{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"markdown","source":"# Machine Learning Engineer Nanodegree\n\n## Capstone Project\n\n## Project: Write an Algorithm for Distracted Driver Detection \n\n---\n\n\n\n>**Note:** Code and Markdown cells can be executed using the **Shift + Enter** keyboard shortcut.  Markdown cells can be edited by double-clicking the cell to enter edit mode.\n\n\n\n---\n\n### The Road Ahead\n\nThe notebook is broken into separate steps as shown below.\n\n* [Step 0](#step0): Import Datasets\n* [Step 1](#step1): Create and train a CNN to Classify Driver Images (from Scratch)\n* [Step 2](#step3): Train a CNN with Transfer Learning (Using Fine-tuned VGG16)\n* [Step 3](#step4): Kaggle Results\n\n\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport os\n\nimport keras\nimport numpy\nfrom keras.preprocessing.image import ImageDataGenerator","execution_count":55,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import keras\nimport numpy\nfrom keras.preprocessing.image import ImageDataGenerator","execution_count":56,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<a id=\"step0\"></a>\n## Step 0: Import Datasets\n\n### Import Driver Dataset\n\nIn the following code cell, we create a instance of ImageDataGenerator which does all preprocessing operations on images that we are going to feed to our CNN"},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"train_datagen = ImageDataGenerator(\n        rescale=1./255, validation_split=0.2)\n#         shear_range=0.2,\n#         zoom_range=0.2,\n#         horizontal_flip=True)\n","execution_count":57,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"In the following code, we are loading only 32 images at once into memory and performing all the preprocessing operations on loaded images. The flow_from_directory loads a defined set of images from the location of images, instead of loading all images at once into memory.\n\n- train_generator contains training set\n- val_generator contains validation set"},{"metadata":{"trusted":true},"cell_type":"code","source":"train_data = '../input/state-farm-distracted-driver-detection/train'\ntest_data = '../input/state-farm-distracted-driver-detection/test'\ntrain_generator = train_datagen.flow_from_directory(\n        train_data,\n        target_size=(224, 224),\n        batch_size=32,\n        class_mode='categorical',\n        subset='training')\n\nval_generator = train_datagen.flow_from_directory(\n        train_data,\n        target_size=(224,224),\n        batch_size=32,\n        class_mode='categorical',\n        subset='validation')\n","execution_count":58,"outputs":[{"output_type":"stream","text":"Found 17943 images belonging to 10 classes.\nFound 4481 images belonging to 10 classes.\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from PIL import Image\n\nac_labels=  [\"c0: safe driving\",\n\"c1: texting - right\",\n\"c2: talking on the phone - right\",\n\"c3: texting - left\",\n\"c4: talking on the phone - left\",\n\"c5: operating the radio\",\n\"c6: drinking\",\n\"c7: reaching behind\",\n\"c8: hair and makeup\",\n\"c9: talking to passenger\"]\n","execution_count":59,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"imgs, labels = next(train_generator)","execution_count":60,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Dataset Exploration\n- Following code block explores and reveals the dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"import functools\n\ndef list_counts(start_dir):\n    lst = sorted(os.listdir(start_dir))\n    out = [(fil, len(os.listdir( os.path.join(start_dir, fil)))) for fil in lst if os.path.isdir(os.path.join(start_dir,fil))]\n    return out\n\nout = list_counts(train_data)\nlabels, counts = zip(*out)\nprint(\"Total number of images : \",functools.reduce(lambda a,b : a+b, counts))\nout","execution_count":61,"outputs":[{"output_type":"stream","text":"Total number of images :  22424\n","name":"stdout"},{"output_type":"execute_result","execution_count":61,"data":{"text/plain":"[('c0', 2489),\n ('c1', 2267),\n ('c2', 2317),\n ('c3', 2346),\n ('c4', 2326),\n ('c5', 2312),\n ('c6', 2325),\n ('c7', 2002),\n ('c8', 1911),\n ('c9', 2129)]"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Data Visualization\nFollowing code block. displays images and their respective labels of training/ validation dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"\nimport matplotlib.pyplot as plt\nimport pandas as pd\n# Pretty display for notebooks\n%matplotlib inline\n\n\ny = np.array(counts)\nwidth = 1/1.5\nN = len(y)\nx = range(N)\n\nfig = plt.figure(figsize=(20,15))\nay = fig.add_subplot(211)\n\nplt.xticks(x, labels, size=15)\nplt.yticks(size=15)\n\nay.bar(x, y, width, color=\"blue\")\n\nplt.title('Bar Chart',size=25)\nplt.xlabel('classname',size=15)\nplt.ylabel('Count',size=15)\n\nplt.show()\n\n\n\ndef showImages(imgs ,inlabels=None, single=True):\n    if single:\n        aim = (imgs * 255 ).astype(np.uint8)\n        img = Image.fromarray(aim)\n        if labels is not None:\n            print(\"Label : \", ac_labels[np.argmax(inlabels)])\n        plt.imshow(img)\n        plt.show()\n    else:\n        for i,img in enumerate(imgs):\n            lbl = None\n            if inlabels is not None:\n                lbl = labels[i]\n            showImages(img, lbl)\n\nind = 1\nshowImages(imgs[:ind], inlabels=labels[:ind], single = False)\n","execution_count":97,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1080 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABK4AAAHDCAYAAAANyFJcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xucred8P/zPVyIIElvEsSJCNQ49aLefUnWoOsSDqLPyUNWmnjalTWlRXoL+fmiL9ic06Ku0P9TjfI5DVFBK7ZQ6RvNo40yETRo7EuL7/HGvkZUxe89MMjPrknm/X6/1WrPu+7rv9V1z7TWz5rOv67qruwMAAAAAo7nMogsAAAAAgJUIrgAAAAAYkuAKAAAAgCEJrgAAAAAYkuAKAAAAgCEJrgAAAAAYkuAKAGCbqarjq6qr6pRF1wIAsC+CKwDgUm8uqFnptqeqTq+qv6+qWy+61vWoqstV1W9W1auq6j+r6r+r6ryq+kpVvauqnlhV1190nRfXrN+Or6rDF10LALAY+y+6AACALfa1ua8vk+SqSW44uz20qp7S3ccvorD1qKq7J3lBkmvPbT4vyZ4k10hyzSS/kuT4qnphd//u1ld5iT15dn9KkjMWVwYAsChGXAEA20p3X3PudvUkl0tymySnzpo8efSRV1X1O0nekCm0+kKS30tyWHdfvrt3ZHpNt03yvCTfT/Lri6oVAOCSEFwBANtad1/Q3e9Pcq+5zUcvqp7VVNUvJTkh0+e49yb56e5+fnd/YalNd3+vu9/X3ccmuVGSf15MtQAAl4zgCgAgSXd/Mck3Zg+vtHx/VV22qu5ZVS+sql2zdaTOr6ozq+rtVfWgqqqVzl1Vt19aU2v2+OZV9bKq+mJVfW+di6Q/K9NyD2cmuU93f3uV1/X5JPfcV5uqumNVvaWqvl5V362qT1fVk6vq8ntpf+Ds9f5DVX10dtx5VfXlqnp9VR21j+f6jdn34ozZ4zvMjvlKVV1QVS+Z3XrusHcvW5fsjH29HgDg0sMaVwAASarqOkkOmT38zApNfinT9LwlZyf5bpJDk9x5dvu1qnpgd/9gH89znyT/mOSys3N8fx013iLJLWcPn9vdZ63luFXqeWySZ84efjvJAUmOTHJ8kttV1Z26+4Jlh90/yYuXTp8LX8e1Mo1WO7qqntXdj1nl9Tw6yXOS1Oy5l57n25nWIrvG7PHuJOfPHfr1fZ0XALj0MOIKANjWqmq/qrpVktfNNp2Z5B9WaLon02Lod0pycHcf3N0HZQq7Hp0pvLlfkmNXecqXJHlnkhvPznGFJL+9xnLvOPf16/baau1+NskzZrerz9bHukqSp8723yHJw1Y4bneSv8y0NtiVuvsq3X3FTGtuPTnJ95L8UVXta6TXNTKNHvv7TOtzXSXJFZI8rbsf3d3XnGt772Vrk93i4r5gAODHixFXAMC2UlVfnXu4dFXB/TIFTy9L8qfd/a3lx3X3vyb51xW2fzPJ/66qLyd5VZJHJfnf+yjhU0nuOT+KqbtPX2P5N53dn5fk02s8Zl+ukuQiV1Hs7rMzLVB/syT3TvKgJH83f1B3vyEXHX22tP0rSZ5aVXuS/EWm78Ub9/Lcl0/y2u5++NzxFyT57CV5QQDApYsRVwDAdnONuduhmUKrJDkwycG5cHraer1ldn+DqrrmPtr9xQpT79ZqaSrjt/Y1/W8dzss0cmolS8HUz1yM8y59L25VVfvto93TL8a5AYBtRHAFAGwr3V3zt0zT026eacra3ZO8t6rutdKxVXXlqnpsVb1ntij7+XOLru+Za/oT+yjh/Rv1WjbAJ7v7nL3s+/Ls/qor7ayqa1TVU6rqX6rqG1X1/bnvxadmzQ5MsmMv5z83yb9d7MoBgG3BVEEAYFvr7u8m+WiS36qqqyb5tSQvqarDZtPmkiRVdaMk78pFQ6k9Sb6VZGn009JorSvu4ynPvATlLl318CpVdZkNGHX13/vYt7Ro/I98XpytCfbWTFMNl5yT6fvRmUaxXW22/YpJVlpE/hsbNGoMALgUM+IKAOBCL5rdH5zkbsv2vThTaHVGpkXYD+nuK3b31WcLiV9nrm3t7QkuwTTBJPnk7P5ySW58Cc5zsVXV/pmuiniVTIHf3ZIc1N1X7u5rzL4Xvzh/yF5OdUm+DwDANmHEFQDAhT439/X1l76oqusmufXs4YO6+4MrHLuvda02yrvmvv61XBhkbaVbJblepuDp7t39pRXabMX3AgDYBoy4AgC40Pw0wO/MfX3dua8/spdjf3Xjy7mo7v5wLryy4bFVdbV9tV9SVRv5mW/pe/H1vYRWycZ9L3p2v9cRbADApZvgCgDgQr8+9/Wuua+/Pff1zy4/qKqunOSJm1XUMo/JNNrpGkleU1UH76txVf1Ektdv4PMvfS+uUVU/cgXG2fM9aoOea2mNsavssxUAcKkluAIAtr2qumZV/VmSh802fTDJv8w1+XSSz8++/ruq+oW5Y2+V5JTs/ep5G6q735fk0ZlGI902yceq6ndngdFSTZetqltX1V8l+Y9Zu43yz5lGo1WSV84WrU9V7VdVd8n0vei9H74un5jdP7iqDtygcwIAP0ascQUAbCtV9dVlmy6faTH2JR9Pcp/u/mH40t0/qKrfS/K6JDdNsquq9sx2H5gpyDk6ycmbVvic7n5eVX0xyd8kOSzJ85I8r6q+m+TcTCOUlqbXfT/JCzbwub9dVY+ZPfdtk3ymqs7J9Lny8pmuIPjwJG/cgKc7MckvJblPkntW1ZmZXs8Xu/s2G3B+AGBwgisAYLtZPr3te0m+muTfk7w6yT909/nLD+ruN1fVbZP8aaYw5cDZce9K8szu/kzV1i3F1N1vqKq3J3lIkqOS/HySQ5NcMcmZmUYr/VOS/9PdX9jg5z6xqj6f5LFJdmb6TPmlJG9N8owkB2zQ87x09j39nSQ/neRaMWMAALaVmvvPRAAAAAAYhv+xAgAAAGBIgisAAAAAhiS4AgAAAGBIgisAAAAAhiS4AgAAAGBI+y+6gJFd7WpX68MPP3zRZQAAAABcapx66qlndfeha2kruNqHww8/PLt27Vp0GQAAAACXGlX1ubW2NVUQAAAAgCEJrgAAAAAYkuAKAAAAgCEJrgAAAAAYkuAKAAAAgCEJrgAAAAAYkuAKAAAAgCEJrgAAAAAY0pYGV1V1v6p6Y1V9qarOqapTq+pBy9qcUlW9wu3yy9pdp6peV1X/XVVnVdUJVXXgCs/521V1elV9d/Z8d9zs1wkAAADAJbf/Fj/fcUn+K8kfJjkryd2SvLyqrtbdz51r9+4kT1h27HlLX1TVZZO8Pcn5SR6Y5CpJnj27f8hcuwclOTHJ8Un+OcnDk7y5qm7R3Z/Y0FcGAAAAwIba6uDqHt191tzjf6qqa2cKtOaDq2929wf3cZ77Jrlxkht2938lSVV9L8krquop3X36rN3xSf6+u582a/OeJDdP8rjMBVwAAAAAjGdLpwouC62WfCTJtdd5qqOSfHgptJp5faYRWHdNkqo6IsmNkrxy7vl/kORVs+MBAAAAGNgIi7PfKsl/LNt256raM7u9vap+Ztn+I5OcNr+hu89P8tnZvszdX6Rdkk8nuWpVHXrJSwcAAABgsyw0uJotlH6vJM+a2/yeJI9OcpckxyQ5LMn7qurwuTY7knxrhVPunu3L3P3ydruX7QcAAABgQFu9xtUPzYKolyd5Q3e/ZGl7dz95rtn7qurkTKOm/mB22+y6jskUmOWwww7b7KcDAAAAYC8WMuKqqq6a5KQkn0vy4H217e6vJnl/kp+f27w7ycErNN+RC0dULd0vb7dj2f7lz/fC7t7Z3TsPPdRsQgAAAIBF2fIRV1V1YJI3Jzkgyd27e88aDuvZbclpuXANq6XzHpDkiCQnzrXJrN3n5poememqhV9ff/U/vqoWXcGYuldvAwAAACzGlo64qqr9M13V7yeT3LW7z1zDMddMcpskp85tPinJLarqenPb7pnkckneliTd/Z+ZFn2/39y5LjN7fNIleyUAAAAAbLatHnH1/CR3y7T4+iFVdcjcvo8k+akkT88Ubn0u08Lsj0/ygyR/Ndf21Un+NMlrq+pJmaYDPifJy7v79Ll2xyd5aVWdkWm64cMyhWa/vtEvDAAAAICNtdXB1Z1n93+9wr7rJ/lGksoUXh2S5L+TnJLkXt39+aWG3f29qrprkhOSvDLJeUlekeSx8yfs7n+sqisl+ZMkT0ryyUzTEz+xga8JAAAAgE2wpcFVdx++hmZ3W+O5vpjkXmto96IkL1rLOQEAAAAYx0KuKggAAAAAqxFcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQ9p/0QUAwEapWnQFY+pedAUAAHDxGHEFAAAAwJAEVwAAAAAMyVRBAGDLmM65MtM5WQ/vo5V5HwFcOgmuANbIHwor84cCAACwWQRXAAD8kJB+ZUJ6AFgMa1wBAAAAMCTBFQAAAABDElwBAAAAMCTBFQAAAABDElwBAAAAMCRXFYRBuIrTylzFCQAAYPsy4goAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIQmuAAAAABiS4AoAAACAIe2/6AIAAAAA5lUtuoIxdS+6gq1nxBUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQ9rS4Kqq7ldVb6yqL1XVOVV1alU9aIV2v11Vp1fVd2dt7rhCm+tU1euq6r+r6qyqOqGqDrw45wIAAABgPFs94uq4JOck+cMk90zy7iQvr6rfX2owC7JOTPIPSY5K8skkb66qm821uWyStye5XpIHJnl0kvsleeH8k63lXAAAAACMqbp7656s6mrdfdaybS9Pcqvuvv7s8WeSvL+7f3P2+DJJ/j3Jv3f3Q2bbHpTkpUlu2N3/Ndt2/ySvSPJT3X36Ws+1Lzt37uxdu3ZtwCtfvKpFVzCmLfznvyp9tDJ9ND59ND59ND59ND59NL6R+gi45PysW9ml5WddVZ3a3TvX0nZLR1wtD61mPpLk2klSVUckuVGSV84d84Mkr8o0YmrJUUk+vBRazbw+yflJ7rrOcwEAAAAwoBEWZ79Vkv+YfX3k7P60ZW0+neSqVXXoXLuLtOnu85N8du4caz0XAAAAAANaaHA1Wyj9XkmeNdu0Y3b/rWVNdy/bv2OFNkvtdixru9q5AAAAABjQ/ot64qo6PMnLk7yhu1+yqDqWq6pjkhyTJIcddtiCqwEAAH7cWJtnZZeWtXmArbWQEVdVddUkJyX5XJIHz+1aGg118LJDdizbv3uFNkvtdi9ru9q5LqK7X9jdO7t756GHmk0IAAAAsChbHlxV1YFJ3pzkgCR37+49c7uX1qM6ctlhRyb5Znd/fa7dRdpU1QFJjpg7x1rPBQAAAMCAtjS4qqr9M13V7yeT3LW7z5zf393/mWmh9vvNHXOZ2eOT5pqelOQWVXW9uW33THK5JG9b57kAAAAAGNBWr3H1/CR3S/LoJIdU1SFz+z7S3eclOT7JS6vqjCTvT/KwTEHXr8+1fXWSP03y2qp6UqbpgM9J8vLuPn2u3VrOBQAAAMCAtjq4uvPs/q9X2Hf9JGd09z9W1ZWS/EmSJyX5ZKYphZ9Yatjd36uquyY5Ickrk5yX5BVJHjt/wrWcCwAAAIAxVbu0w17t3Lmzd+3ategyNoQrm6xspH/++mhl+mh8+mh8+mh8+mh8+mh8+mh8I/UR4/M+Wtml5X1UVad29861tF3IVQUBAAAAYDWCKwAAAACGJLgCAAAAYEiCKwAAAACGJLgCAAAAYEiCKwAAAACGtP+iCwAAAICtVLXoCsbUvegK4EcZcQUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkARXAAAAAAxJcAUAAADAkLY8uKqqG1bVC6rqY1V1QVWdskKbM6qql92+ukK7m1TVu6pqT1V9uaqeWlX7LWtTVfWEqvpCVZ1bVe+tqp/bxJcIAAAAwAbYfwHPedMkd0vywSSX3Ue7lyd57tzj8+d3VtWOJCcn+VSSo5PcIMmzMoVxT5xr+rgkT0ry2CSnJTkuyclVdbPu/pEwDAAAAIAxLCK4elN3vyFJqurVSa62l3Zf6e4P7uM8j0xyhST37u6zk7yzqg5KcnxV/Xl3n11Vl88UXD29u0+YPee/JDkjybG5aMAFAAAAwEC2fKpgd/9gg051VJK3z0KrJa/IFGbdbvb41kkOSvLKuef/TpI3zY4HAAAAYFAjL87+iKo6v6q+XVWvrqrrLdt/ZKapfz/U3Z9Psme2b6nNBUlOX3bsp+faAAAAADCgRUwVXIs3ZFoD64tJbpzkyUneV1U/3d3fnrXZkeRbKxy7e7Zvqc053X3BCm0OrKoDuvv8AAAAADCcIYOr7n703MP3VdUHknw0ycOT/NVmPndVHZPkmCQ57LDDNvOpAAAAANiHkacK/lB3fyLJZ5L8/Nzm3UkOXqH5jtm+pTZXqqr9VmizZ6XRVt39wu7e2d07Dz300EtePAAAAAAXy49FcDXTs9uS07Jsnaqqum6SA3Ph2lenJdkvyQ2XnetH1scCAAAAYCw/FsFVVd0sU9h06tzmk5LcpaquPLftAUnOTfKe2eMPJDk7yf3mznVgknvMjgcAAABgUFu+xtUsOLrb7OF1khxUVfedPX5rkjskeUiSNyf5cqbA6olJPp/kJXOnOjHJo5K8tqqemeSIJMcneXZ3n50k3f3dqnpGkidV1e5Mo6yOyxTYPXeTXiIAAAAAG2ARi7NfPcmrlm1benz9JF+YtfmrJFdJ8o0kb0vyhKVAKkm6e3dV3THJCUnelOkKg8/JFF7Ne0amoOrxSQ5JsivJnbr7axv3kgAAAADYaFseXHX3GUlqlWZ3XOO5PpXkV1Zp00n+5+wGAAAAwI+JNa9xVVUPrapD9rLvqlX10I0rCwAAAIDtbj2Ls784yQ32su/6s/0AAAAAsCHWE1zta3rfIZmu3gcAAAAAG2Kfa1xV1dFJjp7b9KSq+vqyZpdP8stJPrzBtQEAAACwja22OPvVk/z03OMbJLnmsjbnJ3lHkj/bwLoAAAAA2Ob2GVx194uSvChJqurdSf6f7j5tKwoDAAAAYHtbbcTVD3X3HTazEAAAAACYt+bgKkmq6tpJ7p7kJzKtbTWvu/tPNqowAAAAALa3NQdXVfVrSf4xyX5Jzsy0ttW8TiK4AgAAAGBDrGfE1f/KtAj7b3T3NzepHgAAAABIsr7g6rpJfl9oBQAAAMBWuMw62n4gyU9tViEAAAAAMG89I66OS/KyqjonyTuTfGt5g+7es1GFAQAAALC9rSe4+tjs/sWZFmJfyX6XrBwAAAAAmKwnuPrN7D2wAgAAAIANtebgqrtfsol1AAAAAMBFrGdxdgAAAADYMmsecVVVX88qUwW7++qXuCIAAAAAyPrWuHpefjS42pHkjkkOSvJ3G1UUAAAAAKxnjavjV9peVZXklUm+t0E1AQAAAMAlX+OquzvJ3yY59pKXAwAAAACTjVqc/YgkB2zQuQAAAABgXYuz/+4Kmw9IcuMkD07yqo0qCgAAAADWszj7CStsOy/JF5M8P8lTNqQiAAAAAMj6FmffqGmFAAAAALAqYRQAAAAAQ1pXcFVVR1TV31TVx6vqS7P751fVEZtVIAAAAADb03oWZ/+FJO9O8t0kb07ytSTXSHKfJA+uqjt0979tSpUAAAAAbDvrWZz9L5N8JMlR3b1naWNVHZjkrbP9v7Kx5QEAAACwXa1nquD/SPLn86FVkswe/2WSW25kYQAAAABsb+sJrs5Ncshe9l010xRCAAAAANgQ6wmu3pLkGVV1m/mNs8dPT/KmjSwMAAAAgO1tPWtcHZfkDUneU1VnJjkzydUzLdD+gSR/tPHlAQAAALBdrTm46u5vJLlNVd01yS2SXCvJV5J8qLvfsUn1AQAAALBN7XOqYFVdq6peU1V3WdrW3W/r7qd19+9299OmZvWaqrr6plcLAAAAwLax2hpXj0lyRJJ9jah6R5Lrx1RBAAAAADbQasHV3ZOc2N29twazfS9IcvRGFgYAAADA9rZacHW9JJ9aw3k+neTwS1wNAAAAAMysFlydm+SgNZznSrO2AAAAALAhVguu/i3JPddwnqNnbQEAAABgQ6wWXD0/ySOq6mF7a1BVD03y8CQnbGRhAAAAAGxv++9rZ3e/pqr+OsmLq+rYJG9L8vkkneSwJHdJsjPJc7r7dZtdLAAAAADbxz6DqyTp7j+qqlOS/EGSxyS53GzXeUnen+To7n7zplUIAAAAwLa0anCVJN39piRvqqr9kxwy2/yN7v7+plUGAAAAwLa2puBqySyo+tom1QIAAAAAP7Ta4uwAAAAAsBCCKwAAAACGJLgCAAAAYEiCKwAAAACGJLgCAAAAYEiCKwAAAACGJLgCAAAAYEiCKwAAAACGJLgCAAAAYEiCKwAAAACGJLgCAAAAYEiCKwAAAACGJLgCAAAAYEhbHlxV1Q2r6gVV9bGquqCqTlmhTVXVE6rqC1V1blW9t6p+boV2N6mqd1XVnqr6clU9tar2uzjnAgAAAGAsixhxddMkd0vymST/sZc2j0vypCTPTHKPJOckObmqrrnUoKp2JDk5SSc5OslTk/xRkqes91wAAAAAjGcRwdWbuvu63X2/JJ9cvrOqLp8pbHp6d5/Q3ScnuV+mgOrYuaaPTHKFJPfu7nd294mZQqvjquqgdZ4LAAAAgMFseXDV3T9YpcmtkxyU5JVzx3wnyZuSHDXX7qgkb+/us+e2vSJTmHW7dZ4LAAAAgMGMuDj7kUkuSHL6su2fnu2bb3fafIPu/nySPXPt1nouAAAAAAYzYnC1I8k53X3Bsu27kxxYVQfMtfvWCsfvnu1bz7kAAAAAGMyIwdVCVdUxVbWrqnZ9/etfX3Q5AAAAANvWiMHV7iRXqqr9lm3fkWRPd58/1+7gFY7fMdu3nnP9UHe/sLt3dvfOQw899GK/CAAAAAAumRGDq9OS7Jfkhsu2L1/T6rQsW6eqqq6b5MC5dms9FwAAAACDGTG4+kCSs5Pcb2lDVR2Y5B5JTpprd1KSu1TVlee2PSDJuUnes85zAQAAADCY/bf6CWfB0d1mD6+T5KCquu/s8Vu7e09VPSPJk6pqd6aRUcdlCtmeO3eqE5M8Kslrq+qZSY5IcnySZ3f32UnS3d9d47kAAAAAGMyWB1dJrp7kVcu2LT2+fpIzkjwjU7j0+CSHJNmV5E7d/bWlA7p7d1XdMckJSd6U6QqDz8kUXs1b9VwAAAAAjKe6e9E1DGvnzp29a9euRZexIaoWXcGYRvrnr49Wpo/Gp4/Gp4/Gp4/Gp4/Gp4/Gp4/Gp4/GN1IfXRJVdWp371xL2xHXuAIAAAAAwRUAAAAAYxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxoyuKqq36iqXuH2yLk2VVVPqKovVNW5VfXeqvq5Fc51k6p6V1XtqaovV9VTq2q/rX1FAAAAAKzX/osuYBW/kuTcucf/Off145I8Kcljk5yW5LgkJ1fVzbr7q0lSVTuSnJzkU0mOTnKDJM/KFNg9cdOrBwAAAOBiGz24+nB3n7N8Y1VdPlNw9fTuPmG27V+SnJHk2FwYSj0yyRWS3Lu7z07yzqo6KMnxVfXns20AAAAADGjIqYJrcOskByV55dKG7v5OkjclOWqu3VFJ3r4soHpFpjDrdltQJwAAAAAX0+jB1Wer6vtV9Zmq+p257UcmuSDJ6cvaf3q2b77dafMNuvvzSfYsawcAAADAYEadKviVTOtX/WuS/ZI8MMmJVXVgdz8nyY4k53T3BcuO253kwKo6oLvPn7X71grn3z3bBwBZ/traAAATJklEQVQAAMCghgyuuvvtSd4+t+mk2bpWT6yqv97M566qY5IckySHHXbYZj4VAAAAAPsw+lTBea9OctUkh2caMXWlqtpvWZsdSfbMRltl1u7gFc61Y7bvR3T3C7t7Z3fvPPTQQzekcAAAAADW78cpuOq5+9MyTSG84bI2y9e0Oi3L1rKqqusmOXBZOwAAAAAG8+MUXN03yVlJPpfkA0nOTnK/pZ1VdWCSeyQ5ae6Yk5LcpaquPLftAUnOTfKezS4YAAAAgItvyDWuquo1mRZm/1imkVUPmN0e1d0/SPLdqnpGkidV1e5Mo6eOyxTEPXfuVCcmeVSS11bVM5MckeT4JM/u7rO36OUAAAAAcDEMGVwl+UyS30xy3SSV5FNJHtrd/2euzTMyBVWPT3JIkl1J7tTdX1tq0N27q+qOSU5I8qZMVxh8TqbwCgAAAICBVXev3mqb2rlzZ+/atWvRZWyIqkVXMKaR/vnro5Xpo/Hpo/Hpo/Hpo/Hpo/Hpo/Hpo/Hpo/GN1EeXRFWd2t0719L2x2mNKwAAAAC2EcEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEMSXAEAAAAwJMEVAAAAAEPaFsFVVd2kqt5VVXuq6stV9dSq2m/RdQEAAACwd/svuoDNVlU7kpyc5FNJjk5ygyTPyhTaPXGBpQEAAACwD5f64CrJI5NcIcm9u/vsJO+sqoOSHF9Vfz7bBgAAAMBgtsNUwaOSvH1ZQPWKTGHW7RZTEgAAAACr2Q7B1ZFJTpvf0N2fT7Jntg8AAACAAW2H4GpHkm+tsH33bB8AAAAAA9oOa1ytS1Udk+SY2cNzquozi6znUupqSc5adBFJUrXoCoalj8anj8anj8anj8anj8anj8anj8anj8anjzbe9dbacDsEV7uTHLzC9h2zfRfR3S9M8sLNLmo7q6pd3b1z0XWwd/pofPpofPpofPpofPpofPpofPpofPpofPposbbDVMHTsmwtq6q6bpIDs2ztKwAAAADGsR2Cq5OS3KWqrjy37QFJzk3ynsWUBAAAAMBqtkNwdWKS85K8tqp+dbaG1fFJnt3dZy+0su3LVMzx6aPx6aPx6aPx6aPx6aPx6aPx6aPx6aPx6aMFqu5edA2brqpukuSEJLfKdIXBv01yfHdfsNDCAAAAANirbRFcAQAAAPDjZztMFWRAVXVwVb24qnZX1ber6mVVdcii62JSVQdU1V9U1fuq6tyqknAPpqpuMXsP/X9VtaeqPlNVT66qyy+6NiZVddOqeltVfbmqzquqz1fV31bVtRZdGz+qqi5TVbuqqqvq7ouuh0lVHT7rk+W3Vyy6Ni6qqu5dVR+efW74xuzn3xUXXRdJVR2/l/dRV9XjF10fk6raWVXvqKpvzm4nV9UtF10XF5p9tnvH7LP3WVX1N1V1pUXXtR3sv+gC2LZemeRGSX4ryQ+SPDPJ65P88iKL4ocOzNQ3/5rkA0l+ZbHlsIIHJLlBpvfO6Ul+JsnTZvf3WWBdXOjgJP+V5B+SfDnJ9ZM8OckvVNUtuvv7iyyOH/FbSX5i0UWwV49J8v65x2ctqhB+VFX9VqZlOf48yWOT7Mj02cHfGmP42yRvW7btXkn+JNOFrFiw2VXvT07yb0n+79nmxyZ5Z1X9dHd/bmHFkWQaeJHkn5L8R6bP4Ydk+pl3rUzvJzaRqYJsuaq6VaYw5Hbd/d7Ztv+R5ENJ7tTdJy+yPiZVVd3dVXVskud2dy26Ji5UVVfr7rOWbTsmyQuSHO4Dzpiq6k5J3pHkF7r73xZdD5Oq2pHpg+jjMv2Bd4/ufvNiqyKZRlxlCoD1yaCq6mqZ+ui47n7RouthbarqLUmO6O4bL7oWkqp6ZJLnJblqd397tm1HppD+2O7+m0XWRzIbnfj4JId197dm2+6R5I1JbtHduxZZ36WdqYJsmqq6bVW9u6rOmU0HPKWqbp7kqCRfWwqtkqS7/zXTh56jFlXvdrSPPkpLtYewtz5aHlrNfGR2f+2trHG729f7aAXfmN0fsFX1saY+elqm0TzvWlCJ294630cswD766P6zJn+/yPpY+/totjzHnZL849ZXub3to48um+T7Sb4z1/yc2Tb/ebyF9tFHP5dk11JoNfPOJJ3k/1pIsduI4IpNUVW3z/QHwPeSPCzTcMr3JblOkiOTnLbCYZ+e7WMLrNJHDOBi9NGtMk29/exW1Mfa+mi2dtIBVfVTSZ6R5MOZpuGyBVbro6r6mSS/mWkqGguwxp91L66qC6rqK1X17Kq6wtZXun2t0ke3TPKZJI+oqi9W1feq6kNVdetF1bsdrfMzw30yBSWCqy20Sh+9JsmeJM+qqqtX1dWTPCfJ7iSvWkjB29AqfXT5JOcvO+T7mT57G7m4yUwVZFNU1b9k+oV4i+Ujd6rqnUm+0933Wrb9pZmGLPugswX21UfL2pkquCBr7aNZ22sm+ViSt3b3b2xBeWRtfVRVb0tyl9nDU5PcrbvP3KISt73V+qiq3pPkQ939x6alLcYqnxmuleRPM02xPTvJ7TOty/OO7j56i0vdtlbpo7cnuXWm/vnjTCNL/zjJziQ/2d1f2+Jyt6V1fmb4pyQHd/cvbElxJFnT76OfS/LmXBg2fiXJUd3971tX5fa2ys+6ZyX59UxTBb8323bLJB9M8s7uvvNW17udGHHFhqvpCjK3TPL3ppuNSR+Nbz19VFUHZLrgwTlJ/nALyiPr6qPfT/KLmRZbvVKSk8rVH7fEan1UVQ9M8lNJ/myra2OyWh9191e6+9jufmN3n9Ldxyc5Lsk9q+pnt7jcbWkNP+sq08+2R3T3y7r7bZkWKr4gybFbV+n2tc7PDNdKcrsYbbWl1vD76FqZRladmmnplKNmX7+lqg7bylq3qzW8j16U5NAkz62qa1bVTZM8P9PPuh9sXaXbk+CKzbAj04eYr+xl/+5MV9ta6bjdm1UUF7FaH7F4a+qjqqpMV627aaaRPN5DW2dNfdTdp3f3h7r7pZlGXt080//Ysfn22kdVddkkf5HpypyXqaqrJDlotvuKVXXlLatye7s4v49ePbs3WmRrrOVzXSc5ZWlDd5+d6Y/um2x2cSRZ3/vo/rO2/++mVsRyq/XRYzON9Llvd79tFgDfJ1MoYir71thnH3X3aUmOSfKgWZuPZVr64aNJvrpFNW5bgis2w+5MqfO19rL/tKy8ltXe1r5i463WRyzeWvvor5IcneTo2S9Uts6630ezqz1+M8kRm1UUF7GvPrpikp9I8uxZu91JlqZjvCIXXuyAzXVxfh/1sns212p99OlMf+wtX1KgYhTCVlnP++iBSf65u7+wuSWxzGp9dGSSTy5NQUuS7j4/ySeT3GDzyyNreB91998luUaSn8l0MaRjk9ww03RBNpHgig3X3d9J8qEkD52NBlnupCTXrKrbLG2oqp2Z/pA7aWuq3N7W0Ecs2Fr6qKbL8h6b5CHd/c9bWR8X7300W6D9kEzrKLHJVumjc5LcYdntQbN9T0jy4K2qczu7mL+P7ju7P3VzqmLeGvpoaT24OyxtqKqDM42IszbPFljr+2i2jt8vxjTBLbeGPvpckpvNln9IklTV5ZLcLMkZW1LkNrfW91F3f7e7Pz5bv+8hmTKVV25RmduWxdnZFFV12yQnJ/mnJC/MdGnXW2W6hOibZwt5/mSmoa8/yDRV48zu/uUFlbztrKGPjso0IuGuSR6R5H6zQz88GzXCJttXH2Wa0vSyJC9J8oJlh362u7++dZVuX6v00e0zXW3mQ0m+lemKM3882/azsw9IbLLVftYta3t4LM6+5VZ5H+1McuUk78+0+PdtM02peWt332chBW9Da/jM8PpMa8M8LslZmX7W3STJjUxh3xpr+VlXVY9L8rQk1+rusxZV63a1ys+6r2QatfOOTOsmVZLfS/KrSXZaoH1rrNJH7810sZD3Zvosd4ckf5Tkt7v7JYuodzsRXLFpqup2mX457sx06dCPJPnD7v7obC2R5yT5tUwp9ZuTPMov0a21Sh+dkeR6Kxz2cD+ct87e+ijJH2S6TO9K9NEW2kcfHZlpYfYbZ7qE8ueTvCXJ0/2s21r7+lm3rN3hEVwtxCrvo8dk+s+uK2R6H708yf/s7vMWU+32tMpnhitlWjPu/kkOzBQ0/mF3f3xR9W5Hq/2sq6qPJvlqd991cVVub6u8j+6Y5MmZRlklyceTPLm7T1lErdvVPn4fnZ7kdbPtV0jyiUy/i16/oFK3FcEVAAAAAEOyxhUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAAAAAQxJcAQAAADAkwRUAwAapqt+oqq6qKy26FgCASwPBFQAAAABDElwBAAAAMCTBFQDAOlXVbavq3VV1TlV9u6pOqaqb76XtM6rq47O2X6yql1XVNZe1uWdVnVpV36mq3VX1oaq63dz+R1TVp6rq3Ko6q6reU1U3ne07fDY98f5V9YJZPV+sqqdU1WXmznFkVb2iqr5QVXuq6pNV9QfL2tx+dq47VtUbZvWcXlV3rqr9quovZs//pao6boXX+suz2vZU1Teq6kVVdeWN+J4DANuT4AoAYB2q6vb5/9u7s1CpyzCO498nrVwQsTAKW40KhC4kxCzQErowi9AMLcsWgigJvBAVitBoIaE01HCB4qQIRVeVtriiYkVdSFlkSBGJFUop6oULPl28/4nDNHOckUNN+P3AcGbenbk6/OZ93z9sAk4CDwNTge3AsCZdLgFeAiYCs4DhwOZaYBQR1wLvAZuBu4HpwIfARVX9WGA5sBqYADwG7AQG182zEDgKTAHWAM9V72uGAXuAp4A7gVXAAmBugzWvAHYAk4Cfq/UtBQYBD1SfX42I0d2+l1uBjcBv1byzqnneavK9SJIknVFk5n+9BkmSpP+NiPgMOB8YlXX/SEXEI5SgZlBmHm3Qtw9wKbAPGJeZ2yJiCrAiMy9uMt9s4P7MvKlJ/dXAT8DqzJzRrXwX8H1mTmvQJ4A+wBzg8cwcXpXfBmwB5mfmgqpsBPAtsCUzx1dl5wH7ga7MnFuVbQdOZebt3eYZTwn5bszM3Y3WL0mS1BN3XEmSJLUoIgYCoymBTUu//kXEhIjYGRGHgVOU0Arg+urvN8DgiOiqjuQNrBtiFzAyIhZVRxQvaDLVp3WfvwMu77aOftXxwb3AccqOsReBayKib13fTd3e763+bq4VZOZp4EeqXWYRMQAYA7wbEX1rL8qurZNAw9BNkiTpTAyuJEmSWjcECODXVhpHxCjgfUpY9RAl3Lm5qu4HkJl7gHsoRwjXAwcjYm1EDK3qNwKPAmOBrVX9sgYB16G6zydqc1ReAWYDKylH+EYBL3RfS6OxMvNEC+MPoezgeoMSVNVexym7065AkiTpLNT/uiZJkqTm/gROA5e12H4ScACYWtuhFRFX1TfKzHXAuogYTLkLazGwBJhW1XcBXVWYNRlYBBwB5rWx9vuAJZm5sFYQERPb6N+TQ0AC8ynhW739vTSPJEk6xxhcSZIktSgzj0XEF8CMiFjawnHB/sDJunbTexj/MLC2eqLgmAb1B4AVETEZGNHm8vtTdkABf9+39Y/7r85G9b18DtyQmc/3xpiSJElgcCVJktSueZSn530UESuBY5SQ6asGbTcAsyJiMfABcAvwYPcGEfFE1f9jys6k6yi7o96u6hdQnjC4FTgIjATG0d5uq9paZlZ3XP0BzAQubHOMnswBNkXEacpTB48AV1J2kD2TmT/04lySJOkc4R1XkiRJbcjMbcAdwABgDfAOJUja16DtemAucC/lrqtxwF11zb4GhgKvUS5YfxZYVfUD+JKyu2o58AnwJOVI3uttLv1pYDuwDHgT2A283OYYTWXmDso9XEOB1ZSgbg7wC/B7b80jSZLOLdHiA3EkSZIkSZKkf5U7riRJkiRJktSRDK4kSZIkSZLUkQyuJEmSJEmS1JEMriRJkiRJktSRDK4kSZIkSZLUkQyuJEmSJEmS1JEMriRJkiRJktSRDK4kSZIkSZLUkQyuJEmSJEmS1JH+Akl7AdJ0JDX7AAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","text":"Label :  c0: safe