{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":5441,"databundleVersionId":38425,"sourceType":"competition"}],"dockerImageVersionId":30158,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\nfrom pathlib import Path\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-01-07T18:49:31.331754Z","iopub.execute_input":"2023-01-07T18:49:31.332021Z","iopub.status.idle":"2023-01-07T18:49:31.340836Z","shell.execute_reply.started":"2023-01-07T18:49:31.33199Z","shell.execute_reply":"2023-01-07T18:49:31.339998Z"},"trusted":true},"outputs":[{"name":"stdout","text":"/kaggle/input/dogs-vs-cats-redux-kernels-edition/sample_submission.csv\n/kaggle/input/dogs-vs-cats-redux-kernels-edition/train.zip\n/kaggle/input/dogs-vs-cats-redux-kernels-edition/test.zip\n","output_type":"stream"}],"execution_count":7},{"cell_type":"markdown","source":"Hi everyone,\nI am not new to kaggle community, but I just took my start up for working on kaggle regularly. I am going to work on this Cat-vs-dog competition, which is not very difficult problem as our images are very well arranged with good naming convention. So we will further arrange the pictures in respective directories so that we can benefit from ***ImageDataGenerator*** class API to get the image batches and their labels from directory names cats, dogs etc. , which is made very easy by keras Class method flow_from_directory. we will see this action in a moment ","metadata":{}},{"cell_type":"markdown","source":"First thing first , we will unzip our picture data as show below, unzip -q means , this unzip will be done in quiet mode, so as not show the full uncompressing logs","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"\n!unzip -q ../input/dogs-vs-cats-redux-kernels-edition/train.zip","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:49:51.279506Z","iopub.execute_input":"2023-01-07T18:49:51.280116Z","iopub.status.idle":"2023-01-07T18:50:00.850949Z","shell.execute_reply.started":"2023-01-07T18:49:51.28007Z","shell.execute_reply":"2023-01-07T18:50:00.849955Z"},"trusted":true},"outputs":[],"execution_count":10},{"cell_type":"code","source":"!unzip -q ../input/dogs-vs-cats-redux-kernels-edition/test.zip","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:00.853143Z","iopub.execute_input":"2023-01-07T18:50:00.853366Z","iopub.status.idle":"2023-01-07T18:50:06.710987Z","shell.execute_reply.started":"2023-01-07T18:50:00.853337Z","shell.execute_reply":"2023-01-07T18:50:06.710019Z"},"trusted":true},"outputs":[],"execution_count":11},{"cell_type":"markdown","source":"check the naming pattern of our files with the follwing command:","metadata":{}},{"cell_type":"markdown","source":"That shows pattern *cat.****.jpg* , likewise *dog.****.jpg* in the file names. So here we can move the files in to two new folders cat and dog so that our keras API can make use of directory names to label our image batches","metadata":{}},{"cell_type":"code","source":"cd /kaggle/working/train\n","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:24.265043Z","iopub.execute_input":"2023-01-07T18:50:24.265336Z","iopub.status.idle":"2023-01-07T18:50:24.273551Z","shell.execute_reply.started":"2023-01-07T18:50:24.265301Z","shell.execute_reply":"2023-01-07T18:50:24.272628Z"},"trusted":true},"outputs":[{"name":"stdout","text":"/kaggle/working/train\n","output_type":"stream"}],"execution_count":12},{"cell_type":"code","source":"mkdir cat dog","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:24.741062Z","iopub.execute_input":"2023-01-07T18:50:24.741671Z","iopub.status.idle":"2023-01-07T18:50:25.69213Z","shell.execute_reply.started":"2023-01-07T18:50:24.741633Z","shell.execute_reply":"2023-01-07T18:50:25.691156Z"},"trusted":true},"outputs":[],"execution_count":13},{"cell_type":"markdown","source":"move all dog images to dog directory","metadata":{}},{"cell_type":"code","source":"mv  ./dog.* ./dog\n","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:25.742743Z","iopub.execute_input":"2023-01-07T18:50:25.743056Z","iopub.status.idle":"2023-01-07T18:50:27.060343Z","shell.execute_reply.started":"2023-01-07T18:50:25.743016Z","shell.execute_reply":"2023-01-07T18:50:27.05938Z"},"trusted":true},"outputs":[],"execution_count":14},{"cell_type":"markdown","source":"move all cat images to cat directory","metadata":{}},{"cell_type":"code","source":"mv ./cat.* ./cat","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:27.063211Z","iopub.execute_input":"2023-01-07T18:50:27.063517Z","iopub.status.idle":"2023-01-07T18:50:28.326345Z","shell.execute_reply.started":"2023-01-07T18:50:27.063476Z","shell.execute_reply":"2023-01-07T18:50:28.325347Z"},"trusted":true},"outputs":[],"execution_count":15},{"cell_type":"code","source":"cd /kaggle/working/test\n","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:28.328723Z","iopub.execute_input":"2023-01-07T18:50:28.329033Z","iopub.status.idle":"2023-01-07T18:50:28.337516Z","shell.execute_reply.started":"2023-01-07T18:50:28.328989Z","shell.execute_reply":"2023-01-07T18:50:28.336272Z"},"trusted":true},"outputs":[{"name":"stdout","text":"/kaggle/working/test\n","output_type":"stream"}],"execution_count":16},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"In test directory the image names do not contain any names like cat or dog, wo do not know the picture is of cat or dog without opeing it. That is why we will make predictions on testing data after our model is fully  trained on trainging data and validated on validation data.\n\n\nLet us start making our image batches for training and validation subset using ImageGenerator class.\n\nIt has three very important benefits according to my knowledge:\n1. It can infer label names from the folder / directory name\n2. Image generator object can be used directly in the fit method for training and fit method will directly iterate through the batches of images during training and validation epochs\n3. It can augment your train and validation image data on the runtime of the model, and exposes different orientations of an image in space, rotation, hrozontal shifting, vertical shifting etc, so that we transform each image in a way that our model will hardly able to identify  it as the same image being sent for training again and again","metadata":{}},{"cell_type":"code","source":"path=Path(\"../train/dog\")\ntrain=Path(\"../train\")\ntest=Path(\"../test\")\nfrom PIL import Image\nimport fastai\n# the fast.ai library, used to easily build neural networks and train them\nfrom fastai import *\nfrom fastai.vision import *\nfrom fastai.vision.data import ImageDataLoaders\nfrom fastai.vision.all import *\n","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:28.899392Z","iopub.execute_input":"2023-01-07T18:50:28.899679Z","iopub.status.idle":"2023-01-07T18:50:31.946744Z","shell.execute_reply.started":"2023-01-07T18:50:28.899649Z","shell.execute_reply":"2023-01-07T18:50:31.945986Z"},"trusted":true},"outputs":[],"execution_count":17},{"cell_type":"code","source":"images = os.listdir(path)","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:33.49338Z","iopub.execute_input":"2023-01-07T18:50:33.493866Z","iopub.status.idle":"2023-01-07T18:50:33.506929Z","shell.execute_reply.started":"2023-01-07T18:50:33.493825Z","shell.execute_reply":"2023-01-07T18:50:33.505895Z"},"trusted":true},"outputs":[],"execution_count":18},{"cell_type":"code","source":"s=Image.open(path/images[0])\n\ndisplay(s)","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:34.743307Z","iopub.execute_input":"2023-01-07T18:50:34.743632Z","iopub.status.idle":"2023-01-07T18:50:34.82832Z","shell.execute_reply.started":"2023-01-07T18:50:34.743596Z","shell.execute_reply":"2023-01-07T18:50:34.82749Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=204x364 at 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\n"},"metadata":{}}],"execution_count":19},{"cell_type":"code","source":"data = ImageDataLoaders.from_folder(\n    path = train,\n    test = test,\n    valid_pct = 0.2,\n    bs = 16,\n    size = 28,\n    item_tfms=Resize(224)\n    #num_workers = 0,\n\n)","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:39.122243Z","iopub.execute_input":"2023-01-07T18:50:39.122534Z","iopub.status.idle":"2023-01-07T18:50:44.007464Z","shell.execute_reply.started":"2023-01-07T18:50:39.1225Z","shell.execute_reply":"2023-01-07T18:50:44.006701Z"},"trusted":true},"outputs":[],"execution_count":20},{"cell_type":"code","source":"print(fastai.__version__)","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:44.008808Z","iopub.execute_input":"2023-01-07T18:50:44.009077Z","iopub.status.idle":"2023-01-07T18:50:44.016266Z","shell.execute_reply.started":"2023-01-07T18:50:44.009036Z","shell.execute_reply":"2023-01-07T18:50:44.015531Z"},"trusted":true},"outputs":[{"name":"stdout","text":"2.5.3\n","output_type":"stream"}],"execution_count":21},{"cell_type":"code","source":"learn = cnn_learner(data, models.resnet18, metrics=accuracy, model_dir=\"/tmp/models\")","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:52.960387Z","iopub.execute_input":"2023-01-07T18:50:52.961049Z","iopub.status.idle":"2023-01-07T18:50:55.715822Z","shell.execute_reply.started":"2023-01-07T18:50:52.961013Z","shell.execute_reply":"2023-01-07T18:50:55.714977Z"},"trusted":true},"outputs":[{"name":"stderr","text":"Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"  0%|          | 0.00/44.7M [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d2f34f34032746dcbed0f637fec36520"}},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"learn.fine_tune(1)","metadata":{"execution":{"iopub.status.busy":"2023-01-07T18:50:59.817546Z","iopub.execute_input":"2023-01-07T18:50:59.817827Z","iopub.status.idle":"2023-01-07T18:55:48.162944Z","shell.execute_reply.started":"2023-01-07T18:50:59.817795Z","shell.execute_reply":"2023-01-07T18:55:48.162178Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: left;\">\n      <th>epoch</th>\n      <th>train_loss</th>\n      <th>valid_loss</th>\n      <th>accuracy</th>\n      <th>time</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0.142539</td>\n      <td>0.050824</td>\n      <td>0.981600</td>\n      <td>02:24</td>\n    </tr>\n  </tbody>\n</table>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: left;\">\n      <th>epoch</th>\n      <th>train_loss</th>\n      <th>valid_loss</th>\n      <th>accuracy</th>\n      <th>time</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0.068270</td>\n      <td>0.034742</td>\n      <td>0.988800</td>\n      <td>02:23</td>\n    </tr>\n  </tbody>\n</table>"},"metadata":{}}],"execution_count":23},{"cell_type":"markdown","source":"test_path=Path(","metadata":{}},{"cell_type":"code","source":"test_path=Path(\"../test\")","metadata":{"execution":{"iopub.status.busy":"2023-01-07T19:20:17.308089Z","iopub.execute_input":"2023-01-07T19:20:17.308417Z","iopub.status.idle":"2023-01-07T19:20:17.316273Z","shell.execute_reply.started":"2023-01-07T19:20:17.308377Z","shell.execute_reply":"2023-01-07T19:20:17.315663Z"},"trusted":true},"outputs":[],"execution_count":24},{"cell_type":"code","source":"s=os.listdir(test_path)","metadata":{"execution":{"iopub.status.busy":"2023-01-07T19:20:17.77282Z","iopub.execute_input":"2023-01-07T19:20:17.773437Z","iopub.status.idle":"2023-01-07T19:20:17.785216Z","shell.execute_reply.started":"2023-01-07T19:20:17.773385Z","shell.execute_reply":"2023-01-07T19:20:17.784469Z"},"trusted":true},"outputs":[],"execution_count":25},{"cell_type":"code","source":"t=Image.open(s[2])","metadata":{"execution":{"iopub.status.busy":"2023-01-07T19:20:42.337172Z","iopub.execute_input":"2023-01-07T19:20:42.337469Z","iopub.status.idle":"2023-01-07T19:20:42.343944Z","shell.execute_reply.started":"2023-01-07T19:20:42.337414Z","shell.execute_reply":"2023-01-07T19:20:42.341783Z"},"trusted":true},"outputs":[],"execution_count":29},{"cell_type":"code","source":"t","metadata":{"execution":{"iopub.status.busy":"2023-01-07T19:20:42.930307Z","iopub.execute_input":"2023-01-07T19:20:42.930912Z","iopub.status.idle":"2023-01-07T19:20:42.977364Z","shell.execute_reply.started":"2023-01-07T19:20:42.93087Z","shell.execute_reply":"2023-01-07T19:20:42.976478Z"},"trusted":true},"outputs":[{"execution_count":30,"output_type":"execute_result","data":{"text/plain":"<PIL.JpegImagePlugin.JpegImageFile 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HXWgt7qULE1nr04GCEOHyu6t3cnCkQJugEJ44NDxnRd8ceDIvutqxrhiYpYJ6/h6qG6l1v7SuWiNJdtSxL7B6TFIxSim89ifo3jrdcgeNB3qD8QAHShenuSS6I7+pdEIlHrbUebwG8I1Dm7B3nLZnt2t8YpZmt6/rzsQ0JL6XwbiWl3bQsSzpTdJ8H7N69HO3x9xGRq2Ke54Es+Yy6Ltvl9Zr5S+dzJ5JpOjHr7drCqZm5sWoVybiAcmG3WFt3hEgpUubTw/xwBhNANvQYEAdl8y2gHh7vqJQiYppmIm6t090ekyTY27Z+A4eJ10Gcci6CWpVIzKy1jUF3RughIuu6ENHzZS2Ee4BHNUMhKe+Pj48ZHBGRdPJlAMW3jKthEDkiAkUpSkmeRSIC0UAcoCABc4QFUSCIdp6eaQ4qBKeD26ltlwDfo52R4VliCjAFsSPM3cMREBZQSNra6TTcbUiCBHrVQiS4q0p1997t8fxY6wwgovXusllEhKGvvTfrzTjRyIMcbLSRN/PmAZCIQtRA4WFtu2MlM0SDxckAKL+ztAcc5Ms6quL8k8ZalBjUg9xDCYwIj7ZuEcEEg4el6WRE9HK7UOZ3UfUOIuvezKxMNWOFREQI987Gju24lsYkD9mj3djBHslz9HHCcSnyzzyI4+tH4BsnDwaXsvXGJvwdKTgeR/ow5m18zuEdh/0N4ziO+Shf48wBZHzIochnPwrjwNDjZfWydnu+pJxMyypSdD4ZtJy6mfXWjYJrZWZmBVHr3cxBrKqnx4cPHz49PT2VOtdaSe/rg+/hvYC+S7r4hnEdmY/vx+PT457OeEdQulunIZLZNzGyvkQ4wN1aay4OlkLEW9uWpZ/qtKzWe6eAKq/r1ns3JwWl/4IZaYlEhIeV8mWPmNzR/R7mhafNsnuh7pkk8zwDUUqplYnIgz2YgqmlXR0p4/cnZHgPomAmZg34SF8ppRAl9jkicwg4JUpVc3kgwCz3V7BGOhe8h1Dk+R7eeydWIlp6i0AIO+K6rXUCvJNHcyOiYGKWgqlvbagIYRbOcAqSyeQAUsmkhlyWBcBIrRuvcjC+I1nYnaxvTCEPd6feiAlE3rqZGe7Owg+PT6pCHGatde8eGdyp549Ju0DwIGIiJqYOMBGUlNg4wkGMYJC9Tz3YtQtv20YHM2dIBe3m4ZD52OML2B31R5aeTjscMp2we+/GnNDud/y5JH+DC7z7nobXAKzjM+3+juN1jv9GBHZbYIzkmznPR47drzmeNPlFspIjIuQHvS3buvUImqbp9bLWGq3HdVm6uxnM0S0A5iABmOnWeuYmfffdd58+fXp4eBARQ5R5yiScA9Bid9K/Q4F9iYy0LYsMy4VniD6X2hEFkwjlihyR2Pvzi4CVBEHUnaL1bgiIE1tI967EWk4eEtjAsm2Jx+ROtoFay+m4rTeRrVxvh5sSMysVESql3N/9rh5r1SRg5/OcU6yqdWocb3YTM0tmHQd7mh9BHJmtEBFwj1oSboggQ+sSuGhloYwrucHFRRhgQnoszZBpS2phW28OZmUnbN3AJEXDeVvXG8HciairJF4zYMydKFhyWTlx+lSGZxGHiGPvPc0NHNTagc1yvq9hMsTObMf6PsLE4+lUSiEIifXmALsH97g2VFIhakYrAC3MTBTz9MnMum1mzdwo9QHVtm3MnPELBt3zzaIdl/jABSJKXBhBCtrThI+4MIQt4m4IDDmJ/RgXHL/JecLuCOy9w97MqG+W/bjguM647+63enOCpMDjQF7+wlfeX/mIbt/gQl4zDYf87mBzR6DJ6+jltt2tDtBPX15qrcuy/PTT1/toIA51dyFSqXWans6naZqenp6+++67jx8/1qphaZ5xhLkjXQ8RQeESEZQSDsoVvafPZGAsHVJHVrYsS6opABkJowN5OyJoPoYFS5mleESE+WZBJNOk5h5w64CQgZzYHdapW2RGQ9YiROR4aJpmYrZ75oC772kkaQfqtku7D9bMgnmeT6eTauZT6zRNj9N5YJkMr6fkG7pHlTMzKk9qbSEiZnFDOi8InHEQxLvQRs6PFGUCerfeQ9SLbG17aY2Ek0dtvbOKSg2ilYEwzfirEAeWtoW5t66SFIGdWYjYM/oQ5ggwMRNrgLtF6741m6YptVO3MHMPYimlFJF7nvvgC4MPDwftUSouS6/OzLR1mBFLBZEpX69XDQLTukZzqKoWiQjqLVkOUCMaeUdvgAsBcGFmkEcPD+8GAMd80D3ZcVDro3gPfTpGy4fshqP0vlO2h1D/eCl52lvShN3Dk2bG5Q2J8P74i7/093GcceYAFLy3ccZQjxg06MN43uNlc2B2KFM6Fh/ccUFK9da0TqLzuvUAe1C3eHh4KKXWWhMdVPV0Os3zjLOmz+NUKzGD0gsp3puZuXchA8TN3I2JtOR7ypRhJxAiZyQ8PMIYniwxU6G3ZWWQctYU9d5awvy2rkeUzfRgAOahKiLFrTdrDlJiEonoRCCJIHKLtvW1dXBDVBFR0YBFmIenH7s7EA5DVkZEpOp2DkUgOkWER/qWnZl73wDclv56WYnuS7DWOpU6YFtEdFenpSgzy70OqpRSkkpUXpjSTSARyRogIArnTJEQJhJWlVKJ0TeISDCCg0RdebV47euXz8+31pa2GUKKkhSkKcc3VZ3rdKpT1VJEMipZXQTEoBIszpQW2q4AMxI8hGokNQ8JiT0bVeiNWRxXOR1KEoYx6O7X223zHvBt82YgBriYR+CEzrdl+fJyaX0tU8YU1wfZprk+zFOdWJgz6ZwQoiwkRTjDSBbd4RHkB9NgSBHvrrUjRtzVpsU4OaEhDrHAIb1D34Ibv3emRETGRwfcHOVwGF1H4R+84yi9+3p+MyKO2PRzmwUHThS7PyIJ0fH6R58F7XbQ4EqD2fEhPzUi9De/+6t1Xc/ncynT7XbLJKLp9Hg+n7NSsJRS6zwKGby+JVdkRl1VVmEj9eh813cI8oCPbJ+cDeCeS7O70yP/29UpMzP8HiXK74zckmRoiXCphAfdGpZeAo6DIp09UjQY5EFsgWRk5iSFWRXQQAPdHQ3X22vSgXyJtP8PkIh7RNrvYoMIBhd33/o9gp5hhdrsNa4D2vOBRIQZ0zQBAEU6DkopqiwiJ11UklMUImFS1TJi70QwbzlLzMxCy9pKKQFsHmAT0LX35/X293/6/Y9fv77crqHMUno4MddaV3tRlmmaHk7n8zTPWqqWykLdVWRiVZHCInRP8bUtMj89mdoQjMHDj/6Fo4CN1R97jHD4jPIFpXvYoYv5ui6fv15eX7du1F26xdI9CK+368vrKxf58OmjKq/r+iGeWSBCKigS88TnU5mrTMJTlfPpNBcVYklbPTAMiXhvR2Rg8hvyNcY8zhx/tUNhBR2KLEEy3F50ICDbthV987OMRTtu8Y3OP95uAAEzb1uP9xZBnj9SFYdQ3L+7l7TtEbR7gOMbOR8XHPfKpxiXOr6+iNC//ut/frvd0k3w8vLy+PD09PT03aevZvdprTWpsuar7bmyhcjDw1KMwVS4uDWO0MJFBOiSlvUOlGN8u8wIQPfcnD1tk5kLNG0LAMos9W6uF5aNttaasFRREWnezByFe888qBARJnH37g1+xy+Ju18nCGDats6uGbHvHu6hIk4AK8IiCByUaVBEAG+rJe0f709AAWgpYQ3A/UwKEmIt1Pe8aeQqJPfUMM397hbJIuuUMbv9OQtHVFWkCJdS7tUitVYRBrkqn06nea7M7M3raQZTs1AUori17bLeXpfbj1+/fH595logettWEn54eDBaYE5ERbSyCHHNCQRNrLOWqdQqd3QgItpomqbz+TyqM3RPDhv/voMAelvlxxVPu6873RPbti3L0lr785db7/7l68sf/vDnH354eb5ut9XWzVqAWHt4MP3yN7/827/926dPj2bxp7//D+t6u11e1uVSJL779PDb3/ziF999mATn0/Txw9PH8/k8z6qqLMw87Ai85/l0SLWKvVQZI3j2XmmPd31k7HfdnjVShzjCkNtMpjpqhW90/jfQgHeM4x0QDMAdNGEYZWPk31xh2EEDF75hCvnX6/WaWCC72sdfOvTDefru6ZyJz3/7178DsCy3T0+z32PCeadG1KXKw6zLskTvZHeezMru7pv13vvaiKgIcWG3kpkh8yzjBQwCExFVpa1tXVcROZ1OItJau67XeZ6JiVgiopk1v4d5zb2Hk0qZJmK+rWvvnYW5XU/T9PXrC4uA2SIeHx+v157EZ13X3rvQdJpmZSmieg6gwXoASgiO6H1r0bftfD4T0e12c4rz+Swi67o+PZV1XTMAnhPa2rZtWwbGd4UgyhwWy6XP85wOVKAAMLuH+qdJAcnkyP1FWkR/+vDby7IRUeZ6X69fieh8PmfUOmvMiCjiNk3T6XT6SHZ+hDNdtoWmMj09PF/XPz4vPyy26txL9wjlen56aNZfbw0+5Tgb8/K2pDK44+4390uGHgBs21axCXHVUmt9mObTVCYpleU81Yf59HQ6zaVygAOqan07P32CsW+rbRf0tWgURgnyGyHKcqOvL/58oedL+dMPyw9/vvz3/+H/fn259OvGm/hWrq90i6nzk8kJ33+af/Xx9Mt5/e3p8y8f8Is6T7z9+P2X9YefLn++vbxEb3/3++b/rz9t639Qtr/+m9/+y3/5L377u+n02KczPX6YT48Pv0zsJhf2ImBY9K1bn7R0b9EtQI5CUoQnME1EzjsXaAGGks7ltG2L7C65GgVSRElEvtoiZBxwh7mwM4VGyEQSG3UnJoKTWw8Y4OfyXURE38HiXjVDt9st+A5PFHfjGoRgUNaTExikWsIchtK1sBRRQZHO0u50wB6jtWbdCUxg6y4i83RK93HmSfme2qhSSCV2J18Pt20d+OWErEz18HdOkThYO9+g3cg7zuSQwccGXWHmaZqybCG/eM9H3POaBvJhT6hIaoTdvKH3RSDYgy6JsslCB+IOmRyfk3HkfUsp1+t1mqbMzxmgOEAUB5AaCmRcZ1BE3/NPsv9H3m6aplprot4Y3gDavGM+UT5+ilzbAx9jSnlvkpETmBksaRndbrd85NZaBgjzgrXWn9q1zBMxd0Y5z/X1fOnby+WSir3OU8vEyl2RyEGHHA3XkZd99OZGxNpNBB596+16vTIg4RKkxA9TfTifH6fTPNXH0/np6emM03q5VWFEj94UgBDA4eGQde1/+uny7//+z3//jz/9+Yfrn374+uXr5bLetkujDTOJYKIoE86FP9yoop/slV7bdXl+fv5DTCcn3uL3p21Z1+VKFoWUiTyMoOH0H//+D3/3d38H9POH0z//27/5X/wv//N/8S/+eTl5rfU0KROZ9XArSiqVmUQklCwAYvJw6tGoQ7KE1cIDLk7M3Kin/ESWdMKJgkIoIrjbPQ4NcFbhh8OcnIgDZtEdAb47qOIes3wjBflDrUdFTWZm1t09ihMFEUGYhAhwgsPA5kQdxiRB6Jmd45G8Hu/tuCMNyWM4ULIfzND6I51hWCj5rbuNwYf4c671p6eniEgSODLM3X2e53Rm4n3xXKZqpuU//poae8hk4kt+GCnfCQfj35QfOZSCHnkUDqFm7MRs8Jo7gpplytd4tOFuzUkZk3UEuLwv7Y1SsHPg8Zix26sJQCnPeG+aAlDV9IMMb8hA3vG28sc97NpG8IWITqcT9kYVAwppbyVwu92e1F+XmwtRUWw3e/68eL9ZgwoXnWnm3h17uT4T07t65yMH/sZ/dh9kdssRbmZt3Wxr5MaAEL5eRb58UUbV8ng6f3h6enh4KNN3VVngTG1mzJNOwjDcbsvLa//Hf/zxf/p3v//7v//hh8/L9WZbC+XvbdsIxigFlVCAibpWzLxWqFp3bNGum+lGsfaVzFp0IiMzi615a32Lvi210DTPWtA3/sf/+MOXz//Nf/ff/H//y//ir7//9PF3v/nVd58e5sokFEEwZ50KRwhxUIADFOYWbsyOcHLnVLBZr0WlcAA9KHo2xEIQZ32WRwvvABNrTq+5E8HJGkCIgIGdGcxqnJ6vGBbL/RXwfdrv0mfom7WtA6CsQVcGwcLduiOMA2wQdN6c5H4xQe/f4sKwOPDelskXLSrfrIeh2o96S8fhhySQ4b0YOjMxxszO53N6pOJ9wmIc2ksN9TsQBHu8dIw+E2aOkhx7usg3w40955T3Kr08QQ69q7C3tcqxXS6Xjx8/5leOinGox+EQGrOWA/BDK5u0GGkvefoGkscX473FaPsxXG75+3meBzc54pp1S4aVk5bmSSYX56hkj3Pe51ZL3zYHFS0W8fVyvVlLVuBErFVZWu9wEJOSULzTIUcuNh5qrFdm7lyIxQUBRFEQCVMRJY9ubW29L5u1F3n+evry0zRNRB+0cAGU/FT4PJVCjGavr7evX66///2Xf/j9589ftq1L0CST9v5Loo2ieya4QARicMOVmmiPKiykM0QhQeVlepDWN1/bsrTbgtbgopjO5zN825ZtuW2GldiIPgfh+uPf/+53v/lP//V/8q/+k3/+6199ejyp9W4UpXg4KbEzE4kHuoVEdIU7YOT3AvmUX9NSOODeeiBLyALmgBQyc4uOYGbyiN6s915V79V38IAxEQmxiLslnR8rhEB7Tr0DYCUpykoO606NgpnSD5x9uAxmZBALDufo5JzFOwEA1t8Ie77cvPLolzXQP9de97t7MvYIS+rydV2PTmIdru+9sMfzx69fvw6xTwEbpx3p95CQZNq+V3qlO7r3nvGhoZlHkswxl/Huqd4DJ4PWjrkDcDqdeu/btqUmzK8fgQMHkuZ7Av941EyFODaS/AZK6X1uWex9KFNvJ7sZyX8jOeR45NVeXl4GbI0ELT+4wePAyyIiQOYBRLes5gogWjdufd2amYGYWDLJ2gMvy3VrTacqDAM2691NJr1uK4RJ7nWQwQRiJsL2Lug1gGwwkfFecj57hLmhZ25JqCjXKkUulwuYQrgXDYEBHX7t2/XyWVkUroi50EmULfq6kfGf//T1H/7pxy9flt4KIhthpQ4mC7+hE8AiRD18a96COnByI1+dQb1t8L6wRkRYOBF4grAyVebw3pr17AEHUSmqHBT/7t/9+y9fL1kDaP2f/7Pf/uJ8UuHo3TMCnbF1QrbSQmZBRqbcOMPv0WgwWZiDgsg4IiLD6aWwk/M9K687yMM83Eko/Kgj7tP7foke30K8r5u+i/e9CeBbD4v7XzmcPBBBIVmTfu/o8W2u1Lj+UYeNc0adaApFyntqpuOh4wGG9hiBtCPY4EA7sWubwfYjIqsyUlUmlCQEjMSkb/zY67oO4RzBEuz16vHeH5FflEPZLHbNPJ5c9r4Mp9PJDxljESF7L61vKmePNxqWwshOwW4K+aEd4Aj/jkK94wiJ6B6P3MER7yvwjw7nvPvpdEqsyYENzM2pG1M6voWqqsy1dMS1b4u1zY03WqyRMxlnP9jjusTPSGbs7ms6VAHl2Hie86YRAZAx94B3W82JSFRYBZjcsygcmGcwzB3hjUiCemvbrRXUl1u73awbwIIo6IAZpqyi3tCuV2obIjzMDfXsJ2pTZymhLIWLMELaZUs5KaWIc7fUzytiJci5fjdNRQuZr9frZb0tLPPry/p3f/d7eHBAiX732+8fH2vvntl0waIYYXIC371zGaEO9nDAo8c97kBCFIyRjwABgZS9RziFgwNKTB5Ee/aYE0XAJIJ35987DQKQSKF7GTm1Zu6+bd0smCtDKBRO4T37dQAgCEaexP06d0x8d+mditqhpcIQOrzPgxjCm8tvnG9mambHVIch9o+Pj3mVd0nH+zGsdzrYAkMMjj0ns26SdrN8COSwKY7ClhcZtHk8p4gsyzKuk3/qvd9utwwiJCKk/GfZtZmNLk/p8vD3OWTfQE8C2Tif9ibCI11kfIV2AvUNVUkxe3x8PNoRg7B8U5cyPuQU5YsZeJT4XUqJvSvZwCk9n8BkiKW3y7a0cGeCkHX3ZnsPlj2aZRF73d7w5uTbHIHheN87sEjt0UFEnP1aqPe+2sasRESZig3AzK2Z2fx04gC7s/USTA5ChPfrbd1uPQxCmkwHwqgFClC2+l0RNxMPM4RhYqszpikUOk1yPk9FieghnsPCWo9uHt2jo2+IpuXB23bdtuv2ChgQBCOQ6Klbv7y2P//w9R/+6Y+fPj48PJ7qVGTm7MYn7nbPxMUw8vOnSLGxe5m8Et9b+zDbUCEbZQNaJ1h0cohUYuq9k5AGc3boc6dIi+HNGfgOoA3ZfMANlsVxRhyqrkIiJo6IHjBQZPE+QA4H4Pf0Ybq/6W/W4ZDtv/j71GdpHIz2lq21Y3yAmfWbFYwDz4w9XzKX0TRNpZTn5+fYE1eG3svvpm08dF1K+/l8Hn67NAQydvjx40c/BDXyWzk+fh8KyRX88vKS8Y5xXzNb1/Xp6Ul+Vj8/lOEYWwbP8T66jgNrSEyJg/GfAd57v/ZdfmxvD3MUcjocw2DJ58oBj2YY4xjP/nK5ZfTh8fGxFO79jgsAWDMBXizQLMyCiJZllaKOuKzrrXVoOZ9mmep13XqY2d2Og9yfjQ5UZdw6bzH6INKB+okhMm9cpEgWC2/rsk7TBHIT1ntFJZuIu7MYBwhOHoBTEMy92XrbrDW4o3fvjlhAszL16yuUQEbwU5XzSR14bX3zDr+HY4JZNyWahfg0fdlu29Zv69KjB4vwqcJLX1dmmlCImQmUQe2wbTWQqEo3ul3t+WV9fr2dz/V0+phLuwc89h6hRNEBEEYPbacIghsM4CCCUHbZu78wXxNPNXuQezgzq5TrdlVWDb23Jd9VrMg7uR0ieuTL4c4QhrBypL8yKz66ho0cRw8SwIHMAtwN3kOOwzfLe2g+OhrORLk+a63TNDFzbvtwLyDcadFdR2Uqy7jWuq4fP3482vPjrvfOSCIpyamfU5jzfN5rv9Njv65rpieMiveHh4dBkuNgAoyaRd1bTQ0ZSz08hDzHU2v95S9/aWavr6/jK+PH8/k8sCa1bo7h9fU166nTJel7ivi6rnnZYw+8/H1OaJowySlqrZfLBbs9tWcoTOfz+Xq9Dm38Vq/pvm1bTksaeDm8y+WSld35pNjTOl9eXpLvjJsm0olIV+8UrffF2rptxjChU5HmVmo97bew3rNe43L7mrwjPQjbtkXEx48fr9dr/oYOTlBVPUm9NWvdydGbde9zKR9/9bttWyzcrKF7jM6VHpCNQUJUBHbbXl8WWqyw6OnMT5Auz355aYuDlO2h8tfl9RxSeS20/eqh/vJXH1brf/jy+ufXlQFmLfPj48dfPz1+AnS7LV7+PW2L6yoz2urttlrPOrnu4RtcHaJM5Ezu0U6nT+t629buRg78/o9/mk/8i198erktWiCFAayt2boSEQlrnHrvW1tzJU9aN1uut817nE6TQFpfI0K1wKO11hdyhuReAaFMIU4EKlzYySOCnImyFRgAIQUh3hsSAOYyb9u2rZuI5BpIv5VbGGwH8RAXM7OwjGsSUWbWxx7G7qXxnnJ2VIRDLQ0emnY917cdMW63W0rcNE1D/+XwNOOR43LjoqPD4mjxbmbX6zUFbCBIyh52K+U4oBStZVmG6T4083DgDYtjmDAplrF7Yvh9QsFQ0WN+bW/4O76S17/dbmPYA9qS1GRjSBxCjD+nD+NzPsjR6RCHpPRx5hhP2fcLib2VYOxui/H4RJTpG621EE5QyOuP8eQxmMu4fgu4R/Ps5SxBdwP16fFj5PpzK1INBovtth0ZVgJEcsiju2c8i7sLoxAT300MZhEQW2TXER4d4tMF5hH9Zo5w6qvbde2XjluIy/q6WbOTVnkS5fLycml2e31e/wp4ovrxRKfSPsz+ROQn+bXqP2qLE+Hk+kCfvtdP3z2c6kPv/R//fPqi7bP1ixkrWH0zdCMWRnZ+hfeeE2OO3m4EkqJEMnWjy3X74afnf/jDn777/pEkRIkEECZm0sLMpWWYTAndum8wJy5lCiCCesChFBZOAIGklidmFmEgC+x6ujNLKbmzxWBneVz7qLh7p8xv6+LuIDCTZfJRuBMyDnVfhc4Wxhzuvi17nbhplCAiMUHAudEhBJ6LhPfYxLD0fbTbjLfcajokAfney/eOPkNchzwP4Dkqc9rrbdNP9o3xTHsBxljTw6YdQc0jj0pnXuzevvGn2H2nAy++meUx7jjkig8pHZMy/BGDvAw3ZCYy8t6+CngX4x3icYTeMbA74h72Ixhw841NhN3xwwdnberqtCmSW0VE97BAZAU2cRCTEBNbZEtWJUqbHRFhgR5u5s26IVglCBbe13WMh5mnUniacqcKl7t6SUsQQDKjY+zzSDut9TC/b1iReT1wa2tEUG7lAEgQEE5w4u4Whm3p7XVtr1tcjTaI6+1lkSjK5TQVgrjjdrs54m/ijx/P9dOH6Wl25ZXNVesvnx4e1Vf5qWmTsj5y+yTrXM6s2D4pNrRXo24ddHOQRwvnrA139u4WK2AEV7CB5rmcZp2mE4KXbfvxy9d//MMfP7/8ZGhOHsKswqokEkSf6N5wPCIALywi4tEZdN2muldDqkIJEYjmoqEgZgQFCCRkFN5bwN6q1IMFoqFU02uYKz+lA0SEbnujD4qsp5cgjpvdRoY2MZNQRSWi6+vl2B6OmYU0JBrfXe/fRNPjEI84gsW4Bh2OXA9Je1OmdFjdQ5KHOyAbN2PPIEw7eYQA/H3HiKF8jtQgL4Xdgj1qV9ubgo0vpiCNeKft/RHzMWqtfmgiOv40/KjDtIndv5rEYZxJuxE0ZJUOdteAtm/4wngcPoRF08swUGNg7SA7R/Ae+JilR7kK8y3WWvuh7nCMc0zamNKBVpae4HRbqRKhu1nvWUcodN9CQ4JYZBLdjPKVj/eLPUg53gUf9pJatuU++IAj3DscZMSMiHDCvoUCUwQRiIu7dcOytO2y0Upq6gZEbVs0GHNYcJ1O9XRW1V/7fzzX/ulxfZyA3rYG7kuJ598+za9+vfpns4rLPy52biIc2PxXuL2o3WognMRIgoK5t5YloB7dYYReqdQixOXhfJqqENHSGvpGV/vp+eXLgmbr6lsLB5MRgjgifl0/TtMkcidrtRRVBgCPUmWapiqqymPlTLGKUKmiAlWUyrNwKbphIXhoAM6BIDLwBoz9Pr5Zb1e6CgsRufnRTix1ooz0eBCTkgoxgzEB6RyVcA6Q697zPA58eSzm3Cfi+Jsk6Zu/5enSIRQ6zHDKihg59L2Pnfq6+8PDQ9okKRLDrbAe6p2PgYa+15McZekdvO0VkCnw6YkYQf4jjYmDh3wgziDkR5OB9rymDKwOH2qKAXazYujGcSO8NyLovTVxRI2kNrQ7cpN+l1K2bTuyiYELo0ztCNXHBcHvjyPAHx/tCL5HlHRQEFs4mJklCLAI99y3R0TcrG+99U1ZSilc34hijnAkg+aw8+4DlTY4MYH2wQi5d3evWkeXOUPnuJcYSpkEAfLeeGvQUMIULha+9a01AweEwVxL5Wla6exszAFBFbgg7vXeTn3jWAIKe90u5NYi7GX5z/vqxeFBraMvFl2UTt09M3sIIihKOk1lmmplPZ/miL4uG2jTybvzZd0m0QY0yAY08x7evFm4bYTXe8y7Kt8b+e37r9RyrzdXYlVW1Y/nXxCFKFSiVJxO9fGxzHMhtqp0L6DfbUZ3v3UbeoKICCQkRNSne7lq771zJ6FaK9XaBe7u3aJHGBhIb4YWEUiEBMTQyUUOYntcM0e1dNTfd/p86AcVh0YMab+MQ7NySfduXENCxs4uvHsE80JjVY2FnhfKOp9jPxzZ0w2GYAzBPjbDGdKS3xr5SLRX8smeHx27C+NIhLZ735575flQfdj35xwJCNhd8Uf550PvmiNAHPn/uOAQ+L94Bez9Y8cJI8QbEcmDBoIMhmLvickYgBwywcdTH+c2WzcFIVfhtm33GGUA5vAQIWVe+jqoTU6jH7oMxCEP/b6qaoa+yHpEODOTa9gWighGNvFy8rh3zZpV4bQ1vm2xbDRFDUxwtNbXzuYEYgpY86t12eJ/4F8UicfNPiz2pHaarIK4S7/EtfUeKJMWIQmLcA6u5iw8cVm5wMxKX6lAzlNlR64iE3ItPFVW1Y44n+dtu63bGoBwcZa19eWyUQVNRaQYEN7JwYTNKSIavAc2UEeQm1uHIKxxmHiPCGs9BaF8+Uy5Ywhb1ZhmnB/0NBctXic5n6bT6VSy54i5O1b+dv9YOeTpDoUnIhOmitp75wBBhFlFK01KqtB1i0qlSC2Zpg4n0qCA/+XyypF/NLT73QdZ37x1sRPz3nsy6yHROnxjY9AZybzdboN7YHcH4q1bvAwrve97kAwFeIecXapHirGZjfKH7P9D7xvsy6FD+fEu4xm+UeZjlunAioeeP/pBU57z+nEIRg6oOvr2jvozDmYR3qeFyKF1fd+3CRttC3DwQYxXZXuSWU7OsixOguxkuDd9GLdmkQA8wiM31yNiIXIRSURwAoYjc11ba/BQYs2OMKLKst7WWusYXj5p7gM4pvT4jL2wCNxj7T0QlQFGD3hfI0KIiMDEubGfRzxfGgddlv562W5XM/YCj428S/dqcJFCgobevcH7xf4zOemDd335eublFw/1PMGjc5Flu0W007meTlSwKbUimFlbR5YinYv206xdg8/gqXnyShMKERDCuhs39+LRzVuEGuJ2uy123WI9fXp4+O6jFLWAUzENYr2uS52qzBNaj4hNSUDOxIzcdtKFvFtjEIULXdZnFmJ2QmdvdfMXeGkANlVMc5l2JZrLb7lTZBsLb+DC0Ygeq246zcoyl3kq81Tmk54mrgXFVzuVh4d6nsupUClciriIYCmD9A1o8EOqzpFsMnPYOzf/ePW5Qob614eHh0E5hp3Dh1yjIfYppYMnDwd7rvVRPfmNDB/ls+/NxYkoO38MGjMUMh2K/OjgdxiUaVjj+ZvUw0cxzufPQGAC4eBa0zRlnOJ4foxWPPvrGfKZX+E9PfybSc8TkqcMypCxn4Eyg1hlnDL2QE+mlLTWeN8YZlzz6K/FXjAykOhtWu673d3ji09PT+6ebdjyhGx5sNnGh1ZlsTsg+76DwBHyzMxqAYXBW1hYJ6kU6NH7ulHWSpSixKqiHCR4/nEVyPW2XW8Ni92kG7qvNOnJslNrNrstLEgA/S/sYb7G2m//9Pn60xL6sMH68v0vP177i9m6CTW4Yq3SZ+WyXG5LX7YwnDoeCEVALRBm1nxtzcMEAepu3axF6e7W+m3dLuDawbf+uvpSH2pMOn0IIvawBo9gJrys61Ot52mG2rrdejbqoohm3TYiqigBNDgTq9D0YS5FSmVRY2nMnaWxdGRjMOkLWvQYWHD68JEM6JHmHoicwRljyJ0Bdvs9Q1S1T0KsXKpUIdEo4iwu5/r4UB8+nj88zR9OOlWdqk6qeo6PY93Gz0wJ3v3rY2m1fcvZ46rDvr/WoKj0v/8//J/Tx57O6jSbkzKM5d73XWRVdWNKb7+ZnabZ3bdtm8o9b0f23ZZ8F/h6nrItRxyCjhH0eDpnCsDp9BARl8slIs7ns8p9TodQjVU7qhsGifA9/ndE3AEZ8d4fkd/atmVcX+49kYj2qgfb88ByBnaUj29Y99GfcqRkOXXHmx71f0JDAtb1eiWi8/n8060LEYUraJZSWNq6XF8vZdLNenPbyDZyEzqdz/PTw5d4tkOZ2ZD2I5vjPU+s915qHdid7z778Q1QHhfJePiHDx/yTN7bt+Xry0LPcaO3u7/I7XL78uevX/78bNcocYqN22KlVDCTkEt06aFBlVnpfP3IzM4SxEbkLKQFWhz0/S9/QUIR8d13H6e5PD8/Xy4vjeqPf/pzrCuCcNvgEMBuC3oDGUXAN5Axo1RR5Ybe2qYsj+eZKLa2EOH8UF/Xl6fvHz79+tPp40lOZBKGrZnR9KNqrXLWmKIX38gbk5OZ9WiGzWTl0uUUOkGK6PRvH07niID5PGUUI04P58tycYkNvsQGFVRxxNrbx1dLbggiC9+6NXgQtJQW6OG5b5ATLODuH6wwSInhwR5qVFkqmDqoGXWctT6dHz4+Pj3MD6r65fE///70+EQqr2u9bY9cTiICKad5Nd/cQ1V0ZtKwMDM+m5lFt7jvk+zW3Mzm6Vz2ZAfyUBImZ98LrYIgRaVo7z3zMSzcEcREwuD7ZuEiIsTTNA1lbmbkYSk/h5UasNwDdqhiAAzPPg4AWluPBGbI3hBv3/OjB1TRwbzPOsVjldRAh6M845ANMb57JHLMfAwdp3sFwDyfI96g6ogLx/EMFBiMnd4ftuePjqqHFDlmoSzWcTdwto8upYiwIEyosrCgUUDeci7HRA2+M/wax3k7UqExpePpjtOVC2Jkjh8pley7/uV14hAMz7svy/L6+rota3SOtkYXBDGImYM5KBjh3qOHA0RBAhUm0RCFKpdKpU7n0/nxrKU8PJ5++9tfPz09mpl5+49/+Pz9pw/LdbVle/7pc7vcYuvGDGZhCBGDQEYUoiRCt9tNWKqU3r1va7dNlbaCjDG31qorR2FmkIC5eQ2vDvWgyN4MTCQEhYBchbTQxDqFVHDBqTzO89xaa2hBaO4ext5X79lrW3qEdXaQUHGurVPvhpZlWyx8LkVUn18vxFKYwRQECIOItG59FSKHgoIRjdEJDSFVgwCyK7bn1f7QL5y1dE/803T+IPVD6EeZZH4gFPc4sW6gxgjcWzcwChG5dXeAhZHbghJraLfWLUOjAqKAjmV9JBtHp8DR48XMLfP/7hsvckSMrR8jl8uhDmcIDAsiMu/0rmfMW6lKcU9JyEBx782Jj8PAoSxqrMsh2OP3fNgaCHus4QgK2L2v0/TWwvRoSsSeE+nu67raYTsgPxSJjCHxof3mEfKOVsb45VFixyDvY+CgIE+BB6cVJ0WzcFpFaZKiLGEd0VrLFPkBN8NBwIdMkDj4C0bd1AjQ5gMSHUp9D1ZVtoGgg2WU0DDwbqBb0oo5Hq+Xy+XlFc1hk/UOC0FFMIeAhDkQFAHvDiNSMBMrkTKYocKFqEALut2kxDQ/PD5N333/4GGXy+U3v/mNMl9eXpeX23a92W3tEfB+3+86JyEftIdZwPhUz6XIsl6X6wrqRLKu3qzdbrd6rXImL0EEEjgQ/ugmHZJ+aQ5XDtYgdFbn2XVinkGlkzgY5yiFxNE3mAV1ih7OYT28BDNoCqLm1UIAN/vAd561ee9m3kHd0PB9TAQh4uberLv3YBKJleBM4IgIowC4UShF70uUCCUhz1izu7vh/PXvnqU8QB+5fKcPP9RZQ3v3+csTZIZWlXOV+VSfHietOkUskb31ATKYWdvMez+fz6TKWnKfJN26RxCxxp5yDRYLiuxj7/CgFECwBkmYe7/nKaqq97sjrbB4Lv2D8kz9+cbzwzyQYxLiuU4ALpeNA5NOANrSoJMfgn8DWQaNP4JCRKS/AD/zeg4WgINBFBGUTXAQiTDvzQTafSaUKaTDU5gmxtCxQ+Z/jgsj7jtgMY+x/4Xsud75OXe9p3slTGRucXD0CEcEhWiVot3gfemrRX1nntDu2R7zTAfrL+2Io68UB9fpQNUjBfjGEBtzuyzLeMack7RTZj+164JlAaaq0hsBVLnAHQYSAomCwgCOICcKkAMBMqcIRJgFte8fP9Zpeng6/+rXn/76b37zr//1v2zb8m//7f+0bBvgfd229RbWObXk/X0D5D08G4tTBAtmPZ/0jPDYAAuZChHWdYHCzJptZvMdLwksxP5dwLt5+IZw5c6TMBtL52rlBJ2DJgtujtaj+9os0NvSrYuwczgoO7JRcDEvXWePydiXbb3ehLZSitbCXHpIa30zN5jUooVIuXusLZq5iGjlF9lI7ruad7iHB1FjbZq+CWLlJBfZKHD66eUGMsNt4+eFK00MdS+3H4P1VMpT4fMs56fy4dPp43l+mOst1ZaqCmk49e7RHc3FrTkTecB06yYiet//hInI3FvrROyIjJYTEYkGsYNGunV6FsLunc7S3tajVjePQ72qgO4NUaNTYHOfpsJAWHMipiAipjcHWLxPPRj66qh+iSjzGkc4M/ZY5pDJgRe708MGBx4ikfKQThDawxm85yD7IYo5vIxH2nI80s2ZRxwOeh86eWP16wYRyZI5YgAWbu7drUdHiAIG8+hba5t1kzdPMr1PPB03okMuphyKZf19967hXom9L8YwcOhgH43PAy/G4FW1f23eOjxAYGZlMhARmTnChcApfwR1AnkQiIiVWIRFQhiFibkUOT9M33338PRh+t1vv/+v/qu/nSf8P/6f59f/2//44w9/+slba/c0TZSyKUmokBMAOEOJJLVdvVUYb21ta2dIYY1ovTVRtnAzI6FSBIWgJEXCv48w81sHgRYqoLLJbFKblC6nkMkh1mlrtpk3QHJ30fucZKd7i4lEe0ybn4w+oM7my9ctfnq53mKaaDrNtVYhAkIQFnHdvtI81WmqwhLOzHXSSepP/ZIN/I3RAgZvjHDM57kzNqCFN2uOSNrwVFcK6irOWBsobrU+llP9/NMtmKhHrBesVHt94Lly/fAAkTJN0+Pp8Xx+rGVSLhFkzYvzRiZCHNBuYBHci2GJiT2wtV7rrpgIzAxi89ysQUeRUmq5XCK2tVzyQ2k7AR4ePvycZO7u8ADRuq41IabbkL3cr8r23lDDf06HeO8RGuRwfCP8svdcGGL8jRti0JD8SsZNB8lP9ZvhjEFVjn1WBqMZUjpg6P74h+7DeakhsW8kP2k8SJSiR6Q3J7qFGyz3x+1k7rTZ3ZAZGeJDpQ89P553CPDwFGDn/9htijQljhAwEreO9Gc82pFHjLu4e/+81KJQxtZ7bxRCVOC5ybSzmYM9mSgzs7q5KyuJlCpFqShVzb5Gra29b8v18vzy2Qwz8IvvP3788PTwcJ6KvpKbN7PmnhauMRMLE7Ia2kWJRci1beu6rB6ObIsUBsDWxdyuj/TJPjrdTV8AkzwFeicWDcDKbPMZ5dS1BqlRsVAL7vBO3Bmhp4lVBF4cqsIG2pp40+aleVmsNquwYrDnNr3ETOCFaN0ca+7ETQJlnsz4alwbMzOBhFk3lOWvn4RVSMQZS/gG74wtd19UaswbYgs3kHNAmGkD2Ki7Yu29GTTsJLJ9JHezbY1garT05dYu6vzD58asqnWeTufz41xPwpWIHuZTKaVOpQizQJ0lRI3u/c6U2AItIMRGkZVzwex7U7bCzrhXUpRSjO3OF5g4BT+Cx4JTgQmxCisAC+OgIKO4txiggKows1tHeO7yJnvJw9C6R347xCn/OtrM2l5AhZ/17T/a3kexPK77ZVky3Zv2gq6EqoEmR4E/Jnd+gwvfyPw4xhWOlkhEFBURzhqciLjvtitMwcRElcFsYd0sGCra6J7j5HvxxZD/8bzjcPdub327vpnJ8aQjvk1EI65Mu5UxcHY8aX7IK5TT6cOHD9fX5bpcersxn6pOlJsCAm7ZRYCDiZlcqDd3dtKgTiEsxmQMQinVLFKV/fTD5//+//Mf/uZv/upPf/rTut4orFQuzGFbb6sAtSpHVGEtTFTNt9bW3Pn2O6t9MwtXKKibdZSYH0/LbU2jPfbVYmYeViKydaOQk3iZo576dA4u5twhZugRwaDCJShWgSq5kWw8B0ez9dpP3rFss1FZja7b0iMA6n4GJppzL6WejQE9QAi2uag3j6w5JBjCiVbgu+XEKqxixBt8c1sZnbEJaJowF1N2ko5wIWa6CHnvREIkrNxtXfrL69VlenRqqLWQ1lLrSeTm1Oz6Gu7Nb01uq7xchCvAFLytvSrXWkWDIhRcgtSCtt6JcuszCVJH9sMNEIHFIyyimUXrBPEgYmUpEQTuDipluq9sD8dbHP62dhJlvXv7ekRuKfHhfJZk2qaxK+2IkJ3GHyU59vytI0MePNnfZwQOS4f2AopRR9h7z/AMwEAy5Mj/LpfL05OezzMzr+tqtiX3T9JIh8yCowUR75tkpT6Pg79z6O0jecHBDqosRNS9mzV3z3SwEADCHFw0mMzc4CRcSun0bfrjsBS+ISx5gu2lIni/1eqHDx9iLwAfvOxoiw1KkjiYde5HBMzPD49z39rL15fr5wu8QWctnFtjAwHy3Ig0DKEiwNayhWoYGnUn7bQKCYGfDdunT59++X396afP/91/+//+0+//8OXLl9fnS283FaqTihAzzaWep4kDpchUJKIv6/X1td+2m29b0KdwCEQKN1iPXpUenk6YrGt7eDqfH+Z5nte+9t7dotkFtIGX4JvwSrxICS6dxYLMouH+rCwQsDzHdXaYWwmbu8tqp0s/d1o/X85ctPl6uS0LXDDPWur89R+XacL5XB+nCdNs7s0twtZby03MmSFFmOXuUf6PFxawAgJxiEMBMJ4+TnqCzIyCFn3pZuGG6L/V1oKVT+dTTFKm9erWhF2aszN1ljoZJhFCCzaN76xnuR551rpAKbSRAWLu2DysKZcaLKJ6qtNQGvV0vt1uwF0awJyBpuZxPp9fL5fldiulcCnzPE+g6/U6lWpuqno6z+5+uVx8a/M8k5TuaOuWOw5Mpxrm3jcLuOeOzAy+kzoAz8/P9P7I9X25XI7dTZjZzFLJ5woe7dhTmWcJQ3rIRq+BaZrS0eh7mQrtjRVwcA2MtitEBNx/5L01S8pk5s/LoYlj3LXRG8056uGBcYO/ZGZ3368vtQggQgDC4WFcClRAIawzzcu2Xm7XrnaUzHG7zFhPOc8eELn3BB8oz0CTrOMYzSn4EHnJUKUcCknSckzKcCRTCUnO7rDT0/nXf/Ob558uy+fb69rK9OH89Mg09Ybtthq88KQMc/fXdZ2iBRcDq1Jx1iDF3PzDh+9evl7+rv/jr3793XZrf/cf/un15fnHz8vr68vXr59fXz7Pc308nSuJMjPo8vL809ef1nUBeRoXMPupfSlQh13bBWjzU3n6/qE88jzVP3/5kxQ5Pz5ExLosxDzNxfrzNCmLGTWt/fwoOm3mi1bAKYIBFmgEu7FZvJ7W3tqDyMlUrtvptU1XlFv7/A9bKds0ycy6VWuR3gF8OLGqStB2W3vvhtCqtVapBGbz1rphNVRnoPeoF+iEGiBHN6yO7jBgFuuvF/ASwkAoWFW1luuHMrmQsRJ7oTOEiBbBtS+EoGCmiaWVKhoB6aa/XtfWbm7ESgEiN/fesj0Ngj2sddPbaiKQ/uYXSD9d9900DYngAAc5Cd22q4Fkmlm1W2zNgrhMJ0fWvMaaKTHT3FpbW4+pRBbqMwXffdAGse4MN5BQ3AvXPXKbtiPRHXopQWEY2MOff1TXRz15NLZjd565u/X79rDpKMuaPCZiUiYNJ/OwHm4gogCNvtr0Pi067ZcxyGGeHDfwoUNoBn/poPTudnN3Q6iy1gomt80sHHDvxmhm3ZvDgiPhbwxj/Jv+AjoUvN872e9jGLmqY8yDaxwNHDuEmcfI433fvcHmiMgI9WF6IpKyBNgQ7bW3fn1eTTAJT9NZiWY39N7cA1OFKrMSJIgZQiRMdLuuZa9lrD+9sAfgl8ulETHFpw8PD9PEBjZys+j2+vySiRVmvdtm4ak+KysJzEPBMs+P353On05yovqg5VHOH8+q3Nzu1e7NgddmoNh6vDptzbQStJSIHkFsEiGCAiiM3FGKaIduxjfnryt+vPrnq7/6xwVnhxJb4SAyDSviysJFtGhhiSAxiS6qIrItTdSJSJgC0Htji3j4hMhNa1ZYoAhOJ621Pr9cC8HJiEiS1UtX7ecPT+4OgXSOEmCKEsJQpRbh3hVGsYbDzeGmp3AmB2+rtQ7bwhq5sYiSI8iIWOqkq7mAlJj38m5GMCJYADjgcY+Vdo/uARDrXESYqEX0zZRFdOq9s7CZLS2mKjLVjvV6uZRJAwEKoginHhbmcHPrDFICE0n6Y+AI2M+aUuV6TWV+7Gs0FHUe36CD7RWjR9PazNy/xRHaS7yGhA8Dm/by7W+Ml+PxzW8GgvzFk4dAjj+9MfzojhIEEhCYpTi8U3Tz7q27OUFVRz7CcP3aXoQ6LiiHkvZvjKBBXoYP8hvMsr3D7UCEbww6HByZEbH0Vc/1cSpaq9ai8/T8+eXyfAuzvr5236bzd7XItnVswcxbmUmEVcFEDFLRKqoqKqWUaTqdqgprODFISeupnKYajw9k8Bbr5fby9Xldtufn57YtrW3mrXvrfUMEmEKjW199gfb6ME0fJj2zS58eTnP5dH48OaGtTbWIaNtuKlsA3W+t34L7tvnJ68TFzMmFjClYQoQUIRF4clHzupreVn65xtdrPDsuODMmhxia3LPTjJhEXOCEIEHuJhWFmZB+dAiTxj18e38LdprMrLXeAmFQzj2quDmYgexmn/uZcQS7fjX3TgJZYTVK6ZhRiAtiJWvhEp61NMRB6vM56qR1ouUW11dzayTKJMLiDncog0V1tCHPIBmA/fOdrFo334Ph7l7PlVVVNCJSgMLhhO6oWlmib20zzKVAwrCEwz3gwQJy7615b8lHGdGZlDhzvWRfl8f1OlSx7ZtNHbn6kVAcRZH2VhPDVTks/6NtEocSxmP8dQQgxsX9sClGSkXWcfKhZmFQ8XjfrOEIFuOy4+JF703RbLXWGgmYShDVqay9ufUgzxIpYlaRLy9fRghmDOZIHI6MwN2xj+2NMY2S7cOTDgPK9jz5YTflxI4FwHtyZF7qauvjJKzKbnM5TU/n6cNp+vHFG778+IxlWenGDOeuZz3Np6nOBCFhsHLVMs3z+TRNk1N8+vThF999fHg4PZxPD6dCFL13zNKW9XZZbq+35Xb5+uXrTz/8dH1++fL1CzzczcIjgoSDCpTM++YLsEBDznN5VD6J+7ZhEydDZbpbWzWYnXgikHOwiATMDLZR1Jq5EQhnRyEWJ3jA47vFee38upaXTZc+EeaKCZAOFonc+TQAD/JAM4/oFuYNgEUnjiDl9LcQkTCT+K63IvACIyWWwlO4o5t3s9d+pUIkwhBv3ZDtM9gi5Hkh7+DQdeMaXl1NXOrVzdlIgCxkZ0hREVz8pcg0nUoEeiP3EBGKqjy1zXcLEeogCyDgvicLBzhgh/4ru78KIHZoM3KAWbgU9XD35tE6tBYRIecesfZwCJd5tejdGVRAZr7cNvSmwgwXQnEOdieWQEa2j3VZQ4SY+dhnYiz9IdXfKGc6FEoMwnwHnZDjV464sOtApHEBEO4bhNlg10Nmch+OvM43epgPNR2x164cwWj8m/KWfeVo23pfvcVUtVQllbAW5MQMighjhuq3zX+xOz6O6dXHvI+fA9wQ74G5dChp73tff967Y+V3R3x3MIU8uHJnB3rjTpNMD1VPRU+FOqLE65cLazi23jeAK3GdJhIiIa08zfP56enx6Wk6n3rvj48PHz+cT6fshYKI0EA3W5bbTz/9+PmHzy+fXy7Pl+vzZb0tIgwKMMIcJNnJxIkbtaiOSvxQ5k/z6dNcz7w6SPzWbqXrh8ePtfbb6617L1LNGxExl1IfiCe4IybyKiREG0cTuESINzI3s1997rZuflnjdeHVhFjPtZy4LSuROtAo3J3cuUeQOUrOXLZ7U2WSoEPbC/cB63CH97vni4UVZBa99+gBgZYK4u5uCGY2sJnVbcm1wWA3SA8TYAqziCJa4VyJiMBOxELb+jnKJHQGa5CFw52YRGR2JRgjxbBZ5OZ8R9p5FLlI3gJiFma+7Tu41lpnLRAKs761DmrdA+wsZmZbj4ggaWFmYAaTWngzd3MiCWIC9SwuHuscxPCh+nCwzG3fe3Po5xSDnycaDQkcAhN7+N1/Fv48PvKQom9dEnsfShziC0c/gr8PSX5jKQz6c+Qy48esU7y3ZhxwprL2tva1uXFJA8fMwEWzvnMwhXEccXD8RkSutxsfkspp738/6juOs0cHi+NIQwYhGoiMYX/VKSJ630xCcytLwoQqzt/Tp8cPJ7jEZpevvq7rtT1PHRLCqPC5IAJJu+XDx5MqPJbWuhku1vrWet9et/7y9fWnP//w9fPXbWnRiCjGZly23iJi78bTYOY1qLJO8/RYTk9TOWs5CyG0kL10MFjvrmIhEdFl60QshZWV0MPMWmGfGKDwAlc4R6O+tm3x1r/7cmutL8vals0tOujGaFyCCjzI4d3CHT00LAKhxT3MM76DiKC3hUfwrB4Yrwy+eAvfohNBlYSLskCwLGsoALJA91AmIFr3k64ULhCN6OYbPFbyzWcQVBpKJ/HgHkQBC5ayiUphg1Mt6AXdO7x32ziECgOszFrrPNbTUAhDwQ5FscsbL7nzEjO509aQO7V2U9XLuvK6lVKIuPd7XIBUwUFKoiWRAuwsBWFOoZRuDQoiR2S77m/Eife2K4MjYDc3Mu8IPzvGWu+9Z4HWSEP2PXfgePIQg6O8+cHTMbT0OHN8ON5xXGQAwYCkIxYc+YKImFl367aJitYSFNd1Wbb1ut2CUJkc1lrr4ZnfN3T1kM8ht8M1G4dMpEFnjlDS9x3uxpOOHNOBocf1MEjE8e7MLBXruvbwcipF1CzcO1Vw0IdfPNLHD9Hd1nj62LZls621cCIL3gK+bM0vW4+lLF8/ffrk7kpci5SsB92W1trzzW6X6+X5sm1bBISJSUcTAXcnjqlMLFOPufde5j49TPO56Imns0QJoxbswayTRsTz85dtscL1VKfenWgKWDi5uTWL1YR51n6eJAmkwMgWa5d+e2nrMv+xF3cJXyMWwspxi+5uooU9aHNx007agjso8FLWXCIsxEwAenN09+6mBriZeQczVEFE80q9+9YRASmhapybUa5BBcHuLdwRnAGvoN6IwDAC0BGAkbtSnCuxSq1EUyNxjwAZuOhNxUU6oVin6LKGWKO+LsIn5dSyoafzeZijAwLGQjczj7hX9bizWYBZinAJp1tvvXdrzd0/ffq0Xhd3fySptXZvazMi0mk2CRZmrRLBWhDgot79njzAFGBCBDGFj/zCt5W3L3fei6PGYh2jHXI7pGWw38xuHqkHucPCUZ/zXyqyHIbAAJEjHvEhH4EONgvt/aOOqJEnDL/JkUcAyE23l2yiz0VEWu+v621zu603VuGiQb72+x62o65psKf8kP3v9bDpborNz7cYG+9X983HRxFU5n3y/4zTcVCzkd0gIt1s3TYiKtNpqnW5bb07CzN4Ok3i7GvEHPpdEYj3eLl+6Q6zWLfWLVq/2qXxWi+X5967EJ3n6eF0EkLv3a1tVnzvJeM90KItra1brXO+iFLLw+Pj/DCzwMxMXx+ezqeHyaV1rFQ8uIPoutzgsfXt+nq1ht9+/7ta67K8Tg9PZj3CetvWzXpfyHtlP+kcAZADFt683/r62pZVPoMUKIQiptEIC/nmkc1fFVEB9mCHOtixWBqAlG60CLTWzB2Ats7g3DxG+G6ifqSHe84VgoQt0N026+yQAEKyfyeDnBhobUOGUknQHdsdF26N3LSgM5UiomAJCAXW7Z/c4U73ECaDCAxfu7N2sAIIM/rf/h//Lz/XtwBeX1+HukirIc3gvjUA4LcKX7NwRDYXYNIeb6lyvfep8zSVuWq39Xr5ers+W1sYUQRFWUSEMNdadTKzdV2ZNNd3/mhmWeQ79q0akHFPT+R7z8KjZva9lMh/lrf3oTBBLHztrfUOpjJPpdbWVwgTRVbjcETAIuLWfp12Tkb7RWie59N5ut1ulHXodmdGddJaa7nceE8lfNPAIqXUZn3ZMuWNuWgtk6r29TUI27ZdbrcQqqfZCGvbqOjLcl17K/Okpay9vV4vy7I8fH8em4aPhhGyb7SVqJq/z4SubpcU9dzOh/c667IfA+zy/OXPl9HjdKBAPzTvP3IxMzuf7vlR6f+LiCQ1qtrdbLet36DTp0SZbBszwkajZWaaOcnyVNXlFBHezVrz3uChqkUIwGadKOo8lamScql1nue+fB7dJbJXcGttnucvX76o6jRNCYU5e733wDJNE6ssva29OUyUhO3pLL/55cMvn4rdPl+f/4DlWalL2Mf/30/eIITzVCh4W5obqdaip7W1y7q1AERDxIIs/KO9pOMgABFIgSpIpDUjgRPcoaWMDU2w3OvZyd887u7++PCQJ6zr6v3ug++9f659LniYpDCRdTic4Ixe2U+P/uFDf/iwnB7WOm1aGvGp/MO2mvB5rr9Yr/rDn663Cws/Kj8gCpDu5HbvB/3zYyjYOKTip5gFvRGKOzUNz81jIgIbevigpr07kLkSa754ZhbC6VRLRtMRtZSq907TwmUQ7OwFcjRoaXcrYLf8dURRdmU4TqND8eLQ4f76yopaqk7V3JvZ1nvr13RH7/Z5GDk5IkL57qILRiI2RffG5A7KRAgTCiKQh7du6YzZfSZ3Ex0g6t06zCMiYO6cFv71epWiOcmx91kTka8vL2vbVuvbthmiZUqMyPOXryMTAfeqQqLA9fVyo+vRRGq0LURSPSlSilkCR++2LGtrvZQ+3vK2NaLlfDoRczAbkI1encIYZp7bsuEOzSBWCdl6G5YFACdk8YHFPYMLRNgXg5lNMgFgoqLKp1McnRdEABKqTvOcn2+NiYjhkU0riVRZWbptPRfMpMTsCAgLczmdsktdKhLfc8ZT8AbRi7dtV+bI6GxQleKkhq13/+HPXxWtxumkdD49QWi9PV9vy68+TH3r5NGZqcMJDouw6+0Z4MpEEe4d5JWVi5wJZjCDB0QgAhIBoMoiEsRmlrKUYeRG652pZYQSUIBILG4ggYRoJ76XwwTb02liCni4GTsI4HSam/e2brdLI+ocLkEKYW6buzGDrMe2tW3r60oqWwtm7rnhnUfXb/rAjiPrl4eKGIbGkL2DNe4UQsLM3HsPGIWTEwECqlU5dc52Z8JFi0pm3bIQp5/2yK5TQfGeoZCiNba3OVoKZibK+Bk/50MftNQYsu/+1BFw36yzKLMIwJ6SQwgKJzCIFOGOAEHQGQwCSWTtAnmDQfdSRqFQSZ7i0d2cAsS5TzwIRB5BiWW5tSlHgBkUcPOebdwi99RA5A7nhTS6MaiybL1v69rd5ofz0+PTze/9oMiJiGCw3pu7BLt5v3vX73WxZnZ+LC0saYWehAjR3VcTMAXcjeSeQ+HmZn2bOuwNZ+82S9HrupRS6B57D49gYWGmjSLCENmMh4B3akMEdE9Bueu90U6OiA57IlbVugeGiMj2mnTLOgAuTEEejOzbwO5i1p3AKk7esr7GjeWdFhkuleO+6kPzichcZG3dehMmFjGEtda2vi3ty5dXjfbdk36aT2WWMLTNt5M3jugm0ckiigsBHNF7FVFVd+rNDaYcRcBl6t1p57NEFB4WHgEiZYI161tnC86OgXw1CzPkMIWQLX63hgIQAXxPJOAAARNma83aZu6FoQVCIAI7+rYuvnV0msAhRGCIoYiw8IwQdwNYVYrUbc0N8JgFQNHcl/0v8oWxwoYKioMfbnzIv1u3IE/uA0BLYjN/KA+9b9t6a3AGkWpRKgpJexwUATdY6t73mzjFHj8fcbXjyz76EcYIx+fR1rHv22rfl2OpW2/b9RYRolWnWsqUTvXcguFe3g9kzZ30ltPl5CqICCaSMBAM7nACqegwHDrXoMDdAGR4j0j/ZTAzONjV760u2IHckmPLfGQVDrg73E91coS5a2/kYWaz1sc6fzw9bds2mBeAbduatdPD45C93WHoTqyk6QwnJ9ts7auZ2Waq95a/ya5FJCy8+zW2Yf4MtlUK39bmYLASoXePCCUikulU3Z3jLvn58iKCdM9YJ1AwR0hoRNRgs7uX5+6H6xbWhco9gcZ7unYC6NbIhQSae7hknNX2TE3vgWwgGRoB4SK8tN0X7p41NfK+quWIGkA2Ykd2fnJQ7y0aOPTx4ROiPb9svq32UJ7OpU4fH/Xh6/I/gDiaRzPVKACUHDGJTCQFRIBxRDeEUdtWKUc3TQKTG4hA2Ms6N0Q0kEgpuUNtGLrBHUTQADOWDQakH4wZynCHM3xBW81bZ4LWOyUBEFm0xkG0KjeWzZk6Efgczoi6Nd9WD+dS6lzntq1EJJrOUdeRuPLNMSRwzOAQ12/+3Wl/0ncKYSIqkp1jGW7Wt3Vd2rYBVogyu0olmxJR70FBg/OHvzWhHhk4aXPG+3qencW89Qs4jjzVzvBTDpah09wDgd6tG3WyHLfuBVQUfs+kICKA3b4iGMFEudQpqbr1gEeYE3P+mz+iagCG4ADYmSUMiNzqPJDByICDA5YNPW7X6+12I+ETnzTAgEXMWrpZZ9LCJahZ12BaGpfCHeqcpYcj6JjxhRSJZVkMxsqq2tmCImTPX2iu4FqnbduwWd8sBGLKVSiYTfihRm5KSmjW081ZSmnW2YRNiKhnD3lEEDSyWTs8QCx0NyUgIp7KORBEoneUkWsPj6DA3ruMwARGmOxOq4jgPfIiKiJQEQbBPPfdYlCpTCRmRmQg0sJcdJrq2t8cq7KTDma+Xq/Dhz28whERPahDiVlqc7Pmbqw6nebi/ba1y8u2bovdrvbxsT6cH/H9L8gDa4tlsaVx62iO1h+qWnfqTRG1EHP0ht5j6Q35qHjbL0oEylJVlJmst7AiPAkr08JFxEyMA2wgys034IbwbGmEPQ4fxGCDQIhFOFRBzE7e3SFQRZ3AU6VZqGJDI3ORT91iWeJ6ub587esC5cLoO5dKZDdNG/7nx7Gv6RFoj6AwPhBR2m/ejUHuzqBs2fJyeV2WZVluHttUiMrEzALy6O4a4b132l1VeM9EYk/gw14aOKIAR585DtxhWDfLsgx4HqDg7i5F6jSzjKhHa2ae+3yzUYTnNgx36MltPu6/4rs3jiC9L+7uHu7mntdnQERn8+bWPVCIAWdmhEVvTshKkSAKEiIJmE73PK4y1dyKCsAccV1uSncPgtd5aZuZiYNW5xbcgyWEoaAIltC+rFxYRMglQh08lWmaptd+iUP6Rvoj7yRl23ILrHRYJuz6w7zI0vdNbpfrum2bapumiYIjmwAGZ05LD3ux16MWgTAT0723WrZ0vHscSFhEHFuaZQBIiJm16oRp2zaWvRnxLtJmdls7Ezm5sCRRZBBxiIjDILkg0MPYnQ3JffLlDtCkPVv8nrmw760UEWEeBhIuXBCssGAqKtY9rACzkyzbuq3bsuLxJr/6q18pgzZr1wtuSyxrvy79eiGERpfARDhJCCMC5ljCc78ZAN56uIuSiPTWPTZ3ZjIVFAmK5r2vm0cgnDgXNii32K5qyiwkTplLVAAEupxrcaVQghGbszt7zz35ZpnOE05n0qkHu4eZqTyEtXW5Xl9tXdxNHdi2rdaZWZmRrExz/6ifH+fz+WixD2hgzg2a33adAEABhKe6vZvNbpb947t7b/AuHFXrVHUqBERvnQIU3ruTp4GQqvttR+l0McTe9/mIGm/ARG+VxeOvzJybx8ehg3Py/M1DiUWVM487SyEAJgoHBQIMZzADAhDl86ayB+Luag0wMynIM1mV73tnlS7qbm6BMCZPe5zgQUERGSRFgCggIKIgZOFjkl7rlgu6sgaJ7HvzFLq3rjGujaVRC4u4WV/v6FlDuRGaS9CMSkKFirrOctq2LSy0FlFxdmYuXLSq1bcykLvBZe1622LrSjTXaSL1pamTqs5lZmZOs4A4ONwdHu19vsluHxKS8eFu+t1jQ8InQjA5yN1bbyJSuKhqGEMFuxnBwgF0y/wBZ7J0pkmW8BO1vnUYJEgkEN59s962PnEdGov37lKyl73K+82TiEi5bNGjB4fM82RO0pWEt23xzkwTWIN0adf26rd1W6fLeZ4nFeEHnWstDrl21uu2TeLFWrj1cDZQgQu2Dq3Es0ZE9607lGPWsA3dzSnD3hBFoJvFdrvX48nexdHu9XhzmquppSJ3t4TRmRiAs4ebRRBCNQp1gU8V8yl0blG2xiuhO99u27Jsl9e23ByhtZyYCtHdkz2MaB19fr85MsZzzBe4i5yKuzM0ot3nNwCKZVkKi3vv25YBusSFD6cnChd2Zj+d59MknLsKuqgyBUcQzNNVnt71DCCJyDzPaQanWjvCwWATovcVeYQM2lP9U5Z03+rOzJZlLaKqQW6ZPJvuIoCDwoI8HQgkJEzE4Br7PFBuLOsMgHSm7GreLXp3Ii1Vy9z3CBN6D44QMDmHs8KNAINzViali3FtGzFNWkVkWZbn52e4p4GgLIVYQOGhFswylemluQYB2U2VyEHEYM7n7b1HoLCKCIHQfZpq61tvPaAyFQ7y5r23jjZkI7nDsizbtq1lM7PT6VTLLFJpOnepw7KLiD1DNXp0M6N0zYy1YmYw3/1TJJxmdDOL6ADmU42AW2zWWmvUacJUqYZEKNx9i+buDT0itm2TpychDsA8wmFuHM7Ejh4UWotMykDbAi06IZZFVTOLJPagQwba74HS9y0wCnNcF7NORHOZ4gTc2GGlzFtPA1GJChH16GT6P/7bf/fx6cOnD4/nWh6nM80qcgqZ+3pjBIdt2+LLxbZVFCpy/WqioZWi+w3YHBMgbD4hBAFwyVIloQjbLPMMZd+0qbW29s3Mi7KDw8MsLBwcjPDAVV5pjwkYNRDpfOJ5WtxQT6Gz0Wlrujl3Uhf6wz996b2vS3fjWiqXyqRulAyROBlUo//d/+n/ama32y03mBp7+x6T57CX/fXesxCHmYsoUbh729bW2u9+/ZvPn3/ctq0Wud1uX758mbT8+te/vv7wOVMfmAEyFkxVpqmIyO3yervdAJ6mqXBpra3r+nh++Cb+P+Lz35gPuQ5P5zKKLGmvOBjBVzoc+ePqrKrCFL1Z34SiiArxtm1gYVLWwjqBZNn6sq1S7vtQZlRrd91HbuJkdi+R6r0jWFWXbS3KKmBvaKvCHiadp/r4eC5l6hFfX25fXm8GSDmxyNKWgWsREVmKYrvPLDuR7clUqvr1ct+BFgcbiplzH8AMcWcqV+Z9XLBdLpcRqMtyjMfHx59++on3PWxzg+JU6edPc/oUcpsJ7AldDw8Pr6+vnz9/vt1u0zQ9PDzkTcuvPq3r+nq7DlcoCRPRbV3uYdH9ClmCUeo9EwR7LBx7HDGdhbK35CaiaZo21VprmK23RZmfHh7M7PX56z/7Z//s9XpZ11uSPYvuBCJ67G/6bKyWVAlH/8IbOlw3ESHRbDu0WTdHUHbl2twdiNw6Fil685e+tfA+FXl6PD3OReHky/ePD+v1eb2+1rCpClm/Xl5eX5//6ly2bfNuQLAjDEVwUq3C222zFQRQQICqmGZqy/fDWF57yzwOVvnw4UO6e/ygpSNi+21s22bmqkXLFCRUJi7z1Wl6/ChPHzcql47ndbuu/baulx9tWzvAp/nxdHpiKu5AcERM06SFzdaA35v5JaBmVllSd+ylRLRnE9wVMt/rjltryd9FRECXy0st5fXl63/897/36L/4xS8eTvOXzz+eWZRJhYgQCLiboTW0dcnFcQ/eMA35j/cdTQc1GLKNg49jXe+N24Y3foz8aFyMf1VrGgIqcp5OVYTDrfdJJ49wj9XW3jdwEdZ5kqWTe4ZcmVhYFABxNHPz+7YahNzn1Q39VEWZmEyJVORcpw8P02mqv/rVr0j0cmvW43VZ12Vb+w1g0hh4J0QOCHEGISUhmCgG7w1MtQ5Z6jt0Dv9O4h/VSnvel1l4qWaWjaEAInN0O5V7/7sOInUJmCiAEpnyBtmityUnc5omv2y8eulkxrIFiREHd2+3hYEP0ylO50Tzddtaax/nhx7uPXPrMg/KWixfsA2MC2LJTd9Z1tZ7NwAkBBYplYhYy+t6PSOIyAjM6Ahilrn+8acfWmtBrrUQiecUFUX/tkEODruTDaNpHOepEpEFYTc9OIFDuPfcEq1FhIdbD7PwV2Fi5pMZXq98W53RCfjTy+fzqZ6ffhkS19a8L/g46Xe/RvuKZbXWYH1trfeGhov1UxULBCNnG47K6KDgz0HBzKRC7lI7ACno5bVb79yyloIITojAbZ66ishE85nrGVSdqutJXDY5rTd9aX5Z/bL5umGzUmlSaQCrzsKVSGhvG6+qGYDysLd97nU/0hQfiDtiPDmPRermy73lIaKIinLu5+HWXp+/vF6ep6JCiLDldnk8PTEFAyLkzgGHm3cf+8G9+YeZcjUcj+E6xvuChcEFMs9S9tqHYTgMI/O4CACUMpk1mEuhD48PT+fq6/r68jX91UwCkR7RYzHLEHsZqBRvbdru0VMRYQEAso6wAAmI3ClMOB6m8ulx+vT4eJrr46kGuPeuhavopkQQB5kvzJydNHO24TG8YgD8UAcRhMKZPo5wIzfY3f+uBLeetigTCYsSOLxqsVKNLUvjDUQB7zaVmjOWaVHKe7V4hPHbtuAACstZ5svlosZnmVmAgHQSYXK5LZ2ZWbVIYWYLIwYTPn367k5D9lzyNHMg98SBnMC2vnWRuytCvyewR4S1vqxX8lAWa82J2VFEood7DzMndDRwD6Iy1Sq1tVsOng57/8bP2uoM6/h8rgFE/P8Z+9clyZFkTRDTi5kBcPeIyEtV9WXOOTM7M5TlysoKH4IPzh/7DKRQKOTunDmX7q6uqsyMCHcHYKaq/KGAurlncYWQlurICDgcZqaXT++6NctDJEZmWtdVTQFug0uZk6rObzMnchfpstSmi4AiWWt6ED0CJAIRQCjjOEzDKCtBqiQNDaCtNi3QKiAtKpYaGzQzbU3qWlPSNEg7AwCzcBYzqAkQIeUmSUSslq31G3ineAN4fkEDpIzj0dJhbbiu0CQLlstZX8+X92ubG4gkRTTIL4dDShUMx+EwDBMYuQiVrR+XARCYpmVZ+rCNo3dv9aP7ICnYixFqrZAGFQi54I46A2t1+ftf/7as1//4j/8wDsP5/L4u8/F4BAMzBVREYnbEpG46Os4MEvF+i70pG+HJEArxz9CxsnUHvg3ODd9773SIn83MRFtdMvGY+OU4VoZ6tZ+//YKIqZQynYacoYG0palqOoFXXKOBoYHDGQcvggBoBUAJKqASUWkMJon0lPLLxC+HchqoFNT50oDXeZZonZYyAcKy0C4BN8MdARFba80LyczIABHVDMyqbqllRghMTNvYYkxszUTNvP0UoYCpCu5pCI74osYhojzBP86uA1KkezRuZlZSTsSMlEvKnErKHtTwTU4liYg0NVmNKBEdUpk4T5g4WTZsXcs8ALjQwvukXx+fqYCAUNKG/9H7QTZrra26MiKuZigy1yoV8iqlINjHjx/XtqzrutZWpQoIqRHntmPMIOkgJ+skbECJuVWnDQU1E0MCAzRoUgEADYFuRigRnaYXRDRSATFiBDYQwTqcTuf18utfX01aGfI0lKEZX9ekoMrMeRyGPCCPQmCFEFTQICMgaJ2XZbkioJYyffqLmSFTSknMoFYg5JLXVjeJRgjMlPaagPEHbVINVx3aTOfLcr1ClSa6vJ/lOqtqojQQ58KFOSMgIQASIts2wCO6EKOJtaaqmoLNMLwXIjE8HvcAD+2jq5OIwNbVi8AQUFVNZZ7n63weS/7pxx9T4uv7u2p7Ph3SYilRdgGLICIGomacsNfzZmgKYSYE4dJe2NfDll4uEOewHt0m78VHLC1QxrpW3TL7RNpKcByyHQpNxd7eXr99XXkYh8MhlUMaxmksv/76hbaEWd6GbDAgmkFrVkGV24xoaA0QEqfRpsR8KOX5ML6cytM0DIkIjdlxhHo5xyoggko00GbuEqBLgZtCgw3jKHq2ibfdYUQX08a8Tbhg5mEojn93R8zGDtIqgjEhIRhA9hwMMK9bNfX2Z+r2UGIavCUfACOWcfQXaKq8F1NwzpuPCtHMpjG31qpsPR3Yh7ADrJeZEIsRmWkVUnC7Zp0XZk/II4JyKMVRqp+ykx8AKGnFWmsdhkxEpo2BzSArD0ZDyqMyWc5EQ64XsetSW5uvq3mYPERA2JLfy0FfwvvlvMEKRgTafcwyDHm3ONC1YBM1s8+n07quc6sAlvOQaGStVdeUCzcAlVZNBbRqvQqR/X+Wq3c/Px0s54SGiSAnepomNBDGRNjSKnkRAEr82/JuYAzMkBpowwaIjJmnJJutan66zdTA3t7zMkNTU2hN2nyVeVU1NsBlFlMex2kokzeMTpxbW1tTBGyktkUVgYiGoSCih0hFbMt1g/uWpLF3Ab8D828GPBfMhj5WsVURmef55eVlLPlyOYNoGdKRRwI7jMPm53QBoiraVNthGGGPV5sZAPmpxXCX3ikVoDpeJjBCLrfO8fGGnWvm8aq1lkRM3Op8ef9an/Kh0PFQ/tM//ulf/qW9fvvly9efqYzH55cffvrj86dje6+ucQHFTLU17253OJRmq1qjLbVMiCBRKlimTM+H8nIspzENJAwKCplSUzNtnohFREaMkAgkJJf1BUgIpiYer91dDAYwDHv/GAEVBQAFQIC1LWYGvhlmrW0Gtuza0Xb7OVD0A57yd2iqYiZmiZlT8s2vWwsNAgBkpt0rJCLQhA0SZ8qEiApbPZU3AgPGBFilQlMmowRD8yQaRTMGIqKkKWnyVt2tmYgxc8pJWVda2+QVfmp8ANVEmFLKxK+/fgWmUvKhTOOQ3xpel7le323MoRV6OyKcZS4RQjTMrbLp1jULzEwNBDyDYAvrkCtB3toCAYCKViNjKpgYDaDCelmmcnj5/FzX5fL2XueVEpVS3uuTakvCF00JQUUAtCQaC4JJQhqHTAQmCUCZaSj/ZF6pmIuC1STIlEr59ctvXofWVBVMVX2kCFddqqgCMiEl0WIGzDmngaAx8uFwSJTrvGhd2ZTKRJgQMedhpzoPHjkOSESN9B7J427Pq2o4t4Nu/E9erIKA4MnwoCLSah1SPh6ezOTt7c2kHqfDOJbWGg2T+Ux2UHCxjeytNUSkiqnKrt8IEdf55p/vey7Ga/RKAAA8o7bDHTc08eBf2H5uVsaB2Ob38/V8uZ7fn8bnD0+H00RtvTSZf/ny9ev7+dvXX4AhZfh4+OwwQbXVutRWVRugFAPGxbAxI4BWXUyVhQf+dBjy01ROYxlYMyIjEJFJU1GTBqKImLgQD4KE89WD/UZ32RkbE6oCIaUbfW+Zc6qeg21mnldxuZwdOChYk23gBe0dXHBLkwHoBlj4dm69wt33BVhNBA0SGWPzRO9EyV1OBGYmaJ7NamZqQtUI0dMQiKh6wpzaMBQXZMZpoILuWjb6UI4Pgl4X1XlJLrCqWpNc+JALMKxMNWVVJQTOgADWpLWmsti1ARkIZCqFC5UpG7bWLrw5raFDwaF+ghLClJhRiShXz68UVGMCAvRW46WMzIzICECciGhZzs2E2aekqKrBNtygFCoFOTPlgtUWFKNK6/GP2hoiKuNq0mBFNRE8n6XVilbH0YaSzdCaAuiXbxczo8QpLWJWpQEh51zKKKbNtrGQZlZVVPWzHdZWwDBhJiqJQHETK2grgRVik2rrjColT1SKbh26fNDxBjk9COXubyK9FRrCHphwayJiOf1WElFbPQcW0SOo0lqt0trxeGQCacLMBlvAgpnXdfVZKUTATJkJaADImz+vVp8mgohMjIjrrvkfzs/u2yuGu8FbnnPXj6T3O8YVZAHeYBthRVyXea0LE0zT8PZ6/vDyRPkfP3x6+W//+pd/+ctff/7rv83z5X/+DyNqTiVlpsIZAJGUCK7zG0AlgpzRzECk6QqCx+fydByeT8fjyIWBTTMT5yRKFYVoGyRdpYpgA6YbTIM4BYsBuZ4twF7htUGnB2EX5l4E4QIaePaH36B7HaFv2jAMgRECbSFiNYCUHXPX1tSg5Fym6Xq9esRRiYkIUnLsN+VdD3u0JqUhZRG5rotjH2YuXhiuKiKFkpgYb0rbzLz2MXFSVc8By0ADJSIiMVVPB8YhZVCZ6zK/vc/z5enpqdZqa2u85KGMaSicDCCPGoCxX2Bvp8g+lRQAFqsEtgCANlBLBJlTohjb2cxMZNkUE3LBxsxlSIYoptbUS+0+fPh4fn9/+/qVDcZUpuFUr/PlfOGnz0hiZpQIQY0ag3GiRLhcz7UuwAlSMdWmi4g8f/ofVdXDc01E18UQKKfXeTYEI+SUUkqUeAAws6E2bs3MUs7I1Jq3fMGGUFdJKBURWm31OiSeCl1uPY3FzGrdxpd5fqMbdACUlrpAvani7b+MBsaJGXlL42H0icDH5+fWWsKUUmqrXC/vbYHMQ5vNUE1rVk0ZpwEyi1m9LtdhGKZpcl4VAW1iZpd6FRE0G5hzJmZUrdIkkB7us1idpadpcs53R6nXC4vIdBjcgwVdX0OP0l8uFxHxzhGR4/ThabxcLsrZ8tPrO1zkCfKntl4nmo6jvLB+yDZYS6T//eff/vrXv0qt//W//Kf/8c//APXty8//XOByLDCfvxVTICzlOY1P3y7ty9t7g/T0/Gk4fYXhWnm1/EzDhDhWwaugCDcov/z6t/P5mgHPl3MaRkZM46HXZgCAAIzkrZI34gYEcVkA6zqnlJiICZu6V1IT0KFkRIBWCbEQGrKI6Lp4PRAjlMS7nQLMRCouRQDAc1JyTi7HXSuklIR0qQstlVGOsB0EF48mWDNpbMt6LqWYwbo0IhrHkRAV2qGwiJfCIaOBNhSB1oC5+BgV1VpnP+KcEFHWOieml+cXRJznCwBM06RNq4iZunTMaTgccRgP0zRd/HpdhwHHcSxpAIBctvyuZe/mMAxDHspvv/2WhkJErTXvqe209DzKb9++vry8/PM///M//NM//uu//uvnH3748vr29OHldZlZmiEuy8I5DcNQ6/VIGUS0Qkgc963M6wJEOvBSV9MLM+MBZcgHvqbkmbvEnAGyv97aGkzl+dPLL7/8Mp2epdZyev7b3/72j1O+Xq/adBgGQ3DvWiH4MA6I+2j19UpE3ktCCI7HCQCWura6ZFf3qmz4/PzB1wsDPn/6IwC8rut6mcdxZE7ruspaPSk+cxJAXVafJkmIKcBCDw1CQNA+LCDw/LIsZgaoUtt8WebLhQCHXJbrZRpSKSWNOWfL7AWrW0cDbwfkz8d9/hLvnRpll2FEVAqH+dcDltB7YRnCXk9t+3SDPrAyz7PuEbLIdCKiPZkyu7J6e3t7fX39OOKH04kE1pUt0XOVD9fl69yqwfu3L19+Pvz9wIXq5f1ccb6+z19/+WsufHr+8FKszev729xqLdN0GIeERAbaZFkWNMwEAGzg/t3t/RUo58w5K4CLuRCF36834NJDaCY0vH+2TzaJfbbdjxBCP9xvAUz6b7T7qb/QhXgiLBUWXDwwSCWsPNz9RH40dtfm9PY+tCdoxZ98IbiP9mFmUogn+Ecc6TDz8XgchiEoZzvrKqiKTZOCmLdOMhA9TQciQiIqIwBsPWPGaRjheXpqrf3X//hfiOg//+P/AACH4ZBSKpjd7X8xVgRWatWUjZkLsXtSTC1x5sz+8KYtGVcVQFQzFbu8n2NL3fPqtCqtAYDUpk3qsooII5WULRGPBbUpGQDlw4hoKaW1LgBgBJCRoTCzjx2y1gyBiFgZADCGuTJtJcW3IkAgojJmZGhtrXVVr12ouqz29PLkwxB9KERq96mBdz+b0T6i2syqGSFaa4gkIG1dr9dLq+s0jkNJdQYiyDlntMTqDi+AbQ6l7XmT2FUr8Favvk1DYuac8yot6Im6lmqy9y8PYnVaqXXlffpDr3jdZ+4RCpdKtLUqutbach7cgfL6+vrbb+PhpyeAoenWDR0Rh5yHnDLx+/nrt1/411FPx2KqSnh+n//y9xUA/lM+vXzMa9V5njOlD6fjp+cnAgQ1rW21BZq1JEwDIVSVqry2pao0dNeWyS6HaY/kaXd9LyycvHona8T/wqEYTBsSn+6ndToXuRTo9YF103Fs9+nEnocceVAeDw8PHROeqYdXcjs23sQPzq/ewxXWUGJGL6xkNjMm8uy76/U6DoN3dun1CuhiRhWZ0dSQgZNhVmTgdanMPBwKIs5VWLGUyXQ9HV7+/ve//9OPf/rL3/765z/86Zcvv42HsbZ2gFLGIed8nRan23meFcz57bosl8tlaQsBMbGsggnZKAEDIBmZGajlnJqBJyN5p3UGRMC1NkRsy2pNLm/v/tdM/D6fiUhN27ICqmcbVhNI7vI3xMTMnBAQGwgRMKMREBAwpJTQW7YgUMLYT2AvfsfDeFTVuqzIlHMqpaCBh6XB7VYmYkqe/hwStz9mu29t4GyWcgazujZtlUDHIR+GMgylTaUkJLDaltYkJUi0pco9aJjeSxxaKH4p3XTm+Oobxt7fLQxFtRur9OqROp9z2is1g+VaW6fpOI5jnd/eLxeRw1JXmefr+Xy+Xta2csLDWKZpoAxJrrZe8pHL8VgYaq1GP3/7BrOwYG4eIJ4OH06nY0lrNQ8KmzZtKIpApIyUBoQtT8kIBFBNm8KhDD0iCJ9cLCEYJgRiBPOia1Pwc3B1nGMvWYIDYe9Q0GuC/p6Hn8NNiN/hhQB9kf/Tf9GNLjs50v+z10Y93PMfWmuGt/ljPf+H5KL73tzUBBAUuKU9dx44GTWjVgXFxhEBsa6CqkPC+VpJmGctFUfhg+UjlAmHFagaFstJE6ti4kSpMNJYiAgID3k6pnFZluo0nJFzQsTWmkcK1nUFVWiGAii+M7rWZYVFVQ+HAzObWsa0XhZmrrAy0Nt6nqYJGDYHDQMZ1Vqnw6CoqsqMkMgIRZqIHJHF0wXMDMCLMQ1MPfMN0WHqNo6ISFExYTJWYCJKhTMns7IsC/r5IjBgCiAX+jbEeQwaCLzqQc22eohWck5DLkPKpg1VEDMRghGCJSRmC27vKUD3ITFuaDlMiJhI1HHhdzNj4gkOPfzjKd9mPdoe4AwyDSkT9VcDJ6JWVYrZeJhAZhEx8MC7v61m5g/PT0Y5T6Pqbymll0N5mqYyZsrpUNv0/Olt/k1xXCWp1JyH0zAVsnq9AIxMqSBmTgREaIAKqM/Pz+dqeRhyA8DMBYALioajV7uYC3X9pmwf4WGdCdaLOfiuUX2cYDBh7GQchMjNldOzdP8Rs1v1RwCT34UksKOSsHEcCDywuv++l/Lxs79J3Byy0uBWEetH7yw3DIODOyLyzqO+S8UQEYFIDAVEzLAZqRyHAdYGRCMmRBRMijpxzmmEBj8cX3BuPx5ecJGXNGHDBOnaKpzXasv1cgEAymlZluHTM+51A9Ph2SZb13Wua865jAPt9SnLup7hfK42naZaq3ttsINXp+PJvTnpCOfzOVEisZzz2Sp6HnZja6ZgIutSF72I2laplJX9i1prCQbPiF3bBooVQVWHYbCw1PjW06gtrZSCiUFobc3apn6GaUS7OWjT8Xi07tIu1Ke7tx/3cAAzS12tNWsVTLwDp5lcr8uyXkvGnEceDgiS0GfKtYft0K6JSJRF0e6aNjPv4dMrjQekoF1/RzNjTm2f1N6nPPgPjpajnrLWOiYehqGqiUhmQk6eaJlyzjSBLlVrIjvmYTyeDqfjgF/E4Pj0nKeDIBnxdPz0+aeG+XR4+gGgAMKQMBFDq21ZhtOYiXNKJTMDe5ssSGUY8gINCKpKQ2oiwFptm/ISbM/75ZTka/EF4h4tCs6PlDPskHkvF7BD/tq56LFzNAQq6dGWdmMjYG8qHyJAu+zS+FSPXKhzfEBnU4RI6pk/5BF1HooQQyEB45nODy8vL/M8P3QJUPWafd8BVDVQr8OEIeWBEiKSGnj0DikpTMNxWZbT8fD+/v5yeno/n8ecl3kZcxZLhGRgSsUFQcVyXU1VDCUJkSUgxGpwbZe3WcdappGIRizjUCYsxzydPp7meb5cLm5ADcPgJUjOWVe7Pg+nL8re2Xgow5ucnVdSSiK11gUAkGxZr7AFKBnAcaIi2rxcxRoAbG1saSMM5GdV9f6AJCQi5vHLlDFhZhalpt4XxI0eIwNvM0CEyefLGBj4aBPaKI/cJU6ciAkdwgkazO/nlFJOREpoatqatLpcS+KSkAnQVFQADMnMkO4TEHrjOZyFujfPQESR9qBhHoj+AReEHHG9wczuZQwHj4fBbE90UdXpcKImda1NbG21tmSIinQYhoQHwVpNcZhSUyP8A/7QFMp0apTe1wZ5Gp5+GJ9/+OOyjENJYOvlzeoyZhxSThkpl5K5MCUEIkyJh2nkckAyBXXVUclWERQTu0H04IGQEcGr0XCNiNZ17e+EfSBtzK192CjoEEcIAtwdeyGJcI/+BEbQvQNtD0Z6Df9wKNiZQrinyfa8Tbu3yDoTIG5wwYf39fKq6nK/aUUDImIkJCCitlZQYyQAMFGxZmYE6PVtzh6ICPtMl2We3eFV58WjgC7+1NAEtJl3nUEjUPT/ZkgllVTyVKacs3f0/7JetjUK6rWKmTXhhvO1VkFYFZjcyT9SyYXrXKFqMiLK6J65uQrUlBIhkMDT4ShT9fBKKeVjl+CLlNZ1TYmmw3Ot1StxzMwdU4hETA1/v2+zbVbYdkDOApxTOrCTk+5daoDQQzNbbwtmZt76stD95efqPziwj6hvna/leMwpV1OpzXQ1EVP58OG5ZDaT6+Xa1oUZSylMVMZbZyTbkbDLgjAf/OGeD9sTXH+1feKTX4EyEDf688MI89uLL3Av69B9BoGscxmSIl2ui651nee1jOrR/lJyOjRbqzTIxbitjZ/xYEA8nlZI9bLw+HT48ANyUkPTVq/v89u4Xr4VlNNYDiVfNGdORIQAhJYSDUMajpMY89q2IX9ExJlTQTWQ2nOX7tVKLuOgyzdz/p/nORR1MJtLwzi+EAq25/kFN+IO/YZhCPFKXQ5YGCl2H/Lomfx7Evxet/eV79bZHX4W8t10XJ8ziJ1X1R/ldqLf7wTjL/z6+hqe6WAkIsKSgulJBVRMRc1WlVIKEjVTQix7zHI+VzOQpXIqojCOBzMrI9daFdCQAMgMW1OzdZ7nIWdDcwUraonoMI504k/PAgC1tWVZ5NrWuo0ULk9pKGM6nBzrLctyuVzmeYaUqKjOaz7hgHzMg+BSkH96/ni9XmutSrwYzYrTYfjw4YOIuFBd13WeL65HCWlmzCkDeH+iTbk2UwJGEzBARVVd16aqSexs52VZEpHvZ0rJRNd1zbThQRUx1S0mtNXG5+wI1kWX97eY59k1Va31crkcS55KXtf15fn0689/P4yHRS8vn56RbF1nBMslHcYB0WCPawZvB4B0QvH6nLBRva0YUQljMpyLsKv6UFn+WCJ6fjl4CxnY0zNcNKaUHor8/bNra8uyvL1fWrOnp2dr9f1yfb+c1zZMH55AbL6QJVKURPB8PD5PL+d5KYeppBGG0/HTHz/99KfLUkVknee1ZKwN1svz8el5ytf3t8PxUGutbcnjNE3DOE3jYShjwTT9959/yTmP43i96Dwv0OB4evY+cSF2gxXD49B3r6IuSoe7VbUsiw9icNlHe6jPuWXrIOY547sgtt29H/ANdl9M2P8i4o0SDofD8/Pz9Xqd59nR7+FwcCQchxtYIMBIznlzDHfQoEN5d4YGIn748GGe51qr/8lpoxdtgUccc3lek6Mnp29fsiU6z7MvHHMitJw5pdRUl9bA0Jv9LK2t17WpPE/Pm2gzUBdhCICUhyGVQkRIlEqptZrq4XRqXb+5KuLD400NVIGpcEojiYiCERGPXK2i4ttvr4fDQUS+ffs2juPIwziMZmZUfvnL3wHgonQcDkQ0UinJ5gYC9Hwchk8/juOYEvkaVdv5fPaDuM7n8/nMw1hrXVo1s0xM5H1FcUj5NB1E5DxfEeDj03Nr7XK51OuszJ7o3Ax0qU4Aq9k2kAVQVFLhxMRo0JZVa3P2Q7XL2zsieovBtqyb76S108enVhdQ+fVvf2PG+fp2nCYCK5mMkqpuXQOIQQ3Jars+4FvoXGI9koQ9j73n5NBFrbUYheICa4NDt7G6m1LqcxmC7m/Y1Yt2iIgMEYGJkcWQUsk5I5eUqVVTqQgwlnJ+a1hGHqZ8eDn+cPzw+Y+nDz82UQD69u3L5XWgVqFeEFUNKJel1XEqmbnW9fX91RDSULDNBIyIiQDUyKCkQbmY3Rnb0OH84FvoPAURXJR9unfo9uj3HxJhy59Z155vY1xV5Bc87JXt/gvnRtrTTzzi6yigdfOpPGcMOh+kQ54Hf3ZIsR4c9SaJJ6EF/8M+5wap3JyyBgiogJmYDBKSdwMBUbVNVc6gqwoAeNkhAHtz3TxkbCxgylj33EZGruDlerDZ0U6MulOLGQMoeqDfxBQN0HxdZGTiGSWipkoGyESb43+fCeoGrBEpIvCUx9N02k6QkBKSIgBkTKRoovMv30opL2ladV3nhU1fTofPnz+amZdyLadlrfO6rufz+Xw4nyltxunugfKZT4ioCBUqZnYhlVho4GFKrbW6rOu6uArJKSVOslYSJEJGIsPU++Rkr591Ze4JVf6nUMJDTtfze2a6vr/94Y8/Xi7vQ+FluRYlVQF3LRiBbt7K3lwMwsXOE9lDUNztUv+geyhDiwae7AFwYArrXJihFeMbbTeAeR+KjQmM/CHFVd91SRmXrVCoKTKlIePh+fj8nMshDadPn/8wPX1EztOYp2kqBJdCUwKy5fL6tYoK4tqWQ5ryUKo2WZe5Lul6XkTzAGCCbsYrDmkQKibQs2J/0R6Ws84yd36zPbsJdgcB7I1z4k8hLt11H1wdXxcby11m0QNbhtSOJh098ooPhvDlvfuYdlGtPthhZp4m18sFX6/nd6Wui7cbhsu6raUXnbz370p7tz7Z60EMDJkAAAgNAQhVVEDHVAi3nE0VqbUCU07JTYKNWhBRPdMAm3gzYmRCAhImQ1QEUvfMkZmxmYGKKYbbSw1wg6ibyWMEAFe4QgMEzJjHNALA3GZCYmZKZGaMjIoiIvMixTAlaI1EGDVV49WWZdFmwzAkGsaUKiy5YRFCgwppBnaRTXu/rJTzsiyVcDoMQS184svybjljOSAiAToqlGudhpGZE7C7WtMDQYT7x+nM4ZyTxYZkakNTbXI6TtNQEp9M2jpf0RTcbgROzInNJ1T0hN5Lgf5PIRR8c8Mf0QOBYdgG1fVFEMxsdiNZ6jxb4Y+Ib9+0Vm27xY6qipQIdV7rdZnf321MFQCGlA2rER5KgcPh9PmzKCDmcjgy87rMw5FRawJ5msZD/izr+68gIA1QM2Ygqq2lwsyjmZyvZ1jWXG1dZ5UqtUolygdEWlcButnt2IUPegXex1k8AVy7lMdwr/pDwssQIj7YKWrhrPP8cTe9SneXoXYRB7nPgMT7DBR3bQRk4L2pj3aJJNDlmz3ghSCGh/hlUKPngoSUJ9rS+Lz6pveYbluxzfjZpwSriYisEqIE9haBDEAJkAEBzavP1Dz/hwCQDPbJYcSbRwHRDNULXInQvA+PeJ9RAvC/4l6NZoqagIiocGIk81Yaaq01VCMEM2BAQEwbs9iHw/OyLOs8I+JhGKc0rW/z397/fVmWUso4bSJeVWtdrIoZoWASRtk3isDAQGw9ryKSfaqjCjNPw8QdHmRmbTLP80LLYRw3bjQws6RNgJgAM6dtIBIgGDDSOi9uyfhhZE5enpw5Xc5vz8+HZb4+PR1fX78mgrbOGxFjsi6sHcbhwyX76Kq4nCxCTel9FT12HqwQAcEJQSKBbnrN1n8RIYp4TjQ3FWAioMt8Nf24tpqgDblQzryyITydxvb8x+Pnz+u66lIxZ2AoGQ8DS53JhBIOXJ6fn5lxmsZhGGgc/u3f//WXn/9OaImh1lXrynlcGl7Py3qdpTZrGVnNTJvReDcjx3abn7uWdtjVv/d71e9AxAKDdUO+uzz1SJuzX1gTIU95zzUOh5/d984bhmFZFrdKnDPXdV2W5dOnT7LPBwuh8yACepH3gI/infvQLDPv8/JaSZMSh6vCYTwTVTUkYCRiJLjF0RUqAnoCmTfFy8gGqktFREquypO5n3KXHbd39pe0bRyYGgAKEKH6BBANInQwgoo+Y5uZNfJHvSmOKTRFpWEYct52HgCZ07pWM5/OZ7o1Q3caToxImBJXRCylEGGt0lpTldbmdW0+UzFEqg/FScy29Y7QpgoA9X1pl7W1RoLAIiLG3JQ+vrxcLpfL+bzIJec8TdOn4zM90fV69dGJSMhIKQ7VOrzqBkUoZ//8trBmOZFIRcTr++vTcSDQMo3zPBMxATHnnIfEBcCLU2/5tj1w6GmuvyHgce8yCMs2uvqG/8k7v4VcCOILUyI0lf/zWEhUgZiAxJcMaVku87pcLoZZoFhGNKlpHJ6ejk//0/9yOhx1Xa+v36xWESkIWpdCqAUAYKmNc/78hz/++c9/Hj68wJDyWNZ1/vrlV++xQ5RQ9bq8v7/P1+vVRNFAV1GoDjKDRbWLBQSX4n2gN1pp3VTiHgW07opVu//Vvf0OIpzfcjcDTrsoci+GbA+FAoB70b3LFu5I3iWOhxiiyC1OEL67vgcjgTvC8HmAOXGFqRuCLGij5xPnf/ReAcxccqGtnMHMvM93YiIFAEhGS1tvey6q5jABsmcfN2lgmRhUwQyIFJQQDRUMFBUY2NAQmUnD7gNSAPA0oatlTq53XekOudRl1SZoAOYN2ZCRErGZnS9zGdJxHEVknmeZJedUypjzhssUQGSzm1JK1ICI9pmgIoAeWRjGnICqZ8cZKCAI1Ou6kNZ50UUQICWmCk2aqqJsNXsp8RYXDM+zi2r/p9c1jOPIzC4UXIKYCAF+evmQmeh4XNd5GAonRCgARMgplZQKAqtatEuOK8RtWKc9J5iZD1DA3WqFaAzb1Xr3VJshQWdsW+e67598+96k6luJ7FXhCWGd26+//kor2YQ2IpGKyY8vT//hj38a/8N/TkAZ5G2cfvnXf2nLUnKaL6+QmMCIaFEBgOPxOHz8BKcTYP3H//Qf1zr/P//vl69fLmMZUiprba3Z5XJZrjNDycRzbQKcchG5UpfKEVo6hJ3vQ2j4fi2bdrpv5N8vOURGBCPlPpW4f0L8l7qxHRElOZ/P0jVNcG3m1AId8rd9Pljc2b8qIvauioB41uV00d7CF/a+AL9/jrsaiLU422QFtxBFBACzuUkMRLTWqk3RGhAmhxhqDu99EpgCogMBtUMeFgVpjc0nQSIgMvHVdGvb4mKLtv4ALTYQwesM/IXdQe68E1QdvoDYhAjAAZMYWtPWpIqZmbtXuQzNwEwNSc2b9yAjshLardOa0RYM4pyextPaajQ6qiK11vW8oMEhT6WUYRi0yfn9fLlcPn34oAFgVLcufTF6yPWJ5wLB3gvYf7ksy/V6LbAi5p9++nFezqfTp19/+9s4jq0uji2JUuJClExJVX1kwAN9hMfoARVvVJW4V1mwmwm+uQ82QtiucD/DsneGP1wM17UJESkR+jwYAjF7e3s7pXLMxacTUaKXl5dP//QPXwCqNcYyjIdmymClJJ3Xb1++TNO0TetCNQRoFc6Xdf5WPn/8x3/6p7/867+8vX4dpjFzOV9eVanW2qQSjezls6BE1DpnfnBLEA3AVsrlVMXbqIu7pbnc7OsXQ5hCNyAbOz+O/yZEbaAVp2OvTMc9WOgs6nUufid048iCRSP3xA2WyETsvyUOq48ZxUPC9nELhYhKKWC39pOlFNsnGARuinU5eRxyIqKqlcQMBGQbfVbKILWttaonC28eHMtTsm0KmI8TMVAFwmksYFJNmSl5R0RAZr7KAoC+Js+UJQJg1KUpbnNifKq0qdo2tNgnetaN84Gu12UcR+YcApQ2D7r9+OMf3t/f39/fzWQcx1IKgLbWWvXhIH56uIvvQo3UGxNWVTXOXLiMZfTU7EzYTMys5ELYZJUPP/y4zsuyLKCozQCocLFiibKYiIo2ayopg6ytscEwjPNS//bldV6qET49PZ2mcTwUUp2Xd6tzSXz6WNL1ytyu1y/DMCzzpaShrco8+vwCpqSq8/weUfdcDt/Th9sFoRx6xxWiXi5XTxf1kQQJ0zq3UkoiSHlvIiBioEjmo3Jw9yyE+nLx0WONzf6c65QLGq51ZUAAW0Qkn94KPh2ejFtN8KcfD8dBDycDfntZv16vVy4jT4f12ysa/H1poHI6ffhv//bfj6cxF/z7r//a9Osf/vEIT8/lmKB9u7T35z/9+KfDUTVfF0Ba1/em5+dl/vV8ViWEYyHFFS4f8wcR0UUVlYgYmZAZW5sXNfNesiljyrm1JrLOMjPzOI5DKQBUaxXQlHKbDRCQyDghJYPk0t9bOwV6d6Zy40JVHQnO84yIXnHg8YI+iukM7/MyYof7ve3don6a3uyIu4pY62bhefTUvyukydvbG3WxJPcvrOu6LrPHU8zM39llFu5GaPg4PYYNBZtqRVkNEcGskaqYtOWKjDyUZVlMtuz+Ju0EIyDANm5QmzYxU9XXyxUAcBgUYIkAUFOiBIDmXZMATW3dK9Ay8sD7aNUmIoAKT0+HWmeALbtkGJJZOx7HcfQGMnVXgU2kqtavv/wVEQ+FzBBMrC5uxddaB0qqqlUAIGNCQ12kthkAkHAYydu9S7u+v11aazCOpRQeeFkWXc7HcfzhDz+cz2cSzJgBABsQ0VQmyyMRAWVLexkLcwYUBW2tCVjOnt2fhpITo4mKVjQBRG+N6eft6CCSjraMiPtD6g0/6tyE1sXhA0TQnugSkDgkyIMBGXo1Pt7/Ka4eg/R2O++T4QC8cfL2j/P75XoqT9Pw/PHpp58+jqlyZni/0B+HYxkACOb569evUy44lLrMv/7y8zpfj6dJxL5++Xa9nv/45z99IoIyAlhO5XR6Vsgiha9NbP32+ptugdemkN1VRYjLsjRTM6EtoWOb7MipoDYzEjOrIiLOSzDROi91aetQmbk1aa2hQU5etxrJyN5EWRLfqpj6zQlh4VeYZrHDD7cFUIc9PypgPHZhlDia6/Wa9hli8SeX12Gz3EJruy+zZ/jthQ36s3aV6+6Sh1Pelrbf87AQ/0hvcMXvHxYre63Nw3bBHn+JNwzShd0utnsPi6OABzcK78OvYEdP8f6uLyPD0H8feSIPxnJ/9e8Tb8V7SZ5fy7Lo7nfDrjy3f4F4VDIgQ1rb2sSaGjMP4zAMg+d0SV1NV5RGCIyGu1mlXSOAkPGRbuAaKbIkY+/gPtEIurSl4P/e9UW7N7SXL/0W9DRhnakZgineNp4DxkZeEkIAPqiakZIJLbUZHMfhNB5eJq6A9XqudH4dhhFE/v1f/v3nn39+Phzb8TRf3t++fVOp41jKwKq0rPLbr6+Jx/RUibhWIUw5DW7dMtI20VPEtCEiOojMSc4L7EMcDcFbeopZIjTDtpl70ARqg1qNk61rRWwimnNurdW5icjnz2PsQ1Uh27JF6ypxHLAnHbl7L3YGOmuiNxB6gRsUz3v1utvMkY8QD3kQ0w/02j9fulmyfa00dHKB8Bbm9F/693r/rl70b9+LN7ud945+2NWP9vZ8kF+vgZyEuEu7CGvlgfagw03hiI2NihfbA+q3ypfg+ZCY3+9hSM+QHf339ozT83O8Xu+7Cebv04vx3g33UF+TFpGmpoZtz2YpmRNjIpS61rpYnQk1J2RjtK3K1aOpwfzY5br7skNRPMj1uKGXlL3A7lfYiwy9T5WDTvr2T34QGf3TtiMnBGRDVDQ1876XiHQ4PSNiqzYv+vo62wRPh2GV9Pq3v6aUUOHLr393s/Z6vc6XhTm9v7799a+/fPr04eOnHw+HKafD2+s8ckJEn55kzaRJrVWkZubMnAumCqZKqESaWCgnM9stVTJz/AjrUn0YtCF6K46cCTGJiQ88SjigEogRAXN2ZHuj3WCYzi+IXQ4SdTHF2Bzc88r6TQtGcikfnBNegJ7IQsVFWCG8lf7APnLUv0B4WPubiQjhlt+FuwYOoPogfSyyGPZkjbR3uORudC3uyLQXN/1l954L/wq6H0EQ/OYUHpX+PT+bGVGxLlvEHyV7el5/wd6S03ZoFtA77X30Q9zgjhqC2nvJhd0YR0TsLS+3zfsd6z8ei021gVLmgrk1hS0NGVQAQNqq61VlJVQgNlUzYuY+uYj3ahD3TvuOp33oiIhEIFq6YZPUZdf0DAx7OQN2SsbuwS12wUjd4/zYSX3/q9cXhdQPEvdBCmqghgLIZgCokHIuootYWhu9n1vG/HycACYzubzNiXiapv/8n//zt19/W+cKimBJFc/v89PJfvrTH15ensbDAAAp+cA/QyMAUhUySszH4+Hpef5wOSFeFx+9XJvKNcHJwMkCN+oDAsbrupi5Dzxv9ISAJNbecilRq6sKOQ/jOLa23ok/NAQGsMLbfOQgbvfe2Y7kca+Rcz3ck2CwMe8plbGTAciD62hv0u++4UiU0L1KyknL5+VBB/XpPvO1l/JBtcE22NXa32THHXvcwu29nArC6x+rXaJkSIS44pX6H3pG6i+3R0L2xc1MW+OPUJYegJymCffAjXUI60FiBvbp36cX9L+7Rbg3T7Hd+0NdwDueDJ3C9jq6YLe0iDJzygNSAgAfRmvS6rpancEaWyPPShdDxlJOdZ+YhHs/BRdO8a5OYf57L8fsD5v3tmtyX9fg96S9sVf/y0BovdXXryp2zUnWuuB/v+MAoAiAqArNVAHRHM7gutSqVT5QSgeDrFgUD5cFx5cia805F84vx5d6Wdfzl2Wp67oSllJSyodEk0EmHE+n00XfWpW6mjQfE7dpnqfTodYmYuN4eTtf398vl+vSqgKl/f3ZMHnjSSBg8YQXJiKmpAgEZkYJcuEy5YkYUEFBSipTGS5NDJEo4vke6laAjc6064MYUgB2eOlbtCzL6XQKhRyyI9Bsv5lR8dmL7OBb/i4VnfbcSugUO8Cj+6A/XFUFo7gn/uvCq+fn+IjI2nO4c0jIu5BHQX4RBKHORWpdU4l+abbXm/XM+fAO8cvtNksPTO7pJA63uat/w12f+y5568qA1TEPMQ6C9nqFeOfYWNwtiPhvLIQ6k/zhzp7d0nVX9SpCDASMoE1rm68ILSMgI4MSKBoQMgCUUtzRSLtbxUFEmHMhq/A+jwV3xRL7GIcX59ozs++C06jvl+2OH/yuGVEvvAEg5rhab3wCNDAyNUOPACsGXMTl6vO/0SADjssKl/NloIWREsH7+zkfs8veura6NuZMnAkzpUGFrosOE50vS2utrht8RjNQYzAu5eXpiZlfXp4u5/XLt6+vr2/rui41b34ZFTVARSf+24qAEJloM3vGMpEXcQMzJuYGAKq7xKQbPtyUKiDeg6kAAg+a1vZqRf8N7wmXbe+OFcAh9L9Dj5DvuvubvJjS6SESqEJqy31qE95b19RldpoZ37d7hF219GQDnYZQ2yBAryq4mzYUDO+/jH2gzgVm93CgJzPoYEvcD3uH9ZC/YbbU1aICrX/49Xr1DILe0IbvrngH2k3pfmm421+9aNDO94e7HydEQ8i1h9OPHiWbej5fF1Pk1EyECRIwAaA0aXMhSGwMTGAExggMW/zPpZ1/n7es8B+iqjcUgufth1jtd+fBwItl9FfQa2TaxXPsPuEv9vHh8IJwt78OBGC2PflmXw3DeH37dr0ul7keSqmjXmd9fzsXmz99+sHMXl9fRx6Z+TAdS3kHIFWo1cRgKAcuvC7rt9fzKu58RWYuhqqQBRFIzIZCnI7PQOtLnQ75eBiXZfnyJuvS5nmuVczUoIkYAIlU8DZwiRGRkTihEiXcmva67k/EYBA5HbgvLSDbMIzYwYTYnwgW0O4Gcg65Xq9EFFHGHg9S51QHAP+4pyq4rxu7DIvX19dSyjiOPUm0vTmV7HMD/ehDW9J9WKSXAr2B3TNMvJJfexuBjeTCpK1df2PafRCI6PY2dd3x/Ip8jQem1d3P9fDVYS9HMRFtjUVv5naoKGb2PDG/EzoHsMcdolzYgYM/PJ4AnXcjGAo7iAR7Ok+Pxfw1Am70cuQBUABAOh6PCQlBgSCzgWpdL8v8/nI8HsaU0NbrZZln9X7ntnVViN0komVZ3t/fPcMnrDX/1sibFBEvdPEVXq/XaZrc2nw4cndZ1Vq90TvunuTD4QC747SXJtJ1+LDOFcR74ma7719gRLU1VUBire1aayIec5K1Pj8dQe3Lr789HYoC1abDeFjW17ev39bzMg1ja+10On379fX19fVwOC3LdRzHoUxVTNa2VlnrueGFKBGRrLLWWteGasSICjRkMTTDknIiOh3GZVkOT/b29vb1C1wuV/FiYgUxGTKJWNNGSmCEkNRAVTiBSEuFEa3NMyFiovl6HaZRRMwkDSXnjDis67q2+vHpOaw22xNJ3QUQiM9viJJZuNeZLu57XB0s0fYGcw4c+jyUl5eXyHeISifv5uBQwlWlf+M4ji6P/CFBXcwM1kIKpG0EyaaNcAeD0lVVRF1//N5pyUWhK7N5nt3C97wAuq/Btd2f7W/ivOql/dfrNcx1urfPnY37r/YU1bwPugn/q79GnIXbOJHg3/Zu/XGnLyHo/MHQ9jhCNE9yI6W15vvf+wH9615eXq7X6/l89hm0ab/8U4jorqukbRUkACOtXqFqYGwGumozZUCyLfSQGRFhT+l/kMohe+zeLliWxU0j12ChGSIfttcM2CHeEF1xf4jDOBUA8L4DQa/xwEjrxt03u8VvwePAlAgQkUAJGgLV9ZpQrBTVJmtd1zVzQbKEW/owKFasoOgH5k11yj61ycBkq+Jtxv4Oxn6KBMmsGagYAZoiERAOibENeTzmp2OZBn57LdfrMq9tnlercphOtepaBaAScPIYBCNIA2smYAhgamgMCVCZgIgB2Pb6wlSGJ07eVgfv5w/XWseon+uQmkuBntxDq/R+vjhc2DMjghlC+gzDEIcYiqinbGdsp11PjrQOqMf91+sV7lOG8d6xF/Tj1N8EwxVFu7PJNRDsiDrvM9Pdzu8lnS8h9H/AyTBDsMvQf6BVX5oHj+POpS3xztRFNOJ7cYf6trsbocsHDenTv2HwWmyC7N0JXOC6E7G/AmVcr1dVHcfRCSCW5iIS9uSUNOSciAkUDApBToApjzySKoKgEhGlcUppC2Lhrij0vlU0dlmu0ME87W37vQrL5VOsvN+ghxONj0c+jCPDwJbhUcd7SyQ2IgAY7lEuM0uMnJDV1IyRMpq0hQsNmXJCtbW2uQkkJDDTJrWthtosJUzDWJ6fn799++Y4OY0JGQRUtVVpJjWZASSiRIQpERsicm0qKGsTBWNDJKSclNOxHA6FS8bDVM7v1/N5fuPLzGvJACat1ibaoIEVIjJDZkFYABWMwBbCzIxDYkRDZDNz0G8IW0vC85n3uCDs4R7rDFTqDHjqrP2QCMF12OGFILie4v1Pob3hHu1TF/KMj4T+T10Lv/gWIgK49fjVPaebuvrReE/bzeYo+nS3lzO52zvxJ9fMjhr658SSg516UoTd7dL7EUJOhfCivTi9tabu19+jtsHS0Uen/8b4b8R3QpbZfZpDvK0jbuvKauIUuOsDGHvb16fHisJ/7LsqImlgGoaUGGVRaTM0yAmncdRWiQBQybysPbWmy1oHBrlPqg3obvcePn8/B0jaJVqFuRXLww41cJePEEJUO89KvzUu3eOzvYTyMF4AsJSS5/y+ywXUUkqZmQgENAHmrFNOT8fhh4/Pnz6cpjETNNEra1Y10AomisqYkbGk/Px82qyb08SMorWZVKlNVtSmCmyeKguEnkVvhNbMtLVWVVVlr6sBAqJ2GkshPI7D9bg8n6bLvNQq5UqZrTUFQNPWTFWFUiZsCIaWkDSxlkxIeW0VQNS8G4ACsbnNUkrqRlEFBfeiAXYcQUSBy3xLQ3Bb17K515kP7BHkS92E0TgdB+dxfNgZtGEh968HAN6vXLrLXyDyFHutbmbE5Nk7/Xt6kbgTA+8hALcvqLuwq/KA3fDulWqsFLspOM4CDsu5S1jq5ekD2+M9Ruv/+X2dmP/J9V9/BP4n90eEGR4vH+ozFKT/3sF7pKIz8zRNwzB4K8Abv9T1MqYjAtR1nt+/JVAd0zQU8gaNLt6AEJNhawbjd+kQ1Pk5sXOE0t42dkvgBQj8FsKMOu9gbAF00jqsj9hf2qPfD84wvPeuxW9sLxB0eZQhKSoBMhoCMGFim3L69OHlw9Pxh0+n56fDkBFJEURUiECagVYFBaVGra1u+xEQAsr1ehGritpUVLWwAqiZkGFThy0EILVaW0Vqk9bUEIDADMzq9R0Ackoll9NxbO241taaXs7z2mSZ19Z0bbqu6/W6zPOsKoAVTBQa6GoASEJmjNA8ooGc8wCEYFjXlkxiz/vthe7q9cwDTNuYbaf7QLbahRUiatiTck/xPbVEnB/2JitbqUJ7rMf3p+WSe7pyBqBu7FBw7GYo8Y1++vdxe4T3JALt2j3FbcHzeA+IbEfv3DXFiJutQ+ltLzaHPY8TIQcx9+/Tt8bkLkhHXZ8u2/1lveJ8uOZ9/rv/M74o3c/v6OWF85Tsgep4W/cGbPIxI6qsVbTNZ6kzImizRuarNgQFSoAECClxHplv8Q+3puINghV7ytDdSZv2ORSyJzjFbb0oDbqULrshBHnQbvyVusBEv+8uMtyI8sd6D1scCdQEqzYqKeVCx2l8Pgz/4Y8/PR3zh5fTNDBibW1VFQRAYAM1RVNd67zYIrXVKqINkZa26FW4ZUpIjIAIKAaoBiZmCk3M5WRdxYknpUJECGyGqmryRkQutChlMDIzAbxelybamraqtdbzdX59fT2f8XK+mmAzURXRFYVUqooxsyEhoCFTyp4mWOUGgIN2e8n7wMkA4P0anWisS3wIszaIr8+njmP63vJ/4Ie2t350WZ++K6vtmU1VvabLOgs/BAre+x1DHwT8ts60sa7Hl1PpFp7v8mi1846Fa7D/E+915f0a437YMSzuKb8pJZXNmdq/P9zPJdUuXNozRS8og1/0Pm4SOKV/AiL2hfnfb4XD53BDuJCC3dYjonQ8jCJ1na8mbSjpUHJOCNJSKsBkCComIpDUgChlhFsfUZcxva1C905a7YJSvnFtH0UpXR5Ur1UebIfQ/06CaS8DD0OGurYCtuex9JChh3aqSoailQGBqCR+OU2fPj59fnn66dPLUHAsxGSiFUGYDMkQmBEhMRqCQGvb9w5D5pwoE5ABKRIis7uE/VgRVZqpmH8CkZgpsfsdEgDUpiIycUZENyeBgRAREzINiX34jSrUWocLM7WSbZpyGXhd1+tSa62EBuCnzpyIMTUFETEVAGJmNHygYNzrWXvKix/CLU976C7wYBANdNnN0bsdO1Qc9kgPceOswxmMO5Bpe99K60CKix6BOzdzrCL8o+Fy23WGBKXFB2ut0zRplx0XMiLilyGVoANQ0IGX2IpYFHRuF+7yuPrF9nwRnzUzjyDEbSG+YwPjmQGI4Du4F/IiJA7v4RIPneA90MB93gLueeLW5VxHviIApFLS5W2eL2dt9ekwHA6TaZuX+en5CJTEVMyLxxUIm6rC7Zh7qdbvaX+0snf+z1ul8BaAcT2AnZMpxOHDvsc6Xbj0LkZmjn7EQax+RWVuFOpszifd+gJk5nEqz8/PP33+/NPnl7EQUQNoTRaVaibEQIQqRohEnCiRUWtNk1f4THkomFCsNRMgL+JHWQOumyqoGhqKSckFkYkSYUbk1hqoSW00gC/dTFDUEhISI6TDUESkpWZaSiICMM2JaxNmvl6vmOZ1rYDMzGKtSSViItLW5mVVsTyMQx5k2fYk9sE6TNuLhn7/rbPL/Agul0vQVs+91nl/7d61GX/t5QLtOQVx4h6PiDqonnhUNfGt8gK7TsIP/NCtxdLek8rJwGXQ6XS6Xq9eP/6QUAT3Vy8UenoO/g87HPYITlRhwN5JwXaborU7f2Sk/EXcvV81dP6atDdkjnvi+SFlfC3aBUHhvpMFdcEj7Iq7dB/OGE7HCOf7Vyf99lc5n2mZM/PAIwEqMOdprcSMqmirklk2LAWR8Dqv1tlXZrYsi8gmpGMxLq3HcZyXt5SSyHq+nBF5nLKKXa/n4/HJuRjB3wxdaqxwQURAwIQA0EBMGygIqSUQ0rXVCg0yAmIzuVwv+84qMjoVAaJsB8xoZACuQc0MxwmxoK1ocCD7NMHnoz6VGXROxCmTUl6Vm1gjaMhDfSUiJgWsisAD5ikcxVVVmTAhmkGt2lqD9LI2ucxN1QXikHMeU/IOpuouTIdRKkZaF8exWxoYgygZqED1jHoGoHVdjZqkxoOd69eP45rqGeBtPIoa1no5L+04npY6r7XkfKTT03WFa4PzBT4fyMywQWE2BVRD02SUMMGmOch7fTJR5kHoLqvP9n4n4ziGTeF85b4rj/+nvbu/dTZ2L/etc905UUYgkJlPp5PdO6c6hSZqYorENO0B73l5Px6PqqrWRGuTBgAIjJQ8Vw13zBJpuL/88os3H0NE733gQ1Ks8x1EnoUDUo83+WF5WFFVVUgVTJlwg+7SoFXPszYAIEyct+bdS5XANdTl9fnW9SIpNsrvF5FtuswuJnTPJfN983WN43i5XHyBbq17j0xfV1hb/nWO3IeRkUAVVNtaV1t3qQSWPYWC1aCmZVlsjx3S7kMOnN8bh/5f3ynoXIZ+ityFauKXcdtuDjg0gF1wgpnhzYJQEQGi7dOw4w73OAi0qqZSV5HmGgMB0NQMnJiYCLw5HRFJbYjMgIAEgACKgGAmAIw0pHI45NPpdDwet26owm72x1G58ul+vmEi6IB07xBFxNo1tu+tPqJN14XHdMNEHdDrdTh1DifPe9ksKfaWAQxqV1pqlXW9mshyuS5KAmqCwoaYj8OQxxHWNwQmBlAAAvQha2CKgMCIiAxEt+5Jzdr3Ssy60E+vixz89zgfd08Td3HK0P92n4dv97hdu4haXNH/uhcZjv/9u8LR0OtG63Ir/BQ8fSispyDsIFTby5CdOeMhPXxwcoUO7cfqsHOp9HLtAX9BN4W8f9vwksQXhent73+5XPpTwN1zN01TOIMiOQr2Tqix5x2I0P6w7B4uBXhPquoZTuEmwM57xHvJQ6RelSHHGoIOYA909ZQte4bW/pWRp3VH9HjjjFswvFcy0DkjbXfhxDoVQZXNzEAIyK33RKze3RbuukIbAJgQ4TgNL8+njx8/PD8/T9PA7E2GUbGDdgjeAjTOr6fpoMsHqd9qC55JaauDwt2QFpF9IMtefcx3rV/ju9yf1PaWvEHlQ/mwrisjEXApl+t1kabrokqoDdCawGrN0BhywyoAwIBI/qqIaCZgAE2Mca8ackwOt4yAB+bELl2y38/erdDf3P/pYffa3uawv/mBT/pnuvkZpw9dvVDq6qaDh4N57N455X6QEMc9M9OebuS77anHD3N3gnsJt3egLr/A7j1cnTK4JTLAPkmU935Zsd7+49AJ04BXiHg8HlvXxsZ5cF3XDx8+ePIiAHjfN9vnAMmeyxcqChF3JXoj3X634+gTM0/TdDgccB/xCl23r5ARDijMLKUt4qWdc5i6epjYYv+hDLjLegAAddsBeU+RJER0J/wmXLs8U9u8Ss0JyfN2zNBr6pgzIo55M1tECAHMUNUHiiEZKCgA4qb0FABAa875NI3Pz8fn59PhMKbEAG4HRc6iAQCoGRgAAZBtfZB60xfcH4fI7kcQcYfC5h91GOIuRthTWWv1/7/5h3s8FXTci8KQFxtQFx0GBH0ywzGXa7n6gK95EZEqdUFtRDkZ6TpLIx5GheBSBEBDUNO1rYnYEEB9yquamoEgP/ZN2g6uS5vp9S1/F7F/kHG9vICuAuKB/x++9IFkQ49hhz7Cdf0gX0J5+Pf6z24IQIcm/JmOI8IlEVi4f8ng8BBbcWSxasf8vXcg1hvqRDtO+N3t6h8eL+BbfTwew6nhn3XD4XQ6+Q++Fu7y/Tzx3MwiNGtmSLd0hoet6481xUbQ7lPBvSlriD3r2leJ3OLMv7tr/V9VFSCrSkDEXXYES+xeaN1IX+GxVewDOfbORQBP/kXGfYKYd1wBIGRCAAA0CESCiGDLNOan0/jydJzGgX0ynBlxUq1u9iuAW6mG4j2UEMDA1FMOTAmJcyIiJDIEVW3SvN8270WEeRsGuZ2HJ3G01lq78+pR5+2nzhvndTtxxa6KVYYCA6LimnJOyVRB7Zu9vr9dzl+/NeAyjGk8DmVInC4tE5mCbwIZoPjRI4nHVQkMBAAMxMxCKsA9CgiIF9hY9nzh/jjw3isZb96zwcPJBiF9L1ygCzcGLgg3B9z3awvcDp31il3iw/c6mbo+oz1jaJfO9ECB8H94PawdutinP82dcap6PB77D/aMFr7A/gVC7vTvYHsnzrRXjkTjHPm9olVVxW4ERn/EvRgCgKSqnvgV9oI/yPMl43EB/5Bu8cV+YWnvLB4vEYEDXw9vDTN9m2gPIxkA3UA1IgioqOEt3uH5QwpKQKaGimAAAgpqZqh3ZWSMhMgAmL1IQTd5gQiIyIhTLh9O08cPT0+nQynbOzOrAjWHoN7hiBAAfeIIfqf6oBvT5qg1VI0Dq+6vWz1iOH5U72JRPdn1hxTLf6CznAoAMBAZMAECtGVuy3wYP7W6vH/7ZXn/dp15WA98ONAwYTmAKhgYmmEy23oZp+LFlAgIQICm3gu9/66edMK0DHqVvX8BdGz8wCE9HWOnrnuNAvd2Yk+suNsvd4Zn583ppYn/4IQapaJBfu6o65WWdeoROosYO29FsFb8Fwxjaf2SI7kLOpeTdt0r/Itk79PpcuFBTiHiuq7uMQk/DuzxRdobT+Ae1ol69t4ooK7vAXe9tnxRaq2XC9AJ5Z7w0ul0wj2s2tuEAYq0y2wTkTLcypx1v2DPX47jjBclZLAGhsFFsHtN9kNtqjduQbxlQOA9zA46iFcVEejClmhkBiJCBsiMALsYAkZDIgN8OY2fPj5//vj08nTIJGgKqJTYV1OlNVEjRPTpn49h7aDIEJpBXtt77p4ap9FaJbqtPyifbZl6I4sAnKGyeiL2/czJB+lYSolgYkA5LNJWIvrD5xdo82+//Xa+Xur6TewibeDyBzAABSMDBANCTL4Gh1ZoJqKICuh21q1VQcByu1fvveKye4MobubvUt39s+3eL/vA2No1++/ZPkAi7YkzoeetU/K21+NGG0HZU56+X4Jj7ygqwy5HlvYcDe2cGhtV611HjyCMoM+QLIFrQuL0xBMqXe/zdOS+PrjfnHw/ZBS72Z+9ggnU+WCT+oab3IiqFwq9nYiI6ePHj45ug9ZlT5CMdcbpiki0aO0fHVIjBG2sJ/Zr9ztu0i6YZP+vBxaJOcV2UOfSD8mHe6BrO5tEAEBGZqZ+YM1UdSiefyZoimhGPskan46fXk7l5TRNYzI1kG3hrfn8U1NVQCJ3LRiot4cFAgQ1BQRDNx8YENVUDMVQgYgIO8tLtyTuTT+EgMZO8tI+yID28oRYu+e90L2P/XZ+AERMCQHLNE3S1l9++XtO9NOPH58O6cuXL9++fVFtBRChqbeTNQUAwgTsggJM1UAFFLAxgMcqzPh7sBqECPdXz0sPgjJYsZcL2M2V6Tn/e4HYEQYEj3E3dcIpNri67Y0CYW/oBAB1d+c8fCPsZoX757Cr7gubArp0mB6tWHcceA8xrAMjsuc4bPHUzrrpN6QXef4cDwKERyCkgMs7M/PqL9jdKE9PTz2zYFdgHmfne+X5ndT5RB5OGYK3ibY6XK8qC9SQc/Z6TCLydCDHwEQkcldJ2ftXeqMomL81zXnobb+Q+r3fOKWNAVoVIvKhutKkrRsZpb0fDgL4SC9DYiRLsCcUAyJmYhoTItZ1RsRE2Jpc53czfX46vnz48PnD8YdPT8dDUllBWs5kJl+/fh3HAt5Ow8cUO3EQJrqh35DH/fv7vrfWvL61NpGuRZrjhXVdmfe+yfvyN/cN3PB2Lyuj1UoAWv+6gUdVNRNGBCZUpJym4+Gjvlze3+pybutSCD6cDmBiZpxaVWvajAZOyZiram1q5DFcQgMkJjNAQNPoAe+UrXs7Y88r425ireOg5+dn2xNpnXLckjqfzz1jB933ABB2nfyApHrB1PaZtO7K5T0zx+nbdX7wc9BwZGEFt3gdATP7CKVxHJ+engI19BFl5zfPF0x7/7FI09gS+/bzSvvVR990zxqiLtIRZN+TU0gxby/mVkY0rfAlh3R7f3+HLdd2CHmqnaMn7YNUfI2RQ+T820O8EIIhp/L9XMLkdfLUOZN6+dcfmG+c7q3iewEJe17q9/qkNWVmD+Vo5zUkIjMBUD8LgD1FFNjAiBi2scK7jUC29X4A2Go3DMjovFwAwBwTGzRFAEWDYSxk6lp/0Eysp9P4/DJOA2UGQjVrahUgERGnBIQArLoLbxef4D58p29DvHlxiLg1UTVVI+KUkMiTne/GzIvYAybfF7HrYXzcMejsauiA+h6P2MvvAZCQmHMZEXFsVVXX+bLOV9BKKL6Uy/oNjZkyEiGnZrWtNldBzhvpMm6TX7WFouvxc/DtDlmMiLyXX0/c/v56n3sX4iDWEh1Q+0/97uWr7usUAjiEXAggg51l1391/DOQQm/8W3eF0Pe/RvwCOjNERBJn+s6Ypz0fN8ijt3EQse/mgPdmwo4rm3v944V1D7iELOhRW9AY7lm/tMcEA3T0xYpxgqGzHw4obvDf34zhkNwPEK4HGIjY7k/9dzFJfwzdOiGcCP3ubPvuAQkzlQZAuGUfmAM3RGrtFk/2tfjt06HQVp5IZqhqJmBmDKagqs20EmsZ6HgqT0+H0yFNGdhaswqgBEaEpZTNugYyE+vSV6DzgfUHj0Rq5llMxOzpCoDooemAkVvu1l2mw13kz/DOnRb7Q51Drv+rggKCmZHna6WciCknzilS7t9Tmi9vy3yR2hLMQGRknLMlQakzqG1fjR4nRtxytlUkj+TpcYjozP/AXf1WIGL06Yv/hl3dc2b8M/Jt43qA4t8ji/4JQajUebj69+ntl/6/vXLWLimG7/sD2K7Vo365PwtVbftoxZ4/+5ffdd7NcxzL7BUtdxMlZG8sFsXU1rknHLaEByS+2i9vfeZpCx7s8DGCvevBOuve/ZpRQtJD+3immaXYXO3qEfB+8Eavr0QR722k7+UC7mYnACAkpszEar7mjLg5DlVNVQ0U0KkcEJHBjRTfdDNzVgFtAp66gMRoiP6NKup9iz07Fb3fMxkYo2pTqQaVWIcxHQ/l6Wl4PoxDJgJB8wkS4o6PJre5xgBABgzIgHZvQocYxT3hzCky/oQ7EPVcWt8k6CNq96LT4E6exp/6PL/evsiJzMzA9iGrxCkx8DgdSx4p5aFMZTy8fRkQv852+XDA5jMHcTVIxjQUBuLaEAnIwETEFHwSatfR30kzQvF07y9wowa6Pk7fa4JeKPR7a3uudBDb96TZ81I8qhdPoTx7qGLdvBK814HxQPfhB1iItss9x1LnJIKulszMmrT40l4W5G0+660FZryhdRmHzOz8H0ZiCCY3IiLhuhdSzDenTy8xiSjqtft9BoAYV9tvmplF3zrbW6hR128tnpP68+hP1yVQv/sPR4X3aj9clfEo/0Fke7g0M9CUUgi7jT5AdyPQ3GXhCzYzVexOi3ZhHMtXVSkjiZd2iYG5xZwSkZkgKJISYinpMJXDMU8HHgdmUgQjFA83qComrmKqKmaOVmLfzSIknlLKnerw0ed+anknHdxKH/YLcUsPD1XQGyOICHZnWvfc5VePHhERSBCIlARAzRBUgYmYkHEYJ/yU81TGseQDpzEPbzl/u8ztfb7Oy9pIhJVhSDQ0AlCruqABoxEAE6WU387nIOXebyL3WbrhW0l7H7ce/T1wcqxL93yHgMG89zIKIo6VPshTuFf70e8LO72te9z0+yveivciRei8Dw/yCPcGc6FOb8S/++b6733Qkf3y09460cy8QMO5MbyAEbiJDou9uInn9JzVX09PT6krHo8XjlfS3Y/rzwmp18vKoM+4thBof+S+1Ic5Ew8HEz/HHj0YIPHfpbWcFfYGjX6/iCCaiERWphcOAYBINSPvMduxBDKjqgEggPlx+MkVGsmAEYBBAQCItxua+y9SxlKwFEoZiYwJEBQMEI0JDaTJiuDJtrJREEY3+u3lQgLSffexIBrb7c/W1j5tzktCAMATKIiIifuzAUO4l8h+9XU1tBuxRKR2RTRjRABTFENCMkytKhkmHssxpTyUfBjG4/Vysfn/kRjUZlFtelVDUauipllMPCuUGJEpodPo5l/so2i2z3HsuagXYcFpfZpDEEl/J+8lQHpv3veYKFgO97j99yQXtBSKKmofrLMdelFiu0Ucv0x7T/P4VM8Cscb+IERvVnqPC8LvSLtZxF0z+/75vaDhLp+tr5uILw3qcvMnHqK7Hzr6VsbWBe7wFwiXp7+kF5JS1/TBjzvysreXCWnUOxqsmzXSUwDs/e1iK2P7+mX3P5g5Mz+ayv6unHyY3a2sHVJjppRu9BevHpLCbo2o+Hq9oCEAmbGBSVtrMzN7fjqqIiceRxonPj2VaRqGMXuGgxEykaiKmqqC2K5/nAl3nQAATNuxIgAhEKqomK6tKhgyUWIglF2ERULbLllu7Qx8FT4/6rZL8Pu+tx6fx/m5SAUiYjRz3IOEmSg1a2osBhlTKnl6opyHdV3t/V+Ox3E6Hg4XeFv464XWq7R1puwJ2uSOGhBtKtKa51na3hga96SDAEo3lbLfEOcSwPMhMeF7SREoI37vrkS8h+hx3Dfy2OtEIhAW34KdMdJ/r19Ed+lzfuWcPU4BnUiKbwyetM5dZ3TT571ouwHATrgEZ9EeW1VVIjocDpHH4VvtJarUzWHrpUwvQPtXxR2nPwgLVfW8pHilMIVyvgkL6wwx6ebrImIKvcR7539fYcyb7YkY7v1h9nuJX7HLIfAC5FiX5olozFyGPAyDByk9HnM6FPdXx6f8frcDez+NB2PmdmbKKWXCokptqctca62n4wQoKcHhQOPEx1P58PH0/HzS9Q0AEDJuZZ2iqqY3usQbCPJV3FYURx7SM7bSqZaI3JkPu8ZAjArZspEIptBCZkb3Dpog6PBWxM0b9kZL2ykwIKIxECOmzAmamKioMhDTgAMlzlP5MK86PenpCr+dAb6s17bYtebMBsXUG9vWJk2bgDZ6/tD27u9p7x8/z/PLy4vet8nqoWKwQdDr7+J5230WvfkQJkDQXr/JD5wG3VSbnjmDMh+28UH6WAd+Q9lgZ4/EbeEwUlU/U19v32q55wJ3+kIXKYi6jOjH3/YJbMMwfPnyJYSdRxPcHRhIDbvsDIcAIWWgy7MIDdQLBQDwOmnchwx2krpFyIn23ALcEw5jMxOnLf4BSGpkZrVZa0aUc8611iZ2GEbdJ7uAUWsqjZnHYSi0j9+rdWVGZhRVIm9nBiL116GsOWVUM55IjyOyXlN7/fA0nqbx6WN+ejrQkA2gylpVYDFiTCm5ZPBMBUZArESe4wwiuK66LNRqrudpFx8GIK3pPNd1XU+nTb5EHLhQybO+La5YdMtqNXcTtHVec85cCnECS606vQrJx5SBE0BTI6BiiZvqVeTVTIkyApqwVHdImUEBH/1ioIbMxBwDJlENAY0QAbdoB8iugekOlw65BI32AqLQDwAADRigOCmrAixEpKjGpk5sCJAyDvnc/q9yaMnej+0br+f0+Zv92xegy/k8N83DcBLipb7j0Gxavr59/XP6ge5jk0TkRrKX7izL4sH26/UqIolHIspp74akpkAIdL3MiEjEgNgqeJk302Bs4dqMyJzzQLQeIKJImQn2Dh97MJ7trdmCbVJKCB5AuUtwBgCRllLKpZiCCiBkFbuc197lxl0SxPv7+/F4DCvb3SLruiLcQQPdU4+i/yXunVpqrefz2X/QriOJg/YwZ/wFrterV1IDwOFw8LSFeZ5dckUjhhDH0IGIftwGdtWPnrngMsLFsZkhbT9cLhc3K3zbowDCiTC9n19hb5hXuJSSy5DM7MuXL0gm2hARUJF8RpoRuSNNYZ+k7uDRbQFAQQQiIGbvdfB5GMBqITy9HJ4yHROdyun0D384TDknHIacCiujqFZlsZYPmyB0a4vT5gX0uaz7saWSeCxZRODwDB2uicwQJ6PQurHmtDf8fRD5MbcuVKL/N0FFISQ0qKRACi6XPV7gI2RMEYA8pGqdWUjdBfeGZWgn6tLgQ79ZZ5dSN0wBu7jp96oYOlAdV1NFUkRMXKZJDbm1wrT+t//2tV6l1kqFcmbMSBmf8TmMzzAK4B4CtH1mlHkyjG3ewQdHHeyYMY7GVzSOo5eK9NqpB6EBxAKY9IcV79MjgtB7Oed1uWH7fh+ocwP1uMar5u5/A7hbSb33Yb/NLHKKu6c5Bwb2cVV0OBx0TxQM14zTJ3fZCqH5RST6r8X7B4iITQiRHW/y4P1Nez/bPg10W4jeer32pPgAl9LT0ymOudZ1XZddHjdVhm3+OqqaEyqRB71B1cA8vkopZcTkpYJEtrvtkZnGoiryNJU/fnp5HjO3+jylnz59AGlgVVHF1EAlwQAAkDJlAFehSkTEXogFwjdz18wsZVUGgLreJZmY2TDkAKsBsfaNuFWehWb2jzs+1C7zdDszXg2SqtEeGvO6w8gbUVUVa61JA8Q7kzJYAu4dcv1hoN3kRfBDzwC9lEFE/S6uuVEngIEBGqDaltDlT7iNh0ycno4ZbChJL+/0l79dqrbMI1BWWlJKJ36CemO2e364fZ2nZphZKWWZt4L6UO99KDceEiQ4DMm+g/qx6iDFYIygV73vLhd5EA/2i3SVyN9veFjvN260u7Bi7Hb0U297g7Z9J+7GMVBnJstWR19ba65mPKjXfzy4N+Iy0OUKh5ksXVZbrDrUVc/VEXeETs7ynlXV9zHctgVvLh7b+6rEecWVzuc33PNAfQ+JSBXWVRHNpamqd5VezQSw1VVaa4je8bYggpmmlNSq1Gbb+wGSEcML1+kw/vDh6ceXqTDYUguucP1qUlWbgCITp1SGjImRKFnbyhzUwJRsKzogAAXz+mcwA2QmAIDW+bd6ZdULi14Ji93KtK1TVrS7fIIu/bxzssTGbEiWGJkAlRhJVEBN1Yd/2zo3aYrIxhoPDBURxNFfPcnGpV1BatzZq9z4vdnvCIh+Xbtcc0PJmjQyQ+Ih5cNIf/rTH67z31/PrWTU5hsOSLd+x3Zfj5Rz9kCaE2JIrnme4xtxb+SZ9rlBcK+IoNPAoSShi1PEm2sXnujfJ4TsxqOdy4nuMyBib0M0h+iJLY0ny305H+z9YMJTGIfodX1yXxPVhx5uO7+XaZiZ+8KI6HA4DMMwTVMkOIak8weeTifaTQzn9u9LPOIG6uLf/VvxXpcle/fngD/EGPRpnb/vQQqndTnnnHMaEpMnC4kIguYETGoqAABWTZvpasgmudV5XRszl8wEYKrSWskEJmBiWy6x5MK5jP/wkj++PD+dRqoXuczJ1GT99roMQwZQTFymccwpj4ycDYFURbRZ8z4IZMQITCAKaNZMzXyw87ZTpRz6ww72cL/LA7eYmUSm870eDg+tH1I4xgbklIgZAVvKmJiU1IRBVYxU1FS0qTWxBsSodOfxjhf4npM3PtfHuH0vrfo7twf+XjLf96Ihfq+g5n0JRdWUWdAoE356efr19F7bBRioqZmpuKf1Lu+wJ6DWWnT983/2N9NewhCOgP4hwdXX6633T28+BGn2HEtdTBE6uW973C6EqXW5j/B7Mtf/GpZOPO1hx3oZ5z/3SsXdxvrd3Oqex9yP4K5EN6/uju8+a6CnWP/lNE0+AsclrJm5ix13twXez0kYxzGKj+JtI3ine0MQjsE/cKtbi33DzsLyH9J//5d/HsfxeDy6t4Mj2QvU/wcABkqMKbsbjw0KMRJySkCsqgrYmMeUAImJWLUZ2PE4ffjw8k8/4OlwVKmv77+tl/ehpGS2Xs8JJkRMWBAyE7hb3FSBxLRJW9cqAIApASECI6ERks9x2rUIIhYqffwp1ELUfdg9MBOVoLk4HtzjPWlvs+VnTETZNrPILHEyZjQJDOLUD2CEaMzIzEa30cD91TNJTxliq4EhkoEzgCEZmNtrwfNm4OFeBLg7wvi5J/E7uWDNjUFEBCM2BgQmQKulwKHQIs10JbBMSbq8YO1CkthpXWf+yNHwlCfdK4Wwy0TsXzJ0mvvA6H5uPXSojfYYhz+zj59BF/dxE/qB+f3AvxfBIZjCW/kgsntp