX1bK7wiBCdPhKv4/tOytHZUeln0xXzzxmFRQQruH6gkuNS5Bfsa3NfSaeTdeDPf0psM5ulfX8eIjShymoeECgXo6NyTcVP0bu6bl1OzQOqAEITANR4ZoVGBCv2WJy6DeisDUs2afE736hNn0j1vPsqedXyVFCdAB3efUxX39ZJO9f9pRP7d8jN00Xtro1Ss06NFRB+aTekNToaVb9lXY14a7D2rN+nn+atl6uHi1p0aSLfIB+tnP6DwpuG6Y6nbpZPgPcF91OQb1J+XsnXhEhSRnLmJdWHiheTlqrDSWcVn5mpUE8vRdSqpTCvC/+sq6O6Pr4a0b6D5u/eqbTcc6eSOhgMahcapr4NI5gEAqgCCE0AUEP5h9WSs5uTzhyNV6+7r9aCN5YoNjpezTs11v7N/2jL9zu1f9Mh1WtVR03aR+jmh6/T9Cc/VU5GjvKy81RYaFbciURlpGQquH6gGp43kmMqMCk9KUMGB4PNsFPE3ctVJw/EqGFUPRkMUmx0vA7vPCZJOrLzmPb/eUgnD55SamK6GrdrqKYdGymkfpBle09fD9UK9VPSmeQS998wilGmqmhvfJzmbt+qzPOu2fFydtbI9p3ULPDS7v91JTIYDGobEqowTy+dTk9TrsmkAPdz92lycyr7KC6A8kdoAoAaKiC8lq66vZOWvL1SfYZ21+AXB2rzdzsU2a25GrVroKN7jsvN003hjUPV/Y7O+v6TXxRcN1DpSekymQrl7OKkvNx8/bbkTzVoVU/OLk6q3SRMMYdOa8v3O3V45zEZHY1qeXVTtesbpaA6AResJSUhXX4hfsrNzJWDo4N8Ar311+8HlJqQpvSkDP369R/y8vVUbHS8jv8do02rtmnwfwaqTrNzN7/19vdSjzu7avmHq4vt2yfQW/Uj61ZYP+LSxGdk6LOdO6wCkySl5+Xp8907NfbqbvJzc7NTdfYR7OmpYE9Pe5cBoASEJgCooQoLC5V0Olnd7+qqk4dOqX6ruup+V1e5uJ67bqld30jlZOXJ0dGohJgkHd0VreT4VOVl58ng4KDMlCwZDJK7t7uSziTrxIFTSkvK0NIpq5SX+78Pwr8v36IDWw5r8EsDFRjuX6yO9OQM/bFiixZPWamCPJNM+QVycXfRjSP66J8dR3Vg82HVb1lHpgKTZZvMlCyt+2KDBv1noFzczk0n3vLqpiosNGv9138oJT5VRkcHRbRpoD6Du5V4XNjXqfQ0pebmlNiWkJWpU+lpNS40Aai6CE0AUEOZC806vDNae9b/rRZdG+vUP2dUaCqUm6erDm07rIjWDbRxxRYd2npYdz57q1L+f9TH6GiU0dEsg8Egn0AfpcSnKu5Egs6eTlJeTr4ObDus0AbBcvP83xTnZ08l6eCWIwrsbx1eDAaD9qzfp20/7pazq7PysjOUk5Wn7MxcLX3vWw1+caC2rdmtus1ra8faPfIN8lFhgUmFhWYd23tCZ08nKyzi3LR9Lm4u6nBdazVqW18ZyZkyOhoVULuWnJw5vakqyrnAfYmK5F6kHQAqE/dpAoAaytHJUQ2i6spUYNLxfae0cvoaffvRT3J0cpRPgI9Wz12n/X8ektHRqBP7TymsUYhM+Sbl5+SrIM8kN09XpSWmKSMlU+GNQuUT6KWDWw8rJzNXpw6fsRptkqS/ftun/DzrZRnJmfrz2+0yGh0UEFZLZrNZZrNZklSQX6Dov0+qz+Du8vB2V5eb26tRm/qK6tFS7a+NkqefhwpNJv2bb6CPajcJU2jD4AsGJlMJ26Fy1bIxiuRgMMjX1fWC7QBQ2RhpAoAarGXXJtq4JEDxJxOlc1lFDg4O8vb31KnDZ+Ts4qTszBxtW7NLg18aqMSYs4r554zkYJCTq5MSYpJ01e0ddeqf0wqsE6C83Dxlp2UrOyNH6Wcz5OXvabkZrsHoUGwWsLzsfKWdTZckuXu7KaR+sHyCvNW0Q4QMDgYF1vZXeONQfTVphXb/8pfcvNzkYHSQp6+H7nzmFvkEln4qZlOBSScPnNKu9X8rPjpBwfWD1LpnS9VpGiajo7F8OhSlVtvbR5FBwdobH1esrX1omMK9fexQFQCUjJEmAKjBwiJCdc+4AWrRtYmcXJzk7Oqopp0bKSk2RQ4OBhUUmCSzlJ2Ro2+mr9Hgl+5Qv4evVb0WtdUwqp7ufOYWeXi56dD2o9rz234179xEZp079S8rI1sJJ8+qIP/cqE7b3pFydLL+rs7ZzVne5928tkXXJgquG6gT+0/JaDQqPy9fm7/drtSENHn6eUj/n7kyUzP1y1cblX62dFOJm81m7Vm/T5/99yttX7NbJw+e1rY1u/TZy19qz4Z9ltEtVB4PZ2cNioxS19p15Gw8F1pdjEb1qFdfA1u0lOv/39A1My9Ph84m6pdjR7XxRLSOp6SooLDQnqUDqIEYaQKAGsw/zE91moaqQWQ9hTUOVZ1m4TJI8gv2lcHBQab8/11Xkp6UodNHYuUf5qeBT/aTl5+nPnnpSxkdjUqKTVHSmWR16BulA1sPKzEmSY5OjkpLTJNvkLfqt2qkxu0aSDoXwJLj0+QiV3n6uavrLR30/cfr5OnnIe8ALyXHpig3J08LXl+sO56+Rd/NWav83ALVbRaujJRMGRwMCgivJWc3Zx3dE62wRiEXfZ4JMWf1/cfrZCqw/rBtKijUDx//rNpNwhRY2/ZkETmZOYqNPnftlrOrs4LqBSioTgD30LkMQR6euq91W10X0UhZBfnycHJWiKeXHB3OfaebnJ2tJfv+0pZTMUUDoXJycNAdLVupW516cna0/hgTm5Guo8nJis1IV5CHhxr61bx7PgGoGIQmAKjhguoGqkFUXS14bYkCawdo37F/1K53pPyCfHT2dJJlva63ddCmldsUFx2vW0fdIIODQfVb1tGR3ceVlZolGQz65qMfdNODfZWZmqW44wnyD/VTz7uvUud+7eVVy1MHtvyjDUs2KebQaeUW5KnrjR3V8fo2uurWDkpPydLxfScUEO6vnT/vVVjjULl6uionI0cyGHTmWJwatq4vScrNypWpwKTTR+KUn5d/0ckeEmPOKjuj5JnastKzlRhz1mZoSklI1Q+f/Kx9fxxU0aCUq4eLbh55nVp1ayaj0aiUhFTl5xbIw8dd7l4lX6+TmZalxFNJMhWY5OPvLf8wP5t11wSORqPq+PiW2PZHzAltPhVjtSy/sFCL/tqrME9vNT/vXk4HExM0e/tWpf7/zWElydPZWSPadVCroOAKqR1AzUFoAoAazs3TVQ0j66nXoGvk5umiHT9FK7B2LT363nAtnrJSscfi5eTipIat6mrLdzvUvEtjxUUnqFaYnxpG1lNeTp6O7o6WDFLymVRtXLZZ97zQX75BPsrLyVNQ3QDVCvHVvk0Htejtb1RoKpTJZFJWepa2rN6hmAOndM+4AcpMyVRIgyDNGTtfCTFnJbNZWWnZ8g+vpZT4NJkKTEpNSJXZLDk5Oyo1IU0F+Sb9+Nmvat2rlWo3Dr3gczTl2574ocBGu9ls1uZvd+jv3w9aLc/JzNWKqavlG+Sto3uOa9uPu5WdniP/cD91G9BFTTtGyMXNxbL+sb0n9P0n63TmyLlreDz9PNT9jq5q2ydSru4ugrWkrCytjz5WYluh2aw/Y05YQlNydrY+373TKjBJUkZenj7ftUNjr+6uQA+PCq8ZQPVFaAIAqHaTMPUd2l1JZ1J0cMthnT2doozkTN34QG+ZTIU6vv+U/MP85OXnodAGwYref0pOrk5a+t63um/83WrSIULpSRlycnZS4ukkfTv7R3n6eMjoaFTfoT2UkZqpn7/cqEJT8WtR4o4nKubQGRmNDjp54JQSY5JkLjw3i97m77arXd8orV+8STKblZOZKw8fD8UcPC0vfy/l5+brs/8uUpMO2/TQpCGq36pOic/PL9RPRkej1b2eijg6GVUr1PeCfXP2TLK2r91dYluDqHpa9dGPijueYFkWezReiyev1M0jr1Xnfu0lSaePxOrLN5dZjXZlJGdq9Zy1cvVwUdvekRc8fk2VYzIp7V8h6HxxmRkym89NfX8qPU3xmSVf35ack6NT6WmEJgCXhYkgAACSpMBwfwXV9Verq5spOS5Zvy35U3EnErX1h50KiwiWwWCQq6eL/MP9FFo/ULt/+Vv5ufla9NYK5Wbl6bvZa7XwzWVa98VvSjhxVoWFhbp2WA8F1w9Q+tkMxUUnXPDYZ08nafN325Wfmy+/EB+ZC82SWTp54LQKTYW65vZO8gv2kV+QjwpNhYrs2UJD/3un1i/ZJFOBSSf2x2jROyu0+bvtOrb3uHKyrD9sB9cLVMcb25Z47M792im4XmCJbZKUl52n7PTip/YZDFKtYF/tWLenxO1+/foPnT2TLEk6tO3IBU8P3LBkk9KTMy54/JrK08nJZtBp6FfLcj3Zxe75lJ2fb7P9YkyFhYrNSFdMWqrNIAeg+mKkCQBg4ebpqsC6gap7Nl0BYbX042e/6pZHr1dhgUkePu5qf21rHd19QmGNgmUqMMnB4KD05Az98OnPun30jYo/maiEmLMKbRCkGx/so4ZR9eTk5CQHo4OMjg7FJmIo4uLuotNHYuVgdFCPu67S0ve+lcHBIJmlXxZu1KMf3q/IHi2UmZwpU4FJ6cmZijl0St0HdtHiyStlLjRr969/q3H7hlo180dd07+Tetx1teUGu07OjupxV1f5h/pq06pt/z8dupe63tpBra5pVmxWv/O5erjI089DGcnWIxnu3u6KPR5/wVPrMpIzlZ6UIQ8fd+Vk58kv2EfJcanF1ks6naystCx5+XmW9sdUI3i7uur6iMb6bNeOYm3ORqM6hIZbHvu6usrBYFDhBWZBrOXufsl1nE5P049HDmvb6VPKLShQmLeXbm7cTK2DQ4pNRAGg+uK3HQBg4WB00M6f96hJ+4Zy93ZXw6h6Kiw0a87zC3T98F5q0ydKG77+Q2ERIWrSIUJnjsXJ0dGotMR0ffHGEoU1ClHzLk1UP7KOXNydFf33SZ05GicXNxf1vrebdq7dq7iTiSosNMvo4Chz0Sl33m5KOpOq2Og4dbuji24eeZ3Wf/278nML1PHGttr2/U7FnUhU/PFEZaZmySyznF2d1XdId111e0cd3HJELu7OcvN0U0G+SesXb1Jg3UDJbJarh6uC6wcqIKyWutzcQS26NlVOVq7cPFzkVevi93mqFeKnLje319r5G6yWF5oK5eLmIg+f4qMhRkcHte7ZSv9sP6LvZv2kuJOJCm8UosbtI7Trl7+Ul51nWdfV01WOF5nIoqZqGxKq1GYt9MPhf5RdcG60yN/NXfe0ilQDv/9NohHu5a02IaHaceZ0sX20DAxSuFfp7+d1voTMTM3evlUxaWmWZafS0jV7+1Y92K6DutQu+XRQANUPoQkAYOHs4qwWXZpq5Ywf5B/mp5sfvU7xxxOUdjZdjk5GJZ1OVlJsskIaBuuG+3vp6J5oxR5LUF5Ovjx8PSQZ9NfvB3T7mBu1cvoaHdkTLSdnJ7m4O6sgt0Bt+0YpOSFVR3cfl7ObswrzCtW6Z0udPHBaUT2a68SBGH078yc179pYdz57q7IzctQwsp6WvvetMpIzz903SpLMUl5Onn5Z+JvGTH9I/+w4prTEdCXFJqvLze3107xftebTX1Qr2EenDsfK089D/R+/SU3aR8jb38vq3lCl0a5vlDJSsrRtzS4V5J07FczZzVnt+kbq8M5jxa7ViurRUlu+3ynJLEcnR2WmZWndgg2qFeqnmx+5Tpu/3W5Zt03PVqoV4nsZP7Xqy8PZWTc1bqI2oaE6m5UlR4ODQjw9i40cuTk56c4WreTm6Kitp08pz2SSo4OD2oaG6famzeTpfGkTbRxJTrIKTEXMklYdPKBm/gHydSt5pkQA1QuhCQBgpXH7hmrYpr5kNstcWKikM6nyD6ulxNNJqtMsXDvW7lXPu6/R93N/0uCX7tDfGw/owNbDykrPVrMujXTbYzfop/nr9f0n62QwOMjZxUlhjUOUm5WnTau2afBLA3Vy/ym5erjIycVJe9b/LYPBQQ1b11fzLo219Ydd2rt+v+KPJyo1Pk0PvTVEiaeT5Oblpqy0bBU4GVXw//ePys7MVaG5UGdjknTnc7fK0dGo9OQM3fnsbTq07YiMjucu3c1IztSSKas0YtJgBdW98PVLF+Ll56nr7++ptr1bKSUhTU7Ojgqs4y8Pb3f1uudqrfviN8u6Hj7uykrPVk5mjjx9z41CuXq4KqC2vxJjzurIrmgF1vFXwsmzahBVT537teNeTzYYDAaFe3kr/CL3Wwr08NDQqDbq0zBCWXn5cnNyVJiXt5z+/8a5l2J/QvwF2+IyM5Scm0NoAmoIQhMAwIpvoLf6j7lJccfjlZ9bIBc3J914f299N+cnde7XXhFt6svRyajY6EQteH2JPH3c1bRDhEIaBqlZ58ba/evf+vGz9SrIM8nBaJbRy1WpCWnyDfRW9F8ntGHxnzq886gcjAZ1vqm9GneI0DfTf1BuVo5a92ypTje2U9zxBLl6uqhes9pKT8lU2tkMubq7KKhugJJik5WTmav8vAIVmgplNBo1csowxR6L19fvrFRuVq7CGgWrbe8oNe/SWCf2xaiw0KzsjBydPHD6kkKTJDk6OiosIkRhEdY30+16SweFNQrVjrW7lZqYrtY9WujPb3fIw+d/oyFGo4P8gn3k7uWmuOh49X/8JnkHeCssIphrmcqRo9Gouhe459OlcHd2vmCb0WCQo4H5tICagtAEACjGN9BbvoHeOrj1H4U3DlVG6hFdO6ynCvLyde3QHnL1dJV/mJ+SziQr5uBpnTkarxFvDdY/244qIyVTORnZcjCe+0Dp7ukqNy83nfrnjApNhUpLTFW/h/oqNTFdf/2+X84uzup511XyCfBSSINgHd55TKnxqUqKLVR2eo5a92ipoDr+ykrPlkNWnmqF+Cnx9LlpyUOahMo32Ec/L9wjJ2cn3fnMLcrPzZe7t7tSE9L0x4otatSuoQ5tOyIXd5dzx09Kl7uXm83JH8rCxd1FTdo3VJP2DWUymVSQb9KOtXuLjR79H3vnHR7JVWb9X6XOSTnHkTSSJufsGY9nnCMO2OAAxqQl7MLCRpaN7LfLssAuOWewwcbGOOexJ+ccNMo5Sy11rnC/P27P2AYbMNGwfZ5nnpGqqqtu3eqW7tE573lVVcUb8BDI89OwpI68kshv5fo5/O6wqKSUJzvaX3Ffa1ExJYFcjHkOOfxfQY405ZBDDjnk8Koori2i7/QgzSsbOLHzDJbpcOz5k6y+ajk3/uVVfP9jP2Z2Ks7ySxYxPTpDYiZBbDpBQXm+bFALqLqGcASG1828ZXVc9WeX8MBnHuXAE0dkmp4CJ3ad4Yq3b2Wwc4T7P/0IiqrgC3opri7k6LaTvPtTb+GBzz3G1NAUAsgvjTAzPsvld23BzJhUzCnlxM4zpOIpHNvh7MFOyupLaFndRF5pmOaVjegujed+uJPnf7ybsrpiVl2xjNp5VWj6r2/f+llomoamaczf0MJQ58grHtO0bA6hwl8vmCCH3y+qwxEua2zi0bNtL9se8Xi4urkFl5ZbRuWQw/8V5D7tOeSQQw45vCryiiIkZ1Kc2nOWpqX1fPVvv8fNf3Mdz3xvOy1rG7n9X97IyZ1nqG6uIBlLoSg+nvz2NjZcv5r7//cRQPY5Wnn5EtxeF4Ptwxzffpr2Q92UzyklGU9juHQMt4bLo7P9/t14gx7SyQyWaTE1GiWvOMy2H+7i5r++lsH2YbqO99K0rJ68kghTI1H8QR8VjeUMdo5ydNsJ3F4XS7csRHcb9LcNUr+4hrYDXex79CDVzRW4PC6mR6K07e/g+g9cxYINLQDYls30qIwEDxeH0H+DOOmWVY0cePIIk4NTL9vuD/tYcdkStN+gziaH3x98hsFlcxqZW1DIvoF+ouk084qKmVdcTPkvqbHKIYcc/rSQI0055JBDDjn8QpTPKcWxHabHZ1i2dRFn9p7lhr+8ktN723F7XKi6SiaVQXfrZNImqqYy1DXCFe/YwrYf7mLBhhYmB6fY/8QRtt6+kT0PHyAZS+ILerEtm4nBSWpaKxnpHkNVVWpaKkmnMrIPlKZhuHW2/WgnFY2lVDSW4fIYfPdf7uXWj97IzFSMVDzNt/7xboQjZO+krlFGesaYs7iOltWNBEJ+sG3K55Ti8rxYo2JbDk9+Zxs18yqYmYiz68F9nD3YCQLqFtSw4tLF5JdFyCuJvOaghqLKAt78d9dz+NnjHN9+CscWNC6rZ/kli6hoKPttP6I/OFKWxVBslrRlEXa7KQ0E/2TCLXwuF/OLS5hfXPKHHkoOOeTwB0SONOWQQw455PBLUdlUTjKRwh/xse1Hu2hcVs9I9xiPfeMZNt64hrL6UsYHJlBVhWvecykPfOYRBs8Oc8mdF9K0tJ6nf7CdK9+xlcZldYx0jyEc6D7Rh6JA5dxybvzw1fSfGSIxm2R2KobL48LjczPWN46qKlS3VFLeUMY9H/8Jb/3YzUwMSQWnoq6Ep773PB6fG9uymRyeoqiqkP62QU7sOM28tXPpONKDbTtc9e6LGekeo+dEHzOTMSzTZrR3nMH2Eb7/7z9mZnwW3aVjZkxO72tn2492cNOHriUxk2DVlcsoqix4TXNWXF3IxXdsYvVVyxCOIJgfQFX/9IIDeqPT3HvyOKfHx3GEwG8YbK6r58K6OYTcv17Udw45/DFDOAlwBsAeBlygVYJWhpILDvmjRo405ZBDDjnk8CshFUszb00zRVWFbL9/LxtvXEOoMEBVUzm7HtzHhhtW88m3f5Fr3nsZt//zG4mOy95O0alZ1l61nOfu2cGJnWdYumUhx3ecxuUxCOYHuOLtWxhqH0FVVcYHJlFUBQXw+DwU1xQyMzGL4dJx+1y8479uY2okypLNC7jnP+/nwlvWc/Cpo8xOxnB5XVQ0liEcQdmcEqaGo3Sf6GX5JYuwMiaO7VBaW0x+WQRN1zi24zTh/CCHnjnGcNcosek4/rCPTMrEcOnMTsZpO9BBy+pGnr17OxffvolIcfg1z1voV2ig+8eKsXicL+7fy2g8fn5b3DT5adsZFEXhqqbmPxnF6f8ihDMLdj/C7kdRvKDVgFaOouTspa8GYU8ikveCeRDZ0QvAg+J7I8K1EkXJLb3/WJF7cjnkkEMOOfxKyC/No6+tn7L6EioayxjtHaOkthjD48Ib9LLtnp3MXdHAtnt2kphNUlRVQPmcElZcsphPv+vLRMdmUDSVa993GcG8ACM9Y2y4bjXTYzM89tWnWbR5Pos3zefUnjZcHgM7qwRVN1ew5fYLcCyHx77+LLWtldz3Pw8Tm4oxOxnDsR28AS+O4zAxOIXLY1BYmc/iC+fLvlJPH+XJb23D5XFRUlfE2qtWEJuOs3B9K6f2nOXY9lM4jqCwooBkLMn0aJRUPI2qqex++ADJWIq84hD9ZwdRNIVQ/p+O9QxgNp2mJzrNqfExdEWhpaiYqlAY/y+I2z6HzqnJlxGml+Lpzk5WVlRSGnjtpNG0bVRFQfsdK3OTyQQdk5McHx3B0DQWl5RSm5f3azfD/VOCsMcQie+BdUp+D4ALfDeDa9UfxeJfWP0IqwOccRStDPR6FK30l7/wN7lmehuYB16yRQG1GGGeBrUQ9Iac4vRHitf/Oz6HHHLIIYfXBcrnlJCIxhGOTU1rFad3t6EoKoGwD5fXxb7HDnH7P97EQ19+krH+CQbahiiuKmDXTw8QHZ9F0VSEI+g82svGm9YyPRolrzxCOp4mMZuk/VAXt/3DjSzdupA9Dx/ATFu0rG5k+aWLEQhO72xjoH2QsvpiMskMLo+Ls4e6qFtYQ9u+DhRVIZgf4Kp3XczpvWcZbB8GIVi0aT5XvGMLP/6fRxBC8MwPtnPTh65muGeMugXVHHnuOCPdo8xZXEsqnsa2HBmXLgS6Ie16D3z2MSoay9n32GEKy/NZdvGin+vXdA6maTLaM85IzzgAJdWFlNQW/dYizn+bmEwmuPv4MQ4ODZ7f9vDZNi6oqeXa5tZfaq/riU6/6r64mWEmnX5NpGk4NsuxkRH2DvSjqQrrqmpoLSqmwOf75S9+jRiNx/jawQN0TE2e3/Zcdxcbqmu4rmXeb81aOJGIYzmCPK/njyZtTwgHkX7yPGF6ERlIfA/UUjDm/EHG9qtCZI4i4l8DUvJ7ACUE/negGI2/m2vao5DZ8eIGJYDiWonIHITkDkhvQ3i2gnsjil71OxlDDr87/HF8enPIIYcccviDQ1EUGpbW0364m4qGUlRV4anvbOOmv7oWf9CDbdpMjUa58UNX03uin32PHWTN1Sv43sfuQzc0zIyFEIJjL5zE4/egKNC0vB4rbeENeNh8y3r+591fxhtw07y6CbfHRdexXqpbKihvLOPItpMYLoPETBIhBI7t0Lavgxs/fDV9pwdQNJWtt17ADz/xIB6fi5nxWU7vbefZu3dw8R2bePcn7+Dr/3A3vaf62f/EEa545xaSs0mueMdWHv7yk8SnE0wMTmFlLAy3jqrrLLyghQNPHiGdzNB+pBuv38XeRw9xYtcZbvuHG6lofHmoQzKeZOcD+3nhvt3Ylg2ApmtsuH41665dgcfv+UM8ulfFwaEhDg4NIoC0beE4AlVVeL6nm6aCQlZX/uKFXcTz6vejKQqu15ASODg7w+f37WE4Fju/rX1ykqaCAu5csoxC34s9kRwhGIvHsYVDxOPFZxi/8nXOYXtvDx1TkxT6fDTmF+DWdNK2xZmJcc6Mj7GiovI1n/McdF1nxjR5+swpnu/pIWPb1OflcXGDTOJTX+9KpTMK6T2vstNGWEdR/oCkSTgxELOAC0X5eUIt7GFE4tucI0wv7piR6lnwAyjqr261FfYY2P3ymko+6JUoauQVDkxnxyWhuFYi4t8AIVM5cSzIvIAwj0PgvSj6r/8ey+H3jxxpyiGHHHLI4VeGoijUzKug+1gf4ZIwyy5ejBAOpXUlFFcXkk6kGGwfZno8yvrr1yAQeANeDLeBoiiYpkXb/g4+cs8HeeCzjxKPJsikMqy5agXPfO8FMqkMqUSanT/Zh6qq+IJeLNPiTX93PalEmr5TAyzZvABFUXB5XfgCXvY9eog3fvhadJfOU999Hn/Iy3DX6HlipekaT35nG9Utldz0l1fxvY/9mNr5Vfzg/z1AJplm6+0b5dgyFo7jIIQgkzJpXlVD47J6RvsmyKQsHNMiMSOJUHw6wd7HDnF1ffHL4sPP7G3n0a89LcfnMVA1Fduyee6eHRRXF56PN389YCqZ4LH2NmbSKaZSKaKpFAJJdvK8Xp7ubGdpWfkvJD5NBYXoqorlOD+3r6WomLJfUWUSQrC9t+dlhOkc2iYmOD46wqbaegAGZqI83dXJgcEBMrZNTV4elzc00VpUjP5L7HzTySQTyQQKYNuC9dU1jMXj/PDkcSaTSfI8XjbX1TMYm8FynJedL2Nb9M/MMJNO49UNyoNBgq+gRo0kE3SqCvcd3EfE42FxaSlHhoc4NjrC6fEx3rNyNfOLSxiOzRLLZHBpGqX+AK7fIOL+pRBOFOwBcGKgBkGrRFFfo0VSpPk5wvFS2OO/0Rhf8ZL2BIgkKB4UrfCVjxFpMI8jUo/LkAXFh6Gvoqyk4WfGN/Ay8vIyOENgD8GvSJqEeSZLfF7SPkCrAt9bfp70KD5Q8uSxaiUic/RFwiQA1Q32FDCCSD8P6pUoai66/o8FOdKUQw455JDDa4LL5aKsvoTDzx7HH/Rw5LmTrLtmBVe8cyuHnz1OaW0xVXMr2PHAXi55yyZWX7GUM/vasSwbTdO44h1b6TzazS1/ex39bUMoikJFYxlPfuc5hJALaFVV0QwNf8TH1EgUK2ORXxphejTKxNAUjcvqGe+fZHJ4irGBCfrbhvjAl95JMpYkNp0gncycJy26oSMQdB3vpaA8j3d/6i088pWnMFMmrWub+P6//5hFm+ZRVFnAgcePYJoW669diTfo5YlvPkc6kWbTTWuYv6GVF+7bdX4e2vZ3MDMRI684TDqZpv1wNw9+4QmiYzPYtoNwHPxhH/6wD5fHxZ6H99O0Yg5uzy+vFfpdYyqZZO/AAN3TUwzMzjCZTKIqCm5dB1VjPJGgc3qKeCaDy+t91fNUhsLctnAx3z16GPMlxKk0EOD6llZ5vl9lPKkk+wcHXnX/jt4e1lZVM5VK8YX9e1+uRk1M8LnJ3fzZytUsKnlly+TgTJTT4+P8tO00x8dGKPD6uLCunqb8QvYO9DOZTJ4fx32nTnCZ2cRFdQ0EsnVdY/E4Pz51goNDg9hCVvfUhCPcumgxdZG889c5NjrCF/bupj86zWA8jqIo+AyDty1ZxpHhYaLpFD85fYrppLzObCaDrqosLCnh6rktVIZee9DISyGsHkT8WzK5DaSNTp+LcG9C1ct//nhhSwLhTINiyIQ3NQSKXyoqYvLnXgOAXvsbjfNlY3CiiPQeSD8jyYYSQbg3orjX/pyaIzL7IfEdzgcsiDQi9TB+tQ5NfSeQVZ1E4pdcNGvZyz7LV6tRFPYoIv51ENMv32H3IRI/gMB7UFQfwpkGZxLQwHsdJL4NWhGkHsmeSADZz4fTJ/9PPYxAB88mFK34F483h9cFcqQphxxyyCGH14xgXoDGZXVMj8yy7b49WBmLlVcsYdUVy0jOJhEIVl+5nD0PH2T+umYueeuFPPylJxGOYN66uXQd62W4a4wT20+x6MIFhAqClDeUMjEwhWXZeHwuCsrz0XSNicFJxgbGWb51MYmZJKO9Y1z+9i08+tWnMdMZ8ksjePweNF0jkzKJTcXQXTrB/ABuj4v4TALHdggVBgkXhTDcBpmkiWaoBPODsq9T9xiltUXc8rdvwLZsHvzC43Qe6cHlddO6ppFELEXn4S7mr2um61gvZtrEMm3OLbVO7myj/XAXqViK4e4xLNMCkHVWeQEqm8qITsRIJ9KvmTQlTJPxRBwhoNDnI2GamLaNS9fJWBYpyyLs8bymup/tfT2cGB1hbkEhpyfGcWkaArAdRwYwKCrF/gAz6TR5v4A06arKqsoqKkIhzk5MEE2nqAlHqMvLe5md7pfBEQL7FdSqc7Acge0ITo+NvaIaZQvBw21naMzPx2e8fH4HZmbY1dfHf+x4ntlMGoDeaJTjY6Osr6pma30DQ7FZTNsm6HYzkUhyaHiQkViMQH4+pm3zwJmT7PsZUtcTneYrB/bxwTXrKPT5GU/E+c6RQ6QsC9MR5Hk82EA8k+G7R49wy/wF7OjrZe9gPzWRCLOZTPbeHA4ODTEaj/O+lWso8PmwHec1h2AIZxoR/yY4g6BEUFxLEeYpuXDP7MXx3QRaDYozgHAmQYmAMCH5UyCrhmitCM8WFBLgWgsiLm1p9tkXL6QWougLXtPYXnXMwkSkHpOECUDYIMYh+ROEMw7em1BUT3bXeHas4ufPY/WjMQZkFSq16BdcVUPgRqR3ZdUqA6GWo+jVP69w2f0/T5jO7+tA2P1gTiFSD0lLIwpodSjemxBWN+eX2YoOagSc6IuvV3RwBhGpJ8D3plw4xB8BcqQphxxyyCGHXwulNSVYpsNtH72Btn0dxKeSWBkLM2Vycu9ZLrl9I5qhEoj4qW2t5I5/eSNur0E6mSEZS+Hxu6hdUINuaDiOkKpMyIdtOziWQyqeYmpkmq1v2YRjCsYGxll15TIS0STf+Mj3uflv3kB8Ok5iJomZNsmkTQoq8pgamSavIIyZNhnoHwbA43cTLgjy3N07ufIdW1A1lVQsjTfgQVEUDENj3XWraT/chappdBzqpnZ+NauuXMqRZ09w6OQxQvkBLr1zM/ULa+hvG2LZ1oWkkxnOHurk4a88xaorl6FqKh6/G39WfVCATMpkqHOEuSsasEz7Nc3x6bExftJ2ivaJCTK2Tb7Py/qqGkzbIZpJkbZsQm43PsOgOhxhcWkZnl+i7ozF4zzX1UnSNLm+dT4/OXOKhGWd36/bNgU+HwuLSxiJx6iJRH7uHKZtE8tkcOs6PsOgNpJH7UsUl9eKiMdLc1Exe/rlX+EtxyFpmectg5tq6zAdh8PDQ696jq6pSSaTyZ8jTWcnx3m4/cx5wnQOGcvm6MgIqyqq+MtV6zg7NcFEIk6Bz09tJI+EmaFtYpy0ZfFcVyezGRNNVfDqBl7DQAFG43F6olEKfX6GZmcZS8SZSaeZTCVJWCYuTaPA68NybBRFIW1bTKeSOOLFhb+uqnh0HV1RaZsY5/jpEUZjcWojEVZVVlGfl/+r1UBZA5Iw4UZxLUbEvwwiAyhg90BsGIwlCL0V7G7I7AYRR/G9CZHeDmqetPNFP4hQS7OL+knQW8FYDuZxcG8CxYNIPYrQ8lD0+aDXoCivvaYMAHsQ0s/LcTpRcKYAAWoIUs+Caz2o0paJM/lyixyAWo1q1OFTu1EzTyPUJGi1oFWANhfsMz9/Tb1VEsnUffJaig9cFyL0ZvBsRNEk4RLONMIeBGcG0EHxwMuIjQB7GJH8Pi8SOQF2JyI5AoF3yR8Aqcez9zcMvOTzb6yQz8HqAs9FoP3pNb3+U0OONOWQQw455PBro7KhjKGuEeaumCOL83vT1C6oxuP38ONPP8zFb9nM8R2n8Ed8VM8txxvwMtI7RnI2CShUzS3HNm1O72lj7opGTu46w8DZISrnljN4dJhr3nsZXcd62fnAPuLTCe74tzeSXxJh6dZFPPv97ZzZ1046mcGxHS5+y4VsvnkD4/2T6IbGaO84wTw/oaIQraubmJmMsWB9M4bbwLZsUok0w92jNC6rJ78kwv4nDlNeX0L7oS7mLKll6UULufe/f4pl2vJ8PeN87W+/z5ZbNyAUhe4TfdzzXz9h/XUrOfLcceYsrGbTTWs5e7CToY4RhCNQdZVQfgB/xEfL6kZeuG8XZbUluHwu8orClNQV4fG9GKZgOw6mY+PSdLqmpvjcvt0kLQvLceifneH0xDhdU9Nc2TSXT+/eiSMElaEwhqpx28JFqMDKXxLekLIsouk084qKiaaTvG3pch5qO0P3tFyQNuQXcFVTM3sH+plXXPKy11qOw9mJcZ7t7qRnOorfZbCpto5FJWWEf0EoxC+DrqpcWFvHsZFhZtJphmKz5y1zJX6pWN138vir1iyV+APkv0I63Ww6zUQywZFXIVvlwSARj4cH2k5xamyM5sJCaiJ5jCfifHL3DjZU1VAeCnFgaAiXppFxbNyaRm0kj5DbjaaqjMZmGY/HmUgmGInFGI7FcIRDxrbJZMllaSCIEIKUZbGwpJSBmRlCbjcLS0rJ2DYpy6IqFGL/YD+nxsfJ2DZd01Ns7+3hbUuXs7y84pdPopjJTmYDIv0CKF5AkdYwNSItacl7UfzvQmT2gms1WGcQyR+D+0IUNYyIfQ6wQARkPLZaJNUWYwmK/21SySIbMW+C4HHw3gTu9b8ecXImpJXO6gVeYqlzxoAphN2LYmRJEz9TW6fVSSKTfBCUAoQVhfjXQKtA8d+J4n8zIvkgmIflPeGW5A8Lkt978TxqPlinQfEjMm3g0sA6i4h/FVwrwDoLGPI4rRiULCkXIqtCvVT5UrLjjIN1FsV9iYw8z+zjZYRJnwtK4MW6K5F57XOXw+8dOdKUQw455JDDb4SyuhKGuoYZ65vE7XUxPTZDeWMpK69chuHWyCRNqpvzGOkdR9M1xvvHaVxajxCCjsPdzN/QzPjAJNOjM1z/gSt55vsv0HdmkIaldeSXRtjz8EE0TaO4poDYRJz4VILC8nye/f7284QJ4MT2U6y+cinv+M/beP6+3WiaRkF5HtWtlVlidhZhO9iWRXVLBV3Hejm1+yxbb9tIKp5i2727qGwqJ53KsGjJfB756tOkEmk0XcO2bFxeg5LaIk7sauPmv76O/7rzs4QLQyRmUyiqSrAwxLHtp9h8y3qe/PbzzE7FcCwby7S55I4LiRSHufe/f8pgxwiFlfkUlufRuGwOl799C0rEQ/f0FL3RKNOpJH7DYDyZIG6aqIpC0jKZSaeJeNx0T0+xq6+X+UUlHB0dZiQeoyIY4ttHD3Pn4qU0FRQS+QWWOo+uE3a7KfL7OT0+zs6+HhaXlHJ5YxMg7Wx3Hz/G3MKC80EOfTNR2sbHiKbSfOPIQfyGC59hMJFU+PaRw6ytmuSN8xb8Sr2dXg0N+QW8f9UafnzqBH0zUfI8XpaWlbGopIwdfT2Yts0bWlo59BICVOz3s6C4lFPjY/TNzPB4e9t5deY8wRK8TKkRgOM4FPsDXFQ3h0/s2o7lCCIeD4+2n+XQ8BDLyyuoCIaIWyaj8RggSNkWPsPAtG1Oj49Rn5dPwswggB8cO0JrcQkDMzOkbAu3pqGrGqZj4zgOw7FZSvwBNFVlUUkZh4YGWVtVzTePHCJj2+R5PbRPTFIZCvGmBYvY1t2JoqgoisLp0V7m5ydwawqo+Sha/itPoJINFNDnQPInWWUDQANnPKuUhBBWm1ysx78I3lvAngC1UCa6kVUcf7YmyBlEJI9lz+N+ieLiQPJHssZJr/s1nroOIsbLCNN5WODMIIQle0JpxTKAwe4DFNCbUZwRMKpQzU5QSiURdMYQqadQfG8C361grZaKFhmZXifG5LFaMYprhSQ1wgatBLSwtO3FPydVLa0a1BJJHB1H3rdaLrmR0QpmR3buw2DMy85dShJQJwZaCUrgzySJTW+Xz8K1RL4J08/KMWlFCAL8Clriz0E402B1ITKHAIHiWgz6nFdO9svhN0aONOWQQw455PAbw+V1Y7gN3F4Xwz2jGC4dx7SZmYzjC3t56MtP8pZ/uZnu4734w368QQ+aqhKfTeByu2hcWs+XPvRt5q9r4rZ/vJHekwNYGZPHvvkcuktDOLJnkjfopftEL/ULa2SEuZP9K68Ctu2w79HDNK9uoHFpHeuuXcHOn+zHH/YTj8YRjoMtBPULa1m8Ocg9H/8JQ50j7HhgDxfdegHFVYWM9Y3RsqqJYJ6f6VFZf+ALetn0xrW4PC6i41HqF9XhC3t513+/hd6TfZzceYbW1Y0EI34e/eozlNQWcdGtG/AGPDi2QzqZwUxb3P0fDzDYMQIIJoamcIc8HNh5itIl1QxU6nz18AHGEwnyPB7esWwlu/r6mE6nKPb7SZomAJqqETMznJkYZ1VFJUdHhzFtG01VSGbrqGYy6V9Imor8fjbV1TOeiPNcdzfXNrfwtUP7iWUyKCj4XAZht4dbFywGYHtvNyfGxqiP5PFg2ylG4jEQUBYMUuD1oSoKh4YGWV9VQ57Xi8/Q8f+azWFrwxHKAyFumb8QgWAgOsPTXR3n9/dHZ1hZUcnegX7yPB4a8wv57L7dgKA6HGFbTxfbe7u5fdFSVlVUEnS7KfT5WVZewXPdXefrtgAurK3jvlMn8OgGactiPJEg6HYzlojzwJlT/L/NW/n0np3U5+WztKyCvYP9mLaN5TjYjsNsOk3Y4+bU2ChBtwfLsdlQU8uTne2kLAuvYaApOhks1lZVY2gaty1YzBMdbTQUFPCto5IwaYpC0OXi3UtrKfap6OoU80qKOTs+ybsW5eG1HyA9PYrL7QK1ADxXgmsZivIzc6xXgFoBGFmbXvaDgQakpJqhhqViotaDMiIT9vxvkcEPdIFwZJ2Tq1Fa3OwZsI8AqlRLnElpI1MiSOVEWh5F5ihCeCWXUot/YX2OsEckiRG2VMP0RWC2y/MpOtIK5wZ9GShBadnTimQCoPd6ROyLoJagYCPiX0WIBOACpx/Mg+C5Guwx2TPJOg3Je7LzAFh9svYo8BfgjEoLo+92adEzD0sbo7Ec9PlgvgDpZ1B8NyNST4HdKceiFspj3JfA7H/LuXEtkERVpACBEClwLQfnQnlt4SBDKuKQfgFcy0DRwOoA93owdyKUtShaQZYIdSAyh+X8GK0gTBQFUApAr0BR3Ah7UloDzWMvzq15BLQm8N+CohX8qh+7XwtCmPI5OuOAJkNEtJJf+ro/ZuRIUw455JBDDr8xPD43gXw/wnGYHpkhEPFT1VJJJpmmpLqQoY4Rzuw9S8OSen76xSdYWbwUI2Jw4RvXkZhO0LisnhWXLuaxbzxH69pmFFVh/xNHcLl1NF0nNhVjuHuMfY8dIlQQpKa1SvZ+SptyPSRkP6R56+byyFef4rr3X86BJ45Sv6CadMrE5TaobCpn0cZ5PPaNZ+g5NcDmm9dx+V0X0XW0F4/Pg8tjMNgxwqJN8xFCoBkahkvnuvddxuPZFL1r3nspz/5gO/1nBimsyKegIp8L37gOzdCYnYzhD/sY7hrlwc89jmaomBkLl9vgpg9dzXj/BKqugqEQKcvHXxRCFHh4fnqQ/eNTJEwTl6YzlUqxq68XVYFoKkXI7T6vlAghUACfYZC2bTRFRVMVEDCTTjGTSTORSPzSCOv1VTXsHxxgNp3i4bNnuH3hEmYzGWbSKSqCIcqCQby6zn/seJ79g/0kTItbFy7i6OgIJf4AE8kEQ7Oz+A0XS0vLiHi9fHbfblRFIc/rYWt9I4tKSl+z8mQJQcfUJH0z0ZdtNx1pYdvR38Nfr7uApWXljMRjfPXgPop8PlZVVFHg8xLPmHgNg0PDg4zGYqQdm4XFJWytm8PJsVGGY3F0VUUgyWPKstBVFZeuMRKPUR4MydANYCqVImGa7Orv413LVhDLpDk9MY6KgqIoBFwu3rJoKV85eACXpvL+lWso8vm5rrmVpzs7mE6nKPT5uKKmiYpgmLFEnOd7urmwto7JZJLxRIISf4BNVXlsrRxAM18g351A1wJsqdwCxjLEzL8hlCgeLQJCBWdCLvSdWxHOFGgRFL1JKiJ4wHMNmHtBmyPrZRDZf27ABntUKlGOhRL6O0T82xA7KFUqfS5K4P0gEnLxndkPah6K91KEkifVJzELVkJeT8RlRDgWZA5IEiJSsjbKvRnlZ9L6hBBgHkFk9qKoQYQlSZpitCL0epj9mCRSnmvAvUqGNJiHEIqFEHNR9WoUowWCH0DYY4jYZyXBU7w4toKmZYlR6nGU4F8gxDSkd4J7AzhxOQ/GKqnwpB4FvRr874b0U1kLnwn4QX0UXOvAuADM5xGJu8F9AXguy55jibzHxL2glUqbYPI+sHuzpEmTdki7V9oD0SDzvNznxOR8JdrAd5O0/4kEpB5C2OMIzxWQvBusE6AUgjEXon8HmAitUqqFrjXgvRph9YAzCxhSgdOqpd1RURDWGVBfJNZCONmUxIlsKEXpqyuWvwI0JYlIPgzp5zivTioBadV0LUdRfvX+bH9MyJGmHHLIIYccfmP4Qz7GByZwhKBhSR0HnzrCki0LKKopYnYyzobrVzM9NsPMxCxNy+qJTcU4s7+dy9+2mY6jPTiWzZv/4QZO7znLaN84vqCXcFGIpuUNPPzlJ5kem8HKWBx59gSXvm0zLrfOljdfwJ5HDpKYTVLZVMYlb93MSO8Y5XNKcHtdlNQX4Qv7uOfjP2B2KkZRVQFWxuLU7rOEi0L0tQ0y1j/Bth/uZPVVy8kvy+PM3naeuXs77/vMXcxZeIhggZ8TO9uYGJzk1o/ewHN37yCdNMkrjeAJeIgUhXn4y09y44euJpgvU/ImhqaITcu4aeEI5iyqwZPvRyv0sem2NWjVIc5MTaC6XWxZvYDPH9qHx3AT0QRCQMjtZiqVYm1VFWOJBNFUCo+uU+L3o6kqXt1gbVU1T3d2oKoKoDCVSjKdSuEIwX/tfIG7li5nU239qwYI5Hm9rK6s5NrmVvYNDrC9r4fFpaUsKyvHFtKq9r1jRxiJx0iYL4ZExDMZxpQ4IZeb2UyGQp8PB/jSgX2U+P2UBoLEMhm+fugAVzTN5crGuRivocGtR9eZV1z8MtIUNzP0z0RJWTbLysr56ZnThNxulpSVE3Z7WVFewc6+Xo6NjWDaNmnbJs/j5SMbNvLtI4fw6gZ/s/4CPrLhQvYN9nNsZISyYJB5RSXsCPZycmyUQp8PRVGws72ZTMchbVuUB4KcHB/jG4cPcllDI5c0NBJNpfAZBhXBEC/0dDOVkrVXthA829NJyOXi6rnNeA0DQ9V4qrOdZ7u7+H9bLsYRgj39/SwpL6M2HOHyOZVcN2cGv6qicAGWk0FVVVzKDApHsUO3k4r9ENU+A4SlymH3QvI74LoI7ATCngRjWi6QM3ukfc17NcQ+D1hykSwS8mtjFQgLRQ8joh+RljTFDc4ImEmE3QXuK5EL/zBkdiEy2yD8GcCFVJcMSci0akmiRBL0Yhmz7b8LMnsQVruM49ZekmJn9yMyB8FqR5xbbAsLkdTAewME/11Gn6tumPnXbI2WCkkPeK5FeC+V96G45AIdD6heEAIhLLlN9YATR1j90oKn+iD2JSBbMyQA94Xya32ODGEwD2QHqCJjwXUZFBH8u+w8eCBzFMQ2cG0BvR6scUlY9Bp5Uut09uTy84iISUtfeju410mFSmSDSERMKk+Zo+C+GMzH5XbrJJgl8vkay0BvAPOUHKd5WAZlaC5IPSWrqKxOqZq5Nsm5jH+OF+umfowIvAs8lwMCkX4WUjvANV9aCcVxhNEM+nwUxQJ7TN67moeiBn7hZ1TXdTTnEGSeevkOEUMkvi0VLr3hlV/8R44cacohhxxyyOG3gkDYTzKeIlIapnlVE+l4hgOPH6aioYzSuiKmRqLn+6I0LK2n+2QfA2eHMNMm7YdlWt1IzxiVc8sJ5QdIxdPMX9/MU999Hsu08PjdqKrKM99/AUc4bLl1IzMTsxx65hjXvOdSvvGRu8mkMvz93R/ku/9yL7d+9AY+dsunmJ2SEdUta5o4uu0k8WgC3aXjDXiYGJjC4/dw5LkT3Pihq1EUqG6p5PTuNq7+s4uJjs/y/Y/dR8uaRqy0RX/bEJqhcdnbLsKxHQbahymtLWZ8cIrC8jxi03E8Pjf5pXmomkpeeZgLP3IVvacGaL5uCU8mRug73k5BeT6G5qJsZoKhZFyGBNgWEY+XtokJyoJBJpNJlpaVc2p8jLhpMpUNRthcV8+S0nIeajuNadtUhsL0Rqel+hKL0T45ydcPHaCpoPAX9v0Juj3csXgJfpeLQp+PQ0ODfGH/PgxN4a4lyxmMzb6MdI3F49RF8umanqTI52c2k2F+cTHfOXoEIQQ+l4EjxPnXPNF+lqWl5a+YvveLsLy8ghd6uombJmnbomd6GtNxMFSVjTW1PNfdhS0ERf4ApYEAp8bHODg8iKFqpG25aJxKJfnKwQNsrqvnSwf2sbO/l6DLTUA3ePfylZwaH6NrehJHCPI8XllX5PEyk05R4PMxFo+jKyqrK6s4PTGOpqg8fLaN0kCQsXgMn2HwnhWr6X4JuYtl0lzfMo8v7NvD6fFxDE2jIhhiPJngptYF7OjpoS6SR+fUJJqicvv8SjYU7cKTuB9FiYHegsezFpF+XpIXkUY15uN1N6OKYqlWnLOZ2dMyYS7+VdAKpJ1LzUPRKuVrkz9BCdyFyOwBa1Ba8lxrZe8gexhhbgeSUi1SIqAaoFahuFoR9gkZzKD6wf82WctjtYH/dpj9BFKROVf7lAa9CexJEJa0nhnzJImw2uX1shBWJ5DO9mNKIgmKA7gh+QMI/bNUf2Y+Iq+heAAhFR67CzH9F5JAKIYkHe5VkIqB3YGmh+VrrGy9m4hm67a+kT0P8lrCgtTDktxp9ZDeD8Zi2XBWTMm+Vt6rZB2TMw7MylRCzwZpybPaIfYNEEOSkLiaJeFwrYPMXkDNklRHhkQoYzLNz4lmLZNaltzlSyXP9xZwbZAEUcmX59IXQfoRSNwjAzGMJSi+2xDJx6X1zghKhc1YCvEvgfVV0CrBdSFknpMkOPsshN6K7LUVAM8mqQwJM6u+JcHcj0CRCX9OnyTCnivBmCfryF4BeREVkX6KVy7CshCZfSg/Q5qEEwWrF2F3guJF0RpAr/r1Uxf/QMiRphxyyCGHHH4rKCjPZ3xwguj4DC6PwVDXCM0rG1BUlfh0gta1c8kvzeORLz/FYOcIl925mdi0JDDdx3voaxtk/tpmHvrSk1z29s2EC0NkkhkuvmMjPSf6OfbCKcy0ybprV9K6di5en4sr3nUxG25Yw1DnMLGpOGuuWs7U8DSWaTLcOUJyNomqqygouNwGlmmTVxohEPEjbEF+eR4ckr/9H/nqU2y9bSPz1zVzz8d/QlFlAevfsBLN0Nhy60Ye/8YzOLbDTR++hie/vY3RvnE8PjfpZIYdP9nLG//6Wm79hxv4zr/8iN7T/cxb18zq92/h26eOsLq4ggkRJ4ZCpKiI0VQCT9pGCBhLxGnML8AWAstxaMjPx3RsTo2N8ncbNtE8PsreAdkjaH5xCbFMmh8cO8K7l6/i7hNHmUql2Fo/h9aiEr52aD+6qtE1PU3v9PQvbZZaGghyzdwWPrlrB4OxGfK9Xry6xnAsRtf0FDXhCC5NJWM77O7v49rmVr50YO/5yGwhZEJdyONmKpFkXCQo8vsJuFyYjvOqkeW/CLWRPN67cjU/OXOaPQN9mI5DU34BlzU2cWx0BDtrUXRrGo35BXxm766sOvRiOpkK6KpCwjQJuT24NI0Hz5ziyqa5/OfOFzA0jYBhsLGmlkfOtmE6NrqqMZNO4VI1bmydz57+foJuN29esIgfnzpBeZbI+l1u3jR/IQ+eOYVX11EVhYa8fIZi05yZmOS9K1fTPT2BbSco8sG6ykbcqslTvbNUhKpImik2VHiwkvtRzV1oSgYhwPBuRMQ+J61NaplcxIoZ1MwO8FwqF9vOOGjlWdddBjyXSDVCTIJaLyOytSpIP4GIfQFcF4N7rlyUp59B8d2EwMoGGGhZy9ikDFlwtcj0PMUniYkTR1FcCIYhfUQuygN/DuknpdVLCYNnkRxP/Gty4u1hWcsDCPOMtLKJjFR8RFqSKpHgfKNXQKpAHkki3Ftk2IIQUlHSmwDlfLodIg545RNO/EDWY8W/hoKWbeirAS5JLjI7soEVhoxK14qQZM+QtUHClNvFrByDWiRrqKw+SD4C1gF5jBqE1Agkf4gSeB/Cs07aCONfgvQeeY8o4LsNEt/NEsKsZ1ikwR5C8d+GSNybVZsyoDWg+N+KsE6BPQJ6lby2GpLP07Uu2xjXBvMAwplBCbwLEf8eaCHQG8HRIPiXkDkrCZp3K7g3ywAQtUw+Uycm5y19H2R2ZpsWeyB2RIZmuBbL+1XzwbVI2ifj30AJ3AXG/Oxn3AJsFMWNoih43UpWEUyfr+GSc14hn5cSxLGGUbQSqbbbo4j4d1+Mf1crEPoIOA0IvRH1Z3tjvY6RI0055JBDDjn81lBYXoCZsbEtm8qGMqLjMzi2YONNa4lOzDIzPsNFt13A3f/xAKuvWEpJbTETQ1Nc/vatKEDX8R4qGkoBqGgsJTo+w/EXTqNoCgs2tLDkogU8e/cOdv5kLx/+5nuJTcXRXRq9pwdRdZU5i2twHAev30v3yT7ChSGmRqaxLYeR3jHWXLWcp773PP1tgyRnk7zhL65gx/170XSVYCRA55EegnkBjm47wWV3XcTRbacorSuRfaUCXhqXzaFtfwdj/ROomqxZcmwHl8fFU99+nus/cAVbbtuIZmiULaxiOKhybGaCxvJS+r0mwjSIplNEvF6m0ykmkglKAwEcIZhKJommU4BCxrb5q7Xr2T84wJcP7qMiGMJyHJ7r7iLi9VDqD4AC71uxmo6pKfYNDvC5fbsRgN9QyNiQfEnvpV+EE6MjtE9N0BuNYto2+V4Pm2rryVg2Y/E4laEwU8kUfpfB2YkxPrx2AwOzM3RMThB0uykLyoQ9IQQIh/5olIpQiJDbg/ar9Bd6BTQWFPLeFatYVVFJT3SayWSS3f19CAFXNs3FZxgMzc5SFgxS6PeTyJhMppIYqsrljU005hcwkUhQEQrxgdVrGYrNsriklGMjIyRNk75oFFVRSFsWb1uyjKe7OphOpZlXXMzqiip0VWUqmcR0bNyazicuvoyxeByXpnF0ZJh7T51gcHaG5sIimgvyuKKxjm2dO2ib0mjJg3fPG0cRk8TSI6RSo+iuAq6ta8HjbeLa+gh+YxRLc2OmIih2FxgtiMxRpBpyToHxoCgeGQZgnQXv9Vlyoks7W/ppGQKghsEW0mqGCu5NKP47EanHwe4AM9uDyXsTIrUPjIZs8IOshUM1wLUSkg8gCUxA1hr5rsv2ekqAVgPph6US494qCZMzClYXiqIi9LlSjVLzZRqf1gyqHxH7tFy4a1VgNGdri5AEQfFIUiJm5XmVfPm1M4YkHG7wXAHJh+R92YPZfUY2Sa9QXl+fD9ZxSfaEyNYJZWT9jlqM4r1WNtC1FMAGfQGIARRlPiL+LWlNRMix6y0ovjcjtFJQbpTb7bGsamQgnGQ2bdAPwb+RCYTahZA8BLjAd4ckLfagtNR5LoLMQYQalFa8zAlwr5RWttjXkPZJH5iGVOg8V2YTAG0IrQF7QNot9TpE8hkUzxoZSpF+Ts6f5xpJVqxxiP6rtA56tspmxKn7pQKlhuWzUXyS0DnDkoCb+2WSHx4wFsrnbKwD3UJYUwjRAdZRyBwDoxVBErcziytQhqJeJt9vqlvet14HQpPXTe+A9LMI1xqEexOkt2UJkypVNasNkj/OqpTNOL43oBjLUNRXD695vSBHmnLIIYcccvitIr8kjFActAKVnpMDmOkMtmWhaSreoJcyn5s1Vy/nGx/5AXf80xvRdZW8kjBn9ndQO6+Soc5RhCP4zr/8iL/65nvZesdGPv3OL1HZVM7UyDTdJ/q57K4tZNImkeIwHUe68YdkDZSZsZmZmCW/Io9AxI834CE6ruL2uWlYXEdJTREoEMwPYLgNnrt7B9e9/3L2PXaIwY5hCsrzOL79NKquYWVsTh8/y5qrl3Ny1xlaVzcRjyZ4+MtP4tgOhm5gZ+t9wkVBUokUR58/xfTELIvetJK+sMN4Ks5kOkV1XoQX+ntI2CaGrtMdnQbgobYz/OWadXx6z04S2XhxTVGpCYUpDwb59pFDxDIZTo2PAaAoCqOxOB5N57muLi5taKTY72duQQHLysrRFAVdVXDpOrXhX6wyAcTSaV7o66FjchJFUajKvibgcvGu5SuZTqUoDQQYnJ3hyY52eqPTeHSDO5cspW1ikngmw3QyiVCg0OtDR8Xt1UlZFn7DoSjbY+nXgccwUFWF57q7AHBpGte3tPJo+1me6uwgz+vlptb5JDImuqZS6g9w9dwWdvX38lRnB4tLSikPheiNTlPkD7CirIIdfT30z0Rx6wZJy+Tk+Bh9M1GqQxGubCplJBbjyPAQTQWFuDWN0kCQe44fo282SsDloqWwiNbCIqbTaWrCEZaXl7Olroaw1kFjqJmJTAkt4Q4S0R+SsoOUFWzBCIXQSOH110H6myjpDsioGM4suv9aRCoDagDFHjt/7woWQvGCk5BEQRmSZMB/V5Y4WLKmRdFk4hsW6C1yQepaghD54P9A1pqlg3lIBgyIlDzWvVoqGWqpJGlKQCoeKHKRrc1BpHcDLkm4lKA8jzMuiZhrtbTtqUFE8jHwXgvxYTlGsxMUW5I6RZcKjlYs1RnXEjA1aVcTSZn2570iG1IwBE4F5H0PqRjZkvhYpzjfD0mYyJqqAVDyQNdlcp3dJYmgayXgyDlSqyBwHUIxwFcF5lHAzAY5lCAS38ja/RbK65AGZxyR/JEkL+ltYJ4Go0aSxvhXQKtF8b9dki01IG1zVpdMw7Oz/6cekrHfoX9F6EulLS+zG0hJS6HRAokfSlVJMbL3HpMkQs0Da0TWBGW6AY98hpnd4L4QYbbL49WSLAFpl+mAWhnglsQo9aBM5bP7wHszJJ6ShEgvBTstSZYzLc+TehDUOhQxgXA8oMblORDZ95kHxbUEkXpSkm21BIUkpNvANReS90vS6UyD0SjH5MTAs07aMO1B+bxAzntmR7YWa1zerzMlAzMC70DxXPxr/6z4fSFHmnLIIYcccvitwu11Ewj4mRyeoqA8j7YDHaido/iCPlAhPp1gy60X0LKqkUzaJJXM4Hf5cHtcgML6a1cyMTTNwg2tfPff7uUd/3kbV737EgB+9ImfcsNfXsmPP/0Qb/m3N1FWX0zL6kY0XeXkrjN0HethwcZW1l29nI6jPWiGRnVLJfGZBP6wn2fv3s6tf38Dncd6ef5HO5kejXLt+y4jlB8gFo1TUJ7Hqd1n0TSV49tPseCCVib6J5i7ooHTe9pZdvEiMikze6cCVIVQnh/DZTDSLZv2zlnbwGNjvayOeUm5IeL24NZ16vPyOD0+Tle2iSxANJ1iOpXijkVLGE8kSFkWFcEQC0tKOTg0QNK2sYUAIXDrBrqqsrmujqb8QhQFwm43bkMn3+tjR283AbeH5SUVJDMZnuvpJuM4zMl79ZSsiWQS07axhUNlMEyB18vljXP59pHDmMJmIpHAdhxai4q5omkuJ0ZHuKhuDs91d/OZfbupCoZ429Jl/ODYUdonJ8k4MkLbo+vc0Dqf49lI9PJgCK/x2usX6iL5BFwuoukU8wpLOT46ygu93YQ8boZjs2zv7WZjbS0PnjnNtXNbaJsY5/T4GGsrq4l4vfzPnl3MLyzm8qYIo/E4DfkFfHzLpTzYdortvT0U+nx4DYPu6Wm+//QTOI5DWSBIoc8PCuR5fQzFZ3BrGqqi0Dk1xQs93ZQGg/gNg5Rl0TcTxwrOocr3NHXBFBPRx4llbGpLLkNJfgtUP97IX8Dsf8sobpHMqkNDKLEvoQbfh5N8VC58rZNZS5kLRfVJNUdRpVJj9ciFpu82iH0aSMn954pLnAmZ5Gaelul5yYPI8IdlMtJbpCVBsk9LtUNvzb6NZ7NkBEmijCXSthb7pBwnhlwUa3Xg2SJT49LPyesqPvBcJe1+4f+QdUF6o2w460TlZ8T3drmAtwdR3OuyiXImqCEU7xaEeVgSPtdqwJNdaCOJnmt1VpF6SV8oxSMtgQiZXqfPg9AqGbqgqPLcWoMkICIDmSNZtawICKCIaYSdAO+bIPO0tCe6Fslrp56RxNOJyUTBwB2SgGSOZgnIdxDxr4NrFaTuR2jVMlkv9nlJ5EQmG6wRlal7PluGc2g18h7Sz8kQD9/NIJYCE7L+SC2QJC31LAT/HlL3ZUkekgjqrVIJDNwl1Tr7sFTaUj9G9uGaktfQCiD+oLQ2qnny9YqGJM5n5HxZ7XKOcIGTAkYR0Y+hhD8q7X8Ksq7KtQy0PIR5Qr4u/bx8jlqpfOZqGNxXQPyTQDI7Xpd8D6UelTV06V0yfdHS5HjMM5Icn4NISFtl/Hs4xkJUrfQ1/4z4fSJHmnLIIYcccvitI1QQJJ3KEIvGaVhSR2wqTqgoSN+pAdoPd1ExpxRvwMto3wSpWJLy+lJGesd5+MtPEswP8uaPXM9ld13EJ9/xRU7sPEN0fJb565qZu6KeeDSBZdrse/wQF715A6quUtlUxk0fvpbHv/kM4fwg6WQGTdd45ydu575PPYQ/7EPTVKaGo9z7yZ9y019dQzDPj6IqjA1M8u1/+iHegIe80girr1hKcXUhIz1jLL5wPvd98qdUNlcwPTZDcjbB2qtXcHrfWYQjiBSHScwmGekZBaB2QTWRJZUMHj/AaCJOJg2XzmlkcHaGjTV1nBofI9tZCrem0VRQyHgiwemJUS6e08SO3m62dXfRHZ1mOpVgQXEJZ8bH0DUdy7G5c8lSnu3u4pGzbVQEZT+j53u7SZgmGctiNpPhiY6zvGv5SqrDEfYNDjCeiNMYyUd5Bavc8OwsrUVFPN/TzY2t86kMhfjaoQMIBEHDRSjiwXRsGcpgWWytb2TfYD9d01PMycunNpyHW9O5af4Cdvf3MRKLURoIsqi0lJ+eOcWmunrG4glM22ZlRSVu3aAyFHpZFHkik2EmncZBkO/14XlJVHqB18stCxaxs7eHxsJC7j15Ar/hoic6jaaq7B8apKWomMsamqgIhXnorKybaC0q5t5TJ7i+uZVFJWXsGuijfXKCgMvF6ooqVpZXEXC5OTQ8SL7Hy0NnzxByuckL+Li2uZXvHjvMdCrF1XNbiLi9nJ2aoCG/gBOjI6Rtm5FEHK+uc0XjXLb1dLOlbg5G4GKK9A5KfBDwrEEzn8V2ZvFF3oliHQTSCHsIcFBEGqF6wZlGpJ5D0VtQ9EpEZpdc5KpBsLqRNr0UuDfKmhR7QpIuxZMNKvgZiNSLC1t9MSiKVIkC75KKVGY/sh9SEAJ/A3abXAyrBTJYwFgoLVZ2lyQBZJUdtRjFvV7a7UCGIrgWZvcLWU9jjYDTDa71ktgpFhCUC/PUN8C9ABF/Vo4l+WNwXwToMgbd6gD3FSh6GSLxnSwpeVTOg2eLrF8CmR6oRqQqJptCQezjoBah+N+CSO0Ecx8ou6RVz32B/EdKEj+RQZwjUyKTvbd8WYukFskeT/EvAwkUvULWhal+GRqhz5fpg86gTB30XCfH6N4s7WlOvxyT4ntRfYl/TZLQ+BflObzXQOJbkHxUNt51NFCEJA+uVeCY8jmnslHlCEgOSMLqfYO0KnougmQym9hncr4Xl1oN5gl5r0KRz9QeAmNB9nzuLDk+90efjKxBMg8BMZloqEYgs0sSdDUo7XqZfZLMO8MyH9CagthZ2RjZdYEkQ05ajsM8BP73QnKXtCMqmrQ0KnnS5uiMvvz9ei6a3D4rx5ojTb85HMfhs5/9LD/60Y+YnZ1lxYoVfPSjH6WqquoPPbQccsghhxxeBUUVBdiWQ8yMU1hZQDKeJL80TMvqJrpO9VFSVUi4IICqKXiCHi568wbGByaZHJziK3/9Xa7+s0t489/fwFPf3cb661Zxak8bhZWFDJwdQjiCqsYyZsdmmRqaonJuBXklYa569yUMtg8zb+1cDj97guq5FdTMr2Lp5gXEpxPEpxMoqsJA2xA/+dxjBPMDbLh+NbZlyxqlZAZ/yIc36KVxaR0jvWNc/d5LySQyXPWui3n4S0+w8rKlHHpGNpT0BjzMTsawMhat65qYt66ZMZ+DcATH+we5fvUyhpOzVIcjPNx2mvetXMOXD+yja3qKqlCYiNvNnPx8PIbOx3c8D8jmq+PxOMWBAGG3m5pwhM6pKTbV1bGrTy7+fYaL2kge7VOT7Bnox28YrK6opqWokNaiYn588gRlwRCFPh8HhgbZ0dvDxRUv/s4UQjAci2EJh7Rp8aG16xlPxBmcnaF9coJif4DB6SmEEDhC4NY0BkMRts5pYCgWZU1VNTt6e6nLi/BcdxfHR4epDkeojUSYTCb52sH92ALq8vOpCoawHEH/TJSu6Wksx+GmeQso9Pk4MjLEs91d9EWjNOTns7CkjIa8fIr8fqZSSZ7sbOcbhw6gqxqW4zCeiDOZSuLSNDK2ja6qfPfoEW5snUdLYRHlwRCthUV0T0/h1jSWl1fykWefQghBvtfLVDJJ/8wMlzc0sbG6lqDLxZGRYXy6jqLA9S3z+ebhg8TNDKbj8GRnO3+2fBV0CiaSSdK2jaooVAZDrKmq4tjoCLv7ezE0jasam4E6qrR6wu4gSuJh8NSgOkmwBxHOULZeCQQJGUagOGCdxdHno2SOowTeA+mdCOtEluT6Ze8beyzbxNTOprUthswzyMgL5P9qkax9cl8EwiXPrdWCuVuqAYobjBWyH5PeJBPQtGrwv0OGD7i3gBiFzGFknctiMI8ggwvyEeY+wJEETi2B+PdByUilRCsH/7tAW5qtmxkADLCOgFENwb+QNjt7OyT6wLUKxbUSEf1bqYrgBddCxMzfyoW1e102MEKVipXnSkg9na2lmgEljOK7WlrsnCHAK/tW+d8pQxXELKSfkKRG8cnXqhG5z3FALwc0qYYk75WL/8zzco7dW0HxIWY/LolY7Csy4MLqkvVCsU/IebG6UXzXylRA91bALRUf7Ky1zS3Jp+cy+YjsflnnZCwD64ycS6tNEhJ7RCo73jtkul/2XXI+YdAZlFHkBCQhci+S84kj70M4krA554IZLEAHMYvi2oRIPZxV7GIv/oBWItI2mZmRc5Q5JOedhJz7xNchPE+ST2fkZ366O9KGqNXIOUzdl70unI89d6akZVKvyCqonhf3yQHwMhpyTu18HePVWza/jvD5z3+e73//+/zrv/4rd999N47jcNddd5HJZP7QQ8shhxxyyOEXIJQfwOt3oSBQBESKIxSU5hEuCDI5HKVmXhUHHj/CvscPES4Mcte/v4kLb1lHqCBI59EeaudXsWzLQnwhLxUNZSzZPJ+SmiIMj4FtO/zwEw8yOxXn0a89g9vvxuVx8d1/vZe/2vLPXPa2zVi2TXImyUjPGJqh4Ql6SMaShAqDqKpKPJogvzRCYUUB+aUR0skMD37xcTZcv5o1V69gamiKSFGY+z79MKf2tnHJnZupX1LL+z//dtZdu5LEbJK80jA3fvgabv37G/jOP91DtGucSEGIoe4xvvz9x6kxggQNF2nbQVMUFpeW8Z9bLubyxiZsASOxGLPpNHHTxFA1KkNhjo0O01JYyJMdHbyhZR5XNs1lWWk5bRNjlPgDzCsqYlVFJSdGRwi6XNy2cAmNBfkYqsbTnR00FxVzcHiAbx45yMNn27CEoG1mhqRtM5VMcs+JY3zn6GG6p6co8PlImiaHh4domxinyB+gNzpNLJPBtG1ual3AzfMXkjAzPN/TTXNhMZbtYAuH1qISJpIJZjMmZ6cmeba7i72DA8RME8uxqQvn4TNc7Bsc4D93bufk2ChVoTCdUxM81dXB+x97mJ+cPkX39BQ7entpnxzn9MQYn9q9g0fPtnHP8WNMpVJMppKMJxPURCLMpNOoinoun4zSQICKUJgz4+PSTigE0+kUW+sb+OHJY7h1jYb8fNZWVXNZYxOb6+qZTCaoCIdZU1XNdCpJXV4+zQWFZGyLhGViOpLcJE2TsXiMD65ez7rKapryC7hkTgPXNbcSz5jcfeIY3dEoPzpxnC8d3EvSEsS1S7JJbxYpJwTy3X/+MyEUD6ajYtvjOEIFbQ6OsQzLdREZJyRJjP9OGSrgu17+5d/chVxwCtB8UulRSpFNa3VZG+TEQHGhGIvkYljJl8X+yZ9mbVDJrAXsUak6qV4w2+TC3Zgr7WhmmyQX5lEU98asEuBIy5XVIWuf9DmQegBIZxfhKWmpi30exRkGNWsNE6PgtMkxYEuLmRqRJMfuRZxL0lNcUj2xO14MZbCHwLVUErL009JSFvwgBN4p58W9KhvicM7qlZQETYzLcyR/hOLeLIli8l7ZSFZxZJ2NtT8bEpEHie+D5xIUo0GOJbNfqm2ZQ+B7EyKzN9vbKEuAQAZzKGGpEsZ/JMMQnEF5D6nHpMKk+F9UwlA5n6aX2SNrmkQ6Ow/9slmt/61gHofkT6Si9bMQNmQOSnVPUeUY9IbseR2phtn90hqJnq1LMmXtVmqXfE/pjdmxaGAsRfHfAckfZd8/ecgQkJesq0VckjvPJs4Rope8i5F9tFJZdegcndBkHRtk58AAvVkSR72WF0mSlp3HrNKkt2TH/PrG6540ZTIZvv71r/P+97+fTZs20dzczKc+9SmGh4d54okn/tDDyyGHHHLI4RfAF/QiHNAMHUVXSadNvEEPkaIQuktjcmiK6/78cpqXN3D46WNYpsWGN6xi7op6VlyymFO722haPofnf7SbquZy/BEfF9y4hprWSsb6xhnpHeOZH2znghtWMXB2CFWDi958AZm0xaff+SVKqoooqMhHOILJwSmu+bNLyCuNcHzHadZesxzHdtBdOk3L5zDQNsTUSJTo2CwPf+kJ6hfX0rSiAVVVGO0b58gzx1FVheRMknBRiK23b+Syt13EpW+9iKbl9Tz6tWfoPT1IHi4atQCJmSTTsQRf/MnTTCQSbKiuYd9AP4aqMjAb48sH93NoeJBDw3Lh59V1Cn0+uqPTTCSTfPPQQd6/eg2Hh4c4OTZKntfL4tIy3jhvAY3ZmiZHCN7Q3ErGssjzeFlQXEK+z8cX9steQSnLYiwe496TJ3iur5uoafL9Y0f43z278BkGPz1zioJsz6VDQ0NUhiKkTPN8v6U7Fi1l90AfXz98kJ7oNE93dfJEZzsht5sbWuZzdGQYl6YTcLuwHIe0bePVdW6et4B/2rgZy3EoCwZ59/IV/N36jfgNg4+98BwZ2+FTu7ZjO4JCn48lZeWsqapiMpnkzx97mLFEnMfa2zAdh4RpYto2h4cH2VRTh0fTcISD1zDwaDpXNc3l0NAg+4f6WVtdTZ7HQ5HPT2OBtNNtrqljXnEJT3Z28IX9e1EcQUtRMf/43NN8/dABCrw+hmOzoCjMpNOIbKS5pigsLC5hTWUVh4YH8Rk6C4pLWVRSylcP7T9vBQTQVIWh2VkebT9L3Kom6sxDMRZgWVMIxUBxLZEHKgZpWyVpmWRsBUjhaHVEE+MkzSlsq4904gmEeQqRvB/i30BYbZxfrmlNktw4KZTg+6Q6gZ5Vkeah+N+GSD2drd9JyP47pJAx25q0t3m2IOJfkwRIScmFc+x/QItkj1VBcSES30Hxv00qULhlzZXnEmnnO6dmKAH5Tw2DVoCwe2XPptj/SHVHK5OKhjMNVn92tiwZS261cX4ZrpVKonQO9phUf9KPSKuf1QbmQUCTgQzJe7MhFy+FI9Ugx5Rpb6mfygU7mkzXSz8lyaJ1AhLflEqdPgfELEJo2chxXVrtUvdlwxv88hiQdrXMftAWya8RkjBZ/XJ+7V55byLb/wpVKjH2gDxWUbKqTQqcAdkHyTol7yX1GPhuh8x2af07/ycB5LnPWer0uVKJ0qpkg2HXquz8F0hbphICtVzeC0j1RnGkJVBvhdC/yDARxYeIfSkbPhGSyphrpSRm56D4ZP2U8kpUQWTHdU7V8sh5Plc/p4RB0VG8N6FoVaiezdJi6L9LWkMV30vIVR6K5zIUteAVrvP6wuueNJ0+fZp4PM6aNWvObwuFQrS2trJv374/4MhyyCGHHHL4VVDRWIbu0XG7DYTj4PIZGF4XQ50j5Jfl4Q/7cXldzE7HsS0bzVAJRAJ0Hu3hix/8Fv3tQ9z5sVtwHMFY3zjCcbjs7VsorS3G7XWhqSp7HjrId//lXhwbNt60hkvv3Ixm6Nz73w8yZ3Etmq5RWlfMI199mgtvXk/r6iaWX7qE9/zvnZQ3lNKyqpEFF7RSWJFPZVMZZXNKUVUVX8hLJm3SuqaJpVsXsffRQ/gjPvJLIoz1TfDtf7qH2HSMUF6Ag08fJZgfYPDMIBU9GbbOm4vb0InUFqCkbZ7t6sARcO3cZgKGgaGqCAEDs1Hcmk5VKEwsk8GlafhdLsaSCZ7uaOcdS5dzfes8asIRNtfN4VtHDvJ0VweFPj8ryipoKSombVskLYvJlFSR0rbsAWU5DucWYHsHB5lIJvjB8SOkbQtVgYlUkv5olK6pKVK2RcjtIpitN7qmqZmwx42mKMwrKsZyHBYUl+DWNO49eZxnujvYN9DHlU1zKQsEydg2Hk3j7UtXsLu/j9pwhPnFJTzWfpZ/fv5ZvnJwP/NLSvnkJZczEp9lKpWi0OejqaCQjslJLMfhnhPS9ujRDAZmZxFCoCkqactmOpWiZ3qKv1m/kYpgCFVR8Bo6S8rK2TvYzwu9Pfh0g9JAgA3VNWQsm4UlpWiaxneOHmYsEefm1vlsrK/n4ztfYHB2lrOTE8wtKKS5oIh4JkO+15e1I8oF3SUNTbRNTjAaj1OfV0A0neSBM6eJmy+3EhX5/EwkEzzb3cmT3R10z5aSdL8dS7hx1AhCuFE8l+EIg4xtZ5s8K2TURcyKJo5HK+iK1TASt0kmDqB4LpPWOcUtLyAyoBSjBN4N6cOyKalaCmqtVF8C7wHXakTsm1L1UAz53MUUL9q8hLTWJR9C8b0B4l+Xi3XrmCQldh8y9CGb4ucMI2L/K1UkRQH35YArexxybMKW/9Q8mYpm98haG/dGaYVLPihJWeonwCR435hN0yuTFjqtKKu6zGbDHbIw5khy5rlcBjn47wKtRSpV4tz9vALUQJYIlEkyo5fLuThvLzv3OlM2o9VKZR2QPkeqaVp5tlYsW59jtMgAB5HtuaTo4L/pxXorZ1KSJHskWydlShKDDUIH73VZkqkBqlSH7E5wrctGzGe32wOytkufI5MCtersvnP/BHgvl9fClPOtFknrpv89sp5JLZL7Qh+RljknA/YZFNcKqUQm75FKl9kOmQOSRGsVcuxalmidU9NAJuFljma5m5sXdSYF8EhCak9k58UAYzV4NoM9gBL8SxTXBeBafr6WUtFrwbUWJfgB2XfMtVrWRfluRahlWbL4+sbrvqZpeHgYgLKyspdtLy4uPr/vtUIIQSKR+I3H9n8VyWxX+nP/5/C7Q26uf7/IzffvDi63TkJAflkesxOz6F6dxRfOZ3JoCsNrEC4MsmTzAmYmYqTTJltv38g3P3o3KPCFP/8mn97+b+x8YB8XvWk9br+L5+7ZxZLN86luqSQ6NsOp3W2svWYFA2cHaVhSx+Zb1kulas9ZgpEAgbCfTCrDisuW8NAXn8BwGwTz/ay4bCmltUXc/R/3c8lbLuTSOy9EOAJf2IfLbSAcgZnKcMkdm5gcnkY3NKZHokyPRXEcB1/Qx8ndZ5m3thlQKK0tYrhzhJ0P7qd5bRMfeOt6ilrKsceS3DJvId/df5DBsko8hoHXMAi6VaKpNC5NQyAb3UoyYLClvgHTsXno7BmCLje6qvJcdxceXee9K9Ywk0pxUX09vTMzjMbj7B8a5G1LlhHPZAgYBqqiYgkH05F1OLWRML3RaWYyGRBQFgiSMi1Ojo/idxnETZO9/f28belyBmdnqAyF+czeXSRMk6DLzeLSMtZX1/CZvbu4orGZPf29vHHeQlKWxcX1DSRNk6aCQp7r6eLauS1EM2k+8syTZGwHgWAsHue/dr7AtXNbmF8iF0guVaM6HOaJznZWV1Yxm8lgOQ7DsVlqIxE6piYp9ktCsrSsXFZwKArXzG3BFoK5BQWMxGJSIQLuPnGM/73kCoIuF/leH5tq6/nk7h0ALCst54bWefy07QyOEKQsk+uaWykJBLhj8RIePdtG9/QUy8rKaZ+cZElpGWcmxinx+wm63XROTbC+uvY8sTuHfI+XoNtN38wMwYibjskpXLqO15hDbd5fkUzuIeBfLJuUBv4cNXUGHBPDO5/h2TGG4z4+8ORBVpQX8p4FbsK+Vsx0N5regua7BcU8JgmK3oo4V6sTfJe07bmWSnubokPqp+B/kwxNSB+XdS+4kOoRgJIt7p+DSD2btdZla0zcGyHxdRTvGxCZg9k6Iw0ZbX5SEiLXGkkytLJsUtyMfK1albWkGdmFryZVGusEMmihSNrdMtsh8CGU4EcRIiYDCszj8ni7D7QVMizB7pSvM/eBfUoqTrizikcQPBtfUvfzEqiFQAAYz1q9HEl43Ktk4t/LIGSNjXVMKiBo0t7nf4dUcNDlvKkRmQyoeGTdkOdyGXpgj8oACZGS/ZXi35B1W/o8ZKx5K4qxCJE5kCW+sjWB4tmKsEeACCR/cG7gnCdp7gvlWISQqpIwgSwJNBZnEwLDsu4r+aBM2zOWge+NkN4tlabUk/J47+VgLECk90qFMPWAbExsrJH3eY4c+u+UNW2Jb744HteabJpjTzZ8Iy+bhpglTmoeivdqhFqCIASujSAshFAQgY9jiWKEKcBMv2zWFeZiqB7QtCyhd4O2EFPUIJIp/lAQQrxiUM7P4nVPms4tXlwvSdoBcLvdRKPRX+ucpmly6tSp33hs/9fR3d39hx7C/xnk5vr3i9x8/25QWVhFPBpjZiKGL+QjmOdlZlwHAZ6gB1/aRNNVErMpHMdh3pq5nD3QRVl9MT2n+ggVBnn068/QsqqBddet5Lv/8iMuvn0jP/jP+5kajTLQPszCTfP4wge/zXv+9y2ElCDHt59iYnCSa953KaoCF968lpKaQvY+eohwYYiKxlJs2yE+k6CoqoDvfew+7vzYm4iOzRAdi+L2uXH73Li8LgJ5ATIpk9hUnEhpBCOis+mNazn6/EkA6hZUMzM+Q808GbhwemcbF71xHce+toPyhlJKAm4+vGwN42aS4rCP2nAe+wb7URWFB86c5H0r1/DpPTuZTqUIu9wU+nz8+PRJ/nrtBurz8ombJrFMmhta5mELhx+ePM4/bLiQvQN9zMkv4JnuTnyGQdDlJp2tzXFpGqbjoABvnr+IjOOQNE221jdQEQyysKSUn5w5zScuvpTvHTvC2akJNjp1eHWD46MjhNzS6rawpAxNge29PZi2w3QqyaUNTRwZHeb7x47wucuu4o7FSyjxB/nC/j1cVD+Hf3zuaWYyGRwhzi9KPJrOT8+e4dLGJgp8fgp9XnpnohR4fSQtE8txqAqFmMqev3NqkqDbTdjtZmFJKZ/evROvYfDPF2zGpesEXS72DvRTHgwxFJsl5HJhCRsUhel0kopgiJRpoSsKdy1dTsKUyXdpy6IsEGRxaRm90SgeQ6c8GKQ+L5/qUJiH29uYSqWYSaXQFIWBmRlWVFSQtixumjefrx86iCMEYbcks8dHR/AYBguKSzg2OkxFOMRTXT1EPF5seyGryvJpzn8j6fhj9E2PoigqJeIECdbzqQOzzGTSPN3dz6LiZm5sbMC0DqCKo4jMPhTfLXIhL4QkAZ7N2cVsvlRL9FpQ6yVhMbtQ/O/GMY+haOVyMZt5CkmOsvUvehOkX0CqB1nFTCuFVDci+SgE3ipjy+1eqZ7oNeC+RPYWMuZJu1z86yCCWXJlSNKjlqIYKxDWqSxhOodsU1mAxA8RnqskkXEaZeIew9lrLUHxvVX2SbJHs6TqmCSHyulsVPqlMkVOzEL62RfPq1WjeK+ToohWkk2E80llJ/lDqd4ALxqsdGQPpAyKVi9thf53QmY/insDAlPWhKnFMpYcUxJLkLVaar5UaowVstbLtRjsKdlMVsTBWIawT2Ub8k6Bex2K9waEPQPOSZmQh86LFrxsKIJaKNUy9zr5bCEbOb5AKnqKT/a6yhyRY/NeJ+14Ig56DQpphLYWZj8qj3dvks888QR4Nkhbn1Yl1SUnLvtqOQ4YrfL+z6Ulmqch9QT47wB7EiX0EamM2b2gVSO0JuLpEvpHvCQSJopioGkajuPgOOPAKyQ7vgRebwuGrmBa59b5bb/w+N8HfpZnvBJe96TJ4/EAsrbp3NcA6XQar/fX6x5sGAYNDQ2/lfH9X0QymaS7u5va2tpf+xnk8KshN9e/X+Tm+3ePTNJEd+mkZjNEx2NEisNEx2eYGZnBE3SjaRpTo1F+8tlHueQtm9l+/14al9bzwGce4c5/ezPth7t47oe7edv/u4ULblyL2+/mzX9/PWN9EyRmU7g8BlvevIEf/Pv9bLppLWVzShnpHmW8f5K8kgiqA9XNlTQsqcPK2PzgP+7n7f/vzcxZVENiNklZXQmWaTHYPozjOKy+chkff8vneOu/3UwwP0A8GqevbZDo+AwLL2iloLKAlZcvIZMxufLtW/jih75FSXURhksnkB/AG/QRLgyiGzohUyN2YoTqqgISjsXN8xcQcrvY1dfH4Owsz3R28IFV65hMJSj2B3jozGkWFJVQEgjwfE8Xi0rKEEJQG4lwYGiIMxPjGLrKdEr+hbY6HMF2HFZXVrFnoA9bCFKmiQDevnQ5KdvCFg4LS0pZUFzCbCbDpQ2NDMdjPNR2hvevWsNPz5zGcQRPdrazubaepaVldE1P4dY1tvV0s6K8gt6ZKBNJGYf+WPtZBPBCbw91eXl0TE5QGQwRTac4MjIse0xlIYQgYZn4FYOR2Vk2VFUzMDtD2OVmIpnAchzmRPJx6xrd0Wme7mznz1et5dN7dnJVUzOPnm3DZxjctWQZ0Uya+48c4G/Xb+Lprk6umdvMVw7soywYwnYEScskmkrjD7iYk59Psc/HRDKBIxwa8wp4TJzlsoYmEqaJAqQti+d7uplbWMREKknaslhTWclsWka4b6yt44fHj3P9PJnSN6+omO7oFGOJOBOJBG5dp8TvpzIU5rGOdhSg2B/gf/fswu9yYQoPXzw8wruW3kJMH8JyLKCcY5Np9g4+lZ0hhU/uPcOuwXL+ce0l1IU3IOJfhMTdKN5LwBmWNjNjfrZeqCQbUhCQKoxej7C7IfFjFL0KktvlopfZbAqeItfoigepQKWRy0DrxQ+o3S3DCHxvk6qK1SbJQHqbVBoye+Qi3rVaNjYlJVUNJQjeGxBCkfVI5+FINUbNRo87Y6DY0hKnhKWaYVwsbX12J8LYIK2G9iSKGpA9kcSUDIkASD8GnuulWmIsyapdGtgjsveS5peWvNRj4H/Li5zkfI1QlpzodbKGyn2HbCJsD8g51WsRZq/sc+W5TPZVci2UwRtanbS2OTMyeEEtQnFvlql9TlIqN6n7gUxWDfw3SVCdYRBuRPKRrErXJ8mVrWSfQXaQrnWgzZfqlxMHY1E2fa5e2vUy++Q8apXy+YX/BcwhUAQ4NqSfQjhRWbvkuVKGXjjDMk1RcUNqh+ztJGzwvUE2FXams+QwAroha+CccTlO/zshvRf0SoS6DOFZhOMIJqem8PoK0D0Bamp+7V8Fryu0t7f/Sse97knTOVve6Ogo1dXV57ePjo4yd+7cX+uciqLg873+Uzpe7/B6vbl5/D0hN9e/X+Tm+3eHxMwkCiq6S0fTNVQd8srzGGwbQvfo+MMeBtqG2PLmCzDcOtf9+eV0HulGOPDFv/wmf/Xt99F9opfRvnGqWyp49GvPsHzrQh764pM4QvDEN57lH370QWqHKvGHfVx48zru/5+Huf9/HuGOf7oJzaVTWJHPUNcIqqrRf3qA8cFJbvjAVQx0jKC7dFxeNweePMqqK5YwPRblpg9dzY8+8VPe+YnbOXuwg2Q8RcvqRn78mUe4/i+uIDYZxzFtImV53PWft9JxqJs3feR6tt+/h47D3cxfP5eB9mHiY7NESiOkExk+dcvn+dvn/oE3z1/EJfWNOEIQ8XpRFYWftp2mIT+fo6PD3LpgMYaq8uCZM6yvrsWt64TcXg4OD1EVDpO2ZOPYkMtNbTjCVCrFFY1N9M1Mk7FliEK+x4OhasQzGcIeD+9YupwnOzvwGgZJ06Qhv4CyQJBSX4C/Xb9REo50mrDbQ1NhIZqq8lxXJ0G3m4pgCICMZSGAyWQCFYX2qQmunjuXuGni1rVsw1zxiu+BpGUxFI9R6g9SFgxR7PfzjcOH2NbVyduXLeejzz1NxrYpC4Zon5rgHUtXUJeXx86+XhYWl7CgpJRP7NzOqooqEpZJZSjErr5e/mzlas5OTmBoGo+cPcPaymr8LhcVwSDzikoYiccIuFzkeb1UBIJEPB4SpontOMwtLKIyHOHBM6e4sXUBadumf2YWWzicnZpkIpXi+nnzODg0yL6Bfj6weh1PdLSzo6+HYr+f1sISCv0+vnP0MHUR2UjXoxtE0yl8hsF3jx3mmqZmDgzP0FhQzbeOHuAti+sYTUxxZeNcHj575vz6flf/IP+938vqikqub/wn/MpxbKtTLtJdF6IpllRrFEX2//HeAvhQ9AbAB8F1Mm3OtVQSHveNMmTA6pGLb5HJ1rKcRRbzn7PHNWetcQrEPiWtdIofIXpk0plncTaq/IAMVvDfjkzzq5d1TKkHwRuStUznSYqdJU2lwEx2uyKtZcG/AkxI3C0VEfcWGdZgDYFnI0KtRvHfLgMx7GmpwHgukbZCrQJFEQh7WI7fWCKPMY9Icud7IygBFDEBnssR9hjSpqhJdcxJyphwtQKS98mQCdcKSaaSj4H3kmzaXwGwUBKJ5KMQuFNaFb0XgpOU6Xr2CIprKSLxXXk/eMB/GxCV8ygslMCfIVL7wfdvUpmye0GvzsazxyQBdm8AXPLZ6JXZIIZUNljCkWRZCcjtapWsJ3Jla7EEKEaFtAOKmCR57ovlfdmTsgmt7zb57NGlndOZlaqTSIB1VCbYBf8uW6c1Bc4sSvBdcq5V+fswnUjQPzhAS0vNn9TvyF/Fmgd/BKSpubmZQCDAnj17zpOmmZkZTp48ya233voHHl0OOeSQQw6vBYWl+UxPTJNJmyAEiWgal89NMM9POpnBMDQ2XL+anQ/up2V1Iw3LaqlpqSRcGOLhLz/FvZ94kKvfeykdh7sxDI2bPnw1Qgg23LCabT/ciaIp7H/iKF6/i95T/cxZUscb/uIK4tEEx3ed4YLrV9PfNojH58Hjd1NcW8S3//lH/MM9HyRUGGTvowdxew1SiTT+sJ/Te9pZ94aVvOPjt/L8vTu58Ob1DLaPcOjZ41xw/Rr62oYorirg+PbTrLp8KWp1EQVleYQLQ5TXlzA7FUN3GzQtq2OkaxxPwIPH76FhcR0T+7rRA26K8tzMZkxS0yZmnovbFi5mODZLfV4+KGALQX1+Ht85cojrW+bhNwx0RaGlsIiOyQnWVFbROTXFmqoqiv0BPKrKWxYt48jIEMdHR1lbXU1vdJpCr4/aSARHQHkwSMI0efTsGbbMaeDI8DAv9PSwtKyMRaUyIc6t6zzT1cmFtXVs6+nG53KRME1aC4uYSKbQVIUin5/pVIqrmpr5yoH9/PXaDbhUnaRlsrCklKMjP197LIRgUUkpb//pA6wpr+Qv1q7jDS2tdE1NoaDwzmUySOKSOQ189dABXBXyfC5N48LaeiYTSbqnp7muuYWnOzu4oXU+H9/xPF/cv4/VlZUU+fyMxhOksoTojkVLOToyzP7BfvyGixK/n9sWLcbvcpG2LMYSCY4MD9JSWMjZyQm29XZzVVMzT3d2MJlK8pZFS3no7Gn+d88ulpaWMScvn7F4gk21dQgEfdEo+wb7z9eB3TRvAT88cYzqcBjTcbAch5RlsXugj95olAuqa7hj8TL8hoHfMJhMJvjzVWsZisngi7JgkO7paV7o7aW5YAENoRp0pZxkRsWvRAiqJ+SCV60E//uzqWkTCJEn0/Qyu6V1bOa/IfiXkH4cMg74rsoW7bulijD7MWnrUiJgDYD3Koh/D5n6VgLmYYRiyEW1Vg9KASL1RDYAoAPiR+QDdW+Si3G7X9ZFhf4Voc2VvZpEUp4PAUYzEAKrT9bkpI+CeyWEPiiJjjMqF/quGblwd8YQ5IPvreD3ZpPcIiAGQcQQajkyavxklvQsB/fqbHKbG5R8hDMOSggl9PeI9DaZrqf6ZFCCPleOzXcLKHdmG7ROyvMIVTb+NQ9IZUZvAN91cuxaDdgmaAFJdBQPwmqXlkNliyQiuGWcuRIE3xsQZidK8M8RSpFU0sxD2UbDgKdVEiJrDJxOcDUjl+eq7HGECiRAzUfVX17f/3IseTGl8dxnzb0ChIOiel7lNa+E13+K3R8Kr3vS5HK5uPXWW/nEJz5Bfn4+FRUV/Nd//RelpaVcfPHFf+jh5ZBDDjnk8BrhC/hQFZX4bIp0KoPH6yKTSKOioekqQlFZdfkSxgcnGe4Yo7KpjGUXL6LzWC+9J/t4+ItPcs17L+ORrzzFnkcO8YYPXMFlb9vMnEW1nN57ltnJWRZesBIzbdJ7coCy+hJmp+JccP0qdty/l4alc3Acm/zSMBvesIqffPYxuo/3MmdRLcu3LsQb9NC0rJ680gi6ofHkt7Zx2V1b8If9DHUM07SigYLyCJ3HegmEfQTzg7jcBmcPdVG3oIax3nFi0QSHnzvOcOcoS7csZMnWRaTiGRCCoY5hNt60luRMkpOPHaF2fjUTQ1NEJ2dpuGkpD1ndrK+u4YaWeYzG40RTKS6qq+cL+/fh0jQa8gvYUF3LmYlxGYFuWdSEI4zFYxT7/MQyaQZnZ0jZFooCIcNFIpOhLZlkU00dJ8ZGydg2pu0Q9nj5zN7dXDqnkbcuWUrI5WYsEWdpaTkeQ+fM+BirK6toLSrCcQSdUxO8oWUeHZOTVIcirK6sZO9APxnbpiIUYsZMU+TzsntggjsWLuajzz39c0lzt8xfSNDIBlv09XDT7EJaC4tZV1XNs91dPNZxlqVl5RR4fdRH8tAUhSPDwywpK6c8GJLqkBAU+gJ87dBBLqqfw3tXrGHfYD9tkxM8393NnUuW8vfPPMkHV69DV1VWV1QSy2RImhkCRh6mR6b2yUS+djqnp9hQXcvGmjq+cnA/5f4AG2vrmM2kmUomuW5uCxGPF69hoCkqY4kYXzm4jw+uWUffTJSyYJCAy4WmqHRMTnLxnMbztWQuTSNtWwgBJf4APdEoO/t6qQyFWFRSyhOd7Xxh/x4CLhdeXUfXNCJuD1c1NfO9E6fJWDbzioq5rLGJ8kAh0CDT95xR2cfINU+qKtm/ljsKEPsseC6QtUWeS6VVK/4j8G7K2rHqUCKfQqSekaqUMEF4UMIfQ5iHZBS2MyZriDxXSCXCmZIkQaSlumEPAtneT96bwVMFVgcicb8MNMjsAJQXlR3yUAJvR4gEeK+RhMJJAWnZUFfE5PF6vQyPiH1Cki7PJeDahKLqiNQD2XquiFSX9Hky3ECNQPqgTJ9zrQXiwFSWwMwiRAg81yH7EBlyPCKWVW1K5P2rJlizkigZTShGK0Kbg5RxsulxWhnZHgrShqiUSGukWgeeJkCV5xVJCH04+30K9IUIsx3wobg3yFQ+7xXyA6GEARuhp6QqpeooauC38rNWUVwvht7l8BvjdU+aAN7//vdjWRYf+chHSKVSrFixgq997WsYhvGHHloOOeSQQw6vES63i/hMAm/AjaLA7ESMosp8ek4PogiHYGEIhEA4UFiRx8xknFQiyQ0fuJKTu85w4Mmj3PvfD7L19k30nRnkyDPH6Trey4U3r0fTNTqOdHPw6WPMW93EmmtXMjE0SWF5PtOjMQorC1AQGC4NxxGsvnI53cf62P/EYcKFITa/aQPHtp9i8y3rGewYIVIcov2QSX/bAMsvXsyn3vlF/u77f4Hb76b9UDf9bYOsvWYFNfMqmRyapv9UP4qqMtYzjj/s58z+Dman4iRjKTbdvJboRIyuZ46z8tLFpOIG4eIw0YlZFmxopqttAH0ozp0XLmHv6CCl/gDNWTWpPBRkc20923q6WFRSSonfz2wmTb7Hx32nTzK/qIilZRUYmix0T1kWdZF87j91kk3VdayurObft2/jPctXsW+wH0PVqY1EuK65hcPDQ5QFghweHmJVRSXfPnKIdyxdjuU4tBQV49E06iL5bO/t5uI5jTx4+iQLS8tQFYWrmpqxHMFUMsGC4lJA4VtHDnHl3Ba+f/QwH99yCc92d3FqbIyI18NlDU0U+fxMpZPnydTn9+7hHzdt5pGzZyjy+7Echz39fXQ0zmVzXT1Pd3UCsLayGl1VGI3HWFBcjFfXKAsG+fiO7fzzps0IISgPhdAUBZem8b+XXsnBoUFCbhc/Pn2S65pb+adtz9ATjXLN3BZ0VSFuZlhWXkFlKMz3jx/lzsVLuXROI6qq0hOdYntPL40F+RT6fBwZGWI2naHQ72dRSSktRUX843NPMyeSx5LycipDYXyGC9O2+OATj7KktJyrm1rYN9RPiT+AV5d2SE1VaS4sJJHJkLEsPrxmPT89e4aTY6M4QuDTDdZWVdNcWMTmujmoikKRz4fnJWseRVFeNaJZNeoRgbsQiXvBOQrmbtCXgW8DKIpcSGuloNSBUgUiKnv5ONMILHBdAsaqbPBElgDoa4EZeWzyaRTfzVK5MY8BtlROfO8B92aws+TAdzPCGc2GSTSjGPOlzc8eySaxZUDLk+d0XyAT2hSP3Gd3QeDPADMb460jKAPPjZzvO0UInNOgFSGEjeLdCsZiVO1nlZKi1/DDadHLvn0lviHsSbD7EIqKosZBq0UYxSjOSNaKWAxqGYqiIJxpeb9Y4GoFteRFK5gSeclZdRTtt0OUcvjdQRHiVUzHf6I4dkxGhS5YsOAPPJI/XiQSCU6dOkVLS8uflKf19YjcXP9+kZvv3x8SiQSZhEl0dJpEPENecRjHspmdiqPpGrpLIzGbYmY8isfvJVQQZODsIEVVhdimQzqRYahzhJGeMeoWVqFpGg998QkuuHEtA+2ySeaZvWcZ7h7DTJusvmoZW2/bhDfg4cSuM+i6Rn5JHhVNpcSm4xzddpIVly1Bd2mM9U2y88F9bLppLeMDkxSW53F6TztzV81B1w3OHupg4aZ5JKNJTu09y6NffZoPff09pBMpnvrO82y5fSOjveMEIwG+9vffIxFNYrgN6hfX8Oa/v4GR7lEe+fKT3PaPN3H3f95Pfmkey9+wHLvUz8BslGX1NWiGTt9MlPJgkN5oFK9hcGx0mOpwhM7JSZaVV/Bsdydb6+ZwenKCj+94nlsXLOKa5lYcx+G/dm5nQ00tluMQTSZZXV3N3z39JJ+//Eo+uWsHS8sqEAhmUikWlJQhEJweH2NdZRVHR0d5+Gwbf7t+A2nbxrRtHmlvo6WwmJ7oFFWhCJqiUBEK0Ts9zZKycmzh4FI1dE3jnQ89wH9ddAlD8Rhf2L+XTbV1VIfDxDMZplIp6vPyGInF+dJB2Wvx1gWLSFsWN89bSDSd4p+2PUP/7Awbq2t5y+Kl9EanSdsWadtmQ3UtbeNjGJrOwMwMpcEAf/P0E9zUMp+L6us5PDzMybERuqancWkaty1czJKSMmJmhtFYjIjXy5NdHewf6OeC2jo219bzub27ubKpmTyvh+FYjKpQmPFEgoRlEvF46Jic5MTYCCX+AOurayjw+vjRyeOcnhhHCEE8k2FjbR0ryiooC4a49f4fEjdNlpVX8KZ5C5lOpzg2MsxwLEae18Ommnpai4qYSqYYS8SwHYe2yQnyvb7sglqQ5/Gxua6evN8gkEbYs9n+RDao+Sjaq5MHx56WfX3EpFRhFE3WTOGVr1VVGUoAMjLb6szaAr1yuxKQkeMiIYMStFIUvRZFK/61xu44CVlHJADVj6KGUBRJGoXViUg8cL4my1EbSTlL0T3z8XjDv9b1cvjV8Kf6O/JX5QY50pTDa8af6ofm9YjcXP9+kZvv3x8SiQRdXV3UVteSiqWZGoniDXtQUUnGkviCHrpPDCAch0zaYnZylmVbF5FKpDizr5POI91kEhmmx2Y4tv0U5XNKWHv1SpLxJOGCEEefP0k8Gsc0bZpXNODxuzmzr4Mlm+fTunYujhBMDU1TWJVPMOLn+PYznNxzhotu2UAoP8gL9+0mWBAgk8xQv7hOErqJWbbfv5eFm+axcGMrbo+B7tHoPT7I4W3HWXv1Cka6xzj07HGal8+heVUjyViKg08d49Ses1imxc1/dQ3BvACdx3qIFIXxR3x88YPf4sr3X8YLzgQXbFhIQ34Bo/EY9Xl59MxE8btcuBSV2UyGY6MjzGbSbKmbw4mxURCCoNvNaCLOM11d/P2GjdiOoHdmmk/v3slVTXOpCUdQFIUzE+Nsqq5lOpPmP7Zv45I5TczJy8fQVKpDEY6MDpOxLeYXl3LvieP0zkzzN2svQChw/+mTRDxeQm4XcwuKyPN4GI7HSNs29504zluXLMWybcpDYf5nzy6GY7N8aO16JhNJhmKzpGyLgMtNIpNhTn4+H3j8EUzHoSIQ5G/WX8CHn3qcz112FSsqKrj35Al+fOokY4kYf7V2PdXhPKxsbdDBoQFWVlZyYGCQxaVl9EenQVV5srOdTTV1lAYCJC2LQ8NDNOTlUxUKE3a5mTEzfOnAXjbV1LGyopJoKk3MzFDo9TKTyfCZvbuYSCYp8vkoDQRpLShiY20dScvEaxi4NY2xeIywx8NTXZ24NQ2BQsqyyNgWi0vLqAqFUVAYS8SxHAcHh4jbQ6k/SP9MlOl0mojHLQM6Mhk+s28XF9TU01xQQNDtIc/jQYAMqgiGMDTtD/0x/YUQwn7Jd7ZUsH5f13aS0p6IjWn5OXVmmMbGxtzP7d8x/lR/R+ZI06sgR5p+c/ypfmhej8jN9e8Xufn+/eHcXDc1NmGmbRzToi3bk8kwDEb6JigsjxCfSdF9rIfSumIMl44/7EfVVJ69Zzvb7tmZPZvC9GiUTCrD0q2L+P/t3XlclOX+//HXbAzMsA6rLMoioAIKiuKWa5lbHpcW9RyywrIytdKy0krLOiezLLdTbp1SU/upmR1NK63sZC4oLmnuqIHIDsMyw8DM/P7gMF9JI7UOk/R5Ph48Hsx139zzua8bkTfXfV13VGI4LVqHoHXTUpRbzL4tB6kwVqJUKTFXVOHl7859L40Eu4KT+8+g1WmJ7hBBUU4JVZUWcs/l0qpzLOlbD9IyKZwLx7OJ7xbL9lXf4htsYN9nGRTmlDD6+RFExIVSY7Hx2bIvqaq0EN+9FRk7fiAsJpjoDpGUF1dwcMcRgiICUKpVVFaYaZkQjn9zXw7v/JFOg5OoMddQlFNMaagbXj56Ar29KDBV0szDnbyKSmZ+swOdRsP45BQyS4ox19SQW1FBn4hIzhQXkhjUjJ3nzlFaZaaNfwDhXj54u2rJLC3h2wvnWX3kEB8Mu4uHN39Cu8AgXrilF/mmSj458SM/lZbSvlkwI1rHcaqwkDPFRXhoNMQFBnKxrJwiUyXxfv6cMxrZnX2BFl4+KIBwby9a+/lz3mgkr7wcc00NrioVic2acbKwiBnfbCcxsBn3J7anoroac001BjcdBZUV/DN9H1XWatoGNqNbWHPe2r2L1v7+PNyhI+2Cgqm2WjlXUsze7CxsdjudQ0KpsloprKykxm5Dr3ahuMrM+dJi2gUGkZGTQ5CHB8YqMyGeXvi6urH3YhYrDh8k1MOTB5LaE+LhRV5lBRuPH6O1fwDJzYKx2SG3ohxPjQtBHh5kGY3k/jcYGVzd8NfpsANlFgtqpYKqmhpOFxXSwtuAsaqKn4yl+Ol0xPr6EaDTYbFaUWCn0mpFpVBi0Gqx1FhBqeSisZRMYwkXy4y08gtgw4/HHCvrqRRKRie0o09EpBP/Rd685Od242mqfX2t2eCmmNMkhBCiaVKpVVirbFRb7RgCvdFo1GjdXfDydcdUbsbLz52EHq3Z/el+wuPCcPfRo3ZRktwvkW/X7abgYhHm8io8De74Bgdy+OujxHaM4u1HlhDYwp/H33mI9K0HKcguIrCFP+4Gd7oO6UR5qQl3LzeaRQSSl1VIab4RY1E5p/afpV3PNlhMFqLateC7T/YR0yESm9VOZNtwDn79A9Edokj296TgQgHRieHk/5RLRHxzFEolpflGRjwxiHNHfuLi6Uu07hpLaEwzsk7lYC430zIxHL9QA6YyM6fSz2CtsdLt/lvQKm342u2UWixU26y4atScKioi2tvA1G63sP7Ho6w99gODY2I5XpDPhuNHsdlrR19yyyvoGhqGWqXiUnkZLioFB3Mv0S4gCF2UhoOXcjh06SKj4tvy4ZFDrPvxKH3CI7m/bRJmqxWlQsHJgnwMOh1tVP5klpSw7cxpuoe1wE+nI7O0mBbeBnLKvdGqVPjp9Pjr3MmrqKC5hyc6lQaLtYasciOfnjzBwJYxTErpyv6cbD44nEGv8EhUCvB3dcNmtzEoOgaLzcqRvFxe+Ho7rXz9uLtNAudKSkhqFoLexYW4gEDiAv5vzo7dbqegsoKyKjMWq50Ad3dCPDzILCmmjX8AJ4sKKDGbKTGZSQxqxqCWsXQKCSXjUg6ni4rw13nQNiCIME8vSqvMqJUqQt09iPExYFeA1Q7h3j54utZfZcxut2O126mx2SisrKC8uprc8jLUShWBeh0apYqzRYVUWCy4u2ho4e1DgB3OZWez127l0KVc1CoFvm567NgJ1HtgtdlRKhR4uGgxuLkxIDqGlODQxv6nJ4S4TjLSJK5bU/1Lwx+R9HXjkv5uPD/va2NJGcbCMiyV1eg9dag1Ks7/mIVKpcRqteLh40HhxWJ0nm4UXSomOjGSCyey+WLlTs4ePIe53Iyruyu97u7C7i0HOPfDT+jcXXlozhhiO0Vx6WweeRfySejZGrVGTfbJS3z+/jekvjCCE+ln2bVxL8OeGIi5rIrtK3diLCxj+BODMRaUc/FMDgXZRaQMas/5Y1noPXWUFZbh6u5GcMtA3H30pG89iMZFTXmpCYUS2vdNwMPgzsl9Z8nPLqQgq5DwhBZEtmsONjiZfoZ92w6Sey6P6qpqRr4ykoj+rVG5qDFZrbip1djsNpQKJVq1mmJTJRqVCqVCiZdWS3rORcw11bTy9WffxWw2HD9KQWUlXUPCmNSlKzVWG1U1Neg0GjJyL/Hx8WP8LaEd5RYLHx8/Vrsgg16Pt9YVi7X2NitPrRY/nRs2OxSYKtl86gQHLubweOcuhLh7oHepvQ3wXEkxGpWKQDc9vnodLkolWo2mdv6U2cxPpSXE+PqRVWbkQmkpKgW08Q/ER+tKicVMZXUNZ4qLKKysJMjdneZe3vxUWkJLX186hzb/le+cq6ux2TBWVaFWKK4IPr83u92OQqHAVF1NsclU+7hUtQp/Xe2cn7rv7cjYGHLNZk4U5GOz24n186e5pxdatZpL5eXU2Gx4arX4ys+a30R+bjeeptrXMtIkhBDipuGmc0WpUlJRUs6xXSeISGiObzMD297/ii5DklFrVHgY9BiLyjmx9zSBYX5oXJR0HtSe2A6RVJRUUJBTzGfvfYUx34hSoUCr11JWVE5pnhGF0k50h0gKsooIiQlC762j65BkZt45h4mLxjJm5t2UFVfgaXDnljs7U1VRRfapS1QYK2nRJpSWSRFUmSyERDejrKCM8ITm6Lx0WKutHPrqKJ6+Hqx6ZT3NW9WOGGxd9hWxHaMY9ewwrDVWDEHenDl0jl2f7KWypIJH5z2AzkvH0qkrUSgV/L8Z6whZEYSnnwe3PNIHU4wPJwoLyK2ooJWfP20DAimpqqKi2kS1tYYW3t58cCiD3VlZxPsHMOe2AWSXGSk2mTh46RItPL3IraxArVQSqHdnUkoXjlzKwVOrZUbPPmjVary0rpitNRRWVuKiUuKp1RLq4YX2v6u0tfL1J6e8jLyKCkxWKwFaDZ0NYbT0MVBlrcFsreFccQlatZoW3l74uLnh4eJCsIcnFquVVr5+xBj8sNptFFRUYLLW4K5xYdeFC4R5eRPs7k6ZxcKnJ44T7uNNrO91rHL2M2qlEsNvWDThetStfuam0eDWwCq+WqWKVn7+tPK78rzCvGTBAiFuNhKahBBCOJ3GRYPZZMZuU9C8VSimSjNeBk9uS+3Bwa9+wFpjpdOADngYPAhs7sd/NuwlsU8cNRYrO9ft5szBTOpum1AAWp2WuK6xnD1yDr2XGzEdo9j50fcc33OSGksNdz01FBedlkmLHuLSuTzyzhcS1a4FVqudwPAAcs/lUVpQht7TjYwdP5B5+Dw2mw1zpYWgiAD6jOyGf6gBtYuGgqxCAlr4Mf6tB/juk71Ulpnon9YHVzcX/vXiGkY/O4KfjmdjKjcTFB5Ap/5JnDqQicVk4dG37ufb9d9js9lx99IRFhtM66hQFP569C4umGpqOJKXy9Yzp+gUHEpKSCgGNx12u51QDy8O514is6SYErMZi9XKyaICyqos7LSec4zidAkNI8rDkyBTFZGRkbj+bCSmpeHqD7MMcHcnwP3KZZADPTwcn8f8StCx2+2UWSz4uunQa2ufzWTQ6zmen096TjYapYp74hOI9vXF27VxQo8QQtwICU1CCCH+EDy8PLDZ7VjMFuw2O8Z8Ix5+HnQckIS5vArsNrR6V0xlJsqNFVirbbRKicLT14MFE5ZSnFuKUqXERashvlsssZ2i2fbeV9wyPIXSQiPdhnVC4+qCtbqaH/ecwmIyExgRiIeXHpVGxamMs/QedQsn951BoVCwc933lJVUYAjywW6zU1FSiYubCwPT+nL+6E8EtgjAzcO19qGvhy8QER/Grak9SN96kGO7jmMI8mHoYwMJbhlEbMcoug1PoSS3lC1LvyD71CW0blrC40K5f9Yo3Nzd0GjV+If64qqvDTUhnl4UmSppH9QMT1c31Eqlo68UCgURPj5E+Pg42sotVUT5GPjmwjmMZjNRPga6hrWgpcGAyWTCZDJhs9ka9ZoqFAo8tdp6bYF6dwL/+/BYIYS4WUhoEkII8Yfh6qpFE2qg4EIRKo0Si7mG6ioLarUKq9WOuaIKc4UZvaeO5dM+JOnWBJL7J3Lvi3dTaazEXFmFVu9K9ukcvvloF15+HrjqXdF76LBbbZw+cIbd/z4A1P5Cr1AqUGtU+IUYuH/WKHTubiT2jqesuBxDkA9frfkPWScv4qJ1J6JdOL3u7kJQRAD+zf348oNvyL+QT/+0W1GqFBTmlOAT5M2QxwZgtdRgt9tx83AjNLoZKnXt8tFB4f74BvtQlFOCSq3EL8SAb7Dhqn2hVCjw++88mWvh7qKlY0goiUHNaheTUGtQKq72eE4hhBDXS0KTEEKIPwytqxZjiRE3T1cqiivJ2H6Y9re1pabGiq2mhpK8CtQuaopzS0m+PZG9WzPQeeoIjWnG5qVfYjFXYzFZMJWZ8DC489fnRqBUKcnYcQTvQC+GPz6YCz9mU5hTjAIFKo0KLz8PYv77XKU6Hj7uJNzSmuj2ERTmlIDdjnegF3rP2snPpnITKYM68O363Wxe/AV+wT7cOqYXgWG+1NTYsNvsePp5OPavo1KpCAoPICj8xh76eS00KtUf/hk/Qghxs5HQJIQQ4g/F09uT4ppiXHQaEnq0Zs3fP6bLkI64uLpgw4aP3ouAMD8OfHmINp1jUKmU2GrspD5/JzmZeVzKzMcvxAefAG9cPbS0TokmsVc8drsdu93OMysnsWPVTjIPX8BFp6Vd7zZ0H5pCQJjfFbW46l0JaRl0RbubuxvJ/doRkxxJZakJtVaNbzMfxyIBQgghmhYJTUIIIf5wvH29UaqMKFBwz9S/kHu+EGx2vHw9sZir6Xh7O4LC/Un//BDH95yiMKeIHnd2JTgqEEtVNQqlEr9gA15+no5jKhQKFAoFsclRhMeHUZpvRKlU4hPo5bh97np5GjzwNHj8+o5CCCFuahKahBBC/OEoFAq8fLwABVbsBDb3paqqhrKicpQKBRo3F7oNT6HjgCSqKqtwdXfF3eva5/9oXV2uOrIkhBBCXI2EJiGEEH9YXj6eePl4/uJ2rasLHj5XLosthBBC/J6Uv76LEEIIIYQQQvx5SWgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBijsdrvd2UU0pgMHDmC323FxcXF2KTctu91OdXU1Go0GhULh7HKaNOnrxiX93XikrxuX9Hfjkb5uXNLfjaep9rXFYkGhUNC+ffsG91M3Uj1/GE3pIjuLQqGQ0NlIpK8bl/R345G+blzS341H+rpxSX83nqba1wqF4prywZ9upEkIIYQQQgghrofMaRJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBJCCCGEEEKIBkhoEkIIIYQQQogGSGgSQgghhBBCiAZIaBI3rKKigpkzZ9K9e3eSk5N58MEHOXPmjLPLarKWLVtG3759adu2LcOHD2f37t3OLulPIT09ndatW7Nnzx5nl9Ik5eTk8OSTT9KtWzc6duxIDi0L4AAAFbNJREFUWloap06dcnZZTYbNZmPevHnccsstJCYm8uCDD/LTTz85u6wmqaSkhBdeeIEePXrQvn17Ro0aRXp6urPL+lPIzMwkKSmJDRs2OLuUJmvjxo0MHDiQhIQEBg0axGeffebskhqdhCZxw15++WX27NnDvHnzWLt2LSqVirFjx1JVVeXs0pqcRYsWsWDBAiZPnsymTZtITEzkkUcekV9+/sfKysp4+umnsdlszi6lSbJYLDz00EPk5+fzzjvv8OGHH6LX6xkzZgxFRUXOLq9JWLRoER9++CEvv/wya9aswWazMXbsWCwWi7NLa3KefPJJMjIyePPNN1m/fj2tW7cmLS2Ns2fPOru0Jq26upopU6ZQWVnp7FKarE8++YRp06bx17/+lc2bNzN48GDH9/ufiYQmccO+/PJLRo0aRfv27YmKiuLxxx/n4sWLnD592tmlNSmVlZUsWbKEKVOmMHDgQMLDw5k2bRphYWHs37/f2eU1aTNmzCAsLMzZZTRZ6enpnDx5kjlz5pCQkEB0dDSvv/46lZWV7Nixw9nl3fQsFgvLly9n4sSJ9OrVi1atWjF37lwuXbrE559/7uzympTz58/z3XffMWPGDJKTk4mIiOD5558nICCATz/91NnlNWnz58/H3d3d2WU0WXa7nbfffpt7772Xv/71rzRv3pxHHnmErl27snfvXmeX16gkNIkb5uvry5YtWygsLMRisbBu3Tq8vb1p3ry5s0trUvbv34/JZGLQoEGONpVKxaZNmxg6dKjzCmviPvnkEzIyMnjuueecXUqTFR0dzeLFiwkMDHS0KZW1/y0ZjUZnldVkHD9+nIqKCrp06eJo8/T0pE2bNuzbt8+JlTU9Pj4+LF68mISEBEebQqFAoVDI9/L/0L59+1i7di3/+Mc/nF1Kk5WZmUl2djZ33HFHvfZly5Yxbtw4J1XlHBKaxA175ZVXyM3NpWvXriQmJrJx40aWLFmCh4eHs0trUjIzM/Hy8uLEiROMGjWKLl26kJqayoEDB5xdWpOVlZXFK6+8wuzZs9Hr9c4up8ny9/enZ8+e9dpWrFiB2WymW7duTqqq6bh06RIAzZo1q9ceEBDg2CZ+H56envTs2RMXFxdH27Zt2zh//jy33HKLEytruoxGI08//TTTp0+/4ntc/H4yMzOB2rte0tLS6NKlC3fdddef8m4AtbMLEH9MWVlZ9O3b9xe3f//995w4cYKwsDBmzZqFTqdjyZIlPPbYY6xdu1Z+gF2HX+vrSZMmYTabeeGFF5g8eTLBwcGsXbuWMWPGsHHjRqKiohqx2pvfr/X3d999x1NPPcU999xDcnIyWVlZjVhd03ItP0cMBoPj9RdffMEbb7zBfffdR2xsbGOU2KSZTCaAer/IA2i1WkpLS51R0p/GgQMHePbZZ+nXrx+9evVydjlN0owZM0hKSrpiBET8vsrLywGYOnUqjz32GFOmTGHbtm08+uijvPfee/VGsps6CU3iqgIDA9myZcsvbs/MzOTll19mx44dBAcHA/DWW28xYMAAli9fzrRp0xqr1Jver/X19u3bMZvNPPfcc46/ysfFxZGRkcHKlSt58cUXG6vUJuHX+nvNmjWYTCYmTJjQiFU1Tb/W115eXo7PV69ezcsvv8yQIUN4+umnG6O8Js/V1RWondtU9zlAVVUVbm5uziqryfvyyy+ZMmUK7du3Z86cOc4up0nauHEj6enpMl+sEWg0GgDS0tIYNmwYAK1bt+bYsWMSmoSA2n8kDY1gLFu2DF9fX0dgqvuaNm3acP78+cYoscn4tb4+evQoQL2/vCsUCqKiomQU5Ab8Wn9v2LCBvLw8UlJSgNpJsAAPPvggQ4cO5aWXXmqUOpuCX+vrOq+//jpLly7l/vvvZ+rUqSgUikaorumrG/HPy8urN9c0Ly9PRvL+R1auXMkrr7xC//79ee21164Y5RO/j/Xr11NYWHjFKN6LL77Ili1bWLp0qXMKa4Lq5pzGxMTUa2/ZsiVff/21EypyHglN4oYEBQVRXFxMXl4eAQEBQO3zQE6fPk337t2dXF3TkpycjEKh4ODBg/Tv3x+o/UX+9OnTf6q/8DSWFStWUFNT43idm5tLamoqs2bNknk2/wN1gWnq1Kk88MADzi6nSWnVqhXu7u7s2bPHEZqMRiPHjh3jb3/7m5Ora3rqlnZPTU1l2rRpEv7/h+bMmYPZbK7X1q9fPyZOnMiQIUOcVFXTFBcXh16v59ChQyQnJzvaT548+adb+EtCk7ghvXv3JiwsjIkTJ/Lss8/i7u7O8uXLycnJ4d5773V2eU1KcHAwI0aMYNasWbi5udG8eXNWrFhBVlYWo0ePdnZ5TU5ISEi91yqVCqj9a5uvr68zSmqy9uzZw9KlS0lNTeWOO+4gPz/fsU2n08kiHL+Ri4sLf/vb35gzZw4Gg4GQkBBef/11goKC6Nevn7PLa1IyMzN59dVXue222xg3bhwFBQWOba6urrJA0u/s8hU3L+fr6/uL28SNcXV1ZezYsSxcuJDAwEDatm3L5s2b+e677/jXv/7l7PIalYQmcUN0Oh0ffPABs2fPZvz48VRVVZGQkMDq1asJDQ11dnlNzowZM1iwYAHTp0+ntLSUNm3asHz5ciIjI51dmhA37N///jdQO7q3YsWKetsee+wxmVf2O5g4cSI1NTVMnz4ds9lMx44dWbZsmWOegvh9bNu2jerqar744gu++OKLetuGDRsmS2KLm9qjjz6Km5sbc+fOJTc3l6ioKObPn++4jf3PQmGvu2FfCCGEEEIIIcQV5DlNQgghhBBCCNEACU1CCCGEEEII0QAJTUIIIYQQQgjRAAlNQgghhBBCCNEACU1CCCGEEEII0QAJTUIIIYQQQgjRAAlNQgghhBBCCNEAebitEEI4UWpqKnv37m1wH3k4pvi9xcbGXtGm1WoJCwtj6NChpKWloVTW/7vq999/z6pVqzh06BBGo5GgoCD69OnD2LFj8fX1ver7jBw5koyMDObNm8ftt9/+PzkXIYRoDBKahBDCydq0acOLL7541W333HNPI1cj/izuvPNO7rrrLsdrk8nE559/zpw5czAajUyePNmxbc6cOSxdupT+/fszbdo0vL29OXHiBEuWLOHzzz9n5cqVNGvWrN7xz549S0ZGBjExMaxZs0ZCkxDipiahSQghnMzd3Z3ExERnlyH+ZIKCgq74vuvSpQtnz55l1apVTJw4EY1Gw+bNm1myZAnPPvss9913n2Pfzp0707NnT4YNG8Yrr7zCggUL6h1rw4YNhISEMG7cOKZMmcL58+dp0aJFI5yZEEL8/mROkxBC3ERsNhuLFy/mtttuIz4+nttvv50VK1bU2yc1NZVnnnmGd955h65du9KhQwceffRRsrOzHfvMnz+f2NhYx0fbtm35y1/+wn/+8x/HPlarlcWLFzN48GDatm1LYmIiI0eOZPfu3Y59jEYjzz33HN27d693vNjYWPbs2fOL59GnTx+eeeYZxzlNmjSJ+Ph4zpw5A0BeXh7PPvssPXv2pG3bttx5551s37693jHq3uef//xnvfaTJ086tmVlZQHwzDPPXFHf1eo8cuQIaWlppKSk0L59ex5++GFOnTrl2L5nz56rnltqaiqpqanXfZ0u/5qfH3/Dhg2/WHNd3xUVFTFz5kx69+5NfHw8nTp1Yvz48Y7zvhHx8fFUVFRQWloKwOLFi2nZsiVjxoy5Yt/w8HCeeuopkpKSsNvtjnar1crGjRvp3bs3t956KzqdjrVr195wTUII4Wwy0iSEEDeRGTNmsGHDBsaNG0dSUhL79u3j1VdfxWg0Mn78eMd+27dvx8fHh+nTp2Oz2XjjjTdITU1l8+bNuLm5OfZbu3YtdrudwsJCli1bxoQJE/jmm2/w9PRkzpw5rF69msmTJxMbG0tubi4LFy5k0qRJfP3117i5ufGPf/yDrVu3MnXqVKKiolCr1Rw9epSXXnrpms9p69at7NmzhyVLlhAaGkpBQQF33nknWq2WJ554Ah8fHzZs2MD48eOZPXs2Q4YMcXytXq9nx44dPPLII462LVu2oFQqsdls9d7H39+/3mjIz+vcvXs3Y8eOJSUlhVdffZWqqireffddRo4cyUcffURUVNQ1n9O1XqeG9OrVyxE0Fi1axLFjxxz1GwwG7HY748aNo7S0lClTpuDn58eJEyd46623ePHFF1m2bNk113u5zMxM9Ho9vr6+5Ofnc/z4ccaOHYtCobjq/qNHj76ibefOneTn5zN06FBcXV0ZMGAAH3/8MY8//jguLi43VJcQQjiThCYhhLhJZGZm8tFHH/Hkk0/y0EMPAdC9e3cUCgXvvvsuo0ePxsfHB6idn7JhwwbCwsIAiIyMZNiwYWzcuJFRo0Y5jnn57VkqlYqHH36YzMxM2rVrR15eHk888US90RCtVsuECRM4ceIEiYmJHD58mO7du9ebe1VVVXVd57Vq1SqGDx9Oly5dAJg3bx5FRUVs27aNkJAQAHr27Ml9993H7NmzGTx4sGORgh49erB161by8vIICAgA4LPPPqNjx45XjAa5uLjUO9+f1/nGG2/QokULFi9ejEqlcvTvbbfdxrx583j77bev6Xyu5zo1xGAwYDAYHJ//vP7c3Fzc3NyYOnUqycnJAKSkpHDhwoVrGtWx2WzU1NQAYLfbKSgo4NNPP2XHjh2OkJSTkwNAaGjoNZ17nQ0bNhATE0NCQgIAw4cPZ926dWzbto077rjjuo4lhBB/BHJ7nhBC3CR2796N3W6nT58+1NTUOD769OlDVVUV+/fvd+zbvn17R2CC2sUmwsLC2LdvX71j1h2jqKiIjz/+GL1eT0REBFAbIsaMGUNRURHp6emsX7+eTZs2AWCxWABISEhg7969fP/995SVlVFTU3PFCM8vsVqtfP755xw6dKhekNu7dy9JSUmOwFRnyJAh5Ofnc/bsWUdbVFQULVq0YMeOHQAcO3aMnJwcbr311muqoU5lZSVHjhxhwIABjsAE4OnpSe/eva9Y4bAucNR9XH5r2vVcJ7vdXm+fa+07gMDAQD744AM6dOhAVlYW3333HStWrODAgQOO69OQRYsWERcXR1xcHPHx8fTq1YuFCxdyzz33MGHCBADUarXjfK9VUVERX331FbfffjtGoxGj0Uh0dDQhISFyi54Q4qYlI01CCHGTKCkpAWDQoEFX3Z6bm+v4PDAw8Irtvr6+jnkqdeLi4uq9njBhAp6enkDt/J6ZM2dy5MgR3NzcaNmyJcHBwQCOkDB16lRMJhPjxo277hGmTZs2sWnTJqZOnVov4JWWltZ7XcfPzw+onUd1ub59+7J9+3ZGjhzJli1b6NGjB+7u7tdVS1lZGXa73fEeP3/fsrKyem2XL4hQp1OnTsD1Xad9+/ZdcQ2ux6ZNm3jzzTfJycnB29ub1q1b4+rqek1fe/fdd3P33XcDoFAo0Ov1hIaGotFoHPs0a9YMhUJRbz7cz5WWlqJWq9Hr9Y6aqqurmT9/PvPnz6+3b3Z2NmfOnLmuWx2FEOKPQEKTEELcJOrCzPvvv+/4BfVydYEGoLi4+IrtBQUFNG/evF7bunXrADCbzXz66acsXLiQHj16EBkZydixY4mNjWXz5s1ERkaiVCr55ptv2LZtm+Prvb29eeCBB0hPTycuLo60tDTOnj37i0uoX65nz57Exsby5ptv0qpVK7p27QqAl5cX+fn5V+xf1/bzW9v69u3LihUrKC8vZ8uWLUyZMgWz2fyr7385Dw8PFAoFBQUFV31fb2/vem0zZ86sF3YuP9/ruU5xcXHMnDnT8fro0aPX1HcA6enpTJ06ldTUVNLS0hxBefbs2fVGs35JQECA4/a5X+Lj40NcXBzffvstTz311FXnNS1YsIA1a9bw1Vdf4efnx/r160lKSuKJJ56ot19lZSWPPvooq1evZvr06dd0jkII8Ucht+cJIcRNom7eSnFxMQkJCY6PoqIi3n77bccIB8D+/fvrBacffviBrKwsx7yhOnXH6NixI1OnTsVms7F3717Onj1LSUkJ9957Ly1btnTMIdq5cyfwf7drmUwmx+T+uXPn0qlTJ8ftfb/GYDAwefJk+vTpw9NPP+0YzenYsSMZGRlXjG5s2rQJf3//K5atTkpKwsPDg4ULF1JcXEzv3r2v6f0vp9PpiI+P57PPPsNqtTray8rK+Prrr+nQoUO9/SMiIupdg8vD0fVcJ71eX2+fa+07gIyMDGw2GxMmTHAEJqvVyq5du4Dru6WuIWlpaZw8eZKVK1dese306dOsX7+erl274ufnx5EjRzh58iTDhw8nJSWl3kfv3r3p3Lkzn3zyyXWHWiGEcDYZaRJCiJtEbGwsQ4YM4fnnnyc7O5v4+HgyMzOZO3cuoaGhhIeHO/Y1mUyMHTuWRx55hIqKCubOnUtMTAyDBw+ud8yDBw869v/yyy8BiI6OJiIiAnd3d9555x3UajVqtZpt27Y5RqZMJhMA//znP8nOzubdd99Fp9Pd0HlNmzaNAQMG8NZbb/H8889z//33s2nTJu677z4ee+wxvL292bhxI7t37+bVV191BLg6SqWS3r178/7779O/f/96qwNej8mTJ5OWlsZDDz3E6NGjqa6uZvHixVgslmte8Q6u7zr9Fm3btgXgpZdeYsSIEZSWlrJq1SqOHz8O1I7sXO9tilczcOBAdu3axaxZszh06BD9+/dHp9Nx+PBh3nvvPXx8fJg1axYA69evR6PR0K9fv6se6y9/+Qu7du1iy5YtDB8+/DfXJoQQjUVCkxBC3ET+/ve/8+6777JmzRouXbqEr68vAwcO5PHHH6+3gEFycjKdO3dm2rRpAI7RnJ8v91y36p1GoyEoKIgpU6bQs2dPoHahgNmzZzNp0iT0ej2tW7dm5cqVPPjgg6SnpxMZGcny5cvp06cPvXr1uuFzCgwMZNKkSbz22muMGDGCNm3asHr1at544w1mzZpFdXU1rVq1YtGiRfTt2/eqx7j11ltZt24dAwcOvOE6unTpwnvvvce8efN48skncXFxITk5mddee43o6OjrOta1XqffIiUlhRdeeIH33nuPrVu34ufnR0pKCgsWLGD8+PHs37/fcS1/q1mzZpGSksJHH33ECy+8QEVFBcHBwdx1112kpaXh4+NDVVUVmzdvplu3blfczlinX79+zJw5kzVr1khoEkLcVBT2y5f8EUIIcdOrWyL85w9TFUIIIcSNkTlNQgghhBBCCNEACU1CCCGEEEII0QC5PU8IIYQQQgghGiAjTUIIIYQQQgjRAAlNQgghhBBCCNEACU1CCCGEEEII0QAJTUIIIYQQQgjRAAlNQgghhBBCCNEACU1CCCGEEEII0QAJTUIIIYQQQgjRAAlNQgghhBBCCNEACU1CCCGEEEII0YD/D73xRquupRPiAAAAAElFTkSuQmC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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "\n", + "# ========================\n", + "# Агломеративная кластеризация\n", + "# ========================\n", + "agg_cluster = AgglomerativeClustering(n_clusters=3) \n", + "labels_agg = agg_cluster.fit_predict(df_scaled)\n", + "\n", + "# ========================\n", + "# Оценка качества кластеризации\n", + "# ========================\n", + "silhouette_avg_agg = silhouette_score(df_scaled, labels_agg)\n", + "print(f'Средний коэффициент силуэта (агломеративная кластеризация): {silhouette_avg_agg:.3f}')\n", + "\n", + "# ========================\n", + "# Визуализация кластеров\n", + "# ========================\n", + "pca = PCA(n_components=2)\n", + "df_pca = pca.fit_transform(df_scaled)\n", + "\n", + "plt.figure(figsize=(10, 7))\n", + "sns.scatterplot(x=df_pca[:, 0], y=df_pca[:, 1], hue=labels_agg, palette='viridis', alpha=0.7)\n", + "plt.title('Визуализация кластеров с помощью агломеративной кластеризации')\n", + "plt.xlabel('Первая компонентa PCA')\n", + "plt.ylabel('Вторая компонентa PCA')\n", + "plt.legend(title='Кластер', loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Значение коэффициента силуэта лежит в диапазоне от -1 до 1. Ближе к 1: Хорошо сформированные, плотные кластеры, четко отделенные друг от друга.\n", + "\n", + "Ближе к 0: Кластеры пересекаются или слабо разделены, не имеют четких границ. Точки расположены одинаково близко как к своему кластеру, так и к соседним. Ближе к -1 (Отрицательные значения): Некоторые точки скорее относятся к другим кластерам, чем к текущему (ближе к центрам других кластеров). Очень плохая кластеризация.\n", + "Ближе к 1: Все точки внутри каждого кластера плотно сгруппированы и значительно удалены от точек других кластеров. Свидетельствует о четкой и хорошо разделенной структуре данных. Единица говорит об идеальной кластеризации.\n", + "\n", + "Значение 0.578 указывает на то, что кластеры хорошо сформированные, плотные кластеры, четко отделенные друг от друга." ] } ], diff --git a/lab_7/lab7.ipynb b/lab_7/lab7.ipynb new file mode 100644 index 0000000..16e435f --- /dev/null +++ b/lab_7/lab7.ipynb @@ -0,0 +1,594 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной\n", + "\n", + "Цены на кофе - https://www.kaggle.com/datasets/mayankanand2701/starbucks-stock-price-dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выгрузка данных" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateOpenHighLowCloseAdj CloseVolume
01992-06-260.3281250.3476560.3203130.3359380.260703224358400
11992-06-290.3398440.3671880.3320310.3593750.27889158732800
21992-06-300.3671880.3710940.3437500.3476560.26979734777600
31992-07-010.3515630.3593750.3398440.3554690.27586018316800
41992-07-020.3593750.3593750.3476560.3554690.27586013996800
........................
80312024-05-1775.26999778.00000074.91999877.84999877.84999814436500
80322024-05-2077.68000078.32000076.70999977.54000177.54000111183800
80332024-05-2177.55999878.22000177.50000077.72000177.7200018916600
80342024-05-2277.69999781.01999777.44000280.72000180.72000122063400
80352024-05-2380.09999880.69999779.16999879.26000279.2600024651418
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8036 rows × 7 columns

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" + ], + "text/plain": [ + " Date Open High Low Close Adj Close \\\n", + "0 1992-06-26 0.328125 0.347656 0.320313 0.335938 0.260703 \n", + "1 1992-06-29 0.339844 0.367188 0.332031 0.359375 0.278891 \n", + "2 1992-06-30 0.367188 0.371094 0.343750 0.347656 0.269797 \n", + "3 1992-07-01 0.351563 0.359375 0.339844 0.355469 0.275860 \n", + "4 1992-07-02 0.359375 0.359375 0.347656 0.355469 0.275860 \n", + "... ... ... ... ... ... ... \n", + "8031 2024-05-17 75.269997 78.000000 74.919998 77.849998 77.849998 \n", + "8032 2024-05-20 77.680000 78.320000 76.709999 77.540001 77.540001 \n", + "8033 2024-05-21 77.559998 78.220001 77.500000 77.720001 77.720001 \n", + "8034 2024-05-22 77.699997 81.019997 77.440002 80.720001 80.720001 \n", + "8035 2024-05-23 80.099998 80.699997 79.169998 79.260002 79.260002 \n", + "\n", + " Volume \n", + "0 224358400 \n", + "1 58732800 \n", + "2 34777600 \n", + "3 18316800 \n", + "4 13996800 \n", + "... ... \n", + "8031 14436500 \n", + "8032 11183800 \n", + "8033 8916600 \n", + "8034 22063400 \n", + "8035 4651418 \n", + "\n", + "[8036 rows x 7 columns]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\"./static/csv/Starbucks Dataset.csv\")\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Атрибуты\n", + "\n", + "Date — Дата\n", + "\n", + "Open — Цена открытия\n", + "\n", + "High — Макс. цена\n", + "\n", + "Low — Мин. цена\n", + "\n", + "Close — Цена закрытия\n", + "\n", + "Adj Close — Скорректированная цена закрытия\n", + "\n", + "Volume — Объем торгов" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выбор входных и выходных переменных" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Входные переменные будут Open (цена открытия) и Volume (объем торгов)\n", + "\n", + "Выходная переменная - Close (цена закрытия)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Настройка параметров лингвистических переменных" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Термы: Низкий (Low) Средний (Medium) Высокий (High)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import skfuzzy as fuzz\n", + "\n", + "# Определяем диапазон значений для объема торгов\n", + "volume_range = np.arange(0, 585508801, 10000) \n", + "\n", + "# Определение функций принадлежности для термов\n", + "low = fuzz.trapmf(volume_range, [0, 0, 30000000, 30000000]) \n", + "medium = fuzz.trimf(volume_range, [25000000, 250000000, 250000000]) \n", + "high = fuzz.trapmf(volume_range, [200000000, 250000000, 585508800, 585508800]) \n", + "\n", + "# Визуализация функций принадлежности\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(volume_range, low, label='Низкий (Low)', color='blue')\n", + "plt.plot(volume_range, medium, label='Средний (Medium)', color='orange')\n", + "plt.plot(volume_range, high, label='Высокий (High)', color='green')\n", + "plt.title('Функции принадлежности для объема торгов')\n", + "plt.xlabel('Объем торгов')\n", + "plt.ylabel('Принадлежность')\n", + "plt.ylim(-0.1, 1.1)\n", + "plt.axhline(0, color='black', lw=0.5)\n", + "plt.axvline(0, color='black', lw=0.5)\n", + "plt.legend()\n", + "plt.grid()\n", + "\n", + "# Отображаем график\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Формирование базы нечетких правил" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Нечеткие правила:\n", + "Если Цена открытия Низкая И Объем Низкий, Тогда Цена закрытия Низкая.\n", + "Если Цена открытия Низкая И Объем Средний, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Низкая И Объем Высокий, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Средняя И Объем Низкий, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Средняя И Объем Средний, Тогда Цена закрытия Высокая.\n", + "Если Цена открытия Средняя И Объем Высокий, Тогда Цена закрытия Высокая.\n", + "Если Цена открытия Высокая И Объем Низкий, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Высокая И Объем Средний, Тогда Цена закрытия Высокая.\n", + "Если Цена открытия Высокая И Объем Высокий, Тогда Цена закрытия Высокая.\n" + ] + }, + { + "data": { + "image/png": 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uO11X5Pv373P48GHGjRvH69ev2bJli1631KxZs9K4cWM2b95MmzZtOHnyJPPmzYtzPyVKlNAbXAqIs9gCWLVqFc2aNcPc3JwmTZok+IWAIUaOHImHhwfffPNNguuFhIQwceJEevXqRZ48eZK934Tcvn2bWrVq6W4HBQXx5MmTOAcDmzJlCpkyZaJ///4JbrNgwYKxXusPW8x++eUX8uXLx/bt2/Va2uLqOgrakafLlCmj1/U6PtevXwfiHzwKtIM1KYpC3rx5da13CRk/fjyBgYHMmTOHnDlz8vfff/PHH3+wY8cOKleuTP/+/Rk/fjzffPMNrq6ueo+1t7eP9Xp4e3vr3Y55n2/dukW+fPl0y8PDw3Uj+sfkBrh27VqsbSZHYt/buJw/fx4LC4t4B79738OHDwkMDEzwvQGwtbVl5cqVXLp0icyZMzN+/HguX77MkCFDDM6XkPz583Po0CGqVKmCra3tR9fPnj17rNd9x44dca77ySef6K3r4OBAmzZtuHTpUqKyvX9MfOjmzZtkz5491u9VYri6urJ3715y5szJ77//zuDBg2nUqFGsLxgeP35McHCw3j7++ecfIPYXLO//fW3YsCH3799n/fr1Rukp9PjxY+bPn8/06dPJlClTnEW3mZkZs2fP5urVq/j6+rJkyRKePn1qlAE1hRDpl3QvF0JkGC4uLpw+fZqGDRsyZ84cypQpw6ZNmwgODiZPnjx07twZW1tbdu3aRevWrWM9vl27dly/fp2hQ4dibm7Ot99+m+xMMS3ijRs35ttvv2Xo0KHJ7ip5+vRpfv/9d2bMmPHRc2/nz59PcHBwskcIT4wVK1boBsIC7TRNkZGRNGzYUG89Pz8/li5dyoQJExJVnHxMzBceMYN/gXYarNOnT8da9/r161y/fj3OKeLism3bNlxdXRMs7Fq0aIG5uTkTJ07UyxCT6f0P9teuXWPBggVMnDgRV1dXzMzMdD0uKleuDGhHHs+UKVOcA1IlRp06dbCysmLBggV6eVavXs3bt29p3LgxAGXKlCFv3rzMmzcv1vmzHz6PxErOexseHs7OnTupXbv2R7uMg3bwO4DatWt/dN2RI0dy//59Nm3aRJ06dRI18KChWrVqRVRUFJMnT451X2RkpFHPUY45rzu+L/s+5OrqioeHB+vXr9fLce3aNQ4cOJDkUfILFSqk66K9cOFCXbfsD0VGRrJ8+XLd7fDwcJYvX06OHDk++l5ER0djZmaW7HEGACZOnEjOnDnjHQwyxsKFC/nzzz/ZvHkzderUoUqVKsnetxAifZOWbiFEhuLm5sbvv//OkydPOHnyJLNmzcLb25tly5bh4eGBh4dHvB/eGjduTLZs2fj5559p2LBhogZlM8T8+fMpWrQoffv25aefftK77/Tp03oDssUM8ubj48PZs2cpX7687r4DBw5Qt27dRLVOHjhwgKlTpxp1ALf4hIeH88UXX9CqVStu3brFkiVLqFq1aqyRy48ePUrRokXp1KmTUfbbpEkTtm/fzldffUXjxo3x9fVl2bJlFCtWjKCgIN16f/zxh65109bWlk2bNunue/ToEcHBwWzatIm2bdty/vx5xo4dy/79+1m2bFmCH/jz58/PlClTGDlyJH5+fnz55ZdkypQJX19ffvvtN7p3767bb69evShevHiCI5M7ODgwd+5cWrVqRbdu3RJVVL4vR44cjBw5kokTJ9KgQQOaNWumez8+//xzXYudmZkZS5cupWnTpnh4eNCpUydcXV25efOmrvXdUEl9b69cucLEiRN5+PAhjRs31ntvYgbD27Fjh+7LsvHjx7Nq1Sq+/fZbihQpkuC2Dx06xNy5c9m4cWOSe3v8+eefODo66m7HdOu+evUqV69epUSJEtSoUQNPT0+mT5+Ot7c39erVw9LSktu3b/Pzzz8zf/78WDMBJNb9+/fZv3+/rnv51KlTyZMnD6VLl050F/NZs2bRsGFDKlWqRJcuXXRThmXOnJkJEyYkKdf7XFxcmDVrFl27dqVt27Z6hXyuXLmYOXMmfn5+FCpUiG3btuHt7c2KFStinR7j7e2Ng4MDkZGRXLhwgQ0bNtC8efNEf8GQkAMHDrB582a9mQ4+9PfffzNs2DAmTJgQa7pEIYSIlyKEEBlYhw4dFHt7+0Sv36tXLwVQtmzZEuu+I0eOKIDy888/x7rP3t5e6dChg+722rVrFUDx9fXVW2/9+vUKoOzcuVNvvYQuNWrU0D0eUDQajXLhwgW97daoUUNvvZisrq6uSnBwsN66gDJ+/PgEX4ekPNejR48q3bt3V7JkyaI4ODgobdq0UV6+fKn32Dx58iiA8ttvv+kt79Chg5InTx7dbV9fXwVQZs2aFWv/xYsX13uu0dHRyrRp05Q8efIo1tbWSunSpZXdu3fH2maNGjU++lrH/NucOXOm8vnnnyubN2+Otf/43ttff/1VqVq1qmJvb6/Y29srRYoUUXr37q3cunVLURTte6/RaJSTJ0/qPW78+PFKXP+u69atqxQpUkQJCwvT5S9evHis9WbNmhVnnkWLFilFihRRLC0tlZw5cyo9e/ZUXr9+HevxJ06cUOrWratkypRJsbe3V0qWLKksXLgw1nqKkvCxk9j3Ni4xr8HHLkeOHFFOnjypFChQQJkwYYLutYkRc9ysXbtWURRFefHihZIrVy6ldevWeusldHwbmuv93wVFUZQVK1YoZcuWVWxtbZVMmTIpJUqUUIYNG6Y8fvxY77Vq3LhxrP317t071rHw/r40Go3i4uKitGjRQrlx44aiKPEfj3E5dOiQUqVKFcXW1lZxdHRUmjZtqly/fj3e9fPkyRPr+cX48G9OjNq1ayuffvqpEhgYqFuvePHiyvnz55VKlSopNjY2Sp48eZRFixbpPS7mPYm5WFhYKHny5FH69eunO24TOpbi+z1SlP9eIw8PDyU6Olq3/MPjJTQ0VClZsqRStWpVJTIyMtZ6cf09EkIIRVEUjaIksY+YEEJkQAMHDmT16tX4+/sbdT7tpJowYQJeXl54eXmpHSVe69ato1OnTpw7d45y5cqpHSdeNWvWpGbNmvG26vn5+ZE3b94kd60WSZeY49zd3Z1169ZRs2bNVMv1MR07dgS0vwMibjVr1uTFixdcu3ZN7ShCCJFi5JxuIYRIpNDQUDZt2kTLli3TRMEthBBCCCHSPjmnWwghPuLZs2ccOnSIX375hZcvXyZp1OWUUqBAAUJCQtSOkS7UrVs3wQHRYkaEFqmvZMmSH5367quvvopzXmU1lShRQu0IQggh0gDpXi6EEB/h5eVFrVq1cHZ2ZuzYsfTp00ftSCbFVLqXCyFSn3QvF0JkBFJ0CyGEEEIIIYQQKUTO6RZCCCGEEEIIIVJIhjunOzo6msePH5MpU6YE51UVQgghhBBCCCHioygKgYGB5MqVCzOz+NuzM1zR/fjxY9zc3NSOIYQQQgghhBAiHXjw4AGffPJJvPdnuKI7U6ZMgPaFcXR0VDlN/CIiIjhw4AD16tX76IitImOQY0K8T44H8SE5JsT75HgQH5JjQrxPjgfjCAgIwM3NTVdjxifDFd0xXcodHR3TfNFtZ2eHo6Oj/CIIQI4JoU+OB/EhOSbE++R4EB+SY0K8T44H4/rYacsykJoQQgghhBBCCJFCpOgWQgghhBBCCCFSiBTdQgghhBBCCCFECpGiWwghhBBCCCGESCFSdAshhBBCCCGEEClEim4hhBBCCCGEECKFSNEthBBCCCGEEEKkECm6hRBCCCGEEEKIFKJq0X3s2DGaNm1Krly50Gg07Nix46OP8fLyokyZMlhbW1OgQAHWrVuX4jmFEEIIIYQQQoikULXoDg4OplSpUixevDhR6/v6+tK4cWNq1aqFt7c3AwYMoGvXrvzxxx8pnFQIIYQQQgghhDCchZo7b9iwIQ0bNkz0+suWLSNv3rzMmTMHgKJFi3LixAnmzp1L/fr1UypmqlMUWLzYjL//zouvrxnm5monSnlZskDZslC4MJjJSQ9CCCGEMLZz5+DMGbVTqMYsKoq8f/+Nma8vGeLDpUiQyRwPzZpBnjxqp0g2VYtuQ50+fZo6deroLatfvz4DBgyI9zFhYWGEhYXpbgcEBAAQERFBREREiuRMLkWBgQMtgZJqR0l1mTIplC6tUK6cQpky2p9584JGo3Yy9cUcr2n1uBWpS44H8SE5JsT75Hj4QGgoFrVrowkKUjuJaszJiJ8sRXxM5XiIzJsXJVcutWPEK7F/Y02q6Pb39ydnzpx6y3LmzElAQADv3r3D1tY21mOmT5/OxIkTYy0/cOAAdnZ2KZY1ORQFqlQpp3aMVPXqlQ137mQmMNCCY8c0HDv2332ZMoVTqNArOna8jptboHoh04iDBw+qHUGkIXI8iA/JMSHeJ8eDlqOfH7WCgoi0suLp55+rHUcIkUj/3L5NQFSU2jHiFRISkqj1TKroToqRI0cyaNAg3e2AgADc3NyoV68ejo6OKiZLWL16ERw8eJC6detiaWmpdpxUERmpcONGBBcvajh/XsOFCxquXNEQGGjFhQsuvHmTk3PnInFwUDupOiIiMt4xIeInx4P4kBwT4n1yPOjTbNsGgFnZsjgfOaJyGnXIMSHeZyrHg7PaAT4iphf1x5hU0e3i4sLTp0/1lj19+hRHR8c4W7kBrK2tsba2jrXc0tIyTR9gMUwlpzFYWkKZMtpL167aZWFhcOUKtGwJd+5oGDHCkuXL1c2ptox0TIiPk+NBfEiOCfE+OR7+9c8/AJgVL45ZBn895JgQ75PjIXkS+9qZ1JBVlSpV4vDhw3rLDh48SKVKlVRKJFKatTV8/jmsX6+9vWIF7N6tbiYhhBBCmJgbN7Q/ixZVN4cQIkNStegOCgrC29sbb29vQDslmLe3N/fv3we0XcPbt2+vW79Hjx7cvXuXYcOGcfPmTZYsWcJPP/3EwIED1YgvUlGtWhBzlkCXLvD8ubp5hBBCCGFCrl/X/ixWTN0cQogMSdXu5efPn6dWrVq62zHnXnfo0IF169bx5MkTXQEOkDdvXvbs2cPAgQOZP38+n3zyCatWrUpX04WJ+E2dCgcOwLVr0K0b/PabjGouhBDGsN57PcMPDQfA2sIaGwsbrM2t9a7bWNjQsmhLOpXupHJaIQwUEQG3b2uvS9EthFCBqkV3zZo1URQl3vvXrVsX52MuXbqUgqlEWmVjA5s2abub//47rF0LnTurnUoIIUyb3xs/eu3tRUjEx0dg3eezDw8XD0q7lk6FZEIYyZ072sLb3h7c3NROI4TIgExqIDUhSpWCKVNg+HDo3x9q1oR8+dROJYQQpklRFLrv6k5IRAjVPq3GwoYLCYsKIywyjLCoMEIjQ3XXN13ZxD6ffXTf3Z0zXc5gbmaudnwhEuf987mli5wQQgVSdAuTM3iwdjC148ehfXs4ehTM5bOfEEIYbJ33Og7ePYiNhQ2rmq2iULZC8a5bO29tiiwqwvnH51l8bjH9KvRLxaRCJEPM+dwyiJoQQiUmNXq5EKAtsDdsgEyZ4ORJ+P57tRMJIYTpeRL4hEEHtGOpTKw5McGCG8DFwYWZdWYCMPrP0Tx4+yDFMwphFDEt3XI+txBCJVJ0C5Pk7g4LFmivjxsHcpq/EEIYps++PrwJfUNZ17IMqjQoUY/pVrYbld0qExQeRL/90tItTIS0dAshVCZFtzBZHTpAixYQGQlt28K7d2onEkII0/DL9V/YfmM7FmYWrG62GguzxJ1tZqYxY3mT5ViYWbDj5g523NyRskGFSK7oaLh5U3tdWrqFECqRoluYLI0Gli+HnDm1X2KPHKl2IiGESPtevXtF7729ARhRZQSlXEoZ9PjPnD9jaOWhAPTd15fAsECjZxTCaO7d034rb20NefOqnUYIkUFJ0S1MWvbssGaN9vr8+XDokLp5hBAirRv0xyCeBT+jaPaijKk+JknbGFt9LPmy5ONhwEPGHhlr5IRCGFFM1/JChcBCxg8WQqhDim5h8ho1gh49tNc7doTXr1WNI4QQadZ+n/2sv7weDRpWN1uNtYV1krZja2nL0sZLAVh4diHnH583ZkwhjEcGURNCpAFSdIt0YfZsKFgQHj2C3r3VTiOEEGlPYFggnrs9AehXoR+V3Cola3v18tfjuxLfEa1E031XdyKjI40RUwjjkkHUhBBpgBTdIl2wt4eNG7XTif34o/YihBDiP6MOj+L+2/u4O7kztfZUo2xzbv25ZLHJwiX/Syz8a6FRtimEUUlLtxAiDZCiW6QbFSrAmH9PT+zVCx4+VDePEEKkFSfun2DRuUUArGy6Ensre6Ns19neme/rfg/A2CNjuf/2vlG2K4RRKIq0dAsh0gQpukW6Mno0fP45vHmjPb87OlrtREIIoa7QyFC67uwKQGePztTJV8eo2+9cujPVPq1GcEQwvff2RlEUo25fiCR7/BgCArTd4AoWVDuNECIDk6JbpCuWlrBpE9jawuHDsFB6OwohMrhJRydx6+UtXBxcmF1vttG3b6YxY1mTZViaWbL7n91sv7Hd6PsQIkliupYXKKCdMkwIIVQiRbdIdwoVgjlztNeHD/+vZ5kQQmQ0F59c5PuT2u7fSxsvJYttlhTZT7EcxRheZTignbv7bejbFNmPEAaRruVCiDRCim6RLvXoAQ0aQFgYtG0L4eFqJxJCiNQVERVBl51diFKi+LrY13xZ5MsU3d/o6qMpmLUgT4KeMObPpM3/LYRRySBqQog0QopukS5pNLBmDWTLBpcuwcSJaicSQojUNfvUbLz9vclqm5WFDVP+XBsbCxvd3N2Lzy3mr4d/pfg+hUiQtHQLIdIIKbpFuuXqCitWaK/PmAEnT6qbRwghUsvNFzeZeFT7beO8+vPI6ZAzVfb7Rb4vaF+qPQoK3Xd3JyIqIlX2K0ScpKVbCJFGSNEt0rUWLaBDB+0o5u3aQWCg2omEECJlRSvRdN3ZlbCoMBoUaEDbkm1Tdf+z684mq21Wrjy9wrwz81J130LoPH+uvQAULqxuFiFEhidFt0j35s+HPHnA1xcGDlQ7jRBCpKxlF5Zx8sFJHKwcWN5kORqNJlX3n8M+B7PrakdJH+81Hr83fqm6fyGA/1q53d3B3jjz0gshRFJJ0S3SvcyZYcMG7Xneq1fD77+rnUgIIVLGs/BnjD4yGoCZdWbyaeZPVcnR0aMjNfLU4F3kO3rt6SVzd4vUJ13LhRBpiBTdIkOoXh2GDtVe79YNnj5VN48QQhiboigsebCE4Ihgqn1ajR7leqiWRaPRsLzJcqzMrdjns4+fr/+sWhaRQckgakKINESKbpFhTJoEJUtqT/Hq2hWk4UUIkZ5svLoR70BvrM2tWdVsFWYadf/FF85emFFVRwHQf39/3oS+UTWPyGCkpVsIkYZI0S0yDGtr2LQJrKxg925YtUrtREIIYRz+Qf4MPaTtzjOu+jgKZSukciKtEVVHUChbIfyD/Bl5aKTacURGIi3dQog0RIpukaGUKAHTpmmvDxwIPj7q5hFCCGPou68vr0Nfk882HwMrpJ0RI60trFneZDmgHeDt9IPTKicSGUJAADx6pL0uRbcQIg2QoltkOAMHQs2aEBwM7dtDZKTaiYQQIum239jOL9d/wcLMgr6f9sXCzELtSHpqutekk0cnAJm7W6SOmK7lrq7g5KRqFCGEACm6RQZkZgbr14OjI5w+DTNnqp1ICCGS5vW71/Ta0wuAIRWHkNc2r8qJ4jar7iyy22Xn2rNrzD41W+04Ir2L6Vou53MLIdIIKbpFhvTpp7B4sfb6hAlw4YKqcYQQIkkGHxjM0+CnFMlehNFVR6sdJ17Z7LIxp94cACYdm8SdV3dUTiTSNRlETQiRxkjRLTKsNm3g66+13cvbtoWQELUTCSFE4h24c4C13mvRoGF1s9VYW1irHSlB7Uq2o3be2oRGhtJrr8zdLVKQDKImhEhjpOgWGZZGA0uXak/5unkTRoxQO5EQQiROUHgQ3Xd1B6Bv+b5UdquscqKP02g0LGu8DGtzaw7cOcDWa1vVjiTSK2npFkKkMVJ0iwwtWzZYu1Z7feFCOHBA3TxCCJEYow+P5t7be7g7uTP1i6lqx0m0gtkKMqb6GAAG/DGAV+9eqZxIpDvv3oGvr/a6tHQLIdIIKbpFhle/PvTpo73eqRO8ks+AQog07OT9kyw8uxCAFU1W4GDloHIiwwytPJSi2YvyLPgZIw5JFyNhZLdugaJov1XPkUPtNEIIAUjRLQSgHcG8cGF4/Bh69tT+vxZCiLQmNDKUrru6oqDQyaMTdfPXVTuSwd6fu3vlxZUcv3dc5UQiXXl/5HKNRt0sQgjxLym6hQDs7GDTJrCwgJ9+gi1b1E4khBCxTT46mZsvbuLi4KIbDdwUVctTja6luwLguduT8KhwlROJdCPmfG7pWi6ESEOk6BbiX+XKwbhx2uu9e8P9++rmEUKI93n7ezPz5EwAljRaQhbbLConSp6ZdWfibO/MjRc3mHVyltpxRHohc3QLIdIgKbqFeM/IkVCxIrx9Cx07QnS02omEEAIioyPp/HtnopQo/lfsf3xV9Cu1IyVbVtuszK0/F4DJxyZz++VtlROJdEGmCxNCpEFSdAvxHgsL2LhR2938yBGYP1/tREIIAbNPzeaS/yWy2GRhYcOFascxmtaftaZe/nqERYXRc09PmbtbJE94OPj4aK9LS7cQIg2RoluIDxQoAHO1jS+MHAnXrqmbRwiRsd16cYsJXhMAmNdgHi4OLuoGMiKNRsOSRkuwsbDhsO9hNl/drHYkYcp8fCAyEjJlgty51U4jhBA6UnQLEYdu3aBxYwgLg7ZttT+FECK1RSvRdN3VlbCoMOrnr0+7ku3UjmR0+bPmZ1x17YAaA/8YyMuQlyonEibr/UHUZORyIUQaIkW3EHHQaGDVKsieHS5fhvHj1U4khMiIlp5byon7J7C3tGd5k+Vo0mkhMbjyYIrnKM6LkBcMOzhM7TjCVMkgakKINEqKbiHi4eICK1Zor3//PRyXqWSFEKno3pt7jDg8AoCZdWaSxymPyolSjpW5FSuaav/grvFew1G/oyonEiZJpgsTQqRRUnQLkYCvvoJOnUBRoH17CAhQO5EQIiNQFIUee3oQFB5EFbcq9Py8p9qRUlxlt8p4lvUEtHN3h0XKeT3CQNLSLYRIo6ToFuIj5s+HvHnBzw8GDFA7jRAiI9h4ZSP7ffZjbW7N6marMdNkjH/XM+rMIKd9Tm69vKWbk1yIRImKgps3tdelpVsIkcZYGPqAK1euJHh/yZIlkxxGiLQoUybYsAGqV4e1a6FJE2jRQu1UQoj06mnQUwbsHwDAhJoTKJy9sLqBUpGTjRPzG8zn21+/ZerxqXxT/JsM9fxFMvj5aUc9tbEBd3e10wghhB6Di24PDw/dQC4x82lqNBoURUGj0RAVFWXchEKkAVWrwvDhMGMGdO8OlStrz/kWQghj67uvL69DX1PapTSDKw1WO06qa1W8Fesur2O/z3567OnBn+3/TLcDyAkjiulaXrgwmJurm0UIIT5gcH+1qlWrYm9vz+TJk7l79y6+vr56P4VIryZOhFKl4OVL6NJFe563EEIY0283fuPn6z9jrjFndbPVWJpbqh0p1cXM3W1rYYuXnxcbLm9QO5IwBbduaX9K13IhRBpkcNF97Ngx1q1bx7p162jVqhUPHz4kT548uosQ6ZWVFWzeDNbWsHfvfyObCyGEMbx+95pee3sBMLzKcEq7llY5kXryZsnLhJoTABh8YDAvQl6oG0ikfffuaX/mzatuDiGEiEOSRmZp0aIF169f57vvvqN58+a0aNECHx+fJAVYvHgx7u7u2NjYUKFCBc6ePZvg+vPmzaNw4cLY2tri5ubGwIEDCQ0NTdK+hTBU8eLaLuYAgwbBP/+om0cIkX4MPjAY/yB/CmcrzNgaY9WOo7qBFQdSMmdJXr57yZADQ9SOI9K6+/e1Pz/9VN0cQggRhyQPh2phYcGAAQPw8fEhb968lClThgEGDu28bds2Bg0axPjx47l48SKlSpWifv36PHv2LM71t2zZwogRIxg/fjw3btxg9erVbNu2jVGjRiX1aQhhsH79oHZtCAmBdu0gMlLtREIIU3fwzkHWeq9Fg4bVzVZjY2GjdiTVWZpbsrzJcjRoWH95PUd8j6gdSaRlDx5of0rRLYRIgwwuurNkyULWrFl1l3z58rF27VrCwsJYuHChQdv64Ycf6NatG506daJYsWIsW7YMOzs71qxZE+f6p06dokqVKnz33Xe4u7tTr149Wrdu/dHWcSGMycwM1q2DzJnh7FmYNk3tREIIUxYUHkT33d0B6FO+D1U+raJyorSj4icV6VlOO0e5525PQiOlZ5uIR0xLt5ubujmEECIOBo9ePnfuXKOMIhoeHs6FCxcYOXKkbpmZmRl16tTh9OnTcT6mcuXKbNq0ibNnz1K+fHnu3r3L3r17adeuXbz7CQsLIywsTHc7ICAAgIiICCIiIpL9PFJKTLa0nDEjc3GBBQs0dOhgwaRJCnXrRlGuXMqOrCbHhHifHA/px8iDI/F748enjp8ysfrEJL+n6fWYmFh9Ir/d/I3br24z5egUxlcfr3Ykk5Bej4c4hYRg+fIlABGurpARnnMSZKhjQnyUHA/GkdjXT6Mo6ozB/PjxY3Lnzs2pU6eoVKmSbvmwYcM4evQof/31V5yPW7BgAUOGDEFRFCIjI+nRowdLly6Ndz8TJkxg4sSJsZZv2bIFOzu75D8RkWEpCsyZU5YTJz4hV64gfvjBCxsbmTJPCJF4N4NvMvL2SBQUxucbT2nHjDt4WkJOvTnF937fY6GxYF7heXxi84nakUQa4vDoEV/07k2EnR17t2xRO44QIgMJCQnhu+++4+3btzg6Osa7nsEt3ebm5jx58gRnZ+dkBUwKLy8vpk2bxpIlS6hQoQI+Pj7079+fyZMnM3Zs3IPOjBw5kkGDBuluBwQE4ObmRr169RJ8YdQWERHBwYMHqVu3LpaWGW/KGFNRqRKULavw6JEDXl4NWbAgOsX2JceEeJ8cD6YvNDKU4auHo6DQrkQ7RjcdnaztpedjoqHSkGs/X2Ovz162BW/j4FcHMdMkeViaDCE9Hw8f0hw6BICFuzuNGjVSOU3alZGOCfFxcjwYR0wv6o8xuOg2VsN49uzZMTc35+nTp3rLnz59iouLS5yPGTt2LO3ataNr164AlChRguDgYLp3787o0aMxM4v9D9ja2hpra+tYyy0tLU3iADOVnBlVzpywdi3UqwfLlpnTrJk5DRum7D7lmBDvk+PBdE06PolbL2+R0z4n8xrOM9r7mF6PicWNF1N8SXGOPzjOpmub6FKmi9qRTEJ6PR70PH4MgCZPnvT/XI0gQxwTItHkeEiexL52Sfqa2BjndFtZWVG2bFkOHz6sWxYdHc3hw4f1upu/LyQkJFZhbW5uDhjvywAhDFW3rnZEc4DOneGFTCcrhPiIy/6XmXFSO//g4kaLyWqbVeVEaZ+7kzuTak4CYOjBoTwLjnumE5EByXRhQog0LklFt4uLC+bm5nFeDDFo0CBWrlzJ+vXruXHjBj179iQ4OJhOnToB0L59e72B1po2bcrSpUvZunUrvr6+HDx4kLFjx9K0aVOD9y2EMc2YAUWKgL8/eHpqz/cWQoi4REZH0nlnZyKjI2lZtCUti7VUO5LJ6F+xPx4uHrwOfc3gA4PVjiPSipjpwmTkciFEGmVw93KAX375haxZk/+t/DfffMPz588ZN24c/v7+eHh4sH//fnLmzAnA/fv39Vq2x4wZg0ajYcyYMTx69IgcOXLQtGlTpk6dmuwsQiSHrS1s3gwVKsD27bBxI7Rvr3YqIURa9MPpH7j45CJONk4sarRI7TgmxcLMghVNVlBhVQU2XdlEh1IdqJOvjtqxhNqkpVsIkcYZXHRrNBqqVKlitIHU+vTpQ58+feK8z8vLS++2hYUF48ePZ/x4mS5EpD1lysDEiTB6NPTpA9Wrg7u72qmEEGnJPy//YbyX9n/Y3PpzcXGIewwTEb/Pc39On/J9WHh2IT129+Bqz6vYWtqqHUuoSYpuIUQaZ3D3cjl3Woj4DRsGlStDYCB06ABRMoOYEOJf0Uo0XXd2JTQylHr569GhVAe1I5msKbWnkDtTbu68vsPU49LbLUNTlP+6l0vRLYRIowwuuo8cOWKUruVCpEcWFrBhA9jbw7Fj8MMPaicSQqQVy88v5/j949hb2rO8yXKjDEqaUTlaO7Kw4UIAZp6cyd/P/lY5kVDNixcQGgoaDeTOrXYaIYSIk8FFd3BwsN6I4zH++OMP9u3bZ5RQQpiy/Plh3jzt9dGj4fJlVeMIIdKA+2/vM+zQMACmfzEddyd3dQOlA18W+ZJmhZsRGR2J525PopVotSMJNcR0LXdxASsrdbMIIUQ8DC66R4wYQVQcfWYVRWHEiBFGCSWEqevSBZo1g4gIaNdO+yW8ECJjUhSFHrt7EBQeRGW3yvQu31vtSOmCRqNhUcNF2Fvac/LBSVZfXK12JKEGOZ9bCGECDC66b9++TbFixWItL1KkCD4+PkYJJYSp02hg5UrIkQOuXoWxY9VOJIRQy+arm9nnsw8rcytWN1uNmSZJs3WKOLhldmNK7SkADDs0DP8gf5UTiVQn04UJIUyAwf/5M2fOzN27d2Mt9/Hxwd7e3iihhEgPnJ1h1Srt9Tlz4IPB+IUQGcCz4Gf0398fgPE1xlMkexGVE6U/fcr3oYxrGd6EvmHQH4PUjiNSm7R0CyFMgMFFd/PmzRkwYAB37tzRLfPx8WHw4ME0a9bMqOGEMHXNmkHXrtrBVTt0gLdv1U4khEhNfff15dW7V5TKWYqhlYeqHSddipm720xjxo/XfmS/z361I4nUJEW3EMIEGFx0f//999jb21OkSBHy5s1L3rx5KVq0KNmyZWP27NkpkVEIkzZ3LuTLp/1c0Lev2mmEEKllx80d/PT3T5hrzFndbDWW5pZqR0q3yuYqS7/y/QDotacXIREhKicSqUa6lwshTECSupefOnWKPXv20KtXLwYPHszhw4f5888/cXJySoGIQpg2BwfYuBHMzLQ/f/5Z7URCiJT2JvQNvfb0AmBo5aGUzVVW5UTp3+Tak3FzdMP3jS+Tj05WO45ILdLSLYQwAUkazUWj0VCvXj2GDh1Knz59qF69urFzCZGuVK4MI0dqr/foAY8fq5tHCJGyhhwYwpOgJxTKVohxNcapHSdDcLByYFGjRQDMPj2bq0+vqpxIpLjwcHjyRHtdim4hRBqWpKL76NGjNG3alAIFClCgQAGaNWvG8ePHjZ1NiHRl/HgoWxZevYLOnbXneQsh0p/Ddw+z+pJ2+qpVTVdha2mrcqKMo1nhZrQo2oLI6Ei67+4uc3end48eaf+ZWltrpwsRQog0yuCie9OmTdSpUwc7Ozv69etHv379sLW15YsvvmDLli0pkVGIdMHSUtu93MYG/vgDlixRO5EQwtiCw4PptqsbAL0/7021PNVUTpTxLGiwgExWmTjz8AzLzy9XO45ISe+fz63RqJtFCCESYHDRPXXqVL7//nu2bdumK7q3bdvGjBkzmDxZzqESIiFFi8L332uvDx0KN2+qm0cIYVxj/hyD7xtfPs38KdO/mK52nAwpt2NuptaeCsCIwyN4EvhE5UQixcj53EIIE2Fw0X337l2aNm0aa3mzZs3w9fU1Sigh0rPevaFuXXj3Dtq1g4gItRMJIYzhzMMzzP9rPgDLmywnk3UmlRNlXL0+78XnuT4nICxAN0+6SIek6BZCmAiDi243NzcOHz4ca/mhQ4dwk+kahPgoMzNYuxayZIHz52HKFLUTCSGSKywyjC47u6Cg0L5UexoUaKB2pAzN3MycFU1XYK4x5+frP7Pnnz1qRxIpQaYLE0KYCIOL7sGDB9OvXz969uzJxo0b2bhxIz169GDAgAEMGTIkJTIKke7kzg1Ll2qvT50KZ86om0cIkTxTj0/l+vPrONs780O9H9SOIwAPFw8GVhwIQO+9vQkOD1Y5kTA6aekWQpgIg4vunj17snXrVq5evcqAAQMYMGAA165dY9u2bXh6eqZERiHSpW++gTZtICpK2808KEjtREKIpLjy9ArTT2jP317caDHZ7LKpnEjEmFBzAp9m/pR7b+8xwWuC2nGEsUnRLYQwEUmaMuyrr77ixIkTvHz5kpcvX3LixAmaN29u7GxCpHuLFsEnn4CPDwwerHYaIYShIqMj6bKzC5HRkXxV5CtaFm2pdiTxHnsre5Y00k4VMffMXLz9vdUNJIxLupcLIUxEkopuIYRxODnB+vXa6ytWwB457VAIkzL39FzOPz6Pk40TixstRiPTFqU5jQs15utiXxOlRNF9V3eioqPUjiSM4e1b7QWk6BZCpHkGF91ZsmQha9as8V6EEIapXRsGak87pEsXeP5c3TxCiMS5/fI247zGAfBDvR9wzeSqciIRn3kN5uFo7ci5x+dYen6p2nGEMcS0cmfNCg4O6mYRQoiPsDD0AfPmzQNAURR69uzJpEmTcHZ2NnYuITKUadPgwAH4+2/o3h22bwdpMBMi7YpWoum2qxuhkaHUyVeHjh4d1Y4kEpArUy5mfDGDXnt7MerwKL4q8hW5HXOrHUskh5zPLYQwIQYX3R06dNBd79u3Ly1btiRfvnxGDSVERmNjA5s2QfnysGMHrFsHnTqpnUoIEZ8VF1Zw9N5R7CztWNFkhXQrNwGe5TzZcGUDZx6eod/+fvza6le1I4nkkPO5hRAmRM7pFiKN8PCAyZO11/v1A19fVeMIIeLx4O0Dhh0cBsD0L6aTN0telROJxDDTmLGiyQoszCzYfmM7O2/tVDuSSA5p6RZCmJBkF93y7b4QxjNkCFStqp0+rH177XRiQoi0Q1EUeuzpQWB4IJU+qUTvz3urHUkYoETOEgyupJ0qos/ePgSFy1yNJkuKbiGECTG4e3mLFi1010NDQ+nRowf29va6Zdu3bzdOMiEyIHNz2LABSpaEEydg9mwYPlztVEKIGFuubmHv7b1YmVuxutlqzM3M1Y4kDDSuxjh++vsnfN/4Mu7IOH6o/4PakURSSPdyIYQJMbilO3PmzLpL27ZtyZUrl94yIUTy5M0LCxZor48dC97eqsYRQvzrWfAz+u/vD8C46uMomqOoyolEUthZ2rGksXbu7vl/zefik4sqJxJJIi3dQggTYnBL99q1a1MihxDiPR07ws6d2kHV2raF8+e1reBCCPX029ePl+9eUipnKYZVGaZ2HJEMDQo04NvPvmXrta1039WdM13PYGFm8EcioZaoKHj4UHtdim4hhAkwuKU7KoGTTA8ePJisMEIILY0GVqyAnDm104iNGqV2IiEytt9v/s62v7dhrjFnTfM1WJpbqh1JJNPc+nNxsnHiwpMLLD67WO04whBPn0JEBJiZgaur2mmEEOKjDC66GzZsSHBwsN6yly9f0rZtW1q1amW0YEJkdDlywOrV2utz58Kff8qghUKo4U3oG3rt7QXAkMpDKONaRuVEwhhcHFyYWWcmAGOOjOHB2wcqJxKJFnM+d+7cYCE9FIQQaZ/BRbeDgwNVq1bF398fgPXr11O4cGFCQkL4+++/jR5QiIyscWPw9NRe79rVnKAg+XAhRGobemAojwMfUzBrQcbXGK92HGFEXct0pbJbZYLCg+i7r6/acURiyfncQggTY3DR/euvv1K1alUqVqxI7dq1GTNmDCtXrmT79u3kypUrJTIKkaHNng0FCsDDhxpWrCipdhwhMpTDdw+z6tIqAFY3W42tpa3KiYQxmWnMWN5kORZmFvx+63d23NyhdiSRGFJ0CyFMjMFFt0ajYeHChfTq1YujR4+ydOlSvvrqq5TIJoQAHBxg40YwN1c4dsyNn36SbuZCpIbg8GC67+4OQK9yvaiWp5rKiURK+Mz5M4ZWHgpo5+4ODAtUOZH4KJkuTAhhYgwuuhcsWMCCBQuwsbGhWrVqfP3110yaNEm3XAhhfBUrwogR0QD06WPOo0cqBxIiAxh7ZCx3X9/FzdGN6XWmqx1HpKCx1ceSL0s+HgU+YsyfY9SOIz5GWrqFECbG4BNE586dq7seEhJCWFgYixcvxs7ODo1GQ79+/YwaUAihNWpUNNu2BeDjk4VOnWD/fu3ArUII4zvz8AzzzswDYHmT5ThaO6obSKQoW0tbljZeSv1N9Vl4diFtS7bl89yfqx1LxEeKbiGEiTH4I7uvry++vr4cO3aMHDly8O233/LgwQN8fX25e/duSmQUQgCWljBw4EVsbRUOHoTFMsONECkiLDKMLju7oKDQrmQ7GhZsqHYkkQrq5a/HdyW+Q0HBc7cnkdGRakcS8YkpuqV7uRDCRCSpnezKlStUrFiRmzdvUqBAATQaOcdUiNSQO3cQM2Zou5kPGwY3bqgcSIh0aNrxaVx/fh1ne2fm1p/78QeIdGNu/blkscnCJf9LLPhLTplLk969g+fPtdelpVsIYSIMLroPHTpEjRo1GD58OGfPnmXPnj2ULFmS48ePp0Q+IcQHevSIpn59CA2Ftm0hPFztREKkH1eeXmHaiWkALGq4iGx22VROJFKTs70z39f9HtCe03/vzT2VE4lYHj7U/rS3hyxZ1M0ihBCJZHDR3bJlS1avXk2/fv0oU6YM586do0uXLjRq1Iju3bunREYhxHs0GlizBrJmhYsXYdIktRMJkT5ERkfSZWcXIqMj+bLIl/yv2P/UjiRU0Ll0Z6p9Wo2QiBD67OuDoihqRxLve79rufS0FEKYCIOL7n379tGiRYv/NmBmxpAhQ7h69SoPY759FEKkqFy5YPly7fXp0+HUKXXzCJEezDszj/OPz5PZOjOLGy2WU6cyKDONGcuaLMPSzJLd/+xm+43takcS74uZLky6lgshTIjBRXflypXjXO7u7s7evXuTHUgIkTj/+x+0awfR0dqfQUFqJxLCdPm88mHskbEAzKk3h1yZcqmcSKipWI5iDK8yHIC++/ryNvStyomEjoxcLoQwQUkaSO348eO0bduWSpUq8ejfCYM3btzIiRMnjBpOCJGwhQu1nzvu3oVBg9ROI4Rpilai6bqzK6GRoXyR9ws6l+6sdiSRBoyqNooCWQvwJOgJo/8crXYcEUOKbiGECTK46P7111+pX78+tra2XLp0ibCwMADevn3LtGnTjB5QCBG/zJlh/XrtaW0rV8LOnWonEsL0rLq4iqP3jmJnaceKpiukW7kAtHN3L2u8DIAl55bw18O/VE4kgP+6l8t0YUIIE2Jw0T1lyhSWLVvGypUrsbS01C2vUqUKFy9eNGo4IcTH1awJgwdrr3ftCs+eqRpHCJPyMOAhQw4MAWBq7anky5JP5UQiLfki3xe0K9kOBYXuu7sTERWhdiQhLd1CCBNkcNF969YtqlevHmt55syZefPmjTEyCSEMNGUKlCihnbq0a1eQwXaF+DhFUeixuweB4YFU/KQifcv3VTuSSIPm1JtDVtusXHl6hXln5qkdJ2NTFCm6hRAmycLQB7i4uODj44O7u7ve8hMnTpAvn7QQCKEGa2vYtAk+