{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Plot_Disease_Embedding.ipynb","provenance":[],"toc_visible":true,"authorship_tag":"ABX9TyNmUIqyz5pOCEqfvF+sibOF"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"oxL55ju6VZzq","colab_type":"text"},"source":["Conexión a Google Drive"]},{"cell_type":"code","metadata":{"id":"tl5An7A6VPJl","colab_type":"code","outputId":"2b44663d-a1c7-4b62-eb9f-fa29b2e8415a","executionInfo":{"status":"ok","timestamp":1587892414935,"user_tz":-120,"elapsed":20607,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":129}},"source":["from google.colab import drive\n","drive.mount('/content/gdrive')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"xLXapGdtVWwN","colab_type":"text"},"source":["Carga de librerías"]},{"cell_type":"code","metadata":{"id":"QOQVV8OsVYhD","colab_type":"code","colab":{}},"source":["import gensim\n","from gensim.models import Word2Vec\n","from sklearn.decomposition import PCA\n","from matplotlib import pyplot as plt\n","from gensim.models import KeyedVectors\n","import itertools\n","import random"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"KkvcT312YYWa","colab_type":"code","colab":{}},"source":["def get_top_n_terms(term_list,n=-1):\n"," sel_terms=term_list[:n]\n"," sel_tokens=[t[1].split(' ') for t in sel_terms]\n"," sel_tokens =list(itertools.chain(*sel_tokens)) \n"," sel_tokens=[t.lstrip(\"'\").rstrip(\"'\") for t in sel_tokens]\n"," sel_tokens=list(set(sel_tokens))\n"," return sel_tokens"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"6ldbiW1neJWB","colab_type":"code","colab":{}},"source":["def plot_terms(model, terms):\n"," sel_tokens=[t for t in terms if t in model.wv.vocab]\n"," X = model[sel_tokens]\n"," pca = PCA(n_components=2)\n"," result = pca.fit_transform(X)\n"," # create a scatter plot of the projection\n"," plt.scatter(result[:, 0], result[:, 1])\n"," words = list(sel_tokens)\n"," for i, word in enumerate(words):\n"," plt.annotate(word, xy=(result[i, 0], result[i, 1]))\n"," plt.show()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"BVIjUz4XfYj0","colab_type":"code","colab":{}},"source":["def compare_models(models, terms):\n"," fig = plt.figure()\n"," ax = fig.add_subplot(111)\n"," for key,model in models.items():\n"," sel_tokens=[t for t in terms if t in model.wv.vocab]\n"," X = model[sel_tokens]\n"," pca = PCA(n_components=2)\n"," result = pca.fit_transform(X)\n"," # create a scatter plot of the projection\n"," color=(random.random(), random.random(), random.random())\n"," ax.scatter(result[:, 0], result[:, 1],c=[color],label=key)\n"," words = list(sel_tokens)\n"," for i, word in enumerate(words):\n"," ax.annotate(word, xy=(result[i, 0], result[i, 1]))\n"," plt.legend(loc='upper left');\n"," plt.show()\n"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8E1fQuNsfPxx","colab_type":"text"},"source":["#Comparar los tres modelos"]},{"cell_type":"code","metadata":{"id":"9Q6M1oW-g9dk","colab_type":"code","outputId":"d6de6280-4483-4b5b-dbe1-a6b4afc98546","executionInfo":{"status":"ok","timestamp":1587892508991,"user_tz":-120,"elapsed":2078,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":74}},"source":["models={}\n","model_path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/models/\"+'covid.bin'\n","model = KeyedVectors.load_word2vec_format(model_path, binary=True)\n","models['covid']=model\n","model_path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/models/\"+'dengue.bin'\n","model = KeyedVectors.load_word2vec_format(model_path, binary=True)\n","models['dengue']=model\n","model_path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/models/\"+'malaria.bin'\n","model = KeyedVectors.load_word2vec_format(model_path, binary=True)\n","models['malaria']=model"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/smart_open/smart_open_lib.py:253: UserWarning: This function is deprecated, use smart_open.open instead. See the migration notes for details: https://github.com/RaRe-Technologies/smart_open/blob/master/README.rst#migrating-to-the-new-open-function\n"," 'See the migration notes for details: %s' % _MIGRATION_NOTES_URL\n"],"name":"stderr"}]},{"cell_type":"markdown","metadata":{"id":"XJYCBYbCwT8m","colab_type":"text"},"source":["##3kt_100kc_4d"]},{"cell_type":"code","metadata":{"id":"fzVFtM8Mjby8","colab_type":"code","colab":{}},"source":["freq_path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/terms/\"+\"3kt_100kc_4d.txt\"\n","freq_file=open(freq_path,'r')\n","terms=freq_file.read().rstrip().lstrip().split('\\n')\n","terms=[tuple(map(str, t[1:-1].split(','))) for t in terms ]\n","terms=[(float(t[0]),t[1]) for t in terms]\n","tokens_3kt_d=get_top_n_terms(terms,20)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"boq_Wc-VhO-n","colab_type":"code","outputId":"949d15a7-9c3d-489f-b543-697f8568604d","executionInfo":{"status":"ok","timestamp":1587892541113,"user_tz":-120,"elapsed":1150,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":396}},"source":["compare_models(models,tokens_3kt_d)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n","/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n","/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Qux5Giotwf5Q","colab_type":"text"},"source":["##3kt_100kc_4f"]},{"cell_type":"code","metadata":{"id":"K-Qz7g39wb9B","colab_type":"code","colab":{}},"source":["freq_path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/terms/\"+\"3kt_100kc_4f.txt\"\n","freq_file=open(freq_path,'r')\n","terms=freq_file.read().rstrip().lstrip().split('\\n')\n","terms=[tuple(map(str, t[1:-1].split(','))) for t in terms ]\n","terms=[(float(t[0]),t[1]) for t in terms]\n","tokens_3kt_f=get_top_n_terms(terms,20)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"N1tIFcPbwjb9","colab_type":"code","outputId":"c09e3b7d-3c17-4039-eea5-eb89ced2e564","executionInfo":{"status":"ok","timestamp":1587892550292,"user_tz":-120,"elapsed":1223,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":396}},"source":["compare_models(models,tokens_3kt_f)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n","/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n","/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"9Na-OCGkwlU5","colab_type":"text"},"source":["10k_freq_4-2"]},{"cell_type":"code","metadata":{"id":"DYCtUe6CwqNr","colab_type":"code","colab":{}},"source":["freq_path = F\"/content/gdrive/My Drive/Drugs4Covid_NLP/Modelos_WordEmbedding/terms/\"+\"10k_freq_4-2.txt\"\n","freq_file=open(freq_path,'r')\n","terms=freq_file.read().rstrip().lstrip().split('\\n')\n","terms=[tuple(map(str, t[1:-1].split(','))) for t in terms ]\n","terms=[(float(t[0]),t[1]) for t in terms]\n","tokens_10k=get_top_n_terms(terms,20)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"alwo6WdiwpT9","colab_type":"code","outputId":"8117dc6d-3da7-4852-d915-f93e322c8ba9","executionInfo":{"status":"ok","timestamp":1587892556634,"user_tz":-120,"elapsed":1659,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":398}},"source":["compare_models(models,tokens_10k)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n","/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n","/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," \"\"\"\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZoAAAD6CAYAAACYhYGNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOydeVxV1fr/35tBAUEcEGeFnDnMIjgLGGpKZuaYGPzuVXNKGzQtx0y7llwrNfNmFmk4IJaldv06gDmgCSKIOIQD4ixgIpOM6/cHsS8HQUXGo+v9ep2XnH3WuIXz7LXW83weRQiBRCKRSCSVhV51D0AikUgkzzbS0EgkEomkUpGGRiKRSCSVijQ0EolEIqlUpKGRSCQSSaUiDY1EIpFIKpUKMzSKougrinJSUZSdFdWmRCKRSHQfgwpsazpwFqj7uIIWFhbCysqqAruWSCSSZ58TJ04kCSEaVfc4ykqFGBpFUVoAg4AlwLuPK29lZUVERERFdC2RSCTPDYqiXKnuMTwNFbV19gXwPpBfQe1JqpkVK1bQqVMnxowZU6Z648aN48yZM5U0KolEoouUe0WjKIo3cEcIcUJRFPdHlJsATABo1apVebuVVDKrV69m3759tGjRokz1vv3220oakUQi0VUqYkXTAxisKEo8sBnwVBTlx+KFhBDfCCFchBAujRrp3Bbjc8XEiRO5dOkSL730Eubm5vj7+6uf2draEh8fT3p6OoMGDcLBwQFbW1u2bNkCgLu7u7otumnTJuzs7LC1tWXWrFlqG6ampsyZMwcHBwe6du3K7du3q3aCEomkSin3ikYI8QHwAcDfK5oZQgifsraTk5PDtWvXePDgQXmH9MxiZGREixYtMDQ0rNR+1qxZw+7duwkNDWXVqlUlltm9ezfNmjVj165dAKSkpGh9fuPGDWbNmsWJEyeoX78+/fr1Y/v27QwZMoT09HS6du3KkiVLeP/991m7di1z586t1DlJJJLqoyK9zsrFtWvXMDMzw8rKCkVRqns4NQ4hBMnJyVy7dg1ra+vqHg52dna89957zJo1C29vb3r16qX1eXh4OO7u7hSuXseMGcPBgwcZMmQItWrVwtvbG4DOnTuzd+/eKh+/RCKpOio0YFMIcUAI4f00dR88eEDDhg2lkSkFRVFo2LBhpa74Qq9cxW/nbgYF/UxSZiaHr17HwMCA/Pz/+XgU9t++fXsiIyOxs7Nj7ty5LFq06In7MTQ0VP+f9fX1yc3NrdiJSCSSGkWNUgaQRubRVOb9Cb1ylRURJ7mTkYkA8oXgm6gYMkzNiIyMBCAyMpLLly8DBVtjJiYm+Pj4MHPmTLVMIa6urvz+++8kJSWRl5fHpk2b6NOnT6WNXyKR1FxqzNaZpHr5ISaWrLw8rWvZeXkktLTi7m+70Gg0uLm50b59ewBiYmKYOXMmenp6GBoa8vXXX2vVbdq0KUuXLsXDwwMhBIMGDeKVV16psvlIJJKag1IdGTZdXFxE8YDNs2fP0qlTpyofS0Uyf/58evfuzYsvvqh1/cCBA/j7+7NzZ/nVeSrrPg0K+pmSfhMUYNeIVyu8P4lEUnYURTkhhHCp7nGUFbmiqUDKck5R02hkYsydjMwSr0skEkl5qFFnNGUhce8FTozczFGPbzkxcjOJey+Uu83169djb2+Pg4MDY8eOJT4+Hk9PT+zt7enbty8JCQmkpKTQunVr9YA8PT2dli1bkpOTg5+fH8HBwUCB+2/Hjh1xdnbmp59+emS/SUlJJCQkAAVnH7du3Sr3XMqKr52G2vr6Wtdq6+vja6ep8rFIJJJnC500NIl7L3DJ/xDZt9NAQPbtNC75HyqXsYmNjWXx4sWEhIQQHR3Nl19+yVtvvYWvry+nTp1izJgxTJs2DXNzcxwdHfn9998B2LlzJ/3799eKbXnw4AHjx49nx44dnDhxoloMR1nxaN2SaS5OWJoYowCWJsZMc3HCo3XL6h6aRCLRcXRy6yzh2wjys7QPrvOz8kj4NoJGXm2fqs2QkBCGDx+OhYUFAA0aNODo0aPqamTs2LG8//77AIwcOZItW7bg4eHB5s2bmTx5slZb586dw9ramvr163PmzBl69+7NTz/9RE5ODleuXCE7OxsokOIxNTUtdUy3b98mMTERRVEwMjKiTZs2TzW3J8WjdUtpWCQSSYWjk4Ym+05ama5XNIMHD+bDDz/k7t27nDhxAk9Pz4fK5Ofnc/PmTTp27MjFixcxNjbm6tWrNG7cGDMzM7KysoiLi8PW1rbUfm7duoWdnR16enoy1kQikegsOrl1Vsuy5FVAadefBE9PT7Zu3UpycjIAd+/epXv37mzevBmAwMBANfrd1NSULl26MH36dLy9vdEvdrbRsWNH4uPjuX//PoaGhmzatAlFUbh//z4JCQnExsZy4cIF8vLyyCvmUlwUY2NjLl++THJysowxkkgkOotOrmhajXPhkv8hre0zvdr6tBr39F5/Go2GOXPm0KdPH/T19XFycmLlypX8v//3/1i2bBmNGjXi+++/V8uPHDmS4cOHc+DAAfVaXpbg/tVcUs7q8fGHn/HGG76Ym9elV69epKamAtCpUyf09J7Mvrdr147U1FRSUlK4efMmGo08mJdIJLqHzsbRJO69QMK3EWTfSaOWpSmtxrk89flMRfDgbh73r+Yh/lZryREPSMq/QtvW7TFtVJvc3FwSEhIwMTGhSZMmAGRkZGBiYkJSUhIZGRm0atWKGzduoKenR+PGjcnOzqZ27drk5+cTExODRqMhLi5O5+ONysonn3zChx9++NhyAwcOZOPGjdSrV68KRiWRVD0yjqaKaeTVtloNS3HSbuarRgbAUDGirmLJxYQ4DO4omJiY0LJlS3XrTAiBmZkZrVu3LrE9IQSXL19Wt9YsLS0xMNDZ/67HkpeX99AWZCFPamh+++23ih6WRCKpAJ7db64qJi/74ZVhHb361KE+jTW11GsleY4VeroBNGvWTP25Y8eOFTzK6iE+Pp4BAwbQuXNnIiMj0Wg0rF+/HhsbG0aOHMnevXt5//33EULwySefqJI1n376KbNnzyYzMxNHR0c0Gg2BgYH8+OOPrFixguzsbNzc3Fi9ejX6+vpqivC0tDReeuklevbsSVhYGM2bN+eXX37B2FgGn0ok1YFOOgPURPRrlXxYX9r1543z588zefJkzp49S926dVm9ejUADRs2JDIykt69ezNr1ixCQkKIiooiPDyc7du3s3TpUoyNjYmKiiIwMJCzZ8+yZcsWjhw5QlRUFPr6+gQGBj7UX1xcHFOmTCE2NpZ69eqxbdu2qp6yRCL5G7miqSBMm+ppndEAKHoF159HQq9c5YeYWBIzMjFOvY9ls2b06NEDAB8fH1asWAEUOFXAo/PXFGX//v2cOHGCLl26AJCZmYmlpeVD/VtbW+Po6AgU5LyJj4+vlHlKJJLHIw1NBWHUoOB8Ie1mPnnZAv1aCqZN9dTrzxOFKQcK1aCTMh+Qmp1D6JWrakBoobt2nTp1ytS2EAJfX1/+9a9/PbJc7dq11Z/19fXJzHxYx00ikVQNz+fjdiVh1EAfC40hjZ1qYaExfC6NDJScciAzKZFlWwt04DZu3EjPnj21Pn9U/hpDQ0NycnIA6Nu3L8HBwdy5cwcoiHe6cuVKZU9JIpGUA2loSmHhwoX4+/tX9zB0ksQSVKDrNGtO9C/b6dSpE3/99ReTJk3S+rxo/hoHBwc6d+6s5q+ZMGEC9vb2jBkzBhsbGxYvXky/fv2wt7fHy8uLmzdvVsm8JBLJ06GzcTSVzcKFCzE1NWXGjBnVPRQtKuM+xcfH4+3tzenTp9VrERERrF+/nhUrVhAQEEBERASrVq16ovvit3O3VsqBjDt3OPHpEl77+hsCvAdU6NglVc+9e/fYuHHjQxp/T0t8fDxhYWG8/vrrFdIegJ+fH97e3gwbNqzC2qwJ6Gocjc6uaIrmt/fbuZvQK1fL3eaSJUto3749PXv25Pz58wBcvHhRdc3t1asX586dAwp+kadNm0b37t154YUX1PQA+fn5TJ48mY4dO+Ll5cXAgQPVz6ysrEhKSgIKvsjd3d2BglQD//jHP3B1dcXJyYlffvml3HMpLy4uLuqBfVkpKeWAoigy5cAzwr1791SvweI8jSZffHw8GzduLHO9R8k3SWoWOmloiue3v5ORyYqIk+UyNidOnGDz5s1ERUXx22+/ER4eDhRs26xcuZITJ07g7++v9RR38+ZNDh8+zM6dO5k9ezYAP/30E/Hx8Zw5c4YNGzZw9OjRx/a9ZMkSPD09OX78OKGhocycOZP09PSnnkt5uHTpEk5OTixbtgxvb++naqN4ygErq9b8cuiwVIauQuLj4+nUqRPjx49Ho9HQr18/MjMziYqKomvXrtjb2/Pqq6/y119/AeDu7s6sWbNwdXWlffv2HDp0CChIn+Hq6oqjoyP29vbExcUxe/ZsLl68iKOjIzNnzuTAgQP06tWLwYMHY2NjQ3x8vJZYrL+/PwsXLgTgwoULvPjiizg4OODs7MzFixeZPXs2hw4dwtHRkc8//5yAgACmTp2q1vf29lalnkxNTXnvvfdwcHDg6NGjLFq0iC5dumBra8uECROojh0ayePRSUNT0mFzVl4eP8TEPnWbhw4d4tVXX8XExIS6desyePBgHjx4QFhYGMOHD8fR0ZE333xT6zxgyJAh6OnpYWNjw+3btwE4fPgww4cPR09PjyZNmuDh4fHYvvfs2cPSpUtxdHTE3d2dBw8eqInQqpLz58/z2muvERAQoLoPPy0erVsS4D2AXSNeJcB7gDQy1UBJsURvvPEGn376KadOncLOzo6PPvpILZ+bm8vx48f54osv1Otr1qxh+vTpREVFERERQYsWLVi