driving\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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vLGcf2iPb3jbN+JUYB4bwBEMvOI1r+TylSs8c+mLHOzfhiDQ0nBhsMNkPiNahw2WqigT2hsCSmucDejMIJRMiLBS69DBe4/3fr1TS5FCCa01RiqkCpzMTziZHGNtgxcRLSPSQSBiZUT4jl5WUKqM9/+bn+I73/UusgyMMRS6Yu4WqFPnDCEkRBmRdgzvUUolw2E7vLfYtiZ4i/COw/1b7H/pGU5uXEdtb/Mrv/ALCAe7u7sc39jnx370H/FD8x/hA+//VQ7jAV1T4KNHV4LaTjFyGx0VZzfP8Fuf+V3y7R46y1jMHf2NEdu7ZxjPWurWIpAUVZ/p/IDZoiHPerQWIhlFma/na9FYpM45c3YD11qyLHlDrY+M65pRr6I/2EAv8aQASGWQUrKhNrDtAu89UWT0eiNODu6ws72FBm7fvoXAkWlDmReUyhCjxEpP6FoW1jKoSmyraNsWL1tilHReoEJHWfRRCI5OxmTlkGF/AyLkpsJj6VVDsrJHjIoYoFPJ5c21pvUdKZrTHE9PuLZ/na2NPjI4eoVh7moCDiUjKgt0fsFkPEMJjYhgtEaGSCYFu2fPcmf/KiE4ohUII3GuIwqND4LxrCbrldQuoPKKIDr6G9s0beTa9X3e9KY38fDDD9M0DRsbGzRNQ1X1EVoRkIw2t1jM5ixm9T3r40vCKGRFxUzUlJXh537xp/iv//J38+lPfo5sbsijxQlPKDxvePMbOP/YA/R6vQRGKfAuEKPFeMWlz13it//db1MUBa968kmObp2QGYME5rMJRkpiWGU3FD6AkIrWWnSAtm3obW7SNM16YQNrgG+lrCAxwqBDwLk2IeSHHYUoEK0iK3PIHV5YFicQVYHvalw9J6s0r9oc8Yu/9HN88NMf5c2Pfj0XdiJRZeRlTtM0GCWxTQs4YhCE5fk71yVcQxqcs1z70hUefvhhbt+4wU455NozX0RYjw6B0ki62NF2Uz71W09Rdy1ZnrO1KQllBG14/y/9Ig+++kmOtUeLEx6QGyhge/sMk3CCLjVDFDkK03pKG2hcy51bl2ncHKJmVGXYuqVXDQkRDm8fMdrYIBJpg8d5j2/GTMcTLs1mPPHKV9FOJuQxUmYShEPjAFA+rA0gKNAVOsvRUaOAja0dLl29xGBQsXvmHCfTjsgCpxwhL+gaC52ndRHvAuN5g8DhCYQmw8eIUQrtFVksOW5qzu09SCUy+i5QaMkJ4DDo4Ra3D+5wYafi6M5Nmu4Qg2dvbxulc44nM27c2ccozXaWobsGtEIZzfmyz2Q+AaMI0XJ4OOd43KRwylvyMiMaxXg2o5ovGIz2OPBHRAHVoM9kMqErNFakDaHMSuzMIr2gaxo++tGP8O7/6D9EKYMaFExsx+aZMxwfH1PmBdtbO4wXMzaKkqZpODo6IDfqnvXxpVH7EGFva5tu3vJn//Q7+avf81cYVBkhWoSWvPrVr+Av/sW/wKOPPgrAdDpdI/KTyYRnn32WD37wg8xmM7Isod/OOXa2tum6bh2Xa51s4CoceD7iD6zBMaVUQuCXu7NSiizL1o9X+EJ6XuOJZJnm+Pj4rvcWRUFnLXlV0jiLI9Lr9Xj///GvuXj2QVQfooAY/fq8K1Az+JSfXo3n4wvGGK5fv461FmstbWvZ2dnh6OiEtrUoZWiajsVsjkKgpKQqSvrk5F7ynd/6Dv7MN72dn/4nP8E2hqO6IwAXH3wYV3tuXbpO1zpc8EznM6TR7Ozt0nUdUmq899y6dYv5fM5kMmE2m5FrQwyBrm7IpaZflGxtbHLh3Hle/tjLyJRGS8XhnQNu3brFcDhcslIShiOlIjcFk+l0yY94HmcjSuq64ZkrzxKCJ8sy8iwjeEtu0r0wRi09PRAyQ4qMRWPZ3j3LhXMXGQ23EFIwLCu2RhsMehVGSzTJW7He4pxl0Ovz7LOXeOTsOR67+BgPPHCe4D2f/dxTHBwcsLWzSa9XsrW1Qa9XIkTE+o55awlKMV80LOqGm7fvIKWk7er1+mnblo2NDcbTOS6A9YHWeZyPFGXvrrW2CieNMTz77LMURYFSislkwmKx4ODgAK01o9EopdhDYDQaYa1lOp0yHA4ZDof3rI4vCaMwm8w4s7WH8HB8e8bf+Ct/nentjle99lHe/h98I6OtPl/84tMYY8i0oV/1uH71Gh/57Q/zOx/5KDev3yDLMsbjMSEEyrLk4x/7BE8++Tr2tveYTRcoZfCdXxsC7/1dWMFKuq4DWBuCtYKGQF3XaK2XN8qulb4sS8pBH2k0t25cR4lIPV+k4xPpb46YNgtkkTFpFhwdHNIrSo5nx/ylv/RdjBczQgg459aGCxLYaDuPswFnA95FnA2EANZ6mqZjPq8RQtE0HQJDUzvqhSN4ie0i3glymeFqSztrkEGQ1Q41aenHEnNnxvu+7wd4z9u/jY996mNcPbpFbgzDcoiJJWWvz9Ub11m0NQFPVhSMtncwOifLcoKHxWKR0pA+oej19AQZLUYEMgK+7cikol+U4DxnRzu88RWv4WUXH0ULhUQgESAENji6aFPKV60Ibat4OBmIGAU7O7vYeoHwjma+SMh7DEQcMXoSUUvTNNA5xfbZR+nlZ1j4QBdThC2XY0Vmc0DnLCcnJzTTOSd3DnnswYcIPmJJ2FK/1+e1r3mSBy9ewAaPI3DtxnUOjg5pXEcQ4ESGlxlBavYPT/Apt75eTyEEqqpHluVUwxGN86ANUSqEybDLr5vITA5jDG3bMp5OkFLy1re+lfF4TNM0WOuXhrJFCIUQin6/zyc/+cnkwS4WjEYj2ra9Z318SRgFIeDWlWu4eSQH/AL+s//43fQ2Czq/YNHOqduGg8NjPvPpz/LbH/own/vM53GdZ3tzByU0RhlykyORBJcU/Quf+zyvf/3rU/rJh7sMwemx8jrCMkceY8Q5tzYYq5TkynqXZU5RFJhMJRYhkca1SK24cuUKWipETFwDTyQrcgabG8jc0EWP6zqM1vyLf/YT/OB730vrPRFP0yyQErrOEaMgBO663pVHsBrOuTXZJwGggvmsQUlDDBLvEhYTOotC0M1rhAuYIOnJjDCtWdy4zYPbZ7j04Y/xN//Ce/ihv/V9lEJT5UNGO+cZbW4hpEwMOtdStw39/pCLFx7k3N45HnnoIS5eeIDtzU22NjZYTMaoGJDOEbsWbEehDIUyGCT4gCBigM53LBbzxB4FbPQImRb23s7ZZMifB5D1egOMzjk+HicjhCR6kAgWswnOdXgCKInJewjdY2P7AareDifWYlSJR9AFT/AR5wPOBzrAxoiIEUKkzAvO7u2RSUkhBSCRyuBj4GQ+4dKlL1HbZATmbcPJbMrR+IRnrlzm2Ru3mbWB2gnmrSMr+kuGZCAS2N7eRmtNrzdg3nTUncMhUVlJF8CUPYxJ+ItzidnYdC1ZllFUFZ//wtNU/R5iCYTv7u7S7/dZLBL35uMf/zh7e3tMp1NGoxH7+/tkWXbP+viSwBQQ0OuV3LlzglIKaz1aZ3jpqV1D5xL1eP+znwYiZVnSLytkBN9ZcmOIUVBV/bWrrYD9/Tsc3P4gVZ5YdwQBKoF7yQVOllhKiVQqUYeX3ISVcdBar8OIlYQQUFosF2VatFlVMJKKk6PLTI6PEP2EBbRti4yS7c1NprMJJ8czMh+oZ1M+/clPUbsOkWuc66h6fYqiYD5dQEg7Yho8b3hWu6a1bj2JK0Mi5ZJijMC5gF5yaZXQuM5jlUgoeIhEIZkeHtPLM+rDMb/7b36G721afuAf/yhHOI6Px5w7e5a9vR0uXb6GyQrSXqIIoUVJRdXrMZ/PMcawu7dDjJFhr49azqlCL+nnkSovIEZaYgJps3y9M+XCEAj44PArnoYQrPYugaIsK9q2IcsKhO8ASb3o2NjbRAaDMIF60SGkoXWC3mgbVEYbQRvDdIkdBBHJvcAJiEv6shQCLRXD4ZA8z8lI3BDvQesSR0CJyLVbt5h1HcwbhI9EoZegdUSaAodh/+AYIZdeaedQSrBYzDm3vYVSihDgzu1DUBoEDMohddcmzyDPCELQdR3ee7quY2NjA6EVLnjaNr1vc2cbkefEKLh18zZaa7KsIIb0HequZjqd0isLrL13+tJLwlMYbQz5E9/4J3jbn3orm2e3ed2bXotTgUXruHN8xKxeMFtMyTKDQYENFCpDelBBIFxEhJh2oRCRMSl+WzfUdZ3icR+QiLXFfL7llFKS5znAGulfYQar9OBaRLg79BABGx2myLBN4NrlZxOQSaQoS+q65uTgkEJoHj57gdxknNvdYzgYcPnqFf7X//3HmR213Lh5yO3b6eY2dUvbdHfhHmuJ8iuP1cunCFdSSgKnsBMiXYi03tEBXkS8CAQCvfmCkTI89Usf4Kf++T/nwb09XG2ZT+bcuHIZ4T3dYp6ozpOawlS4zjGfzlBCoqVgc2MLozOKvCTXOUYs+RfLazvtoUkESshUYxIhRE8MqYZFS5WGUAjxHKGrKvvEIBn0NxhtbqFNj3MPPELdOmob8A60KvBRglAoU4BMe5/1UOjEtVAINKCEQIjnQgijFGWeIxB4wAuwCmYxYMm4enDEeNEiix5CZQidgU6hwu7Z82ztnCErSpTJqOsafEBKcL5jb2+P7e1NqqJiNl1Q1zWDqgIi1nVoma7l5OQYgI2NDbIs1TgIrQghcPHiRap+jwAcHR3hvefo6Igsy7DWMp/PKctyvYazLKMoij9+4YOPgVBEti7s8pqvfz3Vdp9////+NuN5h1QlVW+wpPl6tFL4ZTHMauv0zhECeB+JMe0s3iamYHSR4NLzQqh17L7CCVbKLYQgz3OMMUuLm92FKayU8zkFTe4gIhmGLnpa21H1FFcvX6ZX5HgRl2Qjha9b7HSOm8zZ3txke3OLyfEJP/zDP8y3vfPbeeINj3Lu3CZZpmkbS9d16fpT5dZd48uvhVPX5AnB3T0QOFiyQQTBRbwNRB/w3uK9xUWHUJFmesKDe3v85P/wP/K+H3gvofVkUuOaDpxFhohoA0VRMZst1nUZ/X6fftWnC4LRcAdBhsAQUQlIXSoeUiJUGpKkhEoIlBAUQlNJQ6VzVCQNSAVnrMBhwebmNrPZAqVKnDDcujMhkDGZN1y7epv5osN5gTAGgaSNAR8SqSksNw1NOr5ZFjT5JVtGxBSKdHg6Ig3QCuiiYdw6rt0+wuucJkSCyEEWQI4QBUcnCzqv1l5olefYrsW1DRDIi+ShfunSl9ZZrBgcSkREDHjbQUj1HW3brvEt7z0+BqRW9AZ9WHq4j738ZTib5iTPS+bzmulkjlKK2WyG956qqmjblsVicc/6+JIIHyKRj37ydxiPJ2xu7NI0HVFGcjEkCpjNZshM43yHihXBQ9emuJslOqujX+/cgiX5yAdklqGkJLjEM7DWrpW8KIrniEIuAUErsM9ae1e8flqc754LNZZEirptyHTF5miDG7cOWcznLFyDFgYjJCYIZOcZlRU3929TX7vGo698JY0U7B/e4UMf+vds9M/T7xtcu8ITQBBOudHL+TplDE4/j1gCqUSkOuU5CIEPgShTOVDp0/c3StI5mzSPQNMvaY86xjeuk/vAZ//Pn6M8f553vPNPkucK6wO7e+eIISMgObd3BuccTbPAtR1eaZQuaYPHSIWOKavgl4onBThS9aUADCoV+yyv08cAQiBiJJNqVStLJNFVUiHcgn6/Twhw7c4dyryPtbC5UXFuMEK4BiE1tXXMOsv1o1vM5jWPP3CBECJG6rTo/XIo8DHShXRPDRqXSmKpowWRQFCF5ng8J5ocFy15UWA7kTYilzCpoqy4feeEXEm0Ejz82GPIGPCd5/qdfQ4P71DULf1+n5PJghigXkyQpHR41euhMrMOxebz+Vqpq6qiLEt2dve4fXBEIHLlyhV2zlzg8OCAWZfC3ccff3z9+TNnznB8cggxrg3MvchLwii0bQcWzo92iS5QZAbnPcE1hJDKVKOPZKIAqRAqMfwioKTCWYdYxtKwRG27VOEYQiBEj8ySkmgSZpBlGkiMs4glqIATHpEFbGjAQBea5KHwXHwrhEDFnBgiUSy9EaAvcmwMUBgqJTn5wgG982dofIszkqyXY7TBFiX92oKu+cwXPo8cDPnIxz5O8aZXsfFASTz0xCbiJTgZyOKqmvC1AAAgAElEQVQKcT9lCORpD+HU/1GxrHxeqtMKqExl5ipKcFCLiFh5QGSrmmGyiSPLc6xzKK2w7Zxf+wf/iHe8+rXsve4NHHgPUZN7S5QaX9eYMscXOaZX4oRExg7bzBJQJjO0NMtytaWRWzk8gPYRr6AjYGMgQxMAv4zxFckRUzKZ3s4IGge+6djY3mA2PmE+O05VmWT4qDHaoIHMwNlc0jmP3lLkRKKIeDyeNLdTo5BhaaBEBkHgFEwWLT4zCJmlsuUAdYTDekaMAWUDInYomSGUIEq1pC4rRr2KtknZk2evX6Pr2mWJfJ8yyxFeYhcJx1KVphztUNc1VT6gLMul8npypXDKIYNEozmazhkKhWgt/eEAtWT5Hh6eMCiHRO1wXSCr+lzbv8lgOGQ2m6GUYjqdkMk/ZjyFRMjJcRasg7YLRGHWoUBYgm7ex3WKrqm7JcqeyDwrWRUSaa3X9QNa67uGMc/hBJHwPGLSc2QlpdSayXgv3yGExIXI85yrV6/ifcqjd11H0zR0zvLFZ74AmaITHdu7m2zuDPl/fvUDPP3MJd701m/ERnAiIpYls1+NPD+s+MohxnPvfb4HFGNcE6ViXGI0PvD5T36SbjKm1Jq2bVG5QWVmnUMXQmCbdp1a1EIugc7kpcBznsJdcybFMqRZnR8SNJQM2ep5FUGQrsdIRaY0tg3sjDbY3d1lNBqtrz/ZnHQdIUS0TkY7IAhIAgqPQAhNkIKgBFFJUIKgYFJ31K7DaEWQKewJAZqmSVkTY5BGp7V3KksVY6RpmhSayoiUrPtKiGUVrLUWFwNZWaw/u8pqZVm2/ryUEqkTNdkFjwuewWCwTEFayrJcr7OyzDCZRKqItQ239q9TVdWaZ1PXNW3bftm9/r3kJWEUQojY1qNVvk6j+SAQGLwTBC8hapyFEARa55RlH63zJTKcgwhpBxWBiMcYhdYSYxJQlW7S6YIjuzYIK+LQ6fTkqlT5dPn0l0uiRMcgU2aD1Nyi6Vq0FMtrCSAjnUsEpt2zZ6hlx/aDe2SDLBV5+Ybf/PBHeO3XvZGF6wjL86mvgq8OdxuFF8Yd7n7/afGnAMlVCrcIkX/2P/3PfOw3foNSQlEULJzHOodbNiLRYmlQY6DrOrTWlGUJMjVfWTe1eZ44kbgBK7wH0lpYEbW8X4aDEQwSI5JByLVEImiDX2eLjDGodciRmt+kYCmdu4UErAIeiVviLH4ZvqyiiZhp8l5FE8PaYDW2w2i53jxA4mPabIqiWCv16lqUEqcMRmJECPXcmuq6DqRYr6+VEoeQ5q/rOtroCVpiRcQusakVeHju3Dk2NzdTiLEYU/Uy7ty5Sa+fY4ygrmseffRRpJQ0TWJS/rELHwQCFQ1t60EYkpcrWeUHVoSetGMHnEsLr+saiiJbuvgrS7jqQ+BOufyrNB6k2ywQEkLwy+PG9cJa3fgYI8Tn+iicDh/S+hV4F5FSE3xEWo/INEJLzl44y+zkmN0YERKKXkGRKay05P0CNRjiaQjWE32LCZEP/NQHuPKlKxAEQSpUDIgQ1jvtPc3jV8Adnu/lfCUPYQW6egHEgBRpZ1MBTNvRyzN+7O/+Xf6y73jTu96NywryXokWqYlHDIFmNscgEVHihEcpseyAJYjL3a9pmrUHVpUF8wht26JN8jpkiPiQPA+tJN4HlEwZJkfqbhRFsiRFJpa9k3iu18Syn5IEbEwJmZWy+xjWdz8KsMGDjEgEIkR82zEoe2glaYg4v+zMFATReYpKs705wtka0xvQNN06i7ICp1epQ+tSLU5nI01tCTFSDIqU/RIJiOycpbcxvGs3X6XB+/0+NjhMnifAUkoODw8ZDAZroxJC4Pj4GOcb+v09Hnr4Ap5IOehz8eKjnJyc0LmW0WhEM5+xu/v7Nlxay0vCUwBgiZoLGREiEvD4YImn/kY82giUBqkiQiYGW4j2bqUVAm0USkukWrZ1W47U5gtYA3h34wWnlen0gC/fiZP1Tq3aCCIZiGWnpMV8xrOXn8EYRVVV6DzDZBkik3RE+oNR4jtExf7VGzzz8c/QHEyRyxTeKqvxtZDnA5XP/17rW7DMEkBK6WqlMEriFjUXtjb5yX/6T8lDxKgM6xzaGEJM/R2GgwGL+Ry16g7lfXKepOTOnTvcuHFjnV9fAbgOiEteofdxnRVabQKr1mlessQawEfoYsSFL/9eADYGnACb4BMaIgs8DkGHwApB7T1RKnKytfu/pr2TGvuImCpUY+fQAVzXrJX/eDKlbu2aEr9y+1dEo6LIqHrFGsgmijX9uHWWxiZvwDnHbDZbfz5lnMT6OCs+TdelLlcrY951HcPhkF6vx3QyZzZbkGUFw8EGFy88vGb2rsoAIKU371VeIp5CJGITYUdrUHK9068WkDEyEVbkivuf3M70ciQ+T4dOpxFPi1TPkYHEyljwFZqbnEbE4C5DIKNcpjZZNj+RlDpn4dOOmJcFXe0R0xnD4ZBOWIRMfQ19CIwnNYvplEFecLh/yO9+6GNkNQjLMhOwPOdXBym88Pw+T3FeCCM5PVNKKUSEqsw5d/E8Nw8POX76acY3btMMHHIjsTqbpqEqS5RSbAxHtIsWjyPIQNXX1O2cnZ0Epllr1zRx5wNCSUyRuisZJSGEZZkvOJ9a7HlS6mLt3i/BCa+ew1ziqSv3UqUwwXuQkk4k7yFbvjeQvIiApB4frvsYDooKIyQOUtrVB7zziC5iEDjncb6hbmo2NjdRIqOtp3Rdl9itxpBlWWpPZ6cJ3MsyNja2WMwtPiZ8IJPp+5e9HiwJSl3XrclFIQT6/T7TyZius+TLvpbTumZnZ4fJJB03xshwOOTxx59AR8GlL3yRzZ1tbh18ivPnH+D45ITR5pDxxLA5GvLwxYfveb38gT0FIcSDQohfF0J8RgjxlBDibyyf/2+FENeFEB9fju/4/Y4VI0Slqb3H+4jwYLwkzwxGKzKjEcRUF48nykgQgSjT4yACQcS7hgsBH+PSXRTr4aJbfgaCkFgvsF7Q+Q4X3frYHn/XjnoahCRKMlOgdeqUKpXHLj0OK2GmI4sCdmTG5c9+jpPJMZ2CmGuikfQGsHd+A5MpnvnsM6i5SBiKSh2kBM+xFL+qe7KE0wQBYoqWpYgIAjG45x7LSIiOEF1KqYqANhKJQUuzZCJK5vUcOcrYXxyweX7EqGf4wof/HYN+ZKAU3XxOsJbrV6/hbAChmLFg3MzpVwOayYy+MDhbU+SKzY0+ZaFRMmAUlIDwAQF0MUCuCDIgRIrLkTExDuMCg6cHlESMSkagAyzghcQJiReJmDTzMAlQizSbEbG83wEZPMp1zG/dpJQKHSKDrCTTBhthGsFJQ/QOEWqkHBPEETI4NILSGHw3x3ZHNF5RDLaJKjFSiR2KlvniJDXrsYFhlrNdGbaHFb3KUA0Lpt0ckaWQJ5OKTCbOpxGSaB3T4xO62CJzRUck6oLNvU0m9QRyQScsPofB1gYXSsPDZ7Z47ZOvAO/oxjMa4zD9dK7KCJRtUKG553X0hwkfHPC9McYngLcAf1UI8cTytX8YY3z9cvy+jVZWHoExhrIsKYrkekVB6m8g7nZtv5ay4hucbpi6kufXR6yAnhXoc9qTWWc2lmBTWWYIIbh9+zZVVSGCx9kOKeK6wnBne48iz/HWf6VL+/9dVh7EyoUdDAaARhYl5x99jLd/+7fzD//e3yMsFhwdHWFty2gwYDgccnh4SAiB4WCD4XCIc57NzW2Myen3+hhjsNau42FgScmW2CWVtwsJvHSk4YlYPAhNh6eJqcrUE2lDuBsgXP49mafj51rhlyxWtcQZNBLvOrrFHCUCk9k0NR+RqUFuIKauz0CILgHTS7gxYgnBrWnvxhgGgx5NM2d8ckQkoLVkOh2nxrFlyWDQxwWLMgbbtogIXduyt7e3rmvxxMRWFAmrzqsSaTQb5YDN/gaZMBRZSS4NwkV6eUWmM9p5w3Q2QY1GPH3zGr3NbTbP7kGm2b96HdfUHN8+YG9nl+3t7S+rIfm95A8cPsQYbwI3l/9PhRCfJbV2/6pFCNBaIqVZMvKWbchWO/wLX8PpozzvmPdmQVaKvQobXvj4z4UWaokkrwwEQDyFASiV6gGiCLRtQ2E0QUW8t0iZkZsCvOSpT3+aYMOLY+3+AJIqldN3s7ZjY2NI9Jpq8wzf+M4/w9u+6Zv52V99O4MQ6aoMLRXz+Zw8z1KvxPGE0c4GQgnu7B8wzRp2d3cplESrjKrMkntOIgwFkYDGzlpQEq8MWqegIJAyEUoKLAGW7dqJkYDER49t/RogTmltyI1GK0lYNjERRFxYFph5RzufgmsSwJsPMVmWaODLW+BDSlwalRoit51b0qz9EueRJDxKQ+wYDStyEyB0IAJlv6IQS1Kc0djZnI3hgNpH8ihonaXIC2bzmqyo0Eqv19HKcOZ5jrAB6SWboy2mdUPXzhKxaTIlr0rsMt193TVsXXiISWyJKjLc6tPTGUWecXJywm999HPcubPPd/9X33Xv6+BrsZiEEA8DbwA+vHzqrwkhPimEeJ8QYvMejgCwjjfXcb1KqR+keG6ckt8r7fZCYNrpWoEYUs8C7yIxCGIQd73+fAByxVtY5Z9XHoTWGlMW5GXycPK8ZOfseVrbkWUZn3vqM6mtWghY2xI6mE8X3Ll1h+tXr6GfX1vxRyRCiCXQmwxEnufkeY9Z53jiLd9A79x5HnvVK/nc7/wuRipCdBSZQS/Btl5VIKOmKCoeeugRtrZ3U18DWO/qiQyUytD9UqG7rsO1HSeTKdN5zWTR0HSOyWyOi+CixCE5Hk+Z1y0uxNS8V0hChMl0BiJ1gw7RY9uO6CzBdWRALgQ6QOhahGsx0lOqQNnvIbTCBp+uL0aUdHhX07ZzlIIQk7JLbRFyGW4t58q6hroeM5ufoAsFMqAzhdCJWIQU6DwDrchUtqzSFUt6eGLPpt/skORFsf4ND6kUXhmsEDTO09iO1noWdQtKY0Ok8wEvJULlnEzG+FnNnctX2CoKehGM9RjrsfM53/bNb2NLVve8Dv7QQKMQog/8FPA3Y4wTIcQ/Bn6Q5NH9IPD3gS8zU+LU7z7oTCNEShGuUogQccv04GnXR51S8i8rVDolpw3FuuHqEi0+TWpavb76zGnSkxDPHf/05wTLH+pYhh15nuOFT5WIGJQQ9Mq0KGw75fjOESpKsrzHYjFjPptC8Fw4+yCfqZ/CCE23xhG+NrKq2XihuVoZu9X70uuRGAPGFDjX4XyHxnP7ziFFr8+s63jTW97Mv/5X/4L/7s+9k+OTCQ898hjz+Zx53VBVJUoqYhAYBTJXtDaldrUSuKXLrJREZ8W67+TGaMR4PKbtPEoleu/u7u6yngU6IdAKsiLn+PgYEVNJ8XC4gVKKzY0BAE3XUmaG6fwEQsQogSoyyrJAGYlwisZZtJZkeUG7/G2JpmlTyb0AjafpFstQr0ItO3cJEVBK4v1zc9fLNShNVWXrMKPuWvK8JMsKnAv0N7bXP2xjZzNMlqGVJosQlx5q5z3NsquW1BInIvQKYpYxnozxKoBMdQxRrHg1CZzNaks3a8hDoJo1vPENj5CRjO/iIXjL617P3HX8+kc+dM9r5w9lFIQQhmQQ/lWM8acBYoz7p17/J8DPf6XPxlO/+1D0iq8YIShE+tWnryJX/0LynJEQSxf57uzCSvzyl3vkkghzWtYKFOXaW5BSpu5OmUCERJhRStE4T2+wST4YcP3gBu2sQ2eKPKtS9+iu5eaNq7TzgFxy7F8M+UphEXzldJ6UgjyvUEpQVjneW4xseOvXv5H3fv/38+M/9hN8x7v+HE8/+8UlUy9weGcfpEaISD2fo7MEODqdkWWGw5Mjzuxs0/qkVCuKRHLKxLpb8972FtvA9VsH9POc2HXkUlJqaGzgcHzMma1tbLFIVYMiMDlO1YG9IvWFVESc/f/Ie/Nwy67yvPO3hj2c8c51a5KqSiWpBAIkBkmA0MgYDCGAbdqO8RDs2AltOxh3e0zydDsd++mnnTi0adsYiB1sPOG2jYNtBgFmFiBAE5qlUs1Vt+54pj2sof9Ye59zbqmECnDccrLquXXvPfecffbZe61vfcP7ve+IOFLYIkdYT6IalIMBLtK0GymaOZSAYjTE5gXoiFachsaruunMOmY6XbTUKBXKkLiy0iSxSKHROsaUoyrZ5SltgIhHsSKJWhWNnkUIjUdjKBE6Ah0FwJQMoYT0jOn/ms1maHkejchkwHs4Z2hECuE0oiwQPmArUh2xKDSp8cwvLrMQC9i7GwucGg0D0dCXvsz7/uD9oCNm5y/AYa/Gt2wURJhR7wHu897/h6nHd1X5BoDXA/c89dECElFKsW1t1GH69NR1U79M737nliSnxzRaESbIsunXT3sLdZhg3SQBOJ2E00qPj1HDUo1wVXtPwMpbEWLCJG1xcN8V3Pu1B7j1FS+lP+whtUJaT97PSGKBH3rGGa6/o1Gfr3NunAwdC8xwfiyGEIIoUrQ7TcoyJ8sydHmaZ+/fxUin3HfnF7niWVdidnTYWFtDSsloNKDTmcE4QawVZ86cpDCG+aUlZDyHjgVnNje3IR3TNK3YkX0ltQa1rMVMMyRoI+WJ0iQs1kjjkhhjhigMDWnJMUSR5qI9y5w8dZLhcMjy8jJeCFxZEEuJNyV2NGBrfYORKol1zMLsDhpJm2YyR0f4Knlc0/QBQtFpdgKXQQRKpkihiONWCFXjEAJaW6KFBKGxOJqNJiqOghwgVY+ODOjJzBs2hxtYCTKOKIxBJxGJSIm8J201q2sfsAhxIyUyFptl7GukNKynNTtHqiPm0w5NBJ3qPlvtSEVoA98yHqcFb/nBN+NsuM9SRCwu7sDL9ILnzrfjKVwPvBm4Wwjxteqxnwe+RwhxdbjVHAZ+9Ft9g4Bfd4jpXMK3sHamS4rTjz3Zc+vni6nXnAv+qQ3CNANz/S8kyDSgyTOLMIbZmXkeffQwu/bsDExBMlQ98oGnoyQX3u3+7Y8nA2nVCbuZmRlWV1dwzrGw1KEda5rtDv/Xv/8VfuOP3sfzXvzCQDCbxEQ60ODFaZPhcEgUKeI0pTQFeT6i023Ryyy6gpiPytA7oae6IFXdIEUQ51FSBv1HKcmKAhFHNNME7wydVoNUB5ahzd6ItbWzmLKg3WoSR5rDx44x2+0QqYhIKrLBEFOW6KZGiRBC5sKgkpgYQSECbX4UaZwndEh6WVW/Qkty0MuM8cLiMRV3YsAyBOotRWkt0scgJMNBzsrqWWYXl3AIRnmJJbQ+qziimaQVcEsgcTjjGWUZ1ruKUNjSRLA0u4MGlhkEUYW1aBBKuSqHWMFAG5QL3BNSCp578010FudotYK3onWCsJ7Tx0+edy6cb3w71YfPcP4lekFaD+eOUDgS2xA0pQ8tbNPJeTlFJjL93HNPRLop+KvzCFfLsW2P3ceJRKcnhsM4tAs7WSg9qoDPJ5RNhRMV5l+PDYEyKrT9ioC7d8Lg/BChFaIqYeXDAkWCcVvkwz7z3RlkBL0c4vjbTzZu752sdCOUDBeDkLNpRDFlFddDBb4C4kjibMnpUxvs2R0Ml5YRYm4XUgjEcI1Xv+wF3HPPXdxy7T+i8BsY59BpAycMpcmZm+lwdn0V6UtsLllZ2+TAgUvY6m3SbTZZXV9ndmkBk/chjnA+pa0l3noSJSgAVTfASUkBuDgmAryM8cQICf3SohotdLFG3EywQtFtNcnLnNk4hixHNCTrW1uB+kwIGt6QJHHACWQ9EB0iKwP9WjV5tuyIDTegmaQ0wrsivSfSEXklzivQ+EjhsUi7SWkNiBhrFYPMouMI4w1GSgZFRhTHyBgWWjspfIA8l9aADB2+TR9wCs1U0pSajpTEytPwkgiIvSKyUGqHBhJCuOKTgAlYP7lFMt9FJoobX/sK9uxdJho5/NYI4R1RUpDOOKL2he+mTwtE45ONv4tcAjx5H8D03xATwhQhBFKArtBnNbfBuYQr9e/iKcqmzjm8CazIm5ubzHQjWq0W9381iGYF9/6ba3765oYAfJUHCZ5MjbnwPoCZaso5Ywo6nQ693iaDQY+luRkacURuM7L+Jn/4X97L2/+PX+XUAGTUpJ+VWBGSsNMUcFJIms0mJ06coDM3jwDSOGF15SxREjM7O4s1JT0niatORo+gykuG/0SFQCR4E1kZ4L4oiZfQmZshFQpvSoo8IxsMET4kk53JSCJBrMGnGu0C96N3wdgNshHtuImpafmUwEuBHgXvxcUC6YNCkwUKUZHqOIsSMihp00BqAVITa8nZ9Q1i55Fa05rrkGcZnaRFqmJmykAmG+aPAi+I0LQEpAIaMgpGgEA5ixBVghNqVcHzrYbWbIetbMgv/bt/SytN2TizgsoNZaV2JhW0BzPs2Lv7gmfL/4BG4fxlTSHsOJ9RJyG9C68LVQu9jdn53PP8hlgK7/HOkSQphw8f5tZbrkfhuP/++0NVpJj0A/w3HcKRpArpJYPBACrMhauSue12M1QdTMH8whxKw+6dC3ibIV2JEp59S/MkxZCZ7iKbwxzrDA4YDDOW5ucCp4VnDM4ZDAYoHY+BOjYrMKOccphR5I6F5QVmZ2cD+Qqa3Bq8gFQFboWsKBHSj0lvVIVmtN4RCcfmcMio30c6h7QBxuSdxZqAgB0NByGXIiKywlJujXBKobSmwOEkAVAmQvJPBZwzxIKBCd2MxlqcTMAJhBdoCZEUxKqDIrQ4Fz6j2+0GnIOWiDzwhM4LhXKOvVUCOrSWB3R9CDArxksbcBHKO5yxuDialHLPswwcwW42GglH187wqU98MkjSZSXe5CRKgC2RFgarq2zpf2B8Cv9/j2A0Jl9CVBZ6XKoLY8zBMIWNeCrDVXsKuuIi0Frz2KOP42zgG3TOfVNMu9/OCDoJEa12TBQJlKrgxNWYn59nY2MT6wztdsqVzzpEGoMSFolHupK2gt//jXfwyNcfosgMrXaXTjfwGpSlJU5aeCHHSMGZuRlmZ2eRUrK8uMSl+w+wuLCA9DA326Usywov6CdNTwK28pzMWgpTorRmY3OzaikPBthYG/gGbEGjkRILQaQ1jThC4YmVpJnEeFOGRagVRWnpjzJMaek0Ohg8ItZ4JTE4ClNipAxfQjF0loF39L3FaI3RAh/rIPIiNcqFxCLG0kARGQujAVG/z960wWUzc+yXEZdITRfPnBDMCZgXMA/MOmgZaFpIgYiQcNVaokLHPQFTGXgizl2sNfbj6qufQxwpVk+cQGY5whaYUZ9i2AvoTeM5ffQ4FzqeHkbhfCCjCxhPFRaM6dmmXP7Qty+RUlOTuNTOmajcQikVSukxQcp0zf/c36e/T5f5ao9i2ruoiWBPnVoB9Jga7hvhLb7Z6zHduFVfHylCGJQkMWlDE0WCdqeB86Gjr+4UnZ2dRWtBkkRYV7C4OEecKGpq8kRpZpOEg0uLfP4jH0NkGd46Nvs9oqSBihKSRhOpI4TSZEWBjmPWtjaZW1zgoUcfYWVtNUi4S0WRD8iyIWsbayF0IFQaahGUMi8QHqwp6LSbKAlFMaLIw1c+GlJkGXGFChQubLftmS7NThudxDTaLXJTUlpThUiCSCs2NzconKEwBodHobClQaYxBY6NUY84TdFRRDttEwtPQwlS4Ym8R7uSVuFol54dKmaHjNibtrlsZpGrujs4KBpcqlN2eFg2kEYSjUVSGVgRPBlZdQV7GRq/nfA4GfriFIy1RAN0J3icCEF/OAAEP/5TP8lVV12Fy0s6aROZG8oix5YGrCPLCvLSIKO/n+rD03rUi7NeIHWZ0bvAyIOHSCdTIB69bYFaa8myrQp22iBQrU80GOr3qI+9DVU5ZRimF6nwgWy20Whz1533BBp7YXny4OPCP+c3GiFvICr8QYzBkqRtsmxInEREecTa2lpAGTrPvv17GAw3mJltgPCs9TZpd2Zptbs4B00cd9/2N7zxDa9lkMdICYOsoJUmKJmwa9ceRqMBRZHTbKVEKArpOXDoMsphFshbtSKJJD432GHG0G2Qzi8w7Ad15HbaoPSWsgws2UmrSb/fB0LCuNls4oYDGlGMVDCzMMNoFARrvFIhuy8kabOJSFKKLMO6IiQqBxv40hOnCyRxSiQkeT5COk8UgRtmJM7TKqEVJcQamtqTCEUiIiIRdvU0DYtVUSfKPRJFo2apdSEsQRASmtVwVBxwglCtGv9lkjkQIngHmkA0W+e56rvtBMwvL3DNC17AaGMjJL1Ky2iYk8sCLSPwkgzJYw8+xPs//GG+98YbLmhO/XdtFKYTgvXirSsINaQaqkVDKMc5G3bYstyu2HSukZkOJaa/V+8+OYdzn+M9RWHQwnLo0CG+dvtXMPZbRzNOv++0gZh+XCmFVJIkrdioYk2Rm3GC0XtPHMdsbW3RaqXBY4gsxgZ1a+dCq7HWMfgwje/5/KfZv2uJXjLPaTMkKyxbG32sHQKu8kg0WZ6TSY0zllajERqPvKfRbFKWPZppA+dAWE+ZBy/M20Du2mk2OHl8kzQOPRKj0Yhms0kSRWSDIS0hiVMdVKydo9FK6Q2LsQEHGOYWKTUqkignkELjjcXpQC9vyzKEAN5ji5IUx57ZGeZkgvbQFWGpxoB2nkRAXHEtGGWC6jiVhzhe3dXqVRXzlABVl9BC8QA7VWgLWI0KKjfB2FV/E3W3RbAjAkZ5xpe/cgfPvvoqTh45VvFWCHxR4ozBKygr7oYzZ1f5zH0P0HcXPseeFkbhfPFSeHz7wgNAVhV9H9z8gCiTaKW2UU5pmVLDdmsDIKVERsE7qEFHNWOP9yXeTYBLhcspTSCDFRXgSWiByQwWEfoV6pOu2NikDHqI4aGQza5Do2CQBLICCDnvGRSGOE0o+6Px6y5ouAk71BhTIaoJXxvC2kB4T5LKiuGohYi6eFugpGZhdg7hC2baimF/hHd9Lt63zMJiF6ULkiRCpiltpWm3m6Tao4TAe2xlUFUAACAASURBVMeVFze4ZWk3M7sOUrZSvu/n/jVX3fhKtvxJpIeyN8RYjysNfSVYXNhBK06xscCUjq1sgyhtYfMSpSV4gytGxFGEjiMgKC+35iNcf0Qjjkk6bZJGgtKSsxt9Ct1FpS0GNidWMRkFZaOBMzboOgiJFhLvHFqnSBXAQvkwQ1lDd9BjptlG45lLmiRxi1kZirnCu1BlqKZecOPFxJ0XYFFjMJ2s/gt1nsom+KqEbqGUBVqFtKJ31cILxRqcMUitg7XQAmc9Qg2xTuKUwqDpIxhSkPuC27/wWd76Qz/MYqtLKmLwBbbMGGVDhJEoH7GFZePsaT69usZKf0Q+/AdmFL7p4aeMhQ+Y/ZrXb9zO7BnH8LV7XzPr1EZmu8is3wZIGo1GxGp7/0DdDFUfY9oLQT1xUYesdzAO04atKAqiWAUy16JAyW+vIHk+yPI0QKksS1rtBq1Wq+JSDB7C7Owso8EQ5xyLiwtEUcT+/fvIspBJd8IRpQ06raCY5KylyAIpiEwbOGVpz87wwKkj9DfP0N9cQXYkxSgD50njGKEkzShidf0sW/0ere4MjWab+fl5SjNgaCxeSiKliZIQ0kgUcRIhEbTTDoOix9AUQegnVmz1R8y0OzjdoPAlQkHmgq5BVOlZxFLhi5xEBfl37UuUd8y12uzdsYemjIiBGIHDkSKJBeipHXls831gfxI+7EGyKptOL57pu++Y5ALqP0ZK46wF75FVpckSxGyTNGJYhIRrLGIKYellGTJO+MxnPss9Dz7CpjW0uy1edN0L+eMP/Cn7L96HG2TYrGJ8MiWNOKEwhtLDRr/H+z56G8M8Y3NzE2v+O8EpTC715Ap7V5dWgv9VVwmcI0ihVaGBnvpo9QIJzUz1d8acCMG6h901wJiD4Iyocg71mNaVqJM+ohalOc9w1d+d84iKrUlFwWup2Xi/3bGtq/Qc1GU4zfB50zRFytBIFOnw3DhJcNYwNz/L5toqc7Mddu7aEfgivEQrTdqcRacNtI4YFAOcEBjnuex51/G3X/gTfuf3/oAb/9FNfPGRh7jy0h08srZGPhzR7LYDvZhSlKWh2WmDVBTO4vMhMQ2UjGh0ZjHOUjpHHGkS1UGLULaz1uGcRLSaRLYkGw5YW11ndqaLlhFbZoizBpcVpEqh8cxEKVsbWzSTNOykOhiXjhLEIihL18J3AYsYeBgD3wLUPXACtnkFrnrQMykRRk8Cra8VrQDq6Sp9aOuzrkRpRWEtVnpsFDHA8tjpI+RlyWOPH+Z973sfZ4oR117/Ir7jda/jxVc9h9EokOb4suD2z99OIy9pVx2TeZ6DKSiMp9XocvTUcT51150Mtea++x/ECMU3s9SfHkbBw3k5Bc7zkHfTJUI1Jes2aVCSUqK8GicFp4VlpbA4Z6uqgB8bFc8EmJTn+RPk4urqgbUWJadEXetE43k+1nQlYlL9CAvSWjs+RiQF9lukZNxe8Zguq4bQCTxRHFdktx2UDolW5xwqjpmbm2N5eQF58W6QQfrNWos0iiRN8SImTtoMRwNOnj5Lu9lk2B+QLiyzMhjy/Jdcx+ve8B2883fehSjPBq5F78iLApkEA91KGuRFQZo2ECrCC1ndD4+MNHEUYwkir1KJCgIc0JheSvJsiCsL0iimqWPacUo5HJJEEmUsc80W3Sj0SXTQqN0d2tUKTgShvCeqRW+DKlR9x0ISVuKq5pnt82tynWsRATd9p0Pv3NTNmPxY5wxqEpjc5KRRymaZ0SLlg5/6KP/63/5vnNha53kveD5vetObuOaF13HVJfu58qaXsCkUW/0+Uis2jaUUih2zC/ybt/0ktjS04hQz6FFYiSlKVMXxcPLUCq/+vjdz50MPY2KNbbQh1tuRwE8xnh5Gocr+1657HfPrMeBiWik6yLvVi7ZOlDkLUgQ/3Flwtty2EOu421Usvd45VGVAnHNEOpCN5kXQb4yU3uby163TWmucrRmhRRAqqEpK001I0+Sjddw5JmVRYceuuf2Uc9hvgpd/OjSoG7imz7VWLK7PJ45DGJXnGULGJFHQHZTNlDjWJGlEGmk8jtKMoAyJu0FRsJDMcrR3glMnTvLgA/fxzCsuR2tF7kCmKbe+4lY+9JE/Zdf+nWQmJPVmZ2fRSYyMNEhBGocmKE9on460ZpSHspn0DqUdUmtKAgpBeE8sJNaFv3eUJM89ba0phgPmmi2iZhcpHM1EM4OiwWThiurnRICuUD5l9bhUHukDHT1CVru/DXkhAm6pxqk4N2UYKjIIKQS+LvfWoaMUlUaDQ+uIEAhIVocbxM0mf/mRv+LDn7iNUV6wvGc3z3nBC7jkisv5/U/+DUIGngXjHf2yYKO/Gea/b2BdxGgY8g1CeYbDIXd84Yss6JQiz1Au4DQAvBOU3mOTmDf/i3/J6uYGSaNBISTW+e39Q08xnh5GoZrQ9U5c8xq4qnddKU2kZWUwatFXsNZQMzVJGU0Sh1NfwHhXBtDTLjYhyeOdo6jk3cdhhvMI/UTrKoQY14+nv8rqPWpDVXffhZ2ccZmyPp8oVszNzQVocRHUk7+VURu7+n2CEaxDnaDQXXsQARmY44wnTWOiSDO/0MXaAiMtsQolMVuUrI9GnDhzFvngMU6ePBlkVLQnzwagFfffeR9veM1rWN61h/37L+XPP/KXHHrmc9m19ypOrpwkGwwnsPC4QGmNqxpZ+qZH2myRpJr++iae0JSUtpqoamdvRRGpVrSSBl3VJopDQjBtz5IQcnQNH6oCEZVgjPfYSkhHVGW8ycYuxgjBcYf0OdfcEeDU9Q5fmDJ0tEpJpBylt+Q2LFKFIkcwlCWPHz3CqdUV7rjza9x1z90gGtx480288tWvJsdy5a23snjt8wJeRCu8kIyM4cSgIBUK6wOfKERYHzbFhk9DyOEyGiphaSbh5de/hFZehuqH9ZTWjfMbVkjODod87Mtf4Z5TZ9BJk8IEgmPhw32/0PH0MApVTiD8GLq9pFRopcftpDX9mXcx3gU0m3MeW7E+j92/GrQ0hSUAxh6Imor3rA1lN2stAjWW/ga2lSynjyNE8BCeDB8w7Z2Mny84b3UhiiIWFxc5feTot3zptgG4hA3MSdJXlGShn6NOuNYGI0kStFYsLS0Rx+B8jnOm0nz0lEbQG+aUztNfWSHr99i1e5ml+VmWF2Y5ceIYL33hdfzn3/sQr/yuN7A1zLnznoc4cPkLgMDYnA1HIfzyYJzFSo2MNIN+YFxypSFqaCJnKfpD5lsdLk4bQexFSZoiQocWqDGQRyFCRl8ElfHIV8ZQEjoYBSg3SQpUhalw/6eMQ13Vqu9RnTvQ1etqERinggeggU08A3IGJuOD//Wv+NjHb+POe7/O69/4Bt70T7+X3XuvYPfVV/Jym5OPNMM848RoENCazjLKHM1mjETR2+yTJs2K+EfhfZW8roAIQkhK6ypsSRCLfeTTH4ONNWaiBrowYc0gEb4MRkHCP/6e7+beY4exURtvPdKriZhy8Q+t+lDflIr8tHaztYrH7vH0IrO2mhgidC5qLfGu5hYMi1yeszDrYwg/8RryPB9LamkVj41CrdPnpmAl5zMQ02MCgpJjubhv1IAVPpdm586drJ08SVF+ezoPovZ5q1F/3hDypCgtKkUjTRIntNvNSmtzgFQSISxYj/WWwhSsr68jdRMlJDffcCNRHMTZy7xg5/IOTq6sccOLXkwSxXz5y3fQ6c7R7i6Q1xUgIVA+CK3gPKXJSFWLfDRCKM3A9GlHTfYvL9NajmgimXOGpBKATQDlw4L0VVdqJAKDky0tEocQccXo7YJOCJ5GJSHkxSSud0BybvzPpNw4xgd4sHrymtW1Nd793vfw1bvuRCw3uO76F3PZlc/g6ptfyDWvvJHhoEBFmi2bs76RU3iL1ApsF4cYk9Qaa2nFLYpRQaQ0iYzxuUFahXFBMAfA2UrSSEFhC8osY31jhdOnjvGxd/0GqQBtyqACoFRIlFTT2Qv4iZ96Ow/1e2Bi8sGQRId8Q6Ri/DeRtHpaGAUhBWmz+QQKMVfV4+tcgzEmKAGO0R8ehUQ6hTcG58IF00JWE337Qi23MQm7Kg+hcd5gihItFUkUDJG3blw6Asbt0tIrnJjGAtQJvSAb7z0V1sGBDrVyUZUmIYBQvBd4EVEohWh12HHgMo4++ABaSCKpguagDNZf2yd6GJNNr6pu4NBKEumY0WgEBC+o1WqFpKkELRVKQFnkLHS7dJqKQAMf4azFoShcD6UTtjZL/MCT23Ve/NzncOjKS9jqrXLk5ONs9BWHD6/S3r2Lj33qg/zCS3+JL3328+x//nWcGQ6hNUvS7rB+/DiRD/Tyo56hkzaZiRscWlpmNu0wmyZ0S0hdiPuVIFwPwiI1gBGCvinJ1SbaR0ROk7iUVAfuA2RBvfNrFLpKDPiiQKQR2nm8LRBRhHVhE0ibSaBG8yUZvuJljCmA+x97hHe899c4fuoklx46xN79B7j2zd/BKxZ/kI31AaX1OBmxOvS4AQiR4LJgnOq55orQWSmlwhauAsZJeiIUMbOpjtuRDdgYGYXXe1MiyhHWZDz48MOcPfwYrXLIT/7o9/P7b3ucFB14GSOFN5Y8K+loQTG3wM3/5I08vlUw6uVAifKeIh/hseRmSFH+Q5ONE5IkaYxdnXpM06vXqjlCTkhN6s5CIUJirBbJmH5dnZQzxoTmmyoUOTfvMJ20rHsSnsw7eJLIYdt517mH7Z9z+24uhKAzM4NycPLRR0KZ1Dw13fv4XM6DTag9rbrcOk0wa4xhbr5Lp9MI9OR5v1LfrvgxEeR5ztmzKzjnedGLX8hcewaEQsYJG1sZd937KFddfT2b2ZDibGBrvv2ue/mhl97KPYePwvoaczuWWJqZIQY6jQaXNGaIlKaVpCjviAioRRcJhhhcpSqt6IfKiLFQOmIVo4QkMopYR8QyImhYU+3swSuYvgqmKNBJEtJUCjKniIRmJEaotiarvL9Hjh3m7kfv44/+5I85evwk80tLvPp1r+XHfvztWO85s7aOSmI2hwa3mdHbGgZ1aeWopQ2d9eOQrGYNC/mccpzcrkdN+FrPjzGSVCvKbMRoNKK3cZaThx9ibeUEl+5a4jtvuparL7+Uf/Pzb0f4sAEELVzPMB9RFhkjLzn+8EO843u/h/uOHEPqIOIzXXlzzo3FZi5k/F0Qtx4GegRHxnjvXyCEmAf+CNhPYF/6bu/9+jc6jjVVOagu3zmJs8Uk6TimS6tzBRBKbwJrJwxIxphQt2WyeMZ4BCHGmXk7lRgcP7fiBHNVZ5qcytjWxT5EDW75RsKz571OY6NQpzWMMczNdGmmKbNLC6