0m8vdiYeeoAAUl81H4QkImkf8YR7zmvbR2yErCSiZVlaa9M04Z7IGI/iPetJ9mHCsGNe2COGuPdo8eW7/fu9H4Q6v2aIaSJaq1hn4vl3RbO8WHv6X//X/9vhcPjw4cPHjx9fXl5eXl6enp7GcfzLX/7ix8/MLy8ve9uVYZ5dozKirnVxVImI83ypbfUKKIMKYMOYPnx8nviyXt6W+drmi0qtc1UCTFRVAEAbYW2pSkNpVlvTw2R1leta17UaECsqQCuWcvE+CojIiOjOPgAS9Fhgd9IAYJEBISIeNgr6eJAIsPuieW+11GeYZKvMjjAN3esk4DlT2kybmaIJgBoaE9w6glBXEt+roJDo/i3S1gd90qvKnkz31d3xf/yeNktezdRv3BgJldEImTWDNm0qDdrSWtUxwTjQelmlLcQJAHXra3zD24Ez3VUWnO/VvqnrFRwrbXsDzgf5Emwve+1Tv/mxRt6rOXWPSvbHFD6I3swOYdGLg15ifi8+Qv+p3NRsnJrexztsTx/OOUu7G7e3E9htpnYPXnzTbPcOQgdDAm6E3nIGdqmBe9qIOwh6IRjCNIyFXrLgnoLk+dTxvc727hTT78bY4HcgMTFaW+cvv/7962+/0N700sWbl47knD99+jRNk1tHy7IcDodpOiLiujQz9Nm4385vqpoy5YxNKqI9n0aQdrlc3t/fpa1TKXmk+XKGZuNYGrEpiiIok3JSUsDVsCCuRBWkAhiwwkA4ABVRBiRCZkZgQjQgBIDUpWZBl1gR/qcACzvnYexpiBLtmjI6Aozzxl1RmYkqGpiqSrO6Wq3SqqiaCupWzYQujx5YPXimp794h/gl3MPXoG+7AwU3Zdj/6UE3xn8pARKSEACpgjZZ57pcKxqXYuOI75dqsgCQNlmWynibU9YLtb7P7bqu5/PZgz4idwAButTgOAvs0hmiXl66RKaAwbFFsbqHh8NexexBjXgl3SpuFOD33aV9/UJ4hWOX8LsUhpALvM+Y8lVI25oP+O+DLQPkW+ccCcQaNRHOXK6f40vDkiIiN7Jc4K7r6uPzvAm7dm3TaB9RH/lReN+B+vsX0D3NNOQC7MZU6jpl+26nYfCe/DUO4HxGAPCODJ6b4GaPSyCXaqWMOedSxpJHD4G6UADQWhe1ejodiMBA5vV1nRdO9HQ8pJSWdQVpvDREHA/TQGVZbaFWLANxazafGwCIlkoZjFHT9aL1/Zpyfnl5QYBWdRwTMhDA4XCg9yWoMDQnAHidX9BiUElKW3Wwb2uotcPh0BMT7h0fTJuaAagY1HXd7RFMeajN1uu6zCsAJi7EZAiRL+zAIbSZ3ZeZBP8PQ8yVD1QMRFudhXUo18xEFHCboaD3fnjtLuhSpy8miJRyTsQobZ2Xevm6zlcARBGQhbCOQ5pFrdlxOplJ77UKr54rCdp7hOGt4nCfRNLNGYzVOUNS50hbVs9r2BRdIGe3k1U1CjS9y4B/vNZ6vV7NzCnt9fXVdjdHiBjHepd1dZUbliDvZd3htJe92tXM1NbAbr2EjULS3vU4z7NnavRgKnwNoeexM6ZwT4ENE0D2Diu2Vy4Fx8rW4kTCxeBtXWRvQoV7Aav/PM9ziADbez0GO4SPQ/ZhTkTUWvN9C9gFAF4kHuCOiFKIogc6c3EQb+y+aJeL+xO9dFq9s9V0GMZxHIaMpCKVGf+3//3/fTgcPrdWSn55efnh04dpGlpb5+Wy1Prx48fpeHp+fj6enk/PeYLBVK/rsrS3UkaiVJuuywxAqYw5l3qZZ2FMnDM2IEMD0GZ8mM+b7MetOdd2kLy77n1RG1zCcToE23BXAYndhOKQsoiIRgCggq3aurRaN/HMnFsFaahqYCggiGxWTTQUIN4bsX71kIGIkBLc90H0i7scHthBjaoa1F4bxwPjixwRMW9hnDFz5pKRtKrVhg0SZTZdpVmr2hbUiiZoCAgqgHQz9XsMHPFz6DztRITplj4fIswVYxRN2p6ZI3szwnj52IcQgnFZh9If1B0AeAdz2BFya22e59aaz4mNre6lar9XuNv2hOkBuz1AsFi1/9C6fo2w5zV5dVn//tvhdkiwd/vHm4SZJntxKuw9L+B+xCbio18Ju3jnwwvDXl8T2Va810pQF5152Kh+51Pp6nn7vcM9Eb0PFDeRcjjUWqU1UGBkImyqIvL69dtcrsPIzCRSResvfzciPAltijlhKSlnVpN1XX/66afxePjw8vHTDz/++MMfnl4+qOp8XS72TpiYM2E2QxEzRQAcxzHnhEkPh/Hp+bCuFzV5fj59hjaOo8+w1y6K7nkmdg/dnV5pdw5hB/Kj809PDWbWPAe06rK063VrvA0AOeHapJpVJw9AHzBFcke+2DkXcLf3er8m7r4Ava/eccbrmWGzY/XRsuhfu6e2DVUmy4kzl5RAWanpJeeSeL6+1XVu69yqmjBaVgE0bNpCYoZcwHunJjM7GzAzpRIyC+69ubxn7PYAJ+Vk9yYGdX7f4CVfTiy/P0cMKLdfdN8Z4I6M7x+FeyKAvxUz63eZV9iBnf5EtheGu5O1ruQ8vsUf6Go5HHB91MABS9ov/+pQ1/HPtveqCyssVILsHVkelETsoZsG0mXr+/O5S5rqNyp+3shP9kyPB7ngnAZdIw0HOY5wWlV3QKS0jcfLOQMogKo1H9PiJZITPTFTbcu38xtc5ukwItp5nv/6//pnIsiZj4enT58+Pz29qOr1ev34p8/rWhPll+fPHz9+SlyWpS7X+cOHD4ANUI7H4fk0XedX0fry8nRNeDqd3FcaOxLNo3pW9IMJCXE76c4M60Xkzo1bYfw8z7tGcpjdWlNRcF8kqAI2QgJ9HHwUKjTYNUwYRJS2mG1n3YsGZlRtIjUs2F0u3MUvg2HCrYWdSxURlzYTUaJMmCnBmMexDOOQv35dpc5tvUgT0wlhADBtNsuc9v6CsYoHZYV7OiAAEFJ/Q9CWw/7Qw7wn/xBpqBm790qETMF7Da97P8FYJjM/VP50avB38lZ8A+Me2ssxEXGtay/yQjrEb2K3N77t5rJg13YgQBZ0ztoHcYOdoo6+7/3BBVcHHUKXJ9aLQtlL1EPQBLigva/MA6tv8h0e5R3u7vlemCZTNO/+qY64Ycu1NVJxZL6lRhCmxKjUTNG0+sSUkF7jOKpaa6LmWIiJgAje53o4HNJwOqWB2FKi63pt8/zy+aUt6/V6/eW3r2/n82E8qsA8z//2y8+ttVIOnz9+/fTx7fn0cjqdno/PaOappANiQYWEanAsxAhm0to6zzGKExHT3iHO0zE5572Xpt1sB9u9Eu7yjf31y03BpYKIrEub53n3CUFKWEXMQLcUcdvmShgkvcmCuGjv9pf2OY496ccPPS16tqx714IgVNUH121PuGlES7soJK/4IgNUA6Nwg/pgbi5DLlMZMiHa0uqlrmpKAAejm1jsUT3u+TPcDaTt9xC75iixhPCH9QxPW/O+GznGp6i7es6Erp9w/Cml5PMyQyUGVCz50MvHkD4Prw1hSix3bWaDOUM99CsVEYQt7hBSwAWWL6THoW3v8dkfbhxl1F+J3G1ILx3isdjN+wo29o31ODHtfaL7VcQwyxBAOefabhHWXgjKHg/elOue538z+Xop65ES6PxYQz7m1PZx7xkRmTKTvL+/IyIR4FaPZJH6cZlXM1FrRMaZ1BohT9O0Mps3luJUSsqUpyH/+5dfEhdt+JfLv//z//avh+HwX//Lf/kf/+v/aUrDx9PTceJxoNNzZjwCttNhGoapB7oBBEK9BG7323LKIVx9jc7/roKcG/1yl8r7Zau58OoUZvZylFwc/oEBuGPST9+TC3sm6VTlTYMF+ES48XwvFy6Xi29+HDbs4ccg+gA+8Ht51v6ccZoGzmyMgojIREPK41DGgflKoKu0JjAYCSqqQsRZsYMATohbYHXP1dm+ER5bofsVeUfBtNsf8A7Bxs8Bp+MJ/s+AS3zfTyXsDtgrLDfzB275fHhvSPd0Ei8Qt8F3VkPIhd7XU7ViN7c12Fj6eQWd1om69f7hRHQ8HmWva4xvhPvEtnDi2H3ltdyHaf2XfF9VYXswRfcB9nFGuGfcx/6HCXM7vrFMPXiOha3rikRo5I43UDQAVXu7vpp581Ii2pqgAQABM2FKBMgAigicMCV6Ov7pfH47n9/QJ6CplqE8PR3+7d/+ggggAAakSyVSqqp6PB7RAIzaUs9v5+vbazYrAP+X//n//OPz6YcfnnOy05FKBrWFCMrxo3X2VUiBSDLhbjykmZHSsixRherGyzzPuA8yDkXtP7wvWZpFy51SyvEo41SPxyMzciIAUFMARRVFRrvr+RcnF8QR+t//y9Ts3n7xg5nnWfZ5pAFKAcC0a+Ww/7JnpLg2eZHQAE1NRFASYRqHQafDcZpezwhoqqIqkM3A0NDlKXZFJbQHurwWsO3dH32HCR99acF+8QTYYWpKifj384j6LYJ71d3LwfDMealiGN642+F1vVWawa4JH8SWv5uvK+qj/erZI26Lf4qIz/UJSdcDqBBb8J3sDj0U8qsHZb0m7jVcsHq/il402H1eb79A2jP6sKtJj+YrvSh3zNXveWsthX+4xzOIeLlcejQFO5hBAsKEhGZohgE/hmHwegpRVW0pcSnDNA2//PLLPM8AejwNnGldr62tTHY4lCFlJgJRNCDA1uq6rsdPH5bLItoO0zilcZ2rqf7y17+k/+V/enk+/fGHz4TrNELJsKxY2zW227MPIitJu8pT6wJCssjlcnHr1287n8/n89n2hNMACy4L5vYk+4wguKWXTaUUAMa994KBOP3I78mF2MP4IUQ+YbXOvxOn66cVxBf8JrbRRx9PgU7bPIiGpVYF0AZcMwImopIHHcdSckoJzb9XyCAqarBT8rZ3TNQuBzkwLQAg3e7EvWUAEcWOyT4YfaNohp4E+12y7sLOTo5U1LjZIXHaCw391FzBMg293gu9/SAX4nI7/PsjiPfppYbtE996tQy76LcOYvSCG7+7Ukrn89lv7uPlscCQC7QHGmMJcUB+Z+RZ9/ILunqfwB0u0FO+3UD3uXMhGUUkGYiani/nP/7xj+fzeRzHL1++5Jw5ITOta/vhx0/zPP/yyy+n0+kwjinnv/71r2b28ePHsLI8cx52c6PkCRGvV7lczpz4+FRaa/OywOLwkr5d6uHwcV5raw1gz6IzFUrLFZfVpK1FpDDkg3GuVa/vl/9d2scxTWMmJqVaSeSpTHxQU1QERDVcwBpIMqW1ChIjJ1Ncpc1rXZalru1KsizL5XJdl9aatqbrInW1ZWnSrDVoFURKXXlduTW9ECAR85EJW6t61qPpB9D2bXk5jgdDaHOyNiXKbCZ6Lh+slbYwoKWUxpwQca4KJGYCaAmJaE+40prToGoiJqI9kYkSEpe0EUdQWCm7FDAwAUBAd6ME/QHuxZVgZh9nbdKaEaWD8Xg1q1RaGlua5tqI4TDBl/lbZaZRm2VYnjY6w0SUVFWb1ipDmmS1Rao1RGUVUYRMyScmp5SOxyMiuneWmZ+fn6PsH7vyk+t1jrlJtjsmdZ8rS53XzTH2sioTZmKri2oDqJkQhROKGq+aVsAlpzYMwAPn/OH1LW8GDoBZSZQ5m4mRqc0mCGiUgBEBZjEo9Ow6APeUFufD1vWttg77pL1XioNzFxPrunq2RdrnD8a1rGdASBkBxCtxVbQ2KEMGoNZarbPorXzT+1nwXl7pIs93uLV2uVz8KyKtY5w2B3BYx87wTeZN0jVb6yanykCyZ09IN0ZQRA6HQwAZAEi11nEcT6cTAJzPZ4clp9NpnudpmlTVA6Gn0+lwOMzzTFsYIk3T1G+fT+kIOaR7ykMveml3TffGEux4UlVba6mkfX/RTERFCIXx7f1yvc5VdCgJiYCISVJK75eViCh551U2ZBVQoCYm1Vqb53W9Lut12fwFv86vtcqyLOvSmofwm6rgsog0a81UwAxVoVURkXSa1AuvEV2dtKbzUt9pJjRplKwmEBgTQMJuOXDfRFxVwVnV5zztWsvdFqGsQvOE4g25sHG93eFw7IzGh3/uSiA8KaJ4Q7nDkD1R9VKN1qauV/axtWF8xvuEBtM9yIffOSCwG3Z0uVyCoKmrdIy4He3BI+5qBHpN7venRD4uizyWBNlMrAkTACipZEo8DYapGtW9L8bNfeOtOre0pd2VY7esMH9P6ZIvfQe85NHBoxOqu/FCLYcx6Nyb9q520jXgA4DaapB6T/PalXhhb+ej9v+0ztcYxxFBGWZm3uBnf4NLt97GiReI0GZvaHg2M+zNNcwsjePoUb22T6aP6PowDB6VRMTD4TBN0/l8dg3gn5JusrD/M3CL7lllQan+zD6CiF10LbbYu1IyGCGoVGiLARrSvLZqYJwpj0gIJgpNiC5zJUJMSARqWj18aFqbLlUu8/J2vpyv87IsraqYfpvfVUFEapW6NhEDIIQkYtI8XQIQmSgRbc3mdE9EQ0QAn+fT3rSZ1DUTYxsYxRSm29QsRDTY0GmszkyQQBEcL2yE1XUEwM6ATF2njbgQUbp+fj0p9x/HDkijLUhgzUxVYMsNZ0SPSoxlyFxRVUFAAO+DndjZzH0yX2hR6XKZtEu18BVFi8DUzYaBPRAAu1MAu9hh2COBj3x+DwKMQz5Oh5JZa61tEcP3eW5zNVMCgkSiDaswb/kUm2MyE7P3QRcANjQwAfUmOjeD7sEuuO3efcGo685Ye0Sdw80RsLw/gt+9nKK+lwuU7yrK4hRcf4RAwc6U2OW+6r3vsN/weD1m9iBXIB1m9v4xYbAAQHp+fvYIXGvNG1e11s7nM3V5kQDgyfCRXKX7oAH/vkAH/n2wGxS9td+LuuCEWHz8E8wYjJkRTJqJGCOIUi4T5SOmsVExtLrKumpme18cFNW11XWp87rMa6uiTaE2mef1Ml+vS13X1lTMrJoSsRm0irWCKjKnxCUlz78wI2ROzOxFWlAWE226ZdqaGYDVvZp8XTGjXhlETSGNY8lJ+9MSAewm8XYdJEJqcBz/ZoDz7Tf9n7Zj/s7JR13BX/zzRgqCoIgEqq3ZigYg1bQhYiIunBjQRLS2lgVYoWtzEKcTVGUdWtnOtPOZW2eZ4w40elTI3dUTtCfnQudljEu1qTZGPBzGP//xh5fTSaUu14uYfnt7//XL6+t5WVVkXZIaiAlwqFnbrCEiomVtAACoiATRXAiA+FayzXsXHwBwVzTvTU/11q/t5qrAcL7ua7TOXLct/y33nBnI6Hu8EHzbw6W4IQRr2mvV/FrXWz5eaKC+vAU66eZf4aafK7xAOkTkiZubao+E7b0MRgDAnQVuH3rjrdfXVyIax1H3sTauDZzzPSN9n7B0a1mZ7pv2hjJpe6ejWC3tfhqtq23U702QFIFyM6Vhafjt0uYGqLrWebnOiPh+2RqTXubler1el7pWEbfeDRWwiqhCU5BGZrYqOKOJkGsUowRWELKiCnqnowSwRTEGQCRA7TNeQA2A0tJMVRbU1EBsFUwV0nPeinA33qebJjczwEc/FvOdv70PoIQiDSaBLh75u3Kh1zAbrRgRA5n7k6qJgizYFgJlNAJkogSJANnA1Op9/9sg0N6Fxn2vhG4KS7yedCUA/oZ2L876HfDLay7iUeECTIlABRIdxvL5w4c//PARTebrhYiul/nrx/Nvr29f3s7fzvP5siyyVtuDlOGXQY5NVyCv0jcE2Db5Nmy131XrfJ/9zznfNVn1aoVaq8+Pxc5xiPd21v/B1X/1/6/fu9luuxs4wqKyp5anvRA2du/7Tbbd5w27mKauGXT/1enLly/DMJxOp69fvy7Lcj6fD4cD3Td7Cd/4MAw5Jd8L2pM6HJmEJIPdpenrcVNC96ROf0uXQXCvgjaI4ZjTABETFy6cEnEp7/P669fXf/73n52PVHWdFzN5f7fW9DrP8zwvTVpraghAVQWJmRmp+IBbB0As204hGaeM4PeQARuQ96c0nzDhdCkCoqjmhoEY6hYpZBVZFBNAA12bCNSGdRw2lBQigPaESzM0UAYEuGsr1C+/5z249yNs/+x+7k0MuZ/7FNTJjIDJIKlSa1LXVesF28WkmTQ0KchTTqaFMDWl2pGRdlGVmNdo91mMdfcsBtViFx4P9rD7XO+g2lhv2yd3UZd4ambEKFXRAEET45iYkblVIpiejk/T9On56bev7//+889/mxdZZ5hGRCRiInKhrCAgxJwVgcwUtm5gpmYIKrf5NNS5hxxaRw8F2kdy/v3nL9QlFNhuMkTQsdfMACD6+/6Ftne1eSCA1m5z7qyzR3qMoPsgXBFJGbHDdHHRfXgCOjUTYp2Zp2nyZ8peJ+5fehPqntAG+7ANJ4VwGRyPx2EY1nUdd78jAHhesO1mIe+TdgMs4e6G8d/0ui70iXU2BQAk4lqrmEtxBuKUU8rDWu2316vSL+Hidotrvpiqts1ON3M9jwxAxkmIPMNCwQwY0BInEfH0I957WhmAEQLcVO52wGqmjQBh4wQGU+S0NZ8GAzWlbFLBKiwCWV6WxYu19wLtLUEl52xGauLZkQ9m1MOFXaIxdigR4DbG7uEjvRDpCZSTSz0SRVi1ySzLBeoZ2mVdLrKupK0QCiQFaK0i3eUXPWg/7UKSDm3qrrisyx2S+6Ra6pKFnXiYbw3j/AbP/+nJ2n+f0IQI0H1Cq7ZKqCgrK6EqKlDh9HzA9hGXNbX1MhY/UH+l5omoJkTJANRTUxUUwDxwc+8xiXPpdW+Qdy/U4lhDLsfL//8DE/xTIShxt1lU7iZc9ao+dtXuXJKb1zas/oCcsZz9TgzW87x+nyRm3ZCktLVZ0fT8/Ow3rev6+fNnIhrH8evXr4g4jmPUjT89PQ3D8Ouvv3JKfrphcTleaK15LTbvtXf6XY4H74094H4+TVhcZlbnxe0UTJ6blAAIUYzyXOHr2zzPMyVmZjeTVDrQS4yIBmCIXIoCmZmAqd3UFAGL6tZKLKGZu7tqwWJmhkpEwADgYQNlJEvGmChlQzJkIEx5qLWKiRklQzVqjYgtSxdt7rhicxxHW9ZOYfqG+A3UtYQMV1ZcG6/e5yn0Ovbh/pD4YC5r1Eys1VqvsF6svtf5vS1v2ow0MYjJqpVwPFAHquOxstc19riAfi/R2Lo39HeLtbC3zd9LmKVrqNmXvfUiBhEpUiS1mTYmMIDDmJfLdV5XBDyWQh+eUNZDov82q/mMBFExAQExBaAqVREQyBAMibbNpCHfDHjpugG7Q67HL+6Df3l5ccEX+Nd/DjkO9z34iH/fvxCM0B+uHxbed6zXvb+m/8a/yBmYmT0eGbgmpdR3KrvBrk55IGI4IBwGRpf9kH3p69evLqr//Oc/+6884+J0Ov38888e2ASA6/Wqqv/wD/9wnefT6fT+/n69Xl9eXrzv/cvLi7sknAJ8hg8ier7Q8/NzxCbneV6WZRiGw+Hg1ocPxmp7Pxmr6/l8Pp1OqnBZ5mFgAzo9vZwv63VeMY+rIlUkQ6Mhl6RWpRki0l63B8yl5HmeiTMgqDZE5JxFZF1WrSsicniLGBEJwOvP1lqbKgACETkTj+O0rM0znShl4qyAy7IIQMoDGdS21CrExHkASgBbnhI4tG6VGb1paikppyxrnefFy+mOx2Ndt7EfdF894czzACsQcV2WXtoGYfV+rJ6AiBphqqLzfK3rjKSEWuvF6hV0aeu5zQAtL9fWGJ5On+X5ue1tgnoBpHvhFu9dz323w/EmIn64pRQ3hp3mAk34/bncEIRHrBxevb+/+/2yD333a2kLJwZp316/fPly+MOnZxhyq8u36/thmg5Tvl4Wlfk4DX/89LEQKAx/+ctfZG2JyRQAdcxpXhsCMjAyA2FrWquUUqbDZMu3HgXECzvF+pt4oqdvcqvm6Maj+L4E6OpfrXOOmBndT7iEzgAP6I7ddILD4RTyMURkPFn2vAnaY8bxdZHgi4hOXbHPIfJCOnvOQa31crn4/eM42l7NBQBbsMAdh9ZZBKUUnyPCXch6nudff/3VE6ecqyNN3VGDS1nbo1OHw+H9/T1ckv4oF2lxBiGeXYA9DdM0HZlza0viQphUIeeBORsmUzBgIFZIBqaQjJpgMzMDAwQlRcPWatOWGRE9L9ms+aCLRsxESASIhqi+q4CKKmoNMACwu6WsNUXEnAsYiIKCAQFzqnVVJQq/AHupGPW+nHVdjbZufOr9HTpNsvtcfseICIUPHSgNwu3Z9YHaHvDCzpCqqgYi2up6qet7refl/Ku2a2bNSeHatFbTQesU+RSwY90gNbu3pXtcE/f7V3/vx4p3Xpa5/yt959gLFWJb6pcCAqisi87zvM4LJCYCBZV6/f8S9mc9tiRJmiAmi6qa2Vnc/W4RkRnVNVUgmyBIgA/8//+CLwQBYqZruqsqM+Iu7mcxM1UVET6Imbq63+yhITPg1/0sZqoq+yefgBGaIBCjng4pDZ/KilaW63wvWZ4v17UYASRCA8oiUhQ5IBIj1VrneY72ZqRVW+13iZLedWrOeR9V9Wqlj5eX9Qp781ivd5qgtg+3vbjbNhTfNlb2ct4sQevHg44e3rrUI3ZxXNuIXq34Dbuk8w4z2/RCY/v2uyQil/D2AK5+vJnH847NAR6GwX/2I9X4eTyS9Dxzznld11aL4r2I2h6g1UjOw3Q4HFRBZBnGEYDWtcYwxJgQ2QzBCIEB0QwBqF/iHSrrDckFAhFxtVprRWQiYvK8HTAjkoGnoExVZG9K2pr/kMzMkKyUwiFyZFPQIrIzeZAB++YBU4hIFhDJwBUwADjNRGKapkFEmFhV8eeuqrdKof9Tf0xtT3T1h6Z3Gd7tvb36/2a+QlVyXpblWu6XMj/ffvxZ1pcAOTIEVNSiGssS5PieTBV3qExv/HHXZ9rBt1rOqHZzLvvTDzsqvB0D2PPQ7SmaXoDNPgvHYAK55tvtdr3fTlNiZo6sImZCRGq1VhyPh8fDU802BLjNy/22oMn1vgDRigYYZF5FhZmRkAKWqmXNxNIvI3Q+P3bOf7ch25GTveXBl/rn1oO2erZXAfqNrh3/WvsWEcmWae++7Vf73TI24Ue1XinbT7zYfUnYdkg47f1vticgm4H3P4UWN/a7xczfv3/3koHjvdzNWJbFqxVN64R9ChjtqRd/lwcwrjV8nl2vaN2DsB0r0u5eVXOuaRzMqgrEOJQipRTmMI5jQDIzN9FgZCoMuFaTarUK4QYvUVMwICUGDEgKPhRHGIGIiihtDWH+1QBgAIgGCAgYEBANrYKBAKABmpkpIhIzmAEgglrYCnQGCE7qZFqt5G/XbxvCN5CI2D5djjltKmxfamYOgQm5xQ69UlB9X7PYTmV37HrvtD+Cb1QPmO4tG6Wsy+16v363+cf9/l3Li0pli0OgFDCv1+Wm4fMrysi61E9zhWxPgPnu646Io44UqG+y7q0WAPhB6m+47vTKundkt9hbRIAYiJFDLXley7LkKhIDhzCsy2xqHBiyzetMA38YP346DGT1OKV5Sgj1elvXUp4vc1aLwUuYTMxipqT0tiLQS13TBbAX9vyfgcfeGrf3/rxivbppH9W2TN62KrUvdX6H/q++7C5i7ajoa0609l9he6tuf0L6Q9VuoG/0oH0EjicTmTm4fLbnbKLruA5EdMwJNp7ZYXCsdPsCVb3f78MweEmyoUfneV7XtUXO7j70flGra9qexxKRNVfi2NhGiIyJmHlMAzOjGpmy51RAERSVUIkMyRC9VcAQAAKFgImBGYzBECFQIKJSBYz8f4hISMis+Do7xMx0a1VgAOAQVVW0GDFxjIQiUqW4c2tmoBVMwSpKFFSffpdSGsYEAImpeUnevSWlyN7lllJUeYMXbAdF/xHupR3BdxEHdGWtJnX7P1sHvWrN9/nldn2G/FJltnKXmsGGlA6HieZ1ne+r5tzSw73MNMC77cGm72MchmYhac919QepP/QA4Kv6TtntR3yLL/qPcvIuBNCazVD9ZBApqBIih5BiMZUsxbRAHUOaIjDGIYUUw7LW75eryB/PlzkiQiBAs1qlCiOHGEtZewv/RkQ7ifKr/aa9rGmTxnTQ60FELLX8w+d99yHtn9TN1GiyTV0jaVMW2/2gmf1UR3urs9rPvUPKb3s6U0rzPDvR4+FweJ0L1A5TgypQR57b7hX30Vf+g6eg/O3jOLZcqAcXrkH8E3yMrydOeJ8m6A5VX+NBxFJ8ilz0tNbjw9PpcBzHkWlj4wkIaqamZMCQAhpRDJhQI6CylyqZAiYCYpBEkYgYGQwibbqDzCEuBNjOKqqpqJgbQHRfztRMxIABKWyFQjXHIKArGLIY4hhDjPHXj389Ho+n08n1AoM5EsZd+SpFu34hIvJSWSsUNYHvD2uvGpq/8M4U/HwUNtUAjGCIioiqsiz3eblQvpFls2y6IkEMaUpDjNXu+X6/u8fXV0a4IyaEt8qrEdv5L9vPzWC+u8llKb2bAztqsE+h9fJZDQyImEIaQoqcBoqRIkopyBRC4CEGhAQSh6BsCSQwEPKYaEqDAA7DsMx5vq9mYgXEZUEUGQjfkHf3D9ibvSY87267CSQA9Pa17U6Tw/6J+pREr3HotW71qivpp0pT/6VEpAbQzchpS93vUf/2sFPFU5dikJ1d0k17CG956fulaXywfq/NzXNj4jiFRmLtuVkvh3rNwxsoGu1kUzGwu50u87qXWJqPehhO3jTmOYiHh4cPTx8/ffqUQiRAsUqIhFvlCkHHODEEv08wkAoCGpgiDwSsVaESWQwY0FBVh+h9tWDqMUHDF5OZgZhVtAoAwDEFDlVuZmgEJlCgkJARhhBQhQkCWQw0DnyaxuNhOozp6YE35yhuYy4AVETu9zuAAhq9daEDb0R4+nZ+UTtVuONz27l4d5TbaXinF7bzbaSozj1nZlJLXReo9xEKk3IkMROpTBwDDhHmPdPczrTuqJ5mDBtDkb3FKbYabZOi3qj00kVdaz+/7TJ4k1yoNRcdAhNDYE7DNIxjTIkDIllMgYiQOSIemEIakIkRxhQASIGqKFICw9u8Lsv6cplFZxV3TtkQUP9BRsblqtfITQW4Hu8Fvr3FBaR5Us3xeSdctpcGqAMvNDFuXsAbzVhrW/OfLQF2hOPUAU9/9h2alndUQWOFbjBlb4b014d36qTX5W7JvXpke4nB1Ylbfq/o+uScZVkc7+DsBh6ulFJOp5O7WLbHKe5Ft/Pk6fqWC/XuLNpyk2vg+PT09PDw4O9CcxNvToUCoDFMCNFA/Ia1VgA0TwYomoAZuC4mAxUJk/fbbQ0OCEDkOCgwQzNRQRUkIsIQeFzXZ2YmRFHbtOmQhhCBiUlT4GkMD4fp6fH09HCapknr86aAcevy8DMjNTuPi5ctXD0bSNj7fJrT1Ha3t1GvUvqPcI3tWPcaoekFJ9rEPWIXraiiUFMgArUCWKtqCITj8DoUB3cIo19t8PyrpfI8WTdvxrp6WG8AYS9hmJmXpRGxhxLCHlQ2O9nWpGQpUQKCsY87SxwTkh7Ho5kAWFUhgMgUYjIADjikgMBFVASYYJyGp4fT7cOTKMy5ABhyVEMRE/sHHVO9GW+P2cQV3yZl2za19uI+4NKuzNx/uAthL97QeJnktTQDe4JTVcdxbB/SYjQzOxyHBirpFUfTO2072qY0q9wewV/pdl23tuaUQggvLy+Hw6GU8vnz58vlknN2g+917LKP5fYfUozfvn6NMT49PtZaYwilFBVZl0VqncbxfDqZWcl5HAa1Aki5zCGEKrnUfDxN18v9dDqVUkRsGCbZiE9gGIb6499gvt9m+PX33//+bf2nf/7yl9+/PC/XEKOZ4kBE9GIZA1CIGY30orDpSwOLIxIgUhVZxQABOICZ5ZL9Nffvf/fnHyOL1yqqgOLhcNCqYJWCHaMnPoqVi8BAFAm02kwq48BTrClUJjtMfD6Fx4fxdBqOE4WwMOa1rCGEEGkn0BZTQQA0ISAnX3DyRUAwwzJXIko0ALvdsIBEYKAZkQksEPI+287MAKfdwQE/1abgWpeInMXsjcEJUbSW5WVd/ib5b4EuQwLkR9UJAhuYYUbNA+cDXQzm3+b/d6KnNH6p/DDjuGiowIaUiFNAIxEtqnk1cy4a6XrnmnQR0bIsvYnTVvjEFQxNiQCHyLVwWcpyc/4CZeYUErMXdGoK9PF0K/l7Qvzy4eNvv07T0QSXEHABTwwDMoYhpsAhBKBQLVIczIwMuJaSa7F6/Hj4hE826krz88tVLLNHcCKTDqoqoh6iAUBVMTFBYA7AjEQhbED+UiTGzMyEpOp46k397QMEmLkBlsGUeBzMRE1EimpFUo4YkNZ6Q2CkwBjAWIXN0MzSsHEI0T45BncYEr8dzu593yLbvLIWBfjvvSHKTbLn+6DDyPrv2yiKFrA01yM4CgURx3G8XC6tAOMZCNr7MVrO2d28GKM7lrIP4Qr76N7Wwu26M18WL236Q4JPNKyNXyC4y9CANAlIEYrAKjpOp5jGCswcxAgMUQBhg+qqqaliYjKyHdrswFZAEnUMNDO+1oHNTA2YGSlUA7EqgECRCBRACZCDW0MAVFUDYNLAxoiMkZCOh+F8HNLAp+MwRJrGMI1xSswBCcx20BjRe3+vTwf0PZEOxVRVfz+iP4Q3AiK+je8QHawNTepVxdHaXV+2/20LLlRRBc0Tr8QhDDEdguW8GhGBGpgoBCPBMHBSybVKppqVimH0soMfTdLsbI6EyASMREiH8wH2oBc6P9mxQNTV2/fU8ozAiIrIhCElr72/dtxuS4SuR7CWEmM8n6anp6fj8bjVv0yZNz+IiIjZq0PAEJUFzJRUhQFb0u98PleVXGsah5Il17KuZVXhyCIAVVUrAJsZmiJhYnbOTttCAzBTRFOtiAZATlZmZmah21/fndAcPUEAYAIAVj9WARABwdQAzBRAXJszuhrNrehgHQi9nYF3yQvrchN+yFsxSDrkaINj1o5vpnfx2rv8r0F2OGSrSrrWWXecv9c26071WWt1V8IJtjybYGaO35IOH7qJIqrsvL0AxTOR9/vy8eNHRHQqBNnJ/0IIqwRMJ82rQPz461+G05NRpDSJk1YAEgIgE4GIidRiamZi3gpjAKQACFABCRCQjIgAjdCQVA1pUICsXjJUM0BvqDZQJS9IogEDqIGqxaBDhCEFopgiPp6PD+fDMPLpMAS2GHAITGgAFVTNFD1fi/ouIR9CIHoNMrvoAIHQgbkIgGQU2Emct38jGDr4Et7pF4OtxUvBgBDQa6zw6rKCmTJYMA0GgXAMPKY4ESQpioSq1ayaCkJi0kCgmlXWUmfj0UIiDEaGZMtyD6CEQuy6h40CIQ1xaDvIO3+XG7d2EHVHNzCzCIJ5yOZBHDl7cOsXMlMR9X1DREAcx/Tw8OCEQiJi1YSBACjsc71ioMB7MG8BQNEUDdHY864Ex2kwOPNGJFXmdble7vM813sopeQMHtWYbU1zTD4FfAcvIDsjlmetCdDAELcSN5qYiKNpwNBA0fH4AJBGRAVApgjABOrhDyLa1ruhDvR2siG110CyBWV9aNkibjcnrQiAb/NQthcQ/MXOkKCNlmK/WgDbJzsAIHgp0T2K2g2iaC9twGx3NppeaZeHl/7GVlxoeZeQXouR7TFaJFaKtCBzGIZxHF+eDccxpmM6f/zln/7l8PDJACAkVAWooopinh1H708EUVMFUHDJUUFGBBoiGFYAFI/xCAABUWnj80MkYIa9UR9jRBSpZmZsztUCCDSEejzA6TROKQ5jOp/G82GKAcEkMoZAMVDwBpyt/y+ZmVptCw2vGbjd8u9KgYjIAVe8STuxz9TeCBEREVyEkMz8fdt5QwRVMfP/qUjpdM3rRXhArISJcAAMYBEsma3EA4IhkJkYgEFBGpEhRQOqoEUtA1QkBRQ0qbUASiD0VO0WlCJ4KOYlxpZlbArR9jRB02Up+vQ6n1RmiEb0StZgG5PS5uEQ8TCOzhWGZMuyDIxjGJlDjDFESimEFCkERPaBOzu/NpApoTFCCogKomWMAc/H43SoKjmX68N9Xdfb97Kuq9fUS5Hq/KQCRlgrQimiBQAYOXJkZsNGHYCoCIBmisC9GTDbxuGa2RAmc4wLAVEwEwNTrVuwD4DECE3cSpXSUrD7QUXee456kXax99R+O05t+mHDrTZ90T7Nf2i5D3pLMOvvCm7nvWehfatvcHM5wj7FWPdySOuehrdI2OY+ceMdwy35gXuyfZqmFMfL5YK4Mcf6G9WnJBsThfPj48OHXz5++RVDUpFSNWyTrI0RGSwCQaCIZKyAigiInl9h5+NQVa0qIi2RE0JiZlDYco0ETEYGZpv6KwCgBUSNgSKFkBDxIerjQ3x6mo7TOAxxHGIKAUC1iqsOp5ZCpM25JzYz66a2NTfP9Q8AIL12kYFQnxHwI4LYlAiZmSl43d7/1WTeuqv54dZRgAOAQmAakBaiABbEKFcjAzQGJiRBEiSnjFZRHBIoq8KKlgmLsZiRGYZIAZDJmBkQBci74d1Na05pe+o+LmgKwsxSBDNUlVrFFBGNCPob9tFEZGhGiDZNw+Pp/PDwkBgC7Xl7xMNx9MYTjoGIxMwUzEwd52MApmQWeUs739ccCCiSRTILZUyn46iq87Gs63q/3+/3+1pyLVprraaqlktZFlpXyFLBxyszAm123sBw50kzq9iwcchmPpvR9qcGMyMDAEMkH4COLmocCMP2zJJVVSTrDi/uz0/v5+vbCbS9a9DGI4RupG2Tdv/klstsIUkIr4GPX8F5Gb1u4aUL2tPIXs9oxYyyj/p2AX6ne5pia/psezB6Bb15qmOeZ1O83W7TNA3D1AAh8zznnMPpCyB//PT5w6fPaTzM8xxCkJojximGFOMY4xAgMhEaInzPsynuaREEUABCsFJXEa1FVfdSHwEgm4DZDhExBPQ1q3kttRapldEihzFhSsyMn47j09P09DRNY2LmxAFAVCQOAcmcKd2b81ANQGW3pS0/1KK7tj7uJHvcpN7c9yZf7UJFrWQmshlVNISf8Pzt9LSr9xdUwQyJAlMMIe2u3wb7A6JoWs1QQGwtYnGwbFl0NV0RKqMIklacUiQ0J78wQAA0YDXAvScPuuSC7zh3V3OJc/Y6v4EREbp6pJ2/m4gAyIAANn0xDOF8Pn94fAiMaNXpLQBsHEeiHVuBoKoEbpo8GYtgHmApAwJqIjMgI1QFUUMwIALic5pyzvM8LsuhlFKkOq+nGHif8W3eGnw3GeOhr8WabgCHUmT318AMjJwNFNRARUWqMSAQEoFiB9sjJjYzMRGromIdA33zAqyxb3e9FX4DXgRs3kFDIlDXxir7JGHY+8GaIW9npv3Tl3Tjh/R8we12c/5Z/2fLBdZavazojCO24yX9Z6dL4n2iIXSYLVXFLXZy2B+6TqlFPVnaApCm1U6nU6318+fPnz48MVrNy+Px47KWxPB0Gj9/fHg8TWMgRgtoiPgftx+qWkr16XjuoCpQKaAKKp6/MAUzrWA1xFEEpayggARIGEANhKom0MPEY0rH43E6DCklZvw8redzOp85BCQwIkE1RUshuJVn2NUjAQLVt6Xsprxd1LfgkDdlQURMoY8eAcADeAAwQC83IKkTPyGAT8Hc5BBMYXedPWw3T62/Fq5FCLSaic8HHYYhjwOISRWKHIiRScFKrYZQJAdbTUmNjSe0SigG0VCQuJXoHM/l4l1UnLAEAMo+JLpXW73d2z1KYu8tocDsU8RwXVdXC56cAVBmDpHOh+PhOKWUTCsCJg4pMhEGcv/LzMTciAMQWGRUQVGvQtYtYAFAVQqAyIJqKuLDRI0SE0UgoxSSahCRWrWoqGqVsZQp55yrtGy60SBi/aGVqiIyz+uuil/DZBHJYmqyVYyQyFn1MAAAGJmigvoww82Z7zApTSlox11iHQ6dmRFfmyNoZ3yxfS4GdWPvaQeq7/rr9dTZnjpoXx1eXl4cso47hNlJr2OMjlnkvcep9c/2kbPrhXmej8djU3It6HBAgcvA8XgMIbq345NamushIjFGT2c+nU7zPH96fHw6nWrNLPVhisnCkOjzafznL09fPj5OkdkqgiDiU93KnOtacs5rqe7CIwUzFNFaq+PqHW1xOgzrui6rK1FLgbd0FWAI6TjF88Px4eHheDyEEJgA87fjFKYIiGJmDITMgIBQAZAhIALtFQIz023s4CvfBu4wnrY3rhf8SnHsVwx2gGnO+ZXWSVHNcRZo+AZ4364WjvXeipkhEaogKAbkAdMYhjWosN2NooUQjSxIoBWFpGJVWUVIkC3maMVT50hQaw2IWzoG0BGDFSDf77azV7dT0TJWzU9sSxGc7xAYN6zha28IojGTAYIwAHJAZj6djylEEcn3K1g9pMcQwpDYSfdBXZCcfQ8RkZnQ4UobrW6tYq4vmSKxGSKhsFUwYOSSs4iAakDTAITIhKxYK4aIQxrskPYYxcwQeNxBClvoVEujjUD3rHMu3nJea5UrCBhCBQMEBqBAJGbad2F0I8jtp2HfLnEtzddUkpucNS+9d4Z7y7Z0fHzt9W6fmgZpWkb1tQ9gCzemafIt/P79u5mt63o6nZ6eni6XS7N7IYQPHz744Xa85+Pjo5