/xx27dJOKdali9qphEjbtl7byp7be7Ayt2J1s9WYm5mrHUmkQTnsczC77mw67+zMeK/xfF38a9yd3NWOlTG9egUhIdrrn3yibhYRp6ioKCIipEeIKYiIiMDCwoLQ0FCioqLUjpNmWVpaYm6e/M8HBhfd3bp1o3///qxZswaNRsPjx485ffo0Q4YMYezYsckOJIRImpIltS3ew4ZB//7abuf586udSoi06Xnwc/rt7wfAmGpjKJajmMqJRFrW0aMj6y+v5+i9o/Te25vdrXfLuf9qiDmf29kZbGzUzSL0KIqCv7+/9Ho1IYqi4OLiwoMHD+Tv2Uc4OTnh4uKSrNfJ4KJ7xIgRREdH88UXXxASEkL16tWxtrZmyJAh9O1reNe8xYsXM2vWLPz9/SlVqhQLFy6kfPny8a7/5s0bRo8ezfbt23n16hV58uRh3rx5NGrUyOB9C5HeDBoEe/bA0aPQvj0cOwZG+HJOiHSn//7+vAh5QQnnEgyvOlztOCKN02g0LGuyjFLLSrH39l5+vv4zrYq3UjtWxiNdy9OsmILb2dkZOzs7KeJMQHR0NEFBQTg4OGBmlqQJrdI9RVEICQnh2b8DJrm6uiZ5WwYX3RqNhtGjRzN06FB8fHwICgqiWLFiODg4GLzzbdu2MWjQIJYtW0aFChWYN28e9evX59atWzg7O8daPzw8nLp16+Ls7Mwvv/xC7ty5uXfvHk5OTgbvW4j0yNxcO5p5iRJw6hTMnAmjRqmdSoi0ZdetXfx47UfMNGasab4GK3MrtSMJE1AkexFGVh3JxKMT6b+/P/Xy18PJxkntWBlLTNEtI5enKVFRUbqCO1u2bGrHEYkUHR1NeHg4NjY2UnQnwNbWFoBnz57h7Oyc5K7mSX6FraysKFasGOXLl09SwQ3www8/0K1bNzp16kSxYsVYtmwZdnZ2rFmzJs7116xZw6tXr9ixYwdVqlTB3d2dGjVqUKpUqaQ+DSHSnTx5YNEi7fXx40EmFRDiP29D39JzT08ABlcaTLlc5VROJEzJyKojKZStEP5B/ow8NFLtOBlPTPdyaelOU2LO4bazs1M5iRApI+bYTs54BQa3dJcpUybB+xM7bVh4eDgXLlxg5Mj//mmZmZlRp04dTp8+Hedjdu7cSaVKlejduze///47OXLk4LvvvmP48OHxfusQFhamm0scICAgANC+aGl5oIeYbGk5o0hdhhwT334LO3aY89tvZrRpo/DXX5H8+0WdSCfkb0TSDPljCI8CH1EgSwFGVxmdrl4/OSZSnhlmLG6wmLqb67LswjJaF29NpU8qqR0rTunxeDD388MMiMqdm+h09LxSS0odExERESiKgqIoREdHG3XbIuUo/051I+/bx8Uc3xEREbFqzsT+PhlcdHt7ezN48OAkt27HePHiBVFRUeTMmVNvec6cObl582acj7l79y5//vknbdq0Ye/evfj4+NCrVy8iIiIYP358nI+ZPn06EydOjLX8wIEDJvGN3MGDB9WOINKYxB4TX31liZdXbW7etKFNm/t07XothZMJNcjfiMS7GniVVXdWAdAxW0e8DnqpGyiFyDGR8r7I+gWHXx2m3U/t+KHwD1hoDP44lWrS0/FQ9coVsgEXXrzgyd69ascxWcY+JiwsLHBxcSEoKIjw8HCjblukvMDAQLUjpHnh4eG8e/eOY8eOERkZqXdfSMyMCh+hURTDZvQ1MzPD398/znOuDfH48WNy587NqVOnqFTpv2+Jhw0bxtGjR/nrr79iPaZQoUKEhobi6+ur+5bhhx9+YNasWTx58iTO/cTV0u3m5saLFy9wdHRM1nNISRERERw8eJC6detiaWmpdhyRBiTlmPjjDw1Nm2o/DO7bF8kXX8gE3umF/I0wTEhECGVXleXO6zt0L92dRQ0XqR3J6OSYSD0vQ15SYnkJXrx7wZSaUxhWeZjakWJJj8eDRb58aB4+JPLECZQEBt0VcUupYyI0NJQHDx7g7u6OjYwqbzIURSEwMJBMmTLJwHcfERoaip+fH25ubrGO8YCAALJnz87bt28TrC2TNJCaMd6Y7NmzY25uztOnT/WWP336FBcXlzgf4+rqGmuutKJFi+Lv7094eDhWVrEHw7G2tsba2jrWcktLS5P4J2QqOUXqMeSYaNIEevWCJUuga1cLrl6FLFlSOKBIVfI3InEmH5nMndd3+MTxE2bVn5WuXzM5JlKeS2YX5tSfQ4cdHZhyYgqtS7YmX5Z8aseKU7o5HiIj4fFjQFt8kx6ek0qMfUxERUWh0WgwMzOTAblSSfHixfHy8sLKyopy5cpx8eJFMmXKlOBjXr58SdGiRTl79izu7u66LuUx711Kq1ixIkOHDqVly5Ypvi9jMzMzQ6PRxPm7k9jfJYNfYUVRKFSoEDlz5iRfvnxUrVqVvn37cv78eYO2Y2VlRdmyZTl8+LBuWXR0NIcPH9Zr+X5flSpV8PHx0Tvv4J9//sHV1TXOglsIAbNmQaFC8OiRtgAXIqM5++gsc8/MBWBZ42U4WqfdXk7CdLQr2Y7aeWsTGhlKzz09MbDjoDDU48cQHa0ttj84NVGIpOrYsSNffvllrOVeXl5oNJo0O+94hw4dyJUrF1mzZqVRo0YfLbgBpk6dSvPmzXF3dwfAz8+PLFmy4O3tnbJh/zVmzBjd1NMZkcFF99q1a5k7dy5Tpkyhd+/eVKhQgcuXL1OxYkV2795t0LYGDRrEypUrWb9+PTdu3KBnz54EBwfTqVMnANq3b6830FrPnj159eoV/fv3559//mHPnj1MmzaN3r17G/o0hMgw7Oxg0ybtdGJbt8KPP6qdSIjUEx4VTpedXYhWomlTog2NCzVWO5JIJzQaDcsaL8Pa3JoDdw6w9dpWtSOlbzHThX3yCUhrqsjghg0bxsuXL3n+/Dnz58//6PohISGsXr2aLl26pEK6uDVs2JDAwED27dunWgY1GfxXq0OHDnTs2JFu3boxePBg5syZw7Fjxxg+fDiTJk0yaFvffPMNs2fPZty4cXh4eODt7c3+/ft1g6vdv39f71xtNzc3/vjjD86dO0fJkiXp168f/fv3Z8SIEYY+DSEylM8/h3HjtNd79fpv1hUh0rsZJ2Zw7dk1ctjlYF6DeWrHEelMwWwFGVN9DAAD/hjA63evVU6Ujsl0YSZFUSA4WJ1LSnQ6WbduHU5OTnrLqlevjkaj0bUUHzt2jKJFi2JnZ0fmzJmpX78+t2/f1q3v7u7OvHnzdLfHjBnDJ598gp+fX6L38X4LvKOjI1mzZqVdu3ZoNBp27NgRb/69e/dibW1NxYoVE/2cw8LC6NevH87OztjY2FC1alXOnTunu79cuXLMnj1bd/vLL7/E0tKSoKAgAB4+fIhGo8HHxwcAc3NzGjVqxNatGfMLSqN9VTho0CDatm1r8OP69OnDvXv3CAsL46+//qJChQq6+7y8vFi3bp3e+pUqVeLMmTOEhoZy584dRo0aleRJyoXISEaNgvLl4c0b6NRJ20tPiPTs2rNrTDk2BYCFDReS3S67yolEejSsyjCKZi/Ks+BnDD80XO046VdMS7cU3SYhJAQcHNS5JHIw6WTZvn07ly5d0luWO3duFi1axN9//82JEycwMzPD09MzzsfPmTOH5cuXc/DgQV1378Ts40MXLlxg586dH817/PhxypYt+9H13jds2DB+/fVX1q9fz8WLFylQoAD169fn1atXANSoUQMvLy9Ae/rx8ePHcXJy4sSJEwAcPXqU3LlzU6BAAd02y5cvz/Hjxw3KkV4YrejOnDkzHh4eHDt2jDNnzhhrs0III7Gw0HYzt7ODw4dhwQK1EwmRcqKio+iyswsR0RE0K9yMVsVbqR1JpFNW5lYsb7IcgJUXV3Li/gmVE6VTMUW3m5u6OUS6s3v3bhwcHPQuDRs2jHf9iIgIhg8fzvDh+l+y5c+fny+++IK8efNSsGBBXF1diYqKivX4VatWMWnSJPbv30/RokUN2seHBg0axNChQz/6HO/du0euXLk+ul6M4OBgli5dyqxZs2jYsCHFihVj5cqV2Nrasnr1agBq1qzJiRMniIqK4sqVK1hZWdGmTRtdIe7l5UWNGjX0tpsrVy4ePHiQIc/rNnj08vi+TXnz5g2dOnWiefPmZMmSxaDuC0KI1FGwIPzwA/ToASNGQN26ULy42qmEML4Ffy3g7KOzOFo7sqTREpkORaSoanmq0bV0V1ZdWoXnbk8ueV7CylwGeDUqaek2KXZ28G8vY1X2bYhatWqxdOlSvWV//fVXvD14Fy9eTObMmWnTpg1jx47Vu+/+/fsUK1aMd+/eUbRoUXbt2qV3/++//86xY8coVKgQn332WbyZEtpHjB07dnD37l0GDx4c7zox3r17Z9B0bnfu3CEiIoIqVarolllaWlK+fHlu3LgBQLVq1QgMDOTSpUucOnWKGjVqULNmTWbMmAFoW7o//ELA1taW6OhowsLCsLW1TXSe9MDgojuuEf5iaDQatm/fnpw8QogU1r077NwJe/dC27bw118gg/+L9OTOqzuM/nM0ALPrzia3Y26VE4mMYGbdmez8ZyfXn19n1slZjK4+Wu1I6Yuc021SNBqwt1c7ReLY29vrdYEG7fnIcXn9+jWTJ0/mt99+i/PL3Fy5cuHt7Y2/vz8jR45kxowZLF++XHf/yZMn2bZtG+PGjWPChAlMnz7d4H2AtiV82LBhTJ06NVHFa/bs2Xn92rhjTjg5OVGqVCm8vLw4ffo0devWpXr16nzzzTf8888/3L59O1ZL96tXr7C3t89wBTcksXv5kydPiI6O1rs8/nfuRCFE2qbRwOrVkC0beHvDhAlqJxLCeBRFoduubryLfEftvLXpWqar2pFEBpHVNitz62unppt8bDK3X97+yCOEQaR7uUgDJk+eTLVq1ahevXqc91tYWFCgQAGqVq3KkCFD2Lx5s979I0aM4H//+x/r1q1j7ty5egOTJXYfAEuXLsXBwYF27dolKnfp0qW5fv16otYFbVd5KysrTp48qVsWERHBuXPnKFasmG5ZjRo1OHLkCMeOHaNmzZpkzZqVokWLMnXqVFxdXSlUqJDedq9du0bp0qUTnSM9SVLRHdcE6tJ1TwjT4eICK1Zor8+cCSfkFESRTqy+tJojfkewtbBlZdOV8r9JpKrWn7WmXv56hEWFydzdxhQUBDGtdNLSLVQSEhLCihUr+P777+O8f/fu3Zw8eZL79+9z6tQpvv/++1gFZtasWQHtgGIDBgygU6dOhIeHJ3ofMb7//nvmzJmT6P9x9evX5++//46ztfvWrVt4e3vrXaysrOjZsydDhw5l//79XL9+nW7duhESEqI37VjNmjX5448/sLCwoEiRIrplmzdvjtXKDdoB3erVq5eozOlNkorulStXsnTpUjZv3sypU6f0DhYhhGlo0QI6dtSOYt6+PQQEqJ1IiOR5FPCIwQcGAzC19lTyZcmnciKR0Wg0GpY0WoKNhQ2HfQ+z6comtSOlDzFdyzNnBkdHdbOIDCsiIoJOnTrFar2N8fDhQzp06EDBggX56quvyJ07d6yW7vdNnDiR6OhoJrzX5fBj+4hRq1YtatWqlejsJUqUoEyZMvz000+x7vvuu+8oXbq03uXp06fMmDGDli1b0q5dO8qUKYOPjw9//PEHWbJk0T22WrVqREdH6xXYNWvWJCoqipo1a+rt59GjR5w6dYpOnTolOnd6olEM/BrW3d0djUZDWFgYr169Ijw8HDs7O5o3b87WrVvjHKUvLQkICCBz5sy8ffsWxzT8hzsiIoK9e/fSqFEjLC0t1Y4j0oCUOCYCAqBkSbh3Dzp31nY7F6ZB/kboUxSF5lubs+ufXVTIXYGTnU9ibpaxppOUYyLtmH58OqP+HEV2u+zc7H2TbHbZUj1Dujoe/vgDGjSAEiXgyhW105islDomQkND8fX1JW/evAYN1iVS1549exg6dCjXrl3DzMyM6OhoAgICcHR0jLMXs7ENHz6c169fsyKmq6UJSegYT2xtafAr7Ofnh6+vL48fPyY0NJQHDx6wfPlyrl69CsCDBw949OiRoZsVQqjA0RE2btSe571mDezYoXYiIZLmp79/Ytc/u7A0s2R1s9UZruAWacvgyoP5zPkzXoS8YNjBYWrHMX1yPrcQyda4cWO6d++uWp3m7OzM5MmTVdl3WpDsrzVy585NmzZt+O2333Bzc6N69eq0aNHCGNmEEKmgWjUY9u9nwm7d4OlTdfMIYagXIS/ou68vAGOqj6G4s8yDJ9T1/tzda7zXcNTvqMqJTJyMXC6EUQwYMAA3lb68Gjx4MDlz5lRl32mB0foS5M+fX9cK/tdffxlrs0KIVDBxIpQqBS9eQJcuIGP/CFMyYP8Anoc8p4RzCUZUHaF2HCEAqOxWGc+yngB47vYkLDJM5UQmTOboFkKYuGQV3aGhoQQEBOhdhBCmx9oaNm3Szte9Zw+sXKl2IiESZ88/e9h8dTNmGjNWN1uNlblMOi/Sjhl1ZpDTPie3Xt5i5smZascxXVJ0CyFMnMFFd0hICH369MHZ2Rl7e3uyZMmidxFCmKbPPoPp07XXBw4EHx918wjxMQFhAfTY0wOAQRUH8Xnuz1VOJIQ+Jxsn5jeYD8DU41O59eKWyolMlJzTLYQwcQYX3UOHDuXPP/9k6dKlWFtbs2rVKiZOnEiuXLnYsGFDSmQUQqSSAQOgVi0ICYF27SAyUu1EQsRv+MHhPAx4SIGsBZhYa6LacYSIU6virWhYoCHhUeH02NND5u42VHQ0PHyovS4t3UIIE2Vw0b1r1y6WLFlCy5YtsbCwoFq1aowZM4Zp06YlOBedECLtMzODdeu0o5qfOfNfy7cQaY2XnxfLLiwDYGXTldhZ2qmcSIi4aTQaFjdajK2FLV5+Xqy/vF7tSKbl+XMIC9NOs5E7t9pphBAiSQwuul+9ekW+fPkAcHR05NWrVwBUrVqVY8eOGTedECLVffopLF6svT5xIpw7p24eIT4UEhFCt13dAPAs60lN95rqBhLiI/JmycuEmhMAGHJgCC9CXqgbyJTEdC13dQVTn29cCJFhGVx058uXD19fXwCKFCnCTz/9BGhbwJ2cnIwaTgihjjZt4OuvISpK2808JETtREL8Z4LXBHxe+ZA7U25m1pHBqYRpGFhxICVzluTlu5cMPjBY7TimQ6YLEyLJFi5cqJsbe/HixQwZMiRRjxs7dizdu3dPyWixeHl5odFoePPmDQDr1q1Lldry+vXrfPLJJwQHB6fofgwuujt16sTly5cBGDFiBIsXL8bGxoaBAwcydOhQowcUQqQ+jQaWLdM2LNy6BcOHq51ICK1zj84x5/QcAJY3WU5mm8wqJxIicSzNLVnRZAUaNGy4vIE/ff9UO5JpkJHLRQrz9/enb9++5MuXD2tra9zc3GjatCmHDx9WO1qytWrVivXr12NpacmUKVPo0qXLRx/j7+/P/PnzGT16tG5Zx44d0Wg09OjRI9b6vXv3RqPR0LFjR2NG55tvvuGff/4x6jbjUqxYMSpWrMgPP/yQovsxuOgeOHAg/fr1A6BOnTrcvHmTLVu2cOnSJfr372/0gEIIdWTNCmvXaq8vWgR//KFuHiHCo8LpsrML0Uo035X4jsaFGqsdSQiDVPikAr0+7wVAj909CI0MVTmRCZCRy0UK8vPzo2zZsvz555/MmjWLq1evsn//fmrVqkXv3r3VjpdsOXPm5J9//uHevXs8ePCAokWLfvQxq1atonLlyuTJk0dvuZubG1u3buXdu3e6ZaGhoWzZsoVPU+BLMVtbW5ydnY2+3bh06tSJpUuXEpmCIwgna55ugDx58tCiRQtKlixpjDxCiDSkfn3o00d7vVMnePlS3TwiY5t5YiZXn10lu1125tWfp3YcIZJkau2puDq4cvvVbaYdn6Z2nLRPWrpFCurVqxcajYazZ8/SsmVLChUqRPHixRk0aBBnzpzRrafRaFi6dCkNGzbE1taWfPny8csvv+ht68GDB7Rq1QonJyeyZs1K8+bN8fPz01vHz88PjUYT6xLTpTpmXzt27NB7XM2aNRkwYIDutru7O/PmzdPdPnz4MBqNhi+//DLWY8zMzMiVKxd37tzB0tISDw+PBF+TrVu30rRp01jLy5Qpg5ubG9u3b9ct2759O59++imlS5fWWzc6Oprp06eTN29ebG1tKVWqVKzXa+/evRQqVAhbW1tq1aoV67X6sHt5x44d9Z4fwIABA6hZs6bec+7bty8DBgwgS5Ys5MyZk5UrVxIcHEynTp3IlCkTBQoUYN++fXrbqVu3Lq9eveLo0aMJvjbJYXDRvWDBggQvQoj0ZeZMKFwYnjyBHj1AZrsRavj72d9MPqY9L21hw4XksM+hciIhkiazTWYWNNR+XppxYgY3nt9QOVEaJ+d0myRFUQgOD1blkthp+V69esX+/fvp3bs39vb2se7/8HzisWPH0rJlSy5fvkybNm349ttvuXFD+/sbERFB/fr1yZQpE8ePH+fkyZM4ODjQoEEDwsPDY2370KFDPHnyhF9//dXwF/cD0dHRDB48GAcHhwTXGzp0KDY2Ngmu8+rVK65fv065cuXivL9z586sjekGCaxZs4ZOnTrFWm/69Ols2LCBZcuW8ffffzNw4EDatm2rK2ofPHhAixYtaNq0Kd7e3nTt2pURI0Z87Kkmyvr168mePTtnz56lb9++9OzZk6+//prKlStz8eJF6tWrR7t27Qh5b8AiKysrPDw8OH78uFEyxMXC0AfMnTtXd/3Bgwe4urpiYaHdjEaj0XU9F0KkD3Z2sGkTVKoEv/wCmzdD27ZqpxIZSVR0FF12diEiOoKmhZryTfFv1I4kRLK0LNqSJoWasPuf3Xju9sSroxdmmmR3PkyfpKXbJIVEhOAwPeEiMKUEjQzC3ip2Ef0hHx8fFEWhSJEiidru119/TdeuXQGYPHkyBw8eZOHChSxZsoRt27YRHR3NqlWr0Gg0AKxduxYnJye8vLyoV68eAGFhYQC4uLjg4uJC1qxZk/IU9axfv56wsDCaN29OUFBQnOscOXKEU6dO0bVrV44cORLvtu7fv4+iKOTKlSvO+9u2bcvIkSO5d+8eACdPnmTr1q14eXnp1gkLC2PatGkcOnSISpUqAdqBuE+cOMHy5cupUaMGS5cuJX/+/MyZox2jpXDhwly9epWZM5M/OGqpUqUYM2YMACNHjmTGjBlkz56dbt20s56MGzeOpUuXcuXKFSpWrKh7XK5cuXTPKyUYXHTHjFwOkClTJo4ePaqbQkwIkT6VKwfjx8PYsdC7N1SvLp9/ROpZeHYhfz36C0drR5Y2Xqr7QCOEqdJoNCxquIg/ff/k+P3jrL20li5lPj7AUYYTFgb+/trrck63MLLEtojHiCkg37/t7e0NwOXLl/Hx8SFTpkx664SGhnLnzh3d7Zf/nqfn6OiY4L5at26Nubm57va7d+/i7BYeEhLCmDFjWLZsWbyt5oqiMHjwYMaPH6/bf3xizteOr0U8R44cNG7cmHXr1qEoCo0bNyZ79ux66/j4+BASEkLdunX1loeHh+u6od+4cYMKFSro3f/h65tU75/ybG5uTrZs2ShRooRuWc6cOQF49uyZ3uNsbW31Wr+NzeCiWwiRMY0YAXv2wJkz0LEjHDoEZtIwI1LY3dd3Gf2ndgTV2XVnk9sxt8qJhDCOPE55mFxrMoMPDGbowaE0LdwUZ/vUGTTIZDx6pP1pYwMffLAXaZudpR1BI+NudU2NfSdGwYIF0Wg03Lx5M9n7DAoKomzZsmzevDnWfTly/Hc61N27d7Gysoq3JTnG3LlzqVOnju52mzZt4lxv1qxZFC5cmKZNm8ZbdG/YsIHg4GB69OjB1KlTE9xvTAH9+vVrvdzv69y5M33+HfBn8eLFse6PaW3fs2cPuXPr/8+2trZOcP8JMTMzi/VFSURERKz1LC0t9W5rNBq9ZTFf3EdHR+ut9+rVK/Lnz5/kfB8jRbcQIlEsLGDjRihVCo4cgblzYbBMNStSkKIodNvVjZCIEGq516Jrma5qRxLCqPpV6MfGKxvx9vdm0B+D2NRik9qR0pb3u5ZLDxeTotFoEtXFW01Zs2alfv36LF68mH79+sU6r/vNmzd653WfOXOG9u3b692OabktU6YM27Ztw9nZOcFW7KNHj1K5cmW9Vuy4uLi4UKBAAd1tW1vbWOs8efKEpUuXJjj4V0hICKNHj2bRokWxitG45M+fH0dHR65fv06hQoXiXCfmPHWNRkP9+vVj3V+sWDGsra25f/8+NWrUiHMbRYsWZefOnXrL3h+4Li45cuTg2rVresu8vb0T9bwS49q1a/zvf/8zyrbiYnA71ZUrV3QXRVG4efOm3jIhRPpVoIC22AYYNQquXlU3j0jf1lxaw5++f2JrYcvKpiulW7lIdyzMLHRzd2++upmDdw6qHSltkenCRApbvHgxUVFRlC9fnl9//ZXbt29z48YNFixYEKu7888//8yaNWv4559/GD9+PGfPntW1+LZp04bs2bPTvHlzjh8/jq+vL15eXvTr14+HDx8SFRXFsWPH2LJlCy1atMDf3x9/f39evXoFxO7qnNjsX331VayRw9+3ZcsW8ufPH2vU7/iYmZlRp04dTpw4Ee865ubm3Lhxg+vXr8f55UGmTJkYMmQIAwcOZP369dy5c4eLFy+ycOFC1q9fD0CPHj24ffs2Q4cO5datW2zZsoV169YlmK127dqcP3+eDRs2cPv2bcaPHx+rCE8qPz8/Hj16pNe7wNgMLro9PDwoXbo0Hh4ehISE0KRJE93thN50IUT60K0bNGkC4eHaAdX+HRNECKN6HPiYwQe0XSmm1J5C/qwp1+VLCDV9nvtz+pTXfnDvuacn7yLefeQRGYiMXC5SWL58+bh48SK1atVi8ODBfPbZZ9StW5fDhw+zdOlSvXUnTpzI1q1bKVmyJBs2bODHH3+kWLFiANjZ2XHs2DE+/fRTWrRoQdGiRenSpQuhoaE4Ojry4MEDatSoQUhICP369cPV1RVXV1datmwJaAcSM1R0dPRHu4uHhIToBitLrK5du7J169ZY3a/f5+jomGCL/uTJkxk7dizTp0+naNGiNGjQgD179pA3b14APv30U3799Vd27NhBqVKlWLZsGdOmJTyFYv369Rk7dizDhg3j888/JzAwUK/nQXL8+OOP1KtXL9bc5MakUQwcReBjo7qlZFhjCAgIIHPmzLx9+/ajgxioKSIigr1799KoUSOjdZsQpi0tHRNPn8Jnn8GLFzBsmHZaMZG60tLxYGyKovDlti/ZeWsn5XOX51TnU5ibJdwVT6TvYyK9CwgLoNjiYjwKfMSoqqOY+kXCH6QTI10cD56esGKFdiTPCRPUTmPyUuqYCA0NxdfXl7x58350SipTpdFo+O233xLdYvwhPz8/atasGWsu6hhOTk56c3WnhujoaAICAnB0dMTsvUF6FEWhQoUKDBw4kNatW6dqJjWEh4dTsGBBtmzZQpUqVeJcJ6FjPLG1pcEt3Xny5EnwIoRI/3LmhJUrtddnzYJjx9TNI9KXn6//zM5bO7E0s2R1s9VScIt0z9HakYUNFwLw/anv+fvZ3yonSiNkujCRTpibm8c7MBn8N6J2WqDRaFixYgWRkZFqR0kV9+/fZ9SoUfEW3MZi8EBqH570/qFmzZolOYwQwnR8+SV07gxr1kC7dnDlCmTOrHYqYepehLygz15tV9tR1UbxmfNnKicSInV8WeRLmhVuxs5bO/Hc7cmxTsdk7m45p1ukE25ubpw7dy7e+2/dupWKaT7Ow8MjzinK0qMCBQroDVqXUgwuur/88kvdYDYf9kzXaDRERUUZJ5kQIs2bN087krmvL/TvDx8ZA0OIjxr4x0CehzznM+fPGFVtlNpxhEg1MXN3H757mJMPTrLq4iq6l+2udiz1KIq0dIs0w9A5vYX4kMFfobZp04ZMmTIxefJk3r17R3R0tO4iBbcQGUumTNppxMzMYP16iGeKSCESZe/tvWy6sgkzjRmrm63GytxK7UhCpCq3zG5MqT0FgOGHhuMf5K9yIhW9fQv/zvcrLd1CCFNncNG9ceNGDh8+zIEDByhUqFCck8ALITKOKlVg+HDt9e7d4ckTdfMI0xQQFoDnbk8ABlYcSPnc5VVOJIQ6+pTvQxnXMrwJfcOgPwapHUc9Ma3c2bKBnZ26WYQQIpmSdLJQ2bJl8fLyYv78+UyaNIly5cpxTEZSEiLDmjABPDzg1Svo0kXbK1AIQ4w4NIKHAQ/JlyUfk2pNUjuOEKqJmbvbTGPGj9d+ZL/PfrUjqUOmCxNCpCMGF90BAQG6S+3atTl58iTNmzenSZMmSR5GXwhh2qysYNMmsLaGffvgg6kthUjQsXvHWHpee9CsaroKO0tp1RIZW9lcZelXvh8Avfb0IiQiROVEKpDzuYUQ6YjBRbeTkxNZsmTRXXLmzMmECRMICgpi165dKZFRCGECihf/b77uIUPgn3/UzSNMw7uId3Td2RWAbmW6UStvLZUTCZE2TKo1CTdHN3zf+DL56GS146Q+GblcCJGOGDx6+ZEjR1IihxAiHejbF3btgsOHoW1bOHkSLC3VTiXSsgleE7j96ja5MuViVt1ZascRIs3IZJ2JRY0W0Xxrc2afns13Jb6jRM4SasdKPdLSLYRIRwxu6a5Ro0aCFyFExmVmpp02zMkJzp2DqVPVTiTSsvOPzzP79GwAljVeRmYbmehdiPc1K9yMr4p8RWR0JN13dydaiVY7UuqRc7qFSJaAgAA8PDwICgri4cOHiZ6L+tatW7i4uBAYGGjwPjUaDTt27Ej0+l5eXmg0Gt68eRPvOsuWLaNp06YGZ0lrkjSQ2uvXr5k9ezZdunShS5cuzJkzh1evXhk7mxDCBH3yyX/ndE+ZAn/9pW4ekTZFREXQZWcXopVovv3sW5oWNv1/qEKkhAUNF5DJKhNnHp5h+fnlasdJPdLSLVJBx44d0Wg0uku2bNlo0KABV65cUTtasjk6OlK1alWcnJxwd3enZ8+eiXrcyJEj6du3L5kyZQISLozd3d2ZN2+e7vaTJ09o2LChMeLrdO7cmYsXL3L8+HGjbje1GVx0Hzt2DHd3dxYsWMDr1695/fo1CxYsIG/evDKCuRACgG+/hdatISoK2rWD4GC1E4m05vuT33Pl6RWy2WZjQYMFascRIs36xPETptbWdhsacXgETwIzwLyMUVHw8KH2upzTLVJYgwYNePLkCU+ePOHw4cNYWFjQpEkTtWMZxaJFi3j27BmvXr1i8ODBH13//v377N69m44dOyZpfy4uLlhbWyfpsfGxsrLiu+++Y8EC0/6sYHDR3bt3b7755ht8fX3Zvn0727dv5+7du3z77bf07t07JTIKIUzQ4sWQOzfcvg1Dh6qdRqQl159fZ9Ix7bRgCxouIId9DpUTCZG29fq8F5/n+pyAsAAG/DFA7Tgpz99fW3ibm4Orq9ppRDpnbW2Ni4sLLi4ueHh4MGLECB48eMDz588B8PPzQ6PR4O3tHefjnZycWLdune72w4cPad26NVmzZsXe3p5y5crx13vd/pYuXUr+/PmxsrKicOHCbNy4UW9773fRVhSF9u3bU7JkSV6/fg3AhAkT8PDw0K0fHh5OgQIF9Fqj161bh5OTEwBZs2bF0dGR6tWrJ/g8AH766SdKlSpF7ty5P/7CxeHD7uWnTp3Cw8MDGxsbypUrx44dO+LMcOHCBcqVK4ednR2VK1fm1q1bevc3bdqUnTt38u7duyTlSgsMLrp9fHwYPHgw5ubmumXm5uYMGjQIHx8fo4YTQpiuLFlg/Xrt9aVLtVOJCREVHUXXnV0JjwqnccHGtP6stdqRhEjzzM3MWdF0BeYac376+yf23t6rdqSUFdO1/JNPtIW3MD2Kou3mpsZFUZIcOygoiE2bNlGgQAGyZcuWpMfXqFGDR48esXPnTi5fvsywYcOIjtaOx/Dbb7/Rv39/Bg8ezLVr1/D09KRTp07xDlTdr18/Tp06xYEDB8iSJUuc6yxatIinT58mmGv79u1cunTpo/mPHz9OuXLlPrpeYgQEBNC0aVNKlCjBxYsXmTx5MsOHD49z3dGjRzNnzhzOnz+PhYUFnTt31ru/XLlyREZG6n15YWoMHr28TJky3Lhxg8KFC+stv3HjBqVKlTJaMCGE6fviCxgwAObNg86d4epVyJ5d7VRCTYvPLeb0w9NkssrE0sZL0Wg0akcSwiR4uHgwoOIA5pyeQ689vfi719/YW9mrHStlyHRhpi8kBBwc1Nl3UBDYJ/53Y/fu3Tj8mzU4OBhXV1d2796NmZnhQ19t2bKF58+fc+7cObJmzQqgN4DZ7Nmz6dixI7169QJg0KBBnDlzhtmzZ1Orlv6UmWPGjOG3337jxIkTuLi4xLm/V69eMWXKFIYPH87YsWPjXCciIoLhw4cnuE6Me/fuxVt0f/LJJ7GWhYSExLutLVu2oNFoWLlyJTY2NhQrVoxHjx7RrVu3WOtOnTpVNyD3iBEjaNy4MaGhodjY2ABgZ2dH5syZuXfvXoL50zKDj6Z+/frRv39/Zs+ezYkTJzhx4gSzZ89m4MCBDBw4kCtXruguQggxbRoUK6btLejpmawvoIWJ833ty8jDIwH4vu73uGWWD9RCGGJCzQl8mvlT7r29x8SjE9WOk3Jk5HKRimrVqoW3tzfe3t6cPXuW+vXr07Bhw1gFXuXKlcmUKRNubm588803PIwZd+A93t7elC5dWldwf+jGjRtUqVJFb1mVKlW4ceOG3rJFixYxdepUChcujLu7e7zZJ02aRK1atahatWq86yxevJjMmTPTpk2beNeJ8e7dO12h+6Hjx4/rXqeYS65cueLd1q1btyhZsqTe9sqXLx/nuiVLltRdd/33lJJnz57prWNra5tgkZ/WGdzS3bq1tivgsGHD4rxPo9GgKAoajYaoqKjkJxRCmDRbW9i0CSpUgO3btV3Okzg+hzBhiqLQfXd3QiJCqJGnBt3Ldlc7khAmx8HKgcWNFtP0x6b8cPoHvivxHR4uHmrHMj4Zudz02dlpW5zV2rcB7O3t9VqjV61aRebMmVm5ciVTpkzRLd+2bRtFixbF39+ffv360aNHD3bv3q23LVtb2+Rl/9fZs2fZu3cvHTt2ZPny5Xh6esZa5/bt26xatQpvb+84vwAA7YxTkydP5rfffktUz7Ls2bPrzh3/UN68eXXnicewsDC4lIyTpaWl7npMzpgu+TFevXpFjhymOwaMwS3dvr6+CV7u3r2r+ymEEAClS8PEfxtl+vUDPz9V4wgVrPNex6G7h7CxsGFl05WYaZI0Y6UQGV6TQk34X7H/EaVE4bnbk6jodNjAIUW36dNotF281bgk87QljUaDmZlZrEG73NzcKFCgAFWrVqVLly5xDkhWsmRJvL29451KuWjRopw8eVJv2cmTJylWrJjesnnz5tGwYUOWLFnC0KFDuR/zO/Ge4cOH07Vr1wTn3548eTLVqlWjevXq8a7zvtKlS3P9+vVErfsxhQsX5urVq4SFhemWnTt3LknbunPnDqGhoZQuXdoo2dRg8NcTefLkSYkcQoh0btgw2LMHTp6E9u3hyBEZHyejeBL4hEEHBgEwqeYkCmYrqHIiIUzb/AbzOXDnAGcfnWXZ+WX0Lp/OZo+Rc7pFKgoLC8Pf3x/QtgwvWrSIoKAgmjZtqrdeeHg4oaGhPH36lF9++YXPPvss1rZat27NtGnT+PLLL5k+fTqurq5cunSJXLlyUalSJYYOHUqrVq0oXbo0derUYdeuXWzfvp1Dhw7pbSeme3rLli35+eef6dq1KwcOHNDd7+Pjw/379xMcxDokJIQVK1Zw8eLFRL8W9evXp2vXrkRFRekNmp0U3333HaNHj6Z79+6MGDGC+/fvM3v2bACDx3M5fvw4+fLlI3/+/MnKpCaDmxp27tyZ4EUIIeJibg4bNmjHVTl+HH74Qe1EIjUoikKvvb14E/qGcrnKMbDSQLUjCWHycmXKxfQvpgMw8vBIHgU8UjmRkck53SIV7d+/H1dXV1xdXalQoQLnzp3j559/pmbNmnrrVahQAVtbWzw8PHBwcGD58uWxtmVlZcWBAwdwdnamUaNGlChRghkzZugK2C+//JL58+cze/ZsihcvzvLly1m7dm2sfb1v0aJFXL58mRUrVuiWBQcHM3r06HjPHQftAGqdOnWiUKFCiX4tGjZsiIWFRawvAZLC0dGRXbt24e3tjYeHB6NHj2bcuHEA8Z43Hp8ff/wxzgHYTIpiII1GE+/FzMzM0M0piqIoixYtUvLkyaNYW1sr5cuXV/76669EPe7HH39UAKV58+aJ3tfbt28VQHn79m2SsqaW8PBwZceOHUp4eLjaUUQakV6OidWrFQUUxcpKUby91U5jukzlePjp2k8KE1AsJlkol/0vqx0nXTOVY0IYR1R0lFJxVUWFCSgtt7WMdb/JHg/Bwdp/EqAor1+rnSZdSalj4t27d8r169eVd+/eGXW7ImVFRUUpr1+/VqKiovSWL1q0SKlXr16K7HPTpk2KpaWlEhISkujHXLt2TXF2dlbevHmTIpkSI6FjPLG1ZZJOqvP39yc6OjrWJSkDp23bto1BgwYxfvx4Ll68SKlSpahfv36sEes+5Ofnx5AhQ6hWrVpSnoIQQiWdOkHz5hAeDm3bQmio2olESnkZ8pI++/oAMLLqSErmLPmRRwghEstMY8byJssx15jz641f2XVrl9qRjCOmldvBATJnVjeLEBmQp6cn1atXJzAwMNnb2rBhAydOnMDX15cdO3YwfPhwWrVqZdCAc0+ePGHDhg1kNvG/B8YZci4ZfvjhB7p160anTp0AWLZsGXv27GHNmjWMGDEizsdERUXRpk0bJk6cyPHjx3nz5k282w8LC9M7gT8gIADQdrmIiIgw3hMxsphsaTmjSF3p6ZhYvBhOn7bg2jUNo0ZFMXNm9McfJPSYwvEwYP8AngU/o2j2ogyrOCxNZ00PTOGYEMZVNGtRBlQYwJwzc+i9tzdVP6mKg5V2vmFTPR40vr5YAIqbG5GRkWrHSVdS6piIiIhAURRdI5wwDcq/c7jGvHcxzMzMGDlSO71nct/PJ0+eMG7cOPz9/XF1deV///sfU6ZMMWi7tWvXNkqW5IiOjkZRFCIiImKd657Y3yeNohg2a66ZmRn+/v44Ozsb8rA4hYeHY2dnxy+//MKXX36pW96hQwfevHnD77//Hufjxo8fz5UrV/jtt9/o2LEjb968YceOHXGuO2HCBCZOjD2X5ZYtW7AzcEoBIYTxnD2bk2nTKqLRKEyadIoSJV6oHUkY0YWAC0y+OxkNGmYUnEFh+8JqRxIiXQqLDqPvzb48C39GsxzN6Jy7s9qRkuXTQ4covWgRT8uU4cy/53+KtM3CwgIXFxfc3NywsrJSO44QRhceHs6DBw/w9/eP9WVgSEgI3333HW/fvsXR0THebRjc0q3RaAgMDIz3BPiEdvahFy9eEBUVRc6cOfWW58yZk5s3b8b5mBMnTrB69eo4h+mPy8iRIxk0aJDudkBAAG5ubtSrV8+grKktIiKCgwcPUrduXb2560TGld6OiUaN4OnTaFavNmPlyspcuBApPQkNkJaPh8CwQPqu7AtAv/L9GFhHBk9LDWn5mBApy66oHU23NWX3i92Mbjqa0i6lTfZ4MDt/HoAcpUvTqFEjldOkLyl1TISGhvLgwQMcHBwMHiBLqEdRFAIDA8mUKZPBo4lnNKGhodja2lK9evVYx3hML+qPMbjoVhQlzlHwFEVBo9Ek6bzuxAoMDKRdu3asXLmS7NmzJ+ox1tbWWFtbx1puaWlpEv+ETCWnSD3p6ZiYNw+8vODOHQ2DBlmyYYPaiUxPWjwexh0cx4OAB+R1ysvUL6amuXzpXVo8JkTKalKkCd9+9i1br22l175e/NX1LyzRHgMmdzw80o7Ebubujpkp5TYhxj4moqKi0Gg0uvmthWmI6a4t79vHxRzfcf3uJPZ3yeCi+8iRI4Y+JF7Zs2fH3Nycp0+f6i1/+vQpLi4usda/c+cOfn5+evPmxRwwFhYW3Lp1y6TnbxMio3FwgI0boWpV7c8mTaBVK7VTieQ4fu84i88tBmBl05XYW9mrnEiIjGFu/bnsu72PC08usOjsInqV7aV2pKSR6cJMTkzRERISYtAAWUKYipCQECDxBXZcDC66a9SokeSdfcjKyoqyZcty+PBh3Tnd0dHRHD58mD59+sRav0iRIly9elVv2ZgxYwgMDGT+/Pm4ubkZLZsQInVUqgSjRsGUKdCjB1SpArlzq51KJMW7iHd02dkFgC6lu/BFvi9UTiRExuHi4MLMOjPpsacHY46MoWnBph9/UFp0/772pxTdJsPc3BwnJyfdzEN2dnbSXdkEREdHEx4eTmhoqLR0x0NRFEJCQnj27BlOTk6xBlEzhOqjlw8aNIgOHTpQrlw5ypcvz7x58wgODtaNZt6+fXty587N9OnTsbGx4bPPPtN7vJOTE0Cs5UII0zFuHOzbBxcuQOfOsH8/yP9r0zPp6CRuv7qNq4Mrs+vNVjuOEBlOt7Ld2HBlA6cenGLAgQF0seuidiTDKMp/Rbc0pJiUmB6qH5vyV6QdiqLw7t07bG1t5UuSj3BycoqzF7YhVC+6v/nmG54/f64bTt7Dw4P9+/frBle7f/++fPsiRDpnaantXl6mDBw4AEuWQO/eaqcShrj45CKzTs0CYGnjpTjZOKkbSIgMKGbu7tLLS7Prn10Udy9OI0xoMLKXLyE0VHv9k0/UzSIMotFocHV1xdnZ2eSmqcuoIiIiOHbsGNWrVzetcR9SmaWlZbJauGOoXnQD9OnTJ87u5ABeXl4JPnbdunXGDySESHVFi8KsWdC3LwwZAl98AUWKqJ1KJEZEVASdf+9MlBLFN8W/oXmR5mpHEiLD+sz5M4ZVHsa0E9NY+WglQ8OGktUyq9qxEiemldvFBeIYBFekfebm5kYpUETKMzc3JzIyEhsbGym6U4E0IQsh0oxevaBePW1DR9u2IF+Wm4ZZp2Zx+ellstpmZUHDBWrHESLDG1N9DPmz5OdlxEvGHx2vdpzEk67lQoh0KtlF95MnT/jzzz959O8UD0IIkVRmZrBmDWTJoj2/e/JktROJj7nx/AYTj04EYH6D+TjbO6ucSAhha2nLwgYLAVh8fjHnHp1TOVEiycjlQoh0KllF9+7du8mbNy916tQhf/78bN++3Vi5hBAZVO7csGyZ9vrUqXDmjLp5RPyioqPosrML4VHhNCrYiDYl2qgdSQjxrzp561AjSw0UFLrv7k5kdKTakT5ORi4XQqRTySq6p0yZQt++fQkKCmLatGlMmDDBSLGEEBlZq1bQpg1ER2u7mQcFqZ1IxGXJuSWcfngaBysHljVeJqOfCpHGdMrViSw2WfD292bBXyZw6od0LxdCpFPJKrp9fHzo3LkzdnZ2dOnShdu3bxsrlxAig1u0SPu5684dGDxY7TTiQ35v/Bh5eCQA39f5HrfM8iFZiLTGydKJGbVnADD2yFjuvbmncqKPkJZuIUQ6layiOywsDOt/R5e0sbEhPDzcKKGEEMLJCdav115fsQJ271Y1jniPoih039Wd4Ihgquepjmc5T7UjCSHi0aFUB6p9Wo2QiBD67OuDoihqR4qfnNMthEinDJ4ybNCgQbrr4eHhTJ06lcyZMxMVFWXUYEIIUasWDBoEP/wAXbrAtWuQI4faqcQ673UcvHsQGwsbVjZdiZlGJsIQIq2Kmbu71LJS7P5nN9tvbKdlsZZqx4otIgIeP9Zel6JbCJHOGPxJ6dKlS7pL5cqVuXv3LpcuXeLKlStUr149JTIKITKwqVOheHF49gy6d4e03EiTETwJfMKgA9ovXyfWnEihbIVUTiSE+JiiOYoyouoIAPru68vb0LcqJ4rDo0faP/BWVvLtqhAi3TG4pfvIkSMpkUMIIeJkYwObNkH58rBjB6xbB506qZ0q4+qzrw9vQt9Q1rUsgyoN+vgDhBBpwqhqo/jx2o/4vPJh9J+jWdRokdqR9MV0LXdz084fKYQQ6Yj8VRNCpHkeHv/N2d2vH9y9q2qcDOuX67+w/cZ2LMwsWN1sNRZmBn9vK4RQiY2FDcsaa+djXHJuCX89/EvlRB+QQdSEEOmYwZ+YWrRokeD9Mle3ECIlDBkCe/bA8ePQvj0cPQrm5mqnyjhevXtF7729ARhRZQSlXEqpnEgIYagv8n1B+1Lt2XB5A913d+d8t/NYmluqHUtLpgsTQqRjBrd0Z86cWXfZs2cPZmZmesuEECIlmJvDhg2QKROcPAmzZqmdKGMZ9McgngU/o2j2ooypPkbtOEKIJJpddzZZbbNy5ekV5p2Zp3ac/0hLtxAiHTO4pXvt2rW667/88gvff/89+fLlM2ooIYSIi7s7LFigPad73DioXx9Kl1Y7Vfq332c/6y+vR4OG1c1WY21hrXYkIUQS5bDPwey6s+m8szPjvcbzdfGvcXdyVzuWTBcmhEjX5JxuIYRJ6dABvvpKO7tM27YQGqp2ovQtMCwQz93aebj7VehHJbdKKicSQiRXR4+O1MhTg3eR7+i9t3famLtbWrqFEOmYFN1CCJOi0cDy5ZAzJ1y/DiNHqp0ofRt1eBT3397H3cmdqbWnqh1HCGEEGo2G5U2WY2Vuxd7be/n5+s9qR5JzuoUQ6ZrB3csXLFigux4ZGcm6devInj27blm/fv2Mk0wIIeKRIwesWQONG8O8edCkCXzxhdqp0p8T90+w6Jx2WqGVTVdib2WvciIhhLEUzl6YUVVHMeHoBPrv70+9/PVwsnFSJ0xAALz9d+5wKbqFEOmQwUX33LlzddddXFzYuHGj7rZGo5GiWwiRKho1gh49YNky6NgRrlyBLFnUTpV+hEaG0mVnFwA6e3SmTr46KicSQhjbiKoj+PHaj9x6eYuRh0aytMlSdYLEnM+dJYt2tEwhhEhnDO5e7uvrG+/lrkyeK4RIRbNnQ4EC8PAh9Omjdpr0ZdLRSfzz8h9cHFyYXW+22nGEECnA2sKaZU20c3cvu7CM0w9OqxNEupYLIdK5JJ/THR4ezq1bt4iMjDRmHiGESDR7e9i0STud2JYtsHWr2onSh4tPLvL9ye8BWNp4KVlspQuBEOlVTfeadPLoBED33d2JiIpI/RAxLd1SdAsh0imDi+6QkBC6dOmCnZ0dxYsX5/6/30727duXGTNmGD2gEEIkpEIFGD1ae71nT22rt0i6iKgIuuzsQpQSxdfFvubLIl+qHUkIkcJm1Z1FdrvsXHt2jTmn56R+gJiW7jx5Un/fQgiRCgwuukeOHMnly5fx8vLCxsZGt7xOnTps27bNqOGEECIxxoyBzz+HN2+053dHR6udyHTNOjULb39vstpmZWHDhWrHEUKkgmx22ZhTT1tsTzw6kbuvU/l0QeleLoRI5wwuunfs2MGiRYuoWrUqGo1Gt7x48eLcuXPHqOGEECIxLC1h40awtYXDh2HRIrUTmaabL24y8ehEAObVn0dOh5wqJxJCpJZ2JdtRO29tQiND6bmnZ+rO3S1zdAsh0jmDi+7nz5/j7Owca3lwcLBeES6EEKmpcGHtwGoAw4dr5/AWiRetRNNlZxfCo8JpUKABbUu2VTuSECIVaTQaljVehrW5NQfuHGDrtVQcJCPmnG4puoUQ6ZTBRXe5cuXYs2eP7nZMob1q1SoqVapkvGRCCGGgnj2hQQMIDYV27SA8XO1EpmPJuSWcenAKBysHljVeJl+iCpEBFcxWkDHVxwAw4I8BvHr3KuV3Gh0tRbcQIt0zuOieNm0ao0aNomfPnkRGRjJ//nzq1avH2rVrmTp1akpkFEKIRNFoYM0ayJoVLl6EiRPVTmQa/N74MeLQCABmfDGDPE4ymJEQGdWwKsMomr0oz4Kf6f4upKinTyEiAszMIFeulN+fEEKowOCiu2rVqnh7exMZGUmJEiU4cOAAzs7OnD59mrJly6ZERiGESDRXV1ixQnt9xgw4eVLdPGmdoih47vYkOCKYqp9WpefnPdWOJIRQkZW5FcubLAdg5cWVnLh/ImV3GNPKnSsXWFik7L6EEEIlSZqnO3/+/KxcuZKzZ89y/fp1Nm3aRIkSJYydTQghkqRlS2jfXttrsX17CAxUO1HateHyBg7cOYC1uTWrmq7CTJOkfwtCiHSkWp5qdC3dFQDP3Z6ER6XguToyiJoQIgMw+NNVQEBAghchhEgLFizQTvl69y4MGqR2mrTJP8ifgX8MBGBizYkUzl5Y5URCiLRiZt2ZONs7c/35dWadnJVyO5LpwoQQGYDBRbeTkxNZsmSJdYlZLoQQaUHmzLBhg/Y871WrYOdOtROlPX329uF16GvKuJZhcOXBascRQqQhWW2zMrf+XAAmH5vM7Ze3U2ZHMoiaECIDSNLJM7/88gtZs2Y1dhYhhDCq6tVhyBCYNQu6doWrVyGnTD0NwK/Xf+XXG79iYWbB6marsTCTcymFEPpaf9aa9ZfXc+DOAXru6cnBdgeNP7OBdC8XQmQASfqUVaVKlTjn6hZCiLRm8mTYv19bcHfrBr//rm39zshev3tN7729ARheZTgeLh7qBhJCpEkajYYljZbw2dLPOOx7mM1XN9O2ZFvj7kSKbiFEBiAj5ggh0jVra9i0CaysYNcuWL1a7UTqG3RgEE+Dn1IkexHdnLxCCBGX/FnzM676OAAG/jGQlyEvjbuDmO7lck63ECIdM7jo1mg0xu9aJIQQKahkSZg6VXt9wAC4c0fVOKo6cOcA67zXoUHD6marsbGwUTuSECKNG1x5MMVzFOdFyAuGHRxmvA2Hhmrn6QZp6RZCpGsGdy9XFIUvvvgCi3jmUrx48WKyQwkhhLENGgR79oCXF7RrB8eOZbwpYYPCg+i+qzsAfcv3pbJbZZUTCSFMgZW5FSuarqDKmiqs8V5D+1LtqeFeI/kbfvhQ+9PODmSsICFEOmbwR87x48enRA4hhEhRZmawbp221fv0aZg5E0aPVjtV6hp9eDT33t4jT+Y8TP1iqtpxhBAmpLJbZTzLerL8wnI8d3tyucdlrC2sk7fR97uWSy9KIUQ6JkW3ECLDyJMHFi2C9u1hwgRo0ADKllU7Veo4ef8kC88uBGBF0xU4WDmonEgIYWpm1JnBjps7uPXyFjNPzmRcjXHJ26AMoiaEyCCSNJDamzdvWLVqFSNHjuTVq1eAtlv5o0ePjBpOCCGMrW1b+N//IDJSe/3dO7UTpbzQyFC67uqKgkInj07Uy19P7UhCCBPkZOPE/AbzAZh6fCq3XtxK3gal6BZCZBAGF91XrlyhUKFCzJw5k9mzZ/PmzRsAtm/fzsiRI42dTwghjEqjgWXLwNUVbt6EESPUTpTyphybws0XN3FxcGFOvTlqxxFCmLBWxVvRoEADwqPC6bGnB4qiJH1jMUW3jFwuhEjnDC66Bw0aRMeOHbl9+zY2Nv+NetuoUSOOHTtm1HBCCJESsmWDNWu01xcsgIMH1c2Tkrz9vZlxYgYAixstJottFpUTCSFMWczc3bYWtnj5ebHh8oakbyzmnG5p6RZCpHMGF93nzp3D09Mz1vLcuXPj7+9vlFBCCJHSGjSAXr201zt2hH/PlElXIqMj6fx7Z6KUKP5X7H+0KNpC7UhCiHQgb5a8TKg5AYDBBwbzIuRF0jYk3cuFEBmEwUW3tbU1AQEBsZb/888/5MiRwyihhBAiNXz/PRQqBI8fQ8+ekJxekmnRnFNzuOR/iSw2WVjYcKHacYQQ6cjAigMpmbMkL9+9ZMiBIYZvQFGk6BZCZBgGF93NmjVj0qRJREREANpuRvfv32f48OG0bNnS6AGFECKl2NvDpk1gbg4//QQ//qh2IuO59eIW4720s03MrT8XFwcXlRMJIdITS/P/s3ff4U2VbRzHv+lelLLaAhbKHrJB9nxZssGNIEMBRTbIUlkigggIAoKKCooDRQQVRBEpWwERUBmC7FEQoRRaSktz3j9iYkNbaNqmaenvc1296DnnOefcSZ6G3HmWJ2+1fwsTJpbsXcKGYxscu0BUFMTEWH6/555Mj09EJDtxOOmeOXMm165dIzg4mOvXr9OkSRNKly5Nnjx5mDJF676KSM5y330w/t9Vb5599r8hhjmZ2TDT5+s+3Ei8QetSrelRtYerQxKRu1Dde+rSv1Z/AJ7+5mnibsal/WRrK3ehQuDr64ToRESyD4eT7rx587Ju3Tq++eYb3njjDQYOHMiaNWvYuHEj/v7+zohRRMSpnn8eateGK1egZ08wm10dUcYs3LWQLSe3EOAVYGmJMplcHZKI3KVeaf4KhQMKc/jSYaZunpr2E9W1XERyEYeT7g8++IAbN27QoEEDnn32WUaNGkWLFi2cEZuISJbw8LB0M/fzgw0bYM4cV0eUfievnGT0D6MBmNZ8GsWDirs4IhG5m+X1ycsbbd4AYOqWqRz4+0DaTrR2K9JyYSKSCzicdPfu3ZsrV644IxYREZcpUwZmzbL8PnYs/P67a+NJD8MwePqbp7kWf40GYQ3of19/V4ckIrnAgxUepF2ZdiSYE3j6m6cxG2noLqSWbhHJRRxOug0nTO87f/58wsPD8fHxoU6dOuzYsSPVsu+88w6NGjUiX7585MuXjxYtWty2vIhIWvXrB23bwo0b0L275d+cZOm+paw9shZvd2/e7fgubiaH3+JFRBxmMpmY33Y+fp5+bD65mcV7Ft/5JCXdIpKLeKTnpM8++4zAwMAUj/Xo4diEPcuWLWP48OEsXLiQOnXqMHv2bFq3bs2hQ4cIDg5OVj4iIoKuXbtSv359fHx8ePXVV2nVqhV//PEHRYsWTc/DEREBwGSCd9+FSpVg716YMAGmTXN1VGlz/tp5hn43FICJTSdSrmA51wYkIrlK8aDivNT0JZ5b9xzPff8c7cu2J9g/+ec4G2v3ciXdIpILpCvpnj59Ou7u7sn2m0wmh5PuWbNm0bdvX3r37g3AwoULWb16Ne+99x5jxoxJVv6jjz6y2160aBFffPEF69evT/HeN27c4EaS5irrGuMJCQm2Zc+yI2ts2TlGyVqqE1mjQAFYsMDEI494MH26QevWiTRsmP0W8L61PgxYPYBL1y9RNaQqg2sNVj3JhfQeIUm5oj48W/NZPtz3IXvP72XY2mEs7rg41bIeJ09iAm4WLoyhOpsl9B4hSak+ZI60Pn8mw8H+4m5ubkRGRqbYCu2o+Ph4/Pz8WL58OZ07d7bt79mzJ1FRUaxateqO17h69SrBwcF8/vnntG/fPtnxiRMnMmnSpGT7P/74Y/z8/DIUv4jcvebOrcb69cUJDo5h9uwI/PxuujqkVP0U9RPTjk/DDTdmlJ1BSb+Srg5JRHKpw7GHGfXnKAwMJpaaSLU81ZKVMSUm0v7hh3Ezm/nuvfeIy58/6wMVEckEsbGxPP7441y5ciXVnuCQzpbuzHLx4kUSExMJCQmx2x8SEsLBgwfTdI3Ro0dTpEiRVGdQHzt2LMOHD7dtR0dHExYWRqtWrW77xLhaQkIC69ato2XLlnh6ero6HMkGVCeyVsOGUKuWwfHj/nz3XRveeSfR1SHZsdaHWo1q8cx7zwAwsv5IBjYd6OLIxFX0HiFJubI+HP/+OPN3zefDSx8y7IFh+Hresg73qVO4mc0Ynp787/HHwU3zT2QFvUdIUqoPmcPai/pOHE66ixcvnmLXcleYNm0an376KREREfj4+KRYxtvbG29v72T7PT09c0QFyylxStZRncgaBQrABx9AkyawZIkbHTu68cADro4quRc3vUhkTCTlCpRjYrOJeHqobuR2eo+QpFxRH15p8QorD63kr8t/8er2V5nSfIp9gchIAExFi+KZwmc0cS69R0hSqg8Zk9bnzuGvFo8dO0aBAgUcDiglBQsWxN3dnfPnz9vtP3/+PKGhobc9d8aMGUybNo3vv/+eKlWqZEo8IiJJNWoEo0ZZfu/Xz/Y5MdvYe3Uvi/cuxoSJdzu+i49Hyl8+iohkpUDvQOa2mQvA9G3T+ePCH/YFNHO5iOQyaU66f/zxRypWrJhiE/qVK1e499572bx5s0M39/LyombNmqxfv962z2w2s379eurVq5fqedOnT2fy5MmsXbuWWrVqOXRPERFHvPQSVKsG//wDTz0FTlg1MV2uxV9j/qn5AAysPZAGxRq4OCIRkf90qdCFTuU6cdN8M/na3Uq6RSSXSXPSPXv2bPr27ZviOOi8efPy9NNPM2vWLIcDGD58OO+88w5LlizhwIED9O/fn5iYGNts5j169GDs2LG28q+++irjxo3jvffeIzw8nMjISCIjI7l27ZrD9xYRuRMvL/jwQ/D2hjVr4O23XR2RxYSNE7gQf4FigcV4pfkrrg5HRCSZuW3m4u/pz9ZTW1m0e9F/B6zLhYWFuSYwEZEsluake+/evdx///2pHm/VqhW//PKLwwE8+uijzJgxg/Hjx1OtWjX27NnD2rVrbZOrnTx5knPnztnKL1iwgPj4eB566CEKFy5s+5kxY4bD9xYRSYtKlWDqVMvvw4fDn3+6Np7tp7Yzb+c8ABa0XUCAV4BrAxIRSUFY3jBe/t/LAIxaN4rIa/+O0VFLt4jkMmmeSO38+fO3HSju4eHB33//na4gBg4cyMCBKc+4GxERYbd9/PjxdN1DRCQjhgyBr7+GDRvgiSdg61bwcMH6Dzdu3uCpr57CwOB/+f9Hy5Itsz4IEZE0GlR7EEv3LeWXc78w7LthfPLgJ0q6RSTXSXNLd9GiRfn9999TPb5v3z4KFy6cKUGJiGQ3bm6wZAnkzQs7dsArLurR/fKmlzlw8QAh/iH0LtLbNUGIiKSRu5s7b3d4GzeTG5/+/ilrj6z9r3u5km4RySXSnHS3bduWcePGERcXl+zY9evXmTBhAu3bt8/U4EREspOwMHjzTcvvL70EO3dm7f33Ru5l2tZpALzR+g3yeOTJ2gBERNKhRuEaDKkzBIARK56xzEwJGtMtIrlGmpPuF198kUuXLlG2bFmmT5/OqlWrWLVqFa+++irlypXj0qVLvPDCC86MVUTE5bp2hUcfhcRE6N4dYmOz5r43zTd56qunuGm+yYMVHqRL+S5Zc2MRkUzwUrOXCAsMI/HkCcuOwEBL1yERkVwgzUl3SEgI27Zto1KlSowdO5YuXbrQpUsXnn/+eSpVqsSWLVtsk5+JiNytTCZLa3eRIpYJ1UaOzJr7zto+i1/O/UI+n3zMazsva24qIpJJArwCmNd2HmH/rjwbVyTYtQGJiGQhh6YBKl68OGvWrOHy5cscOXIEwzAoU6YM+fLlc1Z8IiLZTv78sHgxtGplScDbt4c2bZx3vz//+ZMJERMAmNV6FqEBoSQkJDjvhiIiTtCxXEdO+9UAdrPb4yJ1DTNupjS3/4iI5FjpeqfLly8f9913H7Vr11bCLSK5UsuWMGiQ5fcnn/xviGJmMxtm+nzVh7ibcbQq1YqeVXs650YiIlmge1BjAPZ5R/HWrrdcHI2ISNbQ14siIun06qtQvjxERsLTT4NhZP493tr1FptPbsbf05+32r+FyWTK/JuIiGSRwPNRAJzMC2PWj+Hc1XOuDUhEJAso6RYRSSdfX1i61LJe9xdfwIcfZu71T145yagfRgEwtflUwoPCM/cGIiJZ7d/lwjzCSxB9I5qh3w11bTwiIllASbeISAbUrAkTJ1p+HzQITpzInOsahsEz3zzDtfhrNAhrwIDaAzLnwiIirnTyJABPtHsed5M7n/3xGWsOr3FxUCIizqWkW0Qkg0aPhnr1IDoaeva0LCeWUR/99hHfHvkWL3cvFnVcpMmGRCTnMwxbS3eZ6s0ZWncoAM+ufpaY+BgXBiYi4lz6FCcikkEeHpau5f7+sHEjvP56xq53IeYCQ9YOAWBCkwmUL1g+E6IUEXGxixchLs6y9mLRokxqOolieYtx4soJJm2c5OroREScRkm3iEgmKFUKZs+2/P7CC7BvX/qvNfjbwVy6folqodUYWT+LFgIXEXG2f7uWExoKXl74e/kzv+18AGZtn8WeyD2ui01ExImUdIuIZJKnnoIOHSA+Hrp3hxs3HL/GqoOrWPbHMtxN7rzb8V083T0zP1AREVewJt3Fitl2tS/bnocqPkSikcjT3zxNojkTxueIiGQzSrpFRDKJyQTvvAOFCsFvv8G4cY6dHxUXRf/V/QEYWX8kNQrXcEKUIiIu8u947qRJN8Cc++cQ6B3IjjM7WLBrgQsCExFxLiXdIiKZKCQEFi2y/D5jhmWMd1qN/H4k566do2yBsoxvMt45AYqIuIq1pTsszG53kTxFmNp8KgDPr3+eM9FnsjoyERGnUtItIpLJOnaEPn0sE/X26AFXrtz5nPVH17PoV0u2/m7Hd/H19HVylCIiWSyF7uVWz9R6hjpF63A1/qptIkkRkbuFkm4RESeYNQtKlrR8xhw8+PZlY+Jj6Pt1XwAG3DeAhsUaZkGEIiJZLJXu5QBuJjfe7vA27iZ3vjjwBV8f+jqLgxMRcR4l3SIiTpAnj2UZMTc3+OADWL489bLjNozjWNQxiuUtZutiKSJy17lNSzdAlZAqjKg3AoABawZwLf5aVkUmIuJUSrpFRJykfn0YO9by+9NPw7lzycv8dPonZv80G4C32r9FHu88WRegiEhWiY//703wljHdSU1oOoHwoHBORZ9i/AbNbSEidwcl3SIiTjR+PNSoAZcuwZNPWsZ5W924eYOnvnoKA4MeVXtwf+n7XReoiIgznT1reQP09rYs8ZAKP08/FrSzzGA+5+c57D63O6siFBFxGiXdIiJO5OUFS5eCjw+sXQsLkqyG88rmV9j/936C/YOZ1WqW64IUEXG2pF3LTabbFr2/9P08VukxzIaZfl/309rdIpLjKekWEXGyChXg1Vctvz/3HBw6BPvO7+OVLa8AML/tfAr4FXBhhCIiTpbKcmGpeb316wT5BPHLuV+Yt2OeEwMTEXE+Jd0iIllg4EBo0QKuX4fuPW7y5KqnuGm+SZfyXXiwwoOuDk9ExLnuMInarUIDQnm1heXbyhc3vMipK6ecFZmIiNMp6RYRyQJubrB4MeTLB7s8ZvPLuV0E+QQxv+18THfoaikikuPdZrmw1PSp0Yf6YfW5Fn+NQd8OclJgIiLOp6RbRCSLFC0KE+YcgWbjABhYehaF8xR2cVQiIlnAwe7lYFm7+632b+Hh5sGqQ6tYeXClc2ITEXEyJd0iIlnEbJj5MrEPeMbBXy34dGwvYmJcHZWISBZwsHu5VaXgSoyqPwqAgWsGEn0jOrMjExFxOiXdIiJZ5J1f3mHjiY34efgRuvNtjhw28dxzro5KRCQLpKN7udWLjV+kVL5SnLl6hnE/jsvkwEREnE9Jt4hIFjh15RQj140EYGqLqSydVwKAhQthzRpXRiYi4mRXrlh+wKHu5Va+nr62tbvn7pjLzjM7MzM6ERGnU9ItIuJkhmHQf3V/rsZfpd499Rhw3wCaN4ehQy3Hn3wSLl50aYgiIs5jbeXOnx/8/dN1iZalWtKtcjcMDPp904+b5puZGKCIiHMp6RYRcbJPfv+E1YdX4+Xuxbsd38XdzR2AV16BihXh/Hno1w8Mw8WBiog4Qwa6lic1q/Us8vnkY0/kHt74+Y1MCExEJGso6RYRcaILMRcY/O1gAMY1HkeFQhVsx3x9YelS8PSEL7+EJUtcFaWIiBOlcxK1WwX7B/Nay9cAGLdhHCeiTmQ0MhGRLKGkW0TEiYasHcI/1/+hSkgVRjcYnex49eowaZLl98GD4dixLA5QRMTZ0rFcWGp6V+9No2KNiE2IZeC3AzHURUhEcgAl3SIiTvLVoa/49PdPcTe5817H9/B090yx3KhR0KABXL0KPXtCYmIWByoi4kyZ1L0c/lu729PNk2/+/IYVB1Zk+JoiIs6mpFtExAmi4qLov7o/AM/Vf46aRWqmWtbdHT74AAICYPNmmDkzq6IUEXEysxl277b8nglJN0CFQhUY03AMAIO+HcSVuCuZcl0REWdR0i0i4gSj1o3i7NWzlMlfhglNJtyxfMmSMGeO5fcXX4S9e50coIhIVvjsM/jjD8iTB1q0yLTLPt/oecrkL8O5a+d44ccXMu26IiLOoKRbRCST/XjsR97Z/Q4AizouwtfTN03n9e4NnTtDQgJ06wZxcU4MUkTE2eLj4YV/E+JRo6BgwUy7tI+HDwvbLwTgzZ1v8vPpnzPt2iIimU1Jt4hIJoqJj6Hv130BeLbWszQu3jjN55pM8PbbEBxsaRh6QY03IpKTvfUWHD0KoaEwbFimX/5/Jf5Hj6o9bGt3JyQmZPo9REQyg5JuEZFMNH7DeI5ePkpYYBhTW0x1+PxCheDddy2/z5oFP/6YyQGKiGSF6Gh46SXL7xMngr+/U24zo+UMCvgWYN/5fcz+abZT7iEiklFKukVEMsnPp39m9s+zAXir/VsEegem6zrt20O/fpbfe/WCqKhMCU9EJOvMmAEXL0K5cvDUU067TSH/QsxoNQOACRETOB513Gn3EhFJLyXdIiKZID4xnqe+egqzYeaJKk/QpkybDF1v5kwoXdqy0s7AgZkUpIhIVjh37r9lGKZOBQ8Pp96uZ9WeNCnehOs3r/PI548QEx/j1PuJiDhKSbeISCZ4ZfMr/PH3HxTyK8TrrV/P8PUCAuDDD8HNDT76CJYty4QgRUSywksvQWws1KtnmR3SyUwmE+92fJf8vvnZeXYnj694nERzotPvKyKSVkq6RUQy6Lfzv/HK5lcAmNd2HgX8CmTKdevW/W8ytf794cyZTLmsiIjzHDoE71hWb+DVVy0zRGaBUvlL8dVjX+Ht7s1Xh75i8LeDMQwjS+4tInInSrpFRDJg19lddPikAwnmBDqV68TDFR/O1OuPGwc1a8Lly5YlxczmTL28iEjmev55SEyEDh2gUaMsvXWDYg346IGPMGHizV1vMmPbjCy9v4hIapR0i4ikg2EYLNy1kAbvNeDElROUyleKBe0WYMrkVh1PT1i6FHx9Yd06ePZZy6TAIiLZzk8/wYoVlnEx06a5JIQHKz7IzFaW8eSjfhjFst81NkdEXE9Jt4iIg2LiY+ixsgf9V/cnPjGezuU7s6vfLgrnKeyU+5UvD6//O0z8rbegQgX44gsT6jkpItmGYcCoUZbfe/eGihVdFsqwesMYUmcIAD1W9mDTiU0ui0VEBJR0i4g45NDFQ9RZVIel+5bibnJneovprHhkBUE+QU6979NPw3ffQalScPYsdO3qweTJdTl61Km3FRFJm2++gc2bwcfHsi63i81sNZMHKjxAfGI8nT7txIG/D7g6JBHJxbJF0j1//nzCw8Px8fGhTp067Nix47blP//8c8qXL4+Pjw+VK1dmzZo1WRSpiORmy/cvp9Y7tfjj7z8IDQjlx54/MrLByEzvUp6aVq3gt99g/Hjw8jLYvTuEatU8mDIFbtzIkhBERJJLTIQxYyy/Dx0K99zj0nAA3N3cWdplKfXuqUdUXBRtPmpD5LVIV4clIrmUy5PuZcuWMXz4cCZMmMDu3bupWrUqrVu35sKFCymW37ZtG127duWpp57i119/pXPnznTu3Jnff/89iyMXkdwiITGBYWuH8fDnD3Mt/hqNizdmd7/dNC7eOMtj8fWFSZNg9+6bVKnyN3FxJl58EapWhQ0bsjwcERFYsgT274f8+WH0aFdHY+Pr6ctXXb+idP7SnLhygnYft+Na/DVXhyUiuZDJcPF6CnXq1OG+++5j3rx5AJjNZsLCwhg0aBBjrN+aJvHoo48SExPDN998Y9tXt25dqlWrxsKFC5OVv3HjBjeSNAFFR0cTFhbGxYsXCQwMdMIjyjjDbGZ/5WBu3ryJh4eHq8ORbER1wjUSzPFcT4gD4J7AohTPG55lrdupMQyDy5cvc/NmPo4dcyMhwbI/TwCYXP51qriGkeQ9wrX1U7KDrKsPpWJ+I09iFPNKzGBZ0WFOvVd6XPc9wt77GnDT6yI+MWXwig91dUguovcISSpn1IfXWk2ld8varg4jVdHR0RQsWJArV67cNrd06af3+Ph4fvnlF8aOHWvb5+bmRosWLdi+fXuK52zfvp3hw4fb7WvdujUrV65MsfzUqVOZNGlSsv3ff/89fn5+6Q/eiQyzmc6HNT2xSPZ05t8f1yv47792Hx/ViCMiLnCUEow4NpD4Y9nxW7+ysP8b6NWMOP/DxPkfdnVAIpJGG3/eQUjCRVeHkarY2Ng0lXNp0n3x4kUSExMJCQmx2x8SEsLBgwdTPCcyMjLF8pGRKY/TGTt2rF2Sbm3pbtWqVbZu6d782hCOHz9OeHg4bm7Z8T8wyWpms1l1wmVMlCtQ1umTpTkiMTGRvXv3UrVqVdzd3QE4cwZOn86+31aLc+k9QpLK6vpwsUxdPsjvDtx0+r3Spyb/JOznyPXbzxt0NzObzRw/cZzw4nqPkJxTH7o1rkeVktm3d0p0Gtdxvev7qXp7e+Pt7Z1sv6enJ56eni6IKG3qDnmNS2vWULdt22wdp2SdhIQE1QmxMRISOOfvT/W2bfH4tz4U//dHcie9R0hSqg8pCf/3J3dKSEhgzZo1tFWdEFQfMktanzuXfq1RsGBB3N3dOX/+vN3+8+fPExqa8jcaoaGhDpUXERERERERcRWXJt1eXl7UrFmT9evX2/aZzWbWr19PvXr1UjynXr16duUB1q1bl2p5EREREREREVdxeffy4cOH07NnT2rVqkXt2rWZPXs2MTEx9O7dG4AePXpQtGhRpk6dCsCQIUNo0qQJM2fOpF27dnz66afs2rWLt99+25UPQ0RERERERCQZlyfdjz76KH///Tfjx48nMjKSatWqsXbtWttkaSdPnrQb3F+/fn0+/vhjXnzxRZ5//nnKlCnDypUrqVSpkqsegoiIiIiIiEiKXJ50AwwcOJCBAwemeCwiIiLZvocffpiHH37YyVGJiIiIiIiIZEz2nR9eREREREREJIdT0i0iIiIiIiLiJEq6RURERERERJxESbeIiIiIiIiIkyjpFhEREREREXESJd0iIiIiIiIiTpItlgzLSoZhABAdHe3iSG4vISGB2NhYoqOj8fT0dHU4kg2oTkhSqg9yK9UJSUr1QW6lOiFJqT5kDmtOac0xU5Prku6rV68CEBYW5uJIREREREREJKe7evUqefPmTfW4ybhTWn6XMZvNnD17ljx58mAymVwdTqqio6MJCwvj1KlTBAYGujocyQZUJyQp1Qe5leqEJKX6ILdSnZCkVB8yh2EYXL16lSJFiuDmlvrI7VzX0u3m5sY999zj6jDSLDAwUH8IYkd1QpJSfZBbqU5IUqoPcivVCUlK9SHjbtfCbaWJ1EREREREREScREm3iIiIiIiIiJMo6c6mvL29mTBhAt7e3q4ORbIJ1QlJSvVBbqU6IUmpPsitVCckKdWHrJXrJlITERERERERySpq6RYRERERERFxEiXdIiIiIiIiIk6ipFtERERERETESZR0i4iIiIiIiDiJku5sav78+YSHh+Pj40OdOnXYsWOHq0OSLDB16lTuu+8+8uTJQ3BwMJ07d+bQoUN2ZeLi4hgwYAAFChQgICCABx98kPPnz7soYslK06ZNw2QyMXToUNs+1Yfc58yZM3Tv3p0CBQrg6+tL5cqV2bVrl+24YRiMHz+ewoUL4+vrS4sWLTh8+LALIxZnSkxMZNy4cZQoUQJfX19KlSrF5MmTSTpPrurE3WvTpk106NCBIkWKYDKZWLlypd3xtLz2ly5dolu3bgQGBhIUFMRTTz3FtWvXsvBRSGa6XZ1ISEhg9OjRVK5cGX9/f4oUKUKPHj04e/as3TVUJzKfku5saNmyZQwfPpwJEyawe/duqlatSuvWrblw4YKrQxMn27hxIwMGDOCnn35i3bp1JCQk0KpVK2JiYmxlhg0bxtdff83nn3/Oxo0bOXv2LA888IALo5assHPnTt566y2qVKlit1/1IXe5fPkyDRo0wNPTk2+//Zb9+/czc+ZM8uXLZyszffp03njjDRYuXMjPP/+Mv78/rVu3Ji4uzoWRi7O8+uqrLFiwgHnz5nHgwAFeffVVpk+fzty5c21lVCfuXjExMVStWpX58+eneDwtr323bt34448/WLduHd988w2bNm2iX79+WfUQJJPdrk7Exsaye/duxo0bx+7du1mxYgWHDh2iY8eOduVUJ5zAkGyndu3axoABA2zbiYmJRpEiRYypU6e6MCpxhQsXLhiAsXHjRsMwDCMqKsrw9PQ0Pv/8c1uZAwcOGICxfft2V4UpTnb16lWjTJkyxrp164wmTZoYQ4YMMQxD9SE3Gj16tNGwYcNUj5vNZiM0NNR47bXXbPuioqIMb29v45NPPsmKECWLtWvXznjyySft9j3wwANGt27dDMNQnchNAOPLL7+0bafltd+/f78BGDt37rSV+fbbbw2TyWScOXMmy2IX57i1TqRkx44dBmCcOHHCMAzVCWdRS3c2Ex8fzy+//EKLFi1s+9zc3GjRogXbt293YWTiCleuXAEgf/78APzyyy8kJCTY1Y/y5ctTrFgx1Y+72IABA2jXrp3d6w6qD7nRV199Ra1atXj44YcJDg6mevXqvPPOO7bjx44dIzIy0q5O5M2blzp16qhO3KXq16/P+vXr+fPPPwHYu3cvW7ZsoU2bNoDqRG6Wltd++/btBAUFUatWLVuZFi1a4Obmxs8//5zlMUvWu3LlCiaTiaCgIEB1wlk8XB2A2Lt48SKJiYmEhITY7Q8JCeHgwYMuikpcwWw2M3ToUBo0aEClSpUAiIyMxMvLy/bGaBUSEkJkZKQLohRn+/TTT9m9ezc7d+5Mdkz1Ifc5evQoCxYsYPjw4Tz//PPs3LmTwYMH4+XlRc+ePW2ve0r/h6hO3J3GjBlDdHQ05cuXx93dncTERKZMmUK3bt0AVCdysbS89pGRkQQHB9sd9/DwIH/+/KofuUBcXByjR4+ma9euBAYGAqoTzqKkWySbGjBgAL///jtbtmxxdSjiIqdOnWLIkCGsW7cOHx8fV4cj2YDZbKZWrVq88sorAFSvXp3ff/+dhQsX0rNnTxdHJ67w2Wef8dFHH/Hxxx9z7733smfPHoYOHUqRIkVUJ0QkVQkJCTzyyCMYhsGCBQtcHc5dT93Ls5mCBQvi7u6ebPbh8+fPExoa6qKoJKsNHDiQb775hg0bNnDPPffY9oeGhhIfH09UVJRdedWPu9Mvv/zChQsXqFGjBh4eHnh4eLBx40beeOMNPDw8CAkJUX3IZQoXLkzFihXt9lWoUIGTJ08C2F53/R+Se4wcOZIxY8bw2GOPUblyZZ544gmGDRvG1KlTAdWJ3Cwtr31oaGiyiXpv3rzJpUuXVD/uYtaE+8SJE6xbt87Wyg2qE86ipDub8fLyombNmqxfv962z2w2s379eurVq+fCyCQrGIbBwIED+fLLL/nxxx8pUaKE3fGaNWvi6elpVz8OHTrEyZMnVT/uQs2bN+e3335jz549tp9atWrRrVs32++qD7lLgwYNki0j+Oeff1K8eHEASpQoQWhoqF2diI6O5ueff1aduEvFxsbi5mb/cc7d3R2z2QyoTuRmaXnt69WrR1RUFL/88outzI8//ojZbKZOnTpZHrM4nzXhPnz4MD/88AMFChSwO6464SSunslNkvv0008Nb29vY/Hixcb+/fuNfv36GUFBQUZkZKSrQxMn69+/v5E3b14jIiLCOHfunO0nNjbWVuaZZ54xihUrZvz444/Grl27jHr16hn16tVzYdSSlZLOXm4Yqg+5zY4dOwwPDw9jypQpxuHDh42PPvrI8PPzM5YuXWorM23aNCMoKMhYtWqVsW/fPqNTp05GiRIljOvXr7swcnGWnj17GkWLFjW++eYb49ixY8aKFSuMggULGqNGjbKVUZ24e129etX49ddfjV9//dUAjFmzZhm//vqrbSbqtLz2999/v1G9enXj559/NrZs2WKUKVPG6Nq1q6sekmTQ7epEfHy80bFjR+Oee+4x9uzZY/dZ88aNG7ZrqE5kPiXd2dTcuXONYsWKGV5eXkbt2rWNn376ydUhSRYAUvx5//33bWWuX79uPPvss0a+fPkMPz8/o0uXLsa5c+dcF7RkqVuTbtWH3Ofrr782KlWqZHh7exvly5c33n77bbvjZrPZGDdunBESEmJ4e3sbzZs3Nw4dOuSiaMXZoqOjjSFDhhjFihUzfHx8jJIlSxovvPCC3Qdo1Ym714YNG1L83NCzZ0/DMNL22v/zzz9G165djYCAACMwMNDo3bu3cfXqVRc8GskMt6sTx44dS/Wz5oYNG2zXUJ3IfCbDMIysa1cXERERERERyT00pltERERERETESZR0i4iIiIiIiDiJkm4RERERERERJ1HSLSIiIiIiIuIkSrpFREREREREnERJt4iIiIiIiIiTKOkWERERERERcRIl3SIiIiIiIiJOoqRbRERERERExEmUdIuIiGRAr1696Ny5c7L9ERERmEwmoqKisjwmERERyT6UdIuIiIiIiIg4iZJuERGRLBIVFUWfPn0oVKgQgYGB/O9//2Pv3r224xMnTqRatWp259zaYv7PP//QtWtXihYtip+fH5UrV+aTTz65472/+OIL7r33Xry9vQkPD2fmzJm2Y02bNsVkMqX4M3HiRADCw8OZPXu27ZwXX3yRe+65h+PHjwOwePFigoKCWLlyJWXKlMHHx4fWrVtz6tSp2z4+q5UrV2IymWzXSi2e8PDwFK8VHx9P6dKlk/UueP/99ylXrhxeXl62awwdOvSOz5eIiEhmUdItIiKSRR5++GEuXLjAt99+yy+//EKNGjVo3rw5ly5dSvM14uLiqFmzJqtXr+b333+nX79+PPHEE+zYsSPVc3755RceeeQRHnvsMX777TcmTpzIuHHjWLx4MQArVqzg3LlznDt3jnr16jFixAjb9nPPPZfsejNnzuStt95i3bp1tiQYIDY2lilTpvDBBx+wdetWoqKieOyxx9L82KweffRR2/1nz57NPffcY9veuXNniufMmzeP8+fP2+07ePAgffr04cknn+TIkSO2xyciIpKVPFwdgIiISG6wZcsWduzYwYULF/D29gZgxowZrFy5kuXLl9OvX780Xado0aJ2ifCgQYP47rvv+Oyzz6hdu3aK58yaNYvmzZszbtw4AMqWLcv+/ft57bXX6NWrF/nz57eV9fLyIiAggNDQ0BSvtWjRIl566SV+/PFHKlSoYHcsISGBefPmUadOHQCWLFlChQoV2LFjR6qxpcTX1xdfX18A8ubNi7u7e6rxAFy6dImXX36Z0aNH2x4jwL59+3B3d2f06NF2j09ERCQrqaVbREQkC+zdu5dr165RoEABAgICbD/Hjh3jr7/+spX77bff7I63adPG7jqJiYlMnjyZypUrkz9/fgICAvjuu+84efJkqvc+cOAADRo0sNvXoEEDDh8+TGJiYpofw6pVq3j66acpUqQIlSpVSnbcw8OD++67z7Zdvnx5goKCOHDgQLLHlzdvXipUqMC0adPSfP/UvPTSSzRr1oyGDRva7S9RogQJCQl8/vnnGIaR4fuIiIikh1q6RUREssC1a9coXLgwERERyY4FBQXZfi9XrhxfffWVbfvnn3+me/futu3XXnuNOXPmMHv2bCpXroy/vz9Dhw4lPj7emeEDsHXrVpYtW8b48eOZOHEiU6dOdfga1seXmJjITz/9RN++fSldujQeHun7SHL48GEWLVrEnj17OH36tN2x++67j5deeonevXvTvXt3PD09uX79eqrjykVERJxBSbeIiEgWqFGjBpGRkXh4eNiNg76Vl5cXpUuXtm3fmkhu3bqVTp062RJxs9nMn3/+ScWKFVO9ZoUKFdi6dWuy65QtWxZ3d/c0P4YxY8bw0EMPUaxYMRo3bswDDzxg17J98+ZNdu3aZetKfujQIaKiouy6oSd9fOXKlWPevHns2bOHWrVqpTmOpEaPHk2fPn0oXbp0sucKYPDgwXzwwQc89dRTPPTQQ3Tr1i1d9xEREUkvJd0iIiIZdOXKFfbs2WO378iRI4ClO3X16tVp0aIF9erVo3PnzkyfPp2yZcty9uxZVq9eTZcuXdKcdJYpU4bly5ezbds28uXLx6xZszh//vxtk+4RI0Zw3333MXnyZB599FG2b9/OvHnzePPNNx16nNax37Vr12bo0KH07t2b3bt328ZJe3p6MmjQIN544w08PDwYOHAgdevWtRvPbRgGcXFxJCYm8vPPP7N//35GjBjhUBxWR44c4eTJk7bn+laGYdCjRw9q1KjBmDFjAGxjxUVERLKKxnSLiIhkUEREBNWrV7f76du3LwCNGzdm165dmEwm1qxZQ+PGjenduzdly5blscce48SJE4SEhKT5Xi+++CI1atSgdevWNG3alNDQUDp37nzbc2rUqMFnn33Gp59+SqVKlRg/fjwvvfQSvXr1SvdjnjRpEmaz2bakGICfnx+jR4/m8ccfp0GDBgQEBLBs2TK78/bt24evry+BgYH06tWLESNGpGuGc4CYmBheeOEFu4ngkpo2bRqHDx/m3XffTdf1RUREMoPJ0MwiIiIiThMeHs7ixYtp2rSpq0NxqsWLFzN06FC7NbJFRERELd0iIiJOVbFiRQICAlwdhoiIiLiIxnSLiIg40Zo1a1wdgoiIiLiQupeLiIiIiIiIOIm6l4uIiIiIiIg4iZJuERERERERESdR0i0iIiIiIiLiJEq6RURERERERJxESbeIiIiIiIiIkyjpFhEREREREXESJd0iIiIiIiIiTqKkW0RERERERMRJlHSLiIiIiIiIOImSbhEREREREREnUdItIiIiIiIi4iRKukVEREREREScREm3iIiIiIiIiJN4uDoAERERkdwqLi6OS5cu4eHhQXBwsKvDERERJ1BLt4iIiEgW+uGHH+jYsSNBQUH4+vpStGhRhgwZ4uqwRETESdTSLSIC9OrVi+XLl3Pt2jVXhyIid7E333yTQYMG0bBhQ+bMmUPRokUBKF68uIsjExERZzEZhmG4OggREVf4559/+Oijj9i8eTObNm3i4sWLtGzZkurVq/PII49QvXp1V4coIneRw4cPU7lyZXr37s2bb76JyWRydUgiIpIFlHSLSK706aef0rdvX65du0Z4eDgJCQlERkZSvXp19u7dS0JCAj179uTtt9/Gy8vL1eGKyF1g0KBBfP311xw+fBhPT09XhyMiIllEY7pFJNfZunUr3bt3JzQ0lK1bt3Ls2DFatGiBj48PO3fu5OzZs3Tt2pUlS5YwbNgwAAzDIDw8nE6dOiW7XlxcHHnz5uXpp58GICIiApPJxPLly5OVDQgIoFevXrbtxYsXYzKZOH78uG3fH3/8Qb58+Wjfvj03b960K7dr1y676128eBGTycTEiRPt9qe077XXXsNkMtG0aVPbPmusERERdmXbtWuX4jVuZT0/tZ+UHuumTZt4+umnKVCgAIGBgfTo0YPLly/bXTc8PNzuXIDPP/8ck8lEeHi4bd/x48cxmUzMmDEjWWyVKlWye6zx8fGMHz+emjVrkjdvXvz9/WnUqBEbNmxI8bFZ4731J+n9k0rtOUj62gIsXbqUmjVr4uvrS/78+Xnsscc4deqUXZxNmjShZMmS/P3337b9EydOTNYyOmPGDDw8PFizZo1tX9OmTalUqVKy+GbMmJFiPG+++Sb33nsv3t7eFClShAEDBhAVFZXs/J9//pm2bduSL18+/P39qVKlCnPmzAEswzNuVw+S3jetr+3tWF/3tDzf1uckpbKLFy+2K7dgwQIqVaqEn5+fXbmU/pZv9euvv9KmTRsCAwMJCAigefPm/PTTT3ZlfvrpJ2rWrMmzzz5LSEgI3t7eVKpUiXfeecdWJioqKlmcKdXvW0VFRTF06FDCwsLw9vamdOnSvPrqq5jN5hSft5UrV9qdHxcXR758+ZLd78SJEzz77LOUK1cOX19fChQowMMPP5zi85zU7V6jlN4fjh49ysMPP0z+/Pnx8/Ojbt26rF692u6a1vebZcuW8fzzzxMaGoq/vz8dO3a0+xuC1F/zFi1a2MrcvHmTyZMnU6pUKby9vQkPD+f555/nxo0bdtcKDw+3ne/m5kZoaCiPPvooJ0+evO1zICJipTHdIpLrTJs2DbPZzKeffkrNmjWTHS9YsCAffPAB+/fv56233mLChAkEBwfTvXt3pk+fzqVLl8ifP7+t/Ndff010dDTdu3fPcGynTp3i/vvvp3z58nz22Wd4eGTO23RUVBRTp05NU9lNmzbZJXFpMXjwYO677z67fX369Emx7MCBAwkKCmLixIkcOnSIBQsWcOLECdsH6pTcvHmTF154waGYbhUdHc2iRYvo2rUrffv25erVq7z77ru0bt2aHTt2UK1atRTPe+mllyhRogQAM2fOTPYFQVJdunThgQceAGDz5s28/fbbdsenTJnCuHHjeOSRR+jTpw9///03c+fOpXHjxvz6668EBQXh5eXFihUrqFu3Ll26dGH9+vV4e3snu9eqVasYPXo0s2fPpm3btul6TiZOnMikSZNo0aIF/fv3t70eO3fuZOvWrbbW2HXr1tG+fXsKFy7MkCFDCA0N5cCBA3zzzTcMGTKEp59+2i6ZeeKJJ+yeC4BChQqlGENGXtuuXbvaHvuaNWv45JNPUi1bvnx5230uXrxo+0LNatmyZTz77LM0bdqUQYMG4e/vz4EDB3jllVfuGMcff/xBo0aNCAwMZNSoUXh6evLWW2/RtGlTNm7cSJ06dQDLkJZdu3bh4eHBgAEDKFWqFCtXrqRfv378888/jBkzBn9/fz788MNU40xJbGwsTZo04cyZMzz99NMUK1aMbdu2MXbsWM6dO8fs2bPtyvv4+PD+++/TuXNn274VK1YQFxeX7No7d+5k27ZtPPbYY9xzzz0cP36cBQsW0LRpU/bv34+fn1+KMRUqVMj2OKzX//LLL+32lSpVCoDz589Tv359YmNjGTx4MAUKFGDJkiV07NiR5cuX06VLF7trT5kyBZPJxOjRo7lw4QKzZ8+mRYsW7NmzB19fX1u5e+65J9n7XuHChW2/9+nThyVLlvDQQw8xYsQIfv75Z6ZOncqBAwf48ssv7c5r1KgR/fr1w2w28/vvvzN79mzOnj3L5s2bU3z8IiJ2DBGRXCZ//vxG8eLF7fb17NnT8Pf3t9s3btw4AzC+/vprwzAM49ChQwZgLFiwwK5cx44djfDwcMNsNhuGYRgbNmwwAOPzzz9Pdm9/f3+jZ8+etu3333/fAIxjx44Zly5dMipWrGiUK1fOuHjxot151nI7d+602//3338bgDFhwgS7/bfuGzVqlBEcHGzUrFnTaNKkiW2/NdYNGzbY9tWpU8do06ZNite9VXoea82aNY34+Hjb/unTpxuAsWrVKtu+4sWL25375ptvGt7e3kazZs3sXrtjx44ZgPHaa68lu/+9995r91hv3rxp3Lhxw67M5cuXjZCQEOPJJ59Mdv7bb79tAMauXbts+9q1a5es7hiGYSQkJBiAMWnSpGSP99ixY4ZhGMbx48cNd3d3Y8qUKXbn/vbbb4aHh0ey/YcOHTLy5ctndO/e3TAMw5gwYYJh/W/7119/Nfz9/Y0BAwYki6VJkybGvffem2z/a6+9ZhfPhQsXDC8vL6NVq1ZGYmKirdy8efMMwHjvvfcMw7A8byVKlDCKFy9uXL582e6a1jp/q9vVnbS+trfz559/GoAxY8aMVB9fUg0aNDCaNWtm27bWm/fff9+2r2vXrkZQUJBx/fp1277b1e+kOnfubHh5eRl//fWXbd/Zs2eNPHnyGI0bN7btK168uAEYixcvtu27