ydXkGKCeWceJLDTxuF6XPw3pIkYbK1200Ggx7z8/M4n49zG3Eck8YaXIE3BhFJpAzam0XpkBrm5jvs2rWLwXCdVrvDIC947MgxGu0FzqzehXEK5SWzy3OcPHacw48/Sld1ueTgfvobI+akYtfe/TTC3k3LFyihEBQI4ch9hsORkzNChm5IZ2gVGYmKiXVCq9UidE0omkR4fMgnVOCiMPPF2CL4aj447bDSMHIGSUpfWop8i7f9zE/ygT/9Uy5/xhUcesYVfOcbv4v9z7mCHzn4U1jr2ej3idIGR1a2EEoxLEPys9Vus9YrkSRY6/BOIERVcbBTRD7eTN1j94T5oaZKnZHWmCynKApOnH2cs6urDDY3MHmfZ1+6j5/47h9nkRESQ+QN73/3e5hbviwYHRfyYM4UJJFCNxN+5AffxuPHjtJotRiMRkgTjEH9VQvXXuj4u/IUbvHen536/WeB27z3vyKE+Nnq95958peHRKMQqkIZToRCplGHoR89jGnNhQBGEmMCzHNbm6fDknoXnfYYgLFycBRFAQFmt+/Y2/okqptfy60/4dOIJ09ETo84SbDe0Wy3mV2Y5/TJUyRKU/fLfLOj7mHIsgylFK1Wa/zZQolX0u12abebVfOTwXsNCLy3QZZPKXbuWiRJFRZHXhac3djk6w88xqc+80V+6C3/guMn1lhbOck7fu0/8rHPfoZf/F9/hn6xSjvusGu2gQQCaiA0e20JAxQUDMnNgEgrBmWP1DiUi4jRtFTCYmsHCoVCo5DExMgKWKQqFe+6NuBFQLN64SrsQDDlZVzyn9796zx67Ai7DhxgcfdukkbKP33rP+f7/9Vb8UIwGIxwXvDY2X6gd3ce41PsILBpCSEhauEdDHNJbkqacVTphgZNU+89vsLJTDfIhbxVOTYK43kwNZ0GW5ucPn06MFPbUPXZtdAh2yr5Jy+9AeHWQHgSkSCEYn5pL7gwZ61zuNKQRJr52RkeOHaYW17+Ms4Y2Or3wzpxDussxprxXLdPg96H1wE3Vz//LvBJvoFR8D4IpcBkB1dK4azbBkgK+o3BeyiKiQyWc4E0dZqktA4lpg1E/VwpAwdfjXXw3pObEi8Fg2xEUTUoTbv/42OM8whPTIBO5zCmjYiqKL6FENXmFog7FB6vJIUzXHP9i3jgwQfJRyVR3T9xAY5IzdokpaTVSgM8O44wFWW494FOLkkShsM+xhiG/REIR6QihJcMeoNwLSJRtReHa3L69Bp33f0lVjfW6Q363HjDTaytnWVmtkmnsZPHHryf73rNK9ncWkOsr9BnhYtmdxOpGCVcdf6S2QowZdEI3cFgcbFiIC3LdJghRllLSbdCmjpiJRkNCpAS37AMfIlxllNnTrK2ucHpM2f4+Kc/TKfb5Tv/p++h3e2A1KxsrXPwxVexq7iSzDl6WYFopRzvZTifhYy9DCToJtdVbaFimfYSCF6VrwSDqeRrekUWXHgfDJDw4KQK7d5TlaUoinAmH4ex3ntGoxHDlfXxZtNsBqLWhWYHqaoQor/G8595kKP3f5UrLtlLThvrHa965XcwNDGRGQRPuChpN1t0202OHj3CmTNneM8H/oyi0cU6gSlKZGW0rLXjkLn2ni9k/F0YBQ98RIRi+G/5QN2+7CeMzqeA5XNfJKZ0H6Ikxle6B7KGhSqPUvE4NqpVfXH59DGC0VAh2ThdRqx7IWpZuHrUxqWOt8aqw0rgnUUoCTIs7CcTbjqfWz9tFKYNwvTf6p+lF2MxMosPGjdC4ExJnET4p8grTHsr0yESwqMjVYGQTNCjcIayDK3GdXUnG+aBK8LmeOuwpae/tUV7RhClMVJKzpxe444vfZ0Dl1xGrzdkph1x+NFHeeGLr+Ps2ioPHz/FxTvnyTfXiLXikqVFhGzQJa5ZK8elP+0gTLW4ogwKn69HgCZLBK4KyxwG43M8GtMYsTHY4jff8U7e9Z738gP/7C286jWv5corrmL3FQWXX/8sTp9Z46GVFVYfOkx/OMJ6wez8AqNMIKN2yAv0K4ZFIRFEIBQODS6jxof40GqIEKOQJDTVNfYBLet01eTsKo1OPE5ULNA1iAmwuURV88oYw9raGoPBgJkkpVWB7mo1auk93ock+ML8LIlWDLbO0oouxouIj37ooxw7/CgiStFScPbsKmmSEKk2+WjIs698Jt467rrzTg5cfQ0OjS8NhSvGRqHOxZV/z+HDS7z3x4UQO4CPCiHun/6j994L8cRl5Kd0H5qdlt+GF3cOYywePYVkDF+Bt26yI9dWWiK3uWtxHI8bmGpDULtS54YX9bHqEUVRlfS88IuwvWRawajP8zeq8mhZga4cPtSnlWR5zx5OHz5egYiefJxrFEJSy4wTivUOAcGTyDJbGUjB5uYmurChU9O5oO0QV7DtrS2Mt0SjBClSitzzuc98ntJahBR8x2teTbfT4PjJTebmOvS21rn3zq9w2aFnMC8jRhjSakqJ2qJ6STmGDmiED23qAJ2RxDZgy41ASn753/8cn/vcpyi8Yf/lF/E93/8m9l68i7f8+D/jB/7lW1C6yanNde44fi+nV1bJipz+sEA3ZihFC9GZxWaWftkING5FAkITRV2sWcV5iXUBNwECJXpVOVIiK8Idr0wArolAW1cT4FoX43BIVwYYlHeUvpi6/pM4Xlg39gqcczTTFKwnieOwcXlCAlVHFDIkl5eWdtCIBd2oi/COs2eOkQ/W6DYUmck5cvQE7Vao0B06dIj52Tne/OY304xSLj1wCdkww4gIbx2FL8aeSu0p/L3mFLz3x6vvZ4QQfwZcC5wWlf6DEGIXcOYbHUN4T2SmmpbqCoKqCEoqeLEFlJowyHjn8UJVUOKw66qKgNPY0MfurAk31/sADKlVqKQYN0YJJZF6wpRE6XFY9JTIxJNVIsYhhKlCHS8orcVPGZtabapWCjLChTq+CNJ1iIhMS5517TWcfux4RQEfMs2WJ9aXnUtQQoIzoWoQQaFdJd/uKEcjlIRO7Om0m3TbrbHLKn0/tJxbh7CWVElSGTyqbJRRFFtklMx0d7J+5AxFFPJ5zU6L1swMs90uW2dOsdBeIPUSM3IMNwt+/dfew1t/8qeD2z1tTK0lyqOKa8zjZYERGUM7IGrAr7zrV/iTv/wAt77sFl5266287ed/GIukj+NMr88jq6vcfmKFwWBAWVjK0lZhn8b6Zrined1bUmXa+wNwHu0N3nhGJuAHamOqfd0RW1bhV0CkBN6JCvymBXnF0SiEQJc1SG4KOm8ypJRkeY6UkuFwGJrArCGO41AJEBolBU4DssRjkV4FeLMTaOfYNZdyUackkYZG1KCQDazZYGFhAYDjJ07x9l98K2maMOwPee6zryGJZjhw6Co0Jc995jP4zH0PMzIh1JFJhCkLrDEYUzAqi4kLfgHj21WIagHSB4HZFvAK4H8HPgj8APAr1fe/+EbH8TCur1fHBUBVvQ9jNOI5GP9pAZdtYYMUCDdBF9bVBynluBOyPl79fp5Jj8Q4AXkBnsJEZGZi1OqW6XOu1fh78BjY5rFkecnMzAwkOmSqva2gr08cSgfYaiQCPsE7hzCOkgHLO5eYu3gXzVRXkF2LFFPelimJmORDHCGfIqzB2LCgnRSs97ZIm+BkcI83V/u0221Onz7NoD/ikh1tyqLAFAXWllz1nKtBFKHhCRgMe7SaLZBgVYn3ob/g8ZXDrG6d5Zf/z1+mdJZffed/5I0/+EM89MiDlJnmD//m4+i0wdleH6djvIxwvlHdr5DsCymfiVhPHSr6ChfhXbj/gQkjEOs4k4/vTe0tCumxbkon1AlEUR2nwrn4yigUZpJMHCezq76DGgQHVWm7CtOmk41C1OrpIfhwxiCVJB9usv+qZyHlBsNhH+WbDIc9+v0+SgmOHjvG7/zue1nbPMlw1Oey/Zdw+WUHEb6JNQX90YB+NsI6h0Uw6vfZMbOMKQruvvtunnPlM4OI799jTmEZ+LNqwmvg/d77vxFCfAn4YyHEW4DHge/+hkepbmhdux3zGjIp/Z1bDQC2JfrqRexcoLmUfiqGr0IIKeUY6Ti924fJVOW1XZAvx3mEPr93sP3UJ2GIr9BL4jxGYfoY5xqF+v1bM7Ps3ncxJx95lEhIhDh/V3ZZZiRaoZ3DZA4dwdJCg8W5Jt1ui+Fgi7Uzg+ApOTMOZ5IkYW5uDp0orAiEMDVNWxTHRFITpQIUzC/s5KWveD2Ley9ibX2Tt/0vv8jSwjyDzbMszCww7A3Jhz1cp0RSomOLdUMGQiKERDc1a24DpODYyjF+812/xZ59e3nutc/DescPvu2t9PuO2z5/J4XzDMuc3KZoNY8rBCbu4LzEOFBlhrUGa/MqGViVAe3kuo6RopTgZUWOpgKYyW8npRl/VVbfO/eEDUbY7S3plsn9Ghuh6vs0Q5dSCuHdtnkRziuELk4I8I40SsiGQw4e2MlosAF+g1haTJmjtCfLMuI44pf+3S/QH6xy9vQpdiwvsnd5kWasOHL4GCsnTvPnH3uU41sZG1bidYM0jbnry1/iyJEjDIdDKC2XHbx0mwbrU41vyyh47x8FrjrP46vASy/0OPXCrdmQxm3Fgm27+bljGn8AoCJNFMdYPImOx8ebBpFIPyFYqc41HL9efc6PY75zPtO2Eub0uU9Pyvqz+KnHpw2To8pWS4H1k88ldYMCySvf+Ho+94nbeOCrXwsQ3wKUkts+RxJBJCzPunQf3WaDtJGwuDhPY7bBYBTUifpZkH0bDDNOr2yEsmSh6Ig2ulLHTmMdEmY2yJ/HqSZpxAH+LCRrgxWOffUxlnft5cXXXcHm2WMcOnCA+7/8BZpRm+df8wJGLuPOe+/godXjmI7kcG+Djf6A3jDDComXgkykdK6+jtXScdv9q5iy8qicJysceVFRstvNQGhibehStRXtWZVvsiZAw4PXA62kbjxTk43EF7g6D2A9RWkYjXLSNJRq6zJyKEFH44U+HIYGrp07dyKEoBHFgTS2LInjmKGdNMude+9rtO04L+Un7frj8FFq4mYbj2Q03GJt63FueuHz8MUZinWD1g6lFRvZBvfdfTedtEVvbYss63PswROIMuWRB77Cpz55O4Os5MabX87LX/YqPnTPXfQt5EKT2JwP/JffIypyWrOLvPo1r+eig5fxW+/8dW548XVPuQ7r8bRANMJ2HEA9PIwv9nRCp37+uJ+hvjlagwgkKdPhwXaAz/ZFPe7kq0qiqj7ekyz+c8dEIOZcsJTa5gmc+/xAvjJlVJBYITASnnvN83jgzq8hPERxSHoWRcAZAMx1WizMzEDoAEBIyX2PPIRoNNm1axcGhY4SUqEoTEmn2aoSTY5ilLFpc/SCBh14KYtRQbfVRSlQQiOEQojAolyWJXme8wu/+HPs3LGLL336k6Q61E3ue+Dr9EzO8294CavG84nPf5F1pRFSI3Uyzs5bHGU5BC+xNse5Cg3oyrGmhrUWbUb46hoOy5JYaZwQ5L6+l5LCmDE9XlmW9Hq9SYzvHL3hgEjHREnMvv2XMLe4RKfTYX4mKFTXSeSa2bm+t41GgyzL+OTnPsmRRx5jx+ISidIoEXIFVj9x7sAEozCG0peB4SmO423JR1cOdjUBEAAAIABJREFUOX78BMZBM404uKvLYP04SgzAgdJB8+LMygnSNMVVeAjn4NjR09x91xGG+ZCkkdCc6fDXn/ws7R37KF1oHsQ4lHCcfuwR9i/toL+2zidu+zg36ISrr72Wj/7tJ55s6T1hPC2MgmeyOKbDBA/nd/umdt5pY1Fn92tjMh3/TY9zd/z6dfXPT4ZU/EZGoRZUOfd508akNgaTnMPkNUoFvr8SmN+xxKFnXcHGiROsHN8K+oyxHlcUehsDLlrehSnL0OzT7XDZ7h18+kv3cN/Dt/PsZz0jtDorRTNtEC20OH78OEVZIoXAFIb+Vg/hPK00wVtwxqN0YIhSXqFlICLZvfsi9h04SKQ0Dz/4dbTynDl5mObFXZqtFpdddpD27AL3PXSYXGj6SYAeO1tUYaFAshXuh5+K531IEmNLjDMhN+IVxgeCGKk0mSkx3oEN98MYR783rKDcEfNLixy49CDdbjcgINMU6wRKRkitGJWGwjqM95xcWUNrPQZy+fp9qvuRpiGBff1NN3LLLbfwoT//IEdPnmB5YZFI6XAO53gKXvpxuXx6TuZ5ztbW1rYKUEcr9u/djRWS1bOnuOkl13HmkbvIKmLZclTS29rg6OETCA2HLt+Hc444TvnsZ77MxZddx2IsyF3OsCixcYu//NjfohsRs0vLATeR51y0ezepNRhr+PrXv853//CPct3NNxC1FH/wtx99khV4zjz/ZqC6/61Gs9XwBw4dALYvKCcYQ5y3lR/PMQhCBHShinTI7nuHK+22Zqp6RFPHqXdx59y4pbrOX/R6PaSeiLTU73nu9ZoklBgzMKlIh9AnCQApHYVJGkURQgcUHFJQWk+cNIKIaZQSJ5Ik0bSkZXDyOIPVNT74xx+h02lsA5+0hGffRRcjXAk4rnnJNawPtrjn4dMcPfIoF+/dhRKhOazIR7gidOwFYFNMM4l52ctexgP3fZ1Oq4nH0mm2iBrQ6nRJGg3iNCJtaJrdZRZ2hN1WeUu2ucKjD9xDp7mH9uwMotMhj2MeW+2zOso5ZQGvET4CE3QiI1lsqyIJFwBAjgThC/AhEdnPwi7uhEMoifWG9kyX/cvLLC0t0e3OIKVGigBoKz1jPEC9OK2RIdMuJYUP4QNSoOVEeXuyAZkxh2d9f7vzMWmc0EkaFKOMD7z/D9m7dy/OmSd4fU5Mq5nDcDgkz3OkCyFNp9MhTdMwB/MRG8MRW4OcG2+4ln1zGrNxDBkplIHemVXWVs+y2dugKDLmlxLsSHDy6Dp33nuEPZe/kEHWY623SuEs3YVlOp05ohhUmpKmTexwwIxw/NUfvp8eKde89FV8+FOf55LnXMG73/3r3Do/e4f3/gVPtR6fNp6Cj9S2kk/tHVh8VTLU4xyC8wEtF2jRquSe1ljn8RUa0cuQOZaRHvcICBH4BaWfyJCNKxRUE6aK9a1U6Cn0kvRVRcP5qZDB40pLkiQUFFiqjkw8QugAvvUe6x1SRVgCes370OUnlQjJQCwNWYCIscIz0pZkd8xLX/dybn75ZfzUj72TlkjwaKwasEnKiX6PKy7ZwcrpE2R5ySduu52LrnwxaXPI40fXGOYZN7/0ZVxy+SH++P2/TSxSpIiZieDZV++l2YZ2J2Z9ZZW1s6vs3b2HSw4tYUc9rPR41cFHEVoUuCKjv2VJ05TCC+Z27MKNSqJuRJxGLLcX+ep9hzllDM43iOMUT9ihjTGkKLKywFhLpqp7LAUm74/d7vn5eZ573bNI03Rb2/loNGJUWgYOBhuDbTB2VYOHpuaMk4F/I2T1Ks1MISj8pCFojOeQ0Rgxa224j9FwljwtyWYM7WbKG9/0Jv7zb7+bZ1x2sBKwyTGqmrMqdJgq7zB5gShKWlHMYrdLf9Rn5dRJymFGIhQn7v4Kh08eZlD0+Ynvu4Xe5lmiRoocDhkMewyzdYwfYN2Iohxx5PAWs+kCX/3qQxTze3GzM4gsZtTr00yDFJ0qM1xrjka7BVIiXIJKGqhum6jX56Hbb+OZO3fwwH1f56Of/coFr8enhVGYHufrYJw2EvXv0xYaQjKunjBCCFQ8YWKqQSRCCKQN5Cw4H9qe6vepGJVFXbbkySsO5466pOWpSprTLdfnyUWExyZhU32M+j3b7TYvv/56Hr73Dv7VW36KjRXLL/38b5LqEpwgSoJ4S+uqSxn0tuiPMjZ6Gc3VVRrNhOXFi2i32xw/8jiR1vz023+O9/7Ge9kcrHDry1/BnovnaKYtvvD5Ozh1+gQ333QT1157LbMzEZ/7whdxCIZZTmZMuK6loDO7SBxppGggVYekA0IldFtdHnvkMc4eP026vBNjPMKVRDr09BdlwbE8YzAYkBUFCzt3cMUznsHBgwfRMiD8er0eeZ4zGIwoCjPmIairJtMdftvmhZ0kjcdzpgK8eRswKDX5pbPltusPUCK2cXEmSYJr5aQzTaIyZtRIWJyd4Ud+7J/zrt/4fzh40b7AwWBCEcRVYUNZlIwGQxqNFrY0rJ1e5av3fI3VjRUSpXjT61/Pw1+4jYt2LfF7f/QRvvy1zyN9gXYGaQwrZ1YDoauKmJ2dJ4oGJHGLz33yi/QGGbN7Wngh6PV6LC8v40wJzoQNrihpRA2iRkRrcYG1k6e4+eWv4uMf+TDHjh3HnzrDj/70z/F77/xPFzSX4WloFM6XnDs3s197DNNjOhdxbhw/bWikCJ2WgeSm7n0Megb4sLtICHBWdX6NR1elIHx1buOuxnMMwPlyDJPnbX+N836sNJQNCo4fOcFsd457jzzGz//sL5IPS97xq+/BlwLvQgns8cNHaTYSVs6ukzaS0A9S5uzat4dmM+HAvov5s7/4IB/5i7/mmuuu5czJo+y5aBdCa46fXuHBw4e55vlXccsrXxro3reGrG4GQdakEWNGFtPrsWffAfJkBEiU8BgLpfc0dcInPv5Zzp5c57oX3chffPazlE7hHHRn5phfWuKSi/fR3Lkz4AB8gF8DHD9xhjwviaIolM4AZ9zYqHsfCHQDUe72RO34XtrtYeB486g8BFwlsxYmyOT+1UakCh3qY+RRRN4aEA9SklaTJIkwRc787Ayvfu1r+PRHbmPn/GLgenRgfQ2TFjhjMUUOzrG6skFDKb7zH7+G9bOnefzhe7nqWQf52V/4WR578B78qI/1Jd5ZBhv9gDjMQyjTajZppB1WVnp87gt38IxnXktp4dixY1y8dy9ZNsIqRZkXDPICafqc9ieQiWJmbpZGu0Wn1WLPgYOMRjmb6xv87v/9a+y59LLzzuXzjaeFUfAwbmbaVj6s3PS63bke5ytTWuvGcuoAxm9vX61hzw2t2NjYqOjVQ3t0WRqEVOP4VGtdZX7dtoU+znIzMVQ1tkEQPIRxstNvTzxuM3Zi8vmm4dVeBKKWTnOGT9/2OY4+eDc/dkfoI7toT4ObXvUiPvHXd1CWgers2NHTXHvttWwNc+Jmm9XNDaQZ8vjjj7Jv707ajQg3LGh3d/HoQw8zv9Bh554dPHZkld/87d/n8it2c8PLbmZ21w7OnDnLpz52B3fde5SFxQ69/hpveONrueX6q/nUZ29nVG5A5DBlzukTR0ijZT7+uS/y+le8lg8/8Dcsz8zzwqufz6DVwFjPqChx1nM262MPHxl7d9MG3Z2zUCm3J4Xr56dMwFf1cQLlXjD40xBeVZU0TVGOvYTQZT3xFOoNxIvJvKob6PRsl6SRkjQayCRia2OdfN/FtNKEV77m1fz1//sX7FhcwgswJkNGMV7EDLI+ibDgCi7ds8jpY/dR9M9w8KI5XvvK76Lph9x55+eC12oLVlZW8N6iVYpDYKygKC1r62cYDjP++kOfZMeeAwy9Z0d3lqHz9AYDZmdnESJohmxtbRE7TzksaOhmKEGXOSMXcei51/CMZz2be770Bb58+xdZe+jBJ11/546nhVE4t9Zfj3OZmM59DUwWp9b6CR5GfYzpRqnSGmbmZoNEulJj9mZhYXZujjRN6Xa73H777STfhDr8dNKzPgPvJ1wQCrXNwNSiMvVrnaj2HC8pspL/+ud/yaH9u7nh+psYjNb4n3/8Rzny2Cl6Pc0dX7gdmxcUXnL85FmckDzv2uvYcpL/j7r3DpLkuu88Py99ZtmuNtPT02Mwg8EAA28JEKARrWgAriTyJK1cyEunlTcRq1VI2tOdTiu7VFyQlHirFUVJFHUSCdGJK4kEQAPLgR24cT3dM+2ry2RV+nz57o+s6ukZgiS4p1DgXkdFdVd1ZWdXvffL3/v9vubGKw/xiY/+Bbo+SxQOcBxI05AsCbjs0EG6/Q5feuCLWAYcOLCPufk9ZDn80Xvfx9LpAZNTda7YNY9btTlw8DKiQqMxNcvTzz/P5ZfXGYYDhkEfPxbEw4D/9qd/whvufBMUEr/XYS00SsCRaaGKUufAkPmFRV0U2+xPQYnNH3cDyq3dhQAwHmmWXOhajDpNSimKpPiq7YUYCbeO6wrj2aPExdlG+eAFOnEShyVeQYZUnAqy4uHVGwQIVrTzVOoVrjt8JbWJJiml4MkwTSnygk5vg5bnUMgBDjnJMGGqafDzP/3DOIZga22Fc+tnsR0dJQVbmz0GfZ+0kLiuGuFCBH4QEIUJ584tc35ljUNHrmb33nnWNjfZtf8A1Wod3bTIC1C6hbBciiwqNUCygjyRSAsSbKQqW5XX3fYqbrz5Vh758kO0V8+/rLn8iggK2+mgdjFgaGdBbzx2Lr5LX7/TXEXTLlytx+KvSimCNIQUXM+lWq0ihMDzPFy33N+maUqhKXLxtZmKF7EnxUjcc0dHpNTc28F94KtbqqXXwKUCrxpC6GiFzi033obfXmFjZZ2z58/x/g9+hJmpXVx7640cP/Y4YZJSFIIzp5c4cu21BGHMXe98Bw9+7jPojgGiwPc7VCoGeZgx0apQb9g8/NijvPDcc1x99AoO7JtHZjkTzSmePX6WireHE6fPE0Q+b3rjbaU2g2jx1KlH2DV/lAKbWkXjC8/fz/6pw+zbvYcDN7+K+V3zbLQ3GAy6yGqDQglUVkqoFwLI4hECsaBIM4piVCgEstEWocwAdvD/d5DZVJZflGmN54NW6CWuYUcAKcZs22284khte0cA2JYrfAkvBDnMSdIc0hTSnIqusb4S44VVQn/AbXe9mvf9yQe46dZbOHjNNbz+DW9hamoKLRmycOwB7v6WO4kDnziNyYuQeBhikVCdqDE9PUmv3WVtZZ0kzUkLRVEExFFKGCYMByFhkPDM08/hui6ZTGlOTbI2OI9hWBQooiRDNyyUpmPZHoXKKfK0lMuXOhQGeVFQ6KCjIYEiyThywy08/qUvfM05vXO8IoLC+MMfo9PGY2eh8Wu95oL02sUtQwXbV5AoirYzicZkC8MwaLVa21coKSVhWuLX6/V66UGgXr7Q5UvhKMZBoSguuEKNh67r2xDul6pDLC8vc/z4czgqpVKd4rJ9h7HtKWIpWFhe5Pbbb+ORhx4l8BM002B5ZY1gaYHHFhcQcZ89DYcojcjiGMc1GcYShWKiVeOxRx+j6ngcPXIFu6anueaa6/joRz+NbbkkucC0XA4evJypmV3Umg3+7K//mfu/8GUsw+Tb7/5W9s3UuPWm15F2BzT3TNNrt+lubLHvhptYPL/ExN4rEGjkhRq19lVp9z7uCMiipIYrBaMMYiytL7SLBXIKRlyB7BLcx+j7Ql5cbC7f3FFhUZUZg6ZGfg47Zvr2fNrxGW8XrmXZmSqSnIWFRdITJjfcdhu3vuo27rjlNjQheOfb3sJqHFJxPBQQJilBv8PNN15Np71M4G/SGw6YmGzhmhbTu2fQBjrr59fodDpsbW0RxymRUlSAYRIRRxnDIOb0qbMsr66zd34faIJnnn2G+cuvKpm1WWn4q0bvLaaJrixULsu3MytQWl4GSkOj0EuDX3T9oq3aNxqviKBgGBqpTFE5mHq5zzP00oRV12zQdAotRTPALEojE6EJdE2jkBmGXqIBS3EUhVAZSV5egRzHod6oYo1oq6m00HVBZ8vHsjUcp7RSL9FuNioXZGmBrRwuyLFdgm4czaVxdiOKUvyTURBAF0CB2C6QaWXvHh2UVbZKNQ2piu3WaVjYmHGOUwx59NEv4dXrpMOgXERpQnfpPMJxGIQxM60ppq64kt4Tx5C2RuJ3mJnYQ6EcNFPDVgVkChPFdLVCHA6xtYKZZpNkmFFtWOQqZzDsE4cDPvTf/wxRKJKiS7Oq4RgJDU/HEBr3/uWH2Xf5DQxzh/d95CEe+8oD/PF7/zcmi+MMgg2Muk2lUcfyMg5OWfiDTYQ1wXCYYRYFppJEWtkNULksVYXHmWGRkSmNXCoUAim+ulgshMDStNLliYK8kORayYDF0SmkhkpzLNNE5RlprGNaoJmKXOVIZaIbDk4Yl4xHXUMzR1BpU0cpWZrg5gnKtumefQ7NnWY9yPnxn/8FfuAnv4+AAh+NbllpYo0cHJsNevQSB6dwSNfXkWfOIrIBGDpCaFiWDRUNf9Clv77I88efZ2urS7vdx9Ad1CAiTDWGYUi/P2BzbZMXjz+HKwQTbg2rMsHSVo+9l1ulX4dhYFgpGqUfpSYlipJNnCiJJXVcZWMaAQUWeSEwnQZCRQw2Vl7+evyfWsX/2kMo9h/axZmT5xG6hy5KaqymZFm80zQKpVEUsjQ3HWV9pexYuXBNzSDJM6TM8SoWE43KduFRSkmhSt1Fy9KRRUalaqPpiigOS1x8luE5LjJL8HsDUpkCla99yuISlqVSCC6uKez83W90X6142IbJVK1Cd6NNRYAmJSkpuVLoUuD3etxx12tZXDhLo9Hg+jtu5anHn8DQLbyKQ6hKsFAYpwjhYVoWoSYYBjFHrrqCWq1GUYDtmPR6PWZmG2iaxo033sgD9z9MxW1CEZMlKb4/RNcN4jgklxma7jAzM8OHPvQXeI5LRVVRRY5XqdBsTVCr2Nxz99t47//996RGQiGcUqJd5aRj3sa46j/K33UhS0OfMbBoR3ImdtwyTVFoBXoBhaZKfUQBuhw5QzsOhcxwKh5qkKLrGqalQSIxbRM0ndTUcT2PQTAkCQOyLKMfhKwun4M0ZWrfXtobG/zdxz9CkJsMpMUdd97Ipiqdx+Ki9G/QDYO0yEGAJWzSBEQuaW9uUfhrNFyNTEnyXLK6uo7fH1KpVMiTgI22TxxLhFVhGKUkhU602WYYxXQ7PU6dOIHMC6ZaEwRRSG657Nmzh6LIS86OuqCopACRF9tt7Iva9SNYuKabpcSg0FgdDl/2cnxFBIV6o8IwWeOmW69i4fQ6eQpCNzBkhjZiPaqiQAkJWrmPTPMUoZU6+ZZlIhOJ49js3rOfMAnJ04g8z8jzbAeU2MJyy+6ULBJkobBs6PXbmI7N2kaHiUaLZqtKEPeZrk5sn+OlKf5OhOOFoHAxZHrn73JJIICLIdyDQR+7OYFWFKR+gGsZ2MIgIyv3zJmiPnKU8jyPKByQZpLDR67CNTw217fICh0dRZ5Lwiih5plYjs3cXItqtUocxxSjlL7T6ZDEc+S55Nu+/V2cPr1IVjTot89jmjaaMLBMp5Sqp0AIRZLGfOGB+zi0r8X++RqGppicqFGt10HX2D0/RxAOMOpVUhmjqYJcZSipIxlvCUqLPaUUFKWXhEYBQmFyoQUsdnwles5YVkLXdZQ2MofJJUIVxHmAW6lRaAZSS0iTkGGckRUSEWWAxqn1VY5efTVzRw+ze/duTMfmVa9+Hfv2zOO5Ls2ax0YUYbk2Co2FXsDpDJY7W0RJyN65PRRKJ41y8hFnZdJ2cXUQGcRBhJQFw2GIpuvbmIsoDOlsdig0nTguyHONKM7IMg0/TEn6Q/p9n+efew4pFfVaHYVGWiiSwYDL9x8cvVcFohBl8VTX0USx3RIfK5vvhMwblo0UAsuymKi49HtfVzf5ovGKCAqFyvjpX/oBPv9PDzMZuphag+7mkNxPiPOUvBAltsBQmK4HKKr1so9cr9dYXl5GLwwmmha5DOgPewjykWXahSga5yF5MMCyLKZaLaampnBdl/n5eYRtYuoGMitIwph7/+GTMHXhHC+tCcAlQJqdxdKXCApj1uSlQUGO9BU9Q0OXOe/73d+nZboYuUQgCfOkNClVOpddeSW+7zMMA3ZN7+LUyR5JELHSW+FNb3wjTz97iiRQBH2fHINhnGJZNtVqCcH1/SGtlsXm5gZOxSSKYlZWVrjp5mtZXlkliTZpNRw0BZblIJWOV9dod9eoT3kUeYZn2lQcm1BmzFRtPNfAtQSaa9MfDigShV6AyiSQI4oMkado4w6LGAUGpaAwMXWByPOyTqB/NWdECIEtSs8KXWhoGKVVmtDIVEQ3GuJHMXqS8eZvvYerbzzCHXe+mppXQ6JIpMTVLfpApHLiLMUwTSrCpJtJclMnBHwgsl0SIFGQVjxCAXp1kumpSdBh4Jc+IaqAwQDi4RDpVDl74gSiPyRZP4dRxNsdlTwvSl+RQpEnCUEQkOeSKEoIg5iigNCPaK9uYkgDz3FBM5jevYez7Ta7mlOYmk6hl0FBFUAhR8GgFMphxCTeqXieo1NxPSzbxXUspl2HtdWX70L2iggKExOTnF1Y4oojB9DUGoun1piaadBJu6hMwzVcHM/GsHQMe2ScoSSmaZDlCbV6BQsHjIQ0TyFPsDyb2dkZms0mpmnSbDapVqtMNmoURUEUJZimuV3gDPoBzz79DH/5F38NwL7dsxcVEHeOSxc2lL1vw7rY2HUcwcsimthuj44FXfI8R7dGsFwhSYOMrN1Ga7bIpUQKUabNpsn8nv20Wi36w7AsLq6u0mxMEhk2k80GrmsiZcZwOCSJcgbDGMvK8YSGbsBgMCCOUg4e2sezT55BiNLjod/v0+93mZo22TxfYIoCyyxBSmkWc9PN1xPlHscePc633PM9hINNZlqHyTJ/u2sQhDH+MCcuhjxz4ix7r6iRpJI9My0sw0TXLtDUwzDEHdV3MgryLMc2bXzfR/NMTLOEHud5jmPb5QKLMhr1FqAxCEIWlpfZd/AQga3xlne+netuu5Vbbr6VhbUB3qxNTwl6aHR7PvVmnSTNiFNFpWohLYOtIKFWgbOrm+zbPTsS5AHTAd+Hxx5/jDvvvBXLAEdBnkAnhnCYkyYSmSoM3SZpD2jtrTI1OUm8XmEQZogkQorSqCUbqTXFcYpISlWmPM9Jkxx3RMzqZZLl5XVs00LmBcLSEbbNME05OjvD5OQkn3v0YQ7MH6banEAWBaZTwsgpSoWwMaJ2XEw3TAvdsDBsC892kHmK57w0EO+lxv90UBBCHKH0dhiPg8CvA03gR4HN0eO/qpT6zNc7lqW7LJxY5eqrLmfPXJM8Dnj0kSeoWg3qzUkM0ytTJkMgiwxNaGi6oEBuO7xaVZ3nnn+Cy/ZdxuvuejWTe/bS7/fRNA3XdUtmnaHT6w5GSDnFk08+zVNPPsPKygpxEjK3a47DB47QqNXp9wdwiSr2doD4GtiJ8e/s3CqMA8tLEap2bh8cAf/4qU/Q2jUDSV4WwzSBZ1mg6yRJwurqKpZbYXp6ivWVNXKpWNvY5JYbj9LubpAlYWmjZ9tstLeY3VXHsEyMoiAISsOR6elJKtXVkahnQa/XY2NzlTvvup2//6svjrwlU7Isot/f4jve/S4Wzvt834/8DP/1jz+EY5bmu2OFYH+oyAoN1Zxj1Y95fqPDH/7Jn3HbLXfwE9//vWTtVW6//eaSAi8Eputuu4PneY7uVDixuMTs3B7QFZptEiWlovIgDksuhF1nYzgkyRSJUrznJ/9XbnrV7Vx54xEyoJsVPLrsc2ZxnZtnDxMkGboJi92EKV1RCA1/vcMM0xQCtroRVsVGM6ssnPN54fgJrr/mWnYfsNElnDt1DnHbrRTAl+5/HgoHr1b6QFYrdTqb3ZJg1d8ilCZK+mRRULZaM0EuM5IoJkky+r1BWSzVS3EYXXep1o0yIA98Vjc7WI6LrdtEeYqp69z6mtewqcri62OPPcbW1hY1e4JKvVa2UWWBQqEVgkJcCLjbuJ6RB+uYQ3LmzGnS+N9AeUkp9SJww2jy68Ay8HHgB4E/Ukr9/ss91tK5FT796x/je7/vHcztboEUXH/tAZ45vkLFAAxBjkLXxLb4SZ6n5DLFtk0MQ6O1e4I373stljAJem0qk5M4joXrukxMTLC5ucmxY0/wyH2PsrHRZuAH7N49j+d5XHf0ZjRV0O92kYliub2Oa7nskINk9H9+VVC4FEMxFlLZ+fzOVLjkRlxge2ajNqypF/jra2ixxMRAOBbK1NH8hEq9jmEYvPjiixy99nq63S7N1hQLJ87guhVc1+XRRx6lyG2UEuQZ6JbOMIxoNB0sne0r1r6JWVqtFt1+nyiKSNOURqPGm970erK+RntjmTjyyfKYMAnZvWcXP/9L/xmKKjMHb0SzdcJhgKUnBGFBnoVUJnax0Yt49/f/BGeA9/z4D/Gd3/+T3PfsMV584hn+4L/8Js899QJ7du2m4VbQckmjWqPQJd004Wd/63/n9/7wvWj+BrZt02g0aDQa9Ho9EpmzuNXhbW+/h8/e/wB/c++9TEzVOL7aZiGBRBVYjsb5IEefmEMCfT9HSh3f15jeJQgHGpbVJBiCW4Hnnz3L9MwN6FrZrWlWJ/niAw/xAwdfz3oHXvea12OaIAywXQfHnCIPQ7I0JYz7qChGtyxkIfH7HfzuCrtUST/Ps4IkTUiSUoeizBo1NgNR2gog8GyP3Ha49vbrePrkX2FaJqoA03EZJinTe+fxw5ChE3Dq9Ak+8qlP8P3f9UMcuvIK4jQZqTxpI2tCbTsj3Z6HmoFhO1i2S821+cTDj+zcmX3D8a+1fXgjcFoptfi1EIhfb/S6PsNezpvf8BYcN8P3fdaW17EcE8M1R/LbAs3Q0QvIsoS5uTlmdk3RajVLZRwiPL3LE48cI/EFpzY7aJrG5uYmx48fJwxzpqe2fBB/AAAgAElEQVQb7K7Oc+SKGaIowTJdgiBgeXmN7vo6FIpGtYFtOtimR87F0fWlFv2lYyevAbgoU7gUiJVlGYZtMRgM+PTn/pFdc3u45fBRJuoTaDWX3DBoCNAti0995p+oVqucPn2avQf3Y9t26eEQlvoC3e4W83NH6CYBtVqNPOuTZQldv49Zc6nVakRRRFHkXHvttXz6H/+RgR+wsbHB4uIiaRZSr1XYXJc0mjXiOKTX6/Du73oXhm1gV6cvkMtyiSxykiIjSwsGeZtT/U1CCUsqQxcmH/iL9/OZLz3GO++6lf/rr/47vc0tTAm//eu/SbjV4+mTL6A5BW/9tu/mwx//OL/zvg/wzusO8Yu//MscO3aMRx9+iNe+4Q2sr6/zlx//GPv374M/fj9/9y//zOvedTddDdqbQ2bnqiz3U85vdpiavoy//stP8EPfew+PPtnDEDbDPpw/v8ahud2srW4yOTNNHGUsL4bUajbDQcChQ5fx4AMPsbEOKysbXHZ4io2tLvXGBC+ePk3FHXDZ5Cym0DGUThElJYaiyBkOffI8JUki+r0BMgyRKiRNc/KsIMskrVaD6cNX4nneCOatSnk5w2Dg+7QqTUzbQTc0sjhgq9fl8JErCFfbvOc97+HP//zPue3mW4iCAcoYqUWhtlmg489lnBkIIbbl/GWRs7i4iDbil7yc8a8VFL4L+MiOn/+DEOL7ga8Av6i+gWWcDlx1+dWc6y7y1ne8hm992xsxalO84x1X8KlP/yOe20Aqnb2tfTQn6+zbtw+ANE3JREKzWYdM8s+ffI5Hv/AUw15IvTbJrl27MAyDG/bfihCiNOUIMpbPLuH7Pp7noes6ruvSqE9sV3BzVRDJCHvEuShjUoknGOlBISh70YyuBABpXmBpJVUbvcQm6GMvR5WXqtWmRapT0rILDVUY2J7Ht93zg5imSSZzpFLkSoGusZWn6DKj0BUTtkm73cHf2MLVTBAZg0GH9d6QN9/9PRy6ah/DTsqH//SvsIVJGiRMVGtomoXrVVhdO4dSV1BxFRVHLydZIej1fPYd2MPeqzq8eDYgk2YpkhqnnDv+BO//nd/kR3/iP9E6XEczPfw4pVUMyF2HrVRw8swGv/Fn/0DbKoFFWZQQajafffRZLr/rVmytgj5b57P/8kV+9b99CA/wEx879tBcg1/9jQ8ytCb5w4dO8p7f/j3u6UXUdMFsy+H4ifP85vs+ya//9k/y2n//E9z/hc/juCas5jz45af4ju+8k5ZhsfXcWe586+U8cKqHzMC2I+q1SeQQWsww6EnCvqRVAxGbBO2EXQ0PqVUIOjmt+iQLpxYRlWkGA424p5ivwxtuei25hNT36Q4D3GoVXROkcYJKLZq6ZHlthd2H9nAiGuAQYkUaw2FMfXY3relZ9GqNvDAZKoEUJroQGLpGGg5xNROhIFMZhnBwhM7ZZ19EbPRJ0bn+HffwoY9+ku+5+1188hOfwDN1NCMn1wVSgJUqCttAcywy00BDx1CSJE2xXIepPXPUqh6eJtl6mYv5X8NL0gLuAf7j6KH3A781Wj2/BfwB8EMv8bptMxhd15menOKN3/ImPvapv+PVd9zGL/7Cz+AYHm94w5vRhMW+vZeRpjm2Z21LhG12OiwsLHDs2DHWN7c4NL+fZn2S3a15NGHh2A79fp+lhaVtdKPn1nBMi4n5vSiltgU6UIp0ZEsvhMC6hIT1zQyl1Lbi6qXbB4BRXxAlJUkY4GgaiUhJshTTskhlXnpZUgrNpmm6XV3etWsXz508RcWxMVCQZzz1+DHe/e53c+9H72X1fJdGZYJo2Ee3HLb6A6ZaExc5d2MbHDhwgPZWDwF021s4jsH87jkatdq2fV4cx6xsrfAd3/XtvLC4yh+89885etW19DtrpI7A73So7d2Pd2A3J9od8uokqg6aadDrQ5pBFEFslwrvn7zvAW57zWuwdLDMOkGWUGQGs1ccoDbbZLC+QmbCl55+ittvvhZ/EFE5tIfLDh5GSjh7eon9ey9jcy3Dtmq01zdYXR4yN1sdVfZBKIOnn1zHrJnUqxbn1n0cu87qyvkRXqBgsjnB2vIKh49M4A86FDEcOnSI544/z3W376K9scGzj38F8ls5deYsSSpxDSiynCT00UaU6yAJyyqkEPQGMUp4pFlGpBSHb7iFFJ1EaKRJXnYttAJUCW8HjaeffmZHnUnDHw541Wtfw+mFM3imjeNVmJ+f4xd/6We5enY3f/vxv6der5dTKJdIUZrJXDrK+pkgTSIG3S7d9ibOv0Whccd4G/C4UmodYHwPIIT4IPCpl3qR2mEGo+uayuKMF554kTfe+RYWj6/yC7/2c9S8GjPTc6ytrPHAfV/gyWNPsr7ZYTgMmJmZZnJyknq9zmxrL7P1Oc6dOU/QG+LaLtVWg36/j2VZ1Go1lCrhq5bpkCQJW1tb2La9nXoJLoi5csn33+zYiVnYqRo13j5ohSwFSbMcVSiefOExDh2+mkajUfpWjBR90AQqk3z+c5+j5RrbHYtrrjyC39lCSAlpihwM+bu/+DCW5uJkOlEaoJRAMxwmZ6ZIki6maWLbLqZpEQQDJicn6XR9elsd6hM1Vs+dZ9PSmJqaorvZpcglu2dnCfKQU+dP8gM/8p186z3v5Jd+7ld47ukv4e45wlu/7T08t7rO/NHr+fLxk1zzqklsOTKgyRXV2i7yBPxEQZHTmjrAZheGw4CFhQVe88ZrIAXNs4llim3U6PvgtWYQzRI4thonHLj8CKqA9mqXu+66gc/f9xB33n4HQcdHLwzSABzTIY6gYVb5wmcf4B3veSdFAp2tdaaail57k2Gvy/ryeebm5lhZWkQWEAw6aIWJVuSE3QijgJMnTpL4fRZPnqDbbiOVICal2WzS2dwiTzMc08KuVBkGfbJCEeUGZ1eGfO+7v53z3XV6vk8SS0zHAaUhlEKjBOWZpomlJM8/+wIVzSw/K2EQRH0uv/Iqzm6sYzWqBFnKytp5fv+9H+DTH78XveIwjEI8uyx2aUIglUQoY7zeEAgyBTLLaVWr/PHv/J/oKDTj38j3YTS+mx1bBzEygRn9+G3A8W90ACE0ZJxRd13aq12+9e67eejRRzE0MHWduV1zCAWNepOKM0mlUsH3fdrrbU4+d4Y8SWlUakxNTDLhtsrKeF4KdaRxur04AeI82jaBkTv8AvK0zCTGxClryri4Jbmjk6Drehnxi0sJTWPp8HKMK8Il7l9uF4R0wLNtPv+lB6lU61x19VV4jSbtzhZuVhlFegMlwBSCqakpRDwogVxKEI9k1bIkZW52jtXlFQzbBq1sdfnDEK/qkeclDuHQbhspJWlSqoMIrfQgqLgem+sbzEy3KNKMXGg4lo0hNLK0pPc29BpB0AfDoNFwOHLVPp57+hmGWxHN6gzHjz/GtXe+nTOdPgQ5ZsXAFFBICAcRZ17cZHb/NFqhGCx3UX5O3aywtTog6GbULJOa4dJyLa7YtZczz5yj1qzi9yRuXce1bB77yjGuPLqXL9//IK++9QYWXlzk1bfdQR5nLLy4wJ7XXAVAtVpa1FluhV67g+t6GEKjVvVQhcRzq6Rpiuc6WKZRZiyWQWe1g0ohHkTUbIcizUDmbK6dx3MqWK5HFnfRybB1RS5jgjQgScNtGbizSyugeyyudmnuneWFM0tMNidBadiGjSUk/eGQJM5YW1khC4bkYYDSRtaHpgGZZGV1Dd0wefXrX88Djz3Gu95+N//xP/1nfN8v56Vlgyy2YfK5LBD5hQVf8moUlm5gC2ivLONqGpbrvewF/a9hBvNm4Md3PPy7QogbKLcPZy957msfC1CZQMPkmaee58UXTvKnH/wTVpfOs7q8zPryKstnzxGHZW2gVqthmiazrVmyLKPqlDqGSqWlP6K6wL/fGRTGfHylFEq7wN8fM2u1kfSKLrSL4MrjwFBe7S9QcneOS4lbOwPFOE3M8xxLE3zp/i+QRwlUJJamE/gDoiDE8zzSNEWXEi3XUVKWqe2xh6mYJmXBVSAUKENDd200CpTMS8+DImKy6WA5Jt2uTxqndLshtXplG/Ktadooc7Dp93ooWTAzNUk/G1JxPYaui1KKhVOnuaJ6Jf1ejyjN8KoT/Npv/Ao3Xftarr/mMOdPL3Fgz2XMTu7Brk7CYMhiL+PQVdMUmaTu1jj9/GkO7pkm9jOW7v8y1R/+KQwHiCRf+OyXeevrX8/W+U1SX+EVsPTCSd56zxtIC/DXJdWKzjU3XgdQTnQdAj9AZmBpFjW3iqnD0B8QhuAYGpZlsfDiWQ5eNs9UaxoKhS40siQlDAJc20FmOUGQU6s1aK+0qdgulqmjUomta8gwZBgOsae1kjFb5MgkJo0iVJoilCJOE5QSGCia9UYp3x4nDE4vcGB+L2kQEXS7nFhcor16DjVS3zZ1A9cQOGbJLxFCJ0kyrr3tVhbOL5ELxZvf/k7++Pf+EAW88+538ciXHyQPYiJdUncrIzjzWMx+NHfH+hy6icxTXNPAEQrHMC9SA/tG4/+r70MATF7y2Pd988cpXXx1NJSEVn2aEy8ugtL57Gf/GRmnGChs06JWrdCaKPfISZKQSolpmttS3yUpqtQv2F7wlwSF8f1FWwR16TkpeMmlf2HsxB3s/BvjsROfMM4osiwjDALOnT3DzPQsWRizdOY0WqVFs9lEpTlCK4VgC1mQFZLp6eltoRkxKmIKpbAcmzxK2LNnD8vnzqM7ilxmFGnA3n2XMz/bYGVlhSjujQRKDTY3t2g1SvCQ53l0Ox00IA4jDKs0jGnU6oSDIZVGnZXFZZqNKWQBteYEaR7xa//5Z/jwn/4PFs6e4NY3/TsGgz4fu/defvbnfop/+R/HCMPLOHL4IOQw2OoSB2BgQLuNZ2lEOUy0arzw7AvIV0MwTMkl5NGQ5eVFAPq9mM12n5o3wb4De0ljqLoOpl6S5VwXqm6Vg/v3srQwcmgqCsJ+G8OcIupnbK5FDPsh0lWoPKPQBLaho/KMRrXCwI+YnZnkhSefpVn3OHLoIEWaUbEcKo5NMOgRBwOyfoFpaAQEWLpRirsosIqCNMtQQtCPB9TrVU6ePEHobxIHQzbXN9A1jZpXYarhEac5rlul3+8T93ysIkUWFo5jsNne4u3X3cA/PfIgmVBcd+U13Hr3v2O1N+Bnf/bnecvNt3HrTTfjaSbIAqlKT0wdgTaimhvjuT2atlvra4gswXAdhP7yl/rXdzL9txojkYg0Srnm6LVce+31/M7v/C6nTp1hdtccU1NTVKt1kGBqOtEwIPAHpFFMkeUUWcnDj9IIqXKkuuC2e6lB7U4Fn0sNZ3eq+ly6wC997UuNS1+zUzl45+88cP/ncWyHYd9HFaVilGs7ZYspz0v4aiaRIx2BXq93gV4sBFIryJFohqDSqNCabnHo8stQpCRZSJGHLC28QG9rhcv2zjI7O0sclWIyCwsLJdTXMEq1YdNiceHsyP6tfN9c191GaqaDFH+rSzgMWFo6Sy4UP/KTP06U91jePEdMgtQKvKqNYQhq9gQnnj3B5mqEZ5msnF1ic2uALBRMTZLmCX40oDldY/++w0QpDOKMsIBhNmR2/xxBVlCZcGi0dnH27AauZ9L3ffrdLeIAZmdnWF310aTCMuDzn7sfz/OoVjUc28A0Skv2cBASxzmDQYRpGAhgotkkGA6xLYszpxdRBeyd38fCwhn6nS2iIGQ4GKDysvWKzDENEIUqIce5RI3eJ/KsrA2lCVkcMb9nN6dPnaC9tEji+1y2exfTjQqtmksWDAj7PY4/+Tjr55YI+h2MolS3LiSYpoVumaP2cocnzyzienV+/w//CA2d648cRUsljmltS83no/MYw6rHOhRZoWg1mnz2U5+iSPMyw9qhNfKNxisC5oyAfhhy9PprmN47x0a7TZTE9FZWSZMEmQuipECikw365eIcyXrJPEWO6gc6bHsEFEXOWNdAyq++gpdCJ2OZtIJt6uWoSGjaBtm4SKhG9QQ10mbU9BH+fHzckhJs6jpCK/UeCx0yUhzLI1cFWq6h6xqryxvc+qrXoev6tgRYURTkIieXCkMYoMrag6FppWNSIUkLQUWzSrHSXGHbDqpQCNMGx6LieFw5O8Fzx5+lP4yJ8oxBtMnErj1MVHTyIqPQdMJYYhYORapoTTToTzVp97q0/EkqRRUpBcoQGK5OmgW4FY2N1SX2OjpVq0VvbQMTjY9/9sP82d/cx97JKZbObfCd//6HCZSD4+qEbZOnHzrG5sYSrV0N3LDH8voy17/pbaS6ja3ZuCpkblpjsNahv3KObCNGUzaX7b6cmqWx5cPm6jKXH96F6KasnFnHclt0+4qDs/tpn1pgYCUEIfRX17jjrjvoDWMsr0IUZ0zP7KZaqZBFIUnQo2J5BFFJVtJsncIsiHOdc5sBh64+wP33389k1SHOezQnXAZtnVqlgqFMqt4E0aBNkUQURYqSCUIoopHOg6HlDMIezUYFb2oKa6DhaAWGpgj9IctLq2i2yd65PTi9AbosF6o0bMI0AMvgpjtv5/lTCyS5gKHk+779f8FFYhQpP3b/x2nV9lKQMUxGBL9CoeIYUxhIFdMrUlSeoukWWjok8GyOf+UJmmjopo38JrYPr4hMoSgU1153DYcOHWJrawvf9wmCYPs2Rt5lWbaNH79UieellHleSp5t53ip59M03VZg2jleigNx6fPbtNYdW4pxtqDrOpubJfJ7bEiaJAnp6Ao9Dg5yR/Qft16llOzfv3/7+MB2lhOGYRkcZWkqcvDyw9z1mru44aZb2LN3H48eexzTcen7w5G/RcG5peWRRJ1Ovd7AdV0GfsBgMBh9HsX2eSdxRhAELC0tlYrMcUycRLRaLTQd8jTiM5/+ByzbwLSgWWuioaMkvPmNb+HwoSvY2tjk2LFjXH/N1YRhQpZJsjyh4nrkMkWpgjSO6fR6TMxMESdljPacCqIQ2JbF0tJZbNvGtgX1Ro0zZ86gI6hXyjpQZ7ONZ5ZcCd/3qdfr2/yOMAxpb3WwHAcpZenTaDpE/pA8TsgSuO1VtzI9PU0cRpimiefYFEVOFAdsrq+QhAFpHJau5aoo3cwLiYpD0mGAIQqCXofpiQnSKKTdbvPCs8fJkojWZJPb77iD3fN72LtvH161QjYyQq5W6+SF5Oqrr2ZlZQXXsfGmJ/GXFnA9j7yQ7Nm9e/szGeuIBkFAkiQlpyWOKUaCuK7j4FgWp06fwDZ1NNO4SLH65YxXRFCwbYvhcMjp06fpbLQJ/QFJEJKEEVmckIRRKdCRX6weM36DxqnTS20RLt0SXPrYeIx/9jzvIsbjRV2FMQ36G4zx623TRBQKQ2icOnGCfreLqenbAWSn5ZiOQlMFyLxUJMpS8iRG5aUIqW2OPDJd5yLFKSgZkFJKklwQxJIwU6To7LviKr7lbe/khXPrKKeC5bns2z3JVrfDiydO0ev3EbqGW6nQH/hIqfB9H8f2KJHrgjyXpGlGFEV02luEfp9oOKC31eaXf/an+Nu//iDf/Z53EvS75KmiWW/SqDfpdnpomeLaK47i2DanXngez7LpbXVwPJ3F5fP4vTZ5mvL6196FzGM+8vf30ppuMIggi2HY8+kst4mDIU8/+SSHDx0kDlIqrkdvq81NR69FSKjXakT9Accff5JWs87Kynk8x2Hl3BLDgY/f72O5DtVqbdtMplGv46QJzz/yCI898CDJYMAgCDi3cJrnnn6SzuYyQ3+LNPLJ0yHIGJUOifsd8mGfIvTR++tEa4tsnDzO8Ye+yBNfvI/B6jlMQ9DtbKBrBXkWUa04LK0uMzu/h4mZKYRpkJZUJnTbIYxThsMhiFKurlmrca6zQTfs8/O/8kt0NjqYmkCmCcicfmcLv9shGg6QowtHkiRko4vMhG3z4P33Yxoajuti2tZFMOhvNF4R24csz+n1eqWzkyrFLKSUqCzdrg2MF4KGuMjH4ZsdO6/iO78fjzRNS3OXNMVw7e1g8PUyjvFxxy1HWVxQEdYQnFtcQsmCSqVCGic4nnvR66SUZb95Bx9++7lcQ6YpOqXkuWdfCArjDMFxnDLjEAbV2gT9IEYoyNs9KpUKr3rtGzh98lks20JXORMTk/R6PTY3t6hWvW226GAwYGpqil6vh2UbKFUqDGu6Iktyep0ulVqVStXFdjyCQZuDe6dpVnQ8z0CNOj5etYJpW5w/f57piRbv/+AHuPLKKzlz8gRXeS6GBq7roKRkefEsN95wHevrqyyePUuawtbmFnGc0F7eYP+eeQa+TxrH7JqcIgmGWGYpL7Z/zzxZAvVKlXqtgr+5hWeaREGZPW212+h6yZPxBMgsZWNjjaldU5imTub3CX2f9fNnmZ+fo1bz8JwKawsvoMuIJPBJhcBybIo8J09jtCJD1xTnzy2y8uKLuK5LvVFDRUOQGT/9Yz/ER/+fjzLotdHyUqxG0zSUplGt15iZneX5Z54qzXCkJEwzcgoe/cpjKFmga4rDlx/i/3jvf+W6G27gvvvvR0enyHJMw6C92b5gUzeaJ7ZpYbsetm2jIyjikP7WJnqeMjHZKjEK2v/Ptg+CcgH4vk8YBGRRTJ6U24WxJPjOrGBccLvoGC+R3n9Vh+HSv7tjwY9vUpbqTr7vX3SMS2nUlyIVdxKexohAgE6nQxAE2xLz21Tq0YLepllTthmFYlTMKiXMiqxMC3VdRwlI8mzb1WinLL5hGGUgSMvnpSpI84yl1WWeP7FIvTlDIjUs28P1qjSaTfzhgDBOKFTZbs1zSZKkxHE6wmGMcBFZadASxzHDQZ88iUmSiCTo86M/+J3k0RbrK4vUqjpezcFreEzPTWNaGk8+8RUuv/oIVx69Cr/X4bmnnyIPC2quQ6te4x/u/RhCSfrdDnNTUzz/xDP0NjZ4/OFHWFlapOl5DP0+MonZP7+HpcVFeptbaFLid3soAYMwoFqt4toOiwtnqNeqWIZGs9lAFaUlYBz4rC0vEQ56PP/E4zzx0INoeYqjQcXU2VxdoWLbNCouk80qMgmRSUDV1ZioucxM1mjVbPbMtFhdOMnW8hJTjQqTdQ9Lk+yebuFZJr/7u/+F5dU1pnfPlQa+pkWUlka49913Hyvnz5eWhKo0nzEdh29545vo9/tle7KQDDsdPvOxj3H6xRc4efIkpm6hipx+r0OeJQgKdK1E0pcaE+XcMTQdyzAJO108w8C1S/q0bprf1AX0FREUxr4PKpfINCtvSUqR5eWWQZZ0Xe3rXKy/Uf1gPHbqH3wV/BhGDLRy37+zlXjptuHSYDDmTWwLrVB+YOtra7i2U8qGCQ19dMxL5euFkojS6bV0wB7dyyyHQhHHMVJKNtqbJElCtVrd5s/DSGNSlDqGhi6wLANdFzSbdeJUsrbRpdMPCXODNE2xLAfTKHUMSjafjq6Z29L3QggM3UIpMQLolPv+oT/A73bJ0phhf4O9sw327G4hkJgmpCphcm6SQ0cP4dYd7r337/ixn/sPzOzdzczMDP3NLc48/yITlRpJHOLaBlEQoLKU2VqNzcUljj/6CLuadUyhsAzB0PepeB7Nhs366ipJFGAaOt1uF6GXgdK0LOrNBoamlSrdqsQuSFkW5lQesbV6jrCzCUlAEQ2ReYImCixNw7MslhcWIc+oui4qS5iY8Ki5JrapSCOfesXmqa88zPr5s9QtDcvWEVpROkRrUOjQmGjy07/4yySyoDU9S31iimqjxdVHj/Lq2+/g8KHLMUbzwBSlH+Zdr33NyLJQYeqCcOhz+a55DszNYyAoJAQDn3A4QKgCQxM4lomG+uo5p+uceOYpyDNs08C0jW8KzQivkO0DsF1s04W2XV0tRtX9nVfqrzVeaivw9cZOJCKUve/xeVxEc95BS31J9OKOzGGMSUjTFNNzOHPmDJ7nbT++LZu1IyCM/44QXFT32L7PwTRKazXbdUvL9Cjezjx21khMTUfXSkQbuqCgQEmJ6zZwTY0iC+kHMQ175GCta2iagT8MaRg6QhbkuRoVtMpzKiXUL7RbszgmGgb0uyVMfNBrMzNZ42wQEw4gzIbMNJvUNYczz/VIZUioUqbmZnngM/9M1XQ488ILOPU6gd/lXXffQ6e9weLiAlfu24ulaYgkJvJ7GEISBn0oCmzDZOinBIMB66trWLpBmMQkBcwf2E+1UWfhhRMMBn0a9QmGgU+v30HlGYYONUej4hjkcUSWx9hI4mRY4jdE6SQV9QecPnWCdOBz2YF5iiwmTUPSeIClK77y8IN011eZatTQNUDX0HUDyzTJAcNx6A2H/OXf/C1etUGzVuXoDbeQFQK/vcEjX36QQa+LITRMNAxNZxAGJJnEdd3SnUwX5FGCv7ZONxiUoqxyHOBKTI5lmNuALF1opWPVqFOl6zr9rTaiKLOJcVaZfxOo/VdGpqAupOlSyu3bhedfXhbwcsZ4cu/UtNs5xoCkOI4vKgR+rWBzac1B0zQ8z9te1PmoKrwzO7g0O/laHZRS7FSNlKKi8pyAVqt10f8w/juaKlF/qigzK1MvK895kiKlQjcsXK9Br9sfnVeJptN1vSTtjJShxh2QMtBdeJ+EKsFXSRqVXJIkIk6G7N41hczKSv3UzCRxGrG6uUm3t8UH/vT9WJ7F5PQE3W4H0zCIBkOWFs7g93pEccD6+ioP3Hc/B+bm6LXXcQydJBhScV2eeurJkjiWRCPFbZNer4Nt2xiWiVRw2x23IXQNPxgSRWX3YGVlhSRJRnTxgiyJQCZYBohC4prG9medZQlJFJMlMUkYIYuMod8jigKSNCJLYx558EG63S0a9SqObVKvVKnVatSbTaZmpqk16lTrNfbsP4DteOyanyfJcp548mkefvQxTp44QeAP0LULGaM+kgM4deoUpllSoku5tYLBVhfbsjA0nTAsVZvG29sgCLZJcuP5o4/mgS4EYX+A51glNkGUMnjfDJfnFZEpCEoMgGM6NDAAACAASURBVC607cVQOihdLPmNUl8NPR6Nl9tyUUWJFpRFiU/YXqBaftHxLMvi7MISh644jNBN8jFzUdNQWglY0EZFRSEE0jIptPLKUWglfLWQJafdNO0dbSEFotiWqFdKIjSFHP1vSpS+kmNehjXKPMYpv1KC82vrzM7OQlGgG+V+MYoi8jTB0QTF2P1aKnTdQFmKpEhIlUBoFczpfXQ6G9SURlUHW0rMPKKwG1i2iRIZYRyUiteaC+gIBGmmsDybNNPREkU+DHEmU0Q8YP9UC6Skb+losaCuT+NU99KVWslHMKDTXePw3AxRr4NIFX4Y0tUEaRZT82xOtlcIhSRKE2wBLc9jZXmNoL1KrWYTJgMMW2Pj9BqT1QqLX3mYU48/htINrrn6SqJBF1Vk2IYk7a+jFxLLNEfFNwnZyIsCgyQv5f2VTNBNjbXVM+zfPU0yXMXRdKTKCMMhq8srrKyeR89zJiZaeF4d23KoVGoo20XXQCYxroiQcYGeSoKtU/RHrfM8STBGn+VwOMS2DAwtR1kumV1h/679PPHks8RBhmOV80EiMTyjzFAMkzgKSIchU/8veW8eNFl2lnf+zjl3y/3ba9+6qnep1Wo1WtGGGCw80iCExYDZtKGQQQozEzFgDOOZATsAT4RnYAYTw3gAE2Y82MYRYIyMiYkQWkC0LLrVUqvVVV3V1bV/e653Pcv8cW7ml191VXdpAQvmVGRU5v1uZt689573vMvzPs/KCqPRAKTDhRJbCkxDglNsXL3KYPMGu6HEljmq0SWOGwRBhHQWa/8SmJe+3uNWnsC8a37ztpd6/+3fc+v3T1f2+dKNdZZ0NN6TnZvDP8z3M/j426+oYRBQlSWPPfYYC70VrxJcJx+nhsvJvfBk5gXNPZwxnsHZOao68Tm19EEQ0Ov1uHLlCkeOHJn1SrRaLao6GdhoNGaelhDCM2PX+Yc8zylFQKNzkMl4x1c0QmjGAaHJMWVJGClcCUWqaTR0fU4MVZqhmiE2n2DKCZ3WElVpSNOUVmuBsckJTELSjLhxfYs3vvmVbGxNSExCKRzf8V1/i3OPf55W3MCUBSurS+TpmMuXL/HmN7ye3c1NkriBDQPy1NPHISz5ZMzB5WUuP3eB5V6XG9bQ7raoBhVplnP/y15GOhxQ5CnLS2vYCkaTIWESY0pNZsZIa1GB79SSwlFlY2w1BFexurzEA/ecgLLg6S+eZ7DbR5c57XaLhV6PRx54BabySW5jK/I8ZWdnRJnVPRG6xJYFOiuwRlOmo30e3Hg8JsOxtrxAnk2IkxgrJNpovu1Nb+Df/IvfYrHVACuwog6bhfb9GmWJKSuCQDIc9smKHO0s/fGEXq/H+uB5VJCwunaAE8cOc+PGFWQY0Gg1SZIEIYTH+OiKOx3fEEZhGj4AL3CrX7jvrSf7rZqRbvme2xzDrQyQlJKLFy9yT3QPrW4H4fYzM/vEp29XDcMIay3bG5ssLS3RjBPuvfdery8wGMzatIFZd+XNEOtbhQ+BBYz1ySkEwjq0MbTbbW7cuMHx48f3hVxKeXdzysKjtSZS4UxXUUqBtgqDoNlbJR9tk7qcotQ0VUnsQvLS0uv1KLKKJI4RdVeokiGTNKfV7jKRLdKgRxgtszUB3eiQ5pJIRawuw8WLI+LmClEMeVnQbDZ43ZvfyJOPPUbsIpI4ptWIuLF+fVZ7H6clrUMJxWTi0UvWhzF5OiFEgdYkUYgKBO1ui8GoD1YTBwE7ox0mkxFrnQXyPEciKFLP8SiFIGkmZNkEWxYo6ei2Io4cWWT9+jV21i/x7NNPMdzZ5OihE5w+cZJGFDIejSiKnPWr6wjnsLak0gXGlN4Tm3gPThcl0hrMrHwO4/EYITwF25kzZ1g7cZzdrU3OPvO0D9nCkExDI45oNhu+2iSkR+QKZvyjeZbhjCVJEja3t7j73vtZO3iAYTqhqjT3PrzG8uoa7VaH0WCH809/niSOCJMYUS9C1phZFetOxjeEUZiO+aYiYwxTKabbhQbTWv2tvIf5GOpmA3HLmP4FEi7eaU6CkAvnz6ONwUlfZTh6/MjsWIPAx+35jU12djwF3M6NDQ4urTCZeNGRVmtPVGbaZTldyWeyd2bOINReAtayu9ufEcSYWhE7CEOSxPfUnzt3jsOHDwMeY7G7u8s999zD448/zsmTJ2m327OkrbUeKyGEQogAEQUcvGsNKbwOxLMXnmJtOSFygsH1bRY7LQpb0F5oUFSOx754DpF0+ZEf+x7CV/0XfH5rxEr7DOs7QzoLCwycI640oyzg5Q+e4Ma167z83kOcXYe8yAgbgq3JNmFoINeUJoEy5f7Tx7l+9RoEMePtbRphQH88YTzsMxr0iaUjGw548jOf5vipkzRbIbvjXazJaYeSarhDurtDr5MQhAJdVRiTEUqHzsZYq1FVTCuQPP6Fz9BJAhSO55+sMJX3rnSe0QoE4+11XDqgbyrfel9klHlBWXpkqc+nGJwzyKqiLH3Y2Wy2WVs5wOrqKlXbE7Pu7OwwHA55frjFxhNDqjKn1ewQNhNko8XiwgpyqnthHdI6LDUHqNSkw9GsLJ3ZirvuPkOuSw4dP0l+9apfIJDs9EeEccKn/vjjCFuRdHuENYR+ipqd5rbuZHzDGIWXgiNPx1cDWLrT77ndvkKIGe7g/pc9yHgynIUOU5zAZDRmsbfgVyYp6bY7pLVbf6vKyb4Kg7Uz1dN572EKZ/XJMI8qbLfbOKDRaBCGoUey1UYjqmnDn3rqKdbW1rh8+TJra2t0OwszL2I8HkPoW6jDMmZnZ4dub5GlpYM8/J5HOX/2aZ74s09yz/FDDCYpTdnk3FPnqWTCt3/vhzl0z8v58vVtBjcyZLgAY4EWLa8wnee4OMY4R6QM6JL/9z98hmOPvobOYoPIGo6eOER1dZeDK8tkGIJ2g1G/TygECMlkOCCoS7haa6SCdHeEExGZhUSFNOKIrMxwGIRxbFy9RtiKKF1FWUyodOaZrUOBMyWBVKwtLhEHENqU4cYA6SpwXkJQKUWv2fA8HOmE/vaAqiiodIGw06Srr0pZbZlMJkgp6XWbHD52nOWVNR/tWcHVjU2y6+nMW3NVRcSUe8NjVMqyxKA4ef9hjC6JQoUuc5yNPWZHQGU8zB3rMFXFwsIiVVWxsLrGKMsZpRm9hUV0aRBKelRjmdESgjCOcILZQjDFvNzp+IYyCrcrO/5FGYWX/CzrXTmFwDhH0mhQZvk+LPleSGBn28Mw9Fnwbm9fDXnfR99UfsTuGYXp/8YYQukVoabhRxAE6GnC0zlOnTrF2bNnWV5eRgAHDx7k+eefJwxD2u22pwdvdhB1rsI6R1UNEMJTswVRi8Eo5fxzV/jDP/4Er3roAd73oR/h13/ln7DQCDj/+Dm+/wM/jIt7jG3C9bHk8kRxUDZot1dwRrDcCykmmgYlJRFFVdCKAqSt6K+vcyYRBCEoI3jfB9/LP/nJn4FujyxLia03fs5qqrwgiEKKdELQaJDnGcYYRuNBzbxsuXL5Ei4UFEUGlSZRMTtbWzRtC5kEGF3iMChpiYKA3tIi3U4LO8l45ulnKMcD2rEiDhRZ5gFkOMN2f4AQjqoYe+o6HLoqsNZ34Y6zCd1uj5XlVe45cy+tVgctMy8df+MaRgvGk5QwjBH5hEYQUI4zsBYpBNo44iQiDBWpLmf33sWLF3DO0UwSdFW39yMxZd0VC+iqIo5jFldWGGU56+vrTNIMFTWIAg/bPn/+PFYbZAIoObt/piQwX3dPQQjxa8A7gA3n3MvqbUt43YeTeDKV73bO7Qr/a38R+JtACrzXOffnL/4FIGopsX3VhVtkAG4XFsyHHvPbXgBRFta7Z0K84Ltu1mUwToPznIN5lnHPfXd7RCHSk5xI/xlSKXqdJsP+NnGzQbvbodFs1o2Xe8e0V1p1KAfC1MjFef7EqVHQGgUsdHuzcpV1ligIKZyhqnEJVV5y9+l7UEKwtX6NC08+yeKBA6xfvuwbiKTkmS8/OdPVbDabdJsNnAwYp312hiMOHznOicNrPNh9kM3NdZ768nUOnH4NTz/9FN/+wZ+meeoutgcj0olAjHKWkgY2K1GdnFwbbKNDXoAKe7SEBQ25C+iePMPrT5xh4ixKS7JCs3J0hd3BBkYpdLlLs92hyMdURYmKerjKezyqKshubNFMEqKWZDTu00gc5e4lknaHRFtAYu2YTkcgTYrMIRTes1KhIg4FOhuxk42w1Zgjx5bYvB5TDLcxwpEPy1kSdzwez/pe0vGYMAwpy5Jut8vRU0eJW91ZSbAoCvrrN9BlWmNJDKaqaCEw+RjtMopSIIxXy0IbrIiRLkaYgEbUwDUaRI2EwdYNJmkfFwQ4BEo1KKoCbQ1My8prSxAkLC6v0b/0PNJVdBJJIgooHWGUke2se4KZJCFwAmc8RwnGIozF5vsb/F5siDtxp4UQbwLGwG/OGYV/DOw4535eCPH3gEXn3E8IIf4m8FG8UXgN8IvOude82OdLKVycBDO1prnvvZNjm+033w8xnzu43W+82ai80IDUnY84lldX6HQ6qMg3OYm6/iuVAilqBh2BCjyCzFqLC5NZlWJ6TPOehavp0p02lEbPQpHRaESv16tvTJ+9VkqxtLTkPYWaQclUGpyn3gqkQptyBmoKgoDhcIi1ljhQs94GIQSBwOu3CQUyQijlNTnDNkmzwSTNWFpdYfXwQYaZRIQRQdKk0V2BpE1vaYXOwWN0el2CpIG2jrjVptWJsAKcyFk7kNDvF2R5SR4G9JIGQQhSl/zchz7MQ+1FclkgaxCOcw4pwn1doFOwjnQlQgYU2iBV4CltpcSJ0OtA123yQjgC8tm1n5a2AQIcSwttfv/f/g7SlLiqpMrtLDRrtVrEccypU6do1MxT4/F4hnMwbg/YNjUOxlQzHIlwnnJda422RZ0TEh6Rax02bNDtdlFhRInk0N2n+amf/Rk++sH34cqUajIhlCEWRVFabDUmcL5s3TmwQrPZZmtriwOHDvLM+Wc5cdcput0u436BxHH5+fPEkWJxoU3S6HgvoU4w5mlGVVVcunD+c865R19qTt2Rp+Cc+4QQ4uRNm78DeEv9/J8DHwd+ot7+m87f/Z8RQiyI/byNt/uOrwhgcfN7p//fqopwc0XhVqHK/GfMD68NyYxF1znn8QVSIEUtbS4lomb4nSoio/YMwfzvmiUTzZTEw85cvSiK9vVJTCYT4labg0eP0G632djYIC0LokYLiSCKYuLQsygFUqLicB8Zy8Hegi8XxhFpmuKUhzgrZ8nKCgE+sx96EFA5mpBNEowKUXHC9u6EuNlDKjWraoQqptHwOhJSSqqqIm541GaaGsKGQoiQ8QDacYwwJeOswogYiUQby3d/z3v47L/+t1iR40o9K/XaSpMkyWzSOeewhUQKbyCkChEqpND+N0oV1dfQAtN+kvIFqFRbIyKv7m7zsvvu588++UkaYcDKyhrdbpd2uz0Dgg0GA7a2tgD2LTZTMt15w+BMTbhjvfydtRZTaX80Hrtf0/w5wM7amDvtDls7uxw6dpzjx4/zpScepxEoMAajDabyVSdZJ7aV9DmDJEm4dOkS954+gwwCtm9scO3yOidOHCNQkqiW3LPW1slWf3+VZfmXVn04MDfRbwAH6udHgHk1yyv1tjsyCl9J3/etyphf7bhdMlBKiVR7EGXtLCJQPrARwkOWA0UgfSLSOIdAIsMAZ/Yf5+x7nMNME4rW4uqW7WnScMp8dOLECTJnyfOcwfp1pJQsH1jFlD6rHIahZ3wWUDlLaTRlXY8OgoDKaFwYkGoDUUwchPSShAhBnuekRU6nXiknkwnNMMBKyeLyCsNhStTqIKsKJZWv80feOGRZBru7LCwtkuvSKxyXJUVVkcgOoRLkWUWvHdKMO2yO+jjtKPEdi2/51rfxL/7xL3B4KfEkpAisNjTiiNFOf5/35/Ehvkt2es6mWBIjIqQEh8XVJ1uh9uVqpjwceZoTBYpmHPHIw6+k12kxTnPSNGUwGMw6cadt+NNrP/U+ralmxnzaq2Odnhl1qw3OWipdIUVUl9ktYtqwIyxSglCCwmh0qPjVX/t1jp84xcWzZzGTIVIqj0Y1mkB6jtCy8r0bG5vrrK6ukkQhgRQUWcpz586ytLDCzuY6VZnTbsUo1IyJCeOrGk6bv3xEo3POCSFeOg6ZG2JO96H+jBe47/OT/lbu/c1ewc1w49sc6wv2nY5btWNXVcXaysF9n2unxiJQ3mOosQtI4eGmda7htlDmegWZ3kiq1oocjUZ0at2FJEno9/uMqpIwDOl0OgB1TGuIYw9QMtaS5SWNRoO0ToJGUYStvyuKE09UEsczWGyVpthA0Yl7FIUHO7VaLSgyCiMYj8e0FltMAaVTYpJG1N5zt+sJFEVx3dLu95sMR/S6XZyWaA0y1Nx1YoHRDpQ1mlCqiGGasRSVCO3PuRSCrJjMzrOqvRNd/0YAUednrJQexuBqaDAWbco6KahmMO0pVqMsS5rN1qyxrDSO0WCAE2JfuFrVE3BfiFdXgW7GjxhjwPp8hKsz/L5pz2KqulNVWJSS5GU+SzJaKUmLnDe+7W0k3S5f/NRF3yuDwGqNq7TXqTQGI6HCIpXi+LFjXL9+nZMnT6IQnLvwHNI6Og3f1BbLgED48Fs4gUKgnfPgpzqUuNPxtRiF9WlYIIQ4BGzU268Cx+b2O1pv2zfcnO6DlC9uUG4XCnw9PIQXG7J223q9HsbZWSghlZqFDU7W3oIM/C0rpnVm4eNM9jgTpjeVcswIY6a5AS0cq6urZFlGs9nkxo0bdDodlhYWEUJQ1RT0zliioOEl52p3UUUhrV6XGO8u+47KelW1kKYZqvBJtUaj4XkqyoqyHGJ16clgAFuVCOXDEV3kSOVLnGEYzSor017+MAzRWtNud4iShMp578TqksFWH9Np0O0qmq0AJWCgC6SKkUGDwkDWH1OGEaGQuJqyvJxO/nkvAbzxdc57DDhsTb+XV8KXJYUgDBVgkcLncaZUd9P7JU3HWG0I6ryNsA7JHpPVtKV9PtybvjbGzJqmdFXNjIUxVZ07qK8rPgegrUYFfsUepwUOCEyFE9YLIgtBd2mZP3/ySVZX1riAP6/KgdUVkRf/RESK/s4WrfGQThx7WLauuHDxeWxZcM9dpxAORkbTaLQIVVAfs19wdFn5TuO6AnGn42sxCr8H/BDw8/X/vzu3/SNCiP8Hn2gcvFQ+4aXGfy6jAPjkolJQoxkRIJScJRqnk8XVq93UnbcCwtr9nD92LzzjVyijfVt0q9Uit5osy+j1emxsbHi15SjycSuebyFNvc5AOtlleWUF6wTjLKfRajIYTVAqrDESvX0NX6sHOxS1+lVRFEhTE33qHHRVx8QFufMepylLGkGTwJpZk5ScmzTgf3dl9Ox1URR0ej1cMWZjM6OMIjSQVpZGIDl39kvc/eArKQtDoXyCU+eFJ/9wdVv8VCfReVBYnnvgjZUBtiqxpkRJSSB8mU8Ezfo3gzMOa8GIPeO7zxuUxnsGNUeEAyL231dTg7DPq5sadPao8mbnwU2NWN1ZaP21SpKIdDKCEN705tfxXe95Nz/23/wUQRAQNVsUhaG3uEhrd4fl7gJFUdBSIbZICZVCYrFKstXf5ZWvfy1f/OIX2S5K7r//fvo7uwx2dz33hnGMh33iKJhJFHitT7fHSDb1EOydO/J3WpL8l/ik4ooQ4grwP+CNwb8SQnwAeB747nr3P8BXHp7FlyTfd8dH8w04FhYWqKoKFQZ1COO3Ty2yqMMFgTcISN8jcXPIM7/6Obt30wZhwNbWFmGrQRRFXLt2zWMOhE8yjerei6lre/jAQVbWjtEfDOgu9CiNrrsFHVKGDAYDBoMhi4uL5LkPJ5KeIhIxzWaTLMswWUY6GVNZjRMaO83nqBAhBdIJQiUI5P7JMg2vnPM5DRmoGaJzmuBa7HTY2Sq4cOEivdVTBImiynKOHDrA9vaQgye65LsFqr1AOrpIIBXSeShu4fYm3nTlDsMQEQhPIBI1fPIOr6xlja09IgvCopTwRrs+d/O5gXJKlmq9ibXOzsA9sFftmE9E729jr/YbBPbK46JOKto6do8Dxzd906N88O98gNKkZMV45mWZLCNudPjs5/4Tot1l5fBB4qhBNtxGmopIBVSVJas0h48egUAilO+81UXJ888/TxJFBPhQIcsmNJttWu0mVZ0QneZFpIOiqrDGzABudzLutPrwvbf509tusa8DfvSOjwAAwVRxad6NmzJI3QqDAPsxC/M5hBcrQ76UpzGfuc6qgmavg1MSjcOKaZekmis1SqSTHqrqBM7NtUZL5yt/zuGswVkDWgMewi2UZKffp9frkdfUc4uLi0wmviIwBS1ZAQu9BYRSjMuK4ZWLtHpLVI02QRgzHPZJx0O6SZMgjFk7tECn1yOvobnZMCXLMrLII+2cLRE4JsMJ6IpGFKIrgTEFpqrQFrJCsxB3iZxFae3x+sJQlSntdoM0zWm2Oiwt9ZikhjhKMMZiYkVvucNzF89iC4MpE6oyY/XEYa5vaa5dGnKkG/Pqd72DP/3lX6BhcyIpEM6rVkkpiYVATK9DZXC6wArhvbG53hNncu/J1J4cGqiVwk19fQU+9x8pidPVrNIhqRfPuUkugaLKvVG3DiUCnDYo65O40/2qsqonue9PSLOS5QMt3vM97+F1r3sNpajYGW3zxI0nSMKETtSlmSSembxwNOIlWskiSW+VstFl49IlDi23EEgqZxkUJa9727cgwzaf/JPP8uhr3sLGU4+zcWO99tAMh44f4fqNG0RhjA0CSj2FzVcIYykzD/xy1lCWhe+luMPxDYJovN1E/cohyS/8jK9+TBWVoihEz2lETD2xaWwtpSfMqJvAvbFwbnbDzT9gP5pxbW0NrTWdpDPjTbDWC8kOh0NkGOKMod/vM05T4kaLKIoo7S7d1YMI65uXuu0mysHGxgaBjRmORz5kEJDXCUxrLYPhLsJqj1kwmsmgTzOJaTUaaO3r7kJIJmmfoyfOYPBNVUEQeVdU+oScDSsm6YCNjW1WDyyzvj0giCOECUmCgMHOLhvXNwjCVU6cWmBUwtJiwNAGDId93vzWt/LYL/1DQmE8hT7gwUh2n1clhPANWfWYrub+mu/n2fTvu/U9Y+dyOrN7Rkpc/U8I37KOniaDHUIYbL3qCudwwlI5TdyNSNMxWWVYOdjj/R95Ly976EG0ybm+eQ0jYFKMEEoyHo8x0oIMKSuHFhZlHWGUECQNjBYQNSlKSzOIGA0GPPjQw6ytLvPJT36WhXaLu+++myuP/9msh2F1ddUzUkcRYs4rnd5XpmYDn56vW1XWXmx8gxiFF670fnx1RuF2XsKdjHm3//DhQz7JV1WIufJUEOwp+PpadS03UXsK07KjmgMtTd3SmcspBEEQzsgynHMzd39lZYXxeFxTvVtW19aIkoSr19c5fPgwhw8fZn277y+4qFdxKcnSgu3dAc1uj9HEA1ZkoNja2mBra8OLzjQahDLBVAXt5iLtJCYUsLu7Q6vbweRlXecumAx2iRZXPXFs4MlsG0kbXVUsL3YoKs3Zc09z4PA3E0YCIUEBcahIwoh20qYRNbmxMSCIm1jrE6N5KTl214MoFZNI31mohT938+drOm7X+DbtJZgRmUrJfBFsHzhNvfD+MrVBmPYgGRzCSUQd3mnjEaZTY1LZChHBIB9w1z3Hede73s0rXvFynrt4nkk1Is9TxtmQIGygrSEvCsq8pNQaghAjJMiAsrIk7S5h3CLutDnz6Dex/ewX2Njtc/cDD/LyV30Tg/Emh9eWGY5L3v2u7+Tf/8av1knfkG63y/r6OkII4ronZxr+WGupKq9LUc2SouavplG4GaMws9x8dRRrt/McXsp4TCevMWa2urrpql+/Z6oNMY1bp8+RAu3qTK8QUE92wZ53MP1e/76977TCw3vjOCbLMoqi4OrVq7z5W/8GSgX0hwMWFhboD0cIcZ3CQBI10LYkCBJG4xGTScbuoM9xdYowjgiSiEajwdrCwiws2t3dBV1x8PBRQiVY6HQps5S40WCS5Wjhcxerq6tebagskVGM0Rpl7Az+2+m2EJOM4bDP7u4uKghBQlE4XGnodloMBkNUrOgsdRmNS5JmiHAB2oYsLcfEK4fJ1p8GXVE6RZLsiaDOl5vNXJg4T3w7vV/mUYbzlej5+8ndlPAFZq3FwIzZSFa1yJCpQFiCUFJVmrzKSauKt3/bW3j7f/V2ROCYjDMuXHkWIww7/U2s0zjpyNKUtJygrcGUGlt6YFoYxeSVQzs70xZJMXz/3/kQv/izf5/Tdx3nzJn7uD7oY9MBiRIMygkP3HOPD/uc4/Tp07Nmq6LYI06ZGoR5DZGbF6E7Hd8wRuFW46sNA74WT2EfHsFOuSH3Yx5k/RD1hBf1yZ/up5QvKU1bq6fkoaIuV06fV1WFkn6SZWXBgQMHPINSrZO5urqKtpY0H5MVFTII0VXFpUuXWDt8zLuI0rGxscFir8Py6gGOnjzlDRCeoEX6gj5O+4Ti4oFDVBMvbGKsozIVRWUptcOpCJRmNOmzcekGp87cz0J7AVWvnK2kgak0ptKUhWZpaYkwDNnZ6XPo2DEqYxilE1qh7+XPiwoZxBRFRBCEJAEURlJax+Xr8NP/9J/zk9/1WjpJQiJinHnpFW3eaxDi1oCzWz6/VfZ9zguQbppusORljgwEQagYlyOyrOI1r38l73zXO1lc7dGf9LGVJdO573swBmcqjztxDpsLTFlirMHkmtBGhFLN7pnJaEgShZhmTNCI6WcD7nvlQ7QDxWAyIEsryp1txtu7TIYTLl54Ducc7XabVqtFv9+fLUwzVfP69/okY+UNFAbrNNZZnP0rbBT2rfDyhZDlr/Qzvprvn89eAzMK+vkJPV/2gjrWFcySZUJKjNbkeU4chC+Qrps/QQPqjgAAIABJREFUTucczWZz1pJbVRV5ns/CCGt8q7QTkkarQzs5TFZZRBRhnKDX6zEc9inMEKEkrVaLdtcrDzntaLcWCUJP1JGmKd3lJlmaUmXZjLi10V5AWodUAUmzxfLqUVqLq1jrkIiZ3kZovXE4d+48jzz6KpQKMdrSagZs9zXD0QgTV7zi0YcZZTmdbodnL9xgeaXJ8nKX3iKUVcTu7hZ0DxIsHcCmfUIZUVaTGY/lnYSDN+cI6q2zZ/t4Pm8xJyT76f2dcxhKVCTIdEo1Npw4fZgPfugDHDi0ynZ/l/5oF209Z2SF9nwHWoMROFPjHiqg1GANNi8piopYgUEjhWMy2KERR0TdDs8/c47/9Mk/4tH7jzPY2mC81ceUlp3NDYrhkCRp8sv/2y9yqFaJGg6HsypIFPkwdt4L9WVIvS+c+Ernwze0UeCrnNy3QiZOx52sRFMLvE+JSfiyoxB+gnisq0MqvxLbOh6l9gDCmn5tiqibNs5g99SqtPYWPIoims0m/b6H+GZZNkMgFnmFFVBmjiBKkLZgMtiht7zm4/M0BxSNRoMk8MAdFYW0Oh3fXSkExkZ1eXNEaUDnORsbWyjnEEYTJi1kECKtJRICaQ15VlJqQ1iLnk5d7Z2dHQ4fP4WSIUqFJEmDra0djozvoqoMB48dwuaaTjMg7iRMCscDDxykqgx5OSCIY06dbCFjw/mNhP/46cd4y5kjtJrBvkrA7e6JefLbeaO6t++t4bz2FvkpYV+ITyhtRWVLHnzoPt781jfx6GteybX161zfveYh1FiKLCfPC4hrVKp2CGPQpe9nEYWdeQplmkEhEDiUs4RIpHA4nfPYn/0J289e4oFjJzj3+OcJTYWoHFs3thlVfRaSmHF/l6tXr3L//fdz+fJldnZ2cM7NkuDThQr2kopaV3Ml5Ol9/6K3/f7z8rWsql+vIaVwYXh7+7RvZX4x8Yd9Y/9KM80VSBHeeu+bwgZjDPe/8r4ZPmAKBhJCYFU8O6ap8ZgGs1MosRACQm9cijRD1/3xSghsuSeu4pxHMlbWcfHiRdYOHSaKG/R6PSwCFcWEYcg4Sz13ImDKDCcCokaPVncBQ0iQtGpwlcKJgCy3xHECThIuLXkqNyGwZYWgII4irM4p0zG2KplMRoi8Iityoiig0AV5kdFWS3SXemRWQyuhtbDK0aN3cWFnh9UDh7AowjhhZ3fEu9/9drSCLPM4g6qq6PUinHCUhSHPSxYWmkQJNJvw4z/8z/gHP/dBfuTd30xy5Rqj/jrSSkICFAonHVY5ArPfKMBebuFmVm4n69yCs4RB4KnZpMSQzK7LtIvUlRqEJc9TghAcJd/30e/n9OnTs87UGaRZV7XupcHYKaS6xi1Yga2NvtYWUwiKckKZF2BguJvy9PObOKvQlaCoBCdOn4ZAsNBSXLt6FVtU5OMJ4/4uVhuU9ICwSmtW1g7glCQKQk/z5lxd7WKWWJ0ep/cU9ozCPO5iPCm+fl2SfzXHzabxxUORW3kQHkFu8QlqVbMx7ulAzmi55z53uuJEUeQZmmvDMQUgaa1n8GcppVfFSlMGWcbdd99NEMYEcYKVvjohcaSTEVpXDAYFawcP0D14AG0snYU1eosrDCc5lRMoJQmCEGTE6uEuzgmPUAyCGQW8dl5FKitLQhkQRA2slDScI7cTYiXI85RGHIO1DMdjkl4LFQqazSYYx+XnLtJt9UivrbPdHyFUiIobPPvkefIoIooiBgNPI7+2toaKU+655zjD4ZjdXcPickLSCBlPLnPh3AaPfeJTvOLgMUIn6sksQHvkIU7CLWrs8+d7fyJZgPF9k1ltdAOlqIp8X+LNGUkQB+R5ihYVldZ893/9bg6sLbG1ed0nVIu97zVVhTEV1moc9YTT0zKnDx2ctThtqSrncy9lhdV1vslaQCCFIgokwlQsLC3y3DNPYbVhtLtDnmYIo4nCkDz3osoq8PJ7973sQXa3Pd2frastPnm8h7qcPkR9P88bhK9k8f9rbBRuPV7q5NyM3rtduDHP5DzNN8D+dlvmKNuwbpYvCMSeOEwYhhw8eJB7V1c8dkD5XgYnoHSGyDi2tzYJ4phDR44TNppkosGBI4dIWj0mhUaHAc46KqfRRuIs6KwkDGOQAUkS05RNijTz6DvZwGiNtiVCSBwKEcYkXcV40KfRbFNlKZGMSMMKiyGQEcOtHbpLAWlaMb6+w6SquOu+++ksr3D45Cl2d7bZKjyuodfzUOv+5pDN8XMcOnicVrPD8opCG8DBD/7At3Ptyi5nL3X59d/617z3v3wTnUaCKQtCqXBOIaza5/jfbIRvvp4CVYsIWa/XqDVFOkZSN14pf85HowFlCksHOrzqVa/mXd/5DvqDbdKyTyChyEb7UJFT6LB1GufqBDTTCTef/bc4s1ciNNo3v0nrXX2LQAr40hcep9FICIXvy0B70JEwmspWM29G11WwLMsAjxEJ5npQ5r3oPUzCXmn9K+l5mI6/vkbBzVUMnPOvX8Qg3Fwu9C8FUw/Dc+zV/U5qqqtgZuHCfHlsasVlMA1ZxGwfIQRG7yWAOp0OvV6PUZETNxJP5oGvapRFwdb6OqtrB8k0lAYWusssrZ5EyIDUglMhk/GEIEoIAo0MY4IoJgxi8rJE4klZgyDwZCbGUBqLRGKdQOFDDhmAE4JGu0M2GBBFTcos9R5LHLG1foMDBw6xdX2dyipWVw/x8P0PcOSu01zd3OTClec5cuIE9y2szG7SKPK5jEPBIkrBxsY212+kHDq8RhA0eeObHuL3/911vuu13wLBhHvufzlXLz6PCnzG3Fd2JE7sFwa61fO5i+2vn7DYqiKvMpaXF1GuYjweM0nB2py77lrj7e/+dk6fPo1UsL51Ga1LLFntdgusrWYCx4oYZ7Xvd6irTlNtDudq6HrdLVlVXv5Ql5XHPQjPwo1kTyg4jAhMRZFXhEJQVCU+5DWehl55ubgwCjh27Bg7w8E+2LYuq5qTs8aVzIkOVVV5k/f0V9RTmEem3e7vL4ZYe7H3T/MEN9Ot3QrL4Jzz0OK6ecg5j7+fIummyLF5gM3N9fJZ9cLtMQBN91NKkU6ymTHp1zDnsNP2BC31yjLJUvK84MjhY8StDspA3F0h7qyiRUiv2+PK5RtYAXGjhRASEQS0OwsYZ6msIarJSGPhac5HoxHD7V3iZoNISWIlvcFSYCqHExIpQprtHtV4AkIhKBn3dzm4skp/c5vW8hpXNnd47Su+jebSIs/3t6GVcOjQGiuHjyBNQZqm9Ho9oijyqlaqi3OeqKbVXkUpQVlAZ6HJubPP8NYffD9Pfvz3+abXv4Kz/+c/pd1qIsqMPMtpNG6tgzgvzju/WgbSd0yO0glHjh/khz74Q5w4cQzpcobDIdvb25RlyX333cf5K+fYGVyvocOlp9+rV9sZ34XzQkVOFyhAa1uL+LiaTMXV+QQ3m5zS+RVaSklVaCQBurREzQARRjQDGG5tEkUKLSW6yjBGE4SSRhwCAcZBVRmarQ5F7o2Trqbw6r3ekOm5mN6788/nx18bnMLXNvY8BaUCjwkXCude3J2aciU659jc2KbX61GVxktwOQnuprDhFmNv+wtBU1No9GQyIUkSL+JSVegaqx4lTaqqxGlDu9FkdzQh0gLRXODQ4ZOo1iLNVosrV66hAkWIQjpLFAbYmlglDEO0s1SVJxgJlEAKycLCAs5Y+lubbI2G4DStJCAOA1qNBGuU9yaQBElCZQ0dKWgEARtXriBlwLPPnuXMK17F8qmTVNpy5NgSu8Mxpx846bsjRwPuuus4aVoSxgFJs83lqxOqStHtxSglqCpHFAq2xoY3v+V1vOLUIt/1f/8z1Oq7eNXbv5PPfex3gIJWOK0A3Rq3fysDr00ODhaXWvzA+76Hje0raJnSiHw36vKhHmVZcvbilzCmotls0mq1WF9f9zwIzndgOmNnUHWcw9aTXM3+BjgPfxYW7wkYT7FnjPDYEOt5JoSUlJUjEDFx0iQQkkl/UPcnaBygreHeu++i1U48/sJJRsOUTneFZ5+9ss+TZQ6sNV9ynIUPL3qHv/T4htCS/IseU8t6J6xOM/dMW7a3tmZcifNjXjD2dp9xs8GYeglKKeLYVy/yPK/j2xEmLwlVQCgkaEMjihHGgQiprGLxwFGa3VWShVWuXbpEEijQFaGwhNJ6ynKoqbwtYahQ0hInasYEXZQlCwsL3HPmJPfde4ZDqytIHIPtTTauX2PcH9c3vMRKha2/Y7S9zROf/lPOn3uWdrfDN7/1TbR6S7QXltjdHRKqhI2rY9avrHPo6HF2Bpobm0MuPL/B1RtjjBEez2AMjQZYA4OBo6gUR48ssr11FcKYT37hPD/zi7/C9/343welkFHoG5Re5FrNn2t/7RxpNuEHfvBvMxhv0+xGbO5cY1wOGBV9JtUQF2riTsDO9iaT8dBXYoxBCu+yOysw2lcVpg/Yo2Kb5gvm80/T51rrWVgxLW8LB8YpgjAhbLRpdLosr61R5B6PUpQZ7W6DZrtJ6SqssrOwYDgczrzNea9zWmmY5+l4sYXqKxnfMCXJINyfqLuTsc/9twlK1TVnpxEyotKeOs0Yw6HjJym1ob9+yTMpYymmvHUhxCL2nyl8LP/2d76DohiwO+hT5BViKh0nBC6Q+yDOQggCEezPJ9TdfEmSzERPnfN4dGkNWZaxubGBdNBut2mvHkWKgNFoRKvVQkWexOTysOCBh1/NvQ+/Fmvg6nPnmBSp3yeMaCQtKqNRYUTU7lI5C6Gi2+pS5gU6L7BzpbvRaERDgi5KhC5xRUaZTkgnYyb9dSaTjKTRYm3tMJU2lG5IM26w1F3CWEnm4JHXv474+ENs7Y7ItaXVabOxu8GrXv0KkkRTpI50WDHYyahKh1qJyEcTNq9epxF6HspOp8Pm8xf4gXe+g7/17ncSxYpf+r3fpjKexv5YL+BX/8E/4vd+5ZdoNTWUOd1GTJEWGCexToErCOOIoiyRoRdg6R6J+eEPvJ8sHaJNjqCiEcXIMCKOQ8JQ0Wq1sM5w/cpVrly5whvf+EYuXrzoXfLKC+5kWbYvLHEimPUSzMLEcmqQJGXhXfyy1OjCUtUciVpr4jjmiScu0l1YJur0COIm4/GY5y6cpezvEoaSBx44QxJJcCVCOAZFxGSSkU4KysJClc+82GllQWtNlpdUuuTY0YMMd4ekoxyV3DoAmKTl/99KkpayKhCezoBQapT0hJ5WKpyxhCqY7Qu1MpnzL1sLbU6cOsXxkydQUUie51AqAhWRS+1j73rSy5o/YL55SrGHY4giLyFXOQ83DuOoxlhIAhHiKj9JDx8+zNmnv+zp2Da3qIxmYWHBa0MmMWmastRb5v5770Nby/Ub16mqgrjuzFRKIRUI60OSbJIikwhnYHt7G+EgFB5dOc1zhGFIVuZUxtRCJxWlrnBK0l1YxApJWVo2d3dYWVllNKwwheXa5XW0EaweO87Tz5xjxXVYO3CUcndEEoasLS0SKxBoegsJURRw/FSTNIVBDqMgYKnbIYlDTFmxuNjmNz7zKS5cvMDpe+7j0Ve/iu3NMUm7Q24cz22XfPdHP8qr3/Aa/scPfB+