k5hGlZltPptHnFqrfbzXGQfSKUiL5//+5DRdZ19fTe7XYjCs4Ys66rKgzDgHX9f/4//u+/ff6Qy2w5//7LRygzlNthPH48ps/n8RyBdWaUIQRm4IFSGg3OPghG0ev5kMYhr3WtbrS51LrBv+GgIqXkUkqtWa2iCqA9nI6AyoxjCsNAKVZmA9Th8UCECMLEBGgGqkXVpjSogmhhJODY/CMvueneANIwPL0w41vQq3bQsrY9zPyulUDEAKyUlbrKNhioaK3qNX8/vLoPEKy1ctQUGKEuy21dZ7VsJKAWEpey5nwHACALQzieR+Sn5evFjIFFpdRSKKwUQsAQEof92C2lrKUKMvLr2IjNM+7IKXs3uNWk8pJ5n+UnYvN89xPsoVYpxUAQYc13wPHLl08pxMfHs2l9WZYhsbM9pZS8PYICI3rTBDCAEdpc27kVKaqGYIYWQlCRZYOxwNZ9h8bk4YYYAQEYYCUDsWayEUlxy/UAQK44xIToqAdTVRiBsPWGo4gsy3K/L+59c5y+f8+1SgghRt9c2BjYd9vpiZZ2HhrEy711ZnZMgNOj0d7buq7r5XI5nceGa/Ddd7it7L1e0HXB+TlsnY2uKUTEQQlNfRBRsB2VoHtRgIg8E9OHx83rqLWmlGhvxP78+XNrqWyngXc4vaoGfOWMb1A/Mzyfz7Vutt2zGKfTw+Pj42+ffnk6TgkNAAGNJAfDkdDyXG7Py2WcZCiaSTNNw3A8TKFG4BCwAtbIG12X2nAYpZqYAoAa1lrXNaxrsrohukRKlay1qImZTEM0EwRjphCUuRAUUyOMhIagpl6/RjRjoP15GZHMKoDP/lUBa0i+vaSE+7K0zMurU60b0yw4rsZauRGwGaneDxfA1yTh7kYrkuNqtOtYrVVqFdK5VCSo63Kb13nJSy6LlAWskG2giYqqpJQoaqRpkqXe11wh4yAREIm2KHq3MMwcAREIiOk1uNiQy/7sT09P0MUOLZgqq/cLOgUImBlTiGmjD1A1AzXzohiEQIfDYRzHkhdiJIeU12qV4zgQEROpT56vqrA17/RuvCpsZ0CrmanAVrZANFMQgK1P2dAACA0VVcwkBAYAQwDzwYpbWmrc+8RU3TJv+XWpvgikSoEhBhwHKrmGK6JNkdUMvGbvhQwKzO7MszsxTjiGVl4rWS3mp52ZoskX7Ewwe/y1mZPmCPDeZ9HLr2uTFtztusxa4bOZlm0/mnB6VWJZlhZvNDdPd1ilpy6WZRuIbmaXy8VvrqUtm0/S4BYi4oA2IkLgl5cX/3jPaDoG8enp6Z9+/8thGlSKM5xLXilQYETT++328v170gNK0TJLHiKBRgUzq4xgAznDGysgs1lAomgIZpbFyhhrRZl9vYIIi0STIlJVa4rRKckJjQh9fVRVKgmYbt674woYQAHQY2Mf0GiGhopMkr3+Wpq/wLyXbPfhUe8oS3bhsdasgUCEKOAOoTWtj4hgqOJ3Zv3V+nY2daNai9Qq83wlRrSy3l8uL8+3621dVpU1kDIBGalaLlJqFSQa4uEUqy23IlXc2hAoqioamlYGBKYt/6ogBvfbraWKwk4Z1A5cg8k1m5HSuANpVFVNgQMFjqLVU7giqGoAyozDMJzPx2kYSSVyQA9fVNUq0bTnaw3U1MR7HeY19+qpLcgWZyEQgCFsfDwAtsc4hAEIvZACADGyGfrhcWOghGZGfp+AaAom5FockLd6lABRojBFkimpKg8yDHY48LzkdZH7mrVUVahZwBtmcNO2RcUDx6YUegHu3cn2zxBCqaVZjibquIeuLoANUtiHt7Z3cDXF8V4vNH3j/oL3OJxOJ9e77QUtUGn3RG+na/cPQ3uXePOZAbxgtCk2h1qnNHonxfl8/v3333///ffD8Swi8+LoTi5SoCpGCsMwL/nH5XIc0hChVMU5pzgTS45bKIsBp+MhpWSIVNGpBI1QTE0qgaYAhTyfrxZIxFRI+cd2twAAm91JREFUhFUd5aYIwOAYeFKoiHZbXunMmLxes+GR/DC592hbue4VTNopSlRVl5qttfx/kiPoLyLSbZiDiDTcCwFsZS3ZJ276Ry3LltjYzNc+g/vl5aJata7L/LzeX3JeUBSBOLAiSJWc6/W+rGupKmB4xDTFw/kAkU8YRwISAZVNv4OB118QEMCqKnXBEe/TFvxsydt+Ad7moUePw82rBrv+3Q63fxiqH9Y0xBQiMSBaCCFuQ4kxhGCinubotY8BLOv65jd7Jl/3NsfmVLe3IDB5xWaL7YHNmN3gmAoo2YazB1DLXpg28DY7Twc7TwcAEKIiARNwYLDwAHkcjseJr/d8vc50hdtcStW6VkPaZhgRGaKKGmjcp420U+f374l/7PPTRB6nN7Pdkkqq6qFE3Zt3bY8umyFpb/FCZB/MAsDrsDPmPgOEXo9oh69lNYjIuyQeHh78AWKMX758cZehV0K04cZXfZ0osb1A6utMZ//ww+Hw8PBwPp+rUpZqZsMwECUAVgQlLED3NfNlfThLHA80QDG5rhqw4iK1lqISI5cKaarIlMYYglRTZHQnEAkNgZM/IwNAUHJv0CSUUkARsZrjhwxMyRSkbmacmT13A8RAZIZV3fs0MxO3flYb8q+tWJMZVyhEZPDaSgw7YtqtmYKhIYASkiPv6p79RmRE5S2XYTlLzqWlpud5bfrI3WnPp1x+3Krkst7X5UXLHUFS5Bi4qpmUUvR2W1+u9/m+VhUADBKFUgwPOJyVx2pESBSjiQLY3sjqcYxUqZ/O52bfmlYCgHEcZW/x0h294oeCSAGAkBW3Jt91XZGgVgKsqsWpbpxQ27WbiDDjMKQhpiFE91LNAEyqyjZj2Cf9iH+m7nBzD9rQTPcm9ddbMjPiiK+UFmyoqMb7JoCZ7hANhyFE8poxbC7iRvDl+AIEkH0n20CtGgKkYUwDx+TVp+V6zyKoRt7Vwsy2afPNvmJ3wSvl36teaOdKO8yYdmwx/Xt9I5qZb4Ycu/JkU6Obv+B/bm6G07d6PcLM6k9sU46XwJ2HzyOOXezxtZyzK6Q2t4eZETeQVilbk7VzOjdezVKK4WA0IKJRBGaiBCZCelmrFqTVfsw1TRBpMs0l22iKiOITBjhWC2QM1TQrVLGcKSAFIiJgQjQm3vBHBkZoGBAIyAIHa07vBpkTBUlp04ZMEUPTntug4bqBKcEQxHxU4RZBOBgEEYne7HS/mM3P2m3sxukAAGZYa5XqVtfr0o7YKbhDyzwRhTt8yGliDAAQapH5vlyvtx/PS81rWedSsmkdAqEaCBSrudT7/fZyuV0ul3nNtYgiwFx5PPEpop7dY6IxhDiscvd4GIgMwEC0A+G347ULPzUfATq/V1VhGyr7SuW4AV4RPQ0MIBy2TNayLPf7fRqiamXmIe09l1IVyQTNJNeyLMuy5CLe5OB8Sq++NxMAgGyCQwTGe94GAGJMzUGzrWHHKIgpei+uw7UN1YzMO/mNABHMQB1sDQgQGQFg69YHT0YQgBEXN7vOpcrMCCSGy1pNRRW0mn+9C/BeHsPmxeteXGjr3BwfRJznpb0SOr416vAL0EEemrtEO9nadoB35f6qF2APCpZl8Rbpw+Hg2+b9EU3IXfH4dt7vd3+AWuu3b9+OxyN1xQ+3Hs2HbDKwP48eDodhGDyOeHp6+vXXXz9+/MjMKwwc2Q13VSWKiCwmpdbIQwH++nLPalMkQkCVM3qml0OawjCFeABCsZqLFClVCwaLQ0opACMAjLDbZzXPMJM7rxgAyYh9yRDASIB1EG/IoeZMmYKBIWGp4ryYzGxAXuJ1guNxby1pboJ7rL2m39REa3Yws9YgCQCgUq2UUqt6ZcGz33mVFsE58Kw58C6bZqhqOdfbbX55uV5fTEW0gmlATLXkRTSjlLrM8+1yeblcLvdlLVmyVDOc8qr3KleDScMTTI9poNHbhDhwCAxM1QxEiSgSOa9P8zr3tjF6x3fYHPsUgik0V4LaSF4CM7eKigSeJH95+XE/8mFMwVFpiKJ1nqvKGlNw56VILetaSq5qqlocIKqmKuSen+vkndsTEdUp+xBg97Gr40Ac/Aq05RgBAQyQAQzN79DAeWh96wwBDByRsCl9/x/orodiUCCsRQkhDXzEqQrmCi+Xu6gj2W2HPEKD/zbf3HYOaGauO7l7c0V7e0M7xUnYRwG3T+jTE35yYGdFavq6KcpNL/RvMDNvfBzHcVmWppxcefspNDPHO6zrOk3Thw8fSilfv35tdZHmn7h/OEyvfpo/TAgBjJ6fnx8eHg6H09PT0y+//OJtVJfLJT185BAB4L4uqjoEQiKpGTHwEIDsMi+3ZZ4ip8AEWkGmaZqO02lgCgljUrQiaqSrSM6F1CwQKLNPl6fXig6ZILAREmJei/nzYnCSXY6gqrq+0u/YHriKKZR8u91ut1lUPcZr3La+MWEnUPe5qY3X6N3VJ222LbQd07aBsqRvJLle54Yucwfbd7fNNfUzcb1en5+fv3//XtYzqBEQYkAwU8slm5ZlnW+3+8vldruua8lVvSVVgHCe8/XyQwabZKx4MpqkYoiEEJgZmFSVDAIjAU2c3nm8jbmz9xdsr5Nb1zHBHL1Zk5lFqwe8Xnb0w3O/32t9rLUibKlghyRKRVrR8Y4+P6qZyrW0+BQUAEwYEBGnNAEaweutbmVgDKYKsMEx1d4R4bG7b0TenwJj2O65PZf3BK9LwS1oITNDMhEltBBxf3wFpJTiMNgwlGmakMSwKkDggGGDM+f7tdl/7HBAtHcV0V6n9NeP49he33w0ZnY//fVQvc0S2h7pt5REe/HmKAB8Qxi0DFrjCMMwjkxUX/JAerk/324XAJoO5yGemIdc9fQ0ihQEOI8nRMuXi6o+TeO6rtOYrtdZpT5++LCW8vLycn482cxrnjHy6cNDSuF+vwqUFPnjp9+ulyXn+vHjX//lX/6vMaTrddFQEt5keUHEUwiIKLKCwpiCGcbIgLiKquiKAQVrrd/5mlRSyYdcPlP85XAewlAw1ZJLjUWKlsrr6wTdb5o7DfvamLAsWwKGkByb5Gs0QVjuS1EDJKm45CIGKY3322ISX15uWuUwBRBZl5WZedTxlDg9pJjQlEkZ0IpEgcAhQABgU89CRzQSmBVUAaqX2hSJmCgQ4pKX230tpYChCCxrXZbl683MFt5Ge6U9+wMAvCyl1upa6bbgf17q37/Nj8eH4/kD4TDfi4hxlILfbrf/8fxyOYyVH5jN6AdRHu0e8qz/r+kKhCmlQHD9/t9f5m//RP/Lv/zrf12qGk+rpDX7iI5jCNHMqv1BRGCkCiJqiswxhCRmUiqapBQMpdRFWMLAt3qqkIENmBQFrTKHEAlKRrA4sNQC1T4fx8fHx9PpMLFYvaXxNI5HIkKiMISwMwDmvdOv6R1kRgQO3o8A5i3baiYa2f15M9kUKDODSbXqhV1vpiUEQkxEYihS1FTt1dEzOgt4kzQAgLepg4J2TfE+sgAwgBnXhKoDSEyqArWuD7EMH+MAw/Nt+X6R+6KCWjWUaiXLeRyb0nfsn9+nNwQ01ixE9EhfRJh4l3ABRLBAGE1LiLHhUEspKqYC19u34/HozdCth7X90DIUQQzXNVupCCnSIcRgBmvJiEIcj+cHREROBggKHMP1ejUzREuRY4zEcYiACMAUY6TAVsuyLGvZxluPaQIyAFiWpRSstYiomf3nf/4nQjyfPrQoKKUUOAldW/DTvJp209BlTVwRzmstRec5327Lutb7fR3HpKrMWwVUrba4d1M0XU24j3Hat/TVtUOM65KrCkIUg7VUA4pxWJYFjZb71USP04hmWss0TefjSESMQOSABLdzwmFjnwMAw9cx1m7AwIwBYauImaquS5nn+Xa7rUsWsVp0WZZlWW41eHJxnhfYu5jdmLjD4odGVQHw6ekDYVAENQWmEDhQzQXXtdQq61qgZiluW7OaoenlsgIAxyXGWMSYr2awZn18+jidH8fDQwqxqGldVUpVicF71RHUrS2jkYmWXGutW8M4qIrH3gBWwHtAPaGn2RgCkUhOEcc0pDiNKRyPw9PD4/F0eDzANE2Hw6El3pvjyTuq1/b8vKqKeY8mB9yT6OBaYJtsbaYKr/Mveh97K4fg9n9o4d6b7pM3fntz9LyTsP9NO7rttgXMo84AOk1TVlwqiOVV0BSJLCZu84RoLx96nqVFDc0FkJ37r7mizQXwJkt4m/3ZAoQda9c/SLvbljQIcZzqbV2qMNkwpiFNtdaa63Kfh5GGYQDiWnzKDRnScJh2d1fFVNVKUbUqUhU2nV1KQYNpGo/HA5bI0YPhxUwokmcuVeDDh4fffvvt6enJw9FaX1EZbz3t7WqOKHfENZFHABKxUrTW67raMAyeyq611prbxjtapv/A/os8B9O47tpKnScqWcQAiJ38y5BDiKWUSFxyZgBTRNAUKKRhjCEE4oBEPjsZcXfv0VlkQb3jG9GMEARBUT0FpaAiAmiq81xu9/Xlcr/fllIkl7qu67quGadWPLZ98gLvfbh1H+FDRMMwnB8Ot9tatZiCAkcCI6wCJatKqLCiGhGlRGYMAlorGYhALeCbOUsV/du8lk9frh8/ffn0BYbjaeABCKoWL9iAMO7lEwDFqkiAZoxIQKhGxIkTAHDACj6f08AErDDaGPkwJZzoMKbzaTofh8M4HE+Hh9NxHMeEd8e2tGAbEfdmc/V2zE2Ukcww1+pKYbt4mx8cgusoNBHFV1h6ya9NSrqTVvRnj5kJXo+ldVwSvZRal0ez7sK+9kHOy8AgejyRcapAVane1wrKSBy5yTzt88fakLiGMmhRv+74oLrzu/PeXmk7pKU9He3J4BYO+9v9tv1QNRscKAYIlQIQRiOugMUgVzEmQSygoFrVqgpAIKDrbSWiwEyR0zgOQ0STUsoff/zNkSV+RoloiClyqEW9327Nc1GZKHmWLiX4+PHzL7/9ej6fRWSZ1yLIzBS2SVt1H/jbmIhqR+7Q9iDEc1sjA1gyiQER5bxoxzUKAKJVVZniBht6k/AzxE0Bw4Zi3OEYuqiCmikqGAMyIgqYCgKS4sb1BAoYxsPp6XjUYYjMW4M5ERADIFLYavXgzgKZESIoOJy2mlStoiK2FhOxeVnvt3yfy/WWl1xrrTnXXNXodfRGWyXHthF5bzj7C0Qs51p1dbCmaQAAUgOjkI6cJ0ZlonSa6IAyy5VXAniaPs7zXGsFQjOhKiWv8+XlP5b7fLvmdf74+dPp4elwOCSmanWtgqgEBkaAwXsSQC0Ru8iCIagxBkAloCEIg2gtZoKowxA/PJ0/fThPY5qGcBjjOA1jisMYD0OKMRJ4i90GwfZ8jIGjm1Ttdc4CIZhBsq307kqBwOfaa2h8So3sCDcr2mQGbEc1beCU3SPA1/lRmguh17h242QGBpHecKLsB9KUjQCcCYqIwFRBAMjGAFhLtWWV+1KsCqAxQl5fLVmr7zrYvE1sar5SE/seZOCP7rUq9zu2Aeu7L+yMqq4IPGZpGuFVL4gWYgxDAEXvAK+1KujxfBDN3g0OQByYzExL4+dCRGQypFLKbb6n6WAmTJFCyMtiUozgfn1hPG1c8kRWt/HWTtfDIYUQa9Vc16qCtOWxveGEuopLk3x925pORLnsZ4C9mUxVjchEglo1S7t5AbSAqIDOo0V7IWAjejI1xOi9Ok0poOpaCwCooVjrywlSEYDISA2q2iqgVZIqcTidwzSGQKAqhAaAPjXbz7Oitwy5tyAi5lgIEAAxrZazzmtes9yu6+0+X675tpS1qIhWQVG2arWCGXjG2suShLHuNVMzIkyiUrKumi0qoRmIGompGcbh+IF/rcsLmiWm8xgGpnLPpAq6HPRYSl3XrEXFTASIDE3n+41QyTLWe4R8ip9CCKQVgXEz1wGsCrJYrWIxjUqghlqrgW7onVpiVMAqWAwkEJym4dfPD3/97cvj+UCMgS0SEmNkCoE4KGNsEV/zE3t3Hd+2BlKMu1h7ycmBBo53NHQ2Z/YQbwtgiQiZVHWbG4Kwhwl7pImvMh/SK2MSvKYnzftT9rsCVWsMOkCOnyczY8agYCwRUFMaJx3nNKa8llp96lkXJreZr9M0eUmCdiLFdj+y90PDnvRtqTTae676YmTzF1pwoTtbZK8awpRCJCsMUogAmXgaI4cxsOYiNQN6B5RyKbUUCeNxT40WqsDMYlqqEmHOMiTcY7+QUqq5GFittQ1uyWtVQ6Lwl7/+05cvXw7TqZqa+lrH1hHQ8h+453L6mL89GCIWJRMLAZPj1cD72gyQ1UBNEXDjOMEAqlXQ2d18IocqioCqMofAgUMAgLqhudCMiEaPPK0UBWQaFFlNI3EFNauIpECGBBRiGg8TpSEyb23SwbHLrnjMDA2JkMEIfFIFE5tUE6wFSrFlybfbcp/L9x+XeZXrssxLFTFRMIOqDHUbS+NNaBvYzsBDmxZWeFJQVSUKApoSEqMhGqU4BqSXH4+y+lysMI0hIiwzDEVTPjAtqrdavXoHzJQiP5yncUynYzpEm7hMMCcO1epCAxghGhICWBHNoCqSKAGTiGQtChA5ODEB1nsAIVIACwRTsvPET+fpdB7IFMGQJBIwY4jGiEBMr5kgJEJVh/STZ5F6/9HMjAYA2HKNZLohBFCkuprggGyBiZC21gBmBupIZVr1FLbM9E4XbgAwxLFpKOtaDN4BAdrPTtCyuSpIxsKKaiwGkWFM8Xg4zEtdS53XXKU6/Bf2nIWINGvfQow+/tUdydZcANxYiEIffbfQuH0adgCFd6AmAAiPR17mOtdayVIYj8fxfD4PY5B6QxgRJLCxcc71fp3v9/nfvj4jbx8U0uP54SGl9PTx/h//8R/1dkOyFKKZxZiOh3FGm9cqZSu6xhgVcBwP59Pj//n/8l8/ffo8HU+lbGPODTDXtbHTtsuf2Wty8NoUtNVgx8O0rquYGvh8OVORbfiLk7uZ2YbWNQMQBSJ0ek5VE/H/KSCToYHPZc5OQhNCoDQyMyoUZQNDdtb8iiFaLWKYfJqGhePxfHw4B7xFwhgI0RCIAdSq1IJMYAR7ysfcP6g1q+Wcl7UsuSxZrrf5x8v9cl8utzUXnYvmYlVRDVVBwEjQjAkJMCIRmKiZKJmZGiMhACBtLgoDKC8iAoaEkTmgEUgtiofp6VYXzaVqAGSKNIxUhPk5UojEA8gCpkQQOQzD8PHDw4fH04cP54fjeBjTFGsisGio3nGsSGbAbKBWBGrJxhREpZZshJFHwiAmASsR0T7eZ2SJVAJmKwZoSBCRogNSGNGp0sCah9s0bHgzV96dP1B1irRdJlVBN6AdGqgHcTuWD0AB9uZFhNZPsc0439FriGjwOouB6A1OuamkPojQHTugqmJCRIa2J529GmUCCkQHwKpW6hbD6rrEeKjd5KHWrr77mNvVAA7eHGl7e3tLFjQcBLydkRvjRhLXXLCmX5pLbmZhpFLkrstqJfAhnoaHj+fheBjiMI5JD1OYYlCR++X649vlfrkOH8611h/fn39cXvIyX28vvLDPvM95QdvkVgqLSFlWtVGcYWoYE7EpPpyfvvz668P5QxwmEVvmjMwjE8Frl5htjcbbiujeCdMCiia3wxBLWXMupRpSEqfcMB91sXXmOYzFnx+JnaMdEJEMN6SKipYApIZVSi6LiAxhiInFDCGIibhzSAoANdcQgqMRfY8Y4zDEcUoGL4QWAu0daqKr1VoDRXAkLYI5UaxpUdHZllyWJS9rnle5XOYfz9fLdRHkIiiKCuxRjI/WZWQAYw5Ol+o9FGZ4vd68jkUbOceObztxLaXWPIYYGUBtXXJZlvFwXuZLznOtJkbExGMYbZTvzg2AAGSgW5oU0czGMX18OB8PkUFYM9XCBCVEp2IEjABkpIFqsXL78Y1CqipLzkRk9eAa//T4ECOmxISoKoGVLJuskgswUgyEITAGNm8clx1Q0CSzJcyacWtG28xyyfuLBRuAz8egkO2suMpIjmvdYpOdPrt9JhHZXsk2eGW1lpqbIqBXJlgEbnoBFFERVY0QqzayNxdFNUMrFgkJyQCnIR0PZZ7T/X5fM8CeAnRuJM/WNcPeKx3eJzw2ruaGaNK9rbGVHtzEhhAQpd2/X+6D+GiodoVfz+ORcAK+35WpQpl1vUAogeHh4fBwZIYakX87fZgfxudviebH/+1//W91fXk4jGmcSr5DGD58+PBv//Zv9/sypphrHsdxGNL1+eVwOJQVxyGVUq7XqwoA4eOHD58//TIeT4gcOJ0f0zwvPib3eDyCZa9Ita4P2zkmuWMraAPvvr18NTMMqCgCFQMSWa1VagFUYzOz11QS+nE38b5pv0CNjCIXzcVzvwMPnGKMIbCVrTfWR2wZIKiFiUxqZAxpGAKD5sPp8Pnj42GMh3FgRlOtKiZFVQlwHMcilQKHmICoFKmiCkgcDUAqLGu9LzUXydVKhVztutw4jIIsaobEIZBZLhL2GpOKIQJTcJzv8XByU1peWTkjM69lHuNoAWuR6/UZlBKn4/m0XF8+ffprfTgul39/uS+niRXDj+slpX82s6XkWsUAFGBey+2+TNPg8XZeV9IcRgrjwGBgtxQHMFyW+33JtdiaNVf5+sffDcmx0hSDyfHh6fF0nA4DfPjwMI7j9Xq9Xm+S68vzV6nLYRr/8pdfT8czaM3LXetGXpqOD635qs8jXC6XFuQ3VxkRkXf7uakEhS19VN1iixTQKjuNcitzNIfcG6iISGzDZToZ41YW7Ya1tJIB7bw7e7rhNaVNMXiSVJyoTdUMmblIYcZEnEWnIZ1PB6dy2aGr2kp7ria8obFprkb3ansI418qe69aS9XRzsbmL+CA8zw7IMo1NSJO0/SugyH882+fny/zxLcfnHNF1pxvl0u9JD5ApYQ0JRwDjiHUMB6oLPdjwr+eJvrj+8vl+mMumqvK3/7z6emJGcc03K4vWouZiXmWkZ33CYAAeZoOv/7yl0+//GqKCGQNNQBQVYtI4leMPez1+UaGDd3l2zMMGxMckrgOZwL0kAkc3QrWOBERiXc/0IzQ57vo9nb/WE9AVVDLVVgzaKtf89ZJiCoIolJNNcbhdDx8ejw+nFLizdkVEVRVExM1dynFKeyJMHDErHWe55wrzfFyz5fLfJ+Xtci81Pu6LrmoApipqRmqKdE2HGnOa8vIohMxvG3I3X1OyFJRBTmST3ZPwKhbj6ahGCoQQFIcFSxbLcrZuKhHHYEYFVVrzcVe7ndm/OM0pYhTtCmA8+MrmPBCKAZU6lrWdSl1XSTnWvILEQEFDpg4DSENvA4cHs7TkMg0r8v15cfXZVn+/X8gov3rv/4ro6CJma3rGgI5ku8//vxvjSfOYea2o3re5f82+axr59UbbVlE/wEQjTeeqJYXfB0Aad1Va9WWd+zS9aYC4KT8SITkfFZgDot0lxA2pxDcl/Cx2YhmGwGXGhiBmYqJkikjJKbAyKTX6/VdysCNYo8rfz0AiF5c0LdTjpl5HEfXCy0x5wtFLZLdu5+aK6Gdygt//cuvx+nGkMDu12utxZblXnIhu08xPwwy0RBDmjjCgRNM/58/vj4MJB+O6/0y38uUQoxxFai1DsNwOp6W9b6ua/QJO0WKKKKTf8GQhg9Pn54+fT4ezrfb3RBN0UBkbwLNOcfx1T+EPZugqj78pj1S0wtpDLB1g23oGSRDAkbclbt3v/nCeQOEdfu3sfer7Tz83kZnZuDc/kSeVjZAaS4ZMFrVOgQ8H+Ivnx5+/fT44WEYgpAnzEVVxZzyHNGRsyK6LBmCAYa81nkut/vd5uHlen15ud2XuWTJtc5rzlVFwZPaqmJIqhUMYS/LtWPR9rI5nLQ3zDiW4TAmNmRGACvo8GoFg5AihkioYXhCTMCr8s3C4Tbf53VZSgYACmxI2bTOonpJQzCTh5FPA0o55mVmhPuYU0qItC5lzbWspawlr0UlI3BkGEKcRjwOMAVJmOf7Ja93Ebler+s657zWNddav53OhzGJyP1+//btm4g4I8t13eaVOD2RI83HcfRfDt21j0Qtu+QQIyF7tdKLlxC2LObWGgc7VV6vEVTVSRPhPR/va8zSV8revaaPRPywEtHWT0VmJriNqPEhyQpmKVAaeIgUGFvnCOxlxbDN3XityPaqqnn+mzuw35XnHZonBXtIXuuWiWh6wcufbRCMXyGEhLhKxTXXeXXWHwPIosthwtMxTQklsqoGpDHFv344GNAUbLkfr9eXP55fBCLxON+vp/PjOI7TeNQqw5C0ChDWUndov07T9PTp8+n4oOr8iz4x6lXaqxTn6G4OUv/YbUV6edBSzbakjpmo7yhqjNGAaWNDRQPZymkq6Cg3dxl2BZRL9vYjpq3Fdzteu5+5uZoBmUJkmIaBD3Sa0pePj79+evjwOE0J2BYGVq2iatKq62AmaRhLrmtdFFbjVETnJc9zXi56uy0vt3me5yImBsWb+vej5haGkA0Uu4F0TXXintP14Is7EoRSSrAJVawqUiWoSD7niOKQYkjKnMBQE/GCJYcpmxUxqyYCwEqw5a5hrvXbdUF8vg98Hmme18NAaCoPOo5jjINUq1V2Fw0ShxgoxTCmOMYwMJKqlfXbH382R3cax6fzgzvhx+MRjK6X+/fv3//+9z9yzsfj8Xg8Qhoul+s8z9++ffvx44eqns/n8/nsiuB8Pj88PJxOJwAv0Hg/9eYNILmnsHmfYYvJgQCNNvCP7kfsVaTNNp9rB1aqdbObds3bove2Ec1WQZd9QFVEU69Ge32E1ASIQYvPAtsqPjFyCjxNQ1MBLXjxqkRvLP1Aws7U0ns0/rSep3dfo9dT6zo3mhbXC/74rZbh/w1ztssi32/r95f1estVyQCIJIzxXnGtVowE2Dw9G/nLg1zvuUT58jh8/Rr+/FMqyPl4KrfCBOM4fvjwYRoTAzoKXe5zzlnEUho/fv7866+/nk5nQE6JRUTA4j5tRUBauNiWoGm+dvU7gYhSwAedIG4jG51MCYPzdSOYgBk6+BB8pqOB4T6ydNc1RmgEuhN9OybRyGQ2MxPx1jeGOA3hMKTHh8PDcfj4cHo8jsdDnCIQLihqPJqnm3UDCJuBgZUipUgVA0oKVrLeb+vz5Xa/hPsy35ayrLU6PSQAGNk2DsMIBZEYBXDjiVPVqhXKGzS3oTmIBxmRvThmQBBtMimi9wIZeAUCJDQkVEYKGAKpmrJhxFjSQY4P11Neb+t8XbJKJUwU2Jgl67zaN1yWBeaZ7rd5SkxgbGHKeBgYgFQBFKVgLUjApmQCUExJsi665AVtxnq/30sp59Pj4+Pjly9ftk5c3ri/ptP5C3GM8enxw+l0uufler3+8ccf3s6HiOM4uky64zBNk3sKnilIoevTC8hb7tCap7DB082QwNSZGqxXDa6TQwg+Zdh1R5PVgMRIASkSO0ONgakqOd3DDlnwPBY65t0zjkTAGo2qGZKygCAiAZIxYCRMkVPgYRh8fXifBuwpg56MvzcM7v83p6DJRZsLTV1zlKo23jfrYs/SZVv8h4DpbGGtOFQcCgVxqDvyovQyy7dLPhzqNMIgBIEQ4BiswDKyfDimTw+H/xy/QcUxxWUVbzSOMRKenBkUTJ2EP8bh4eHhy5dfH85P3hEcQlCggOobTAGrFERke80hNW8ZutaOJs1bvt+cLoW8SdZVCTGooJnA1j8PiLbphS2vrzvTzqYaYhy6RM7Wqa6qnBciSoFHSk43+HA+no/j48Phw/n44XxIwUgLQUaopip1UA8iDBgI0cRQVZd1FkDDAESqcLsvX388f/v2bc2nnPO65uKgGhBHVvqzOjqBUAlRzQgEwzb/uq0D70OAdO8faeVoRAyWNoIwVgNxakGDqkrZqmmoFtEr++EhTfjwhFXLXEv++v2eBapAVSBhClAMQIWkrLYGOiQeEqV78EVGMxHQUvKylnVFU0IrhCWGIXo3k6rqMqzX6xWMpvHo/biPjx8oOjTeSil04ofzh8Pp+OHDh9PpJKrX6/Xzp19+/+tL6xk1M1cHx+PxcDh4Fca3L8VX8hXHOyIio/dBKOhGqO2DymCHDDfJab56b5lrlb0B1Of97Pz0r+6FWyNvzfAjuru9G1Gb2xsyMidhMVViC8KKtYIhYiSOiW3ZepdbY67fm1ccmhmgjnYNO8QXdjm4lqTrHd72rj768L+29xJRWJUyJKFkYcRkoKRmBvzjfqu6Mts4peN0GKKAMQH+l89PT+fD9+vCXy8fvh2eHg73r/dvf/4xnJ6u99vz8/PpdGJmXV9LiSmlh4fHX//6l0+fPjFzLjKQqcLuCBkFChZgQ7i+BsnvahDQNU01v8hKNN3oklQ1BIpDSJzWdQZgb5FHRB9siYhqVc3HF+6sNYC0EbJta0TIgFuodhjyOI4e6w5jmqbhdDocpmEMdDrGKTHUxWplEDIzkmvOe/LPCAkUTaSqeaqlaMm6LLl8f7n9+ee35+dn5aCqYgDIGwIKdwSmVtwY4oDIc1riWbZ2PhAd1wul1BaQOccpEaQUbA1ojODBNhqDQlVBBd4Gr0AEBGROhMiBn0ocUhindDh++3G9zbmIqggQG1gxsKJlzStCGekoQ57Vg1xQk6JSynJf83wHEzZlsjGFIfGuF+o1lnUpLs8fP378+PHzdDoS8g6+ZgqCwExRBWrR4/nEHIdh+vjxc0PveTq9J79p+hGhwI535K2GaAgOotcNRIBbtyUAOI2853Rthwl4Mh91oxfJZasU8jbMtjFovaqPplD8c14dkEC23Q+QkW0TwwxAI7EFFeVaDEwRbQgRd47m/uTz3s70s9py+uV2HvpYoIlMrxR4Jyj3hKWrVH8i2mlgEDF8e7m+XObrUpZqq4AaiKiooClivcz5vuasIBiUmJG+f/3POBxT4DGFTx+f/k8Wpofr357vFYbny7wsy/F4jDHWOHjb8mPkx8cPnz//8vvvv3/8+LFkq1K9G2R1SmVKjPTqC3XBVQsrWq9E24NmH6qSiPhcGVUdhiFGIHKSEkAkAPVZt2BO7eGdBa9VXNqvXd1sHNmusD+f4ul0enh6PJ1OwxCHFIYhjkPSPA8RUEupGaWGQMymVVuzSkCC4Ip5A6vWtb5cb8+35XJbLvf5cpuXnClu4EXfVt1Rq6WsqsF/hYigFQHQJJfcL47tZaq+iKM7Sz0iwt28CsPEGFlJ1yoilfmgRuYTpAg5BETkGI9UHhROTx+mh6fz1+fvl9v1nnPOy+3OpAaqUGqBogCqCCXeKoKIFTKUUmspeS55qVIymzKBDtUkpUgEqlqNMYRwPB6fnp6enj4Oh8ldZSKKcQhpm+BERB4R3e/3Vqd0mXGPuuH5XA5bMV/qa95+lyJA533dqXJdL/jbdcdKN9n2/+acm16odS9hEpls2b4+rQDdRIb2m92tQ+tvZrPzZiCEnrw0wKJb4ROceNmTAs31azkj7Dq12mU7tXz79rYsPQ56Ox6I/lBtUpTrBc9PNeUSxlXtcqH7ywQVQF9uWQHGYagFHs8ff3n6+DCdIsXIeJhwCKABKmvNiIkPp+NTDj9eNJbZavnL6eGQ6GOQEe/Jvtthnuc/S/qvnz7/8//yL/9yOp1utxsijmMkWlJSZlFVtIqVElEKZIZlz7C2xInrhRijl2ocuVDbUJ14DwnDBIOyKjIbp6o0U+pA056qBASDOQgRIUgAGxIdhxBAark/nA6gArgFXUh0PIaHh+m3eEwpTlOMKTMVRGG0UFFBgwV0nFSYAiepNpdlGL+qahGbi5UZFAPSCHHIgn+b1799u13v61psybDaqJyimEPQVDWX4vnnNI5iVLbyUggcAJmIEgPS1hAiIqVk3ak3TasoyH4siDbC+dvDv+8HNYCc/RUpwP1+j9FSDC3+9Oip8seiRcP46ZfHD591Xdfr9Xq/373L+3q9zvMsORfVb6p/Fv2nv1U8aB2KSAHQEBEgIIcYSS1XkzmCsAYCA1WA+3MmovEIS8a1aKRwmg6B4PL8A6wSWAg4xBgjRy4ILxWPq5ZFVhFDphgjkMOWlUKiwGrGHCkGM1tLOdOePzNUAKtmQNUsxdHMfLrHPC+3eUbEYRjmbAAgYrWCiHPwCbOjA8QnAI2RiJCg1LUovS7vW1F8Df0MzBiNGIwONnlab2NmAAIiAEUewEdekEaKCTUasiDmF6hV13UpFUOMaTQkMYB9khsjrMtS1iVFPj+c1nUm8uIjbGl6AxNMw46nIkMis2ZWg7dUefzuAuKz5lo8gojhj6/fv/94uV7uc7G1otk+NdnHWmgdQhzTEMinnUHkFGJCCssxLDXcM58O9+kwzD+uBsg8PT09PT0cfnwP18vz/X7767/89fPnz6fTqQEzWrDUlHR/vftlH0W3UKppRN3rFO0tTZW6EmluYfsvWz4O8XQ4Hafh4TAeD2lgNM3HaSx5ESmvqZcUU0pPHGIMKQViMKum2YkUfQyxGogBKBqYFK1i1UIpdV7ynEsVVFRiMobvP25/fr88P9/XamKkQmYKO49e/+DNALpO7HV/vzIN4uo75Xbm3Yf05uvd1WaRtt/4Eg3D0LA0/tWPj4+Oxl2W5Xa7XS6Xq2OSbrd1XddbhSxzqVWymcaEzKgm45gUQLTUIgKWkEIIFGkaHu73+/fL/O9/fPvtj+fj6em+VFQZh8gUkBAYhZExiN8eIhACMZigU1+lSMTzuiJ7eEUb5B0MQDe6WEQAAjNEUENAcNoYjxfqloSDUqTWLSFXa/UZf9oNdEV8Eyw01wZ2uoe2gM1fsC6fh4gq/3j9icgUWrkUNtfv9dAyM3q9AwD2/BozExMza+ND7d7ef767A21ne1/A1UFzxj1r0+odW4vDn9+u3y/zdcm5YjWqZowb8ryUVUSGlA7jFMhAjQxBAANG5jHBYcLTEU/n4eE8Xm63dS21ZCI4nU4m9TA9pHj5/fffHx8fvQuzrVfLjvahQf8M8MYPxOYl9gqiD4r6T2jeV7+jsHvXxwF+eTj++uXzh6fT42k6TjExoorUZZ2D09i58dG9z4zZZ2gbbAhK8LK3EJqiGvo0EUEsGIxOqyzXOd/uVkQMQGAWK398/XG5Lpd5NQjIQdScecGC9UvRbrjn5Gzr1mJXdyydvcfB8LwzprWXwV61+ofnsvmNvQvdpy1gj6iHYRCRZVmc+PPDhw/uOFwul2VZ6PsFEUXqst5rzRAIIwUEC2ZajWrVVRRU0mGc4jAMx884zWR6WeH/+z/+fiv28enhcBg/f/o4hDikEIFYbDVKyDFGQKhESmhAyGSBMDAyR4jOA7SlnAKaeWfIuK+ho1Y2iEKttVRTVQWralVQRES3yVLNJ+dubjMiOqP/7he8ZuzayeyPGe5pL+vaGd7pBTNDNTMj8gk3AmYExj48zAzAbbNxQHyddv8auXiuKIRgWksp/fa2jYOf4pr2gxc7WmziT+eaQvZLVcOfP64vt3Kda1WsiqLg89eid5+rMFhkJFACY+LAQ+IkGMbEpwNVoy/rQ1GZ1/vf/1xvt+fv378+HE+I8dPH3wJPx+OxQaloH3XbUgbQZQpw466gZv83l2ZvHf/5sZuCeCc/TmfWdqJtPAD89dPw24fTP//28cPTaQyUCBGqqVyXJcgKUCIamXoKWsCuBX1ggRMuoXdjAtVanRcIgQ1Rhda15GxzsetVXp71tkgtKqprqWsxA15zMEHiCJZAHC6JghW6KnRbDet4AXpbZF0mmZlTSo2hux3H/qD8Q6UAu7vRq2naAaatzaZ2LGlO/O3FwoeHh48fP67rmnOmtY0pv+W8GAgREkEuSxtApSYhkFcQLJ0ev4zDEM3sP37c/3j533/75Ze//OXXm7wchnQ8TJEDogWClFJKOMVsZgqGTMhEiNWMVCgwxwBMuEHXDMCIoFp41aHaO5IsakVU1UoxH0VLon0bTst2+zwgANj60DpbtRNtOTk2tz91Ne9Xe4Qd09N2pGkbQNDNoTRiiBxS5CFFuNUtbcxe61dRU7AYh+YbciBmdhIfb99+t7mIOE1T2197e0GXVmv31trGNn/hjx/XeV7vq4po6xtjk8MpDTGMDvORGiIlgoh0nh5DjBXYoCDHMAIECil8f/52vdLlttzv9+v1ehhPHz7++suX3y87nSzsFLRN2tv5pm5EVZOQdw8wz3PznJsg6SsX02vSyF5ZfV5NX9Mgnx4OvzwcPp8PD1MiU5NsZallwTxHqEPkGBkIK4ASE/N19bQwgBoze3VbwIyiAJqgIuVcb9f75eU2r8uPZ4/ElyJmBqKwzHXO5fHpU60GGAijISMQKoFZrUszU+1hPS+rb4f0tHVzpe7QoOZPte1/e4ixOR3vruZQNI3ZvKqWv8S9QGNmp9Op7ZS7bD4hgui0jQSptdS1lAJgzJzz4o3gtW6NsDGGGOOidjgcD4eDiJTvX6/z/Y9LgeH+9WWZhnQ8HlNkAIvMKaVhiMe0uGc0DEMiNEElYyRTAVUmEDWT2s7DPYMZOHe2dqXHEEIWy1m8CrgsToKECV6bC96mn2kT41e98LoX1FGh9KuEb11d29v/AMjTXE1PMJiBMZqAmlEgGGM6joOPrbQdRqFaRQ2QHNec81IdA8MOeXpDrNCUQm8e3tmGh4eHfR4HA0CjFO/fiIjhtogoG0cAIMTIGANFhsT8dD48PhzHQIQaA6cQglmgGCiqGoFFtkQ4jXw883QIw0hrDTFxCInDOKbD6fiwwmuSvNVgRcTRSv069tquf1pqVOL7Qccd2gDb2r0RCf/Zq6QNr9r0zkQYAFCq1WJaTYqWbKWCKAMEpMSemSdEDCFZPKqqajWEKlarVpGiNgzTsuY117XK7bp8/fbjx4+XdV1vCzpH+D6MkwQYOc6zOAIDickCQHUFWKSbdPA2dWJvKy/+mhijb6TuNPztrz8vI/7P/QXdQaVt0frlpf2CrkjWBzK456hm700JIQ4D68Q+gC9SKKV9shvA/bRaUb2uMqT08Om3w5qr5D+fbynEmMp0LzEERGNmnx8zhsswDMfj8XAoh2EcRkkpRjYkM9RgYNVZz8x53HMlT/OJmKozcbjWK+2a57mUNcbIIYnU9rAtm9BJeC8t2x712qHXnv6ifjvMzNTTH2RmgGrmZACASBwMs6nWWsAMONg4pRBnXLDTC2oGzASgXkxQE1QAn16w24OfZcc5XXoRa7fXnFD/rz+RN2I1ZRcEEwQIFBWdHQwZgKxGgo8P0y8fH89TGpgOKU4RpWYSJEbyRhETUBWZS57HiWLCECjGyDERRoNgGtPIvFPQtVPVBF7esln0D2ld1xoies9p+5xWpmqpivbk/9Blaut1u92fn1+GlNYlJUICMclSc1mLR2vDQcbhAM6eqFURS9Wc61JyqbKUvOSSS4njdL0tt3mtVe/z+nK5rmsxM4UTOFiCguOmeEhkVooIGIJ3f8jmQBKRUb8C1jF8/KzFYc8ntVijOVxN+bYHbz/8w6sJaovI+lXqV5V3IgDZuXDeKGVUUSEjRFbceswoJPAUnzMsh9T2ZYi0LPdaNUY8jAdNQ56XnFdkFsX7UhArozHznTIRBZhjLONYxjTExFOK45SGGMcUpmkYUhCpKoWIAgIAZN00pmwDYH0xtZTiHXE553meVev5fJ6QibTDQTSPwHrjv2sBbHqh3xFf5KYv3ulxUQRUBlA1Z/Y1QyJCA+/xUyl5zSKmCkwWY/REHBHugy8oxugjp3d1I4jR5xX97A++swfNU276S/bmUb/njU7tbZI+VDECFJWSs0mpqAUKg344PJ6m8OFhOow8ME6RE9kiNQ0hhEhgxapWyKA+SWwYohGIlCqmxmJsBecgfEzN87RuRmB/3812tcgCd1rXdr4dgNFMJbx1K17N0b4oYZ+h2kTIrx+XAnwHejne4xBCCoCOyFG837OqHoUFDxy5VhGpi95yzvdlXtey5DyveV7WORdAfr7d73M2ZDOsKsgpDQls6/Otqlq2PrbIHBKDE7+wAiiglzKoh6w0VWg7M29/+Py63W4bn30XkbmW1B3v2D7n/+9FHR7Wz8Q4ji3ObKeHiHzeYdPpTY+fjsedJAqc4woRAoFxEBFRIaTI4ZVfEMqYBgBITFqziASm4XQicExecU/GTAnEzBYDIrncFsYF0YYUpjFNKYbIx2kcU1CtUov3RCGiUvWgpkoWETMlAyQLgdDATHLO83InwGk6AoA3a3qaZs/9w95O9SpmRLT7Dq+xg+cIfffcPfxZLyBVAhITAgIEVXOImndiMqFJzessYggMqq1ORES2M4uFyD++X4dhaAkNJHNsTi/8/c42vpZmbv1IeP+he9PWZR98KEwzzGG5z2o1BBrGSIpW7mPkx8Pwr//ll/MxTEGfzuMpkea5sk1jLHkhAhrjgGkFKUvJOZvhsiwvL5fx8Hg8P77c7h8eHz5//HR9vocuQegAFT/HPpcpxuht580u2Z4CwZ1zAQAcv+CFdDNzLIMry5TSuq7LssQYT6eTZyIul8vHjx97Kwq7Q/4yLxXnYnw6TGPiKYYhUUzj9XophXKVS17j7bsR5lyWdb3eq6qu63qfl6oGFMRgyQLIHNIwTWqQpaIYERlw2WuxW/6GOUQKka/Xq1MTmwohIlkgMKtSXw1+kzfYG8xhLwrgjuM4Ho+9TTAzf/xe5UOXyOwtP+3du7qXWtxlc5vjj+ndzY4dsj1DvK5rKwb15sjMRFYyqbVKRiIaAppBXWdGDgEhBERGNNDiI58kr3GjLXB5C6pqIGXNZkagzJz2rp4qYniMcQTUdV6IMIZhnu35+RqYprSkiGYmZRWpgThEwtH5QXNkdigVghLh6TAimkiZb/dc1sPhwIzMPAzbJG7HMsLmIOyEjvhaOGPeKCG4G6vVZK9fmZbaUNUYJxEB0GoZVMyEiQLjuq5lzes6gwrvmFh3xRARQBGRmIlkLdWWJQ0xpsDMFbYJVM463+rxza7YXm5s58e1nnakr7jnPlodoCGp/BPC8ZBEmKCSFdAlBXk6T1+eDl8+Hj+e0pQsYo3EjBqRCJRJ1bIsddGyrGVd13Ut85JzQTXGcJhODzGc0nQIaRiOKJ1z28djy7LAjutqTyUiXhWr+1xM1deWFfd5XN52hNxG+uaPfb/fiUhVXfk1P6L3q18WuNflutTjtDycDocpDTFwKJItZ5uzrvlSVda13OZ1XdeIAISqUIsCc4ioQLlgGlMRUKmGDBSYQcFyFQEDUnOqLjMFVYWiiiSGyNtos41p2MzYXv3SJmzW1WX0bZG8OfDQxQLwtl7T+0e+MvhTSNI0lx+UVplrKIkWQjeUfv+97ecBTdB1nDfUEyD4zFAf8wemPsQVdpeeAMgyG28tRl4NYXR3BGpVL10hEnOF0TQAGgdC0yJEpirhvuaSNQUCMK2qpkRAq9ny4iGDWwTQimgxsJlMQxyGGB/PIuOQQkxsIDEeWsWuLfKrO7vbYNfbRATmIwmZkHGD0b+6FZ2bYKqK9JogAwig6IgKAByHCGoprDM50WhxRDbioyc7VStg22Lbz7DLgjn8XVWnaWr33zQ+7J4gdBl62+MdeDtIptdinV6Yoik5n39APo/pr78+/eXzw1+/nB+mOCWLJIEwMkanPM9SRZZab0Xuud7u+eVl+fZj/vE8L4UminE4puEshLeyCgJ1st0MuO2NHLRDRLCryfVedLv72+3WHsOjCXc3mq/r+SQv3XmRphezpk2z8TrL5XZ/ueXLXM/HIQUG3PgwRKRUXWtZcy1SpdqAhZmRGJEZB6ARAYlVIdSiVQXYe+/ARKVWZN2YyQkcelZFDZgIAVUBmmoAn1EE8edbbfun+wS3fqGazEMX/dqeQ2or7GvV/tl/hXZXQ9r67jTfAd4mOOxtcqstKaEA6UZL7XeiqKCI0LLl/rX+UyBDVAJCh/2oghmp+biNDWEAhsBEFJgMWDZIDxlgWTKAMvMwHBy7hIjMGg08v7jUAgDETG7+OUwpHg/TOIXTNB4PU4iApsx8OE7HcXL/aLdMG4KOGV1y7G0cAV2BvK1tb+1+3kdnWMAtj7OtPoIiUSAn5DWCiiagoiLuKcBWd0Mz8W0VETMxawwAQEiAFkNqB6DtTosx20e9S0P8vKHQPamZBZKZEELQcUiPp9MvH45//fXp8+P0+Wk6BBiiBMwEFihw4IAkXEy3/SuqebXrLX//Pl9mQZzC8BCnYxwOebXbuhCFwahlDVqiQURaxwvscEba5yw2PdciC9cLvUZvtrT3Jvxku+Pkk5fa8YXXGT6HihkrV9H7nGsRYmSw799/UAwcAxiJBeCQUmBmW59DCIQBMIYQQ0iigFJrMVfBKFqhkoKZoSlsN4+wtX2bVjHREJ3THcTT2gZO6NxLbL9PtE8B6kW3KYV3Vr0ZpZZP0Q4J2owA7Bp5d4xfhw60sx66MV+9j9Be2bsk/gWgW+6UABHQ0ABNtY94xZN2AEDe3urTZQycoNIMzZyX3Y8BOtEBIk2R5zmLCHEC1KqVCFIaSl7NrIASETEgeuO8Xe83RAjEHBBNY8LDcfrw4fzLp48x0ZACIwBaYpqmYRxHtqYUNlEnIuYNaN/7AuCDMPfpoc2tg844vzty1kjWtgZZVaumFUxBtJRcpZgUQCUw7+XbzCGqCJiBGRC/oY3amX6ICEFffYEm/C0m9SPxLpDsyeB6VdI7F4gY8u05DWE8DZ+fjr//9uGffn369DQdon3+cIxQI2ogRcsqqsCVIMbAEDRGCTCAAtmaaZ5tXXk8fjw8fIzDOU0nxQwAcR+n16slvzy4bYe+ibr7An41vYCIx+PRn7yl3JqE6N464oRxrVTR+3Xt6JtZDAPFhKZay1oqVyDGNB2CTywA0yIgpoAIASkBBUMGY1GyCrXInLfp8oFYTLRkI2PmIXKWSohoSEB7D64BQIexMUQEQher/4PqA+2sgX1+BPf0gXaVCNonBbwT8rY+LdpsBwj3CLNJuIdvLU7p9RR0NdR3i1nFnOOGiAzItmlSqLbZyW0X2k/y5hMajVoRZ2cMW30ONqlIsIItplXFXd/V8VzCKqqAaqjeLIobXz4jIqF5N/QQ4+EwPjycximmyEPixIQkgTAEJKqowzt74/91V9RgK4ojOtP4FhwhYlNe+//aE/lG72VO8AGZe45y17hS15KXui6lZClVtEgtpRQB8bKIWlVRJIelWjOiAIDk+Xtsutu3uO6DyN4Fm70A9mpdOmR9b1kRMTDU0xA/PRz+8un8+y+Pf/nl8fEQGNaPj2O0GsBUCtRislYjZp5GhoAAsS7MuZpFtVg15lwOT58Ohw8VKAJiDACAkTQLdr6uX00emkJtJ7jtTXuLn2N+O2CnvaVXIp5fga7q1suJ/1ByjjGmGBCxkpgq7+YFmADRXsWJRDKIyG5SmIgZREkFeNPiQIZqBiqBMVGQQk4QpKpOa7CBWRS1SRqiARlFREJc2u21vWmb11RDb83grU1oDkIzC+9U4Tt/4d1BaQURPyWNt6NXQ73aevchomxOUmYb842aqgEgAaoDAMAT/QgG5rmG3qgqGRipCiFt7iHsKDUMtTwTFDdOYgYmKnifMzN7ZRKBFcVgW5zj8QgmiAagCJpSCIyBEEyYKCU6TkOKZCZaqspq8DqP2zpFttVf7BV0J1IbeOmd4bFusuM7K8hEBiBWVBrRcAXdyErWdS15yXnNyzLPS12zjA22J2aGsLldvDEs1P3DX7cYd+/S76HZiZ/FXlUbv1ub6mZ7wL77SgwA4bcvD58/f/rrrx8+PB2fTsNpDOdjGgMPbGMIicmE8gLmXO+Uqq2kZBhytfu63uYyr1orx+H0+fPv58fPRRBKJiIDKQo+AbGXZL9LJ+rjfR58iy/eKTbbHWmPsWkfytieuWG82+t7oeqFxD8zuI9WjQkiAgSvAmstBQiNNiAMIfoxrkZi24xDBEfiAlFIHAHUpCBYJGQKgRFBAwYEREMwEDACRGDcvJ5dIJGRmJAJiePrSI/+tDUNSDtg1rpsc78+DejVi2t7fNcm7fPbX5s69sVpatSRqb1WtT0Ka2/vDJ+JJ0wQgAiJAUxBxcqmoEFs+wT1GdAJnFYM9ZW7HwABkA2x2kZkC4SRBwzhnBaOowfYVUVV57Ws6ypaiJiQBaqKIlPAwCEOPAJEZoyBiCwFSikA6MPDKQY8jGFI7DXLAlUKeJ/1fkSbzt08MnilXfFxp1Xqls9qCSB/Au87ajv1apljEJVSSi1ZS1ZZ1QRN7/f7fL/Oy21d11rWWqttTM6vgrorR1XF/fNfDzMAmEkbX9bMQC9u2uF6mnnAzs1ssIt3dY3w2y+//PaXz3/95fM0wRg1MIwDn8dByx1DCJEpJEKwKjGmIaZvzy8cOSve73q9rNfrbb6vS5aPH3779S9/OZw/3JYZkSiQiFatwaid2roPzPM4xy18Uw2OhmxxRJ99cP3nMcK2PXs9oikL3TuI3oUS71T48XCotagUU8QIBCiqJoUDbevu4yZATUG0ChjuDo1RRWAzFJE4HUpdRYQQYgoh+P5Vggn3cHIjjyRmYjFFs+pqAT2QDkQU9vPU9qzdM71NaPmBy/mVf6HXeg130BQK7zxO7e3NJPYpaNu7VBu/KHX5yxaDNB6xd3rBcNw+GcGQAdQQDAPFZCbg2SWrqrDRlDCCZz26mdEAQE7Ia1pFPBkViCmm3/7y6Xw+p5TW4kwIcnm5fXv+cTgdQxyYWcBK3UYHxHGY7EAEwxAP0+AJommMp0OaxqiymqzrukpRIkAwYh8q3HzvFsptXmqVrfHErdG6rg6P9DPWi1//394OEZhoWde15FXyqrIaKJrebpflPi/LknNp0kuM/cTNNkDX9nx8k4j2e9+N7e27dwn7HOYWgcKes3dc4xYshND2/X6/96Y0/N/+y1+eHo9PxxijBJJks9yXe5XTYWA2DiFxSjHWYqqwVhxO8XKfL1lnPGQ+3EFqkvHz8eGXX+5612IhRqgAd0uQmCjDhr5uAbCZres6DIMnRXAf1O0qw0sJ1CXPXDfr3smznYAY/QP9OR2y1j9/6OYR+Qq6Jh4GExRBWURs2XFWIW1fR4iIKmJiRDgMg6qWUlRLYE7JYnT2VxG6UoKU2MwUYBUPKYPaSk0dRyfhqlXyMAy1CqED5kUkmyIwL8VH6bA33hEzmIMXYIdFItPQFPw0TY5phz3hREQpJR+F3tRKk3zeicCaqm3+1y6QWwNL88ObU6A7WZAfOO+6a/OyN/dBr0xESIRbhyCokpnmVz4+QiRAQ1LTahneXq48VRQA/DZSCqXMAe2vv37561P913/9l/F4vFwurhlebvclf6lirggAudZaVJg5xvjFte0OYWwHHQURo/Gx1lrXWvfyNtMlsAVGIjUDMRVRMAImDEw0iciy5JzrnFcRQayIyFqDvqFCud9Ls0D9RkS51qplrrUqGjMdtK55vdSymi4GWSEXxapc9ChwFDiv+Z6LpjCMRAImVRCUDcwAiXVgM1uyeDt8or7jE9qp6EtyuOcgWxDh1qXtbGvKbg57OJ/S6ZCGkZkgYAmM25Bw2DmvEJEpEuyk+NNgeq14uS5///P27cdsyI+Pj9M0URqYIjP7KB1URiNEeXd//rPsvHq9/oPOa4XOq4Edpd+bOJf8dkaxq1D09q3/0p9d8bZ/zThj19bZArbmH7Y0Xp/a6a92M+3bcffTpAN9y96GsKep3oTc/7PLnIC26/PVf4RN6N+CXa2nv0kfkwOdvm76195e/aZQl+juv8u6CLF/QbuHtneuXP5nV/t8F+wY4+GQUkqRaIxxHAcASCnlnDnFkGIIyb0PgX2c7O2+3wMgGaDneKDsbWaGCqSIhmRASsiI5CiK6gqzGgDM2fsLSFWriI+ucG8UEVGtir5z2X7eRESEpCImIvO8rPOiUggEbPV2a9jOpNVqpUAp5v3fzekz6Fq2/erWipmHNLxbYf+rdLN2oGuf7U+72zx/rh4faWbh4UinE58OjKAInIIFn6tKAZFN0TWrJzoQUGvkFEK0Uq8vl/vlttjweDw9xHHa/EPDQIxIVk2qetatLVMfMMNbCWkC3I5jv8QtAfEuRmpn8d0b+1Von+9eQ5MWeKuS+n21Du1rnXvfPq3/onfS+O7F7d6azW8eTYzRi/NtR6lLlLTb6z+8pb76terDyHaM2hvbmWjnyk1ri7ysm3f4s6b2q3ePqbugizXgbdf8u2X5P1Z571BV/qTLsjCMqAImhBaZOAZG0ynlWhEMrXhW1wgRBU3b/BGzKvr6jeruGQcOGKxhz5UoEZF5EFi0bF0VVtfc7p9UIwISKhCGAJ32f/VH3kpmO+HOuj/n9cePH1//+JbX22GM51NK42v7CTMBAbCCmjuDrWDko66oL1p3UQN2Nq8JfKc63qOtAKCU0vPEu+fYklDtRIVpksNQpykyMVkMDIwCtolNVQGntjBSBIByzQoULCZOEIZ1nJKkE8cJjIqKVYlslChA8FiR+M0Jow6V0Ftv6HJs0El4+2v/Stj9ZPjJPveQB3xLSeA/6NtGI+hEq4lcy+W2+KXfBtyrJG3prUsUQad0e3mwzknpV6Np9H5Xmu57t7V+UPyfvaJ0dPk/VA1NibTot7lCbc3bd2mHrXy3BX39GN7qu15J9W9se/Ru/eEfXbRzH/iCiMjtdvv27du3h/F0Oh1lqrWqFMpkZiGEcUq6cS6D74l/cyFRVTUVlTe6lRBJlfbBs5vxVdYDKKgVLxCUUlA94fKq4cxMCJhAVQVfS8XtML9zSJutVtWSS83y/Hz593//z3/73/7butx/++UD//WzVDWoIlIUqqkZGhIS1FybKy0iivsJ71a4P8B15/vttxV3T9B2X7ttkOODsLOX7lnz267ZMI15OoynyVKIjIEJzKTWAIZmqIYVEBGMtxn0i0RVvhcrGOLh4eGD1XCENGVTqVpNEUgUIrMREgHia96rf6omur2deWcD+yNlXeyg+xhbVR3H8eeXIWJDUr87zf1vmvC0X/7sBXiKwd7WR/uX2VtumKZZ3kl7y7l6bq95783Uv1NS7aPefdG7eMf2KvQ73s62Gk0//nz5EzXH3m+y/+fPcot7QbTJgHW+m3VIyval2Jia397eu6s1zpgZETlh8f1+/+///c+U0qdPn8zMI9whxHQ6sBOSoIGfVNszfxEN1VCRAezt7hMAbTNoFaSIV7USiJZS1rzknMHzFIwhjJ73c6wa+2gS1YKv9sllqXWOtD3CDpaSs81Lfnm+/vnHt//4j/8o830M8OXzQy0roJhZEciZ8oq5BKmv6IN/eNj8SZpT5nqhyXOv4psr1+8OvDWcsjMG9/Zvq1M+nug42XG0EIyRovdRVMt1dfyEBaIQlHy4hi46LMW+Pedvl1wtjKeTxbNwLPOMAUjEaXyNkENCMMN7O6D9aaO3Ee870W3Chp2J7o9mE8XGS9cHxr0svZOopoDeHVCXq96aubPdGkv8uMsOdOvxP/2XIr7JF/Sf1nbCL92mkr4+YxM2L9b0+qt9V3vZz9/S30P/7H1KpYX977wt21uk4H9yte34+XnbHbbv6jcI317v9r1dzhPnL2gEhMz85/fL8c8fRYGRYgohhGlInLa+Y2IfOGgG4sRNQqndWHs62EkNoXNb/A5LhVJkWfK6LCKSmGIMQxoZEdGYgGBze7Y+LwyOQ3D9DaZgaopeL3RggQ+mNERABQqwDbgNgWJ2Hoh1DVEARcxKxVIsVxI1xRg4NJ8OPPzxelwrV721CimlftmbeHuc2Hvffvk69E5N2y/oxDCcHniMAJilVqRoTImjsAGhElogQy4Iq+iy5qWsX6+cC3y91ed7XcpgKSFFBUaO7OKHPqLHCIGIFLAZmd7CvDvEsOu2d5LWDlPPX9QkrReY9lHNorbP6UXrHd92O5e9Tm1f2uKdd7L3zrX5ed3trY6HvW7kXkwrfXu52hV2vw497rCXOjNTfeNJUZcffbca0NW3rLPb7Z/W6Wj/Jb3Nm/SX6ivlWZM67fov2iFrIt0+s1+uf/jh/fJ6Trfdbbb09WW9rF/JYByHFHkY4nVeY+BhiOMQQyBUU6uISADXt6mW9rHj+Nqr6gcy51Jrne/3dV3v9+s6LwZ6GAfmmJIFDERABAzGKIoUUNSkWHRYkLc51arMwsy329yroeY3zXXNuSLS8Xg6n8/L/eV6vf79738/PyQiUARRyiWKJeDEGKVs4rptCmz33AwSvPXLUhrsrV3sT35v5979tR3vll+AThhDjEysVVYpysgEEAZC5jQOFVAQKtJa5Zbl+bbcl9ufP6JBvGfOAgUjGGnWpWaITBS8H1xEUCsgEDDy6970Jl3f5gusM+ztZb1cNdxFv/rM/POcX39BP4cTOqv1Tp7be9tC95uqO8dUu88WT75zf9oHNl/OOlXln+8RrKcbdc/5IUR9W3zRLtPxs+R4DAJvU189SSx0Pou/rH1a8xj9HLT40zpeLH2btWo/Oy8LvNULuFPIeZTUShK0E3na2yjj3Untr4Zh8Q01MyeqS+PjreK3272W9XA4DCEExj+fbyWvp8N4Ph5iYt88Jggh8OPDzzGpmYXwioXz7fNQ9MfLdV3X+/U2z7dA8HA6mqEqhIew1d8I0RzSjmBcqzee58aA5t/lvbzNFW2ieytrzaUsxds98lK+zi+Sr19+eaCAGFhxMBiQH2O0kKJ/bBNUr7O88TT3J9qi0RD7Q95uoNeM/T42rLSfQ5csp2PoJTGENDBxigzJTEwBqmmkKAI8DsA85/W2yvO9/u3b9e9f//z+XcfxAfhUIJVKamAkCiilMNMQI6JBBQIjRCbOO3uce4lNAp1HtN0N7WmndV11z9Pant7zgcW+l/4MPkXC9iKi7uBl6+z5PM+q6tAp30Ifi9wAPHWf57uVvpidGKL1lohIw3s0jeO5A2/lbsLc9qBRd1sXBLVt8Kl8fZqw5OLP5SBuIhrHcRiGeZ7tbaLBb9sAe4jnP2wGaTfQTE3vmvorfUEa3szetmP+fB2PR3/ju/yIV8Lb/fiq+kZ46auVwXAHX2LnrDUb4Dz3DjrwD3d5eCmm8woAgQZZ4V6q1iLfngNCivchPjMjgXGgFGIIQf5+8ZG2jVDAH7mV6F3Gcs6u6Z4vQgxkUMpqKsuSiYLT+U4xjEPEFBBJC5Raay7Cw+2eS6lEQVRvtxsRnU6nKljXTfW8RgGqfz5/jZQI4H5bfnx/+fr1K0FGyJ8+n5b7KmCcHtI4okExU9FhGP24mnnHzUZB4uNI0cOTPVJIKXl+oR1FEVnXtZTy8eNH3eEtTS/rXidukuif43Lha+K/CS+3OkSa0jbEi5CA0BBoYEVYqmbhYmmW+uNqf/9ebtdyBA0Rq0WjYEAiKCLACns4BGqoIFzatK92cJv+bjLcfq/7VO92fJvv5KeknUvcK45+4Oytd2pdtNLLbfvhnbdiuyvV32H7Ux/nt2cBgF4e4K03hF2+oH1+E85mrFxTnE+nXp33ctL0Zr/Bou+hCj//991q9Hei3azwd3fenrdXLv3nvFM68FO5Vzt2MHybxO0VQduLtrn2lu+334KKgzo5ioEYsZgCqIIjiucqZgYmZsLMASnGKYQ1pQW7rBbsfbq9J+jfVZSIwURLWU1kXWrJ+uP79Z9+/8sQeUxxTJEZwUykaJWXsi7LoqohhJzL7VbMrNQNLLu1iniaAcAMzw8fl/v88v3573//8+vXr7fbLZGUNdzv95A4xMEIq1oYgnGqiq12uK2YbfsV4obT0249zWwchvb6Jk3vQCL9er7zK+GnaxNDsWOFVC3gRoBOHAKnKEhr0XmVW8Vbxh9X/fs3+c8/MgfEFUYipIFjRE0bwhwQQRGUDcHH7YCBvZJhNk+ylWF689VusTU+tUfqlwkR3ajqTvT4s//cjsI7YW765d1ZtI4hCt8mO+GnfFX72b3cxijlXyp7E0ef9fUP949t0+hxH07fUn291W0uetMLvdJ5t5H2NoHSvwC7umy/OP1b3r33nQLtN+KdZ+4v8LzvO4X4TrbhJ5r//j7bN+peoHkTY2JEMtOqiKAmgGZsAMgBYEs1agU1RzRCWiuREr3iQWF3sGW/AKDhf4GKeYMbRkMqVX9c59tcqkAMNA4ppZA4IBkamNl1rR5a+t7dbjczu88ldHPxerNklL9//fH1b3//829/v17vda1G+XKx+/X08ZePw+Fwy7CWCsmYYc1F7U3yu2mx47DZP3yrOtsxs85Tbkk06672gf2+tJ/7lgJEDIsctTIiVdOANUVgNCSrIlVhqXqb7dtV//haflxhyYfzdDBORkOgETRVIQXDiIiCVNlBr4gE6G30bVfe2c9eX/Qnsj8WvST7juJeqsQ9Wi4773D7/OY6Ysdi0P7UGJ9wN/X6Np1Je86sOerwk/HErvbWf1f7a/8n/30j0mpL759wvy3UDzLp/JGeuPE1ROJXl6cJai/k7X78wZui6c+BvZ1o2GtD+OmynzyF9kOvR6BzIvCnJFEvn/0n9woI3ypx/yEQm4k6X666KkAEYmIfcIIQmIFhTzeuYOCjqg1g92UQQ0xIgiTE2pQyM0NZVBWwEgVMiGigBmD/8cePwBhCGIL372w1wmLbJnpOx2nHYpHeXW8oL0S8vPz58uP58vxDRU7TQc/nvPxY13y73T7T52EYrusyrwWSBJL7KilG3J1ichy0CHR2/l165l0erS1sfx7eSQS89SDa7jSFQkThf/3fr+fj8PHxcD6GKWG1uorUZVEKgpE4FtXn6+3Hc5V6Op6P0+HENCqwmN8iBTKA4F1iAIL/v8rePVa3rKoTHWPOtb7Hfp46p049ThVFYVVJuKAQwAaMsQMGbaPEGEiLN/qHDa11VUAjL1sI7cWLlC0CNirVGJvuiE1iOpqrNyGRC9qNiBe8CkEuBbQFRRVQp85zv77HWnOO+8fY87d/a6596ubOnJx8e33rm4/xHmOOOaYdH5cNfmF0GGgJGzaGIGQEnDTW/O50IS8gl9p1DAWmThnmfoVS64Gpk0UJ6zqmS0gW0K7/ajqdVsJYhwF/SDfneQ9hpHIqSVXdy/XwB2rywj/nWMmYwXja/pl3NNAqiWA3SDyv2HIsBGWkZ2TE/6ychUK5+ByGdQFOHUuIfP3/NiQz8xSmJC7BRUNIqbckqmrBkXJc+sGrswDpsLmWK+YfS9m6PqlqO/F9aBWxEDRoVJVktkrrdZYm5WUnIZiWkrCT5vjCMdUupZSzhhA0xNzlEMxxlbOUW1ry9b0Dv5J0InE+3+yW89TtW5/8tq5Zn5frfrnuY9/rVC0M8uhijFLOTiFPl0/dSjlRwvZpLudiQCQgpErPMV1VB66bz3/xGzef3X7KHedu160QVWKw1HnZYoutthPTvF4vlquocXd3Y8viMiVN65SbLNlS6kWkbSTnJJbEOhO/P0tzTpZVm1ZG+iSEAOsaROn8I5Ryy++HEDyk50zL109WL4Ne4cyD5lK554p/pUMnWYfWFyQOIAjCZZVIyKrrrLFSZdsk5+Pi5S4UgNpQ9v8qo+N4XVbXwuYZ8hywasg7SFWnA3Yu7LRS3TKUIAwitLEfh4UzAOFHYP+IAcJ0XI3VWCcippYkqSUzCxpCiB4gzzlrChqClAzGRqKDKMYYm+DbRyLSHafki3o5xeOrKm0ybQvBaEqWk6lqVo2TTUezqGaOwmRzO9iyn3r2cl+qoUnmx8pFJPQSVl3XdV3fp+VydXhwpOt1Wh4c7l1bLdZR5eBgdbC/38w2l8v1chWbLrUSJtM2rwYlHkxPYMW4OCEqEn9MXZX+MFJpFan7E97vyzk3X/rKty6d2dvb27t6eX7z2fbMru5sx9m8bacbFtskU5PY59j1MeeZhp2s65RNTEJWd3W85kYUNRMxCZq93oyappxEWiGlJEWvIr/CqMgUz7iiEhCZu+ic2F91HmjXoIJpztn3I9w+h2EyZgaI3kj1YJgl/N4Onu1YHPDkcSkgRKSvZbk4tg5gOiKAgokZ7fapneQ18Ae2HTAofqsj6ZlLXhOmnYc7lPhVxdisVUKp3K9kWEHKWHEDGX3QhzyuDe1ehmSTVhLUzDSn3GcRiaGJotLEmCWrmIqqZQlJjo/Hm4e7o2ijGjVbNrNmOriXUHPJFu2ziDax7YPr1SCqUd1dKTtQXsPefbd+5ULccvboYjbNfW7btk/H9mwIoU+2XHVHR0eLvet7e3v7167Zctkv9leHBzFIOxOz43uAl8u07trFYjHZ6JvpLEZBDCjnbOGYdeE+5yF1wZ/NtL3NbrsMZQTXWWD6ARL9c/P4xavXr1+/fPmbjz5i529u7rh9/pQLN910dmfnbJDQ9Drr+zankHpddym0KU7VzNRCjDHoxCxJNrdQcl5bluCiWjRbUNNumCMsJe/I9x2xWRjKPiUIKNDZASkXZiFcxNtsTHYQDacyj5R9BBgmuZwjMrJo8BXindy/9+al2ZtSxJ1/EksDdhFZ8N0T79b3I7Y2ZyeynwLmzfDiHJZ6p+KV9TYTBMuFqh/YIEKihyVgJSDGIIWYwG/Z9WNyxNCMGjzED7kTl4ya1mYqZpIs5CQiIatGtZxDlpTTsR0fNYhm1eUaecGSszpaUkrtsM5Fmb8sFgsUUzC/DF5VQ5PWawlyfHetaDbrc5dSijn7kcIQgsixVksphdB0XfJN9KZp+j6vVt3R0XLv2v7R4WG37oOfO4g6ndr2dtNMkhyfXMpdF2S1nCwWszDdaqfsfwGCyJdTAqlQRYKKlcaQ9/8534cx6+oWwr1Jd958mO3a4uji9XxZNq+nrfX0tu+49Z7cbMe27Zf52rVrq6Nue7Y1ibPVsku20cYYmyiWsh3EKKENIYTlctX3JtJOp9MwmfRmnXS99W3RhEI17fU44eyY1Tc2NjyK48E2Kdk7sRTA9opXyC+AzFutVn6fAr/vW7i4AaGyxufzubOE2yxWYhzV+ULnYYSREIJ2adV1HfBkZIykUoffJ6ml3onvD+eyN8EMFuKxQ3ysvnLKlk2s67u2bUOIlvs+dWY2a2fT2WSxWBNZk4CnPE7+gBHxvi/H6cBouwcCF2pc6FgE9h28W8gU+KtVQdHDw0OvuAnnSEpyB1MqqBNx2crV2mtmZiYqpqZtEVWiqtpbr6FpmqZLaXlwJCJe4BPoxipijNhXhjjzNt1sRcSkdxYpcOsnk2zW5SKVg8isUW1VJJim3mcYRcw0WIw63WgtpKx9zqm33FsvMTfTECfbEo6auN6erdqd9erQDo/k0n4/35Hd5kxszu8vDy1Nbt289ezGdrdYpnazz33fu82lTdO0TVTVbtVhLcfWbk5938dZ9KQeRHACbWk5ppB15j04YXueTqD9o1B2wVS1eeaz7jvcP3ji0W/sX75y+fJRWu5tzsMtN59R1aZtj5bp+v7iaLlep2hBQxP6vAYtGhkCoYTxWXtosRthJENN+REdSCxIcUj0Spt5koyUiwCdjr18U6AdUKXAIYuDWA5W5LKhmIcbpagNA5JNlHSopGBl1MZqk3v23sZ1vuQ0pcrdwp4Emm1os/AozGlVJ2F4atMb8riKqqyNfB6Cf4g3qwgLvwDBIaP8COQIYtqZIppj8LKfyAMh98koQhRKPTK4YBCdY1eRn1dLACTj8BRMpjwasJMTlSs5IAv8GTXPp62Gje3JZGuykTb3rh/s7S8kqyzWnS27oDHMphqCayTP94fXBnZgsuElQHyDPo1keoW+MUYYzvhWRJqnPvX8erF7ZrO5/I35wZUrRwd7D3/1MTN77vO+czKZLdf5+uFisZZeJQQRjYmqCYLywBJsS/vDo6MjEB+Q4VDzeJvPGOmZTJEQGTlnvz0Z+lxL8N9VNNufACjQxoTOcGGRATucDXVQSSzpz8wq3Ng8HnOm0A066FOH9n+FJwBTyIfE/i6PhanyB6YhI/GNob2Oo9sIsSRHV7YMLwRC6kZchM8VHLhnXwJ4WElv8w8r2I5lE+YD/lQKrDJ9g8fyKEjMjCSUUYaeA21nOFUrNSFhYWar1SrR8UQreqKd6MZku5V2M662phJsa7a3Ga/tH66kWwVt0mS2Nd/YbaYzU9EovGUWyvYcdCGjvpBcr5T2CokJMga3ouFbQABqA+Bqzt00CWdmO/N40+bG5W/OH32439tffP2xS0+5+2g6t6Ttum+SmsQmSeg1uZ9cUTMAbcWedDaAAQPRlSl3RYfZ9YHK3QMEuRQds+LIofAR1gzsAjFOf6HsTaJPPi9Y2SOMDOZe5EcgZKBDP3yEpxNSZmQoqXQZSYExOyklKfBOTcU2TC5j0VCxmRbD0srlEZgbsHmq0Dl1OH6CCVc9AGtGJpKQhBJSa9WI+qRxk0jXlEMb9X3v9cuMQgkQdmysua3E6GC1bCVCDBkBFEMLnjpPthT8eRPz1mwyC1HWKXcr0aaJG2202UabbdLbZHf7pp3ts81kYqIhhlhqxlT+L4iTN6Sd67AoBiN3ghnaMHVIqGYPS1sza7Y3k5haH9Jiuj7Ynm3sdGvtbfaNbx1sngmTaVxZK20TmmlvsaNjm5UAdqdFVX2XXkuqst+TFSnx3pfn8QKO9gNVle3kf/p5AaPwmDewKCNVTupqn5w/tZL8y8gTcmGUGihJSOqBr/hXMmRmUGFFbdVzIWFUMRj41sg3iXTeSYYmQMUwlYwIwzglPsBCHm806rBxbzeSC08yH5aMSnEKRI4dIyzruQfUuR3LKeg6wJYp4UYzrBrqdNhQXoOAZUgYHlmEMmeLQ4amu68uTm0+jTGnw6PF9f3ratmkSWkaJ5tJ5iFuTCbb7WzDxHpLTQjRTo6fsGhAPqKSYDWzphwnwfv+v+sz/wnTKgz5QCdxpVBdQL7janGxifNpM7lpd0tSc+XS0d5ev39kT1xbrnVjvi0Sm9zMmnYquZGu42tdKmnqfoFPMZaTeW7kg5qt6MA8yjsGx6ZS3B6wtnKvgQcLWSJmKkcRKI6AeASWLcTneBM0NGZdpmYsGVMFPXGrBArLzYqmuX+mXZZ3HooD9CoSH3OgEGPLaIey+uAhRnaJ/WXmz4pFZci34xFPhQC/CewkOsqJTqoemFqM4sdS/KBQosIQ97mUMGWKAj9X6AAeqwWyjOOfQAxVoNAS7QIc4P1Np9Ot+U4jeb1/uF6vD/aPcp/byVaYbvZ5ps08NlvSzNZJU16rpNmkSaXxkq3c5w4yhiPMbhrLdPZ68L6cZob4t1Wd5CZ3e6q5bcJsZ7uJ21dv6a5f74+WvTVbOWzmOM8hamgtNiKagmyWeqG5+O0+Xa8bh6mAlJnZEp2VAltqURqITSY6DeGdg0NgegArkDJCrl2mQJdRhkIsCc5CNjn0c8V1DEcls9x7MwpSCHEp2zLMcmOiH3Oakr8NcV6NXk0PgOLPPKvqtYrrGD46tNvxshX5W02D5dq4BbLjvCsEMnQYnbVhUbwKPjAo4jCBDxPG2ZZAIRgocw7NVDPUcr5DhpYd/gQx+8NTJSbg4CRqpCy9avl2M9+/emVv79rRweFyuerXNun7NqjJZLKxM9/YVZ2u+pRSalpNelK/E1CCi4Rpww0XOr8bhsH1ypBhKVBJZO88UBOR5rZbdrtVODhY992R5Z3Nnd1bLwTTaTOdzba3m+m0t2whmgTP65jMJjIKlccYDw4OmnLxMdMi8IolYZYV5zC18VeQIMBopq0EToV2ynPIOhyxNzOGtRCTVxbNmNOYWPGrCg7gMbAQ98/nOPxNGFbMD8yTYWg0VgzJzDNuNhRYLC985lUENw4zTcfSCvI3DB23PAxV3qhhRfDDlSw+o/OUlZyFvQmC8ed+LJ19ZqOaLizUWK4xKn3cjY0N4IJDUTaU6bDt4S8zBJjgmUtFpFuurl6/cvHxxxfX9vqjdbe00DbTNN86f24y25xv7Gg76dI6h6BRJTYV2WdPii0JvlKYCKOsVyd50PDKU7muMZDX6X/CH/eBfF3YJHJKUNVmvTjqu9iEHWvb5VHKFtr5Vkrtzk03Z5XeJJlaln7ViXkQQVGhABht23Zzc9P3UWO5J0ZE5vM56h3I8ExU3/c4JF/FCIVuc+6P7zI+PnqIbQspIUlGBrra2NhYLBYuNSaTSd/3Po3ZbOYHXSrSESqCnstJzViSMkGsoCrYrjjkD8hCq/AWlz/03nwJ/tkLjQJngRw0r+8AExEdun9rpN/CqJ4KxmX6Bg8bpV1qSSp3S9JNX48QwUBVOrcbKETvDWVUjFSTE5wnbnRdt1wu0/BKbshHtoGh6CDfU0pelwHig7V6f3whyBQxC6RgeF4McjTyaXmrPhOvBwexhbX4BPz0ytHRkZl5+YzjeytJIhvFVq2oHzM7nsZ6vVp2fTaRsFzbwaE07UGcn+1S1tiYxr7PpmFjvhWb1PWrtt2ARHBTyOkWMkKKXezUuLOzA9Bhj9PMJpMJGCSUfQ036r1bFqAxxs3NTfD1dDptJjrts/WrbrVeHy0lWZxMZxamSTSLZDqLYllUrJdjqMVSRsZHxTysuHwOpvl8zgIJggCcVik9K4UGlY4heb6TDhMclbyVsbKqIpo23J8fsxBLViVnAfYIIO7vOM0JhXkrcTAegk1xyGxGD8yBMRsobSbJUJ8/eRt7MRir0sDwaRkImQIlLFkYbkaNR8H7kRLbeG6YhpMpU0UFExmJZu6ETZhMOfW5bC7K0L/jfiA1hDabGWg8kFAcFM9PMpRPo65Vb6skou10c6uNkxgO131cdsujK0/Mbrr5TNtMZ9MsSUOfc8r5xPONVDg/lXy5CjhGdoSRfQps2jCAFcg55cVC2AHLTeo0r6VfabfOOYcQ29hOLE79oKqJiORgmrNpFsvaWSciXhAVgpM3XcE/PgNX0di8bMr1WKdStpZThtA2Lv5dzvmaM+173SjJT0pczVHO1sqNyCuWuC7zqg0bww5q81RqO7UxE0K9Y6zxC9wzcIyXwQ9PPqiSGpTCydwJj5gpJIzOje4WzuRCW5GPvDr0FumKGsh3+LEy5HOekhWfRcu2PPqX4SacjIQFD+FD+59V4MmGqghdKamiikRZhMH+hSRlZ9DIqRSRPkWTNk7mO9uTzaY52D28ur9YdM3COos5hNw0ocu9mWiITZyqKYDmk3E1Dn3DckFE1sXeVHJaRWS1WlXyVKleVuVfeHq+kWxtjvZyn5qcWrE2aBtjY72s+1UzabNIVBMJoqamkkWyePEcLTE/P/6dSuoxSvoKFTJQOrAI+maRzHhybyoMtxLDMDTIypl