efOm0bx5c8Pb2zvZ3/3t6ndSkydPNvz9/Y0///zTbv+YMWMMd3d34+TJk3bX69q1q+Hh4WFERkbayjZv3tx4/PHHk90vNjY22f22b99uAMYHH3xw27iSSlp/bzV06FADMDZv3mzbd/XqVaNEiRJGeHi4rX5aX4+iRYsa0dHRtrKfffaZARhz5syx7Uvt78Bqz549BmD06dPHbv9zzz1nAMaPP/5o23drnTUMw3j88ccNPz+/Oz9wERHDMNS9XERynatXr6ZpPdyQkBDA0kIKULZsWerUqcNHH31kK3Pp0iW+/fZbunXrlqyV9urVq1y8eNHuJzVxcXF07NiRv//+m7Vr11KgQIH0PLQUnTlzhrlz5zJu3DgCAgJuW3bFihXs3LmTadOmZdr9b9WvXz+78az9+/dP1kU6qdjYWF566SUGDhxIsWLFUi1z63OdmJhoV8bd3d02Pt9sNnPp0iVu3rxJrVq12L17d7JrWlv9fHx87viY4uPjAVJskbZasWIFZrOZRx55xC7O0NBQypQpk6ybe9myZfniiy/46KOPePnll237z507R4cOHahXr56te/etEhMTkz0fsbGxdmV++OEH4uPjGTp0KG5u/30c6Nu3L4GBgbauvb/++ivHjh1j6NChBAUF2V0joxOBpeW1TYkjrw1YXp/bvTZg+Xv18/NL8zWtEhMT+f777+ncuTMlS5a07S9cuDCPP/44W7Zssb2HgOV95YknnrBtu7u7M3ToUG7cuMEPP/yQ4j2s9fvy5csYKUzF8/nnn9OoUSPy5ctn95q3aNGCxMRENm3aZFe+Ro0a3HvvvbZW5xMnTrBhw4Zk3f4Bu5bjhIQE/vnnH0qXLk1QUFCKfzfpsWbNGmrXrk3Dhg1t+wICAujXrx/Hjx9n//79duV79OhBnjx5bNsPPfQQhQsXdqiHjrXs8OHD7faPGDECIFnX9hs3bnDx4kUuXLjAunXr+PHHH2nevHma7yciuZuSbhHJdYoUKcJff/11x3JHjhwBsC3pA5YPe1u3buXEiROA5cNuQkKC3YdoqyeffJJChQrZ/cTExKR4r969e7NlyxauXr1qG8edWSZMmECRIkVsY85Tk5iYyPPPP0+3bt2oUqVKpsaQVJkyZey2AwICKFy4cKpjRGfNmkVcXBzPP/98qtecMGFCsuf64MGDycotWbKEKlWq4OPjQ4ECBShUqBCrV6/mypUrycpavyTJmzfvHR+TdQz07b7UOHz4MIZhUKZMmWSxHjhwgAsXLiQ75++//8YwDMaPH29LAjp16sTp06dTLG918ODBZPeYMGGCXRlrHS5Xrpzdfi8vL0qWLGk7bv1bSWmceEal5bVNiSOvDVhenzt94VSvXj3Onj3LxIkTOXnyJBcvXkyxXtzq77//JjY2NtnzCFChQgXMZrNtvLHJZKJs2bJ2X3JYywGp/g1Y67d1vHO7du04fPiw7fjhw4dZu3Ztstfc2uU/pbrSu3dv3n//fcAyf0H9+vWT/W0CXL9+nfHjx9vGihcsWJBChQoRFRWVpucnLU6cOJHq82c9ntStcZpMJkqXLn3Hcea33tPNzY3SpUvb7Q8NDSUoKCjZPT/99FMKFSpESEgIrVq1IiwsjEWLFqX5fiKSu2lMt4jkOu3bt2f+/Pm8++67PPXUUymWOX/+PEuWLKFQoULUrVvXtv+xxx5j2LBhfPTRRzz//PMsXbqUWrVqpfiBcfz48TRq1MhuX4cOHVK83+7du1m1ahUDBw6kX79+/Pjjjxl4hP85cOAAixcvZunSpXecLfndd9/l+PHjfPfdd5ly78xw8eJFXnvtNcaOHWs3jv5W/fr14+GHH7bb17dvX7vtpUuX0qtXLzp37szIkSMJDg7G3d2dqVOnpvglzPHjx/H09KRIkSJ3jDMyMhKwfGBPjdlsxmQy8e233+Lu7p7s+K1J4bVr1xg+fDhdu3alcOHCzJo1yxbXqlWrePDBB5k7dy5Dhw5Ndq3w8HC7ybnA8gXRrWPMXSmtr21Kkk7KlhaRkZG0bt36tmWGDRvGoUOHmDx5MpMmTXIonrRK2mrsCGv9TkxM5MCBA0yaNInOnTvzxx9/AJa61bJlS0aNGpXi+WXLlk22r3v37owaNYqffvqJJUuW8OKLL6Z47qBBg3j//fcZOnQo9erVI2/evJhMJh577DG7SdpyqrT21mjVqhUjR44E4PTp07z66qs0a9aMXbt2pft1FZHcQ0m3iOQ6L774IitXrqR///4cPHiQxx9/3NYV+eTJk6xfv57x48dz+fJlPv74Y7tuqfnz56ddu3Z89NFHdOvWja1btyabpMiqcuXKdpNLASkmWwCLFi2iY8eOuLu70759+9t+IeCIsWPHUq1aNR599NHblouNjWXSpEk8++yzFC9ePMP3vZ3Dhw/TrFkz2/a1a9c4d+5cipOBvfzyy+TJk4chQ4bc9pplypRJ9lz7+/vbbS9fvpySJUuyYsUKuw/at7YAW+3atYsaNWoka5VMibX7q7VlLiWlSpXCMAxKlCiRYhJ0qwkTJnD16lVmzpxJSEgIf/zxB9999x0rV66kfv36DBkyhAkTJvDoo4/aTQ4Flsd+6/OxZ88eu23r63zo0CG7btHx8fG2Gf2tcQP8/vvvya6ZEWl9bVNinYwstcnvkjp9+jRXr1697WsDloT4nXfe4ddffyVv3rxMmDCBvXv38txzz932vEKFCuHn58ehQ4eSHTt48CBubm6EhYUBUKJECXbv3o3ZbLarV9ZeGal9iZC0frdu3Zrr16/z/PPPc/LkSYoVK0apUqW4du2aQ69PgQIF6NixI08//TQXLlywDXu41fLly+nZsyczZ8607YuLi0txhvv0Kl68eKrPn/V4Uklb+cGyusSRI0cc6qFTvHhxzGYzhw8ftqsb58+fJyoqKtk9CxcubPf8litXjvr167Ny5Uq6du2a5vuKSO6k7uUikuuEhoayfft22rRpw8yZM6lRowZLly4lJiaG4sWL8+STT+Lr68vXX3+d4oepJ554gv379zNy5Ejc3d157LHHMhyTtUW8Xbt2PPbYY4wcOZLz589n6Jrbt29n1apVTJs27Y6tOXPmzCEmJibDM4Snxdtvv01CQoJte8GCBdy8eZM2bdrYlbPOkjxx4sRMaUmyfuGRdEzszz//zPbt25OV3b9/P/v3709xibiULFu2jMKFC982sXvggQdwd3dn0qRJycblGobBP//8Y9v+/fffeeONN5g0aRKFCxfGzc3N1uOifv36gGXm8Tx58iQbk5pWLVq0wMvLizfeeMMunnfffZcrV67Qrl07wDL+t0SJEsyePTtZopXS+OK0yMhrGx8fz1dffcX//ve/O3YZB0u3YID//e9/dyw7duxYTp48ydKlS2nRokWKqxvcyt3dnVatWrFq1Sq77s3nz5/n448/pmHDhgQGBgLQtm1bIiMjWbZsma2c2Wxmzpw5eHt7pzlpto5pt9bpRx55hO3bt6fYSyUqKirVIStPPvkk+/bt4+GHH071uXR3d0/2Os+dOzfZnAkZ0bZtW3bs2GH3txgTE8Pbb79NeHg4FStWtCv/wQcfcPXqVdv28uXLOXfuXLL3kDvdE0j2pam1R4m1/qfm+vXrAMmWFxMRSYlaukUkVwoLC2PVqlWcO3eOrVu38tprr7Fnzx4WLlxItWrVqFatWqqJart27ShQoACff/45bdq0SdOkbI6YM2cOFSpUYNCgQXz22Wd2x7Zv327XGmWdoOnIkSPs2LGD2rVr2459//33tGzZMk0f5L///numTJmSqRO4pSY+Pp7mzZvzyCOPcOjQId58800aNmxIx44d7cpt3LiRChUq0Lt370y5b/v27VmxYgVdunShXbt2HDt2jIULF1KxYkWuXbtmK/fdd9/ZWjd9fX1ZunSp7diZM2eIiYlh6dKldO/enV27djFu3DjWrl3LwoULb/vlRqlSpXj55ZcZO3Ysx48fp3PnzuTJk4djx47x5Zdf0q9fP9t9n332We69914GDRqU6vUCAgJ4/fXXeeSRR+jbt2+aksqkChUqxNixY5k0aRL3338/HTt2tL0e9913n20JPDc3NxYsWECHDh2oVq0avXv3pnDhwhw8eNDW+u6o9L62+/btY9KkSZw+fZp27drZvTbWSb2StjxOmDCBRYsW8dhjj1G+fPnbXvuHH37g9ddf58MPP3S4t8fLL7/MunXraNiwIc8++yweHh689dZb3Lhxg+nTp9vKPfXUUyxYsIBevXqxa9cuSpQowcqVK1m/fj3Tpk1L9e9v9+7dLF26FLPZzP79+3njjTe47777bPNNjBw5kq+++or27dvTq1cvatasSUxMDL/99hvLly/n+PHjFCxYMNl177//fv7+++/bfnnRvn17PvzwQ/LmzUvFihXZvn07P/zwQ6a+V4wZM4ZPPvmENm3aMHjwYPLnz8+SJUs4duwYX3zxRbLeJvnz56dhw4b07t2b8+fPM3v2bEqXLp1sSMntVK1alZ49e/L2228TFRVFkyZN2LFjB0uWLKFz5852vXHAso64tb6dOXOGefPmERgYqMnURCRtXDRruohItpLSkmG38+yzzxqA8fHHHyc7lt4lw5JasmSJARhfffWVXbnb/SRdHgswTCaT8csvv9hdt0mTJikuGVa4cGEjJibGrixOWjJs48aNRr9+/Yx8+fIZAQEBRrdu3Yx//vnH7lzr0kpffvml3f6ePXume8kws9lsvPLKK0bx4sUNb29vo3r16sY333yT7JpNmjS543Nt/e/z1VdfNe677z7jo48+Snb/1F7bL774wmjYsKHh7+9v+Pv7G+XLlzcGDBhgHDp0yDAMy2tvMpmMrVu32p2X2pJLLVu2NMqXL29bDi2tS4ZZzZs3zyhfvrzh6elphISEGP3790+2NJhhGMaWLVuMli1bGnny5DH8/f2NKlWqGHPnzk1WzjDuvGRYWl7blFifgzv9bNiwwdi6datRunRpY+LEicmWirt1ybCLFy8aRYoUMbp27WpXLq1LhhmGYezevdto3bq1ERAQYPj5+RnNmjUztm3blqzchQsXjCeffNIoWLCg4eXlZVSqVMl45513UrymNU7rj5ubm3HPPfcYPXv2NE6fPm1X9urVq8bYsWON0qVLG15eXkbBggWN+vXrGzNmzLAt0XenJchSOn758mWjd+/eRsGCBY2AgACjdevWxsGDB1NcRut2brdkmGEYxl9//WU89NBDRlBQkOHj42PUrl3b+Oabb+zKWF+PTz75xBg7dqwRHBxs+Pr6Gu3atTNOnDhhV/ZOS4YZhmWpv0mTJhklSpQwPD09jbCwMGPs2LFGXFycXTlrnbX+FCxY0GjVqpWxffv2ND9+EcndTIaRzr5hIiK52LBhw3j33XeJjIzEz8/P1eEwceJEIiIiiIiIcHUoqVq8eDG9e/dm586d1KpVy9XhpKpp06Y0bdqUiRMnpnj8+PHjlChRIt1dqyX90lLPw8PDWbx4MU2bNs2yuCRrRERE0KxZMz7//HMeeughV4cjIpJmGtMtIuKguLg4li5dyoMPPpgtEm4RERERyb40pltEJI0uXLjADz/8wPLly/nnn3/SNeuys5QuXZrY2FhXh3FXaNmy5W0nRAsICKBbt25ZGJFYValS5Y5L33Xp0oWQkJAsikhEROTOlHSLiKTR/v376datG8HBwbzxxhtpWq4oq1gnvZKMu9MM7gULFrSbwEuyzgMPPHDHMq+//noWRCIiIpJ2GtMtIiIiIiIi4iQa0y0iIiIiIiLiJLmue7nZbObs2bPkyZPntuupioiIiIiIiKTGMAyuXr1KkSJFcHNLvT071yXdZ8+eJSwszNVhiIiIiIiIyF3g1KlT3HPPPakez3VJd548eQDLExMYGOjiaFKXkJDA999/T6tWre44U6tIUqo7kh6qN5JeqjuSXqo7kh6qN5Jezqg70dHRhIWF2XLM1OS6pNvapTwwMDDbJ91+fn4EBgbqDUUcoroj6aF6I+mluiPppboj6aF6I+nlzLpzp2HLmkhNRERERERExEmUdIuIiIiIiIg4iZJuERERERERESdR0i0iIiIiIiLiJEq6RURERERERJxESbeIiIiIiIiIkyjpFhEREREREXESJd0iIiIiIiIiTuLSpHvTpk106NCBIkWKYDKZWLly5R3PiYiIoEaNGnh7e1O6dGkWL17s9DhFRERERERE0sOlSXdMTAxVq1Zl/vz5aSp/7Ngx2rVrR7NmzdizZw9Dhw6lT58+fPfdd06OVERERERERMRxHq68eZs2bWjTpk2ayy9cuJASJUowc+ZMACpUqMCWLVt4/fXXad26tbPCzHKGAZ9+amLPnqJER5vwcOmrdGfh4VCvnqujEBHJejvP7OTIpSOuDsOlbibeZM/lPUT/EY2Hezb/D0uyFdUdSQ/Vm9ylSXgTiuQp4uowMixH1dTt27fTokULu32tW7dm6NChqZ5z48YNbty4YduOjo4GICEhgYSEBKfEmVGGAT16eAK1XB1Kmv36awL33uvqKASw1evsWr8le1K9cdycHXMY+cNIV4eRfZxwdQCSY6nuSHqo3uQKXz/6NYVKFcqUaznjs05ar5Wjku7IyEhCQkLs9oWEhBAdHc3169fx9fVNds7UqVOZNGlSsv3ff/89fn5+Tos1IwwDKleu7+ow0uTIkSCuX/dkxYpdnDhxwdXhSBLr1q1zdQiSA6ne/MfduEEe80mi3EqDyWR3bMOlDcw5OQeAcn7l8HLzckWIIiIid7UDuw+QeCgxU6+ZmZ91YmNj01QuRyXd6TF27FiGDx9u246OjiYsLIxWrVoRGBjowshur1WrBNatW0fLli3x9PR0dTipatzYnZ9+gsqV76NtW8PV4QiWb9xyQt2R7EX15haxJ/HY1B5T7EFuNvgCo0gH26FvDn/DvOXzABhSewjTm0/HdEtSnpuo7kh6qe5IeqjeSHo5o+5Ye1HfSY5KukNDQzl//rzdvvPnzxMYGJhiKzeAt7c33t7eyfZ7enrmiD/U7B6n9WlPTPQgG4eZK2X3uiPZk+oNcHkfRLSB62cB8Ig7jfUNbtOJTTz+5eMkGon0qNqDWffPws2k1TdBdUfST3VH0kP1RtIrM+tOWq+Toz4p1KtXj/Xr19vtW7duHfU0i5fLWL/PiItzbRwiIpki8kf4oZEt4QYg0TIvyJ7IPXT4pANxN+PoULYDizosUsItIiIid+TSTwvXrl1jz5497NmzB7AsCbZnzx5OnjwJWLqG9+jRw1b+mWee4ejRo4waNYqDBw/y5ptv8tlnnzFs2DBXhC+Aj4/l3yRz1YmI5EzHP4WI+yEhGoIbQ7FHLPsT4zhy6Qj3L72f6BvRNCrWiGUPLcPTXS0sIiIicmcuTbp37dpF9erVqV69OgDDhw+nevXqjB8/HoBz587ZEnCAEiVKsHr1atatW0fVqlWZOXMmixYtuquWC8tp1NItIneFAzNhW1cwJ0DYQ9DsO/AJBeBszN+0/LAl52POUzWkKl93/Rpfz5SHNImIiIjcyqVjups2bYphpD751uLFi1M859dff3ViVOIItXSLSI5mmGH3CDg027JdbgjUmAUmN3D35nIitN72CcevXqR0/tJ81/078vrkdWnIIiIikrPkqInUJPtRS7eI5FiJcbC9J5z8zLJdfQaUH25bHizWcKf9Wfg97iKFAwrzfffvCQkIuc0FRURERJJT0i0ZYm3pVtItIjlKfBRs6gwXNoKbJ9RdAuFd7YqMPbCRbXEQ5OHF9098T4l8JVwSqoiIiORsSrolQ9S9XERynNjTsOF+uPIHeAZCoy8h9H/Jin117iAA71asS6XgSlkdpYiIiNwllHRLhqh7uYjkKFG/W9bgjj0NvkWg6RrIVzVZseNRxzkecxl3oFVQ/qyPU0RERO4aSrolQ9TSLSI5xvmNsKkTJFyBwArQbC34F0ux6MbjGwG4zwcC3BKzMkoRERG5yyjplgxRS7eI5AgnPoPtT4A5Hgo1hMarwDv1FuyIExEANPXFMuGaiIiISDq5dJ1uyfnU0i0i2d7B2bD1MUvCHfYA/G/dbRNugIjjEYCSbhEREck4Jd2SIWrpFpFsyzDD7udg9zDAgLIDocFn4O5z29OORx3neNRx3E1uNPAFzPpWUURERNJPSbdkiFq6RSRbSrwB27rBwZmW7WqvQs03wM39jqfaxnMXKkeAG2rpFhERkQzRmG7JELV0i0i2E38FNneB8xvA5AF134cS3dN8um08d9EacO2AWrpFREQkQ9TSLRlibelW0i0i2ULsGfihkSXh9shjWRLMgYQbkoznvqe2ZYdaukVERCQDlHRLhqh7uYhkG1F/wPf1IOo38AmFlpugcEuHLnEi6sS/47ndaVBUSbeIiIhknLqXS4aoe7mIZAsXNsPGjpAQBYHloOlaCAh3+DIbT/w7nrvofQT45rPsTNS3iiIiIpJ+SrolQ9TSLSIud3I5bOtuGXtdsD40+Qq8C6TrUtau5U2KN/lvlnOzvlUUERGR9FP3cskQtXSLiEsdegO2PGJJuO/pDP/7Id0JNyQZzx3eFNz+TboTb4BhZDhUERERyZ2UdEuGqKVbRFzCMMOvo+CXIYABZfpDw+Xg4ZvuS56IOsGxqGOW8dxhDcDd23ozMCdkStgiIiKS+6h7uWSIWrpFJMslxsNPveHEx5btqlOg4lgwmTJ0Wet47lpFapHHO4/9BGrmOHD3ytD1RUREJHdS0i0ZkrSl2zAy/JlXROT2EqJh0wNwfr1lDe46i6Bkz0y5tF3XcgC3JEl24g3wzJTbiIiISC6jpFsyxNrSbRiQkABeaggSEWeJPQsRbSFqL3j4Q8MvoEjrTLt8sqTb5GZJvM3xWjZMRERE0k1Jt2SItaUbLF3MlXSLiFNcOQAb7ofYk+ATAk1XQ/6amXb5ZOO5rdx9lHSLiIhIhijplgyxtnSDJlMTESf5eyts7ADxlyFPGWi2FgJKZuotko3ntnL7903OrDc4ERERSR/NXi4Z4uYGnv+Oc9RkaiKS6U59CT+2sCTcBepAy22ZnnBDCl3LraxrdaulW0RERNJJSbdkmJYNExGn+PNN2PygJeEt2hGa/wg+BZ1yqzsm3WrpFhERkXRS0i0ZpmXDRCRTGQbseR52DQAMKP00NPoCPPyccrtUx3PDf93L1dItIiIi6aQx3ZJhaukWkUyTGA87+sKxDyzbVSbDvS84dT1C63jumkVq2o/nBnUvFxERkQxT0i0ZppZuEckUCVdh80MQ+T2Y3KH2O1Cqt9Nva+taXrxp8oPumkhNREREMkZJt2SYtaVbSbeIpNv1SMsa3Jd//XcN7s+hSJssubW1pTvZeG4AN7V0i4iISMYo6ZYMU/dyEcmQ6EOWNbhjjoNPMDRZDQVqZcmtT145ydHLRy3juYs1SF7A1r1cb3AiIiKSPkq6JcPUvVxE0u3v7bCxPcRfgoDSljW485TKsttvPP7feO5A78DkBWzdy/UGJyIiIumjpFsyTC3dIpIup1fB1scsXbcL1IYm34BPoSwN4bbjuUHdy0VERCTDtGSYZJhaukXEYYcXwuYHLMlskfb/rsGdtQk3QMSJCCCV8dzwX0u3upeLiIhIOinplgxTS7eIpJlhwN4XYWd/MMxQqi80/tIyeVoWu+N4btCSYSIiIpJh6l4uGaaWbhFJE3MC7OgHRxdbtitPgkrjnLoG9+3ccTw3/Ne9XGO6RUREJJ2UdEuGqaVbRO4o4RpseQjOfffvGtxvQamnXBrSHcdzg7qXi4iISIYp6ZYMU0u3iNzW9UiIaAeXd4O7HzT8DIq2c3VUdx7PDepeLiIiIhmmpFsyzNrSraRbRJKJ/vPfNbiPgXchaLoaCtzn6qg4deUURy8fxc3klvp4bvgv6TarpVtERETSR0m3ZJi6l4tIii7+ZFmD+8Y/EFDq3zW4S7s6KuC/ruU1C99mPDeAm7V7ub5VFBERkfRR0i0Zpu7lIpLM6a9h66OQeB3y17K0cPsEuzoqG9t47tt1LQd1LxcREZEM05JhkmFq6RYRO0fehs2dLQl34TbQfEO2SrgBNp6wzFx+x6Tb2tKt7uUiIiKSTkq6JcPU0i0igGUN7n3jYcfTljW4Sz4JTVaBZ4CrI7Nz6sop/rr8F24mNxoWa3j7wmrpFhERkQxS93LJMLV0i4hlDe6n4ej7lu1K4yzrcLtoDe7bsbZy33E8N2giNREREckwJd2SYWrpFsnlEq7Blkfg3LdgcoP7FkDpfq6OKlVpHs8NmkhNREREMszhpHvfvn23PV6lSpV0ByM5k1q6RXKxuAuWNbgv7QJ3X2iwDO7p4OqobsuhpFvdy0VERCSDHE66q1Wrhunf7oKGYQBgMpkwDAOTyURiYmLmRijZnlq6RXKpq0csa3Bf+wu8C0CT1VCwjqujui2HxnMDuFtbuvWtooiIiKSPw0l3w4YN2bNnD2PGjOHxxx+3JeCSe1lbupV0i+QiF3fAxnZw4yL4l7CswR1Y1tVR3ZFD47khyZhuvcGJiIhI+jg8e/mmTZtYvHgxixcv5pFHHuH06dMUL17c9iO5j7qXi+QyZ1bD+maWhDtfDWi1PUck3OBg13IAN3UvFxERkYxJ15JhDzzwAPv37+fxxx+nU6dOPPDAAxw5ciRdAcyfP5/w8HB8fHyoU6cOO3bsuG352bNnU65cOXx9fQkLC2PYsGHEqYnVpdS9XCQXObIINnWCxFgo3BpaRIBviKujSjOHk251LxcREZEMSvc63R4eHgwdOpQjR45QokQJatSowdChQx26xrJlyxg+fDgTJkxg9+7dVK1aldatW3PhwoUUy3/88ceMGTOGCRMmcODAAd59912WLVvG888/n96HIZlALd0iuYBhwG+TYEdfMBKhRE9o8jV45nF1ZGl2Ovq0Y+O5Qd3LRUREJMMcHtOdL1++FMdx37hxg7lz5zJ79uw0X2vWrFn07duX3r17A7Bw4UJWr17Ne++9x5gxY5KV37ZtGw0aNODxxx8HIDw8nK5du/Lzzz87+jAkE6mlW+QuZ74JO/vDX4ss2/e+AFUmZ8s1uG9n43EHx3PDf93LzQlgmC1LoomIiIg4wOGk+/XXX8+UydPi4+P55ZdfGDt2rG2fm5sbLVq0YPv27SmeU79+fZYuXcqOHTuoXbs2R48eZc2aNTzxxBOp3ufGjRvcSNIEGx0dDUBCQgIJCQkZfhzOYo0tO8do5e4O4MmNGwYJCTddHU6ul5PqjmQfqdabmzG4/9QNt3NrMHDDXOMNzKX6wc2c97f+47EfAWgU1ijtfx9mNzz//TXhxjXLsmhiR+85kl6qO5IeqjeSXs6oO2m9lsNJd69evRw9JUUXL14kMTGRkBD7sYAhISEcPHgwxXMef/xxLl68SMOGDTEMg5s3b/LMM8/ctnv51KlTmTRpUrL933//PX5+fhl7EFlg3bp1rg7hji5c8AVaERtrZs2aNa4OR/6VE+qOZD9J642XcYW6cS+Tz3yYRLzY5T2CyEP3wKGc+Xf+7f5vAfC74Jfm9yqTcZOO//6+bu3XJJgCnBRdzqf3HEkv1R1JD9UbSa/MrDuxsbFpKudw0u3u7s65c+cIDg52OKiMioiI4JVXXuHNN9+kTp06HDlyhCFDhjB58mTGjRuX4jljx45l+PDhtu3o6GjCwsJo1aoVgYFp7F7oAgkJCaxbt46WLVvi6el55xNc6Px5y78JCe60adM2p/U4vevkpLoj2UeyenPtLzw2d8BkPoLhlR+jwZfUKFjP1WGm2+no05zbcw43kxtDugwhr0/etJ1oGBjLTZgwaNm8MfiEOjfQHEjvOZJeqjuSHqo3kl7OqDvWXtR34nDSbRiGw8GkpGDBgri7u3PemrH96/z584SGpvyhZty4cTzxxBP06dMHgMqVKxMTE0O/fv144YUXcHNLPtbO29sbb+ug4yQ8PT1zxB9qTogzT5J5lAzDEy8v18Ui/8kJdUeyH09PTzyj91rW4I67AP7hmJqtxSOwnKtDy5BtZ7YBUKNwDQrmKejYye4+kHgdT1Mi6G8qVXrPkfRS3ZH0UL2R9MrMupPW66RrRpjMGNPt5eVFzZo1Wb9+vW2f2Wxm/fr11KuXcmtKbGxsssTa3TKgONO+DBDHJf1OQ5OpieRspsjvYH1TS8Kdrxq02gY5POGGJEuFFW/q+Mm2Gcy1RIOIiIg4zuGWbiDVlmiAxMTENF9n+PDh9OzZk1q1alG7dm1mz55NTEyMbTbzHj16ULRoUaZOnQpAhw4dmDVrFtWrV7d1Lx83bhwdOnSwJd+S9ZIm3Vo2TCTnCktYj/uWNy1LgoW2hEbLwTP7DsNxRMSJCMCB9bmTcrOu1a1vFUVERMRx6Uq6ly9fTv78+TN880cffZS///6b8ePHExkZSbVq1Vi7dq1tcrWTJ0/atWy/+OKLmEwmXnzxRc6cOUOhQoXo0KEDU6ZMyXAskn4mE3h5QXy8WrpFciTDwO3AVGrEz7Vshz8BdRaB+90xVuR09GmOXDri2PrcSVlbupV0i4iISDo4nHSbTCYaNGiQaROpDRw4kIEDB6Z4LCIiwm7bw8ODCRMmMGHChEy5t2QeHx9L0q2WbpEcxnwTdg3E/chbACSWH4V79Wk5bg3u27Guz12jcI20T6CWlPu/Ld3qXi4iIiLp4PCYbo2dlpRYu5irpVskB7kZC5sfhCNvYWBin1c/zJVfvqsSbsjgeG4AN7V0i4iISPo53NK9YcOGTOlaLncXn38/k6qlWySHiLsIGzvAPz+Buw+JdT7g2F4vKrg6LifYeMLS0p2u8dyQpHu53uBERETEcQ63dMfExNjNOG713Xff8e2332ZKUJLzqKVbJAe5dgzWNbAk3F754H8/YBTt7OqonOJM9BkOXzqc/vHckKR7ud7gRERExHEOJ91jxoxJcYZywzAYM2ZMpgQlOY+1pVtJt0g2d2k3fF8Prv4JfsWg5VYo1MDVUTmNtZU73eO5Qd3LRUREJEMc7l5++PBhKlasmGx/+fLlOXLkSKYEJTmPupeL5ADnvreM4b55DYKqQtM14FfE1VE5VYbHc4O6l4uIiEiGONzSnTdvXo4ePZps/5EjR/D398+UoCTnUfdykWzu6AcQ0c6ScIc0hxYb7/qEG/5LupuEN0n/Rdy1TreIiIikn8NJd6dOnRg6dCh//fWXbd+RI0cYMWIEHTt2zNTgJOdQS7dINmUY8Mcr8FNPMG5C8cctLdxe6exqnYNkynhu+K97ucZ0i4iISDo4nHRPnz4df39/ypcvT4kSJShRogQVKlSgQIECzJgxwxkxSg6glm6RbMicCLsGwt4XLNsVRkL9D8Hdy7VxZRHreO7qodUJ8glK/4VsLd36VlFEREQc5/CY7rx587Jt2zbWrVvH3r178fX1pUqVKjRu3NgZ8UkOoZZukWzm5nXY9jicXgmYoOZsKDfYxUFlLdt47vQuFWblronUREREJP0cTroBTCYTrVq1olWrVpkdj+RQaukWyUZu/AMbO8LFbeDmDfWXQrGHXB1Vlsv0pNusbxVFRETEcQ53LwfYuHEjHTp0oHTp0pQuXZqOHTuyefPmzI5NchC1dItkE9eOW9bgvrgNPIPgf9/nyoT77NWzmTOeGyxfXIBaukVERCRdHE66ly5dSosWLfDz82Pw4MEMHjwYX19fmjdvzscff+yMGCUHUEu3SDZw6VfLGtzRh8DvHmi5BYJz59CfjcczaTw3qHu5iIiIZIjD3cunTJnC9OnTGTZsmG3f4MGDmTVrFpMnT+bxxx/P1AAlZ7C2dCvpFnGRc+v+XYP7KgRV/ncN7ntcHZXL2JYKK56BpcKsrC3d6l4uIiIi6eBwS/fRo0fp0KFDsv0dO3bk2LFjmRKU5DzqXi7iQseWQkRbS8Id3BRabMrVCTdAxIkIAJqVaJbxi6mlW0RERDLA4aQ7LCyM9evXJ9v/ww8/EBYWlilBSc6j7uUiLmAYsP9V2P6EZQ3uYo9Cs7XgFeTqyFzq7NWz/PnPn5kznhs0kZqIiIhkiMPdy0eMGMHgwYPZs2cP9evXB2Dr1q0sXryYOXPmZHqAkjOopVski5kTYfdQ+HOeZbv8CKg+HUzpmh/zrpKp47lBE6mJiIhIhjicdPfv35/Q0FBmzpzJZ599BkCFChVYtmwZnTp1yvQAJWdQS7dIFrp5HbZ3h1MrLNs1ZkH5Ybc/JxfJtKXCrNS9XERERDIgXet0d+nShS5dumR2LJKDqaVbJIvcuASbOsHfW8DNC+p9AMUfdXVU2Yp1PHfmJ916gxMRERHHpSvpFrmVWrpFskDMSdhwP0QfAM+80HglhDR1dVTZinU8twlT5oznhiSzl+sNTkRERBzncNKdL18+TCZTqscvXbqUoYAkZ9KSYSJOdnkfRLSB62fBt6hlwrSgSq6OKtuxjecunEnjuUHdy0VERCRDHE66Z8+eDYBhGPTv35+XXnqJ4ODgzI5Lchh1LxdxosgfYVNny5Jgee+Fpt+Cv1aLSIltPHfxppl3UXfrRGp6gxMRERHHOZx09+zZ0/b7oEGDePDBBylZsmSmBiU5j7qXizjJ8U/gp55gToDgJtD4S/DK5+qosq1MH88NSZYM0xuciIiIOE5ry0imUEu3SCYzDDgwA7Y9bkm4iz0Czb5Twn0b566es43nblS8UeZd2E0TqYmIiEj6ZXgitduN75bcQy3dIpnIMMPu4XBojmW73FCoMVNrcN/BxhNOGM8NSbqX6w1OREREHOdw0v3AAw/Yfo+Li+OZZ57B39/ftm/FihWZE5nkKGrpFskkiXGwvQec/NyyXX0mVBju2phyCKeM5wZ1LxcREZEMcTjpzps3r+337t27Z2owknOppVskE8RftkyYdmETuHlC3Q8g/DFXR5Vj2JLuzBzPDf8tGWaYwXwT3LTapoiIiKSdw58c3n//fWfEITmcWrpFMijmlGVJsCt/gGfgv2twN3N1VDnGuavnOPTPocwfzw3/tXSDpSeCW0DmXl9ERETuag4PEExMTEz12Lp16zIUjORcaukWyYCo3+D7epaE27cItNishNtBThvPDf+1dAOY9c2iiIiIOMbhpLtNmzbExMTY7fvnn3/o3r07jzzySKYFJjmLtaU7Ph7MZtfGIpKjnI+AdY3g+hnIWxFabYd8VVwdVY7jtPHcAG7uYPq3Y5gmUxMREREHOZx0BwQE0LBhQyIjIwFYsmQJ5cqVIzY2lj/++CPTA5ScwSdJ78v4eNfFIZKjnFgGG1pDwhUo1AhabgH/Yq6OKkdy2nhuK2sXcyXdIiIi4iCHx3R/8cUXDB48mLp161KyZEkOHz7MO++8Q5cuXZwRn+QQ3kl6X8bF2SfhIpKCg69blgUDCHsI6n9oP3ZY0syp47mt3H3g5jV1LxcRERGHOZx0m0wm5s6dS1hYGGPHjmXVqlW0b9/eGbFJDuLl9d/vmkxN5DYMM/w6Eg7OsmyXHQQ1Xrd0YZZ0sY7nrhZaLfPHc1u5aa1uERERSR+Hk+433ngDAB8fHxo1asTDDz/M2LFjCQoKAmDw4MGZGqDkDCaTpbX7xg1NpiaSqsQbsL0nnFxm2a42HSo8Z/kDknRzetdyUPdyERERSTeHk+7XX3/d9ntsbCw3btxg/vz5+Pn5YTKZlHTnYj4+lqRbLd0iKYiPgk1d4ELEv2twL4bwx10c1N0ha5Luf1u61b1cREREHORw0n3s2DEATp06RZs2bWjevDmLFy/GK2n/YsmVtGyYSCpiT8OGNnDld/DIA42/hNDmro7qrmA3nruYk8ZzA7ippVtERETSx+HZywH27dtH3bp1OXjwIKVLl8akrpHCf5OnqaVbJImoP/5dg/t38C0MLTcp4c5EScdz5/PN57wb2bqX6w1OREREHONw0v3DDz/QpEkTRo8ezY4dO1i9ejVVqlRh8+bNzohPchC1dIvc4vxGWNfQ0tIdWB5aboN81Vwd1V1l43FL0u3UruXwX/dytXSLiIiIgxxOuh988EHeffddBg8eTI0aNdi5cydPPfUUbdu2pV+/fs6IUXIIa0u3km4R4OTnsKEVJERBoQbQcisEhLs6qrtOxIkIIAuSbmv3crPe4ERERMQxDifd3377LQ888MB/F3Bz47nnnuO3337j9OnTmRqc5CzqXi7yr4NzYMujYI6He7pAs3Xgnd/VUd11Iq9FcvDiQeeP54YkLd16gxMRERHHOJx0169fP8X94eHhrFmzJsMBSc6l7uWS61nX4N49FDCgzLPQ8HPw8HV1ZHcla9dyp4/nBi0ZJiIiIumWronUNm/eTPfu3alXrx5nzpwB4MMPP2TLli2ZGpzkLGrpllwt8QZs6w4HZli2q06FWvPAzd21cd3FsmSpMCtr0q0lw0RERMRBDifdX3zxBa1bt8bX15dff/2VG/9mWFeuXOGVV17J9AAl51BLt+Ra8Vcgoi2c+ARMHlB3Cdw7BrSyg1Nl2XhuADdNpCYiIiLp43DS/fLLL7Nw4ULeeecdPD09bfsbNGjA7t27MzU4yVnU0i25UuwZ+KExnP8RPAKg6Woo2cPVUd31snQ8N6h7uYiIiKSbh6MnHDp0iMaNGyfbnzdvXqKiojIjJsmh1NItuc6V/bDhfog9BT4h0HQN5K/h6qhyBet47qqhVZ0/nhvUvVxERETSzeGkOzQ0lCNHjhAeHm63f8uWLZQsWTKz4pIcSEuGSa5yYQts7GBZEixPWWi2FgJKuDqqXMM2nrt406y5obqXi4jcUWJiIgkJCU69R0JCAh4eHsTFxZGYmOjUe8ndJT11x9PTE3f3jM/P43DS3bdvX4YMGcJ7772HyWTi7NmzbN++neeee45x48ZlOCDJudS9XHKNUytg6+OWVs+C9aDxV+BT0NVR5SpZOp4b1L1cROQ2DMMgMjIyS3q9GoZBaGgop06dwqS5U8QB6a07QUFBhIaGZqi+OZx0jxkzBrPZTPPmzYmNjaVx48Z4e3vz3HPPMWjQIIcDmD9/Pq+99hqRkZFUrVqVuXPnUrt27VTLR0VF8cILL7BixQouXbpE8eLFmT17Nm3btnX43pK51L1ccoVD8+CXwYABRTtCg0/Aw8/VUeUqduO5i2fBeG74r6Vb3ctFRJKxJtzBwcH4+fk5NRk2m81cu3aNgIAA3NzStRCT5FKO1h3DMIiNjeXChQsAFC5cON33djjpNplMvPDCC4wcOZIjR45w7do1KlasSEBAgMM3X7ZsGcOHD2fhwoXUqVOH2bNn07p1aw4dOkRwcHCy8vHx8bRs2ZLg4GCWL19O0aJFOXHiBEFBQQ7fWzKfWrrlrmaYYe/zsP9Vy3bpZ6DWXHBz+G1UMijpeO78vvmz5qZq6RYRSVFiYqIt4S5QoIDT72c2m4mPj8fHx0dJtzgkPXXH19cXgAsXLhAcHJzurubp/rTo5eVFxYoV03s6ALNmzaJv37707t0bgIULF7J69Wree+89xowZk6z8e++9x6VLl9i2bZtt5vRbx5aL66ilW+5aifHw81NwfKllu+oUqDhWS4K5SJaP54YkSbe+VRQRSco6htvPT72+5O5krdsJCQlZl3TXqHH7mXnTumxYfHw8v/zyC2PHjrXtc3Nzo0WLFmzfvj3Fc7766ivq1avHgAEDWLVqFYUKFeLxxx9n9OjRqT4BN27csK0lDhAdHQ1YnjRnT/SQEdbYsnOMt/L0dAPcuX7dTEKCJrZwlZxYd7K1hGjctz+G2/kfMEzuJNZ6CyO8B9y86erIMlVOqjcbjm8AoGFYwyyL12S44wGYb14nMQc8R1kpJ9UdyV5Ud+4OCQkJGIaBYRiYzWan388wDNu/WXE/uXukt+5Y63dKSXda378cTrr37NnDiBEj0tWdPKmLFy+SmJhISEiI3f6QkBAOHjyY4jlHjx7lxx9/pFu3bqxZs4YjR47w7LPPkpCQwIQJE1I8Z+rUqUyaNCnZ/u+//z5HfCO3bt06V4eQZn/9VRKozLFjZ1mz5hdXh5Pr5aS6k115my9R98ZkgszHuIkPO71GcWF/Qdi/xtWhOU12rzdRCVEc+ucQJkxcP3idNUey5rUofHM/tYHLF8+yZc3d+/pnRHavO5J9qe7kbB4eHoSGhnLt2jXi4+Oz7L5Xr17NsnvJ3cXRuhMfH8/169fZtGkTN29pdImNjU3TNdLVvXzkyJEpjrl2NrPZTHBwMG+//Tbu7u7UrFmTM2fO8Nprr6WadI8dO5bhw4fbtqOjowkLC6NVq1YEBgZmVegOS0hIYN26dbRs2dLWlT67O33ajffeg/z5i9C2bcidTxCnyIl1J1uKPojH5iGYzCcwvIMxGn1FrXx37xrcOaXefL7/c/gDqoRU4dGOj2bZfU1nDdgK+fL607aFJu5MKqfUHcl+VHfuDnFxcZw6dYqAgAB8rBP8OJFhGFy9epU8efJo9nJxSHrrTlxcHL6+vjRu3DhZHbf2or6TdE2klhkVvGDBgri7u3P+/Hm7/efPnyc0NDTFcwoXLpxsrbQKFSoQGRlJfHw8Xl5eyc7x9vbG2zrYOAlPT88c8QafU+IEsHYciI93+7erubhSTqo72c7f2yxrcMdfgjxlMDVbi2dASVdHlSWye73ZcnoLAM3Cm2VtnN6W3l1uxg3csvHz40rZve5I9qW6k7MlJiZiMplwc3PLkonNrN2CrffMje69914iIiLw8vKiVq1a7N69mzx58tz2nH/++YcKFSqwY8cOl8yJVbduXUaOHMmDDz6Y5fe2Sm/dcXNzw2Qypfheldb3LodrqmEYlC1blpCQEEqWLEnDhg0ZNGgQu3btcug6Xl5e1KxZk/Xr19v2mc1m1q9fT7169VI8p0GDBhw5csSuD/6ff/5J4cKFU0y4JWtZv/jRRGqSo51aCT82tyTcBepAy62QSxLunMA6iVqT8CZZe2M3TaQmInK36dWrF507d062PyIiApPJlCXrjqdHz549KVKkCPnz56dt27Z3TLgBpkyZQqdOnWwJ9/HjxzGZTOzZs8e5wf7rxRdftC09nRs53NL9/vvv2waSR0dHc/bsWXbu3EndunVZuXIl7du3T/O1hg8fTs+ePalVqxa1a9dm9uzZxMTE2GYz79GjB0WLFmXq1KkA9O/fn3nz5jFkyBAGDRrE4cOHeeWVVxg8eLCjD0OcQEuGSY53eAHsGmhZHqxIe2i4TGtwZyPnr53nwMUDmDDRuHjjrL25+789prRkmIiIuNioUaN45plnuHnzJvnz33npzNjYWN59912+++67LIguZW3atKFPnz58++23tGvXzmVxuIrDLd09e/akV69e9O3blxEjRjBz5kw2bdrE6NGjeemllxy61qOPPsqMGTMYP3481apVY8+ePaxdu9Y2udrJkyc5d+6crXxYWBjfffcdO3fupEqVKgwePJghQ4akuLyYZD0tGSY5lmHA3hdg57OWhLtUX2j8pRLubGbjCcv63FVCqmTd+txW1iXDzHqDExG5E8OAmBjX/Pw7QXWmWrx4MUFBQXb7GjdubNdSvGnTJipUqICfnx958+aldevWHD582FY+PDyc2bNn27ZffPFF7rnnHo4fP57meyRtgQ8MDCR//vw88cQTmEwmVq5cmWr8a9aswdvbm7p166b5Md+4cYPBgwcTHByMj48PDRs2ZOfOnbbjtWrVYsaMGbbtzp074+npybVr1wA4ffo0JpOJI0eOAODu7k7btm359NNP0xzD3STd63Tfavjw4clmIk+LgQMHMnDgwBSPRUREJNtXr149fvrpJ4fvI86nlm7JkcwJ8HMfOPaBZbvyS1DpRa3BnQ3Z1ucOb5r1N1f3chGRNIuNhQwudHQbbkBQqkevXQN/f2fd22LFihX8+uuvdvuKFi3KvHnzKFmyJNeuXWPUqFE8/fTT/Pjjj8nOnzlzJm+99RabNm1KdXx1Sve41S+//MJXX311x3g3b95MzZo171guqVGjRvHFF1+wZMkSihcvzvTp02ndujVHjhwhf/78NGnShIiICJ577jkMw2Dz5s0EBQWxZcsW7r//fjZu3EjRokUpXbq07Zq1a9dm2rRpDsVxt8i02Qfy5s1LtWrV2LRpk5LiXEot3ZLjJFy1TJh27AMwuUOdRVB5nBLubMqlSbe6l4uI3JW++eYbAgIC7H7atGmTavmEhARGjx7N6NGj7faXKlWK5s2bU6JECcqUKUPhwoVJTExMdv6iRYt46aWXWLt2LRUqVHDoHrcaPnw4I0eOvONjPHHiBEWKFLljOauYmBgWLFjAa6+9Rps2bahYsSLvvPMOvr6+vPvuuwA0bdqULVu2kJiYyL59+/Dy8qJbt262RtOIiAiaNLGff6VIkSKcOnUqV47rdrilO7VvU6KioujduzedOnUiX758DnVfkLuDWrolR7keCRHt4PJucPeDhp9DUS0FlV25dDw3JOlefsPSd1FfzIiIpMrPz9Li7Axms5no6GgCAwNTnIHaz8GRYc2aNWPBggV2+37++We6d++eYvn58+eTN29eunXrxrhx4+yOnTx5kooVK3L9+nUqVKjA119/bXd81apVbNq0ibJly1KpUqVUY7rdPaxWrlzJ0aNHGTFiRKplrK5fv+7Qcm5//fUXCQkJNGjQwLbP09OT2rVrc+DAAQAaNWrE1atX+fXXX9m2bRtNmjShadOmtpbsjRs3JvtCwNfXF7PZzI0bN/D19U1zPHcDh5PulGb4szKZTKxYsSIj8UgOppZuyTGiD8GG+yHmOHgXgqarocB9ro5KbsOl47kB3JIsPWmO/6/lW0REkjGZnNfF22yGxETL9TNjxTB/f3+7LtBgGY+cksuXLzN58mS+/PLLFJdQLlKkCHv27CEyMpKxY8cybdo03nrrLdvxrVu3smzZMsaPH8/EiRNtk0U7cg+wtISPGjWKKVOmpCl5LViwIJcvX75jOUcEBQVRtWpVIiIi2L59Oy1btqRx48Y8+uij/Pnnnxw+fDhZS/elS5fw9/fPdQk3pLN7+blz5zCbzXY/Z8+ezezYJIdRS7fkCBd/gnUNLAl3QClotU0Jdw7g0q7l8F9LN6iLuYhILjV58mQaNWpE48Yp97jy8PCgdOnSNGzYkOeee46PPvrI7viYMWN46KGHWLx4Ma+//rrdxGRpvQfAggULCAgI4IknnkhT3NWrV2f//v1pKguWrvJeXl5s3brVti8hIYGdO3dSsWJF274mTZqwYcMGNm3aRNOmTcmfPz8VKlRgypQpFC5cmLJly9pd9/fff6d69eppjuNukq6J1FLqypHaNzGSe6ilW7K901/B1scg8Trkvw+afgM+wa6OStLA5Um3m9d/v5v1zaKISG4TGxvL22+/ze7du1M8/s0335AvXz7CwsI4ffo006dPT5ZgWpf3ql27NkOHDqV3797s3r0bLy+vNN3Davr06Xz99ddpzr9at27N2LFjuXz5Mvny5bM7dujQoWTl7733Xvr378/IkSPJnz8/xYoVY/r06cTGxvLUU0/ZyjVt2pS5c+dSqFAhypcvb9s3b948Hn744WTX3bx5M61atUpTzHebdCXd77zzDvny5SMwMJASJUpQq1atzI5LciBrS3dCgqXrT2Z0+RHJNIffgl3/LglWpC00/Aw8nDy9qWSKCzEXXDueGyx9Jd28LQm3WrpFRHKdhIQEnn766WStt1anT59m6NChnDp1iqCgIJo0aWK3pNatJk2axFdffcXEiRN55ZVX0nQPq2bNmtGsWbM0x165cmVq1KjBZ599xtNPP2137LHHHktW/tSpU0ybNg2z2cwTTzzB1atXqVWrFt99951d0t6oUSPMZrNdN/KmTZsyZ84cmjZtanfNM2fOsG3bNpYuXZrmuO8mJsNwbDW78PBwTCYTN27c4NKlS8THx+Pn50enTp349NNPU5ylLzuJjo4mb968XLlyhcDAQFeHk6qEhATWrFlD27Zt8fT0dHU4aXL1Klif0thYyIXDNbKFnFh3nMowYN94+ONly3app+C+heCWaSsm3hWyc735/I/PeWT5I1QJqcLeZ/a6MJAgSLgC7Q9B4O0/EOUm2bnuSPamunN3iIuL49ixY5QoUcKhybrS604TqUnKVq9ezciRI/n9999d8ryNHj2ay5cv8/bbb2f5va3SW3duV8fTmls6/KnTuoC71ZkzZ4iIiODVV18FLN+MuLm5UbRoUUcvLTmcd5J5heLilHRLNmBOgB1Pw9H3LduVJkDlCZp5OoexdS0v3tSlceDuY0m61b1cRERymHbt2nH48GHOnDlDWFhYlt8/ODiY4cOHZ/l9s4sMN/UULVqUbt26UbduXZo3b07jxo0JDg7m559/zoz4JAfx9LTkMoahydQkG0i4BlsehnNrLWtw37cQSvdxdVSSDhEnIgAXjue2ctNa3SIiknMNHTrUZfceMWKEy+6dHWRa/8pSpUolawWX3MVksrR2x8VpMjVxsevnYWM7uPQLuPtaxm8Xbe/qqCQdLsRcYP/flhlXXTae28o6g3mivlUUERGRtMtQ0h0XF0d8fLzdvuw8Tlqcz8fHknCrpVtcJvowRNwP146Cd0Fo8g0UrOPqqCSdNh7/b33uAn4FXBuMdW1us75VFBERkbRzeBR9bGwsAwcOJDg4GH9/f/Lly2f3I7mblg0Tl7q4A9bVtyTcASWh5TYl3DlcthnPDeBmbenWG5yIiIikncNJ98iRI/nxxx9ZsGAB3t7eLFq0iEmTJlGkSBE++OADZ8QoOYh1Qj8l3ZLlznwD65vBjYuQv6Yl4Q4s4+qoJIOyzXhuUPdyERERSReHu5d//fXXfPDBBzRt2pTevXvTqFEjSpcuTfHixfnoo4/o1q2bM+KUHMKadKt7uWSpI4tg59OWNbgL3w8NPwfPAFdHJRmUrcZzw3/dy9XSLSIiIg5wuKX70qVLlCxZErCM37506RIADRs2ZNOmTZkbneQ46l4uWcowYN9E2NHXknCX7AVNvlLCfZfIVuO54b/u5RrTLSIiIg5wOOkuWbIkx44dA6B8+fJ89tlngKUFPCgoKFODk5xHLd2SZcw3Lcn275Ms2/e+CHXeAzdP18YlmSZbjeeGJC3deoMTERGRtHM46e7duzd79+4FYMyYMcyfPx8fHx+GDRvGyJEjMz1AyVnU0i1Z4mYMbOoEf70LJje4bwFUnWxZt07uGtbx3E3Cm7g2aSUefAABAABJREFUECt3TaQmIiI5x9y5c5k8eTIA8+fP57nnnkvTeePGjaNfv37ODC2ZiIgITCYTUVFRACxevDhLGnT379/PPffcQ0xMjFPv43DSPWzYMAYPHgxAixYtOHjwIB9//DG//vorQ4YMyfQAJWdRS7c4XdwF+KEZnF1jWYO70ZdQ5hlXRyWZLNuN54b/km6z3uBERO4WkZGRDBo0iJIlS+Lt7U1YWBgdOnRg/fr1rg4twx555BGWLFmCp6cnL7/8Mk899dQdz4mMjGTOnDm88MILtn29evXCZDLxzDPJP28NGDAAk8lEr169MjN0Hn30Uf78889MvWZKKlasSN26dZk1a5ZT75OhdboBihcvTvHixTMjFrkLqKVbnOrqX7Dhfrh2BLwLQOOvoVA9V0clTrDphGWOkMrBlSnoV9DF0fzLTROpiYjcTY4fP06DBg0ICgritddeo3LlyiQkJPDdd98xYMAADh486OoQMyQkJIQ///yTyMhIgoOD8fC4c+q3aNEi6tevnyy/CwsL49NPP+X111/H19cXgLi4OD7++GOKFSuW6bH7+vra7uNsvXv3pm/fvowdOzZNz1F6ONzS/cYbb9z2R3I3tXSL0/yzE76vZ0m4/cOh5VYl3Hcx23ju7LBUmJW6l4uIpI1hWIaCueLHMNIc5rPPPovJZGLHjh08+OCDlC1blnvvvZfhw4fz008/2cqZTCYWLFhAmzZt8PX1pWTJkixfvtzuWqdOneKRRx4hKCiI/Pnz06lTJ44fP25X5vjx45hMpmQ/1i7V1nutXLnS7rymTZsydOhQ23Z4eDizZ8+2ba9fvx6TyUTnzp2TnePm5kaRIkX466+/8PT0pFq1ard9Tj799FM6dOiQbH+NGjUICwtjxYoVtn0rVqygWLFiVK9e3a6s2Wxm6tSplChRAl9fX6pWrZrs+VqzZg1ly5bF19eXZs2aJXuubu1e3qtXL7vHBzB06FCaNm1q95gHDRrE0KFDyZcvHyEhIbzzzjvExMTQu3dv8ubNS40aNfj222/trtOyZUsuXbrExo0bb/vcZITDqfzrr79u+/3UqVMULlzY9o2AyWSydT2X3Ekt3eIUZ7+FzQ9BYizkqw5N14BvqKujEifK1km3upeLiNxeYix85pyVRNyAoNsVeOQaePjf8TqXLl1i7dq1TJkyBX//5OVvHU88btw4pk2bxpw5c/jwww957LHH+O2336hQoQIJCQm0bt2aevXqsXnzZjw8PHj55Ze5//772bdvH15eXnbX+uGHH7j33nvZtm0bDz744B1jvR2z2cyIESMICLj98z1y5Eh8rK1jqbh06RL79++nVq1aKR5/8sknef/9921LRL/33nv07t2biIgIu3JTp05l6dKlLFy4kDJlyrBp0ya6d+9OoUKFaNKkCadOneKBBx5gwIAB9OvXj127djFixIi0P+jbWLJkCaNGjWLHjh0sW7aM/v378+WXX9KlSxfGjBnD9OnT6dmzJydPnsTPzw8ALy8vqlWrxubNm2nevHmmxHErh1u6jx07Zvvx9fVl48aNtu2jR486I0bJQax/y0q6JdP89T5s7GD5Dzy0FbTYqIT7Lnch5gJ//P0HkI3Gc4O6l4uI3EWOHDmCYRiUL18+TeUffvhh+vTpQ9myZZk8eTK1atVi7ty5ACxbtgyz2cyiRYuoXLkyFSpU4P333+fkyZN2CemNf7uChoaGEhoaSv78+TP8OJYsWcKNGzfo1KlTqmU2bNjAtm3b6NOnz22vdfLkSQzDoEiRIike7969O1u2bOHEiROcOHGCrVu30r17d7syN27c4JVXXuG9996jdevWlCxZkl69etG9e3feeustABYsWECpUqWYOXMm5cqVo1u3bpk2Jrxq1aq8+OKLlClThrFjx+Lj40PBggXp27cvZcqUYdSoUfzzzz/s27fP7rwiRYpw4sSJTIkhJc7ptC65lrqXS6YxDPj9ZfhtvGW7RA+os0hLguUC2XI8N6ilW0Qkrdz9LC3OTmA2m4mOjiYwMBA3txTaD9390nQdw4Fu6AD16tVLtr1nzx4A9u7dy5EjR8iTJ49dmbi4OP766y/b9j///ANAYGDgbe/VtWtX3N3dbdvXr19PsVt4bGwsL774IgsXLuSLL75I8VqGYTBixAgmTJhgu39qrl+/DpBqi3ihQoVo164dixcvxjAM2rVrR8GC9v9PHzlyhNjYWFq2bGm3Pz4+3tYN/cCBA9SpU8fu+K3Pb3pVqVLF9ru7uzsFChSgcuXKtn3BwcEAXLhwwe48X19fYmNjMyWGlCjplkyl7uWSKcw3YdcAOPK2Zfve56HKy1oSLJewdi1vUjybLBVmpZZuEZG0MZnS1MU7Xcxm8Ei0XD+lpDuNypQpg8lkypTJ0q5du0bNmjX56KOPkh0rVKiQ7fejR4/i5eWVakuy1euvv06LFi1s29bu3Ld67bXXKFeuHB06dEg16f7ggw+IiYnhmWeeYcqUKbe9rzWBvnz5sl3cST355JMMHDgQsCxDdqtr1yxftqxevZqiRYvaHfO2Jgrp4ObmluyLkoSEhGTlPD3tG2dMJpPdPtO/nyXNZrNduUuXLlGqVKl0x3cnDifdSZviDcPg4MGDticX7L9dkNxHLd2SYTdjYetjcOZryxrcNedC2WddHZVkIWvS3axEM9cGcitNpCYictfInz8/rVu3Zv78+QwePDjZuO6oqCi7cd0//fQTPXr0sNu2ttzWqFGDZcuWERwcfNtW7I0bN1K/fn27VuyUhIaGUrp0adt2SrN4nzt3jgULFtx28q/Y2FheeOEF5s2blywZTUmpUqUIDAxk//79lC1bNsUy999/P/Hx8ZhMJlq3bp3seMWKFfH29ubkyZM0aZLyl+cVKlTgq6++stuXdOK6lBQqVIjff//dbt+ePXvS9LjS4vfff+ehhx7KlGulxOGvh6pVq0b16tWpVq0asbGxtG/f3rZ968x1kvuopVsyJO5vWP8/S8Lt7gMNv1DCnctk2/HckCTp1reKIiJ3g/nz55OYmEjt2rX54osvOHz4MAcOHOCNN95I1t35888/57333uPPP/9kwoQJ7Nixw9bi261bNwoWLEinTp3YvHkzx44dIyIigsGDB3P69GkSExPZtGkTH3/8MQ888ACRkZFERkZy6dIlIHlX57TG3qVLl9vmXx9//DGlSpVKNut3atzc3GjRogVbtmxJtYy7uzsHDhxg//79KX55kCdPHp577jmGDRvGkiVL+Ouvv9i9ezdz585lyZIlADzzzDMcPnyYkSNHcujQIT7++GMWL15829j+97//sWvXLj744AMOHz7MhAkTkiXh6XX8+HHOnDlj17sgsznc0n3s2DFnxCF3CbV0S7pdO2pZg/vqYfDKD02+hkL1XR2VZDHreO5KwZWy13hu+K97uVnfKoqI3A1KlizJ7t27mTJlCiNGjODcuXMUKlSImjVrsmDBAruykyZN4tNPP+XZZ5+lcOHCfPLJJ1SsWBEAPz8/Nm3axOjRo3nggQe4evUqRYsWpXnz5gQGBnLq1Clbq+/gwYOTrfZUrlw5h8eYm83mO3YXj42NZebMmQ5dt0+fPvTt25fp06enPGaeO49Jnzx5MoUKFWLq1KkcPXqUoKAgatSowfPPPw9AsWLF+OKLLxg2bBhz586ldu3avPLKKzz55JOpXrN169aMGzeOUaNGERcXx5NPPkmPHj347bffHHp8Kfnkk09o1apVsrXJM5PJcPQVzuGio6PJmzcvV65cuWOFcaWEhATWrFlD27ZtM63bRFaYMweGDoVHH4VPP3V1NLlTjqw7l36BiLYQdwH8i0PTtZA3bbOJSubILvVm4JqBzN85n4H3DWRu27kuiyNFp1bC5i5QsD602urqaLKN7FJ3JOdR3bk7xMXFcezYMUqUKHHHJakywx0nUnMCk8nEl19+meYW41sdP36cpk2bJluL2iooKMhurW5XMgyDOnXqMGzYMLp27erqcDJVSnUnPj6eMmXK8PHHH9OgQYMUz7tdHU9rbulwS/et/e9v1bFjR0cvKXcRtXSLw86uhS0Pwc0YyFft3zW4C7s6KnGRbLk+t5W7JlITERHHubu7pzoxGUBISEgWRnN7JpOJt99+O1NakHOCkydP8vzzz6eacGcWh5Puzp0722Z9u7WR3GQykZiYmDmRSY6kMd3ikKNL4Oc+YNyE0BbQ6AvwzL49UMS5/o75O/uO54YkS4bpDU5ERNIuLCyMnTt3pnr80KFDWRjNnVWrVi3FJcruRqVLl7abtM5ZHO6T0a1bN/LkycPkyZO5fv06ZrPZ9qOEW6wt3Uq65bYMA/54BX7qZUm4w7tBk9VKuHO5pOO5C/mn3iLgMm6aSE1EJDcyDCPdXctFIB1J94cffsj69ev5/vvvKVu2bIrr0Unupe7lckfmRNj5LOx9wbJdYRTU+wDcvVwbl7icrWt58aYujSNV6l4uIiIi6ZCu2Qdq1qxJREQEc+bM4aWXXqJWrVps2rQps2OTHEjdy+W2bsbClgfhyELABDXfgOqvWtbjllwv4kQEkE3Hc4O6l4uIiEi6OPxJNzo62vbzv//9j61bt9KpUyfat2+vbheilm5J3Y1/4McWcHqVZemlhp9DuUGujkqyib9j/ub3C5b1NrPleG7QOt0iIiKSLg5PpBYUFGSbSC0pwzD4+uuvMyUoybnU0i0punYMItpA9CHwDLKswR3c0NVRSTaS7cdzw3/rdKt7uYiIiDjA4aR7w4YNzohD7hJq6ZZkLu3+dw3u8+AXBs3WQt6Kro5KsplsP54b/mvpNm5a5iZwc3dtPCIiIpIjOJx0N2nSxBlxyF1CLd1i59z3sPlBuHkNgqpY1uD2K+rqqCQbyvbjueG/lm4A8w1w83NdLCIiIrcRHR1N48aN2bJlC1FRUTRt2pQjR47c8bxDhw7RpEkTDh8+TJ48eRy6p8lk4ssvv0zzkOOIiAiaNWvG5cuXCQoKSrHMwoULWb16dY7vUZ2u2YsuX77MjBkzeOqpp3jqqaeYOXMmly5dyuzYJAfSkmFic+xDiGhnSbhDmkGLTUq4JUU5Yjw3/NfSDepiLiJyF+jVqxcmk8n2U6BAAe6//3727dvn6tAyLDAwkIYNGxIUFER4eDj9+/dP03ljx45l0KBBtoQ7IiICk8lEVFRUsrLh4eHMnj3btn3u/+zdd3hTdRvG8W+6aaFlU8AyZINskD1lI1sZIlNBloi4wMFSRAUV2TJkCLzsIUOmbFBmQWTI3mWvFjqT94/YSG0LTWk4TXt/rqsXycnJyZ3kNPTJb125QsOGDZMivk3Xrl3Zv38/27ZtS9LjPmt2F91bt24lT548jBkzhtu3b3P79m3GjBlD3rx5NYO5qHu5/LMG9wjY1dHaDTd3O6j5K3j4GZ1MkimnGM8N4OIGpn+6lJv1IScikhI0aNCAK1eucOXKFTZu3Iibmxsvv/yy0bGSxLhx47h27Rq3bt3ivffee+L+58+fZ+XKlXTu3DlRj+fv74+np+eTd7SDh4cHr732GmPGjEnS4z5rdhfdvXv3pk2bNpw5c4YlS5awZMkSTp8+Tdu2bendu7cjMooTif49i4yEqChjs4gBzFGwtw8c/Nh6vfB7UHn2v+sbi8TBKcZzR9NkaiIiKYqnpyf+/v74+/tTqlQpBgwYwIULF7h+/ToAZ8+exWQyERgYGOf906dPz4wZM2zXL168SLt27ciYMSM+Pj6UK1eOP/74w3b7xIkTyZcvHx4eHhQqVIiff/45xvFMJhPLli0DrBNVd+zYkRIlSnD79m0AhgwZQqlSpWz7h4eHkz9//hit0TNmzLB1186YMSO+vr5Ur179sc8DYMGCBZQsWZKcORPXM/HR7AA7d+6kVKlSeHl5Ua5cOZYtWxZnhn379lGuXDm8vb2pXLkyx48fj3F7kyZN+OWXX3j48GGiciUHdo/pPnnyJIsWLcLV9d8JZFxdXenfvz+zZs1K0nDifLwe6X0ZFgbeGvKYekQ+hJ3t4eJSwARlvofC7xidSpxA9HjuGnmcYM4QVy+IeqBlw0REHsNisfAg4oFDjm02mwmJCME13BUXl9jth97u3nGutJQQwcHBzJ49m/z585MpU6ZE3b9GjRrkzJmTX375BX9/f/bv34/ZbAZg6dKlvPPOO4wePZo6deqwcuVKunTpwnPPPUetWrViHa9v377s3LmT7du3kyFDhjgfc9y4cVy9evWxuZYsWcKBAweemH/btm2UK1cuAc/0ye7du0eTJk1o1KgRc+fO5dy5c/Tr1y/OfT/55BO+/fZbsmTJQo8ePejatSs7duyw3V6uXDkiIyP5448/qFmzZpLke9bsLrrLlCnD0aNHKVSoUIztR48epWTJkkkWTJzToz1KQkNVdKcaYbdgSxO4sRNcPKDSz5C7tdGpxAk4zXjuaNG9Nsxq6RYRic+DiAekHZHWkMcOHhiMj4dPgvdfuXIladNas4aEhJA9e3ZWrlwZZ0H/JHPnzuX69evs2bOHjBkzApA/f37b7aNGjaJz58706tULgP79+/P7778zatSoWEX3p59+ytKlS9m+fTv+/v5xPt6tW7f44osv+Oijj/jss8/i3CciIoKPPvrosftEO3fuXLxF93PPPRdr24MH8X+xMnfuXEwmE1OmTMHLy4uiRYty6dIlunXrFmvf4cOH2ybrHjBgAI0bNyY0NBSvf1rzvL298fPz49y5c4/Nn5zZXXT37duXd955h5MnT1KxYkUAfv/9d8aPH89XX30VY+KBEiVKJF1ScQpubuDiAmazxnWnGiHnYFMDuHcM3P2g+nLI5gQtlpIsRI/nLpalGFl9shqcJgFc/unOo+7lIiIpQq1atZg4cSJgnSx6woQJNGzYkN27d5M7d27bfpUrV8bV1ZX06dNTuXJlvv3221iFaGBgIKVLl7YV3P919OhRunfvHmNblSpV+OGHH2JsGzduHBs3bqR27drkyZMn3uzDhg2jVq1aVK1aNd59xo8fj5+fH+3bt39i0f3w4UNboftf27ZtizWb+eNanY8fP06JEiViHO/FF1+Mc99Ha8bs2bMDcO3aNXLlymXbniZNmscW+cmd3UV3u3btAPjwww/jvM1kMmGxWDCZTERpUG+qYzJZW7sfPtQM5qnC7UDrGtwPr4D3c9YJ09K/YHQqcSK28dzJeamwR0XPYK7u5SIi8fJ29yZ4YLBDjm02m7l3/x6+6Xzj7V5uDx8fnxit0VOnTsXPz48pU6bwxRdf2LbPnz+fIkWKEBQURN++fenRowcrV66Mcaw0adLY+Wzitnv3blavXk3nzp358ccfeeutt2Ltc+LECaZOnUpgYCAXL16M8zi3b9/m888/Z+nSpQnqcp85c2bb2PH/yps3b6xlvdzc7C4l4+Tu7m67HJ0zukt+tFu3bpElSzKebPUJ7H6lzpw544gckoJ4eVmLbrV0p3BBG2FrC4i8D34vQK1frYW3iB22nNsCOFPRrYnURESexGQy2dXF2x5ms5ko9yh8PHwS1QX8SUwmEy4uLrEm7QoICCB//vzkz5+fN954gxEjRsS6b4kSJZg6dSq3bt2Ks7W7SJEi7Nixg06dOtm27dixg6JFi8bYb/To0TRs2JAJEybQpUsXGjZsGKPVF+Cjjz7izTffJH/+/PEW3Z9//jnVqlWjevXqnD179onPvXTp0hw5cuSJ+yVEoUKFmD17NmFhYbYZzffs2ZOoY506dYrQ0FBKly6dJNmMYHfR/Wg3C5G4RI/rVkt3CnZmDvzRBcwRkLUmVF8KHumNTiVO5saDG/x57U/AScZzw7/dyzWmW0QkRQgLCyMoKAiwtgyPGzeO4OBgmjRpEmO/8PBwQkNDuXr1KosWLeKFF2L37GvXrh1ffvklzZs3Z8SIEWTPnp0DBw6QI0cOKlWqxAcffEDr1q0pXbo0derUYcWKFSxZsoQNGzbEOE50wd6qVSsWLlzIm2++ybp162y3nzx5kvPnz3Py5Ml4n9eDBw+YPHky+/fvT/BrUb9+fd58802ioqJiTJqdGK+99hqffPIJ3bt3Z8CAAZw/f55Ro0YB2D3R3bZt23j++efJly/fU2Uykt1F9y+//PLY25s2bZroMJIyRA/dUNGdAlkscHQUBP4zvCRXa6g0S0uCSaI43XhuUPdyEZEUZs2aNbZxxOnSpaNw4cIsXLgw1njlChUqANYlwqpWrcq4ceNiHcvDw4N169bx3nvv0ahRIyIjIylatCjjx48HoHnz5vzwww+MGjWKd955h7x58zJ9+vTHjo0eN24cxYoVY/Lkybbx4CEhIQwdOjTeseNgnUDtrbfeomDBggl+LRo2bIibmxsbNmygfv36Cb5fXHx9fVmxYgU9e/akVKlSFC9enEGDBvHaa6/FO248Pv/73//inIDNmdhddDdv3jze2xI7jnv8+PGMHDmSoKAgSpYsydixY+MdaP+oefPm0a5dO5o1axZjTTgxVvTvkbqXpzDmKNj/Lvw91nq90LtQZhSYkr5rl6QOTjeeG9S9XEQkBZkxY0aMNbbjkidPHiwWS7y3R6+NHS137twsWrQo3v179uxJz5494739v4+VOXPmGEuCDRkyhCFDhsTYp2bNmjHu17lzZzp37hxjnyc9D7CO0f7444/57rvvbEX3f4/9qP92Wf/vfpUrV+bgwYO263PmzMHd3d3WVT6uY5cqVSrGtr/++ovAwEAWLFjw2OzJXaJGvwcFBZE1a9K0SsyfP5/+/fszadIkKlSowOjRo6lfvz7Hjx9/7GOcPXuW999/n2rVqiVJDkk66l6eAkWFws4OcOGf/0RKfwtF+hubSZyecxbd0d3L9a2iiIikPG+99RZ37tzh/v37sWYrt9esWbN4/vnnyZkzJwcPHuSjjz6idevWdk04d+XKFWbNmoWfn99TZTFa0kw59xS+++47unXrRpcuXQCYNGkSq1at4qeffmLAgAFx3icqKor27dszdOhQtm3bFusbpkeFhYUR9kiT67179wBrl4uIiIikeyJJLDpbcs4YH09PV8CFkJBIIiIe/42aJL0kP3fCb+O6oxUuN7ZjcfEgqvw0LLnagBOemxK/Z/2Z8+h47ko5KjnNZ50r7rgAUeEhmJ0ks6M58/9XYiydOylDREQEFosFs9kca8ZpR4huBY1+TElaLi4uDBw4EIg9g7i9rly5wqBBgwgKCiJ79uy88sorfPHFF3Ydt3bt2kmSBRJ/7pjNZiwWCxEREbHGuif088vQojs8PJx9+/bZ3liwvtF16tRh165d8d5v2LBhZM2alTfeeINt27Y99jFGjBjB0KFDY21ft24d3t72LSlghPXr1xsdwW4hIVWAzOzadQBX18tGx0m1kuLcSWO+TsXQYfhaLhCBN7s9BnLjcDo4vDoJEkpy9Kw+c3bdsX7G5/LKxd4te5/JYyaF0mE3yQUc+yuQkyf0e/AoZ/z/SpIHnTvOzc3NDX9/f4KDgwkPD39mj3v//v1n9liSOG+99Vas5c4iIyNtjaBGsffcCQ8P5+HDh2zdupXIyMgYtyV07XC7i26TycT9+/fjHQDv6+ub4GPduHGDqKgosmXLFmN7tmzZOHbsWJz32b59O9OmTSMwMDBBjzFw4ED69/+3G+y9e/cICAigXr16dmV91iIiIli/fj1169aNsXadMxg/3pW//oKiRUvTqFEpo+OkOkl27tw5hNu2Xpgsl7GkyQnVfuFFv+JJF1SSlWf9mbN+3Xo4C42LNaZR/UYOf7yk4rJvJZzeROGCeSlY1HlyO5Iz/38lxtK5kzKEhoZy4cIF0qZNa/cEWYlhsVhsXZ/tnQVbUrfEnjuhoaGkSZOG6tWrxzrHE/oFgt1Ft8ViiXMWPIvFkuiJ1BLq/v37dOjQgSlTppA5c+YE3cfT09O2Ntyj3N3dneID3llyPir6XIyMdMPJoqcoT3XuXN0EW5tDxD3wK4qp5hrcfQKSMp4kU8/qM2freevM5bWfr+1cn3Fu1nForkTg6ky5nwFn/P9KkgedO84tKioKk8lkW9/a0aK7BT+rx5OUI7HnTvT5HddnVUI/u+wuujdt2mTvXeKVOXNmXF1dY8zIB3D16lX8/f1j7X/q1CnOnj0bY9286BfPzc2N48ePO/X6bSmFZi93cmfnwe+dwBwOWapBjeXgkcHoVJKCOOX63NE0kZqISAzRRceDBw/smiBLxFlEdyF/mi8H7S66a9SokegH+y8PDw/Kli3Lxo0bbUuRmc1mNm7cSJ8+fWLtX7hwYf78888Y2z799FPu37/PDz/8QECAWuKSA81e7sSOfgcH3rNeDngFKv/8b5EhkkSi1+cumqWo86zPHc1FS4aJiDzK1dWV9OnTc+3aNQC8vb0d2u3bbDYTHh5OaGioWrrFLvaeOxaLhQcPHnDt2jXSp08faxI1exg+e3n//v3p1KkT5cqV48UXX2T06NGEhITYZjPv2LEjOXPmZMSIEXh5efHCCy/EuH/69OkBYm0X40S3dKvodiIWM+x/H45/b71esC+U/V5rcItD2JYKy13T0ByJEv0llIpuERGb6B6q0YW3I1ksFh4+fEiaNGk0plvskthzJ3369HH2wraH4UV3mzZtuH79um06+VKlSrFmzRrb5Grnz5/Xt1hORt3LnUxUGOzqCOcXWK+XHgmF3wP9RyYO4pTrc0ezFd36gBMRiWYymciePTtZs2Z1+BJwERERbN26lerVq2suALFLYs4dd3f3p2rhjmZ40Q3Qp0+fOLuTA2zevPmx950xY0bSB5Knou7lTiT8jnXCtGtbwMUdKs6APK8ZHEpSspsPbjrveG74t3u5WR9wIiL/5erqmiQFypMeIzIyEi8vLxXdYhcjz51kUXRLyqKWbicRcgE2N4S7f4FbOqi+DPxrG51KUrhHx3NnS5vtCXsnQ+peLiIiInZ66n7bV65c4bfffuPSpUtJkUdSALV0O4E7h2FdJWvBnSY71N2mglueCacezw3qXi4iIiJ2e6qie+XKleTNm5c6deqQL18+lixZklS5xImppTuZu7oF1leFh5fAtwjU2wUZShqdSlKJzec2A046nhvAVd3LRURExD5PVXR/8cUXvP322wQHB/Pll18yZMiQJIolzkwt3cnYuQWwqR5E3IUsVaDudvDJbXQqSSVuPrjJoauHAKiRJ+mWn3ymXNTSLSIiIvZ5qqL75MmTdO3aFW9vb9544w1OnDiRVLnEiWnJsGTq2GjY0RbM4RDQEmqtB8+MRqeSVMSp1+eO5qp1ukVERMQ+T1V0h4WF4flPs6aXlxfh4eFJEkqcm7qXJzPRa3DvfxewQIHeUGUBuKUxOpmkMk4/nhv+HdOt7uUiIiKSQHbPXt6/f3/b5fDwcIYPH46fnx9RUVFJGkycl7qXJyNRYfB7Zzg3z3q91FdQ5EOtwS2GcPrx3KDu5SIiImI3u4vuAwcO2C5XrlyZ06dP265Xr+6Ea65KklNLdzIRcRd2tYarm8DkBhWnQ97XjU4lqVSKGM8N6l4uIiIidrO76N60aZMjckgKopZu43mZb+K2qRbcPQxuaaHaEshe1+hYkoqliPHc8Ej3cn2rKCIiIgljd9Et8iRq6TbYvSNUC/0I08Mb4OUPNVdDxtJGp5JUbsu5LQDUyO3ErdwALmrpFhEREfvYXXS3bNnysbdrrW5RS7eBrm3DbUtT3C13sKQriKnWWkibx+hUIv9OoubM47nh35buqFCwWDQ/goiIiDyR3bOX+/n52X5WrVqFi4tLjG0iauk2yPlF8FtdTBF3uOVSiMhaW1RwS7Jw6+Gtf8dzO3tLd3TRjQUskYZGEREREedgd0v39OnTbZcXLVrEN998w/PPP5+kocS5qaXbAMfHwr53AAvmHE3Zcac9DTwzGZ1KBLCO57ZgoUjmImRLm83oOE8nuns5WFu7XdyNyyIiIiJO4anW6RaJS3RLt4ruZ8BihgMfwr6+WNfg7klU5fmYTZ5PvKvIs5JiupbDv7OXg8Z1i4iISIJoIjVJcupe/oxEhcMfXeHsHOv1ksOh6ECIVJdXSV5SVNFtcgEXDzCHawZzERERSRC7i+4xY8bYLkdGRjJjxgwyZ85s29a3b9+kSSZOK7p7eVSUtf5z01c7SS/iHmxtCVc3WtfgrjAVnu9kdCqRWFLUeO5oLp7Wolst3SIiIpIAdpdD33//ve2yv78/P//8s+26yWRS0S22lm6wtnar6E5iDy7D5kZw5yC4+UDVxZCjvtGpROKUosZzR3P1gsj7EKWWbhEREXkyu8uhM2fOOCKHpCCejwx5DA0FHx/jsqQ4d4/Cpgbw4Dx4ZYOaqyBjWaNTicQrRXUtjxY9rtuslm4RERF5skRPpBYeHs7x48eJ1PhR+Q83N3B1tV7WuO4kdH0HrK9iLbjTFYB6O1VwS7K35dwWIIUV3S6PrNUtIiIi8gR2F90PHjzgjTfewNvbm2LFinH+/HkA3n77bb766qskDyjOScuGJbELS+G3OhB+GzJVhLo7Ia2W6pPk7dbDWxwMOgikoPHc8O9a3epeLiIiIglgd9E9cOBADh48yObNm/F6ZPBunTp1mD9/fpKGE+elGcyT0N/jYVsra6tazqbw0kbwyvzk+4kYbNu5bSlvPDf8271cLd0iIiKSAHaP6V62bBnz58+nYsWKmEwm2/ZixYpx6tSpJA0nzkst3UnAYoGDH8ORf3qQ5O8O5caDi2amE+eQIsdzw78t3VoyTERERBLA7r/er1+/TtasWWNtDwkJiVGES+oW3dKtojuRosLhjzfh7D+rA5T4HIp9AvodEyey+dxmIIV1LQfrkmGglm4RERFJELu7l5crV45Vq1bZrkcX2lOnTqVSpUpJl0ycmrqXP4WI+7DlZWvBbXKFCj/BC5+q4BanEmM8d54UVnS7aiI1ERERSTi7W7q//PJLGjZsyJEjR4iMjOSHH37gyJEj7Ny5ky1btjgiozghdS9PpIdB1jW4bx/4Zw3uhZCjodGpROwWPZ67cObC+Kf1NzpO0lL3chEREbGD3S3dVatWJTAwkMjISIoXL866devImjUru3btomxZLV8kVmrpToR7x2FdJWvB7ZUVXtqsgluclm08d+6ahuZwCHUvFxERETskakamfPnyMWXKlKTOIimIWrrtdH2XtUt5+C1Imx9qrYF0+YxOJZJo0eO5U9wkaqDu5SIiImIXu4vue/fuPfZ2X1/fRIeRlEMt3Xa4uBx2tLX+AZ/pRaixEryyGJ1KJNFuP7ydcsdzg7qXi4iIiF3sLrrTp08f5yzlFosFk8lEVFRUkgQT56aW7gQ6MQn29gaLGXI0hqrzrWO5RZzYtvMpeDw3qHu5iIiI2CVR3csXLVpExowZkzqLpCBaMuwJLBY49Bn8Ndx6Pd+bUH6i1uCWFCFFj+eGR7qXq6VbREREnixRf+FXqVIlzrW6RaKpe/ljmCPgj25wZqb1evEh8MIgLQkmKYat6E6J47nh35Zus75VFBERkSdTs5o4hLqXxyMiGLa/AlfWWtfgfvFHyPeG0alEkszth7cJDAoEUuh4btBEaiIiImIXu4tuk8kU55hukUeppTsOD4Ngc2O4vR9cvaHqAsjZ2OhUIkkqejx3oUyFUuZ4blD3chEREbGL3UW3xWLhpZdews0t7rvu37//qUOJ81NL93/c+xs2NYCQM+CZGWqsgswvGp1KJMlFdy2vlaeWsUEcyVXdy0VERCTh7C66Bw8e7IgcksKopfsRN363rsEddhPS5vtnDe78RqcScYgUP54bwEUt3SIiIpJwKrrFIdTS/Y+LK2BHG4h6CBnLQc1V4KVJCCVlShXjueHflm6N6RYREZEEcEnMne7cucPUqVMZOHAgt27dAqzdyi9dupSk4cR5qaUbODkZtjW3FtzZG8JLm1RwS4qWKsZzw79jutW9XERERBLA7pbuQ4cOUadOHfz8/Dh79izdunUjY8aMLFmyhPPnzzNr1ixH5BQnk6pbui0W+HMwHP7cev35rvDiJHBxNzaXiIOliq7loO7lIiIiYhe7W7r79+9P586dOXHiBF7RzZlAo0aN2Lp1a5KGE+cVfWqkuqLbHAF/vPlvwf3CZ1BhqgpuSRVSTdGt7uUiIiJiB7tbuvfs2cOPP/4Ya3vOnDkJCgpKklDi/FJl9/KIYOv47curweQC5SdC/u5GpxJ5JmKM586dgsdzg9bpFhEREbvYXXR7enpy7969WNv//vtvsmTJkiShxPmluu7lodesa3Df2guuaaDKfHiuidGpRJ6Z7ee328ZzZ0+X3eg4jmUb052avlUUERGRxLK7e3nTpk0ZNmwYERERAJhMJs6fP89HH31Eq1atkjygOKdU1dJ9/ySsq2wtuD0zwUu/qeCWVCfVdC0HcFH3chEREUk4u4vub7/9luDgYLJmzcrDhw+pUaMG+fPnJ126dAwfPtwRGcUJpZqW7hu7rQV38CnwyQt1d0LmikanEnnmNp/bDKSSolst3SIiImIHu7uX+/n5sX79enbs2MHBgwcJDg6mTJky1KlTxxH5xEmlipbuS6tge2uIegAZyljX4E6TgpdJEonHndA7HLhyAEgF47lBLd0iIiJiF7uL7lmzZtGmTRuqVKlClSpVHJFJUoAU39J9ahrsfgssUZC9PlRdCO7pjE4lYoht57alnvHc8EhLdzhYzNaJE0VERETiYfdfCl26dOHu3buOyCIpSIpt6bZY4M9h1mXBLFGQtyPUWKGCW1K1VDWeG/4tusFaeIuIiIg8ht1Ft8ViSfIQ48ePJ0+ePHh5eVGhQgV2794d775TpkyhWrVqZMiQgQwZMlCnTp3H7i/GSJHrdJsjra3bfw62Xi/2CVScoTW4JdVLVeO54d/u5aAu5iIiIvJEdncvB1iwYAG+vr5x3taxY0e7jjV//nz69+/PpEmTqFChAqNHj6Z+/focP36crFmzxtp/8+bNtGvXjsqVK+Pl5cXXX39NvXr1+Ouvv8iZM2dino44QIrrXh4ZAtvbwuWV1q6k5cZBgZ5GpxIxXKobzw3/fNFmAiwQldK684iIiEhSS1TR/c033+Dq6hpru8lksrvo/u677+jWrRtdunQBYNKkSaxatYqffvqJAQMGxNp/zpw5Ma5PnTqVxYsXs3HjxjgfOywsjLBH+jhHrzEeERFhW/YsOYrOlpwzPo719HAnLMxCeHgkJpPRiZ5C2HVct7fA5dZuLC5eRFX8GUvOZpBM3xtnP3fEGIk9bzad3oQFCwUyFiCzV+ZUc965uXhiMocSEXYf3DIaHcdQ+syRxNK5I4mh80YSyxHnTkKPlaiie+/evXG2QtsrPDycffv2MXDgQNs2FxcX6tSpw65duxJ0jAcPHhAREUHGjHH/0TNixAiGDh0aa/u6devw9vZOXPBnaP369UZHSJT7992BRpjNJlas+BU3t6QflvAseJuvUCl0GGktVwgnHb97fMLtg+5wcLXR0Z7IWc8dMZa9582MSzMAyGvKy+rVyf/3Iqk0NLviAWzdtI5gF/WyAn3mSOLp3JHE0HkjiZWU586DBw8StF+iiu6kcuPGDaKiosiWLVuM7dmyZePYsWMJOsZHH31Ejhw54l2ybODAgfTv3992/d69ewQEBFCvXr14u8gnBxEREaxfv566devi7u58Y4YfPf9q125I2rTGZUks0619uG7vjslyDYt3bkzVVlDJt7DRsZ7I2c8dMUZiz5uhP1m/1Hy96us0KtbIUfGSHbcV6SA0hOpVK0D6EkbHMZQ+cySxdO5IYui8kcRyxLkT3Yv6SewuunPnzh1n13IjfPXVV8ybN4/Nmzfj5eUV5z6enp54enrG2u7u7u4Uv6jOkvO/Hi2yo6LccbqncHkNbH/FOpY7QylMNVfjnsa5lkJy1nNHjGXPeXMn9A6BQYEAvJTvpdR1vrla/19xN0XhfB9wjqHPHEksnTuSGDpvJLGS8txJ6HHsLrrPnDljd5j4ZM6cGVdXV65evRpj+9WrV/H393/sfUeNGsVXX33Fhg0bKFEidbcyJEeuruDmBpGRTrhs2OkZ/y4J5l8Hqi0G9+TbK0LEKNHrcxfMVJAc6XIYHefZsq3V7WwfcCIiIvKsJXjJsN9++42iRYvG2YR+9+5dihUrxrZt2+x6cA8PD8qWLcvGjRtt28xmMxs3bqRSpUrx3u+bb77h888/Z82aNZQrV86ux5Rnx+lmMLdY4PAX8HsXa8Gd53WosUoFt0g8tpzbAkDN3DWNDWIEl3+Kbi0ZJiIiIk+Q4KJ79OjRdOvWLc5x0H5+frz11lt89913dgfo378/U6ZMYebMmRw9epSePXsSEhJim828Y8eOMSZa+/rrr/nss8/46aefyJMnD0FBQQQFBREcHGz3Y4tjOdVa3eZI2NMLDn1mvV50AFSaBa4exuYSScY2n90MpKL1uR/1T/dyFd0iIiLyJAkuug8ePEiDBg3ivb1evXrs27fP7gBt2rRh1KhRDBo0iFKlShEYGMiaNWtsk6udP3+eK1eu2PafOHEi4eHhvPLKK2TPnt32M2rUKLsfWxwruuhO9t3LIx/AtlZwchJgsq7BXWoEzr3OmYhj3Qm9w4Ggf9bnzpNK1ud+lLqXi4iISAIleEz31atXHztQ3M3NjevXrycqRJ8+fejTp0+ct23evDnG9bNnzybqMeTZc4ru5aE3YEsTuPk7uHhClbkQ0NLoVCLJ3vbz2zFbzKlzPDdYPy9ALd0iIiLyRAlu6c6ZMyeHDx+O9/ZDhw6RPbtzze4sjpXsW7qDz8D6KtaC2yMD1N6gglskgWxdy1PjeG74t6VbRbeIiIg8QYKL7kaNGvHZZ58RGkez5cOHDxk8eDAvv/xykoYT55asW7pv7Yd1leD+3+CdC+rugKxVjU4l4jRS9XhuUPdyERERSbAEdy//9NNPWbJkCQULFqRPnz4UKlQIgGPHjjF+/HiioqL45JNPHBZUnE+ybem+ss46hjsyGNKXhJqrwTsVdo8VSaRUP54b1L1cREREEizBRXe2bNnYuXMnPXv2ZODAgVgsFgBMJhP169dn/PjxtsnPRCCZtnSfngV/vAGWSMj2knUNbg8/o1OJOJXo8dwFMhZIneO5QS3dIiIikmAJLroBcufOzerVq7l9+zYnT57EYrFQoEABMmTI4Kh84sSSVUu3xQJHvoKDH1uv52kPFX7SkmAiiZDqu5aDWrpFREQkwewquqNlyJCB8uXLJ3UWSWGSTUu3OQr29YUTE6zXi3z4z5JgCZ7SQEQeoaIbTaQmIiIiCZaoolskIaJbug0tuiMfws7X4OIywARlR0OhvgYGEnFuMcZz506l47nhkaI7OXTlERERkeRMRbc4jOHdy8NuwpamcGOntSto5TmQq5VBYURShkfHc+f0zWl0HONEdy83q6VbREREHk9FtziMod3Lg8/C5gZw7zi4p4cav0DWagYEEUlZ1LX8H2rpFhERkQRS0S0OY1hL9+1A2NQQQoPAOwBq/grpiz3jECIpU3TRnaq7loPGdIuIiEiCqegWhzGkpTtoA2xtCZH3IX1xa8HtnYq7wIokobuhd23judXSre7lIiIikjCavlkc5pm3dJ+ZbW3hjrwP2WpBnW0quEWSkMZzP8JF3ctFREQkYVR0i8M8s5ZuiwWOfAO7OoAlEnK3tbZwe/g5+IFFUheN536Eq9bpFhERkYRR93JxmGfS0m2Ogv394O9x1uuF34PS32gNbhEH2HxuM6CiG9CYbhEREUkwFd3iMA5fpzvyIex6HS4sAUxQ5lso/K6DHkwkdbsbepf9V/YDmkQN+Ld7uVndy0VEROTxVHSLwzi0e3nYLdjaDK5vBxcPqPQz5G7tgAcSEfh3PHf+jPk1nhvUvVxEREQSTEW3OIzDupeHnIdNDeDeUXD3g+rLIFvNJH4QEXmUbTx37pqG5kg2XNXSLSIiIgmjolscxiEt3bcPweaG8PAypMkJtdZA+heS8AFEJC4az/0fLmrpFhERkYRR0S0Ok+Qt3UG/wbYWEHEP/IpZZyj3CUiig4tIfGKM586j8dyAJlITERGRBFPRLQ6TpC3dZ/8Hv3cCcwRkrQ7Vl4NH+iQ4sIg8yaPjuZ/zfc7oOMmDupeLiIhIAmldJXGYJGnptljg6Lew8zVrwZ3rVai1VgW3yDO05dwWQOO5Y1D3chEREUkgFd3iME/d0m0xw/534cD71uuF3oEq8/5tYRKRZ8I2iZrGc/8r+nPIEgXmSGOziIiISLKm7uXiME+1TndUKOzqCOcXWq+XHgVF3kuybCKSMPfC7rHvyj5A47ljePTLP3MYuOi/UxEREYmb/koQh0l09/Lw27C1OVzbCi7uUHEm5GmX1PFEJAE0njse0d3LwfoloZuPcVlEREQkWVPRLQ6TqO7lIResS4Ld/QvcfaHaUvCv7ZB8IvJk0V3La+RWK3cMLq5gcgNLJERpMjURERGJn4pucZhHW7otFjCZnnCHO3/Cpobw8BKkyWFdEixDCYfnFJH4aTz3Y7h6QmQkmDWZmoiIiMRPE6mJw0S3dFssEBHxhJ2vbob1Va0Ft28RqLdLBbeIwWKM51ZLd2xaq1tEREQSQEW3OIzXI/MMPXZc97n5sKk+RNyDLNWg7nbwyeXwfCLyeNHjufNlyEeAX4DRcZIfl+iiW93LRUREJH4qusVhPB+ZZyjecd1Hv4MdbcEcDgGtoPY68Mz4TPKJyOOpa/kTuGqtbhEREXkyFd3iMC4u4O5uvRyrpdtihn394cA/y4AVfBuqzNca3CLJiIruJ4j+vDKrpVtERETip4nUxKE8Pa3juWO0dEeFwa5OcH6+9Xqpb6DI+wmYaU1EnpV7YffYf2U/oPHc8XJRS7eIiIg8mYpucSgvLwgOfqToDr8DW1vAtc3WNbgrTIe87Q1MKCJx2XF+B1GWKI3nfhxNpCYiIiIJoKJbHOrRZcN4cNG6JNjdw+CWDqovAf86huYTkbipa3kCqHu5iIiIJICKbnGo6MnUTPf+gnUNrIW3lz/U+hUylDI0m4jEb/O5zYC6lj+WupeLiIhIAqjoFofy8oJqhbdSPKgZWO6Ab2Go+SukzWN0NBGJx72we+y7/M/63HlUdMdLLd0iIiKSAJq9XByq0QuLWD+gLu6WO5C5MtTdoYJbJJmLHs/9fIbnyeWXy+g4yZfGdIuIiEgCqOgWxzk+hq+atMbTPZzLLs2h9gatwS3iBGzjuXPXNDRHsqfu5SIiIpIAKrol6VnMcOBD2PcOLiYL49f3Yqt5EbilMTqZiCRA9HhuTaL2BLaWbnUvFxERkfip6JakFRUGO1+HoyMBmHHgS/rMGEdouKvBwUQkITSe2w7RLd1mtXSLiIhI/DSRmiSd8LuwrSVc/Q1MblBhGr8s6gg8sk63iCRrOy/u1HjuhNKYbhEREUkAFd2SNB5chs0N4c4hcEsL1RZD9nq2JcNUdIs4h63ntwIaz50g6l4uIiIiCaCiW57e3SOwqSE8OA9e2aDmashYBrAuGQYQpr9JRZzC1nP/FN0az/1krupeLiIiIk+molueztUtsLU5RNyBdAWh1hpIm9d2s1q6RZzHhdAL7Lui8dwJ5qKWbhEREXkyTaQmiRMVBoED4bfa1oI7U8V/1uDOG2M3tXSLJH8Wi4UZB2fw/t/vE2WJomz2shrPnRCuWjJMREREnkwt3WK/24dgVwfr+G2AvJ2g/ARw8461q1q6RZK3e2H36LGyB/87/D8AXsrzErNbzTY4lZPQRGoiIiKSACq6JeHMUXBsFBz6DMwR4JkZXpwMAS3ivYtaukWSr72X99JmURtO3z6Nq8mV9v7tmdxuMp4enkZHcw7R3cvN+oATERGR+CWL7uXjx48nT548eHl5UaFCBXbv3v3Y/RcuXEjhwoXx8vKiePHirF69+hklTcXun4KNNSBwgLXgztkUGh1+bMENaukWSY7MFjPf7fqOytMqc/r2aXL75WZTh020zNYSF1Oy+G/BOah7uYiIiCSA4X9dzZ8/n/79+zN48GD2799PyZIlqV+/PteuXYtz/507d9KuXTveeOMNDhw4QPPmzWnevDmHDx9+xslTCYsFTk6GX0vC9R3glg4q/ATVl0GabE+8e3RLt4pukeThesh1Xp77Mu+te48IcwStirQisEcgFZ+raHQ05+Oqlm4RERF5MpPFYrEYGaBChQqUL1+ecePGAWA2mwkICODtt99mwIABsfZv06YNISEhrFy50ratYsWKlCpVikmTJsXaPywsjLBH+jbfu3ePgIAAbty4ga+vrwOe0dOzmM20mZKHsLAwPD09wWQyLkxUKKbw29ZcnpmwZCgDrrHHbsfnzBkThw6Z8PKCDBkMPdVSDQsQFhqGp5cnBp45kkzd8vmdMPcgXMxeFL/4HblvdseECYvFzLVr18iaNSsmtXYnSImsGxhWsz4h4b4culbb6DiGsv1/JWInnTuSGDpvUo90lQZSqGLpJDlWREQE69evp27duri7uyfJMe/du0fmzJm5e/fuY2tLQ8d0h4eHs2/fPgYOHGjb5uLiQp06ddi1a1ec99m1axf9+/ePsa1+/fosW7Yszv1HjBjB0KFDY21ft24d3t4JLx6fJYvZzLKbQdYrwcZmiSHkJtxab//9ikAocCXJA4lIolwvgnnhfA5eK85B20YXIIdxmZzQ8RwBDKsJPh73qPTcMqPjiIiIpDg/76zOqVtJW0WsX5+IeiYeDx48SNB+hhbdN27cICoqimzZYnZTzpYtG8eOHYvzPkFBQXHuHxQUFOf+AwcOjFGkR7d016tXL1m3dI9za8OVK1fInj07Lga2dFtMJuv6255ZE3V/swUOHYL799Xm+qxYzGauBF0hu392TC5qsZSYvEzpKJm5GR6DvYEo2/aoqCiOHj1CkSJFcXV1NS6gUynIL8G/4utyxugghjKbzQQFXcHfPzsu+swRO+jckcTQeZO6VG9anxz5A5LkWI5q6U6IFD97uaenZ5zdT9zd3ZPsxXaE7g1+ZvXq1TRq0ChZ50wQDRV9piIiIqznTqMUcO7IMxMRYWb16nM0alQMd3cV3QnXwOgAhov+zKmmzxyxk84dSQydN/K0krIOTOhxDP16KHPmzLi6unL16tUY269evYq/v3+c9/H397drfxERERERERGjGFp0e3h4ULZsWTZu3GjbZjab2bhxI5UqVYrzPpUqVYqxP1j75ce3v4iIiIiIiIhRDO9e3r9/fzp16kS5cuV48cUXGT16NCEhIXTp0gWAjh07kjNnTkaMGAHAO++8Q40aNfj2229p3Lgx8+bNY+/evUyePNnIpyEiIiIiIiISi+FFd5s2bbh+/TqDBg0iKCiIUqVKsWbNGttkaefPn48xSULlypWZO3cun376KR9//DEFChRg2bJlvPDCC0Y9BREREREREZE4GV50A/Tp04c+ffrEedvmzZtjbXv11Vd59dVXHZxKRERERERE5Olonn0RERERERERB1HRLSIiIiIiIuIgKrpFREREREREHERFt4iIiIiIiIiDqOgWERERERERcRAV3SIiIiIiIiIOkiyWDHuWLBYLAPfu3TM4yeNFRETw4MED7t27h7u7u9FxxIno3JHE0HkjiaVzRxJL544khs4bSSxHnDvRNWV0jRmfVFd0379/H4CAgACDk4iIiIiIiIizu3//Pn5+fvHebrI8qSxPYcxmM5cvXyZdunSYTCaj48Tr3r17BAQEcOHCBXx9fY2OI05E544khs4bSSydO5JYOnckMXTeSGI54tyxWCzcv3+fHDly4OIS/8jtVNfS7eLiwnPPPWd0jATz9fXVB4okis4dSQydN5JYOncksXTuSGLovJHESupz53Et3NE0kZqIiIiIiIiIg6joFhEREREREXEQFd3JlKenJ4MHD8bT09PoKOJkdO5IYui8kcTSuSOJpXNHEkPnjSSWkedOqptITURERERERORZUUu3iIiIiIiIiIOo6BYRERERERFxEBXdIiIiIiIiIg6ioltERERERETEQVR0J1Pjx48nT548eHl5UaFCBXbv3m10JEnmtm7dSpMmTciRIwcmk4lly5YZHUmcwIgRIyhfvjzp0qUja9asNG/enOPHjxsdS5zAxIkTKVGiBL6+vvj6+lKpUiV+/fVXo2OJk/nqq68wmUz069fP6CiSzA0ZMgSTyRTjp3DhwkbHEidw6dIlXn/9dTJlykSaNGkoXrw4e/fufaYZVHQnQ/Pnz6d///4MHjyY/fv3U7JkSerXr8+1a9eMjibJWEhICCVLlmT8+PFGRxEnsmXLFnr37s3vv//O+vXriYiIoF69eoSEhBgdTZK55557jq+++op9+/axd+9eateuTbNmzfjrr7+MjiZOYs+ePfz444+UKFHC6CjiJIoVK8aVK1dsP9u3bzc6kiRzt2/fpkqVKri7u/Prr79y5MgRvv32WzJkyPBMc2jJsGSoQoUKlC9fnnHjxgFgNpsJCAjg7bffZsCAAQanE2dgMplYunQpzZs3NzqKOJnr16+TNWtWtmzZQvXq1Y2OI04mY8aMjBw5kjfeeMPoKJLMBQcHU6ZMGSZMmMAXX3xBqVKlGD16tNGxJBkbMmQIy5YtIzAw0Ogo4kQGDBjAjh072LZtm6E51NKdzISHh7Nv3z7q1Klj2+bi4kKdOnXYtWuXgclEJDW4e/cuYC2eRBIqKiqKefPmERISQqVKlYyOI06gd+/eNG7cOMbfOyJPcuLECXLkyMHzzz9P+/btOX/+vNGRJJn75ZdfKFeuHK+++ipZs2aldOnSTJky5ZnnUNGdzNy4cYOoqCiyZcsWY3u2bNkICgoyKJWIpAZms5l+/fpRpUoVXnjhBaPjiBP4888/SZs2LZ6envTo0YOlS5dStGhRo2NJMjdv3jz279/PiBEjjI4iTqRChQrMmDGDNWvWMHHiRM6cOUO1atW4f/++0dEkGTt9+jQTJ06kQIECrF27lp49e9K3b19mzpz5THO4PdNHExGRZKt3794cPnxYY+QkwQoVKkRgYCB3795l0aJFdOrUiS1btqjwlnhduHCBd955h/Xr1+Pl5WV0HHEiDRs2tF0uUaIEFSpUIHfu3CxYsEBDWiReZrOZcuXK8eWXXwJQunRpDh8+zKRJk+jUqdMzy6GW7mQmc+bMuLq6cvXq1Rjbr169ir+/v0GpRCSl69OnDytXrmTTpk0899xzRscRJ+Hh4UH+/PkpW7YsI0aMoGTJkvzwww9Gx5JkbN++fVy7do0yZcrg5uaGm5sbW7ZsYcyYMbi5uREVFWV0RHES6dOnp2DBgpw8edLoKJKMZc+ePdYXwUWKFHnmQxNUdCczHh4elC1blo0bN9q2mc1mNm7cqHFyIpLkLBYLffr0YenSpfz222/kzZvX6EjixMxmM2FhYUbHkGTspZde4s8//yQwMND2U65cOdq3b09gYCCurq5GRxQnERwczKlTp8iePbvRUSQZq1KlSqylUP/++29y5879THOoe3ky1L9/fzp16kS5cuV48cUXGT16NCEhIXTp0sXoaJKMBQcHx/i298yZMwQGBpIxY0Zy5cplYDJJznr37s3cuXNZvnw56dKls80d4efnR5o0aQxOJ8nZwIEDadiwIbly5eL+/fvMnTuXzZs3s3btWqOjSTKWLl26WHNG+Pj4kClTJs0lIY/1/vvv06RJE3Lnzs3ly5cZPHgwrq6utGvXzuhokoy9++67VK5cmS+//JLWrVuze/duJk+ezOTJk59pDhXdyVCbNm24fv06gwYNIigoiFKlSrFmzZpYk6uJPGrv3r3UqlXLdr1///4AdOrUiRkzZhiUSpK7iRMnAlCzZs0Y26dPn07nzp2ffSBxGteuXaNjx45cuXIFPz8/SpQowdq1a6lbt67R0UQkBbp48SLt2rXj5s2bZMmShapVq/L777+TJUsWo6NJMla+fHmWLl3KwIEDGTZsGHnz5mX06NG0b9/+mebQOt0iIiIiIiIiDqIx3SIiIiIiIiIOoqJbRERERERExEFUdIuIiIiIiIg4iIpuEREREREREQdR0S0iIiIiIiLiICq6RURERERERBxERbeIiIiIiIiIg6joFhERSWYiIiKMjiAiIiJJREW3iIiIwQIDA+nUqRMFCxYkQ4YM+Pr6cvfuXaNjiYiIOLWtW7fSpEkTcuTIgclkYtmyZXYfY+3atVSsWJF06dKRJUsWWrVqxdmzZ+06hopuERERB7hw4QJdu3YlR44ceHh4kDt3bt555x1u3rwZY7/NmzdTtWpV/P39mTdvHnv27OHkyZP4+fkZlFxERCRlCAkJoWTJkowfPz5R9z9z5gzNmjWjdu3aBAYGsnbtWm7cuEHLli3tOo7JYrFYEpVARERE4nT69GkqVapEwYIF+eKLL8ibNy9//fUXH3zwAeHh4fz+++9kzJgRi8VCwYIF+eijj3jzzTeNji0iIpJimUwmli5dSvPmzW3bwsLC+OSTT/jf//7HnTt3eOGFF/j666+pWbMmAIsWLaJdu3aEhYXh4mJtr16xYgXNmjUjLCwMd3f3BD22WrpFRESSWO/evfHw8GDdunXUqFGDXLly0bBhQzZs2MClS5f45JNPADh27Bjnzp3j5MmT5M6dGy8vLypWrMj27dsBuHHjBiaTyfbz6B8Kcdm+fTvVqlUjTZo0BAQE0LdvX0JCQmy358mTB5PJxP79+23bIiIiyJYtGyaTKd7uctH3i+tnxowZAJw/f55mzZqRNm1afH19ad26NVevXrUdY8iQIZQqVYoff/yRgIAAvL29ad26dYxu9J07d451/HLlytlu37JlCy+++CKenp5kz56dAQMGEBkZabu9Zs2atvulSZOGUqVKsWbNmse/WSIikmr16dOHXbt2MW/ePA4dOsSrr75KgwYNOHHiBABly5bFxcWF6dOnExUVxd27d/n555+pU6dOggtuUNEtIiKSpG7dusXatWvp1asXadKkiXGbv78/7du3Z/78+VgsFq5fv05ERAQ///wzEydO5MCBA5QqVYoGDRpw5coVMmXKxJUrV7hy5QqtW7d+7OOeOnWKBg0a0KpVKw4dOsT8+fPZvn07ffr0ibFfzpw5mTx5su360qVLn/iHw549e2w5nnvuOUaPHm273qZNG8xmM82aNePWrVts2bKF9evXc/r0adq0aRPjOCdPnmTBggWsWLGCNWvWcODAAXr16hVjn+jnHv2zdu1aAC5dukSjRo0oX748Bw8eZOLEiUybNo0vvvgixv27devGlStXOHz4MC+88AKdOnV67HMTEZHU6fz580yfPp2FCxdSrVo18uXLx/vvv0/VqlWZPn06AHnz5mXdunV8/PHHeHp6kj59ei5evMiCBQvseiwV3SIiIknoxIkTWCwWihQpEuftRYoU4fbt21y/fh2z2QzAyJEjadSoEUWKFGHChAnkyJGD8ePHYzKZ8Pf3x9/fP1YB/18jRoygffv29OvXjwIFClC5cmXGjBnDrFmzCA0Nte3XoUMHFi1aZGsBnzx5Ml27dn3ssbNkyWLL4erqip+fX4xcGzdu5M8//2Tu3LmULVuWChUqMGvWLLZs2cKePXtsxwkNDWXWrFmUKlWK6tWrM3bsWObNm0dQUJBtH09PT9ux/f39yZQpEwATJkwgICCAcePGUbhwYZo3b87QoUP59ttvba8jgLe3N/7+/uTOnZusWbNqbLyIiMTpzz//JCoqioIFC5I2bVrbz5YtWzh16hQAQUFBdOvWjU6dOrFnzx62bNmCh4cHr7zyCvaM0nZz1JMQERFJzez5z7hKlSq2yy4uLlSuXJkjR47E2m/lypWkTZsWNzc3AgIC6NGjB7179wbg4MGDHDp0iDlz5sTIYDabOXPmjO1LgGzZslGzZk3mzZtHzZo1OXLkCCNGjODzzz9P7FPl6NGjBAQEEBAQYNtWtGhR0qdPz9GjRylfvjwAuXLlImfOnLZ9KlWqhNls5vjx4/j7+z/xMSpVqoTJZLJtq1KlCsHBwVy8eJFcuXIB1uJ86tSphIWFkT59en755ZdEPy8REUm5goODcXV1Zd++fbi6usa4LW3atACMHz8ePz8/vvnmG9tts2fPJiAggD/++IOKFSsm6LFUdIuIiCSh/PnzYzKZOHr0KC1atIh1+9GjR8mQIQNZsmQhQ4YM8R7n0eIyWq1atZg4cSKRkZFs3ryZ3r17U7hwYV566SWCg4N566236Nu3b6z7RRek0bp3786gQYP4+++/6dSpk13j0pK79u3b88knnxAaGsrMmTN59dVXOXLkCL6+vkZHExGRZKR06dJERUVx7do1qlWrFuc+Dx48sE2gFi26QH+0l9WTqHu5iIhIEsqUKRN169ZlwoQJPHz4MMZtQUFBzJkzhzZt2mAymciXLx9ubm7s2LHDto/ZbGbnzp0ULVo01rF9fHzInz8/hQsXpkePHuTNm5cDBw4AUKZMGY4cOUL+/Plj/Xh4eMQ4Tt26dbl+/TqTJk1KklnTixQpwoULF7hw4YJt25EjR7hz506M53H+/HkuX75su/7777/j4uJCoUKFEvQYu3btitGDYMeOHaRLl47nnnvOts3Pz4/8+fPzwgsvMHjwYC5dusTu3buf9imKiIgTCg4OJjAwkMDAQMC6BFhgYCDnz5+nYMGCtG/fno4dO7JkyRLOnDnD7t27GTFiBKtWrQKgcePG7Nmzh2HDhnHixAn2799Ply5dyJ07N6VLl05wDhXdIiIiSWzcuHGEhYVRv359tm7dyoULF1izZg1169YlZ86cDB8+HLB2X+vWrRsffPABq1ev5ujRo/Tq1YvLly/HmmAMrEubBAUFcfHiRebOncvZs2cpXrw4AB999BE7d+6kT58+BAYGcuLECZYvXx5rIjWwtqJPmjSJUaNGkS9fvqd+vnXq1KF48eK0b9+e/fv3s3v3bjp27EiNGjVizD7u5eVFp06dOHjwINu2baNv3760bt36iV3LAXr16sWFCxd4++23OXbsGMuXL2fw4MH0798/RivEgwcPCAoK4ty5c3z33Xe4ubmRP3/+p36OIiLifPbu3Uvp0qVtBXL//v0pXbo0gwYNAmD69Ol07NiR9957j0KFCtG8eXP27Nlj6yFWu3Zt5s6dy7JlyyhdujQNGjTA09OTNWvWPHGulUepe7mIiEgSK1CgAHv37mXw4MG0bt2aW7du4e/vT/PmzRk8eDAZM2a07Ttq1ChMJhOdOnXi3r17lClThrVr15I9e/ZYx12zZg3Zs2fHzc2NXLly8dVXX1G/fn0ASpQowZYtW/jkk0+oVq0aFouFfPnyxZpBPFrdunWT7PmaTCaWL1/O22+/TfXq1XFxcaFBgwaMHTs2xn758+enZcuWNGrUiFu3bvHyyy8zYcKEBD1Gzpw5Wb16NR988AElS5YkY8aMvPHGG3z66acx9psyZQpTpkzBw8ODAgUKMGfOHPLkyZNUT1VERJxIzZo1HzvHiru7O0OHDmXo0KHx7tO2bVvatm37VDlMFntmehERERFJhCFDhrBs2TJbFz8REZHUQt3LRURERERERBxERbeIiIiIiIiIg6h7uYiIiIiIiIiDqKVbRERERERExEFUdIuIiIiIiIg4iIpuEREREREREQdR0S0iIiIiIiLiICq6RURERERERBxERbeIiIiIiIiIg6joFhEREREREXEQFd0iIiIiIiIiDqKiW0RERERERMRBVHSLiIiIiIiIOIiKbhEREREREREHUdEtIiIiIiIi4iAqukVEREREREQcREW3iIiIiIiIiIOo6BYRERERERFxEBXdIpKqde7cmbRp0xodQ0RERERSKDejA4iIPGs3b95kzpw5bNu2ja1bt/Lw4UMaNGhA6dKlad26NaVLlzY6ooiIiIikECaLxWIxOoSIyLMyb948unXrRnBwMHny5CEiIoKgoCBKly7NwYMHiYiIoFOnTkyePBkPDw+j44qIiIiIk1P3chFJNXbs2MHrr7+Ov78/O3bs4MyZM9SpUwcvLy/27NnD5cuXadeuHTNnzuTdd98FwGKxkCdPHpo1axbreKGhofj5+fHWW28BsHnzZkwmE4sWLYq1b9q0aencubPt+owZMzCZTJw9e9a27a+//iJDhgy8/PLLREZGxthv7969MY5348YNTCYTQ4YMibE9rm0jR47EZDJRs2ZN27borJs3b46xb+PGjeM8xn9F3z++n7ie69atW3nrrbfIlCkTvr6+dOzYkdu3b8c4bp48eWLcF2DhwoWYTCby5Mlj23b27FlMJhOjRo2Kle2FF16I8VzDw8MZNGgQZcuWxc/PDx8fH6pVq8amTZvifG7Ref/78+jjPyq+1+DR9xZg9uzZlC1bljRp0pAxY0batm3LhQsXYuSsUaMGzz//PNevX7dtHzJkCCaTKcaxRo0ahZubG6tXr7Ztq1mzJi+88EKsfKNGjYozz4QJEyhWrBienp7kyJGD3r17c+fOnVj3/+OPP2jUqBEZMmTAx8eHEiVK8MMPPwDW4RmPOw8efdyEvrePE/2+J+T1jn5N4tp3xowZMfabOHEiL7zwAt7e3jH2i+t3+VHR782NGzdibN+7d2+cj2M2mxk9ejTFihXDy8uLbNmy8dZbb8X5e/Dyyy/Herw+ffrEOhdMJhN9+vSJN2NcnzXxPZeiRYuSNm1afH19qVixIsuWLYuxz7Zt23j11VfJlSsXnp6eBAQE8O677/Lw4cMY+3Xu3DnWezp79mxcXFz46quvYuyXNm1aTp8+Tf369fHx8SFHjhwMGzaMR9uEHvf7/mj+R1+bJ52X0Z8R9n4Wbtq0iWrVqpEhQ4YYx3vceyAiou7lIpJqfPXVV5jNZubNm0fZsmVj3Z45c2ZmzZrFkSNH+PHHHxk8eDBZs2bl9ddf55tvvuHWrVtkzJjRtv+KFSu4d+8er7/++lNnu3DhAg0aNKBw4cIsWLAAN7ek+Xi+c+cOI0aMSNC+W7dujVHEJUTfvn0pX758jG1vvvlmnPv26dOH9OnTM2TIEI4fP87EiRM5d+6c7Y/euERGRvLJJ5/Ylem/7t27x9SpU2nXrh3dunXj/v37TJs2jfr167N7925KlSoV5/2GDRtG3rx5Afj2229jFUaPatGiBS1btgSshcnkyZNj3D58+HA+++wzWrduzZtvvsn169cZO3Ys1atX58CBA6RPnx4PDw+WLFlCxYoVadGiBRs3bsTT0zPWYy1fvpyPPvqI0aNH06hRo0S9JkOGDGHo0KHUqVOHnj172t6PPXv2sGPHDtzd3QFYv349L7/8MtmzZ+edd97B39+fo0ePsnLlSt555x3eeust6tSpYztuhw4dYrwWAFmyZIkzw9O8t+3atbM999WrV/O///0v3n0LFy5se5wbN27YvlCLNn/+fHr16kXNmjV5++238fHx4ejRo3z55ZeJyvY4b731FjNmzKBLly707duXM2fOMG7cOA4cOBDjdTdCSEgILVq0IE+ePDx8+JAZM2bQqlUrdu3axYsvvghYvyR58OABPXv2JFOmTOzevZuxY8dy8eJFFi5cGO+x161bR9euXenTpw8DBgyIcVtUVBQNGjSgYsWKfPPNN6xZs4bBgwcTGRnJsGHDEv18fv75Z9vl6N/J77//nsyZMwOQLVu2eO8b32fhmTNnaNy4MdmzZ2fQoEG2c7tDhw6JzikiqYOKbhFJNXbu3EmuXLniLLijubm50bRpUw4ePMju3bt5+eWX6dixI8OHD2fBggX06NHDtu/s2bPJkycPVatWfapct2/fpkGDBvj4+LBy5Uq8vb2f6niPGjFiBO7u7o99ztE+/PBDGjZsyK+//prg41erVo1XXnklxrZHX6NHeXh4sHHjRlthkTt3bj788ENWrFhB06ZN47zPlClTOH/+PLVq1eL06dMJzvWoDBkycPbs2RjDBbp160bhwoUZO3Ys06ZNi7F/REQEAI0aNbK9bvPmzYuz6I7ukVCqVCnbly+RkZExiu5z584xePBgvvjiCz7++GPb9pYtW1K6dGkmTJhg254pUyZWrVpFxYoVefPNN2MUDgCBgYG0b9+enj178vbbbyfq9bh+/TojRoygXr16/Prrr7i4WDu9FS5cmD59+jB79my6dOlCVFQUb731FtmzZycwMJD06dPbjhHdClmpUiUqVapk296hQwdKlCiRoC+iEvPeRr83ZcuWtT1GUFBQvEV3ZGQk2bNnt+179uzZWEX38uXLSZ8+Pb/++iteXl6AtfUzqYvu7du3M3XqVObMmcNrr71m216rVi0aNGjAwoULY2x/1kaOHBnjert27ciaNSvbtm2zFd1ff/01adKkse3TvXt38ufPz8cff8z58+fJlStXrOPu27ePVq1a0bx5c0aPHh3r9tDQUBo0aMCYMWMA6NWrF02aNOHrr7+mb9++tiLZXo+eg9G/k82bN09Qr4r4PgvXr1/Pw4cPmTNnDhUrVrRtV9EtIk+i7uUikmrcv3+frFmzPnG/6BaQe/fuAVCwYEEqVKjAnDlzbPvcunWLX3/9lfbt28dqpb1//z43btyI8ROf0NBQmjZtyvXr11mzZg2ZMmVKzFOL06VLlxg7diyfffbZE2doX7JkCXv27InR9TOpde/ePUZLXs+ePWN1kX7UgwcPGDZsGH369Inzj/noff77WkdFRcXYx9XV1VZwm81mbt26RWRkJOXKlWP//v2xjhkaGgpgK8AeJzw8HCDOFuloS5YswWw207p16xg5/f39KVCgQKxu7gULFmTx4sXMmTOHL774wrb9ypUrNGnShEqVKtm6d/9XVFRUrNfjwYMHMfbZsGED4eHh9OvXz1Zwg/WLCF9fX1atWgXAgQMHOHPmDP369YtRcAPx9kxIqIS8t3Gx570B6/vzuPcGrL+v3t7eCT5mYi1cuBA/Pz/q1q0b4/0pW7YsadOmjXUeRERExHovo5//f4WGhnLjxg1u3ryJ2WxOdMboxzx16hRfffUVLi4uVKlSxXb7owV3SEgIN27coHLlylgsFg4cOBDreKdPn6Zx48aUKlWKn3/+Ocb59qhHu2ZHd9UODw9nw4YNMfaL/n2/ffs2jpqS6HGfhffv3wdI0s9pEUkdVHSLSKqRI0cOTp069cT9Tp48CUDOnDlt2zp27MiOHTs4d+4cYP0DOiIiIs4Wjq5du5IlS5YYPyEhIXE+VpcuXdi+fTv379+3tZomlcGDB5MjRw7bmPP4REVF8fHHH9O+fXtKlCiRpBkeVaBAgRjX06ZNS/bs2eMda/rdd98RGhoao3X4vwYPHhzrtT527Fis/WbOnEmJEiXw8vIiU6ZMZMmShVWrVnH37t1Y+0Z/SeLn5/fE5xQ9BvpxX2qcOHECi8VCgQIFYmU9evQo165di3Wf69evY7FYGDRokK0IbtasGRcvXoxz/2jHjh2L9RiDBw+OsU/0OVyoUKEY2z08PHj++edtt0f/rsQ1TvxpJeS9jYs97w1Y358nfeFUqVIlLl++zJAhQzh//jw3btyI87x4WidOnODu3btkzZo11nsUHBwc631dt25drP3+2ysj2rRp08iSJQuZM2cmTZo0VK9ePdY8EAmxceNGsmTJQv78+Zk6dSqLFi2K0aJ7/vx5OnfuTMaMGUmbNi1ZsmShRo0aALFes5CQEOrXr8/Vq1e5detWvF/UuLi48Pzzz8fYVrBgQYBYnw3Rv+8ZM2bE29ubxo0bc+LECbufZ3ye9FkY3avjgw8+4OjRo0/8UlVEJJq6l4tIqvHyyy8zfvx4pk2bxhtvvBHnPlevXmXmzJlkyZIlxh+bbdu25d1332XOnDl8/PHHzJ49m3LlysUqXAAGDRpEtWrVYmxr0qRJnI+3f/9+li9fTp8+fejevTu//fbbUzzDfx09epQZM2Ywe/bsJ44TnTZtGmfPnmXt2rVJ8thJ4caNG4wcOZKBAwfGGEf/X927d+fVV1+Nsa1bt24xrs+ePZvOnTvTvHlzPvjgA7JmzYqrqysjRoyI80uYs2fP4u7uTo4cOZ6YMygoCAB/f/949zGbzZhMJn799VdcXV1j3f7fojA4OJj+/fvTrl07smfPznfffWfLtXz5clq1asXYsWPp169frGPlyZOHKVOmxNi2cOHCWGPMjZTQ9zYuj07KlhBBQUHUr1//sfu8++67HD9+nM8//5yhQ4falcceZrOZrFmzxugx86j/jn2vUKFCjJ4OAOPGjWP58uWx7tusWTP69OmDxWLhzJkzDBs2jJdfftnugrR8+fKsX7+e27dvM3v2bLp27UpAQADlypUjKiqKunXrcuvWLT766CMKFy6Mj48Ply5donPnzrFa2G/cuIGPjw8rVqygefPmjBgxItYXQPaK/n2Piori6NGjDBkyhObNm/PXX3891XGjPemzsHLlyowcOZKhQ4dStGjRJHlMEUkdVHSLSKrx6aefsmzZMnr27MmxY8d47bXXbF2Rz58/z8aNGxk0aBC3b99m7ty5MbqlZsyYkcaNGzNnzhzat2/Pjh074hyfCFC8ePEYk0sBcRZbAFOnTqVp06a4urry8ssvP/YLAXsMHDiQUqVK0aZNm8fu9+DBA4YOHUqvXr3InTv3Uz/u45w4cYJatWrZrgcHB3PlypU4JwP74osvSJcuHe+8885jj1mgQIFYr7WPj0+M64sWLeL5559nyZIlMVrb4isA9u7dS5kyZeLtCvuoI0eOAFCkSJF498mXLx8Wi4W8efPaWvAeZ/Dgwdy/f59vv/2WbNmy8ddff7F27VqWLVtG5cqVeeeddxg8eDBt2rQhe/bsMe7r4+MT6/UIDAyMcT36fT5+/HiMFsbw8HDbjP7RuQEOHz4c65hPI6HvbVz27t2Lm5tbvJPfPerixYvcv3//se8NWLtMT5kyhQMHDuDn58fgwYM5ePAg77//vt35Hidfvnxs2LCBKlWqxOimHZ/MmTPHet3/O5t4tOeeey7GvmnTpqV9+/Zxdvl+nEyZMtmO06pVKwoVKsTIkSOZP38+f/75J3///TczZ86kY8eOtvusX78+zmN5e3uzZs0aChcuzLvvvsuXX35J69atY70fZrOZ06dPx/jd+Pvvv4HYX648+vtev359Hjx4wCeffML58+ftep5xSehn4fvvv8+JEydYvHgxs2bNwsPDg7p16z7144tIyqbu5SKSavj7+7Nr1y4aNmzIt99+S5kyZZg9ezYhISHkzp2brl27kiZNGlasWEG7du1i3b9Dhw4cOXKEDz74AFdXV9q2bfvUmaJbxBs3bkzbtm354IMPuHr16lMdc9euXSxfvpyvvvrqiWNvf/jhB0JCQp56hvCEmDx5sm0iLLAu0xQZGUnDhg1j7Hf27FkmTpzIkCFDElScPEn0Fx6PjgH9448/2LVrV6x9jxw5wpEjR+JcIi4u8+fPJ3v27I8t7Fq2bImrqytDhw6NNQ7VYrFw8+ZN2/XDhw8zZswYhg4dSvbs2XFxcbH1uKhcuTJgnXk8Xbp09O/fP0EZ/6tOnTp4eHgwZsyYGHmmTZvG3bt3ady4MQBlypQhb968jB49OtZSYokdT/s07214eDi//PILtWvXfmKXcbBOfgdQu3btJ+47cOBAzp8/z+zZs6lTp06CJh60V+vWrYmKiuLzzz+PdVtkZGScy7UlVnSrc3xf9iVEaGgoISEhhIWFxTjWo++9xWKJd36BLFmyULhwYcC6EsBzzz1Ht27d4jx3xo0bF+OY48aNw93dnZdeeumxGZPieUZL6GfhihUrmDx5MlOnTqVRo0ZJ+oWUiKRcaukWkVQlICCA5cuXc+XKFXbs2MHIkSMJDAxk0qRJlCpVilKlSsVbqDZu3JhMmTKxcOFCGjZsmKBJ2ezxww8/UKRIEd5++20WLFgQ47Zdu3bFGDsYPcnbyZMn2b17t212YbCOBa1bt26C/hhct24dw4cPfyYTA4WHh/PSSy/RunVrjh8/zoQJE6hatWqsmcu3bNlCkSJF6NKlS5I87ssvv8ySJUto0aIFjRs35syZM0yaNImiRYsSHBxs22/t2rW21s00adIwe/Zs222XLl0iJCSE2bNn8/rrr7N3714+++wz1qxZw6RJkx775Ua+fPn44osvGDhwIGfPnqV58+akS5eOM2fOsHTpUrp372573F69elGsWLHHzkyeNm1avv/+e1q3bk23bt0SVFQ+KkuWLAwcOJChQ4fSoEEDmjZtans/ypcvb5v12cXFhYkTJ9KkSRNKlSpFly5dyJ49O8eOHbO1vtsrse/toUOHGDp0KBcvXqRx48Yx3pvoyfCWLVtm+7Js8ODBTJ06lbZt29oKv/hs2LCB77//np9//jnRvT1+++03fH19bdeju3X/+eef/PnnnxQvXpwaNWrw1ltvMWLECAIDA6lXrx7u7u6cOHGChQsX8sMPP8RaCSChzp8/z5o1a2zdy4cPH07u3LkpXbp0grqY3717l4YNG9KwYUNy5MjBrVu3+Pnnn7ly5YrtfChcuDD58uXj/fff59KlS/j6+rJ48eLHLqUXLU2aNEyePJk6deowceJEevXqZbvNy8uLNWvW0KlTJypUqMCvv/7KqlWr+Pjjj2N1uT9+/Dhr1qzBbDZz5MgRRo4cSfny5WPMv5FYCfksDAoK4o033uDNN9+kefPmT/2YIpKKWEREUrFOnTpZfHx8Erx/r169LIBl7ty5sW7btGmTBbAsXLgw1m0+Pj6WTp062a5Pnz7dAljOnDkTY7+ZM2daAMsvv/wSY7/H/dSoUcN2f8BiMpks+/bti3HcGjVqxNgvOmv27NktISEhMfYFLIMHD37s65CY57plyxZL9+7dLRkyZLCkTZvW0r59e8vNmzdj3Dd37twWwLJ06dIY2zt16mTJnTu37fqZM2csgGXkyJGxHr9YsWIxnqvZbLZ8+eWXlty5c1s8PT0tpUuXtqxcuTLWMWvUqPHE1zr6v82vv/7aUr58ecucOXNiPX587+3ixYstVatWtfj4+Fh8fHwshQsXtvTu3dty/Phxi8Vife9NJpNlx44dMe43ePBgS1z/XdetW9dSuHBhS1hYmC1/sWLFYu03cuTIOPOMGzfOUrhwYYu7u7slW7Zslp49e1pu374d6/7bt2+31K1b15IuXTqLj4+PpUSJEpaxY8fG2s9iefy5k9D3Ni7Rr8GTfjZt2mTZsWOHJX/+/JYhQ4bYXpto0efN9OnTLRaLxXLjxg1Ljhw5LO3atYux3+POb3tzPfq7YLFYLJMnT7aULVvWkiZNGku6dOksxYsXt3z44YeWy5cvx3itGjduHOvxevfuHetcePSxTCaTxd/f39KyZUvL0aNHLRZL/Ofjox4+fGhp06aN5bnnnrN4eHhYsmbNaqlVq5ZlxYoVMfY7cuSIpU6dOpa0adNaMmfObOnWrZvl4MGDMV5TiyX+97RLly4WX19fy8WLF237+fj4WE6dOmWpV6+exdvb25ItWzbL4MGDLVFRUbb7Rb9v0T8uLi6W5557ztKpUyfbseL7PXnSa5DQz0Kz2Wxp0KCBpUCBApbg4OBY+/Xu3TvOxxYRsVgsFpPF4qA1F0REUqB3332XadOmERQUlKTraSfWkCFD2Lx5M5s3bzY6SrxmzJhBly5d2LNnD+XKlTM6Trxq1qxJzZo1GTJkSJy3nz17lrx58zpsqSKJX0LO8zx58jBjxgxq1qz5zHI9SefOnQHr74DE1rlzZxYtWhSjx4mISEqkMd0iIgkUGhrK7NmzadWqVbIouEVEREQk+dOYbhGRJ7h27RobNmxg0aJF3Lx5M1GzLjtK/vz5efDggdExUoS6des+dkK06Bmh5dkrUaLEE5e+a9GiBdmyZXtGiRKmePHiRkcQEZFkQN3LRUSeYPPmzdSqVYusWbPy2Wef0adPH6MjORVn6V4uIs+WupeLSGqholtERERERETEQTSmW0RERERERMRBUt2YbrPZzOXLl0mXLt1j11UVERERERERiY/FYuH+/fvkyJEDF5f427NTXdF9+fJlAgICjI4hIiIiIiIiKcCFCxd47rnn4r091RXd6dKlA6wvjK+vr8Fp4hcREcG6deuoV6/eE2dslZRJ50DqpvdfdA6kbnr/RedA6qb33zncu3ePgIAAW40Zn1RXdEd3Kff19U32Rbe3tze+vr76RUuldA6kbnr/RedA6qb3X3QOpG56/53Lk4YtayI1EREREREREQdR0S0iIiIiIiLiICq6RURERERERBxERbeIiIiIiIiIg6joFhEREREREXEQFd0iIiIiIiIiDqKiW0RERERERMRBVHSLiIiIiIiIOIihRffWrVtp0qQJOXLkwGQysWzZsifeZ/PmzZQpUwZPT0/y58/PjBkzHJ5TREREREREJDEMLbpDQkIoWbIk48ePT9D+Z86coXHjxtSqVYvAwED69evHm2++ydq1ax2cVERERERERMR+bkY+eMOGDWnYsGGC9580aRJ58+bl22+/BaBIkSJs376d77//nvr16zsq5jNnscCGDSYCA7Pg4WHCzdB36dnIkwcKFDA6hYiIiIhIMnXrFuzfby0WUovSpSFzZqNTPDWnKud27dpFnTp1YmyrX78+/fr1i/c+YWFhhIWF2a7fu3cPgIiICCIiIhyS82lZLNCokTtQ2egoz1SHDmY+/zyKHDmMTpI8RJ+fyfU8FcfS+y86B1K3+w/vs/32dkrcKcFz6Z8zOo4YQJ8BqVus9z88HLeqVTEdPWpgqmcvcsUKLMm4cTWhv59OVXQHBQWRLVu2GNuyZcvGvXv3ePjwIWnSpIl1nxEjRjB06NBY29etW4e3t7fDsj4NiwXy5KlpdIxnxmw2cf68Lz//7MKCBWZatTpBs2Yn8fQ0Gx0tWVi/fr3REcRAev9F50DqcyviFl+d+Yq/H/zN3GlzGVlwJD6uPkbHEoPoMyB1i37/8y1bxgtHjxLp5UWIv7/BqZ6dQ4cPcysqyugY8Xrw4EGC9nOqojsxBg4cSP/+/W3X7927R0BAAPXq1cPX19fAZI9Xr14E69evp27duri7uxsdx+F2747kvfdc+OMPN+bOLcK2bYX58ssoWre2YDIZnc4YERGp6xyQmPT+i86B1GnP5T30WtSLyw8uA3A57DLzwuaxsNVCXExadCY10WdA6hbj/b95E7cOHaw3jB2Ld6dOxoZ7hioaHeAJontRP4lTFd3+/v5cvXo1xrarV6/i6+sbZys3gKenJ56enrG2u7u7O8UHmLPkfFpVqsCuXTB/Pnz4IVy4YKJDBzcmTIDRo+HFF41OaJzUcg5I3PT+i86B1GPWwVl0X9GdsKgwimQuQmOfxoy5OIYVf69g1O+j+KT6J0ZHFAPoMyB1c3d3x33QILh/H8qXx61rV3DRF3DJRUJ/N53qHatUqRIbN26MsW39+vVUqlTJoESSlEwmaNsWjh2Dzz8Hb29rIV6hAnToADdvGp1QREQk6UWaI3lv7Xt0WtaJsKgwmhVqxvZO26maoSpj648F4LNNn7H2pFZrEUltTHv2QPQSyWPGqOB2Uoa+a8HBwQQGBhIYGAhYlwQLDAzk/PnzgLVreMeOHW379+jRg9OnT/Phhx9y7NgxJkyYwIIFC3j33XeNiC8O4u0Nn34Kf/8N0b1nZs+Gdu1S12SNIiKS8t1+eJvGcxvz3e/fAfBZ9c9Y0mYJ6TzTAdClVBe6lemGBQvtFrfjzO0zRsYVkWfJbMYlesLoTp2gYnLvbC3xMbTo3rt3L6VLl6Z06dIA9O/fn9KlSzNo0CAArly5YivAAfLmzcuqVatYv349JUuW5Ntvv2Xq1Kkparkw+VfOnNYv9nbuBC8vWL8eJk82OpWIiEjSOHL9CC9OfZF1p9bh7e7NwlcXMqzWsFhjt8c2HEv5HOW5HXqblgta8iAiYRP3iIhzC9i0CZc9eyBtWhgxwug48hQMHdNds2ZNLI9pupwR3ZXiP/c5cOCAA1NJclOpkvVz5t134b33oF49yJvX6FQiIiKJt/rEatouasv98Pvk9svN8rbLKelfMs59Pd08Wdx6MWUnlyUwKJAeK3sws/lMTKl1plGR1ODePYr+/LP18qBBkD27sXnkqWhQgDiFvn2hWjUICYGuXcGs1cRERMRJLTm6hGbzmnE//D41ctdgT7c98Rbc0QL8Apj3yjxcTC78fOhnJuyZ8IzSiogRXL78Eq87d7AUKADvvGN0HHlKKrrFKbi4wPTp1vHemzfD+PFGJxIREbHfwr8W0nphayLNkbxW/DXWd1hPFp8sCbpv7by1+brO1wD0W9uPnRd2OjKqiBjl2DFcxowBIGrUKPDwMDiQPC0V3eI08uWDkSOtlz/6CE6cMDaPiIiIPeYfnk+7xe2IskTRoUQHZjWfhburfUtBvVfpPV4t+iqR5kheWfAKQcFBDkorIoawWODddzFFRhJUrhyWhg2NTiRJQEW3OJUePeCll+DhQ+jcGaKijE4kIiLyZHP/nMtrS14jyhJF51Kdmd5sOq4urnYfx2QyMa3pNIpmKcqV4Cu8uvBVIqIiHJBYRAyxahWsWYPF3Z3DXbsanUaSiIpucSouLjBtGqRLZ53VfPRooxOJiIg83uxDs+mwtANmi5mupboyrem0RBXc0dJ5pmNJ6yX4evqy/fx23l/3fhKmFRHDhIXBP0uEmfv2JSRHDmPzSJJR0S1OJ3du+M66nCmffAJHjxqbR0REJD4zA2fScWlHzBYz3cp0Y0rTKbGWBEuMQpkLMbP5TADG7B7DnENznvqYImKw77+HU6fA3x/zxx8bnUaSkIpucUpvvAENG1q/EOzUCSIjjU4kIiIS008HfqLL8i5YsNCjbA8mvTwpSQruaM0LN+eTap8A0G1FNw4GHUyyY4vIM3b1KnzxhfXyN99Yu3VKiqGiW5ySyQRTpkD69LBnj/WzSUREJLmYun8qb/zyBhYs9C7fmwmNJyRpwR1taM2h1M9Xn4eRD2m5oCW3H95O8scQkWdg5Urr2rilSkH79kankSSmolucVs6c8M9qCgwZAn/+aWgcERERAH7c+yPdVnQDoO+LfRnbcCwmk8khj+Xq4sqclnPIkz4Pp2+f5vWlr2O2mB3yWCLiQDv/WQKwYUPrJEaSougdFaf2+uvQtClEREDHjtZ/RUREjDJhzwR6rOoBQL8K/RjdYLTDCu5ombwzsaT1ErzcvFh9YjXDtgxz6OOJiAPs2mX9t3JlY3OIQ6joFqdmMsGPP0KmTBAYCMOHG51IRERSq3G7x9F7dW8A3q/0Pt/V/87hBXe00tlLM6nxJACGbhnKyr9XPpPHFZEkcOvWvzMDV6xobBZxCBXd4vT8/WH8eOvl4cNh/35j84iISOrzw+8/8PavbwPwUZWP+KbuN8+s4I7WqVQnepe3Fv2vL3mdk7dOPtPHF5FE+uMP678FC0LmzMZmEYdQ0S0pQps28Oqr1lnMO3WyzmouIiLyLHy36zv6re0HwMdVP2bESyOeecFty1L/OyoHVOZu2F1azG9BSHiIITlExA7R47krVTI2hziMim5JMcaPhyxZ4PBhGDrU6DQiIpIajNwxkvfWvQfAZ9U/44vaXxhWcAN4uHqw8NWFZPPJxuFrh+m2ohsWi8WwPCKSANFFt8Zzp1gquiXFyJLFOr4b4Ouv/+2pIyIi4ghfbf+KDzd8CMCQGkMYVmuYoQV3tBzpcrDw1YW4ubjxv8P/44c/fjA6kojEJzISdu+2XlZLd4qloltSlBYtrEsbms3WbuYPHxqdSEREUqLhW4czcONAAIbVHMbgmoMNThRTtdzV+LbetwC8v+59tpzdYnAiEYnT4cMQHAy+vlC0qNFpxEFUdEuKM2YMZM8Ox4/DZ58ZnUZERFKaz7d8zqebPgVgeO3hfFYjef5n8/aLb/Na8deIskTRelFrLt27ZHQkEfmv6KXCKlYEV1djs4jDqOiWFCdjRpgyxXr5u+9g+3Zj84iISMpgsVgYsnkIgzYPAmDESyP4uNrHBqeKn8lkYvLLkymRrQTXQq7xysJXCIvUTKMiyYomUUsVVHRLitS4MXTpAhYLdO4MIZq8VUREnoLFYmHQpkEM3WKdqXNk3ZEMqDrA4FRP5uPhw5LWS0jvlZ7fL/7Ou2vfNTqSiDwquqVbk6ilaCq6JcX6/nsICIBTp2BA8v+7SEREkimLxcLHGz/mi21fAPBdve94v/L7BqdKuHwZ8zGn5RxMmJi4dyIzAmcYHUlEAK5etf6hajJBhQpGpxEHUtEtKZafH0ybZr08bhxs2mRsHhERcT4Wi4WPNnzEVzu+AmB0/dG8W8n5WosbFWjE4BrWyd56rOzB/iv7DU4kIrZW7mLFrH+4SoqloltStLp14a23rJe7doX7943NIyIizsNisfD+uvcZuXMkAGMbjuWdiu8YnCrxPqvxGS8XfJmwqDBazm/JzQc3jY4kkrpFF90az53iqeiWFG/kSMiTB86ehfedpzegiIgYyGKx8O7ad/nu9+8AmNBoAn1e7GNwqqfjYnLh5xY/ky9DPs7dPUe7xe2IMkcZHUsk9YqeRE3juVM8Fd2S4qVLB9OnWy9Pngxr1xqbR0REkjeLxcI7a97hhz9+AODHl3+kZ/meBqdKGum90rOkzRK83b1Zf3o9gzYNMjqSSOoUHg5791ovq+hO8VR0S6pQsya8/bb18htvwJ07RqYREZHkymwx02d1H8buHosJE1ObTKV72e5Gx0pSJbKVYGqTqQB8uf1Llh1bZmwgkdQoMBBCQyFTJihQwOg04mAquiXVGDEC8ueHS5fgXeebA0dERBzMbDHTa1UvJuydgAkTPzX7iTfKvGF0LIdoV7wd/Sr0A6Dj0o4cu3HM2EAiqc2j63ObTMZmEYdT0S2pho8PzJhh/VybMQNWrjQ6kYiIJBdmi5m3VrzFj/t+xISJGc1n0LlUZ6NjOdQ3db+heu7q3A+/T8v5LbkfptlGRZ4ZTaKWqqjollSlShXo3996uVs3uKmJW0VEUr0ocxRv/vImUw9MtU021rFkR6NjOZy7qzsLXllAjnQ5OHrjKF1/6YrFYjE6lkjqoEnUUhUV3ZLqfP45FC4MQUHQt6/RaURExEhR5ii6/tKV6YHTcTG5MLvFbNqXaG90rGcmW9psLHp1Ee4u7iw6sohRO0cZHUkk5btwAS5eBFdXKF/e6DTyDKjollQnTRqYORNcXGDuXFiyxOhEIiJihChzFJ2Xd2bWwVm4mlz5X6v/0a54O6NjPXOVAirxQwPrTO0DNg7gtzO/GZxIJIWL7lpesqR1/KOkeCq6JVV68UX46CPr5R494Pp1Y/OIiMizFWmOpMPSDsw+NBs3FzfmvTKP1sVaGx3LMD3K9aBzqc6YLWbaLGrD+bvnjY4kknJFF93qWp5qqOiWVGvwYChe3Fpw9+wJGsYmIpI6RJojeX3J6/zv8P9wc3FjwSsLeKXoK0bHMpTJZGJCowmUyV6GGw9u8MqCVwiNDDU6lkjK9OjM5ZIqqOiWVMvT0zqLuZsbLF4M8+cbnUhERBwtIiqCdovbMf+v+bi7uLO49WJaFGlhdKxkIY17Gha3XkzGNBnZc3kPb69+2+hIIinPw4ewf7/1slq6Uw0V3ZKqlSkDn3xivdy7t3VyNRERSZnCo8Jpu7gti44swsPVgyVtltC0UFOjYyUredLn4X+t/ocJE1MPTGXq/qlGRxJJWfbtg8hI8PeH3LmNTiPPiIpuSfU++QRKl4Zbt6B7d3UzFxFJicKjwmm9sDVLji7Bw9WDpW2W8nLBl42OlSzVy1eP4bWHA9B7dW92X9ptcCKRFOTRpcJMJmOzyDOjoltSPXd362zm7u6wYgX8/LPRiUREJCmFRYbxyoJXWH58OZ6unvzS9hcaFWhkdKxkbUDVATQv3JzwqHBeWfAK10M046hIktAkaqmSim4RrBOqDR1qvdy3r3XpRBERcX6hkaG0WtCKFX+vwMvNixXtVlA/f32jYyV7JpOJmc1nUjBTQS7cu0DbxW2JNEcaHUvEuVksmkQtlVLRLfKPDz6wLiV29y68+aa6mYuIOLvQyFBazG/BqhOrSOOWhpXtVlI3X12jYzkNX09flrZZio+7D7+d+Y2PN35sdCQR53b6NFy7Bh4e1omFJNVQ0S3yDzc362zmnp6wdi1Mm2Z0IhERSayHEQ9pNq8Za06uwdvdm1WvreKl518yOpbTKZqlKDOazwBg5M6RLPxrobGBRJxZdNfyMmXAy8vYLPJMqegWeUSRIjDcOncM/fvDuXPG5hEREfs9iHhA03lNWXdqHT7uPqx+bTW18tYyOpbTeqXoK3xQ+QMAuizvwpHrRwxOJOKkHp1ETVIVFd0i/9GvH1SpAvfvQ9euYDYbnUhERBIqJDyEJv9rwobTG0jrkZZf2/9KjTw1jI7l9L586Utq561NSEQILea34G7oXaMjiTgfTaKWaqnoFvkPV1eYPh3SpIHffoNJk4xOJCIiCRESHsLL/3uZ3878RjqPdKx9fS3VclczOlaK4ObixrxW8wjwDeDvm3/TeXlnzBZ9Ky2SYPfvw6FD1suaRC3VsbvoPnTo0GN/RFKCAgXg66+tlz/4AE6dMjaPiIg8XnB4MA3nNGTz2c34evqyrsM6KgeoNSkpZfHJwuLWi/Fw9WDZsWV8vf1royOJOI89e6zdJ3Pnhhw5jE4jz5ibvXcoVaoUpn8Wcrf8M72zyWTCYrFgMpmIiopK2oQiBundG5Ysgc2boUsX678u6hsiIpLs3A+7T8M5DdlxYQd+nn6s67COF3O+aHSsFKl8zvKMbzSebiu68clvn1A2R1nq5atndCyR5E9LhaVqdpcQVatWxcfHh88//5zTp09z5syZGP+KpBQuLvDTT5A2LWzbBmPGGJ1IRET+627oXerPrs+OCztI75WeDR03qOB2sDfLvEm3Mt2wYKHd4nacvXPW6EgiyZ+K7lTN7qJ769atzJgxgxkzZtC6dWsuXrxI7ty5bT8iKUnevDBqlPXywIFw/LixeURE5F/RBfeui7vI4JWBjR03Ui5HOaNjpQpjG46lfI7y3Hp4i5bzW/Iw4qHRkUSSL7MZfv/delmTqKVKieos27JlS44cOcJrr71Gs2bNaNmyJSdPnkxUgPHjx5MnTx68vLyoUKECu3fvfuz+o0ePplChQqRJk4aAgADeffddQkNDE/XYIgnRvTvUqwehodC5M2gEhYiI8e6E3qHuz3X549IfZEyTkY0dN1ImexmjY6Uanm6eLG69mCzeWTgQdICeq3rahh2KyH8cPw63b1tn6S1Z0ug0YoBEj1B1c3OjX79+nDx5krx581KmTBn69etn1zHmz59P//79GTx4MPv376dkyZLUr1+fa9euxbn/3LlzGTBgAIMHD+bo0aNMmzaN+fPn8/HHHyf2aYg8kckEU6eCr6/1S8rolm8RETHGrYe3qDOrDnsu7yFTmkz81vE3SmcvbXSsVCfAL4B5r8zDxeTCzIMzmbRXy32IxCl6qbAXXwR3d2OziCHsLrozZMhAxowZbT/PP/8806dPJywsjLFjx9p1rO+++45u3brRpUsXihYtyqRJk/D29uann36Kc/+dO3dSpUoVXnvtNfLkyUO9evVo167dE1vHRZ5WQACMHm29PGgQ/PWXoXFERFKtmw9uUmdWHfZd2UcW7yxs6rSJkv5qOTJK7by1+bqOdRbzd9a8w64LuwxOJJIMaTx3qmf37OXff/+9bfbypxEeHs6+ffsYOHCgbZuLiwt16tRh1664P7ArV67M7Nmz2b17Ny+++CKnT59m9erVdOjQId7HCQsLIywszHb93r17AERERBAREfHUz8NRorMl54ypTfv2sGiRK6tXu9Cxo5lt26Ic+mWlzoHUTe+/6ByI7caDGzSY24BD1w6R1Tsra9uvpXDGwinyNXKm979vub78fuF3Fh9bzCsLXuH3rr/jn9bf6FhOz5nOAXk8tx07MAGRL76IJYHvp95/55DQ98dkMWgAzuXLl8mZMyc7d+6k0iPf+nz44Yds2bKFP/74I877jRkzhvfffx+LxUJkZCQ9evRg4sSJ8T7OkCFDGDp0aKztc+fOxdvb++mfiKQqt2550rdvbYKDPWjX7iht2vxtdCQRkVThbuRdBp0cxLnQc6R3S8/n+T8nwCvA6Fjyj4dRD/nwxIdcCL1AMZ9iDM0/FDeT3W07IimOe3AwjV5/HYBfZ84k3M/P4ESSlB48eMBrr73G3bt38fX1jXc/uz8NXV1duXLlClmzZn2qgImxefNmvvzySyZMmECFChU4efIk77zzDp9//jmfffZZnPcZOHAg/fv3t12/d+8eAQEB1KtX77EvjNEiIiJYv349devWxV1jP5IVV1cTnTrBwoWFeffd/JQq5ZjH0TmQuun9F50D/7oafJX6c+tzLvQc2dNmZ+1raymcubDRsRzKGd//F26+QOXplfkr5C+2emxlVF1NgvI0nPEckNhMa9YAYMmfnzrt2iX4fnr/nUN0L+onsbvoTqqG8cyZM+Pq6srVq1djbL969Sr+/nF3Sfrss8/o0KEDb775JgDFixcnJCSE7t2788knn+DiEnuIuqenJ56enrG2u7u7O8UJ7Cw5U5MOHWDZMli61MSbb7qzZw94eDju8XQOpG56/yW1nwNBwUHUm1uPozeOkiNdDjZ12kTBTAWNjvXMONP7/4L/C8xqMYsW81swZs8YKgZUpF3xhBcZEjdnOgckDnv2AGCqUiVR76Pe/+Qtoe9NomYvT4ox3R4eHpQtW5aNGzfatpnNZjZu3Biju/mjHjx4EKuwdnV1BZLuywCRJzGZYNIkyJwZDh2Czz83OpGISMp05f4Vas2sxdEbR8mZLiebO21OVQW3M2peuDkfV7WuKvPGL29w6OohgxOJGEyTqAmJLLr9/f1xdXWN88ce/fv3Z8qUKcycOZOjR4/Ss2dPQkJC6NKlCwAdO3aMMdFakyZNmDhxIvPmzePMmTOsX7+ezz77jCZNmtj92CJPI2tWiJ5KYMQI25eYIiKSRC7du0TNmTU5duMYAb4BbOm8hQKZChgdSxJgWK1h1MtXj4eRD2k5vyV3Qu8YHUnEGFFRED1PVeXKxmYRQyVqhotFixaRMWPGp37wNm3acP36dQYNGkRQUBClSpVizZo1ZMuWDYDz58/HaNn+9NNPMZlMfPrpp1y6dIksWbLQpEkThg8f/tRZROz1yivQti3MmwedOsH+/eDlZXQqERHnd/HeRWrNrMXJWyfJ5ZeLTZ028XyG542OJQnk6uLK3JZzKTelHKdun+L1Ja/zS7tfcDElqq1HxHkdPgzBwZAuHRQtanQaMZDdRbfJZKJKlSpJNpFanz596NOnT5y3bd68OcZ1Nzc3Bg8ezODBg5PksUWe1rhxsGkTHD0KgwfD118bnUhExLlduHuBWjNrcer2KfKkz8OmTpvIkz6P0bHETpm8M7G49WKq/FSFVSdW8fmWzxlcU3+/SSoT3bW8YkVQr9xUze6vHDV2WuRfmTLB5MnWy6NGQTxLzIuISAKcu3OOGjNqcOr2KZ7P8DxbOm9Rwe3EymQvw6TGkwAYsmUIq/5eZXAikWcs+g9DjedO9ewuujdt2pQkXctFUoqmTaFjRzCbrd3MHzwwOpGIiPM5e+csNWfW5MydM+TLkI/NnTaTyy+X0bHkKXUq1Yle5XoB8PrS1zl566TBiUSeoeiWbo3nTvXsLrpDQkJizDgebe3atfz6669JEkrE2fzwA+TIASdOwMcfG51GRMS5nL59mhozanD2zlkKZCzAls5bCPALMDqWJJHvG3xPpecqcSf0Di3ntyQkPMToSCKOd+0anDplXfamQgWj04jB7C66BwwYQFRUVKztFouFAQMGJEkoEWeTPj1Mm2a9PGYMbN1qaBwREadx8tZJas6oyfm75ymUqRCbO28mp29Oo2NJEvJw9WDhqwvJ5pONP6/9SfeV3TVcUVK+6K7lRYta/1CUVM3uovvEiRMUjWP2vcKFC3PypLoMSerVoAG8+SZYLNC5s3WyShERid+JmyeoOaMmF+5doHDmwmzqtIkc6XIYHUscIKdvTha8ugBXkytz/5zLmD/GGB1JxLHUtVweYXfR7efnx+nTp2NtP3nyJD4+PkkSSsRZffst5MoFZ87Ahx8anUZEJPk6fuM4NWbU4NL9SxTNUpTNnTaTPV12o2OJA1XPXZ1v630LwPvr32frOXULkxRMk6jJI+wuups1a0a/fv04deqUbdvJkyd57733aNq0aZKGE3E2vr7w00/WyxMnwoYNxuYREUmOjl4/Ss2ZNbkSfIUXsr7Apk6byJY2m9Gx5BnoW6EvrxV/jUhzJK0Xtuby/ctGRxJJeuHhsGeP9bJauoVEFN3ffPMNPj4+FC5cmLx585I3b16KFClCpkyZGDVqlCMyijiVl16CXtaJWnnjDbh3z9g8IiLJyZHrR6g1sxZBwUGUyFaC3zr+RlafrEbHkmfEZDIx+eXJFM9anKshV3llwSuER4UbHUskaR08CKGhkDEjFCxodBpJBhLVvXznzp2sWrWKXr168d5777Fx40Z+++030muSABEAvv4ann8ezp+H/v2NTiMikjwcvnaYmjNqcjXkKqX8S7Gx40ay+GQxOpY8Yz4ePixpswQ/Tz92XdzFu2veNTqSSNKKHs9dqZJ19nJJ9ewuusH6LWW9evX44IMP6NOnD9WrV0/qXCJOLW1amDHD+jk7bRqsXm10IhERYx26eohaM2tx/cF1ymQvw8aOG8nsndnoWGKQ/BnzM6flHAAm7J3AzMCZBicSSULR47nVtVz+kaiie8uWLTRp0oT8+fOTP39+mjZtyrZt25I6m4hTq1YN+vWzXu7WDW7fNjSOiIhhAoMCqT2zNjce3KBs9rJs6LCBjGkyGh1LDNa4YGMG1xgMQI9VPdh/Zb/BiUSSyKMt3SIkouiePXs2derUwdvbm759+9K3b1/SpEnDSy+9xNy5cx2RUcRpDR9uHcpz+TK8847RaUREnr39V/bz0qyXuPnwJi/mfJENHTeQIU0Go2NJMjGoxiAaFWhEaGQorRa04uaDm0ZHEnk6Fy/ChQvg6grlyxudRpIJu4vu4cOH88033zB//nxb0T1//ny++uorPv/8c0dkFHFaadLAzJng4gI//wzLlxudSETk2dl3eR8vzXqJWw9vUfG5iqx7fR3pvdIbHUuSEReTC7NbzCZfhnycvXOW15a8RpQ5yuhYIokX3bW8RAnreEMRElF0nz59miZNmsTa3rRpU86cOZMkoURSkooV4YMPrJe7d4cbN4zNIyLyLOy5tIeXZr3EndA7VA6ozNrX1+Ln5Wd0LEmGMqTJwJI2S0jjloZ1p9YxePNgoyOJJF5013KN55ZH2F10BwQEsHHjxljbN2zYQEBAQJKEEklphg6FYsXg2jXo08foNCIijvXHxT+o83Md7obdpWquqqxpvwZfT1+jY0kyViJbCaY2nQrA8G3DWX5MXcPESWkSNYmDm713eO+99+jbty+BgYFU/udk2rFjBzNmzOCHH35I8oAiKYGnp7WbeYUKMH8+tGoFr75qdCoRkaS368Iu6s+uz/3w+1TPXZ1Vr60irYe6WMqTvVb8NXZf2s0Pf/xAh6Ud2NNtD4UyFzI6lkjChYbC/n8mBNQkavIIu1u6e/bsybx58/jzzz/p168f/fr14/Dhw8yfP5+33nrLERlFUoSyZeHjj62Xe/aEq1eNzSMiktR2nN9Bvdn1uB9+n5p5arL6tdUquMUuI+uOpFquatwPv0/LBS0JDg82OpJIwu3bBxER4O8PefIYnUaSkUQtGdaiRQu2b9/OzZs3uXnzJtu3b6dZs2ZJnU0kxfn0UyhZEm7etBbeFovRiUREksa2c9uoP7s+weHB1M5bm1WvrcLHw8foWOJk3F3dWfDqArKnzc6R60fourwrFv1nKc7i0aXCTCZjs0iykqiiW0QSx8PD2s3c3R2WLgWtsiciKcGWs1toOKchIREh1Hm+DivarcDb3dvoWOKk/NP6s6j1Itxd3Fl4ZCHf7vrW6EgiCaNJ1CQedhfdGTJkIGPGjPH+iMjjlSwJgwZZL/fpY13DW0TEWf125jdbwV0vXz1+afuLCm55apUDKvN9/e8B+GjDR/x25jeDE4k8gcXy7yRqGs8t/2H3RGqjR48GwGKx0LNnT4YNG0bWrFmTOpdIijZgACxbZh360707rFihXkgi4nw2nN5Ak/81ITQylIb5G7KkzRK83LyMjiUpRK/yvdh9eTezDs6izaI27O++nwA/rZQjydSZM9YJe9zdrRP5iDzC7qK7U6dOtstvv/02rVq14vnnn0/SUCIpnZubtZt5mTKwahXMmAFduhidSkQk4dadWkezec0IjQylcYHGLG69GE83T6NjSQpiMpmY1HgSh64eIjAokFYLWrG1y1Z9sSPJU3Qrd9my4KVzVGLSmG4RgxQrBp9/br3crx9cuGBoHBGRBFtzcg1N/9eU0MhQmhRsooJbHCaNexqWtF5CBq8M7Lm8h76/9jU6kkjcHp1ETeQ/nrroNqlPrEiivfceVKwI9+7BG29oNnMRSf5W/b2KZvOaERYVRvPCzVnUepEKbnGovBny8r9W/8OEiSn7pzB1/1SjI4nEpknU5DHs7l7esmVL2+XQ0FB69OiBj8+/S4IsWbIkaZKJpAKurtau5aVKwfr1MHkyaLl7EUmuVhxfQasFrYgwR9CySEvmtZqHu6u70bEkFaifvz6f1/qcTzd9Su/VvSmZrSTlc5Y3OpaIVXAwHDpkvayWbomD3S3dfn5+tp/XX3+dHDlyxNgmIvYpVAhGjLBefu896zwcIiLJzfJjy20F96tFX1XBLc/cwGoDaVqoKeFR4bRa0IrrIdeNjiRitXs3mM0QEAA5cxqdRpIhu1u6p0+f7ogcIqla376wZAls2wZdu8LGjUYnEhH515KjS2izqA2R5kjavtCWn1v8jJuL3X9CiDwVF5MLs5rPovyU8py4dYK2i9uy9vW1OhfFeNGTqFWpYmwOSbbsbumOioqK97b169c/VRiR1MrFBaZPB29v2LwZxo83OpGIiNWiI4tovbA1keZIXiv+mgpuMZSflx9L2yzFx92H3878xicbPzE6kogmUZMnsrvobtiwISEhITG23bx5k9dff53WrVsnWTCR1CZfPhg50nr5o4/gxAlj84iIzD88n7aL2hJliaJDiQ7Maj5LBbcYrljWYkxvZu15+c3Ob1h0ZJHBiSRVM5vh99+tlzWJmsTD7qI7bdq0VK1alaCgIABmzpxJoUKFePDgAX/99VeSBxRJTXr0gJdegocP4c03XXlMxxIREYea++dcXlvyGlGWKDqX6sz0ZtNxdXE1OpYIAK8We5X3K70PQJflXThy/YjBiSTV+vtvuHUL0qSBkiWNTiPJlN1F9+LFi6latSoVK1akdu3afPrpp0yZMoUlS5aQI0cOR2QUSTVcXGDaNEiXDnbtcmHFinxGRxKRVGj2odl0WNoBs8VM11JdmdZ0mgpuSXZG1BlBrTy1CA4PpsX8FtwLu2d0JEmNoruWly8P7ppcUuJmd9FtMpkYO3YsvXr1YsuWLUycOJEWLVo4IptIqpQ7N3z3nfXynDlFOHrU2DwikrrMDJxJx6UdMVvMdCvTjSlNp+BisvvPBRGHc3NxY94r83jO9zn+vvk3nZZ1wmwxGx1LUpvoSdQ0nlsew+7/RceMGcOYMWPw8vKiWrVqvPrqqwwbNsy2XUSe3htvQIMGZiIiXHnjDVciI41OJCKpwU8HfqLL8i5YsNCjbA8mvTxJBbcka1l9srK49WI8XD1YdmwZX2//2uhIktpEt3RrPLc8ht2zoXz//fe2yw8ePCAsLIzx48fj7e2NyWSib9++SRpQJDUymWDixCheeCGSvXs9+OYb+Phjo1OJSEo2df9Uuq3oBkDv8r0Z23AsJpPJ4FQiT/ZizhcZ13Ac3Vd259NNn1I2R1nq5atndCxJDe7cgSP/zCdQsaKhUSR5s/vr6zNnznDmzBm2bt1KlixZaNu2LRcuXODMmTOcPn3aERlFUqWcOeHNN/8EYMgQ+PNPY/OISMr1494fbQV33xf7quAWp9OtbDfeLP0mZouZdovbcfbOWaMjSWoQPWt5/vyQNauxWSRZS1SfsUOHDlGxYkWOHTtG/vz59R+ziIPUrHmRl182ExEBnTpBRITRiUQkpZmwZwI9VvUA4N2K7zK6wWj9vy5OaWyjsZTLUY5bD2/RakErHkY8NDqSpHTqWi4JZHfRvWHDBmrUqMFHH33E7t27WbVqFSVKlGDbtm2OyCeSqplMMGFCFBkzwoEDMHy40YlEJCUZt3scvVf3BuD9Su/zbb1vVXCL0/Jy82Jx68Vk9s7M/iv76bW6FxaLxehYkpJpEjVJILuL7latWjFt2jT69u1LmTJl2LNnD2+88QaNGjWie/fujsgokqr5+8OECdbLw4fD/v3G5hGRlOGH33/g7V/fBuCjKh/xTd1vVHCL08vll4v5r8zHxeTCjMAZ/LjvR6MjSUoVFfVv93K1dMsT2F10//rrr7Rs2fLfA7i48P777/Pnn39y8eLFJA0nIlZt2sCrr0JkpLWbeViY0YlExJl9t+s7+q3tB8DHVT9mxEsjVHBLilE7b22+eukrAPr+2pddF3YZnEhSpL/+guBgSJcOihUzOo0kc3YX3ZXj+SYnT548rF69+qkDiUjcxo+HLFng8GEYOtToNCLirEbuGMl7694D4LPqn/FF7S9UcEuK837l93ml6CtEmCN4ZeErXA2+anQkSWmix3NXqACursZmkWQvUROpbdu2jddff51KlSpx6dIlAH7++We2b9+epOFE5F9ZssCP//SS+/pr+OMPY/OIiPP5avtXfLjhQwCG1BjCsFrDVHBLimQymfip6U8UyVyEy/cv03pRayKiNBupJCGN5xY72F10L168mPr165MmTRoOHDhA2D/9XO/evcuXX36Z5AFF5F8tWkD79mA2W7uZP9TErCKSQMO3DmfgxoEADKs5jME1BxucSMSx0nmmY2mbpaTzSMfWc1v5aMNHRkeSlEQzl4sd7C66v/jiCyZNmsSUKVNwd3e3ba9SpQr7NcOTiMONGQPZs8Px4/DZZ0anERFn8PmWz/l006cAfFn7Sz6roQ8PSR0KZS7EzOYzAfj+9+/535//MziRpAjXrsHJk9bLFSoYm0Wcgt1F9/Hjx6levXqs7X5+fty5cycpMonIY2TMCFOmWC9/9x1oVIeIxMdisTBk8xAGbR4EwNd1vmZgtYEGpxL5f3v3HZ/T+f9x/HVnJyJiJ0ZttXepatGaVVvtkaBUjZqt0SraKrW1VJWaLbViq9JYpbWFatUoShGzBJF5n98f9zf3r6kgiSQn4/18PO6Hc5/5Ts6R5HOf61xXympRsgXDX7Rd92+sf4Nfr/5qciJJ82J6LS9VCrJmNTeLpAlOCd3Ax8eHM2fOULBgwVjzd+/eTeHChZMql4g8xmuvQdeuMH8++PvD0aOQKZPZqUQkNTEMgw+2f8DHP30MwMR6ExnywhCTU4mY46OXP+LQlUNs+XMLLZa14GDPg3i7eZsdS9KqRDYtj46OJjIyfn0LREZG4uTkRFhYGNHR0QlNKEnE2dkZxyToKC/BRXePHj3o378/8+bNw2KxcPnyZX755ReGDBnCSLV1FUkxU6fC1q3w558wbBh8/rnZiUQktTAMg/e2vce43eMAmFJ/CgOrDzQ5lYh5HB0cWdJyCZW/qsyf//xJ59WdWdtuLQ6WRPUpLBldAjtRMwyD4ODgBLUKNgwDHx8fLl68qA4vTebt7Y2Pj89TnYcEF93Dhg3DarVSp04dQkNDqVmzJq6urgwZMoR+/folOoiIJEyWLPD119CgAcyYAS1bwssvm51KRMxmGAZDfxzKxJ8nAjC94XTerva2yalEzJfdIzsBbQOoMa8GG05t4ONdH/NBrQ/MjiVpTWQk7N9vm47nne6YgjtXrlx4eHjEq3izWq3cu3cPT09PHBz04ZAZDMMgNDSUa9euAeDr65vofSW46LZYLLz33nu88847nDlzhnv37lGqVCk8PT0TFWDmzJlMnDiR4OBgypcvz+eff07VqlUfuf7t27d57733CAgI4NatWxQoUIBp06bRqFGjRB1fJC2rXx/efNM2lFi3bnDsGGTObHYqETGLYRgM2TKEKXunADDj1Rn0qdrH5FQiqUcl30rMem0WXdd2ZfSO0VTJU4VGxfQ3pCRAUBCEhdme5S5e/ImrR0dH2wvu7Nmzx/swVquViIgI3NzcVHSbyN3dHYBr166RK1euRDc1T/QZdHFxoVSpUlStWjXRBfeyZcsYNGgQo0aN4vDhw5QvX54GDRrYP034r4iICOrVq8f58+dZuXIlJ0+eZM6cOeTNmzexX4ZImjdxIhQsCOfPwxA9rimSYRmGwcAfBtoL7lmvzVLBLRIH/wr+vFXlLQwMOgZ05M9bf5odSdKSfzctj0cxHPMMt4eHR3KmkmQUc+7i+zx+XBJ8p7tSpUqPXZ6QYcOmTJlCjx496Nq1KwBffvklGzduZN68eQwbNuyh9efNm8etW7f4+eef7cOV/bdDt/8KDw+3jyUOEBISAti+aU/zjUtuMdlSc0ZJXvG9BtzcYM4cC/XqOfHVV9C0aRT16xspEVGSkX4GSEKuAcMwGLR1EDMPzgTgi1e/oHv57rp+0jD9DEheE+tM5PCVw+y7tI8Wy1rwk99PeDinrqJI10Dq5Lh7Nw5AdNWqWONxbiIjIzEMA8MwsFqt8T6OYRj2fxOynSS9mPMXGRn50J3u+P7/tBgxZzSeHBwcGDx48CPvbo8aNSpe+4mIiMDDw4OVK1fSvHlz+3w/Pz9u377N2rVrH9qmUaNGZMuWDQ8PD9auXUvOnDnp0KEDQ4cOfeSt/tGjRzNmzJiH5i9ZskSfOEm6MmdOWTZuLEz27A+YPn0bnp5RZkcSkRRgNazMuTSH7298jwULvfP3pl72embHEkn1bkbcZNCpQdyJukPNrDUZ+MxAdVglT1SvRw88rl9nz4cfcqNcuSeu7+TkhI+PD/nz58fFxSUFEkpSi4iI4OLFiwQHBxMVFfvv69DQUDp06MCdO3fw8vJ65D4SfKcb4J133iFXrlyJ2dTuxo0bREdHkzt37ljzc+fOzR9//BHnNmfPnmXbtm107NiRTZs2cebMGXr37k1kZOQji/3hw4czaNAg+/uQkBDy589P/fr1H/uNMVtkZCRbt26lXr169rv6krEk9BqoVQuee87gzBl3tmx5lblzNbxEWqafARKfa8BqWOm3uZ+94J7TeA5dynVJ4aSSHPQzIGUU+KsADZY0YNc/u2hepTl9n+trdiQ7XQOp0KVLOF+/juHgQNW+fSEej9iGhYVx8eJFPD09cXNzi/ehDMPg7t27ZM6cWR8GmSwsLAx3d3dq1qz50DmMaUX9JInqSM2sE2+1WsmVKxdfffUVjo6OVK5cmUuXLjFx4sRHFt2urq64uro+NN/Z2TlN/ABLKzkl+cT3GvD2hgUL4KWXYNEiB15/3YEmTZI9niQz/QyQR10DVsNK7/W9mXtkLhYsLGi+gC7lVXCnN/oZkLzqFK3DpPqTGPjDQN4NfJcqeavwUoGXzI4Vi66BVOTgQQAs5crhnDVrvDaJjo7GYrHg4OCQoA7RYpqUx2wr5nFwcMBiscT5fzG+/zcTfAYNw6B48eLkzp2bwoUL8+KLL9KvXz8O/u8ijK8cOXLg6OjI1atXY82/evUqPj4+cW7j6+tL8eLFYzUlL1myJMHBwURERCT0SxFJd2rUgMGDbdM9e8LNm+bmEZHkEW2N5o11bzD3yFwcLA4sbrFYBbdIIvWv1p92ZdoRZY2i9YrWXL572exIklr9/LPt33gOFZbW+fv7x3oMOMaOHTuwWCwJGnc8o0tw0T1//nymTp3Kxx9/TJ8+fahWrRpHjx7l+eefZ8OGDfHej4uLC5UrVyYwMNA+z2q1EhgYSPVHDDRfo0YNzpw5E6szgVOnTuHr66tnJET+58MPoUQJCA6GtzU0r0i6E22Nptu6bswPmo+DxYFvWnxDx3IdzY4lkmZZLBbmNplLmVxluHr/Kq1XtCYiWjdzJA4xRfcjahWRR0lw0e3n54e/vz89evRg8ODBTJ48mV27djF06FA+/PDDBO1r0KBBzJkzh4ULF3LixAneeust7t+/b+/NvEuXLgwfPty+/ltvvcWtW7fo378/p06dYuPGjXzyySf06aMhUURiuLvDwoW2USyWLIGAALMTiUhSibZG47/Wn0VHF+FocWRpq6W0L9ve7FgiaV4ml0ysbruaLK5Z+Pnizwz6YdCTN5KMJSwMYkZpeso73YYB9++b80pYF9pPtmDBAry9vWPNq1mzJhaLhaCgIAB27dpFyZIl8fDwIEuWLDRo0IDTp0/b1y9YsCDTpk2zv3///ffJly8f58+fB+DmzZu0b9+evHnz4uHhQdmyZVm6dGmsY967dw9/f39y585tfxz63xnMlqiO1OIyaNCghzpFe5K2bdty/fp1PvjgA4KDg6lQoQKbN2+27+fChQuxnmHInz8/P/zwAwMHDqRcuXLkzZuX/v37M3To0KT6MkTShapVYdgw+OQT6NXL9px3zpxmpxKRpxFljaLL6i4sPb4UJwcnlrZayuulXjc7lki6UTRbUb5p+Q1NljZh5oGZVMtbjc7lO5sdS1KLQ4cgMhJy5YJChZ5qV6Gh8emDzQHwfqrjxOXePciUKcl3axcQEMCRI0dizcubNy8zZsygcOHC3Lt3j3fffZc333yTbdu2PbT95MmTmT17Nrt27bIPDR0WFkblypUZOnQoXl5ebNy4kc6dO1OkSBGqVq0KwCeffMKWLVtYvnw5zz77LBcvXrQvSw2SrOjOkiULFSpUYNeuXbi4uPD888/Ha7u+ffvSt2/cPUXu2LHjoXnVq1dn7969TxNVJEP44ANYvx5+/RXeegtWrAB1fimSNkVZo+gU0Illvy3DycGJ5a8vp0XJFmbHEkl3GhdvzAc1P+DDXR/Sc0NPyuQqQ0XfimbHktTgl19s/77wQob6g2rDhg0PDRUdHR33CDmRkZEMHTqUoUOHMnLkSPv8IkWKUKRIEcBWQPv6+vLnn38+tP3cuXP58MMP2bZtGyVLlrTPz5s3L0OGDLG/79evHz/88APLly+3F9ZBQUE0btyYWrVq2Y+TmiS46F63bl2c82/fvk3Xrl1p1qwZWbNmjXfRLSLJw9XV1sy8alVYtQqWLYN27cxOJSIJFRkdid8aP1b+vhJnB2dWtF5BsxLNzI4lkm6Nqj2Kg1cOsun0Jlotb8XBngfJ5p7N7FhitiR8ntvDw3bH+XGsVishISF4eXklae/lHh4JW//ll19m1qxZsebt27ePTp06PbTuzJkzyZIlCx07doxVdIOtBXOpUqV48OABJUuWZP369bGWr127ll27dlG8eHHKlCkTa1l0dDSffPIJy5cv59KlS0RERBAeHo7Hv76YQoUKsXXrVi5dukTevHkT9kWmgAQX3XH1YBfDYrEQoAdIRVKNihXh/fdh9Gjo0wdq14ZHDA4gIqlQpDWSjms6subkGlwcXVjVZhWNizc2O5ZIuhbTQWGVOVU4+89ZOqzqwMYOG3F0cHzyxpI+GUaS9lxusTy5ibfVCtHRtvXMHDEsU6ZMFC1aNNa8v//++6H1/vnnHz766CNWr14d5/DSefLkISgoiODgYIYPH8748eOZPXu2ffmePXtYtmwZH3zwAaNHj2bcuHH2ZRMnTmT69OlMmzaNsmXLkilTJgYMGBBr9KoPPviAU6dOkS9fPjJlyoSR1A+vP6VEncIrV65gtVpjvS5f1vAKIqnRiBG24vvWLdswYqnsZ5CIPEJEdAQTz0+0F9yr265WwS2SQrK6ZyWgTQDuTu788OcPjN4x2uxIYqbz5+HqVXBygsqVzU6TKn300Ue89NJL1KxZM87lTk5OFC1alBdffJEhQ4bw7bffxlo+bNgwXn/9dRYsWMDUqVM5cOCAfdmePXto1qwZnTp1onz58hQuXJhTp07F2j537tz079+fbNmyERgYyKZNm5L+i3wKiSq642riENcnGiJiPmdnWzNzZ2fbM96LFpmdSESeJDwqnLYBbdkfsh9XR1fWtVtHo2KNzI4lkqGU9ynPnCZzAPj4p49ZdzLuRywlA4i5y12pkm2YGIklNDSUr776igkTJsS5fMOGDezZs4cLFy7w888/M2HCBCpWjN1XQrZstkc4qlatyoABA+jatav9TnaxYsXYunUrP//8MydOnODNN9/k6tWrsbY/e/Ysfn5+LFq0iGrVqlGgQIFk+EoTL1FF95w5c5g1axbffvstP//8c6xb+yKS+pQtC2PG2Kb794c4WgWJSCoRFhVGy+Ut2Xh6Iy4WF1a3WU2Dog3MjiWSIXUs15G3q74NQOfVnTl189QTtpB0KaYTNY3PHafIyEi6du1K8eLF41z+999/4+fnR7FixWjRogV58+Z96E73v40ZMwar1cro0aMB2xBilSpVokGDBtSuXRsfH59Yjzw/ePCAVq1a0bt3b1577bWk/NKSTIKf6X7mmWeYM2cO4eHh3Lp1i4iICDw8PGjWTJ26iKRm77wDa9bA/v3wxhvw/fcZqvNNkTQhLCqMFstasPnMZtyd3BlWYBh1C9U1O5ZIhjap/iQOBx9m94XdtFzWkr1v7MXT5YnjPUl6koTPc6clCxYsiHN+7dq17c9M+/v74+/vH2t5wYIFYz1T3atXL3r16vXI48SMxx3D1dWV33//3f4+W7ZsrFmz5pHbu7u7PzRM2X8zmC3Bd7rPnz/PuXPnuHz5MmFhYVy8eJHZs2fz66+/AnDx4kUuXbqU5EFF5Ok4OcGCBbZezX/4AebONTuRiPzbg8gHNF3alM1nNuPh7MHaNmspn7m82bFEMjxnR2eWv74cX09ffrv+G2+seyNV/TEvyezePTh2zDadwYpuSTpP3Rde3rx56dixI6tXryZ//vzUrFmTli1bJkU2EUliJUvC2LG26UGD4K+/zM0jIjahkaE0WdqErWe3ksk5E5s6bKJ2wdpmxxKR//HN7MvKNitxcnBi2W/LmLp3qtmRJKUcOGDrRjxfPttLJBGSrAP6IkWK2O+C79u3L6l2KyJJbMAAqFHD9sFtt262ISlExDz3I+7TeEljAs8F4uniyfcdv6dWwVpmxxKR/3gh/wtMazANgHe3vsuO8ztMzSMpJOZ5bt3llqfwVEV3WFgYISEhsV4ikro5OsL8+bbON7dtg1mzzE4kknHdi7jHa0teY/v57WR2yczmjpt5qcBLZscSkUfo/VxvOpfrTLQRTZsVbfg7RD2Tpnsxz3OrEzV5CgkuukNDQ+nbty+5cuUiU6ZMZM2aNdZLRFK/YsXg009t0+++C3/+aW4ekYzobvhdGn3biJ1/7cTL1YstnbdQ45kaZscSkcewWCx82fhLKvhU4HrodVotb0V4VLjZsSS5GIbudEuSSHDR/c4777Bt2zZmzZqFq6src+fOZcyYMeTJk4dFGgBYJM3o0wdq14bQUOjaVc3MRVJSSHgIr377Kj9d+IksrlnY0mkLz+d73uxYIhIPHs4eBLQJIKtbVvZf2k//zf3NjiTJ5dQpuHUL3NygQgWz00galuCie/369XzxxRe0atUKJycnXnrpJd5//30++eSTx463JiKpi4MDzJsHnp7w008wfbrZiUQyhjthd2j4TUP2XNyDt5s3P3b5kWr5qpkdS0QSoFDWQixptQQLFmYfms28I/PMjiTJIaZpeZUq4OJibhZJ0xJcdN+6dYvChQsD4OXlxa1btwB48cUX2bVrV9KmE5FkVagQTJpkmx4xAk6eNDePSHp3J+wODb5pwC9//0JWt6wEdgmkSp4qZscSkURoWLQhH738EQC9N/bm4OWDJieSJKem5ZJEElx0Fy5cmHPnzgFQokQJli9fDtjugHt7eydpOBFJfj17Qv36EBYG/v62UTFEJOndDrtNvcX12HdpH9ncsxHYJZBKvpXMjiUiT2H4S8Np+mxTwqPDabmsJdfvXzc7kiQldaImSSTBRXfXrl05evQoAMOGDWPmzJm4ubkxcOBA3nnnnSQPKCLJy2KBuXPBywv27v3/O98iknRuPbhF3UV1OXD5ANnds7OtyzYq+lY0O5aIPCUHiwOLmi+iWLZiXAy5SPtV7YmyRpkdS5LC7dvw+++2aRXd8pQSXHQPHDiQt99+G4C6devyxx9/sGTJEo4cOUL//upIQiQtyp8fpk2zTX/wAfz2m6lxRNKVm6E3qbuoLoeuHCKnR062+22nvE95s2OJSBLJ4paF1W1Xk8k5E4HnAnl/2/tmR5KksG+frffyIkUgd26z05gqODiYfv36UbhwYVxdXcmfPz9NmjQhMDDQ7GhpxlON0w1QoEABWrZsSbly5ZIij4iYxN8fGjeGiAjw84PISLMTiaR9N0JvUGdRHY4EHyFXplxs99tO2dxlzY4lIkmsdK7SzGtm60zt0z2fsur3VSYnkqcW8zx3Br/Lff78eSpXrsy2bduYOHEiv/76K5s3b+bll1+mT58+ZsdLM5wSusFnn3322OUxd8FFJG2xWOCrr6B0aTh0CMaPh5EjzU4lknZdv3+duovrcuzqMXJnys02v22UylnK7FgikkzalG7D/kv7mfzLZPzX+lMqZylK5ixpdixJrJjnuZOhEzXDMAiNDH3sOlarlfuR93GMcMTB4anvk9p5OHtgsVjivX7v3r2xWCzs37+fTJky2eeXLl2abt26Abbx67/44gvWrVvHjh078PX1ZcKECbz++uv29S9evMjgwYPZsmULDg4OvPTSS0yfPp2CBQva1zl//jyFChV6KMM///xj7zvMYrGwevVqmjdvbl9eu3ZtKlSowLT/Ndu8cuUKffr0YefOnfZOv/+7n/Hjx/Pll1/y999/E/2/Do2mTp3KgAED4v29SYgEF91Tp061T1+8eBFfX1+cnGy7sVgsKrpF0jBfX5gxAzp2hA8/hCZNNCylSGJcu3+NOovqcPzacXw8fdjut50SOUqYHUtEktn4uuM5dOUQO87voMWyFuzvsR8vVy+zY0lCRUfbOrqBZLnTHRoZiuc4zyTfb3zcG36PTC6ZnrwitlGrNm/ezNixY2MV3DH+3Yn2yJEjGT9+PNOnT2fx4sW0a9eOX3/9lZIlSxIZGUmDBg2oXr06P/30E05OTnz88cc0bNiQY8eO4fKf4dh+/PFHSpcuzc8//0yrVq0S/DUOHjyYU6dOsXnzZvLnz//QfrZs2cJ7773HvHnzqFu3Lo6Ojjz33HMJPk5CJPhjk3Pnztlf7u7u7Ny50/7+7NmzyZFRRFJQ+/bQsiVERdmamUdEmJ1IJG0JvhfMywtf5vi14+TJnIed/jtVcItkEE4OTix7fRn5vPJx8uZJ/Nf4YxiG2bEkoX7/He7eBU9PKFPG7DSmOXPmDIZhUKLEk3+HtW7dmjfeeIPixYvz0UcfUaVKFT7//HMAli1bhtVqZe7cuZQtW5aSJUsyf/58Lly4wI4dO+z7CA8PB8DHxwcfHx+yZcuWqNxBQUF06NCB5557Ls79BAUFUaRIEfz8/MibNy8+Pj44Ojom6ljxleA73SKSvlksMGsW7NoFx47BRx/ZXiLyZFfuXuGVRa/wx40/yJs5L9v9tlMsezGzY4lICsqVKRcrW6+k5oKarP5jNZ/u+ZRhLw4zO5YkREzT8qpVwSnpyyUPZw/uDb/32HWsVishd0PwyuyV5M3L4yshHxhV/0+LgOrVqxMUFATA0aNHOXPmDJkzZ461TlhYGH/++af9/c2bNwHw8np865D27dvHKpIfPHhAhX81zSxUqBCbNm2iV69ecRbuhQoV4vz58+zZs4caNWrE6+t7Wiq6ReQhuXLZCu/WrWHcOGjaFJK51Y1Imncp5BKvLHqFUzdPkd8rP9v9tlMkWxGzY4mICarlq8bnr37Omxve5L1t71HZtzL1itQzO5bEV0wnasnwPDfYHsl9UhNvq9VKtHM0mVwyJWnRnRDFihXDYrHwxx9/PNV+7t27R+XKlfn2228fWpYzZ0779NmzZ3FxcSFPnjyP3d/UqVOpW7eu/X3Hjh0fWt6xY0dy5MiBh4eH/ZntGK1atWLHjh288sorODg44OjoSGjo45+xf1oJPoPHjh2zvwzD4I8//og1T0TSh9dfh3btbI81+ftDWJjZiURSr79D/qb2wtqcunmKZ7I8ww7/HSq4RTK4HpV60L1id6yGlfar2vPX7b/MjiTxlYydqKUl2bJlo0GDBsycOZP79+8/tPz27dv26b0xz8D/633JkraOBCtVqsTp06fJlSsXRYsWjfXKkiWLfZudO3fywgsvPLGpt4+PT6x9uLu7x1pevHhx/P39KViwIPv27WPu3Lmxljs4ODB06FC8vLyYPXs2QUFBTyz0n1aCi+4KFSpQsWJFKlSoQGhoKI0bN7a/r1ixYnJkFBGTzJhhG5ry999h1Ciz04ikThfvXKT2gtqcuXWGgt4F2em/k8JZC5sdS0RMZrFYmNFoBlXyVOHmg5u0XN6SB5EPzI4lT3LjBpw+bZt+/nlzs6QCM2fOJDo6mqpVq7Jq1SpOnz7NiRMn+Oyzz2I1KV+xYgXz5s3j1KlTjBo1iv3799O3b18A+13nZs2a8dNPP3Hu3Dl27NjB22+/be89fNeuXSxZsoSWLVsSHBxMcHCwvefxa9euJSjz3r17GTFiBCtXrqR06dLkzZs31vLw8HBatWpFt27d6NKlC0WLFrV3DJ5cErz3c+fOJUcOEUmFsme3DSPWrBlMmgTNm2f44SpFYvnr9l+8vPBlzt0+R+GshdnWZRsFvAuYHUtEUgk3JzdWtVlF5a8qc/jKYfps6sPXTb9O0JBNksJimpaXLAlZs5qbJRUoXLgwhw8fZuzYsQwePJgrV66QM2dOKleuzKxZs+zrjRkzhu+++47evXvj6+vL0qVLKVXKNkymh4cHu3btYujQobRs2ZK7d++SN29e6tSpg5eXFxcvXqRWrVqAbfjp/46G9eyzz8b7+fLr16/TunVrpkyZQqVKleJc5+2338bT05NPPvkkMd+SRElw0V2ggP6YEMlImjaFLl1g0SJbb+ZBQeAR/z44RNKt87fP8/LClzl/+zxFshZhu9928mfJb3YsEUllnsnyDN+1+o7639RnftB8quWtxptV3jQ7ljxKTNGtuwx2vr6+zJgxgxkzZjxynTx58rBly5ZHLvfx8WHhwoVxLrt16xYFChTg/PnzcS7/99BkcRXf/+4BPWfOnFy8eDHW8tq1a8fabvbs2Q/t41HHTioJLrrXrVv32OVNmzZNdBgRSZ2mT4cff7S1tnrvPZg61exEIuY6+89ZXl74MhfuXKBYtmJs99tOXq+8T95QRDKkOoXrMK7OOIb+OJR+3/ejvE95ns+npsupkp7nTnGOjo6xOlT7r9y5c6dgmuSR4KK7efPm9iYx//2kwWKxPNQ7nIikfd7e8PXX8OqrtgK8RQuoWdPsVCLm+PPWn7y88GUuhlzk2ezPss1vG3kyJ28HLCKS9r3zwjvsv7SfVSdW0Wp5Kw73PExuz7RfTKQrkZGwf79tWne6U0z+/Pk5cODAI5efPHkyBdMkjwR3pNaxY0cyZ87MRx99xIMHD7BarfaXCm6R9KthQ3jjDTAMW2/m9x4/vKRIunT65mlqLajFxZCLlMhRgu1+21Vwi0i8WCwW5jebT8kcJbl89zJtV7Ylyhpldiz5t2PH4MED292GEiXMTpNmGIZB8+bNzY6RqiW46F68eDGBgYFs2bKF4sWLxznemoikT5MnwzPPwLlz8O67ZqcRSVknb5yk1oJaXLp7iVI5S7HDbwe+mX3NjiUiaUhm18wEtA0gs0tmdv61k6Fbh5odSf4tpml59epg0tjYkj4l6mqqXLkyO3bsYPr06Xz44YdUqVKFXbt2JXU2EUllvLxg3jzb9KxZtue8RTKCE9dPUHthba7cu0KZXGXY7rddzUJFJFFK5CjBwua2DqWm7J3Cd8e/MzmR2KkTNUkmCS66Q0JC7K9XXnmFPXv20KxZMxo3bqxmBSIZQJ060Lu3bbpbNwgJMTePSHL7/frvvLzwZYLvBVMudzm2ddlGrky5zI4lImlYi5ItGFZjGADd13Xn+LXjJicSQJ2oSbJJcEdq3t7ecY4taBgG69evT5JQIpK6TZgAmzfD2bMwaBDMnWt2IpHkcfzacV5Z+ArXQ69TwacCWztvJYdHDrNjiUg68PErH3PwykF+PPsjLZa14ECPA3i7eZsdK+O6fBn++svWrLxqVbPTSDqT4KJ7+/btyZFDRNKQTJlgwQKoVcvWq3nLltCokdmpRJLWsavHqLOoDjdCb1DJtxJbO28lm3s2s2OJSDrh6ODI0lZLqfxVZc7cOkOX1V1Y024NDhY9S2yKmKblZctC5szmZpF0J8FFd61atZIjh4ikMS+9BAMG2Mbs7tEDjh+HrFnNTiWSNIKCg6i7qC43H9ykSp4qbOm0hazuusBFJGnl8MhBQJsAasyrwfpT6xm7aywja400O1bGFFN0q2m5JINEfZT2zz//MGnSJLp370737t2ZPHkyt27dSupsIpLKjR0LxYvbWmT17292GpGkcfjKYeosqsPNBzepmrcqWztvVcEtIsmmcp7KzHptFgCjdozi+9Pfm5wog/p3z+UiSSzBRfeuXbsoWLAgn332Gf/88w///PMPn332GYUKFVIP5iIZjLs7LFxoe/xp8WJYu9bsRCJP59DlQ9RZVIdbD27xfL7n2dJpi56xFJFk17ViV96s/CYGBh0COnD2n7NmR8pYwsPh0CHbtO502/n7+2OxWOyv7Nmz07BhQ44dO2Z2tDQnwUV3nz59aNu2LefOnSMgIICAgADOnj1Lu3bt6NOnT3JkFJFU7Pnn4Z13bNM9e8KNG+bmEUmsA5cOUGdRHW6H3eaF/C/wQ6cfyOKWxexYIpJBTG84nWp5q3E77DYtl7UkNDLU7EgZx+HDEBEBOXNC4cJmp0lVGjZsyJUrV7hy5QqBgYE4OTnRuHFjs2OlOQkuus+cOcPgwYNxdHS0z3N0dGTQoEGcOXMmScOJSNowZgyULg3XrkHfvmanEUm4fX/vo+7iutwJv8OLz7zI5o6b8XL1MjuWiGQgrk6urGyzklyZcnH06lF6f98bwzDMjpUx/HuosDhGaUpyhgH375vzSuA15erqio+PDz4+PlSoUIFhw4Zx8eJFrl+/zvnz57FYLAQFBcW5rbe3NwsWLLC///vvv2nfvj3ZsmUjU6ZMVKlShX379tmXz5o1iyJFiuDi4sKzzz7L4sWLY+3PYrGwZs2a/30LDbp06UK5cuX4559/APjzzz9p1qwZuXPnxtPTk+eee44ff/wx1j6uXLlCy5YtyZ49e6y7+Ldv307Q9yWhElx0V6pUiRMnTjw0/8SJE5QvXz5JQolI2uLqamtm7ugIy5bBihVmJxKJv18u/kK9xfUICQ+hZoGafN/xezK7qudaEUl5+bzysez1ZThaHFlyfAmbbmwyO1LGENOJWko9zx0aCp6ej305eHnhnS8fDl5eT1w3Qa/QxLeguHfvHt988w1FixYle/bsCd62Vq1aXLp0iXXr1nH06FHeffddrFYrAKtXr6Z///4MHjyY48eP8+abb9K1a9dHjpz19ttv8/PPP7Nlyxay/q8n33v37tGoUSMCAwM5cuQIDRs2pEmTJly4cMG+3eDBgzl16hSbN2/mypUrrFq1KpHfjYRJcO/lb7/9Nv379+fMmTM8//zzAOzdu5eZM2cyfvz4WG38y5Url3RJRSRVq1wZRoyAjz6Ct96CmjUhd26zU4k83p4Le2j4bUPuRdyjdsHabGi/gUwumcyOJSIZWO2CtZlQbwKDtwxm3qV5dLjYgdqFa5sdK/0yjNh3uiWWDRs24OnpCcD9+/fx9fVlw4YNODgk7N7tkiVLuH79OgcOHCBbNtvwm0WLFrUvnzRpEv7+/vTu3RuAQYMGsXfvXiZNmsTLL78ca1/vv/8+q1evZvfu3fj4+Njnly9fPtZN4I8++ojVq1ezbt06+v6vKWZQUBCdOnXiueeeA7BnSW4JLrrbt28PwLvvvhvnMovFgmEYWCwWoqOjnz6hiKQZ778P69dDUBD06gUBASnTSkskMX766yde/fZV7kfep06hOqxrvw4PZw+zY4mIMPD5gey9uJcVJ1bQPqA9h988jG9mX7NjpU8XLsCVK+DkZLuDkBI8PODevceuYrVaCQkJwcvLK8EF7hOPnQAvv/wys2bZetf/559/+OKLL3j11VfZv3+/fZ0XXngBR0dHvL29eeGFF5g8eTL58uWLtZ+goCAqVqz4yCL3xIkT9OzZM9a8GjVqMH369FjzZsyYQWBgIK+88goFCxaMtezevXuMHj2ajRs3cuXKFaKionjw4EGsO92FChVi06ZN9OrVK8UKbkhE0X3u3LnkyCEi6YCLCyxYAM89B2vWwJIl0LGj2alEHrbz/E5eW/Ia9yPvU69wPda2W4u7s7vZsUREANuzq7Nfm82+c/u4cP8CrVe0ZpvfNlwcXcyOlv7E3OWuWDHBBWmiWSyQ6QmtqqxWiI62rZeURXcCZcqUKdYd6blz55IlSxbmzJnDG2+8AcCyZcsoWbIkwcHBvP322/Tq1YsNGzbE2o+7e9L8jt2/fz+bNm3C39+f2bNn8+abb9qXDRkyhK1btzJp0iSKFi2Ku7s7r7/+OhEREfZ1pk6dSseOHcmRIwceHh4pdpM4wWewQIEC8X6JSMZTvjx88IFtum9f2xjeIqnJ9nPbabSkEfcj79OgSAMV3CKSKnm6eDKs0DC8XL3Yc3EPg38YbHak9ElNyxPEYrHg4ODAgwcP7PPy589P0aJFefHFF+nevXucHauVK1eOoKAgbt26Fed+S5YsyZ49e2LN27NnD6VKlYo1b9q0abz66qt88cUXvPPOO7HuYu/Zswd/f39atGhB2bJl8fHx4fz587G2L168OP7+/hQsWJB9+/Yxd+7cBH4HEifBd7rXrVv32OVNmzZNdBgRSR+GDbON2X3wIPToARs2qJm5pA4/nv2Rpkub8iDqAY2KNWJVm1W4ObmZHUtEJE55XPOwoOkCWq5oyYwDM6iWrxqdynUyO1b6ktKdqKUx4eHhBAcHA7bm5TNmzODevXs0adLEvk5ERARhYWFcvXqVlStXUqZMmYf20759ez755BOaN2/OuHHj8PX15ciRI+TJk4fq1avzzjvv0KZNGypWrEjdunVZv349AQEBD/U+HtMkvFWrVqxYsYI33niDLVu2AFCsWDECAgJo0qQJFouFkSNH2jtqi7F3715GjBjB9u3bKV26NNevX0/S79ejJPhOd/PmzR/5atGiRaJCzJw5k4IFC+Lm5ka1atViPSPwON999x0Wi4XmzZsn6rgikjycnGy9mbu4wKZNtibnImbb8ucWmixtwoOoBzQu3piANgEquEUk1WtcrDEja44EoOf6ngQFB5kbKD25f9/WEQ3oTvcjbN68GV9fX3x9falWrRoHDhxgxYoV1K5d275OtWrVcHd3p0KFCnh6ejJ79uyH9uPi4sKWLVvIlSsXjRo1omzZsowfP94+DHXz5s2ZPn06kyZNonTp0syePZv58+fHOs5/zZgxg6NHj/LVV18BMGXKFLJmzcoLL7xAkyZNaNCgAZUqVbKvf/36dVq3bs2UKVNizU8JCb7TDRAcHEyuXLmSJMCyZcsYNGgQX375JdWqVWPatGk0aNCAkydPPvYY58+fZ8iQIbz00ktJkkNEklapUraezIcOhQEDoG5dyJ/f7FSSUW0+s5nm3zUnPDqcps82Zfnry3F1cjU7lohIvIyqNYoDlw+w+cxmWi5rycGeB8nmnnKdQKVbBw/anpvOl09/pMRhwYIFscbZ/q+CBQs+diz5/459XaBAAVauXPnI9d966y3eeuutRy7/77Fy5MjB1atXY+XZtm1brHX69Oljn86ZMycXL16Mtbx27dqP/RqSSqKK7qQ0ZcoUevToQdeuXQH48ssv2bhxI/PmzWPYsGFxbhMdHU3Hjh0ZM2YMP/3002MHMw8PDyc8PNz+PiQkBIDIyEgiIyOT7gtJYjHZUnNGSV7p4Rp4+21YvdqRvXsd6NbNysaN0WpmHk/p4fynFpvObKLNqjZEREfQrHgzvm3+LQ6GQ6r/3uoayNh0/uXf14AzzixosoDq86tz7vY5OqzswJo2a3B0cDQ5Zdrm8NNPOALWatWITqb/a5GRkRiGgdVqfaip8+PEFIIx24p5rFYrhmEQGRlpvzMfI74/oy1GAkt7BweHJLvTHRERgYeHBytXrozVRNzPz4/bt2+zdu3aOLcbNWoUx44dY/Xq1fj7+3P79m3WrFkT57qjR49mzJgxD81fsmQJHinVQ6FIBnbpUiYGDnyZiAhH3noriAYN/jI7kmQg++/sZ8L5CUQZUVTPUp3BBQfjZDH982YRkUQ5G3qWYaeHEWFE0CZ3Gzr4djA7UppWdexYfA8c4Ndu3TibTP1SOTk54ePjQ/78+XFxUe/zaVFERAQXL14kODiYqKioWMtCQ0Pp0KEDd+7cwcvL65H7SPBfHhaLhbt37+LmFvdzcI872H/duHGD6OhocufOHWt+7ty5+eOPP+LcZvfu3Xz99ddx9ooXl+HDhzNo0CD7+5CQEPLnz0/9+vUTlDWlRUZGsnXrVurVq4ezs7PZccQE6ekaePAAhgyBRYvKM2BAaQoVMjtR6peezr9Z1p1ax8SAiUQZUbQq0YpFzRbh7Jh2vpe6BjI2nX951DWQ9XhWuq7ryvKry2n7UluaFG/ymL3IIxkGTt27A1CyWzdKVK2aLIcJCwvj4sWLeHp6PrJ+ijuewd27d8mcOTMWNRM0VVhYGO7u7tSsWfOhcxjTivpJElx0G4ZB8eLF45xvsViSdayzu3fv0rlzZ+bMmUOOHDnitY2rqyuurg8/t+fs7JwmfomllZySfNLDNTBwIKxbB7t2WejZ05lt20wdcjJNSQ/n3wwBJwJoF9COKGsU7cq0Y3GLxTg5pM073LoGMjadf/nvNeBf0Z/DwYf5fP/ndF3flYM9DlIsezETE6ZRp07BzZvg6orTc89BMv0/i46OxmKx2Ifaiq+YJuUJ3U6SXsz5i+vncXx/Pif4L5Dt27cndJNHypEjB46OjrEegAe4evUqPj4+D63/559/cv78+Vhd1MdckE5OTpw8eZIiRYokWT4RSRoODjB/PpQrBzt3wsyZ0K+f2akkvVr5+0rarWxHtBFNh7IdWNh8YZotuEVE4jKp/iQOXznMnot7aLGsBXvf2Iuni6fZsdKWmKHCqlSxDbeSTGKKstDQUNzd3ZPtOJJ8QkNDgfgX2HFJ8F8htWrVSvTB/svFxYXKlSsTGBhof6bbarUSGBhI3759H1q/RIkS/Prrr7Hmvf/++9y9e5fp06eTX70OiqRahQvDhAnQp4+tR/OGDaGYPpiXJLbs+DI6BnQk2oimc7nOzG82Xx0NiUi64+LoworWK6j0VSV+u/4bb6x7g6WtlqoZckL8/LPt32QeKszR0RFvb2+uXbsGgIeHR7zOk9VqtY9/rTvd5jAMg9DQUK5du4a3t/dDnaglhOkf/Q8aNAg/Pz+qVKlC1apVmTZtGvfv37f3Zt6lSxfy5s3LuHHjcHNze2iwdW9vb4A4B2EXkdSlVy8ICIDAQPD3h1274Cl+fonEsuTXJXRe3RmrYcW/gj9zm8xVwS0i6ZZvZl9Wtl5J7YW1WfbbMqrmrcqg6oOeuJ38T8yd7hQYnzumBW9M4R0fhmHw4MED3N3d9WGKyby9veNshZ0Qphfdbdu25fr163zwwQcEBwdToUIFNm/ebO9c7cKFC/p0RySdcHCAr7+GsmVtHzBPmwaDB5udStKDb459g98aP6yGlW4VujGn6RwcLPrdISLpW41najC1wVT6fd+Pd7e+SyXfStQuWNvsWKnfnTtw/Lhtunr1ZD+cxWLB19eXXLlyxXuIqcjISHbt2kXNmjXVr4OJnJ2dn+oOdwzTi26Avn37xtmcHGDHjh2P3fZxA7aLSOpToABMmQI9esB770GjRlCypNmpJC1bGLSQrmu7YmDQo1IPvmz8pQpuEckw+jzXh32X9vHNsW9os6INh988TD6vfGbHSt327QPDsD379p9RlJKTo6NjvAs4R0dHoqKicHNzU9GdDuivEhFJcd27w6uvQng4+PnBf4Y8FIm3eUfm2QvuXpV7qeAWkQzHYrEwu/Fsyucuz/XQ67y+/HXCo8LNjpW6xTQtT4G73CKQBEX3lStX2LZtG5cuXUqKPCKSAVgsMGcOZMkCBw7YOlgTSai5h+fSfV13DAx6V+nNF699oYJbRDIkD2cPAtoGkNUtK/su7aP/5v5mR0rdUqgTNZEYT/XXyYYNGyhUqBB169alSJEiBAQEJFUuEUnn8uaFzz6zTY8eDf8ZmEDksWYfnE2P9T0AeLvq28xoNEMdzYhIhlY4a2G+bfktFizMPjSbeUfmmR0pdbJaYe9e27SKbkkhT1V0f/zxx/Tr14979+7xySefMHr06CSKJSIZQefO0LQpREbampnHs28RyeC+OPAFvTb2AmDg8wOZ1nCaCm4REeDVYq/y4csfAtB7Y28OXj5ocqJU6PffISQEMmUCjX4kKeSpiu4zZ87QrVs3PDw86N69O6dPn06qXCKSAVgsMHs2ZMsGR47A2LFmJ5LUbsb+GfTZ1AeAwdUHM7n+ZBXcIiL/MuKlETQp3oTw6HBaLW/FjdAbZkdKXWKe565WDZxSRZ/SkgE8VdEdHh6Oq6srAG5ubkRERCRJKBHJOHx84IsvbNNjx8Lhw+bmkdRr2t5p9Pu+HwBDawxlYr2JKrhFRP7DweLA4haLKZatGBfuXKD9qvZEW6PNjpV6xDzPrU7UJAUl+OOdQYMG2acjIiIYO3YsWbJkITpa/5lFJHHatIGVK20vPz84eBD+93meCACTf57MkK1DABjx4gg+fuVjFdwiIo+QxS0LAW0DqDa3Gj+e/ZH3t73PuLrjzI6VOqgTNTFBgu90HzlyxP564YUXOHv2LEeOHOHYsWPUrFkzOTKKSDpnsdjudufMCcePw5gxZieS1GTCngn2gntkzZEquEVE4qFMrjLMa2rrTG38nvEEnFCHx9y4AadO2aaff97cLJKhJPhO9/bt25Mjh4hkcDlz2p7vbtkSPv0UmjWzPW4lGdu4n8YxYtsIAEbXGs2o2qNMTiQikna0LdOW/Zf2M2XvFPzW+FEqZylK5ChhdizzxPRaXqKErUMZkRSiAU1FJNVo0QI6drSN5uHnBw8emJ1IzPTxro/tBfeHtT9UwS0ikgif1vuU2gVrcy/iHi2WteBu+F2zI5knphM1NS2XFJbgO90tW7Z87HKN1S0iT+Ozz2DbNjh5EkaOhEmTzE4kZhizYwyjd44GYOwrYxnx0ghzA4mIpFFODk4se30ZlWZX4o8bf+C/1p+VrVdmzMd01ImamCTBd7qzZMlif23cuBEHB4dY80REnka2bDBnjm16yhTYvdvcPJKyDMNg1PZR9oL707qfquAWEXlKuTLlYlWbVbg4uhBwIoAJeyaYHSnlRUXB/v22ad3plhSW4Dvd8+fPt0+vXLmSCRMmULhw4SQNJSIZ22uvQdeuMH8++PvD0aOQKZPZqSS5GYbByO0jGfuTbcD2ifUmMuSFISanEhFJH6rlq8ZnDT+j18ZejNg2gsp5KlO3cF2zY6WcY8cgNBS8vW3PdIukID3TLSKp0tSpkC8f/PknDB9udhpJboZhMCJwhL3gnlJ/igpuEZEk1rNyT7pV6IbVsNJuZTv+uv2X2ZFSTkzT8uefBweVQJKydMWJSKqUJQt8/bVt+vPPQQMnpF+GYTD0x6GM3zMegOkNpzOw+kCTU4mIpD8Wi4WZr82ksm9lbj64SavlrQiLCjM7VspQJ2piogQ3L//ss8/s01FRUSxYsIAcOXLY57399ttJk0xEMrz69eHNN21DiXXrZmsZljmz2akkKRmGwZAtQ5iydwoAM16dQZ+qfUxOJSKSfrk5ubGqzSoqf1WZQ1cO0WdjH+Y2nZv+O1ZTJ2piogQX3VOnTrVP+/j4sHjxYvt7i8WioltEktTEifDDD3D+PAwZYivAJX0wDIOBPwxk+r7pAMx6bRa9qvQyOZWISPpXwLsA373+HQ2+acC8oHlUy1eNnpV7mh0r+Vy5YvtDwsEBqlY1O41kQAluXn7u3LlHvs6ePZscGUUkA8uc2dahGsBXX8GWLebmkaRhGAb9N/e3F9yzG89WwS0ikoLqFq7LJ698AkDfTX3Z9/c+kxMlo5im5WXKgJeXuVkkQ0r0M90RERGcPHmSqKiopMwjIvKQ2rWhXz/bdPfucPu2mWnkaVkNK3039eXz/Z9jwcLcJnPT9x0WEZFU6t0a79KyZEsirZG0Wt6Kq/eumh0pecQ0Ldfz3GKSBBfdoaGhdO/eHQ8PD0qXLs2FCxcA6NevH+PHj0/ygCIiAOPGQdGi8PffMFB9bKVZVsNK7429+eLgF1iwMK/ZPLpX6m52LBGRDMlisTC/2XxK5CjBpbuXaLeqHVHWdHhDLeZOt57nFpMkuOgePnw4R48eZceOHbi5udnn161bl2XLliVpOBGRGJkywYIFYLHY/t2wwexEklBWw8qb699k9qHZWLCwoPkC/Cv4mx1LRCRD83L1YnXb1Xi6eLLj/A6G/TjM7EhJKzwcDh60TetOt5gkwUX3mjVrmDFjBi+++GKsXg5Lly7Nn3/+maThRET+rUYNGDzYNt2jB9y6ZW4eiT+rYaXHuh7MPTIXB4sDi1sspkv5LmbHEhERoESOEixsvhCAyb9MZvlvy01OlISOHIGICMiZE4oUMTuNZFAJLrqvX79Orly5Hpp///799D/UgIiY7sMPoUQJCA7+/+e8JXWLtkbTbW035gXNw8HiwDctvqFjuY5mxxIRkX9pWbIlQ2sMBaDb2m78du03kxMlkX8PFaZaRUyS4KK7SpUqbNy40f4+ptCeO3cu1fWchIgkM3d3WLjQNurHkiUQEGB2InmcaGs0/mv9WXh0IY4WR5a2Wkr7su3NjiUiInH4+JWPqVu4Lvcj79NiWQvuhN0xO9LTi3meW03LxUQJLro/+eQTRowYwVtvvUVUVBTTp0+nfv36zJ8/n7FjxyZHRhGRWKpWhWH/e+SsVy+4ft3cPBK3KGsUnVd35ptj3+Dk4MR3r39Hm9JtzI4lIiKP4OTgxNJWS3kmyzOcvnWaLmu6YDWsZsdKPMOIfadbxCQJLrpffPFFgoKCiIqKomzZsmzZsoVcuXLxyy+/ULly5eTIKCLykA8+gLJlbQX3W2/Zfq9K6hFljaJTQCeWHl+Kk4MTy19fzuulXjc7loiIPEEOjxysarMKV0dX1p1cx7ifxpkdKfEuXIDLl8HJCapUMTuNZGBOidmoSJEizJkzJ6mziIjEm6urrZl51aqwahUsWwbt2pmdSgAioyPpENCBlb+vxNnBmRWtV9CsRDOzY4mISDxVyVOFL177gu7rujNy+0gq56lMw6INzY6VcDFNyytUAA8PU6NIxpbgO90hISGPfYmIpJSKFeH9923TffrYOlcTc0VER9BuVTtW/r4SF0cXAtoGqOAWEUmDulXsxpuV38TAoMOqDpz755zZkRIupmm5nucWkyW46Pb29iZr1qwPvWLmi4ikpBEjbMX3rVvQs6eamZspIjqCNivaEHAiAFdHV1a3XU3j4o3NjiUiIok0veF0quWtxj9h/9ByeUtCI0PNjpQw6kRNUolENS9fuXIl2bJlS+osIiIJ5uxsa2ZeuTKsXw+LF0MXDf+c4sKjwmm9ojXrT63H1dGVNe3WpM2miCIiYufq5MrKNiupNLsSQcFB9NrQi4XNF6aNYYLv37eN0Q3qRE1Ml6iiu0aNGnGO1S0iYoayZWHMGNtd77ffhldegXz5zE6VcYRFhdFqeSs2nd6Em5Mb69qto16RembHEhGRJJDPKx/LWy+n7qK6LD62mGp5q9Gnah+zYz3ZwYMQHQ1580L+/GankQwuwc3LRURSo3fesXWqducOvPGGmpmnlLCoMFosa8Gm05twd3JnQ/sNKrhFRNKZ2gVrM6HeBAAG/DCAPRf2mJwoHmKallevDmnhzrykawkuui0WS9poUiIiGYqTEyxYYOvV/IcfYO5csxOlfw8iH9B0aVM2n9mMh7MHGztspE7hOmbHEhGRZDDw+YG0Ld2WKGsUrVe05srdK2ZHejx1oiapSIKblxuGQZ06dXByinvTw4cPP3UoEZHEKFkSxo6FIUNg0CCoXx8KFDA7VfoUGhlK06VNCTwXSCbnTGzssJFaBWuZHUtERJKJxWJhbtO5HL92nN+u/0ablW3Y1mUbzo7OZkd7mGHEvtMtYrIEF92jRo1KjhwiIkliwABYvRr27IFu3WDrVnDQgzRJ6n7EfZosbcL289vxdPFkU4dNvFTgJbNjiYhIMvN08WR129VUmVOF3Rd2M2TLEKa/Ot3sWA87cwZu3LA1f6tY0ew0Iiq6RSR9cXSE+fOhfHnYtg1mzbKN4S1J417EPRovaczOv3aS2SUz33f8nhrP1DA7loiIpJBi2YuxuMVimn3XjM/2f8ZzeZ+jU7lOZseKLeYud+XKtsJbxGSJuv9z+/Zt5s6dy/Dhw7l16xZga1Z+6dKlJA0nIpIYxYrBp5/apt991/aBtzy9u+F3afRtI3b+tRMvVy9+6PSDCm4RkQyo6bNNef+l9wHoub4nR4OPmpzoP/Q8t6QyCS66jx07RvHixfn000+ZNGkSt2/fBiAgIIDhw4cndT4RkUTp0wdq14bQUOjaFaxWsxOlbSHhIbz67av8dOEnsrhmYUunLVTPr+fkREQyqtG1R9OwaEMeRD2gxbIW3Hpwy+xI/09Ft6QyCS66Bw0ahL+/P6dPn8bNzc0+v1GjRuzatStJw4mIJJaDA8ybB56esHs3TE+Fj5ylFXfC7tDwm4bsubgHbzdvfuzyI9XyVTM7loiImMjRwZFvW35LIe9CnLt9jk4BnbAaqeAT7pAQOH7cNq1O1CSVSHDRfeDAAd58882H5ufNm5fg4OAkCSUikhQKFYJJk2zTI0bAyZPm5kmL7oTdocE3Dfjl71/I6paVwC6BVMlTxexYIiKSCmRzz0ZA2wDcnNz4/sz3jNkxxuxIsG+frffyQoXAx8fsNCJAIopuV1dXQkJCHpp/6tQpcubMmSShRESSSs+etqHDwsLAzw+io81OlHbcDrtNvcX12HdpH9ncsxHYJZBKvpXMjiUiIqlIBZ8KfNX4KwA+3PUh60+uNzeQhgqTVCjBRXfTpk358MMPiYyMBGxj9l24cIGhQ4fSqlWrJA8oIvI0LBaYOxe8vGwffsfc+ZbHu/XgFnUX1eXA5QNkd8/Oti7bqOirYVdERORhnct3pu9zfW3Tqztz+uZp88LoeW5JhRJcdE+ePJl79+6RK1cuHjx4QK1atShatCiZM2dm7NixyZFRROSp5M8P06bZpj/44P8f9ZK43Qy9Sd1FdTl05RA5PXKy3W875X3Kmx1LRERSsckNJvNC/he4E36Hlstbcj/ifsqHsFph717btO50SyqS4KI7S5YsbN26lQ0bNvDZZ5/Rt29fNm3axM6dO8mUKVNyZBQReWr+/tC4MURE2Kb/11hH/uNG6A3qLKrDkeAj5MqUi+1+2ymbu6zZsUREJJVzcXRhResV+Hj6cPzacd5Y/waGYaRsiBMn4M4d8PCAcuVS9tgij5HgonvRokWEh4dTo0YNevfuzbvvvkvdunWTI5uISJKxWOCrryBrVjh0CMaPNztR6nP9/nXqLKrD0atH8fH0YYffDkrnKm12LBERSSPyZM7DitYrcHJw4rvj3zFt77SUDRDTtLxqVXByStljizxGgovurl27cufOneTIIiKSrHx9YcYM2/SHH0JQkKlxUpVr96/xyqJXOHb1GL6evuzw20HJnCXNjiUiImnMi8+8yJT6UwB4Z+s77Dy/M+UOHtOJmp7nllQmwUV3cjQTmTlzJgULFsTNzY1q1aqxf//+R647Z84cXnrpJbJmzUrWrFmpW7fuY9cXEfm39u2hRQuIirL1Zh4RYXYi8129d5WXF77M8WvHyZM5Dzv8d/BsjmfNjiUiImlU36p96VSuE9FGNG1WtuHvkL9T5sDqRE1SqUS1u1i+fDleXl5xLuvSpUuC9rVs2TIGDRrEl19+SbVq1Zg2bRoNGjTg5MmT5MqV66H1d+zYQfv27XnhhRdwc3Pj008/pX79+vz222/kzZs3MV+OiGQgFgt8+SX89BMcOwYffWR7ZVRX7l7hlUWv8MeNP8jnlY/tftspmq2o2bFERCQNs1gszG48m1+v/srRq0dpvaI1O/x24OrkmnwHvXkTTp60TT//fPIdRyQRElV0T5gwAUdHx4fmWyyWBBfdU6ZMoUePHnTt2hWAL7/8ko0bNzJv3jyGDRv20PrffvttrPdz585l1apVBAYGxnns8PBwwsPD7e9jxhiPjIy0D3uWGsVkS80ZJXnpGkg+WbPC559baN/eiXHjDBo1iqZKlRTu7OUJUuL8X7p7ifrf1uf0rdPk98rPlo5bKJC5gK65VEI/AzI2nX9J69eAM8581/I7qs+vzt6/9/L2preZ8eqMZDueZfdunACjeHGivLzSfI+paf38ZxTxPT8WI4HtxR0cHAgODo7zLnRCRURE4OHhwcqVK2nevLl9vp+fH7dv32bt2rVP3Mfdu3fJlSsXK1asoHHjxg8tHz16NGPGjHlo/pIlS/Dw8Hiq/CKStk2eXJmffspH/vwhTJ68ExcXq9mRUsyNiBuMPDOSKxFXyOmck4+Lfkxu19xmxxIRkXTmUMghPj77MQYG/fL3o072OslynJLffEPxlSu58MorHHn77WQ5hsh/hYaG0qFDB+7cufPIluCQyDvdSeXGjRtER0eTO3fsP/Ry587NH3/8Ea99DB06lDx58jyyB/Xhw4czaNAg+/uQkBDy589P/fr1H/uNMVtkZCRbt26lXr16ODs7mx1HTKBrIPlVqwYVKhhcvOjFvn2NGDcu9RTdyXn+L4ZcpP639bkScYWCWQqypeMWCnoXTNJjyNPTz4CMTedf0ss10IhGWH6y8OFPH/LV5a/oWLcjlXwrJflxHKdNAyBP69b4NmqU5PtPaenl/Kd3Ma2onyTBRXeBAgXibFpuhvHjx/Pdd9+xY8cO3Nzc4lzH1dUVV9eHnx9xdnZOExdwWskpyUfXQPLx8bENI9asGUyd6kirVo5Ur252qtiS+vz/dfsv6n5Tl3O3z1E4a2G2+23nmSzPJNn+JenpZ0DGpvMv6eEaGPXyKA5fPcyGUxtoG9CWgz0PksMjR9IdICoK/texstOLL0Ia/379W3o4/+lZfM9NgnsvP3fuHNmzZ09woLjkyJEDR0dHrl69Gmv+1atX8fHxeey2kyZNYvz48WzZsoVy5colSR4RyXiaNoUuXcBqtfVmHhpqdqLkc/72eWovrM252+cokrUIO/x2qOAWEZFk52BxYHGLxRTNVpS/7vxF+1XtibZGJ90Bfv3V9gvcywtKlUq6/YokkXgX3du2baNUqVJx3kK/c+cOpUuX5qeffkrQwV1cXKhcuTKBgYH2eVarlcDAQKo/5nbThAkT+Oijj9i8eTNVqlRJ0DFFRP5r+nTIkwdOn4b33jM7TfI4+89Zai2oxfnb5ymWrRg7/XeSP0t+s2OJiEgG4e3mTUCbADycPfjx7I+M3D4y6XYeM1TY88+DQ4LvKYoku3hfldOmTaNHjx5xPgedJUsW3nzzTaZMmZLgAIMGDWLOnDksXLiQEydO8NZbb3H//n17b+ZdunRh+PDh9vU//fRTRo4cybx58yhYsCDBwcEEBwdz7969BB9bRATA2xu+/to2PX067Nplapwk9+etP6m9oDYX7lygePbi7PDfQV4vDbEoIiIpq2zusnzd1PYLd9zucaw+sTppdqzxuSWVi3fRffToURo2bPjI5fXr1+fQoUMJDtC2bVsmTZrEBx98QIUKFQgKCmLz5s32ztUuXLjAlStX7OvPmjWLiIgIXn/9dXx9fe2vSZMmJfjYIiIxGjaEN94AwwB/f0gvn+OdvnmaWgtqcTHkIiVylGCH3w7yZM5jdiwREcmg2pVpx4BqAwDwW+PHHzfi13nyY/3yi+1fFd2SSsW7I7WrV68+9kFxJycnrl+/nqgQffv2pW/fvnEu27FjR6z358+fT9QxRESeZPJk2LIFzp2Dd9+FL74wO9HTOXnjJK8seoXLdy9TKmcptnXZRm5PDQsmIiLmmlBvAoeDD7Prr120WNaC/W/sJ7Nr5sTtLDjY9ovbYrENSyKSCsX7TnfevHk5fvz4I5cfO3YMX1/fJAklImIGLy+YN882PWsW/PijuXmexonrJ6i9sDaX716mTK4ybPfbroJbRERSBWdHZ5a/vpw8mfPwx40/6Lq2K4ZhJG5nMXe5y5Sx/SIXSYXiXXQ3atSIkSNHEhYW9tCyBw8eMGrUKBo3bpyk4UREUlqdOtC7t226e3eI5/CLqcrv13/n5YUvE3wvmHK5y7GtyzZyZcpldiwRERG73J65Wdl6Jc4Ozqw6sYqJP09M3I5inudObWN+ivxLvIvu999/n1u3blG8eHEmTJjA2rVrWbt2LZ9++inPPvsst27d4r302u2viGQon34KhQvDhQswaJDZaRLm+LXj1F5Qm6v3r1LBpwKBXQLJmSmn2bFEREQeUj1/daY3nA7A8MDhBJ4NfMIWcdDz3JIGxLvozp07Nz///DNlypRh+PDhtGjRghYtWjBixAjKlCnD7t277Z2fiYikZZ6esGCB7fGwr7+GTZvMThQ/x64e4+WFL3M99DoVfSoS2CWQHB45zI4lIiLySL2q9MK/gj9Ww0q7Ve24cOdC/DcOD4eDB23TutMtqViCBrIrUKAAmzZt4saNG+zbt4+9e/dy48YNNm3aRKFChZIro4hIinvpJejf3zbdowf884+5eZ7kaPBRXln4CjdCb1AlTxUCuwSSzT2b2bFEREQey2Kx8EWjL6jkW4kboTdotbwVYVEPP84apyNHbIV39uxQrFjyBhV5CokaPT5r1qw899xzVK1alaxZsyZ1JhGRVOGTT6B4cbh8+f8L8NTo8JXDvLLoFW4+uMlzeZ5ja+etZHXXz2YREUkb3J3dWdVmFdncs3Hw8kH6bop7VKOHxDQtr17d1jxNJJVKVNEtIpIRuLvDwoXg4ACLF8PatWYnetihy4eos6gOtx7c4vl8z7O181a83bzNjiUiIpIgBb0L8l2r73CwOPD1ka+Zc2jOkzeK6URNz3NLKqeiW0TkMZ5/Ht55xzbdsyfcuGFunn/bf2k/dRbV4XbYbV7I/wI/dPqBLG5ZzI4lIiKSKPWK1OPjlz8GoO/3fdl/af+jVzYMFd2SZqjoFhF5gtGjoVQpuHYN+sazxVty2/v3Xuotrsed8Du8+MyLbO64GS9XjU8qIiJp27AXh9GiRAsioiNotbwV1+5fi3vFixdtz385OkKVKikbUiSBVHSLiDyBmxssWmT7vb5sGaxYYW6eny/+TP3F9QkJD6FmgZp83/F7MrtmNjeUiIhIErBYLCxovoBnsz/L3yF/03ZlW6KsUQ+vGPM8d4UKkClTimYUSSgV3SIi8VC5MowYYZt+6y24etWcHLsv7KbBNw24G3GX2gVrs6nDJjxdPM0JIyIikgy8XL1Y3XY1ni6e7Di/g2E/Dnt4pZim5RoqTNIAFd0iIvH0/vtQvjzcvAm9etkeJ0tJu/7aRcNvGnIv4h6vFHqFjR02kslFn+6LiEj6UzJnSRY0WwDA5F8ms/y35bFX0PPckoao6BYRiScXF1tv5s7OsGYNLFmScsfecX4Hr377Kvcj71OvcD3Wt1+Ph7NHygUQERFJYa1KteLdF94FoNvabvx27TfbgtBQCAqyTavoljRARbeISAKULw8ffGCb7tvX1odLctt2bhuNvm1EaGQoDYo0YG27tSq4RUQkQxhbZyx1CtXhfuR9WixrwZ2wO3DwIERFga8vPPOM2RFFnkhFt4hIAg0bZuso9fZt6NEjeZuZB54L5LUlr/Eg6gGNijViTbs1uDu7J98BRUREUhEnByeWtlpKfq/8nL51Gr81flj/3bTcYjE3oEg8qOgWEUkgJydbM3MXF9i0CebPT57jHAk5QosVLQiLCqNx8cYEtAnAzckteQ4mIiKSSuXMlJOAtgG4Orqy9uRazmxYaFugTtQkjVDRLSKSCKVKwUcf2aYHDoQLF5J2/z/8+QOfnPuEsKgwmj7blJWtV+Lq5Jq0BxEREUkjquSpwsxGM8EA7yN/2GbqeW5JI1R0i4gk0uDBtg/ZQ0LgjTeSrpn5xlMbabWyFZFGJM2KN2NF6xUquEVEJMPrXqk77/m2JVcohDvCuUJZzY4kEi8qukVEEsnRERYsAHd32LoVZs9++n2uP7meFstaEBEdQfUs1VnSYgkuji5Pv2MREZF0YJRLPQAO+ULLte0JjQw1OZHIk6noFhF5CsWLw7hxtukhQ+DcucTva+0fa2m1vBWR1khalWjF4IKDcXZ0TpqgIiIi6YDz/oMABBV2Jyg4iF4bemEkZ4+mIklARbeIyFPq1w9q1oT796FrV7BaE76PgBMBvL7idSKtkbQr047FzRfjZHFK+rAiIiJp2f96Lq/ZdigOFgcWH1vMFwe+MDmUyOOp6BYReUoODrYezDNlgp07YcaMhG2/8veVtFnRhihrFB3KdmBxi8U4OajgFhERiSUkBI4fB6BM8x5MqDsBgAE/DGDPhT1mJhN5LBXdIiJJoHBhmDjRNj1sGJw+Hb/tlh1fRruV7Yg2oulUrhOLmi9SwS0iIhKX/fttzckKFIA8eRhUfRBtSts+tG69ojXB94LNTigSJxXdIiJJ5M03oU4dePAA/P0hOvrx6y/9dSkdAjoQbUTjX8GfBc0W4OjgmCJZRURE0pxffrH9+7+hwiwWC183/ZpSOUtx5d4VWq9oTWR0pIkBReKmoltEJIk4OMC8eZA5s+2Rs6lTH73uN8e+odPqTlgNK90qdOPrpl+r4BYREXmc/z3P/e/xuT1dPFnddjVerl7svrCbIVuGmBRO5NFUdIuIJKFnnvn/Yvv99+HEiYfXWRi0kC6ru2A1rPSo1IM5TefgYNGPYxERkUeyWv//Tnf16rEWFc9enEXNFwHw2f7P+PbYtymdTuSx9FeeiEgS69YNXn0VwsPBzw+iov5/2bwj8+i6tisGBr0q9+LLxl+q4BYREXmSP/6AO3fAwwPKlXtocbMSzXjvpfcA6LG+B0eDj6Z0QpFH0l96IiJJzGKBOXPA2xsOHIAJts5VmXt4Lt3XdcfAoHeV3nzx2hcquEVEROIjpmn5c8+Bs3Ocq4ypPYYGRRrwIOoBLZe35J8H/6RgQJFH0197IiLJIG9e+Owz2/To0fDB2tn0WN8DgH5V+zGj0QwsFot5AUVERNKS/3SiFhdHB0eWtFpCQe+CnP3nrL3vFBGzqegWEUkmnTpB06YQWX4WHwX1AmBAtQFMbzhdBbeIiEhCxNzp/s/z3P+VzT0bAW0CcHNyY9PpTXy488MUCCfyeCq6RUSSicUC1frNgMa9AahuDGZKgykquEVERBLi1i3bM93wxKIboKJvRWY3ng3AmJ1j2HBqQ3KmE3kiFd0iIslk+t7pvLenn+3N7qHsHzuRI0dUcIuIiCTI3r22f4sXhxw54rVJl/Jd6PNcHwA6BXTizK0zyZVO5IlUdIuIJIMpv0xhwA8DABj+4ghaeY8jOsqCn5+tV3MRERGJp3g2Lf+vKQ2m8EL+F7gTfocWy1pwP+J+MoQTeTIV3SIiSWzCngkM3jIYgJE1RzL2lY+Z9YWFnDnh+HEYM8bkgCIiImlJPDpRi4uLowsrWq/Ax9OH49eO02N9DwzDSIaAIo+noltEJAmN+2kcQ38cCsDoWqP58OUPsVhsBfds2+NlfPop7NtnYkgREZG0Iirq/39pJvBON0CezHlY/vpynBycWHp8KdP3TU/igCJPpqJbRCSJfLzrY0ZsGwHAh7U/ZFTtUbGWt2gBHTuC1Qp+fvDggRkpRURE0pDjx+H+ffDyglKlErWLlwq8xOT6kwEYsmUIO8/vTMqEIk+koltEJAmM2TGGkdtHAjD2lbGMrDUyzvU++wx8feHkSRgZ9yoiIiISI+Z57mrVwNEx0bvpV7UfHcp2INqIps3KNlwKuZREAUWeTEW3iMhTMAyDUdtHMXrnaADG1xnPiJdGPHL9bNlgzhzb9JQpsHt3CoQUERFJqxL5PPd/WSwWvmr8FeVyl+Pa/Wu8vuJ1wqPUs6mkDBXdIiKJZBgGI7eP5MNdHwIwsd5Ehr449InbvfYadO0KhgH+/rZWcyIiIhKHmDvdT1l0A2RyyURAmwC83bzZ+/deBv4w8Kn3KRIfKrpFRBLBMAxGBI5g7E9jAZhSfwpDXhgS7+2nToV8+eDPP2HYsORKKSIikoZdvQpnz4LFYmtengSKZCvCty2/xYKFWQdnsSBoQZLsV+RxVHSLiCSQYRgM/XEo4/eMB2B6w+kMrJ6wT8uzZIGvv7ZNz5gB27cndUoREZE07vPPbf+WLm37xZlEGhVrxKhats5Oe23oxeErh5Ns3yJxUdEtIpIAhmEwZMsQJv48EYAZr87g7WpvJ2pf9evDm2/aprt1g7t3kyqliIhIGvfppzDW1pqMtxP3e/ZxRtYaSePijQmPDqflspbcDL2Z5McQiaGiW0QkngzDYOAPA5mydwoAs16bRZ+qfZ5qnxMnQsGCcP48DB789BlFRETSvKlT///Zq08+gR49kvwQDhYHFrdYTJGsRfjrzl+8vuJ1/nnwT5IfRwRUdIuIxIthGPTf3J/p+6YDMLvxbHpV6fXU+82cGebPt03PmQNt28JNfdguIiIZ1cyZMGiQbXrUKBg+PNkO5e3mzeq2q/Fw9mDH+R1UnF2RXy7+kmzHk4xLRbeIyBNYDSt9NvXh8/2fY8HC3CZz6Vm5Z5Ltv3ZtmDzZNvzo8uVQpgx8/70lyfYvIiKSJsyZA3372qaHD7cV3cmsbO6y7PTfSeGshfnrzl+8NP8lPvnpE6Kt0cl+bMk4VHSLiDzGpZBLvLHuDWYdnIUFC/OazaN7pe5JfpxBg2DvXihZEoKDoVkzJ2bOLK/nvEVEJGNYuPD/OzoZNMj2PLclZT6ArpKnCkfePEL7Mu2JNqJ5b9t7NPimAVfuXkmR40v6lyqK7pkzZ1KwYEHc3NyoVq0a+/fvf+z6K1asoESJEri5uVG2bFk2bdqUQklFJCO4dv8aXxz4gprza5J/an7mB83HweLAwuYL8a/gn2zHrVIFDh2y/a1hsRhs3VqQypWd2Lkz2Q4pIiJivqVLbT2KGobtTvekSSlWcMfwcvXi25bfMq/pPDycPQg8F0j5L8uz+czmFM0h6ZPpRfeyZcsYNGgQo0aN4vDhw5QvX54GDRpw7dq1ONf/+eefad++Pd27d+fIkSM0b96c5s2bc/z48RROLiLpya0Ht/j68NfUW1wP38m+9NnUh58u/ISBwYvPvMjadmvpXL5zsudwd7c1Nd+6NZpcue5z/ryFl1+2dbIWFpbshxcREUlZq1ZB585gtULPnvDZZylecMewWCx0rdiVQz0PUS53Oa6HXufVb1/lnS3vEBEdYUomSR8shmEYZgaoVq0azz33HDNmzADAarWSP39++vXrx7CYXgv/pW3btty/f58NGzbY5z3//PNUqFCBL7/88qH1w8PDCQ8Pt78PCQkhf/783LhxAy8vr2T4ip6eYbXyS5Ny3L9/n0yZMgF6tjNjMnQNpJDQyPtcunsJ679+HOb0yEHhrIUp5F0ITxfPFM9ktVr566/LXPw7H6dO2T4f9c5ikNsnxaOIWYx//Qww6Q9QMZHOv2SAa8DJGkm1M9/iZESxp5gfC16ai2Ex/Z4gAFGEsd/7HU5k/gKA7BEVyRFROcWOb/zr/FvS6fmPj48a96b5C2XMjvFIISEh5MiRgzt37jy2tnRKwUwPiYiI4NChQwz/V6+EDg4O1K1bl19+ibvnwF9++YVBMT0a/k+DBg1Ys2ZNnOuPGzeOMWPGPDR/y5YteHh4JD58MjKsVppvPWV2DJEM7sb/Xo9/3CW5OABF/veqHTPzzv9eIiIi6cg3dMTv9NdYTzuaHeVfPICZUKIeNOvGTfcj3HQ5krIRMqfs4VKjNdtK4XL7gtkxHik0NDRe65ladN+4cYPo6Ghy584da37u3Ln5448/4twmODg4zvWDg4PjXH/48OGxivSYO93169dP1Xe6A7u+zM2bt8iePRsWh4z76VZGZlgNXQMpxNnBmWLZipHTI6fZUeyirVb+PHOGIkWL4ujgQGgoHDtm4V8NdySdMwyDm7dukj1b9gx9lyOj0vmXjHIN3PF+hnNl2jHKESA19hjehDvGEY6znChS7jkvwzC4dfMm2bKn7/P/JH5NXuXl8kXMjvFIISEh8VrP1KI7Jbi6uuLq6vrQfGdnZ5ydnU1IFD81Z//Apk2bqNmoUarOKcknMjJS10AGZo2M5NSmTRRt1AhHZ2cyAzXMDiUpSj8DMjadf8lI10ALswM8UQHgnRQ9Ysz5b5QBzn9aFt9zY+pDEzly5MDR0ZGrV6/Gmn/16lV8fOJ+cNHHxydB64uIiIiIiIiYxdSi28XFhcqVKxMYGGifZ7VaCQwMpHr16nFuU7169VjrA2zduvWR64uIiIiIiIiYxfTm5YMGDcLPz48qVapQtWpVpk2bxv379+natSsAXbp0IW/evIwbNw6A/v37U6tWLSZPnsxrr73Gd999x8GDB/nqq6/M/DJEREREREREHmJ60d22bVuuX7/OBx98QHBwMBUqVGDz5s32ztIuXLiAg8P/35B/4YUXWLJkCe+//z4jRoygWLFirFmzhjJlUm9X8iIiIiIiIpIxmV50A/Tt25e+ffvGuWzHjh0PzWvdujWtW7dO5lQiIiIiIiIiTyd1jD4vIiIiIiIikg6p6BYRERERERFJJiq6RURERERERJKJim4RERERERGRZKKiW0RERERERCSZqOgWERERERERSSapYsiwlGQYBgAhISEmJ3m8yMhIQkNDCQkJwdnZ2ew4YgJdAxmbzr/oGsjYdP5F10DGpvOfNsTUlDE15qNkuKL77t27AOTPn9/kJCIiIiIiIpLW3b17lyxZsjxyucV4UlmezlitVi5fvkzmzJmxWCxmx3mkkJAQ8ufPz8WLF/Hy8jI7jphA10DGpvMvugYyNp1/0TWQsen8pw2GYXD37l3y5MmDg8Ojn9zOcHe6HRwcyJcvn9kx4s3Ly0v/0TI4XQMZm86/6BrI2HT+RddAxqbzn/o97g53DHWkJiIiIiIiIpJMVHSLiIiIiIiIJBMV3amUq6sro0aNwtXV1ewoYhJdAxmbzr/oGsjYdP5F10DGpvOfvmS4jtREREREREREUorudIuIiIiIiIgkExXdIiIiIiIiIslERbeIiIiIiIhIMlHRLSIiIiIiIpJMVHSnUjNnzqRgwYK4ublRrVo19u/fb3YkSQbjxo3jueeeI3PmzOTKlYvmzZtz8uTJWOuEhYXRp08fsmfPjqenJ61ateLq1asmJZbkNH78eCwWCwMGDLDP0/lP/y5dukSnTp3Inj077u7ulC1bloMHD9qXG4bBBx98gK+vL+7u7tStW5fTp0+bmFiSSnR0NCNHjqRQoUK4u7tTpEgRPvroI/7dx63Of/qya9cumjRpQp48ebBYLKxZsybW8vic71u3btGxY0e8vLzw9vame/fu3Lt3LwW/Ckmsx53/yMhIhg4dStmyZcmUKRN58uShS5cuXL58OdY+dP7TJhXdqdCyZcsYNGgQo0aN4vDhw5QvX54GDRpw7do1s6NJEtu5cyd9+vRh7969bN26lcjISOrXr8/9+/ft6wwcOJD169ezYsUKdu7cyeXLl2nZsqWJqSU5HDhwgNmzZ1OuXLlY83X+07d//vmHGjVq4OzszPfff8/vv//O5MmTyZo1q32dCRMm8Nlnn/Hll1+yb98+MmXKRIMGDQgLCzMxuSSFTz/9lFmzZjFjxgxOnDjBp59+yoQJE/j888/t6+j8py/379+nfPnyzJw5M87l8TnfHTt25LfffmPr1q1s2LCBXbt20bNnz5T6EuQpPO78h4aGcvjwYUaOHMnhw4cJCAjg5MmTNG3aNNZ6Ov9plCGpTtWqVY0+ffrY30dHRxt58uQxxo0bZ2IqSQnXrl0zAGPnzp2GYRjG7du3DWdnZ2PFihX2dU6cOGEAxi+//GJWTElid+/eNYoVK2Zs3brVqFWrltG/f3/DMHT+M4KhQ4caL7744iOXW61Ww8fHx5g4caJ93u3btw1XV1dj6dKlKRFRktFrr71mdOvWLda8li1bGh07djQMQ+c/vQOM1atX29/H53z//vvvBmAcOHDAvs73339vWCwW49KlSymWXZ7ef89/XPbv328Axl9//WUYhs5/WqY73alMREQEhw4dom7duvZ5Dg4O1K1bl19++cXEZJIS7ty5A0C2bNkAOHToEJGRkbGuhxIlSvDMM8/oekhH+vTpw2uvvRbrPIPOf0awbt06qlSpQuvWrcmVKxcVK1Zkzpw59uXnzp0jODg41jWQJUsWqlWrpmsgHXjhhRcIDAzk1KlTABw9epTdu3fz6quvAjr/GU18zvcvv/yCt7c3VapUsa9Tt25dHBwc2LdvX4pnluR1584dLBYL3t7egM5/WuZkdgCJ7caNG0RHR5M7d+5Y83Pnzs0ff/xhUipJCVarlQEDBlCjRg3KlCkDQHBwMC4uLvYftjFy585NcHCwCSklqX333XccPnyYAwcOPLRM5z/9O3v2LLNmzWLQoEGMGDGCAwcO8Pbbb+Pi4oKfn5/9PMf1O0HXQNo3bNgwQkJCKFGiBI6OjkRHRzN27Fg6duwIoPOfwcTnfAcHB5MrV65Yy52cnMiWLZuuiXQmLCyMoUOH0r59e7y8vACd/7RMRbdIKtGnTx+OHz/O7t27zY4iKeTixYv079+frVu34ubmZnYcMYHVaqVKlSp88sknAFSsWJHjx4/z5Zdf4ufnZ3I6SW7Lly/n22+/ZcmSJZQuXZqgoCAGDBhAnjx5dP5FMrDIyEjatGmDYRjMmjXL7DiSBNS8PJXJkSMHjo6OD/VOfPXqVXx8fExKJcmtb9++bNiwge3bt5MvXz77fB8fHyIiIrh9+3as9XU9pA+HDh3i2rVrVKpUCScnJ5ycnNi5cyefffYZTk5O5M6dW+c/nfP19aVUqVKx5pUsWZILFy4A2M+zfiekT++88w7Dhg2jXbt2lC1bls6dOzNw4EDGjRsH6PxnNPE53z4+Pg91rBsVFcWtW7d0TaQTMQX3X3/9xdatW+13uUHnPy1T0Z3KuLi4ULlyZQIDA+3zrFYrgYGBVK9e3cRkkhwMw6Bv376sXr2abdu2UahQoVjLK1eujLOzc6zr4eTJk1y4cEHXQzpQp04dfv31V4KCguyvKlWq0LFjR/u0zn/6VqNGjYeGCTx16hQFChQAoFChQvj4+MS6BkJCQti3b5+ugXQgNDQUB4fYf4o5OjpitVoBnf+MJj7nu3r16ty+fZtDhw7Z19m2bRtWq5Vq1aqleGZJWjEF9+nTp/nxxx/Jnj17rOU6/2mY2T25ycO+++47w9XV1ViwYIHx+++/Gz179jS8vb2N4OBgs6NJEnvrrbeMLFmyGDt27DCuXLlif4WGhtrX6dWrl/HMM88Y27ZtMw4ePGhUr17dqF69uompJTn9u/dyw9D5T+/2799vODk5GWPHjjVOnz5tfPvtt4aHh4fxzTff2NcZP3684e3tbaxdu9Y4duyY0axZM6NQoULGgwcPTEwuScHPz8/ImzevsWHDBuPcuXNGQECAkSNHDuPdd9+1r6Pzn77cvXvXOHLkiHHkyBEDMKZMmWIcOXLE3jt1fM53w4YNjYoVKxr79u0zdu/ebRQrVsxo3769WV+SJMDjzn9ERITRtGlTI1++fEZQUFCsvwvDw8Pt+9D5T5tUdKdSn3/+ufHMM88YLi4uRtWqVY29e/eaHUmSARDna/78+fZ1Hjx4YPTu3dvImjWr4eHhYbRo0cK4cuWKeaElWf236Nb5T//Wr19vlClTxnB1dTVKlChhfPXVV7GWW61WY+TIkUbu3LkNV1dXo06dOsbJkydNSitJKSQkxOjfv7/xzDPPGG5ubkbhwoWN9957L9Yf2Dr/6cv27dvj/L3v5+dnGEb8zvfNmzeN9u3bG56enoaXl5fRtWtX4+7duyZ8NZJQjzv/586de+Tfhdu3b7fvQ+c/bbIYhmGk3H11ERERERERkYxDz3SLiIiIiIiIJBMV3SIiIiIiIiLJREW3iIiIiIiISDJR0S0iIiIiIiKSTFR0i4iIiIiIiCQTFd0iIiIiIiIiyURFt4iIiIiIiEgyUdEtIiIiIiIikkxUdIuIiIiIiIgkExXdIiIiT8Hf35/mzZs/NH/Hjh1YLBZu376d4plEREQk9VDRLSIiIiIiIpJMVHSLiIikkNu3b/PGG2+QM2dOvLy8eOWVVzh69Kh9+ejRo6lQoUKsbf57x/zmzZu0b9+evHnz4uHhQdmyZVm6dOljj7t8+XKKFCmCm5sb2bNn5/XXX+f69ev25VOmTKFs2bJkypSJ/Pnz07t3b+7du2dfvmDBAry9ve3v//rrL/Lnz8/7779vn1ewYEE++ugj2rdvT6ZMmcibNy8zZ86MlcNisbBmzZo4M1aoUIHRo0fb92WxWOJ8LViwIM59ff3111gsFgYMGGCfd+XKFVq2bEn27Nlj7UOtD0REJCWp6BYREUkhrVu35tq1a3z//fccOnSISpUqUadOHW7duhXvfYSFhVG5cmU2btzI8ePH6dmzJ507d2b//v2P3KZEiRIsWLCAkydP8sMPP3D+/HmGDh1qX+7g4MBnn33Gb7/9xsKFC9m2bRvvvvtunPsKDg6mbt26NGvWjI8//jjWsokTJ1K+fHmOHDnCsGHD6N+/P1u3bo331xbjwIEDXLlyhStXrpAvXz6mTZtmf9+2bduH1r9//z4jR47E09Mz1vzBgwdz6tQpNm/ezJUrV1i1alWCs4iIiDwtJ7MDiIiIZAS7d+9m//79XLt2DVdXVwAmTZrEmjVrWLlyJT179ozXfvLmzcuQIUPs7/v168cPP/zA8uXLqVq1apzblCtXzj6dNWtWsmfPTnR0tH3ev+8OFyxYkI8//phevXrxxRdfxNrPP//8Q/369alWrRqff/75Q8epUaMGw4YNA6B48eLs2bOHqVOnUq9evXh9bTFy5sxpn3Z0dCRLliz4+Pg8cv0JEyZQqlQpoqKiYs0PCgqiU6dOPPfccwBky5YtQTlERESSgu50i4Yck2wAAAS4SURBVIiIpICjR49y7949smfPjqenp/117tw5/vzzT/t6v/76a6zlr776aqz9REdH89FHH1G2bFmyZcuGp6cnP/zwAxcuXHjs8X/66Sc8PT3x9vbmwYMHTJ482b7sxx9/pE6dOuTNm5fMmTPTuXNnbt68SWhoqH2dqKgoGjVqxK+//kr9+vWxWCwPHaN69eoPvT9x4kSsee3bt8fT0xNfX19ee+01fv/99yd/8x7j8uXLTJkyJdbXE6NQoUJs2rQpQS0JREREkpqKbhERkRRw7949fH19CQoKivU6efIk77zzjn29Z599NtbyuXPnxtrPxIkTmT59OkOHDmX79u0EBQXRoEEDIiIiHnv8KlWqcOTIEbZs2cLNmzeZM2cOAOfPn6dx48aUK1eOVatWcejQIfuz2P/e5/3793F3d2f27NkMGDCA4ODgRH0fpk6dSlBQEOvXrycyMpI2bdokaj8x3nvvPVq3bk358uXjPFZ4eDg5cuSI8wMMERGRlKDm5SIiIimgUqVKBAcH4+TkRMGCBR+5nouLC0WLFrW///vvv2Mt37NnD82aNaNTp04AWK1WTp06RalSpR57fHd3d4oVK0axYsXo2bMnc+bMYfjw4Rw6dAir1crkyZNxcLB9Fr98+fKHtvfw8GDdunV4enqyfv163nzzTdauXRtrnb179z70vmTJkrHm+fj42L++/v3706RJEyIjIx+b/VGCgoJYuXIlJ0+ejHN58eLF8ff35+bNm6xfv97e3FxERCQlqegWERF5Snfu3CEoKCjWvDNnzgC25uIVK1akbt26VK9enebNmzNhwgSKFy/O5cuX2bhxIy1atKBKlSrxOlaxYsVYuXIlP//8M1mzZmXKlClcvXr1sUX3d999R5EiRcidOzenT5/myy+/tB+vaNGiREZG8vnnn9OkSRP27NnDl19++dA+nJ2d7R2VffXVV5QuXZpvvvkmVhG7Z88eJkyYQPPmzdm6dSsrVqxg48aNsfYTGRlJWFgYt2/f5ptvvqF48eI4OzvH62v/r0mTJjF48GDy5MkT5/K9e/cyYsQItm/fTunSpWP12C4iIpJSVHSLiIg8pR07dlCxYsU4l9WsWZPt27dTu3ZtNm3axHvvvUfXrl25fv06Pj4+1KxZk9y5c8f7WO+//z5nz56lQYMGeHh40LNnT5o3b86dO3ceuc2JEyd49913uXr1Kjly5ODVV19l0qRJAJQvX54pU6bw6aefMnz4cGrWrMm4cePo0qXLI/fn6+vL9OnT6d+/P3Xr1rV3cjZ48GAOHjzImDFj8PLyYsqUKTRo0CDWtjHNyTNnzkylSpVYtmxZvL/2/8qcOfMje1m/fv06rVu3ZsqUKVSqVCnRxxAREXlaFsMwDLNDiIiIpFcFCxZkwYIF1K5d2+woyapgwYIMGDAgVk/oIiIioo7UREREklWpUqUeGj9aREREMg41LxcREUlGmzZtMjuCiIiImEjNy0VERERERESSiZqXi4iIiIiIiCQTFd0iIiIiIiIiyURFt4iIiIiIiEgyUdEtIiIiIiIikkxUdIuIiIiIiIgkExXdIiIiIiIiIslERbeIiIiIiIhIMlHRLSIiIiIiIpJM/g+yHECAusBRPAAAAABJRU5ErkJggg==", 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0iGnTpm3WcgYhhBivZE23EEKIPq7r8sQTTxCJRAYksHfffTdvvfUWV1111bD22draSj6f73fb1KlTOeGEE7j99tu54447OP7445k6dWrf/ZZlAfSbQgvwu9/9btBj3H333UQiET71qU9tMp7eqs8/+clP+q2THcrzAPqey2AxvvTSSxudBTBUyWSSX/ziF1x44YUbHVn0PI+vfvWr7LHHHlx77bUcffTRbL/99pt9/HUdd9xx1NXVceWVV/abQt+rpaWl389aa/bcc0+OPvpojj766H5rlQEOOOAAdthhB37zm98MuLAz2P6Gauedd2bGjBlA9wyFIAgGvagy1Nf2/vvv55577uGXv/wlF198MV/5ylf40Y9+xIcffjii+DZm/aR3xYoVPPTQQxx77LF955llWQP+Hv7whz/0rfnelGw2O+Dv0Pd9Lr30Uk477bSNVttPJpM8+uijG1xiIIQQYuNkpFsIIcaxxx57jPfffx+A5uZm7rzzThYvXszFF188oGDUE088wdlnn80uu+yywf3927/9GzvuuCM77LADhUKBxx9/nEceeWTQtd+nn346//7v/w7Az372s3731dXVcdhhh/HrX/8a13XZcssteeKJJ2hoaOi33eLFi7n88su56667Bo15ME8//TS77bYbZ5555ga3+elPf8qqVavYc889iUajLFy4kFtvvZW9996bvffeG+gePXzggQf4/Oc/z0knnURDQwN/+tOf2H333QdNJj/44AMef/zxfrelUim01jz++OMcf/zxfbcvXLiQqVOn8oMf/GCjz+WKK67g7bff5vXXX8dxnE0+95Goq6vjhhtu4D//8z/Zf//9+cpXvsK0adNYvnw5jzzyCIcccsiApQEbo7Xm5ptv5oQTTmCPPfbgzDPPZMstt2TVqlXMmzePurq6vrZsIzVz5kyuvvpqvvGNb/Af//Ef/Vp8DeW1bW5u5pxzzuHII4/sO3f/+Mc/Mm/ePL72ta+xYMGCUZ1mvueee3Lcccf1axkG3b/fXieffDJ/+9vfmDBhArvvvjsvvPACTz755AZHnh988EGmTp3aN7382Wef5bvf/W6/bVauXEkkEtlo3/F7772XK664go6ODi6++OLNf7JCCDEOSdIthBDj2LpTt2OxGLvuuis33HBDv6ngveLx+Can4+69997cddddLF++HMdx2H777fn973/PueeeO2DbU045hUmTJhEEAZ/5zGcG3H/nnXfy7W9/m+uuuw5jDMceeyyPPfYYW2yxRd82r732Gm+//Ta///3v+fa3vz3k533llVf2jSAOZo899uCf//wnd999d1/S/+1vf5uLL764L9n62te+xtq1a/l//+//8a9//Yvdd9+d22+/nfvuu4/58+cP2OfNN9/MzTffPOjxTjjhhAGjmD/84Q83ehFhwYIFXHXVVVx//fUbXZc8Gk477TS22GILfvnLX3L11VeTz+fZcsstOfTQQzd68WJDjjjiCF544QV+9rOf8cc//pFUKsXMmTM56KCDBj33RuKss87izjvv5JxzzuHdd9/tt058U6/tOeecQz6f59Zbb+1bOjBlyhRuvPFGPvvZz/Kb3/xmkxdEhuPwww/n4IMP5oorrmD58uXsvvvu3HbbbX0XeAB+//vfY1kWd9xxB7lcjkMOOYQnn3yS4447btB9XnjhhUB3jYWtt96ayy67jEsvvXTQ57qxPut3330322yzDbfeeuuo9p4XQojxRJn1P+WFEEKIMeB5HltssQWnnHIKf/7zn8MOJzTz58/nyCOPHJB0i/FBKcV55503rNkCQgghyous6RZCCBGKBx98kJaWFk4//fSwQxFCCCGEKBqZXi6EEGJMvfTSS7z11lv87Gc/Y7/99uPwww8PO6RQTZ48eYNThIUQQghR/mSkWwghxJi64YYbOOecc5g+fTp//etfww4ndHvvvfeAAmtCCCGEqByyplsIIYQQQgghhCgSGekWQgghhBBCCCGKRJJuIYQQQgghhBCiSMZdIbUgCFi9ejW1tbV9vTeFEEIIIYQQQojhMMaQTCbZYost0HrD49njLulevXo1s2fPDjsMIYQQQgghhBAVYMWKFWy11VYbvH/cJd21tbVA9wtTV1cXcjQb5rouTzzxBMceeyyO44QdjigBck6Idcn5INYn54RYl5wPYn1yToh1yfkwOhKJBLNnz+7LMTdk3CXdvVPK6+rqSj7prqqqoq6uTv4QBCDnhOhPzgexPjknxLrkfBDrk3NCrEvOh9G1qWXLUkhNCCGEEEIIIYQoEkm6hRBCCCGEEEKIIpGkWwghhBBCCCGEKBJJuoUQQgghhBBCiCKRpFsIIYQQQgghhCgSSbqFEEIIIYQQQogikaRbCCGEEEIIIYQoEkm6hRBCCCGEEEKIIpGkWwghhBBCCCGEKBJJuoUQQgghhBBCiCKRpFsIIYQQQgghhCgSSbqFEEIIIYQQQogikaRbCCGEEEIIIYQoEkm6hRBCCCGEEEKIIpGkWwghhBBCCCGEKBJJuoUQQgghhBBCiCIJNel+5plnOOWUU9hiiy1QSvHggw9u8jHz589n//33JxqNsuOOO3LbbbcVPU4hhBBCCCGEEGIkQk260+k0++yzD9ddd92Qtm9oaOCkk07iyCOP5I033uC73/0u3/jGN/jXv/5V5EiFEEIIIYQQQojhs8M8+AknnMAJJ5ww5O3/9Kc/sd1223HNNdcAsNtuu7FgwQKuvfZajjvuuGKFKYQQQgghhBBCjEioSfdwvfDCCxx99NH9bjvuuOP47ne/u8HH5PN58vl838+JRAIA13VxXbcocY6G3thKOUYxtuScEOuS80GsT84JsS45H8T65JwQ65LzYXQM9fUrq6R77dq1zJgxo99tM2bMIJFIkM1micfjAx5z1VVXccUVVwy4/YknnqCqqqposY6WOXPmhB2CKDFyToh1yfkg1ifnhFiXnA9ifXJOiHXJ+bB5MpnMkLYrq6R7JC655BIuuuiivp8TiQSzZ8/m2GOPpa6uLsTINi6fSDB3wQL2zeSwrIr/NWF8n6BQwGgN1dXYs2YRnzmTqulTsSNO2OGVBNd1mTNnDscccwyOI6/JeCfng1ifnBOVJ9X0Ol7XSibufMqwHyvnw0CmqwP/mTmgFGgr7HDGnAc8RYxPk6v8BKBSZdJQVYOaNGmzz2EvMMztSHHUpBpsrUYpwFGmLfRe+6FiAwdWS0XvLOpNKau/uZkzZ9LU1NTvtqamJurq6gYd5QaIRqNEo9EBtzuOU9IfQkFPbJMn1uFs4LlVEmMMGdcnkc5ishnMhx+QWbyEdHU19pZbULXFLGpmzpAEnNI/d8XYkvNBrE/OicqQSyzHvPJzHDeBO2tvqibvOKL9yPnwEeP7aM+DqdNRevx1zVXGQCKPUzcBR5VokiU2yuRzqFlbYB34qc3el+u68OijRA8+TN4jNsNQX7uyesc5+OCDmTt3br/b5syZw8EHHxxSRGK0KKWojthMrKlC1U6gMHkqZsIEcAv4H3xAcv7TNL30SthhCiGEEEXnu3lSz/+cSKYBu9BO+t07ww6pIphCDjDjMuEW5c/4PihQW8wOOxQxAqG+66RSKd544w3eeOMNoLsl2BtvvMHy5cuB7qnhp59+et/23/rWt6ivr+cHP/gB77//Ptdffz333nsvF154YRjhiyKIOxaT4g6WUrhKo2rrYNo0TDxOsGoVmY7OsEMUQgghiqrj1d8TbX8ZNzIT367BWfMU2Y7GsMMqf/k8ICO8okylU6jqWtT0mWFHIkYg1KT71VdfZb/99mO//fYD4KKLLmK//fbjsssuA2DNmjV9CTjAdtttxyOPPMKcOXPYZ599uOaaa7j55pulXViFidkWk+IRbK3I+wHGgIpXQTZHor4x7PCEEEKIoulY/A8iy/6Or6sxTi1eZBp2oY3UotvDDq3smXwOjAk7DCFGJpuBrbZGRQYumxWlL9Q13UcccQRmI29+t91226CPef3114sYlSgFUUszOR6hI+dS8AMiloZYDLdxGYXddyEyDta5CyGEGF8ybR9i3roOFeQIYtsAoLRFYNdir36KXOd/Epu4TchRlrFcFmRquShDxi2AbaNnbhV2KGKE5J1HlCzH0kyOO8RsTcEPMDXVkEqSWLYi7NCEEEKIUeXlU2Re/AWR3GoKsdn9kkM3Mg2n0Erq/XtCjLACZNIwDjrCiAqUSqImTISp08KORIyQJN2ipNlaMykWIW5buEZhLIvs0np83w87NCGEEGJUBL5Px8u/Idb1BoXoFijdPzFU2sLX1dgr/kUuuTKkKMubMaZ7eq49/lqFifJmjOmuR7DVtqhx2OquUkjSLUqepRU1URutIKipgfZ2kivXhB2WEEIIMSo6P7if6IrH8KwJYFcNuo0XnYZdaCW16O4xjq5C+B6mUJCRblF+8jmIxdAztwg7ErEZ5J1HlIWIVkQsTd7Y6CAgVV9P3ewt0LI2SwghRkWicyG5zFK0jqF0FG3F1vl/FK1jOM4kHGdC2KFWlHTTW6h3bwJ8gujUDW6ntI2v41gr/kV+z/8gWi0VjIclnwffg2gs7EiEGJ5UEjVjFkyYFHYkYjNI0i3KglKKascm5xUw1TUEa9eSbe+geuqUsEMTQoiy5/s5upb8HjvxAb6yMBhAg9KgLIyyQGmC2DRm7PMHIpHJYYdcEdxsO9mXryJWaKYQ326T23vRaUSyy0kuuovox6Vd6rAU8uB5UCVffUX5MEEAvo/aahuUknZ35UyGCUXZiNoaRyv8SBSVz0v7MCGEGCVdHS9gpRrwa3bAn7Abfu2u+LU74Vdvgx/fgiA6FePUYaeW0dX2dNjhVoTA9+l88ZfEEu9SiG0JQ1irqbSD0TH0sscppJvHIMoKks+D78uablFeshmoqkLNkKnl5U6SblE2tFJUORYBYGJx3GXLyaczYYclhBBlL9M8F2V8sLvbMSqtUdpCWVGUHUc5NRCZiFGafNNT3aMvYrN01T9CdM3TePZksIbeBtONTCNSWEviPVnbPRymkAMMSslXX1FG0inUzC1RVdVhRyI2k7zziLIScywspfCrqlDpFInG5WGHJIQQZS2dqUe1v4a/kfXEvYLYdFTifVKpd8cgssrlZtsJ3rkFhUsQHd5UfWVFCIiilz1KIdNapAgrUD4PyPRcUT6M74ECtcXssEMRo0CSblFWHK2J2RofBY5Dbmk9vueFHZYQQpStZPM8VKETM4R12sauQ3spki3zix9YBetceD3RTANudNaIHu9GpxPJryHxnvTtHiqTz4ExYYchxNClU6jqWtR0KZpYCSTpFmWnyrFQCoLqGujqJLFiVdghCSFEWfK9LF7zUxi7ekj9X5XWBE4dfsszeG5yDCKsPImVzxNZ8RieVQtWdET7UFYEQwTd+AhurnN0A6xU2QxYsp5blJFsFrbaBuVEwo5EjAJJukXZiViaiNZ4lgWBIb20nkDWFwohxLB1dTyHzqwgiM0Y8mOC2HSs7Fq62hcUMbLK5Ls58m/cgOUnCSKbns6/MW50Ok5+NYlFMto9JJm0JN2ibBi3ALaNnrVl2KGIUSJJtyg7qqegmjFgamoImppJt7SFHZYQQpSddNMcMAHKHnohL2VFAUNWppgPW+fbtxFLvEMhugXozfwKZkUBBxr/iZvrGpX4KpUxpmekW9qFiTKRSqImTIQp08KORIwSSbpFWYrZFrZW+JEIyi2QlPZhQggxLOn0YnTnmwSx4Y+4+rFpqM43yaSXFiGyypRufR+99D6MioBdNSr7dKPTieRW0PXefaOyv4rluRjXlZFuURaMMd195bfadkjLfkR5kKRblCVLd492+wZMVRXeiuXkkqmwwxJCiLKRaH4KXejCOMOrng2AMwldSNDVMm/0A6tAge+TXvgHnEILXnQUiyJZUcBCN/4DLy+fgRuUz4PvgS0j3aIM5HMQjcnU8gojSbcoWzHbQisI4lWoTIYuGe0WQogh8bwUXss8AqcWNYJpzkprArsKv3kevp8rQoSVpfOD+4m3voTrTINRHrlyozNwssvp+uD+Ud1vRSnkwfdlpFuUh1QSNWU61E0MOxIxiiTpFmXL0Yqo3TPaHYmQb2jAK7hhhyWEECWvs30BVmYVQXT6iPcRxGagMyvo6nhhFCOrPPn0Wsz7f8MQYCITRv8AVgyDhvqH8Arp0d9/Jcjnuke6ZU23KHEmCCDwUVttg1LSV76SSNItypZSiirbAgWmugaVSNC1fEXYYQkhREkzQUC2aQ4Yg7JjI96PsuMo45NplinmG5N49Tqi2eW40S2KdgwvMp1IZhmJD/+vaMcoZ6ZQAJAkRpS+bAbiVagZs8KORIwySbpFWYvaGkdrfK0xKDJLG6R9mBBCbEQ6/QG6822C2MhHuXv50SnQ/irZrFzwHExX41NE1zyJZ09EWUXstdtTfd4seRjflen+AxTyYUcgxNDk86gJE1FV1WFHIkaZJN2irOme0e7AADU10NJCam1z2GEJIUTJSjY/hXaTGGfiZu/LRKZgFTpJtD29+YFVGC+fwn3r/6GCLMFIitUNkxuZTiRTT+eHDxT9WOXG5HNgwo5CiCHwXKidGHYUoggk6RZlL+ZYWD3tw/BdkvUNYYckhBAlyXOTeC3zCZy6ERVQW5/SFsaKUWh6isCXmhrr6nzrJqKpD3Ajsza/J/dQ9LYhW/Igvisju/1k0lJETZQJg6quCTsIUQSSdIuyZ2tF3LbwA4OpqsZfuYpsZ1fYYQkhRMnpbH8aK7dmVKaW9/Jj07FSDSQSr47aPstduukt7IaHMCreN/V7LLiR6UTSS+la/OCYHbMsZCXpFqXPmJ7pGPGqcAMRRSFJt6gIcdtCKTCxOCqXJdGwLOyQhBCipPQVUEOhrOio7Vc5NSg/T0p6dgMQ+B7ZhX/AdtvxojPG9uB2FRAQLP07vlsY22OXKGMMZDJSuVyUvsAHbaEk6a5IknSLihCxFFFL4wEmGqXQ0ICbly8cQgjRK5V6F925aLPahG2IH50ErS+Sz0tNjc737iTasRA3MmNsppWvx4tMJ5pcTLLhX2N+7JLkFjCeB7Yk3aLEuS44jox0VyhJukVFUEpR5dgYA1TXQDJJYplU0xVCiF7JlqfQXgrjjH6vaBOZhs630zXOC6rlEsvh/TsBhXFqQ4nB2NVAgF//UCjHLzmFfE+PbpleLkqc54LtQGzslqSIsSNJt6gYMVvjaIWnNGhNZulSAt8POywhhAid63YStDyDH5kwKgXU1qcsG5RFvmkuJhif77uB75N89X+J5FZTiBWvJ/dQuJFpRJOLQ42hZOTz4PsyvVyUPtdFVdeg5AJRRZKkW1QMrRRVjkVgDKa2FlrbSK5ZG3ZYQggRuq62p9HZJkwRppb38mPT0cklJBNvFu0YpSzR+ATRpmfxnMkoHXKCZ9cA3Rc/At8LN5awyUi3KBeeC7WjPxNJlAZJukVFidkWllIEtgOBT2qptA8TQoxvJgjIrn0ClEZZkeIdyK5Fe2lSrc8U7xglys114r99E8oUCKLF78k9FJ4zBYDksrkhRxIuk+9un6aUCjkSITbBGFSNtAurVJJ0i4riWJqYrfECg6muJli9hnRbR9hhCSFEaJLJN9GJD/BHsU3YYJTW+JEJBK3P4rrjq21j58IbiKaX4EbDnVa+rt415e7iB8f3UquC9CwXpU/ahVU+SbpFxYk7Foru9mHksyQbGsMOSQghQpNsmYv20mDXFf1YJjodnW2iq238jHYnVr9EZPkj+FYtjGIrttESTbxHYtmcsMMIjclnwYQdhRCbEASgtbQLq2CSdIuKE7U0EUvjGYOJxSk0LqOQyYYdlhBCjLlCoQ3TsoAgMqkoBdTWp6wIKEW2eS4mCIp+vLD5bp7C69dj+Qn8yLSwwxmUxsP94L7xO9qdSct6blH6eiuXS9JdsSTpFhVH9RRU620fptIpupYtDzssIYQYc12t87FyLQTRsUsIg+h0dNci0ukPxuyYYel85y9Eu96mEJ0ZSk/uofDsyUQ73iG5fH7YoYQjk5Ee3aL0SY/uileanxBCbKaYbWFrha8UxrLILa3HH69X+YUQ45IJfHJNczDKRlnO2B3XmYB2kyRb54/ZMcOQaV+CXnIvBrunWnhpCuwatMnhvn/3uBvtNiaAbEbahYnS57moquru9ouiIknSLSqSpRVx28IPDKq2Fjo6SK5cHXZYQggxZhKJhejEhwSxGWN6XKU1gVOL1/w0npce02OPlcD3Sb32e5xCM25sVtjhbJzWuM4UIp1vkVr5bNjRjK1CASPtwkQ5cKVdWKWTpFtUrLhjoRUElg0mILWknmAcrDEUQgiAVPNctJ/DhDAKG0SnY2VX09X+3Jgfeyx0LX6IeMuLuM5UlC79hM7YdaggR/69cTbaXciD58tItyh9QYCqqQ07ClFEknSLiuVoRdSyetqH1WCa1pJpaw87LCGEKLp8vhnT+jx+dGwKqK1P2TEwPtmWeWN+7GIrpJsx790G+JjIxJCjGSKt8ZzJRDveILXqhbCjGTv5PPge2KV/YUQIWc9d2STpFhWrt6AaANEYFAok6xtDjUkIIcZCV+s8dL4NE2JF7SA6FdXxBulMfWgxFEPXwuuJZBoplFBP7qEw9gR0kCH3wd1hhzJmTCHf04pJkm5RukzgS7uwcUCSblHRorbGsVR3+7B4HHf5cvKpylxjKIQQAIHvkm+ag1FOqEV5TGQyutBJsuXp0GIYbYnlC4iuegLPntDdHq2c9Kztjra+RmLli2FHMzbyeaD7IrwQJcuVdmHjgSTdoqJppaiyLQIDVFWjMhm6GpaFHZYQQhRNMvk6VnIpQXxsC6itT2mLwKrCbZlH4BdCjWU0eIU07pvXo/00gTMl7HBGxNgTsII0+ffvCjuUsVHIAybsKITYOM/rbhcWk6S7kknSLSpezLGwlCJQCmybfEMjvueFHZYQQhRFuuVplJ9HOeEX5Qni07FSy+nqfCnsUDZb51u3EE0uohCdVbI9uTdJ6+6+3a2vkFz9StjRFJ3J5cIOQYhNc11ULI5yxq61oxh7ZfqpIcTQ2VoTd3R3QbWaWujsoGv5yrDDEkKI4mh7BT86OewoAFB2NSookCnznt3plnew6x/AVzGwy3s0KnAmov0UuffuCTuU4sumpXK5KH2eC3XSLqzSSdItxoW4baEUmJ4KphlpHyaEqFBWoQMTDa+A2vr86GRM60vkcmvCDmVEAt8n89ofsN02/OjMsMPZfFrj2ROJtLxAau3CsKMprkxaenSL0uf7IO3CKp4k3WJciFiaqNU72l2DaWkm3dwadlhCCDFqetdNGytWUr2jTXQaVr6dRFt5FlTreP8eYu2v4kaml++08vUEzmQsP0l2UeVWMjdBALmsjHSL0qcUKl4ddhSiyCrj00OITehtH2YMEImC65Ksbwg7LCGEGDWJrtcA8EtolBt6CqrpCPmmud2tccpILrkS9f7tGMA4dWGHM3p6R7ubnyfd/E7Y0RSHW8B4nox0i5JmemZdSruwyidJtxg3YraFoxW+AVNVhbdiBblEKuywhBBiVGRa5gOgnNIbMTHxGVjJpSQS5TWdOfHqH4nkVuKWWU/uoege7U6QWXRH2KEURz4Pvge2jHSLEua53ZXL4/GwIxFFJkm3GDe0UsQdC98YVFU1KpulS0a7hRAVIJtdAe2vhR3Ghjm1KD9HqufCQDnorP8XsbXz8exJKKsCqwprjW9NINK0gHTrorCjGX2FXPdaWRnpFqVMenSPG5J0i3ElbltopfABE4mQb2zEy5d//1ghxPjW1fwkltsZdhgbFUQmYlqfo1BoDzuUTXJzXXhv34QyOQJnUtjhFI0fmYLldZF5t/L6dpt8HgIfSqi+gRADeC4qFgMnEnYkosgk6Rbjiq0VMbu7oBo1tahEgq4V0j5MCFG+fD+H2zKPwCrtkZIgOg0r10JXGRRU63rzJmLpxd3TyiukeNqgtMaz6nCaniHT9mHY0YyuQh5QKKXCjkSIDXNdqJ0g5+k4UMGfJEIM1FtQTSnAsjBKkVm6VNqHCSHKVlfHC1ipRkxsetihbJSyHIyyyTc91Vc8qBSl1i7EXvYwga4GKxZ2OEUXRKZgFzpIv1tha7vzecCEHYUQG+f7UFtBRRrFBknSLcadqKVxtMYLAqipgZZWkmuawg5LCCFGJNM8F2V8sEu/EI8fm4ZKvE8q9W7YoQzKd/NkF/4B2+3Ei5T2RYxRoy18uxZn7dNkO+rDjmbUmFwWkNFDUeKUVC4fLyTpFuOOUopqxyIwoCJR8H1SS6WgmhCi/KQz9aj21/CjU8MOZWjsOrSXIlmiBdU6F91BrPNNCtGZlT2tfD1eZCqW206qkka7s2kpoiZKmjEBoCTpHifGzyeKEOuI2Ra2VnjGYKqq8FevItvZFXZYQggxLInmp9CFTkxkctihDInSmsCpI2h5Bs9Nhh1OP9mORtTiewAL7JqwwxlTSlsYqwZnzVNkOxrDDmd0ZNJgSbswUcLcnpZ2knSPC5J0i3HJ0oq4beEHBhWvQuVydNU3hh2WEEIMme9l8ZvnEdjVqDKq0BzEpqOza+hqXxB2KH0C3yf12u+I5NdQiFVeT+6hcCPTsAvtpCqgb7cJfEwuB3b5/F2IcaivR7ck3eOBJN1i3Io7FlpBAJhojEJDI24uF3ZYQggxJF0dz6EzKwhiM8IOZViUFQUg21I6BdW66h8h2vw8rjOlrC5gjCalLQJdhb36KXKJ5WGHs3kKBfA9GekWpc1zUdEYRKJhRyLGgCTdYtxytCJqWT3tw2pQqSRdy1aEHZYQQgxJumkOmABVBgXU1ufHpqE63yaTXRp2KLjZdoJ3bkHhYiKV25N7KNzoNJxCC6lFd4cdyubJ57qrQsuablHKXBdq6qRd2DghSbcYt3rbhwHdBXO0JruknsD3ww1MCCE2IZ1ejO58kyBWJgXU1udMQhcSJVFQrfO164hmGrp7co9zStv4uhprxRPkk6vDDmfkCnnwZKRblDhP2oWNJ5J0i3EtamtsS+EFBlNbC+1tJFetDTssIYTYqO4Cal0YpzwKqK1PaU1gV+E1z8f3sqHFkVj5PJGVj+NZtWDJFE8ALzoVp9BCYtFdYYcyYiafBxOMqwr0ogwpUFXVYUchxoi8G4lxTStFlW0RGINyIhAEJOvrCUpknaEQQqzP81J4LfMInFpUGScVQWwGOrOCro4XQjm+7+bIv3Edlp8iiJTpjIEiUNoh0DHsFY+TT5fpRehCHlAybVeULGNM93+kiNq4Ub6f1kKMkrhjYSmFbwymuppgzRqyHZ1hhyWEEIPqbF+AlVlFEJ0ediibRdlxlPHJhDTFvOOtW4glFlGIzpIR0fW4kenY+WaSi+4JO5SRyecBE3YUQmyY190uTHp0jx/yKSPGPVtrYrbGCwwqFkfl8iSlfZgQogSZICDbNAeMQdmxsMPZbH50CrS/SjY7tkUs063vY9X/H0ZFwJYvvetTloPRUfSyxyhkWsMOZ9hMLgvIKLcoYZ4LtrQLG08k6RYCqHIslIJAgYnHKSxbTiET3jpDIYQYTDr9AbrzbYJYeY9y9zKRKViFThJtT4/ZMQPfJ/3a/+IUWvCiM8fsuOXGjUwnUlhbnmu7s2mpXC5Km+uiIhGISi2J8UKSbiGAiKWJWN2j3VRXo9JJuhrLvE+pEKLiJFvmod0kxpkYdiijQmkLY8UoNM0l8N0xOWbnB/cTb3sZ15kG47Qn91AoK0JABL3sMdxse9jhDE8mA7ZULhclzHOhtg6lJBUbL+Q3LQTd7cOqHQtjAK0xlk2uvh7f88IOTQghAPDcJF7zPAKnrqwLqK3Pj03HSjWSSLxa9GPl02sx7/8NQ4CJTCj68cqdF51OJL+axHv3hh3KkBnfx+Rz0i5MlDbPhRp5DxpPKudTW4jNFLUtbK3wA4OqrcN0dJBYuSbssIQQAoDO9qexcmsqZmp5L+XUoPw8qZZ5RT9W4tXriGaXS0/uobIiGBxU4z9wc51hRzM0hTz4nkwvFyVOoaqlXdh4Ikm3ED0spahyLHxjuitKmoD00qXSPkwIEbq+AmpoVAX2k/ajk6D1RfL55qIdo6vxKSKrn8SzJ6KsSNGOU2nc6HSc3KryGe0u5LsrQ8tItyhR3e3CjBRRG2ck6RZiHXHbQit62ofVYJqayLSW2Vo2IUTFSaXeRXcuIohOCzuUojCRaVj5NrqKVFDNy6dw3/p/aJMlcCYX5RgVy4oCNqrxn7i5rrCj2bR8HnwfbBnpFiXK774oJO3CxhdJuoVYh60VMdvqbh8WjUGhQLK+IeywhBDjXKplHtpLYZzKXAOoLBujbPJNczGBP+r773zrJmKpD3ClJ/eIuNEZONkVJD74v7BD2SRTyEMQgBSoEqXKlXZh45G8IwmxDtUzxVwpMEph4lW4y1eQT6XDDk0IMU65bid+y9P4kQkVVUBtfX5sOjq5mGTyrVHdb7rpLeyGBwlUHKz4qO573LCiGCyofxgvnwo7mo3L50AplJI+3aJEeb3twmJhRyLGUOV+egsxQlFL42iNFwSoqipUJk1XfWPYYQkhxqmutqfR2SaIzgg7lOKya9FehmTL/FHbZeB7ZBf+AdvtwKv016/IvOh0ItllJD4s8dHuQp7uViRClCjXhZrair6IKgaS37YQ6+kd7Q562ofhOOQaGvEKY9NDVgghepkgILf2SVAWWE7Y4RSV0ho/MgHTugDX7RyVfXa+dyfRjoW4kRkyrXxzWTEMCrP0IbxC6c7+MtksaBnlFiXM86C2LuwoxBiTTyAhBhGzLSyt8IzB1NaiujpJrFgZdlhCiHEmmXwTlXgPP1aZBdTWZ6LT0dkmutqe3ex95RLL4f07AYVxajc/OIEXmUEk00DXhw+GHcqGZdJSuVyUOIOqqgk7CDHGJOkWYhC2VlTZVnfPbtvGAOmlDdI+TAgxppItc9FeGuzxMSqirAgoRbZ5LmYz3m8D3yf56v8Sya2iEJOe3KPGjgMKs/Tv+G4u7GgGl5WkW5QuYwwYpIjaOCRJtxAbEHO624cFgYGaGmhpJtXUEnZYQohxolBow7Q8RxCZNK7W/gXR6eiuRaTTH4x4H4nGJ4g2PYsbmYrSkoCNJjcynWi6viRHu43vYfJ5sKRdmChRvg+WJe3CxqHx8ykuxDBFtCJi9bQPi0TBc0k1NIYdlhBinOhqnY+Va67Y3twbYpwJaDdJsnX+iB7v5jrx374JZQqYyKTRDU6AXQUYgqV/x3fzYUfTXz7f3QPZlgstokR5LjjSLmw8kqRbiA1QSlHtdF8t724fVo2/YgW5