BjNFWeIFY5y+aB+poPLrcJ4Lf/973UhSFz9k4CcIL8LbbbYbDPko1MdZXR3aTbdLUt5XP+BjZX9mYLTzGzorSs6Sim+4z59rfNKaTNwk9eW7U7FGVPsRbWV7j2mBYl08LgqBBI07I8gmmNFR55ZnDnUNOGaPmcl8+mZuQNPxnT8ldK77yisP8+GtjFIQ0JFHIwUNrLCwssLu9zvbWrvcGBAhnwKkaxubf44BTd5/m9H33YCpLZTSDdEw11KRFTqxAxTE29Yw4M/ASe8jH6XCz0oT/u1CKSAazFWMagiilsKYWjElTOgs9tre3OXn3IVbW1rh8+YpPLhUFYRhz6t57WVxc5IlnLrKzs8tCK0QGPrYVtWq2MYaqyD1wyShPHioDAhWRxAkinKpfhzgVoF0HXebk4xHaGuJAURYZIncErQ6ZmTBMU+zONieOHefKpausHjpKUVZcvHSZx77wRQ6cOMdr3/BmuksrbFcZSSfh6ApsjiVSQaMjGBQ5YSOigSTPYWmhjRBQFAHNLiwuN/nsE3/Oz/z8z7GwEvC5CyMmmSXpJqguXN3JOfHWt/CJx7/Md3zbW9m88AztxDMTCUAEHmEoJbS7DX7wvR9mnO7QaMS4uu8kVKIGGvk8jS5LhmVBKAVJFGO1YTIaE0jPkynZw5rsa8qqvb/52H4Ps7I/hJkf09W93W6zsT2kKAqiICFQAZ1Oj9VDR9nYuMbOIPOlYCcpjSRLS6zxlQ1rmHmmUs7dc86HZY888hCf+uTHacYNdOl8q+rXMF7SKIhbC8H8z8A7gRI4D7zPOdcXQpwEngaeqd/+Gefch7+2Q7zTYTh56iTdbpeiyDiw0qbZCNjZHbGxPSEAiiJHOls3M3jG5RN3nWI0TlGRVwKWKkCGIctLi/Q3bpBnGUIFnpNxigrEzaz2zYg6mOufiEJEzdU3ZTcSCFSgCIBQRywtLTEajbh+7RJKQJLEBKHEOUEUxzQaTa5du8Z4PKbRSJDoeoUsUUKQTcYIWYcygSIIFM1mh2ajC86hkEx0gZOC0mh6S4sEQUin2aSYjLFFymR3F6MrssE6jdGEZmvEcDikv9Pn2WdT4rjBpctXeOiRb+LY3Q8go5izz57j3/32v+SR134zLlIcOXGUs19a5cCpFbJCU1EhEsG4HNBWi7QaEUnHc8yE0hE14e3f/i38/u/8AV945hle1nyQY8c6TDJYXIJGE0Ta5JN//Gk+8o/+Vz78kZ/gF37qxyhsQUyBxCCExOiKIA758I9+iOvXr9NdiTBGe93GRkIQSKrSkGcZZZERKFCBYHNjgziOabUbFKWvBtlcI0WwL3k38xYsgAcleUr/vWttzLzX8MKsfxAEtJstL6gznhDEbZCOQET0llewUlCWKeO8woqYrd0UVyis8V4JtVHaMwx7oKQ4jtne3ubIkSNcvniFUEWIv2ijAPwG8L8Dvzm37Y+An3TOaSHELwA/idd8ADjvnHv4qz2gW5UJb/f36VBKESgIw5CqKghChdUlUjmazYSgP8G6kqry9V9dGpSUGOPIy4r+eMIo3eDhR145c/UnWcbqoaPsbm96CjPtGXmc0ag6UTh14YXw5CpTT8GXqxymbsedGolpokji22eF8r0SS0tLDLYHPHfhLIsrB1iMDxAGAdo4rly6zOqxgG6ng7UlVDll4WXETFWQG0evt0he5rTDiDJLIQixsUUJRVEZtPUy7GEYsrp2gERLnv7iF7h4/ixPPf45bFlw+NBB2r2AQ4cOsbDQJY4COo2EdDAhzXIvRYZjMpkwWt/kvtMn+L7v/X7+l1/+Pzh26i50WfIbv/brPPDIq3n7O96MjAKGaUYYt7EatCnQLiBsQCAFpjSUZYa2Fc9euMDpBx/kh//2D/Kmt70NqpJP/Pr/Ba0GaM2R+x/lt3/3D3n5I6/mi5/9BImS6JpwpDTwIz/2Iba2bhDEkBfjutHJE9gmUejRqNaTmDbimCCQXL9+lSNHjhBKQTYe0Ww2vUgOvGDV9xMxYNrZOiWFDWQ4Kz2aOslYVRXS7WFXpjmAOAnQVY6UinQy8lUIBCoIWV5dw+gcXRZsbu3ip6XAuSlAyeCtkkBKZknIM2dOc+DgUT72Hz7G2//GW7h6+coL5satGMtearxkOt459wlg56Zt/9Ht1fY+g2ds/s86pjDiqahKf5gSKE+NLqREhpJCZxSZodlMsNbS7HboLC4xynLanR4IxfVr6zRaHXb6A8ZZztETpzly7BhVaZBSzDrT5pGLzjms4AUPx97D1qUkqdSM/n1aiWi12ywtdrG6ZHtrA+H2Kia6rCizEmG9OrEuC1wNr1VC0mrEHrsvFZPx0DfoGOOp1xGUpabMKxa6ixw5dJQ/+9PH+De/9Vs8/eSTSK155GUP8dY3fDNH19bYuH6Nj/3u7/J7v/OvuPjlL3J4ucfa8hLNJEIJKPOMdDQiAibDAR/72L/nZ3/2Z/nRj36EKzeuc/e99/Hcc5d433vez2c//SVsGtKLQ5x1hHFAUVSUaUFLCZYbiqQV84qXv4ytjRvsbG7xE//Tf8+HP/BDPHrfGVCSn/lvf5y1uI2TMYeOneDI8VOgAkqjCeMAA/y9n/y7VFVBYVK0yYiCAOe8jqTEefRfWZLEMXmWMtjdqUu0giSOCZRCVxWNJPGKSrfhHxDOP5SQNSfjXuVhvgIBe2jGqUFwzqFkyeJSG+E0ZeW9lrLMMVajy4qq0FSVwRpqD0GDMwg0SjriJEAq/3/SCImTgE63yac+/XFe//pXkSQBDz10P43m154R+HrkFN6P15ScjlNCiMeBIfDTzrlP3upN4ibdh695OM9yEAQRX/zCUzSTkHZvjV5vgSMVDCYZZ+6/G7I+T37+HGEU8NrXvQHrBC976CGiICCKIk6ePMnOzg6tVovFxVWCRsyBbouzX/6S9wxCiUes7odAzycdp6/nW9NeAK4SwgvG1JWBhXaL8XDI7iSj1WqRVt6TcM6vTokQaG0wukTIhECAVHVTFoKyzLFlxSQv6DU8QWuRG7CCh1/2ckajEX/yCX8p7nrgDKYsyIYDFpoNrl16jrIo6K+vowc7xI0GZz//BGcf+wwPv+ZNdBaXmODY3dkiihLCIGGzPyGrJH/wR3/IkZOn+bv/3UdIC7hy5TLf+m1v4VOf+lOuPH+VY8dO8MZvuYfQxGwPh7S7TYrBkFiFdHqLHDiQ8pCRPPbpT/DQ699IlWsuX7zG6Xvupwgi7n3dG1i960GCbIcnPv45nHaEccJoNORHPvpBxukIpzRSWUpd0FtYYWt9A1ezUQHkWUmn6ZmxA+WTzlgvNxdFAVqXBIHEOYO1ty81z19LHz7uwZxvJtGZIl6n0PZQwcpSm6zcoaxyCmOp/j/q3jtYsuy+7/ucc2PnfvnNm5zD7szuAou8CItAgACDaFMUKRZLlCVSlESJllhW2aSskm3ZZdNykuySCIrUH7RNmmaSaJGgCFJE2gWw2DS7s3knv5w633SC/zi3e3pml8QCpGziTN3qnn79uvvdvud3fuf3+wYE2nNGM6ZQ7vWMk583RgEGISEILdYWBIHE2oJGo8bi4iL9/j4XLpzFDyxKZxw9doinn3qRsPLmpL+3Ov5EQUEI8dM4ucz/o3xoHThird0VQrwd+E0hxH3W2t69v2u/Ad+HtzLyXPPaq1dBWC5evJ+5hVme+NrXaM+lhNUae7fXOHjkMNpaVlbmuHDfJWqNBu0Dy/SzFDVMUcql2jdu3HTmK3M+vf6QIvAIKzEyGAum3GFCjrcP+k2CgpV3pwvGGIzWeKXmQpHnCCCIQqTKWVycZ3RrA6UKfD8qtQqcfn+ajcjzBF9AHMVO5bgsdI6SlCQr8LWlOjOHxLUeA7/C6TNnuHL5ORqNBscOHyEMQ3p6H0yN1lKTWhwQz0SoIufSyQN0d3fIkwHdrW1Wb9/k8tee4OjpU9Tm58jTIZura+hUceJdDzKzsgRhyPruLr/8a5/hgYffxsMPHyZL4cLZw7xw+SYbGzv8+m/8Pvc/dIkTpxcYbnd523KbGGgC+zdCjh85zLDXRdgam9sJn/reHyRstFl45H1cefJJHskyHnnnw/zK//aPwJMMevv82F//UVqtBt3BLtZqvEAy6HQJ5BHSdMRMu42HhyrcOY/8AF1kWFUgjHPz3traolKpADAYDIjjmF7fOW/d2/OXuFKUUc69ybvr+xZ34QXG2hlFUUzYomEICEOzEdNLLHmaUyiF5/t4UuL5TgYOBHmREkpXsLVoPE9gXHrCoUOHSmzDgGarRl4Y8iIlzQx5OuDUqWVu3N75E82lbxq8JIT4YVwB8gdtefastZm1dre8/ySuCHnmG3zdP5aI5NiKdx9Gg2c1xpccPn+GrBZxezQkr8RcW1vD9yWXzpyku3YTkpTZ2XkOnjwPYcT+zh5+YfCigFHqetN5knLpvvsJIp9KpUI2Sjh55AR5YciswDNOwdmaEuziatYuhTQC3wsRBEgTIo2PNBJfuMPDut/VTDQJJB7aq4EXU6tX2Ni8TaJSct+Cb1FZhyDv4amUIKwRxTW09SmMB4QO+JQN3XuoHD9PqQQec8uzbPR3mT16FNFskkqPoTLE4RxxOEMYzlKomNzGjHLJvt8ib62Q1pfwD5zg5Ds+SKMRsHrtJcSow86tqzRnZ3jnJz7JmZP3Mz+3SBgYPJHip31eevyLXH52Hx2Dnsk4/vAK97/zDCeXLzHY0GQ9CP0We6lbjQoNjcWDjIRHPNtCpetYL+HW9hpU60Qm5sLMUdZX1/kn/91/SVDsU7V9Tpw+wV6aU29JNF2kP0SKnHototft4nuCwDNEocX3Mvb2bhPHNaxxoDTP8wgjn35/iBAenhdgjIMwZ6MCjNsqSCzYAt/TaGtRxqCtdexXISiKrMSeZBNfCK2L8lpQJZveoHVBbqDIcprVGPKEQFoqlQohEqkMOnUGPRhL4Ef4XoC1Hr4X40nnAbKwsDCRjZvI0mEwSpCOIM0ER06cQpWO3GJScRyvTG9tfFNBQQjxCeDvAd9lrR1NPb4gyk8ihDgBnAaufjPv8Y2OUa5oL8xRbTZQxtDvdhl0ukRxwPbmOnNzc1htaM60OXn2DE9dfpbPfeELbOxsk5biqb1ej36/z4ULF9je3sYYCDyfesXBiuOwQiV0K8u9BcQ3C2ZvtqV4M5EQIQR4rmjZaDTodrtEfjAx+FClgpNXvo42d/rQ4z69EII8TyiMJtOao8dP0WjMOC5DtYrWmrm5OZaWlmg0GhO/huFwONkPD4uMQoINPPxqzCBP+di3f4o8ybhxc43WzDwzs/McPX6MUQFBrQF+hPD8iS/Bk1/6Mju3+qR9Qej5zC7WuXitUyjNAAAgAElEQVT/AnFFcGttDxHC7mjIV2+ssr62z7DfI4oiWu05l90ETrvw0qVLZFnOX/6P/gJXX3+RwBcUoz7JMHdFZWFozq+QGYkRIcr6VOoz9HodoigkCALn9Sgtvi8xskBRkOscjSWuVSdS+uBW9Wluy13ApSnV6Ls7DGMxXjB6LNTiBGiVcsVJrR24SRUGXT5ncWGOQX+XQW+XLB2higytcowuEBh8T+D54HmOxxGWi9O4bjY2EXYirY7SrXQx2a7UahWEKB2s3BX2Dc2lrxsUhDOCeRw4K4S4LZz5y/8KNIDfE0I8I4T45+XTPwBcFkI8A/wq8GPW2r03feE/5RFUfM6eP4cX+OSqYH11jWazzrkzZ9ne3OMrX36MZr1OPxlRa9RZWFpk+dAKp86cRoY+w+GQLMtYXFy8Q+gRAdkoo7PX5ekvPE46HJGnxRsukOni1JtlOG8WFKZ/NtZbEL5HpV7DFKq0YOdO+6ucuEVp/2ZMaYRK2aqyiizvU+ic1tw8YbVBf5AwP7dcwosrE22/aemucUU9yzK0Mc5+Pc8YjIbgSfa7I97xgQ/T6w24/4EHCeMKWa4Iqm2EX0H4IRYPhKTdnkGNRjz5hcv4eYgvwQ9c3fzs+SVa7SqrW1sErRqNlRXmF1o88/TXaDabtGfcKjgajfAD6bZQAVy7dhudj3jwgfs4fvY0jz76PmpxxI2rr3Lz5m2MlqhClzL0Pjdv36TRamKlIAhjokqIFQprC4zJUcoxCAM/otPpEE4pZE3QsOIO5diaNyo8TcOrxxgGp414d+1oPGmNMeS5QRsXfJK0z8rKLMYMULmzkh8fnsBtL4UuD4NWCUYp13HJc6zWYJxnpVI57vJw3Y/t7U0uXbqI1qr8nt/Iw/l64+vWFOybG8H8/B/x3F8Dfu0tv/tbHHe1KaceH0teK6UI23WU1qzdXmVzc4OzJ4+zv7fHy889R6Pic/HsObY31zFhxFe+9gTv+tDHaR9YYpgmjNKEZ558igceeABjDEeOHHGriNA89fiXuPHCS0RxyOUvf5X3f/j9pEpPTvVYm1FIgZRiaqUZ4xcE1t7tVYgF6ZcBZNwy8hzaUWqcF0SWE9diisL147MkpRo4UI4xCqsFxmriwDkv53lKYXKM73PywgNs90e055YYDockiVP/PXz4MDubW4Rx4ALJVLAKggB/kLJ+9Rbd3S0OzM0SeZI09EiM4KH3vJfLl5+HSp3bO/scOH6Rt7/nXbz9/Fleu3aV3a1tDh5YYXkh4fVr2/zrX/o87/rw/Rw9M0tBF6EjWs2YmfmY1MIwSWlQ8NILX0OlCR/++HdSjc/w4osv0m7PsNVZQ+WLVOOIX/yVX+Q7HzzL8nKN9WGOlAGr125w7eev8Mlv/yBxYLFFhmcyau154vo83/bRT3HsyGE++e2PsrDYRnoRSI/BaEhUiVHDPr7vU6vVSJJk0mY0pgB0SZUXCOG5LGDMnhzrHCiFEAFFXqCVU1xSyjFrfULyvJgEXVUYlHL1gqLIwDoZ9tlGhGdqjuOQpC7JHy8SFY88HRH6VYaDLi1/jjzNGPSch8dYQDctknIbqks+jk+hhhw7vsK1a6slWO8bAy58SxOixjp1i4uLnD59mtdfe439nV1mWzMkoxFb67v4EjwpGA167O/ukY8SssEImyvcbl5QC2NmZ2dZXnarqptICc9ffpobL72AFxh0PuLAyhyjYWfy/n9U3WN6izDOBMbPvzdLGN9qLEjXsmzU6/Q73bu2D0ZpVJZPsgNr9YRLgTAoVaAVzC+uoGVAXKvix5JCjybw5tFodMd5unBYhzAM0VrzzDPP8NzzzzM7P8+lhx6kPTdLpV4jTVOKNKGzu8PNG69zeGWZZhyxfesaf/CZ3+bLj3+J48ePs7h8gFGuiFstTpw+irAFL73wGntbmpn5FqNRCkqTDhQSaNYr2EqV0aDD2q1r/Lt/+xniOObw4cNorbjvvgsIAddvvM7V1U3+45/5Hxl5FfyZJcKZJVqLh8ltFRs2Wd/ukduA/V5Cr6/54pee5cTxB6j6S/zmv/p9zp57iK989Vl2dgbU6rP0Bn2CKCj1CO7QkJ2j+B1uwXRn4d7ukbUWa8YyaBatLXmmsEZQFMp1irSZuq9LHINGFRaVaYqRRhUpqkjBKowe+2Vaut0+nhcghHMRH29vJ9fDVBaiTUFRZBPWpNIZx08co92+I5n/jUz1bwlC1N2Zwt1RL45jLl26RHfUpT8c0Ov1nBZC3ufA0jK2UJg8p7fTYWmxjRUhQy14+P0fpRDw6quvMhwOec8H3z+5OLa2tnj88cfJOptQKOYbDc6fOYHGuQbnslH6RpYiKr6H8AVS+kjhlx0Jd7jJq7GMee5O6HPc57baiX0qKbFaOcNXfAapZW7hAH7YIFMFMgwRfkBYqUIc4AURIgjxhaRIe3S2NvGjNu/9xPdgZw8wu7xIv7dPv7ONMBHNZhNpYWN1DeHB/u4Oe1ub1CohZ04e49DKMjdXb5EM+2yv3mLU3efyM09RzwxZnlAJQ3KtmD94hEMnzoANsbUqe4Vlf5Tzqe/6D5mZW2RUDGnGIfu7e7z02g2qrTk+9efux2jYWu/Rbjep1kAGMPBhZrvPp//JP6fRWGIvKfi+7/s+EIadnR0qlYg4jrm+3qXqFZxYaGCSHr/0Cz/H9auv8KM//hPMtDyeffLznD99nN/6V79BPhjxN37s7/DoB76dQIBHRmr3qQiP7b013vPet/FDf+l7MTZhd6Pr5OLK2koYhmxtbdBstlGFwZZUeSfh7pCE+/v7E30NbMBolDpwm7Zo5YK0k2XQd03cQltn5JtrVKYoUufxKIQhz/PJwuEsATTSi4njkDRLiKIA6QuGwyHVahUhBLVajSzLGOqESsXZC2plkdInCDyUMiwsLPHYl54oMwVJkr41QtS3RKYwveoa60xXEBqLYuVQhV73KsLsEomEVkWQ97s8cHyRmsmIjaHmx7TbTZQpEF5OtRbSHexQGEVSZDz48NvoaoMJAva2t7n2/GWyjTWaQhJoOHH8qMOTCeFyi7yHyDJ8G4GInPOP9R3wBIdmNNKgRYH1LAoDno8RksI4URPjWawPJhCowFW6hRBYz6ewijBUdPauo0XhhFTzFCEtUoK2wrXhigRRDBCFK1LFYRvRbOJVInwZkeQeSdymXa/R399j9fZ1rt18mVs3rrOyssIHP/JR7n/bO8lkhSvXNxlpiQ4bLBw7R9Re4r2PfIClE2dYOX6S+YMrDNKU5vwyKqhDu4nyffzAY6ld57Hf/TdcfeIxTh6fx3g1ajOHWZw/CkPNtVf2qNWgOVtFRJpulpFbiLQhXqgjYvDSAbO+5InP/SE6yag3Z/Dqc1zfH9Guhayub7GRSPqVA3zvT/43/M1//Ivshkvcyhe58JG/TjrzHj7wF/8LOsvnWX7fR9gRsJZp1oqAzWSGIQvMzZ7n6pUNTqycZ/X2HpW4yf7+PsZm+IGmKBLy1KkyCytLpSonemOtJU1z4riKMRJrfLLcoMosAW0wKkfosTqTwegcKRTYHGkVRrkawDAdUmDIMQyVIMMjBQrPI7GGXAq8QDrx3DwpA0Iywax4vkDpDG1yfAnCKlSWYXXh/CeEAqnpD3vMLcwipE9e/HvuPvz/OYR0q6zAcujALM1anb3dXQbdAUWWsbu1x+GDy/T7w4m46traBrOzs1QqFdJEEUdVdrb3WFtd5+LFS0gpaVSqFMmI7Y1Nbrz8Cr7v0+/nXLx4Dt+XaFPam5WFHVftTxEY3gxlMc1vn05PHbvSRe67b9+4vbDWUq/EjJJBWU12q4/v+5NahCtiueJZGEdI32NmZoa9nV3mWk3qUYXd3V3HC2g2efe7382DDz5IlmXcunWLXq83+X2VF4R+wHOXr+DhoMi+7yMR7O/sMuj2mGm2QBt8BJVKhdnZWZrtFq3ZGW6srnL11dvU6h7VuqDahPZcyIsvXkEAYeizu7uHwGc0dBJ3tvSqFJ6kXq+zubnJ5uZmWZ+xVGPnmBXHMYPBgJdffpnXX3+dWq3GsWPHaLbbdPs9cmtotmd53yPfxgsv3wTg1k6f7//Lf42Xbm6QojBIPC/mh//Sj/BP/5dP88RXn2b19ibVSgNjuGOuUmosZlnGWCV5XPEfjVKMdi5hWZZNULR5nk86A3ffd8Y+eVaQlh4QqnAQbKXGjk4CwVhJyX3/eZ6TZ04YSEp/wnkYX0vj9zQatBrzL+44go8/86lTp0izlDgOeavjWy4oSGsQGELPQxeK/n6HQHpEskLSG3DiyArJYG9SPd7b32Hl4FLZnpEMkxzphXhexIEDB0lHGbrQjDoddtc3uPLMk8TVCkIrjh5dJAx9RsmwvAgS0nRElqRkyZBK7AMGyR0023QrazzBp+XhpZRICx5icjuWX5+uMYyPrc0NZltNJK7abFSOJ+zEmWh8cQrhETZq+HGEkFAJfK6+8jIvP/8cw+GQhx56iJ2dHV5++WVu3LjhAmGjMUlblVJUwojP/cHnuO/ceQLPRxeK3t4+t2/dwhrDsaNHnX2ckKhcM9uYYWF+kbhaJ6xWCBs1Hv/C79NoQGtecuBwnbjttk5PP7NKHAHWp9/LCX2wxrkmRXEdbS37nV0Ehr2dbbbWN8jSEdWK2/psbGw4J6yZGfb29lhfX6c7HDDMU0Z5Br7HSBUsHTrHT/+D/57v/ZGf5m//p/8V8yfuZ/b4UVJlUPgYGzHog6TJ5/7dVzl5/D4e++LTSBE5bszE6+OOPSA4nozTYoQ0TZ1ugirbjBq0tpNi47h+oJTTa8xzQ14IBsOcbm9EXhjSzFAo8K1HgE8oA6QWSG3xjECNtTo9j0wVGByBT/gBSB+Dsyh0NQ/33ka78ztuqWqtSdOUAwcWyfM/WqzmDXPsT2eq/n83pDX4QC0K8cbpvAarBLVqlX6vQ71aRRDQ7fbKFdoV1rqdPoIAIQLqtQZFWiCt0yNI9vd4/sknUaMRapSwsjjP4vwseZogjMaoFJWXR5EzHPQY9jt4Vk3Sy+nsALgrS5gQp6xF4k0OYeVE3BPuoCTHR7+3R7+3T+A54dkiy0EpJBatcvIkRWuDsRYZhMzMzWKU5rWXXqQYDjl16CDNZpMvfvGLtFotDh48yPLy8iSIjVe6wWDAk088xXd9x3eitaa73+Xqa1cpioKVpWVmmi0W5+bZ295BFwVCGVZXV1lYWODBtz3E2Qv3cejoUULPcR0sikMn5jlz32mOHz/OjRs3EALarRmKXNDrQrc7IFGwuHyYuFojCHxmZ9usr6/S2d9FGoOPRUrBgw8+wMxMGyHgzJnTpGnC7bVVZmZnUQiMF6IQRDLGEzFLiwfZ2utw7oEHUT6s7uxRAEaENGoHqAbLFJnPz/y3/5Tf+rXPsrnecdmldpNMSkmeOfNet+pqsjQnTXOUcrTlcRtwnDHclSnkiiJX5FlBlioG/Yw0UWjlmKJSemDvyKqNaw/jKTn2c/B9n8FgAGKsH5GXUvPjRcgFLayctEQ94WE1JS28x6GDB5xVwVudY38qM/Xf8xin3q7ia4grrpjiCUiGI/I8Z3XVUWEbjYYTHill1JvNelmdLRiNUuqNtnP+zV0mEYYhe7vbDPZ3SLr7xL6kGktatZgkGVAUGXmRltXd3FX58wKBJhv2CHwPXWSMKbLj23EgGB++7zQNpnEK43RwDKudZBJToihRINnb3aQaR0RSogtFkSVQmpGMdR18P6IwLnvodDp0d3eZb7eple5Tp06dotlsTnrwURRNADtXr14lSRI++m0fQ1vLq6+8zvr6OisrKzSbTTzPm5iqtFotssJlXZ1Oj62dXfY7PWTgc+jIEd7x9g+Q9HO6nSFbGwlLCxFnzhwFYG+vNIC1guVlqEV1VAFLywdJCuXadcKCUVQij43bt1CjhNnZNvv7u2hdlBqPGbVahTxP6Q2GjNLMia/IgBjDpdOnOHZwmZNHD9OsV3j15TV0EFIAqaJEBPhU4jaSGpaYn/vZ/50HH3gHlFlb4Edoben3+yVRyZIkGUoZ8kyhCpcFFIV22YFyhUbjygklHgSKwpJnhlFaoIxAeCFhXEEZi7JuOziuFblWZ05e5AyTDCs0cS3g4OFlDh05yMHDy7RmmlhhGSQ9hkkx2VZOlMLvgltr8iJDqZyZ2eZbnm/fEiIrrmfsIl1YgagS4gcBxmp6gxHGQKtdKau9LqXa2Ohw7NgySTIq+fWWMIgQvocfetRqFbTOyFKNRPPUVx/HakvowcxsGy0U6BLZZhQIixAWT4I2pQqPKOh3d6nUZ7Dl5JdjLUj5xm6KtXaCJLRjZJqQ6Clh0nu7QYHvHttaX2Nh6RBF4ropfhjiCYkvPYx0wcaWxiNR6NNuN2m1a2S2QFjXjx+NBmR5Qqs+Q5IkrK2t0e12OXbsmJNH293jxo1bPPT2tyPzc4x2N9jf2GBn4zbr631GeUZl8RAzc7PcvL3FgWNHqdbr7O11aM/O0SsGXDh9gu1hn9psg729DleeVZw60+CRR97LtWvXOH/hOHmR8NnPXuXI4QWOLM+TZnDi5Cl6u5vs7O0SxVV0nrGzv81se4Y8zzl+/DhXrlyZqCq1Wi2WFhZJR4nT0YwqCCEY7m5y6dI5bl6/wbd/4qMMB10G/RqtC/exut/lWK1FLMudu/VK0prER/B93/tDfPmxxxF4ZJkLmMNhUn4xwaTDYEpthTwryPOCojR+KYrCeUuWbcqiyMlShdYQxVXSbIQFcpXjBZ5b8aUmScHzIAhhcWmOubkZ5hZmaTab+L5HXPGR0i+3Mo6I1R90uXXrFrdv7tDr9YhnQrdFsBLPCjzPIvDwpc+g12FpYYbNze5bmm/fEkEBXEEtDENEZKg0Kwz7A/IkJa5H1CpVkAYRBOztdbFWcPjQASeb7fv0B3vEUZ2sV6BHPVp6EelZLJrNjVWef+YposBDeJqZdoOoGmGFAqWRnkRisUZPLOt8nIKTNpbhoIv045L/AL4YG8GICXhlPCa1Aj/ADzxs4VJToxS+mLL9KveEUkqsLgikkznb292mXp+jSBOH7w8rEARubxrGjDo9km6fSqPFqbOn2N3bxoSwfn2LQ4cOuUkzHHLj6i2CIODw4cOcOHGC7e1tBzWeabN46BDPP/M0aXePyCRITyDjkEJalg8ssrazhZdqHnrHe5lfOcCg9LDY2dgmGY4Ypn0+9h0PsLevib2AIrW8/touh4/Pcer0MZDQmvE5ffY8nS343B8+xWxcIQo8ZmxCVqSEYczO5iZhXGP1xnXWttc5f/4873vkPTz22GMcPHTA6TGGVW6trlGtN6nEljCKyWfmmK21OHDqHNvbm3zla0/yoYUD+EB9puUaAxIELtvB+oDbo//F7/8R6o0C3wvLVFygCocYLXKFKihXf4VWliR1DuFFnt8VFNyWzFLkFmt8pAyQoUeSWrRWaGNpt2Pa7VlOnDzC8eNH0SVC1XEmJFI4IpQfeO7WDxxozVo8T9COa7TmznLp4oOMRiMef/wrdHs9KnENXYx1BhVKJVhrCby3DmD6lggKQtxJtavVkP5ggFIFMvCJq1W0MYShR38wJMkzThw/jRoMSy++FGuZFI1Onj6FrFRJkiF73T32drbwfEmhNXEokb7nahBGE06cdixmAmlWeIRlfcAgrKa7t0/jQPVuPIW4o/0/vS3QWmOkxfN8AukhlALp4ZfZwrQUmCO8WKT0SLMMlVqq1Rls2YGx1iEnjXF7zEazziuvvEJrfpHISpQumF9e4vITVzh27Bivv/4qQhpOnz5NmqaEodP2y/OcRqPBbnefz33uc5w4coxzF87T27zNYG8H4Xukec784iJ95XH2wXcRVF1xsFargU2o1GvsFZZrt19le/cU1WqVlZUGwz147rUXWN28zYMPXUB4HvVGhcFQ0W75LC+tUJGK/sZN5lotLIIsK6jWQ5KiIE8T/Mjn+vXrk23Q008/zZkzZ5xZb1lwlSUxTgUxUSWAomDhcBX71NP8w7/3U7T/2T/gYw+9DWV0mcVp7uyeBaNhhlbCdQpyNQF5uVZkiipkuVXQbvtQ1hK01qiiwJYB3WpzB1RGMHn94XCI73tcuHCWc+fPsLy84LQYbU6aJtQb1TL1d7qbVjm/EbetkCiVu/97IKXAWg+lc6T2CcIG73rXO3jyyafZ3t6lEjYmn33ijWoK3ur4MxMUJqCk6exZGLA+whgCCdVA4KkcaS2VyEF1pdElcEMReoYjB+cpsh2M1SijGCSKemOerd0+587fj4qbhNIn7Q/orO+xvb6FL31iz1KPAmLPgCmci2TgYYVAGAFWYnEGtdZ3Wgk+gC4QJkMOZwmjkLwo8MMAkzmSldXOsdoYixkDmPRoAnwKfB+MQgShK3D5boUSRpcagD4GSygNnsjZ33+d5cXjDPsDQhljpER54IucwvapWUE9atAdDplpL7K/sUegc26+cIVqEGDjiPWN28zMzKCLjHazhTSWz//B52g1Knzk/e8nrESOQi0irNJI6RPHdYaDgtrcMtX6MnkkWe32mQ0iGnOzVERIK64S7MQ88fkn+eSf+wA5YIqMxZUD9LoZLzzXYXauwokzdfBGJNqw8erznDpyjFFesLR4ktDsomQHY1OqnjNkFV6ItBJhXJv05LGThF4IVtCenyOsxnS624R+wPxig1HSY5QopNFcOLzChR/5Yf7Fz/0mW++5xk/90J93DEjrAzlFkRJGEV954g9ZWKqSpJos1xTlVqzQCqUVeSEnnZ5xZ6sYlZmgliSjlDiuMMpH5IkDlxVGM1IJjbbPhz70HpaXlwkDH51njPQeIhRIoajGAdqkeIEt29sGPw7xPJdl+oHAC13GcCfzFPhhBVskKAW1hs873vF2nnrqMutrOw7clBRTymBvffyZCQp/3BBCTFL3IAgmqK/pnq02mmq1DljyXOEZSZbleF5ApzdgcWkZPLcy9Pt90IqNWzeJ4tD5LXhMCoGuTScmCklSOmcq1zkAMwZSlUU+z/NYu3Gd0/Xz4HtoZ9h4V+ZwL0x22kPABYfARXTAaoOSxlF4PenMST1B4AUkecat29c4cOQERZHgRYLQi8izhLDu/oZ2u40IAuI4Yu2mE4wZDofUq1W8yCcKPHResD8YcuvWLfK04MKFczTrVYwU7OzuIkqnIRmEePIO07Lb7fLs00/zoU9+nGqthhfHGG2oz9Wpx3VyX/DqjR1u3uxw8FibeiMCGyLlkGFf0el08GSdUWrxKz6f+Z1/ww/++b/AgaUFev0h9brT2FyYm2d7e5dqJaI+Oz8x59VaO1Mba7n5+jWWjhxChj7JcOSYnoO0BBRphv0ORo342uNf4tFPfQ/nji+QYamKAoEE4RNGPmk24gd+4Af5xCcfcazFXJccCCjKrEDlEpUrZPlPKYWVgsFw6DJALP2Ru5+YEXoEyyvzfMdHPkmr1SJRQ6w1E+yMLGtUVgh8TzphYUCUytCSMrv0wPMkhjvFxGmWrZUhMpBYDErnXHzwIqq4zNraGrOz84xGIwTexDnqrYxvge6DKbsJzpBjzCcfV+zHYyyTNq4G54XBioAgjOl0U/woJIpjp3CD4fLTTxGEksCX+B6EoSQIPIRwnYsxoenebsAYzDOW5zJKg7G061W2bq8SS1lCle+0gKbpttMtx3G3wvM8tC3VoaXED4MJaxIpXGAQAmsMoecT+pZhfw9TjEBlxL5HOnSZSRiGxHFMu92eAG6UyqnWYoxR6CxF5QU725tsb20R+gEPP/wwtUadLMvY39+n3+9POBEW6VynwphqvUazVSdJhvzWb/w6S/MLLMzNE1cibm9vkkvN4eOHOLB8jNs3O3Q7UI2hNSM4fKROFEtHsVZQjWvkacHW2i3Wb12nu7eL9HBeHZ5Pkmpq9RbVWgtfCrJkhMozVJ4RhwGh7zoiaZoSRQ7LEIYhzcYsjVqTudlZTh4/QjrsEIaK//sXP83DD5yn09sqMzbFKM2wSKKoyvLyMlmqyBPn2zA+dG4xBa7TUyjyJCUdjlBZjhUQVWKGyYj+MKHbz/ACn49+6sP8jb/7V/hb/8mPM7c8Q1AThJELQEJY/EDi+9LdehIp3fY49D2C0CMMXEfK6Wr6BKE3OTxfuMdDrwwYHr4vCUKPai0iDCXvevfDVKsV1td3kNIJtXwjQeHPeKYwvbq6PeCY/z7d8nPc+QJP+nT6XYzB2XT5AZ39HoePHkRbQ6XeIO/2uf7q60ShjzQGrZxXhFetT4LPhN1Yvr/bl9lJkBD3dAg8z8PkBYUuGHb2iJtN7JRv5b3txml5+Gldv2nnKWMMnrUURpUZS9mFwVmjdfY2WaxUESogH3kEXjgJPlmWkRQFtVrNkWki50PRqtXZ6XcAgx9EnDl5grRQ9Ic9l2bisqg4joljp+6UGIsXRU5Fqvwci4vzVBpN/uXPfZof/8mf5ODhw6xuj+ikI+aiKovLh3j16lVmNvZptmZAgDYwM1snywqwsL7Wo9YKsaYgHfS4/MQqj3zkO8FYPBmgjCTLMiq1kKTbpVqtTuz2Op0OS0tLHDp0iEqz6SZUGNIdjhwxKVfUKgGvvfocVqeMOjt81ztPc2HG57nnXyBpziBESBBaMp3x5S8/xvGTxxxWQIMq1KRdm+euAJgpRa4KClWgjMN1bHVyggBmZxt8/Ds+yHve8x5836eTdsiLlFHRpVKXKGsIjZtqniyBa8L5VEzAb7pAeh7CirI1UuIQpHue7/l3IWTHC4oxTr/BMwapLfVWleF+wvseeRfPPXeF0TBFqTv0/rcy/kwEBWvvhgVP/QTQk5/Bnckzvj+msVq0Y5oZyHNFkluKYV5qJyxTbbboDfrsbm3T73XwMfihJIwC4jAkjPwyejsJNSl8hPdGE1PlkCvuJI+3E0oRBiFCGzZu3mTx0CHi2VkI4rv0/u7l4E8P4UlnSOtJtNJ3iDFjk3Dq73AAACAASURBVBIBQRloKpGjVPd2N6k3FfXZqnMXwrlNjRWHR6MRUeT8GyWWna0NZBjghQFxGFDkOX4Qsr+/R7s9g2cdWm9mfpY0dUSfuFpl1PcYDBMoMxZPCrQpOHfuHL/6f/0ylx5+mIcfuchmJ8TaguZsjUP5QUb9AaPRDFHN4vmCekMyHOYMhxG1ahPIadVD1m9f5dy5C/zh7/8OH/nYxwk9Hys8TOBk0mqRj9UFhVEYldOoVcjTEYPBAO1LYgy1SpVms0lndw/PF9zaXqVZrbKFphYHBHtX+Wt/9Qf48Ic+wPs/8t387M9+mqJIqEchP/F3/xYLMzUCH5K8bEEKKFRBkiXOR1QasiJhZ2cPY+CRR97NIx/7KHmel7YCGYlKnDhhaPF9Dymg4scUaYbUJbvSKIQ1E66LLCe/J32wupR5s+C5rEIIgfTMeHkkCMbBQTvxGOOT5zlB4E8wD/VGBYTh/vvP8dhjX0Vr55D9Vsc36/vwD4EfAbbLp/2Utfa3y5/9Z8BfwS3tf9ta+7tf/z3c7fSEBxcsfF8S+gG+dNsIuFOhH1OnHZ1Y0R2OCPwK/bRLriXHjp9kbnEJfI8kL7hx+xY7N1bxpaBaiQilIQ4l1YqP9sDzx6ImHgKJLgOScVGr1EKwjiQDYCk9gwQZKUIKImFZe/0qi4WleeTw5PNOG8dMm4qMh7YWUZqKSM8RcfwwxAiDVBpbGKSQJe8jxPMVWhcM9zdRStFaOuSQbzCpVYxh0KNkgKcsoSeIfA9tNHtbm1SrVfIkQYYRhVH0u4OJ76TveSRJwtxMi83dPZpzMwRhiPTdNito15lptjniH+WJxx/j2JlTDNMRB07OuVAuQ9A+r754nZMXlvC8iHpDYm2D4TBjaTlC6ZBa5GHzEWmvS8Ur+IPf/i0+9OhHkWENg2W+3XD1ksB9nmajxvrabZrNJnme044iPM+pNUVRhCoGdDod1m/fwAw7rF2/wdHlFQT77G93+NjHP8kv/Z+/zK//wr/k3Y++i+Fwj/5ol4VFl00N1ZBer0e9XqdWq9HZ6/DJRz+JCCXHjh1zWelYqSodEddDCjt0jtIlYC6XHlZ5SGGxSlBIgS81o9EIKQWB509qCtI4qLwApHUBQQqBQuB5sswUPLRxgcYYfZchjPQFPk5TxA8FSNBpQbUWYG2Vj33sI3zxC1+h2+1/vWk4Gd+s7wPA/2St/cfTDwghLgDfD9wHrACfFUKcsdb+sRuacXIwba8NIKeKf0EoiKIAUJPAMVY9chM3I8s0yajAWmi2ZmjNzqG0BgSDZMTW+jqBEISBJPQkYSjxfdfiEb7v9l9W4yx2LIjxe4xbgM7CC2vv/ROwPqi0QAhBNQy49uqrXDx08E2NbaftvyZ/qxRYYZHG8RqwdyzthZD4EnSuywDquxqE0AgMw0EHv94gqjr1otlqlc5gMDk3ulQI9v3Qtc+4E6iGvT5zDSf0kSQJInBOUrubG/R6PU6dOoXSmkoUkaYp9UoLhCGsxOR5xrFjx5C+z2Nf+hIf/NhHeObZG5w4vcDCUtWJj4qoDIAapSSVKgxHiq0tzfraTQ6uLENSsL+3Q6XVQEYeT3z5cT70kU9QmIxuZ28SRIuimGzDtre3yXPX+vPj0JGoEDTqkuXlBYTOyPcDjs6+l698/g/Y0QpURE0X2F6f4wcaFKbgkQ+8lyIf8pn/51eZb83x4U98lEqlwvnz5xkMBtTrdba3t1GeRtmCZOR8PPM8J6x6hKE3WZSElFhh8AkcmA2LFhYpDdp39gDjTGGcBXieKDtvBrQLCEK4oOwCgvN6QMi74PLjoYVFBhJhPbAKLPi+c1evVmP29wY88MAlvvCFx/64KXjXeCvKS58XzvnprYzvBn7ZWpsB14QQrwHvxMm5/dFDgBW4lp+06MK5JgsD9YqH9DS+L/DCAl9H3HEAdhx1i8ZPYgbFCFGJWTq8RFhr4VdjZ9nm+Vx9+iW8sijoeT4y8AlCifBAC4EvpatIj/9uCjwjGMcAVXYJHFpxHKlLhU80nnbkldzL0UbTrgt8AyozCOnjRWBFjvUUVseTzsbkUKa8INyFZWXZZxY+QloMBisVbm9TgLC4jFAQmJzB2qssLh2hs7dFLTuLDQKKZA9PjIhkTBALtFaQpKRSkOc5GIVVGVLlWJWTFDkH5mfZXdvg9dde4fDyCnXp4SuBShQ69ii0RAifbJhTnV3CBC0OnZhn+/lnqEeCU8dnef3F2xw+dJzFJcnycoRy6vukWZc4rpIXIw6tLDCzdJQbM3OImuHa5g7GywiiKkXe4/d+/zf5+Hd+D2pXY+sew84uFQTkCZEfEzSbqGKd0IdmLSapRTSrNXpZl+4ox28sUqkvYbt7DGyLQOb4Qcow3ebie09z/tQBnnv1CsdOvp+FhdOcv3h0olEghGCnv4tSimFnhF/xCUuv0DiOJ5gZZQ0eHoEsYe1CYpVGBDlWlouIbyisRaoUz8smnAZPSgLpgbZlbQAMPqLMfqUwCDHmQXhIYSb1pvH20xiDJxxmBlt2DYxB+xqjLNYzxHWPwuacPn+ItfXX39Ik/pN0H35cCHFZCPELQoiZ8rGDwK2p59wuH3vDEEL8qBDia0KIr42bqAK3ggaBK6RUKyGNWg1fOg1/YZlE2HFL0IFHDApLUKnSas8SROGkhRZ4Pi+//DJZejdLLCrTzrHH4r0r+qTVWR730pqn/o67DildMTQIAp5+4su0GlXCwK0m2po38NqnOxN3i4Leef3xRmNaWBTuZl8KIXj1pZfK7kKKLhS+FxNEdZrN5qQAee/rKKXo9XpIKcmylCgM8TyPS5cuceP2Lba2tjh9+jQ3b95kbm4O6d8pkEZRxObmJp7ncfHiRR577Flm2g1OnTrJy69cYXNzSJ7D9vaILNVUKjWMgfn5efp98LyIJ556kkajgecJlpaWJoCvNE0ZdHvu+7YAkpmZGbLCUddv3bpFo9Gi2+0zGCYEQcQoycgyS3cwZGlpiSwdEEeCmzdeZdTfQ9iUOJJ8/w98Hx969FF+4id+wonkRtGEKj193seQ9PH/pxW0pJRUQncNhWFIWLbKg9L8d7prNX7++Brz7ulogWu1R6Xz2HRn7c2uj+mi9fjx6TGtOQmuMzc3N/eGa/ePGt9sUPhnwEngQZzXw//wjb6AtfbT1tqHrbUP31VttQ5+LKyiWakgjSb2A0Lh4VnpMoryGMttK2MYqYKoVieqVwkqVTdhLHS7Xfa2d+4iI40LceOgMP6y7v0i3uwY/xx4QzC49/VCU/DqC88SeCVs2YuwIpw+B292Xu563en3kVJOin3TF934fjHo0V1fRfU6CAUCHyti6vX6pFqdZRlZyRfIsgxfStJR4qC5SpEMhsRhhLQep0+d5dnnLjufRSxp7lyNa7Uavu8KXGEYsrfntHlPnjzJ9as95uY9zpw9TqfT5fVXNwmDCp70Str0iDRRTrPQSrSx7Hb3mF+YpbPbod/p0qw3qMYRN2/eoFqJyLOUeqXKaOQoy9ZaNjbWiCs1wrhKrjSFMuTKoKmQjBS6yLl97UUuXjiMT4+sv8r954/wwQ++i1qzihIGKSz9Xof5uRkqcYgnQQrr9vtjVWV3ysvWtZg85nsuzbd2DH83oJ2hy7QBgbQ46X3fJ/KDCTHOF3eut3GQn16Upr/z6evkXmm46aL1dNC4dxGbrml9vfFNBQVr7aa1Vlvnwf1zuC0CwCpweOqph8rHvu4QjAOCwRfQbFWpVkKnneCXbj/3WHUJPIc0NAIRx0SNBn5URQQBeZrR7Xa59tqdlEmUbcU8L+6K0pO6xFTx715LsOmsYfJ6UxNyOiiMAVaVwLC1eo1eZxurS8GMe4LCvcFmXG+YfKlSlEHQ3R8HnfEFMb0atSshLz/zBHl3D88UeEYShE201sRxfNdFVIsrqLyYnIOdrW0iT5Jnzpb9s5/9LO973/t4+umnmZ2f48SJE3eYqgLnWRCGk791bHqSJoL9/YLlAy2OHVuhEjfZ3t5l0NdgwWjXQq5UBKOh5tLbHuL5K1eoViOyNMUTkmG/z3DQZ3dzg36nQ0VKjNIUxpLmqvT2zPFCJy8/GDnA0n63x/7egKOHjnL5ice5eHqFn/7Jv8rFc8u87eJRVpaqpMkuSo/wK853dDDosbGx5gxXjCozUXeMXZocjsAdQclFAIM1Ct8TUFr6WVyNZyLBZ/XktQLPYQsCXxJIV0sosXQTVu0YkDc9pjPY6c7V+Jqdvm6nr9Xp3x1nH291fLO+Dwem/vs9wPPl/X8NfL8QIhJCHMf5Pnz1rb2qRUjcHrFRoRIH+BJCz+29pMXtwTzBKE0ptEVZSHNDoQWV5gzC9xGejzVu73fttddd8QwmlX3XxvQmwqVwJ4pOT7JpC7BpotIdAQ31ppF5nJH4vk89DJhpVnjp+aepVgLy0YigNCW9N6BMp4V3f0PirqCjrZkIeU5nCwA6H6GGHdZfuUxdQpEmWGXvpK0lriMKQ6IockAuC54QFFmGJ6AaR/S6TocwSVLOnD3L9evXiSox2hqK8rOPgVLTzM96vc7KgQZbWzuOpl6HVqvCaJiys7NLHEC7VWd3d5+1tV22N7ZAeoS1CmmacWB+GZRm9dZtjh0+wmjY5fata6gsJU0SlhYPEIYRQehhTe7MhH1JXqQMR32KImNlYQ6RJ8xVBcPtq9x/aolH33eRw8s1RNElDgyWnDCSWFNQr8Ukoz6VOCDwBQKNQON7OIdqacsCnsIaR5lXReruS+OeL41jOfqifOzOIUtmrecJjCqwVjv+grCuNTl1DUzrNI7P8WR23JMtTC9U05oM9yIekySZZHVvdXyzvg8/I4R4TghxGXgU+DvlB78C/ArwAvAZ4G9+vc4DjLMEFxDm5xrUGyFxKLC+xfqCzBQoLLmxKK3xAg8rIC80rfYcKwePEMYxjeYslbBOHFR56omvkWcZUrgUboxAHE+inZ2dCUlqOuqOse333gcmJ35ahmsctafTuum9p+9BvSL58h/+Hps3r0IJhb1363AHjHJPpgClSKwoswU5qXGM96/jCRoEknbV8vjv/ipXn/0SFTWk5t+xtht3d4zS7O/tuT2ssai8oNFoUI8DNlfXePH5K/z9v/+f89Unnua7/4Pv4d9+9vdYWjmADHz8yAm4OjkxRbvdnqAfgyBAaVheOkC/lzIYQrUO5y8colKpsLZecgbUkIOH5zh76gBetUqhLK+8fN3180t1bVvkHD98GJ0nbFy7Tj7K6faGIDx2d3exSvH6i1fY3VgllrC7vkot9Kjm2+xffYLO1a9C9zozUY7IO4ShIYosadKhVQ1pVyPazTonjh1hffUWVhdgFJ6wkyPwxOQQViOsxqic0JcEJfYDHCkOqx1fxei7tg9hSXzzpUfgefhlxuvqY280EppeXMYL0fj6uDd4lHOOXq832RomSYIxTu4tyzIajQa9Xu9PF+Zsrf0Ba+0Ba21grT1krf15a+0PWWsvWmsvWWu/y1q7PvX8/9pae9Jae9Za+ztv9YNEgcfi4jxxHBKHHp7vhE2tDwQeMgoQoY/ni7IoltFoNImiCkmSYTREQYgArjz3Aro0B5neVwnuTNgsU3dF5vKzv2FfNx5KKfI8n5zsMRZ/HLGntwGTdK8EmUhhaNZCOutrZL3OZCLfc57vAmmN33+MJJyGO0/XEqa3EgQCoQvmmyEvPPlF1q69SDbYu6uQOn6PIssxZdYTRRHCQpYkqCyl2+3i+yFXrlzhgx98P7Pz85PsxvM8KtUqlUqFKHL6iaPRaJLGRhWnDSBFhSxLKXSKMQ5UleUJYQhh5BGEzjZOG8P84gpzs4u8/NJLtBttqpUKL77wPAcPHWBleYlACNqtFoPBCG3hyJEjHD60QjXyCSUIXfDwQ5e4dOEcvfWX+aV/8T9z6dQKX/h/qXvTWMuyrM7vt/c+053eHHNmRs5zVWZRExRQ0HS3iwYasLFplSzTSBZ0f7IsW3LzoSUsf7Bwf3G3bQkb2S3EoKKZ3G2oRgIKCqqKysqqHKicMyMy5hcR78Ub73SGPfjDPvvcc2+8qIoEhIIduor37rv33HPP2Xvttf7rv/7rD3+PWBpubV33BWxJzPLSkhc41TlCOAaDXt3aXc+5+6Lu3Rge7XAg/C8VSCzC1X/HGwepaB5CBoysfn/9WoRFCXdHoxA0GRfnRDvUbc+/siwZDocEgt3iBuOrNu9u3DO1D4PBwLf5bi6Mw7dIEjjhKw0dfrc+PJzQ7XaRUnJwcMCpU2c4ffo0xaRg6+YtyryYZQ/K+Ysx28VhMvFNUoqiuC2uDxcxeAcz3X7bFOYsxnVtAAhARglCeY4BRhNHghe+/DUPCi7cpGDJjwIZnbwdcAwTJoQSQnjCUpJKskRx+f1znHv7DaSrGu8mfPdgTIKnFNiLuiwZjUY4YxmPx0wmE3Z393nwwQdJEk/uycuZ9Fiaeg5ClmV1NsKLkkQKet3UszLttKZ11MaoguHwgLKaMp6Mubp5jaXlVbKszwP3P8jly5fZ3t6mqipuXt+k1++wtuqFVlbWVsmyjO3tbW7evEk+HnHl8kW2b14njSP+9E/+mNdffoHP/L3v5qEzx/nUJz7G2tISCkGcddB1qruYTlCWpmw8iqK5+xfGUUBz4Ew456hr9PzPC/ey7dqH+THDwr79WCS4LR6jfXylFEVR1OQo2cznMGezLGsqO+9m3BNGQSlIsxIZVahIIuMEZIZyIIyuMw8WWxaIKqaXDUizFSpiTj/yOGKwzEE5JU0VV86/jchHRE4QI4lVhKqZZkL6Zh/OORCCza1dDkYVpUuxwgtlWiTGKZBJA/IZB9YpjI1wKEoTURqJE77OXbgKKyOM8N2ntfC7tnEaKWKkSJEOEmU4viF4/c+/xJKIcdpRCkseVZQKCunQwqFtzYlAEDn/kLVMmIojjJAYIbFSkWuDRiDiBJE4CqOx2nJiqcv2e6+x/87XEHoKcYciykiiKRUj9kc7WOfr8hUKW2mkgoPxPh/7ro/zzbdf57/4qf+SP/i9P+Ijz38np+57iEmhqQqNKUrStEdVlYD2PRuBsgAlM4Yj3yLNOUUarxLH0OtKnBaUU3jqsSexZUqseizdf5J0fY3B+gM+LXi4w633/5LLL/8Z//Zf/2tWOqdYOXkWg+LShfdJlOPW5gVOHeuTDE5w35mzPHpshf/mx76b7tWvslpdIRpfZPv6O9zau4FQikF/hSyRvjw+AleVOJUQenMsLa1gLfXvrvEGgodgrYY6RMAZDxA6A2VJAkhrPG3Zea9COOtbv3lk1ZOVWuFr2OA0DiH13EMqA6JqqimDd9ZsNAtpyLIao03uPdcKysJhnSAvS8rKMJlqjFE4/o6pOXvGYkLW6SCVwjqPHTihQEYYBKWxHgLScOzYcayF9bUNjHHs7u6TJQl/8aUvN275UfHXbHgJrqp0bG5ueiJKjR1Yp3F4QMh7AzPLD7OefSF88AKe3OZphNHOKITsxGQy5rXXXvMt4IqqSV2Fnadd2wFHcyGOeiQq9t6W07hqSi8TvPz1L1ONhkhTkaoIGXebZibh0rg6DZxPpowPh6wtr/CVL32JJx97nF//1V9BxRFpJ6txnGqWhXBegGTmNYFxliiWdfGQRluP3gsBSRozzT0r89q1a1jr8/NJkhDFkjjNmORT+ksD7jt9iiyG3/3cL2MRTPKKx59+jsvXd+iunMDFA/L9q3TdlD/+vd/kOz78GHp62GR/hkNP6+10OnS7vi6i1+/gnKsrbQ3Cgam0J7TVPR6cPfohrKehY2zzCPc27MhHhX938kCOuq/tYy1mEtpzKcyn5nVm9nllWVKWVT1PZ/L/H6Qg6p4wCm2ktY2cQi04gmQ6KRke5mgruXptmxvXt3nrrfcopiXry+t00oys63UaQxn1kcPNvrKU1H3+Zk1FfWNOA8I0mnxeV98BXizFOe+qW9Na9PWkEXaWp25nBtociDSJuHLhAtUkp5ukiNJXP3r+e+tcW2HDYupzkRwjhFe2TlVEJCzdFIQbY8oDLrz2CiuJIkHgoi5JlKKkJFLK72RosBblYNDtUU1zJocjemkM0ylxmrK17QVal5eXGY8nHB4eeopxDYD5kMJghEQLqJxFC8e0KqkqS5LQoODDoeHMmVN1j8sMYyriWNDp9ej0e2SdDkU5ZqUX8+U/+v8Y7+3ST1Ne+fqL9LMOSsZUpeFYPOYrf/AbbJ17jU9/9MNM9jabUurV1dVm0XhOiqw3n4hKlzVJivqzVd1W3swtxnbYcFRqum0U2oDz4jFum4ILPIN2aBLuZZs0F/4PeEHYlPxrArtX0el0mjmpW2GuVHhR3Lsc94RRQIBKYu++C3wMrSTGeqm54Sjn4HDKZGrZPxgxnuYY47MD7739DpcuXuSbL71ClRckUYxpxfpH3RRvGARR5NWO3nv3KuPRtL7wIZY0tdw3WCuwplZfsiGPXC94J3B2sY5hxlZbZJ4ZY0hjwdKgy9f+7IvoaUEUekDUrGlnZozF5hId4S0sPhfiSxUJ8vyQQSdmfaXDO69+nenuDWJbgkg90Kk8ecv3pbQgNNevXuNTn/xOv9tMc3Rp+dSP/ThR1mFrd4dpWdBfXmm+03Q6ZTqdNguxqirysmI4LjyNPIuxdZ9LbWAw8MVUw9EB/X5EmqZsrB/3xqKaoq3h/rMPsLy2ymAwIEJz9tQq/+pf/neo8RbjzfMkxR7nX/4Kb77wJww3X+faGy/A6AYu32XQi5oWbIPBoImlw4LNsqTBYeJEYbUmjWOE8zUtaRzPGfe5R+3+U9fBhFqYRZ7AooEI9+5OY9HwLHoKbWyhbZyCrshknCOll4F3rq4f0lDmFVVRejk/HPrvmlFok3QsPqY2zqK1YTTM2d0ZUuQOqxVV7cFZ578sruLapXOMDw6JVTSXQjz6s+o+jyiMsUipyDLF/t6UYur1UYyG6dTvcFVpG+NQVY7Qzcf/7rv7OCe861lbMV1WvqiJWjyjZk+Gn3GaCIsSii//8Z/iRiWRhbRuwNIscjEfQy5+r2B4GoJLkuCUD8WWl5e9Eao0p1cz/vw//ha3Lr1FmuBboknJ6HCIM5rxaJ9z772NSmIq6xuIxFnKja2b/MhP/KdsH+xTOsdn/6uf4puvvcGnv/f7m88PhVRaazqdjDRKiEQExtJNBcuDLlVVsbW1Q1HA8nJCt5sxHmuyjmJj4xjgWF3vcvHSOdJel6WN45x94ikef+YpTp06wWMbkl//33+e//B//wK/8N9+lvN/8dv8+CfP8Pzjyzz78Aoi36OcHgKWvb09iqKg3+8jpWQ0GrG3t8fpMydRyhfVZVmCtQZnfCu3JFLkkzH+RrsmpAj3UzjAOXRVoasq1Pp7I1jT59seRDtkCIs8GKvgEYTdfhHIBBpjEEDug4ODRgouCMu0NwIpJUZ79WYhFE57CUGnvUGz2jcRuttxTxiFWlVibtIbY5jkJQejMaWxOBHhRFxnIiwITxoJBBJ5ZztwV59dlXB4kGO0xBgxFzZUlQ8lcAIpFEr5UCd0E26zzNoZiTAWU4gKT6VdGvRIVcSLf/FV378iL+jUpcuWo6nV0BaCYe4ziAVWCZyQSJUgVIKKUuLYcWytx+uvfgWqMc45siwjzyeMJyO0KTl+fIMTZ04zKXI0vv/lKJ+iHagsQSYpo9GEpaUlLly4xNNPP41SiizLiKKo9hpyinFBIhWdOGY6nNJLYW29T7/fJ899ejLLMipdMJ3mTRHS8vKA5eWBZ95FCqtieisbbJw+zbHTx9nYWOPs2eNsrHZZ7wnyveskUYVyJQLDtCjRtfcyGo2atHEcx1y4cIHpdFzvtJq4rkVBeMKcVIJKlwg5TyMG5sKAUFm66OK3iWz2CC/1KB5Le1G3H20vMLwvcEIWs13hemodOkXZeq5aynIW2nllqsFdr4h7wiiE6d2kEeu862g0ocitpzGjcE6AcLg6h+xrz2fS681xvmXOp/WVG3xBgEuwVjAZl+TTAq2pW4N54Rac7yqtlCcMCVQT3xnTxBnzD2bgz5zbX5fETkdjrPYdjb/2xT9rcI22axquS5gwbTCr/b8QAqckTgqfmSACkeJEihAGXMnJ9WVsNSGNYhIVocsSW2kiIVjqd+n0upTGaw8mWYaMfTVppf1iuLW7w/r6Br/7H/4977//PmfPnm1auVdVxXA4RJcVVy9f4XD/ECUlpvIgY6eT1iCfT10GZafBYBkhBN987WW6nQwZCdKsQ9wbEHX6ZINVjp15iPUz9yHjhNFkTJJF9AcZB4e7rK0sk6YppbXkNTdlNBrx6quvsrS0xHQ6pdvtsrW1RaebzYF6gXQV6MVhZw73tO3G66JE1RJSttI4PU8Gas+FxTDiKO+hfT8XcYt2KBG8gvbxw9+9uErchHDec/Weqql8FgrryCfThlJ9N+OeMQpx6VClRWmQlaOaFEynEmM9k8+KClSBEl6ySogIUFgXgYiwwmKFbxUvhKu9Cf8IBBKExVH47EL9exhOlpS6oKgqilKQ54LCWB+uCCCWNcPSp3x8MZbCWOmLnKRsCrSM84KcoWNxk47CpxYNEU4Yuj1FHFmEKYmF5Bt//iWWsi4Kha7AiRipLco4VB3PCiEwzjYsR+GreHACMqNIZIITgsppDBXOVd6QWYPID9h67c+wNkeIgiSGLI2RLmN1cB+uSklV5hV9dMHKUp/lzoBe3KGfdnnr9be5tbPH93zv93HunW8yPhiyOjjOxupJBoOU/rKlI1POHLufzSt7nH93h5ubBm1HpF1Db8lRGR/7ZokiyRRGVvSV4+rF9yliRyEFNkqQcRdNxHBa4qIOG2uevpyqktVjA2zmONwu0CYmSbukQpAUGkvK4ajk3XMXWV5bJekoiAuunjsPFionMcKrGlVFhXCCMi8RTmC15xAkcYzzKaVaTMc1oVWhKwpdkVclRmuf3LsrOQAAIABJREFUmahfIwBrDM5ajNZYY7DG+P6bUjavM7V6l9EaoyXWKKrS14UYLalKGvB7PJoSqcw3oambyTrrcawkzjAFTIcl+7cOmwxWrh1WxjiVcDAuuL69hxXZXa/He8IotN1vrS2TvGA6qRrU9W9zLCLPITPSLi4Jz/nXznaC8F3aacjgHbRHqJSD+TLm8WjEW2+9hXNemFZr3VSE1rw6LO62a7JIeLotM6G8GKyMFKPJmJdf/AqJdMReJ5Y0TZnkHugLPQ86nR5SRI2aU0infuYzn6Hb7fLwww/zuc99jrIsyTLB8eMb/jplU1RmOXn6BJNpwe7eiJubFbZSdLMunU6Kih15lVMUhjT2VZYP3Hc/qpVZCe55t9+DKKPTX0Ub6HSXSNIOUZyyM9wh7ibE3YwSEGkG2LoKNmU4HCKE746thGB8OPTCtypCcnuKL9z70M+hvYsHnYVFV78dSoT4vv2agDu0vYPFe9f2JhY9BQ8gzjyFxdCk1+sRxzFZlmGMazCHIFW4vr7OaDS6jUH7rcY9YRTAhwTGefd9NCyYTm4vI/7bMBDBQMFscTU1A/WNCopQTVyp3ZxbF/4PaaPFeoYQPoAvlBF1wUy31+PcG29weLBHJCCuqyNDhaQTEBId3+qatMHHYJSCYev1eqx2I978y5dQVDhdEacR09KXJXsMxbG2ts7Xv/5y7VrXfS3TlKyTcOHCBQ4Oh/zMP/tn/Oqv/Qp/+IdfZHt7h8cfXWflWEKcVQyWM06eOY1QMbduwPvv+cK0OFZoOyTt5lA5ulmGrXwn7XbataoqkF7BsCIi6w2YlIZObwklInSpubp5ASs1cSejcBKjErIkYnSwz3J/wGQ4ZtDrkcVJky1p5/gX51Zg/bWNRDuOX1zwiynIRXwgzKU2C7JtGO50rDD/jHYkScZkMvEt7HVoNz97CKEYDoecPHkSIQRF4QHNTqfDeDymqio6nU4DiN7NuCeEW62Dw9GY0VgzzR1VZUEkCKFvm/hHAW7GmEbosckBt/4ebvLdjLZnIMT84gtAk2e6+epAXRZU0iLVrHCl7TXAfAbBx7IRXuEzosg1Sgm0sZT5mChWvPrVFxBRzPf/wN9jbCr6/T7GeZEWP4n8eQW9wCBMEsRq2ig31ECXc8jakHXKfZxQ3Dz/l9g4I8p69FdWEaJg4vaRSYf1wToX3n6DJ55+lCiSpFnEseOrfP7zv88P/vA/5v3LVzj3/jl+4j//x1y/fp3NS9cwecn5i9fZO7zJZ374e3nkiT6j8QhnVphMJozHcOPGHg8+uIEroJNCnHYoJhMiUdHvd4mkj+1F7Ps8xllM3465+OYbPLDRZZAKOlIjqzFumrB77ZDJ9pjTy44OsLwcUZURb73xLk89/RhYwfFj61STkmtXrjJY6nsDUAomk0ljHMrScxeSJJnjBsCMRNZG/cP9DIVgwJH1BWFTad//uR3fzjgLbQzDVpbJZEqSZOAkk8m4xmGSphqyqiry4ZAb12+xvLSBczCdFHS7PabTKceOHfMVrmnaVATfzbgnjAIOhqMSi8I5jwvgvj0DK7hISvkJ9EEqwY4at3ML3G1GyZ+uAREMj8Jo1xB5tNZzoUEgnLQnhiO0hvPNPoSpRTxd3YoOT8V96YUX+L4f/IxvoBJ7l3eRnXYn4HFuSFFrGViSOEYC2lqcqIiVQjCGArTQJKQYO8EowX0b63zxi1/kuWefoph0yJ2l00n5/Oc/zxPPPsfK2irXr1/nzJnTXLlyhclwxEee/xT7w21+49d+m2efe5SPf+IjdJcE2ngF6MFgwME+9HogItDCMZpOGPSjmYssBUrAeDxGRIrSjviDL34BfX0LYviHS59mdRrxyvktMnXAU488QmVKlNUkEfQ6KaPhhN3tXe47swbGg7lVWZJPQm/FwW2ZhTYYuAj0tkOHMCfaHmR74zlqA2p7ke0R0o8BjA7n49OYmjSJAZ8Ni1SCwAvCVlWFs4I07bC6ukocx0zGOZ1Oj529PR5++GEuXLjQnOPRzN47rINvldP/2xpJErl+R+KkIi+8tbU4sLOYO4yjzncwGIAQHB4eNs8tegrfbizG4f7n+lhippAjhMDhz1Hic8FYR5SUJEnc9KEA5sqy5wRdhKOqNNZIirqteWHCBBVIFXk3vtQ89MyTPPfccwxHIwxeAt4pOUeOCTdeidur6sK1DM8bY4hk3axU1GrAkW9UouJ1rBSk/SXGueDYyYfYEh2efPRREum4fPECk0Jz9pHHGJawtDwgjRRaWx46+yDnz7/PjRvX+eR3fSdRmvDGW29y/fp1PvkDH+bjz5zl8q2c0D1Zaw1CcXZZ8jM//CNYPeWBBx6l0+uydmyDhx5+mKeefYaVtVWiFBKgoxTT6ZikE2EwJJVDljn/6//8P+LKbVaXUhSCg/0p+dQxnY75iZ/8DEIWuMpxa2cLWQvVHDu2zo0b2829CaFekERrG4H24m/Ph3Y4EcKExcW36FUsGhhd0WAP8+GnVw1L4ow0zdje3mpChOl0OivjH1uiKGY0nDCZTFhaWmF7d4eNjQ02NzcBjzt0Oh1+6ze+9JJz7mPfbi3cE56Cs17GuqzqzkpS1CpM39rld841btFivPZBxxwJiLAjm7kJMvtcTyuFepEbH/83bnw9jmK0OedA1JRfs4A1CM+o1FWFihK6vQ4X3juHEpLT951B1h6RFbYJc4LL2v6MxfMNnoIDr7Fog1cEzhpiJYmEw5icJE4x5ZhOtsxkdED/1DFeeuklPvb8hzh79iwXLl9jb2+PG3tjfuaH/gkXz98kz3OGwyGPPvoo3a7jK1/+Ih/96Pfy/DMf45EHLO+9/w3ee/cKP/pj38M0twih0XYCbsDVzRv8/M//PMvLKcfW76OoSkbTCcZaDiYjirLkVq6J8J234jimynNEpFgSUI3G/Ktf/D/4mZ/6UVLn6IvU8yDKkizLuHTxMvef3YDK1ytI4Yu/bKh1WQCI29etHQ60F3cY4X43Ieu32YTaeFMzX2t59nDsmTchmxDV2VmoE1KRwbDeuLHFY489zvBwjJQRu7u7PProo7zzzjsNNhMUsu523I3Iyr8VQmwJIV5vPffvhBCv1o+LQohX6+cfFEJMW3/7P+/mJKxzVE7gU7/Ky1VbiRRRI7cWHgjl274LhVS+LVxZGUhTVJJi8HyC9kVe+EK+g3T9s5CSqBYrue27K1lXSVqcoEn/SZEhiHFEvjFsJKnKPlb3cDbDaYG0M1BIyohQOKVUjDM1bRZLpPAMRyuJUCgrUMI3ptWlIbaC9995z9OIsRRunmMfJqFzdWZC1cJgNQbhn4sxTtQVoAIbg4kERilcnFK6mNLVnbesb5Em9BhpthlffJ0HVzMuvfM61sLGydPc2j3kuYcf4Dd/+bfZ2drm7bffpRJgOzEPPvIYH/vEx7m8eYH3LrwLSc5Dxx7jsdNP8ce//wrFCKSIqSpFlEqk28B2T5LrmDc3N7lycMjWeMp+qbEq5WBcIAuLLTTWCMrCQCmxY8ukjCA9yYsX9vnsz/4ctzYtVD0kEd2uJE0dw8NDnE4wwqCdZTiZUFnLtJiBimFR+4VWUVUlxmiEqKX33Sy0aIeTQuDDXRxS+k3EGN/RKzy0MVRaU+rSK3KDr04lwjpFZXRzvywG4zTGlVRakyR9Ki0Y5yPipEelBUXpmOaGsgJjFZOp43BY0huscjAck2Rd3+bA+i7cSRKRJBLH3yyj8ZeBH2w/4Zz7J865551zzwO/A/xu68/nw9+cc//8bk/kqHjrqBEWelDRDdY0yzIGg8FdeQrBSgcF3baqTVvB906Vlu2dfZad8NRsT7zSVAvVbYuprPZx/GfUv3ud7nBV/I4uBK/95TfppJkPWY441uJntI/vjEE4R6wUSeSVgGKpENY1ue1QyCVwCGtwukLnBcKW3Ny8ROQqzr35KtVoj/VBys3rN3DaN/U9efwkV69uUkw0RClrx0/x4eeeB+D9c++ysrZMf7nPE08+zf7elFtbFbpMuHk95/Lly+RVTmk0aRw1/SJ1WWCqEmc0pv5nhUU7/zsKKmPRxqGt4zu/+9MUptZJFEEuLmo0BtoEopAZCr+3Ab7Fe7aYYWhXyLYfi9mDQH5q6M/aogMzFhpMoHnUIQNIoihDRc5L+1tPs9faMpnk5Llvmnzt2nUuXbrCiRMn2NnZYTqdMhwO2djYYGtri8DVCQDmB4EJ/lp9H4SfkT8J/MBdf+Idxt3E/WGkadpUQoYFXRQFo7pc9ltdgBAjhvc1BqJG5udceeHm3hfGouGRUqLxTEStLSKWzY0O723/vJidmBkHh3MSY+Ynp7GWG5ev8MTTTxElEaU1c5+9ePz2MT0Gwpxxc87MhUnNOVoNlQTnyMdDnBRM3JRef4m9m5dZ3jjF3vULJFmfaZnSX17h1a+/xIOPPkoxyvmD3/t9vvPTn+LqlSs8//zzPP/84+QTePWNv2T92DGWBivEaQfhJKaEbgwH4xFjoxGpQY/HzfcydXYlThKKOl4PylnaWpTwIZFSAidjbt7a46Of+G4OLr2Jb6YSATHOWQ4PD4njGRcgCMy0Qb0ZnhQAYQAxd7/a1zuEemHYWlRYSok2M8+ifX8aTMp5IpLFYq1uCLABtBZIqqqgLMHZxLNriwprPDh98cJFTpw4QZr4viaTiccTHn/8caqqoixzEP4c1tY2UEqxu3vrjmticfx1MYXvBW46595rPfeQEOIV4BD4l865L93NgRZ3PVHfdPAGI45jn4pJIjZOHK9JHY7uoI+1lmlVsry8zP7+ft1Z+vZdNCyMUD0XPAOYrycQwnd4Vi1AL4BNzvngfBGJllJQad+sxSJwLiKL518TRgAgw8JMkoQSgzPUBsEzMKWUnpQpBEYqvvSFL/CPfvRH2Ns9bJrHtuPa9gQOx/YZEYuQEiX899GV9gtO+fRpEsW+YMdKbmxeRwhFPvX6ftnSEnaiEUgmN3MK493f5eOPYCNNYiRb77/L1v4h/+J/+K/5w6+d47lnP8RkOOKFt9/lypUrPP3c0zhjOTw4QMmcIi+xlSWJx8RMMbpiWOYIKxqgNi8KXJpiypKqTvfGcTy7nklCkqU441BRwrgYk3T63uOq1ZKFVHQ6CbdubXHq1BpAo7Q0rlvItxcq+FL6kN4N98g5Gip9O1XZro4NlbnaaZCqDh39Dh/msH+9pSw1cZzgLGhTG5LKIaXC2QRrFLe2D8nSZXSlfcPdCqyRTCYTVpY3cFaxvzei3x2gtebs2bPs7OyQJAlSWXSpWVtbwZf5O/b2/mbbxn2r8Vngc63frwMPOOd2hBAfBf69EOIZ59zh4huFED8L/Kz/ed4oLI5g2ZMkQSQxURzTqZu96DotmamM7es3muNIIecWLtSZjHoitBt3COElzwI6jxANyHlUSlKK270AoSTCSSqrEUZg5e0chTCca/EctMXoWvDEeIahL+UVNJGpqHUWlORLX/gCn/hP/mGzO4QQ6qjrF/LvEgUC8olvlrrUHzAejxlPR9y6dYs8zynLkt7ygFMnTjLoLWEtxDIi174bFQa0rnAIIqXYufoee1sdVtZO4LoDHjl9hv/tf/lFfuyf/lNeeOFFnnn2OT7x0ed46KFHeOedN0jTlG6W0e12cHnO8PCQjpqwviJwVeHTs87idM3H0BWVsxgpqaT3jCY1p2AwGHjspCiQIsJZSZJ6oy1CGCZ870UhBNqUzeIPaWOYD1kbD6t9n1th4+IGM1vks9GEby0gMXyO0aLGH7yxKPIKKSOs9UC7MYJIxUxzbyQjNcCZBKMt+8M9ssz3vRiNJg17cX39GHs7Hljc3d2l3+/X4UzZdOlOkoTt7W3aOiLfbvyVjYLwxQf/GfDR1kUpgKL++SUhxHngceAbi+93zv0S8EsAUn3rGsdAKonjmGOnTrGzs+Pz3QcHDAYDnHNUumoWtRJ+QbVdttZ5N0ZhLq/cMhzNc61W9HOLulWwFApphJIoJ6iMozR+8hZF0Xgi7eq6cE4zLKEmRWmvaiQdWNMKV7y+C9LBcH/I7u4uvV6v8V7CTtf+nqGVepIkSPzrqqri0qVLaO13y9XVVVZXV0mShH6/j409Wj0upiQy8QxAF+ot6sUjPJbTiUt0NaU8tEwOtrl57SKPPfkMn//NX+MnP/tT/Ppv/b987BPfzUOPPMDZ0w8yzcfs720x3LmKM1NWVgds9BLKfAejNZVWCGlv+x5SSmTkr9tkPPZhY9pBKIPRI7qDVayzpLFid2fbq3fXhiGKY1REgwOEIqigYdj+rJnn1mYLhvDBNZJzs+dsS1sjPA8QQhBv0D2m4BrPwTlvTPxzrt4gBNbAzq0DjKk/1/Z4673z9LoDun1fEj2tdUSsha2tW4zHY5564nEuXLiAtZb19XUv6R4r0jRucI3DA0+Vvtvx1/EU/gHwtnPuauvCHAN2nXNGCPEwvu/D+9/2SHfY6cIIbb0eeeQRdCy5tbfLtCwaQZY4S9HTmYKSX7SzCRYWZBRFyDr12AYUlVJUgVAkQywOtFzFMBnCjQzPzSaV9qk/IXw9hHAYY5tQIRiBtqvaRr1tXexEgwX4cthwRYQDXWqyNOLll17i09/3fXOpLX8Os9g3GKPJZMJkNGV/f5+lpSXOnj2LlLOqvvbr1FJGXhQU05JSFDjjM0O+WQmeQFXLn0dMSVRKWewTp336g1WunX8T3R3wG7/6b/nEp36AF7/xDd58+xwff/Z5nEopJ0NWlhRJEoM95GB7inVTpFOkaoCLZ3hI+G5RFOGqwnf+1hWTfMp0eOiB5m7GQ2cjIpWQxF12drY5kUi80rJrjC7Ypp4hjuO5HgiLhjpsBO30oKe2344DzU/hFsjrZnUTjcyfdQ3OJIQiilQDSpelxmgwWtDtDHj99Td54/VzTMYFjz72EI8/eR9lUWG0JVIxAkm/N2BtdZ33338frTWnTp1qQiOhEuIkQsmIra2dJqtyt+NuWtF/Dvh+YEMIcRX4eefc/4PvLv25hZd/GvifhBA14YB/7pzbvZsTCfFdO3aPERRGE3VS7nv0QXarCbFMSXsdJocjYiEpDkd85MlneOvSeyiczz9b59urhV1fylmvviSai02hzt/X6ymwJD3JaN59tHVoYaNQ9UijkiQJ2IRFKsW00kSxIjISCUjjm4FESYJoaS/GQqCUZeogjiVlaerGoyCE9FhDwEQiibWO5bFlcuUm3RPr5LUx6madhoDTiRMOdvcZHRyCc3TX1jh16lRLuCNoRsZE0axvoZw6Eqt8FWjtYnvx0NpYOoMUEmE1xsS1sEoMeoSc5CwphbEVajrlva/8Dqe7A453HTvv/xngWHIFaio4vHXI2voK03LU6CloNSWJ0zoHn5AkgQdSeUaitdiqQpclvV4PIQQnV5e5vrPDo2uPkTgvHa9ETSwTAmcNWdLDVGVdYCewRtauvAOhbyetkWBNMLQCIaSvSKs9BdekgkGoeRDZi50YhKmzHZVBidr7UEOQ0uNGOkZXkqq0FDZCiBRdVBwejPjGu29x8fwl0k6Pbhaxt7NLEp0lLyYo5dje3m4KnjY2Njh9ag3nHEUxZtDvcXh4SCdeRpiYfFoyGU68TNsHUHO+m+zDZ+/w/E8f8dzv4FOUf+XRdtONMXS7XcZ57nd1KWqWl4+VqmlOVVa8+uqr3Bru1l2bBTULofEIggx6HMe4SN4WW4bXhjFzJW8XSjkqdQXMQpcQTtSpoBJBJAUy8QbGezMBZwhHEUSxV1aOIoGuAth5dFQllOQb3/gGf//HfwRtvFdQTHMsjkgqLl++jNWGfqfL0mBA0YQqsjEMwSiGcw34Q5jkbZ3LxayMtbPUX7thiRDe8EkVURVTqkpzcHBA1l+l1+vQ7SUUU02aRGxevcLyoA/GNo1alfSZj92dnTniUFQzW9t1CkIILl6+wpPf8UkuXXyfBz/yqDdgpu3ZzUDiYOzbVPhFSTvnHMZVzX31xlKAuJ3kFG7gnIcQ/t7y4Gxd6IVIMMbWmQRdl0kLSmMYHR4yGU65cukyly9ucvL4MQ5HvnhrNJowHo+JYh/C3nfffU2vDl97M2m+28HBAaurqxjti6Qmkwn9fp/JZPKBsnv3BKPxqCGEDwuKquTJp55iZ2+P3vKAjY0NDvb2vLGoNNL5hRbHMXk+9oZBeUJSSF0GqWwhBFbMGm0sxq5hzKoamXtu7m/Mg1LtsKDJhxvQ0uDhF4kINQiinpjO+p23fj58ppQ1kcZpxBGszjzPGQwGnHvnXZ780DMcjkYoIZBKsX1zC2MMazVWAGLO4C2qA4eS4DYuEXobLhqDNtgmW69rs0GV8m3ShLQkWYRxsDzISNOIJBZ0ul3KsiBeXSJWCYd7+42ojq5TjwHvaQDBOiPRLqmWUlKUFdeuXePkiWNMRof+u8TzFOQQImltG+HYEBoEDMEaT1Ly965o7mfwFLxxYe641npdR/+eYCR8ZaOoQ1crfJoxLyty58MDa8G5mEpDUVQU2muCCJUSqS6Ritm5tU+UJk3oUhQVSdLzAqylmZ1zHKFkjKtbC6ZJB6MdB/u+KYxAUeQVOImSd89ovOeMQnsyaglnztzP5uYmvaUB+cQrCy8tLXG4u+8bnDgorcPVsVva6dDpdPwFqydriOvDrhG0CtpGob2gQ/qz7bW0OzEZZxqjMFtwopElK8sKKQVF5aisgURibY50XoqsOaoDQc2qjGbn4Zz1oGXlmhBobkSCophy/dIlismYx59+EmMd+3tDJqMRZ8+ebXZ6rTVZkjbGwKdaZ81PpJwBoKHhS7ugC+Y9heB9GeuxnlDsFRZsLByxMF6q30xIo4jp/g10HJErxZ4NRsghRdYY2UQpkighSRKvERnHXvRECFxN4gnn1ag9WcPhzhbLqePVi1eopiNk2mrZF8VoXTW7arssOSy4MBrMR9p5A1irWAgRt+5PDWA3RLLwvxf59UVtCoMgzzVORBSmw3RSMJ0WKCk9N8FkGCFJ+30qPfLy+0mPMi8wRqNURCfuIUXMZJLP0ZWNcYxGE5SoGlB7NBr58DFbIc/z+nw8tvVBCqLuGaPQdsPDze8OBiwtL1NaH0YUle9gNOj1yDKvJGOModIl1mkGA6/xF6VJQ/kNYrC+Y3PcfEYAnYL73M7vh93K6tnf2mh1pCLfAVvPEGl/8f0ki+OoBTpBWVrSOELGksrOOAjWWYRQWGfBOKw1SOm7GhutybKEcVHNnZtzDmSt9mM0N65c5amnn2AyHjEZjTlx7HjjagOoOEbXSk1KKaIjdn9vHGbhUfs5n6LFZz9qmrfF4aSkNBqppAd8cUShNR0GWxtOhO+Q5azGuNrQSufTvnJG7vHXzjXlye2SZNEy8OF6K6VIMShbkh/c4sU//SMGWQStCtS2NDrMwqNZmrgNGNZZBxsIyiG8qMM8J1oGAf9aQ51RoF54NBhEUVmMUxSVYDjOKa0/J5UMsNYhVYKMJVES4UqNVLHvq1HXNYQMitaGnZ0Djh1fauoe2tdMuHZPU4hrXAZmHqsQ4gOVTt8jIiszoxD6HgIsra4wKXLuu+8+JpNJ05QzSRL29vYAmpg2S3whTJQmyGjmboZJ0O6lWFWzFuzBe2iTfcKusdgWHG4vPFoMG+bKt53EOolxUGpDpet0lPUEIGOh0hbrPG9eKYWQnkfvPRM3twuHod2sbdlSp8P777yHALI48cVAVYVxDouv22hjAW0DFybWUbTctovdfrSvTXgEJako8u6sUDV4KT0r1AnP669MrSSFxCHnJP1NsyfP6jZ8Fef89w+T3FqLcppUWm5dOUd5sMWxpWwuYxDOtclKufkSaSEUUkZ1rYysjcLsYQ2NBFp4WOPva9AMbYudWOtDgulE42zMZGI5GFVMCzAywcgMLWJc1CHuDlBZB5VmECuSLK69W9FkOsL1f/ONd4njhKIoyfOCoihrkpuoMxkJWdYljtNaQzRqUpdSRkRRQlXdvazAPeMphBsYLsTq6irTqqAjM4qqnNvJ4jhmPB6D9gtpsNT3qbIoavouOundcgR1bNdQEeZ2ybaL3A4RRB2jL0rC+bQh9WMGaoZF1R5OSLAG66zXmqwnYnBRw/ALzqfDpPTiq1EMVelQal7tpwGvEEgkVldcuXCZ+x8+S1E5TFmR9ru4GlsBEPWOGzwO41rNZ6T0wNjs4nj24xENZ2bnKkHO/t5O+QpikA6nPFZiAdXc38h/qlOAaBY9gHAS7WpUvz4Hr80JttVivX2PMgnj/S3f0wLNWr/Due3rXpTGWISYnV8w1uF7tL2itmH3Z9vc7XCV5lKkTR2EmRnYsNEIoXA24urmTa5u7dLprZJ1l1ERRJEgkglpmuIAoZRX0pL+e0qJb/5hAWFxVmKM3yQODg7odrtzoKYQAlWL0rQJWXlezmFg4fzudtwznkJ750lrmXPw2aDt7W2yLGvc+hs3bjTvWVlZaYDEZndX87HwIkK86Ia2eerAbb+3jxV+bj8fAK2jNSX9DmRqIovHKmY7TCC2WOd7A7Q5DYuf21yTuk1daE6SJIqrly4zqHsdBOA1jmNUPLP7izt8kGjv1DhMlmXN722j0A6pwqPtfbWPJ6UE5b0tJ0L4JnFCIaMIi/RgrxDNNWtwpJpxKqSclYk7d5txaoyQErz84tc4vraCMCVO542mZNvbCarN4d6H4y16Tv7iyuYRvANdzZD7UBQVaifCQ0pP/Dp37hx/8B//kG++/ja6olYRixmOp4ynBdOyYDgZI6LIGwRFHSbZujFPLTJc328pJWna4eWX30AIMae7EM4lvC70hQiYS1sy8PZ5eedxT3gKAoF0MThBnHWxSlLKCDEsWFk9zlBMcEJgAKG9fHWU+ElfRXW35SylEgKB8A1TrcXi3admUVkHQuE7wCkq40E3nCNCeCai8p8TKc9KE0kNUAX4OZK+pyCCoCXvY0ozt/v476VbZldgERTlViVZAAAgAElEQVTGIPIEmSqE9M1EnS2xtl5I1hOX/GZsiJ1n6BmhKKwvvU3qlGaJ37kkcOPyNR565kNMTQWRohSWGIG0oOV8P4GYVjbBWp+xca4pnGp2fRFcWUctJImTEU5KIPadgYXA1u+pEJ4fUu9gUsg6eyLraxTYl/V1VzFKOai5BR3jEDIFFEJkVKLEqAKnE4gVFoOzOatxTJGPufb2S9w3KNm6+HWOr0h2b11jsLzEtPAdq4RMqLTBkVCJKVIqIuebpUgnsZHFYpE1SStWCkp/vZ2gAXnjNKXSEyBiPCmIogxrvdtelJoiN7x3/jKjcc6pU2d44qOPNM1ognGu4llMH+ZIlmVo43CUCBETJ11klOKqEmzAM5xXfK5irl8dcfzECsbkCFF5lqWLGuzHInE4ZOywovYQ6ufvkN0+ctwTRgFq8pKETq9LUfi0kMUxLT1aHXYMrQ2T0Zhep+tdJOvIktkFv42+XI929qE9GgCxFbeGXeROknDhPUopcO723ebbjMpoXGWIYx+KlJUhjm+vWgwovaiNnZRiVlW9cC5VpbHaIIVoinOstUh8IZQQPu0ZKYU6Amz0nzFfTel3b59WQwi089Wk1s6AycVcP+2f67H4c3hPqi1KxbVMvi/QlNIHRqaqQFkiqejEEXk5ZmN9mWJccuXd16As0eWYNFLs7G3z8ec+xFe//FVOPvhwXRgUISXkeUEUSZIIrPYlz8pFOCdnk1+AQiEcRLHXOKh0XaJf972wKkYQk3b77O+PGB6OuXb9OkY70m6PtRNneGR9g8k4h6Q/1zFaKYWM4kZbMXhbxhikc95rqOdnmqaM8ynRQrYgSRLeeONNjp/4Hj83jSNJUrT29z58Eb8x+cK8u52Pi+PeMAp1/CtFTc9V0gNkkQQsk8mIkHaR2tJNUqTwQJVSikgqWACkFglGi2Ad0Ny4RkrLeYGSBpyqd+LF4zUceW2o6nZeH0wf0mKMTxfFcSjVDS5fwE4cUZT4mtq6Q7KVCo2Z5cWZqf8IAdU0hyRCRN6oGRxRPDOCgcl559swHyIFHEDgiWOxUDhXh19C3m5AjjAKwTi1PyOoBikh0E6ipcRIjytEQiKFI8ahMCjrSMWQ/PAmr7zyRV558S/4iR/5DOiSG8Ob9NdXwEVsbh+ycd9DHDu+zngyxDqNNiVpFrO1fYN+L8FDr7VHpBJkXV8Sit9KU6GVB4cnRUmp4dblLYpSs3lri+XlVR48+whK9cmWlnhk40GU8unZTq+PjBJsJ0elydx3NoAQEXEr++WcI4oTlDa4akbICgD5bTPGwvLyMl/5yld59kNP0OnEjJtMRU3KcoFGX/F33yiEXTFSnoghvGpMv9dDKMnw4LDBGWxNnEGIhqAk6/TYbVLsdbwbCCzt/gzBo2ij2YHF6MLfrZl5BMzkuYyxKOFj7IP9fWCmk9i+Ee2f57wWQZ3LAqsNqUo9Fu9mWn/NOTnrC9ysI1YC5ySW+fx6MHp7O7usnTzuC8jiGQFIqIhur9fo/3f7fYqimPOc4jimMrMuyQ2WELwMqRqMQIrIS88fMenCucwYgcxSm61rIqVEpwonLU7VbVBLjXaabpbSSwXKOrZuXGVkD4ms4ZFTK6TPP05XaUxUYsoxkhV6vT63dvbp9AYcHh6ytrbG5uYmg4EXZ62qCkEXnMU5i3ESFcUU48J/xzhhMs0RKuHS5WtcvbKJUBmra8c5eeo+sqzLycc+XPcBlXS7XhF6VHrsJu10GE+nREmHNPLzNKnnXXMNmJXLh3vs2Y+OQmuKomhwnbFSODO7nsHIlmWJFBHvvH2Oj3/8oxirqapp4320pfnCOminTO923BtGQdQdjjpeNCJOE6RSDJb7vP3mW5w4fpyDgwM6SYqtuz0HhNzVyG170bUXcojf2sagnb9tv6cucrvDKbZc4vqi53W/wg8C4kCAInxs7ayg0hYZhfy4Jy81aTfhkDZEDf53Vxu4MLnC2Lx0hZNnThNnMYXVnv8gJdJYpuMJh/sHdDqdhv4ayEpQexytSs75Md9qz4cTR1+bRVB0MXRoA4UTY1hKYlxZEAvJxsZJhsMdnB5yffMKr7/8dT758Y8i5AhhKop8zP2njnFz6yrHTmwQZ75lmpApVZXDeEwa+d6Wve6AIvfEpThK0SaiqDRx3GE4zsmto99Z5e333mU8yZkWGu3g0cef4vkzT5FkfY97iJgoicm1I458ync6nQKQ9fw1zMsClXQhikjSFIkHBGMVe+/Wkw6Q0huGKJkRoZRIKMY0vIwQugpmoHcbeKYuvT5//hKnTp3AOkuWZU2/h3Bcbww8N0IIjvQ+7jTuCaMQdtgsy5Cp10tASfb29uiFHU5IsiSlELPJ5bUWLc46opZ+AsxwgTaHoH1xF7ngwSiENCbcHt+H1JaU0lct1mmgBoO4+29MSHdZ69DaeFe5hXc0RqHWklcOvztLn4pcdMsBDvf3SZOE/ckEIomtdyMVRRweHjapK6Ekw+HQl0B3Ot+me1A9mZwXLWmfX/v/8LOrr1cb22kbiIYNKARZkhCNxqxHCZEuePFP/ojN6xd44P5jrK/FHBsIUjck6YARmqI0qChifzpiLTnF0soyRW5Jo4RYa6wpmEwESeKIIh9vRxGUpaGoNBvHT/DOexe4ubUNIsZqx+raOifPPkinv0J/eZVSe3A6yVKSrEOpK8qypNPteE8zikn6vkisk/YpypKs60lwxmlEpLClbUhEq6vrVFXFaDSqa3D8NfFzRxDXIHAcx8SiJcDDzMuaXWMvumGNYHtrhxPHT6FiNUfd9rOrLvduWJd3PTGBe8QoIARx3bAi6qTkRYG1hkuXL/Lcsx/i2uUrdLIM5yzEcSOKaYxFSY9sY+fLVxcnYljYIV2zuBt6Q9PiISy8t11MJIRnHB4eHhLXhVUfxBKHIaXEGnDWF0ER+AO1J+RtR516bIBA54Vfa5dxrsAHwbl332PjgTMeuBKg3HzK1BhDUjMutdbkeU63262ByKPDnXBB/HOyWfzt17UxBZgZ4duP1bq244pkPOXaxdcRw0OGRcGZ5QGnlzskSYm0I8b7N4l7A4yeEseKzZubnLj/DNvDQ1a7XbycmWeMejwj8SpF1hvdybhkd+eQza0bTF5+i05/wKOPP0unuwQyptPtI6MYlXaZ6jptG0ek3Q4HoyFJltBfXfLKSC60hqvDH1OXt0tBf2nAZDIir0oSp4iEZLCy6inbUpFk6RzIamoQOxazRR/mqN+g7nQvfGm41oa3336Hhx893WBFqk7FWxfCBs+SDenvux33iFGAZNClcIaqKtHWs9+eevxpbtzYJusNKLXGKYW0s50mFhJXG4Y7ufBtzyGMRSKLxxwSwGHdDOB3tUfQvLbmE/RUxN5kiGDGOmtnINrg2+J5tJ/3WQ8AhxMRVb3YYyWR1oF1FHJWnCWkAGNRNbPTOkukZoar08u4+M5bPPTIg4yNQTtJhSMqctYHAzavXCWuBT7iOAbh0MZh4sSXgjvpqcyAFB54ddaTqZwQKEALg8EhRY3J1ICWkgopBSX+fmANsfDG1+QFaZYhkAjp8SIlIgpGnH/l62RbtzgVJzz2iQ9x8/p5bDUhzgRLvT7jomK5FEiRsnOwRyK7HOuss7+/j7Ma6QzCCqpSUuaOqSwwFi5du875i9dYOX6Sp55+llPPH2vEfbXWJFlGZRU6aHUqhZSGmLTuvOXoZV3PmC0sJlJEMqamoyKsQMSqrq/QTMYFadpHigpjPE7QS7ro3NPvi/EBvpu4AWdRAiIpGY6GTIocFUXoIvdYWZZi86D5UBtWp2vauL/3UaKwpuTcu5s89dQTGDNFKTCmAJdiG00HgzF3T1yCe8UoQFPwUtQxeifNyPO8saxtJttRo734v9Xr2iOEAqHaTyrpxTxqKx0MQls3QQnJaDRqzq09Pii20B4N29AYVM1uW4zvZ5Tto41NPp4gIt8zcWoMWb+LVJFvnS5qsRocutZdUFGEcKpRaRItAaw7gojNCbuG8Cfq3z3/QCDqFuhREuGsI44jlvs9JpOcGzdvMBwOGQ7HpKnjo88+zWMbG0xu3iD78FN87f/6Ivffvwr4cHLvYIhw657kZQVpErO9vU2SJOwfTEniDk4qrt28idaWC9c3SbIODzz0GE9/5Lvo9AeoOEHHXoMhSRJkVRGnKXFt2AIJCCCKZ3obwdj7tKJP7eqirLMY/noMBgP2a7A5z/Oan+Ab8+7u7rK6ujrr/uQ50mRpihZ+XgVQPEkSSj3rMhauc5gXrVs+d2+qquLixYs8/sQjjMZ7pGmMNbe/7oOMuxFZuR/4FeAEfrX8knPu3wgh1oB/BzwIXAR+0jm3J/ws/jfADwET4Kedcy9/m8/w1hfP33fOt3PHeFFRD8h4r6ApDlLKT0Y3W7wwY7LdyZ1v8/nDa71R8K6vrHe/5nPa51l/zv7+/pwCMNwu2faBh1A4q5sMgEhiWiH8XKag/bntECeKJJWzfPlP/5R/8MM/xOFkSmUmdHpdplXJ0rF1rl+7Rpp0fPVkr0uWxmhrUNYgWkzOJgyTlqZQ3AVwTHn3tpWCdMbggMxGpHGCNZpqOOadd97h5Rf/gnw0ZHDsBM986EMsrayx2k9IheBSmfPutQtUWM689grJIOP6zjYPnlplZWmFw4MpuhIc7k/RRnI4HNLrDbj63kVUd4XrNy6xcfI+zjz8JCpOOPnMdxDFKf2lZaaVJekMyMuCSPoCOl2BkhlJ3EXIWTl2YAo6bZhOpzOAMFz/OPYyeTW1Po1jhPIS8oGL0O/32dnZIY59qDAYDGapxiht5nIkBUZonPFsy9FoRNzKInlMYXHetqaK8PfD1R5jURR87Wsv8txzz/o5bV3jwf1VUpN34ylo4L93zr0shBgALwkh/gj4aeALzrlfEEL8HPBzwL8A/hFehu0x4JPAL9b/33GImnQRdiwVRdiyQkmatE7gE8wuysIxWovzg4B+DclHRg2jz7p5gyCcd6exvstQyG4EUZW/iSGEwAlfBNUApG6mWxi+m2mlDdvfe3a+kuVen3fffJsnnnqSylnGlUfhtTU88PBDFKOcvCrpDfr+WMLXKCxOHv8318o01BoC1hfjzGpAZu/pR4qvffkrvPjCCwgE/V6PlW5KlSiS/7+9Mw2SLLvq++/e+5bcaunqfdae0cwISQwIjRAYBDIg0EJIgg9gPoAEgRfCEDaOwBibxdiBAdsBJrCxETaywQaEkASCMCAkM4RYpNGMpFmRRhoNs3RPdXVXd1dlVma+5S7+cO99+bK6a7oaSVPVEXU6Kir7VVbWee/dd+5Z/ud/8oSOFEirSWSC9ieAJWOwOKAaryNVyuLyITZHUzKV0Okt8dxzFzl+8gYGziE2htz/wMdZWVnhxqO3cPzWl0LWIe30kUnqR+I5h1Yd0lQxrQ0q7WAcTflaa82kKHG2bsrAERqeBOxL9CDid+t8IVgKgak1k7qksq4ZSBul2+1S14Zut9t4H0J4hGeedjG29vM2ZIWzs/J5L00Zh5yPUoq43ccNzOn2vQlGwfqNoCgKet0+zz13lmPHjqDUlccL7FZ2w7y0imdpxjk3EkJ8ErgReAuepg3g14A/wxuFtwC/7rwmHxFCLAshTobP2VFMVWOSBJGlfmyaUr5Gbzy0VwhPu+4RbzTuqxQCqw1OzKZFxxsfZe7BaVUf2rgGTwkedj5CQsi55pnw7p/l3NoaaczqtwzC9gTn9r97tdDChIKE9W2EvnyGIFWzMl7bC2qXVKPRlOGaGGtZO3Ma6eD2O+/w18o6jA1lzDRhqddFW+MbklqeQRtPoJSiNP5epEqR5jnGWnRRQmCyItTAoy6//Itvp5PnDLKUbu7Lg6aaIgX0shQpnAd8S0elJElt6KBINkq2iimdvE9ZOyYbm6G5KqesLY9+6H6ETDh0eIUvf/VrPfCsswhJihUpGoEVCoTv97ABLKSERghF4iRGW2o7G9wSp3YLAWmqqOsS6+Z5JJr7GoxBppLWMdWgb+Nm1Ov1mv/H9SWlJO900VXtKeTxa6+u9RxbV6/X4wK+bG5aXY02QNHbaw0Ct2iLUerSRV9y7vdzHPay89itXFNOQQhxCvgy4D7geOtBP4sPL8AbjGdbv3Y6HNvRKAj8hmSqusnMKqXIhCCGudZEYhMfu5rISRByEbpFltlkeK/gWTzfwxnLnPG1dGE3DKHM5saGL9+Z3fPdXZt4BKcQgtpYoCbNZnMpouxk/UVgcnJAKgRrp5/l5NEjqMGAelogE7+IlUop64okS3EhZELOL5y4oNIsGk7NdFwHpmwopxUbF6dMp1OOHTtGmqYsLi6iiylCKaRz2Kr0EYZzVNqQtfggnfOGSlqLtI4slRiXY7Xi9FNrjIbnWd8YgsxZXFzh8NFTfPHLv5SyrrEywK5lTpbnVFVNkuaoLKXTGbR2dxcYuQpqN0NaaqdxOJSTIc6PFR+w9SxEbRuFNMmwwZuN69Wqy+/JpUuXSJKs6XuIuAYZDFGSZDhTI0JeYjQaeZDVeIwpZ3D87Z5vHFLj9fLfPdlvO/dkee7MGnfedUvz3shTcS35rl0bBSHEAM+/+IPOueG2ReqEENfko4jW3IfoFifZbNhmZQxpmGkAs4ajK3HsWWv9Ls883VhMGG2H2V5JXCgHepe5VSEIeYxUKi5dvEiaZaR/+3zijmKDQZAilCIxGDcLn+bi29ai3S4ijLLvZTnDrTH3f+SjvOJrv8ZjPxzeYwiISGmVxz4IX3kwdgaGignYqq6xxuC0wYTBrLqqIfGNPouDBV9Tt857daYGG2nkBEZXVHXNtC7Jsg4OiTaOWhgyAVZpahxOOR66/0E2L6wik5rbbr+JhaWMk7feydLiUXqDPpXLmVpBknZCy7EjzXuo1AZ+AxcG8oDRGikBY0mEpHaexgxCw5Pzmfq4XmakLvPzQuLrspxitQ6EvSGPIi/vo4lJy4hLiOGBnhSkSYJSkq3xiE6WonUYFsus9b7pcm0ZT++1zhugaAg8K9TMMDgnOH36NMdPHAsGxRCJZ3YruzIKwnNRvQf4DedcnBu5FsMCIcRJ4Fw4fga4ufXrN4Vj2y9gM/chSRMXKdJQgfWo1g3ltx+FVc25YxHkEV3AiF9vw0gjXdhucwzbH7JEKizeW3n2mWdYWFwEYzF698M6r028YYCZ+2lMNVffhtmiuEx/59GSEpiOJywvLmCN49knn+LmU7cGEg/Zai7TCKWanQczS9AaY9jY2ODCZJM0zJ/MkpQE4SdLheuSCD+nIpXKfw8kuUpI0gCKcpXGGsg7PZwTaGvAgBIKjUMrS600S71Fbj15AkfByoklCicQ2YBubwHtJMNJgUwzSHJ6/R7WVmxsbpKnHaT08zKnZUWWpWRpSlUV5InCWuOh4aGw1HhatpXdD2Fn1ZpG3U64yrD5+LBVXrZBRfxLhNXH3x+NRk1IURQFnU5Or9ejKqYN7Zwups1DGykCMLPNMMsyWsj2bbiZmdcqZRKo+w1ra2scOXIkzH+oP79GIVQTfhX4pHPu51s/+n3gbcDPhu/vax3/ASHEO/EJxs2r5ROss/QWcsbjMbousToQrqguugr1/9AKbaqatJNT1HUY5+4Reo4ZoUaWZViHH/UuFTIVDS5ctay7tTZk0EGjsYHLToaFUAfvoahKnJJUdQ3OIVshRjuhE49dawwHoFpTgR3OrwknMHXo/1etSVDKhgd7BhYCqNXMm0jzhKoqcM4xuViiTxzDlJCJJVRSQ1jAmRLo0nMDjOtZvB378RcT34EqnMBWNS5NscKROI0hYWIdvV4fg6G0RdhBBSSKwnhMf5Z2OLJ01F8bh5+EJcCgUZWkl6TYkWPp1iMYaxGiy4QuSZqQZzmliNwA/jrrqmRq/AxGQSRl9U1qufKt7U4bFApjBNaKgM8wc/emDiAfrMPaGk2NrD01PJgGWg5gdNiQEoUOPTEEuj6BJBEqYD2gdH4Dm0y897G1pTm0tMyknoK01Fpjqprx5ggpEvKsC0lFoUdUkxJRu9D278l3rPWYhnj/2xB+6RTO+nK6wKGSFOm6uMoyulgil9OQQP/8hg9fDXwX8IgII+eBf4U3Bu8SQnwv8DR+0CzAH+LLkU/gS5Lfc9W/4ODiup+Dp0NeodPpNKQjsSphjAHlcQKRZWl55RDdbpfY7yGEoCiKuaYomO95iDJXthT2sgc7CR7ns6tnQ4IJj5xsqR7Dly+UxORf7LFwzuGMbrAVbWknoxrIq3PoqqYuprgsYzLdwpi6GTcnQoLWu6iSVEqk8th8afH8EWK+xVophbPe3e31/NyGPBGsnltreBXH4zFKKVZWVhCpL/kaZ6lNhRCekM1JQaoD41KiuOGWU1yKTN3jMVmvhzaGHIupS2SaYGqLc8ZzOBAo96wHnSmlqOoZG3P0LH0INss3xevW8FgGY+VnNbiAkgweg9NhU7q8Hdw27FMJUioECqsUVs5wLXUZZleOtjh69GizpldXV5FCkKUZ9VQ3YUf0CtshYtuQbfcQ4/ls74Ox1jIej7GuZnFxMNdZezXZTfXhL5grOs3JN1zh/Q74/l1r4H+nqffGky+KAonFaI2uK1KVUNcVzgnSLCPvdVlYWCDr5IGHcMbB6MtCdUNyGXkfZ52QXubyIszKQ427DqytrXnshLHePWfeKLwQ0r7pzrkQR7YSdkG23/i4s2RZxtrZVY7ffBMCQZZ35heX9XDYTiRKDfVv4WjGxcHlBrBZkFqjLVw4e665zp1Oh8XFRd99KWIJ198TYR1ShUSxAElCogSj4RgpPM8jTlKVgbW5DESkVYVMk+Y+Cmdm1aYyHAut4tY5rBZN1ard2N48cLHiYiOLlQ0Prca6CAsPzEZOIAlYgpBTMA2hbAoyRQiDcAojZiGus84TuaQJRTmhl3c4d+4czhl6gwFFMW42smjA0jRtqhrbQ8btXmg0dFzh/JxzVJVmONxiZWV5d4uNfYJoFEJweGnZx2CXNpp4Ke8kWGvIcw/DHQz6WOkJKjo9T+Pus+Y0N6xd019cXKQKfAd5nl+GKYiW2VqLVLMLL6Wf7js8f9EnH6XwfCtupm+7BHnF+v7neD0glE3lrPmpXVmJnsNcubX1Z9sPrxIwGm5wzJwklT7nIFp/J17vpts0VGEEM7BXPGchYv9I0LHWIBTa1HziLz/M4YVFsiyboyPPMx/rjjYuMV09y/Hjx+l0elRKMRoOEVJy6vbbcM5wcf08xaTH1tZWcy86SeYH+KoZ3V6apjg7G3LTlGWT+U7PqLMJ1YfSznAm4UL566t9MtXZ0lOt2RopvfewtTWkt3gIU9d0kgxd+O7YfGmAkilKBXo6mXq4fJJ63EfwVrSrsHnC6dPPcuTQCktLSxxeOcTGxUvUdc1ka6sZ4xe5Odp9LdsTzZd5LK1qhQ/9wDnPhWG0Yaornpue3/X62xdGAWBra8u3m7baRxcWFlhbPUunP/DlK9+J0uz8UsrtRESNxMEfcex4u2svSnuxx7HzcZjtaDTyFObSJ9IC4LHpb4zSzlR/oWV286/8N+PkKf+69bMwwHY8GnFocbDtd2YPjxUzQteI2djO7Dx74AROBRr8xHmKOkcTusXwxFqLqKxPHLuKC8+d5ezTz7KwsMDg2HGOnThBr9fl4vl1ulnO5vl1ikBHnue5R3gmle8ODXkQoSQ6TQHRrIPmfNU8lyOEzkMzS6BGbIC2fqybcw5ba0ytMc5P815aWmBra+g3iOkW2dKi74JUma96pApTVzjpk49OSmQq0LWjruoG1CQgTPUW3HzzzSz0+jjnGA6HVFVFXdd+bJ6ehRAxCdy+xzttNNG7ns9vxSYoR2xguxYSoH1jFKK7lIdhLxsbG6yunmHQ64OwSCU87FdIvxuogPQSfg5B3MXb7lSTGwgEFG0q9/je7Q+WUopLly750CPziz7k/Jqcnnqh44cgjfsuXKPL9vOJ0j6ulEdjXrhwnpUbTnr25vAeIT2vn3WOOm3XvEMnoJ4Zg7ZR0NrhFCS9jMlkgqwrCLmPWBFq6OKNH/DqjE8A9vMuuqg4/dQzfnCNVJw/t84Fp1leXvYhW6dDVU59P0zpNwLtrO/XCBUqyeV6mVbPSLtSJbWaCw+VUkzqMpDpuKaxrrYFYHnwwY9z9rnnwFS89OUv58GHP8F4c0gmFHe/9GX0O110aVDK4JRHxOrKbygi61AUPhwejUr6/T6nTt1ClmVMx+NA/FqgddXAoKMn2CbZactORqFN3Np+rx+CHEr9odlvt7IvjEJ0UweDAXVdzx7KNGG8MWZ55RBOSVyS0O8s+Addpj7xJwRJKIe5gCdQCF/7DjvVwsICFy5caOLd6DW0ORY0vtknc5LNjS161jMcuVYJK/6Da0Mrfi6ibchwz4GLQru4Y47jYM5vavEooiUI3+VXVxVCzm57fEiyLIN6RnkeH+jtHlacQi2EQElDnihMrbn/I/eRpTnWlSSZxAlDHdGRlUFXIZ+gHJWZ+A+rHcIaxsNNbFkwKkoWBkssLixz6dIlP8OiKpEKjK4QUmKtD/lqKZDMqOUb/eSsazWeh59c7a9H9B4BrOpSj8d0JCz0ciqj+fgjD/Dt3/lWfua/vp1DN9yIFgkVUAEZILXhfb/9f/jpf/vjvOymQ5xYPMlkbUKnv0y9IHl6tMahbJEsyzly5BiHj5xk0F+ksILxxhirDVUxxdY1dVEjjMbVFQLTJDjLugh9NtEzDOxbQeJ5badtT9MUlSjQs7BTpQqty7kk9NVkXxiFuGOPx+MGAbawsOABIHnO+bVzHDtxnH7ewVg7o4Df4UQ9l8A8+CT+nViFuOxBto66rDh79hy5SnDWPi8B/nZQ1F7J9lkTUXwS0BvK2KxUllOP+5+O6Xa7c9dmOp0ihLpsl61C7iIamEjoEXEj59bWyJKUkydPsrm5yXB0kV6v33yGtTYMMClD01FLyaeXSKEAABU0SURBVCxjY2OjuRddo/nsQw+yuLjIoaUlNi6s+wdYpogk8QQmoWoRwyghBHXrXmo338oupaQ0hkT4pW6MwYawwqRjhNNMTc246HJxXPDQZ8/y6fNDPrO6zvqTjzHWgb6trPxsiumYe77im/mrT7yNpbziy178Rbz8RXeSLkiWDi1z9OQJep2MLO3gl6hkY/MiFb6KZmqNs9o3n9kZx4Wttc8vhKFH8R5eSdq5rDmDHc/Z0XBjxMTltazVfWEUwGfOsywN3IGepHK0OcJUNcqBNI6tS5tMwwTiEzecbCDJ28WXkuYz9IPBgK2trQaEEne7GENbrRmPtvx4LX31+OtKCca9kLlMdOt4m9/BGYcR/rqdWz1LmnscfjQMQgi09fMotpceVSBkMQG/4OPjik6360lxlKIqPON2nuec6J+gqqpm1sL2gbZtfdMsnfuZqSuyRHHh/DmwnplaVyVOOHAOFc8n5Du00JcZd4VCCNtgTYSwKOeQoeSsnPdOAJQbgxCknYyJMfzzf/NT3PvkJU4/t0reWaRgACqhKisGooOuDZOy5tNPX+C+Bz/FXXfcwINPPMkrXnIHb3zN1yCdQ9aOiR4xdlvkeRdr/Cg8G1GQziBwYI032Npgtb9OwjpSlVBUs6G/z3ffr2QUAKScVfHabeG7lX1jFPI8LiJLp5PxzDOnyaX0w06SlIsXLiCVYqotebc7Ax5dQaKrHy2tc45+v8/6+jppqO9vpyArx1NsrbHGkKmE2tod67DxM7eXOPdC5suq826+D8tmHAhKKSTeIxsOh/T7/YYs1Mfes4c0lhvrum4qCVJKbr75Zj/mfDoNGXdJ6QqyNGU4HOKcpN9b8LqhcbZGm0DmYqHtfnW73aZFWUpJd7lPSU0mO1zYutQMpbEGMhNYpwBhfa+GUh7ANZdLsbH/IzSHBUyHDiVnESZxAaS6xqSSza2K5Vtv5yu+8fXc+8hpknzAeFKCFdRFRSYEuqpxQtLp9RkWBYOVFT7xmbOUzvF79/4p/+Dbv5WX3343djLFdgzGOMZuiNYBJp/lrY5KhzY1xta+dGptg2vwmI/Ug/LElUFwO21G8bgnwQm/qyQiUfT7fTbHxa7W1L4xCrE8mCSqKXk56xCJQiae3VZrzcLSISaTiQ8DnJ9FGMXXpGclyXgMPFQ6z3OfUFLK4w6kb5MuigJhbJjIPMvmim2fHT8numYvhEHYnn3eviDmjMIVSqNC+N4GAhowlYqprkilopd3yNMMGZB4tp61qTsdpllJwZYdNQ9oXVb0ej0Gg4Ev3Wntr6ueVSmAGY27UkyrEm10Q0HW9kTqum74IgumjEYj9GQCxrEx3UKmKVL4yVUq80NYVZp4TyRwG7TzHqmaH0TrS62+XyJLEoqiaB7OtCroHjrEY+//Yx7+2MM8+NlVpLMkVpMYjdOOPmC0QcspRaFRWY7AMikL+oNDfPrJM5y65Yt55atfw5mHPkXXJpQTjcDnL7rdPkmSIaxD11U4d4cTfsCQ0RqCFyYRpEmCCWMSIz/ple55LFm2k8LtDtc2rqENhtqN7BujAFeoBoT5D1VR0B30SaUn2VheXp65/qL55R0/N1YfnPOlM9+7ZdG1rwtXVeX76BG+RNWU/HbWc3sZaD+I2ykJIvyCqCrtwydjSJTyvQnONdWIyNjTPq/x1hZSSorxxE/6NtaDuQJsVimFrmoG/T7D4ZDl5eXGg4rdgouDJdoj6rLQH5EHRukYxuhM0Ov16Iep4jHMW15eIWIQkKJJYBbaU/a3vY1e3m/KokKIZv6iSj1O5ejRozz++ONsbW1x+6lb+PP77+eP/ssvsTouWB8W2Mq79OgaDH4zKkpKMUEKhXA1aIsTBkHJ8vIKf/5Xj/DDP/qzvP7L7+aWw4dIMz/kdzBYxOoKh6BGIaz0TVrSeQYsWyOM98ak8MN2qqoiV5LS6AbZuV3i9Y04kFjOjPdMW0MiBSpUXjrdLpubm7teR/vaKNTW0B30OX78OL1BH5REiqyZ3+CnOjW//byfCyHmUrPZkUVRNO6xLYo5AJQVO+cZ90OC8VokYiuEgMnWuCnPbmePUjKdnX9oNrvrrrsaSrGlpaWmrGeTABd2jq3hiGI84Z577mk+a2Njo+mjqCpfehuNt1i/eKGpzxs8km84HHqezFjKrGtiK6OIsGTn711zn5VCZD3SNKXX6zVTl6xTdLvd5tzjg5N2uw0oraoqDh8+zCVncZ2Uf3bjLdz7wKP0eycoJmPq0lKWFqN98llrjUw84KmeWBzek1Vug8r1MKZHoTNcmjIqL5EWXZaWDjHZ8gldKyQahTDOD/1VYKSP9dPaQ6J96dYDqLSzpFnK+vp6s3avBF5qd7TuFGbUdU2n07k+cQpXkghlRvo5j1hP+5WmKVLJXVdeY+3XWotrwf4ibqEsS5+MkrIpAUopeb6xcfCFLUV+vsUBvV7XVxnUDBI+53KqWb3cN/RMeOCBB3wisihQed64pHVI/gHee8hy7r/vPpIsA7aBopoEmETXddNJWduZse71eiQuVAWU1ylWipQKKMo0IYnTl4SgMgmJSkitIrGK1CU4lePq2QbT7fVYWlrChHyLsgmLxxZ9x+JShx//6X/ny43dPkVVU9aCaWnZmtRMt/wu3ev1SRRMx5rpuEA5S5opBr0aoTvk+RIf+OBf8Cv/4x188H3v4KlPrfLUU09x+PDRUK0Bkflp3BFjYrAenq8tESWKnc3gSBLVXL/t0i65tlG4jbFI5vE4o9GIPM8pprtLOO4PoyA856LWFj8WT9DvD0i7GSrvoBEkwruOMk3DGK6wY0fQUkwsYZtp4kL4l85airLEVDU2T1FCUJRFQOE5lMRPpWqVKhMxo2WDWczWnvrzQoUO8SF9Ph4F2LlBJRa5jTEIJegKi60rXOmHxloRfz4JxtAxGnmQTSL8vEyVZ7OknnMktgUSkgK0ppdlVK5mEMrKeW8JRMpwq+b7fvqn+MBjD5MPenzJDSd553/8OZis0xM5SwuLOOUgSUnyGTw6EZAKqITP87R3PP93VUOdFlGKKptNLvcsRH3+4N3v5pa7XsKpW24jcxWZAtvPmTz7HC++/VY+9IlPIXQPMy44f+5psqzD0SNLbMiSzc0R3W6fQa+DUlsMN9aprWM6NVwcVhxd1mSDkrMbq3zLG/4e/+tN30aSW97yhm9m49w6F8uLTKdTOszG7AnhR70oa9GmxOiKui4pJxNEmpColEjJ3n74o7TXqfJkhp4tTERWMYcJaNw8z6nLag7PcjXZF0YhSzOs9R5AlnWaeEn0Uo9cTBQmJMuUe37o53ZQkcDvFqdPn2ZxsBCornwMJqybe5DaNforJe2ubV7k50c+b96IsJSlZjDoIB3oEAZ48eGSCLmU2MknpcTYGWdhG3m3kyRpzmg65dZbb2Nw6BiVE6wcvZFfede7+L0/eT/HF3P+zld/FW/8vu/hdDXm4rveT16X1ImhTh1CGrS1qDSjEgKjFBlJ89A3CWPnsGLbcNtwveKo+OFwSF3X3HrXXRQh7xA7brGGM6efAQFlVSFsSlVW9Ls98jznzttOsXLPS/i99/4xT3/20xxeGtDv9rjlhhvZGo7Y2trCmpLNjYv08Q9fngtWlg+RpZp3/eZv8rIXv4Skk5F3Oxhb45DYVtk3XksRPKbZSPuqqQTNPICrb0CzazA7FsvD17KB7QujIKTk6ImjTKclnbzXxLM6EYg0w6kwxxDRcBnAvFFoL4q5Yw4mk0mrryKMtG+BX+JCiruetWFmZUvHvQIrtV3Eq4kTO4Q74XuSKb9AK58s09Ywm54JJgC+IvQ2VmBi+XY3ydWiqnntN34TqISPPvxJhmsXeNPPvI1ve9Gd5EnKmXMX+ehf/hWvfPWX88o3fTunrSavSw4nKS6MrkuUH7SLSjEqI7GzBqbFxcUmr5G06N2yELZorUlC09R0OmX19BluuOEGpkU9t5k450BKtAOkQOuaJFfcuHKSIyuH+dW3v52bbriBSxcucn5tlTNONJWOE8eOBSOQgpaMR0MKUfh8rjVkSE6uHOXRTzzI3a+6h8nWiH7WBRnK5MIP0/FGIdC/GUsxmQTk4TxPx243hias3VZ5K8uSI0eOsLF5edLySrK3RfYgUknOXjiPSBNUJyPp5rhE0uv1GgZey5Xj1Cjbd/cYZznnWF1dZWFhgTzP56DN7QUe3fPtO09839V2yM+ntBFrUbd2HmM7os0nlKyfmKUUdR0hvrPvKpHcccftGFMzLYqG+i6WwuKYssY4bisvXunvRl0jfNg5xy2nbueld38Jj332bxiev8DXv/Wt/MH7/5Cvf8PXkQhY7HU5XxV84C/u55Q4xHf/p5+lPLbIUCaotIskwRYVoqhxE42beKRfhPUOh8MGHVlVFUVRMJ1OmUwmfsZjQKZWRQnWMR1PPLQ4JDfnks4ypShs07Y/HY9YWT7Eu9/129x88gRnn3maTDiOLS8hygpRVthpwYWza5x/bpXNjUu+vb+umG6NSSWerBaHNTWHj6zw148+wkKvi3PRABis9S3Z1hrKskQ4X+qu6xqnffYj5gTiuoxAsFiGjGuy7b3GexKPtcuU2yHRzyf7wijEzHPkRrA4+gsDunmPRCRIFHmSe9DKLqWu66YmHfn32nh4mD3wQniEnAhWPH6PEkOHF9IwbJcr1arjzqUD/bdQUJuaJBNU2uAEGGcQieCGm27izNlVSl16b8G1YtXw1TQwtcFALeO507kbY5oS4j333MOkMqyur/Olb34zg+Mn+aavew2umPILP/fTKGfYvHCRoqr4iX/09/mtP/lDvvVf/DDqxps5M6ownQFapGBBGUeqXVPFiF9Rz9gMFK9PNGRt1uvo5cRziL/jnKPX63GkK5lujakmY5zRvOe33wnaU65nUnDmySdYWehxbLHHYjdBmgLqCXU5oi4LpsMtbK25eP4cm5eG6Mo3VPU6nqBVOUuxNWqo8T1D+Oyr1+n4hjIEVVE2+aOdcCntc93tuul0/GCl3cq+CB+01hw9dBTjLEsLSzjnKKuKPO147j8EutY74gbaEq1lnud0Oh3W1841mPJep9ssGm+JZ+EDzs15BM7NiFwjVPRaXLnPRS4Lgbg8VPLegdcpScKCryHN/Pm8+MUvIkkSzp8/j3EObSoGgx6bmyVFXfnyo/DlsDgZMlLAtz2l9tzNncKn9gJ+5vQZPvLww4Dirru/hN953//l3j/+XR5/5EH+4L3v4md+7MfQSEwhmHbgvW//n3zza1/Hd//jf8LTDz3Mve/4ZQZHl5DCkRiLsD5R3Nan8U5aScfGuzGmqYokSYKSEinm+Sfi/b3j1tswDhY6PdCal9x5Bxvn1ummCQ8+8FFuvfEGzj39JI9+/GN0hUA7T6WW9jqkacpIjxELlkPHerz2G76Bt37nd3HjyRMMh+ewRUmWpOSqZrh+kUPH07DmLifgzdKUZ59+mrqu6arQ3Me8t9gGI7U9xO2rUYau1/g7SvkSbZyUvRvZF54C+Lr2+vo6TzzxBE899RTWWp76zN/w+GOPc/a5NaqiRpqrP5DtCzeZTDhz5kzjNTTdly34c/PQO4vBIyhFopq+/Pi++NkvFIqx/bV9Z4geT5b5mPpVr3oVr3/963nDm76RL3rZF3HbHbdRmYozZ8+weGiRtJOQ5hkqTegN+gwWF5oHqwkT7GwhtT2otlHYaYeKO/DJkyepyprVJz/LV73udXzovvv4oZ/419Rrazz36b/mP//Cf+B33vceLq1d4OEPf4yn8hGnNHzsg+/n3X/6ZyzdfTdv/okfxx45zJaCQgkqOW8M4/m3H4ydQketNZPJZI6bMbboA3STnHs/8Jf83Vd/JZPhFpsXLlBOpnz4wx9GFyWPPfwQC10fDqTCImxNt5OQCoszJXmaURQFTz/9NG9+02soy5IL59c9+XC4NwmSS2vnA9P15V/ltMAYw2g0IlXJrDzZurbt87vavWgbdPBGYmVl5Zo8XLFX7vCcEkKcB8bA+l7r8jnIEa5v/eH6P4frXX/4wp7Drc65o1d7074wCgBCiAecc6/caz3+tnK96w/X/zlc7/rD/jiHfRM+HMiBHMj+kAOjcCAHciBzsp+Mwq/stQKfo1zv+sP1fw7Xu/6wD85h3+QUDuRADmR/yH7yFA7kQA5kH8ieGwUhxOuFEI8LIZ4QQvzIXuuzWxFCPCWEeEQI8aAQ4oFwbEUI8QEhxGfC90N7rWdbhBDvEEKcE0I82jp2RZ2Fl18M9+VhIcQr9k7zRtcr6f+TQogz4T48KIR4Y+tn/zLo/7gQ4nV7o/VMhBA3CyHuFUL8tRDiMSHEPw3H99c9aIMjXugvfGfzZ4Hb8QzaDwEv3UudrkH3p4Aj2479B+BHwusfAf79Xuu5Tb+vBV4BPHo1nfHzQP8I35H9lcB9+1T/nwR+6ArvfWlYTzlwW1hnao/1Pwm8IrxeAD4d9NxX92CvPYVXAU845550zlXAO4G37LFOn4u8Bfi18PrXgG/ZQ10uE+fch4CL2w7vpPNbgF93Xj4CLAshTr4wml5ZdtB/J3kL8E7nXOmc+xv8wONXfcGU24U451adcx8Pr0fAJ4Eb2Wf3YK+Nwo3As63/nw7HrgdxwJ8IIT4mhPiH4dhx59xqeH0WOL43ql2T7KTz9XRvfiC41+9ohWz7Wn8hxCngy4D72Gf3YK+NwvUsr3bOvQJ4A/D9Qoivbf/Qef/vuirtXI86A/8NeBHwcmAV+Lm9VefqIoQYAO8BftA5N2z/bD/cg702CmeAm1v/vykc2/finDsTvp8Dfhfvmq5F9y58P7d3Gu5adtL5urg3zrk155xxfnjif2cWIuxL/YUQKd4g/IZz7r3h8L66B3ttFO4H7hRC3CaEyIDvAH5/j3W6qggh+kKIhfga+CbgUbzubwtvexvwvr3R8JpkJ51/H3hryIB/JbDZcnH3jWyLsb8Vfx/A6/8dQohcCHEbcCfw0Rdav7YI3774q8AnnXM/3/rR/roHe5mNbWVYP43PDv/oXuuzS51vx2e2HwIei3oDh4H/B3wG+CCwste6btP7t/Audo2PT793J53xGe9fCvflEeCV+1T//x30exj/EJ1svf9Hg/6PA2/YB/q/Gh8aPAw8GL7euN/uwQGi8UAO5EDmZK/DhwM5kAPZZ3JgFA7kQA5kTg6MwoEcyIHMyYFROJADOZA5OTAKB3IgBzInB0bhQA7kQObkwCgcyIEcyJwcGIUDOZADmZP/D3zTcXk19xMeAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"---\n<a id='step1'></a>\n## Step 1: Create a CNN to Classify Driver Images (from Scratch)\n\n\n\nA CNN is created to classify driver images.  At the end of the code cell block, the layers of the model are summarized by executing the line:\n    \n        model.summary()\n\nWe have created 6 convolutional layers with 1 max pooling layer and 1 GlobalAveragePooling in between. Filters were increased from 8 to 512 in total convolutional layers. Also dropout was used along with Global average pooling layer before using the fully connected layer. Number of nodes in the last fully connected layer were setup as 10 along with softmax activation function. ReLU activation function was used for all other layers.\n\n6 convolutional layers were used to learn hierarchy of high level features. Max pooling layer is added to reduce the dimensionality. Global Average Pooling layer is added to reduce the dimensionality as well as the matrix to row vector. This is because fully connected layer only accepts row vector. Dropout layers were added to reduce overfitting and ensure that the network generalizes well. The last fully connected layer with softmax activation function is added to obtain probabilities of the prediction.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"from keras.layers import ZeroPadding2D, Conv2D, MaxPooling2D, Flatten, Dense, Dropout, Input\nfrom keras.layers import GlobalAveragePooling2D, MaxPooling2D\nfrom keras.models import Model, Sequential\nfrom keras.callbacks import ModelCheckpoint\nfrom keras import regularizers","execution_count":63,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"input_layer = Input(shape=(224,224, 3))\n\nconv = Conv2D(filters=8, kernel_size=2)(input_layer)\nconv = Conv2D(filters=16, kernel_size=2, activation='relu')(conv)\nconv = Conv2D(filters=32, kernel_size=2, activation='relu')(conv)\nconv = MaxPooling2D()(conv)\n\nconv = Conv2D(filters=64, kernel_size=2, activation='relu')(conv)\nconv = Conv2D(filters=128, kernel_size=2, activation='relu')(conv)\nconv = Conv2D(filters=512, kernel_size=2, activation='relu')(conv)\n\nconv = GlobalAveragePooling2D()(conv)\ndense = Dense(units=500, activation='relu')(conv)\ndense = Dropout(0.1)(dense)\ndense = Dense(units=100, activation='relu')(dense)\ndense = Dropout(0.1)(dense)\noutput = Dense(units=10, activation='softmax')(dense)\n\nmodel = Model(inputs=input_layer, outputs = output)","execution_count":64,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.summary()","execution_count":65,"outputs":[{"output_type":"stream","text":"_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\ninput_4 (InputLayer)         (None, 224, 224, 3)       0         \n_________________________________________________________________\nconv2d_19 (Conv2D)           (None, 223, 223, 8)       104       \n_________________________________________________________________\nconv2d_20 (Conv2D)           (None, 222, 222, 16)      528       \n_________________________________________________________________\nconv2d_21 (Conv2D)           (None, 221, 221, 32)      2080      \n_________________________________________________________________\nmax_pooling2d_4 (MaxPooling2 (None, 110, 110, 32)      0         \n_________________________________________________________________\nconv2d_22 (Conv2D)           (None, 109, 109, 64)      8256      \n_________________________________________________________________\nconv2d_23 (Conv2D)           (None, 108, 108, 128)     32896     \n_________________________________________________________________\nconv2d_24 (Conv2D)           (None, 107, 107, 512)     262656    \n_________________________________________________________________\nglobal_average_pooling2d_4 ( (None, 512)               0         \n_________________________________________________________________\ndense_10 (Dense)             (None, 500)               256500    \n_________________________________________________________________\ndropout_7 (Dropout)          (None, 500)               0         \n_________________________________________________________________\ndense_11 (Dense)             (None, 100)               50100     \n_________________________________________________________________\ndropout_8 (Dropout)          (None, 100)               0         \n_________________________________________________________________\ndense_12 (Dense)             (None, 10)                1010      \n=================================================================\nTotal params: 614,130\nTrainable params: 614,130\nNon-trainable params: 0\n_________________________________________________________________\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### Compile CNN from scratch Model"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])","execution_count":66,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### (IMPLEMENTATION) Train the Model\n\nThe model is trained in the code cell below. Model checkpointing is used to save the model that attains the best validation loss.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"#model.load_weights('best_model_1.hdf5')\ncheckpoint = ModelCheckpoint('best_model_1.hdf5', save_best_only=True, verbose=1)\n\nhistory = model.fit_generator(train_generator, steps_per_epoch=len(train_generator),\n                    epochs=10,\n                   validation_data = val_generator,\n                   validation_steps=len(val_generator),\n                    callbacks=[checkpoint] )","execution_count":67,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"- In the following code block, we are plotting the loss value of training and validation to see whether the model is learning or not"},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.plot(history.history['val_loss'])\nplt.show()\nplt.plot(history.history['loss'])","execution_count":68,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":68,"data":{"text/plain":"[<matplotlib.lines.Line2D 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"#### Loading test dataset into memory and predict on test images\n- Following code block contains a method, that loads all test images into memory by batches, each batch with 32 images when it is called each time"},{"metadata":{"trusted":true},"cell_type":"code","source":"\n!ls ../input/state-farm-distracted-driver-detection/\nimport os\n# model.load_weights('../input/best_model_1.hdf5')\n#Test Images\nbatch_index = 0\nfiles_list = os.listdir(\"../input/state-farm-distracted-driver-detection/test/\")\ndef load_test_images(batch_size=32, src='../input/state-farm-distracted-driver-detection/test/'):\n    global batch_index, files_list\n    imgs_list = files_list[batch_index: batch_index+batch_size]\n    batch_index += len(imgs_list)\n    batch_imgs = []\n    for img_name in imgs_list:\n        img = Image.open(src+img_name)\n        im = img.resize((224,224))\n        batch_imgs.append(np.array(im)/255.)\n#     plt.imshow()\n#     plt.show()\n    return np.array(batch_imgs)\n","execution_count":69,"outputs":[{"output_type":"stream","text":"driver_imgs_list.csv  sample_submission.csv  test  train\r\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"- Following code block predicts on test images by loading 32 images a batch using load_test_images function"},{"metadata":{"trusted":true},"cell_type":"code","source":"#Test Images write\nimport sys\npreds_list = np.array([])\nbatch_index=0\nbatch_size = 32\nwhile True:\n    tst_imgs = load_test_images(batch_size=batch_size)\n    if(tst_imgs.shape[0] <= 0  ):\n        print(\"Batchsize is less : \",batch_index)\n        break\n    preds = model.predict(tst_imgs)\n    print(\"\\r {},  batch_size : {}, nth_batch/all_batch : {}/{}\".format(preds_list.shape,batch_size, batch_index, len(files_list)),end=\"\")    \n    sys.stdout.flush()\n    if len(preds_list) == 0:\n        preds_list = np.array(preds)\n    else:\n        preds_list = np.append(preds_list, preds, axis=0)\n","execution_count":70,"outputs":[{"output_type":"stream","text":" (79712, 10),  batch_size : 32, nth_batch/all_batch : 79726/79726Batchsize is less :  79726\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## Convert the predicted output to submittable output file"},{"metadata":{"trusted":true},"cell_type":"code","source":"titles = \"img,c0,c1,c2,c3,c4,c5,c6,c7,c8,c9\".split(\",\")\nnames = pd.DataFrame(files_list[:len(preds_list)])\nnames.columns=[\"img\"]\ndf = pd.DataFrame(preds_list)\ndf.columns=titles[1:]\ndf['img']=names['img']\ndf = df[titles]\ndf.tail()\ndf.to_csv('sub.csv',index=False)\n","execution_count":72,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Predictions by scratch CNN on some sample images\n- Seems like the predictions are not so accurate because of less training"},{"metadata":{"trusted":true},"cell_type":"code","source":"indices = [1,24]\nfor index in indices:\n#     display(df.iloc[index])\n    cls = np.argmax(list(df.iloc[index][1:]))\n    print(\"label : \",ac_labels[cls])\n    im_test = Image.open('../input/state-farm-distracted-driver-detection/test/'+df.iloc[index]['img'])\n    plt.imshow(np.array(im_test))\n    plt.show()","execution_count":98,"outputs":[{"output_type":"stream","text":"label :  c3: texting - left\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"stream","text":"label :  c0: safe driving\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"---\n<a id=\"step2\"></a>\n##  Step 2: Train a CNN with Transfer Learning (Using Fine-tuned VGG16 Model)\n\n- In the following steps, we are going to load a VGG16 model, without top Fully connected layers, with its trained weights\n- Then we are going add Fully Connected Layers on top of GlobalAveragePooling layer with Dropout layers in between\n- The following code block contains a method load_VGG16, which loads VGG16 model with weights loaded when weights file location is given"},{"metadata":{"trusted":true},"cell_type":"code","source":"\ndef load_VGG16(weights_path=None, no_top=True):\n\n    input_shape = (224, 224, 3)\n\n    #Instantiate an empty model\n    img_input = Input(shape=input_shape)   # Block 1\n    x = Conv2D(64, (3, 3), activation='relu', padding='same', name='block1_conv1')(img_input)\n    x = Conv2D(64, (3, 3), activation='relu', padding='same', name='block1_conv2')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block1_pool')(x)\n\n    # Block 2\n    x = Conv2D(128, (3, 3), activation='relu', padding='same', name='block2_conv1')(x)\n    x = Conv2D(128, (3, 3), activation='relu', padding='same', name='block2_conv2')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block2_pool')(x)\n\n    # Block 3\n    x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv1')(x)\n    x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv2')(x)\n    x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv3')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block3_pool')(x)\n\n    # Block 4\n    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv1')(x)\n    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv2')(x)\n    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv3')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block4_pool')(x)\n\n    # Block 5\n    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv1')(x)\n    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv2')(x)\n    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv3')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block5_pool')(x)\n    x = GlobalAveragePooling2D()(x)\n    vmodel = Model(img_input, x, name='vgg16')\n    if weights_path is not None:\n        print(\"Weights have been loaded.