/C8QIyQUpvMc5yNwYfIAUE1ZFOphnJXQhtmQoIPCZFT7QkIfno6pReFb8QUlJ3kjSVaMLiQbw9lhqcNxLyJutZl7JL2gInjn7BVIKuglZZ7w6fxk6g73RUwXBGO/ePMTA+qMCV0UDVTyCwVuBFKLBNZZbtX2p3B2G8Sa0rLNmurO525zdnp/ZnJ5drW86WC56OUrt9rntENNqfdilHKNOY9tOJimfVBuqamSg8dwyBbNkJDUYSgxDHeYQhXL+DT030s1zr/0qLjtb55xNVcUsmQWNXvE6R2s0iGU1kb74OQ4UFITzeEYsd+ABBz6eP8xUvIjdaZ6u4xX1CJyw+NJUkMWY95h2WWZ7z1BE/JNKKNxIEVUgxhAyZGZMzIb2G76qxnJpVZknzJNYLPgWvQkVmNCROzZuY36uKMmfp2GGOH4bqRg0jzXe5wNa0bi3TPdrs5yqTAYhuV/NHGRdYd9bLC3z4auR/4XeeH+ums/4h5WpxUMjHFMJcW135lsS8+bWdru92Uaxm27JEmbXVzk1G532OWc1DdJIOp5tomNEWiSR0lkYphaekpAnxea8jJSBDV1UkBN6a4Ju5D4fHXbXDg87zXHWhnY2aaxPXciiITbWRDGVKKomwUpYwcxw9ALSHZPmXItA1YErLqqYBNQQh9l44bTNP6Egc9WVjKowVaOPeYZz8vJwv8OGdQG9Z7/fUctufGVg8xDMw2AwBFCrUry8XiZKGcl7LZvEY974/9WMtmMxMeZDGco1Hk5H+/mgrUQZsUATUwhPAKuG4+A00DQN1yN6kvVibmxjsk9+qnxh2PK3zG9VS3R+P9IeKh8bw2JFpJlsq+nEJrHNWXMIeRKjtMFWi5RVorbNPExnkiR13brrNzc3sASghg1YQM9Jkf0LI6mNSl8yOgNSGXd2WvpWs17oeqWrZV4uUm6tmWuI0SQvV+sYVSW3qioatVFTE00lBcDI3W3bFifnYMj5kF7XCDaCi7EniS+gAiIggvXzNhLGGt+z5ODjzJDKpDyVPU7q4ZTZQu14h5VcYMJScp0S3TTFRBzIb8dAEKkNFS/2lof75zwrGcmaU1dU8YkNTU2W1Ex/Skmi+NWpfBVKEEtIw2NclmtYC+JBbFMoyWId5ZgbRXyrVTCtMz8bJbYKnabn+etQrjFHMXtUxAmE8mxlmBfLz80s5YmZWZ/6vDhcLiQddd1qne2JvUWYnplv3zLfmkUVE8kWgh2HYBk+QnK5QkfOOURhyNtIJwHaYKVM4T8tpUzYWFDV5mB/tU6SU4gxRK/SLanr1il1ohrFcghiUbKJidqJPlc6m8DlvVM57+xE7FuVvjsIxwyb+WM6xn6kyxS3JH3704YnIIDvUxt/BdoajwgSzGXnxiimraX+CtNNKPv/AGWgeMpisRiT76kfpNgjEEA60l3sFY/lwrjDcQOFVQoH20mwt5WUP/O/UJTBhspWhvs+1W9ZmijtyQtpMKy6qh8lZTehkkcVb/DEMAeYKtCZvK4KbmmYBn4joYD3OUSndE6JDwdH2sq1PqqEnGWd+pSXq6Or1/eu7B0uD7o821nvhlk72RaLmpsQwnS+2eeVb66HUqi2kgUMZ8iFMb2xmwBzI5Tzpjbc8gB8MO3mEemTaBezTKezaSuh0a7VhczzPKY2SgyqKVgnXW67HHNrJ8wjRWUtl0unb8eEM3YoxyVUdTab+a0qVvIC2I/1/IJQIjqQODAQYJ74twgIm5mfC2T29l9h/x/nNVwtcx0xJbsX9jPYYLlcetDE46k+VqKqEPw++kG9GSYpBErNDIm6voQYpjnJ8jgfOcZwTFIxNDnnnI4lUQwa1BMl1lqy30HKwDT/CWnIqsDIhoKIB/TMzHKMoQkhBA2qx4OaWdtEkGkIQf3eRpGuWyo5CJUg4LNJPo1ubSKSi5AUiWJBRWbTGYiht96ypV5VdLVaeVUFT7IAdkDijhoPv7dtu1wuPaXHp+ruLYLQvgQpfkoIIYbpCb+ZqB4vfLlYqcZubSHodLKpqmLSNk3f947zgvoQNMZGPb8oaEwprbpk1vueXVhdmU7atcyXXZNl9+LR9JFv9AcHQVWfMrt51t4cpQ05xSiqmvIq6DTnzNrIYYv7Voys78lkgvMaMURG/Wq5nkwmk2J9d+vjNNCgk6AhW993JpZjjDFMZ9NJ13Vi2neiaqrS9H1Wadu2ldyqhpRSt7bVaj2dbDqjiaoIpFR2grfhlg9Mhki5iYH8TCNr8NhQKZaz85INVboV0wBWNzL5Y7kKBclF0LdOOqrqyRSVCGSBOuCE0X4E6wqjM+AuWUC+eAceIHhDRi2Mgm3HtqjUGhh2AZ6A2/11o9AmLyQPb6Ou3AEhHYLX8BXBIVYgqhi+elgp2LGaHbfKF3PQoR4cO24elAV4q5kLOdUYFxW00IkjC8HdSIdiQwg51TuXNgwuMJSkiCFegn+LGj9WdtD9vpblKnCbTqebm5shhLZtd3Z2PLUPoAshiJ1IdmAw0MXZjP1AhwbyMNbm84FhHoZXK4xt5/p8xOHBajYLk3aqsVWNKfElKyZe4tKyaLacRHJb6kxVZBFoZ5EBDbuFowNSXHFfs8/J97EYGcA9CBGjGFmboeyNe76X48PlqNJNrTciXOg3fsLwspKI1VDVdmZaCIVAiUDVQDxnZsVABX5BcHkYT+Ku+Dl/AH3woli3VJ8j5V8ZtRgG+QiYGwI0mNLxnKVmISVzctyUYmZCQQ32y9irinQcBqMYOSCVWOfkWkAglZP+cZh1BpjgCQh7LDp5/qBzBgiOKkAoOP/7bpo/hBA0szNnzmxsbMQ4qAFt+ZQzAXJavW8GCDMjSBFFw7DjC4sPS6j6xIjN4qiPQdvYqDY5ix6fAwsaTDRrULMsmsySSBat96hhj7m/AOBCenGeLPghUbkuHeoio5NUsHiF1D7oACXeXCJwlrQLCCkephCj6lADMGrHQLeS76iUSlzxbUUxvBAeNA/j9oSKwXBC6pS7QodNc8p5ilO6pfmcCuFTqUFOywv0tcPPworAITKSuTrcR6xmFYaBhortq73JMLzvwP9PpbiLjuwFngwjN5XzVCxZXBJWv/I/q3HxTnUfKuaf6LyWyyY7rkWiTtFNE2ezeYxt205VdbFYzOdz/yxyUruhWw90LXiEs1HzMArLsoDnj6g5cOFP8DKvkfs0syaGSdBWrMmmOeUYJIambUXV+dDfTmZJNIkZ7vNiguMBwPY+FZbHTLuewojb5WH/W5GOqMJkxTxjIw1+o9/L4IIABNeXSzExboXgcavQD3D7lodbZYjcenC0wo0W/VapIG+wk7mJSOprzc/yZSwX3LMd98/0AbqvwM50Vv22+sxCgWc1nr/K6fG5GzXYLJXLw6uuIADiNpKbWGwlztgb5XfYzMY8QbqVUJChWGGgMeQZR6nUMdMi2nwXP+WUSkVWHAvm4gOMlxCCywhGpb+J+zUZyHiBXXjOwlSqnN6Ui2qZSG5ESM3mxk3TySzGSerVstixgydNU+wo7c2SqIllEcNUhEQmf2Ai5pVAuEoJ/jt7A6YOL96qYBR6wzIA3L5cNuPhTAc9nH+mLe5wLKrY42J68oAoos0+LorK2tA1EOLhij0gp3Uk1ytiDSPnlumAl8bjVu4ST4Bp+kl65m4r5gfVVlwx/jxmsKqlYf0VkKYWEwOIOObwMNhOYnxBGwGMSCJgYFpJxNah3PQ/cxqsFMvhxmDE6JgVfqJ0dWAqbTKdeFKfBz4RkseGfUNXFlTAx9LCaZWElAwKzBn2rNFRZn6/GdUZV7Id0Jq22WjiLGhjmrXRGBvLOKJjfgOgqJklMxM9ORcMGI35imEKs9C5C4YQrC//ic/Myjll5/axtQlxy7ElLVEWSKtIx6tOpSogAGsZ63Mjvw4KCtPwWCnSt4BUJibmnDG38xxY3rEGA9pO2OYGRg96gJziafCgN4KAv9B3p6SKCek07sfMRAdGPk/+1DbOcANkeL+jWhqTr9LWmpJf7S/rSOTxZ+bzG71c4dFsYNhrsTIY6Vg7T88JvmlOUg+5n0BHbwMVRg0h6pCPGBQ6dI6k3G/Y0x2oeM1VSKaMTwQXrIRdpKjYPIx8NTmH1Is2EkITQtPESc7ZrHOhIH4oQqT8L5W3L0SI+NMRnEs+JhYf6ESwsyLiIthOx332VvKgYsnf5iXxQW+XPhi3omlIUB0egwNwWQowefnD+XwOQQZV0HXdxsYGcMmiATl2VRvrK4dDEweHGivZxAbzMUnJoCoh/mf/Fv2DFm3UKkYiiA3q/zHDM6DkhF0Ff4JLT4WAN98qcrkvZPdpcd0hwQtG6th2LsnCOhJ2QoJViLcrEmXsm52kmekoEMOw0uJXnirUfL9ch6dIm6Y5PNo3067rU8ohiJmKBNWoGkWSiIbgQUGXdBYLqpmoYJhUy3HR4yLAN+Mi7uOlijUopMbGODMFi7ljK2Zjvu0vxBibOHH1OJ2qiJBcNdUgklX12tWDu+66K+f81a9+9c4775zP529965tSkqaRS5f23/3ud1+5cuX3fu89/rtLl/bf9ra33XLLLY8++uiDD77vzW9+6wMP/K8XL16/+ebdy5f3HnjggRijn6H++te//uEP/6ef+qn7PQ/qHe94x+/+7u++5S3/pm3l2rXFdDp985vffOutt37pS1/64AcffPzxazs7O29/+9uXy2XXde9972+GIBcvXv/DP/zDL37xixsbG+961wOrVdrYiP/qX/0v29vbTdNcunTp3nvvffzxx9/znndfuXL1tttu+pf/8ief85znPProo/P5/FOf+tRf/dX/+Yu/+Ib9/f2nPe1pjz/+eNu2s9nsHe94W99L04iZvOY1v7Szs/P2t78tRjk46Pq+/5Vf+ZWbb75ZRPb393POXnHU61bCXUImGbMZk7KnbIWSpWfFM4Q/6STieGmaJluGjSrkW4IZmKlSuSaXqRlUKyV86+aVF4Nom5O6qZiAkD6seYZCdIkOpOJIi5ETF0Lou96Gbp33gwIZvK80n88Xy30pZ4FjOROpql6XAd4ENowAB064qvJWWEaHyYTNbDC2h5CqeD47DjIU4hsbG1i+2+pWzkdjkki48IVjK9F7c191Opl5Oo8bsL6d4fngTDk+E8TatRyIAJ8jiQP83zTNdDpdLpcMFl4yFhVCaGJsc+48soAFp5Sms9ZMU+rckzIzVROx8+fPX7p06ejo6Hu+53s+9rGPff3rX/+zP/uzl7zkJR/5yEc++9n/y2/vOTpKP/mTP3nLLbecP3/ezB566KFvfvObR0fdYrHY21u9853v/NznPvfRj/4fq9VqZ2fnkUce2d3d/fCH/9OVK4cO37vuuuv8+TMXL148Olq+8Y1v/NjHPvblL3/+gQceeNnLXvYXf/Hnr33tGz796U//zd/85S//8i+/5S1v+ff//jdf/eqf+9SnPnXrrbe+//3vv3Llyq/+6ltf85pf7LruoYce+tjH/uLXfu3XDw8Pz5w588QTT/zGb/zGT//0z7zkJS955zvf+YUv/P2rXvWzOeff/d13Hx72V6/u7+7u7uzsfP3rXz84OHj2s599//33v+Y1r9/d3X3/+99/6dJjFy5c+MAHPvCZz3zmrrvueuihh/77f//ouXPn+r7f29s7ODi4++67V6vVwcFBHB4DFVLF0CdAjMjAlEWzUb4zbNS+q68GECpLVTEb2COMMqZ1GB8RUvg8DXxmmjOyU6qGxSbKBx+q6yhDmPgLblc6obPuGgsXnv8Yeqi7Uxlo4zePpaQdq+XKUYKyFYqdn7pkf+7qGtY0mC0n8fEtq2UVEVPNIkGDmMmgQxVR3FcIBAEgQuIYawwUdGAQQdywE5FLfZoxvlgNqGoI2qhEtjlzzimfbC7mLDmZZXH7xy/Ve+pTn/q3f/u3Z8+e/eQnP/693/u9V65ceeELX3jx4vXNzc0vfOELy+Xyv/7XP3rve9/jjHHHHXd8/OMf2dpq//qv//qd73xnjPGee+55xjOes16vL1++/MIXvvD973/vPff8T5ubm/fee+9isfjIRz6yXtsnPvGJ17zmNXfeeecP//APf9u3PWM20xe+8IXf+MblyWTynOc858Uv/hdd1+3u7l6+fHDu3LmXvvSlly5duu++u/7kT/4kRtnf3//AB953xx13vPOd/+7RRx89OjpyoPzWb/3W9vb2xz/+8XPnzonIbDa7dOnSXXfd94M/+INbW1tN0xwcHHz84x//0If+4Nq1ay94wQu8Ts73f//35yzL5fLhh79411133X333S94wQue9azn/cM//MPe3t65c+duu+22nLPfIACLFxBnrVIRUx7FAsAGTLv8DoiYs0WYt5k6IxV3uNF82PrQ0zwOI3/Nm57WKt47lYWwzIqg2a5JwxJDbHlxWKFayKlsP54zj2vFx4aniWmrKna4Qgl49cO7wliuAezVqnl6YdjGwPHm+31IdnDjv9rst6EXE0qiMJ/LhiPPT7yrRK3rutVqheR9JrCBMyaaTRIA4dd1i4QY2yZO22amqvfee+/h4eHOzs58Pu866bru3LlzMcZbbtn95Cc/eeXKlbNnN5/5zOf+s3/2gre85Zc3NjYODg7+x/949DWvef16vZ5OpwcHB7u7uxcuXLhw4cJ6vf7pn/7p17/+V86dOxeCPPbYY7feeuuf/umfPvjggy9/+cu3trauXr0aQvinf/p/7r//dX/+539+4cK5xWLxzGc+s+/7s2c3/+qv/uqmm7Y2NzefeOKJzc3Nvb3Vcrm8ePH6Bz/4+8997ov+y3/54M/93M9tb2/fcccdu7u7qvq1r31tMpmklP7bf/vo/fe/bnd39znPec6P/diPxRgnEz06Orp06dKP/MiPvOpVP3v16tVXvvKVIrJYLP7oj/5jzvJP//RP164t7rrrrr29vcPDw62trZ/4iZ9YLBaPPfZYCOHo6GgymfileKeS5o3o1R9WJAU6y6XmZyqn/fE+E6KWRBLOAnJjPg8bemb2AL9xIKNitoo/rUR/bkTfnKeIFql+HPqv+NNtYOcKoX0WXkLFaTzV+Xw+m828uBtrXbxZvY8+KzRlqk1QIaiSs5XcwUZbLDUXfafMPQLn3ieBG8OHyWAsfXRYgyMMU/7GshJ94ieAfE+XvLskKtfA+92cMqh7WVYbVVr829jY+NrXvnZwcHDu3Ln1er2/f7i1tbVer4+OjkTkaU972vd93/f9/M//0ote9KKXv/zl3/VdL9zd3T08PLznnjvPnj172223Pfzww3feeef169efeOKJlNJ8Pp/Pwze/+c2u69pW1uv13t7e1tb8L//yLy9evLixsaGq73rXO+6//3VPe9rT3IH3AMS1a9dSkuvXr1+6dH21Wp05c+b8+fNt295333233LL7xjf+mxe96EXPfOZzzWx7e/vSpUvXr19/ylOesrW1tVgs/vN//sAv/uKbzp49e3h4+NBDDy0Wi4ODg66T7e3t++67b7FYnD17dnNzc39/3yG1WsnrX/+mpz71qWfOzC9fvtz3/R133HFwcPDpT396a2vrzjvvPDg4uHTp0sWLFz1ICaHLfDimvApVNowRjsnFG5L5jrfHh9nisCAY/TdqUFx4OVC+bfVyU27ZhrqAXDi187E05P/Hc8MNi84/7lSDk8dAq1YBFuUl8CpkqGDHbFO1sVzjn3C3wPip+DIT1eBsi/9Vg3sN43/Y/+rpYtFAFfeU7JRKPbC+qcQikDspjeUUihJiaaFPa5NU6Cnl3IvkGBVir4mT6EXik3RdPjg42Nzc3Nzc/OpXv3ru3LlXvOIVFy9enM1m58+fF5FLly795m/+b1evXn3KU57Stu3f/d2nHnnkkU9+8pMi8vjjjz/xxBMf/OCDV65c2dnZ+Zu/+Zvr16+/7W1vE5EPfegP/v7vP/X449f+w3943yc+8YmmkTNnztxzzz37+/vvetc7Xv7y//nChQtf+MIXtre3F4u8Xq8///nP33bbbTHK9vb2LbfsfuYzn9nZ2fnKV74ymYQvfOELInLlypXZbPYDP/ADZ89ufvnLX3bl8/DDD69Wq9/5nXf/23/76/v7+9euXev7/tu//ds3NjYuXLgwncqXv/zlb33rW7fddtvVq1f7vt/f3/+N33j7Rz/60Te/+c1uC7z4xf9isVicO3fuscce+/zn/+7atWsO9L7vn/3sZ0+n04sXL445gfFXqR0lrVVxEZT/k1AnqymQkQ/Xleb9NKXhTyElwxwy5nB/zkMzz9+Iu2CpuhxJdIcgi07QKz5DVCkd2L0RZ4453FfN+3b+W2YP7m0sPryhMpBQcJdH58XCssMHXy/KFyEkCTI4FWhSzikguoFxISMgJvLQCWI7ohKXjFwhA43DUgCOhydD2REU1eO39Ti22YuIX6gbYxtCoxLFwu7ubozx6tWrGxsbX/rSl5544onf//3f+eIXv/ja175WRO6+++5nPvO5H/rQH3zjG994xSteEYKklL7ylX/8qZ+6P+d8zz33fPWr33SnfTJpzp8//773ve9Vr/rZn/mZ137Hdzx/a2vrda97w6VLl974xrc+9alPvXjx4oMP/varX/1zT3/609fr9fOe9zwv6f3bv/3vjo6O/uIv/vwXfuFN3/md3/nd3/3iP/uz/93M/vEf/+83velXfuiHfkhE3vWudx0eHv7Wb/36ei3nzp1DVuX73//e++9/7eXLl8+dO3f27Nlcguef/exnzeT2229X1UceeeTMmTM7OzsPPvjb//pf//yP/uiPppRuv/32a9euXbt27YEHHsg5/97vvWexyCJy4cKFpmmWy+Xjjz++ubl59uzZG6kXthrkNIXD2qCyF1gPKBmrTruBdiLA58B9RfEVq7PrIbQ9PhZn1faH+im94aXp1brGC8FDdKvFPUYOa0pptVq5ex+HZ5yqqY4ZgCFpo8bsUfUJeYR+UAcEC9dhUPZGuKvWWA39JGABUvBDz6DjjRVebCpplDI0wWK51T3TCRS879JqXRpkFsMzxtiklGLUEE6uP3TEr1arEKyJwc+RinlAW/f3r29vbzvI7r333ltvvfV5z/vuv/u7T4rIz/zMayeTycte9rKnP/07H3rocyLyhje85Y477vja1771rGc96+GHH37605/+4z/+45/85F+mJL/wC7+0sbExm82c22+//fbJpFmv11/5yj/+xE+86q677vrUpz51dJR+//d/R0T299dvetObnv/857/0pS+9fPnyF7/42de+9g0ppTNnzjRN8/znf9fnPvfpt771165fv37u3Llv+7ZnPPvZz/7whz/8z//59z/jGc/wTdC77777j//4j9drefDB3xaRrpOuS295y1tCCFevXr3vvvte/eqfnU6nfd8/+uijd999t4vtD3zgfVevHt1008ZyaW94wxte+cpXvvjFL/6Hf/jbq1ePfvVXf3V7e/uJJ55YLpfnz5+/fPnyhQsXrly5gjpOgW5J0uE9TqAhVRU7fT8iDc9B6QnejjelZGiSwCjg5BE5rby6Nw5JhtGF1/zZyQv5EdgsdOXfTga2BobAwtGbE2gu53Gt5C/5c8juvhQHVFXf0mNgyv+XteL5ZjZ05SrO8VY08Il5wr0hI0YopF/xP7/flPumtOQpBarEU4mVQDe8jlFvZYPG7VwXkSwNYRimck6EUeDD+blsqA3w/2w2Y4OFRSQ6yTnrz7/ujafK177vp9OpU7mbQ0K1sSCr4LHs7+/HGL0q/NHRkf/W6xfw/KzspQP3VrZScQ4ShlOio/J+7xjgCwcM9YhZQOJ9oaKSDoXZbFZBxD8cHR2BMozUctDB/V9G0XiHibOiH5ifTqe8hx9LFYmUEup5VDTt8WfGK09MyO4NJfnHhodTq/ehqVK5BwVigo3hQCdweEoIiaET2OSxFJ4AEqWcTAslAy2XwMdYcuEzOI0NK0xbKaUqUzHIMYiAJhHxWypWq5XHpHRoU+jwHBfjfbFYVOE6XyZXQOCuUrk3RMj701IRAxMDbOOwjg7kLJdB5YkB8uAa/9PnGctxLAZURTPALwLV6MfpEOwMejAzvzfETyFPp9Mmj7ZeQF5hFJQKJc8slJrzzpDr9TrG6OwBK8ifN1ShLJSzrlbsNBAEqE2H1hpTVR7uUUHWMKFjIaBgGYblqlCw6kDdKakCX6+ViCEjFWICQ+B9PMQHK9lELHarORgpVZ9GHJ6DzhSA4A9AFuwRIbUG9kOfLJ1laB1U/IN5Ms3B4AS9Cm1SsNDhyjEMWxsqbYwFSYf3eW4VuHjV+JNvWKqIWYYcyACHH1FhOYzSNFhGVPSg1KpRmtPq5cmw9BsDHPSpJCsT1VmTIT0zxfJMrARoeL3slwnZQZgPANgwobP8zsNzKVr0p+fzcSUCF2CTyWSxWLDDCd4Q4m0spqerBIziQ0yvzBhAA1bOlCp0os6/bYaVgjB/ps5TWZQ5IYSQ8skcwAlMryw0AXrvGdvvFforIuP/T+1HSDWxsGaa4K2mqucKuSxkmQ+BlwogmE+i3HZMo2kajqs1VJaO14vGtMgvQJ0Eyi+qVoQpsVywYpC6Bq7s84rumWf8eeVPYTLggopO2MDh52PIY2JG5hW+7UvB5Kq3Sh7l0iLtQDNysT9VwSfTFZUAbCzX57B84aEhs07fR7Wiz4XkAiis+tPK2WeoOKyEg7oQw96t28Mu4yNVi0x0tKMCcYUhHQpIyHgGHM/W6dUlF39rp2mwUFrWOqjGLwPuIFPwMx6ylWQliRWjn+rp6fB4jJHKUrKfjZyaOKo4gt/yazw3Bq8MT76NseypxG4FQMcCUL66WBoTeqYmIvDjeJ4yFB+M04r9xtPDt1qsGF5a1SqiquAcyMdWEh88SeyeZsoRYMphCWJDg4KBn4chA9A8G8VYGk+s6i1QKSAeGuYb5ALTNgPEG0wSDyc3vCT2l8YeFCDFlK1FIqRyE4aUaxeRg8WoZaIEEPE/UMXQkbJvZ8NWsWggP4L7rHAGP4gVlw1TQU6lUSYdZhioSm8oDMGjAxPMrkw9FW3JqF5DNZ9QHBY0wAccCJxiJv7EbX7c6VjB80YkiHPBge6PNCqKwTtqFRUqmXU6FHMYKAyjdKEEGiv7EfOJODBCQtmGOoM/VOsCpTE9gCSYeCrxAZNTh63qFu/g/iEluVCJYGaNROfBsIQwPK/lD8dCEyIAQ2jZCKv8HdAGvvITDIgeNmN4+TBONzw5GwYC/FtQg+dX+p8gvsroEpILXleeZSor24oIxvi2oavPk7Si/eA+8OjQb9B4eJ/xAbCa1SklWFE8qclzPD1sa+lId43rVoEPmezwTqI6H9XCZchR3irtZENPh3+VKVQx/jYMnUcGbBgWFPE1ut0HNGE3pBKg8Gxh51dLULKATp1b9b4NT6Ab6WEZMgDkWtUJoIHeGGsV8eN/ZkJAiYFWgY6pi99no12IpY00WR7GuatvwfM8HEOAF4IOwS95GI/3erlgkEaHwonXX1Fw5TH6nFKpDR9KIMrzqGDVp1Sf2/XV8r2GrKvHROB/9nRPlpJ1xPPkH+YSW5ZCjv5tLNmpFS4BfbDNMZ2lARAAosrfQW/YN6kAWCEJ6w3kTwLxmBLjBfLCP+RhqCXTthz/tmIbJikGF57ztEHEmD/7CJnCAUwYRoarDi0spf3aiuoqOGDO1ZtMJxVk4CdiXB02G7WqB0w+lfMaeAergD4HTzJ58GcfFHYW6AQ7ssxo/EKg0iR4zUM2TNUyEoJGBUG4LnmgQAPWhaPZzg7IhTk2xGQoDk9lzgqmWE8u+w5+hGmxWOScY4xeo92VSSolmzF1Gaoso0oyOA9rZImBH6D/q36M+JM/nCqPKqlXWVnjtadUWy5KslyGciHn7A4U9wN8yFAAMUAq0mRkV9TDaxGKIVXkNR4CuPP3OT7HLydKSQT8tdhH/g4Dje9T15EngtETncuq8FvBCuP6EOP9I5YLRjZzKPVFlJxKtFjSLiraYyMFlNb3PdvLzOcoEYhxtRhTNvQ4vCEu29OV7m3bemF7xpoN5UIlGd3eAQvIsAIYe3CQ4EZCLQwv7MzDfMcQwubmplIiQ13kA833vTkXyp/P53M/Cu4H4FG3v+/72WyWUnKDpCn3yiQqvwGRhg8OLJQA8MtvtQQmfTfV8yNQBkuHZ4SQwgVqQKksECKyLZQM7Eo0IB8mUNxBVXEUivnWxR8jwEdEjQAQdyyXmiIBBOF6TzjzIxVM6FLiW9h2xtUJodTXrfxhUKeR+PMXUDUM1Ow4dfQxXyHuC3Qr7XSCnqAMMBAkDgMKHhDMCpf7KLUG6keKhI+LRTmgoG/z0P2REoJBtzxzoABzjlTCC++Ab9FhLsUdqnrw6M1Z2rHghzisFD3lCIv37J0zYUiJvvF6PQXG0wpQv8NKITJEc4AvcJBjzelfhsfePA/INbQfmnSErtdrz6HMJXXK5499E0fQDc919eWCBiA7k40aSoJTU8pOIO4IuRVo98iJm6UPE0GgjRPIUUBZyC5gzqx6Yyc2DBP4GGRGypN/y7Pibz3fCfOE7QN7krvlKbEYsmEdJ5bWLJRZHmGNrDcyBU2YCHgV3EkFYeBO6EoFdg1gPwsZEWyg8aKAMjZS5LSK5ja0y4zsGhveGMgrAh0C9TwfJRuWx3L7mfECc4ZBjV+xZRHKDksc3jcJeAql9gGVIE4OfIZyxowxwhRSkRkwWNE5PrAdXcGBt1qx3ipOj6FdWmFK/poLJu7zlPgCFqbknwsF1ZgoIRdWqxXMhL5Uv8X9dHwIj39eKWdVXS6XWnLOGK9MHAAusIKHMITwgeVCoLhuRWewP0ekPAjUM1YYXHqac8F0AJSDNwLlhjHZ4Vc2tHttKOB4Mugh0nGJir2r/qtUGRA3E33FhNV6eQ6YMN5nPwXISlRPoWItEDevyEZXqgZqACZPCUfLWe5gXH6Zea9aTqD72sYw5PusMFCkWlLAQqYjHjKUCDo69gpyZfjbsLo6E2co22GMqUxV0fEmDwqjm1U+QIRTKk8mF3jGFa1YucpGSjUo1I9nKHg+bCVxQYj8JjQhDG/gXig5nymv4kAbetfYh8vkigO+bGw7FjmPlac3nU545tybUPAJGK34B3+yvIfdISKoCyhDPq+E/ZgJhcLLSjqcX2DgVMg9ddoYZfxDI08BIgaj5FFcoyIn0EYzLDHKDC+jrCclI0hJSMnwvp9MG5zM4QzDSi6gVXZlLltjrFQqwtCSTevspCX9ty/XCMAvzrQNwaCosKyUElLZoVpUo8fpjdSkf+sDKTnIyCQCJHntbLVJMcdyzu6/YKpP5keAAXz2DgXEOV3e4Jh3U+rSguIzOcYy2vjt6T5IzCbGOJ/PmdmUGuYDnlTK5+fmzxPl9gPlHE+qBBaQhHGN8qnQg//J945VvQkx8I0GyiWDrZo2/xDsytwCpIIa2Eeo5AJDuOJVNsdyCZRwcISXU3VSLY31M69xDAchDuc3x92iB+xbVWAZSwp/hzF+Ki6qxuon00W+HDxmHcY2r5AMZUKtVsGQwWLDcL8D/TM9gzwqz0hIuPhVrx6eMCqVDORqce6s2DU8XOXESTEfbmgv6ND/UXJE0aMMxbbQtr+qgi3DMF8AsGZMQ/V5qAZmbTjNi2ZN1dCNUnmY411BHDYC4Ms/BJtVpikCNiwvGOVG2YfVEMwhjCqYoKd2y50nOsWoJRzLrBtG4XRmEma8UxmVlyBE5fiWiaHqlimkQqUNLXPW+Xh/bOtWg0Im8ljon2PpeGi0j6tDL7Vy9fGhKfVm8LDqp1ojniDy7TPhI8/VHnbFR95YLrAJHMp+P16TIu/isBiX+9q+P+BRObd5rcRTGblMiqkcRwQYY4x+QhJD3FAuIA6MxYSSj4DtACmmdRqersslVBaGTjVTGPOnkfhHHQulfVqmlar1w/vRlYJhuYQ/vfPxcir2M8q28OFCCCmd+BdhFBsDkjCBcZ4FQIpBc2k61JxYoxYbFe8ouVGZzvByA6h5wrAveMJK5/8qYQ2U6VC+2NDi4G/DcFMQRGJ0khpvsh3qPafTDssBNWN/09HqJ/TYeKxsFl4amGG8CrwZSyq3qmKTgmVTKP48ABVHKXyxJOYhfAOBBbJnbILMlIRsppPE0IJGsTOgA/37V7Ecf4CsxC4YniilkFg5milkl3m7oR+RSpOhBk4pIV/SysUN7jx73FFKVV8tF5DKMKjOVKIjMeHVU60YAuC3QPvDoBgfGvs6RkY1pACULcDNdCZkpNnQQtNi11UcpUM7kKkqUykUJkozQ+kkfFu9U4kGyIUwzJsEG7AS9pYp2AZbF5OvXnbWxTv+W99srui4mpuSsVAtQSh+ySwK6g8lnjfuFuhgRFjJZwMlAPWom8xC2ShuCkwxOvhh9T+/gCAI/9wBtVwuIYNARQ43zISLEmB/rYL/eEpGDYoWL8Nh78ttMU5puBcWpOW7p85HVfQ3l/14GV3ILGTdqGrTtq2XbfGx3S7izXb8wO0Wr63sX7lXo6rT6dQ/gFd94Mlksl4vK7oUMRGZz6cQH20bRaTrVoeH+9PJdgzHybZew0Olbb3oRTgJuuaULEcx3djwo1C5bY9DQev1sutW5So+VbWcT64nS330iQTVEE/cqq7rXIEVyhYNIYQ4mRgOpYuIg9uBBroUuoy7aY+vAlfNTsJm2fySHo0mAXlmbds2cbJe98UhlJRSBrNpH6JpMNWsIWVbe5XxbL0GjQHAzKrmlxp2/QpclLK20k6b6alCx8x8/3jMjX2pixGHIcAWQSm3R0TUu+1Xueu6/iRC4ebTxsZGsrLvoNH5QFSbWTze/J/NQgipW6vYZNKuVwsRUZVgSQPYVZfLrm3bpkj27BmrbQvhGERS3+e+V5EmxpRXCpUjycxSTmbWtE76RXT6kkUsT0M4OSJoJinlrltzfkdK2Uy8jlFsFsHETEy61bpT1djo5tbULHf9mlMqzPqu79p2CvUDocZgZ4kQQujTkYmFmEXES66KxiJSl66VN7dakXa1Wi2Xe22zCRSz/TKdTmNJ8IGzgP1ICNxY8oaaUkfjWDKiBN0xNZTjtHyeEuvhYKmQfQWBClvXhgabkaqX4rdXcv34lrpca2Z/jS8j4h82zXGojMN4etphOCEzkr+yoY0dyPGzci+A0gEBF3me74w14oeICPhzdmcYUIwD6IdcIl5azlNoSfqC2dL3gwJEAJTng8H6TeVQEzx3wLMCRTX/MAxBMcrwxH/ib06mU1VNeb1er49tycnUi3+kAnhj/7E5vpTguGZH1+d8snZn3Wpi+BZxeMwzlvuNU0kGcVnPyHVcwKBjehCpiQ0YQR0AxEEQ0cA7DCItST2YsxVnvnqTQVpRqZl5PSXnbX/Tx0XPmdIx4uiQNRrCkHxALg+D1my0gpj922MhEammdWWCgitslK+ulFOBiAWkA2AHQhTiUqMrdwHupmlSX0eYuQf+uR4LyNperQRKRdDcIc/KyJOED2JDn0KGaTBMH/gcKAbBo4RhbIKw4jf3ZkSGzVQk+Mieuh5ji0J7gUInQiFr/MnIckMSFB8olgHiwBMtsr4SCmyfY1xsj4lI0zRevI5zgcxMtaBS6Qy4qmo0O64BK4gfx4loFpFgYnZi/TbNyb1V7IGCAJpyffGxAmxOSuMLeZHx+J7xkwQnn17qT85TMiF5Pjuo2vs3s9hAf2gBj1sTjiwt9OPCsN5NxxAMf6bAGJvqIdiQ5+ZzaNvW8uCYDz64kQsXG2GBMMz7AKdHOrJonu+ow6wBnwrieSBx5rdKQGA2TGHltZP8UxExA4w0hCbGxtfg7m5DRRxYCoyfYGI5u0rUnEVVzI4/lNkqfuEduI06nNIJY4+5wuV0xW/syVfSp9jXQWTgOvmT4pb6Gp35j+HGTAt7LQzzx1NKbQt3GjpHQ4hHR8t0UmJMRYKIOfYh3ZguAVJG7vFsTtuSyNTwc1VdLld+Zx8KgWUzJFMe85ue5N6V0YMbNEFERM2siY24YLXBuK7uAPBKtvIqjg1GHahrkDckPt73/7miBKOeIYCFm5kN66nAuvTeEHcDG1eCG/+fquSl2IMu01QlFJcq56waVB0RSfW49GHqTz8Pxv1riVCCwSuGYoT6hwb7XqBIUKGQj8CLhFyoWIiR9+SLl3Kq2k7UWjlG0Z7kwzH78XBjacUPK6Ihjj2xZhlVDD7+E0NDKGA4DjslSgB3MOgw8QEvM5QKbzuyT+JGUkJKLI+YASowok/en+Ov3NA4FTJ4DSSuqn3JswJ4pdAlPGR0nlLSMqgWnaxSqIJ8mBOSVYZhCNFfPlbvUsAsoiInSdNpmPOXUuLzWokKSa3T+lSqY56pHlZUIYXUlXbWcgmZd/3JvjXD7UlIfYy4inr5qzRM2ebpgdT9zeN4QX96/VgEQdEh2wVCIlKG6sEFR8NJThWnnfqc3W/QMUtHJr5xJ/jg7ihLHI4tjxHJZMqw5p2RQAFeqDUed0wZ1dzAZkDzer1GqlkoSSPIy8A0oBaa0W0oLOPGrBvj8WssfdKwOEclGsCHRsrH880CFeY9HmhIeYBAFUZhEClJUv4hyy+8M5tOzczvWXWgxfb4WI5HikZdBe8g+7Z505qkvu/FSUiiKhB3krSnNzgFIEUoQM1U9zIqCXEGHUDRlIoSbC9grsCd4NxEOplAoL0YpZ0IRnFVF49bJRG0qBOmf5ANRy6UNDTnazNCfd8B0rwSZAwHrJFFQ8N5XZhfoKa0AZbLOUKWCwwjo11W/xNwYS5V2ndhUjNqQoIGsMZrtJh6HxHDVX8WlhuUIag+GGknpioj2wfrjZRtSlvHJ5nOwCKgx+g5hkMzPfb8srk8UZFQtsrMTEz97lMzFQvZ6isboCqZYkDu3XpgNALLOJrBosHIh8ecmZ10aBhbOU2/Wp1UDM9yfJ9NsmKE2wkWlt1RSSLumqaRNpvZar0Ioi7E4vHGBXB3TNlhtBmcy2GETKnB61VfwmRQmBmxTFUV0aAnMZoYBzFgXpoMNy/9nbZs8ViWlE9AF0LMyXLGvn40MzHxraJxA1SBkQLw2rf1b9liAt7HyZ38QjUWdxhKrLFSA5hPk4YnJmW0v1AtA/dtMHHzhADBMpsTt5nXOZ9vEuM5mi3nFLQ+i+69eRwFcgEtJXMLOgRfgnh8wcliCCATsZz7atoVQXD4QOkElz939PhFm1Xqji98uVxUcsHbdDoVyWYJ7/uIsdTb8NfglvuN76mU2RCUD4/QpWxVyXp9fD9QjK7Z2hilaZpufWTGbx7D1vcvmKTsJJQLGs2YGypxQlXksq3QH19NdPx8uVh0Xde2bZ+PY+leO9fhfHVvfzKZuLvbNM180uacl8vlbHq8rxxPoOdsc8L/sZxk7fve9xFZq7lg4srojDUmaWZFrDRQpMCoVCfLdynytPKqfMREFz2C2QKFjbith/4auuq6E7cuBIVFslgsHOP+XCTkLGZ1yTKMVckCzBayoOJu9l9EpDGz+Xx+cHAAOjhz5owHkKTYTkb1Bdbr9ZkzZx577DG/rymEAGfYBRgSZkBqgc6cOk2Y2aVLl86ePes/9AtdcHIDvlxKabVauTDyPeGjo6PlcrmxseE4izF63tt8Pg8hHB4ehhD8EgcIMkwGp+t9abPZzM/Y8z6QkZ3iI+acDw8PPRfDkxc8b6RpmsViEUqui5n55hzv7yJoEoeH6nw5XdcdHR31XfY/WdSmlBaLBd7neltmJyYr332s5SxdSmm5XPoZ+2vXrk3a2VgosKQIJbTpP2yJ/XI55ugQ8//9NRdn169f35g2Xdetu5Rz3tjYePTRR2cbm1evXl0sFqFpDw8PzeziE5dvu+2248tHd84++uij5285N5/PF4vF9samWwcxHEdbu9Vye3vbrzve2dlxnLZte/vtt6eU/NJjRzpUlC/H7x9xxIMNcLT36OhoPp835SKmUPYUfb8GZinTwGQyWS6XW1tbh4eHu7u7BwcHKSWRhGNRUtKCPc7qLqe7mU7VfiVM27bL5bLrus3NzRACMus9hcT/9EvY1ut1bJS3ujl9y9E9nU5xallEROp95aKfltBnUsK3Xm8GZZr8CTIatra2zKzruslk8v8CIk8cBLf7tbEAAAAASUVORK5CYII=\n"},"metadata":{}}],"execution_count":30},{"cell_type":"code","source":"learn.predict(s[3])","metadata":{"execution":{"iopub.status.busy":"2023-01-07T19:20:45.632093Z","iopub.execute_input":"2023-01-07T19:20:45.632387Z","iopub.status.idle":"2023-01-07T19:20:45.675362Z","shell.execute_reply.started":"2023-01-07T19:20:45.632353Z","shell.execute_reply":"2023-01-07T19:20:45.674564Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML 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