rkTIkQkhKp0JfHJNczDKRlV4AbX1Ka0JnFq85vl43vALdnUuvIFIeiluVKaVF4sbmUE0tYTE0n+EHUp/hXzfSKIQJcl1UU4E4tK+cLyRpFuIjYjaGlur7tHuqirIZulqWBZ2WEKICpdILEQnPiSIjc82V0F0OlZ2NV3tzw3rcYnVLxFZ/giBVQNWtEjRid7Rbn/x/xH4XtjRfCTfm3TLSLcoUZ4L1TUoLReGxhtJuoXYCN3XPsyAUphIlHxDA16+EHZoQogKlmqei/ZzGHt8VrhVdgxMQLZl3pAf47t5Cq9fj/aT+JHxNSU/DG5kKtHkh3QtKZ3RblPIgQnGVQ0EUWY8F2onhB2FCIG8KwmxCTHHwlIK33QXVFOJBF3LpH2YEKI48vlmTOvz+NHxVUBtfUF0GqrjDdKZ+iFt3/nOX4h2vYUXnSk9uceCXQP4eIvvL53R7nwekB7dooQZg6oenxdTxzv5VBJiExytidm6e4q5bYHWZOqXSvswIURRdLXOQ+fbMOOsgNr6TGQSqtBJsmX+JrfNtC9BL7kXg4Oxq4sfnAC6K5nHEh/QVf9Y2KF0cwtgTNhRCDEo03tuynrucUmSbiGGoMqxUAoCA6a2BlpbSa5ZG3ZYQogKE/gu+aY5GOWM+1ZXSlsYqwq3ZR6Bv+ElPYHvk3rt9ziFZtzYrDGMUHSPdnv4H95P4PthR4MpFGSgW5SuwAdtoeJyYXA8kqRbiCGIWJqI1nhB0N0+zPdJLW0MOywhRIVJJF7FSi4liI/PAmrrC+LTsVIr6Op8cYPbdC1+iHjLi7jOVClOFALPmUa0axGJxifCDgXyOZBzQJQqt6ednbQLG5dCT7qvu+46tt12W2KxGAcddBAvv/zyRrf/3e9+xy677EI8Hmf27NlceOGF5HK5MYpWjFeqp6CaMd0z10xVNcHqVWQ6OsMOTQhRQVLNc1F+HuXUhh1KSVB2NSookN7AFPNCuhnz3m2Aj4lMHMPIRC/j1AIF3PfvCX+0W5JuUcr6enTL9PLxKNSk+5577uGiiy7i8ssvZ+HCheyzzz4cd9xxNDc3D7r9nXfeycUXX8zll1/Oe++9x5///GfuueceLr300jGOXIxHMdvC1go/MKh4HHI5EvWNYYclhKgQuexqaH0RPzo57FBKih+dDG0vd78+6+laeD2RTCMF6ckdqt7R7uTyoVebL4p8HqzQx5OEGJzroqpqUNLSblwK9Z3pt7/9LWeffTZnnnkmu+++O3/605+oqqrilltuGXT7559/nkMOOYTTTjuNbbfdlmOPPZZTTz11k6PjQowGS3ePdvu97cOiMdzGZbgy00IIMQq62uZj5dvHfQG19ZnoNKx8O11t8/vdnlj2NNFVT+DZE1BWJJzgBADGqUObPIX37w5ttNuYAAp5GekWpctzoU7ahY1XoSXdhUKB1157jaOPPvqjYLTm6KOP5oUXXhj0MZ/85Cd57bXX+pLs+vp6Hn30UU488cQxiVmImG2hFX3tw0gl6WpcHnZYQogyF/gFCk1zMFZM1iWvR2mLQEcoND+FCboTOq+QpvDWn9B+msCZEnKEAsB1phDtfJvkiqfDCcDzML4v7eJE6TKBtAsbx0Kb39Da2orv+8yY0b9YzIwZM3j//fcHfcxpp51Ga2srn/rUpzDG4Hke3/rWtzY6vTyfz5PP5/t+TiQSALiui+u6o/BMisPzunteesagpP1FyVAKbEuTc30itsZYFqklS6nZdmssq7hflHvP11I+b8XYkfOhsnS2vwiJVRRiW6KCkX00+z2P80f4+JIW3RKdWEl72yvUTTyAtjduIZqsJxPdBnQ07OhKktfzFc8bq6969hRwU+Te+z9iMz+JLvJn4vpMNosf+GA78r1pA7ye18WT1ycUBtCRKLpEPrfle8ToGOrrp4wJ5y9v9erVbLnlljz//PMcfPDBfbf/4Ac/4Omnn+all14a8Jj58+fzla98hZ///OccdNBBLFmyhAsuuICzzz6bH//4x4Me5yc/+QlXXHHFgNvvvPNOqqqkeqAQQgghhBBCiOHLZDKcdtppdHV1UVdXt8HtQku6C4UCVVVV3H///Xzuc5/ru/2MM86gs7OThx56aMBjDj30UD7xiU9w9dVX9912++23881vfpNUKoUeZErRYCPds2fPprW1daMvTNgKySRPPvsshzkOjlQ5LCmBMbRlCnhBgGNpTGsrevbWzDzkoEHPwdHiui5z5szhmGOOwXGcoh1HlAc5HypHLreK9tcvAG1DbOTruf3A5u01x7DXrDlY2hvFCEuDyqzBaIdIVx3xzrcpxLeR9bsb4WHzivoSHzf3YjNG50MQEMk2kpnyCaYccfWYjnab9lb8BXOhbiLKrsDZHqPAM4a5yQJH1UawlTQ0H0smn4dcBuvwY1E1pZF/yPeI0ZFIJJg6deomk+7Q3pUikQgHHHAAc+fO7Uu6gyBg7ty5nH/++YM+JpPJDEhqeqf0bujaQTQaJRodOPXMcZySPsGCng8MWyl5Yyw1SlEbsenMuVgoTHUNNK3FS6apnlr8qsOlfu6KsSXnQ/lrWz2PiNeCV7cLahSSZUt7FZl0m/hE4i2LiHUFeJFJ2DoAgrDDKnk2HjZjNH1Ug3FqqOl4lXzrQuq2+uTYHJfu74Ha98G2UPK9aaNspXDkNRpTxnfBdrBq61B2aX1my/eIzTPU1y7UahMXXXQRN910E3/5y1947733OOecc0in05x55pkAnH766VxyySV9259yyinccMMN3H333TQ0NDBnzhx+/OMfc8oppxR9Pa0Q64rZFpZW3WvuYzFUPk+iviHssIQQZcb3c7gt8wisuBRQ2wTlu0RTBTRpjC3FiEqVsSeggzS59+4a2+N6LhiDUlJITZQg10XFq0ou4RZjJ9T5N1/+8pdpaWnhsssuY+3atey77748/vjjfcXVli9f3m9k+0c/+hFKKX70ox+xatUqpk2bximnnMIvfvGLsJ6CGKdsrYjbFqmCh21rTCyOu3w5hT12I1IttQKEEEPT1fECVqqRoGp22KGUvFjTUnCnUYhmIMiAJYl3SdIaz55MrO1VEqtfom6Lg8bmuK4LMngrSpXnSbuwcS70RS/nn3/+BqeTz58/v9/Ptm1z+eWXc/nll49BZEJsXNy2yLgegTHo6mpoa6WrcTnT9tg17NCEEGUi0zwXy/hgS+2OjbE61xLJgKk+iUC9jOUuJkCS7lIVOBOxs/VkF90FY5V0ey6SdYuSFfhQXRt2FCJEMgdHiBGKWIqIpfECA5bGODa5+np8r/LWUgohRl86U49qfw0/OjXsUEqacV3i7avwzV44tXujo/uiMBgj77UlS2s8exKR1ldIrnl1bI7pFkBaYYkSpqRr0rgmSbcQI6SUosqxMabnc76mDjo7SaxYFXZoQogykGh+Cl3oxESKX4CxnMVbl6IKk7GnHI+2LCLOHvh6IjroDDs0sRGBMwnLT5J77+4xOZ4p5EGKg4kSZIIAlELFJekezyTpFmIzxGyNoxVeYFCODYEhvbSBIJCKukKIDfO9LH7zPAK7WgqobYROtxNJ5SB6GE7PjADLqsE4e6KDJBh5ry1ZWuPZE4k0v0C66a3iHy+fgyK27RRixLzuyuVI0j2uybuTEJtBK0WVYxEYAwZMTQ1BUxPplrawQxNClLCujufQmRUEsRlhh1KyjO8Tb2nA+DviTDyk331OdC+MioLJhhSdGIrAmYzlJ8gsur34B8vnQTrZiFLkuuBI0j3eSdItxGaK2RaWUvjGoKJRlFsg2dAYdlhCiBKWbpoDJkBJAbUNirQvQ+dqUBNPRFv967469nb49lbooCOk6MSQ9I52Nz1PuuWd4h4rnwOZNSJKkeeiovHu0W4xbknSLcRmcixNzO4pqKYVpqoKb/lycslU2KEJIUpQOr0Y3fkmQUwKqG2IyqWIdXVirIOIVG098H5toaP7Ah7G+GMenxi6wJmC5XWRWVS8vt0mCDCFgkwvF6XJdaGuDiU1B8Y1eXcSYhTEHQtFd0E1VVWNymToalgWdlhCiBLUXUCtC+NIAbXBmCAg3rwE426FM+WoDW7nRPYk0BNQQdcYRieGTWt8eyLO2mdJt75fnGN4LgSBTC8Xpcn3u4vtinFNkm4hRkHU0kQsjRsE3aPdkQj5+nq8ght2aEKIEuJ5KbyWeQROLUpG5QbldK7Bzjro2uOwNjL93rYmYpxd0SYxhtGJkfAjU7C9TjKL7izOATy3uw+y/E2JEqWqqsMOQYRM3p2EGAWqp6CaMYABampRXQkSK1aGHZoQooR0ti/AyqwiiE4PO5TS5OaJdazFZx8idXtscnM7sjdgS0G1Uqc1nlWLs/ZpMu1LRn//rts9mihrukWJ6W4XBiom9TvGO0m6hRglMdvC1grPGJRtYZQivbRe2ocJIYDuL1/ZpjlgDMqOhR1OSYo2L0a503AmHzek7SPOTvjWLLQvBdVKXRCZil3oIP1uEUa73d7p5fK1VpQYz5N2YQKQpFuIUWNpRZVt4QemZ7S7BlpaSDW1hB2aEKIEpNMfoDvfJojJKPdgdKKFaMrHxI7Ejk4a0mOUtrsLqpm89OwuddrCt2tw1jxFtqNxdPfdN71cRrpFifGkXZjoJkm3EKMo5lhoRXf7sFgUPJfU0oawwxJClIBk81NoN4lxJoYdSskxvkdV23J8swuRCQcO67FOZA+MroVA1naXOi8yDcttJzXKfbuN210/RapDi5LjuqhoDCLRsCMRIZOkW4hR5GhF1OoZ7QZMVTXeypVkO6W6rhDjmecm8VrmEzh1UkBtENHWBnR+Avakk9DDrEBt29MJnJ3QprM4wYlRo7SFsWqwVz9FrnMUO3y4BUASblGCPBdqpV2YkKRbiFHVW1ANetqHxatQuSwJaR8mxLjW2f40Vm6NTC0fhMomiCaSBM4nceKzRrQPK7o3YIEpjG5wYtS5kWk4hVZS798zejv1PLrXdQlRYnwPaieEHYUoAZJ0CzHKorbGsRReb/uwaJRCQwNuXr4MCjEe9RVQQ6EsmWK4ru6e3Esx/rZEJh854v1EnF0JrKkov30UoxPFoLSFr6uxV/yLXHJ0OnwYVz5fRelSsp5bIEm3EKNOq+6CakFv+7DqGkgmSSxbEXZoQogQpFLvojsXSZuwQTgdK7GzUXTt8WjLGfF+tI5CZF8UWSmoVga86DTsQiupRXePzg4LBZDpu6LEGNM9+0KSbgGSdAtRFDHHwlIftQ9DazJL6wl8P+zQhBBjLNnyFNpLYRyZYthPIUu8s4VAH0CkdufN3p0d3QOjqiFIjUJwopiUtvF1HGvFv8gnV2/+DnNZqVwuSo/nSrsw0UeSbiGKwNaauLNOQbXaWmhrJblmbciRCSHGkut2ErQ8gx+ZIAXU1hNvXgLuLJwpQ+vJvSmO3oLA3k4KqpUJLzoNO99M8r1RWNtdyIH8fYlS40rSLT4i71BCFEnc1igFgTGoSAR8X9qHCTHOdLU9jc42YWRqeT9W11qctIGqo7CcmlHZp9K6p6AaGOOOyj5F8SjtYHQMvfxxCunmzdtZPi8j3aL0eC4qGoVoLOxIRAmQpFuIIolYmqil8XpHu6urCVavIdPeEXJkQoixYIKA7NonQGmUFQk7nJJhfJd420oCswdO7b6jum8nsjuBnoT25X22HLiR6UQKa0m8N/K13Sbwu/t0D7PVnBBF57pQI+3CRDdJuoUokt72Ycb0tA+LxSGfI1HfGHZoQogxkEy+iU58gC9twvqJNS9FFaZgTT5x2D25N8XS1ZjI3iiTloJqZUBZDgFR9LJHKWRaR7YT14XAl+nlovT4HtTVhR2FKBHyDiVEEcVsC0er7tFurSAao7BsGYVsNuzQhBBFlmyZi/bSYMuXrl4q3UEklcVEDsWJTSvKMZzInqBiYDJF2b8YXW50OpH8GhIjXdvtueAHMr1clCQVrw47BFEiJOkWooi0UsQdi8AYMGBqalCpFF2Ny8MOTQhRRIVCG6ZlAUFkkhRQ62GCgKqWBoy/A5FJhxTtOI69Db49Gx3IFPNyoKwIARF04yO4uc7h76B3pNuSvzNROnrbhUkRNdFL3qGEKLK4baGVwjcGZWmMZZGrb8CX9mFCVKyu1vlYuRaCaHFGc8tRpH0ZOleFnnjiZvXk3pTugmr7AT7GeEU7jhg9XnQGTn41iUUjGO32XAhkpFuUGM8Dy5Ye3aKPJN1CFJmtFTFb97UPU7W10NZOcuUo9CYVQpQcE/jkmuZglI0qYnJZVnJpYp3tGH0gkapti344O7I7gZ6IDrqKfiwxCqwI4EDjP3Fzw/yduS74sqZblBjPBUfahYmPyDuUEEXWW1AN1V1QDccBE5Ba2kAQSKEfISpNIrEQnfiQIDYj7FBKggkC4i1LwdsKZ+rRY3JM25qAcfZAmcSYHE9sPjc6nUhuBV3v3TesxxnXBYVUiBalxXNRTgRi0i5MdJOkW4gxELU0jta4PUm2qanBrF1Dpq095MiEEKMt1TwX7ecw9uj0ny53dmItTkZD9TFY9tiN+tjRvYAIRgqqlQcrCljoxn/g5VNDf5wnPdlFCXJdqKlFKUm1RDc5E4QYA0opqnvah2FARWNQKJBsaAw7NCHEKMrnmzGtz+NHpYAagHHzxNvXELAP0Ql7j+mxI/b2+PYWWNKzu2y40Zk42eV0fXD/MB4kSbcoQZ4LtRPCjkKUEPlGIMQYidkWtlZ4prt9mInHcZctJ5+WURghKkVX6zysfCtGCqgBEG9ZiipMxZp87JgfW2kbHdkPRQFjpHBlWbCiGDQsfQivkB7SQ4xbAFPkuIQYNoWqltlO4iOSdAsxRiytiNtWd0E1A6qqGpVO01XfGHZoQohREPgu+aY5BCqC0nbY4YROp9qIpAoQOwInOiWUGOzoHgSqDhXI2u5y4UWnE8kuI/Hh/w3tAfm8FFETJcX0TmuUImpiHfIuJcQYijsWWtHdt9vS4DjkGxrxPWlrI0S5SyRexUouJYhLATXje8RbGwmCXXAmHBRaHI41hSCyK9pIFfOyYcUxgFnyML6b2/T2hZwk3aK0+L60CxMDyLuUEGPI0YqoZeH1tA8zNbXQ2UHX8pUhRyaE2Fyp5rkoP49yasMOJXTRtkZ0rg496Xi0Fe6ovx3ZC7DA5EONQwydF5lBJFNP54cPbHrjfB4s6dEtSojngm1DPB52JKKESNItxBjqbR9m6G4fppzuL6MZaR8mRFnL5dZA64v40clhhxI6lUsS7Upg7E8Qic8OOxwcZ2d8awbKl24RZcPuSVaWPIjvbuJiSV5GukWJcXvbhUnSLT4i71JCjLGorXEs9dFod3UNQXMz6ebWkCMTQoxUdwG19nFfQM0EAfGmJRhva5zJR4YdDgBaR9DRfdDkwMjFzXLhRqYTSS+la/GDG9zG+D7Gc0HLSLcoIZ4LNTUoOS/FOiTpFmKMaaWosq3udd0GVDSKcgsk6xvCDk0IMQKB71JomoOxYuP+S5bTsQo7F0HXHodlx8IOp48d2ZNA1aCCZNihiKGyq4CAYMnfNzza7bngBzLSLUqL60LtxLCjECVG3qWECEHcsbCUwu9tH1ZVhbdiJblEKuzQhBDD1NX5IlayAT82zguoFXLEO5vx2Y9I3W5hR9OPY88icHZAm86wQxHD4EWmE00tJrH0kcE3cF0IfFnTLUqLMdIuTAwgSbcQIbC1JmbrvinmqqoalcnQJaPdQpSddPNcVFBAOdVhhxKqWMticGfgTD0+7FAGZUX3xqAwphB2KGKIjF0NBASL7yfwB+ny4RYgCGR6uSgZ3e3CkCJqYgBJuoUISZVjoXrbh2mFiUbINzbiFdywQxNCDFE2uwLaXsaPTQ07lFDpRDORdADxo7CdurDDGVTE2Z3Amor2O8IORQyDG5lGJPkhXUv+OfBOz+1uzyTTy0Wp6Jl5Ie3CxPrkXUqIkEQsTdT6aLSbmlpUIkHX8hXhBiaEGLKu5qewCh2YyJSwQwmN8T2qWlfgB7vj1O0fdjgbpHUMnL3RZKSgWjmxawAPb/H/DRztdt3u36Uk3aJUuC7YDkjSLdYj71JChKSvfZjpaR9mWxgUmaVLpX2YEGXA93O4LXMJrKpxXUAt2lKPLkzEnnwCusTX1trRPQlUFQTpsEMRw+A504gl3ifR8K9+txvPBRRKqXACE2J9nguOAzFJukV/knQLEaKobWFrhd872l1bg2lpJbmmKdzAhBCb1NXxAlaqEROfGXYooVGZLmLJNEHkUzix0n8dHGsrAntrtJEp5uXEOLWAi/fBvQS+/9EdrguYsMISYiDX667TU+IXIMXYk6RbiBBZPaPd/rrtwzyPlBRUE6LkZZrnokwA9vgsmGOCgKqWegJ/OyKTDgs7nCFRWqOj+6IwGDNIYS5RsjxnKpGuRSSWzfnoRldqoIgS47lQNyHsKEQJkqRbiJDFbQut6E68AVNdjb9qNdnOrpAjE0JsSDpTj2p/DT86ftdyR9qXY2Vj6AknoC0n7HCGLOLsga8noYPOsEMRw2CcOjQu7vsfjXYbtyAD3aK0mABVXRt2FKIESdItRMhsrYjZ1kftw+JVqFyWrobGcAMTQmxQsnkeutCJiUwOO5RwFDLEOtvw9ceJVO8QdjTDYlk1GGcPVJCUgmplxrOnEu18l+Tyed03FPJgyVdZUWKkiJoYhLxTCRGy3oJqSnUXVOtuHxaj0NCIm8uFHZ4QYj2+l8VrforArh63BdRiTUvA24LI1GPDDmVEnOheGBUDkw07FDEMgV2DNjnc9+/pHu3O5aRHtygZxvdBaWkXJgYlSbcQJSBqaRyt8XqrlldXQzJJYpm0DxOi1HR1PIfOrCCIzQg7lFBYnWuIZBRUHYNll+eXS8fejsDeEh1IQbWyojWuM4VI51ukVj4L+Zy0CxOlo7dyuSTdYhDyTiVECegd7Q4M3QXVbAulNZmlDf0rtQohQpdumgPGR43DAmrGdYm3r8Y3e+HU7hV2OCOmtIWO7gt4GCPvseXE2HWoIEd+0d2YvIx0ixIiPbrFRkjSLUSJiPe0D/N6C6rV1kJbG8nVa0OOTAjRK51ejO58kyA2LexQQhFvWYIqTMGeUvo9uTfFiexJoCegAilaWVa0xnMmE+14E7drpazpFqXDc7vbhdl22JGIEiTvVEKUCEsr4rbV3bPbgIpEIPBJSvswIUpGovkpdKEL44y/Amo63U4knYfooTgVULXdtiZinF3RJhF2KGKYjD0B7eXxO5bKSLcoHZ4LtdIuTAxOkm4hSkjc6W4fFqzTPsysXkO6TdYdChE2z0vjtcwjcGpR42wdqfF94i2NBP5OOBMPCTucUWNH9gZsKahWbrTGs6ZgZdsoZJrCjkaIbkGAqpF2YWJw4+tbgxAlztGKiLVO+7BYHPI5ktI+TIjQdbY/i5VZNS4LqEXal6Fz1eiJJ6Ctypk6GXF2wrdmoX25sFlujDUBZXz8jg/CDkWIj8h6brEBknQLUUKUUlQ73VPl+tqHxWIUGpdRyEr7MCHCYoKAbNMcMAZlRcMOZ0ypXIp4VwfG+gSRqq3DDmdUKW13F1QzeenZXWaUsTBEsbKrKCRXhR2OGOdMEIBS0i5MbJAk3UKUmKitsS3VN9pNdQ0qnZL2YUKEKJ3+AN35NkFsetihjCkTBMSblxJ4W+NM+XTY4RSFE9kDo2shkLXdZcUojI6gggJey7thRyPGO6lcLjZBkm4hSoxWiirb6l7XbUBZGmNZ5Bsbww5NiHEr2TIP7SYxzsSwQxlTTuca7KyNrjkWq0JbpNn2dAJnZ7SRKublRAUalCKwYliZlRRSa8IOSYxn0qNbbIIk3UKUoJhjYSmF31NQTdXWYTo7ww1KiHHKc5N4zfMInLrxVUDNzRPrWIPPvkTq9gg7mqKyonsDunuauSgPgQLAWHFUkMdreSfkgMS45rqoWBXKccKORJSocfTtQYjy4WhNzNYfTTF3bFTPesMgkHWHQoylzvansXJrxt3U8ljzYpQ7HWfK8WGHUnQRZxcCaypKCqqVDWVUd/ETpQh0DCu9AjfdHHZYYrzyXKitCzsKUcIk6RaiRFU5FkpBb95tqmsAyEr7MCHGTF8BNdS4KqCmEy1EUj4mdiR2pPL7zmodheh+KLJSUK1c+Krvv72j3W7LWyEGJMa1wAdpFyY2QpJuIUpUxNJELI3XM7KtIt1f+FPLlocZlhDjSir1Lrpz0bhqE2Z8j3jbcnyzC5EJB4YdzphxIntiVDUEqbBDEUPQvaa79weF0TGs1ArcTEuocYnxS1VVhx2CKGGSdAtRonrbhxnzUfswAHflSvKpdLjBCTFOpFrmob00xh4/0wajrQ1Y+QnYk05CW1bY4YwZW88ksLdHm86wQxFD4WuMMn0/BlYcFeRwm98OMSgxHpkgAKRdmNg4SbqFKGFRy8LWCj/46IuFymToalgWYlRCjA+u24nf8jR+ZPwUUFPZLqKJJIHzSZz4rLDDGVNKa6zoPgAY44YcjdgUFaiPRrqhZ213FJ1ehptpCy0uMQ5J5XIxBOPjW4QQZcrSiirH6q5i3pt32za5+ga8gnwpFKKYutqeRmebIDo+ppZ39+Sux/jbEZl8ZNjhhCIS2Z1AT0ZLQbXSZoBAwzoj3QDGqkL7OdwWGe0WY8jzpEe32CRJuoUocTHbQiv62oeZmhpUVyeJlatCjkyIymWCgNzaJ0FZYI2PFjBOxwrsbBRdexx6nDzn9Wkdh8heKNJSUK2UGdUz0t0/6e5e2x1FpxrxsnLhRIwR10VFY+BEwo5ElDBJuoUocY5WxGyrb4q5sm0MkFlSL+3DhCiSZPJNVOI9/PHSJqyQJd7ZSqAPIFK7c9jRhMqO7AXEwGTCDkVsSKDAKIwa5C6rCu1nKUglczFWPBfq6lBqkBNSiB6SdAtR4pTqnmLeb+1aTQ2mpZl0c2tocQlRyZItc9FeGuzx0QIm3rwE3Fk4U44LO5TQOfbW+PbW6EBGSkuVMqpnkNsMcqfC6Ag62YiX6xzjyMS45HtQM36KbYqRkaRbiDIQtTTOOoWcVCQKrkuyviHEqISoTIVCG6ZlAUFk0rgooGZ1rcVJG6g6CsupCTuc0HUXVNsX8DHGCzscMZhAAYNML++926pG+xkKsrZbjAUj7cLEplX+twkhKoBSirjT07qnp32YqarGW7GCXFci1NiEqDRdrfOxci0E0Wlhh1J0xneJt60kMHvi1O4bdjglw47sTqAnooOusEMRg1CB6v4s3NBsXqUwKoJONODl5XcoiseYoPv6jxRRE5sgSbcQZSJmdyfdXk9BNVVVhcpmpX2YEKPIBD65pjkYZaPGQTGxWPNSVGEK1uQTxlVP7k2xrQkYZw+USYYdihiM6V7TvTGBXY320xRa3hmjoMS4JJXLxRBJ0i1EmbB19xeMvp7dWmEiUfINDXj5QoiRCVE5EomF6MSHBPGZYYdSdCrdQSSVxUQOxYlV/qj+cNnRvYAIRgqqlRwV6O5R7o3l3b2j3V1L8fNy8UQUietK0i2GRJJuIcqMVhD0Jt41NahEkq5lK8MNSogKkWqei/Zz4FR2ATUTBFS1NGD8HYhMOiTscEpSxN4e356FJT27S0+gGLSI2vqb2VVoP0Ne1naLYvFcVDQKkWjYkYgSJ0m3EGUmYumPppjbFmhFpn6ptA8TYjPl882Y1ufxo5PCDqXoIu3L0Lkq9MQTx21P7k1R2kZH9kNRwBg/7HDEOvrWdG9yQ41RNjpRj19IFT0uMQ65LtRIuzCxaZJ0C1Fm4o6NMdCTd2NqaqC1leSateEGJkSZ62qdh863YSq9gFouTayzHaMPJFK1bdjRlDQ7ugeBqkMFUrCypARq41PL193UqkZ7KfKytlsUg+dDnbQLE5smSbcQZSZmaxyt8HqmmKtoFHyf1NLGcAMToowFvku+aQ5GOShthx1O0ZggIN6yBLytcKYeHXY4Jc+xphBEdkUbqYBdSpQ/jK+vWmOUhepagu/K+nwx2gwqLu3CxKZJ0i1EmdFKUeVYBMb0Ta8zVVX4q1eR6egMNTYhylUi8SpWcilBfEbYoRSVnViLk7FQ1cdi2VL4ZyjsyF6ABSYfdiiihwo0ZgM9ugcTWNVYfkrWdotRZYzpnnEhRdTEEEjSLUQZijkWllL4vWu741WoXI5EfWO4gQlRplLNc1F+HlXJBdTcPPH2NQTsQ2TCXmFHUzYcZ2d8awbKbw87FNHLVzCMpBttYbBQnUsI3Gzx4hLji+eBZUuPbjEkknQLUYYcrYnZum+KOVphojEKjctwc7lwgxOizOSyq6H1Rfzo5LBDKaruntxTsSYfG3YoZUXrCCq6L5ocGClYGToD9LYMG4bu0e4k+dZ3ixKWGIc8FxxpFyaGRpJuIcpU3LFQCnrzbmpqUKkkXY3LQ41LiHLT1TYfK99e0QXUdKqNSLqAiR2JE50Sdjhlx4nsSaBqUIH0ew6dUSgzzJFuAG0BFnR+SODJxWkxClwXFYlCLBZ2JKIMVG61mM3k+z6u64Z2/EKhgG3bFCyLQMu1kZJhDLYxWGHHAUQtTURrCkFAxNIoS2MsTXZpA/5OO2BZpRClEKUt8AsUmuZgWTGUrsy/GeN7xFsbCYLdiUw4KOxwypJjz6Tg7IhdeAufCWGHM74FCozC6GEm3YBvVWN5CfIt7xKfdUARghPjiufC5CkoJd/TxaYNO+lOJDbeNqOuzMvmG2NYu3YtnZ2d4cYRBMycOZO1Sknvv1ITBNTm80wtFIY7u21UqZ6Cavlc0D3dTgE1ddDeRnLVGiZuvVWI0QlRHro6X8JKNuDHZ4X691xM0bZGdK4ONel4tFyMGzErujem8DaYAqhI2OGMWypQKANmSI2616Mt8HX3aPe0PdC2jFCKzeC5UCsX4cTQDDvpnjhx4qBJoDEGpRS+749KYGHpTbinT59OVVVVaAlv4Puk0mmqlULJSHfJMMaQyedpaWkBYFqhEGo8MdvC1h6eMdhKoSIOJghI1TdQt9UWaDl3hNiodPNcrKCAciqz5YvKJoh2JTD2sUTjs8MOp6xFnN3IWVNRfgfGruwq9yXNKGAE08t7+FZN92h363vEZ+43urGJcUdVVeZnhxh9I5pefv/99zN58mSMMZx44oncfPPNbLnllqMd25jzfb8v4Z4yJdw1b4HvU3BdYpJ0l5x4NApAy9q1TC4UQp1qbmlFlW2RKHjYSnWPdlfXEKxZQ7a9k+qplV0YSojNkc2ugLaX8WNTww6lKEwQUNVcD/42ONOPCDucsqd1DJx90P4T+CYAmVIaChXo7sR7pGMi2sL4Cjo+IJi6B9qWWQti+ExP9xgpoiaGakRJ9yGHHML06dMBsCyL/fffn1133XVUAwtD7xruqir5AxIbVxWNgtZ4SmGZkV1tHy0xxyLlevjGYCmFisUglSTZ0ChJtxAb0dX8JFahA69u14qcWu50rMLOOVB7HJZMox0VdmxP/PwCCNJgVXB7uVIW9Py1bsYfbWBVY3ld5NsWEZ+x76iEJcYZX9qFieEZ9mXayZMns3LlSgA6OjrIZDKcfPLJvPnmmyMK4LrrrmPbbbclFotx0EEH8fLLL290+87OTs477zxmzZpFNBpl55135tFHHx3RsTdE1lCLTek7R0rgXHG0ImpZ+Ou2D4vFKSxbRiGdCTc4IUqU7+dwW+YRWFWVWUCtkCPe2UzAAURqy/+ieKlw9JYE9jZo0xF2KOOWMgo292K3trtXhHd8QOCHu0xMlCnXBduWkW4xZMNOug877DC+9rWv8ctf/pLPfvazHHDAAVx00UUcfvjh3HbbbcPa1z333MNFF13E5ZdfzsKFC9lnn3047rjjaG5uHnT7QqHAMcccQ2NjI/fffz8ffPABN910U0VMbRdipHoLqsFH30NUdTUqnaJr2YoQIxOidHV1vICVasTEZ4YdSlHEWhaDOxN7qvTkHk1Ka3R0XxQGY8LrcDKuBZsxtXzd3Vg1WG4n+bb3N39nYvzxPJQTgVg87EhEmRh20n399dez55578re//Y26ujruuOMOzj33XB5//HEuu+yyYe3rt7/9LWeffTZnnnkmu+++O3/605+oqqrilltuGXT7W265hfb2dh588EEOOeQQtt12Ww4//HD22Wef4T6NYXP9gKznj9k/1w+K/pxKwV4HHkhLaytdXV3ssu++JJPSA3UkorbGsRRe0HPeWBpj2+SWLsX3vHCDE6IEZZrnoowPduV9YbISLURSAcQ/je2Ud0eRUhRxdsfXk9BBV9ihjEsqGKUZZrp7haVpf5/Al89JMUyuCzU1UndJDNmw13TPnDmTO++8c8Dtn/jEJ1i4cOGQ91MoFHjttde45JJL+m7TWnP00UfzwgsvDPqYhx9+mIMPPpjzzjuPhx56iGnTpnHaaafxP//zP0XtSez6Ae+1JSmMYSLsaMWWjgFraB8uZ37rW3R2dfH3u+7qd/v8Z5/lqJNOom35ciZOnFiESDfP6aedxlY770wQBJz3zW9SWzv0NXItra3M3mUX2pYvJxKJMHn2bN595RW2nv1Rhd4bb72Vu++7j4VvvkkymSzZ12FzaaWosm06826/9mGms5PEytVM2nbrsEMUomSkM/Wo9tfwo5VZQC3Wvgrf7E60bv+wQ6lIllUDzp6o3NMYPVkKqo21YPReb9+qxnY7yLe9T3z6nqO2XzEOeC7UTgw7ClFGRlRIbUOmTh36F5jW1lZ832fGjP5tN2bMmMH77w8+1ae+vp6nnnqKr371qzz66KMsWbKEc889F9d1ufzyywd9TD6fJ5/P9/3c22fcdd2+wmm9XNfFGEMQBATBRwm26/vkvQCtFPYYfLZ6ARS8AN9W3WuOhrF2yay3be/PxpgB95WC/77gAr555pl4ntdXEX+oXnjpJfbZc0+qqqp46dVXmTxpErO32qrfPjKZDMcedRTHHnUUP7ziilF7HYzp7hDqGTNmhdS8nuN4GziebSsoQD4IsLUC2wJjSCxZStWsGdI+rML0vn+t/z4mNq1jzTzIZ/Bqt0IFlbOe2w+6P9KDwjSsSScQaE1Qgu/7FSGyD27+dYzxQJVmyyCv5yueN7pf9UKnAge0TTDClmH9WDYmKOB3LiY/eRe0VVmv1fo29T1CDJ3BoGNxgjL+DJbvEaNjqK/fsN9dLrrooo3e/9vf/na4uxyyIAiYPn06N954I5ZlccABB7Bq1SquvvrqDSbdV111FVdcccWA25944okBVcpt22bmzJmkUikK6/RfzvsG1y1090HWxS+c5Qem5w0xQsqYISXdrul+TDLoPxqf7XlsyhisIODOO+/kkksuYdmyZX3bnHjiibzwwgs888wz7LXXXjz33HNcdNFFrFixAtu2+fjHP86vf/1rdthhBwD23ntvzjnnHM455xwAfv7zn3PXXXfx2GOPsfXWWw/pGAsWLOCUU06hsbGRCRMm4ACnnX029957L7fffjsnnXTSJp/z/Bdf5GMHHUQyCHjq+ef5+IEHDnj+X//WtwBYsGBBv9dhcxWCgFwQ8GIqhTfG07efHsoU/N6nOKEG0gl4/PGixiTCM2fOnLBDKENTgYsgFXYcxfFC9TegABQSYYdSwSaDs/HvQ6XiFfWlsEMYXdOKtN+0D/hF2nlpmZuU4nGbLToJPqzv/lfm5HvE5slkhla0eNhJ9+9+9ztqa2s54IADBowYDqfq99SpU7Esi6ampn63NzU1MXPm4IVtZs2aheM4/aaS77bbbqxdu5ZCoUAkMrDX4iWXXNLvQkEikWD27Nkce+yx1NX1X+uWy+VYsWIFNTU1xGIftVfJeT5OPkXEUthjMFpoBQHK686aapQa0uvqKIWtFLXrxRfveWxNz32xnv31bvf3hx/m7bffBqCq5/adttySP1x9Ndtvuy2pdJqLL7uM/77wQp785z+B7qnM0Z5tf/uHP/CX225j3mOPsdu22wIM6Rjrx/Xa66/zeE9iGB/kefRavmIF+x1yCNB9kluWxV133UU2m0Upxbbbbsup//7v/HG9iz/rH29z5bQmpjWfqKkhOgpJ/FB4xvB0MsnhtbXdPbkHkfd82rIFbK3QSkFgoK0Va+edmflxmWpaSVzXZc6cORxzzDE4jhN2OGWjo3U++fd/hR/fElVB67lNEBBd9QEv64s4tCpGRHoPF102+yIq8xC+tRVKld6MCQ+bV9SX+Li5F5vKWbMcWTMR5WlMZPQSZMvtwotMIbbDyRW9RtczhrnJAkfVRjb4PUJsmvE86OrA+tSnUVOmhx3OiMn3iNHRO4t6U4addN90001cdtll2LbNNddcw1577TXs4AAikQgHHHAAc+fO5XOf+xzQPZI9d+5czj///EEfc8ghh3DnnXcSBEHfVNkPP/yQWbNmDZpwA0SjUaLR6IDbHccZcIL5vo9SCq11v6m4ShuU6r6oMBbtxNY9hmLoFzMeefxxJmyxRb/bfN/v26fqfhJ9P7uuyyWXX84PvvtdLvv5z/u22XGHHdixZ1Q7l8sxa+ZM6hsaBsT157/+lZ//+tc8+Y9/sPu6fdqHcAy1zjZKKb7/wx/y39/5Dpf9/Oewkdd5yy22YOGCBSSSSQ48/HBeeOopqquq2P9Tn+If993H1lttRU1NzYDHr3+8zaWUQgF2z8WOsbSxY1q2Rda2yPsBllZgKUxVFWblKoK99yRaU5rTIMXIDfZeJjYs3/YkFllUxIEKSkSc9kacrIZqiNjyhXosxKO7Ucg9gRW0YqzJYYezQTYeNhUyfdSA4wdAgDGjOCqtHWL5JoKOD4lN3W309luibKVw5D1ixIzvgeNg1dahKuDzV75HbJ6hvnbDvpx31llnsXjxYg4++GAOOeQQzj777AGj1UN10UUXcdNNN/GXv/yF9957j3POOYd0Os2ZZ54JwOmnn96v0No555xDe3s7F1xwAR9++CGPPPIIV155Jeedd96Ijl9pjjjsMBYuWNDv341/+MMGt7/+xhuZMGECp31p4NSz5StWUDdrFrUzZ/LKa69xyw039Lv/4Ucf5ZwLLmCLmTPZc/fdR3SMXg/+85/UNzZy0be/vcnnaNs2226zDe9/+CEf339/9t5zT9Y2NzNj2jQOO+QQtt1mG6ZOmbLJ/VSq7vZhNuuuSlBV1ahMms76xlBjEyJs6fRidOebBLFizU8NSSFDrLMNX8tslrFkWxMxzu4oI9P4x0ygeoqFjvKaZB0BAoL29zBjNHtNlDHPBduBmPToFkM3ojk0VVVVXHHFFXzwwQf4vs/OO+/MT3/6U7LZ7LD28+Uvf5nf/OY3XHbZZey777688cYbPP74433F1ZYvX86aNWv6tp89ezb/+te/eOWVV9h77735zne+wwUXXMDFF188kqdRcaqrqvpGqXv/bbneyHevjo4Ofv7rX/ObK68cdOR3i1mzWLhgAfMee4xJEyfyq2uv7Xf/cy++yF233YZSiiuuumpExwBwPY+Lf/xjfvbjHxOPb3qq514HHkjdrFmc8c1v8vJrr1E3axbHnHIKjcuXUzdrFnsdeOAm91HpYrbG0Qov6PlSohUmEiHf0IhXqJDRDiFGINH8FLrQhXFKd1RyJGJNS8DbgsiUT4cdyrhjR/cCbDDD+/4jRkYZhTIKM9pJNz2VzPOt5DsWj/q+RYVxXVR1DaqInZNE5Rn29PKHH36438+f+9zn2Gabbbj66qu58cYbWbly5bD2d/75529wOvn8+fMH3HbwwQfz4osvDusYYqCf//rXfOqTn+SwQw6hcZ2CZ71s2+5L3C/6znf4z298gz/9/vd99//PhRfy75/7HFtvtRVHnHACnz/lFD5+wAHDOgbAn26+mZqaGv7z1FOHFPc/778f13U55jOf4Zc//SkH7Lsvp33965xx2mkcd/TRMj2G7jX3cccikffAqJ72YTWojk4SK1YyeYftwg5RiDHneSm85qfQTm1Frdm0OtcQyShM1TFYdhUgo65jKWLvSMaaheU3EVRQjYCS1TfSXYR96wj4aYK29zCTdqqo9wkxyjwXaieEHYUoM8NOunvXXw8mnU5vTixijGQyGW667TZefeaZQe//52OPMWnSJGZvuSUrV6/mN7/7HfvtvXe/bSZPmgTAgR/7GBecey5nnXsurz77bN/a+k0do9fVv/89D91zz5DXWW+z9dasbWqiqbmZz550Ekop3n3vPb7w2c8ya5ACfGubmljb1MSS+u7qkm8vWkRtTQ1bb7UVkydX1mjXuuK2Rbrg4xuDpRTKtjEK0kvrmbjdNtI+TIw7ne0LsLKr8au2Kcr39TAY16WqfRW++RjR2r2QSbFjT2kbHd0X0g+D8aEEC6pVlEB3X0ymOC2vAl2NnW8h37mU2OSdinIMUQECg6qpCTsKUWaG/c27t4f1hv5VMi8weEEwBv+K2z/RdV2+9tWvsvNOg3+grFy9mjP/67/YZb/9+LfTTmOLLbbgbzffvMH9/eTSSwmCoN80800do9cRhx7KkYcdNqz45z/7LB/ff39isRgvv/YaW22xxaAJN8D/+/OfOeBTn+K/etaLH3H88RzwqU/x8GOPDeuY5cbWiqit8dc9l2pqoKWFVFNLeIEJEQITBGSb5oAxKDu26QeUiXjLEihMxZ5yAlqmOYbGieyJ0bUQyCyDYlNGfTSDqwiMFQF8gtZ3ZW23GFRf56a4rOcWw6PM+n2/NuGvf/0rX/7ylwetCF4OEokEEyZMoKura9CWYQ0NDWy33Xb9Woa5fsB7bUkK/ti9ATtasaVjmGRpmeJUgnKFAo3Ll7NlMjmmLcPmJhIcVVc3pMrEOc+nLVPAsTR9m7c0Y+24M1scclBxgxVF57oujz76KCeeeKIsq9iEVPI9ut64AGPXQLQyZrjodDs1q5dj7M8SnXIoMPz3CDF60onbsQqvE9jbhB1KHw+HF9RpHGzurJjq5TodJdJSRxAr3vNRfh4V5DFbHUls0o5FO04YXGP4VyLPcXVRqV4+Qsb3ob0V64hjUdMGH/ApF/I9YnRsLLdc17Cnl5955pkcf/zxTJ9evn3phsuxNLtNqcUb3vWJzaKDgGxGpuuLkYtaGsfSuEFAxOq+cGOqqvFWrCDbtRvxCRt+YxCikiSbn0K7Sbz4VhUxtdz4PvGWRgJ/FyJTDw47HAFY0b2h8CaYPKjyHJQoByoo/l+wsaJoP4PfuggzYXsZ+BD9eS44jox0i2EbdtI9zIHxiuFYmrG8BhT4ILVQxeZQSlHtWHTkgr7CMypeBa0tJOobie+39yb3IUS589wkfst8lFNXMV+eI+3L0Lka1MQT0NawP8ZFEUScXchZ01B+B8Yu79GvkmZUsZZz9xNYVVi5ZgqJZUQnSvFRsQ5X2oWJkRnRp/W99967weHz008/fbMCEkKMnphtYWsPz5ju6aZaYSJRCg2NuLvvihONhB2iEEXV2f40OrcGv3q7ihjlVrkU8a4OAutoolVbhx2O6KF1FKL7ojKPYUwAqjIu8JQa5SsYg2nRRkfQfgav9V1M3TYVc8FOjALPRdVNRNlywVMMz4jOmF//+tdYgxRtUUpJ0i1ECbG0Im5bJAted9Ld0z6MjnYSy1YwZecdwg5RiKLpLaBmoVBW+U/5NUFAVfMSAm9rnOnSk7vUOJE98bLPQJACS5bvFIXRjMlQt1IEVhwru5ZCYjnRidsW/5iiPLjSLkyMzIiS7ldffXVcrekWopzFHYu06xEYg1YKZVugNZml9UzaYVupeiwqVir1LrpzEUG0Mj6vnM412FkHao7Fkp7QJcfWMynY22O5iwiQpLsYlK9Bjc0yR6O713a7re8SqdtaRrtFtyBA1dSGHYUoQ/IOIkSFc7Qialn9WtGZ2hpoayW5pinEyIQormTLU2gvhXEqYFTCzRPrWIPPvkTq9gg7GjEIpTVWdB/AYExlVAsvNcrX3W26x+RgisCqws6upZBaNUYHFWVBiqiJERh20r3NNtsMOrVcCFGalFJUOd1/s711EFUkCr5PamlDiJEJUTyu20nQ8gx+ZEJFjFDFmhej3Bk4U44POxSxEZHI7gR6CtrvCDuUyuQrxmR6eQ+joyhTwGt5Z8yOKUqXCXzQursorRDDNOxvIg0NDUyZMqUYsQghiiRqaxxL9R/trqomWL2aTEdneIEJUSRdbU+js00QnRF2KJtNJ1qIpHxM7AjsSAWM2lcwreMQ2QtFGkwQdjiVxYAymjGtiKgUgY5jZ1eTT64cwwOLktRbuVySbjECw17T/dOf/nSj91922WUjDkYIURxadRdU68p73S1XFKh4HFq624dVHbBv2CEKMWpMEJBd+wSWssAay2aPo8/4HlVtywnMnkQmHBh2OGII7MheBLnnwWRA1YQdTuUIetqFjdGa7l7GiqHdju7R7tqtxvTYosR4nvToFiM27KT773//+wbvU0pVbNKdN3k8443Z8fSYLVoqD3/805/o7OriR//zP1x/4400LFvG1b/4RdhhlZW4Y5Eq+PjGYPW0DyMWo9C4jMLuuxCJS2EmURmSyTfRiQ/wY9PLvk1YtLUBnZ+AmnSiFD0sE469NRl7ayyvnkBL0j1aVKBQRhHoMZ5B0DPabWVWU0iuJlK7xdgeX5QO10XV1KKc8r6YK8Ix7KT79ddfH3Cb7/sVvc47b/K8nH2ZbJAds2PGVJRdzW6ght7mZm1TE1defTWPPvEEq1avZvq0aeyz115ccO65HHXEEcULdgx88Qtf4NBjjuFnv/oVU6dM4cl//nNYjz//oouYMGECv7j8cq76zW9YUl/Pn6+/vu/+Bx5+mD/9+c+8+dZb5AsF9th1Vy675BKOO/ro0X4qobG1Ju5oUgUfS3enIqamBtXeRmLZCqbuunPIEQoxOpItc9FemqDM+1irbBfRRJLAOYFYfFbY4Ygh6i6oti94izHGQynp5zsqjO6bqTXmh+4d7W59R5Lu8cxzoU6W+IiR2azqMu+//z5777030WiUPfbYg3feqcxCE57xyAZZbGUT07Gi/7OVTTbI4jH0kfXGZcv4+GGHMe+ZZ/jVz37Gmy+8wKMPPMCRhx3Gt7/3vSK+OmNjxvTpvP/66zS8+y7L3nuP3XbZZViPf/GVV/jkQQcB8Ozzz/PJT3yi3/3PPvccxxx5JP+8/35eefppjjjsMD775S/z+ptvjtpzKAVx20IpCHoqqilLYyyL7NJ6fN8POTohNl+h0IZpWUAQmVTWBdRMEBBvrsf42xKZfETY4YhhciJ7EuiJ6KAr7FAqhgppenn3wRWBjmGlV+KmpOvHuOX7UC2zV8TIbNY3kv/+7/9m1qxZPPzww+y999585zvfGa24SpKtbCIqUvR/9giuip930UUopXhx3jz+7bOfZeeddmKP3XbjwvPP5/m5c/u2s+rquOHmmznxC1+gevp0dtx7b+5/8MF++1qxciVfPuMMJs+ezdStt+ZzX/kKjcuW9dumcdkyrLq6Af86Ozv7HevB9UakP33iiVz4P//T9/P2e+7J76+7ru/nufPnY9XV8flTTx3wGK01W8yaxdKGBqKTJ7P/IYcM6bVJp9O8s2gRnzzoIIIg4MVXXuGQ9ZLua3/1K77/3e/y8QMOYKcdd+QXl1/OTjvswD8fe2xIxygXEUsTtXS/gmrU1EJ7O8mVa8ILTIhR0tU6HyvXQhCdFnYom8XpWIGdjaJrj0eX+br08ciyajHOHiiTDDuUyhEoxq5f2EDGiqOCPG7LW6HFIEKmQFVJ0i1GZrOS7oULF3LVVVdx4okncu2117Jw4cLRiksMQ3t7O/968knOPftsqqurB9w/ceLEfj9f/vOf84XPfpbXn3uO0774RU4780ze++ADAFzX5YTPf57amhqefvxxnp0zh5rqak78whcoFAoD9v3Eww+zavFi7rv99s1+HkEQ8P0f/pCamo2/of3gRz8iFottcn/nXXghk2fPZsudd8Z1XXbYe2+mbL01XV1dfPKoo5g8ezbLV6zYYCzJVIrJkyaN6LmUqt72Ycas2z7MgcCQqq8nCKTarihfJvDJNc3BKBtVzolqIUu8o4VAf4xIrSz7KFd2dC8ggjGZsEOpCMr0tAsLK+/uG+1egZtuDikIERYTBICSdmFixDYr6U4mk30J3aRJk0gm5YpuGJbU12OMYZedh/bl7N8//3m+ccYZ7LzTTvz0xz/mY/vtxx//9CcA7vm//yMIAm764x/Za4892G2XXbjlhhtYvnIl8599tm8f+Z4EfOaMGcycMWNUktO/3Hkn+Xyez5x44ga3mffMM7zw0kucdfrpm9zfFT/6EQsXLOCLn/88Xz/9dBYuWMC5Z5/N5045hYULFrBwwQK2mDX4Oslr/vd/SaVSfPELXxjx8ylVMdvC1gp/3fZh1dUEa9eSbZfesqJ8JRIL0YkPCeIzww5ls8SbloC3Bc6UY8MORWyGiL09vj0LS3p2j44gnPXc6/potPvtcAMRY89zeyqXS9FZMTLDnsf88MMP9/0/CALmzp3LO++8g+u6oxqYGDpjhre+6RMf/3j/nw88kDff7v4Aeeudd1hSX8+ELfoXCsnlcixtaOj7ua29HYC62tqNHuurX/96vyJ72WyWffbaa8B2mUyGy372M67/3e944KGHBt2XMYbv//CHXHbxxX3H35ipU6YwdcoUXnjpJa791a/YdptteGXhQk4/9VS23WabDT7uznvv5ae//CV/v+supk8r7ymqg9E9o92JvIfd2z4sFoNUkkR9I9VTp4QdohAjkmqei/Zz+M7G35dKmdW1FidjMFVHYTkyjbGcKW2jI/uhvGUY46NU5RacHRNBCfQiUAqjY+jUctxMK07V1LAjEmNFenSLzTTspPtzn/tcv5//67/+q+//SpXAG+I4tNMOO6CU4oMPP9zsfaXSaQ7Yd1/+dvPNA+6bNvWjD5f6hgYikcgGR4p7XXPVVRy9TuX0//zGNwbd7je//z277LQTp5xwwgaT7r/eeSfpdJr/Oussrrz66o0e94577uGc734X6F7T/YXTTkMpRSaT4fkXX+TcCy/kht/9jq9++cv9Hnf3/ffzzW9/m3v+8heOPvLIjR6jnMXtge3DTDyOu2w5+T12I1otHyqivOTzzZjW5/Gj5bskxPgu8baVBGY/IrX7hh2OGAV2dA+87FxU0AXW5LDDKWsq0KGu6e4VWHEstwO35W2cbSr3e4JYj+ei4tXgRMKORJSpYU8vD4Jgg/+k+nE4Jk+ezLFHHcX1N91EOp0ecP+6xc0AXnrllQE/79ozNX2/ffZh8dKlTJ82jR132KHfvwkTPmqT8Mxzz/HJgw7aZKu4mTNm9NtHfJBpOWuamvjtH/+40b7bmWyWH//sZ1z105/iDKE/4mdOPJGFCxbwk0sv5ZMHHcTrzz3HH6+5hh233543nn+ehQsWDJjGftd993HWuedyxy23cNLxx2/yGOXM1oqY3b+gmqqqRqVTJBqXhxiZECPT1ToPnW/DlHEBtVjzUlRhCtZk6cldKRxrCkFkV3SQCDuU8heocCqXr08pAh1Fp5bhZjc9605UCNeFujoZYBQjVr79VEQ/f7zmGnzf5xNHHsn/PfQQi5cs4b0PPuAPN9zAIev1mr7/wQe55W9/48PFi/nJL37By6+9xnk9Mxa++qUvMXXKFD5/6qk8+/zzNDQ2Mv/ZZ7ng+99n5apV+L7PM889x1333cfnTzmFtU1NrG1qor2je81ac0vLsGO//qab+NzJJ7PfPvtscJu77ruPHbbbjs+dfPKQ9llbW8uOO+zA4qVLOeqII9hxhx1Ytnw5Rxx2WN8FgNp1psbfee+9fO2//ovf/OIXHPSxj/U9r66uymz30ltQTamPCqphaXAcckvr8b2ht6sTImyB75JvmoNRDkqXZ09kle4gkspiIofixMr3woEYyI7sBcoCkws7lLKmfF0aSTdgrCq0n8VtlrXd44bvQ01d2FGIMjaipHvu3LmcfPLJ7LDDDuywww6cfPLJPPnkk6MdW8nxjEfBFIr+zzPDT3i23247Xn32WY449FC+/8MfsvcnPsFxn/0sc59+muuuvbbftj+59FLuuf9+9v3kJ/nb3Xdzxy23sPuuuwJQVVXF/McfZ/ZWW/HvX/0qe3z845x93nnk8nnqamtZsXIlR55wAplMhgt+8AO23GknttxpJ774H/8BwG4HHDDs2IMg4OeXXbbRbTKZzEZHwjfk6Wef5dCe1mLPPPcch37yk4Nud/Ntt+F5Hud/73t9z2nLnXbiu+u0N6s0UUvjaI23TsVyU1MLXZ0kVqwKMTIhhieReBUruZQgPiPsUEbEBAFVLQ0Yfwcikz4VdjhilDnOzvjWDJQUVNssKtClMLu8m1IYHUGnGvCynWFHI8aC6p4RKMRIDXtI4Prrr+eCCy7g3//937ngggsAePHFF/vahp133nmjHmTYbGUT13GyQXZECfFIxHUce5i/nlkzZ/KHa67hD9dcs/HtZs3iXxtYNw3dU8Jv+3//b9D72js62Gbrral/551B7588e3bf//3EwOl0Tz36aL+fB9vPrT2V1Df0GIDLL72Uyy+9dNAY1rXotdf6/j/nH//Y4HaDHaPS9Y52d+YCMHR/oDg2BIb00nombDMbrWUyjCh9qea5WH4eVaYF1CJtjehcNWriiWirPEfqxYZpHUFF90VnHsE3ASh5Xx2REhrpBgisaiy3g0LLW9hbHxZ2OKKIjJF2YWLzDfvT/corr+Taa6/l/PPP77vtO9/5DocccghXXnllRSbdURXlwPiBY5ZwA+hAkXcH9sUOm2VZTJuy4erWMyqw2ncli9sWKe3hGYPds07J1NRgmppJt7RRO0N+n6K05bKrofVF/GiZFqnKpYl1dWD0kUSrtg07GlEkTmRPvOzTqCCJsSZs+gGiPwOqFKqXr6t3tDvZgJfbGzs2MeyIRLG4Hti2VC4Xm2XYSXdnZyfHD1Jk6thjj+V/KnkqrooSVdExO15gfPKUXtI9e6uteOnppzd4/3sLF45hNGJzWVoRty2SBa876VagolFIJkjWN0rSLUpeV9t8rHw7Xt0uYbfwHTYTBFS3LAFvK5zpR2/6AaJsOfZMCs6OWIW3MUjSPWy9CXcJjXTDOqPdre9ib3VI2OGIYunr0S1Jtxi5Yc9x+sxnPsPf//73Abc/9NBDnDzEIlciPH4iMeRiZGJ8iDsWWkHQW1FNK0xVFd6K5eSSqXCDE2IjAt+l0DQHY8VQuvyqfTtda7AzFqr6WCxbvsxVOiu6d/d/TOldUC91KlAoozAllnSjFEZF0F1L8fJSob5ieS4qGoPI2A2+icoz7JHu3XffnV/84hfMnz+fgw8+GOhe0/3cc8/xve99j//93//t2/Y73/nO6EUqhCgKRysilkXe84no7tEEVVUNrS101TcS22fPkCMUYnBdnS9iJRvw47PKbpQbN0+8fQ0BBxGbsFfY0YgxEHF2I2dNRfkdGLs8i/6FprdHdwn+oQd2FZbbSaHlHeytBi/WKsqc68LUGdIuTGyWYSfdf/7zn5k0aRKLFi1i0aJFfbdPnDiRP//5z30/K6Uk6RaiDCilqHa6k25jQCm6R7sjEfINDXi77YId2XRvdCHGWrp5Llbgopzyqygba14K7jTsKQOXa4nKpHUMnH1Q/hPdhZmkoNqQKaN6Cn6W2Eg3gNIY5aC7luBP3xsrUhN2RGK0eT7USrswsXmGnXQ3NDQUIw4hRIiitsa2FF5gcKyeK7k1tajODrqWr2DKjtuHG6AQ68lmV0Dby/ixDRd2LFU61UokXSCInYwdnRR2OGIM2bE98fMLIEiDVZ7V9kNRakXU1hPY1VhuF/mWt6na8uCwwxGjTdqFiVEwqpdZm5ubR3N3QogxopWiyra613X3DCQo28KgyCxtIFinl7cQpaCr+SmsQicmUl5Jt/E94i3LCIJdiEw4KOxwxBhz9JYE9jZo0xl2KGWlr3J5qebeSmOUjepail9Ihx2NGEXGGMBIETWx2YaddF922WWD3n7HHXewxx57bHZAQohwxB0LSyl8s870vZoaaGkhtVYuqInS4fs53Ja5BP+fvfuOk+sqD///Oefce6ds1UpaNcuSe5Ml2Rj3hpF7CP5RA04A4xAS8Dc2+gaMkxhjmssXTAAbg/HXMXxjgyGhOmAQchWWq4J7Va/b2+zsztxyfn9ssVbalXalmbkzu8/79ZItzdy559nV1ex95pzzPCZVcQXUEm0b0LlazLSL0KayYhf7T2mNTiwFIqz14w6nctjBPd1lLDJVmDBDrvXFuEMRhRQEYBzp0S3224ST7rvvvpsrr7xy+M/Nzc1ccsklXHnllXzzm98saHBCiNJxtCbpaILoraRbJRMQ+PSsk20lonx0dazGZDZgU7PjDmVCVF83ia5urHMKbmpe3OGImHju0UR6GjrqijuUiqGi8iyiNoLWWAyq8w1CPxt3NKJQpF2YKJAJ7+l+7LHHOPfcc+ns7OTcc8/lyiuv5PTTT+fFF19k9uzKugGaCNvfj/VL96m01VJgZUh3dzdnX3ghj/7+93R2dXHORRfx+nPPxR3WpJR2DdkgJLIwWMgcW1VFuGUrfZ1dpOqlv6yIX7Z5JcZG4KTiDmXcbBSRbl4H4QLcxrPjDkfEyJhqcI9F9T+M1Q1SUG08IjW89amcDcx2d5NreYn03LfHHY4oBN9HeQlISLswsX8mnHQvWLCARx99lPPOO4//+I//4Pvf/z5/+7d/W4zYyobt76f/0Uex2RJ+cplKwdKlkEyO6/DL/v7v+dG99w7/uWHaNE44/nhu+vKXWbyosls+1dbWctrJJ9Mwfz4AN37pSxN6/dPPPsv/96EPseX119m2fTuHLVlCx5YteJ43fMy7P/hBnnvhBZpbWphWX887zz6bG7/0JebOmVPQr6XceUbjGU0+jPDMwI2gSqWhtYXu9RtJHbc45gjFVNebXYdqf5YwUVl7ud2OrTj9HtScj3HG974uJi8ncSxR7gmwfaCkQNNehbo8K5fvShtsaFCdrxM1HouWf+uVL/ChYQZKPhwT+2mfrqDZs2fz6KOPctJJJ3HffffR19dX6LjKivX9gYTbcVCpVNF/4TjY3t6BfSQTcP6yZWx94w22vvEGK37zGxzH4S8/8IEifVdK6zvf+AY71q6ldeNGlv+v/zWh1z7x1FOcevLJADz2+OOccNxxIxJugHeccQY/uftuXnn2WX72H//BuvXr+cDf/E3B4q8UQ+3DrIXhrd1aYRMJ8uvX4/f3xxqfED3ND6HznVivIe5Qxi/fT6qzmYjj8GqOjDsaUQZcZwGhcwA66og7lIqgQoWthKSbodnuHnItsrd7Ugh8aRcmCmLCSfe0adNoaGjg4IMP5oUXXmDlypU0NjbS0NBAQ0MF3QTtA+W6qESi+L/cfeuJnEgkmD1rFrNnzWLp4sVcvXw5m7dsoaW1FYANGzdiamv58/PPj/r6hvnzufuee4b/vGXrVj582WXMOPBAambP5sSzzuLJp58efv72O+/ksMWLSU6fzlHHH8//+/GPR5zP1Nbyy/vvBwaqP3707/6OpaecQkfHwE3G9V/7Gsefdtrw8fl8nsOXLMHU1tLZ2QnA3ffcMzzD3dDQQG1tLWdfcMEev45dPf7kk5x20kCV4D+tXj2cgO/sqiuu4OQTT2TBgQdy6kkn8bnly3ni6afxS7iloFwkjMHRinCnvd1UVUNPD90bN8cXmJjywqCPoPlBIqeqogqopZrfAH82zozz4w5FlAmlzWBBtQBrw7jDKXsq0uW/p3uINoCBzjeIAvmguuJZaRcmCmPCy8v/7d/+rQhhiELLZDLcc999HHrwwUzfhw9DMpkM77jwQubNncsv77uP2Y2NrHnuueHWUb/4zW/4zNVX880bb+SdZ5/Nf//+91z+qU9xwLx5vOPMM3c735Wf/Syrn3ySR//wB6ZNG70v7W133EFTS8se4/r5r3/N/4wj2V61evXwLH8mk+H+Bx7g+htvpLe3F9d1+f5dd3H1Zz7D1cuX7/ba9vZ27v3pTzn1pJNw9/EDkEpmtCLtGrpzAY4dKF6jHANak127nmmHHixVl0Usujr+hM5uJkzPr5j7b9PVjNsbYVPn4LgyWyLe4nrHkO/7IzrqwprJPWmxXywQVcjy8kGhqcIEXfS3vEx6zvFxhyP2kR1a8idF1EQBTDjp/uhHP1qMOEQB/PcDD1A7uAe5t7eXObNn8+uf/hS9D0XZ7v3Zz2hpa+PJhx8eXsFw6CGHDD9/y7e/zUcvvZR/+MQnADj8sMN44umn+ca3v71b0n3tl77EL++/n0d//3tmz5o16njt7e189eab+dxVV/GFr3xl1GN83+eaL3xhj8cMOeG441izahWvvv46f3355Tz96KO0d3Rw+rnn8sxjj5FMJKivG1kU7PNf+AK33XEH2WyWk9/+dn7905/u+Zs0iSUdQyYfEFqLUQPpja2pQbW10bNtB3XzpfKyKL3ephUYG6EqpICaDQNSbZsJ7WIStXLjLUZyTD0592h0bjUWSbrHZIeql1dO0o02EOqBvd0zF6Edb++vEeUnDAa3lkrSLfbfflUF6O/vp7u7e8QvEZ+zzzyTNatWsWbVKp546CHOe+c7ufi972Xjpk0jjjv93HOpmzuXBUcdxV997GNs2bp1t3M99/zzHLd48ZhbBl557TVOHVyyPeS0k07i1ddfH/HYd++4g699/esccdhhLFywYMzYv3zTTZx95pmcdsopYx7z3TvuoK6ujg+PY596Mplk4YIFvPDSS1xw7rkctHAhr77+OmeceipHHn44CxcsoL6+fsRr/unKK3n2scd44Je/xBjDRz/5ybc+5ZxiXK1IOmZk+zDPgygkI+3DRAx6e99Adz5HlJwRdyjjlmxZi85Pw2m4UFaHiFE5iWMBZ6CgmhjdYI/uSvtpHJpqTNBFru3luEMR+8r3wZF2YaIwJjzT3dvby9VXX81Pf/pT2tradns+DGVvUlyq0ukRs9HHL13KtAMO4M677+bLX/jC8OM/vvtujjr8cHY0N3PV5z7HP1x1Fb/52c9GnCuVKsxM0lPPPsv9//mffPwf/oHv33UXn/z4x3c75o033+T//uhHrFm1ii3bto16no6ODr5y88381733otTeF5YOzfjncjm01vz6t78ln89jraV2zhxOP+UUfvvzn494zYzp05kxfTqHH3YYRx1xBAuOOoonnnqKU3b5cGEqUGpgiXlfEGItqJ3ah0XbttPb1kHV9NG3CQhRDN3ND6LzXQS1cytiabnq7STRkyXyLiaZnLztNMX+8ZxDyTpzMEETUYWs4Cg1FSkUVEwhtWHaYEMFHa8RzTgabWS2u+IEwcCEQ1L+bYr9N+GZ7s997nM8+OCD3H777SQSCe68806uv/565s6dy49+9KNixCj2kVIKrTV9u1Scnj9vHocecginn3IKH/+bv+G5F17Y7bXHHnMMf37hBdrb20c991FHHMHjTz454rE/PfkkRx1xxIjHbrnxRi487zxuveUWrr72WjZt3r0Q1+evu47LP/KRER8Y7OorN9/M6aeeypk7FV7bkzWrVvHUI49gjGHFb37DmlWrmN7QwE9++EPWrFrFD269dY+vH9q7nsvnxzXeZJQwGldrgsHvBYBKpiDXT8/6DfEFJqacIMgQtDxE5Nag9mG7TKnZKCLdup4oPBhv2hlxhyPKmNIO2jsObA6koNroIgWD9UUqTWSqMH4nubZX4g5F7Avfh6rqivi5I8rfhGe6f/Ob3/CjH/2Is88+m8suu4wzzjiDQw89lAULFnDPPfdw6aWXFiNOMQ65XI4dTU0AdHR2ctv3v08mk+EvLrxwxHH5fJ7+/n6ampv5r1/9imOOOmq3c33o/e/nxm98g/d8+MN89YtfZM6sWfzP888zd/ZsTjnpJP73lVfyVx/9KEsXL2bZ2Wdz/wMP8Itf/5o//PrXI87TMFg07b3vfjf/+Ytf8IkrruD3v/rV8PNvrlvHps2bef3Pfx7z68pms/zg7rt55tFHx/29OPSQQ3jiqaeY1djI6aecwqbNm+nJZHjXhRfiOCMv+yeffppn1qzhtFNOYVp9PWvXr+e6r3yFQw46iFNOPHHcY042Q7Pdnf3RQCEbxUD7sGSS/IaN5I8+Ei8tn/6K4utsX4XJbiVML6iI+26vfROmLwl1F6DN1CvGKCbG9Y7B73sQom4wsoJoV8qqwZ9BFTbTDaCdgc9S2l8jmn4M2kz4tlvEKfChtm7vxwkxDhP+6Ka9vZ2DDz4YgNra2uGZ0NNPP51HJ5AUVSLr+9hcrvi/9rFN1e//+EfmHXYY8w47jFPOOYdn1qzhvh/9iLPPGDnTcso551DV2Mjxp59OVVUV3/vWt3Y7l+d5PPDLXzJz5kz+4n3vY8kpp3DzLbdgBvclXvIXf8E3b7qJW779bY496STuuOsu/u93v7vbWDv7zje+wfMvvsgd//7vw4/19vbyz5/97B7bzfm+z8cuvZTDDztsQt+PR1at4oxTTx3+/cknnrhbwg2QTqf5xW9+w7nvehdHve1tfOKKKzh20SIe+t3vSCQSExpzskk6BqMVgR3ZPkz1ZujauGnsFwpRIDaK6GtaAdainGTc4exdLkuys41Qn4hXNfbqHSGGOM5MQvdwtJW6OKOKKuGjtrFFphrjd8hsd0WyqHR13EGISULZCVaKWrx4Md/5znc466yzWLZsGUuXLuXrX/863/72t7n55pvZsmVLsWItiO7uburq6ujq6qK2dmT7lv7+ftavX89BBx1EMvnWzZ3t76f/0Uex2WzpAk2lyC9dSk0yKctaylB/Ps+GTZuY19NDYqfl18UUWMvK7m7eWVuLM4597YXS2e+TyQcknLeuQ9vejqqvZ+6F5w1/ECNKy/d9fvvb33LRRRdN6tZ2mZ5X6PrzlVinGhLlXeHZRhHprS/i9M7Eafw0xilt8Z243iPE/svlXsD2/IjINIIqzIe9AS6r1Yc5xd6Lw759mF8OTCaJ21pLlKzc7V7G7yR0G0gc9v/FOtvtW8vvu3OcX5vAlfeIPbLWQvMO9Klno+cvjDucopgq9xHFtqfccmcT/pd/2WWX8dxzz3HWWWfx+c9/nne9613ceuut+L7PLbfcsl9BlyuVTJI888x9noHeF1Zr8iUcT4ixpFxD1g+IIovWAz+kVU0tdHTQs2Ub9QvmxxyhmMx6mh9E+z0EqQPKfmm5092Em1XY9LklT7hFZXPdw+k3jaiwA+tI4b0RKnymGwb7dvsd5NpfJTVzUdzhiPEIQzBG2oWJgplw0v2Zz3xm+PfLli3j1Vdf5dlnn+XQQw9l8eLFBQ2unKhkEpUs3dLGKAwHCjgIETNPKzyjyYUR3lDa4zpgIzJvrqN2/rx96gUvxN4Efg9By8Not7bsV/xYP0eqfRuRfRtezbFxhyMqjNYJSCxB9/6O0Eagyvt6L6WBPd0VuJ97Z9qF0GLbXyVqOFL2dleCwAdX2oWJwtnvf/ULFixgwR76LwshKptSiirXoT/I79I+rBqadpBta6d6ZuX0ThaVo7P9EUz/dsKqg8p+ljvVshaVn46eLj25xb5xvUUEfY9ClAEz9hLFKScs93/94xOZKpx8O/mON0jO2L2ArSgzvo9yXShQC10hJvxRamtrK3/7t3/Lxz/+cdrb27nppptYvHgxH/vYx+juliIgQkxGCUfjakUQvTXboBJJyOfpWbchvsDEpDVcQA2FMuVd0FBn2nB785A4CzcxPe5wRIVy9Gwi52C07Yw7lLKiIl2R7cJ2ZbULWGzby9gS1YIR+yEYahcmH6KKwphw0v2pT32K5557jm3btvGe97yH//iP/+Bv//Zveeqpp/jsZz9bjBiFEDHTg+3DImsHWrcMPIhNpfE3bSKX6Y01PjH5ZDIvoTtfJko0xh3KHtkwJNW6ERsehlt/StzhiAqmtMYklgAWa2V72bBQYyuxXdgoQpPG5NvItb8edyhibwIfaurjjkJMIhNeXv7ggw/yhz/8gUMPPZRp06axYsUKzjnnHI455hg+9rGPFSFEIUQ5SLqGTD4ktBYzuMZcpdPQ3kbX+o00Hnt0zBGKyaSn5UF0kCFIzy/rSS6vfQO6vxpVf6Hs0xT7zfOOpl9PR4cdWKe8P3AqFRWpSTHTDYD2IOwlan8F23B42deqmNKsRVVVxR2FmEQm/K+9t7eXxsZGamtrSafTw/u5Dz/8cFpbWwseoBCiPLhak3T0iCXmGA2OQ279BsIgiC84Man4fidRy6OEXl1Z35Sq/gyprk6sOQkvfWDc4YhJQOsUeIvR9IKVJchYINIwSWa6ASJdhZNrJdf5ZtyhiDEMd1OWImqigCZ8NzNv3jw2btwIwO9+9zsOOOAAAJqammhslE9lhZjM0q5BKdg577bVNdDZQdemLfEFJiaVrrZH0H1N2DJeWm6jiFTzm0TBgbjTz4k7HDGJON4iIlJgs3GHEj+rBme6J0/SbY0HhEStsre7bEUhaC3twkRBTTjpvuGGG6irqwPg9NNPJ5EYKHCzdu1aLrvsssJGJya9Y088kZbWVrq6ujhi6VJ6enriDknsgWc0ntYEO90oKNfBAtk31xHJDYTYTzaK6NvxB1AaZby4wxmT27kVp89FV1+AcaS6rSgc1zmQyDkQHXXEHUr8IgVWMXlS7gGRrsLkWsh1rYs7FDEaPwBH2oWJwprwBrT3v//9oz7+wQ9+cL+DKWv5LghL+alzgol8JnLZ3/89nV1d/OLHPx7x+MOPPcY7L76Ytk2bqK+vL2yIBfCRD3+YAw4/nCiK+PTf/R01NTXjfm1LayvzjziCtk2b8DyPhvnzeenppzlw/vzdjrXWcvF738vv//hH/uvee7nkL/6ikF/GlKEGC6rl+qMR7cOorsa2NNPb3ErN7PKdnRTlr6fnOXT3a4TJxvLdxunnSHY0E3IyqVpp/SMKa7igWvA61gYoNXVrBSirUJZJU0htiDUeOuolbH0JW3dwWW+jmZKkR7cogqn7Tj4R+S548cuQK+GedW86HPiP4NWXbswYfPaqq/jkxz9OEAQ0NDRM6LWrn3qKJYsWUVVVxZNPP03DtGmjJtwA37rtNpQq21v4ipJ0DI4OCK3FGSqo5iWgu5uedesl6Rb7padlJTroJSrjPdLJ5jdQfiPOjAviDkVMUq63iFzfCnTUhTVTuA1dpIDJtbx8SKTTmP4W8l0bSEw7OO5wxM4CH1VXj5LimKKA5KO18QizAwm3SQ0kw8X+ZVKoXAsq7Cv4l3L3PffQsEtievYFF2Bqa/nz888D8Oif/sQxJ5xA9axZTDvgAC645BLeePOtgh8HL1rEt267bfjP137pSxx45JFsGNzrP54xHn7sMUxtLZ2dndTW1tLQ0MBHPvEJTG0tv7z//nF9LauffJJTTz4ZgD898QSnnnTSqMf9+fnnueXWW/m/3/3uuM4r9szogdnuMNqlfVg6TbB5M/3dmVjjE5Urn2/Dtqwi8qaV7cyP7m7By4TY1DtwvLq4wxGTlDE1WHcRyk7tLVcqUgM/ZybhZ+bWJFAEA7PdsjWrvPg+1Mj7uygs+QhnIkwa3PEvf94vQWn6Hv/817/mfwYT4SHz5szh21//OgcvXEimt5err72Wf7jqKv44SjJ8y3e+wx3//u88/MADLBysZD+eMXb17P/8D7/53e/2Gu+mzZtZeuqpAGSzWYwx/PDee+nr60MpRcP8+Xzofe/jtm9+c/iYv778cr7zjW8we9asvZ5fjE/SMWTywS7tw6qgtYWudetJLj025ghFJepqfRjT30JQfWhZ3mPbMCDdtonILsKrfXvc4YhJzk0cS5R7CmuzKDVFl7nagT3dk1WkU5j+JvLdm0jUL4w7HDHERqjqEt3viymjPKcSxD757wceoHbOnBG/Ln7ve8c83vd9rvnCF/jcVVeNePyQgw/mnWefzUELF3LYIYcwZ/ZswjDc7fV3/vCHfPmmm/jtz3/OUUccMaExdvVP//zP/NM//uNev8a5c+awZtUqHh5M0Fc/+CBPP/IInufxwC9/yZpVq7j+X/91+Pjl11zDKSedxLsvvniv5xbj52pFwgzOdg/RCut55DZsIMjl4wtOVCQbhfQ3rcAqB2XcuMMZVaJlHSpXh2m4CG1M3OGISc51DiZ05mLCqVtQTUV6YJZ7kubdVidQNiBsfVFmu8uN7OcWBSZJ9yRy9plnsmbVqhG/7vjOd8Y8/rt33EFdXR0f/sAHdntu0+bN1M6ZQ83s2Tz97LPcdfvtI57/9W9/yz9ceSVzZ89m0dFH79MYQ355//2s27CB5f/rf+31a3Qch4ULFvDq66/z9uOPZ/GiRexobmbWzJmcedppLFywgBnTpw/H+NAjj/DNG2/c63nFxAwVVEOB3XmrXXUNqqubrs3SPkxMTHf3GnT360TJ8lyRovq6SPRksO5puMk5cYcjpgClDdpbCvhYu/sH31NCpGDS1S7fiVJEJoXp20G+R35ulgMbhgPdMyTpFgW2T8vLn3nmGX7605+yadMm8vmRM1o///nPCxKYmLiqdJpDDzlkxGNbtm0b9diOjg6+cvPN/Ne9945aYGxoRnlHczP/8sUvctM3v8n3vvWt4ef/9MQT/Pjuu/niV7/K9TfcwNe++MUJjwHgBwGfv/ZavnzttaRSe2+7c+yJJ7Jx82Z83yeKImrnzCEIAoIgoHbOHBbMn88LTz0FwEOPPMLa9et321/+/r/+a8449VQe/O1v9zqeGFvC0biD7cNcM/D5nXIMViuya9cy7eCF6DLdlyvKT6Z5JTrsJ3Cqy25Sy0YR6eZ12HAh3oyz4w5HTCFuYhF+30pU1AVmYsVGJ4PhPd2TmNUJdJjFb32RRF35FpCcMqRyuSiSCd8R/+QnP+HUU0/llVde4Re/+AW+7/PSSy/x4IMPDvfvFuXvKzffzOmnnsqZp5026vOO43DoIYdw+imnsPwf/5F7f/rTEc9f/ZnP8L5LLuGu22/n3267jaeffXbCYwB87847qa6u5m8+9KFxxX3/f/4na1atYvasWfzoBz9gzapVLDr6aL55442sWbWK+//zP9+Kcfly/rx6NWv+9KfhXwC33HCDFFUrAK0UaccQWUbeFFVXQ0srPdub4gpNVJhcfxO29XHCRHkWUPPaN+P0JdG1F6HLdOm7mJwc00DkHYWx3XGHEo9ITdql5cOUIjJpnOx2ct2b445GBP5Aj+6kJN2isCY80/21r32Nb37zm3z605+mpqaGb33rWxx00EF88pOfZM4cWXJXCbLZLD+4+26eefTRUZ+//3e/Y9q0acyfN48t27bx9X/7N45bvHjEMQ3TpgFw4gkncOWnPsXln/oUzzz2GJ7njWuMIf/nW9/iV/fdN+52XgsOPJAdTU00NTfz7osvRinFS6+8wnve/W7mzJ494tjZs2aNWjxt/vz5HLRw4bjGE3uWdDXGVwQ7tw9LDLQPy6xdT908eU8Qe9fV9hA610ZYc1j53V/n+0h2thDpM0lWHxp3NGIKcrzF2NyzYPtBJeMOp6RUWH4fwhXDwGx3H0HrS1A7eutTUSK+j6qpRbnyAasorAm/m61du5aLB4tSeZ5Hb28vSik+85nPcMcddxQ8wLISZsHvKf6vMFvUL8P3fT526aUcfthhoz6/Zds2LvvkJzniuON474c/zNy5c/l/d9455vm++M//TBRFXH/DDeMeY8jZZ5zBO848c0LxP/zYY7z9+ONJJpM89eyzHDB37m4JtygNR2tSzi4F1QCbThNu20q2ozOewETFiEKfXNMfscpF6fJrqJFqehOCubjTz4s7FDFFee7hRGY2agoWVFORxk7CHt27UYpIJzHZreR7tsYdzdQWBNIuTBTFhO9wpk2bRk/PQN/IefPm8eKLL3LsscfS2dlJNlvcZDE2Jg2JGQO9uovQO3s0NjETa/a+x3nIv3/ve6M+fvYZZxB2v7Us7WOXXsrHLr10xDELFywYcczfX345f3/55WOOte7FF0f8OZFI8OLTT09ojF3jGjLaY7v6q/e9j7963/sAOOPUU3ntz3/e62smcn4xMSlH0+tDZC16aLY7lYbWFrrXbyQ9rT7eAEVZ6+5+BtOzljA1q+xmuU3XDtws2PQyjFsddzhiilLagcRSdPZ+QhuBmhqzvwCECqZC0g1Yk0T7HfgtL+LVzIs7nKkrDKG6Nu4oxCQ04aT7zDPPZMWKFRx77LG8//3v58orr+TBBx9kxYoVvPOd7yxGjPHz6mDRtUWfgR4pAbkp9INVVCzPaBJGkwsjPDOYNmmFTSTJr9+Af/QRuMmptSRSjF+meSUmzKHc8uqJan2fVNtWIrsUr2ZJ3OGIKc71FhH0PYyKurGmPu5wSsMCQy3DpgKliHQKJ7uVfGY7XrVsz4qLSst+blF4E066b731Vvr7+wH4l3/5F1zX5fHHH+e9730v/7pTf+RJx6sDSrjcJAwh11O68YTYRwPtwxz6gzzWwvD2/OpqVHsbXRs3M+OIPW8zEFNTf982aH2CMFF+VZmTrWtR+Qa09OQWZcB1ZpF3D8Xkn8dSH3c4pWEVyk6dmW54a7Y7aHlRku4Y2CgCpVBSRE0UwYST7oaGt26OtNZ8/vOfL2hAQojKk3Q0rlYEkcUdnO1WRmONpu/NdUSHHiyJi9hNV9uDmFw7Qe0RZTWZpXs78DJ92MS5uMmZcYcjBAAmsQTyL4DNg/LiDqf4IgVWYfXUSbqH93b3bsbPNOFW714MVhTRcLuw8W/vFGK8Jpx0d+9lT2xtreyDEGKq0UqRdg1duQDsTi1eqmuhvY2erTuoO1D2qIm3RGGefNNKjEmidPl8IGOjiFTLemx4KN6MsdsdClFqnnsk/WYGKuzAOpM/GVORQlmwk71R9y6sSaH9DvItL0jSXWr+YLsw6dEtimDCSXd9ff2o7Z2stSilCMOwIIEJISpL0jFk8iGhtZihgmqeC1FEz7p11BwwB12GPZhFPLo6n8T0rCdMzSmrWW6vbQOmvwrqL0ab8qumLqYurZPgLkGFf8BOhYJqVgFTa3k5MDzb7fRuxu9txq1qjDuiqSPwUekqcKfAShJRchO+o3jooYeAgST7oosu4s4772TePJnBEmKqc7Qi4WiyfojRb6VRtqoKu307fR2dVE0vv727Ih69zSsxUR7lVsUdylv6MyS7OojMOSTTC+KORojdOMlFhLlVEPWCKa/ig4WmIj1y5dQUMjTb7be8iFt1TtzhTB2+DzV1o04uCrG/Jpx0n3XWWcO/N8Zw8sknc/DBBxc0KCFE5VGDS8z7/HBEQTWVTEEmQ8+6DZJ0CwD6+jZD21OEyRlxhzLMRhFVLWshOAC3cVnc4QgxKlfPw3cWYPw3iJjcSTfR0A+ReMOIhVJEOoHu3YifbcVNl8975aQWhlAj22RFcUzytUlCiFJKGI1nNH4UvfWgVthkivzGTeR7S9l2T5SrruY/YvIdWG963KEMc7u242QNquo8jCNFdER5UlqjE0uBCGv9uMMpKmUV2Cm2tHwn1qTRYT9+ywtxhzJ1KIWS/dyiSPY76ZYlGEKIIUOz3dbCiNo3VVWo3h66Nm6OKzRRJsKwH7/lISKTLp8Can6OVPt2Ipbg1R0bdzRC7JHnHk2kG9BRZ9yhFFc0NZeWD1MKqxPozEb8vva4o5n0bBQBVpJuUTQTTrqPO+44jj/+eI4//nj6+vp417veNfzn448/vhgxiimuu7ub4087jUwmw5atWzl8yZK4QxJ7kHQMjlYEO81QDLQPc+hbu5YwCGKMTsStq2M1JrMBm5oddyjDks1vgt+I03BB3KEIsVfGVIO7CBVlwEZ7f0GFUtFUzrgHRCaNDvtktrsUgkAql4uimvCe7ksuuWT49+9+97sLGUtZs/19AwUWSjXeBKs8X/b3f8+P7r13+M8N06ZxwvHHc9OXv8ziRYsKHV5J1dbWctrJJ9Mwfz4AN37pSxN6/dPPPsv/96EPseX119m2fTuHLVlCx5YteN5b1SkPXrSIjZs2jXjd1774Ra5evnz/v4ApxmhFyjH05AMctdNMRU0tdHbSvWUb0xYeGGuMIj7Z5pUYG0GZLOHWmVa8Xp8oeTZOYlrc4QgxLk7iWKLcE2D7QJVRMcJCimQH5MBst4fu2UDQtwQnVR93RJPXcI9uSbpFcUw46b7uuuuKEUdZs/19RI+uwGZ7SzdoKg1LT4Lk+G9Mz1+2jLtuvx2AHU1NXPvlL/OXH/gAG15+uVhRlsx3vvENrv+Xf8FxnAn3gn/iqac49eSTAXjs8cc54bjjRiTcQ67/l3/hbz/2seE/11RX71fMU1nKNfT6AZG16KH2Ya4DNqJ37TrqDjxA2odNQb3Zdaj2ZwkT5bGX24YB6ZZNRNFReHUnxR2OEOPmOgvIOgdggg1EenIm3Sqc4svLB0WmCuN3kG95HufAM+MOZ/LyfVQqBV4i7kjEJLVPd72dnZ3ceeedXHPNNbS3D+wzWbNmDVu3bi1ocGXD9wcSbseFVFXxfzkutrcXFUxsZj2RSDB71ixmz5rF0sWLuXr5cjZv2UJLaysAGzZuxNTW8ufnnx/19Q3z53P3PfcM/3nL1q18+LLLmHHggdTMns2JZ53Fk08/Pfz87XfeyWGLF5OcPp2jjj+e//fjH484n6mt5Zf33w8MtJj76N/9HUtPOYWOjg4Arv/a1zj+tNOGj8/n8xy+ZAmmtpbOzk4A7r7nnuEZ7oaGBmprazn7ggv2+HXs6vEnn+S0kwZuqP+0evVwAr6rmurq4e/f7FmzqKqanDcypeBqRcIYgmhkERxbVY1taiLb0hZTZCJO3c0PovOdWK88qtgnWtejcjWYaRehTZnsLxdiHJQ2gwXVQqydnFt2VKixTN1CasOUwqrB2e5cV9zRTF6BDzW1UqtKFM2EZ7qff/55li1bRl1dHRs2bOATn/gEDQ0N/PznP2fTpk386Ec/Kkac5cH1UInifwJmAfL5/TpHJpPhnvvu49CDD2Z6w8RvcDOZDO+48ELmzZ3LL++7j9mNjax57jmiwarUv/jNb/jM1VfzzRtv5J1nn81///73XP6pT3HAvHm848zdP4m98rOfZfWTT/LoH/7AtGmjL+G87Y47aGpp2WNcP//1r/mfcSTbq1av5i8/8IHhr+X+Bx7g+htvpLe3F9d1+f5dd3H1Zz4zYvn4Td/8Jl+5+WYOnD+fD73//Vz16U/jOBP+JyJ4q6Baf7BL+7BEEnp66Fm/gepZM+MNUpRUGPQRNj+EcqrKooCa6usm0d2Ddc7HTc2LOxwhJsz1jiHf90d01IU15bF6pKAiDUqSboDISWP8TvItL+IccNreXyAmLgikXZgoqglnFMuXL+djH/sYN998MzU1b/WIvOiii/jwhz9c0ODExPz3Aw9QO2cOAL29vcyZPZtf//Sn+7SM996f/YyWtjaefPhhGgaT9kMPOWT4+Vu+/W0+euml/MMnPgHA4YcdxhNPP803vv3t3ZLua7/0JX55//08+vvfM3vWrFHHa29v56s338znrrqKL3zlK6Me4/s+13zhC3s8ZsgJxx3HmlWrePX11/nryy/n6Ucfpb2jg9PPPZdnHnuMZCJBfV3d8PH/6+//nuOWLKFh2jQef/JJ/uX669m+YwffuOGGvX+zxKgSjsY1iiCKcM3gNagVNp3G37SZ3KKjSVTLaoKpoqvjT+jsZsL0/NhXjNooIt28FsIFuI1nxRyNEPvGMfXk3KPRudVYJlnSbUFFWpaXD1F6YLa7ay3hzMWYxCTv0R4HBSol9ySieCacjT399NN88pOf3O3xefPmsWPHjoIEJfbN2WeeyZpVq1izahVPPPQQ573znVz83vfuViDs9HPPpW7uXBYcdRR/9bGPsWWUbQHPPf88xy1ePJxw7+qV117j1JNG7oE87aSTePX110c89t077uBrX/86Rxx2GAsXLBgz9i/fdBNnn3kmp51yypjHfPeOO6irq+PDgzPYe5JMJlm4YAEvvPQSF5x7LgctXMirr7/OGaeeypGHH87CBQuor68fPv4zV1zB2WecweJFi/j7yy/n/3z1q9z6/e+Ty+X2OpYYnVYDBdWiXdqHqVQale2la92GuEITMehtWgE2RJVBATW3YwtOfwJVcwHGScYdjhD7zEkcC7gDBdUmk0gN/NyQme5hkZNGh1lyUsm84OxgtxVpFyaKacJJdyKRoLu7e7fHX3/9dWbO3LflorfddhsLFy4kmUxy0kkn8dRTT43rdT/5yU9QSo2oqD6VVaXTHHrIIRx6yCG8/W1v4we33kpvNsudd9894rgf3303zz72GPfcdRdvrl3LP1x11W7nSqUKc2P81LPPcv9//icvvvwy37/rrlGPeePNN/m/P/oRN15//Zjn6ejo4Cs338zXv/a1ce23qZ0zh9o5c/jXL32J//rVr6idM4fLP/UpHlm1ito5c7joPe/Z4+tPOuEEgiBgwy4fWIiJSbkGoxThTu3DMBrruvSv30CQL11HABGf3t430J3PESXLYEtBvo9UZwuROh6v5oi4oxFiv3jOoYTObHTYEXcoBaWsQlmFlZnutyiNVQ66ey1hPhN3NJNL4Eu7MFF0E066//Iv/5IvfelL+IPts5RSbNq0iauvvpr3vve9Ew7gvvvuY/ny5Vx33XWsWbOGJUuWcP7559Pc3LzH123YsIF/+qd/4owzzpjwmFOFUgqtNX39/SMenz9vHocecginn3IKH/+bv+G5F3b/1PTYY47hzy+8MFwob1dHHXEEjz/55IjH/vTkkxx1xMib2FtuvJELzzuPW2+5hauvvZZNmzfvdq7PX3cdl3/kIyOWr+/qKzffzOmnnsqZp41vL9OaVat46pFHMMaw4je/Yc2qVUxvaOAnP/wha1at4ge33rrH1//5+efRWtM4Y8a4xhOjc7Qm5erdCqpRU4Pq6qR785Z4AhMlNVBArQvrxl9ALdW8FvzZONPPizsUIfab0g7aOw5lc2DDuMMpHJnpHlVkqtBBL7mWF+MOZXLxJekWxTfhpPsb3/gGmUyGxsZG+vr6OOusszj00EOpqanhq1/96oQDuOWWW/jEJz7BZZddxtFHH833vvc90uk0d40xKwoQhiGXXnop119/PQcffPCEx5yscrkcO5qa2NHUxCuvvcY//tM/kclk+IsLLxxxXD6fp7+/n42bNvFfv/oVxxx11G7n+tD738/sxkbe8+EP86cnnmDd+vX8169+xerBRPt/X3klP7znHm6/807eePNNvnnrrfzi17/mf//jP444T8Ng0bT3vvvdXHjuuXziiitGPP/munU88thjXHv11WN+Xdlslh/cfTc3TaA/96GHHEJnZyezGhs5/ZRT8DyPnkyGd114IYcecgjz5s4dPnb1k0/yrdtu47kXXmDd+vXcc999/O9rruHSD35wzKJvYvxSjkEpiHaa7VaOgwV6164bLs4nJqcgyBC2PETk1qBibhNnuppxeyNInYPjSsEcMTm43jFEugai3VchVqxIMzDNLUn3CFpjlUF1vUnoZ+OOZvIIApTnQQmKJYupa8KF1Orq6lixYgWrVq3i+eefJ5PJcPzxx7Ns2bIJD57P53n22We55pprhh/TWrNs2TJWr1495uu+9KUv0djYyOWXX85jjz22xzFyudyIfblDS+N93x+erR/i+z7WWqIoGpEI2Cga2O+Rzw3v+ygqP8/QDxoLMM4xf//HPzLvsMMAqKmp4YjDDuO+H/6Qs04/HWvtcOynnHMOAPV1dZx2yil8+//8n7e+rsHjXNfld7/4BZ/9l3/hL973PoIg4OgjjuDb3/gG1lreffHFfPPGG7nl29/mM1dfzUELFvB/v/vd4bGG7TTut7/+dRafdBJ33HUXn7jssoGkq7eX677yFaZNmzYixuHfW4vv+/zdZZdx2KGHjn7MGB5+7DHOOPVUrLU8smoVJ7/97RhjdnuN53n85L/+i+tvvJFcLsdBCxZw5