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@sharmanirek
Created July 23, 2020 21:17
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{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Data Exploration in Splice Machine\n#### Let's start our Spark Session"},{"metadata":{"trusted":false},"cell_type":"code","source":"# Setup\nfrom pyspark.sql import SparkSession\nfrom splicemachine.spark import PySpliceContext\n\nspark = SparkSession.builder.getOrCreate()\nsplice = PySpliceContext(spark)","execution_count":1,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Ingesting Data\n<blockquote><p class='quotation'><span style='font-size:15px'> There are a variety of ways to ingest data into splice machine— here we'll use an import from s3 directly into a splice machine table. From there we'll be able to investigate our features. <footer>Splice Machine</footer>\n</blockquote>"},{"metadata":{"collapsed":true,"trusted":false},"cell_type":"code","source":"%%sql\ndrop table if exists cc_fraud_data; \ncreate table cc_fraud_data (\n time_offset integer,\n expected_weekly_trans_cnt double,\n expected_weekly_trans_amnt double,\n expected_daily_trans_cnt double,\n expected_daily_trans_amnt double,\n weekly_trans_cnt double,\n weekly_trans_amnt double,\n daily_trans_cnt double,\n daily_trans_amnt double,\n rolling_avg_weekly_trans_cnt double,\n rolling_avg_weekly_trans_amnt double,\n rolling_avg_daily_trans_cnt double,\n rolling_avg_daily_trans_amnt double,\n MACD_trans_amnt double,\n MACD_trans_cnt double,\n RSI_trans_amnt double,\n RSI_trans_cnt double,\n Aroon_trans_amnt double,\n Aroon_trans_cnt double,\n ADX_trans_amnt double,\n ADX_trans_cnt double,\n current_balance double,\n rolling_avg_balance double,\n MACD_balance double,\n Aroon_balance double,\n RSI_balance double,\n ADX_balance double,\n credit_score double,\n credit_limit double,\n amount decimal(10,2),\n class_result int\n);\n\ncall SYSCS_UTIL.IMPORT_DATA (\n null,\n 'cc_fraud_data',\n null,\n 's3a://splice-demo/kaggle-fraud-data/creditcard.csv',\n ',',\n null,\n null,\n null,\n null,\n -1,\n 's3a://splice-demo/kaggle-fraud-data/bad',\n null, \n null);\n ","execution_count":2,"outputs":[{"name":"stdout","output_type":"stream","text":"Sql started successfully\n\n"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"68a959f6-2e6b-40c4-8c15-bee70f05c6d9","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bfc569e8-00d6-4b20-a855-824fbfdb7618","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f4415759-790d-4e97-8795-daeb6681b285","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"}]},{"metadata":{},"cell_type":"markdown","source":"## We can use `SQL` natively to investigate our data"},{"metadata":{"trusted":false},"cell_type":"code","source":"%%sql\nselect class_result, count(*) as NUM_OCurrences \nfrom cc_fraud_data \ngroup by class_result","execution_count":2,"outputs":[{"name":"stdout","output_type":"stream","text":"Sql started successfully\n\n"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"88506783-fdea-41f9-b95a-41c05c0e2a0d","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"}]},{"metadata":{"trusted":false},"cell_type":"code","source":"%%sql \nSELECT class_result, AVG(expected_weekly_trans_cnt) as avg_expected_weekly_trans_cnt, \nAVG(MACD_trans_amnt) as avg_MACD_trans_amnt, \nAVG(RSI_trans_amnt) as avg_RSI_trans_amnt\nfrom cc_fraud_data\ngroup by class_result","execution_count":3,"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6ba56247-2edb-4608-8a81-e22cdd3d9169","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"}]},{"metadata":{},"cell_type":"markdown","source":"## Using the Native Spark Data Source to get our data in PySpark"},{"metadata":{"trusted":false},"cell_type":"code","source":"df = splice.df(\"SELECT * FROM cc_fraud_data\")","execution_count":4,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Investigating the correlation among our features"},{"metadata":{"trusted":false},"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport seaborn as sns\n%matplotlib inline\n\npdf = df.filter(df.CLASS_RESULT == 0).limit(900).toPandas()\\\n .append(df.filter(df.CLASS_RESULT == 1).limit(100).toPandas())\npdf = pdf.apply(pd.to_numeric)\ncorr = pdf.corr()\n\nticks = [i for i in range(len(corr.columns))]\nmask = np.triu(np.ones_like(corr, dtype=np.bool))\nf, ax = plt.subplots(figsize=(11, 9))\ncmap = \"coolwarm\"\n\n# Draw the heatmap with the mask and correct aspect ratio\nsns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0,\n square=True, linewidths=.5, cbar_kws={\"shrink\": .5})\n\nplt.xticks(ticks, corr.columns)\nplt.yticks(ticks, corr.columns)\nplt.title('Credit Card Fraud Data Feature Correlation Heatmap')\nplt.show()","execution_count":72,"outputs":[{"data":{"image/png":"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\n","text/plain":"<Figure size 792x648 with 2 Axes>"},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"metadata":{},"cell_type":"markdown","source":"## Investigating the distribution of our features"},{"metadata":{"trusted":false},"cell_type":"code","source":"features = list(pdf.columns)\nfeatures.remove(\"CLASS_RESULT\")","execution_count":73,"outputs":[]},{"metadata":{"scrolled":false,"trusted":false},"cell_type":"code","source":"fig, axes = plt.subplots(nrows=5, ncols=6, figsize=(30,10))\n\nfor i in range(len(features)):\n row = int(i/6)\n col = i%6\n \n axes[row,col] = sns.distplot(pdf[features[i]], ax = axes[row,col])\n axes[row,col].set_xticks([])\n","execution_count":74,"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABsgAAAI8CAYAAABccS77AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXzc9XXv/9eZ0YxG+y5bliUv2AYMGAMGspCQNk0DTVKSNjeF7C2UH71Ne3vbPm7S3+1yf7ftvcnjd7uk9yahhF+2pg4hCUncxgkBEsJubMCA90W2JVn7Lo2W2T6/P2ZGyLKWkTzSSDPv5+OhhzQz3+XICOk73/M555hzDhEREREREREREREREZFc4cl0ACIiIiIiIiIiIiIiIiLLSQkyERERERERERERERERySlKkImIiIiIiIiIiIiIiEhOUYJMREREREREREREREREcooSZCIiIiIiIiIiIiIiIpJT8jIdwFKrrq52GzduzHQYIrJAL730Uo9zribTcSyWfveIrE763SMimaDfPSKSCfrdIyKZoN89IpIJs/3uyfoE2caNGzlw4ECmwxCRBTKzc5mO4VLod4/I6qTfPSKSCfrdIyKZoN89IpIJ+t0jIpkw2+8etVgUERERERERERERERGRnJJSgszMbjOz42Z2ysw+M8PrZmb/lHj9NTO7fr59zazSzB4zs5OJzxWJ5z9iZgenfMTMbGfitScTx0q+Vnvp/wQiIiIiIiIiIiIiIiKSS+ZNkJmZF/gCcDuwHbjLzLZP2+x2YGvi417gSyns+xngCefcVuCJxGOcc//qnNvpnNsJfAw465w7OOVcH0m+7pzrWsw3nYpINMZ7/ulpfnasc6lOISIiIiIiIiJZbve+Zn75fz3Jic7hTIciIiIiOepU1zBv+Z9PcK43mOlQVpRUZpDdBJxyzjUBmNlDwB3AkSnb3AF8wznngBfMrNzM6oCNc+x7B/COxP5fB54EPj3t3HcB31rwd5UGw+MRDrcNcbR9mF++Yk0mQhAREZEZ7N7XfMHjD9/cmKFIZLXQz4yIiGTS8029NPUE+eCXnuNLH72Bt26pznRIIvPS9ZOISHZ59lQvbYPj/PhQB/fdelmmw1kxUmmxWA+0THncmngulW3m2neNc64dIPF5pnaJv8XFCbKvJtor/oWZ2UwBm9m9ZnbAzA50d3fP/p3NYSISAyAcjS1qfxERERERERGR5r5R1pYGyM/z8pEH93HXl19gIhLNdFgiIiKSQ451DAHwi+OLy5dkq1QSZDMloVyK26Sy78wnNbsZGHXOHZry9Eecc9cAb0t8fGymfZ1zDzjndjnndtXU1KRyuouMh+MXq0qQiWS3+WYsTtnuRjOLmtkHlzM+ERERERFZ3Zp7gzRUFvL7v7SFN22u4vnTvXxrWnWOiIiIyFI62h5v9XzgXB8jE5EMR7NypJIgawUapjxeD7SluM1c+3Ym2jCS+Dx9ntidTKsec86dT3weBnYTb/+4JMYjyQRZSvk8EVmFUpyxmNzuc8CjyxuhiIiIiIisZkPjYfpHw1QV+fHnefj1a9dRU5zPE8eWbKS6iIiIyAViMcfxjmGurCslHHU8d6on0yGtGKkkyPYDW81sk5n5iSeu9kzbZg/wcYt7EzCYaJs41757gE8kvv4E8MPkwczMA/wH4KEpz+WZWXXiax/wXmBqdVlajYfjlWOhiCrIRLLY5IxF51yI+O+cO2bY7g+A73FxIl9ERERERGRWLX2jAFQU+Sefu3xtCfua+ghq9baIiIgsg+a+UcbCUT5ycyNFfi9PnlCbxaS8+TZwzkXM7FPEKye8wFecc4fN7L7E6/cDe4FfA04Bo8Bvz7Vv4tCfBR42s7uBZuIJsaS3A63OuaYpz+UDjyaSY17gceDLi/u25zehFosiuWCmOYk3T93AzOqBDwC/DNw418HM7F7gXoDGRg0wFhERERHJdc298QRZ1bQE2TOnenjudC/v2r4mU6EtGzO7Dfg88Xs5DzrnPjvt9TuAvwZiQAT4I+fcM8seaJbbPa2t54dv1ntWEZFcsHtfM4fODwLQNjDGW7ZU8/RJJciS5k2QATjn9hJPgk197v4pXzvg91PdN/F8L/DOWfZ5EnjTtOeCwA2pxHspkhcMJzrjPTmVIBPJaqnMSfxH4NPOuajZTJtP2dG5B4AHAHbt2qX+rCIiIiIiOa45UUFWOSVBtqGqkOL8PH52rCvrE2RT2tq/i/iCxP1mtsc5d2TKZk8Ae5xzzsx2AA8DVyx/tCIiItmpY2gcA2pLAuTneXnsSCcTkSj5ed5Mh5ZxKSXIclEkkRiLaAaZSDZLZcbiLuChRHKsGvg1M4s4536wPCGKiIiIiMhqda5vlIpCHwHfGzeg8jwebtlSzZPHu3DOMd9CvFVusq09gJkl29pPJsiccyNTti/i4kWLIiIicgk6BsepKs7Hn+ehvqIAgPaBcTZWF2U4ssxTgmwW4URiLKQKMpFsNjknEThPfE7ih6du4JzblPzazL4G/LuSYyLppXYvshxeOtfHud5RPnBdfaZDERGRHNLSN0pjZeFFz791SxU/OdxB2+A49eUFGYhs2czb1h7AzD4A/E+gFnjPbAdTW3sREZGF6xgaZ13ieiN53XF+YEwJMsCT6QBWqkgsnhhTi0WR7OWciwDJOYlHgYeTMxaTcxZFRGT1iznH40e7OHCun5NdI/PvICIikibnekdprLr45lNDImnWNjC23CEtt1Ta2uOc+75z7grg/cTnkc3IOfeAc26Xc25XTU1NGsMUERHJTtGYoz8YorYkH7gwQSaqIJtVsoIsrBaLIlltvhmL057/5HLEJCIi6XWic5jBsTBej/H40U7+6n3bs72dlYiIrACRaIzzA2O879q6i15L3pzKgQRZKm3tJznnnjKzy8ys2jnXs+TRCQCvtQ7wP/Ye41j7EOORKIX+PH792nVsW1OS6dBEROQSjYYiOKA4P54KWlsWwAzO92f9NUhKVEE2i2TlmCrIRERERFa3/Wf7KcrP47076mjtH+Pxo12ZDklERHJA++A40ZibscVi3WSCbHy5w1puk23tzcxPvK39nqkbmNkWS6xcMbPrAT/Qu+yR5phYzPHE0U4+9M/P8+v/51kOnO1jXXkB1zVWkOcxvvH8WV4+15/pMEVE5BIFQ1EACv3xeaj+PA9rSgKqIEtQBdksJmeQRZQgExEREVmtuobGOd4xxC1bqtm1oZInj3fz7f3NvGv7mkyHJrLszOw24POAF3jQOffZaa/fQby1WQyIAH/knHtm2QMVyQK79zVzujve1vdE5wiX1RRf8Hpxfh4lgTzaB7P75pRzLmJmybb2XuArybb2idfvB34T+LiZhYEx4Lecc2rns4TaB8e4/fNPc7xzmHVlAf78PVfiMSPgi988HQ9H+ea+czzySitbaospLfBlOGIREVms4EQEgKL8N1JB68oDuVDFnhIlyGahGWQiIiIiq9/TJ3uIOdjZUIHXY1yxtoTnTvcyEYmSn+fNdHgiy8bMvMAXgHcRb3m238z2OOeOTNnsCWCPc86Z2Q7gYeCK5Y9WJDskb0gV589866W+vCAXKsjmbWvvnPsc8LnljitXHWzp55GXz1NV7Ocffuta3rtjHT6vh937mie3Cfi8fGBnPX//2AlePNvHr1yphUUiIqvVaKKCbGqCrL6ikNdaBzIV0oqiFouziGgGmYiIiMiqd7p7BI9BTWIg8eVrShgNRdl/Ri2DJOfcBJxyzjU550LAQ8AdUzdwzo1MqdooAvRmSOQSjE5raTRdXVkg6yvIZGVp7g3y3Zdaaags5Ed/+DY+cN16fN6Zbw1WFedz+doS9p3pI6LF4yIiq9ZkBdmU65F15QHaB8aJxXS5rwTZLDSDTERERJaKmd1mZsfN7JSZfWaO7W40s6iZfXA548smp7tHqCrKx+sxADbXFOP3evj5cc0hk5xTD7RMedyaeO4CZvYBMzsG/Aj4ndkOZmb3mtkBMzvQ3d2d9mBFskEwFL8hVeifuYKsrrxA7Y1k2YyFojx0oIWyAh8fvXkD1cX58+7z5suqCE5EeP384DJEKJJees8lEpdMkCWvR3bva6Z9YJxQNMYDTzdlMrQVQQmyWUzOIFOCTERERNJoSpuz24HtwF1mtn2W7T5HfGaHLFJTd3CyegziA4lv3lzJk0qQSe6xGZ67aMmoc+77zrkrgPcTn0c2I+fcA865Xc65XTU1NWkMUyR7jE5ECfg8k4s0pqsvL6B/NMxYotJMZCk9drSDobEwd97YSMEsVY3TbakppqrIz8EWteGS1UXvuUTeEAxFKfB5L7geKS+Mz5YcGA1nKqwVQwmyWWgGmYiIiCyReducJfwB8D1AmZxFikRjnO0NXrRC+tZtNZzuDtLSN5qhyEQyohVomPJ4PdA228bOuaeAy8yseqkDE8lWo6HIrNVju/c1c7YnCMCXn2q6YP6TSLr1jkxw4Gw/1zdW0FBZCMR/Bqd+zMTM2FJbzLm+UbVZlNVG77lEEoITkYvaPZcX+AEYGA1lIqQVRQmyWSQryMIR9eEUERGRtJq3zZmZ1QMfAO5nHmpzNrvW/jHCUXdBBRnAOxOD5n/0ensmwhLJlP3AVjPbZGZ+4E5gz9QNzGyLmVni6+sBP9C77JGKZInRUPSCeR/TlRUkVm+PafW2LK2vP3+OSMxxy9aFr3nYVF1EKBLjcNvQEkQmsmT0nkskIRiKUJR/4YIdVZC9QQmyWUQ0g0xERESWRiptzv4R+LRzbt6eS2pzNrvT3SMA1BT7L3h+U3URN26s4Nv7W3BOi6EkNzjnIsCniLcQOgo87Jw7bGb3mdl9ic1+EzhkZgeJtyX6Laf/SUQWLThHBRlAeWH879PgmFZvy9IZDUX4xvNnubKulNqSwIL331hdBMCLZ/rSHJnIktJ7LpGE0YnoRQmygM9LwOdhQNcgSpDNJqwEmYiIiCyNVNqc7QIeMrOzwAeBL5rZ+5cnvOyRTJBVl1w8hP7OGxs50xNkn272SA5xzu11zm1zzl3mnPvbxHP3O+fuT3z9OefcVc65nc65NzvnnslsxCKrW/yG1OwVZKWB+M0qVZDJUvrJoQ4GRsPcsmVxHXNLAz6qivzsO6OCYllV9J5LJCEYisxY0V5e4FcFGUqQzSoSS7RYjGrBpIiIiKTVvG3OnHObnHMbnXMbge8C/9E594PlD3V1a+oOUl3sn3H1/q9dU0dJII+HXtTMFxERWRrzVZDleT0U5+cxqJtTsoT2vt7OurIAG6oKF32MTdVFvHimj1hM98hk1dB7LhHAOTdjBRnE2ywqQaYE2axUQSYiIiJLIcU2Z5IGp7tH2FxdPONrBX4v799Zz95DHYxMRJY5MhERyXbhaIxw1FE4xwwyiM8hG1QFmSyRwbEwT53o4fZr6vDYTB3nUrOpuoih8QjHO4fTGJ3I0tF7LpG44YkIUedmriAr9KnFIjD7UqYcl6wci8QcsZjD41n8hYSIiIjIVM65vcDeac/NOBzaOffJ5YgpGzV1B/nVq9bM+vp7d9TxLy+c4+kT3dx+Td0yRiYiItluNBQfaVM0RwUZxG9OdQ1PLEdIkoMeP9JJKBrjPTvqONa++OTWhqr4HLKXzvVzZV1pusITWVJ6zyUCfSPxBNiMFWQFfsbDMYbGw5QGfMsd2oqhCrJZRKZUjoVjqiITERFZCR58uon9ZzUzSubXHwzRGwzNWEG2e18zu/c1c6JzhAKfl8eOdmYgQhERyWbBRHVy4RwzyOCNCjLn1LpO0m/v6+3UlxdwXUP5JR2notBHSSCP4x2qIBMRWU16g/EE2Uwtn8sL40mxtoGxZY1ppVGCbBZTZ49pDpmIiMjK8MBTTTx1ojvTYcgq0NQzAsBltUWzbuP1GJevLeHnx7qIaqaGiIikUbKCbK4ZZBBPkIUiMcbDWpgr6TUaivD0yR5uu3otdgntFQHMjMvXlHCsYyhN0YmIyHLoDyYryGZqsegH4Hy/EmQyg0gsRl6irWI4ogtVERGRTOsPhuganqA3GNLMKJnX6e4gAJfVzDyDLOmKtSX0j4Z5ubl/OcISEZEcEQwlKsjmmUGWvDmlGSCSbp/78TFC0Rgx59i9r/mSj3f52hKOdQyr2lFEZBXpC87RYjFRQXZeFWTzM7PbzOy4mZ0ys8/M8LqZ2T8lXn/NzK6fb18zqzSzx8zsZOJzReL5jWY2ZmYHEx/3T9nnBjN7PXGsf7JLXQIzC+cc4agj3xe/kA1HlSATERFZCr840c2RtsGUtj02paVLc29wqUKSLHG6ewS/18P6isI5t9u2pgSf13j8iNosiohI+owmFvPMdENqqrKC+M2pwbHwksckueVk1wh5HmNj1ezV9AtxRV0pw+MR2gfH03I8ERFZeskWizPNRC3Oz8PrMSXI5tvAzLzAF4Dbge3AXWa2fdpmtwNbEx/3Al9KYd/PAE8457YCTyQeJ512zu1MfNw35fkvJY6fPNdtC/heUxZJtNgJ5MX/eUJKkImIiCyJ//r91/nmvmYeP9o572rU44mWLgac7R1dhuhkNWvqDrKxuhCvZ+71VAGfl+saKnhRs+1ERCSNgokWiwW++WeQAQyMKkEm6XWya4RN1UX4vOlpHnXF2hIAzSETEVlF+oIT+LyGP+/ivwUeM8oKfGqxmMI2NwGnnHNNzrkQ8BBwx7Rt7gC+4eJeAMrNrG6efe8Avp74+uvA++cKInG8Uufc8y5+B+0b8+2zWJHEzLHAZAWZysdFRETSrXNonNb+MSoKffzsWBcHWwbm3P545zAVhT4aKgs5pwoymcfp7pF52ysmba4pollJVxERSaPRUJQCn3fehRolgTw8pgoySa+2gTG6hyfYUpvatVAqtq2JJ8iOKUEmIrJq9AXDM1aPJZUX+lRBlsI29UDLlMetiedS2Waufdc459oBEp9rp2y3ycxeMbNfmNnbppyjdZ44ADCze83sgJkd6O7unu/7u0g4Fq8Yy09kVtViUUREJP1ePhef+fRbNzYS8Hlo7ps7QXG0fZjL15awsaqQtoFx/X2WWYWjMZp7R9lck1pLocaqQs22ExGRtBoNReadPwbx1dulBT4lyCStnjnZA8DW2pK0HbOswMe6sgDHEl0dRERk5esLTszZ7rmiwE+bEmTzmmm50/SSqtm2SWXf6dqBRufcdcAfA7vNrHQhx3LOPeCc2+Wc21VTUzPP6S42vYIsFNENOBERkXR76Vw//jwP68oD1BTn0z08Meu2sZjjROcwV6wtZUNVEVHnaM3xNgAyu+a+USIxl3IF2YbKeCJNlYkiIpIuoxPRlBJkEE88qMWipNNTJ7spyc9jTWl+Wo97RV2pWiyKiKwiXcMTFM+RICsr9NE1PJHT+Y9UEmStQMOUx+uBthS3mWvfzkTbxGT7xC4A59yEc6438fVLwGlgW+JY6+eJIy2SK9IDvvg/T3ImmYiIiKTPS839XLu+jDyPh5qSwJwJstb+MUZDUa5YW8L6igKAnF/lJLM73TUCwOZUE2RVhQBqsygiImkTDEXmXLE9VXmBj8Gx0BJHlDlmdpuZHTezU2b2mRle/4iZvZb4eM7Mrs1EnNkiGnM8c6qHLbXFmM3d4nOhLl9bwunukZy+kSoispp0D09QEpijgqzQh3PQPpi791dSSZDtB7aa2SYz8wN3AnumbbMH+LjFvQkYTLRNnGvfPcAnEl9/AvghgJnVmJk38fVmYCvQlDjesJm9yeJ/4T+e3CfdkhVk+XnJGWT6wy8iIpJO4+Eoh84Pcv2GCgBqS/IZnogwlhhoP12ylcvla0soyo/P6lA7PJlNU0+8EizVFosvnukD4IcH29i9r3nJ4hIRkdwxGopSOMfMj6nKCvwMjUWIZeHi3MT9nS8AtwPbgbvMbPu0zc4AtzrndgB/DTywvFFml8NtgwyMhtm6Jn3zxwB272umd2SCcNTxhZ+f0jWTiMgKF405ekbmTpCVFfgBcnoO2bxXa865iJl9CngU8AJfcc4dNrP7Eq/fD+wFfg04BYwCvz3XvolDfxZ42MzuBpqB/5B4/u3AfzezCBAF7nPO9SVe+z3ga0AB8OPER9pNryALa2WMiIhIWh06P0g46rihsYKekRC1JfH2L93D4zNufzJREbRtTQlH24cpys8jqASZzOKxw52UBPL491fbU9o+4PNS6PfSG8ze1fsiIrJ8nHMEJ1KbQQbx9kZR5+gJTlBbElji6JbdTcAp51wTgJk9BNwBHElu4Jx7bsr2L3Bh9yBZoKcT88e2pHH+WFLy57NreII1pVn3syoiklX6giFiDooDvlm3qSiMv9baNwaXLVdkK0tKy5mcc3uJJ8GmPnf/lK8d8Pup7pt4vhd45wzPfw/43izHOgBcnUrMlyIcSybIEjPIVEEmIiKSVi839wNw/YYKfnq4k5pEgqxrljaLrf1jVBf7J1sVFefnqYJMZtU1PE5N8cJmblQW+ekLzt7mU0REJFWjoSiRmJtz5sdU5QXxm1NtA+PZmCCrB1qmPG4Fbp5j+7uZYzG0md0L3AvQ2NiYjviyzlMnurlqXWnKP38LUV2cj5Fc1FaW9uOLiEj6dCUWIJfM8fegvNBPnsc4m8PzuFNpsZhzki0WA5MtFrOvzYGIiEgmnewcobo4n+pEEqOiKH5RNtscso7BsQtWqaqCTGYTjTk6hsZZW7awG4zxBJkqyERE5NL1jsT/nqQ6g6wskSBrz872RjMNwZrxJouZ/RLxBNmnZzuYc+4B59wu59yumpqaNIWYPUYmIrzc3M/bti7Nv40/z0N5oW/WRW0iIrJyJO+vzNVi0esxGioLlSCTCyVbLOYnWyyqgkxERCStzvQEL5gP5TGjujh/1jfbHUMT1E1JeKiCTGZzrjdIOOqoKytY0H5VRX4GRsNEYrruk+xlZreZ2XEzO2Vmn5nh9Y+Y2WuJj+fM7NpMxCmy2vUkKpKL81NrsThZQTY4c6vpVa4VaJjyeD3QNn0jM9sBPAjckeg4JIuwr6mXcNTx9q3VS3aO2pLArIvaRERk5eiaTJDN3mIRYGNVIWd6RpcjpBVJCbIZTFaQ+ZIVZLpRIiIikk5NPUE2Vxdd8FxNST7dI7NXkE2tCCryewlORJc0RlmdjrQPAVyQUE1FZVE+DhgYDS9BVCKZZ2Ze4AvA7cB24C4z2z5tszPArc65HcBfAw8sb5Qi2WGhFWQFfi8+r9GWnRVk+4GtZrbJzPzAncCeqRuYWSPwCPAx59yJDMSYNZ483k2Bz8sNGyuW7By1Jfl0D08Qc+q2JCKykqVSQQawsbqIc71BXI7+XleCbAaTM8jy4v88oYgSZCIiIukyMBqiLxi6oIIM4m+2+4MhxsMXJr7Gw1H6R8OsLb2wgiwUjelvtFzkaPsQHov/PC1EZZEfQG0WJZvdBJxyzjU550LAQ8AdUzdwzj3nnOtPPHyBeKWHiCxQ70iygiy1BJmZUVbgp30w+xJkzrkI8CngUeAo8LBz7rCZ3Wdm9yU2+0ugCviimR00swMZCndVc87x8+NdvHVLNfl5qVUvLkZNST6RmKNf10wiIita9/AEJYE8fN65U0CbqosYDUVztn1u+id2ZoHkzLF8n2aQiYiIpNv9v2gCoKVvjN37miefrymJV/Cc6QlyZV3p5PMdiXZDa6e0zEuuyNYcMpnuSNsQtSUB8uZ5EzBdlRJkkv3qgZYpj1uBm+fY/m7gx7O9aGb3AvcCNDY2piM+kazRG1xYBRnE2yy2DWRli0Wcc3uBvdOeu3/K1/cA9yx3XNnm84+fpLV/jBs2VFxwjZ1utYlFa7l6I1VEZLXoGh6nJoWFoxuq4ouXz/QEL5j9nitUQTaDSKKlolosioiIpF9P4s10dfGFF2rJCp7mvgt7X3cMxW8WTZ9BBmgOmVzkaPvwgtsrAhQH8vCaMTimFouStWyG52ZcCWhmv0Q8Qfbp2Q7mnHvAObfLOberpqYmTSGKZIeekQny8zzzrtieqqzAl60tFmWZHO8cBuDyNSVLep5klb7mkImIrGzdwxMpdVbZlEiQne0JLnVIK5ISZDMIRx0G+BMXs0qQiYiIpE/PyAQeeyMhlpR83DI9QTZZQTZlBpkqyGQGfcEQHUPjF/yspMpjRklBHkNKkEn2agUapjxeD7RN38jMdgAPAnc453qXKTaRrNIXDC2oegygrNBH98iE2kfLoh3vHGZNaT7lhf75N74EAZ+X0kAeXcPZWfEoIpItuoYnqCmZ/73xuvIAPq9xtnd03m2zkRJkM4hEY+R5jTxvfJFlSAkyERGRtOkemaCyyI/Xc2ExQ4HPS8DnuaiCrD2ZICtVBZnM7Wj7EAB1U9pxLkRpwKcKMslm+4GtZrbJzPzAncCeqRuYWSPwCPAx59yJDMQokhV6R0Ipzx9LKi/w4Rx0DinpIAs3NB7mXM/oklePJdWWBNRiUURkhUu1gizP66GhslAVZPKGcCxGnsczeeMuHNEMMpFsZWa3mdlxMztlZp+Z4fWPmNlriY/nzOzaTMQpkk16R0IXtVeE+ID6yiL/xS0WB8coCeRdsBJbFWQykyNtyQTZ4vqmlxb4GBpXgkyyk3MuAnwKeBQ4CjzsnDtsZveZ2X2Jzf4SqAK+aGYHzexAhsIVWdV6RiYo8nsXtE9ZgQ94Y2GQyEL85FAHUefYvq5sWc5XU5JP1/AEzul+mYjISjQyEWE0FE1pBhnE2yye7c3NBNnCljTliEjU4fMaHjM8BpGYKshEspGZeYEvAO8i3nZov5ntcc4dmbLZGeBW51y/md0OPMDcA+1FZA6xmKNnZIIttcUzvl5ZOEOCbGj8ooSHP8+D3+tRBZlc4Gj7EGtLAwtua5VUFsjjREcE5xxmM41rElndnHN7gb3Tnrt/ytf3APcsd1wi2aY3GGJDZeGC9ikrjCfINIdMFuMHr5ynqshPQ8XiqugXqrY0n1AkRvvgOOvKl+ecIiKSuuScyJrifCZSaN+8sbqIZ0/3EIs5PJ7cei+sCrIZhKOxyWG6Pq9HLRZFstdNwCnnXJNzLgQ8BNwxdQPn3HPOuf7EwxeIz+sQkUU6PzBGJOZmrCCD+Byy1r4xorE3VqN2DI6zpvTiiqCifC/BUHTJYjhgCikAACAASURBVJXV50j7EFfWLb61UGmBj1A0xtC4Eq8iIrI4sZijL7iYFovxuVFtg0qQycK0D47xfFMvOxvKl22BT7Ii4VTXyLKcT0REFqYr0bK5tjS1CrKN1UWMh2N05uB8SSXIZhCOusn5Y36vRy0WRbJXPdAy5XFr4rnZ3A38eLYXzexeMztgZge6u7vTFKJIdjmT6GldXTLz8PCKIj+haOyC+RvtgxdXkEF8DpkqyCRpIhLlVNcI29eVLvoYpYn2Vpr/IiIiizU4FiYacwuuZvbneSgr8NE+oL9BsjB7DrbhHOxsKF+2c9aWxK/NTypBJiKyInWPJCrIFtBiEd64Z5NL1GJxBpHYlAqyPA9hVZCJZKuZltfNmBE3s18iniC7ZbaDOeceIN6CkV27dimzLjKDpu74m+iaOSrIAJr7RllXXkA4GqN7ZIK1ZRe3binKz2NwTPOiJO5k5wiRmOPKulKGxhaXOC0NxBNkHYPjbFumIfciIpJdeoPxG1ILrSCD+AxNtViU2eze13zB4w/f3Eg05vj2/hZ2NpRTNcv19VIozs+j0O9VBZmIyAqVXHCzdoZuPDPZWB1vDX22Z5S3XLZkYa1IqiCbQTjqyPMkWyyaEmQi2asVaJjyeD3QNn0jM9sBPAjc4ZzrXabYRLLSmZ4g+XmeWW8aVRXF39gn55B1D0/gHKogk3kdbR8CYHvd4ivIyhIVZB2qIBMRkUXqGQkBLGoeZn15AW2D+hskqfv+K+dp6gly362bl/3ctSX5nOoaXvbziojI3Hbva+anRzop8HnZ+3pHSvusKyvAn+fhbG/uVZApQTaDcDSGPy9eWKIZZCJZbT+w1cw2mZkfuBPYM3UDM2sEHgE+5pw7kYEYRbJKU0+Q6uL8WecjlBX48HqMlkSC7Fxv/PNMw7+L8vMITkSIxVZfwaaZ3WZmx83slJl9ZobXP2JmryU+njOzazMR52pypH2IAp+XDYnWEItREojfzOzQzUkREVmkvmA8QbaoCrLyAO2aQSYpCkVi/OPjJ7imvox3X7V22c9fWxLgZNcIzq2+a3HJDXrPJbmsZ2Qi5faKu/c189D+FsoLfDx9sueiiuVspwTZDEKRN1os+r0ewlH9sRfJRs65CPAp4FHgKPCwc+6wmd1nZvclNvtLoAr4opkdNLMDGQpXJCs0dQfnvEjzeox15YHJCrJXWwcAuKa+7KJti/PziDlWXZtFM/MCXwBuB7YDd5nZ9mmbnQFudc7tAP6aRPtWmdnufc08ebyb6mI/397fMv8Os/B5PRT6vaogExGRRetNzPwoyvcueN+6sgIGRsOMhlQhL/P7yrNnaO0f40/fffmsi8+WUk1JPgOjYXoTSWGRlUTvuSTX9YxMUF088+z32VQV509ex+QSzSCbQSgaIz8vniDL8xrhiCrIRLKVc24vsHfac/dP+foe4J7ljkskG42Ho5wfGOOKurlnOzVWFk5Wjr3S3M/GqsLJ2WRTJVdm9wYnqJjh9RXsJuCUc64JwMweAu4AjiQ3cM49N2X7F4i3gJVZOOdoHxxjR/2lD6cvK/DRqQoyERFZpGSLxUL/4losArQNjLOltjitcUl2Od4xxL+8cI53X7WGt2+tzkgMtaXxRW8nO0eoXsb5ZyIp0nsuyVkT4SjD45EF/26uLvJzsnOYWI5VBquCbAZTK8h8Xo9mkImIiKTBmZ54L+uaeS7SrlhbypH2IUYmIrzcPMB1jRUzbpec7ZG8EbWK1ANTy5xaE8/N5m7gx7O9aGb3mtkBMzvQ3d2dphBXl4GxMOPhGGtnmFW3UKUBH+1KkImIyCL1BieoKIy3jF6o+op4gqy1fzTdYUkWOdcb5KH9LVxZV8o//NbOjFSPQbzFIsCp7pGMnF9kHnrPJTmrJ1HZu9AEWVVxPpGYW3Vdei6VEmQziM8geyNBphlkIiIily6ZIJvvIu32q9cSisT4xvNn6R6e4LrGmauCJivIVl+CbKa7GDMu0TKzXyL+Zu3Tsx3MOfeAc26Xc25XTU1NmkJcXZIzw9alI0FW4KNTLRZFRGSRuocnqFpkNc2GykKAyVbTItMdOj/I//fMGYrz83jwE7sWVamYLqWBPMoKfBxpG8xYDCJz0HsuyVk9w/E2iQtPkMU786zCeyyXRC0Wp4k5Rzjq8F8wg0wJMhERkUvVlFhdOt9F2vWNFawtDfDFn58G4LqG2SrI4rM9eoOrrkd2K9Aw5fF6oG36Rma2A3gQuN0517tMsa1KbYNjGLAmLQmyPHqDISYiUfLzFj4/RkREcltL3xgNiUqwhXrsSCc+r/HooQ7yPB4+fHNjmqOT1ezZUz3sfb2d9RUFfPzNG6krW9zPWbqYGTvWl3GwRQkyWZH0nktyVs/IBMYbCa9UJe/VrMJ7LJdEFWTTJOeNTVaQ5RnhaG713RQREVkKTd1B6soCk39jZ+PxGLdfs5aRiQj5eZ5ZZ5YV+vMwVmWLxf3AVjPbZGZ+4E5gz9QNzKwReAT4mHPuRAZiXFU6BsepLPKnJaFVFvAB0DWUW28KRETk0jnnONcbZENV0aL2NzOqivLpDa66axtZYv/w2Al+9Ho7V9aVcvctmydbjWfadQ3lnOgcZjQUyXQoItPpPZfkrO6RCcoKfZMjpFJVEsjD57WcqyBL6V/JzG4zs+NmdsrMPjPD62Zm/5R4/TUzu36+fc2s0sweM7OTic8VieffZWYvmdnric+/PGWfJxPHOpj4qL20b/9iyXaKU2eQRVRBJiIicsmaeoJsqk7thtF7d9QBsGN9Gd850Mrufc2TH0lej1Hg99I7sroSGc65CPAp4FHgKPCwc+6wmd1nZvclNvtLoAr4YuKa50CGwl0V2gfHqUtD9RhAeWF8lV2L5r+IiMgC9QZDBENRGhOtEhejssivBJlc4AevnOfzT5zk+sYKPnxz47yLzZbTtQ3lRGOOQ+eHMh2KyAX0nktyWe9IaN7Z7zPxJBbq9KyyeyyXat4lJ2bmBb4AvIt4eep+M9vjnDsyZbPbga2Jj5uBLwE3z7PvZ4AnnHOfTSTOPkO812sP8D7nXJuZXU38F9nUIYofcc4t2S+sUKKCLP+CGWSqIBMREbkUsZjjdNcI779urrnIb7iuoYJrG8p591Vr59yuOD9vVa5ucs7tBfZOe+7+KV/fA9yz3HGtRsPjYfqCIW7YMHMrzoWqLEokyPpG4bK0HFJERHLEud744oqN1YV0DC7u5lJVsZ/jncPEnO5DSHzm2H/53mvctKmS9+6ow2MzjVXKnGsb4rOCX20Z4KZNlRmORuRCes8lucg5R8/IBNc1Lu79cXWxn/bB3JrJncqyk5uAU865JudcCHgIuGPaNncA33BxLwDlZlY3z753AF9PfP114P0AzrlXnHPJnrCHgYCZLW7C7SJMryDTDDIREZFLd6Y3yPBEhGvqy1La3uMxfvj7b+Wet22ec7ui/Lyc648tFzrWMQxAXWl6KsjKCnzkeYzmPlWQiYjIwpzrDQLQWLm4FosAVUX5RGOOobFwusLKuBS6El1hZs+b2YSZ/WkmYlyJJiJR/vjhg1QU+rj/ozeQ51k5lWNJ1cX5rK8o4GDLQKZDERERoHt4golIjOoFzh9LWlMaoC8YYjwcTXNkK1cqf13rgZYpj1u5sKJrrm3m2neNc64dIPF5pnaJvwm84pybeufrq4my178wm3npjJnda2YHzOxAd3f33N/dNKHpM8i8pgSZiIjIJXo18aZ5R0NqCbJUrdYKMkmfo+3xlj515ekZVO/1GPUVBZNVACIiIqk61zuKGTRULv5vUlXihla2tFmc0lnodmA7cJeZbZ+2WR/wh8D/WubwVrTPP36SE50jfPY3d0xWuK9EOxvKlSATEVkhDifeH69d5ALSNaUBHHCqaySNUa1sqSTIZkpCTa/1n22bVPad+aRmVwGfA/6vKU9/xDl3DfC2xMfHZtrXOfeAc26Xc25XTU1NKqeblKwg80+ZQRaOKEEmIiJyKV5rHaTA52VLTXFaj1uUn5dz/bHlQkfahijweSkNpG9YfWNlYbzFokiWURWHyNJq7htlXVkB+XneRR8jmQjpy54FQPN2JXLOdTnn9gPZUzZ3iV5tGeBLT57mhg0VtA+MXzCHN2nqjN6ZXl8uOxvKOT8wRvewrslFRDLtSFtiAWnZ4hbrrEkk1pKdWnJBKgmyVqBhyuP1QFuK28y1b2eiDSOJz13JjcxsPfB94OPOudPJ551z5xOfh4HdxC+00io8vYIsTzPIRERELtWrrQNcXV9Knje9rWGK870MjUcmK8Al9xxtH6KuPMAsjQUWpaGyUC0WJeuoikNk6Z3tDdJYWXhJxygr8OH1WDa1kE6lK1HKLqVj0GoxHo7yJ995ldICH++5pi7T4cxr18b47LFnT/VkOBIRETncNkhlkZ8C/+IW61QW+cnzGCc6lSCbaj+w1cw2mZkfuBPYM22bPcDHLe5NwGCibeJc++4BPpH4+hPADwHMrBz4EfBnzrlnkycwszwzq0587QPeCxxa8Hc8j+kVZJpBJiIicmnC0RhH2obYsb487ccuyo9XDfVlSRsiWZjxcJQj7UPUp6m9YtKGykL6R8MMjWshu2QVVXGILLHm3lE2Vl9agsxjRmWhP2taLHIJnYVmcikdg1aLf3j8BKe6RvjAdfUEfIuvRlwuO+rLWFOaz08OdWQ6FBGRnHe4bYi6ssXP5/Z6jJqSfI6rguwNzrkI8CngUeAo8LBz7rCZ3Wdm9yU22ws0AaeALwP/ca59E/t8FniXmZ0E3pV4TGL7LcBfJGaNHTSzWiAfeNTMXgMOAucT50qrUCR+nZasIMvzaAaZiIjIpTjeMcxEJMaO9emdPwbxGWSA2izmqJeb+wlHHZuqi9J63OTq/2bNIZPsoioOkSU0MhGhNxiisfLS/yZVFfuzafFPKl2JJOGFpl4eeKqJu25qYNuakkyHkxKPx3j3VWt58kQXY6FopsMREclZQ+NhzvWOsu4SF5CuKQ3kVAVZSsManHN7iSfBpj53/5SvHfD7qe6beL4XeOcMz/8N8DezhHJDKvFeiskKsiktFpUgExERWbzXWgcBuHYJKsiSCbIsWmUtC7CvqQ+Pwcaq9CbIGhIJspa+Ua6uT39iVyRD0l7FATwAsGvXLvWkl5x3rjcIwIaqS6sgA6gq8nO6e4RozOH1pK+FcIZMdhYivtD5TuDDmQ1pZRocC/PH3z7IhspC/vw92/nhwdWTR7ztqrV84/lz/OJEN7ddvTbT4YiI5KTk/LF1i5w/lrSmNMDBlgEGx8KUFfjSEdqKlt5BIFkgFImvdvElWiz6vB7CUUc8BygiIiIL9UpzP2UFvrTcMJou2WKxVxVkOWnfmV62rytNe/uhxsTPquaQSZZRFYfIEvrmC81A/ObU7n3Nl3SstWUBwlE3mXRbzVLpSmRma82sFfhj4M/NrNXMSjMX9fJzzvHnPzhE5/AE/3jndZPXuKvFTZsqKS/08ehhtVkUEcmUw8kEWfniWywCrCnNB+BkjlSRKUE2TSgSX6GVXKXl98Y/h6NKkImIiCxULOb4+fFubtlajVn6V0BPVpCNqIIs10xEorzSPMDNm6rSfuzSgI+KQh/nlCCT7JLKbGkRWaSm7hF83vjcjku1NrHy+2h7dtyYcs7tdc5tc85d5pz728Rz9yc7EznnOpxz651zpc658sTXQ5mNenn94OB5/u3VNv7zr2xlZ0P6uy4stTyvh1/dvoafHu7QwjURkQw53DZITUk+JYFLq/paUxpPsB3LkTlkSpBNE4rG8Hvf+GdJVpKpzaKIiMjCvdIyQM/IBL+6fc2SHD8/z4Pf66EnqDfiuebVlkEmIjFu3lS5JMdvrCqiRQkyySKq4hBZOrGY40j7ENvWlEzeQ7gUtSX5eAyOtA+mITpZ6Vr6RvmLHxzmxo0V/N47tmQ6nEW79+2bGY/E+KcnTmY6FBGRnPR66yBXrbv0S/fyAh8lgTyOdeTGWpXVVbO9DMKR2OT8MXgjQRZRBZmIiMiCPXakE49Bz3DoktsNzcTMqC720zOsCrJcs6+pF7N4S5+9r6e/nc+GykJeOtef9uOKZFIKs6U7iLdeFJEFeKVlgOHxSFpuSkH8PkRtSWBylohkr0g0xn/+9kHC0Rjv2FbLt/e3ZDqkBZl+fX/XTQ38675mPv6WjVxWU5yhqEREck/X8Dgnu0b4jesv/VLezLhqXSmHzufGdYgqyKa5qIIskSwLqYJMRERkwR470sGm6iIK/OmdETVVVXE+vaogyzmPH+3kmvoyygv9S3L8a+rLOD8wRtfw+JIcX0REssdPD3fgNePyNekruFxbFuBIe27cmMpFu/c1s3tfM/d982UOnOvnjp3rqChammua5fRHv7KNgM/LHz/8KiMTkcnvM/khIiJL49lTPQDcsqU6Lce7al0ZR9uHiORATkQJsmlC0yrI3phBlv0/DCIiIunU1D3C6e4gV9YtbXeuqmK/ZpDlmHO9QV5tHeS9O+qW7Bw3bKwA4KWzqiITEZHZOef4yeEONtekd0FQXVmAzqEJzXPKYu2DY/zsWCc71pexs6Ei0+GkRXVxPn/3oWs5dH6Q3/nqfiYi0UyHJCKSE5452Ut5oS9t1exX15cyEYlxujuYluOtZEqQTROKxi7oGa4ZZCIiIovzrReb8RhsX+IE2drSAG0DY0t6DllZ/vZHR4F4C+ylWo189boy8vM8HFCbRRERmcMrLQOc6x3l6nVlaT1uXVkBAEfbh9N6XFkZojHHIy+fp8Cfx6/vWJfpcNLq3Vet5fN37uTAuT7++RdN9Ae1kE1EZCk553j2VA9vvawaj8fScszkdc3htuyfh6oE2TTxCrI3fpCSCbKJiBJkIiIiqRoYDfGv+5r59WvXLVkLvKRN1UX0BkMMjoaX9DyycrzWOkhjZeGS/Wzt3tfMd19qpa4swKOH0z/fTEREssfXnj1LSX4eO9anN0G2tiwAwJH27L8xlYueO93D+YEx3rejjsL8vEyHk3bv3bGOr/72TQyMhfjik6c4r8VsIiJL5nT3CB1D49yyNT3tFQE21xQT8HlyYg6ZEmTTTJ9BVlOSD0DnkOZPiIiIpOprz51lNBTl996xZcH7LnRWwebEAPDTPSMLPpesPic7h+kYGk/7jciZNFYW0TYwxnhY7YFERORinUPj7H29nQ/d2EC+L73zVovz81hbGuBwW/bfmMo1nUPjPHGsiyvWlnBN/dJfz2TKrdtq+L1bt+DL8/Dg002c6cn+Nl0iIpnwj4+fBKB3JJS2Divf3t9CbUmAnx3ryvoZkkqQTROeNoOssbIQgJY+rXYRERFJRX8wxNeeO8uvXFnL5WtLlvx8m2uKAGjKgd7YArtfbMZrtiw3lDZUFRJz8GrLwJKfS0REVp9/feEcUef4+Js3LMnxr20o45Vm/Q3KNp/98TGiMcd7rqnDLD2tsFaK6QvdakryufdtmykJ+Pj682d5vVUVkSIi6fZ66yA1JflUFqW3w0pdWYD2wTFizqX1uCuNEmTTTExLkK0pDeD3emjuG81gVCIiIqvHn//wEMGJCH/yq5cvy/kaKwvxeoymblWQZbvgRITvHmjl6vpSSgK+JT/fhsRCKc0hExGR6b727FkefOYMl68p4dlTvUtyjusbK2juG6VnZGJJji/L76VzfXz/lfO8bUs1VcX5mQ5nWZQX+rnnlk0U+r188qsvqpJMRCSNzvYEOdc3yvUN5Wk/dn15ARORGF3D2X0dogTZNOFpLRa9HqO+ooAWJchERETm9W+vtvGj19r5o1/ZxpV1pctyTp/XQ2Nlod5s54BHXm5leCLCmy9LX2/1uRTm59FQUcB3DrQQjWX3qjkREVmYA+f6GA1FuXVbzZKd4/oNFQC8rIUaWSEac/zVnsOsLQ1w6+VL93OzEpUW+Pjtt2zCAR//yj66NMZERCQtHnm5FQN2Nlak/djb1pTg93r4aZbP5VaCbIpozBGJOXx5F/6zNFQWqoJMRERkHic6h/mzR16noaKA0oAv5Rli6bC5ukgtFrNcLOb4+vPn2LG+jIaKgmU779u21nC2d5SfHMruNwUiIpK6UCTG0yd72FhVyIaqoiU7zzX1ZeR5jJfVZnHV272vmT95+FUOnR/i1stryM9L78y61aCmJJ+vfvJGekdCfOKr+xkYDWU6JGDh849FRFaKWMzxvZfPc1ltMWUF6e+wUlrg451X1nKsY5jHjnSm/fgrhRJkU4yGIgAXVJDt3tfMRDjKqa4R/bEUERGZRe/IBHd/fT+Ffi8fvnkDXs/yzlPYXFPEmd6gqnyy2L+91saprhHuvmXTss7r2L6ulM3VRXzpF6dwWd57XUREUvODg+cZHAtz67baJT1PwOflqnWlvNysCrLVbiwU5adHOthYVciOZZijulJd21DO/R+9gdNdI3z4y/voVftQEZFF++mRDs4PjHF9Y/rbKya95bJqakvy+eNvH+S/7TnMud7sW5isBNkUY6EowAUzyAAqi/yMhaOTr4uIiMgbhsbDfPKr++kcmuCBj+9akpVL89lcU0woEqNtYGzZzy1L7xvPn+X/+bcj1JUFGB6PLOu5PWbc+/bNHDo/xFefPbus5xYRkZUnHI3xv392knXlAbatKV7Sc+3e10xRfh6vNPfzL8+fW9JzydJ67GgnY6Eo77t23bIu9FmJ3r6thi9/Yhenu0f40D8/z6mulTFHeGg8zPmBMbqHJ7QoSkRWvL5giD//wSGurCvl6iVceOH1GB+9eQO3Xl7D7n3N3PaPT/ON588SicaW7JzLLS/TAawko8kEmffCBFlFoR+A/tEQBf7la+kjIiKy0g2Ohbn7a/s51jHEP3/sBnY2lHOkbWjZ49hcHW9vdLp7hIbKwmU/vyytF8/00RcM8cm3bMSTgZtKv3nDeh4/2sV///cj9AYn+NQvbaXAn3utkUREBL5zoJWWvjE+8eaNy5LoaKws5LnTvXQMambTanWsY4h9Tb3ctKmSurLcvqc0tSvTx9+8kUdebuWO//MMf/XrV/HB69fjWeYuFLGY45Xmfp4+2UNHYi7aF35+inXlAW7dVstV60r56Js2LGtMIiLziURj/NkjrzE4Fuab99zMy+eWthVzdUk+1SX5XLWujEdebuUvf3iY//2zU/zGdfX8x3dsoaxw+RdJp5MqyKYIJlsszlBBBvHMrIiIiMSd7h7hnX/3JC839/PBGxroGJzIWCvizTXxFdyaQ5Z9WvpGeexIJ5fVFLG1dmlX6s/mOwdauXVbDTc0VvCFn5/mhr95jL/90RFebu5XW08RkRwyHo7yv392khs2VCx59VjShqoiDDjcPrgs55P0ikRj/NfvHyLg8/KuK9dkOpwVZVN1Efe8bTM1Jfn8l+++xtv/35/z2JHOZbu2eulcPx/40nN856VWPAa3XbWWD9/UyG1XrWUiHONbLzbz1WfP0No/uizxiIikYmQiwu9+4wCPHu7k07ddwRVrS5ft3GUFPj75lo189OYN1BTn88BTTbzls0/wp995dVVX3qqCbIqxWSrIkgmy/hUyQFRERCSThsbDPPhUEw883YTHjLtv2cym6qUbUJ+K6mI/VUV+Dpzr43du2ZTRWCR9ItEY//nbBwH4jevWZ7Qlkddj/Mb19Vy/oYJnT/XwlWfO8uWnz+D3eqivKOBXr1rDWy6r5pYt1cs+g09ERJZeOBrjD771Cu2D4/z9h3Zypmd5FuWUFfi4sq6UF8/0MRaKqoJ5lfm7x07w0rl+PrSrgcJ83YKbrqzAxz1v28yrLQP89Egnv/uNA6wpzecd22q5YWMFl9UUU19eQHWxnzxvetb4N3WP8PePneDfX2untiSfD96wnp0N5Rd0KbhlazX7z/bx40MdvPsfnuK/vmc7d93UkPPtMUUkc8bDUX56pJPP/fgY7YNj3LFzHYX+vGVfpGxmbF9XyvZ1pbQNjLHn1Ta++1IrzX2j/M37r2bbmpJljScd9Nd5itFZZpAFfF4KfF5VkImISE4KRWK80tzPa62DfP+V85zoHCYSc+xYX8ZtV62lPNGKOJPMjDt21vMvL5ylZ2SC6uL8TIcklygWc/zVnsMcONfPh3atp6JoZfycbaouYlN1EWOhKCc6h2nuG6Wlf5SvPHOGf/5FE/XlBdx5YwMfurGBNaWBTIcsIiJpcKprmD/81kGOtA/xvmvXLVtyLOmtW6o50j7EI6+08pGb1e5ttfjJoXa+9ORp7rqpgWvqyzMdzorlMeO6xgp2rC+npsTPD15pY++hdr59oGVyGwOK8vMoCcQ/SgM+SgI+7ti5ji21xWypLSbgmz15PDIR4fnTvTzycis/PdKJ3+vhD355C/fdehk/PNg2Y0w3b6pi25oSnjvdw//9/df58aF2PvubO6gvz842mdNvsn/45sYMRSIiScPjYb5zoJUHnmqic2gcB9SVBVbEImWAdeUF3Pv2zbx0rp+fH+/i1z7/NHe/bRN/8q7LL8qvrGRKkE2RTJD5ZliVUlnkV4JMRERyRkvfKL840c2/7mvmdPcIoUh8AGt5gY8bN1VyfUMF9RUr683hh29u4CvPnuG7L7Vy362XZTocuQTBiQh/+cPDfO/l+H/LxhU4V67A7+XahnKubYjf8ApHYxzrGObFM7383WMn+PvHT7ChspDGqiL8Xg81JX621JawpbaYrbXF1JUFtApZRCRFzjlijnkrdE91jfCdl1roHQlhwBV1pWysKqS80AcYPSMTPHm8m/5giGvWl/Huq9awpXbmlc7D42GePtnDN184x3One/F6jNuvXsubN1el/xucx8aqQurLC3jw6TO895p1q37WRy74/iut/Ol3XmNnQzl/9b6reOTl85kOacXzeozbrq7jtqvriERjtPSP8dVnzjA4HmZ4PMLweJihsQjDE2HaB8cZGY/w8+NdAHgsPq9vS20JNSV+Aj4v4+EYLiIINQAAIABJREFU/cEQZ3uDnOwaIRpzVBX5ufuWTfxuorXjfCoK/Xzz7pv5133N/I+9R3n3PzzF3bds4qNv2pDS/iIii7WvqZc/+NYrdA1P0FhZyDsur6W+vIAr6koyMpd7Nh4zbtxYyfa6Un5yuIN//kUTTxzp4gefeivFq6RyOqUozew24POAF3jQOffZaa9b4vVfA0aBTzrnXp5rXzOrBL4NbATOAh9yzvUnXvsz4G4gCvyhc+7RxPM3AF8DCoC9wH9yaWxwORaeeQYZQEWRn3O9wckbhM65tN3UiMXc5CDSkYkIBT6vWvNME47GyPOYbiRJ2l3K7zeRbNI9PMFrrQM8e6qXX5zo4nRilld5oY+dDeVsqy2msapoRV/gbKkt4aaNlTz0YjP3vm3zsg/5Xohs+t3TNTzOweYBmvtGGRqPUF8e4LrGCrbWFl/wd7tzaJyfHu7glZYBnIsvPrq6vpRN1cVUF/sZC0Vp6R/lwNl+vvViM/2jYf7oV7byn965lW+92DJHBCuDz+vhmvoyrqkvo2dkAoBjHUO09o8RisR47nTP5GIsiF9vrinJZ21ZgLWlAe66uZGAz4sRf5NRWuCjriww52pokYXKpt89kjtePNPH/9h7lCNtQ3zoxvX83ju2XFTBcbxjmP+fvTuPk+OqDj3+O7337JuW0TqSZUuWMd5kbAPBECCYJQEHCNgJW+A5bMkjLxDI8gh5eSQQEiAEg5/jOASCMTsxYGOwsWPiRbYky7JWS9Yy2kezr72f98etHpV6emZas/Us5/tRfzRVfavqds/06ap765775YcO8JMdJwgHAlREgmRzyne3Hhuxv2gowNLaGD/bdYrP3b+PV25YzFs3reTKVXUcbB/gV/vP8Ivdp3nudD/gbg76jY1L2NTSULbzIBHh1zcs5q4nW3nVF/6Lj9+wgTe8sHnOfEcspNjT2jHIP/x8H/c8c4Lr1jbyL+/aNGd+T7NJKBhgTVMlG5pHn1snk8vR0Z+irS/J6d4Ebb0JdhzrRoFEKks0HKQ2HiIUCPBrFzaxpqmStU1VvOO68xuF+a0njxIQ4UMvX8dPdpzgnx7cz60PHeCq1fW8ZF0TG5tdqrG5evNTOpvjudN9bD3SScdAiqFUlmBA6Euk2dBcwxWr6qiJzc1O+YUUe8z0G0hmCIhMe6rjZCbLVx56ni8/dIBVDRX88B1Xsedk37QecypURkO8+coVtDRW8sOnj3HjrY/yv9+wkZddtKjcVRvXuGd3IhIEbgVeDRwDnhKRe1R1t6/Ya4ELvcc1wFeBa8bZ9hPAg6r6GRH5hLf8cRHZCLwduARYBjwgIhepatbb7y3AE7gOshuA+yb7JuQNJIvPQQbwopYGdh3v4T+3HycQgH+4fx+//9I1vP/6C/j57tOEAsKrNy4hnc1xuH2Qi5ZUEQoGSKSzRIKBEY10qUyOR547w78/fpjHnu/ggkWVBETYe6qPVQ0V/MH1a/mty5ZRPcaXUNdAikMdA/QnMojAlavqqYyGSGVyBMSdULT1JThwup8rV9eXdFK260QP21q7ubqlnpbGSroGU9RXRIpuO5jK0J/IMJTOMpTOUhMLD58Q+Dv9SnHwTD9ff/wIA8kMf/TKC1nZUEFHf5Jf7m3jgT2neeS5dpbVxfh/77iKJTUxdhzrIZHOUhEJcdGSKvoSGZ4/008oGGBRVZQNS6vHPX4ykyUaGvm6ehNp9p3qY2V9BUtqoogIh9sHeHBvG9df1DTqHYalautNsO90H1XRELFwkJwqdRURFldHCQcDqCqtnYMkMzkWVUWpr4ygquw60Us6m+PylXUln3Sd6knwnS1HWb+0mt/YuISBVJbBZIbFXsqngWSGikgQEaF7MEU6q+PeBTWQzNDRn2JFfXzEe+xOSpMsqo7SWBUhHAyQzSnJTJZ4ODjrThYnE99muq65nKK4O+Nmy/uoqmRySiarZFUJiGvUFe9/95i5+qoq6awylM6STGdJ55RMNjdcx1Qmx2Aqw2A6y1Aqy2AqSyKdJZtTsjklp+6h6kaGVERCVEWDVMfC1FWEqa+IePEwUNbfQS6npHM50ln3+lLZHJmsks5663K54bKC+33A2b+dgAidAykOtQ9wqL2f/af72Xm8hxM9CQBCAZdC7vWXNnPhkioWVUVnzd9cKW66ZiV//O1n+Isf7eTPX7dhzO/RcpmtsUdVGUxl6RpM0TWQdv8PphhMuc/MUDpLOpsjKELPUJpjXUM8e7yH491DRfe3qqGCF1/QSCwcZMexbra1dgNQEwt5F90ZMkUmYQ8IrFtcxduvXsXi6tic6BwrlE/x+dJ1514M9CcztPUlONOXpK3XNebsPN7LU4e7+PGOk0X3tbap0o1UW1FLS1MlkZA7v+wdytAzlCanytKaGMvq4iypiZFIZznVm2DXiV4Otw/Q1pdAECoiQSqiQaqiYRoqXUyrq4iQUyWZyZFMZ0lmcqQyObecyZLK5MiqEgkG3CMUoDoWpjbu4mJt3HtUhKmKhAgEXHzZc7KXPSd72X+6n/5kBgTWNFaydlElFyyqYu2iyhGfTVUllT0b21xcduuz6uJ4z1B6+JHO5sjfJue+IcF/21z+53AoQENFhLqKMA2VERqrIkXP/8CdGw6lsqjivg+8/SiK94+cqncXu7uxLh4O0lQdoaFi6uZGmS6zMfb0JtK09SYAIRIMEA4JNbEwlb5OiFxOSWSyBESIhs5+B6sqvYkMuZxSVxEe9bsqm1M6+pN0DaaHv+dz3h+If1mB/kSGjoEkh9sH6RlK01wbozoWJpPL0Z90n7neIXfMxqoIjVVRauNheofSdAwk6ehPEQsHWbuokkVVUWor8p+XCHXx8PB5N7gGyZPdCfqT7louX31B6E2kOdw+QECEpuoolyyrmVTq4Ew2R89QPq6nSWVyREMBGquiY3bEZ3PqvgeSWRT3t9+bSKPqzhcaKiOIuEwsA8ksA8kM3b7PaXU0RHNdjMtW1LGiPn7e5xPt/Un+9qd7+MHTx6mJhbi4uZpvbT7KtzYf5a2bVnDJ8lr6Emkeee4MTxzsJBIK8LILF/GSdU3DHVl9CVeX/A0K0ZCbNzIUCNCXSPPkoU6eONTJg3vbho8bDAjXrm1gVUMlqxoqWOtdq5fbxc01fOD6C/jB08f46Hef4X//aCdvf9FK3nb1StYvqZ6152uzMfYUSmdz7u97KE2vN0rpp8+eJJPNEQgIQRFevn4R4WCAUFAIBoR0Vun3RjV1DaZp7Rzg6dZu9p7qIxZ26fs+9Ip11jl2ns5nLp1QIMCSmhhLamJcurx2Wo7hV18Z4R3XtXDt2ga+t/UYv9zbxud/8dzw8/FwkMXVUa5d28gFiytZ1VDJkpookVBg+Losk1UGUhnu3XGSVDZHQIRQUPiNjUuJR4LUxEJUx8JURN3fjXrnQgOpLD2D+b/P9HBM7+hP0d6fYteJHrI5JSDunO/yVXXeud7Z76BQUMjmlO7BNKd6Euw91cfeU73sbzubLSQgbpqZbE557PmO4XWXrqjjurWNXN1Sz8XNNSytic3qmxFhdsaeRDpLh5edLBwQQsEAVdHQqKno8mNC/Oe4Mk4bS/78qHcoPW59Sh1yEgsHaKg891xX1bW9BAMyfG6dzSkJb12x2JffJn8eLQJB77Vkc0pNPDxuzExmsuRyDLfLqLr2HBE5Z7BJOptjKJ0l4bX95Nuu8+dAFZEQ8XCQeMR7FAxWybcVDaay7DzRw093nOSeZ06QyuRYVhvj+vWLhkd0DaWzHGjrZ3trNztP9HC4Y5BUJksoEGBxdZQ3XbGcF66oZXl9nJ5B953ROZDiQFs/hzsGSGZcm/qlK2rpHcrw/a3HONOf5PKVdfzWZcvmROeY31Wr66mJhfjFntO8884nWV4X54LFVaxtquSiJdVsaqln3aKqUWNIvl3Cf96cXxcJBYpm/pssGW8AlohcB3xKVV/jLf+ZV7G/85X5f8DDqvotb3kf8HLc6LCi2+bLqOpJEWn2tl9fuH8RuR/4FG6U2UOqusFbf5O3/R+MVf9Nmzbpli1bxnyNRzoG+Mi3t9PRn6K1c5BPvmFj0Q/kg3tOD584tzRWcLhjkFg4QCLtvkgWVUfpGXIXHDWxEEtqYjx/pp94OMi6xVV0DKToS2RYXhfnYHs/ibQrd8nyWjr6k+QUVtZXsL+tj2NdQ0RC7k7kTDYH3gVhR3+Str4kQ6nsiEalSCjA6oYKDrUPEAoKqxsq2d/WR06hKhoaPmFQXCPy8a4hBlMZltXFqYmHGUxl2Hm8d8TrFoGlNTGqoiEqIkGi4SAne4Y42jmyQayuIkw2pwwkM6xsqGBJTYxkOouIEAsHhhs9oqEgCAylshzvHqJzIEU4KIQCARTXSZPff00sxPql1RxqH2Ag6QJUKpsbcWy/RdVR1jRWMpTOEg4K4WCAZCaHqhINBzneNcTx7iGW1sRY1VBBMpMFrzF/5/Ee0ln33lZGgqxsqGDf6b7hL44XLK8hFgqecxHr/TtnXf5CdyiV5WRPgnRWiQRluBG62PvcVBUll9PhL0xw6yoiQVo7BwFYUR+nsSrKYDJDZTREJBigN5EmGBAqoyEGkpnhDsvdJ3uHT3Saa2O09SXJ5pSWxgr3N9A9RKPXWJS/Q3JxdZSaeJiAuN7/kK8RM5PN0do5OPw31VQVca8rFCCVyY1oJK2OhuhPZVB1f5+v3LCYr/7eVWP+7s6+H7JVVTeVVHiCJhPfVLV4S6anlNhzoK2fT/7nTte5kXOdHPn3OZHJkkjnSKSzJNO5EX/z/s4o8f52851SZzuo8mXO/qyo19jn5Bs885+TUDBANne2wyWTU9KZ3NnOpoK6lv5ec06H2Wj1zXfgBAPugicQyF8UuP3kinxnpbPuJGzIO4GZbpFQgHqvwyzfUOd/PTmvMTeXc/9ncwz/nPM64kJB96U+/L4HhEzOdeKls2cbqM/9HbiG46l8jaGAUFcRYVldjBV1cZbXu/Q9cylXNJybHz+bU/7u3j3c+eghYuHgcCqCT7x2Q0n7WgixZ8/JXv7mJ7tdfMm4ONOXyNA9mB73+zUvFg7QXBtnY3MNOVVWNVSwuDpGNBygs991wO484TpeM9kcjVURLllWyyXNNcM3aWRzypn+JF0DKfqTGSKhADWxMMvqYqN2YMxH+YvYM31Jr7HexenBtOusPNGd4FjnIH3JzHnvOx4OUh0LIeJuzkplciQyuZLjSNCL0dmcMpHIU+mdO+a8Rnb/Yesqwqjide7nhs+9ZkJNLERTdZS41wDUO+QuVIfS2fE3HoWIS8PUVBWhNh4mGBCuW9vE/3zVhSVuP/9jz45j3fzdvXtJZlzMOdnjOoeKqYmFqIqGUFwnSf7vIxIM0FQVIauuYXogdfYGx/wNWuAaILM5pXso5X22xn17ziHi9pnMnBsTgwFxN30BA6nMOfsNCFREQqS87/FiYuEAjZVRhtJZugs+E+OpiYVY1VhBRcR1/OSbFAqvPwDvBrUc3YMpOgdS9CbGjh9NVREWVceIhwPk1N0I2Tngtp2q0476ijDL6uJUevXPXz/lX4MML7lRIe39Li1aKCC8dF0T11+0mEgoQPdgikf2n2Hbke7h76wNS6tZXhfnurWNVExghFc2pxw8009bn5vDdGV9fEL7mSk5VQ6eGeCpw53sPdVLOqtUR0OsbqqgIhzi+vWL+NAr1pW0r4UQe7Ye6eJz9+8lm9Phc+n8OXa/1+nrH+E9URWRIEtrYly0pJrLVtbxgZefm+57op0yZnZLejcmnexJcKonQVtfkv5kmvb+mZmiJRIK0FQZQXHXdtmceje16ajfsXmLq6OsX1rNhqXVvGB5LUc6BqmviAx3Erzu0qXsOtHL5oMdPH6wg6dbu4fbAAICdRURGiojVMdChAMBXnnxYv6gxDT3CyH2bD7YwRcf2E86626yOdWboHuweKdVY2WEeMS1M3YNpMf83UWCAeq9m91qYmF3I5nXXtM9mOZMf3LU85DJEHH1rI2H6U9mhm+4ARf/8u0ZeVXREA1e+YGki7XuJrexTyyqYyEWV7sbkNzNaa49pXsoRWd/avjcLxhwZw7+dqnqmPvuTnifgfMVCQWIh4Oks7kR3wuRYIDLV9VRGw9zsifBc6f7RrzP8XCQFfVx6ry2onTWtZMe7x4q2hkZDgpNVW6wRH/SnXsFRVhaG+OVFy9mw9LRR9DOBZlsji1HumjtHORMX3L45ltw58Qr6iuo8EbjCZDM5OgYSNE1kCKTU8JBoTbubqrsT2aG+18qIkFqvJs2a+IhXndpM+95yZqS6jRa7CnlrG854L919xgje9OLlVk+zrZL8gHH6yRb7NvXE0X2lfZ+Llw/gojcghtpBtDvBbiSvfez45c5UsK6Z30/+29P2DFGuUL7x6/KqOULX/SuUbYZ6/h5h0s8vv89OFTiNsUU1r2UOhbWY+yvqrPlNo9TZnfBcrHf/VQ5XGRd4fEmevwjJfw8mf2XYj9w2ztKLj4Ts09PJr6NOGGabOwxply2lrsCk/S7Yzy3B7gf+LPSd2exp0T7gIfPo/zj01QPMzdN5/lGuRwuWP428JHSN7fYU6LRro/O97ppLjrfa6JSzcTn8QiwfYLbHsDNszDWvgHunOD+54ud3v/fBT5c+mYWe6bQHuAh7+cPlrMiZkGZ6PffEeCpKazHd4H3l17cYo/PXDkvPlzuCpRZKZ+1vee5zwNF1h0EHjvP/cxFU/UB+h7w+6UXLxp7SukgKzberbDfc7QypWxb6vFK3peq3g7cPs5xjDFmMvFt5EqLPcaY0ljsMcaUg8UeY0w5WOwxxpSDxR5jTElKyaF0DFjpW14BnCixzFjbnvZSK+L9n0/6Pda+VoxTD2OMOR+TiW/GGDNRFnuMMeVgsccYUw4We4wx5WCxxxhTklI6yJ4CLhSRNSISAd4O3FNQ5h7gneJcC/R46RPH2vYe4F3ez+8C/tO3/u0iEhWRNbiJEp/09tcnIteKm6Htnb5tjDFmIiYT34wxZqIs9hhjysFijzGmHCz2GGPKwWKPMaYk46ZYVNWMiHwYN4VHELhTVXeJyPu9528D7gVeh0udOQi8Z6xtvV1/BviOiLwXaAXe6m2zS0S+g5v6KQN8SFXzM+N9AJd+PA7c5z2MMWZCJhPfjDFmoiz2GGPKwWKPMaYcLPYYY8rBYo8xplSiOt6UYMYYY4wxxhhjjDHGGGOMMcbMH6WkWDRmBBFpFJHt3uOUiBz3LQ96ZVpEREXkb3zbNYlIWkS+7C1/qmDb7SJSN8ZxXyoiT4rIXu9xi++5wn19xlv/sIjs861/i7f+L0Rkl4js8NZfM0r573ll88tZ389/ND3vsDHTq+DveLuIfEJEgiKyVURe5iv3cxF5q/fzYRF5VkSe8dYvLVif39eXfNt/1Pus7vS2e6eI/NArd0BEenzbvbjY58/bj//zvV9EfiAiG8d4fW8UkR/5lv9MRA74ln9TRO4Zq/4i8jUROeRb/5i3/t2+GBYQkX8XkTvFOSwiTb7jvNB7/THfuvvzcaigzu/zHSvlq9OnvefOeMt7i8Ue7z3+RsG6/xCRo+JSSiAiS/Pvg/f7vtXb7llxsXX1GO9pjYj8i4g878XOh0XkahEJiYv1n/WV/YSI/KWIfHKU2Pmh0Y5j5g+LMxZnzjfOeNtc7cWUV/rW5ePMv/nWRUSkM/878OqfE5FLfGX2isgKEdniva5W32vcLiIrMQvWfI9R3jb5fe3w6vBlKbjWEpEbvc/XBt+6FhHZ6f38chH5ScE2fy8in/YtrxF3flBTpA73jPJarxGR//bq94wXH15YsO1Y8WDEeYf388Ui8l/eMfaIyFfHeY+u9dVjr4jcLiJxiylmqlisGS6zoGONt82tXtwQ37r3ece53rfurd66N3nL/y0im33PXysiD4jI63yvs9/3+/w3jJkhIvIFEfmIb/l+EbnDt/yPIvK/RGSoIBa+03t+rOukfPttg4g8LSLv8ccN3zE+KCLf9C3XichBKXLdISK3ecfZXVCnG8Vd1+SvzZ4RkVcUbLtERDLisuH51x8TkW/7lt+efw9EpFlE7vX2t1u868Mx3s8NInKfF3/3iMjdIrJYRF7lxYXX+sr+TFw7+ajxb6xjGR9VtYc9JvUAPgV81Lfc7/3fAjwPPO177gPAduDLxbYd5zhLcek4r/SWm4CtwOvH2hfwMLCpYN11wONA1LevZaOVL9i2v9zvuT3sMdnHaH/HwDXAs0AYuAm43/fcYaDJ+/lvgS8Vri/Y1/tx6QxqvOVa4F2+518O/KRgm6KfvyJx5m3AKWDRKK9jEXDat3wPsA1Y7C3/HfDxcer/NeAtRda/G/gyIMDtwF1AYLR9Af8AfMr7+S3AfSX8fo4Bdb7l9wFf9L22TqDZ9/wLvdh6HIj71v+HFzf/h7e8FDjg/fwO4G5f3Vf5j1mkTt8D/oazo8/XAa/FpWseBA4BDd5znwD+0rdtCOgu99+9PWb2YXHG4sz5xhmvzOeBXwF3+NaFgB7gGc6eu/2mV58f+erfCnzTt91eYEWx12gPezDPY1ThvoAI8I/AfxWU+Y73mfuUb10LsHOMOlYAzwHrveUfA28b5/1+Vf7z6lv338Dl3s//g4LYNUY8GPW8A3iQs9eHAlw6Rp2agSPAi7zlgPe+LrKYYo+pelisGS6zYGONVyYIHAU2Ay/1rX8fsAO4zbfu+7hznDf56t8KvNpbvhZ4YLTXaA97zOQDN2XSd7yfA7h22sd9zz/uxbudo2w/Wlz7Gu66phY3n9wHvPUthfvyjvsE8Apv+ct412Fj1HsdsL1g3X/4PnevBvYUPP9HXqwo/Pwd815HPla9PR9PgH/FTR+VL/vCMeoUx6X7fJ1v3SuBi73Y1go86nvuZwXxZET8s0dpDxtBZqbbELBHRDZ5y2/DnRhNxIeAr6nqNgBVbQf+FHeScr6agXZVTeb3paonJlgvY+YNVd0MPIa7MPpb3OeumEdwJxRj+XPgg6ra6+27R1X/fYrq+W3g58DNozx/BugRkXwdl+MuNF7sLb8Y9zon45+ARuCdqpobo9xfATd7dyp+mtHf05J4r+0gLo7l3QR8Hfgl8IaCTb4AfFREggXrm4GT+bqraquqdhc7poisBy4H/kq9My9VPaCq+blAU8CdwP+c8AszC4bFmfOyYOIMuNFywJuBdwGvFW9UWr5auMa//F2TNwHfKtjFj4Arfb8TY87bfIlRRcqncNdOq0TkMgARqQJeArwX15hT6rEHgY8CXxaR3wIiXn0m43FcHMWr21jxYKzzjmZcQxXqPDvGMf8Q+FdVfdIrn1PVb3sxECymmGlksaakfc2XWAOu4fpp3I1PNxU89zDwYm/UWg3uhqKdBWU+B/zlOMcwphwe5ez1zyW4v90+EakXkSiuc6drgvuuAu4D7lLVUUdpetcaHwC+JCIvAn4N1/E9GefECs9NwEeAteKN7PX5R1wsLjQcK7y67hjjmO8AHlHVe33lH1TVPd7iNiBROLLNTJ51kJmZcDfwdhFZAWSBwo6oP/YN/3xojP1cgrsTwW+Lt77Yvl7jW/9N3/pG3AneShF5TkS+4h/OXqT850p+pcbMHfGC4e1v8z33Z7gv/btU9cAo278Bd8dj3kO+ff2xiFQD1ar6/ATqVurnbxuwYYznH8NdaKwH9uPuKHqxiIRwIyGeGq3+vvWf863/pm/9zcBVwNtVNTPWi1HVAeDjuLv6vqGqB8cqPx4RacHdgei/aPod4Nu4xuLCC65DuDsVCy9q7wZ+20tV8A8icvkYh70ENxp4rAb6fwbeJUVSnpgFy+KMxZnziTMALwP2evV/FLihyP7eLiIVuIvtwvPCHK4B6c/GOY4xsDBi1DlUNYsbiZnf5k3Az1T1OaBTRK48j33dgxtdcQeT7JT33IDrkMobLx6Mdt7xeeARL53RR0SkdoxjvoCRccTPYoqZChZrLNbA2Rt7vg+80TtXzMvhOsleBdxYUL+8XwGIyK+NcxxjZpQ32CAjIqtwHWWP464LrgM24UZIpoALCmKh/295tOukzwP/rapfKKEeT+Nu5PsF8GFVTU/ypZ0TK7zro3pV3YrLrvM7BeW/BVwrImsK1n8Z+HcR+aWI/LmINDO68c5LwN0MaZ3lUyw0fhFjJu1nuLRcp3ENK4W+oKr/UMJ+BHf3cCH/utH29buquuWcnYlchbur4BXAt0XkE6r6tdHKGzPPDKnqaA2VL8OlsnpBkeceEpEs7iTH/6X8Cm9UJ+Dmq6L457UUpX7+ZJzn83cyBXEnaU8CnwSuAPapasJX9pz6+3xMVb9XZH3+IvFF3nHGpKo/FJFbga+MV3YMvysirwbWA+/x7s5ERK4DjqnqcRFpA/5FRGpVtce37d/iTuIe9NWp1WvU/3Xv8ZCI3KiqD0+kcqraLSJ34S5cJ/q7N/OLxRmLM+cbZ27CdYLh/X8TLnVlfn/bROQib/2PR9nHN4A/8y7SjRnLQohR421zE/BF7+f8Z27beezrVlzq5dEa9kvxbRGp9OrlbzQfLx4UPe9Q1TtE5D7gNbiG5ltE5PJ8PJsAiylmsizWLPBYI24UzW/g0qwNiMg2XNq0+33F7gZuAZYAHwb+ushryDeM/9X5vHBjZkD+mujFuE6t5d7PPZzNqPH8GLFwtOukX+I6lP9BVdtKqMet3r5+dV61P9cXROQLuKl4XuRbfxNn27Tv9o71Jd/zGdwosk8Aw4M/VPVeEbkA1+H2WuBpEblEVTsmUjlV/aWI/I13fWamiI0gM9POO0HYCvwJ7m6ZidqFu/vA7ypg9wTrlVXVh1X1r3AnIG+eRN2MmRe8i4a/xzVkLhKR1xUUeYWqXq6q7xwrTZaX3mNARNZOY3WvAPaM8fxjnD1Je1xV+4AYLr/9uI3N49iLN5pCfJO3jyPnPSbqm6p6Ca7+/yQii731NwEvEJEZJwnOAAAgAElEQVTDuBEsNbiLtGGquhcXK3+7YH1CVe9V1Y8CnwXeOMqxdwGXi0tBMpbP4y7sKkp9UWbhsThTsgUVZ0Qk7O3z/3jH+SLweu/vxe8nuL+fwvSK+eOlcSkf/7SE12vMCPMsRp1DXBrUS3Ep8Btxr/EO7zP3MeBtInI+DeGTjTngUvCvBb6LG6lxPvGg6HmHqh5X1TtV9TdxbR4Xj3LsXbjryVFZTDHTxWLNgoo1r8fNo7TLO851jByN/ziu465mtNGAqvpzoI6R7WLGlFv+muhSXAaKJ3B/5y9mctdEdwNfBe71RsuOZypixR/j0tr+NW4etLybgPd5n+EfAFcVGS32NVzn9zmpGVW1Q1W/qaq/h5tf8KWjHHvc8xLPp4G/KKGcKZF1kJmZ8o+4CRIn1EPuuRV4t3jpebwTrc/iTirPi4isF5ELfasux03QbMxC90ncBKt7gQ/i7p6JTXBffwfcmk9HISI1InLLVFRSRN6MuwuvaAOpZzewDDdS9Glv3XbcJNaTnRcIVX3M29dPZ/KuYlX9b9zr/kPv4vPNwEZVbVHVFlzjdOEFF7iTqI/lF0Tkqvzwfq/j61JGiYOqug+X2uWT+YtZL47+ZkG5duCHwLsn8xrNvGdxpkQLKc7g3uunVHWld5xVuFFiv1VQ7g7cfIhjNdT9K+4OzYaxX6kxRc2nGOUvH/bqc1Td/BdvAb6uqqu9z9xKXLrU0Rptpo13Q+WfAy/zRomWFA+KnXeIyA3ipS4TkWVAPSNT/Of9M/Be8ebLFuddIrKooJzFFDMdLNbMsDLGmpuAd/vOo9bi5jsb/n2rquJSbhabw8jv01iHvZl9HsWlg+30BiN04jpzr8N1/k6Yqn4Rl6Hih3LuHIHTRl2a2H8EKkTklSKyEQiq6nLf5/hzFMyp6MWYL+Gbt9DbPu79XAOsAVpHOfQ3gOtF5Abf9q/zju8/zr3AUs6dcshMgnWQmRmhqrt09Eli/fOGbReX17XYPk4Cv4dL67MX1/B0p6qOlmJnLFW4HLC7RWQHsBE3OW6ePxf3AxPYvzGzXWEu/M94X7o34k66UdXtuLQPHy9hf/6c0V/31n0VN7T8KRHZCfwXLn/8eEb7/OVjxX5cLPh1PTuJ+gjeRcZmoF3P5p9+HHdBUthwXaz+cO7cQNsLT8hU9Se4O4t+5nXaA+wQkWPeY7ITw47mM8D7cCehh1T1tP+14EZ7LSmo6zO4uQDyluIa3XfiOr+GcL+z0bwHWAkc8La5jeIXgZ8DFhdZbxYeizPj1x8szuTdhGt88vs+BfOaqWqrqn55rIqrahJ3Y1VhI7cxfvM+Rvn2tQN3R3clZ0dxlvSZ87zSF3OOyTSk9VHVQdxIrT85z7oVnne8FjdK4xngXuAjo71H6uZNuRk3YjY/CvZaoL+gnMUUMxkWaxZwrBGRKtyIkvt8dejDnT++vqBuP1XV/xrnJfwY6BynjDEz7VlcSsInCtb16NnUiYVzkP2Rr+xo10kAqOrHgaO4DqQAsL4gVrx1ql+Qd533f3Ed0jdTeqz4F8B/PXc1sM2Lj48BX1U3X1qxYw4Cv4mLwftFZDcuBheLv38LrCj9FZmxiPt9G2OMMcYYY4wxxhhjjDHGGLMw2AgyY4wxxhhjjDHGGGOMMcYYs6CEyl0BYwqJyGtwc4v5HVLVG4uVN8YsbCLyQ1weZ7+Pq+r95ahPKUTkfcCHC1Y/oqp/VKz8TBKRLYw8P7hZVXeXoz7GzAYWZ6aWxRljptZsiVEicg9QOF/iR1W1rCnrReR1uFREfgdU9S3lqI8xc5XFmrFZrDFmdhGR23Cpk/0+r6oj0jjOJBG5HPhawepBVX1xGapjsBSLxhhjjDHGGGOMMcYYY4wxZoGxFIvGGGOMMcYYY4wxxhhjjDFmQZn3KRabmpq0paWl3NUwxpynrVu3tqvqonLXY6Is9hgzN1nsMcaUg8UeY0w5WOwxxpSDxR5jTDmMFnvmfQdZS0sLW7ZsKXc1jDHnSUSOlLsOk2Gxx5i5yWKPMaYcLPYYY8rBYo8xphws9hhjymG02GMpFo0xxhhjjDHGGGOMMcYYY8yCYh1kxhhjjBmmqnx3y1FO9STKXRVj5oT+ZIZvPdmKqpa7KsYYY4wx897D+9o40NZX7moYY4yZJ+Z9ikUzd921ufWc5ZuvWVWmmhhjzMKx52QfH/veDpqqonz1967k6paGclfJmFnt7idb+b8/3cN1axtpaaosd3WMMWZK2TWZMWa2+ZPvPMO1FzRy681Xlrsqxsw59r1uzEg2gswYY4wxw073uZFjqUyWd/zrZroGUmWu0fwkIneKSJuI7BzleRGRL4nIARHZISLWAjBLbWvtAmAglSlzTYwxxhhj5rd0NkfHQIoDp/vLXRVjjDHzhHWQGWOMMWbYmd4kAJ958wtJpHP8cm9bmWs0b30NuGGM518LXOg9bgG+OgN1MudJVdl6xHWQJdK5MtfGGGOMMWZ+6/Ru3jvUPkAma+dexhhjJs86yIwxxhgz7Ey/6yD79Q2LWVoT4+e7T5W5RvOTqj4CdI5R5I3A19V5AqgTkeaZqZ0p1bGuIU57ncrJdLbMtTHGGGOMmd/O9LnzrlQ2x9GuoTLXxhhjzHxgHWTGGGOMGXamL0lNLEQsHKSlqYJf7m3ja48eHpGr3Ey75cBR3/Ixb90IInKLiGwRkS1nzpyZkcoZJ59eEWDIOsiMMcYYY6ZVu3czH8DzbZZm0RhjzORZB5kxxhhjhrX1JVhUHQVgY3Mt6axywC4+y0GKrNNiBVX1dlXdpKqbFi1aNM3VMn759IpgKRaNMcYYY6Zbe//Z+ZEPnLFrFGMm4njXEF95+AD/9ughHtrXhmrRy0xjFgzrIDPGGGMMd21u5a7Nrew60UtO3fKapkpi4QC7T/aWu3oL0TFgpW95BXCiTHUxo9h6pIuVDXEAEjaCzBhjjDFmWuVHkFXHQnYTnzET8Myxbm575Hl6h9Kc7k3wnn97in9/7HC5q2VMWVkHmTHGGGOG9ScyVMdCAAQDQktjJce6BstcqwXpHuCd4lwL9KjqyXJXypyVSGfZc7KXF69tcssZ6yAzxhhjjJlO7X1J4uEgL1hWax1kxpynoVSWnzxzgmW1Mf7o1y/kY6/ZwKsuXsyn793DM0e7y109Y8rGOsiMMcYYM6wvkaE6GhpebqyM0DWYsrQLU0xEvgU8DqwXkWMi8l4Reb+IvN8rci9wEDgA/AvwwTJV1YyidyhNTmF1UwXgLjiNMcYYY8z0ae9P0lQdYd3iKp5v67drFGPOw3e2HGUgleWGFzRTEQ0RDAjXrm2kMhriPV97iq8/ZnOPm4UpNH4RY4wxxiwEyUyWVDZHdSw8vK6hMkI6q/QnM2Ws2fyjqjeN87wCH5qh6pgJSGbcnGO18fA5y8YYY4w5l4jcAPwTEATuUNXPFCnzcuCLQBhoV9XrZ7SSZk5o70/RVBVl3eIq+pIZ2vqSLKmJlbtaxsx66WyO2x85yOrGCtY0VQ6vr4iEuPGK5fzbo4d56kgX161tLGMtjSkP6yAzs9LO4z38+JkTDKWzVESCvOyiReWukjHGzHv9CdcJVhU7e3rQUBkBoHMgVXQbYxaqpJdSsSoaIiA2B5kxxhhTjIgEgVuBV+PmWH1KRO5R1d2+MnXAV4AbVLVVRBaXp7ZmtmvvT7KqoYJ1i6sAONDWbx1kxpTgZztPcbx7iHddt3rEc+sWVdHSWMnD+9rYtLq+DLUzprysg8yUReGQ3ZuvWQW4k51PfH8HD+xpIxwUqqIhehMZth7pYklNlBuvWFGO6hpjzILQ63WQVZ/TQRYFrIPMmEKJtBsxFgsHiYWD1kFmjJnX9pzsJZnJsamlnouWVJe7OmZueRFwQFUPAojI3cAbgd2+MjcDP1DVVgBVbZvxWpo5ob0/yZWr61laGxteNsYU5297vfupVqqiIS4s8h0uIrxq42Lu+NUhNh/q5F0vbpnBWhpTftZBZmaNp1u7eP9/bKV7MM3HXrOeuNfg1N6f5AfbjvGx7+5gTVMVl6+sK3dVjTFmXsqnUayOnk2xWFcRRrAOMmMK5UeQne0gsxSLxpj56VRPgm88cQRw85f827uv5hUbbICPKdly4Khv+RhwTUGZi4CwiDwMVAP/pKpfL7YzEbkFuAVg1apVU15ZM3tlc0rngEuxmJ8zuS9haeCNGU82pzx3uo9LmmsJiBQts7apijVNlTx2oJ1sTgkGipczZj4KlLsCxgDsPtHLO+98kmgoyA8/+BI+9Ip1xMJBAJqqorzj2haW1MT4w29tozeRLnNtjTFmfurz4qs/xWI4GKAmHrYOMmMKJL0OsWgoQCwUYMhGkBlj5qmHn2sjEgrwgesvYG1TJZ++dw+ZrN0UYEpWrJVVC5ZDwFXA64HXAP9bRC4qtjNVvV1VN6nqpkWLbCqGheKuza3c8auD5BQOtw9w77OnAGyeZDMmEblBRPaJyAER+USR598oIjtEZLuIbBGRl5ajntOttXOQRDrH+qVjjwC/bm0j3UNpHtxzeoZqZszsYB1kpuy6B1O8884nqYqG+NYt17JxWc2IMvFIkC/ddAUnuhP884P7y1BLY4yZ//oSGQICFZHgOesbKiPWQWZMgWTG10EWsRSLxpj5qaM/ybPHerhmTQMrGyr40xs2cKCtn+9sOVbuqpm54xiw0re8AjhRpMzPVHVAVduBR4DLZqh+Zo7Id4ZVRUOEg0IwIMNzKBtTyDf/4WuBjcBNIrKxoNiDwGWqejnw+8AdM1vLmbH3VC9BkeG5+0ZzcXMNtfHw8KhxYxYK6yAzZaWq/Of2EwymMnzjvS9ieV181LL7TvVx6fJa/v2xI9zxyMEZrKUxxiwM/YkMVdHQiLQLDRUROgetg8wYv3yHWDQUJBayFIvGmPnpVwfaCQaEl65rAuA1lyxh0+p6vvjAc6RtFJkpzVPAhSKyRkQiwNuBewrK/CfwayISEpEKXArGPTNcTzPL5TvDqqIhRNyc9TaCzIxheP5DVU0B+fkPh6lqv6rmR7RWMnJ067yw91Qfa5oqhzN1jSYYEK5uaeBX+9v5pwf2c9fm1nPmMTNmvrIOMlNWu070su90H//r1RexbvH4kz1ff9EiUtkcjz7fMQO1M8aYhaUvmaY6Fh6xvr4yQl8iw1DKRsgYk5cfQRYLB4iFA8NzkhljzHyhquw52cvFzTXD5wciwgdfcQFtfUl+sdtSMJnxqWoG+DBwP67T6zuquktE3i8i7/fK7AF+BuwAngTuUNWd5aqzmZ2GR5B56eCroiGbgsOMpdj8h8sLC4nIjSKyF/gpbhRZUSJyi5eGccuZM2emvLLTpXswxZm+JBeNk14x7+qWeoIiPHHI2l3NwmEdZKZsMtkcP332JM21Md794paStllSE2Njcw2PH2y3O4WMMWaK9XkjyAo1VEYAONo1ONNVMmbWyneIRcNBYuGgdSAbY+ad507305fIcGFBSqbrL1rM8ro439xsKZhMaVT1XlW9SFUvUNVPe+tuU9XbfGU+p6obVfUFqvrF8tXWzFb+FIsA1bGQpVg0Yyll/kNU9YequgF4E/A3o+1srs5/2NrpruFbGitKKl8dC/OC5TVsO9JlNwCaBWPWdJCNN3Gir9zVIpIVkbfMZP3M1Hv2eA89Q2luuGQp39lybHjo7nhDeF92YROJdI57d5ycwdoaY8z815/MDN+R6dfodZC1dlgHmTF558xBFg6SsAtIY8w886v97g55/5wld21u5dtPHWXjshoePdDBwTP95aqeMWaB6U9kCAWEaMg1ZVqKRTOOUuY/HKaqjwAXiEjTdFdsJrV2DhIOCs21o09pU+jatY0kMzm2H+2expoZM3vMig6yEidOzJf7LG5ovpnjNh/qpKkqwgXjTBJZaGVDBU1VUb631SaGNsaYqaKqDCSLjyCrz3eQdVoHmTF5yfTZDrJ42OYgM8bMP/99oJ2mqgh1FZERz121up6AwCf/c1dJNzkaY8xkDaSyVHrzj4FLtWgdZGYM485/KCLrxPuDEpErgQgwr3ILtnYOsryugmCg2IC64lY1VNBcG+OJgx2cnaLNmPlrVnSQUcLEiZ4/BL4PtM1k5czUO9E9RGvnINesaSQgpQdpcHnvr1pVx5OHOzncPjBNNTQLhY1eNcZJpHPkFCqLdJBVRoII0DGQnPmKGTNLJdJuxFgsHCQaDgwvG2PMfJDMZNl8sPOc0WN+NbEwG5bWsP1oN9mcNZ4ZY6bfUDpLPBwcXq6KWopFM7pS5j8E3gzsFJHtuIEbb9N51COUzuY42Z1gVUNp6RXzRIRr1zZyujfJYcsiYxaAka1g5VFs4sRr/AVEZDlwI/DrwNVj7UxEbgFuAVi1atWUVtRMjc2HOggHhStX1U9o+8tX1fPz3af56x/v5tUblwyvv/ka+32b0vlGr74aF3eeEpF7VHV3kXI2etXMa2dz+gdHPCcixMJBeofsAtSYvGQmR0AgFHCfD+sgM8bMJ9uOdDOUzrJuUfWoZS5fWcfuk708f6afi5aMXs4YY6ZCIp0lHjl7rVIdC9FnI8jMGFT1XuDegnX+uQ8/i2vrmZdOdA+RVT3vDjKAy1bUcd/OkzxxcF4NqDOmqNkygqyUiRO/CHxcVcdtfZirEycuFNmcsutEL5csqz3n5OZ81MbDrFtcxfajXTbc10yGjV41xpPvIKuMFL93Jh4J0ptIz2SVjJnVkpks0VDQdSCHLMWiMWZ+efxgBwGBtYsqRy2zYWk18XCQba1dM1gzY8xCNZTKErMRZMaU7Ig3+mtV4/l3kEVCATatbmDXiR5O9yamumrGzCqzpYOslIkTNwF3i8hh4C3AV0TkTTNTPTOVtrV2MZjKsmHp5O4yvHR5LV2DaU70WKA2E1Zs9OpyfwHf6NXbGIeI3CIiW0Rky5kzZ6a0osZMt4F8B1mRFIsA8XCQniHrIDMmL5nJEQ27U+l4xFIsGmPmly2HO7m4ueacxuhCoWCAF66oZfeJXouBxphplyhIsVgdCzOUzpLJ2k1KxhTT2jlIQ2Wk6DzjpbhmTQM5xeYYNfPebOkgG3fiRFVdo6otqtoCfA/4oKr+aOaraibrwT1tBIRJp+G4uLkGAXaf6JmaipmFyEavGuMZSOVTLBY/eY6FA/RaB5kxwxLpLNGQO5WOhYJkckraGmjMLGdzr5pSpLM5nm7t5uqWhnHLXrGyjkxO2X2ydwZqZoxZyNwcZGebMfPXLf2WZtGYEVSVo52DE0qvmNdYFWX9kmq+8cQRyyZj5rVZ0UFW4sSJZp54cM9pWpoqx7wbsRSV0RBrmirZdcIuxsyE2ehVYzz5C8uKInOQgRtB1mspTIwZlszkhs9l8v/bCAozm/nmXn0tsBG4SUQ2jlLO5l5dwPac7GUonWVTy/jzRa9oqKA6FmLvqb4ZqJkxZqHKqZ5z7gVQFXMdZH12jWLMCMe6huhLZibVQQbwqouX0DmQ4isPPT9FNTNm9pkVHWTgJk5U1YtU9QJV/bS37jb/5Im+su9W1e/NfC3NZLV2DLK/rZ+Ll9ZMyf4uWVZDW1+Stj5Ls2gmxEavGuMZSGaJhQOEAsVPDWKWYtGYcyTTubMjyLy7mW0eMjPL2dyrpiRPHXZzim1aPf4IsoAI65dUs/90H5mcxUBjzPTI34Tkn8e+2kaQGTOq/Pygk+0gW14f57evXM6djx7iaOfgVFTNmFln1nSQmYXhoX3uOnuy84/lbVxWC8BuG0VmJsBGrxpz1kAyQ2Vk9Nzk8XDQUiwa45PMZImGbASZmVNs7lVTki2HO1nZEGdpbayk8huW1pDM5DjSYQ1nxpjpMZRy51jFRpBZB5kxI2070kUkGGBJTWnf5WP52GvWExD4yLe32/WOmZcmNkufMRO0+VAHy+viNFZFp2R/tfEwK+rj7DrRy8vXL56SfZqFRVXvBe4tWFe0UUhV3z0TdTKmHAaSmTEn741HgiQzORLp7KRT5BozHyTOGUHmPhPJjF0wmlntvOZeFSlW3Leh6u3A7QCbNm0q3I+Zo1SVpw538bILm0reZt3iKkIBYa/NQ2aMmSb5UfpxfwdZfgSZpVg0ZoRtrd2sqI8TDIx9PleK5to4n/+dy/nQXdv4w289zT/fdMWINoG7NreO2O7ma1ZN+tjGzAQbQWZmjKry5KEuXrRm/FQd5+OSZbUc7x6iezA1pfs1xpiFpD+ZoXKMDrL8CbBNzmuMk8xki8xBZunFzKxmc6+acR3pGKS9P8lVJcw/lhcJBVi7qJI9p/pQtb5SY8zUG0qPHEFWnZ+DzEaQGXOOoVSWPSd7J51e0e91lzbzV2/YyC92n+Zlf/8Qt/3X82w/2k06a9c/Zu6zEWRmRty1uZX2viTt/Umm+prpkuYa7t91it12x6IxxkzYQDLD6sbKUZ8f7iAbyrB4arLkGjOnJTM56ivOnYNsyFKOmNlteO5V4Dhu7tWb/QVUdU3+ZxH5GvATm3t1YXn6qJuz5KrVpXeQAaxfUs1zp09ytHOIVY1T1yBnjDFw9hzr3BFkYcBGkBlTaMexbjI5ndIOMoB3v2QNFzfX8I+/eI7P3LcXgMpIkMtW1vHy9YvHzEhjzGxmf7lmxhzuGACgpWlqA3RTdZQlNVF22TxkxhgzIdmcMpjKUhUdPXVi3EaQGXOOZCZHNHxuikXLyW9mM1XNiEh+7tUgcGd+7lXv+XHnHTPz37efOkokFGDL4S62Hekuebs1TVUAPHm40zrIjDFTLn+OFY+cvV6579mTAPxqv5sH09K5GeNsbXU3u6yc4g4ygGvWNvKdP7iOrz78PEc6Bth5vIfNBzt57nQf73nJGuorIlN+TGOmm6VYNDPmcMcAlZEgi6Zo/jG/jc21HG4foL0/OeX7NsaY+a57MIXCmCkW415HQM+QdZAZAy7FYjTkGmnilmLRzBGqeq+qXqSqF6jqp711txXrHFPVd6vq92a+lqacjnYOsaI+TmCcOegKLa6JEg8HeepQ5zTVzBizkA2l8ikWzzZjRkIBBDv/MqbQtiPdrG2qHPP6frJq42FeuKKOm69Zzft+bQ39yQy3P3KQwZSN6DRzj3WQmRlzuGOQ1Y2VjDfh90RcsqwGBR7YfXrK922MMfNdx4Cbw3HMOcgi+RSL1kFmDLjGmFj43BSLNoLMGDOXDaWynOwZYlX9+d9xHhBhdWMFTx22DjJjzNRLpLMEBCLBs82YIkI0HCCRsfMvY/JUladbu7hi1fmlSp6M1Y2V/P5L1tA7lOaBPdYua+Ye6yAzM6J3KE3nQIqWptHnt5mM5toY9RVh7t91alr2b4wx81lHv+sgGytn+NkUi3ZHmDEAyfTZEWT373QXgg/va+Ouza3lrJYxxkzYzhM95JQJz1nS0ljJwfYBzvRZVg9zLhG5QUT2icgBEfnEGOWuFpGsiLxlJutnZr+hdJZYODjihutoKEjSRpAZM6y1c5COgRRXrq6bsn3etbl1xKPQivoKrlnbwOaDnZzqSUzZsY2ZCdZBZmbE0a5BAFZPQ/5bcHcOXbKslkcPdNBn8+MYY8x56RhwDVmVkTFGkIVtBJkxfslMjmjInUqHgq6xJp3VclbJGGMm5WlvzpIVE+0g826G3GKjyIyPiASBW4HXAhuBm0Rk4yjlPoubJ9GYcwyls8M37PlFQwGSNoLMmGFbj7jv8itncARZ3qsuXkIsHOS+nSdn/NjGTIZ1kJkZcbRziKAIzbWxaTvGxuYaUtkcD+07M23HMMaY+Sg/gqwyOvKiMy8cDBANBayDzBhc6hJ/B1k+3U86a3cwG2Pmrqdbu2mojIw5onwsy+pixMIBnrQOMnOuFwEHVPWgqqaAu4E3Fin3h8D3gbaZrJyZGxLpLPHIyGuVWNhGkBnjt621i6poiIuWVM/4sSsiIV6yron9bf109NtocjN3WAeZmRHHugZprosRCk7fn9yqxgqaqqKWZtEYY85Tx0AKwZ3QjqUmHqbXRukaQzLjGmKi3p3MoeEOMhtBZoyZu55u7Z5wekWAUCDAFSvrbR4yU2g5cNS3fMxbN0xElgM3ArfNYL3MHDKUyg5ntPCLhmwOMjO68dK7isjvisgO7/GYiFxWjnpOpW1Hurl8ZR3BgIxfeBpsWl1PQOCpw11lOb4xE2EdZGbaZXPK8e4hVtTHp/U4ARFevXEJD+1tI5G2EyRjjClVe3+SeCQ47kl0TSxEj40gM+ZsB5k3giwYEAJiI8iMMXPXie4hTvUmWDnJa7ZNLfXsOdnHYMrmLDXDip1gFt5R8kXg46o67oW8iNwiIltEZMuZM5Y9ZqFIpHPFO8hsBJkZRYnpXQ8B16vqC4G/AW6f2VpOrYFkhr2nerly1dTNP3a+auJh1i+tYVtrl10bmTnDOsjMtDt4pp9kJseK+umZf8zv9Zc2M5jK8vA+y8pgjDGlautNUBMLj1uuNh6md8gavIzJz3UR9TXUhIMBMnYRaIyZo55u7QZg5STnjL5yVT3ZnPLM0Z6pqJaZH44BK33LK4ATBWU2AXeLyGHgLcBXRORNxXamqrer6iZV3bRo0aLpqK+ZhUabgyxmc5CZ0Y2b3lVVH1PV/FCnJ3Dxac7afrSbnMIVq2d+/jG/q1vq6U9meHDP6bLWw5hSWQeZmXbbj7qLrekeQQZw7doGGisj/PgZmxDSGGNKdbInQU18/PlGauJhG0FmDAzfqZwfQQYuzaKlWDTGzFVPt3YRDQVYOsk5o6/w7lrf1mqplcywp4ALRWSNiESAtwP3+Auo6hpVbVHVFuB7wAdV9UczX1UzWyXSWeLhkU2YLsWi3aBkiho3vWuB9wL3TWuNptnmgx0ExKU5LKeLllRTHQ1Z26yZMyY2+64x52H70W5i4QBNVdFpP1YoGOB1lzbz3a1HGUhmqJzgBNPGGLOQnO5N0NJYOW65mliYQ+0DM1AjY2avuza30tabAGDrkS4yXqdYJKqC39YAACAASURBVCiWRsQYM2c9fbSbS5fXEgpM7h7auooI6xZXsfWIdZAZR1UzIvJh4H4gCNypqrtE5P3e8zbvmBlTIp0lk9PiI8jCQVKZHDm1m5TMCKWkd3UFRV6B6yB76ag7E7kFuAVg1apVU1G/KffEoU4uWVZLdQnZYaZTQISLm2t4eJ+bAqdYelRjZhMbQWam3TPHullRV0FAZmaCyDe8sJlEOseDey3NojHGjCeVydHen6ImXmqKRRtBZkwm566tw755+9wIMusgM8bMPalMjmeP9wyP/pqsq1bVs621i1zOGqyNo6r3qupFqnqBqn7aW3dbsc4xVX23qn5v5mtpZqv89UcsMrKRPX9TdF/C0sCbEUpJ74qIvBC4A3ijqnaMtrPZnt41kc6y/Wg316xpKHdVANi4rIaBVJbHnx/1LTVm1rAOMjOtEukse0/2zUh6xbyrWxpYUhPlnu0jvveMMcYUaOtzI2FqS+ggq4mH6E1kULtD0yxw+bnGQsGzp9LhoFiKRWPMnHPX5la++MBzpDI5BpJTM4/PVavr6R5Mc9BGnRtjpkA+xXuxUSgNlREAOgdSM1onMyeMm95VRFYBPwDeoarPlaGOU2b70W5SmRzJTI67Nrdy1+bWstZnbVMlVdEQ9+86VdZ6GFMK6yAz02rXiV4yOWVF/eQmez4fgYDwpsuX8/C+Ntr7kzN2XGOMmYtOe6niakpIw1AbD5PNKQMpmwh7skTkBhHZJyIHROQTRZ5/uYj0iMh27/HJctTTFJf2RkWEfCPIwoEA6ZyNIDPGzD2tnYMArGyYmmu2K725T7ZZmkVjzBToTbgOsmIpFvMdZF3WQWYKqGoGyKd33QN8J5/eNZ/iFfgk0Ah8xbvm2lKm6k7a5oOdCJQ0dcJMCAUDvHz9Ih7Yc5qsjSg3s5x1kJlp9czRbgBWNMzcCDKAt25aQSan/Ojp4zN6XGOMmWtO9bgbCWri48/ZmO9EszSLkyMiQeBW4LXARuAmEdlYpOivVPVy7/F/ZrSSZkz5ecfOGUEWCgyvN8aYueRo5yC18XBJo8lLsbapkrqKsM1DZoyZEr1DLn1isQ6yuoowAnQOWgeZGWm89K6q+j5Vrfddc20qb40nbvOhDpbWxogXSUVaLpXREO39KT73s71lH9FmzFisg8xMq+1Hu2mujZU0MmEqrVtczeUr6/julmOWCswYY8ZwyhtBVlviCDKA7kHrIJukFwEHVPWgqqaAu4E3lrlO5jzk5xoLB/0jyMTmIDPGzElHu4ZYOYUp8QMB4UpvHjJjjJmsfPrEiiIN/6FAgNp42EaQmQUtkc6y9UgXa5pmx+ixvAsXVSHA/jP95a6KMWOyDjIzrZ451s1lK6ZmsudS5PPs3rW5ldWNFew73cezx3tm7PjGGDPXnOoZIhIKlHSnWWNVFICOAUtfO0nLgaO+5WPeukLXicgzInKfiFwy2s5E5BYR2SIiW86cOTPVdTVFZIZTLJ47giyVsQ4yY8zc0p/M0DmQmrL0inlXrqpjf1s/PXZTjTFmkvLXHlXR4hkv6isjNgeZWdCeOtxJMpPjwsVV5a7KOSqiIZbVxTnQZh1kZnazDjIzbboGUhzpGOSylTPXQeZ32Yo64uEg33zChvEaY8xoTvUmaa6NISLjlm2qcjn+bX7HSSv2ZhcOd94GrFbVy4B/Bn402s5U9XZV3aSqmxYtWjSF1TSjyXgjxUK+EWTxcJChtM3PZ4yZW45684+tmqIOsvzNil1ex9i2ozaKzBgzOR39KUIBIRIq3oTZUBmxFItmQXvkuTNEggHWNM2uDjKAdYurONo5SNKuk8wsZh1kZto8c8zNP3Z5mTrIYuEgN165nB9tP253ExljzChO9yRYUhMrqeyiajeC7EyfdZBN0jFgpW95BXDCX0BVe1W13/v5XiAsIk0zV0UzlrMjyM52kFVGQwylsjYJtTFmTmntHCQgsKxuaueMXlEfJyCwzeYhM8ZM0v9n777j47rKhI//nqmaol4s2bLc7cRxbCdxupOQhJLQAixsEtgFdmEh7y6w1JeyLEtZtrC8sPQQQoeQUEJISIVU3OPEvRfZalbvI2nqef+4d+TxWNUqM5ae7+ejjzV37tx7Zqz7zLmnPKe1N0LQ6xp2QF9RwEPPQIz+iDbAq9nphcOtXL6ocNhO5ExaWhYkYaC6NZTpoig1rOy7ctSMsbO2ExG4uDI/Y2X4u2sWEo4l+NU2nUWmlFJDaeweoHyMHWRBrwuvy6EdZBP3IrBMRBaJiAe4A3g4dQcRKRe7FUBErsCqs7VNe0nVkE6vQXa6Kh3wujBAXySWoVIppdT41bb3UZHvOyOeTQavy0l5fg4vaQeZUmqCWnvDBIZJrwhQ5LeyXNR19E1XkZTKGo1dAxxq6uH6ZdmZSaSqyI/LIboOmcpq2kGmpszLNZ0sL8sdNk/0dFg2J5f1S0v4+eaTg41ZSimlLMYYq4Msf2wdZCJCaa6X1l6dlTsRxpgY8AHgSeAA8GtjzD4RuUtE7rJ3eyuwV0R2Ad8E7jDG6NSkLDE4gywlxWLAXscvpKOXlVLniXjCUNfRP+nrjyVVFQXYWds5mJZWKaXORVsoPGK7UmHA6iCradcOMjX7/OWItQb19cuzs4PM7XSwqCTAMV2HTGWxrOkgE5FbROSQiBwVkU8N8fw7RGS3/bNJRNZkopxqbOIJw46THVy2sDCj5bhvaw2LSwI0dg/wrw/tzWhZlFIq23T2RYnEEmNOsQhQEvTqDLJJYIx5zBiz3BizxBjzZXvb3caYu+3fv22MucgYs8YYc5UxZlNmS6xSxeIJBHDKmSkWAUJhnUGmlDo/HG7qIRJPTNr6Y+kWFPnpi8Q5cKpnSo6vlJod2nojI88g0w4yNYs9f7iF0lwvF5TnZroow1pSGqS5J0xj10Cmi6LUkLKig0xEnMB3gFuBlcCdIrIybbdq4AZjzGrgS8A901tKNR6HGnvoCce4PMMdZADLy3MpCnjYdEwzU6mzaee8ms0au60KasUYZ5AB9gwy7SBTs1ssbnA55Yy1MLSDTCl1vtl63Lo/WjBFHWSLSgMAbDzWOiXHV0rNfMYY2nojBL3OYfcJeJx4nA7tIFOzTiSW4PlDLdx8Qdmwa/Rlg6VlQQA2HtX6gMpOWdFBBlwBHDXGHDfGRID7gdtSdzDGbDLGJBOYb8Fa0F5lqZdOtgOwbkFRhksCDhGuXlxMTXsfu+s6M10clUW0c17NdskRXGOdQXbf1hq6+qLUtvdx31Zd21HNXtFEApfjzGq0plhUSp1vNh9vo9DvHkxPNtnyctysmJPLhiPaIKaUOjc94RiReGLEGWQiQlHAw5EmTeGmZpctx9voCcd41co5mS7KiMrzcwh4nGzQDjKVpbKlg2weUJvyuM7eNpz3AI8P96SIvE9EtovI9paWlkkqohqP7Sc7KMv1Ulnoy3RRALhsQSEel4MfbzyR6aKo7KKd82pWS46ynF809lgdzHHRF4kTT+hyWGr2isUNbueZozT9Hp1BprKfzpxXSYmEYWt1O4tLglN6nvXLSth2op2BqA4eUEqNX5u99vFoa9uvnJvHhqOtPLKrYTqKpVTG3be1hu88exS3U6jr6M/qAawOEZaUBdlwtBVdVltlo2zpIBtqHuiQV4yI3IjVQfbJ4Q5mjLnHGLPOGLOutDQ7Fymc6baf6GDdwsKsmeKb43Zy2YJCHtnVwKmu/kwXR2UP7ZxXs9Z9W2t4al8jbqfwp31NY35d0OvCAKGIdgKo2SuWMLicZ1ajnQ7B53ZqB5nKWjpzXqU60NhNZ1+UxXYaxKmyfmkJkViCF0+0T+l5lFIzU5ud2n2kGWQAN64o45KqAj7z4B5qNdWimgWMMRxs7GFZWS5uZ7Y07w9vaWmQlp4wh3Wmp8pC2XIF1QHzUx5XAmcN+xCR1cC9wG3GGF1QKks1dg1Q39nPZVmQXjHV+iUlGOBHG6ozXRSVPbRzXs1q7aEIRQHPuAYzJEdv9g5oJ4CavaLxBC7H2ddN0OvSFIsqm+nMeTVos70+8+LSqZ1BduXiItxO0bRKSqlz0jrGGWROh/DNOy6hLxrnNy/VTUfRlMqohq4BuvqjXFiRl+mijElyHTKtD6hslC0dZC8Cy0RkkYh4gDuAh1N3EJEq4EHgb40xhzNQRjVGW6utm63LFxZmuCRnKgx4eP3qCmsNnf5opoujsoN2zqtZrS0UoSjgHddrcnPsDjKdJaNmMSvF4tnV6IBXZ5CprKYz59WgLcfbWFjsJ9/nntLz+D0uLq0q5C+HtUFMKTV+bSFrBtloHWQAfznSSpHfw5/3N2V1ujmlJsOBU90IcEF5bqaLMiYFfg+LSwJsOKJ1RpV9sqKDzBgTAz4APAkcAH5tjNknIneJyF32bp8DioHvishOEdmeoeKqUbxwuJUCv5uL5uZnuihned/1iwlF4vxy68lMF0VlB+2cV7OWMYaOvghF/vE1jCVvTnt0BpmaxaKJoWeQBbwu7SBT2UxnzisAIrEEW6vbuXpJ8bSc78YLyth/qpu6Dk17ppQan+QaZH6vc0z7z8nPobF7YCqLpFRWOHCqmwXF/lHTj2aTa5eWsLW6nUgskemiKHWGrOggAzDGPGaMWW6MWWKM+bK97W5jzN327+81xhQaY9baP+syW2I1FGMMT+1vZH6hnwderOW+rTVZNXLnorn5XLeshB9vPEE4pimQZjvtnFezWU84RjRuKAqObwZZMDmDbEBn4qrZKxY3uJxDdJB5tINMZTWdOa8A2Hi0lZ6BGK+8cM60nO+Wi8oBeGJv47ScT2UfEblFRA6JyFER+dQQz79DRHbbP5tEZE0myqmyT2tvmHyfG5djbM2X5XleOkIRbe9RM1ptex+nugbOm/SKSeuXldAXifNyTcfoOys1jbKmg0zNDAcbe+gZiLF8ztTmsp+Iu25YQktPmId21Ge6KCoLaOe8mq06QtZozCK/Z1yv87qceFwOTbGoZrWBaByv6+yRzAGvk75InERiyEk5SmWazpxXADyyq4G8HBfXLZuemX8LSwJcWJGnHWSzlIg4ge8AtwIrgTtFZGXabtXADcaY1cCXgHumt5QqW7X1RigOjv1+pTwvBwM0d4enrlBKZdjTB5oAzrsOsquXFON0CBt1HTKVZbSDTE2qFw5buWSXlmVnDtz7ttZwojXE3IIc/ufJw/xii6ZaVErNTm12B1lxYHwdZGClWezRDjI1i4XCsSHTmQS8LgzQqWudqiykM+cVWB38T+1v4tZVFXhc09cccOuqcl6q6aBJU5/NRlcAR40xx40xEeB+4LbUHYwxm4wxySkFW7BmuCpFa2+YknGsmTwnLwdA0ywqYEyzVy8Qkc0iEhaRj2eijOfiTweaKM31UjLObDCZlpfjZk1lPn85oh1kKrtoB5maVC8caWFOnnfKF3ueCBHh+mWltPaGOXiqJ9PFUUqpjGgPRRCgIDD+eJ3rdekaZGrWShhDXyROcIi1MAIeq9OsPaSjllV20pnz6rlDzfSGY7x+TcW0nC+Zcj+eMBgDT+7TWWSz0DygNuVxnb1tOO8BHp/SEqnzRltofDPICgMePE6HdpCpsc5ebQc+BHx1mot3zrr6omw93s7K82z2WNL6pSXsruukq08HFKrsoR1katJ0D0R5sbqDZVk6eyzVRXPzKfS7eeFIS6aLopRSGdEeiowrn3+qYI5LUyyqWas/EsfAsDPI4PSC8koplW0efLme4oCHqxcXT+t55+TlUJbr1TT3s9PZi3bCkLmIReRGrA6yTw57MJH3ich2Edne0qL38zNdW294XB1kDhHm5Hlp6tIOMjWm2avNxpgXgfOmt+bJ/Y3EEoaL5p6nHWTLSkkY2HRMZ5Gp7KEdZGrSPLG3kUg8wcXz8jNdlFE5HcL6ZaXUtPex/UR7poujlFLTrj0Uoegc0isC5PncdPVFMUbXWVKzT7JzODlbLFXAnlXWHtIOMqVU9jnW0sufDjRxxxXzcTmnvylg3YJCXq7p5HCTZvGYZeqA+SmPK4GG9J1EZDVwL3CbMaZtuIMZY+4xxqwzxqwrLZ2edfRUZgxE43T0RSkeR4pFsDrkG7sH9F5FjXf26oiypXP+sT2nqCz0Ma/Al7EyTMQlVQXk5rh49lBzpoui1CDtIFOT5qEd9Sws9lNZeH4E6cuqCvF7nNz9/PFMF0UppaZd2wQ6yEqDXiLxhKYuUbNSKGJ3kI00g0w7yJRSWej7zx/DKUK+zzOY+nA6ra0qxCnCFx7el5Hzq4x5EVgmIotExAPcATycuoOIVAEPAn9rjDmcgTKqLJScYXJJVcG4Xleen0NfJE5Lj6a8nuXGPHt1LLKhc76zL8KGI6287uIKRIZ6e9nP7XTwihVlPHOwhURCO7FVdtAOMjUpTnX1s/l4G2+6ZN55E6Q9LgdXLy7mzweaONqsoxiVUrNHS0+YUDh2zov6luZarzva3DuZxVLqvBAKx4HTs8VSnV6DTDvIlFLZ5VRXP7/fUc+6hYUEh+jgnw5Br4sL5+bxck0nsXgiI2VQ088YEwM+ADwJHAB+bYzZJyJ3ichd9m6fA4qB74rIThHZnqHiqixx39YavvfccTwuBzVtfeN6bUW+NWh7X0P3VBRNnT/GNHv1fPLU/iZiCcPrVk/POqJT5eYLymjtDbO7vivTRVEK0A4yNUke3tmAMfCmtec8WzkjrlpcTI7bwT0v6CwypdTskRyNubg0cE6vL7M7yI5pB5mahULh4WeQOR2C3+OkrmN8DTlKKTXVvvHnIxgD65dmNiXd5QsK6Y/G2dugjWKziTHmMWPMcmPMEmPMl+1tdxtj7rZ/f68xptAYs9b+WZfZEqtMSxjDwcZulpcFx50Sdm5BDgLsquucmsKp88Wos1fPN4/uttIrng9L24zkhuWlOASeOdCU6aIoBWgHmZoE8YThV9tquKSqgIUl59bYmikBr4vb183n9zvqadJUYUqpWWLj0VZy3A7mnmPe8qDXRY7bwdEW7SBTs89gisUh1iADWFDkZ8txXd9UKZUd7ttaw1efPMQDL9Zy5aKic06vPFmWlAUpCXrYeLRN1wdSSg2rvqOfnoEYF1bkjfu1XpeT0lwve+q0I342G8vsVREpF5E64KPAZ0WkTkTG/0c3DTr7Imw8en6nV0ymV358byNVRX5++1JdpoukFKAdZGoS/HF3Ayfa+nj/9YszXZRzUpqbQyxu+PhvdmkefKXUjGeMYePRNpaUBnGcY8VaRCgNejnWHJrk0imV/ULhGDluB07H0NfPkrIgNe191LbrLDKlVOYZY/jj7gZ8Hic3XTAn08XBIcK1S0uo7+znxDjTpimlZo8Djd04BFaU557T6+cV+NhV16Ud8bPcGGavNhpjKo0xecaYAvv3rMzN+cVH9hNLGJwOmRFtlxeU59HQNaD3TCoraAeZmpBEwvCdZ4+yrCzIq1eWZ7o456Qo4GHN/AK2HG+jeyCa6eIopdSUOtnWR31nP0tKgxM6TmluDsd0BpmahULh+Ijr9yy2r63Nx9qmq0hKKTWsPfVdnGjr49Ury/F5zl47MRMumV+Iz+1k49HWTBdFKZWF2kMRXqxuZ3FpEP8wM/ZHU1noo7U3TKNmClIzxN6GLgr9buadYxaYbHNxpZUm8g876zNcEqW0g0xN0GN7T3G4qZcP3LQUxzAjqc8HN19QRjxhePZgc6aLopRSU2qD3Ri1dIIdZGW5Xpp7wjqwQM06oXBs2PSKAHNyvZQEPYNr/SmlVKYMROM8sbeRivwc1i0szHRxBnlcDq5cXMSBU90cburJdHGUUlnmC4/sYyCa4LWrKs75GPMK/QDs1jSLagbo7ItwtLmXVfPyz9v0iukK/R4WFgd4cEe9zvRUGacdZOqcdfVF+cIj+ynPy6G7PzaYS/Z8VBz0sm5hES+eaKdGU30opWaw5w+3UJGfQ3FwYmuQlOZ6ATjWrLPI1OwSisQIjDCDTES4ekkJG4/p+jpKqcy654XjdPZHed3FFeecVnmqrF9Sgsfl4GtPHc50UZRSWeS5Q838YWcDr1hRSnl+zjkfpyI/B5dD2F3XOYmlUyozntzXSMLAxfPyM12USXVJVQHHW0Laka0yTjvI1Dn70qP7aQ9F+KvLKoddh+N8ctOKMlwOB59/ZJ82aCmlZqS6jj6eOdjMG9fMnfDIs8EOshZdh0zNLqFwnIB35DRl1y4ppqUnzFHtQFZKZciJ1hDfefYoq+bmDaZ+zSZ+r4v1S0t4Yl8je7RhTCll++GGaubm53DDitIJHcftdLB8Tq42vKsZ4bcv1VEc8MyY9IpJq+bm43E5+P0OTbOoMks7yNQ5efDlOn77Uh3vv37xjAnQeT43r1w5h2cONvPH3acyXRyllJp0P910AoB3XbNwwscq9HvwOB0cadbUSGr2SCQMfaPMIAO4YlERAC/XdExHsZRS6gzGGD794B48TgevXz0308UZ1rVLSyj0u/nSo/uJJ3SAolKzXU1bH3850srtl1fhcky8ufKaJcX85Ugr//PkQRIaY9R56lhLLy+e6GDdwqIZk14xyedxcstF5fzupTq6+nXpBpU52kGmxm3r8TY++bvdXLOkmA+/cnmmizOprllSzOrKfL7wyD6ae3QxV6XUzNEbjnH/tlped3EFcydhYIPTIVw0L48NR3SdJTV7dPVHSRhGXIMMYGFxgNwcF7t01LJSKgN+ubWGzcfb+PRrLyTP5850cYaV43by6ddeyLbqdr71zJFMF0cplWH3v1iDQ+CvL6+clONVFflZt6CQ7zx7jHf9eNukHFOp6fbrF2txOoRLqwoyXZQpcdcNS+gJxwYH8yqVCdpBpsblvx8/yLt+vI18n4ebL5jDb1+qy3SRJpVDhK+8dTWhcJz3/ewlBqLxTBdJKaUmxSd+s4uecIzKQt+krRf5uosr2NfQzfEWTSOnZoe2UARg1BlkDoewujJf04Yppabdfz9+kH97eB/LyoIkzoO08W+7rJK3XDKPbzx9hD/s1BRLSs1WP998kp9tPsnyObk8e7BlUo7pcjp48yXzWDu/gC3H22i363FKnS+i8QS/e7mOmy4oIzcnewe8TMTKuXm88sIyfrihmt5wLNPFUbOUdpCpMdt8rI0fbqzG73Hxd9cuxOcZef2N89UF5Xl8/fY17Kzt5MP37+Snm05w39aaM36UUup80h+J88KRVpaWBqks9E/acV+3ugJA09KqWaN9sINs5DrQfVtrcIqD/Q3d/ExHQyqlpklDZz/3bashL8fF7evm4zgPUjGJCF960yrWzi/gn+/fyV0/f4nnD7foQEWlZpmjzb30hmOsW1A0qccVEV6xvJRo3PATrZOp88xje07R2hvhjsvnZ7ooU+qDNy2jqz/Kd589mumiqFlKO8jUqIwx/HzzCf72h1vJz3HzD9ctptDvyXSxptQtqyr419ev5Il9jdz7l+OaC1cpdV77xZaThMIxbrqgbFKPW5Hv44qFRfxxd8OkHlepbNXWGwYgOMoMMoDKQh9xYzjVpSmblVJTb299F2/+7kYGonHeceUC/GOIU9ki4HXxm/dfzSdes4KnDzbxrh9tY80XnuKt39vE4SZd61Sp2WBvQxdel4Plc4KTfuyyvBxWVuTx000nCOkMFXWeSCQM3332GMvKgty4YnLv47PNmvkFvPWySr73/DE2HtUlHNT0O39qzWrSDTUT6u1XVp3xuLa9j8/9YS/PHmrhpgvKWL+0hBz3zJw5lu496xcxryCHD/5qB1/70yGuW1bKNUuK8Y+y7sh0Gsv/oVJqduseiPL9F46xtDTIwpLApB//9Wsq+Nwf9rG/oZuVc/Mm/fhKZZPBFItjqAtUFlpr/dV19k9pmZRSM1t6fT+9rt/cM8Ddzx3nF1tOUhL08P4bllCelzOdRZwULqeDf7pxKUGvi+Mtveyp72J3fRev/+YGPvbq5fzDdYtxOLJ/RpxSavxi8QQHTnWzojwXl3NqxvFfv6yEu184ziO7GrjjCm0zUdnvmYPNHGrq4eu3r5kV339fvO0idtZ28s/37+T+913F0rLJ7yxXajjZ09KvMiphDOFogtr2Ppp7whxp6uHPB5p59lAzOS4Hn33dhfzdtYt44MXaTBd1Wt2yqoJ/vjnEE/saeeZgMy8cbmF1ZQGr5uWxujKzC2QaYwbXFTgf0qcopaZfImH4+K930dEX5W2XTX5ahvu21hCOJvC6HPzTfS/z9EdvmBWVdzV7HWnqQQD/KCkWAfJ9bgIeJ/Ud2kGm1GwzWqfWRLSHIuyp72JPXSdbjrez6Zg10vptl83nY69Zzp/3N0/auTLB7XSwojyPFeV53LIqxkM76vnPxw/y2J5TvPWy+fzt1QsyXUSl1CTbWt1OXyTOqrn5U3aO+UV+FpUEeFg7yNR5IJEwfOvZo1QW+njD6rmZLs608HtcfPcdl3LnPVu47dsb+OJtq7ht7VxcTseU1quUAu0gm3Vi8QTHWkLsP9XF43tP0dg1QGP3AL0DMQzwpUf3D+5bluvl2iUlXG3PmpptnWNJRQEPb7+iisauAbZUt7GzppM3fnsjayrz+ZurFvCGNXOndFZdImHYUdvJpqOt7Knv4nhriJae8GDaR4eAz+OiJOihqsjPyrl5rKnMR7TTTKlZ79vPHuWp/U386+tX4puiOBXwunjdxRU8uKOeX26r4W+v0oYrNTPVtPXxq221XFJVgMsx+uhmEaGy0E9dR980lE4pNVP1hmPsa+jiaHMv9R39fOb3ewafW1wa4B9fsZS3XDqPxaUzb6R10OviHVdW8cLhFp7c30QkluBt6ypnTUYTpWaLx/eewu0Uls/JnbJziAhvWDOXbz1zhKbuAeachzNt1ezx6+217Krt5CtvXT1lsyqz0fI5uTz6oev4x1++xMd+s4uvPnWIN66ZSzRuWFDsxz2LPgs1vbSDbAb7ycYTNHb109A1v4RSOAAAIABJREFUwKmufsKxBAcbe4jEEgA4HUJZrpelpUEK/B58Hic3riilKOBhaVmQ+YV+7p+lnWJDKc/P4U1r53HLReW4nMLPN5/kE7/dzb8/eoC/XlfJO65cMKnpy9pDET7z4B62VrfR0RdFsG6Cl5QGuXZJMfk+N/tPdRNLGELhOI1d/Ww61sZfvrOR8rwcblheysV2J55SanaJxRP8zQ+3seV4G2vnF5DjmtqK5GULCtld38V/PXaAG1eUUlnon9LzKZUJ//XEAZwO4dUry8f8mgXFfg439XCosYcV5VPX6KOUyg7hWJzNx9p4Yu8pgjluFhb7z/k78cCpbu554Th/2FlPwkCh3838Ij9XF/qYW+Bjbr4Pn8fqKNpyvJ0tx9sn861Mm6FSxqcSEW5YUYbX7eThXQ38/U9e5AfvXEfgPFpjTSk1vGMtvfxhRwMr5uTimeJ7ljeumcs3nz7CH3ef4j3rF03puZQ6V809A/zHYwe4clERb7usMtPFmXJDzQ779fuv5pmDzfxiaw0/2lhNNG5wOYSFJQGWlQW5bEEhy+cEdWKAmjRaq5whOkIR9jV0s7ehi30N3exr6KK6JYSxn/e5nVxSVcA7r1rARfPyWFmRz7bqdpxpqbDetm7yU3Cdb0a7SUuOWHz3NQupbg2xpbqdH288wQ/+Us36pSXctnYur1lVTl6Oe9znNsaaLfaLLSf54+5TRGIJFhYHeNXKOSwvyz1rse3yfN8ZjweicfbUdbHxWCsPbK/lmYPNBL0u3rBm7ln/10qpmSmeMHzo/h1sOd7G+qUl3LKqfMorjiLCmy+Zx3efPcqnH9zDz/7+Cq2sqhllW3U7j+1p5COvXE6eb+zf71csLOL5wy189alD/OCd66awhEqpTHv2UDP/8uAeGroGcAgk7BuxZEPOWDrJjTFsPt7G958/zvOHWwh4nFy9uJhLFxRSnpczq79br1pcjNfl4MEd9fzV9zbxrTsvYdkUzjZRSk29zr4I7/3pdjwuB7euqpjy8y0tC7KyIo+HdzVoB5nKStF4gk/8ZjehSJxrlpTwq22zc9KCy+ng1ReV8+qLygmFY3zliYMcae7laHMvj+9t5PG9jcwv8vHKC+dw8wVzuKSqYNwDZ+IJQ217Hz/aWE1bb4TW3jDd/VFKcr04HULQ6yI3x0VujpuSoIfSXC+lwRxKc72U5XrJ97l1eYkZRDvIJpkxhpNtfWytbuNIUy/bT3YA4HE6KPS7KcvL4WOvXk6B3zOh8zR1D/DcoWaeO9TCrtpOGroGBp8r8LmpKPBx0wVlVOT7mFuQQ77PzTvSZhK9ZJct1WidQ+o0EWFxaZDFpUFuvrCM+7fV8ruX6/jEb3fzLw/t5aYVZaxfVsK6hYUsKgngdQ2dCiQaT7C3vouNR1t5eFcDh5t6CXpd3HH5fAr8nnEtsp3jdnL5oiIuW1jIvoZunjnYxIcf2Mk3nz7CB29eyhtWz51V07OVmm0SCcMXHtnHY3sauXVVOdctK522cxf6PXzq1gv41z/s49fba7n9cs0LrmaGX2w5yfeeO0a+z03+ODrHAPxeF9ctK+VP+5t4uaaDS6sKp6iUSs1umVyboiMU4Ut/3M+DO+pZWhbk3neuo76zn/5onN21nTxzqJlbv/ECt19exUdftZzSXO9Zx4jEEjyyq4F7N1Rz4FQ3JUEPH3/1cv72qoU8uufUtL2XbHdJVSGvW13Bx369i9d/awN33bCEv1+/aNyxWSmVeS/XdPDxX++irqOP+/7hKo409U75Oe/bWsOikgCP7jnF5x7ayxfftGrKz6nUWBlj+NTv9vD84RbevHbekPWF2SjgdQ2uTQrQ1R8l3+fmzweauG9rDT/eeAKHwILiAOV5OVTk51CWl4PP7WR/QxdOp4NEwhCOxVlQHKCjL8KRpl6OtfQStjOsAeS4HRT4PPSGrSWIBqIJwtE4/dE4seSopxRup1Aa9FJRkJzZn4PP48TtdOB0CDtrOokbQzxhSCQMPo+TN6yZyyVVBVSkTXZQmZc1HWQicgvwDcAJ3GuM+a+058V+/rVAH/BuY8zL017QNMYYjreG2Hq8na3VbTx7sJnugRhgXSxBrwsRYSAapy8SB+AXW09yYXkeVy0u5polxVy1pJjgKD3dsXiCnbWdPHuomWcPtrD/VDdgLQC/oNjPmvnWBTY3P+esWUZJ2vk1dZ4+0Exprpf3X7+Yuo5+dtZ1sulYK0/sawSsdcKKg97B0Qc+t4OBaIL2UISGzv7BYLug2M9ta+eytrIA7wRy6ztEuHhePhfNzaM44OEbTx/hIw/s4ptPH+U96xdx4wVlzCvQgAznb+xRM1NvOMa++i5EhEuqCkbMsd3ZF2H7iQ78Hidd/VF21XXx6J4Gatv7ed/1i1lYPHkpX8dKRFhUEuCzD+2lrqOfj716xbSX4XyhsSc7hcIxctxOjDE8sL2WE60hjjaHqO/s56/XVZ5T6p9rlxazs7aDO+/ZwnXLSvnUrStYWqazHlRmzMTY09UXpaYthMvpoMDvxu+ZnlvcU139/PrFOn62+QQdfRFuXFHGjStKae4J43Y6cDsdrF9WyqVVhdR39fPzzSd5eGc9779hCeuXlZCX4+ZkW4gXDrfw6J5GWnvDLCsL8pZL5rFmvlUH0M6xs71iRRmPf/g6Pv/wPr7x9BF+tLGat1wyjzuvrOICu/FMZZ+ZGHumWzSeIJ4wk7IGnzFmQjNSI7EEG4+2gsD1y0rHnK3mcFMPP9l0gm3V7Rxt7qXA5+adVy+cls6xpCsXF/HSyQ4e2lnPx29ZcU6Zf9T543yJPR2hCP/3d7v50/4mPvLKoQfTKEtyUMwrL5zD9ctKqW4NUdvRh8/tpLF7gK3V7bT0hInEE2e8ToDcnA7y/W4WlwS5Zkkxy+fkcqyll5KgF7/HOWRcNMYQjiXoHYjRE47RMxClNxyjZyBGd3+UjlCEE60hesKxwSWN0glggMf3Wm3E8wp8XLagkMsXFnLZgiIWlwaybn1VY3fuxRKGhDHkuJwzesacGHN2L+i0F0LECRwGXgXUAS8Cdxpj9qfs81rgg1hB60rgG8aYK0c79rp168z27dsnrawD0TgHTnWzp76LrdXtvHCohZ6w1SGW63WxsCTA4tIAi4oDlOZ6z7i4BqJxTnUNUN3ay/HWEDVtfcQSVh7VS6oKuHxhESvKcynN9eJ1OWm3L7KXazp47lAL/dH4YK/4ijm5LC/PZU7aOVT2MMbQHopQ29FPS88APQMxBmLWCIRIPIHH6cDncVLo9zC3wMfCYj+5U1A5e/uVVSQShqf2N/GNp49wwO5cLQp4mF/oo7LIT2WBj6KAh6KAh+Kgh6KAlyK/h6Kgh8AwXxJTTUReMsZMaT6q8yn2TJd4wlhf8n0ROvujhOwvebfTgctpdfYbAz6Pk/mFfioLfVkVg2LxxKTMkjTGEIrEaekJ09ITpj0UoSjgobLQR26Oi4DHNWmVA2MM//nYQTYcbeXAqe7B1Li5XhfXLi3huuUlLCwOEPC66B2IUdvRx46aDn6/o55o/PR3uENgcYmVxuniynwcGfp/6RmI8p1nj+J0CA+8/2qWlVm5wRMJQ28kxonWENWtIQr8HuYV+JhXcHoNlYQ9WCCTFS+NPdmtpSdMwOsccwO4MYbmnjAnWkOcbOvD6RBuvrCMHTWd/GzzCapbQzhE+Pv1izjV1c/3nz+Oyyn4PS7aQ5HBNGmVhT7uumHJOV9XTd0DbDvRzq7aTgR48B+vPSPdWigcY9OxNiryc1g2JzjsrHM1c2nsGTtjDHvru3li3yme2NvIsZbQGc+XBD3csLyMJWUBCv0enA5hW3U7DhEcYo1E/sCNSykMDJ/RI5EwtIUiNNprOZ/qGrB/+u37uRAtPWEAblheyurK/FFHA7f2hHliX+PgQMckl0NYUZ7LFQuLWFqm62mMR0NnPy8caWFfQzfxhGF+oY+/X7+IG1eUsaDYr5/lGGjsOVMiYXh4VwO/31FPSdDLhRW5vHplOVXFQ68l2BeJ8af9Tbx0soMV5bksK8vF6YCqosCEGrhr2/usmaiROC+eaGfz8Tb2N3QTjSdYUhpk1bx8FhYHONbSS1d/lKuXFLOyIo+A18mRpl4ON/XSH43hdTlZUhakNGilDNtT18lLNR3srOlkXqGPf7pxKQuLA7SFwrx0soOegRjzC/24nULCwAUVuSwpDdIXiRMKx2jtDfPkviYe2lFPf9QaAF4c8HDV4mJ8HievvbicG5aXEYkleHTPKf6wsx4RwetyUNfRz4FT3fjcTq5dWoxDhKsWF2ekUbiuo4/vPXeMVfPyufnCMho6+znZ1seV9iD2BcV+IrEE9Z39nOocoKMvgtMhLCj2c82Skkkvcyye4FhLiAK/mznjyCB0PtPYY+kIRXhgey0/3FBNZ1+ET95yAe9Zv2jWplaciPTsAfGE4RdbThJPGESszG5TXS9IGKszKZEAg8HlcJBs2hiIJmgLhalp7+NkWx8n20KDE2wcAqW5XgJeFw677SSWsDqoesMx3E4HuTkuigIeSoNe3nzpPJaUBqgqCkxo7cZYPEFdRz/HW3s51hziqf2NVhtYb4SQ3deRJIDH5SDH7WRugc9KOxn0UpLrpSTooSToHfwpCngQAWOszyEaMzy4o87qcItb780h8JZLKwnmuAh6XeTluKal3jZc7MmWDrKrgc8bY15jP/40gDHmP1P2+T7wnDHmV/bjQ8ArjDEjDqsbS9DqDcd4+WQH0XiCaDxBJG6IxhJE4tYMn6buAZq6rRuhYy0h4nYDXnleDuX5OSwqDrCoJEBx0DOu/8xoPEFNex9el4MNR1sHK/bpKgt9lOV6WVGex9LS4GBDolLjlWwoPNrcS3NPmI6+CB2hCD0DsbNGVyR5XA6KAx4K/VYHWo7bidflwOty4En51/rdeca29MelQS+r5uWPqazTVGHKaOzpHoiyq7aT/kicnoEYjd0D9IZjxBOGoNf68isOeM7IpRw3hp6BGM3dAxxt7qW1N0x/NI7P7aLA76bA50YE2kIR8nLcVBb68HtcxI2huXuAgWgch0NwOYS+iNXhf7Ktj9be8BmdLWOV47b+nwMeJwuKAywsCVBZ6KO7P8qxlhB76jsJxxIsLgngcjgIRWL0ReLEEgm8LuuLdWVFHlVFfkqCViOWiDUTSbBmQybDasJYN62J5DR1Y1VA6jr62FXXxe66Tmrb+5mT56Ui3+rIcjsdGGPIzXHjcTlo6w3T2huhPRQBwO9xsrQsSGWhD5fTwcm2EPsbumnqDg/e9A3F43Qwv8jHwuIAc/JzaOwaoLlnAGOgLNfL2vmFzCv0keN20Ng1wI7aTv5yuIXugRgel4OlpUEWlvhxiLCjppP6zn58bifrFhayuCRALGE43NTD4Sbrpjed3+NkZUUea6sKBsszJy9nxBln06m2vY8f/OU4sYShwO8mHrc6x4arcrgcMjiTVsT6fl1aFuSS+QUsKA6Q53MTjSfo6o9yqmuAcDSO2+mg0L5GDIZe+xqKJQwep2MwHV6B3+rYvLBibKPKZ0Ps6eyLsKOm0z6RVdlN1l+s38G6Aq1rzFhlG6zgGmNVdk8/Zz9P+nZz+hhpr8FAOBaneyA2+P1yoi1Ed3+URSUBCvyewbKAVWd6bE8jj+xuwCHC8jm5rJ1fQFWRn/5o3BoJbb+PgVick619nGgLcayl96zYlqyszyvwsbaqgN21ndR29AOwpjIfl9NBeyjCNUuKWVoa5EhzL5WFvgmnxwargfzeDda1sagkQEnQS57PzfOHTmcgyPW6ePuVVVQV+znc2ENFgY+K/Bx213URiSW4dEEB4ah1M1Oa6yUaT7D5WButvWEcDqEiP4eqogALi/04HEJtex/5PjdLSoNWHAxF2Fffhdft5KK5eaNmMYDTNzcJc/pvwboBTP7/JredvjHs6o/SHorYNzxu+u0UJQPROH6PkwKfh3y/G4cIbfZ3WcJYDW0FfjfRuKG1N0xDZz/FAQ8LSwK4nQ5aesLsre/C43JQWeinLxKzUqEYK9V0bo6Lzr4IHX1RCv1ucnPcGGPotkd5luZ6yc1x09jVj9dtfQd4XA6isQSxhLHuBWIJesPW99WcvBzK7EbO+s5+jjb3UpFvxahkeQ439eBzOynN9dLcE2YgGmdFeS6r5uWzpDQ4pr+N2RB7OkIR9tR3Ebc/55h909/Vd3pgTvL3E60hRAS304HHJSwuse6B2kMRDjf1cKprAKdDuGpxEdctK6Whw8rI0B6KcKItRHsoQrPdgTWc8jyrQ7o44MHpcNAeCtPeF6WtN8yproGz7sucIuT5XOT73Fy2oIiVc/O4cUUpi0uD48rU0dYbZuXcPLoHolQV+dld16Wd4hMUCsfYUdvJ9hPtg//vRQEPy+cEKc3NoTjgoSToweEQojFj3QP1WfXBYy299EesAWAIdgYY67iCYDCEowkGonHCscTguiQBr9Wgs25hIaW5VoOQ12U1vjkEwtFEynmidlyKcKK1D4dYKXj9HieXVhWS73NT6HeT73fjdDiIJxKDDUjJwZXhqNU+kazneO06ePK+zJtyjza3wMfyMa7PNhtiT3sowt76Lvoicbr6I9R3DhBPJPC5neS4nfg8TnxuJ9WtIZ7Y28iR5l6qivx09kUGv5sr8nO4/fL5LCoJ4HM76eyLct+2GvY3dBOJJ86oyyYtLQty1eIiVs8rwO91Dt4bJ4zdQBhPnHEP2BeJ0dgV5lBTN7Xt/YPHcQhUFvqpKvLjdjo41dVPQ2c/3QMx8n1uvC7HWfHO7RRy3M7Bv5vBzxkoz89hfpGfE62hM17nEHA7HWekHBuK3+NkWVmQNZUFROIJtlW30xOO0TsQGxzUnfwoSoIevC4n0XiCAr+bqqIAVy0qGjbr0XTafqKdTcfaaOwewOd2Uuh3c6prgGFuVwbluB3ML/ST73PTG47h9zi5YlExS8us7xOHQ1LqxafrwIOPse5pW3rDVLeG2FPXxd6GLgaiCUTg8oVFXLW4mBVzcvG4HDgdVv3WKYJD5Mz6GIBd9+qPxqlttzoh9zZ0URL0cklVQcrgfbt+n1L3T9a108tHWp0/9bmBaJzu/ihd/VH6o3FKg15Kc3Pwe5zML/KNOUvCbIg9LT1h9p/qtuuYVltz70CMjr4Ite197D/Vzd76LhIGrllSzKdvvZCLK632Ms0ANvMZY7h+eSkv13RwrLmXpu4wvZEYJ9usekJyYJeIEI4l6BmI0tYboTel48rpEOYX+lhUEmBxaXBw8LHPrhMYsDvaEvSG47T1hmnrjQz2cZxs6zvjOyLgcVKS66U0aN0vOR1W/TdZhoFYnLCdIa/Xjvu94diQKSjHy+UQCgMea7JG4PRPYUq7qNspuBwO3E7rHsHhsOLY3AIfS8smds+V+W8lyzwgtXu8DqvnfrR95gFnBS0ReR/wPvthrx3gJt3JqThoBs+j1HCOZOa0C0bfZcLOy9iTrTaP8NyuaSvF+GPmn8/xPBO5LoZ77cFxHOMA8LsJlGG6nMt32AlgC/CLyS3KWGnsOQ8cB56Y4DFOApuG2Jb03ASPP5oDIzz3mSk+t8pKGnvOwXHgvnN87Ulg6zm+9vlzfJ2aPieBHdNwnj9O8PWPTEopJkRjzxDS668nseqm4z3G05NTHKon6Thwup49EQeAh8ew31D3AT+c4LmzQfof3O8n8dgngN9M0rEm6zhTRGNPipPArybrYGpWOY7WS8dpyNiTLR1kQ027Su9+HMs+1kZj7gHumWihlFIznsYepVQmaOxRSmWCxh6lVCZo7FFKZYLGHqXUmGRHLiarh35+yuNKoOEc9lFKqfHQ2KOUygSNPUqpTNDYo5TKBI09SqlM0NijlBqTbOkgexFYJiKLRMQD3MHZM7YfBt4plquArtFywiql1Cg09iilMkFjj1IqEzT2KKUyQWOPUioTNPYopcYkK1IsGmNiIvIB4EnACfzIGLNPRO6yn78beAx4LXAU6AP+LlPlVUrNDBp7lFKZoLFHKZUJGnuUUpmgsUcplQkae5RSYyXGDJlaVSmllFJKKaWUUkoppZRSSqkZKVtSLKopICJfF5EPpzx+UkTuTXn8/0TkoyLSLyI7U37eaT9/QkT2pGz/pr39JyLyVvv3IhHZISJ/JyILRWRvWhn+UUR+mfK4QESOi8iCIcp7t32e/WllerOI/EJEqu3Hu0TkxrTXzhGRmIi8J217nYg8kPL4juRnICIVIvKYfbz9IpI+1Xqoz/QTItInIrkp214pIkZE3pWy7XJ724ftx78QkVp7WjciUi4iR0Vkbcr7bE95j0+OVhalZgIRidt/8/vsa/GjIuJI2+cbIlKful1E3i0i37Z//7yIfDzlORGRzSLyqpRtbxeRR4c4f1nKNdhonyf52JtSvr0i8gcRyUt7/Ugx4daUbU+IyHr799tSYtl+EXnvKJ/Ru+3z77N/PmJv17ii1BhonBk9ztiv2SsiP0/b9gsR6RWRQMq279jnLhARl/37f6c8/ykR+ayIfC7lfcZTfv+n0cqi1FilXT+PiEhBynMXicgzInJYRI6IyL+KiNjPDV7facc7ISIladvSY0GfiJSlPN+b8vscEblPrPudl+w48eYxvI8zYpBY91V1Q8SqnSJyhf3734jI7pTYdm/q+0973W0i8lDK40+LyNGUx28Q+15IRr4HrE7ZvmmIz8chIj8VkR/ZcfKMz1NEVovIQRHJSdn2pNj3lmllfm/KuSIpZfqy/VyL/figiHxoiNcPF9POqjvZvzvt+LbXPtc2GeKeNeVYeSLyAxE5Zv8fPCfWPaDGxRlIY43GmkzFGvs1yfalm1O2JWPNj1O2ecS6/3so5b0lROSilH0OikiliGy331dNynvcKSLzUecdjVFji1H2/s+JyCH7NQdF5Nvp+4vVDm1E5IKUbQvFbvMWkVeIyB/TXvMVEflyyuNFYtURzri3s5972H4PR0WkK+X6u1JENtjl22XHh9Vprx0pHpxV97B/v1BEnrfPcUBEvjfc52Pvf1VKOQ6KyD0i4pvJMUU7yGa2TcA1YFUggBLgopTnrwE2AseMMWtTfn6Wss+NKdvPqAyISD7WVOV7jDE/Zmh3A0vkdIfWvwPfN8acTN/RGHOXMWYt8EbgUMp5f2/v8hH7+Y8D3017+e3AZuDOIcpwpYisGGL7vwOPGmPWGGNWAp8d5j2kuhN4CbgtbfserHzGSXcAu9L2McC7zthgzM7k+8Sa2v0R+/FrxlAWpWaCfvtv/iLgVVjpDf4t+aQdu94M1ALXj+WAxpoafRfwv/ZNQi7wReADQ+zbnHIN3gv8T8rjONBjP14F9AL/J+0Qw8WEWoaIKSLiBb4HvNYYswa4BHhhuPciIq+3y/1K+zNaB/SkvgU0rig1Go0zI8QZ+zWrgRhwk4j40p4+DrzB3s8JXAc0pjzfD/y1iBSlve8v2u9xXcp7XGuM+c5IZVFqnPpTrp924J8A7L/jh4H/MsYsB9Zg3fv84yScsxX4WPpGu7HpIeAFY8xiY8xlWPcElSMdbKgYZIw5YT++LmW/C4BcY8w2EbkF+Ahwqx3bLsW695szzGk2AVenPL4a6E5p2EreFyYNdw/4iZTt1wzx/u8G3MB7zRCpaowxu4E/Ap+yX/NWIGGM+e0Q+96bEiubgevsx/9i7/JL+7nrgM+LSEVKWUaKaWfVnWxvB4qB1caYi4G3Al1D7Jf0I6xYuNT+P3gv1v02aFyciTTWaKzJVKwBqy64gbPbu7qBS+26H8BrgJq0feqAz6Qf0Bizzn5fX0y+R/undpSyqOykMWpsMSrpHcaY1cBqIAz8Ie355DV3R/oLR/B54G0p7c/fBD5jjOlO39EY80b7+rsLeDbl+ttq73K7fR/3A+C/014+XDwYsu5h+zbwFfucKzm7TX2QHeMeAD5qjFlh7/80ELR3mZExRTvIZraN2B1kWB1je4EeESm0v0AvBDrO8dhB4HHgPmPMsD3PxpgEVkPPN+3e/euAr53jOZM2A/PStt0JfBhYLCLlac/9P4a4eIEKrAs7WdbdI53UDnJOrKCXHoiOA3kiUmJ/GbwKq/Mw1deBj9uNS0qpNMaYZuB9wAfs6wjgRqzY9T2G7gAf7li7sK7BTwBfAH5ojKmeYBHPiD2jxISXgQFJm+0K5AOCVWnFGBM2xhwe4ZyfwaqYNNr79xtj7k15XuOKUuOgcWZYdwI/A54BXp/23K+wBiIB3Aw8j9WxlxTBaij+51HOodRUS71+3g5sNMY8BWCM6cPqwP7UJJznR8DtQzRA3AREjLWmCfZ5TxpjvjXK8YaLQb/i7AF4v7J//xfg48aYevs8cWPMj4wxh4Y6gTGmBegSkaX2pnnA7zh9r3gNVoPSRHwDq9H3nfY94HD+DXi73bD8ZexGvHNlv7fjWPd2SSPFtOHqThXAqWTZjTE1xpjOoc5px+a1wL8lG+eNMUeNMY/bu2hcnNk01misSZrSWAODnQZ/hdXZdqvYs9KSxcKqiyYzCtzJ6f+7pIewOtGWomYLjVHDxKh0xpgI8H+BKhFZAyAiQeBa4D2Mo4PM/mw/DnxbRN4IeIwxD4zystGk3xuOFA9GqnsMtn8by54RzvlBrPvabfb+CWPMA3YMhBkaU7SDbAYzxjQAMRGpwqqIbAa2Yo3iWQfsxrqAlqRMfdwpItelHObZlO0fSdn+NWCDMebrYyjHDqwKw5+ADxhjohN8a7dgXZCANc0VKDTGvAT8FvjrtP1/BVwlIovStn8b+KlYU40/kzoSaBh3AvcDzwIXi0hx2vO/wxr9cz3W55z+Pqvt7W8f5TxKzVrGmONY303JUYbJSv7vgdeLiHsch/scVsXhZuCrEymXfWNzE9boq6TRYsKXSZvdYTfOPwmcFCvlwJ2Sli4gzUVYM0eGo3FFqXHSODOkv8YaKfgrzu6IOwDMszMHJMuntZFFAAAgAElEQVST7lvAu2SIFCJKTQf7+rmZ09fPWd+fxphjQHAS/k57GboB4iKsjuvxGi4G/Rp4k4i47Me3c/r6O5dzbQKusTt3jgBb7McurBHUL6bsO9w94P+kbP9lyva3A5cBdxhjYiMVwhgTAj6JNfr553ZMPmf2vaATq1EtaaSYNlzd6X7gLWItH/BVEVk7wmkvAnaM0jivcXEG0lgzJhprLJMRa8BqXzpol38jVntY+vHuEBE/1iD49HvHBPA/wKdHOY+aATRGjZ8xJo6VASyZTvFNwBP2AMN2Ebl0HMd6GOjDyhoyGemTz2j/ZvR4MFzd42vAC2ItM/Rh+75uOKsYuQ1qRsYU7SCb+ZKzyJIdZJtTHidH7qSnWPxLyutTp7yndoY9A9yWMlV+NN8BTqYde7y+LiLVwI+B/0zZfidWpQSsIJleMYlhzSI7Y4SEMeYxYAnwQ6wpozuGaHhKdQdwv30j9BBWZ1iqB7AqSEON2kn6D6xKml57Sg0vmQ/bg5UK7SF7WvpW4NVjPYgxpher0/ynE+iYzxWRnUAbEMBqpE4aMSYYY54BckTk6rTt78aaZbodKy7dc45lS9K4otT4aZyx2a+ts0de/gkrNXX6TdNDdlmSaUvOYI98vo/JuRFUajx8KddPEdbfMFjX+Flpt2zDbR+PbzJK54dYa8zsEpEXR9hn2Bhkzx7fB9xsN6BGjTF7hzjGxXYj8jERuT39+RTp94XbgCux0rAeMsYMpOw73D1gatqzd6RsfxlYAFwxwvkHGSuFfi8jpPgZg3eIyD7gKPA1exT4WGPaWXUnY0wNsAJrNDpYDfevONfCaVyccTTWaKzJVKxJHZx0VnuXMeZlYLm9/ZFhjvFz4Hp78LyamTRGjT1GDVmElN9HvObG4DvAFmPM0VH3HN4DIlKHlT4yNQ3zaPFgyLqHsbIQrcS6b70Z2Cxnzj4brxkXU7QxbeZLrkN2MdZIly1YM8jScz+P1/1Y014fk5RF40eQsH8m4iPAUqw0Rj9J2X4n8F4ROQE8CFw2xGyxn2AFgTNSMxpj2owxvzTG/A2wE1g/1IntEQOLsCovJ4C3cXYgqscKqjcAzw11HGPMQWA/8JaR3qhSs5WILMZK3dWMNRomH9hjX3frGX/lZKKxp8dYeZQXArnA++1yjhoTbF/m9M3PIGPMbmPM17DyxP/VCOffjzVKclgaV5QaH40zZ7kTWGWf4wiQh5X/P9X9WI08Txhz9loftq9hpa/0j3AupSZbv339LAA8nG4Q2IeVMWOQfe33GmN6mKCUBojUNTz2YXUiJ/f5J6z7j9IRDjVaDEqmFUpNJ3TGuYwxe+zP4HEgfQ2cVMn7wmuAzfbnkAO8gondFwIcxJ5JISkLt49iorHzl8Zab+QVwDdSBm6OGtOGqzsZYwaMMY8ZYz6OteZH+tqPSfuAtWOYnatxcebQWKOx5hVMc6yxZ9C8GfiifZ7/BV4nIoG0Xf8IfIVhBmrbg7i+jpVKTs1MGqPGHqPOYM+6uxg4YE+auAm41y7HJ7DSSMoIh0g3Ge3ftwOLgd9gzQobTzwYsu5hjKk3VvrJN2D1B104zLn3MXob1IyLKdpBNvNtxMqF3G6sXKztQAFWJ9nmiRzYGPO/WAv1/X6CPc/jOWccazaYX0RuFpGVgNMYM88Ys9AYsxBrqucdaa+LYI1sGJz6a7/eZ/+eh9UIlb6gadKdwGdTzjEXa72z9LXQ/hX4pBk53caXsYKsUiqFiJRiLbj8bbsB9k6shZeT190i4NV2+ohpZVf8/hn4hF2BGlNMsGeqlmNN/UdE8kTk+pRd1gInRzj1fwJfFZE59utzROSDQ+yncUWpMdA4cyb7PH8FrEw5z1s4exDQcaxUjnefdZDT+7RipUR59xjfslKTxhjTBXwIa70XN/BLYL2IvBIGF6n/JlYD4mT5GlaHdjLlT3JG5/9J2We0WDJaDPod1ojq1HRCcLp+kLrg/WiNQfux4sh1wA57206sBeInuiYQxphN9rEenc4RxcaYDViNZR8ca0yznVF3EpHLxE65b3d8XcwwsdNYa5vsAT6XbDQTkRUi8oa0/TQuzjAaawCNNdMWa7Bm0LxojJlvn6cKa5bYG9P2uxdrTcQDI7yFH2KtVZa+XpSaQTRGAePrHHPbx6g1xuzGytbxM2PMArss87HSpQ45mWIq2e3Yn8GaqbWcMcaDoeoeInKL2CkqRWQuUAg0DHPqbwHvEZF19v4iIu+y76NTzaiYoh1kM98eoARr5ljqti77ooGz1yD7UMq+qTmhf5Z+cGPMJ4FarOmVDmCFiNSl/Lxtst+Q3aD171g91W/HuvBT/Y6h1+P5AdZIiqTLgZdFZDdWRe17xlov7Qz2Tc/tqeexy5BMN5Ratg3Gyjk7Uvl3YeW3VUrZqQDESlvxZ+Ap4At2Reg1wKPJHY2VR34D8IYhjvPZ1NgzFQU1xrzI6VGLY4oJtv8AkhU2AT4tIofESoHwWeDvRzjnw8D3gWfsz2g7Q3x3a1xRakQaZ4aPMzcC1caYppRtz2LNjJiTVrbvGWOqR3kL/8Pptd2UmlZ2PX4X1to0/Vgj8j8rIsnOjBex1iBOenfafUvyGtqdsu1rI5wv2QDhtR8brHUrbhCRahHZBvwUK73WWcYSg+yO8y1AU+r1Z3eMfxN4XET2i8gmrJmxT45QXoOVsqjVnE4JuxlrhHJ6o/Vw94Cp6wLtTB8kaYz5I1a2jyfkdOr6MX2eE/RfwHuxBoaONaal153KsRrc92L9vfRjZUwZzt8B84Gj9mvuZujGJo2LM4zGGo01TF+suZMxtHcZY2qMMd9mBMaYMFaqtpFm8agZQGPUyDHK9ku7LXgvVor75CzOMV1ztpvTPrerh9hnQowxfVgztT42zrKl1z1uBfaJyC7gMeDDxpiWYc7ZYB/zGyKSnAV7FVa62tT9ZlRMETNslhSllFJKKaWUUkoppZRSSimlZh6dQaaUUkoppZRSSimllFJKKaVmFdfouyg1+UTkbqwpmqm+Zow5K43jdBKRtcBP0jb3GWOuyUBxlFKTSKwFlf8/e3ce3lZ95gv8+9O+2bIt77udxAkhG5CNNYTCsLRA4dJOgdKWljIMpdPpnU7p9M505s48ve1MZ6HTQinTFkohTdmXlq2UJED2fY/jJd43SbYk29ql3/1DdjCO90g6svT9PI8fIvlY5+V54pNzfu/vfd93JvjW1SMl+4oRQnwP44Y3A9gspfyhEvEQ0dzwOkNEExFCXA/gX8e9fUZKeVsCzvUyYrM7xnpYSjlduyHFCCHuA/DQuLffl1L+1UTHJ5MQYh/OXTe5S0p5Qol4iKbCa83UeK0hUlYmXqOEEK8BGD8v8VtSyneTGcd4QoibEGvTP1ajlPIOJeJRGlssEhERERERERERERERUUZhi0UiIiIiIiIiIiIiIiLKKGnfYjE/P19WV1crHQYRzdL+/fsdUsoCpeOYK157iOYnXnuISAm89hCREnjtISIl8NpDREqY7NqT9gmy6upq7Nu3T+kwiGiWhBCtSsdwPnjtIZqfeO0hIiXw2kNESuC1h4iUwGsPESlhsmsPWywSERERERERERERERFRRmGCjIiIiIiIiIiIiIiIiDIKE2RERERERJRx7IMBrPrnd/CHI91Kh0JERERERJRU9/xyN3709imlw1Bc2s8gI6Kpbdrd9rHXd62rVCgSovQz/vdrLP6uEREpY/TavK2+Dy5vCL/d04ZPrihROCqizDbZPRPvl4iIuG5DRPHnD0Wwo8kJKZWORHlMkBERAEDyikhEREQZIiol9rYOQADY0eSAYyiAfIte6bCI0tpUG4eIiIiIKHka+4YQiUr0DfqVDkVxbLFIRIhEJZ7c0YKfbmlEQ++g0uEQERERJVSTfQj9w0FsqCtAVAJvHmWbRSIiIqJ0IoS4QQhRL4RoFEJ8Z5JjrhZCHBJCHBdCbEt2jERKOdntAQD0egIKR6I8VpAREbbU96Gxbwh6jQq3/HQ7fvml1bhsQb7SYRGlDLZKpHgTQtwA4McA1AB+IaX84QTHXA3gEQBaAA4p5YakBkmUxva2DMCkU+OaJYXocvvw+uFu3HNptdJhEREREVEcCCHUAB4FcB2ADgB7hRCvSSlPjDkmB8BjAG6QUrYJIQqViZYo+U52xwok3L4Q/KEIDFq1whEphxVkRBmu1TmMLaf6cHFlDr55XR1sFh3+7a36jGm5OJMdRSPHrRFCRIQQdyQzPiJKP2Me1m4EsBTAnUKIpeOOGX1Yu0VKeSGAzyQ9UKI01uYcRl1RFjRqFT61ohR7WvrhHOLuSSIiIqI0sRZAo5SyWUoZBLAZwK3jjrkLwEtSyjYAkFL2JTlGIsWc6vGc/bN9MLOfg5ggI8pwRzrd0KgFbl5ZimyDFvdfVYtD7S7sbx1QOrSEm8ki9Zjj/hXA28mNkIjSFB/WiBQUCEfg8YdRkBWbOba8zAoAaHF6lQyLKOOEIlGc6PLg3ZO9eHF/B1473In3T9uZrCYiongoA9A+5nXHyHtj1QHIFUJsFULsF0J8YbIPE0LcL4TYJ4TYZ7fbExAuUfJIKXGo3QWrUQsAeGZXq8IRKYstFokyXOeAD6U5Rug1sVLaaBQwatX43qvH8fn1VenePu7sIjUACCFGF6lPjDvu6wBeBLAmueERUZqa6GFt3bhj6gBohRBbAWQB+LGU8umJPkwIcT+A+wGgsjKtr9lEceEcCgIA8i2xBFlpjhEA0O32AchVKiyijBCKRHG6dxBHO9041TOIYDgKASDLoEEoIuELRfDW8R4sKrTg1lXj1zGJiIhmTEzw3vhWSRoAlwD4BAAjgJ1CiF1SytPn/KCUTwB4AgBWr16dGS2XKG31DQbgDUawuiob+1oHMOgPKx2SopggI8pg4UgUXS4f1tXknX1Pp1FhfW0ettbbMeANKhhdUky7SC2EKANwG4BrME2CjIvUmSUSlTjjGMYP3jiJE90etDq9GBgOIhSNQqdWoSzXBINGhWVlViwqskCjYtE2ncWHNSIFOUaqU/ItOgBAaY4BANDl8ikWE1E684ci2Frfh817284mxUw6NVaUWbG8zIqafDM06th9ktsXwoG2Abx/2o7//lMDKvKMTJQREdFcdACoGPO6HEDXBMc4pJTDAIaFEO8DWAngnGcuonRyojvWXrGuKAv7Wgfg8YcUjkhZTJARZbDTvUMIRyXKck0fe395WQ621NtxxjGsUGRJM5NF6kcAPCyljAgx0eFjfpCL1BnBF4xgZ7MTO5scGA5GoFOrUFdswaqKHOSZddBpVPCHImjr92LPmX4cbHchx6TFLStLsaQ4W+nwKTXwYY1IQY6RCjKbOVZB9vrhbhi0Kmw5ZYdFr0336nmipJBS4mC7Cy/s78Drh7sw6A/DpFNjZXkOlpVlozbfArXq3Htrq1GLjYsLcVFFDp7b145vbD6EQX8Yn19fpcD/BRFRaghHozjW6UFFrhG2kQp4mtZeAIuEEDUAOgF8DrE29mO9CuCnQggNAB1iG6b/K6lREingVPcgAKC2wAyVACvIlA6AiJRztNMFACgfaS00qjBbD71Ghbb+tJ/FMZNF6tUANo8kx/IB3CSECEspX0lOiJRKTnS58eqhLgwGwlhclIU11bn47icvgEk38T+nv9nZitO9g3j7eA+e3tmKdTV5uHllKVTTJFsp7fFhjUhBzqEArEYtdJqPKnutRi1cvszeOUk0W5t2t53znpQSuWYdHnn3NE73DsGoVePGZcW4/eJynHEMT5gUm0iOSYd7L6/B+6ft+PtXjkGnUeGzqyum/0EiojT0zvFefNjoAADUFVnwuTUVUM3wepqppJRhIcRDiM2SVwP4lZTyuBDigZHvPy6lPCmEeAvAEQBRAL+QUh5TLmqi5GhxDCNLr4FJp0GWQcsEmdIBEJFyDne4YdCqkDfSYmiUSghU5JrQnv4JsmkXqaWUNaN/FkI8BeD3TI5lnkhU4o2j3djZ7ESJ1YAvXFqNstxYYnmy5BgAqFUCF5RkY1GR5exDjS8UwWcu4QJPJuPDGpGyHEOBs+0VR+UYdXCnf2tpooRy+0J4bl87zjiGsajQgn/7Xytw04oSWPSxe6XZbr7TqlV4/J5L8OWn9uL/vHwUVXkmrKu1JSJ0IqKUtaPRgQ8bHbi4MhcmnRofNjqws9mJyxfmKx1aypNSvgHgjXHvPT7u9Y8A/CiZcREprdvjh9WkBRCbAzuY4S0WORCFKIMd7XCjNMc4YTVLpc2EHrcfQ4H03UUgpQwDGF2kPgngudFF6tGFaiJfMILf7GrBzmYnrliYjwevXng2OTZTGpUKNy0vwfUXFuNIhxtvHOtOULQ0X0gp35BS1kkpF0gpvz/y3uNjH9iklD+SUi6VUi6TUj6iXLRE6UNKCftQAPnj2hNZTZlRQSaEuEEIUS+EaBRCfGeK49YIISJCiDuSGR/NX2ccw/jJew3oHPDhh7cvx1t/fRU+u6bibHJsrrRqFX5618WoyDPhgWf2o8ftj1PERESpLxiO4m9fOIJ8ix63rCzFdUuLYNSqJ6zgJSKaqR63D9mGkQSZXpPxFWRMkBFlqEA4glM9HpTnmCb8fmWeCRLAkXZXcgNLspksUo859ktSyheSHyUpxR+K4P7f7END7xA+vaoMNy0vmXFroIlsqCvA5Qts2NnkxIv7O+IYKRERzcSANwR/KHpOgizHqIU3GEEwHFUossQTQqgBPArgRgBLAdwphFg6yXH/itgGIqJptTmH8eudLTDpNPjaxoX43NrK87pfGs9q1OJ/vrAa/lAU3/zdIUSiHPVLRJnhzWPd6HT58MnlxdBpVNCqVbikKhdvH+9B3yA3DBDR3PS4/cg2xjYxZRm18LCCjIgyUUPvEEIRidIcw4Tfr8iNJc4OtA0kMyyilBEMR/HgswfwQYMDt19chrU1eXH53BuWlaA234zvvnwUZxzDcflMIiKamTOOIQA4t8XiSIsRly+t2yyuBdAopWyWUgYBbAZw6wTHfR3AiwD6khkczU+OwQCe2tmCLL0G911Rg4Is/bQ/MxcLCiz4v7dciJ3NTjzxfnNCzkFElGqe3tmKapsJi4qyzr63pjoP4ajE8/u44ZKIZs8bDMPjD8Nq+KjFYrpvFJwOE2REGarVGZsBMNlDrFGnRkGWHgfa0ruCjGgioUgUD206gPdO9eH7ty3DJVXxSY4Bsblkn11dAZ1GhYdfPIIod0ETESVNsz22MeGcFovGWMLMnd5tFssAtI953THy3llCiDIAtwE4p5J+PCHE/UKIfUKIfXa7Pa6B0vwQjkTx271tEBD48hU1yDZqE3q+z6wux43LivFffzyNxr6hhJ6LiEhpxzrd2N86gHsurf7YWIyCLD1WVeTgvVPcx0JEszfarnr0vi1bH/uvfSigWExKO7+G4EQ0b7U4YwtEeWbdpMdU5ppwpMOdrJCIUkI4EsVf/+4Q3jnRi3+6eSnuXlc1ZY/3ufR/zzZq8Q+fXIpvv3gEz+5uxT2XVp9HxERENFOtTi9UAsgxTVxB5vamdYJsop5343dpPALgYSllREwwo/ZjPyjlEwCeAIDVq1dzt0cGeut4D7rdftyzvgq5psmfKc7H+PusVRU52Fpvx1d+vRdb/uZqqOLYypESRwhxA4AfA1AD+IWU8oeTHLcGwC4Af87W9pTpfr2jBUatGndcUo4/HPn4DOu1NXl4ansL/KEIDFq1QhES0Xw0PkGWNdJqsc/jR1mOUbG4lMQEGVGGanUOoyBLD71m8pupgiw99rcNwOMPnR3eSJTOIlGJv3n+MP5wpBv/56YL8KXLaxJ2rs+sLserhzvxo7fr8ckVpVMmq4mIKD66RgZSj5+PlG3QQgBwpXcFWQeAijGvywF0jTtmNYDNI8mxfAA3CSHCUspXkhMipZrJNgJ1DHixs8mJ9bV5uKAkO2nxZBm0uGl5CV480IHNe9tx17rKpJ2b5mbM/MPrELsO7RVCvCalPDHBcZx/SARgYDiIVw934Y5LymGdoDr3kqpcPPF+M451urG6On7dTogo/fV4Ygmyj1osxv7b68ncCjK2WCTKUC1OL6ptpimPGZ3P0cI5SZQBntnVis88vgOvHurC9UuLYNZrsGl325wqxGZCCIF/vPlCDAcj+K8/nk7IOYiI6OO6Xf4JF5rUKoFsoxau9K4g2wtgkRCiRgihA/A5AK+NPUBKWSOlrJZSVgN4AcCDTI7ReFEp8frhLpj1GvzZ0uKkn//iyhxU28z493fq070tarrg/EOiWfrdvnYEw1F84dKqCb9/SVUuAGB/K2fGE9HsdI+rILPoY/VTA960nsU8JSbIiDJUq3MYVTbzlMfYRuZznGGCjNJcOBLFKwc7caDNhU9cUIgNiwuTct66oizcva4Sz+5uRX3PYFLOSUSUyXo8/knnJFmNWrh86ftgKKUMA3gIseqMkwCek1IeF0I8IIR4QNnoaD452OZC+4APNywrVqS1lxACn1pRgoHhIB58Zv/ZDU2J3NhE54XzD4lmIRKVeHxbE2ryzTjQ6prwupZv0aPaZsI+JsiIaJZ6PX5kGzTQaWJpIYM29t9M3nTEFotEGcgbDKPXE5i2gsxm1kGIjwbaE6UjbzCMr286iH2tA9i4uBDXJCk5Nuqb19bh5QOd+I936vHEF1Yn9dxERJlESokulw9rJ2lFZDVq0e32JTmq5JJSvgHgjXHvTbggLaX8UjJiovklHIni3ZO9KM81YlVFzoTHJCNJVZpjxOrqPOxsdmJdrQ35Ixv7KCVx/iHRLLx3qg8ubwg3LSuZ8rhLqvKwtb4PUkpM93tDRDSq2+1HifWjWWM6tQoqAXgyOEGWMhVkQogbhBD1QohGIcR3pjhujRAiIoS4I5nxEaWTtn4vAExbQaZRq1Cea2QFGaWtxr5B3P7YDmyp78MtK0tx3dKipD9c5Jp1uO/KWrxzoheH211JPTcRUSZxeUMIhKOTVpCZ9WoMByJJjopoftnbOgC3L4TrLiiCSuEF2WsvKIRaJfDuyV5F46BpzWb+YQuAOwA8JoT4dHLCI0otT+9sgdWonXK+46bdbYhGJZzDQfzkvcbkBUdE816vx48iq+HsayEEDFo1K8iUxqGtRMnV4oglyKptZhztdE95bLXNzAQZzRtT7VgeO8RdSonn93Xge68dg1mnwa++tAZdLn8yQpzQl6+oxlM7zuA//ngaT395rWJxEBGls9F++xPNIAMAs04DXyiCcCQKjTpl9hESpYxQJIpt9X2ospmwsNCidDjIMmhx2YJ8vH/ajqvr/Cges9hDKeXs/EMAnYjNP7xr7AFSyprRPwshngLwe84/pEzU2DeEDxocuG5pEdSqqTchVI50BBrdAE1ENBPdbj+WFGd97D2jVg2PP6xQRMpLlSc/Dm0lSqJWZyzhVTlNi0UAqM03o8UxDCnZvYLSw6A/hG9sPoRvv3gEF1fm4s1vXImrk9xWcbwsgxYPbFiA90/bsedMv6KxEBGlq9H2iZMlyExnB1Rn7u5Joqnsbx2Axx/GtRckv+J+MlctKoBeq8IfWUWWsjj/kGjmntnVCp1ahTWTtIMeqyBLD41KoMet3EZPIppfQpEoHEMBFI9psQgARp06o1sspkQFGSYe2rpu7AFjhrZeA2DNVB8mhLgfwP0AUFlZOdWhRBmpxelFnlk36QLRWDX5ZgwGwnAMBVGQxd7+NL8d6XDhoU0H0eny4W+vX4wHNiyYdmdeooyvdtNr1MjSa/DtFw5jy7euTpmFJyKidDF9BZkaADDg5T0P0XhRKbG90YGKXCNq86du055MRp0aly/Ix59O9aHH40dxNqvIUhHnHxJNbygQxgv7O/DJFSWw6KdfrlUJgcJsPXo8TJAR0cz0DQYgJc65XzJmeIvFVKkgm9XQ1uk+TEr5hJRytZRydUFBQVwCJEonrc5hVM2gegwAqkcegNlmkea7Vw914o7HdyIcieJ396/H1zYuVCw5NhGdRoWrFxegxenFh40OpcMhIko73W4fNCoBi2HiRSfzyGKUcyiYzLCI5oUTXR44h4O4YlFBym3iubTWBq1a4IPTdqVDISKak0272/APrxzDUCCMwlls0inONqKXFWRENEOjFacl49pSG7RqePxMkCmNQ1uJkmTT7jac6PJAyqnnNY2qzY/NFzjjGEp0aEQJs62+D9/YfAirKnLw+7+6Eqtn0LJCCWuq85Bj1OLf3znNtqZERHHW7fajKNsA1SSL+2bdaItFJsiIxvuw0YFckxYXlmYrHco5THoN1lTn4XCHCy7+/hLRPLWvpR+FWXpU5s1sMzMAFGfrMRgIwzkUSGBkRJQu7IOxa8X4bhkGbWa3WEyVBNnZoa1CCB1iQ1tfG3uAlLJGSlktpawG8AKABzm0lWj2QpEo3L4QbGbdjI4vyzVCqxZoZgUZzVPb6vvw9ole3LKyFM98ZR3yZvh3XwkatQobFxficLsLW+u5C5qIKJ563H4UWydvv2bSx1osOoe5wE40VqtzGG39XlyxMH/SBLPSLl+YDwDY0eRUOBIiotnr9fjRPuDD6uq8WVXpFo3c19T3DCYqNCJKI6MbAcevixm1anh84YzdqJ0SM8iklGEhxOjQVjWAX40ObR35/oS9qYlo9gaGg5AAbJaZJQnUKoGKXBM6+n2JDYwoAfa19OPtE71YWW7F2po8vLC/Q+mQpnVRVQ62nu7D379yDA9eveCcB6S71nG2JhHRXHS7/VNWv5ytIGOCjOhjPmhwwKhV45Kq1KzAB4Bckw4Xllqxv3UAvmAExpGZgkRE88G+ln6ohcBFFTmz+rnROUKnegZx2chGASKiyfSPPOfkmsYnyFQIRqLwh6IZeQ+VKhVkkFK+IaWsk1IukFJ+f+S9xydKjkkpvySlfCH5URLNf6O7om3mmfe1Ls0xosPFBBnNL2ccw3j1UBcWFlpwxyHe7uoAACAASURBVCUVKbvjeTyNSoWrFxei0+VDfS93AhIRxYOUEt1u3zn99sdSqwQMWtXZB0ciAhxDAZzs9mBdbR50mpRZPpjQ+lobfKEIXj88floDEVHqikQlDnW4saQk6+w81JnKMmhh1qlxqseToOiIKJ0MDAdh1KrPSYIZRl5n6hyy1L7DJaK4+yhBNrMKsk272+APRdDcNzSjmWVEqWDQH8KmPW3INWtx55pKqFXzIzk26uLKXOSatPjTyb6MLXEnIoonlzcEfyiKYqtxyuPMOg0TZERjbG90QKUSuLTWpnQo06q2mVCYpcfTu1p4/0RE88aeM/0YDoSxonx21WOjiqwGtlgkohnp9wYnHDti1MYSZO4MnUPGBBlRhnEOBWDQqmZVMms1aTEYCCMciSYwMqL4kFLipQOdCIQiuHtd1bwsD1erBDaOVpHxYYeI6Lx1u/0AgNIpKsgAwKxngoxolHMogP2tA7ioIgdZBq3S4UxLCIH1tTYc6/TgcIdb6XCIiGbkjaPd0KoFFhdlzennS7INqO8dRCTKjQHjCSFuEELUCyEahRDfmeK4NUKIiBDijmTGR5RsA8NB5JrPvacbTZB5mCAjokzQPxyEzayf1eDXHGNsd0Gm7iSg+WVPSz/qewdxw7JiFGVPvRCayi6qzEWeWYc/nWIVWTriwxpRcvV4Yq2ii6dJkJl0aibIiEY8s6sN4ajE5fNors2qihwYtWo8t69d6VCIiKYViUq8eawHi4uy5tzGtijbAH8oivZ+b5yjm9+EEGoAjwK4EcBSAHcKIZZOcty/Ang7uRESJdem3W1o6BtCIBQ9p0OYgRVkRJRJnMNB2Cwza684KscU213gytALJc0fHn8Ibx3rwcICy7xoBTSVWBVZATpdPpxiFVla4cMaUfJ1uWIVZCXTtVhkBRkRAMAfiuDpnS1YXJQ1rzYcGbRq3LisGK8f7oI/FFE6HCKiKe1r6YdjKIBlZdY5f0ZhVmy+fGPfULzCShdrATRKKZullEEAmwHcOsFxXwfwIoC+ZAZHpARvMALTBF2WjJxBRkSZIhiOYmA4OOP5Y6NyjCMJMm9mXihp/njzaDfCUYlbVpXOqkoyVa2qGKkiO9nLKrL0woc1oiTrcfuhVgkUjCwiTcY8UkHGay5luhcPdMA5HMSVi+ZP9dioXLMOg/4w/vHV49i0u+3sFxFRqnnreA/0GhUWF8+tvSIAFGTFNjE0MEE2XhmAseXEHSPvnSWEKANwG4DHp/swIcT9Qoh9Qoh9drs9roESJYs3GIZJrznn/bMVZBm67ssEGVEG6XT5IAHYzFMvDo1nPZsg445qSl3bGx043OHGhroC5Ftm93c8VY3OIuty+3Gym1VkaYQPa0RJ1uX2oShLD7Vq6s0TZr0GwUgUw0FWnlDmCkei+Pm2Zqwst6Im36x0OLNWk29GrkmL/W0DSodCRDSlbfV2rK+1Qa+Z+9xso06Nomw9Gvr4vDjORDd943dAPQLgYSnltDd+UsonpJSrpZSrCwoK4hIgUTJFohL+UBTmiSrIRmeQ+cPJDislMEFGlEFanMMAMOsWixq1ClkGDVssUsoKhCP4h1ePIc+sw4a69LpZXVWRMzKLjFVkaYQPa0RJ1uP2Tzt/DABMutiOyv4hbgqizPXmsR609Xvxl1cvmJcV+SohcFFlLpr6hjJ22DwRpb42pxfNjmFcvfj8798XFWahiRVk43UAqBjzuhxA17hjVgPYLIRoAXAHgMeEEJ9OTnhEyeUNxpJfo887Y6lVAiadmjPIiCj9tTpiCbK8WbZYBGJtFjO11JZS3y8+OINm+zBuXlEKrTq9/mlTqwSuWVyIbrcfJ7s9SodD8cGHNaIk63H7UZIz9fwxADDrY7sn+1k1TxlKSomfbW1CbYEZf7a0WOlw5mxleQ4kgKOdbqVDISKa0LbTsS7q8djgubDQgoa+IW6o/Li9ABYJIWqEEDoAnwPw2tgDpJQ1UspqKWU1gBcAPCilfCX5oRIl3miHDPMELRaBWPewTN1YlF6riEQ0pRanFzqNCpZJLoZTyTHpMMDFIkpB3W4ffvJeA25cVnxevdtT2cqKHNjMOvzpVB+iUT70pAE+rBElkZQSXW4fSrKnryAzj1aQDQcSHRZRSnq/wYET3R48cNUCqKZpSZrKCrL0KLUacKTDpXQoRETn2LS7Dc/ubkOeWYedTc7z/ryFhRZ4gxF0uf1xiC49SCnDAB4C8DaAkwCek1IeF0I8IIR4QNnoiJLPGxitIJu4pWu2QcsKMiJKf63OYdjMujm1Sskxxi6U3JFEqeY/3zmNaBT47k0XKB1KwqhVAhuXxKrI3jnRq3Q4dJ74sEaUXG5fCP5QdIYVZKMJssx8OCT62dZGFGcb8OmLyqY/OMWtKM9B+4AP/cPc5EdEqSUciaLJPoRFhZa4tLJdVGgBADSyzeLHSCnfkFLWSSkXSCm/P/Le41LKc+Y8Sym/JKV8IflREiXH2QqyCVosAiMVZP7MfAZigowog7Q6vbDNob0iAFhNWoSjEk4+YFIKOdXjwQsHOvDFy6pQkWdSOpyEWlkeqyJ75N3TrCJLA3xYI0qeX354BkBs0WjT7rYpjx0dWs0KMspEB9oGsKu5H/ddWQOdZv4vFSwvtwIAq8iIKOW09nsRikjUFcWnA8rCkQRZQ+9gXD6PiNLP2Rlk+kkqyIwauH3hZIaUMub/XS8RzUg4EkX7gBc2i35OP59riiXWOgd88QyL6Lz88M1TyNJr8LWNC5UOJeHUKoFrlhTiVM8g3j7eo3Q4RETzxmirEKtRO+2xOo0KOrWKG4IoIz2+tQlWoxZ3rq1UOpS4yDXpUJlnwpEOziEjotTSbB+GAFCTb47L5719vBcmnRpvHeuZdjMQEWWm4UCsgmzSFoucQUZE6a7b7UcoIudeQTayqNTlYoKMUsP2Rge21tvx0DULkWOa29/r+WZFeQ5q88348Z8aWEVGRDRDs0mQCSFgs+jQP8QEGWWWxr5BvHOiF1+8rHrS4e3z0YpyK3o8fvR6OJeHiFLHGccwSnOMMGgnXqiei8IsA+yDrIAnool5g2HoNSpoVBOng7INTJARUZprcQ4DAPIsc0sknK0gY4KMUkA0KvGDN0+iLMeIL1xarXQ4SaNWCfzVJxbhVM8g3jzGKjIioplw+0JQCSDLMLNFf5tFxwoyyjiPb2uGQavCly6rVjqUuFpeZoUAWEVGRCnDH4qgY8Abt+qxUYXZevQNBjg3nogm5A1GptwEZTVqMRgII5KBm7HTZ2sYEU2pxekFANjMc2uxaNCqoNOomCAjxW3a3YZD7S4c6/TgM5eU46UDnUqHlFQ3ryzFT95rwCPvnsYNy4qhVp3/UGcionTm8YWQZdBCJWZ2vbSZ9XAOcQc2ZY4ulw+vHOzE59dXIW+O3SZSVZZBi9oCM450uCClhJjhdYCIKFEOtrkQjsr4J8iy9PCFIhgKZOYMISKa2nAgPGl7ReCjbhseXwi5aXY/OB1WkBFliFbHMAxa1Yx3T48nhECOUcsWi6S4cCSKP57oQYnVgJUVOUqHk3RqlcA3rq1DQ98Q/nC0W+lwiIhSnssXmlF7xVE2iw4OtlikDPKLD85AArjvyhqlQ0mIFeU5cA4HcazTo3QoRETYfcYJAaDaFu8EmQEA0Mc2i0Q0AW8wArNu8jVh20jHsX5v5j0HsYKMKEO0OL2oyjPPePf0RHJM2rSrIBNC3ADgxwDUAH4hpfzhuO/fDeDhkZdDAP5SSnk4uVHSWLvO9GPAG8K9l5ed19/n+exTy0vw05Eqsk8uL2EVGRHRFDy+EIqtxhkfn2/RwzEUYLUJpZ1Nu9vOec8bCOM3u1pw66pSlOeaFIgq8ZaVWvHaoS68drgTy8utSodDRBlud3M/SqwGGKeo5JiLwqxYtyAmyIhoIsPB8NnrxERGO445h4JYUJCsqFIDK8iIMkSrcxhVtvN76M0x6tDlSp8B10IINYBHAdwIYCmAO4UQS8cddgbABinlCgD/AuCJ5EZJY7l9IWw51YdFhRYsKsxSOhzFqFQC37y2Ds32Ybx2OLNaTBIRzUY0KuH2hZAziwqyfIsOgXAUw8FIAiMjSg07m50IRSQe2LBA6VASxqhTY2GhBX840o1oBs7VIKLUEQhHcKBtIO7tFYHYrFWDVoU+T/qs2RBR/HgDU88gG60gy8RW80yQEWWAaFSitd+L6vO8CcsxadE/HIQvfRaM1gJolFI2SymDADYDuHXsAVLKHVLKgZGXuwCUJzlGGuOXHzTDF4rg+guLlQ5FcddfWIwLSrLx43cbEI5ElQ6HiCgl9Q76EYrIWc1V+mj3ZOY9HFJmCYaj2NnsxJLiLNQVpffGoxXlVnS5/TjYPjD9wURECXK43Y1AOJqQBJkQAgUWPeysICOicXzBCIKRKMxTVK6OJsgcw2yxSERpqMfjRzAcPf8KMlNs93Wny4eFhZZ4hKa0MgDtY153AFg3xfFfAfDmZN8UQtwP4H4AqKysjEd8NMbAcBC/2t6CC0uzUZoz81ZZ6SpWRbYI9/9mP14+2InPrK5QOiQiopRzxjEMINY2cabOPhwOBVEV5/kgRKlkX2s/vMEINtQVTNh+MZ1cUJINvUaF1w9345KqPKXDIaIMtbvZCSFw3puXJ1OYbUB9z2BCPpuI5i/HyMY/i2HyVFCeiRVkRJTGWpyxxaHzHQJrNcYull3pM4dsosEiE/ZdEUJsRCxB9vBE3wcAKeUTUsrVUsrVBQUZ1rA3CX7+fjOGg2Fce0GR0qGkjOuWFmFZWTb++70GhFhFRkR0jlanF8BHSa+ZGE2mpePDoRDiBiFEvRCiUQjxnQm+f7cQ4sjI1w4hxEol4qTEi0QlPmxwoMpmyohEsEGrxsbFhfjD0W5E2GaRiBSy64wTi4uyYNIlpl6hMEuPoUAYAxlYAUJEk7OPPNdM1WJRo1Yh16SFcyjzrh9MkBFlgCZ7LEF2vmX8uSMVZGmUIOsAMLbsphxA1/iDhBArAPwCwK1SSmeSYqMx7IMB/HpHC25eUYqibIPS4aQMIQT+93V1aO/34YX9HUqHQ0SUclocw1CrBKyzmEF2tv9+mi0ucfYqjXWkwwWXL4QNdZmzqevmlaWwDwaw+wxv55ONyXmiWFvb/a0DWF9rS9g5CrNiz8qN9qGEnYOI5h/HSOtVyxQJMgCwWfRwDqffJsHpMEFGlAEaewdh0WtQYj2/xEKWQQuViLVYTBN7ASwSQtQIIXQAPgfgtbEHCCEqAbwE4B4p5WkFYiQAP9/WhEA4gm9cu0jpUFLOxsWFWFmRg5++14hAOG3mAxIRxcUZxzDyzDqoxERF4xMbnVeWhhVknL1KAIColNh22o6ibD0Wp/nssbGuWVIIk06N1w93Kx1KRmFyngjYtLsN//FOPfyhKILhxHX+KMyKVcE39jFBRkQfcYxUhU2bIDPrzh6bSZggI8oADX1DWFBogZjF4tBE1CqB4mxD2iTIpJRhAA8BeBvASQDPSSmPCyEeEEI8MHLY9wDYADwmhDgkhNinULgZq9fjx292teK2i8qxoCAtZt+dl0272z729ds97bioIgedLh+e28cqMiKisVqdXuSbZ95eEQD0GjWyDJp0fDicaPZq2RTHTzt7VQixTwixz263xylESobTPYPoGwxgQ13BeT8fzCdGnRrXXlCEt451szV1cjE5T4SP5qKeb2efqVhNWug0Ks4hI6KPOTuDbNoKMl06bhKcVsokyFhyT5Q4jX1DWFQYn8RCWa4xnVosQkr5hpSyTkq5QEr5/ZH3HpdSPj7y5/uklLlSylUjX6uVjTjzPLalEZGoxDc+weqxySwqtKAi14jHtzZxwYeIaEQ0KtHiHIZtZKbYbORb9GcfJNMIZ68SAGDbaTtyTFosL8tROpSku3llKQa8IWxvdCgdSiZhcp4IsQRZUbZ+yhlA50slYpuaT3R7EnYOIpp/HEMBGLQqaNRTp4JsZn3atZmfiZRIkLHknihxfvnBGfQNBjDkD2PT7rbz/rzSHGPaVJBR6ut0+fDbPe34zOpyVNpMSoeTsoQQ2Li4EJ0uH147dM4YPSKijNTj8SMQjp6dKTYbNrMuHQdUc/YqocUxjNZ+L65cmA+1KnOqx0ZdVZePLIOGbRaTi8l5yniRqESr05vQ6rFRxVYDTnZ7IOWEv2ZElIEcQwFY9NPPZLZZdHB5Qxm38TolEmRgyT1RwvQN+gEAhdmz3z09kdIcI7pdfkSivNmixBltH/jXmw8hIiUqck1n36OJLS7OwpLiLDy2tRFR/n4SEaHFGWtlZDPP/h7IZtGl44Bqzl4lbDtth0mnxiVVeUqHogi9Ro3rLyzG28d74AtydmuSMDlPGa/T5UMwEkVNfuJHBpRYDRj0h7mxmYjOcgwGp22vCOBs542BDKsiS5UEGUvuiRKkbzC2uFOYZYjL51XlmRCOyrRqs0ipqX84iP2t/VhTnYsc0+x3/2caIQS+tnEhmuzDePt4j9LhEBEprsXhBYC5VZBZ9GlXQcbZq9Tl8qG+dxBXLMyHTpMqSwHJd/vFZRgKhPHOCd4vJQmT85TxkjF/bFSJ1QgAONnNOWREFOMYCsBimD5BNjq7OQ1nMU8pVe6KWXJPlCD2wQC0aoEc0/SltDNRWxDb8dRkH4rL5xFNZsupPqiEwIa6QqVDmTduWl6CmnwzfrqlkS01iCjjtTiHodOoYDXO/h4o36xDvzeYdhXznL2a2bbU98GgVWF9rU3pUBS1vsaGshwjXjzQqXQoGYHJeSLgjGMIBVn6GVVwnK/ibAOEAE50cQ4ZEcXYhwLTXn827W7DgTYXAOD5/e0Z1cEpVRJkLLknSpC+QT8KLHqoRHxmDNQWxHY8NduH4/J5RBNxDAVwsH0A62ry5rSwmanUKoG/3LAAx7s82HaaFdSpTAhxgxCiXgjRKIT4zgTfv1sIcWTka4cQYqUScRLNZ419Q6i2meZ0D5SfpYeUwIA3s3ZPUvo63TuI410eXFqbD4NWrXQ4ilKpBG6/uAwfNtjR6/ErHU5GYHKeMlk4EkVLkuaPAYBOo0K1zYyT3UyQ8ZmLCAiEIxj0h2eUoB89ZjgQTnRYKSVVEmQsuSdKkD5PAIXZ8WmvCMSG1mcbNGh2sIKMEue9U31QqwSuqmMV8Gxs2t0GfzgCq1GLf3zt+Nm5bZm082c+EEKoATwK4EYASwHcKYRYOu6wMwA2SClXAPgXAE8kN0qi+e9opxvLSq1z+tnRuWXp1maRMtejWxqhU6tw+YLMrh4bddtFZYhK4CVWkRFRgh3v8iAYjqI2SQkyALigJAsnezI7QcZnLqKY0eeZrFkkyIYCmTWnNSUSZCy5J0oMty8Ely+EwqzZD6efjBACtQUWVpBRwpzuHcThdhcurbUhy8DqsdnSqFS4clE+Wp3es73uKeWsBdAopWyWUgYBbAZw69gDpJQ7pJQDIy93IVZdT0Qz1Ofxwz4YwLKy2SfINu1uw6H2WHuRzXu5wYDmvzOOYbx+uAvravNgSkJ7r/mgtsCCtdV5+N3eNkTTrJUqEaWWHU2xBljJqiADgAuKs9Hq9GIow6pAxuEzFxFiHZoAzGgGmUGrgkqwgkwxLLknir8jHbHFnfJcU1w/t7bAzAQZJcyP3q6HXqti9dh5WF2VB7NOja31fUqHQhMrA9A+5nXHyHuT+QqANyf7phDifiHEPiHEPrudrTWJgFj1GAAsL59bBVnuyOzW/mFWkNH899iWRmjVKlyxMF/pUFLK3esr0eL0YnuTQ+lQiCiNba3vQ4nVkNTNn0tLswFk/BwyPnMR4aMEmXkGm6SEELDoNRmXXE+ZBBkRxd/hkd3PZTnGuH7uggILejz+jNtRQIm3v3UAfzzRiysXFcCk4w7nudJpYotgDX1D6BzwKR0OnWuigUgTbl8XQmxE7GHt4ck+TEr5hJRytZRydUEBE8tEQCxBJgSwtCR7Tj+fbdRCoxJMkNG81+IYxssHO3Hn2sqMr8wf23p60+42uL0hmHRq/PDNU0qHRkRpatAfwv7WAdQVZSX1vCsrcgAAB9sGpjkyrfGZiwiAYzD2PDOTGWRALJGWaeu9TJARpbFD7S4UWPQw6uI7iHu0dzbbt1E8SSnxb2+dQr5Fj8s4H+O8rau1waBVYQuryFJRB4CKMa/LAXSNP0gIsQLALwDcKqV0Jik2orRwrNONBQWWGe2UnIhKCOSadEyQ0bz3/TdOQq9R4cGrFygdSsrRqFVYXZWLk90e9Lj9SodDRGloR5MT4ajEoiJLUs+bb9GjMs+Eg22upJ43xfCZiwiAfbTF4gyfiyx6DQb9TJARURqQUuJQuwvlufGtHgNiPfsBoMk+FPfPpsz1foMDu8/04+vXLIReE9+kbiYyaNW4tDYfJ7o96PFw0SfF7AWwSAhRI4TQAfgcgNfGHiCEqATwEoB7pJSnFYiRaF472unGstK5VY+NyjPrzg61JpqPtjc68McTvXhw40IUZhuUDiclra2xQUrgqR0tSodCRGlo22k7LHoNKvPiO/ZiJi6uzMGBtgFImbFzFvnMRYRYi0WzTg2dZmZpoByTDgPezHoGYoKMKE11unxwDAVRkYAbsSqbCUKAc8gobqJRiR+9fQrluUbcubZS6XDSxuULbNBpVJxFlmKklGEADwF4G8BJAM9JKY8LIR4QQjwwctj3ANgAPCaEOCSE2KdQuETzzs+3NaHXE0AwIrFpd9ucPyfPEqsgy+CFJZrH/KEI/um14yjPNeIrV9QoHU7KyjPrsKzMimd3tcLjDykdDhGlESklttXbcdkCGzSq5C+/XlSZi77BALoytEKWz1xEMY6hIPKz9DM+Ps+sgzcYQSAUSWBUqYUDXojS1KGR+WMVufFNkI0uNOUYtdhS34eibAPuWseEBp2f3x/txrFOD/7zsytnvKuFpmfSa7C+Jg8fNDjQZB/CgoLktvagyUkp3wDwxrj3Hh/z5/sA3JfsuIjSQZcrNnvxfGew2sw6BCNROIaCKJjFQyVRKvj3t+vR0DeEJ+9dA4OWlflTuaquAEc73Xh2Vxv+kq0oiShOTnR70Ony4WsbFypy/osrcwEAB1oH4j6Xfr7gMxcR0O3yoWgWnQRyTbGZtf0ZVEXGVUiiNHWozQWdRoUia2IWdIqyDeh2ZeZOJIovbzCMH7xxEktLsnHrqjKlw0k7VywqgEYt8NiWJqVDISJKijMOL1QiPgkyAGjrZ8U8zS8fNjjwiw/P4J71Vdi4uFDpcFJeWY4RVyzMx6+2n4EvmDm7pYkosV460AmtWuDGZcVJP/em3W041O6CVi2wec/cq+mJaP5r7fei2jbz4om8kWeggQyaxcwEGVGa2ts6gOVl1oSV8lfmmWAfCsAbzKzBjRR/j21pQrfbj3++9UKoVULpcNKORa/Bmuo8vHKoE21Or9LhEBElXLNjCBV5pvOuSM4zxzYZtfLaSfPIiS4P/vKZ/VhUaMHf3bRE6XDmjW9cuwj2wQB+tf2M0qEQURoIR6J49VAnrllSiNyRxeZkU6sEynKMaOvnfQxRphoOhGEfDKDKZp7xz4wmyPq9mdN6mgkyojTkHArgSIcLVy0qSNg5Rmebtff7EnYOSn9N9iE88X4zbruoDKur85QOJ21duagAaiHws22NSodCRJRQHn8InQM+1Oaff0vZXJMWAkALE2Q0T5zq8eCLT+6BxaDBr7+8FiYdJyrM1JrqPFy3tAg/29oE51BA6XCIaJ77oMEBx1AQt19crmgcVTYzOl0+DAW4sZkoE41u9KuaRQWZUauGXqNCPyvIiGg+e7/BDimBjUsSlyArzzVCANyNRHMWiUp86/nDMOnV3OGcYFajFp9dU44X9negnb+zRJTG9jT3QwJYUDDzXZKT0ahVsBq1aHOyxSKlNiklXj3Uidse3QEB4Okvr0Vphs6bOR8P37AY3mAYP/5Tg9KhENE898KBDuSatIq3uV1YaEFUAjubnIrGQUTKGG0VXz2LCjIhBPLMuoxqscgtZURpaMspO/ItOiwrteJYpych59Br1Ci2GrjYTnP2iw+acbDNhR9/bhUKs2Y+MJTm5msbF+K5fR34r3dP4z8/u0rpcIiIEmJnsxMalThb6X6+8sw6tPJehxS0affks2PuXFuBQ+0u/OjteuxocmJ1VS4eu/tiFM5iEDt9ZGFhFu5ZX4Wnd7Xi1lWluKSK3Q2IaPaa7EN440g3Ll+Yjxf2dygaS1WeCTq1Cu+ftuO6pUWKxkJEyTfaCaPSZsKRDveMfy7XpIM9gyrqWUFGlGYiUYltp+3YUFcIVYLnOVXmmdA24EUkKhN6Hko/+1sH8O/v1OP6C4twy8pSpcPJCCVWI750WTVePtiJ+p5BpcMhIkqIHU1OVNpM0Krj85hjs+jQ6vRCSt7rUOoIhqPY19KPW366Hbc9tgMnuz3451svxG/vX8/k2Hn62xuWoNRqxLdfOAJ/KKJ0OEQ0Dz3ybgO0ahWuqktcR5+Z0qhVqC0w4/0Gu9KhEJECWp3DyDPrkG3QzurnRivIMuUZiAkyojTzb2+dgtsXglYtptxxGg+VeSYEw1Gc7uViO81c36AfDz67H1kGLdZW2/DbPe3YtLvtY1+UGA9evQAWvQb/+tYppUMhIoq7HrcfJ7s9cZk/NqrEakT/cJAzVykluH0hvHWsBz986yReOtiJXo8ft6wsxdevWQSNSoXn93XwPuo8WfQa/OD25WiyD+P/vXFS6XCIaJ452e3B64e7cNkCGyz61GjatajQglanFy0OtowmyjStTu+s5o+NyjXrEI5K2Aczo4qMCTKiNHO8ywOVABYVZiX8XJUj7Yv2tQ4k/FyUHty+EL7y1D64fSHcva4SRp1a6ZAySo5Jh4c2LsR7p/qwpb5P6XCIiOLqt3vaIASwqiInbp9ZOzLLbEeTI26fSTRb9sEAntvXjh+9fQofNNixoMCCcyPErgAAIABJREFUr15Zi298YhHW19pg0PJ+Kp6uqivAV6+swdM7W/Hc3nalwyGieSIUieK7Lx9FtkGDKxcpXz02qq4otjbEKjKizNPq9M5q/tioPJMOANA+kBmt5pkgI0ojkajE4Q4XFhdlJSXxkGfWIc+sw7snehN+Lpr/Bv0h3PvkHpzq8eCxuy9GiZXD45Vw7+U1qM03459fP4FAmK2DiCg9hCJRbN7bhqsWFSDPrIvb5xZY9CjI0mMHh9uTAvyhCP54ogf//acGnOj2YH2tDX/zZ4tx97oq1OSbIURi26lnsodvWIIrFubj7185hm2nuahMRNP7yZ8acLDNhe/ftjylNoLaLHpU20x45zjXbYgySSAcQZfbd7a4YTZGn6faMmQWMxNkRGlke6MDg/4wVlXmJuV8QggsK83G9kYH3N5QUs5J81Ob04vbH9uBIx1u/OTOi3DNEg4IVopOo8L3bl6KM45hPLGtWelwiIji4k8ne9HrCeDz66vi+rlCCFy2wIYdTc6M6cFPqWHbaTuuf+R9bKm3Y3m5FX9zXR0+taJ0Rgng8a2r2cJ69jRqFX5610VYWGjBV5/eh/eZJCOiKfzTa8fxk/cacXFlDgb9YaXDOcctq8qwvcmBbjdbRhNlip9tbYKUQJfLN+v7wByTFgLAqQyZX88EGVEaeeVgJwxaFZYUJ7694qhlZVaEoxJ/PMndSHQuKSVeOdiJm3/6IfoGA3j6K2txw7ISpcPKeFcvLsQnV5Tgv99rwKkej9LhEBGdFyklntzeglKrAdcsKYz751+2wAbHUABN9qG4fzbReH0ePx7adABf/NUeqIXAly+vwWdXVyBrlsPVaXYmSii+cbQHz963DgsKLPjyU3uZZCSiCR1qd+HZ3a0osRpw84pSpcOZ0P+6uAxSAi8f7FQ6FCJKkv6hIIBYFelsadUqLCqy4PeHuxGNpv8mQSbIiNLEcCCMt473YHmZFVp18n61y3KMKMsx4q1j3Uk7J80Pp3sHce9Te/HXvzuE2gIzXv3a5bhsQb7SYWWs8Ys+q8pzoNOo8eUn9+LpnS1Kh0dENGfvnuzD7jP9+IsNC6BWxb/l3KW1sX+72GaREikSlfj1jhZ84j+24Z0TvfjmtXV486+vxMJCi9KhZbRcsw6b71+Pyxfm47svH8W3nj8Mj5+dM4go5niXG/c+uQcWvQZfvKwa+hSdCVllM2NtdR5e2N/BiniiDNHr8QMA8ufYfv6iylx0unzY1Zz+z0AapQMgovh46WAnvMEILk5Se8VRQgjcsKwYv9nZCo8/hGzubs14x7vceOL9Zrx+uAtatQo3LSvGZQvzsaPJycXFFGLWa3DbqlI8M7JD+guXVisdEhHRrAXCEXznxSMozNJDJURCKjwq8mKbgbbW23mtpIQ42uHGA8/sR6fLh4UFFtyyqhT5Fj1e3M+d/kobvaZct7QIKgG8uL8DfzzRixuXFeMHty/nHDiiDHa43YUv/GoPzDo17lxbmfKVvndcUo5vv3gEB9pcuKQquetGRJR8zY5hFGbpYdLPLf2ztCQbWQYNXtjfgcsWpvdmd1aQEaWBaFTiye1nsKLcOqfhi+frlpWlCEaiePVQV9LPTcrbtLsNz+5qxT+/fgLX/uc2fPK/P8Sbx3pw2YJ8fOvPFuOKRQVQcfEgJS0tteKKhfnY1ezEi/s7lA6HiGjW/uf9ZjiHg7hpeUlCqseA2GagW1eVYmt9H3rc/oScgzJTj9uPv33+MG559EO4fSH8+ZoK3Ht5NfLn0AqHEkslBK5bWowHNiyASafG5r3t+PSj2zNiVzURnev1w1348yd2Isugwe/+4tI5tTBLpk272zAcCMOoVePvXjqidDhElGDBcBQtzmHUFsy9E4FWrcKnVpTizWM9GEzz6nkmyIjSwPsNdjTbh3Hv5dWK7GI81ulGqdWAR99rxLO7WpN+flJOOBLF4XYXHt3SiF9tP4Netx/XLy3Cw9cvwU3LS2Ce404VSp7rLyxGbb4Zf/fSUXzQwAH0RDR/HGp34ZF3G7C8zIq6osTOX/3cmkpEJfC7ve0JPQ9lhkF/CP/5x9PY+O9b8eqhLtx3RQ2+eW0dVpbnsCIpxVXkmfC1jQtxxyXlsA8G8LknduGeX+7GjkYH25YRZQD7YADfev4wvv7bgyjKMuCe9VX4oMGhdFgzoteqsaGuAKd7h7DnTL/S4RBRAh3ucCEUkVhQYD6vz7lzbQV8oQh+vq05TpGlJq5cEqWBX354BgVZenxyeSleUKAKRAiBdTU2vHyoE2393qSfn5LP4w/hub3teGpHCzoGfMi36HH7RWVYVZEDTRJn4NH5U6sE7l5Xhef3t+OrT+/DU/euxfpam9JhERFNyeUN4hubD6Io24BPrypL6LlGW6wtKrTgV9vP4KFrFiasWo3Sl5QSp3oG8fy+Djy3rx1DgTA+taIE375+CSptpoS0B6XEUAmBiytzsbzMip1NTnzY6MBdv9iNshwjrlyUj3/59LKkzoQmosSSUuJYpweb97bhlYOdCEaiuGpRAa5dWgiNan79rq+vtWF7kwM/evsUnvuLS7kpgyhN7Wh0QgCoyT+/BNmxTg9Wllvx+LYmGLRqPHTNwvgEmGKYICOa57bW9+GDBge+e9MS6DTK3ZytqLDijWPdbDOS5prtQ3hqRwte2N8BbzCCNdW52Li4EIuLs9hGcR4z6tR45r51+POf78QXfrkHP/rMCtya4AVnIqK5cg4F8Plf7kG3y49nv7oODb1DSTnvmuo8bNrThjePdeNTK0qTck6av4LhKDpdPpzo8mBvSz8+aLCjyT4MlQCWl1lxxcIClOUa8WGjA2hUOlqaC61ahavqCnDpAhsOtbnwfoMdm/e2471TfbhzbSXuWleJomyD0mES0Ryd7Pbg9cNd+MPRbrQ6vdCoBFaUW7GhrhAFWandUnEyOo0Kn1hShFcOdeJX21vwlStqlA6JiBJgZ7MDJVYDTLrzT/3csKwEJ0auh3+xoTYtNwExQUY0jwXDUXzr+SOwmXUwaNWK7jzVa9RYXZWLnc1OnOrxYElxtmKxUHwFw1Fsqe/D5j1t2FJvh06twqdWluDLl9dgWZmVO57TRL5FjxceuAx/8cx+fGPzIRxoHcDDNy6Jyw0VEVG8/OOrx/H6kS4M+kP4/LqqpCXHAOCCkmyUWg347ktHsaIsB5W25M99pdQgpYTLG0LHgA+dLi86BnzoGPCh2+1Dj9uPLrcfjqEARjvuGbQqrK2x4cJSK5aVWWFhC+q0olWrsKYmD5dU56K+ZxBt/V78+E8N+OmWRmxcXIBbVpXhuguKYNSplQ6ViKbh8Yfw6qEu/GxrI7pcfqgEUFtgwe0XleHCUmta/B6vqc6FNxjGD944iZXlVqyuzlM6JCKKo+FAGAdaXVhbE5/fbatRi+svLMbvj3Tj3if34tG7LobVpI3LZ6cK3plTShlt27a/dQAtTi/yLTosKLBgeZkVK8qtqC2wnNPSRkqJjgEfTnZ7cLJ7EB0DXkQlkGXQoMpmwsqKHCwvs6ZdhltKiUfePQ3HUABfvLQqJUr7Ny4uxIE2F/7vayew6avrWK4/j4UiUexvHTi7Y87lDcGi1+ATSwqxtiYPWQYtjnS4caTDrXSoFEe5Zh1+85W1+OGbp/Dk9hZsqbfjW9cvxqeWl0DFdmJENIH2fi/qewYx4A3iospcLCgwT/vv/1AgjF1NTrT1e6FRC1xdVzhpsklKiYa+IWw51Yc3jvXgcLsLNrMO915Wg+rzbBkyW2qVwF3rqvA/HzTj/t/sw5P3rkGJ1ZjUGCi5pJToGwygvmcQ9T2DONUziPpeD87YhzEcjHzsWJ1GBatRixyjFhsXF6DEakRZrhFLS7KxqMgCvUbZzWyUeCohcEFJNv7l08vQ6hzGpt1tePVQF9492QeTTo1rLyjChroCXFmXj8IsVpZR6nN5g9jR5MT2Rgc+bHTA7QtBr1Eh16TDZ1ZXYOPiAtTkn/vvvssbxONbmzDgCwEA9Jr/z96dh8dVngf//96zz2jfbNmy5QWbxWBWg4FAQkIWIHtDEiBL07cppU2X9Ne0SZouafvmbbb2bVKSUJIQCm+BkI1ACiELIYQABgM2tjGLV1nyon0bzT73749zRh6PZiTZljRa7s916bLmnDPnPCPr3DrPdj8e/uDy1bTUhmdlnUJV2by/j7ufbuPBbYeIp7IsqQnx9rOXsH5Z7bwb1CAifOm95/COmx/n925/hm984AIuW9tY7mIZMyqeyjAYT9nfyhP0pYdfJpnJsr6lZsrOeekpjQR9Xu7f2sHVX3mML157zryKGzJbFpIVkauArwBe4Fuq+vmC/eLuvwYYAT6iqs9NdN4NGzbo5s2bp6HEMytXOQOoCPqoCHjnVefDkcE4n/jeVp7e20sinaWhIkBjZZDhRJquoQTJTBaAioCXM1tqWLuoklgy43SMHR5kKJ4GQHA6xjwijCQzo+8LeD2saIhwzfolrFlUySlNlaxuqiDkn5nRP1H3c8TTGYI+LxVBL1VBPx4PxJIZYqkM0USa7uEk+7qjbDnQT0d/jMF4mvUt1bzh9EVcekrjaHnjqQxfevhlvv34Xi5oreM9Fyybkc8xGU/t6eH+rQf58nvP4dqTKJeIPKuqG6awaKWuY7EHGEmmeenwENvaB/jNq908ububaDJDyO/hzeuaqYsEWLNobAe1mb/2dA3zkxcOcXgwzilNFVx/UStvO3spzTXz+yHVYo+ZCelMlu0HB3m+rY+XDw8RS2UI+72sWVTJ+SvqOHdZbdEGpGQ6y97uKD/bcZhfv9JFPJ0hm4WsqvsF2awi4oz0ExEGYimqQj6W1UVoqQ2zpCZETdjPKU2VnLGk6rjWjYynMng9wmAsxSMvdfL1R3eztzt6zDHL68O87eylnN5chdcjeEWcfz1CR3+Mp/f28sudncRSx3YunLO8lg9dvIILVtTh9wpPug1yv93dQ5f7DHxWSzUr6ivYuLq+rAODWurC3HTns/i8wmeuOYNrL1h20utvWuwpv9t/u4/OoTiHB+IcHjz670heR1hV0MfimhBNVUHqIgHqIn7qIgFqI37C/vlVPzNTI6s6Wr/beWhwtGO1uTpEa32EZXVOR+qfXbm2LAM6LfbMHXc+uZ9oMk0qnSUS8PH7l099arzDA3Ge3d/Hs/v7eHjHYQ72x1CcDq4lNSFqIwES6SxdQwm6h52/za31EU5vrqIuEqB7OMHurmH29RRfl7wi4OXU5irOWlrD+mU1nLOs9rjqmCPJNPu6R9jbHeXHWzrojSbJZBWvR3jTusWsWVTJmkWVLKuLFD1nOpNlMJ6mfyRJfyxFW88IL7QP8PCOw3T0xwj6PJyzvJYLV9SztDY072N6XzTJHU/to2sowUcvX81HL1vFohlKC2uxxxQTTaT5/rPt/Mcju+geTnDRyno+fOkKrjnLGbAbT2X41Uud7O2J4vMIS2rCM96+ezxyfS6FseSVI0Pc8eQ+nt3fT280wUcvW82HL11B0Hfyn2HTnh7ef+tT/O4lKzhtGjJ7Hegd4XvPttM9nGB9Sw0ff+NafrGzk0Q6w5vOWMwbzlg0JZ9jupSKPbOig0xEvMArwJuAduAZ4HpVfTHvmGuAP8UJWhuBr6jqxonOfTJBK5NVosk08VSG6pB/zM2WySpHBuPs646ytydKW+8IglAV8rGyoYLVTRWsahx7k2aySv9Ikr6RJL3RFL1R5/uRZAavQFXIT03YTzSZZk9XlCf39LDlQD/JdHb0HJGAl8XVIRZVBVlcHWJxtfNvfUUAn9eD3yP4vB7qIn4aK4M0VQWpmOSol1TGeeA5MhjnyGCCkWSaZDpLIp0lnVW8Ah6P4JHcl/M6m1ViKaezJ5nOIghejxMIqsN+miqDVASdn0X3cMK9RoItB/rZeqCfTFZZv6yGy9c20VJ7dDRuVpXuoQTt/TE6+mK0943QPZwk6PdQHfLTXBNiSU2IJTVhFlcHR29EVWUonmZ/r/MAtbd7mM6ho6lOAKpDPqrDfvxeDz638cbnFbwe53XY76WhMkBDRZCGygCNlQEiAR+xVIbu4QSH+o9WmlvqwiyvC7O8PkI6o3T0j7Bpby/PubPhjkfY76Wx0vm/PDwQJ5bKEPR5OK25ioDXw46Dg8RSGT5y6UrWLKqcVWs/ZbLKfVs6eHZ/H3925Vr+12tWUhsJHPd5ZuKBabbGnslQVTJZJZVRUtks6YySymTdLyXt/pvKZImnMsTTWWLJDIl0hlgyQ+dQgsODcY4MxNnTHWVfT3T03qiL+Fm7uIq1bmfybHzQMDMjq8q29gFe6Rzi+bZ+AE5vruKslhpOb67i9OZqltaGqIsEqAn7p21EqKqO/n5O96jThRp74qkM/SPOqOCqkG/cxv64+zewa8j5Gk6kqYsEqK9wvhrcv5VTLZHOcKA3xv6eKAcH4qCKuM8i0USanmiSnuEEvdEkPW6DSWXQx9La8Ogz2fK6CIuqgwR9HlRBcWYFVQV9Y363UpksLx0aYtPeHl4+PER7X4xwwEtTZZC1iytprgnh83joiSbY0xVl094e2vtieERY1VjBhhV1LK4OEfB56B9JuuVLcqBvhF1HhhlKOIN7IgEvIb8XAXqiSQBaasNcvraR1oYIPcNJ9nQNs7c7yoG+GJmsczMsrwsTCfjwiPOsJbl/ce6ZWCqDqrPGYMz9/x0YSZHJexCqCHhpbahgSU3IeZ6qDrHE7URrqAwQT2V55fAQv9h5hG0dAxwaiB/zM6qL+LlwZT2rmyoJ+Tzs7YnSP5Li8V3do+UsVBX0ccaSas5eVsPi6hDxVIYXDw3yzL6+0ca2nMbKAEtrw6xpquSURZXUncDzxHTpGU7w/efa2d8zQmNlkD99wxquOqv5hNcbWqixZ7Jyzz3prPNsk3sGSmezZNUZJOfJ3Qfk3RN529NZJy3iQMypg3X0jdDWG6Otd4Q93cPs7YqS+631e4Xmaue+WFwdorna+Xey9Sljismqcnggzqudw+zuHKa9f4R4yqnj+zxCa32E1U0VrGyooNntiG2qCrKoKjRalz7ZzvhCFnucv/cjyQzZrBLyewn6PMf1vKmqo50ufSMp+kaSCBAJ+IgEvFQGfdRVBKgO+cbtcFFVBmKp0Q76I4NxDg3E2dU5zKtHhtnVOXzM3/D6igBnL6thw4o6LlhRz7ql1dSEJ5fySlXp6I/xypEhXj48zI6DAzzf5gzShVyHWJhTmipKdjj1RpO8cmSIVzuH6Y0myKqTsn1FfYSzl9dwuD9ObUUADxBLZTgymBj9bIcGYiTc9q2w38tZLdWsaqygviKIRyCjSjarowOmc21HhwePfQ6pDPrwe4VkRom6z1XgDJBeVhcmEvSiCgOxFF1DidFr5gt4PbxmTQONlUHOXFpT1nXdyyGeyvDA1oNsbe9HRFjjdjYcHogT8Hnwe52vS09poLkmxNLaMEtrQyyqCp3U4FmLPWMl0hk6BxOj9YdyGxhJsatrGFWlKuRnRUOEkN87+kwm7iC44zEUT5FVRuNhKpNlf0+U5/b38/827WfnoUFSGWVVYwWrGyvY0x1lb3eUtYsqqQ772d4xUPQ+FoH6SAARoS7iZ5nbNrusLszyusjoRAlw2qMPDsQ51B/j0ECcpbVhXrOmgaqQn0xW2dU5zMGBGNFEmqDPS31FgHVLqo9JrxpLZkZTbHf0x+gfSZFMZ53BiLUhDvXHeWpPDz/feQSvR1jdWEFtJIBH4PBgnO0dg/i9wsqGCrKq7O6KEvZ7WdEQ4bzWWi5b08TKxghBn5cDfSNkMkptxI/XI8RSGfZ1jzCSTFMd8pNRp/2vtaGC3Z3DfOWXr1IT9vPTj1/Ofc8fPLlfghJSmSyPvtzF47u6SGWUgNczWrYzllTzH9efy5pFVaPHt/eNsGlPL4uqg5y6uIpFVcFJD0DI/b06MhgnkcoST2cQhHOW11JfMXVtzbOlg+wS4LOq+hb39acBVPVf8o75T+BRVb3bff0ycIWqHhrv3JMJWru7hvnze54nnnIbklNZYsn0mLQZQZ+H2ogfn8dDOpulZzhJOq/y73VrYfkNArkRvJVBH9msMpLKMBBLMdkfu7iLOEcCPhZVBfGI02M+FE8xGE+P/jsYSx1TlmLCfi+NVQGCPq/TqeX+MnpESKQzDCfSRBPOvzPF6fEPsbqpkgtX1p/QL/fxSGWc/7fOoTjdw0miiTSxVMYZdZ11R17njcJOpDJEk87srmJBOOw+QCswGEtR+D8QCXhZ2VDB0towtRGnIy6dcTobk+ksWVX8Xg8Br4eAz0NF0EddxE99RWA0WKQyWfZ1R3npyBDdQwlSGaW5Jsi6JTWTSmNUDr9zfguf+dF2fvBcO+A09FUGfVy0qp5/ftdZkzrHDD0wlTX2vHJkiL/47hYy2WNH/mfcB47c72SugpDKOJ3U6YyOzo48GfUVARZXh2itD3PGkmq6hxIsqQ3PqgZIMzvcsLGVXZ1D/PzFTp7Y3c3OQ0NjGrJFnEqqM9jAg9cDPo8HjweyWefB5miMhVgyjYLbSeF0gOW+F5Fjjs//mykCfo8Hn1fwecQZ4OAVfB4Pfq8zOMTnkdGOAhHYuKqBv3/7ukl91oUQe7Z3DPCpH75AOuN0ovQOJ0c7a3IqAl6qw36qQk5jcG6gzHAiPTprezxhv1OZqMprDMr/a5X70zX6b95eRZ3fGZzfm1yjdk80Me7zk1eEiqDXmWkfdDqO4qks/SNJBicos0egNhKg1u3ojSUzHB6Mjz7TVbmNW+lMloFYaswzos8jLK+PsKgqiKpT8TnYHzvm2Szo8xAJeKmrCNBUGWRVYwUrGiqOaTAbiqfY1TnMC+0DHOgbYSSZwe8VGiuDNFQGaap0ZtivcitZxyurykgyw0gyzaGBOPt7RugfSTIQSzEQSx0zUyZfbdjPysYKGisDgFMZXrOokqU1xUdXx5LO82ThzLbKkI9ad2ZboVzlp3MwQSKdYVVjJYurJ195KgdV5cVDgzzyUudo52FN2E9TVZCA18NrT23iU1efPqlzLYTY83xbH3973/bR555M7jknq3nPQkrGnRWZyjgDgNJZZ9DPdAj7vbTWR1jRECGdVZqrnYF3dRWBWTUAzcxPWVX6okna+2I0VgXY0xVlT5czcK1Y3ROcxvyQ30PYHVzhyxu4Km4d/w2nL+ITbzltUmVYCLHn6b29/OMDO0YHEibTWZIZpz4ey8s6k8/rESIBL0GfU98P+Z1OAic2OedIZZzzDMXTJQeF5PN5hNpIYPRcXo/zvJvLKDNY4jzL6sKcuriKdCZLbSRAwOchmkhTFfLxfFs/r3YeXYuzKuijMuQj6PMQ9HnxesSJsW59Mp1V4qkMfSPJY+JqbdjP8vrIaDzMDQKaLllVuocTzgBodyB0/0iSaCKDoqO/zwGfl6qgj6qQ81VfEaTRfRZqqAwcM0thJHm0M617OEGf22AN7mCkgJeI30s44CXs93LN+iWjg6j8Xs+CT4H7mjUN/ODZdrZ1DHCgL0b3cIKUe68U+xvs8zjPp7nfZ7/Xw1VnNfNnV66d1PUWQuz57a5uPv/QS6N13awenVGUq+Pm13c6+py6g9cjNFUGCfo9BH1OW6EgqNvimKs3A6NtkIVt+0f3a8ljR9+hY/elMjraYX70Z+XUt3L1G6/HGUxUGfTl1e2cWp3H49Tvcs97mawzACCXGS1Xj8+1cYGTLW3dkmrOb62ltT6CiPP+F9oH2LSnB69XaKgIsL7F2Z9VpW8kOXrfD8XTKEo04cS4vpHk6CAUcOJAqsTvc64tI1c/LuTzCC11YXweoW/EmegykZDfw7ol1Xg9HnqGE6OZP6pCPlobIlyyqoGIO/Dq1U4nlXf3cIL9PSMlnwEm45SmCt5xTgtNVcETPsdkDcZTHOyPsbrRmQm889AgP91xmIFYiubqEFUhH0Px9JjfpZqwf7SPIzfIM9fXmrtPcnUDpx2g+M97aU2IypCPd53Xwh9fsWZSZS4Ve2bLELgW4EDe63acnvuJjmkBxgQtEbkRuNF9OewGuDlrX7kLMM12A48Dd5S7INNkZ7kLMAvsd//9GfC/J/+2FdNRlgILOvbsn/gQYwD4QLkLcJIeBP5h8odb7DEnZPc0nnvXNJ57MvYDW8tchrnoIeDTkz/cYk+ZvFTuAhgzxR4C/mryh1vsmeX2A7+dgWsstL/zXy53AeaBwmffh4A/n/zbLfaMY890nXiKTXU5XwS+P8ExE+2fLidS1xvvF+S2Ey3IBPYDj0zTuY/HTPwO59o0fw58bPJvKxp7ZksHWbHheYVdupM5xtmoeitw68kWyhgz71nsMcaUg8UeY0w5WOwxxpSDxR5jTDlY7DHGTEr5k5o62oHlea+XAYWJMidzjDHGHA+LPcaYcrDYY4wpB4s9xphysNhjjCkHiz3GmEmZLR1kzwBrRWSViASA64D7C465H/iwOC4GBibKCWuMMROw2GOMKQeLPcaYcrDYY4wpB4s9xphysNhjjJmUWZFiUVXTIvInwMOAF7hNVXeIyE3u/ltwlhC5BmcZhhHg98pVXmPM/GCxxxhTDhZ7jDHlYLHHGFMOFnuMMeVgsccYM1miWjS1qjHGGGOMMcYYY4wxxhhjjDHz0mxJsThviUhGRLaIyHYReUBEavP2nSkij4jIKyLyqoj8nYiIu+8jInJzkfPtE5HGgm2jx4rIZ0VkREQW5e0fzvt+sYjcJSJ7RORZEXlSRN49ic/xFRHpEBGP+3qliLTnXucdt0VELnK//6CIvCAiO0Rkq4h8K//zF7nGoyLysvuel0Tk5sLjReTdIqIicnretpUist39/goR+UnBe74oIp/Le71KRHaLSHWRMtzvfoZdIjLgfr9FRDaKyONu+baKyNMicnbBey90y3Zl3jafu+0Leds+JSJ/635/hoj82r3GThH5RqmfT977vyYMiC+GAAAgAElEQVQibbnfFXfbR93rvC5v23vdbe9yXz8uIpvy9l8sIr8QkWvyPuew+xm3iMh3JiqLMcfD/X28M++1T0S6ityzPxaRJ4u8/8NuLN0hIi+KyCfc7beLyF733nxFRO4QkZZxyrHJ/R1vc6+f+/1f6cbYbW4c+rWIrCh4b6kYpCLyp3nbbhaRj7jfX5x3zZ0i8tlJ/KzG/AzEie8qImvytv2Fu22D+3qfiPwgb/+17s/n9/I+Z9L9jFtE5PMTlcWY+cZi0eRikYhcLSKb3WNfEpEvu9uLPmuKSEPeZzgsznNj7nVgvGsZs9BIiTqiiHhE5Kvu9m0i8oyIrHL3jakHutvHvfdKXSvv/X8hInERqcnbdoUbT96et+0nInKF+/3bROR5N969KCJ/OInPvFVE7i7YdrsbT6rytn3FvXaj+1pF5F/z9n/CjUOfyfucmbzv/2zC/wBjDLDwYpGM/wzXISJB93Wj+znX532GXnGe87aIyC9O+IduzDwjBfUSceokMfdeeVGcOpE/7/jLxGlTfcn9urHgfDfm7XtaRC7L2/eoiGzOe71BRB4tUa635N2/+W2dd7ixZcCNH6P1nIL3l2qTGa/N/TNufHnBvdbGCX52TSKSKoxdbvz5TcG2LXJs23fR2CgiP5Li7dqXjleWhc46yKZfTFXPVdWzgF7gYwAiEsbJdft5VT0VOAe4FPjjKbhmN/CXhRtFRID7gMdUdbWqXoCTg3fZeCcTpxPs3cAB4LUAqrrPfX153nGnA1Wq+rSIXAX8BXC1qp4JnA88ASyeoOwfUNWzgbOBBPDjgv3XA4+75Z6szwLvFZHT3NdfBf5GVQcLD1TVd6jqucBNwK/c/7tzVTXXsfR+VT0H+CbwhYK358p2fcH2GPA+EakvUrabgS+611wHfH28DyIiXuAdwCHgNQW7txVc+zpga8ExS0TkTfkbVPXB3OcEtuB8xnNV1aaWm6kWBc5y4x/Am4CO/APcitL5QG2uEuZuvxr4OPDmvJgykPfWv3LvzdOA54FfSYkGWVXd6P6+/z3w3bz7fJ97yOvdOPQo8LcFby8VgzqBPy9xzf8CbnSveRZwb7FyTfQzcG0ruPa1wIsFx2wQkTPzN6jqd/Lu84M4n/FcVf3UeGUxZp6yWDRBLBKRs3CeUT6oqme4x+/JO2TMs6aq9uTFmVuA/5v3mZKlrmXMAlW0jgi8H1gKnK2q63HqYP3jnWgS916pa+Vcj7NOS+GgyXbgM4XXcxu5bgXe7sa783DiVEkicgZO28NrRaSiYPcu4J3ucR7g9RwbkxPA70hBg7yqfi7vc8fyPvNXxyuLMeYYCyYWTeIZLgP8r4LPtC3vM92P85x3rqq+cbyfhTELTLF6yW73vlmP0+b8PgARaQbuAm5S1dOBy4A/FJG3uvvfBvwhcJm7/ybgLvd9OYvc+3lcqvpw3v27Gae9+VxV/bB7yG9U9Tyc2PE2ERltY52gTaZUm/slwNuA89063Btx2s3H817gKca2IwNUichy99xnFNlfNDaq6rvdz/xR9zPm4vATE5RlQbMOspn1JJAbSXwD8FtV/RmAqo4AfwJMRWPlbcD7i3TIvAFIunl2ca+7X1X/Y4LzvR7YDnyDY2/auzk2AF7nbgPnJv2Eqna418mo6m2q+vJkPoD7APXXQKuInAMgIpU4nUK/z3F0kLk/208AN4vIO4CAqn53su8vIf//MleZew/wu8DVBQ1TSZz/kz8vcp4lOEENdWyb4LpvxGlwu5WxAfRR4FJxRsJXA604/2/5vsTYRjZjZtJDwFvd76/naMzIeQ/wAHAPx97nn8aJKQcBVDWuqt8sPLl7H/1f4DAw4UPTBArv8/FiUBfwS5wYUGgRTqd2LhYWdmgVKvUzAGeQQ64RaTVOpa6r4JgvA38zwTWMWegsFo0fi/4a+JyqvuQen1bV/EE8pZ41jTHHL/8eXwIcUtUsgKq2q2rfNF0LETkFqMSpHxTWLbYCA4WD64AqnLXMe9wyJiZRx7sBuBP4Gc5gv3x34zTGA1wB/BZI5+1P49R9/mKCaxhjTs58j0UTPcP9O/AXIuI7gc9jzII0UTutqmaApzl6v38MuF1Vn3P3d+PUO3Jt4Z/E6Yjudvc/hzPIL79DfUrbNVU1hjNZID/zx3htMqXqQUuAblVNuOftzsWbcVyP09m2TMZmHrmXo89HxeqrpWKjOQHWQTZD3Jk/V+KMOgE4E3g2/xhV3Q1USpHUf8dpmOIdMmcCz53A+XI34o9wetVzU2PvBd6V9wDxfpzgcTLXGuUG0q1ALn3Qu4CfquorQK+InH8c57ofZ8HNbzF2pNKJuAqnoTrntcBLqroHp1J3VcHx/wH8bpH/238DHhORB0Xk45KXTqCE3P/FD4B3Fjy8ZXE6yd6IM+rqvjHvht8AiMjlRfYZMxPuAa4TkRDOTNFNBftzv+N3c2zl6CwKYuYEnuNo7DhRhff5RDHo88BfuvE+3/8FXnanuv+h+9nHU+pnADAIHHBnd1wPFOvsvxc4X/JSMRpjxrBYNH4smuhzlnrWNMYchyJ1xHuBt7upcP5VRM6bxmvB0Vj3G+C0/JRBrv9NQSOUqva659gvIneLyAekIO1+Ee/HeWYp9mzzKtAkInXuvnsY62vAByZRVzLGnIAFEosmerZpw5kF86FJfRBjDExQL3HrGxuBn7qbxrSF48zuOnOS+8HpYE+IyOtPvvjgPn+sBR7L2zxem0ypetDPgOXipNr/uuQtgVPiusuBZlV9mmM7w3K+D/yO+/3bcTrsCo2JjebEWAfZ9AuLyBacUS31wM/d7QJoifeU2n48vkrxDplR4qxltVVEnhnnmABwDXCfOikJNwFvBlDVw8AO4EoRORdIqWrhjCXkaN7m3SJSeMNPRPK+z68w3UPxKajj+RrwlKruOs735fuuiLTjjGD82mTLpqr9ONOIP1aw/Vs4qRW/j/OQ+GSpVEzi5MN+M3C/e77n3Pfky41uuI7ilUuAz2EB1JSJqr4ArMS5Rx7M3ycii4E1wOPuA1ba7Qg6ETLxISX9SkQ6cTqb78rbPtF9vhdndNQNBdv/CdiA88B0A0cfDscWenI/g9x9/i6cgQuFMjijqj5d+iMas7BZLBo/Fk3ShM+axpiSitYRVbUdJ0Xrp3EGv/1S8tY3nsprua4D7nFnifwQJ9XPKFUtOrhOVT+KUw95GidTx22lLi4iFwJdqrofZ4br+W5jVL4fumXZiDugr+B6g8AdgK0vZszUWjCxaJL+D/BXWFupMZNVql5ySt793ubWvaB0W/h47eDF3jMVHUOXi8gLOBk/fuK2cU+2LjimHqSqw8AFwI04WT2+K+5a0CVcx9GU98XauHuBPhG5DtiJM+njGKViozl+FvSnX8zN/bkCCHC0g2QHTiPFKDdd1rCqDp3sRfM6ZPLXNNuBk0M1d8zHcB4mmsY51VVADbBNRPbh5IctlmYxP73iMdfK5W3GSWcUZpLckUXrgZ0i0oCTIvJbbjn+CmdK6/E0PGXdr5PxfmA18D2cWWG53NfvBv7JLdu/A2+Vsfn1/w0nUEbyN6pqh5t+8u0492Sx3LLgpIKqAXa417mEsQH0SZyfe7U7I3EMN61nLQW/f8bMoPtx0gAWThF/P1AH7HV/x1dydDr7DpyHjck6D+ch4kS8Hidm7wD+CZxFp5lcDPo/OGkBjvn7qqq7VfUbODH3HPd8xYz3M8h5AGdkY5sWWUvRdSfOzNbW8T6oMQucxaLSsWjCz1niWdMYMzml6oi5NGEPqepf4dzL75qOa4nI2Tgjpn/uxpPrKD4A8XMUX+Nim5tK9k04qYhKuR443b3GbqC6yPH3AP8M/DyX0q2If8dJ4VRYxzLGnLiFFIsm82yzCyfV2vsm+jDGLHSl6iU4HVq5NcjWABeLs9wNFGkLx7kvc6nfX2TsfXo+Beuuq+ojQAi4+CQ+wm/UWStsPfBH7sQPmESbTKl6kJvG/lFV/QecZZQmej76iHuN+3HqZmsLjvkuzuSMwvpqvqKx0Rwf6yCbIao6gDPi7RNuh8p/A5eJyBsBxFko/qvAF6fwsv+Gs7hhLg3fI0BIRP4o75jImHcd63rgo6q6UlVXAquAN4tI7n0/wJlhlp9eEeBfgC+LyLK8bcfTOeZ3z3HAHWlwLXCHqq5wy7Ic2IvTYTej1Fkf7W9wFpk+FWdW1zOqutwtWytOA/Y7Ct7XjTPb4yO5bSJylbhpEkVkKU4QLpWj9nrgI3n/F6tx1jsbTZGkqoozymui9Yc+h5Pn15hyuA34Jx275t71wFV5v+MXcPRB5F+AL4q7OKuIBEVkzChicfwZTv7nE54d4eah/jjwYXFyS08qBqmzXs+LOIuz5sr01rzG67U4M7xKLXI93s8gv2yfxLmPS5U/hZNO7eOT+8TGLEgWi0rHoi8Bf+M+5yAiHhH5/4ocV/isaYw5DoV1RBE5360T5NY4PhvYPx3Xwol1n83FOlVdCrSIyIqC9/0Mp44yui60iFyRd8i5pcrofob3AmfnxdR3MnbmaxtO487Xx5zk6DG9OCOtf3/SH9oYMynzPRa5JvUMh1PH+sSJfTpjFpRS9ZLRdmBVPYSzvlguu83XcDqFzoXRTrYvcLQt/IvAF3KD+NzjPkLx54Mpadd0Z4n9C04bC0yiTcZ1TD1IRE4r6OAa7/noNKBCVVvyrvMvRa7zI5yfycPjlP+Y2GhOjHWQzSBVfR5nTa3r3AaPdwJ/KyIvA9uAZ4Cb897yERFpz/vKBZkX8rb92zjXy3XIBN3XijPq53UisldEnsZZ7PCTxd7vdoK9BfifvHNGcfIyv9193Q88BRxRJ6VP7rgHcTr8HhKRF0XkCZyGmJI3teu/3Smu23FGB77T3X49Y1OJ/YCC9EGuKwt+bpdMcM3jpqojOI3Pf3mcZfsSkJ9P+2qcGWFbcVI8fVxVuwrfJM7Cl1fizMLLlWEIJ+XlWwvK9j+q+usJPsIDONN1jZlx6izy/JX8bSKyEme201N5x+0FBkVkoxtTvgb8QkR24OSlzm+Q/ZJ7H70CXAi83u3MPplyHsIZqfMxju8+/xx5D4U4s71eFifFwJ3AB9RZY/EYE/0MCsp2j7oL247j21ijtTElWSwqHovca76A0zF3t4jsxHkuW1LkuGOeNY0xxy+/johTT3hARLYDLwBpjq0fTuW1rmNsPPkRxRuB8uOJAH8tIrl48o/kDQAs8FqgQ1U78rY9BqwTkWNiiqr+p5bIgJHnX4HGCY4xxpyAeR6LmMQzXO64HTjLWRhjxleqXlI4YP8+ICIil7v1mg8C3xSRl4AngNtU9QEAVb0fZxDjE+7+bwIfdN93DPeeHtN+eoJuwZkEsYrJt8kU1oMqgf9y28BfwFlO57MlrlfqZ1c4gGhIVb8wifpkYb3PHCdx+kyMMcYYY4wxxhhjjDHGGGOMWRhsBpkxxhhjjDHGGGOMMcYYY4xZUCz1kgFARN6Ck/c1315Vffc0XOtHOGuZ5fukqk6UfnGqy3E/ztTZfJ9Q1V/MZDkKicg1OIvg5tulqteWozzGzGUisomxqb8+VGTNoRklIr8H/HnB5t+q6seKHW+MmdssFhljpoK7Jscvi+y6UlV7Zro8+UTkMzjrjeX7nqqWXDPVGDM3WSwyxswmM9mmfbxmSxu4GZ+lWDTGGGOMMcYYY4wxxhhjjDELiqVYNMYYY4wxxhhjjDHGGGOMMQvKvE+x2NjYqCtXrix3MYwxx+nZZ5/tVtWmcpfjRFnsMWZusthjjCkHiz3GmHKw2GOMKQeLPcaYcigVe+Z9B9nKlSvZvHlzuYthjDlOIrK/3GU4GRZ7jJmbLPYYY8rBYo8xphws9hhjysFijzGmHErFHkuxaIxZ0ETkKhF5WUR2icinShxzhYhsEZEdIvLrmS6jMcYYY4wxxhhjjDHGmKk1azrIrJHaGDPTRMQLfA24GlgHXC8i6wqOqQW+DrxDVc8E3jvjBTXGGDNv3fvMAXYeGix3MYwx88BIMs3Nj7xKPJUpd1GMMcYYY8wcF0tmuOXXu0lnsuUuyrSaFSkW8xqp3wS0A8+IyP2q+mLeMblG6qtUtU1EFpWntMZMjbs2tR3z+oaNrWUqyYJ2EbBLVfcAiMg9wDuBF/OOuQH4oaq2Aahq54yX0ky7wvsxx+5LY8x0SqazfPpH2zhveS3f/6NLy10cY8wc94PnOvjyz15hVWMlbz17SbmLY4wxJ6xU/QysjmaMMTPlsVe7+PxDL7FxVT3ntdaVuzjTZrbMIBttpFbVJJBrpM5njdTGmKnWAhzIe93ubst3KlAnIo+KyLMi8uFSJxORG0Vks4hs7urqmobiGmOMmS/u2tTGLY/uJpNVNu/vY+uB/nIXyRgzx/1k60EAtnUMlLkkxhhjjDFmrhuIpQCIzfPsBLOlg8waqY0x5SBFtmnBax9wAfBW4C3A34nIqcVOpqq3quoGVd3Q1NQ0tSU1xswrInKbiHSKyPYS+68QkQE3tfQWEfn7mS6jmX7d0cTo99/57d4ylsQsFBZ75q8jg3Ge3tsLwM9fPDzu7AtjjDGOuza1Ff0yxhgDg24HWSJlKRZnwvE0Ul8JhIEnReQpVX1lzBtVbwVuBdiwYUPheYwxJqcdWJ73ehlwsMgx3aoaBaIi8hhwDjAm9hhjzHG4HbgZuGOcY36jqm+bmeKYcugZTgJw7vJafvLCIf7mmjNYVB0qc6nMPHc7FnvmpQe3HUKBlQ0VdPTHULVqsDHGwPjpGo0xxpQ2GE8DzPv1bWfLDLLJNlL/VFWjqtoN5BqpjTHmRD0DrBWRVSISAK4D7i845sfA5SLiE5EIsBHYOcPlNMbMM6r6GNBb7nKY8uqJJgj5PVx6SgPprPJcm6VZNNPLYs/89ZMXDtFcHeK85bXEU1l6o8lyF8kYY4wxxsxhuRlk8bR1kM0Ea6Q2xsw4VU0DfwI8jBNP7lXVHSJyk4jc5B6zE/gp8ALwNPAtVS2alsgYY6bYJSKyVUQeEpEzSx1kqaXnrp7hJA0VQeorAgC0942UuUTGABZ75pxkOsvzbX2c1lzF0rowAB39sTKXyhhjZq9EKsOWA33cu/kA332mjZ9uP2wDC4wxpsBg3FIszhhVTYtIrpHaC9yWa6R299+iqjtFJNdIncUaqY0xU0BVHwQeLNh2S8HrLwFfmslyGWMWvOeAFao6LCLXAPcBa4sdaKml566eaJJldWHCfi8VAa81aJvZwGLPHNTRHyOr0FgZZHF1EK9HLJ4YY0wJ2zoGuH/rQaKJNJVBHwGfh+0dgzy+q4uLVzdw9VlLyl1EY4yZFQZjCyPF4qzoIANrpDbGGGOMyVHVwbzvHxSRr4tIo5tm2swD6WyWvmiSc5bVIiIsq4vQ3mcN2qa8LPbMTW29zuzT+ooAPo+HJTUhOiyeGGPMMbKq3L/1IE/v7WVpbYgbLmplRUMEjwiDsRSPvNzJE7t7GIileN+Fywj6vOUusjHGlFVuBlk8Pb9nkM2WFIvGGGOMMcYlIs0iIu73F+E8s/WUt1RmKvVHUyjQUOmkV2ypC1uDtik7iz1z04G8DjKApbVhDg5YPDHGmJx0NsvdT7fx9N5eLl/byB+9bg2rGivwOH/yqA77ede5Lbx1/RJ2HBzkUz/YhqpNjjbGLGyja5DZDDJjzFQbTqR55cgQFQEfLe46AcYYYxYOEbkbuAJoFJF24B8AP4zOoL8W+CMRSQMx4Dq1Wvq80h1NANDoNmi31IbZvK+3nEUyC4DFnvnpQO8IAa+HqpBTva+PBIinsgzFU1SF/GUunTHGlFdWlXs3t7Pj4CDXrF/CZWsaSx77mjWNxNMZfvR8B16PcH5r3TH7b9jYOt3FNcaYWWMonkuxOL9nkFkHmTEz7HubD/DpH24jnVX8XuEPX3sKS2utk8wYYxYSVb1+gv03AzfPUHFMGfQMOwvB11cGAVhWF2YwnmYwnqLaGrTNNLHYMz+19Y6wrD