\")\n        vmodel.load_weights(weights_path)\n\n    return vmodel\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"- In the following code block, we have added 3 Dense layers with dropout layers on top of VGG16 CNN model."},{"metadata":{"trusted":true},"cell_type":"code","source":"vgg_model_raw = load_VGG16('../input/vgg16-weights/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5')\n\nvgg_model = vgg_model_raw.output\n#vgg_model = Flatten()(vgg_model)\nvgg_model = Dense(5000, activation='relu',kernel_regularizer=regularizers.l2(0.00001))(vgg_model)\n#vgg_model = Dropout(0.1)(vgg_model)\n#vgg_model = Dense(1000, activation='relu')(vgg_model)\nvgg_model = Dropout(0.1)(vgg_model)\nvgg_model = Dense(500, activation='relu',kernel_regularizer=regularizers.l2(0.00001))(vgg_model)\nvgg_model = Dropout(0.1)(vgg_model)\nvgg_model = Dense(10, activation='softmax')(vgg_model)\nvgg_m = Model(inputs=vgg_model_raw.input, outputs= vgg_model)","execution_count":84,"outputs":[{"output_type":"stream","text":"Weights have been loaded.\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"vgg_m.layers[16].get_weights()","execution_count":85,"outputs":[{"output_type":"execute_result","execution_count":85,"data":{"text/plain":"[array([[[[-1.12610648e-03, -1.39102731e-02, -4.15291899e-04, ...,\n           -2.39090272e-03,  5.59418183e-03, -1.67810004e-02],\n          [ 1.13813886e-02, -6.83033955e-04, -8.76976922e-03, ...,\n           -8.44151899e-03, -3.70610040e-03,  1.24894250e-02],\n          [ 2.18971120e-03,  1.76711346e-03,  1.23967733e-02, ...,\n            1.34555586e-02,  1.07239345e-02,  5.72480168e-03],\n          ...,\n          [-8.70769471e-03,  4.26163105e-03, -7.06244586e-03, ...,\n            1.54851489e-02,  4.63837199e-03,  7.84500409e-03],\n          [-6.56485325e-04,  7.68889068e-03, -1.45298289e-03, ...,\n           -7.35005224e-03, -3.10419098e-04,  8.47741403e-03],\n          [ 5.95664885e-03, -3.27580003e-03, -5.32116368e-03, ...,\n           -2.03936966e-03,  1.35865889e-03,  5.91904763e-03]],\n \n         [[ 2.12769513e-03, -5.14811045e-03, -5.62243350e-03, ...,\n           -1.31134260e-02,  4.88865655e-03, -1.01500070e-02],\n          [ 1.17016789e-02, -7.15120370e-03, -8.39244854e-03, ...,\n           -6.67586317e-03, -5.10410266e-03,  1.43477311e-02],\n          [ 1.43261172e-03,  2.12484729e-02,  9.50200390e-03, ...,\n           -1.57885591e-03,  1.82978567e-02,  3.79953301e-03],\n          ...,\n     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-3.98369227e-03,  1.14671439e-01,  3.40675823e-02,  9.54895765e-02,\n        -3.78678828e-01,  7.72286505e-02,  1.18462615e-01, -3.06991097e-02,\n        -1.63062274e-01,  6.27826527e-02,  1.62692279e-01,  1.10148959e-01,\n         2.50042826e-01,  1.92564636e-01, -3.29279825e-02,  8.73595774e-02,\n         5.85996322e-02,  4.35281582e-02, -5.02812490e-02, -1.85523495e-01,\n        -8.36205706e-02, -6.77409768e-03,  1.48594499e-01,  1.30210623e-01,\n         2.62326032e-01, -2.87208073e-02,  3.24752778e-02, -9.87079740e-03,\n         7.52181709e-02,  1.08591266e-01,  4.58415896e-02,  6.27836958e-02,\n         1.52184710e-01, -7.43376371e-03,  1.08495593e-01,  2.77632445e-01,\n         1.19359670e-02,  1.36060016e-02,  2.08717749e-01,  4.05857526e-02,\n         2.60712862e-01,  4.02474791e-01,  2.10542947e-01,  4.15131897e-01,\n         7.40829855e-02,  9.92712453e-02, -1.69865116e-01, -8.31194893e-02,\n        -7.56599426e-01,  2.82342285e-01, -5.45069203e-03,  3.20360482e-01,\n        -1.06196120e-01, -5.31354211e-02,  5.09625748e-02, -3.74190547e-02,\n         8.99988338e-02,  2.25224167e-01, -4.02766854e-01, -4.26091775e-02,\n         2.09927917e-01,  1.28805548e-01, -2.68443525e-01, -6.91533275e-03,\n         3.41932654e-01,  1.39936641e-01,  3.62053931e-01,  9.15973783e-02,\n         2.09024772e-01, -1.56470269e-01,  1.46654800e-01, -2.16415867e-01,\n        -1.32667748e-02,  1.49863943e-01, -1.07473610e-02, -6.58824146e-02,\n        -1.97233647e-01, -2.01405942e-01, -2.77925264e-02, -1.50060147e-01,\n         9.42247361e-02,  2.04853266e-01,  4.35391963e-02,  1.78399041e-01,\n         1.83343783e-01, -1.22696958e-01,  2.04414040e-01,  2.90846854e-01,\n         1.21619359e-01, -1.94642991e-01,  2.86005214e-02,  5.31951547e-01,\n        -2.70389646e-01, -1.51390404e-01, -4.79240343e-03,  2.29093239e-01,\n        -2.53238827e-01, -4.02558781e-02,  1.50439456e-01, -4.31613736e-02,\n         9.37732160e-02,  4.89119172e-01,  3.58660631e-02, -4.56337705e-02,\n        -6.33749040e-03,  8.82187635e-02,  2.08025292e-01,  4.15855139e-01,\n         1.72531709e-01,  1.02334842e-01,  3.62423569e-01,  9.70884785e-02,\n        -4.27529395e-01, -7.44454384e-01, -2.86756486e-01,  2.41579264e-01,\n         2.55721688e-01,  2.33342111e-01,  3.72318149e-01, -5.91950044e-02,\n        -9.17105675e-01,  2.30280116e-01, -1.02454223e-01, -1.57411680e-01,\n         2.57903012e-03,  3.25026102e-02,  1.92252338e-01, -9.96460691e-02,\n         1.06442891e-01,  1.07584395e-01, -4.43986133e-02, -4.05258000e-01,\n        -1.85224727e-01,  1.79304972e-01, -3.31959456e-01, -1.42133012e-02,\n         1.39563635e-01,  2.79828519e-01,  1.24286108e-01,  1.88625589e-01,\n         3.03091377e-01,  2.97313422e-01,  3.22930291e-02,  6.05367683e-02,\n         1.70370415e-01,  2.86071420e-01,  1.00513615e-01,  6.52797073e-02,\n         3.56945515e-01,  5.85718872e-03, -1.53081819e-01, -1.08499629e-02,\n        -4.60346401e-01,  1.64361209e-01,  2.35172257e-01, -1.76724881e-01],\n       dtype=float32)]"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"### Compile the vgg16 model with categorical crossentropy as loss function and SGD as optimizer"},{"metadata":{"trusted":true},"cell_type":"code","source":"vgg_m.compile(loss='categorical_crossentropy', optimizer=keras.optimizers.SGD(0.001), metrics=['accuracy'])\n","execution_count":86,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"vgg_m.summary()","execution_count":96,"outputs":[{"output_type":"stream","text":"_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\ninput_7 (InputLayer)         (None, 224, 224, 3)       0         \n_________________________________________________________________\nblock1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n_________________________________________________________________\nblock1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n_________________________________________________________________\nblock1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n_________________________________________________________________\nblock2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n_________________________________________________________________\nblock2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n_________________________________________________________________\nblock2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n_________________________________________________________________\nblock3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n_________________________________________________________________\nblock3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n_________________________________________________________________\nblock3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n_________________________________________________________________\nblock3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n_________________________________________________________________\nblock4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n_________________________________________________________________\nblock4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n_________________________________________________________________\nblock4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n_________________________________________________________________\nblock4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n_________________________________________________________________\nblock5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n_________________________________________________________________\nblock5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n_________________________________________________________________\nblock5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n_________________________________________________________________\nblock5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n_________________________________________________________________\nglobal_average_pooling2d_7 ( (None, 512)               0         \n_________________________________________________________________\ndense_19 (Dense)             (None, 5000)              2565000   \n_________________________________________________________________\ndropout_13 (Dropout)         (None, 5000)              0         \n_________________________________________________________________\ndense_20 (Dense)             (None, 500)               2500500   \n_________________________________________________________________\ndropout_14 (Dropout)         (None, 500)               0         \n_________________________________________________________________\ndense_21 (Dense)             (None, 10)                5010      \n=================================================================\nTotal params: 19,785,198\nTrainable params: 19,785,198\nNon-trainable params: 0\n_________________________________________________________________\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"- Create a Checkpoint to save best weights, when loss in improvised\n- Train the model for 6 epochs"},{"metadata":{"trusted":true},"cell_type":"code","source":"\ncheckpoint = ModelCheckpoint('vgg_model.h5', save_best_only=True, verbose=1)\n\nhistory = vgg_m.fit_generator(train_generator, steps_per_epoch=len(train_generator),\n                   epochs=6,\n                   validation_data = val_generator,\n                   validation_steps=len(val_generator),\n                   callbacks=[checkpoint] )\n\n","execution_count":87,"outputs":[{"output_type":"stream","text":"Epoch 1/10\n561/561 [==============================] - 174s 311ms/step - loss: 2.2954 - acc: 0.1524 - val_loss: 2.2105 - val_acc: 0.3510\n\nEpoch 00001: val_loss improved from inf to 2.21053, saving model to vgg_model.h5\nEpoch 2/10\n561/561 [==============================] - 172s 307ms/step - loss: 1.4734 - acc: 0.5169 - val_loss: 0.5128 - val_acc: 0.8467\n\nEpoch 00002: val_loss improved from 2.21053 to 0.51282, saving model to vgg_model.h5\nEpoch 3/10\n561/561 [==============================] - 173s 308ms/step - loss: 0.4154 - acc: 0.8759 - val_loss: 0.2165 - val_acc: 0.9496\n\nEpoch 00003: val_loss improved from 0.51282 to 0.21648, saving model to vgg_model.h5\nEpoch 4/10\n561/561 [==============================] - 173s 309ms/step - loss: 0.2005 - acc: 0.9461 - val_loss: 0.2178 - val_acc: 0.9259\n\nEpoch 00004: val_loss did not improve from 0.21648\nEpoch 5/10\n561/561 [==============================] - 178s 318ms/step - loss: 0.1370 - acc: 0.9669 - val_loss: 0.1014 - val_acc: 0.9719\n\nEpoch 00005: val_loss improved from 0.21648 to 0.10143, saving model to vgg_model.h5\nEpoch 6/10\n561/561 [==============================] - 179s 318ms/step - loss: 0.1032 - acc: 0.9770 - val_loss: 0.0967 - val_acc: 0.9743\n\nEpoch 00006: val_loss improved from 0.10143 to 0.09666, saving model to vgg_model.h5\nEpoch 7/10\n561/561 [==============================] - 211s 377ms/step - loss: 0.0817 - acc: 0.9822 - val_loss: 0.1150 - val_acc: 0.9685\n\nEpoch 00007: val_loss did not improve from 0.09666\nEpoch 8/10\n561/561 [==============================] - 173s 308ms/step - loss: 0.0657 - acc: 0.9878 - val_loss: 0.0605 - val_acc: 0.9882\n\nEpoch 00008: val_loss improved from 0.09666 to 0.06048, saving model to vgg_model.h5\nEpoch 9/10\n561/561 [==============================] - 174s 310ms/step - loss: 0.0580 - acc: 0.9886 - val_loss: 0.0481 - val_acc: 0.9922\n\nEpoch 00009: val_loss improved from 0.06048 to 0.04806, saving model to vgg_model.h5\nEpoch 10/10\n561/561 [==============================] - 173s 308ms/step - loss: 0.0558 - acc: 0.9899 - val_loss: 0.0605 - val_acc: 0.9882\n\nEpoch 00010: val_loss did not improve from 0.04806\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.plot(history.history['val_loss'])\nplt.show()\nplt.plot(history.history['loss'])","execution_count":88,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":88,"data":{"text/plain":"[<matplotlib.lines.Line2D 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"- Following method gives a batch of 32 images at each call, just like a generator"},{"metadata":{"trusted":true},"cell_type":"code","source":"!ls\nimport os\n#model.load_weights('../input/best_model_1.hdf5')\n#Test Images\nbatch_index = 0\n#files_lst = os.listdir(\"../input/state-farm-distracted-driver-detection/test\")\nfiles_list = os.listdir(\"../input/state-farm-distracted-driver-detection/test\")\ndef load_test_images(batch_size=32, src='../input/state-farm-distracted-driver-detection/test/'):\n    global batch_index, files_list\n    imgs_list = files_list[batch_index: batch_index+batch_size]\n    batch_index += len(imgs_list)\n    batch_imgs = []\n    for img_name in imgs_list:\n        img = Image.open(src+img_name)\n        im = img.resize((224,224))\n        batch_imgs.append(np.array(im)/255.)\n#     plt.imshow()\n#     plt.show()\n    return np.array(batch_imgs)\n","execution_count":95,"outputs":[{"output_type":"stream","text":"__notebook_source__.ipynb  sub.csv\t  vgg_model.h5\r\nbest_model_1.hdf5\t   sub_VGG16.csv\r\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Test Images write\nimport sys\npreds_list = np.array([])\nbatch_index=0\nbatch_size = 32\n\nmm_raw = load_VGG16()\n\nmm_model = mm_raw.output\nmm_model = Dense(5000, activation='relu',kernel_regularizer=regularizers.l2(0.00001))(mm_model)\nmm_model = Dropout(0.1)(mm_model)\nmm_model = Dense(500, activation='relu',kernel_regularizer=regularizers.l2(0.00001))(mm_model)\nmm_model = Dropout(0.1)(mm_model)\nmm_model = Dense(10, activation='softmax')(mm_model)\nmm = Model(inputs=vgg_model_raw.input, outputs= vgg_model)\n\nmm.load_weights('vgg_model.h5')\n\n\n\nwhile True:\n    tst_imgs = load_test_images(batch_size=batch_size)\n    if(tst_imgs.shape[0] <= 0  ):\n        print(\"Batchsize is less : \",batch_index)\n        break\n    preds = mm.predict(tst_imgs)\n    print(\"\\r {},  batch_size : {}, nth_batch/all_batch : {}/{}\".format(preds_list.shape,batch_size, batch_index, len(files_list)),end=\"\")    \n    sys.stdout.flush()\n    if len(preds_list) == 0:\n        preds_list = np.array(preds)\n    else:\n        preds_list = np.append(preds_list, preds, axis=0)\n","execution_count":90,"outputs":[{"output_type":"stream","text":" (79712, 10),  batch_size : 32, nth_batch/all_batch : 79726/79726Batchsize is less :  79726\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"\ntitles = \"img,c0,c1,c2,c3,c4,c5,c6,c7,c8,c9\".split(\",\")\nnames = pd.DataFrame(files_list[:len(preds_list)])\nnames.columns=[\"img\"]\ndf = pd.DataFrame(preds_list)\ndf.columns=titles[1:]\ndf['img']=names['img']\ndf = df[titles]\ndf.tail()","execution_count":91,"outputs":[{"output_type":"execute_result","execution_count":91,"data":{"text/plain":"                 img            c0    ...           c8        c9\n79721  img_81403.jpg  1.218325e-03    ...     0.236640  0.000225\n79722  img_70945.jpg  1.833386e-06    ...     0.009945  0.000033\n79723  img_64671.jpg  1.240088e-06    ...     0.000957  0.001118\n79724  img_79635.jpg  1.797631e-09    ...     0.999593  0.000394\n79725  img_23734.jpg  1.801756e-04    ...     0.000703  0.000002\n\n[5 rows x 11 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>img</th>\n      <th>c0</th>\n      <th>c1</th>\n      <th>c2</th>\n      <th>c3</th>\n      <th>c4</th>\n      <th>c5</th>\n      <th>c6</th>\n      <th>c7</th>\n      <th>c8</th>\n      <th>c9</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>79721</th>\n      <td>img_81403.jpg</td>\n      <td>1.218325e-03</td>\n      <td>1.441570e-02</td>\n      <td>7.493971e-04</td>\n      <td>4.625941e-05</td>\n      <td>0.001232</td>\n      <td>6.114251e-04</td>\n      <td>7.402216e-01</td>\n      <td>4.640487e-03</td>\n      <td>0.236640</td>\n      <td>0.000225</td>\n    </tr>\n    <tr>\n      <th>79722</th>\n      <td>img_70945.jpg</td>\n      <td>1.833386e-06</td>\n      <td>2.421310e-05</td>\n      <td>9.285472e-01</td>\n      <td>1.024524e-06</td>\n      <td>0.000002</td>\n      <td>2.418677e-05</td>\n      <td>6.140463e-02</td>\n      <td>1.653827e-05</td>\n      <td>0.009945</td>\n      <td>0.000033</td>\n    </tr>\n    <tr>\n      <th>79723</th>\n      <td>img_64671.jpg</td>\n      <td>1.240088e-06</td>\n      <td>5.816725e-09</td>\n      <td>7.917059e-10</td>\n      <td>9.977575e-01</td>\n      <td>0.000128</td>\n      <td>3.904134e-05</td>\n      <td>1.657247e-07</td>\n      <td>2.257729e-08</td>\n      <td>0.000957</td>\n      <td>0.001118</td>\n    </tr>\n    <tr>\n      <th>79724</th>\n      <td>img_79635.jpg</td>\n      <td>1.797631e-09</td>\n      <td>1.415589e-09</td>\n      <td>6.381236e-06</td>\n      <td>8.032346e-10</td>\n      <td>0.000003</td>\n      <td>1.973888e-07</td>\n      <td>1.204941e-07</td>\n      <td>3.375907e-06</td>\n      <td>0.999593</td>\n      <td>0.000394</td>\n    </tr>\n    <tr>\n      <th>79725</th>\n      <td>img_23734.jpg</td>\n      <td>1.801756e-04</td>\n      <td>1.769028e-08</td>\n      <td>8.225616e-05</td>\n      <td>5.770857e-06</td>\n      <td>0.998957</td>\n      <td>6.615232e-05</td>\n      <td>3.718608e-06</td>\n      <td>3.636029e-10</td>\n      <td>0.000703</td>\n      <td>0.000002</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.to_csv('sub_VGG16.csv',index=False)","execution_count":92,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"indices = [10,24]\nfor index in indices:\n#     display(df.iloc[index])\n    cls = np.argmax(list(df.iloc[index][1:]))\n    print(\"label : \",ac_labels[cls])\n    im_test = Image.open('../input/state-farm-distracted-driver-detection/test/'+df.iloc[index]['img'])\n    plt.imshow(np.array(im_test))\n    plt.show()\n","execution_count":99,"outputs":[{"output_type":"stream","text":"label :  c3: texting - left\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"stre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:  c0: safe driving\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"!cat sub_VGG16.csv | head -10","execution_count":94,"outputs":[{"output_type":"stream","text":"img,c0,c1,c2,c3,c4,c5,c6,c7,c8,c9\r\nimg_53062.jpg,7.96198e-08,7.69732e-07,0.0002969814,1.8971305e-07,1.6085252e-07,6.0376965e-06,0.9891205,1.0475115e-06,0.010572449,1.8415653e-06\r\nimg_56784.jpg,0.000652816,4.8249727e-05,2.1772445e-07,0.9983047,4.8036418e-05,2.3085036e-05,2.241854e-06,3.722179e-07,4.366197e-05,0.00087650545\r\nimg_66669.jpg,1.47472565e-05,2.3445074e-10,1.3979374e-08,5.175266e-05,0.99966156,3.3225623e-07,2.6837915e-07,6.1505495e-10,1.4016027e-05,0.00025737548\r\nimg_90863.jpg,5.8082653e-05,2.67076e-06,2.2830425e-05,1.1052223e-06,3.6727417e-07,0.056531213,0.0010649889,0.0027469478,0.2406502,0.6989216\r\nimg_84366.jpg,0.989805,0.0022343483,2.4934407e-06,9.197264e-06,0.000922217,0.00012293932,7.564641e-06,1.8233139e-07,0.000734433,0.006161748\r\nimg_50632.jpg,0.84763396,0.00030406407,3.6687359e-06,2.5506031e-05,0.00028285492,0.0021165037,6.0071943e-06,3.356691e-05,0.00023257073,0.14936131\r\nimg_72077.jpg,0.0008147313,3.1139568e-06,4.9094535e-07,3.2262327e-05,9.377401e-06,0.00025143617,3.3484816e-06,0.6988357,0.006935837,0.2931137\r\nimg_6875.jpg,0.25088498,0.005810497,2.9545448e-05,0.0016363865,0.0006963097,0.0010074151,6.0854032e-05,0.003328704,0.13851547,0.59802985\r\nimg_86587.jpg,2.2089331e-08,1.4242562e-08,3.3037148e-07,5.4027772e-08,3.2427035e-08,2.530244e-10,1.9157897e-06,0.9999856,1.1272625e-05,7.441507e-07\r\ncat: write error: Broken pipe\r\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}