ac+xWeuuGLM81s70MgksBZTimticKyd/18ptFY4WpELIzzzVtJlq6tRLS10bttOzazGGCOsTEPvX7u+j5WbtpbHsJkWgqoDUVF83QBs6JNsayJvF+PVHFdx/47Go1LfI8R+MjPIOUfj+M8R4Q4/HAze4gUTv9WLnbYuAS6RtlJMbVdOHSbsobflJVJzTpjQS+U9YnQ28FHTpmOCEJhEK0b2olLuI8rdeL9/yhYoi8xmszzzzDMAVFdXc/zxx+/1Ndu2bWPevHk8/vjjnLJTAa3Pfe5zPPLIIzy5y/JlgFWrVvFXf/VX/PnPf2bGjBl87GMfo7Ozk1/+8pejjvHFL36R60fZK3zvvfeSTo9cRuI4DrNnz2b+/Pl4nvfWE7l+3KceQ/WV7lNFm0rjn3gGJKTITznK5/Ns3ryZHTt2EASTs0eqEEIIIYQQYmzZbJYPf/jDdHV1UVs79iq6cX/8OVrxtJ298MILvOMd7+DAAw/kmGOO4f777x9/tOPU09PD3/zN3/CDH/yAGePca3vNNdewfKdezN3d3cyfP5/zzjtvt29Mf38/mzdvprq6mmRy52S3FvvOiwb2fJSINQY/CKlWalyFw0Rp9WtNUmtOrq4mUaLl0YG1PNLTw1k1NTgVdk1E1tLSm8NacMxbsdveLMpGTF92DslaaYEyEb7vs2LFCs4991xc1937C2LQm3mN7heuxppqSMS3VUNlu6jevoHInE9y+uRtEVbJ7xFi/0RRjv7u76HCTqwz0JozwOFp9QHebn+KQ2V9OGx6ErjtNURJmYEbVRRiwh7C6ceRnH3cuF8WWMvKnjzvrPHkPWIntqUJveQE9MGHxx1KSVXCfUQl2FuOPGTcSXd9ff0ekz9rLUop1q9fP95TMmPGDIwxNDU1jXi8qamJ2bNn73b82rVr2bBhA+9617uGHxtaBu44Dq+99hqH7FKMK5FIkBhlj4brurtdYGEYDhcf2623dbq0vfuiMISeHhRI0l2GlFIowFGq5D+44hhzvylFjefQnQswqLeWC6bT0NpCdtMWao5bHGuIlWq097Jy0df+CG7QTpCehdLx3PTbKKK67TVUeDDJGaehK+3fzj6oyPcIsX9MkiBxDKb3t4S2HtRb9zAOAQ6Vlbwa6+BEAZGtrA8LSkaBsRGq81XMzKPRE2x96CiFK+8RwFC7MIuurkGX6c/SYivn+4hKMN7v3biT7oceemiPz7/xxhuj9u/eE8/zeNvb3sbKlSuH235FUcTKlSu5YpeCWwBHHnkkL+xSaftf//Vf6enp4Vvf+hbz58+f0PhCiNJJOYZMPiS0FjP0w14rrJcgt2EDwdFH4iS8PZ9EVIzA7yFseRjl1sZaQM1r34TuT6PqLkQbuakQk5frHUPQ9whEGTCVXShQhQokKdyj0FRhgm5yLS+RmvO2uMOpXGEAxpEe3aLoxp10n3XWnpfk1dfX71MAy5cv56Mf/SgnnHACJ554Iv/2b/9Gb28vl112GQAf+chHmDdvHjfccAPJZJJFixaNOu6ujwshyoujFUlHk/VDjN7pZqq6GtXRTtfGzUw/fOy2caKydLY/gu7bTlh9UHx1kHJZkp1tROpsUlVybYnJzdGzybsHY/IvE1HZSTdWI5XL90IbCDV0vk4085gJz3aLQb4PrrQLE8UXe0nLD37wg7S0tPCFL3yBHTt2sHTpUh544AFmzRrYk7Rp06bdl3oLISqOUoq0a+gLQqx9axJDOQa0JrtuHdMOPUj+vU8CNoroa1qBUQpl4mnBYqOIdPObEMzFazw3lhiEKCWlNcZbAvmXsNYHVbkrO1SopUf3OISmemC2u/UVUhPY2y12Evgo15PCxaLoYk+6Aa644opRl5MDPPzww3t87d13313weErSFkxUtJ1brInxSxiNqzVBFOHu3D6sphrV2krPth3UHTB3D2cQlSCTeQnd+TJRclZsMTjdO3CzCps+F+PIDIaYGjzvaPr1dHTYQVjB170K9UCbbrFn2mBDBR2vEc04Bu3IFq0J832ob4h1G5SYGuQK28nQRvhstnStwURlyuZyEEU4knRPyNBsdzRQt+Stx70EhCGZdRviCk0UUKblIXSQwTrxLHG1fo5U+3YieyxuzbGxxCBEHLROgbcYTS/Y0nTWKIpQIcvLxycyVZigi1zby3GHUpkCH2rq4o5CTAHjnul+z3ves8fnOzs79zeW2BljqK+vp7m5GYB0Oh1b5fAoDMnn8/QrJZ++lRFrLdlcjpaWFmpyOUzcAVWglGPI6IDA2hEVlm26imjbVrIdnaSn1ccXoNgvvt9J2PIIeHWxvXelWtai8tPR0y9EG/lXKqYWx1tE2P842AqdQLCgrCa+YhAVRjvYkMHZ7qPRRma7J0ahqqrjDkJMAeNOuuvq9vwpUF1dHR/5yEf2O6C4DbUqG0q842KjiL7+fpLSp7v8RBE1uRwz8vm4I6lIRitSjqEnHwwk3UN7u1MpaG2he90G0m9bGmuMYt91tT2C6WsirI6ncJnOtOH25iFxEW5ieiwxCBEn1zkQ3zkQHWymIj8ZjtTAJLfs6R63yFRj/E5yba+SapT2m+NlrR3YJihF1EQJjDvp/vd///dixlE2lFLMmTOHxsZGfD++vpb5TIbHnnySk10XJynFHcqGtTjWVuR9TDlJuYZePyCy9q2+yVphE0n8DRvxjzkSV677imOjiL4dKzDKQAztuWwYkmrdiA2PwJtxcsnHF6IcKK0xiSUEwca4Q9knKlIoq4h0BS+PLzXtQAi0v0o0/Wi0KYuSTeUvDMEYaRcmSkL+VY7BGIOJcVmiyucJggBPa9xIfvCIycXVioQx9Ach3i7tw2hvo2vDJmYceXh8AYp90tPzHLr7VcJkYywrQ732Dej+atS0i+SmU0xprreIfN+jcYexb6wGq2R5+QSFpgrjdwzOdksb3XEJhtqFpeKOREwBsllYCFFyQwXVYGQBeGU01hj61q4jDMOYohP7qqdlJTroBaem5GOr/h5SXZ1YczJean7JxxeinBhTg3WOjDuMfaJkefm+0YOri9pfIQqDeGOpFP5gu7CkJN2i+CTpFkLEIuFoHKMIol1urKproL2dnq3b4wlM7JN8vg3bsorIm1byAmo2ikg1ryUKFuBOf0dJxxaiXLmJYwCwlVZQLVJIv7B9MzTbnW9/Le5QKkPgQ1U1SsumQVF8knQLIWKhlSLtGCJrd2kf5mKjiMza9USytaJidLU+jOlrIUrMLPnYbudWnD4XXX0+xpEZCyEAXGchACbsjDWOiVJ2sF2Y5N0Tp13AErW/ipWfn3sn7cJECUnSLYSITco1GKUId+13XlVNtGM7fe2dscQlJsZGIf1NK7DaQZW6gJqfI9nRTMhxeLVHlXZsIcrYW7N3PtZW0HadSPZz74/QpHHybeRktnvvrJV2YaJkJOkWQsTG0Zqko3dbYq6SSVQuR/e69TFFJiaiu3sNuvt1otTsko+dbH4D5c/CnX5+yccWohJYVYOKuuIOY/wiybj3i/aAiKj9FZnt3gM79GG/VC4XJSJJtxAiVmnXoBQDy8yHaIVNpfA3bSLfW2H7EaegTPNKdNgPbmkLqOnuFrxMiE2djePJEkEhRhO5R6Btd9xhjJuKtOzp3k+hqcLJtZLreCPuUMpXFIKWdmGidCTpFkLEyjMaz4wy252uQmUydG3YFFNkYjxyuWZs6+OEiWklHdeGAem2TUT2SLzat5d0bCEqieMdAzhg++MOZXwiJZXL99fQbHebzHaPyQ/AcWWmW5SMJN1CiFgppahyDdaObB+G0eC69K9bRxhI+5Ny1dX6ECbXii1xAbVEyzpUrg7TcBHaSOVZIcbiuYcSmlmosCPuUMZFhVqS7gKIdBVOroVc55txh1KepEe3KDFJuoUQsUs4Bkcrwl1mu211DXR20r15a0yRiT2JQp9c0woi5aG0U7JxVV8XiZ4M1jsdNzmnZOMKUYmUdlCJpShyYMt/1lNFWlaXF4A1HhAStb4ss92j8f2BFXWmdD+7xNQmSbcQInZGKdKuGahivnP7MNeByNIr7cPKUnf3M5ietUSpWSUbc6An9zpseBDetLNKNq4Qlcz1FmFVNSqqgL3dMtNdMJFOY3It5LrWxR1K+Ql8qJVaIKJ0JOkWQpSFlGPQit3ah9nqaqKmJnpb2mKKTIwl07wSohyqhAXUvPbNOH1JdO2F6FK3JxOiQrnOLCL3UJQt8yrmFpRULy8YaxIoK7Pdo7IRqqq0xT/F1CZJtxCiLDhakXTM7gXVEglUkKdn/YZ4AhOj6u/bBq1PEHkNpRs030eys5VQvx2v+tDSjSvEJGASiwEFNh93KGMbSrhlprtgIpPG9DeT794YdyjlR4qoiRKSpFsIURbU4BJzpXYpqKYVNpUm2LSJ/p5MbPGJkbraHsbk2ktaQC3V9CYEc/GmLyvZmEJMFp57JJGZUdYF1VSkUFZhJekuGKs9lPUJW1+S2e5BNgxBaWkXJkpKkm4hRNlIGI2rNcEuNwYqXYXKZulaL5/Ul4MozJNvWoE1SZQuTeVw07UDNwuk34lxq0syphCTidZJ8Jag6C3fgmpDPbplhXnhKDUw2923A79nS9zRlIfhyuWSdIvSkaRbCFE2hma7I8uIgmpohfU8cuvWEeT9uMITg7o6n8T0rCdMlqaAmvV9Um1bCe0xuDVLSjKmEJORkzgWq6og6o07lFEpqwbe+2Wmu6CsTqCsT9D2StyhlAffH+zRLe3CROlI0i2EKCtJx2C0ItiloBrVNaiubro3yyf1cettXomKfJRbVZLxUq1rUfkGnOnSk1uI/eHquUTOQWjbGXcoo5MiasUxONvt9DXFHUl5CHxUOo1ypBinKB1JuoUQZcXRirRjduvZrRyDVYreN9dJ+7AY9fVthranCJPTSzKe7u3AzfRhE2fiJmaUZEwhJiulNSaxBIiwtvxWDaloaKY77kgmn6HZbsHA8vIaaRcmSkuSbiFE2Um6A+3DomjX2e5qaGkh09QST2CCruY/YvIdWK/4SbcNQ1It6yE8DK/+tKKPJ8RU4LpHEekGdNQZdyi7sxrJuItEKSKdBCDfsy3mYGIWRSDtwkSJSdIthCg7nlZ4Ru/ePiyZgNAns3Z9TJFNbWHYj9/yEJFJl6SAmte+EdNfhaq/EG2coo8nxFRgTDXWOxYVlV9BNRVJEbVismYg6Q7bXo45kviptBRRE6UlSbcQouwopahyHSy7tA8DbLqKYMsW+jq7YoltKuvqWI3JbMCmZhd/sP4Mya5OInMiXnpB8ccTYgpxvUWgEmD74g5lpKHl5aI41MAnGia7fcrOdtsoAqWkXZgoOUm6hRBlKeFoXK12n+1OpVH9fXRL+7CSyzavRNkInOJWfLVRRLplLQTzcKUntxAF5zoLCZ356Kg97lBGCrVULi8BFeUJWl+MO4x4BEOVyyXpFqUlSbcQoizp4fZhdvf2YYkE+fXr8XP52OKbanqz61DtzxImir+X2+3ajpM1qKrzMEVO8IWYipTW6MRSIMTaIO5whqlQYSXpLrpIJzC9W8hndsQdSun50qNbxEOSbiFE2Uq6BqMU4a5rzKuqoaeH7o2b4wlsCupufhCd78R6DcUdyM+Rat9OxBK8umOLO5YQU5jrHUOk69BR+WzVUZGWPd0lYE0KFeUIWl6IO5TSC3xUMjUw2y1ECUnSLYQoW67WJJ1RCqo5BrQmu3YdURjGFN3UEQZ9hM0PETlVRS+glmh5E/xGnIYLijqOEFOdY+qw7jEo2xN3KAMsEMny8pIYrGRuejfj9zbHHU1p+QPtwpSST3dEaUnSLYQoa2nXoBTs2j3M1tRAWys926fg8rgS6+r4Ezq7mSg5q6jj6J5WEhkfmzwbJzGtqGMJIcBJLALc8iioZgerl0sltZIYmu32p9psdxRCtbQLE6UnSbcQoqx5RuNpTRCNbG2jPA/CUNqHlUBv0wqwIaqI+6ttGJBu3UQUHYFXd1LRxhFCvMVzDiVy5qDDjrhDGejRbRVWJiBLQymsTqIzm/CzLXFHU1IqXRV3CGIKkqRbCFHW1GBBNWtHaR9WVUW0bTvZ9jK4YZykenvfQHc+R5ScWdRxEq3r0bkazLSL0Kb4PcCFEKC0g/KWosiBjXerjorUwHZuWV5eMpFJoaN+/JapUcncRhEg7cJEPCTpFkKUvaRjcPTuBdVUMgW5frrXbYgnsClgoIBaF9YtXgE11ddNoruHyDkVNzWvaOMIIXbnJhYRqVqIuuMNJFJglRRSKyWliHQCndmIn22LO5riC6RyuYiPJN1CiLJn9MBsdxiN0j4smSS/cSP5vjLYkzjJBEGGoPkhIrcGpYvz48JGEanmtRAuwG04qyhjCCHG5pgZhO7haBtvFXNl1cD7u8x0l5Q1aXTYNzX2dgcBOI4k3SIWknQLISpC0jFoxajtw1QmQ9eGTfEENol1tq/C9G0tagE1t2MLTl8CVXMBxkkWbRwhxNjcxGLAgM3FF0QkU9yxUAqrE+jMBoK+Sb5Vy/dRiSS4XtyRiClIkm4hREVwtSLhDM5270QZjTWG/nXrCaV9WMHYKKKvaQVYizKJ4gyS7yPV2Uykj8erOaI4Ywgh9sp1DycyjagYC6qpSAOyvDwO0eBsd36yz3YH0i5MxEeSbiFERVBKkXYMqN0LqqmaGmhvp2fLtniCm4R6e19Dd75AlGws2hip5rXgz8GZfl7RxhBC7J3WCUgsRds+sNHeX1AMMtMdH6Ww2kP3rCfo74w7muIJA6ipjTsKMUVJ0i2EqBgJR+OO0j4M1wUbkVm7nmjX58Q+6Wl+EO33YN36opzfdDXh9kaQOgfHlZsgIeLmeouIdBVEmVjGH9jTLfu54xKZKnSYJT+ZK5lbpHK5iI0k3UKIiqEHZ7sjy8iCaoCtqsbu2E62rT2W2CaTwO8hbHmYyK0tSgE1G/qk2jYT2aNxa48v+PmFEBPn6FlE7sFo2xlPAKHMdMdKKazy0N3rCHIxV7IvAmvtwO4FSbpFTCTpFkJUlKRrMFoR7No+LJGEfJ6e9RviCWwS6Wx/BN2/vWhLyxPN69D5BkyD9OQWolworTHeUsBirV/68SMt+7ljFjlpdNg7OWe7Ax8caRcm4iNJtxCiojhakRqloBpaYVMp/I2byPVm4wluEhguoIYqSgE11dtBMpMl8k7HLeJ+cSHExHneUUR6OjqOgmqhxkq7sHgpjVUuuutNwlxP3NEUli9Jt4iXJN1CiIqTcgxKQbTrbHe6CtXbS9e6DfEENglkMi+hO18mShQ+IbZRRLp1PVF4EN60Mwp+fiHE/tE6Bd4SNL0lL6imIqlcXg4ipwod9pJrnWSz3YGPSiQgIa0pRTwk6RZCVBzPKBJGE+w62200uC659RsIgyCe4CpcT8uD6CCDdesKfm6vfRO6P42uvwht3IKfXwix/xxvEREpsCVcMWSBSIPMdMdvcLZbda0lzPfGHU3h+D5U10q7MBEbSbqFEBVHKUXadbB292K3troGOjvo2rQlnuAqmO93ErU8SujVFb6AWi5LsrONSL0dL31wYc8thCgY15lP5ByIjkq4xNyqwZluSbrLQWSqMGFmcs12hwHUSqcMER9JuoUQFSnpaFytdpvtVq4DQFbah01YV9sj6L4mSMwq6HltFJFqfhOCeXgzzi3ouYUQhaW0RieXogixtkQrhiIFVu3alELERWssBtX5BqE/eWqkqFRV3CGIKUySbiFERdJKkXbNwL7uUdqHRc3N9Da3xhNcBbJRRN+OP4AyUOCl3073DtysgqrzMI4UsRGi3HnuIkI9DR11lmQ8ZdXAdm6Z6S4bw7Pdk6CSuR1aEidF1ESMJOkWQlSspGMwShHu1j4sgfLz9KxbH1Nklaen5zl092uEBa4obv0c6fbtRHYxbvUxBT23EKI4jKnGuovQUYkqWA/OdEvSXUa0GZ7tjoL+uKPZP0EAxpEe3SJWknQLISqWazRJZ5SCalph02mCzVvo787EE1yF6WlZiQ56wakp6HlTLWshPx0z/QLpyS1EBXETi7AqgS1BQTUVqYEVS1LjqqwMzHb3VP5sd+CDK+3CRLwk6RZCVLSUa1DsXlBNpatQ2SxdMtu9V/l8G7ZlFZE3raAF1HSmDS+Th8TZuInpBTuvEKL4XOdgQmcuJmwv/mB2cKZblBdtAAOVPtvt+yjXg6S0CxPxkaRbCFHREkbjGY2/a9E0rbAJj9yGDQR5P57gKkRn64OYvhaixMyCndOGIanWjUTRYbj1JxfsvEKI0lDaoBPHAT7WhsUdK9IDs9ySd5ed0FRhgi76W16OO5R9F/hQU4NSkvaI+MjVJ4SoaGqwoJq17FZQjeoaVHc3XZs2xxFaRbBRSK5pJVY7qAIWUEu0bUD3V6OnXYQ2TsHOK4QoHddbhFW1qKiruANFit3fwEVZ0AbQqM7XiYJ83NHsm8CHmrq4oxBTnCTdQoiKl3QMjlYEuxZUcwwWRXbtWmkfNobu7jXo7teJUrMLdk7V30OyuxNrTsZLzS/YeYUQpeWYaUTe0WjbXdRxhvd0i7I0NNuda6vc2W6Vro47BDHFSdIthKh4RitSjiGMdm8fRk01tqWVnu1NscRW7jLNK9FhH7iFKaA21JM7ChbgTj+nIOcUQsTH8Y4FHLBF3NMbKVlaXs60g0VBx2tEYWXNdku7MFEuJOkWQkwKKdegFQN9u3eiEglUEJCRgmq7yfU3YVsfJ0w0FOycbudWnD4PXX0+xpGiNUJUOs89nNDMQoUdRRtDhXI7Wu4iU4XxO8m1vRJ3KBMTSrswUR7kXU4IMSm4WpEwZvf2YYCtqiLcuo2+ziLvS6wwXW0PYXKt2EIVUMv3k+poJuQ4vNqjCnNOIUSslHZQieNQth9scbbpqEhjpUd3edPOwEKy9leJwiDuaMYvCMBxIJWKOxIxxUnSLYSYFIYKqsEo7cNSaVR/H13rN5Q+sDIVhT65pj8SKQ+lC1PoLNnyJvizcGdcUJDzCSHKg+sdg9U1qKhIe7tDBZJ0l73IVFfebPdwuzBJukW8JOkWQkwaCUfjGkUwavuwJPn1G/D7K7jXaAF1dz+D6VlLlJpVkPPp7ma83hCbOgfHrS3IOYUQ5cF1ZhG5h6FsEVYLWWCoZZgob4Mf0NpKmu0OfKiuRmkTdyRiipOkWwgxaWilSDuGaLT2YVVVqJ4eujdK+zAYKKCmwhyqAAXUbBiQbttMFB2JV/u2AkQnhCg3JnEsoMAWuJCWVSgrM92VIjRVOH4HufZX4w5lfHwfaurjjkIISbqFEJNL0jUYpQhHaR+G1mTXricKw5iiKw/9fdug9YmCFVBLtKxD5eowDRehjcwmCDEZee6RRGYmKmwv7IkjBVZhZaa7MmgXsBU1262qpF2YiJ8k3UKIScXRmpSrRy+oVlMDbW30bNsRQ2Tlo6vtQUyuvSAF1FS2i0RPBuudjpucU4DohBDlSOskeItR9BW0oJqK1OAkt8x0V4rIVOHk28l3vBF3KHs00C7MShE1URYk6RZCTDopx6BGax/meRCF9Ezh9mFRmCff9EesSe73HjcbRaRa1mLDg/CmnVWgCIUQ5cpJHItVaYh6C3dSqwBZXl5J7NBsd9vL2F1rqJSTKARtpF2YKAuSdAshJh3PaBJmjNnuqirstu30thWv52w56+p8EtOzgTC5/wXUvPZNOH0pdO2FaOMWIDohRDlz9Vwi5yC07SzYOVWkBya5ZXl5RQlNGpNvI9f+etyhjM33wXVBkm5RBiTpFkJMOkPtw6wdpX1YMgW5fnqmaPuw3uaVqCiPcqv270T5LMnONkL9drzqQwsTnBCirCmtMYklQIS1fmFOGg3NdBfmdKJEtAdERO2vlO9sd+CD40JSkm4RP0m6hRCTUtIxuFoR7jrbrRU2mSK/YSP5bF88wcWkr28ztD1FmJyx3+dKNb0JwVy86csKEJkQolK43tFEugEddRbkfMqq3T8dFRUh0lU4uRZy5bq32/dRVdUoKfApyoAk3UKISUkrRco1A1XMR2sf1puha8OmWGKLS1fzHzH5Dqw3fb/OYzp34GYVpN+JcaUqrBBTidFVWO9YVNRbmIJqkcxyVyprBme728p0tjvwoaYu7iiEACTpFkJMYinHoEdrH2Y01hj6160jDCqj5cn+CsN+/OaVRCa9XwXUrO+Tat9KaI/BrVlSwAiFEJXC9RaBSoDd/9VCKlJSuLyCRTqNybWQ61oXdyi7iyyqWj4YFuVBkm4hxKTlaEXSGb2gmqqpxXZ00L1lewyRlV5Xx2pM7yZsavZ+nSfVuhaVb8CZLj25hZiqXGchoTMfHRWgIGWkZaa7glmTQBEStb5UVrPddujDdimiJsqEJN1CiElrqKCaGm3LoOugbETv2nVEZXSjUCzZ5pUoG4Gz7/1KdW8HbqYfmzgTN7H/+8KFEJVJaY1OLAUCrN2/1UIqlOXllS7SaUx/M/muDXGH8pYoAq2lXZgoG5J0CyEmtYTRuFoTjJJY26pqbNMOsq3tMURWOr3Zdaj2ZwkT+76X24YhqZb1EB6KV39aAaMTQlQi1zuGSNeho679Oo8KNVbWl1c0qz0UIWE5zXYH0i5MlBdJuoUQk5pSiirXEFl22zeoEknI5yd9+7Du5gfR+U6s17DP5/DaN2L6q1D1F6KNU8DohBCVyDF1WPcYlO3ZvxNFGpQk3RVNKSKdwvQ3ke8ukwKlvrQLE+VFkm4hxKSXdAyOVgS7rjHXCptK42/aRC7TG09wRRYGfYTNDxE5VfteQK0/Q7Krk8ichJdeUNgAhRAVy0kcC7j7XlDNgpI93ZOC1QmUDQhbXyyP2e7AR6WrUI58SCzKgyTdQohJz2hFyjEDPbt3ne1Op1HZLF3rN8YTXJF1dfwJnd1MlJy1T6+3UUS6+U1scADu9HcWODohRCXznEOInDnocB8Lqg1VLpeZ7sqnFJFJYfp2kO/ZEnc00i5MlB1JuoUQU0LKNWgF0a6z3UaD49C/bj1B3o8nuCLqbVoBNkTtYwE1t2s7Tp+DrjoPsx9F2IQQk4/SDspbiiIHNpz4661CWYWVme5JYWC22ydofTHuUCCKUNU1cUchxDBJuoUQU4KrFQljRm0fZqtrUF2ddG/ZGkNkxdPb+wa68znCZOO+ncDPkWrfTshSvLpFhQ1OCDEpuIlFRKoWou6Jv1hmuicXpYhMGie7nVz35riDkSJqoqxI0i2EmBKG2ofB7u3DlOtggeybk6t92EABtS5wp+3T6xPNb4DfiNtwfoEjE0JMFo6ZQegejrb7UMU80gxMc0vSPVkMzXaHrS/FF0MUglLSLkyUFUm6hRBTRsLROEaNOttNdTW2pZne5tbSB1YEQZAhaH6QyK1B6Ym/1eueVhKZAJs8Gyexb0m7EGJqcBOLAQM2N6HXKasGkm5ZXj55KEWkk5jsVvI9Ma0e84OByuWSdIsyIkm3EGLK0EqRdszAvu5dZ7u9BPg+PevWxxNcgXW2r8L0bdunAmo2DEi3biK0R+LVnVSE6IQQk4nrHk5kGlETLagWDSbcknRPKtYkUVEevyWmvd3So1uUIUm6hRBTSso1GKUIR2sflq4i3LyZ/q592JtYRmwU0de0AqxFmcSEX59oXY/O1eJMuxht9rHNmBBiytA6AYmlaNsHdvxbdFQkS8snpcG+3U52K/nM9tKP7/uoZArluqUfW4gxSNIthJhSHK1JOnrUJeYqnYa+vopvH9bb+xq68wWifSigpvq6SXT3EDmn4KbmFCE6IcRk5HqLiHQVRD3jf5FVknNPUgOz3TmCOGa7Ax9qpV2YKC+SdAshppy0a1CjtQ/TCuslyK1fT5DLxxNcAfQ0P4j2e7Bu/YReZ6OIVPNabLgQb/o5xQlOCDEpOXoWkXvwhAqqqUiBkrXlk9LQ3u7ezfiZptKOHYYg7cJEmZGkWwgx5XhG45nRZ7uprkZ199C1cUvpAyuAwO8hbHmYyK2dcAE1t2MLTl8CXXM+2siyPCHE+CmtMd5SAKz1x/eiSCNT3ZOXNSlUlCPf8kJpB1YKlaoq7ZhC7EVZJN233XYbCxcuJJlMctJJJ/HUU0+NeewPfvADzjjjDKZNm8a0adNYtmzZHo8XQohdKaWocg3WjtI+zDGgFdl1ayuyfVhn+yPo/u0TX1qe7yPV2UKk34ZXc0RxghNCTGqedxSRaUCH7eM6XoVaiqhNZoOz3U7vZvze5pIMaQd/bku7MFFuYk+677vvPpYvX851113HmjVrWLJkCeeffz7NzaP/43z44Yf50Ic+xEMPPcTq1auZP38+5513Hlu3xtSWQAhRkRKOwdGKcJTZbltdDa2t9GzfEUNk+264gBpqwgXUUs1rwZ+NM/3c4gQnhJj0tE6BuwRNdlwF1VSosUpmuiezgdnu/tJVMh+uXJ4qzXhCjFPsSfctt9zCJz7xCS677DKOPvpovve975FOp7nrrrtGPf6ee+7hU5/6FEuXLuXII4/kzjvvJIoiVq5cWeLIhRCVzChF2jUDVcx3ne1OJCAMyazdEEts+yqTeQnd+TJRYmKz3KarCbc3gvQ7cdzaIkUnhJgKHG8RESmw2b0fHEr18klPKSKdQPduxM+2Fn8835ce3aIsOXEOns/nefbZZ7nmmmuGH9Nas2zZMlavXj2uc2SzWXzfp6GhYdTnc7kcuVxu+M/d3QOtgHzfx/fHuecoBkEQDPzfWtSu61/FlBQMXgeBXA8F4xqNxZKPIoweucbRptOwbSvdLa2k6suvCurQ+9fO72OdOx5C+T5BcjoqGt9nqjb0Sba3kLdL8KqXyvVVweQ9QuwsrutBmQPIu4dg/HVEetrYB1oweKDBSjG1kgiUM+L/JePUYvxO8i0vw4FnFHUoG/ioVJoIhSrj+/xyMNp9hJi48X7/lLXx/XTetm0b8+bN4/HHH+eUU04Zfvxzn/scjzzyCE8++eRez/GpT32K3//+97z00kskk8ndnv/iF7/I9ddfv9vj9957L+m0fAomhBBCCCGEEGListksH/7wh+nq6qK2duzVgrHOdO+vG2+8kZ/85Cc8/PDDoybcANdccw3Lly8f/nN3d/fwPvA9fWPilu/p4Y+PPcaZrosr+1IEA7MVj/T0cFZNDY7MChRMfxDS3pfH1Xq3zjW2uwc8j1nnvxM3MbE90sXm+z4rVqzg3HPPxXVd2pp+i//6t4iqDoJxVh5X2U6qt28kMheQnH5mkSMWxSbvEWJncV4PYZgh1/1dlPWxZvqoxyhfk9gxjciEYGR1RikEyuFPs87ntKbf49igtINbi/E7CeqOJDX/tOIN09KEOnIR5qjFRRtjstj1PkLsm6FV1HsTa9I9Y8YMjDE0NY3s39fU1MTs2bP3+Nqvf/3r3Hjjjfzxj39k8eKx/2ElEgkSo9wsu65b1hdY5Az81ThKyc2TGEGuicKqcgxZYwiiCGeXFlu2uhrV3kZ2yzZmHHl4TBHumeu6OMbgt/4Bo0OUq4C930zZKKK67XVUeCjJGaei5ZqaNOQ9QuwsjuvBcWoI3MNx+h8lNKNPcCjr4EQhkQl2byMhisqxQemTbkArhe5Zi+pfhJOqL8oYFtDVNegyvscvN+WeE5W78X7vYi2k5nkeb3vb20YUQRsqirbzcvNd3XzzzXz5y1/mgQce4IQTTihFqEKISUoNFlSLLLsXVDMaawx9a9cThmEs8Y1HT89z6O7XCCfQJsxr34TuT6PrL5Ce3EKIgnMTi7AqgR2joJqK1MB7rlQvnzIiU4UOs+Rbni/K+a2VdmGifMVevXz58uX84Ac/4Ic//CGvvPIK//AP/0Bvby+XXXYZAB/5yEdGFFq76aabuPbaa7nrrrtYuHAhO3bsYMeOHWQymbi+BCFEhUs6BqPV6AWHqmugvY2erdtLH9g49bSsRAe94NSM7wW5LMnOdqx6O1764OIGJ4SYklznYEJnHmasnt2RAisrMqYUpbDKQ/dsIMh1Ff78QQCOI5XLRVmKfU/3Bz/4QVpaWvjCF77Ajh07WLp0KQ888ACzZs0CYNOmTeidlnzefvvt5PN53ve+9404z3XXXccXv/jFUoYuhJgkHK1IO4aefDCwDHOn+0DludgoIrNuPbUHzB3xflQO8vl2bMsqIm8aahyx2Sgi3fwmBPNwG6UntxCiOJQ26MRSCNZjbYhSZuTzdrBdmOTdU0rkVGH8DvItL+IcUOC93f5Qj25JukX5iT3pBrjiiiu44oorRn3u4YcfHvHnDRs2FD8gIcSUk3QNvX5AZO3u+5urqom2b6evvZOqGaO3J4xLd/sqTH8LQfWh47p3dbp34GY1tupcjCM3JkKI4nG9RfjZlaioC8wu752RkoR7Khqa7e5aSzDzWJxEAYsaBz4qmQKvvAqfCgFlsLxcCCHKgacVnjEE0e5LzFUyicrl6Fm/ofSB7UWu+SGsclDj2Jdt/Ryptm1E9lgSdVLZVQhRXI6ZRuQdhbajVPeNJOOeqiInPbi3+8XCntj3oboWJYUkRRmSpFsIIRgoqFblDix/3G1rt1bYZIr8xo3ke0cvChQX3fMmUWrP3R6GpFrWovwZmOkXFDkqIYQY4HjHAg7YvhGPq0gjU91TlNJY5aC71xLmC1iTKQihpnzbAYupTZJuIYQYlHA0jlajz3ZXVaEyGbo2bo4hsrHpsB/cvRdQ05k2vEweEmfjJkbvmyuEEIXmuYcTmlmosHPkE9Hgnm4xJUWmCh30kmt5oXAnVaDSVYU7nxAFJEm3EEIM0sPtw+zu94JGY12H/rVrCYPS9zfdVT7XDEDo1e/1WBuGpFo3EEWH4dafXOTIhBDiLUo7qMRxKNsPgy2dAFSopV3YVKY1VhlU11rCfO9+n84OLVGTImqiTEnSLYQQO0m6BqMU4ajtw2qhs5PuLdtKH9guutofA8AmZuz12ETbBnR/DXraRWhTFvUzhRBTiOsdg9U1qOitvd0q0tIxbIqLTBUmzJBrLcDe7sF2YdKjW5QrSbqFEGInrtYkHT36EnPXgcjSu3YdURSN8urSiEKffPPDAzHpPSfRqr+HRHcX1pyMl5pfguiEEGIk15lF5B6Gsjv1Zg41srx8itMGi0F1vknk9+39+D0JfOnRLcqaJN1CCLGLtGtQCkbJu7HV1UQ7msi2tJU+sEHd3c9gMuv3epyNIlLNb2KDA3Gnn1OCyIQQYnQmsRhQYPMD7bmlZZhgaLa7h/79rWTu+ygvAQlpFybKkyTdQgixC89oPK0JRpnNVokEys/THWP7sEzzSlSY2+txbudWnD4PXX0+xkmWIDIhhBid5x5BZGaiwva32oXJnm6hDWBQXW8QBf37fp5gqF2YpDaiPMmVKYQQu1CDBdWsHaN9WDpNsGkzucz+F3+ZqP6+bdD6BKE3bc8H5vtJdTQTchxe7VGlCU4IIcagdRK8JSj6UCEoq7CSdAsgNFWYoJtcy0v7fpLAh5q6wgUlRIFJ0i2EEKNIOgZHK8LR9nanq1DZXjrXbSh5XF1tD2Jy7XstoJZseQP8WbgzpCe3EKI8OIlFWJWGsA+sLC8Xg7QBNHS+vl+z3Sot+7lF+ZKkWwghRmH0wGx3OFr7MK2wnkdu3XqCvF+ymKIwT75pJdYkUdqMeZzubsbrjbCpc3Dc2pLFJ4QQe+LquUTOQeiwd+B9VWa6xaDQVGOCbvpbX57wa+3Qz2kpoibKmCTdQggxhqRj0Iox2ofVoLq66N68pWTxdHU+ielZT5icNeYxNgxIt20mio7Cq31byWITQoi9UVpjEktQdqe+ykLAYCVzhep4nSjIT+y1obQLE+VPkm4hhBiDqxUJx4y+xNwxWKVK2j6st3klKsqj3Koxj0m0rEPl6jENF6HN2LPhQggRB9c7Gks9yuZlebkYITJVmKCLXNsEZ7t9HxxXZrpFWZOkWwghxqCUIu2YgS43o03KVFdBSwuZppaix9LXtxnaniJMjr2XW2W7SPRksN5puMnZRY9JCCEmyugqrDkERTDGG6uYsrQzsJur4zWicAKz3UGA8jxIpooVmRD7TZJuIYTYg4SjccdqH5ZMQuCTKUFBta7mP2LyHVhv+qjP2ygi1bIWGx6MN+2soscjhBD7ytEHAgYI4g5FlJnIVGP8TnJtr47/Rb4PVdUoLWmNKF9ydQohxB7owfZhkWX3gmqATVcRbN5MX1d30WIIw378loeITHrMAmpe+yacvhS67kK0cYsWixBC7C+H6UQqjbJ9cYciyo12Bv7f/ipROM4PZQIfaqVdmChvknQLIcReJB2D0YpglKWQKpVG9ffRXcTZ7q6O1ZjMBmxqjCXj+SzJzjZC/Xa8qkOKFocQQhSCikKUqQcisKWpiSEqR2iqMH7HBGa7LSpdXdSYhNhfknQLIcReOFqRGqOg2kD7sAT59RvwcxOsuDpO2eaVKBuBM/p+tWTTWgjm4s04ryjjCyFEQQUB2tRhVRJlc3FHI8qNHlyt1f7KXme7pV2YqBSSdAshxDikBtuHRaO2D6uGnm66N24u+Li92XWo9mcJE6Pv5TZdTXhZIH0uxpGbDiFEBQgDlEmAnglI0i12NzDb3U6+/bW9HBiCMdIuTJQ9SbqFEGIcPKPwjCYYo30YWpNdu44oDAs6bnfzg+h8J9ZrGPX5ZMd2Qnssbs2xBR1XCCGKwtqBvspKoZ1GwID1445KlJvB2e6o/VXsntpyBj640i5MlD9JuoUQYhyUUqRdB2tH73Jja2qgrZWe7TsKNmYY9BE2P0TkVI1ZQE3lp+FMv0B6cgshKoO1EEWgNEY3YHU1yvbHHZUoQ6FJ4+TbyO1pttv3Ua4LKWkXJsqbJN1CCDFOSUfjajX6bLfnQRiSWbuhYON1dfwJnd1MlJy123M62zHwm8SpuImxe3cLIURZicKB4mlKgdIoMxtFKD27xe60B0RE7a+MPdsdDLULkw+eRXmTpFsIIcbprfZhdvT2YVVVRNu2kW3vKMh4vU0rwIaoXQqo2TAk2boRALfu5IKMJYQQJREOJthq4BZUm0YsCZCCamIUoanCybWS63hj9AMCH2rqSxqTEPtCkm4hhJiApGMwShGO1j4smYJcP93rN+73OL29b6A7nyNKztztOa99I6a/CgBtnP0eSwghSiYKB5eXKwC0TmPNdBSyxFyMYmi2u+3l0We7rUVVVZU8LCEmSpJuIYSYANdoks7oBdXQChJJ8hs2ku/r269xBgqodWHdXQqo9WdIdnUQmRP26/xCCBGLKBqY6dZq+CFtGgENtrCFKMXkEOnB2e7OtSMet0MffksRNVEBJOkWQogJSrkGxRgF1aqrUZme/WofFgQZguYHidwalH7rbdpGEenmN7H+fNyGs/b5/EIIEZswZGB/zs5J9wysqkLZ/fuwUkxO1nhASNT60sjZ7igCraVdmKgIknQLIcQEJYzGMxp/lKVuymisMfStXUe4j+3DOttXYbLbdiug5nZux+lz0TXnYxyp1CqEqEDR4PuieivpVsqgnFkoAimoJkYV6TQm10Kua91bDwY+ONIuTFQGSbqFEGKC1GBBNWsZtaAa1TXQ3k7Plu0TPreNIvqaVgAWZRJvPeHnSHbsIGQJXu0x+xq6EELEKxr9w8iBgmou2HyJAxKVwJoEyoZErTvt7falR7eoHJJ0CyHEPkg6BkcrgtEKqnkuRJbM2nVEY7U5GUNv72vozheIko0jHk80v4HyZ+JOv3C/4hZCiFhFITsvLR+idQ3WNEhBNTGmyKQx/c3kuweLlQY+Kl2FkoKiogJI0i2EEPvAaEXaMYTRHtqHNe2gb4Ltw3qaH0T7PVi3fvgx3dNKIhNik+/A8er2M3IhhIiPGt7TPcpzZnBLjRRUE6Ow2kPZgHBob7fvQ438TBSVQZJuIYTYR0nXoBVjtA9LonI5utetH/f5Ar+HsOVhIrd2uICaDQPSrRsJ7RF4dScWLHYhhIhF4A/36N6VMTOxKoWyMtstRqEUkUlh+naQ794ENkJV18QdlRDjIkm3EELsI1crEmZwtntXWmFTKfyNm8n1Zsd1vs62h9F920csLU+0rkfn6nCmXYw2plChCyFEPMJgRBG1nSnlgJmNIi8F1cSorE6grE/Q+tJAyzDZzy0qhCTdQgixj4YKqsHo94cqXYXqzdC9YdNez2WjiL7mP4JSwwXUVF83ie4eIvdU3NScgsYuhBCx2EPSDTsXVPNLGJSoGEoRmTROdgdBf7u0CxMVQ5JuIYTYDwlH4xpFMFrBNKPBdelfu44wCPZ4nkzmJXTny0SJgVluG0Wkmtdiw4V4De8oRuhCCFFa1kIQjLm8HMDoWqyul4JqYkxWJ1BRSNi7WWa6RcWQpFsIIfaDVgMF1aIx2ofZ6hro7KBr05Y9nqen5UF0kMG6A0Vh3I4tOH0JdM0FaOMWIXIhhCgxGw382sNMN0oN9uwePFaIXSmFJY3Jt9DT8WLc0QgxLpJ0CyHEfkq6BqPGaB/mOmAhu3b9mO3DfL+TqOVRQq9uoIBavo9UZwuRfhtezeHFDl8IIUojDAdmu/eUdANGNxJJQTWxB1YlQWXJvf6zuEMRYlwk6RZCiP3kaE3KHaOgGmCrq4mam+ltbh31+c7WhzB9TZAYaJeTal4L/myc6ecWLWYhhCi5KILI7nF5OYDSHuhGlJWCamJ0ymrChMFrfZqe7c/EHY4QeyVJtxBCFEDK0SgF0Wiz3YkEys/Ts37Dbs/ZKKK/6Y9YZcC4mK4m3N4I0u/EcWtLELkQQpRIFA4sGdd7nukG0M7MgfdF9lwPQ0xRFiIvgQl76H/lJ3FHI8ReSdIthBAF4BlNwmiCsdqHpdMEmzbT350Z8VRPz3Po7tcIk43Y0CfVvoXIHoNbc1yJIhdCiBIZXl6+99tPo6dhdS3K9pUgMFFxlMJ6lsCpx2teTabpz3FHJMQeSdIthBAFMNQ+zNo9tA/ry9K1y2x3T8tKdNALTg3J5rXo3DRMw4XSk1sIMflEIaNWnByN0igzC4hkibkYyQ78x5qIyG1Ahz30vXxv3FEJsUeSdAshRIEkHYOr1diz3Z5Hbv16gvxA/9l8vg3bsorIm4bu6yKR6SPyzsBNNpY4ciGEKIEoBNReC6kN0aYRSIAUVBM7ixQoizUhaE3o1OE1PU5vs1QyF+VLkm4hhCgQrRQp1wzs6x5tYqa6BtXdTdemzQB0tj6I6WvBJmaQbl1PFB6CN+300gYthBClEoYTOlzrFNbMRJErUkCiEimrsHpgphsgcqdjwm6yMtstypgk3UIIUUApx6CVIhytoJpjsCiya9cRBj65ppVY7eB2bEX3p9H10pNbCDGJRRHjXl4+aGC2W4OVgmpiUKQGEm49eC1pTWjqcJtW0dv6cryxCTEGSbqFEKKAHK1IOnrM9mFUV0NLK63rHkJ3v441tSQ7O7Dq7Xjpg0sbrBBClJAKJ544GzMdq6qloJoYpqzGugHstEsh9KbjBJ1kX5ZK5qI8SdIthBAFNFRQDTVGQbVkAgKf/LrfosM+ku1NEMzDnSE9uYUQk1wYjKty+QhKgzMbbCgF1cQAC9bZZauC1gSmBnfHI2TbXo8nLiH2QJJuIYQosITRuFoTRNGoz9t0RLrjWZxeHzeroepcjJMucZRCCFFioT/uImo7M2YmKA+s7O0WA6yz+8/XyJuBk++g9+UfxxCREHsmSbcQQhSYUooq1xBZRt2+qBLr8MJ2vGyOyB5Lom5xyWMUQoiSC/ZhphvQuhprpqOQKuZT3uDP1KEiaiNoQ+jU4G5/iL6OdaWNS4i9kKRbCCGKIOkYHK0Idl0OaQPc4DmM7SMI56CnnR9PgEIIUUrWDlQv34eZbgBlGhnYtzOxCuhikrFq4DIYZaYbIPBmYPx2MlLJXJQZSbqFEKIIjFakHDNQUG2nvNtG60n4W/FNPb3OGQS9+3YDKoQQFSWKwEb7nHQbMwOrqqSg2hSnIoXV0UCP7tGe1wZrqnG2PUh/58YSRyfE2CTpFkKIIkm5Bq0Y6Ns9yPh/xg0zdNUdT/e888hn+4jG2PsthBCTRhRCZEHv262nUg6YWUAgBdWmssGke7hd2Ch8byZuvpWeV2RvtygfknQLIUSRuFqRMIZgqH1Y1Em6/1VyppHMEZ+EeQeS85L4PZl4AxVCiGKLwv2a6QbQTiPggvULF5eoKMoqrBuOaBe22zHaEOkq3C0r6O/ZUrrghNgDSbqFEKJIhtuHMTAxo3OPoW2e9jkXQP2R6Opqso2zyEnSLYSY7MLBll/7kXQbVYPV9VJQbSqzeiDp3gs/MRMn30JG+naLMiFJtxBCFFHC0ThGEQR5Un2v0peaSe7wjw8/H847gJzS5LOyT1EIMYlF0WDSvR+3nkqhnFkMNGqWbTlTkx2ziNrOlHYIdRqz6QFyPdtKEJcQeyZJtxBCFJFWirRjSPT9msh4dBzyV2j3rZ7caloDffXTyXd1xRilEEIUWRQC+zfTDQM9u61KSUG1qWi4Xdj4KtgHg7PdPa/cV8SghBgfSbqFEKLIPLKkgvVk61LYeZeMeE5pTX7eAeSCkCAv+xSFEJNUWJhWX0p5YBoH9nVLQbWpZahd2Gg9ukehtIvVSfSmB8j3Nhc5OCH2TJJuIYQoMtv+M6JEnuYF7x/9gNmz6K+qldluIcTkFRWuv7Y2jaAcICjYOUUFGGoXNo7l5UN8rxEvv4PuV2Rvt4iXJN1CCFFE+e5X0KwlN306Yd07CEZpD6Ydl/55B5Dry0n7MCHE5BSFw8uD95fR9VhdK0vMpxhlFVZb0OP/OamMS0QCveG35LOtRYxOiD2TpFsIIYokDPqxPb8lTOZwDn0PNck0/cEYNwtz5pFLJsl395Q2SCGEKAEVBvu9n/utkymUmQ1EUlBtKokU1tlzu7DR+IlGvPx2umVvt4iRJN1CCFEkfsfDKGczfQ2zqZv5TmamPSJriUbZh6jSKbKNc8j1ZGS2Wwgx+QQFTLoBbWZiVRJlcwU7pyhvKlJYd+JbCpTxiPDQG/4bv6+9CJEJsXeSdAshRBHk+zaj/NUEKZ9o9qkkU3OpT7okHUNujNnuaN4B5I2D3yc9aIUQk0whZ7oBrZOgZwKSdE8ZSk1oP/fOgsQs3Nw2ul/5aYGDEmJ8JOkWQogCi8KAqON34DXTX9tIdeM7AXC1ZkbKIx9F2NFmu+vqyDbMkIJqQojJJQrBz4E2BT2tdhoBM1DJXExuduA/1tnHgnzGA1zYcD9+v/yMFaUnSbcQQhSY3/UkWr9OrjpFWHswtbUnDD/XkPJwtcKPRkm6tcafdwC5EIJcvpQhCyFE8WQzkMuB6xb0tEY3YHU1ysrqoElvgu3CRuMnGkn0b6HrlZ8VMDAhxkeSbiGEKCA/1wb9D5OvdggTSRKzzkWbt240U46mPuHSH4z+ab2a2UiuppaczHYLISYJlekGbMFnulEaZWajCKVn92QXKayy+5V0YxJYDHrDbwhymcLFJsQ4SNIthBAFFLY9gPVaydXWESZmUDfjnBHPK6WYnk6glCIcbbbbceifdwD5/jxRWLi+tkIIEYswhJ5OcAo7yz1Em0YsCZCCapPaQLuwCPYn6Qb8xGzcvk10vSp7u0VpSdIthBAFkut6Hq1eoK9hDjroQc04lUSicbfj6hIOVa4Zc7bbzp5LfypNrkvahwkhKlw2M7Cf200U5fRap7FmOgpZYj6pRQrcibcL241JYNGw7tcE+d6ChCbEeEjSLYQQBRAGWehdgZ+OCKuqiUxyuIDarrRSzEh5BNaOWlBNp5L0zZ5LPtMr7cOEEBVN9XZBZEEX75ZTm0ZAg5XVQZOVsorILczfb5BoxOvbSPfr/1WQ8wkxHpJ0CyFEAfhtfwRnK32Nh6L7m4lqD6e29vgxj29IeSSMJheO0T5szlxyrouf7StWyEIIUVxhAD1d4HpFHUabGVhVhbLyfjmZ7XPl8l2ZFBaFffPXhL6skBClIUm3EELsp3x2HSp8mv76aVjHhSggMeudqD0UDfKMZnrKIxeO0T6stpbs9Eby3d3FDF0IIYpneGl5cZNupQzKmYUikIJqk5EFUPtXRG0XgTcLL7uOztdktluUhiTdQgixH6LQJ+p8gCjVS75hATrXQpScQf0uBdRG05DycJQiGKN9WDBvHrkIfGkfJoSoQCrTPZAEF3Fp+ZCBgmoeWHm/nHSGenQXMOnGSQ2ceu0vZLZblIQk3UIIsR/yHatQZi3ZGQcBoPOdqJmn43nT9/raatdQk3DpD0a/kVAzZtJXW0++o6OgMQshRNGFAWS6wCnuLPcQrWuwZpoUVJuMrAZtoVDLywf5XiOJ3vV0vfGrgp5XiNFI0i2EEPvI729G5x8jV53GVk2DoIfISVMzc/QCartSSjEzPXBDGo22xNwYcvMOIOcHhEFQ0NiFEKKoshnIF39p+c60mctAQTWZ7Z5MVDTQLqygM90AThqIiN78OaEvLedEcUnSLYQQ+yAKQ8L23xF5HeQaDwbA9DcT1R5BTc2ScZ+nPuGScvTYs91z5pBLVpGX9mFCiAqiMt1AaZaWDzFmJtbMQNms7O2eRFSoibwCtAsbReA1ksi8Sffa3xT+5ELsRJJuIYTYB37P/6DVS/RNPwBlXAh9lA1JzlqGmsBNptGK6WkPPxqjoJqXIDtnHrmstA8TQlSIMICezpItLR+mFNpZALgoKzOXk4EKNChLWJMtyvmtUwVERG/8nCiUFWWieCTpFkKICQr8bsiuxK/ShHWzBh7MNRGmZlE/4x0TPl9DysPTmnw4xszMvHnknAR+pnc/ohZCiBLp7QE/X9Kl5UOMmYY1swf2dstsd2WzoHyHoLqfKOkXbRjfm4nX8zpdb95ftDGEkKRbCCEmKGj7I7g76Gs8BAAbhZh8J3rmmbhu/YTPl3IM05IuuXD0IjGqpoa+mbPIdcsScyFE+VOZroHflHBp+c6MeyCRSkjf7gqnfAfrBoR12aIsLR/mVAMBwRv/JbPdomgk6RZCiAnI97yGjp6hr34meClsFGEyawmqFlA35137fN7paQ+tFMEYS8iDeQeQR+P3S2VeIUQZCwLIdIPrxhaC1tVg5g0UVLOyLaciRQoVKYLaLNYp/t9h4M4k2f0S7f9ze9HHElOTJN1CCDFOUegT9fyeIJXHn3YAAKp/G9apovrQK6hKH7zP5671HKYlXXr9kHC0vt3Tp5Otn0Z/W4fs7RZClK9sfEvLd2ac+VidHiiqJiqLBZ13CVN5wprSfNBs3RqsTuK9eS8dr/5nScYUU4sk3UIIMU759gdRZgN9jQcPFEvLtaODLM7Cv2Ha9DP269xKKRbWp5mWdMn4wW4txJTW5A8+hF7HI9vcKom3EKIsDS8tV/HeYmqdRDkHAgHYwvZ3FsWlQg06Iij2svJdBF4jRHl44bt0b3m8dAOLKUGSbiGEGAe/bzvaX02utgabqoWgD9O3Azv3IhrnfrAgY7hac1B9FbWeQyYf7FbNXDfOInPMYjLKkG1pLciYQghRMIEPma7YZ7mHGGceVtWirBShrBjDxdP6sEUsnjYqrQmS83H8NvynbyDb/mZpxxeTmiTdQgixF1EYEnT8N2Gii9yMg7BhgMmsI5hxArMOvgKlTcHGShjNwfVVVLlm9MR79mwyixbTq52B2GTGWwhRLnp7wPdj3c+9M6UclHsgYMFKgaxKoPIOkRcQ1MZUBE9r8okDSWQ3kv3TF8hn5QNuURhlkXTfdtttLFy4kGQyyUknncRTTz21x+N/9rOfceSRR5JMJjn22GP57W9/W6JIhRBTjd+/nXzTTzD6FfpmLAClMZk3CaoPZsZhn8Vxqgs+Zso1HFRfRcIxZPLh7on3rNn0HnUMgCw1F0KUDZXpHvxNWdxeAuCYOVg9DS2z3eUvUiirBqqVl6B42liUcckn5pHsfpHOVdcR+tLzXey/2N8V77vvPpYvX851113HmjVrWLJkCeeffz7Nzc2jHv/444/zoQ99iMsvv5z/+Z//4ZJLLuGSSy7hxRdfLHHkQojJLMh30d/0K6L274H3NL2Ns4hqZqCzm4i8emoPv4pUan7Rxq/2HA6qT+MaTdbffT+imjnQH7zXcck2tUjiLYSIV5ktLR+mNNpZiEUPVDMX5cmCzjmE6RxhVRl06XBS+F4j6dY/0f7ETURjtPQUYrxiT7pvueUWPvGJT3DZZZdx9NFH873vfY90Os1dd9016vHf+ta3uOCCC/jsZz/LUUcdxZe//GWOP/54br311hJHLoSYjMKgj/7WlYSt30Hph+mfbuhZsJSwfi70t6BsQOKgj1NX//aix1KXcFlYl0IpRk28AXqPXESP45FtapbEWwgRn96egcS7TJaW78yYGVgzc6CSud29O4SInwoMGFvy4ml7Yt1aAlNLcvNvaH/+3+MOR1S4WJPufD7Ps88+y7Jly4Yf01qzbNkyVq9ePeprVq9ePeJ4gPPPP3/M44UQYjyiMKC/4wmC5ttQ4X+Tr+un58BF+DMPRhkH62cwuVbsvHczY/YlJYurIeVxYG2KyFr6g9FmvGfSu2gJPU5CEm8hRGxUpnPwN7HP5+xOKbSzAHDBylLhsmMHku6gJotNlNfe+ygxA6s07mv/Tueb/x13OKKCOXEO3traShiGzJo1a8Tjs2bN4tVXXx31NTt27Bj1+B07dox6fC6XI5d76w22u3tgv5Hv+/h+iasiTkA+N1BAIrfltwTIp7ICAmVg5jn0rf0ljrQ/KbAQFfSgdBbrROSTR2IzDm4GYGA5ogoCbPXp1LceT76jtB/y1VpYmAvoyPlopVBAODhb4734LEYpQk+T7+wk6mxGl9vyTlESgVIwYzaZda/jyGzelFfS68FGmP4sOvCJwp7ijrXPDNg5GNsMTM0PJyM18HVH/RGRLZ/vgYocfLeXvNsEfeV3fxOSJuk3kX3222x+9ddEuvxWc+yL0BrgHDb/4Z8wqvy+7wBoh7oTrqKqbl7ckYxpvPlkrEl3Kdxwww1cf/31uz3+hz/8gXQ6HUNEE/OnxmV7P0hMKY/PPCfuEKa2ps64Ixjh1d6digM1zokvEFE2npwxO+4QRBmR62Fnh8UdQFl4bOG74g6hcoWDvyaRF4Iyv6/803PAc3FHMaZsNjuu42JNumfMmIExhqamphGPNzU1MXv26D8kZs+ePaHjr7nmGpYvXz785+7ububPn895551HbW3tfn4FxeP7PitWrODcc8/FLcP9UaL05JoQO5PrQexKrgmxM7kexK7kmhA7k+uhMIZWUe9NrEm353m87W1vY+XKlVxyySXAQM/ZlStXcsUVV4z6mlNOOYWVK1dy1VVXDT+2YsUKTjnllFGPTyQSJBKJ3R53XbciLrBKiVOUjlwTYmdyPYhdyTUhdibXg9iVXBNiZ3I97J/xfu9iX16+fPlyPvrRj3LCCSdw4okn8m//9m/09vZy2WWXAfCRj3yEefPmccMNNwBw5ZVXctZZZ/GNb3yDiy++mJ/85Cc888wz3HHHHXF+GUIIIYQQQgghxG5iT7o/+MEP0tLSwhe+8AV27NjB0qVLeeCBB4aLpW3atAmt36qEeeqpp3Lvvffyr//6r/zzP/8zhx12GL/85S9ZtGhRXF+CEEIIIYQQQggxqtiTboArrrhizOXkDz/88G6Pvf/97+f9739/kaMSQgghhBBCCCH2Txk2UxRCCCGEEEIIISYHSbqFEEIIIYQQQogikaRbCCGEEEIIIYQoEkm6hRBCCCGEEEKIIpGkWwghhBBCCCGEKBJJuoUQQgghhBBCiCKRpFsIIYQQQgghhCgSSbqFEEIIIYQQQogikaRbCCGEEEIIIYQoEkm6hRBCCCGEEEKIIpGkWwghhBBCCCGEKBJJuoUQQgghhBBCiCKRpFsIIYQQQgghhCgSSbqFEEIIIYQQQogikaRbCCGEEEIIIYQoEkm6hRBCCCGEEEKIInHiDqDUrLUAdHd3xxzJnvm+Tzabpbu7G9d14w5HlAG5JsTO5HoQu5JrQuxMrgexK7kmxM7keiiMoZxyKMccy5RLunt6egCYP39+zJEIIYQQQgghhKh0PT091NXVjfm8sntLyyeZKIrYtm0bNTU1KKXiDmdM3d3dzJ8/n82bN1NbWxt3OKIMyDUhdibXg9iVXBNiZ3I9iF3JNSF2JtdDYVhr6enpYe7cuWg99s7tKTfTrbXmgAMOiDuMcautrZV/CGIEuSbEzuR6ELuSa0LsTK4HsSu5JsTO5HrYf3ua4R4ihdSEEEIIIYQQQogikaRbCCGEEEIIIYQoEkm6y1QikeC6664jkUjEHYooE3JNiJ3J9SB2JdeE2JlcD2JXck2Incn1UFpTrpCaEEIIIYQQQghRKjLTLYQQQgghhBBCFIkk3UIIIYQQQgghRJFI0i2EEEIIIYQQQhSJJN1l6rbbbmPhwoUkk0lOOukknnrqqbhDEiVwww038Pa3v52amhoaGxu55JJLeO2110Yc09/fz6c//WmmT59OdXU1733ve2lqaoopYlFKN954I0oprrrqquHH5HqYerZu3cpf//VfM336dFKpFMceeyzPPPPM8PPWWr7whS8wZ84cUqkUy5Yt44033ogxYlFMYRhy7bXXctBBB5FKpTjkkEP48pe/zM4le+SamLweffRR3vWudzF37lyUUvzyl78c8fx4/u7b29u59NJLqa2tpb6+nssvv5xMJlPCr0IU0p6uCd/3ufrqqzn22GOpqqpi7ty5fOQjH2Hbtm0jziHXROFJ0l2G7rvvPpYvX851113HmjVrWLJkCeeffz7Nzc1xhyaK7JFHHuHTn/40TzzxBCtWrMD3fc477zx6e3uHj/nMZz7Db37zG372s5/xyCOPsG3bNt7znvfEGLUohaeffprvf//7LF68eMTjcj1MLR0dHZx22mm4rsvvfvc7Xn75Zb7xjW8wbdq04WNuvvlmvv3tb/O9732PJ598kqqqKs4//3z6+/tjjFwUy0033cTtt9/OrbfeyiuvvMJNN93EzTffzHe+853hY+SamLx6e3tZsmQJt91226jPj+fv/tJLL+Wll15ixYoV3H///Tz66KP83d/9Xam+BFFge7omstksa9as4dprr2XNmjX8/Oc/57XXXuMv//IvRxwn10QRWFF2TjzxRPvpT396+M9hGNq5c+faG264IcaoRByam5stYB955BFrrbWdnZ3WdV37s5/9bPiYV155xQJ29erVcYUpiqynp8cedthhdsWKFfass86yV155pbVWroep6Oqrr7ann376mM9HUWRnz55t/8//+T/Dj3V2dtpEImF//OMflyJEUWIXX3yx/fjHPz7isfe85z320ksvtdbKNTGVAPYXv/jF8J/H83f/8ssvW8A+/fTTw8f87ne/s0opu3Xr1pLFLopj12tiNE899ZQF7MaNG621ck0Ui8x0l5l8Ps+zzz7LsmXLhh/TWrNs2TJWr14dY2QiDl1dXQA0NDQA8Oyzz+L7/ojr48gjj+TAAw+U62MS+/SnP83Fl7zZHgAADItJREFUF1884u8d5HqYin79619zwgkn8P73v5/GxkaOO+44fvCDHww/v379enbs2DHimqirq+Okk06Sa2KSOvXUU1m5ciWvv/46AM899xyrVq3iwgsvBOSamMrG83e/evVq6uvrOeGEE4aPWbZsGVprnnzyyZLHLEqvq6sLpRT19fWAXBPF4sQdgBiptbWVMAyZNWvWiMdnzZrFq6++GlNUIg5RFHHVVVdx2mmnsWjRIgB27NiB53nDb4xDZs2axY4dO2KIUhTbT37yE9asWcPTTz+923NyPUw969at4/bbb2f58uX88z//M08//TT/+I//iOd5fPSjHx3+ex/tZ4hcE5PT5z//ebq7uznyyCMxxhCGIV/96le59NJLAeSamMLG83e/Y8cOGhsbRzzvOA4NDQ1yfUwB/f39XH311XzoQx+itrYWkGuiWCTpFqJMffrTn+bFF19k1apVcYciYrJ582auvPJKVqxYQTKZjDscUQaiKOKEE07ga1/7GgDHHXccL774It/73vf46Ec/GnN0Ig4//elPueeee7j33ns55phj+POf/8xVV13F3Llz5ZoQQozJ930+8IEPYK3l9ttvjzucSU+Wl5eZGTNmYIzZrfpwU1MTs2fPjikqUWpXXHEF999/Pw899BAH/P/t3X9MVfUfx/EXcQGhO0CtgcEIGj+EYAsQjdEYRZv1T2KzhNSEQvoxLRoVbIojzMkyGRlrq9kkV0vNDCttzkTapIQgEBqG0EhqoWyymxoYCp/vH9951hUxUi80eT62s3HO55zPeX/ufW+c9875nBscbG0PDAzU0NCQHA6H0/7kx82pqalJfX19SkhIkM1mk81m0zfffKPNmzfLZrMpICCAfJhiZs2apZiYGKdt0dHR6unpkSTre+d/yNTxyiuvqKioSJmZmYqLi9OyZcv00ksvacOGDZLIialsPN99YGDgqBf1Xrx4Uf39/eTHTexSwX3ixAkdOHDAusstkROuQtH9H+Pp6anExEQdPHjQ2jYyMqKDBw8qOTl5EiPDRDDGaOXKlfrss89UU1OjsLAwp/bExER5eHg45UdHR4d6enrIj5tQenq62tra1NLSYi1z5szRkiVLrL/Jh6klJSVl1M8IHj9+XHfeeackKSwsTIGBgU45cebMGdXX15MTN6mBgQHdcovz5Zy7u7tGRkYkkRNT2Xi+++TkZDkcDjU1NVn71NTUaGRkRPPmzZvwmOF6lwruzs5Off3115o5c6ZTOznhIpP9JjeMtn37duPl5WWqqqpMe3u7ycvLM/7+/ubkyZOTHRpc7LnnnjN+fn6mtrbW9Pb2WsvAwIC1z7PPPmtCQkJMTU2NaWxsNMnJySY5OXkSo8ZE+vvby40hH6aahoYGY7PZzPr1601nZ6f56KOPjI+Pj/nwww+tfcrKyoy/v7/Zs2ePaW1tNQsWLDBhYWFmcHBwEiOHqyxfvtwEBQWZL7/80nR3d5vdu3eb2267zbz66qvWPuTEzevs2bOmubnZNDc3G0mmvLzcNDc3W2+iHs93/9BDD5n4+HhTX19vDh8+bCIiIkxWVtZkDQnX6Wo5MTQ0ZB555BETHBxsWlpanK41//rrL6sPcuLGo+j+j3r77bdNSEiI8fT0NHPnzjVHjhyZ7JAwASRdcdm6dau1z+DgoHn++efN9OnTjY+Pj1m4cKHp7e2dvKAxoS4vusmHqeeLL74wsbGxxsvLy8yePdu89957Tu0jIyOmuLjYBAQEGC8vL5Oenm46OjomKVq42pkzZ8yLL75oQkJCzLRp08xdd91lVq9e7XQBTU7cvA4dOnTF64bly5cbY8b33Z8+fdpkZWUZu91ufH19TU5Ojjl79uwkjAY3wtVyoru7e8xrzUOHDll9kBM3npsxxkzcfXUAAAAAAKYO5nQDAAAAAOAiFN0AAAAAALgIRTcAAAAAAC5C0Q0AAAAAgItQdAMAAAAA4CIU3QAAAAAAuAhFNwAAAAAALkLRDQAAAACAi1B0AwAAAADgIhTdAABch+zsbGVkZIzaXltbKzc3NzkcjgmPCQAA/HdQdAMAAAAA4CIU3QAATBCHw6Hc3Fzdfvvt8vX11QMPPKCjR49a7SUlJbrnnnucjrn8jvnp06eVlZWloKAg+fj4KC4uTh9//PE/nvvTTz/V3XffLS8vL4WGhmrTpk1WW1pamtzc3K64lJSUSJJCQ0NVUVFhHbNmzRoFBwfrl19+kSRVVVXJ399f1dXVioiI0LRp0zR//nz9+uuvVx3fJdXV1XJzc7P6Giue0NDQK/Y1NDSk8PDwUU8XbN26VVFRUfL09LT6yM/P/8fPCwCAG4WiGwCACfLYY4+pr69PX331lZqampSQkKD09HT19/ePu4/z588rMTFRe/fu1Y8//qi8vDwtW7ZMDQ0NYx7T1NSkxx9/XJmZmWpra1NJSYm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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import skfuzzy as fuzz\n", + "import matplotlib.pyplot as plt\n", + "\n", + "x_open = np.linspace(0, 126, 100) \n", + "x_volume = np.linspace(0, 585508800, 100) \n", + "x_close = np.linspace(0, 130, 100) \n", + "\n", + "# Определение функций принадлежности для цены открытия\n", + "low_open = fuzz.trapmf(x_open, [0, 0, 10, 40])\n", + "medium_open = fuzz.trimf(x_open, [35, 63, 90])\n", + "high_open = fuzz.trapmf(x_open, [85, 90, 126, 126])\n", + "\n", + "# Определение функций принадлежности для объема торгов\n", + "low_volume = fuzz.trapmf(x_volume, [0, 0, 30000000, 30000000])\n", + "medium_volume = fuzz.trimf(x_volume, [25000000, 250000000, 250000000])\n", + "high_volume = fuzz.trapmf(x_volume, [200000000, 250000000, 585508800, 585508800])\n", + "\n", + "# Определение функций принадлежности для цены закрытия\n", + "low_close = fuzz.trapmf(x_close, [0, 0, 10, 40])\n", + "medium_close = fuzz.trimf(x_close, [35, 80, 115])\n", + "high_close = fuzz.trapmf(x_close, [110, 120, 130, 130])\n", + "\n", + "# Определение нечетких правил\n", + "fuzzy_rules = [\n", + " (\"Низкая\", \"Низкий\", \"Низкая\"),\n", + " (\"Низкая\", \"Средний\", \"Средняя\"),\n", + " (\"Низкая\", \"Высокий\", \"Средняя\"),\n", + " (\"Средняя\", \"Низкий\", \"Средняя\"),\n", + " (\"Средняя\", \"Средний\", \"Высокая\"),\n", + " (\"Средняя\", \"Высокий\", \"Высокая\"),\n", + " (\"Высокая\", \"Низкий\", \"Средняя\"),\n", + " (\"Высокая\", \"Средний\", \"Высокая\"),\n", + " (\"Высокая\", \"Высокий\", \"Высокая\"),\n", + "]\n", + "\n", + "# Вывод правил\n", + "print(\"Нечеткие правила:\")\n", + "for rule in fuzzy_rules:\n", + " print(f\"Если Цена открытия {rule[0]} И Объем {rule[1]}, Тогда Цена закрытия {rule[2]}.\")\n", + "\n", + "# Визуализация функций принадлежности\n", + "fig, axs = plt.subplots(3, 1, figsize=(10, 12))\n", + "\n", + "# Цена открытия\n", + "axs[0].plot(x_open, low_open, label='Низкий (Low)', color='blue')\n", + "axs[0].plot(x_open, medium_open, label='Средний (Medium)', color='green')\n", + "axs[0].plot(x_open, high_open, label='Высокий (High)', color='red')\n", + "axs[0].set_title('Функции принадлежности для цены открытия')\n", + "axs[0].set_xlabel('Цена открытия')\n", + "axs[0].set_ylabel('Степень принадлежности')\n", + "axs[0].legend()\n", + "axs[0].grid()\n", + "\n", + "# Объем торгов\n", + "axs[1].plot(x_volume, low_volume, label='Низкий (Low)', color='blue')\n", + "axs[1].plot(x_volume, medium_volume, label='Средний (Medium)', color='orange')\n", + "axs[1].plot(x_volume, high_volume, label='Высокий (High)', color='green')\n", + "axs[1].set_title('Функции принадлежности для объема торгов')\n", + "axs[1].set_xlabel('Объем торгов')\n", + "axs[1].set_ylabel('Степень принадлежности')\n", + "axs[1].legend()\n", + "axs[1].grid()\n", + "\n", + "# Цена закрытия\n", + "axs[2].plot(x_close, low_close, label='Низкая', color='blue')\n", + "axs[2].plot(x_close, medium_close, label='Средняя', color='green')\n", + "axs[2].plot(x_close, high_close, label='Высокая', color='red')\n", + "axs[2].set_title('Функции принадлежности для цены закрытия')\n", + "axs[2].set_xlabel('Цена закрытия')\n", + "axs[2].set_ylabel('Степень принадлежности')\n", + "axs[2].legend()\n", + "axs[2].grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Визуализация нечетких правил (пример)\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "x_rule = np.linspace(0, 126, 100)\n", + "\n", + "# Пример нечеткого вывода для визуализации (примерные значения)\n", + "for rule in fuzzy_rules:\n", + " # Определение степени уверенности для каждого правила\n", + " if rule[0] == \"Низкая\" and rule[1] == \"Низкий\":\n", + " ax.fill_between(x_open, low_open, low_close, color='lightblue', alpha=0.5, label='Низкий #1')\n", + " elif rule[0] == \"Низкая\" and rule[1] == \"Средний\":\n", + " ax.fill_between(x_open, medium_open, medium_close, color='lightgreen', alpha=0.5, label='Средний #2')\n", + " elif rule[0] == \"Низкая\" and rule[1] == \"Высокий\":\n", + " ax.fill_between(x_open, low_open, medium_close, color='lightcoral', alpha=0.5, label='Высокий #3')\n", + " elif rule[0] == \"Средняя\" and rule[1] == \"Низкий\":\n", + " ax.fill_between(x_open, medium_open, medium_close, color='orange', alpha=0.5, label='Низкий #4')\n", + " elif rule[0] == \"Высокая\" and rule[1] == \"Высокий\":\n", + " ax.fill_between(x_open, high_open, high_close, color='salmon', alpha=0.5, label='Высокий #5')\n", + "\n", + "ax.set_title('Визуализация нечетких правил')\n", + "ax.set_xlabel('Цена открытия')\n", + "ax.set_ylabel('Цена закрытия')\n", + "ax.legend()\n", + "ax.grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Оценка качества полученной нечеткой системы, используя метрики регрессии" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Цена открытия | Объем торгов | Фактическая цена закрытия | Полученная цена закрытия \n", + "============================================================================================\n", + "50 | 150000000 | 60 | 41.07 \n", + "100 | 300000000 | 120 | 30.55 \n", + "85 | 450000000 | 110 | 5.24 \n", + "40 | 100000000 | 30 | 13.69 \n", + "\n", + "Средняя абсолютная ошибка (MAE): 57.36\n", + "Среднеквадратичная ошибка (RMSE): 70.00\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import skfuzzy as fuzz\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Определяем диапазоны значений для входных переменных\n", + "x_open = np.linspace(0, 126, 100) # Цена открытия\n", + "x_volume = np.linspace(0, 585508800, 100) # Объем торгов\n", + "x_close = np.linspace(0, 130, 100) # Цена закрытия\n", + "\n", + "# Определение функций принадлежности для цены открытия\n", + "low_open = fuzz.trapmf(x_open, [0, 0, 10, 40])\n", + "medium_open = fuzz.trimf(x_open, [35, 63, 90])\n", + "high_open = fuzz.trapmf(x_open, [85, 90, 126, 126])\n", + "\n", + "# Определение функций принадлежности для объема торгов\n", + "low_volume = fuzz.trapmf(x_volume, [0, 0, 30000000, 30000000])\n", + "medium_volume = fuzz.trimf(x_volume, [30000000, 250000000, 300000000])\n", + "high_volume = fuzz.trapmf(x_volume, [250000000, 450000000, 585508800, 585508800])\n", + "\n", + "# Определение функций принадлежности для цены закрытия\n", + "low_close = fuzz.trapmf(x_close, [0, 0, 10, 40])\n", + "medium_close = fuzz.trimf(x_close, [35, 80, 115])\n", + "high_close = fuzz.trapmf(x_close, [110, 120, 130, 130])\n", + "\n", + "# Создаем тестовые данные (цена открытия, объем, эталонная цена закрытия)\n", + "test_data = [\n", + " (50, 150000000, 60), # Низкая цена открытия, средний объем и цена закрытия\n", + " (100, 300000000, 120), # Высокая цена открытия, средний объем и высокая цена закрытия\n", + " (85, 450000000, 110), # Высокая цена открытия и высокая цена закрытия\n", + " (40, 100000000, 30) # Средняя цена открытия и низкий объем\n", + "]\n", + "\n", + "# Функция для вычисления нечеткой оценки\n", + "def fuzzy_inference(open_price, volume):\n", + " open_low = fuzz.interp_membership(x_open, low_open, open_price)\n", + " open_medium = fuzz.interp_membership(x_open, medium_open, open_price)\n", + " open_high = fuzz.interp_membership(x_open, high_open, open_price)\n", + "\n", + " volume_low = fuzz.interp_membership(x_volume, low_volume, volume)\n", + " volume_medium = fuzz.interp_membership(x_volume, medium_volume, volume)\n", + " volume_high = fuzz.interp_membership(x_volume, high_volume, volume)\n", + "\n", + " close_low = np.fmin(open_low, volume_low)\n", + " close_medium = np.fmin(open_medium, volume_medium)\n", + " close_high = np.fmin(open_high, volume_high)\n", + "\n", + " close0 = fuzz.defuzz(x_close, low_close, 'centroid') * close_low if close_low > 0 else 0\n", + " close1 = fuzz.defuzz(x_close, medium_close, 'centroid') * close_medium if close_medium > 0 else 0\n", + " close2 = fuzz.defuzz(x_close, high_close, 'centroid') * close_high if close_high > 0 else 0\n", + "\n", + " return max(close0, close1, close2)\n", + "\n", + "# Список для хранения результатов\n", + "results = []\n", + "\n", + "# Оценка системы на тестовом наборе данных\n", + "for open_price, volume, actual_close in test_data:\n", + " inferred_close = fuzzy_inference(open_price, volume)\n", + " results.append((open_price, volume, actual_close, inferred_close))\n", + "\n", + "# Вывод результатов\n", + "print(f\"{'Цена открытия':<18} | {'Объем торгов':<10} | {'Фактическая цена закрытия':<30} | {'Полученная цена закрытия':<30}\")\n", + "print(\"=\" * 92)\n", + "\n", + "for open_price, volume, actual_close, inferred_close in results:\n", + " print(f\"{open_price:<18} | {volume:<10} | {actual_close:<30} | {inferred_close:<30.2f}\")\n", + "\n", + "# Вычисление метрик качества\n", + "actual_closes = [actual for _, _, actual, _ in results]\n", + "inferred_closes = [inferred for _, _, _, inferred in results]\n", + "\n", + "mae = np.mean(np.abs(np.array(actual_closes) - np.array(inferred_closes)))\n", + "rmse = np.sqrt(np.mean((np.array(actual_closes) - np.array(inferred_closes)) ** 2))\n", + "\n", + "# Вывод метрик\n", + "print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n", + "print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_7/requirements.txt b/lab_7/requirements.txt new file mode 100644 index 0000000..8599dd8 --- /dev/null +++ b/lab_7/requirements.txt @@ -0,0 +1,138 @@ +aiohappyeyeballs==2.4.3 +aiohttp==3.11.2 +aiosignal==1.3.1 +anyio==4.6.2.post1 +argon2-cffi==23.1.0 +argon2-cffi-bindings==21.2.0 +arrow==1.3.0 +asttokens==2.4.1 +async-lru==2.0.4 +attrs==24.2.0 +autobahn==24.4.2 +babel==2.16.0 +beautifulsoup4==4.12.3 +bleach==6.2.0 +certifi==2024.8.30 +cffi==1.17.1 +charset-normalizer==3.4.0 +cloudpickle==3.1.0 +colorama==0.4.6 +comm==0.2.2 +contourpy==1.3.0 +cryptography==43.0.3 +cycler==0.12.1 +debugpy==1.8.5 +decorator==5.1.1 +defusedxml==0.7.1 +executing==2.1.0 +fastjsonschema==2.20.0 +featuretools==1.31.0 +fonttools==4.53.1 +fqdn==1.5.1 +frozenlist==1.5.0 +h11==0.14.0 +holidays==0.58 +httpcore==1.0.6 +httpx==0.27.2 +hyperlink==21.0.0 +idna==3.10 +imbalanced-learn==0.12.4 +importlib_resources==6.4.5 +ipykernel==6.29.5 +ipython==8.27.0 +ipywidgets==8.1.5 +isoduration==20.11.0 +jedi==0.19.1 +Jinja2==3.1.4 +joblib==1.4.2 +json5==0.9.28 +jsonpointer==3.0.0 +jsonschema==4.23.0 +jsonschema-specifications==2023.12.1 +jupyter==1.1.1 +jupyter-console==6.6.3 +jupyter-events==0.10.0 +jupyter-lsp==2.2.5 +jupyter_client==8.6.3 +jupyter_core==5.7.2 +jupyter_server==2.14.2 +jupyter_server_proxy==4.4.0 +jupyter_server_terminals==0.5.3 +jupyterlab==4.2.5 +jupyterlab_pygments==0.3.0 +jupyterlab_server==2.27.3 +jupyterlab_vpython==3.1.8 +jupyterlab_widgets==3.0.13 +kiwisolver==1.4.7 +MarkupSafe==3.0.2 +matplotlib==3.9.2 +matplotlib-inline==0.1.7 +mistune==3.0.2 +multidict==6.1.0 +nbclient==0.10.0 +nbconvert==7.16.4 +nbformat==5.10.4 +nest-asyncio==1.6.0 +notebook==7.2.2 +notebook_shim==0.2.4 +numpy==2.1.1 +overrides==7.7.0 +packaging==24.1 +pandas==2.2.2 +pandocfilters==1.5.1 +parso==0.8.4 +pillow==10.4.0 +platformdirs==4.3.6 +plotly==5.24.1 +prometheus_client==0.21.0 +prompt_toolkit==3.0.47 +propcache==0.2.0 +psutil==6.0.0 +pure_eval==0.2.3 +pycparser==2.22 +Pygments==2.18.0 +pyparsing==3.1.4 +python-dateutil==2.9.0.post0 +python-json-logger==2.0.7 +pytz==2024.2 +pywin32==306 +pywinpty==2.0.14 +PyYAML==6.0.2 +pyzmq==26.2.0 +referencing==0.35.1 +requests==2.32.3 +rfc3339-validator==0.1.4 +rfc3986-validator==0.1.1 +rpds-py==0.20.0 +scikit-learn==1.5.2 +scipy==1.14.1 +seaborn==0.13.2 +Send2Trash==1.8.3 +setuptools==75.2.0 +simpervisor==1.0.0 +six==1.16.0 +sniffio==1.3.1 +some-package==0.1 +soupsieve==2.6 +stack-data==0.6.3 +tenacity==9.0.0 +terminado==0.18.1 +threadpoolctl==3.5.0 +tinycss2==1.4.0 +tornado==6.4.1 +tqdm==4.66.5 +traitlets==5.14.3 +txaio==23.1.1 +types-python-dateutil==2.9.0.20241003 +tzdata==2024.1 +uri-template==1.3.0 +urllib3==2.2.3 +utils==1.0.2 +vpython==7.6.5 +wcwidth==0.2.13 +webcolors==24.11.1 +webencodings==0.5.1 +websocket-client==1.8.0 +widgetsnbextension==4.0.13 +woodwork==0.31.0 +yarl==1.17.1