6dClt2rQhKiqKZcuWARAZGcmXX37Jn3/++cgxjRkzhilTphAdHU1YWJh6NterVy+ioqJ45513Hlk/PT0dNzc3oqOj6dmzJ1OnTiU8PJzTp0+TmZlZIenSJRWPTro3l3TY/KjrT0t+fj716tUjKiqqxM+LutA+yZOUgYGBmpnzwYMHWnW3bdtGhw4dyjniJ+d8UDpHF6WSei2PLMtEbt25wyuvvMJPP/2EjY2NllioRDcoHrvUpGVLrViiixcvcu/ePdWbz9fXl+HDh6v1hw4dqpYtjDvq1q0bS5Ys4dq1awwdOpR27dqV2LerqyvW1taPHF9qairXr1/n1VdfBcDIyKjMc9TX1+e1117735xDQ/nss8/IyMjg7t27aDQaXn755TK3K6lcyr2iURTFSFGU44qiRCuKEqsoykePr1U+SstjX5789r1792b79u1kZmaSmprKjh07MDExwdramq1btwIFBiE6OvqR7fTo0YNt27aRn5/P7du3tb6wraysOHHiBIBWpHr//v1ZuXKlaqxOnjz51PN4Es4HpRMyLYXUq3kgIO1mHvpppjSs3ZzDhw9Xat+SyqH4dnJS5gPu5+Wr28n6+vrcu3fvkW0UPjjp6+urZy2vv/46v/76K8bGxgwcOJCQkJAS6xaNhyr6QAXaD1VPwqPqGxkZqZp4Dx48YPLkyQQHBxMTE8P48ePL3JekaqiIrbMswFMI4QA4AgMURelaAe2WSmXkt3d2dmbkyJE4ODjw0ksvqVtHgYGBrFu3DgcHBzQazWMP6l977TVatGiBjY0NPj4+ODs7Y25uDsCCBQuYPn06Li4uWgKS8+bNIycnB3t7ezQaDfPmzXvqeTwJRxelkpupvQLTF7V4I2ct69evf6qDWUn1UtJ2shBCazvZ3Nyc+vXrq+cvGzZsUFc3pXHp0iVeeOEFpk2bxiuvvMKpU6cwMzNT016UROPGjblz5w7JyclkZWWp21lmZma0aNGC7du3A5CVlUVGRsZD7VlZWREVFUV+fj5Xr17l+PHjJfZTaFQsLCxIS0tTnW4kNY9yb52JgsfwwtSWhn+/KvVErnC/v3CboJGJMb52mnKfA8yZM4c5c+Y8dH337t0PXQsICNB6n5ZWcAv09PTw9/fH1NSU5ORkXF1dsbOzA6BXr14l7mEbGxvzn//8p1xjLwup10r21sm+UZudYTvx8vKqdGMnqViedDv5hx9+YOLEiWRkZPDCCy9o5VgqiaCgIDZs2IChoSFNmjThww8/pEGDBvTo0QNbW1teeuklBg0apFXH0NCQ+fPn4+rqSvPmzbXEYTds2MCbb77J/PnzMTQ0ZOvWrdjb26Ovr4+DgwN+fn68/fbbWFtbY2NjQ6dOnXB2di5xbPXq1WP8+PHY2trSpEmTcp8rSiqPComjURRFHzgBtAW+EkLMelR5XYijKQ/u7u7cu3eP7Oxs3n//ffz8/Cqs7Yq4TwG2twq2zYph1lIfv9NNytW2pHooHrtUiKWJsYxdeobQ1TiaCnEGEELkAY6KotQDflYUxVYIcbpoGUVRJgATAFq1alUR3dZYavpBerf5ZoRMS9HaPjMwVug236waRyUpD752Gi19OSj/drJEUlFUqHuzEOIeEAo89AglhPhGCOEihHApVOitCpKSklRX4Rs3bnDr1q0q67um0mFEHTxXmGPWUh+UgpWM5wpzOowom8ClpOZQPHbJ0sSYaS5O0q1cUiMo94pGUZRGQI4Q4p6iKMaAF/BpuUcmqVQ6jKgjDcszhkfrltKwSGokFbF11hT44e9zGj0gSAhR6VFTSUlJapCksbExLVu25MqVK2RnZwMF23Ompqal1r99+zaJiYkoioKRkVGJmS8lEolEUn4qwuvsFOBUAWN5YjIzM7l58yYdO3bE0NCQ3NxcEhISaNy4MWZmZmRlZREXF6clg1GcW7duYWdnh56e3lPpM0kkEonkydBJCZr79+/ToEEDDA0NgYIAr/v375OQkEBsbCwXLlwgLy/vkaJ7xsbGXL58meTkZDUJV3k4cOBAmbXBbty48cypy0okEklxdEaCJuf+A7ITMxC5eWTnZYDRwzayU6dO6Ok9me1s164dqamppKSkcPPmTTQaTYUYnCclNzeXZs2aySAziUTyzKMTK5qc+w/IupWGyC1YoZhQm3PBGXxvc4OV9a7zveYmqYfrqVkXATIyMkptTwhBdnY2devWpXnz5urqJz4+no4dO+Ln50f79u0ZM2YM+/bto0ePHrRr147jx49z/PhxunXrhpOTE927d1fTCRSltDIBAQEMHjwYT09P+vbtq6VyGx8fT69evXB2dsbZ2ZmwsLCKvIUSiURSbejEiiY7MQOKBJZe26tHnL8ZeVkF19Ku5XN6sSFCZJLsGYsQAjMzM1q3bl1ie0IILl++rG6tWVpaYmBQcCsuXLjA1q1b+e677+jSpQsbN27k8OHD/Prrr3zyySesX7+eQ4cOYWBgwL59+/jwww+1dMsAOnbsWGqZyMhITp06RYMGDVThwsIx7N27FyMjI+Li4hg9ejTFg1olEolEF9EJQ1O4kinkxOo88rK0t7lyM+HSf4zp/Za2gqyFhYX6c7NmzdSfi8piFMXa2lqVjNFoNPTt2xdFUbCzsyM+Pp6UlBR8fX2Ji4tDURQ1l31RHlXGy8uLBg0aPFQnJyeHqVOnEhUVhb6+/mPl1iUSiURX0ImtM8VAW0Az/XbJ5UrT8CoLRaX/9fT01PeF3mnz5s3Dw8OD06dPs2PHjhLVYh9VpqjKbVE+//xzGjduTHR0NBEREaqbtkQikeg6OmFoajUygSIH9XUal1zOrIV+yR9UICkpKTRv3hx4WFizLGVKqtO0aVP09PTYsGGDTFMrkUieGXTC0BjWNaJ2E1N1ZeMy1RCDYqlnqkqr6/333+eDDz7Aycmp1PibJylTnMmTJ/PDDz/g4ODAuXPnSl35SCqP7t27P7bMoUOH0Gg0ODo6kplZtkR727dv58yZM2Ue16MCjyUSXaBC1JvLSkWoNxfNEGnWQp9u882eC0mVZ0nlWheZOHEiPXv2xMfHp8x1/fz88Pb2LnPslKmpqZqGQvJ8o6vqzTqxoimJDiPq4He6CW/da47f6SbPhZGRVC6FK4cDBw7g7u7OsGHD6NixI2PGjEEIwbfffktQUBDz5s1jzJgxACxbtowuXbpgb2/PggUL1LbWr1+Pvb09Dg4OjB07lrCwMH799VdmzpyJo6MjFy9e5OLFiwwYMIDOnTvTq1cvzp07B8Dly5fp1q0bdnZ2zJ07t+pvhERS0QghqvzVuXNnUZwzZ848dE3yMPI+VR516tQRQggRGhoq6tatK65evSry8vJE165dxaFDh4QQQvj6+oqtW7cKIYT4v//7PzF+/HiRn58v8vLyxKBBg8Tvv/8uTp8+Ldq1aycSExOFEEIkJyc/VFcIITw9PcWff/4phBDi2LFjwsPDQwghxMsvvyx++OEHIYQQq1atUsclkQARohq+s8v7qlErGlEN23i6RHnuz/z589m3bx8AX3zxhVZAa1nPAAICApg6dSoAa9asYf369Y8sv3DhQvz9/cs44urF1dWVFi1aoKenh6Ojo1bMUyF79uxhz549ODk54ezszLlz54iLiyMkJIThw4errvUlubOnpaURFhbG8OHDcXR05M033+TmzZsAHDlyhNGjRwMwduzYypukRFJF1Jg4GiMjI5KTk2nYsGGVSsHoCkIIkpOTMTIyeqr6ixYtUn/+4osv8PHxwcTEpNzjmjhxYrnbqE6KnvXlZgrOB6WDpbabu76+folOHUIIPvjgA958802t6ytXrnxsv/n5+dSrV4+oqKgSP5d/A5JniRpjaFq0aMG1a9dITEys7qGUiXv37mFkZISRkRH379/H1NRU1VtLSEgoUzbRtLQ0srOzadCgAampqSiKorXaMDIyokWLFur7oUOHEhERQYMGDXBzc2P16tWYm5szfvx49uzZQ5MmTdi8eTONGjVSD6Jv3LjBjRs38PDwwMLCgtDQUADmzJnDzp07MTY25pdffqFx48YkJiYyceJENXHcF198QY8ePbTGvHDhQkxNTZkxYwZr167lm2++ITs7m7Zt27Jhw4YKMWaVxfmgdK1MoyIfQqalUOfNJ/Mm69+/v3peY2pqyvXr1zE0NMTT05NXX32Vd999l4YNG3L37l0aNGiAmZkZqampANStWxdra2u2bt3K8OHDEUJw6tQpHBwc6NGjB5s3b8bHx4fAwMBKm79EUlXUGENjaGiItbX14wvWYKysrIiIiFC3TLp06VImb6GAgAAiIiJYtWrVY8uePXuW2NhYpkyZwqxZs5g8eTKBgYGkp6fj4uLC559/zqJFi/joo4+02ps2bRrLly8nNDRUHWd6ejpdu3ZlyZIlvP/++6xdu5a5c+cyffp03nnnHXr27ElCQgL9+/fn7NmzpY5p6NChjB8/HoC5c+eybt063nrrrSeef1VzdFGqVjprgNxMwZn1mfAEGZD79evH2bNn6datG1CwBfnjjz+i0WiYM2cOffr0QV9fHycnJwICAhg1ahTjx49nxYoVBAcHExgYyKRJk1i8eDE5OTmMGjUKBwcHvvzyS15//XU+/fRTXnnllcqYukRSpdQYQ1OT+PHHH1mxYgXZ2dk1dqWwf/9+bty4wZdffsmmTZvIzMzE0tISPT09Ro4cCYCPjw9Dhw597Hxr1aqlpjjo3Lkze/fuBWDfvn1acR/3799/pOE8ffo0c+fO5d69e6SlpdG/f/8y3PWqp7iShH/dAtmf5n+5sXTn/+5bUUNdPAB3+vTpTJ8+/aG2fX198fX11brWo0ePh+Jodu/e/VBda2trjh49qr5fvHjxY2YikdRsapQzQE3g7NmzbNmyhSNHjqi6Y0VXCrGxsfTp04ePPvpIq960adNo1qwZoaGhqpEpXClER0fTu3dv1q5dC6CuFMLDw9m2bRvjxo175JiGDh1KeHg4QXPCyD7Ykjca/ptjS1Jo39yOd999l6ioKM6fP8/ChQsfqvske/2GhoZquaLnEfn5+Rw7doyoqCiioqK4fv36Ix0H/Pz8WLVqFTExMSxYsKBEeZ6aRGlKElWhMCGRPE9IQ1OM/fv3c+LECbp06YKjoyP79+/n0qVLD60UDh8+/Ni2iq8UCj2X9u3bx9SpU3F0dGTw4MFPtFJw6dQdzzEuhCX/xK28P2mV2p1zf57l8h93Abh79y5XrlwhPz9fzXGzceNGevbs+VB7Rc8KHkW/fv20DrZLO7guJDU1laZNm5KTk6MTZwvd5pthYKxtiKtKYUIieZ6QW2d/k7j3AgnfRnAp8gj9zbvw2bJ/08irrfr5xx9/rFW+IlYKT+pB5ufnx//T/5b6Jh35IzuIuLyjNNVvTzu97mzc/h2H7HdiaGjIV199RZ06dTh+/DiLFy/G0tKSLVu2PNTehAkTGDBggLoCK40VK1YwZcoU7O3tyc3NpXfv3qxZs6bU8h9//DFubm40atQINze3JzJm1UlhkO/zqDAhkVQl0tBQYGQu+R8iPysPl3qdmBX7FRFLduHCIPQ7F3iAFa4URo0a9diVQtHUBCVRuFKYOXMmULBScHR0LLV8amoqBtkW5JFDRM7PmOs1AaCpfges9JzZfkrbCC5fvvyhNoqeLbz11ltah/RFV1PDhg1TJVIsLCxKNFR+fn74+fkBaG3XTZo0iUmTJj1UvqQtvZpChxF1pGGRSCoZuXUGJHwbQX5WwcGwdZ1mTLAawvQIf7oP98TLy4ubN2+qKwVbW1tCQkKYP3/+Q+0UrhQ8PDwe2d+KFSuIiIjA3t4eGxubR64SoGCl8PmDl/k8fQiN9dpofVbbXP4XSiSSmk2NEdWsTo56fAsl3QYFuoUWHNRXt7Bh8ZgPKDhP8FxhLp/IJZLnBCmqqcPUsizZk6q069VBhxF18FxhjllLfVDArKW+NDISiUQnKLehURSlpaIooYqinFEUJVZRlIeDCmo4rca5oFdb26VVr7Y+rcb978GhMlYzn3zyyROVGzhwIPfu3ZOK1RKJRCcp99aZoihNgaZCiEhFUcyAE8AQIUSpGZ5q2tYZ/M/rLPtOGrUsTWk1zkXL6+xpycvLQ1+/5LiM6t6Ok0gkusVzu3UmhLgphIj8++dU4CzQvLztVjWNvNrSecsouoWOo/OWUU9kZOLj49V8JZ06dWLYsGFkZGRgZWXFrFmzcHZ2Zhw99xsAACAASURBVOvWrWzatAk7OztsbW2ZNWsWALNnzyYzMxNHR0c1t8mPP/6Iq6urquZbmM7ZysqKpKQk4uPj6dSpE+PHj0ej0dCvX78yZ3mUSCSSqqZCz2gURbECnIA/KrLdmsz58+eZPHkyZ8+epW7duqxevRqAhg0bEhkZSe/evZk1axYhISFERUURHh7O9u3bWbp0KcbGxkRFRREYGFiqIkFx4uLimDJlCrGxsdSrV49t27ZV9ZQlEomkTFSYoVEUxRTYBrwthLhfwucTFEWJUBQlQtcUmh9Fy5YtVZ2yoooBhSoC4eHhuLu706hRIwwMDBgzZgwHDx58qJ3SFAmKY21trcbcFFUbkEgkkppKhQRsKopiSIGRCRRC/FRSGSHEN8A3UHBGUxH9VgdFz3KS6mQisrSFGQuVAOrUKdtBvRACX19f/vWvfz2yXPE8KXLrTCKR1HQqwutMAdYBZ4UQD4ekP0MUKghk304DATlJ6Vy7c4PfvtwKlKwt5urqyu+//05SUhJ5eXls2rSJPn36AAUSNTk5OQD07duX4OBg7ty5A/xPu0wikUh0nYrYOusBjAU8FUWJ+vs1sALarXEUVRAopJVxE1Yt/5JOnTrx119/PSTB0rRpU5YuXYqHhwcODg507txZzTEyYcIE7O3tGTNmDDY2NixevJh+/fphb2+vKhJIJBKJriOVAcpAcQWBmw+SmBGzkkDXj1QFAYlEIqksnlv35ucJXVAQkEgkkpqGNDRloLiCQFMjCzb1XKylICCRSCQSbWSagDJQGMRZGQoCEolE8qwiVzRl5GkUBCqbFStW0KlTJ1Vh4EkZN27cQznsJZLK4saNG2quo7LwqPThEt1AOgM8A3Ts2JF9+/bRokWL6h6KRFJmcnNzMTAofXNFagL+D+kMIKkWJk6cyKVLl3jppZcwNzfH399f/czW1pb4+HjS09MZNGgQDg4O2Nraqlkz3d3dKTT4JemxQcEf+Zw5c3BwcKBr167cvn27aico0Ulmz57NV199pb5fuHAh/v7+2NraAgUZXwcPHoynpyd9+/YlLS2Nvn374uzsjJ2dHb/88kt1DV1SCUhDo+OsWbOGZs2aERoayjvvvFNimd27d9OsWTOio6M5ffo0AwYM0Pr8xo0bJeqxAaSnp9O1a1eio6Pp3bs3a9eurfQ5SXSfkSNHEhQUpL4PCgrCzc1Nq0xkZCTBwcH8/vvvGBkZ8fPPPxMZGUloaCjvvfce1bHbIqkcpKF5DrCzs2Pv3r3MmjWLQ4cOYW5urvX5o/TYatWqhbe3NyC11XSJ7t27P7bMoUOH0Gg0ODo6llnKaPv27Vrne/Pnz2ffvn3q+8aNG3Py5Elu3LhBdHQ09evXp2XLllpteHl50aBBA6BAgunDDz/E3t6eF198kevXr8vV8zOE9DrTQYrnzsl/kAuAgYEB+fn5arkHDx4A0L59eyIjI/ntt9+YO3cuffv2Zf78+U/Ul6Ghoarfpq+vT25ubgXPRlIZhIWFPbZMYGAgH3zwAT4+PmVuf/v27Xh7e2NjYwPAokWLAO3fzZEtvQhY/DVp9fJUkdmiq5SieoCBgYEkJiZy4sQJDA0NsbKyUn9/JbqPXNHoGMX11rJvp5GT8oCkA5ewsrIiMjISKNiWuHz5MlCwNWZiYoKPjw8zZ85UyxTyKD02iW5S6Kl14MAB3N3dGTZsmJo7SQjBt99+S1BQEPPmzVO9FZctW0aXLl2wt7dnwYIFalvr16/H3t4eBwcHxo4dS1hYGL/++iszZ85Ucyd17dqV7+at5JL/IeYe+JLBYTMJOPsL/t9+ydrV/2Hnzp107NiRP//8k/bt2zNp0iT++usvAKZOncqePXuwtLRk3rx5WFlZceXKFZYsWVL1N05SKcgVjY5Rkt4aAq7/GMVrm8ayfv16NBoNbm5utG/fHoCYmBhmzpyJnp4ehoaGfP3111rVi+qxCSEYNGiQqscm0X1OnjxJbGwszZo1o0ePHhw5coRx48Zx+PBhvL29GTZsGHv27CEuLo7jx48jhGDw4MEcPHiQhg0bsnjxYsLCwrCwsODu3bs0aNCAwYMHq3VPnjzJSy+9ROL+S2QatGdv4nHmdvh/rE/4L4nZf8EDhTNnztCgQQOEEHzzzTf4+Phw8uRJdYzdunXjhx9+ICYmhtGjR/PHH3/w1ltvVeNdk1Qk0tDoGNl3Hnbz/KnrUkgBY2Nj9uzZ89DnVlZW9O/f/6HrBw4cUH8ePXo0o0ePfqhMUbfSYcOGPVUchKR6cXV1VV3fHR0diY+Pf0hlfM+ePezZswcnJyeg4P89Li6O6Ohohg8fjoWFBYB6plIUJycnMjMzuZuczGH9KGrr1cLevCC+7BObSXx1KZhuXp6EhoZy5MgR4uLiaN26NcbGxmobZmZmHDt2jM6dO6Onp8eSJUvo2LGjOhaJbiMNjY5Ry9K0YNushOuS55vzQekcXZRK6rU8cjMF54PSwfLhHEYlnbMJIfjggw948803ta6vXLmy1P7uR9/kxNbNZN9Jo7FSjzMZ8ZCTT31DM61yioG+eh5Tu3ZtNWamcByFZzEGBgYcP36c/fv3ExwczKpVqwgJCSn7jZDUOOQZjY5RXG8NQK+2/hPrrX3xxRdkZGRU2Hg++eSTCmtL8vScD0onZFoKqVfzQIDIh5BpKSSEPpk3Wf/+/fnuu+/U1cP169e5c+cOnp6ebN26leTkZKAgTxKAwb18Lv98Uj0rbGJQn+i7fxKVEkdWfg43HyQBsDvpD2ycNFp9tW7dmkuXLpGfn8+9e/fYv38/ULBySUlJYeDAgXz++edER0dXyL2RVD/S0OgYjbza8sKMXtRqbAoK1Gpsygszej2xFM6jDE1eXl6J1x/F0xga6blW8RxdlEpupnbcSW6m4Mz6JzM0/fr14/XXX6dbt27Y2dkxbNgwUlNT0Wg0zJkzhz59+uDg4MC7774LQLfUNvx4eTe+JxZxLfMOZgYmZOXl0LhOQxZ1m8K/4zZy7cEdzO2aMGD0YK2+WrZsiZeXF+Hh4YwYMULdrktNTcXb2xt7e3t69uzJ8uWVn0cxPj5eDSItSnF3bUn5kBI0zzDp6emMGDGCa9eukZeXx/Dhw1myZAkdOnTAwsKC0NBQTE1NefPNN9m3bx9fffUVPj4+REREYGFhQUREBDNmzODAgQOkpaXx1ltvERERgaIoLFiwgPDwcJYtW4adnR0ajYYlS5bg7e3N6dOnAfD39yctLY2FCxfi7u6Oo6Mjhw8fZvTo0bi7u/Puu++SlpaGhYUFAQEBNG3alBUrVrBmzRoMDAywsbFh8+bN1XwXdYOV9a5r5UpSUeCte80rvL/iuZmK9qdLuZni4+O1fmdrOroqQSPPaJ5hChUBdu3aBUBKSgrff/89oaGh6uFueno6bm5u/Pvf/35kWx9//DHm5ubExMQA8Ndff/Haa6+xatUqoqKiAB4bzJmdnU1ERAQ5OTn06dOHX375hUaNGrFlyxbmzJnDd999x9KlS7l8+TK1a9fm3r175bwDzw9mLfQLts1KuF4ZPEtnhXl5eYwfP56wsDCaN2/OL7/8wqRJk/D29sbU1JR169axdWtBuvYDBw7g7+/Pzp07q3nUuoXcOnuGeZwiABQcDr/22muPbWvfvn1MmTJFfV+/fv0yj6cwaO/8+fOcPn0aLy8vHB0dWbx4MdeuXQNQU1v/+OOPjxRalGjTbb4ZBsaK1jUDY4Vu881KqVE+yntWWJOIi4tjypQpxMbGUq9ePbZt26Z+9uKLL/LHH3+Qnp4OwJYtWxg1alR1DVVnkX/JzxihV67yQ0wsiRmZNDIx5stfdpAaE60qAhTHyMgIff3/fWEUVRcoa2R2acoEhRR6Hgkh0Gg0HD169KE2du3axcGDB9mxYwdLliwhJiZGGpwnoMOIgntb6HVm1kKfbvPN1OsVjS7nZiqqXpBUJ5NWjVvg6OgIPCyzZGBgwIABA9ixYwfDhg1j165dfPbZZ9U0ct1FrmieIUKvXGVFxEnuZGQigIRr11l35jzNe/VRFQHMzMxITU0ttQ0rKytOnDgBoPVk5+XlpaXGWxjVbWhoSE5ODlCgb3Xnzh2Sk5PJysoqdXuhQ4cOJCYmqoYmJyeH2NhY8vPzuXr1Kh4eHnz66aekpKTIGIoy0GFEHfxON+Gte83xO92k0oxMITUxN9PjKK6skZOUjpKSS+LeC0DJ7t+jRo0iKCiIkJAQXFxcMDOrnFXis4x8VHyG+CEmlqwinmOpCVeICFzPYX192jRswNdff83Ro0cZMGCAqvhcnAULFvDPf/6TefPm4e7url6fO3cuU6ZMwdbWlry8PNLT00lISGDChAnY29vj7OxMYGAg8+fPx9XVlebNm6sBd8WpVasWwcHBTJs2jZSUFHJzc3n77bdp3749Pj4+pKSkIIRg2rRp1KtXr8Lvk+T5pSRlDSEECd9GlGoo+/Tpwz/+8Q/Wrl0rt82eEul19gwxKOjn0hyB2DXi1QrrR9c8dSSSQop7y918kMSMmJUEun5Et9Bxqqdk4e94oRLG1KlTCQgI4M6dO5iYmFTT6HXX60xunT1DNDIxLtP18lDoqaPRaOjXrx+ZmZlaidSSkpKwsrICCpJcDRkyBC8vL6ysrFi1ahXLly/HycmJrl27qkGAa9eupUuXLjg4OPDaa6+p8T5+fn5MmzaN7t2788ILLxAcHFzh86lqZFrj6qG4V1xTIwsCu3ykXp8xYwYLFy4kICBA6/9n1apVpKWlVauR0WUqxNAoivKdoih3FEWRj7jViK+dhtr62p5AtfX18bXTlFLj6XmUp05JnD59mp9++onw8HDmzJmDiYkJJ0+epFu3bqxfvx6AoUOHEh4eTnR0NJ06dWLdunVq/Zs3b3L48GF27tzJ7NmzK3w+VU2zZs1KNJgymLVyeZa85XSJilrRBAADHldIUrl4tG7JNBcnLE2MUQBLE2OmuTjh0brlY+uWFWtr61I9dUocm4cHZmZmNGrUCHNzc15++WWgwAW7sO7p06fp1asXdnZ2BAYGEhsbq9YfMmQIenp62NjY6FxCLJnWuOZQXmUNydNRIc4AQoiDiqJYVURbkvLh0bplpRiW4i6hBjn/i9nQ19cnMzPzka7RRYUd9fT01Pd6enrqU7yfnx/bt2/HwcGBgIAALXXpovV1LcXvyJEjefvtt9U4pKCgIP7zn/8QEBCglomMjOTUqVM0aNCA3Nxcfv75Z+rWrUtSUhJdu3Zl8ODBagI6Sflo5NVWGpYqRp7RSB5LSS6h2UkZqktoIUVdo5/mHCU1NZWmTZuSk5NDYGBghYy9JuDk5MSdO3dkWmPJc0uVGRpFUSYoihKhKEpEYmJiVXUrqQAe5RJalBkzZvD111/j5OREUlJSmfv5+OOPcXNzo0ePHqW6RusKoVeu4rdzN4OCfsZv52669OtPcHAwW7ZsURUSilJaWuOoqCgaN24s0xrXILp37/7YMocOHUKj0eDo6MjZs2dLFO58nqgw9+a/t852CiEee0ele/PTce/ePTZu3MjkyZMrtZ/t27fTvn17NR/8syKgWFUUBs4WjWnKunGdWxsCyEm9z++//05WVpbqIh4QEEBERASrVq0C4Msvv+TChQusXLmS0NBQPD09uXz5MlZWVpiamsogVh1g4sSJ9OzZEx8fnwoNB5DuzZJK5969e6xevfqJywshtCRhnpTt27dz5swZ9X1pQom6KKBYFRQPnAWo3aw5N5KTad68OU2bNn1k/TFjxhAREYGdnR3r16/X+dXds0ahi/mBAwdwd3dn2LBhdOzYkTFjxiCE4NtvvyUoKIh58+YxZswYrboBAQFMnTpVfe/t7a2eRe7Zs4du3brh7OzM8OHD1QcKKysrFixYgLOzM4CNoigdARRF+U1RlKi/XymKovgqimKlKMohRVEi/349fvlVBVSUe/Mm4CjQQVGUa4qi/LMi2pVoM3v2bC5evIijoyPvvPNOiZ5J8fHxdOjQgTfeeANbW1uuXr3Kxx9/TIcOHejZsyejR4/G398fgIsXLzJgwAA6d+5Mr169OHfuHGFhYfz666/MnDkTR0dHLl68KF1Cy0hiRsk5YLp/tlxVY7CyslKfcP38/NTVDICFhQVHjx4lJiaG77//nrNnz6oxSXI1U7M4efIkX3zxBWfOnOHSpUscOXKEcePGMXjwYJYtW/bEZ41JSUksXryYffv2ERkZiYuLi1Y+HgsLCyIjIwESgRkAQoiBQghH4J/AFWA7cAfwEkI4AyOBFRU536elorzOHk42L6lwli5dyunTp4mKiiI3N5eMjIyHPJOgIMblhx9+oGvXroSHh7Nt2zaio6PJycnB2dmZzp07AzBhwgTWrFlDu3bt+OOPP5g8eTIhISEMHjxYKyqaNgX/6KKAYnXQyMSYOyUYm8oInJVUL66urrRo0QIAR0dH4uPj6dmzZ5nbOXbsGGfOnKFHjx5AQUqNbt26qZ8PHTq08McMwKrwjaIoFsAGYIQQIkVRFHNglaIojkAe0P4pplXhSK0zHaXQM+ngwYPo6elpeSa1bt2arl27AnDkyBFeeeUVjIyMMDIyUuNX0tLSCAsLY/jw4WqbWVlZpfYnXUKfHF87zUNnNJUVOFsebty4wbRp054JpYXKpqh7f37W3yKchtpu9yUJchanNIVzIQReXl5s2rSpxHpF+hH8/b2tKIo+sBlYJIQoPAB6B7gNOFCwY1UjvEieS0NT9PB14cKFmJqaMmPGjOoeVqkUSv9fib/C9dQ0Qq9c5UroftUzydDQECsrK/WXtqgHU2nk5+dTr149NWmZpOIojGMqmq7B105TKfFN5eFR6gQyNcP/KHTvVz0v8+GS/yHuedUqc1tWVlasXr2a/Px8rl+/zvHjxwHo2rUrU6ZM4cKFC7Rt25b09HSuX79O+/aPXJAsBU4JIYqmoTUHrgkh8hVF8QUqJ/NdGZHOADWcotL/+sbGPMhIZ0XESSIux2NpaYmhoSGhoaFcuXKlxPo9evRgx44dPHjwgLS0NFW6v27dulhbW6uZA4UQREdHAzw2lYDk8Xi0bkmA9wB2jXiVAO8B1W5kyqpOcODAAby9vdXyhaKShW3Z2Nhgb29fox/QKoqS3Pvzs/K4vet8mdvq0aMH1tbW2NjYMG3atMIDfho1akRAQACjR4/G3t6ebt26ce7cucc1NwPoV8QhYDCwGvBVFCUa6Aikl3mQlcAz9diyfv16/P39URQFe3t7li9fzsSJE0lISADgiy++UPdAS6Im5qsv6sFUy8yM+h06se/tqTTu0JFG6anY2dnh4uJSqmdSly5dGDx4MPb29jRu3Bg7Ozs102ZgYCCTJk1i8eLF5OTkMGrUKBwcHBg1ahTjx49nxYoVBAcH06ZNmyqbr6RyKKs6QVFVhqIkJyfz888/c+7cORRFeS7SbWff0XbA2N+rwHHDnla8uXORer2oQ0fR+1rU8UNRlFIdBDw9PQkPD3/oejF5pwwhhDuAEKI0qQj7Ij/PKqVMlfLMGJrY2FgWL15MWFgYFhYW3L17l6lTp/LOO+/Qs2dPEhIS6N+/P2fPni21jZqYr764B5PjtHeAR0v/F/fXL1SkzcjIoHfv3qozgLW1Nbt3736ofo8ePbTcmyW6T1F1gsTExMeqE5SGubk5RkZG/POf/8Tb21tr1fOsUsvStEAVo4TrkifjmTE0ISEhDB8+HAsLCwAaNGjAvn37tL4w79+//0j30MJ89UOGDGHIkCGVPuYnoSI8mCZMmEBMTAyJiYlMnz5dXa5XBsWDPSXVS9HU3rUcnPjXN2sxy856rDpBaYfWBgYGHD9+nP379xMcHMyqVasICQmp/IlUI63GuWif0SDd+8uKzp/RFEp9rImMZkfcRUKvXFU/y8/P59ixY0RFRREVFcX169cfmc9j165dTJkyhcjISLp06VJpku2//vorS5cufaKyFSH9v3HjRnbs2IGFhQUffPDBE9WpqGBPSfVRPLV33S5ubNy0iQ2bN2t5G5ZE69atOXPmDFlZWdy7d4/9+/cDBd6KKSkpDBw4kM8//1w913sSdDUHj1R8Lj86bWiK/iE1sLXj4uGD+If+TuiVq9y9e5d+/fqxcuVKtfyjPKyqMl/94MGDS82pMn/+fPbt2wcUnCm5WjRgqrMDlibG7Hnj9TJJ/xdGIf/666/07NmTP//885HBnm+//TaNGjWq0GBPSfVRXKHArGUrsjMzyTU1e6w6QcuWLRkxYgS2traMGDECJycnoED41NvbG3t7e3r27KkVVPg4ypODJz4+vkS9sKJ/L5VJI6+2dN4yim6h4+i8ZZQ0MmVFCFHlr86dO4uKwHfHf8VLW35SX3aT3xKmLVqK+lbWwtfXVyQmJooRI0YIOzs70alTJ/Hmm28KIYT4/vvvxZQpU4QQQixYsEAsW7ZMZGdnix49eghbW1uh0WjEv/71r6ca0+XLl0WHDh2Er6+vaNeunXj99dfF3r17Rffu3UXbtm3FH3/8odX/rVu3xJAhQ4S9vb2wt7cXR44cEZcvXxbt27cXderUEe3btxfx8fFixowZQk9PT9ja2orNmzcLIYS4ceOG6NWrl3BwcBAajUYcPHhQCCHEf//7X+Hk5CRatGghmjdvLoQQ4uTJk8LMzEzY2dkJV1dXceTIESGEEDNnzhSmpqbCzc1NmJubC0AcOXJEjB07Vnz22WfCwcFBZGZmiuHDh4umTZuKZcuWCSGE8PT0FH/++acQQohjx44JDw+Pgv8TX1+xdevWp7p3kqcjJyenxOsDi/xtFH0N3PJTpY9p1qxZYtWqVer7wr8zjUYjhCj4G3z55ZeFh4eH6N27t0hNTRWenp7CyclJ2Nraiu3bt6t169SpIy5fvqzWrWlcv35dvPbaa1XSFxAhquE7u7wvnTY01fmHVBqXL18W+vr64tSpUyIvL084OzuL3r17iy5duggrKyvRunVrsW7dOmFgYCDefvttUbduXdGuXTtx584dkZubK0aPHi2++uorAQgDAwPV8L344ouiTp06Yvr06cLQ0FA4OzuLBQsWiPfee0+0adNGtGrVStSuXVvUq1dPmJubi86dOwtLS0sxePBg8f3334uGDRuKOnXqiFu3bok2bdoIQCiKIgwNDQUgrK2tRbt27QQg/vjjDzFy5EhRu3ZtYWlpKb777jthZWUlxo0bJ6ytrYWdnZ0AhKGhoXBwcBDW1taidu3awt7eXjRp0kRs3bpVJCcni1deeUXY2dkJNzc3ER0dLYQo+MLx8fERXbt2FW3bthXffPONEEKIsWPHip9//lm9j6+//rrWl83zQFpamhg4cKCwt7cXGo1GbN68WXz00UfCxcVFaDQaMX78eJGfny+EEKJPnz5i+vTponPnzsLf318EBQUJjUYj7O3tRa9evYQQDz+IFb58d/y30ucSGRkpevfurb7v1KmTOHjwoJahad68uUhOThZCFBjLlJQUIYQQiYmJok2bNupcCw1Nx44dxbhx44SNjY3w8vISGRkZ6oPNf//7XzFs2DC1v9DQUDFo0KBKn+ejKO0BoDzoqqHR6a2z0g7Eq1rqI3HvBU6M3MxRj2+JmbqDVo1bYGdnh56eHi1atCA1NZUjR46wf/9+0tLSOHr0KLm5ubi4uFCrVi1GjRrFRx99hL6+PrVqFQSBWVlZ0bx5c0JDQ/Hy8mL06NGkp6fTt29fRo4cSevWrbl27Rpbt27l4sWLjBs3TpWkycjIIDw8nJEjRxL1RyTxq/8g9W4Khjl6vDnyHzg4OGBsbMytW7dwcXGhdu3axMfH4+TkhJGREdu2bSM5ORlzc3OGDh3Ke++9R//+/fnzzz/p0KEDhw8fxsLCgrZt27J3715ycnI4e/Ys0dHRuLu7A7BgwQKcnJw4deoUn3zyCW+88YZ6v06dOkVISAhHjx5l0aJF3Lhxg3/+85+qS2hKSgphYWEMGjSoSv8fq5vdu3fTrFkzoqOjOX36NAMGDGDq1KmEh4dz+vRpMjMz1TgoKJApiYiI4L333mPRokX83//9H5MmTWL06AJFqCc93ztw4ABhYWEVOpfKyMHzqPThL774In/88Qfp6QVhI1u2bGHUqFEVOieQ8UhPi04bmoo4KC8vJSUFy8rMZWzwTgYF/UzYufPEXbpEly5d8Pb2JjU1lcTERBRFUT1/Ro8ezeHDh7XaLSm6v1atWuovbZs2bcjKymLEiBEoisInn3yCtbU1d+/eBSA9PZ36mUak3L1H7v0Cj6HsvBx+DztI3ezaZGVl4eHhQUxMDFlZWVqqwmfPnmX06NEMHz6cHTt2kJOTg5mZGZcuXSI8PJzly5djYWHB/fv38fHxITU1lddff53MzEwOHjzIqVOnOHz4MIMGDcLKygpPT08SEhLw9vZmw4YNXLlyhXXr1rF+/XrS09Px8PDAzs6OuLg4li9fjoODA+np6YwcOZKMjAygQHhy2rRpdO/enRdeeOGZk00RQqDRaNi7dy+zZs3i0KFDmJubExoaipubG3Z2doSEhGilty7qOdajRw/8/PzQ19dnxIgRgHZqb5GXV+r53tMYmpLOVc4HpRNge4uV9a4TYHsLT80r5crBE3rhEn47d/MgN48Z+3+nScuWpaYPNzAwYMCAAezYsYPc3Fx27drFK6+8UqY5PQkjR44kKChIfR8UFISbm5tWmcjISIKDg/n9999LbacwHik2NpZTp04xd+7cCh9rTUKnDU3RPyQFynRQXlEUjxo+19qQ1Dp6JOfnIICc/HxMO3Tk81928Ntvv9GuXTst1+m+ffsSGBiIoijk5eWRnZ39UB+9evViy5YtGBoakpSUxJ7QUI48yGb36dP8Z+NG1dC8+uqrDBo0CDMzMxITE0k5fkP1HKtjYIyRniEpOels+i2YWrVqoaenR/369dHT08PY2JjMzEyys7Np3LgxAPPmzSM1NZW0tDQ2gX6ETQAAIABJREFUbdqEq6srs2bNonnz5uTk5HD9+nViYmIQQpCamsq2bduwtLRkw4YNnD9/nmvXrmnN48yZM4wYMYJx48YxZ84cTExM8Pb2pkOHDqxfv5433niDjIwMGjduzIEDB+jUqRPr1q1T69+8eZPDhw+zc+fOUp0pdIlCpe0RXq/Stl5L/F96H6N78OP36/Hx8WHRokVMmjSJOnXqoKenR05ODoV5nI4dO8a6deuws7PD1dWVGTNmsHjxYn788UfatWtHcnIy7u7u/PL5vzm9cC4v3rjCayKH2SOG4eTkxIsvvsjt27eJj49nzZo1fP755zg6OnLo0CHi4+Px9PTE3t6evn37qgHPfn5+TJw4ETc3N95//33atWtHYRLDs5tT6fW6LTeu3AEBqVfzaHCgP99/tZHg4ODHermlpKQ8pHTxfUys6tqflPmA+3n5qldpSbpio0aNIigoiJCQEFxcXDAzM6vQ/y8o+0qtNIrGI/3000+YmJhU+FhrEjptaKD6pT6KRw0fdTLWyhFWu1597v55njWHjgAFT4JJSUkIIQgODubLL79k27ZtJCQk0LlzZ1JSUtS6hVIwr776Kvb29mRmZuLWqxetRowm07AWKRcvknqjwJjMnT+f48ePs3fvXoQQ9O3blx/P7iA9L5OvL/1ErsgjNTcTY71aZOXnYGFhgZmZGcnJydStW5dr166xefNmGjVqREhICO+99x5JSUlYW1ujKAqKovDbb7/Rtm1bxo8fz9ixYzE3Nyc6Opq6desyaNAg4uPjqVOnDlu3bmXcuHEcO3YMKHhiNjU1pW/fvtSuXZt9+/ZRt25devbsqeb0iI+Px8/Pj5UrV3LmzBlGjhxJYGCg1hP8kCFD0NPTw8bGpsypjZ8kK2J1EBcXR//7Gt5qPZyrGbf52u59gh0X08CoLnv37iU7O5vWrVtz5MgRLC0tadv2f95OpqamxMTEMHXqVMaPH4+bmxseHh7UqVOHq1cLvpCLbq/17NmTY8eOcfLkSUaNGsVnn32GlZUVEydO5J133iEqKopevXrx1ltv4evry6lTpxgzZgzTpk1T+7x27RphYWEsX74cHx8fNcp93exdNFM6YabXUC1rmdOexCspT5WDx7xFS7LztN3rhRD8EBNbSgvQp8//Z++8w6K4vjf+mQVUug0VbIiKhaogRUVFIzbsJYlixBpjYu+J7Wc0UTGxR6OxxYpYMPmaYgwYsERFBQTFgmABCygqSy/398e64y7FSiwJ7/Pw6O7O3J3Z3Zlz7znved/WnDlzhnXr1pV42kxztWZ9rxOrvtj2XCu1Z/Uj9enTh//973907NixRI/3bcO/pmHzTaFg13BenWp4fLNMfuw0eRq3jh3h1xnTuWBijKGhIS1btsTQ0JCTJ08yb948zM3NCQkJwczMDF9fX6pUqUJUVBQrVqygY8eOWFhYEBwczOrVq2m1eCl30zO49fcxKja2IfX6dSSgslVdHqbcIy8vD0dHR27evMmAht6sP7+X+zmPsNSvhnetllgZVmda9Hfcvn2b5ORk8vLyMDExoXr16qSnp9O3b18WLFjAwIEDcXFxISMjA319ffLz8/H29mbqmC8Y138WIluHcrqVuB9swNq1axk2bBi5ubnk5uaSn5/PnDlz+PDDD0lISGDatGkMHz5cDg729vb4+/vTrVs3Zs6ciZ6eHlevXqVq1aqkpqYyYcIE5s2bx6ZNm7SaATWVclV10edHSdcgSgrmBpVprG/JisQATqVcoOPRcSCBQDC13zRsbW354Ycf+OOPP7C3t6dcuXLyvl5eXoAq9Tps2DDs7Oy4c+cODRo0wMHBAdBOr928eZP333+fW7dukZ2dTZ06dYo8puPHj7N3714ABg4cyJQpU+TX+vbti87jdPWQIUPo3r0748aNIzhxB656hW+6U8sdYnRwdaCwB4+vr6+8ndqDR427u/bJEzavH7eTfvcuULzXD6hWOd7e3mzatInNmzcXu92L4uKuNILGPCQ3Q3VENune7Ng2hfzKDzl+OuSpquea/UgZGRn8+eeftGzZEqVSSXp6Op07d6ZFixZYWVmV2PG+jSgNNK+Igl3Dpqn5PDTRrhuZN2+Jw3vt2eStPWspqgdBUyNp9OjRjB49Wn6sVCrpsmufaky35pha1eP0wvl4fLMMkZtL3WN/ERISwoMHD0hISGD4ps9os8qRT08tZLvLlwDsuv0no/t/zOItqv4id3d3KlWqJK9mfv/9d37//XdSU1PJzs7m22+/JTw8HG9vb+zyOxEU+pDcMoJ7ujf4Lm0Arfs70MzNidzcXCpVqoSLiwudOnVi2LBhctF27NixTJ48mYyMDBo2bEjPnj0JCQlhzJgx+Pn5kZubi76+PiNHjiQrK4vz588zYsQI/P39qVGjBrGxsfzxxx+EhISwbNky1q1bB0BAQIBMojA1NSUkJITo6GgGDx5MdnY2+fn57Nmzh/r168sWyEIIpkyZwq+//ookScyYMYP333+fw4cPM2fOHCpXrkxUVBROTk5s3boVSSpOTurloCk3n2yYQVmhB6gCy3DL7vSwaK3aUAL3L1U22fPnz+eXX35h3bp1KBSqJES1atXkYAIqkdRz587JauTq49acXY8ePZoJEybQrVs3+XxfFJrj1axZk6pVqxIUFMQNwvlId0Wh7Y1rvJx4cEFFDIMqVfD4ZplM9CmueL5y5UotzbGSwPG5qXKQATDXaUBmnhLTh1UwNzcvqEWmBc1+pDp16mj1I3Xv3p3MzEyEEC/Uj/QuojTQvCLUjVvqm0f7C/n85KpLtkYCrSQJCmYG+ugE6dNgX03Sku8Qk1UO878rcjH/p0K2AUau5tTKboZ+hL6qo7mKEZUaWZFT5cnX7u7ujoWFxVNtA9Qzz4IXHMCdvFjsE7+l9eRmbNu2jSpVqpCamsqWLVsYMmQImzZtYurUqUyZMoWYmBh+/fVXoqKiyM3NlYPY3r17mTp1Ktu2baNXr178+uuv6Orq4uPjQ1paGiNGjMDV1ZX+/ftTs2ZNRo0aBSAzrapXry5r061Zs4axY8cyYMAAsrOzyStgqbx3717Cw8OJiIggOTmZZs2a0apVK0DllhgdHY2FhQUtWrTg6NGjL2ViVRwKys3nJD8R1nWtYMO6+P14VXXFQKccD4yyuXv3Lrm5uVSsWBEfHx/Kly/PDz/8IO/j7+/PtGnT8Pf31zLJKg4PH6rSWIDWjN/Y2JhHjx7Jj5s3b87OnTsZOHAg27Ztw8PDo9gxhw0bho+PD907fUCZE7pavw9dfQn3WS9XJ3mbPH1Sb+YVem660Z8qwUGevlIDWLRoEYsWLSo0htoi4L+A0kBTAtA0BXMH6mjoSxXnRfKyqgPdr9twbYtAJ1uHfIzJzk3HbksdaGOMQbXCtgGVPCzRr2mKe7Bqdpx/qi4ff/wx06dPJzc3l//973+MGDFCyzagb9++CCGIjIzEwcFBrhUpNS64SoqajDLcxvK03lS778ToSd1o2rQpy5cvx8LCgr/++ovatWvTrFkz9uzZI+f5169fT3R0NCtXrmTfvn1UrFiRYcOGERgYiKWlJStXrsTX1xdPT08GDRqEUqnEzMyMBg0aMG/ePK5evYq5uTlKpZKRI0fi6+tLv379ZAdCd3d35s+fz82bN+nVqxf169fX+vyOHDnChx9+iI6ODlWrVqV169acOnUKExOTEnNLLA5Fyc2r4VrRhvj0W4w4uwBJgvI1zfBP7cCVK1eYPHkyCoUCPT09Vq9eLe+TkpKCvb09ZcuWLdYwSxNz5syhb9++VKhQgbZt2xIXFwdA165d6dOnD/v372fFihWsWLGCwYMH4+fnh5mZGRs3bix2zG7dujF48GAmLhyBFGnK8bmppN7Mw7iGDu6zjGnQ79neSEXhbfL0Ma6hQ+qNwt/by67W/osoDTT/ADxr1/zHLoiH3+mhk6360RsqKmCl48yi+17UPeRIbsNr/6htQFrWtwzSXYOZwlJjREnrgisqZaNGwdWFJv744w+GDx8uP1bv/7SV1po1azhx4gQHDhzAycmJ06dP079/f1xdXTlw4ACdO3fm+++/p23btsW+ryZe1C3xRVGQOGJerjLbmv0foNLPel96j4FOPbRssuvWrUuHDh2KHG/y5MksXLhQ6znNdFhBqf/u3bsXSfm1trYmMjJS67mihDI107pqRERE4ODgoPq9NeSlA0tR+CevoxeB+yxjrRoNvNpq7b+I0kDzjqHgMn6QwePmMQGjj1cvcp+Ssg0InnCfqPXaxdgUkYDSNoL4+Ex69eqFlZUVCQkJDB48GH9/fz799FNSU1Oxt7dn2rRpLFmyhNTUVA4cOMDt27dJSUnh66+/Jjs7m507d5KSkoKenh4hISEsWrSI7OxshBAyw6d27dps3rwZS0tL2rVrR9u2bTl27BgpKSlcvnyZhw8fYmVlxZgxY7h+/TqRkZFagcbDw4Pvv/+eQYMGcf/+fUJCQvDz83sek6lXRrFy81WNcPLXZkmpa0qvin/SQXbBggWsXr26WH+VfwvUwbOkVmv/Rbzz9Ob/Gopbrr/IMn7EiBE4OjrStGlTevfu/dy2AdcOFu7xqaKoy7bf1vLee+/x8OFD/Pz8qF69OsbGxnz33Xfo6urSpUsXhBDMnTuX69evExYWRnR0NObm5tjY2PDXX3+hq6vLxx9/zLZt23j48CFHjx7l6NGjhIeH89577zF//nwcHBy4deuWHAyvXr3K4cOHkSSJKlWqcPnyZXbt2oWtrS2Ojo5ERUVpKRIAMlXcwcGBtm3bsmjRIqpVq/bcn92roNYwZxRltb+nl5Wbj4+Ply0x3hSmTZvGtWvXSjS9+LaiQT9DfKOqMfpBdXyjqpUGmRfFm9C9KSmts/8iYvyV4ruqCWK5yU3577uqCSLGX/mPv/dy05ta7zvb6LgwVzQQy01viri4OFGzZk152z///FN0795d1K5dW8THxwshhAgMDBQDBw6Ut1m5cqUYP368yMnJETo6OmLvXpVG3YoVK4S5ublwcHAQDg4OwtraWsyePVsIIUTt2rVFUlKSiIuLE/Xq1ZPHWrBggfjyyy//8c/gVXH34GUR1m+HONZmnQjrt0PcPXi5yO0MDQ2FEELk5+eLSZMmCRsbGy1B1aeJUM6bN0/Ur19ftGjRQnzwwQeyEGop3n3wjmqdlabO3jG8yWV8cUVRBOz2SiKvQIvD0+o1oPLlOXv2LL/88guSJMmKCUIIBg0axNdff/3U4ylYU8nIKL7H4m2BJnHkeVAcS87MzIx9+/ZhYmJCcnIybm5udOvWjTNnzrBz507Cw8PJzc2ladOmcmq0FKV4UyhNnf0DeBFjs5fBm1rGu88yRlf/SV9JJUVNFc0TUN7KIzH5BjvnqYrI27dvL5RScXFx4a+//pIbRfPy8li3bh0xMTEYGRnJxfd27dqxe/du7j5u0rt//77MonsdKCmjLbXg4qugOJacKEaEMjQ0lJ49e2JgYICJiQndunUrkXMpRSleBSUSaCRJ6ihJ0kVJkq5IkvTui1C9Ip5mbFYQQryck+WbQIN+hrRdbopxzaLrQVUUdVm2eBWNGjUiJSWFTz75ROt1c3NzFixYgKenJw4ODjg5OcksqBEjRshW2o0bN2bevHl4eXlhb29P+/btuXXr1j9+fm8amirg+Vm5JP1xpdhtixKhVMublKIUbx1eNfcG6ACxgBVQBogAGj9tn3e5RlOSxmYDBw4UjRs3lo3NCubh1cZmtra2wtzcvJCxmb29vWjbtq0QQrx2/5en1WvedbyJ+sjdg5fF314bxLHW68Sx1uuEvqKs+Ntrg9gwa6Xw8vISubm54u7du6JWrVri1q1bYunSpeKzzz4TQggRFBQkABEXFydOnz4t7OzsRHp6unj06JGoV6/eG6nRFGdUNnPmTPHHH3+89uP5t4D/cI3GBbgihLgKIEnSTqA78K81jr9y5QoBAQFs2LCBZs2asX37do4cOcJPP/3EV199paXOPGbMGFq3bs2+ffvIy8tDqVTKVNzNmzfj5ubGnj17iszDb9++nQ4dOjBgwAC6dOmCo6MjSUlJDB8+nJCQEC1bALX/S2BgIEFBQXz00Udy70lkZCR///03aWlpNGnShC5dujB06FCWLFlCjx49ZP+XF9GH+i80sb3O+khRzZz5WXnYXajI+ccsOUmSZJbcgAED6Nq1a6G+qaZNm/L+++/j4OBAlSpVaNasWYl/Lq+CuXPnvulDKMUbQEkEmurADY3HNwHXghtJkjQCGAFQq1atEnjbN4c6depgZ2cHgI2NDe3atUOSJOzs7IiPjyc5OZlt27ahVCrZs2cPkiRx6NAhZs+ezd27d/Hz86NatWqMHz+ezMxM7ty5w2effYaOjg7Jycmkp6fTvHlzFAoFubm57NixgytXruDh4YGVlRWtWrWSBRHVcuRHjhyRjaDatm3LvXv3ZFmR7t27o6+vj76+Pp6enpw8eZIePXowatQokpKS2LNnD71790ZX9/l/DgWb2CopajLTLOhf1cRWXH2kU6dOfP7554SEhKBQKIqsjwAvVB8p2Mz5p4dKrysnKQ2/XX74+flpvV5QhFITX3zxBV988cWLnOo/gry8PIYPH86xY8eoXr06+/fv55NPPsHb2xsjIyPWr19PQEAAoGouXbx4sZaxWyn+PXhtZAAhxFohhLMQwtnMzOx1vW2JQFMifLdXElKmnvyaQqGQ2U/qwAAqXamJEydSoUIFLl68KK96Fi9ezHfffUf58uUJDQ3l7NmzuLu7y0FizZo1NGzYkGXLlnHhwgWCgoIYMGAACoWCCRMmMHjw4Bc+/oLCkOrHH330EVu3bmXjxo0MGTLkhcbUqtdIYFxTh7bLTd/Z/gLN7zg3Q3BxV1qx2/4T9ZEyVYomIBT3/LuAt8ER81XwPNYSoaGh2NjY4OjoyIULF2SnzVJooyQCTQKgqRNR4/Fz/wqoJcJTb+SBULGrlLfyn3ojApWarp2dHe3atUNXV5d27dqRn5+PpaUlN2/eJC8vj759+2Jra8upU6eIiYkhLy8PGxsbTp48ycmTJzl27BiWlpZ8+OGHlC9fnjNnzuDm5kZISIisU6VOnXl4eMgd2ocPH6Zy5cqYmJgAsH//fjIzM7l37x6HDx+W0ym+vr4sXboUgMaNG7/wZ/NvaWIr+B2LfAga8xArRTP8/f3Jy8sjKSmJkJAQXFxcijTpAmjVqhWBgYFkZGSQmprKzz///NzHUJLNnG8L6tSp88YdMV8Fz2MtsW3bNqZPn054eDj6+q/XQv5dQkkEmlNAfUmS6kiSVAb4APipBMZ9K1CUYjFC9bwmgq/dYNKff3Ht4SN2no9BzSNbtmwZd+7cYfr06Tg5OREbG0tubi53797F09OTqKgouTPewcGBVatWsXjxYqpUqcL7779PvXr16NKlC48ePWLs2LGYmZmxdu1aevXqhYODg+w3MmfOHE6fPi1LvWjWW+zt7fH09MTNzY2ZM2diYWEBQNWqVWnUqNFLrZL+TSjqO87NEBj95lmkikBBk66i6iOdOnV67vpI8+bNMWtfD6tJHpSpaqRS2q5qhNUkD7nnRnPmXFS/0NNm34GBgZw/f/6ZYxSEJs1bPYYas2bN4tChQ4X2Ua8MN9nfJuOGjjwhe1OOmK8C9fmrzfn69OlDw4YNGTBgAEIIfvjhB3bt2sXMmTMZMGCA1r6bNm3is88+kx97e3vL2nMHDx7E3d2dpk2b0rdvX1lqyNLSktmzZ9O0aVPs7OxkWaTOnTvj6OioDtqOkiQNkiTJUpKkUEmSzjz+ezud/dQoCUYB0Bm4hIp99sWztn+XWGcF2VXynwa7Kij+uuixe7/o5L9XdPLfK1qvWCOMa9YSQfHXhRBCDBo0SAQEBAghnrBxevToIXbv3i2EUDHDateuLYQQIjY2VuTn5wshhJg4caJYsmSJSE5OFrVq1Xqp4589e3axrKO0tDRhZWUlHjx48FJj/1vwPN/xm8bHH38stmzZ8lL7qn9/LzqGmn2nOcbToKlaoWYhqlUr/Pz8xOzZs7XGyc3NFbVr1xZ9+vQR/v7+L3Vu/yTU5x8cHCxMTEzEjRs3RF5ennBzcxOhoaFCiKKvbSGEFvNUCCG6dOkigoODRVJSkvDw8BBKpUrJY8GCBeL//u//hBAq1Yvly5cLIYRYtWqVGDp0qNbxhIWFCSAdMAUMgHJCdf+tz1vORiuRGo0Q4hchhLUQoq4QYn5JjPm24Hm0xTafi9byzYBn285OmTKF6dOn06RJE62ZXlFaXZUqVaJFixbY2toyefLkVzwjFQ4dOkSjRo0YPXq0rN78sli+fDmNGjUqNKt7FoYNG6Y1S35TKAn9uFfBy8yc/fz8aNasGfb29syePVseY/r06RgZGVG+fHlMTU3x8vJi//79jBw5kh9++IHp06fTvXt3OnbsSI0aNTA2NqZBgwbMnj2buLg43N3dqVGjBlWrViUjI4OBAwdy7NgxfvrpJyZPnoyjoyOxsbH4+vqye/duAP7880+aNGlCu4+c2Xx/AjlC5Th5Nz+Wn1L88BrkxjfffENycrLWeasdMX/99Ve8vb1fy2f9LARfu4Hv/36jy659ZOXlEXxNxXNSW0goFArZQuJl8Pfff3P+/HlatGiBo6Mjmzdv1mpGVttdFEw1JicnM3DgQICrQoiHgB6wTpKkc0AA8OK579eIUgmaZ+B5JMIL2suq3QDVz2vKq2uaJF26dEl+ft68eYBKqLCoZs/t27e/1PEX56L43nvvlVi3/XfffcehQ4dkL5fnhaaJ15vE2yQDX5T52rBhwzhy5Aje3t706dOHgwcPcvnyZU6ePIkQgm7dupGfn090dDRbtmxBoVAQFRVFuXLl6Nq1K25ubgwdOpT//e9/eHt7s3r1anx8fKhVqxZDhgxh+vTpnD59mkOHDtG1a1c2bdrE0KFD+fLLL1m2bBkVK1akW7du8vtrIjMzE19fX/78809+dzFkS/pYjmRvwbPsMEylahgqKjKp7G/ozNzPmTNnClkN/BOOmC+L4Gs3tMzWhIDlYWdplZP5whYSurq6Wo3YarKIEIL27dsX6x+kfh/N98jLy+ODDz5g1qxZfPjhh2rWyXjgDuCAqgTyVnfrlkrQPAPPw65S28sWRHHP/5swcuRIrl69SqdOnTA1NdWSXLG1tSU+Pp60tDS6dOmCg4MDtra2+Pv7A9CmTRvCwsIA2LFjB3Z2dtja2jJ16lR5DCMjI7744gscHBxwc3Pjzp07JXr8RkZGJcKge1G5meJUAJ5n5nzw4EEOHjyIXb3GNKpkRfifJ8nNyuGn7/xp06YNrq6u1KhRg8qVK+Po6KhlN5CZmcmxY8eYOnUqmzZtwtPTk+PHjxMTE0NERAQGBgb07dtXVnVQ0+eLw8WLF6lTpw7W1tYY19DBRa8vsXl/y6876HbCuIZOoRn624iiMhNZeXn8Hhf/wmNZWloSHh5Ofn4+N27ckN003dzcOHr0KFeuqL7vtLQ0rQlnUZg2bRr29vYFWXmmwC0hRD4wEFXj/FuL0kDzHHgWu2qQnQ1ldbS/55e1nV26dCnp6emvdLya+Oqrr0psrKKwZs0aLCwsCA4OZvz48UVu89tvv2FhYUFERARRUVF07NhR6/XExESmTp1KUFAQ4eHhnDp1isDAQEB1Ibq5uREREUGrVq1Yt27dP3Ier5NBp7Z0zr6jBAHkw9XFoTwIS3iumbMQgs+6D2V9vSlscphBgOtX6KJDclAsmbdSC43xOI8PPDGSGzhwICtWrCAjI4PMzEyuXLmitd/LwH2WMTpltJ8rp19O9fw/YCRX0iiYmVDjQWbWC4/VokUL6tSpQ+PGjRkzZoxsxWFmZsamTZv48MMPsbe3x93d/ZleSIsXL+bgwYNqMkBjSZK6Ad8BgyRJigAaAk+nwb5hlAaaEoBn7ZqMcW5CFQN9JKCKgT5jnJu8lDvg0wLN0xwqi8PLBJqSviHY2dnxxx9/MHXqVEJDQwvVhE6dOkWbNm0wMzNDV1eXAQMGEBISAkCZMmXk/P0/OSsWQjB58mRsbW2xs7OTV11KpZJ27drJTKD9+/fL+8yfPx9ra2tatmzJxYsXn/u9ilMBuHPg+cbo0KEDm7ZuRpmuurckZaUgEDQ1sib0WCjZ2SrfIDX1vVy5cqSmqliSBgYG1KlTB319fTZs2EBqaioREREkJCTg7OxMZmYmAQEBfP/991pjqO28C6JBgwbEx8dz5coVGvQz5LrDz9hUbg4SSLrg8dW7YxBWMAPh9aMqXd2wWTOtRlK13Tio0uLqdKJmWlySJLZt20ZMTAz79u2T62+gaqg+deoUkZGRREZGyo29mh5Dzs7OMktNCEFUVJRa6eO8EOInIcRlIYS9EMJBCDEVmCRJkrb50jMgSVKb18VWK63RlBBexnY2LS2Nfv36afXVJCYm4unpSeXKlQkODsbIyIiPP/6YQ4cOsWrVKnx8fAgLC6Ny5cqEhYUxadIkDh8+jFKpZPTo0YSFhSFJErNnz+bUqVNkZGTg6OiIjY0N8+fPx9vbW74YFi9ejFKpZM6cObRp0wZHR0e5G75NmzZMmDABpVJJ5cqV2bRpE+bm5ixfvpw1a9aQl6ag/IN6+EirUKbncSUwrdi8tLW1NWfOnOGXX35hxowZtGvXjlmzZj3XZ6Snpyc3mP6Ts+LXKTdTUAVAjdyUDHiOe7KXlxfvVXRmxFmVQri+oiwCsDKsjpeZK4HHj+Dg4ECTJk0wMjLC1dUVPz8/bt++jbOzs2zZffPmTczMzDA1NcXKyoqvv/6a6dOnk56ejp+fHxkZGUyYMIFNmzbJdt7Lly+XSQCgCmIbN26kb9++5Obm0qxZM1b/PoWyZcvyjaUO9Xq8G0EGVJkJzRoNvHxm4nkhs7IUrzbnF0KsKep5SZJ0hRDFXTRtACXw7IYKMNi4AAAgAElEQVSh5xuvWJQGmjcIdUrpwIEDgEpNYOPGjQQHB8szm7S0NFxdXfnmm2+eOtaXX36Jqakp586dAyAlJYXevXuzcuVKWfPsWauB7OxswsLCyMnJoXXr1uzfvx8zMzP8/f354osv2LBhAwsWLOB3vyiOTMzkkXgAgMiF0M9TKfu+OaeT/gDgzJkzclNpYmIiFStWxMfHh/LlyxciAbi4uDBmzBiSk5OpUKECO3bsYPTo0S/wSb4Ygq/dYPO5aJLSM2Rm0ZEjR4iLi3um3MyNGzdo2LAhSqWSjz766IXkZgIDA7G2tpYtndfF7cexfH1ZbsatgROf+j+RmtEskhcsog9s2oP377xX6D3GuQ9ii/+vhZ6fP1+bDFqUZTdQrKyN2s67qONp164dZ8+eLbSP5u9Nc4b+tkI9UVT/NswM9BlkZ/NSmQlQ9TYV1fQZHx9Phw4dcHV1JSQkhPT0dJRKJTVq1ODBgwfcvXu30CR05syZ6p45O0mSFgGdgAygvxDiiiRJcwClEGKxJEmHgXCgJbBDkqRLwAxUosf3gAGAPjASyJMkyQcYjUpKbANQGUgCBgshrkuStAkV2aAJcFSSpK5AcyFEkiRJClStLe5CiKTiPovSQPMGYWdnx8SJE5k6dSre3t54eHgU2kZHR4fevXs/c6xDhw6xc+dO+XGFChVe+HjUzZ8XL14kKiqK9u3bA6qUnbm5OaBq/hwy6iMaZXthr/ek1pKbIaj0Z1vu1/DHxsYGV1dXrK2tATh37hyTJ09GoVCgp6fH6tWrtd5X0z5ACEGXLl3+sS7x4phFOo9S+fzzzwttryk3o6enh7GxMSNHjkSSJDmt9Dxo3rw51tbWeHt703qYM1cXhzK8zpNzfFEVgFqPx9BMwb3rSgJvA14mM1EcnqYsoBbVvXfvHunp6QQFBREXF4eDgwMhISEkJSUVmoRq4KEQwu5xqmwpUBQ3vIwQwhlAkqQKgJsQQkiSNAyYIoSYKEnSGh4Hp8fb/QxsFkJsliRpCLAcUCsE10AVXPIkSXqIKlgtBd4DIp4WZKA00LwRJP1xhes/hJF9V8kGxxnE8FBOKRVEuXLl0NEgGmimp15UX6u41JYaaidMIQQ2NjZFzm4PHDjAONM9ROUf4mDaCqYZHmKOsYpllJUIB88fLLSPpaUlHTp0KPS85gz3ww8/5MMPPyy0jSZjqk+fPoXotc9CXl6e1udXHLMoo6o5I0aMYNCgQfz8888EBASQkpLCyZMnSU1NRVdXl0mTJqFUKvn222+xtbUlISGBcuXKsXv3bqKjo2nVqhWTJk0C4Mcff2Tx4sVIkoS9vT2LFy/G29ubv/76C1NTU9aO/4av5szFzaAxHW1bE++UzcgpGumn1aspW7YslpaW8jHl5OQQEBBAw4YNZcUA9e+oTBUjag1zfiH3zv8ycnNzX0hE9mVgZGSEUqnk8OHDzJkzh8qVKxMVFUXDhg2pVasWUVFRBAUFkZOTQ8WKFTE3NycrK4vLly+TlJSEv78/FStWxNvbm4ULF8q/LeCGJEnHgbKAjSRJagmHzyVJMgacgFqSJDUUQsSgUmpxkCRJD9WqJlqSJEtgMKAjSVJ/4DPAHej1eKwtwCKN0wkQQqgvnA3AflSBZgiw8VmfRSkZ4DVDk3GUlPkAxf0cnMIrMuK9AZw5c6bYoqsalpaWnD59GkBLpLB9+/asWrVKfpySkgKoahw5OTmASnLm7t273Lt3j6ysrGKVchs0aEBSUpIcaHJycoiOjpapmk6Wrehe9nMyRCpZGmSXkm5wfBb5IT4+Xm5sbNSoEX369CE9PR1LS0umTp1KkyZNCAgI0KJOh677Xt7/RtAh8rKzOPb5FK78fRwhBA4ODvj4+JCbm0tCQgK9evVCoVBgaGjIxo0b0dHRYciQIfz6669UrFiRmTNnEhMTg4mJCQkJCWzevBk7OzuGDx9Obm4uu3fvZtmyZXh5edGtWzcWLVpE+/btGeI3liMPIkn2KofN5h58sngSenp6NGjQgD179tC8eXOZLVa5cmXOnDnDJ598okWhNmtfDyf/D3APHoaT/wf/ySBTFHV+7ty5NGvWDFtbW0aMGCF/jm3atGHcuHE4OzuzbNkyAgICsLW1xcHBgVatWv2jx3n27Fn6TZqC66JvCY6I5F5GJnXbd8DKyoohQ4aQkpLCL7/8grW1NUOHDqVatWr069cPOzs7ZsyYweXLlzWH+xTVSsIVyAUmaLyWDJwGdgHqyJQH+KBKpcUDD4G7qILJUuB9VKuXp0G+0IUQN4A7kiS1RWUTUzhXWwClgeY1Q5NxFJt2k2Fn5jPw6Cy+WrKQGTNmMGLECDp27Iinp2eR+8+ePZuxY8fi7OysNVOfMWMGKSkp8oUTHBwMaDtX6unpMWvWLJycnLCxsZE1ugqiTJky7N69m6lTp+Lg4ICjoyPHjh0jLy8PHx8fvnrUjkXpHWldZjAGkopB9qINjs8KEk2bNi0UJDT7a9avX4+npycXL14kNTWVdu3aYWJiQqtWrbh37x47duzA09NTbkpUKBSUL1+eRzEXuHPqBNf/OEj0D99jVL0GCl09su/cRpIkDAwM5MLsjh07WLNmDRkZGcydO5fk5GRq1arFwoULsbOz4/Tp01hYWGBhYUF6ejrXr19n1KhRpKWlMXHiRMLDw6lRo4ZWL8qJEydk0oGXlxdbtmzhyJEjmJubc/HiRZYuXcru3buJi4vj6NGjQPHd4qUomjr/2WefcerUKaKiosjIyNCaUKnrkBMnTmTu3Ln8/vvvRERE8NNP/6w8Y317e3Yk3CYpMwvDGjXJyclhedhZ9CtWIjg4WF65q3UQU1JS0NXVxcfHh8mTJ2umzhSALXAUuALkA7U13mrv438vAJaP/2+KKlBsASJRBR49oCMwmSfKAsdQaVWCKjUW+pRT+gHYivZKp1iUps5eMzQZR24VbXGr+FhWXFIVTJ2dnbUK4ZqpI1CpNBfV4GVkZFSkcdnChQtZuHCh/HjMmDFyl7dmQbdgodbR0VGmGGviyJEjgEo88fjcVFJv5mFcQwf3WS9OY7148SLr16+nRYsWDBkyhO+++w6ASpUqcebMGRITE3Fzc+P06dNUqFABLy8vAgMDcXFx4csvvyQwMJCuXbuSkpJCrVq18PHxwdfXl7y8PA4fPoyVlRX29vZ06NCBwMBATpw4Qd8BA3gYc4GEv49R1dmFJhMmk5OWRkLIYe5eOE/7AT5U/PUXEhMTqV27NkqlEiEEy5cvZ+XKlSQkJGBmZsahQ4eoWbMm5cqVo3v37qxdu5bz589z+PBhhgwZwm+//cbgwYOpX7++1jnHxMTIHjf6+vo0btyY6GiVVJG6WfPixYuUL19eDipFdYuXQoWi6px79uxh0aJFpKenc//+fWxsbOjatSvwpA4JKoKDr68v/fr1k4P5q0LzupDtJqrAncxsqjxeoatZlFl5eTwoUxaPli1xd3cnOzubGzdukJqayq1btwgICODvv/9GT0+voIfXNVQB5y7QToMMAKBu+snnyf19LvAzcBtVcGqGSlkgAlUqjcf/jgY2SpI0mcdkgKec6k+oUmbPTJtBaaB57VAzjop6/nVh2rRpxMbG4ujoSJMmTejZsyfdunWjZ8+eVKhQgQ0bNrBhwwZiY2OZP38+3377LRs2bABU+mTjxo2jQT/DFw4smmwv/dRHVHksswLg4+PD8uWq1bv6ZqDZXwMwYMAAftvyE7GLQ2mcacGNGaGQnU/fvn21gq+BgQEmJiYolUouXrzIzZs3Zbn6nLQ0XKtWIaNmLe5djOHGn39Q1cVN3nfF4sWY6uli8tgoTm0eN3fuXCIiIjh58iTjx4+natWqtGrVikuXLpGYmEhOTg4PHjzAy8uL9u3bExoaSocOHfjhhx/k9zY2NiYxMbHQ51K9enVu374tr3y2bNlC9erVS4NKMdCe5JjgPyuUy2X+kuucq1atIiwsjJo1azJnzhytWqS6DgmqZuMTJ05w4MABnJycOH36NJUqVXql49KUMlLbTRh+nEFW/pNJv66BAdYf9AcgMy+PLl26sHHjRuLj4/H29qZu3bp069aNI0eOcOTIERISErCxkSnW+YAJ0OZxgDGUJMlaCDFHkiRfACFEG0mSNFkhzYE1Qgg5xSZJ0hJUPTlDJUkaDGwQQlwD2hY8LyGEbxGn64CKBPD0btPHKE2dvWa8Db4jCxYsoG7duoSHh9OhQwdCQ1Ur5ISEBPbu3cuDBw84dOgQDx8+5PTp02zcuBE/Pz9q1KjBunXrClFZn0ccU832upuegQCSMzJJzc6RRQvhyUxP82agidTouzw8nUDOA9WNIyc5jZt3Ezl/WHU827dvp2rVqvI46i54Y2NjDh06xOnTp7GxscGnqzcnf/4JSYK0W4kcnTaJxKOhSAoFTSZP51F2DrGxsQQFBWFiYoIkSZw6dUo+DvVKw8jIiA4dOnD8+HGys7Pp378/0dHRWFpa0q9fPx49esTAgQOZMEF1fX/wwQdcuHCBcePGcenSJTIzM7lw4QItW7ZkypQpnDlzBjs7OxQKRamBVjEo6B1081oCJ6bn0KxMTyZPnsyZM2cAVV1LqVRq9fwURGxsLK6ursydOxczMzNu3LhR7LbPA027iSPZW8gnl9wMwfkfMyirKLp+WU4j/f3333/LzdrFKQs8xmeoaMuRwHFUygBPwyTAS5Kk8Md/r6QsIEnSNGAPMP159yld0bxmvG1sIQ8PD5YuXcr58+dp3Lgx5ubmZGRkcOLECcqWLUv9+vXp2bMn+vr66Orq0qtXL0JDQ2nSpIk8xvOIYxbF9spITsIvYDeek8azfft2WrZsqRXECvXXbNtOL7PWNDKuzbIr/ihzM6hZriq7ftmL0FfQtm1buVMdVOZzdevWpVmzZnh6epKfn4+Liwvdu3cnNjaWen3e5+rP+8lJfYRxrVrUbPceBlWrYlyvPq2bNiEyMpK2bduir69PbGwsMTExJCcn0759e5KSkjh48KCc0qhVqxYREREsXLiQHTt2YGRkhLOzM9u3b6dixYrs3r2bFi1acP36daZMmUKvXr2QJImVK1dSrVo1nJyc8PDwkOsJai+Td60X5Z9GQe+gxPwYVifPY/EgHara6rN69WoCAwOxtbWlWrVqT/UEmjx5MpcvX0YIQbt27XBwcHilBsrUm09+3y3LDKRlmYEAVE9x5cfDu1kedpaM7GxshgwHVM2g6zZskOnUMTExjBo1CniiLFAEzgkhAoHAx9vJDZRCCEv1RkKIMFQNmQghpMLDAGCv8f+pxWxTCEKIBcCC591evdNr/3uX/Gj+TQiKvy6cBg8V9Xr3E+Vr1Ra9hwwVnp6eokGDBmLkyJHC1dVVVKhQQcybN09UqFBBlCtXTlhYWAh3d3cRHBwsWrduLWrUqCEMDQ1F//79Zd+c1q1bi1OnTgkhVB4en3/+ubC3txeurq7i9u3bQgghOj/26tH07DG0qC4sWrYSDRs2FL169RLnz58Xenp6IikpST7m7du3C1tbW2FjYyMG1OwgjrVeJ461Xiem1B8oqpWtJMoq9ESnqu7i888/F0IU9k25evWq6NChg7C3txeNGjWSvT969uwpTGvWEkY1aopaHTqJyk2chHnLVsKoRk1RoY6V6NChg7h37558TkIIkZ+fLyZNmiRsbGyEra2t2LlzpxBC5VfSpUsX+T0//fRTsXHjxn/iK3wnkJKSIlatWlVi48XFxYlt27YJIUrOO6igj4y1tbUYOHCgaNy4sZgzZ45wdnYWdnZ2YtasWUIIIZRKpejcubOwt7cXNjY28ndfu3ZtMXnyZGFrayvq6DuKmUahYrnJTdGxzHjRvewMsdzkpmhg4C7Gjh0rrO3shPOQYcJpynRR2bqBqNfYRrRr107cvn1bxMXFiapVqwoLCwvh4OAgQkJCRFxcnPD09BS2traibdu24tq1awIIAzYBa4ATwLfAZcBMqNh1ClR1GDPxFvjQqP9KU2dvOTp37syDBw948OCBXCwHVfG+OA+PolJZ6tSVnlU9HsXHkZmexuFjx0m8fx8XFxe2b99Oly5dKFu2LKtWraJHjx7UrVuXn3/+GaVSSWZmJmfPnsXAwIC//vqLq1evyqwoTWiKYN64cUMWwSxKyVpSKLD37opCoSA2NhZJkrC2tpZVEUDVX3Pu3DmioqIY7+4rP+9V1YWPanWikp4pSkUWzs6q1KOm9hSo7IR/++03IiIiOH/+PLNmzcLIyIi9e/fi1bEjCl1d7p2LxLBqVRw+G8t7S1eyJ/gwv/32m1wzURMyJEnCz8+PqKgozp07J9eS2rRpU6wW1n8RBX+rmniZulN8fLxsk/Ei3kEvog14+fJlRo0axZIlS0hISODkyZOEh4dz+vRpQkJCnioMq1bk+HjwKPZlz9EaV1dfwsRSh+zsbM4cP06V24lk/G8/VXR1mDdrJoaGhjg4OODt7U316tUZN24c4eHhzJw5k7Zt2xIXF4evry/W1tbqdGpjVGwxdQPlBFTsL7UZ1HM1UL5ulAaatxy//PIL5cuXf+rFWxA//PADjRurfJDU+20+F83DpCTifgok9cZ1TOvW50FcLElKJUZGRqSmptK7d2/Kli1LUlKS3G/j4+NDcnIyvXv3Ji8vDycnJzZu3IijoyPTp09nzJgxnD17lu7du7N7927KlClD586dGTVqFEIIVq9eTefOnbG8EV9I4VqSJPQiw2XP9XLlypGXl8fw4cOxsbHBy8uLjIwM2U6g1jBnHknp9Pp7Guvjf2Z57C6Scx4Sm5vIuHHjWLlyJd9++y1NmjTBzc1N7txft24dzZo1w8HBgd69e8t9FQbZWbRr0xoDExPunjlNRvjplxZDfdcQHx9Po0aNCn3W4eHhuLm5YW9vT8+ePeV+rDZt2jB16lRcXFywtraW63rR0dG4uLjg6OiIvb09ly9f1iKbTJ48mcOHD+Ph4UG3bt1o3Lgx8fHxWjWoxYsXy75JV65c4b333sPBwYGmTZsSGxvLtGnTCA0NxdHRkYtOmznFLgIyvpD3X5s5CEVvVcrVyMiIiRMn4uDgwPHjx4vtqSmI2rVr4+bmJlswNGnShKZNmxITE8Ply5efKgyrbjSesNSXG2XOynYTZcsraLvcFAMzHd5//305WO3cuZPq1aszd+5coqOjZZPDnJwcLly4II9769YtLl26xMSJEwkNDVU3mJ4HgijcQKkW1HyuBsrXjdJA84bh5+cns63Gjx9P27Yq0kdQUBADBgzA0tKS5OTkQhcvqGbamm6M+/fvZ8GCBVo+L9WrV2f27Nns/XQkZ75ZiM2wjzGoUoWKjRpj6d2N2t16YmhoiK6uLo0aNQJUPTn16tUjOTmZs2fPkpiYiL+/yuvEy8sLeCI/f+vWLZo0acKSJUuYNm0aenp67Nu3j/j4eO7du0fLli0JDQ0lYOUK7q9fw9EJY4hYvoTatWsx4tNPOfLrL1rOkZcuXeLYsWPo6OiQkJAgN6UeOHCAdhN7MSZuBQ9zlbQxawIS5Ev5VKxamYCAAKZPn8769etlTTI/P5VumJOTk6yKcOfOHa1ZtY5Sye3oKMKCg7gZ4P+fCDJqXL58mU8//ZTo6GjKly/Pnj17+Oijj1i4cCGRkZHY2dnxf//3f/L2ubm5nDx5kqVLl8rPr1mzhrFjxxIeHk5YWBg1atTQIpuov4MzZ86wbNmyZ3qvDBgwgE8//ZSIiAiOHTsmyxN5eHgQHh7O15un0miAAXrGCtk7qJKtHrU8VStmtTZgREQELVu2LLan5mF8LsHjH7CifAK7vZLQy1XtL4SQJz7h4eFcuXKFoUOHysKw6gbKuXPnysesJp8A6JaV8I2qhus0E5pNekL5NzQ0lINVly5d8PT0JDo6WnYwtbOzIy4ujtu3b8tjlSnzxHPB3d1dvbKuDEi8YgPl60ZpoHnD8PDwkGeHYWFhKJVKcnJyCA0N1epWLuriPXv2rFzIv3r1KpUqVSrkzpmens6DBw9AkshNS+PI5HFUaNiIywH+3DsXSeLB31iyZAkKhYIlS5aQmJjIunXryMvLQ1dXl+7du2Nvb8/48eM5duwYt27dAlQzz7Nnz8opBisrK9mU7MiRI/Tt2xdJktDX16dJkybExcWxbe1aUq5fo1ZeDsMrGLN46hS6deuGn58f27ZtIyQkBCMjI1kSPT8/n8OHD5OWlsb69esJCgriaNhxKltUYcSZBTi5NaN1mzacO3cOFxcXcnJyWLNmDadPn2bw4MFs3boVUBXW1aubmJgYLRmeHj16oFAoaNy4cYmbqr3tqFOnjky9dnJyIjY2lgcPHtC6dWsABg0apNVLVVTjqLu7O1999RULFy7k2rVr6OsXbfbn4uJCnTp1nno8qampJCQk0LNnT0Alv6QWLdWEuUtZGn1oIHsHGZk/WSkX1AYMDg7G1dUVOzs7goKCiI6O5uKuNG6fyCbjnoq5pryVh/JWPhd3pdGhQwc2bNggp0sTEhK4e/cuiYmJGBgYyA2UanYbIFtK+Pv74+7uXuh4H2RmMSf0GOPDo3H/2o/s/HwCAgKYO3cuCxYswMbGhnPnzuHu7k5a2hPyl4ODg6xf2KJFC5o3bw6qfpeuQMF+iBdqoHzdKGWdvWGo+fuPHj2ibNmyNG3alLCwMEJDQ1m+fDlffvklLVu2lNV21dL+9+7dIy8vj86dO9O4cWMcHR358ccf5R/mnDlzsLKyQpIk8vIFdXv1ISvlAZd3bedh3FVy05Q8ioujQqNG6BoakpWaioGBARYWFpiZmXH58mV69OhBYGAgdevWJSsri0aNGvHjjz/Srl07Tp06RePGjZk6dSpLly4FKDYtAVCvXj3Z6lntHNmyZUtuK9NYefosG/N1uLR1O2np6TKjTZ3Ce/ToEe3ataNy5crcvHlTixGk1qtSKpVkZWXxySefoKury/379+WbxYkTJzhx4gTOzs6sXr2aMWPGyPtrmn097fj/DdDsP8mqkoSUqSe/pqOjo5qQPAVFNY72798fV1dXDhw4QOfOnfn++++xsrIqtK8mZf1ZmnvPwtP219QGzMzMZNSoUYV6ao7PTSU/D+27n1Ax2nyjvLhw4YIcMIyMjNi6dStXrlwpVhg2JSUFe3t7ypYtW8iiOfjaDW6mKjHMzKLs/fvkGhlhOWAQlzas5dtvv5XHUyqVxMXF8ejRIzn4f/nllyxZsgQ/Pz+MjIzYuXMntWvXTkQVbCqjjRdqoHzdKF3RvCRexQnz4q40NtneZkX5BLY1uUdVw1r079+f5s2b4+HhQXBwMFeuXJFTWUVh+/bttGrVisjISNasWYOOjo7WxQeqHK++vj76ZmZc2r4VSSGRn5sHefnYjvyUqi6uPIy9QkPfYQDoWdXl4sWL3Lt3j5SUFGbMmAGobiy3bt3i0aNHshRG3759SUhI4NChQ+zfv18uxv8cfYHwcoZMXbmKXKDrZ2MIDw9HT0/7ppabm0vwtRucv3efh1nZCCAjNxc9Y2OW7P+Z8PBwpk2bRtOmTalYsaK8kiquLyI/Px+FQsHhw4cJDw9n7ty5cjpOCIGFhQU5OTns2rXrxb+wfwEK9p9ozuLVMDU1pUKFCvIKe8uWLfLqpjhcvXoVKysrxowZQ/fu3YmMjHymXl9xmnvGxsbUqFFDdlfNysoiPT290HjF2SQXhDoAFeyp0aQhA1RS1GS60Z/y82PHjuXcuXOcO3eO48ePU7duXTp06EBkZKTsAKv+vYOKJh0ZGcmpU6eoV0/VpjBnzhwmTZrE5nPRuMyei2ndeqRev8bxL6Zy3n87ivIVOHToEOPHjychIYEOHTrQsmVLPvnkE8LDwylfvjzm5uYEBQURGRlJtWrV6NKlC4ANsA0o6BvyQg2UrxulK5qXxNKlS/Hx8SlyaV9QMVgTBbuHU2/kUTHPiV+iljBu3Djs7OyYMGECTk5OWrnfghdb3bp1OXv2LFu3bqVHjx5a75GelEfK6Swc8jqQm3kAYwN9HihVN2qRn0c1N3eQJPSMjKjU2BZJR4GegSFjB/qwuUEDLCwsyMzMZOjQoeTm5pKXl4eXlxfXrl1DoVAQERHBli1b2Lp1K7///jsbNmygefPm5ObnszzsLMLcgtRr8eRlZfFB61ZUr25RpFLu5nPR5GusIio2suHW0VB+OBmGZ+2aPHz4kMzMTD7//HP69OmDvb093bp1kwNquXLlZMFQExMT9PT02L9/P0OHDkUIQXJyMoCs/1anTp0iv6//Agr2nwDyLF5T4WHz5s2MHDmS9PR0rKys2Ljx6RPkXbt2sWXLFvT09KhWrRqff/45FStWpEWLFtja2tKpUyf1DVKGWnPPxcWF6tWra2nubdmyhY8//phZs2ahp6dHQEAA9vb26Ojo4ODggK+vL+PGjZObGRs1alSwmVFG+fLlGT58eKGeGuMaOioHlQIoaVFY0LaHNnNsgpmjarUu8URyat68eYX2K9gvtXevSsJMkqRoIcRYzdceN1B+whPm2VsH6U2kC5ydnYW6WP0uoCgnzPnz59OgQYMXdsJc0yiWTbGfcz0vAgmJjmXHE55zgDO5P2Fra4u9vT1//XGU1PvpzDM6y+y0ZqCfzZgJn3Hp0iV2795N5cqVMTIyIisri5YtW7Jv3z4MDQ0pU6YMrvXbEnUsltTce2TwiEfiDnqUI18PrAf6cOHHjdgO+xgkiYdXY8m6fx/zlh5c3LqZFl/58cewQWzatImwsDBWrlxJ8+bN6d69O1u3buX48eOcO3eOYcOG8fXXX9OrVy/CwsIYPnw4FSpUIMPOEWNXd05+OZsGA305MesLmkycwplFX+HZujWHDh0CVDUTZ2dnAgxMifhuBWZNnTB3UznKxv/yP24EHcLS1EROW9StW5fNmzfj5+eHjo4OTZo0YdOmTRw9epThw4dTtmxZdu/ejUKh4JNPPuHWrVvk5PAnDo0AACAASURBVOTwwQcfMGvWLOLi4ujfvz9KpZLu3buzdOnSQhpy/3asKJ8ARV3qEox+UP21H8+bRMHJHqhoyG2Xm5a47bTv/37jrkawUaOKgT6bvDsWscfTIUnSafHYZ+ZdwisFGkmS+gJzgEaAi1B1oz4T71qg2bNnD7/99pvcE/Lw4UMcHBzkQAIq5om/vz/9+vUDVMv7ogLNe2VHkUs2vcupWDvp4gEGUnkmPbImS6RxcVcaAZ9G8d39QUw3+pM8kcPU1MYM7DqCVQELMTMzw9ramt27d1O9enU8PDyIj48nJiaG6dOns3/Dn0wvF8zER/X4sNxinMv0YH36CCJzf6VWixbcuXABE0tLqri4kRJzgbunTmIzYiQXt26m25IV7BzwvlagiYuLo3Pnzty/f59KlSrxwQcfkJOTw08//URMTAz169enXbt2mJubs/FsJLW7ePPnsMFICgXisb6TnqERmSmFTcJK+iIsRfHYZHtblTYrAOOaOvhGVXsDR/RmURKisM+DgkZ7oFIEeFka/bsaaF41dRaFyijn+2dt+C6jJJ0wryiOMFDniW+MgVQeAOlxtez43FRyM58Efx1JD2sdD3Yc2MSl9mcwMDCgUaNG+Pj4cOfOHa5evUqVKlVo06YNycnJZOQIKAf6kil/Za9HkIeP/hK+SD1M/JFQ8vPz6THwI4J/CqRspUqY1LFCz8CADqt/4GNn1bLe19cXX19flQhm9EUk1+ZUy8xg6cKFeNauycyZMxk6dChr164lKioKUJEU9HUUiHyBnqEBbb/fIJ9DlSKaNeHNeLT/V+E+y7jIWfyLWDv8m/AyorAvg5K2h35X8UqBRghxAbR55P8mPJn1GDKp2q9kpB97ZSdMQ3MddB9JkPNkX119CZ0s1WeYejMPBTrk86SwX1vXgRrY8GvIt7Rp00b2ozl37hwjRozQcsJUz1znGp3kSt7fROWqnDC/a3wRAIVCwfbv13DqXgrfHz3OzxPGUKdBA0YWmGFpzsQqNGzEudUr+fbo32Skp7Nv3z62bNnC2rVrtT4DhypmPDI2Rr9KVW4dP4a5e3PKKBS01Cn691F6Eb4+qG+qr2MWXwptlKQ99LuK10YGkCRpBDACKOit8FZCM4/7MP82BonlMQroxIeDTPntzFa5OK8pl6IJtRNmp06dtJwwu/brwNXIHdS+PlMVVMxTaft/NSnzscoJ07iGDnnXzVCKZNLyUygjGRCVewjHioXUu7WcMN3d3cnJyaHy4BukLTLnXnoi1rotqKvjwtncn7Cf9ORm7+3tzYMHD8jOzmbVggX4DuxfaGxNEUxTq7pUb+3J4akTOaJQMHv8OCpUqFBonzrlTWnt3ATF5GmErFzGtcA9mOjq0HTgQOhU2MoZnn4RzpkzByMjI00LWy0EBgZibW0tqyCU4ul4XbP4UpSiIJ4ZaCRJOgQUlcT9Qgix/3nfSAixFlgLqhrNcx/hG4ImSycxP4b9mfOQ0hToLdcjIPQHjh8/TseOHbGwsJDdLDUxe/Zshg4dysyZM2nTpo38/IwZM/j0009ZfP09dGrrMHv2bBr0asiI0yonzHqV7OmcvISO2eNYnOZNeUU1zPXqUaN1mULvoXbCHDNmDA8fPiQ3N5dx48bRekl9eg0fgzL9EQo9GPr+KJoNflLwfR4F4KQCtZM63t2o490NCRjXT9VQp06bAVrBwHOYLwzzfeZ7FIXOnTvLulanTp2SnUYPHz7M4sWLtTTFAgMD8fb25ttvv2XChAmlAacUpXhLUSKsM0mSDgOT/k1kgDfJ0nldhcqn4U0V6ufPn8/mzZsxNTXl0qVLzJw5E1NTU7755hsSExNp3749W7ZsITw8HG9vb0xNTTE1NWXPnj0EBQWxdu1asrOzqVevHlu2bPnP0plL8e/Eu0oGKG3YLAb/3969x+V89w8cf31KorPIHIoiJVyl1GJpmNmv7W5yyhi/ocU9dg8/w9y3wxjbY7vF3JXNZpsLa2ZOzc3YzGFqDlOJJULJYRPRQSdy1ff3R7pWJB2uXJXP8/Ho8ejquvpe7+/FvPc5vd/VqRKra84jTRmf0EZbYkMf0x3jVN0fKIKpi4X6ymq7vfjiiyxatIiff/6ZDh06kJOTw/Llyzlx4gSrVq3Cw8ODxMREHBwcWLlypbZ8jZWVFZmZmQwbNozTp0/j7+9PdHT0E1lWRpLqo1olGiHEUCHEFaAPsFMI8aNuwtK/PgvMadK8/CL2k7RLZ0BHO6Z6utPapDmCkpGMLiobV1bbzdzcHBMTE0xMTFi2bBnW1tbMmDGDwMBApk6dSlRUFHl5eQwZMoSUlJQHkkhCQgJ5eXlERERgYmKClZWVdku6JEn6U9tdZ9uAbTqKpV6Ru3TqZrfM/bXdWjt2IeA/4fy2eSttnZ3R3FdGB0q2W8+dO5eNGzcyZswYDhw4oC2tfv/rmjRpwoULF1i7dq22D7skSfolS9BUQu7S0Z30Pee17atb5ZkQPmcp7br34IyRMdmxMeRfu4r5mP8lP3Ire88l093cVFtyJycnh5YtW2JkZERERATt27fH0NAQY2PjcmV5cnJyaNq0KRqNhoiICIQQNWq0JUmSbsk1Gh27v6kTlEwRlVYMVqvV2n7wCxcuJCQk5LHH+Lil7zlPSkgUhddyQQFV806ErvmEPy1bYe7UlUt7fsLC3gGrTp0xNDYmeNgQgoODtfXRFi9ezJQpUzh06FC5ulje3t4sXbqU2NhYrly5wuLFiykoKMDHx6fc6yRJ0i+ZaB4DT09P7QL447R8+XJ69OhBjx49WLFixUO7KgIkJyfj5+dHr1698PX15cwZ3RWBvfRFDMV3/jr939OyCzfuZGPQuRPGVlYYNDWiRdeSrclGpqb0XvwhR44cISAgALVaTUpKChs2bKBv376EhYWhVqsB6NKlC4mJifTq1QtbW1smT56MiYkJv/32G2FhYdqELkmSfsmpszqUkpLC8OHDefXVV/nll1/KnQGpa7GxsaxZs4ajR4+iKAre3t7069ePc+fOsWHDBlavXs3IkSPZsmULY8eOZdKkSaxatYouXbpw9OhRpkyZwr59+3QSS+H18gUsPVu4EPXsKkI1TckG+q34qyRP//DPtCVrSs/TaJ8rcx4pPDxc+33Zc0Fli2WOGDGCESNG6OAOJEmqDZlo6khSUhKjRo1CrVaTmZnJL7/8UvfvWeb8zeHmP/Csz9+0DaeGDRtGVFTUA10VU1NTyc3N5dChQwQGBmqvdefOHZ3F1bS1Wcm02X0GJRbz32eaylpnktTIyURTB9LT0wkICGDr1q1069atSifxK1OVUixGKbZc+nc7bTWDO5nFXNh9h6Tv8sptaCjbUdLQ0JCCggKKi4uxsrIiPj6+VnE+TIdgT1JCospNnxkYG/KynwcOTsay1pkkNXJyjUZH9l+8zPgdu5mw40duNzHCrHVroqOjH8t7R0ZG8sPH8eUq83Zu4s2Jgt0cWHiNvLw8tm3bVmHVaSiZemratCmbNm0CSjpSnjhxQmfx2QxypNNMX5o+ZQYCmj5lRqeZvtgMcmRARzvU/n7sHDkUtb+fTDKS1AjJEY0OlK10rADFBga0/fs/CFtR0uu7Xbt21b5maSmW1q1bY2dnR69evVi9evUDJVbi4+PZvn07ImsfzcXHBJl8zjnNrxwq/IZcJYPpp934j5cdkyZNqrAQJsDgwYNRqVRMnjyZJUuWaJuGubm51fKT+YvNIEdsBjnq7HqSJDUcckSjA2UrHZcqMjJC9fY7fPzxx9y6data14uNjeXbb78lPj6eH374gWPHjgEl6yzHjh3jxIkTuLi48OWXX/LMM88wePBgRrVfwDtmP2FjYI9bk5eYYLIKU9GC51u9zuTJk9FoNKjVaiZNmkS3bt1wdXUlJiaGhQsXolarWbZsGbt378bd3Z3nn3+e3bt306lTJ22f9eLiYqZMmULXrl0ZNGgQL730kvY5SZKkysgRjQ6UrXRs0ro1vsv+A0C2gaE2SQwePBj4q6kYlKy9VCQqKoqhQ4dqC0KW/m5CQgLz5s0jKyuL3Nxc/ud//iq97xTYjCbfCDQFirbadHrxBY6LSNqf8sPRsWQ08eGHH3LhwgWMjY3Jysqq8P2vXr1KdHQ0Z86cYfDgwYwYMYKtW7eSmppKYmIi169fx8XFhaCgoBp+YpIkPUnkiEYHbB7SQfJhPy8rKyuLTz75BCjZNabukcbBf2ZzYlUuSd/llXvt+PHjCQ8P5/fff+fdd98t11Ct/TPNeC7UEnM7QyIKZjDcdhYOtp1Z8u+F5V7n6urKmDFj+Prrr7UHIu83ZMgQDAwMyhWljI6OJjAwEAMDA9q0aaMt3y9JkvQoMtHoQG0qHZcmmtJGazmXi3A09Cbm5i52v5VG7No0/vvf/wIlJVbatm3L3bt3iYiI0F6jtAmbdYurqLofoMgwE0/nyyDuaF9Xmmx27tzJm2++SVxcHF5eXhWWaCm7M00XbSQkSXqyyUSjA7WpdDxnzhySk5MZNM6btRn/x+93f8LOUEURGuZc78noKYNp2bIlu3btYvHixbi4uGBpaUlcXByJiYkAjBo1ig8Xvk/f4QNJSU1hokMAbx8MIeVKKk8ZtaCoqIgdO3ZQXFzM5cuXGTBgAB999BHZ2dnlDjhWxsfHhy1btlBcXMy1a9dqvWVbkqQnh1yj0ZGaVjr+8MMPSUhI4O9XfiS28HuSi46iMnoBY0x5yrALbxltI85lHqNGjaJVq1a0a9eOI0eOaE/7Hz9+HB8fH77pvUR7KNK2eWuGtevPd1f2sungPjp5ONO1a1eKiooYO3Ys2dnZKIrC1KlTsbKyqlKcw4cPZ+/evXTr1g07Ozs8PDywtLSs9v1KkvTkkYmmnjC3NaTzxac5UPgFV4vO0sbQiXwlm6KnbnD48GFCQ0P56quvGDp06AOn/d3d3R8o8wIw0nYgI+0G0md/cKXvXXaDQmkdsVKlIx4DAwNCQkIwMzPj5s2bPP3006hUqtrfuCRJjZ5MNHpSWi4m9VIaWYUaOk5pSsE37SjIv8VpzQE6G3pzu0k26X1+xCzBDHPzyhuuPazMS9PWZjqL2d/fn6ysLAoLC5k/fz5t2rTR2bUlSWq85BqNHpRd+G+mmJFfmMuZb27T9dVmdLHoxS+FX+Bm+wyj5jzHur1h2hP9vr6+REZGkp+f/8Bp/w7BnhgYl9+QYGBsSIdg3bUXP3DgAPHx8SQmJmpHQA2FmVnlCbei9g66EhkZqV1Pk6QnkUw0enD4vRxtuRhTgxZ0MvRkcfpz/HvdPCaEvECzNgrvnOvD0Nk+ZGRkaJOJh4cH48eP5+mnn8bb25vg4GDc3d2Bysu8SHWv6L4Du2XVJNHIhm1SYyL0sX3V09NTiYmJeezvW1+EWf0BFX3sAt7Kav/Y43kSmJmZkZubS25uLgEBAWRmZnL37l2WLFlCQEAAqamp2n48cXFxdO/enXXr1mFiYsLevXuZOXMmGo0GLy8vPv30U4yNjbG3t+eVV15hz549zJ49m5ycnApLBPn7+2NpaYmlpSVbtmwhJyeHN954g/z8fDp37sxXX31FixYt6N+/Pz179iQ6OpqXX34ZtVrN2bNnMTIy4tatW7i5uWkfS08mIUSsoii6m6Z4TOSIRg/MbQ2r9fP67lGdQuvT1FGzZs3Ytm0bcXFx7N+/n7ffflt7VigpKYkpU6Zw+vRpLCws+OSTT7h9+zbjx49n48aN/P7772g0Gj799FPt9Vq2bElcXByjRo2qtETQ0qVLiY+Pp3Pnzrz22mt89NFHnDx5EpVKxaJFi7TXKywsJCYmhnfffZf+/fuzc+dOAL799luGDRsmk4zUIMlEowd9FpjTpLko97MmzQV9FlS+4N9Q1adEoygK//rXv3B1deX555/njz/+0FY/sLOzw8fHB4CxY8cSHR1NUlISDg4OODk5ATBu3DgOHjyovd4rr7yi/T4hIQFfX19UKhURERGcOnXqgffPzs4mKyuLfv36PfJ6wcHBrFmzBoA1a9YwYcIEXX0MkvRYyUSjB84jTbXlYhBgbmfIc6GW5frG1FZdL36///77ODk50bdvX5KSkgBYvXo1Xl5e2NvbM2jQIPLz8zl06BDbt29n1qxZ9OzZk+TkZO3r3NzcGD58OPn5+TWOozKlrRv+9t027hQVsf/iZSIiIkhPTyc2Npb4+HieeuopbdUEIcon//sfV6R0qzlUXiKoqspez8fHh9TUVA4cOEBRUVGdbVaQpLomE42eOI80ZXxCG97Kas/4hDY6TTJ1LTY2lg0bNjy0unT//v2xsLB46NRRRVNMul78Lm3dcD2/AAVQFAiNOU7MhVRat26NkZER+/fv5+LFi9rfuXTpEocPHwZK2kj37dsXZ2dnUlNTOX/+PADr16/Xjkbu96gSQQCWlpa0aNGCqKioR14P4LXXXuPVV1+VoxmpQatVohFCLBVCnBFCnBRCbBNCVO2YufTY5ObmMnDgQDw8PFCpVHz//ffa5zQaDWPGjMHFxYURI0ZoRxZ79+7F3d0dlUpFUFCQtq2zvb0977zzDgEBATg5OREREcHAgQPJzs5m7dq1xMTE4Obmxtdff8327dtZtGgRycnJZGRkaKerhg4dyuHDh/H19cXU1JTQ0FDee+893n//fRwcHLh79y4At27dKve4uipq3XCnqIgbTi7ExMSgUqlYt24dXbt21T7v7OzMypUrcXFxITMzk8mTJ9OsWTPWrFlDYGAgKpUKAwMD3njjjQrfc/HixXh7e+Pj41PuuqNGjWLp0qW4u7uTnJzM2rVrmTVrFq6ursTHx7NgwYKH3seYMWPIzMxk9OjRNfocJKk+qNWuMyHEC8A+RVE0QoiPABRFeedRv/ek7zp7HEp3WWk0GvLz87GwsODGjRv07t2bc+fOcfHiRRwcHIiOjsbHx4egoCAcHBywsLAgJCSEvXv34uTkxGuvvYaHhwfTp0+nQxtbhjz1LAZ5xeQZ32Xme3NwHu7FjBkzOHnyJMePH2ffvn18/PHHmJqakpeXh1qtxtrammnTpvHuu++yYMECVqxYQVRUFNOmTcPAwIAOHTqgVquZMGECAQEBDBkyhM8//5ykpCSWLVtWo/v/23fbHraxj50jh9bqs32cNm/ezPfff8/69ev1HYpUDzyRu84URflJUZTSOY8jgG3tQ5J0qTqL31FRUYSFhVW4+J2+5zx3s2/Tv7kbPS27sP/iUXZ/8C1e3TxYuXIlcXFx5OXl0bZtW4qLi7VTQ9nZ2dy9e5cOHTpor5efn0/btm1RFKVcUzhdLn7XpnVDffHWW28xZ84c5s+fr+9QJKlWdFmCJgjYqMPrSdVUWtYm50oRmgKl5HH+Ju3it5GREfb29g9d/E5MTCQ9PZ20tDQmTJigrat25MgRXj8eDApE3ThOxt0cBtp4MSPuYwwNDDExN6Vjx440a9YMb29vcnJy8PLy0l7XxMSEpUuXEhoayrJly2jXrh3e3t7cvHkTPz8/7et0ufg9TtVd2167VFVbN9QXYWFh+g5BknTikSMaIcTPQoiECr4CyrxmLqABIiq5ziQhRIwQIiY9PV030UtaZcvaoIBSDPumZnPuwPUqL36PGzeOzp07Y21tjZubG1FRUaxfv54mTZqQcvMSAAm3Uuhp2YXe1j0AwQavxVy4cIFz585hY2PDhQsXGD16NCNHjkStVmNpaUmbNm347LPPOH78OAcPHmT48OFcuHABDw8PZs+eXa6Qp64Wv2vTukGSJN2qdWUAIcR44O/AQEVRqrRPVa7R6J66R1pJkrln5i0nQizOQtssvmkRTG5uLp6enhw5coRdu3YB4OfnR4/2zsQei8HeuA1ver7K/NOfEf7lp0ybNo2UlBT8/PwwNTXl0r7TnLmRgpGBEepe89mRFs2hmyc5m38ZJzcXCgsLuXTpEhkZGfz6669MnDgRY2NjNm/eXO4kfKdOnVizZo32JHxISAienn9NOaelpeHg4MDVq1er3MKgMqVrVQ+TmpqKv78/CQkJtX6v+0VGRuLk5ES3bt10fm3pydRQ12hqNXUmhPADZgP9qppkpLqRc6X8DqsQi7Ml36RZcfjM4Qp/JypsBykhURR7vAzA1cwbFN7Ix7W4IwkJCXTt2pW+fftiZWXFpebt6XXwErv+OIRpk2YA2Ju3I8dSw2+//cb8+fOxsbEBSqbA7j+geeTIkQfev6LmadHR0YwYMUInSeZxKCoqwtCw4ooOkZGR+Pv7VyvRaDSah7bYlqSGqrbnaMIBc2CPECJeCLFKBzFJNVCTsjaXvoih+M5fCcrEsBl5mgIufVEy2uzduzcrVqzg2Wef5cXXh7Lx5n7c23YDAV6d3Pgx4zdSr13G1dWV0NBQQkNDgZKeNkOGDGHQoEHY29sTHh7O8uXLcXd3p3fv3mRkZACQnJysrS/m6+vL2LFjmTNnDp6envTo0QM3NzeeffZZnXw+dbHN28PDg02bNlV4ALWig6rx8fH07t1bu807MzMTgP79+zN9+nQ8PT11vs1bkuqD2u46c1QUxU5RlJ73vio+YCDVuZqUtbm/WZqlkRmulo4E7nibWbNm4evri0ajwdHREQ8PD7LybzHiw2D67A9mzE//5K3pU1EUheLiYqZNm0azZs2010pISGDr1q0EBQUxbdo0QkJCGDduHN27d8fFxYWJEyfi6upKTk4OO3bsoHfv3iQnJ2NnZ8eMGTMwMTFh48aNbN++XSefj6xxJkn6IysDNBI1KWtTUVO0RS4T2eS/jKVLl/L666/z559/AmBkZEReXh7Dhg3TvjY4OBhHR0cSEhIICgoqd50BAwZw9uxZNm3aRLt27Thw4ACrV6/G1taW9PR0JkyYQHFxMadOncLT05Pw8HBOnjzJ559/zsSJEwEYMmRIpeX3q0PWOJMk/ZGTwY2I80jTapWy6RDsWbJGU2b6rCrN0vZfvMza309xMfUif+Tksv/iZRzuPZe+5zypnxwl849kNsSE8oJbP7ZE78Da2pphw4Zx/vx5LCws6NGjB1ZWVkyfPp2vv/6amzdvUlBQgJeXF3fu3MHW1pa0tDTs7Ozw8vLi4sWLzJw5k8LCQtavX4+xsTE//PAD1tbWJCcn8+abb5Keno6JiQkfjZ+H8U+Z7E44QH5ePt07u6BpUkzPnj2rtM27JjXOIiMjcXNzQ61WV7j2VJ3ryRpnUmMjRzRPsJo0SytbQ8yweXNu5+cRGnOcw1f+pCi3kJSQKDS3Sv4B1+TcIevwJYpvl69jZmhoiIWFBQ4ODiQkJDBw4EDs7e2xtrYmPj4eOzs7zp07R1hYGMXFxXzwwQccO3aMuXPnYmJiwvHjx+nTpw/r1q0DYNKkSYSFhREbG8vcwGlMnTWdwmu5fHVxB8YGRnzlOJvAvi/LGmeSpCdyRPOEsxnkWK0unGVriDU1N6eFsws/T/8Hxzt2xDCzoNzoqKdlF5YkreGuclvbejowMJDdu3cDEBERgZ+fHxkZGeTk5GBjY8POnTtJS0tDpVJx/fp1HB0deeaZZxBCYGlpycsvl+yQU6lUnDx5ktzcXA4dOkRgYCAABRezuFNYsmjvatGZ1Lw/2Za6n6cNerI0axMqlQpPT88Ka5wFBQXRrVu3B2qclTY8e1SNMxsbG+2BVSipcTZx4kRCQ0PZvHkza9eufWCb98OMGTOGefPmyRpnUqMgO2xK1VJZDbF5n958oHPohss/sSPtV0wcWhAcHMyQIUO051bS95zn/ZkLuXozjZicJDaGrePtLxdy9OhROnXqhLOzM+3btyc8PBwo2e0VExNDq1atUKvVxMTE8MEHH+Ds7MzVq1cBODzgi3IxnLqVwqGbv7Pr2mES/kiiZcuWdfPB6JiscSZVpKGeo5FTZ1K1VFZDrKLNBaPtXmCT/zISEhKYPn069vb22iSTEhLFKy36M6GjP3l38imKSGV58CIcHR1JTEwkICCggncqr3QKbtOmTQAY2ZhyLvcyAFcKrtPdohMTHQKwNrHk8uXLtbjzx0fWOJMaGzl1JlVLZTXEOgTfqfLmgrJneEq3VY+OnkenRDuwrF5MERERTJ48mSVLlnA7K49+Riq6mNmxMmUzlwuuAzBw0EDc3NxqcMePn6xxJjU2cupMqrbSXWfp+QXYmDRnnKq7toZY+p7zXPoihsLruTRtbUaHYM8K14Dun+LSEtBnf3Ct4qtqDJLU0DTUqTM5opGqbUBHu4cWp6zq5oKmrc0ovPZgDbKKpt+qq7obHCRJqltyjUbSiw7BnhgYly+PU5UzPJIkNTxyRCPpRemIQ05xSVLjJxONpDdyikuSngxy6kySJEmqUzLRSJIkSXVKJhpJkiSpTslEI0mSJNUpmWgkSZKkOqWXygBCiHTg4iNfWD+0Am7oOwgdkPdRv8j7qF8ayn10VBTFRt9BVJdeEk1DIoSIaYglH+4n76N+kfdRvzSW+6iv5NSZJEmSVKdkopEkSZLqlEw0j/a5vgPQEXkf9Yu8j/qlsdxHvSTXaCRJkqQ6JUc0kiRJUp2SiaYKhBBLhRBnhBAnhRDbhBBW+o6pJoQQgUKIU0KIYiFEg9phI4TwE0IkCSHOCyHm6DuemhJCfCWEuC6ESNB3LDUlhLATQuwXQiTe+/s0Td8x1ZQQopkQ4jchxIl797JI3zE1RjLRVM0eoIeiKK7AWeCfeo6nphKAYcBBfQdSHUIIQ2Al8CLQDRgthOim36hqTA346TuIWtIAbyuK0g3oDbzZgP887gDPKYriBvQE/IQQvfUcU6MjE00VKIryk6IomnsPjwC2+oynphRFOa0oSpK+46iBp4HziqKkKIpSCHwLBOg5phpRFOUgkKHvOGpDUZSriqLE3fs+BzgNtNdvVDWjlCht9Wp070suXOuYTDTVFwTs0ncQT5j2wOUyj6/QQP9ha2yEEPaAO3BUv5HUnBDCUAgRD1wH9iiKcI4v7wAAAYJJREFU0mDvpb6Sjc/uEUL8DLSp4Km5iqJ8f+81cymZNoh4nLFVR1XuQ5J0QQhhBmwBpiuKckvf8dSUoihFQM97a6/bhBA9FEVpsGto9ZFMNPcoivJ8Zc8LIcYD/sBApR7vCX/UfTRQfwB2ZR7b3vuZpCdCCCNKkkyEoihb9R2PLiiKkiWE2E/JGppMNDokp86qQAjhB8wGBiuKkq/veJ5Ax4AuQggHIURTYBSwXc8xPbGEEAL4EjitKMpyfcdTG0IIm9JdpEKI5sAg4Ix+o2p8ZKKpmnDAHNgjhIgXQqzSd0A1IYQYKoS4AvQBdgohftR3TFVxbyPGP4AfKVl4/k5RlFP6japmhBAbgMOAsxDiihDidX3HVAM+wP8Cz9377yFeCPGSvoOqobbAfiHESUr+h2aPoig79BxToyMrA0iSJEl1So5oJEmSpDolE40kSZJUp2SikSRJkuqUTDSSJElSnZKJRpIkSapTMtFIkiRJdUomGkmSJKlOyUQjSZIk1an/BxP7Q5Zb+3abAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"oVopOu2-xhKb","colab_type":"text"},"source":["#COVID"]},{"cell_type":"markdown","metadata":{"id":"fux9fAi1ygSJ","colab_type":"text"},"source":["10k terms"]},{"cell_type":"code","metadata":{"id":"lfbWYmghxjEp","colab_type":"code","outputId":"7d5fe291-cd66-4d8e-e8df-ea2c296b5790","executionInfo":{"status":"ok","timestamp":1587892890062,"user_tz":-120,"elapsed":693,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['covid'],tokens_10k)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"hM2SnG_hyrNV","colab_type":"text"},"source":["3k_d"]},{"cell_type":"code","metadata":{"id":"3SprtXcvyr-9","colab_type":"code","outputId":"a0eb1790-f0af-49d6-f8ae-4abc125ab786","executionInfo":{"status":"ok","timestamp":1587892913744,"user_tz":-120,"elapsed":1072,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['covid'],tokens_3kt_d)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"sE_ov-NJzdjR","colab_type":"text"},"source":["3kt_f"]},{"cell_type":"code","metadata":{"id":"wOiKUFphzeyw","colab_type":"code","outputId":"328737a6-536f-41f3-c5ce-1005aeb758d3","executionInfo":{"status":"ok","timestamp":1587893115874,"user_tz":-120,"elapsed":638,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['covid'],tokens_3kt_f)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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Q7u2SkpIYN25cBVQkIp5SuMtVw12TdolUTwp3B5g3bx6hoaGEhYUxcuRIMjMz6dmzJ6GhofTq1YsffvgBgNGjR/PEE0/QrVs32rdvT0pKCgATJkxg3bp1hIeH89prr5GUlMSAAQPo2bMnvXr14tixYyQkJBAaGkpMTAzbtm2ryt0VkbKw1nr8A7wLHAZ2lGX9Ll26WPGOHTt22A4dOtjs7GxrrbVHjx61/fv3t0lJSdZaa+fMmWPvu+8+a621o0aNsoMHD7aFhYV2586d9pZbbrHWWrtq1Srbr18/d5vvvfeebdmypT169Ki11tpx48bZKVOmWGutXbFihQ0LC3Ov9/jjj1fOjoqIBVJtGXPZW1eoJgEzgXleak+u4sIbc5iML4nscS9NmjQBoHHjxvzzn/9k0aJFAIwcOZJnnnnGvW1CQgI+Pj507tyZQ4cOXbGP3r1707hxYwDWr1/vnia4Z8+eHD16lBMnTlTU7omIF3hlWMZauxY45o225OrO35gjKycPC+Tk5bN6z2EWb8kq0/a1atVy/26vMiNo3bp1PS1VRKpQpY25G2PGGmNSjTGp2dnZldWt41x8Y47abUI5nrGOvyzaBBTf9KJbt2589NFHACQnJ5d6m73SboLRo0cP9/1NV69eTZMmTWjQoIGnuyIiFajSJg6z1s4GZkPxfO6V1a/TXHxjjppN29Iwdgiut/5A2GdTiIiI4I033uB3v/sdiYmJNG3alPfee++qbYaGhuLr60tYWBijR4+mUaNGJZ6fMmUKDz74IKGhodSpU4e5c+d6fb9ExLu8drMOY0wg8Lm1Nri0dXWzjmt3vd2YQ0Qqj27W4WC6MYeIlIVXwt0Y8yHwT6CjMeYnY8xD3mhXLpUQ0ZKXB4bQMsAfQ/ER+8sDQzSXu4iU4JUxd2vtMG+0I2WjG3OISGk0LCMi4kAKdxERB1K4i4g4kMJdRMSBFO4iIg6kcBcRcSCFu4iIAyncRUQcSOEuIuJACncREQdSuIuIOJDCXUTEgRTuIiIOpHAXEXEghbuIiAMp3EVEHEjhLiLiQAp3EREHUriLiDiQwl1ExIEU7tehbt26lbrOunXrCAoKIjw8nLy8vHK1v3jxYjIyMtzLL7zwAsuXLy93nSJSsZKSkhg3bhwAU6ZMAbi5rNsq3K9DGzduLHWd5ORkJk6ciMvlwt/fv1ztXxzuL730Evfcc0+56xSpCH/5y1/KtF7fvn3Jycmp4GqqL4X7dahevXoArF69mri4OAYPHkynTp0YMWIE1lreeecdFixYwPPPP8+IESMASExMJDo6mtDQUCZPnuxua968eYSGhhIWFsbIkSPZuHEjn332GePHjyc8PJx9+/YxevRoUlJSAFixYgURERGEhITw4IMPcubMGQACAwOZPHkykZGRhISEsHv37kp+VcRJCgsLr/hcWcP9iy++ICAgwFslVaqL35fZ2dkMGjSI6OhooqOj2bBhg+edWGs9/gHuBfYA3wITSlu/S5cuVq6sbt261lprV61aZRs0aGB//PFHW1hYaGNiYuy6detsbGysHTVqlP3444+ttdYuXbrUjhkzxhYVFdnCwkLbr18/O2PGDNu+fXtbs2ZN+8MPP1hrrT169Ki11pbY9sLlvLw826pVKztz5ky7c+dOO3LkSPvaa69Za61t27atnTFjhrXW2lmzZtmHHnroinXLje3777+3HTt2tMOHD7edOnWygwYNsj///LNt27atfeaZZ2xERIT98MMP7QcffGCDg4NtUFCQfeaZZ6y11j777LPWx8fHhoWF2eHDh1trrX3//fdtdHS0DQsLs2PHjrUFBQXW2uL/k9nZ2fb777+3nTp1sg8//LDt3Lmz7d27tz116lSV7X9pduzYYTt06GCzs7OttcXvy2HDhtl169ZZa63dv3+/7dSpk7XW2vfee88+/vjj1lprJ0+ebIEfbRlz2eMjd2OMLzAL+BXQGRhmjOnsabs3msVbsug+bSXtJiwhL7+QxVuyAOjatSutWrXCx8eH8PBwMjMzLxm2WbZsGcuWLSMiIoLIyEh2797NwoUL6d69O08//TStW7cGoHHjxletYc+ePbRr147NmzeTkZHBqFGjWLt2rfv5gQMHAtClSxcyMzO9uPfiNHv27OH3v/89u3btokGDBrz55psA3HTTTaSnp3PnnXfy7LPPsnLlSlwuF5s3b2bx4sVMmzYNf39/XC4XycnJ7Nq1i/nz57NhwwZcLhe+vr4kJydf0t/evXt5/PHH2blzJwEBASxcuLCyd7lU59/jd/7hDU61jGb9j8Wfihs3bszy5csZN24c4eHhDBgwgBMnTpCbm+tRfzW8UHNX4Ftr7XcAxpiPgPuAjKtuJW6Lt2QxcdF28vKLP6paCxMXbWdEm5PUqlXLvZ6vry8FBQXUq1ePwYMHs3PnTmbOnMmBAwc4ffo0QUFB/OMf/2DOnDk888wzbN++nebNm/PnP/+ZxMREFixYwJkzZ/Dx8aF///5A8cfDTz/9lFWrVhESEsKJEyf47LPPWLNmDT4+Pvzyl79k3759HDp0iL59+9KgQQOefPJJCgoK+P777xk+fDi5ubncd999VfLayfVj8ZYsEpfuYf/+TGo2bEZ2nUAAHnjgAWbMmAHAkCFDANi8eTNxcXE0bdoUgBEjRrB27VoSEhJKtLlixQrS0tKIjo4GIC8vj2bNml3Sd7t27QgPDweuz4OPC9/jFjh5poCJi7YDkBDRkqKiIr7++mtq167ttT69MebeEvjxguWfzj1WgjFmrDEm1RiTmp2d7YVunSNx6R53sJ+Xl1/IR5t/vMIW/2fLli1MnjyZtm3bsnfvXjZs2MCvfvUrevfuzXPPPcfZs2dJSUlh7969fPnll7hcLnJyckhNTWXnzp1MnTqV+Ph4/vrXvzJ79myOHTtGXFwciYmJ9OjRg759+zJ27FhuuukmVqxYwfTp05k2bRoATz75JI899pj7j4jcuM6HV1ZO8ZlbhdYycdF29ydQYwwAdevWLVe71lpGjRqFy+XC5XKxZ8+e82eNlHC5g6DryYXv8dptQjm1ez25J/6XxKV7OHbsGH369OGNN95wr+9yuTzus9K+ULXWzrbWRllro87/tZZiB3IufyrjkdwzpW7btWtXRowYwfDhw9m3bx/Dhg1j8ODB5Ofn07p1ayZNmsSjjz5KUlISHTp0IDIykvz8fObNm0d8fDz33HOP+2ihRYsWvPfee6xZs4annnoKHx8fHnjgATZu3Mjhw4eJi4vjkUce4ciRIwBs2LCBYcOGATBy5EgvvRpSHV18gFJ4IpuczB0kLt3DBx98wB133FFi/a5du7JmzRqOHDlCYWEhH374IXfddRcAfn5+5OfnA9CrVy9SUlI4fPgwAMeOHWP//v2VtFfec+F7vGbTtjSMHcKhDyaw+dWHeOqpp5gxYwapqamEhobSuXNn3nrrLY/79MawTBbQ+oLlVucekzJqEeDvPuIBaPNU8Zkrt4TezucTJgLFR0ZbWg1kye488vILSXjyzwQc38vmzZuB4qPovXv3EhUVxejRoxk9ejQAo0aNYtu2bdx666088sgjJfp94403+Pe//+0eD4XiN9Ovf/1r+vfvz+DBgzlx4gQBAQEcPHjwkrpvuukm9xGZ3NguPkCp0bgVJ9OXsPmL1/lFXFcee+yxEkemzZs3Z9q0adx9991Ya+nXr597aG/s2LGEhoYSGRlJcnIyU6dOpU+fPhQVFeHn58esWbNo27Ztpe6fpy5+j9cL6UW9kF60DPAnaUJPAObPn3/Jdhe+l6dMmcKLL754qKx9euPIfTPQwRjTzhhTExgKfOaFdm8Y4+M74u/nW+Ixfz9fxsd3BEp+5LX835j8+r1lG96Kj4/n3XffdX9Bk5WVxeHDh+nZsycff/wxR48eBYqPigDq16/PyZMnAWjQoAHt2rXj448/Boo/Jm/duhWA7t2789FHHwFc9ksuuXG0CCh5rYXx8aHJr58mevxcFi5cSJ06dcjMzKRJkybudYYNG8b27dvZsWMHr7zyivvxV155hV27drn/Tw0ZMgSXy8W2bdtIS0sjJiYGwN1eYGAgO3bscG//9NNPX3bopiqV9h6vCB6Hu7W2ABgHLAV2AQustTs9bfdGkhDRkpcHhtAywB8DtAzw5+WBISREFH914cmYPECfPn0YPnw4sbGxhISEMHjwYE6ePElQUBCTJk3irrvuIiwsjKeeegqAoUOHkpiYSEREBPv27SM5OZk5c+YQFhZGUFAQn376KQCvv/46s2bNIiQkhKwsfVi7kVVFeFUnpb3HK4KxxeepV6qoqCibmppa6f1WV+0mLOFy/0oG+H5av8ouR+Syzp8tcyAnjxYB/oyP71ih4XUjMsakWWujyrKuN8bcpYJdPF534eMi14uEiJYK8+uIph+oBvSRV0TKS0fu1cCFY+/6yCsiZaFwryb0kVdEykPDMiIiDqRwFxFxIIW7iIgDKdxFRBxI4S4i4kAKdxERB1K4i4g4kMJdRMSBFO4iIg6kcBcRcSCFu4iIAyncRUSuI0lJSYwbNw4ovrXe9OnTr6kdhbuIiAMp3EVEKsG8efMIDQ0lLCyMkSNHkp2dzaBBg4iOjiY6OpoNGzZcdfsZM2YABBljthljPiqtP035KyJSwXbu3MnUqVPZuHEjTZo04dixY4wbN47//M//5I477uCHH34gPj6eXbt2XbGNadOmAWRYa7sYYwJK61PhLiJSAS68p6zJ+JLIHvfSpEkTABo3bszy5cvJyMhwr3/ixAlyc3Ov2F5oaCgHDx5sZ4x5AFhcWv8KdxERL1u8JYuJi7aTl18IwPG8fFbvyWHxliz3TXeKior4+uuvqV27dpnaXLJkCTVq1MgGIoFJxpgQa23BldbXmLuIiJclLt3jDnaA2m1COZ6xjr8s2gTAsWPH6NOnD2+88YZ7HZfLdcX2ioqK+PHHHwFOAs8CDYF6V6tB4S4i4mUHcvJKLNds2paGsUNwvfUHwsLCeOqpp5gxYwapqamEhobSuXNn3nrrrSu2V1hYyAMPPADQGdgCzLDW5lytBmOtveYdMMbcD0wBbgO6WmtTy7JdVFSUTU0t06oiItVO92kryboo4AFaBvizYULPa27XGJNmrY0qy7qeHrnvAAYCaz1sR0TEMcbHd8Tfz7fEY/5+voyP71hpNXj0haq1dheAMcY71YiIOMD5L03Pny3TIsCf8fEd3Y9XBp0tIyJSARIiWlZqmF+s1HA3xiwHfnGZpyZZaz8ta0fGmLHAWIA2bdqUuUARESm/UsPdWnuPNzqy1s4GZkPxF6reaFPkepCZmUn//v3ZsWNHVZci4qZTIUVEHMijcDfG/MYY8xMQCywxxiz1Tlki1UthYSFjxowhKCiIPn36kJeXR1xcHOdP+T1y5AiBgYFA8ZSuCQkJ9O7dm8DAQGbOnMmrr75KREQEMTExHDt2DIC3336b6OhowsLCGDRoEKdOnQJg9OjRPPHEE3Tr1o327duTkpJSJfss1zePwt1a+4m1tpW1tpa19mZrbby3ChOpTvbu3cvjjz/Ozp07CQgIYOHChVddf8eOHSxatIjNmzczadIk6tSpw5YtW4iNjWXevHkADBw4kM2bN7N161Zuu+025syZ497+4MGDrF+/ns8//5wJEyZU6L5J9aSzZUSuwYWTQjW2x2nWojXh4eEAdOnShczMzKtuf/fdd1O/fn3q169Pw4YN+fWvfw1ASEgI27ZtA4r/ADz33HPk5OSQm5tLfPz/HTslJCTg4+ND586dOXToUMXspFRrGnMXKafzk0Jl5eRhgUMnTnP0tGXxliwAfH19KSgooEaNGhQVFQFw+vTpEm3UqlXL/buPj4972cfHh4KC4rmgRo8ezcyZM9m+fTuTJ08u0caF23tylbk4l8JdpJwunhQKigM2cemeEo8FBgaSlpYGcE3j4idPnqR58+bk5+eTnJx87QXLDUnhLlJOF08KdaXHn376af72t78RERHBkSNHyt3Pn/70J26//Xa6d+9Op06drqlWuXF5NHHYtdLEYVKdVdSkUCKlqcyJw0RuONfDpFAipVG432AOHDjA4MGDy71dvXpXvS/ADSUhoiUvDwyhZYA/huIj9pcHhlTpPCIiF9OwjAC4z+64knr16l31/o4iUvE0LCMATJgwgVmzZrmXp0yZwvTp0wkODrDs6boAAAuZSURBVAaKr5QcMGAAPXv2pFevXuTm5tKrVy8iIyMJCQnh00/LPC+ciFxnFO4ONmTIEBYsWOBeXrBgAbfffnuJddLT00lJSWHNmjXUrl2bTz75hPT0dFatWsUf//hHnUMtUk3pClUHuvDqyUO7Mnl3WRpdbq5Bo0aNaN26dYl1e/fuTePGjYHic7X/67/+i7Vr1+Lj40NWVhaHDh3iF7+43IzPInI9U7g7zPmrJ89fZFOzQzcm/vUderSswZAhQy5Zv27duu7fk5OTyc7OJi0tDT8/PwIDAy+5slJEqgcNyzjMxVdP1unUg+M7VrPks0+4//77r7rt8ePHadasGX5+fqxatYr9+/dXdLkiUkEU7g5z8VWSNZu2pehsHtRtTPPmza+67YgRI0hNTSUkJIR58+bpqkiRakynQjqMrp4UcS6dCnkD09WTIgL6QtVxzl8lef5smRYB/oyP76irJ0VuMAp3B0qIaKkwF7nBaVhGRMSBFO4iIg6kcBcRcSCFu4iIAyncRUQcSOEuIuJAHoW7MSbRGLPbGLPNGPOJMSbAW4WJiMi18/TI/Ssg2FobCnwDTPS8JBER8ZRH4W6tXWatLTi3+DXQyvOSRETEU94cc38Q+H9XetIYM9YYk2qMSc3OzvZityIicrFSpx8wxiwHLncrnknW2k/PrTMJKACSr9SOtXY2MBuKZ4W8pmpFRKRMSg13a+09V3veGDMa6A/0srrhpojIdcGjicOMMfcCzwB3WWtPeackERHxlKdj7jOB+sBXxhiXMeYtL9QkIiIe8ujI3Vr7S28VIiIi3qMrVEVEHEjhLiLiQAp3EREHUriLiDiQwv0GdODAAQYPHlzVZYhIBVK434BatGhBSkrKJY8XFBRcZm0RqY4U7g43YcIEZs2a5V6eMmUK06dPJzg4GICkpCQGDBhAz5496dWrF6tXr6Z///7u9ceNG0dSUpK7rc6dOxMaGsrTTz9dqfshIuWjcHe4IUOGsGDBAvfyggULuP3220usk56eTkpKCmvWrLliO0ePHuWTTz5h586dbNu2jeeee67CahYRz3l0EZNcvxZvySJx6R4O5ORxaFcm7y5Lo8vNNWjUqBGtW7cusW7v3r1p3LjxVdtr2LAhtWvX5qGHHqJ///4lju5F5PqjcHegxVuymLhoO3n5hQDU7NCNiX99hx4tazBkyJBL1q9bt6779xo1alBUVORePn36tPvxTZs2sWLFClJSUpg5cyYrV66s4D0RkWulcHegxKV73MEOUKdTD459+QZL0k7yxp83c+bMmStu27ZtWzIyMjhz5gx5eXmsWLGCO+64g9zcXE6dOkXfvn3p3r077du3r4xdEZFrpHB3oAM5eSWWazZtS9HZPHzrNqZ58+ZkZmZecdvWrVvzH//xHwQHB9OuXTsiIiIAOHnyJPfddx+nT5/GWsurr75akbsgIh4yVTEFe1RUlE1NTa30fm8U3aetJOuigAdoGeDPhgk9q6AiEfEGY0yatTaqLOvqbBkHGh/fEX8/3xKP+fv5Mj6+YxVVJCKVTcMyDpQQ0RLAfbZMiwB/xsd3dD8uIs6ncHeohIiWCnORG5iGZUREHEjhLiLiQAp3EREHqpbh3q1bt1LXWbduHUFBQYSHh7Nr1y73RFkiIjeCahnuGzduLHWd5ORkJk6ciMvlwt/fvxKqEhG5flTLcK9Xrx4Aq1evJi4ujsGDB9OpUydGjBiBtZZ33nmHBQsW8PzzzzNixIgS2yYlJTFu3Dj3cv/+/Vm9ejUAy5YtIzY2lsjISO6//35yc3MBCAwMZPLkyURGRhISEsLu3bsB6Nu3L+Hh4YSHh9OwYUPmzp1LZmYmPXr0IDIyksjIyDL9IRIR8bZqGe4X2rJlC//93/9NRkYG3333HRs2bODhhx9mwIABJCYmkpycXKZ2jhw5wtSpU1m+fDnp6elERUWVuMS+SZMmpKen89hjjzF9+nQAvvjiC1wuF3PmzKFt27YkJCTQrFkzvvrqK9LT05k/fz5PPPFEhey3iMjVeHSeuzHmT8B9QBFwGBhtrT3gjcIuduEUtnn5hSzekkUA0LVrV1q1agVAeHg4mZmZ3HHHHeVu/+uvvyYjI4Pu3bsDcPbsWWJjY93PDxw4EIAuXbqwaNEi9+NHjhxh5MiRLFiwgIYNG3L8+HHGjRuHy+XC19eXb775xoO9FhG5Np5exJRorX0ewBjzBPAC8KjHVV3k4ilsrYWJi7Yzos1JatWq5V7P19e31FvFXWlKW2stvXv35sMPP7zsduf7ubCPwsJChg4dygsvvOD+wva1117j5ptvZuvWrRQVFVG7du1r3GsRkWvn0bCMtfbEBYt1gQqZheziKWwB8vIL+Wjzj+VuKzAwEJfLRVFRET/++CObNm0CICYmhg0bNvDtt98C8PPPP5d61D1hwgRCQ0MZOnSo+7Hjx4/TvHlzfHx8eP/99yksLLxKCyIiFcPj6QeMMX8GfgscB+6+ynpjgbEAbdq0KVcfF09he96R3DMElqsl6N69O+3ataNz587cdtttREZGAtC0aVOSkpIYNmyYe77zqVOncuutt16xrenTp7tPtwR46aWX+P3vf8+gQYOYN28e9957b4kbYYiIVJZSp/w1xiwHfnGZpyZZaz+9YL2JQG1r7eTSOi3vlL+awlZExMtT/lpr77HWBl/m59OLVk0GBl1LwaXRFLYiIuXj6dkyHay1e88t3gfs9rykS2kKWxGR8vF0zH2aMaYjxadC7qcCzpQ5T1PYioiUnUfhbq2tkGEYERHxTLW/QlVERC6lcBcRcSCFu4iIAyncRUQcqNSLmCqkU2OyKT675nrXBDhS1UVco+pae3WtG1R7VaiudcO11d7WWtu0LCtWSbhXF8aY1LJeDXa9qa61V9e6QbVXhepaN1R87RqWERFxIIW7iIgDKdyvbnZVF+CB6lp7da0bVHtVqK51QwXXrjF3EREH0pG7iIgDKdxFRBxI4V4KY0yiMWa3MWabMeYTY0xAVddUFsaY+40xO40xRcaYanGqmDHmXmPMHmPMt8aYCVVdT1kZY941xhw2xuyo6lrKwxjT2hizyhiTce7/ypNVXVNZGWNqG2M2GWO2nqv9xaquqTyMMb7GmC3GmM8rqg+Fe+m+AoKttaHAN8DEKq6nrHYAA4G1VV1IWRhjfIFZwK+AzsAwY0znqq2qzJKAe6u6iGtQAPzRWtsZiAEer0av+Rmgp7U2DAgH7jXGxFRxTeXxJLCrIjtQuJfCWrvMWltwbvFroFVV1lNW1tpd1to9VV1HOXQFvrXWfmetPQt8RPENYK571tq1wLGqrqO8rLUHrbXp534/SXHYVIubJthiuecW/c79VIuzQ4wxrYB+wDsV2Y/CvXweBP5fVRfhUC2BHy9Y/olqEjROYIwJBCKAf1VtJWV3bmjDBRwGvrLWVpfa/xt4huKbHFUYT+/E5AhluQm4MWYSxR9jkyuztqsp683LRa7GGFMPWAj8wVp7oqrrKStrbSEQfu57sE+MMcHW2uv6ew9jTH/gsLU2zRgTV5F9Kdwpvgn41Z43xowG+gO97HV0YUBpdVczWUDrC5ZbnXtMKpAxxo/iYE+21i6q6nquhbU2xxiziuLvPa7rcAe6AwOMMX2B2kADY8w/rLUPeLsjDcuUwhhzL8UfoQZYa09VdT0OthnoYIxpZ4ypCQwFPqvimhzNGGOAOcAua+2rVV1PeRhjmp4/c80Y4w/0BnZXbVWls9ZOtNa2stYGUvx/fGVFBDso3MtiJlAf+MoY4zLGvFXVBZWFMeY3xpifgFhgiTFmaVXXdDXnvrQeByyl+Iu9BdbanVVbVdkYYz4E/gl0NMb8ZIx5qKprKqPuwEig57n/265zR5TVQXNglTFmG8UHBl9ZayvstMLqSNMPiIg4kI7cRUQcSOEuIuJACncREQdSuIuIOJDCXUTEgRTuIiIOpHAXEXGg/w/fS5VKqqaZVwAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ggorjksxzjbY","colab_type":"text"},"source":["#Malaria"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"nR5m2Ymtzrwd"},"source":["10k terms"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"8f0f11c9-d1a2-4695-f4d0-b93608d61584","executionInfo":{"status":"ok","timestamp":1587893171205,"user_tz":-120,"elapsed":710,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"id":"gLoCBG1Yzrwk","colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['malaria'],tokens_10k)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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kraSmZRAcFQdAmzZtqF+/PmZmZri4uBAbG3vXsdu3b2f79u24urri5ubGyZMniY6OZufOnQwePJjatWsDUKtWrULrcOrUKRo1akSzZs0AGDVqFKGhocbXBwwYAIC7u3u+9RAVh7REhChHgqPimLLxKKlpGQAoBVM2HsXvySQqV65s3M/c3Jz09PS7jldKMWXKFF5++eVc2xcsWGDSembXpaB6iIpDWiJClCNB204ZA0i21LQMvos4f1/H+/j48NVXX5GcnAxAXFwcly5domvXrqxbt44rV64AcPXqVQBq1KhBUlLSXeU0b96c2NhYTp8+DcDq1avp1KlTka9LlF8SRIQoRy4k5D9F93Lyrfs6vmfPngwbNox27dqh0+kYNGgQSUlJODo6MnXqVDp16oSzszMTJ04EYOjQoQQFBeHq6kpMTIyxnCpVqrB8+XIGDx6MTqfDzMyMsWPHPvwFinJHU0qV+Elbt26tIiMjS/y8QpR3XnN2EpdPILG3sWLP5K6lUCNRkjRNO6iUal3a9chJWiJClCMBPs2xsjTPtc3K0pwAn+alVCPxqJOBdSHKEV9XeyBrbORCQip2NlYE+DQ3bheipEkQEaKc8XW1l6AhygzpzhJCCFFkEkSEEEIUmQQRIYQQRSZBRAghRJFJEBFCCFFkJgkimqZ9pWnaJU3TjpmiPCGEEOWDqVoiK4BeJipLCCFEOWGSIKKUCgWumqIsIYQQ5YeMiQghhCiyEgsimqaN0TQtUtO0yPj4+JI6rRBCiGJUYkFEKfWlUqq1Uqq1ra1tSZ1WCCFEMZLuLCGEEEVmqim+3wJ7geaapv2tadqLpihXCCFE2WaSLL5KqedMUY4QQojyRbqzhBBCFJkEESGEEEUmQUQIIUSRSRARQghRZBJEhBBCFJkEESGEEEUmQUQIIUSRSRARQghRZBJEhBDF5sKFCwwaNOiBj6tevXox1EYUBwkiQohiY2dnx/r16+/anp6eXgq1EcVBgogQwiQmT57MZ599ZnweGBjIvHnzcHJyAmDFihX07duXrl270q1bN5KTk+nWrRtubm7odDp+/PHH0qq6yRW1BVYeSRARQpjEkCFDWLt2rfH52rVradu2ba59Dh06xPr16/n999+pUqUKP/zwA4cOHWLXrl289dZbKKVKutrF4lFqgUkQeYTExsYavxUKYWqurq5cunSJCxcucPjwYR577DEaNGiQa58ePXpQq1YtAJRS/Pe//0Wv19O9e3fi4uK4ePFiaVT9oTxoCywkJIQ+ffoY9x8/fjwrVqwwltWqVSv0ej1vv/12iV5HUZkki68Q4tEVHBVH0LZTXEhIJd2uNTM+WUodi5sMGTLkrn2rVatmfLxmzRri4+M5ePAglpaWODg4cPPmzZKsukkMGTKECRMmMG7cOCCrBfbFF18YAwNktcCOHDlCrVq1CAkJybecK1eu8MMPP3Dy5Ek0TSMhIaEEav/wpCVSzBISEvj888+L/TzBwcGcOHHinvtlZGTw0ksv4ejoSM+ePUlNTaVz585ERkYCcPnyZRwcHICsb1C+vr706NEDBwcHFi5cyEcffYSrqyuenp5cvXoVgCVLluDh4YGzszMDBw4kJSUFAH9/f15//XXat29P48aN823ei/ItOCqOKRuPEpeQigIyHNrxzbffsWLNdwwePLjQYxMTE6lTpw6Wlpbs2rWLc+fOlUylTSQ4Kg6vOTsZ8P0FIv6I5avtB++rBVYQa2trqlSpwosvvsjGjRupWrVqcVbfZCSIFLMHDSJKKTIzMx/4PPcbRKKjoxk3bhzHjx/HxsaGDRs2FLr/sWPH2LhxIxEREUydOpWqVasSFRVFu3btWLVqFQADBgwgIiKCw4cP07JlS5YtW2Y8/p9//mH37t1s2bKFyZMnP/B1ibItaNspUtMyjM8r2TYk/WYKNyxqUq9evUKP9fPzIzIyEp1Ox6pVq2jRokVxV9dk8gbPSk3bM+X/LeW9T5feswVmYWGR6/94duvLwsKCAwcOMGjQILZs2UKvXr2K/TpMQbqzitnkyZOJiYnBxcWFLl26cOTIEa5du0ZaWhqzZs2iX79+xMbG4uPjQ9u2bTl48CA//fQTq1at4uuvv8bW1pYGDRrg7u7O22+/TUxMDOPGjSM+Pp6qVauyZMkSrl69yqZNm/j999+ZNWsWGzZsoEmTJkDuroZaKpE6dg1wcXEBwN3dndjY2ELr36VLF2rUqEGNGjWwtrbmmWeeAUCn03HkyBEgK9BMmzaNhIQEkpOT8fHxMR7v6+uLmZkZrVq1eqD+7vbt2xMeHv4gb7UoBRcSUu/aZvfiZ2h3Hjs4OHDs2DEgq2Xq7+9v3K927drs3bs333KTk5NNXVWTyhs8q7bw5uovC9h6MIkF70dw69atAo9t2LAhJ06c4NatW6SmpvLbb7/RoUMHkpOTSUlJ4emnn8bLy4vGjRuXxKU8NAkixWzOnDkcO3YMg8FAeno6KSkp1KxZk8uXL+Pp6Unfvn2BrBbCypUr8fT0JCIigg0bNnD48GHS0tJwc3PD3d0dgDFjxrB48WKaNm3K/v37efXVV9m5cyd9+/alT58+uaYVZn9byv5jv3j9JlduKoKj4vB1tcfc3JzU1NRc34xu3LiRq/6VK1c2PjYzMzM+NzMzM8408ff3Jzg4GGdnZ5YtW0ZYWFi+xz/IzBsJIOWDnY0VcfkFEhurUqhNyckbPCvZNiTzdirm1WpRr169Qr+cNWjQgGeffRYnJycaNWqEq6srAElJSfTr14+bN2+ilOKjjz4qzkswGQkixSDvt//rN7M+bLNno4SGhmJmZpZrNkrDhg3x9PQEYM+ePfTr148qVapQpUoV47f/5ORkwsPDc/U1F/aNJ++3pfTrl7l9NY6Xnh/FlFtxWFpa8swzz7B//36mTZvG5cuXcXJy4saNG+h0Oq5du0adOnWMxyclJdG2bVsef/xxrKysuHbtGpDVZfXRRx/xxx9/cPHiRdzd3enVqxcRERHs378fJycnWrRoQXp6Ok5OTpibm2NtbU1oaCjHjx/n+eef5/bt22RmZrJhwwaaNm1K9erVSU5ORinF//3f//Hzzz+jaRrTpk1jyJAhhISEEBgYSO3atTl27Bju7u58/fXXaJp21/sgik+AT/NcX1QArCzNCfBpXoq1Kn75BU+7Fz/D/k7wLKwFBvDhhx/y4Ycf3lXugQMHiqfCxUiCiInl9+0//vpNgqPiSDj8a4GzUXL2mRYkMzMTGxsbDAbDfdUlv64GMtKxcPLhj68DaNOmDREREdSsWZOjR49St25dHnvsMa5du8aJEyfYtGkTM2fOJDg4mDZt2pCYmMi+fftwcHDA0dGRKlWqAFlTO9etW4ejoyN9+/Zl/fr1hIaG8v7779O8eXNja+n27dts27YNe3t748yTxYsX88Ybb+Dn58ft27fJyMjIVd2NGzdiMBg4fPgwly9fxsPDg44dOwIQFRXF8ePHsbOzw8vLiz179tChQ4f7em+Eafi62gMYvzTZ2VgR4NPcuL2ielSDZ35kYN3E8n771ypZkXErhaBtp+57NoqXlxebN2/m5s2bJCcns2XLFgBq1qxJo0aNWLduHZDVsjl8+DAANWrUICkpKVc5ebsULGrWxryGLY2dsrrG5syZQ9WqVbG0tGTfvn1ERUXRtWtXhg0bhq2tLS+++CLvvPMOoaGhHDhwAD8/P5o2bYqlpSXNmjUzfpg3b96cRYsWERERwezZs0lISGDw4MEYDAZmz55NXFwckNUV5+/vz5IlS4zBol27dnzwwQfMnTuXc+fOYWWVu867d+/mueeew9zcnCeeeIJOnToREREBQJs2bahfvz5mZma4uLjcc3xHFA9fV3v2TO7K2Tm92TO5a4UPIJB1zbMH6LC3sUID7G2smD1A90hce14SREws77d/c6uaVLZvRcT/ex6DwXBfs1E8PDzo27cver2e//znP+h0OqytrYGsufXLli3D2dkZR0dHY6qIoUOHEhQUhKurKzExMQB0aWF7d+Fa7u3Z3T/5tYTytgpy+vXXX3M9zz4+Z2vJYDBw/fp1Tp06BWS1OmbNmsX58+dxd3fnypUrDBs2jE2bNmFlZcXTTz/Nzp07CzxnXjnHW8zNzSvk3cCi7HoUg2d+pDvLxPLrK7XtG4C9jRXLJ3ct8Ljs/tNsb7/9NoGBgaSkpNCxY0fjwHqjRo345Zdf7jrey8vrrim+u07G37VfxvV4Nm0LYbRLDQYMGEDjxo2Ji4vj+eef5/vvv2fcuHEkJSWh1+uZPHkyH3/8MUlJSWzdupV///2Xa9euMXv2bG7fvs13333HtWvXsLS0JDQ0lA8//JDbt2+jlOL7779nyJAhNGzYkJUrV+Lg4EC3bt3o2rUr4eHhXLt2jejoaBITE2ncuDGvv/46f/31F0eOHKFr1/+9T97e3nzxxReMGjWKq1evEhoaSlBQECdPnrz3L0MIUeykJWJiAT7NsbI0z7WtKH2lY8aMwcXFBTc3NwYOHIibm9sD1yW/MRGLWvU5E7qR7t27k5iYSFBQEPb29tSoUYPPP/8cCwsLevfujVKKd999l7/++ovIyEiOHz9OvXr1cHR05Pfff8fCwoKXX36ZNWvWkJiYyJ49e9izZw8Gg4Hu3bvz/vvv4+zszD///GMMemfOnCEkJARN06hTpw7R0dGsXbsWJycnXFxcOHbsGCNHjsxV3/79+6PX63F2dqZr1658+OGH1K1b94HfCyFE8dBKI+FZ69atVfYd0hVRztlZpTnQ6DVnZ65WUXriRS6tfwePt5azZmhjOnbsyF9//QXAzp07mT9/PgaDgd9//52GDRvy448/smHDBuNNhZ999hkxMTF8+OGHVKlShXXr1tG/f38WLlzIBx98YJzJlZqaynPPPUdgYCAODg5ERkaSnJxMjx49iI6OBmDu3LmkpaUxbdq0En5XhCi/NE07qJRqXdr1yEm6s4qBr6t9megfzW8GiYbGjVvpdJi7k/ikW8Z7RqDw8RGATZs2ERUVxU8//YSmafj6+gJZA/yjRo1i9uzZhdYn7xhGamo+s8eEEOWKdGdVYHlnkNjWq8+TL31OQmoaALcTLjFh/lqCo+L45ptv7poe26ZNG37//XcuX75MRkYGGRkZLFmyhJMnT1K9enXjQHa3bt1Yv349ly5dAuDq1avlLg+SEKJoTBJENE3rpWnaKU3TTmuaVuYSJG3atIk5c+aUdjVKRc4ZJFUrWZCW+b/uS4ta9bl8YBPDfNpz7do1XnnllVzH1qtXjzlz5tClSxecnZ1xd3enX79+QNaYjV6vx8/Pj1atWjFr1ix69uyJXq+nR48e/PPPPyV6nQUx1TKr2em9hRC5PfSYiKZp5sCfQA/gbyACeE4pVWA2wLI8JqKUQimFmVnFa6Q1mryV7N929viI3YufowFn5/QuzaoVm+w73x9WYGAg1atXLzdrPIiKqSyOiZjik7INcFopdUYpdRv4DuhngnLvS2xsLC1atMDf359mzZrh5+fHjh078PLyomnTphw4cIAVK1Ywfvx4AC5evEj//v1xdnbG2dmZ8PBwYmNjad68OSNHjsTJyYnz588TEBCAk5MTOp2O77//HshK79GxY0dcXFxwcnIy5oj65ZdfcHNzw9nZmW7dugFZXTq+vr7o9Xo8PT2NyQoDAwMZMWIE7dq1o2nTpixZsgSAkSNHEhwcbLwuPz8/ky8XWlA+o4qe5wiyvhzk9zstbInW999/n2bNmtGhQwfjvS6icAUtfDZjxgx27NhRCjUSxS77m3dRf4BBwNIcz0cAC/PZbwwQCUQ++eSTylTOnj2rzM3N1ZEjR1RGRoZyc3NTzz//vMrMzFTBwcGqX79+avny5WrcuHFKKaWeffZZ9fHHHyullEpPT1cJCQnq7NmzStM0tXfvXqWUUuvXr1fdu3dX6enp6t9//1UNGjRQFy5cUPPmzVOzZs0yHnv9+nV16dIlVb9+fXXmzBmllFJXrlxRSik1fvx4FRgYqJRS6rffflPOzs5KKaVmzpyp9Hq9SklJUfHx8ap+/foqLi5OhYSEqH79+imllEpISFAODg4qLS3NZO+TUkr9cOhv1WLaz6rhpC3GnxbTflY/HPrbpOcpS6pVq6aUKvh3mpaWphITE5VSSsXHx6smTZqozMxMFRkZqZycnNSNGzdUYmKiatKkiQgmpIAAACAASURBVAoKCirNSykXzp49qxwdHUu7GhUWEKke8jPb1D8l1mejlPpSKdVaKdXa1jafO6kfQPZiMI0mb2XgonDq2DVAp9NhZmaGo6Mj3bp1Q9M0dDrdXakwdu7caez7z04ECLkTIBaUasPDw4Ply5cTGBjI0aNHqVGjBvv27aNjx440atQIwLjwzO7duxkxYgQAXbt25cqVK1y/fh2Afv36YWVlRe3atenSpQsHDhygU6dOREdHEx8fz7fffsvAgQOxsDDt5LlHJVVDzr+P1LQMgqPiCvydqgKWaA0LC6N///5UrVqVmjVrGrMti3vLb+Ezf39/1q9fzy+//JIrgWjepWJF+WOKIBIH5FzGq/6dbcUi72IwOdObQ8Hpyu/lfhIgduzYkdDQUOzt7fH39zfeP/Gg8maazX4+cuRIvv76a5YvX84LL7xQpLLvpaKnasj796EUTNl4lJhL+Y+L5Fyi1WAw8MQTT5TLJVrLksIWPuvevTv79+83Ljnw/fffM3To0NKqqjABUwSRCKCppmmNNE2rBAwFNpmg3HzlTXAIWV1yQdvur8+6W7duLFq0CMj6xpSYmHjXPt7e3nz//fdkZGQQHx9PaGgobdq04dy5czzxxBO89NJLjB49mkOHDuHp6UloaChnz54FMC4Z6+3tzZo1a4Csb1u1a9emZs2aAPz444/cvHmTK1euEBISgoeHB5CVMvqTTz4BoFWrVg/61gjy//tITcvgT61+vr/TgpJiduzYkeDgYFJTU0lKSmLz5s2lcTnlQn49AwUtfGZhYUGvXr3YvHkz6enpbN261TjjT5RPD91fopRK1zRtPLANMAe+Ukodf+iaFSDf9OaFbM/r008/ZcyYMSxbtgxzc3MWLVp01zKe/fv3Z+/evTg7O6NpmjHVxsqVKwkKCsLS0pLq1auzatUqbG1t+fLLLxkwYACZmZnUqVOHX3/9lcDAQF544QX0ej1Vq1Zl5cqVxvL1ej1dunTh8uXLTJ8+HTs7OwCeeOIJWrZsabyJTzy4gv4Obtq7o6+XfNfv1M/Pj2eeeQadTkfr1q2NSTHd3NwYMmQIzs7O1KlTxxjoRW73u/BZTkOHDmXhwoXUqlWL1q1bU6NGjdKoujCRcpf2JG8qj2z2NlbsKSTBYVlR2FTRlJQUdDodhw4dMo7ViAdT3v8+ypvCUuvsmdyVefPmkZycTGxsrHHlzYyMDJo0aYKHhweDBw/m2WefLcUrKF8q6hTfEmWqBIdlzY4dO2jZsiWvvfaaBJCHUFH/PsqqovQMmJub06dPH37++WcZVK8Ayl1LBMpOgsPyav78+SxatAg3NzfjuM39GD16NBMnTizz4zXy91FypOVXsspiS6RcBhHxcFq0aMGOHTuoX79+aVdFlHN5x0Qgq+VXEaeOlwVlMYiUu+4s8XDGjh3LmTNn+M9//oO1tXWufFBOTk7ExsZy48YNevfujbOzM05OTsa7uzt37kx28P/222/R6XQ4OTkxadIkYxnVq1dn6tSpODs74+npycWLF0v2AkWJelTuPRIFkyDyiFm8eDF2dnbs2rWLN998M999fvnlF+zs7Dh8+DDHjh2jV69euV6/cOECkyZNYufOnRgMBiIiIowpW27cuIGnpyeHDx+mY8eOxrQuouKq6PceicJJEHlE5JzL/2/iTX46UnCWXZ1Ox6+//sqkSZMICwu7a6A/IiKCzp07Y2tri4WFBX5+foSGhgJQqVIl42Bp3nsEhBAVjwSRR0Deu7jTMxXvbT1BdHwKmZmZxv2y79Ru1qwZhw4dQqfTMW3aNN599937PpelpaXxDnxzc/P7zhgghCifJIg8AvK7i/tmWgYRl805dOgQAIcOHTLedX/hwgWqVq3K8OHDCQgIMO6TLe9iVd9++y2dOnUqmYsRQpQpsjzuI6CgOfu36ntw9ehBHB0dadu2Lc2aNQPg6NGjBAQEYGZmhqWlpTFNTLaci1Uppejdu7ekrhDiAbRv357w8PBC9wkLC2Ps2LFYWlry7bff5kpcWZbIFN9HgMzlF6L8GTt2LB06dGD48OHGO/6PHz8uU3xFyZO7uIW4W2mO12Uv2xwSEkLnzp0ZNGgQLVq0wM/PD6UUS5cuZe3atUyfPh0/P79cx2qa5q9p2sIcz7domtb5zuOemqbt1TTtkKZp6zRNq35ne6ymae/c2X5U07QWd7b/pGma4c5PoqZpozRNc9A0LezOvoc0TWtf2LVId9YjIHvKpdzFLSqiGzdu8Oyzz/L333+TkZHB9OnTOXXqFJs3byY1NZX27dvzxRdfoGkanTt3xsXFxbi+zJNPPsk777xjXFsoe5ZhSYqKiuL48ePY2dnh5eXFnj17GD16NLt37zbmG7ufWY6aptUGpgHdlVI3NE2bBEwEsmfGXFZKuWma9irwNjBaKfX0nWPdgeVAMJAG9FBK3dQ0rSnwLVBg60eCyCPC19VegoaokLLva9q6dSsAiYmJ9OjRgxkzZgAwYsQItmzZwjPPPAPA7du3jTfN6nQ6tm3bhr29PQkJCcVaz5zpeLIXS7Mha6JKdvYIFxcXYmNj6dChQ1FO4Qm0AvbcmSFZCdib4/WNd/49CAzI3ngn+KwGnlVKJWqaZg0s1DTNBcgAmhV2UgkiQohyJ+cH8mNpyfy99RdqTZpEnz598Pb2ZsOGDXz44YekpKRw9epVHB0djUFkyJAhxnK8vLzw9/fn2WefZcCAAQWdziT1zZkeJnuxNL8nk4yL6MF9T4tPJ/dQRJU7/2rAr0qp5wo47tadfzO489mvaZo58B3wrlLq2J3X3wQuAs53zlPoKm0yJiKEKFfy3vd01bI2NsM+4lYNe+N9Ta+++irr16/n6NGjvPTSS7lWq8y5iunixYuZNWsW58+fx93dnStXrhRLnQtaLO27iPNFKS4WcNE0zUzTtAZAmzvb9wFemqY9BaBpWjVN0wptRQBzgCNKqe9ybLMG/lFKZQIjyFonqkASRIQQ5UreD+T0pCvcwoIIC6dc9zXVrl2b5ORk1q9fX2BZMTExtG3blnfffRdbW1vOny/Sh3qhFi9ezJ+7t+T72uXkW/luDwkJ4dKlSwUVuQc4C5wA5gOHAJRS8YA/8K2maUfI6spqcY/qvQ30zDG43hf4HBiladrhO8ffKKwA6c4SQpQree97SouP5VLIcv7RNN558nEWLVpEcHAwTk5O1K1bt9BVKQMCAoiOjkYpRbdu3XB2dja+ppRCKYWZ2cN91x47diyrE3JPs39y4npUZgZN9G3ZMnmKcfvChVmTrgIDA+natSuDBg0CwMHBgWPHjqFpGirrvozcU7YATdMslFI7gbsuWCnlkONxJND5zmOtgGrrczyeVMA+WeeV+0SEEOVJcd73FBsbi4+PD23btuXgwYM8++yzbNmyhVu3btG/f3/eeeedfGeDDRkyBAcHB5599ll+/vlnrKys+Oabb3jqqacIDAwkNjGD/dW9OLsygEp1GnMr7gTWTp15qbcXO75dxO3bt3n88cdZs2YNqampeHp6Ym5ujq2tLQsWLKBBgwa88MIL7Nq1K5WsFsbzSqm/NE1bQdaYhStZLZRngPZKqXhN08yAP4F2d1opxUK6s4QQRZaQkMDnn39usvJiY2P55ptvCt3nQe978vf3L7RLK6/o6GheffVVPv74Y+Li4jhw4AAGg4GDBw8SGhpaaJZra2trjh49yvjx45kwYYJxu5O9NbMH6KhsYQ6Z6bR+4wu+/DCQt0f1Y9++fURFRTF06FA+/PBDHBwcGDt2LG+++SYGgwFvb29ee+01Ro0aBVldWGvI6sbKVp+swDER+Jr/tVK6A4eLM4CABJEie/rpp0lISLjrP1FISEiBS36OHj2aEydOlFQVhSh2hQWRotzMdz9BJL81TGb1a1XkKew5M1wPXBSObb36eHp6sn37drZv346rqytubm6cPHmS6OjoQrNcP/fcc8Z/9+7dm+s8vq72uD5pw+aP/8+YMv/vv//Gx8cHnU5HUFAQx48fz7eOe/fuZdiwYdlPVwM55wCvU0plDxJ9BYy88/gFsu79KFYSRIrop59+wsbG5oG+iS1dujTfpWVzlnHhwgVjP6gQphAbG0vLli156aWXcHR0pGfPnqSmpmIwGPD09ESv19O/f3+uXbsGZC0+NmnSJNq0aUOzZs0ICwsD4Pjx47Rp0wYXFxf0ej3R0dFMnjyZmJgYXFxcCAgIICQkBG9vb/r27UurVq2IjY3FycnJWJd58+YRGBgIwOnTp+nevTvOzs64ubkRExPD5MmTCQsLw8XFhY8//pgVK1Ywfvx44/F9+vQhJCQEX1d7Ds/qy4C0nSR/+yZP3PyLd999Fw8PD5ycnBgzZgz301Wfd6bXxes3SUgzIzgqDqUUU6ZMwWAwYDAYOH36NC+++GKhWa6zM1jnfZxTztlhr732GuPHj+fo0aN88cUXuWaRPQDjwLdS6jxwUdO0rmTN2vq5KAU+CAkiBQgKCmL+/KwW45tvvknXrll9rTt37sTPzw8HBwcuX758138igOTk5LvSGGzatInGjRsbb3LKuQJgly5djOeys7N7oKa3EPcjOjqacePGcfz4cWxsbNiwYQMjR45k7ty5HDlyBJ1OxzvvvGPcPz09nQMHDvDJJ58Yty9evJg33ngDg8FAZGQk9evXZ86cOTRp0gSDwUBQUBCQlRH6008/5c8//yy0Tn5+fowbN47Dhw8THh5uTOzp7e2NwWAocNG0bDdu3KBt27YcPnyYDh06MH78eCIiIjh27Bipqals2ZL/jKic8pt6q5QiaNspfHx8+Oqrr0hOTgYgLi6OS5cuFZrlOnsV0O+//5527drd8/yJiYnY22e1oFauXGncXqNGDZKSkozP27dvz3ffGWfh+gFhhRS7lKxurZwtlGIjQaQA3t7exm9gkZGRJCcnk5aWRlhYGB07djTul99/oqioKD755BNOnDjBmTNn2LNnD3379uXJJ580HpdzBcCbN28aA9HgwYON39xWrFiBr68vPXr0wMHBgYULF/LRRx/h6uqKp6cnV69eBbKmKfbq1Qt3d3e8vb05efIkAOvWrcPJyQlnZ+dcdRYVX94umjp2DXBxcQGyFguLiYkhISHBmMJ/1KhRuVJ+ZN94l3NhsXbt2vHBBx8wd+5czp07h5WVVb7nbtOmDY0aNSq0fklJScTFxdG/f38AqlSpQtWqVR/oGs3NzRk4cKDx+a5du2jbti06nY6dO3cW2DWUU0EZri8kpNKzZ0+GDRtGu3bt0Ol0DBo0iKSkJI4ePWpskb3zzjtMmzbNeNy1a9fQ6/V8+umnfPzxx/c8f2BgIIMHD8bd3Z3atWsbtz/zzDP88MMPuLi4EBYWxoIFC1i+fDlk3ZE+AnijkGI3AdUpga4skCm+d8m+EzbuShL//raHb8JOUrlyZdzc3IiMjCQsLIz58+cze/Zs/vrrL4YOHUqlSpWArKb6sWPHqFu3Lj179sTCwoKUlBRiY2M5ffo00dHRQNZAn5mZGR988AFvvPEGXbp04d9//+XQoUOMGjWK6OhoevTowcWLF7l06RLR0dHcvHmTp556irlz5xIVFcWbb77JqlWrmDBhAmPGjGHx4sU0bdqU/fv38+qrr7Jz507efffdEkvpIMqOvHdHX7x+kys3FcFRcfi62mNubn7Pv4fsu6hz3kE9bNgw2rZty9atW3n66af54osvaNy48V3H5uyusbCwyHfhs/tV2PFVqlTB3NzcuP3VV18lMjKSBg0aEBgYeF/nsrOxyjXTy8L6Cexe/Bw7m6wA+cYbb/DGG7k/r5s0aYKPj0++5QUEBDB37txc27K77yBrzDSnfv365buMQrNmzThy5EiubTt37kTTtBNKqW7Z25RS/vlUw5msAfWT+VbSxCpMS+STTz4hJSXlocrI2T+aeGAjWk1b3pz1KbUaO+Ht7c2uXbs4ffo0LVu2LLScc+fOERUVxZEjR+jSpUu+A4yaphGwcC3W/aax4tv1JN1MY/L/W8Lff//NU089xerVq4mJicHJyYkaNWpga2uLtbW1MXWDTqcjNjaW5ORkwsPDGTx4MC4uLrz88sv880/W0rfZKR2WLFlCRkaxt2pFGVFYF002a2trHnvsMWNre/Xq1fdcWOzMmTM0btyY119/nX79+nHkyJG7ul3yeuKJJ7h06RJXrlzh1q1bxi6mGjVqUL9+fYKDgwG4desWKSkpd5Xn4OCAwWAgMzOT8+fPc+DAgXzPkx0w7ucGw5wqWoZrTdMmAxuAKffa11QqTEvkk08+Yfjw4fk2iTMyMozfWAqT8z9f4t611GzTnyt7N3C8QQDe3t5MnDgRd3d3fjRc4N/Em/SeH0ZCwk1qmGcFr+xvTDVr1sTPzw9fX98Cb1QyMzdnavBxUis/QebtFDSLyixd/zPPtPMifkcwdevWpUWLFlhY/O9XZGZmZvyGaGZmRnp6OpmZmdjY2GAwGO46x+LFi9m/fz9bt27F3d2dgwcP8vjjj9/zfRDlW2FdNDmtXLmSsWPHkpKSQuPGjbO7Swq0du1aVq9ejaWlJXXr1uW///0vtWrVwsvLCycnJ/7zn//Qu3fvXMdYWloyY8YM2rRpg729PS1a/O8G6tWrV/Pyyy8zY8YMLC0tWbduHXq9HnNzc5ydnfH392fChAk0atSIVq1a0bJlS9zc3PKtm42NDS+99NJ93WCYkykzXN9Ppt3ippSaQ1YqkxI9aYn/uLu7q4eRnJysnn76aaXX65Wjo6MKDAxUlpaWysnJSXXu3FkppVS1atXUxIkTlV6vV2FhYaphw4YqPj5eKaVURESE6tSpk1JKqaSkJOXv76+cnJyUpa2Dqu07RdVsO0ihmSlzm7oKNFXvxc+Vo6Ojatq0qfKfOEPZdntRaZWrqbr+C5RmUVlZ1rJXlpUrKwcHB9W7d29Vq1Yt1bRpU9WwYUNlbW2tli5dqoYNG6YsLCxUkyZNlIODg9IsLFXDSVtUw0lbFOYWSrOsrGq491UN/zNGOTo6KqWUcnNzUz4+PsbrznkNy5cvV+PGjVNKKdWuXTu1du1apZRSmZmZymAwKKWUOn36tPHY1q1bq6ioqId630X50H72b8a/rZw/7Wf/VtpVEw8JiFSl8Jld2M9DdWdpmjZY07TjmqZlappWYqtt5b3ZZ8KECdjZ2bFr1y527doF3D1zoyDvvfee8QYhj4nLqNLQmcc6+6NZVKL+y0tpOGkz9R7Pmgf+559/8qdtJ9IyFDVb96VS7QaozHQq2bfEfVowderUwWAwsH37dv7880/ef/99bt++zcCBA9m6dSujR4/m9OnTtGvXjtq93zLWQTOzwOopT1L+DOd86DqUUly8eJFTp04VVO1c1qxZw7Jly3B2dsbR0ZEff/wRyOqf1el0ODk50b59+1wpHUTFVdG6aETZ9rDdWcfIykv/hQnqct90Oh1vvfUWk3Kkfs4r78yNguzYscM4dS7ApzlTNt7O1Z9sZWnOy56NmZ+1VEGuLgHN3ALzmnW4efYQUV+8jY9b1iytjh07kpmZiVKKBg0aYGNjQ4MGDdi+fTtff/01mqbxWLVK5Ey9Zts3AKUyuRXyJRmJ0QwfPhxPT0/eeut/wSZnc9nf3x9/f38AGjVqxC+//HLXtW3cuPGubaLik0XIREl6qCCilPoDCr6pxpRyrh9gZ2PFeyu2oP1tYNq0aXTr1u2u/XPO3IDcszwKmrWR8z/fX2TdCRvg05zWtopP7hxrZ2PFtYzb/yu3xuM81uVFGrfUM6u3LZcuXbrrTlUAg8FAaGgomzdv5tChQ3yw6gOmbfqD1LQMnpyYNQhYtZIlcz76fzzn1YwrV67Qpk0bdDpd0d4w8UiTRchESSmx2Vmapo3RNC1S07TI+PgHS+WS967Sc+f/Zta2M1R37GK82edes0QcHBw4ePAgABs2bDBu79GjB5999pnxeSeHquyZ3BXralUIecsbX1f7XDNMJnRx4NaZiFxlV7YwI8CnOc2bNyc+Pt4YRNLS0jh+/LhxZkmXLl2YO3cuiYmJdGtqfVfqhtkDdHwxdQwuLi54e3szffp06tat+0DvlRBClKR7tkQ0TdsB5PdJNlUp9eP9nkgp9SXwJWRl8b3vGnL3lMW0+FjOrluO30pzWtk/xqJFi9i7dy+9evUyjo3kNXPmTF588UWmT59O586djdunTZvGuHHjcHJywtzcnJkzZzJgwADGjBmDXq/Hzc2NNWvW5Jph0s5NT3SKJRpQ2cKc8V2fMn7rW79+Pa+//jqJiYmkp6czYcIEmjVrxvDhw0lMTEQpxeuvv46NjQ2+rjZ3fVv0zTOPXAghyjKTpILXNC0EeFtl5am/pwdNBd9o8lbyq6UGnJ3TO59XhBCi4tE07aBSqsQmMd2PcnGzYfbdo/e7XQghRMl42Cm+/TVN+xtoB2zVNG2baaqVm0xZFEKIsulhZ2f9APxgoroUSKYsCiFE2VRu0p7IlEUhhCh7ysWYiBBCiLJJgogQQogikyBSyj766COcnJxwcnLik08+KXApUyh48SkhhCgtEkRK0cGDB1m+fDn79+9n3759LFmyhGvXruW7lCnAmDFjWLBgAQcPHmTevHm8+uqrpXwFQohHXbkZWK9IsvOAndzxHVXruPDrnwn4utozYMAAwsLCaNSoUa6lTPMuPpXt1q1bBZ1CCCFKhASREpZz6VIFJN1MZ8rGo7n2yV54CrKyEaempha6+JQQQpQW6c56SIGBgcybN6/A14ODgzlx4oTxec48YJXrO5ISvY8bKTeYs9nADz/8kG9ae8haLbFRo0asW7cOyFpM7PDhwya8EiGEeHASRIpZ3iCScz2SynWforpTN/5dNZFDC15l9OjRPPbYYwWWVdDiU0IIUVpMkoDxQT1oAsay5v3332flypXUqVOHBg0a4O7ujrW1NV9++SW3b9/mqaeeYvXq1RgMBvr06YO1tTXW1tZs2LABn4DPOb93MyojDcvH7Hi8z0TMLKtgb2PFnsldS/vShBBlmCRgrAAOHjzId999h8Fg4KeffiIiImttkQEDBhAREcHhw4dp2bIly5Yto3379vTt25egoCAMBgNNmjRhxmvP03j0fOxeWIjF4w1IPvKr5AETQpRbMrD+gMLCwujfvz9Vq1YFoG/fvgAcO3aMadOmkZCQQHJyMj4+Pvke39DsCtqWmcT/E8/tmyk83tyD2QN0ktJFCFEuSRC5T9nTcv/49QTVSMUtKi7XB7+/vz/BwcE4OzuzYsUKQgpYXCq//SSACCHKK+nOKkBCQgKff/45kHt53soNHLl4dDeTvo/k292n2Lx5MwBJSUnUq1ePtLQ01qxZYywn77K9Be0nhBDlkQSRAuQMIrmm5dZ9imotvDnz5au8PHwQHh4eALz33nu0bdsWLy8vWrRoYSxn6NChBAUF4erqSkxMTIH7CSFEeSTdWQWYPHkyMTExuLi4EJNhi1WzdlRt2pZLG2dhVqU69mO+JPnIdho1qs7bb7/NRx99RLVq1UhJSaFJkyZMmDABAC8vr1xTfF955RVeeeWV0rosIYQwKWmJFGDOnDk0adIEg8GAnVNbbv19HICM5CukXT4PgNmlU3Ts2DHfHFhRUVGlWX0hhCgREkTyCI6Kw2vOTjrM3cmZyzcIjorj//x9uR13nNuX/8Ly8Scxr2aD5c1EKl05Tfv27dm9ezf9+/enWrVqVK9e3ZgDSwghKjoJIjnkHEAHSM/IZMrGozxepx6PW6ZT+Z8jVGngSJ2mLnS0jKbu4zbUqFGjlGsthBClR4JIDjkH0LVKVmTeTiU1LYOgbafo3qkDGUe3sm/+a3w/83m2f7fUmOfK29ub4OBgUlJSuHHjRqE5sIQQoiKRgfUccua1MreqSWX7VlxY9irXGrfmhTFPs337dp566ikaNmzI1atXjYHCzc0Nf39/2rRpA8Do0aNxdXUtlWsQQoiSJLmzcvCas9PYlZWT5LUSQpQFkjurjAvwaY6VpXmubZLXSgghCibdWTlkpx8J2naKCwmp2NlYEeDTXNKSCCFEASSI5OHrai9BQwgh7pN0Z5Wi6tWrF/p6bGwsTk5OxXLuvItlCSFEUTxUENE0LUjTtJOaph3RNO0HTdNsTFUx8fAyMjIKfK0oQSQ9Pf1hqySEqGAetiXyK+CklNIDfwJTHr5Kj57k5GS6deuGm5sbOp0u17K36enp+Pn50bJlSwYNGkRKSgoAv/32G66uruh0Ol544QVu3boFgIODA5MmTcLNzY1169axZMkSPDw8cHZ2ZuDAgaSkpBAeHs6mTZsICAjIyg0WE4PBYMDT0xO9Xk///v25du0aAJ07d2bChAm0bt2a999/n0aNGpGWlgbA9evXcz0XQjyClFIm+QH6A2vuZ193d3cllKpWrZpSSqm0tDSVmJiolFIqPj5eNWnSRGVmZqqzZ88qQO3evVsppdTzzz+vgoKCVGpqqqpfv746deqUUkqpESNGqI8//lgppVTDhg3V3Llzjee4fPmy8fHUqVPV/PnzlVJKjRo1Sq1bt874mk6nUyEhIUoppaZPn67eeOMNpZRSnTp1Uq+88opxP39/f/XDDz8opZT64osv1MSJE034jgghCgNEKhN9Zpvqx5RjIi8AP5uwvAopOzdXo8lbSU3LIDgqDqUU//3vf9Hr9XTv3p24uDguXrwIQIMGDfDy8gJg+PDh7N69m1OnTtGoUSOaNWsGwKhRowgNDTWeY8iQIcbHx44dw9vbG51Ox5o1azh+/PhddUpMTCQhIYFOnTrds7zRo0ezfPlyAJYvX87zzz9vqrdGCFEO3XN2lqZpO4C6+bw0VSn14519pgLpQIGrLGmaNgYYA/Dkk08WqbLlXXZuruzUKkrBlI1H2bnpD+Lj4zl48CCWlpY4ODhw8+ZNADRNy1VG3uf5qVatmvHx/a64eL/leXl5ERsbS0hItt1lCAAABMBJREFUCBkZGcU28C+EKB/u2RJRSnVXSjnl85MdQPyBPoDfneZWQeV8qZRqrZRqbWtra7ILKE9y5ubKlpqWwebI09SpUwdLS0t27drFuXPnjK//9ddf7N27F4BvvvmGDh060Lx5c2JjYzl9+jQAq1evNrYi8rqfFRetra157LHHjJmHCysPYOTIkQwbNkxaIUKIh56d1Qv4P6CvUirFNFWquC7kk1IFIKORF5GRkeh0OlatWpVrxcPmzZvz2Wef0bJlS65du8Yrr7xClSpVWL58OYMHD0an02FmZsbYsWPzLft+V1xcuXIlAQEB6PV6DAYDM2bMKPA6/Pz8uHbtGs8991wR3wkhREXxULmzNE07DVQGrtzZtE8plf+nWQ5lNXdWcasoubnWr1/Pjz/+yOrVq0u7KkI8Uspi7qyHumNdKfWUqSryKAjwaZ5rTATKX26u1157jZ9//pmffvqptKsihCgDJO1JCaoIubkWLFhQ2lUQQpQhEkRKmOTmEkJUJJI7SwghRJFJEBFC/P/27i/E0jmO4/j73baiKBcU2Q0XUtPGutHK3aKGRJTiQolLilKivXKtXFFS5GYjxUakNWpqb/xNY9s1u9qUjNSShBQtXxfn0IR2xrPP2d95Hp9XTZ1nzqn5fJtzzuc85/c850R0lhKJiIjOUiIREdFZSiQiIjo7pZMNO/9R/Qb4YsMb/tN5wLc9x5k3Y59x7PPB+GfMfO1cXFVz9blRTUqkK/WjeTtbs29jn3Hs88H4Z8x8sV7ezoqIiM5SIhER0dnQSuTZ1gFOg7HPOPb5YPwzZr74y6DWRCIiYr4MbU8kIiLmSEokIiI6G1yJqE+oR9SD6j713NaZ+qbeoR5Wf1dHc6ihuqgeVY+pj7bO0zf1efW4eqh1lllQt6vL6qfT++eDrTP1ST1T/UD9ZDrf460zDcHgSgRYAnZU1RXAZ8BjjfPMwiHgduBA6yB9UbcATwM3AgvAXepC21S9ewFYbB1ihk4AD1fVArALuH9k/8NfgN1VdSWwE1hUdzXONPcGVyJV9XZVnZhuvgdsa5lnFqpqtaqOts7Rs6uBY1X1eVX9CrwE3No4U6+q6gDwXescs1JVX1fVx9PLPwKrwGi+HKcmfppubp3+5MijDQyuRP7mXuCt1iFiUy4Cvly3vcaInoD+b9RLgKuA99sm6Ze6RV0BjgNLVTWq+WZhLr/ZUH0HuOBfrtpTVa9Nb7OHye713tOZrS+bmTFiHqlnA68AD1XVD63z9KmqfgN2Ttda96k7qmqUa1x9mcsSqarrT3a9eg9wM3BdDfREl41mHKGvgO3rtrdNfxcDom5lUiB7q+rV1nlmpaq+V5eZrHGlRE5icG9nqYvAI8AtVfVz6zyxaR8Cl6mXqmcAdwKvN84U/4Eq8BywWlVPts7TN/X8P4/2VM8CbgCOtE01/wZXIsBTwDnAkrqiPtM6UN/U29Q14BrgTXV/60ynanowxAPAfiYLsi9X1eG2qfqlvgi8C1yurqn3tc7Us2uBu4Hd08feinpT61A9uhBYVg8yedGzVFVvNM409/KxJxER0dkQ90QiImJOpEQiIqKzlEhERHSWEomIiM5SIhER0VlKJCIiOkuJREREZ38As5e/xzIHWioAAAAASUVORK5CYII=\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"DgQ9m1Uqzrw0"},"source":["3k_d"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"c8707bb6-e35a-4e50-d3f4-7727da45aa2e","executionInfo":{"status":"ok","timestamp":1587893176104,"user_tz":-120,"elapsed":675,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"id":"kE_rVb3bzrw1","colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['malaria'],tokens_3kt_d)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"zH9VXw57zrxB"},"source":["3kt_f"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"e27b3326-3e5c-47f3-9059-05fdf5cd835d","executionInfo":{"status":"ok","timestamp":1587893207511,"user_tz":-120,"elapsed":1010,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"id":"UH8W5blAzrxC","colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['malaria'],tokens_3kt_f)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Y0A66o1Sz4gg","colab_type":"text"},"source":["#Dengue\n","\n"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"GC7PQU3Sz5e6"},"source":["10k terms"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"dbbc3f4a-9f9a-4dc3-9187-3fcf1dd392f6","executionInfo":{"status":"ok","timestamp":1587893341826,"user_tz":-120,"elapsed":835,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"id":"LoxWoeizz5fE","colab":{"base_uri":"https://localhost:8080/","height":324}},"source":["plot_terms(models['dengue'],tokens_10k)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"6Q5I-uFSz5fW"},"source":["3k_d"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"4f649189-7140-49a5-be46-300837da4b56","executionInfo":{"status":"ok","timestamp":1587893344093,"user_tz":-120,"elapsed":712,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"id":"Ly7qE_9nz5fX","colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['dengue'],tokens_3kt_d)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"1835L45Tz5fj"},"source":["3kt_f"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"b560acb3-be26-4fd0-9471-209bce5c09f5","executionInfo":{"status":"ok","timestamp":1587893346994,"user_tz":-120,"elapsed":1012,"user":{"displayName":"Elvi Amador","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgEqBoU2Z9XQiy5oneppiRwT6Pi4vqyQatoF7bKrQ=s64","userId":"14530173969602549973"}},"id":"ORxNbyl3z5fk","colab":{"base_uri":"https://localhost:8080/","height":322}},"source":["plot_terms(models['dengue'],tokens_3kt_f)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `wv` (Attribute will be removed in 4.0.0, use self instead).\n"," 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\n","text/plain":["
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