58zEwIgCODcesgM7OCiFwFfAVnzflvqernixxzBfDvOJ323ar6uhktpJmXVJX7nu9ge8cA15zVPG7nWM7rT1vE7s4o9285yMqGitHZucYYs9AslBlklmLRmBn0XFsfn/nRdi5YUceHLl5BJODjzqf2M5xIl7toxhhjjJlBPdEEQZ+HioCzvkVuRrmlWTTGHK+23hFa6yOjr2vcDrJDA/FyFcmYUSLiBb4GXA2sA64XkXUFx9QCXwfeoapnAu+d8YKaeUdV+dz/7GTz/j5ef1oTl61tmtT7PCK8b8MyAB7cdmg6i2iMMbNWJqsMue3VibR1kBljpsDASIo/+n/PsrgmyH9+6ALOWFLNBzeuIJpI88udR8pdPGOMMcbMoP6RFHWRAO5yTyyrcxq3rYPMGHO82npHWF53tIOs2k21eNg6yMzscBGwS1X3qGoSuAd4Z8ExNwA/VNU2AFXtnOEymnnoPx7Zxbce38slqxt44xmLj+u9tZEArzutiRcPDbKna3iaSmiMMbPXcPzoZI75nmLROsiMmSEfu+s5OgcTvOPsFh7cdhhwRouvW1rNC+0DJNPzO9gYY4wx5qhoIk1l8Gi28xY33XJ730i5imSMmYMGRlIMxdPHzCDLT7FozCzQAhzIe93ubst3KlAnIo+KyLMi8uFSJxORG0Vks4hs7urqmobimvngO7/dy7/9/BV+5/wW3nr2ktEBScfjsjWN1Ib9PLjtEFlbjtMYs8AMxlOj39sMMmPMSdvXHeXJ3T1csKJuNIVSznnLa4mlMvz6FXu4N8YYYxaKaDJDRdA7+rqxMkDQ56Gj32aQGWMmr63X6VRfntdB5vd6iAS8lmLRzBbFeiYKext8wAXAW4G3AH8nIqcWO5mq3qqqG1R1Q1PT5FLmmYVDVfnmY3v4xwde5C1nLuaL7zl7dH3G4+X3enjTusUcHIjz8uGhKS6pMcbMbgOxox1kNoPMGHPSvvjwS3g9whvXjZ3Wv2ZRFRUBLz96vr0MJTPGGGNMOUQTaSryZpDd/fQBqkJ+ntjdw12b2spYMmPMXJLrIMufQQZQHfLbDDIzW7QDy/NeLwMOFjnmp6oaVdVu4DHgnBkqn5knBmIp/ur7L/C5B3dy9VnNfPX68/B5T67Z8+xltdRF/Dz6cidqs8jmHBG5TUQ6RWR7if1XiMiAiGxxv/5+pstozGyVP4MsnrIZZMaYk/Dy4SEe3HaY16xppDrkH7Pf6xHOXl7LL3Z2HtM7b4wxxpj5KZ7KkEhnj+kgA6iL+OkfsWcBY8zkHZ1BdmyWiuqwj8PWQWZmh2eAtSKySkQCwHXA/QXH/Bi4XER8IhIBNgI7Z7icZo5q7xvh1sd284YvP8oPnmvnz96whq/dcD5Bn3fiN0/A6xFee2oTB/pi7OmOTkFpzQy7HbhqgmN+o6rnul//NANlMmZOGIw5a5DVVwTmfQeZb+JDjDEn4+uP7iIS8PKaUxpKHnNOSw1P7u7hN6928bazl85g6YwxhTr6YxwZiJPJKlef1UxdRaDcRTLGzDO90SQAFYFjH8VrIwE6+gfKUSRjzBx016Y2Hnmpk0jAywNbDx2zrybsZ6815ppZQFXTIvInwMOAF7hNVXeIyE3u/ltUdaeI/BR4AcgC31LVojM+zMIVT2V4tXOY//PgTvZ2RznYH+Ngf4w+d3DRyoYKrruoleaaMPc8c2CCs03e+a11PPJSJ79+pYu/m7Kzmpmgqo+JyMpyl8OYuSg3g2xRVXDep1i0DjJjptH+nigPbD3IRy9fTSRY+nZrqYtQGfTx5O4e6yAzpkxSmSz3bznIs219o9v+Z/shPrCxlU9dffqUjEA0xhg42kFWGTw2rtRG/IwkMyTT87sCYoyZOoOxFDXhsVkqqkN+uoeTJNNZAj5LHGPKS1UfBB4s2HZLwesvAV+ayXKZuSGdyfLYq908vquLeMqJaasbK1haG+bc5bWsaqzgjWcs5ondPdNyfb/Xw8WrG/j5i0fY1TnMmkWV03IdUzaXiMhWnNSvn1DVHeUukDGzwaCb5aypKjjv18m2DjJjptFtj+/F5/Xw0ctW8YudnSWP83qEjavqeXKaHuiMMeNLZbJ88zd7aO+LccWpTZy/oo5kOkv3cILv/HYfz+3v4z8/tIHmmlC5i2qMmQd6cjPICgbP5Bq5By3lsjFmkkaS6TGzUQGq3XhyZDDO8oL1yYwxZq6IpzLc+dR+9nZHOaO5isvXNvGJt5xWtON/ujrIAC5cWc8jL3Vy55P7+Md3njVt1zEz7jlghaoOi8g1wH3A2mIHisiNwI0Ara2tM1dCY8pkMJ5GBBorg+zpmt9ZCWwomTHTJJbM8MPnO7jmrGYWVU/cqH7JKQ3s6Y5yaGB+98obMxs9uO0Q7X0xrr+olTef2UxjZZCltWE+/56zueWDF7C7K8p7vvEE+yxVkTFmCvRGE8DYFIu5DrJ+6yAzxkzSSDJDODB2lntNXgeZMcbMRcl0lm8/vpf9PVHee8EyPnTJSlY2VpRlVmxl0MfZLTV8/9l2huL2nDZfqOqgqg673z8I+EWkscSxt6rqBlXd0NTUNKPlNKYcBmMpKoM+wgEvibStQWaMOQF//+PtDMXTNFYGuWtT24THD7iNYf/2s1c4r7WOGzbaiBRjZsJPtx9m095eLlvTyPqWmjH7rzqrmZbaML/7nad5738+yfUXthadSWb3rDFmsnqGi88gq3UbtAesg8wYM0kjyQyRIh1k1SEnnhy2DjJjzBz1kxcOcrA/xgcvXsEZS6rLXRwuOaWB5w/086PnO/jwJSvLXRwzBUSkGTiiqioiF+FMJLHUTsbgrEFWHfIT8nnn/RpkNoPMmGnyzL4+GioCrGqsmNTxi6tDRAJeds/zaavGzCbxVIZ/fGAHS2tCvPnMxSWPW7+shnv/8GI8At/8zR4O9I7MYCmNMfNNTzSJRyDkP/ZRvHq0gyxZjmIZY+aYrN0Koj8AACAASURBVCrxVIZI0RSLzrbDA9ZBZoyZe7a297N5fx+vO7VpVnSOASyri3BWSzX3PH2g3EUxkyQidwNPAqeJSLuI/L6I3CQiN7mHXAtsd9cg+ypwnapqucprzGwyGEtTHfYT8nuIp+b3DDLrIDNmGuztjrKvJ8qGlfWIyKTe4xFhdWMFe7qGp7l0xpic7/x2H4cG4lyzfgk+z/h/EtcsquL7N11KOODl24/vZbfdq8aYE9Q7nKQi6BvzjOD3eqgIeG0GmTFmUuLJDApFZ5CF/V5Cfo91kBlj5pyBWIoHth5keV2YK88oPYixHN5/YSsvHhpke8dAuYtiJkFVr1fVJarqV9VlqvptVb1FVW9x99+sqmeq6jmqerGqPlHuMhszWzgzyHyE/F7SWSWdmb+zyKyDzJhp8LMdhwE4Z9nYdG3jWdlYQX8sZQ1jxsyA3miSr/9qF1eevojVTZWTes/y+gg3vnY1dRV+/uuJfVYxMsackJ5ocsz6Yzk1Eb89BxhjJmUk6YzmLdZBJiI0V4csxaIxZs65+ZFXiSUzvPPcFryeyQ04ninvOGcpQZ+He56ZeBkNY4yZywZjqdEZZADx9PztILM1yIyZBr96uZPm6hC1kcBxva+1PgJAm6VvM2baffvxPQwn03zy6tPZvK+v6DHF1g+sDvn5g8tX819P7OOup9u48vRFvP70RdNdXGPMPNIbTVARHNugDVATDtAznJjhEhlj5qKRZBoo3kEGTgp3m0FmjJlL9vdEuf2JfZy/oo6lteFyF2eMmrCft65fwo+fP8hnrllHuET8NcaYuW4onnbWIPM7cS6eylAZnJ9dSTaDzJgpNhhPsXlfH6c1Vx33e5fUhPF7hbYeW4fMmOk0FE9x55P7uerMZk5dfPz3aiTg46OXr+a85bX88qVO7n66jWgiPQ0lNcbMRz1RJ8ViMTVhm0FmjJmcozPIiseTJTU2g8wYM7d85Rev4vN4eNO62ZVaMd/7LlzOUCLNQ9sPlbsoxhgzbZwZZD5CvqMdZPOVdZAZM8Uef7WbdFZPqNHd6xFaasM2g8yYaXb3020MxtPc9LpTTvgcfq+Hay9YxjXrl/DiwUHe840nOGD3rjFmEnJrkBVTG/aTSGcZilsnmTFmfOOlWARYXBOiczBBNqszWSxjjDkhbT0j/HjrQW7Y2Ep1yF/u4pS0cVU9Kxsi3PPMgXIXxRhjpkU2qwwl0lSF/ATdFIuJeZxicdZ0kInIVSLysojsEpFPjXPchSKSEZFrZ7J8xkzWr17qpDrkG02XeLxa6yMc7I/P65752cRiz8KTTGf59uN7ufSUBs5ZXntS5xIRLlvTyEcuXcnB/hjvuPlxntjdPUUlNcbMR4l0hqFEuvQaZGGnQcjSohljJnI0xWKJGWTVIZKZLL0jyZksljHGnJBbHtuNV4QbX7u63EUZl4jwvguX8/TeXvZ0DZe7OMYYM+Vibpt0RcBL0GaQzQwR8QJfA64G1gHXi8i6Esd9AXh4ZktozOSoKo++0sVrT2064cVkW+sjZFTZcXBgiktnClnsWZge2n6II4MJ/mAKK15rF1fx4z+5jIbKIB/69tP81xP7ULXR2saYsfqizsyw0muQOR1kB62DzBgzgZFkBoHRkb2FmmtCgHW4G2Nmv87BON/f3M61G5axuDpU7uJM6Nrzl+H1CPdubi93UYwxZsrlshSEA15C7nNmPGUzyKbbRcAuVd2jqkngHuCdRY77U+AHQOdMFs6Yyeroj9E1lGDj6oYTPsdyd+bZs/v7pqpYpjSLPQvQHU/uZ2VDhNetbZrS865qrOBHf3wpV5zaxD/cv4N//dkrU3p+M7+IyG0i0iki20vsFxH5qju79QUROX+my2imR/dwAqD0DLKI00F2qD82Y2UyC4fFnvllJJUhHPDikeID83KNzNZBZoyZ7e58aj+pbJYbL5/ds8fu2tTGXZva+MXOTk5dVMn/e2o/dz65n7s2tZW7aMYYM2ViuQ4yv5eQ3xnYmZjHM8iK18xnXguQn7y3HdiYf4CItADvBt4AXDjeyUTkRuBGgNbW1iktqDHj2dbuzPo6u6WGHQcHT+gcVSE/9RUBntvfP5VFM8VZ7FlgtncM8Oz+Pv7ubevwnOAsz1JylaLXn76IgViKm3+1i91dw3zjgxdM6XXMvHE7cDNwR4n9VwNr3a+NwDcoiE9mbuqNOqnOKkusQVYd8iPYDDIzbW7HYs+8MZLMlEyvCLCkJgzA4UGLJ8aY2SueynDXpjauPH0xKxsrJjx+tnRGbVhZz87D+3nlyBBnLKkud3GMMWbKjKSOpvHOdZDF0/O3g2y2zCAr1kpZmJvq34FPquqE/xuqequqblDVDU1NUztDwJhS7trUxj3PHMArwtYDJ9e51Vof4bm2PkvRNv0s9iwwdzy5j7Dfy7UXLJu2a3hEeNd5LaxvqeGh7Yd5aNuhabuWmbtU9TGgd5xD3gncoY6ngFoRWTIzpTPTKddBVlGig8zrEapCPptBZqaFxZ75ZSSZJhIonq4VoLEygEfgiHWQGWNmsfu3HqQnmuR/vWZluYtyXE5dXEVl0Mdmy/5jjJlncjPIIgskxeJsmUHWDizPe70MOFhwzAbgHnHSRzQC14hIWlXvm5kiGjOxjr4Yi2uC+Lwn1/e8vD7ClgP9dPTHWFYXmaLSmSIs9iwgfdEkP95ykPdcsGx0jZ/p4hHhvRcso38kySe+t5U1iypZu7hqWq9p5p1iM1xbgDE9rjZ7dW7pGe0gK92oXRP202EdZKY8LPbMIbFkZtxnGp/XQ1NVkEM2I9UYM0v991P7uflXu1hcHWRvd5R9PSPlLtKkeT3C+a21PL6rm6F4qtzFMcaYKRPLX4PM584gm8cpFmfLDLJngLUiskpEAsB1wP35B6jqKlVdqaorge8Df2wN1GY2UVXa+0doqT35Dq1WW4dspljsWUDu3XyARDrLhy9ZMSPX83k93LBxBYhww7c28V9P7BvNWW/MJExmhquz0Wavzim90QRej4ymqiimriLAgb6500Bk5hWLPXPIRCkWAZprwjaDzBgzax3oHeHQQJyLVzcgJdZTnM3OX1FHVmHLSWYRMsaY2WSkyBpk83kG2azoIFPVNPAnwMPATuBeVd0hIjeJyE3lLZ0xk9MbTRJPZVlWGz7pczVXhwj7vTzfZg9Z08liz8KRySp3PrWfjavqOb155vLD14T9vG/DMrqGEjy84/CMXdfMC5OZ4WrmoJ7hJHWRAJ5xGoHqIwEO9sdJZ+ZvJcTMWhZ75pCJUiwCNFcHOWwzyEyZichVIvKyiOwSkU+Nc9yFIpIRkWtnsnymfDbt7SXo83Du8tpyF+WELKoK0VofYfM+WyLDGDN/jKTGplhM2Bpk009VH1TVU1X1FFX9nLvtFlW9pcixH1HV7898KY0pLZcKqaXu5DvIvB7hnOU1PNdmM8imm8WeheFXL3XS3hfjdy9dOePXXruoiotXN/DE7h52dw3P+PXNnHU/8GFxXAwMqKotaDcP9ESTNFYGxj2mriJAJquWFs2Ug8WeOSKeypDK6CQ6yELWQWbKSkS8wNeAq4F1wPUisq7EcV/AGbxoFoC+aJJtHQOcu7yWoG/8WDabbVhRR9dwgudsgLMxZp6I56VYDPrm/wyy2bIGmTFzXkdfDJ9HWFQdnJLznd9ax62P7SGeyoybhskYM7E7ntpPc3WInuFkWVIcXnVmM68eGeK+5zv48yvXzvj1zewjIncDVwCNItIO/APgB6eTHngQuAbYBYwAv1eekpqp1htNUl8xfgdZbv+B3hGW19tapGbqWOyZP/pGnPUMwxN1kNWEGUqkiSbSVASt+m/K4iJgl6ruARCRe4B3Ai8WHPenwA+AC2e2eKZcfvBcO+msctGq+nIX5aSsb6nhJy8c4nubD3DBirpyF8cYY07aSDINQCTgI+hz5lfN5zXI7AnZmCnS3h+juSaEzzM1EzPPb60jnVW2Huhn4+qGKTmnMQvRnq5hHnuli79806l4PeXJax/weXj7OUu5/Yl9PL6rmw+XYSabmV1U9foJ9ivwsRkqjplBvdEkZy4dP9VrXcTtILN1yMwUs9gzf/RFUwCTWIPMGbx3eDDOKU2V014uY4poAQ7kvW4HNuYfICItwLuBN2AdZAtCNqv896Y2WusjLKk5+Sw85RT0e1nfUsMDWw/yd29bZ4MRjDFzXi7FYtjvxeMRAj4PcUuxaIwZTzarHOyP0TIF64/lnNfq5OB+3hZ7Nea43bWpbfTrb+/bjlecP+jldOriKs5cWs2vXu4cTclqjFl4uocTNEwwg6wm7MfrEQ70WqwwxhTX784gGy/F4l2b2tjeMQjAfz/VVpZZ9MYAxUaoFS7W9O/AJ1V1wtY3EblRRDaLyOaurq4pKaCZeU/u6WFvd5SNc3z2WM6GlXVEkxnu32rLds4mInKbiHSKyPYS+0VEvuquj/iCiJw/02U0ZjaKJTOIQMjv4a5NbXgEXjgwMG+fJa2DzJgpsK8nSiKdZdkUrD+W01AZZEVDhC2Wx9qYE5ZIZ3h2fx9ntVRTFfKXuzi8df0SAP75gcKMMsaYhSCZzjIUT9NQOX46Zq9HWFITshlkxpiS+mO5GWTjp1iscZ9/BuOpaS+TMSW0A8vzXi8DCnsRNgD3iMg+4Frg6yLyrmInU9VbVXWDqm5oamqajvKaGfDfm/ZTF/FzVktNuYsyJVrrI5zeXMUdT+7HmYxtZonbgavG2X81sNb9uhH4xgyUyZhZL5bMEPZ7EXHGuPi9HlKZ+bsGmXWQGTMFtnUMANBSO3XrhNy1qY3asJ8ndnfP2x56Y6bbc239JNJZLpklaUprI/8/e/cdJ1ddLn7880zf3kuS3fQCgVRCCFVAEVAUFJRmQb1iQb33/sSr3uttdq/tigiKqKASFBG5NAGRTkjvhbRNstkk2/vM7k77/v44ZzaTyfY2u7PP+/XaV3bOnDnnO7uZZ7/1+Xq4bEExz+6q5uW9tckujlJqjMX2DOpvDzKA8rx0jjbqAJlSqmdN3SvI+k7llemznm/vDI96mZTqxQZgnojMEhEPcBPwRPwJxphZxpiZxpiZwKPAZ40xj499UdVYqG3t5PldNXxgRTluZ2p0S4oIt10wkz0nWtl4pCnZxVE2Y8yrQGMfp1wL/NZY1gK5IjJlbEqn1PgVCEVOmYTldjoIR1N38D81/hIplWTbq1pwO4WirL5nhA9WeX46rZ1hWjp0xqdSgxU1hjUH6inPS2N6QUayi9PtormFzC7M4L+f3E0wnLozcJRSp2totzq0+0uxCFCen0alplhUSvWiOTCwFWRelwOXQ/AHdYBMJYcxJgx8DngO2AM8YozZJSKfFpFPJ7d0Khn+uOEo4ajh5pXTk12UEXXt0mlk+1w8sOZwsouiBq6nPRKn9XSipndVk0lHMEJaXB3T5RBdQaaU6tuOqham5KThdPSUXn3oyvOsFWmVOoNcqUHbW91Ggz/IhXMLk12UU7icDv79moUcqvfz8HpdHarUZNLoH9wKsvr2LjqCqbsZslJq6Jr8QdxO6Xf1hYiQ4XXh79IBMpU8xphnjDHzjTFzjDHfso/93Bjz8x7Ovc0Y8+jYl1KNhUjU8PD6Si6aW8iswvEziXEkpHmc3HhuOc/trKa6pTPZxVEDM5A9Eq2Dmt5VTSKBYJg0d8IKsoiuIFNK9SISNew83sK03JHbfyxmSq4Pl0Oo0gEypQbtjYP15KS5OWvq+Mtrf+mCIi6YU8BP/r5f9wRRahJp8HcB9LsHGViryAGqdB8ypVQPmgKhftMrxmR6XbTrAJlSKklWr6vs/vqvJ3ZxvKWT6fnpKbmVxIdWzSBiDKt1IuREMZA9EpWadDpCUdLi6plup64gU0r1oaKunUAwwrS8kR8gczkcTMnxUamdY0oNyomWDirq/Jw/u2DEV3aOBBHhq1efSaM/yC9eOZjs4iilxshgUywCHNU6gFKqB82BYL/pFWMyvE78XboaVSmVfOsPNZLlc3HmlOxkF2VUzCjI4LIFxaxeV6np9CeGJ4CPiGUV0GKMOZHsQimVbB3BMOlxK8hcTocOkCmlere9qgVgVFaQAUzPT+d4c0dKByKlRtqaAw24ncK5M/OTXZReLSrL4dqlU7n/tUOcaNF9hpSaDBr9QZwOISfN3e+5sRVkRxp0gEwpdbqmQQyQ6QoypdR40OgPsq+mjRUz8sflJMaR8pHzZ1Df3sVfd+o4S7KJyMPAm8ACEakSkU8k7H/4DFABHAB+CXw2SUVValwJBCOn1DPdDiEcTd0UiwPLyaCU6tWOYy2ke5wUZfWfLmkoyvLTeeNgA3ur2zh72vhLFafUeFPX1sXWqmZWzMg7ZVPR8SSWTmRecRZPRU/wudVbuH55Gbecl1obVSulTtXgD5KX7sYxgE6hokwvGR4nh+v9Y1AypdRE0xwIkeEdWHM+tgeZManbsaGUGv82HG4E4NyZeUkuyei6ZF4Rswoz+NXrh3jvkqmIpO5g4HhnjLm5n+cNcMcYFUepCaMjGMHn0RVkSqkB2l7VzNlTc3CMUqVnep41g3zL0eZRub5SqeZ3a48QiRoumFOY7KL0Kz/Dw/mzC9h8pEk3clZqEmho7yJ/AOkVwUrFOqsog0O6gkwp1YOmQHDAE4EyvS7CUUOXpvtSSiVJOBJl4+FGzpiSTW76wOpCE5XDIdx+yWy2V7XwxoGGZBdHKaUGLRCMnJJi0e10EIqk7kQrHSBTahjCkSi7jreyqGz0VnblprvJ8LrYUtk0avdQKlW0doZ44I1DnDkle9RWdY60SxcU4XU7eG5XdbKLopQaZY3+IAUZA49NMwsydAWZUuo00aihpSM0iD3IrJVmfk2zqJRKkl3HW/EHI5w3a/ymwB9J718+jZJsL3e/tD/ZRVFKqUHrCCWkWHSKriBTSvVsf207XeEoi0dxgExEmJ6XxlZdQaZUvx544zCtnWHefkZxsosyYOkeF5ctKGZvTRtrDtQnuzhKqVHU6A+SnznwWdOzCjOoagroJu9KqVO0dYaJGqsOMRAZHh0gU0ol17pDDeRneJhbnJnsoowJr8vJJy+ezdqKRjYdaUx2cZRSalA6ghHS4uqZXpczpTMR6ACZUsOwo6oFgEWjvDdYeX46FXV+mgPBUb2PUhNZa2eI+1+r4IqFJUzNTUt2cQZl1ewCctPcfPuve4im8ManSk12Df4gBQNMsQjWAFnUQGWjpllUSp3UZLcJBrqCLNNeQdbeFRm1MimlVG+qWzs53BBg5cz8UduaYjy65bzpFGR4+OHz+5JdFKWUGpDV6yr53ZtHCEai7K9tY/W6SgB8bgeRqEnZVWQ6QKbUMGw/1kyW18XMgoxRvU95vrUPma4iU6p3v3jlIK2dYf7x7fOSXZRBczsdXLGwhJ3HWnly+/FkF0cpNQpCkSgtHaEB70G2el0l+2raAXhwzeFRLJlSaqIZ7ABZhtc6T1eQKaWSYf2hBlwO4ZwZeckuyphK97i447K5rDnYwBuaKUQpNUHEBsE8zpPDRj57P7LOUGpOthpYTgalVI92VLVw9rQcHI7RnQU1LTcNEWuA7NIFEyd1nFJjpaopwC9fO8T7lk3j7Gk5bLdXd04kS8pz2XW8le8/t5erzi7F6xpYp5dSamJoaLc6tAsyB74HWaGdjrG+vWtUyqSUmpiaAyFgECkWYyvIgjpAppQaW/6uMFsqmzl7Wk53LEpVsZUW8ZwOYWqOj/959i0ev+NCZBKtoFNKTUzB2ACZq6cBMl1BppSKEwxH2XOibVT3H4vxuZ3ML85iS6WuIFOqJ997di8CfOnKBckuypA5RPjqu86gqqmD3715JNnFUUqNsKNNVprE8ryBp4BN97hIczu7B9eUUgoGv4LM7XTgdTlo1xVkSqkx9n9bj9MVjnLerPxkFyUp3E4H/3TFfLZVtfDk9hPJLo5SSvUrFO5pBZn1faquINMBMqWGaNfxFoKRKIvLcsfkfstn5LK5skn3J1IqwUt7a3ly23E+dcnsCbf3WKKL5xVx8bxC7n7pAC0doWQXRyk1gh7ZcBSAbUdbepxh3JvCTA/1fl1BppQ6qal7BdnAV5tnel2aYlEpNaaMMfx+7RFKs31Mt7eNmIyuX17GWVOz+c4ze+gIpmbnslIqdcRWkLnjB8jsDEed4dSMYTpAptQQ3fdqBWCldhtMR9dQrZiRT1tnmH21baN+L6UmikZ/kH95dDtnlGZxx+Vzk12cYVu9rpIlZbm0BEJ8fvUWVq+rHJP4opQafY32io/cdPegXleY6dUVZEqpUzQHgjjkZLqbgcjwunQFmVJqTG052szuE62cNzt/UqcWdDqE/3zPWZxo6eTeVw4muzhKKdWnYFhTLCaNiFwlIntF5ICIfKWH528Vke321xoRWZKMcioVc7jeT0GGhyzf4Dq6hurcmVZKgg2Hm8bkfpOFxp6JyxjDVx/bTksgxI9vXJoye3ZNzU1jaXkuaw7W0xzQTnGlUkWTP0i2z3XKTLyBKMj00NIR0hnHSqluTYEgOWluHIPocNYVZEqpsfb7tUfI9LpYOkZZd8ar1esqOVDbzuKyHO556QD/+8I+nQiplBq3QhErc5m7hxSLXZpicfSIiBP4GXA1sBC4WUQWJpx2CHibMWYx8A3gvrEtpVInRaOGww0BZhZmjNk9y/PTKM7ysvFw45jdM9Vp7JnYHt1UxXO7arjzyvmcOSU72cUZUe9YWALA87trklwSNVoGMDh/qYi0iMhW++s/klFONXIa/SHyMjyDfl1Rlg+AA7XtI10kNQlp7EkNzYEQeemDiyfWCrLU7NRQSo0/Tf4gT20/wfuWTcM7iNWuqezdi6bgdjp4bPMxoka3zlBKjU99ryBLzbqkK9kFsK0EDhhjKgBE5A/AtcDu2AnGmDVx568Fysa0hErF2V/bTkcowsyCsRsgExHOnZnPRl1BNpI09kwg8TPsGv1BfvrifmYVZvCJi2YnsVSjIy/dw0XzCnl5b92k3dA6lcUNzl8BVAEbROQJY8zuhFNfM8ZcM+YFVKOiKRBk9hAm1kzJtgbI9lS3sqgsZ6SLpSYRjT2pozkQImeQ6VozvU4CXWGiUYPDMXlTnSmlxsbq9ZUEw1E+fP4M7cOwZfncXLN4Cn/aVMXaigYumFOY7CIppdRpYnuQeeJWkHlcDgTo0BSLo2oacDTucZV9rDefAP7a25MicruIbBSRjXV1dSNURKVOWm+v4ppZMLYbza6Ymcex5g6ONXeM6X1TmMaeCShqDH/aZP3abjinDGeKdvJcOr+YnDQ3T2w7TiSqMwxTTPfgvDEmCMQG51WK6gpHaO0Y2gqy/EwPbqew50TrKJRMTTIae1JEUyA4pBVkhpP7ISql1GgJhqM8uOYwl8wvYn5JVrKLM64sLc9lfkkmz++qocmv8VgpNf6E7BVkbufJvjaHCF63g85waq4gGy8DZD31bvbYGygil2F1Un+5t4sZY+4zxqwwxqwoKioaoSIqddKGQ41k+VzkD6Gja6hWr6ukvt2qQN31wv4xu2+K09gzAb22r44jDQHeu2Qqeeme7vzt8V+pwONycPXZpZxo6eTh9anxnlS3gQ7Ony8i20TkryJyVm8X08H58e94cycGyB9khzZYjZGSbJ8OkKmRoLEnRTQHQuQOcgVZbEDtaGNgNIqkVJ903+fJ5antx6lt6+ITF81KdlHGHRHhuqXTQODxrccwmmpRKTXOdK8gc506bORzOXUPslFWBZTHPS4DjieeJCKLgfuBa40xDWNUNqVOEY0a1hxsYFZhBjKIjbFHQmm2D6/LwcE63YdkhGjsmWCON3fwwp5azp6Ww9Ly1N/sedG0HGYXZvCD5/fqDMPUMpDB+c3ADGPMEuCnwOO9XUwH58e/SrtDeigryACm5PjYc6JNO1HUcGnsSRFDWUFWYMefww3+0SiSUr3SfZ8nF2MM9792iHnFmVwyT1MI9iQ33cNVZ5Wyv7adh1JkcqdSKnWEekixCNY+ZJ2aYnFUbQDmicgsEfEANwFPxJ8gItOBx4APG2P2JaGMSgGwraqZ+vYuzigd+1QBTocwtziT/bXt2kk2MjT2TCChSJRHNh4l3evkuiVTx3yAOhlEhGuWTKWtM8wP/7Y32cVRI6ffwXljTKsxpt3+/hnALSLayzBBxVZsDHXleWlOGi0dIU60dI5ksdTko7EnBXSFIwSCEfIGuYIsP8ODAIfqdQWZGnP9pnc1xqwxxsQ2qtJ9nyewtRWN7D7RyicumjUp2mtDtXJWPvOKM/nGU7vZV9OW7OKkrAGsXr1URFpEZKv99R/JKKdS40kwHMUhnLadidftoFNXkI0eY0wY+BzwHLAHeMQYs0tEPi0in7ZP+w+gALjHDlobk1RcNcn9fU8tTockLZf2/OIsWjpC7K/VVWTDpbFnYnl+VzW1bV1cv7yMdK8r2cUZM6XZPj5y/gweWlfJpiONyS6OGhkDGZwvFbtXQURWYtXZdAXrBHW0KYDTIWT5hha7pmT7AHirWtMsqmHR2JMCGu0V5YNdkepyOshNd3NEV5Cpsaf7Pk8iv3q9gvwMD9ct6+tXrBwi3HBOGVk+F194eEvKdjon0wBXrwK8ZoxZan99fUwLqdQ4FIxEcTsdp01y8LmcKbsH2bjpYbRnKD6TcOzncd//A/APY10upRK9sKeGc2bkke5JzsdnXkkmAK/srdMNb0eAxp6J4fX99bxxsIFVswsm5f/7L75zAc/vquFfHt3O01+4GJ/bmewiqWEwxoRFJDY47wR+HRuct5//OXAD8BkRCQMdwE1Glw5PWEcbA+Slu3EMcSZ1aY41QLbnRBuXn1EykkVTk4jGntRwtLEDgLK8dI41dQzqtQUZXg7X6wCZGnND2ff5ot4uZoy5DzsF44oVKzQ+jSMVde28sKeWL7x9nrZXBiDL5+aaxVN5YM1hbvvN9UHI0gAAIABJREFUet675OSg4i3nTU9iyVJG9+pVABGJrV7dndRSKTXOBcPR09IrAvjcDuraUzPF4rgZIFNqIqhqCvBWdRv/+q4zklaG3HQPxVleXtlXxycvmZ20cig1VloCIe780zaKMr1cdVZpsouTFJleF995/yI+8uv13PX3/fzLVcmLQWpkDGBw/m7g7rEulxodh+sDQ06vCFa+97K8NHaf0BVkang09kx8sT0Np+cPYYAs08OeE60YYzT1mRpLg933+Wrd93li+sqfd+B0CBkeJ6t1b60BmV+SxUVzC3n9QD1zi7JYODU72UVKJT2tXj2vh/POF5FtWHHpTmPMrp4uJiK3A7cDTJ+uA5gqdYUiUdyungbInCm72nVcpFhUaqL4+55aAN5+ZnJnb88vyWL9oUYCwXBSy6HUaDPG8G+P76C+vYsPrijH08Mf6cnikvlFfOCcMn7xagU7j7UkuzhKqQHqDEXYV9PGlJy0YV1n4ZRsdlTpZ1+pya6ywY9DYFru4GNKQaaX1s4wzYHQKJRMqV7pvs+TwPHmDjYdaeKcGXlk+Qa3R+Jk986FJUzN9fHo5qM0tHcluzipZCCrVzcDM4wxS4CfAo/3djFjzH3GmBXGmBVFRUUjWEylxpdgxPSygswaIEvF5BKTt6dRqUFava6SX71+iOIsL+sqkrsP0BmlWQQjUV6wB+yUSlV/3nyMp7af4J+vmM+0vOF1LqeCr717IQUZHu780zaC4dRc2q5Uqtl9opVw1FA+zBi2anYBlY0BqpoCI1QypdREVNkYYEpO2pAmDRXaK1kP6T5kagzpvs+Twy9eOYjB8Lb5OnAwWC6ng1tXzkAQfr/uCF0pusdPEvS7etUY02qMabe/fwZwi0jh2BVRqfGnIxjB5+55gCxqoDOUen1ROkCm1AA1tHdR2RhgWXlusovCzMIMpuWm8aeNR/s/WakJ6nC9n//8v52cNyufT79tTrKLMy7kpLv55nVn81Z1G3e/dCDZxVFKDcC2o82AtV/QcFw412qrrzmgWaeUmswqGwPMKBhaPMnPtAbIdB8yNdaMMc8YY+YbY+YYY75lH/t5LMWrMeYfjDF5xpil9teK5JZYDUZNaycPbzjK8ul55KUPPaX0ZJaX4eGmleXUtnbx2OZjKblCIwkGsnq1VOycwyKyEqufXCvbalJrCgR7jOWxQbO2ztTLRKADZEoN0NajzQiwZBwMkDlEuOGcMl4/UM+x5sHtPaDURBCKRPnHP27F5XTw4xuX4nRM7n0yVq+r7P6qbw+yrDyXu1/c393xrpQav7YdbaYk20t22vDSDc0vyaQw08sbB+tHqGRKqYmosjHA9PwhDpBleHAIHG7QlahKqZHzvy/sxxjDpQuKk12UCW1ecRbvXFjCjmMt3P/aoWQXZ8Ib4OrVG4Cd9h5kdwE3GR2dVJNYOBqltSNEXg/7Z/tcTgBaO1Nvux9Xsgug1ERgjGHr0WZmFWaQO05mRN1wThk/+ft+/rypii+8fV6yi6PUiPrJC9bgzz23LmfqEPbYSHXXLJ5KRb2fTzy4kc9fPhd3XH7oW87TDYOVGk+2VbWwpGz4k2tEhAvnFvDGgQaMMdiTXZVSk4i/K0x9e5DyIQ6QuRwOpuWl6QoypdSIOVDbxiMbj/LhVTPI76FDVQ3OJfOLqGru4Dt/3cOc4gwuP6Mk2UWa0Oy0ic8kHPt53Pd3A3ePdbmUGq9aAiEMkJd++uROXUGm1CS36UgTDf4gy6Ynf/VYTHl+OhfOLeCPG47qXkQqpbz0Vi0/e/kAH1xRxrsWTUl2ccalNI+T65eXUd/exXO7qpNdHKVUL1oCIQ7V+0ds9fmFcwqpb+9iX037iFxPKTWx/PyVgwAcbQywel3lkK4xqzCTvdVtI1kspdQk9r1n95LudvL5y+cmuygpQexsQWdNzeGOh7awvUozhiilxk5TwBr86jnForWCrC0FV5DpAJlSA/Dgm0fwuR2cPS0n2UU5xScvns2x5g5+++bhZBdFqRFxsK6dT/9+E1OyfSycknNKakF1qrnFmZw/u4A1Bxs4WKed5UqNR9uPWZ0aS0dggMxKsdoFwI//tm/Y11NKTTxN/iDAsFZpXDKvkL01bVRo3UEpNUwv7a3lb7tr+PSlcyjI9Ca7OCnD63Lyq9tWUJDp4eMPbKBS0+IqpcZIrK7ZU4pFrzuWYlFXkCk16dS0dvLXHSdYMSMfr51vdTxYva6S482dzCvO5AfP7+0OYkpNVNUtnXzsNxtwOYQPrZqBx6V/ovpz5VmlFGZ6eHRTFZ2hSLKLo5RKsPmINUA2UhNsctM9zCrM4KW9tboHqVKTUKNd3y/IGHpH9HuWTEUEnth2fKSKpZSahDqCEf798Z3MLc7kHy6elezipJziLB8PfGwloYjhtt+s1/4epdSYaAwEcQjk9LB/ts8VS7GoK8iUmnQeWnuEiDGsml2Q7KL06OpFU+gKRfn2M3vQvUTVRFXf3sWt96+l0R/kI+fPHDd7/Y13HpeDD5xTTltniKe2a0eXUuPNi3trWVKW02MDY6iuX16GAb74yFaiUf27r9Rk0uAP4nM7SPMMfdJeSbaP82bl88S249p2UEoN2Y/+tpeqpg6+dd3Z42oicapYva6S9YcauXFFOZWNAd7909e4/7WKZBdLKZXimgJBctM9OHrY7/pkikVdQabUpOLvCvPQukouX1A8bjecLc32ccn8Iv60qYoH1xxOdnGUGrSDde28/541HGvu4FcfXTHkjecnq/L8dN42v5jNlc3sOt6S7OIopWy1rZ1sO9rMFQtHdnP1/AwP1yyawtqKRn7w/N4RvbZSanxrCgRHpE3y3iXTqKjzs+t46wiUSik12by8t5ZfvnaIW86bznnjdCJxqphZmMGt582gtrWLX71+SFeSKaVGVZM/SF56z5M7PS4Hgq4gU2rS+dXrh2jwB7ljnG84e8XCEq5YWMLXn9rNk5ouRU0gz+2q5v33rMHfFebhT67SBtYQXXZGEVNzfTy+5Vj3HkVKqeRZva6Sbz/zFgDBsBnxfRTPmZHHzSvLueflgzyy4eiIXlspNT4ZY6hu6aRomPv8rF5XSaArjFOErz+1e4RKp5SaLE60dPDZhzZTmu1jQUmW7hk9BhaUZvGhVTOoa+vilvvXdafbVUqpkdYYCJHXS0Ynhwhet0MHyJRKlMqVoYb2Ln7xykGuOquU5dPzkl2cPjlEuGBOAeX56Xz+4S189vebNGWKGtea/EG+/Oh2PvW7TZTnp/GXz17IsnH+ORvPXA4r1WJXOMpXH9uhn3+lxoE9J1rJS3dTkj3ym9aLCF+/9mwunlfI1x7fyd7qthG/h1JqfKmo99PaGWZWYeawr5XudbFiZh4bDzdyuN4/AqVTSk0GzYEgH/31esJRw00ry3E7tUtxrMwvyeLDq2ZQUdfOzfet5bjuRauUGmGBYBh/V5i8PrIVpHtcVLd0jmGpxob+NVOqFz94fh8doQh3Xrkg2UUZEK/LyccvnMVZU7N5Zmc1n3t4C60pmBdWTWyhSJTfrT3C5T98mUc3V/GZS+fw2GcuZHqBplUcrpJsH+9cWMLfdtfwgKZbVSqpusIRDta1c+aUbKSH/O0j4U8bq7h4XhEup/DxBzbwuzePjMp9lFLjw5sHGwCYXZQxIte77IxinA7hR3/bNyLXU0qltuZAkNt+s4HD9QE+vGoGxVm+ZBdp0plXksVvbjuX480dXPezN9hRpen1lVIj51iTNfDe2woygFmFGbxxoJ5gODpWxRoTOkCmRkQwHKUrHEl2MUbMMztO8PD6Sj5x0SzmFg9/luZYcTsd3LxyOleeVcqzO6u55q7X2Xa0OdnFUoqH1h7hq4/tYNW3/86/P76TnDQ3d1w6l/K8dB7dVJXSq1HH0gVzC3nHmSV88+k93R1pSqmxt/NYK+Go4aypOaN6n0yvi/cumcqx5g6e2Hac9q7US3ehlLK8ebCBbJ+LghHaFznb5+bCOYU8se04ayu0zqCU6t3+mjau/dkb7D7eyk9vWcacoonTR5JqLphbyKOfuQC308H1P1/D6nWVmj1EKTUijjYFAMjvZQ8ygIVTsmnrCqdc3VEHyNSwHKht596XD/D1p3ax8lt/50fP753wq5YO1rXz5Ue3s6Qshy9deUayizNoDhHeNr+IRz61ikjUcP29a7j35YNEolppUmPPGMNLe2u595WDPLy+EqdD+PCqGXzy4tmU5uisw5HmEOHHNy5hZkE6n3loE29Vtya7SEpNOsYY3jxYT3GWl5ljsDp2cVku588pYMPhRi79/sv8YX2l/s1XKsVEo4a1FQ3MKcoc0VWpl8wvYnZhBp9bvZkTLZquSyl1Kn9XmB8+v5d3//R1/F0RHr59FVeeVZrsYk16C0qzeOJzF3LerHz+9S87+NTvNlHbmnopz5RSY+tQvTVA1leKxTlFmfjcDv62u2asijUmdIBMDdkfN1TywJpDBIIRLp5XxKrZ+dz14gGuv2cNVfao80SzubKJG+5dg8fl4IqFpaesbJlo9la387ELZ7KgNIvvPfsWH/zFm7rHgBozxhj+vqeG6372Bh/7zQbaO8O8f9k0vvD2eaOackxBls/Nr287F6/Lwa2/XMe+Gt2bSKmxtOFwE8dbOrlgTuGYxbr3LJ7KZ942hwyPk688toOLvvci971aMSb3VkqNvn21bTT4gyOWXjHG53by3iVTaesMc+3db/CNp3aP6PWVUhNPoz/I87uq+epj21n5rRf46YsHeNfZpTzzhYs4Z4buGT1eFGR6eeBjK/nq1Wfwyr463v6jV7j35YN0hlIns5NSamxtPNxIbpqbTK+r13M8LgcXzyvihT01KbV6tfd3rFQfVq+r5F//soN5xZncvHI6PreTW86bzpqD9Xzqd5t43z1r+PVHz2VR2eimFhoJ0aihsjHAV/+yg/WHGslJc3PbBTPJH6H0JcmU7nFxy8rpbKtq5tmd1Vz9k9f48lUL+NCqGbh0Q101Cpr8Qf682RpYrqj3U56fxnffv4hgJIrLof/nxsqMggxWf3IVN923lvffs4bvXr+IaxZPTXaxlJoUfvPGIdLcTpaW547pfcvz07n9ktnsONbCnzdX8ds3D/PhVTNI8zjHtBxKqZH39z21AMwuHPm0ZsXZPm5ZOZ0/b67iV68foiMU4dvvWzSi9+gIRjhQ206618msggwcDp0opdRYCkWinGjupK69i0Z/kIb2Lhr8QRrag2yubMLfFcbfFaa5I0QgaA2wpLmdvHvxFD68agZLxrhOo3qXOHk7y2dtXfD0jhN879m3+NXrh/jwqhl88NwypuSkJamUSqmJxhjDukONzCrM6HeS5xULS/jb7ho2VzZxzoz8MSrh6NIBMjVoz+6s5muP7+DSBUW8/YwSnHYDJ/aH+uMXzuLBNw9z431vctdNy3jHwpKklPP3a49wpCHA0cYAJ1o6cDiE2tYu2jpDGAMup+B0OOgIhvEHIzgElk3P48qzSvscLZ9oRISl5XnMKszksc1V/NeTu/n5KxV8+/1nc9mCYl3Jo4attq2T1/bV8+LeWv62u4ZgOMry6bn86INLeM+Sqbidjgm5CnOim1OUyeN3XMjnVm/mc6u38OimKj7ztjmsmJnfHbeVUiPr6e0n+OvOai5dUITHNfaTAkSExWW5uBwOHlp3hCv/91Wm56eTn+GhNMfHTeeWM3sA+4ZUNgR4fnc1dW1dTMnx8ZHzZ2qHtlJJsuFwIz95YT8XzS3sM+XNcMwryeKL71zAc7uqWb2ukuXT87jhnLIRu/77713DnhNW2uezpmbz1Ocv0jaIUqMgFIlysK6dncda2XW8hQO17Rxu8HO8ubPH9MvpHidel4MMr4ssn5tpeWkUZnopy0vnzivn43XpJJuJoDDLy0cvmMnsogx+8cpBfvzCPn78wj6WT8/lXYumcNXZpZTljX7ab6XUxLW/tp1Gf5DLFhT1e25rR4gMr4tPPLCRT71tDp+5dM4YlHB0pc4ogBoTz+48wecf3sLislzuuXU5j285fto5Jdk+PvO2OTy1/QT/8NuNXL+8jK9cfQZFWd4xKeNb1a38ZfMxHl5fSWuntVl9bpqb/EwPRVleyvPTcYjVeRyOGrwuB/NLsmj0B1Ni1VhvYivjdh1v5a87T/DxBzayoCSLm1aWc83iqWP2+1ETVyRqqG/v4lC9n9+vPUJ1SyfHmjs40WLlO8/0ulhWnsvKWflMyUmjMxTlTxurklzqyW1abhp/vP187n+9gl++WsGN960lJ83N2dOyKcnykeF1cbCuHadDur9cIpw7K5/ibB/TctOYlptGcZZXO8eV6sfWo8186dFtLJ+ey+ULipNaloVTs/ngueVsO9rMkQY/u0+00tIR4v7XKnj34qlceVYJRZleqls7WVvRyM5jLTR3BBGEdI+TvTVtGANupxCKGDYcaeKHH1iCz60dZUqNFWMMz+2q4auPbacsL427b1nGMzuqR+1+bqeDdy2aQtQY/v3xneSlu7n8jOFPpnt1Xx17TrRy/uwCHAJvHGzgL1uO8f7lIzcAp9Rk1NYZYl9NO3tOtLLreCu7j7ew63grYXsgzO0UirN8FGR6mFuUSV66hyyfmwyvk0yviwyvC3cfWWV0cGziWTW7gFWzCzhU7+fp7cd5ekc133x6D998eg+FmR7mFmcytyiTWYWZpHmsLFBKKQWwtqIBgFkDyFaQ7nFx2wUz+eVrFTy45jC3XTCTNI+Tirp2puamTcg247gZIBORq4CfAE7gfmPMdxOeF/v5dwEB4DZjzOYxL+gkFY0afvvmYb7x9B6WlOXwm4+tJN3T+3+fLJ+bG84pIz/Dw1+2VPH41mNcs3gK1yyeykVzC0c03Y8xhkP1fl7YU8Nfthxnz4lWXA5hbnEm7yrPZW5RJukDWBGWyoNjMSLC2dNyOGNKFturWlhzoJ7/fnI3X39yNxfNK+Rdi6ZwyfwipuVOnqX4GnssnaEIVU0dHGvuoKalk5rWTmraOqlu6aK2zXpc19ZF/MTDNLeTKbk+3rmwhPklWZTm+HDobOBxx+Ny8NlL5/LR82fywp4a3jhQz/7adtYdaqQjFMHfFSYSNUSihtiv97mEDVc9Tgfl+WnMLMhgRkEGMwvTrX8L0pmWm6YpW4dAY8/4F40atlU189LeOlwOYX5JFsun51Kc7QOguqWT1/bXsb+2nU1Hmth0pIniLC/3fuic7nRoybSkLJclZSdTIrV1hqhp7eKxLVU8ue3kBCevy8H0/HQKMrwYY+gIRbh8QTHnzMgjJ83N6wfqeXr7CfYcb+XJz19ERgqtsp+MNPb0LRI1bD3axLySLLJ97lG7zwNvHGL1+krS3E7ml2Tx9jOLOdHSyc5jrbR0BGntCFPT1smRhgBFWV6uWzZtVAfHYhwi3HXTMm66by2feHAjc4oyaO0MMy03jf9671ksmpbD8eYONh5ppK6ti1mFmcwtzqQ8r+e6QCgS5etP7SY/w8PVZ5ficAhVTR381xO72FzZRIbHxflzrA7didiZogZOY8/gGWNo9AepbrXaYidaOqlsCLC3po2tlc00d4S6z/W5HUzNTWPV7AKm5qYxNcdHYZZ3WG0zzQAycc0qzOBzl8/jc5fP41C9nx88t5cDte1sPtLM2opGBCjLS+NESwcXzi1k+fS8pGQ+GAsae5Tqnb8rzGv765lVmMHaigam5aaRlz6w+u+03DRuWTmdB9Yc5n+ee4uL5xXyiQc3sqQslwc/vpKctNGrR48GGQ8bqomIE9gHXAFUARuAm40xu+POeRfweaygdR7wE2PMef1de8WKFWbjxo2jUu7JIByJ8tr+eu55+QAbDjdx6YIifnbL8u7OkYFUmuraulhb0cDO4y20dYbxuhxcMKeASxcUc+HcAuYUZQ5qZmIoEqWizs9b1a1sONzIK/vqONrYAcCSshzet2wa71kyled21fRzJQVQ09rJtqpmth1tpilgVbKzfS7OnZnPtLw0SnN8TMnxUZjpJS/dQ16Gh5w0Nz6XY1Q7xUVkkzFmxajdgMkVe2IDYFVNAf6y5RhN/hBNgSDNgSBNgRDtXeHTXpPucZLtc5OdZqXcyPZZ/+ZneCjN9pHlc2l6nAmktxmC8XE8aqyBslAkSmtnmBb7/0dzINi9T0GDv4tQ5GTdwSHW3kczCjIoz0ujKMtLYab1VZTloSDDS2GWlwyPc0L8f9HYMzlFoob2zjBdkQj1bUG2Hm3m/tcrqKjz4xBOmRxQmOmhIxjBb+/RERs8e+/SqdxwThmFmd5x3akUiRqONQUIRgyZXhdFWd5+065uPdrEo5uqWDY9j69fexYLp2QP6vPc0hHieHMHDhHK89P6nGQVE2ujTIS4MRI09iTflsom/vOJXWyvasHndvCexVP54jsXUJrjG7F7dIYi/Ohv+7jv1QrK86wZtkebAnSGooBVB8/wuvC5naS5nZxRmsWy6Xljnho5HI2y/lAje6vbyPa52V/bRltnGEmIhzEel4OlZbmcNzufhVOyKc9PJxI1/PeTu9hc2cyHV83gzCnZANS3d/HEtuM0+oO0d4YJRqJkeV28e/EULpxbyJlTsinJ9pLpTW49MxI1OGRsY1BXOILL4RjT37fGnuToCkeobe2i2h74qmnppLrV+op9X9vaRTASPeV1HqeDOcWZeF0OSrK8FGf7KM32kZvunjR/L9XQhaNRjjZ2cKC2nYN17Rxr7iASNd175y6bnsvS8lwWleVQkuUb1QwiGnuUSp4TLR3c9fcDPLa5iq5wFIdYk6QWTcvhAyvKB3WtJ7YdZ21FA2luJ6U5PqqaAswvyeKeW5czoyBjlN7B0PUWe8bLFNCVwAFjTAWAiPwBuBbYHXfOtcBvjdVaXisiuSIyxRhzYrg3b+kI8fr+esLRKJGoIRwx+IPh7k7B2L/NgRBVTQEcIvjcTnxuKzVffoaHggxr4MDrcuKy01QZIBiOEgxHCEai9vdRuuzvQ5EoXpeTDI+TNI+LDK/VEHI5rT9CsbFLY6AjFKGlI0Rrh9WpXd8epL69iyMNAaLG4BQhzeNkdlEGeeke8jM83f9mp7lOmTkUqzhJ92OrAdAVssoW6ApT29bFgdp2tlU10xwIUZDh4fs3LCYYjvJ/W09Pq9iXoiwv71kylasXlXK4PsBb1a1sq2rhpb11AGT5XCwoyaIoy0uG19W9kiESNfbvBCLRKP5ghEZ/kCMN/u7OWY/TwZyiDN67ZGr37wLQwbFBKMn28c6FpVxxZkn37/1Ys7WSaOORJlriZqYlcoiVjsXldJCf4aYgw0tRljeug9yDz2X9n3Y5HZRm+1g5a1xt4JjU2NMcCPLGgQYixhCx/69Ho8Z+bIgaKx7FBi2C4Sid4QidoSidIevfrnD8v3HPhSN0dX9vxZx4ThFy0t3kp3s4o9RHXoaHvHQ3uWnWAGimr++UG2riGUiHvUMEh1NwOx2ke1yUZp/eKWiMoa0rTGO7PWjm76KhPcjB2nY2Hm7s3tg7kcfl6B5kjf2b7rHig0MEl0NwOASnWH9DRQSnwy5T9xe4nA7cTusct9PR/TfXikXWdVwOh73PpCAIJdleVszU2BPT0N7F2opGwtEoHcEIDX6rTtHkD5LhdVnxO8tLltdFrPogIgicfIzYHaWGqLH+X1ixyjpm7OORqPV9a2eYRn+QzpD1/yM33U1euofcdM8pM1bj6yYnj1kPosbQFY5S1RSgos5PRX07Tf4QmV4XZXlpLCi1VrJm+9wk9hEZA+32BvTtXWHaOsPdj6tbO9l5rOWUgV+Aqbk+blhexhlTsnA5HNS0dnK4wU9dWxcOh5Cf7mFeSSYl2SdXzz4/AeofTocwfZCNlaXlebgcDh7dVMW773qd/AwPuelusuwUTbHO3MT/J+GIYXtVc3fK65gFJVmsnJXPjAJrfzSnQ+gMRWgOhDhY186+mnYO1LbjD4bJsvdFyfK5Tpm0YYyx/ubF/t6FIzT5rTpycbaX+cVZzC/NYlqu9fuJTyUb+33FzxOMraE99Zj9bw8TCoPhqPXZaeuiwR/E53ZYEwIyPeSku3E5HEzLS2P59LxB/axHWVJjT11bF+sPNRIIhmnpCFHT2klHKIIgFGR6KMz04nU5uuO5Q6T799ERilDT2kltayf1/iDZPjdFWV6Ks7xk+awmbU9tnFj8iP2f7G5f2b/dcMTQ4A+yet0RDtb5yfK6eO+SqWT6XPx5UxVP7zjBDeeUsaA0q3uP4vj/54GuCHXtXd17/TS0B3E5hbK8dNLcTvvvmvW5q2rq4FC9n65wlPNm5fOeJVNxiHR3WMbi4njgcji4YE4hF8wpBKyBvTcrGghHomSnuZmen05Ompv69iB1bV3UtHZyqN7P3S8eIP7Tku1z8ZObluLvOlk3KMz08vELZwHWxMdD9X62VzXz2OZj/GHD0dPKkul1UZzlZUFpFrOLrNjl74rQHAiSm27tr+hxOugMR6hu6SQUMfjcDgozvRRkeOLqB47uOnU4atW9gxFDVaO1ImdfdRv17UGKsryEIlHq2rswxpowNrsog/nFWcwryaIw04PX7SQciRIIWm305kCQts6wVZ5sLz63E4/LgcflOOX/MZweazpCEY42Bth0pIkNhxuJGijO8lKSbU1SjP1bnG2tBgpFDOFIlJaOENWtnQTDUZwOoTjLS0Gml3SPkxkFGSwtz038USZTUmNPbWsn6w83drevYnWVWLsrGo21vazjsZ9xKGr9G7Ynj4UjVv9E7PnepponDimEooaWQIjmjiBN/hAtHT1PTnQ7xf4756Yw08vswgyy09xk+9zkpFnHM+P+5io1WC6Hg1mFGcwqzOAKSrhmyRTWHmzgjQP1bK5s5r5XK7pTdMYyDMT2ss1Nt/4fpnlcVnvLbnc5HSfbYzMK0llcprEn5mhjgDcrGnCK4LDbtYn10MS/CT3Flb7aR6dzyrcIAAAgAElEQVQeG9+GujwnWet6hjPnYKR+Fwa6/3ZZf7cgYre1I/b3ga4wgWCEwiwvOWluQuEoTYEgde1dZNmTriobAzT4gwTDUXZUtVDX1gXA8hm5LJqWy+bKJrYebWZeSdagy3jVWaXsr2kjGInywRXlVLd08ocNlbzzx6/ywRXl5Ka7ae0IUd8eJM3j7K5P+9zO7tVqUQP5GVZ86QpFTvmdi4DX7cQYa9zC5RSiBvbVtNEZirCgNItzZ+YzfwhljzdeBsimAfG14Sqskfv+zpkGnBa0ROR24Hb7YbuI7B25op7qxdG68BCtHaXrHgE++B+jdHFg5zBeux94dqQKosaTGWNwjwkbe5RSo0ZjjwKsus+byS7EOHVkBF7//EgUpBe7gJdG8fqjRGPPOJHYLvnGEK6xvp/njwCPDOG6E9F1/z38a4zlZ3p/D8f2AE+P0f0BKsbwXmjsUUr1Yt/oXl5jj1JJVgE8Gvf4+8O83mcT6nzfHOb1RkmPsWe8DJD1NLiaOEY8kHOsg8bcB9w33EIppVKexh6lVDJo7FFKJYPGHqVUMmjsUUolg8YepdSAjJf8WVVAfJLLMiAxj99AzlFKqcHQ2KOUSgaNPUqpZNDYo5RKBo09Sqlk0NijlBqQ8TJAtgGYJyKzRMQD3AQ8kXDOE8BHxLIKaBmJnLBKqUlNY49SKhk09iilkkFjj1IqGTT2KKWSQWOPUmpAxkWKRWNMWEQ+BzwHOIFfG2N2icin7ed/DjwDvAs4AASAjyWrvEqp1KCxRymVDBp7lFLJoLFHKZUMGnuUUsmgsUcpNVBiTI+pVZVSSimllFJKKaWUUkoppZRKSeMlxaJKAhF5n4gYETnDfjxTRDpEZKuI7BaR34qIO+78i0RkvYi8ZX/dnnC92+OeWy8iF8U997KIbIx7vEJEXu6lXFfaZdgqIu0istf+/rcicqmItIjIFvs+P+jh9f8nIm8mHPsvEQmISHHcsfa47/9NRHaJyHb7Xuf18XNzi8h3RWS/iOy03+vV9nOHReTPcefeICIPiMjH4t5TUER22N9/t7f7KDUZ9BGHtojIHvvz9dG48/+fiPwq7vGtIvJ0L9f+t7jPXSTu+y/YMeFYXLy7OeG1LhGpF5HvJBzvNZaJSLqIPGR/vneKyOsikjmY9x/3MzAi8o24Y4UiEhKRu+3HPcY0ESmIe5/Vce9xq1hpJZRSvZjM8UhESkXkDyJy0C7DMyIyPy4efT7u3LtF5DYR+VlcmWP1x60icsOAf+hKTQK9fL5uF5GnEs57IPb5sT/fe0Vkm4hsEJGlcecdtj/b20XkFRGZEfdcfHzZKiJfibveafFC+mh39fJeYm2xrfb9X4ivi9jn9NYWu7OXa/ZVFzot9sQ9vlOs9uBO++f0kYSfXex9PdrjL0apCSbu871TRJ4Ukdy4584SkRdFZJ9Y/RT/LiJiP3eb2G2IhOsdFpHChGPd50r/fSglIrJaRCpEZJOIvCki7xvA+/iJXe9x2I9nikhV7HHceVtFZKX9/YfsmLPL/rzfH//+e7hHfBzYI6f3XS2zY8yVCcfb6YV934cTjj1gvxev/bhQRA7HPT/fjvkH7HI8Yv/c4mNp7Osd/f3slEoF9mfvd3GPXSJSJ6fXi06rT9jHP2LHwV1i1avutI8/ICKH7M/qPrH6kKf1U5ZYnWqr/e+1Cc/3VkfZ2cv1Bt1usx+vFJFX7bj1lh3j0u2YXJcQKxb29Z7U0OgA2eR2M/A6Vh7emIPGmKXAIqzNKT8IVsMOWA182hhzBnAR8CkRebf9/DXAp4CL7Oc/Day2XxdTLPZAUl+MMc8ZY5ba5dgI3Go//oh9ymvGmGXAMuAaEbkw9lq7krQcyBWRWQmXrge+mHg/ETkfuAZYboxZDLwDONpHEb8BTAHONsacDbwHyIp7foWInJXwnn4T956OA5fZj7/Sz49DqVTXWxxaZow50z7+zyISS3VwF3COiFxof96/CXyeHhhjvhX3ueuIfW+Mucs+5cf2c9cCv5C4CQHAO4G9wAdjjcs4vcWyfwRqjDGL7NjwCSA0hPcPUIEVl2I+AOxKOOe0mGaMaYh7zz+PvUf7K9hPWZSa7CZlPLKv+RfgZWPMHGPMQuBfgRL7lFrgHyVhkN0Yc4dd5nfZP6fYe9LOaKVsA/h89eVWY8wS4B7g+wnPXWa3W14GvhZ3PD6+LDXGxE/GOy1eDKDd1ZPX7HMWY+3vckfc++2rLdab3upCPcYe+z6fBq4AVtox7hIgPj7eGvcz0EF7lSpin++zgUbsz56IpGHto/RdY8x8YAlwAfDZEbhnb30oAjwOvGqMmW2MOQfrM1zW18XsQbD3YfW3XAJgjDlsP7447rwzgCxjzHoRuQr4Z+BqY8xZWDFmDf3H0Vvt2HYh8L2EWBKLOzf3+MrTy30mVv/pJSKSkfB0BPh4D6/xAU8D9xpj5tp1yXuBIvuU1xLi9QsDKYtSKcAPnG3HLrD+nh+LP6G3+oRdj/kn4J1x8aAl7qVfsutOC4AtwEs91SMSXGbHihuw2nfxequj9GbQ7TYRKQH+BHzZGLMAOBN4lpP9zH9MiBW7B1gWNQg6QDZJiTWL+EKsDpPTPujGmAiwHoiNtt8BPGCM2Ww/Xw/8CxAb4PkyViCqt5/fDDxIXIMJq2EX34AbFmNMB7A1rowA1wNPAn/g9Pf1a+BGEclPOD4FqDfGdNnXrTfGHO/pniKSDnwS+Hzc+TXGmEfiTvsBVsNXKdWH/uIQgDGmAvh/wBfsx2Gsxt7PgP/ByiNeMZxyGGP2Y+Ubz4s7fDPwE6ASWJXwkt5i2RTiKnbGmL2xONGTft5/B7BHRFbYj28EHkk4p7eYppQapEkejy4DQvY+DLHztxpjXrMf1gF/Bz7a04uVUn3q8fMFvNb7S07zJqe2dwb6XKIRbYvZHT9ZQFPc4b7aYj1do6/Y21fs+Vfgs8aYVgBjTIsx5sHBvgelJrD4z/4twBvGmOcBjDEB4HOc7KsZjt7aG5cDwYTYdsQY89N+rncZsBNroCh+cOphTo0BN9nHAP4NuNMYc8y+T8QY82tjzN4BvodMrA75CHTHrhuA24B32gNZ/bkF+B3wPPDehOf+F2sClauH17xpjHkydsAY85IxpseVJ0pNMn8F3m1/fzMnP+8xvdUnvooVD44DGGM6jTG/TLy4sfwYqAb6XahhyyauTjOQ9mEPhtJuuwN40BjzZlzZHzXG1AzwnmoE6ADZ5HUd8KwxZh/QKCLL45+0KwnnYY1aA5wFbEq4xkb7+ECeB6sS1yUilw2/+CAiecA84NW4w7HA+jCnzwZqx6rg/WPC8eeBcnsJ7j0i8rY+bjsXqIw1xnrxCLBcROYO4G0oNZn1GYfibAa6l7QbY9YAe7BWe/7PcAth33e/MabWfpwGvB14ip5jSW+x7NfAl8VKL/JNEZnXz637e/9/AG4SkTKsBl3iwH1vMU0pNXiTOR6dzel1uETfBb4oIs4BvhWllGUgn6/+XIW1UmMgz6UlpOG5Me65kWqLXSwiW7E6f96BFW9i+mqL9aS/2Hta7BGRLKyVJQf7uO5DcT+DxNV3Sk1o9ufh7VirxqCHvhj785EpItnDvF1v7Y2zsOpEgxWLEX/BygYUWzH/CHBd3CDTjVhtoeHc6yER2Y61muMb9iRwsDq8D9k/o5exVsL350bgj/Qc2yqxVph8OOF4f/H/4oR4PWcA5VAqVcT6OnzAYmBdwvO91ScGW686pe3Wi5fESpn4CqcOYA20fQgMq93W33u6MSFWpPVxrhoiHSCbvG7mZIXjD5z84M6xGzwNWANB2+3jApgertPTsZieXvNNhj9z8WK7olMNPGWMqYbuZalzgdftABYWkbMTXnsX8NH4iqIxph04B7gda6biHyUuv/0QRLBmBnx1GNdQajLoLQ4lOmVpuj2TZwXg5mSKiqH4ZxHZi1UZ+6+449cAL9mzL/8MvK+HTuHTYpk9I3w21uc/H9hgp+PoTX/v/1msdAM3YzXIenJaTFNKDclkj0d9MsYcwsoscMtQr6GUOkVvbaj44w+JSBVWpo7EVRkviUgt1gDV6rjjiSkWE+sPI9EWi6UFKwd+gz05YIBtsUR9xt5eYk9v7dJ48SkWvzSQN6XUBJAW11eTD/zNPt7XZ6K/z8pA9NveEGtf0m0isqGPczxYg1GP2xOO12GlI8Pu09kFvF2sPRdDPa20EpFFdgfxwYQJAD251VipYKcDd8rJ/RoHWueL3fNcoM4YcwRrVetye7J2vG8DX2JwfayJKRb7GvRXKqXYfc0zsT5/z8Q/N8T6RG8S0xz25DJjpa5dBNwtJ/dtHlSsYIjttgFITLHYMcjXqwHQAbJJSEQKsJbE3y/WBqJfwpoRI5zcg2wusEpEYsvHd2F1AMU7B4jlPt1tP463PO55AIwxLwI+Tl9qOhiv2RWdRcBn5OSm1TdipSQ6ZL+vmSQsgzXGNGM1Ij+bcDxijHnZGPOfWOkIru/l3geA6fbMxb78Diun9vSBvimlJpN+4lCiZVgrNGL+G/g98C3gx8Moxo/tHM83Ar+NS69xM/AOu1ybgAKsdCDdeotlxph2Y8xjxpjP2mXscUZib+8/Pk+1sfYM24SV9//PPV2nt5imlBq4yR6PsOp4iXW4nnwbq6Ne2w9KDVxvn68GTk2lClaHd33c41uBWVh/53+WcO5lwAz7+l8faGFGqC0W7wnsfYQYQFss3kDqQrZTYo/dse4Xkdkj9B6Umig67L6aGYCHk9tZnNZXY38+2o0xbcO9aS/tjV1Y/T2xc+7AWjnR12Shq4AcYIf9mb+IntMsxqdXPOVexpgd9s/gr8CAVlEYY+qwVpGcZ3dWXw/8h12GnwJX99O/czNwhn3+Qaw0bKf0FxljDmBt//HBhHIPpH6l1GT1BNYWNYnpFfuqTwz2c5XYduuVPUhdAywcRB0l3lDbbRorxgFt4E5ONwC/NcbMMMbMtGf/HSJuQ1VjzAmsnNWxVVA/A26LDUbZweJ7nEwn9D9YG58W2M8vxcrpfE8P9/8W1v5lw2LPJPgOVoMJrGB0lf2eZmIFmJ4aZT8CPgW47LIuSEg9tBQ40ss9A8CvgLvsGVCIyBQR+VDCeSGsjrJ/Gtq7Uyrl9RuHAERkJlal6af240VYuaq/B9wHzBCRK4ZTEGPMY1gpYWMzIy8CpsfFkjvoebbQKbFMRC6MzSa048NCeokl9P7+L0o474dYm7U29PEWTolpSqlBm+zx6EXAKyKfjHv9uZKQctoY8xbWxKdrhvj2lJqMevx8YXWaTI2t7LRXNizB6mDtZrcpvoY1cfHMhOc6sNoaH5HB7Uc6Im0x20VYHcYw8LZYzIDqQr3Enu8AP4utaBGRbBG5fSTekFLjnTGmBWs/1DvtFIUPAReJyDugO83XXYxA6uc4ie2NFwGfiHwm7pz0fq5xM/APcTFiFtYeYLHX/RlrMk98ekWwPu8/ECvtfMyAU4zZ11+GFaveAWwzxpTb5Zhh3/e6Xl7rAD4ALI4r97X0Xhe7M+7xauACEYnts4SIXGXXH5VSVvrWrxtjdiQc76s+8R3gf0SkFEBEvCLyhcQLi+ULWPsyP5v4fE9EpBgrLh1h4P01sdcOud0G3I3V9jsv7nofir1HNTZ0gGxyuhkr53O8P2NtdhzvcSBdRC62B8w+BPxSRN4C1mBtRv8kgDHmCazgtsZ+/pfAh+zXncIY8wxWKsOR8HPgEhGZhbVaa23cfQ4BrfFBxj5ej/X+vfahTOBBEdktVurGhZya3ijR1+zy7xYrT+3j9Px+foV2WCvVm77i0BwR2SIie7Dy0f/UGPMbe7bOvcA/G2sz1ijWTMafxAash+HrwP/Dqgi9aIzpinvu/4D3iog3/gU9xLI5wCsisgPYgtXJ3ePKL3p//6ekLzPG7DL9bDrfQ0xTSg3OpI5HxhgDvA+4QqyURbuw6kGJ+x6C1aAr6+G4UqoH/Xy+PgT8RqyUaY9idRy39HCNDqwJM3f28NwJrJnXsZUkiXuQfbeH1wy3LRbbN2cb1p47X7QnEPTXFvuaiFTFvhhgXciWGHvuBV7CSh8b2zckEPd8/B5kLwz1jSo1XhljtgDbgJvsGHEt1mdsL7AD2IDV6RpzW/znL26waXvcsR/1cb9T2ht2bLsOeJuIHBKR9cCDnJy8fAp7kOpK4Om4a/qx9u56j/24GSuG1NjxI3beM1gDfn+1+2zWYG1r8Vw/P6aH7Pi6CXjAGLOJ/uNOekKc+ifgmDHmWNz5r2KtMJmS8DPaRdxeafbv5Rrg8yKyX0R2Y00ir7VPSdyD7IZ+3o9SKcUYU2WM+Un8sf7qE3Y8+Bnwgl2n2sSp/a7ft+sn+4BzsdInBvspykt2rHgJ+Ioxpob+Y8WChFjxKYbYbrPv9//Zu+/4uMoz7/+fe5p6b5Yl2XLvBTCmd0INIWWXQLKQzpKELMkmm83u5rebzT77bEtPeEJIQkgDQhJCyGI6hGoby93GttwlWbIkq5eRpt2/P2ZkZCFZsq2ZM5K+79dLL2vmnDPnMozPnLmv+7ruW4lOBNgT+955CdAZ22XoGmQXjvL3kdNgop9rIiIiIiIiIiIiIiIiIlODKshERERERERERERERERkSlH7N3GUMeZaomt3DHbQWvs+J+IZzBjzB6L9Zwf7e2vtaKX8IpJgxph/ItoffrDfWmv/3Yl4BpjouowvDLPpqlHWFRORCUrXIxGZ6JL5O5qIJLdEXj80ZiMiY2GMWc87l6S4fZj1z2SKUotFERERERERERERERERmVLUYlFERERERERERERERESmlEnfYrGwsNBWVlY6HYaInKKNGzces9YWOR3H6dK1R2Ri0rVHRJyga4+IOEHXHhFxgq49IuKEka49kz5BVllZSVVVldNhiMgpMsYcdjqGM6Frj8jEpGuPiDhB1x4RcYKuPSLiBF17RMQJI1171GJRREREREREREREREREphQlyERERERERETkjIUjllA44nQYIiKnTNcvEZGpSQkyERERERERETljf/e7rXz615ucDkNE5JT951O7uO3H65wOQ0REEmzSr0Em4rSH1tecdPuHzpuRoEhEZCoYfM3R9UWmguE+Z/XeFxFxxt7Gbg639GCtxRjjdDgiImP25sFWGjr6nA5DJrmh3130vUXEeaogExEREREREZEz1tYboLMvxNFODTKLyMQRiVj2NnXjD4adDkVERBJMCTIREREREREROWPtvUEA9hztcjgSEZGxq+/w0xsI4w8oQSYiMtUoQSYiIiIiIiIiZyQQitDdHwKUIBORiWVvUzcAoYglGI44HI2IiCSS1iATERGZZI5199Mf1Bc7ERERSZz23sDx3/c0KkEmIhPHvsbu47/3BsLkpKmeQERkqkiaBJkx5gHg3UCTtXbpMNsN8F3gBqAX+Ki1dlNioxQREUleh1t6uP+V/Rxq6QXglb3NvHt5KVmpXkALAIuIiEj8tMXaKxqjCjIRmViqByX1+4JhctK8DkYjIiKJlExTIh4ErjvJ9uuBebGfO4EfJiAmERGRCaGhw8+Hf7Kexs5+rl0yjasWFbOroZNfrjtMxFqnwxMREZFJri1WQbZoWjZ7m7oJR3T/ISITw0CLRUDrkImITDFJkyCz1r4CtJ5kl5uBX9iodUCuMaY0MdGJiIgkr57+EHf89E3ae4N8/KJZXDa/iKsWlvC+s8qoa/Oz4dDJPl5FREREztxAi8XzZxcQCEU41NLjcEQiIqOz1rKvqZuS7BQg2mJRRESmjqRJkI1BGVA76HFd7Ll3MMbcaYypMsZUNTc3JyQ4ERERp3z9T2+xr7mbH91+DmV5acefX1mRy+zCDJ7ZeZTu/pCDEYqIiMhkN9Bi8bzZ+QBUq82iiEwARzv76O4Psbw8FwB/UAkyEZGpZCIlyMwwzw3bs8Fae7+1dpW1dlVRUVGcwxIREXHOmu0N/Kaqls9cPoeL5haesM0Yw3tWTKc/GOGN/cccilBERESmgtaeaAXZ6spogmx/c/fJdhcRSQp7G6PXquVlOUB0DTIREZk6JlKCrA6oGPS4HKh3KBYRERHH1bf7+crvt7GiIpfPXz1/2H2Ks1NZOC2LDQdb6Q/py56IiIjER3tvgFSvi7wMHykeF119ql4XkeTX1NUPwOyiTEAtFpOVMeY6Y8weY8w+Y8xXhtlujDHfi23fZow5e9C2B4wxTcaYHUOO+Zox5ogxZkvs54ZE/F1EJLlMpATZE8AdsQve+UCHtbbB6aBEZGIYw83U3w26KdphjAkbY/Jj2w4ZY7bHtlUlPnqRdwpHLF/4zRb6QhGuXljMb6vqeGh9zbD7nj+ngJ5AmDXb9bEpIiIi8dHWGyQv3QdAVqqXLrV3FpEJYKBiLC/DC6jFYjIyxriBe4HrgcXAbcaYxUN2ux6YF/u5E/jhoG0PAteN8PLfttaujP2sGdfAh+gPhfnfbfX06PNRJKkkTYLMGPMwsBZYYIypM8Z8whhzlzHmrtgua4ADwD7gx8BnHApVRCaYsdxMWWv/Z+CmCPgH4GVrbeugXa6IbV+VsMBFTuJnrx9k/cFWblo+nYLMlJPuO6cok8LMFH7+xuEERSciIiJTTXtvgNzjCTKPKshEZEIYSJAVZES/U/kDunYlodXAPmvtAWttAHgEuHnIPjcDv7BR64BcY0wpgLX2FaAVh+1q6OKN/S3sPtrpdCgiMkjSJMistbdZa0uttV5rbbm19qfW2vustffFtltr7WettXOstcustariEJGxGsvN1GC3AQ8nJDKR09DY2ce3n6vm8gVFnD0jd9T9XcZw3qx8ttS262ZcRERE4qK1J0BeupeH1tcQCEWoPto1YnW7iEiy8MdaKuale094LEmlDKgd9Lgu9typ7jOcu2MtGR8wxuSNtJMx5k5jTJUxpqq5uXmscZ9g4L3V0h04reNFJD6SJkEmIhJHY75RMsakEy29//2gpy3wrDFmozHmzpFOMh43TCKjeWh9DZ/6RRX9oQjnzMjDGDOm41ZU5OJ2Gf64Rct3ioiIyPhrH9RiMcXjok9rn4rIBNAXCuNxGbJSB1osRhyOSIYx3Jdeexr7DPVDYA6wEmgAvjnSjtba+621q6y1q4qKikZ52eH5g9HqxJYeJchEkokSZCIyFZzKjdJNwOtD2iteZK09m2iLxs8aYy4d7sDxuGESGU1dWy/b6jq4ZF7RqK0VB8tM8XDx3EKe2FJPJDLa9wQRERGRU9PWGzi+hk+K102/BplFZALwByKked2kel2xx2qxmITqgIpBj8uBoTM/x7LPCay1jdbasLU2QnQ5n9XjEOuI/IHo52JLT388TyMip0gJMhGZCk7lRulWhrRXtNbWx/5sAv5AnG+aRE7mlb3HSPW6uGRe4Skfe/PK6Rxp97Oppi0OkYmIiMhUFYlYOvxvV5Clelz0q4JMToMxxm2M2WyM+V+nY5GpwR8Mk+J1Y4whzevGH9S1KwltAOYZY2YZY3xEx22eGLLPE8AdJup8oMNa23CyFx1YoyzmfcCO8Qx6qN5Y8rWlO4C1mrQqkiyUIBORqWAsN1MYY3KAy4A/DnouwxiTNfA7cA1xvmkSGcmhYz3sPNLBebMKSPW6T/n4a5ZMI9Xr4vEtR+IQnYiIiExVnX1BIhZyB1osel30qYJMTs89wC6ng5Cpoz8YJs0XHR5N9ylBloystSHgbuAZoteHR621O40xdxlj7orttgY4AOwjWg32mYHjjTEPA2uBBcaYOmPMJ2Kb/tsYs90Ysw24AvhCPP8efbH3Vn8oQo/WuhNJGh6nAxARiTdrbcgYM3Az5QYeGLiZim2/L7br+4BnrbU9gw4vAf4QW+fJAzxkrX06cdGLvO0nrx3A5TJcMKfgtI7PTPFw1cISnt7RyNffsxSXa2zrl4mIiIicTGtsPZW8dC99wQgpHjf9obBmyMspMcaUAzcC/w78rcPhyBThD4ZJ9UQnH6Z63fQqcZGUrLVriCbBBj9336DfLfDZEY69bYTnbx/PGEcz+L3V2t1PZoqG5UWSgf4lipzEQ+trTrr9Q+fNSFAkcqZGu5mKPX4QeHDIcweAFXEOT2REA9ehYDjCo1V1rCjPJTu2gPTpuGZJCU9ub2BzbTvnzMwbrzBFJpzhPuP1uS4icnraeoMA5KX7aOjoI9XjImIhpHVP5dR8B/gykDXSDsaYO4E7AWbM0Oe2nLm+YJg0XzRBluZzH6/yERlvg6sTW3oCzCjIcDAaERmgFosiIiITwJ6jXQRCEVZW5J7R61y+oBiPy/DsW0fHKTIRERGZ6tp7YxVkGQMtFqODzRpolrEyxrwbaLLWbjzZftba+621q6y1q4qKihIUnUxm/mD4ePv6dJ8bvyrIJE78gTAuA4ZogkxEkoMqyGRKG61CTEQkWWyrayczxcPsotOfZTZwzassyOD3G4/wD9cvGq/w5BQZYx4ABgaClg6z3QDfBW4AeoGPWms3JTZKERGRsXm7gixa5Z7qjc7F7Q9pHTIZs4uA9xhjbgBSgWxjzK+stX/lcFwyyfmDEXLSBq5darEo8dMbCJPicZPqddHS3e90OCISowoyERGRJNcfDLP7aBdLy7JxmTNfN2xRaRbHuvvZ39w9DtHJaXoQuO4k268H5sV+7gR+mICYJrSmrj4ONHfry6bIGTLGVBhjXjLG7DLG7DTG3ON0TJL8BirIctNiFWQeVZDJqbHW/oO1ttxaWwncCryo5JgkQn8wTFosqZ/mVYtFiR9/MIzP46IgI0UVZCJJRAkyERGRJLfraCehiGV52Zm1VxywqDQbgOffahyX15NTZ619BWg9yS43A7+wUeuAXGNMaWKim3h2NXTynef38pPXDvKt56p5Y98xp0MSmchCwBettYuA84HPGmMWOxyTJLnu/hAAGSnRxFiKKshEZILwB8OkDWqxqAoyiRd/IIzX7SI/w0dLt0Ymvz8AACAASURBVBJkIslCCTIREZEkt6uhi6xUDzMK0sfl9XLTfRRnpfCakgjJrAyoHfS4LvbcOxhj7jTGVBljqpqbmxMSXDIJhCL8aWs9xVkpfOLiWRRmpfC5hzdT3+53OjSRCcla2zDQ0tVa2wXsYoTrj8iAnv4QqV4XHnd0iCE1VkHWr0oMOQ3W2j9ba9/tdBwyNfgDb69BluZ149d1S+IkWkFmyE334g+GCWgSiUhSUIJMREQkiUWsZX9zN3OLMselveKAOcWZbDjUSn9IXwCT1HD/s+1wO071xepf2N1Iuz/Ie1eWMacokw+fN4P+UIQvProVa4f9TyYiY2SMqQTOAtYPs21KJ+flRN39ITJTvMcfp3iiQw19GvwTkSTXFxyUIPOpxaLET28ghNftOv5+69N3cZGk4HE6AJGJoqmzj4MtPTR29tEXjOAPhHlsUx2hiI2OWNron9ZCQaaPyoIMrlhYTDhicbvGb1BbRKaWho4+egNh5hZnjuvrzi3KZO3+FjYdbueCOQXj+toyLuqAikGPy4F6h2JJWr2BEOsOtLCyIpfKwgwAirNS+fJ1C/jnP+7kz9XNXLGg2OEoRSYmY0wm8Hvg89bazqHbrbX3A/cDrFq1StnoKa67P0xmrL0iQIpXFWQiMjH0BSMnVJCpxaLEiz8YwTcoQdYf1CQSkWSgBJnIKKobu3hpTxOHW3oBSPW6SPd5SPVG+wan+QzGGAzgMtHp/ce6+3nzYCsPvnGI7FQPN62YzpLpOY7+PURkYtrX1A1EK77G06zCDNwuw+v7jilBlpyeAO42xjwCnAd0WGsbHI4p6by8p5lg2HLOzLwTnr/13Bn85NWD/PfTe7hsXhEuTVQROSXGGC/R5NivrbWPOR2PJL+e/hAZKW8PL6R6tAaZiCS/cMQSCEeOr0GW5ou2WLTWYsaxe4cIgH+ggmygylqTSESSghJkIiMIhSOs2XGUdQdayE3zcsOyUhZNyyI/w3f8RulD580Y8fj+UJhXqo/xz3/cwa/X17BqZh7vPatsXFukicjkt6+pi5LsFLJTvaPvfApSvW5WlOfw+v5jfIkF4/raMjpjzMPA5UChMaYO+BfAC2CtvQ9YA9wA7AN6gY85E2lye2rHUdJ9bioLMk543udx8cVr5nPPI1v449YjvO+scociFJl4TPRG96fALmvtt5yORyaG7iEJMo/bhdtl6NPseBFJUg+trznebn730U4eWl9Dms+NtdHk/kCVj8h48QfDFGR43q6y1iQSkaSgBJnIMILhCD9/4xAHjvVw8dxCrllSgsd1akv2pXjcvGtxCUc7+nh+VyMvV0fXZlCSTETGqi8Y5nBLL+fNyo/L6+ekefnznmYeeO0gqV73SZP+Mr6stbeNst0Cn01QOBNSXzDMi7ubWFyaPWwr45uWT+cnrx7kv57aw7VLppHu022vyBhdBNwObDfGbIk994/W2jUOxiRJrrsvRGlO6gnPpXhcWutURJJaMBztEOxxR8d7BirJ/IGwEmQy7vyBMN5sF6leVZCJJJNTG/EXmQLCEcsjb9Zw8FgPf3FOOTcsKz3l5Nhgbpfh2iXTuGJBEVWH244nykRERrPpcBuhiB339ooDZhdlYoHDLT1xeX2ReHpt7zG6+0MsLRu+hbHLZfiXmxZztLOP+/68P8HRiUxc1trXrLXGWrvcWrsy9qPkmJxUT+DECjKIVqtrdryIJLNgOHqN8rmjk63SfbEEmRIXEgf+QBif25DqGagg0/tMJBkoQSYyxDM7j7LraBc3rZjO2TPyRj9gjK5eVMLy8hxe2NXIkTb/uL2uiExem2raAJiZnzHKnqenIi8dl4Ga1t64vL5IPD2/q5GsVA+zi0b+97GqMp/3rJjOj145wO6jnQmMTkRkahm6BhlE1yHT7HgRSWbBWBLfG6sgG6ga6w3o2iXjy1pLbzCM1+Mi5XgFmSaRiCQDJchEBqlu7OK1fcc4b1Y+588uGNfXNsbwnhXTyUzx8GhVLaGwPghF5OQ217RTlJlCmi8+7T18HhfTslOVIJMJ6c2DrZw3K3/UKu9/unERuelePvrABho6NEFFRCQeuvtDZKaceL+S4nVr8E9EktpAi0XvkBaLSu7LeOsPRbAWfG4XKbEKsj5VkIkkBSXIRGJ6+kP8dmMdJdkp3LCsNC7nSPd5eN9Z5TR397P+YGtcziEik4O1ls217VTkp8f1PDMK0qlt8xOxNq7nERlPx7r7OXCsh1WVo6/PV5KdyoMfW013f4i/vG8tj22q0yQVEZFxFApH6AtGyEzxnvC81iATkWQ30GJxIEE2sGatWizKePPHqhJ9Hhdul8HrNvRrEolIUlCCTCTm6R1H8QdC3LKq4vjNUTwsmJbF3OJMXtrTpFlJIjKi2lY/rT0BKvLT4nqeGfnpBEIRGjv74noekfFUdSg6yeTcMSTIABaVZvPzj68mK9XL3z66lRX/+iw/e/0gW2rbCUX0xVRE5Ez09Ee/02QMqSDTGmQikuzeTpBF1yBL80XHgtRiUcbbQNL1eDtPj1tjgiJJQgkyEeDAsW421rRx8dwiSnPiOxgNcO2SafQGwrxc3Rz3c4nIxLS5Nrr+WEVenCvIYuubqc2iTCQbDrWR4nGxrCxnzMecMzOPJz93MT+5YxXvP7uc1p4Aj1bV8u3nqjnW1R/HaEVEJrdfrz8MwM76Th5aX3P8+RStQSYiSW5oBdnAGmR+JciSjjHmOmPMHmPMPmPMV4bZbowx34tt32aMOXvQtgeMMU3GmB1Djsk3xjxnjNkb+zMvXvEPJF19sfdaiiaRiCQNJchkygtHLE9sqScv3cuVC4sTcs6y3DSWl+ew9kALHf5gQs451Y3hZupyY0yHMWZL7Oefx3qsSDxsrmknzeumJDs1rufJS/eSmeKhpkUJMpk4NhxqZWVFLj7Pqd3KulyGqxeX8G/vXcoX3jWfO86fSSAU4cevHlAVpYjIaRoY4EsZck1O8WjwT0SS29A1yF7Y1QTAi7sbT0j4i7OMMW7gXuB6YDFwmzFm8ZDdrgfmxX7uBH44aNuDwHXDvPRXgBestfOAF2KP42Ig6fp2MlaTSESShRJkMuWtP9hCU1c/Ny6bfsoDbWfi0nlFBEIRHn5TN13xNsabKYBXrbUrYz9fP8VjRcbV5tp2lpfn4HaZuJ7HGMOM/HRVkMmE0dMfYmd950nbKz60vuYdP0O5jGFhaTafvGQ2AL9cd1izhUVETsPbCbKhLRZdhCNW65CJSNIa2mJxIHkRCGl95iSzGthnrT1grQ0AjwA3D9nnZuAXNmodkGuMKQWw1r4CtA7zujcDP4/9/nPgvXGJnrdbLA6MO6ZqEolI0lCCTKa03v4QL+xqYk5RBotKsxJ67um5acwpyuBnrx8koA/FeBvLzVQ8jhU5LX3BMG/Vd7ByRm5CzleRl0ZLT4COXlW0SvLbXNNOOGI5d9bY1h8bTUl2KrecW0FrT4DvvFA9Lq8pIjKV9McG/d5ZQRZ93N0XSnhMIiJjMbTF4kD7u4HnJWmUAbWDHtfFnjvVfYYqsdY2AMT+jFtbqd5A9LNwIBmbogoykaShBJlMac/vbqQvGObGZdMxJr5VGsO5ZF4RjZ39/GlrfcLPPcWM9UbpAmPMVmPMU8aYJad4LMaYO40xVcaYquZmrS8np++thk6CYctZFXFrgX6Cstg6Z9uPdCTkfCJn4oHXD2KA/U3d49b6Zk5RJqtm5vGTVw+yQ/8OREROyfEKMu+JwwsDa/l09ytBJiLJaWiLRa8nOi4UUIIs2Qw3YDe0zG8s+5x+AGc43tOnCjKRpKUEmUxZb9V3sv5AK+fNLmBaTnzX+BnJvOJM5hRlHF/YWuJmLDdKm4CZ1toVwPeBx0/h2OiT1t5vrV1lrV1VVFR02sGKbK5pB+CsBFWQleWmAbDtSHtCzidyJg619FCak3p84HW8XL+0lJw0L//zzJ5xfV0RkclupBaLA487/UqQiUhyGkiEeWJVPW5jcBkIKnGRbOqAikGPy4GhM83Hss9QjQNtGGN/No2045mO9/QOWYNMFWQiyUMJMpmSrLV87YmdpPncvGtRiWNxGGO49dwZbKppp7qxy7E4poBRb5SstZ3W2u7Y72sArzGmcCzHioy3zTVtTM9JpSQ7Mcn7NJ+bggwf22pVOSPJLRiOUNvay8zCjHF/7TSfm7++dDYvVzezqaZt3F9fRGSyGlhjbGiLxcyUaILsWE9/wmMSERmLUDiCx2VwxToKGWPwul2qIEs+G4B5xphZxhgfcCvwxJB9ngDuMFHnAx0D7RNP4gngI7HfPwL8cTyDHuz4GmSxBFmqN1pBFolovTsRpylBJlPSE1vrefNQK9cumUaab3xnoJ+qD5xTjs/t4uE3x6dNlAxr1JspY8w0E+uzaYxZTfT62DKWY0XG25bads6akZj2igPK8tLUYlGS3s76aPvRyoLxT5AB3H7BTPIzfHz3+b1xeX0Rkcno7QqyE4cXslK9ADR3KUEmIskpELbHK3oGZKR41Bo2yVhrQ8DdwDPALuBRa+1OY8xdxpi7YrutAQ4A+4AfA58ZON4Y8zCwFlhgjKkzxnwituk/gXcZY/YC74o9jgv/0AqygXU6A3qviTjN43QAIonW3R/i35/cxfLyHM6ZmdgB6OHkZ/i4ZkkJf9h8hL+/buG4t4yS6M2UMWbgZsoNPDBwMxXbfh/wF8CnjTEhwA/caq21wLDHOvIXkSmhqauPujY/H72wMqHnLctNY1tdB8e6+ynMTEnouUXGasPBVgBmFqSf8rFjWa8s3efhry+dzX88tZuNh9uS4j5BRCTZ9QcjuI3BM2SQOTM1OtygBJmIJKtgOILXfeKqCrlpXtp7gw5FJCOJdfpZM+S5+wb9boHPjnDsbSM83wJcNY5hjmggQXZ8DbKBdTr7QmTHJpSIiDNUQSZTzvdf3EtTVz//+p4lx8vonXbb6hm09wZ5ZudRp0OZtKy1a6y18621c6y1/x577r6BGypr7Q+stUustSustedba9842bEi8bIltv7YyorErD82oCwvug6Zqsgkmb15qJX8DF9cv0QeryJ7QVVkIiJj0R8KHx/wG8zrdpHqdSlBJiJJK5ogO/H6lZvuo8OvBJmMr95gGK/b4HZFxyEHKsi6+lRBJuK0pKkgM8ZcB3yXaIXGT6y1/zlk++VEe8EejD31mLX26wkNUia8rbXt/PTVg/zlOeWcNSOPXQ1ntu7XWGajj8UFswuYkZ/Ow2/WcPPKsnF5TRGZmLbUtuNxGZaW5ST0vGU5aRgD22o7uGJBcULPLTIW1lqqDrUyqzAzrudRFZmIyKkJhCKkeoefe5uZ4lWCTESSVnCYFou56V46/UHCWhtKxpE/ED6hY9TxCrJ+JWNFnJYUFWTGGDdwL3A9sBi4zRizeJhdX7XWroz9KDkmp6Q3EOILv9lCcVYKX71xuLeXc1wuwwfPrWDdgVYOHutxOhwRcdDmmnYWT89OeLvVFK+bOUWZbD/SntDziozV/uZu2nqDVJ5Ge8VTNVBF9p3nq+N+LhGRia4/FCHFM/x9S1aqRwkyEUlaoRFaLFqgs0+JCxk//kCYdN+gBFmsgqxTFWQijkuKBBmwGthnrT1grQ0AjwA3OxyTTCLWWr76+A4OtvTwzVtWkpOefP19//KcctwuwyMbxqcqTUQmnnDEsq2uPeHtFQcsL8thW51aLEpy2nCoDYDKgoy4n2ugiuzVvceoOtQa9/OJiExkfSO0WATITPHQ3K0EmYgkp0A4gnfI9WtgvEjrkMl48gfDpA2aBJsyaA0yEXFWsrRYLANqBz2uA84bZr8LjDFbgXrgS9banYkITpLTWNobfui8GQB874V9PLbpCJ+/eh4XzCmId2inpTg7lasWFvP7jXV88V0LRvySKSKT196mLnoCYc6a4VCCrDyHxzYfobGzj5LsVEdiEBnJhoOtFGb6KMj0JeR8t18wkx+/eoBvPVfNQ586PyHnFBGZiAKhyAmDfoNlpXrUIUNEklYwHCHVc+IE6ty06L1mhz/gREgySfUGwqT53h6GH+gYozXIRJyXLCPwZpjnhjb73QTMtNauAL4PPD7iixlzpzGmyhhT1dzcPI5hykRjreUnrx7g289X8/6zy7jnqnlOh3RSt62ewbHuAC/ubnQ6FBFxwOaaaHvDulY/D62vGbd1DsdqWXk0Mbe1Vm0WJflsONzKqpn5GDPcbeP4S/d5+PTlc3ljfwtr97ck5JwiIhNRfzByfCb8UFkpHrr7Q/QGNAAoIsknGLbvrCBLUwWZjD9/METaoPU6B1osag0yEeclSwVZHVAx6HE50Sqx46y1nYN+X2OM+X/GmEJr7bGhL2atvR+4H2DVqlVaVXOCOtOB4WA4wv/3xx38al0N1y+dxn++f3nCBtVO16Xzi5iWncojG2q5bmmp0+GISIJtqWkn3ecmPyMxFTJDLS7Nxu0ybD/SwTVLpjkSg8hwjnb0Udvq56MXzkroeT983gy++3w1X3lsG3deMhtjzPHqdBERieoPhUkZoftFVmp0oPlYV4AZBcky/CAiEhUMR/C6Thwn8nlcpPvctPuVuJDxE12D7O3PQa/HhUEVZCLJIFkqyDYA84wxs4wxPuBW4InBOxhjpplYdsMYs5po7JrOK+8QsZYdRzr4zvPV/GpdDX996Wzu/dDZE6JlodtluGVVOS9XN1Pf7nc6HBFJsM21bVTkpTuWzE/zuZlXnKl1yCTpvBlbB+zcyryEnjfV6+ayBcUcbullX3N3Qs8tIjJR9IciIybIMlOjg4HN3X2JDEkmIGNMhTHmJWPMLmPMTmPMPU7HJJNfMPTONcgActO9tPeqxaKMn95A+HhbRQCXMaR4XUqQiSSBpJjCZa0NGWPuBp4B3MAD1tqdxpi7YtvvA/4C+LQxJgT4gVuttaoOk+NauvvZWtfBxsOttPUGKcpM4aFPnceFcwqdDu2U/OWqCr7/0j5+W1XHPVcnd0tIERk/XX1B9jZ1c9XCYkfjWFGey7NvHcVam/RVtzJ1VB1qJd3nZnFpNjuOdI5+wGkarnr93Jl5vFLdzPNvNTK3KDNu5xYRmYistQROkiDLGkiQdfUnMiyZmELAF621m4wxWcBGY8xz1tq3nA5MJq9gxOJzD5MgS/NxrFvXLRk/fcEw6b4T2xGneNxKkIkkgaRIkEG0bSKwZshz9w36/QfADxIdlyS3/lCYTTXtbK5po64tWnE1qzCD65aWsrg0e8IlxwAq8tO5eG4hj1bVcveVc3G7NEAtMhVsq+vAWqjIS3c0jmXlOfymqpa6Nj8V+c7GIjJg/YFWzpmZh2eYAYx487hdXLGgmMe3HGH30a6En19EJJn1BsJYooN8w8lMUYJMxsZa2wA0xH7vMsbsAsoAJcgkLqy1BEMRPO53jrnkpHvZ19ytSYMybnoDYdKGrNeZ6nVpDTKRJJD8PedEhhEMR3hhVyP/9fRu/rS1nnDEct2SaXz52gV86pLZLCvLmdCJpQ+eW8GRdj+v73vHEnsiMklVHWrDGCh3OEG2vDwHgK117Y7GMdkZY64zxuwxxuwzxnxlmO2XG2M6jDFbYj//7EScTntofQ33v3KAPY1dpHvdZ7w+6ek6Z2YehZkpPLWjgWA44kgMIolijHnAGNNkjNnhdCyS/Hr6ozPfU7zDDy1kpHhwGSXI5NQYYyqBs4D1w2y70xhTZYypam5uTnRoMomEIxYLI1SQeQmEInSqukfGSXd/6Hjb4QGpXjcdWutOxHFKkMmEc6C5m28/X80Lu5uYU5TJXZfN4XNXzuPS+UXkpvucDm9cvGtxCXnpXn6zodbpUEQkQaoOt7KgJIs03/AzsBNlUWk2qV4Xmw4rQRYvxhg3cC9wPbAYuM0Ys3iYXV+11q6M/Xw9oUEmkQOxtb9mO9je0O0yXL90Gse6A/x63WHH4hBJkAeB65wOQiaGgcHjkSrIXMZQkJlCkxJkMkbGmEzg98DnrbXv6Ktsrb3fWrvKWruqqKgo8QHKpBEIRSc9eYdLkMXGlrQ2vIyHYDhCbyB8vO3wgOxUL42d+nwUcVrStFgUGY21lperm3nurUYKMn188uJZjg6WjZeRZsMvLs3m6R1HaenupyAzJcFRiUgihcIRNh1u4wPnlDsdCl63ixXluWw83Op0KJPZamCftfYAgDHmEeBm1EJoWAeae0jxuJiem+ZoHAunZTGnKIPvvLCX951VTk6619F4ROLFWvtKrHpDZFSNnX0AZKeOPLRQlJmiCjIZE2OMl2hy7NfW2secjkcmt/ZY5U5O2jvv6fJi93mHW3pYVJqd0Lhk8umOTSbJTj3xvZaT5qW6sUutPEUcpgoymRAi1vL4liM8+1Yjy8pz+OzlcydFcuxkVlXmE7aWR6vqnA5FROLsrYZOegJhzq3MdzSOh9bX8ND6GlK9brYf6cAfCDsazyRWBgwuEa6LPTfUBcaYrcaYp4wxS0Z6scneamh/czezCjMcb51sjOGGZaV0+IN8/8W9jsYikgwm+7VHxmagumK4AeYBRVkpNHcrQSYnZ6Kjwz8Fdllrv+V0PDL5DbS2yx1m0lNJdipuY9hS25HosGQS6oolyIZWkOWkeekPRWjvVZtFEScpQSZJLxyx/GZDLRsOtXH5giI+uKqCFK+zLcgSoSQ7ldlFGfxy7SFCWu9EZFJ782C0WsvpBNmAmQXpRCxsqVWbxTgZLtNjhzzeBMy01q4Avg88PtKLTeZWQx3+IC09gaSZFFOak8Yt51Tw87WHOHSsx+lwRBw1ma89MnYNHbEKspMkyIqzUjjS5icSGfpRJ3KCi4DbgSsHrcF6g9NByeTV3hsAhk/we90uSnNT2VzTluiwZBLq7IsmwLKGqSADqO9QK08RJylBJkktYi1/2HyE7Uc6uG7JNK5ZPG1KlR1fNKeQ+o4+ntnZ6HQoIhJHGw61UpGfxrScVKdDAWBGfjoAm/SFMF7qgIpBj8uB+sE7WGs7rbXdsd/XAF5jTGHiQkwO+2Prj80pynA4krd98Zr5eN0u/n3NLqdDERFxXEOHnwyfe9g1fAZcOr+Ilp4AL1er0lBGZq19zVprrLXLB63BusbpuGTyau8N4nEZMlOGbxFbkZ/OtroOTViWM9Z1vMXiOyvIAI7GJpuIiDOUIJOkZa3lye0NbKpp48qFxVw6f+rNTF0wLYuZBek88PpBp0MRkTix1lJ1qC1pqscA0n0eirNSqDqkdcjiZAMwzxgzyxjjA24Fnhi8gzFmWqzVEMaY1UTv2VoSHqnDqhu7yEjxUJKdHMljgOLsVO6+ci7PvdXIC7s0gUVEprb69r5R12Rs6w2QlerhP57aNeL6yyIiidbuD5KT5h1xEnZFXjr+YJg9jV0Jjkwmm65RK8iUIBNxkhJkkrSe39XI2v0tXDSngKsWFjsdjiNcxvDRCyvZeLiNDRqoPiPGmOuMMXuMMfuMMV8ZZvuHjTHbYj9vGGNWDNp2yBizPdbmoyqxkctkV93YTUtPgNVJlCCDaJvFjYfb1A4pDqy1IeBu4BlgF/CotXanMeYuY8xdsd3+AthhjNkKfA+41Vo7pf5nhMIRqhu7WFiShSvJqsc/efFs5hVn8i9P7NRafTLpGGMeBtYCC4wxdcaYTzgdkySvhg4/OWm+k+7jcblYXZlPdWM3x7QWmYgkifbeAHnpI1+/BrpqbK5R2/lkMIYxHWOM+V5s+zZjzNmjHWuM+Zox5ki827qOtAZZZqoHj8twVC0WRRylBJkkpR/+eT8v7Wlm1cw8blhWOqXaKg5167kzKMz08d3n9zodyoRljHED9wLXA4uB24wxi4fsdhC4zFq7HPg34P4h26+ItflYFfeAZUr51nPVALT1BpNqVnVlQQadfSHeauh0OpRJyVq7xlo731o7x1r777Hn7rPW3hf7/QfW2iXW2hXW2vOttW84G3HibTzcRl8wwoJpWU6H8g4+j4t/e+9S6tr8fPv5aqfDERlX1trbrLWl1lqvtbbcWvtTp2OS5NXQ0Tfs+j1DrZ6Vj9sY1h+YcsXQIpKk2v3Bk1bA5qV7KcjwaV3mJDDGMZ3rgXmxnzuBH47x2G/Hu63r2xVkJybIXMZQkp1KQ7sqyEScpASZJJ2fvX6Q/3p6N8vLc3jvWWVTOjkGkOZzc9dlc3ht3zFVkZ2+1cA+a+0Ba20AeAS4efAO1to3rLUDCy6tI7omkEjc7TnaSWlO6pgGlxJpbnEmgNYLEce8uKcJtzHH34vJ5vzZBdy2egY/fvUAGw/r81lEpp7u/hBdfSFyx3APk5XqZX5JJtuPdKg6XUQc1x8KR69fJ0mQGWM4a0Yum7UuczIYdUwn9vgXNmodkGuMKR3jsXH1dgXZO99vpTmp1KuCTMRRSpBJUnn4zRr+9U9vcc3iEv7ynIqka6nklA+fN5PCTB/ffHYPU6zD1ngpA2oHPa6LPTeSTwBPDXpsgWeNMRuNMXeOdJAx5k5jTJUxpqq5WUkFGV17b4DDLb0sTMIKmaxUL4tKs3l1r97L4owXdzVRWZhOqtftdCgneGh9zfGf+cWZ5KR5+dJvt9EbCDkdmohIQjW0Rwf0xjrJZ2lZDp19ITbXarBZRJx1NLbmU+4oLWJXVuSyv7mHDn8wEWHJyMYypjPSPqMde3esJeMDxpi8kQI4k/Gerv4QKR4XPs87h+Gn5aQefz+KiDOUIJOk8WhVLf/4h+1cNr+I73/oLNwuJccGpPnc3HPVPNYdaOXJ7Q1OhzMRDfdmGjbTaIy5gmiC7O8HPX2RtfZsoiX5nzXGXDrcsdba+621q6y1q4qKis40ZpkCXq5uxgILpmU7HcqwLp1fyMbDbfT0a+BfEutwSw97m7qT9t/GgBSvm784u5zDLT185ffbNYlFRKaU+tiA3lgTZItKs3G7DGu2H41nWCIiozoSS/CfrIIMYFl5LgA76zviHpOc1FjGdEbaybx6mAAAIABJREFU52TH/hCYA6wEGoBvjhTAmYz3dPUFh60eA5iem0ZDR5++R4g4SAkycZy1lu+/sJcv/24bF80p5Ee3n0OKJ7lmiyeDD503k8Wl2fyf/911yoPVg2e7D/czBdQBFYMelwP1Q3cyxiwHfgLcbK09vkCCtbY+9mcT8AeiJfoiZ+zF3U1k+NyU56U5HcqwLptXRDBsWaf1QiTB/rQ1eoleMj25E2QAs4sy+eI1C3hiaz0/f+OQ0+GIiCTM8QqyUQaYB6R63cwrzuSp7Q1qsygijjrSFkuQjZLgX1aWA8D2OiXIHDaWMZ2R9hnxWGtto7U2bK2NAD8mTmM9nX0hsoesPzagNCeV/lCEtl5VKYo4RQkycVR7b4C7frWRbz5XzfvPKuOBj56bdK2UkoXbZfi39y7haGcf//30bqfDmWg2APOMMbOMMT7gVuCJwTsYY2YAjwG3W2urBz2fYYzJGvgduAbYkbDIZdLq6Q/x/FuNLCzNTtp2sudU5pHmdfOK1iGTBLLW8viWelZX5pOXfvK2N8ni05fN4epFJXz9f9/iyW2q9BaRqaG+ow9jIHuEWfHDWVaWQ31HH1vq2uMYmYjIydW392EYvQI2P8NHWW4a248oQeawUcd0Yo/vMFHnAx3W2oaTHRtbo2zA+4jTWE9XX4iskyTIAOrbtQ6ZiFOUIBNHhCOW31bVcu13XuHF3U380w2L+OYtK4btxytvO2dmPh+7qJKfrz3M0zs0ADdW1toQcDfwDLALeNRau9MYc5cx5q7Ybv8MFAD/zxizxRhTFXu+BHjNGLMVeBN40lr7dIL/CjIJ/WlrPT2BMOfOHLHNueNSPG4unFPA87ua1PJBEmZXQxf7mrp5z8rpTocyZi6X4Xu3reScmXnc88hmfUaLyJTQ0O6nOCvllFrjL5iWhTHw2t5jcYxMROTkjrT3kpnqweM++RjUQ+tryE33snZ/y1TpvpOUxjimswY4AOwjWg32mZMdGzvmv40x240x24ArgC/EI/6TtVgszYl2k2nQOmQijhk+fS0SJ7WtvTy1o4GH36zl4LEeVlTk8tOPnMvSWNm6jO4frl/EpsNt/N3vtjGnKJN5JVlOhzQhWGvXEL1hGvzcfYN+/yTwyWGOOwCsiHuAMuU8/GYN80syqchPdzqUk7pxeSkv7G5iU00b58zMdzocmQL+uPUIHpfhhmWlPL1jYqxTMzBgcv3SUo529HHXrzbxpWvm85nL5+LSmqoiMkk1dPQdH9gbq3Sfh0XTslm7v4W/uWpenCITETm5ujb/qO0VB5TlprGzvhN/IBznqORkxjCmY4HPjvXY2PO3j3OYw+rqCzEtO3XYbQMVZHVtvYkIRUSGoQSZjKtAKEJ9u5/6dj917X6OtEV/P9Lu53BL7/GFUM+tzONL1yzghmXTMEnaWixZ+TwufvChs/nAD9/gth+v55E7z2NusZJkIhPJzvoOttZ18C83LU76a+C7FpeQ4nHxp60NSpBJ3AXDER7ffIRL5xeRnzEx2isOlup188lLZvPYpjq+8Ww1v990hPefVUZBZgofOm+G0+GJiIyr+nY/C0tP/XvIBXMK+OW6w/QFw2qvLyIJ1xcMs7mmnRUVY5uoXZYbnQhQ36EWeHJ6ohVkww/BF2WlMCM/nRd3N/Gxi2YlODIRASXI5AyEI5YttW2s3d/CrqNd7DnaxcFjPYQHLbhsgKxUD7npPgoyfZw9I5d5JVkUZqZw4/LSkV98nEzWEviK/HQe+tT53Hr/Ov7yvrV885YVXLmwxOmwRGQMHlpfw+821uFxmROul8lo4Bo6tziT322s46s3Lhq1DYnImXhqx1EaO/v5j/dP3GSS1+3illUVzC7KZM32Br7zwl7On5XPtUtKKMhMcTo8EZFx0d0f4mBLz2m1wz1/dgE/fe0gW2rbOX92QRyiExEZ2Rv7j+EPhlk4LXtM+w8kyI60KUEmpye6BtnwFYvGGG5aUcp9Lx/gWHc/hfq+IJJwSpDJKQlHLC9XN7Fm+1Fe2t1ES08AgIr8NBaUZHPdkmnMLEhn99Eu8tJ9ZKd58Lg0mBoPc4sz+e1dF/CZX2/i4w9W8YGzy7nnqnnMKEjudm0iU11TVx+ba9q4cE4B6b6J8TG8vDyXnfWdrDvQysXzCp0ORyYpay0/fe0gswozuHx+sdPhnBFjDOdW5rOgJIvndjXyxv4WLv3vl/jUpbP52EWzRl0QXkQk2e040oG1sKI895TXTVk9Kx9jYO3+FiXIRCThnt/VRIbPzezCjDHtn57iIS/dS61a4MlpCIUj9AbCI1aQAbxnRRn3vrSfNdsbuOOCysQFJyKAEmQyRh29QX5TVcMv1x2mttVPqtfFgpIsrl5cwvziLNJ8b7fGCIYtc4oyHYx26phVmMEfPnMh336ump+9cYjHtxzh0nmFvHv5dC5fUKSZ6iJJ6PldTXg9Li5bMHESAAunZZHqdfHwmzVKkEncbKppZ2ttO1+/ecmkWbcrO83LB84u55K5hexp7OI7z+/lx68c4NbVM/jYRZWU52lSi4hMTNvq2gFYXp5zygmynDQvS6Zns+5ASzxCExEZkbWWF3Y1cun8olPqjDGnKJNtRzrwB8InjH+JjKa7PwQwYgUZwIJpWcwvyeSJLfVKkIk4QAkyGdZAW62jnX2s3d/Clto2gmFLZUE6t62eweLSbNyTZPBqokv1uvmHGxbx8Ytn8bPXD/HEliO8tGcrxsCyshwun19EfyhCeV66/p+JOGxzTRs7jnRw5cJiMlMmzkew1+1idWU+T+1ooLa1l4p8DerL+PvBi3vJTvXwgbPLnQ5l3BVnp1Kcncqcokxe23eMn71+kJ+9fpDrlk7jttUzuGhO4aRJCorI1LC1toOy3LTTnpB3wewCfv7GYTp6g+Skq6pWRBJjx5FOGjv7uXpRCf2hyJiPW16eS9XhNl7a08QNy+K/XIhMHl190QRZ9ggVZAPjrzMLMnjurUY2Hm7V2t8iCTZxRudkzEZbd2u0ReIDoQjbj3Sw7kALB4/14HEZVlbkcsGcAkpz0sYzVBlHJdmpfOX6hXz52gVsP9LBy9XNvFzdzA9e2kfEQprXzdkzcjlvdoF6Gos4IBiO8I9/2EF2qoeL5068KqwL5hTyxv4WHnj9IP9y0xKnw5FJ5rW9x3hpTzNfuX4hGRMoeXyqpuemccuqCq5ZXMLa/S28sb+FNduPUpGfxgdXVfDh82aSl+FzOkwRkVFtrWtnZUXuaR370PoaUr1uAuEIX3h0Cw989Nxxjk5EZHiPba7DZeCKhcU8vePomI+bXZRBZoqHP22tV4JMTklnXxA4eQUZwOrKfDYebuMTP6/id3ddyNxideYSSZTJOwIhp+xAcze/qarl9xvrONYdIDfdy3VLprFqZh7pcRisGi2RJ1Fj+e80OOnpchlWVOSyoiKXv7lqHu29Af7zqd3H1w96Y38LZ8/I46pFxeSmaxBOJFF+9vpBdjV08uHzZpDqnXhtOXLSvLxnxXR+s6GWe66ap+uHjJtwxPJ/nnyL8rw0PnphpdPhJERuuo/rl5Xy44+s4pmdR3nkzVq+8Ww133txHxfOLuDyBcX4PNG2P6NNbBIRSbSW7n7q2vzcfv7M036N0pw0Fpdm88b+Y3T4g1qbUUTi7t6X9vGLtYc5a0beKSXHAFzGsLQshxd3N9HdH5pQ3UDEWaNVkA3ISPHwsQsr+fnaQ3z8wQ2suecSvc9EEmTsDXdl0olELJtr2vifZ3Zz7bdf4cpvvsxPXj3I2TPy+MgFlXzpmgVcOr8oLskxSZzcdB/Ly3O5bfUMvnzdAi6aW8jWuna+8/xeXt93jIi1TocoMuntbeziW89Vc/WiEhaXZjsdzmn768vm0BcM881nq50ORSaRn71+kN1Hu/j76xZOyOTxmXhs0xF6+sPctGI6f3PVPBaUZPHn6ma+80I1+5q6nQ5PROQdHlpfw/de2AdAc1f/GU16vHJhMX3BCD97/eB4hSciMqIXdjVigKsWnt5a0CvKc+gPRfjZa7pmydgNJMhGqyADKMhM4Yd/dQ61bb383zW74h2aiMQo8zGFBMMR6tr83PvSPqoOtVJ1uI2uvhBul+Hcyjy+euMi3rNiOsXZqarumqSyUr3csKyUC2YX8MetR3hyewO7j3Zy7ZJpFGWp7aJIPPQFw3zu4c1k+Dz83/ct5fldTU6HdNoWTMvijgsq+cXaQ3zw3AqWluU4HZJMcDuOdPBfT+/mXYtL6PQHp/T9x7TsVG5bPYPzj/Xw+OYjg9Yoq8AYrU8mIsmjprUXA5Tlnln7/em50SqyB147yMcumqUqMhGJm7X7W9hc087FcwtPuxNGRX461y2Zxjefq8YYuPvKeeMcpUxGXcdbLI5tCH5vYzcXzynkofU1+Nwu5pdkqaOESJypgmwS8wfC7D7aydM7jvKjl/fz9f99ix+/eoD/eWYPdW1+3r18Ot+9dSUbv3o1j9x5AZ+8ZDbF2alOhy0JkJfh4yMXVPK+s8o43NLLDd97lTf2H3M6LJFJx1rL157Yye6jXXzjlhWT4hr7hXfNJy/dxz89voNgeOwLW4sM1dEb5G8e3kx+ho//+sByJYFiZhVm8Nkr5rKkLIendhzlnke24A+EnQ5LRASIDvStPXCMucWZpIxD1e+VC4vp7Avx4OuHzjw4EZFh7D7ayZ2/rKIwK4XLF5xe9RhE2yxeNLeQlRW5fOPZar78u23jGKVMVp3+U0uQAVy9uITCzBT+tLWeUOTE79yRiOVX6w5T29o7rnGKTGWqIJtkalt7eX3fMd5q6OTQsR4s4DLR2X0Xzi6gsjCDv33XfC0AP8mczox7YwznVuZTkZfOk9vr+aufrOfzV8/n7ivm4nJpkFJkPHz/xX08sqGWz14xhyvO4MtYshi41rxrcQmPbKjlP9bs5p9vWuxwVDIR9QXDvOfe16hr8/Pxi2ad8joQk53P4+K2cyt4OSeVP22rZ19TN/ffcQ7leelOhyYiU9xTO44SDFvevXz6uLze9Nw0rl5Uwk9fO8DHLq4kewwtqERExqq+3c9HH9hAus/NRy6oJM13Zol9t8vwgbPLae0J8MctR/jclXOpyNf9mYzsVFosDvC6Xdy4bBo/X3uY9QdaueOCyuPbflNVy1cf38GM/HQe+8yFFGaqG5TImVKCbIKz1rKzvpPn3mrk2bca2dXQCUBJdgqXLShiTlEmFXnpxxd6h+iXGpEB03JSeeLui/nq4zv41nPVVB1u4zsfXEm+kqgip81ay/2vHOBbz1Xz/rPL+NI1C5wOaVwtL8+lprWXB14/yJLp2XzgnHKnQ5IJxB8I8+lfb6SmpZdbV89gVmGG0yElJWMMly8o5rbVM/ibhzfz3ntf576/OodVlflOhyYiU9Sv1h1mS207VywoGtf27J+/eh7v/n4jX3x0K9+9dSXpPg1TiMiZa+nu5yMPvElPf4jffvoCNh1uH5fXdbsMH1xVwfdf2ss9j2zmt3ddiFuTjGUEXf0hUjyuE8Zlx2J+SRbzijN5YXcjrT0B8jN8NHf18x9rdjEtO5WGDj/vvfd17rxkNndcWBmf4EWmCN15TkD+QJg39h/jxd1N/HlPM0fa/bgMrJqZz1dvXIQ/EKZAMwjkFGSkePjWLSs4tzKfrz2xk3d/71Xu/fDZnDUjz+nQRCacX6w9xJPbGlh/sJVlZTmcVZHHw2/WOh3WuLt+aSnWwt/9bivGwPvPVpJMRtfWE+CTv6hic00b7z2rjGVax25UDR19fOLiWfxy3WE++KN1vPes6XzzlpVOhyUiU0BvIERbb5B9Td08ua2eR6vqmF+SeUYtyoaztCyHr920mK//71v8xQ/X8r3bzmJucea4nkNEJr/+UJj/eXoPexq7aOjoY39TNy6X4aMXVo5bcmxAXoaP96yYzqNVdfz0tQPceemccX19mTzaewOnVD02wBjDDctK+cGL+/jSb7fy/z58Nv/w2Db8wTAfv3gWzV39/Hp9Da/tO6YEmcgZUoIsyVlraezsZ2tdO5tq2th0uI2tdR0EQhHSfW4unlvIPVfN46pFxceTYlN5gXs5fcYYPnTeDJaV5fDpX2/klh+t5Z6r5nHXZXPwuLVcochY7Gvq4r6X91Pf3scl8wq5dsk0XJN0XSW3y3Dtkmk0dvXxxUe38sct9fzo9nNIHYf1SGRy2ni4jc89tIlj3QHu/dDZtPUGnQ5pwijOTuXTl8/h4Tdr+P2mI6R63Xz1xsVn3CZIRGQk9760j288uwdro48NcNGcAq5bWjrulRIPra/B53Fz+/kzebSqjhu+9ypfumY+n7pkttanFJExsdbywR+tY0ttO+V5aWSlerlyYTELS7Mpy02LyzlXlOfS1hvkG89Wc8WCYuaVZMXlPDJxWWtZe6CFZWXZp3V8SXYqNywv5U9b67nyG3+mvqOPr920GJ/HTXFWKkumZ/PSnibq2/1Mj9P7XGQqUIIsSVhrqe/oY29jF/uauqlu7GJvUzf7Grvp6o/2q/W6DUvLcrjj/JlcvqCYc2flkeLRwIiMr2XlOTz5uUv4p8e3841nq3n2rUa+fvNSVlbkOh2aSNJq7w1w70v7ePCNQ3jdLv7qvJksnn56N8ETic/j4iMXVPLE1nperm7m6m+9zI3LSllUmo3F8syORtr9Adp7g/SHIiwoyWJeSSYXzink3Mo8Jd+niA5/kE//aiPrDrSQm+7jU5fMVnLsNKT7PHz0wlk8u/Mov15fw9r9Lfzbe5dy0dxCp0MTkUnml+sO8z/P7OHaJSVk+DzkpvuoyEsjJc6TYBZMy+bzV89jU00b/3fNbnbWd/JfH1iuyTciU1hPf4jWngD+YBh/IIw/GKanP8Sb/397dx5fV10nfPzzPXfL2iRd0nSjC92gpZS2CmLRIqCAKNYFqbjgo6IjLg+oIzrOM+ojg8rwKAjiisgo24w4oqgMIh1lL0spa6FLutElTdo0612/zx+/c9KT25vkZmmS0u/79bqv5J71d5J7vve3n/omntqyjxXzajn12HH86tGtrN22n7OOnzhsz34WEa5cuZC3fe9vvPvGh/nKOceRymTZ0tROZSLK8ZPHcPr8Wqu3O4qt393CtqYO/uHNswd8jFNmjiUicM+zO7n2wsWcv3hK18CIcxdOYv2uFi67Yy1fPfc4TrR6O2MGxBrIhtmtj20llcmx+0Anu5o72Xmgg53N7vdkJte13fiKOHNqK1m5ZApzais4fvIYFkyussKBGRZVZTGu/8ASzl74Kt/8/Qu864aHeOeJk/nMW2Yz13pFGQNAU1uKNfVN3P/ibn639lVS2RwXLJ3GrAnlA5pC4UgVi3i8Z8lUFk2t4pXdrdz00GbSWe1aXxLzqC6Nk4h6PLl1H/c+v4sf/HUDY0qifOgN07lg2TSmj7NnUL0WbWxo5c4127jt8a20dGZ43cyxnL2gzvIygxDxhHNOmMQ/rDiWL9+1jot+9hhnzK/lUyuOZdn0GhtpYYw5RGc6y3+/sJuJlQlOnFZ9SAzuSGV5tbmDtmSGkliEr9z1LE9u2cf8ukqWz54w7M/VqSyJ8aMPLuWHqzdy9b3r2dLYzk8+vJTaypJhTYcxZvioP1Q1nI9pbE3y479t4uaH60mF6soCUU8YVxHn6nvXAxARYfns8ayYO2F4Eu37ywt7+F9vnMl/PLmdr/72WcB1IkxnciiuLLTkmBpmji9n1oQKFk4ew9Lp1lHwaHHf87sBOPO4gTfaigjLZozl+MlVtCWz3WYNqymPc96iydz7/C7Ov+EhZo0vZ8W8Wt4y3wZVGNMfo6aBTETOBq4FIsDPVPXbeevFX38u0A5crKpPDXtC+yGXU3bs7+DFnQdYv6uFl3a18NjmJhpbkwRVh4moR92YEhZPq6auqoTayhJqKxOUJ7r/a9bvamX9rlYAPnDyMcN8JeZodd6iyayYV8sND2zglw/Xc/czr/LG2eN4z5KpnD6vlpry+EgnsWiDiTF97WtGt3Q2x9amdnY3dxLxhPJElJryODVlMUpjkT4rlNtTGV7e3cpLOw/w0q4WXth5gA17WmlqSwFQFo/w7iVTuPjUmcyrqzxqp7mdU1vJv7xjAa3JDHsOdAKwen3DIRVxneksr+xp5akt+7hx9UZueGAjp8waywXLpvGW+bVUlx05cWUwXkv5HlWloTXJ5oY2Nu9tY92OZh7b1MjGhjY8cc+rmzm+3Kb9GEKnzh7PfZe9mZ8/uJmf/G0T7/vRI8yvq+TcEyaxfM54Fk6u6veDwI0Js7zPkU9V+c1TO7jmv9ezs9l9L8ciwoLJVUyoTLCzuYNX93d25WcCnsCb5oznjOMmDnvjWOC2x7dRUxbnopOP4c4ntnHmNf/DScfUEPWEmePLKY1H2NuapKElSWNbitbODPGox7y6St56/ETeenwdnickM1kefGUvja0pxlfGGV+R6Ho1d6RZU9/EtqZ2mtpTRPz8YEtnhrJEhGPHVzBhTIK6MSXMr6ssqgNC/d42HtvciCrMmVjB0uljD/ef6jXHYs/hl80pD2/cS21lCfPqRrbzq6ryp+d28a0/vEA6p5x67DgSUY+tTe08vrkJVVg8rZpZEyqIRYR4xCMW9YhFPCZUJCiNR9jZ3MHO/Z3Mq6s8pB5tuIyrSPCJ02ZR39jGuPI41WVxsjll095WntvRzLamdp7auo/OtGvoG1MSpTQeoT2Z5e2LJvHx02Yyu9Y6IvflcNTpiMhY4A5gBlAPXKCq+4Yqzfe9uJvF06qpHTO4Th6eCBU9fL5fP3Msi6ZWsXbbfl7adYBbHqnnpoc2U1Ua42PLZ/LhN0w/asrYxgyUBD01RjQRIhHgZeAsYDuwBlilqi+EtjkX+Cwu0J0MXKuqJ/d17GXLlukTTzwxZGlVVZKZXNfQ7tZkhsbWFE1tKRrbkuzY18G2fe1sa+pg8942Wv3pEQGOGVtGRSJKXVUJk6pKmFRVSnVZ7DX7fBpz5Cim0XVfW4pfPbqFO57YxvZ9HXjipkE5blIl8+sqmTOxkgkVCcaWxxlb7kaLDKYnu4g8qarLBnyA7scacIwpZt9CBht7gljTnnJTSHSms4gIiahHIuZREotQEo0Qi4iNGMD1fm5sS7KnJcmmhjY2NrSycU8rGxta2dLYTiZX+LsuHvUoiXqUxaOUxSNEI8Lk6lIE6Ehn2b6vgx37Oro6NcT9Tg21lQkmVCaYVlPG1LGlRD2riB6I5o40T2/dxxNb9nVV0M2aUE7dmBLK4lG2NLaRySmZbM7/qWRyORLRCCdMrWJaTRnHjC1lSk0ZU2tKmVJTSmUiOmpiTy/nGPX5nmQmS0tnhgMdaVo6MzR3pGloSdLgV0juaUnS0NJJQ0uSXc2dtKWyXftWlkSZVFXC3ImVLJhcRVXp0TOiciSkMjkiEeHutTtYU+/K87GIuPtjXBkzxpUzoTJBVWmM6rIY1aVxqkpjVJREKY1FKI1FKIl7xCOD+94eTVS1K2akczmy/qhWTwTx3E9P/PcSvHfLAHLqKhBzGrzce08g6nlEPBny79/hiD3FGkjeZ6CxJ5PNkcq6uN5bY0wmm2N3SxIBxpbH+zUSNZtTDnSk6cxkqSyJIbhGEE8gEY2QiHld+dbOdJaGliTliShVpbFD0qSqHOjI0J7OUJ6IUh6PDkkjUjantHSmaU9lqS6LEY94tCWztKUytCUztCYz7G1NsbGhlUw2x9jyBMeMLaOuqoSOVNb/G3pdf5cNe1q5+eHNPLqpiak1pZx53ERyOaW+sZ0tjW10pLMH40FZjOrSGCWxCJ3pLFOqSwddkTeUXt3fwT3P7iSdzZHJKntbk2RzSnkiSmWJ+x8kYh6pTI5XmztpS2aoKYsxtaaM+sY2WjozfZ4j4knXCJaSWIRkJkc2lHecNaGct58wiROmVJHOKjubOxhTEqM8EaU9lWFDQyuPbmrimW37ux13fl0ll54+mxnjypk+vowxJTE601me2bafRzY1ks0pVaUxTp45jgWTx+D187Okql3TzlWURAc0UuBoiz07mzt4dFMjsYjHCVOqmFpTNmINwYOlqq6ssr+DTFapKY8xu7aix8/B3tYkd6zZxq2PbWXH/g4invDJN83inYsnM74iQXsyy4HOtHt1ZOhIZxhf4co85fEoqtCWyrD7QCdtySwLJo9h+riygt+FbcmM34CdJBGNEI96tHRm2L6vnfW7Wth1oJN125tpaEnS3JFmUlUJ4ysSbGlsA6A8EWXexEpOnFbNxFEUjwZDVWlLZanf28bLu1tQXKf6Z3c0k8kpZ8yvpSQW4W8vNzCuIs6CKVW8Y9EkTpxWTWNriobWJHtbkuxtTZFTZd7EShTY4se5qCecNncCi6ZU9TuW9Pc69rameHHnAXbs72DR1CqOq+t//Opv7DlcdToi8l2gSVW/LSJXADWq+uW+0lNM7NnV3MkpV93Pl942j0tPPzjF4uHuUJvK5NjU0Mqa+iZe3NVCRIQ3zR3P2PIELZ1p6hvbaGhJksrkiEc9qkpjzJ1Yyczx5XiedE1rmlMlHvGoq3Ll7KnVpUyuLqW2MkFrMsP+9jT72lPsa09xoDNDWSxCTXmM6rI4JdEI2ZwSi4orb8QjlMVd2SOIuapKZzpHS2eaA50urxOLCJWJGOWJSNHfa9mcksxkSaZzJDM5OtMuXxTx/Eb1iEc86vJ6iag36NGb6pcNVBUFVN2I1sN53w0FVSWddWUbYNB1tiNBVQed5p5iz2gZQfZ6YIOqbgIQkduB84FwRuh84BZ1OddHRaRaRCap6s7BnnzDnhY+ctOarg93LvRhz6l7r+pGIXSks/TWphiPekytKWVaTRlLp9cwr67SvSa63ixH68gCc+SrKY/z2TPmcOnps1m7fT+r1zewdtt+Htqwl7ue2nHI9iJu6rVEVy8v4Q2zxvH9C08agdQPPMbgehL1te+AvPDqAT71qycPVv6GG6vcAAAUqklEQVTntKvw35npPdYEIp5QEvUojUcOyTyEvze6/Y4UXB4WPreihZf3kr5w54v8zYo5dv5+3dd136fd77AQ5onryTehIsEbZ4+n1q8czqmr+G9PBa8M7Un/p1/BFDTUxCMeS6fXMHdiJZOqSqgbU0JNedw6NQyhqtIYK+bV8qa5E9jW1E5lSZRnd7jC8r72NJ3pLBHPVfhFPSES8Yh6rgJzS2MbD76y95D/fcRzmfCSWIRE1MPzYPnsCVz17hNG6CoLGtF8zzPb9vO5258mk1WyOSWr/k//lcrmCk5lE4hHPCpLolSURKlMRDlxWjXjyuOM83vlW+ef4RWMFFt50lTOPG4iWxrb2bG/g8bWJOt3tfDwxsZe/58BT+i6dyKeazgSgp8Hpz0Sodu6ID4revD3bt8VByO9at523bbNX66HbBM+FkrouG558BnuqVPEUAsazKIRIeIJUU+I+nEq4glnzK/lG+cvHJa0DLFiYlS/ralv4gt3PkNHOkun/wpPyVsed5UhsYjnd4hwnSIyWaU9lSH8by2PR6gqjSEih3zG4ODnrCOV7Xqec18SUa/blPci7nsqEfXI5lylQmc6220bcPdN0OAcpKSne8Gl7eA6RbvSONT9VktiHisXT2HpjJqumDx/0pH3fNTJ1aV84rRZXe+Dip1C3zM5VZ7b0czTW/eT8p99unBKFRMqXGVeazJDa2eGlmSmazRabWWCeF4lUTan7G9P0ZbMsLslyVNb93H9XzcckqcNRDxhSnUpZy+o4/hJY4hGhHXbm3lg/R4+e9vTXdvFItL1mQ/OFhwzmC4uFvEOiXnh2Blsn/Q764bvi9KYuy/OWzSJr513fJF/4VHlsMSehzbs5Yq71rGvLd2tAzO4OF6RiFIR6mAVfBTC33XQPb50e59fhilwrxfcL289Pa4vfLxUJndIPlhw1+Ma/g9WRLd0ptnfkUbVNfhe+LppvLK7lR+u3sgPV2/M/5MVLR7xqC6LEfXEz09CRyrTreNUvohIVz5y1vhyZowrZ8n0miO2obJY4o8AWjilioVTqrqWn3PCJB7b1MgjmxoREeZPrCSZyfI/6xu4Z13/sv3X3Pcy8ajHuPJ4V/4w//PXbVmBoFaoHB8sak9l6Mj77gaXF60pi/HuJVP58tnz+5XmfjhcdTrnAyv8/X8JrAb6bCArxkMb9gLw1uMnDsXhihaPesyfNIb5k8aws7mDp7fuZ932ZrI57fp8zJ1YSdQTMjnXcPvU1n3c/9IeUIhFpasDUDqb40BHhuwQZlKCxqr8fGDBbSMe5QnXuAZ05QuDTrSpbK7PY+QLGs6iEXHfq3nftTnFL2e4791caH1vyvxGwJLYwXuvp+/xbKjuL6fq/00ifqPVwX1zoTSpuu+lSNDRzy9vdKVR6ercl80F+7u/VSrj/lbha4h4Qlk8QkUi2nUcl+6D53XHBHD54CDdEc913o9HPaKe1/V/Sft1m8FnLbgmzwuuqfB1ZXM52lJZ1/HTE3eNnrvWiH+d6azSmjzYwS34HMWj7pEfl501t1+fg3yjpYFsCrAt9H47rrW/r22mAId8Y4jIJcAl/ttWEVk/dEnt2yvDeTJjhsBFw3Sex4FrVxW9+fQhPPVgYkwx+wIjH3tMd5tHOgFm1HgQ6Mf8PEMZe3rymsr3GGMKewj4ZvGbD0fsKVZReR+LPaOf/UPgN8N0nk3A3wd5jIE3U3T3GPDPxW9usecoswV4YKQTYXo06F64jFyd5OPAFcVv3t/Yc7jqdCYGHRBVdaeI9PiwsIHGnrnfKWYrY8xAPQRcXvzmBWPPaGkgK9RVJL9ttpht3ELVnwA/GWyijDGvGYOJMRZ7jDFDzfI9xpjRrKj4Y7HHGDPELPYYY3oyLHU6vbHYY8xr12hpINsOTAu9nwq8OoBtjDGmkMHEmHgR+xpjTH9YvscYM5pZ/DHGjASLPcaYnhyuOp3dwTT2/nSMe4Y01caYI8Lgnkw3dNYAc0RkpojEgQuBu/O2uRv4sDinAM1D8RwOY8xRYTAxpph9jTGmPyzfY4wZzSzvY4wZCRZ7jDE9OVx1OncDH/F//wjwu8N9IcaY0WdUjCBT1YyIfAa4F4gAN6nq8yLyKX/9j4A/AucCG4B24KMjlV5jzJFlMDGmp31H4DKMMa8Rlu8xxoxmlvcxxowEiz3GmJ4cxjqdbwN3isjHgK3A+4bxsowxo4So9nvaVWOMMcYYY4wxxhhjjDHGmBEhIiuBu4DjVPUlEZkBbAa+par/7G8zHtgJ/FhVP+MvuwS43D/MAeByVX3QX1cPLFPVvf77FcAXVfU8EbkYuAlYrKrr/PXPAecBdwAJYCxQCuzwj/8uVa0/PH8BMxRGyxSLZhQRkZUioiIy338/Q0Q6RGStiLwgIreISCy0/XIReVxEXvJfl+Qd75LQusdFZHlo3WoReSL0fpmIrO4lbStEpNlPyzoR+YuI1OZt8zsReSRv2ddF5IvFXG/omlVEPhtadr0fCIP3X/Sv6TkReUZEPhy6pvV+GteKyH/2dD3GmP4Rkax/Xz0nIr8XkWp/uSci1/nLnxWRNSIy019X72eI+jrmMyLylIicmrf+MhHpFJGq0LIVIvKHHo43QUTSIvLJvOX1IvKb0Pv3isjNoffniMgTIvKiH1v+zV/+dRHZEYopa4PrNsYcfr3ki57279fHReQjoe0vF5Gfh95fJCL39HL88D3+kojcKCJeaH1URPaKyFV5+60WkWU9HPNa/5jh41wsIjkRWRRa9py4QiQiUiEiPxaRjSLyvIj8TURO9tcFcTJ4XVH8X9AY0x8iUicit/v34gsi8kcRmSs9lMfyykfB60x/XXDvPu/ncy4P4kKQlxGRj4b2S/n5qLUi8u0e0jfR3++ZIH2hdXP99G7w4+OdIjLRX9djmTEvDr4gIqtC624Wkc2hND58eP7yxpiwIyAWXSwi1xdY3lX2E5d/+/fQuqiINIhfjguOISL/FDp3OM/zuaH/yxpjhtgq4EHc1JmBTbgGq8D7gK4RySJyHvBJYLmqzgc+BdwqInVFnnM78E/5C1X1ZFVdDPwf4A5VXey/6vtxPWYEWAOZKaRQcNno3+Qn4B5oeQG4TBNwK/ApP6gsBz4pIm/31xcTdGpF5Jx+pO/vfoBZhJtL+NJghbhK4yVAtfiV4wO8XnAP5/y8uDmKuxE3jPss4PWquhB4EyChTS4KBcL3Fnthxpg+dfj31UKgiYP3//uBycAiVT0BWAns7+cxTwS+AlyVt34VLtasLPJ47wMe9ffLt0xEFuQvFJGFwPXAB1X1OGAhLlMX+F4opixW1WKvzRgzeD3li07y79cLgctEJJgG8zpgqYi80c+XfAv4LL37np/POh6X13pzaN1bgfXABSIihXYO8yucVgLbcPmTsIKFOd/PcHF1jqouAC4Ggs4FHXkxqGBllTFmcPx7/LfAalU9VlWPB74KTKSH8pjv73n36F/85cG9uwBXdjkX+JfwOVX1F8F+wKvA6f77nhrCvwncp6on+um7wk97CXAPcKOqzvbj443AhL7KjL4gDp4P/FhCHTKBL4WurVtHJmPM0DtCYlEx2oCFIlLqvz+LgyM6wue+MnTucJ7nukGc2xhzmIlIBfBG4GN0L6t1AC/Kwc6E7wfuDK3/Mi5vsRdAVZ8CfkmofrkPfwAWiMi8QSTfjCLWQGa66SW4AKCqWeBxYIq/6FLgZj+Y4AeXf8QvKFFc0Lka+NoA0ipAJbAvtPg9wO+B2wulv8AxerveBuB+Dj6wM+yrwKdV9QCAqjar6i/7ew3GmEF5hIOxaBKwU1VzAKq6XVX39bhnz8YQiikicixQgYtRhRq8ClkFfAGYKiJT8tb9Gy5+5PtH4EpVfQncPOmq+sN+pt0YM8T6yhcBqOom3PQcn/PfZ4BPAzcA38U952BToX0LiAMldM/brAKuxT0X4ZQijnE68ByuYjo/bhUszPmx7mTga6E4uklVexz5Zow5LE4H0v6zVABQ1bW4Bu/gfX55rCiquge4BPhMMY3tvZiEa2wPjrvO//UDwCOq+vvQugdU9Tn6LjOG0/kK7tkxNYNIozFmcI6EWFSsPwFBY/wq4LZhOKcxZni8C/izqr4MNInIktC624ELRWQqkMU1vAcWAE/mHesJf3kxcrhyXqG6HXMEsgYyk6+34BL0DDwZ+LO/qK+gUkzQeQRIisjpRabxNBFZi6soOhM392sgyPDcRnGV2b1eL+6BnV8QkUiwQEQqgUpV3djLcX8dGpZ/dRHpMMb0g39PngHc7S+6E3iHf89dIyIn9eNwpf5+L+FGUPzf0LogpvwdmCd5U7oWSNc0oE5VH/fT9P68Te4ElojI7LzlCzk0VoZdFoopD/R9ScaYIdJXPiHwFNA1VbOqPgy8iMunfLeI81zm5212Ai/7lVD4PZ7PwDVsFZu3CeLWb4Hz8kZh9FSYWwCs9Su7CimV7lMm5cc2Y8zQ6Cs/UKg8Bn75KPQ6ttC+fmO9B/San+nDDcDPReQBf1qyyUWkveiKKD/OvuJXogeuDl3brweRdmNMcY6EWFSsoJK8BFgEPDYM5zTGDI9VuHsc/2e4rPRn3KjRVbhng/VFAPV/1wLr85fdCpzSj9nLzChmDWQmX0/B5Vi/4qYR2BrqKRgOIGGFlgUK7fMtih9FFgzbnwb8Ar/iSdz89rOBB/2KrIw/bVlvegumqOpmXK+oD/SR/nzhKRa/VMxFGWOKUhqKRWOB+8CNGAPm4aZIzAH3i8gZRR4zmEZjPnA2cEuoN+OFwO3+iIq7cNMn9uZCDg7dPySm4HouXe2nsz/CUywW25nAGDN4veYTQrr1gPZHni0DYsCEIs4TTC1WC5SLSDBa7TzgAVVtB34DrAx32jkkEW5a6HOB//JHuT+Gm6IxbCCFufwpFospZBpjhlZP5TE4dFqz3jryDWrEhqreC8wCforrGPC0iPQV54opM14mIutxcevreduFp1i8aGApN8YMkVERi4rlp28GLg/3x963NsYcKURkHPAW4GciUg98CddBWQBUNYVr6P8CrhwV9gKwNG/ZEn85uPgWHsk+Ftgb3tifNeQa3Mxp5ghnDWSmSx/BJZhnejauUuWd/m7P4yqAwpZyMKj0FXQAUNW/4qYUKmbqoLC7Ofh8jffjAthmP/0z6GWaxZ6ut8Aw/3/FBTzPT+sBoE1EZvUzrcaYwevwY9F03FRkXdO1qmpSVf/kN0r/K27kR7+o6iO4Z+5MEJFFwBzgPj9GXEjfozdWARf7298NnCgic/K2+Xdc3DomtOx5Do2VxpgR1FehK89JuBFjgW8AvwKuBL5X7DlVNY3r7RjkbVYBZ/rnfxIYh5v2qCdnA1XAs/4+yzm080+hwtzzuHhlZQNjRlZv+YGeymNF88svWdyzlgdMVZtU9VZV/RDuOa1vove091VmBNdRYB4uzt7ij/YwxoyMIyIW9cPduKnubXpFY1473gvcoqrTVXWGP4hiM+7ZiIFrgC+ramPevt8FvuOX9xCRxbjnLwePuVgNfMhfFwE+CBSayedm3IwhxXSINKOYFYJNWJ/BRVV34uaKD0Y/3ICrDF4MXZVJ3+HgdEJ9BZ2wK3Fz0ffHciDolbQKONtP+wxchq6355D1dL3Lwxv5zwR6AdeLO3AVcIOIjPGva4yIXNLPtBtjBkhVm3HP+/miiMREZEkwxY9fwbsI2NLf44rIfCCC6zG0Cvh6EFNUdTIwRUSm97DvPKBcVaeE4tBV5MUhvwL8e8D/Di2+GviqiMwNrkFELu9v+o0xQ6qYQhciMgNX6fID//0JuGddfAf4CTBdRM4q5oR+J51TgY1+HmM5cEwoplxK7w31q4CPh7afCbxVRMrytruZUGHO7+H9BPCNoKOQiMwRkfOLSbcxZsj8FUiIyCeCBSLyOlzHIKBgeawo/iivHwHXq2pfs2H0dpy3BDHFn3r+WNzU97cCp4rI20Pbnu3HxL7KjF1U9S5cPCr0HGhjzPAY9bGon24Cvqmqzw7T+Ywxh98q3JTyYb8hNJW8qj6vqr/M31FV78bFhYf9R238FPigH9fAPXZjtog8AzwNbMB1fsw/Tgq4juGZLtYcRtGRToAZVVbhnrkV1i24+P4L+LqInKaqfxeRDwI/9QtIAnw/eDizqt4tIlNwQUeBFroHnS6q+kcRaSgincEzyARoBj7uV04dAzwaOt5mETkgIif7i74mIuEK6Q09XO8HcAW2sCtxQTFwI1ABrBGRNJDG9UwI/FpEOvzf96rqmUVclzGmH1T1aT/DciHQgItDCX/148D1RR4qmLYRXFz5iKpm/SnOzsnb9rf++R4DzhCR7aF1z1M4g3Y73Z9rBvBzQtPKquo6Pz7d5lc6KXBPaPvL/FgbeJeq1hd5fcaYgektX3SsiDyNG/3eAvxAVX/hNy7dCFymqp0AIvJp3GiIxX4hqpDgHo8B63Adid4P/FVVk6Htfgd8NxTr7vHzIeCe6XoG8MlgY1VtE5EHgXeET6aqKRG5Drg2tPjjuLzMBhFpx3UUCKaJDsdJcM9lu6KHazHGDJCqqoisBL4vIlcAnUA93TvVQKg85r8/Le8e/Zaq/icH790YkMGNYv9/g0zmUuB6EcngOtz+TFXXAIjIeX7av48rH60DPq+qu3srMxbwTeBWEfmp//5qEQlPx//6XuKpMWaQjpBYBK7hPTxrSMEZifzp+K8ttM4Yc2RS1RUFll2Ha7AqtP3NuE6CwfsbceW2Qts20/1RO70d55Bz5m9jRj8Zvg4bxhhjjDHGGGOMMcYYY4wxxow8m2LRGGOMMcYYY4wxxhhjjDHGHFVsikUzKonI2zh0msPNqrpyJNJjjDmy+c+6uL/AqjMKPLDVGGOGnIj8E/C+vMX/oapXjkR6jDGmNyLyUeDzeYsfUtVLRyI9xpijk8UiY4wxh5tNsWiMMcYYY4wxxhhjjDHGGGOOKjbFojHGGGOMMcYYY4wxxhhjjDmqWAOZMcYYY4wxxhhjjDHGGGOMOapYA5kxxhhjjDHGGGOMMcYYY4w5qlgDmTHGGGOMMcYYY4wxxhhjjDmq/H8nq0/xK1RfLAAAAABJRU5ErkJggg==\n","text/plain":"<Figure size 2160x720 with 30 Axes>"},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"metadata":{},"cell_type":"markdown","source":"## Investigating our features correlation to our target"},{"metadata":{"trusted":true},"cell_type":"code","source":"from beakerx.object import beakerx\nbeakerx.pandas_display_table()\nmost_correlated = corr.abs()['CLASS_RESULT'].sort_values(ascending=False).reset_index()\nmost_correlated = most_correlated.iloc[1:].rename({\"index\":\"feature\",\"CLASS_RESULT\":\"correlation_to_target\"}, axis = 1)\nprint(most_correlated)","execution_count":77,"outputs":[{"output_type":"stream","text":" feature correlation_to_target\n1 TIME_OFFSET 0.861746\n2 ROLLING_AVG_DAILY_TRANS_AMNT 0.834575\n3 MACD_TRANS_CNT 0.826945\n4 ROLLING_AVG_WEEKLY_TRANS_AMNT 0.752052\n5 ROLLING_AVG_DAILY_TRANS_CNT 0.739858\n6 EXPECTED_DAILY_TRANS_CNT 0.708627\n7 AROON_TRANS_AMNT 0.705022\n8 EXPECTED_DAILY_TRANS_AMNT 0.696459\n9 RSI_TRANS_CNT 0.683260\n10 DAILY_TRANS_CNT 0.663161\n11 EXPECTED_WEEKLY_TRANS_AMNT 0.626029\n12 ROLLING_AVG_WEEKLY_TRANS_CNT 0.567841\n13 AROON_TRANS_CNT 0.545996\n14 EXPECTED_WEEKLY_TRANS_CNT 0.538239\n15 WEEKLY_TRANS_CNT 0.513323\n16 WEEKLY_TRANS_AMNT 0.475171\n17 DAILY_TRANS_AMNT 0.445158\n18 CREDIT_SCORE 0.435387\n19 CURRENT_BALANCE 0.251664\n20 ADX_TRANS_CNT 0.191480\n21 CREDIT_LIMIT 0.145593\n22 ADX_TRANS_AMNT 0.124552\n23 MACD_BALANCE 0.097921\n24 RSI_BALANCE 0.088247\n25 AROON_BALANCE 0.086883\n26 ROLLING_AVG_BALANCE 0.072767\n27 MACD_TRANS_AMNT 0.071346\n28 ADX_BALANCE 0.056237\n29 RSI_TRANS_AMNT 0.052941\n30 AMOUNT 0.042056\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"# Fantastic!\n<blockquote> \nWe've just demonstrated our platform's ability to execute simple feature investigation routines <br>\n Next Up: <a href='./7.4 Feature Engineering.ipynb'>Using MLManager to Engineer Features</a>\n<footer>Splice Machine</footer>\n</blockquote>"},{"metadata":{"trusted":false},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.7.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"toc":{"base_numbering":1,"nav_menu":{},"number_sections":false,"sideBar":true,"skip_h1_title":false,"title_cell":"Table of Contents","title_sidebar":"Contents","toc_cell":false,"toc_position":{"height":"calc(100% - 180px)","left":"10px","top":"150px","width":"256px"},"toc_section_display":true,"toc_window_display":true}},"nbformat":4,"nbformat_minor":4}
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