Qualitative evaluation - UMAP clustering with sentence embeddings.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"ex 4 - clustering with sentence embeddings.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1snFkLRA25YpN00fvyQQEA-b8D4iaYCqx","authorship_tag":"ABX9TyM9RNnPn+3VDYYqbMTHofLE"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"u227oiFcBN2i","executionInfo":{"status":"ok","timestamp":1611963043147,"user_tz":480,"elapsed":3456,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}},"outputId":"be615fe0-7221-4dbe-c550-c46ccd9af880"},"source":["!pip install -U sentence-transformers"],"execution_count":69,"outputs":[{"output_type":"stream","text":["Requirement already up-to-date: sentence-transformers in /usr/local/lib/python3.6/dist-packages (0.4.1.2)\n","Requirement already satisfied, skipping 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satisfied, skipping upgrade: sentencepiece in /usr/local/lib/python3.6/dist-packages (from sentence-transformers) (0.1.95)\n","Requirement already satisfied, skipping upgrade: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->sentence-transformers) (1.0.0)\n","Requirement already satisfied, skipping upgrade: dataclasses in /usr/local/lib/python3.6/dist-packages (from torch>=1.6.0->sentence-transformers) (0.8)\n","Requirement already satisfied, skipping upgrade: typing-extensions in /usr/local/lib/python3.6/dist-packages (from torch>=1.6.0->sentence-transformers) (3.7.4.3)\n","Requirement already satisfied, skipping upgrade: future in /usr/local/lib/python3.6/dist-packages (from torch>=1.6.0->sentence-transformers) (0.16.0)\n","Requirement already satisfied, skipping upgrade: tokenizers==0.9.4 in /usr/local/lib/python3.6/dist-packages (from transformers<5.0.0,>=3.1.0->sentence-transformers) (0.9.4)\n","Requirement already satisfied, skipping upgrade: sacremoses in /usr/local/lib/python3.6/dist-packages (from transformers<5.0.0,>=3.1.0->sentence-transformers) (0.0.43)\n","Requirement already satisfied, skipping upgrade: regex!=2019.12.17 in /usr/local/lib/python3.6/dist-packages (from transformers<5.0.0,>=3.1.0->sentence-transformers) (2019.12.20)\n","Requirement already satisfied, skipping upgrade: filelock in /usr/local/lib/python3.6/dist-packages (from transformers<5.0.0,>=3.1.0->sentence-transformers) (3.0.12)\n","Requirement already satisfied, skipping upgrade: packaging in /usr/local/lib/python3.6/dist-packages (from transformers<5.0.0,>=3.1.0->sentence-transformers) (20.8)\n","Requirement already satisfied, skipping upgrade: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from transformers<5.0.0,>=3.1.0->sentence-transformers) (3.4.0)\n","Requirement already satisfied, skipping upgrade: requests in /usr/local/lib/python3.6/dist-packages (from transformers<5.0.0,>=3.1.0->sentence-transformers) (2.23.0)\n","Requirement already satisfied, skipping upgrade: six in /usr/local/lib/python3.6/dist-packages (from nltk->sentence-transformers) (1.15.0)\n","Requirement already satisfied, skipping upgrade: click in /usr/local/lib/python3.6/dist-packages (from sacremoses->transformers<5.0.0,>=3.1.0->sentence-transformers) (7.1.2)\n","Requirement already satisfied, skipping upgrade: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging->transformers<5.0.0,>=3.1.0->sentence-transformers) (2.4.7)\n","Requirement already satisfied, skipping upgrade: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers<5.0.0,>=3.1.0->sentence-transformers) (3.4.0)\n","Requirement already satisfied, skipping upgrade: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->transformers<5.0.0,>=3.1.0->sentence-transformers) (3.0.4)\n","Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->transformers<5.0.0,>=3.1.0->sentence-transformers) (2020.12.5)\n","Requirement already satisfied, skipping upgrade: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->transformers<5.0.0,>=3.1.0->sentence-transformers) (2.10)\n","Requirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->transformers<5.0.0,>=3.1.0->sentence-transformers) (1.24.3)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Yao8jRc5BTeU","executionInfo":{"status":"ok","timestamp":1611964856219,"user_tz":480,"elapsed":413,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}}},"source":["from sentence_transformers import SentenceTransformer\n","from sklearn.cluster import KMeans\n","import pandas as pd\n","import pickle\n","\n","from matplotlib import pyplot as plt\n","import seaborn as sns\n","%matplotlib inline\n","sns.set(rc={'figure.figsize':(10,10)}, font_scale=1.2)\n","import umap"],"execution_count":151,"outputs":[]},{"cell_type":"code","metadata":{"id":"_AdiIR3XBjwL","executionInfo":{"status":"ok","timestamp":1611964865360,"user_tz":480,"elapsed":9361,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}}},"source":["embedder = SentenceTransformer('paraphrase-xlm-r-multilingual-v1')"],"execution_count":152,"outputs":[]},{"cell_type":"code","metadata":{"id":"4ngyAOXKB0ki","executionInfo":{"status":"ok","timestamp":1611964866231,"user_tz":480,"elapsed":9874,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}}},"source":["lang = 'malayalam'\n","\n","data_dir = '/content/drive/MyDrive/RA | Spring 2021/RA | Fall 2020/erfan-aileen-khyati/eacl2021-hope-speech/final-submission/Test Set Analysis/'\n","# train_df = pd.read_csv(data_dir+lang+'_hope_train.csv',\n","#                        names=['text', 'label'], delimiter='\\t', index_col=False)\n","# val_df = pd.read_csv(data_dir+lang+'_hope_dev.csv',\n","#                      names=['text', 'label'], delimiter='\\t', index_col=False)\n","test_df = pd.read_csv(data_dir+'TeamUNCC_'+lang+'.csv', index_col=False)"],"execution_count":153,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tymyIWf8B1H1","executionInfo":{"status":"ok","timestamp":1611964866233,"user_tz":480,"elapsed":9464,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}},"outputId":"84559f4d-4261-4d46-9011-39e4427660db"},"source":["cache_path = '/content/drive/MyDrive/RA | Spring 2021/RA | Fall 2020/erfan-aileen-khyati/eacl2021-hope-speech/k-experiments/new/'+lang+'/'\n","try:\n","  with open(cache_path+'corpus_embeddings_test.p', 'rb') as rd:\n","    corpus_embeddings_test = pickle.load(rd)\n","    cached_test = True\n","    print('Loaded from cache!')\n","except FileNotFoundError:\n","  corpus_embeddings_test = embedder.encode(test_df['text'].values, show_progress_bar=True)\n","  cached_test = False\n","\n","if not cached_test:\n","  with open(cache_path+'corpus_embeddings_test.p', 'wb') as wr:\n","    pickle.dump(corpus_embeddings_test, wr)"],"execution_count":154,"outputs":[{"output_type":"stream","text":["Loaded from cache!\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"YKEjHZLrCaU9","executionInfo":{"status":"ok","timestamp":1611964867854,"user_tz":480,"elapsed":1611,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}}},"source":["num_clusters = 3\n","clustering_model = KMeans(n_clusters=num_clusters, random_state=0)\n","clustering_model.fit(corpus_embeddings_test)\n","cluster_assignment = clustering_model.labels_\n","\n","y_pred = clustering_model.predict(corpus_embeddings_test)"],"execution_count":155,"outputs":[]},{"cell_type":"code","metadata":{"id":"KHUAH7eFCbwW","executionInfo":{"status":"ok","timestamp":1611964867858,"user_tz":480,"elapsed":1610,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}}},"source":["clustered_sentences = [[] for i in range(num_clusters)]\n","for sentence_id, cluster_id in enumerate(cluster_assignment):\n","    clustered_sentences[cluster_id].append(corpus_embeddings_test[sentence_id])"],"execution_count":156,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zJNuBzCwRKFN","executionInfo":{"status":"ok","timestamp":1611964867859,"user_tz":480,"elapsed":1604,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}},"outputId":"ae1c2827-8c6e-4f7e-ea4c-3595991b8988"},"source":["print(len(corpus_embeddings_test))\n","print(len(test_df))\n","print(len(y_pred))"],"execution_count":157,"outputs":[{"output_type":"stream","text":["1071\n","1071\n","1071\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"lAxLidm4RTcC","executionInfo":{"status":"ok","timestamp":1611964867860,"user_tz":480,"elapsed":1597,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}}},"source":["test_df['k-means-clusters'] = y_pred"],"execution_count":158,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"cAOV0dIrRZ0Z","executionInfo":{"status":"ok","timestamp":1611964867861,"user_tz":480,"elapsed":1590,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}},"outputId":"816ad551-4712-4b7d-98f6-89a0dbaddc9b"},"source":["test_df.head(2)"],"execution_count":159,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>label</th>\n","      <th>label_pred</th>\n","      <th>correct</th>\n","      <th>k-means-clusters</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>mala_sent_1</td>\n","      <td>അതെ അണപൊട്ടി ഒഴുകുകയാണ്</td>\n","      <td>Non_hope_speech</td>\n","      <td>Non_hope_speech</td>\n","      <td>True</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>mala_sent_2</td>\n","      <td>കെവിൻ avde pettupoyi🤣🤣🤣</td>\n","      <td>Non_hope_speech</td>\n","      <td>Non_hope_speech</td>\n","      <td>True</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            id                     text  ... correct k-means-clusters\n","0  mala_sent_1  അതെ അണപൊട്ടി ഒഴുകുകയാണ്  ...    True                0\n","1  mala_sent_2  കെവിൻ avde pettupoyi🤣🤣🤣  ...    True                1\n","\n","[2 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":159}]},{"cell_type":"code","metadata":{"id":"jYujOmpiRoyS","executionInfo":{"status":"ok","timestamp":1611964867861,"user_tz":480,"elapsed":1580,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}}},"source":["test_df.to_csv(cache_path+'cluster-results.csv', index=False)"],"execution_count":160,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"C65zzTekFVxi","executionInfo":{"status":"ok","timestamp":1611964874566,"user_tz":480,"elapsed":8278,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}},"outputId":"cb8514aa-3779-4932-e932-8923f658174b"},"source":["umap_reducer = umap.UMAP()\n","reduced_dim = umap_reducer.fit_transform(corpus_embeddings_test)\n","reduced_dim.shape"],"execution_count":161,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1071, 2)"]},"metadata":{"tags":[]},"execution_count":161}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":668},"id":"WfFjjuWDGdlI","executionInfo":{"status":"ok","timestamp":1611964891248,"user_tz":480,"elapsed":1294,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}},"outputId":"368b8e63-5d54-447b-951f-041b22735231"},"source":["palette = sns.color_palette(\"colorblind\")[:3]\n","markers = {True: \"X\", False: \"s\"}\n","sns.scatterplot(reduced_dim[:,0], reduced_dim[:,1], hue=y_pred, style=test_df['correct'], \n","                markers=markers, size=test_df['correct'], sizes=(20, 100), palette=palette)\n","plt.title('UMAP clusters for Malayalam classes')\n","plt.savefig(cache_path+\"umap_clusters.png\")\n","plt.show()"],"execution_count":165,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n","  FutureWarning\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAk4AAAJVCAYAAAAoSHqtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3gU1frA8e9syab3ShJSSaiB0EGaIKIooBTxUhQFFLFcRa8CdlGxoFdAUIpeRbnm0lT6TymKdJHeQwslvZCezWZ3fn/EREPaBhJC4P08Tx7IzJk5Z4bJ8uacd85RVFVVEUIIIYQQ1dLUdwOEEEIIIRoKCZyEEEIIIawkgZMQQgghhJUkcBJCCCGEsJIETkIIIYQQVpLASQghhBDCShI4CXEDGD16NC+//HJ9N6PW7dq1i3vvvZcWLVowevTo+m6OVerr32Ly5MmMGTPmutdrjRUrVtC8efP6boYQNwQJnESDUtl/ahcvXiQyMpI9e/aU+T4yMpITJ06UK3/fffcRGRnJ3Llzy+07cOAAzZo1Y8iQIRW2oXfv3qXnbtWqFXfddRcLFizAYrFc49XVrubNm7NixYp6bcMbb7xB8+bN2bBhA7Nnz67185f8WyxatKjcvnfffZfIyMgbNhgRQjRMEjiJm1qjRo1YunRpmW0HDx4kLi4OV1fXCo+JiYnhH//4BxcuXODYsWMVlhk/fjxbt25l7dq1PPjgg3z00Ud8+eWXtd7+G4HFYsFsNl/VsXFxcXTt2hU/P79K7/e11l/Rv7HRaOTHH3/E39//quoUQojKSOAkbmpDhgxh5cqVGI3G0m3/+9//uPvuu3FwcChXPjs7m3Xr1jF8+HDuvvtuYmJiKjyvvb09Xl5eBAYGMmbMGLp06cLPP/9cZVsWL15M//79admyJV26dOHpp5+utGxFPWtz586ld+/epd/HxsYyduxY2rdvT5s2bbj77rv54YcfgOKeGLPZzJQpU0p7x0ocPnyYRx99lOjoaDp37sxTTz3FpUuXSvfPnj2bvn37snbtWu666y5atmzJuXPnqqzvSrt27SIyMhKz2cxLL71EZGRkae/X/v37GTlyJFFRUXTo0IHnn3+etLS0auuvTP/+/bl48SIHDhwo3bZ+/XqcnZ3p0KFDmbJHjhxh3LhxdOnShejoaIYMGcKWLVsqPTfAtm3bGD16NB07dqRdu3aMGjWKgwcPlu6fPHkyjz76aLnjHnroIaZOnQrAhQsXeOqpp+jWrRutW7dmwIABld67mrS1d+/efPLJJ7z++uu0b9+eLl268O2331JYWMi0adPo0KED3bt359tvv62yLih+LsaOHUvbtm2Jjo5m6NChZe7p32VmZvLCCy/Qq1cvoqKi6NevH19++SV/X4iiuudl6dKl3H333bRq1YqOHTsycuRIEhMTy7Snquc0MTGRp59+mk6dOtGqVSv69OnDwoULq71OIa6VBE7ipta5c2fc3NxYv349ADk5Oaxdu5YHHnigwvIrV64kNDSUyMhIBg8ezKpVq8jLy6u2HoPBgMlkqnT/rFmzmDFjBiNGjGDVqlUsXLjwmnNGJk2ahKurKzExMaxatYrJkyfj4uICwLJly9BqtUydOpWtW7eydetWAE6dOsXo0aNp06YNy5Yt4+uvv0aj0fDoo4+WCS6Tk5P573//y/vvv8+aNWvw8fGpsr4rRUdHl9b52muvsXXrVvr3709KSgqPPvoovr6+LF26lM8++4yTJ0/yzDPPlDm+ovor4+DgQP/+/VmyZEnptiVLljBs2DAURSlTNicnh/79+7No0SJWrFhBt27dmDhxImfPnq30/Hl5efzjH/8gJiaGmJgYgoKCGDduHBkZGQAMHz6c7du3c+HChdJj4uLi2L17N8OHDy89R+fOnVm4cCGrVq3igQceYOrUqezcubPSeq1t67fffktwcDDLly9n9OjRTJs2jSeffJKAgACWLVvGqFGjePvttzl16lSldcXGxjJq1ChcXFz4+uuv+f777xkzZkylw8+FhYVEREQwZ84c1qxZw8SJE5k9e3aZoeGqnpfDhw/z+uuv8/jjj7N+/Xq++eYb7rvvvtJjrXlO33jjDbKzs/nqq69Yt24d77zzDr6+vpVeoxC1RVffDRCirg0dOpSlS5cyaNAgVq1aRUBAAG3atKmw7JIlSxg6dCgArVu3xtvbmzVr1jBs2LAKy1ssFrZs2cLWrVsrzaXJy8tj4cKF/POf/2TUqFGl21u0aHFN1xUfH88jjzxCeHg4AIGBgaX73N3dAXBycsLLy6t0+8KFC+nVq1eZQGXGjBl06NCB3377jTvuuAMoHur64IMPaNSokVX1XcnGxqa0XkdHx9K/f/755zg6OjJ9+nRsbGwA+PDDDxk0aBC///57aQ9RRfVXZfjw4Tz88MNMmTKFpKQkDhw4wMyZM5kxY0aZcp06dSrz/XPPPcfmzZtZv349TzzxRIXn7tu3b5nvp02bxk8//cRvv/3GwIEDiY6OpkmTJixbtoznnnsOKA5cIyIiaN26NUC5Xr/Ro0ezfft2Vq9eTefOnSus19q2duzYkUceeQSACRMmsHDhQrRabem28ePHs3DhQnbu3Fn6b3el+fPn07hxY2bMmIFGU/z7dHBwcIVlAby8vHjsscdKvw8MDOTQoUOsXr26NDewquclISEBOzs77rjjDhwdHUvvUQlrntP4+Hj69u1Ls2bNAAgICKi0vULUJgmcxE1v8ODBzJw5kzNnzrB06dJKe5sOHDjA6dOnuffee0u33X///cTExJQLnObOncuCBQtKe5nuv//+SofeTp06hdFo5LbbbqulKyr26KOP8sorr/D999/TsWNHevfuXW0wdujQIeLi4oiOji6z3Wg0lhkO8/T0LBe0XE19Vzp16hRt2rQpDZoAmjZtipOTE7GxsaWBU0X1VyUqKorGjRuzZs0azpw5w+23346np2e5cunp6cyaNYudO3eSmpqK2WzGaDQSHx9f6bkvXLjArFmz2L9/P2lpaaiqSn5+fpljHnzwQT7//HOeeeYZVFXl+++/Z8KECaX78/PzmTNnDps3byYlJQWTyURhYWG54Ohq2tq0adPSv2s0Gtzd3csEISXb/j4ceqUjR47QvXv30qCpOhaLhYULF7JmzRoSExMpLCzEZDKVySmr6nnp2rUrgYGB9OnTh65du9K5c2f69u1bGvBb85w+/PDDvP7662zZsoWOHTvSq1evckOzQtQFCZxEg+Lo6Eh2dna57SXbDAZDuX0eHh706dOHt956i9OnTzNo0KAKzx0TE4PJZCoT4KiqisVi4dixY6W/2QKMHDmSESNGYGtri5eXl9X/4VhLUZQy+SIARUVFZb5/8sknGThwIFu2bGHXrl3MmzePsWPHlvZ6VMRisTBo0KAyvQUl/p68bWdnV27/1dR3tSqqvzoPPPAA3333HQkJCeV6mkpMnjyZhIQE/vWvfxEQEICtrS3PPfdclcOsEyZMwM3Njddeew0/Pz/0ej0jRowoc8ygQYOYMWMGv/zyC6qqkp2dzcCBA0v3f/DBB2zcuJHJkycTGhqKnZ0d7733Hjk5OZXWa21bdbqyH+OKolS4rTbf+vzyyy+ZN28eU6ZMoXnz5jg4OPDVV1/x66+/lpap6nlxcHBg+fLl7N27l+3btxMTE8OHH37IV199RcuWLa16TocMGUL37t357bff2LVrF+PHj+eOO+6o9N9eiNoiOU6iQQkNDeXIkSPl3rI6ePAgWq2WoKCgCo978MEH2bFjB/369cPZ2bnc/pKk8Ndee40ffvih9OvHH3+kQ4cO5ZLEXVxcCAoKwsfHp9qgKSwsDIPBwLZt26y+Tg8PD5KTk8tsO3r0aLlygYGBjBw5klmzZvHMM8+Uaadery93n1q2bMmJEydo3LgxQUFBZb4qy1eytj5rhIeHs3//fgoLC0u3HT9+nOzsbCIiImp0risNGjSIuLg4HBwcKu3d+/333/nHP/5Bnz59iIyMxMvLi4sXL1Z6zoyMDE6dOsX48ePp3r074eHhGAyGcr03jo6O9O/fn6VLl7JkyRLuuuuuMs/Znj17GDBgAP3796dp06YEBgZWmfB+NW29Fi1atGDHjh1WB1d79uyhe/fuDB06lObNmxMUFERcXFy5clU9L1qtlg4dOvDPf/6TFStW4OXlxerVqwHrn1Nvb2+GDBnCBx98wDvvvMOqVauqDEaFqA0SOIkGZcSIEaSlpTFlyhQOHz7M+fPnWb16NTNnzmTw4MEVBkUAXbp0YceOHUybNq3C/StXrkRRFIYMGUJERESZrwEDBlidJF4RBwcHHnnkET799FMWL17M2bNnOX78OPPmzav0mK5du7Jjxw7WrVtHXFwc8+fPL52jCiA3N5c333yTHTt2cOHCBY4ePcpvv/1GWFhYaZmAgAB27dpFUlIS6enpQHHvyenTp3nhhRc4ePAgFy5cYOfOnbz99ttlkpuvZE191hg1ahQ5OTlMmTKFkydPsmfPHv71r3/Rvn172rdvX6NzXcnR0ZEtW7awcuXKSoPZkJAQVq1axYkTJzh27BiTJk2qcqoDFxcX3N3dWbp0KWfPnmXfvn1MmjQJW1vbcmWHDx9emu925XBwSEgIGzdu5ODBg5w6dYpXX321XGB8rW29FuPGjSMuLo4XXniBQ4cOcf78edatW8e+ffsqbdvu3bvZuXMnZ8+e5d///neZN/Cqe142bNjAV199xeHDh4mPj2fDhg0kJiaW7rfmOX3rrbf49ddfOX/+PLGxsfz000/4+flV+LasELVJhupEg+Lv709MTAyffPIJEyZMICcnh8DAQMaOHctDDz1U5bEl+RMVWbJkCbfffnuF/yH27duXt956q8ok8eo8++yzuLu7s2jRIqZPn46zs3OVgcJ9993HyZMneeuttzCZTAwYMIDRo0fz448/AsXDM1lZWbz88sukpKTg6OhIp06deOmll0rP8dJLLzF9+nT69OmDyWTixIkThIWFld6/sWPHYjQa8fHxoXPnzjg5OVXaHmvqs4anpydffvklH374IUOHDsXGxoaePXuWvrZ/raq6BoDp06fz+uuvM2zYMDw9PRk7diwFBQWVltdoNMycOZO3336bgQMH0qhRIyZNmlThcFBUVBQRERGYTCbatWtXZt+UKVN45ZVXeOihh3B0dOSBBx6gX79+VQarNW3rtYiMjOSbb77h448/ZvTo0SiKQpMmTXjllVcqLD9x4kTi4+OZOHEier2e/v37M3r0aFauXAlU/7y4uLiwaNEiPv/8c3Jzc/Hz8+OJJ54o/fmy5jlVVZV33323NNG8devWLFiwoNyblELUNkW9MpFCCCFEjZlMJnr37s24ceN4+OGH67s5Qog6Ij1OQghxDSwWCxkZGcTExJCfn1/pUj1CiJuDBE5CCHEN4uPj6dOnD15eXrz77rul8xIJIW5OMlQnhBBCCGEleatOCCGEEMJKEjgJIYQQQlhJAichhBBCCCtdt+TwjIxcLJa/0qk8PBxJS5MZXv9O7klZcj/KkvtRntyTsuR+lCX3oyy5H+VVdE80GgU3t8onUr1ugZPFopYJnEq2ibLknpQl96MsuR/lyT0pS+5HWXI/ypL7UV5N74kM1QkhhBBCWEkCJyGEEEIIK0ngJIQQQghhJZk5XAghhGiAVFUlIyOFwsICoPo8neRkDRaLpe4b1gBotTocHV2BqhcGr4gETkIIIUQDlJOTiaIo+PgEoCjVDyDpdBqKiiRwUlUVk6mQy5dTyMy0o6aDbzJUJ4QQQjRA+fk5ODm5WhU0ib8oioKNjQFXVy+SkpJrfLzcbSGEEKIBsljMaLUycHS19HobTCZTjY+TwEkIIYRooBRFqe8mNFhXe+8kcBJCCCGEsJIETkIIIYQQVpLASQghhBA3vAMH9tOtW3sSEuLrtR0SOAkhhBCiVlSUbG2xWDCbzfXQmroh6fhCCCHELWz58iV8//1SLl26iIODI61bt+Gddz4kLy+XTz/9hC1bNpObm0toaDiPP/4kHTt2BiAhIZ5hwwby2mvT+Omndezfv5fBgx/AYDDw00/reOyxiXzxxTwuXbrI11/H4O3tw/z5c/nll41kZ2fRuHEQY8aMo2fP3qVtychI57PPZrNjxzZyc3Pw8fFl5MiHadeuA08+OQ6AYcMGAtCmTVs+/XT+db9fEjgJIYQQt6gvvphHTMy3TJjwFB06dCY/P5+dO7cB8O67b3H8+FFefXUaPj6+/PDDcl588Vm+/jqGoKDg0nN89tlsnnjiaSZNegmAdetWk5qawvffL+Pll9/EyckJT09PXnrpOVRV5c03p+Pp6cmePbt5/fWpzJgxi/btO2I0FvDUU49hMBh47bVpNGrkz6VLF8nKysTb24f33vuIyZOfZ8GCr/H29kGv19fHLZPASQghhLgV5efns3jxIsaNm8CQIcNLt0dGNuXixQv88stGPvzwEzp16gLAs8++wMGD+1i8+GumTn29tPygQYO58867y5y7sLCQV155C19fXwD27t3DkSOHWLnyJxwdHQHw9w/gyJFDLF/+P9q378jPP68nISGemJjv8fb2KS1TwsnJBQBXVzc8PDzr4I5YRwInIYQQ4hZ09uxpCguNpUNvf3fu3BkAWrduW2Z769ZtOXz4YJltzZq1KHe8u7t7adAEcPz4UUwmE/ffXzbAMplMBAQ0/rPMcYKDQ0qDphuVBE5CCCGEuGq2tnbVbrNYLDg4OLJw4aJyZXW6+hlyu1ryVp0QQghxCwoODsXGxsDu3TvL7QsJCQPgwIG9ZbYfOLCX0NCwGtfVtGlzcnKyKSw0EhAQWOarpGeqadOmnDt3luTkpArPodcX9/VYLPW7ULEETkIIIcQtyN7engcfHMl//jOf5cuXcP58HLGxJ/nmm//g7x/A7bffwUcfvc+uXTuIizvHJ5/M4MyZ04wY8VCN62rXrgPt23dk6tQX2bLlFy5dusjx48dYtiyGlSu/B+COO+7Cx8eXyZMn8fvvu4iPv8SePbvZuPEnAHx9/dBoNOzYsZWMjHRycnJq9X5Yy6qhutTUVKZPn8727dsxmUyEh4fz/PPP06FDh7punxBClLM37xI+ekcS07NJzc+lpZ1v9QcJIcoZP/4JXF3dWLYshtmzP8bJyZnWraMBmDz5FebMmcm0aa+WTkfwwQeflHmjzlqKovD++x/z5ZcLmD37Y1JSknF2diE8PIKRI4sDMVtbWz79dD5z587ijTemkp+fj6+vH6NGjQHA3d2Dxx9/km+//ZpZsz4mKqpNvUxHoKiqqlZX6Omnn+by5cvMnDkTFxcXvv76a2bPns2vv/6Ks7OzVRWlpeVgsfxVlZeXEykp2Vff8puQ3JOy5H6UJfejWB4mnjvwIxdzM8ksKuDpZrcxwKsFueZCFMBT61DfTaw38oyUdbPfj8TEOHx9g6wur9NpKCqq32GuG01y8gW8vQPLbNNoFDw8HCs9xqqhuri4OO666y7c3d3RarUMHz6cvLw8zp8/f20tFkKIGrJHz3NNe/JH+kXaufuz4MQuZp3Zyr8OruLr83tQlWp/FxRCiKtm1VDd+PHjWbZsGXfeeSeurq4sXryY4OBgIiIirK6ooujNy8vJ+pbeIuSelCX3o6xrvR+7Us7T2MGFrEIjhRYzrdz9aqll109mYT5vbPw/hgW15mLuZR6J6Mjzu1fipDfwUcdBeLta1wt+s5KfmbJu5vuRnKxBp6tZqnJNy98KavqMWBU4RUdH88MPP9CtWze0Wi2urq7MmTMHGxsbqyuSobrqyT0pS+5HWdd6P3IpZNKuH/GzdeJ83mU6ewXxcpM+aFSlFltZ95ItObRxb0Rr10YY9DrmndhBmJMHKQW5/HD2EI8GdkBpYNdUW+Rnpqyb/X5YLJYaDb3JUF3FrnxGqhuqqzZwslgsjBkzhk6dOrF7924cHBz45ZdfGD9+PIsXLyYyMvLaWy2EqHMO2PB267u5Y8Pn2Gp1LOg4rMEFTQA+WkdaufixMSmWoxlJDAtpw8msZLp5hxBo63rLBk1CiOuj2j67zMxMLly4wEMPPYSLiws6nY477riDwMBAtm3bdj3aKISoBbkU8tah/+PORhGEOrrz1dnfsdzA+UAJRdmcNqaRqxZypOCveV2STTl8e3YvJzKS6R/YnDAHd0Y2bktLBz+i7Bre0KMQomGptsfJzc2NsLAwFi9ezIsvvoi9vT2bN28mNjaWFi3KT7MuhLgxOWDDqy3vxM/GiRxzISbVfMP2OCkKrE8+zsLYXfTyCefnhBOs6zUeD8UeF50dDwa3obNbELEFqbhr7Whue2Mv0SCEuHlYleM0d+5cPvjgA/r27YvRaMTf35/XX3+dTp061XX7hBC1qNWf8x3d6K/sqyrc59eSmcd+44tTu/i+1xg8FHsAbNAyyLP4l7aWwX43dQ6LEOLGY1XgFBwczNy5c+u6LUKIWpZUlINe0WCv0ZNalEeA3qW+m2QVRYFV8UewWFQGN27JS3vXsKLbGDw19vXdNCHELU4W+RXiJmVRVOaf3UlCXhZBjm5sTznHfzuPxAHr34atL6oKvbzC6di9MY1snDlVkIaX1p7qp+sVQoi6JYGTEA1MjlqIk8YGo2pGVVUMSsU/xhpV4eGQ9vT4eQ4F5iLW9R7XIIKmEo31rvDnoult7f0laBJC3BBkJiwhGpBs1cjLh9fyc3osX1/Yw9eX9mCh4ojCgsrKS0ew0+qJcPLii1O7yVELr3OLhRCimMViYd68OQwYcCd9+3Zn0qSnSUxMqO9m1Zj0OAnRgDgqNtzu24RR2/6LjUbLD70eQa/VVlhWC9zpF0lv7zAcdAbO5WfgoDScHichxM1l8eJFbNjwf8yZMx9PT29mz/43L730HP/5z3/RaBpOP44ETkI0ALmYyMhMRlVVEgqy0CkaLKrKb6lneevQz+QWVdyTFOHsxedthmA2WwjSu13nVgshbmTLjyTx7pYzXMoy4u9sYGqPUIa0qLupPX78cTkjRz5M48bBAEyc+AwDB97JwYP7adOmbZ3VW9skcBLiBnfWlM7ySwdZff4YQ4KjuJSXyezO9xOXk0GGMY9TWamkGnPru5lCiAZk+ZEknl9/gvw/l2C5mGXk+fUnAOokeMrJySExMYGmTZuVbnNycsLfP5DY2JMNKnBqOH1jQtyivHWO5BWaGBDUgncObuBAejxd3ILYlnSWFXGHqgya3G3s2JZ1jkxLAQfyEogrzLiOLRdC3Kje3XKmNGgqkV9k4d0tZ+qkvtzcHAAcHcsuqOvk5Fi6r6GQwEmIG1yuuRAbrZatSWcIcnTjeGYyG5NPoaCQXFD1B047z0Be/GM1zx74kVHb/suJvBQUBbI0BewviMeiU9lfEE+exoRWqyn3JYS4OV3KMtZo+7VycCheNPfKICk7O6d0X0MhQ3VC3OCKVAu2Wj2PRXQhv6gQVxt7vGwc+ObMnmqP3Zxwijdb92PEb4t5pU0fNiecItTBnWmHNxDh7MW/EldXeuzf86OsDaLMZll5XYiGwN/ZwMUKgiR/Z0Od1Ofo6Iivrx/Hjx+ladPmQPHwXXz8RZo0iaiTOuuKBE5C3OAa6Z15JqQbPp7OJKVmoVEVtFoNZismNronsBnP/P4DzzfvQa7JxObEU/zn9O/0849kb9pFDmVU/yqwVqthwv7lnMxKqbLc3wMtIcSNbWqP0DI5TgB2Og1Te4TWWZ2DBg3hv//9hrZtO+Dl5c1nn80iMLAxUVFt6qzOuiCBkxANQMlivDVdlHfdxeN832sMITZuHMxNZEXcIQBUVUVRrD/XyawUq4IsIUTDUJIAfj3fqhs58iFyc3OYOHEcBQX5REW14b33Pm5QUxGABE5CNBjbks5iKNKiVTQk5mWjU6r/sCm0mPn42K/EZqUyOKgVbT38+VerXqw8f4RG9s7XodVCiBvVkBY+dRooXUmj0TBhwlNMmPDUdauzLkjgJEQDYMLM16f2sCPpLAatnmBHd3r4hnJPYHOWntvP/UGt+DXxNDuS48odG5uVyqGMBGKzUoh08Sb2eCot3Xz57sy+ergSIYRo2CRwEqIB0KPlqWa38Z/Y3VhUlVkd7uOPjIu8uGc1Q4Ki+Ojwr7wR3Y8cU/FEmDpFQ4iTO0EObsTl/jUFgUVVaeLsyeGMxKtqh07R0My14t9Qmzh7otUqlLysK7lOQoibkQROQjQAJsXMB4c20dcvAnutnmmHNtDKzZcXWvbi3YMbGR7ShkcDO/BEUGfG/bEUAAWFDQmxtdqOZq4+RDh7VZgoHpuVSs/NnwGSKC6EuHlJ4CREA6BXtUxu1QdNoYIWhTRzHtmWQgZt+pJ/NuvOZye2MyI4mq7OwcRmpZYeVxcJ3ZIoLoS4lUngJEQD0dLdj5SUbADctfaYMLPm9rG0svfl3kbNCTG413MLhRDi5ieBkxANlB4tUXZ+oEIrO9/S7e08/DmYkUhje1fSjLnE52WVOzbC2ava81tTRgghbjUSOAnRgF05o3emWoAKjI/ozKmsFDp6N2bV+SP8nnqBIrU43+jY5aTS8k2cPVnYbhhm81+TaRYpZnSqliLFjLmoeNbwkiCqibNnmaFAIYS41UjgJEQDVdWM3nvTLpX+PcLZi2auhaV5SUWqpUyOktmsliZxHytIZsHpnTwd2Z1Pjm/hqSa30cTgyedthvxZp1KaAC6EELciCZyEaGCMShEGVYdJMVudqN3FKwhfOyd+jj9ZZTlnrYHYrFS6rp9ND+8QnLXF61b99XZcw5rhVwghapt8CgrRgJwwpvD0vu85VZjG9OMbrT4u32zC186JIEe3KstpFA02Gi0qKnqNFsWK2cmFEMIaGzb8HxMnjuPOO3vSrVv7+m7OVZNPRSEaEFetLVkmI91++rR0sktrnMhMwcPWgbicjCrLpZvy8LR1ZGu/p7DT6ckoyrum9sabstiWfY48TGzKPEWearqm8wkhGi4nJ2fuv38ozzwzqb6bck1kqE6IenZlgndVLIDJYkZBwaSara9DUcgvKqS3bzgpxtzS7RHOXmVm+45y9OOzdoPRq1rmtR+KXtWWli0ZrqvJG3lxxgyGb/mG7j6hHM9MYkX3MYTYyLQJQrlYMWYAACAASURBVNwITGeXUbh/GmreJRR7f2zavIo+ZGid1depUxcA9u7dU2d1XA8SOAlRj6pK8P67CGcvlvR+iGxzAQEOLmxv9zQrLhzkgJUTUY4Ka4evrRNvN737ivoVJuxdzrHM5GrrL5kJvCRRvDpms4XWjo3o5RvGhoRYPmh3L8ESNAlxQzCdXYZx17NgzgdAzbtY/D3UafB0M5DASYh6Zm2C96b4WM5lp/PPyB6siz/GU+G3sT7+hFV16BUt2YVGLBYLqvr3PRqOZSbXaCbwmiyjsjvrAkcuJ/Jx+4FM3beWbp4hhOoleBKivhXun1YaNJUy51O4f5oETtWQwEmIBsKsWnhi13JstXpGh7YDtfpjSgz0agYWrgia6l5np0C+7/EIwXpXutwRTKiN23VvgxCiPDXvUo22i79IcrgQDUSAvSv2Ohtyioy0dmuEnWJj9bFaRQsodde4StgqeoL1boBCiF6CJiFuFIq9f422i79Ij5MQDcTu1POMCImms2cQ/zm9m74+Ta566ZQ0cx65lkIaaZwZEtyKY5eTSmcWF0Lc/GzavFomxwkArR02bV6tszrNZjNFRUUUFRUBYDQaAdDr9Wg0DacfRwInIRqIYcGt6eESiqOip7NbYxwsNjVK1C6hKLAq6SgxZ/fRr1Eki878wcPh7fkidne544Id3XHSG7DV6shWjdijv+brMFJEXOFlImw8OWFMIdzggVY6v4W4rkrymK7nW3X/939reffdN0u/79PnNgBmzfqctm0bzrxOEjgJ0UDY621w/HN4zlWxA2qWqF1CVWGAX3NmHfuN949s5s3ofkzb/3O5cgH2LgwOasXp7FS6egXzxJ7lfNx6IB5a+2u6jv258fzjt8VMbdmHNw/+xE99HqOZwfuazimEqDl9yNDrmgjev/8A+vcfcN3qqyvya54Q9SDZnEMh5nqZEFJR4Oekk2SZjPT0CSPmzD7uD2pVpoy9zoYhwVG42tgR7uzFyawU7mvcElet7TXX384xgCGNW/HK/nVMbnk7zWwlaBJCNBzS4yTEdZZHIZP2r6SLZxDaehjXV1Xo4N6Y5T0fJsjWlRWJh5l59LcyZTR/JpK/tf8n7HU2dPcJIbUgF6Nqxv4al2HZnxPPd2f3MTQoio+ObqGPTwRNDdXnagkhxI1AAichrjN7bPhn0x4M2PwF0R7+V53gfS3C/pyIUqvV8EfqRbxtHfG2dSxTxt1gj4PehszCAm7zCSHHWECRaiYHFS0KtoqOy5YC3DR2Navb1oPlPcfQ1smfkSFtaWzjWmvXJYQQdU0CJyGuszzVxKpLR/C2deBMVhqPN+nCnNb3o62HBXXNZgsL2lWU46Ay79wuHghqTVevYBbG7mJ+x2E4aQz8+8xvmCxmwpw8WXXxCLOj78dZMVhdp5vWjk6OgaBCF8eg2rsYIYS4DiRwEuI6s1V0dPJozKigdhSqRaQZ8yhSzcUL0V1nWq2G8X8sq3DJl2BHNwwaHfNjd3Jno0i8dY6YzRbu8ouk/+aFFJiL+LbbCFw0BqvnZ7J2Xb6rSXoXQojrQQInIa4zDQr3eDTjcH4i357by4QmXXj+0GqejeheKwvgWh+cmAGV2KwU0o15XMrLLLP/78uw5BQV8lTwbVhQic1OxayqOOoM/JF2idtcgrFTqp+moLp1+cKdPGni4omHjT1+ts4E2rlK4rgQ4oYjgZMQ9cRJZ2B36nkWndlDX78IHDXWzwRemZosGjwmtD1pxjzuC2rFhdwMfk+9wOGMxCqP0wC2Oj2Luj6Ij60zu9LiShPJq6QUd0lVtS5fYwdXNsSfJKUgl4S8LL65bYQETkKIG44ETkLUE52iwaDVYVFV7LV6q3KcThpTyDOb8De4cCIvha5OQeUCF2sXDTajMm7HEgxaHXf6R1gXAKHQz60JJcu3NA/wLrNmXkW9XReMl/n2/F4eC+8MQKCDKxdyL+Nv70JCfhaWP8f5dqWcZ1hIaz47vp0mTp60cPYpd650cx42Gh16NFw2F+CFkxVtFkKI2iOBkxD1JLUwj1BHD2a1v493Dm8gw5yPezWTS+5Ov8AbB36ipWtxUPFFx+F4aK5uQspGds4YtDpyiwrxs3fhl4TTVh75twDriqCpot6ubj4hbEs6y9bks3TwDMSsWnCxsSPbVICDzsCnx7YCMDi4FT/EHebFlrezO+U829PPcZ9ny9LzmBULH5/ago2ixc1gz560C3znMeqqrl0IIa6WBE5C1JPW9n58FHUvtuiZ13Yohkp+HOPNWfjrnDmdlUofn3De121mZ+p5lvV8uDRoyldN2Ck6VKxfRfdMbhrjIzqj12hQURnUuCWnslOx0WjZlHAKnaKh2Z8BWhNnT7RahcrmzC1J5q6ot8tep8fHzonE/GwUBY5mJHE8MxmNovBQ+F/LLCw4sYtxER35LekMCzoMw/HPN/VKerG0aHgotD29f/qMItXC2t7jcLGxI12bW6YNQghRlyRwEqIe2f659ltlQdPFokz6bprH9Oh7iInbx23eIYQ5uvNoWAcm7fmR9b0eww4dH576hQ4egdhqrV9LblfKeV6M6MX7JzazNfksYc4eGDQ6vGwdCHf2xE6rJ+LPWcNjs1LpufmzCs8T4exV5Zp57T0D2ZxwiglNu7DhUiwBDi78nnqBCGcvkvNzSsupqCw4uYtWbn746J0wmy1lerF87ZyK3/TT6nDSaPnizG7mn9rJ6ey00jZI8CTEjWnu3Fls376V5OQk7Ozs6Ny5KxMnPoOLS8Obx00CJyFuYP46F16N6suEXcto496IQY1aMNivFV56B+4LaIm7YgeodPRozJjtMUS5NbL63HG5GdhqdGxJOsOd/pG8f2gTtlodTzbrRszZ/bRy87M6X6oqnx3fzv2NW7HgxC7uCWjG9+cPMSWqD5sSYgl18kBBqbKnrKQN53LSae7qw9iIThSpFvSKhpiz+0nKz76m9gkh6p5Wq+W1194iNDSc7Ows3nrrVd55500++ODf9d20GpPASYgbWLwpk0Wn99DMxZvDGYnE5WXQ3TkEgBB98dQFFiC3qBAFBUXB6jmVSkS4ePFH2gX87JzJNhlJK8glwMGl1q7BoqosjztIKzc/1lw8RpRbI94/tIk7/Jow/8SOCoOmkmHB4j+LZZuMzDuxgyKLBbOq4qCzIafIWGvtFOJWs/ziIaaf2Mil/Ez87VyYEtmHIQGtqj/wKjz++JOlf3dzc2fo0Ad5881X6qSuuiaBkxA3MDedPU9EdqWHRyj7cxNoZFM+oDFh5kLuZWK6j8Kg0/Hq/vU1qsNBq6eJVxDtPALQa7QoKPjYOhHk6EZsVmptXUqppecOAPBT/MlKy3wY+ysOehsuG/PKbC8wF5X+XYImIa7e8ouHeOHQKvLNxQuNX8zP5IVDqwDqLHj6uz/+2E14eJM6r6cuSOAkxA3MXtEzyLMFAA+EtCYlpfywlAEdE0O6YlC0aDTWTCnwF7NZ5f0W95bb/kxwN7RapdK8pqtl7bp83naOzDj8C/cENKvV+oUQxaaf2FgaNJXIN5uYfmJjnQdOGzf+zKpVP/Lpp/PrtJ66IoGTEDcBG7R/DtEpVQYnjR1cOZ97me7eISQVFAdhlSdU1+7aeccuJ+FqY8vosHZ8d3YfNoqWwUGtGOEfje3fZh7X6zU8vmcZL0bdzq9WT5EghKiJS/mZNdpeWzZs+D9mzHiP99//mMjIpnVaV125/quKCiHqTMmivU2cPcvtu903DGcbWx4MbUNWUQGRLtd3Vu4i1cLBjATSjXlMbt6b99rcAypYzCpms6U0gBv7+1KOZiaz8MSu69o+IW4l/nYV5zFWtr02rF79Ax999D4ffPBv2rZtX/0BNyjpcRKigVIUOFqQTLjBk3PGdDx0Drhr7TCbVWKzUsu9DRfm5MHZnHRWxB3C29aR4SFtar1N1gzFXci5zPOhPTGbLTT39y6XzF4bb/IJIao2JbJPmRwnADutnimRfeqkvqVLY/jqqwX8+9+f0rRp8zqp43qRwEmIBupSURaDfvkPEyK68M2ZPbzZ+i4Gepb/QHogpDXnsjPwtHXAaDFxID0ed4M9WYUFtdqekt4uaxQWmoGavwEohKgdJXlM1+utupkzZ6DVann66cfLbP/mm6X4+vrWSZ11RQInIRqoRlpnZnYYxCPb/0drNz96e4aX7ivp+Yl2b8T5vMv42DkS4ujO3rSLfNr5fhaf2UuEi3WJ2taW0Wo1jP9jmVULDNdkssqatKEiBRRhiw6jYsagaq2qU4hbwZCAVtflDTqArVv3XJd6rgcJnIRooC6Zs5i6by2DG7di3aXjbEk/Q3fXENIK85jb5n7OGNMJN3hyND+Jnj/NZe3F42y960nCbTzp790MJ8VQZfBiNluqnBH8yrJarabWh9mOXU4CoIWrLy3dfdl0KZaBQS35I+UCHrYOfNRpIOnplS+5sif3It+d28fjTbow/chG3mjRjyCbhjdTsRDixiGBkxANUAFF+GodWdhlGBF23jwe3hkfG0d+yTjNe4c38WhYR947sonNdzzBV6d/J9jRDZPFzLdn9vJSk9uxR4+Z6nt86nsJkyLVwqGMhOJg7Gzxtk2Jp2jl5leaAF9VGz31DvyeeoHFZ/cyMqQtrjrb69FsIcRNTAInIRqYLIuRt47/xODAKI5nJnFMm8LIRtEoqkJPjzDm6Lfx8v51LOg8jECdCwMCWjA+rBNFqkqGKQ8bbo7hqiAHt2rLmLFgUs0oKBgtRZglqUoIcY0kcBKigXHQ6Gnj5s/gX7/CoNWxrPvDKGrxxJe7Ms5z9HISt/uG8d6RTUTf5k9Xp6C/DjbUrC6t1roZS+q6Z8rdYM+Epl04kBZPqLMH9lobng3rxqH0BLRF4KVzrPC4rKIC+vpFMCa0A/8+sYUcixF3rV2dtlUIcXOrNnC65557iI+PL/3eYrFQUFDAp59+St++feu0cUKI8iyA0VyEgoJFVTGpfy1D0tTRi+U9H6apvTf7s+PxqSSgsIZWq2HC/uVWJ3vXpZ6+oaw8fwQbjZZtyecYFdaWmEsH+OzkdsaFd+LhRu0qfEMv2t6fFpG+2KDl41YD0EtyuBDiGlUbOK1Zs6bM94sWLWLOnDn06NGjzholhChrf148IVkepBfmkWcxcj4vg1W3P0psdioX8zKxOKloUAjUuxKoL05+LlkMuKaOFSTjqrPDFm29zKlU0RtyZ7LS+UdINC/vXYeHwZ4wJ0++jN1NXlEhA3ybVzmtQcnQpARNQojaUOOhuu+++46hQ4diMNSwz18IcVXyMfHpyW2kGnO4bCygp28oUyN7Y1D1tHFohAJoqNkadX+XqRZQaC7CTW9HQlE2s09uJTk/h2Cn6nOIaltlb/KlW/K4a/MCnm7aje0p5zibk0aUqy9rLh1nfdIJRvi1kTmhhBDXRY0Cpx07dnDu3DkefPDBGlfk4VF+yMDLy6nG57nZyT0pS+5Hsamt+9B1zWx0iob/9X6IADf3WjnvtsSzLD13gFAnD45cTsSsqvwr6na6rJ5FVpHR6vO4uNqh1Vi/gpO7u0ON2umOA0t7P0S4sycXczOJy0kn2iOACVm34Wpji6ebPCcl5GemrJv5fiQna9DparZyWk3L3wpq+ozUKHD67rvv6N69O4GBgTWqBCAtLQeL5a9fCb28nCpc6f1WJvekrFvxfqSb8/g5NZa7fCLZlHKKdq4BeNk48vKetQwNjiKtII+PD/3Cu837o1X/6mU6ZUzlYFYCPTzCWJ90nAE+zXHRVP/qvdlkIebMPnKKColy9+OF5r3496Ff6OUTRoijO3vSL1rV7jXnj9LTLZT2HtV/NkQ4e5GenovZbEFRYGf2eQIMLmSbCylSzbS0q3gW4QBcKLhswhN7PA32kANdfYJJScku85zUNDfrysT2bIw4YSCHQhyxseLqbxy34s9MVW72+2GxWCgqsv7FDJ1OU6Py9W3t2lV8+eV8li1bVaf1XPmMaDRKhZ09JawOnJKSkti4cSNz5sy5+tYJIaqUaS5g9vHfmHV8C4n5Oazo8TCN9a5Mi7qLEA8PUi/nkG8xlQmaANJN+UzasxIvgyM+9k60dQvAxbb6wMlZZ8DLzpGUy0n42TmzKTGWCRFd8dDaY9DpGLbtG6vabcLCvLidNHfx4Z3md6FXqs4nKglWsixGPo/dQUJeNokFmTwc2oHmoT5o1KsfeoSrX+/uYH4Crx/8P95qfRcv71vL+9H30MzW55raIoSAp556jMOHD6LX60u3RUVF89FHs+qxVVfH6sBpyZIl+Pr6SlK4EHXArKhoVYVGNs6MDGnLmwd/pr9/U0Jsi4fkwg2eeNk5oc2pOKDwtXMi3MmTw5cT6RcQyf7Ll2jh54NaTeLP+YLLBDm48nrrO3n/8CYeDIkmwuCFDo3VUxEAnMtO5819P/FB+3tRLapVk2sCOCkGnmvagzs3zsdWq2NY49bXHDRVRKdoaOZaNgBq4uyJVlucIVYi1N4DDxt7+m6Yx/2BLfHVO9d6W4SoT4MH30N+fl615ezs7FmxYk215Wpi9OhHGDv28eoL3uCsCpyKiopYsmQJo0ePRlODPAYhRPVyLEbmntvBXX6RHM5KJKMon//1GM3L+9ZxNC+Zzo6Nqz3HqZxUDFodL7TsxTen/+ChHu2qDZoAujg2pmUbX5wUA+26BFz10JQKoCg0tndFi/WfEbmYmLp/LY816cy5nHT+c+Z3Xo7oc43Bk4VJLXsy88gWxkV0YkN8LKez04hw9iozfBeblUrPzZ+VOTLC2QuNosFeZ8PZnHRyLEbcZN4ncROxJmiqSblrsXfvHubNm8P583EoikLLllE8++wLNGrkX2H5jRt/5j//WUBychJ6vY7w8EhmzpwLgNFo5KuvFrJx409kZWURFhbOP//5PBERTWu93VYFThs3buTy5csMHWrdyudCCOvpNVpsNFru3fwFKvBF1+H0dA5lebeH8NJaNw9TlLMf7TwDuJiTyYiQaLYmnyMywNuK4EnBSSl+Q/Za8nnMqplHIzqyLv4E0RH+GKzszHZAz+z29+OtcyTXXEiRarnmHqffsuJ4/+Amxkd2ZsbhX5kc1ZuFJ3ZZPXw3OrQdb0bdyVdn98hM40LUIZ1Ox9NPT6Jp02bk5eUyffpbTJv2Kp999mW5sgUFBUyb9ioffTSbdu06YDQaOXz4YOn+GTOmk5aWypw5C3Bzc+fHH1cwadLTfPfdCpycavcFAas+3fr160e/fv1qtWIhRDE9WvztXSi0mLHT6vEzFP+Q+2it/2H30jgw2L8VobbuJBRmY6vVWdXjVJ2K5lSqqMyG+FgUFBa0H4ZBrdksJyH64uFIB13tJGI3s/fGz86J53evZFDjlpzKTMFoKar+wD+NCeyApcjC5PDeKBI3CVFrFi/+mqVLvyv9fsqU1+jZszcAzs4uPPLIeMaOHU1BQQG2FeRo6nQ6zp07S1hYE1xdXWnXrgMAmZmXWbduNf/73w94eXkDMGTIA6xYsYTt23+jX7/+tXodsuSKEPUsy1LAhoST/LfbSA5dTmBP+gVaBfj+Of5lHVWFNvaNAHCuJik8XzWxJ+ciHZ0C2ZcTT6idO94V9GyVzKmk1SqM+2MpsVmpFZ7vZFYKxy4n0czVByeNod4XBj5bkM6hjEQ8DPYcvZzI7b5hGDQ6q4OnkmBJgiYhatfIkQ+XyXGKjT3BCy88Q2zsSfLz8wFQVZXLlzPw9fUrc6ytrS0ffTSbmJjFfPHFPLy8vBg48H6GDBnOxYvFb/+OHTuqzDEmk4nk5ORavw4JnISoZ64aOz6KGoiTxobbXIJRFKVGQVNl0s35FKlm3HR2JBXlEKBzASDelM3jO5bS1TuY9ZdOsKznw3g7VjwkWBwEaYjNSq3xW2onjCl46uwxqRZyzIWEGzxqeAUq54syaaxz5XzRZfx0zuityJ9y09kxLrITtlodmYVGkgqya9TjJIS4Pl59dQrduvXg9dffwcnJiZMnj/Poo6Mq7S1v3Tqa1q2jUVWVffv+4IUXniEkJKw0J+rbb5fi6Vl9L/m1kkxvIW4ALjpbNJripGQ7rR6tVlPuqyYUBWIu7eP5A6uYH7eLEdu/5bJa/BtdmI07L7XszeqLx7jLP5Jox0a1ei2p5lzyKeS/cXuZc2Y7z+z9gc9P78Ck1Kwn6kRhKj1/nsv3KYe5Z/NC9uRcsOq4cFtPtied4419P7H49B9MP7jpai5DCFHHcnNzcHBwwMHBgfT0NBYunFdp2bS0VDZt2kB2djaKovyZt6Sg0Wjw9fWje/defPTReyQmFv+Cl5eXy44d20hNrbin/FpIj5MQ9exaJ2ysiKrC/f6tmH18Kz8nnGRZj4dwVYrfDjtVmMqr+9fzftt7eP/wJnZnX6C709Wta3ely5Z8JvyxnGFBURjNRVgUOJ+bwYdt70Wv1iz4a2LjwaTmPXli13IGN25VowDPy9aRVm7FXf0+dk40cfasdKixMhnmfC6ZMmll0LO/wEgbvR60bqiKfGwKURsmT36V2bP/zeLFX9OokT/Dh49k+/bfKiyrqvDjj8v58MN3KSoy4e7uweOPT6RNm7YAvPHG23z77dc8++yTpKWlYm9vT4sWrZg06cVab7d8AghxA6iLxXQ3JsditJhp4eLDvNidtIj2xU1jR5iNB5v6PkG43oNunqE00lefhG5tkrirxo6JEV0ZsXUxDjobpkb14WBaAp/Fbmda87trFDydNqYz/+QOungFsebSMcaGd6SdfUC1x1W03p1Wq5SbeqA6B3MTGLMthjEBIXx96Rw/t4ikqa0dJq+7a3QeIQR8+un8cttuu607t93Wvcy2e+4ZWPr3/v0H0L//AAA8PT2ZObPyn2GDwZaxYx+/LvNESeAkxE0q2s2fpd1H08jgwtGcJJw1xdMOKCiE64vzjcJsql/zrrKFdyty2ZTPxsRY3G3syC4qxFFnYGGnoWQXFda4x8lH78hHHQbS3S2EXZnn8bdxsfrYK3vlFKXmWQmdXRpzm3cwn8Wd5JPIlgSe/AJ6LKjxeYQQNxcJnIS4SbX421Ihfq7FvUrW5kpdGXhY+6acQaOjhasvj4R05FJBJhoUAnSuZT5prG2DM7bc6RoBKvRyDrPqmIocLUgmoSDL6l6zEjszz7Mt+RwTg5sx9fRJ2offT/O8c+BSuzlhQlxPdnb2Vs8cLiomgZMQt4grc6lsNFoKLWY0KGgUhSK1ODiqSS7VlWzQcp9vS7SqQpjBnWyLsco2VOZa2nCl7KICHt+5lHaegXTwCODFprfjoXWotHxJnVEOfqzuOYpmGdu5L/RBwjP3ga52J9IT4nqr7WVUbkUSOAlxkyugCFt05GPi1J/TCngY7BnTpCPZpgIMWh06Rcvnx7eTbzaVOdZIEQZ0mLCgRUFD1bN6m7Ew58w27LU2+No5sSkxlg9a3YuD8tfklnWRz1WVIFs3ghzc+DXxNHe0aYIj1s015aa1w82+MYpDEFGqiuIQQqHM7STELU+mIxDiJnYkP4kn963gZGEqj+1Zxr2BzQAIcfLg6OVEfjx/hEWn9pCUn4WffdkFbS9b8nn16Hr+yLvEoot7+D75cLX1adHQ1zeC945s4sndKxjcOApHzV9BU75aHJh19Q7GvpZmCq/OoZwEvG0d+a77KL48tYvEouwaHV8yp4ysviKEAAmchGhwKprjqbJ5nzz19uQWFdLjpzmYLRYSC4qDhr1pF2nj7k9SfjZ5RSYCHdw4k51Wph4HjQ3hTp7cs2kh0w79TLCDW7Vts6ByNjcdVVWx1eo4kZVMwZ+TT8aZMnho13eMCmuHnVbPU81uq+U7U7HbXcL5tO1gbncJY03PcaUTgQohxNWQoTohGhCtVmH8H8uszhEymSzkFhWiVTTkFBmx0RT/yPf2C2dzwikGB7Uix2TkZFYyLd18OZyRWOY8ilKzBXcVit/a+6bbCNz0duxJv1i6z0NnT4ijOy/tWU2okwe+dtcnX0inaPDQFie6uivFfxopIt6URaiNO6cL0wnRu1czCCmEEMUkcBLiBlCTN75qkiOUaymkmas3n3a4n09PbsNJXzwlwYb4WIYGR3HscjLONsXbrgyaci2FnMhKYc3tY9mXcYmzuem0c6h6HiUFhYFezdEqCqoKrR38UNTikMRoMZNRmI9O0ZBfZMLxz7bUhz3ZFxm3YwmvRvVlyr61bOjzOE1sPOutPUKIhkMCJyHqmbXzJLm7O5Cenlujc0cavHineX/0qob3W91Dvy1/zUO07NzBKo911djxbvO7sUFLKwc/tFb2yWhQSvOBSoImgAKLCRcbW6a1vYu9aZew0+lrdC21qb1zAD18wpi0ZyVvt7m7eB09yWESQlhBAichbgDVveVVkrOk1dZ8QKlk4kk92gr322p1mCwWLKpaLpix+fMYm0qO/XvbquOPC9Nb9qfflgWYLGa+jztk1XF14UBOAmsvHePORpF8dPQXenmHEi49TkIIK0jgJMQN7u9zHzVxrt3/3J30BsZFdMasWjBZzNhq9fyecr5cOTMWfs+5SGtHP47nJeNr44yfzqnG8zKVhF/HM5Nr9TqupDWnY9E6oqgqiiUXs7bsDOnBtm78r8do2jr5szvzPH5650rOJIS4Vn37/rWsislkwmKxYDD8NVT/zTdL8fX1rY+mXRUJnIRoAGpr7qMrc6n87V1IN+byfdxhdBoNt/uFE+3hX+64xKJsJuxaSlevENZeOsb8zsPwc3OqUdviTZk00rvUeAbvmtKq+Zj2vobOoyWquZCinPPo27yNWbEtLeOtdcTb0RFU6OEcetV1CSGq9/PPfy3c+8UX89i3748K166D4sBKr6+/YXxrSOAkRC0rUItfv7dVtGRbCnHSVJ8ErSiwLy+ecFtPLhov46Q14K+v3dfmK8ulOpafxLen92JWLTwe3ploB/9yQ4f+OhfebtOfcTuW0M7dnV/QGgAAIABJREFUn9vcgmtc/9qk44xp1MHqde+udtZws2KHbcQI0lcPABTcB6yl8G9BkxCimKqqJCcn4ePjS1JSIt7ePjV+k/ZavfPOGxQWFmJvb8+WLZuJjm7P4MHDeOaZCWzduqe03Nq1q/jyy/ksW7YKALPZzJIl37F69Q+kpqbg7x/IxInP0L59xzpvs8zjJEQtUhWVRZf+YO657axPP8k/D/xIplpQ7XHJ5lwm7FzGq0fXM3zrN/ySdoa6+Pwymy1lvgosRSw8vYvHmnTmxRa9+OTYFnLMxnLHXTRn8uzvPzKlZW8u5WfyS9rpGtd9n39LNH9rg8ViKdeev3/9XR7FE2fmqyYs1WRxZ5gyMKb8gaKzQ9EaKErb///s3Xd8VfX9+PHXmXcm92YnkJABYYcNshEQFScuqta6R622tbu1tXbZ/jpstX6to1q1alttcYDiFhURUFGGsmeYScjOXefcc87vjyASyCQbPk8fPEK8n/s571xy733fz3h/kByjzfEKwonMcRzuv/8errnm8gZfnW6o9PrOO28xYsQoXnzxNX72s1+26j6PP/4Ib7zxCr/73d288soSrrrqOn7yk++xd++elu/cTmLESRA6kORITEnN45wljxKxTB6aeDGmbWEpNiG7/s07UT529CNN9vGncedx8btPkO0NcHbmkC6pVK05Mj8YOBOvrKEgU2NF8XDsMHmOGuDlWdfRX0/h7KyhpGptPwD0tX2bSHJ5SNI8+BQXG2tLmZc+DKWFz2+l8Tq+v3YR3xw0lcV7NzImpS/npQ5t9PGxJJtHi1dxJRqR6Q9TZ4QoUm2Qml7cLggno9LSEhYvXoTjOLz++is4jsPixYu45JLLyMjo2vVGw4YVMXfuOQCoauvSkmef/Rd33fVH+vXLBWDGjJksXDiaN954lauvvr7TYgWROAknsTXhfZTHw6ToPorDVfRxJTDOn93OhMVhX6Tm0EJrlS21Zbx1YAvjknPYUF1CmsfPd/OngdNwOKnMDnHbRy9wTf/xvLF/My8fWM8VWWMajaWta4Ra2vWWqdSvVbIsG7fqb/yncmCQXt/nAFdKi9dvzIz0Al4/sIWbVvwPXVa4YcBEjDQLj9R8fEHVw6TUPM5d8g9SXT4uyx3V5L+R4shc2G80p7+7hnLjExbPvB7bkwEdXN5SxsJGQSaOLV5GhV4oIyOTs88+j9dffwXDMNB1ndNPn9vlSRNAVlafNrWvqCgnFApx++0/QJa/fG7H43GysrI6OrxjiGe8cFKJOiYuSQMc1lYf4OerXyXN7SfXH2R8aj8GedPwS8dfmNEBTNviwYkXk+9L5q2SLVyWN4oL3nkCn6rzxqwbj0maoH7E6fHJl5LvSuaaggkkKK5Gk4MNVSVNXrswMZVHxl6CZdXf0bLsNu96O951Ra2RrQUZn5yN5TjUmDGmZxTgkb4c3WoqwYvbJqWxOjRZIWKZ1MZj0MQ/URybhXvXE7MtMt1+nt65ip8PnoNX6rhz8dToTsxND+EeciOxLU+i556H4R+FauyFsqXIfc7E3vcKpJ9KXOv8F3FBOB4lJQd4+eWFOI6DrusYhsHLLy/k4osv7fLkSZYbPve9Xh8AkUgEj8cDwMGDX76G+f0J6LqLu+/+K0VFI7su0ENE4iScNKKOyd3b3mNUUh9M2yLJ5cGlqBSHKpmfP5IzMwa1K2mC+srZc1MGHf57v35B7tr4FukuP9XxKB9V7iE/IxmpkRGQ4e76F6uBrqZLDsQdu9kdbJblHJP8dNSOvPayJJv/Fq/lm4Omkury8vDWFRSNysKL1iDB02QF07YOfx2ZlIXh2Nw56nRKIrXUWTGK41X0U4PHXENFZmJqLnMyB+KRVXZFqvBKHbxDR3YRr95OxXNTkL3paPkXAyCZ5VQvvwPZcw92rIrAGUUgEiehh0pPz+Css85l8eJFnH76XF5+eSFnnXUu6ekZ3R0a/fr1w+v18eKLC5g//3K2bdvCwoXPH75d13XmzbuQv/3tXn70ozvIzc3DMGJs2LCe5OSUw9N3nUUkTsJJwy2pjE/O4coP/k2WJ5Gv9h/DmJS+FCamsWj350iOQ35+Mj7aNzpxZFLkljTGpeRwY/9TOBCrxXFoNGk6GSiOzLcHTMUlqaiSwvlZw/EesZ5qc00Zuqwwu08h22vLyU9IoTRSyxNbP2ZIIINnd6xmdlYhE1JzmPP2Q7w9+2bSOPa8u4n+fof/XqAf37RicxzFi+zrg2PFkD0ZOEr99KbtKcBdcC7hDU/gHXYdtleUORB6LkmSuOWW2w6vabr44ku7ZVddY7xeHz/96S+4//57ePTRhxgxYjTnnXdBg+TplltuY8GCZ7njjh9RWlqCrrsYOHAwt9zy7U6PTyROwgnPwEJHwZRsQpaBhMSBSC1jkvoyr89wEmWda/PH49i0O2k6mobMJRlFOE773sQ7u/ZRY2LEWRvazxh/NqtD++jvTiYoe9oV25H3/+Lg3SMNCqTxv51r0WWFF4s/5zvDpiNLEhuq66coS6N1/OGzd/jDmHPIVrunaKVslGBVbSFl3puEPv0zcnQvuPqhhDZQu+tVks54mur3bsM94CtY/rHdEqMgtIYkSYen5bpqeu66625q8P1Pf/qLRtvNmDGTGTNmNvh/V1557eG/K4rC/PmXMX/+ZR0eY0tE4iSc0D4O7WHRns/5WsE4/rLhXWZkDuBfUy8n7thsriljWiC/yaNIOkp7d8d9UX+pubPqLMlGcWQMK97iLrXW2hmrZP57T3Jp3iie2vEJC2ZcxQRfTqOxtUZr1k+9sW8LF+YW8dCm5YxM7sPG6lLsox7AEUmZ3LPhPcYHc0htZMSpvartKFXxCNl6gF1mFQVaw6rjpmcg3ln/JiYl4Jp8P4Zcn8AZCeMInvM6hpZN8Nw3MbRjC4kKgtD7iTpOwgktSfXw6r6NTHvtflyyyuzUAcxKGsCcpEKuzZnQ6UnT0crtMA5Qa8cIO2ar7/dF0tFYvaNSo45fbnidLdEyHtm9kuW1uzok1sHudH5adBqPbfuIC/sNZ0xCfSJgYbPdrECSYLtZgWHFm63H1FhdpqZ8tf8Y/rPjU741dBq1ZoxhwUzko6YOfjN8Lj8rmkNqIyNWHeGt8q1cteI/PLL7Q85a8ggH7Npj2sSlQzsR5SNHvSQMLRvg0Nfun/IQBKHjicRJOKFJkoQiyTg4qLKCjnJoBEhq9uDazlDpRLj+o2d5oewzfrf5bZ7cu6pD3ls1SSZkmpz6xgP88fN38SotL4aemz0YgFMz++Npov3GaCm/XPs6Py2azcLd61lVU19Y7rNICbPefIB/7V/N7DcfZF34QPt/iEP+tmEZVw0Yz+NbPmJSWi7P71p3zIiTX3IxOzgAXeqcAfPZqQMAuHPNa9wz7nwy5faNakWk+gQ5hCjCKQgnApE4CScU3T7Y4OtBI8T0jP68d/o3qDDCVFmRbostSXJzU+FEbl65gP/tWstp6YW0UAS7VdySSrY3gGFbBHQXCWrzOwNvGHgKpZE6fjZyDnHH5tahUxttN8CVwmuzbuCbeVNZPPN6hvvq10AM92RwQ+FEvvPxi1zTfzzDvR2zNkKVZAYF0lmyfyu5/iTWVu5HkxWKkrIO/ylMTEVROnckZ2nFDnaEKpiRUcDvPnuL/fGa4+5ru1HBFSv/zfpYKd9Z8yIfhzq/qrEgCJ1LJE7CCUOv+5TaJdfgqX6H0LJbcVe/xySPn18MOZ2Behr3j76QHO3YLexdpdY2eK90B0HdgybLbKgpRZLanzmVWxHeL93BSzOvY07WILaEyptt/3lVCUHdw2/WvEF5NMyO2sbbK8gMdWeAA0Pc6fgO1ULaEC3lkS0rOaPPIP6x7UM2REobvf+n4b2UxGvZblSwIdp4myPlJyS3uNB8S81Bblj1vxaLerZHUWImC6Zfxd/Hzec3o+eSpvoBB1dkPRIWemQjilXdqr5SVS8F/iRmvfEAe0LVZOkdvyZLOLl1xxEpJ4rjfezE4nDhhGF58kgY/BUOvnoFvkGXUf76VSSd+gDutDMBcDnde+yGLisMTEzjP9Ov4JOKPeQkBPnnvk+Zmz64Xet1stQEHp9wKV40Bg9Kxyc3nHo7OhkZGsxgXeUBdFmh1oxSkJByeAF7xDFZWVvMhMR+rKnbR64riT5aw91r2XqAJ6ZcxsRAP1bWFJPjOjYZrXMM/rzhXcJxk5JoLWf1HcKgwlnIjRT/PFJPqDmVqyWRqyUBMC0hHwBXbBsVC0/HP+YHVK17gMDUu7HSzz58H9XYh2SFsF19UKLbMbxFAETtOCXR+uKdFbEwEbv169oEoSWyrGBZcVS1g2uVnSRM00DT2v7YicRJOGHIRim16x4hYeTXqVn1F1x9p+KkTevusA5zoXJ1n3Gsi+zn/61bQkBz41N1pqXkt3uh8xf1kPxyw3IKje162xWr5MFty7l//AX8c/vHnJExiBEFWViWTYlZx3c+epEhgQzeK9nOf2dceUziFJQ9TE/MB+fLxOJofknnx8NmM/vNB3EpKlfmj2sxacr1JbGl5mBbf/QuYbj7E5j6J6reuQW9zxSc9BmHb5MkcPYupO7zx9GzZ1JX/CqBs1/FUDKI2nFyvEE+OONW/rljFVE73o0/hXCi8Xj81NZWEQymILVwdJHwJcdxME2DqqoysrP7YLRx+aFInIQTh6STOOY7VLx7G97CS4hsX4Tv4DJIPb27I2sgxxVkclour+7bxHeGTKeP3rn1iI7e0ZatBvjloNNRkPnRgJkoyIfb5OlJfG/oqXx/1SJmZw5glL9tZ0h9IYTBz1a/wvy8kewLV/P3bSu5c9CcJpMny7K5Y/BpvLl/y3Fdr7Np0e1UrfwFnoLziex6BV/5ckiZA9SXm1ByL8RZfR/hzx8m+aznMJT66sv99CC/GnIGiiPz40OPtSB0FL8/QGVlGSUle2jNgklZlrHtzjtWqTdRFJWEhCQCgQBlZcfunG2OSJyEE4bpzkd2Z5N0Rjp24mjcQ67Hdue0fMcutilcxq5QJc9M/xrf/ugFLsgpYqDe9DErneGLN/Cj38h3mBX8bPUr3D32PP60fgkra3ZzamLbK2D70PnD6HNI1/yEbZOYHW8yaaq2o2yNljNW6cvlBaN5cpvN+mbO5OsMO4wKXJKKW1E5aIYY6Go4vRnXswnOfBA7OAHP0DXYni+rk0sSWMWLcBwLd9651Cy/nYTTn8NU65MnxWn8sRaE9pIkieTk9Fa3T0tLaHOSIBxLJE7CCcVGw0icVP9NwrjuDaYJE/w5PDv5StIUH2/OvIlU2dcl15UkWFFbTB9XgLBtELPijPA2PEutQE9myWk3k68lMyUlj0zNf9zXKzx05l5AdjfbbnOkjAveeZwr+4/j6R2f8M0hU7s0cbIkm0e2r2RjdSkZ7gQ8qsqvh83FJakoh5I9W9Ixkk6tv0NgUoP7Ow7ImacSOGM8tjsHb2gThtr6NzNBEHoX8RFIOKFoVv0J2rrV8i6u7iIhkabUJ0tdlTQB1NkGj237iGtX/odL33+SVw9swj5qV5/jQP6hStl5ehLujj4gtxGj/X2ZnzeKf2z9kOsKJ/DktlWdfs0jKY7M1wsn8WH5brL8ibhVjYPxELevX8xOo7JVfZju/pi+EVhKEkbiRETxS0E4cYnESThh6HWfUvvK2ejVy6h57QL02o+6O6QexSfp3DpoCuuqDlAeC3Npv1EtLtjuCqvq9rCgeC23F83m4U0ruKZwfJde38LmkW0rKUxIIai5WbJ/K5Nfu4+94Wo8stitJAhCQ2KqTjhhxL390TInUfHSeXj6X4TlHdDdIfUoEcnkjtWvcn3hKRwI1/D3bSv45eAzuj15KvJm8crM6ynyZ5Kgu3hw0/Iuvb6CzGX9RnNt/gRiTpxX925ie10FQc2DS+7eEhaCIPQ8InESThhKbD/hA8uRPakYB1biie3H8iZ1d1g9hsfRuGfs+aQoXqJOnJhtdXvSBOCVtEOFNiU+PriHRM1NUVJWk+1bKpLZGAkLNX4QU81At8owlIZ9DHbXr0laHd5HH08id8/5Br9Y+xrlZpigy9Pm6wmCcOISiZNwwnBkN94hV6HmX0x8xwKcFhYln4y+KOzox0VLR/WtjewnWfVi41AbjzLM0zFHqzSlsZpTR7KxsXDQUAhZBu42vHxpFe9S9+mf8Y/+HtXLvkdgzrMY7mNHJMepFvcPm4pHcfHUyGmoespx/SyCIJy4ROIknDDirlzof0v9Uar9v0FPrlZiYfNBzS6G+NLZHasiQXExwNW1JQmaoigyJhav7N/IvnANhh1nSCCDoQUZqEdkW0fXh+oITfXpAM8cWE1dPEZRMItni9dwx+DTSKN1R5jYCUNxnDgVr1yMf9xPiLuOLVMh4RDf+gQcWIkZHIRVtgrPnOcx5fYf0yM5Zv0VJBXFiWBJYhRLEHorkTgJQjeosCP8/vO30WSFNZX7+d3ouRRmptKdx05JThxFVTA+uA6zagu3HXnjfjA2whcFdrVgIdrkRzsleWo0NqAwIZWL3nuCqBXnd6PPxi83f5jxkeTIbuIV65E9acT2LMGXNx/b1a9BGwcJ18ArCX32MMb+D0g571Vi7U6aHCQcpOKnAQk1MZ/YrsVoRT/BUgLt7FsQhO4gEidB6AZpso8fDJvJNz98nr6eBE5LH0jccVC6bRu7hbz7X8jeVMyqLZgH17V4j9buN2vtgbwtJWFxx8ahvpyDacdxWlEp+QuO6iPxlF+h9D2DePHzoBw74iPhYGx9BlkPoKSOonbVb/FO/wdx+fjWyUlYKHsXICXkIntTKH/zBrBNEqf8EbsLy1AIgtCxROIkCN2g3A7z23VvcOOgiViOw9KK7ewN1XB9zgRcUnc8LRVkfw61H9/Vsb0qMuahEazmtDSC5QB7wtX8auQZDA9msqB4HZE2nPtmeoci5Q3Dchyk/rcQb2Roz0FCyzmLxH5n4ajJyJEdmEpSa06yaJxjYccqqPvgJ/iHX3PEDaIKjCD0ZiJxEoRukCJ7+fspX2FN1T5uXrkASZL45YjTkbvxoE5J1uvnxDp4urAjRrAkYF76MBzHQZUURgzOQmtpdftRnEPJktPMfKjpG/blN3pWux4LR9LRUscgqW4co5rAhJ+hJBcR2/kyel4YW2l6GrCrpkAFQWg7kTgJQjfppwYp9dQBYNoWOb4gWjdN1UlYxCvX4y+6lbo193RLDC1RkA8X5G4paZIlG9uRkbBwWmirRbchhXfhBMfAwWVYaTOxJW8HxBsluvUZvMNvRHIFiFduwTFD2EYlda+d13Q8Xbx+TBCEthGJkyB0Ewubd0u28auRZ5Dm9rN430YmB/PwSXqXx+KgQN6VOIoGPTRxAlDsOpTQBuKJY9FqVmEHJhzbJl6Otelv6P3nEz/wPmriAMzkGU13GtpOxetXoKeNwY5WkjBnGLYrr92xWrjRRvwUR/EBEq7sELVvXNCh68cEQeh6InEShG6iIHNz3iQUWWZ/vJZZqf0pM0N4NA25G0aeHMmF08FThRKtX4fUGmpoPeUvnYt/+E2Uf/YQ+kVvgl501EUV7GgllS+eBjgknfFM850mjUNLHYVR8iGBGfdhunI7LF5LTT7i76KumCCcCMQqRUHoRl5ZZ0OklNlvPsirpZuZ9daDfBY90N1htcqW6EF2GVVUWGE+j5Y02kaJV3foNc3EsfiGXkfd2vtJGP1dXH0mHtPGVryowUKceBhJD0BL9bHKluLEqglM+ws1y2/HZezs0JgFQTixiBEnQehmw7yZXFEwhls+fI5bB01hyKHjP3oyx5/DM8WreXv/VvL8SZTG6nj6lK/ip+E0Y1zt2MrbavUqIiUrCUz9PeFN/8YouwhFHdiwjVlLpGoDyWc9T3T7C9iV65C8g5qskWWnzSZhThGmK4/kzCkYej/0ynewE4YjR3biqAFMT2GH/hyCIPReInEShG62KVzKk9s/YUZmAY9t+4gLcooY5s7otni0YMtJgqa6ubpgPA9vXsG6qv28cdpNxyRNAJpd3rHBBUeiBQoIb3wKgLLXr288vmAhVuqpqIFRWJK32cKiluzDcuUDENP7o5n7qVl5J7InDbPkQwKT/x9STmG3FicVBKHnEImTIBxlW6ycODYpqo9dsQrG+bI79U2zryvAU1MuZ0xiX9bW7SNLS+y8i7XAsmy0yY8etTjZIeZYuCQVAwsdBRubxze/Tf+EFPJ8Sdyx5lWeOuXyY5InU+7YESdL8rSpvIEtt/2xNLUsEsb9jMrXLkVJyEHuM4e4SJoEQThEJE6CcCQJXivZxN+3rGBYMJNqI8qTEy8j2Ilni31ed4B3SraR4vLy+LaPuWPoaUD3nWXW2DZ4FRkLGwUJ69ApgPOzR3J5zmgSFBf7zNpGR5yglSNYrWjTVXTrANVLv41/7I+I7ngZa/cipLxrcJzuquouCEJPIhInQTiSAxdnj+DejUt5c/8WXpp5XacmTQBpLj//K17D/21axo2FE0mQe8HuK8dmgCuAg4qMSbJSP7XoAMVmJblaErvMSvoSwHXMCFbjekrdIkPJJHDmc9iuTBIDuUiBoVj7XkByJ2MmNVPWQBCEk4JInAThSBL8u3g1Bf4URif35furFvHi9GsI0HnJjHTov0OX7wUc1APPY5shtOThxHY8jzr0e1hKkA2xUs5++xH+PO48bv90MU9MuYwJvpxOjcY38BLidfvq4/JnE9r8bLv7NDyDUeKVRPatILbsJ9hmiORT70OWTdTqtViePKzjWPje20bfBEE4VqsTpw8//JB77rmHDRs2oGkaY8eO5YEHHujM2ASh6zlwcd8iLug7nGTFw778mk5NmgBKYrVc0K+Ir/QbxT0b36PWjuGXu74IZutJSK5Uat69FRwb/5gf4sguAAa50vj2kGncvHIBl+ePZpSvT6dG4so6BTtaiaTUX9+KluPKmohthtrdt6UGcWVOIrLxn8juZMyK9diln1K74QmSTn8KK3lW2/prdP1Y020FQeiZWlXH6aOPPuLmm2/m0ksvZfny5bz//vvcfPPNnR2bIHSLvlqAfloQv+xioCut0683PZDPDwfMZJArjXtHziNLTej0a7ab5keSVLDjyK4UnEPpwNbYQR7avJwp6XksKF7H5+HG6zsdaadRweZoGZV2hNXhfW0KI7Z/Ja7MCUR3v01099u4syYS27/iuH6ko2nxUkIb/kFw9j9w5Z2D7AoQ2fYcrpxZ2MmTj6tPy7Jb9UcQhJ6rVSNOd999N/Pnz+e88748X2nEiBGdFpQgnEwcB9xS/VNRb+PBta0lSbR5Z2ClEyFJ8lBpRfArLrQjPmfZFevwjboNLX0s0U1P4co+l7iaQqaWwP9NuIDJSXmsqCqmr978rjZJgtdKNvP3LSsYndyX4rpK/jPlayQ1sa4sJjWsRK6njcQ4uBbF37f+9tLV6GmjcByrbT9sI0w1A//MJzGVVHyB/lS/9y28g64g9NlDeCuWQfLsdl9DEITeR3KaOyocCIfDjB07lquvvpqVK1eyd+9e8vLyuO2225g0aVJXxSkIwnFaV7mfxbvXc2n+aJ7atopLC0bTP7H5atrba8qZ99Zj/GL06fxr2yec028YVxeOP3y7HY/VjzbpPqxYFYoreNzx7aqtYOzCv1BpRHjt9Bs5re/ARtt9cnAP9214n1/v+uPhcgSS4iZx1DewY1U4jo3iTqZm9d9QkwrJvmLVccd0NMcyiR5YiTtzArHST1AD/VG9nT8aKQhCz9PiiFNNTQ22bbNo0SIefvhhCgsLef755/n617/OSy+9RE5O6xZ+lpfXYdtf5mhpaQmUldUef+QnIPGYNCQej4aO9/Goiob56/ql/Omzd8lyJ3BG2kCqw1UYSgaaeYC4lo5z1Ky9F5UrC8ZyyZJ/kutL4vYhpzV67WW160jVfUhUUhKrZXogv00jW5IEj+/6iCxPAudmD+WbK55j4bRrG93JmGDrpOm+YxZPh3e9cWSPqEmFaMFCKipCHTvtpY+kriIG6jAIAaGe97spnjMNicejIfF4HKuxx0SWJVJS/E3ep8XEyefzAXDRRRcxdOhQAObPn88TTzzB0qVLufzyy9sTsyAInSxd9zMmOZvFezcyL3s4+dYBql++hMD0e6n96C4STvkFxlHb7KutKCvKdpGke9gfqWF3tJIcLdCgTYw4Sw5s5X/Fa5CRmZcznAkJObik1m/WdRw4P2sYczMHk6b52W1UNVn+IWKbfFK+l3PsU8jKmMNdI+ZSlNGHiorGF4KLtUKCIHSGFheHJyQkNDqqJEm9Y+O0IJzsdkQr2RuqZuHMa3m3dCs75SCewV+j4tWvILmTsBOGHnMfVZIZmdyH12fdxJ/HnYdHOXYvmAuV+bmjKImE2BepYX7uqDYlTV/oqwXI15PxSzpDXE2f0xezLQYkpvDwhEvI8yVTaUSAphdcC4IgdIZWvcp99atf5dFHH+Wss85iwIABvPDCC+zdu5fp06d3dnyCILTTOF9f/j3layRLHl6ecQNpsQM4rgS8BfNQErJQQpuIBxqu10mU3dzcbxKOAznpjW8EiUlx7t20lOsGTECWJP6y8V3uGzUP3emc8nB5ehK/GHQ6CjK3F85Cad2mYEEQeglFaf45vcOsIFNNYH+0Gk1S6dNNx1O16hXu6quvJhQKcd111xEOhyksLOShhx4iOzu7s+MThC5VZUdYUr6N2WkDeK98ByMSs+inHf/C557AcSD50PRXEDey7FCz+RmUxFxiW15AdqciBaceszapubVKtuPwculG5ueOJKC52FhbxvVJp3Ra0vSFL5IlBZmNRhmJcTebY2WkqX6SlO47pkYQhOOnKDKKInHDqv+xuaas2bYDE9OwbJuRyX34xqEPd12tVa9ykiRx6623cuutt3Z2PILQrSrjEe5e/w73SkvZGarg+RlX9/rE6WgxLZ/ESb+j/KX7DfjSAAAgAElEQVTzkN3JqPlfIdbGFx9JktAVha8ufRpZkvjJ8Nlkam2vPyVhoJa9BUljoG4Lkp6C4R3S4v02mKVc+M7jXD/wFJ7dsYZvDZ3GVzNGt/n6giB0L0WRMT+4DhOHzfEJrKvc3+J9ArqbS7JHdEvSBK0sgCkIJ4scPcileaPZWFPKtPQC+nua37bfG+nWQaqXfgfvkKuRPZmYO/7b5j4koK8ngCRJGLZFQUIK+nG8nChmBXVr7qXu7SuoenU+dtU6WrN8MktJ4PtFp/LHz95BlWVOTS1o87UFQeheX4w01Z9y2XqaJPP83s9a9VrRGUTiJAhH2GlU8n+blvHElEvZUVfOZ3XNf/qJOnFWhoqJSzYfh/ZQYUW6KNLjZyipJM58FG3UnSTMfAy537w292FJDu+UbuWnRbN5eOIlvLRnPSHHbHM/cS0T/4hvYZZ9guxNR06f0apPkaVWiIc3rmBSei77wjWsqCxu87U7ihovQcJAsetQ4uXdFocg9CZfjDTVLpqGWbW1wW0uRUWT64sB+1XXMff9/ehzOC29sNtGnMQhv4JwhAF6CktOu5ksOYERU7NIV5qu5QFQbFRy2dKnuSBnOM/sXM1zp17d6Yfatp5DrWOQILmow8DPl+ffGb4iACzP8S2uVByJm/pNRJUVNBRmpvTHJ7X9fD3dOkD1sh+QOPE3RHa8iL1vMWrBdS2+ILpMme8NP5UpGXksK9lBgS/5uH6O9lKdOiIrv4crcwrxSBlYUZSRv8Ru1Yl0gnByM6u2HC5mC4B/Al5V58ZBE3Ech5gVx6WoLNi1lj2h6sPN8vXkbt05KxInQThKlly/VidLaTmpGOhK4/bhs/nZ6lf4St5IRvv7tHXUudMsrdnJU9tX8fWBk7hjzav8bdxFHbpey3vEQcQJ0rGfClvDUDIJnLUIU+9HQr9zMLf+k+jLze/W1YKFFEx+lOy0IJkpATJtf7ftsItLfnzDvk7Fy+eDrJFy3uvERNIkCG2n+rkgt4jHNn+IKkncv3E5PlVnbGo2WZ7EBolTdxNTdYLQDpuMMn659nXuHHk6i/Zs4OPaPd0d0mF5niS21JYx9+1HmJKeT7rq6+6QGmW4CnAkFcudS7T4DcyD65r/U7UFaLjDrrvIdghjzxJkVxBJVjFLVyI58ZbvKAhCA5sHXs9f1y/lsv6j0eT6MZ2DsRBFSVmsbcWC8a4kRpwEoR0G6Cm8PvtGhrjTmZk+gH56z9mBVxOPcSBSi0fR2F5bTsg28Khat60LOBE5sgslaSDBuc9DvA47VkVc6pyDmgXhRFawZxFz+57Pgp1rmZ5ZwGl9Cgnobt7ev4XZWYUs3rOhu0M8TIw4CUI7KMj11a4dGOxKwyv1nGmauGPxjcFTeWX29WR6E6h1DJ7e/yll8bruDu2E4aBiZ38FwzcCIzCZePpZ1O85FAShOUfviCtOn8Yb+zajyjK7Q9VMTMtlWclOChJSelTSBGLESRBOWCO9fSjql8X6SAkflRXz2t5N5HqDDAikYmBRYUWQHRjmzuyQ66nGPnAMHC0dJVaM4RncIf2GBl2Nf9sz1GXNwFO9pUP67EhiBE8Q2sZl7MDeu7zB/0uq2843h55FRSxCoqZTHKrCr7nYVF1GUVLW4XYDE9OO7q7LicRJEE5gMhK57iTy/Cms3v0Zvx5zJpe/+zTfHjaV+9Yv4w/jzmGwO73d64QkCeyd/yFS/Bp6+imEil8l8axXMOSUdvVbPuwbXFudzu1j/8R/K6o5s88FnLXzkXb12VVUJ0Rc8iE7ERxJwxEvt4KAauzF3PEs8ertDf6/f/1DXJ26AmwDZL3+K6AFB6Am9AMk1FG/wLKcbj+LUjyTBaEN6pwYb5ZvZVZqf1ZUFjPQl0aentTdYTVrY7iUz6r28+z0r3HvxqVcXjCau9a8xbk5QxkT7Nshi6sdB6r6nYO29m+ESj5GOfMZYnJKuyetkne9xBWF3+WrGzeR6/HzQ1cpjhVtd7ydTTVLiX38YzxDb8DY9x5KYj529nwxOiWc9GwtGUlPRvWFMSs3HXFDHLN0VaP3cU97DMtyMAyri6JsnkicBKENys0I96x/j/vkpWypOch/p1/Z4xOncb4cnpt6NemKH/8IF5e++xRjUvry9v6tnJZVSN/0Ee1OnhzJQd71EjYQz5iIveqP6LOGo6jtmwasTSpiZV2YJN3DASPKXk8/+so9Zx1ZU2w1iJo2hoqXzkHSE0ma+xyWSJoEAcmOIWtuopVb0IKFLbbXgoU9YpTpSCJxEoQjqMZecBwcPRkltgfDPbDB7Tl6gK8VjOWnq19hanoeg33p3RRp60lwuJBnnpbEn8efx9TkPJZX7mKAL6VDRpwkR0LPns1bcgbLamPcmZeLoma0u1/FCjM8MZkf+kN8qOTgckK9Y1GRE8cxakFSwDZ7xSiZIHQFyY5hlK8nYcLPMUo/xT/yVmK+UTS3qaInJU0gEidBOEzCxtr2BLGSj9FShhPeswT/mQsxpS9HlIrNSv6wfgmPTJrPnz5/h09r9nFqoPeck5aseDknuf4Q3blJHbN4G8CWHP64v4w9YTd5gSwu3rSTpybFSMTdpn6O/gQaNA5yY8kzONGDXKgHceJ1aIH8Dou7vVSrnLichOxEkbCwDhVPlewITqyC5PNfJ16yAidShhTsHTmfIHxBwsJBQZZsbKelD1gOG6piDAy42FYTI9OjkagfW5ojrmWgjPoVYUdDyi4gjE79cGzveXJIjtM1T+Xy8jps+8tLpaUlUFZW2xWX7jXEY9JQdzweLnM3FS9MwzFqST5nEUZg8jFt9ls1ZCmJ7I/XkKr60Oiauj09/fejJF7HAbOGD8t3Mzk9j3/v+JSvF0wiWwu0ug9Fad3o1xefQLvzMVHtKqIf3Ior71ysmm1IsgqDv4dz6PdBwcBCR3IMHEmjK8oU9PTfka4mHo+G2vJ46NUfEC9fg9Z3DrGt/0IZeDOW1vSOtl0hgxkPreQ70/J5cPku/jpvGHP69Zy6dk1p7DGRZYmUlKaP2xJ1nAThEAkbY+dzSIoLLWM8dav/jGpVHNPui6NYstTELkuaeoMM1Y9X1nlo83Lmvvl39oSqccltG9S2LLtVf3oCSwniHng51e9+g9Da+9FyzjicNAFYh84GdCQdUdtJ6G0cFGo//h0VL8zECpeA1Hy6kOvT+fM5Q/jt21sZkuFnanbrPzD1NiJxEoRDHGTUPrMInv4svumP4h/5LeJKz174fTRXdCOSE0eLbkWxKrv8+l5FI8Xlw7AtsjwJeNqYOHUXlRAAih2itVMGkhUmfnANkurFceLY1VvB6RlJnSC0mysF2Z2MEw+jBAbgtHTgeZ3BT1/dxCUjsvhodzXL99Z0UaBdTyROgnAE01eE4R9JXO+LEZxObxop0I1dVCyaC1v/Rs0blyKVvtXlMeyL1ZDrS+Kt077OpppSysxQl8fQVqqxh+jSG3DVfYK59tdoB19v3R0lCdmVRNI5L5F02hOgaMeWQxaE3qp6A3rWVJLPfhGj+A0Us7TZ5lk+jcfmj+RPZxTywlVjGZbq7aJAu17v+DgoCEKLDD2X4LS/UPnWdWgpw5EyZ7e7T0lq24Lm8b4cho7KwIfO0xO/isfp+aUDHDUZJWkw5S/OQfb1wT3wqlbdz5Y8SANuwnAkJP9I6peLisRJODHEM85CT52OoQTwzf43ptT81JsmSUzMrB+VGpvWMw8U7yhixEnolRRFbtWfk4luFFPz0W9w9ZtDvGoLlL7frv5kJ4K883H02Ha0slfRqj5o1f18h9b2NJY0SRIodv0Qvur0kEW7jolj1tSXDohHwTFaf1dHOvQVRNIknEgcFCylPllqKWk62YgRJ6HXURQZ84PrMKuaP7dMCxaiTX600cXElU6ENbX7mZKUy/sVOxkT6EuycuzQck9ZiNwapp5JYMofsINj8dWux2nnGXSSFcEoWUls1e+xYxUET30Qgi2PqjiSg+RI2DjIR7XVKpcS3vAYvqJbqV35c3xT7sF0DwDqp8yk6rWQNg1KlmCnTsVSkpu8jhovwTbV+nVJdgRLTT2+H9QKgW2ScsE7xHYuxIlVwon9gVkQhHYQiZPQK5lVWzAPrmuxXWMTRYois2f3Eq5du4ZxwVRWVR3khcEFuDc90PC+zSRePZGDjpE8q/6bwKTj7ufwSJ2Sgjv3TCJbnkV2p6CkjMRRjtg11sjjUmqFeHTnSq7IHcPL+zdySkoOo719v4zRk0O8ehvlL87BO+wGbO3LIplydC+Vb92AllpEvHYXwTOew/I2njipTojoyh9C1nji4QqI16GM+g32odGutrD0Pmhj/0hccaMOK8SWXM3ulewtvw+CIHQOkTgJJ6X+xc9zRdZ0Ht69nVv69Sd3/X2YlRuOadfzV+h0rCNH89zZpxLe9QaJo7+NUf455ubHiZatwTGqm0wqFSR21VUy480H0GWZZ6dd2fACVgg7chBJcWGH9iLZYVDqi0ZaCcNx551FZNtzJIz7CaZ3QJNxxiUf3qKbqVh0NkgKKee/Sew4kqYvA3e3exRTEISTw8m1CETo1fTQWlRzP0p0F968ue3qa2P2PP61fy/3DR7OY/t2s3XILR0UZe/3xWhe7er70NNHUbfxaZx4hOi+ZRj73sc8uK7JBMOv6AxISCUcN8hwJ5CkehrcLllRvIOvIPnCpSj+7MMnoAMo1Z8Q2/8+wVkPU7fmr+jhTUd3f5hsh4ntfgPZFURSXJgHliK1YW1Scz93s39aSKwEQTjxiREnoVdQnTDh1X/AMaPY8RCqPxM9bRRG2erj6m/Itid4NX8GWZ98h9Ejf0zG6rs6JE4tuhVbS0GyDSQrgunOa7KtJIEe205ML0A3dhDX+mJL7Rg16QShTf8BIBY52Kr2pfE6lpRs4aWZ1/GPrR+yLVxOTuDL6sFGwljkISOJoaKM/A3xIybFzOBEgmctxnDlkzxvDIYr/3BJJUkCreoDbE8uUrwacJCThpA47yWioWqcWAVx6WQbHxQEoTuIxEnoFeKSF9+Y2yl/bhpIMv7Cu6jctvC4+5OjpWR+/HMcIPPjOzokRtUJEV75I2RvXxyjAsWThjLm902uu9HD66lYdCaBaX+meuUvCcy4DyPp1A6JpbvkqEGemfQ1/LgYNCINv+Q6po196GXHPmolkYNWnywBMT2/QR1KxaqibvVfcKwIds0uvIOuQBr6A9ypAWqPOi6hpd2UpmOx06ikv5bMllg5+XpShxx0LAjCyUEkTkKvoBIm9MlvceeeBZqP6P7l+AZdRmjTvwHQkgZhVm5CDQ4gXr0DHKvLY4xLPvzj76T8+Zkgq6RcuKzZdTeGZyD+Md+n6u2bcOedgx0c14XRdh4/9clSQiNJ0/GKy0ESxvyQ8oVnIqle9AGXEWvk0FFFkfn66gVsrilrsq/LC8bwq9Wv8+vRZ3L7J4t5edb1jPL16bBYBUE4sYnESegV4njxjPoRUnQvxr5luDPGENr8DN6Cc0GSkRQdb/9zidfuwZs/l5pP7+vyGFW7jvDae1FTR+AYNUQ3PY4y4udNjjhpkW1Uf/Z39IzxRHe/jrf2c0g8pYuj7h1cUg01H/wY79Brsaq2YGx+DHXEz4FjR5g215SxrnJ/k309ue1jzskZyvc/XsRtQ6aRrQfYa1bTWYfryHYNau3nxIPjUas+xEoYgSU3f3yFIAg9l0ichF7D9BWhSTLhrQuoW/sAnrwziYf2o7iTsMIHCG9biOQK4BtwQbfEF5f9eIbcgNuVCU4M4nWYzYw4WXoGiZPugvRT8R1chu3OarKtapZgVh9Ednyosb0Y7qZ3nPUkWmgtjhoEJGSzAsM/ss19KIpM5IPv4y2Yi1m5FT11KI5tEFo8kyMPdNGChbin/aPF/s7OGcq9n7/HGX0H8dDmFfRLSGJTVRm3tzmy1lFDm6hYPA/foCuo2fQ0yecuxvKPOa6+NHMPlpaOFK8DHCw1pWODPQ5HVpdva6V5QeiNROIk9DIS9ZtBHVBcqIl5AMiKG8eKoegBUFxoqUVowcIuj84ITGx1W0sJYmWcV/9NWtO7BCXJwd7+FAcPLENNG0fNjoUkzn0ZQ+7+N83mKMSIff4gZs12kDVUTwb6pP/Dwt3mvsyqzYS3LmixXWt6/rCsmDtHn8F5fYbwTPFa/rtzDfeNuwB2tDmsVoknjsE3/AZCax/AP/q7mP7Rx9WPZlcRevcGXHlnY1ZuRPFlIQ39CU63rs9yUEoWI+kBJC0Bq/Jz7L7zcSTx1iKcuMRvt9C7RPbj6X8BnsL5hNbcg3v0nUhOlNql3yJ13pvUrb0Pve9s5KJfAk0XK2xNUtVRiZcW24VklGL5BqHUrMEMTsJpw1PPcST0gq9Qt+5vRPe8S/LZL/T4pAnAwoVn5G2E/zcZcEi8aBmx40iaOtq7B7ZREQtjxOM8u301LkXh3zs/5VuddD2tehU1nz1C4oQ7qPn4d6T0O5OYf2yb+zHlIP6xP6Zi8YVImo/k898i1s2L2iXHwg4foPbtG0Fx4Rt6DXIfo82JU1yyUR0ZEwut2fKjgtD9ROIk9Crx1NkoyZOISl70ifdjHHoj9s76N1EpAdcp92AoiTjNFCi0LBtt8qOtKm7ZEYUOncpVVL37LVzZszDL1xGYuxBDy2n1/SXJwSx+Ccdx0NLGUrf6HrxThxI/YppGsSrBcbCVRNR4CabWt5kem9fapFKNFWOp2U22UYgRWX03et/pSLJK6JPf4578APEekDwBXJmRyfmZ87FQiRJHK+ucZNpMKCLlvNcw/CNJ7jMT0zv4eMJFsaqJbP0fii8bO1aOue9dpPwCnG5MNBxJRU8bj+NYYFSj9ZmBKR97dFFz9pu13LP1PW4aMJEFu9dxakZ/xvta//wQhK4mEiehV3EccKT6F+Yjp3zi0qHq03Jig23sTenKys9yxiyUhFyiO18mac4TbUqaoH7ESc2cQub5LxIhBbluE4b65VEkkuRgb32UeM0utLSR1G1+Fv/s/2A2c85bU5pLKlWnjsiHP0D2ZGDX7SG2+THkYT/FbmR3G9SPOLmLbsNWAyBJSGYlZg9JmgBcH/6MvKHXYiTPBkDppGTaljzEfCPBAcPX9jVeh/tRfLhzZuMu+jZES5FwMLp5dEYmTnTbf/GNuAXFk054/d9xTx6Ndej52BoeRcWwLKa//jeSdA/n9hnaiRELQvuJxEkQOpm97zWceJiEsT+m+r1vEzx/ZJuTJ9NXRDAtob5mUXLDrfOOI6HnzqNu0Rwim/9F0pnPHFfS9IWmEgMLL57B11L+4ulIqpfkC5cdUxLg6B1uVsKwL+N09z38Nt8TjixR/H2xg19OmfWEmJrjoGJmzqv/podsDrBRUYd9ByQXtqzj6XfB4Q8xraVJCkkuD3HHxq+5cMnibUno2cRvqCB0MifjNBLnjMby5JGUexaxNiZNrbgCVukKsGIovj5Et7+IHhyLpXTsBnvVrqZ25c9x580lXr2D2JZ/Ig+7/fCIU2tqKAEMTEzjwVEXdXuiYpR9gqt2Q5sPRJbtMI6s46Dgim7E1HORzTIcScfSm94Z2RaqeQDHcXC0JBRjH6aroEP67QzWEUl6XE1v9f1U8wBgE0FjssvkwtNu4ontH7M3Wk2+fvyJvyB0NpE4CUIns9SUw9vGY55hLbQ+HhJyYh7BM/4Dnj44FZ9gKb4Ov0pcDuA/5dfY7mwksxocC9NpWw2lrjAwMa1VbRKH/wLbndli20orwm6jiqGeDHZE91G440kUfz9k1UWk+BXU1DGEdryEJ/cMpIG3tXs7viQ5WNv+iVG6Ci11NJGdL+E/cyGm3LuTiSNHIyVsKH6FeOVWMoL9mbV/GZ686QwaPhfdUURJA6FHE4mTcFIIOyZ1Vow01U+JXUum3LbphJ7ODE49/Hep74BOe+Mxvqg/1IaRhcYoyhdlJTp2isyyHB4cdVGr2sZaed11of1ctew/XN1/HM/uWsOa0WOoe/0KcGySZ95H1Qd3gCSj5T9KrAMed8eR0PtfSt26B4jtfpPks1/EOAGSJvOD6xo/JPnAMgDMV85BCxYiT36020cjBaE5InESTniSBItK1vPi7s+4sF8Rf/h8CYumX0eGcmJWb+4Nn9ajS6/BrNqKFixEa8UbZVvKR3T0m+7EQC7T0vN5YPNyHjrlQtzWdqIAkky8ahtan+mY+5ZiFi9E6v/1DhlxihcvBkBLHUl43f24Jw8hrvT8EhTNMau2YB5c12I7cVSz0NOJxEk44TkOnJranz+vf4dbP3yehydeQkYnTGUJrWdWbT38JtrSG2VzO/2Sk31UVIQatO1oK6p3sbR0B98cPJW/rl/C2dkqwdMeQ1K8xEs/wDvuV0hGOcgujA4acdIyJhI883/gSofaTZhyZx0I07WUhBys2t2oCf2I1xZ3dziCcFxE4iScFD6t2cvecA0F/mSe2fkpk5JySTuBkyfFDqPEdmN4BuKKbCDmGUJ91fXeqbmEqLOndUb4s1g081oGu9M5t+9QZHcycUkHJOTkqZiSDnrHLvg3/KO+/CblxKhp5Mk9HTtSiuwKYseqcOJRQpv/291hCUKbicRJOCnkuIM8MeUyhidk8n7FDhJkV3eH1KmUqhVUvX0j/rE/pHzlnaTMe5uYe0h3h9ULOEiYOOgoxLBwEZQ9BN0eAEZ4Gu6as6WmzyLsKAoG1hHx9FqSTKT4bWyjBtXXFz1tRHdHJAjHpXvr9QtCFxnmyWB2cAAZip+L0opwd/JZWnp4A2r8IKqxDy3SyILYTmYnT0LPmkLNBz8h8ZRfiaSpFSQJ1AMvIm1/FL3uE8xPbkeJl3drTHrdp5if/hRXbCvmR9/tlt+ljmJHylD9fXCMWhR/HzFVJ/RaInEShA6mEib00Z1EP/whkeXfJrb+fhTMDulbIQaA7ESRmpl5k6s+Jlr8Ku78c6lb9Xv0yKYOuf6JzHFA8mRS+9FdVCw8A9mbiaO07fiQDo9JTcDYv5zyBZOwo1U4au/dDaom5uPEYwQn3I5Vtw9X5vjuDkkQjouYqhNOWqpZgmSWY3kKUMMbMf2jOmRHWhwv/vF3UP78qSAppFz0AbEO2CtkVu/E/OjneIbdTGznQrSMUzBTZjfa1vYNIHnuAuzgWLwVy4m7jl0noxDBwoNKhDiedscHra+hRF2HXK7DSbIGkgKOjaR6oBuONJGwcFCQJQskDUlxg2OD6sGReu+es/D2l1ATc6n68Ld4Cy+iZs0D3R2SIBwXkTgJJzzd3I2h9UU1SnAUP5Zy6FN72XtUr/w5ngGXULfpXwTPX9Lmo1AaozohQqv/hJZ5Co5RR3TDwyijfoNN+9bDyK4Akh6g/PlTkd3JBHPPabJtXMuC4KH1OMmzjrldr1tD5PP/wzvye4Q++R3eUT/C8LbvjDDLsnl0xCxCH9yGGizEPLgGd5/JRPe8ixWt+LJhHZgVG9p1rc4gSWDVbMU38lvoWVOIbHgMV14NtpraYddQnDps2Q+2geTEsY86EFev/gCz7FNcOacT2/wkWt7ZqIECEqffS+jj3yAbBw8XU+1tHCtKePsiAMJbFnRzNIJw/ETiJPRqshNGje3DcPfHFduK4S5sMGqkx/dTvfhc/KO/R3jHi3jyz0XKvap+WibrdGT3vYTW3k/SnH+2Omk6+jy2ozkk4BvxLSw9Hck2IF6H2c6kCagfCVF0wAFZxWnH09fWk4jX7aV8wRRc/c7A1jqmwGLUCeAZegMVL52L7E5GSyokuufdDum7szkO2H0vQrZNDNmDPmEEcanjpuoUuwbz05+j55yOHdqLEw8jFd7S4N/RkTTqPv0jfPxb3P3nEfcMQD/lL8QkH+5pj2LSvVOH7dGWWlyC0JOJxEno1dSKD6h679skjP0hFR/cTvK8t4m5Bx2+3dSySDjlF1S9dR1KQg5K1mlYhxIr58CbWHV78A68jOplPyB4dhGG3q/Z6zVbAfkIXxR2jHfgVnk7Uo5Vs4uUeW8T3b4AwrvBd3yjRJLjgB0HJLBNoG1zlGpsFyBha8H6xNUzGADdKqNm2Q/wFH4F48AKcBz0vjNwYhWN9tPT3igdVJxDh8xaHZg0AaAF0PtMo+qNr4GskXzWc1hKw4RaciUhu5KwaotREvJwFC+2VD+NGu/FSVNztbgaaysIPZlInIRezU6eiJZaRPXS75I4+ffE3AMb3K4YBwhvego1OIB4zS7s8g+Rsi6oH5VKOYWkuc9jeQtxD/oMQ8tu1TW7qwKyFszHPflvxPCgDCvElNuxLsmsQksaSGDaXwmvvQfFLK+f3msFCYf4tqeIHViOFhxMpGwV/jnPY8pBDCWNxOn3YXny8ZilILuQPc0fUHsyvFEqioz1yQ+QZOXwGiqrZCmRVb/FMQ8t+JJ1fAPm4cqainvG5dR9fBe+gq9gt5DM9xYnw7+zcHIQiZPQq8nVnxLbswRX3xnUrf4LwawZGO4vRzFsNYi38FKktMlQvR7JnUb80OBKXM8GvT5ZshIndkf4bfbFIu6j18YcqdwOkyx7qbWjaJKCp5EFxaZ/JK7cszH2vo13+E2E1z+CNuqOVq2fcZBwDbyS0GcPoep+EqfcjYmOYlViKUmHz7OzlEPVrsUbJgBW5CCyopM4+ltgxepHEKt3YIUPHG4T1nz4Tv0nBgl4Z/0LU0rsxogFQWiMSJyEXs325pF8xn+wk8fz/9k77/i66vr/Pz9n3b0y23Smbbr3oLtQWuiCMkTFiYDiwp9+3X4RvigiKgoobkAUZSgKsqEMZZUWSgfde8+sm9ybO878/ZE2bZrR2zZpk+Y8H488Ujjncz7vz81Jzuu8P+8RqHgbSzu+QKEXu+Sq+v8oKDkLFp5ZquwUn176KDcMmMTb5dsZEinm2h7Np30LLUbivc/iWBlCk27DkRunuts4JOwsEclLrZMlLOqLLwoc9K2P4e19EY5eQ3b7P0EO4Jgp5FG3YovU/dcAACAASURBVDudN/OrPTFrtoKVxdz6FEILISS1kWgCcLLV2HIELBvTFU0uLh0SVzi5dGpMrRfkHQ7qLphzdo3pAORJPr5YNoXPLvkHMa3+3y1xJKpJKD4WB0cSSJcTVLxsqavkolgZr1Rv5vGdq7iu/3nc8sFL/HniR+mhRHAQqD3no/RagJTZR+ULHwVJIe/Sl9DbSDTJdi1S9hCmrxQts6VR3NopXe8EAf1HaO/tJKN6EwBOOtuu83Qk1Lq1gIWjFiKltqJHp9KZ2/+4uLjCyaXLIAQIO4MtvMhksPCebZPanFo7yxuHthLTfCSMLBsShyjNi9Hcg8pO7iA0/n+h22RW7d/NL1a+RVj1MLv7QKZE+jI0WMyGmkNc8fqfuXnERRQpwYaxRmAYkpPC2PE0Qg2CbWBWvI8IDMdpg6rsUsXr1L5zM4ERX6Rq2e3kXf5fslrrsVItcbIB/W4sTtshhIO1/1WSH/wWJVoGQsY/Yyim3DZZnC4uZwNXOLl0GZSK1zD2v4mn34dIr74XbcwtmFqPM26HbMVxJA8OKrJVi6m03UNEEzJDo934YtkUNiUriCgeWnq7t3tcBY6FIzzM6duLO7asYW+qlo/0GU1Q0tiULmdfupaw6mVV9V5qemQoUI42RnbQkEO9ic1/CsdI4GSrMUUbFYwsPB850I3ad/6X6AW/Rff0O9nEv0acrYD+ro7jCLS+V+KsuBt9/2LyLn0W3RVNLp0cVzi5dB28RaQ2PUZy1b0Ehn3urLSvkNAx1/4c4clH8kTJHliM57y7MaXgiQfngFeoXNtjAo7j0C8vr9VK6A4KCAVbOPx5+wo+2mcUJb4IP13zGn8+72okIbh5xEXMLi7j8T2rkI7r8eIIBbv3xxvKO9Qrmzbagql8B718JZ7eF5FYdgfhgvMwPKVtc22XM4YQDvqWh1Hzh6MWjKL2rW8SmvsMhuSKJ5fOiyucXLoOQqpPBT9cQPL4Vo2KUQ5WLbanF0pmW0NtolPHRq14CcJDENlDCCuJGRqJt3QBmY1/o3bZY8Tm/QujjUTTEZzDainX9jGSI7ix31Q8koJXUvhor9H4URntL2F0oAQc+J/SGc16fBrP0YZxK6HB9S1jIiNRat/HVPOQ9b0IIbVYNqGlOCZZduNp2pKN2XLqTJ2e3gjr6w4xPVyK1MLP3nEESr9P4i/9GI6aj6fsU+iuaHLp5LjCyaXrkN6Pr//leAd8hLpV96CacdDqRYsQwP7nSK79E75+C4mve4DYZf/BVBtn4smyyLkCsmInqNvwN8zaHVh1uwkO+RSW+SKZqjXIwRLUgpEY5SuQYpOwxdmNtyo8Zguu+7GeOOe476eJx9xLVumBauzFVAtxWqiobnj6gKcPqlNNzTu3oPW6CLNiNVrxWMTgb+McJ3pbi2Py9WracqYlZFlgWSe3pq6EEILl1Xu4aeWLDAkX4VUUho/vRn4r5TGO3Q63fKcX5O/i0hE4oXC69957+e1vf4vXe/QP+8yZM7nrrrva1TCXc4eOktFkFsxCzptMVvjxTv4t5jHB4ZIkIRwTR68hsewOopNuofbVTx6urn0UNTYY7/Q/oVonVhJZy8Y//AaqnrscoYXx9ruC8icvAlmjcMJNmKjYVauxRW6fT2fHk91K9bPziEz7OcmV9xAa9x30E2RCGiJGaPIdVD27EG/pArR+V2E4WWSjGlNrLGpbimNSowPadB2nyrnQcsRxHGYXlfFj5TXer9rD4zM+3apocnE5F8nJ4zR+/Hj++te/trctLucgHSmjyXHAOdxGwzwuo04IsNPl2NlqtOLxJDc8iqd4HHUbH2tqq+XkZKdqV5NYchOh8d/FKF9JZss/8JReilW1nvSOF1FG3wLRCUiILpHJpXv6EBzzP1S/ci1a8USc2LgTjlGsKupW3Yuv/5UILDIf3IMI9CJbuQrf1PuAMx+ndiqcKy1HhBD8e/9aBoYLuKFsEt98/xleuOBz5InTqGLv4tLJcLfqXNqdzpDR5Djg4BAa8TmMynX4+1xMYt1fUQtGNDpPjQ44HDPT2EvU3MPOVvMJDv446f2L8fWbj6QGUI066D0Tx9JJPj8bcLpMGryS2UNy8+Mokf7oFSsIJDZAdFqrY0w5RmD453GCA1Ayuyh/7kqwTfIWvoAuAq2O7Wh0lp+vEA6OIxq+H4vjOHyo+wgWFA+hUAmwsGSYK5pcuhw5Cac1a9YwadIkfD4fY8eO5Wtf+xq9euXWSf4I+flNA2ALCzvH2+KZ5Fz8TFI5npeX1/RBeCY/jz07FzUIvPTORagFI1CjZY28ZUZ8C8Yz0xuNU6NlFF/S1DMFsOf5xzCqNqBFy4iv+h1CDaLGyhBqAKPig4bziptZe3N05vvDTHdHGvk5/KULSO9+DS3ag2gu6ylciG1mqFn2BELxIWQfxs6nyZtSXxH9yGeS633WGpFI5992Op17JLP3bTL7l+Dvt4Dk+ocJj/oCSrBxyY7CY7x8JURPea4zRWf+nWkP3M+jKSf7mZxQOM2ZM4crr7ySkpISDh06xC9+8QuuvfZannrqKQKB3N/4KiuT2PbRuJDCwhDl5YmTMvZc51z8THKNbwKoqqpr9FZ+Jj+PluzM1Vt2vO2Nrmkb2JlK5EA3zNqdqLEFpHe9dsLxx9P57w8PdP8Y2QxQeDkZgBzXIwQo0WHE5j6BI3shuY2qWigshPLyxAnvs1zji2pqUuj6mYsOb+v4v9O9R9SMTnzp7cTfvQNP96kkalOY6c57z3X+35m2xf08mtLcZyJJollnzxFOKJwGDjzabb64uJjbb7+d8ePHs2LFCqZNa93N7uLiAkL2IPuKkAPdCZRdRd2WJ/H1nkVy3V/OtmmNkK0a5MRqrOhE5PhSrPAoLKljvJ06Dhj5s4/+D//QnMcaNTtQI31zmQUrh6D/XMhFEMmyIPPmdR0i/q8BbxFysDdm9TqUglHYSsf3KLm4nGlOOsZJCIEQoqFWjItLV0ArGIm/3yXUbfk3gQGXkd71CtkD7+U01rGymKkDeLpNIr3nDUIjv0j1m99uZ4tPHjm1maoXrsI/4MPUbP0neZc8hxUce7bNOn0cs36L9QzF2eWaEOHrNavjxf/VrkcJ9yU85cckltxEsPQqbLfwqItLI074WvT8889TVVUFQGVlJTfffDN5eXmMGTOm3Y1zcWkrZFk6wZeoT1uXmn+X8JXOI77sTtS8QcSX3Ym316xGx5Xs9hbnVkK9EUIis/d1lEA3kmseIFD2oTZdX1tghscQGP45UpseITjii5ih0e0yjye1BsnJoKY3opiH2mWOs80RQdTal5nY2U6zO8hWNQCqU3NSI42Ci/BO/iV6dDrBi59yq7W7uDTDCT1OTz/9ND/84Q9Jp9OEw2EmTJjAgw8+SDDYttWOXVzai5MqiZA3pFkPQN2GRwkOvprkur/iH3Alqa1PNTpu7n0V0eczTQozApiJXUiePIz4FvRDK4ie9z3i7/7k9BbVDqi1y6ldez/hibdS+97t5PeeTzY0PoeRDp70enTfYNT0JixPCZYUbvZMj7mX6heuIDDyS2STe/GWzEApmoVkVqOrPU/aZjO5H/AjrBTenhc0v67oAHKpan4qNZQkJ4NSuxwrMgG5djmWfwDIhSd9nVyRrThyzXLs/ClIle9ghUdiKfmNzlErXiG96RH8wz5HYsnNBC94AMPTN8cZpIYGvIYUa1vjXVzOEU4onH7/+9+fCTtcXNqVnLdEjimWqEYHYMS3ABAc8gniy+4kOPTTJDc+RnTcN4m/u77hXK3PJaRbcODKwZ7Y2ThCUlHyhpDa+TK+PheR3rnoNFfVthjBkeQvXIQeGEl+yQUYOVZ59mS3UvXURYQm/C/xVfcSnXEPshbDCo1ErtuI7SluaJOSVXoQueB32BXLkAJF1G34C57qNSQ2/4vIvOfQlW4526vYccoXfR5P6WUY1ZuQ1ACB+f/BoWmjYVkWDZW7WotjOtk4IiWzjeoXP4qv7CpqNj5K3rx/YHkuOKlrnAxyZifVL38aT8+ZZHa/Qt6CZ7BCjYUToTLM+Caqnr2U4JhvYmnF7WaPi0tXxK3j5NLudKaKyd7pDzZUBZdl0VB6ILnpcSLjvkly/d+IjP0addueaTRO3/k0ou91OI7UEBh8ZPvPiG9FDvYgNOqL2JlqlEB3ktufr98WPK4y+dlEtcrJ+keg6rvRfUNwRG5/HnTvACJTf0r8ja+ilUxDCRSTWHEP3t6ziC/7GZHJt0PxZQBoxh5q3vku4eGfw0jsxKzeSHbPf4nNuh9D7XZSrV0sOUpo+PWUP/8xhOIjdskL6JYAmoqf9mqjYviHETrvZmoXfw9vv8uxohPbZ6LDmMHhBEd8kcSKuwgM/xxmeFSTz0zoVVh1+xBqALN6A14zga2eXq0lNbMFyazF8vZETm3DDA7Ccj1SLl0UVzi5tCudrWKy1agq+FEPkhnfQs179dtrNe/9rMk4ped8sodFU3PbgqnjhJYaLUPtdylGfEu7ikbZqkbN7sQOj0CqXY0dHIglmm6zq/oOqp6ZQ2Tqz0ks+zHhSbeh5+XW401NbyH+3o/wll5CZudL6Ptery/w+cHvCAz8KBTPbDjXUEuITPslSApS6gBWugIlXEpq06P48qdgqrl7RyQrSXb/EoQWwjEz2PH14B9W38z5DKGl1lK55BZC479HcuUv8Q9+B6sg9954J4uaWEXVB78hMu3n1C65mVjpFejhxmLNcSyCY76B1nsB2S2P0JyQPBmEAGv3M9SufRC1YBhWYjfBEZ/H6fkxbPcR4tIFce96l3anIwiiUyVXb5mp9YTD62xxW1DWkBR//badJ4/gxU/hMZI4joNpWShWdUN8CYBiV2PJMYRZB5LMqbQXUc0DpFb/Jqf4rvCE7zdsA9mR3APDTU9Pohf8Djs2kcDQd8ls+SeZXYvIm3kv8cW3EskbAd0uB8BBwohNRT7wLEpsCHkX/g47W4WQ/VhK5KTW5ggFJdiD2PxncNL7wLYPd2s+c+i+geQvfAk9MIJYzzlYvj7tO19wFHmX/wfdN4hY8WQMb78m5xjhCYjwWLLIiKHfwzxxDlCrOA5o/a7GWfVrMjsXEZ34faTYKAz38eHSRXHvfJdOj1a7BNvXB8moxnEcjMCwRscVs/KUrnu8t0xLraXmja8SGv1VEqt+RWT63ej+4Q3ntoqkEh75BRzbQCBwcHCMGqwtf8FKlaMWjia18WH8036PKeejmBWk37kR/+DPoB96DyXQHafwaznbLjk6ws5g+QfnHN/l2AZKZAD6gSUE6jZBeFJOc9nCi55X71WyK9eQPbSKwJBPU/v+XeRd8gSmUtR4HgfM4gUIR8cRHmSymHhyXtux84bHfpWKiiQERlC/Z3VmhZODQjYwCgA9UN+ep2mEVVvOJ5P1DgIHdO/gVs8TArTsLrJaXzR9O4baq9H2q2ZXokv5qFY5plJISxVmhABj66NIvgK04gkkNzxKODYEERiK4z5CXLog7l3v0qlRrGqS7/8EEFg12/AP/iRi8FCcYx+gRvyUr3+sIMp6ytC6T6Fy0acJjPgiWU8Zdo7eNCFkQJA98D7+0rkYiT3I8eVI3WeQePYSnA+SRC/8Y4PHyVLy8JZeSvWiTyDUIPlz/kLdpschby4nEgdCgNj9D8zK1fj6zs15rf6yq3EmTsA++F8ctSDnccci9bqMUMkcbE93PIO2k/EOR9H3odatxvb3R06uQw+NAwSOqBdL1imIpiOIRh6mMyua2oL2jP/T6lZT9ewlRGbcQ/ydm4jO/CP64d6AWmoNta9dR3j63SSW3EJo8u3o4UkIbBykhu9QL3SV3pcTjvZHBPoi9ApMU282CN/FpSvgCieXTo0pxwiNv4nKp+ci1ADagKvJHvcAtb0tp7l7e16AY+vY6YoW09mPoCRXU732fry955Ba9yCx0ivRQ7kViHSsDI6Zwl86h/i7dxAou4qK5z9CwZw/41iZw73rVqMUz8GSgkh2GjO+BSF7caws+r43kf3dEHkGDlrrczkgF4wnsfQH6AeX5mQfgFk8v14odj9xjSmJLDYeZHSsY+wxtaM9LK3DHhjK36Rm6S14Sy8jsf1pope+ckqlBzoTOYkdoeCddl9DMkJrnMp2t+4fTHDkjcRf/Sy+/ldiRY7W3rO8fdF6XEDVswvx9pmL7e+Pkt2NufUhPGWfRt/2D9Secxu8t4a3H8LXr94rFTi8I+rWQHbporjCyaVTo9pxahd/C9+Qa+oztDY9hBj6v408Tkqm+eKUSrQM2V+ElalEKxxNdt9igsNrsFqIJbK8fYjN/hNEx+KvWQla7jE5QgsjZA96fCvBoZ8kueZBQqO/gi18RGf+ESncH2Pva0frQDkWkuwlf94jZHe9BLaJp8c0jBOIpiM4qf3YZhJF9uJYmZztzAW1+nWM/W/jKb2C9Jrfoo36LqbWo8XzpZI5SJ57SK17gNich8950XQyCRHt2RdPTW0hvv5B1KKxZHY8j2/oDRCrDyRXrBr0bBWekqk4VgbZTmBLGvqBJdSt+SNCDRLpeXGj6x27lec2jnDpyrjCyaVTY0hRQtN/h+ntgceor5ZsHudx0n2DWvQAqAUjSC29HcfKEJt+J5YUaQjyPh5bjWFXrsbc8QJqwSgyy+8iMPNvGMcEdLeEo9eS2vESoRGfpfrt7xMa9WUSH/ye/D6XYMZmAAIxcBi2U2+7JYdRh9xI3eKvIBdPwDYSJNf8CXn07Y08PC1jE5n6c9Tu06h59Zoczj8JtDxSGx4iufJu/IOvQcJGYCHsLDgGttxYUNr7XsLOVOIfci01b36d6CXDu4R4yhU1vQWyB3FCg5HiyzHyzz+hVzEnG7RiIlN+DEWzoPwNRLBvi4Vga/9zHUpsILK/AN1IohaMatiu1WqXYvv6IoxKEBKGr+XYKheXroArnFw6Pbp/CAC2p/lq1ZblNOsBEJjYm34PkoLs7UG2/APUnnFooeq14wi03peQfGYO6Q0PEZvzSE6i6QhmfDPJtX8mMu7rZA68R8HlL6F7B3IkNsdxGgs+gwCe8+7AlqPgWEQCFtXp3B6oRv4syLNBaftfcSEUhKSBYyMpPvT1v0WKDcFO7AIcpGHfa5ymXjid6Nx/Yfn74yu7mqzasneqSxL/gPjrN6IWT8DOVBOaPQTjpIWlg3LwGTJmGVo6jZ0+iFk0F6u4PpuRogX1pTJaSRTw9phGZtd/iE29ndSOF5HT29GkFPF3f4DQApjxzfgHfQJl6OAGz2hnzph1cTlVXOHUAdmsV9Bbi7JfTxCUNQrkwNk2qdNT/wfeQYu/iR0YgKSX4yCjRnqTd+FvEb5uWNVrsURrGywOVsX7OFYWyVdIZueLqLGJ9cImR4yq9dRUrUctGIG+/WnEiP9r0cMFYCqH6xoJUIIhSCdynutk6xnJsuD49pXNPRid9F48fefjK/sYdSvvJDDseiqfuwohe4hd+gL6cX9WTK0EtJL66+XUwqVrIDkZlOq3kYomIYd6oe97i9jsB09BNIHkpDErPuDgW9/AsQ0CI/8fUuGF2OJo4L2kH8TbcyZYBr7SedSu+g1YesPxxAd/IDDgSpIb/05o6DUk3r8dx6gjOOhqqt++CaGFkFUvdc9fAByuRTblAVc8uXQ5XOHUwahw6vjom3/lo31H8/K+jXyy/3iu7THejSloAxSriuTKu3EsHat6E8ExX8UJDyD+6vXIvkLU4vPwdJsPSktVlgVSoCexix5GBHpilb+LI/mbnJVz7afEzjbveq86NRgigmzH67cdT4LMm9c2tJg5YmNzD0YjfxZq3hSywo9vyq/IrvsdQg3i2DpW1RoIDKd9k/LPDRR9HzWLv0tw8MfAcYhM+C41b36d2OVjySonJ55s4cfTZx7JlXeDkNB6zkI/LJqOJB7ae54ivf15PEWjqdvwKKEhnySx5k9HL+LY1G3+J2rBCDL73kLfv4RA2VUk1z2Er/dszMQezJqt2Nk4VmI3QJvfvy4unQFXOHUwCkSAX024nKveeIgSX5jLug9zRVMbYcr5hMZ8k8pnFyJ5Ini6TcTO1iD5CrCSuwlNug1LLWg1W8iIzWj4t+g9sMnPxrJsvNP/BMeJkCbXiW8GobTpg0fNbif5+ucITfoRqTV/wDfoE9hFF+cs5JrbxmnePoEl6gWjRRA50J3YgmdwshU4RorjvVYuzWN4+xEa/T+kNz+Kv+xKpAE3EOt9+UmLJgDFSVG3+jdEJnwPU0+RWf8A6vg7wUrB3meQe8xDipbhmCnqNv+TyITvULPs5ye8bt2WJwmP/hLZA++iFY7ANlINosnFpaviCqcORrldxw8+WMRF3QeytGIXLxzcwCe6j3HFUxug2VXUvP0tAoM+hlG1jvTmvyNHyvD0mIlWNI7k+3cQmjMRQy468cVoObPIshyM+JYTFp1UC0ac7BJaxdKK61PMn1mAEhsCwfqGxd7pf2pocAsgSYLU659pJOyM+GaMqvWcLLbQoO91WAABOBtFKHNBS64EIeOoUUTddvTYdM62nVpmC1Vvf5vQhJtJfnAv0bxRZAvnndK1TOHHO/7HRApKiFcnEFYSEw+qeYDkhodg/Z/x9ZyObSTwdDuPus3/IjDww9RtfKz1CzsWtSvuBSC7P/fSFi4u5zKucOpgFEgBbhs9j0H+QvZk4wRljyuaWkFLrsDRayDUH6dyGXbxgvqHeTPoUh7hmQ8i9Eqc9fdhZarwDp4BPa/AUgsIdZ+Vs2hqK8Rp9hE7FslMoMc3IxQ/duoAwqjGWPxZUvFNjc6rbzx8YmF3anQ80SSwMfa+St26+5EDPZB9RXinjsA8jSa1MgYWKpKj40jaSf2OynYKxzHQvf0pWPgCad8wot1nYmndT9keAFPthqQFsCQbpPq4SFPrgbf/FSSW3IK/71xik39Ievtz+HrPpnb1fac1n4tLV+WcEE5HutGfiM4QxCiAScHeAMR8p9fR/FxHCLBqNlHz5tdQgr2QIwPwFUzDVgpbHON4i0m89VW8pZdgVm8gs/1JxJDvAQJDrQ9glqw4kq1jqfmoxv52TZ2vz05qq/vSRon2JzDhVvSdz9QLhhzbrZzTCAmt31UkV96DkVpBeOELZE9DNCnGQfTVP8U3+Hr03S+hFIzEyJ+dmykCnO0PYtbuQiueQM2GvxA4/0F038BTtqc1VH0H8VX3ErvoIZIr7yEw4DLSu14lveuVdpnPxaUr0OmFU0vd6I+nM2eAaKm1mL5S5MxeHCWEqXY72yZ1CBwH5KKpSJ4YZs1WQufditGKaAIwRJTgBfdjqkVoZn2GmnW8l2THw2QOLkMrmUHtuvsJz3kSvZ08Ubl4nITIreCgqXZHDP8+WUdClH0ZU1bp6uWd1dr3IFOBfugdtKJxKHlDqV38PYIXP4EhTi54/giO7EPIXir/PROhBonN/WfuYx1QS2aRWD6P1Lr7iV54P4acf0p25ILuGUB04WvoSgnhWWNJLv4ax94TSqQ/QpIxk3vxFI0hs/etdrPFxeVcodMLJ4CsbWFVrMaJDUVUr6elh4X3uHTrziCiNOsgNYuuxtv/SlK7XyEw9DOI0s+523fU9ykzdz+HWjAaT88LSSz9P0Lzx59wu+1IurelNP/AUnotILnyl2S2P03s4r+1m2iCE3uctOQq7MRWpMLzqFnxCnLJlVgt1JkCcJzD/cXOUFbbEVGXq7g74+hxql+9Fv+AK9G6T0bu93G0QdeesmgCcISK0MLgWAjZgyN5Wz1/YzzD0j01zB2Qz/Oby/lMwQYcM4XkiaAfWIJSdGGToqEni0BHNmuBEJpVji4ffYHQlXpPqqmVoOUPw06XoxWOxqjdiSd/KI6RxB/sSfbAEgJDr8HRE3R1we3i0hqdPv1le7aK24NzKJ/4E+7q+QW2jbkZABHuW/892Kuhnk3mzWtJPT+D1PMzMBZfn/MW39lEl4uJzPgVdR/8GkevRe59ecd8QJ0FHMdB9Lka36Rf4JR+hvDcJ9ogRsnBia/BtjKohePI7HwBxaxsE3tPyZpsBfH/foma5+aT2v48mHVnzZbjUYxypG1/QLMOIO36K1r65IPL2xsRLkP2dyO16e9I/hJMrQeG99Sa5h5BMqoxK1eTt/BFfAOugrrmW/ocIW3a/OCVTcy8/11e2lCBLQeJznqA6IIXUCL9oNXaYbkhH3iOzNL/oW7zk9S+tBDNaJr5Jh94DitbS2TqnViJPYQn/git70LqNj1Ozbs/Ro0NQY6U4Z/+R4yaHY3GentdSGTCt9EKRxOdeBPKKTYednE5F+j0HiePpLAxUcX5uyvp6wtwdV4SMeEWkoGeqFhIQIVu0GvTfU0CYjtDDRLVPEDt0lvw9p6LfnAJ1u7nEH0/44qnw1hyBA6/retqrxOcfWIkqxZj/1sUzPoDZnI/2Dq2HDzp6xxbAkArHIMa7k3m0Ep8JZOp2/EiTjaeWyPY8CCUcB/M+BYi47+FoRWftC3thl1HassT2CvvxTZqic39FxwXliccE8U8hKGWoJn7GrwfZ8zE8iWohWMITf4RyWU/JtT9QozTrFxuaiV4p/0RnQDKiGEYwodqVWDI+UhWLQgV+5j6XiVBlaFFId7dHWdC7whmwXAkCUAg+g9qk99lERuHWf1jDj33UcJT7sBQGgeay04aO72P7M5FpNY9SGDQx8nueBbZH8OxTZDq/xqmNz+OVjINNVIKjtkw3tfrQqqX/ABf6Txqlt9DZPw30cu7eOycS5el0wsnr6RQpKrotkWBquLNVOKPleC88SXMblORq9dTNPnHZ9vMU8ZQiglPvgM7OBR/eieOGiKHZuoup4rkRfhLqHjpGhASsTmPNaq+nAvHN3mVDzxD9X9vJDDk08TfvYP8K/6L4e3fcG5rOBVLkYN9CI67iZp3byVSdD662vtUVtaIXGs7tYatdcfT+yKSy+5A6z4Zx9/ULrXqvySW+EbVCgAAIABJREFU/Zjg2G8Sf/PrxBY8Q9Zz5rwVdsnleItn12dNzjmvzbImzfraC1jCj2qVU/efa/AP+xz6gcUokf7Q7wsN526sTKNI8MSnxvL1Z9dzxbBiSoP199TpiqaGLdLUDqzkXiRvPvq+N/H2vAxTPSqyLeHDE+qLY6ZAUgAbo2YTmMVEp9yGEhlIZu/rRGb8Gt0zoNH9qxh70Tf8EW+PGaS3Pk10yo+g7MuoZZ0j3MHFpa3p9MKpXK/joAUvDyvj54fqKM8bRbeqjUjFE1H2vU7tuFswD66iA72nnyQCPTqt/p+h3PuiuZwajpARWqQ+fkVSQWlcGVw4Jlp6A1n/cLTUGkxff2zRNPvx2AeKKLwANTaU5KpfE73wj2TU0lbbrByL3W0BvsJpWGox3T88jXj29O+B4+s1qdEBeKc/iNWMIm/twahkd1Kz/iFic/9OcvmdiNq1kNf4N82OjkaoAaoXfYrQebege/qetv0ngy282IoXHNqt1IQhF+Afej3x1z6L5IkSXfAc+jHHp/UIM/SKEeR7ZF74zHjytLaJP5PtOsTeJ5G6z0RYtUQm30ag/zwSG5/AkTRkqxqp/D9QPAvK3wQ7ja/vHJRIP8z4FmQtTLZqK6JmN76eVyANm0rmyCPhmJ+7LXdHyxtGcs0DBIdfT3zpD8nvPpOs123269I16fhBPidgkK+QB/w7KV38Fe7S/8uQ929Cyx+KHd+CNuEmIit/RrjXNDpifRmXjodkJTAOLiE2718Ex38Pq2o1QhwVFFpqLZVPzULa+huqn56DUrv8hNcUh17HqFpNYNj11Lz1TTR9W8722MKLqRTXZ2OF+5zSmppe1MSoWH30K74Fy3KwLLvJV2vo3oFELn0ZI382gZkPYeSd3+QcKbkZ49BylHApmW1PoWT2ts0aOhCSVYN+cAmSJ4JtJLFrN3NscLUA8j31YqmtRBMAZi2pbf+m5vlLqXzlBkSwL1psEHb/G7HkGJJeTu3SH5JcdAXx124AScMz+Dqkwol4el+MZ+A1+CffRWDo9ZhyfuPGzMegZbeT3PA38qb/jGzlOgpm/xHHzLbdOlxcOhmd3uME4N3/Jgbg2fUiDmCs/wu+cd8k+/6d+Kf+mPSSWxDeCI6ZRvIX1Xd2p22LD7qcG1hyDG3CzzFEACk2GQdwnKOiWw+OJDTuO9QuuQX/kGuwouedMAHJiY0jNv8prMAQYv0+hKG1kQDKgbbYkmsNXa73MDU0Iz4OR8snMuNupOKZWHufx1ZazgjstAgNJVxKdMEL2DUbEGqQM/GiZmnd8PW/kprXv4ISLoXwkEbHTW8//EOvI/HuD/D0nYdZMPOYjMxjKrzHWi+8mdVKCU28jbq1D+CJlZHa9Sra8G+1/YJcXDoJ54RwOh69fCWUrwQgtfgmlpX9Hl2O0Fc9xDvpIXzU/yIBj4q15g7k/tdgaWc2YNWlY2OJ+viV5mKb1Lo1VC//Bf6BV5Pa+DB5Az6CFZ7U6vVMtRgOx5tY4YltZqdatxpHjYAjkMxq9MDIRsePj7VqjfaKVTF8AxH+gZgOiD7XnJNJDbbkRwz4EroD+AbSnGhqj7INmrGXmvd/RnTmH0ht/jtO+ZtQMujo8cxmqlbeRXTW/SSW/gA5/j5W3swjFp3UXKYcw0rsIH1gCUp0IJ6hmbZZhItLJ+ScEE6tvjGrIeLE+PLLJkGtG1cMzJDwrMYsfw2t+Dx8/a85c4a6dHosbymxuY9ixSaRV/YxLH/bVXxW9L0IO42tdUPObEf3t9zLTiZDdu3vMGq3Izx5BPvNQwn0Q6rbjuXpjqUU1NvbAYJ3jwiFUxUMinkQYdRgeXuhpreQbeVzOVscXVtTQSKbFbDvOeSeC7D3v4rIH4fhHXDac+pqTyILnkNXSvAXTmvizcv6hpB3+etk1T5E5o3FOI2WLsLOoEYHEJp6F5n199U3D3Zx6aJ0euHUJINJFmSO7UxvJBjiO4RPLaQ6bTCjh5fwgX3oRhIlfzi2Ej1rtrt0PiwpiBWdAQ5YR4L22wh795OkNv0DrfsU6na/TGj+ixhy85XQLbz4Rn2N1D+nEB7z/6h++38JDN1G3fo/Eb3gt1iF89vUtjOBhI6NdvS7k0UufwUhCazq9Si+Yqrf/RHRha+iK6dXUqCtEQLU+NvYvlKEUQWAERgOgGTWklj7AM6qX2GnDhGb9wS0XjMzZ458Di11E8iq9dvC+uHtYYGOGn8HOzIOqXYNtq8HpnbiMh6GdwDy2DvIOiry6B9iOJ2hmIuLS/vQ6YPDgeMCWht3ZxfeQl6t6s2HymR+c6HK71fb1Ha7hLzzf4G+5zUUfd/ZM9zF5RiUvh/GTh8ktfY+wtPvaVE0Qb3HKbXy52g9zkev3Ehk3DdIrvolasFIKGwapN0RkO0kanYHODae4wLktbp1WCv+F4++FWv591BTG5DMSpIf/IrE+z+nZtmdmIntxGb/qcOJJgDZrCa54hfUvXUDNYs+jLl3UUMMpeXpia/fQqzaHajdJmIH+rX5/CLHnTc1u5f4f79M9p2vYOx8CpHYgGLsR3LSJxxrHxZLtiuaXLo4nd7jdDzNxXVca9qYtk1Yk5k12qRYGUBKjnAofzqOtw+r63bTyxOlmxI6a3a7uJg7nwQh4e07n9ol3yd00eMtptBbePGN+Bq2EkWxKql8diH+odeR3vQYouJNKJh7hq0/MdLBRSRW3E1g6LVUL/tRfQ81rS8AjuxHP7SCug1T8Pa/EkfxY6uFBIZ/ifir16GE+6IVjSW5/E6Ck39KxtM+TXFPFVOOERz7HaqemY9Qg2ilHyZ7+L1UyW4nvvZ+YnMeIfHe7Ui1qyF2wWnPqaY2YFe+i1Y8keyuRXh6zQHGtTpG95QSnngrVsX7pLY+Q7hwPKm3voR/8Cexu3/otG1ycekKnBMep+M5PqXaKyAoS9iWQ0yV0UWMPdka5r/1JDeufIIrX/8Lm9MVGI7dkCCl2+dgFKtLh0BydBTjIACaeaDh/8sls4lc/A+8E+8hPPknrXqcAHT/UEythKxvCLE5j6GOvo3YgqewI2Pa1f5TpvgChKRQ8/a3CE/5CcYxNZ0c2YPwRPH3nYskSSh2LcrBZ6ld/F2ik25FKH70Q8vx9L6IrNa3xSnOFqoTJ7H4WwSG3YBaMJrs5ocaPE66dxDRha9hFMwhNPsxjFjbbPEKO4PQq6h+6RNIElQ9dympna+2Osajb6Pmza9DsC/+AZdT/doN2OlDiMIpbWKTi0tX4JwUTrlQqsW4edRFPLtnPVOK+jA22IO/fnCQ57dW8dbeWn717m4yHSCw1uXcQz70Iqm3v4h66Hlqnp+Lpu8E6uNIjMAITCUfPTKZXDOfHBT08EQs4UUPjm1UMbpDUbkUo3o9WvFEkivvRcnsajgkZQ8iZA3/qK9hpw5R8e+LiL9zM3lz/oYomICaP5TsvqVYmRqEYzaIEse2ztZqGmGIKKHz70MZeRP+qb9GGXDN4QbO9RxpNWOoJTin5Ohv+iJne7tjpuPIgSLi79yKv+wqqt/5IZp1sMWr6J5+5F3yAnKP+ejlq5FDfTBrtiIq3kJxEqiVL6PoexqNkWUppy8Xl67CObdVlyvb9Cq+/f6z/Gj0PH65/g2W1u6iZySfa/6xCoBfLhyKKrlFM11ODi25EqEfAl8vSO3E8Zei+wY1PilvPHbqTqpf/lS950XreDE77UKojLy5f8eJjICKJVja0W1IPTga37T7MRwHOVIGu19D0iJYchQnsQalaBLeoWPIbnsCJfkBxqFleHpfQvXiR1H6fQZTbZwxJmFioyAcEyTljJRBaPg5e5rvbahZh9DlIlTzIIZSRGvCWGAg7XoMOW84jpHAycYxu13aaIyU3ITsz6euYg1KqDeZna+QN/0Osq1EnjsOZP3DkK0EvgFXIXWfjVP+Bmb1RjLrHkI/+B75C/6N46tvn1OfbHMdRnxzq2tXo2WoUx7oEFmcLi7tTZcVTqVqjJdnfZ4BnnxmFvWnmxpiRbK+NontgF+VkXKNuHRxgfoK46ld1L7/MyRvHmZ8K4ERNyDKjmvkmtyMWbsF2d+dzM4X8feYj9kFxJPhHQBH0vCLmmb9mSKAqm/HqFxD/mWLSK39IyK1G6PbQoRjoQsFeeQwSKymbuXdJJffibfHDDzHxVrLZiXm+l/iGXA15sF3kIO9MQouarN1yE4KS/hRSGMe39W4BbTUWmpe/jiRGb+kdskthKfcgR6Z2uL5wjGw6vZRu+T7YBuEJt+BwGrkrdKj0/BqUaKTfAjZg52pJLnx73h7VWB1/0ir9lhyCNH7UziShFXxAQLQ9y/G2/N8MlseRS//LlDfjuf45ugt4YaMu3QVurB/VVCmFSAcQX8tHw2V9/bWcMtFA3ngw6N4fXs1G+NukTeX3HEcAbFRBMquIrvvbRwrg1r6kSbeDqHlEZ3xKyKXLsLXdz6O3LyHokqv34aqypoYXSTmzvCU4p/5CNngOLQJd2LkXwAIHFEvGGxUHK0AKdADx0ii5Q9rWlJEqGBbVD81m8TS/0Mc12/wdNBq3kF//zt40mvJvHU9amZrTuNMbyne0suoev5DKKHe2IHW+7zZwo/abSKOkcRxbJT8Uc1s8Qky/hFI+WMQaoTMgfdQwr1xii+utzW9AdmuRcnuRsnuajLHkftSDfUiue4vhMd8Fb1yHWq4T6N2PC4uLo3pwsKpMaoQfGR4MSv31vCz/2xm/aEE1Wmj4bhsJ9ES7yEJG0/iPSTHLQDn0hghHKhcRnLDI/jLrkLyFWFsfaQhVVyrWYKaWocj+5ACPTDUEuzS67HkSJNr7U8bXPHwcl7dFec7izbxwraqM7yas4cp6oWkJYWb32JLbkYJ9SHvkmdI7XwJWd/f6LAte5GDPXGsLELx42ixNrPN8RRhHFpB5RMzEN4CbDW3psuyvo/snv8g+7uhH1iKlNnd6vmKkyS9/kHCU35GcNTXyG77FxJm0+uSJb36dyTXPoBjZdEPLkdKfIBqx0m88QWMVbeRevtGzK0Ptdhiqm7bs4RGfoHEmgcIDLic5Ma/57QmF5euSpfdqmuObj6Vib1i/HvtQYZ3C9E/dtQNLyfXUvXcQoLDv0Dlmj+Qd+kL6MEOmr3kclZwHIGdP4PIBb2xfP3xZbZjqYWYTn1xR333S6S3/Auh+lGLz0MbNxJLNO9tKvIqfHZCbz7+6Er6xnzceuGp95M71zDyL8Q7eSy6HKPbFc9TnWq8XSYbVaT3vkbegn+T3fkiTnwNIjC0beKcHBPHyoCQcIwUOLkFpztyAP/gT6D0vRJz1zM4SvM/9yOYIoj3vF9gyVEkR0fYWaxm/lxbePCP/gYV/5oOOBRd9jSGWoIhRQlPuZPKp+ci1ACh6fc2lEdoYpuRpHb53QAkVt+X03qao0q3iMhueIPLuY/rcTqG/SmT37yzg79ePZqYT2XFgWTDMTMynsDQ60h+8GtCY/4HIzT67Bnq0mEx1UKywQmYch7ZwDj22yW8tS9B2lZ5PfxFkoFBmPHN+Idc36JoAqjOWryxvZJ8v8a+2izba05coLDrIDDlei+SEmha58pUu+Gb/gB6dDrKiO9hdb+yzYLDhVGLt/fF5H/obSRZQzITOY0z1e44/b+ALhXhlF6fU8sVUynAEQq25MdSmveayWRIrfsjSmwwSv4I6jY8iq11Q7GrSSz/CVr3qUhaBH3b39u9qXmeJrfr9VtCsmsR6AhMZCt+Vmxw6Vq4Hqdj6BlQeem6CRRoMmOKg0Q9R/8QKDXLqF33IMEx/0NixV3k9bzY9Ti5nJBdtVmufmQ55/fLY9nuOE8v+DJlhf1ILrsd3/l/xqT5+BuPLJjQK8ats8pYsqeG4Fl6KHVWTFHft82SWvfsHI+aWoftKUGYtQjHwvCWNjquhyegjB5J1vGgTbwbw2naCLolTrdnX3NYePGUfQLP0BsBCY+IkxQ+hOQjOPob2L6+CDMOjo3Rzu/JlbpF9Ax7nCSyWGt+hhzoCYoPo3w56tg7sKS2i2tzcTkeVzgdR8HhB1Sht/FHYwWHkXfpc5ihseT3nocRGHI2zHPpZIwo9HP5sG48/sF+/m92Pwb3DSGksXj0SowWRBNASJW5YXR9iv2HBuZzst3s2xtJWNiOfDjT69wQdSq1JN/6KmrhaMzqDWhF45BG3IztHF2fmtmCffAttF4LsHY+idJzYYt94s4URmh8w7+jhSGS5QkcB/TIFNTsDixfPyQzjmIewlSar0TfFuRpMvYZLkdg48HTZwFVzy0ExyY2958YrmhyaWfcrbocsaQgenActiPIBsdhizbq0ulyTvP+gSQvbyrnlwuH8ZP/7mBD0octhZt4MlqnY4kmxTiI/cGteLKbYfNv0OJvn9b1BCZatj47zZPdCu28pdQckl2Ls/spotN/huIJ4SkchWfQdY1EE4AwEyTeu42ap2ZSt/6vyGYVSnYPAgNN3w50nIKRql1N8j+fwd5wL5l3v4W1+U/tul13Nu5SgYlZswWEDLKGVbMR4WTPgiUuXQnX4+Ti0o6MKw7ywnUT6B/2cF7PMKWh3Ld2zhSSXYu0/4X6YogV70BoEIav5WB0RyhYmWqqnrwAZJXo3H+e1vxa7XKqXvoIkal3UvXWN8ib/yTZYOs919oayaihbuMjOCsOYNbtJzL+m+hbHkEa+m1s56jIsb290Yonkdn1IsHBn8Y88AbpHS/g7X0xNWvvJ3rJS6SX3tSmBSMV4yAi/j5O4fmIQ6/j5J2HqRSccJwhxQhNuo2q5y5HaCH8E25DP4V3ZTV64sSEXM5pL4SQiM15DCQNq3rdWbPDpevgCicXl3ZEkwT9Qh4cB/qdhmhSUxtIbNiCGp2Is/9l7JJLsKVwm9go61UkVv8OVv0Ks2Yrsbl/h9aEkxxADvbGsTLI/mJQoy2e2+Kcx3hc7Oho/GVXE//PFwiOuhE7PApZ1B9vTVhIdh1WxgAUVKsSQz6xmGgJy1OCb8BV1L79bdT8kag9L8ayZQynsdCQkusxk7vIm/c4NW98lbw5D5NceS+1+94iNudRTLUbRnxzmxaMlLJ7qX7t86gFozCq1hCb/zTkIJwUq5rU2vtQYoOxknswd7+I6H9Do1YwcALRIxTAwddrFsroW7GslgO0jvysZLJYeJDJYLVSxbwtcFCwen4M6/D9IqKTmqzPxaWtcYWTi0tnIHuAikWfRQn1QWhhAoVTsT1tI5xMby/8gz9J7dvfQSueCOHhrZ4vG4fI7HuDvEueI735YUhsPloRPAdkWcJYfH2DV8Y/4ApSGx9GKxpP3fq/EPHFSG35d6teGSGA7X+mOrUXpaB+XOD8B05ZPKn6buIrfkF01p+oW/MHrMQujKJLmpynR6cSuuhxdKUbkYWvoe97GTsbRy0YRd3q3xCMtX22rRUYim/g1aTW/YnAqBsx/a0Xz2wYJ0fwDfokhAZB9hAIqUmAuGXZqFMeaCLihIBnNlfyize3Mc2Xxy3D+2HrJy69oKY3kl19D75RXye95td4B12LHmznDGRxdE2uaHI5E7jCycWlMxAehlYwHP3QCsJTforl6dlml9ayO6he9hOiF95HctWvEFXvQuG8Fs83tN74L3wEXYTRxgzBkEInPeexXhndX0xk7FfJHlqBr89sMnvebDjmlQXHh2Jalo3jgFpyIdXPzsfR/0D0wvsw5PyTtuMIutaX6KUvoys9CORPwFJaupbAUOqDwXWpEDU2ktjcx3ECpRBfia2euterJeTkB9Ru+SfRC39PzZvfIK/vZWSDY084zkHCKKivIo6nT4vnNSdMt9ZmueFfq/n+rAH8/I1tzOqfz/SSEwt1RwljZaup/Odk1IKReIY1Le7q4tLZcYWTi0tnoPJdEDLRWQ9Qu/g7REtmoXtOJsC8ZbKe/kQv+w+G1otQ/gRM9cSZVw3p/s1UPT9Z0rteIb37NXBs0jsXgXP0QZ5589pGbT+OeqEs7NotOGYKoYUxDr6HXDQL+7A9uQZfHysadKW+X6CpluRsuxE4xjtX2L1hixEASUHNaz77Vo0OQD5GFLa2JWmExhFb+Cq6px95l40jq/XN2b5TpV/YwyufO49BUS8z++XRI6DlOFJCSCrggKw28ga5uJwruMLJxaUDoxgHsZUYTv4UCmYPJSFKiS2cQFZp26bAutoLHDC0Xm163Zw5IpacxgKiuQaz9dtKAiH7KLz4QSx/Kea+1w7H4zTdCmyJkwnQPhW0wjEo4T4Y1ZsQsqe+4vhhjPgWjGem52SHg4x+uJNx9viOxu2EAAZFvODAwEjucUrCqG8NlP+ht0ituhuhV7bq7XJx6Yy4wsnFpYOiOEnSS7+O1m0yRrqCBAZi5K1NRJOW3Yah9UbW9+EoISy57XqzdWSMgtlECoJUVCQRA4Y0KizZ1gHaJ4vkieDrMwuEguIvAkkhueER7HTFGbXjTGP4h+Cd+key+NAm/hId34kHnWGU7C6QvDiyF0kvx/D2P9smuXQyXOHk4tJBMUWQwPAv1Rf3k1SUeS+RyAi21yTpHfLQzaeimfupef5SAiNvpG77M/jLrkL0va5JdWo1swVbyUNgIswkhvfMeC7aG3G4g3JbVuNuCyRvAVZyH3VbnkQIGW+vmcj+4haF06kgRP26j3zvKJiHxZLVAUWThImx/tdYdYeQ/IWY1RsJzPwbjpVp1+KgLucWrnBycemgSHYd2T2vIHmiOFaWvZtf4/64xqKtNdwwqTefGtEdlO6Ep91J9aJPIYd6IfeYz/EZ4wpp0stuQWhRHDONpHhRJ96DXLMSRysCxwSzplEFapfTw6zZhjLsWhyjDsexUWODSG19us2ur2R34uxbhNzncqyd/0YquRijmS2xU4n1OpexUfAO+TyVT04DSyd/1u8wdj1Jdsez+KbfhymdfGkNl66HK5xcXDoojuRBzRuKZ96/MYwE+p69/GtxBV+aUsrEnlH8skAxDpBcdS9q0TjMyjXYh95A9PhIIw+EiY/AuJuofGIGCIn8D72NaVuk1z+IUb0BzDSenhegjB6BRccr0NnZUKNlKNEy9IPL8A+4AoDs/iV4uk8ku29xm8whrDoSq34NK+8BoRAuntrknI4S69WRkDDIbn0UyZuPr+98UjteQtICBEZ+Gd0VTS454gonF5cOioOC1ePDmA78c1M5dy1RmD0wwn1Ld9Ez4mVgzEtAzSc4+v9BdCwiuQW0PMzjPE6ykyK1+jcoecPAypJedz/qmNvwj/xKg5iKDPkbWVc0nTZH6iIBaMmVGOXvYlaux9tjGtWLb2m7ebw90XqeT3rjw/gGfhzb04M60+bA/lqKZcG2ZJaBUd9Jx3rVWTYBWSJlO/iljtXqpy2wUdF6zcNTegX65ofx9p1DtmINpPehRqoxpK4RH+hyerjCycWlAyBbNcjpbZihkaiJlejBkTioDZ6jC3rH6H6Jj4gqc+24niSzJj5ZOlyr53DNpWhxs9e2hB/f4M/g1QoAC2HUYmNTt+xH+Mo+jGNkSK+6G/W8u8+YxynXNh4n8pZ0RCzLRgiH7N7/klz9O9RwH7IH38PXezapLU+2yRxKajN1+98mb/4T1L71DXypLSyu7s93n9/AV6b25QevbOaNz0/iZKJ2VpTXcc/b2/nO+f35/sub+OmcQZSdREZdWyFb1WAb2EoeirkfQ23bTE89NA4hQOs2nsrXvoz//7N33vFR1/cff37X7bvkLjshZAAJAcLeKoo4QFEU96511ba/WrXaWm3r6LCttc46aq2jjrqtggtxoQwBQTYkJECAhOzkkrv73nf8/gg7CVmXBfd8PPJI7u57n+/7vvne9/P6vj/vkX0W1Wv/hW/OKLBHhVOUtokKpyi9hoSKjgWREMYx7u2Q6lZR/dGlOPN/ROWafxA351NC9mH7X4+3yeTlp1BeXt+p8VXPxAMP9s6Fjgn3ocs+RDRMrR6th/4HLVWrliShWc2mcM0WwlUbesSmjiAIoIR3o8opWPRSVCm52TamKWDNvgBWPUyo9FtiJ/6ammV/jJgNqmscMWfMR5WS8JwxH1VKZKrDIMNr55fzN/LYOcPJ8lhp6MCYyU4LdQGd6U8v5cKRKSTYez7XTxDA3Po8asUaLMmT8G98Cddpb3apnU6L+9Eb0BqrsKWeQOOWN4mZ9BtURx70oSD7KH2XaHWyKC3S3R3e5dA2wst/gTW4GWPtn7DULo6g9ZGhJ7vc697JWDNn4V/1EJ7J96E6hrW4XaRs2tmg8vd1dkqNGB5bo7FFjVwl8vag68ZhPyZN1YMORfHlocTnH/jpxWay+22qW07t/DOxVH1G7bxZWPwrm20jCCZqwctIjmTsmafj3/waztxLImqHKiXt/d3kV1q+u55lO2qYMTiO+z8rpKgu1KHxAppBeWMIiySyxx8iqPV8zJNpgpxxDurOz6n75g5cE+6KuGiCpkbVsi2G0K6vcY/8MbXL/4ylcWPE9xPl6CTqcYrSjJ4IKjUlF6YRpvKt45EcyViyLwRAQMdEAkxM49DeWLK2B0EtR7cPRm7cgOocRUuTbSTo6cBaqWYJweJ5OPN/RP2S3+FLOo6QvXnV6UjZFDZM3lyzm8e+KcYmi5yU5euS/V1NiW+tZ1pr27ZFe5cCO4PuzMGSehxVH5yPY+hV6I7m45imgJJ1EQ5JJly5HtfQS2kofA8lPj9idhzOYK+Dd6+eyNBYG8t315PsUOjIWamGGzh9SAw/HJ/PE0u2oWpBeqPClF62CFMLIHkyCWx5Fat3HLrUtfPzcEzBiuDJwzP2JqT48XjdaZjhGvpgBYUofZCocIrSIt1dQNAUFQTFDaaOINsxBQui0YhZ8ASWlBMxGnfjLwtB4twDbRvKv6J28Z04ci6hZuPzxM75DFXpvqrEPVlEUXfn45v9PpprFL6sc1otyheu2YJocWMEKjD1MLIng2DJ5x22Kd6uMDE9ln8vL+HMoYkk2DuDEPWSAAAgAElEQVR+KVAa1mL6tyLGTcAo/RQz9Rx00dXhcfYRqawuqW4V0pSHsatVICpoSkpE9ykGdhAq+QzJNYDQjk+x5l2L3oKHUFUGIOXczN4GJDhybo6oHYeT5lQYnemjvLyeEwd4kCSRxg68f6S0gbSG32BbkcgdRgNe5S+otNwypjsRY3KIPf1VcAzErFqJLnW8F2J7CDlywPiA2g8uwJZ1FtaBl3bLfqIcfXR4neEnP/kJubm5LF26tDvsiXKMIIUr0euLiTv3MywpkxGCu5oEkiBTNe8sahZeiyDbm1wZexGST0VypOBf/QgxJzzcraKpp9ElH6prHAYyIfcEDKHl3mBy7GAkmw9L4lhsacchiDLW5IktbnskSvwqi4qreO/q8eysDXZ4WQeAYCk1C6+j9oPZNG55A0Gr7fgYEcZilFP32XUEv72T2o8uJLz1vy0sCx746Qym7MI95lZizvoU15ifYR5hYj/SvrtqR6TRY8fhiM0mtP0T3JmnE7bn9oodYc9Ewt5phK2ZaClzMbvJ6yUHimnc9BJK3AhCOxYgNWzqlv1EOfrokHB65513CAaDbW8YJUobhK1Z2Kc9R8gxEmXsH1G90zAEK5I7A3QVQZCQXGkcvBRnli1Eq9uKI/dSar++DYu6rfc+QC+h1Raj+IbSsPk1/Bv+gyVxDKHyVR0eZ2isjfevHM/ERBevXDyK8YnOjhsTMxw5Jhu9rhj7oPPRLO1vjttdqGICnhMepHHjCxjBCpSsCyO+D82agZF5NaoYj5F5DZq1l/r7RRipegmhnZ8Tc/zfqFv+ByyBozvmx1DicE+4E9fp7xJz4mNNxWCjRGkH7fbPl5aW8tBDD/Hyyy8zffr07rQpyjGChgMAXWiatCWjjlDxPGJnPIteX0xgx2cIg/P3xjwBvgl4z3gb3TEUW85lvdeQthcRbT70xj0IogUEEc2/E9mVjlZb2Op7BFNDqVuK7hmN5F+PYU1Fs6QRqzTdN/ksUqfik8zybxDticSOuY36pb8jJuXEpmbBvYii76Fu8a+xZZ9NuGwF4eI3YdBPIr6ffcerL7U6aYn2xnrVh3VcsZOJnT2fsD2HuKQphGw5PWBh76HLcZB6QdOD5HN615go/Yp2CSfTNPn1r3/NjTfeSGpq5+4q4+Kaxz4kJHTP2nV/pq8ck/bGRvh8nfBUtIob7ZTHkWw+TC0Apo5oOfh4DN37AySdGsH9tkzvHIMjYxoqguLEPfIGwMTU1aZjdQSb1KqN7F54LfYBJ1G39T3iT/0n3tyhXbbFiLkAV+Z0FE8GroEnoMT2Tv+7Q78zbqwnPYjFl4fmL0GQ7Fji+8Z3qi20+p3oDbtQ4oaj7vkOa+rU/b34OsIhx2P2qy1uU9mgctM7azgtJ5EtFX5YuZO7Tx+KJCbs3eLoab/TV66p+zB1FUGyNCW/CAKC0LPJ7X3tePQFOnpM2iWcXn75ZUzT5KKLLuqUUQCVlX4M48DtWUKCu9M1aY5W+sox6UiKfVVVQ0RjNARkTL8fMImPd/Xa8ejNY9AaCQluzFANDRtfwdAawTQQLR6MYFUbNqXhmfIHaj69DiVxLJr3+AgeVx+U1wMJe3/3LC1+Z2zjmlSvmNMUlX3Y63JoG4IeQLelIjcWorrGAE0lBExToNHQcYgS9ZqBWxborszNw1FKP6V20e3Ycy8hsOk/xJ69ENWS2aExOnINmTs8mfP/sxKXVWLBNZOoqvR3wuq+TaSuqVV6I7IgYRNlqvRGkjsZsC7p9eibHsWSfjpGXSEIElrqXHrqHOsrc0xfoqVjIopCi86efbQpnLZv384TTzzBf//7365bGKVfIAdbX/bpTkSzEbPwWZSkKZiBMvzlKiTMoacuKp2lLBDGIQqohklQM0h2dG8KtxGqOfB3C6LpcKxqEVVf3ox73O00bHgO9nwKScfm0oQgCBg7P6Bh3dNYU6fRuOtrPGfMQzdljIJ/og6YS1XhAoTUEfz8mziunZjOlJQeukNPnoHkTqfh+8fxnvLvDoumjlAf1nl3fRkpbgtVAY3FO6rJHJbUx79pvYMhmDxR9A21apBMVxwLS7fw/MSLcdJyAseRMEUZJCtV82aDaeI99UUEQejzS75RDqVN4bR8+XJqamqYO3fuIc//+Mc/Zvbs2dxzzz3dZlyU3kEI99YdiYCpBamZdzamqRF/6tPteldvd4B/8OtibJJIdSCMRRb5w8mDkDuxxNJlBAl/zk14qz6jPKDhtYgIQMiSiW/2e6iOocQOPAvd0rzS9bGCaZooGXMxVz9C48YX8Z35DqqUiKRVoNUWEV5zKl49zHL9CUr9Lgb2ZMuR0r3JD3lXUbvoF8SeParbMkftssjxmT5+MjmDMn9TRmVUNLWMaApckjGWkxc8QVDX+N9JP+yUaIKm+lGSM7UpAUa2I9jioqKpH9KmcJo1axZTp0495LkTTzyR3//+982ej3J0YNrT2h1UKkSwR4Eh2JC9QzH1IIJkRfFkEWzjct6dhSrbewyuG5HO5Me+QRYFvvrRlCOKpj0BjYpgmOwYG5uqAoyMd3RowjqSTdsH/pxLvkji79PP4P7XV3PnyYOZmuIGBEKOkQCtViQ/VhAEAW372wiCgn3IRdR9/Qvcp7+HJntR4kcRKHgdnOkUB2PZVh2gLqSR1g4PoiW4Bc2WgRjahSm5mwKPO4gZNwnvrHfQnbnYBl/UrYH2siBwbk7TpJ3l7pwIOFbQMfisrABJEElzeHhzx/cMG5qEq5WSIUdC0msIbv8E72kvEa5ci7ZnGYJ7DKYZla39iTaFk91ux25vXk7V5/MRExPTLUZF6V2Mym9BduKZej8Nq/6O67iHCCtpiGYIUa8DI4Be8iFKxhwC6+5HyZhL2N716seSUUuw8E1ipz+FVldE47ZPEIYMP5BV1wrdUaiyvZWsg4bBU59sIctnxx/SeWtdKTdNTEdppbP8kl113D5vA+flJ/P22lIWXDuR1A70BDvYpuqQxo76EHlxDtZVNJLrs3FR7Q7Of2crx2f6yPVFyyAfjmmayCmn40k6AcOair1xC6qciKKW4C98A9dpr1G78VUuz6yg3joR3TDb9GgqRiX+pXegpBxPQ/F8HDkXImRd22FPgqakwN5inbpnEtBUxkwuXwAWD8guzLrN6MlntfmdaA9RT0f7kBDJi0nk9ROuJFaxsbG+HIfQueV4TfJhnfwQmuRBjD8REKKiqR/SqcrhmzZFC4UdzWhxM7DGjCakJOOY+ghBMQlrYCshSyZKuB70IP51z6MvvQ/JNQAlY27bg7YDXYzFNulBNCkWMSVITIyVqrrea6fYrtYemJyRl8T1Ewei6gZ1qt6qaAI4OctLqsfKM8t28OLFo5uJJn9YZ+nueqYOiGHZrnqGxtlJOmibQFijIqiT5lRYuquOG95cw7UT03l66Q7mXT2BzworSXRZWL27jpL6EHHWaHOAwwnbMvf/rbsnND1nGYDrlNcJiz68cWMxBTc3pkrIktRuj2aw6B2MYBVS+lnokRIlRhitZhP+lX9GkJ3YB52LnHhKlyq0R+k4U92Z+//Ojuu4N/FgdNEDJphC9MamvxK9qkZphikohJWmOBhVSsIaWE/Ve7OImfYQdUvuJnb6Y8jeHLTq9cixORjKgT5ScrgMofpbSDwJ9nyO6ZuIJre/sJwmeQEwBDuS1Q309QwQgWlpnsOe0VGqF2F4RiI2FGBa4whbm1L1FxZVs6suxLUT0/n5/9ax8LqJbKkM4LXLWCSRzZWN/H7BFtK9dpZsq+Gdq8YdIpw+217L377cyo+nZPDB5gompsfy8KJiHj9nBKkOmXNHJHHu0EQ+KKjEoXTdK3EsERabzmNDbDoH98nfdns04/IJFL6NvvtThPRLI+LRMQUFa9p0zG/vwww3YM08GzUqmqJE6VV673Y+Sr9BteXgGnMLNZ9ei5IwCiQbun87cWd/iN6wEym4ff+2Ymg3NZ//hIYFF1DzxU8RQ6W9aHnvIIdLqfv6lwQW/5TqD+ZiVq7Y/9rkNA9vXzGW35yYzSuXjsFrkfl2Zy3n/+c7zv/PSr7dUcNNx2fx5dYqzhqWyIg4xyFjT0z1IAkCN7y1ltNzE1iyvYYbJg/k9vkbqA0bXD86jXirzJUjkhnSk4HNUbCPvw/vzDeQ4sZGbBlMRCO4+UWceVfjmnAXDasfRDaPvrIBUaL0J6LCKUqbyMGtNK57FiV+FKEdCzANA9eM1wi5J+Ca8d/9dXAANOdQHDmXoJYtw5FzGZqzeb8rJbQNJViApNdiaWj7Tr6/EVbScE+6m9C2D5GcyYjJM/a/lmiTyfPasYkCo+IcWEWB2bmJ1IU0yvwqM4cm8usPN/L4OSP4rKCS7/Y0HDL22vIGvi+tZ1iSi6XbqnntsjH8ZloWb14+jnSngrl3xjaP4QCW4N4l1pDR8jGQtEosDWsQCWNt+A4ilOCgST7UmMmo9q4XF92HgYw87GbkkXcgDrkR++SH0ISoxylKlN4kulQXpU0MSwKeyXdD0gwo/wrTmkx473LGvt/7UPxrqN/yX2Jn/JPar27Bl30uIfeBKsSCAPq2t2gseAslaRzh0qV4Zr2PKnYtbqAvYdV2Uf3lz3CNu51gwdsYO+dB+hUtbhs24elvt3PF2DS8doUnF29j4Q2TyXZZmJDmIfWwjK4BMTaev2gU41M9fLGtmpEJLmyyyPhkFwIGJiICBprePZ+tt0s/tMXyMj//XVPKdRPT+fPnhfzu5MEMdB2a/SRWLaX6i5/gHPZDqtY+je/czwlZBvWKve1BVw4sdRvt6AfYnv9R2DQRDRPDBBMTqTfKZ0SIdYEybJKMXVQoVesZ60jrbZOiHOVEhVOUNtElL3ryuU0PEs9s9vq+isuCYKK6x+Gd8xmqJRPvnDGEDqtDY5pgGXQxxvePEdi4Ht/so0s0AYTkVGLPeAfNNhh3xlxMxdvqtooAl41J455PNnPqkAQcFomqhjBZTgsZrubpzn/9qojiqkZU3cAiiTz6dTEAP8wNMVNZwDLLWUzWPiBx6PmoEe411pHSD7ZJD6DSs1m3VSENWRZZvK2aF1aUcNmYVGKtLcR5JZ6IEjcC/6qHiJ3+JJp9SKs5apLUMUEha3swDR1T8SGpuwhbszr+QbrIDe9vYHN568t5g+OdeO0K5w9PpqQuSEgzOH9oPGI/rOSkY/B2yRo+2LURn8VBgs3Fo2POxdmhHNq+QZWqUd6oke2xsrk2yHCvjWh1rb5JVDhF6RJyuAy98N9YBl2Ctv0D5MSJqO6xAKiW5pOGIEC46HUE2YUt9Xjql9yJ65TXCEvxre5DEGDx7noyPDZqQhoAed6+nZGi2pvqJRntKNMwNt7BSdnx3LtgC9dPGsiYJGerq0eby/2s2d08YL48zUQILOSExn9hWOJhaGQyHQ+nvYHSjsA2sI/sFhtaY0FxNYVVjaiajiBAUDNazm6r+JJw+Xc4hl5J7de3453sp3798y2OqcQObvf+BcHEKHyB0J4VKAljadz6Np6Z76OKvrbfHEFaO0f20aDqzBgcz9nPLwfghYtGIfXT6tUSIldlj+epLUsorK9k4ak39kvRBLB0Zx23vr+BH4xP56ml2/ji+skM6OYuBFE6R1Q4RekiBuHyNfjXPAWYxM5844hbmybIA87Ak3oKhiUJKbAV9QiiCaBW1Xnk62LqQxrF1QGunzSQoeMH7L8Xa2+hSmhq6yJXL8HwTUGsWYHhGIRmSWnPB+021lQG+OsXhdx2YjYPLSpizrAkxie2r3GwVRYJaQZrqxUa43NQateg+iZjKr3rxTPcw0Hr2X3OHBTHCw0qo9JieOScEby4ogS/quG1HOpPMmPH4j3jXXTXMOw5F+H/7sF2icG2ME0BOftC/Gv+QWj7x/jOeLvHRVN7qA9puKwymmFikURibHK/FE0AumDwVMFipiVmkWRz89vVH/LipEuwm/1HcAhC03XxpEwvWT47f/tyK8+el0tmw6cIAYVw3Iy2B4nSo0SFU5R2IasliFo9ui0dqXEzYXdT5pAhe5HjRxLc/iGybzhY2y49ELYduIvX3W1P8B5F4rZp2cx89lucFonzhh/oqdXeQpX7trWEdlCz8HosaccTLP4A36zXoZeF05BYGx9eM5H8ODszcxLIjrG2632ZPjsXjEyltD7EtHSFsvAcdidcQM6OBxAbi8Gd0OYY3YVYtxYcozr8vgbNIKAZxNlk9gQ1kmztv0R9WlTN418Xc/HoFH7+7jrevWo8SS0s1WlyEriTmh7ETsUI/KrDdraEIJhoJR9iGjqybziNa5/ENnU4mtQ1EVsZ0vCrOilOC9v8KkM87Ts/WiM3wcWGPfW8dMloiqsCLC+pZWyCE7EfxjlJpsj1WZOxigo2UaZSa+hzoqk+rFNUF2JEnIONNUFciohVFAgYJlYBPiio5Ny8JD4qrGT9ngYuGRnH7R8UkHWGi5GOcsAgmsfVt4gKpyhtIghgli6gduXfsKafir9kITFnfoAqpyCpuwlsm4fvzHdpXPsE1G+CuIER3b9fN7ht/kZumDSQTeV+Xly1m19OObCPjgQiq7Zc3BPupHbRL7BmnI4ROyGitnYGqyiQ77ODCSNaqPa9744UIOYgITEk3sWXWysp84d4bXWI208cweOLS/jJuPu5KXYc9FKANoDuymu63ncAQYA3N5bz+dZKZuYk8MiiIt65Yizx7SziOT7VzauXjCE71srpQxJIsEZmsmmvR9M0BeSEicTOfB1syVC3EU2K7dK+BQHmF1TywvISrho/gPc27OGfc0fgPUKNLvkIBVgBFhVVccnoFGZm+2gcoGNi9kvRtI+BlgMxhDGWvleCY11lgPP/s4LHzhlBqV/lwS8KuemELB76qogXLh5NQX0lrxSXkyAn8ch5Q/A3qEzJ9PHS1gryThiAEBVNfY6ocIrSJqYJ0oDZsOohGjc+j2/W66hyk5cmbM3Cddq7qKIX2+RhhLs4UbSESxJ5eu4IkuwKdapGVwImrcGNVC7+NZ4pf8C/8gGcVYvBd3LkjI0wJiYfFFbjtSvEN4SZkO5lW3WQHTUBFhVV8eOpGfzti63EOSxUBAyqGsO8U2Bw0wm9a7ch2OiocjJNOCXbx9++3Mq8DXv49wUjSejAMlK600K6symgfnKyu937lb25hCvWYE2eSKh02SGvhas2YEkYjTVlKqGyZYiSHfdxDxB25DUbR9cNdNfoA0/Ed/0GwjThzJx4PtpczqX+u7jAvQU+gcZWtg/HDiHLdyvf7aw74rhry/xNiRqiQDQAuXsZn+xi7ohkfvPRJn41fTAnDYrn3k+28KPJGQzzOSgaqPDLNa8z2juA7Q2VzHGfxtNfVPLVJR6kkv9hDvm/aFuWPkZUOEUhZJpYBYGAbuCQxWYTlSCAXvI+ph7GkXs5tYtuJeaM+QfE096SBJrcffEc2e6m5Qmn3LWGpCFbLnFzPiVkzyM25SR064BImNdt6CZUNIa54e21KJLA2cOScO1dfjovP4U31+zmBxPS2VBWj2lCQguZeP0FQYCVpfVUNqoMjLXx+ppSJqV5urVtjFS3ErQAsRPvIFT6La5hV+Jf/8KBDQwNo7EUweolZtoThLbNwwiUo1ub1yfrDgQBFhRWURfU2h2YH6V3WV8VwATibDJba4NYJIG315bxp1m51ATDLCyoID/FzcurdjYVsd2gMz1pCB/v3sjNuTNYtdrg07MCFNQnkJd+HELDJsKOyNUGi9J1osLpGGdXg8qdCwq4bVo2r67exSlD4pu1EDFNEJJPJua0CRj2dGy5mwkrKZGqG9jDCIT2ZrxFslBhdyELAmPTPBimiT9kkJPg4s01TdXY/7OyhGsmDuTjzeUMTXTx/e46yv0qye6uxcB0FMfguciegYRKl2FPn05g5zedGsc0YaDHxosXjSY3zsHiklrcSjcvUyixaDUFBIrmY02eAKHmQfmBbZ9gy5pN2JELOZmoPZi1ZZowMc3DuAEx8HWP7TZKJzGBL4ureHhRMdlxDmJsMg+emcf8H04gK8bC59treejsYSQ4LZT5VXJjbZw7yc7Ny0t4eMK5/Grl+yw542JivnmYbMlB3Ya1uEb/HGHw0H4bwH80EhVOxzgxVplMr43pTy8hzWPjyjEtF9jTLANhrzNDd4/vp6Kp/6Fh8uaaUm46LouUGBv/W1/G5AwvXxRWAvCvZU3tbnbUBHrFPkGyosRmU7fqH1iTJ1K/5hmcw6/u9Hgj4w+0mDk/N74HJgsRRAUwEWQ7ttSphCvWotUWHrKVXr8NALMXUt0z3VYkSWx1eS5K30EA5gxL4oEvi1heUsu8qyeQbJNJ3hubODvrgFdeSzSRBYHJlnT+N+2HZFi8TD41nWTFizLhLqren4No86FknkMoer3tU0SF0zGOYZoEwwaiAGHDQIt+QSOKZDQi1a9Gi52IXPstmmsYhuhp+417kRG4afJArJJAYryLykaV99aXkZ/SegxPTkL3teRoKVDa0FVk90CCJZ8TM+kuwtWbIyIv9ommkGFiFQVU08QS4SBmIVyJHJOFc/A5BHctxlDrkRyJzYRTfyLD6zji+QHde44cy5jAy6t3MX6AhxFJHm6fv4F3Lh+LRz7Uc7quKsAr3+/m+gkDeOSbbfxk8kBEJUiG7EXRK6n76mac+T9GLV1KeOtrCDk/j3qc+hBR4XSM06AZNGoGX/5oCm+u3U1VIAyxfS8zpb8iNW6iav65OPOuom7Dc8TNfo+Qe2KHxojZW4fIKkvcMmkgt0xqO+i4O1qetFb6QSx5DWPzG7jG3kb9qkfxnfPF/n5xXWX5Hj+vfV/K9RPTuf/zrdw1PZvMCC5Fap5xOAbNofrLW1F8w8A0MA0NJT7/kO3ak1nXV/jtiVnceXxmm9v1VlucowFJr0Jq2IIWMxa5djmaezSGYEcALhuZwmX5KcRYJS4bndJMNAE4FZFFRZU8++0OTspw4DEtqEv/gHXM71AtaXhmvIBuzcCSuwdTsERvaPsYUeF0jJNsV3jgtBwUAW6ZnLE3y6ZjWPyrMUPl4MnDrFiCkXzm3qyqKGH3aNxjbqZ+xV9wjriOsGdcp5c5DcNkWWk9eT47W2uDxNkUUnq4snCLk23CdDynjUC3Z+PNOJOQkh6xpdx4u8Li7dU8v6KEi0alEBvhQHHD0AnXbsOWcQZK4ngaN/0H96mvocvNi7L2F6Gh62a/sbW/IvnXUzX/fJxDL6d+0yv4zv6YkGM40HRN3UeW24qIjoGEiIaxd8q1SAJuq4xumMTIQdTl9yLGp2LKTW2KVHtT1qZuzezZDxalXUQLRERB2auVOiOaBAEM/1aqP76c+o/Po3HzK4hazSHbyGoJcrgUyfCjBPvvEkhnsPhXUf/dg7jH/YqG9c8h1y7v9Fhbqxr54euruevTAs57cSVLdta2suUB1SII3X+rqstxhB1DMQQLIUd+RJcUTMA0zKbzzIx8aJ1pCpD9A5Qx92BkXI5r+guogq+ptMBhP4ejGiYmTd+BUCeEiiVUiICKHNqGpFdF4NNE6Sn02Ik4Bp9Hw/p/457wa1TniBa3U4JF6KvvxKoWYaz9Axb/KgA2VwWJtSt8ds1wajUrNZ4JTSdSlH5BVDhF6RKmCWLcRCRHElrNFhy5l6Nbkve/Lgo64Y1PEFz2C7Q1f6Rh0U9RzCPXmDmaCDuGEXf2R5B3G76zP0Rz5bf9plYYHO/kwdnDeOm7XSS7rZyS3bz8g4COVPIqStUXKLVLEIufQ0Dt8L4kvQpLzZfIQghL9edIemsirXupDmqckO1j0Y+moBkmdSG9xe26MucYUiy6HIeJTFhpOTnicDTT5LnVu3lnSyWf7ajlgcXbaTxIPO2zpzW7LHoZtfPnwJYnafjqBtjxVnTebAdFahVVeiNVeiNFau+JTal6KYHCd3CPv4O6ZfchNG6iXmv6/9dpB84DU7Kh1Wyl8q2pBIrexZSaCtwe51jPJbkCyXWf8/S4TQwfOgW9YReC1jvfsygdI7pUF+WISNKRtbUggLF9AVLsEFxjbqV+2T3EnDFpf40nw5SwDb2GqreOx9RDxM35iJDQ/uDo/sjBlb5N0UrIORpMUJ2jj/zGNiio8POzd9dz4+QM3ly7m48Lqzgv57AlJdPANFSqP7oIQRBxj79zbz2J9tvuDxt4A4WUrXsFt/gcoe0f4z3z/UOLO/YQYxOcjDhpEBZR4NEzclEOUhd+TefFLwo5JcvLsp11ZHntjIxzHGG0yKGIAkPinVz6yncYJjx+znBsUpNtOxpU3t1YzkX5ybyxtpSZQ+LJOiwuS5WS8JzwN6o/uhTJlYaUflbLDYkP3mcHejIejajo/HnDQgQETNMEQeCRUedgofUq6t2F7hmD76z5qM584tJP578lPr4uLuTsYUn89cut/POc4STZFUzRjuhMAV1FtCdgSnYksxF1y/NM3bMWSZSQM2YRtJ2PffJjaERDHPoDUeEUpVUkSST8zTWEa7YccTtb+nRcxz2KKicRkzJ9v2iCJo+TWvg6gjUWyZ5Iw/ePYZ38MLoY093m9wom8F5BJVmxdnQTdtWHmJnljUht5sHxLl69bAxDYqxcOioFbwt92ExBQYnJBVPHNMJIccMJC+0Ppl6y289zK0r46ZTh/GbHNfw5+0tyRuYQdo2MwCfoHPuWkJXDXDJBzeSzggr++lkBVYEwL13cs8LuYGsEQUDY+0xYN3n9+108+nUxMVaZUwY171Unh8vwr/o7StIEtMq16LsXIqRf0uoyZ3t7Mvp8TsrL6zv3gfo4FiRuGzad4z56DICvT/+/XhFNALroQnc29WIMOfIZmRzidx9v5oWVO/nTzFzi9pYfkNQy9NpC4s5ZQMN3DyIGdqFaBhLO+RFywckgiGx2PIAvJDGgi8V9o/QcUeEU5Yi0t1qxNOK3YAioSvohzxumhCX9VGIGngmyCyGwg7AUc4DrE5sAACAASURBVNTWgVJ1g83lDdzy3gZ00+QX07IJZ8R2Kn6sJfL39rLLaSXzUUQlVPwe7om/Q1CcBAvewDJ+ArrQvLBjS6S6LGyu8HPyP5dxzXCRAalDqV90DXHppxNyjYnIZ2gL0WxECu0mbMvGGipAtQ05VFAIgAlxdplZQxOZt2EPWT47Q3w9420CCBsmmyoaeOycEfjsCouKq5iV7cMhiyTYZcalxfDSd7s4MdtHvL253NHlONxjbsWMGYnQsBWU2BY9Tgd7L3XdOOTxwX8fC6jo/GPzNwyPbQoFeHLLN/x+2CysvSSeDmZPg0pNUMNpkdiwx09D2CDGIqHac3Gc/AohwY116uOoogeZANZ1f4bBF4AeZHjFv7AMeqhNj2OUvkNUOEWJCJJRQ2G9E1kElyJR2hgmd+/krrrGHtjQmnnUiiYAqyQyY3Acf/liK4IA07J8ERNN7cHAgjTiNhAdmIhYBsxpt2gCCGhN/e4sksge3UtjwlRS53yKasvpRqsPRa76mtqvbsE19jaqFv8a35yFhPbuvzwYZtnuesYmeyiuC/LM0m08f+EoXl29i6U76zh3SHPvTrfYKAhcPSoFRRQQBZia5sG69/+8w6+yoqSWt64cz28/3khhTRBFFBh1UHFPU5BR405tehCTdNDIJnLZPARbHILsRK/ZiJE2FxMZAQ1xx+tIMblgBDECZWjJ53Cs9JqzIHFF1jhuGnICJiY1WqBPiCZoErB/mpXL5PRY3l5XhnnQRW5bo40Eu4Ffc2AYGvE2O/bx92LIPgQ0BM1P2OzZav9RukZUOEWJCGEpjhdWbWV5SQ0ZsXaKqgO8etEonNKxcVHfR8gweXrZDu46eTAhzeC5FSX86ZTBzZaZuhPjoEbLutSx/oEBzeCiUalcMiqFp5ftIKgZhJzDIm3iETF8U5C9udR+dTMxx/2FkO1A3E5Rncov52/kukkD+efS7Tx9/kiOS3YxMdWNU+nZSXSfIDZN9osmgGFeO/+7chyvrytjaqaP/36/i2Xba3jr8rHEWY5so2BqGA07qf/8RyBacA67BjFVxRRkBCOM7i+h7ptfgqHjnvhbBFPDFHq+mnlvMdpxIHg/w+LtRUsOZUqKm8kpbgTg1skH6qzVaAY/fW8dc4YnsaGsHpfNwp3HZxK2DT7wZjmx5w2O0iWiwilKh7ENnIEZbsAI1aLEDSNcvRmLUck14wfwzLLtLNlew4LrJh1zogmaJtD7Th6M2yJhmCYNYaNHRVNXGRXvYERcBpIA904f1Cv382LNSkK7vsKSOg3/qofwJE8jvFc85XptTB8Uxx8/LeDcEckMTXRhmuBrZ30nAR0TCVHQMczu+3QxssjcYYlMe3op5X6V//1gfJuiCZpi1CxJkzF1FbQAlgHTUYUmT5Uh2rGkTMW/4n4QJOTECajHkGjq6xz+LS9tDHPHJ1u49cRBPL+ihJwEJxeOSI6msh8FRP+HUTqE4huGaIlBtLhR4oah1+/AkjQeVYzj+ZUlpMc0TWz3fboFv9ZabRsTec98LA2rsfhXI+/5gP6+fhc2D/yOs8lYRAGbJO4PEu1P7NO7vbUIYjgz8c18FcdJLxBz/F8xLAe8DJurgyzYUsGQeCdfbK1kXam/3eNaar+BgiewhrZgrLkPOVzWHeZj8a9ENmp5a+1O3BaRy8emcst766lSm5dSkCTxkB9F1AgWvIxr9E24J91L49qnUISmLnWy2UBgw3O4J/8e19jbCBW8itiJUhNReoZYm0xOvIPzXljBN8XVDPDYWb6zjoqgRkFtsLfNi9IF+t9VPUqvEq5ajyP7DGpXPgxGmJgJv6Sx+CMcwNzhyVyUn4JLkdjVEMLVQqsBANEMoVWsovHLnwEmjuHXIiachCHYe/SzRIottUGeXLaDn03N4LHF27h2fPr++K4oHaepofTe5Y74mYe8lu62cO/puZw+yMdHBVWMTvOA0b7ik6ag4P/uAVhxP7ass5GEyF/+LHo5dV/+DCVuBDOkXKafNpXEtMEU14XwHeZxai1r1RKfj95YjmmEkF2phJbchDL1X2i6E+v4P6HLHkRTR9AD6EQzsfoqmmHQGNYRBchPdvNlUSW1wTAfbipHN0yeOCvvkCXeKP2HqHCK0iFkTya6fzeCbEOQvajlq1Bim9brDxYLifYDp1bzWlAObJln4v/ubwDYMs4gLDuhn7aJcCoSRZWNTPnHYkanenAq/d+Ru6E6QIJdIagbBDSDITHNheDm2iDZHivFdSrxdpnYdixFdZVku8IFe2tXXZAbT0JcB9LvLV5Eqw+9fhuSJwtTan/QfHtRpQQ8x/2FqvfPIsnmwzvmEkKSuD8b8nBaylo9/LESn7+/DIG2txWMKQBy/7zROFZoCBsEwgaf3zCZ9zeWc3yWjznPfYtpwtc3TomKpn5MVDhF6RB64x5ERwLuYVdh6kEExU2wbHmr9WUkSeSG9zewufzAksr4FIU7rI9QP+jHCKaBvuIxXrTezk1Tcvtljy1ZAKdVQjdM3BYJuY9cEKtVncqgRobbQmFtiDyvrV3p642GyX0LC5BFkapGlZEpHu47ORvpoCiOnY1hzvj3cn52XCbPryjhd6fmcN6AeqhdAwknYJYtwEw4GV3q/QBeUQhjmApCQxHW9OnYss/D/+0fcGZfhGFpu2FyR7Do5dR9/QvsQy5CLfuWcNHrCEP+L+JlA1TD5MOiKpLdVhpVA900OSHNHdmd9HMEdAIlXyFahyM3rEe3pqPLHUuW6ApJdoVLRqcS0gwmpsfw0sqd5CW6EIAHFxXz95k5UfHUT4kKpyhHpKVKxIGSL8A0mn4kK4r7yJPP5nI/a3Yf8Aqs2Q3C8KtYXy0iIDA0Vmd5dR03TYm4+T1CZVBHEgS+unEK939WSGVAO6TRZ2/x5fYa7l2whcvHpPGPJdv44vrJpNrb/so7RIHfzhjCiU8tQRYF/nHOiENEE0CaQ+Hhs4fxw9e/Z1SKm5MzYxEaNlO98Hpkby5GsBrPafno9t4VTlJ4D9q6B7DlXIVavRHrgFNQY6bimPEyYSHyRVhVKQHPtMfQ7dnYQmUgWvfHvwGohsGm6iD58Q4K6oK0r8FLc2pCOv9cuoPqQJji6kZuPXEQ+QkO0iLyKY4OLKGtlL0zG+fwa6le/yzeGc+gx53WY/sPmyZLtlfz96+KcVsl/u/4LNJibByX6cWjSFHR1I+JCqcordLeasX7tu0Iz64zgKb3LN4F+SlH3r4vk+e18eTZw7CJAv84Kw9bL18Q9y2NzhwSz4eby5m3aQ8vXjyadNeh8TCt/c8aDYPfLyxgxuA4qgNhnly6vUWP028/3sxZwxL5ZHMFX22vZXbGMCzpMwgVz8c94Tdotuzu+5DtRbSDoFD57skIko3YmW8AoHWDaNrHvrpluiO22WubakLMfPZbfn58Fp8WVPBuBzPRBVQE0yDRbuPuk5I548WNDIixMWFADEl9QKz3JVTbEHzTHqBy4U+wpp+MEXcCYXSUHkp7UASB0wbH88eFhdSHNOpDOq+u2kllQ4jfnDioR2yI0j1EhVOUI9Ifl856g31iqS+IpsOXRgHu+mjTIY9zElw8NTuvxf+vQxS546RsEhwWQlpTjNPhHqdku8zj5wwnP97J5skBEh0WpNqv0SrW4J3xDDVf3Ywv/TRC9p6tAXU4pqgg2OLA0BCsNpB7rrp4S+TH2bllWhZ/+Xwr952eCx1K7DMRt72EEaoF3ygytvyHp2ffzjOrG1lUVE2O105824McM1gCW6j66nbkYT9E3fwKUsXn3LXH4Je50/FJ3X8e6Jj8e8VOfjh+AHarzNJt1bx1xTi+21WHXY56m/ozUeEUJcpRxuFLo51heBvtSyRBYHJyU0zNmISmIOuw8zhiZr2LasnAd85YQkoGAAHDwC6KqIaJCBGLAVtV0UAmAjX1IfxhgxEtBGCLWjWhPcvxnTWfUPH7mHUF4Bgekf13hjWVAR78sogfT83grTW7uapDHicB0ZtP3QfnYGoBYqf8leNSBzIhU0Y1TRL7YemL7kS1ZpF09tt8RzK7PeN5u6iEtLgcHGLPeOYkBG6ZmoFVErGIUKMaJNllsnPjj6lWOUcj0W9alChRIoKJgmppEkv7RFONqnPPZ4VcODKF70vrcVkkLhuedKRh2kXAMPnHku3srgvhD2lMyfRyz0nZzYqNakoK9uOfRhVcyCNGoIu9m4k2JNbG+1dPYHSCg4LRafBNBwfQGjBNvakAplZHolXAiBbBbBFTkLGnn0Ro+xauLSiiLhziN4nD9jdjjjSba4Nkui3sbAjjViTibTLxB4nZJHvTEnpUNPV/+n/edJQoUfosbkVkTJqHc15YwR8XFpCX4ELRSpv6rhl1SHpNp8a1iwK3npDFsh01bKpo4PoJ6a1WaNcEFwC66MTs5UueTRQYE+9AMGFoh2t9mZjBcjxT78d31jzMYDmCES2keDhbQhU0mmG2qTUU11dS1FDFjTlT+eDk61hXW4bfCEV8nxUhnfNf+o4Hl+zgB298zweFlfSjhgFROkjU4xTlmKbRMHGIAn7dwNWs3lTfJqQblAY0Mt0WiupVstyRKYa4zR9CMyDeJrO9PkR+XOfjQXQTAmEDUQDDhLCu0vDNTdgGno5esxnRGoMw7JeYZseOfdAwuffTAs4fmUJtIMyji4u5/5QclH42WbWUtdr6NgJaylwEdFRBQRo5KloA8zCqzQBXLn6FmalDWVxezNyskVyfNpFQvI4VmQdHno2tG6a9eKvEo2cP58KXVjIgxsbsnOhy3NFMVDi1gqLtRpMTEbVaEGV00dPbJkWJMIV1IW77cCP3nZrDg18VcePkgYxPdPW2We1m8e56bn5vPb+aPohfzt/Ep9dNJCe2i0tRAry3sZxXVu1idKqHTeV+3rh0DLGdbKAb1A121gWZd/UE1u3xs6NO47j8n1Az/1wE2YH37I9ROyiaoMlzc8+MIWQluqisCdCg6f1ONHUqa1UQ93vNjKhoaoZXsPPQ+DnM+fzfxFkdXJY9FoIC1r1TXXeIJoDyoMbvPtnMzNwEvtlWzUcFlVwyLDEqno5SosKpBRS9Av+nV2DPuwq1bCmKNwdhyM+iX4JOkpPQthhpzzaRJsEmkxXr4OSnlzIuzUOK09ql8fxaUz0nmyRSo+p4I1xJu7CigcLyBob6HKwub2B8ipthSS5+9u56/nLGULLdXbMfABMuzE/h0W+28caaUj744YROiyYAjyJx1wlZWESBkfEOFKOB8JoPEK0+DM2PXrEC0nPoTGe8wTFWEjw2pFCY/nopi2atRpYqo5G7v/+YGSlDWF21i9eLVvGDlAndvt94q8yfzxhKrtfOjvoQbosUnS+OYvrn1aab0eR4nGNuoeaTKxCtsdhH3ox6FH4JNNNkfmEVo5Pd7KoPIUkCEyLscdF1g6dm57V7254koJuU+UNYJJGqQJhAq02J28bA5OkVu9AMk2yfnfc37uHRM/Nwt9KvrzMsL6nh6ldXcWZeIl8VVfHshaP5YmsVJ2T5eGhREdMyvQyOgMfptTW7SXAqnDokjtvmbeDNyzrvcQKw7M2ikwUBJAty3Ahic67EDJaBqaP3WjvhKEcbPtHOvaNOZ5A9jlLVT6zTDs17K0ccQYBJSU3XztguLG1H6R9EhVMLiFo1oW3zER1JGMEqjIoVkJYN3ZSN0Vs0hA0+2VLOvZ9uYY9f5c+zhjJ+b0uASNJX76pDuk6G187XN07mxe92EdQ7f4UVEZiZE8+sZ78lqBm8dPFoPIoY0bvOU4ckMCLZzZtrSnnm/JEMcMm8cskYxiW7+GZnHYmRKIBowlm5iczKSdgf43Qk0STqtcj+deixE5BqlqG784+4rG1iwRh4GboJONonqKNEaT8CE5zpACRbgsT4UqneXYwme4nmQkWJFFHh1BKSE2vyZByjbsWoK0SQ7URSNAnoyOUfgScPQuVgmoRjJkVs/PYSY5E4Pz+F174vxWOTOS4jtp9JQ5OQbmKVREKmibUDaSx1YZ2wAXeflE1xfYhfHZeJ1IUPb5iwqaIB3TRxWiRW7qrjuAEe7BEMOJ+/cQ/bawLcMX0QP39vHV9cN5kT0ppEyikDD1Sp7urSaMZBQeZtBYbLjVuomj8XR87F1G75L77Z89D3Vs5ujegSRpTuxhIqpG7BpSgnPUjj8odw5v+IsG9Gb5sV5SghKpwOQ1Z3Ye58HynjXLQd7yEmnYhqi2x5fFGvI1D4NuHy32EEynCPvxMhpvvX4Q+nNmzwx88KuX9WLit31vL2+j3cNHEAdHBi002T1RWNjIhzsKk6SIpTOaR+SWdYXdFIJiLV9SoNYZ3hLRQ3/GRbLSt31nLm0EQeX7KNu6cPJqkdvdgAFpXU8puPNnPtxHQe+HIrX1w/mQGOzntsRMHELku8eNFokpwWlpbUIEY4H/m0nATeunwsWR4rM3MSSHcpzUTIwUujggCaYSIJAgbN77cj4QnUPGNwjbge//eP4xpzM5p7TIfPn/6OpNcihivQbBkowa2otpzeNumYR7OkYsueS9k7Z6PEjwZXbm+bFOUoIiqcDkPQG/CvexZz1cOYukrMzHER34cueXEMvZKqwrcQFBdK2qmEusGNXBc28Cgi9WEdmySiHFaxOUYRef78fBJsMnNyE5AEoVOTXklDmAtf+o6LRqXw8qpd/PO8/EM8IB0lYJg8ungbe/wh6oNNxQ3vPSm7KUbmINI8Vn72vxIe/KqIW07IIsba/liZEwd6SXZbufuTLfzz/PwuiaYmBGZmxSIIAqYJw+LsERcQiW4rQrCp9s/QWFurnpvDBZG+15CDFyINTJbvacRjldB0EwMY7rU1nQMdQKlbQeW6f+KZdDd13/6BuPSZhNzjOzTGwUjt9ND1peVfoexj6lf+DUfeldR89wCxcz5HVY7c+DpK9yKGqwju+RbRGotWVwjB3WAZ0NtmRTlKiAonQNKqEEwVU/EgSjLWgSfTsOYpbJlnYdjTuzR2U6G/ILroQjbr0QQ3ilFD/dK7cY2/C616PaGtryLk3RGhT9NEeVDjR++u46dTM1lQUEF+srvF9NjkvXExPmvnT4UMl4UHZudxw5trmJIRy3EDutZA1S4K3DYti2lPLkESBZ67cGQz0QRNSz6GYSIITV4vwzRp75Lq4pJa1pTWc+bQBO75ZAtjkz0McHZdPO0/vn3c61IZ1Fm/x889n2zmhkkDeXLJdt69ahyjOhjYGnaNJO6sjwm7RxKXciJhR+fv7CVJJPzNNYRrthxxOyV2CMrUf/UZ8SQkn4IgP0bdkt/gPfmZFkVTk6A29/9uD2HTRBEEdMxmvQJbI6Bqe99LvyvPsI+IiGdBwZY8Bfcp/6B+8zsIYrR0Q5TIccwLJ0Xfg1jxJYbWSHjPCpSBpxIsmodv5kvULb0PR8MmdM+UTo0tCCCVzkc0AsiuTPSKFVhSTkO1DcZ10r/RLUlYtTrARI9wdJHPKjF3RDIXv/wdcQ6Fq8cN6LbYku0NKre+v56fHZfJv5eXsGhHLadmdN7jFDRM7llQwHn5KdQEVB75Zht/PmUIh/fFLPWHuH7yQGblJPDU0h34VR2HvX0X3bx4B29dMZa8OAfflflJcvS3r4LJptoQQ2KsFNaGSHFYcCnt91om2GTyEp3MGprI379q6p3W0nJoWxiCjZAzHwyTkHNkh99/OOGaLYQr1rS5XXc1GakMalhkEYsoUBPSSGpPwH3514RrNmNJO5H6FX/Gfdp4wpYDN1xyaDvGznkoGeehbX8bOeV0wrbMIw759a56Vu6qZVZOAv9aXsItUweSYDuyLd+W+Vm4ZDvnD0/i8cXb+cXxmaR22ZPas0RKPGtKIsLQW7HEujGzrz8qs6Kj9B79bbaIOFL1tzRu+wh75mlIjkQqP72RmEl3YXjG4j7tTVS58321TBNkVxqV8+biyJpFY/FHxJ44EGyDCVv33pUqCRH6JIfSGDbYsMeP0yJRH9LZXR9isCcCdX5aIN1p4Z0rxjPUZ+Pc4Ukkd/FibRMF7jllMFkJbiprG2kMG81EE8CMgTEcPyAGqyjw19OGYJWaPD6C0HYAcprTQpqz6S70+NS+U9y0MqRhlQQsokhNSCexlZitIn+Y055Zxh3TB/HwomIeP3cEJ6e339NXoeos3VHL/A17OCHLy7+/LeG84cktNso9mhBNFbl2KXrMeKT61Rj2DDQlBWhaynxk6XY0wyTFbWVRcTX/OncEzrayBmLy8M18A8MzHLF6OZpy6DVD0BtpWPcM5upHEQSFmMQT2rTTY5V47Oti7v+skCvHpmFrhxfGY5V4eeVOHv6qiItGpuCMYCmMniRS4nnfNSCajBAl0hzTwkk2avGvfw49WEVoyR+wDZiG5EolVLYSy4AL0GRfl/eh6xrukddTt+JBLInjEeMnR8DydiBAnNPCx9dM5Ltddd2aLScA+XFNE+4wb2Qm3iExNhJibMhqGFodUsC6d24oawyzaEcNswbHM29LBadm+3qsW/zGmgB7/GHy4h0s2VnL6VleLGLHJy0dk78v3o4iCsQ7FJaW1PLk2Xk4Whgr223hr2fm8X/vruOkbB9T0zom/uItEqcNjmNkkoshPgebKhsZ4Ore5QwlWIxhiQdDRTAa0boh5qStZR45sIPqBVdjTT+FQNG7+E59AeKahJMEXDEmjelPL0XVDeZdPb5t0QSEbYNgXwJJ3CnNXjdsaVhTp9G48QXsgy9At6W0OaZdEXFYJGqCGj6H0iw+sSUUUcSuSOiGicsq0091U0QQzQCmaMc0dEQzhCF0z01jlGOTY1o4aWIMrvzrqJh/CYJkw5I4GueQ86hb/SRiuBI9AsJJNkPUrHkGZ94VNG55E7NyMSScFQHrj4xbkfj5xHQEINudQDuuu/2aWlXjnk+28OCXW1EkgSkDYvYLp30ZZR2JFekIW6sCXP/WGv6fvfOOjqM89/AzM9u7Vr0XS7IkW5blboMNuGAbG2OKCWDg0lsK5IaQS0IPqUAgJKEHQofQezW9GPde5G71Xna1fWbuH5KFwSorWe7znOOz1tHst7Or3f1+85bfO8RtIdFmZHyKk4QoU4Z7IyFwwcgUpj32HWFZ5Z2Lx3YrmgB2eILc+mEZ84cn8s7GOpZUe5jST/FU4DRR4OwoNk+17F9dWl/oVC++736Fzj0MJdCEKBmQRv8FRR28VFI0aR5BZ8E+8hpav/sDhpTJqLHHdf0uoqp8ur0Rg04gxmzg9fW1FLot+x25kXxbaa/6Evec12j7+gbMvm3IfRTQ72wOcMrQBM4uSeavn2+jJSiTZOn9PKrbQ5w4JJbHzxrBHz/dSnNQxqo79sxFRcWHsvEe9Inj8Nb5UFsqEPKuRNVG1GgMEse0cNKrbbQtvwdL3gLk9hrCzWUoGRdgmjyWMIPj/hp0HYd75vNE7CW48y9ANh68zo49EuFoF00AmXYjJwxx8/q6Wn42KZOUzkLvOn+Yfy0p5+LRaby9qY5x6S7GJQ6uO/qYFAcpdiOb6tu54cQhJFp0A0oPRFSVL3Y2YZBEHEaRdzfVURSbiaWbKEqKxcDjZ49gVIKNy8emkz4Y41YOIBHBhm3MTTS+Ph1EHbFnfElwEEXTHvpK8zhH/y9ty+7BPvZ3tK95EKH+c4ifDXQ4mxfE23hp4SjsBomyRh/m7nLE3aCP1BDRxSLKAVDDP7joCtlKsZ/yLiEpAfvMNwjrE/tsHpiW6WJSqgOLTuTR+cOxRPEhPj7Fzkn58YQ8AR6bPwzTsfDB7wZFMKFzFdD8wXkgiMTMeJqIYDjsGzY0jhyOaeEUFhzYjrsP2ZCMQfYiKGHCqp7BLD1VVImgoyM9J9sG39qgJ2RVxRtWcBok2iIKjqM8br+p2c+6ag8vnT+Kn7+xnrOKkyl0mTBIIi3+CFMeXoxZJ/Ly+b2bM/YXQYBFO5rIirHwy8k53PzhZsZeNHZAaUK9KJAba+Xl80dh0UtsafRh6iFVZJQEJibZAY6IwcSS4sW38T9IjhzUsIfgtlcQi65HGYTP2p70nCQJ6F25PR4XbtqIZ90TuCbegppzOa602cjGlB8cM3mvqF1eZzSuL3RqG75vfo4xbRoRbwWCqEMcfhPKXl+vYSmh41bXt2iCjoseS+dnNhrRBB21PE6TnnpP4JgVTV3sefp7ih41NAaRY1o4AYTMnWMfpIF3gR2OfLSrhTfX13LBqFRu+7iMJ84cccR12PSHMQk2XjyvlDSLjvcvHoO7c8CuSRJIdRoJRhRSHEbshsF9y6sqzMuL5aTMGBItek7IihlwbZWqwkl7FXgXxnTv1RRWVV7b1EBpsp269hARReWE/bSAONDIohVzznxMw38Osh8h4iE0SBco0XZhAYQb1uLd9Dz67KsQLYX4ZaXnErooENQwEcGOdcS1tH19PbJnN+55HxHUvloPGaIaINK0gZiTn0VSfQSbN0HsiaDVOWkMEtqn+zAgmi6w/jIszsod1a288lQNt07PI/4gFUofKtrCMrd+vIWzRySzrsaD3ajj8tIUGgMRvt3dwnuXjuXp5ZVsb/aTZe9/rUNvRccOSWRPw+JgitOe3hNBWWFdTRu3fliGNyRz99wCFFTEzsvsspYAu1oDlCbZ+XJ3C7NyYgZ19MvAEAi5TzogK0fbhbU3b5Y1EGfR88q6Gm4/aQiOAQwxFtQwws7/oDPHoYZaMCaOIaSzEK77DiFrKKr29XqQUfm22ku6w4iacS0e2ciU3FhCDU1acbjGoKJ9sg8xktwC5S8jpZ1C2/pv0VvzCVuL93vdOl+Yak8Iu1HH2moPbcNkYo9i8eTQS8wrSuTCF1dj1ku8fdFoBDpsB545qxirJJI/LXdAhb6SJHLl2xspq/f2elx+vI2H5xYecGNGm05iWm4cD39XjsUgMSrZ2SWaACo8QS7672py3BZiLXpGJdvJtBnwhhXMOqHf7uAHkz2Rof099/LqeAAAIABJREFUpifMWbPRxeTz9dZyTopvYkL6sAEXf6uCDsmSTPOiiwFwTfoDxvwLUEOtRASdVlNzkPGEVR5bWs7uFj81niCXjk1n0pA4FCG6lKuGRrQcvTvpEYIgt+Pb8Q7yyvuQg43EzHwBrIOwrgC3Tc9jak4sL6+rOWhp/rCqUuePkGrRU+kLk3qQ0oNBWWFrQzsmnUhYVqj2hDo9iQSsndEW237UeZXVe1lb7Rmks90/2iIK//x2F3fPKWRLg5c3Ntbyq4npCGrHH3lEgpXcWAub6tu5b14Rt3xcxtUTsnhtfQ2Ts93Mzdn/btEDgSwr6Cf9O6oE3kDEqWhwoo/Jx7fjXX4TF8BS8Q7bxryKoiYMcMCzgKC3AQKoMpgSCTnGdf48kPU0YODi2a4X+fmkLGb+ewlmvcTcwkTK6ttJOPYaCzUOMJpwOsTIhkRMmbNpq/oCvbsIbAO/mt6bUfFWSuOtCMB149MPqI/T3iyt8XLdmxu4ZXoe1721gfcvGXvAjDf3RlZBL4m8c/FYdjb7CMsK0Q9gObKwSAIPzivCaRAJROI6nqf6/TP9qryVGLOeB08fzm0flXHXnEJOe3IZyXYDV4zdvxFCe9jSEsBp6oiqtIYiURdS94UsKwhEMHhWELaXoPOuRzGlEdEl7P/iehuSIws11IZp68M4jv8zO1sUshLUqHySfoxIiEj9MhzH34VodBOq+hJ9wjRk8fAv1j9c2R/x3C6r/O6DTSwoSaHWE+CRJbuxGSRuPD4L/WEcZdU48uhTOD3wwAO8+uqrNDc3o9PpGD58ONdffz2FhYUH4/yOOpqCMnaDiKyoBGSVBCpoXfcAMTOexr/x39C8AhJS+l4oCoQf3R4MSuKtFCXauPTlNdw2I4/sAdQTDQSrTuTnY1MREBjm7tjEhaNQNq1q8PHupjoWjkzh7q938rPxGaRZf/gaz8qOYWKqg0SzjtEpY3jgu12Y9RKtQZmWQAT2U8gGVZW7v9qBNxhBAdxmA/fNzh+0zckQ3EXTewuw5J+LZ/OzxEx7DOJm7v/C4XYUfx2qHMSYPAHvhqeYP+NU5AFGIhUMiPnXoAoGIkjo46cii4MQLj7GGWiq2yoJPHDacEKKwp2fbqfJF+bayTmaaNIYdPoUTrNnz2bhwoU4nU5CoRDPPPMMl19+OV988QXiANyRj2X8ispvPy5jdKoTTyBCoz/MbSfm4JzzASEpkbiM42gL9K/HR5JbkYLlhC2FGNrXdcwN49D9XTY1+flkWyMlyXaeWFrBrNw4sg9CxAm+F0pHo2Dag1Uv8sq6Gh5YvIvZQ+Mxd7PpmyQRU6cBp10v4jDpWXTZOL7Y2UwgIu/3ORgFgRtOyGHSA98iCPDN1ZMGdXMKGofgPO4uWj67GkPK8ajxk9E3LAJzMqBCoI5I7En9bqjQObOQzAnYCi8g1LodR8FCIvsZHVKE7/3eNNF06Em06Ljxo61UtPiIyCr//HoHd5yoiSeNwaVP4ZSdnf2Dn0VRpL6+Ho/Hg9N5eLdAHzpUBMKoGJAIIXc61ppFgUvGpHPqf5YhiQIfXDoOvSAQkjpmW+ntaSiB/tXRSC1Laf7kMmwjfkbTyr/hnv8ZQVP+oD+jaEm06Hn0zGImpTn5bFfLUV2QfigwSSIus46K1gBxFgPGPi5e3EYdNx6XhQhkFScOSmF4UFX525c7GJ/uRFHh71/v5K6T8zAMkneQMbiVpq9+hbXk5/g2PIFQ9xnB6sX4t70KKFjyzkaMmYAq9O8iwzD+ftSqd5CS07BknYncsAwEzU36aMIkilw4KpVYcxaKqhJA0ESTxqAT1a722Wefcf311+PxeBAEgYsvvlgTTb2gq3sXpW0HhuTJ+Dc/hX7Ejci6OIKywtc7m7EZJSKyytKKFgpdJnT7seEoscdhSJqAZ9mfcE25j5A5/5AWpqbZDF0zz04dcngWIR/JVHlDDI2zcf+8Ydz28RYagmFs+t4jenuk1WB10xkFgasnZOI2SaiqQGsoMmiiCSBkzME953XC1mJisk9HNqZisqbTvvZfgIBxyAKC/RRNAIoCSsLs7yNVg9C9qnH4MTLeytbWILlOI5UhpcOr65DbcWgcTQiqGn3Au6Wlhddff53k5GRmzhyEmoOjFH/559S+OR81EsBRei2u8b9FMjoIywpPLi2nMNGGL6xQ7w1yzshUxP3YdNq3v03dO+dgzT8b37Y3SF7wKcb4EYP2XFRV5bNtjRQn2dne5MNh1FGQaB+09Y8USu75rM+uuuJkO6t/deIBP5dmX4gYi4EWfwiX+eiPmCghL/UfXIJkSwZFRg40En/yY4j6jtRY1Ue/QG1YDqJERHIgBar3WUPvyiNx7gsH+9T3i20N7aS5TDS2h9CJIgkHcKzONzubSHeZ8QYjBCMKI1OP3AvjFRUtTPrH1/xh9lD+sGgLT55TyqnDkg71aWkcRfRLOAEoisLYsWN54YUXyMuLvgOssdGLonz/UPHxdurrD4/27sHG4F1Ny/tnoARbsI29CTHvmi4Dtr3NLn9sfDmQ10QXrkP070R2jEBqXU7EMRZlENMPDUGZ+c8sZ0SSgy92NPGbE4dwYXFij/UlO9qCLK1qY8aQWN4uq2dObixu48DSdd29HiFFwSiJKCqEZBXjwPrI+4UkiZz0xNKohNP0vHg+3lLf63ED9Xs6FJ8ZvdJMWIzpugXY0Ownw2akPhBGLwr7FKcfCHShclSdC1ARIm1EDB0zH60OM/d8vo3iJDvhiMLOFj8XjkhC300K80D7a/UfFZ+sYpFE/IqKea8LqJawzJnPruS80lSWlLdQnGTnZ2PT+owmD+Q90i4rXPTqOsw6iRpPgElZbm6Zkn0IKyUHiAB7WmlfK2vkv2uqyXCZ+NnETNKP4qkJ/eFo3ncHSneviSgKxMb2XP/Y7x1NURQikQi7du3ql3A6FAiEMXjXErKNRO9dQ8SSgyL2b4J8vx9TAMWzDUvhJRjSp+Nf9xC6nBYUXUcd096CYzDcwiP6BNB3tGrLzuP6OLr/xBkl/nJKIWc8tZxku5G5Q+N6Pe/WkMyN72/ir2Y9DqOOyRmuAQunHxOQFf6xpILSFAfBiMKOZh9XjEod1DRRT+TH911EnB9vY1ez74D4PUVUlXDnxh9S1IPynA3eFXi+vRHHhDtp++YG7MffR52hmCtfXcfEzBiWlrewoCSZn45OHXTn+x8TMexlo2D4/jOs14k4TToWPLMCgH/NH4aggKzuv0jq7SJnMPi0vI0PyupZODKFP362jXtmF3Q5z7v0ErfMyOfsZ1bgMuu56aTcA5aCt0pih+fbI99h1Ik8vmDEYSmaqvxhUsw6qn0RXEbpB+m3cm+Il9bXcv7IZJ5ZXU2CzYiqqqjABS+u5vXzS3ENwB1eQ6M7+tzRnnrqKWbPnk18fDxNTU3ce++9GAwGRo4ceTDOb78w+MpofOsU7CN/QfPqfxEz6zlCrhMO6GOqKsjJpyEmzSIkWDBOLCayV+fNkUZjSObaN9dz+bh0Fm1t4I1N9Vw8IqnHTSTTYWRCuouPtzZywwk5pAxiNMIoiQyNt7LwhVUIAjx5dgmGg/ANL8sKD8/t235DkgSmPr500B9fQeW/G+sx6ptIdxh5d1Mdv5qUif0AbwSKMR3JkkTjm7Mw556NbErHJYn87dQi5j6xFLdFz9nDe34vHAz0kkiizYisqAgCxFsMg2L2qgLvbmsizmrAopfYVN/O6fmxg+q6nuE0sWhrA08sq+Da47KIMX7/92wJyTy3spLsGDPVniBf7WrmnKKEA9Iv2i4r3PrRFuYUxFPtCfLo0gpuPcwiTtX+CDMfX8qt0/N5ankFl4xLZ35ubNfvA7LC+5vreHDxLlwmPfedNoyVVW18uq2RZ88dqYkmjUGlT+G0ePFiHn74Ydrb27HZbBQXF/Of//yHuLi4g3F++0XIOhzn+Fto/fZmzLlnIrmK0EkqKt1/iAYrlK8ioXaKpSNZNAHEGiSeOruELLuRi0enYdWJvW6UGxt9VHuCvLiwlJ+/sZ55RYnkDaIdwd4b18EcHRLde0Mkogy+ihARyHCaOOf5lUQUlT/PKujWhmCwESJNRJo3IRjshJvWYww30Sw7+d37m5hXlMCKyjZeWV/LVaNSDpl48gTCfLK1gQdPH04gIvPFzibGJdt7jch5IzLV7WFynSbKWgPkO037CBJZUan1Brn6tXXoJIFrJmQSUdxIUaaGQ4pCvV8mzaanor17B31vWMYTlNGJApWeIGsb2xmX0FE/aNOLzCtK5OaTcqn0BDFIB85kwyqJ3DEjj0SLHl9YIaSoh5VoAkg2S9w2I59rXltHQbyVyelOtnuCxJt0+CMKjYEIiQ4Tq6s9DEu00egLEQjL5MSaeXF1FaOT7MQYNPGkMThEZYB5pGJsX0njkj9gHXoO7VtewZRQSnvZi12/F3QW1IgPRD165xD0Ex85DOsgDj1FMR0dTEOiEEATkm28cM5IEkw6PrlsHPGDlKaDjrEqa2s9PP2TEgKywrpaD1PSnQcl6nSoMUgiAgKqqmLSiwfJqUrEnHsmhtyFhLY8jYBIjEHiz7MLyHYaqfdFMEjCIY042U16bpychUUnoagqQbnvNOaymnauenUt103O5o+fbOWzK8aT86PCa50oMCbNRVhRCUQUjs9yY+xHZ9YXFW38ftEWrjs+mxve3cTHl40j09oRDfuuxkuG3Ui9L8xZI5JJtBtZV+MhvJfFlk4QmNM5GifNeuDrc/Z8xmMP01m4Nf4ITy2voCDeytZGHytqvTz23W4yY8zUeILMLUqivNnPTdPzeHdjHU6jjv8uLCUv0cHinY3Y9cfAl4TGQeOoNtkJWwqJnfkE3k3P4Rz9S3w73+uaoq5zZGJOn4oa9iLorQiGY69T7EAgIpDQ6d3UH9EUUVV0gtB12x0mSeSX49MxSgIqAqHsmINS63OoUVDZUOflT6cUkOUy8eaGOubkxh7wVF3YnIdQcD1BRITCGwh3xiFGxXd0s8UYDu7Xx4ZmP06DhCAINAciDHN3bPYGSUKgY+xONJG4iSl2xqQ5ufXDMu47tYg8qx9VkVFFA1KkhYgujoiq8uKaKn41ORunSc/jy8oZcUrBDwq4e2Nssh2nSc9Vr67j7jmFZFg6UtatIZm/f7UDb0hGQOW04cn837ubmJIdQ1Ivae32iIJFJ6LSMXHAcoy117uMOi4Zm85x6U5W13rJcJq4ZVoeUx/9DoMkcu3kHEpSHJQ3+8mLt5DpNJFlMxAfb8MtaIMDNQaXo1o4IQcJNW5EbttJ6453sA+7mFDtcsxZs1BRCDWsIdy4oaP7rfhyxEEoKNUAWVXxR1RsehFPRMHex2ZW7g3x92938dOJmTy9spJTCxMojevehXnPVb8AfZo/Hi2ICJw3PJG4WCttzT7GJNowHaSNc0/Spr/JGwUVEQEVdVCc3EOKysPflbOjqR1JFElyGLlv9lCqWwP8btFWLhiVwjc7m0lzmZk7xN1rFGxpjYfPtjdy+vAknl+5iwXKe+hEHaI1lUD5xxgn/QtEB9dPysIkCUiiwBmFCVGLJoB1DT6WV7QyItnOY0t3c2J2DOlWAw69xK9PGMLMfy/h3NIUXltXwwvnlfJ+WT0rqtrIdcbvc+4BReWur3cyItlBRFHY0uDj15MyMBwj738AkyhwWmdN07QMF15Z4bp3N1Ga6qCxPcR7m+u4Ylw6+S4zq+vbST0IUTqNY5ejWjipoh6draNt2VFyNe1lr+CaeCvezS9iH3YxsrecQPmnCHobOlcuyC3IgusQn/WRQ2tYxqkXaQjK2HQiIaVDLL27vYkvdzRxxvBk/vL5Nh6cV0SSuecvMqtexBuUOe7Bb0lzmDhvRPJBfBZHBgZRwKjriDAdSNG0uMZDotVARFFpCUYYm2BjpyeI26gjrKj4Igrptt4L/r+qamN3i5/xaS5e3VDL5aNScO1ndMogClx3fBYTH/gGVYVvrpmIURAwmyQSbQZOfmwJJr3EK+eP6jN1mBdj4bULRjMiwcqyGi8mu56Wt2eDHCJm1n8Jd3beuvaqiXEb+xfdS7UZePLsEsamOvhiVwvuziisV1b4zXubuHRsOlsb2llYmsKJGQ7GJNkx9ZD2NEsCU3JiOfe5lQC8tLD0mBJN3WGTRK4an0mSVU8gouCPKAzrTDeOSdBG32gcWI5q4aQIZuTUBbD6HwQbNmAd9j/4d7wLqoJoScSz/nFswy9Dbq8i0rgeIehFyLmy31fXxyItYZmfvbWRBSNS+GRbAzmxFtp8IUamuiiKt3HzB5t5cnklt5+cR2wfKTu9KOAwSciKitUooT8I3kwa++JXFF5ZV8M3O5vwh1VOH55IUZyVGz8sI8VuojUQxmXW8+fpuT2mU6GjPujG9zYjiQJnj0hGHIQi/pCics+XOzgxJxZRgL9+vp1/zCnAJgiY9B2+XpLQUQvWF4lmHYnmDnuJ45MtqOXrARD0NsK13yHGTEQR96+pI8tuJKuzbmpvB32bJPLAaUUkWvR4QgqKqiKoAnZ9z6+RrKo0tYeQOiNejf7wHruiYxpNIGkcKo5q4bQ3kiUOQTKAIGLJnk3rkj9hKzwPNewj3LSBUCSAfehlBDTRFBVOvcSCEclc8coarAaJy8Zn8Pr6Oi4sTaXeH6Y1KGPWS2xv9OGPKOh76WhpDMhUtAb57MoJPPDtLmrbw2TaDtMq1T6I1u/pcMQsilwyJp2nllciCnD+yBQceonbpucz5aFvkUSBb6+Z1BX52pu9myriLQYcJh113hD5cVasg9ABaBAFfjExE4dRQkSgORjBIAhsaWhnWUUrr144hg/L6lhb66E41hx1wbqKiGBwEDPjWQRjLHLjClThwH4tSoJAnT+CyyBRF5T5aFcz41IcrKptJ9P5veDaQ1iGBl+YF84rRVZUtjX5CB8kLy8NDY19OWaEkyDq0VkS8bbtIlDxOfaSq1GCzYRqlhFu2YoabCVc9w2k54AmnvrELytsrPNgMUgEIwoCAkFZpt4XJiSr3Do9jylZMby4poZIH7tYlt3A46cPwyQK/OXkfCxHQMRpZX07Vr2EUSdS7Q0xIckWtd8THI4u1h21NH/6dCuXjk2jPSzz6oY6VAFWVbaSH2/FF5K5+8vtBCIyO5r8Xffb2wldEGB1rYc5BQnMKUjgb1/tYO7Q+K6Ggf0h32Xq+n+CuWO9RLuRkmQnF7ywkoJ4Kz8pTo5aNG1tC5JtN7DTcjIxRh1OgwS2kv0+z95QBfiqvJVPtjYwIz+eF1dVckZxMue9uIZV1W08d+7IfYSTURK4rDQZnSAgCDA51bFf8y01NDT2j2NGOLVvfhFDfCmKvx5BbyXcshXR4EAfW4TOmY1oTkCy5yBroilq7EY9r184mqWVrSRajdw8NQ9ZVZmUYmd8sg1JEPjNcZlRvaKmzo3gSBBNYVXlvbJ6Xl5Tg90oMTLFwYgZeVgk8bAURNFiEgXunJFPjEmHrKhEgIteXsNJuXHEWY1YDRI2g45/fr2jR78qVYV5ubHMyHJj14uUnFmM4wB6TlkNEmFZpj0k0+gLY+lsO98zwqSnAa9V/gizn1jK/07O5sllFdw4Nber+PhAIqhQkmTn7s+38c7GOq6ZlEmsWceyylZGpzoY2cMcyD2pUVVFE00aGoeYY0Y4Acjecqz5ZyMa7CiBJiKeCjy7PkQNedAnjMJScD10bnyNwQjr6tuZkOrgm4o2RiXZcGrus11YJJFrRqciACNizZ1jor7vn9pjTnk0ylC9IHBeSQr/+mYXlW0qD5w+/KhpD8/Yq/BbkkQCEYW/frqtX2vohO9rdvoSTTIqEkLXbX+pbguyuLyF9y4dyzMrKtneEiCsqNz80RZum57H3V9s52eTMhn5oy7NFLOOv88r4uL/rqE42c7U7Jh+P/ZAUAXY1NCOP6yglwR2NPmxGiTun1fEA4t38W1FK7MO0rloaGgMjGNCOOldHTP1/JVfIhpcKIEGREsSSqARnSOr45jO2z1UeEJc8OJqjs+K4bvyFt7+nzE4O7s2NDoQum6FH/x8tBNRVR78bjfzChNxW/T8ftFWnjhjeL/a1TVge1uQR5aWc82ETB5dWs55JckU9vMzlhdv4+kzi7FIIvlTc7HqRJpDEVwmPSc8vJgJ6S6Cckc3oGUvEVflC3PHR1s4OS+Oz3c08XV5K7OyohMskupDqHkPMWEKatNysGUTNg+N6r6C2lEDdsX4DOYUxPPEskpOHZrIUJeBSRku4gYhpamhoXFgOeo/pbKsoJ/0b6Jx9dg7zVLoNnPeyBSeWFbB9SfkkK+JJo1OdILALyZkYNKJGESRpkBYE029IPUQjYsx65FVlSteW0tWjPkHwqY/7In22TrvH5ZVGv0hdKJAgy/M6+trsZemdLljA8Sbddw9t4iSBCubm3wkWKKfqSiEG2hf+yCqfB+RljJiZjwDUQongBPTHByXakcvCPxxWk5XpC19EOc6Hk2odLit57vNVHqC2PQS2YM4xklDo78c9cIJBlaIu7bBx0trq/nnacO4/p2NzM6PZ7hbE08aHaTutcnZ9dqXeE9IksiVb2+krN7b63GiKOLsxeurP/giCjluCxeOTuPdTfWMSXdS5DZ37MCd6AWB41M66onGJPSvyzFiSMdSeDGtX/wCfWwxxPR/4Lm+M5U9kPTksUZjMMLNH24myWZkSXkLN03PI2d44iEd9aNxbHN0FGYcAEriLSy6bDxnF8bz2ZUTusY7aBy7hBWVZXXtRFSVVQ0+moKRQ31KRwRl9V7WVnt6/VdW76UpMDivZ7bdyPmlqfz0tXWckB3DtW+sZ12jv+87RokhtBvPkttQJ/wdVdTRWvEZFe2hQVv/YCDJzehr30SvtqGvfw9dqOJQn1KPxBl13Do9nw+3NGDSS8zJi9NEk8YhRRNOPaATBLJsBlQVsm0G7bpQg93eEAueXcEtn27n1P8sY2Mfm/H6Jj91/ggV7SHKWgIH6SyPXPKcpr4PipJ8p5EPLx3HuUUJfHzZeApiBm/tkCETYdaHnPVNAf8x3cHli9NpDcp93/EwQgrV0vrNjbQvOpuWRZciBioP2mPv8UON1he1MSRz7Zvrufb4LOKsel7fVB/1fTU0DgTHRKpOQ2MwyHUaufPkfP737Y3MLUxgXHLPg6H9isJfPt9OSFZoDYQpTXHy+6k5WmpmEPhxzVR3NVQWSaTAJaKqUOAaPNG0B8GcxaQMlVu/3c3pwxNJtx9Z9UlhUy7WYZfhWXon5pz5KPbhB+VxdZFa1PI3kDJPR654FzF+EmFzXq/3iTVIPH/uSDJsBhaOSMasE7WIk8YhRRNOGhpRsqU1yI3vb+aGE3P45ze7WFzVxuRUR7fHmkWR304dwgkPLUYnCjx8enG/RJNCRzh4z+2h4nBwQheEDv8iQeiohYqmZup7U06Z3vo9N7UE8IYiZDhMrKtv54Q0R5eVRm/saAvy2vpaXj5/FP/33ibKmgODNgKkJSwTY5BoC8kYJfGAOIQbAptpWnUvrpMepu27WzG3LgfXlEF/nH0Ie2nf9AzqqvtRIu3EzHolqrvld0YjM+1aPaHGoUcTThoaUZJtN/DuxWMpcpuYnR/f67Bbv6Ly+4+3MmtoPC3+MA8s3sWdU4f0OuNtDxub/byyvpaLRqXyyJJyLhmduo+b9MHgQDqhj013MSkrhpfXVHPRmHS+3NHQ7XEbmvxsb/YzJtXBou2NnFGQ0FUz1ReKCq9taSTNYUIviWxpbOeM/LguYSQIsLq6jd+8t5mCBCtWvcSI+cOI62O2IkChy8THl44jzijx+gWjiDdKhBQVvSggChCUlT4H8cqqSmtIxm3U0RSScRskGoMRLn9tPVdPzODz7U2MTHGwoCABVVW7BORgELIMwz3/c4KGbFynjCZsTB2chftAMaVgypiBd9V9GDOmo5gzDsrjamgMJppw0tCIEkkQujori/qwpzCLAjdNHUK8WU9AVghElKhEE4BREnl/Ux2PfLebCekuTIfQXLM3QSQI8E2Vh1S7EX9EwR+R9zGa7IlZBfHc98UOzhqRzF2fbeO2mfndHlfvC3HVa2tJtBnJj7Ny8pDo3b1lVaHFH+a6NzcgigK/npJDRAGp08dWVeGkbDdOk46VlW38d2FpVKJpD3HGjoXijTrCisqjKyvJcJmx6CWWV7byi3Hpvf7tPi1v5d9LdnPVhEx+8+4mXlpYSprVwLkjUzj/hdUUJ9vJi7exsclHoz+MP6wwPdPJYDimqSoEDdkAhIzZ+71etOgCO2nd8l/cs1+ibckdiN6N4Jp80B5fQ2Mw0IrDNTQOEIUxZuJMOtKsBnL7Ufhs1onE24wEIwpJdiPmAziyZH/whhWeWVnJhS+t5uxnV/DhlkbkKCMiX2xvYmSqgyeWlnPFhAze3lDb9buArLC01osM6HUS84clUtEa4NSiRBLM0dcS6UWR0hQnIVnBF5IZm+bEuNdIH0GAtzbXkxtr4bbpeVz/zkYaQwMr8taLMDTOxuWvrOW851eRH2fF2IfgLY63Ud8e5uxnV3LxmDSSLHo8YZnV1W3YjBI6AbY1tnPqU8s557lV1LeHon59D1dC5kKcp35MyD0V+/QXCbmOP9SnpKHRbw7Pb2QNjShpCEZQUPGEZTzhgzsnri0sU+ULI6sq5e3hQVu3xhfCZpD45PLxlLcGqPMP3trR0hSM8PCqKmoDEZ5dX8umln07CK06kasnZLKxrp0mf4SfjEgi2lGDk7PdLN7VzKyCBJ5cVsHJ+fFdv9vlCXHWMyu48eMtLHh6OeMy3DyxYAT3frmdal/0bf8hReXFNdXcNC2XP8wcytMrKwnsNWNPVeGMggT+eWoRl41K4ZXzRxFrGNhYJaFzAO8epCjqkna3Bdja6CPeZuCz7Y00+iOIQsfg4g8uGcc1E7MYl+6iLRBBEGBkcnT1V4c7ISkRgLAukWO/DnASAAAgAElEQVRn3oDG0YSWqtM4YmmLKFz1xnrOGJ7ExlovbouBX45PPyiPLQjw1pZGXlpdxbxhidz/1U4+vHQsCf1I9fREaZyVh+YVYdWJPLug+JDMwQspKovKGrj/q534wjKvLBy1zzE+ReWWj8u4YnwGdd4gjywp546ThvBj6dFd8XhVW4BbZuSzpqqNG6flUr6XMCuIMfHbqbnc8mEZ541M4ZQ8N/FGHWNTx5Jkid4k0yAK/Ob4TMw6CVEAb1F81zDpPcQYJeg844z9cO4OySob6rw8fEYxFp3EssoWZmS793m8vbEaJP48eygnZrt5c1MdJp2ITSfxszFpCECSRc81b23g7jmFlLf6eWNjLfmTMvd5fTU0NA4umnDSOGJx6ER+OjGLc55bidUg8cGl4w7I4/Q0MuTUgnje31zHc6uqeOTMEQMTTR3Tkbtut7QGUFRwmyQ2NfkZPUidWtHgDSs0BsKk2w0EFJUpObF8vqOJ0hQHqd2021tEgXtPKSTOJBGUVQKyus+m3meB+ajUHxwLsLE5wB0fb+HmaXnc9fk2zilJIS7JRryx/5LBZfj+bxJjOHBfd3pR4IpRqegFAVFQmZLuwNiNaNrRFgTAaZRQVTi3KAFVhStLU1E7K7/33MumE7nvlAKcho7XN6J+//ru8ASJNeoIKSr+iNJro4KGhsbgogknjSMWb0Tm020NuM16vCGZ1VVtDLHHM5jd272NDMmPs1LfHiLJbuTV9dUMjcvBGUV0KKSoBGWF9ojCs2tqWFiSzOsbapk2JI73yhp4cnkFQ+Ot+MIyT55ZjNv0fZSlJxEHAxsttDef7Grhrs+3cvHYDGq8Qd5YV8NL54/in1/vZEODj8R05z73yezcsK29fJP097zynEY+umwcRW4zU4e4j5i5ZN8LJeEHtVR7UFF5aX0N722qZ0ishVpvkOfOLsGuE7tEE8Aub4g0q54aXxibXkISBCy679fzKyr/98Fm0hxmmgNh4q0G/hBlx+aBQkElKKuYJRG/omqzGzWOajThpHHEYhRFjs+J5crxGTT4wqgq6HsopN4fUdFd+/uUnFiCssrJ+QlUewLEWo049GKH8VIvCAK8urmeFZWtzC1MZNHWBh5avAudIDA5y83ZxUnc//VOFm1t5L1LxuI26fvpWzTw53lClou/fy1y43ubePSsYq4aMwa3QWL4aUU4B1j7MxAkQejoWlR/2L24uSWASScyKTOGk/Pj+cdXOwntp1jsk85IoIqKsJ/1OAICF5Sm8tDi3Wyo8/LhZeOw/+j9Wh+McNpTy/nppCze2lDLgpJkLvzRXDazKHDb9HxOfLjDI+zrqyceUtEkCPBmWROb671My43jocW7+fPJecSZtO1F4+hEe2drHLGY9BKvr6/lr1GIivtm51PtDZFpG5zoRa0nSIrDyF8/24pJJ3H9iTnoBBG5D+WkqjA+zcmdi7ayssrDmDQHyytamZDhIsFi4MlVlQyNtzI80cav39nIGxeOjtq3aCAIApR7Q1R5Q0RUlTOKkymMb+Puz7Yy9pxiDIE1xDrGoh7iIl4FeGFNNZ9ua8Bm1KGXRBaOSmFZRWu3xw+GKWd7ROE/q6uYmRfPhjovTpOOE9L2jbr1RlhR2eEJMdRlYpsnwEtra8mKMZMXZ+V372/m+XNKsO8VRYw36rhrTiHnv7CKdJeJU7qZy+aTFe7/ZiclyQ5aA2GeWlnJjcdndQ0OPtioKuTFWrjh3Y387csd3D4jb0BCuz2ioBPAIIm0hWWceq2aS+PwRBNOGkc00YqKx1dU835ZHc8tGNFtsbWqwu72EJk2Q1eqpLcOJllVkUShy9G6P1tWeWuA1kCEc0fF8v7GOl7/nzHc++V2trX4OLc4iZ8MTyLGqKPKFzqgm8eW1gDr67xYDDoueWk1J+bEsrHOy8sL0the1UzMzn/SsvFRXPM+JGQYXK8fT1imIRAhw2ZghydEbh/pOBG4dEwajy0pJyQrfHrlBIpjLbjdVpqa2ru9T2/Rt95Snt8voFLTFmTm40sIRhSePLuk7/v8iHWNPk57ajm3z8jn5g8389qFY/jJ8EQcRolqb/gHogmgLhDhH1/vZHSqg3W1Xr7Y1cwZ+XHU+MJsaPAxIdXBVxWtXD42nQSLnkBExReRD5lo2kMwohBWOj4TrYEIEVVF3x+nfAEeWFaBQRRIc5r4cEsD98waiu0wteLQOLbRhJPGMcHL66q5d25Rjx1q65v9nPrkMu6ZW8hv3t3E8+eW9jpCI91lot4b4jcndXSE+cIKHVXefaMTRe47tYhRKXZKkuwMj7XwyGnDcBlE9pZg+YM49LY7WgIRrn1zA+eUplCUaOOjLQ08dMZw8mNNpKy4lHDdMlzT/j3oogngi/JWbv9oC5ePT+fPn23j8ysmkNZLx5wCPLKknDGpTpIcRm76cDPPnFmMG6htD7G+0ceEFDvfVLQxOsmGoxfB2Vvd2t6MTnMyLs3FI0vKcZp0ZAzg76ETBe6Ymc/qKg/3njqMMYkWBLXjb+x27/v16zZKXHt8FiWJNrY3B3CZdKgqVLWHuOi/qxmV6mBTXTtvXDiatP3oAhxs6n0hfnvSEI7LjOHZVVX4ZQVzP7pBv9zdSmGCjatfXUdIVnjyJyXY9dpMOo3DE004aRwT5MZa+Ne3O7l7ZvdXsQUxJq4cn8HVr67j4jFplMRbel3v062NjMtw8bcvtpHhMpPhMgGZRCOeJqXYUbEjQEfh8wHeHCp9YVIsHcXGToOEpfP557hMLBiRRJbbwoeb67lz5lB+9fZGxl2USYJkxHncn/BteARHwgQCYtKgntOUTBdui56bPijjn/OHE4oo1AUiVHqClMbvK1hF4OLRqRhFAbNeos4X7hLB5Z4g5z+/iuOzYlhW2crb/zMGh6v3SF00kcrjs908v6qKp39Swlc7m/h6dwt5xdG/Dn5F5e4vd1DVFiSsKLSHZEYk2Rnq7Dm6phMEpmW4AIhL+j7dWOg2M394Ei+squLGk4YwxHV4FczPzHIRVp3oBZHbT8zpd82Vzajji13NKKqKWS+xqc7L1Axnn2NrNDQOBZpw0jgmuHN6PlubfT1exW5pCfDvpeVMznbzwupqzi1JoSSud/G0ZHcLANsafVj6WdPRta10cy6NgQgOg4SsqgTCA3Oy3kONP8LMx5dy07RcnllRySXj0jkjLw7oMJr0RVQ21Hi4YHQai7bW87tpeVz1fg3+8K1QATCa/A9aeXhuyn537e3N4so21td6OTkvjj9/upWfHZfFB5vrSbYbyZ2eu08KCyB7r3l9MXu93sNiLZw1IonnVlbx25NyyetFmPSHr3Y08erCUTh1ApPSHP0etmsWBW44MYepD3+HJArcM7eIFGtHVK2/c+dW1/v4cHM9D51RzP++vYGT8+L6HPvTG2FFZUOTn+I4C+safWQ7TfsUqvcPoStd2JdoEgSoC8jEGyXqgzIJJgmnUUIUBH56XBbDEm3UeUIH+npCQ2PAaMJJ46hELwmEZRV9Z1t4okVPnNHe42aVbDXw4OnDOT7NyTeVbaQeIl8cv6Ly24+3UJriwBuSafSFyY2zsLbaQ6zFwFUTM1la3sLQBBveYIQnlpb3ul6SWeLOmUO58tW1DI2zckJGTNfvRiVY94m8fLqtqdt1NrcEMIkMWnqo0G3h1QtHUeS2sKLeyxPLKpmU5abFH2Z1rZfjUxxRr7Wyvp13Ntbxj9OG8et3NjIjL3a/RMXexBgkZFnBput/rVlAUfnTJ9uYWxBPW1DmhVWV/GlaLhFV5Z2tTYxItFHXHkZFZUKSvde1RidY+eCSsWTYDIy6YjyZ1uiNQLtjW1uQuf9ZxlUTMnho8W5eOr+0z3MYLFY1+Lj0pTXcO6+IX765gccXjGB7kw8JlWm58dz31Xbum1OIUYs2aRymaMJJ46hjVkECJckOtjS0kxdnpcEX7PM+LoPE9M4UydRu/IqiQZIE9p5iNJAIjVkUuHxcBnOeWIokCnx82Tiue3sDANPy4nhpTRUxZj3Pr6zkusk5TM520xIIkxdn3efxAWr8YR5bupvhiXY21XtZUeNhVo57r/ONjuve3sCV4zJIG+Lu93PqjjSbgTSbAVVQafaHsRsk/vjJFuIsBuYPS+jXWqPirXxw6Thy7AbGpjnJOkzMIE2iwM1Tc4kz6wjJKr7OQc+esMwX2xu57aMymnxh/jhrKOOT7L2WUusEgYzO55U5COK1MMbMLdPzuOmDzZwzMpmxB0k0AeQ6TZw4JJaznl7BhaNTyXWZGOY2MyPbjVUn8shpw7AewsHWGhp9oQknjaOO/DgrD327k1SniUVb6vnF5P0rbo6mtT0/3salr69nS0N7188D8VUKygqfb2/EYdQRUVW+2dVCfOeG+fKaKv5vah5/XLSFE4a4WVnVSkugY47dloZ2pjy2ZJ/1puTEctrwJOo8QU4fkcT6Oi9/+XwbAHlx0buSp9iNnJDp6neKqS8EVcBq0OELyV0diko/9aZeFMi2GTrur6osrvZQFGdhWY2Xyam9p9guHZfBd7ubSXN1RKje31TX7XG7vEFcBh0yKu2h6J26h7r2LSi36yVOH57Ec6uqsBgkJmXEHHSzh43Nfu74eAu/OC6Lhxbv5tySlIMWcarwhviorJ50l4mPyuq5bEw6Q10mrJ0mn5po0jjc0YSTxlHHZ9saOXFIHG+sr2H+8CTWVLUNaJ2QohKORHh4biE+WcEiiUiS8AOBtIeyei8ba71ElP1TFXpJYEisldcuHN1RMN0eIsVhojjZzimFCTy5rJyflKTQHo5EbcWglwRWVLR1pS8Hgi8k88G2JkQBRifbybIPXnFyXoyZ9rDM76blUdnqpy0w8KHGmxt9XPryGsakuWj1h3n2JyWk9NCtd+aIZL7Z1URBvI2qtgD58TYyY8zsav5+bp4/oqCictuircSY9QQjCqIg8LdZQ9EPUO20RRRW1Xj41xnFtPjCLK5sJX1oXA+1QSrVfplks45qf5gkc3+a/HtmiMPI2xeNoTjOwqmFCWQf4A7OvbEbRO6cNZTJGTF8vrsZx0E0V9XQGAw04aRxRNNdNOjc0hT+8uk2bpmRz/1f7eD2mUMHtPaLG+rY3eJnUlYM//6unH+cWkCc2cCWhvaoBIsK7PQGiTfp0AkCq+p9jE6ysarOS47ThLub2XYiAqfnx3ZFdQTBypzcWADcbivzhiaQ6TDSEpI594VVUT2PPWJpoKIJYObQeD7f3sD7mxt49fxRMIjBiY317UgCtAfDbKrz8ouJWQNea0Kqg/w4K9/uaubRM4tJtep7jJC9tra6K4JnM0pMynL/QDSVpDj4zUdl/GREMueWpnLB86sQBPjm6okDFk0ATr1IgtXAdW+spyjBhlEnMj0rhvhunLbXNvo557lV/H1eEf/79gaePLuk267D/qIXha7mhxGxvTdBDDYhWWVFZRujkh2sr/Ew1G0huR/DmzU0DjWacNI4YulpgKyKyqzcOJr8IU7OHYtZJ7Cs1sPIOCuekIxOFLpa8ntjbKqD2z/ewv1f7+Tv8/o/duStLQ3cuWgLN0/PIy/WyrnPr2TesEReWl3NyxeMYmIPqZG9N3pV/WGt1B6jyCTzwd5oVF5aU8PM/Hgy+jCrjKgq5d4wOQ4D29tCZNr1iL3EScYm28l05TLEaWRzYSIploF/LX26qwVVhb+cUsD172xkzBUTSDF3v95JuXF8urWB3DgrDe0hmv1h0pwmKloDQIc7/PTcOO78ZBtui568OAsRReWJ5ZXcPCUbUAfULq+qMDXLTbzVwMqqNp45Z2S3ogkgP8bMWSOSWPjCKv5ndBoF7sEpej+UGESB1VVtTHrwW9KdJs4pTj7Up6Sh0S804aRxRNNTDVGMUeKWj3bR0B7EE4wwNMHGGcOT+bCsjrw4G1eUJvdZq1PnCxOIyJj1EtubfAQiKv0x8r73qx3EmA1MznDh0EncPC2P/3tvE/OHJVKSYKXCFyLNcngUMvfFWxvreHFhKbd9tIWNTb4eRR/AmgYfZz2zgj/OKuA3727knYvHMryXDd9t1HVF33o7LhqmZ8UwKslOmk3PidnuHkVTfryNWk+AOYUJNLSHsJt0oEKsVU9MZ/RjSKwVf1hmQ62Hnx2XzVUTMrEbJFZWt7HLE+SldTWckO3muH50AEJHHdd7WxtId5q4ekImv35nIx9dOo5gRCHVomfvjN2OtiCvrK2hMMHGmxtquWhUKkVHuHiy6CXSnCa+3tVMssOEVa/VNGkcWWjCSeOoxCwK3HBCNpMfWowkCtw5u4D5/1mGy6zn/Ysz+xRNggChiMJ9c4sYlmTnnU11RPpZFT0m1ckzKytZWtVGusPMzR9u5rop2Ty6eDfvbUvg8SW7efGcEmxHQDHsY2cU4xAFXjp3ZJ/DW4tiLdw1t4j7v9rBvfOGkXIQu9xsOhFb5+P11F23rcWPRSdyz5xCnllZyVnDkxnWma66dlx613EtIZm/fLGdV84fxbKqNmraAiQmWdlQ4+WGdzaSYDVw5rDEH6zdFpFx6CTaIgqOHqKaqgrz8uKYlu2mKRim0Z/K0spWrntrAy+dP4qSvVJnbqPE72cOZXpODIt2NOPuQQgeSdT5wuxu8bPo8vH84ZOtVHlDJB70CKqGxsA58j+FGhrdEFBUbv94K/OKEmkLhnl6eQVTsmP4ZlcLG+q9ZNtj6G3CnKrC9EwnigqiIDB0Qnqv6abuuH1aLvOHJZJqM5Jq0/PxZeOxGyX0oshj3+3mjhl5/RJNG2o8xElQ0R4ieZDESLQdgzH6Dj+jnlJKe7Ou0c+v3trA6cMT+eWb63lsQQkzMgZm8dAb/s5oo19RMffDnDLWpEMUYPw/v6E01cFFpandRi7tksAtJ+TQFIzw3MpKfjIimTs/rSOus25KEgXEvcJDaxp93Pj+Zv4wcyi/eW8j984t6tFPymmQcBok4kw6/huKcPFLa7hyQgaFMT8s0k4w6zk9r6PGbX5nrduRTr7LxLNnl2CVBB6dP0ybR6dxxKEJJ42jEpMocNv0XGJNOnwRhVV1XobFWdna5MdqkIhuLK/Anv24v6IJwCKJP2jxzncZeWxlNQ8v3kWi1cATyyooODkPexT5v/L2MFMf+447ZuTz5a4mLihNI86i55pJWTz47c4BWQRsrO2Y1ZYXZ+Xf84ch91I83h9bhVynkZum5/K79zZzcn4cY1MGv819TaOPv321g+smD+Gvn27ll5OzGZNgjeqv5I8o1HpDGCSRxvYQ/si+z00QYGtbiBy7AX9E4fYZ+Sx4ZgVXTciksi3AZ1dO4IXVVdR4Q+R1dqSl2Qwk2Y3M/PcSzh6RRGoUfktbWwI8v6qK0alOnl9VxTnFyUd8Ki4arJ0eYppo0jgS0d61GkcteZ2da2lWA6fmxJJtN3JylotJyQfP7G9vRATGpDl5eWEpz50zkjOLk6J2pE636rhrbhG3fFRGjtvKXZ9vozDRzqtrq7l6YiY6USDF0b+W8oiisrbaw5aGdmRZRZaVHv/tQZLEPv81h2R+/9EWrj0+iy93NLO2rvdhugMh3qynyRdm5qOLEQX417c72eHp2+gUOrq60p1mvr56AmcMTyLQjXDa7gkx9ZHFPLm2hvlPLWdDfTvzhyXy1IoKLhyVSqHLxI2Ts5mS9n19U3NQZnOdF5tRYkOdl+ZgpM9zSbDouX/eMF4+byT3zxtGgtZdpqFx2KNFnDSOCdTOkMxgmDdGm97qjpFxVkRBBQTSbdF78lS2R7j3i20MjbfS5AtR3uLn653N/GVOIf5whN9Nz6PWE2RXs6+rK2zPeah9POlong90iKYr395IWX3vQmhCRgxvXzyWohgz8woTozaL7A9hRcUX7uiQrG8Pcf0JOSR1io6+UndpNgO3n5SDBNwwKYvuDNSzbXr+fEoB1725gRNz3EzKcHH+8AS2TsgkrrPOyCQKP3g/CcDpxUksLEnhmVVVNAUiGKWOWGVLKEKBa99IUpxJx+zsjjE4e241NDQObzThpKHRD3qyQPBFFB5aXsFbG2o5aUgs103M3Ce9pajw+pYGrAaJRJuBr3e1cOnIZExR1DnFmiRumTGUsclW3i5r5OnllQxPsvPKmipSnCbe31TPr0/M4aYpw36wniQJvabg9n5e0RCt6eafpuUiy8p+d8n1RHtYpjTFyalFiexs9FHZFuDWsgYWjkzhL59t42+nFPTqDSQB7RGFRbtamJLhZFm1hyEuM9mdVgs7PWH+/MlWZubHs2hrA22BCDa3mZG9DH7OcRj53/EZCMDCkcn8/eudGHUS7aEInqDMP+YUYOhjAK6GhsbhjyacNDT6yR6RUe0Pk2zWU+0P0xSI8PLqau45tZDfvvf/7J13eBv1/cdfd6ct2ZK3vFe84wzHziCbAAmBMMIsGwK0tLSlrELbHy200FJayh5lU8peSUmYgSRA9l524sQrjvce2tL9/vDASexYju0Mc6/nyaMQ7nTfO4176zPenz3MTw07wqhQEGS0ksgN721HEgV+OysJwc8bqU4SuXx8NLW1rUyIDOTtK8aRGmLg+wPNPPZtMQ6Pj4wwExrhUBHk9Q7deQ+E4hYHIVoVNTY3OpV4TAaH0lEE5ehQI7+flUS900uUXsXmmjae/LaE1zeVc+fMJIK0/adAG50eHvu2iCdFgd3Vbbxz5fhu4RRpUPHEBaPJizSxvaadeD/ToAJQ7fCw8D9buG1GIv/dfJAp8cH8YrJVEU0KCiMERTgpKBwDxa1O5r2ykX+dm8HDK/fzl7PS+OTaHMwqifevHIell9olAYHoQC2iIOD0+EgMNqA9TBu0un0EqAWcPhlZptdoVJpFR5pFhxcoqrNxcbaVyEAd7+2oZFJU4JAU3DY4PexvdjAuzMSm6jbGhRkGNEPsgeX7ODs9nNc3HeDcjAhuHh/db8qwJ/6mBbtmAgaqJdpcHtSSQF2bE5dPRtePdoo2aliUF8vtn+STF2smu4fQ1UoiEyJM6EWR3AgT7gGM0onQSdw1M4lbPtpJtFlHkF7FX1fu5ykl4qSgMCJQhJOCQg921NsI1HaMSKm1u/tMzcSZNNw5I4nr39vOjMRgAnVq3tlZzYL0cN7ZXskV2VbCD/Om8SGzsqSBe2cnE2vRsTS/hhmx5u4C8TaPj7u+2MOCjAiKG2zIwC9yo/vs6JOAm3Oj0IgCGlFkVKgRnyxT0GjHqJYGVVtU2ORg4eubuDg7kiX51XxxQx7pwf5/XVw5IZqffbCT38xIYmFm+IBEUxf+pgUBWlwebp2awNmpYbyyqRyn10d/bqUH2l3c/1Uhzy0czZPfl7CuopWz4i1ARxrv/hX7mZUYQp3NRb3Nxa8mxvYxT+5Qau1eFu+uIs6io6LFSZxFz+lJQYpoUlAYISjCSUGhE7cs8+bWCtYdaEKvloiz6Hh0Xjr6XqqHy9tdvLGlnIxwE2vLmmhyuvnnyiIeWVnEhOhALh9tPWIfEYGbc6IRBQGNKDArLuiQ6JBJJbAgI4Ib3tuOViWy5NoJ/dogdImuOqeXWz/aQbY1kO9LGrh9RhLXjbEeczF8TriJhdlW3t5WwYNz07pb7v3lweUd9UFfF9agEWDRuKhjEk/+MjUykInWANSCwAOzk5D8KLuPM2r45qZJxBjVTIwKPMTY06gSmJMcyrXvbkMSBT66eoJfognApBGZnx7O385KY0dtO5EmDanmkW8xoKDwY0ERTgoKnagFgZ9OiuPVTeX4ZHhsQWavogkgSKvitmlJzEkM4vsDzYQZ1CSHGtlU3sz4KDOWPmps9D3SXQGHjZpw+qC4wYZWJeL1yVS2OjsjXv3fsEO1Eg/Pz+DC1zdhDdCyID18UB2EG6pa+SS/hgfOSuVPX+1lemIQmcH+D4NNDTPy2Z4aXr9sHFajelhFUxfqTmFzNNEkCB2dlV2P0YYOM8vDPZc8MlS3OVGJAjJQb3MhIyP48VroJZHLMzquf2RnBGs4KW51Em3UUGN349HalS91BYVhRvFxUvhRUWN3U2lz4/D6jvD98QCPfV/CmSmhXJAZwZ+XF+Loo7YlUC1xYUoIgSqRsxODaLB5MGslllyXy7I9tZS1uShtdeKRZfb34y/U5X8kCAIIAv+7Lo+XLhmDyysjiD/4Ix2NepeXXy/ZxaK8GIwakcX5NQwmMzQu3Mhn1+fx05wovrpxUvdwYX95/JwMHluQySiLjoSAge07VDS5vOxosOGVYWudjTaPl1e3V3GgzcWy/Y1sqmnvc1+PT6bF4eHDqyfwyiVjaLS78aM5sZtj1Yl7mhysr26jxuFheVkT3n6eqN7l5eL/buGZjeX87ONdvLHp4KBedwUFhf5Rfpwo/CiQJBEEeHNHFd+VNDIhxsynBbUsvXYCFk1HdEgCfj0lHqNGQiVAg8OLzs9RHlOjAhh9XhYWjcSSq3P4fH89T68u4dIxUTy1uoQVN00iopdxJYcXQUcGaPkkvxqdSkQSBZ5cXQJ0FEG/d03uEfsXtzoJ16vweGWev2gMaRYdi3JjMajEQUWcDJJImkUHMqRbBpamA9AJAjPjLIgCyECz24tlIBOSh4Adde1c9dZWbpwYx4vry/hsUR7rDjTxj1VFNNjcvHLJGMDY6746SeSW3OjO9JyMVwZpmBWJIMC2qlbuWppPergJo0ZibHjWUWcDhmgk/rUgg0ve2II1QMul46KQPSeolVJB4UeCIpwURjw9xclF2ZFsr2zh2+IGHjo7nYve3ExXUKmrQ6urnT9Y6//HQ4BuAWZWicxNDuGJ70p44KtC/nPZ2F5FUxc9i6D9LYYGaPfK/GLxLnKizZQ02kkLNzFuWgLJA4wODQR/zT9lZF7eWoHN5SUtzMiHO6t56tx0Ao+jeJoUGciclFCeWl3CowsyyQjSc+aoUD7YUUWESUN6WO+iqYsfapqEXk0yhxpZhlmJQQTp1WytaOGtn4zvd6BynX4teksAACAASURBVNPD31cWMSXOwvaqVj7ZXc1laaFDYvSqoKDQO4pwUvhRsLe2jbp2FweaHAiCQJY1gPe3VxJt1rMsv2bIj7eqpJEDTXZmJYXw4Df7GHP5OKxDPAHeKAn89ex0znpxPTqVyN/mpfWZe/fIMg0OL+F6FXVOL6F++BwdTl/mn31tOyc5hPmvbMTu9vLapWMJVB/fyoB1lS0sL6zj1tMS+N2nBeTGmHlqTSkvXJTN53tr+bakiatGD64WbCgRBFi6p46kEAO3TInn7k/z+fz6PEI0fb9WwVqJe2Ylkx5s4ECbk7BA/UlzPgoKIxVFOCmMeGrtbi4cbeWDHVVMjLMQZlSzp7adzIgAnl1TMizHzI4w8cHVE0gJ0rO9to2wfiIHx0Krx8ej3xaTEx1IZYuDd3dUctuk2F478VYcaOaZ1aX8/LR47lqaz5Jrcok1DlzI+eswLiOzv8GG2+vDqJHYVtnCjDgzhmEM3XQVfHeRHWrkk+tyyQw2cF5GOKMCNLx7+VhCtBLTYy3oVcJJJTJkGRamhzE3OYRwg4r5qaFHFU3Q0ak5JTKAnQ12skMNFLV5aEQmqJ/9jgfNbh9mtdj9qKAwUlCEk8KIZ31FK/9aVcwZKaHc9clursuN5aOdVXy0s2rYjpkQoO0uip4eFdjP1sdGoFrklsnxxAZoaXV78PjkPu0LxkaYaHd7ufKtrTw4N40ow/B+9AVAI4m8dulYogO1fFfaxEBv5QOZCeiWZZbsrWe8NYCqNhcAp0UFYAnp6AQcG2pgW72NKKOG4lYXHp88YIuFwXC4qOsLs0bC3Cl6Yo3++XCVtrm44PVNXDchhlc2lvPapWOYGWMezHIHzc4GO3cty+ev89K597MC/n52Otkh/ndlKiiczCjCSWHEMyvBQlKwgY92VnHXrGSe/K74RC9pSJBlmGztEhdHjx4VNzrIr2kjxqxjWUEN81NDieoxBqWrwzBEp6Ks1TUEM+YE5iZYuv+eEazvqBL3E3/TgsHBRmprW3F4ZNaVNfKnL/fS7PDw8NnpTIkK6JaRbR4fDy7fhyQJVLQ4OCsljHunJQxrW/HqilYQwGrSsKWylfNSQrotE4aS5EAtf5uXzq+W7GJuWhhToodHqA+EaJOGhCADc19az4VZVmJOUGelgsJwoMRPFUY8K0ubKGqwccFoK/9eW8rNk+NP9JKOO2adin8tyOSz6/O4YLQVYw/jTbtP5p2d1Vz3/nb+7+v9LHp/O3WuoejMEuj2oOpDNLV7fKypbMUDrKtuo6nHcb1eX79/ughQi5ybHk5NmwuVKDAp1nxI7M2kErnvjBS+3ldPSYOd6ydEH/OXn7fzZDyy3GfrvyxDWbOdy9/cwgWvb2JdWSMOj39pzoGyv8XJbz8t4NbTElhV1MCaCv8bDIaLJoeH/Jo2TFqJ/NpWmhyeE70kBYUhQxFOCiOevMgAfjMjkX117fxyWiJvbz14opd03Emz6Lg4LZQwrcS12RHd6SAAvSgwNzWU2jY3b2+t4MGz0wk9TjUypa1OfvLWVn7z2R4u+s8mipodfu8rA+9vq2B/i5P8JgePrCrm7/PTuTjbyke7qw/Ztt0r8/vP97BwtJUxkQG8sLGcY5Ex9Q4Pf/ymiD1NDl7aWsnXZc29bicIMDHGjFoSqG5zcW5GBAHD1FEYb9Kw+JoJ3Dstni9unsSYfroFjwsCnJcZweqfTeH8zCNd9BUUTmX6TdU98sgjrFixgsrKSgwGAzNmzOCuu+4iKCjoeKxPQWHQhOnVfLSzip1VreysOvG/xgdDYbMDnywTolNT0uIgL8Lkd4Fz13aHb++WZVbsb0AU4bSEIB5aXsi4n4wjdAB2DMdKRpCe30xP5KGv93FDXgzjraajOn/3jDLZPD4+K6jhy721tDo9/HV+BuckB+NMCztiP6Mk8PC8NCKMGtpcXjyyfEy/GnUqAbUkMufFdWgkkQ+uzul1Oxn4aHc1F422MjoigEdW7mfspWMw9zL8ebBIgsDYzpmKUxNDqK098e/xxAAtv5kUiwDdjwoKI4V+vxklSeKRRx4hJSWFlpYW7rrrLu69916ee+6547E+BYWj0p+jdsc2J/fXtr9F0D6fzOeFdby4voyMcBM2t4/XLs4etLGkLMOoUAPPLcxGEqDR4SH4GOwKjoXdjXYeWbmfO2Ym8czqUlLCAnhzS3mv2x7us2VUiVydG8PLGw6glgTGWk1oRQFtH9Gy9KCOuq3BdJypRZFQgxq3VyZQK2LoQwgJwE3jozvWqRaZlxI6LKLpZEY47FFBYaTQr3C6/fbbu/8eEhLC1VdfzR133DGsi1JQ8IfDXbf74oyUsKOKk1nJIdS1u4gO1FPW6iTa0HehtSDA2qo2YgM0NDu9yDJkDqKQeiDeSKIocMloK49/X8LX+xv49Ia8IXHj1ogC5yYFd9/gfPLxy+GnW3R8fdNk/vDFHn4xNYHXNh6goObor2cXNq/MA18WcseMRGrbXLy8sZwHZicPuHtvIDQ6Pawrb2bZDXksza+hsN5GepCu16hfYA+BFj5EdhReucPFXCMKOHw+dKJSbaGgcLwZ8Kd5zZo1pKenD8daFBQGTE/X7b5QiQJf35CHt5dhY06fzC1LdmPWqahssfPgiv08fnZan91PzS4vT31fQoPdTXmTnesnxpIRHOPX8Ne+8NcbyeeTeXNbJamhRsZFBXL7J/ksuTqHQNXgb549V+/nlJkhQRI6Ou4a7G7+sWL/gPY1SAL/vngMGo8Hl1fG4fUNmWiSBRBk8HGoxUOEXs1z52VgEEUyguPRSUPrBeWWQS388Hg4H+6to7bNRV6MmTe2VPCn05MHFUGrsXtYXd7MnKQglhc1MiUmkIghNmpVUBhpDEg4LVu2jPfee4833nhjwAcKCTnyF39YWMCAn2eko1yTQxmK6+HxyZjNfXvI/OHMVCY+/i2CAOt/PZ2o8L7bucOAv8xPZ9G724gNNnDTpHjCQ45fMe4Nk+O5dmIsEQFa9tfbSI7036/H7vLg9MpY9Gpq25yEmU69FvHg4EOv9ZHVTANjT00bMRYdTXY3sgwxFj3lTXb+tWo/1+fF8b/d1UyKC+L0lNBBHql/Nh5o4pnVJfxmRhL/XLmfX01LJCfGcsg2WS1O5r+4Hrvby8PnZBAfHoD2sKjjQD4zxWWN/O7zAsKNWqrbnCxdNGnEfQeNtPMZLMr1OJKBXhO/hdPSpUv505/+xLPPPktWVtaAF1Zf34avx6T5sLCAk6KI8WRCuSaH0t/18Ke+qYuGhvZeIztOn8xzq0tIDtbjleGFNaVYZ4jo1VK/aUCH28tdS/N5bkEGvmFqNe9JWFgAZtkHArjbnMRppT6vz6badkJ0KmQZmpwecsJNvLGzin31NqYnBvP82jKeOS+TkONUy3Q0BvM6DuYz0+r1ccWbWzkrNZQ9te0kBRu4e2oc7Q4vB5vsTHriO1SiwAdX5RyXz6Xk9bKrsoWcf61iUowFyeM94rhtdjdypw2CzemmtqEdbY8Q4UCvR6RWYuHoSF5YV8b1uTFEacUR9R2kfKceinI9jqS3ayKKQq/Bni78Ek7vvfcejzzyCM899xwTJkwY3CoVFIYJlSiQEXHkmz0l1NhZIP7DDbrr5qsVBS7MiuDG3BgAGhxuNKJAjdPjVxoQOlI6JxNOn8zb2ypZV9aIzyczPSmYrFnJ5EWbuf+rQp5ZU8rj52USpO24HmXtLuKMag60u4kwaND7kfrzN714MhMgiTxwVioLXt2IUSOx4uZJCLKASS2SFGLE7q4iKViPWSfR7pUxDnOTgVoUMGlUeH0yRq2I+ghBKVPR4uCPZ6SQE23mne2VODy+Povh/WFPo52PdlTx35+M47Ylu7l8bBTjQhWHbwWFo9GvcHr99dd5+umneemll8jOzj4ea1JQOCYyIkykhpmOiBIV1rUz48X13f99eHfWxB5iKzmwI30Vfhxa8YcLrShw88RYXt9UjiDAa5eNRSMKVLY5sbm9GDQSBTVt2FJCaHB6Of2F9Tw0L40nvi9h0aQ43t5yEO9RCncOv36nKq1uHy9vKCclxEBVm4vP9tZx4/hIau1evtlXz9tX5vDShgPsqLHx2sYC/nJmandn3nBQb/eg04h8+7MpPPTNPuod7sNmHAqcnxKKx+dDLYpkzU7utQ5qIIwN0fPVjROJ1Kv4clEeVv2p+75XUDhe9PspefDBB1GpVFxzzTWH/PvSpUuJiooatoUpKBwL/kaJ+qP2ODgde2QZlSB0Pw4VLlnm4RVFXDY2Eq9P5p/fFvPE2Wn4ZHhiQRajrSaWFtQiyxBn1PDg3FR+uXgXE2PNlDbY2FrRMmRrOZkxqUUuHRvJ72cl0eBw45U7huZGG9W8eekYbB4fo0IM3PtpPjMTg7H6OTvuWMkM1vPsgkz0osCz53U8Ho5AhyUC9F48PnAEIjvFUqRSFK6g4Bf9Cqc9e/Ycj3UoKJxUBA1z7U9Ri5PnNhzg1snxPL++jKvGRZExRNEMjSDwf7OTMGtV+JBpdfpQCQKnx5nx+jq65lImdXQCHmh38eTqEvJizGw+2MI5mRFIooDXd5LlH4cBATg9tqO4PtZ0qCgyqURqbW6+3ldHq8NDaaOdNrcXyzA7qneJpd5Ek4KCwsmBEpdVUOiFwUSAZGRkGURBwAu9tsgbVCKlDTamPLOa9HAjN3XWWA0V8T2GqgZ3aoKONXX8vcs+IVSn4g9zUpgSE8i26nbWlDWdENHkrwno8cTtkzk7LYxrc6J5aeNB3D8CMamgoNA/inBSOKU5IyWMlNCOFvX4ID1fFdad4BXJLNvfiN3jIz3MyCcFNfwiL+aIOWUaScCsU+PxyQRq1WgH0Fk2lOglkXkJHeOTZsdZeGB54XFfw0BMQI9nXVWqRcdvpyYgAr+fnjAiB3s2OD1IgoBBJdLg8hKhU+GW5T59zBQUFBThpHCKU9Zkp7CufcD7yQxN9CC4sy5EELpmwAkEaCV++tEOBARum5aAupe0S53DQ6vLw6qfTebhFfupsbuJPIpj+UjnZC00Fw97HAqq7W4sGgmPDHaPj9BjdBUva3NhVItIgkCT00tCwMBqsGQBnt94kLp2J9OSQliyq5rfnZ7M06tLuXhMJGlBOhocXkQgxaI7pjUqKIxEFOGkcEpzrMXgHamqwYmnK8ZHE6RXU+Pw8N7OKs5NCSXGpCHYoEEjibS7vESbdWh6aWNPNet4+cLR6EWBp8/NQH+CIk4KQ8MPwvnoOHwyv/+ykIxwE+1uL61ODw/NSfGr0LvnMTzAI98W4/b60KhEWp0enjsvc2BrluHyMVZmv7CeZmfHWqY/u4acaDPflzbw9Pct7K1r59oJMYzKi1FmzikodKIIJ4VTFkkSutN00OHX5G/0SfbDfKm/mppoi443Nx/kra0HCdGrOTM5BIBNB5v5xZR4cmLM/GfzQeYmh/Q6FqO7EPgEiKb8RjsmtYRaEqi1uckOUbx7BobM8rJmgvRqDCqRwgY75yQHHTKepTd0osAvT0vgrJfWIwrwzc2T/RJNPmSW7G0gJcSAw+Oj1ubijhkJTH56DbIM394yBe0A02s+ZL4pbkAQIEAr0WBzIXfOwZuTHMqjK4sJ0Kq4NNuqiCYFhR4owknhlESSRG5cvPsQoSQA52VGEBWow6CWCDKoeXn9gV73F+SjR5z8qbtpcnooqmvngx1VzEsNI7yzrfsnWRH4ZBmdJJJnDcDUh6Fkjd2NTiWiEQUanB6iDMPb7t6FR5Z5ffNBNlc0E6hVYdKqeGZBJqYTbyJ+yuCWYV+9jYdX7EerErlqfDRnJFjQ92OS6fDJ/C+/mhCDGrdX5ovCOpInRPeazu2JyytTWN/O3cvycftk7piRREWTnd/PSaG0wcZza0t56IxRAzoHEYGs8ADevzIHWYCn15Ty/c+n8I9Vxawpa+L63Bh2VLXyxtYK7pgcp4gnBYVOFOGkcMpyeJpuQoyZ74obcHllqludyBhYmG09Igrlb3dWf3U3xc0O8qvb+OS6XO5cmk9pq5PRwQY0okDX2Ny+RJMXmcfWlOHx+Qg1aNha2cJLnam7ntTY3XhlmSCtih2VLVhVg799qQSBWybHM/mZ1Xh9Mqt+Nrn7uCdjd9vJiFoQmJkYzANfFdLu8jIvNcyvyKFWFMiLsXDR6EjcXh/1djcaPwYF6ySR2Ukh/GNlUYddhCxT3OzkrS0VPH5+JlajFp048MjlJOsPr+XzCzLQCAKPz0+jtMVJlFFDo8ODKNCvaHJ6fZS0ukiz6ChocpBi1iIpBeYKIxRBlodytnffKLPq+ke5JodytOshSSKzX9lwiHBSiQIPzU/n7k/ykUSBB89OY31ZE/FBeu6cloAWAZ8sd9gE+FGM7M8MtQanB7NKpNHtJUg9sJDNvhYns/69tiPycONExh6eLhPgifXlfFfcQG6smf/l1/DJ1RMwqweX2vPIMvcu30dRvQ2zToXLK/PiBVnoROGIcy5qcbDogx2oRIH/XDoWa2cx/MlSzN3be8Tm82EQRexeHxpRGJYbuEeW+eM3RRg0Ehadik0Hm4e1Vs3uk/nVsgImRAfS4vBS3eZke2UrRo3IW5eO7Ra+J+o7ZEN1G5f8dwu/Oz2Z+78s5MsbJ5EZdOILypXv1ENRrseRDNusOgWFU4GpicH8b3c146ICcXh8rC5pRBKhtNHOM+sOMC0xmE0HmhhrDWSi9ehRE0kS+x3yCz+MHwnqZ20bqtsIN6hx+2RaXV5GhxpYWlCDUS1hMqp4e1sFKTOTMPS88cpwabaVp1aXsLK4gWU3Thq0aIKOiNNP82IxqiU0okCdw42u88bbUxDZfDK3L81njDWA2nYXj35Xwl9OT+7Vl+pkodbh4c7P9vCLKfF8sbeO0dYALkwN8atweyCoBIHbp8ajl0RUosClo62HiCaV6wCCuwmfPgGpvQBXQC79x236Ri8K/PWMFMwaiXKbm/u+KmRynJn/bqnguwPNnBlvGYKz6pv+fkTkRQZy+4xE7v+ykHtmJ5MZrBts74WCwkmLIpwURgzfFTdw69QEihts6NUSQXo1q0saGBVqpN7mZuFrm5BEeP+qnO599jY5CNRIiIJAg8N9yCyyoRrfYvPKvLHlINsqW7C5fJyTEc7o6QnkxVp4PzkEvVqitMl+ZLRCgE/21CIAuTFmHvlmH8+el9lroflAGWX+IRoQ0kc7vEEU+Pu8dMJ0Khw+GYfH27do6iwZkxmMPBg8Fo3ElDgLC17dSLBBzUdXTxhy0dRFSI95hj1nygkCUL2S5g1/QRc3l7aDKzCf8yku1eBGVHXZFlS0OJgzKpRRwXqCjFrihtEqQMIFkg736kW4m47u8XWrJQXXjP/jn6uKOSM5lIyTIOKkoDAcKMJJYcTg9ck8/m3xIf+WHRkAgEWvxu72khCkJ0jbkW5yyzJPrS2lqtWJShQwaCSePicD7RCPuzBIAj+bHM+s59ciiQLX5ESjFgRO61wbwKhA7ZE7yjA1zsKkq3IIN6gpaXMfdeTHcIiWrqHHgUBfXxetbh+vbK3g3PQwNle0EBWo5bTIwCFeiX+4fDJ17W7UkoDD46Pd5T3ua5BlEGPmI2z9F7Y9bxA0751Bi6aeZIYa+fvKItaWNfHns1J7f+8MAWr7Xpw7n8A44R5sTYW463b0u8+d8xOYFh9M/AA9pRQUTiUU8xiFEU98kIGSBhvvXp3DlPggChs6isXVgsBvpiWyqriB5fvq+e3MZHbW25DpaNcfKhw+mb8s38eivBjOy4jgidUluP2MgmQE6ckOMRChV3NuZkSfwsgry7ybX8PaqlbWV7fx5u4aPEcZEVJhd3c82tyDHiUiI3OwxcFZL23gtv/t5kSWPzm9Plw+H1/dOIk/nD6KZof7uK9BEMBXvhTZ48CQeQMt396GxlMxZM+/r9HOlooWEoL0fLirigrb8JyjLJnw2qpp+upqv/eRgMlWE4Y+miIUFEYCSsRJYcRz38xE6m1uAlQiOWFGTGoJSRJx+WSeWF3CxBgLapXAhoPN3L00nxvyYllf1jQER5b55kAzESYtV+XG0GhzY9FJFNS24/T6UA/hzUWWweX1cckbWxAEuP/MFOQ+VFZxq5N5r2zkn+dm8MjK/dx/ZiqzYsx+H+vweheLJDBnVAibDjYTpFMzKtSAJIknpIA8WKvivpmJqBAYFWhF7UfH2lAjy0DE6Zjn5uDTxaNL+QluddSQ1fwE69U8eX4W0+MsfL6/nsDhGjwsqBBUBnAoxUoKCj1RhJPCiMfrlQnoFCkBnaLpp5/kU1jbxjmZEQQZNPhkGY9P5qoJMTy/toy7ZyfzaUHNoI7r8smsP9DMa5vKAZiVHEp+TSt/Piu1T5uCY0UlCqSHmXD7fMgyZISb+pw3FmfScPfMJBa9t50ZicGMjwjodbve6K9ovtHh5up3tnUXzZ8I8aTqjMupxOMvmgDaPV62NwSSGxHNpupW0oPHYhnCdSQHahll1iLLMmmhRnyyzM4GOya1SFiY/69lf4juepA9WM54haavrh+y51VQONVRhJPCKUVXtEOShEMG/B5OcYMNj0/u03Ooq/B7e4/i79/NSeE/G8u5NjeGL/fW9ruWMJOGK3Oi8SGzp8lBlFFDgLprfSJ6SeS8zAge7ay7So8w8fW+WlYWNZBnDcCgloZMWLh8Mh/tqubBuWmoRIEPd1YzPtzUa71WebuL1zeXkxluYm1ZEwX1tkP8fPpjqIrmjxf+2EoAONxedjXYGRNqYGe9jUSzrltwD4TSVhc/eXMr52SEs3hXFUuuzSUnrPf36bEiy1Dn9HL3sgJizDrWlTVxz+xk8pJCh+wYLkMGumkv4JIU3y4FhZ4owknhlGEgFgFf35CH19vxM99fcfLB9krunj2KNzaXc/uMJF5aX3bU7a/Pi+WPn++lzeHh8e9KePmSMcyIDuxep0oUaHF4uHRsJHq1xNaDLfx5bhpFjXYWLd5FoE49ZFEZjShwz/QE9KqOoR/taWF9FrkHa1X8ZloSsxODWFPeTLjx+A0Xtnl9NDg8RBs1lLe7iR3mYw/kPXPb1AQWvLqRn0+J45k1Zbx3VQ6TByAou8gI0nPbtAT++s1+bsiNYWzY8IyzCdWqeOCsVC58fRMRJg0L0sKG/BgeDCe1/YSCwolAEU4KpxT+Rju8XnnAgmRPbRsPLe9oue5PNAE8v6aUW6cm8Jfl+5ibGsrkqB/SJF3rPCcjnMI6G1pJICJAyy8X78KiU9Nod3d3/A0VgT0MOM1HqXsJUEtckNIxV29eQn8OVEPLirImHllRxE8nx3HfF3v5+qZJxBiGVzz5+57JDNZz3xkp/OHzPVw2NpLcYxBNALsb7fxjVREPzUvjz8v3cW5mBEa1RLJZx466diZZTUNiytng9vLrJbv4+ZR4Vuyv58P8Gu6NHl4/py5K0x/GIVqIsK1nf+A55BT+4rgcV0HhZEARTgoKfdDfaJGLsiP558oirhwfxXvbq9hQ2cbUqEPF0NL8I+ukGu3Hv9PreKESBTIiTKSEGpEkgcMbd6fHBfGESuTXS3bz9AVZxBhOnq+gXfV2HviqkF9OTeD5tWVcMS76mCJO6RYdy2+aRLpFz/T4IEqa7Vz19lZmJ4eQX93Kh1flEKkfvFgMVku8cdk44gI0XDMuCsMQmKP2RoPTS09HJlEfyiZXBvev85EZfD6SAM8knkVI++ZhOb6CwsnGyfOtpaBwGIW1bZhkmSanF5UoEKI/fi3O+dVtpIQaWXXjxO6U3+G4fDITosyMDzdw5fho4gOGx0/HX9w+mfXVbeREmNhVZyPGpMF6WDRHEBjWgumMCBOpYSb21rYx48X1h/w/lShwXpaVHVWtjI0M4OnVpUyOMRNjHHrPn2M5z1EWHf+7LpcxoQbOywgn8Rj9kSRBIM2sQ5ZlUi06rCYNsWYdS/Nr+M/l44ZENHWR1ml+mRioxen1sWJ/HZlmLdtrbYyyaDGqBp9oq7O7SbSkHPJvZwYV87AqifWVLt47V0PIwe2oD9tGQWGkoggnhZOSJrePC97YzJXjo1lX1sj4aDO/nhR73I7v8ckU1rUfNeUnARMjOop+Jwxx8e+xUGlz87MPdzAlPohPC2p5/bKxWA0/2AwcbHexuryZuckhfLqvntnxQYTrh/4r4GipsTGRgdwxM5l2l4dJsZZuN+y+yG+0d4yGkQRqbW6yD5/n1wsqZwm+so9xJFyLfv8b3DvpDH76qZ1Wp+eo+2lEgXGhHc8/xo/j+MsXRQ24vT7unZ3MrxbvYsXNk7D2c97HQmGzk3kvr+dnk+N5dk0pi6/NJTd88O/LGKOaJ4Q/8kl1NddOiOGaMZEs2VROSkgtN06M5c7vK/jihi8waFUnzQxDBYXhRBFOCiclFrXIQ/MzuPDVDVj0av50RsoJaS0fLgQBzs+KAGSq7G7MGmnQA2LjAzTcf2Yqt3y0kynxFiZGB1DY7CTVokWWocnp5f8+38uj+o7BvjmXjxsW4XQ0XttYjiQKZEaY+EueA6fUd02OF5n/bq1gTVkjwXo1eo2K587LwCAe/ToJPjd7nWH86u1CHszL4tXdLh4/P4P7Pi9klEVgRenQmZv6w5wECznWccSaNMxPCxsS0eSRQSWAF7qLt7ND9Nxz+ihe21jOoomx5EQY8PlgsEb4O+psPL+2lIfPyeC2JbvIiQrk4oxwzk0JJVSv5oKMcCyqE+PbpaBwIlDsXRVOSppcXl7ZUEZyiB6H28u3JY0neknd7Gt2sL/FSb3Dw7Y62zE9x08nx/PCugO8V1DLz5fs5rOiwZ9faZub2z/J57ezkymss/G/vfXMfXk9JW0uAOIDtcxNDaWowc65GeHEDtOojv7wdjuVH10JSwjcPDGOgpp2VhU3cu+s5H5FE4BPE0642EhOkI15i0Vq21yMcnzLR+epeT7yWe6ZcHwVeJBGRVKgFrUokGoe/Py28RJXFQAAIABJREFU9dVtPLXhAMVtLu77Zj9VnTVzO+rtfLi9kguyrJi0Kj7e28DHe+vwDfIXx/gwA18umsh5ycGs/Olk0iw6nF6ZaKOGeqeXxM4UtSjbUVW8i8Z9AHXdV2jatgz6XBUUTkaUiJPCSUmAWuTSsVFkzE7mYKsLnWpop7D1V/h9tG0WF9Tw4Y4qRoUaaLR7eOOSMQQO0O/nna0VLJoYxy0f7iQ11Mj0uMF3Q8UZVXy+KI9okwadSuStrRU8Mj+DBJMGWYY9jXZWlzbx9hXj+dWSXVw6JpKsHkONAbwySELHCBdREHod8XK0a5cSaqSwrt2/BauP3tHnReaZtaVMirMQrFdz/1eFvLJwNPp+QiiSo5TW9hbKXBZ0qhYqW1243S6iv5lLc+QF7GlW0RGrOTUxqiWeX1vGP1YVsXC0FV1npDLVouWZhdl8s6+Oh77ej0+W+ffCbAbbwCcJAjGdthGxBjVrqlq59eNdPDgvjV8t3sWSa3NJt+gQPa049n+MZ9Pf8bSVY5n9LELA+BEVKVZQAEU4KZykSILAFTkx1Na2DnnxsNfr4/lzM/ze9nCuHBvFM2tK2Vdv44sbJw5YNAFMTwpm+b5aUkONFDXY2FrdSqhBzZhQI9vr2kkK1B3DKI2OouRvypt56Ot9zEsN509f7SU3OpB4k4acMCOfXDuBCJ2KrxZNxKpXHXJTa3F7eXLdAc7PjGBHVSuBWhXnJAfRc3Rw17VzyzLL9tWTFWGiye7B4fYyNSaQBrePi9/ws7uqvQQCrH3+bwmBm3JjMKgltJJArd3Tr2gCcBnHoMqII8HWyOVjI9heZcNFLSCDIJ7QWXpDgUEtYtGraLC7sZq0aKWOa6IRRaYlhVDSYMPl9aGWBKICtfQuf4+dMaFGcmPMXPvONu6ZnUyyuSPi5NWEo0u5nKbl1yMZIhFD8vAooklhBKIIJ4VTisFEinoymHqM17dUMCrEQFqYid8uK+C9n4w7wmG6vzWIApw/OpJLM8PZWtVKgE7Nea9t4rrcGF7ecIAPrp7ApIjen6Pa4SFCp6La7qbd4yPKoKbW7kErCYTr1aQHG/j4mlyyQg1srm4jsrOzTgAiOutrInSqIyIBGlFApxKZ9/J6BATevmIc9HLT9Xp9OL0+Cmra+NXiXbi8Ph4/LwuPRya/xs9oE+AxT4Z+XobkHqmtYK3/X1cRJgt3nBbAnkY71+hKCar4lqqZn2MteZI58SLF9kOLv3t7vQ60u4g2qqlod2PRqoZ8TM6xUtbsYEp8EM8vzObPX+/rNhSFDquLT/JrePHibMqbHawobmBMmPHoJpYCiHjxISHIHuRebgs93dcL6218vreO0VYTb2w+yHkZ4aRa9KhclTRveADzjMdwlnyG9+DnCImLlIiTwohDEU4Kpww9I0VeWcblk9FLIjavD8NhhdXDWah62Wgrl2dbCdarKW91YtGqqLS5CderaHR60HhlXjw/s8da+r5zeL0+5sRZEASB++ak8PtO88UJfYimsjYXd35WwJ3Tk3h980Fmp4Tyrd3N5ooWZiaFcEl6GDEBWmICtHi9PqYOwGRTLXaYdLq9MkaNiFnXd9u8QSWSE2Wm3eVFqxJJDzUiChAyEDNLQaRf5TQIzGqJhAAdv/08gHb7xVRsl1l8xVNcaTJz5ZQjt+/5nqlyeJj78kZ+OyuJt7dVcENeHJekDd04k75w+jpmJprUIs1uX6/RzJkxgeRaAzCqRF67KBud+IOYbrK7+duZozCqJNw+GY8sd4umCrubSL2aarsbk1rEpJKoc3jYXraXWY43KQ+/jMim5RisE3FbTus+3uHu6zOSQrhzVjItDjeBWhXPritja0ULqWEmXpq/GKcUic56JrJoVESTwohEEU4KpxQ9b26azv/WMrxC6XDiAzSH3EzmpISybHcNZ6SGsruqjSxrADuqmmm0e34YduvzddRCC/RaE53faOdPX+3lrplJPPF9SZ/mi/GBWkKNWn73+R4ACnqMEtlV3coza0oAjmnIbovbx4qiej64Ood1ZU1sq2xhdLC+121b3T7e2FLOk+dnUdZkZ9meWjKmxJFwggrO+0IjCZi0KpbtcTIxVodT1vp1TSL1Kh6en86N728nJdTInMTj47D+zu4aihtsTE0I4sX1B3hmQSbB2sPjRQLGzpo/gyiwpqqVu5bm88CZafxyyS4+unoCqWYJjSig6YwY1jg8nPPqRu6amcSHO6tZmG3lysxwPLLMnjoXmc5KQnbPw6XSIVnfZW+jnUSzji217UywGg+xmNhR2YpWJeL0+Lofu/BoMsDrw6PuOwWroHCqowgnhVOKZpeX4hYH2aFGtta2MzrE0OdMtqPh7+DXrptsebubGKOa8vaOyJJe+sGvaH+9jVumxPPPlUUEG9RkWgNY1aNLbm+TnaUFtVyWbeW/2yq5dHTEEXVbo8xaPrthIqOD9ZydFtanmWat3TNsQ3aDNBKPz0/HKInkRpiQjnJdTSqRR+enE6gWcXk7IhsioBKHLp06FNQ7PNS0u1j508n849siqtvdRBn6r5mrtLl5Zk0JOdGB7KhqZe3BZuYnBtPq9lJr9xAfoKG41cWoIRaKk2PN/Hl5Ic+sKeXJ87MIOkI0HUlWiIGUUCM/eWsL98weRULAkecXoVfxl7lp3PDedhKC9JyRFIwsQ7BWwhJgpt04lYD6VciWNEqcgVzy/hYuHG3l/e1VPLog84jn6xJLPUWTgsKPBUU4KZxS5DfYuPiNzdyQF8urG8v56saJh7R4V9vdhOlVNDm9qEWRgF7GUAxk8Ovz52awt8nOWS+t59FzM3no6308ck4Gs3t0wU2MtbCurIlos47aztb/YIOaBlvnaBUZ9tS1M/uF9VybF9Nr+kIlCN3RncM73Xpi8mOshiQKWDtvnrIgI8j+C0tjp6DU9SMsS1qdODw+MGooanYwIbwjLSP64N8LMpDlLvfurjDbkRyPKGFyoJZXOzvxnpiffkRKty+CtSp+Mz2JvMgAdte1YzV1CKRVB5r545d7uWliHH9fuZ+VN08e0ll7FS1O7G4vBo1EQU0b7aOCMfXh/i0IoG7ZRLFzFCuLGkgK1vPBjkouSA87xPW8oMmOVpLYVdPGbdMTeXp1CRsOtnBOUjCVNg9GoZ1XKrMYn/kFTlsDVft95EQH8vzaMl64ZAyPfVc0ZOenoDASUISTwilFrjWAhaOtPL+2jAfnpZFm0XfenKHR5eWKd7ZxQ14s35c2MiYygFtyonsVKgOJ2iQGaLh39ihu/mAHZ4wKJeew+qOyJjsXjLaSEmrEolcjy9Di6HCpVokCBfU26tud3DgpjsW7Krk069jTGEZ1/xGIW6cmYHN5KWtz8drmchblRBMxhGM+BEFgeVEDT3xXzKT4IPbWtvHBFTmEdEZHPEdEIU5soUtXJ56/ogk6CuXPiu8Qx1OjArv/fWa8hXCjlvu+2MsLF2UP+YBiGXjivCxGR5hYtqe2z+08Mhg8VTR/cxOWzAf4+4wwzoqFz5sSMfeIUtl8Mn/4Yi8WvYbKFgdjo8y8dWUOYXo1e5sdJAVqCU7PRGus55p3dyEK8NxFCbyxrZArc6L5/acF3HdmKs+vLR3S81RQOJU5OdpEFBT8ZENVGx/vquaumUn86cu9FDT94AIdpJF4+JwMXtlUTlWrk4uzIhFFEUn64Y9GI6FWi6j8TO9JkkCt08e3xQ1cNjaK70sb2H2Y6WVRvY3n1pTyyoYDPP19CU99X4yn0+TR45MRRShptPPwN/uYEh+MtxclJwiwqaadBqeHPU0O9rc4jvka+WR4f3sl055bQ2GdbdDO0YcjyzIXZITjBRbvquZvZ6d3i6aRzpqDLeyoamVuaih/Xl5IebtrSJ//9DgzF6SEkmrW8euJMb1Gm6psbu5dXki+PYj2cX8lZN21nFv1a0JDk/n51MRDug8NosADZ6Xxv93VbK9s5bKxkVz3zlbWlDUx54X17G5wYJAEGh3yD+8TGf57+VgenJPMUxeO5uxRIUN6jgoKpzpKxEnhlCI71MCnN+SRFaRnbmoYyT1SEjafzMsbywFocXq4/O3enYtTw0zMSg7pFjd9kRJq5ObFu7sLsI1aFe9fnUtEL2NKbK4OQ0XXYeknSRBwe31Ut7kw61RUtzqx9OLP1Ojyct+Xewg2aNhZ1crNk+K4ZUL0MQVr6tpdhBjV7KuzkRJqIEAztB9zQRD4cHc1Fp2KBRnh3LZkN8uuyyV4wL5Tpx4ZIQY+vCaHzGADm2vaBh3Jq3F4CNFKtLp9CIBZI3ULmL78l/QqEVmGpZu3cEPjPWhSr8Jz8BvsxR/jNv6cddVtTIwwIQDtXpkHl+9jdlIINTYnH+2s5DfTErnn0wLumJ5Edqgep8dHVauT967Koc3ppbLVSUqSDpUoMDMq0O96QAWFHwuKcFI4pTCpRLKC9NQ5PCQEaPHJckcrtl6NXiX6nYKLs/RdR9SFIAh4ZfmQ55tkNQ2oNkdGpsXh5ZoJMRg1EpIg9BoBsqgl7j8zlXNe2YhZp+KiLOsxiSZBgIQgPQeb7Tx1/mju/bSAK8dGEW8aOhNRWZY5NzWMOUkhRBjVXD0++kchmgBijJruwv7pPVJ4x0Kz28v1H+zgkuxItle1EGvRc9vE2H7tKtWigFmn4vFNbk476xHi4nJwRV/L+wXt7Ny9lfzqNj68KocInQqjJHDPrGQiDGpsHi+VNjeX/mczF4228vSaEuanhzI62MAvcmNQix0tnx4ffkdkFRR+jCjCSeGUwws8tqaj5iLMpGX9gUZeOH80AQP4ZVzaaPNLYKWEDm66vE8GrSRy66RYlhTUMispuFcjxxaPjzuWFnB9bgybDzbz1vYKfj0xdsDiSZbhuTWlnJ8VQW6EifevGIdpkBGDepeXEI1EvdNDgLqjzT2yR21P5lGK2RX6xqyWuHtmEpf+dwsBWhVfLsrzy+O7welhT207i6/J5Y0tB5lvVjE2fBxvf7KB4sYa/nd9LhE6FQ6fjFYUyA7pen1UBGlVvHvlePKsAVyVE93dvanuFkoCJ4nPp4LCSYsinBROOSTgugkxzPr3WtxemWU35GGQTt5fyD/JCsfj8XHjuMg+DQEDVSL/vnA00SYN9Q43KkE4QjSVN9kx9L77ITTa3Ww62AwwaNFUZfdw2Vtb+P3po3h3eyXnZERwYYpS89Ib/qS02jxe9IJAi8cHPpmPd1cTFail3uZm7YFmEjLC+50tF2PU8OIFWehEgftmJWFUCbydX0uEScOvZyTxn00HEXNj+LSghslxQZwZ/0MHqFkjMaXTFPW0AZijnkwWEwoKJxpFOCmccnhkmS/31aFViQTrJT7aWUX69EQCj3Mthr83ky6x1J+Lcpqlw1bBZDrSG2hvs4Mr3t7Kq5eOPa43sXC9xM2T47j6nW3EB+m5/4yUIXnekcZALC5um5rALR/u4KkLRjMjMZhfT4mnss3VMVTZT/2v69EpKMsQa9azIMvK1IQg9tS08feVReyuauHS7Mhe999S2064QYPD68Ph8ZIV3LckH+xsRwWFkYYinBROOVSCwOiIAD68KgeDWmJfg31AreaHMy0xmO+KG7giJ5qPdlSREW5ie2XLUfc53jeTOJOGhdmRzH1xPdfnxbD4qhwC+7EmGIrjNjq8fLOvnlCjhooWB/sbbEQbzIN+3pGIv/V1//qumPNHW0my6MgONSDLkNyj5u5YXjeNJPDg1/v46zf7mJYQjAC4vTLuXp7L5vXx9NpSKpodNDvcnJUaTtqMBFRHSRQqgkhB4QcU4aRwSjI9+ofC3JQeBpgD5bJxUdS0OXn+4jF8WlDDP87N5NOCaqYnJfD1vrpe92lweahqd5Ni1lHQ5GB0sH6I588fSbXNzTf76gk2qHl/exWXZUeSHeJP4m5waCSRKfFB3H9GChsqWo46v07Bf5bsrmbJ7uoj/v1YRuUAhBs0hBs1lDTaSQw2cMXYKJbtqaHO7j5iW4Mkcsf0JGY9vxa1JHD9hJijiqYuXD6Z7XU2xoUZ2V7XTkKgdkCDlxUURgrKu15hRKISBTL6GJSbEmokPkhPdmQAAjIqUeSn728n1qwjxKAhv6YNi76jc6q43nbE/pur2vjZhzu5IS+GF9cf4JubJxFvHLqutd7QqSQuHxfFBelhfLK31i8jzKEgQC1y47goZFkmJiVEGdo6BBTWtQ/5yJzdde1MjDXz+AWjuf+LPVw/IYaf58aglYQjXjO7T+a+L/dy+dhI6m1unl1Xyl9OT0bqRzyVtbm45L+buSQ7kje3HuTdK3MGVCeloDBSUISTwogkI8JEapip15qTwrp2CuvaAYixGGi0NSMI4JVlJFFAFAQ8vo5f/J5elMK0GDNjIgN4/LsSnluYPeyiCTpmjd0zJ4Xa2lauy47sdks/HnQd63iKJhkoanWSHKChqNVFtEGNVvET6pMz4y3EmnX8bUURj5+fxT2fFvD700f1OqS5we7mj2ekEK5TUdHuptnp4ZN9jUQFammwu0gJMpDUywy+FLOW+89M5a6l+ZyfGU5eL0OoFRR+DCjCSWFEkRpmYmpCME12Nz5ZptXpoaTB3uf2MxJDEEWR5y8aw/LCWsZGBVDaYCMyUMeu6tZD7Ai6Cq6/P9jMlooWbsiL5a6l+eTcOHFIfZL643iKphPFvhYnp/97HQ+dncaDy/fx0sVjmBqlRDf6QhIEIvRq1JLA9GfWcGZKCOG9GLXKgsxrWyvYerCFlFAjGw82szA7kv9uLkcGihtsvPmT8b0Kp8JmJ7/7rIDfnZ7MY9+VsK6yjWnKa6LwI0T5CacwYvB6fTwwZxRbK5q5JNtKm8vL+VlWAnV9/z5YVVxPZriRJ78vJs6i5+X1BwgyqFmxv47UMBPX5HQUYv9u9ij+MCsZr9fHuDATi6+ZwP2zknj3yvHEGJW6n6Emxazlj2ekcOcn+cxMCiYvUolu9Ifd66OmzYVaEqizuXF4exntIwtclxPNhoPNvLjhAH87O50Gm5PZo0LZW9tOtjWAMeG9e5clBmj4fNFEfpkXw9LrchkXNjiPMwWFUxUl4qQwoghSiyzMsnLRfzYTatQQZ9F3D9ztiz/MTOLeaYkA/HZqAu1eH0ZJpNzm4s6l+RTUtFNvc/PBVTlE6VWE6Dr+AOQoN49hYV+zk3+sKmJeahif5NewKC+WiX3UrCl04PT4GB9t5tkLsnhh/QGcXh9uWabJ6SVMp6LO6SVEK/L29iosOhVjrAH8bcU+FmRZ+cuXhdw2PZGvCutYd7CFuQlBRzy/JAhkdZqdKqanCj9mFOGkMKJo9/jYVd2KUSPR6vSgU0loVSJOT99dSl6v3N3FVNLq4rr3t/P3+ek89l0xC7Mj+cVHO5kSbyFhEN17CgMjyqDm+YWjmRwdyMaqNuXa+8Eos44nLsiiudHGH2clIQFfljbx7JpSfn5aPHcvLWDxNRM4OzWUc9PCCNRKlLU4iTRpOP2mSXh9MteOiyRE6ZRTUDgqyidEYWQhQ0SAluU3TeLNbRUD3t1qUDEvLZQFr25kfFQgG8ubeOuK8Tyyqohdde3MiB7cfDIF/zCoRGbGdPhFTT1FOrf8NSbtzyTzWHF4fQhODyDT7PIRrJEYZzXR7vJy5VtbeXBuGlEGFVKP1LK1lyHFTq+PNVWt5EaY2FrTTqJZR+hR0t0KCj82lE+DwogiUCNxx6Q4JElka0UzGw60HDXadDhNTi/bKloJ1KmIteg5L9NKboQRy9w0xoYoUQ+F3unPEFWSBBZ9vIu9tW3kVw+9cBIEgbd311BQ2870hCCeXVPKaxdnU9RoJ7+2jWizlmUFNcxPCSWqn5q8A21urnlnG2elhPLxrmrevzqHUOupIV4VFI4HinBSGLE02j3Y3d4B7SMKkBdr4dFzMvhifz3/+nY/MxND+M/mct67cgJxRqWfQqF3jm5aKSJ0zlPpy18Mjn1UjizLzEgI4uEV+3llwwGeX5hNsFaFRafisQWZTI+3sKywHqO6//fvKLOWP5w+iruXFbAgI5wJEYpoUlDoiSKcFBR6EK5Xc/vkWJDhwvQwdlS1Ut7i5NapSTy9ppQ/zk4a1HgXhR8nwz2iRxBge3UbLQ4PFr2aFcX1nJ5gIc2iJz1IjyzDddkRfnlx7Wtx8ofP9/Lns1J5ZFUR6ytbmBalpKgVFLpQhJPCiMXfmpOvGgrJNcfwVV0hEy1xRKs6bhLfH2jGGqDl0VVFeH0yL148BoM03MNVFEYqwznvzSvz/+3de3zU9Z3v8ddvbkkm9xtJCRdJTEK4iCFAsAW0iiIHSrtIhcJKoUoVPd0e5XgquJZFcZcV+7A9PirSXbeYilqsriBBq3Dq9XAVKlpCiEXuAiH3ZCZz/e0fYJYUlEFNfkPm/Xw85jEkmcsnX2Yy79/3+/19v3gCIf5h7ACSnHaafaGOxVsj3WT6MwXJcWycN4ritHiuyc+gz1kLvLYGwyQ5bHhDYeyGgcum94PEHgUn6ZEiPcI/FGjg795aRZzNQa2vlT+M/WFHcCrNTaLFf3opA4fNoNEbIBgGhzqcopTJR/XtFKbGcaDFT2a8I2YmNduAsf3TmPDUduo8Ad66fTQZri/3uxsGFKfGgwlFZ53N2OAPseDVvdwyvA87jjTRK8nFnCtytQ2PxBx9BEiPFQqFL3jJsiXynT6DqWk5xY29BzIgPqPj/lnxDvyBME/fPIyXbhlOU3uAkD4lotYxb5Bpz+xk2XsHuemZnbx7pMnqkrpNGPjNtiN887J0bhvZl4WvVeP5mnu4Ul02JhRlM+PZXazYcpAReakKTRKTYuNwTORzfNxex+8P7OLZsbO49/1X2JtfS5k7DwCHYfCDwb04PTpnUJaThMPQ0ES06p3g5P9+dzC3PP9nBuckMX5AxoXv1EPYgDtG9iEzzU3Q66fWG2B3rYehWW5qGrxku53kfcU9Ff0hk8NN7cQ5bPhDYU55/HCevfBEejoFJ4lpQxJy2HjdHeTakqm8+jZy7J3PILKfFZQUmqLbMU+ABev3MHt4Hi/vOcH/O1DPlIJMq8vqNnmJLrLTEqgNBGm227jzPz9iVN80/lhTy6+/N4S8AV8tOAXCJmETXp07kqraNjz+EKe3Y9b7QmKLgpPENNOEXNvpsJRr12nXl7JvuJ08ffMwSjIS+OHwPLLcsbuHYG+3k3+eWMwPf/8BQ3KTGNcv7Ss/ZrLTzoKr+mEHStLjsZ3piRWJNZrjJCI9gsHpvQMT7DaGZLrPuyp2rDjmDfIPa//Cz64poMETZOMn9V/L49rPXNsMA4UmiVUR9ThVVlayevVq9u7dS1tbG9XV1V1dl0jUCJgmTsPouI4lJ7wB3jrYyI2XZ/L6X+v5Vt9UvhHDPTmXijy3g3U/HEFBShxTSnqREW+/8J1EJCIR9TilpKQwc+ZMFi1a1NX1iESVmqZ27n5tH/tb/fzvP9ZQ1eC1uqRu1egLsXRTDRNX7eCBP1bT6AtaXZJEwDRhYFo8TpvB5SlxX3ppAhE5V0TBaezYsUyePJm+fft2dT0iUSXZZedUq59vPvH/2V/fRrIrto7c+yW7mDIoh4/rPEwq6UX/lDirSxIRsZTmOIl8AZthYLOdPoK324wzczu6z6FWPw3+EI3+EFXHWy54+1PtQRr9IXyhMMc8ga/8/DWN7azdc4LnZ5ay8eNTVDe0f+XHlOgVMk0afKf3d2zwX9w+jyKxotv6bzMzz93+IjtbZzH9LbVJZ1a3x6EjjSTFO9jxv8byL5tq8J6pafexZnKT42gPhmjzhyjpgo1Q23xB/vXVauyGgcNu0NweZPWs4STFnf9t6w+GeXDdX2hqD9AvPYG399fz8tyRZLi//Gno12Un895PxlCQmUhZv3TyM90dm9VGC6tfI9Hmq7THH3Yf4982H+SuMQNYsO4vrPvRqC55bXcnvT46U3uc62LbxDDNyNd+3bp1K7Nnz/5Sk8Pr6loJh//7qbKzk6mtvfARdCxRm3QWLe3hN01choHPNIkzDNpNk7kvfURWoovm9iDZiS6WjS/E0QV54uMWH2NWbMY0YdtPx9L/ApN8P2nxc/VvtuALhtnwo5GUZSd+/UVFkWh5jUSLr9oex70BZv3+Az460cri8YXMK+2N8xLej06vj87UHuc6X5vYbMZ5O3s6ft7VRYlc6lxneljizlzHGwaLrytkzQef8kbNKX7yzf5dEpr8YZP/2H6EgowEirITeeK9T/CFP/84J4TJazW1xDls9EuLZ/Wuo7QGu25jWel5jrb42d/gJcPt5N0D9dTpZACRc0Q0VBcKhQgGgwQCp+dM+Hw+AJxOJzabspfEFm/Y5JfvHqA0L4XW9iBPbT/Cz68e8LWvLO6yGXx/aC63jeiDzYCWEMR9wdG/HYPhvVN5cdZwklx29jd4SdSOxHIR4h02Hp5QxLUDMnl570lc9ku3t0mkq0QUnNauXcvChQs7vr7iiisAqKiooLy8vGsqE4lSCTaD28v7ku12EgibtPpDXbIdS9A0GZrlxmEY+MMmeTkpnbqUm/whWgMhctxOjnoC9E90UZ77393L+ToDTi7S4IwEBp/Zf27+8N7axFfkPCIKTlOnTmXq1KldXYvIJaO0i+cOmcAf9tZimlCQ6Wb93pMsnTiw4+eGAev2nWLN7mNMH9abtXtOsGLKINwOG267epl6sqZAiEZfkD6JLg62+slP7pqArNAkcn76CysShQygX2oC926oYsrTO7gsLYGksxYxNE34H0VZeAIh9jd4GZKbTE29l59U7tW8lB7ujf0NzHnhQ/5t1zEmrdrB8Xb9f4t0JwUnkSjlsBsYGJgmuBw2DMPAGwqz5XgrQeDVj+vYX+chy+3kd+8f5XsV7/Ot/umkxtginbFmfH4GwbDJ4jdqeOw7g8iN16rgIt1J7ziRKGQC1bWtPHhDIUVZiby85yTN7QEOtfj5wXO7+E5JLzISXfz794ebTNxlAAAOWUlEQVThshv4Q2GcdoPaNj+BsIlDk3p7rHcONXKw0cu4/Az+9U9/5coZwy56Q2NPKIzbbsMbNkm4hJcbELGCgpNIFDKAGYN7AeA0bJTlJpGVFMfA9Hjuu6aAn7++jxlXfoOr+6ay6UADD08opiwvhT98eBxfKEyC5jn1WEN7JfLSLcO5PD2B3SfbyLrIHqddtW08ufUQd48ZwJJNNSy9vogCnUggEjH9dRWJUk7DhtM4/RaNP7PsR1VDOw9tquGhCUWs23OS7cdbmXBZGj8Y3ItB6QncP24AadrQtUe7LDmOEb2SSHPaGZeXct4zOg+1+tl9ykOTP8SW4y2cPc872+3kYKOXq1duIcvtIlNDfSIXRe8YkUtIYWocG28rpyQ9nmsuy6BfShxgdCzAqdlNYhiw/Wgz/+fVKq7Oz6T6ZCsv/f1wcs4EpEDIpNUXxG4zaGoPEAiF0StHJHLqcRK5hNgNg4Fp8ZgmFKXFE6/5KfI3TPP0BPJst4vKqpMsnVDcEZoA2gIhri3IYvOdV9ErKQ6PVpcXuSgKTiIiPYhhwIaPT2G3GSwYl8//XPsXTp61ZMGQTDc/v3oA/RNdLBt/Of27aB0okZ5KQ3UiIj2IacIN+RmU56XSJ8nF9wb1otffzGP6bF5UV6x4L9LTqcdJRCTK2O22iC6fJzPOQX5KHC6bQVaCg521bQRN2H6iFf8XbBQtIhemHicRkShit9u4fX0V+2pbz/vzsrxU0hKc+EJhbrmyNwUXGGqrrvfy/Wd2Mqs0jzW7P+X1H42iMFXDcyJflnqcRESizL7aVj78tOWcy4F6L6kJTtbtOUGbP8R3K97n5AW22BmZm8R3SnJYteMIi8cXUpQW/7m39Z3ZoM6nXimRz6XgJCJyiWjxBWn0BgiETCp2HOHx7w6mV9wXDxxsPdbKa/tquf/ay/nHP1azr9F73tvVNLUzf10VNc0+7n6tmg/rPF3xK4hc8jRUJyJyiUiOc5CW4KTe4+eqfmk8tLGGwTOuPGfy99mG9XKzYc5IBqbHM/7yLPLPrBLubP8YwkHCrmzs3gNkxA0DTMas2MyovqlkaGFMkfPSO0NE5BLxWY/T7Vf1p9EbYEpJDlnxX7x4ZZLDTkn66dsMSj89TGcYJqFD62irfg5n5hCa7b04XFCELxjGMMAfNNHqTiLnp+AkInIJeXrHEQCGfiOZR8YXEgpdfMQJmQYJBTOoa7VxysjF0+ta1n9YS2Kcg/uvK2R/nYdmXwgSv+7qRS59Ck4iIjGkpqmd3SdbKUl3UpPy92w53ERvXwNHGoPUef2M7pfOIzcU4rS6UJEopeAkIhIDWgIh/trkIzvRyYa9tbzgC5LosuMLhSnrk8Of3q3itvK+/NMb+/hW/zSKUz//7DuRWKaz6kREYkBVvZfJq7bz5LZDlOal8qe/1rG+6iRjB2RystXPvdcUMKx3CvePLyTBqY8Gkc+jHicRkShTlJ30tdzmbGU5Sfzgyt7sONxMfmaA/Aw3NpvBn481M3VIDkebfdxXuZd/mVhM/0QXppZyEjkvBScRkSgSCoVZObkk4ttG6v0TrTz/50/5yZj+gMHUK3JJSjA4Wh+kzhPgsbf3c8+4AdyzvoqyH5fTL9H1JX8DkZ5NwUlEJMp8mTPlLmRwlpsNPxrB+949tLe5+c3Rd0lxJjDKUcaYvtncPS6fiZdncG1+Jv2T1OMk8nkUnEREYkCi3cbQDDf+tlxOucIcPDWEPungaTTIc7uYNbgXTsMgJx6FJpEvoBmAIiIxpCyxD6mhdK7v049JucVkul3E2Q2chmF1aSKXBPU4iYjEmNG5yR3/HjAkRz1MIhdBPU4iIjFMoUnk4ig4iYiIiERIwUlEJArY7baOS1vYxGY3CBnQHjY7/UxErKU5TiIiFrPbbdy+vop9ta0MzU2mwRvgqv4ZHG704rAZHGnycqDBS1F2Eisnl3TJcgUiEhkFJxGRKLCvtpUPP23hUIOXRdcV8rPKKhw2g599+3KS4x28suek1SWKCBqqExGJKpmJLj6p9+A6MyxnGLD1YIPFVYnIZ9TjJCISRVx2Gw6bwd3j8gmGwzR5AwzKSeat/fVWlyYiqMdJRCSq7D3Zit1m0OYPEgiFiXPaONbss7osETlDPU4iIlHmV+98QqbbRZ3H33EtItFBPU4iIlHos7Ck0CQSXRScRERERCKk4CQiIiISIc1xEhGJAkXZSV/LbUSkayk4iYhYLBQKs3JyScS3FRHrKDiJiEQBBSKRS4PmOImIiIhESMFJREREJEIKTiIiIiIRUnASERERiZCCk4iIiEiEFJxEREREIqTgJCIiIhIhBScRERGRCCk4iYiIiERIwUlEREQkQgpOIiIiIhFScBIRERGJkIKTiIiISIQUnEREREQipOAkIiIiEiEFJxEREZEIObrriWw2I6LvxTq1SWdqj87UHudSm3Sm9uhM7dGZ2uNcf9smF2ojwzRNsysLEhEREekpNFQnIiIiEiEFJxEREZEIKTiJiIiIREjBSURERCRCCk4iIiIiEVJwEhEREYmQgpOIiIhIhBScRERERCKk4CQiIiISIQUnERERkQh1a3CqrKxk5syZDB8+nOLi4u586qi0fPlyJk2axPDhwxkzZgyLFi2ioaHB6rIs9cQTTzB+/HjKysooLy/n1ltvpaqqyuqyosZdd91FcXExW7dutboUSzz++OOUlJRQWlracbnnnnusLsty27ZtY+bMmZSWljJq1Cjmz59vdUmWmTRpUqfXx7BhwyguLuaNN96wujTLnDp1igULFnDVVVcxYsQIZsyYwfbt260uyzKNjY0sWrSIMWPGUFpayvz58zl+/HjE9++2TX4BUlJSmDlzJu3t7dx///3d+dRRyW63s3z5cgoLC2lububee+9l4cKFPPnkk1aXZpmJEycya9YsUlNT8fv9PPPMM8ybN4+3334bmy22O0hffvll2tvbrS7DciNGjOB3v/ud1WVEje3btzN//nwWL17MDTfcgM1mY+/evVaXZZnKyspOX1dUVPDrX/+acePGWVSR9ZYsWUJjYyOVlZWkpqby9NNP8+Mf/5i33nqLlJQUq8vrdvfddx8AGzZswG6388ADD3DHHXfw0ksvRfQ5062fRGPHjmXy5Mn07du3O582at1zzz0MGjQIp9NJZmYmt9xyC9u2bbO6LEsNGDCA1NTUjq9tNhu1tbW0tLRYWJX1jh8/zi9/+Useeughq0uRKPOLX/yCm2++mSlTphAfH4/L5eKKK66wuqyo8dxzzzFt2jTi4uKsLsUyBw8e5MYbbyQjIwO73c706dPxeDwcOnTI6tK6ncfj4c033+Suu+4iJSWFxMREfvrTn1JVVcXOnTsjeozYPoSPMps3b2bgwIFWl2G5N998kxEjRjB06FCWLVvG3LlzO4WpWGOaJosWLWL+/Pn07t3b6nIs99FHHzF69Gi+/e1vs2DBAg4fPmx1SZbxeDx88MEHAEydOpXy8nKmT5/O5s2bLa4sOmzevJkDBw4wY8YMq0ux1Lx583j99depra0lEAiwevVqLrvsMoqKiqwurduZptnp+ux/79mzJ6LHUHCKEhs2bOCFF17QECZwzTXXsGPHDrZu3cp9991HaWmp1SVZ6tlnn8U0TaZPn251KZabMGEC69evZ/PmzTz//PPY7Xbmzp1LW1ub1aVZorm5mXA4zCuvvMLSpUt59913uemmm7jjjjtiOlB+5rnnnmPs2LExP8pRWlqKw+FgzJgxDBs2jFWrVrFs2TJcLpfVpXW7xMRERo8ezeOPP05DQwMtLS089thjGIYR8d8RBacoUFlZyeLFi1mxYgWDBw+2upyokZaWxuzZs1m0aBE1NTVWl2OJQ4cOsWLFCpYuXWp1KVGhqKiIvLw8DMMgJyeHhx9+mNraWnbt2mV1aZZITEwE4KabbuoY9r/55pvp06cP77zzjsXVWevEiRNs2rSJmTNnWl2KpcLhMHPmzCE3N5dt27axe/duHnzwQebNm0d1dbXV5Vli+fLlpKamMmXKlI4TtNxuN+np6RHdX8HJYi+88AJLlizhySefZPTo0VaXE3XC4TDBYJCDBw9aXYolduzYQWNjY8cwTHl5OQB33nknixcvtrg66xmGgWEYnbrdY0lycvJ5e1MMw7CgmuiyZs0acnNzY3pSOEBTUxOHDx9m9uzZpKam4nA4GD9+PH379uW9996zujxLZGdn8+ijj/LOO+/w9ttvM3r0aNra2hg1alRE9+/W4BQKhfD5fAQCAQB8Ph8+n49wONydZUSNiooKHn30UZ566inKysqsLicqVFRUUFtbC0B9fT1LlizB5XJx5ZVXWlyZNSZOnMjGjRtZu3ZtxwVg6dKlMXka/oYNG6ivrwegrq6OBx54gIyMjJgezp01axYvvvgi1dXVhEIhXnzxRY4ePRrTgSEYDLJmzRqmT58e82fjpqenU1BQwOrVq2ltbSUcDrNp0yZqampidoRj//791NfXY5omNTU1LFy4kGnTppGfnx/R/bt1OYK1a9eycOHCjq8/O/OjoqKi40g6ljz88MM4HA5mz57d6fuVlZUxOwl4y5YtrFy5kra2NpKSkhg6dCirVq0iKyvL6tIskZCQQEJCwjnfz8jIiMkJ8+vWrePBBx/E6/WSkpLCyJEj+e1vf0tSUpLVpVlmzpw5tLW1ceutt+LxeCgsLGTlypX06dPH6tIss2nTJhobG5k2bZrVpUSFJ554gkceeYTrr78en89HXl4eixcvjsnPXYCdO3fyq1/9iubmZjIzM5k6depFrX1mmLHaxy0iIiJykWK7D1NERETkIig4iYiIiERIwUlEREQkQgpOIiIiIhFScBIRERGJkIKTiIiISIQUnEREREQipOAkIiIiEiEFJxEREZEI/RdASoaudHMBnAAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"FHthGgrgJ4oh","colab":{"base_uri":"https://localhost:8080/","height":669},"executionInfo":{"status":"ok","timestamp":1611964896630,"user_tz":480,"elapsed":347,"user":{"displayName":"Khyati Mahajan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiHsg_zIo2Ussk1BQL8PN1UYJ1wnW_-Z_5WfVD33Q=s64","userId":"13971491512786938681"}},"outputId":"df982bc1-5a28-4b67-a478-eb9e0f099a74"},"source":["test_df[(test_df['k-means-clusters']==2) & (test_df['correct']==False)].head(20)"],"execution_count":166,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>label</th>\n","      <th>label_pred</th>\n","      <th>correct</th>\n","      <th>k-means-clusters</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>17</th>\n","      <td>mala_sent_18</td>\n","      <td>@Vyas Deep ningal enthinod enthineyanu connect...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>mala_sent_41</td>\n","      <td>myree anu ee nattil kundanmare valaran anuvath...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>48</th>\n","      <td>mala_sent_49</td>\n","      <td>@Salman Faris Pakshe manassilaayikkollum eppoo...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>55</th>\n","      <td>mala_sent_56</td>\n","      <td>Sahajeevikale avarde vishamathakalum budhimutt...</td>\n","      <td>Hope_speech</td>\n","      <td>Non_hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>68</th>\n","      <td>mala_sent_69</td>\n","      <td>@anees hamza ningale paranjittu karyamilla..nN...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>75</th>\n","      <td>mala_sent_76</td>\n","      <td>Ente makanum ithupole nalla arivum attitude um...</td>\n","      <td>Hope_speech</td>\n","      <td>Non_hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>109</th>\n","      <td>mala_sent_110</td>\n","      <td>Avarea avarude vazhiku vidu.enthallam karyagal...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>154</th>\n","      <td>mala_sent_155</td>\n","      <td>Ayooo yathe plz sahikan pattunilla eniku eniku...</td>\n","      <td>Hope_speech</td>\n","      <td>Non_hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>214</th>\n","      <td>mala_sent_215</td>\n","      <td>Nchangalude evde edupolethey case undaayirunnu...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>228</th>\n","      <td>mala_sent_229</td>\n","      <td>Eth vichitra logam onnum alla...  ee manushar ...</td>\n","      <td>Hope_speech</td>\n","      <td>Non_hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>280</th>\n","      <td>mala_sent_281</td>\n","      <td>Ethra genuine ayitt samsarikkunnu.. Real human...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>286</th>\n","      <td>mala_sent_287</td>\n","      <td>Lesbianum gayum akunnathu janmana anu maashe. ...</td>\n","      <td>Hope_speech</td>\n","      <td>Non_hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>318</th>\n","      <td>mala_sent_319</td>\n","      <td>Eallarukkum  avaravarude ishttangal undakum  e...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>366</th>\n","      <td>mala_sent_367</td>\n","      <td>Ellarum engane ayal pinne nammalokke undavumay...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>385</th>\n","      <td>mala_sent_386</td>\n","      <td>Aa karuppu valley uduppitta ayyale kannu kitta...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>422</th>\n","      <td>mala_sent_423</td>\n","      <td>Sir nallam para.nju manasilakki tharunnu thank...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>552</th>\n","      <td>mala_sent_553</td>\n","      <td>Ennu maarum namude ee naatukarde dhushichaa ma...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>572</th>\n","      <td>mala_sent_573</td>\n","      <td>Ningal vere level namml vijaricha eee lokham m...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>573</th>\n","      <td>mala_sent_574</td>\n","      <td>Swavarga rathi thett allaayirikkaam. But njn e...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>578</th>\n","      <td>mala_sent_579</td>\n","      <td>Feminism enna vishayathe pattiyulla aswin chet...</td>\n","      <td>Non_hope_speech</td>\n","      <td>Hope_speech</td>\n","      <td>False</td>\n","      <td>2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                id  ... k-means-clusters\n","17    mala_sent_18  ...                2\n","40    mala_sent_41  ...                2\n","48    mala_sent_49  ...                2\n","55    mala_sent_56  ...                2\n","68    mala_sent_69  ...                2\n","75    mala_sent_76  ...                2\n","109  mala_sent_110  ...                2\n","154  mala_sent_155  ...                2\n","214  mala_sent_215  ...                2\n","228  mala_sent_229  ...                2\n","280  mala_sent_281  ...                2\n","286  mala_sent_287  ...                2\n","318  mala_sent_319  ...                2\n","366  mala_sent_367  ...                2\n","385  mala_sent_386  ...                2\n","422  mala_sent_423  ...                2\n","552  mala_sent_553  ...                2\n","572  mala_sent_573  ...                2\n","573  mala_sent_574  ...                2\n","578  mala_sent_579  ...                2\n","\n","[20 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":166}]},{"cell_type":"code","metadata":{"id":"8-Qq98EakB1p"},"source":[""],"execution_count":null,"outputs":[]}]}